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ZSI_Reconnect_China/WOS/wos_analyses_demo.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "40038234",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import janitor\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib.ticker import MaxNLocator\n",
"import math\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fb7baf32",
"metadata": {},
"outputs": [],
"source": [
"outdir=\"wos_processed_data\"\n",
"\n",
"wos = pd.read_excel(f\"{outdir}/wos_processed.xlsx\")\n",
"\n",
"wos_addresses = pd.read_excel(f\"{outdir}/wos_addresses.xlsx\")\n",
"\n",
"wos_affiliations = pd.read_excel(f\"{outdir}/wos_affiliations.xlsx\")\n",
"wos_affiliations = wos_affiliations[wos_affiliations[\"Affiliations\"]!=\"UNKNOWN\"].copy()\n",
"\n",
"wos_author_locations = pd.read_excel(f\"{outdir}/wos_author_locations.xlsx\")\n",
"\n",
"wos_univ_locations = pd.read_excel(f\"{outdir}/wos_univ_locations.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1e737dbf",
"metadata": {},
"outputs": [],
"source": [
"record_col = \"UT (Unique WOS ID)\""
]
},
{
"cell_type": "markdown",
"id": "a97f1cbb",
"metadata": {},
"source": [
"# Output - per yer, by Metrix taxonomy"
]
},
{
"cell_type": "markdown",
"id": "18e34c6b",
"metadata": {},
"source": [
"## Domains"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "af12584f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Domain_English UT (Unique WOS ID)\n0 Applied Sciences 5379\n5 Natural Sciences 1649\n3 Health Sciences 1106\n2 Economic & Social Sciences 289\n4 Miscellaneous 156\n1 Arts & Humanities 13",
"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>Domain_English</th>\n <th>UT (Unique WOS ID)</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Applied Sciences</td>\n <td>5379</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Natural Sciences</td>\n <td>1649</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Health Sciences</td>\n <td>1106</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Economic &amp; Social Sciences</td>\n <td>289</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Miscellaneous</td>\n <td>156</td>\n </tr>\n <tr>\n <th>1</th>\n <td>Arts &amp; Humanities</td>\n <td>13</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"group = 'Domain_English'\n",
"data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=record_col)\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f8e72c87",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.barplot(data, x=record_col, y=group)\n",
"g.set_xlim(0,6000)\n",
"g.set_ylabel(\"Domain\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "88742c07",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Publication Year Domain_English UT (Unique WOS ID)\n65 2022 Natural Sciences 524\n64 2022 Miscellaneous 41\n63 2022 Health Sciences 368\n62 2022 Economic & Social Sciences 106\n61 2022 Arts & Humanities 4\n.. ... ... ...\n4 2012 Miscellaneous 3\n3 2012 Health Sciences 2\n2 2012 Economic & Social Sciences 0\n1 2012 Arts & Humanities 0\n0 2012 Applied Sciences 21\n\n[66 rows x 3 columns]",
