{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"sns.set(style=\"darkgrid\", color_codes=True)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": " sepal_length sepal_width petal_length petal_width species\n0 5.1 3.5 1.4 0.2 setosa\n1 4.9 3.0 1.4 0.2 setosa\n2 4.7 3.2 1.3 0.2 setosa\n3 4.6 3.1 1.5 0.2 setosa\n4 5.0 3.6 1.4 0.2 setosa",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>sepal_length</th>\n <th>sepal_width</th>\n <th>petal_length</th>\n <th>petal_width</th>\n <th>species</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>5.1</td>\n <td>3.5</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>1</th>\n <td>4.9</td>\n <td>3.0</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>2</th>\n <td>4.7</td>\n <td>3.2</td>\n <td>1.3</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4.6</td>\n <td>3.1</td>\n <td>1.5</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5.0</td>\n <td>3.6</td>\n <td>1.4</td>\n <td>0.2</td>\n <td>setosa</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 2
}
],
"source": [
"iris = pd.read_csv(\"Iris.csv\")\n",
"iris.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "setosa 50\nversicolor 50\nvirginica 50\nName: species, dtype: int64"
},
"metadata": {},
"execution_count": 3
}
],
"source": [
"iris[\"species\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1fe55193bc8>"
},
"metadata": {},
"execution_count": 4
},
{
"output_type": "display_data",
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\n"
},
"metadata": {}
}
],
"source": [
"iris.plot(kind='scatter', x=\"sepal_length\", y=\"sepal_width\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {}
}
],
"source": [
"sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, kind=\"scatter\", size=5)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 360x360 with 3 Axes>",
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},
"metadata": {}
}
],
"source": [
"g = sns.JointGrid(x=\"sepal_length\", y=\"sepal_width\", data=iris, size=5)\n",
"g = g.plot(plt.scatter, sns.kdeplot)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, kind=\"hexbin\", size=5)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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280.308756 271.2615 \r\nL 280.308756 268.974878 \r\nL 280.308756 266.688256 \r\nL 280.308756 264.401634 \r\nL 280.308756 262.115012 \r\nL 280.308756 259.828389 \r\nL 280.308756 257.541767 \r\nL 280.308756 255.255145 \r\nL 280.308756 252.968523 \r\nL 280.308756 250.6819 \r\nL 280.308756 248.395278 \r\nL 280.308756 246.108656 \r\nL 280.308756 243.822034 \r\nL 280.308756 241.535411 \r\nL 280.308756 239.248789 \r\nL 280.308756 236.962167 \r\nL 280.308756 234.675545 \r\nL 280.308756 232.388923 \r\nL 280.308756 230.1023 \r\nL 280.308756 227.815678 \r\nL 280.308756 225.529056 \r\nL 280.308756 223.242434 \r\nL 280.308756 220.955811 \r\nL 280.308756 218.669189 \r\nL 280.308756 216.382567 \r\nL 280.308756 214.095945 \r\nL 280.308756 211.809323 \r\nL 280.308756 209.5227 \r\nL 280.308756 207.236078 \r\nL 280.308756 204.949456 \r\nL 280.308756 202.662834 \r\nL 280.308756 200.376211 \r\nL 280.308756 198.089589 \r\nL 280.308756 195.802967 \r\nL 280.308756 193.516345 \r\nL 280.308756 191.229722 \r\nL 280.308756 188.9431 \r\nL 280.308756 186.656478 \r\nL 280.308756 184.369856 \r\nL 280.308756 182.083234 \r\nL 280.308756 179.796611 \r\nL 280.308756 177.509989 \r\nL 280.308756 175.223367 \r\nL 280.308756 172.936745 \r\nL 280.308756 170.650122 \r\nL 280.308756 168.3635 \r\nL 280.308756 166.076878 \r\nL 280.308756 163.790256 \r\nL 280.308756 161.503633 \r\nL 280.308756 159.217011 \r\nL 280.308756 156.930389 \r\nL 280.308756 154.643767 \r\nL 280.308756 152.357145 \r\nL 280.308756 150.070522 \r\nL 280.308756 147.7839 \r\nL 280.308756 145.497278 \r\nL 280.308756 143.210656 \r\nL 280.308756 140.924033 \r\nL 280.308756 138.637411 \r\nL 280.308756 136.350789 \r\nL 280.308756 134.064167 \r\nL 280.308756 131.777544 \r\nL 280.308756 129.490922 \r\nL 280.308756 127.2043 \r\nL 280.308756 124.917678 \r\nL 280.308756 122.631056 \r\nL 280.308756 120.344433 \r\nL 280.308756 118.057811 \r\nL 280.308756 115.771189 \r\nL 280.308756 113.484567 \r\nL 280.308756 111.197944 \r\nL 280.308756 108.911322 \r\nL 280.308756 106.6247 \r\nL 280.308756 104.338078 \r\nL 280.308756 102.051456 \r\nL 280.308756 99.764833 \r\nL 280.308756 97.478211 \r\nL 280.308756 95.191589 \r\nL 280.308756 92.904967 \r\nL 280.308756 90.618344 \r\nL 280.308756 88.331722 \r\nL 280.308756 86.0451 \r\nL 280.308756 83.758478 \r\nL 280.308756 81.471855 \r\nL 280.308756 79.185233 \r\nL 280.308756 76.898611 \r\nL 280.308756 74.611989 \r\nL 280.308756 72.325367 \r\nL 280.308756 70.038744 \r\nL 278.06398 70.038744 \r\nL 275.819205 70.038744 \r\nL 273.57443 70.038744 \r\nL 271.329655 70.038744 \r\nL 269.08488 70.038744 \r\nL 266.840105 70.038744 \r\nL 264.595329 70.038744 \r\nL 262.350554 70.038744 \r\nL 260.105779 70.038744 \r\nL 257.861004 70.038744 \r\nL 255.616229 70.038744 \r\nL 253.371453 70.038744 \r\nL 251.126678 70.038744 \r\nL 248.881903 70.038744 \r\nL 246.637128 70.038744 \r\nL 244.392353 70.038744 \r\nL 242.147578 70.038744 \r\nL 239.902802 70.038744 \r\nL 237.658027 70.038744 \r\nL 235.413252 70.038744 \r\nL 233.168477 70.038744 \r\nL 230.923702 70.038744 \r\nL 228.678926 70.038744 \r\nL 226.434151 70.038744 \r\nL 224.189376 70.038744 \r\nL 221.944601 70.038744 \r\nL 219.699826 70.038744 \r\nL 217.45505 70.038744 \r\nL 215.210275 70.038744 \r\nL 212.9655 70.038744 \r\nL 210.720725 70.038744 \r\nL 208.47595 70.038744 \r\nL 206.231175 70.038744 \r\nL 203.986399 70.038744 \r\nL 201.741624 70.038744 \r\nL 199.496849 70.038744 \r\nL 197.252074 70.038744 \r\nL 195.007299 70.038744 \r\nL 192.762523 70.038744 \r\nL 190.517748 70.038744 \r\nL 188.272973 70.038744 \r\nL 186.028198 70.038744 \r\nL 183.783423 70.038744 \r\nL 181.538647 70.038744 \r\nL 179.293872 70.038744 \r\nL 177.049097 70.038744 \r\nL 174.804322 70.038744 \r\nL 172.559547 70.038744 \r\nL 170.314772 70.038744 \r\nL 168.069996 70.038744 \r\nL 165.825221 70.038744 \r\nL 163.580446 70.038744 \r\nL 161.335671 70.038744 \r\nL 159.090896 70.038744 \r\nL 156.84612 70.038744 \r\nL 154.601345 70.038744 \r\nL 152.35657 70.038744 \r\nL 150.111795 70.038744 \r\nL 147.86702 70.038744 \r\nL 145.622244 70.038744 \r\nL 143.377469 70.038744 \r\nL 141.132694 70.038744 \r\nL 138.887919 70.038744 \r\nL 136.643144 70.038744 \r\nL 134.398369 70.038744 \r\nL 132.153593 70.038744 \r\nL 129.908818 70.038744 \r\nL 127.664043 70.038744 \r\nL 125.419268 70.038744 \r\nL 123.174493 70.038744 \r\nL 120.929717 70.038744 \r\nL 118.684942 70.038744 \r\nL 116.440167 70.038744 \r\nL 114.195392 70.038744 \r\nL 111.950617 70.038744 \r\nL 109.705841 70.038744 \r\nL 107.461066 70.038744 \r\nL 105.216291 70.038744 \r\nL 102.971516 70.038744 \r\nL 100.726741 70.038744 \r\nL 98.481966 70.038744 \r\nL 96.23719 70.038744 \r\nL 93.992415 70.038744 \r\nL 91.74764 70.038744 \r\nL 89.502865 70.038744 \r\nL 87.25809 70.038744 \r\nL 85.013314 70.038744 \r\nL 82.768539 70.038744 \r\nL 80.523764 70.038744 \r\nL 78.278989 70.038744 \r\nL 76.034214 70.038744 \r\nL 73.789438 70.038744 \r\nL 71.544663 70.038744 \r\nL 69.299888 70.038744 \r\nL 67.055113 70.038744 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58.076012 234.675545 \r\nL 58.076012 236.962167 \r\nL 58.076012 239.248789 \r\nL 58.076012 241.535411 \r\nL 58.076012 243.822034 \r\nL 58.076012 246.108656 \r\nL 58.076012 248.395278 \r\nL 58.076012 250.6819 \r\nL 58.076012 252.968523 \r\nL 58.076012 255.255145 \r\nL 58.076012 257.541767 \r\nL 58.076012 259.828389 \r\nL 58.076012 262.115012 \r\nL 58.076012 264.401634 \r\nL 58.076012 266.688256 \r\nL 58.076012 268.974878 \r\nL 58.076012 271.2615 \r\nL 58.076012 273.548123 \r\nL 58.076012 275.834745 \r\nL 58.076012 278.121367 \r\nL 58.076012 280.407989 \r\nL 58.076012 282.694612 \r\nL 58.076012 284.981234 \r\nL 58.076012 287.267856 \r\nL 58.076012 289.554478 \r\nL 58.076012 291.841101 \r\nL 58.076012 294.127723 \r\nL 58.076012 296.414345 \r\nz\r\nM 156.501615 259.828389 \r\nL 154.601345 259.213682 \r\nL 152.35657 258.479888 \r\nL 150.111795 257.775179 \r\nL 149.277962 257.541767 \r\nL 147.86702 257.187164 \r\nL 145.622244 256.720497 \r\nL 143.377469 256.345137 \r\nL 141.132694 256.052584 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123.001859 \r\nL 125.853386 122.631056 \r\nL 127.664043 120.917491 \r\nL 128.366054 120.344433 \r\nL 129.908818 118.969996 \r\nL 131.117619 118.057811 \r\nL 132.153593 117.222786 \r\nL 134.31197 115.771189 \r\nL 134.398369 115.709837 \r\nL 136.643144 114.392666 \r\nL 138.613664 113.484567 \r\nL 138.887919 113.346411 \r\nL 141.132694 112.538971 \r\nL 143.377469 112.068328 \r\nL 145.622244 112.034553 \r\nL 147.86702 112.609445 \r\nL 149.303865 113.484567 \r\nL 150.111795 113.976686 \r\nL 151.97417 115.771189 \r\nL 152.35657 116.116363 \r\nL 154.012062 118.057811 \r\nL 154.601345 118.694286 \r\nL 155.889344 120.344433 \r\nL 156.84612 121.524759 \r\nL 157.638362 122.631056 \r\nL 159.090896 124.771354 \r\nL 159.181407 124.917678 \r\nL 160.450122 127.2043 \r\nL 161.335671 129.335021 \r\nL 161.39727 129.490922 \r\nL 162.054687 131.777544 \r\nL 162.422072 134.064167 \r\nL 162.54383 136.350789 \r\nL 162.468186 138.637411 \r\nL 162.247459 140.924033 \r\nL 161.946338 143.210656 \r\nL 161.655213 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},
"metadata": {}
}
],
"source": [
"g = sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, kind=\"kde\", size=5)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"g = sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, kind=\"kde\", color=\"m\")\n",
"g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
"g.ax_joint.collections[0].set_alpha(0)\n",
"g.set_axis_labels(\"$Sepal length$\", \"$Sepal width$\");"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"# One piece of information missing in the plots above is what species each plant is\n",
"# We'll use seaborn's FacetGrid to color the scatterplot by species\n",
"g = sns.FacetGrid(iris, hue=\"species\", size=5) \\\n",
" .map(plt.scatter, \"sepal_length\", \"sepal_width\") \\\n",
" .add_legend()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"# We can look at an individual feature in Seaborn through a boxplot\n",
"\n",
"sns.boxplot(x=\"species\", y=\"sepal_length\", data=iris)\n",
"g = sns.stripplot(x=\"species\", y=\"sepal_length\", data=iris, jitter=True, edgecolor=\"gray\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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pcrn485//zNixYy+47/Dhw9m7dy9jx47F4/Fw3333nTOUI0Rz8+67/+bQoYPc2S2C9uGNvxryynZW8iudrF79KR06dOTaa2/wQZWiPsOHj2DjxrUU7juNsY0VzdD4S4SUy4NtfzEJiYkMG3aTD6oMnAaD/tChQ2zfvp2ioiLeeOONH3YyGJg6depFD/673/2O3/3ud5ddpBC+tnnzRtav/4JrEkMYEH/xcfkLuTU1nEKbm3/+8/+Ij0+gc+fgmJ7X3BkMBqZM+RULFszHdqiE0L6xjT6G7WAJ7ionU6b/KuiGmTXlxaDWW2+9xS9+4d8/ReVkrPCXI0fSWbBgPp3C9fyiTxT6C4zLL9tXDMADVzR8tWSV08Pf95agTKHMfep5oqKim7xmUb9ly5by1ddfEjksEUPMuUMvZZvzAIgcmnjefs5iO+Wb8hg29EamTPmVX2ptag2djPXq11ZJSQl/+ctf6h5rmobVaqVr167ccIP8eSparrKyMpb8dRGRJo27e0ReMOQbI9So496eEby+t5TXlrzKY7P+EBR3KWoJ7r13Env37aZqdxERwxPRdF5cAetR2L4rIjIyinvuuc8PVfqfVwNZ6enpvPfee5SWllJRUcHy5cvZuHEjixcv5q9//auvaxTCJzweD6//fQmVFeXc0zOiUSdfL6ZdqJExXcLIOJLOx7Iejt+EhIQwdcqvcJU5qE4v9Wqf6rRSXOUOpk55EKs1xMcVBoZXP9lFRUWsWLGCOXPmMHv2bJYvX46mabz11lusXr3a1zUK4RObNm3g+wP7uSUljHahTb8U7RVtrfSPt/Dppx9z7NiRJj++qF///gMZdNXV2NNKcVc6G9zWXenEnl7KVVddQ79+wTtZxKugLy0tpU2bNnWPo6OjKS0txWQyBd1JC9E6lJeX858P3iYlysSghIuffFVKUeFwc9rmYme+zev52remhhNu0vPGv/4u8+v9aOKE+zEaTNj2FzW4XdW+IkwGExMnTvZTZYHhVdAnJSXxyiuvkJOTQ05ODosWLaJjx47s3bs3KNZqFq3P55+vwu6wM6pzuFcXRe3Kr6bY7qHKqfj0SAW78qsvug+AxaBjRHII2TnZ7Nr1zeWWLbwUHR3NmNvHUpNvw3m6/s/KWViNs8DGmDE/D/oT5l6l9PPPP8+JEyf4+c9/zt13383Jkyd59tlnOXDgALNmzfJ1jUI0KYfDwaYv19EnzkKbEO/+Ik0rdjT4uCF92liICzGyZs1njapTXJ4RI24lIjKS6kP1j9VXHyohIjKSESNu9XNl/ufVT3lMTAwLFy487/n77gvOM9QiuO3fvxe7w8GV7bzvxTl/MtX3p48botM0+rc1s+7YUYqKThMbG+f1vuLSmc1mRt02hnff/TfOYvs5rzmL7ThP27l74vhGLdbYUnkV9Lt372bhwoWUlZWdMza5atUqnxUmhK+kpx/GqNfRMcJ/9wLtEm1iXWZt20OGXO+3dlu7G24YzocffoDjWPk5z9uPlmO2WLjhhuEBqsy/vAr6uXPnMm7cOHr16hUUS3aK1u3UqQJirXr0XsyxbipxZ4aITp066bc2BVitVq6++lq+2rqJkL4xaDoN5fLgzLMx7IbhWCzBs55NQ7wKeoPBcNHbBgrRUlRXV2Px8/VLBp2GUa/DbrdffGPRpK655jo2b96IZtRh7hCGI7cS5fZwzTXeLZkeDLw6Gdu1a1fS0uRu9yI4GI1GnH6e6ehRCrfHI9ORA6Br1+5YQ0JwFtgAcBbYCAkNpUuXbgGuzH+8+qnLycnhrrvuIjExEbPZXPe8jNGLligqKprco/5dR6nK6cGjICoqyq/tCtDr9fTs0Zt9aXsAcJ920LfXla1qarhXQf/II4/4ug4h/CYhIZGtDhd2lweLl8vZOlweLBYLI0eOZM2aNThcDV9x+VOnqlwAtGt3/oJawve6devOd9/txFXiwGVz0rVr6+nNg5dDN4MHD8ZisXDs2DH69++P0Whk8ODBvq5NCJ/o1CkZgLxKl9f72F2KkSNH8uCDD3LzzTdjdzXuL4KzbZ1tW/hXp04pADiyKs553Fp41aNfsWIFr7/+Og6Hg5tvvpn/+Z//4ZFHHuGee+7xdX1CNLmUlM5oGuSU15Aa5d0caotBY82aNSilWLt2LVGGxs3YySmvIb5tPGFh4ZdSsrhMiYntAXDkVQHQvn2HQJbjd1716N98803ee+89wsLCiI2NZcWKFfzrX//ydW1C+ERoaBjtEzuQVeb98IvZUDtjZtWqVdjtdsyNuIORRymyK1x0697zUsoVTSA8PAJriBVldxMSGkpoaP3rtgcrr35adTodYWE/fGMSEhJkfW3RonXv0ZucChcuP9zc5mSVC7vTQ3cJ+oCKi61dmLE1XpnsVdBHRUVx6NChuoulVq5cSWRkpE8LE8KXevToidPt4URF406qXorMspozbfbyeVviwqKja28vGBvT+NsMtnRejdE/8cQT/Pa3vyU7O5vrr78es9nMkiVLfF2bED7TvXsvNA2OldbQKdK3a50cK3ES3zaemFYYMM1JREQEUDuM09p4FfSdO3fm448/JjMzE7fbTUpKCkaj/9YJEaKphYWFkZKcytHTuQzv5Lt2nB5FZnkNQ3/Wz3eNCK+cHZdvjSfEGwz6ZcuW1fv8li1bALxaFmHBggWUlJTw4osvXkJ5QvhOv/4D+fDDY5Q73ESYfXPO6VhJDU63Cuq7F7UUZzunrWG1yp9qMOjT09Mv6+Dbtm3jww8/5Gc/+9llHUcIXxg4cDAffvgBB07bGdI+1CdtfF9oJ8QaQo8evX1yfCG80WDQv/DCCxc9wO9///t616ovLS1l0aJFPPTQQxw+fPjSKxTCRxIT25OcnMLuk7lckxjS5Cuz2pweDhU5uGHYCFnjphlpjSvwXvZP3/Hjx+t9fu7cuTzyyCPk5+df0nFjY1vXPFcRGHfeeQevvvoqx0pr6BxtvuB2xp8safzTx/XZlV+Ny6MYN+4O2rRpfePCzU1UVG2mRESEtLrPwyfdjA8++ICEhASGDBnCihUrLukYRUWVePwwx1m0br16XUlUZCSbcmykRpku2NvrHmPmSEnNOY8b4nB52J5fTZ8+VxAaGkthYUWT1i0ar3//q8nMzKVfv6uD8vPQ6bQLdpB9snzbZ599xpYtW7jzzjtZvHgxGzZs4Pnnn/dFU0JcFqPRyO1jxpFdVkPGj4L8pwYlWImx6Ag1aozuEs6gBGuDx916woatxs3YsXc3dcniEsXExPJf//XfREcH943A6+OTHv2PZ+usWLGCHTt28MQTT/iiKSEu29Chw1mz5lPWHC+hc5Sp3jtPaZpGuFlPOHBVQkiDxytzuNl6wsagQYNJTe3io6qF8F7rWZBZiAswGAxMmHA/p21OvsmzXfbx1hyrAE3PPff8ogmqE+LyXXbQ//hm4fUZN26czKEXzV7//ldyxRX9+TLbRrnDfcnHOVZaw4HTDkbfPpa4uDZNWKEQl67BoZsDBw40uHPv3r1ZtGhRkxYkRKDcd98U5syZybrMSsZ1b/xaTm6l+PxYJXGxcdx22+0+qFCIS9Ng0E+fPv2Cr2maxvr160lJaV0L+Ivg1bZtPLfcMppPP/2YwYkhdAhv3DIf3+ZXU1jl5OGpkzEaW9/Vl6L5ajDoN2zY4K86hGgWRo26g82b1rM+s5Ipfb2fnVHjVmzOsdGtW3euvHKQDysUovG8mnVTXFzMypUrqaqqQimFx+MhKyuLV155xdf1CeFXVquV0beP5d13/012WQ0dvVzZ8tsCG5U1bsaNu7dVXnkpmjevTsb+7ne/Y+vWrSxfvpyCggI++uijVnUHddG6DBt2I6EhIWw74d0MHI9SfJNnp2vXbnTr1sPH1QnReF6ldV5eHkuXLmXo0KFMmjSJd955h2PHjvm6NiECwmy2cMPQ4aQVO6isufgMnGOlNZTaXdx0061+qE6IxvMq6OPiam+9lZycTHp6OvHx8bhcLp8WJkQgXXfdMDwKDhQ6LrrtvlN2QqxWBgwY6IfKhGg8r4I+NjaWv//97/Tp04fly5ezYcMG7Ha7r2sTImDat+9AQrsEDhc3HPRupcgocdJ/wCC5GY9otrwK+nnz5mEymRg0aBB9+vRh8eLFzJw509e1CRFQ/fpfSXa5kxr3hS8KzKtwUu10c8UVcmMR0Xx5FfRffPEF999/PwAzZ87ko48+kjF6EfR69uyD26PIKb/wYmeZZbU3F5cbf4vmrMHple+88w52u51//vOfOBw//AnrdDp59913+e///m+fFyhEoHTu3BVNg5xy5wXXqs8pr6FdfLu6G08L0Rw1GPQGg4H09HTsdvs5txXU6/U8/vjjPi9OiEAKCQkhoV0iJypO1/u6UorcSjcDrurm58qEaJwGg378+PGMHz+edevWMWLECH/VJESzkdq5G999c7LexftKHR5sNW5Zilg0e16N0V9zzTU888wzTJkyhdLSUubOnUtVVZWvaxMi4FJSUrE53ZQ6POe9dqKidnw+NbWzv8sSolG8CvrnnnuOiIgIioqKMJvNVFZWMnfuXF/XJkTApaSkAj+E+o+dqHBiMBho3z7J32UJ0SheBf2hQ4d45JFHMBgMWK1WXn75ZQ4dOuTr2oQIuA4dOmIwGDhR4WRAvJUB8T/cQvBEhYuOSbWvC9GceRX0P13Xxu12y1o3olUwGAx0TOrIiQoX/eOt9D8T9B6lKKhykZLaNcAVCnFxXqX1VVddxUsvvYTdbuerr75i2rRpXH311b6uTYhmISW1K/lVLjw/OiFbaHNT4/bUDe0I0Zx5FfQzZswgJCQEpRTz58+nR48ePPbYY76uTYhmISUlFafbQ6HthwXO8s6M2UvQi5bAq6DPyclhw4YN5OTkkJuby7fffktRUZGvaxOiWUhOrg3z/MofTsjmVToxm83ExycEqiwhvOZV0M+ePZvx48ezd+9e9uzZwy233MKTTz7p69qEaBbatUvAbDKdE/T5lS46dUqWc1WiRfDqp7S6upoJEyZgNBoxmUxMnjyZ06frv1rwx1599VVGjRrF6NGjWbZs2WUXK0Qg6HQ6OiR1JL+ydujGoxSnbG46dkwObGFCeMmroE9NTeW7776re5yenk6HDh0a3GfHjh1s376dlStXsnz5ct58801ZCE20WElJnThV7UYpRYm99kRsUlKnQJclhFe8mgCcl5fH5MmT6d69OwaDgYMHD9KmTRvGjBkDwKpVq87bZ/DgwbzxxhsYDAZOnjyJ2+0mJCSkaasXwk/at++A3emmosbDqSpX3XNCtAReBf2MGTMu6eBGo5HFixfzj3/8g1tvvZX4+Hiv942NDbukNoXwhV69ahcuK7S56mbf9O3bXTovokXQVH2rNTWx6upqHnroIUaNGsW9997r1T5FRZV4PD4vTQivlJSU8OijDzOqczgnKpxkOcwsXPRaoMsSoo5Op12wg+yzKQNHjx6tWybBarUycuRI0tLSfNWcED4VFRWF2WSiqNpNsd1NfLvEQJckhNd8FvS5ubnMmTOHmpoaampqWL9+PQMHys2TRcukaRpxbdpSbHdRYle0bev9MKQQgeaz1ZiGDRvGvn37GDt2LHq9npEjRzJ69GhfNSeEz7VtG0/moQIqa1zExbUNdDlCeM2ny+5Nnz6d6dOn+7IJIfwmJiaO3fbaGTdxcXEBrkYI78llfUJ4KSYmpu7r6OiYBrYUonmRoBfCS1FR0XVfR0dHN7ClEM2LBL0QXoqMjKr7OiIiMoCVCNE4EvRCeCk8PKLua4vF2sCWQjQvEvRCeCk0NLTua03TAliJEI0jQS+El6xW6cWLlkmCXggvmc2WQJcgxCWRoBfCS3KTEdFS+fSCKSGCzaRJD8jFUqLF8cvqlZdCVq8UQgjvBWT1SiGEEM2DBL0QQgQ5CXohhAhyEvRCCBHkJOiFECLISdALIUSQk6AXQoggJ0EvhBBBToJeCCGCnAS9EEIEOQl6IYQIcj5d1Owvf/kLn3/+OQDDhg3jscce82VzQggh6uGzHv3WrVv5+uuv+fDDD/noo484cOAAa9eu9VVzLcb27VtZuXIFBQX5gS5FCNFK+KxH36ZNGx5//HFMJhMAnTt3Ji8vz9+pWzwAABasSURBVFfNtQjHjx9l6dK/ALBnz3fMmTNP1jgXQvicz1Kma9eu9O/fH4DMzEw+//xzhg0b5qvmmr2yslKWLHkVvTEEc/xAMjOP8f77b9FMV4kWQgQRn994JCMjg//3//4fjz32GMnJyV7vd6F1lVuisrIyXln4AiWlpViShqO3xuKpqWDNms+Ji4tm4sSJgS5RCBHEfBr03377Lb/5zW944oknGD16dKP2DZYbj7jdbhb88VlOnMjD0mEoemssAOb4ASiPk7fffhurNYLrrhsa4EqFEC1ZQG48kp+fz8MPP8zLL7/c6JAPJt98s5UjGWmY2w3CEBpf97ymaVgSrkIf0oZ33nmTmpqaAFYphAhmPuvRv/766zgcDl588cW65yZMmNDqhim++24XelMohojk817TNB2m2J7YcjaTkZFG7959/V+gECLo+Szo58yZw5w5c3x1+BbBbreTlnYIzRKHpmn1bqO3xgEa+/fvkaAXQviEz0/GtlZZWZn8619/p6qqCmunqy+4naY3YYjsxJo1qzEajYwadQdWa4gfKxVCBDtNNdP5fS3xZGxVVSW7d3/Lli1fkZZ2EJ3BjCl+EMaIpAb3Ux4X9oJvcZUdx2y2cO2113P11dfSpUs3mWcvhPBKQydjJegvg8fjISsrk4MHv2f//j1kZKSjlAe9KQx9ZCqm6C5oepPXx3NXF1NTnIa7MhflcRMaFs4VffvRp88V9OjRm+joaB++GyFESyZB30SczhoyM4+TkZFGevph0tIO43DYAdBbotGHtsMQ3gGdJeaCY/LO0uMAGKNSLtiOcjtxVebhqszDYyvA43IA0LZtO3r06EnXrt3p0qUbbdvGX7AdIUTrIkF/CTweDydPFpCZeYxjx45y9GgG2TlZeNxuAPTmCHTWOPQhbdGHxqMzWL06ri1rPQAhnW7yanulFB57CW7bKVy2U6jq03jctVMxQ0PD6dKlK6mpnUlJ6UxycgphYeGX8G6FEC2dBP1FuFwuCgryyMrKJCcni8zM42RlZdb11jWdAZ0lGr01tjbcrXHoDJZGt6OUourop+BxYmrTF2NU50b3yJVSeBxluKtP464uQtmLcDvK616PiY0jJTmFjh1T6NSpEx07JhMZGSU9fyGCnAT9j1RWVpCTk01OThY5OdlkZ2eRl3cCt9sFnAl1c2RtsFti0Fli0Jkj0LTLPylaU5KBo+DbusfmdgMxRXe97OMqdw1uezFuewme6mJUTSluR0Xd66Gh4XTq1ImkpE506JBEUlInEhPbYzDIpCshgkWrDHqlFEVFp8/0zo+TnZ1FdnYmZWWlddvojVYwRaIzR6G3RKGzRKMzhTdJqNfHlr0Jd9UPyxPrQxMI6eibhd6Uuwa3oxSPvRSPvQRPTRkeRxnKUzv0pNPrSWiXSKdOyXTs2IlOnVLo2DEZq9W7ISghRPPSUNAHTZdOKUV2dhaHDn1PevphMjIyqKo606vVNPTmSDRTJOa2yejMUegsUZc0/HJ5RboaftyENL0JQ0hbCGn7Q3PKg6emojb8HaUUlJZScGoXW7d+dXYvEhLb061rN7p370WvXn2IiIjwWY1CCP9o8T366mobX3zxGZu/+pLSkmIA9OZwNEssemts7fCLORJNF/jfaVXHVmPS7IwcOZI1a9ZQoyyEpt4a6LLwuKprT/hWF9eN+3vcNWiaRrduPbnlltvo1+9KGecXohkL2h69x+Ph2eeeJj8vF31oApaEwehDE9AZm+fwg/I4GXnbSB588EGUUnyyekOgSwJAZ7CiC7NiCEsEzvT87SW4KvM4cjyLtMWvcN99Uxgx4pYAVyqEuBQtOuhramo4dbIAzWDBFNMVfWg7n42vNwVNZ2TNmjUopVi7di2azs9DR17SNB16ayyaMQw0He7C/eTkZAW6LCHEJWrxQze7d+/iX/96nfLyMnRGC7qQdhhC26EPaYvO2LzWjLFlrcdtK6x7rA9p4/V8en+o68nbTuGuzMddXQhK0adPP375y4eIjIwMdIlCiAsI2qEbgAEDBtG3b3/27PmOXbu+Yf/+vVSXZQKgN4WimWPQW2unSeot0Y1akqDJaYaGH/uRUgrlrMR9ZmzeYy/CYy9BeWpPECckdmDAz8ZwzTXX0qFDx4DVKYS4fC2+R/9THo+HnJxs0tMPcfRoBkeOHqG46HTd63pTGJo5qm7mjd4chWYM9cuJRl/No78Y5XHhcZTjdpTUzbhRjlI8bicAer2BpKSOdOnSlS5dutG9e08iI6N8XpcQoum0ynn0P1ZeXk52du3VrtnZtVe+FhaeAmqPr9Mb0cyR6Ew/hL/OHImmNzZJ+2c1xZWxFzu+ctnw2Evr5tCrmrIzF0/VvleTyUz7Dkkkd0qmY8dkkpNTSEzsgNHYtO9VCOFfrT7o6+Nw2MnNzTlzlWw2ubm1/9rt1XXb6M3haKazV8lG114le5lz7xu71s2F1M2Jry6u66mrmlI8rh9uSRgTG0enjsl1V8MmJSXRpk28LH0sRBAK6jH6S2U2W+jcuSudO/8wdKKUori46MzyCDnk5GSSmZXJ6cL9ddvUjvtHoz+75o01Gk3T+7xej8uO23Yad/Xp88bTDUYjHTt0pFOnviQldSQpqRPt2yfJVa5CCKAVB319NE0jNjaO2Ng4+vcfWPd8dbXtzJDPMTIzj3PkSAZFp/bU7qMzoLPGYQhNwBCeiM7UNKtHKuWpXbGyMg+P7SRuexlQO57esWMynTtfSXJyKp06pZCQkCi9dCHEBbXaoZvLVVZWSkZGOmlphzhwYD8FBXkA6K0xGCJSMEYlo+nOH/e+2Hr0bkcZzpIM3BU5eFwO9AYD3bv1oGfPPnTv3oNOnVJkPF0IcR4Zo/eDwsJT7N69iy1bvyYnOxOdwYwxtg/G6C5enXD1OKtxnNqNqzwbvcHAoIFXMXjwEHr16ovZbPbDOxBCtGQBDfrKykomTJjA3/72Nzp06OD1fi0t6H/syJF0Vqx4n8OHD2IIa4+l/bVouguP47uri7DnfoUON7feOpqbb76V8HBZTEwI4b2Ggt6nA7t79+5l4sSJZGZm+rKZZqdLl27MnPkkEydOxlV5AnvBzgtu63FWYc/dTHRkGM888zzjxt0jIS+EaFI+Dfr333+fp556irZt21584yCjaRo333wbd9wxDldZJq6KvHq3cxR8i14HM2bMJiGhvZ+rFEK0Bj4N+ueee45Bgwb5solm7/bbxxIfn0DNqe/qpkOe5ao4gasyj5+PvYv4+IQAVSiECHbNdnrlhcaaWqLp0x9mzpw5OAq/xxLfH6i9A1TNyW/pkJTExInj5bZ+Qgifabbp0pJPxv5UYmIqw4bdyKZNGzCEt8cQ0gb7ye/wuOw8MPW/KSmpvvhBhBCiAQE7GSt+cO+9k4iNjaOmYCeuynxcZZncfvudpKR0DnRpQoggJ0HvJxaLhfvuux+3o5zqnE1Ex8Ry++1jA12WEKIV8MvQzYYNzeOWeYHWv/9AwsIjqKwo56Ybb5YrXIUQftFsx+iDkaZpTJ40lT17vuO664YGuhwhRCshSyAIIUQQkJOxQgjRiknQCyFEkJOgF0KIICdBL4QQQU6CXgghgpwEvRBCBLlmO49ep7v4XZmEEELUaigzm+08eiGEEE1Dhm6EECLISdALIUSQk6AXQoggJ0EvhBBBToJeCCGCnAS9EEIEOQl6IYQIchL0QggR5CTohRAiyEnQ+9j777/PJ598EugyxGV45513eOeddxq934oVK3j88cd9UFHr9uSTT7J//36vt1+/fj2vvvpqkx6zpZElEHzs8ccfZ/DgwYwbNy7QpQg/W7FiBTt27ODFF18MdCmilWu2i5o1ZwUFBcyYMQObzYZOp2POnDnodDp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},
"metadata": {}
}
],
"source": [
"# A violin plot combines the benefits of the previous two plots and simplifies them\n",
"# Denser regions of the data are fatter, and sparser thiner in a violin plot\n",
"\n",
"g =sns.violinplot(x=\"species\", y=\"petal_length\", data=iris, size=6)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {}
}
],
"source": [
"# A final seaborn plot useful for looking at univariate relations is the kdeplot,\n",
"# which creates and visualizes a kernel density estimate of the underlying feature\n",
"g = sns.FacetGrid(iris, hue=\"species\", size=6) \\\n",
" .map(sns.kdeplot, \"petal_length\") \\\n",
" .add_legend()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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P5jl2AYDnOThtFhqzS0iRyJRwgxBCjKJzCSkVdCyTwYY6u3nQ2B5BhceGPvq6AOKPMtOdXUKKAyXcIITkAp1LSKmgY5kMNjRm12SKoqClPYyJJxsb4+eyW9BOd3YJKQqJhBuJR7b8Th8emHE3OHAIdDUBdk53TBJjXPyxLkUGy8HYpVxvjxAyMFoxCcQf8wx0NYGz8+B5DlEpBgsYHphxt/ooc+/kPVKmZB6E5EE27QsTrXhgxt1o6GqE3WJFOBZFlWtY0R3L1GaSBOrsmqwzJCIak+PJqQxw2wUcaeg0uVSEECNSk1YJzIK2SEfaBWtqkhndBB79TEaT6+0RQgZGLyYFJuCprT3nh+9d+B28vGczWkNtWF6zFI9dugKiFKPkPaRo9Kd9ESURv3z/d0nrFxNqM0lv9MyByZrb448kewx2dl0OAR0hEUoR/TpGyFDWO+GGJMuGElZlSuDRrzLkeHuEkIHRi8mGrsakZc+9+xtcNeEbPTEry5S8hxSVbNuXwdAeDYYykvyhzq7JmrunHXLZjd1EdzkEyLKCzpBoZrEIIf1gNDFHrhN4UEIQQoqLXkzaLda0ZW6rU/03xSwpNtm2L4OhPRoMZST5Q51dkyXm2PU4jE2qnegUt3dRZ5eQYmM0MUeuE3hQQhBCioteTIZj0bRlndGg+m+KWVJssm1fBkN7NBjKSPKHvnWTNXdEYGE87FZmaH23I/64c1sXZWQmpNgkElYlGtHeSWb6s16uP5cQkh+aMTltKapcw5KWfe/C72Dzgb9SzJKilW37ksv2iDEOsIuQbBHALsb/zgFqM0lvlKDKZIk5do2OzHHZ453dlnbq7BJSjAQm4LYpN6pZKAUmAFLyOqmJrQaajCbX2yOEDExSTEKGAgW/2b0JbZEO3DblRozwVEHgBPAch+9fcCvFLCla2bYvuWqPzEwiRW0m6Y06uyZr6u7syrKxAEs8xkxz7RJSfCQhqmZaTfA7faiduQyQkpPQSZICSIL6+MxAp2TI9fYIIQOjxqRdRO3Wtep5YdXbz6rnBSlkAY/4k10Us6RYZdu+5KI9koSo2tEFepJIabWn/UFtJkmgx5hN1tweQbnb+GMTVoHBauHR2kkZ4wgpNpT0ghCSis4LhGSP4obki2l3djdu3Ijf/va36t9fffUVrrrqKjz88MPqsv379+MHP/gBurq6cP755+NHP/oRLJbSudksyTJaOyPwurIbI+ByCHRnl5AilEh6kXpnl5JeEDJ00XmBkOxR3JB8Me2Iuvbaa7F582Zs3rwZa9asQWVlJe66666kdVasWIGHH34Yf/nLX6AoCl555RWzilMQrR1RKArgcWbZ2bVb0N5Fd3YJKTbZJL1gjIPHEkUZC8JjieYs8QYhRF8h4k7rvHDf9DsoGQ4pqGJvgyiJFMmXvNxGra2txT333AOfrycN+LFjxxAOh3HuuecCAK655hr87Gc/w8KFC/NRpLxITDvkcmY39sDlENDSQXd2CSk2vZNegAcgQzPpBWMcnJEAGl79MWJtAVi8flTNX4mgzU8JMggxSaHiTisZTqW7HE2NXaZ9JiGZDIY2iJJIkXwx/VmBnTt3IhwOY+7cuUnLGxoa4Pf71b/9fj/q6+vNLk5eNXd3dt327H5TcNsFtNGYXUKKkiQpQFiA3+UDwoJmw+zkIupFBgDE2uIXHU6OfsQixCyFjLvEeYGP2OL/p0cxSQENljYoNW6oo0vMYPqd3d///ve45ZZb0pbLsgyO63mkQlGUpL+NqKx0Z10ev9+T9Xv6KyLXAQBGVHlgYcbm2QWAYRVORA4G4ClzwG7L7xjmfO6fwabU9k1/4ieXSmF/6tVBbAuoFxkJsbYAGC8XZb2LsUz9ke96FDqG9JTC99mfOhRb3A3V78EoI/FTCvvQiFzXs9hiobdCf36+DJV6Dgam9qSi0Sjee+89rFq1Ku216upqBAI9gdjY2Iiqqqqstt/U1Gl4Sh8gfuAFAh1ZfcZAHDnRBqfNgnAwilgWv1ax7vToXxxphr/cYVbx0uR7/wwmhdw3Zp0ws42fXCqFY613Hax2HiIfRkyWYeF5uC02OMZfAG7ypVAcHnChDigfvglJ5tFaZPUuhe8C0K+HmRcchYwhPaXwffa3Dh4LD4vXn3SRb/H6IcECqaUJnBKDwlkQVGwA4lOfSIoMlvL4JGOc7mtGXh9IHYpJog6FaoNKYR8aYUY9dWNB5tHR3AknF0mKh3zdUU2tq5FYShCsPEQWgaRIYByDINkgRoszc3PvelKnt/BM7ex++umnGDt2LJxOZ9pro0aNgs1mw/vvv48pU6Zg8+bNmDFjhpnFybuW9ggqymyQs4xFlyM+xretK5rXzi4hJHtWO48msRFrd7yAQLAZfqcPy2qWwDXnVjy69d/VZSsuW4wwbwdQnI0zIYNdULGhav7K5HGK1/8QCLWiYVPvZQ/hBJPVOT4TiXG8rAIA0IYWzdckSQFjXMbXCSkGmrEwfyUivB3OYENRjOXNJpYEK49mqQlrt61Lamd91sqi7fCS4mHqoJKjR4+iuro6admiRYuwd+9eAMCaNWvw1FNPYc6cOQgGg/jOd75jZnHyrqk9jAq3DbKS3QnEZY93dlspSRUhRU/kw2pHF4jPE7h2xzrEFClp2eodL0DkKaYJMYskKQja/Ki66QmMuuM5VN30BCA41I4uEH+Us60zgDU7nk+KzzU7no/fYRKiuq8B6PN1QoqBViwEbX7Y5HDRjOXNJpZEFsHaHevS2lmRUZtK+mbqnd158+Zh3rx5SctefPFF9d8TJkzApk2bzCxCQTW3h3Hy8OwfX3A74l8LzbVLSPGLyXLSPIFAvCHmwKUtkxXZ/KyAhAxhkqSgA1YA8elLylgwbeyibLVrxqysyFC6/631Gg9AUrTjnWKbFJvUWAAUcCymOZaXU2K91stT+bKIJanXj8e915UUCQzZzXhChh46N5skHI2hKxxDmSv7IHTYLOA5oIU6u4QUPQvPq/MEJvidPihQ0pZRhlZC8kvhLLB4/UnL+GhYM2Z5jgfjtOM5Ebt9vU5IMdOKB4vXD4XLbzJUILtYYhzTXJdxxpO/kqEr/0f3ENHcHu+oehzZ/1LGcRxcdgGtHfRYFCH5xBjXZ+KOREKNQFcTYOdghR3Lahanjdm1Mivun34n7BYrwrEoqlzD4sk3QOP6CMkHxjiAA6oXPgKx+Tha394IqasVXrcfy2uWqo9QJsYKMjHeXqe9Nm0pwAGwixBkm+Z7BdkG0R5RE+3ICo0jJIWl1Z7pjeWNJ23L85hd0aobh6ntpCDZcP+MuxDoalLbVL+rMp6kivJgkD5QZ9ckzR3xOXYTyaay5XIIaOuiO7uE5AtjHJyRQMbEHXoJNYbZhuFHl96rZmO2wo6mSDN++f7vktYjhOSHVjwPX3AfFEcFgpIAL4Damcvij0ymZIH1sor4a5ChQMFvdm/CruN71DiuYL6k9wqyDS1SM9Zs6zkv3Df9DnhYOSWtIgWRqT1LjOUtRDbmVAITcNuUG9UOrMAEQEpfT5YUxLhYcps6bWnWOXHI0ETP3ZgkcWfXZe/f7wkuhwVtXXRnl5B8cXKRPhN36CXUiMgRKEErWNgOJWhFRI5QEhtCCkgrnus3/QSQZUiSEr+4DwvgIzYgLCRd7KuvgcdjW/8du47vAdATxyIfSXqvyKfH+0/e/gXFOymYTO2ZJCnoiFnRLjnREdOf6sdskhDFU9t+jlVvP4vaLU9j1dvP4qltP9eMG0mIYs32lDZ1O7WpxBjq7JqksS0Mjuv/nV23XUBbJwUxIfnCKZkSd8RlSqjRm9H1CCHmMBLPfaF4J4NVLo5/s2UTNxRjZCCos2uSxrYQKty2lHysxrkcArpCIqRsJ+klhPSLkcQdRhNqUBIbQgorF4l4KN7JYFVMiaj0ZJegimKM9F/xHPUlprE1jEqvHbLcv8dDXHYBCoCOoIhyty23hSOkhCUSSCUSxfQei5eJkcQdTLTigRl3o6GrMSnxlJ23QXSEEVMkWDgGgbNrJt6wwoaoIxKfLoFj8eQaUfpBi5BsZEokp76GGKoX1qLpv3+N0GfvxeP5+h8CXHw6osT7AOieL3on0Cl3eDH/jHkY4akC4xlkp4iYLIHxDALHsHzaUvUxy8SYXUpIRwolqNhQtWClOse0xetH1YJ4e8YY+kzEmKAXa/1tZ5O2rdOeasVNpnXBtGM4F2UkpcFwZ1eSJHR2dkLpNRi8vLzclEKVgkBbCBNOruj3+xNz7bZ1RqmzS4hBegmkvKyiz0ZOkpQ+E3fwjENMiiYlyVgxbSnaY+14ctszPctqFmOYbVhSEhsrbGgSm7B2x7qkrM0+ayV1eAkxKFPiHQAaSalWAlfcDgUMCLWiYcPjPe+7/iGcYLLu+UKSFHhZBR67dAXaoh1Ysz3e6V149lV47t3fqO+5t2YxPm34HA/N/Ddw4MCDR6W7HE2NXQXeW2RIYwIq5ywCL9ghi2GACWCMgy3YkDERo/p2nVgLO6viCdn60c6mEiXRcCJHrXV5xmmWpcLqy1kZyeBn6P7/+vXrMXnyZFx00UW4+OKL1f8TbVFRGnAn1WWPj/WlJFWEGKeXQMpoEou+EnfILIzV3Z3VxPZXb38e9V1Nyct2vABRCSclsYlyEbWjm1hv7Y51EBllXSfEqEyJd7STUv0YiswBsqze5Uq81tYZ6PN8IUkKJFlW79peNeEbakc38Z6f7ngBZ4+YiMe2/jt48PG4p8crSQE5uQgaNjyO+g1P4sRvH0b9hifRsOFxOJRgn4kYk7ahsa7MwjlJwJhNe623rsi0k0HqLaeEVkOToTu7v/rVr7BhwwZMnDjR7PKUhMa2+LRDZa7+JacCAHd3YqvEFEaEkL5lSmKRi0vPmCJpbt9usaYtk5Tk+RMknfdKigSG/p8rCBlK+kq8k81rstVu6HzR+7zitjo138NzfE7PNYQMhF6cQJEyxEhyO6a3Db12MNtjP5v2Wm/dTO2qmdcCZHAx9J17vV7q6GahsS0EAPA4rX2sqS8xZVFbJ931IcQos5NYWDimuf1wLJq2jHEspWza701djxCiL1PinWxf46PhrBNQdUaDmu+RFZkS5pCioRcL4JjhxFV629BrB7M99nORoCpTu0oJrUgCq62trdV7sbW1FeFwGIcPH8ahQ4cwevRoRKNRhMNhhMNh2O32PBY1XSgURTbzSbtcNgSD5j/CsO9QM/Z+0YQZ54yEhfUvsHiewwefBeArc+DcccNyXEJt+do/g1Eh943LZc6Y7WzjJ5fM2p9MsWDKyWfho7qPERRD6jgdh+zud10Z4+BmUdi5CATeinNGnYnddZ+o219RswRlNjc+OL6317LFcPFlkGI9HyrwAiaPPgMf9XrvspolcMMDuYBjiEol7vXqYVb8AIWNIT2l8H1mqoPEWVB+xgVwfu08lE2+HK6JF8MzZR4iFg8snAz3+CkIfbEbciTYMx6RlUGEBeXjJyP0xYfqa5XnzcXZY6b0eb7ofV453HYMt065Hp80HFTfc2/NYrz95bu4YdJV6ntL6XsoVBtUCvvQiIHWs3cbZWUKJM4SP9414iRsKYN3XHIcJGIk9buQuPSYqZq/EpLFi/NGn9mvdrZ3XbNpr/XWdcGjWRa95QO5FshG73qa2QYRYzhF0f/aJ0yYAI7joLUKx3HYv3+/qYXrS1NTZ1bZjv1+DwKBDhNLFPf7//kMWz48huU3nDuggfD/+ef9GO5z4t7rzs1h6fTla/8MRoXcN36/x5TtZhs/uWTm/kxkYEwkhhpIBsbUBB2OcVNRMfu76OJkSDwPJstwKQwxmxtRJaxmWbYodkTC6UmnBCsPkRVXNuZSiXu9epgVP0BhY0hPKXyfmerAGAdnNJCWZRZMQMOGx8Fc5Siffi0E30jIvBVBWSNTc68EdAAMnS96n1cEJkCGpGZjZuAhyXLSe0vpeyhUG1QK+9CIgdRTL4lUxFkFW6ghPRuztTuRW46yMWfbzqbWNZvt6K2b7fJ86F1PM9sgYkzGMbsHDhwAAMiyDJ5PvkPZ2tpqXqkGuca2MCrL7AP+9cjjtKKlgx5jJiQbkqQAkqCO0RjI1B+pCTrKzpmFhpdrk8YxdXnjGZxDMTaMdmcAACAASURBVGv35wEStDuw8Y6toI7RFXXWI4Roc3KRtERTDZt+jMo5i+LjCdsCqN/wZPzi/qYnki5uJUlBB6zoGZvY/ZqB80Xv80p8ND6vxnH8b0bTDJG800siVf2tx1CnESdVNz2BjphVOw406MVMrtrZbLajt262y8nQY+gZ2/nz56ct+9a3vpXzwpSKxtbQgObYTSijzi4hBZWaoIO3uzMmwCGEmEsvaQ4v2NOWUVySUte/RFSEDC0Z7+zefPPN2Lt3L8LhMM477zx1uSzLmDRpUp8bf/PNN/HMM88gFAqhpqYGP/zhD5Nef+aZZ/Dqq6+irKwMAHDdddfhpptu6k89ioaiKAi0hTBmxMAfW/A4BQTDMURjEqwWSmJDSL4lEnQkLhrkcGfS34B+cg9CSO6lxiQQj0FZTJ65gOKSDAV68ZBIREVtFSF9dHafffZZtLa24sEHH8RTTz3V8yaLBX6/P8M7gaNHj+KRRx7Bxo0bUVlZiZtvvhlvvfUWLrnkEnWdffv24ac//SkmT548wGoUj65wDKGIBG8OBqSXdWdzbm6PoNrnHPD2CCGZpY5PivB2VM1fqT4m1v7RFlR9+3F0sPhUCIzj4ZE4BCUbUh8FS4wXSqyXz/FChJSqoGJLikl1zK5FUC/u1fGJSnpcJiTiE1z87/iUJOlxmimOKcZJoWnGw/yVCHFOzeVBxQbGjI/Z1ZPtsZ/IV1HXGQBzZM5XQXFFci1jZ9ftdsPtdmPVqlVJy2VZRltbGyoqKnTf+7e//Q3z5s1DdXU1AODpp5+GzZbcAdy3bx/WrVuHY8eOYerUqVi5cmXaOoNNYtqhMufA5830dM/T29JBnV1CzJYp0UfVTU/ELwxsDhyPtGLttnUIBJvVjMqVgj3tArkNLViz9Xl1veU1S+FlFdRoEzIAkqQgaPP3xGT3j1K2aAsq5ywCL9jjd3mZfhuciM+Nu/+IueNn4fl/vKQZp5niGADFOCk4rXgIKjZIURmSxnIAmu1c0OY3fNxm274JVh7NUlNau+mzVqZ1eKntJGYwNGb3xhtvxGWXXYZ/+Zd/wdVXX41LL70U06dPx/Tp0/HBBx9ovufw4cOQJAlLly7FVVddhZdffhler1d9vaurCxMnTsSKFSvw2muvob29Hc8991xualVAja3xR6ncOejsJu7sNrWHBrwtQkhmeok+bHIYHTEr2iUnOhDD2h3r1MnqA8FmrN2xDlE+eWy9JESxZsfzSeut2fF8/E4SIWRAJEnpicmYFTY5jIYNj6N+w5M48duHUb/hSTRseBxOTjvnRSI+Z55ysdrRBdLjNFMcU4yTYpEaD4lOodZyvXZOL1Y0Py/LY19kEc12U2Tpn0lxRcxg6OH9r3/967jwwgtx9dVXAwD+8pe/YMeOHbjhhhvUR5VTSZKEXbt24aWXXoLT6cQdd9yB1157Dddccw0AwOVy4cUXX1TXv/XWW/Hggw/innvuMVz4ykq34XUTzE4BHtxbBwAYXV0GCxvYOFu3J55woysi5y11OaVI11dq+6Y/8ZNLxbY/xe5Mrr3F2gJgfE/81XUE1EY4IRBshiRLqPb3TGAf6GrSXA988dUbKM4y9Ue+61HoGNJTCt9nNnUwEru9JeLTbXVmjNNMcQwofcb4UPsesmUkfkphHxqRr3pmGytasm3f6jq1200ZEob3ajf7s+1iNtjKW8oMdXYPHDiQNGb3iiuuwLp163DGGWdAFEXN9wwbNgwXX3wxfL74gTx79mzs2bNH7eweP34cO3fuxIIFCwDEEztZLNkNnC/GeXa/+KoFHqeAUDCak0cuXHYLvqrvyMtcc0NlTrv+oHl2c6sYjzWPhddM6CHJPFq7y8qcDH6nL6kx9jt9YDxLro+d01wPMoqu3sX4XfQHzbMbVwrfZ7Z1MBK7SbrjszMazBynGeIYyBzjpfQ90Dy75spnPbOOFS1Ztm/Mod1u8mDp6w+itjMTmme3uBjqXcZiMRw8eBDjx48HABw8eBCyLCMSiSAW005jPmvWLKxcuRLt7e1wuVx4++23cdlll6mv2+12rF69GhdeeCFGjx6N9evX4/LLL89BlQqrrjmEqgpHzi6A4nPthvtekRCSldQkGGHZjqqFj6KDlyDxHJiswCMzRHg7PJZwfNwTHFhWs0R9JCsx9sgGGyL2iLotQbbhgRl3o6GrEXaLFeFYFFWuYfFEGzTXHyFZS00ep44/5CLgeAXDF6xE/ab0ZDxaCaqYaMXymqXY+PEfsfSCbyeP2Z22NH7n1iHCqvTEcbm9DG6rExzHAwpgVWxYXrNUfeQyMbaQYpzkm1Zs6N1sCSo2VC1Yqc5VbSSZW9rniVbd9g0MacmleMmm2W4Kkg0yU5LWz9R2am2bxvESIwx1dpcvX45vf/vbGDduHGRZxuHDh7FmzRr87Gc/w+zZszXfc8455+D222/HwoULIYoiampqMH/+fCxatAjf//73MWnSJDz66KO44447IIoizjvvPNxyyy05rVwh1DcHMWFsBZQcxZ/HKaC5nebaJSSXtJJgPDTzHjRLYax9O7lBHikBDS8/rF4YjPz2E6i9dBkkWQLjGWywoSnSnHzRO20prLwFv3z/d+qyFTVLwDOOGmdCsqSZPG7BSoAJaNjwOGJtATjGTUX1wlooHAcFmS/4JUmBl1XglnOvB8cBtbOWQVZkKFDwm92bsOv4HvidPtw/4y7E5FhSHC+94Nv488EtWHDmlagUKlE7M/5eni6+SQHoJVbMmHCKCYaTuekRJTEpLpbXLAXPOLRIzenJpaQK+FhlPM4ggUc8G7MsKWnt8AMz7oYoZ7FtSlxFDOAUxVi3rLW1Fbt27QJjDOeddx68Xi86OzvhdhduzFKxPcYcisRw59PbMO+iMTjrFF/fbzDgf97/CnsPNeEX914CjuOyfr8SiyJ2dA+UrlYw/1jwVafpbmeoPDLUH/QYc24V/Fizi6jdujbpUamn5z6CJ9/6edrjU7XT70LHs3epyyzeeIZLe0Vl96OO6dvyO324bcqNWPX2s0nLHpt1L6SQ1eTKZafg30WO0GPMcaXwfabWwWOJomH9D9Ievaycswj1G55MWlZ10xPoiPUjxhwiarckx/H90+9UL7rVsjl9uHnytfi/H25E7axlQEi7o1BK3wM9xmyugdRTLzb04iDb9TXptHm1s5alxZDf6UPtzGVAOB4nSXXV2I5ezBnZdjGhx5iLi6E7u6FQCFu2bEFbWxsURcGXX34JACVxJzaX6luCAIByd+6mTyp3WxEVZXSERDU7s1FS42GE/vYMlI6ekxobORH2mYvAu3PTGSdkMJIUOS0JBgdOO/kUn/zjUKwtAE7pGb6hta1AsBl2izVtWUyRkf1PVoQMbZwS00yqwwv2tGXx2My+syspUloc2y1WzdhOJLaSFAkMxXehTYYOvdjQi4Ns19ei1+ZpxVAg2Nw9h7Wx7ejFXLbbJqQ3Q8fIfffdh5deegkHDhzAwYMH1f9IsrrmeGe3zJW7xq/cE+84B1qzm35IbqtD6E+rAVmC45LvwnHF92E9+wpIDV8g+IdHIbfV5ayMhAw2jOPjSS96UaCkLfM7fWApdx4sXj8Urud3Qq1t+Z0+hGPRtGUWjpplQrKlcBZYvP6kZRavP/4IZsqy3rGZDcaxtDgOx6KasZ1IbMW4gc24QMhA6cWGXhxku74WvTZPK4b8Th94nXZPazt6MZfttgnpzdBjzN/4xjfw+uuvZ50t2WzF9hjz5u2H8P+2H8J9CyfnbMxuU3sYv/zTfiz6XxNx8VkjDL1HkWUE/+tJKK3H4bx0CWTW82ud3N6A6LuvAFYHnFc/DN5Rpr42VB4Z6g96jDm3+rM/jSbhEKw8ZBZGTJFg4Rh4ya45cX2QdSYlwTjJOxLhWASBriZ1md9VCT+saGs+CtlqBx8Nw+v2I8i88PncCAQ6esb/aozZfXLbM73G7C5GpW0YRCW5bLKkFDTpRqnEPT3GHFcK32dqHVLHJTrGTUXl5d8FFAVi83G0vr0RUlcrquavRMRZBZscTjpP8IyDzMJQuHgKHklWwMDA8xyiUgyM42GFDU1iU1ISncSY3TXbe2L73prFEGMiXDYXPCjTPLdIQhTgFUDmBvU4XnqMOT8GUk/GODilVkht9eoYXOYdjiAr1zzuGOPgRBe6OAkSz4PJMlwKQ4S50+JG77hljEMb15IUF8unLUUF70MnOtKSSzklt7qt3nXVajsfmHE3RElMS/xWwXzxMbspy72oAKCduCo1CWU+Y5EeYy4uhnqv1dXVZpejJNQ3B+Ers4PnOEg56u16XfGOal2L8Tu74sG3Idf/E46v35DU0QUAvqwK1qnzEdn5MiJv/RL2K/6tX2OBAaA10oZ/1H0AWVFwrv8sVLuq+rUdQvpiNAmHYOXRKjVi9bYXkjqZ5dZhaRelqQk2Hphxd1oymuXTlqKR5/DUvo0pDWyPRLKb1EQ1PDg8NutexBQZFo6HwNnRFGnE6h09ZXtwxl2IcjFKukFIBpKkIGiLjyvkeAUIdaBufa16Lhi+4D4ojgpEYIUt2JB8nlj4I9RJYbyy53XMHT8rKfPy9y78Dl7esxmtoTYsr1kaTzg1a1n88WSuO4mOouBHs5ZDVESc6GjArz7YEF8/kbW5F63EdxTPxHSSiKY3XkxJ3qa9Ks841ElhrN6e3EZWS0DDy48YSnLFMw4WWHDblBvVTq2Ft4DjAVFMTy6lW2ydthNA2jIxKuuuqxVzFVYfJbQiKlZbW1vb10off/wxXnjhBTQ0NGDfvn3YvXs3du/ejcmTJ+ehiPpCoWhWd1BdLhuCwWjfK/bTn/5+GF63DeNHl+dsmzzPYd+hZtitDOdP6LszqcgxhP/7OTBvFdjp06G1gzi7B5zFhtg//w7e4QGrOhVAdvvnw4a9eGb3i/i46QAOtvwT24+/A4G34LTysVnVb7Aw+9jp67PNkG385FK2+9PNomjY8Kg61kiOBBH64kOUn30JonJPq85ZI3i8+24qAATFEHbXfYJZp06FEutZT7GJePLtnyetN3nEWXj23V8nLfvoxMc4fdhp+Ovn23qW1X2MS067EC6bQ62DogCIMXCSBYgxKAogSwqUGAMXs0CJMSiW9LJpfmb39hHLzyOShTy2c0mvHmbFD1DYGNJTCt+nVh0UBYjKDFZO1jgX7IZr0qWwKLG01/gL5uCJHc/j6olXJCW+CYohfNJwENdP+hf89xfb8VHdx5g+9gIgLICPxeNYlpT49ytIeHTr0/jr59vQHGpVzw0zTr0gKU61ziv5judcSnwPhWqDSuFYNmIg9TTaNibotZHTxpyP0PZNhrYhW6N4/K3/wF8/34atX76D7Ufew4fH92L6qRfgyW2Zj//Uumq1nVrLdNfVibkZBspipt71NLMNIsYYurPb1dWFMWPG4MiRI2aXZ9CSFQXHm7pw0Zm5vwte7rYaHrMb++e7UDoaYZ18JSDLuuuxsedBavwS4Xd+D37kGWAVIw2X53D7Ufz6k99hlLsa806ZDVkBth7djj98/jocFjumjbrI8LYIMcJoUo2YThKL1MRQ2STG0Eo0JSv6saVHq2x6n0lJNwjRlvlcgLTXJJ5PSirVW2J54t/6iXS0zyupCar0EvdQPBOzZJtwSq+NlPjkIzTTNnTjQc5/EqlcJcsipc1QZ/epp54CALS3t6OsrKyPtYemxrYwoqKMYV573ytnyeu24Yvj7YbWFfdvBe8dDpSPzNjZ5TgO1rPnILz1/yCy4zdwXLnS2PblGH61bz3KrB5cddpccN2njcvHzERUiuKVg5txWvkpGOEabmh7hGhJHZ+bSKqROl1CalINS3cSi9TpCSwcD6n39rsTY/ReL5EYI/W9Womm+pMUQ6ts4VgU5488GzNPuRhuqxOd0SC2Hvo7Jd0gJIV6ToCC4dc/iNa3NyJy/DMA8XMBx/OQU84Twshx4JkFj166HG6rUzO+O6NB9d+JuEsd62flBc33piao0jqvUBIdYiaFs8AxbirKzpkF3u6GHO5E+0dbdBNO6bWRLOV6MVPSKsYxzXaL8drbztXxrzUGFzoxx3TqSbE4NBn61g8dOoR58+bhyiuvRH19PebOnYvPP//c7LINKscDXQCACk/uO7sVbhs6QyLC0VjG9aTmY5DqP4P1tKkZO7oJnM0F4fTpkI4fgHToPUNleeurHWgMN+PKU2erHV0gfvKbffJMCLyA3336ar/ufBEC9Bqfu/4HOPaL76Fh/Q8AMYSqBSvVLJLqmCIl+fEgXrJjRc1iNWtjYjwSLyXHJROtWF6zNGm9kZ5qLKtZkrRsWc0SjPIMT9ueIGf/WJJW2UZ5hmPBmVfG5+zc8jT+74cbseDMK/u1fUJKVe9zwlfP3YmmN16Eb9a3YBs5DhavH/4rv4emv/4SCLWi6vofwuL1Qxg5DuKc7+KRLU/j4TfX4OU9f8C9KfH3vQu/g80H/qqO52OiVR13W7t1Lb7/54dQu3Ut2qIduH/GXWnnBkFKjlOt80piu4SYIcLb4Zt+HZr+9p848duH0fS3/4Rv+nWI8NrXohZFu4108dY+29cEq2LTbLdssJl2/GvGJVogyNqfKUjmlYUMPoayMd9666247bbbsHr1avzhD3/A+vXr8frrr2P9+vX5KKOuYsrG/Ke/f4lX3/oCK26YjH7me9L16dFWbN5+CLW3XICTh7t114v8YyOiH/0Zzrn3QuGNjUlQFBmR7b8BxAjG3PkMmtr0O9ShWBgP7XwKY8pGYd4pl0PS6FDvazqA/znyFm4/61uYXHW2oTIMBpSNObcy7U/dSe+//RQgy1lkY44nhtLKxgz0/EqcSHbBgcOvdv8+7dfq754yE3K4E4rDAy7UAeXDN1Ex+3bYKyqzPiZSyyaDxyNb1qT9+lw7cxkQzs/8naWS8ZSyMceVwveZWge9c0L1wkcgBo6gdedriBz/LH6e+NYTgAIELQoe2vp0UmydP/Js3HLedZB7ZWMWpZia7EaSFMAuonbr2rSY/NGs5VCgJCWvynReAQ9ABmVjzoCyMccNpJ667eVNT6Ajlt6x81iiaH//j2BTZkPiGZgsQXr/v1F2/v8CFBjKxqwXI7Uzl8WP917taurx3++69uMzU9t4ysY8dBl6jLm1tRU1NTVYvXo1AOCmm27CK6+8YmrBBptjgS74ymywWLicB5Ove67duuYu3c6uoigQP/8HLCNPh8IsmomptHAcD+HM2YjuXI/Wd/8LmDBXd913TuxCKBZCzagLNDu6AHCGbzw+bPgIfzr0N5zjP4seGSFZ0x2DJEXRLjnRM4ZI+xiPX4BawQGQAEjQPlYlSQEkQX0+IWaLYNfxPdh1fE/Set8+dRZCG1YlLfNd9t0sapShbLYIjSsipA965wSpoxn1m36StIyTY2iXnJBYemztOr4HN59zLfiILT4FEQC+O22t1H0+0R0DKEvgIzZ1jK7Yx3klcbEr6ZynCMmFbMfsckoMne/+P+Dd/5e03HveHEPtK5B5bDpS2tVcHf/9+czUNp5icegyfD0ViUTUKWoCgQBkA4/JDiXHGrswotJlyq/8FR4bOA442tCpu47ceBhKRwCW0Wca7ugmMN9osOrxaHtnM+SQ9thgWZHx1lc7MLbsJHitXs11AIDneFwwfApOdNVjT+PHWZWDECA3k973h9YE936nD3w0bFpZdD+TfiQiRKV3TpBF/djsb2xRTJLBJNv2MhftayFihOKSDISho2ThwoW47bbb0NTUhLVr1+L666/HjTfeaHbZBg1JlnGiqQvDfQ5TpqGwMB4VHhuONXbprhM7/CHAceArx/bvM06fDkWMQNz9R83X9zd/hkCoCedXn6t7VzdhXMWpKLeV4b+PbOtXWcjQFlRsqJrf9/jcbDDGAXYRki0C2MX436nriFYsn5Y8xmfFtKXwevzJZbnhIQQFDg0dATBHFIK1/40tjfEjpAdjHDyWKMS2ADyWqBqnmueEBSvBvMPVZY5xU1G9sBY8YigXwigDsKI7tsZVnoL7p9+JH878V3DgNONfLYNOTAqyrc9zCCFmSsRHGQuq8RFUbOn5LBbE20ubnQdzRKHYQ2COKGx2PiftKxOteGDG3bh/+p2onXUP7p9+Jx6Ycbep7Ra1lWQgDP2Us2DBAowZMwZbt25FLBbDY489hpqaGrPLNmg0tIQQkxRUljlM+4zKMjuOZ+rsfrUXbNjYrB5h7o33DIPj1MkIffwmhElXgHdXJr3+j7r34bQ4cJJ7FOQ+ts9zPM4edia2Hfs7jnZ8hZM8o7MuDxm6JElB0BYfc2Ro/FAfEokt+ppcnjEOI6IcHj7rWshWO/hoGN4YB1itqJyzCLxgB6x21PESVm9Zq25rRc1ilFuHaY7fM1JXL6tA7cxlBRlXREixUJNQvfpjxNoCPRfhNr/uOQFAfBmvAKEO1L1cq77Xf+X34Pz8Qzwx6160iEGs2Z45/hO0YlKQbWiRmrFmm7FtEJJrevERcVYBTFDbKFkMA0yA1cahMdKI1TteSGqrfMIwBDHw9lWURHXe6kQ8mInaSjIQGW9JtLa2qv+NGzcOixYtwpIlS3DmmWeitbU1X2UsesfUTMzmZVAd5rWjsTUEMZZ+Qa2EOyEHDsFS/bV+dXQTPGfPBBQF4u4/JS0Px8L4KPAxzqk6s8+ObsIZladD4AVs+WpHv8tDhi5JUtARs6JdcqIjNrAGTRKiWLPjeXW8TyDYjDU7no8nkenFoQTRsOFxdL38GEK//gG6Xn4MDRseBy9GUL/hSZz47cMI2u1YvWNd0rZW73gBMgunfW42dUVYAB+xAWGBGm8yJDm5iHohD8THHTa8+mM4uQgA7XNCYpkic6jflPzewJ+eg+ukCYgEjqodXUA//ntLjUmRjxg6hxBiFr34SLRbiTaqfsOTaNjwOEQlrHZ0gZ62KsaFB9y+Gm1Tc43aStJfGe/sXnTRReA4DomEzYkxu4qigOM47N+/3/wSDgLHGrvAASh3WzON6R+QyjI7ZAWobwlitD85SVXs+CeAooCvPHlAn8FcXrCTJiF6YBuEyd8E76oAAOwO7IMoixhf8TXD27IxG06v+Bo+qN+D68ZdBbsl91MyEWJEpsQWSb/2KZJmoo/e6dUlnmluK6bIoIcaCem/bBPtGHkvb3dDtmjHbDZJ4AyfQwgxiX58aLdboiJpJ1pTJAwUxQMZbDIelwcOHMD+/ftx4MAB9d+JvxMd3T/+UXuM51ByLNCJYeUOsFzPOdTLMG/8EWmtR5mlo/sAqwPw+NNey5bltAsBRYK458/qsg8a9sBnr0ClrSKrbZ1ROR6iLGJ3YO+Ay0VIfxlObMExzcQdvZ+WYLKkuS0LJckgZEAGkjhHN4FVuBN8NDzgxDaUHIcUmn58aLdbAsc0j1nGGZuWMhOKBzLYsNra2tqBbGDlypW44YYbNF978803sWzZMvz617/Gl19+iRkzZiS9vn//fixZsgS/+tWvcODAAVxyySXgeePBEgpFs3pq1+WyIRjM/WMW/9+2L1A9zInTRupnKR4om5XhnU/qMbzCiTPG9pxkFEVBZMdvIQw/DXzVaQP6DLtdQERmUIKtiB3aBWHiTIQ5GRs+fQ3nVZ+NaufwrLbnFlw42PI5AqEmfH3kBQMqW6GZdewY/WwzZBs/udTX/hSsPDhrBLIlCougwMILkPs7ZlexYMrJZ+Gjuo8RFEPq+CIX54GLi8DORWBlCqIWB7xfOxehL3ZDjgRh8foxfP59UOxOOE85G2WTL4cFPKZ+7euYPOIszD5tGi46aQrmjpsJm+Lqf/kYBzeLquWQOEtev5dCHtu5pFcPs+IHKGwM6Rms36fEWVB++mSEvvhQjb+qBSsRZGW6+9hq5eHmQ+B4Ba7xU5Ni13/l99D55T4I46egZuyFOLf6TNR3NYJxPJZPWwqHxQE3J8GOcJ9xp3cOcchu3fcM1u+ht0QdCtUGlcI+zCRx7leiXRA4OeMxKHEWlI9PiY/5KxG2lsM7Ln05Z/di8siJ2F33iXrMrqhZDBdfBp7n0tpXC+Pg5kOw8xHYmQzFov94M1MsuOiUyUnt4Jxxs2CL9Z2ktdS/04Te9TSzDSLGDHj+DEXnyD569CgeeeQRbNy4EZWVlbj55pvx1ltv4ZJLLlHXWbFiBR5//HGce+65ePDBB/HKK69g4cKFAy1SXnWFRdS3hDDl9CpTP8fCePg8trTph+TW41C6msHOmJm7z/raRZC++hji3r/g45O/hpgi4RRv9o9IcxyHib7x2HniHwiEGuF3DMtZGUnpEqw8WqVGrN72gmlJoATZBnuwIS3ZR9Q9HNXfegycIkHhGCLMCaGrAU1vvIhYWwCO8RdAvOzG5MQc05bC0c8eT19JeQgZUjQS7eixWnnYg/Woe/Un8dgcNxUjFtZC4Xlw4KAwhqC3Aqu3/nuvWF2CiBjF/3n/d2gNtWHZ+d+G8MavoXS1Zow7So5Dci3bc79u4saoDElreVCGzz4Mj826F5IigXEMFsUOWYZG+7oE1RKPug2Pq2UZPv8+wDkcUZ02N98JqggZiAE/c8DpPLr7t7/9DfPmzUN1dTUEQcDTTz+Nc845R3392LFjCIfDOPfccwEA11xzDd54442BFifvvjzRAQAY7jMvE3OCv9yBr1I6u9KxTwAAvC93GY95dyXYyNMR/fh/sLt+N8qsbgyzVfb9Rg0TfePBgcO7J97PWflIaZOZdmKNXCaBssthzWQfQiyMNtGO1pgLbaIdQiyMhl6Jb7jJl6YlqFqzvf+JOfpKykPIUOHkIpqJdvRiwaEEUd/d0QWA0Gfv4cTLtQA4tIp2tAFYnZpEZ/s6tEc78VnTIQSCzVi76yUI0+cbijtKjkNyqT/nfr3EUnrLI2EZUsgKhB2QQlZEwrJO+7oObZ2NSWWpf/UncChB7XIUKEEVIf014Du7eg4fPgxBELB0b8KgyAAAIABJREFU6VKcOHECM2fOxL/927+przc0NMDv7xln4Pf7UV9fn9VnVFa6+14phd/vyfo9mdR/dBwAcMroCliYueMVxoz04sCRVjhcNrid8YQd9a1fIubxwVvlB5Ts73qlKi93AgDEybNQ96df4JPmg5h60nnwePuXYKocTpx64mS8W/8+br7gmkE9piPXx06h9Sd+cklvfzZ0BHQSa8g5+w7EtoBmUg/GJ39G6nqKw6NZNvD9Oz6MlsNspXJs57sehY4hPYPx+8w2FsSWLt2EPX6/B4GuJs1YdVudSX8rDk+fn9Vfg/F7SGVmHYzETynsQy2FOvfrta+yNfkar3cspdKLLaPtYKl+p6mGSj0HA9M6u5IkYdeuXXjppZfgdDpxxx134LXXXsM111wDAJBlOemucCLDczaamjohy8Z/XfX7PQgEOrL6jL7s+6wR1T4nwsEIYib/0uuxxb+u3QfqcfpJ5QCA4JEDsAwbi9aWzkxvNaS83InW1u5f8rgyHKk+GREljFG24T3L+2Gc52t4o/l/8PfP9mB8xcDGFReKGcdONp9thmzjJ5cy7U+LI578ondjGk+swefsO/BYeFi8/qSLDYvXD0nm0drrM1LX40IdmmWDjH6VzWg5zFTIYzuX9Oph5gVHIWNIz2D9PrONBa/ANNdXOBavv53TjNXOaDDpby7U0edn9cdg/R56S9ShUG1QKexDPYU69+u1r3w0+cmppFhKpRNbRtrBUv5Oe+tdT+r0Ft6Ab7PpjdkdNmwYLr74Yvh8PtjtdsyePRt79uxRX6+urkYg0BPkjY2NqKoyd9xrrimKgi9OtGNMtRtSHi54qirij0ofrosHkNzVAqWzCbxvlCmfd3CYH0xRcHJToO+VMzjVOwYCb8Guht05KhkpZbxkx4qaxWq2x8SYXV7K3fRVQcWGqvkr1SyW6ngpxZZxPeXDN/HgjLtw//Q7UTvrHtw//U48MONuMDF9ahTGOHgsUZSxIDyWKBhL/zHPaDkIKXV6sRDh7ZpxFOKcGD7/vqT1h8+/DyEufueWiVYsr1madB5ZVrMEWw/9HQBw/siz8dAld0PxVMC18CFUXf8QxR3Jm0Kd+7Xb1yXwuofpxlIqJlrxwIy7DbWDhBSDAd/Z/eY3v6m5fNasWVi5ciXa29vhcrnw9ttv47LLLlNfHzVqFGw2G95//31MmTIFmzdvTsvWXOxaOiJo74pi1DD9jIy55HYIcNktOFzXDgCQ6v8JAODLssuSbNQBuQOniBy8B95B4ORzkuYbzYbABJxSNga7G/bi+nFXg/EDT31PSpcYlVFujSfWiCkyLBwPXrL3KzmVHt1kHylPZ6StZ7GiLtaRlJhjRc0S8IxLeq/R5CNGy0FIqesdC4yXIck8IrwdNo1EckGbP544x5mcUC7EOZMS6oyQeDx81rWQrXbw0TC8sOPWc2/ArZOvR4fYhcfe+nlSgh3z5lMgJJnW8Z6Pc78sKaiGHY9OuxMSz4PJMlwKg2h3Z4yl3njGISZF+2wHCSkWGTu7eh3ZhP/6r//CbbfdpvnaOeecg9tvvx0LFy6EKIqoqanB/PnzsWjRInz/+9/HpEmTsGbNGvzwhz9EZ2cnzjzzTHznO9/pf00K4Ivj8U7ncJ/2r19mqCp34GhDfK5dqf6f8WyVnkogx+eXZrETddFWXOEeBcuRD2Fr+AKR4f1/BHlcxWk42Po5DrZ+jom+8TksKSlF8Y6tFRwACYCE3HV0EyRJQQesABK/RmsHUe/1mDWalqBq9Y51eGzWvb22o598pOqmJ7q3lX05CCl1iVjw+z1oDXTAY9FOJJeIo2hURhS9n/joOU/EE149lvSYaMQb71x0WDis2Z6eYKd25jJA0s8ATUgupR7v+Tj3O7kIGtY/khQXXd1x0RbTjqVUMgtj9ba+20FCikXGzu5DDz00oI0vWLAACxYsSFr24osvqv+eMGECNm3aNKDPKKRDJ9rBeA4Vbqvp43UT/BUOvP9pADFJhtTwOdiwk0w5P+7v/AoAMGL4eEj/PADXgZ0D6uyOLTsJVl7Arvrd1Nklg1ZMkTQTc8QUGb2fe+CUmE7ynBjoYoAQYwYSR5neKylMO0mPIg98bBchRSwXbZPRdpCQYpHxvH7BBReo/40fPx4nnXQSRo8ejREjRkAUxXyVsWgdOtGOk6rym42zqtwBSVZwoqENcuBLMN9JpnzO/q5jqBDcKOOd6Bw9AbaGLyG01fV7exbeglO9Y/FRYB9iciyHJSUkfywcU8c6JfidPlhSsowrnEUd/6S+1+uHwpmWE5CQkjOQOMr0XsbxmnE8mGcLIMSIXLRNRttBQoqFoSPzP/7jP1BTU4PZs2djzpw5+MY3voFVq1aZXbaiJssKDtV14OThnrzd1QWA4RXxR6YbD30KyDHw5SNy/hkxWcLB4HGM84yCLEvoHDkeMrPA9ek7A9ru+IrTEIqF8WnrP3NUUkKM0UoWZXfy4JxRSPYwOGcUdicfT35jFyHZIoBdTEsqZTR51mBIPMUYD4XxaGgJQmE8mMlTp5Fkif0f47ghvf+TYtMag0eIQmwLwCuEwfEKqhfWwjFuKoDs4ihTDDLRiuXTkpNXLZ+2lBLsDFKDNZYSx77YFtBNYtib1crDK4ThtXTBK4RhtWZfz1y0TZnaQcHKAw4Rkj0MOMT43ybrq90mxNBPOZs3b8aWLVuwatUq3HfffXjnnXfw1ltvmV22onaiOYhIVMIovyuvn1vhscHCOISPfwYA4Ly5T071eageETmGMY7uDLSCDV3VX4P7yMfgJ10G2dG/NOone0bDzmx4r+4DnOmbkMsiE6JLM1nUTY/ieCSMtd3jb+MXu0tgZVY8uTUlaQ2rUJNu9E6eJSkymE7yrGJPPMUYj5agiCd//Q80tIRQVeHAg9+9ABVOAZKU+/HRJBnt/7jesclc5fDN+hYCf3xGjVP/ld9D63uvwzfjeuCK26HInOE4yhSDVjsPi2zBbVNuhN1iRTgWhYW3gPGUYGewGayxZDSJYYLVysMerEfdqz9R1x8+/z7AOVw3kZSWXLRNekkkAaBZasLabT3t6rKaJfBZK3OaYLI3xji0oQVrtj6v224TYugnF5/Ph6qqKpx66qk4cOAArr76ahw8eNDsshW1Q93Jqfzljrx+Ls9z8HsdsLd9Cd5TCQi5//z9XV+BcTyGCz25KTtPmggoClz//Ee/t8t4hlO9Y7En8AlEiR6DJ/mhlSyqg5PUji7QnaBm+zrUdzWmJa2RhGjS9sSoDClkhd/jhxSy6jbikqSgI2ZFu+RER8xaVA1vDFAvDgGgoSWEJ3/9D9AAg/yg/R/XOzbLv/6/1Y4uEI/TwJ+eQ9k5s1C/6cdQZC7rONKLwSgfwaptz2DV28+idsvTWPX2s1i17RlE+Ygp9STmGayxpJfE0MlpH4MOJYj67o5uYv36V38ChxLUXD+TXLRNiXaQC9vVdlBkkbR2de2OdRCZeXElCVGs2ZGebC613SZDm6HOrsViwZEjR3Dqqadi165diMViiESGdqNw6EQ7HDYGjyP/mRv95f8/e28eHVdx5v1/7tJ7t1prS/K+29gYY2wUGzvgsIUEGA+BhCRA4mTChPBjMnknq22SOIvtN8w7CZMEMgcygycJCSQQz5KQQFjCYgPGYIyNAe+2bMuSrLVbrV7u8vuj3W21ulvqlrpbLak+5/gcq/rWrbpV9VTdulXPt+zURJtQqqZSiDOP3gmcZIarHsk49xKvOzz01kzBeeh1JG3oncicilmE9QjvdLyXj6wKBIOSTpBDl6W0Aht21ZoSZpiluzowVHTDTLwcxmnp6C3KeeECUf5x+tqmbHenFc6Jh8cEdPKDbqQX2NENPW9pCIrDaLWlgYWi0mDqGa4vnTarZxCu0guYR900MorNCQRxsprsfv7zn+eb3/wmq1at4qmnnmLVqlUsW7as0HkraQ43dTO11oMxAh3q1LIoXjlIyFWX93vHjxya4arD7DeRDkyejxwN4zzy5pDvP9kzAYfq4LXTu4abVYEgK9IJciiGmVZgI9TvQ85YFa1RZAlfRfKuEF+FA0UWvk7FQJR/jL62aYQCaYVz4uH5FHdT5PQCO+IM+NHHaLWlnIWiJCXD9aXTZpUMwlVKAfMoxOYE2aBs2LBhw2AXTZ8+nRtuuAGLxcJNN93EZZddxkc/+lEkaWQ7k97eSE4Lmy6XjWBw+FsboprOb54+wIWzaxKCUcXE3f4ulZ37OFG9jOrKofnPpsNut7Ct5T329ZzgsurzsZjJnYVud2HraMLeeoyeWRfDEOpfkiS6It3sa9vPBya/H3WUvFzkq+0MNe1CkKv95JNClqeiSJi2KLqiIVtMTOx45yym9/AujHAQ1VtD5cIrWDj5Qnaf3kcw2pvw2fXaPLxxak+fsDtw4cElhbFLYayKCaoFpxTGjPRgkQx0SR2xckyHosgYsoQOSIqMKkspH65UWeLiBfW88V4LPSEt4efmsigp1+Yz3UKSqU0Vyn5g6DY0WPmnK0tZlrIq35Hsq/qiKBJuJZKwm3R2oksq5WdtM9J8lOoPfo7Q8bexVE2k+sN34L34WiSLnbKlH0Yyo9gVA1M9t+0ymzT658m0RVFkmYsmLEyy/y+v+Dwe2YOu5afNlko9DIf4M4zUGJRNGWayJY9dRSfVXka6n4qjSyrl8xtwzrqIssVX4TpvOZ4lHyYoudOWialaKT/v4qTry5Z8iJBahsUi4ZZ6scth7IoBVitantpxLlhkC4snzU+xKzceJMC0RQlqQVAMFDM/46ZiqiyZcj67T799btxecQcOI305Fou+bbeQY5AgO7L6VNrT08N9993HSy+9hKIoXH755cyYMQOrdXwqFx5vDqAbJvVVxZ/oAtRoTYRNlYMBN3PzfO93ek5QafHgxopB6tYT/+T5VO/9K45T79A7acGQ0phTPpM9Z/axr/1dFtdcMNwsCwQJMolV1FudVF1zO7LFjhENgRah1lXFdy7/J3TDQJFlHLIdJdDBt87/KIbVjhwJ4dUkkDpoeeT7SaIg7S/+lt4Drw0qKlL8589OrEXXDSqcFjbfuSL20co0Uc+GFzJdQYy+5a8bJoosJco/XVluuH0Z0ajBxlFSvtmK76SI5ShWfJ/ajBTsoPmxc0I8NdfdRftzv0Lv6UyI8ui6mZPAT/++4fo5V/Lty/8JwzBQZAWrYSMSKr2yFAxMOluyKhJt/khKf1TlsaYNHzE70qO0/fnBc+33pq9Dhu//um5i6lrK9aoKavdpmh7/5z5j1FfBXUeoyO05GjGotFax4QNfRjd1FEnBotswdLNgIlK6buJVKtiw6suxc7IlGSVaWhoZgpEnq3X+u+++m+bmZtauXctXv/pVDh06xPe///1C561kOdwUE6eq9hZXnCqOo/s4TWY1x9rzK8EQNXT29zQxpyx25FA6QtWT0JxluN59ecj+whPcdbhUJzvEVmZBnskkVtHV1UTzo5to+tW3aH50Ey2Pfh8lHMIMWpFDdsygFUs4SMuj36fn19+jd8t6en79PVoe/T56Z3OKKEjZog8k/h5IVKTY5CLWousGkm7gq3Ai6cawXvZGq0jMSBIvf9U0k8o/XVk2twcTE914WCmXby7iO0liOREVdCMx0Y3Hbf3DTym/5IYkUZ5cBX769w3/u/9pvvPsD1FQIGgRE91RTH9biuhm2v4oopdOP+WUwrQ81q/9Ppa5/Wa63hoN0nx2ohsPb378n7HruQtX5YNoxIBeC0rIDr2WmJBVgUWkdN2EkAU5bIOQRUx0BSlktbK7b98+nnzyycTfy5Yt49prry1YpkqdI03dlLutOKwKUa3IA6QeweI/QYdtEY3t+VU03u8/RcTUmOKoyXyRJOOfdB4V+1/F2tZIpHpKzunIkszsihnsbXuXXi2EQ7UPHkkgyIKMYhXW5DZ2Tgikz+6UDAIgsiU1rmx3D3yvEWIgsZb8eTyWTrpjkXRlabeqo6p8BxbfGdhOMsWN21xclEcyjZzSGEjIRnj3jS0y90dGydhRrjaS6fpM4xYlJVwlbE8wsmTVznw+H+3t5xpqMBikoqKiYJkqdY6c6mZqnWdEvh5ZuxuRTIOoq562HoNQNH+T7d0dx1AlhVrVO+B1wbqZ6BYbrve2DzmtORUz0QyNvW37hnwPgaA/GcUqIqGksLRCIBkEQIxoalwjFBj4XiPESIm1jFaRmFIkXVmGItqoKt+cxXeyiBu3ubgoT65pCCGb8UPm/kguGTvKtf1muj7TuEVJCVcJ2xOMLFkJVL388svce++9NDc388orr/CDH/wAt9vNvn37eOGFF7j00kuLkNVURkKgKtAb5bG/HmLpvFpqvMVfkXSc3oW9bT/N9e9nd5PBBZPsVLry06k9fvpV6uwVzHbUDizYIMvIuoar8R16pyzAtOXuu+y2uHi3/QBdkW7eV7dkGLkuDkKgKr8UqjzTilWsvINq1U3vwZ0JgSrfjV8nbPXi7CM8FVEdlM1rwJh7MeqSD2Kbv4Kqi65BdrjpPfh6Im7tjV+jc8cf0dpPJfymgkpZSYhUDUV4Kh91UQjBq1wZTQJVA5GuLK9bOZ0VF0zIqnxLQRipr/BUwm5u+jqS1Yq1n6hbf5GpsGynfO5F9B46F7fmurvoePG3SLJC7Y1fI2StIGIoWQv8KIoEisHKaRdzYd0CmnvOoEhyQYVsSqEehstoEKhKR2bRKoWl8+tGtJ+Kk85GfDfGxhJZThVei5L+es1ZTtnMRfQefrPPGPVVwvaKjCJVuQq7DRfFVFk2fTGL68/nypkrWTZ5CdfM/gA2zVES42YhEAJVpYVkZmHhP/3pTwf8/a677spbhnKhrS2Q09E/NTUeWlv9w0pz75E2fvjobj577XlUlxV/slu569+x9Zzm2Kybufc5Px9vKOPyea5h37ct4ue7hx/jmrqLmWWpGvR6OdJL/cu/p3faIrqWDG1L+/ZTO9jZ/CabVt5NmTV/qtKFIB9tZzhpF4Jc7SefFKo8FUXCqXfRFWg9JzLlriFsLcdmhGIiOJJKWLZjC7Yki9vc/E1Oqwb//NI5EY2vrryDOtOK3n4C2WJHUi1IDg9a+6mE2JXq9RGyVhKJlIbPn6LIaJAifJSJfNVFrunmm0zPUSj7gcLZULqyBLIq35Hsq/qiKBJOKYyEhmSatD29JUXUDUgVmbr5biRZQus4jeLwIDu9gAmGDqaJIasEiW1pdkZaE36MiQ9P1mSBqoQw1bY+4jgr78Br9UBYLdgOrVKph+EQf4aRGoOGU4aZ+qOR7qeS8xizEUU20A2ZoBmbFGUSXoOY7258HAuaNiwWCWu0G8nQE2KDpqwQsZSlFajKVjwu38+ZYoMr7sDL8AWqSpW+bbeQY5AgO7Lae3fXXXcRCoU4duwYs2fPJhwO43CMjDjTSHPk1FlxqrIR+FJjmlg7j6LXzMZlMXFYJI63RYDhT3b39ZwAYJK9kjQizCkYVgc9dTNwHX0L/4JVGPbc8zC3YjavNe/ijZbdrJq0Muf4AkF/nFKYlke/l+TDFPbG1F79mpW4L5RHDaWI23QFWvnnvb9LEtH455f+jW+d/1F6Ht0EwKS/v5fTv/5O0v1Vbw11t36PCKXhe67rBhJnO3fdzMacR3W6Y5FMZTmaylfXTfxY8ajQ/Ov1KUJSvls2AqTYod7VnFCcrb3pa7Rs/WGKvSXiphHs8d2yEX8fn0fdEkmowMJZcZyX/o0Nq74MY/RFW5DZhkqpn4rbSE2Nh85WP2DiUSNphdfiY1isbcfbt4lH7qUpzZhUf+v3CKUZkzIJu/W3m7w+Zzob3Ba3QUtB0hQI+pLVhvndu3dz5ZVX8vnPf56WlhZWrVrFG2+8Uei8lSRHmvzUVTpRlOL7Gii9bSiRALqnDkmSqPXInOjIj47gO4GTVNvKcJF9xxOYNB/J0HAd3DGkNKscFdQ4qnn19PhsS4L8M7Dox8DXGVb74OJWspzh/qU+9RAIRoaBbDLdb7LFngiT7e6c4qaz9YHEcQSCUiPbdp0gR4GqnO+fB4QNCkaarGZsP/jBD9iyZQvl5eXU1dVxzz33sHHjxkHj3XbbbVx77bWsXr2a1atXs3v37qTf165dy9VXX534/S9/+cvQnqJImKbJ4aZuptS6R0acqvMYAJrTB0BdmcypTg19mNvooobGgWAT8yumouvZd3iay0uwZirOAzuQ+gkAZcvcilkc7z5BS/DMkOILBH3JVvQj3XVyJDS4uJVhZLh/6YiBCASlxEA2me63mGtALMwIBXKKm87WhTiOYDSRs7hbjgJVwxGPGyrCBgUjTVatOxQKMWvWrMTfl112GT/60Y8GjGOaJkePHuW5555DVdMns3fvXn71q1/h8/lyyPLI0d4dprsnwoRq9+AXFwBr5xFM1UbUVgaagc+joBlRmrt1JpQPvaM61NtMxNSY7q6FHI8L9U9biLP1GK6DOwjMz12obE7FTF469Qo7m3fx4elX5RxfMH5I+AD28VdSFAmHGYx9xZYUwooT3813o3c1J3xqFW8tYdmOR0322fXd+PUkvyWvu4avrLgj1a9Ilwl7a2JbnXc/S+2NX02caxgXrOqVnED+vlKXll9Z6eRlLNK3fFVZRlYgEjXGTFkHTVvC1hRXOeXv/yiWygmYMpiSTN0nv020/RSdL/4O2VWOtXpSIqznnVeoue4uWv/w0yT/wrBsx2aGkuLqPZ0x30PTBvTx2Y1a09q1ErWiI7YxjwUsVoWIDrphoMgyVgWikdLfbRMf06JdrXjUmM9u0LSlHcNi412qz25IcVJ749dofvyepDEppDghzWkdfe0xyWe3n93k9TmFDQpGmKxmSKqq0tXVhSTF5NkPHz48aJz4NZ/97Gfp7OzkYx/7GLfeemvi997eXk6dOsW6detobm7mqquu4q677kKWS/dLz5GmmL+ur2JkfPOsnUfRyycnVpXrPLGyauyIDmuyuy9wAlVSqLd5CYR7coobdVfSWz0Z1/5X6Jn9PkxLbr7MHqubSe4J7Dj9Bh+admWijQkEfUkrqvHJDUjBIKf7DvI3r8fUtYTPn+qtwffxu7H1tiQL2dz4dcJOH75bNia9OHiBDau+HDv/T5JRolaCCknXRVQ7dbd+D8nUMSWFXsmZV3EqRZHpCEbZtGUHLR29CcXQCqel6BOfUsrLWCRd+f7jxxfziz++Q4c/NCbKWtdNgrYafLdtRurtoPmxc/Zac91dtD73K/SeTmo/vh60KE2/+vY5e77pa5juKny3bkQyMovL1d70NUxHBUHdkrLrStdNvEpFil2PVWGc8YbFqnDGH2FzHxtau6aBao+1pCe8mYSiwk4fRKLJY9hNX0exSqmiijd+najFBxYLVdfcnpgcY7FgZOgyEvbYb+wrpD30tUFkwEDYoKCoZDWzvOOOO7j11ls5ffo0//RP/8QnPvEJvvCFLwwYp7u7m+XLl3PfffexZcsWHnnkEbZt25b4/cyZMyxbtoxNmzbx29/+lp07d/LYY48N72kKzOGmbhRZosJdfHEqSQtjCTRheCcmJPKrXDKKBMfbosO69zs9J5jprkcaogZ897QLkKNhXAdfG1L8uRWzaO1tozFwYkjxBWOfdKIasqElvmbHw7SulhTRGr2zOVXI5vEfYDNC+DUr3boTvxYbeHXdhJAFOWyDkCUR1ve6UMigK2rHUlFHV9SedxVmDRKTH4CWjl42bdlB4TyqRkdexiLpyvdfH9nFjZfPHlNlresmGEZiogsxO2z9w08pv+SGmO12tqT83vzYPchaBH/0nP3ZjFRxuebH7gHDyPjynM6uBWODiE5iogsxG9q8ZQclPM8FMgtFOcxgWuE1hxlMe71dD9L8yEaaH91E06++RfOjm2h+ZGNsx1MG+o9pxbCHuA3WuCqFDQqKTlbLgZdffjkzZ85k27ZtGIbBjBkzuOSSSwaMs3jxYhYvXpz4+6abbuL5559nxYoVAEyePJn77rsv8fttt93Gf/3Xf/Gxj30s68xXVeW+nXg4EuAnzvQwtb6M8nJn0c8Gk5sbkUwDpXIi7j6T7TpvL6e6dMrLcz/rFqAl1EVLpJvldQswTQO3ewir1u6JRGun4N7/CuqSy8Ca28eAJa4F/PXENt7q3MuSGfNzT79IjDX5+KHYTz7JpTyjXa0pohpI0oDiNgOFaV2tKLIx7DotRJto6QgmXtzOhfWCJBWsDWa670jkZTgUO0/DtaFM5etxWhL/H0pZl2LdpLNhrasV2R4rw0x2Kpl60vNkuk8+7DnflFp+hkIhnyEb+xks/aYzPWltSDdN6ku4/DO1YymD4FSm8EwCVf3tppQo1Xzlm/HynKOBrCa73/rWtwD41Kc+xZo1a3j/+9/PunXr+MlPfpIxzs6dO4lGoyxfvhyI+fD29d197733OHr0KB/84AfT/p4NxTxn1zBMDjR20jDPR0dH5i9mhcJ98l0cQED2Egmcc6ytdkkcOhOmo6NnSFuAX24/AECNVAZAIDA0oanIxAX4mv+E9sYLBOatyDn+tLLJvHTsNT408WoUufTEfsQ5u/kl1/L0qDLqWb/ZBKaZEhYXtxksTPXWoBvy2eMeciPd2YjD+Urd399MksBX4Uh6gfNVOMA0U8osW3/agXzaBqwLRc46LyPNqDxnN0P5+oPRxP8xobMrNuZk45dYque7prNh1VuDEQoAme3UlJSk58l0H9OE9vZAyawYlWo95MJoOGdXUZS0NqRIUtq4VrtKOGom7MhmkYiEir9/ImM7Pis4lW04A1yfqezS6V8Uy27Ggl1kgzhnt7TIahvz3r172bBhA08//TQ33HADmzdv5uTJkwPG8fv93HPPPYTDYQKBAFu3buWqq84JEJmmyaZNm+jq6iIajfLoo48m/V5qNLX1EI7o1FUNbQV1uNg6jqC7a9Gk5KOBaj0KgbBJd5rDw7NhT+A4tbaZc9wWAAAgAElEQVRyXNLwzjqLeGsIVU3E9d52pGiOKlfAeZVz8UcC7Gt/b1j5EIxN4qIacRVJ1VuDIavU3vi1pDDV68N3U/J1irc2JeycIEduJPysHl5P40/voOXh9TjDrSjK0HzN4/5ma+9/ib/f/Axr73+J3ojG+s80xCY6kPCT7f8pMO7vufb+bWfjbqMjGE05Fi1dGmf8ESzWwT8qqcC6NYPnRTA0rIrE2n7l+48fX8zjzx7AV+Hgizcv5oH/eos2fwR/SBtSHZYK6Wy45rq76Ny+NWan5bUp9nxO/G2Q+1x7J21P/fuwbFEwOrFb5RQbWrumAbs19fXWaldp7Qon2VFrVxirvfg9Wrp27Lvx6/RKzpzC4wJVg9lNnL5j2Mmf3TnsMUwgGA1Ipjn4htwbbriBrVu3ctttt3HHHXewYsUKPvzhD/PEE08MGO/ee+/lySefxDAMPvnJT/LpT3+a1atX88ADD1BbW8vDDz/Mww8/jKZpXH311XzlK1/JKfPFXNl98a1TPPTEu9z5twtwOwpz8HZGTIP6Z9ejT1hIZ21D0k/H2jV++VovX7yikvMn5vbyHtTDrD/wG1bWnM8F9om43fYhr+wCWLrPUPv6E/gXXJazMrNhGvzH2w8zrWwydy76uyHnoVCIld38MpTyHEiNua9YlK6bKddBqorlUL5ke9QILQ+vT/mK7rtlI34t937BVBTW3v9SyqrEPf/wfnTdGHDF1lRk1t6/LSXu5jtXIPW5NlMam+9ciaTrg9bFaFFjHo0ru6Yi88B/7eGKi6ficVrQdIPaKhcd3SG6AhEef/YA7x3vwFfh4As3XsB3fv5qIm7fOuxLKa+cJNmwrIIkI+mRAe05nU+8oki45V4Mfxt6sIvO7VsJnzowLFvMN6VcD9kyGlZ2TUXhDy8d4sqGaSgy6AY8veMo162cmWIbg/WFxSbTLqFMK6+Zwq1WOSu7gfyPYbkyFuwiG8TKbmmR1eesKVOmcPvtt3PixAkaGhr48pe/zLx58waN96UvfYkvfelLSWH//d//nfj/Lbfcwi233JJjlkeGo01+7FYFr8s27HNtc0UNnEbWQkQ89Sm/1XpiX/aPt0VznuzuC5zAwGSaw5cXxfloWfU5ZeZZDZjW7P1/ZUlmQeU8XmveRXuog0p7xfAzJBhT6LqJHysQH5Bj4lER+raz2ADf/7pMYbkimVoG/yitz72zRzeMtP5mkaiOapqxDlo3Sfcaphtmel81w0zq2DOloRtGVgOArhtIMGBeBENDN0xefbuZV99uToRtvnMFa+/flnRdS0cvdquaEpZtHZYKSTacaEjxJzhnz+deFNO/sOu6iYnBqV+sTwofji0KRie6YbD1+cNsfT75lJAPXTI9xTaG2xfmm7g91NR4zrrUmEnh/cerTOGRiJF2HExHvscwgWA0kNU25s2bN3Pdddfxy1/+EovFwtKlS9m4cWOh81ZSHD3tZ7LPjVFsZSpiW5gBos7U84jtFolyh8Tx9twVmfcEjuNRHVTK+dua3T19EXI0jPvAyznHXVA1DxOTl5uGpuosEBQaU1IT28XixPyjhvaqpMhyYvtdHF+FAyWLI9gUWcoQV+p33dDTEBSWdHUYimhp6ysU0VLCxnMd5tsWBaOTXPo30RcKuxGMT7Jq3U6nk9WrVyf+/sQnPlGwDJUimm7Q2BJg5QX1RVdhBrB2HsawlRFVnJBmq02tR+FER26TXc3QeafnBIvKZ6Lpwzu6qC9RdyXBmqk49+8gMOt9mLbsJ9JlNg/Tyiaz/dQOrpl6RUkKVQnGN3E/q/5nHca2SufeOVgVWLumIeWMSKsC0UGWUFVgw+3LaG4PYreqhCIatZXO2DbjPKUhKCxxn+i+5+zWVjrT1iucEy4TdZh/WxSMTqwKfPv2ZbT0sRdfpTOtbdgsUtq+0GaRSv6oonwh7EYwHhGfcrLg1JkeNN3AV+4Y/OICYO04glE5DT3DKeG1Hpn9LRHCUQObJbsvlAeCTYQNjWnO2nxmFYit7jpaj+HZ/zLdC6/IKe6CqvP445Gn2Ne+n4XV5+U9bwLBcNB1k6At5t+UDzXmaESn2mNl850rB1XZTRs/avCzx99KvLitX9MAluSPRMNNQ1A4dN2gwmlh850rEj7RVkWiPRBJrtfPNFBVZhN12Ie+tjgSqrKC0sDQTTTNSLEXI007iIQ0arzJdjRSaswjhbAbwXhk/OzdGAZHT591Mi8fwhm0w0Tp7UANdaB7J5JpWbm2TMYETnZl/+KzJ3Acq6xSp5blKafn0Fzl9NZOx3lgB/LZYyWyZbp3Cm6Li2cbn897vgSCfKDrJn7NisVbg1+zDvslIRrRkfSYj66k61lPYDRg49kVCoj5nm3csoN0r21DTUNQeHTdQNKNs3VjENFNNj7Ur14f2kE4aog67EfcFrt1Z15sUTD60CCtvWSavkZCWpIdjaeJbhxhN4LxhpjsZsHR0zFxqjLn8I7nGQrWzsz+unHiIlWN7ZGs7mmYJnsCx5njmYRpFOaFqXvaItB13O9uG/ziPiiSwuKahezvOMyx7saC5E0gGAsMJFAlGL2IehUIskfYi0AgGAwx2c2CY6e7mVLrYST6TmvHIUzVRtTmzXiN1y5hV2OKzNlwpLeFbq2XOe4JZHHy1JDQnGUE62bgPPQ6cm9uMvMLqs/Dqlh5+rhY3RUIMpGtQJVgdCHqVSDIHmEvAoFgMMRkdxDi4lQTql0jIk5lb9uPXjVjwHMtJUmi1qPQ2J7ddpzd/qOokkK9tbDH+3RPuwBMA887L+YUz6ZYuaBqPrta9tAabCtQ7gTjHUWR8KgRypQgHjWCoozMy5GiyJiKjCZJmIqMcvZf/7D+xMWN4i96vgoH69Y0DEuIIZt0BYUjVvcS6z6TXK/rPzO8ei1lSsUOBaVPuv5JBdaPI3vJBWFbAkEM0R8MwsnWHjTdpLai+OJUSm87avAM4SlLB12BrfXIvHkyimGYyAN80TRMk93+o8zxTELWzYJq7+kODz11s3AdeRP/vBUYzsyr0/1Z5DufXa17eLbxBW6ee0MBcykYjyiKhDPcmqpIaaspqv+Sosh0BKNJarzr1zRgschsePCVRNi6NQ1UOC1JH73SiRupZ8PzlZd06QoKQ7z8f/PUu3z0yjl84cYLEuqyqiojK1I6Mf5RTSY7NM38HYcnGBtk6p+qvTbUqDwu7CUXSmWMEwhKAfHZfhCONY+cOJWt7QAAUXf9oNfWlilEdGgNDNy7Hwu10qkFmeuehGkW/gXWP20hmGbOq7tui4t5lbPZ3vQaHaHOAuVOMF5xSuHESwCA1hV7KXBK4aLmQ4PEyxucE5lqbg8mhW3KIDzVX9xoOJPSdHnJlK4g/8TL/4qLp3LPL3bynZ+/ytr7t/Gdn7/Kdx58ZUwejZLJDvWerhHOmaDUyNQ/haMm33nwlXFhL7lQKmOcQFAKiMnuIDQ2B7BbFTwOa9HTtrXvx7B5iFoGV0yu9cSqsrF9YL/dN7uPokgyk2yVecnjYOh2Nz0TZuM4shsl0JFT3IbaizBNkz8cebJAuROMVyRTS7wExNG6WpHM4k7tMomr2K1qSlihBVeE0MvIEi9/j9OSoR7G3up6Jjs0dfGJRZBM5v7JGDf2kgulMsYJBKWAmOwOQmOLnwnVLoxiO+yaJra2AxhVM9Gy2ItT7ZaRJTg2gEiV2WcLs1QgFeZ0dE9dCJKE550XcopXZvNwYc35vNr0Oif8pwqUO8F4xJRUVG9NUpjqrcGUiuvZkUlcJRTRUsIKLbgihF5Glnj5+4PRDPUw9obrTHYoKcLDSpBM5v5JHjf2kgulMsYJBKWAaPUDYJomja09XDSnpujiVGrgNErET6h8SsbzdZOulyVqPTJHzmSe7B4PnaFD6+EyzyKMIn71NGxOAhPm4D66B2XeSnRPVdZxl9Yu5u229/j9oT/wD4tuR5LEi7dgYBRFwimFkUwNU1IJmrYUH6WgacN349dT/ZlMGxTQk11RZDRI+NhaFYkNty+juT2Y8DerrXSCFHthS/jxnhVc6f+Jqv/9VECxyISjJrphoMgyNouU1VmSccGr/j5x6dIV5J+40M6vn3yXr31qKf6eCHariixDZZkDwzSRFQUkE8xzg3f/+i8U2dhVrmSyQ8Xlhd6ePOVcMBbI1D/ZLBLf/8IlaJqJLIFhgqpK2K0yoQiJftCqxM4bt1hjLl/9w9P1pSOlVZAPWxupMU4gKEXEZHcA2rvD9Ia1EfLX3Q9AxFWXdZyJXoU9TZlFqt70n93CbK0ErbhbWfxTz8d16gCed16is2F11vHsqo2GusW8cPJl9rW/y4Kq8wqYS8FoJ1tRDl03Cdpq8N2yMa8v7wPnLVVgZcPty4hqBj97/K2kia3Drg4quJLuft//wiX0dIXZ3Cds7ZoGary2QSe8+Ra8EuSGrEioqswtHzoPwzD52eNvUeGx86lrz2P9z7Yl6vOLNy/mf188xKevnU80arCx38t/eXn+23ChxG4y2aFdGt+rcoJUMvVPAD29WkqfB3D3z7YnhfnK7bR0htL2j2e6wiUhzpcvWxuJMU4gKFXEiDIAjS0BACo9tqKnbT+zD91Vg6ZmP9GeWK4Q1kyaulNfauNbmGe7JyKPgA+eYXUQrJ+JvfFt5FAgp7gXVC+g0l7Bb979Pb1a7+ARBOOWXEQ5dN3Er1np1p34NWvBXwLSCaw0twfZ+FA/gaqHdnCyJTCo4Eq6+2mamXiRi4dtPivikg35FLwS5EZEh+88+AoOq8qms23ixstn86+P7Eqqzx8/uosrLp4aaztpBHu6evIvQFNIsZti26Fg9JKufwpH0/d5mmamhIUiRsb+sVTE+fJpa8K2BIIYYrI7AI2tZye7ZcVd2ZWivdjaD2LUzkPXst9AONGrAHC4NXUr84lwG23RAHM8kzCK6K/bl8Ck88DQcR3amVM8RVa4asoqOsPdPH7gfwuUO8FYoJRFOdIJrNitag4CVckTz3T3kyWEWMsoJS60Y5rn6jWTWJXHacnYdqJa/uu6lO1KML7JJFDVf3PbYGJWpSLOJ2xNIMg/BZ3s3nbbbVx77bWsXr2a1atXs3v37qTft2/fzvXXX8/VV1/Nj370o0JmZUicaAlQ7bWjKsX9JmA/8w6SaRApn5pTvAqnhMMicaglkvLbm91HkZGYXCQV5nRozjJC1ZNwHtwJ+sCq0f2pc/m4uG4xLzftZM+ZfQXKoWC0U8qiHOkEVkIRLQeBquR+KN39DBMh1jJKiQvtSNK5es0kVuUPRjO2HYua/7ouZbsSjG8yCVT1n6cOJmZVKuJ8wtYEgvwjmWZhpJdM0+TSSy/lueeeQ1VTjTQUCnHNNdfwy1/+kvr6ej7/+c/zqU99issuuyzrNNraAhg5fHmrqfHQ2urP+vp1D7yCr8LBNQ1Tso6TDyp2/wJ7+wG6ln4WLZrbKuwjrwcJROC7f+tLhJmmyfcPP06lrYxrqi7MuLLrdtsJBELDyvtg2DpOU/PmU3QtvY7g9MU5xdUNnUf3b6VXC7G24UuU27wFymUqubadfKddCHK1n3wQF95QZAPdkHPyIcpGtKNQvoXJacSETJAkMM2Mfq3pxKj8IS1JjGqiz01vSEtsZY777LpdFsJhI0lwxWlVCEeNpPu1+SOpPrtp/NcG8tkdybadTzI9R6HsB4ZnQ+faEWBKMQEqGXpDOqoq03QmwLbdp7iyYSo//PXrifr86q1LeezZ/Rl9dqdP8NLWlpuryOB5Hdyu+ttnWLZjM0JD8hccC21yLD3DSI1B2ZSh1a7SFYzS0qdf9VU6sdsUjjf5k8LKXVZaO0MpvrnVA/jsQqoIXL7cO6xWGYcZRDJ1TEmhV3Ki62bBx7CRZCzYRTb0fc5CjkGC7CjYp6LDhw8D8NnPfpbOzk4+9rGPceuttyZ+f+utt5g6dSqTJ08G4Prrr+fPf/5zTpPdQhKO6jR3BFk4I3vl4LxgaNjPvINefz7aELajTa5QeO5ABH9Ix2OPbWs+Fe7gTNTP8uoFI7aFOU64vJaIuxLX/lcITrswNmHIEkVW+ODUK/jt/q08sOc/+dLiL2BVLAXMrSCfDGciWirCU+lEodIJmQxHjMrtstAdiA4quLJuTQNVHmuKYIvTa2PznStzVmMWFI94+/jNU+9y/ftn8uNHdyXEqOI+ur4KB+s+04CzX/twOlT+4WMXokd0sCgp9Z9OnHC4DGZX6eyz9sav0f7ib+k98NqYe2EXlA6yLBGNJver6z7TgCSR0tcauoHVIifZk9Uio0czi19l098PBatVxh5s5vTj9yTZTMhZK4SlBII8U7C9bd3d3Sxfvpz77ruPLVu28Mgjj7Bt27bE7y0tLdTUnNuq4fP5aG5uLlR2cubUmR5ME6q8xfXXtbUfRNZCaJXTszpyqD/TKmNd9P7mc9uE3/QfiW1hthd54p4OSSIw+TzU7jPYWg7nHL3KUcHVUz/A8e4TPPT2w+gjPHkXZM9whDdKRXgqnShUOiGT4YhRhcPpRVT6C65s2rKDiG6mCLZEQhqSrp8N08VEtwSJt48rLp7Kjx/dlVGMalMGsbJwJFbXxRQUG8iu0tln8+P3ULboA4m/8yVoJRD0pTdspPbJD+2guS2Y0tdGdNjw4CtJ9rThwVdiK7dpbCnb/n4oOMwgzWcnunDOZhxmUAhLCQR5pmAru4sXL2bx4nPbVG+66Saef/55VqxYAYBhGElnppqmmfMZqlVV7pzzle12gl2H2wGYOsGL1108NWbrwXcwFStq9WTcQ3hvmeU0sam9HGzVuGKRE9M0eevocWZ7J+J12DDNgW/qdhdhcj9jHsbhXZQd2Ul07sKcoy8pX4Chajxx4Fl+c+gx/uF9a1CVwvuzjLWtKEOxn+EQ7WpNK7yhyMagZTucuPmkpePcC9S5sF6QpKR8pLsuWzGqTCJT6QRX+qc7VMZK2y72cwzVhuLto68AVSYxqvRiZSb1Azxrscshk33KdnfS37nY61hok+IZBiYb+xks/aYzgeztxkwV9RuoH822vx8K0Y6eDEJU+phoNwMx1p8vznh5ztFAwWYIO3fuJBqNsnz5ciA2me3ru1tXV0dr6zlDb21txefzpdxnIArps/vOoTPYLAqyYdDZGcwpX0PG0Kg/thO9dj5d/ghDdaeeXC6zpzFIZ2eQE6E2Toc6WVoxF79/4Ocohs9uHLluJp5je2k71YThzN33drZ7Nu+f2MuLjS/T2ePnsws+idPiLEBOYwif3eHjUWVUb03SAK96a9ANmc5BynY4cfOKEhMy6fsC5KtwgGkmt48018UFhfrH7S9GFReZ6n9dOsGVlHSHwFjxoRpVPrtn20dcgKqlozfp/3Eyi5VJGetsJOozk30afY6Zy8Vex0KbHEvPUMo+u4qiZG83Z8XfBu2/EzfPsr8fAl6LktZmTEkZ9e1mIMaCXWSD8NktLQq2jdnv93PPPfcQDocJBAJs3bqVq666KvH7okWLOHLkCMeOHUPXdf7whz9w6aWXFio7OdPYEmBCtROjMPpdabG37kPWgkRr5w15ogswrUqlxa/TGdTZ1R3bwjzFXp3HnA6fnvpZgInryK4h3+Mi3wVcNWUV+zsO8oOdP+Fw19G85U+Qf4KmDd+NX08oTSb8+MzBd05kihuW7XjUCGVKEI8aQVEkFEUCexTdFgZ7NPZ3nlCB9WsaEsqdvgoH69c0YLcqmIqCJkmYioLdqrCu33W1lc7UuJ9pwFfpTApTVYm1/a5bu6YBVZWSwtataSjc10pBQVGBdWsaeOa1Y3zx5sX4Khw8/uwB/vHji5Pr+DMN1PZrH2vXNGCzFF8ldiCCpg3fTcn2WXvj1+je/Vzi72xtPRcKaeuC0sNqV5P6WatdxWGTU/rLdWsaqK1ypoRZFVL65YH60bidFqLf7ZWc1N74tRSb6ZUK99F+KAgbE4wFCqbGDHDvvffy5JNPYhgGn/zkJ/n0pz/N6tWreeCBB6itreXll19m8+bNhMNhLrvsMtauXZvTVuZCreyapskX//VFFs2qZuXC+qzvP1wqd/07tq7jdC1Zk7MKc1+a/ToPbg9y2/IynpOfoMrm5ZqqRRiDnLVZzJVdgOrdT2Pp9dPy4S/CMI5GaQo089TxZ+kK+1lWv5Rrpl1BtSO/RyyJld38kE815rBsxxZsSRatuvmbNCkG/2/bv9EabKfGWclXVtyBl4q8+D0pikxPVE9SVJ4+sYyO7kiKoJSv3E4ooqcInvRX9pQViYhOQlDKGtOVSwkzdLMgqqBj5Uv7qFrZJb0as6JIGIaJrpucOhPgkaf2U+6x8nd/cz6SJCFL0qCCYyNRn4oi4dQ70buakS12jGgIpXIiyBYkozBqzIoi0UVHwWx9uIwFuyqllV2rXaW1K5y2n9UxiUbMRH9psUpIuklEN1P6y/4q+YP1o7leny2KIuEkgGxoCWV/Q1YJ4i6J9guFsbGxYBfZIFZ2S4uCTnYLTaEmu+3dIb5y/3ZWr5zO3Mnlw8li1siRAHV//TbR6SvoqrpgWPcyTZOfvNBDXX0PjTUv8Df1y5miDr5VuNiTXXvrcar3/pWOlR8nVD97WPeK6BF2Nr/JGy1vYZgG51XNYeWE9zG/ah4WefjfYcVkN7/kozw9aoSWh9cnbQNzffKbfHfv72gNtp9Ly1nJhlVfhtDwlbtNRWbt/duStrU9uO5K1v9sW8pWt813rkTSS19Abay8fIy2yW5/4m1r4xdWDKs9jcw25lRbVL0xRVm/Zs35flk9gz3Khr/+S8FsfbiMBbsqpcmuqSisvf+ltHaRPnwFUgEF24ZLvm2mIBTAxsaCXWSDmOyWFmIXXBpOtMb8jCrLiqfE7GjahWQaRCtnDftekiQxu0Zlr34cCzJT7FWglZ4ia6hqErrVgfPQzmFPdq2KlUsmNHBB9QLe7dzPW637eGDPL3Codi6oXsCS2kXMrZiFmoeJr6A0kEwtReDDsNqTBmaA1mA7hmnkxWdDN1IFTswMoie6YYgOVpA18bY1GttTOluMie1oQGFe3HXTKKitC0oL3TAy2kX6cLNk7QVGxmZyRdiYYKwg2msaTrT2AFBVViQVZtPEdWI7unciYUt+vgDNrlGg4jT1lvrS/bopy/TUz8LadAg52JWXW7qtLpb6FvPp+R/nI7OvY07FTHa37uX+3f/Bt7b/X549/oI4rmiMYEpqwt8pjhwJUeNM3sJe46xElvLT1SnyOb/ZOJKUGhYTERLdqyB74m1rNLandLYYE9sp3HRDkeSC2rqgtFBkOaNdpA8vbd/SkbCZXBE2JhgrKBs2bNgw0pkYKr29kZyOonW5bASDkUGve+6NkwRDGg3za4dy1G3OWNsP4jn6HJHZlxNS8jPZDajtvGMexBuYzdyq7AQPrFaVSKS4K8Ca3Y37xDtgsRLxTcvbfWVJxmstY1rZFC6sWchETx3dkW62N73Gm617mVU+A481+2NDsm07hcDlKsxHl1ztJ5/kozx1SaV8zmJ6D+/CCAdRvTVUXfQhLpi6hN2n3yYY7U34GDkMd16eVZUlLls6mQ8tn871K6fz4RXTcToUlsyrY9d7LfSEtIQvWZlTRdcG/9BksSroyOiApChYLTJGEX22RrJt55NMz1Eo+4H82lC8bUlIrFoymSXzfJw+E0SRY4JlTruCgZzUPhRFxpCls21HRpUlHA5r0esznS36bvw6QaVsSOWTTZtUTJUlU84vmK0Pl7FgV/FnGKkxqG8Z2mwKF52X2s96XRZWLZ3E9StncP3K6fzNpTO5atkUrLKETrJtlJLXXr5tphAUwsbGgl1kQ9/nLOQYJMiO0vmEVEI0tgaYUO0qmkiA+/iLGFYXobIpEM3PKuxB/QSYMqeOVGLOiekflCK6w0O4cgKOo7vxz78UCvDFUJUVpnomM9UzmaPdx3nm+Av8v9d/yufOv435VXPznp6gOOi6SdAW83GKi1YFTRteYMOqL8e2WkkyStSaN1uWFYkefzRJJGXdmgbKPBY23L4cWYodHaSqEnoWtmyxKpzxp4pbVXusRCNiB8J4IlPb8nqs/M/zh9j6/OGk9mHoJh3BKJv6XV9eXvw35Uy2WMgxVNdNvEpFwWxdUFroUQOXQ03pZwG6A8l28+3blxHQDDY+lGwbFU5LXsSl8kFfmxmKYGMxEDYmGCuIvQj90HSD021BaiuLI/+u9LZjb9mLNnkpUS0/HYhhmuyPnKCGOgI9Ki352SFcMHrqZ6EEu7G1HCl4WtPKpnDznBvw2sp4YM9/8l77wYKnKSgcum7i16x06078WmwQ1nUTQhbksA1ClrwOzBGdxEsVxHzDNm3ZwfFTfu6851nu+MGz3HnPs9z9s+1ks0ci3f02b9mBmOeOPzK1raOnutn6/OFEWLx9aJCY6Pa9vqsnPCL5T2eLxUizULYuKC004O6fbU/pZ0MRI8VuWtqDiYluPGzTlh1Z9cnFJG4zFm9N0WwmV4SNCcYCYrLbj6a2ILphUl1eHHEq1/EXQZIIV88jX3tXTmpn6DFDLCibhITJ/pN5uW3B6K2ejG6x4zz8RlHSc1td/O3MD+O1eXlw7y9oDbYVJV3B6CeTGIrdqqaE6Vmo9A4kuiIYX+TWtoy0YmktHb1Es9g6LxCMNjK193R2Y7eqGUWrBALB+ENMdvtxoiWmxFzhLvweeynSg6vxZbT6CwjnUX3vvWgjqqQwwerFV25w4FSJd/CyQrB2OraT+5HDPUVJ0qE6uG761ZimyYN7f0HUKLVvvoJSJJMYSqifr7uvwoGqyJiKgiZJmIqCJX6Abhb3K2UxIkF+URQZU5FzaluKLKcVS/NVOLCoou0Ixh6Z2ns6uwlFtFEpWiUQCAqDGBX7caI1gKpIlBdhsus+/iKyHiYy8SLMPK3kGKbB/sgJZjomYkQ1ptTotHVLdBZnDjlkeibMRjINHMf2FC1Nr62Mq6Z+gJOBJuLQCsIAACAASURBVJ48+kzR0hWMXqwKrF3TkHiRivuC1VY6k8LWf6aB3ojG2vtf4u83P8Pa+1/ijD+SMuFNd7+1axpIMy8WjEEURaYjGGXt/dv4zVPv8o1PX5zStnz92tbaNQ3YLBIqxH7vd71XiKEIxiCZ2rvTJqf0ob5KJ+s/k3qtEKkRCMYnwvb70dgaoK7SVfB0JC2E+9iLaLXzCSkuyJNoQqPWSq8ZZpptAkbUYEq1xGsHYP9JaJiTlyQKguYqJ+ytwXn4DXpmv69oilozvFOZXzmXJ48+y4U1C5nkmVCUdAWjk2hEp9pjZfOdK9FNE0WSsCpg6Cab71yBbpgosoSiyHztJy+m+OJuvnMlUqb7GQaKLGNVEOJU44S+frdPv9YIwIbbl6MqsZVbVZG4//HdfG71QjxOC/5glEeeepe//9uFSLpBhdOS1O5UQBarV4IxiJ6hvQfDBo889W6Sjfzij/v4wo2LUq4tFXEqgUBQXMRktx8nWgLMnlyOUWDfDlfjNmQtSO/kBow8dsDvRRqxSipVkhuNKG6HSaXHYP9JiYY5pf0S1FM3i8r3XsbafoJI1eSipfv+ics50n2Mxw78D/+4+PNIpSpdLSgJohEdCaiv8dDa6id6dl4qcbZD1U0iA/iX9e904/eLxdUT9xOMffr7IT79WiNPv9bIA2uvQNINwobEq2838+rbzUnx/u5vzk+8vPdtd6LpCMYy6dq7LmWyER3VNIVtCAQCsY25L4HeKJ2BCL7ywioxS1oI95Hn0GrmEFLL8nZfzdQ5ED3BTMck9Og5P68p1TpN7TBCIp1Z0+ubhqFYiiZUFceu2lhWfzEHOg+z+8zeoqYtGJsIX1xBNmT2Q5Sy+l0gGO+IvlYgEAyGWNntQ1ycqtpbWJ8n97EXUKI99Ey9BEPP3/fGI9HThMwo0+0TMCPnVqan1Oi8ecTCwVOwaHrekss7pmoh6JuGq3Ef0oXXYFqK53t2ftU83mrdy/8c+jMXVC9ALsB5v4Kxi6LIaJDYMmezSHz79mW0tAexW9WYYEqlM7ZFWR84bqbtdtleJyg9MtVd3A8xvpX5hstmcO3KGbHrFAWLRUr6va/voVipEghiugcbbl9Gc5++trbSic0iEUYW/aVAIBCT3b40tsYmu4UUp5IiPbiPPodWuyC2qpvHye6+yDFcsp0K00mUaCK83GXiccS2Mi+aXtorAsH6WbibDuBo3EdwxuKipStLMu+rW8ITR5/mjZa3WFp7YdHSFoxu4iJDfSckG25fhqYZ/OzxtxJh6z/TgNHvjMJ0cdetaaDCaUl6Mcv2OkHpMVjdxf0QFUWiwx9h3f3bEtd949MX886RNr5/xyVISMgy4qVdIOiDJEtEosl97bo1DQQjOnf/bLvoLwUCgdjG3JeTrQHcDgtOW+GkUD1Hn0XSwoSnLsvrqm6vEeFwtIl5rmlEo8lHVUgSTK7WOd4C4WiGG5QIkbJqoq5ynIdfL3ras8pnUO2o5A9HnkI3xLqJIDv6igxBzDe3uT3IxoeSwzY+tIP+B1yli7tpy9CvE5Qeg9WdrhtIuoGuw+Z+1/3f/3yNC+fUcve/bUeWOXudeFkXCOKEo2Z6+9JM0V8KBAJATHaTON4cYEK1i0JpU8nhblzHXkSbsIiQnF+/4PeijRgYTLXWAqkPMLXGwDAlDp/Oa7L5R5LoqZ+FpaMJtat58OvzmrTE++qW0Bo8w+stu4uatmD00l9kCMBuVTMIVCXbZrq4w7lOUHpkX8dG2usUWdS1QJCJTHbT361d2JBAMH4Rk92zaLrBidYAE2tcmAXqDz2Hn0YydcKT8qvADLAvfIwq1YtdS78zvdpr4LCa7D9Z+p19sHYGpiTjPPJm0dOe6Z1OjaOaP4rVXUGWpBMRCkW0rISFshUgEkJFo5fs6zi90I5uiLoWCDKRyW76z2uFDQkE45eiTHZ/8IMf8I1vfCMlfOvWraxcuZLVq1ezevVqfvSjHxUjO2k52dqDppvU9us084XS24GrcTvapCWEpPz6BHfqAZr0Nua5pqLp6TfqyBJMqtY5chq0Ep/DGVY7vTVTcBx7CzI8T6GIre5exJnedrG6W2IoioypyGiShKnIKEppfKuLiwzFX7h8FQ5qK52s7xcWFxYaLO5wrhOUHoPVXbxdS5KZct03Pn0xT+84KupaIMiAzSKxtp/drF3TgM0m8+3PvY/Nd67g2597HxtuXyZsSCAYpxTc9l9++WW2bt3KqlWrUn7bu3cv3/jGN7juuusKnY1BOdbsB6Daay/I/T2HngQJQhOXYOZ5VXdP5AgSEhOU6gEFr6bU6Bw4pXK8FWbU5TULeaenfhbOlqM4Tr1H7+QFRU17hncaVfZKnjz2LEtrLxTKzCVAKQs09RUZ6qv8iUVJCeuf10xxh3qdoPQYqO76t+v3Lajl+3dcApKEIkkoCly3coaoa4EgA5GQRo3XxuY7V6IbBoosY7fKnOkMJQsErmkAS+H0WAQCQelS0Lf4zs5OfvSjH3HHHXek/X3Pnj1s3bqV66+/nq985St0dXUVMjsDcrSpG4dNxeO05v3eaqAJ58kdaFOXETby+31BNw32ho8w0zERZZBF0PoKA1UxOXAqr1koCOGKejS7G+ehnUVPW5IkltZeyOmeFt4683bR0xekUuoCTXGRIdU0EyJC6cKyjTuc6wSlR6a669+uX327mbv/bTuKBJKuY0R0UdcCwSBEQhqSrp+1L51QRGdjv/FiYwmNFwKBoLgUdGX3W9/6Fv/n//wfmpqa0v5eU1PDZz/7WS666CJ++MMf8t3vfpd/+Zd/yfr+VVXunPNUU+NJG36iLcj0CWWUeRxp5J2Gh23Pn8BiR5rRgMvIr8/I3uBRgmaYhd4Z2HSZwb5fTKkxOdQk4XTZkKXUvLjdhVnZHgrR6fNxvLODCr0Ls6q+qGk3lC3ktZY3eOr4c1x53nIgc9sZrQzFfvJJLuXZ0hFMK0KCJI1ovYyVNiGeY2gM14YK1a7HQn2KZygNCvkM2djPUNIv1fFiIEo1X4VgvDzreHnO0UDBJru/+93vqK+vZ/ny5fz+979Pe819992X+P/nPvc5rrrqqpzSaGsLYOSgrldT46G11Z8SrukGR0918f5FE+joDOaUh8Gwth/EdWoPkbkfpMsfJd/qV6/636VcceMK2+iNRga9fkKlwuHTVg41hqmvTP7N7bYTCITymr/h0FM1nXr5Dcw3nqfz4r8pevqLaxbxzPHneeG9nVw27+K0bacYFKrDzNV+8kkmW8yIEhMh6fsC46twgGmOaL2MVNr5ZKw/RyFfOIZtQwVo12OhPsUzlAbxZxipMWjIZViC48VAjIW2ki3j5Vn7PqeY9I48BdvG/MQTT7Bt2zZWr17Nj3/8Y5599lk2bdqU+N3v97Nly5bE36Zpoigj409xrNmPppvUVeb3OCBMA+97/4NhL6e3ck7eJ7pn9C5OaGc43zOTSBYTXYBJVTqSNDq2MpsWG8H6mdiP70UO9xQ9/fMqZuOxunni6DOYhZLoFmTFSAo09RfGslgVTEWmpSM4oFBWqQpqCUoHFdhw+7JkIZ2/XwYSos0IBFlitauYinK2r1WwWxUh6CcQCBIUzPYfeuihxP9///vfs2PHDtatW5cIczqd/PznP2fx4sUsWrSIX/3qVzmv7OaLA40xX+H6PE92Had3Y+1uJLzwBiJa/n2udocPoyAzWalB16JZxbFZoK7c4MApmUvPL30Z/sDEebhPvofz0OsE5l9a1LQVWWGJbxF/PbGNfa0H8EnF3UotOMdICTSlExD6+NXz2DyIUFYpC2oJSgdZkYgEjSQhnbVrGvj9swd56+AZ0WYEgkGw2lVau8JJffLaNQ34yu1C0E8gEAAjcM7u+vXreeaZZ1AUhXvvvZcNGzbwoQ99iLfffpuvfvWrxc4OAAdOdOIrd2Cz5nFl2dAoO/AH9LJ6gp7J+bvvWUJGhLfDR5nrmooZze0socnVOu1+iY5RsJNEc3kJVU3EdfA1JC271et8sqBqHi7VyeNvP1H0tAXJjIRAU38BoSsunpp4qYLMQlmlLqglKA0iemo72bxlBzesmi3ajECQBeGomdInb96yg1BECPoJBIIYRdnV8ZGPfISPfOQjAGzcuDERvnTpUrZu3VqMLGTENE0Onuxi/rRKdD1/W1VdjdtQe9sJnfcJtBwno9mwK3yQKBrn2adihHPrxCdXG+w4AAeb4OJR4ErQPXUhvjf+jPPwG/TMWVbUtFVZZbFvIS+depWj3ceZVjalqOkLRhbdMJP8vjxOS1rhE90wkzrT/vEyXScY3+iGkbadxHcvizYjEAxMJhvSDUPYjUAgAEZgZbfUaO7oxR+MMqnGlbd7ypEAZQefRKueRdBanbf7xomYGm+EDzDDMRGrlnsVuh0mlW6DA6dGhx9qxOsjVFGP693toGe3XTufLKyej0O18+ejzxQ9bcHIoshSwu8LwB+MJv0NMX8wRZYGjJfpOsH4RpHltO0kvggl2oxAMDCZbEiRx/3rrUAgOMu47w32N3YCUNuvsxwOZfv/gKSHCc/8QEG2zrwe2k/IjHCBcya6PrRV48nVOqfaIBjOc+YKRPe0C1DCPbgO7yp62lbFyvsmLWbPmXc40nWs6OkLRo7+wljPvHYsRfhkfRrhk5EU1BKULv1Fy2wWKeZf2KedfOPTF7P1rwdEmxEI+pFO9C+dDa1d04DNIj4SCQSCGON+HN1zqI0Kjw2vy4aeh2NYLJ3HcJ18lej099OLHcjvZDdohNkZeo/Zjsk4NBWdIU52a3R2H7VwqAkWTstrFgtCpLyWcHktrndeJDjtAkxLcc8DXj75Il47uZvHDvwvX1ny/yGlOaNYMPboL4xltcgEQxpfuPEC7FaVUETDYkn9ZjhSglqC0iWTaFmN18bmO1eiGwaKLGOxSHzsyjl84uq5os0IBGcZSPSvvw3ZLBKRkPB2FwgEMcb1yq6mG7x9tD3mr5uP80YNnfJ9v8OwlRGsuxDTyP9Lyku9e4iis8g1a8irugCVbhOPw2Bf4+jYygzQOWspcjiIZ9+LRU/bqlpZXn8xR7uP80bL7qKnLxg5+gpj6brJhgdf4Ts/f5W192/jOz9/lQ0PvpJWRGgkBLUEpUsm0bJw1EDS9bPtREcLaaLNCAT9GEj0LxLSkmxITHQFAkFfxvVk90BjJ6GIzoyJ+VFp8hz+C1b/ScLzrinIUUMnoq3siRxhiWce6jCFiSUJZtTqHG8BfzA/+Ss0UU8VwfrZOA/sQPGfKXr651XOweeoZuvBJ4iMgO+wYOQZSHhKIBgI0XYEgqEj7EcgEAyVcT3Z3X2oDVWRqK8YvjiVpfsknsN/ITrxQnoddXnIXTIhI8KfgjvwKm7mWCdh5GHVeEadDkjsaxx+/opF14wLMRUF764/g1ncQU6WZFZOXEZHuJNnjv+1qGkLSgMhPCUYKqLtCARDR9iPQCAYKuN2smsYJjvfa2HO5AqG634paWEq9vwK0+omNHXFsLYXp8MwDf4U3EHA6OXyiqVo4fycN1vmNPF5dfYcNYs9bxwyhtVB1/TF2JqP4Dq0s+jpT/ZMZG7FLP509FlOBU4XPX3ByCKEpwRDRbQdgWDoCPsRCARDZdz2E/uOttPeHeZDy6YOb6JnmpS//QhqoJnQklsI5Xl3q2GaPBV8ncPRJlZVLMEaljDJ38x07kSdF/cpHGmGC0bBmbsAPRPn4mg/hWf3XwjXTEXz+oqa/qUTL6HRf5L/3PcbvrzkLqyKpajpC0aOvsJTSBKYphAREmSFEC0TCIaOsB+BQDBUxu3K7gtvNeF2WJhc4x7WfdxHn8N5+k2ic6+mR63IU+5iBI0wWwMv8XbkKMvKFlJvlGOa+e3Yp/l0XDaTHfvzetvCIkm0z1uOoVqoeOVxpEjv4HHyiNPi4Mopl3Ei0MRjB/67qGkLRp648JSvwilEhAQ5IUTLBIKhI+xHIBAMhXE52e3wh3nzQCtL5vowhiFu4Gzcjnf//xKtv4BAxdyM6sshI8IZvYtj0WaORE/TGG2hSWunQ/fTa0Qw+ywtm6ZJm97N9t63+Y/uP3Fca+byiqXMkHzoev4VBmUZ5k3WaGyFY82jZ+AwrA7a51+KEmin8qVHQCuuYNR071Qurl3MtlM7eOb480VNWyAQCAQCgUAgEAzOuNzG/MQrxzAMuHB21ZDv4WzcTsW+36H5zqNn+mXo0XN+uiEjwsHoSY5rLZzUztBtDCx3LCFhlyyokkrIiBA9e5DJDMdElrjmIodNNLNwUvpzJ2q8e0Llj69GuPUDMFr0HsIVdbTPv5TKvX+lcvtv6Vh+E6bFVrT0l9dfTFekm98f/CMW2cqlk5YXLW2BQCAQCAQCgUAwMONusnu82c9zb5xk+fl12C1K7v66hob33a24G7ej+eYRmHUV0ahO1NQ4HG3i3chxjkRPo2Pgku1MsPtYqJZjk6xYUZEB3TTQMNAkjagZixs2o0RNDZtkpVxxU6OUo2qgh/Q8euimx6LA0plRnn/bys4D0DCnwAnmkd6aKXTMu4SK916m+tn/oH3Fzf8/e3ceJ0ddJ/7/VVVdfU333EcSyMEltxiOIAYlRAgKsi7Hb+Gnu4q7XySyirLgcqmruFwKIvxcFtRdEfSrohBPVnFBBAOYcCgk4UxC7sxM5p7p6aOO3x893eme7urpc3q6+/18PPJ4pOvqT/X05+qqer8xA+2z8t6KonDmotMxLZOfvLGGocgw5x58FqrSkDdMCCGEEEIIMac01GR3fDLGfb/cSMCv855j5hU80XUPvEnraz9HH99N9JDTGOk+hrcmdvBGbAdvRXcTwyCg+nhn8DAW6t0ELA+GEYN87w5OXFE1AdOkvDGdc1vcbXLQgM1Tr0Bns8LB5c+eVDGh+Ydi+gJ0bPgjnY99m/Gj3sfEO04GVav4e7tUjQ8edAZP7XyGx7b9gc3Db3Px4eexIFBDH6AQQgghhBB1qGEmu71DIb7zwAv0DU3yj+ccSd536loG3r4NNO18Fu/AG4w0tfHm0aeziXHe6l9DFAOv4uaIwGIWuXtotvyYRgyiYDC7z5GWQlFg5XEmP59Q+fmzCu8/Dt55ECWnZZotkdZ59J5wDm2bX6D5lcdp2vw8Ewcfz+SS47B8lQ0zrSkapy98Lwua5vHHXc9w87o7OaHnOE6ZfxKHtR6MNguTbiGEEEIIIUS6up3sxgyLobEwuwdCvPzWPp7ZsBe3rvHxDx5Be9Cz/6qubYMVQzWjEAtjRwaxQv2Ew71ExncRnuxlSLPZ6/Ox59CFDBCByEa8ipvDmxazyNNDK00YsRh21MasoQnudLoLznxXhKc3eXjsJZW/bIVjFsGCDgj6ockztye/pi/AvmNOwzu0m+COV2ne8AeaN/yBWEs30c5FGC1dGIF2LI8//k/3gaZBmW47Prz9MBY1H8hf+zfwUv8Gnu/9C026nyPaDuOAwHwWBObR6mkh6A7gd/nRVRfKXP5AhRBCCCGEqGE1PdlVc0RSuvH+9ezaNwGA7lI56Yhuzjx5MdGIgY2dvLIbfPYu/jM4ypCuYaVOPBQgCASbUIBWPUin3spRng46XS0EbS+mYWCZNhYmqlr7z2kqqorfq3HmUoOtvSob3tZ44uX9n8m7Dlb4wIlz/zxjnQsZ7FyIFhrFN7ATz8BufNteRjWi2bdvP4ChM/5PzmMqgJbHpDigN7F8wcmcPP8Edo7vYvPwNraObuOFvr9m3T6oN3H1SZ+m298547HLLVf9aYT3L4d6OAeQ86iV98vXXC1XIeQc5oZKnkM+x66HzzAfjXKe0Djn2ijnWQsU2y44RFPNiERNYoaJOUN6IQ0T27awbBNsC8uysGwLCxPLsqY921u3H1dOqqKgagpaPVyJVDVQlPhV1al/qlrp333in5uqxG97VlQVVVFQUNA1vcLvLYQQQgghROOp68muEEIIIYQQQojGNPfvSRVCCCGEEEIIIQokk10hhBBCCCGEEHVHJrtCCCGEEEIIIeqOTHaFEEIIIYQQQtQdmewKIYQQQgghhKg7MtkVQgghhBBCCFF3ZLIrhBBCCCGEEKLuyGRXCCGEEEIIIUTdcVW7AKUYGBjHsuy8t29r8zM0FKpgiWqbfD7OqvnZdHUFK3LcQutPOdXDd60ezgHq/zwqVX+gunXIST38PeUc5obEOVSrD6qHzzAfjXKe0DjnmnqeleyDRH5mZbJ72223MTQ0xK233pq2fM2aNdxxxx10dHQAsGLFCq688sqKlcPl0ip27Hogn48z+WzKqx4+z3o4B5DzqDf18DnIOcwN1T6Har//bGmU84TGOddGOc9aUfHJ7rPPPsuaNWtYsWJFxroNGzZw7bXX8qEPfajSxRBCCCGEEEII0UAq+szu8PAwd955J6tXr866/pVXXmHNmjWce+65XH311YyMjFSyOEIIIYQQQgghGkRFJ7tf+tKXuPLKK2lubs66vquri8svv5xf/vKXzJ8/nxtvvLGSxRFCCCGEEEII0SAU27YrEl3jpz/9KW+99RbXXXcdjzzyCOvWrct4ZjfVyMgIZ555JuvWratEcYQQQgghhBBCNJCKPbP76KOP0t/fz4c//GFGRkYIhULcfPPNXH/99QCMjY3x8MMPc8kllwBg2zaaVtgD3YVGwuzqCtLfP1bQezQS+XycVfOzqcdozPXwXauHc4D6P49Gi8ZcD39POYe5IXEO1eqD6uEzzEejnCc0zrmmnqdEY66+ik12v/e97yX/n7iym5joAvj9fr773e+ydOlSjjvuOH7wgx9w5plnVqo4QgghhBBCCCEayKzn2b3hhhtYuXIl73//+/nmN7/Jl7/8ZcLhMEuWLOFrX/vabBdHCCEKYtkW20Z3YHi7ceGrdnGEEEIIIYSDWZnsnn/++Zx//vkA3HTTTcnlJ554ImvWrJmNIjQcTVMxANOy0VQFF2CaVrWLJURNs2yL+16+nw0Dr6GpGh89/EJOnn9CtYsl6oy030JUhtQtIRrPrF/ZFZWnaSpDoRg337+OvqFJutt8XH/JMtr8ujTqQpTgf7f9kQ0Dr3HG4vexeWQrP3ljDUd1HE7QHah20USdkPZbiMqQuiVEY6po6iFRHQYkG3OAvqFJbr5/HUZ1iyVETQsbYR7b/iRHdxzOsR1HcfY7VhI1Y/x++5PVLpqoI9J+C1EZUreEaEwy2a1DpmUnG/OEvqFJzDkWNVSIWvLMnvVMGpOcPP94LNums6mdQ1qXsG7vi1i2XBUQ5SHttxCVIXVLiMYkk906pKkK3W3pgXO623xoqlKlEglR+57b8zyLmw+k1dOaXHZY6yGMRcfZPPJ29Qom6oq030JUhtQtIRqTTHbrkAu4/pJlyUY98VyKPKAtRHH2TPSya3wPx3QeiWntv4p7UPMiXKqLl/r+WsXSiXoi7bcQlSF1S4jGJHW8DpmmRZtf55bLl0vEQSHK4MXev6KgcFDzorTluqazoGkerw9trlLJRL2R9luIypC6JURjkiu7dco0LRTTwmXbKKYljbkQJdgw8CpLWhaiq3rGugMC89k70cd4dKIKJRP1SNpvISpD6pYQjUcmu0IIkcNIZJTtY7s4tPUgLDszkMmBgQUAbBndOttFE0IIIYQQOchkVwghctg08DoAC4MHZF3f4+/CpWhyK7MQQgghxBwjk10hhMjhjeHNBPQmWt0tWddrqkanv5PtoztnuWRCCCGEECIXmewKIUQObw1v5aCWRZg5cul2+zrZOb5H8u0KIYQQQswhMtkVQggH+4a3MxgeYnHfHlxDexy36/Z3EjWj7JvcN4ulE0IIIYQQuchkVwghsrDNGJue/jYAB/fupOOPD6KND2bdttvXBcD2sV2zVj4hhBBCCJGbTHaFECKL6Eu/Zosxgk9xob3rQ2DbtLz0P1m3bfe1oikq28fkuV0hhBBCiLlCJrs1TNNUbE3FUBRsTUXT5M8pRDnY0RDRDY+xtTnAkuACYm4vYwuPwrN3C66RvoztNUWjzdvG7vG9VSitqBfSpgtROKk3QohcXNUugCiOpqkMhWLcfP86+oYm6W7zcf0ly2jz65IkXYgSxV57mlEzwj7FZKm3E4CJA95BcNsrNG1+npHjz87Yp93bxp6JzImwEPmQNl2Iwkm9EULMRH7+qlEGJBt3gL6hSW6+fx1GdYslRF2IvbmW7d0LAJjnaQXA0r2EOw7As+t1sO2MfTq8bQxHRgib4Vktq6gP0qYLUTipN0KImchkt0aZlp1s3BP6hiYxrcxBuBAif+bgTqyB7exq78SlaLS5/Ml1k52L0MLjuIcyA1F1eNsB2CtXd0URpE0XonBSb4QQM5HJbo3SVIXuNl/asu42H5qqVKlEQtQHY+sLgMJ2xWCBrwM75Va4cMeB2IqCZ/cbGft1+NoA2D0hz+2KwkmbLkThpN4IIWYik90a5QKuv2RZspFPPKciD2ELURpj+1+gazE7IoMc4OvAtvdPdm3dTSzQgbtvW8Z+ze4gmqKyd6J3Nosr6oS06UIUTuqNEGIm0h7UKNO0aPPr3HL5ckzLRlMVXFPLhRDFsULDWP1bGTj2NKKTr9LtbsnYJtLaQ2DXa5hGNG25qqi0eFroDe2breKKOiJtuhCFk3ojhJiJXNmdYwoJoW+aFopp4bJtFNOSxl2IEpm7NgGww+cFoFNvztgm0tqDYpmovTsy1rV6mumXya4oUqJN90zdghmxbEmlIsQUp/GRjIWEELnIld05RELoC1Fd5u7XUDx+tlkhfJqHgOLGtNPjekZaugBQet+Gg+enrWv1tLB9bBeWbaEqMkERhZN+QIhMUi+EEMWS0dgcIiH0haguY89raD2HsH2yn4X+LkzLzNjG1j0YviBq/86Mda2eFgzLYCQ6OhvFFXVI+gEhMkm9EEIUSya7c4iE0BeieqzxAezRPoyOA9kTGWKBtx3IXveiwQ7UfZnpITtligAAIABJREFUh1o98Wd8+0L9lSyqqGPSDwiRSeqFEKJYMtmdQySEvhDVY+55HYDdPj8WNl3uzOd1E6LBTtTQGFp4PG15YrLbK5NdUSTpB4TIJPVCCFEsmezOIRJCX4jqSTyvu0uNAdDmanLcNtrcAYA+nJ5TN6A3oSkaeydksiuKI/2AEJmkXgghiiXtxBwiIfSFqB5jz2u4eg5l5+QAAZcPLy4sMp/ZBYg1tQLgGumDeYcmlyuKQpunhf5JmeyK4kg/IEQmqRdCiGJV/MrubbfdxrXXXpuxfPfu3Xz0ox/lAx/4AJ/61KeYmJiodFFqQqVC6BeS0kiIRmOFhrFH+1A7FrEzPMB8bzuW5Vz3bN2D5fHjGunNWNfiaaE/NFDJ4oo6kKtNllQqQmRyqhcyvhFC5FLRFuHZZ59lzZo1Wdd95Stf4SMf+Qi//e1vOeaYY7jnnnsqWZSGlgjZf909a/nkLY9z3T1rGQrFpEMQYorZtwUAq7mLvZFh5nnbcApOldwn2IprNDOnbqunhcHwUNZIzkKAtMlClIvUJSHETCrWGgwPD3PnnXeyevXqjHWxWIz169dz1llnAXD++efz29/+tlJFaXgSsl+I3Ky+LaBo7HWrmFh05ghOldwn2IY2OgB2+qS41duCaVsMR0cqVVxR46RNFqI8pC4JIWZSsWd2v/SlL3HllVeyZ8+ejHVDQ0MEAgFcrvjbd3V10dubeTvgTDo6AgXv09UVLHifWtc3FMoash9Fyfg8GvHzyVe9fTbF1J9ymkuf5+7hbbi7FjKoxB+nWNDcSkBx59zHDLThMWO0uaLYwbbk8oV0w3YIu8bp6lpc0XKXy1z6W5Rits+j2DpUSJtcjHr4e8o5zA2VPId86s9M71/pujRbaqmspWqUc22U86wFFZns/vSnP2X+/PmccsopPPLIIxnrbdtGUdLDxU9/nY+BgXGsAnKsdXUF6e8fK/h9ap6m0t3mS+sQutt8YNtpn0fDfj55qOZnU6kGs9D6U05z6btm2xbhXW/iPugE3hjcg0fVcYVVxs1wzv1apia4oV07iMzzJJdr0fj/3+rdwQGuRZUreJnMpb9FKZzOo5IDjqLrUJ5tcjHq4e8p5zA3JM6hWn1QXp9hBevSbKmH70q+GuVcU89TJr3VV5HbmB999FHWrl3Lhz/8Ye6++26eeOIJbr755uT69vZ2xsbGMM34M239/f10d3dXoigCCdkvRC7W8B6IhVFb57MzkghONfPzttbUZFcf6Utb3qT70RSNfZODFSmvqH3SJgtRHlKXhBAzqUh78L3vfS/5/0ceeYR169Zx/fXXJ5fpus6JJ57Io48+yrnnnsvPf/5z3ve+91WiKAIJ2S9ELtZUcCo70Mnu4UHe1XYotj3z1Trb7cV0ezMiMiuKQrM7wIBMdoUDaZOFKA+pS0KImcxquLobbriBxx9/HIB/+7d/46GHHuLss8/m+eef53Of+9xsFqUm6W4NW9Omwutr6G4t730llYUQ2Zl9W8DtY0DXiFgGXfrMwakSYv7sEZmb3UGZ7IqcEm2yR40/whOx7JxpUyS9ihDZFTK+KWUcJYSoTRW/0+P888/n/PPPB+Cmm25KLj/ggAN48MEHK/32dUN3a+wbi3LLVNTB7jYf112yjM6gm1hUUpwIUSyzbwuuzkXsDsdz47bpTXnvG2tqxb13czwic0rcgaA7yOaRt8tdVFFnEmlTbk5p16+/ZBltfj1twJ7vdkIIZzKOEqIxyU/DNSJqkmygIR5t8Jb71yHtsxDFs40o1uAO1PYD2RMZQgFaNH/e+xtNLahmDC08mra8xdPMpDFJeIYgV6Kx5Zs2RdKrCFE6GUcJ0ZhkslsjTMvKGl7ftORXfSGKZe7bBraF1tLDnsgQ7e5m1AKC6xq+eJRF1/hw2vJmd3z5YHiobGUV9ce0bId23S5qOyGEMxlHCdGYZLJbIzRVTUYbTOhu86Gp8icUoliJ4FQEu9kTGaLH25ZXJOaE/ZPdgbTliclu/+RAxj6pwlGDnX3jGHIrakPSVMWhXVeK2k4I4UzGUUI0JqnhNcKtwXXTwutfd8kyJLaCEMUz+zajBNoxXDr90VG6PPkHpwIwPU3Yioo2lj6pbfHEJ7v7HCa7Y6Eo//2bV/nnO5/iS/+9jivueppf/mkrVh5RoEX9yDdtiqRXEaJ0Mo4SojFJX1kjYlGTzqCbWy4/FdOy0FQVt4YEVRCiBGb/Flydi9kbHsLCpk0vMPm7qmJ4A2jj6bcrezUvuurKmmt3cDTM1/7vSwyMhnnvcQvoavXy2rZhfv6nrewdDHHpuUehKHLFrhHkmzZF0qsIUToZRwnRmGSyW0NiUROFqT+aaRKT9lmIolmTo9hj+1APPZndkfhktc3lhwIvrhq+IK5pk914rt1mBqY9szsZMbj9x39hNBTl0nOPpqVJx7bh4HnNdDR7eOqvezh4QTNnnLiwpHMTtcM0rZR23capWc93OyGEMxlHCdF45DbmOcDtdaXlfXN7S/8NQnIyOtM0BbwxTE8EvLH46wLWi/qQeF5XbY4Hp9IUlaDqLfg4hi+INjEcTz+UYnquXdu2eeB3r9M3NMnHPnA4zX49uYuiKJx8ZA+HHdjCT554i76hUPEnJmpeavutujXQNMyp/sF2qck2Xdr52pWrn5E+qDDZ6oFTPl2pM9WR+E73TwzM+J2W778oN7myW2Vur4v+kUhG3reuFg/RcHGJJSQnozNNUxhhiNufvJf+0CBd/nauXr6aFq0N07Qd17fa+aejEbXB7N8CiooS7GDP8Et0e1rBLrx+mL4gqhFFi4YwPftz9LZ4guwa3INt2yiKwguv9/PnTb2c/e7FtAU80+fGKIrCmScu5Nu/2sSap7dy2d8cXeopihqU2n63Bb187JwjuevHLyXb8isuWsqvnt7Mx885iljM4qZp7Xxrqzz3Pdfl6oeAnH2USJdtvHPDJ5bhcql85TvPZYyr9o1EZGw0y2YadxW7rRD5kp+0qiwSs7PmfYvEiq/UkpPRmalHuX1tvBEF6A8NcvvaezH1aM71o+HxqpVZVIbZtwW1bQG24mJ3MhJz4QOe/RGZ029ZbnYHiZpRQkaISMzkx0+8yYHdTRx3SEfGRDch4NM58fAu/ryplx198p1rRKnt9wUrD0tOdCHelt/9k5d4/0mL6R0MJSe6iXU337+OkYlIFUsv8pGrH5qpjxLpso13bvreOvoGQ1nHVTI2mn2FfKfl+y8qQSa7VVaJvG+Sk9GZaVvJRjShPzSINXVFz2l9zJLusJ7YtoXZtwVX50ImjTAjRohOd2GRmBMMf3yyqzmkHxqMDPG7ddsZHI1w9rsXz1gPlx3Zje5S+f36HUWVR9S21PY76NeztuVBv47X7cq6LmbIFaq5Llc/NFMfJdI5jXe8blfGMufxloyNKqmQ77R8/0UlyGS3yiqR901yMjrTFJUuf3vasi5/O6qi5lyvq3LHfz2xR/ogGkJtXUBvdBiAVr24W9UNbwAbMtIPNU9NnneN9vHYuh2885AO2oMzPxPsdbs4akkbf97Uy/hkrKgyidqV2n6PhWJZ2/KxUIxw1Mi6TndJtz7X5eqHZuqjRDqn8U44amQscx5vydiokgr5Tsv3X1SCfHuqzKMrWfO+efTiG1/JyehMi7m5evnqZGOaeB5Ei7lzrm/2BqpWZlF+Zt9mAJRgN3sjIwA0q0U+l61qmN6mjPRDzVO5dp97cyuhiMGpx87HyvMKwtJDu4iZFn96ZU9xZRI1K7X9fviJN/nsxUvT2vIrLlrK4+u30dPu54Ys7XxLk6eKpRf5yNUPzdRHiXTZxjs3fGIZ3e3+rOMqGRvNvkK+0/L9F5Wg2LbT02Nz38DAeN6DR4CuriD9/WMVLFFx3F4XkZidzPvm0ZWig1MlaJqKAQXlZJyrn0+5aZqCqUexbCv+S3rMnRb4INv69vZA1T6brq4Cc7/mqdD6U07V/q6F//QgsTf/hO+D/8Iv9v6ZPw5t4p8XfxDLzD8PRSDgZXw8DEDnXx5DRWHgjP+Tts19L99PuG8eh9qncs4piwv6vH/w+zdQgK/+n5Pz3qcY1f5blIvTeVSq/kDl6lBq++3WVSwz/n9VVUCxwd4fXXJ6O9/e3lTzf896+E7OdA65+qGZ+qjZkjiHavVB+X4Pso13VE0hapKRT7eYsVGl1cP3fSaJ7zQqYJHzOz1Xvv+lSP2bVrIPEvmRH7TmADOW2tDamLHUidf+htmlqqgaRGPWjI205GR0Zpo2mHrytgZzWmLVmdaL2mf2vYWrczHYNr2REbo8LdglTFoMXxD/vp0Zy3WriQltgmXv6C54UnTU4jb+94Wd7Owf58AuubOgkWi6ihGzARvTZOoHUJPUhjzxX2nna1Oufkb6oMKomjJVIWxAQdUkn+5ck/hOJyaBub7T8v0X5SaT3SrLlSYIyFj32YuX8sBvXmVoLCwh84Uogh2LYA3sQD9mZXyyGx1mvr8Tu4QAGKY3gBqdRDWjWFr8divbtpkc86D7x+hu8VJoNT18YSuPv7iT5zb1cuFpMtltFJVIRydEvdLdGvvGohn1pTPoJhZNn+FKWkYhGpM8s1tludIEZVt3149f4oKVh0nIfCGKZPZvBdtCbZ1PzDIYiI3Trpd2m5Ex9Uy3OjGaXLa3P8rkmAfckxRz0bjJp7NkXjN/3tRLDT9tIgpUiXR0QtSrqEnW+hLNciVX0jIK0ZhksltludIEOa0LTl31lZD5QhTO7H0LiAen6ouOYmPTqjeVdsypya4rNJxc9srr46gxPxYmk9ZEUcc97MAWBkbC7NpX3P6i9lQiHZ0Q9aqQ+iJpGYVoTDLZrbJcaYKc1o2FYmnbCSHyZ/a+hdrSAy5PMu1Qi8s3w165Gd74ZFkbj+cHNAybTZtDzG9pAWDMGCnquIceEN//xTf6SyqfqB2VSEcnRL0qpL5IWkYhGpP0nlWWK01QtnWfvXgpDz/xpoTMF6IItm1j9W3G1bUE2zLpjYygAM1qaZNdy+3DVlW0ifjkefP2ScIRi8U9rQCMGsO5dncU8Oks6GySyW4DqUQ6OiHqlVsja31xa5nbSlpGIRqT1PEqM02LNr/OLZcvzxoKP3VdIhrzVR89fs6EzBeiltijfdjhMdT2AwHojQ7T5g4msiEUT1EwvIHkZPf1rRP4vCoHtAdZvxtGYkNQ5Hz60AOaeeqvexgai9AWlByq9S4aNuhq8XDL5aeWNR2dEPUoFjXpDLrT6ksizdB0M423hBD1Sa7slkDTVGxNxVAUbE1F0/L7OKfvB6CYFi7bRjGttIbXNK3kOkwTK2pm3a5RaJoC3himJwLeWPy1EHlKPq/b0gPA3ugI3Z5WLKv0vBSmpwktNIJh2Ly1bZJDFvlQ0PCoXkZixV3ZBTh4fjMAm94eLLmMojry7SsS24UiJmDjURUU05SJbo2S/mruSR1TNeo4qlFI/RMJcmW3SMWGsJfQ98XTNIURhrj9yXvpDw3S5W/n6uWradHaai7huKgOs28z6D4UfwumYdAfHeXg4IKyHNvwBXDv28nWnZNEYzYLF8QDyTVpgZImu12tPpq8Ll7eMsDyY+eXpaxi9uTb5kvfUF8s25L+ahYUknpINA4ZL4pUcmW3SMWGsJfQ98Uz9Si3r403XAD9oUFuX3svph6tcslErTB738LVtRjbshmIjWPYJq2u0iIxJ489lWt369YRPG6Fjrb4Q2N+VxOjsdEZ9namKApL5gXZ9PYQlqQgqjn5tvnSN9SX0fC49FezoJDUQ6JxyHhRpMr7yu4LL7zA4OBgWr7HVatWVaRQtSBXCPtcH2qx+wkwbSvZcCX0hwaxbEt+tREzsmNhrMEd6MeeCbZNbyQRidlfluMncu0O7Rpg8QHdyYmpX2ti9+QOUGywi7uNasm8Zja+PcSOvnEW95SWE1jMrnzbfOkb6kvMikl/NQtypR6SetO4ZLwoUuXVFtxwww089dRTLFmyJLlMUZSGnuwmQtinNrLJEPY5bpEodj8BmqLS5W9Pa8C6/O2oijRdYmZm3xawbdSWeQD0RuPpgFo0P5Qhh2ki164vOkLPvAOTy/1aAAuLSXMCnxoo6tiL58UnuBu2DMhkt8bk2+ZL31BfdFWX/moWJFIPZdYbFUy5vNuoZLwoUuX1V3/22Wf5/e9/z4MPPpj898ADD1S6bHNasSHsJfR98bSYm6uXr6bL3w6QfAZDi7mrXDJRC8w9r4OioDQnglMNE3T5cJfpd95Ert12dZzujv15L/xafPmYWfxzuwGfTnebj1e2SJCqWpNvmy99Q31p9gakv5oFhaQeEo1DxosiVV79aGdnJ16vt9JlqSnFhrCX0PfFM02bFq2NL6+4Kn4riqKixdwSbEDkxdz9KlrHItBcYFn0Rkbo9rZiWuV5KtJy+zBQWdg0iaYryduYm6aeCR6NjdCtH5jrEDkt6Qnywhv9hKMGXrdMgWpFvm2+9A31RVVUWpD+qtIKST0kGoeMF0WqnCOmxx57DIAlS5bw6U9/mrPPPhuXa/8uM93GfNddd/G73/0ORVG48MIL+cQnPpG2/lvf+hYPP/wwzc3x1Bp/93d/x0c/+tGiTqQaTNNCYepDNG3ybVqL3U/EGzBMPXktzkQaLjEz24hg9m3Bc+T7sC0L27bpjQ5znP+Qsr1H1FAYNJuYH5hgb0psA9/Uld3hWGlXZZfMD7LutT7e2DnCOw/uKOlYYnbl2+ZL31BfpL+aHbGomVJvTGJScQRS/8R+OSe7Dz74YNrrH/3oR8n/z/TM7rp163juuef45S9/iWEYnH322Zx22mkcfPDByW02bNjAN77xDZYuXVps+WuS7taImiR/hfS6VcJRC9OycOsalmVjmNaMv+xrmooBchVAiBmYvZvBMlDbFwIwakwStmK0uYt7hjabnQPQbQVYoIyzN2W5pmj4NB+jJaQfAjiwK4BLU3hl84BMdutIWn+gqegulZhhgh2/O0B3KVgmGNbMfYIQjcjtdRGJ2ckxlUdXsC07bZxV7NVeGWcJUfvymuy+/PLLvPOd70xb98wzz+Q88LJly3jggQdwuVz09vZimiZ+f3rU0w0bNnDfffexa9cuTjrpJK655ho8Hk8x51EznHLCPfXiDjZtHeJj5xzJXT9+acY8i5KTUYj8mXteA0VFaenGJv68LkBLmdIOAWzvA90KcEhsJwqk/Ybs1wKMxEZKOr5LUzmwK8Crbw+VdBwxd2TrD679+DJcLoV//68/0xb05t0nCNGI3F4X/SORtDr0b5e+m1jMShsfFZN7V8ZZQtSHnJFZNm3axMaNG7nmmmuS/9+4cSN//etf+fKXvzzjwXVd5+677+acc87hlFNOoaenJ7luYmKCI488ks9//vOsWbOG0dFR7rnnnpJPaK5zygl3xrIlXLDysOSgJrHOKc+i5GQUIn/m7tfiz+uq8d/3ehOTXc1XtvfY3g8xTxN6bBLNTq+Jfq2p5MkuwOKeILsHJhgNSa7AepCtP7j1++twqSp9Q5MF9QlCNKJIzM6oQ32DoYzxUTG5d2WcJUR9yHll90c/+hFr166lr6+PT3/60/t3crk488wz83qDK664gksvvZTVq1fz0EMPcdFFFwHQ1NTEd77zneR2//iP/8j111/PlVdemXfhOzoKvwWxq6u6aTv27JvImhNOUyHo17OuQ1Eyyt03FMp720JU+/OZy+rtsymm/pTTbH2eVizCWN8Wgu9aSaA5HmhveGgCn+amM9CEZRX/gFcgED9eOGrTNxxBXxKAUWhTw0w2dSa3aw23sHNwGy2tHhSKDxN69KGd/PGvu9k1OMkhi8t3K3O9fLdn+zxKrUNO/YE6lY65kD4hVT38PeUc5oZKnkM+9Wem99+zbzyjjnjdruy5d22b+QWcT6XGWdnUw3clX41yro1ynrUg52T3q1/9KgB33nlnQZNQgM2bNxONRjnyyCPx+XysWrWK119/Pbl+9+7dPPPMM1x44YUA2LadFvwqHwMD41hW/g+cd3UF6e8fK+g9yk3TtKw54UwLxkKxrOuw7cxya9lzy2XdNk9z4fOZq6r52VSqwSy0/pTTbH6exvaXwTIwAvMZHg4BsH1sH12eVsbGJrHt4m5HCwS8jI+HAdi6N37bshr0wihYwwOM2/sHci7Ti43N7sF+mtTmos/F71Lx6BrPvbybIw9sKfo4qeql3judRyUHHKXWIaf+IHHIgvqEKfXw95RzmBsS51CtPiifzzBbHQpHjey5dxWlsL9JBcZZ2dTDdyVfjXKuqecpk97qy3kb8/r161m/fj2nnnpq8v+p/3LZuXMnX/jCF4hGo0SjUR5//HFOOOGE5Hqv18vXv/51duzYgW3b/PCHP8z7anEtc8oJ97/r3ubhJ97ksxcvzSvPouRkFCI/xs5XQHOjtMxPLuuNjNDlaSl6ojvdrgFQAG9zvD56JtNvWU6kHxozSruVWVUVFnYHeHWbPLdbD7L1B9d+fBmGZdHd5iuoTxCiEXl0JaMOdbf7M8ZHxeTelXGWEPUhZ5298cYbAZicnGT37t0ceuihuFwu3njjDQ455BB+8YtfOO572mmn8fLLL/O3f/u3aJrGqlWrOOecc7j00ku54oorOPbYY7nxxhv51Kc+RSwW4/jjj89ITVSPsuWE87pVPnTqIXzwPfFozLf+86kzRmOWnIxC5MfY8QqueYcmA0aFzAij5iRtevl+bd01AF0tNpbHg6WoeMLpk1q/Fr/KO2oMM8+9sKT3WtwT4K1dIwyMTtLRXL5njsXsy+gPUqIx33L5qclozLdefqpEYxYii2jYoKvFkzamSkRjLjX3royzhKgPOSe7v/rVrwD43Oc+x9e+9jWOP/54ADZu3Mi9994748E/85nP8JnPfCZtWepzumeddRZnnXVWwYWeK3KFpJ+eXihXQ2vbNonYrZZpo2qQLcHi9GOqGihRs+ScjJqm4FcixEb6CbpUQrYnmXhb0xRMPYppW2iKim55iKmR5GtJ0i3mMmu0H3tkL67DToap3Ld90fhEtE3359o1//ewYM8gHLkIbBSibn/GlV2f5kdBYSRW+hXZRT3xSfqr24Y49ViZ7Na61ByhugrRmBVvd81432BaCrquYkQsQMFUbGxNTXbe0/ugRpLouxTbwFZcaX1XqcdN7fe0mBsgY5n0fXODpqbHv9dUhWgsdUJqkwjNUMjYDBon93Wl6lI5ZauXpmk7LhciIa++cevWrcmJLsDRRx/Ntm3bKlaoWpArJL2qKVnTC3UG4x1m6rqTj+7h4lVHpG372YuX8sBvXmVoLJzXMYvJHbf/PBT8kX76Hr4NY6QfV0sX3RdcQ8jTBcAIQ9z+5L30hwbp8rdz1fLL+NnLv+H53S/T5W/n6uWradHapGERc5Kx8xUA1PaFyaHQ3kh8Itqs+SlHjvn+EYiZ0N0Sr4dRdxPucPozSaqi4tP8jJSYaxegs8WL3+Ni49YhTj12QcnHE3NDIg3RUy/u4L1LD+TW769PSUd0Eo+u3crLb+3jiouW8qunN/Pxc44iFrO4aVof1NraGG1xrr6rlP5I05SMfu/q5avRNZ1bnvz/0pZJ31d9Pr/O3qFwxtioq83L5+98Kq1udLZ4MtIUlWMcVesqVZfKyaletrnbGTIHM5ZL3RSpcj6zm+D1ennkkUcwTRPDMPjRj35Ec3PxQVbqQa6Q9E7phaJm5rr3n7Q4Y9u7fvwSF6w8LO9jlsKvRJINHIAxEm/w/EoEU49y+9p4AwLQHxrkjrX3seKgU5Kvb197L6YuaVDE3GTueAU10IHt3X/Lcl90GE1RCajusrzH7nj1oD04NdnV/ejhUZRp28XTD5U+2VUUhUU9AV7bNjR1V4ioB4k2/oxlS5ITXUikI1rPeSvifcLdP3mJ95+0mN7BUHKim9ju5vvXMTIRqeZpzJpcfVcpsvV7t6+9l76JfRnLpO+rvlDEyjo2ikSsjLqRLU1ROcZRta5SdamcnOplTItkXS51U6TKa7J700038eCDD3Lsscdy3HHHsWbNGm655ZZKl21OMy07e2h7y8a0LId1VsY6p9QSQb+e9zFLodhGsoFLMEb6UWwD07aSDUhCf2iQgNuf9toqU5AfIcrJNqIYuzbhOuCI+L3GU3qjieBU5Zko7h0Cn9vG746/R9TdhCs2iTotpZFfa2I0WnquXYjfyjwyEaV3KFSW44nqS7TxmopjerrE/4N+3TG9SsxojPY4V99VCqd+z+tyZyyTvq/68h0bJZZVYhxV6ypVl8rJqV6atpl1udRNkSqvye6hhx7KmjVreOaZZ1i7di0PPfQQCxeWFmSl1mmqkozQl9Dd5kNTFTRVdVinZqxLpJaYvu1YKJb3MUthKy5cLV1py1wtXdiKC01R6fK3p63r8rczHg2lvVaV0sogRCUYO18BI4Jr3jvSlu+NDNPlaS0pv27a8Yagpy35SDCRqR+DvNH0W5n9WhPjxjhWGZ76Wpzy3K6oD4k23rTI2tYnYuIk+odEepXp2+muxmiPc/VdpXDq98JGNGOZ9H3Vl+/YKLGsEuOoWlepulROTvVSU7Ssy6VuilQ5vw033XQTAKtXr2b16tVce+21XHvttcnXjSxXSHqn9EJuLXPd4+u3ZWz72YuX8vATb+Z9zFKEbA/dF1yTbOiSz2rYHrSYm6uXr042JIlndp/c+mzy9dXLVyeDdwgxlxhbnkfxNEHLvP3LLJOB2Dgd7vI8hhE1YGA0Hok5ucwdTzPknR6R2RWPyBwyS88x2Bpw09zkZuPbMtmtF4k2/n/Xvc21Hz9pWjqik1jzZLxPuOKipTy+fhs97X5uyNIHtTR5qnkasyZX31WKbP3e1ctX093UmbFM+r7q83vUrGMjj0fNqBvZ0hSVYxxV6ypVl8rJqV7qpifrcqmbIpVi57iX74knnmDlypWsWbMm6/rzzjuvYgXLx0wJyacFFEtqAAAgAElEQVQrdzLrYqMxT1/n0RUiMQvTsnFNRVmOxjLTTBQaRTD/84hH4dNUC9PKHo3Zsi3UlGjMideNEvWumonQK5WQvND6U06V/jxtM8b4A5/BvWQp2uGnkYhEtTsyxG1bf87fLngPB2qlTXgDAS+vvR3mR3+Es46PMa81fsuXHp3k2E2/Zvs7VrJn3juT2++L9PL0wONcsPAjLHAvLum9AR59bhtb94xy12ffi6pMf0I4f9X8bpeT03lUqv5A+etQoo3XXAqmYcf7Fk1Bd6mEoyaaoqAo8SjNTtGY29ubav7vme93stLRmFP7OSBjWa73qod6lTiHavVB+X6GPr9OKGIlx0Z+j0o0YmYdn1VqHFWKufBdma1ozKWca7Z6mRqNeS6NS1PPs5J9kMhPznsUVq5cCcBTTz3FWWedxWmnnYbPJ6kuEnKFpE9NJ4FpEktZaaVVQpvURwtsbBQTXLZd0DFLOw+bMdx0dQUZ7h8jNUStadpg6vtvAXCDptjYWGiKgqopeTUqulslpkUwbRNN0dBND7GoPFMhKsPcuRFiYbQFR5D6fe6NxANENWvlacf2JIJTNe3/Lsd071Su3dG0bRO5dsdiw1CGye7iniAbtg6yq3+chd3SmdaDRN8QjcZ/7PSoYBomhmHi0VQMbAzTnkq10jhpUZwk+i5IXMWxyzJon97vmYk2ZGqZ7laJubP3Z4mBd//EAHiVOTHwrnfRSOo33yYaMR3rhtM4KtfFC1E5haQNcqqXTstl3CkS8roh//TTT+e3v/0tX/3qVzn++ONZtWoVp59+OoFAoNLlqzvZUhZdd8kyfvzYa/x5Y29aCqO51tDqbpVhcx9ff+rbyRDvn1/+SVrdnTkbEN2tMmgOcMdT96WlMGp3d0jDIyoitnU9uH0orQuwzf1BNvqiIyhAi+bFNkufGvQOQ8Br4/VY+2NgKQoxtx/PtNuYvZoPBYXhMkRkBljUE29/X902JJPdOpArnR3guG6u9RPVNBspVHL1Z5ZpZ02PImlQKidXvcm3bpTjGLWsWqmHnNIJlaO+yLhTpMrrCe6/+Zu/4Zvf/CZPPvkkq1at4hvf+Abvec97Kl22upQtZdEt96/j/SctTr5OpBuaaywtzNfXfjstxPvX134bSwvn3C+mRbhj7X0ZKYxi2twJay/qh20aGG+/hL7ondjTglDtjY7QpgdRMxIDFad/BDpb0oI9AxDR/binXdlVFXUq/VB5nrMN+t20Bz1s3CrP7daDXOnscq0T+81GCpVc/ZlTehRJg1I55agbjV6/qpV6qJL1RcadIlVeV3bXrVvH2rVreeaZZ+jr6+Pd7343p556aqXLVpecUhYlUg0lXpuWnd8fZxYZDiHeDdvKOXVwCg1v2iYausNeQhTH3L0JoiFcC47cHyJ5Sm9kmC5vS1kiMRumzeAYLO7O/AU66m7CN96bsdzvamI0Vp70QxBPQfTqtiEM08KlSfTJWpYrnV3i/9nWzbV+oppyp1ApT8CaXP0ZtuKYBkVqZ2Xkqjf51o1yHKOWzUa9ycYpnVA56ouMO0WqvL5PH/vYx3jkkUc477zzePzxx7nttts499xzK122uuSUsiiRaijxOvFM1lzicgjx7pohxLtTaHhNafAQiKIijC3Pg+5FaV2QttyybfqiI3SWKcdu/4iNZUNrIPOWqKjbjx4NodmZuXZHyjjZXdwTIBIz2d5b24FwxEzp7JzXif1mI4VKrv7MKT2KpEGpnHLUjUavX9VKPVTJ+iLjTpEqr2/UU089xec+9znWr1/PWWedxac+9Sl++MMfVrpsdSlbyqLrLlnG4+u3JV8n0g3NNarp5fPLP5kW4v3zyz+Janpz7qebHq5afllGCiPdnDth7UV9sC2D2NsvoC86FntaUvmh2Dgx26RVbyrLe/UOxifMrf5sk934e3ii42nL/VoTIWMCq0w3yC2cyrcrKYhqX650drnWif1mI4VKrv7MKT2KpEGpnHLUjUavX9VKPVTJ+iLjTpEqZ+qh6QYHB3nyySf57ne/S39/P+vXr69k2WZU7dRDxZoe9c+tKURNu+pRAPP5fHS3iqWFMWwLl6Kimt68Hvav9ah4knqovCr1eRo7NzL56Nfxve/j0Dwvbd2r4zu5d+fv+ciBK2hXcv9Ak48/vaqx7jWTv18RJjXiM0DTeD+Hv/Ukbx53PoMti5LLt4e28sLws3x8yWU0a+2Uw/2/fY22oIdrPnJ8UfvPlXaxVPWQeihXRNh8o8XWw9+z1PQklU6hkqs/S0SXRQUsajoac62kHipHJOVqRmOeC3W2WqmHKpk2qJrjTkk9NLfk9cPVXXfdxdNPP83evXs5/fTTueaaaxomQFW+gw+XpqKqCtGYWXDuNsu0UUxr1tJHlNKoxRsKNwqgTk18ba+JS9HQbC9RIllDyMf309HQ0TSFmB7B9MS3S+TuNW0Ll6IRsEAxo1nLVkiYetF4jK3rweWJR2GeFjVqbzR++3CLywdl+M70Dtl0NttMn+hCypXd8Ci07F/u1+LLx4zRsk12F3UH+Mtb+4gZJrpLbtGqFYn+I543V8G0LFRNRbHSv1OJ7SJTfZBHVTBNq+HSDGWTrS9Lo6r47QgKmX1dtr4EyKt/sUw7Ppm1leTrxPFiTA3aFWV/yiJRUbpHw4hYxOuNgu5RMUOFTWrqMY2X01jPafn0NF657L/wER//zXThwykll2OaryzcXpWoGsG0TDRVw215iIad3zN13AkQo3YusIjyymuyOzExwbXXXssJJ5yAoqQ/w/DrX/+aD33oQxUpXLUVmgrisxcv5YHfvMrQWJjrLllGZ9CdMeGtdoj7XCHmC5EtDdFVyz/JzzY+yvO7X3YMIZ8t1PxVyy/jZy//JrnfVSf+A/pv78eeGE4Lf1/JMPWi9tmWhbH1BfSFx2R9Jrc3MkyT5sGjuDCIZTlCAe9lw95BiyU92b93Md2HrSh4JtPTDDW54umCRo0hDvAsKakMCYt6gjz/ej+bd49yxKK2shxTVFaiH/jRY69x7nsP4e6fvERb0MvHzjmSu378UrJvuOGSZei6ype/81xDpkTJJWtfduE1oOn0/eTf0ZpaaT/97+n/9bey9nXT+5Lr3vcZYmZsxv4lWz+Ubd/Vy/6B/3njD/w/R39I+qgK8vp1eofC3DItnWNPm5dwqLR2vpY5jfUi/m48ob6S0gwVmoayHGM3t1dlIDaQjLCcGDt2eDtyTniFgDyf2b3++us58cQTMya6AP/1X/9V9kLNFYWmgrjrxy9xwcrDkumEsl3YrXaI+3KFmM+WhuiOtd9mxUGnJF9nCyGfLdT8HWvvS9vvjucfRH/vBRllk7QOIhdz7+vY4TFcB2RGYYZ4jt1ubytmGfLrToQhFIH2gENHrShEdT+eSPqtaV7Vh4rKSJly7QIs7A6gKPCqPLdbMxL9wPtPWszdP4lPbi9YeVhyogvxvuGm+9fROxhq2JQouWTty352G+ZIL8ZIP63vOS850U2un+pPsvUlfRP78upf8t333nUPsuKgU6SPqrDJiJWc6ML+dI6TkcaeADmN9Xx2qOQxYKFpKMsxdouq2VMJRVVJJSRmVnLIs3JENZ2rcoWjnymFUHy7zMZ2pvQSlZY7xHz+nNIQBdz+tNfWtCBBTqHmp+9n+4IZZcsVpl4IY8vzoLlR2g7Mun5vdJhOT2tG4Kpi9E0FVG5tcp44R91N6JPpkZcVRcHvairrZNeja8zvaGLj24MzbyzmhEQ/EPTryf4g9f8JfUOTeN2ujGWz1V/MZU59marHn8dXvQHHvi5bX+J1ufPqXwrZN+D2Sx9VYaZlOYypGvszd6of2GbJY8BcaSizKcfYzbQcUgmVIY2gqH8lT3azXe2tF8WkgkikEIpvl/nxVjvEfblCzDulIRqPhtJeTw8h7xRqfvp+yuRYRtkkrYNwYtsWxtbn0RcelfWJn3EjzIQZoV0PlOX9+qfmsC1ZIjEnRNx+3OHMoCPx9EPlm+xC/Lndt/eOMRmRa361INEPjIViyf4g9f8J3W0+wlEjY1mjpETJxakvs2Lxq0tWeNyxr8vWl4SNaF79SyH7jkdD0kdVmKaqDmOqxv7MneoHilbyGLDQNJTlGLtpqkMqIVXiVIiZNXZrMINCU0F89uKlPPzEm8lnRtxZ6mC1Q9yXK8R8tjREVy3/JE9ufTb5OlsI+Wyh5q9aflnafled+A/Enn44o2yS1kE4MXvfwp4cwbUg+y3MvVPBqVpd5Uk71D8CzX5wu5yvsMVz7U5kzbU7Gi1frl2AxT1BLMvmzZ3lPa6ojEQ/8Pj6bVxx0VK623w8/MSbfPbipWl9ww2XLKOn3d+wKVFyydqXXXgNWksPrpYuhp9ZQ9eHPp21r8vWl3Q3debVv+S77+pl/8CTW5+VPqrCfB6V67Kkc/R5Gnt46zTWm1T8JY8BC01DWY6xm9vKnkrIbUkqITGzglIPZXPeeeexZs2acpWnILOReqgS0ZirGeI+/v7ZI/EV+vlMT0OUiMY8Uwj56aHmE9GYLdtCyzMacyXC1OciqYfKq9yfZ/iZHxJ79Q/4P/gv2GRe9Xpm+HV+svcZLl18Fh6r9Kti//0YtAVh+RGTjtu0D77Nku3reWXZJwh594dkfn1sI5vG/srlh1ydjBJZqphhcffDL/P+Ew/k4pWHFbTvXEh7UQ61lnpofzRmBdsG07Zxu1Qsy8YwrWTfABTUX9TD3zP/lDPZozEnl2lusC0Uyzkac2pfAuTVv+TcNxGNWVUxTaumMwbUSuohr19nMmJhWhaaquLzqDUVnKpSdbbQaMyFKDQNZTlSchUajbmaJPXQ3FLyD8T1/Mwu5A5Hn7bOMLGS25nEcjxGUO0Q94WGmHeSmobIBOKfwMwh5KeHmo+l7GcDUzcwZy1bIWHqRWOI38L8Aq4DjsJW1OxXdiMj6IqGX3FjlhiJ2TBhcBwOOyD3don0Q97IaNpkN5F+aNwcpUXrKKksCbpL5YCuJglSVUMS/QCQ7A+sqcHi9L6h3lKilItTX5ZclvywMvs6x74kj/4ln33bpwa70kdVXjgUS6kjJuGQ1BJwrh/lGANmH//lLgumnpwEFlMv4hPb/amEopJKSOSp5MnuueeeW45y1KR8r/pqqoLXrRGO7v/l0aMrRMO1/XxdITlvPV4VQ9mfk81le4lM/SLn9qrE1DCGZeFSVXTLO2d/rRNzj9W3BXtiENexZ2ad6AL0RofpKlNwqsHx+Nu0BXN31tGpoGueyGja8kT6oTFjpGyTXYBF3UHWvrKH8ckYAV95rhiL6vD49P39habidqlMRoyq3Ak0F+W6MjXj1d6UZU79V2rf5lI0VFXBnGo7LNtCRXK8V4Pb6yISszPGUbpbI2qSXJ7rzrpG4lRP3G4Vnx0C2wRFY1LxE81xVdbp2PmO/8p1HKdty1UWUb9yTnZnmsj+6le/4p/+6Z/KWqBaUUgO3vNOO5j3Hb8wIw9cV4unZie8heRN83hVBmP7kqHqE893tHs7sYGB2D7uWJuer7fD2ykTXpEX4+0XQdFQOxY6/lbcGx1hob8bqwyRGwen5q7N/hkmu7oPm8xcu4kruyOxIQ4s4+NGi3sC/OkVeGPHMMe/o7C82WLu8Ph0+obT84Ze+/GTeHTtVl5+a1/D59mdKVd8rty7yWUXfZE9mpW1/4LMHLz/svxSIkaM//jz/ZLjvUrcXhf9I5Gs+XSz5dntDLobesLrVE9igW7c473sffhryeU9F/wr+HvynvCWI29uocdx2rbN3c6QOVhyWUR9y/kE/xe/+MWc/xpZITl4z1i2JGseuEisditiIXnTDCV7TjZDCRNTw8mJbmLdHWu/TUzNnq9NiOmMt1/ENf8wbDX7b3dRy2AoNk67pzzPzQyMxW8rbZlhsouiEnX78ITTr+x6VC+aopU9IvO8jiZ0l8rGrZKCqJaFo5l5Q2/9/nrOW3GY5Nkld674mXLvJpaNjPc79l/Z+raR8Hhyojt9ezE7IjHbMZ9utuUNPM8FnOuJ1wzROzXRTSzvffhr8Su9eSpH3txCj+O0bUyLlKUsor7lvLK7bNmy5P+Hh4eZnJzEtm1M02T79u0VL9xcNlO+3NR1mopjHrhajaqZK2/a9F9QnHKymbaJaSvZ87VZFhJQXszEHN6NNbIX92HvdryFuS86gg20lSkS88AoNDfZqOrMP1ZF3U3o0ya7iqJUJP2Qpios7AqwaZs8t1vLnPKGaur+/5uWXbN9R6lmyhWfK/duguX2OvZf9tT/U+XKwdvYMX9nT658uvU2viqHwvPs5v/rQCHjv3Idx2lb02F8KXVTpMrru3DXXXexfPlyzjjjDD7wgQ+watUqbr311kqXbU4rJAevaVF3eeAKyZvmlJNNUzRcavbjuGr4sxGzx3j7RQCUjsWO2yTSDgVdPsdtCjEwBu15XiSO6n7c0ya7MJV+qMyTXYBFPQF6B0MMjUXKfmwxO5zyhibuWm70PLu5csXPlHs3QY2GHfuvUnLwisrJlU+33sZX5VB4nt38Ly+UI29uocdx2lZzGF9K3RSp8vo2/OIXv+APf/gDZ511Fo899hi33HILhx56aKXLNqcVkoP3f9e9nTUPnEev3QFLIXnTXHb2nGwu24tuebkqS75e3cqer02IVMbbL6F1LoKpYFDZ9EaGUVBoVkv/TlkWDI1Da1N+jyBE3U24IhNo0wJjNWkBhqMjFBsJ3cminvgs/LXtcnW3VnndmXlDr/34Sax58k3Js0vuXPEz5d5NLGsJdDn2X9n6thZvgH8++RLJ8V5FHl1xzKebbbm7wW8Nc6onYc1PzwX/mra854J/ZVJx7kOnK0fe3EKP47StbnrKUhZR3/LKs3vhhRfys5/9jG9961scc8wxrFixgnPOOYff/OY3Ofe76667+N3vfoeiKFx44YV84hOfSFv/6quvcsMNNzAxMcGJJ57IV77yFVyu/Lvx2cizm0u9RWMu9PMpJOdtIhqzaZvxK7o1Fo1Z8uyWVzk+Tys0zMQPPofnuA+gLjzOcbv/3vUEuyLDfGT+qSUHqBoag+8+BiuONThiEUxO5k5j1D6wlSU7nueVd/8jIXdzcvlb46/xyuiLXHbI53BTnivOEE8F9601Gzju0A4+ee7Ree1TD3lZofby7OZSSjTmevh7znQO5YzGnK3/Su3btKlozIlbnPONxlxPf4e5kme3XqMxz3ae3UQ0ZsU2sUuMxpzP+C/V9HMt5DhO2xZblkqSPLtzS15Xdl0uF9u3b+fggw/m+eefxzAMIpHct8mtW7eO5557jl/+8pc8/PDDPPjgg2zZsiVtm89//vN86Utf4ne/+x22bfPQQw8VfyZlomkqtqZiKAq2pqK7tbTXmrb/IzNNC8W0cNk2immlDUBUTYGULIrx3xQSHSlEY3bWY+Yum0LQFaVZCxF0RdG09CvDbrdKix6mxTVBiydGszv7trpbRfNFsb2TaL4obq8K3hj9EwMoPgPdbyTX6W7nspmmDWEdNeKBsI6mK+CPYXrD4I8R9NvJ90+wpz4PQzUwPRHwxjBjNnbIjRb2YofcaRNdTVPi20xtq7vVtNfTP4Ncn11iP81voniNgo8h5hbj7ZcAULsPyrnd3sgw3d7WskRiHpjqo4O+/AYGyVy7kyNpyxPph0aN8t7KrCgKS+YF2bh1EKvOc6DXoun9izb1L7FMc7vApTEx9UOo36Phsm2iuRK31yHbtvb3dR6DFnck3q/pYdypfZKmoSkWAWU82ec1MQHABE3xwb0eJaaHGdMVxjw6IR38Whi/FkNBiXfTKpieKPjifUxq3+ay3Ji2hTH1TKPH8kFYxzTteH/km+rzfDH0JivZr1i2ldF/zdTXFLp9o7GnTYwTr5Vpt/UrqpK1rtU6pzFgruWqYqEoNqpiJZerKmk5vlXV+bvndGyXRwEVbMUGder1DGVPjDPTjq+nH0fTFceyqFq8vtqKDUpinJ05Fq32RFfMPXldRr3sssv44he/yH/+53/yzW9+k5///OesWLEi5z7Lli3jgQcewOVy0dvbi2ma+P37b5PYtWsX4XCYd73rXQCcf/753H333XzkIx8p/mxKND2d0MlH93DxqiPSQtrnk/ZBd2vsG4tmhMJ/6sUdbNo6xMfOOZK7fvxSQcfMlW4h8UudNxQPJ681tdJ++t/T/+tvZWyragrD5j6+/lR6qp+fbXyU53e/TJe/nctP/hj/9+VfMDw5wueXf5JWd+dUAnFnbq/KQGyAO9bel3bcwMZ1EAkROn5FWuqh1PfIN9T8iQveyYVHn8MdT+1/j3xCzKcep9XXwkfe+WHu+fMDEqa+xhnbXkRt7gZvKzjkzzUsk/7oKEe0OD/TW4jEZLfFb5HPb4URT3xS6wkPQ8vC5PImLf5L72h0mE7X/LKULeGg+UFe3TbEjr5xFvfIL8pzRbZ0dV++9N3EYhY33b+OtqA3a9/gdqt8+dvPFdRf1DJNU4j2bafvp7cm+7K9KX1ZzwX/iq27GXriB7SedDa9v7kne5+XJb3Q6mX/wP+88Qf+38PPwrANbl/3/Yx1Fx59Du3uDmJRC92tMmgOpPU5Vy2/jHZ3PD/29HX/svyTPPbWU2zofY0bTruCCNG8U6KUK51LvXIaV2VLPfRvl74bw7C46XuFjd3mMqcxYMTfjSfUl3eKIb2lB21kL3se/npKXbmBARd8PUtaH2+2Y7d00x+ePt67jE5/B5FQ5ufr9N3u8LezL5J5HL/u56tP3pm2bbu3PT7GzFIXZxqfCpHXT12nn3463//+9/H7/fziF7/gu9/9Ll/96ldn3E/Xde6++27OOeccTjnlFHp6epLr+vr66Ora/5B8V1cXvb29RZxC+UxPGfT+kxZnhLTPJ+1D1CRrKPwzli3hgpWHJQczhRwzV7oFAJ+9P5x863vOS3b607e1tMw0QHes/TYrDjol+fqePz/Ah49YlUwRZGkzpwGKqpFkg5V6XGXp6WgnnJHxnqnvkW+o+RUHnZLxHvmEmE89zoePWJWc6BZyDDG32LEI5q5X0Q882nGiC9AXG8XCptWV//NIuQyMQpPXxqXlN/iM6T4sRcU7Lddu01Rk6KHYQFnKlWrJvPjt0hu2lP/YonjZ0tX1Doa4aWqZU9/QOxAquL+oZX4lQu9Pb3Xsy3of/hrmcC/Nx51O/2/ucdwuW3qhe9c9yIqDTqHfCCUnutPX3bH2PmJavF+Nadn6tfj6bOu+sfbbnHv4GfSHBtmbI71RNuVK51KvnMZV2VIP9Q2GkhPdxLJarzdOY0CfHSooxZAeDdE7NdFNLB8ZH+Drf8r87llaOOuxw3Y4a72IkP2OT6fvdoTs9cu0jYxts48x99dVIXLJ68ruxMQE//Ef/8Gf/vQnNE1j5cqVHHzwwbjdMz8AfsUVV3DppZeyevVqHnroIS666CIALMtCUfbf9mDbdtrrfHR0BAraHnLfO983tH9QARD061lD2qMoOY+zZ9+EY+qIYo8ZG+nPGi5eUy26uoLEhiaS61VvwHFbw85Mq9AfGiSQEuAn9XU8tLs14zMHe8f6HcLCW9iqlvM9+0ODoGb+bfonBtL2C7j9WY+TbV+n4xR7DKi/5y6KqT/lVMrnGXrzDcYtg8Did+BudZ7Ivr5vFwDzgm0ENE/R75cwPBGhswW8Xh0An0+fcZ+Ypwl/dJRAID1Alr+/iXF7hNYc5S9Gayss6Gxi47YhLvmbY/Pap16+27N9HoXUoen9C4DX7Uouc+obvG5XxrKZ+ota/num9nVOfZmqe0En53ZO6YXS+p0s6/pDg1iY9HS1s3c8e79mYWZNUdQfGkxGgXVKV+TU10zv72bafrZU8r3zqT+J93caV2VLPZRar1K3naneVNNM5XIaAyoOqYScUgxlW+5UV0zbynoM03JIA2SZzOtKj4wMzt9t08qeNkhByXvbRF2di+bqd60R5TXZ/cIXvoCqqlx33XXJZ2v//d//nRtvvNFxn82bNxONRjnyyCPx+XysWrWK119/Pbl+3rx59Pfvr0T79u2ju7u7oMKXPUCVFg9hn2gkx0KxtNcwlULItmcInqFl3c+0ij9m0KXiaulKa3hcLV2Y1v/P3puHyVGWe/+fqup9ZnrWnpkkZCcQdhAISwy7wDnBgwHxJyoIKIsI+CKLvhA5qCDKejygR+To4aj4QyWEVZRdIGEJCQaSkAVIwkwySXr2tbeqev/o6Z6tu6d6unqmp3N/rouLTNWzVtdT93PX89T9VWkPdlHu1JLnjVB32rQOLR6tbvBDI+CrojvSm/LveGh3ddTgCZpPS1mupqioRjRjnQFfFRiMrMOjDMnXHelNWU7KvGnKGWsZEqDKXnK9nqENq0Bz0eeooLe9N226j9t2o6Dgimh066PvUMiEaUKwA+ZPN+jri+L1OkcNUAUQcpbg6m6nu3to/T61hGBvM+0Z2j9WZtSW8s7GPWxvaMPnyfyYL4ZAOjAJAlQNsy8AoUgseSydbQhFhq5HjWYvJvvvOdjWpbNlRjQEeixjuoS8UCq741Adac8FfFWoaASDXWje1HZN7VeBT3XO6N9pkpArsmxrhtm7UdOPA4UUoCrdvCohPZRuXA1OO9o8a6KwMmbTzQFNRUt5nCyOpxsrmpK6Tq1fMnJEelXL6t7W1NTjyxymUpApbWKsFhoSoKqwsLSNecOGDdxzzz0cd9xxHH/88dx7772sWrUqY57GxkaWLl1KJBIhEonw0ksvceSRRybPT5s2DbfbzerVq4G4vNEJJ5yQQ1dyZ7hk0Eurto8IaW9F9sGlkTIU/ovvbGPZy1v4zpePyLrMTHILAH3KQDj59pXLCZx1Vcq0qj5SBui6hZfx6tY3k39fecyFPLnx+aREkKqPLtniMtxct/DyEeWa772CvvrFEXUOrsNqqPlXt745og4rIeYHl/Pkxue58pgLJUz9JEdvXIejfl9MM16DqGwAACAASURBVPNukKZwOzUuP6oNPn13H0RiUO7LrrCwuwRXXwfKsIBRJY4yOvKgtQswe4ofwzDZ1CASRIVCKrm6uiofN/cfS2cb6qp9WduLyUyv6abuvO+ntWV1596IVlFH59pXCCy+Mm26VPJCVyy4gFe3vknA4eP6BV9Pee66hZfj1ON21amnsmvx86nOfXfhZTy96UUCvirqM8gbpcIuOZdiJd28KpX0UG2Vj5svzn7uVsikmwP2Kb6sJIaiLh91594wbKxUc8NnR957qu5JWbZH8aQcF25S755Kd2+7ST2+NMUxIm3qOebAWBWETFiSHrrgggv4+c9/TlVV/Cbr7u7msssu449//GPGfPfffz/PPfccmqZx+umnc/XVV3PppZdyzTXXcMghh7Bx40aWLl1Kd3c3Bx10EHfccYelrdEJ8iE9NFwyyKUpRHQzpbxQJoaHwnc7FcJRA90wcTlVDB1ihpFVmZnkFoCh4eQ1VzwCtD4yrdOlYmghYqaBQ1HRTA8RwqCCYio4FIgYMRyKiqp7LH/87/KoRNQwuqGjqRplOFDCfZiKg4jDQ0xJ1KmBohHVo1mHmncabqJqOOsQ84PLcWoODMNEN3XLZcjKrr3kcj2N7hZ6/ngd7s98HnXqgRnT/uSTx6nxVHBy+QFjqmswW3fDY2/Avx4VIeDXLa/s1u7ZzD4717Jm4beIDtpKvalrPRu61nLl3OvQsHdCqxsm9z/+PsceWM9F/zI/Y9rJvhKYoOBXdkktVwckj7mdGrphEtMH7IYeNdJK3KWiGH7PmpoSwu1tcVvncKGaOooRS8qk6LoZt4WqiWqakMbmQb+8EHF7oSigmiY+3QQ0ulXQ0VHV/vf+ZtzBHWzznC6VqBZOyuYNPj/inKoRjsXtWnVpBe1tvVlJohSahEohrezCyHlVQmIolSRRtuNmIrE6ZtPNAbOVGPJ4VDx6L5g6KBohzUc0aqaV9UlVttunEmZgvufGnTI41eC2685IfInNIFn+8Hmjy3Cjp2lLprFYaMjKbmFh6UVXfX095557LmeeeSaapvHSSy9RU1PDbbfdBsS3Oafi6quv5uqrrx5y7KGHHkr+e/78+Tz22GNjbXte0HUDhf4Lo5sY1ha/RxCN6IPK0YnoJP82+vXfEnVYFZXQdZMuXJCcGJsjzhuKimIa8RUv0yTVulf84eBCgXjdmkmZYqKpBrqpgqLi1Q1MRSWsQpkjknzQhVQPUTWM3u+0lhqg6JH4QzDqBt2JhjMeKl4ZCBwQi5ro+qA6AbX/LaBOemOn6ybozuSvEMUA4n8nHp66w0AbZWIwuJyB+h2j1i8UHrHGdQBoVdMz/nJ2R2Ju7Yz/v9yi7FCCsDsejMob6iBaMvCpRqkjbgC7Yh1UOAIp844VTVWYWVfGuq0tY4qHIOSH4fYl8SwaOGYMuqfN+KQvTZ7JxGgvaoejKCpdsbit01DwKQaK6kA1TbxGF6jDnF7TiMvQKCqKpqGaBiX0YJKwS/G6TOLP/8FuhTpsGhS3MYP+jsRtjktzoTsjhJQ+NE/c3iTOaTj78w7YNbVMHWG/0IhLqpipbdbw9GKbhjJ8XpVQ5NKjg3+z4hk3w0k3B/R4FLSIEf9bMfC4FXp6zKFzQlT0/hcL0aiJc9DxaNRMe++lq9OIQf9ufjBhNGW/RPkJJzBRflxqcmAMRRLjL0VbRo63wnR0hcLDkrM7c+ZMZs4cmDAuXrw4bw0qJFJJRRRq+PrBYekzSQ+lkvcZHs4+cNZVtLzyB9SSCqoWfSkZ0c+73wLCp355qGzRURfg/NvDmD3tyTqAjDJJdvVXZBr2TvTGdSgllZje8syRmCMdGJhUOu0JxNXSBW6nids5/IuizIRd8fo9fR10DnJ2S7T48Y5Ym+3OLsS3Mm9p7GB3Wy/1VSW2ly/Yy2SyN9kwmmyelbxtr/8pKTM0XIJoz6O3Ddiuf/sOaA52L7/HVttjh70Rm5UfinXcWKWkRB0hJVR37g2UVtSjtI+UDUonVZTNGMkkyVWoK63C3o2lZcurrrqKb37zm3zuc5/jyiuv5Bvf+AZXXXVV8r9iJZVURKGGrx8clj6T9FCmfIm0wWceoOL4JfgPO3lI6HrliFNGyha9+3uci84dUsdoMkl2IDINeyemYRDbsQHnlP0yOroAuyLx72HLHV5b6m7pguqy4fspRifiijua7r6hkSRLHHFnty3aOiKPHcyuj68cv/9xfsoX7GUy2ZtsyMUeJPIOlhlKlJGQIBpiu576OXpfp+22xw57IzYrPxTruLFKKimh3cvuwhFOLUmUTqoomzGSSZJLEAoRS87u2rVrOe2007j88svZs2cPJ510EmvWrMl32yYc3TDThLovvLewihkbVa5BMUc+/gfnG5xW9ZSOKMf0lqUM/W56y4bUka7MVPWPFd1MHfreGMUBEiY3RvNWCPegBWaPmnZXuB0FBb9qj7Pb2gUVpdmPfUNzEHV48IQ6hhx3qi7cqpv2SH6CSJWXuqn2u3n/4+a8lC/Yy2SyN9mQiz1I5M0oQWThWK62xw57IzYrPxTruLGMDdJD2Y4R3UwtA6SbxbBZXChGLDm7P/vZz3j44YepqKigvr6eO++8k9tvvz3fbZtwNFVJRvNLEA91X3jfv5mKIxkxLyHDMJh4iPqRu9YH5xuc1gh1jyhH6etKRsJLEPBVofR1DakjXZmp6h8rmqKmbEtC41AoTmIN6wAFpXLqqGntjMTcG47/V5FlJOYEiYjMwynRymjP08ouwKwpfrY0dBCJyiSk0JlM9iYbcrEHibzpbJoRDVk6lqvtscPeiM3KD8U6bizTLyU0mMESQ1aPZzNGNEVLeS9ripYmhyBMLJaesqFQiH333Tf594knnoiuF//kKZVURKGGrx8clj6T9FCmfIm0gbOuon3lcjrXvjIkdL353ssjZYuOuoDo68uG1DGaTJIdiEzD3om+cwNa9XRwjH4v7Yq0U+upQDdy31HQ2h/Rxu8b2ypM2FWa2tl1lNIeyY/8EMDsej9R3WBz48i6hcJiMtmbbMjFHiTyDpYZSpSRkCAaYrv+7TtoXr/ttscOeyM2Kz8U67ixSiopobpzbyDmTi1JlE6qKJsxkkmSSxAKEUvSQ1/60pd46KGHuOiii1i+fDmffPIJ3/3ud3niiSfGo41pyYf00HBSSUUUatCDIREvNReYRr9cQ+bol4l8g6MxJyIsh1UPbiM0IhqzYRpow6MxD6oj2+ibY+3veMk0iPSQvYzlepp6lO6Hv4V7/8+izjkmY9qYoXPD5t+zKHAIh3hGXwUejbWfwPPvwXkLw/jc8fFvVXoIYErTeup3b2D1oqvRB739/rDzfTZ2r+Pbc29Exf634tGYwf2Pv8/JR0zj/NP2S5mmGKRqYHJID42GHfamEH/PbO3B4D4k8w6WGRouQWTGMFVH3Haho5gmpmnEozHbZHuytTepfodCkxYajUKTHkrHZJqnpSLXMVtSouKMDEgJRV0+enqMrKWKsmGsMkCF+HzKByI9VFhYevl1xRVX8LWvfY3m5ma++93vsmLFCn70ox/lu20FwWQKXz8kRHyyoallilLlCwTKaE8+hBK3hkFkSNj5Aekfk4SEQyLtUAmFTDJJdiAyDXsXenAr6DGUqmmjps1HJGaHZlLiMRj99eBIQu5SFMAb7qTbU5k8XtIvP9RtdOJXK9PkHjtOh8r02lLe/6SV820vXbCbyWRvsiEXezCQdzjxifVImzd8WmOPXbDD3ojNyg/FOm6s0tNjAIO+Ve+XYko37uyYn4kMkDCZsOTsnnLKKcydO5cVK1ZgGAZz5szh+OOPz3fbhCxJ6s6aBk5Vo9QwUfRIUjQ8TDitvl+ChAj5YLHxwfmchntAZ1fVUBWFiBFFUzRcpht3LDTq28J8rfoO7n+mPlpNJxQWetNmAFR/3aimeSASs8+WuW5LF1SVMiZHFyDsiTu1nr62Yc5u3BnvjLbhd9vv7EJ8K/PL7+2gpaOP6nJ7gnUJQj5I2IZoVyvlTn3U1dkhtiTVyq7DQ68SI2YaqKoKKJhGfEuxqilZrUyNZSVrrLZGbJSQinRzJ49HxaMPnbeFQulXdp0uFUMLETN1HIqGqnuylgxKd4+mO54YP7u6g2jegfGTKj2Q1f0v40UYDUvO7i233ALAhRdeyEUXXcSiRYu46aabuP/++/PaOME6qTT8Ehq4jtLKuD7uil9n1PczjBie3t3sGq6r25/vqKmH8sWDFg/RVrvymAv54/tP0t7XwXULL6N0zT/ofvvJtNptuWguZtv/VH0UrcPJi75rM2rFFEzNParsUFMyErMHU8/9m92WTphaPfb8Sa3d3jYY5NOWanEnuD3ayj7uObk0MS2zp/rhvR28/0krJx8x+qq4IEwEwzV1g4M0dS3bknOux4iGCT59P+5Zh9B33GLuWvlQ8ll/xYILeG7zK3zl0CVEjIhlndCx6IoapjEmWyM2SkhFurmT7q/F0TlSZ1f116N1jtTTjZTW0hpt5q7XBuaDNyy8jApXjWWHN909Wumqok1vHXG8ylNFS3Tk+Kn2VNMaHZr+/55wNVE9avn+l/EiWMFSgKp169Zx66238uKLL7JkyRLuuOMOduzYke+2CVmQSsMvoYGbSh83lb6f3tWeUVf3pNnHjdBW++Xbv+Ps+af366z9Go48DUiv3ZYvDV6rGoaidTg5MQ0DfdcWHLWzR3V0IS47ZFck5kgMuvqgfIzBqQB0h4uow41nmFyDS3XjUBx509oFqCpzU17iYu1HIkEkFC6ZNHWt2hK9t4Pg0/fHJ/cLv5B0dCH+rP/VO7/npNnHsaenmXvesK4TOhZd0c5Q95hsjdgoIRXp5k6uaGqdXVc0tZ5uTAmNmA/eteLXGFoodcUpSHePRrVwyuMRNfX4iagj0+/pac7q/pfxIljBkrNrmiaqqrJixQqOPfZYIB6hWSgc0mn4md6ytPq4I/T9jKF6iMPzlbp8KcspdfkGytQGbqlU2m350uC1qmEoWoeTE6O1AaJ9qBa+14X+SMzeSlsjMefi7AKE3WXxld1BKIpCqaOM9kj+nF1FUZgz1c/G7W0iQSQULKNp6lqxJarTkzymq1pae+VxuLLSCR2LrmjUiI7J1oiNElKRbu6UrZ5uLM29HLNBMzrtODGsH083NtPd/zJeBCtYcnZnzJjBpZdeSmNjIwsWLOC6665j/vz5+W6bkAXpNPyUvq60+rgj9P3UoXqIw/N1R3pTltMd6R0oc1AExFTabfnS4LWqYShah5MTfVf8e13FXz9q2pih0xzppMblt6Xuls74//3e3JaJQ+5SXH0jZYZKHX5aw/lzdgHmTi0nEjPY1JA/mSNByIXRNHWt2BIjGkoe0ww9rb0KxSJZ6YSORVfUqTrHZGvERgmpSDd3ylZP15HmXnbYoBmddpyo1o+nG5vp7n8ZL4IVLN0Nd9xxB2eddRa///3vcTqdHHXUUdx+++35bpuQBak0/BIauKn0cVPp+2llFRl1dV/d+uYIbbUrj7mQJzc+3/8NxmWw+kUgvXZbvjR4rWoYitbh5ERv2oRSWoXiGT268kAk5hJb6m7pAlUxKfXmvrLrjPTi0Iduryp1+OmMdmCQ+yp0OmbUleJ0qPxTtjILBUomTV2rtkTzlRP4/NU4ygPEVjzBDcdfOuRZf8WCC3h165vUltRw3Wet64SORVfU7ykdk60RGyWkIt3cKeJMrbMbcabW03WYnhHzwRsWXoaqe1JXnIJ096hTd6c87jJSjx+XMTJ9bUlNVve/jBfBCpZ0dguV8dDZnUwM1vBz9EdjVvUI5qCoypn0/QKBMjo6evCavSj9WobD8yWiMRumgVag0ZhH0zAci9ah6OzaSzbX0zRNev7wHRxT9sNx4Kmjpl/T+Qn/u/MffH3GaZSZue0YAFi+Elq7Tf5tQWhINOZsdHYBytt3MHfbSj486qt0+gbeuDf2bWNV20oumHUpFVpNzu1Nx+OvfUxbV4Q7v3UciqIkjxfLc7EYdHbtYDL/nknNd4eCqU/uaMyBQBmtrd1j0tUtFD3eyaKzO9mxridsdzRmA4ei5hSNefg9mu54YvwY6KiMjMY8OD2Q1f1fKONlMKKzW1jkPhMUbCVXR7AsZvY7qgo9phtdj2ugeZygYGIaJopq4nQr6L3mkDqjHUHchkq36R2oMzqgqwtgaCao/WouJqAAZnzirEdNuvTRtdvypcFrVcNQtA4nF2bHbsy+TrSq6ZbS2x6JuQuqysYuO5Qg7B6IyDzY2S11lAPQFmmhwps/Z3fO1HKeX9VAU2svU6vtWfUWhFwZLnfXp/jwl3oJt7ehmAZoKj4zjMJIm5haW37QtCYG4MIxTJoEQFFBUUww4/9X1MwSJmPRFR2rrREbtXcweO5V5lDH/OI/GjVxKiqKaWCiEo1mLiN+L7tQiA8bnfSO8WgMT6E5FXQVTCM+V9ScCrpuJsdPXaCKYLArOX7S3utZ3P8yXoTREGe3gMhFlidTXqdbIRhu5p5B0kPXLbyMgK+GaNi0XGeqEO+DpYck3LuQD2K7NgGgVIz+vS7ArnAbNS5/fHUnx7p1A9p7YG597vd02F2KCXj7WoYcT8gPtUWbme3dP+d60jF3avwb5rUfNYuzKxQELpc6RO4uvgXzRiIxN3v+/x+jlVRQdfLXCD7zwJil6lLZrf97wtVEYxHufmNACuX6z16OU3Nxx6v3i4SJkHeyne+lSx/21eLuHSkxlO54urldtm1JJfdT7auiOdySjLw8WGIoEpKAUcLEIV9wFxC5yPJkyhsmlHR0IRH2/deECWVVZ6oQ74OlhyTcu5AP9KbNKJ4y8JZbSr8r0kGtpwLDyD3ycFt3fEXXn2MkZgBT1Yi4SkZEZHaoDnyaj5ZIfr+nLfO5qK308s8t8t2uUBh4zd4hcndx2ZQ7ibXtItYRpOL4JUlHN3E+W6m6VHZrT09z0tFNHLv7jQfZ09MsEibCuJDtfC9deq+ZWmIo3fFU5WfblnRyP2HSSwwJwkQizm4BkYssT6a8MSNNmHjDyKrOdCHeh0gPSbh3wWb0XZtx1M2xtI84GYnZbc0xHo3mRCRmG5xdiK/uuoc5uxAPUtWWR/mhBHOn+vl4Rwc9IevfGgtC3kgjj6I648FyrMoQZSKV3Uonb+JxuEYcE5sm5INs53vZSg8paY+PLD/btqSVHsogMSQIE4k4uwVELrI8mfI61DRh4lU1qzrThXgfIj0k4d4FGzF62jC7gqgWv9fdbXck5s74Z+n+HCMxJwi5y3D1tKEMc9wH5Ifyu11yztRyDBPWb82/Yy0Io5JGHsWIhgAsyxBlIpXdSidvEopFRhwTmybkg2zne9lKD5lpj48sP9u2pJUeyiAxJAgTiTzFC4hcZHky5XXj6f9Gd3DY98tw48mqzlQh3gdLD0m4d8Fu9Kb497pqubXvdZvC8VXTcod9zm55iYmm2uOE9nnK0YwYnmjPkONlDj9RI0LI7EmT0x6mVPnwuR2ylVkoCPoU3xC5u8Q3u47KehzlAdpXLidw1lU5SdWlslu1JTVcP0x66PrPXk5tSY1ImAjjQrbzvXTp+5TUEkPpjqcqP9u2pJP7cZNeYkgQJhKRHiowconGnCmvx6cSJoRuGGiqihsPoV5jSD5NNdCNzBEBB4d41xQNVVWI6rGCCfeeL0R6yF6sXs/QG78jumUl3jP/j6VtzE/teZdX29bz7Vn/ihHLPRLzb5+PO7uLDgyNOJet9BBASXcz+3/0Ch8d+gVaKmYlj+8J72JFy8ucN/1r1LusrWKPlWfe3Mb2XV38/JpFqKoyKZ6LVhDpoTiT7fdMRGNOyN31KT78/kQ05him5gLTQDHGLlWXSppEcypE1RAxw8ChqjgND3rUtE3CZLL9DqkQ6aH8ks3ca3D64XO8bI9nU3amtqQaKy6PSkQNoxs6mqrhMtxDglMV+2+aQKSHCguJxlxgZCPLk+rh1BWL502e0+LnwjEPpQbx0PSKSu8gxyFRZyBQRle/LqDuGCm9kEibCPFuEg9brxLfojJZwr1nkpcQCgu9aTOO2tmWdX+awm3UuivABgdEN+IBqmbW2XdvhDzxiMjenhYY5OyWOeLH26LNeXd2504tZ8O2Nj5p6mTfafZ82ywIw7E6eY5EDCJ4BuUJEevsBVR6KEGPJPIM2MRsJ+appEni6V1oxG1ZJCEllEbCZKLtxkTXL0w8mqagmgZgoigGmhqX9ck0b+xyKOimhqYoaBnezWYrCZlO7ifu2A5IdEUsSHRZRcaAMFbE2Z2kZAoVDww55513NFWLvpSMepkurLxhGinDyReT9EK6kPnF1MdiwQx1Y7Q14px+puU8O8OtzCqdYksk5vbuuM9cUWKfsdYdLqIOD96eoduIPaoXh+KgORKEPKsCzZniR1UV1mwKirMr5IWxyOhZzZOLRF8u/ZlIuzHR9Qv2k+19nE6mC18dkchIG1Vs90yx9UcYX+Sb3UlKplDxw8/5Dzt5hLxDqrDynaHulOHki0l6IV3I/GLqY7Gg79oCgFo5xVL6Xj1Me6zX9kjM5TZFYk7Q5/Hj6RmqtasoCn5HOc2hPbbWlQq3S2NmXSmrNweZxF+xCAXMWGT0rObJRaJvrEy03Zjo+gX7yfY+TifT5TV7U6Yvtnum2PojjC/i7E5SMoWKH37OqnxD1IimDBtfTNIL6ULmF1Mfi4XYrk2gOlDKai2lTwSnqnKW2lJ/S/9nRWUee++NkMePp6d1RETmMmcFzeEg+Y7IDLDvtAqC7X00taaeKAlCLoxFRs9qnlwk+sbKRNuNia5fsJ+s7+MMEkOpKLZ7ptj6I4wv4uxOUjKFih9+zqp8g1N1pgwbX0zSC+lC5hdTH4sFfddmtMBMTEWxlH5nv7Nboflsqd/uSMwJQh4/qhHDE+0ecrzcUUFIDxFK86beThLbl9/bHBwlpSBkz1hk9KzmyUWib6xMtN2Y6PoF+8n6Ps4gMZSKYrtniq0/wvgid8kkJVOo+OHnOte+MkLeIVVYeb+nNGU4+WKSXkgXMr+Y+lgMmNEwRnA7jsAsy8Gpdobb8GouvDZNeps7oarUllhXQ+jzxB1NX+/Qrcx+ZwUArdH8O6BlPidTq328u0mcXcF+xiKjZzVPLhJ9Y2Wi7cZE1y/YT7b3cTqZrj4l9cvdYrtniq0/wvgi0kOTmEwRKYefC6se3EYoY/TKQKCM1v5ozHZILxQq6ULmZ0Kkh+xltOsZ27GBvmfvxLvoQii39s3ufdufQVE1zqr+DGaOW5sMA+57Ag6fY3DIzDTfUI1BeghAi0U4bN2T7Ji7iMZpRyaPh/UQf939OCfWnsqhZQvG3HarvLVhF6+tbeJ/fnA6ZjR/W0DHC5EeilModm4sMnpWpVhykegbK9naDbt/h7HYrVwR6aH8kq30UCqZrlTBqQaXX2jzuVx+00LsTzpEeqiwyGs05gceeIDnnnsOgBNPPJEbb7xxxPlly5bh98dlN770pS/x1a9+NZ9NKioyhYofec4gYiGsfLpw8sXE3tDHyY7etAkUBcVfZ+nXMU2TpnA7R1Tum7OjC9DeE1/RLbcxEnOCdBGZ3ZoHj+YlGN4N42Ab5+1TwWtrm3jzgyaOnR8YPYMgZEG2UiaD8wQCZbQHu9LmGUvZuTLRdmOi6xfsx+r9nmCwTFeczPap2O6ZYuuPMH7kzdlduXIlb7zxBsuXL0dRFL75zW/ywgsv8LnPfS6ZZt26ddx7770cccQR+WpGwZBJH2ysb6kzrt5qLrpViJm6rXpkTpeKoYWImToORUPVPUQzvFm00n9BGI6+azNa1T6YqgMsOK+t0W7CRpRqlz1eYr4iMSfo85bj7W4ecdzvqKA5nP+IzADVfg/Vfjcr3t8pzq4wKvlaTR1SruYC0yDaEaTMMfpKl1W7kqgDh0K3ahIzDDRFw6m7LdmvXOsXhGxIrOBi6mBxBTebsZlN+nT3+FiPB3tawKPIWBHGlbw5u4FAgO9///u4XPE3r3PnzmXnzp1D0qxbt44HH3yQHTt2cPTRR/O9730Ptzt/391MFJn0wYAxaQam0mirO/dGWl//M7GedqJnXsQ97/7eVj0yp0ulXW/mrtd+nSz3hoWXUeGqyThhEH00IRtMPYa++2Nc84615OjCQHCqSodNkZj7nV27IzEn6PVWUBvcgmYY6OpA6AS/o5ytvVswMVDGIaTCftMreGvDbjp6IpSXyLdPQmrypW07uFytpIKqk79G8JkHLNVh1a4k6uhc/zrdR5zIPSsH7Nd1Cy+nylU9JodX7JqQD8aip5vN2Mwmfbp7vNJVRZvemvNxGSvCeJG32dS8efM4/PDDAdi2bRvPPfccJ554YvJ8T08PBxxwADfccAPLly+ns7OTX/7yl/lqzoSSSR9srJqBqfLtXnYn/sNOxrno3KSjO7y+XDC0EHet+PWQcu9a8WsMLTTm/gvCcIzgVtAjaFX7WM7TlIzE7LWlDc2d4PeZOLT8GOI+bwWqaeDrb3cCv7MC3dTp0tvzUu9w5s+oxDRhzabxWU0WJif50rYdXG7F8UuSjq6VOqzalUQdHHla0tFNpL9nxYNEtbH1QeyakA+y1dPNdmxmkz7dPR7VwrYcl7EijBd5/WYXYMuWLVx++eXceOONzJo1K3m8pKSEhx56KPn3JZdcwk033cS1115ruezq6uxXcSbiQ/FgT0tKfTBU0FQjpXaaphoZ2xrtCKbMp3pKMR1a2vpG63+m83u6ginL1c3Mbc3U/8n04f5kaqsVxjJ+7CTd9WzbvI1ewD99NqrT2mpjc7CTarcff4kHw0itO5gNzV1h6irB7XFmTOf1Zj6fDoMa2A6VkVbMwLTk8XpHLbRDn6ODGeXWnf2xUlHho67Kx6pNQb50xgF5ry/fjPcYnegxlA67r0M6ezOancqm3HR68OnqsGpXEnUYmppapxOdusBQSRMrwp2DpwAAIABJREFUWKm/GGxGPvtgZfwUwzW0QqKf0baetHq6qa5FtmMzm/Tp7nEdPavjRprjk20OmC3F3LfJRl6d3dWrV3PNNddw0003sXjx4iHndu7cycqVK/niF78IxAPMOBzZNWfSRGP2KAR8VUMGe8BXBQbohoqjPDDk4eMoD6Aban/AgtSUOVLnM0LdKJqatr5M/R/t+ji8qcvVFDXzdc3Q/8kSaVGiMdtLpuvZ+9Fa1MqpdPUZmD3WNGe3dQWp81TS2dmTc9siMWjugDl1RsZoy2ONxgzQZ3rRVQ1Hyw66y+cljztMLwoK29q2U2fOHlPZ2XLI3BpeWvUpmz4OUuX3jJ6hQJFozHHy8axKZ29Gs1PZlJvQg7dch0W7kqhD1Y2U6VW0sV2vUeovhkjCEo15fBjcz3KnlnIcmErq+zTbsZlV+jT3uIaW1XE1zfHJNAfMFonGXFjkbRtzU1MT3/72t7n77rtHOLoAHo+Hu+66i4aGBkzT5JFHHhkSvKqYyKQPNlbNwFT56s69kc61rxB9fRnXHXWB7Xpkqu7hhoWXDSn3hoWXoeqZJ8iijyZYxTRi6Lu24Kibi2lY+44uasQIRjoJuMttaUMiOFVlaX6+1wVAUQh5K/B1D33DrikaFc5KmkI78lf3MA7dtwYTeFe2MgtpyJe27eBy21cuJ3DWVZbrsGpXEnWw+kWuO36o/bpu4eU49bH1QeyakA+y1dPNdmxmkz7dPe7U3bYcl7EijBd509m97bbbWLZsGTNmzEge+/KXv8zLL7/MNddcwyGHHMLf//537r//fqLRKJ/5zGf44Q9/mAxoZYVJs7JLZn2wfEZj1k3dVi3ZgWjMBg5FzToa82TQR0uFrOzaS7rrqe/+iN4nb8O78KtQaW0b7/a+IPduf4Zzpi5kqpb7tfrnJ/DCe/ClRWG8zvT3di4ruwDTG9ZQ1dHA6uO+hakoA/W3r2JHaDuXzb52XIJUVVT4+Pmja/B5HPzg60fnvb58ISu7cfL1rBrPaMyaYk131KpdyXc05lT1F8OqpKzsjg/D+zkWPd18R2Mefo+P9TgqYDDp5oDZIiu7hUXetjEvXbqUpUuXjjh+/vnnJ/99xhlncMYZZ+SrCQVHWczsf3gpDN6cOVbNQE1TUE0DMFGU+IOwK9ZfTv9ni2r/T2yXHll8YuBCIV6FPorOWwLRRxOsEGvaBIBSXm/5DmkItQBQ5SwdTXbQEnvawe008blM8vMqME6vt4JAy8d4Il30uf3J41Wuarb2bqEj1kqFoyZ/DRjE/BmV/GPtToLtfQQq7AnyJRQXo9kpKxPoIWlUBygqih7BxEEPJeiRAUfRiu6oVbuSbHusvx39x6M5PjDErgm5kHBqo209lDsHnFpdNzEUFcU0MFHRR3mhlu0cMpv06e7xsR5POIEyVoTxJO8BqoT8yDZkG55eECYDetNG1Iop4HCDxUBTjaEWfJqbEsWJnpjN5kCwAwJ+yKunC/T5KgAo7QkOcXYrndUA7Ak3jZ+zOzPu7K5ct4uzPzs+3woLxYMVG5cqTeCsq2h55Q/oPe22SBkJwmQh3RxOLa3D2b3HdpkvQdibyf8eOSEvsg3ZhqcXhELHNPRB3+taj6jcEGpmmrfGlijMhhl3dmvKre6vGDt9nnJMFEq6dg05Xurw41ScNIXH77vd8hIXs+rLeP39nRh5dvKF4sOKjUuVJvjMA1Qcv8Q2KSNBmCykm8N59N68yHwJwt6MOLvjgGLG0oSSz2EVytTThqcXhMmI0bwdoiG06hmjJ+4nasTYGW5jircKO8IPtHdDVM9zcKp+TFWjz1tBSedQZ1dRFCpd1TT1jZ+zC3DInGpaO8Ns3N42emJBGIQVG5cujeopTZleEIqaNHO49HM7GRuCMFbE2R0HTMWRjHyXIB5KPodd5IqWpkwtTQZBKGz0po3xf5TXW86zM9yGgUnAaU8k5j0d8f9XlIzPS6MeXxXezl0o5lDnutJZTXMoiD6OE5x5+5TjcWm8tnbnuNUpFAdWbFy6NEaoO2V6QShq0szh0s/tZGwIwlgRZ3ccyIdsQ7bh6QWh0Int3IhaXo/itD4uEsGpKl0ltrQh2A6qAn7v+Hz33lNShaZH8YXahxyvdFVjYtIS3T0u7QBwaCoHzqpkzeYg3TlEmRb2PqzYuFRpAmddRfvK5bZJGQnCZCHdHC6k+fIi8yUIezPyqmgc0HWTXneA2q/ebptsQyRigK+O+q/92HJ4ekEoVEw9it60EdfcBZb1dWFQcCrsCU61pwOqykwUJb+RmBP0+OLBqMo6m+jxViWPVznjgal2hLZT65qW/4b0c8icatZsbubtDbs49cjp41avMLmxYuNGpOmPxlxz9rW2ShkJwmQg7RwuZBC1eb4oCHs7srKbBZqmYmoqMUXB1FQ0zfrl03WTrpiLTt1Hr+nGp4Txa72UOSJomjJ6AWnKNEwVw1QwTHVcHoaaplDmiOTcdkEYjL77I4hF0ALZRQK2MzgVxGWHasrzHog5SdhdSkxzUdo5dOuwW/NQ7qzg095t49OQfuoqfdRXeXnlvZ22fAMtjE4udmWyMdgOdkVddEUc8X/HBrQ4yxwRoh3BjPZF7JAwGpNhXCXmcKjakDnckHESG12P1uVSKXeGKHf0UO4M4XIVXl8FYSKRlV2LaJpKW2+Unzz8Dnva+qit9HLTRQuo9DnRdesrUXbJEOVDzqgQ6xT2DvSGD0DRstLXjfQHp/ps2TRbHLOeEHSHoGocglMlURR6Sqoo6WwacarGVce23o/QzRjaOH6vdcS8AM+9/SkbtrVy0Ozqcat3b8QuuzLR2GEbrJYhdkgYjckwruy6j0WGUhBGR17/WCQGyQcnwJ62Pn7y8DtZb5y0S4YoH3JGhVinsHcQa1yHVjcnvrXRItv7ghiY1HsqbWnDrv4gxFWl4xvRvMdXhbunFYceGXI84K5HN3X2RMY3KvMBMysp9Tr52zsN41rv3ohddmWiscM2WC1D7JAwGpNhXNl1H4sMpSCMjji7FtENM/ngTLCnrQ/dyO5Nsl0yRHmRMyrAOoXix+jtwGj5FEf9PDCtv4n+uG83ClDjKLWlHU2toCjjIzs0mB5fNQpQ1j00GFXAVYuKytbej8a1PQ5N5Yh5Nazf2kpjsHtc697bsMuuTDR22AarZYgdEkZjMowr2+5jkaEUhFERZ9cimqpQW+kdcqy20oumZvetkF0yRHmRMyrAOoXiR29cB4Cahb4uwMe9u5niqcJp2vMY29kKNWUmmjq+E6KekmpMFPztQ1dSHaqTgLuOj7o3j/v3s4fvW4NDU3l+lazu5hO77MpEY4dtsFqG2CFhNCbDuLLtPhYZSkEYFXF2LeIAbrpoQfIBmvgGJFvzapcMUT7kjAqxTqH4iTV8gOIpg5Kq0RP3o5sG2/r2MLOkHt3IfUXHNOPbmOsqxy84VQJDc9Lrq6SsbaRjWe+ZRkeknQ69ZVzb5HU7OGROFW+t30VHt2wPzRd22ZWJxg7bYLUMsUPCaEyGcWXXfSwylIIwOoU09gsaXTeo9Dm548qF6IaJpio4+o9nV449MkT5kDMqxDqF4sbUY8Q+XYtr1uGQRUTlxlALETPGVI91BzkTrV0QjkLAPzEBPbpKA9QFt6DpEXTNlTw+1TOd9ztWs6V7A0dXnDCubTpq/1rWftTMX9/azvmn7Teude8t2GVXJho7bMPgMjTVQDfUlGWIHRJGYzKMK6v3+2iIDKUgjI6s7GaBrhsouoHDNFF0Y8wPzmzDyue7HKdLRfNG2NMVRPNGcA4KWz9c4gGwpU5BANCbNkK0D61+Xlb5PumLf98acJXZ0o6m1vj/K8sm5junrtJaFNOgvGvXkOMezUutu54NnevGfStzZZmbg+dU88p7O2hu7xs9gzAm7LIrE41d9iibunooAaCEHksSRJqmgCeK7g6DJyqSRUVMsYwrK0QiBh1RD+2xEjqinlEd3cScz/T0jZjzCUIxIiu7ezlOl0q73sxdr/2aYG8rAV8VNyy8jApXDYZuisSDkFdiW1eDw41SMSWr7cMf9+6m2lWG29TQbYix2dAMHhf4vca4b2MG6CmpwVQU/O2f0lox9Nvl6d5ZvNv+JjvD25nmmTWu7Vp4cD0btrXy5IqtfGPxgeNat7B3ka0Uy1jSd9DG3a/+Kmnrrl94BeVapdgzYdyZKAmtTHO+qKwGC0WKvM7ZyzG0EHetiD/0AIK9rdy14tcYWkgkHoS8YpoGse3v4Zx2ACbWV1h00+Dj3l3MKpmCrtsTgbWhGaZVm+O+eprA0Bz0+Kopa/t0xLmp3hl4NC9r2t8e93aV+VwcMS/AynW72CGRmYU8kq29yTa97oxw94pfDbF1d6/4FbozkjK9IOSTiZpfZZrzCUKxIs7uXk7M1JMPvQTB3lZipiESD0JeMYJbMXvb0absn1VUqO19QXqNCDN9gdETW6CrFzp6oL5iYt9qd5UG8HYFccaGTnY0RWOObx7bej5hT2TnuLfr2APrcDk0HvvHJ+Net7D3kK29yTa9bhopbZ2RhdyZINjFRM2vMs35BKFYEWd3L8ehaAR8Q4P8BHxVOBRVJB6EvBL96G1Qtawlhz7saURFod5Zbks7Gprj/6+tmFhdws6yOhRMKjpGru7OKdkfj+blteYXx31y7nU7OPbAOtZ+1Mx7W4KjZxCEMZCtvck2vaaoKW2dqsg0SBh/Jmp+lWnOJwjFitzdezmq7uGGhZclH36J7zdU3SMSD0LeMA2d2Mdv4Zx+MKaanR7g+u5GZpbU4rBpx3FDM7gc4PdN7JvtnpJqYpqLiuaPR5xzqk4OKjucpr4dvNvxxri37aj5tdRWePnD85vpC8vODsF+srU32abXoi6uX3jFEFt3/cIr0KKulOkFIZ9M1Pwq05xPEIoVWaLby4lGDCpcNfz45O+imwaaoqLqnmSgApF4EPJB39b3Mfs6cUw/JKstzMFIJzvCrZxReRSGkbtzapqwbTfsU2OOv8DucBSVDv8Uylu2gmnAsDft072zaInu4e2WFcQMnQUVn8WhOselaZqqcPrR03nkhc0sf/0TviJSRILNZCvFkq0Eka6blGuV3HrSdRimgaqoaFFRFBAmBrukh7Jl8JwvZho4hs35BKEYEWdX6H/IuQgEyggGu9AZeOjpukkXLiDx9lsmBkLudH/wDxS3D6Vyn6yCQv2zaxsAMz0BsGFS0NoFnb1w+JzCMPQd/ilUt22nvGs3Hf4pQ84pisJh/qNRFZXVbW+xruOfBNz1OBUniqJgmDpO1UWtq579yg6k1OG3tW1Ta0o4Yl4NL73byIID6th3mj3byAUhQcLeBAJltAe7GM3eZGufdN0E3Znc0qaLPRMmkGzvd7tIzPkUQIchcz5BKEZkG7MgCOOKGemjZ9PbOGcdkZWja5omqzs/ZqavFo9pz6Nra1yul/rKwtia2+mvx1QUKltHbmUGUBWVw/xHc1Lgc8womUGMMF16Gx2xVnqNbnaHd7Ki9RX+d/t/8U7b67Z/37vo0Kn4S1z8+qn19IaitpYtCIIgCIJgN7KyKwjCuBL96E3MWATHPgdn9R57e6iZpnA7Z005BsOwJ5jU1l1QVWZS4jIwCmCRx9CcdJXWUt78McxcCEpqSaZKZ4BKZ/xbL7U/TeLFQZ/Zy8auD3i79Q1aIkFOrz0bTcnuu+h0uF0anz9+Fn98cTMP/20T3zr7IJQ0bRQEQRAEQZhoZGVXEIRxwzRNoutexFU3C3NYRMjRWNm+CZfiYJbXHsmhUCQenGpmgIJwdBO0l0/D09tGSW+zpfSGaWKYJibxTXAexcfh/mM4rOIoPurexD+a/2arfvDUmhIWHTaVdzfu4bW14y+FJAiCIAiCYBVxdgVBGDf0HRsw2ndSetCieBAmi3TEenm382OOqNwXJWbPqu5HTaAbMKO2MLYwJ2ir2AdDUQns2ZhTOXN8+3FA2SGs73yfjT3v29S6OAvm1zJ7ip9HXtjMR40dtpYtCIIgCIJgF+LsCoIwbkTWvYDiKcM1dV5W+V5pXYdhmhzmn23bKuWmRijzmlSWTKy+7nB0h5tO/xSqdn+Y1QuBVOxfejC17npeC75IV8w+p1RRFM46biZ+n4v7H3+f5vY+28oWBEEQBEGwC3F2BUEYF/S2HeifrsU171iULL7WbYl08XrbRo6o3Be3Yc/3oaFIXHJo3lRs3eJrF62VM3BGeqns2JFTOYqicHj5AgzT5OXmv9raV6/bwZIT5hCNGfx82fuivysIgiAIQsGRV2f3gQceYPHixSxevJg777xzxPkPP/yQc845hzPOOIObb76ZWEwmS4JQrERWPwlOF44Zh1vOY5omy/e8gwIsqJiHaVN04fXb49/pziqwLcwJOvxT0DUnNbvX51xWiaOUQ/xH8GnPNjb3rLOhdQNU+z3828JZNDX3cP/j7xO1aYu5IAiCIAiCHeTN2V25ciVvvPEGy5cv54knnmD9+vW88MILQ9LccMMN3HLLLfz973/HNE3+/Oc/56s5BYWmKZQ5Ivi1XsocETRNopkKxY3e2kDsk3dwH3AiRhaRgd/t/IQPuj/llLojcNqgqwtgmvDPrVBfaVLuK0xn11Q1WipnUrFnM65IT87lzfTNpdoV4PXmlwnp9m45nlXv51+PncnG7e386sn16IZoNgpi5wRhNBJjJNoRlDEiCHkkb85uIBDg+9//Pi6XC6fTydy5c9m5cyBy544dOwiFQhx+eHyV55xzzuFvf/tbvppTMGiagi8cZM8jN7Pjv65kzyM34wsH5SEnFDWRd5eD09u/qmvNaW0INfOnXSuYU1LPfE+9bVtwG4LQ2gUHzigMuaF0BAP7opgG9U25B5dSFIXDyo8ipPfxTvtrNrRuKAfOquJzR+3De1ua+Z+/bsQo5Asr5B2xc4KQmcFjpOGBK2SMCEIeyZuzO2/evKQju23bNp577jlOPPHE5Pk9e/YQCAxIiAQCAXbv3p2v5hQMPiXMnmU/I9YRBCDWEWTPsp/hU8IT3DJByA+xxnXEtq3Bc9DJGFgz5B2xXv678SVKHV7+te5odN2+Fdg3N4LPDftURW0rMx+E3WV0lE8lsHMtig39L3dWMrd0f9a2r2FP2H7JoCPmBTjhsCmsXLeLh57ZQEyXFd69FbFzgpAZGSOCMH448l3Bli1buPzyy7nxxhuZNWtW8rhhGCjKwMTXNM0hf1uhuro06/YEAmVZ57GTaEcw+XBLEOsIoqnGhLcNJv76FDLFdm3GMn6yxYxFaXzsERyV9VQcPDQwVUWFL2We9kgPv/rwefqMKJfOP5NSUwO39a3PmfikSefTYJSTD1Pw+XJ//Hm9ThtalZ6OaQdQseElZnRuoWX6ETmXd6T3KHaGPuX1the4eP/LUZX4+850v0W2nHn8HHxeN397axuqpnLD147C6Ri/OIjjPUbHYwyNhYl+Vtlh5ya6D3YgfciMlfFTDNcwFYU+F8wnxd6/BHtLPycDeXV2V69ezTXXXMNNN93E4sWLh5yrr68nGBwY6M3NzdTW1mZVfktLd1bb5QKBMoLBrqzqsJsyh4qjPDDkIecoD6AbKu0T3LZCuD6FykRem3w9MLMdP2MhvPoJoq1N+E7+Bh3tA9+eVlT4aG/vHZG+M9bLA5/+jbZYD+dPPwm6YnRjzwqsbsBf34ZSD0yv6qOvL7e+e71O+vryuzrc56ykpqSa6k1v0ODfF0PL3bk+qPRwVrWvZGXDSg72fybtbzFWDp1diR6L8cK7jdz665V8e8nBOB32vKzIRLoxms8Jx3iMoWwphOd4rnauEPqQK8XUh4myQcVwDdNRyHPBfFLMv+lgBvdTnN6JJ2+v3Juamvj2t7/N3XffPcLRBZg2bRput5vVq1cD8OSTT3LCCSfkqzkFQ6/ppvbc7+Eoj2/hdpQHqD33e/Sa7glumSDYi777IyJrnsI55ygoG/1FVkd0wNH9yoyT8ZtOrH7fa4W3NkKwAxYdpKMoheWgpEVRaJx6KM5ID9N2rLGlyGnemdR56lnZ8g96Y7kHv0rFEfMCnHnMDD74uIV7/7SW7jy/FBAKC7FzgpAZGSOCMH7kbWX3N7/5DeFwmJ/+9KfJY1/+8pd5+eWXueaaazjkkEO4++67Wbp0Kd3d3Rx00EFceOGF+WpOwaDrJr3uALVfvR3FjGEqDnpNN7pNkWYFoRAwwz30vfRfKKVVuA46FWOUCL3NkU5+2fB3uvUw508/iTLDYasm7KZGWPkhHDDdpK4iQgFK66alp6SGtorp1H+6il11BxF157Z1VlEUDik7kpeDz/Fm26ucW3OeTS0dyqFzqnFpKs++tZ3bf7+a/3PeodRV2rNdWihsxM4JQmYGjxFNNdANVcaIIOSJvDm7S5cuZenSpSOOn3/++cl/z58/n8ceeyxfTShYdN2kCxfg6j8iDzeheDD1GH0v/Rdmbzu+Uy8bNeLxzlAr/9XwPDEMvjLjZEp0DXPYmDBN6O6DmA66CU4NyrygjrI3xTRh7VZ46Z8wrdpkwbzJ5egm2DHlYMo7drLv5uf58OAlkGV8g+GUOcvZr+wANnS+z9FdR+Mnu09IrDJ/ZiVlPifL39jK7b9bzWX/diAHz67OS11CYSF2ThAykxgjgUBZ/9ZlGSOCkA/yHqBKEIS9B9M0Cb32W/TGdXiP+/8wPeVk8i639e3hwYYXcKoOvjbjVFxRg4TBb+mEdduhsRmCnRAdFpBYAcp8UFUGNf74f5Wl4HHF0+5phw+2Q1MrzKozWXRQBJicEYIj7lIa9jmcmQ2rmbpjNTv3OSrnMueVHERD7zae+fQJzq2/ELfmsaGlI5kWKOWrp+3Hkyu2ct+f1rL4+Fl84bOzUVWR2BAEQRAEIb+IsysIgi2YRozQP/6H2JaVeI74V5TAHMwM25f/2bmNR5pex+/0cd4+J6BFY4SjsLERPtgWd1IVBaZUmRww3aTcZ6KpJqpiEtUVekIK3X0KbT0KDUHQjZHOU3mJyUmHGswKRG3dFj0RtFTNxt+9h322rqTXV0171eycynOoDj5TcSwrWl7h+eCTLK47Lxmd2W4qy9x89bT9eOW9HTyzchsfbm/jojP3Z1qgMKMZC4IgCIKQmksvvZT7778fjyc/L8ntRpxdQRByxgh1EXr5QfTGdXFHd5/D0jq6umnweMPbPLnzXWb6allcdzSNO2J8sB0274hvVa4qMzluvsGsQAyXc/TVWBPoCal09anEdHBo4PeZlHp0TDPj4vLkQVHYvs+RuMM9zFv/DJsPOouOHB3eGncdC+qO463dK3ij5UUWVX8uawk4qzgdKqcfPZ0ZtaW8uKaRW/9nFf9y7Az+5ZiZeN1iigRBEARhMvDQQw9NdBOyQmYYgiCMGdM0iW1/j/DrD2OGe/Ae+yWU2rlpHd3d4XYeaXqD7aEgB5fuizs4j/9+R6ejF1wOmL+PwZz6GBU+PavPUhWg1GNQ6hlab1E4uYMwNCdb5ixiv62vs//6p2mceSw7px8FOazIzivfn9beNtZ2rCZqRjix+kwcav5Mw/yZlcyoL+P1tTt5ZuV2Xlmzg9MXzODUz+yDzyMmSRAEQRDsYseOHVx//fV0d3czdepUzjvvPP70pz/R29tLMBjk4osv5vzzz6e7u5ubb76ZhoYGvF4vP/rRj5g7dy6vvPIK9957L7quc9ZZZ3HllVdyyimn8PTTT2OaZso8P/7xj3n33XcxDIObbrqJ4447bkKvgcwsBEHIGtOIoX/6AeG1z2Ls/gi1ahq+E76O4SpJ6egGI5280PI+73R8hAMn/uCRrHonAJhMD5gcNc9gWlV08kgCTSC6w8Xm2YuYufM9pm9bSVXLxzTOOCa+rXmMq7IHlh6GU3GwvvN9dvbt4LPVpzDLt2/eVnl9bgdnLJjB4fNqeGvDbpa/9gnPrtzGZ/YLcOxB9cyfUYHLmX9tXkEQBEEoZh5//HHOOecczjvvPB5++GE2bdrE2rVrefbZZ/F4PCxZsoSTTz6Z//3f/2Xx4sWcfvrprF+/nn//93/nN7/5DT/84Q/505/+RHV1NRdffDHnnHNOsuxf/OIXI/L89Kc/ZcOGDTz55JNs2bKFv/71r+LsCoJQ2JiGgdnbhtEZxGhvQt+1Gb1xHWaoC6WkAs8x56LW7ReXFzJNusNRdvR082lvO9v7mtkW3UmX2gqGSmzPDHp3zsFX5ub4AwymB6J4nUbRrcDmG93h4pPpC6j2T2VK0zr2X/8UYXcZbdVz6PZPobekhoirFN3htuQAK4rCfqUHU+mqYV3nezyz6zGqXNXsW3IAUzzTqHIF8Gkltn/TW1fp4+yFs9lzYB8btrfy/sctvLVhNw5NYc7UcuZM9TOl2kd9lY/yEhelXhdet5Y3J1wQBEEQiokFCxZw7bXXsmbNGs4880w8Hg8fffQRgUBc4/n444/nvffe4+233+aNN97gF7/4BQDd3d1s3ryZuXPnUldXB8Dvf//7IWWnylNXV0d3dzdf//rXOf3007nkkkvGsbepmdTO7liieUoE0MzI9UlPsV2bTP0JrX6KyAfPY8bCEIsMOad4/Tin7Idz+kG8ESznmde7ibCd6L6vYzrDQ3wr0wSzz4+3dz71yjSmVWnUzopSUabTG4qXa0J8H/JkZCLbrSi0VE6npWIaNZ07qejYQe2u9dTvXJtMYigqusNNa2A/ts87JUNR8Y7UuqdwUk0dO8PbaezbzjttbyTTeDQvF8y8HK9mv1ZuXbWPumofJxw2lcZgNzuCPWzf3cWL7zYQG6Y7qakKPo8Dp6bidKp87fT9OWROXM5ovMdooT4TCrVd2SB9KAzy2QcrZRfDNbTC3tJP2Hv6Wij9POaYY3jiiSd48cUX+Y//+A+WLFmCwzHg/pmmiaZp6LrOgw8+yNSpUwHYvXs3ra2tQ8ratWsXfr8/+XeqPE6nk2XLlrFixQr+/ve/89hjj7ElFIhZAAAgAElEQVR8+fJx6Gl6FHOyhygVBCEvmHoM09DBNOJbk/UYpqkPkgKM/0M36I90rBI2Y5imQcwwiBk6scSWZpMR2rlCHlEAVUNBA1UBRUUfg2eu9OfRFBVN1XCp7nFdhR/cYk1T0VQFTVVQVAUVBVTQ1PhxQRAEQRCGcuedd7L//vtz9tln89RTT/HAAw/Q19fHs88+C8AXv/hF/vjHP/KLX/yCiooKvvOd7/Dyyy/z3//93/z2t79l8eLFPProo1RWVvKVr3yFn/zkJ1x22WU8/fTT3H333SPy/OAHP+C+++7jwQcfJBwOc8opp/D666+jaRP3aZI4u4IgCIIgCIIgCEVGQ0MD119/PZFIhNLSUpYsWcLvfvc7PB4PHR0dXHHFFZx99tm0tbVx00030djYiNvt5qc//Sn77rsv//jHP5IBqpYsWcI3vvGNZICqSCSSMs+PfvQj3n77bVwuF1//+tf5whe+MKHXQJxdQRAEQRAEQRCEIuftt9/mkUce4T//8z8nuinjhr3RRgRBEARBEARBEAShAJCVXUEQBEEQBEEQBKHokJVdQRAEQRAEQRAEoegQZ1cQBEEQBEEQBEEoOsTZFQRBEARBEARBEIoOcXYFQRAEQRAEQRCEokOcXUEQBEEQBEEQBCEjf/7zn3nmmWcmuhlZ4ZjoBuRCS0s3hmE9mHRlpY+2tt48tmhyI9cnPRN5bQKBsryUm+34sZNiuNeKoQ9Q/P3I1/iBiR1D6SiG31P6UBgk+jBRNqgYrqEV9pZ+wt7T18H9zKcNmgjWrFnDggULJroZWTGpnd1scTi0iW5CQSPXJz1ybeylGK5nMfQBpB/FRjFcB+lDYTDRfZjo+seLvaWfsPf0NV/9NAyTjp4w0ZiB06FSXuJGVZWcy921axfXX389vb29qKrK0qVLUVWVO+64g1AoRGVlJT/84Q9paGjg5Zdf5q233iIQCHDAAQdw8803s3PnThwOB9deey0nnHACb775JnfddRcA5eXl3HPPPVRVVXHffffx5ptv0tHRQW1tLffddx81NTU5t3809ipnVxAEQRAEQRAEYTJhGCbbd3Vy22/fZk9bH7WVXpZecgwz6/05O7yPPfYYJ510Et/85jd57bXXWLVqFU8//TS/+tWvmDp1Kq+//jo/+MEPePjhhznllFNYsGABixYt4jvf+Q7HHnssF198MQ0NDZx//vk88cQT/PKXv+TWW2/l0EMP5aGHHmLDhg1Mnz6dTz75hEcffRRVVbnxxht56qmnuOSSS2y6QukRZ1cQBEEQBEEQBKFA6egJJx1dgD1tfdz227e5+zsnUFnmyans4447jquvvpoPP/yQE088kRNPPJFf/vKXfOtb30qm6e7uHpHvrbfe4rbbbgNg+vTpHHbYYaxdu5ZTTz2Vq666itNOO41TTz2VhQsXAvC9732Pv/zlL2zdupV//vOfzJgxI6d2W0WcXUEQBEEQBEEQhAIlGjOSjm6CPW19RGNGzmUfeeSRPPvss7z66qv89a9/5S9/+Qv77LMPTz75JAC6rtPc3Dwin2maI/7WdZ2LLrqIk08+mVdeeYW77rqL999/n0WLFnHddddx0UUXccYZZ6Cq6oj8+UKiMQuCIAiCIAiCIBQoTodKbaV3yLHaSi9OR+6u3J133slTTz3FkiVLuOWWW9i4cSMdHR28++67ACxbtozrr78eAE3T0HUdgGOPPZbHHnsMgIaGBtasWcPhhx/OeeedR09PDxdddBEXXXQRGzZsYNWqVSxYsIDzzz+fWbNm8eqrrybLyTcTurL7l7/8hT/84Q/JvxsbGzn77LO55ZZbJrBVgiAIgiAIgiAIhUF5iZullxwz4pvd8hJ3zmVfcMEFXHfddTz++ONomsZdd91FeXk5t99+O+FwmNLSUn72s58BcPzxx3PvvfdSVlbGzTffzC233MLjjz8OwG233UZtbS3f/e53+f73v4/D4cDn83Hbbbfh9Xq56qqr+PznPw/AwQcfTGNjY85tt4Jijtca8ihs2bKFb3/72zz66KNUVVVZypOt7EMgUEYw2DXWJhY9cn3SM5HXphilh4rhXiuGPkDx92Nvkx4qht9T+lAYJPowUTaoGK6hFfaWfsLe09fB/bRz/OQrGnOxUzDf7N56661ce+21lh1dQRAEQShGYrrB7tZeptaUoCgykREEQRBAVZWcg1HtjRTEyu7KlSu55557WLZs2UQ3RdgLMEyDzlA3USOKU3Xi95SiKvL5ejEjv7kwmVj28hYefnYDP7jkGBYcVD/RzREEQZhwxI4LY6UgVnYfffRRLr744qzzyTZme9kbro+mKXTQxt0rfkWwt5WAr4rrF15BOZXoemFup5JtzLkx1t98NIplvBR7PybjNuZ3P9wFwKr1TcyuLckqbzH8ntKHwkC2MY8Pe0s/Yex9zZcdzxf52sYsjI0JfyUSiURYtWoVp5xyykQ3RdgL0J2R5MMSINjbyt0rfoXujExwy4R8Ib+5MNno6I7fm8H2vlFSCoIgFD9ix4VcmHBnd9OmTcyaNQufzzfRTRH2AnTTSD4sEwR7WzHM3HXKhMJEfnNhstHaGQKgrSs8wS0RBEGYeMSOC7kw4c5uQ0MD9fXyTZIwPmiKyv9j787jo6ru/oF/7jaZDAkJCUNQ7KIt1ceqFTdU3BDUR1BBlroUVJ7aSl0eF0C0bijuirRu1T59fligLhWhiNYd3HChVisKKvoIdQFCTEjINjN3+/0xmZtZ7p25k9zJLPm8Xy9emsldJ+fMuWfO93xPMJCYBC0YqOG8jxLGvzkVk86whvaQBgBo61TzfDVERPnHdpx6I++lZNy4cVi4cGG+L4P6CUn1YfaomdaHZmzeh6T68nxllCv8m1MxiY3m+hQRnWEtz1dDRJR/bMepNwoiQRVRX9F1EzX+Gsw7fhZ0Q4ckSvAZZYiEGApTqnTdRJU0CPOOmwXDNCAKIiTVZ5vUQpIE6EoEumlASrNdISuFe+jPWjuic9BqKv34riUEQQDyv2YCEVHPxdqlhvZGwC+kbZec2jC37Tjl32OPPQYAOOuss7Lab/ny5Vi3bh1uv/12T6+HnV3qVxSfiEa1EQvWPmxl9Js16gLU+GqhRtjhLVW6bgK6YoWy6LDv6LZgJ+5+NSnbo1SY2R7tlMI99HexEObqyjJsb+qAqhmQpbwHYRER9Ug27VLGbTO041QYsu3k5hpbUOpXVClsdXSBaIKDBWsfhioxEUx/VwrZHkvhHvq72Dzd6opoeF5nWM/n5RAR9Uo27RLbsPRM04DWthNqSwO0tp0wPUrQdfHFF+OFF16wfp40aRLWr1+PGTNm4PTTT8dZZ52FjRs3AgCuuuoqzJw5EyeffDJWr16NO+64A6eddhomTpyI+++/HwBw33334b777gMArFq1CuPGjcP48eNx1VVXQVVVdHZ2YtasWTjllFNw6qmn4m9/+1vKNf3rX//C1KlTcdppp+Hcc8/Fv//9bwDA9OnTcfHFF+Okk07CJ5984ur+OLJL/UJ3WIxum9FPN3VIUPJ0dVQI0mV7jP9WMJtwrL7m9h6ocLWHYp3dMgBAZ0RDZYCfTURUnNK1S0pSyLIBtmFOTNNAZMdXqH/ydmgtDZCrgqibehV8Q74PoZeJuiZMmIBVq1bhpJNOwpYtWxAOh3Hrrbfi+uuvx7777osvvvgCF110kdUhrq6uxkMPPYRvv/0WCxYswLPPPovOzk5cffXVCIe7B4/q6+tx2223Yfny5Rg6dCjmzJmD1157De+//z4GDRqEZ555Bk1NTZg6dSr22Wcfa79IJIIrrrgCv/vd73DAAQfgueeewxVXXIGnnnoKALD33ntbHWs3+nvZoX4gFhYz79UF0AzNNqOfJEh5ujoqFG6yPcaXpYueuRbzXl2AFuyEJAl9fbm2mLGy+LV1qpBEARXl0e+imaSKiIqZU7skCZLVnv73c9dh3qsLYMJkG+ZAb2+xOroAoLU0oP7J26G3t/T62Mceeyw++OADtLW14ZlnnsG4cePw8ccf4+qrr8aECRMwa9YsdHR0YOfOnQCAAw44AABQV1eHsrIynHnmmVi8eDFmz56NsrIy67gffPABDjroIGvVnbvuugtjx47FO++8gylTpgAAampqMGbMGKxbt87ab8uWLRg4cKB1npNPPhlfffUVWltbE87vFksPlbz4sJhVn72MK0b9OiGj36xRF0DRyzIchUqdm2yPhR5ixYyVxa+9U8WAcgVlSrSz2xFiZ5eIipdTuySKQkp7uvhfyzD7KLZhdkxdszq6MVpLA0y9922Ez+fD6NGjsXr1ajz//POYOHEifD4fVq5caf178sknUV1dDQDw+/0AAFmW8eSTT+LSSy9Fc3MzzjzzTGzevNk6rizLEITuwYCmpiY0NTXBTMq6aJomdL17yo5hpIZnx28TO79bDGOmkhcfQrNm81sAgKuPuRiyKEMSJCh6GZNTkatsj4UeJsyMlcWvPaQhUCbDJ0cfEDrCXGuXiIpXfLsEEYAR7QBH9FBKe/re1vX4rxFnsA2zIUgy5KpgQodXrgpCkLzpyk2YMAE333wzqqurMWzYMPzwhz/EypUrMWHCBKxduxbXX389Xn755YR9Nm7ciPnz52PJkiU44ogjsHHjxoTO7v77748bb7wRDQ0NCAaDuPXWWzFy5EgcfvjhWLZsGa699lo0NTXhlVdewX333YfPPvsMALDXXnuhubkZ69evxwEHHIC///3v2H333a3OdrbY2aWSFwuhie/wflz/afSDt1OBCnZ0KSpTtsfksgQUXogVM1YWt1BYg98nQerKwBxR+flERMUt1i4Fg5VoaGiFDhOSYt+emiaAENuwZNKAKtRNvSplzq40oMqT4x988MFobW21MinfddddmDdvHv70pz9BURQsXLgwYZQWAPbdd18ceOCBOOWUU1BeXo6DDjoIxxxzDDZs2AAgGuZ8zTXX4Je//CUMw8CBBx6ISZMmobOzE/PmzcOpp54KXdcxc+ZM/PSnP7U6uz6fDwsXLsT8+fPR2dmJqqoqLFy4sMf3JpjJY8lFpLGxDYbh/vJjlYzsler7Y6WyX5uUyh7ul2PJ53sTDFbm5LjZ1h8vFWtZ86IsFZpi/Vskc7qPXNUfIDd16JbF70GWRRw/Yhj+sHIDzvnPvXHcgcNc718Kf0/eQ2GI3UO+2qBSeA/d6C/3CSTeaym2pzHx9+ll/TFNA3p7C0xdgyDJkAZU9To5VX/AkV0qedmGdtotaE4EOIdjFVLDbFd+C+n6KL2QqqO2XLHW1uXILhEVO6dVDDjtJjuCIEKuGJTvyyg67OxSv+A2tNNpQfNqM9B3F0sFzS4cq1A4ld8qqfi/Ke8vQmEdPkWyOrthlevsElHxytgucdoN5RjHvoniOGXb3RVqy/OVEWVW6NmiKbNQRINPFiF3LWcVYWeXiIoY2yXKN3Z2qWhJkgD4VehlYcCverLWqVO2XdXg8h/9VS7KWa6kyxZNxSEUiY7sCoIAWRIQ0fi3I6LCkk27yHaJ8o1hzFSUchWu6ZRtVxFlcAGQ/iddOStExZAtmpypmgHdMOGTo38vRRY5sktEBSXb5y+2S5RvLGlUlHIVFuO0+PlAf0Wvr5mKT7GFXzmVXyZZKw6hSDSCxKdEm2ZZEpmgiogKSrbtItslyjeO7FJRShcW05tvcJyyA/IbyP6p2MKvmN2yuIUj0VFcRZai/5VERDSO7BJR4cj2+asYVjGgVNdccw3OPPNM7L///q62f+WVV/Dxxx/j0ksv9eyYXmFnl4pSLsNimB2QYoox/Irlt3iFrM5u3Mgu5+wSUQHpSbtYyKsYkL1bbrklq+3HjBmDMWPGeHpMrxTuExtRGgyLob7AckZ9KdbZjWViljlnl4gKDNvF/DFMA82du9DQ3ojmzl2eRZldfPHFeOGFF6yfJ02ahIMPPhjvvvsu3n33XUyZMgWTJk3C3Llz0drait/85jcYP348Zs6ciYkTJ+Kbb77B8uXLcdVVVwEAjj/+ePzud7/DlClTMH78eHz88ccAgOnTp+Pdd9+FaZq46667cNJJJ2HcuHH485//DABYt24dzjrrLJx++ukYM2YMXn75ZU/ujyO7VFRiC5NHTAOVQgXmHz8Hqq5BFEQoRhlUMQxdNiClCd+MHUM3029H/U9y2YDqQxUSw4Jj5ayhvRHwC31WflhuS581Z9cKYxagcmSXiApIuukyuWynsj12qbWZhmng65atuPONP1iJwa48+jf4XtXuvY42mzBhAlatWoWTTjoJW7ZsQTgcxr777mv9fsuWLVizZg0qKytx++23Y88998Qf/vAHfPTRRzjjjDNsj1ldXY1ly5ZhyZIlePjhh3HfffdZv3v++efx/vvvY9WqVVBVFWeffTbGjRuHpUuX4uabb8aPfvQjvP3227j11lsxduzYXt0bwM4uFRHHDICIZsbdiSbc/Xr67IC5yuJMxS9t+QpFw4IlSXBVzvrs2lhuS0psZNcXF8Yc5sguERUYu+kyuWynss4AXYJt5q5Qm9XRBaLzpO984w+4ZexcVJcP7NWxjz32WNx0001oa2vDM888g9NOOw1vvvmm9fs999wTlZWVAIC1a9fi7rvvBgDsv//++MlPfmJ7zKOPPhoAMHz4cLz44osJv/vHP/6Bk08+GT6fDz6fDytXrgQA3HXXXVizZg2ef/55fPjhh2hvb+/VfcXkPYx59erVmDRpEk4++WTcfPPN+b4cKmDpMgC6zQ5YbNl1qe+4KRv5Kj8st/2DNWc3lo1Z5pxdIioOuWynsj12KbaZqqHaJgZTDa3Xx/b5fBg9ejRWr16N559/HqecckrC7/1+v/X/kiTBNDN/YVBWVgYAEITUNZhlWU54/ZtvvkFHRwfOPvtsrF+/Hvvttx9mzpzZ09tJkdfO7tdff40bbrgBDz74IJ5++mls3LgRr732Wj4viTLIZiFxr+mmgeryKswedQHmjb4cs0ddgOryKhim4TprbrFl16W+46ZsZFN+7OpKT+sPy23/EBvFVSTR+i/DmImo0Ni1Zblsp7I9dim2mYqoWPOkY4KBGiiiN0G6EyZMwKJFi1BdXY1hw4Y5bnfEEUdg1apVAIDPPvsMn3/+uW2HNp1DDz0UL774IlRVRWdnJ84//3x88cUX2LJlCy699FIcc8wxeOWVV6Dr3kQ25TWM+aWXXsK4ceMwdOhQAMDChQutbwKo8OQ7LMQnyTj7gAl48N3F1vkvHHkOFEmGbhiusgMWY3Zd6htuyobb8uNUVxRJwW2v3pd1/WG57R9iyahkKX6dXYYxE1HhcGrfKoWKnLVT2baBsiDZbi8JUtHmgR7or8CVR/8mZc7uQH+FJ8c/+OCD0drairPOOivtdhdddBGuvvpqnHrqqfj+97+PwYMHJ4z8unHCCSfg448/xqRJk2AYBs455xwccMABVkIrWZZx+OGHIxQKoaOjA4FAoDe3BsF0MxadIzfccAMURcE333yDbdu24bjjjsNll13m+huCxsY2GIb7y4+lPCd7Gd8fv4p5ry5I+fCYd9wsIKTk/PoEv4YbXr075fw3HjcboqpEP3zXps63tJ2zm2G7ZPksO8FgZU6Om2398VIh1kU3ZcN1+XGoK788+Czc/sYDCa+5qT89LbduFOLfoiec7iNX9Qfwvg6tfHMzVr65GVf/YgR0A1j9/jdY/3+NeHjOcXDbUpfC35P3UBhi95CvNqgU3kM3iu4+Hdq3+cfPQUu4NW071dN7zbYNlAI6trXXpwyO7DagDnqH1PN7dyn+Pr2sP4ZpYFeoDaqhQRFlDPRX9PmX3itXrsQee+yBgw8+GFu3bsW0adPw8ssvQxQL98v3vI7s6rqO9957D0uWLEEgEMBvfvMbrFixApMmTXK1f21t9t9m5PLBpxSke38a2httw0IgZve+dldWFYqopK2s8dvqpml7flM0UVNTgWozgFvGzs34IeB2u2SlVnZ6Un+8VIjvp5uyMdDw48bjZ0E3dUiChOrygZCTwoga2htRXV6Fc0dMRYUvgLZIB1Z++iL8cuLSDNnUn56WWzcK8W/RE319H17XIVmRIEsiqqoGwDBNVFaUQdUM1NZWZBUmVgp/T95DYcjlPbipP6XwHrpRTPfp9Cyow8APBg3L2E7F32s2z4OxtlczdcgObW/8NT66fmVCG/zo+pW47IjzEQxW9/IdcCcXf1NREHudjKq39tprL9xwww0wDAOiKOKmm24q6I4ukOfO7uDBg3HEEUegpiYagz527FisX7/edWeXI7veyjyyK9iGhcCA6/c1m2/nkre96uiLXJxfAKBABdDYli6Lm9vtus7DkV1PFXZddC4bbsuvFJBsQ+7FpDQJ2dafbMutG4X9t3CvFEZ2W3aF4JNFNLd0wDBMaKoOE8D2+l1WaHMmpfD35D0UBo7s9o2iu880z4KN37UjXTsVf6+9eR7MGN3kF9Dc2YK71z6cco198V7namS3EOy///5Yvnx5vi8jK3ntio8ePRpvvvkmdu3aBV3X8cYbb+CnP/1pPi+J0vBiIfFsMuQlb/vUxr/jwpHncCFzyhu35dcwTKujG9vuwXcXY1CgmuWXHEU0A4osIjapLJaoivN2iahQePEsCPTueTBTdmWvrpFKQ15Hdn/2s5/h/PPPx9lnnw1VVTFq1ChMnjw5n5dEaaRbSBxIv4C39Tvojhnykr95Sc6m93njZry+ZR3mHX8FdMOAJEhQ9DKokeLNrkfey+VC8rppYL+6fXDq3mMhCiIM08Cqz15OKb+aaV/OYcKx/hCpmg5FFmEi9rkZLVUqywgR5VA27aaumxjkq8G80d3TeXryLOaUMVkQANOvJlxLJE12ZbtRu0zPq9S/5LWzCwBTpkzBlClT8n0Z5JLdQuJA+kzNAKzfnTtiquuMesnZ94bX7oljfngY5q2+p2QWCSdv5TpjuF9WcOKPj8Ftr99vHf+KUb9GmaxADcddh1PmSIhAKLX+EAFARI2O7JrWyK5gvU5ElAvZtpuSJGCn3oS7X+9dO2vXTh6y+wFoVdtx95u9z/Ts9LxK/U9hzyimopEuxCT+dys/fREzD5vuKrQkOQxl8r7jUkJDi32RcPJWrheSVw0d96z9Y8Lx71n7R6hGYpgpQ6ioJ6ww5i6xkV3No7UGiYiSZdtuetXO2rWT5xw4xeroxh9bFAW2qdRjeR/ZpdKQbgFvE0gI/QSAy444H5VlFZAgQTHKoIph6HJi+ExyGIop2Gdjdgpjof4nXTn0oozoDuHJuqlDQvfyQU5hXgCg+yK9Cv2i0hULY46JJaVSNZYRIsqNbNtNr9pZu3ZSEGB7bFXXMEjKLnQ6l1OaqLiws0ueSLfgtyJJtqGffskHIyRhJ5zDYRLCUPxqzhYsp9KQ7cLz2R/feaH6hO1swryuO+5ydKgdWPD6w9Zrs0ZdgBpfLTu8BCA6sutTusuS3BXGzM4uEeVKtu2mV+2sbTj0UTNxyO4H4L2t6xOOrUgydobdh07nekoTFRf2EsgT6cI204V+ZhMOw9BQyiTXZUTRyzBr1AUJx5816gJr1DbGrlzrpoYFax9OeG3B2oehSmEQAV1zdqXUkd0IO7tElCPZtps5zcb85kM458ApKcc2DDMvodZUGjiySwkyhX0oPhGqFIZu6pBFCSJERAwVECTUmDW2me/ShX7CFNxnZ2Z2PcrAqYwAAJKyO9qVm/jyHQuTMnTTqhMQRNSKtZg3ehYM6BDRvU388WETiiXAqazrEP1gqBUhoukJ6+nKVoIqztklouy4DePN9tnKy2zM1eVVOHfEVFT4AmiLdGDlpy9CFqWUY4fMTsdnxTKbdjuU4ylNVFzY2SWLYRppwz4Un4gmvTEhDPPCkefg0fUr0dzZEg3JlLpDMmOZ72TRPvRTFiWYBrIKh2F2PcokuYxAgqtwJrvyPWvUBQgoAcx/dWHKQvbBmgo0NLTCkMzU49uEYpkwbcu6KQDz1ixgqBVB1QwosmD9zDm7RNQT2YbxZvNs5VU2Zp8k4+wDJliJR6NT3H6F1khqNuaqskrb9rNMVtAUSm23B/rst+e0t/6Jf3Wy7Aq1pQ37UKVwShjmg+8uxoR9TkwbkilCwoUjz0kIS7lw5DkQITE0mXLObTiTXflesPZh6KaWdl+3oViSIKeEQM8+aiYWf7CMoVYEIDqCK9uEMYc1juwSkXu5DOP16tiGYaassNESarPNxmwYpu2zomrotu22KDB7M3XjyC5ZVENNG/aRHI48vHZPTNjnROwxcDfMHnUBVn76YjQ0uSwxZCaiq3h0/cqEUJVH16/EJSNnQFIkDDLsw5+JvOA2c6RTuL0AIeG1/er2AUQT29saIJVLMByOL0BIKdd+qTwl82T86K/TtVH/oGqGFboMxIcxc2SXiNzL5coEumkkrLBhmAZWffZy1sfWbNpcv+xznPZWhdRQ64hDeHPEUG2357Nl/8TOLlkUUUkb9hGfiXZ47Z44c//T8NC6JQkhzYIg4JK/X5cQ1gJBRHNnC+5e+3DCcb9q+RZ//uDJ6Hb6IKDrQ4ihyeQlt5kjnTItm3HlcfSeR+LEHx+Deavvscr99aMvt8/QDAlmSE4IC4s2tIq1TJHJDOPUxTTNrnV247MxM4yZiLKXy5UJ/LJiu8JGmaxAzSLfomzT5oa0iON124VaSz7nFRI47Y1i+ERFloH+irRhH/GZaCfsc6LV0QW6Q5p3drZYP8fCWuxClWceNh0rP32RYZuUc25D5Z0yLUuCbL122j4npGQW39nRbB+mLyaOCPfm2qj0aXq0Q5s4shvLxswwZiJyL5dtS7oVNrIhikJK21nlr8Dso9xft9sVEqh/48guWURBTAn7UIwyqGIYupyYidYp5NMw9aSfDSAu058OHV+1fIvHP3oanzduBgBUl1cBggm9LMxstOQ5t5km1YiBGl9tShZIQzWtfeH3AZgAACAASURBVE3BTCn3Bgy8vmUdrj7m4oSQrkn7nAwRievv2l2bF1ktqfiFu0KVJZtszCrDmIkoC7lcvSLdChuxqCU3Irpm23ZO3Xe87XXbZZd2arfZhlI8dnYpQXzYhyQJ2AmbjHsYBCj2oSZtkY6En2MhM7HjSn7gzx88ae03vHZPnH3ABMxbc0/iOZiNljzkNpwp2kB2hxmr6GowY/uWp4YdixBxzA8PSwjpunDkOVAkGZm+5/YqqyUVv1iocnyCKkEQIIkC19kloqzlKozXacqPJKT/cjeZT5Jt205REKF3SonhymmySzu220RdGMZMjtJl3LMLkZk16gK8uvlt62e70JPk/SbvOy4lGx/DmqlQ2YVMDQpUp5ThB99dDMPI/GDBhe8pJhaqLCWFv8uSAFVnGDMRFQavQoftsjE7tZ1sK6k3OLJLjtJl84NuosZfg3nHz4Ju6JBECWUow4wDz8C5P5vqGDKTHFpjFxbKbLTUF+xCojKNpsaHTBnQIcI5G7MOHaLfTHv8XGbMpOISC1WWkv7wsiQyjJmICka60OFs2lW7bMyxcGgxqXvCtpJ6g51dcpQum5/iE9GoNlrrm8W+2auRaq25Ek4hMwmhNcxGS3mQLiTKTYcXUFAXrEFDQytEhzJswsS8VxekPX4uM2ZScYnYhDHHfmYYMxEVErvQ4Wzb1WzaP7vMzbHQaU74oUz4REWO0mXzU6Ww7ULeqpRF3vkM5yDKFS9DomzL8FEzsfhfyzIen+WfYiJqNFRZSensClx6iIgKXrbtajbtn13mZrerHhBxZJccpcvmZ5eNr7q8CiZMGDZZlZ1CW3KZMZDISW9CohSfCFUKY3tbA6RyCaJehio9sQxDAN7buj7j8Vn+KSY2eivZjuxyzi4RFbZ07arS9QzY0N4I+AWrnXPb/jllbnaz6gERO7uUllM2v+RsfLGsyjfaZFUGkDa0hQt/U1/rafiw4hPRpDdiweup4ft6qLsMZxOez/JPAKB2dWjj19kFop1fjSO7RFTgnNpVRZLRoqUJb3bR/jllbnaz6gERO7v9hM8vIiKGoRs6fJIC0zChGjqkrrV0/UYIaksDKmURHWaZ48hSbITWMA1cd9xlWPyvZXhv63rHrMrzjpsFANaHXMrvdKVHiYKIekNSfbj6mEuwo/07+GUfQloEQwYMhg9liJSHHdfrU6Uwlq1/FueOmIoKXwBtkQ4s2/AsZow4A/DDKsOKUYbZo2ZaIV3x4VnszJId5zm7XHqIiLxj98wFAAEhDMHUYApy2udAx2M4tKuGYdqGN8eeAd1wytx843Gz+QxJGbGz2w/4/N3JpKrLq3D2AROsD41goAZzRv0aZa88js5N6yBXBTFk8lx0lAVTPixskw8cNRMzDjoDumGfVc+AAdNE2tCWniYKIuopSRGgahH87z8fSyjLu7ALt8d9czxr1AWo8XUnXYMAnPyT0Xho3RJrm5mHTQcEYN6axGRU5Uo5fnnwWVajr0gK+BU0OYnNy02dsytyzi4RecIpidRuuogdT8yH1tKQ9jkw3TFqlBpEktrVWUddAEWUHZ8P3SYO0uGQuRk6WtHGZ0hKiwmq+oGI2J1MasI+J6Z8O3bX2j9CGHE8AEBracCOp+5AQEhNNGWbfODNhwCjO6w5XixsMxbaYvc7rp1G+aCKIdz95sMpZbmhvTFj0rVYRze2zUPrlsCMm6sUK8NbW7fj9jcewLw1C3H7Gw/gttfvY7kmR7EEVXZzdtnZJSIvOD1ztbQ1QGtpAJD+OTDdMSJiGAuS2tUFbz4MUXR+BnRLdHqOFEU+Q1JGeR/ZnT59OpqamiDL0Uu56aab8LOf/SzPV1X84sM6YHSvZVvhC9h+O4bgHig/7xYIna1Q33gKgqkBSMyIp5sGqsurEkI4V376opVYYOZh01NGvAQAYlfGPbuQzogc4tpplKI3YUmxBFJOocgAoBn2iTT8si/lNd3UreUVDIf92iIdro7Fck1OusOYE+fsyqIAVWdnl4h6zzGJlM+f8JrW0gDB1CBJZSnhzRGnteUN3fYZEQAuGnkeHnj3EesZ8KKR50EAsprUY/eMGTt3yv2wraU4ee3smqaJLVu2YM2aNVZnl3ovOcRk4ck3WEkD2iIdtgkEtrY34vY3H4iGnfzneTAlX0rIpU+SU0KgrQQBhoHnNq1J+JB7btMazDjwDADAbrqI6/ebCsPnhxgJoUoX0SFxnVFK1Zs1cB0TSMWHIgOQRftyF9ISvw2OreNnXRvs1/prDu1K2c/uWCzX5CQ2siuLAoy4Yi7LHNklIm84rldrJratclUQpigj0Bkd5Y0PbzaUattjyKJk+4woCSLKZCVhWk+ZrESj+9xeuAn7Z8wRZ/AZkjLKa2n48ssvAQD/9V//hdNOOw1Lly7N5+WUjOQQk6c/fQlXjPo1goEarPz0Rdu1yp7a+HcAXWEn7y1Bm03JcEoQYBgmJNWHqT89BX/+4EnMW7MQf/7gSUz96SmQVB8CQhg7npiP9kfno/ORa9D+6HzseGI+AkKY64xSit6Etrtd/1kx/JjVVSeA7rVxgwNqE16bNeoCKHqZtV+FAcw6ZHrifoedi7oBg1PK8BCb11iuyYmqGdFRXSF1ZJfZmInIC07r1fqqh0CuCgKA1amFIFodXaA7vLnCgO1zmwjJ/hnRNHDP2v9JmNZzz9r/gWG4H9d1esZU9DI+Q1JGeR1O3bVrF4444ghcd911UFUV55xzDvbcc0+MGjXK1f61tRVZnzMYrMx6n2JhmAZ2hdoQ0nWcO2IqVn76Ij5v3Iw1m98CAMw7/grohgGfpODmsXOgGQYAE797+3/xeeNmANElhCbscyI0QYO/QsJAf4X1DVn8fMaYho4mmKKJmpoKVJsB3DJ2LlRDgyLK1r5qS6f1YRmjtTRAEg3UVFWgyvDj5uNnQTN0yKKEgeUDIYmFN9JfamWnJ/XHS07vp1M5g5j5b7C9rcEhEYaOumDifJ+ApmDe8bOgGzokUUJ1WQUgCImv+SujiaW6qC0NKP/nK7jhqItgSCJE3YC+dgVqjz0rpQwLgmhbHwpRqZTtvr4PL+uQpEjwKRKqqsoRP8gyYEAZVN3I6t5K4e/JeygMubwHN/WnFN5DN/rqPhvaG/Ho+pUJI6SPrl+Jy474JXY/7zaYugZBkiENqIK2q9H+2Q0a9qgamtJWNod22Yc3m/bhzaZoZnXfTs+YA83ygmxr+0vZLQZ57VGMGDECI0aMsH6eMmUKXnvtNded3cbGtqy+GQoGK9HQ0Jr1dRYDK/Qzbl7szMOm4/GPnsbnjZvxcf2nmPIf4yGF/HFhIxLgV9Hc2QIg2tE9c//TEuZEzB41E1WIho8K5fahn4IpxL2vAgAFKoDGtnYAQKUsQq4KJnxoylVB6IaI1qY2BMINaI0LkymfPBctDlkA8yWfZSdXH5jZ1h8vpX0//YJtOYOBjH8Dqdw+REuElLCvXX2ZPWomFEnBba/fZ1v+AaDSJ6Pz4DFY8OYD3WHSh0yHaRho/fO1CWU4mskytT4UmlL5XHS6j1w+cHhZh3a1hqDIIpqbOxI6u5qqQ9UM7NixC0LSqK+dUvh78h4KQ+we8tUGlcJ76EZf3qdYLqK5swV3r324+/yBGoimiJ2dMqxuQWe787Ob6MPWlm1WFFUsCmqgr9I+RFpwCG+G2IP7dmpTC6utjf+bstObf5599REKhfD000/jkUcewaJFi6x/6bz33nt4++23rZ9N0+Tc3R6yC/18aN0STNjnxLRhHfFhxBP2OTEl02x8+KgswDb8Rc7w/NVhlmHI5LkpITIdZjTxgV2YjFMWQCp9vQltrzSllPDkWaN+jUpTStjOKVR6R/t3acOn20RgwXuJdWTBe0vQ0uo+kyWRnYhqpCw7BABKV8Iq3WAoMxH1ToVhpkzFmXXIdFTYfOng9OzWKui204VEQcguvDlPX7ZT/+NZz3LWrFnYtm0bfvKTn7j69hkAWltbce+99+Lxxx+HqqpYsWIFbrzxRq8uqV9xyrD3/aphmHfcrIRstpIkJGTXk+QazBs9C7qZGP4cO4YBHWaZAZgCXt+yLiX85dKRMyCkKUq6bqKjLIghv7glek5RBgQRA/R2iIIAaUB1wjeHsSyAydmgqX/QdRNV0iDMO26WlenbbTZmQQ2h/K1nUsKMhSOnAAh0n8OhvlT5KzF71AWp2ca7ttEcwrH0pM88raUBgmiiUo4kZLEspGgFKiwRzYBPlpCUJ8Zaiig6p1ey2ZOIKFXys16HWQZBj0B5/hFcd/RkmOWV0RU4nn8E4sTLACgJ+6c8u8XaMbPTth2MGCqqkNp2R3T7VTd0U4eY/0VhqB/wrJRt2rQJL7zwAkTR/WDx6NGj8eGHH2LixIkwDANnn312QlgzueeU1ViCBIQU6Ijr6Ia7s+uV/+QwhMecibvW/tE2/DkYqMG3rfW4/Y0HrJHcR9evtDrDwUANZBcZ9XTdRCt80TT2Sdn9gqdcjKY1SxHe+jmAriyAAj8A+zNdNwFdsTqZussFCkxBhrrlI3R+uNp6Ta4Kwhx1ZsJ2dvXlkN0PAEwTf/7gyaRs44pVvh0zkqtAZ9zxy4cfCnS2YseyxCyWHQUWnk+FI6LpUOTU9lPu6uxGNAPlZSm/JiJKkfysZyWdGlAFs70ZHU/cbm0bfeay/yIt9uzWPfhgwudXbNtBn6RAD6W23ZLCVTcovzwrabW1tdA0Lev9LrvsMjz33HN44YUXcO6553p1Of2O29DP5LBhYcTxVkcXSA1/Ts7U/OC7izF533HWOeaM+jVEPXF9tnTswpYbnrkf1UdPBZAY4kyUrXQh8/Hs6ss5I6bgnrf+JyXUCmb3VzlOGcnFgbUJ56wdex7qlzE8n9xTVQOybWc3GjWgavyShIjccZoiZpom6iZfmdBe1U2+Ep1CIN3hEhim4Zh12Q5X3aB86/XwWWxebjAYxPTp0zFmzBgoSncoxIwZM3p7CnLBbeinYGoJIcNmeaVteMkPqoZh3ugr8Lt3ujM1x343rLIOD4y7EZIgQTb9CIcyzyWLhdOIUFF7wgw0v7XCGsnVWhqg1A7DsN88mBDibMoM/aTsOIZdJZUhu/pimrptXdBMHQNlE4KpoQWi7TYqgKHT5kc7xoIEUxBss1gK0FApg6HNlCKiGSjzpY6udI/sul6RkohKkF1YslP7kfysB0TbIOgaIhV12C2uvQpJAeiq+2k3muHQVho6pKRQaCCxvYUIwIDrqUlEXuh1Z3fTpk0AgIqKClRUVGDz5s0Z9qBccRP6aQpyQnY9obPVNrzErN8CQ1KsTM3xv8N336L10fnWqJmWITTTLpwmOP5CNL36KMJbP4dcFYQBBR1IDXFm6Cdlyy7symm7+Poil5u2dUEWBOz4yzXQWhow4OzrbLdRTAPbl15vldu6KXNRPvxQdH7+D2s7uSoIASbqu47F8k3xIpqOykDqg2L3yC4TVBH1V05hyY7thyTbZlKG4oPStgPb4o8zZS4UScGOJ252dWxZtA9LlkXRccJRrL2NZSl2OzWJyAu9DmO+7bbbcNttt2HMmDHW/8f+jRw50otrJA8lh3maH6zGnOTstQf/AuobTyHy6uO2Wfsirz4OwH1opm3o8rMPovrI05mZmQpGwJQx58hfJZT3OUf+Cv62VqtM2tWJOaNmIvzCooRyW7/sDtSOOScxnHrSbDS+9AjLN9lSVcMaxY0Xe01jZ5eo38r2+UgQBARPuTihDQqecjFEQ089zrI7oLfUuz62YvhtVz1QDPdT2oj6Uq9HdlevXg1N03DnnXfCNE2YXakkNU3Dfffdh4kTJ/b6Isk7dmGeIdEfDS+BBnNnPQZEDIjHT4cRakPbP1/BzaMvR8QAFAFoX3Y31K7wYyAxc3JCiI3kA0wDgqFBgGkbTuMb8gMM+cUtVriMINmH3TAzM/UFQQ2h/O1ncdNRF0IXJUiGDm3t3yDsf5y1jbr1cwz45yu4efQV0EwDkiAiYArYumldwrG0lgYYoTbUnjADor8CRqgNEJAw0hvbjuWbgOjIbmwUN54cl42ZiPonp7BkwdSiiT+TwpuhR9D60WsYesY1gCgChoHmd57GoKMm2x5HVPy2x7ZrmyIhA7X+wbjx+CugGQZkUYRi+BFxMaWNKB963dn95JNP8M4776CxsRGLFy/uPrAs47zzzuvt4SkHUsM8DQAKqv2AZghoeOb+hEzJkiFCCysIyBG0tTcnHCuWOTk+xEYaUI2a0dOs49Sd8Vv7hcmhoFXzIRZmmhxiHX98olwzRRnhLR+hPSmTs7HP4dbPZbsPx8D9jkXDI92hyAMcQpb1zlbUL7vTes2pHrB8ExDtzNpnY452gCPs7BL1W47PR6JsO/0LFVWo3P9YbH/iloTnOcg+2+MYaijhfJnapmjH1gcJ0Se4CPj5RIWr12HMF110EZYsWYLZs2djyZIl1r9FixZh+vTpXlwj9RFB6O7oAt2ZkmOj9eky3caH2FQfeXrCcZrfeDIlnMYuQ67bTLpEOSGINuV0DqRAlfVa9dFTU+pI/bI7UDv2vMT9psyFVFWX8JpUVYchU1i+yV5ESx/GrDJBFVG/5fR8BEG0DW+GYdg/zxlGanjzaZdCrq5j20Qly7MhhZ07d+L++++3fhYEAeXl5Rg+fDiOPvpor05TtCRJgK5EoHeFPvYkE12mTHwJv+/KaizokYyZ9Xw+EeVmB0xVtw+TMVQMlKLnDAeGdIdAx2VOjg9VFv0VCccJb/0cTWuWYrdpN8EwzLQZct1k0qXSl03WSbt9e1LXBD2CXUlhX4apY9e7z1qvCYJoW0dMQUgpt5IkJGRo7hQC0HUzZTsArrNgUmkyTBNqhs5uRGVnl6i/cno+GqC322ddNhzCng0NWqgjMRvz9s3wDapLba8ihifPrkT55llnd9OmTfjggw9w0kknQZIkvPTSSxg2bBiee+45rF+/HhdddJFXpyo6kiSgBTtx96sPWQtwzx41E1XSoKwe4NNl4rPNeHzKxWhcsxR6e7NjZj2fT4S/ox7bn7oTtSfMsA1vURu/Rf0TtyacE0mZk+NDNI1QW8px9PZm6KaEVj1zhlw3mXSpdGWddTJp357WNVPypYR9DZ12U8Jru027yT7DpSijNdJdbiUJKOvYge029xAN3e/erqf3SqUjNh9Xlu3m7HaFMesMEyTqz+yej0zFIeuyINmHPUsKfFW12Lb0uu7VA864BmhvwfZlie2QGRiCnXpTr55diQpBr8OYYxobG7F8+XJce+21uPrqq/HUU09BEAT85S9/wfPPP+/VaYqSrkRw99qHEhbgvnvtQ9CViOtjZMrEZ5vx+Jn7UX3k6Wkz65WbHah/6k5oLQ1ofmsFguMvTMne1/zGkynnTD5ffKhy81srXIUtE9npTVbuXtU1MzXsS++qR7HXTNO0zXApCImdFLf3wAzkBMR1dkXnkd1whJ1dIkpiM/0meMrFMCSfbdizIAiof+quhDZHa9mB+mWp7ZAhhXr97EpUCDwb2W1ubkYwGLR+HjRoEJqbm+Hz+SDL/TsBi24atgtwG6bh+tsGu0x80oBqSIKOgVIHREGANKA6YRutpQGiv8L6f9vMemZ36HJ46+doevVR1J4wA74hP4jOBVlxD8Jx2Zdj5zRNA7UnzEDzWysQ3vp5aqiy4k8IiQlLAQS0EASJoZqUnmPWSTHzoveOdQ0GqjLsK9iEfcXObW0jCGhavSQhy3LTmqUYMvEyVMqmdXxBtM9AnlwH02XYZIbm/iMWosw5u0TkxG56j930m+Z3nkbVqCmIVAxJDFeWApC01pQ2R1T8tu2QZuq9fnYlKgSe9UK/973vYcGCBfj5z38OAFi2bBm+//3v48MPP4Ro8211fyIJ9gtwi4L79yU5E1/Z7sNRM3oati29PiFsuWnNUqtzKlcFo0ueIE1mvaRQl/DWz9H40iIMnTYfhilCj8u+bHvO8Rei6dVHEd76uRWq3IEyBNoaEkI46yZfiaY3/orOz//BUE1Kyy7rZPnwQ4HOVuxYlj7c16muKaaBHX+5Pu2+duc11FDCa0aoDXp7c0KW5WgYs4QdS7ozNNc5ZGhOroPMQE5A3MiubWeX2ZiJ+jun6T1mRY1t1mWzrBy+XfXY1hW5F3sOQ6AyYzsHRNshWZB6/exKVAg8K7G33norvv32W5x++umYMmUK6uvrcfPNN2PDhg2YO3euV6cpSpLqw+xRMxMW4J49aiYk1f3ITXImPrussA3P3I/qo6cCiAtBfmtF2jDiTiGAuslXJoS61E2+Ep1CwN05n30Q1Uee7piZObZd/VN3YuDPRls/M1STnNhlnawde55tmFVyGbKra3NGzUT4hUUZ97U7b3IG5V0frsGQyXNSQsb0jpbMGZqZgZwcxDqyks06u4IgQBIFqExQRdRvOU15EfWI7bOgpIatKWqx1+ufuhOmrKAuqQ2Tq4bYrhQg6v5eP7sSFQLPhg9qampwzz33pLx+9tlne3WKoqXrJqqkQZh33Kxo+EcPMtolZ+ITBPswSaV2GIb95kErU/LgCZenDRuORAwgEM3CJ5g6zK4sfJGu+WHhwBArHFkQRNtQad+QH2DotPlW9j5Bsg/NjIVUx35mqCbZscs6acJduK9dXas0DGzdtM7VvnbZLhW/kBAK1vrRqylhzDXHT085vl2GZmYgJzuxMGabgV0A0dHdCMsEUb/lPOVFhzSgOqFNan5rRcIUtYTtIyFoVUMT2jTVF0AolLpSgB4xev3sSlQIPOvsfvDBB7jnnnvQ0tJircsKAKtWrfLqFEVN101AV6yhdL0HWYbjM/FVyhH7hcGhRDMeW4MAsT+x8/kiEQMR+BEMVqKhoRVA9yhDckZZu1DpyI5/o/GlRRgyeS70sqBjaGYspDr2M0M1yUly1slKGa7DfZPrGhzqitO+8ef1+QT42hJDwWynC6ihhOPIVUGYkBMyLzMDOTmJpAljjr3OkV2i/stxyovkQ83oadbobqyNguxzaPcktLcbAPzdB1ejnz927ZAXz65E+eZZGPP111+P448/Htdccw2uu+466x/lRl+EPzpmeI4PlR5/IZrfWpEQGmp3bXWTr8SuD9fk7FqptPWmvPdm3/hs5YB9HRgyZS6kqjqGIlOPxZJP2WVjBgBJEjlnl6gfc2rH7FYRaHjmfpiG4ThFjai/8WxoTZZlzJgxw6vDUQZ24Y9h0Y+A0ZXxWPFD1CMJC4THQpPtMvrZhaU4hc0otcPwvQsfQGTHv63kVLHfCaYGXfelXFtI9GPQCb9CzdgZDNWkrPUm3NdpXwAZszs7hYL5uupALMOlqtqEgLF8k0sRNbbOrn1nV5EEK4kVEfU/um4mTCuLPdeVG6nZlbWWBgiGhk6HKWpunwGJSoVnnd3hw4fjs88+w9577+3VISmD+PBHSRIQ6NiBHU/dAf8P9sfAQ/4T27vWUuvOwlcHXTdtM/p1lAVTju8YjgwFAND40iLH0NDU0EwDEYZqUi/0Jtw3eV9JgmM9SGj0Rfs6oO1qxLal11t1ywjUoTXC8k09052NOTVBFRAd2WVnl6j/sptWNmTyXGBAanZluSoIU5StKWrdDMeszlwdg0qZZ2HMX3/9NSZPnowTTzwRp556qvWP+kZ8yHH14adhR9Ki4fVP3Ylys8Mxo59dZuR04Z/MIkvFzG09MAQJwVMuTsm+HMtLEF+3iHoqkiGMWZZErrNL1I85tVkCRNs2Cg7LA2XzDEhUKjwb2b388su9OhT1QELIsSjaZucTTB0idNSeMAPNb61ICT9Olil0lFlkqVg5ZrYUzYTQZsE00bhmadrsy7GMmEQ9lSmMWRYFqDpHdolKSSycWG1pQKUspn2GcmqzoEfQ+tFrGHrGNYAoAoaB5neexqCjJgNdUXhujsPVMaiUedbZPeyww7B+/Xps3LgRkyZNwoYNGzBixAivDk8ZmPHhloJom53PBPDNgxdZiaVi823TZUZOFzrKLLJUrEyb8OTy4YcCna3Ysaw7vKtuylyIA6pRv+xOazvbzOIiM4tTz2Uc2ZVFq0NMRMUv23Bip2llkHyo3P9YbH/ilsTnPckHpI5hOGd15uoYVMI8C2Nevnw5rr76avzpT39Ca2srLrzwQvz1r3/16vCUidAdyqK3N9tm59Pbdnb//OyDqD7ydIYfU/8kpIZ+1Y45B/XLEsO76pfdgdqx5yWF689JyCwePOViGIKUn/ugkhCbjys5FCNZFKBxZJeoZGQbTuw0dcyEfTZmmPafF5yCRv2RZ1/lLFmyBE888QSmTZuG2tpaLF++HOeffz5+/vOfu9r/jjvuwM6dO3H77bd7dUklz+cTo3MFTR2CKWLnR6+h9oQZkAIDbcNUpPJK7DbtJius2TfkBxjyi1usLM5qSycqfTJgGhAMhiZT/thliwTgKoOkm30FpIYnG6E223pjCoIVri+KAna+8SQG/mw0qkeeaoU1D55wOTz8OKV+JqIZUGQRAgTYRcjIXHqIqKRkG04cn405Prtyue6cjRlI7cD2ZmUDomLl2dOZKIqoqKiwft5tt90gOX1NneTtt9/GihUrcNxxx3l1OSXP5xPh76jH9q41QGMjTE1rllojtslhKmpzPeqfuNXaVhfL0KErVhZnaUB1Svgzs/RRX7MN75oyF5AU7Hji5rRl03bfM64FdDVjePJu025yDO9qVaPh+pVCBKF/f4S29atTtiHqKVWNdnadPmUlSYTGzi5RybCbSmNNibFJAeGUjVlwyMaMNFNrOAWN+hvPwpirq6vxySefQBCiSyc8/fTTqKqqyrhfc3MzFi5ciJkzZ3p1Kf1CudmB+q6OLtAdulJ99FQ0v7XCNjtf8xtPJmwL00jM4nzk6SnhMMzSR33NNrxr2R3QW+ozlk27ffWWequjG3vNLjxZqh6SMaslQ8AoF8KaDsUhORUQXWeXI7tEJcRm4K/tTAAAIABJREFUKk1Psig7Hsdh/j9Rf+TZcMRvf/tbXHrppfjqq69w1FFHoaysDA8++GDG/a6//npcfvnl2LZtW9bnrK2tyLxRkmCwMut9+pJpGtDbW2DqGgRJhjSgCoLNh5+6s902dMVXOwxDJl4GyD7sft5tMPVohoIdyxdY2Zdj20qCAQiwjiP6K+zDn0Wj4N+3vlBq70FP6o+XnN5PtaXBthyKij/lteSyabevqPjtw7wkEbtNnw8YOiBKgCiiySbz8pBJsxAMDrL2Nc2AVbdiddTv8IBSLEqlbPf1fXhVh0RJhN8no6qqHKbNIMuAgA+a7v5zuBT+nryHwpDLe3BTf0rhPbSjtjRgh0N7M3hwVcpzoLYrZJ+NWYvYt1sTL8PgwdWunif7Wqn+TZP1l/ssBp51dn/0ox9h5cqV2LJlC3Rdx5577glFSU17Hu/JJ5/EbrvthiOOOALLly/P+pyNjW0wDPfhF8FgJRoaWrM+T1/JJjtflSLZhq5EGr+1QpVj+wbEMPT25oT95aogdFMETFjHMUJttsfUDRHNBfy+9YV8lp1cfWBmW3+8lO79rJRF23JoqKGE7ezKZqWSuq+hhuzDvHQD2x6dFxfafKVt5mX78i8jGBwUvYfO9p68BQWj0D8X3XK6j1w+cHhVh1rbwpBEAc3NHbadXU0zoGoGGhp2ARDSHqsU/p68h8IQu4d8tUGl8B46qZRF6O3Nqe0NZOjb/53yHCgEBjqEK0u2x4EoIWxznHxPSyvlv2m8+Ptkpzf/ev0Vz6JFi6x/ixcvxuuvv461a9di6dKlWLRoUdp9//73v2Pt2rWYMGEC7r33XqxevRq33nprby+paGWTna9TCKBu8pVpQ5WtfdOEy8SHZdqFPzNEk/qabajwlLmQquoyl02bsi4FqlA3JfF4dVOuxHcvP5IU2nwnBp+QnHmZ5Z9yT+1KUGXX0QUAWYp2cJmRmag0OE2JgWnYPgcKgmD7HGfIPtRNnpPYvk2eA13yZZXtmaiU9Xpkd9OmTT3eN74zvHz5cqxbtw6//e1ve3tJRSub7HyRiAGxog67TZsPmDogSNj5xl9TQpUFUwN0pGSejWWQ1XXZyswniQZ0yBgy7RZmY6a8ccoWCcD2tUo5kjbLcuMLf8LgSbMT9hVEA52f/yPhvLG6xyyV1Ndi2ZidxH4XVg3ILhM/ElHhim/nJNGAbkQHHwYY7ZAGVCe0Yc1vrQB0+3DlwRMuR6RiaMKzYEgKwBexX13AKdszUSnrdWf3tttuy7jNFVdcgXvuuae3pyp52Sz2LUkClLYd2BYXohI85WKo331tdXjj97ULc7F+15WZLxisjAvXZJY+yh+nbJHxr0kSUsL+7bIsy1VBmIaAVq173yrFPrTZFCQr83L8eYlySdV0+Mucm+P4zu4Av+NmRFREUp+9TJg+X8qqGNGEU7Ljc1woZCCEuA8G1YAiu3+eJCp1fTJTffPmzRm3mTRpUr9fYzebTK92Ic+xbMzJ+zKDLJUiuzpgl2XZrqzbTQOom3wlOoVA394EEYCIakCR0mVj7ursRmzWJCGi0mEaKatiNDxzPwxByuo5js99RN34FU8ByWaxb8HUbENdlNphGPabB1P25SLiVGqc6oApCBnLeiRiAIE6DJ02H4KpwxQkdAqB6OtEfSySaekhWbK2I6LSIEkCAkIYaksDKuVoGLNgOExn0yJoz+I5LpvnSaJSx85ugXG72Lcp2Ye6GGIZWiNyyr5cRJxKjVMdMEVfVx1IX9YjEQOR+NAvsKNL+RHR0o/s+mSO7BKVEqfVN8xAtWP4sa5l9xzH5z6iqPwvuEU94xDqApMP7NRPsA5QiVBVA7KrBFXs7BKVAqfVN2AaDD8m8hhHdouUU6iLaKoYKDFkhUqfY7iX4W22yVioGUPBKFcimgE53ZxdjuwSlRTH1TcMLatwZYBtFFEmfdLZNZ0WD6Qec8rcrDZ+i/onbi2YBcSJciWb7OU95RRq1lEW9Owc1L8ZhglNN6y1dO3EOrudEa2vLouIcihd+5VNuHK6NorPfkRRvQ5j3rBhQ9p/ALBw4cJeXyglssu0FzzlYjS/8SQALiBOpa8vsk06hZqxXpFXVC0ads85u0T9h1ftF9soosx6PQRyySWXOP5OEAS88sor2HPPPXt7mpLiRchJcqY9URSwY8U91hq7ZbsPR/WRp0OEikoZDGuhgmCXfbKn5TKbbJM9rXOOoWYmR9jIG7EMy+nn7EazMYc4Z5eoJOi6CbViCHabNh8wdUCQEJIC0EPZ5ZxI30Z5N52HqJj1urO7evVqL66j3/Ay5CQ+016lEIHe3gwg2tGtOe5sNDz7IMNaqGDkItzKTbbJ3py3L0KlqX+Ljeymm7MbC3HmyC5RafD5RPja6rHtqTutdqlu8pUwAnVZLYHHNoooM8+yMTc1NeGRRx7BAw88gPvvvx/33nsvZs2a5dXhS0auQk7iQ2Kqjzzd6uh6eQ6i3shXuFVvztsXodLUv8UyLEui85xdQRCgyCKzMROViHKzA/VdHV0g2i7VP3Unys2OrI7DNoooM8+++rnsssvg9/vxxRdf4Mgjj8Rbb72Fgw8+2KvDl4xchZzEh3SKUBnWQgUnX+FWvTlvNqHSRD3hZmQXiCap4sguUYkwdYd2Kbs6zjaKKDPPRna3bt2KP/7xjzjmmGMwbdo0PPbYY/jyyy+9OnzJiIWcxPMq5ETXTbRqPhhQcnYOop7KZdnP5Xlj9WqXHkCr5uNDBHkq0tXZldJkYwaiSao4sktUIgTJoV2Ssj4U2yii9Dzr7A4ePBgA8MMf/hCbNm1CXV0dNI1JXJL1RcgJw1qoEOWrXLI+UCFTXYQxA2AYM1EJ6RQCqJt8ZUK7VDf5SnQKgTxfGVHp8WxIpba2Fn/6059w4IEH4r777kNFRQVCoZBXhy96CdlgK2owNC4DX6cQgJ5FQoJMGNZChSi+XEqiAd3ILhuzXUZlABmzLLM+UCELx8KYM3V2JRFh1bt2gojyJxIxIA+sS8jGHFECiHSwjhN5zbPO7k033YRnn30WhxxyCPbbbz/ce++9mDNnjleHL2rx2WClAdWoGT0N25+5PyEzrO5xpmQ3WWqJ+lqsXAaDlWhuaIXbcmmbUXnKXEBSsOOJmzNmWWZ9oEJlrbMrpw9fVGQREc7ZJSoJPp8IeVdqNmZfltmYiSgzz8KYX3jhBZxzzjkAgDlz5uBvf/sb5+x2ic8GW33k6Wjo6ugCzJRM5IZtRuVld0BvqWddoqIWiYUxZ5izq8gSwho7u0SlwKtszESUWa9Hdh977DGEQiE88sgjCIe7HzJVVcXjjz+OX//61709RdGLzwYr+iuYKZkoS04ZlUXFn/Ia6xIVk+5szJnn7Da3sbNLVBI8ysZMRJn1urMryzI2bdqEUCiETZs2Wa9LkoSrrrqqt4cvCfGLfhuhNi4ATpSl+DoUI1cFYaiJeQFYl6jYxEZ2ZdHF0kNMUEVUGrqyMac+C2afjZmI0uv1U+HUqVMxdepUvPzyyxg7dqwX11RyYtlgdzx1B5rfWoHgKRdbocyJmWE5j5DITnwdSp6zG3tgYF2iYhSx5uyKMNMUW0UWEWGCKqKSEMvGXJ80ZzeajZn1nMhLng2BHH744bjxxhvx5Zdf4ve//z3uuecezJ07FwMGDPDqFEUrJRus5MOQabdAMJgZlsgNp4zKAJhlmYpaRDMgABAFAXqa3q5PFhHRdES/yEkf8kxEhS0SMYBAHYZOmw/B1GF2rczB5FRE3vMsQdUtt9yCgQMHorGxEWVlZWhra8P111/v1eGLXsKi3xEZrSoXACfKRkId6qo3dq8RFRNV06EoYsb+a2zkV9P5MExUCiIRAy2qH8qgoWhR/ezoEuWIZ53dTz75BJdffjlkWUZ5eTnuvvtufPLJJxn3+/3vf49x48Zh/PjxWLRokVeXQ0REVPAimgFFFjNG3seWJgpx+SEiIiLXPAtjFpOSa+i6nvJasnXr1uGdd97B008/DU3TMG7cOBx77LHYa6+9vLqsoiBJAgJCmKGYRB5gfaJiElF1+GQp4yxzRYq2p2HVQEV57q+LiPKDbRiRtzzr7B566KG46667EAqF8MYbb2Dp0qUYOXJk2n0OO+wwLF68GLIso76+HrquIxAIeHVJRUGSBATCDYmJdybPRUdZkB9uRFlifaJio7oe2Y12diPMyExUstiGEXnPszDm2bNnIxAIwDRNzJ8/H/vssw+uvPLKjPspioJ7770X48ePxxFHHIG6ujqvLqkoBISw9aEGRNdZ2/HUHQgI4Qx7ElEy1icqNhHVgE8WYWbo7frk7pFdIipNbMOIvOfZyO7XX3+N1atX4+uvvwYA/POf/0RjYyN23333jPv+93//N371q19h5syZ+Otf/4ozzjjD1Tlrayuyvs5gsDLrfXJJbWmwXVhcEo28XGuhvT+FpNTem57UHy/l4v3s6/pUKmWC99EzntQhUYC/TEZVVfqopkHtKgCgrFzJeJ+l8PfkPRSGXN6Dm/pTCu+hG7H7LLRnwlwolfvIpL/cZzHwrLN79dVXY+rUqZg8eTJM08QTTzyBa665Jm3Sqf/7v/9DJBLBf/zHf6C8vBwnnngiPvvsM9fnbGxsg2G4D+sIBivR0NDqevu+UCmLtguL64aI5j6+1kJ8fwpFPt+bXH1gZlt/vJSr97Mv61Op1JdSv49cPnB4UYfaOiIQBQHNzR1ptwuHop3dHQ1taKjyO25XCn9P3kNhiN1DvtqgUngP3Yi/z0J6JsyF/vg3Zac3/zwLY+7s7MSZZ54JRVHg8/kwffp0fPfdd2n3+eabb3DttdciEokgEonglVdewcEHH+zVJRWFDrMMQybPhVwVBIDu+Rlda4gSkXusT1RsVNWw5uOm41Oi23RGtFxfEhHlCdswIu95NrK711574f3338dBBx0EANi0aRP22GOPtPsce+yxWL9+PSZOnAhJknDiiSdi/PjxXl1SUdB1Ex1lQQz5xS3MvEfUS6xPVGwimg5FzvwgG5uzGwozQRVRqWIbRuQ9zzq7W7duxfTp07H33ntDlmVs3LgRwWAQp556KgBg1apVtvtdcskluOSSS7y6jKKk6yZa4QPg63qFH2pEPcX6RMVE1QxrWaF0fEp0nV2O7BKVNrZhRN7yrLM7e/Zsrw5FRETUL0RUHbKLzm6sQxyKcGSXiIjILc86u4cddphXhyIiIuoXIpq7ObuiKECRRHZ2iYiIsuBZgioiIiLKjqoZrkZ2AUBRRIQYxkxEROQaO7tERER5oOkGdMOEJAmutvfJEhNUERERZYGdXSIiojxQNQMAXCWoAqLLD4VUdnaJiIjc8mzOLhEREbkX6ersuh/ZFRHmnF0AgGmaMBo2w2j7DtKQH0OsqMn3JRERUQFiZ5eIiCgP1K5RWjmbMGbO2YXR0YLQ6oegb/0k+oIooezIafDtOzq/F0ZERAWHnV0iIqI8CHd1dhVZcrW9oohob1VzeUkFz2jZjo5n7oAZbof/0NOBATVQP30d4Tf/DHFANeQfjMj3JRIRUQHhnF0iIqI8CFkjuy7n7Mr9e+kho60JHc/eBegaBhz/Kwh1P4FQMRjKiNMgDqxD6I0/w1RD+b5MIiIqIOzsEhER5UGkq+OqZBHGHO6nCapMLYzOF34PM9yOwNHTYfgqrN8Jkgx5v7EwO5qhfvpq/i6SiIgKDju7REREeRCywpjdZ2OOdnbNHF5V4TFNE6FX/xdG41coP/IsGGWVKdtINXtArP0eIh+9CNPon18IEBFRKnZ2iYiI8iBsjey6m7PrkyWYZncW5/4i8sEqaF+ug/+g8cDAOsft5B8eArOtCfq/P+jDqyMiokLGzi4REVEeWAmqFPcjuwD61bxd7ZsNiLy3HMpeh0IYtj9gOo9qi0N/DKF8IEOZiYjIws4uERFRHoSznLMbC3fuL2vtmqE2hF79H4jVQ6HsOwYw049oC4IIabd9oH2zEWa4vY+ukoiIChk7u0RERHlgZWN2ufSQr2u7UD9IUmWaJkKv/z+YoTaUHzoZpst5ytLu+wCmAW3L+zm+QiIiKgbs7BIREeVBOKJDlkS4HNiFr2tkNxTWcnhVhUHb/B60Le/DP2KcbUIqJ0LVUAiBamhfvJ3DqyMiomLBzi4REVEehFUdZT4x3TTUBD5FsvYrZUYkhPDbj0Gs2QPi7j9FNtmnBUGANPQn0LZ9BjPSmbuLJCKioiDn+wKIiIj6o3BER5ksue7KxRJUdZb4yG7LumdgtjehfOQUmBnm6doRh+wFfLkOxrZPIf1gRFb7mqaJXZE2NIWaENFVaKaOctmPweU1GOhzP8JMRESFgZ1dIiKiPAipOsp8EkyXQ7tK15zdznDpjuyakU60rFsF+Xv7ARW1gNGDzm7NHoDsg/bVv1x1dnVDx7vb38f7Oz7Ely1bENYjttt9v3IPHLHboRi1+2GQRHfzrImIKL/Y2SUiIsqDsKpbocluWHN2I6U7shvZ8AqMzjb49z4aZg86ugAgiBLE2h9A/foj+EwTguA8Kfr/mrfg0U+XYXvHDgwur8FBdQeguqwKlUoFREGCKAoIa2E0hXbis6Yv8MSmFXh72z/w6/3PwSB/dU9vk4iI+gg7u0RERHkQjugoUyT3c3blWBhzaY7smoYGdcPL8P9gPyBQ3aNR3RhpyF5QP/ocZss2CNW7227zYcMG/O/HS1FdNhBn7nM6dgsMheEQNr1HxTDsX/tTfLnr33jp369i4fsP4dIRv0ZteU2Pr5GIiHIv7wmq7r//fowfPx7jx4/HnXfeme/LISIi6hPhiG7Nw3VDkkRIolCyCaq0ze/D7GjGgH0O7/Gobow4+IcAAP3bjba//7r1W/y/DX/BHpW7Yfq+U1FXPsSxoxsjCAJ+VPVDTPzROLSr7bj3X/+DTo1JsIiIClleO7tvvfUW3nzzTaxYsQJ/+9vfsGHDBrz00kv5vCQiIqI+EVZ1a+1ct3yKWLIJqtQNL0OsHAwl+P1eH0sIVEEoHwj92w2p5zE0LN74BAJyOSb8eBxM0+XaT12GDhiCU/f6TzR2NuEvny5zPeeaiIj6Xl47u8FgEFdddRV8Ph8URcGPfvQjbN26NZ+XRERE1Cc6wxrKspizC0STVIUipTeya7Rsh759E3zDR0LIYqkhJ4IgQKz9PrRtm1IyOj+/5RVsbd+O8XudACHLjm7M7hVDMWr3kfhgx0d4Z/t7vb5eIiLKjbzO2R0+fLj1/1u2bMFzzz2Hxx57zPX+tbUVWZ8zGOybpQMMw0RLexiqZkCRRVQNKIMo2jeq2Wyba331/hSjUntvelJ/vFQK76cX9+B1/e/J8UrhbwH0/X30pg6ZpomOsI6qyjJUVwdc7/f/2Xv3OCmqM///U6f6PjPMjR5AQEBFMQgIKIigookag0pQN6L5atBc8JKYTQgEld0kbozGS67GqIkb1/2ZRANrzEbdiEESAUVBRVEUVBSQywzD3Hu6u+rU+f3RUz19qequ7qnq6/N+vXgx3XU551Q9zzl1up7zfPxeF7jI3NZyvJ9HdjwDQEL9sVMAIKdrYkZo7ER07duOetEBb8t4AEBnfxf+vvefmD1mOk4YNR5iCBPrc+pPw96+vfjzB0/j7BNmoc6bbA/leB9ScbINVvzHSvnl+ryVSCXYilWqpa3V0s5yoCQSVO3atQtLly7FihUrMH78eMvHtbf3QtOsD1TBYB3a2nryqGFuyDJDR0jBjx55Ba0d/Whp9OOWJbPQGHCDcy3vfZ2mUNenHCnmtXGqw8zVf+ykEmzNjjbY7f/5nK8S7gVg3g4nHziG4kMRhUPlGiQIdHaGLB8nMwm9fRHTe1aO91MIgb5t/4Br1ER0h4EGL3K6JmZogZEAgPZ3tsDNmgEAa3Y9Da5xnNw8FR2dfUMuY96oOfj9u2vwu1f+hCsmXRb/vhzvQyp6G4o1Blm5huX6vJVIJdiKVaqlrYntpElv8Sl6gqqtW7diyZIlWLZsGRYtWlTs6tiCCsQ7UwBo7ejHjx55BUarrHLZlyCIysJu/6f+pHwIhWN3JdcwZo+LVVwYs9a2G6L7EFxjp8ByamoLMP8wSIEGqANJqroiPXjxk5cwY8RU+JnfljKG+5sxLXgSNu5/BQf7DtlyTsI69LxFEEQ2ijrZPXDgAG688Ubcc889WLBgQTGrYitcE/HOVKe1ox/c4BfMXPYlCKKysNv/qT8pH0JhBUB+k91Ky8asvP8SwFxgwyfYfm7WfDTU/TshNA0bPnkJiqbilBHThhS+nMqpI6bDxdx4ejcl2Cw09LxFEEQ2ijrZffjhhxGJRHDnnXdi4cKFWLhwYU5rdksVmUloaUz+1bil0Q/ZYF1ILvsSBFFZ2O3/1J+UD6GBjMqeKk9QJTQO9YPNcI+dDMFyuxZWYM1HA0o/1PaPsOnAqzih6Tj4ZXve6uoE3H6cHDwJr7W+iX09lGSzkNDzFkEQ2SjqZHfVqlV4/fXX8dRTT8X/XXHFFcWski24ANyyZFa8U9XXhRgtkM5lX4IgKgu7/Z/6k/JBD2P2uHJ70Pa4GSIVNNnl+3dA9HfDNWayI+eXh8dkjN76aAM6I104OTgZmgNSQTNapsEre/DX3c/Zfm7CHHreIggiG+TjDsC5hsaAG3fcMBdcE5CZBNfA90b7Ntd5cMcN88A1DTJj8MiAYvAw4/bIiHJk3Q+IJWJQgazlEwRROFL9EoBl/7eCWX+icQEhM+oPSojBNbu5DcMel1xRYczK+y8BHj+kprF2LteNI/nqINU2YUPXTtT76nBUzShHJrs+lxfTg1Px8sEt+Lh7L4LBT9leBpFOrn2eWX9Lz0wEUbnQZNchONcgYeACcwGzRxNZZmjviWbNDuj2yDjcE8UdCfvdvGQWhtd50h6MSzXjIEFUM0Z+eeuSWXC7Gb7/m5dty8ac2p/YXQZhD/EwZk9uAVYed+wBXuUaXHLRc0wOCaFGoe7eCs/4kx2Z6Or0NY/GTukgzmqZ6chEV+fklil4ve0t/N/Hf8cpx9JktxDk0uc113kMn7fMvqc+kiAqg/IeKSsAq9kBoxzxia6+3x2PvAKjF0CUcZAgSg8jv7z9kVdw6EjI0WzMdpdB2EPfQIIqX85vdmPDdjha/ndQ/fgNQAlDPupER8t5q84PIUk4QapxtByv7MHJwZPwZts72NP5iaNlETFy6fOi3PjZyOz78vcwgiAAerNrG6khMF43Q0QRhqGJHp9rcBskXP6Ziair8aEu4EZPSMGadbvANZF0c7immWQR1NJuYqaMg3TDCWJo6L7e2hECZBb3qdQQuNTvIMHQLxtqvbhlyawk/4eEvMKOuSbQWOfDVxZOSTqfz5Ps+dQfFJ9QWIXXzSDlmBtHT2gViWqotTfPUsFR338JUqABqB8JaM69QXtD9GJEREXL4QPoHn6sY+UAwMnBk/B665tY/fYzuOr4xY6WRcT6vMs/MxEnHz8i/rz1xs5DJn2eZtg/mj9fCXgpvJkgyh561rGB1PDE2ZNHYPF5kwxDjiUmoa0rEt9mtO83F0+Hx82gJby2lRlDS6M/qUOOZRFkAE8JYx7IOJi+rwRwSrFPEPliFIr8/a+eBkXRcLuFMLrZk0dg89uDWpyzJ4+AAPDbp96K7/fdL52C3pCC23+Xe0idx81w9YIT8fM/vp7Un7CUGB7qD4pPKKzC73XlHL7r1t/slvm6XS3cA3Xvm/BOOtPRie4RpRe7I4dxrirDdfBDYNI8x8oCAJ/Lh6nDJ2Pzvtdx3uhzMKKmxdHyqp0avwvHjGnEzfdvSHreqgkkZ/ZuafTD45YN+0ePWzZ8ZvK4GToovJkgyh4KY7aB1DCaT586zjTkOKKIpG1G+/78j69DS3mO8cjAzSlZBG9eMgseA6UGyjhIEM5gFDJ36EgoPtHVvzMLo/vyxScl+eWXLz4Jd/7Xq0n7dfdG4xPdxGOthNRpHPEHOf3Yn//xdTQN81N/UGJ0h6KoC3ggcpztelyxTr/cw5jVXS8BGoc82tm1ra937wYATPIG4WnfB3Dnr9v0lqlwMRl/2/OC42VVO+GoZvi8JUNO6/M0TRj2j5omDJ+ZNApvJoiKgJ53hkBi6HLiL4J1AXdaSMzU44YDSA9HNtq3taMfqqZBlmV43RIiioZ+RUNDrQd3feMMRBUOmTH4PAyRfiWtXrlkeCYIwjpGSwR8HhemHjcci+ZPhMwArgFPrjcOHZYgJWVp55pIOzaqcsvLEJKWRDAGiRmHSkPAUnb4oWQkpWymudHVF0VdwJ3zm12vO/YbdX+kvB+5lZ0vQh4+DvDXI+3XXRt5rXs3xvqD8LFRkLR34G3fh0jLeMfKA2K6uzOPmopX9r2Gz40/F8P9TY6WVy14/W6Eo1q8v/N5GPrCqkloskh7BupXjMOYVRMFjUiG8GZ6eCaI8oH8NU8Swxm/snBKUghMT0hJ+vyZU8fic3Mn4Ob7N2TdF4j9qnjoSAh/3fChYYjzo0/vQEdPOGM2ZsosSBD2Y7REwO+T8bm5E/CD374U97eVXzrVMHSYMUDiWjxLu8/nTjv2h9edbtgnuFKWLHh8rqQlEWah0oMhyzxjdvihZHGnDPC5090XxcimQM7H+byxYbvX4IfOcoEf/hha+174Tr0EwsGJbmu0C/si7Th/xEyEWT2EJMHT+qHjk10AmHP0TLz6yTas3fMCrjjhUsfLq3S8fjdaO8Npy8OahnkNQ5O9boblv3wxuT+qM9tXBo+qaQoasmy2fIyWgBBEOUFhzHmSGM64Zt0u3HT59HgIzN9f/Tgp5PiSsyfGQxWN9l35pVOTwmdia+wk0xDnS8+ZSNmYCaIIGC0RqPN700KR7/yvV1Hn92YNHVZULe3Yh/+yPa2Mby6eDpayZCF1SYRZqLTRsUYMpd+gPic3hBDo7ouixpf7782+gbUrvaHyvbrKey8CsgvyiOMcLee17t3EF4wdAAAgAElEQVSQAIz3t0C4PFDqhsNzaLejZeoM89ZicvMJeGn/FnSEOwtSZiVjFq7MuXFospoQhaP3R9wkjJlrxhNXWhJGEJUB+WwWzELzUsMPAQnLrzoF9TUeyEyC3yvHQ2gYk9BY50NrRz/e29OB9Vv34ntfmQO3S4LMGNZt2ZMUVvPo0zuw5MJPmYY41wXcAIDGOh8EBLgkpdWNQm8Iwh4S+wABoKXRlxQeB8nY3yAhLYxO4yIpyzKQfuzmtw/hq5+fktYnfOeLM8ESjjXLICoE0o5d9sUZWX3frN+wkhma+pzc6Aur4JpAwOfO+Vi/R3+zG7W7WgVBqBEo778E99HToEkMTgnsCiHwWveHmFAzEl4hQYNAuHEk6vZsh6REINxeR8pNZGbLydje/i7+vvcfuGziQsfLq2TM+juVm2RY5iIty73Kzc9h1E9xk/BmilYhiPKCnkMykCk0z+VmhqGLPq8MSRM41BE2DD8GgPkzxyYdp297b08HgNivhz0hJf53aghNT0jBCUc34uoFJ+KW+zem1U2YHEehNwSRG6l9wKKzjsGZM8ZmDR2ePXkEevqiWbM233KNcdixqgr86JFXkr6DBNyc4O933DDP0M+5ln6sFd83CtGOtSN7eDJlgM+NI91hALFMsrnCBqTtesPl+WZX2bkRiPTBPWFmzsm5cmF/pAOHol1Y0DQJ2kC250jjSAz7+C14D+9BeNREx8rWGeatw4lNE/HiJ5tx3rhzMMxT53iZlYpZSLHXJMOyyyUlZbnPlHXZSNVCh3MtLbyZIIjygsKYM5ApNE9RhGHooqIIRDkMw48Xn3c8Lj1nIn7xeHoYzeLzjgcwGHa4Zt0u0xDnNet2YfF5x6eF4+h1o9AbgrCH1D7gM7PGWwod/vLFJ1nK2vyj36Ufu/JLp8LrZWl+f6S7P+nYl7fvN8zQ7nJJefm+Ub9h1A6j8GTqc3KjvSs22a3z5/5mF4glResrwzW7QtMQffNvkIPjIWqbHS3rte4PwSDhaP9gOZFhLRBMhvfgB46WncjMlpPBNY7n9/yjYGVWIl43M+zvzEKTFUVL+04IYXgOrztHsWuCIMoKehbJgFGock9/dGB9h1nYnhb/O3Xb6GCd6XGjg3V46OZP49CREABgyYWfQk9IwTMbd+NHN8yFpgm4ZQaJSVj2xRkAJNMMhJIQFHpDVBzFyPabGp4rm2Q7liQpKWRZE8ZZm42O7Qur+N5X5iRlcr700xNx+/VzIYSAJElYv3UvTjp2eNKxv3nqbTz6/fOSyvW6JXBFS/N9wEIoskHInmYxPJnC/XLj8MBkd1ggv1Ban0dGX7j8Jrvq7lchug/BM/dKR7V1NSHwWvduHFc3Gi4OxN8fyzLCjSPhObALOPl8QHJ+ktPoa8Ckpon4x96NOGv0XDT7Gx0vsxIJhVVseedgWr941owxJss5RNp3iqqhpSF5GYqZqgVBEJUDTXYz4POmZ1n95uLpuPex17D4vOMNw2EUVUCSjMOIFVUzDfc7dKQP/REeD7tJ3HbFeSfAyyR0JIRF/vjrc03E0Rm0KKfQG6KiKFa233R/zRCuq+rZjjlkV3q4XDiqGh7b2RPGD367Of7dorOOQTjCcccj2bM7K4qWkN2ZxxPWJfo+crh2qf0GyyEbKfU51mnr6ofXLcPrZqbJcTJRjm92BVcReXUNWNNoSM3jIByc7O7ub8URtRdn1U2FEMnlhJvHwL9zM1y97VDrhpucwV7mjDoVuzo/xF8+fBbXTL6yIGVWGjKTsPaVPXjsb+/Fv2tp9OOcU4827KNS3aql0Q+XzNDWGaas8QRRZVAYcwaMQpX1bMh/fG4nvrl4elI4zMovnYon1+/C/7ywKy38+OYls/D8Kx+hpz+adpw+SV2zblfaNj0UMDWcMqpoxuLo9IRJVCDFyvabGp4biiiG/htLNjUIY1LafsNqPbj1muQQuluvmYWWpkDSdwvmHZMWKm01u7MRQ7l2FJ7sDAfaQ2hp9Oedm8nvldFXZmt2lR0vQHS3wjvlPEcnugCwpfsDeCQXxvjSQ6XDzaMBAN4DuxytQyJ1nlrMbJmGLYfewPudhckGXWmY9UVuF0t73lr5pVmQZRiqXFDWeIKoPuiZJQNm2f/qAm68t6cDjz69Az+6YR40TYOiCjy5fheef3VvfN/U8MIL5x0Drgnc+9hrBtlSZ2LZF2fA45Zx543zoHItOcOyJCXVxSUz46yCmnFWwWKEgBKEXRQr229qeC4APPg/b2XNdhxVOB59ekfSfg/9z3asuHpmWqgvk5NDoM36Ha6JvMKEza6dpgFMZmjtCAEysxzaTH3H0NnX1osTxjZCy3O2G3uz22tzrZxD6zmMyKtr4DrqRGDYSEA4Zz+q4Hijezc+VT8OUNN//eW+Wig1DfDt34m+4+c4Vo9UZrRMw44jO/HYu6txy6n/Crec33rtasWsLwpHVDyzcXfaUpAFcycY9tOUNZ4gqg/y7wzIzDiET8+U3NEThoRYp7vqt5uS9nvz/cO44jwBlxDx8EIJgEuW0dETTsuW6mISwDVo0dhvjKmhgKnhlD0hxXJ4YbFCQAnCLoqZ7TcxPFfIzNB/U+vhMtlPggRwnuTfnCeGHXPIslnGUAlSyrFWMLt2AgI3378p59BmCh4ZGt19UXT1RhFs9OV9Dr9XRiiiQgiBP/x9FwJeFz5/xjE21tI+hNAQ/ufvACHgPfmz0Byc6ALAjt59CGlRTKobkxbCrNPfPAZ1e9+BpIQh3Pnfh1zwyG6cM/YM/PmDZ/DMR89j4bEXFKTcSsKoL5JdMt58/3DSi4aWRj/mTjvKoJ+2viyDIIjKgcKYM+CRkZa5T8+GnBjOl0uoH5NhGAbJ5Mx1SS3j769+nFY3szKLFQJKEHZRKuG0VushG4QxG4U7G2HU79y8ZBY8WfqIXOv88F+2U59QBHbu7QQAjGoK5H2OuoAHQgAvv30Qz2/Zh79s/Cj2hr4EiW59CvyTt+GfeRE05nG8vC3dH6JW9qHFNcx0n3DzaEhCg+/Qh47XJ5Fxw8bipOYTsfbjF/B2+7sFLbtSMcrSfMuS9OUhetblUhhHCIIoLOTjKSSG+wouEKz3xkMMXTKDPJANOTWcz2qoX1TR0sIbjcIgUzEK4fHIkqUyixUCShB2USrhtJxraK7zxPoEISBLEjwyoEST33dGDMKYrfg5EDvXcL2MgdBmozJyqXPqtYOEJG1fgPqEQvHmB+3wemQMr/dDyyM5FQA01sayOP8t4W3Wrn1daGnMfwLtBMquTYi+9hQ8E08DWiY6Gr4MACEewfbevTi16QRoqnkCr+iwILjbB9/ed9A/5lOO1imVM8fMQWuoDY+8/QcsP+XraAkEC1p+OWO0HMssS/O5s49O60OjYbUkxhGCIAoLPdckkCncVxICUDk4jMP5rIb6yUyyFAZpRGoZCoflMil0hyh3SiGcVpYZ2nuiWZcEDMXPgdjENjG0WRliY1OvncghyzJhH529Ebz8zkGcNnlkmjRKLjTUxSa7ew71YtK4Rnz4SRc+2N+NuVNG2VXVIaPs3orw+t/CNeoEuCbNNw0ptpNXut6HKjgm1Y4GMhXHGPqDR6PmwC5IahTC5fwbZx03c+NzE87FEzv/jF+8/hD+dcb1GO5vKlj55YrZ81ldwGOcpfmUoxOWfQz2oaUwjhAEUVhKIoy5t7cXF154Ifbt21fUehQi3LcY4ZilEgJKEOWO1T6i1H2u1OtXqazdshdcE5h14oi8MzEDQJ1/MLnR5PFNaGn0Y8+hHhtqaA/q3rcQ/vuvIQfHwzvrkiFN7K0ihMCmzvdwdKAFw6Ts+sWhERMgcRW+AmZl1qn3DsPnj/0c+nkEP33t19jTXdxnn3LArO91uyVbl30QBFF5FP3ZZtu2bVi1ahU++uijYlcl53DffDIcFyMcs1RCQAmi3LHaRzjhc3ZmVE+sHyQJEIL6BIcJhVWsf/0TTJ8YjOnrDuENOmMSTj9pJHYf6MaEUXV4f18n3v+ky8ba5o964D30P/dLyI2j4DvtcmgFsqn3QwdxKNqFzwdPB+fZf6KO1reAewPwffwW+sdOLkANkwkGhuOSYxfgr7ufw09eux8Lj/0czhpzOphUEu8gSg6zvjcc4UnLzXT1i2iZSXMRBOEcRZ/sPvHEE/je976HFStWFLsqOYX7DiXDcTHCaCh0hyCGTi59hJ0+50RGdb1+wWAd2tp6qE9wmJfePoj+CMesT7UMaaKrM2/KKJwxdRSEAJqG+dD3QTt6+6Mo5gpQ3voh+v/vp2B1zfDNvRKaw3q6ifyj4x0EZC/GupshuPl63TiShFDLeNTuexesvweav875SqYQDAzH5ccvwt/3/gOrd/0Fmw9uxeXHL8KE+qMLXpdSx6zv9bgZDndFSG2CIAhTiv4T4u23345TTjml2NUAkFtoH2U4Jojqo1jhv9TflD+bth/AmGANGmuyh9haRY8Obh4Wk8850F68jMy8fS9Cz94L5quDf97/QwHnudgf6cBbvXtwWvOJ1ia6A/QddTwkoSHw8TYHa5eZgNuPCyecjwUTzkNnpAv3bL0Pv3v792jvP1K0OpUiZn2vxqlvJAgiM0V/szsUmptrcz4mGMz8621Dg8A93zwTiqrB7WKor/GCGciFtHaEDENqIElZyyhlyrnuTlNp1yYf/7GTcr2eVvsIO3G6vynXe5FKodth1YdaO0LYfaAHl51zHOqG+W2vxwQW+926Oxx7P1/o6xBt24sD/3cPZI8Xwy/4Kphn6BP6hgbrmaX/sGsDvMyNU4LHgmk5xCjU+qA2j0LN7jfgmv0ZwOYQ4lzacErjZEwZcxxe2vsaNu3ZijfatuOzE+fjkk99FrWeGlvrlQtO2pIV/0ks36jvPdzVXxHPYuVU16FSLW2tlnaWA2U92W1v781JukEP17OCBEBVOdrDJr8Sm2QzhRCWyyg1crk+1UYxr41THWau/mMnlWBrLQNtMO0j7MTB/qYS7gVg3g4nHzis+tCmtw4AAIbXedHZ6cDbVyHgkiXs/Kgdn50zvqD3kx/Zi/6/3gVIDIEzrkJ3iAOhobWxoSFg+TodjHRic/v7ODN4Evp7Qjknw+IjjkPzOy8ivGMbwkedkE91DcmlDYmc3DgNx9Yci1cPvYan33se/9y9GVeccAmmBouwrnjAp4o1Bpn5dNLzWQU8i1VKH2yFamlrYjtp0lt8ih7GXK5QNlOCIAoF9Tflzc69najxudBY64zEjSRJaB7mw/4ChzHz9j3o/98fA0xGYP410Fy+gpYvhMCaQy/Dx9w4qXZcXlmf+4PjoPpqUbNjA4aUIttG6jy1OGfsmbhi0qXwubx48K3/wqPvPI6wGil21UoO6hsJgsgG9Qd5QhmOCYIoFNTflDfv7e3EMUfVw8nb1TTMh4MFnOzy1g8RevZeSC4vas78ErhcOK1anW09H2Nn6AAuOuo0SGqeqzQZQ8/Rn0LjzlfgbfsIkZYJ9lZyCAT9w/GFiZ/HltY3sPnAVuzp2YevTrkaIwLFTENWWlDfSBBENkrmze66deswZsyYYlcjJzjXIHENLiEgcY06V4IgHIP6m/KkoyeC1o5+HD3S2VC2pmFeHOkOIxx1PjWPsnsLQv97J5jHj5qzlhRlotulhvCnQy9htK8Zx3hbhnSuvpHHgXtrULdtLSBKy69kJmP2yJlYdNwCdEW6cderv8C2tu3FrlZJQX0jQRCZKJnJLkEQBEFUGu/t7QAAjB7ubJKh5mE+CAD72/ocK0MIgei2ZxBe+yvIzWPgO+tacOZ2rDwzNKHh0f3/QFRTsWDUbHA1OrQTyi50HjsD7s5DCOx+w55K2szYutG4/IRFaPQ14KG3HsWf338GPJdkXARBEFUKTXYJgiAIwiHe/bgTfq+M5jr7JIeM0OWH9rU6k/xFC/eg/28/R2TzE3BPmA7vnMsh4GwWcsN6CIE/HtyE90MHsWD0bHht0CwGgP6W8Yg0jEDdtrWQeztsOafdDPPU4ZLjLsTU4Z/C2j3r8attD6Mn2lvsahEEQZQ0NNklCIIgCId4d08HjhtdD83h5EeNdV5IErDnoP2TXXXvmwit/jfwfdvhP3URXFPOhyhCqKgqOB4/uBGbu3bhnJbpOFpuzCsplSGShCOT5gIAGl9eA6gFyLKeBy7mwtljz8B5487GB10f4c5Xf4Z32t8rdrUIgiBKFprsEgRBEIQD6PrIE46qdzzRr0uO6Y5+dKDbtnNqPYfRv/Y+9D/7E0geH2o+cx0w8gRAK/xE93C0G7/c8yxe7tqFs1tOxkn+o8A1e9cnc38tjkw6Ha6Og2ja9HjJTngB4MSm4/GFiZ+HzGT8atvDePSdx9EbdS6EnSAIolyhbMwEQRAE4QCbd7QCACaMKozO4phgDd56/zBUrsEl5/9bttZ5ANE3/w/Kzg0Ak+Gb/jmwMdOgCa3g8jxHlF78s+Md/LNjB1ySjC+MPRMjWR00h9arhoNHo+PEuWjcsQHD1/0nOmd/Hmr9CEfKGirBQDMWH38JXmvdhs0HX8MbbW/hrDFzceboOWj0NRS7egRBECUBTXYJgiAIwma6Q1H8fctenDiuEX6PC5rm/CTx+LEN2L77CF5+5xDmTRll+TihhMHb94IffA/q7tegtX0IMBc8x58O1zGnQjAPRAGyFAsh0Mcj+KSrHTvaP8GO3k/wQf8hAMCMxuMwu/EEMIU7NtHVCY08BtzjQ9OOjRj+3EMIjzkR/eOmINo8FsIbcLTsXHExF2aNnImJDcfi1UOvY+3H67H24/U4tmE8JjUej4mNx2BkoAU17gAkqfBrrAmCIIpNWU92Gcu9487nmGqCro85lXZtit2eYpdvB5XQBoDaYXd52z9sx6+efAuKKvDpmWMgAEgFqNtxY+px9Ig6/Nez7+Ko4TU4bnR90nbevgfhLU8BShiCKxBKGKK3HSI8mORIbh4L3ykXQx4xEZA9gNDTUNlT/w6lD//btgVhrkAVHFxoiGgKengYPWo/FDE4kR3la8L8lqmYVHMUvIJBU/lANZy/lkrzaLTOvhh1+95FYN+78O/bAQDgvlpovlpoHh+E24fQpNOhNBvLJrICTi6b/Y347PhzMPeoU/Fux/vY3fUxnt79HMTu2I8sAZcftZ4aBFx++F1+uJkLMpMxc8Q0zBwxzfS8TvqUlXNXSt+UjWppJ1A9ba2WdpYDkrAtuwNBEARBEACgcg09fVFE1cKH/jKZoanOC9kglFkIMbDmVsTe1moaBFdjk1+u6js5XEEWz+QsIKAJAQEBrmnggkPROPjApFcIgdJ4SJEgMQkSc0FiMsAYAAlgUsm+MZUGrrGLueBmMmQmQ5ZkSBIDgwRIgCRJYBKlbyEIonKhyS5BEARBEARBEARRcdDPeQRBEARBEARBEETFQZNdgiAIgiAIgiAIouKgyS5BEARBEARBEARRcdBklyAIgiAIgiAIgqg4aLJLEARBEARBEARBVBw02SUIgiAIgiAIgiAqDprsEgRBEARBEARBEBUHTXYJgiAIgiAIgiCIisNV7AoMhfb2XmiasLx/Y2MAHR0hB2tU3tD1MaeY1yYYrHPkvLn6j51Ugq1VQhuAym+HU/4DFNeHzKiE+0ltKA30NhRrDKqEa2iFamknUD1tTWynk2MQYY2qerPrcsnFrkJJQ9fHHLo29lIJ17MS2gBQOyqNSrgO1IbSoNhtKHb5haJa2glUT1urpZ3lQlVNdgmCIAiCIAiCIIjqgCa7BEEQBEEQBEEQRMVBk12CIAiCIAiCIAii4qDJLkEQBEEQBEEQBFFx0GSXIAiCIAiCIAiCqDhosksQBEEQBEEQBEFUHDTZJQiCIAiCIMqWqMIhRGlpXhMEURo4Otm97777sGDBAixYsAB33XWX4fazzz4bCxcuxMKFC/HYY485WR3CBmRZAnwKuDcC+JTYZwePc+o8BFEM3B4G+BVwXxjwK7HPFiHbJ4jSIJMv6tva+tohBzgkn0o+6zCHO/tx3b3/wMa3Dha7KgRBlCAup068adMmbNiwAU8++SQkScJXvvIVrF27Fueee258n+3bt+MnP/kJpk+f7lQ1CBuRZQld6MA96x9AW+gIgoEmfGfudaiXG8G5+S+q+R7n1HkIohi4PQxHeDvu/eeDcftdNncpmjzNUKJaxmPJ9gmiNMjkiwDi2xr89bhy6kLcv/lR8lmH+WB/NwDg1fdaMW/qqCLXhiCIUsOxN7vBYBArV66Ex+OB2+3Gsccei/379yfts337djz44IO46KKLcNtttyESiThVHcIGuDuKezbGBngAaAsdwT0bHwB3Rx05zqnzEEQxUOQI7t34YJL93rvxQShy9n6PbJ8gSoNMvpi4beGk8+IT3dT9CHtp7w4DANwuWplHEEQ6jr3ZnThxYvzvjz76CM8++yz+8Ic/xL/r6+vDiSeeiOXLl2PcuHFYuXIl7r//fnzrW9+yXEZzc23O9QoG63I+pprIdH3a+trjA3f8u9ARgDlznFPnyZdKs518/MdOKuF65tKGg71thvargWNEsCnjsU7bfiXcC6Dw7Si2D5lRCfezVNuQyRcBEd9W6wkUdbyyCyfrasV/LJXPYpNcRdXK6tomUq71zodqaWu1tLMccGyyq7Nr1y4sXboUK1aswPjx4+Pf19TU4De/+U3887XXXotbbrklp8lue3svNM16OFAwWIe2th7L+1cbWa+PT0Iw0JQ0gAcDTYAGZ45z6jx5UEzbcarDzNV/7KQSfDHXNsh+2dB+GeTs53HQ9ivhXgDm7XDygaOYPmRGJdzPkm5DBl8EBrf1RkNFG6/sQr8PxRqDrNpBe0cIANAbUsrm2iZS0vZuM9XS1sR20qS3+Dga87F161YsWbIEy5Ytw6JFi5K27d+/H6tXr45/FkLA5XJ87k0MAVnx4Dtzr4sN2EB8DZKseBw5zqnzEEQxcHMvls1dmmS/y+YuhZt7sx5Ltk8QpUEmX0zc9tS7z+GG2VeTzxaA/qgKAIgoapFrQhBEKeLY7PLAgQO48cYb8dOf/hRz5sxJ2+7z+XD33Xdj9uzZGDNmDB577LGk5FVE6cG5QL3ciO/PXwZNaGASg6x4sibbyPc4p85DEMVAiWpo8jTj+2cvAxccsiTDzb1Zk1MBZPsEUSpk80V9Gxggg+EH878DLjj5rIP0h2OT3HCUF7kmBEGUIo5Ndh9++GFEIhHceeed8e8WL16MdevW4aabbsKUKVNw22234frrr4eiKJgxYwauueYap6pT9ciyFEugITTINgy6+R451GGecwFwdzwkgQ/5jAQxSL5+YvW42MTWDRnu2Gdolo8l2ycI+8jV190eBkWOgAsOpPxQleiLup8mhjGygUct8lln6I8MvNmlyS5BEAY4NtldtWoVVq1alfb9FVdcEf/7/PPPx/nnn+9UFYgBii39Q7IpRDlQDPsm3yCIwpOr3w1FNoxwnrASm+SGoxySBAjqOgmCSIDytFcBxZb+IdkUohwohn2TbxBE4cnV74YiG0Y4j6IOvGHXBFROPz4QBJEMTXarAC40Y8kTkdugkO957CqfIJykGPZNvkEQhSdXv+OCG+7PBYXNlgJRZfC+6RNfgiAIHZrsVgGyxOIZIXWCgSYwKbfbn+957CqfIJykGPZNvkEQhSdXv5Ml2XB/WZIdqyNhHUXlCX9TDDNBEMnQE1UVUGzpH5JNIcqBYtg3+QZBFJ5c/W4osmGE80RVDV537HFWoTBmgiBSIGHbKqDY0j8km0KUA8Wwb/INgig8ufrdUGTDCOdRVA21fjciSpTW7BIEkQZNdqsEu2RL8j0PyaYQ5UAx7Jt8gyAKT65+ZyQbRhQfTRPgmoDf60JXXxQqrdklCCIFmuwSGcmkRZiLTmHivi5JBmMSolyFLDF44EVUihTsF/NEvUT6hb46sFNnWrefg71tkP0x+9G4SDu/7JYQZRFwjUNmMjyaF9Fwup3ZrYFNEER2dL+DFPusCQ0yYmMTH0hUpQkNDOk+aeSzAJK+04R1De1c6kv9RDLRgfW6Pm9s/TS92SUIIhWa7BKmZNIiBGBZp9DoPDfMvhq/f/MpdPZ3YdncpVj99tPYsv9Nx/ULSS+x+rBTy9bQfuYthUf24I71v4x/d/OZ30BUjeLeDcl21uxrTprwks4uQRQe3e/+9MZfccHxZ+OBV/477n/fnvtVRFQFv9r8iKFPGvnszWd+AwpXkr5bfsb1cMmupH4hX9+mfsKc6MCbXL8n9jhL2ZgJgkiFElQRpmTSIsxFp9Bo3/s3P4qFk86L6xXOnzAnvs1J/ULSS6w+7NSyNbSfDQ+ite9w0netfYfjE934fhsfRJQl2xnp7BJE4dH9bv6EOfGJLhDzv65wb3yiq3+X6JNGPtvadzjtu7tf/HVav5Cvb1M/YY4etux1x97sRlWSgyIIIhma7BKmZNIizEWn0GzfWk8g7W/9s1P6haSXWH3YqWVrZj8+V3IWV5/LY2xnWrKdkc4uQRQe3e9qPYE0/zPzXd0njXzW7JjUfiH/fof6CTP0sGWvJzbZpTe7BEGkQpNdwpRMWoS56BSa7dsbDaX9rX92Sr+Q9BKrDzu1bM3sJ6wmv2EJq1FjO2PJdkY6uwRReHS/642G0vzPzHd1nzTyWbNjUvuF/Psd6ifMUAfCuD2uAekh0tklCCIF6ikJUzJpEeaiU2i07w2zr8ZT7z4XX8u4fvdL8W1O6heSXmL1YaeWraH9zFuKlprhSd+11AzHsnnpdubRku2MdHYJovDofrd+90u4btZVSf5X76vFjbOXmPqkkc+21AxP+275Gden9Qv5+jb1E+bob3Y9bnqzSxCEMZIQomx/Bmtv74WmWa9+MFiHtrYeB2tU3hhdHz0DpJEWYaZtqSTuKw9kY1a4ClYm2ZiLaTvBYJ0j583Vf+yk0NczF1vNhm4/GjgYkrMxJ54/12zMxdLZrZR+0RhWxHYAACAASURBVKwdTvkPUFwfMqMS7mch2qD7nSQBAsnZmDWhxb/LlI050WcBJH3XXNuAzo6Qbb5djH5Cvw/FGoOs2MHuA934j//aggtmH41nN+/BNZ+bhDOmHmV3VR2lEnzWKtXS1sR2OjkGEdagbMxERqxoEerfsAzSCInnEQA4AIaBhBIorH6hxkUspkFIg5+JisaqpqYVeQ/dfhhjgBb7bHT+2HGDdh01sWu7dXZJooQgsqP7XXz8wuDYhIGxKdEnE/0K+g9aiE1wo67woATRgK+xOpa3b5v6MOlxpzH4ZlcPY6Y3uwRBJEOTXSIvjKQQls1ditVvDkoIlaI0Akk4EGZYsY1St59Srx9BlCNmfuWW3bZIC1kpi3zYGP2auF2ks0sQhDG0ZpfICyMphFQJoVKURiAJB8IMK7ZR6vZT6vUjiHLEzK/skhayUhb5sDGqlio9RJNdgiCSockukRfZ5IT0z6UmjUASDoQZVmyj1O2n1OtHEOWImV/ZJS1kpSzyYWNSszGrNNklCCIFmuwSeZFNTkj/XGrSCCThQJhhxTZK3X5KvX4EUY6Y+ZVd0kJWyiIfNoYPhC27XAySBCgUxkwQRArUexJ5YSSFkCohVIrSCCThQJhhxTZK3X5KvX4EUY6Y+ZVd0kJWyiIfNkZ/s8uYBJfMKEEVQRBpUIIqIi84F6iXG/H9+cviUghuzYtrTr4cX5r2L0WRULGCUb1LsZ5E4bFiG4n7gAHQUFL2Q/ZNEPZj5lfgsN3XyIdzQ09IJUsSZCZRgiqCINKgyS4xZPQhWOMCiBpLIyRKKbgGdHajXIU8MElWWMRQKsUuGRUj2QhdIoIkHIhUMlmE7JbAGeL6ubI7JmFlxU4LIQtEEiUEMTSMxiuesGZWggR41dgYBga36gMw0Ae4Yr6dzxpbvdyo0OLn5VyQD2eAD+j0yvE3u3StCIJIhia7RF7kIo9gtO8Ns6/G7998CvXeOlw2eQHu/eeDaecBYIsEA0k5EFawYiceH0O70o57Nw7a68ozvw5VUrPaF9khQZQ+Rn769dOugZvJ+Omm36aNYZ39XYYyRCvOuB51coNl36b+IT/0NbsSi73ZpTW7BEGkQmt2ibzIRR7BaN/7Nz+KhZPOw/wJc+ITh9Tz2CXBQFIOhBWs2EmURdLsta2vHfdsyG5fZIcEUfoY+el9L/8O3ZE+wzHMTIborhd/nZNvU/+QH/qaXVmiNbsEQRhDb3aJvMgkj5D6C0o2mSKz84gM23L5lSaXuhLVixU74RpP28fn8liyL7JDgih9cpEZShzDzGSIrPo29Q/5oevsMjn2dpzW7BIEkQr1oURe5CKPkEmmqDcaMj2PXRIMJOVAWMGS9BCT0/YJq1FL9kV2SBClTy4yQ7rUnh0yRNQ/5Ef8zS5jkJkUD2smCILQoV6UyItc5BGM9r1h9tV46t3nsH73S1g2d6nheeySYCApB8IKVuzEo3nT7DVY04zvzMtuX2SHBFH6GPnp10+7BsO8NYZjmJkM0Yozrs/Jt6l/yA99csuAgWzMtL6ZIIhkJCFE2fYM7e290DTr1Q8G69DW1uNgjcqbXK+PnjnSijxC4r7yQHZLhatxySKFRQzPk0sZdtXViGLaTjBY58h5c/UfOylVX7RiJx4fQ5RF4tmYPZoXXBGW7Msue7aTUr0XuWLWDqf8ByiuD5lRCfez2G0wGq/0pTWa0CAjeQzTJ6SJvt1c24D2w315l1sK/YN+H4o1Blmxg9XrP8DfXtmD5VdMx++f3wm3zHDr1afYXVVHKba9F5JqaWtiO50cgwhrOLpm97777sOzzz4LADjrrLOwYsWKpO07duzArbfeir6+Ppxyyin4wQ9+AJeLlhGXC7lInCTuKwBwAAwyAECBBsD4PHbJqJAcC2EFK3YSDcfsdWSwCW1tPYhiIGzOgn2RHRJE6WM0XmFgvDIaw+J+nODbrC73wDnqH3KHaxpcckz+TWYS1BL78YkgiOLjWBjzpk2bsGHDBjz55JP485//jLfffhtr165N2mf58uX493//d/ztb3+DEAJPPPGEU9WpCmRZAnwKuDcCyadCDnBwbwTwKbFtDuP2MMCvgPvCgF+JfS5BEq+T0bXJtp0obYZy/6zYsH7+tr72jOcvlh2R/RJEMrpPaL4I4FcAvxIfI/XPmq90/JR82DoqF5BlBojYul1KUEUQRCqOvUYNBoNYuXIlPJ5YeM+xxx6L/fv3x7d/8sknCIfDOPnkkwEAl1xyCX7xi1/gyiuvdKpKFU0mLVtdB9BJvT63h+EIb0/Sy102dymaPM1QoqUz+GTTMjTb3iACxa46YYGhaFVasWGr5y+WZiZpdRJEMkY+cd2sq/Dszhdw6eQLEFEV/GrzIyXjp4A9+vLVAucaXEyCgBhIUEXXiCCIZBx79TZx4sT4RPajjz7Cs88+i7POOiu+vbW1FcFgMP45GAzi0KFDTlWn4smkZVsIvT5FTtcfvXfjg1DkiGNl5kM2LUOz7d3h3qLVmbDOULQqrdiw1fMXSzOTtDoJIhkjn3jglf/G/Alz0BXujU909W3F9lPy4dyIv9kFwBhJDxEEkY7jC2R37dqFpUuXYsWKFRg/fnz8e03TIEmDoTlCiKTPVmhurs25PpW6ULytrz27li3L3v58r8/B3jZjjUBwjAg2mRxVeMyuk35tzLYrmopgCbXDDvLxHztxwhez3d9MWLFhq+cfSj2GQr7lVkq/WOh2FNuHzKiE+2lXGyyNjSnb7PJTs3Nk8lNAFKXvMMPJMq34T7byXW4ZbpeM+voA/D43NNFflvZfjnXOl2ppa7W0sxxwdLK7detW3HTTTbjllluwYMGCpG0jR45EW1tb/PPhw4fR0tKS0/kpG3MCPgnBQFPSIJmqAwgNGds/lOsj+2XD8hnk0rrmJtcpfm1MtruZi7Ix24hjvpjt/mbAkg1bPf8Q6jEk8ii3UvpFysYcoxLup61tyDA2upjLMT/N2IYMfgoUqe8woByyMfeGomAS0NkZAlc5FJWXnf1Xgs9apVraStmYSwvHwpgPHDiAG2+8Effcc0/aRBcARo8eDa/Xi61btwIAnnrqKZx55plOVafiyaRlWwi9PjdP1x9dNncp3NzrWJn5kE3L0Gz7MF9pvsEhkhmKVqUVG7Z6/mJpZpJWJ0EkY+QT1826Cut3v4R6Xy1unL2kpPyUfDg3ONcgs8FszLRmlyCIVBzT2f3hD3+INWvW4Oijj45/t3jxYqxbtw433XQTpkyZgnfffRerVq1Cb28vJk+ejDvuuCOe0MoK9GY3mUxatlb0+oZ6fdweBkWOgAsOWZLh5t6SSk6lk03L0Gh7U1Mtvdm1ESd9cShalVZsWD8/GAANJaepm2u5ldIv0pvdGJVwP+1uQ9wnEPMJCQCElKafy2Cfn2ZrQyY/LRW93XJ4s/uzP21DZ28Ei8+ZiHWv7cNbH7bj18vm21xTZ6kEn7VKtbSV3uyWFo6FMa9atQqrVq1K+/6KK66I/z1p0iSsXr3aqSpUHZm0bJlHAvdEhzwR1QdhLjS4BibUUa5Clhg0xQNE3ZDhBqDr5xaOxLrJGR4QsmkZktZhZZDtrnl8DFEWAdc4ZCbDo3nBFTEgpBl7U6BlsB99MCs1TV2yX4JIRvcJ98AYoQoNLhYbG9WBMdGr+aFxERtDXJnHEKtkGpMy+Sn5sHVUrkFmsSsVkx4SkCTAmdc4BEGUI44nqCKKj12yQMWWN8q1biTXUH1YtQOPj6FdaY9nXw4GmrBs3lJ4ZA/uWP9LsiGCqDCyjV92+78mNBqTCoA6IBkIDPy4oAnEAhZJm5ggiBiOrdklSge7ZIGKLW+Ua91IrqH6sGoHUWbgExseRGvfYbIhgqhAso1fdvt/d7iXxqQCoOvsAoiv3eUltrSAIIjiQpPdKoALbihlwAXP8TxaVgkHTRRnja5Z3YpVH6I4WLUDrhn7hM/lSfuObIggyh8r45ed/q9oCo1JBSBVZxcAvTknCCIJmuxWAbIkxzM76gQDTZAlOcfzMMPzJMobMak4JmVWt2LVhygOVu1AZsY+EVajad+RDRFE+WNl/LLT/93MTWNSAVC15GzMQGwdL0EQhA71ulWAXbJAxZY3yrVuJNdQfVi1A49m4BPzlqKlZjjZEEFUINnGL7v9f5ivlsakAsC5SJ/sUhgzQRAJOCY9VAhIesg6ViRVrFyfocobOYmTcg3FtB2SHsoNq3Zglo3Zqg1VSn9S6e0g6aHyw6k2JI1fTAaTJEQ1JT4m6tmY7RhDgsE6HDnSWxISQvlSDtJDK369CeNG1uHTM8bgzQ/a8X+v7ME9N85FU11uP+YXk0rwWatUS1tJeqi0oGzMVUJsYhuTBXJ7GDQ5DOHjcEkyZOFDFBG09bVD8rEkOSG35oXCIoPSCfCCS4CAGNAoFHFRBJZBZsGqLFA2MkkfQfEAYZJrIGJku/tcEYAbMZkhbeCzwbGpPxT5ZS/6tQgO9rRBDsjwwgs1ItLsm8kSNDkMVcT8jHFfSepOE0Sl4vExKCwMPjDZ1CABAjGZoWjMZxNlxowkf5L8n8mQwcA1Lf6GNtXv9e/a+toBtxT7Th/rZAA+ZcjjIDEI19Lf7HIKYyYIIgGa7FYZbg9DJz+Mu//5UIIM0dew+u1nsGX/m+lyDHOXYvWbT8e3LZu7FKvffhpdkR5cOXUh7t/8aJKcUeK+uswCAFskGEpZ+ogoDaxKDxntd/OZ34DCleRj510HF1y484X70BY6gm/Ouhaj6kckSxbNXYqAO4D/WP/TpOM8cOFHA8cFA01YPvdraPAMpwkvQRSAmLzYYdy7cXCsu27WVXh25wu4YurnoUpq1n7CSLbv23O/hk0fb8HZx8xN6y8M+xCbx0EiGZVr6QmqSizagiCI4kJrdqsMTQ7j7oHBH9BliB7C/Alz4p+T5Bg2Ppi0Tf+8cNJ58Ylu6jb9sy6zYJcsUClLHxGlgVVbM9qvte9w+rEbHkBbX3v8u+NbjjGU8eJCTTvuUMJxbaEjuHvjQ9DksPMXgSAIKCwcn+gCMR984JX/xvwJc9DW1x7z7Sz9hJFs3082PoSzjzndsL8w7ENsHgeJZFSjNbv0ZpcgiATozW6VoZrIEOnyC6mfs23Ldh5NaBAm+2pCy+nXFqvSR/QLTvWSSXqIZdnP5/JklSPimvH5JUgZj9O/U4WWsidBEE6gmvhqpvErvZ8wHi+ZxAz7C7M+xM5xkEiGc6NszPRmlyCIQaiPrTJcJjJEuvxC6mezbb3RkKXzMInZJgtUytJHRGlgWXrIYL+wGs0qRyQz4/OLlBXCZjImLrJPgigILhNf7Y2GTH09vZ8wHi81oRmeI9N5SR7PGWjNLkEQ2aBetspg3Iflc7+WIkP0Nazf/VL8c5Icw9ylSdv0z0+9+xxumH11mpxR4r66zIJdskClLH1ElAZWbc1ov5aa4enHzrsOwZrm+Hc7Wz80lPGSJVfacSMSjtPX7DLuc/4iEAQBt+bDspSx7rpZV2H97pcQrGmO+XaWfsJItu/bc7+GFz7cZNhfGPYhNo+DxCCaEOCaiK/VZTKFMRMEkQ5JD1UhejZmVWhwSSyejRkMkDQpSU5Iz8asSyd44EVUimWm9DD3wGDDDfc1ysY8VAmGYkkfkfSQvZSC9JDRfgDSvmOyZJiNWZcsSszGnHpcop+VajbmSukXSXooRiXcT7vakJqNWYIEIZCTzJCVbMxGfQgYAA2OjIOFotSlhxRVw9J71uP8WWMx7djh+ORwHx5buxPLFp+MyeObTI8rNSrBZ61SLW0l6aHSgtbsViGxB24PJAAcAEdMlkh3Tg6AQY7tO7BNDwGIYlDCiA98xwbMKHXfROkfI0mHfEg8jxiov15XkhoiAOu2Zrpfynexh9GYzQNA/4Cdjww2oa2tBxFoGY5L9TOCIApFNBwb63S/1HsCxcRnjUiU7YvtBwCyaX+hfzc4nto/DhIx9De4LHXNrkp9LUEQg9Bkt0DYpTNbrsiyhIAUgSRUCMmFkPBWVfuJwuG0r+m2rHS1oc7FyJYJokjk6us0DlUWusSQPLDumbIxEwRhBE12C4BV7c9KRZYlBCJtaF3zY6hdbXDVB9Fy6XcR8garov1E4XDa18iWCaI0yNXXyXcrj/ib3VhwV/wNr0KTXYIgEqAEVQWg2vX1AlIk/oABAGpX7IEjIEWKXDOi0nDa18iWCaI0yNXXyXcrD/1HCsZS3+zSjxcEQQxCk90CkEn7sxqQhBp/wNBRu9ogCbVINSIqFad9jWyZIEqDXH2dfLfyULXYvZalVJ3d6ni2IgjCGpbCmD/88EP853/+J9rb25GYvPmBBx5wrGKVhK6vlzgwV5O+npBccNUHkx40XPVBCImi6Al7cdrXyJYJojTI1dfJdysPNf5mN/aZdHYJgjDC0hPgd77zHfj9fpx77rk4//zz4/8Ia1S7vl5IeNFy6Xfhqg8CwOBaKeEtcs2ISsNpXyNbJojSIFdfJ9+tPHg8G7Mexhz7X6EwZoIgErD0k6aiKLj11ludrkvFwrlAvdyI789fVjb6enbCuUDIG0TLF2+nLJiEozjta4m2LDMNXKNszARRDHL1dRqHKo/4m11Jf8NLYcwEQaRjabJ71FFHYe/evRg7dqzT9alYSllfz+Nh8IsQlI4+1Ltl9EsBRKPGg0W+0g2cC/TAA0D/1T2/9le7hBORHau+NhQZkh6XFIud0yTIivW6GZUJgORQCCJP6lQBSXAISUIImf06cRyK7yfn73c0HhUXfVIrpySoojBmgiASyTjZve666wAAbW1tuOyyyzBlyhS4XIOH0Jrd8sfjYfCFDuHgmrvicgwjLl0BBEakTXiLLd1Q7RJOhH3ka8tDsUHDMi9fBXAFratJDoUgcsHQny77LiC70fr4DzP6kx1jGY1HxScexjyQoIoxCZJE2ZgJgkgm45pdfW3uVVddhZUrV2LBggW0ZrfC8IsQDg1MdIFYdspDa+6CX4TS9i22dEO1SzgR9pGvLQ/FBo3K5F2H4hPdXOpBENWOoQ+v/jF416Gs/mTHWEbjUfHhWmxSK8tS/DuZSbRmlyCIJDK+2V20aBEA4Gc/+xn+9V//NWnbD3/4w/h2oowR3ESOgaftmlm6wflkW5mkJqojrzVhF/na8lBs0KhM5vYV1acIolwx82Hm9qV9l+pPdoxlNB4Vn8E1u8mTXQpjJggikYyT3V/84hfo7u7GM888g97e3vj3iqJgw4YNWLVqleMVJBxGkk3kGOS0XYst3VDtEk6EfeRry0OxQaMyNSVMcigEkQdmPqwp4aT9jPzJjrGMxqPiM7hmd3CyyxijBFUEQSSRsVeeNm0aGhoawBhDQ0ND/N/IkSNxzz33FKqOhIP0SwGMuHRFkhzDiEtXoF8KpO1bbOmGapdwIuwjX1seig0alSnXj0DLZSSHQhC5YujDl30Xcv2IrP5kx1hG41HxUbXkBFWxv6V4eDNBEAQASEKIrL3Cm2++ialTpxaiPjnR3t4LLYdOLRisQ1tbj4M1Kk/0bMyxjJbOZGO2Cz37ZaElnIppO8FgnSPnzdV/7KQUfDFfW9ZtEAyAhpxssBSzMZfCvbADs3Y45T9AcX3IjEq4n1bbMBR/smMsyzQeVdJ9KNYYlO0abnzrAB5+egduXHQSanxuAMCDf3kbJ45vxNcummx7fZ2iEmzFKtXS1sR2OjkGEdbIGLNz8803x//+wx/+kLb9jjvuyFpAb28vFi9ejAceeABjxoxJ2nbfffdhzZo1GDZsGADgC1/4Ar74xS9aqng1km1wtjp4p+4XZT70SgyqAFwSA+MZ9nX5EJIAVUhwSUBAcEgIQ0guRJgPXi1sWH6muuXy0FHKEk6Efbg9DJochio4XJIMxn1QTH6AScWqPRnJYRmVq3GRdD7u8cGjcEDlgCQj7JYgy1IsqZuIfdcvBcBTjtPrYSTBZYcsF0FUIpn82eeTIEc1AAJgGgJuAUmJQBIiyYv0H3SFJKFPlqAIAZm50KsxqEKGLOUmIaZD41Fx0cOVGUtes0vZmAmCSCTjZHfixIkAgNdeew379+/HxRdfDFmW8cwzz1jS3N22bRtWrVqFjz76yHD79u3b8ZOf/ATTp0/PveZVRjapBKtSCqn71c6+GKEZ83H3xofi8gnL534NDZ7hsYf8bPue/lX4X3oaWqgHTWd8IZ7ZObF8AKZ1y7SN5BuqE7eHoZMfxt3/TLfJbBPeoUiKGJe7FCM1Ga1//A+oXW3wTzwVTWf8Cw6suXtQquvyWwGu4ODqZPku4Q2g9bHvk10TRJ5k8mefT4LcdTDNF0U0jENP3pskRyTJLrSv/z36516Ee7c+hgZ/Pa6cuhD3b36UZIPKmHg2ZkYJqgiCMCfjmt1rr70W1157Ldrb2/HYY49hyZIluOqqq/DII4/g448/znryJ554At/73vfQ0tJiuH379u148MEHcdFFF+G2225DJEJyG2Zkk0qwKqWQup888zPxySsQyyZ598aHoMlha/tu+g1ccz+PYdPOTpMw0svPVLdiyxkRpYcmh01tMhtDsSfjch9EV09b/HwxO7876fxqVysOrU6X72KaSnZNEEMgkz+7oyFDX2wdmOjG91/9Y6hdrZCmn4N7tz6GttARLJx0XnyiC5BsULmiv8FNXLPL6M0uQRApWEo92N7eDo8nIW2/JKGjoyPrcbfffrvptr6+Ppx44olYvnw5xo0bh5UrV+L+++/Ht771LStVAgA0N9da3lenXGPnla7BB24dtasNMtMQDNZl3W52Hs5kQ/kELjTIDNb2ZTKYr9a0fP3vXLeV2r0qtfoMlXz8x07MrmdrT5upTWa7B1b9IJdyNc+glImRnZvJByFBDiOXehSDUqxTPhS6HcX2ITMq4X5mG9egpcvmmfkic/sgXIPjV60nYOjrYPZeu0q5D05hxX8yle8bWKfb2OAHG5jwejwugElld+3Lrb5DoVraWi3tLAcsTXbnzJmDr3zlK7jwwgshhMBTTz2Fc845Z0gF19TU4De/+U3887XXXotbbrklp8luNSWoqnMxQ6kErjF0tvVk3W52HlnjhvIJssTANVjbV+PQwr2m5et/57qts4TuFSWospdM19PlN5b0kCWW9R5Y9YNcymXRwTfKRnZuJh+ElNx/pWjXQHn3i4lQgqoYlXA/9TZk8mdZSh87zHxRU8KQFC3u373RkKGvQ4Nt166S7kOpJqjq6u4HAPT2RKDp/a0QiESUsrr2lWArVqmWtlKCqtLCkiDcv/3bv2H+/PlYu3Ytnn/+eVxwwQVYsWLFkArev38/Vq9eHf8shIDLRdqSZmSTSrAqpZC6H9/6PJbP/VqSfMLyuV8D4z5r+57+Vagb/4zubS+kSRjp5WeqW7HljIjSg3GfqU1mYyj2ZFzuUtTXBePni9n58qTzu+pbMOKydPkujbnIrgliCGTyZ8UTMPTFlkXL0uSIXPUtEK+vw7KZX0Qw0ISn3n0ON8y+mmSDyhyVC0gAIA1OmJlEYcwEQSSTUXqot7cXtbW16OzsNNze0NBgqZBzzjkHjz76aFI25iNHjuCCCy7A6tWrMWbMGNx6660YN24cli5darny1fRmF3AwG7PLB1UKx0KXJZaU+dZsX1VocEkMAeGCpBQuG3OxoDe79pLteg5mRdYGMoTbn43ZarnG2ZgHMy+H5QA0DWnyXWbZmEuNcu8XdejNboxKuJ+JbcjkzzU1DO7ogC8yGdztG8zGLDQIxPaPZ0uXJPQOZGN2Mxc0TYAL7oiMXSXdh1J9s/un9e9j7at7sfyK6fF7t/ofH4Bzge9dc6rt9XWKSrAVq1RLW+nNbmmR8VXqVVddhSeffBKnnXYapIT1Z0IISJKEHTt25FzgV7/6Vdx0002YMmUKbrvtNlx//fVQFAUzZszANddck3sLKoxMA7uZbIlOtu2m+6kaAA+CwTp09/RBlcMQvpj0ikv40BNO31cCwAHEXDkwcGYN0YHzxtshq/GJMPS5CmMIiAgkDLaxRzU+rlQnCISzxCa2g3bGYT27ppEf6HqY+g86+hucVF/TuEBAAyShQUgMIYPfAjUt5lkSYv9rWqxMTWKx48DiWUIJgsiMmVaujpE/61JCiAz8uMTqYj8uaREAHJLEAMYgSRJqRATgKjTJhZDmBY8KMMT6FQBgA49B2WSDjPoQGpuKC+cCLpklPeowSUJE4+YHEQRRdWSc7D755JMAgC1btqC2Nv9EHOvWrYv/nbhO9/zzz8f555+f93krjaHIptiByhUcUQ6nyRA1+YYjErY+2TBqx4hLV+DIi09A6+tE09n/D21/vY9kiIiCIMsSutCBe9Y/kCQzMooztD7+H4O2dvkqgCsD2VsHZUsgu9H6+A+hdrWhbvbFGDZ5Hg4myp0YyQylHEe2TBDpmI15QgRMj/F4GHyhQziYIHM34vJbIbia5LvBi74Bye1F6//cM2QfNOtDSKqouOiyi4l3gHR2CYJIxdKa3U9/+tNYunQp1qxZg66uLqfrVLUUW4anp7/bUPJFlbJLviRi1I5Da+7CsGlno+H0RfGJrr6NZIgIJ+HuKO7Z+ECazEhXb1uSrfGuQ/GHZf271tU/Bu86FP+ufto5aXInhjJDKceRLRNEOmZ9Pu8zf87wi1CazJ3a1Zrmu23/+0vwUJctPmjWh5BUUXFRNQ0ulvwYSzq7BEGkYmmy++KLL+LKK6/Etm3bsGjRIlx77bV4/PHHna5b1SGJwQdmHbWrDZJQC1K+IriJ5EtuIUFm7WC+WlOJIkmoRW8/UZlwoWWVFAIyy5YM7sQsywwlHQeyZYJIxazPFzyDn4jcJIdSv8vHB037EEGTqmKicg2yLCWFMdObXYIgUrE02fV4PDjrrLNw9dVX4+qrr8bu3bvx4x//2Om6VR1CGszequOqD0JIhclS7ZbkeHZKnZjki5zTeczaoYV749ItqduE5Cp6kkuxfgAAIABJREFU+4nKRJaYoV0nSgoBg7IlieiyJYM7aYb7GMkMJR0HsmWCSMWsz5fkDH4iyWnHWPJd5O+Dpn2IZOkRinAIzgVkxiASZrtMlsA1+hGCIIhBLPXUK1euxNlnn43vfve7OHLkCO644w5s3rzZ6bpVHcWW4anzDzOUfHGJ7JIviRi1Y8SlK9C97QV0bnoSwQu/TjJERMGQFQ++M/e6NJmR+tpgkq3J9SMGZEqSZUvk+hHx77q2rUuTOzGUGUo5jmyZINIx6/PlmnrTY/qlQJrMnau+Jc13gxd9A3Kg3hYfNOtDSKqouMTf7CYgM0brqAmCSCKj9JDOl7/8ZezevRunnXYa5s2bhzlz5qCxsbEQ9ctIJUoPFVOGJ56NWQqDCw55IBtzLsmpdFLbkSRLJHsAoUHSykeGiKSH7KXQ11PPpKoJLS4zAqRnY7byneLywcuzywwZnasUbDmVcugXrUDSQzHK7X4a9flNTbUZ26BnYzb0QXAwSQIkQEgyhBAAH7oPGvUhmc5VbvfBiFKXHvrF6jdxuKsfXzz3+HhwzQuvf4JtHxzGA8vm21xb56gEW7FKtbSVpIdKC0vxPA8//DAikQg2b96MTZs24ec//zlqa2uxZs0ap+tXdViVD3KK2MQ2Vnauki+JpLdjUJYorvlg0MZit5+oTDgXAHfHQ1l0mREjW8v6naohDF/CYKbldC6CIAbJp8+PRjVEkRhxlOiDRgzdB836EKJ4cE1AllnSKpJYgiq6NwRBDGJ58crevXuxa9cuvPPOO4hGo5g8ebKT9SIsENcaFByQZKieANzRgc9uH8AVQIttC8sBhC28oc34Rjb1M3MBEoPEo2XzhpYoX1LtvV8KIBpNt2mrtme0n9stwccHywjLAcgyBv1KkqF6A5DCYShdbahzMbJtgsiCVZ/0+Rh8PASlK4wGNyAEBwbGGQgOSQx+p0kyJB6FJDEISYKAbBoxRFQmKtfgYslhzIxJ4JqAEAJSSuJAgiCqE0uT3fnz58PtduMzn/kMvvnNb2LGjBnUiRSZVK1B/8RT0XTGv+DAmrvhGzcFw075LFqTtECXA7UjM054hdCSNA9j5/xCXOYhUS+3f9ersXVRF34d7S/8f+B9naSXSziGobbmpSuAwIikCa9VrWrD/RavgtQbxYHEMi5bAchuHHj89iRf6n57A3o2/4VsmyCyYNUnfT4GT+9BHH7xT2g49XNoe/r+Qc3ci78JSXah9cl7B79LGHvs1NQlygfjNbuxz5oQkOk5lSAIWExQ9cADD2Dt2rX47ne/i5kzZyZNdL/97W87VjnCnFStwWHTzo7rfzacdnF8ogvoWqB3x95YZYD3dSVpHsbOeVfKeWJ6ufrntr/eh4bTF5FeLuEoRtqah9bcFXvTm4BV2zPaj3ceSi9j9V1Qu1rTfKl+2jkZz08QRAyrPunjIRxaczeGTTs7PtHV92/7y8/B+7uTv0sYe+zU1CXKh9hkN11nV99GEAQBWJzsTpo0yXTb7t27basMkQMpWoNJ+rVmWqBZ9HIFV83PmXAe5qs1/Ex6uYRjGGhrxmwq2aat2p7RfrlodYKxpM9k2wRhjOXxYMDHTccdAz9MHHtI17r6ULmAi5lNdumNPkEQMUgkrlxJ0RpM0q810wLNopcryS7zcyacRwv3Gn4mvVzCMQy0NWM2lWzTVm3PaL9ctDqRoONItk0Q5lgeDwZ83HTcMfDDxLGHdK2rD5VrcMmpa3Zjj7Wc3uwSBDEATXbLlFStwe5tL8T1Pztf/gta0rRAlyMsBzKeU66pT9I8jJ1zRcp5Ynq5+ufghV9H56YnSS+XcBQjbc0Rl65Av5Rs01Ztz2g/uWFEehmXrYCrviXNl7q2rct4foIgYlj1ybAciK2H3/bC/8/encc5Vd3/H3/d3CST2ZiNGTbZZRMBWWUTBQUs4AbYov5AtLW1/dbtW1FRtFbFBa241dZWRfstKqgIxQ0FBBGQTQVBNkFAYJgZZmP2JPfe3x8zCbMkM8lMMlnm83w8eDyY3Jt7z705596c3HvPm/TJf6iZmXvlHaixrWq+Vu3cE8hMXRE5HM76bmMORYmEEOHIp5zd+lxzzTV88MEHgSqPX6IxZ9cftbMGmzoac3p6Inl5xTIasweSsxtYjdmfnrI1Qzkas2rS0fTIH405Wo6LkrNbKRw/T39HY0ahMiXI0M6eZwyt6jUdw6SG/WjM4fg5+Cvcc3b/96Wv6N0phTED2rtf2/NTHh99fZQnfzeCjJTYgJY3WKKhrviqpWyr5OyGF7nHJ4JpmoGumFAMHQMT5eUGJVrlc0uqoRCnaO5pAEmW8gZjWzyto0hrKC/XVY0kL1cEj7dszdo81T1PsUWevgg7HAaWam3K4TAoLzeg2npV3SBOBvkUwmf1nQ9qdIR1KxomVHQ0w0SpEQsaVdP1qk7s2dcwQMdEqV79h9YY4qggnhIMc+g7vSJ4nJpR98pu1W3NTl1uYxZCVGpyZ7eJF4ZFI9UX5wB1o3/aTJtD7oZ33ZFBnmJbakcPSXyDiAbeYouMmDiyFz98tq5PvxdUC9lLHvNa/32NURFCNKx6e1Ljk0kd+//I+fCls23rV/NAc5D93lM+tVOQ2LuWxKHp7tuWXVx/a2F2x4UQInTqfWZ3z5499f4DWLhwYbMUVNRUX5yDp2muSIezf9eNbakdPSTxDSIaeIstMunOmnX9vafQCrPqrf8SqyVE4FRvT8kjr3F3dKEqDqwwy93Rdb1WXzuV9tmyOJ2eBqiq6uzKAFVCiCr1Xtm97bbbvE5TFIU1a9bQtWvXgBdKNKyhOAdfIoNqx7bUjh6quUwrQkQkL7FFKEqd17zHl1TW//rbnbQRIfxRvT15ihzyJw6svnOftM/ooxsGmm64O7cuEj0khKit3s7u2rVrm6scwk+uOIfqJ/bqUQueptWODKod2+KKHvK2TCEiUlWkSe16Ta1HMHyJL2mo3QkhfFe9Pbkih6q3LVccWJ1zWT3tVNpny+C6cmuuMxpz5d9OubIrhKjiU/RQXl4eb7zxBn/729946aWXeOGFF/jTn/4U7LKJetQX5+BpmivS4ezfdWNbakcPSXyDiAbeYot0k7lmXZ9+L2pSm3rrv8RqCRE41dtTwaYPSJ/yx5pxYEltyJh+r8/tVNpny+FwVo2j4O3KrlM6u0KISj793HnnnXdis9n48ccfGTlyJJs2bWLw4MHBLpuoh6YZlMakk3HDfI9xDrWn2c020ib8GmX8bK+xLYpiqneZQkQiu12HuDa0/X+P1ogt0jSjTl0H6q3/1dtdtEQPCREqdc5jqpWM/zcfVTnbtlDrtknw3k7lHNYyuK7c1u7sum5rltGYhRAuPnV2T548yerVq3n44YeZMWMGt912G3/4wx+CXbYWI1CZtJ6XU/WcklOnvJGxLUKEK091XlWVOjFD3mKLPNX1huq/q42kpydSkFPkcR4hok2gs9Pdy8NZmZVrUkHXKTViSE1NqNG2/Gmncg5rGdyd3Tq3MVd2dl1XfoUQwqfObuvWrQHo0qULBw4c4Morr8TpdAa1YC1FY6NMPL2vzbR7yNuw1B0vJJELIpp5bDsz5qFU2OvEDNWO2RJC+C7QkVuelpc++Q8UbPuYlIt+hWHENbwQ0aI5vFzZdT3Da3dqdd4jhGiZfHpmNy0tjVdffZXzzz+f999/n7Vr11JeXt7wG0WDGhuV4DleaEGNeCGJXBDRzFMb0AqyPMYM1Y7ZEkL4LtCRPp6Wl/PRy7QaMJbs959CKykMWNlFdHI9k1t7NGZXFJHDIT9uCiEq+dTZfeSRR7BarQwZMoTzzz+fF154gTlz5gS7bC1CQxFC/r6vbryQXIEX0clTG/AWVVI7ZksI4bvGnqf8XZ4rfsjQ5Lwl6ueKFvJ2ZbfCIcd8IUQlnzq7q1atYtasWQDMmTOH5cuXc/jw4aAWrKVwRS9U50tUgrf31Y0XksgFEZ08tQFXVEl1nmK2hBC+a+x5yt/lueKHFFXOW6J+rtuYa1/ZtZjlNmYhRE31dnbffvttFi1axCuvvMKiRYvc//75z3/yzjvvNFcZo1pjoxI8xwvdUyNeSCIXRDTz1AbU5DYeY4Zqx2wJIXwX6EgfT8tLn/wHzuz8goxp96LGJwWs7CI6uW9jrtnXdV/ptcttzEKIKvX+fGo2mzlw4ADl5eUcOHDA/bqqqtx3331BL1xL0FCEkD/vKzfZSBl/C6mX3SSRCyLqeWs7apxSJ2ZIBqcSovEae57yaXmu0ZgVhZTxt1BqxGBTfLrpTLRg3qKHFEXBrCrY5TZmIUSVeju71157Lddeey2rV6/msssua9QKiouLmTFjBv/4xz8455xzakzbu3cvDzzwACUlJQwZMoS//OUvmM0t7/alxkYl1H2fjl0iF0QL4qntaJrhMWZICNF4gY70qbs8FzlviYadfWa37g8jFrMJu1OO+0KISj79fDp8+HD+8pe/cOONN1JQUMBDDz1ESUlJg+/buXMn1113HUeOHPE4fc6cOTz00EOsWrUKwzBYunSpX4WPJKqqkGi200otJdGmk2QpJ8lcQpKlHKu1cb9i11im2Y6qKl6nWa2mBud1FObUmSZEIPla1zzVbU+vWa0mn9qSr8sTQjRO7bYYF1e3bTbU5tzHh6I8kizltDJL2xSeebuyC5WDVElnVwjh4tNl1Pnz55ORkUFubi4xMTEUFxfz0EMP8de//rXe9y1dupQ///nP3HPPPXWmnThxgvLyci644AIApk6dygsvvMD111/fiM0Ib9UzBW2d+9FqyOWcev/pJuWA1pd7CPicwetpXsnnFcHga1anx/l+NQ80B9nvVXtt+r0oqplTS+bX25Y8Lm/6vaBayF7ymNR7IZrIajVhK82qlW89h9wN77rPOW1+9QCG5qzZhqu1OVc7zd+whOShk8j56GVpm8Ird86uWvcHTrNqktuYhRBuPl1S3Lt3L3fddRdms5nY2FieeeYZ9u7d2+D75s+fz5AhQzxOy87OJj397GiM6enpZGVl+VjsyFI9UzB5+JVkV3V0ofE5oPXlHvqTwRvo/EQhvPG1rnnMzy3Mcn9Jdr/3vadwFmY32JY8rve9p9AKs6TeCxEAsUaph3zrp2ucc5yF2XXbcLU252qnrQaMdXd0Pc0nBJwdoMpDXxeLasIhV3aFEFV8urJrqvVMhKZpdV7zl67rKMrZ208Mw6jxty/S0hIanqmW9PREv9/TVI7CnLOZgiaT1xxQf8pWY5nVlqOadPf/a0+rncFb37yqSQ/Jvgpn0bY/GtN+mqK+Olt933qaz1t+rsliq/Na7bbkbb2e3utvvY+WOiHb0TjN3YZ81dz7wZFf0uA5x1sbdrU5Vzt1Ze16my+SRFp5PQnmNvjSfryt3xZX+ax3SlIcsTZLjWkxMWb0et4bjiKprE3VUra1pWxnJPCpszt06FCefvppysvL2bBhA//5z3+48MILm7Titm3bkpNz9oR2+vRpMjIy/FpGbm4xuu77bU3p6Ynk5BT5tY5ASDSbMCelV57Adf3s/6u4ckD9KVuNZVZbjqab3P+vPa12Bm9982q6iYIQ7KtwFaq641p3MPjbfpqqvjpbva55ms+Vn1unTjvKa6zDU1vytl5P7/Wn3oeyTgRStG9HML9wNHcb8kUoPs8ki9rgOcdbG3a1OVc7dWXtRvo5KRralWsbQnUOqm8f5uZV3sFTVmqnotxRY5piGJSWOSJm/0dDXfFVS9nW6tspnd7Q8+ny7N13301cXByGYfDoo4/Su3dvj8/h+qNDhw7ExMSwY8cOAFasWMGYMWOatMxwVT1TsODr/5IxbU6Tc0Dryz30J4M30PmJQnjja13zmJ+b1IaM6bXeO/1ezEkZDbYlj+udfi9qUhup90IEQJkS5yHfek6Nc445KaNuG67W5lzt9MzOL0if/Adpm6JedmflM7lmT8/smuU2ZiHEWYphGA3+LH348GHmzJnjfk530KBBLFiwgPbt2/u0knHjxvHvf/+bc845h1tuuYXbb7+dfv36sW/fPubNm0dxcTF9+/bliSeewGqtHUPgXaRc2YWqQXKUisqMQosNk2Zvcg5ojWXWyj2sPa3CZCNGL693XtWko+kmyef1QK7sBoavdc1T3QbqvKaqCrFGaYNtydfl+VPvo+UX6mjfDrmy2zysVlONtuiwxGFx1GybmmbU2+bcxwezgqFpGIaOQWRmxkdDuwrnK7vvrTvEZ9uOMee6gXXqxoqvfqKgpIInfjsioOUNlmioK75qKdsqV3bDi0+3Mc+dO5drr72WadOmYRgGS5Ys4YEHHmDRokU+rWTt2rXu///rX/9y/79379689957fhY5MtXIFNSAAOSA1pd76E8Gr2ve9PTEqtvEIutLhYgcvtY1b3W7sZm6vi5PCNE4drtesy06dDyd5+prc+7jQ0rtL8TSNkVNFQ4Nq1n1WDXMqoLDIVd2hRCVfLqNuaysjBkzZmCxWLBarcycOZPTp08Hu2xCCCGEEELUYHdoWC0mjz+DmM2SsyuEOMunzm63bt345ptv3H8fOHCAc845J2iFEkIIIYQQwpMKh4bVonqcZpboISFENT7dxnzy5ElmzpxJr169MJvN/PDDD6Snp3PFFVcAsHLlyqAWUgghhBBCCAC7Q8dqVvE07Exlzq5G5T3O/kVaCiGij0+d3bvvvjvY5RBCCCGEEKJBFVW3MXtitZjQDbA7KzvEQoiWzafO7rBhw4JdDiGEEEIIIRpkd2pVV3brTrNZK7/alpY7sSZIZ1eIls6nZ3aFEEIIIYQIBxV23euVXZu1soNbUu5sziIJIcKUdHaFEEIIIUTEsDs1LGYvnd2qgatKyx3NWSQhRJiSzq4QQgghhIgYFQ4Ni5fncWOq3cYshBDS2RVCCCGEEBHD7tC9XtmNjansBBeXyZVdIYR0doUQQgghRASxOzQsqjyzK4RomHR2hRBCCCFERHBqOppuYDF7ztCNsciVXSHEWdLZFUIIIYQQEcHu0AEwe7myqygKNqtKiQxQJYRAOrtCCCGEECJClFVU3p7suoLrSYxVpUSu7AohkM6uEEIIIYSIEKVVnV1vozEDJMZayC+qaK4iCSHCmHR2hRBCCCFERHDl58ZYvH+FbRVnJfdMeXMVSQgRxqSzK4QQQgghIoIrP9daT2c3KSGGgqIKKhxacxUrLOhnsnFm7seoKAl1UYQIG+ZQF0AIIYQQQghfuCKFYizev8K2S4tDN+BYVhE9zklurqKFjOGooPzLRTgPfV35gmrBOvAKrBdMQjHJV33RssmVXSGEEEIIERFckUKxVu/P7LZvHQ/AweOFzVKmUDIMnbLVf8N5eAsx/SdgG3UD5nY9sW9fRvlnL2I47aEuohAhJZ1dIYQQQggREQpLKrCYTV5zdgHiYsyktoph37H8ZixZaDj2rEH7eRe2oVMxdR6EknIOlgumYOl/Oc5juyhf/TcMXQ91MYUIGensCiGEEEKIiFBYYqdVnBUD751dgM5tEjlwrACHM3o7eoa9jIodyzF36IPSpicYhnuaudMALP3G4zy2E/v290NYSiFCSzq7QgghhBAiIhQW22kVb8Go1rHzpEvbVtidOoczzzRTyZqffffnUFGCtc/FYNTt1Js7D8Tc+QLs332E8/juEJRQiNCTzm4IqKoJQzXhVBQM1YSqyscghDhLjhHCReqCEDWdLiwjJdFGA31dOrSOA+BIlHZ2Dacd+/erMHfqhxHrfRAu83njUBLSKF//Goa9tBlLKER4kCHampmqmsgvdfD4G1vJzi8jIyWW+2cPIyXOgqZF7602QgjfyDFCuEhdEKImTdfJLaygf/fWDc4bZ7MQbzNzLLu4GUrW/JxHv6u8qtttaL1XuRXVgnXAJCo2/gf7NyuIGX5dM5ZSiNCTn4ibmRPcX1wAsvPLePyNrThDWywhRJiQY4RwkbogRE2n8srQDYPUVjE+zZ+eHMvxWp3d/cfyWffdiWAUr1k5Dm5EiU/BSMxocF5TSnvUjv2w716NXpjVDKUTInxIZ7eZabrh/uLikp1fhqY3cD+OEKJFkGOEcJG6IERNx04VAZDWyubT/OnJsWTmlqBXtRlN13nqrW/596f7OVq1rEiklxai/fw91i4DafB+7iqWXheBYsK+44Mgl06I8CKd3WammhQyUmJrvJaREotqqn9UQSFEyyDHCOEidUGImo5mFWExm0hJ8O3KbkpiDE7NIL+4HIAj1Tq4+36O3Fgi549fg6FjatvL5/cotgTMnQfiOLRFru6KFkU6u83MDNw/e5j7C4zrGSx5eFoIAXKMEGdJXRCipmNZRbRvHe/rxUxSEis7xTn5lZ3dn6vd0lz79uZI4ji4EbV1Z4hL8ut95m5DK6/u7vwoSCUTIvwE9Zy5cuVK/v73v+N0Ornxxhu54YYbakx/6aWXeP/992nVqhUAv/zlL+vME200TSclzsITfxiFphuoJgVz1etCCCHHCOEidUGIswzD4HhOCf26paH72Nt1XQHOzCuld+cUMk+XYrWYSGtlI7ewPJjFDRot92f03GPYBl/p8y3MLootAfWcfjgObiZm2C9RbAlBKqUQ4SNond2srCwWLlzIsmXLsFqtzJgxgwsvvJBzzz3XPc/u3bt59tlnGThwYLCKEZY0TUehaudrBlRFS8iXGSGim6qacEKDbb32MUJr3mKKMOKqCzFVdadCN1BVk5wnRItTWGKnuMxB62TfntcFSIyzYFYVTuVVRu5k5pbQJiWOOJuZ3DMVwSpqUDkObgSTiinjXBrz9L65y0C0Y9/hOLgRa7+JAS+fEOEmaJ3dTZs2MXz4cJKTK7O/Jk6cyKeffsof//hH9zy7d+/mlVde4cSJEwwdOpR7772XmBjfnsOIFhItIUTLIG1dNJbUHSHO3nac6uPgVACKopCcEENWVWf3ZG4JXdu1QlUUDp0oxMBAIXKegTd0DefBzVjO6YuhWhq1DFOrDEwp7XH88AWW8yegKJGz/UI0RtCe2c3OziY9Pd39d0ZGBllZZx+ILykpoU+fPsyZM4cPPviAM2fO8PLLLwerOGFLoiWEaBmkrYvGkrojROWtyIDPg1O5pCTGkJ1fRrndSd6ZCtKTY2kVb8WpGRSVOIJR1KDRTvyAUVaIuWO/Ji1H7TQAvfAUes7hAJVMiPAVtCu7uq7X+LXIMIwaf8fHx/Ovf/3L/ffNN9/M/fffz1133eXzOtLS/H/WID090e/3BFN2fqnHaAkUJSRlDbf9E06ibd80pv0EUjTsT3+2IdzaenWhXn+gNPd2NFcb8rfuRMPnKdsQHoK5Db60n+rrL3PoWC0m2qQn+PWoatu0eH7KzKTUWfmm9hmJOJyVd0Q4w+D4C77v56yNWzDZEkjq0qNJV2T1uAvI+v5z1J+3kd73gkYvpzHCYX83h5aynZEgaJ3dtm3bsn37dvffOTk5ZGScDb4+efIkmzZtYvr06UBlZ9hs9q84ubnF7uw0X6SnJ5KTE2a5aqqJjJTYGl9kMlJiwTCavaxhuX/CRCj3TbAOmP62n0CKhrrm9zaEUVuvLho+C/C+HcH8wtFsbciPuhMNn6dsQ3hwbUOozkG19+HPp86QmmijoKDUr85urFXFqRms3/4zAHEWhcKKys7usZMFpMY17nbgQPG1rhj2Mkr2bcHa40IKC8sanL8hpoxuFP+wCWPgL1FMzRPOEg3twhfVt1M6vaEXtNo9cuRINm/eTF5eHmVlZXz22WeMGTPGPd1ms/H000/z888/YxgGixcvZvz48cEqTtiSaAkhWgZp66KxpO4IAbmF5aQkxvg7ALE7fmjL3ixiY1QS46zE2ypbT0GxPdDFDBrH4a2gOTC3Py8gy1Pb98YoO4OedSAgyxMiXAXtXNmmTRvuuusuZs2ahcPhYPr06fTv359bbrmF22+/nX79+vHII4/w+9//HofDwaBBg7jpppuCVZywJdESQrQM0tZFY0ndEQJOF5bTr1ua3+9rU/UjUXZ+GT07JmHoEFfV2S0sjpwRmR1712NKaY+RkAZ609u+2uZcHKoF58FNqO16N3l5x4qOs+3UtxwvOgmKQrwlju5JXeib1ouMuPSGFyBEkAT1h+ErrriCK664osZr1Z/TnThxIhMntrxhz2vHj6gWE06HARiAgkkFzUPWiNVmpsJhoOk6qslEjEXBXu55iBJfI06EEM3HU6SQxapi13C3a6sKDrtvYUOe2jlQ5zWTqjR6Hb6SY07jeNpvqsXkPtabVROqScHu0DCZTKgquPJGvH3+QkQbu0OjuMxBq3ir3++1Wc20TrJxurCcTm0S0Q0Ds2rCZlUj5squlnsMPecwtiFXBaSjC6CoFtQ2PXD8tB3r6FkopsYdQUodZSw58AHbs77DbDLTIaEtCgqny07zbfYu3jsIPVO6c3GHkYxLuzAgZRfCH3JubGa1IyQu7NuGGRN680S1SIm5s4fROtFa48uo1WYmp7CiznzpSTF1OrwSUyFEZLBYVU4X2Rts/554aucP3zIch0NnfrXXHrhpGGazib/862u/1+ErOeY0jqf99tjvR1JS61h/x4yB/PujveQXlXP7rwaycsMhbpx8Xp3P+v7Zw0hODs1z+EIE05mSyk6p6/Zjf11yQQf2HMmjf/ezV4bjbRb3csOdY+86UM2obXsRyCOq2r4X2skf0DMPoHbw//bogopCXvz2X2SXnebSzhdxfmpvFEXFqLrXvNhezI+Fh9mZs4d/7f4/lh/+iDEdRjGy3VBsZt8jpIRoiuZ5Il241Y6QuHRoZ/eXGqi8zeaJN7ZS+ztohcPwOF+Fo+4XG4mpECIy2DV8av+eeGrnWXml7s6P67X5i7aSnVfaqHX4So45jeNpvzmddY/1z7/zLdPG9SA7v4wXlnzLpUM7e/ysH39jK4UlkXNbphC+Kiyt7JTGxjSus9utfSuuGNkFc7XOPtDPAAAgAElEQVSBmOJsZgojoLOrlxbi2L8Ba7eh6Epgv7ab0ruCasH50za/31uh2fnHzkXkVxQw67xf0i+tL2Byd3QBEqwJXJDen5l9fsWV3S8nMSaB9w+uZN6mx1n+48fklxcEcGuE8Eyu7DYzTTdqjKiZGGfxGCmh6XqND0fTdZ/m87SOs/Ma8oELEUb8add131u3ndusZo/Ls1nNdV7zZR2+kmNO43jabyYFj/sysWrE2Nr/rz2fw1l5q7wQ0cR1BdZmVQO2zHibmdwz5QFbXrA4dn8GuhNL92Ho/o7O1QBFtWDK6Ibjpx1YR81E8bEzrRs6b+55m+PFmVzfZypJ1qQandzaTIqJrq06M7BTHw5kHmVnzm5WH1vPmp+/ZGB6P4a2HUif1J6YG3krtRD1kSu7zUw1Ke4RNQGKSh01/obKkTbVWsPAqyaTT/N5WsfZeeUrkBDhxJ92Xfe9ddt5ud3pcXnldmed13xZh6/kmNM4nvabbuBxXxaVOmr839tnbTHLaV1EH1f9b+yVXU8qb2N2BGx5waAX52LfvRpLl0HolrigrENt06NyVOacwz6/56sTW9h5eg+Tul1Gus2/wacyYtMZ32ksN/W9niFtBrA37wD/2PUGc796lNd3L2bjiS2cLsv1dzOE8ErOis2sdoTEmm1HmVsrUmLu7GHU/vEyxqJ4nC/GUvfLpMRUCBEZrCo+tX9PPLXzNqlxPFDrtQduGkZGalyj1uErOeY0jqf9ZjbXPdbfMWMg7689SEZKLLf/aiBrth31+FnfP3sYSfExodocIYLGdbtxXCA7u7FmKhwadmdgB+sLpIpNiwEDa+8xYARn/AO1TXdQTDh/2u7T/Lll+Sw/9BE9U7rRM/lcDBp3tTnRmsCIdsO4ue8NTD13Mj1SunGw4BBv7X+fP29+ioc2PcFb+95nT+5+nLo8FCMaTzHqu+8gzDUUSF5buIRZ1x5BM6bayJv1jZQa7NGYw2X/hKNQ7ptgBZL7234CKRrqWqC2IdSjMQdqO0I9GrO37QhW+4HAtCHfR2PWMZkUUAww8PpZp6bGS9sKA9G0DaE6B1Xfh4s/P8Cm3ZncOX0AWoDOW98fzuWTLcdY8PsRtE6KbfgNQeKtrth/+IKKr97ENmgKSofz8Ttg2A8VW96F8iLiZixAUeq/I+flna9zsOAwv+53A1bFv9Gxk5PjKCgo9TrdMAzO2M9wouQUx4tPcrjgCBWaHZtq48J2g7ms0xhSbSl+rTMUqn+mwTwHCd/ID+8hUDt+xF7jbw2Hl++59nJnjfnq+z7sKeJECBF+HHbNp/bvibd2Xvs1TaPR62hqWUT9PO23Gq85NTRABarvVG+ftRDRqKjUTmKcNaDPrMa7s3YdIe3seuI4tIWKjf+HuWM/TB36YQTpqq6L2rYHju9XYeQfR0nt6HW+fXkH2ZO7j0ndLvW7o+sLRVFIikkiKSaJ81J74TzHycmSU/xYcJgNJzaz4cRmJnYey8Qul2KR53uFj+Q2Zj+oqglDNeFUFAzVhMWq1vhbVU1e561vmtVmxlDVqr9VLAG4v7C+9QsRicKlTrvKkZ1fGpByeNquymNL444JTXmvaH7VPy+T1Qzms58dFtVdJ8Kl/gsRCmdK7CTGWgJ6cTPOVjnQ25nS8BmR2dCdlG9+m/I1f0dN70rMBZOD3tGFys4ugKOeW5l1Q2f5oY9JtSXTM7lH0MsEYDaZ6ZR4DuM6juGm866nT1pPPjmyhgXbXyC3LK9ZyiAin/ws4iNPeYhzZw/jnc/2sWVPVo1cScBr5qSnabWX09QMTMm8FNEmXOp0oMvhNWe1yNGo7N2m5PaK5lf980pJtDFrch+ef+db92fnytS9fkJvLBYTD1fLSpZjumhJCkvsdQZka6r4qs5uYXF4xHXppQWUr34Z7dQBrH0uxtxrNLqzeZ5VVWLiMaV2xHl4OzGDr/E4zzdZO/m56ATX9Jhc78jLwZJgjeeyjhdzblJXVh1Zy9PbX+LWAbPp0qpTs5dFRBb5adhHnvIQn3hjK5cO7ez+25UrWV/mpC/LaWoGpmReimgTLnU60OXwNWfV12NCU3J7RfOr/nlNG9fD3dEFamTqzn9jK1m1spLlmC5akqJSh7tzGihxVbcxF4RB1q5WcJLS5Y+inT5C7KjrMfcYhdFMHV0XtW0P9PwT6IVZdaY5dSf/PbyK9glt6ZIY2s5ll1aduLbnVagmlRe//RfHio6HtDwi/Eln10feciRdeYeuvzXdqDdz0vflNP7X+vrWL0QkCpc6Hehy+JOz6ssxob7cXhF+qn9e3jLXXa97zkqWY7qIfk5Np7jM4b7tOFBUk0JsjBryK7vOM6cpW/kkaA7ix/4GUjph6M3/C6WpbU8AtKPf1Jm24cTX5JbncUnHUejNcFt1Q1JtKUw9dwpW1crfvnuNrNKcUBdJhDHp7PrIW46kK/vN9bdqUurNnPR9OY3/aCTzUkSbcKnTgS6HPzmrvmXvNj63VzS/6p+Xt8x11+ues5LlmC6in+v7kWtAqUCKt1ncsUahYDjtnFr6JIbTQdyY2egxidDIKJ+mMsUlYUpqi+PwthqvlznL+fTIGnokdyXDz0zdYEq0JnB190nohs4ru96gzFke6iKJMCXfgHzkKQ9x7uxhrNl21P23K1eyvsxJX5bT1AxMybwU0SZc6nSgy+Frzqqvx4Sm5PaK5lf983p/7UHumDGwxmfnytR9YPYw2tTKSpZjumgpiqoGkIoNYMauS7zNwpkQdnbt332IPesnYkf8Et0S+hGhTW17oGUfRi/Jd7+2+th6ih0ljD5nRKMzdYMlxZbML7pcRnbpad784Z2wuOoswo/k7Pqhdh6iVVWwa4bHXMn6Micbm7PblLJKzm7TSM5uYDVmf4Y6x7V2OVAUMIwml8PTdtWXi9sQf3N7o6XdR2rObvXPy2pR0XUDp26gKgqKCQzd8Jqp66neRcPnKdsQHsIlZ3f34VyeXbqT2b/oRUZyXEDLsHLTEXIKyljw+5EBXa4vtIKTlL73IHE9hkCvcRhh8LiJXnSaivWvYRs1E0vfSymsOMPDm5/ivLSejO14UZOjnxrK2W2s77J3s/7ERqb1mMK4jmMCvnx/Sc5ueJEruw2oHgvkpLJjajYMFE1HMSlUphxWZoPhjoVQscSo7mmgYK4WU1RnWvVb0RQwTGeXU7n+yr8xq5isZve0mFiL14gRTdNRNN1dVkBiK0REq12nm6ujWzvyxWytbL+V61dQLZ6jgmxxNdunLc7iMT7GWut4YI1Rq44tZykmxeM6PL2mawZnb4Mzqv72vl0NRShJ5E3T1RcvZVT7rE0mpfKTq/pCaXD23FKhG4DiHlTH23KFiDau24zjYgL7zC5U3hodqugh+7ZloFpIvOCysOjoApgSW6MkpLkjiD7+6XOchsaI9kMDmnEcaAPS+9I9qQvLf/yE40UnQ10cEWbkLqh6WG1mcgor6sR4pCfFANSZdseMgfz7o70kJ1qZMaF3nff9cPg0GSmxtE6JrzOtevTQfTcO5eONP1FUaq+zHNc6zuuawphBHX2KGAmX2BYhIk3ttnPNxd3qtLv7Zw/DWisW5ok/juJMfnmN+f58y3CcTp35i86+9sBNwzA7NP5SK1Km9vLmzh5GfKyZeX/f5H7t4VuGY3foddp17fd6auu+HhPk2NF0nvbhw7cMx16qs+fwac7r1pon3thK/3NbM2lUV558c1ud6KErx3Tn3x/tJb+onLmzh3Eyu4iuHZJwOHTm1/pskpPD9wupEI3h6uwG65ldu0On3O6sMwhcMGm5x3D+tJ2Y/hMwWawQRmOrq2174jy0hZN5P7EpcxvD2w8mRrWFJG7IV4qicGmnMSze9x6LfniLe4fcgVUN/I8jIjLJz8D1qHB4jgCpcBgepz3/zrdMG9eDS4d29vi+YX3b0a1Disdp1aOHnnxzG9dc4nk5rnVcNqyLzxEj4RLbIkSkqd12PLW7xz3EwugeIoCy80rdHV3Xa/MXbSXbQ6RM7eU98cZWnE6jxmtZeaUe27UvETW+HhPk2NF0nvah67Mb1redu55cc0kPd0fXNZ8resh13HfVhd5d0sjKK3V3dF3zP/7GVgpLwiMzVIhAKSy2E2NRsZgD/5XV1YEuauaru/Zv/gvWWNSOA5p1vb5Q2/bAMHTe3/seMaqVIRkDwrqj6xJrjmV8p0s4VZLN8kMfhbo4IoxIZ7ce9cV4eJuWGGfxGiFhGEa976v+t2qqP4pCNfkeTxIusS1CRJrabcdbu6t9RcAw6rY5m9Xs03u9vVZ74F1/lle7rft6TJBjR9N52oeuz656PfFWt1znAdc5wnWc9/b5O5xyxV1El8KSCpISrATjsBMfa6lah6OBOQNHL87FeWQHMT1HYijh9zVcSWrL/pRk9lXkMK7TRShEzgiHnVt1ZGB6P9Yf38S+vIOhLo4IE+HXysJIfTEe3qYVlTq8RkgoilLv+6r/ren1R1Fouu/xJOES2yJEpKnddry1u9qxMIpSt82V250+vdfba7W/6PmzvNpt3ddjghw7ms7TPnR9dtXribe65ToPuM4RruO8t88/GFe/hAilgmI7reKsQbm66HoGvjlHZHbsWQMoqOf0a7Z1+sNhaKxMiyfd7qS3tXWoi+O3ke2HkWpL4f/2LqXUUdbwG0TUk7NiPWIsniNAYiyKx2l3zBjI+2sPsmbbUY/v27onk8Mn8j1Oqx49dN+NQ/lgnefluNaxeusRnyNGwiW2RYhIU7vteGp393uIhTF5iADKSI3jgZtqvvbATcPI8BApU3t5c2cPw2xWarzWJjXOY7v2JaLG12OCHDuaztM+dH12W/dkuuvJB+sOct+NQz1GD7mO+666sO9ILm1S43jAw2eTFB8Tqk0VIigKS+wkxlsJxp208bbKK7sFxc1z+7/hrMC+bz2WzgMwLLZmWae/PszZQS4Ors4pIvbQjlAXx29mk5nxnS6hsOIM7x1cEeriiDAg0UMNsNrMNWKBYiwK9nJnnWlm1YRqUqhwaKgmE7ExJsoqdPf7bFYT5XYNTTdIiDXXmBYfY6LE9bdqwmI2UV7hdK+vwqGj6QZm1YTJpGCvWkflMnWfIkZ8iW2JhqiEYJHoocCKpLpWu+3YrGpVu3NFhykYulEn7kc11zwGxMaYcFRoddqhNUaltNp8cTEmNN2oc9zxtA6gzmu6ZvgUUeNrhFK4RD41JJyjh+qLl7JYTDiqjvG2GBWHs6puKQqYQDGoOrfolfXNaqLCrnmNI0pNjY+YtuVNJB0fvImmbQh19NAfnl3PsD5tGH5em4CXQdcN/rr0OyYN78y0i7sHfPm12feuo2LDG8SO/Q3EpwHBi+NpjMOlWbxw7GMuTOvD5T8ewlKST/ak20ENzE+czbmtX2duZ8upHfy23ywGpJ/fLOt0keih8CJXdmupHeWgOXQUTauKO9HcHV0Ae7nTPQ2nhmZ3uudzVGhUj/+oVHnrX1mFToxFcc9bWupwL8dsGDgcmvt9levX3evQq62josxRo2z1ZWmGKrZFiEhXu+3otdqOoRseo4LKS2u2z/JSh8d2WFZrvrJSR41ji+u447Brddq7p9d8beuu+TJS4tzzeYqykWNH07n2YUxVPanQDeyagRkDZ7nr89cxHBoYBrHWylOz5tQxDDCrCmaj8lxkL3O4Pwf5bES0q7BrlNs1EmKDcz+JyaSQnBBDZm5JUJZfnWEYOHZ/jimtIySkB319/ipylvHmyXWkWBMZlnQuRef0Ri0vIe7Y96EuWqMMbTOQjLjWvLXvfYrsxaEujgghuRutmkDFbPgSV+KKMKreeZaYDyHCm8WqcrrIXqMtP/b7kZSUORts3+FOjj/B1dD+dU2vHkdUvT5lJNuoKGu+QXSECAcFVaOLx9mCFyOT1srGydPBv9qondyLnn8C2/BfghFex1TN0HnjxDpKtApu7HgZusNBRUo77IlpxO/bSGmXARCGg2nVRzWpjO80lnf2L+Pt/e9zy/mzKnPLRYsTWTU3yAIVs+FLXIkrwigY6xdCBIfdQ6SQ0+k9oiySyPEnuBrav67p1eOIXPM98cZWyu3h9eVYiOZQWFw5cFRsTPCuzbROspGdXxr0kcwduz9HsSViSu8W1PX4SzN0/u/kl/xYdoorO4wgVqvqGigKRZ3Ox1ycT9yRXaEtZCO1jk1lRPuh7MzZw7asb0JdHBEi0tmtJlAxG77GldSOCZKYDyHCm6foMJPiewxYOJPjT3A1tH9d0z3FVkVifRIiEFwDR8XGBC/+Jj25crT7E6eDdyuzVnAS59HvsPYcGVaZtU5d4z8nv+Tbop+4vN0QOqhJNcpXlt6JiqR0Er5fi+KIzAzvgen96JDQjiUHVnC6LDfUxREhIJ3dagIVs+FrXEntmCCJ+RAivHmKDtMN32PAwpkcf4Krof3rmu4ptioS65MQgXC6sByAVnHWoK2jU5sEAHYdOh20dTh2fQqqGXPH8IkbKnSW8uLPn/BN0U9MbDuEXjFt0fVaY78oCgXnDkWtKCFx99rQFLSJTIqJ8Z0uAcPgX9//G7smj4O0NHL2rCZQMRu+xJW4IoyCsX4hRHBYPUQKmc3eI8oiiRx/gquh/euaXj2OyDXf3NnDsFnldC1anuz8MhLjLEHNj463WWjfOp4tP2ShB+Gqq15agOPAJqznXohuCv0R1TAMthUe4qmflnOyPJ9fdhxDr5g2aJrnh1YcrVpTdE4f4n/cTkzmwWYubWAkxbRiQudxHC/OZMmBZWF1dV0En0QP1RKomA3vcSV1I4yCsf7GiIaohGCR6KHAiuS6ZrGqlXE/RmU8jFWtHH3ZW0RZuKv+WURKzJAn4Rw95NLQ/nVNt1pU7A692vnD5PPgVJHctlxkG8JDOEQP3fPCl5Tbnfxy7LlBydl1+eFIHh9uPsrMCT0ZO+icgC67YstS7Ls+IX7i7ejmutm6zRnHk1VRyLLsr9lXcpLOcRlMaDMYm0bDnT9No803H6NWlJE7bjbOVo0bTTrUMUtbMnfw9ant/KrX1YzpMDJo65HoofAS1J+KV65cyaRJk5gwYQKLFy+uM33v3r1MnTqViRMn8sADD+B0hv7LYaCiHGovp3ZMkLcvwhIlIUR4c8X9tEuLd8f9eIoKikRy/Amuhvava7qjWhyRK2ZOiJYop6CMtKTYoHZ0Afp0TqFru1YsXn2QfUfz3a87NZ3vfjzN8ZzGRdfoJfnY96zG0mUQuiW24TcESZ6jmLcyv+KJnz7gp7IcprS7kKvbDCfGafh2lVNVOX3+WAxFIXXDW6jFecEvdBAMazuIbkmdWbp/BTtzdoe6OKKZBK2zm5WVxcKFC3nrrbdYvnw5S5Ys4ccff6wxz5w5c3jooYdYtWoVhmGwdOnSYBVHCCGEEEJEiAqHRu6ZclISYoK+LkVRuGJkZ1ITY3jpg+/JzC2hsMTOgre+5YX3dvHw69v49kCO38u1b/8AdA1rr4sIeo/dgzPOUt479TWPHXqfHWcOM6r1efy68wS6mFPRnHa/lqXFJnC6/zgUh520tW9gyT0epFIHj6IoXN75UtrGZ/D6nrfYlxeZt2UL/wSts7tp0yaGDx9OcnIycXFxTJw4kU8//dQ9/cSJE5SXl3PBBRcAMHXq1BrThRBCCCFEy3T4eCGGhwEAg8VmNTN1TDcU4LF/7+Ch17ZwLKuIaZd0p21aLK9/spfSct/vsnBm7sexfwMxvS9Ct9S9fTmYSrRyVmZv55FD77GxYB+DU3vy2y6XMzCuMyanBjSu4+1ITCN74AQMk4m0L94k/sDXIenEN4VFtXBFt8tJiUni5Z2v813296EukgiyoD0pn52dTXr62Xv6MzIy2LVrl9fp6enpZGVl+bWOtLQEv8sl987XT/aPd9G2bxrTfgIpGvZnNGwDyHY0VqjbkDfR8HnKNoSHYG5DQ+1n895DAHTtmExcjCVo5aguOTmO313Tn8+3HQUDLh/ehZRWNtqlJ/C3d3fy2Y4T3HJ1wyMq6xWlHF/6GubkdFIGXoKi1D9gYXJyXEDKn28v4dPM7/giazd23cng1j0YnXEesagYRoAeS0loS0nqVOJ2fkmrnZ8Tn7kfx+irMdLa+fT2QG1rUyQTx01Jv+Tt71fw6u7/8Mvzp3DNeZdjUgJ3DTAa2n+0CFpnV9f1Go3bMIwafzc03RfBGKCqJZP9450MUBVY0VDXomEbIPq3I5wGqGoO0fB5yjaEh1APULX3SB7JCVZ0u5OCZnxu3Qz8Yminyj90nYKCUuLMJvp1T+OjjT8xok8GbVK9d9gMzUHZJ8+iFZ4m7tJbKCws8zovBGbQpuPluXyVv4+tZ35ENwwuSO7O4OTuxBlmnEUVBKMmFvUaTVxKB5J/3EHMBy9S2m0wxb1Hoce18vqeUA9QVdsVnS/ni+NfsWT3Sr47sZdf9bqGNnGNG3yrOhmgKrwErbPbtm1btm/f7v47JyeHjIyMGtNzcs4+/3D69Oka04UQQgghRMtTbneybW8WQ3pl4NTC4wel0f3ase9oPku/+JHbpvX3OI9eWkj5mpfRMvcTO+o6jNiUoN3mm+8oZnfxz2wr/JGj5aexKCqDU3owsFU3YgwFXdPR0RpeUGMpCqVtulGW2oHkI7uIO/wNcT99S2mXCyg9dwjOpPD/Tm9RLYzvdAkdEtqx4cTXzN/yLKPaX8jYjqPJiGsd6uKJAAlaZ3fkyJG8+OKL5OXlERsby2effcajjz7qnt6hQwdiYmLYsWMHgwcPZsWKFYwZMyZYxRFCCCGEEBHgi29PUGHX6NMlJdRFcUuItTCibxvW78zks23HGD+ko/uORL0oB8fBzdh3fQq6k9iR10NqZwjQrcMO3Umuo5jj5bkcLc/hcGkWxysqR0Rua0thUtthdI3NwKRpGJqB3shnchvDsMSQ32MoZzqeR6uf9xD307fEH96BPaU9Fe17UJHRFWdSBoYl+AONNYaiKPRN602XVp3YlvUNG09+zYYTm+ma1Jl+rfvQpVVHzknoQFwIR9MWTRO0zm6bNm246667mDVrFg6Hg+nTp9O/f39uueUWbr/9dvr168czzzzDvHnzKC4upm/fvsyaNcuvdZhM/t323Nj3tCSyf7yLtn0T6u0J9foDIRq2AWQ7ImV9vgrXcvlDtiE8BHMbvC07M7eEd784xKDeGaQn2QinJwWGndeWU/llvLPmR77c8RPXx26gkykbo+wMAOaO5xNz/jiwxFde0W3g8bwSZzmrjn7HmbIydHR0o7KjWq47KNPslGkVFGnlFDrP3vprNZk5JzadCSmD6WxrTYJiRdOcoFVexfX3kcBAMWITKOx5IUVdLyAu+ydis46QsGc9iXvWA6DFJUFiMqkmK4bZChhgGJT2HI6jdceQlLm6RGs84zpexPB2Q9ibd4AfC35ixaFP3NNbWRNJimlFojWBWLMNq8lCx8QOjO002uPyoqH9RwvF8ClgSwghhBBCiODTdYOsvBK0cOrpVmNSFOJsFmKsKlbs4LCjO8oxdN3v25YNxYRhOjswkoEBBugY6IaOVvXPqWs4dScGldm4eqAGnAomRQEUMKmYTCqoKopiqvEjgGIyVb4WhhRFQUHBbDJjUc2YTWZURcVkUlAwYVIUVJMa6mKKBkhnVwghhBBCCCFE1AnPn1KEEEIIIYQQQogmkM6uEEIIIYQQQoioI51dIYQQQgghhBBRRzq7QgghhBBCCCGijnR2hRBCCCGEEEJEHensCiGEEEIIIYSIOtLZFUIIIYQQQggRdaSzK4QQQgghhBAi6rSozu5TTz3FfffdF+pihJ21a9cydepUfvGLX/DYY4+FujhhZ8WKFUyePJnJkyfz1FNPhbo4Ee2ll15y78sFCxaEujiN9vzzzzNp0iQmT57MokWLQl2cJomG4+LMmTOZPHkyV111FVdddRU7d+4MdZGaXbS0LYjsOhkt59NQnvdWrlzJpEmTmDBhAosXL27WdTe34uJipkyZwvHjx0NdlKCKpuNTQ6Lp+0HUMFqITZs2GRdeeKFx7733hrooYeXYsWPG6NGjjczMTMNutxvXXXedsW7dulAXK2yUlpYaQ4cONXJzcw2Hw2FMnz7d2LhxY6iLFZE2btxo/OpXvzIqKioMu91uzJo1y/jss89CXSy/bdmyxZgxY4bhcDiMsrIyY+zYscahQ4dCXaxGiYbjoq7rxujRow2HwxHqooRMtLQtw4jsOhkt59NQnvdOnTpljB071sjPzzdKSkqMK664wjh48GCzrLu5fffdd8aUKVOMvn37Gj///HOoixM00XR8akg0fT+IJi3iym5BQQELFy7k1ltvDXVRws7nn3/OpEmTaNu2LRaLhYULFzJgwIBQFytsaJqGruuUlZXhdDpxOp3ExMSEulgRKT09nfvuuw+r1YrFYqF79+6cPHky1MXy27Bhw/j3v/+N2WwmNzcXTdOIi4sLdbH8Fi3HxcOHDwNw8803c+WVV/Kf//wnxCVqftHStiK9TkbL+TSU571NmzYxfPhwkpOTiYuLY+LEiXz66afNsu7mtnTpUv785z+TkZER6qIEVbQcn3wRLd8Poo051AVoDg899BB33XUXmZmZoS5K2Dl69CgWi4Vbb72VzMxMLrnkEu68885QFytsJCQkcMcdd/CLX/yC2NhYhg4dyqBBg0JdrIjUo0cP9/+PHDnCJ598wttvvx3CEjWexWLhhRde4PXXX+fyyy+nTZs2oS6S36LluHjmzBlGjBjBgw8+iMPhYNasWXTt2pVRo0aFumjNJlraVqTXyWg5n4byvJednU16err774yMDHbt2tUs625u8+fPD3URmkW0HJ98FQ3fD6JN1F/Zfffdd2nXrh0jRowIdVHCkqZpbN68mccff5wlS5awa9cuPvjgg1AXK2zs27eP999/ny+++IINGzZgMpl47bXXQl2siHbw4EFuvvlm7rnnHpTSy9EAAA9USURBVLp06RLq4jTa7bffzubNm8nMzGTp0qWhLo5foum4OHDgQBYsWEBiYiKpqalMnz6d9evXh7pYIRHJbSsa6mS0nE9Ded7TdR1FUdx/G4ZR428RuSL5+OSvSP5+EI2ivrP78ccfs3HjRq666ipeeOEF1q5dy+OPPx7qYoWN1q1bM2LECFJTU7HZbFx22WVR+ytqY3z11VeMGDGCtLQ0rFYrU6dOZevWraEuVsTasWMHs2fP5k9/+hPXXHNNqIvTKIcOHWLv3r0AxMbGMmHCBPbv3x/iUvknmo6L27dvZ/Pmze6/DcPAbG4RNy3VEOltKxrqZLScT0N53mvbti05OTnuv3NycqL+Nt+WINKPT76Khu8H0SjqO7uLFi3iww8/ZMWKFdx+++2MGzeO+++/P9TFChtjx47lq6++4syZM2iaxoYNG+jbt2+oixU2evfuzaZNmygtLcUwDNauXUu/fv1CXayIlJmZyf/8z//wzDPPMHny5FAXp9GOHz/OvHnzsNvt2O121qxZw+DBg0NdLL9E03GxqKiIBQsWUFFRQXFxMR988AHjx48PdbGaVTS0rWiok9FyPg3leW/kyJFs3ryZvLw8ysrK+OyzzxgzZkyzrFsERzQcn3wVDd8PolHL+/lb1DBgwAB+85vfcP311+NwOBg1ahTTpk0LdbHCxujRo/nhhx+YOnUqFouFfv368dvf/jbUxYpIr732GhUVFTz55JPu12bMmMF1110XwlL57+KLL2bXrl1cffXVqKrKhAkTov4EHs7Gjh3Lzp07ufrqq9F1neuvv56BAweGuljNKlraVqSLlvNpKM97bdq04a677mLWrFk4HA6mT59O//79m2XdIjha0vFJvh+EJ8UwDCPUhRBCCCGEEEIIIQIp6m9jFkIIIYQQQgjR8khnVwghhBBCCCFE1JHOrhBCCCGEEEKIqCOdXSGEEEIIIYQQUUc6u0IIIYQQQgghoo50doXbli1bmDJlSoPz9erVi7y8vICvv6ioiFmzZgV9PUIEm69tqSFr1qzhscce8zhtypQpbNmyBYB58+axe/duAGbOnMmnn37a5HULEQjvvvsuixcvbnC+cePG8f3339c7z3333cdrr70WqKLV8NJLL7F69eqgr0eIxgpkW/LFVVddxZkzZ+q8/tprr3HfffcBsG7dOp5//nkAli1bxu9+97smr1eIQJPOrggbhYWFATlACxEtLr30UubNm9fgfJs2bUJS5EQ42rFjB+Xl5aEuRoO2bNmC0+kMdTGE8Kq529KKFSto1apVvfN8//33FBYWNlOJhGgcc6gLIHxTUlLC3LlzOXr0KCaTib59+/LII4+wbt06/v73v+NwOLDZbNx7770MHDiQF198kaNHj3Lq1ClycnLo3bs38+fPJyEhgS+++IJXXnkFu91OXl4eV199NXfeeWejyvXuu+/y9ttvo+s6ycnJPPjgg3Tv3p377ruPhIQE9u/fz6lTp+jVqxdPPfUU8fHxrF+/nmeeeQaTyUSfPn3YtGkTb731FnPnzqW8vJyrrrqKZcuWAfDiiy+yc+dOCgoK+PWvf80NN9wQyN0qWqBwaUvz588nPj6eO++8k+zsbC666CLefPNNhg8fzooVK/jiiy8YM2YMq1at4pVXXuHHH3/k/vvvp6ysjG7dulFaWgrAwoULyc7O5u6772bBggVA5RXh1157jdOnTzNixAgee+wxTCb5bVM0zZYtW3jmmWdo3749hw8fxmaz8eSTT9KxY0eeeeYZtm3bhqZpnHfeecybN4/Nmzezdu1aNm7ciM1mY+LEiTz00EPk5uaSk5NDhw4deO6550hLS/O7LIcOHWL+/PkUFBSgaRozZ85k+vTpbNmyhYULF9KxY0cOHjyI0+nkL3/5C4MHDyYvL4+5c+dy7NgxkpOTSU9Pp0ePHqSmprJ7924WLFiAqqoAfPvtt8yYMYPTp0/To0cP/vrXvxIXFxfoXSpaqFC2pb1793Lrrbeyfv16AH7961/TunVrnnrqKex2OxdddBGrV69myJAhbN68mcTERB577DE2bdpEWloaaWlpJCYmsnPnTt555x00TSMxMZHOnTuTk5PDb3/7WzIzM1FVlb/+9a9079492LtTiHrJt58I8fnnn1NSUsKKFSt47733ADh27BgLFy7kn//8J8uXL+fRRx/ltttuc38J3rZtG8899xyffPIJZrOZv/3tbxiGweuvv86TTz7JsmXLWLJkCf/85z8bdbvw1q1bWb58OYsXL2b58uX85je/4Y9//KN7+u7du3nttdf4+OOPOXHiBJ9++in5+fncc889PP3006xYsYILL7yQrKwsAJ544glsNhsrVqxwf+Ho2LEjy5Yt46WXXuLJJ5/E4XA0dVeKFi5c2tKECRP48ssvAdiwYQPp6els2rQJgLVr1zJhwoQa8999991ce+21rFy5klmzZnHy5EkA7rrrLjIyMnjmmWcYMGAAUNmhf+edd/j444/58ssv+eabb5q+44Sg8rg+c+ZMVq5cydSpU5kzZw7//Oc/UVWVZcuW8d///tddH8ePH8+4ceOYPXs2N9xwAx999BEXXHABS5YsYc2aNe7jvb+cTie33347f/rTn1i2bBn/+c9/eP311/nuu+8A2LVrFzfffDPLly9n6tSpLFy4EIDHHnuMc889l08++YTnn3/e3S5uuOEGzj//fO655x7Gjx8PQFZWFosWLWLVqlVkZWXx2WefBWgPClEpVG2pT58+mM1mDhw4QHl5OYcPH+brr78GYPPmzfTv35/ExET3/G+99RZHjhzho48+4vXXXyczMxOAAQMGMGPGDCZNmsRdd90FwM8//8wDDzzAypUrGTJkiDwOIMKCXNmNEIMHD2bhwoXMnDmTkSNHcuONN7Jx40ays7OZPXu2ez5FUTh27BgAl19+Oa1btwZg+vTpPP7449x777384x//YN26dXz44YccOnQIwzAoKyvzu0zr1q3j6NGjzJgxw/3amTNnKCgoAOCiiy7CarUC0LNnTwoLC9m+fTvdu3end+/eAFxzzTVen0kE3M899unTB7vdTnFxMSkpKX6XVQiXcGlLgwcPJisri9OnT7NhwwZ+//vfs2zZMv74xz+ybds2Hn/8cVatWgVAfn4++/fv5+qrr3a/t0ePHl6XPWnSJFRVJTY2li5dupCbm9uYXSVEHb1792bIkCEATJs2jUceeYTi4mIURXH/WONwODxeYbrxxhvZvn07ixYt4siRIxw8eND9A40/jhw5wrFjx7j//vvdr5WXl/PDDz/QvXt32rdvT58+fQA477zz+OCDDwBYv369+/8ZGRlcfvnlXtdx2WWXERsbC0CPHj1k/AgRcKFsS+PHj+fLL7+kR48eDB8+nP3793Pw4EHWrFlT54fWzZs3M2XKFKxWK1arlSuuuIL9+/d7XG7//v3p3LkzUPm97fPPP/e5TEIEi3R2I0THjh35/PPP2bJlC19//TU33XQTv/vd7xgxYgTPPfece77MzEwyMjL4/PPP3VdHAXRdx2QyUVpayjXXXMNll13GkCFDmDZtGqtXr27U8366rnPVVVcxZ84c99/Z2dkkJSUBYLPZ3PMqioJhGKiqWmdd9d1eaTab3e8H5LlE0WTh0pZMJhOXXHIJ69evZ9euXSxYsIBXXnmFTz/9lIEDBxIfH1/nPdWX7WobnlSf5mp7QgRC9bbgous6Dz74IBdffDFQeWdBRUVFnfmefvppdu3axbRp07jwwgtxOp2Nqpuu2yarX8k6ffo0iYmJfPfddx7PPVDZLqqvz5dzT+1lCBEooWxLl112Gc8//zzZ2dmMGjWKtLQ0vvrqK7788kv3VVp/yu0i7UaEI7mNOUK4nmkdPXo0c+bMYfTo0RQWFrJx40YOHToEVP5qfeWVV7oHMFizZg1FRUXous7SpUsZO3YsR48epbi4mDvvvJNx48axZcsW7HY7uq77XabRo0fz0UcfkZ2dDcDbb7/NjTfeWO97Bg0axJEjR9i3bx8Aq1at4syZMyiKgtlsRtM0OTiKoAqntjRhwgReffVVevbsidVqZfjw4Tz77LN1fllPSUmhb9++vPvuuwDs2bOHAwcOuKerqiqD64hmsW/fPvfxe8mSJQwcOJBJkyaxePFid/1/8MEHefbZZ4GadfOrr77ixhtv5OqrryYtLY1NmzahaZrfZejatWuN2zYzMzOZMmWKe0Ryby6++GL3owv5+fmsXr3a/UOqtCHR3ELZlgYNGsTPP//MunXrGDlyJKNGjeLNN9+kS5cude6eu+iii1i+fDkVFRVUVFTw8ccfu6dJuxGRQK7sRoirr76arVu3MmnSJGJjY2nXrh0zZ86ke/fu/O///i+GYWA2m/n73//uviLUunVrbrnlFvLz8xk6dCi33norVquVSy65hF/84hdYrVZ69uzJueeey9GjR923HPtq9OjR3HLLLdx8880oikJCQgIvvfSS+8uDJ8nJyTz77LPce++9mEwmzj//fMxmM7GxsSQlJdG/f38mT57s0/D6QjRGOLWlESNGkJ2dzXXXXQdUtqmPP/6YcePG1Zn32WefZe7cubzzzjt06tSJbt26uaeNHz+eOXPm8PDDDzd9BwlRj9atW/Pcc89x4sQJUlNTWbBggXtwm2uuuQZN0+jTp487mmTMmDE8+eSTAPzP//wPCxYs4Pnnn8disTBo0CD3owL+sFqtvPzyy8yfP59XX30Vp9PJHXfcweDBg91xXJ7MnTuXefPmccUVV5CcnEz79u3dV4HHjRvHs88+K+NCiGYTyrZkMpkYM2YM33//PampqQwePJjCwsI6P7QCzJgxg2PHjjFlyhSSk5PdtykDDB8+nLvvvptHH32Uvn37NnGPCBEciiGX0aLSiy++SH5+Pg899FCoi1JDcXExL7/8MrfddhuxsbHs2bOH3/3ud2zYsKHeTrIQoRKubUmI5rZlyxYeffRRPvzww1AXpVEWL17Meeedx8CBA7Hb7Vx//fXcdttt7ltGhWgukd6WhIgkcmVX1PHqq6+ycuVKj9N+/etfc+WVVzZ62QkJCVgsFqZPn47ZbMZsNvPcc89JR1dEpWC2JSGizeHDh70+L9i1a9caz9Q3xrnnnsujjz6Krus4HA4uv/z/t3PHNAAAIBDE7OFfESoYuLQeGC6fMEKXpOtbgk8suwAAAOR4UAUAAECO2AUAACBH7AIAAJAjdgEAAMgRuwAAAOSIXQAAAHIWFCpZs9GgpkEAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
],
"source": [
"# Another useful seaborn plot is the pairplot, which shows the bivariate relation\n",
"# between each pair of features\n",
"# \n",
"# From the pairplot, we'll see that the Iris-setosa species is separataed from the other\n",
"# two across all feature combinations\n",
"g = sns.pairplot(iris, hue=\"species\", size=3)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 950.85x864 with 20 Axes>",
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\n"
},
"metadata": {}
}
],
"source": [
"g = sns.pairplot(iris, hue=\"species\", size=3, diag_kind=\"hist\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x432 with 4 Axes>",
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},
"metadata": {}
}
],
"source": [
"# Now that we've covered seaborn, let's go back to some of the ones we can make with Pandas\n",
"# We can quickly make a boxplot with Pandas on each feature split out by species\n",
"g = iris.boxplot(by=\"species\", figsize=(12, 6))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"# One cool more sophisticated technique pandas has available is called Andrews Curves\n",
"# Andrews Curves involve using attributes of samples as coefficients for Fourier series\n",
"# and then plotting these\n",
"\n",
"from pandas.plotting import andrews_curves\n",
"p = andrews_curves(iris, \"species\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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eXh4TJ45i5swnmThxKvXq1be20+l0zJv3EZ9//jETJoxk48Z1zJv30cO5EA+BCl8Pxmg00qVLF/bv34+9/Z/LeSz/7ktO1HoJb7k59vOfI+F4Jk1GBnNp/Q0o7bXWVoOtix5ziYXx6wdQrYEHKVEZ/Dx4E5JR2cixmj1Ttz/O9T13CH8nkupNPRm5tC+GPCOrxu2kOLuEkUv6ENDB968+/X8s6nowVZOi7BIOLTjJ5CUD1PVgqgD/+PVgrl+/TmBg4J8WF4DbX9oTtP5DsjXRpL/+DjV7uHFp3Q0aPx6MICp3GOYSC0XZJYhagdVjd5JxMwefxp5MWDcQofTsClKLWD58Gw0H1WbYol6kXcti2ZAtCILAxA2DcPZ1ZPWEXUTvjf2d3qio/L0pzChm5cjtnFup+PglX8p4xD1SqepUuMDEx8fj4+PzX7ePW6HB9f3ZCDoLcc+9QMAgB6I23qB+aCCiVum+ZJQoyi7BYrSwaswOcuLy8G/lw+jlZTmf7Ng8Vo7aTmCIL+PXDqAk18DSIZvJTylkQthAvOu7E/ZkOJc23vh3XVFR+dtSkFbEilHbybqTy8DPuwKwetwO0q9nPdqOqVRpKlxgQkND+eKLL/6rtvoaZgRBJvuEBnna87hoA4mZ8hw1xwhc3X6bWl390dpqlI0lKMkzYsg3sGL0DvKSC6jVuQaPf9vDur+0q1msmbQb7wYeTNo8GJ2DDStHbSfxTCrj1vSnZrvqbJ11kFNLo/6KU1dRqRLkJReyfIRSVTn6l340HaHkOjU2GlaO3UHW7dxH3EOVqkqltooxxNugcbWA3owhSUv+iHEE0IuYUS/hOy2Hm/vi8GtVDZ2jjbWNsdBMQVoRK0fvoCC9iIYDa9P3g47W5xNOpbBxxl5cazgzafNgPIPdWP9EOFe2xjB6WV/q9g4gfHYkR788q5pkqvztyU0sYMWIbRSkFjFmeWi5POTY1f2RzTIrR29XS/pV/isqtcBo/QuwZNuALGDjYUYq1pA4rBv1Up8iduD7eD4XQ+yvSXjVc7MuqQyKxUxOXD6rx+6kKLuEVhMb0vnFVtbnbx6IZ+sLB3HwsGP8ugHU6urPzteO8uv/nWfo9z1pMjyYI5+dZt/cY8gPrFNXUan65MTns3zENoqySxi7KpQabX3IuJnNkgGbAPCq68aYVaEYC02sGLWd/JTCR9xjlapGpRYYU4IDGt98ZKOIKUuDfZCMLAnceqoOdU/MJrnn9zi9epyk8+k4VXfA0buskEAyS6RHZyvWMHlGOr3QipbjG1ifv7Ilht1vR2Bjr2Xk4j40G12PiK/OsvO1o4TO70ybqY05uTiK7S8fRjKrTswqfy+ybueyfPhWDHlGxq7qj28Lb47/cJFFPcJIvqCU7d/YF4tPI09GLw+lKLOEVWN3UJhZ/Ih7rlKVqNQCA2BOckRwMCAjUXQbXOoqOZfbHzoTsPJD8jruQPf2NjJvZqNztMHFv6xET5ZkUi5lsHrcDoxFJvp91IngXmUlfWeXX+XQglOIWpH+H3em04utuLg+mvVP7KHzy63o/JLyeOPT+zCXmO/rm4pKVSQzJoflI7ZhKjYzbm1/HDzt+GXoVva/fxyAVhMbArD+iXDuRCbh18KbkT/3ISc+n1Vjd1Kc8/fy8ps//z2uXbvyh7ePiDjMTz99/5fu8+9Khc+D+V9YMP8ZkubUQkAA0YKsMSOY9DgGaCmINQECLi0tFM37FMtFX8T3J2HvZo9WryHrVvnEpG8LbyasG4BGr+HngZtIvlBWgtntjbaEPNMcgPNrrrHz9aN4N3Bn1NJ+XNuhLNsc2NGP4T/2Qu+oe5iXoMqizoOpnKRHZ7Ny9HaQYcyqUBLPpLJ37jHMJRb0TjpaT2nE8e8v8Hn+i8yy/RRBFJi0aRB+LaoRcyie9U/soVojT8auCv3DnwV1HkzF8Y+fB/O/UNBhJ9qP1wASSBow6cChkIJYM3p3DQgSuWc1CFNfxrGxCcN7CykuLKAk14BXfbdy+0o6l8ayoVuRTBKTNw/BpUbZi3Dwo5OcXaHcbTQfXZ+RPyt+ZcuGbCaosz+DvuxK7LEkVo3ZQVF2ycO8BCoqfxmpVzNZMXIbCDDwy67snXOMXW9EYDZYcAt0pm7fAH5deA7HaooRY+0u/sgWmV+GbiMlKoPaXWvw+Lc9Sb6YzrrJezAVV72o/s03X+HQof3Wx1OnjqdPny6cPXuas2dP8+STE5k6dTzvv/8uBQUFvP76i4wfP5JXX32BKVPGkpycVG6xsOHDB/Ljj9/x5JMTGT9+JNeuXQVg5szpnD17GlmW+fbbhYwePZTx40ewbt1qAM6dO8PTTz/B1KnjGDFiMEePHnrYl+KhUKkXRvGI7k1WvR+x+TYNnnsWwaJFLrRHcCjCkGWPqBeRMGNM02IaMRmfn8NJev9jHOa+RF6iBZ8mnqTcM1ks5VIGP/XdwLTdw5i2exjfPLaGktJwf9ebEegddTQaUoc63Woyft1A1k3ezS+Pb2HEkj4MX9SLjc/sZ8XwbYxZGYqTj8OjuiwqKn+a5EsZrB67A62tlqYj6xI2LdxawOLX0htRK3Jp/Q3aTW9K9zfaMs/3KWIOJRDU2Y/bRxJZOngzT+weRr0+gQz+shubnz9A2LRwRizpg1av+cP9uBgWzYW11yvkHJuNqkfT4XV/d5s+fULZu3cXXbv2sNr132uFHx8fR1jYdhwdHfn66y+oWTOA+fM/59q1Kzz11IPtrlxcXPjxx18IC1vD8uVL+OCDT6zPHTy4n0uXLvDLL2swm80888w0evToxYYNa3n99dkEBARy5swpvvrqUzp16vqXXIfKRKWOYPI+bY3XT69j8ovH/N0nYGdUnii0B60JyQAYtWiczcgGkfRxfahlGUDhh/ORXPLJuJGNb4uyVS8RlOWVv+20BoBpu4eWzaMBtv7rIDf2xwHg28yLSZsHY+dmy8oxO5AsMqN/6UduYgHLhm4l+446/KNSNUg6n8aqMdvR6DU4etnx68Jz2HvYYTFK1OriT0FaEUnn0hj4RVd6zm5vncDcfGx9bh9JJPAxPyxGiSWhG8mOzaXRkDr0/7gzt44ksOmZfVhMVacIJiSkI1FRl6x2/X36lDfgrVEjAEdHZXTj9OkT9OnTH4D69RtSq1btB+6zXTvFk6xWrTrk5ZX/Xjh//gzdu/dCp9Nhb2/P0qWr8PDwZPbs97h16yZLl/7EmjUrKC7+exZPVOoIBiBnmwcOZ+ZT9M3bmL6Zj83LLyNn2YFZi4CELAtY8rToPGUMGRA/qwFBL/hw+4P52M17geRLFvxbVyPhdKriXyZAXlIh34SsZsr2x5m4YRA/D9yELClW2hue2suY5f0I6OCLW4AyV2bd1D1seGovveeGMG7tANZM2MmyYVsYsyKUag08HvUlUlH5tyScTmHNxF0IGpHi7BJMxSaqN/Uk+WIGwb0CuPNrInpHHRPCBuFXejN2N7IJ/agTkkni4vpoarb3Ie54Cj/23sD0/SNoPro+phIz4bMj2fqvgwxe2A1R85/vV5sOr/sfo4yK5Ld2/Z988hUnThyzPn+vPb4oikjSfxZPna4sF/XblPZvbfyTk5NwdXXjueeeomXLVrRo0YpWrdowd+7b/8NZVV4qdQSDXlkTwZikRTviI2yMTpi+XIBY424CX+m+jAVjhoCtpxKNJHzhhv+6tzDO+wqxbjIJZ1Kp0a7Urqb09S/JNfJjzzBK8gwM/7G38pQkI5kl1k3ZQ1Jpqaa9uy3jVvenbu9Awt+J5Or2GCasH4goiqwYsY2EM6kP51qoqPxJ4o4ns2rsTsxGiZIcAwEhvrgHuZJ8KYPaXf25sTcWz2A3pu54HL8W3phLzER8dZZPGy0FQBAF+n/SmcZD6xB3PAW/Vt6Yisz81DuM/NRC2kxuTPc323Jlaww7XztaZeaM/dau/9/RunU79u7dDUBMzE1u3Yq5z2X5P9GsWUsOHTqA2WympKSEl156jtu3Y4iPj+WJJ2bQvv1jHD16+A8JWVWkcguMoTTA0pnBLMCMf2Ef0Q3j/E8R6qQAMgICAhpkLBgyLNg4KW1Sd9jg/P5byLNXILSMIf5ECjXalvdEMxssrBq7k9ykAnq92x4A2SJjNphZM2En6dHZANjYaRn2Q09aTWzI8e8v8uvX5xi3tj92brasGrODW4cTHtolUVH5I8QcTmDl2B2Yis3Y2GroNacDuQkFpF3JxK+FNzGHEmg8tA4T1g/EsZo90eF3+KHHeg5/etqaXzzy+WlEjcjAz7rScGAtEs+kUb2pJ4Z8Ez/2CqMgvYgOTzen479acmHtdcLfjawS7he/tev/d0ye/ASJifFMmjSan376Hg8Pzz+9AFiXLt1o0qQZU6eOY9q0iYwYMYaGDRszYMBgJkwYybhxwykqKqKkpORvOUxWqcuU59X7nqzYQmRkRNcSpBxbBEDXLIPCV79C++FUhMtBgHJXISMhICDaiEhmC8giWncJ3cJlFP7QCuFo07Lhst/QfEx9NDqRM8uUajJRK2LvYcukjYNwrems7F+WOfbdBQ5+dJKAEF/6fdiRjc/sJ+NGNkO+7k6D/rUe1qWp9Khlyo+OM8uvsPutCJAhuFdN2kxtwpZZBzAXm7H3sCMnLp/ub7Sl3VNNybqdy945x4g5GI9nsCs9ZncgNz6Pfi93YJb+Uzq90JLOL7bGYpLYPHM/13bexruBO2lXs3DwtGP6gRHYuerZ//4JTiy6SIdnmtHt9bbl7vSrapnynj07qV7dl6ZNm5OSksJzz01n7drNiGLluS+v7GXKlVpg5tZbRHZKNrJBo8yFcSxGLrBVRMTRjOHLj9B8NxzxTANkyk5DKBUctBYwa8BGwvXrcDI3uaDZ0wHf5l4knb9/kTH/1tWwcbDhdmlEImpFnH0dmLhxME7VylwCLm28wfaXD+NRy4XHv+3BztePkngmjdAFnWg+uv59+/0nogrMw8ditLDtxUNc3hKDqBEIXdAJJx9HNjy1F62dBskkIcsw5P+6U7NtdSIWnuXEj5ewsdXQ6YVWBPcKYPOzB0i+mM5Xhpf5YfhGrmy7VSYyRgsbZuzjxt5YPGq7kBmTi1N1B54MH46ti47db/3K2eVX6PxSazr9q6W1X1VVYK5du8Inn3yEJFkQBJEZM2bStm37R92tcqgC8z8wt94ismPzQVCiEUonXCILymNBxvzaMsTDLRGPNUUWJARZRC4dOgMQ9BZkgwYEmWpzr5B0IQXNhh5Ua+JB6qXMcscTtQIOnnboHHVkli6lLGoFPGq5Mj5sIPZuttZtb0ckEvZkOHonHcMX9eLwZ2e4dSieHm+1o/2MZg/tGlVWVIF5uCRfTGfD9L3kJhZg66pnyrYhJJxKZcerh3HwsqcgvQi3ms6MWNyblEuZ7P/gOAWpRTQdUZdur7cl9XImW54/gGSRCHm2BUPmdmZuwx/xaeTJla0xdPxXSzq/2AqLUSJsejgxB+JxrelETlw+LjWcmLZ7GHpHG7a/dJiLYdH0nN2edtObAlVXYKoClV1gKk+s9wA0/nlKZCLfLSWWQdIgywLojCALaOdPQtRbkLqcVsTFxlQWwSAjGzSIdjLIAqnvNMTPpTmWSdtJvZSJZ30XuCdnJ5llTCUWcuLzsHXVgaD8LSMmh7UTd2EoMFq3Derox8QNg5AlmVXjdtL2ySY0HFiL/R+c4OD8k1ViLFql6mMuMXNw/kmWDNxEbmIB7rVceOboKK5sjWHbi4dw8LInP7mQoI7+9P+4MztfO8qW5w/gVM2ByVsG0/+TzpxdcYU1k3bhVN2BqTuGEvKs4mqRn1RI2tVMGg6uTcSXZzny+Rk0OpHhP/QiqJMfOXH5OFV3IDc+n58HbsJYaKL/J51pMKAW+947zplfVKuUfzqVWmCkBBcEB2Pp8JdQ+lManRh1oC9RBsYOtUC8WhdLt1MIJhtwVJJlculvqVhA1CmPU5Z44HW7F5anN5JxPQfXIAcETZnKlOQacPV3oiTHiKgVQFAS/8kX0gmbFl7Ok6xaQw8mbxmCk48D66fsJrhXAC3GNyDym/PsfjMCyfL3rAxRqRwknk1lcehGIr85D7JihzR582AOLjjF4U9O4+BpR35yIa0nNx+Y/kkAACAASURBVMS1phMrRm4n82YOoR93Zsq2IbgFurB24m6OfnGWpsPqMnnLENyDXKz7H7m0Lzlx+aRfz6LR43XKREavYcTiPgSE+JKfUoiDl53ifPH4FswGC4O/6kadnjXZ/VYEF9dHA/eX76r871SFa1rhAnPgwAGGDh1Kv379eP/99/9c40bxUKhXZEVz94tdERkADLaKRxkypDmhOdIKS4dzUGCH4J2PgIAMyMhIRiV8BJmsI3ocdw+BWZvJicvDoboO0ab0UsiQdTuPoC7+SCbZOndGluHOr0lsenZ/uYllLn6OTNwwCL+W1djy/EHcajrR4ZlmnF1xlS3PH8RitPxP109F5beYis3sm3eMpUO2UJBehCBAzXbVGbG4N9tePMS5FVfRO+koyi2h6ah6XN4Sw7kVV2k1sSEzDo+ixZj6JF1IZ3G/DcQeTyJ0QScGfN4FGzstxdklrB6/E4DAEF9GLOlD1u080qPLi4zWVsPIn/tQo40PhZnF2LnpSb+ezfLhW5EsMsO+60lQJz+2v3yYkkwzhYV5VeILsaogyzKFhXlotZXbG7FCczDx8fGMHTuW9evX4+HhwaRJk3jqqafo0qXLH2o/t9F35DY7jGVLCwSLVsm/SJp7ciz3pPYFGUEWARmp/m3Ea7XQBuZguqPckQn3joWVttM6yYjT9mH6tiu2LraYcgUsBkUQBI1Ay4kNOLP0CvzmCjUeWodBX3RDEMv2aTZY2Pqvg1zdfos2Uxvj6G3HwfmnqN2tBsN+6IWNXaWf0/qXouZgKoa4E8lsf/kw2XfyqNnOh7iTKQR19KP/J53ZOGMfSRfSEbUiekcb7D3syLyZQ8121en9XgjVGnggyzJnfrnC3rnHcPJxYNj3Pane1AtZlon46hxHPj8NMnxleJk9C0/QYnQDbh6MI2xaOF713fGs40bUxhvWnIyx0MSaCbtIPJeKzl6HId+IX0tvxq0ZgCzLrBm/i4zbWQxb3Rm96x+3lFH5z2i1OtzcvNBoyr5bKlsOpkIFZsmSJaSmpvLGG28AkJqail6vx9XV9Q+1n1tvEVmxeQidLiFH+0Kqx2+EArAOoAnIogVBUt7EslsOQrYrmrqZmGNcESy/eXMLEsgigkZC/9Qpipc1RaezhRIbq4mfqBHoMbs9Bz86iblUeO4GUK0mNaTPe4+VK8eUJZn97x/nxI+XqB8aREAHX/a88ys1Wvsw8uc+2Lr8uRr6qowqMH8txkITB+ef5PTSy7jWdCK4ZwCnlkRRq2sNerzdjrBp4eQm5COZZezc9BRnG3DycaDH2+1oOKg2giBgLDKx6/WjRG26Se3uNRj8ZTfs3GxJPJ9G2LRwClKLAPCo48o7l6cxS/8pbZ5oTO85IUTvjWXD9HB8mnrhHuiiiMyslnR+qRWGfBOrx+0gOSoDrU6DqchMjbY+jF0ZisUksXL0DtKuZTJqaV+COvk/4iv596ayCUyFDpHFxsZisViYMWMGgwcPZtWqVbi4uPznhqVoQm6C3ghHmyqFY22jAEVSHlSWLEjKhEsZGSHbBTRmLNEeCHXSkB2LyreTRRAlZItIybdtcXk8EaOcj6QxWJdgliyKYAxa2A29U2koKgMinFl2hcOfnC7XX0EU6PlOB3q924Fru25zeetN+n/cmcTzaawYtZ2C9KL/8kqq/JO5HZHIol5hnF52mTZTG9NyfANOLYkiuGdNHnuuBStHbreKi6gVMRaYCHm2OTMOjaTR4DoIgkBmTA5LB24mavNNurzcmlE/98VUYmHDjL0sHbiZgtQiNDqR+v0Dyy2PfGpxFCvHbCe4R03FSflCOjlxeTQZFkzEV2c58tkZ9E42Vtski0lCq9cQfzKFtVN2o9VrGLOiHx61XFn/RDjxJ1Me4ZVUedhUqMBYLBaOHTvGhx9+yNq1a7l48SKbNm36w+2lyGBkv3SomYKY4olwpgGW7idAY1F+gHI5GQBEa+4FiwaQka9XQ/DJQqiRWfpc6faSUuoMAnkr6uDayoLZLhejuRi9c6nImGU2P7ufx3/ogZ1raQQiKUNov359jmPfX7iv322nNWHotz1JvpjB8R8uErqgk7LI07Bt6trmKn8YQ76Rna8fYdWYHWi0IhPDBuFU3YEDH56kXr9Amo2qx+qxOyjONSCZlfd0UGc/pu8fQbfX26JzUN7DV3fcYsmATRRmFDNmRSjtpjclYuFZvnlsNdd23AbAvbYLNo5aru24g7lE+Wy5BjqDAHcikvim4xoCO/oyZGF3Es+mkZuYT5PhdctExlnH2JWheAa7IUsyoo3InYgk1j8Zjs5Rx5hVoTj7OrBm0i6Szqc9mguq8tCpUIHx9PSkQ4cOuLu7Y2trS8+ePbl48eIfbi97ZSHe8kdOdYO20WDRoDnQDrn+HXAtQBYsv4llZKuAWEVGmZaJfNMPWTCibRtXXmTkuy4AMrn73XD0ckR2z8JQVILetUxk1k3YzZD/645tqcjIFhlRK3DggxOcW3X1vr43GFCLsStDKUwv4uD8k/R9vyOFmcUsG7qVjNI5Nioq/46Yg/H80GM951dfp/1TTZm2Zxixx5M48MEJGg6sRVBHf8Ke3IvZYEG2yDh62zPy5z6MXtbPWglmMUnsm3eMjTP2WT3HCjOK+bbzGo58dgbJJIGgiEtWTC4lWUZqd6/BY8+3ACDnjlKuL2oFcuPzWdhmJd4N3Rn0ZVfiTqSQn1JA0xFlImPrqmfsqlDcg1wQBAFBIxBzIJ6NT+/D3s2Wsav7Y+9uy+rxu0i9mvl7p6/yN6FCBaZbt25ERESQl5eHxWLh6NGjNGrU6I/vQG9GaBqHYNDDybrIjWOQtSaEy7XBpIXgxNLVLu9WdQlQahcj3yM2ivAAcdUx3XHAbkSZIMj3yBDIFF6xQW/yBP80DLkGbN2UBJpkkVkzaTehH3YsG0IrHZLY+fpRrmyNua/7NdtVZ+LGwWhsNIS/G0nXV9sgmSWWD9tK8sX7nQRUVIpzDGx78RBrJu5C76Rj0ubBdH+rHZHfnufwJ6dp9HhtnPwcFSsYAAHaTmvMs7+OJrhn2YS7/JRCVo7azokfL9F6SiO6v9GWjU/vY+usgxSmK2X8NvZaRI1AVkwu9p62dH2tDfEnUvh14TkAvBu6U5JtBAG0eg2mQjOLeoZhY2/DgE+7cOfXJPLTisqJjL27LWPX9Me1phOiVkAQIHrPHTY/tx9Hb3vGre6PjZ2W1WN3qjda/wAqfCZ/WFgYS5cuxWQy8dhjj/H222//YS+fuW2+JOuKEaFBPEQFKmLgmg/IkOMMyMgN7iBeDUTWmRGMd0v27kn831Nxxt3fjkXYTT5P8XftESz3VqVZt0C0Bck/BW5WR++uwZBVWl0mCvR6tz373juOZFHKmEWt0nbE4j7U6V7zvvPITylkzaTdZERn0fnl1pxbcZXiHAMjl/QhoIPvf3NZKz1qkv/PEx1+h11vRFCYWUyHp5vR6V+t0OhEDi04ReQ352k8rA55CQXEnVDyGA5edoxdPQDveuVXb409lsSmZ/ZjLDTR7fU2JJxO5cq2W9jYazEVKQUsd/8tiNBiQkPSLmcqHn0CBLT35cVDY5ll+ynVGnmQGqVEGzZ2GkzFyueg44stcarmwK7XjlKnRw3sPey4uC6ax55vQZeXW1OQVsyKEdvITSqwVmY2GlqHQZ93JftOHsuHb0PUikzcMNDq9afyv1PZkvyV2ipm/qT3yMxMxLQvGNkjB7IdQUBZ2bJaJkKqshaLXC0dId9J8Syz2NyzB0VmyhcEKL9ljQmbWXsxLeoKBXalf73HAQAQBBDrZCDd8ELnDsas0n0I0G5GM45/dwFRKyCZZQSNgEYrMmZFKDXb328Bbsg3suGpvdw+mkj7p5pyY38cOfH5DP2uJ3V7/f1sNFSB+eMUZZUQ/m4klzffxLuBOwM+60r1Jp7Ismw1kazbN4C4Y8mU5CpuEg0G1WLIwu7l1mC5a8Z6aMEp3AKdqdm+Opc23ABk9I46ijJLyqUsPeu6UrdPIMe/u4hklnDxd6Rmh+pc3niTL4pe4gWHz5HMEh51XK3WSVo7DeZSkQnuFUBQRz/C342kbp8AbF305UQmP6WQ5cO3UZBWZM3rNB1ZlwGfdCH9ejYrRm5D56Rj4oaBOFevPF+KVZnKJjCVeia/8bgPxhO+uL2YiDLbsbTyS2tCSPVAdipERoJ0d2SjBsFDqdIqE5SyT5NQ+p/1GYsW0+d9YdRBhBoZpe3KhtoEAFlAuuGFJjAXYxZo3ZQPiSzD8e8v0HBQLSSzjEYnIltkLCYLayfvfuDwl95Jx6ilfWkyLJjjP1zEt5kn3vXcCXsynEsbb1TE5VOpAlzdcYtFPdZzdcctOr/UiqnbH7eKS/i7kZxYdBHPem5E746lJNeIIMLAL7ow9Jue5cSlJNdA2LRwDn50Ep/GHhjyjJxfdQ2fxh4gUU5ctHqN4itmkIj8+jyyLNNmWiNMxWYurb+hROaAi78DemfFl8+x1OzVXGyxTkq+sTeWM79cocsrrYneE4ux0ESzUfX4deE5q+3/+HUDcfCyt64ce3FdNLvePIpXfTdGrwilJKeElaN3qBWWf1MqdQQzt9WXZF9WEvnaofHIBcVI4fWQtWaQAMcSyLdXXJMtolKm7JWNkO5WKhbCffNmHjRkJvU6gU1uNaSTQb8ZLitDW70Ec7ItGlcjlpyy2bN+rb1JPJ2G1laj3KUJYOusY9KmwXgGu923H1mWrUMetbr6Yy42E3cihd7vhdBmcuO/8Oo9WtQI5vcpSC9iz9u/cm3nbXyaeDLws654N3AHlPlUO988yvmV18reV2Ct1PJt7l1uXymXM9j41D5y4vNw9LYnP6WI6s280NpqiD9Rviw4qIsfTtUcFAsXGbwbuOPVwI3LG5Ucoo2Dlrp9A5m+agiz9J9i66rD1kVPTmw+OgcbjIUmBI2gzMovvR/TO+toOqIupxZH0XBwbWzstFxYc90ayeTG57N8xDaKskqs59J6SiN6zw0h4XQqq8ftxC3AmXHrBpQzlFX586gRzJ9ADkiGzpcBMG+sgXTBB9vXEsG1ACQNQp4jclCi4j+mkZTIJcsZ2bZEKWMWyteYlds3VhcYNHvbY87UYDP44n25GOVfsiIubmYsOToElxLrc4mn03Ct6YTZYFHu0mRltcxfhm0jJ/7+kmRBEOj2elv6ftCR20cSMRWbqdXVn/DZkRz98qxqp/E3R5ZlojbdYFH39dzYF0u319syZesQq7hIFon10/ZwfuU1AOsEX696bjx1YOR94nJh3XWWDtpMXkohsgSCRuSx51uQG59fTlzs3G3p8kprks9ncHFdNBobkQ7PNCMvqdAqLh61XTEXW7i84SagDIeV5BjJTymkRlsfjIUmRK2AbJGxsS2bPW7IM3J66WUaDKjFlS0xSCaJ5qPLIhmXGk6MWzMAvbMOrV6JZE7/fJn97x3Hv3U1RizpQ+btXNaM30VJnhGVvw+VO4Jp9B1ZmSlYRuxDs2wAglGHLEh4PWsg60Y80h5lbW+pdhxCpitCrhPIArJ9MUKRHbJdMRQrd0QPikrKKJUh+yK0Ay9jXt9KmSMDD07+lwjgXAx5dtY92LrqMBstyGYZi1G5tbNz0/Nk+HDrCoG/5fqeO2yeqVTXeDfwIHrPHdo+0Zie73QoZ0NTFVEjmPvJTylk1xtHubEvDr+W3gz4tEu5KLcgvYjlw7aSdTsPjU5UPO9kqNcvkCELu6O950vdXGJmxxtHiQq7AQLY2Grp8HQzinMNnFocVe64zUbVIyc+n9jIJABqtvfBxt6GmAPxAAhaAUEQlLJlwNnXgfduP80s/afWCEoQoU7vAG7sjlV2Kijv7+IsQ7lj3Y3om42uhwCcX3Odx55rQZdXWpN1K5dfRmzFkGfEYlCOdXeBspsH