"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>Publication Year</th>\n <th>Domain_English</th>\n <th>UT (Unique WOS ID)</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>65</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>524</td>\n </tr>\n <tr>\n <th>64</th>\n <td>2022</td>\n <td>Miscellaneous</td>\n <td>41</td>\n </tr>\n <tr>\n <th>63</th>\n <td>2022</td>\n <td>Health Sciences</td>\n <td>368</td>\n </tr>\n <tr>\n <th>62</th>\n <td>2022</td>\n <td>Economic &amp; Social Sciences</td>\n <td>106</td>\n </tr>\n <tr>\n <th>61</th>\n <td>2022</td>\n <td>Arts &amp; Humanities</td>\n <td>4</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Miscellaneous</td>\n <td>3</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>Health Sciences</td>\n <td>2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>Economic &amp; Social Sciences</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Arts &amp; Humanities</td>\n <td>0</td>\n </tr>\n <tr>\n <th>0</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>21</td>\n </tr>\n </tbody>\n</table>\n<p>66 rows × 3 columns</p>\n</div>"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"group = ['Publication Year','Domain_English']\n",
"data = wos.groupby(group)[record_col].nunique().unstack(fill_value=0).stack().reset_index().rename(columns={0:record_col}).sort_values(ascending=False, by=group+[record_col])\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "151a7a8a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1ba2d8a4e20>"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g=sns.lineplot(data.sort_values(ascending=True, by=group[-1]),y=record_col,x=group[0], hue=group[-1], marker=\"o\")\n",
"g.set(xticks=list(range(2012,2022+1,2)))\n",
"g.legend(title=None)"
]
},
{
"cell_type": "markdown",
"id": "dcae04bd",
"metadata": {},
"source": [
"## Field"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d3807072",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Publication Year Domain_English \n176 2022 Natural Sciences \\\n175 2022 Natural Sciences \n174 2022 Natural Sciences \n173 2022 Natural Sciences \n172 2022 Natural Sciences \n.. ... ... \n4 2012 Miscellaneous \n3 2012 Health Sciences \n2 2012 Applied Sciences \n1 2012 Applied Sciences \n0 2012 Applied Sciences \n\n Field_English UT (Unique WOS ID) \n176 Physics & Astronomy 205 \n175 Mathematics & Statistics 61 \n174 Earth & Environmental Sciences 134 \n173 Chemistry 81 \n172 Biology 43 \n.. ... ... \n4 Miscellaneous 3 \n3 Clinical Medicine 2 \n2 Information & Communication Technologies 14 \n1 Engineering 5 \n0 Agriculture, Fisheries & Forestry 2 \n\n[177 rows x 4 columns]",
"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>Publication Year</th>\n <th>Domain_English</th>\n <th>Field_English</th>\n <th>UT (Unique WOS ID)</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>176</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>205</td>\n </tr>\n <tr>\n <th>175</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Mathematics &amp; Statistics</td>\n <td>61</td>\n </tr>\n <tr>\n <th>174</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Earth &amp; Environmental Sciences</td>\n <td>134</td>\n </tr>\n <tr>\n <th>173</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Chemistry</td>\n <td>81</td>\n </tr>\n <tr>\n <th>172</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Biology</td>\n <td>43</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Miscellaneous</td>\n <td>Miscellaneous</td>\n <td>3</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>Health Sciences</td>\n <td>Clinical Medicine</td>\n <td>2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Information &amp; Communication Technologies</td>\n <td>14</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Engineering</td>\n <td>5</td>\n </tr>\n <tr>\n <th>0</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Agriculture, Fisheries &amp; Forestry</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>177 rows × 4 columns</p>\n</div>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"group = ['Publication Year',\"Domain_English\",'Field_English']\n",