4gmbtgffFt6MWRGKzt4GlT9PZYtgKrXAfLRgEik/VkNIqIZlyEGEGH+ES3UAEIIz8ZpoS9oCEaHAHtk9B7lOPOLJJopc2BdDkS3oTUqZ8wO4fzhMiXiE3ueRf60PhXYoJc6i9XlAifskGRwN1gIBAI1OROdkgyHHaB3HtnXRMX3/yHILlt1L4tlU1k7eDQIEPubH1W23aDqiLv0/7oyordQB5u+iCkwZsixzcV00e+cdw2Kw0PXVNrR5orE1hyJZJM78coX97x3HYpJw8lGGuQC6vNKax55rUc6SKOtWDivH7CAvqRBQEudNhtdlz1sRZNwoK/11C3SiXt8gTi6OQjJJ6BxsaD6uHueWXytnh3T3vers74idq47UqCy+MrzMLNtPQVYmFcul29TtG0D0nlhr+O/oY09Bcvn8iWsNJ3Li82kxvgGyReb86mtWkcm4kcPyEVsxFpisN2IdZ7Wky8utubr9Fpue3U9AiC+jfu5TTlBV/hiqwPwJ5tX7kYw6+xBlHRxojhQch6X7KbQ/DlHyLVozLq8ayduZiXzeHzQWpL7HEA+2VsRFYwH70jyNNR9zd2AMeMAA2t0qM6n+bSUiSvYo9/eyEmhAkJDtjAhFduV24OrvRE5CvlWPbBxsmLZ7KO6BD7bJybyVw5oJu8hPLaR+vyAub46hXt9Ahnzdvcp+yFSBUchNLGDna0e4dTiBmu2q0/+TzuUs8eNPprB7dgRpV5QSRfcgZ7Ju5yFqBYb90Ju6vctXGB798gxHvziLLMl41XNj4BddSTiTyr45x6xCIWgE2kxpzI39sWTfVl6DOj1rUJheQvKF+wtQdE421AsN5NLasmKTuwKjtdNgLirvCF6jnQ/JF9KtOUdnXwcK04uxGCUEEWQJ9E42GPJNtJ7SCHOJpZzIpF/LZvnIrZiKzNYo7e4qmBfDotn2wiHq9KjJ8EW90OhUg8w/gyowf4J3n5tGzuJ64FIAnS7BvhYgi1ie2Iy4pStCfDUA9O1y0DUpIn9xdQRZRGpxFUxaxKhgAGTfVISkasjWlTHLD5k9OJKRwLUQwTsPon/PoE9CtjUilJRPTnrVdSU9uuxuUqMTGbd2ADVa+zxwLwXpRaybvIeUqAzq9w/i6rZbBHb0Y/iPvdA7Vm5L7gfxTxcYWZY5t/Iq+z84gSzJdHujLa0nNrIOfeanFnHgw+NEbbyJVq/BbLBYIxdbF2WCpWedsuGztOuZhD2xl+xYZfis17sh1O0dwOaZB4g7kWzdrnpTT9yCXLiyRcmr2Lrqqdc3kEth0VY7mbuIWoGGQ+pwdWuMNZoAaDAgkBkbhjNL/ykATtUdyE8uLNfWvbYLhlwjhRnKpE1HH3ssBgvF2QZrxCNqRSSzRNsnm2AsMJUTmdQrmawYuR1TsRnZIiFL0O2NtoQ805wzy6+w+80I6vcP4vH/61GlI/mHjSowf4LZhwMpuuyD+ZsOCDH+SM2iEQrtEW76I3U7jeSXimZFqCIOtga8Zwmkfi1BkR6cipA6nUXc0wHBokXyzEYosAOD7p5llYHfCM1dlJJm5UMn1E+EazV+07t7IyEJWWdCMJYfiqvWyIPUy2WWGIIIAz/vSpNhdR94vsYiExuf3kfMgXiCewVw80Ac1Zt4MuqXflWuuuafLDDZsXnsfO0Id35NIrCjH/0XdLJOJrQYLZxcEkXEl2exGC04VXckJy7PesfvUduVyVsHY+usvJeKsks48OEJLqy5DkD15l6MWRHKnYhEts46aC0CELTQcmxDojbfxFCaKK8bGkhaVCY5cb8pNhEgqKMvqVezKMooK1hxDXQiL7EQySQpEYzdp9ZKMXtP23LbAuhddDh62ZF5M1fZxl2PnbstmTdzyw2rAbR/uiklOcZyIpN8MYOVo7crdjeSjGyRrUstn1h0kX3vHafJsGAGft61yuckHxaqwPwJZh8OJKs4Fo25GvL2hoireoEoIze8hXCuHvhkYp62Ce3XoxFynJGRsemWg/mGBTlBsfaX2l9EiK2OkOyFrDMi+6Yj3vEDHhS53P8362P/dOQkD5DuytK9w22lJc+iGUEqTU6W/tm7kTtpl7PKHaP9003p9lrbcvMY7iKZJXa9GcH51dcICPEl4XQq7oHOjFkZ+m+LBSoj/0SBkSWZ08suc/CjkwgagZ6z29N8TH1r/iTmUDx750SSGZNL7e41MOQZSTidimgjIpkkgnvWZPhPvRE1IhajhTO/XOHwp6eV0mBRoMfsdrQY04BNz+7n5v4463F9mnkiiiJJ5xQTSXtvO/xbVCM6/M59axl51nPDXGwuLzoa0NnZYCwwAUrecEHa80qS307EXKyojKgVlVVa79mnoBGo3sSTpPPK0JvO0YbqTT2JjUxGEAVkqWzjkJnNKMoycH7VNUJmNqfrq21IOp/OytHbSxfmE5DMEr3nhdBmSmOOfnmWI5+dpuX4BvT9sGO5PJTKg6lsAqOZM2fOnEfdiX/H8dgd5FtuIWsKkevHou2Uj3THFvFcfaiRCgV2iAfaIo3ah1wtAyGmBvIdO0BAqJsGac6Q6AUaGanJDYR4H4QcJ8UsM8OZssxK2RvXOtO/VFisfmb5OnAwKu7LpWvLlG1buqCzLCILltL9CQgiFKYV41nXVZnoVkrC6VSSL6ZTp0eAtWzTenxRILhnTQRR4OK6aHwaeZB1J48r224R3COgzNG5kvPJJx/xyitvPOpuPDSybucSNi2ccyuvEtTJjzHL+xEY4ocgCOTE5bHtxUMc/vQ0dq62hH7cmYRTKYp1femS3I/NbE7/T7qAADf2xRE2bQ+XN8dgMStJ//HrBqLVa/h54GYyorOVg2qgbu8A4o6nUJBSCDLUDQ0gN66A1KiMcv2zddXh5OtA1s1cqxsAKPNeJIOExSihd7ah1eRGFKQUcTB9G+21vZHMMlp7DZJJtoqF1lYsG26TIT+lCL9W3uQnF2IxShSkFtGgfxDp17LL9SH+ZCqBHX3xqufGqcVRWEwSTYYFE9Del6hNN5EsMhobkZv74nDwsqPd9CaYDRZOLY7CWGAiqLO/KjL/AUEQsLevPEPqlT6CKSi2xUh0qa0+2FgCMB+thmZxqFLlVS0TIckbqeU1LAMPoV0wBaFED8ho6mdjueaObF+CUGSriEx0DQSDLbJXFkgyQmap3cwDIhcoEx8ZWSkasIjgWAwF9g8sGij7vyIySsUZuNRwIvfeeTGCMu9g5JI+5ZK+93Jh7XV2vHYEt0BnijJK0OhF67oblZ1/SgQjWSRO/hTF4U9OobXV0OvdEJoMD0YQBEzFZiK/Oc+x7y8gagQ6zmpJs1H1CHsynIRTqYByQzF4YTcaDa5D6tVM9s07zp2IROukxjo9ajDgky5sf/UIN/eVRS1ugc6YS8zWajMnPwdc/ZzuW29FEAWcfB3ISygo3/HS9yUoZcrBPQOIjUyyDq99ZXiZuQ0WkXVLeQ01OrFcnubeCaB38WrgTvr1LGU5C1GgyYhgLq6Nvu+atZrcEMkkcW5lWSQTdzyZ1eN3Wp0xzCUW+n/SmWaj6hH+biSnf75srTZT+fdUtgimUgvM1xHPcb3gJ2SMCNgjU6B4kaFBl9cU85J6iAdbI7vkK2LjWITl+bWI2zohnKunxB+uJUg5OnAvhFx7sC9GdixGTPZC1piRGtxCE6XkRORSJ+bygiGUEx9lGxHZoQih0L7cdsq/yi/nLCgdBhnsPe0oyiy2NtHaadDqNDz+TU9qdXlwIUHMwXg2zNiL3klntaMZtawf/q2q/fUX/C/knyAw6dHZbH/5MEnn0gjuFUC/Dzvi5OOALMtc33WbvfOOk5dYQKPBten+Vnt09trS5YWVoSytrYYJYYNw8XPk8KenOL/6OjoHLVpbLYUZxXR7rS2ewa5smnkAc2lZMYBnXTcyorOtPni1e9TkTkSCdW7JXXSOWowFZn4P74buZN/JU0wwBajTvSatpjQkZERj6zwYWSqd2/WbpZd+OwQG4OhjR0mO0So+TUYEcynsxn33YY0er43O3qacyNz5NYm1E3chWSS0ei2mYjMDv+hKk6HB7Hj1CBfWXrcWAqg8GFVg/gRrjm3D2VZLVN6PxBZvpdTYxfpG1wt1MJ63QfPtYIRUT+uXvmXIIaTgO2g/n6C4JQsSaCwIjiXKBMk4byT/FISEakqepk4sQmx1MCn5k99GJrIogSRQLprBDDpZmfx5V1R+u/YZdwUHxSFTRrkzLTYpm0rg5ONAQVoRPd5uR9tpTR44BJB8MZ21k3djLrGgc7Ch5P/ZO+/AOMpri/++me2r1ap32XLv3bgbG+MKpppm05MAj5KEBEINJBBCDYTQQoBHCc1gig3Gxg0X3CvuttxkW71rV9LWme/9MauVVpLBTiDhAecfzGrq7sycufeee25dgItennxCUvo+4IdMMFpIZ/2L2/ny6S1YnGamPDia3ucZY4kr8mtY/Ie1FKwuIq1XElMeHE2HEZn4avy8ddn8qBzZmWrnmnnns3f+IVY/s42wP0zemGyObSjB6rRw1hNj2fTKLgrWFEf3a3WZCQd0pK6jhyUJHV2oFoWqA3WxBxi5DlsX2lvCmWrHXxswZMLCSLX1PKszKx7biKe4gb8FbuflmXPZ9ZHR1X8yZNW0b5NNxWQz4a8xmjC7T+nIwaXHDBl1i3skb2w2CbmumJrM4ZWFvH/t5+iaxOIwE2wMcd7fJtD73M588uvl7J53KFqj+Qlt8RPBnAI+3LiIgiojLeB2apRo71EaXNHqbciMOdAB7b2eKHNPB5OGCFrQuxxHu/l91KdnIY5lGLUUNQwmDev4UgJfZBkeZmHFIBanD+nwoVQkt1/8VzSEbtRLorNm1LCRMmtRyxFmiQy1FwERXU61KGiajpACpCRzQCrFX1XQ/+LuTHtkbJu6DEDtMQ/vXrmQ2kIvrjQH3rJGzn92Ar3O7vwtfuPfHn6oBFO2t4r5t62kdGclvaZ3ZsqfRuNMseP3BPnyr1vY/PouLE4z424/jcFX9EIxKTRW+3njwnlUHzKIIL1PABJohgAAIABJREFUMsNv6M+qv2ym9piXLhNysSfa2PXhAXKGpNNjWh7LH9sU7awHw+8r4AmiWlW0kEbuaRlGOqydu1e1qJGieVuYbMbfpGHVR48pefSY1okv/7qFmgLj90ro6OKB/Bv4te0v9LuoG/sWFBBqCLWbFvs6xKU7qC8zUnhZg9Mo3VkZlSQ3IaVHIln9U9kxJ59RNw9k/J2ncfCL48z5+SKkJg11XUOIC5+fSPcpeXx041LyFxVw9hOnM/Cynid9LD8W/EQwp4A5m96mW8JQKhqqOFJ9FG+gnpBylDplHh59V4yIyyK7EDwSQH1+BsqhXKSqgSmEdtNHiCoXyptnR6ZXGqdrmVlAcJsZsS8XafchfEazpN6xCHE0q4VMuZWJvzWMCDQX0aJko0TUNVIgLBoE1eaDa4dkhCJAkcbyAnqd04XdHx8ke3AaM16a3G7nf2O1n/d/toiiLWUk5LqoK6rnrMfGfi9vtB8awWhBjTXPbWPNs9uwJ9iY+ufR9DyrM1KX7PzwAF88soGGSh+DZvVk/B3DcCQZsvL6ikZeO2cuniKjBpI3OotwUKNwUxmpPRIZ9ctBbH5tN0Vbyuh/cXdKdlVSsbdZddjUuNg0vyWpczwNlf5oraQlWtrLtEbTdprQbXJHuozPZdP/7qQqQnxJnd0Muao3u+ce5M4NV/Nb11NoQZ2U7gmYrCZKd1YagfgpPDHiMu3Ulxhp4YQOLhoqfWhhHb1FPceRYiNvVDZ7PjkUJZn8xUf58PrFSN1QtQXqg8x4cTJdzshlzi8Wc3jlcc5/ZgJ9zu968gfzI8BPBHMKuG9lZ8K+jiRzHllxXUh2JtIQbKCwtoQ6fQtVyhxClEWXF9KGqrnRP+uB8tZUCJsQuoI+bjPahcsx/eEGRG3zcCPb+cWEkioJv9UTdAURNhkk4vaC12m4BUSL/QYkQEoNVCa2EgU0pe4iqTRTCMLmFmu1JRkAYRagGxLQMb8axNrnvsIab+HiVya3MTYECPnCzP3lF+QvKogKB868dzgj/mfAt/CNf3v4IRFMyY4K5t+2kvJ91fS9oCuTHhiFI9FGyY4KFt23hqKt5WQPTmPKn0aT2T81up63tIFXpnxIY7WhIEztmUjF/hocSTbG3T4Ud66LT35l9LLkjc1qtmCJQChG2tVkUQn5wyR0dFFb0NZAFQGqKUIuJ0LkXafrhFxyhmWy4739VB8xiMWeYGXAzJ7s/fQQdRExwN8Ct/Po8Dfw1fipPepFtSh0n9yRvZ8daZfAvg72pGbPMpvbgq5L9LAenSsDoNoUOo3O5uCy41GS2bfgCB/duBQk2BKtBLxBLn55Mnmjs5l91UKObyplxouT6DE179QO6AeM7xvBfK9lyntLdlIYmIeHldQH/NTVO6j1ebGoFtIdPUlVJhEOO2hkp6EyE2F00YCpuyQ8brlRYylNgaOZKJt6o93zOlLoiENG7ULbF49Fs3LaUxkU7slHlCca2wmYjY5/axChxVq1CIRhDZNcAz5bq1RaC9mzriLREKqIRk5tlhWABorZyJUXb6vg7MdP5+i6Yja9vpuEXBdprRRjqlmh19md8NX4ObKqiPgsJ/sWHEELauSNzvreyDh/CDLlsD/Myr9s5tPbVhpqr2cnMPqWQYR8YRb/cS0L71mNHtaZ+tAYJj8wKqZPqeaoh5cmzom6AysWBX9NgBHX9+eC5ydybH0JC+74MtpAW7oz0pCrEH2A2xOthBrDOFJtBOtD+GvbiVrMxiyi1sX2JhjXH3QYlUXvczpzdF0J+xccwVcXQDEJek7vTEOFj0PLjxPwBMkalMro2/vz9sJX6VM5hnBAo+OoLKoPe6jMryVnWDqhxvAppcrCPsNpXA9Lo6lSgslqijgzGxGXDEuqj3jIHpLOnnmGs8DQa/uQ3DmBfZ8fIezTsCfY2PlhPjlDMhh50wCOrilm8+u7yByQekIbph8bfnQy5SuvvJLq6mpMJuNB/eCDDzJgwMm9bT+28hJCjXk0mpZQp3+FSaaRLC/CwQBUoaJHYn5V0Snjn3jk2mhwIKQNpBlWdUV96QJDZSYk+uUL0XsewfSn65pNMN0+rvh4Gh9//Bj1Lw2CoBmQRl+LNXBis0ybH/xmmqYetNe0CSCcYWgwNavKoq+AotlWwywiHk4WLnltCise28Sx9SWMvHEA4+88rU1TZtP0wuWPbCQuzUF9eSODr+jFlIdGt9vA+Z/G//cIpmhrGfNvX0nlgVoGXNqDifeNwOI0s+WtPayKND+edm1fxtw6BFt87A1dsqOC18+fF1ND6XlWJybcMxyb28onty7n4LJjuDIdeFsaRUakwyabilAMmbNqUaMjh1sv93VokhVnDUolo08K+xcX0FDui9Znsgal4ilpoD4ic84alIrqkhxfVYEEngn8jifH/5Nj68tBQkb/FCr2VUf7ZRLz3JTuqPz6g/gGWF1mdF0iFEHQG4p+ntTZTfXhumgks/PDfD79zUoAHMk2AvUhLn1tCpn9U3nr0vlUHazlsjen/WDHj58Kvm8RzHdKMFJKTj/9dJYvXx4lmFPBfSs7U+srI1Geh4kkqsVHhEQJdtmTJHkxVnIxKSacFgeBcABP+DiF4iEQkaZGCSppaN561JfOR/lyMGDY+2t3voH6/CWI7d2NGorQOPOpvtR2Wsvm31eh7DJyu9IcgLAZIVuMpm0pRVZ0QI8IAJTo31tCIBBpPmS5rU3XjDCBIlT0kI4wGekyZ6qdKz84hw0v7WTrm3voMiGX8589s82DDGDXxwf45LcrsMVb8FUH6H1uF8796/j/ukng/1eCCfmMqGXjKztxZTg467HT6TI+l2PrS1h0/xrK91bTaWw2kx8Y1e5AufwlR5nz80XRd4iUbglMe3gsHUZkUrKzko9uWEJdcT1CSPSIKEsxC/SQsUKTH1nL0cRNsDgNVRWybU2lCSa7ibAvTGrPRNJ6JnHwCyMysSfZ8FX7ictwoIf0aONv5oBUMOmUbKmkZRr3b4Hf8WvrE1jcZlRFxVcTwOwwYXVbou7J2YNTKd5eeUKl2gnRgiDNDhNSSlzpDmpapP8cKXYaK31Rkvlq9j4W3PElAM4UO4H6IJf9cxop3RN565L51BV6ufzds8ke/P2W73/X+FERzKFDh7jmmmvo1KkTtbW1XHLJJVxxxRUnvf4LKx/gWOADvHIXFplDsryEICXUiE/QacTFGBLluZgwwuNEewKpzmS2e56iJPxZ84akGRCI7R1Rn7zcGFRmDqLdOhupqZievixab7GPaWT0w51YMvtFxEvnGnUZmx/ht7UhjhgoYYRJh6CF9vzNBALSvFAeR4y9DCBsYRTdgh6UCBWQAndOHFfPPY/8RQUsum8NiR3jufjVKSR3Tmiz6yOri4yCqIRgfYguZ+Qy4x+TMNv/e07M/x8J5tiGEubfvpKaAg+Dr+jFhHuGE6gP8cWf17N73iHis+OYdP8Iekzr1G4qcuWTm1j99DbAqJ+c+fvhDPt5PxDGXJRF965GlxLZwnSyySbG4jSj6Rqav22R3p5kRTUp1Jf7TnjsZrvRN5LYMZ7kbgkUrCki7NNI6uSm9rgHxaRgsqrRLv7U3kmEA2FqDrX8jSS5U5xU7KnnsYN38GvrEzRdy6m9EqnYa3Tmu3Oc1BUa5peOFDtIGeNUcVJoQTKqVQUpyR2WQcFqQ5YtVDBZjHNqIpmtb+7h83vXAOBMsxOsDzHzzbNI6BjPmzM+obHGzxXvTSejb8qpHcsPCD8qgtm2bRvvvvsu9913H6FQiKuuuoq7776b0aNHn9T6963MI9CYhZO+1CofE6SSODkMt5xGvVhDHV8gMJMgz8LNRBSMorpZMZMar7HWcws6zdGMwIEMhlBeugBl6WlGD8zQPWg3zkG99yaU0kiB1tVI6oM2yuOfQT50EcqRHKSigSkcIZAmM8yWDZgSFA1sPkRjE4m0UJk1LetohIAdtFYkE+8Hvx2C0VVJ7ubm6g/Pp2JfNR/esAQtrHPB82fSZXxr401DPjv7yoX4awOEgxq5QzO45LUp2Nz/HWuZ/08EE2wIsfzRjWx+fTcJHVyc/fjp5AzNYOMrO1n9zFZ0TTLyxgGMumlgu6Qd8Ab550WfxPS4/HzhhbjSnYR8YT67YxW75x6MWadlZ3xchiOaqmoJc5yJTqNzOLD0qBEltNNnpVoVtIBOXLqD5M5ujm8uRWqQPSSN6sMeGqt8UQUaGC7Ifo+fxoqWg8Ik6ZMEtQVe/AfiEAj+FridO/IeI1DSLMO3uM1oPh0tqGGyR1J3wkjxNo0ZaI2mZtB20aLdTFEFUkL/i7tHjT1Va+Q7kkRJZtOru1jyx3XR7znUGGbWO2cRl+bgnzM+IezXuGLOOaR2bxtd/hjwoyKY1nj99dcpLi7mnnvuOanl71/Zgyp/Pop0kCqvISCOUscihFBJ0Kdjpy81Yi6NYjsmmUySnIGTIdGHvk6ISuUl6tneYquR3ML+PEwPX42ocyEdPsL3voaypQfKRxOiEmXrZQ0EL3qd8NwuqG9PNYr17npjnTZF+4hSTOgQV48I28BnifylmWQAUDVUB2heNVZVlupB8bjRA5HlBNi7mxn9Qn+S9CRW/GoLFftrOPPe4Qy7rm1TZl1RPbOvWkjVIWNMQFrPJC57cxpxqe0PO/su8f+FYArWFPHZHauoPe7ltGv7Mv5Ow7ZkyR/XUX2kju5T8ph0/4ioG3JLSF2y5a09LL5/bTRN1HFUFjPfnIZqUak6Uss7MxdEJcpNaIpaTDYVLazHRDRgCAKGXtOH/IUF7Y7dhuYUmT3RSkIHFyU7K1FNCt0mdcRTVE/xVxXR/YAxs8VX4ycUk3aTuIb5CaUW4/uss3E9q5Lul6Ry8+vXGHb9Jt3QJWvNKVdHsi0asbRM5TlSbPhqAm1SZopFiZElt38+IjoufOSNA1j/9+2GGKBF783IGwdwxt3DorVHhJEuC/vDzHp3OrZ4C/+86BMEgis/OOeEFkw/ZPyoCGbz5s2EQiFGjhwJwGuvvUZFRQV33HHHSa3/0E3345+4ihrnSpBgpy+J8jxqxXwaxXbMMp10cTmaLqkScwiKQqyyC8nyUmzkRbfjZSMV4pWWmSsEJqSmoTx/Mcqy0wDQT9+Kfs5KTPf8EhHp6ie3BvWulfjZj+neGw3XZpsfAmaEVNtGKESiGZsP0bUadmVHi/utiUbNrUc/Hhc9IgByKlEr0mJsP6z9TaT+3o4ZM57nwlSt8tD7wi6c89i4NgPJfLUBPrhuMcfWl6CYFBJy45j1ztm4c1wn9Z1/W/i+E0zAG2TZn9ez7e19JHVyM/0v44hLc7D4gbUcXHqM5C5uJj8w+oRuCUfXFfP5vWuoPNBs6DhwVk/OenQsQgg2v76bRX9YQ6SVCmTs23xT42RrDP1ZHxrKfeydf/hrj98SZyY+M47KAzWYHSb6X9ydkD/MjvfyY3pV7MlWfDWBVqIAiaV7A5y1kcALYxBBCyBx9zDjKalH91h5JvA7bu/wCKEyQ/CiujQ0b/O1ppgj5yKJzn0x2Q0ysMSZY4r20eVD7TXo0FLzEv332N8OZs2zX6GH9Jho77Sf92XSH0ay+m9bWfXkFoQicCbbCAc1Lp89HdWs8ObFn2J2mLnqg3P+49f9fxs/KoJZvnw5zzzzDLNnzyYUCjFr1iweeOABBg0adFLrP9DzH1SXV2K58CiBc+egWWsR0kyyvASVJKrF+4REGQ45gCR5EX7yqRFz0YSXODmCJHkBJoxQOUwtheJxdNFW+aLs64rypysR9U6kq4Hwna+ivjwD5WhWJPWlo167hcDUD1CfvBJlfWQsszWICFhjajMxJGMOIS/6EuXdCbSXMgMQXcvhYBox7NehFKUkA73FPZpzRhpd7s+gyFNC+bsePLMDOHpYGfNUf7p27USC3R2NaMIBjU9/s5w9nx5GtSg4ku3MeudsUrq2rd98V/g+E8yh5cf57M5V1Jc1Mvy6foy4cQCb/ncX6/+xHdWsMvbWwZz2s77tCiVqCjwse3g9+xcWxHw+9rdDOP03Qwh4g7x7xQKKtpbH/D3q23UCBVjnCTlk9Utj/YvbozNe2oNqVXGlOag97sXmtjL02j7Y3FZWPbk5arcPRnot1MbaRaKkN6LfNBf53DRERSIgUBygh0MQNBvXp6rzt8Y7+bX1CZzdJA0HIv58Nh38Lb362ppgmp0mQg1hLK62JIOIOCa1Pv8TkMyImwaw5Y3dhBrCMbY3g2b1ZNqjY1nx2EbWPr8dxSSwJ9rQQzqXvz8dqUneunQ+jiQbV35w7gnHlf8Q8aMiGICnn36aRYsWoes6s2bN4uqrrz7pdd/8+FW2PvUVclNHZLIXZdY2guM/BZPETkeS9CvxsZcaMR/QcDOFeDmeOrGMOpYiECTIqbiZjIIViU4VH+IRS2Ke5wCEBeqTVyHWGh5H8ozN6HENqJ+OayaNHoWEb3sDsasL6nMXG8IAaxARsNBeJAMSKXS029/E9PQVEDK1qzAjqxxZnIKINkEI9JxSlOKMmIdRv4u6Mf0v46j217B57k62/fEA2CHlLgeJfV3kuLPIcWeREZ+GisqyP29gw0s7UC0KFqeFmW9Ni2kE/C7xfSQYX22ApQ+uY8ecfFK6J3L2E6fjKapn2UPr8RQ30PfCrky4e3i7c3f8niBrnt3Kpld3AcQ8VKc9OobBl/dm18cHmH/7ypi/nejh2QRXloPRvxzM6qe3Rm1V2oNQBI5kGw0VPpxpdkZc15+Mfil8dueX1B5t/p4Vi0APxu5EIhGuAPKufyJnn4Gys2v0YKSQzQP44n10/YWD8j3l/Gne4/zK+gQCgeLS0BtBaopxZQuJbGoobue8hCqidZ/2FGZmp0qo4Rv6aCLbHHBpd/YvKoj2AAmTQIYlvaZ35oIXzmTJg+vY9MouVIuCNd4KUnLF++cQ8AZ5Z9ZnuHNcXPH+dJzJ9q/f3w8EPzqC+Xfw8op3qfN58e7Np+41CQeyoEMV2lUL0IdsB0WQbT4PERhKrfiUerEBVSaSLC/GQkdqxEc0iC2oMoEkeSFxDEOg0MhBSsXTGBV1YshG2dIX5fGZCL8V6WpAP285yjvTQI/IlE1htBs+RvY4jumPP4dqd7O5YBvWau7g1373BuoHU+BIRmSXrdJqzgZjzECLxk49rRKlPDnmAIde04fJD45CCEH53mre+/nn1Jc10uW2DMIj/IT1MKpQyYhPJ8edRcXHdax8aAuqRUE1q1zy2pT/SL/A941g8hcXsPDu1TRU+Rh100B6TMtj2UMbOLq2mPQ+yUz502hyT2s7zloP62x7dx+rntxMY7WfxLz46Jx7oQhmvDSJzH4pzP3VFxzfUNpmfaGCbOdZqpoFZ9w1jF3zDhn9JO2QTxOapl26c12MvHEAXc7IZf7tKzi6pnlU8gnXtwYJ/eZN1F09URaMig7Mi3khSq4ncUodNcvikGXuaJH/rjPvoHGLK2Kj1CpNpmoRwonJOyNEs8OyOyeOusL6dr8De6IFX03bFGHMdxepM3WZkEvJjkoaI+OZm2o6HUdlMfOdaSy6dy3b3t6LyaZicZoRiuDKOedQX97I7CsXktwtgStmT/+vCV7+k/iJYE4Br66cQ02jUbDWZZCqtdvxvZ2MKElB9juGdvVHyG6FqLjpZr2FBr9GGW8RFIXYZE9S5GVoNFAl3icojmKVeZH6TBd0GikRLxIQ+9ru2GtHffhalD2GkaQ+ZA9if0eoN0JtgUAftBft5wtRX52GsrUXENv/0kwgxv9JJNp1HyFrXZjmTIrZXZRkhIZwBqG++W1LujwIb2yBecytgxl3mzEXo7Haz0c3LuXo2mKGXd+PXjfnUVxfQmFdEfUBQ0oqNls4/nil0Y8jBBe+OInukzr+az/KSeL7QjCN1X4W/2Etu+ceJK1XEpMeGEX+ogI2v74bm8vCuDtOY9Csnu02px5eVcjSB9dRsb+G7MFphHxhyiM+YYpJYebbZ1Gyo4Llj21sU6inKZPUTjqs57Q8dAn5nxd8LbE0pZ9Suicy6uaB9JjaicX3r2H7+/u/2a5F1QhfPQ9TnAnx0tlIf2y6TyIR6dWYutUQ2pxrvFAhMXWqpfMMF7f8+S6jyO9uhM6lyG2djGjGDrqveSttUwEtzl8agoBQIEyoIdzmmC1uM8G6ULurN6FJqJDRNxlPeQONFX6j7hP5PLVHItd8ch6f37uGnR8cwOI0o1pVVLPClXPOoabAw/s/X0RmvxRmvn0W1rjvT5f7d4GfCOYU8PaauSTakvAEPBTVGW9r4ZCHiiU7CL3fGVEXhz52O9rln0FmNQ7Zn46mn1Grb6NMn4OOn3jOIFFOp5EdVIuP0UQtTjmUJDkDE0l4+JIq8Va7+xcLRqO+cq4RvdgDyLgGREVScw3FFkC76UNESSrKuxNBlRF35faiGeOm1qasRU7cgOmOW5tTEy2WlUiUtAb0cmcz8ZgDiFDs29eE+4Yx8npjLoYW0lnywFq2vLGHzuNzueC5CVjjLXj8XgrriimsK+bYhhIqHm5A+gEJI//UnzGzBmMxfTc33PeBYPZ+dphFv1+Dry7A6F8OJC7NyconNuGrCTDo8l6M+93QqFVLS1QerGXZQ+s5uOwYCR1cDL6iNxtf3UlDhQ+pSUxWlWmPjGHd33fEFPmb0H79A+LS7eSNzmb3vENf35wYeThn9k9l1C0D6TElj9XPbGX137aeWPIbgRQ6+tlfYhtfhHxiBuEya1sBSkYl0hlAHM5GSIFUNVwjPdhv2ERJ/FIkOi9MhdvPvIXgauNFxDz6GKGNWRHxi6Q5Bop1Dm+JJlGDYhKkdk+kbE/s6HAAYREQ5oRWN9BMJvFZTrSwRmNlAKnLaF0mLs3BtfPPZ+mD69k7/zA2twWEwGw3ceWccyjfW82H/7OEDsMyuPSNaf/V/rDvGj8RzCng5RXv4vEZEk+X1UmSI5mK+goaQz78jYVUzj2E/kkf0BT0aWvRL16GiA+SKM8hURlNrVhAlf4FKnEkyQtxMJg6sYQ6FgESN5NIkNMIU0uJ+CuaqGmbLz+ejunhaxAlRu1CJngMJVlTkR6BPnI7cuR+lBfPgaC52TST1qkw4ybUeh5Gf/Bl1F/ci/A4o8tBC5eA+Aakx9Hicw2BajgwR9IcnX+XzpCZfch2Z+G0ONj69l4W/X41CR3iueTVKSR3aS7qB8NB9nx1kCXXrydYFQYdEq+z0eWSbLITjNqN2xb/rXmZ/TcJpr6ikUW/X8O+BUfI6JfC8Ov6s+nVnRR/VUHOaelMeXB0u814vho/Xz69lS3/3I3JZmLMrwfjTLGz4K5VCCEI+zXMDhNdJuSyb/6RNtGHYhLGzJPWd5SATqdnc3x96dcW8JvQYUQGo385mE5js/lq9j4W37f2a9ZrTsPKYTuJv3k3oYenE9gfF1UvGktJZGo1ImhB1EWUVfYA9vMOUn/B++i2hpitvjAVbvocMvddQsUfBiD8VkRKPZq7GnEo19iukMhoaljG7K/luTd9H+m9kyg/WI1snRkTEblz44m/myaRhNVlRpgVQt5QdJYN0nAEmDX7bNY+8xUHlh7FkWxDC+nY4i1cOeccCjeXMfdXX9B5XC4XvzK53ZEYPwT8RDCngJW7NhEIBSmoOYo30HwDxFmcmBSVWr8Hb/VuamdXI5f1A1sA/cLl6Od+idmSQoq8HBUrVcr7+DiAVXYiWc7ERDzV4uNIzSaeRHk+cZxGlZiDV6xqPoCmbyZkQnl1OurCMUafi5BGgV8NI7QImbga0a9YjDJ/JBxPA1Uaw84ic2Rak4zu9qC9+hDKw9eibOkZ3aGgRapGhEE22f63OCATEDY+S77DjmOkmUR7AjnuLNSDFpbduhEtpHP+cxPoekaHmO/UW9rAu1cuoGK/QabpV7oxX6AjhCDO4iQnQjbprjRU5V+/Cf8bBCOlZPfcQyz+wxqCjWFGXN8fb1kDO97PJy7NwYR7h9P3gq5tSFQL6Wx9cw+rntpCwBtk4KyenP6bIWx6dRdrn/8qWgMxO0wIFWPwVuuGx1ZqqibEZznx1QWMFFGrn7E1codnMOGuYeQMzWDP/EPMv32lsV77ZxvdjOx2jMT7N+F7dgyBjekx11nUHbze0WzcmlaLnLWE8Okbjag7ApuayOkZd1HgXcGtoxZy0+fG5y7ZCf+DU5BbuyCEhNP2ITf3iM5HajqatiKXZjRFG1a3hfgcFxW7q9osY3VbCNR9fV0GjIjG7DShB/VoA2nTPqb/ZRy7PjrAkS+LiMtwEGwI4Ui0ceUH53B4ZSGf/W4VPabmceHfJ6KY/vuefd82fiKYU0BTBKMIhURbAlazlVpfLY2hZssMu8lOSPdTfnQ13rdMKBt7IZNr0WYuQU7YSJwygiQ5Ax+7qVY+QpMeXIwmhRkEZDlV4j0C4jAWmUuyvBhJiFLxD6ICAIg+GMT6PqjPXAo+a7OVvzUAETNMgUA/fQv4rSgb+yIdPkSj3XAB0BVaRylSDRN+6SHMm0YiX5xMU4OnaOVpFtOMiUSio9pUdL/xccp9DlxDrIR14w1QqTZR9Wgj9Qf9jLtzKKNvGhTzUA14g3xw/eKoLcega3vQ+aYsir0llHjL0HQNk2IiMyIUyHZn4bCcmgrnP00w3tIGFt79JQeWHiNrUCp5o7LZ8uYeQr4ww37elzG/Htwm/y6l5OCyYyx7aD1Vh+roNDabifeNxJ0Tx9xffcHBpcewJVjx1waiaZrWRNLe2GAwohnFZMyWR0QIKNB+s2FyVzfnPj2BrAGp7Ft4hE9vW9FW4ktT0bsFsaRX4b53PY0fdCP8ZbeIX14LYmkhoxcIZO8jaJcvQPY50nxNo9LLfS4mxcqe2nmEpXFvvTAV7vuiO1XB/Ohy7o3TqH9ilNE3k16DjoZS1hwJthzK1259pkXnfseRmRxdW0JrmF0mQt6TmJyJIYlWTSqB+mAkDQ2MAAAgAElEQVRMynH4Df0o2lpO4aYy3LkuGqt9uNKcXPH+dPYtPMLi+9fS5/yunPv0+O+FMey3iZ8I5hTw1uqPKfO27VtRhYrVZCGkhQm1aBYRip/SXSvwv5GNkt8R2aEU7arPEEOOksSFOBlCrVhIHUtRsJEozyVJOZM6fSPV4kPCohqHHIhbTqZavE9AFDTvtOlbqnSj/nUmyu6ukYmWKphDIFvMk0msQx+yD+WLYeDwQ709hjxap8/Cd76Os4udwI0XNUdExKYbYiMgQxCgOlT0BoFQoPMT6QQ7+1CFgtPipKHeR9nTHnxrwyRNdDH6D/3pmJ5LvM2FEAItqDH/jpXs+tCwMOl3UTemPzEOXdEp9ZRTWFdMUV0xDUFDOpvsSCTbnUVOQhbJjqRvTKX9pwhGSsmO9/NZ8uA6tIBG/0u6c3xjKRX7a+h8eg6THxwVkypsQvm+apY+uI4jXxaR1NnNxPtG0PXMDtQUeJjz80VUHqrF5rJEvbuaLFlOBooqouOBbS5L1LK/NSxxZqb/ZRy9zu7MrrkHWHj36pheluj2TAI9rEdTUNJVj+36dfg3pMLqAW0jlhbSYxQdOW4r2kVfQE5FdJtxagbd3dM46F2KJ3Q8+rldTSLPNZZfjpjHTZ+DTUnCrzfXTjLkcCruHoLY2wmhSLR++SjbezS//igaQm+qcTSTTEyjZeRw3TlxNFT62lj/n7Apsx2oVgVrnJmQT4uJZjqNy6axwk/ZniqSOrvxljYQnxXHFe9PZ8f7+Sx/dCMDZ0YaY5VvJy38fcBPBHMKWL9vOx0SOlDZUMW2wh1UNVbHKLVaomXzYkCWULl+HdqbAxAlqcg+h9Gu/RRLVzMp8nIEJqrEbHxiLxaZTbK8DKfSjRoWUy0/QxImnjNAWvCIBa13BJpA+XASyjtngjmMCBpviTKpDqU6IUoG2mm7UPZ2NqZbhk2GWEDRW6XMIsX/yeuw3bwB7YafoZc2qcaaU2btk46GcEpoMGZrnP/eeKpSqyioPoYuddy2eOrm+Dn+aiWWrgrJdzlIzIo3iMKdRVpcCque2MK65w0rnW6TOnDhCxOj7gBSSmp9dVGhQGV9FRKJzWQj251JTkIWWfEZmFUzrfGfIJi6onoW3LmKwysLyRqYhj3RyqHlx3Hnuph0/0i6T+nYhggbKn2sfHIzX72zD6vLwtjfDGbIlb1RLSpHvizkoxuXIaWOFtSjDz5LnLndB//XoaWdSnsYeFkPJj84mh1z9rPszxtiHo5NUK0qWiBMtEnXEkQ5ayva8XiULb1aLNn2RUTafejTV6NPXwMJTVY1CjmO0wBJUeMWJFpkbZVM+2AC3gA1n7kRqwfy7M5n+fWnbkLmOkBgEXEEpWFbY1eTCC/qjfz7dOOlKqscPA5EfdODTUcqIPRYEYswgWx1mkIVOJKsNFScollmq204U+wIReAtaYh+JYl5xn1Uc8RDas8kagrqSOwQz+XvT2fTq7tY88w2hl7bh8kPjPrezFH6d/ETwZwCXl7xLsFQiD4Zveie2hWTolJeX8HOkj2UesrQT5TMjqA+vJuqJbsQ7401FGejd6BdsQB35kAS5Dn42UeVeJ+wqMIph5IsL0ag4FHnU6OvQsGJS47CI9Yh8bbJoYt9nVGfnAmV8UYPgK6ip1QjqhJommwpk6vAokNJMlhCEDI3v10SSxh6h2LkUy9ie/EagksNWagUGkKeuBYikQhHABptCJNg5idTyeiZyuGqAvIrDhpjpjdDxVP1mJwqXR/IoiHbgyaNNFhWfAa+JRpbHzGkr7nDMrj0jantyjn94QDFdSUU1hVTXFdCUAuhCIX0uNSoUCDeZhSQv0uCkVKy7e29LPvzBnRNJ29UNkfXFiN1yahbBjLihgFtlELhgMam13ax5pmtBBvDDLmqN2N/MwRHog0pJZte3cXSB9dHjSdbqpROBY5kG401/hPOa3FlOjn36fEcXVvCuhe3t531AljiTBFCixCLoiEH5SMq3IhjWbSMVpol7rpxXaVWoV+wEv3MzWAzIieLiCPN3osK/z4CerO3mUW4UIQZf0UYZf5YlEUjEA12ZHY5zxx+nF91ux3zL5fi6/4VAE41jQatyaFA4PZ3p/6uaYYZrKqhdz6OeqBj83FHZim1nuTank2Ozd0cLf6rcGU4cGU6Kd5mRGpCBZPNhDXOQn1ZI5kDUqnYV01SZ7chCHj2Kza+sjNqpPlDIJmfCOYUsDF/FwcrjlDiKcVmskaJxqwaMyTK6yvZU7qXIk9pdPhYa0g0anxL8MxtRJl3uqE4m7IOcckmUt3nYpV98LCYWvE5IEiQZ5PARIKUUKd+RL3cg1lmAHGExMHYAq0A6m2Ynr8CsbYn0hJEBC1IcxCsIcN6RkQm9uWWoxzPiPiYWTCmXLZV3UhLgPAzT2I5MAb9ybHR1FpzJaa1Ki3yuLEFwG8DE3R4LomOPbNId6WiKAqFtcUc3n6cikca0Kth+P196HZ+B4rrSimsK6Yx2IhvY4jKJ3wQhqQebq56/1ycSSeuu+hSp6K+ksJaI7qp8xtkEm91kZOQxVlDxn0nBFNz1MOCO1dRsKaYtN5J+OuCeIrq6XlWJybeN6KN95SUkv0Lj7DszxuoPeal65kdOPP3I6K2OeGAxsJ7vjSEAC1djU9iqFdLWOMthAPhdtNotgQL/tog/S/uDgJ2fXjASKG1gj3ZjK86GL02JBLZoRRRHW9cS+387k3pML3bUfQLVyCH74oW7l2mTAC84Za1jhYNOgUZqPPGIVYNAl1BjtpBpytsyK5HuW3sEn6VfS9UudGnrUO/ciE4/KhY0Wh2Ynabc/F+kIfy+nRjG9nliPJERChi9KqGIuKCFgUYwOo2E/CEYh0ATjDj5lTgTLfTcXgmez4xvNyaOv+bSC1nWAYl2ytI6ZbArHfOZsXjm9j21l7G3T6UMb8e/O/t/HuAnwjmFPDyinfx+hpwmO2YFBN1AU8bogHjIVJWX8Hesv0U15WgtXOVatRTWvNPQrO7oCwdBtYQ+owvsJxTSarlElTMlIvZNIptmGQaKfIS7PSjka+oVj4kRDkWmU2QEqJPnqZ7RoJYOgb1pbONf4eNlJGeXIuockcWFUh3HXhcYAkZb3auBoTXkCm3SZn99i1MfSTyxssM0mon4mleL3KfqmGEZkaYoePzyWipRlrHZrKR4kwiWBdmzx+O4tsRIvF8ByN/N4Du6Z0JaiEK64rZv+4w+XcVI31gSlcY9mJPOnfpeMI0WEt4A/UU1RVTWFtMqbec3077BQu2rGRgVj9M6r/fdyB1yeY3dkdddBM6uKjYV0NKtwQmPzCKTmPbmlKW7Kxk6QPrOLahhNTuiUy8f2SMeWV9eSMfXL+Eoi1lmO1qK6fhk4NqVVAtartFeUeyDX9dAJvbSkKui+LtFe0qyJzZZhpK/aCp0d9ZxtejeJ0gm14omgv40JwylcN3o5+/EtnLKNwLVBxqMo1aZeTFpPUXCWJHV5SPx6Ns64m0BRATt+GacZSapG1IjBzWC1Ph7k+7432jJ8r8MZDkgRs+IzzcmHejYkGLCGFUbFDlQNz3C0RRGtIcQqZVoRSl03STSFWL1hdbXsPOVNu/lR5rD/ZECwMv78W654zUb1NqzmRVCQc08sZkc3xjCWm9kpn51lks+eNadn54gIn3j2D4df2/1WP5T+MngjkFtFfkV4SCLnUsqpk+Gb3omdY9SjRgvFmXecrZV3EwQjZazLr1ciflhR8j3pqAsqEvMqkOfeYS4s9IJUGdip8DVInZhEQpDtmPZHkpJhKpYzm14jN0EQBpBxHJ9bbsmzmWhvkvv4CjSdFiK6qhIhIhszH9UkowG+IAoZmQuaVwPJ3WBX0AfdxmxC1L4bZrEMcy2qjMmpaNWVfoCCnAJBj2eg869Mqior6SUm85jSEfMizxvBHCM9+PbZBK8m8ddMzOoUdaNzLj0yk9UMk7l36GvzKI6hakPeLEkmUi3ZUa9Tpz2b7eoTYYDpKTlcJfFryEyxrHqLxhpLvSTuWnj0H1kTrm37aS45tKSejgwlPSgMmqcvpvhzD0mr6o5lglkLeskRWPb2THnHwciTZOv30og2b2jJGlFm+vYM7PFlFf2fj1kUp7nfaRz5oUZm2gQFKeMfbX5rbir2tnGSCuk0r98QC06JvCHEKELMYkVU1F6M0P5eh/FQ39zE3o56+CnPLILi2Ajs4JFFhhBbF6AOrc8Ygj2cgED/r0tehT14GruQVAoJJk7cyfzjjATZ+DSdjR9qehPj8DUZCFPnIn2vUfQZIXk7ARls3kYFeTCbw9BHX2RKQUyOxylOJUiEyDlaYgItyUem0my4SOLmqPeU8o3/5XYHGaOOPu4Sy+f40RFUV+syYBRpcJuRxZVUjmgDQufX0KC+76kn2fHWHaI2MYfEXvb+9A/sP4iWBOASt2bSTJnoQ34GVvaT51gXYGGglBrjuHgTn9cbd68OlSp6SujPzKgzGRjUSjSnkH7+7jKG9MR9mfh8wtRVy1hqQhw3GI7tTxBTViPpIwCUwiQZ6FJEiN+AQPqwA10qcS2VnTgyhkwvTGhYj5w4w3SLNmkIvdD75mOXNTOg1AzytC1MUhatxtCENPq0J/6jnE21NRFg6LfNqqX6YVojlvkyD9CSdJ3d0Mzu5HsjOJUm85Zd5y9n1QQNnfvZhSFVLusWPOUbGarHRJ7kSe2pEPLl9C1cFazHEmhr3Qk7rU2uY0mK3ZWDMtzkjDtUZaWjzbDx5gXcFG6oMN9EjrxuDs/t8YCcX8fprOxld2seLxjSiqQLUYExn7X9SdM+4eRlxarEtuyBdmw8s7WPv8V2ghnWE/68voXw5q40G186N85t+2Cj38r+VjTkgsgCvLSUNZI7reTsNlBHFdob4wAP4WEuKmGkpCLcIbF/Wkk5EQWaAg1TBy2nq0i5dGC/eGKvFrzqPRirJkOMonYxGVicicMrQLViDHbQVz88uXU02jb+LFlPq3U+bbxVOTarn5c1M0onHTBe8HHVDemwzmMNrVnyEnbQAl1g/HIlwEi81Y7r8ZWe5GWoLg8CFq3ZHz0SNkGSu/V20K1jhr1G/s24BiVjj78bEsuHM1WjByrk2BoITuUzpyYOkxcoakc/H/TuaTW1dw8ItjnPvX8fSb0f1bO47/JH4imFPA/658j9pGD2bVTFZ8BtnuTHSpk19xiOrGthYdFtVMp6SO5CRkkRaXFhPZaLpGiaeMA5WHKKorQZc6fo5Sxgvo63NQ3zwLUZyK3ucQlqsPkdptIkCkIXMdqkwgWV6Ek9MIUUyVmINP7GlLMML4h9jQG9PTlyMbLWDSjIJrQ8SWRApQdNCF8YAQOqTWoHc/hrJ6YEyqDDB8pR55FrU2E/HIJSe0mGn7/4AqSHvYgbW7CYEgNS6FoTmDSHYmkr/mCJ/evJJwQCP1tjjMLaYo2HUb5Q82Uru9HtWqcvnss0noF0dhrSFfLvWWo0s9+tsY/TKZ2MzGOTYV+UNamG1FO9hXnk+cxcnIvGFkxn/z3PSK/Brm376S4m3l2BONmSYZ/VKY8qfR5AyJXV9KyZ55h/ji0Y14iurpMTWPCfcMbzNwStd05t++kp0fHADadx7+OnyTmswaH6krnACOLmEaywLQop4S/W92OZQmIjSDgGOIRdHRz9iMfv3HYDtJNVtVPMqnY1EWjUQ02tD7HkS/YAVy8H7DDSKCBEtHTMJKdeBwNPpRUHluqsZtS5JxmdMp9+8BwKYk4i9UUf8+A2VHN/Teh9FunhORPzcXrZqk+NbXL0abe5pRg0yvQilrNm5tItTWSO2ZSMW+tvf2N+JEnm7CcLv+4s8bo8KCljLontM7s3/BETqMyGTGPyby0f8s5ei6Ei544Ux6nd351I/jv4yfCOYUUFZRS2FNSbQnwxcywvFUZzLZ7kwUYeJYzTEqG9vxOEKQ5kolOz6TTHcGSfaEqEpE0zWK6ko4VHmEQs9RKvmYuvAy401v9mREnQt91E7ir5AkZI4kQAGV4h2C4jg22Z0UeRlmsvGxi0oxm7CI9Be0JpvqeEyP/QyxPweJjux5FGVfp2YHgKa31qZ0mj2AdvlC1NfOidZxWj6ItFkL4MwdqLfcGnG4bUZsjaZF8d9IzJPzYAKib/ObpipUst1ZdBGdWHTLOsp2VzHqtgEkznBQUHMMT8CL1CRVf/XhWxMGFUY/1Y+B03rjtsUT1sOUeMra/DYpzmRy3FlMHDgypshf5q1gXcFGPAEv3VK6MCR3IJZ2ohk9rLPu79tZ9dfNCEWgBXXsCVbOuGsYAy7t0aYxrmhrGUseWEfR1nLS+yYz6f6R7bpF1xXV8+ZFnxjuviYMd9+TvPJVs4IW1k+4fFMh+USwdPAR8AbbRKhSDSEzqhAlKdHekZbEAqD3z0e7/S3DdPJkUJCJOjdSuJcCOXo7+nkrkd2KYk7YosQR1BuinznUZLq4J9Iv4RL21HzM9cPfinTyCzrHjedw/fLounEii4alWaivngt+C/rFy9BnfAFmPWYfJmGDglSUP1yHrHEY9R5dgaA5eqbtdf87Um1ofo1AO3WtfxUj/qc/uz4+2DwSwQRN2cTe53VhzyeH6DQmm/OfncCcXyym+KtyLnplCt3O7HDCbX4f8RPBnAKqquqNVAPGW2pVY020kFwVIRWH2U6WOxOraqHIU0Ktr67dbVlNVjLj08mKzyArPgOHxUivhLQwRXXFfFW+kF0NjxH2eVHmjUOZO86wiJm6i+SLcrEldMDLl1SLuej4iGc8ifIcFKzUsZIa8TGypf2/jPxDB+XdKShzzkQgDGfmkhREcVpzhCL0aJ4aVUe7+QOUeWOjA89iUmbdCtAe+Afq/f+DONj24m/jadYC5z47nsZBXg5WHUbTm9MjashEw4saFV/U0ef8rpz9+OlIs86+8nz2lx+k+JVa6ucFQUDSr2wkT3SR7koj3ZVGhiuNeKuLGl9tlGwqG6q5/azrWbxtDf0ye0ctZ8J6mK+KdrG3bD92s42RecPIdmdGj6NsbxWf/nYFZbuqUC0Kelgy5KrenH7bUOwJsWkuT3E9Xzyykd1zD+JMs3PGHcPod1G3NgQkpWTjyztZ9vAGw6okYvtyUhCRnP03GEy2XqfpZ1VSG9BkACoTI39q6mcJQKIXypKjD9jYTQhkcg3arbOR/Q998z4liO3dUOaOixbu9Ukb0M/5EtJrOREzusyZ9Ig/mzhzBl9Vv0lt8Fh02RemwqNfjqLUt5Og7iXOlI4EGsJlAMSpmdRXeVH/91yUVYORuaVoN89B9joasw8FE7oeJv7lm2lckGccboIXpTaelnWY9pDcPYGq/NpvPv+TRMdRWXhK6qk54mkjQe99Xmf2zDtMlzNyOeep8cy+aiEV+TVc+vpUOo3J/taO4bvGTwRzCmhJMK3hC/korCuhqLaYYk9pdA5KuisVgUJ5fUVMlz9gzKqInK7bFm+QjTsjmk5rCNXxacGd7PO+A9UJKO9NQFk8HKwhzBcUkHP+YILmADViHh5WouAkSV6Ai9Ho+KgU79DApsjOaL5/JIg9eagPXofwW9E7FiEH70OZN97ol5FKK5sN0GYuRPosqHMntCENafUTfuJZxIrBqB9NiD3HdtJmLclm8p9GMfTqPpR4StlWtDNK1FJKvB8GqXsngKuHnUtemUpGx1SklFQ2VPPFi2s5+DdD7pr8MycJ59sJagah2kzWGMIxK2Y65WbwlwUvEW9zMbLjaTFF/or6KtYWbKDO76FLcicGpfdn84u7Wf3MVoQwHui5wzKY8qfRpPdOjjm/YEOIdX/fzvoXDYXQ8Ov7M/KmAe327VQdquXjm5dRtrvqxCmUE6DlPPuTQYxljNOPtDdAZVLz3yO/G9YQwmPUCmMcHRQNTDqEFcNP75KlYP0Gy5Swglg90IhYjmQjEz1Gc+XUdRDno+1JCxIteXSMG4M3WMyxhvWEZKzJpSosuMyZPDzhKDd9bogHshyDKGzcAAhyHKdR2LgxetwmXIQ3Z6G+OAMq3ehTI5JmZ1tlWNKRcXh/PxHq7Uib35h/hFHDie2Uab6GE/Nc1BU2/Mv1stZwptpxJNuo2FfTxvanx7Q89i8soNvEDpz16FjeuXwBtce8zHz7rHZnBX0f8aMlmMcee4yamhoeffTRk17n6wimJTRdo8xbYUQ3dcV4A0YB1GlxEtbDBMJtC7ImxYSma0gkilBIi0shMxLd1Gk7mHv0JjyhIkRhNso/z0TZ0A+Z6MFxWT3JZ/ZAM5dQLt/CLw5G5sxcho3OBCigVLyAJmpbPdAUaLCg3nMzytFMpLOR8C9no340ASU/r8VbrI7AIBr99C3o4zejPvSL6MCz5jdeiXbtfGTHYkwPXB/NZ7eWM7cXySRf6mTiHSPpmtYZb6CefWX55FccQpMavk0hqp7yIeyC7HsT6DmyC/0yemO32Ni14ADzblwOOrjOs5D6MxcpccmYFJWqhuqoR5zNZOWWyVezYe9OthXtoD7YYKTFcgZExwNousaOkt1sXb2LqqcbCRUaN7ozzc6k+0bS+7wuMY1vUpfs+CCfFY9tor68kd7ndmHC3cPanbke8oVZ89w21jy37Zt7WVr1u5zIW+xEaF7ekOKS4IGq5ohFIg0rIWjuDWmZJrMEIMmLKE1B737UqGnktR1cFoNGK8riEUbhvioBpUM14fOWoY3bHFO4jxwhSdYuuM3ZVAeO4AkdbxMx2dQE+iVeitucw7bqN6kLHuOZKX5u+dyCHonKU6y9qA0eISz9xJtzaAxXE5ZGusmlZOFtqER5eyrKZ2MgwYt2w0fIEbtbHYuCRbqwP30dDSuMOpqwhoy+MNo2jzZBtSo4kuzNXfr/JhSTIKmLm8r9tW1IptO4HI6sLKTH1DwmPzCKt2d+RkNFI7PenU7WgP/MNNh/Bz9Kglm3bh2/+c1vGD9+/HdCMC0hpcQT8EaL0WX1FUjZqqDa6gazqBYUoeAPG29dVpOVVFccReE3OdQwF6cplcad8SivTUPZnwc51SRe5cQxNJlGsYkq8QGaqCNOjiJJXoiJeKr4kDqxKLb7v0kq+cIMlMUjQJFo13+I0E0or51tdPkjkEo4mpPXOxei3foupvtvgFpXm4hE73kI7c43Mf3yd62a8dp8M7R8M7SPN5F8ix271UaHhBz6ZfXmeG0x+8ryqTpQS+UjPsKVOkk32nBOsOAw28lL6khSaQrvz1yEFtBIneTGdpPxXWbEpdEhKRcFQVl9BTNGTOFvi16jX0ZvfGEf+8oOYDNbGdZhCB0SctACGiuf3ML6fxiRCAJyZ6Zy/l2TiE+IvUGObShhyQPrKN1ZSdbAVCb9YSQ5Q9t/ozy4/BgL7/kST+HXP4xMNrWNB9YpoSk4MGkQVtFdHoTXFRtBRkxOY1eLEIujETnwAGJzL1B09CsXok9bG+Nu3AaVbpRPx6IuHgmNVqwD/4+98w6PozzX/u+dme3aVe/NTbLce8EUm+YGBld6CSF0AiGBJJCEQwpJCCQESGihfKEX4wIGAwZjh2KwjRu2kbtlq1hdu9Kuts3M98fsrnallW2Rk5Ocg+/r8mXt7sy7M7Mz7/0+7X6a8c1Zjjb264TAPRhyLjY5DXewJqEwMopUUwnlrtm0BQ9wyLuOgJaYofnoTPj+exbybWOp9q2LvCuRZSmnKVCJQCLTUkZTYFfkE8WwQvbkIf91IeJAIdrkr1CvXQqZPbM/Bx24gYN3FiI6rXEZlYlPZo+F0aA0mvd+A5dZL0WzrsIUPDUdPWJsBaOzqd3SyJBzB3DGXZN44cIVBNuDXPbaHHKGZPQc6D8I3zqCaWtr49prr2X27NlUVlb+ywmmO4LhILUeo2L9cFsNITWymkSgSEoPN5pFNmMz2fCFOgmqQbxso1l6AZUO0pRBtH2sID83G1GbgzS0lcwrc7ANlmniLdx8gMBEhn4eLqYRopEa8SC6iDwUMZKREGtHIT90MUKTUE/egnbZSuS/nYe0aVjMQokRQoqP8O/+ivzYPKSdZT3OUbd0Ev7NE8jPnIf4un/s/Hps1418TIMEufemGE2fMAL/WY4MitIKqa6u5at7DhDYquKaY8V1pQkhG9uZmswcuq2VcIdK6Sn5jPhDf/a07scX9GEz2SjLGsD0MSfz4ifLqfPUk2ZLpSK7jN1NRvZfam0GVfc20l5rkEC/Uwrod2suB0wHMMsmJpWMpzSjmNYqD6t/+wWV7xzAme/gjDsnMuz8QUnFCT11Hbz/X5+xa+XBY7vD4gK83xh2P/is6GY/BC29uiYh3lsq0B1e1PkfIX06Cml/MdqEnajXvQHZyWOHABzIx/bWbNQ1FYBAOXU/vjnLYVBNwmYCCRkLYZKn+maYB5FuLqUxUIknVEv8RZKFmVzbCE7KvIUj/i1cOu7BmFx/nm0UjZ27UDEWYE65AJ/WiKqHcJmKImMZM7hd5OALNRlxzFemgxJGu+IdtBmf9yDBEvOpNN49htCGYuP4hR6JRcZbM9EraMCaZiHsD/d5cdDdUok2QzM7TAS9IYQskC1SrCdNej8XrQc9DJ83iFNuG8uLF7yNpmpcvngOmQN6iqf+p+BbRzC33HILF198MXV1daxfv/5/nGDioekazd4Wdjfupaq1mrBmzDKyJKMIhYCauNKzKGZcVhdBtY09/sfoEBsw6QUoqoXAqjykV85GtLmwnxLAdXEGekEjLdJr+NiOSS8gS78IK4NoFq/jER/FEUxkyqnKRbnrZkP/KaeV8C/+hjich/zIIuiMdlqMpqqqqD/7G2LrYOQ3T48dY/yaT1v0AbqkIr86A0h0k0Vfd2/rjAMKHk9BTumZMmqTrLT+Pz+NSz1YRsmU3JmJcEBn2E/YrVL/Qx9ai45rsIPvvTmfpmALuxv2UuOp4/bZ1/LRtvU4zHa+rN6CN+ijyFrI4cebqF5uZN1Zs8zMuW8aZWcbopStvpyPxu8AACAASURBVDY+O/gFjU0tsMLMkTdakWSJk24clVRfDIyss/VPf8Xa+zces5lXMrHFvkLPao1oz+mgyz0s467/o5Nk9GL6UW9YjDhQZEgWubyo1yxHP3lr8ji3Dq6dU7Eun03rFzKSTUU9+3PC566B3ONP401RCpCFhCdUS/d6GauczuDUWQxPu4CNTU+xx/MeGsaC69GZcM9Hw2kM7ERHQ0KhwD4uEosx4FQKaA/XIpCxK5l4w0bRZ0xOpi4T+dEFSNvKjZTmGxdDcUPCMTiUbPK2XkzVPXmGFSOrhkL5UVxmACk5Njoa+lYz010R2+RQCHnDCW5Ra4YFf4sxD1jTLfhbA4xcVM7k60fxwgVvIZtlrlg8h7QSV9Lv+HfjW0Uwr7/+Onv37uXOO+9kyZIl/3aC6Y5DrdVsrtkWKyCE3i0bk6SgW75mf/BxVN2PQ5uAz78L3hyLtHQaImSi4PxUUhc5qbd+EhHRbMKhjyVTX0SQIxwRTwKdiQkA7hSUu25AVOca9S7Xv4F+0lfIT8xD+tjQRoqX+dfOX4Perw75oYuIn5liLrPSWtTL3kH53VVdPWu6bZMMOb+3YRmcvAiy44MgrU/4jaLMO224BqSQanXi9rSz/9ZGwoc15BxB+WN5VJSUUeDKo7xfCQ+88ySZ9gwmloxl6weVbLjza7QOHSFD3kXpyOeFyUnP4qR+E0mzpaKpGptfrmT1H74g2BrCeYaFM34yiWFDBicVIjy84QjLv78ad01HkqP+74VW2IBodYDPhnElu4lNRhUWhIqux/X+MQUJ3/AGItOD/NgCI9Zy9ueo33k7EohPRLoYRNHmq2h8KZPmXR2Q0Y567j8MCyDJ9l3oMttMpBDG14NQADIsAxmaNo8Mc3+2tLzIYe8XRFWVo1CElYdn+CMWjIRLKcQTNiT9M8yD8IRqY/EXs3AS0n3oqDiV/ATdMwupBHQ34qPxyM/MgU4L2sLVaAs/7BYrEkx23cbGmwOwo1/kne4xxJ4ZZ/YsK76mPsrMxBVaQnLhzZQcOx0NxvlFSWn0xRWMv3IoL1z4NtZUM5cvnoMr/z9nIo/iW0UwV111FY2NjciyjNvtxufzMXfuXO66667j2v9fTTBRNHY0s6X2K+o8R5CFhCTJMVdaVJoGjJs+RCvN0gt42Ua6MpIUUUZ1w4eIV4yMM2GB0ovzKFiUxp7wixxRlwKQwTnY9Uk0iRfoFDsSYjIEFeQHLkNaPxwA7aQtqDcvRlQVIN/7HYTXnmCFaP1qUb+zHOXX10RWe92yx+QQ6m0vIT+5AOFJSUoyyTLMHGcrpN9gSzqZByrDNN3XiR7QybzNhm2CQUb9Ukv46kcHaNvsRXJB3kMpyGkSt8++ljXb1rN1/w5q/+DG/6VhOrhG2XHcLJFW4KQkvYh9zQcIqWHyDuWz/9EjNFa2Ujwhj8k/HcFe516avM0UpRYwuXRCrOmZt7mTZTev5uAnNT2O878HcU29clpACiEdyUvi+hIgqaDJIIXRNbnr+koq2oXvo81eZ6TyrhmPXtCAetNi9OH7E74t1VTMMMslSO9NYtOzuwk1KkYvo7lr0E/bnCRwb0BC6V0aJgKBQoF9NAOc01D1MDvbltEWPNhjO7OUwtDU+TQFdtHo/5oHp3u46d0ulQC7lIVPayZqUedah3PEvy22v0VKJaC5kTAhCxOhCAHJWA3XWlsK8jNzkNaOM9QEbnodfWjicZS5ptP4jp2OBycjwgrxD0mspqs75IgxGScHczwwWiFEGvSZBWgiIVPNkW3D25hI6GMvH8rIC8p56eK3cebauez1OaRkJ6pJ/LvxrSKYePwnWjDd0djRzLba7dR46jDJJrIdmQTVEE3exPauOjod4jOaeBXQKbVcQkgcpmbfVuQXZiGtG4lIV0m/KIWccwU1+gu0qJ+h6Flk6IsI00iLWAwI4+kA0ATSCzOR3zjTeJwy21DveAF9YA3SE3ORPpiU6IYxBVFveQX50UVJiy4FAnXqRkR9BqKyKy7TXVSz+9+WdBMjHutHo7Wxh0K13iRo+H0Hwf0qqZdacM43x1K/3Q8FaV8bQLZJFD2Yxg+v+i733P4X2p4IoAd1JKeg8PY0zl54KroOGw5vwu33kNqWTs2TzbSu68CUK3PaT8cyacFoI11Z16is383mmq+QJIlxBaPY/8gRNr3wdVIZ/b40BUuGhBCzOYSW34BUVZiclCUNNBldCUFYSdhGm7oJ7aZXEetGIz99HnhtaAtWoy36EMwGIdjkDIalz2dQYD5rn/wHTcudxgp/5B5DvHJsZVLXmYQp5sbqek9Gi7NCFGGjyD6BbNtg2oKH2N++xqjHSTJamlJCCB/ecCPxs/OjM+H775pJM/eLdbWESDW/ZrjoUpR8/GE3YXxxxxYGdGxyJp1q13MjMKMTRGwabFhyDRmoMz9Du+KdhJRmh5xLuTyPbd83I/YW94jBJIvLQFdMpS+wZZgN9erouUVcYrHXSVoIjL9qGBWz+/PK5SvJ6JfKZa+diy3dyn8KThDMfzDBRBFPNBbFTHl2GSlmO3Xt9dS01RKKxG5CNNMo/h9+sQubPpw0/Wzc8hI6d2JonH3dH3OxhOtSC/rEvbTIrxKkFgcjcGhTaBFLCZPokxarJiI/ttCQklEF2iXvG1XSVbkov7ghIVNMR0c76zOkzUMQzUZ2Sw/JmDQP4RG7UT4eZ4zffQUeh/h9p/xoFIOuLKSq9TBVrdUx0VAtoNP6l058n4RxTbXiusGMiNRAtj7np2NpEKHAn723c6vlARCQMtvEkFtKaA/78Aa9DMzsR4Wjgvfv/5T9r9cgzFB6eQ7mWYJOOinLGsC4otGxlGa3z8PyP6/i8NPNCZ2sY+ijtH70bElCtAB6Zis0pxLf7K1H3xVTCEJKwvXUB1eh/uTvEDYhPzYfaXMF2uCDqDcthtIjyJgpT5vF0NTz2bJxNYdfkNE+Hgo66KdsRZ27FgYms8oSl+aysKDp4QTXlkVKpcA+GquSSp1vK23BqiTjRC9XT2FMgUS6eQDjs77L4NRZDCkdEwvyO6Q8fFozeoTYEklOkGEeSEtwb8LxqXoAGTMaauw4Y7EZvxnppRlIb51qpDRfuxT9pO0JR3hy7g/44pkv4enZoEqJv48Siild9HaZjpdwLGlmAm1dN5Uz3057nS82XrJW1+O+M4zys0p47bvvkTMkk0tfPgeLs2cd1r8D31qC+Sb4dxFMFN2JZmhuBeXZA2NdHg+1VuMJePCwhhbxBgIT2VyKpkMzL6Kv74/83DmImhyyRqdSeG061UVLqNeWoBMiXZxJGDftfEGkBSAAYksZ8u+vNB6soBlt+F7UH74E6e1If10Qs2ai0LOb0c0hpJq8xFU4UULR0MbuRNo0LGlQOh7x75nyZE5/dBwVIwfiDfjY13yAg62HCath2pcEcb8YwDxAZuhvilGyZBq9zbjf6qTt6QAPBW7n9rI/MfK+/jTZmmPWUJoplepljbhfDaB7dYYtGoTzYhPVeg02xUqmI4Madx1Wk4XxhWPo+DjIqns+o7Mlubhk38mlJ7HErpmkGlImSdSqY3GwCLEkXN+sVsI/fBEqDiG9eSrSSzOM1OMrVqLN/Iwi5wT6O6dS493EoU/q0ZdMQdpajm71o03/Am3OJ5DTe+BeIKMIS8ztFIVdySbTMpCg6qPBv6NHLOVYMAk7pSknc1reTzFJZr52v0Vl2woa/Dt5dCYs/+o+Pqi9O2b9uJTiWCwGSOgNY5FcqHowQV059j2Sg5DWM21c7ClC/usiI6V50leo1yWmNA9yTae5rh7PT85GOpxHgsssyW/VHcdLMt0t3wRNOUG0FjQBoy+poOzMEt64bhWFY3K56IVZmO3HL+T6r8IJgukD/t0EE0UyoqnIKcMkm+gIdFDdVsvOpnXs8j9IQOzHoY8jU78Qj/iINnUV0gfjkV6eiWhLof/0AkbdWsQG0x842LkCWU/Dro+iXXyKcRdH7uRDeSi/vhraIjeLNYj6/dfRJ26Hw9koP7kF4bPFEYoGea2II1m9Zt7o6a2I1vTE93ohGYhaODrOBRb6X51Hv6wSitMKCalhKut3UbnqAI1/8iIsgqyf2HAOszMosz+16xv53o0LeeCdJwGQELgsLuo+a6Lt2QDhGg3bKBOu75jpN7KIyaXj8IX8rD/0JS2+VtItqbR+6qXm8Ra0RO9kD0QzgXpH1xXq4eoyByFoSggiJ88IE7FVc1Q3TugSuiWAetVb6LM+h32FKH9dhNhXhDZxO9YbPqW0/3Bagvuo91TCxyOMivuqAvR0N9qcT9BmrIOU5EFqCQUh5B6urRQlD5ucjjtYHWthfDyxmK798xmdeTFjMi+nI9xAZdtbfN32VsTiEZSmTKHIMZFLxzzIze8qTM65ibZAFTvdyyLXUEZCSVpbEx2/Iy7QH1V7loUZVY83P2VAhbCE9OZpSC9PB0XtkdJsl7MZ4JzKzidbkF6aaShfREbW0cHuQ/gcx3XuR0W3+M3xND8bev5ABs/ox7KbV9Pv5AIueGZGrN34vwsnCKYP+E8hmCiaOprZWredGndPogEIhP28f/h3bGp9BAk7WdplWBhIg3gKv38f0vKpyEvPgKCJornZVFxvZgv3Ude5hVSlgkC4Az/VXdZMsxP53u8i9hdChhvRnI46+3O0q5aBKYz04EVIa8fFji9aZyG8PQsueyoFdE2o0X27bxs/wcpZkPVzO+ZSBZfFSWl6MSXpRbTta2fZtavx14dIv85KylmGq+D22dfy5oYP2dO4n+ChMG3P+vFvUTEVSKReacE6QUEIgRACSUiMKRhBWdZAPl68gQ1/3En4yNGfbkeJFW91762JE8858Vz0NA96wIQUiV0lt/oi20aFSdEh2jRL0tCmf452zTIIK0gvT0d681RI9eK6aQv+SZ/j0xrBa0F6bzLSilMQzWnopXWoc9ein5o8cN/lkouPWAscSg6gReIkhuWhEe42YfcGQb5tNGMzr6Q8dToN/q+pdK+gsm0F3nAjsjAzwDmNirQ59HdOo6FzO4e9X3DpmD/z5IbL2NL8AqnmYk7OuY1P6v+IJ2S48BRsvdbbyMICOklJSBImND2JFlxdpqHSvLUcreKA4VYsqY/uxbjM77B555tId12HaIoukiIVYxltSC1pJM/3/idxDAu5/2mFDDt/ECt+tJays0pY8OT0Hv2J/idxgmD6gP80goniWERzxLedpVXXUd/5FQXm6ThD82lXD1AvnkR1h5BemY78/mSESSJtvo30i/ZRJZ4loLnJtg6jwf8VEhGZjk4z8p8uQVo/HG1ANdL+IvTSI4Rvf954AHcXotx1U5cMiVAjq7zem5J1vQfJ3EW9uc9AxzHLTPrV1ljRpVk2kyvlcPC3jdR+1kj2XBfWy+D2Oddy38uP43tNo+1dH8IGqRdaSJlpRpi60nzBkIHp/CJM+/MhgnVHX4krdomsQekc2dbTtDnWOejpbvT0dsT+wm6fG1aJrsedr9AQeiTN22r0bgHQh+9DveN5SPMiNpcbAev6TPTpGwhf+aaRStyYZkjlvz8J0WlFG7kbbd5a9DG7jjEHGrOZQIplZUVX/3Y5A5/aclykImOmzDWdYRnzKE05mcPe9VS2vcVuz/sEVDcmyUG5awYVaeeSba2gquNTdnve5WD7JzGL6dGZ8LcNl1ORdi4f1NxDo/9rylNnkWcdwcf1f4y5445mPVmlNPxaz8r7XvfRQXw0zlBp7rR0JUZEyLjEMYUW/wF8fxuHtHxqouVpDiJsAXD3lA7qq/xPzwHomZ0WMcAAcoZkMOqCwaz65TqGnDuAuX85o4fo6v8UThBMH/CfSjBRxBONWTYzLK+LaMJakLVHfs8nR/6E01TAzMI/0enNY2PTk9Rpr0BtGsrzcxDrhiGlCZwXQWj6StzyakzChhASIS1Sy6CC9Ox5yG+dilZ+EHEkC/xm1O+tQJ/+mSE/88urkbZU9JhYk8njJL7u2bys1wk68lqkamTflYKlvMsdoKs67ueCtL8ZIHtCGj//5Hv8IP0BdD+kzDSRf1kG/UqK2d20NxaP0TUd3+ch3H8PoDYch698kA/1gCWWmt3b8fb43+FDL2hA7ClNuAZJiSVyPXR09DQPwu003GG5TYRvfwHKa8BtR37mfKQ1Y9ELI6nHw/bD/gLDDfbxaGOkU7egzl2LdVAn6ODXk8VZoqQiI5BiwfM0cymSUGgLHkq+4u8Gs0hhaPr5VKTNId8+iv3ta6hse4t9ntWEdT82OYPBabMZnDobs+Rgn2c1ezzv0eivBCDTUkZ56gzKU2eSZRnMwKIybn5XwSK7OLPwv/CH21h75D50XWdKzi0c7PgHh7zrjnJEInYtBXKPzLf4bXrA7UB+5jykNeMi1/d19GEHACOZIc8+gqode1B+ejPCZ4uNoQN6xX6kyoHHvF7fFPFkJVkFmt/425FjZ/TFg/n0oc2MXFjOuX+cmlRx4l+NEwTTB/ynE0wURyOaau8Glh68nubAHiZkX8PZBb9CVTWe33MZtYGPEF+Xovx9PnxdiFIo4bzci3vScwSkPcjYUOlEETbCeifSilOQnj4PvaQO7H6knQPRpuxAvekVcHTCl2Uov74mNkGCiqBnH/TuBGQEt5Uen3VHIkmB9TRB1i1OFFnGaU2hPeDF82EnLY/5ech7O/ec9jjDbu3PYfvhGKmkmB0UOPPYsqyStr/7UZuP9vtGgrpyCM0WQOpI6fZp8pTVePcWaR5Ec0bP84oriOzuItOLjiDqs2KdSNVrlqGfudHgozVjkZ8+31hhz/8IbeGHiB0DjB7324zAvT5jPY65+7EXyDT4dxwlPtLlf3EouaRb+hFU22n07+J4AvYWycXw9AUMy5hPurk/ezzv8nXbWxxs/wQdFZepkIq0c+nvnEZA9bDX8z57PR/iV9uQhIki+3iybUNi1lGTfzdN/l14w408OhM+qHyKjU3PcKjjM4odk5ia/1M2Nj5NpXsF2dYKRmZcwidHHuihY5YIg0Si93DPT+Vez1VsKkd+bKGR0jxjHdoVb8diVoOcM9jnXoX0+8sRXwyP+ybQCxpQOjLRPEniIX2olekN8ckD5hSFkC+MroFiVRg+bxBbXq5k7OVDmXnvyUlryv6VOEEwfcD/FoKJwiCaHdS4axOIBhHmw9pf8nnDo2RYBjC39AlKUibR0FnJq/svodm/F7F+OKa/L0CvcWKukLBceQD3kOcjqswChAkIItYPRX7gMnB50U7aivT2qZDhQf3Ri+gVB42izevuRLS6IpOnGnmIe7NgIq+FitDlnicVhwRtLUkz2gvYw2TekYJ9tOGiy3ZkYam1cdHFs3jgnScRCIbklCNJEjvqKmlfE8D9XACtLcnvKnTjXOO/Uw7Fujx2P5LeMuB0dFBCkf7viRXg0fhGd0sHoaMP2Y+ozkV4nEah5Dmfon33TYMHjmQYMYItg43U4+uXIA5GLJaqfPQMN+a523Gce4hWZUfSbKp4KMJCoWMCVjkVd7CaI51bj7p9FGYphYq0c5mYdS0W2cUu99t83fYmNb4vAcMSqUidQ559GK2BKnZ73qPGuwEdDZPkIEXJQQc6QvWxanwwFJWzrYPJsg7GrmRy6RhDi6zcNYtCxzi+aHyMznAbk3NupNAxng9q7qYtWMWI9AsA+Kr1taMcdXy3y94JJSn85kiM6zRIbUe9dhn6SV+BgCzLYNpDdQS+yMf0u+8mSswoIZTRR1A3Fvcc87+BZOItGVOKCT2sxfTRBkwrYv+aaiZfN5Izfjbpf5RkThBMH/C/jWCiaPI2s7W2J9FU+z5nedWNuIOHmZJ7C9Py78IkWdnU9Dwrq+8gFPIjfzAF5eVz0VoVrJME4orP8BQuw3hAdUCGfXkov7kaAia0S1civXUaNGSgXfS+IcMh60gPL0D6cPJR3WPx6bdwtFhNT00zAGQVXZUQgGlcgJw7spAsxli3z76WxevepartMJqq4Xs/RPsrYULuyGpe1kGNjCM0Y1qINl0TKkTILvGYEoklmfuP2PaJ8iLJEhdixDJhB9RlIQ4bCs36mF1GF8kUP6gS0vJIlpOsoV34PkJTECtORrSkQmk95oVb8E/5BFU5ujZWlqWcYsckdDSqvRtoCuw+6vZRSMLEgJRpnJp3BybJQqV7BV+3raDR/zUABfYxDHCejq7r1Pq+pNa3mYDWnnQsl6mIbGs5WdZysqyDI6RSjl3Owh08xI62pexvX8PtJ3/E4q2/4NOGhwmoHoakzkESCjvaluAyFXJW4a+o9+1gXeMjmCUHE7OvY1vzK7SFjlZ/Y8ReEmMw8bP9UWb+fYUof1mE2G9k6anXLYUsNzJW0sxFNLcfQLn1dkRdNgkZgWP3oFQOJuw79jxyrM6kR4NskTDZFfytRowsuyKDxsoWTr1tLKf9cPw3GvOb4ATB9AH/Wwkmip5EM5h+mfl8VHcPm5r/H9nWIczr9wQF9tGEtE5WHPoBW1teAb8J+1tz0JZMQfXr2M4OE7xoMf6MjQAI3YLeaDPSmGtyUK9ejlTZD+kfY9GG70O97SXIdCM2Dka+93sIvffKfePvLpLpjmQTc+L7oNsCiE4rWMKkf18h5WQXt8++lvtXPEH7siDtbwTRfDqggzMA7UajKR0dzKGYVLsRD4mmtiZqUCWLC/XMgIsQiiWEHkgsgkxKLKd+CV4HYtMQY9fCBsJ3PA/9I/1Y9kZSj/cXIcYcRM71ElozyGiUNXof6tyP0EZHK+57To4mYWeQ6yzybCPxhGv5uu1NfOGmHtfYiL/Isd4rUeRYh3Fy7q2kmotipOIOHkIgkW7pj1VKo1NtwROq7ZbOLEhRcsizjyLfNpIsaznZtsFkWsqwyMbk4wnWUevbRI13Ewc7PqbOtzXBhfXoTPjFR4OYU/IIez0f8EXjY4S1AGWuGbQE99Hk30WZazqTsm/gk/o/cbDjYwrs4yhyTGBj41O9ugUTLZjjLWKKbKdKXXVGsoZ2+Ttos9aBpJNjHU6Dfzvi2dkoy04nwWp1eUgvS6Hty2MH3hNqYPoIIQns2Va89cZ1dGRZ8Tb5OeNnkzjp+lHfaMy+4gTB9AH/2wkmimREo1gP8Xb1rfhCTZyW/2NOzfsRsjDR2LmLVw9cTpO/EtpSSF9yFb63+yGZJJzzO2g+90FUe4vhSvJake+/DGnLYNQFH6AXNiI/OR9MYdSbXzMaPtVnoNz6Q+i09DiuowbGEybvLsshOUnpkONDb7SBLpCHtPPgll9xq+s+CMjoQkMvrEfUZGMoEAOuEHhMdKVK90w2iEd3oog/BzBcdnp+I6Imm64YVPdz1EDS0c/YgG73I71zCiKsGM3fbngDTo24qfxmTC+fC2+ehOxU0YsaUHfmghQJ3J+/FgbUJnX3KMLKiPQLKU6ZSGXbCva3f5TUXWaWHEiYemRZWWQXY9OvIMWSz37PhxzyfhEpUhSR8+rpXjJLDnJswxjoPIMhaeeRbRuMLLrcit5QE7W+TdT6NlMT+b8j1LOpWZalnCFp5zM4bRZj+58Rq+Qf4DydWUV/YEOTEZNBFxSnTKDWtwVdVzk173acpjw+qL2HznALozMvo7Hza6p9G3r9PRVhjVyXeJI5Tt9Vd3flza9DST12OYuA5kHbkY9y9w3oITluRB3HWXX41xQfszumJU0h4Al/A3UIA/EinIpFJhxQmfHrkxn/nWHfbMA+4ATB9AH/Vwgmiu5EU5aTx/7AU+xoW0yBfQxzS58gx1aBrutsaX6RldV3ENS8iNocsl+7mdaP7NizrNgv20vdqY+AoiJCFqQn5yC9Pxnt1M2oCz9AefhixL4i1Fmfol31FoRMyHfdgFRVEDuW3jLNjhbXSGY5JBCRPWToSjU6eShwO7fY74OR+xG7S8BrAXRwBdD9UsRqMUbrLVW6t2ONfR+gOzvQBh9E2lIeibkkc53pBrGcuQG17BDKC7MNEVA5jDZvLdqlK0EyJtiCXRdw8L4MOms19Aw3oiUV3eZHm/E52rkfI7LbSapSbB7I0LS57PK8TZN/d9JtHEoOirDgDtXQffZKVUpQZAsdofoeQXNF2DDLDoJqB2Hdj0Ci0D6OIWnnGVlf1vKYn78z3Eatb3Pcv024g9Hqe4FdyUTTw/hVg9iKHScxMmMRQ9LOJ8XU1bExJ8fFuj3LWFp1HR3hegQyE7OvYVL2jXxcfz9bml9EEVZSzUU0BXaTaSnj7MJfstfzIRubniHFlMuwtPlsanqOkN6b2nU3aeMYjkY0kfxgHcTasYbWm89qJFws+hDMqqGX1hLE9Isb4JDROTN2DxU3kmHtT8ueoytwSxaBxWHuXUHiGDA7FILRAuDI6Zxz/2mMvqjiG413vDhBMH3A/zWCiaLJ28y22h1UR4gmNbWGbe1/JKh5ObPgv5iccwOSkPGrbt49/FO2tLwIgGXPMFJfvJrWzRqp/e0ELltK+7hVgEBaMg35uXPQhuxHveN5pDenIi+bhl5aR/hHL0JBI/JDF8a1AOg5CXePxSSPccQTS5zVIYdBVUDomKa6eeC933Bb+e/RqmRAoFsC6OluxJHsONdXlF56z1pL7tLTIacFbco2pPcnJq3kjh5fjFhO2YT8zDxEVSTOMnEH6m0vUZw9lvFZV5HhH82Kn79LywcOdCVsWDaZbUaP+xmfJwgyxlsudjkLTQ/h15I3DEsz9wOdSGzi2PeyhEKauR8ppmwCagcN/p3oqNjkDMpSz6bcNZOBrjOwKekE1HbqfNsiRGLEXloCXUrN6Zb+ZFuNBUtLYC/NAUMvrMgxkeHp8xmaNg+XOT/pceTkuGhoMIjus/pHWF37a8K6H7OUwsyi+yhOmcSa2t+yo20JJsmBIsx0qq2MSL+AERkXsLr21xzp3Er/lKmYJDu7PSt7PefkGWbH6T7z2LvUquNSxu1yNr5AM/JTc5FWTklcFMlhimc5qF5xMmxt6QAAIABJREFUbPLIqkijqfIbdNEEhCx6iLKe/5czGH7+oG803vHgBMH0Af9XCSaKJm8L22q3U+2uRZI68VoWUxf4mJKUKcwtfYwMS38Aan1bWHLwWsNtpkPa1ukoz83BvS+Aa6RK6yVPog3Zh/hkFPKfL4KsNsJ3P404kmm87rSiXb0c7ezPkV4/G/nlGUldYT0mcREGXenxWULCclyKM9YAut+wIh4O3MGtlgeMbKxh+5G3DyLWaA0RmaAlerOKeiWW1A7CCz5EWXa6YV10t2jQAc1wZ525AfXcfyC/OBux3nBP6CVHkO5cTFrhaGzqFGyOvRxeVkPwqVNisjF6aS3qvDXop2wFk4oszKSZSvGGG+NcWr2vsu1yFqoe7DV9VxJmTMJCQOsAdBxyDoWO8ciSwhHfNlojcvq5tuGUu2ZSljqDXNswGvw7qfVuilknjf5dsWNwmYoodIylwD6GNHM/WoMH2e1eSbV3PWAkAgxLX8Cw9HmkmZNkVgGe4BF2tC2huuMLbpq8NEYwAGEtyFuHbmFbyyvoaKSZS1nY//8hC4XVtb9hj+c9TMJOWA9glhycXvBzdF3lo7rfoupBRqQtYl/7hwn9YrojmcsxKjXT2x7R8xdbypAfXYioz0Sb/jnqlSuQUjR0wrBmNMpDF0baV3fd847RHWgHMnsoJndHwdgcajc1HHWb44aAeX89k6Fz/jW1OicIpg/4v04wUUSJ5rC7Br+0gUbxMkLAjMJ7GZd1VUS6XmVj07Osqvk5Ic0HqkTBZ1fjfW4kvoYApikH8V36KqLdjvzbq0AXqHc9i57fjPzniwx/9UnbUG98HfHlEORHLgS1K+bRa7aZ0wPtroT3erjRlCCEI5pe5hCEZB7y/5hbJ9wBe7Khsytor5s7QTUh1MQahZ4B+0Tochh1zlrkdaOgPrPHtjGLRejoZ29Anf8h0geTkZZONeRdXB1oNy9j/DknYZEdbGt5DfdmGeXBS2LSI1rFAbSLVqGP3o1VTmWA8wwcpmw2Nz3fiyzK8WRAGStxCaNosVNtAYzGX5mWQYQ0LzW+zYQ0L4qw0t85lUGus0i3lOIJ1sbiJg2dO2OTr0PJodA+lgLHGArsBqmA4Ou25WxvXUJVx6eATq5tOMPS5zMsbR6Z1sQJLaB2sL/9IyrbVlDt3Uhb8FBCooAR5C9jXunjFKVMiL3vCdbx2v7LqfYZxFXqmMKi/s/TEtzHh7W/pKrj05iacr59DKfn/4ytLS+xo3UJ6eb+FNrHsqNtaa+kES+g2f0aJkdcSX3AZKQ0Lz8NUr1G/dKUbYYO2r5sTPdeDc3OuF9MgD1A/pB86r5s6WV8AzkjMmj46ujbHBNxrbrPe2gaI+aX/3PjJcEJgukDvi0EE0WUaA66t9MkPY+PHQxwnsHc0kdxmY34SUeogXerf8r2VqOfjOS3Urr6dhpezCTYGUI963O0Mzeg/PkiaMhAvfUV9FO2IS0/Fen52ZDuMZSZdYF871VG8F/vsky6akS6umjqWc1ITV0imknjN5IKWtQi0Xgo8GNutdxPLL7iagVdgfaUXuMr8YgnO33wAfDaja6fHINYFn4Iu0sxPbYIvBZ0JYy2aDXyhTtRaUUTXthdbKx2DxjXVC87hHrDYqyDVEZkzscs7GxrfZX28LEbmsWvsKN/R4tbQY0LZht1G05THh3hhliKsctUSJFjIk5THkHNR33nV9R3bo9JwtjkdArsYyhwjI2RictUgBACX7iFyrYVbG99gwPt/0BHJctSzvCMBQxLX0C21ZjAQpqfOt8WKtveoarjE5r8u3tYVzY5gxzbEPo7p1JoH8vJZQtjQf482wjm9XuKXNuQ2PZV7Z/xxsGr8YRqEEiMzbySWUUPcND7Dz6s+SV1nVsiFonGhKzvMcA5jVW1d9MS2Mcg19m4g9Wxa5AMyfreHHcNzf4ClL9cYAiPTtiBet0SpOxONI+C8sDliK1lJN5hkDPRQeN6X28jApDaz4m7qt2ogUnSj+ioiKw/zCkmgh3GeU3/1RQmXDW8b+McAycIpg/4thFMFE3eFrbWbGOn5xVapMUowsKs4j8wJvOSWDD3QPvHvHXoFloC+wCwdhRR+NYPObxYQ1eCqDM/RVT2Q6rsj3rZO7DwY/S9ecgPXGrUzFy4Cu2kbSj3fhca0mM1KNF+J0AiyaS5EW2pRw3CG241FaErRpDfcj96WhuSXYPaDLpX3CdDgqvM6jcC7bU5vW6NpKOftQF1wVqsviHo989Cq1XQBehTtqJ+/1WwhQwO+rLC6EOyz3AR6fmNOH/6KRnDrdR59+DTqo0anKPAJBkdDEOaDxBYJGdssjZLDoKRjK8oWWdbh2CW7LQGD+ALNxNNMbYrWYQ0H83+vbH4g0VykW8fHSGUMRTax5JmLk0o1POrbirb3mZH6xL2tX+EpodIt/RneNoChqXPJ9NSRmPgaw52fMo+94cc6dzWo5mYLCxkWPpT7JhERdocBjinoUiJ/Uxyclxs3L+K5VU3xGI3xY7JzO/3N9ItpbHt1jf+jVU1vyCk+TBJdqYX3sv4rO9S6V7BBzX30BzYA4BVTmVG4e9oCx7mk/o/IQszg5xnscuzErWXolSDqLunOx+nNaNKhvLFizNBaGiXv4s261NAIL0wC3nJ6bHfKHr/Khkqmkc5qsS/2WUi7FcRgj43t4vGZKxpFvxthpU28ZoRnH33SX0a52g4QTB9wLeVYKJo8rbwRfX7bOu4j4DYR4FlGosGPk661Vh5h7Ug6xoeYU3d79H0EDoaGc2TSH3lCqrf70R3taPntCLtLUE76wvUG5YigiakJ85HWjMebeh+1GuWIj++ALGrtNu3d2lyxawVcwCC5l5cZXEPq6uDhxp/ya2jfgGVLki6fU9Eu0MC6K4OhMd4UHpaLBjFmWdtwLTwEC77KXj/mEVwi8mwZwbUoP7070aPlbBsZBstnYaozjX2twXQrnsTbdr6o3Be10Rmk9MJ60FCmhdJmHAquXSEG1H1AIpkR9UCsZW1QCbTMhCERIt/LxphZGHBKrvwq+2xyVQRNvLto2JxkwL7WDIsA5FEz1TtoOpll3slO1qXsMezClUPkGouZmja+RTaxxNQvRzsWMNh73rcwcPd3E9dNTFlrrMZnDqLVHPxMavL44P8e9wfsOLQLbhD1YBgoPN05pX+jRSzkXWmamHeOfwjNjX/HR0Nl6mQBf2epjhlEl+1vM4HNf8Vi73k20ZzZsF/sa7xL+zzfEiOdSgWKZXDvt51zZJbM0eLzcShPiOx+duNixH9GuCTESgPXQRhE2jxCxsdxWqKVeUng5ANWRhd0wl39q0HT5Rk4ttMDDy9mAuemYGk/PMCmd86gnnooYd47733EEKwcOFCrrrqquPe99tOMFE0djTyTtVvOOB/HlnYGJ92F2eWXos5ot7cGjjIysM/Zrfn3ZgceknNhfieGod7k4Se4kV0ONBG7kb9yXNYXTYCH/ZHfnw+QtEJX7cY6fORSJ+OIkFKJYl8jC40wxqI1WQYD0V8vQzEBfmjLqzImN0Rs5KinSLjvr9rm24uudN3knaxmZKyPPY81IjvzVKEJqOnewj/4GUYvQc6bEjvRqTyW1NjmWHqjEib3hR/fIZ0DwjdCiKMThiT5CDTMgBvuIX2UA0CGVkohCMxC4GEQ8lF1f10qq2x96IToISJfPvIBFdXlrUcWfTeOySkdbLHvYodrUvY5V5JWO/ErmSRbxuFWU6hqXM3zcG9PYQwZWEh2zqY/s7TKHPNoNAxLlZc2RfEE0wUX7W8wbvVP45YRIKK1DnMLX0Uq2LE6DqCjbx+4AqqvJ8CUGSfwKIBz+FQstnU9Hc+rP1lxNoTjM64jAHO01hVezftoSMMcp5JjfdLOrXeG6/1jHMdZ92MDmLtGENDzmtDn78G9YJVUJtlSMwcyYjb1NC3EybBsTRGLU4T4aCGGugbyUTvOSGI9ZxJ75/Kd5afj/2fbL/8rSKY9evX8+CDD/L8888TDoeZPXs2Tz31FAMGDDiu/U8QTCJ2t6zjzUM30qHtw8VJnJZzDyPzx2OWTei6TqX7bVYevgNPqAYJE7quMaDyOmoey0CtSiOa3hu+93Fs+dBZLSE/cBnS3mK0mZ+jW/zIy6dFugUm1y/rnqJsuDDkbllcBsHckvobo+q9e1JAbBwNBBFi6Rnk757pJg1pwXzrTgJ56wmvLkD+2zxEpxXdFEK7bCXa3H9Afbohlb9qEsJvMRSR21zoRfWGKu/Qg5HBIzUYouscJUzoaOioWKQ0zHoJQc1LQBwAtFjwOgpFWFH1YA+LIctSTknK5AiZjCHHOrSHCyoZwlqAfZ7VbG99g0r3CkKaD0XYsEhO/GobapJ+0SlKLkUpExnkPJuSlMlkWcuTWkF9RTKCiWJj47N8UHs3ftWNQGZUxkWcU/IgJsmYHKu9X7L4wFW0BQ8ikBiRcSHnlTyCjsonRx7kk/o/oepBTJKdM/J/jjtUzRcNj2NT0sm1DudAx9q4b0t0iSWPw/QhpfnZOUirJ6AXNKLeuBi9f63RDuNLI77UvcD4WG5ds8NE0B8yZPT6WpjZ7bDNKSauWHIeuUMy+zhQ3JDfJoIBCIVCmEwmampquOSSS3j11VfJy8s7rn1PEExPqHqI9w79ivXNjyDrLvLF1UzMW0hFbjlm2URA7WBt3X183vDXWEdEi55O6idzaHliAKI9Bd0UQv3By3DKdvSQhPTiDOSlpyOVthA8aQPya2cZE78qJw3sQ/cQaXxejrHtw4E7uMVyfw/i6W2Mowb6rUHCt78EE3bAnkKU+y9H1GehCw1t2pdoN7wOh/ORl01DfDrS2Lf8EOJQHgRNaAs/RFu4GkmxITCj0tI1b8QlgUl6GiliGDkpWdR1rsOrNmDkO2u9zjNWOZU820jKXDMocU4mzzYCk2Q7np8SMNycO1uXsrn5BQ55P+/RwTIesjCRaxtOf+c0SlImU+SYiEP55pPR0XA0ggHQNI3PGh5i7ZH7CGk+JGFiQtbVTC/8LbJkWGabmp7n3eqfENQ6UISV0wt+zsm5t+BXPaw8fAdbW14FNFJNRUzLv4uNTc9Q49tInm0kvnArnlBXgeixizGPX8FSbCkz+vgcyTJcx1e+jfTWqcivnY2QiQTwo/d8ZOyjDC+ZBFpIRzJJaKE+xmUUgSQEanQ/Cc5/8HSGzy/r0zixY/m2EQzAww8/zDPPPMPMmTP53e9+d9zqoicIpnfUeDex+MD3aA3uxalPJV9czPC8UVTklGFWzNR37uTtQ7dxyLsOi+QioHlwqf3ofHY8+oqJoAu0MbvQbnkVkeGDzQOR/3wRwmdHO3s9YvVYoy5ElRMsmt6EJo2/u2pbokF+IlsbD6kGutRjjO5/x7/Wxu9A/dFLEJKR/3AFYruRbqsPrkK9/XlEVQHSsqlI2weh2zvRpmxFVOchVfZDG7ofccNqlGJBiFpU3D2IwqTnkS5NIKRKdIjNhMShoy5cFeGk2DGB4RnzGJY2L+YeOl50hBqp9m7g67blHGz/OBLXiEfXTOZQsilNmUJJykkUOyaRZx+ZIAHzTaHrOp1qC+5gDZ5gDe5QtfF/sBpPqAZvqJFfnb6bnYe+JMt69IlO0zRW1/2adQ1/MWJSwsrJuT9gat5PkSQJTdN4r+ZO1jc+iY5KipLLvNInGJh6Bp5gLYsPXBXrK1Nkn0h56kw+a3iYoNpBkX0Ch33rOZ7mZl04TqIJmJBeORtp2VRw+VCvWQZyGOXPl0DQ0i0uY9wMik3uPeYS+VrZIqOFtT5lmQlF4Mxx4KntUhcY951hzPjVlD4rMX8rCQags7OT66+/ntmzZ3PhhRce1z4nCOboCGl+Pqr9DZ81PIJV5JKuXk6qPIyhuYOpyClDkRW2trzE+9U/x6+2YZGd+FU3luoy1J9dDG1OkFVDZmP+GgiajJqZzRXIo6oJH3ZCmxOhSbFOmfFWSqJ1EnWZGcrIjwR+zC15dyJaM43Po5X+EXS3bBIgG5OIds2b6GduQTw123B5aRJ6ZhvhW15GNGYgL5+KOJyHntWGds5nEJCRlpyBUDTkK75CzNhMp7Qb0BNIQ9YzcOqTAQWv2ESImgRXWTwEMoX2cQxPX4gIDmFPQz1m2cSkkvGUZiQvWIyiM9waK4qs8W6iqn0dnVpPsUvjeyRybSMoSZlMiWMyxSmTSDUXHXX83hBQ2w3yCFVHSKQad6gmgUSMLLguSCg4zQWkmgqxyE5um/I+N74Lg1xnMSn7Bga6zjyq6y2sBXm3+idsavo7GmHMUgqn5/+Mk3JvAsAXbuWNA1exr301AHm2UVzY/3nSrf043LGexQe+E0siqEg9F1kys6P1DZymfMzCSXPwaMrTx2+99MD+AuS/LjLcxBN2os5Zi/L4AkRdjjGkEoZwV08la6r5mIWZskUCHdRg36yZficXcPDT2tjrwrE5XPLyOZjtx7+o+FYRzL59+wgGgwwZYvg3X3zxRfbt28fdd999XPufIJjjQ1XHZyw7eD2twSqKzHNR/Gdhle0RoiknTDsf1NzDpua/Y5VTUfUQoc4Q8m+/g7RlMGBkbWkXvY929hdI75yC9PwshDOAbvUZUvZRQrD6EX5rovuAuAr6SNA/GuTXnO2IDnvPZIFuE4LAkJMhYIL8NsJ3PI/YXYj87BxEwIJuCaJe9B5CkyOBexd6/zrUuashtwXl8YvhYBZi8iFC176AntmzKM6kFaGIDALsQ8Ob1E0GIGHDro/CqZ+ElTIECv3SSxhZMAxd1/ns4Bc0+1opSS9iUsl4bCZrRLZla6Qw0pBtaQ0c6PU3M0n2iHUyhWLHJArtYzHLPSVvuiOk+fEEa/CEanAHD0eIJEIcwRrcoRoCanfZGkGKKZdUUyEucxGp5qK4vwtxmYpIMeUgia7fKCfHxWtb72Jj49N0hOvJtJQxKec6RmVcctSkgaDm461Dt7K95XV0NGxyOjMKf8vorEsBo5346weujKQvC4amzWVevydQhIWNTU/zfqSQWMLEkLTzqO/8iqbAbvJsI2nq3E0Yf+SM+thX5mhQJaQVJyO9OAskHW3RKsTX/ZA2RBqZpQTROkyR7xVIFiMB4GhtmGWLjBAcNRstGSrO6U/l2133jS3DwlVvziO99Pgs5W8Vwaxdu5aHH36Yl19+GYDrr7+eBQsWcM455xzX/icI5vgRUDtYVfMLNjY9Tbp5EP1MN+Nut2OWTTGiOeLfzNuHb6O+czup5mLcnTVIz802NMucXkS7Az2/EfXylZDThvzHixFHMiG/FWq7fP1aujvW0Mygiq6UZtBA6Dzs/ynfH3UDonJAN9dXYsMvMLzd5HngSBraKZtRz1yP8tcLEE3pRpzl5C3g8iGtnojwm9HGVKLP+xjHYBfh5ycTfqcYPa0D9bo30Cft6N1lD12WTDdSEboVuz6cdGZhxrBMbCYrnaHEGo08Zy6Dsouo8nzJjubVBMUhhOkI7tCB2KAmYUdDTYinmCUH+fbRDEubR3/XNDItg3pYBKoeoj1YF7E2qrtZIYYrK5ncv13JxGWKkIW5kFRTkfG/uQiXqRCnKf+4kgziEY3BhLUgO9uW8nnDY9T6NmGRXIzJupyJ2dfGpIySwRduYdnBGyMaZDopSi6zi//E0PQ5gJGR9vbhH+BX3cjCzGl5P2Zq/o8JqB2sPHwHW1peAnQUYac05WQOeT9B1yHdXEpjoLJP53LcqE9HfnwB0qYKtEGH0MsPIb9zMkISSDadcDiICHSpkltcZgKe3q0ZySQZ9TIhrU8GVvHEPA5vOBLbRyiCRX+bTtlZ3UsJknznt4lgAB555BFWrlyJLMtMnz6d73//+8e97wmC6Tv2ej5gedXNdITqGZ95E5bgmdS662NEU549gM0tz0Q0okKkmgppW56L9OQ8yGkBSUPU5qCVV6FdvArp41FIqydAege0GjeujgapXmi3G10tARQ/etgSyw57OPBjbrU8EDsuXYTRzSGkgC0yRiSGk9dkqAn4rGgXvYdYP7yrJmdADXqWB7GxAiQN/dRtmM+vx1JqI/ClidATw6DJhTZzHdrlKw1Byvj4iS4w9DlCSUkFXcJKOen6OdgYnHAdhRCgg0YITarHq+0lIKoIcJAgtUY8CcPaEboZXQTQSCSjNHM/BqfOZlL2daRZSvGGG+Isja64R9Rt1RGqp3tth0VyRciiMI5E4q2Qwj4lFRwvkgX5D3vX80XD4+xsXYaGyuDUWUzKvp7+zqm9xgo8wTqWHryGAx3/iFyTEs4r/SsDnFMj8Ztf8Vn9w2iEscuZnFf6VyrSZlPfuYMlB6+hvnM7AFY5nVRTAfX+HaSaiuhU3QRjTdX+CRdZd+ggPh6N/NRc6LChTf4K6csKRDCSPlxah34gL7a4MoomeycZIQmQIkkDfWhmZsu00tmceD+dfMsYpt0xoZc9DHzrCOafwQmC+WboDLexsvrHbGt5hTzbKM7I/QM1LWEOt9XEiKYgLYXVR+5mZ9syXKYCOr/IRb9vITg60advQLw/AdGchjZxO/qQKqRXzzRiIFFBSJNRHY+sQcAovsQcQI8UYsaC/EJDK6xHqs7vslokIytLH7HXkO3IbUYrakD6coiRspzqQc9wIx0oRrf7UWYcwnJOO6Gs3XS2HUB6ehbSx2PQi48YqcdDqroRiwUI9AzU6wKEjqxnkqqfRZo4JbJt5GNUgtQZJBIhkwA1IIyYkNCtyKQAGioedBENOHflmzrlYoqd40kx5dIZbo7FPjyh2h41K4qwdRFGhCyiVkeq2bBCrHLfkgj+u3C0LDJPsI6N/5+9845vq7r7//veqy15SJZkxzvLTkIICRBCGE0ZhbLahlXSllEeCKQ0FJ4CBUqBtnQ8lNIWCoRCSxmlvzLCKmHvlQQChOztvWRZkrXXPb8/ZMt2Yhs72IkN982LV2zp3HuudOT70fd8V/v9fNT+AJFUOy7TdOa5L2WW47sYuiod7I43toPlNRfTGMk0zXOaqllY8TdKrHOIpYIsr7koW3HZbZrBWZMepsA4mU+9/+Klhuuy1RIsihOBSjTdQYFxSrbKwIjTO6TZ5QUhddWsk9DPayTxUWG2np6kAEJCCDGgzkkyyDp5eH6Zro+VopezUWYVRxaz6OGTUfT9+8M0gRkGmsB8MTb5n+O5up8QT3dyzIQbqLZ9n/Utm7NCM72wGoOpjpebrsWXqCGv4TDCvzgRokbSVz6KVF+M/OQCiBkRR6yFRjfyrpKepEhLFCliRphiEOuxXrqd/D855ApYX0LWT9MdjVbWgrBEkbdMRJ3YgNRQiJTUZ0TLFkHy5YEzgu7UnaROeJuktRZEGum1uSgPnAYxA+pZr6Ke8QaSTkGQpGc/odcbICQkTAgpCkLGyqHkiq9hIlOLKkkrcWpISnXEpVpiohYhdYmAMKDDgYxCihCqFOh1TkNm/79bYLqEqzeypCdXX9y1ZdXX35HXJSRmxbFP+7UPh88LU4aMP2i970lWtd1DS/QzTEo+hzgvYK7zIvKN5f0e0xz5jKdqLqEttgHIZPafXnkfLnM1nugWHt91Hm2xTYBEdd5JnF5xP2nivNJ4I594H84mEptkO3G1E71sQUbZo3HbSCGtnYJy91lILQUIlxfJk9kqth4UJ9gSRG7trtEHeoueZDQ1qDElGyTUxPDvaVaXmbAnmv35ohfPwObeU8w1gRkGmsB8cUJJD/+tu4LNgecos87jOxXLIG3ns+YNWaGpclfiFf9lpedOZK8T8atzoLaQ9KXL0R9RS+o/hyG/cARIKmJSE/KWyq6Mfglyw5mSLkoKkZazvpjemfwSUqYMjKqgLNiE+mk5ojPTYlmKmDPn0qcyTcgmtpH6zmuIoz4BXde3vSYnyt1nIa+bjJhRQ+qy/yCVBBHE9rBSJHQowo5KGFWKoMeJTT0aM9Wk8BKXaohTS5xahNTlIxE6FPKQkEFKkBIhsjXJBgpZFgoKeRgpQU8RVqUISeQi0rnosKOX8jm0dA7T3FVjVkQGYygC040QgrrwB6xqW8Ym/7MATMs/jXmuS6mw9R9qWxt8n2dqf0RHItO/psJ6BAsn3ke+oYzN/ud5pvYyoukOZEnPEe7LOXbCL2iIrOa/dVfQFtuIXraSVMMYZBsJNUSOfgLB5MCtAIbHbltucR3yf76BvPzrYExCzIAkyZjdMpGJnyGt7ClY2Z0TM+jZDRJiL0TGPcOOZ7MfoQpkncyiR0+mcn5xnzGawAwDTWBGBiEEn3X8hxUNV6OKJN8o+RWHOi/CFw1k2gR0CU1pgYntsXuoaVuF7g/nI31cRfr0NxDnvoxoy0F5pGtryhKFtARdDk+RG0KKmDN1vwxJREKfSbS0/D67jaAUh0gcuB75pcNAl87WHENSkYSCevBm1O+8iZi1vSecOGnH8NSZpB6bgtAnSF/wX8TxH4GyW2SO0GMQJUiSTJydgIRJqkBHAQnhI0ljLzGRkOi6bpL0V9xSEnoUyQbCgEoUVcrcaHXCjY2DsYkjMUkT0Ek6Emrf/Xe3zUksFaczlvEPWPRmjpo0n6KcgQp2jk2GIzC98Sfq+dBzP2vaHyCW9lNknsU896XMtJ+ZzfTvzRb/izxffyWdyUZAYkrO8SyceC9WnZM3m37PO623kRYJTEo+p5b9men201jVtow3mn+LKhLoJAtxNdCVI5PGrORny/WMOLsmoLvru0jbShFyCkkoKAYFjllL6sUekZGQkOTBM/tlnYSaHnhLbSAKZzoJtYQJt2esmQXXHMpRSw/uOa8mMENHE5iRJZBo5Nm6H7Oj8zUm5RzDtyvuIs9QijfiywqNXtaRk1fHxs57iN19JMqLR6AeuZb0T/6dsTi2lSL/8zTk9ZMR+gRSsis6yRpByCoErSiFYf5Ud3PWyZ8+bhVSqx15fVXf7H05jThmLalvvQGVmR7xdsMkig0nEvy0lJY7oojafNQj1mZrrpmJAAAgAElEQVQS4ezBPtFgBiqRhYm4VIOQYmTbDnRvV/VnffTx1cjocGCgGKOYjJEKkrQSlj4mxlaQBAZRjFXMxcqhGCjsufYuf5IsyehkHYl0X6EpzSshlAjhj2a21vLNecwtm0NRTuG4sGj2VmC6SagR1nU8xsq2e/DENmHRFXCI84fMdV6UbT3Rm886/sOLDddmK07PyP8O3yr/K5Is83TNpWz0PwMICoxTOXviw5h0ubzYcC2b/M9i1blJqbGsnyZj3UToffcecnHMPditnktayoTxP/TNbIM6kLB8vZXwW84+icT9dbTc49TdTw/jNpczwULhTCfbX6kDMn6Z7//7FCRJ0gRmOGgCM/IIIVjT/gAvNf4cGYWTyv6PgxyZNgC9hUaRkyRNr1P3/9qR/3kKoqqO9M8fyESPCZDWTEP34HegrqdPDIYkqsOP3OLKOPlzf4P6vZeQ/31C1kcDIAxx1FPfQz31XSgI4jJNY07BeRxg/w4bGlfw9m1rSD03GxydpC9Zjpi3sdcLyLRghlS/TnwJIzImJPQI0l3Z+xkrRRF2LFIVBnUiJiZjoASVBBE+ISR9RJRNIKnoRSFWDsUm5mJgz5thf0hIKLJMSu1rEZXnl+KNdBBOZBIbc405HFA0jYkFFejkgYtd7m++qMB0I4RgV+htVrUtY0tgBTIKM+zfZp57CaWWuXuI7WrPfbzWmCmKKaMwu+D7nFx2O8FEE//ZdS4t0bUATM45jjMnPkB9eBUr6q/Gn6ihyDwLb2w7SZF5r3vaJ3Szd9Fm/VYQaLOj3H0G8ifTsg/ZDkgS3JKZRkoOo+KCnIlaHE72v2KQmb/kIN694xMQYHaYuOSNs8hxWjSBGSqawIweHfFdPF27hLrQ+1Tnncyp5X8hR5/5ht5baNJyI60r3yT1x2+CI0DqF3+HUk/mJGkJ/ZtHwD9PgM5MkqCQVKSpzfxl3Z+46rjLSb5bRtbJb45mkjlP+JACexkTbQvIM5ZRG3yH+vBqEqtKUJadDt481JM+QD13BVgGqM0lQMaGQZShIx8hJYhTT0rqam0rZIyUY2QyJjEZE5PR0dW5khhxeR0BsYoIG0BKoxMFWJnbJSqlfXJ3RoJCm5v2sJe0yAiQQTFQ5ZpMtXsKVsPnJ1jua0ZKYHrTEd/Fh577+Nj7MPF0gGLLwRzuXsKM/IV98nRUVeXd1j/yTuttJNUoimTgMNdiji/+FTuDb/JM7aWEUm3IKBzmvpRjin7Ou223817rX9DLZkoth7Ez+FZX8IfU9X+PFTK0kjNDQID89hzku86AuBEJMBUqxPwxhDEBQUvXlx4YsPZQF5IiIUkMe9vs4AtmsGH5duKdCSRF4rwnv8Wcb075Ai9qZNEE5iuMKtKsbLuH15p+iUG2cmr5nznA/p3s891CU+evp33b60R/MwPSMunr/omYWUP2jzauI/+/5xF6uBpJKH2c/JARlvSFz6ActxF0arbDYxZfDsp930Z+bzaivCv0eFpt9mkdZlLEAZVcfSkOQzWd8QD+5EZUKfNtVRY2TEzCJCZjJLPdJWNEJ+tIqSlU4kRYR0j6kCjrEVISRdixZS2VihERFVmSUQfZfLfqLYSTEQyKnkQ6iYREub2U6e4qXDbnmNk+Gw2B6SaeDrG249+saluGN74Nm66QQ10Xcqjzf7Dpe3xVqqryatNNrPLcQ1ok0Elmji76KUcXXsUHbXfyRvMtpEQco5zDSWV/oMR6KM/X/S81obcpMh9EvqGMLYEVZFpC7J75n7Fmhrt11m9L56AZ5fZFyB/PAASKQSYtJxCWUMaa8dr7jh/IkOrSQoOlp+vlUHBMysXiMNPwUSuOilxu3HLxkI8dbTSB0cAT3cJTtYtpinzCTPuZnFx2GxZdT4+MbqHZtOU9Om5JQYuD9NLHEF//hN5/KeZgBakbzkHUODNOfuvvSC95HP03tpFnKCGhhginvNkOjgiQXj0M5YFTIW7IdNlc+CayHhzGKSTVKIFkHTI6TEoe0bQ/e5NwmaZRaj0Mm1SNvzOHUK8tuG7/iEqSKOsJSR8R4TOEFEcRuVg5BJs4FCOTM5Fjo4BBMezhl+mNIsmoQuCyFeCPBkikkzgsdqa7q6h0lKPIyoDH7gtGU2C6UYXKzuDrrGy7h+2dr6BIBg6wn87h7iUUW+Zkx6XUBCvqr+JT7yOopDDKuRxbfCOHOC/g2bof81nHfwCB3VDJGZX/pCOxjZcafk4k1c5Bju8RSDayK/hG19n63t27w56HR/8KIb0zC+XPi5BSXWVlTGlUcwgxbyPSi4dnjwSpT25Lf7hnOGjb2Kvc0efs7smKxIzTp9C0ulUTmKGiCcy+Iy2SvNtyO281/x8WvZNvld9JVd6JfcZ0RHys2vw+a37+HtL6StKLXkL97itdfzU9/TOKV/+QG278B8+v+zNrfY/SHF27Zxn6xq7Q4/WTUQ/YQfpHT6CUdZKjL6Iz0dhnC0MvWyi1zqXMehhl1nmUWudi1vX9VphIJfmseQPbPFsJqGsJSR8S5lOEFEMW1qyomKhCpm+vm9HEZrASSoQHHZNnyqXcXkqdr4FArBOTzkiVawpVrilYDCOfpT8U9oXA9KY9to3Vnnv51PsoCTVEmXUe89xLmJ5/WraCdDwV4rn6pWzwPYVAxaIUcGLZ76i0Hc1jO8/NJnFW2o7itIq/srLtLj703I9NX8jhrstY630UT3xTv/NLZAR9OPXN+q2HFjShXHcZcv2EzBidQLWEkZY+i/jrqUiBnsRZxTB44uX0b09i0zM7e0/4udtn00+dyCVPnD7k1zDaaAKj0YemyKc8VXMJntgmDi44nxNLf4tRyekzpsXXzD+v+BPp16egHvsh6R89Afo0RimfuMgkvN39TfjRi72PkjJ730kV+amvIz92PJIhReqC5zKhx3KmIjNkBKXMehjVeadQZptHoXnmoN0f0yJFTfBt1vuWs8n/LLG0HwUrZnEQNjEXM9VI7F+Hep4pl0Bs8Bv2NNdUivMmsNWznYZAE5IkUWkvZ7q7CqdtdPq+DMS+FphuYukAn3gfYXXbvfgSNeToi5nruohDnD/M9r4Jp9p5umYJ2zpfBgQ5+mJOLfszRsXGkzUXEUw2ISFzcMEFzC74HisarqY58gmTco5hRv53eL351/3WdOuxZobYwCxz1J5jBciPnIj8xPEZq1oCjHHEr/6J+tYM5OePAhjSluzB50/n00e3DLnPjLZFNgw0gdk/pNQ4bzT/hvda/0K+oZxvV9zNxJyj+4xRVZV7b76ZjgdKUWduJ33dg2CLYlYcqGqKP53Yyc9fn0y+oZTG8MckRBBpSznKXWcj1RZlQp+7Q4/J1NyqyjuJIwt/QpFlZn+X1Xd+kaYu9AHrfU+y0f8MkVQ7BtlGdd7JzLSfweTcY4kmEmxq28a29h2k1RGqvPsFkJDIMdrojAcHHKNICkdNPBy7JZ8tbdvY3r6TpJrCaS1guruKcnvpPtk+218C040q0mzrfJlVbcvYGXwDRTIyy3E281xLsp8Pf6Kep3YtzrZothsm8u2Ku2iNbuTVpl+QVKPoZQvfKL4FJJXXGn9FSsQ4svBKQOK9rs6auyOj6yrh+sU+M9KGSpSbFkNSn5ESRSV14/3o7GnEz36IFO2xTmWdhDpArbLqkytp+LA1m8k/GO4D7Fy/5sIvdN0jiSYwGgNSF1rF07WX0BHfyTzXEo4vuXmPwopP/OPPbP61AYq8pH7xDyjyIqFw1zfTXPZi1xZCxIj8yEnIK47IhB5fuhxxWCb0eGruN5nnXsyknGM/t9WvKlQawh+ywfckG/xPE0q2oJPMVOedxAH205ma941+Cz8m00l2eGvY1LqFYDyE3FVtYF9tk/WHWW8mmhz4hqGX9cwpPZBKezm7OurY3LaNYDyIWW+i2jWFqa4pmPVfrH/7YOxvgelNW3QzqzzLWOv9NykRpcJ2FIe7l1CddzKypOCJbWP5rotojn4CgNs0nW+XL2ON9x984n0Y0RUccnLpbWzwP8k63+PYjRP5RvGv+cz3Hzb7n9tjzm7nf79O/QHpZw+rIwflhkuRG7tzqASpi5/G9K1txG89Dvmdg7OWzGAik1+Rg9lupPnT/vsJdaNZMMNAE5j9TyId5tWmm1jt+RsFxqksrFxGqbVvRdc3Xv437/2kFRQV6edPkKxaz90nZbbIdKvnIN/7LVSvFfXk91B/8CKW3BzmOv+Hg50XkGcoGXR+IQRNkU/Y4FvOet9yOpMNKJKRqbnf4AD76VTlfXPQ/iR7nKuzhU2tW2nqbEZCypbk319io5OVPrkzMjJqnx70EmX5JUwumIhAsNWznabOFmRJZqKjnGmF1RRY7P2d+gsxlgSmm0iqI7N95vkbgUQdeYZyDnMt5uCCczHr7DSGP+Hp2kvwxDLl/Isth3BS6e95tfEmasPvA2R8O64lvNF8C974dmbkL2SO4/u80HgNHfGde8wpo0clla2zt1ckFeS/nonyZvffjUA9bCOGn71AdJsJ3fVLuqqSD1SXqOtadBLlh0+g5t2mAQaAo0wTmCGjCczYYUfnGzxTexnBZBNHFf0vC4qu7ZO7sG7dWzxz4fvQkUv+zz7mVzc8zlXH/ZTkuxMQFc2kL3scU7WeiebvMi3vFApzCimwOvpNNhRC0Bpdz3rfcjb4l+OL70JGx+Tc45hpP53q/FO+cJXhQKyTzW3b2NG+i5SaIsdoQ0IadPtqXyEhoZN1JNW+0U16RU+FvQyXtQBvpIOd3lpSagq3zcl0dzVl9pLPtQKHylgUmG7SIsXWwAusbLuH2tC76GULBzkWcZjrEtzmaewKvsMztZfhT9QAUGk7mvnuH/NCw9X4E3VIyBxoPxu7cSLvtf4JWdLx9QnXI0t6Xmm8YbeAlB6rJBMu//nbVAMhvTgP5Z4zeiIXc8JwzeNIM5tIX7oYudU5pPO4ptnxbN6tHE7XZbqq7fx8rbZFNiQ0gRlbxNIBXqy/lk87/kWh+UAWVtzbx1/S1LiVB85/BLG1mDti13C57XeI777G5PNyqco7j3jciifUnr2JS5JEgcWOy+rEbXMh6zrYHnqeDb7ltMe3IqEwMedrzLSfwbT8U/uETo8UiVSC7d5dbG7bSigexqw347Q4CMSDdH6OU3600St6EIKk2hNRJ0mZsvAmnZGSvGIUWaEp0EwoEcZisDDNNZUprkmYdMZBzvz5jGWB6U1LZB2rPMv4rOMx0iLOpJxjmOe+lKm5J7I18AL/rbuSUKoFkKjK/SaTchbwevMtJNQQOsnEfPdSmqOfsr3zFYrMszi2+Bes9T7KBv9Te8zVHTU2vG2z3c6xpSzjl4masltj6rEfknvJZwT+NhPltXldIwe3ZvRmXaZycy8Ug0zeBJtmwQwVTWDGJpv9K3iu7nKiaR/HTLieIwp/ko3y6gy1c8/S3/DH5//O35+5hm/O++kefpFYMoYn7KUt1E595zrqo68QZDUJKVPwMF+ZyZScU5hdcBbFuZNH7Fv5YKhCpTHQzKbWrbQEW1EkhQp7KTpZT2NnU7bUy/7ArDMRTfVNTrUaLMSScdIijUlnpMBaQDQZpSPiQ5EVJjkqmOauwm7J36s5x4vAdBNOeVnT/gAfeu4nmGzCbpzIPNclzC74AZt9z/FS48+JpjuQkDkg/3SMSh4fe/+JII1VcXOI64d84n2YYLKZQ5wXMDX3RJ6vv3K3Cs09ofgKhr0WGfw2lF8sRq7rLkOkInIjWC5dTcjTifLAd3rKLw2TCbMK+NnqC/buukYBTWA09opwysvzdVey0f80JZZDWVh5L07T1Ozzg92g/PE6NvifYr1vOc2RjGO2yHQIRcavY1HnEIiIrANcJ+twWh24bE7cNidOqxOjbnjtf4eLL+pnc+s2dnbUkFbTFOW4qXSU4w11UOtvGDSBcjQxKgbiu83tsjrRKzpagm2oQsWkM2HSG+mMBVGFSlGOm2nuKkrzi4cl1ONNYLpJiySbfM+yyrOM+vAqDLKN2QXf5zDXYrYFXuaN5t+QUEPI6DjQfjaBZCM1obcAKDTNotg6m0+9/8Ksy+e44l/ii9fwXuvtu/lfekKT9ZKVpBg8z6lfUjLyHWejvHVo5ndLPBMMc0gN0qxdpB5YkC2kORy+ck7+v/71r7zwQqZT3YIFC7jmmmuGfKwmMGMbIQTrfU/wfP1PSalxji+5mcNclyBL8h43qM5EMxv9T7He9yQN4Q8BKLbM4QD7GRxgX0i+oazPecOJCJ5QO23hdjyhdnwRf9YRn2fKzQqOy+Yk15gzKiVW4qk42zw72eLZRjgRwWawUu2eSoHZzoa2LbR0tpAerCY7PVUFRpLdAwEgU1TTneOkubON5s4WVKFiUAwIoZJUU9gMVqa5pzLFOQnDEAR6vApMbxrDH7PKs4z1vidRRZKpuScw13kJDeEPeb/tz6REDEUyMtN+BnXBlfiSmVYPU3KOI5r20xj5iHLbEXyt8Gpebbo5W2izL1KvNR7+OksvzENZdmbmHLkhpLgekDAcVU/8jUokSSDSypDqmaGAo/QrJDDvv/8+d9xxBw899BCSJHHRRRfxgx/8gG984xtDOl4TmPFBZ6KZZ+t+zPbOV6i0fY3vVNxNVdlMdjbuYKP/aTb4llMbeh8QFJoPZKb9dA6wL8RhnDTkOZLpJN5wB22hjOB4wu0k0hknuFFnwGV1ZkWnwOJAp4xcYqUqVOr9jWxu3UpryINOVphUMJFq1xQCsU7Wt2yiIzJ4DxK9rOvjSxkpunvDd/+VlOeXclDxAbRHfNR01NHcmWmDoEgKaZFGkRWmFExkmruKPPPAgRJfBoHpJphsZU37P/jQ83fCqTacxirmui7GE9vKx95/oooketlCVe5JbAu8TEIEkTFQlXcCtaH3iKeDHO6+jHxDBS81XrdnVYouupugDZutJeiuW4qU0iHMMaTqRvh0MkpxiFSrCSk3Bj4rvbfoBsIxOY8bN1w0/GsYJUZVYLZt20Y4HGb27NkA/OpXv6KiooLzzz9/SMdrAjN+EELwsfchXmq4DpD48wlBLnsxk0vgNFV3icoZuExVIzZfINaZsXK6BKe7yZckSTjM9qyF47Y5sRj67xU/XLwRH5tbt7KroxZVqEzILeoqVFnAlrZtbPFsJ5qMDXi8LEmZNsxiZMXGIBtIqoms0JTmlTCv4mAUSaHW10CNr47WYFufY9w2FzOLplOSN2EPC/DLJDDdpNQEG3zLWeW5h6bIJxiVPGY7FtGZbGGz/zkEaYxyLiXWQ6kJvo1KCrPioMg8i12hN8kzlHH8hF+ytuNRtgdfHXCeTGjzMOubBSzoLrsGKWhDyGnEoteQnj8cKWADWSCcPqRIDiJo6N83owDpr+AWWTc1NTUsWrSIf//731RWVg7pGE1gxh++eC3P11/J/x7xKv/+9Cpm2s/AbZqxT6oEx5JxPF1bap5QO+3hjmx5fKvBgsvm7IpYc2K35H+h4IFYMsZWz44uQYmSY7QxzV3FZOdEwvEw61s2UeurH7Sysl7W7xGK/EUxdhXZ7P6rKcmdwLyKQ7AZbUQSUWp99ez01uCN9BRSNOoMTHNVMaOoOhO5xpdTYLoRQtAQXs0qzzI2+p5BJc3U3BNIpENd+TICi1JArr6ElthnAOQbKlEkHd74dqryTmJ63rd5oeFqEmr/Ye2KZBzQ0hmQlIRy1U+Qd5Vm6ghc8CxyUxHyy/NAEoi8IObDvMRermQgK+YrKTDbtm3jkksuYenSpSxcuHDIx2kCM34ZCzeotJrGF/X3WDmhdiLZ4AEFp7UgKzouWwHGvQjtVVWVWn89m1u34gl70cs6JjsnMc09FavBQp2vgc+aNwxah0zq+m93v8oXYfdqBRNyi5hfcSg2YyYpNRQPs6ujlm2eHdlinBISbpuTOSWzmDl58n5fv31BZ6KJD9szLZ4jKS9OYxUSMp54JlnTpitEkfQEkg1Apoq3P16LAL5WdDUt0Q1s9D+ZPZ+CiTQ9FqwiGfotRzMY8v+di/L+QQCoX/8Q9bg1KHd8F8ljRxgS6K9+kdQfToaEjt23zL5yArNmzRouv/xyrr/+ek455ZRhHasJzPhlLAjM7mSDB3pZOR39BA90b6sNN3igPexlc+tWarosl5K8Yqa7q5iQW0g4EWF98ya2e3cOatWMNoU5buZXzCXX1FPANBgLsqF1CzUdtVm/1lUnL+apVa8wu3gmVuPYa4g20iTVGOt9T7Cy7R5ao+swKXkYZCudyUzWvE1XSDIdIS6CSOhwGCfijW/DZZrGXOdi3mj+NdF0jx/OQA4JurZs96Jds/TwN1GeOC7j/K9oIvXrZcj/+ibKS/NBAvV7r5Bffxidb+fxlRWY5uZmFi5cyJ/+9Cfmz58/7OM1gRm/jEWB6Y9kOoU37MUT7rZyvNkwZINiyPpxXDYnziEGD0STUba0bWerZzuxVJw8Uy7T3FOZVDARnaxQ01HLmoa1WWtqf+CyOTmi4rA9HP2twTY+bVzHuV9byG0r/gaARW9minMS0wur9srKG08IIagNvc8qz7KuGmUSBtlGXA0AYFXcRNIdCFLoZSt62Uwk1c4sxzkIAet8/y97LotSQEINZxvs9VvefxCkFw5HWXZGRmQsEVK3/hVaHOh//0NIKahTayk8z4vnF7OhqzrAV0pgbrnlFp588knKy8uzj51zzjksWrRoSMdrAjN+GS8Cszu9gwcylo43u73VHTzQO0TaOkjwQFpNU+OrY3PrVrwRHwZFz5Su7TOb0UYgGuCN7e/u1/I0DrOdIyfO2yMh0+3O5d31H7OpbWuf7b1usZzoqBhSuPN4xh+v69o++2emBUQvv4pZsWctFrPiIJ7uxKDYONT5P6zxPEBU7fFxFRpn0Rpfx16FMb93IMofzkUSMkJKk/7pvxBT69FffQV0WhC6FMbzV8ML80g0KTgq8r46AvNF0QRm/DJeBaY/Ysk47eEeP057pCNb/t9isOC29lg5DnM+stw3eEAIgadr+6zWVw9AaX5m+6wwx00wHuSN7e9+br+YkaK/bps2g5WvTToi23em9/pFkzE2tGxmh3cX8VSP49pldVLtnkJZfkk2OODLSCId5jPfY6xqW4YntqnPlpdBtpLoCk3uFp0SyyHk6UvZGHgmew6LXIDNUERbbMOw55c+rka55UJIZz5X6mnvoH7nTXS/WILU4gRVQkxqpPjIfOJvF3HjlsUj8KpHBk1gNEaFL5PA7I6qqnR0BQ9kAgg8fYIHCqwFvUSnb/BAOBFha9t2trZvJ55KYDfnZyyCggpaOz18ULOaSGrfbJ3lGnOIJKOkeuXn6BUdh1fMZd60A/dYPyEE3nAH61o20RhoyvqSJEmiJHcCk50TKcmb0G8B0y8DQgh2Bd9ilWcZWwIv0Nsi6XbmS8joJCMpEWeG/TvsDLxBVO3xzUzMOYaWyFqi6Y5+ZhgYaf0klF9dBAk9kpAQ1XWkrvknut9ciFRTjGxJk44oVF4a5crbbxypl/yF0QRGY1T4MgtMf4QTYdpC3l7BA77dggcKskU9c005pEU60+eldSu+qB+jzsBU52SmOidR529kbeM6UqLvfv0QOubuFfmmPGRJoiPqzz521cmLuefVR5g14QCmOCftEeyQSqeo9dWzsXULvl7HKZJMWX4pEwsqKM4t2ifN0fYHHfGdrPbcx0eev2d9LBkyq9Rd5t+mL8RpqKIm/HZ2hE6yUJ13Ehv9Tw/PJ7OlHOXmiyFuQEoriNwQqV/fk2k9vq2c3DlJdO0ubYtsqGgCM375qgnM7iTTKbyRDjwhT1Z4egcPZPw4BTitTtJCZbtnB/X+RgDK7aVMdFRQ56tnZ0ctiqQgEKMefaaXM+0AdnXUcuVJ/5N18nc/V+ko58DiGdgMfaPKgrEg29p3ss2zo0+tNJ2so8JeRqWjnAk5hXtsHX4ZiKeDrO34N282/Y5I2rvH892WTbFlDu3R7SREj7+txHwosqxQH1419Al3TUB34yUQNUJSB0oafvoY4oXDkNZPYtpSPUtuvWIkXtqIoAmMxqjwVReY3RFC0BkLZmureULtPcEDSDgs+eSb84inErQG20iqKQosdopzJ9AQaMIX9WMz2kilk8RS8VGpcdabq05ezDMrX6U2UJ8NXe5GkiSclgJmFFZRkl+c3RJThUpToIVtnh3UBxqzr00gMCgGKuylVDoqKMxx7ZMK2fsSVahsD7zKCw3X4Evs2bhMQkGWFByGyXjim7KPy+iZ5TiHLYH/9glzHpR6d0ZkwmaI6wAJ3ZkfktyVg7N9nmbBDBVNYMYvmsB8PvFUHE+XddMWbscb9ma7WxoUPaKrF4xe1uGyOmmPeEmkkxTnFhFJRPDHOlEkGVWMfPvnq05enLVgjIoBl8VJe7SDWGrPMjgWvZkKezmTCipwWOxIkkQ0GWOnt4Ztnh10xoPZ8iYCgUln6rJsynDbXPukysO+pDWyiSdrLhzQoW/TFRJNBfokZNoNlZRa57HO95+hTdLiQPeLSyFgA1VCSuoRM7djrzJz86O3j8TLGBE0gdEYFTSBGT6qquKL+rO11dqC7USSffvQGBQ9iXQSvaxnqnMS/lhnpv2zJGFUDMRSe9mjpBc2nZVLT/h+ny2yPs/rrSTVFPH0nnPJkozLWsCkgkpK8oox6020h71sa9/JLm8taZFGJ+tIq2kEIiNOjnIq7eU4rY4vldh0Jlv4947vZltS7I5N5yaU6l0fTuKA/NNpjW6gvauSwKC056H7xSXQng+WGJI/F/ssiZtW/+/IvIARQBMYjVFBE5iRIZwI4wl5aQg00RRo3kNAjIqBMnsp8WSchkATAkGOwUYkGc3WYdsbui2YHMVGTI2TFAPXTOuu1NwfZr2J0rxiyu1lOMx2Gjub2N6+k7ZQOwAmnYl4Ko5AYDNYqXCUUWkvz1pCXwbCSS+P7jiLxshHezynSAZUke7j7DfJ+bqJekwAABtvSURBVBxU8H0+8tz/+U3N/DZ0Ny2GBjdiYiMFiZncpIUpDw1NYMYvmsCMDtFklHVNG9nZUbtHLote1mHUG4kkoqhCJdeYAwg646Fhz9N7i6w3CgrpYUQ+9Sbja7JTbi8lz5SLJ9TODm8NsVQMvaLHqBgIJyIZkTTmUOnIBAjYzXvXlXOsEUy08p8d36Mh+uEez/XXhnmibQGKZGR78OXPObEZ5ZcXI+0sIf/Men754J0jedlfCE1gNEYFTWBGFyEETZ3NrG/eRGvIk328v66XelmHUTEQSg697fNAAjOS6BU9E3IKsRjMBKJBWoKtXeJiQ5ZkOmOdCDJh3pWOciod5eSZBu5hM17wxnby5K4LaYp+POCY7mRORTJymOsS1nofJZJuH/ikESPKLRdSEDqIm7ZcMgpXvXdoAqMxKmgCs+8IRDv5rGk9Nb56BAJZkinPL8VqtNDgb9qrCgG7C0x/XTRHGpvBgsVgIRgPE01G0UkKdks+qa6q2AB2c35WbHK6KkOPV1oi61lec/GQsvsLDFVU5hzNGu8/GCgbSo5bKXjgx9z81O9H+Er3Hk1gNEYFTWD2PfFknDUNn7LDW4NAoMgK011VTCucSoO/aY+6Yv0hIaGXdFx+0g9H3YL5PEw6E4l0AlWo5Bht5JvyiCQjeLu6hzqtDirt5VQ4yrAaxm/F57rgSp6uXUJHYke/z3e3AJCQmeM4l7rwqgGDABymCn69oGYUr3Z4aAKjMSpoArP/SKQTrKz5iBpfHZDJW5nkqGBG0TQkJDa2bmZHe82goc1XnbyY21+4H7s+F2/CP+C4fY2EhDvHSY7BRkfUn21V7bI5qbSXU+kow6w37+er3Du2Bl7mudqlBFPN/Twrd22bpbAoTg51/g/vtN62RyUATWCGgSYw4xdNYPY/oXiYD2pX09zZmn2s0OZiRtE07JZ8trZtZ0vbNpJdtcjMOhNpNU1CTfbrg5Ey6YKk9tLJP9IokkJRrpscg42WUBv+aAAJicIcF5WOcsrzyzDpx197gXUdj/N83U+JqXsKu14ykxSZWnWTbceTVCPURd7PPq8JzDDQBGb8ognM2KG5s4VVdWvojAWRJRlVqNiMVqa5qqiwl1Hrr2dd8wbiqUxwQGleMecceSqPvP00rSHPqFYMGCl0soLL6sJiMOMJtWeTO4tyC7vEphTjOGsv8KHn77zUcD0psWfxUxkdKikUjBzuvowP2u5EJakJzHDQBGb8ognM2EJVVTa3bWNt03pSagqz3kQkGUUn65hcMJEq12Q8oXY+bvyMRDrBVScv5o8r7sNqsOC0FlCcW0RjoJmGQCPp/diRc6jkGHOwGswE4yHCiQiyJFOcW0Slo5zS/BIM46S9gKqqvNtyO2+2/BaV1IDjnMZpWBQHIbVRE5ihognM+EUTmLFJNBnj44a17PDuwqgzZvNRBILi3CKmuacSS8Y54oDZ3PXKQ0STfUvDGBQDdks+bouTYDxEY2dTdottfzJYpWlFUjDqDKTUFIl0ElmSKc0rptJRTkleMfohdCnd36iqykuN17HKs4zer3T3dsxzXRdxwcH37Ycr7J99IjChUIhzzjmHZcuWUVpaOuTjNIEZv2gCM7bxhNpZXfcx3kgHTmsBBRY7df4GoskYOcYcLjluER9u2UCB2UEoGaKmo47WoIdQPNTHglEkGZvRRoHZQVIkaO30kFAHzvrfF8hIqINs63UX2lSFiiIrlOWVdInNhDHfXiClJli+62I2Bp7q87hNV0go1TrmtshGXbrXrl3LDTfcQE1NzWhPpaGhMURcNicnT/8G29t38nHjZ3jDHUx1TcJhtrOrK/rsrR3vAZluly6bk2r3VNw2J3pFT423jqZgC76In0Css0/4s1lvIs+QiyoJ/JEACTXR7zWMFr3FpT+x6d32oLutdY2vDlmSKcmbwBTnpDHby0YnGzh78oPEU3fx0PZv0xjJVAUIpVqRMZCrH/oX+H3BqAvMY489xk033cQ111wz2lNpaGgMA0mSmOqaTLm9jLVN69jSth2DTs+cklkAnDTtG5nWAuF2WoKt7OqoBTJ9XpzWAgptLmYWTcdutuMJeajzN+AJtRNORIgme4o46mQdVr0FWZYJxcMk96GFs7u47N7mQCfrsh09VaFS72+k3t+IhITdks9ERwVTXZMwKGMrQMCos3HxtNcIJdq5d/NRBFNNqCToTDbs70vrw6gLzG9+85vRnkJDQ+MLYNQZOKz8EKY6J7O6bg0razNFGd/Z+T52S34me95ejlFnJJwI0x7uwBNuZ13zxuzNOt+ch8vq5KDimbhsTlLpFLt8dbR0tmYsnHiPhSMhYVSM6BQd8VR8nwrO7hFxvdtFm3VmhFCJpTPFNzsiPjoiPtY0fIpBMVCU46bSXo47JxOtNhawGZz8dNZm2qLbuHfT/P19OXsw9r1bGhoa+wS7JZ8Tqo+lOZjJmymwOvBF/TT4m7I3Zp2sI9+ch9PqYJKjAkmSiCXjdER81Prq2NaeyUY36Yy4bE4q7GW4bE5yjFYaAk00+JvwRnxEk1F6p9MoKOh1epJqkrS6f/JsoqmecGCL3pwtvplQkyTSCer8DdT5MxaCUTEyIbcQd44Ll82J3Zy3X5uouc1T+cXB7WzoeHK/XUN/aAKjoaGRRZIkinOLAFgw+UgAUukU/lgAX8SPL+rHF/FT01HXp9OlzWDFbXNjMZgRQhBPxfFF/Nk20LIk47DYcdmcTC6YSIHFQSgZpqajjragh2A8tEczM72sQxXqfgmLjiSjRJIZwdFJSqbbaDpBKB5GIIin41nfDWSCHVw2Z1crbBcuawGG/ZB3c6DzzH0+52BoAqOhoTEoOiXjc3FaC7KPCSGIJCNZ0emI+PFHAzQG+lo7BRY7Rp0RgSCajLOldRub2AL0BA9UuafgsjkxKHpqOupo6mzBH/HvURVakWQEAnUfZ1akRBpvpCO7uWY35YMkCMUj2e29tFBpDXpoCfb4nvJNebhsBV2i4yTHmPOl6XEzVDSB0dDQGDaSJGE1WLEarJTml2Qfz1g7nfgiPnzRAL6Ij/ZwR5/eNWa9KSM6QtAYaN4teMCB2+bsCR4Ie6jzNeAJZ4IHds+q2N1pP1r0nsEX6ynhYlZMmAwmoslon2ZwEhLRVJSdHbVsa98JgFFnxGUtyFg4tgIKrA508pf7FqwlWmqMCloezPhmJNevx9oJ4Iv6uv710xkLZsVBlmQMigGBmi1ZA3taASlVpaajluZgK53RzjGR5NmNjIzNaCWZThLdbbvPqBgw6U0k08ns1pskSRRY7LiszuzrsxgsX+waZImCgrHTxkATGI1RQROY8c2+WL+UmsIf7cz6dbr/7W3tKJKCKtSsEOkVPW6rk8IcNy5bATnGXBoDTdT7G3qCB8YIJp0JYA/fEmSi7oyKgaSaIhDtzLacthosWbFxWZ3YLfnDCh7QBGYYaAIzftEEZnyzv9YvY+1E+wiOL+oftI9NnimHQpubotxCnBYH4WSEXb2CB7pv3vsTWZLRybqseCqSkr0ug6KnwOLAqDeSSqfoiPh6AgxkBac1Y8FlLJ0CjLqBK0RrAjMMNIEZv2gCM74Za+uX6vqm3xH144/4aQ934Iv6++SxdKOXdeRb8inKcVOWV4JJb6TGV09ToBlfJEA8He9nhn1Lb4Ex6Yyk1XR2uy/XmIPL5sSkM5JUk3jDHXRE/FkrLs+U22Pl2Jzk9goe0ARmGGgCM34ZazcojeExHtavt7XTEfHRGmrDFwn0uyVl1pvIN+czIaeQsvxiArEgtb4G2sMeQv0ED+xLehfqzDHakCWFYDyIKlRkScZlLaAwx41ZbyaeiuEJe/GEvFlryKgzZP04xflFTCuv2G+vZXc0gdEYFcbDDUpjYMbz+nVbOy3BVpo72/BH/USTsT7RZhISZoMZhzmfotxCcg022sLttATbCEQD+z14QALyzXYsBhPheAR/LABkxKQop5AJOYXYjDbCiTCecDuekJdArJNcs42Lv75ov157bzSB0RgVxvMNSuPLt35CCDpjIep89bSEWvFHO4n1Jzp6E3ZLPi6rk2Q6iS/qxxvu2CMnZ1/TXfE6kU7QEvRkgxnyTLlMyC2kOLeIfHMekWSEAyZO3q/X2htNYDRGhS/bDeqrxldh/YTI1Bur8zXQGmrDH+3sE8HWjVFnIN+Uj9VgIZQIEYgFiaf2nx/Hbsqn0lGOJEm0BNtoDbWRVtPIkkylo4yFh52w365td77cWT4aGhoaAyBJEgVWBwVWR/axWCqOJ9hOc2cLLcFWAvEg8VSC1lBbn2NlSSbXmENapIkl923BTl/Mj68pk+xpUPTMKpyBw+qgJdRGMD62vhRoAqOhoaHRhUlnpMxeQpk9U51AVVU6on48oXZagx7aQh5iqRiqUAnEAiBJfQIEekeHjTRG2UBKpPucP5FO8knzuuzvpfkTRmXuvUUTGA0NDY0BkGUZp9WB0+pgemEVQMaxHvLSFmqnLeihI+rrGS9JKLK+TyHQkSLeq3GbSTGRZ7ThjfUN1e6MB0d83i+CJjAaGhoaw8BqsGJ1WKl0lAOQTKfwRjoyzdlC7bSF2rNjFUnBpDehquk9ysd8EWLpGLFIz/mcFgcOkx1PrH2Qo/Y9msBoaGhofAH0io6iHDdFOW6gO2ItSFu4PSs6gUQ4O95qsJBOp4mn4yNWprM90kF7pINc89hJsgRNYDQ0NDRGFEmSyDPnkmfOZapzEgDxVBxPyNuVs9JOe9ibFRcFGSS+UN+bfVVVerhoAqOhoaExyhh1RkrziynNLwYywQO+qJ+2UHtWdMKJyF6ffyyKC2gCo6GhobHPkWU5GyI9ne7ggUgfP05HxDdmhWOoaAKjoaGhMQawGixYHeXZ4IFUV/BAW6idtpCHpkDLgIJjkc1E1LHTqqCbUReY5557jnvuuYdUKsX555/P97///dGeUkNDQ2Pco1N0FOa4KewdPBAP0hb0sLOjhrZge1ZwxqK4wCgLTGtrK3/6059Yvnw5BoOBc845h3nz5jFlypTRnFZDQ0PjS4ckSeSZcskz5TLVlak3Fk8l2OWt4dPG9STU/VsvrT9GVWDef/99Dj/8cPLz8wE48cQTefHFF/nxj388mtNqaGhofCUw6gxMK6xiWlcS6FjoddOboffi3Ava2tpwuVzZ391uN62traM5pYaGhsZXFrPetL8voQ+jKjCqqmY7rUFmD7H37xoaGhoaX15GVWCKiorweDzZ3z0eD263ezSn1NDQ0NAYI4yqwBxxxBF88MEHdHR0EI1Gefnll/na1742mlNqaGhoaIwRRtXJX1hYyJVXXsl5551HMpnkzDPPZNasWaM5pYaGhobGGEHraKkxKnwVOiJ+mdHWb3wiyxIFBWOn4OWobpFpaGhoaHx1GdOlYmRZizgbr1RUVGjrN47R1m98MtbWbExvkWloaGhojF+0LTINDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFBExgNDQ0NjVFhvwnMnXfeyZ133jnomGOPPZaGhoYRnfe6666jsbFx1M7/VWMo6/h5XHzxxf12Oj333HNZtWoVwWCQyy67DICGhgaOPfbYLzTfl5nen++B6H5fB2I03mNtDYfHSKzj59Ha2srFF1/c73PV1dUAfPbZZ/zhD38AYPny5Vx77bXDmuMrZ8GsWrUKrTrO2OK+++6jsLBwwOcDgQCbNm3ah1c0fhmrn29tDYfHvljHwsJC7rvvvkHHbN++Ha/Xu9dzDFrssqWlhauuuopIJIIsy9xwww3Isszvfvc7YrEYdrudX/7yl5SVlXHuuecybdo0PvroI+LxONdffz1HHXUUW7du5de//jWRSISOjg4WL17MokWLhnWR6XSaW2+9ldWrV5NOpzn99NO54IILWLVqFffeey8mk4kdO3ZQXV3NbbfdhsFg4KGHHuKRRx4hJyeHSZMmUV5ejtFopK2tjcWLF/Ovf/0LgLvuuotNmzYRjUa59dZbOeigg/b6zRyr7M91/Mc//oHX6+Xqq6/m3Xff5fLLL2f16tXodDpOOukkHn74Yc4++2weeugh3G43P//5z1m/fj0lJSX4fD4AbrnlFtra2rjsssu47rrriMViXHnllWzbto3c3Fzuuusu7Hb7aL+N+4VVq1Zx9913o9PpaGhoYNasWfzmN79hxYoVPPjgg6iqygEHHMBNN93Egw8+2OfzvXLlSh544AFisRiJRILf/va3HHzwwcOav729nRtvvJGWlhYkSeKnP/0pRxxxBHfeeSetra3U1tbS2NjIWWedxZIlS0gmk9x0002sWbOGwsJCJEniRz/6EQ888MBXdg1h/6zjpZdeyqJFi1iwYAG33347Gzdu5P7776etrY0LL7yQZcuWcd555/H666/T0NDA1VdfTSQSyd4DOzs7ueOOO4hEItxzzz0UFhZSW1vLueeeS1NTE/Pnz+eWW24Z/CLEINx5553ivvvuE0II8dZbb4m//e1v4rTTThONjY1CCCHefvttcf755wshhPjBD34grr32WiGEEBs3bhRHHnmkiMfj4pZbbhHvv/++EEKIuro6MXv2bCGEEHfccYe44447BpteHHPMMaK+vl48+uij4re//a0QQoh4PC5+8IMfiA8//FCsXLlSzJ49WzQ3N4t0Oi3OOOMM8dprr4lNmzaJE044QQSDQRGLxcRZZ52Vnav7nN0/33///UIIIR5++GGxdOnSQa9nvLI/13H79u1i4cKFQggh/vCHP4j58+eLtWvXirq6OnHWWWcJIXrW5P777xdXXXWVEEKIXbt2iQMPPFCsXLlS1NfXi2OOOUYIIUR9fb2orq4Wa9euFUIIsXTpUvHII4+M2Hs11li5cqU48MADxY4dO4SqqmLp0qXi7rvvFosWLRKxWEwIIcRtt90m7rrrLiFEz3uZTqfFeeedJ7xerxBCiMcff1xccsklQojMGq9cuXLAOXu/31dccYV49dVXhRBCtLa2iuOOO04Eg0Fxxx13iDPPPFPE43HR3t4uZs+eLQKBgHjooYfEFVdcIVRVFQ0NDWLOnDlf+TUUYv+s46OPPip+//vfCyGEWLRokTjmmGNEKpUSTzzxhLj11lv7rMnixYvFY489JoQQ4qmnnhJVVVVCCCGefPJJ8bOf/Sz784IFC4TP5xPxeFwcffTRYuvWrYO+7kEtmPnz57N06VI2bdrEggULWLBgAXfffTdLlizJjgmFQtmfzz77bACmT5+Oy+Viy5YtXHvttbzzzjvce++9bN26lUgk8rnKuzsffPABmzZtYuXKlQBEIhG2bNnClClTmDp1KkVFRQBMnjyZQCBAbW0txxxzDDZbpvHOKaecQmdn/82Tjj/+eACmTJnCSy+9NOxrGw/sz3WcPHkyoVCIQCDARx99xPe+9z1Wr16N2WxmwYIFfcauXr2a7373uwBUVlYyZ86cfs/pdruznVGnTJmStXS+rMydO5dJkyYB8O1vf5ulS5dit9uz65RMJpkxY0afY2RZ5q677uL1119n165drF69Glke/o74+++/z86dO7njjjsASKVS1NfXAzBv3jwMBgMFBQXk5+cTDAZ57733OPvss5EkiZKSEubPn9/veb9qawj7fh2//vWvs2TJkuzfdnV1NRs2bODtt9/m3HPP7TN29erV/PGPfwTgW9/6FjfccEO/5zz00EPJz88HoLy8/HPXbVCBOeSQQ3j++ed58803WbFiBY8//jilpaU888wzQGbrqr29PTteUZTsz6qqotPpuOKKK8jNzeWYY47h5JNP5r///e+gF9Qf6XSaq6++mhNOOAGAjo4OrFYrn376KUajMTtOkiSEEMiyjKqqQzp39zVL0tjqozCS7O91PProo3nllVeQJIljjz2Wv/zlL0iSxOWXX95nXPf6daPT9f/x7P347sd8Gem9HkII0uk0J510UvYmEA6HSafTfY4Jh8OceeaZfOtb32Lu3LlUV1dnt4WHg6qqPPjgg9mbSltbGwUFBbz66qv9/u0pijKkv72v2hrCvl/HCRMmoKoqL7/8MgcffDBOp5OVK1eyYcMG5syZQ3Nzc5/x3WsgSdKAIjbcdRtUCm+99VaeffZZFi5cyI033sjmzZuz30QBnnzySa666qrs+BUrVgCwbt06Ojs7qaqq4r333uPyyy/n+OOP5+233wbY4038PA4//HAee+wxkskk4XCY733ve3z66acDjp8/fz5vvfUWoVCIRCLByy+/nBUQRVGGPf94Z3+v44IFC7j33ns55JBDmD59Ojt27GDXrl17fFubP38+zz33HKqq0tjYyMcffwxkPtSpVOoLvw/jlTVr1tDa2oqqqjz99NNcf/31vPLKK3i9XoQQ3HzzzTz44INAz+e7pqYGSZK49NJLmTdvHq+88spefe4PP/xwHn30USDj8D3ttNOIRqMDjj/iiCNYsWIFQghaW1tZvXo1/799O3ZJJo7jOP4+HIoriJAavFGQDiyHQIMizE3IQYcS8WqTFlsip3AqIgpqEBoUHJpaGhoF6y9ocgmCIJuiIXATo3uG6B4eHp/K5/G8R/y+NvHQL/c5+P7uvr9TFGXgMwRnclxcXOT09JRgMMjc3BxnZ2cEAoFfmh2853Z5eQlApVKh2WxadfxLbp/ewRiGwdbWFhcXF7hcLg4PDxkbG2Nvb49ms8no6CgHBwfW8Y+Pj8TjcQCOj49xuVxks1lSqRRDQ0NMTU2haVrHW4OTySQPDw/E43FeX19JJBKEQqE/btHz+Xysra2xurqKqqqMj49bq61wOEwmk6FUKnVUQz9zOsdQKMTz8zPBYBBFUdB1ve1AN5VKcXd3RzQaRdM0fD4fAG63G4/Hg2EY7O/vd+GM9JfJyUlyuRxPT0/Mz8+TTqdRVZX19XXe3t7QdZ1MJgP8vL6LxSK6rhONRlEUhYWFBW5ubjr+752dHfL5PLFYDHhfrHw8em5nZWWF29tbYrEYExMTeDwehoeHBz5DcCbHcDhMuVxmdnYWVVVptVosLS39dlw+n2d7e5vz83P8fj8jIyMAzMzMUCgUODo6sh7vdeTbU6ovfDVw6qX7+3uzXC5bnzc2NsxqtepcQX3kf8pRvA+H0+m002V82/X1tXl1dWWapmk2Gg0zEomYLy8vDlflvH7LsVs+vYPpBcMw2g7gk8lkx9uZP2iaRq1WY3l52er67bq26B47chT2qdfrZLPZtt/t7u4yPT39V7/r9XrJ5XKcnJwAsLm5ac1vRPfZlWO3KKY5ANM1IYQQPTdwb/ILIYToDWkwQgghbCENRgghhC2kwQghhLCFNBghhBC2kAYjhBDCFj8ASZiLQGMuz9YAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
],
"source": [
"# Another multivariate visualization technique pandas has is parallel_coordinates\n",
"# Parallel coordinates plots each feature on a separate column & then draws lines\n",
"# connecting the features for each data sample\n",
"\n",
"from pandas.plotting import parallel_coordinates\n",
"p = parallel_coordinates(iris, \"species\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
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\n"
},
"metadata": {}
}
],
"source": [
"# A final multivariate visualization technique pandas has is radviz\n",
"# Which puts each feature as a point on a 2D plane, and then simulates\n",
"# having each sample attached to those points through a spring weighted by the relative value for that feature\n",
"\n",
"from pandas.plotting import radviz\n",
"p = radviz(iris, \"species\")"
]
}
],
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7-final"
},
"orig_nbformat": 2,
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}