"data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "756513b5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for cat in sorted(data[group[-2]].unique()):\n",
" #data segment\n",
" sub_data = data[data[group[-2]]==cat]\n",
" sub_data = sub_data.complete({group[0]:range(int(data[group[0]].min()), int(data[group[0]].max()) + 1)}\n",
" ,group[-1],fill_value=0)\n",
" #plot\n",
" g=sns.lineplot(sub_data.sort_values(ascending=True, by=group[-1]),\n",
" y=record_col,x=group[0], hue=group[-1], marker=\"o\")\n",
" g.set(xticks=list(range(2012,2022+1,2)))\n",
" g.legend(title=None)\n",
" g.set_title(cat)\n",
" g.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "09a6de71",
"metadata": {},
"source": [
"## SubField"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0397eb85",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Publication Year Domain_English \n774 2022 Natural Sciences \\\n773 2022 Natural Sciences \n772 2022 Natural Sciences \n771 2022 Natural Sciences \n770 2022 Natural Sciences \n.. ... ... \n4 2012 Applied Sciences \n3 2012 Applied Sciences \n2 2012 Applied Sciences \n1 2012 Applied Sciences \n0 2012 Applied Sciences \n\n Field_English \n774 Physics & Astronomy \\\n773 Physics & Astronomy \n772 Physics & Astronomy \n771 Physics & Astronomy \n770 Physics & Astronomy \n.. ... \n4 Information & Communication Technologies \n3 Engineering \n2 Engineering \n1 Engineering \n0 Agriculture, Fisheries & Forestry \n\n SubField_English UT (Unique WOS ID) \n774 Optics 56 \n773 Nuclear & Particle Physics 28 \n772 Mathematical Physics 2 \n771 General Physics 14 \n770 Fluids & Plasmas 21 \n.. ... ... \n4 Artificial Intelligence & Image Processing 10 \n3 Mechanical Engineering & Transports 1 \n2 Industrial Engineering & Automation 3 \n1 Geological & Geomatics Engineering 1 \n0 Food Science 2 \n\n[775 rows x 5 columns]",
"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>Publication Year</th>\n <th>Domain_English</th>\n <th>Field_English</th>\n <th>SubField_English</th>\n <th>UT (Unique WOS ID)</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>774</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>Optics</td>\n <td>56</td>\n </tr>\n <tr>\n <th>773</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>Nuclear &amp; Particle Physics</td>\n <td>28</td>\n </tr>\n <tr>\n <th>772</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>Mathematical Physics</td>\n <td>2</td>\n </tr>\n <tr>\n <th>771</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>General Physics</td>\n <td>14</td>\n </tr>\n <tr>\n <th>770</th>\n <td>2022</td>\n <td>Natural Sciences</td>\n <td>Physics &amp; Astronomy</td>\n <td>Fluids &amp; Plasmas</td>\n <td>21</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Information &amp; Communication Technologies</td>\n <td>Artificial Intelligence &amp; Image Processing</td>\n <td>10</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Engineering</td>\n <td>Mechanical Engineering &amp; Transports</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Engineering</td>\n <td>Industrial Engineering &amp; Automation</td>\n <td>3</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Engineering</td>\n <td>Geological &amp; Geomatics Engineering</td>\n <td>1</td>\n </tr>\n <tr>\n <th>0</th>\n <td>2012</td>\n <td>Applied Sciences</td>\n <td>Agriculture, Fisheries &amp; Forestry</td>\n <td>Food Science</td>\n <td>2</td>\n </tr>\n </tbody>\n</table>\n<p>775 rows × 5 columns</p>\n</div>"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"group = ['Publication Year',\"Domain_English\",'Field_English',\"SubField_English\"]\n",
"data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "846596cf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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u3BhPPPEEAODnn3+GRqPBf//7X+30efHx8XB1dUViYiKeeuqpB+b9ZwEdEhKCTz/9FB06dEBxcTGcnZ216+bPn49u3boBAGbMmIF+/fqhvLwc9vb2iIuLw4wZM7QZQ0JC8N5772H69OmYM2cOEhIScObMGWRmZsLf3x8A8P3336NVq1Y4evQoOnTo8MCc2dnZUKlUGDx4MAIDAwEA4eHhD3zfg7DwJiIiIqqnPDw80K9fP6xatQqCIKBfv35o2LDhPbfv1asXAgMDERISgt69e6N3794YNGgQHB0dkZ6eDqVSiZ49e9b43lOnTiEjI6Naf/Hy8nJcvHhRr7zHjx/H3LlzcerUKdy5cwcajQbA3S8EoaGh2u0iIiK0f656DHteXh4CAgJw6tQpHDhwQKcLjFqtRnl5OUpLS5Geng5/f39t0Q0AoaGhcHV1RXp6ul6Fd+vWrdGzZ0+Eh4cjJiYGTz31FIYOHYoGDRrodZ73wsKbiIiIaq2sQgVrKysUlVfCxd4WKo3moe7Y1iUOttZImxcj2rEf1tixYzFp0iQAwIoVK+67rYuLC06cOIHExETs3LkT7777LubOnYujR49qH31+L8XFxWjfvj1++umnaus8PDwemLOkpAQxMTGIiYnBTz/9BA8PD1y9ehUxMTHVuqrY2tpq/1x1d72qSC8uLkZcXBwGDx5c7Rj29vYPzAEAVlZW1bqN/POpk9bW1ti1axcOHjyInTt3Yvny5XjnnXdw5MgRBAcH63WMmtTv/yFERERkcspKNb5IuoT4g5lQlKkgc7DBmM7BmNC9MaSPUECKTSKR1MsvD1V9rCUSCWJiHvzFwcbGBtHR0YiOjsacOXPg6uqK3bt3o2/fvnBwcEBCQgJefPHFau9r164dfv75Z3h6ekImk9U659mzZ5Gfn4+FCxdq70YfO3as1vtp164dzp07hyZNmtS4vmXLlrh27RquXbumPU5aWhoKCgq0d9U9PDyQkpKi877k5ORqBX+XLl3QpUsXvPvuuwgMDMTGjRsxderUWmeuUv/+dREREZFoyipU+CLpEpYlXNAuU5SptK9f6RZSL4vX+sza2hrp6enaP9/P1q1bcenSJXTt2hUNGjTA77//Do1Gg+bNm8Pe3h5vvfUWpk+fDjs7O3Tp0gU3b95Eamoqxo0bh+effx4ffvghBg4ciHnz5sHPzw9XrlzBhg0bMH36dPj5+d332AEBAbCzs8Py5cvx6quvIiUl5aHmF3/33XfRv39/BAQEYOjQobCyssKpU6eQkpKC999/H9HR0QgPD8fzzz+PTz75BCqVChMmTEC3bt3w2GOPAQB69OiBDz/8EN9//z0iIyPx448/IiUlRdvf/ciRI0hISMBTTz0FT09PHDlyBDdv3kTLli1rnfefOKsJERER6c3aygrxBzNrXBd/MBM2ViwtxCCTyfS6C+3q6ooNGzagR48eaNmyJb744gusWbMGrVq1AgDMnj0b06ZNw7vvvouWLVviueee00735+joiL179yIgIACDBw9Gy5YtMW7cOJSXl+t1bA8PD6xatQrr1q1DaGgoFi5ciI8++qjW5xoTE4OtW7di586d6NChAzp16oSlS5dqB0FKJBJs3rwZDRo0QNeuXREdHY2QkBD8/PPPOvuYPXs2pk+fjg4dOqCoqAijRo3SrpfJZNi7dy/69u2LZs2aYdasWViyZAn69OlT67z/JBEedV6UOk6hUEAul6OwsPChfi1CRERE/5NfrET79/+85/rjs6Lh7ix95OOY4vpdXl6OzMxMBAcH6903mKgm+v5b4tdSIiIi0puLvS1kDjV3JZE52MDF3rbGdUTEwpuIiIhqQa3RYHTnoBrXjekcDNXfM08QUXUc/UBERER6u5BXjNjIIAgC8N2hy2Y1qwmRsdWZO94LFy6ERCLBlClTtMvKy8sxceJEuLu7w9nZGUOGDEFubq54IYmIiCxYeaUak9cmY9iXhxHd0gvH3umF47OiceydXnilWwiLbqIHqBOF99GjR/Hll1/qPKUIAN544w389ttvWLduHZKSkpCVlVXjZOlERERkfEt3nUfmrRIUKysR1NAJdjZWcHeWws7Gql5PIWjm80yQCej7b0j0wru4uBjPP/88vv76a53HcBYWFuKbb77Bxx9/jB49eqB9+/aIj4/HwYMHcfjwYRETExERWZ5T1wrw9b5LAID5z4RD7lD/B1FWzXn976cmEtVWaWkpAN0nbtZE9K+nEydORL9+/RAdHY33339fu/z48eOorKxEdHS0dlmLFi0QEBCAQ4cOoVOnTmLEJSIisjhKlRr/WX8KGgEY2MYX0aFeYkcyCBsbGzg6OuLmzZuwtbWFFecgp1oSBAGlpaXIy8uDq6vrAx9gJGrhvXbtWpw4cQJHjx6tti4nJwd2dnZwdXXVWe7l5YWcnJx77lOpVEKpVGpfKxQKg+UlIiKyRCv2XMT53GK4O9lhzoBWYscxGIlEAh8fH2RmZuLKlStix6F6zNXVFd7e3g/cTrTC+9q1a5g8eTJ27dpl0EnrFyxYgLi4OIPtj4iIyJKlZyuwck8GACBuYCu4OdmJnMiw7Ozs0LRpU3Y3oYdma2v7wDvdVUQrvI8fP468vDy0a9dOu0ytVmPv3r347LPPsGPHDlRUVKCgoEDnrndubu59v1HMnDkTU6dO1b5WKBTw9/c3yjkQERGZM5Vag+nrT0OlEfBUqBf6hfuIHckorKys+ORKMgnRCu+ePXvizJkzOsvGjBmDFi1a4K233oK/vz9sbW2RkJCAIUOGAADOnTuHq1evIjIy8p77lUqlkEof/VG1RERElu7rfZk4c6MQMnsbvP9MGCQSidiRiOo10QpvFxcXhIWF6SxzcnKCu7u7dvm4ceMwdepUuLm5QSaT4bXXXkNkZCQHVhIRERnZxZvFWPrneQDA7P6h8JTxjjDRoxJ9VpP7Wbp0KaysrDBkyBAolUrExMRg5cqVYsciIiIya2qNgOnrT6NCpUHXZh4Y2t5P7EhEZkEimPms8QqFAnK5HIWFhZDJZGLHISIiqvPiD2Qi7rc0ONlZY+fUbmjk6mDyDLx+kznihJVERESkde12KRZvPwcAmNG3pShFN5G5YuFNREREAO4+DGTGhtMoq1SjY7Abnu8YIHYkIrPCwpuIiIgAAD8fvYYDGfmwt7XC4iERsLLiLCZEhsTCm4iIiJBdWIb529IBANN6NUdQQyeRExGZHxbeREREFk4QBMzamIIipQqt/V0x9olgsSMRmSUW3kRERBZuc3IWEs7mwdZagg+HRsCaXUyIjIKFNxERkQW7WaTE3N9SAQCv92iKZl4uIiciMl8svImIiCzY3C2pKCitREsfGV7t3ljsOERmjYU3ERGRhdqeko1tZ7JhbXW3i4mtNcsCImPi/zAiIiILVFBagVmb7nYxeaVrCMIayUVORGT+WHgTERFZoPe2puNWsRKNPZzwes+mYschsggsvImIiCzMnnN5+PXEdUgkwOKhrWFvay12JCKLwMKbiIjIghSVV+KdDWcAAGM6B6N9YAORExFZDhbeREREFmTR9rPIKixHgJsj3oxpJnYcIovCwpuIiMhCHLqYjx8PXwUALBwcDkc7G5ETEVkWFt5EREQWoKxCjRkbTgMARnQMQOcmDUVORGR5WHgTERFZgCU7z+FKfil85PaY2beF2HGILBILbyIiIjN34uodfHsgEwDwwaBwyOxtRU5EZJlYeBMREZkxpUqN6etPQyMAg9s2QlQLT7EjEVksFt5ERERm7LPdGcjIK0ZDZzvM7h8qdhwii8bCm4iIyEylZhViZeJFAMB7A8PQwMlO5ERElo2FNxERkRmqVGswff1pqDUC+oR5o0+4j9iRiCweC28iIiIz9NXeS0jNUsDV0RZxA1uJHYeIwMKbiIjI7GTkFWHZnxcAAO/2D4Wni73IiYgIYOFNRERkVtQaAf9ZfxoVag2imntgUNtGYkcior+x8CYiIjIjqw5exsmrBXCW2mD+oHBIJBKxIxHR31h4ExERmYkr+SX4cMdZAMDbfVvC19VB5ERE9E8svImIiMyARiNgxq9nUF6pQWSIO0Z09Bc7EhH9CwtvIiIiM7Dm6FUcupQPB1trLBzCLiZEdRELbyIionouq6AMC36/28XkzZjmCHR3EjkREdWEhTcREVE9JggC3t54BsVKFdoFuGJ05yCxIxHRPbDwJiIiqsc2nryBxHM3YWdthcVDI2BtxS4mRHWVqIX3559/joiICMhkMshkMkRGRuKPP/7Qru/evTskEonOz6uvvipiYiIiorojr6gccb+lAQAmRzdFE08XkRMR0f3YiHlwPz8/LFy4EE2bNoUgCPjuu+8wcOBAnDx5Eq1a3X287UsvvYR58+Zp3+Po6ChWXCIiojplzuZUFJZVopWvDC93DRE7DhE9gKiF94ABA3Rez58/H59//jkOHz6sLbwdHR3h7e0tRjwiIqI66/cz2fgjJQc2VhIsHhoBW2v2HiWq6+rM/1K1Wo21a9eipKQEkZGR2uU//fQTGjZsiLCwMMycOROlpaUipiQiIhLfnZIKvLs5BQAwvntjtPKVi5yIiPQh6h1vADhz5gwiIyNRXl4OZ2dnbNy4EaGhoQCAkSNHIjAwEL6+vjh9+jTeeustnDt3Dhs2bLjn/pRKJZRKpfa1QqEw+jkQERGZ0rytabhVXIGmns6Y1KOJ2HGISE+iF97NmzdHcnIyCgsLsX79esTGxiIpKQmhoaF4+eWXtduFh4fDx8cHPXv2xMWLF9G4ceMa97dgwQLExcWZKj4REZFJ7Tmbh40nb8BKAiweGgGpjbXYkYhITxJBEASxQ/xTdHQ0GjdujC+//LLaupKSEjg7O2P79u2IiYmp8f013fH29/dHYWEhZDKZ0XITEREZm6K8EjFL9yK7sBwvPRmMd/qFih3JaBQKBeRyOa/fZFZEv+P9bxqNRqdw/qfk5GQAgI+Pzz3fL5VKIZVKjRGNiIhIVAt+P4vswnIEuTtiaq/mYscholoStfCeOXMm+vTpg4CAABQVFWH16tVITEzEjh07cPHiRaxevRp9+/aFu7s7Tp8+jTfeeANdu3ZFRESEmLGJiIhM7mDGLaz56yoAYOGQCDjYsYsJUX0jauGdl5eHUaNGITs7G3K5HBEREdixYwd69eqFa9eu4c8//8Qnn3yCkpIS+Pv7Y8iQIZg1a5aYkYmIiEyutEKFtzacBgC80CkAnULcRU5ERA+jzvXxNjT2ESMiovpu3m9p+PZAJhq5OmDHG13hLK1zPUUNjtdvMkd1Zh5vIiIiqu74lduIP5gJAPhgcLhFFN1E5oqFNxERUR1VXqnG9PWnIQjA0PZ+6NbMQ+xIRPQIWHgTERHVUZ8mXMDFmyXwcJFithlPHUhkKVh4ExER1UEpNwrx5d5LAID3nwmD3NFW5ERE9KhYeBMREdUxlWoN/rP+NNQaAf0ifBDTylvsSERkACy8iYiI6pgvEi8iPVuBBo62iHu6ldhxiMhAWHgTERHVIRfzivHp7gsAgLlPt0JDZz6NmchccE4iIiIikZVVqGBtZQVFeSV8XR2wYmQ77LtwE0+39hU7GhEZEAtvIiIiESkr1fgi6RLiD2ZCUaaCzMEGsZFBeLtfKCQSidjxiMiAWHgTERGJpKxChS+SLmFZwgXtMkWZCst3Z8BKIsEr3ULgaMdLNZG5YB9vIiIikVhbWWmfSvlv8QczYWPFyzSROeH/aCIiIpEUlVdCUaaqcZ2iTIWi8koTJyIiY2LhTUREJBIXe1vIHGruSiJzsIGLPR+aQ2ROWHgTERGJRKXRYHRkUI3rxnQOhkqjMW0gIjIqjtggIiISyd7zNxHbOQgCgO8OXdbOajKmczAmdG8Mqa212BGJyIBYeBMREYkgT1GO6etPw8PFHp+/0A6v9WiKovJKuNjbQqXRsOgmMkPsakJERGRigiBg1qYUKMpVcLSzRkhDJ9jZWMHdWQo7GytOIUhkplh4ExERmdi2M9nYmZYLGysJFg+NgI01L8dEloD/04mIiEzodkkF5mxOBQBMjGqClj4ykRMRkamw8CYiIjKhuN9SkV9SgeZeLpgY1UTsOERkQiy8iYiITOTPtFxsTs6ClQRYPDQCdja8DBNZEv6PJyIiMoHCskq8s+kMAOClJ0PQ2t9V3EBEZHIsvImIiExgwe/pyFUoEdzQCW/0aiZ2HCISAQtvIiIiI9t/4RbWHr0GAFg0JAL2nKObyCKx8CYiIjKiEqUKMzacBgDERgaiY7CbyImISCwsvImIiIzowx3ncP1OGRq5OmB67xZixyEiEbHwJiIiMpKjl2/ju0OXAQALh4TDSconUhJZMhbeRERERlBeqcZb609DEIBhj/nhyaYeYkciIpGx8CYiIjKCT/68gEu3SuDpIsU7/ULFjkNEdQALbyIiIgM7fb0AX+29CACYPygccgdbkRMRUV3AwpuIiMiAKlQaTF9/GhoBeLq1L3qFeokdiYjqCBbeREREBrQyMQNnc4rg5mSHOQPYxYSI/kfUwvvzzz9HREQEZDIZZDIZIiMj8ccff2jXl5eXY+LEiXB3d4ezszOGDBmC3NxcERMTERHd29kcBVbsyQAAzH26FdydpSInIqK6RNTC28/PDwsXLsTx48dx7Ngx9OjRAwMHDkRqaioA4I033sBvv/2GdevWISkpCVlZWRg8eLCYkYmIiGqkUt/tYlKpFtAr1AsDInzEjkREdYxEEARB7BD/5Obmhg8//BBDhw6Fh4cHVq9ejaFDhwIAzp49i5YtW+LQoUPo1KmTXvtTKBSQy+UoLCyETCYzZnQiIrJgXyZdxII/zsLF3gZ/Tu0GL5m92JHqNV6/yRzVmT7earUaa9euRUlJCSIjI3H8+HFUVlYiOjpau02LFi0QEBCAQ4cOiZiUiIhI16Wbxfh413kAwOz+oSy6iahGoj9C68yZM4iMjER5eTmcnZ2xceNGhIaGIjk5GXZ2dnB1ddXZ3svLCzk5Offcn1KphFKp1L5WKBTGik5ERASNRsBbv56GUqXBk00b4tn2fmJHIqI6SvQ73s2bN0dycjKOHDmC8ePHIzY2FmlpaQ+9vwULFkAul2t//P39DZiWiIhI149HruDo5TtwsrPGgsHhkEgkYkciojpK9MLbzs4OTZo0Qfv27bFgwQK0bt0ay5Ytg7e3NyoqKlBQUKCzfW5uLry9ve+5v5kzZ6KwsFD7c+3aNSOfARERWaprt0ux8I+zAIC3+rSAXwNHkRMRUV0meuH9bxqNBkqlEu3bt4etrS0SEhK0686dO4erV68iMjLynu+XSqXa6QmrfoiIiAxNEAS8vfEMSivU6BjkhhceDxQ7EhHVcaL28Z45cyb69OmDgIAAFBUVYfXq1UhMTMSOHTsgl8sxbtw4TJ06FW5ubpDJZHjttdcQGRmp94wmRERExrLu2HXsu3ALUhsrLBoaASsrdjEhovsTtfDOy8vDqFGjkJ2dDblcjoiICOzYsQO9evUCACxduhRWVlYYMmQIlEolYmJisHLlSjEjExERIVdRjve23R2PNO2pZghu6CRyIiKqD2o9j7dSqcSRI0dw5coVlJaWwsPDA23btkVwcLCxMj4SzgNKRESGJAgCXvr+OP5Mz0VrPzl+Hd8ZNtZ1rudmvcfrN5kjve94HzhwAMuWLcNvv/2GyspKyOVyODg44Pbt21AqlQgJCcHLL7+MV199FS4uLsbMTEREJJrfTmfjz/Rc2FpLsHhoaxbdRKQ3vT4tnn76aTz33HMICgrCzp07UVRUhPz8fFy/fh2lpaW4cOECZs2ahYSEBDRr1gy7du0ydm4iIiKTyy9WYu6WVADApKimaO7NG01EpD+97nj369cPv/76K2xtbWtcHxISgpCQEO0c3NnZ2QYNSUREVBfM/S0Nt0sq0MLbBeO7NxY7DhHVM7Xu413fsI8YEREZws7UHLz8w3FYW0mwaUIXhPvJxY5k1nj9JnNU61lNBEHA8ePHcfnyZUgkEgQHB6Nt27Z8UhcREZmtwtJKzNqUAgB4uWsIi24ieii1Krz37NmDcePG4cqVK6i6UV5VfH/77bfo2rWrUUISERGJ6f1tacgrUiLEwwmTezYVOw4R1VN6D8XOyMhA//79ERQUhA0bNiA9PR1paWlYt24d/Pz80LdvX1y6dMmYWYmIiExu7/mbWHf8OiQSYPGQCNjbWosdiYjqKb37eE+aNAnp6ek6j3CvIggCoqOjERoaiuXLlxs85KNgHzEiInpYxUoVYpbuxY2CMozuHIS5T7cSO5LF4PWbzJHed7wTExMxZcqUGtdJJBJMmTIFe/bsMVQuIiIi0S3efhY3Csrg18AB/4lpLnYcIqrn9C68r169ivDw8HuuDwsLw5UrVwwSioiISGxHLuXj+0N3r2uLhkTASVrr+QiIiHToXXgXFxfD0dHxnusdHR1RWlpqkFBERERiKq9UY8aGMwCA4R380aVJQ5ETEZE5qNXX97S0NOTk5NS47tatWwYJREREJLalu84j81YJvGX2eLtfS7HjEJGZqFXh3bNnT9Q0FlMikUAQBM7lTURE9d6pawX4et/dWbrmDwqDzL7mpzYTEdWW3oV3ZmamMXMQERGJTqlS4z/rT0EjAM+08UXPll5iRyIiM6J34R0YGGjMHERERKJbsecizucWw93JDu8O4NSBRGRYehfep0+f1mu7iIiIhw5DREQklvRsBVbuyQAAzBsYBjcnO5ETEZG50bvwbtOmjbYv971IJBKo1WqDBCMiIjIVlVqD6etPQ6URENPKC33DvcWORERmiH28iYjI4n29LxNnbhRC7mCL9waGcbIAIjIK9vEmIiKLdvFmMZb+eR4AMLt/KDxl9iInIiJzpfcDdIiIiMyNWiNg+vrTqFBp0K2ZB4a0ayR2JCIyYyy8iYjIYn1/6DKOX7kDJztrfDA4nF1MiMioWHgTEZFFuna7FIu3nwMAzOzbEo1cHURORETmjoU3ERFZHEEQMGPDaZRVqvF4sBtGdgwQOxIRWYBaPTK+JklJSSgpKUFkZCQaNGhgiExERERG9fPRaziQkQ97WyssGhIBKyt2MSEi49O78F60aBGKi4vx3nvvAbh7t6BPnz7YuXMnAMDT0xMJCQlo1YpP+iIiororu7AM87elAwDefKo5gho6iZyIiCyF3l1Nfv75Z4SFhWlfr1+/Hnv37sW+fftw69YtPPbYY4iLizNKSCIiIkMQBAGzNqagSKlCG39XjOkSLHYkIrIgehfemZmZOo+D//333zF06FB06dIFbm5umDVrFg4dOmSUkERERIawOTkLCWfzYGdthcVDI2DNLiZEZEJ6F94qlQpSqVT7+tChQ+jcubP2ta+vL27dumXYdERERAZys0iJub+lAgBe69EEzbxcRE5ERJZG78K7cePG2Lt3LwDg6tWrOH/+PLp27apdf/36dbi7uxs+IRERkQHM3ZKKgtJKhPrI8Gr3xmLHISILpPfgyokTJ2LSpEnYt28fDh8+jMjISISGhmrX7969G23btjVKSCIiokexPSUH285kw9pKgsVDI2Brzdl0icj09C68X3rpJVhbW+O3335D165dMWfOHJ31WVlZGDt2rMEDEhERPYqC0grM3pwCAHi1WwjCGslFTkRElkoiCIIgdghjUigUkMvlKCwshEwmEzsOERGZ2LRfTuHXE9fR2MMJ215/Eva21mJHIj3w+k3mqNa/a7tx4wY+/fRTTJo0CZMmTcLy5ctx48aNhzr4ggUL0KFDB7i4uMDT0xPPPPMMzp07p7NN9+7dIZFIdH5effXVhzoeERFZlgMZN/HrieuQSIDFQ1uz6CYiUdXqjvfKlSsxdepUVFRUaL99KhQK2NnZ4eOPP8aECRNqdfDevXtj+PDh6NChA1QqFd5++22kpKQgLS0NTk53H2jQvXt3NGvWDPPmzdO+z9HRUe9vv/zGTET08MoqVLC2skJReSVc7G2h0mjgaPfIDz02qqrMivJKONpZY/+FW8jIK8aEqCZiR6Na4PWbzJHen57btm3D66+/jilTpmDatGnw8fEBAGRnZ+PDDz/E5MmTERQUhL59++p98O3bt+u8XrVqFTw9PXH8+HGdGVMcHR3h7e2t936JiOjRKSvV+CLpEuIPZkJRpoLMwQZjOgdjQvfGkNbRO8c1ZY6NDMJEFt1EVAfofce7e/fueOKJJ/D+++/XuH7WrFnYv38/EhMTHzpMRkYGmjZtijNnzmifktm9e3ekpqZCEAR4e3tjwIABmD17NhwdHfXaJ78xExHVXlmFCl8kXcKyhAvV1k3u2RTPdfBHRl6xCMnurYmnM9YevYpPEzKqrZvcsyle6RZS5+/W0//w+k3mSO/CWyaT4ejRo2jevHmN68+dO4cOHTpAoVA8VBCNRoOnn34aBQUF2L9/v3b5V199hcDAQPj6+uL06dN466230LFjR2zYsKHG/SiVSiiVSu1rhUIBf39//sclIqqFCpUGj83fBUWZqto6mYMNDs/siScW7cHtkgoR0lXn5mSH/W9FodOChHtmPvZOL9jZcBrB+oKFN5kjvb/6q9Vq2Nra3nO9ra0t1Gr1QweZOHEiUlJSdIpuAHj55Ze1fw4PD4ePjw969uyJixcvonHj6g9AWLBgAeLi4h46BxERAUXllTUWsACgKFPhTmklOgW74XJ+qYmT1SzI3RF3Sirum7movBLuztIa1xMRmYLehXerVq2wefNmvPHGGzWu37RpE1q1avVQISZNmoStW7di79698PPzu++2jz/+OIC73VJqKrxnzpyJqVOnal9X3fEmIiL9udjbQuZgc8+7xx7OUqx8ob0Iye6tQqW5b2YX+3vfPCIiMgW9f+c2ceJEvPPOO1i5ciVUqv99qKlUKqxYsQKzZs2q9awmgiBg0qRJ2LhxI3bv3o3g4OAHvic5ORkAtIM7/00qlUImk+n8EBFR7ag1GozpXPNn8pjOwVBpNCZO9GD1MTMRWZZaTSf45ptv4uOPP4aLiwsaN24MQRBw6dIlFBcX4/XXX8fSpUtrdfAJEyZg9erV2Lx5s07fcblcDgcHB1y8eBGrV69G37594e7ujtOnT+ONN96An58fkpKS9DoG+4gRET0cRVklvt53Cd8dulyvZjVZmXixXs3EQjXj9ZvMUa2fXHn48GGsWbMGFy7cHenerFkzDB8+HJ06dar9wSWSGpfHx8dj9OjRuHbtGl544QWkpKSgpKQE/v7+GDRoEGbNmsV5vImIjKi8Uo2RXx/Gq90ao1tzDxSXq+rNPN6lFSrY1LO5x6k6Xr/JHPGR8UREVM3m5BuYvDYZPnJ77JseBRtrzgZCpsXrN5kjvT9JAwMDMWbMGHz//fe4du2aMTMREZHIfjpyFQDwXAd/Ft1ERAai9+/exowZg8TERKxduxYVFRUIDg5GVFQUevTogaioKD5ZkojITGTkFeGvzNuwktwtvImIyDD0Lrznzp0L4O4Dag4cOICkpCQkJibihx9+QGVlJZo1a4YePXpgxYoVxspKREQmsPrI3d9q9mjhBR+5g8hpiIjMxyP38b5z5w6WLFmC5cuXo7i4+JEeomMM7CNGRKS/8ko1Hv8gAYVllYgf3QFRLTzFjkQWitdvMke1HuZdUVGBQ4cOITExEYmJiThy5AgaNWqEoUOHolu3bsbISEREJvL7mWwUllWikasDujbzEDsOEZFZ0bvwnjdvnrbQDgwMRNeuXfHyyy/jp59+gq+vrzEzEhGRiaz+e1Dl8A7+sLaqecpXIiJ6OLXq4x0QEIAlS5bg2Wefhbu7uzFzERGRiZ3PLcKxK3dgbSXBMA6qJCIyOL3niPrjjz8wfPhwrFq1Cr6+vggPD8drr72G9evX4+bNm8bMSEREJlB1tzu6pSe8ZPYipyEiMj8PNbiyqKgI+/btQ1JSEvbs2YNTp06hSZMmiIqKwmeffWaMnA+NgzOIiB6srEKNjh/8iaJyFb4b2xHd2L+bRMbrN5mjR5rVRK1W46+//sKWLVuwcuVKzmpCRFRPrTt2Df9Zfxr+bg5IejMKVuzfTSLj9ZvMUa1mNdFoNDh27Bj27NmDxMREHDhwACUlJfDz88OgQYMQFRVlrJxERGREq/+qGlQZwKKbiMhI9C68+/Tpg4MHD6KoqAi+vr6IiorC0qVLERUVhZCQEGNmJCIiI0rLUuDk1QLYWEnw7GN+YschIjJbehferq6u+PDDDxEVFYWmTZsaMxMREZnQ6r+uAACeauUFTxcOqiQiMha9C+81a9YYMwcREYmgRKnCppNZAICRHQNFTkNEZN70nk6QiIjMz2+nslCsVCHI3RGdG/P5DERExsTCm4jIglUNqhzRkYMqiYiMjYU3EZGFSrlRiNPXC2FnbYWh7TmokojI2Fh4ExFZqJ/+flJlTJg33J2lIqchIjJ/D1V4X7x4EbNmzcKIESOQl5cH4O4j5VNTUw0ajoiIjKNYqcKW5BsAgJEdA0ROQ0RkGWpdeCclJSE8PBxHjhzBhg0bUFxcDAA4deoU5syZY/CARERkeJuTb6CkQo0QDyd0CnETOw4RkUWodeE9Y8YMvP/++9i1axfs7Oy0y3v06IHDhw8bNBwRERmeIAhY/Xc3k5EdAyCRcFAlEZEp1LrwPnPmDAYNGlRtuaenJ27dumWQUEREZDynrxciNUsBOxsrDGnHQZVERKZS68Lb1dUV2dnZ1ZafPHkSjRo1MkgoIiIynqq73X3DvNHAye4BWxMRkaHUuvAePnw43nrrLeTk5EAikUCj0eDAgQN48803MWrUKGNkJCIiA1GUV2LLqb+fVPk4n1RJRGRKtS68P/jgA7Ro0QL+/v4oLi5GaGgounbtis6dO2PWrFnGyEhERAay+eQNlFWq0cTTGR2CGogdh4jIotjU9g12dnb4+uuvMXv2bKSkpKC4uBht27ZF06ZNjZGPiIgMRBAE7dzdHFRJRGR6tS68qwQEBCAggHO/EhHVFyevFeBsThGkHFRJRCSKWhfeY8eOve/6b7/99qHDEBGR8fx0+O7d7n4RPpA72oqchojI8tS68L5z547O68rKSqSkpKCgoAA9evQwWDAiIjKcwtJKbD19d1Dl84/zt5VERGKodeG9cePGass0Gg3Gjx+Pxo0bGyQUEREZ1oaT16FUadDcywXtAjiokohIDLWe1aTGnVhZYerUqVi6dKkhdkdERAb0zydVPt+JgyqJiMRikMIbAC5evAiVSmWo3RERkYEcu3IHF/KK4WBrjWfa8kFnRERiqXVXk6lTp+q8FgQB2dnZ2LZtG2JjYw0WjIiIDKPqbveA1j6Q2XNQJRGRWGp9x/vkyZM6P6dPnwYALFmyBJ988kmt9rVgwQJ06NABLi4u8PT0xDPPPINz587pbFNeXo6JEyfC3d0dzs7OGDJkCHJzc2sbm4jIIt0pqcC2M9kA+KRKIiKx1fqO9549ewx28KSkJEycOBEdOnSASqXC22+/jaeeegppaWlwcnICALzxxhvYtm0b1q1bB7lcjkmTJmHw4ME4cOCAwXIQEZmrX09cR4VKg1AfGVr7ycWOQ0Rk0SSCIAhih6hy8+ZNeHp6IikpCV27dkVhYSE8PDywevVqDB06FABw9uxZtGzZEocOHUKnTp0euE+FQgG5XI7CwkLIZDJjnwIRUZ0hCAJ6fpyESzdL8P4zYXihE+94U/3B6zeZo1rf8W7btq3eI+JPnDhRq30XFhYCANzc3AAAx48fR2VlJaKjo7XbtGjRAgEBAfcsvJVKJZRKpfa1QqGoVQYiInNxJPM2Lt0sgaOdNQa28RU7DhGRxat14d27d2+sXLkSoaGhiIyMBAAcPnwYqampGD9+PBwcHB4qiEajwZQpU9ClSxeEhYUBAHJycmBnZwdXV1edbb28vJCTk1PjfhYsWIC4uLiHykBEZE6qBlUObOMLFw6qJCISXa0L75s3b+L111/He++9p7N8zpw5uHbt2kM/Mn7ixIlISUnB/v37H+r9VWbOnKkz84pCoYC/v/8j7ZOIqL65XVKB7Sl3b1CM7MguJkREdUGtC+9169bh2LFj1Za/8MILeOyxxx6q8J40aRK2bt2KvXv3ws/PT7vc29sbFRUVKCgo0LnrnZubC29v7xr3JZVKIZVKa52BiMicrD9+DRVqDcIbyRHOQZVERHVCracTdHBwqHFGkQMHDsDe3r5W+xIEAZMmTcLGjRuxe/duBAcH66xv3749bG1tkZCQoF127tw5XL16VdvNhYiIdAmCgDV/XQMAjHw8QOQ0RERUpdZ3vKdMmYLx48fjxIkT6NixIwDgyJEj+PbbbzF79uxa7WvixIlYvXo1Nm/eDBcXF22/bblcDgcHB8jlcowbNw5Tp06Fm5sbZDIZXnvtNURGRuo1owkRkSU6dDEfmbdK4Cy1wdOtOaiSiKiuqHXhPWPGDISEhGDZsmX48ccfAQAtW7ZEfHw8hg0bVqt9ff755wCA7t276yyPj4/H6NGjAQBLly6FlZUVhgwZAqVSiZiYGKxcubK2sYmILMZPf/1vUKWTtNYf80REZCR1ah5vY+A8oERkSW4WKRG5IAEqjYBtrz+BVr7s3031E6/fZI5q3cebiIjqrnXHr0GlEdDa35VFNxFRHaPX7yDd3Nxw/vx5NGzYEA0aNLjvA3Ru375tsHBERKQ/jUbA2r8HVT7PQZVERHWOXoX30qVL4eLiAgD45JNPjJmHiIge0v6MW7h6uxQu9jYYEMFBlUREdY1ehXdsbGyNfyYiorqj6kmVg9s2goOdtchpiIjo3x5quLtGo0FGRgby8vKg0Wh01nXt2tUgwYiISH95inLsSs8FAIx8nE+qJCKqi2pdeB8+fBgjR47ElStX8O8JUSQSCdRqtcHCERGRfn45dg1qjYD2gQ3Q3NtF7DhERFSDWhfer776Kh577DFs27YNPj4+9x1oSURExqfW/ONJlR05qJKIqK6qdeF94cIFrF+/Hk2aNDFGHiIiqqW9F27iRkEZ5A626BfhI3YcIiK6h1rP4/34448jIyPDGFmIiOghaAdVtmsEe1sOqiQiqqtqfcf7tddew7Rp05CTk4Pw8HDY2trqrI+IiDBYOCIiur+cwnLsPpsHgHN3ExHVdbUuvIcMGQIAGDt2rHaZRCKBIAgcXElEZGI/H707qLJjkBuaeHJQJRFRXVbrwjszM9MYOYiIqJbUGgE/H73bzWQk73YTEdV5tS68AwM5PywRUV2QeC4PWYXlaOBoi95h3mLHISKiB9C78P70009rXC6Xy9GsWTNERkYaLBQRET1Y1aDKIe38OKiSiKge0LvwXrp0aY3LCwoKUFhYiM6dO2PLli1wc3MzWDgiIqrZjYIy7Dl3d1DlCHYzISKqF/SeTjAzM7PGnzt37iAjIwMajQazZs0yZlYiIvrbz39dhUYAOoW4obGHs9hxiIhID7Wex7smISEhWLhwIXbu3GmI3RER0X2o1Br8fOzvJ1U+znE3RET1hUEKbwAICAhATk6OoXZHRET3kHA2D7kKJdyd7BDTykvsOEREpCeDFd5nzpzhjCdERCZQNahy6GN+kNpwUCURUX2h9+BKhUJR4/LCwkIcP34c06ZNQ2xsrMGCERFRdddul2LvhZsAgBEdOKiSiKg+0bvwdnV1hUQiqXGdRCLBiy++iBkzZhgsGBERVbf26FUIAvBEk4YIaugkdhwiIqoFvQvvPXv21LhcJpOhadOmcHbmqHoiImOqVGvwy7HrAPikSiKi+kjvwrtbt27GzEFERA/wZ1oubhYp0dBZil6hHFRJRFTf6DW48urVq7Xa6Y0bNx4qDBER3dvqv+5+Fg97zA+21gYbG09ERCai1yd3hw4d8Morr+Do0aP33KawsBBff/01wsLC8OuvvxosIBERAVfyS7Dvwi1IJMCIjuxmQkRUH+nV1SQtLQ3z589Hr169YG9vj/bt28PX1xf29va4c+cO0tLSkJqainbt2mHx4sXo27evsXMTEVmUNX/dfWDOk0094O/mKHIaIiJ6GBJBEAR9Ny4rK8O2bduwf/9+XLlyBWVlZWjYsCHatm2LmJgYhIWFGTPrQ1EoFJDL5SgsLIRMJhM7DhFRrVWoNOi8MAG3iivwxQvt0TvMW+xIREbH6zeZI70HVwKAg4MDhg4diqFDhxorDxER/cvOtBzcKq6Ap4sUPVt6ih2HiIgeEkfnEBHVcVVPqnyugz8HVRIR1WP8BCciqsMyb5Xg4MV8SCR3C28iIqq/WHgTEdVha/6eQrB7Mw/4NeCgSiKi+oyFNxFRHaVUqbHu2N3ZTEY+HihyGiIielR6F95jx45FUVGRQQ++d+9eDBgwAL6+vpBIJNi0aZPO+tGjR0Mikej89O7d26AZiIjqqu0pObhTWgkfuT2imnuIHYeIiB6R3oX3d999h7KyMoMevKSkBK1bt8aKFSvuuU3v3r2RnZ2t/VmzZo1BMxAR1VU//WNQpQ0HVRIR1Xt6TydYi+m+9danTx/06dPnvttIpVJ4e3POWiKyLBl5Rfgr8zasOKiSiMhs1Goe76KiItjb2993G0NPcp+YmAhPT080aNAAPXr0wPvvvw93d/d7bq9UKqFUKrWvFQqFQfMQEZnC6iN3+3b3aOEFH7mDyGmIiMgQalV4N2vW7J7rBEGARCKBWq1+5FBVevfujcGDByM4OBgXL17E22+/jT59+uDQoUOwtrau8T0LFixAXFycwTIQEZlaeaUav564DgB4/vEAkdMQEZGh1KrwXr9+Pdzc3IyVpZrhw4dr/xweHo6IiAg0btwYiYmJ6NmzZ43vmTlzJqZOnap9rVAo4O/PX9MSUf3x+5lsFJZVopGrA7o246BKIiJzUavCu0uXLvD0FO9xxSEhIWjYsCEyMjLuWXhLpVJIpVITJyMiMpyqJ1UO7+APayuJyGmIiMhQ6tUw+evXryM/Px8+Pj5iRyEiMorzuUU4duUOrK0kGMZBlUREZkXvO96BgYH37Ff9sIqLi5GRkaF9nZmZieTkZLi5ucHNzQ1xcXEYMmQIvL29cfHiRUyfPh1NmjRBTEyMQXMQEdUVVXe7o1t6wkt2/8HsRERUv+hdeGdmZhr84MeOHUNUVJT2dVXf7NjYWHz++ec4ffo0vvvuOxQUFMDX1xdPPfUU3nvvPXYlISKzVFbxv0GVfFIlEZH50bvwbtCgASSS6n0N5XI5mjVrhjfffBO9evWq1cG7d+9+3/nBd+zYUav9ERHVZ1tPZ6GoXAV/Nwc82aSh2HGIiMjA9C68ly5dWmPhXVBQgOPHj6N///5Yv349BgwYYNCARESWYvVfVYMqA2DFQZVERGZH78J79OjR913fpk0bLFiwgIU3EdFDSM9W4OTVAthYSfDsY35ixyEiIiMw2Kwm/fv3x9mzZw21OyIii1I1qPKpVl7wdOGgSiIic2SwwlupVMLOzs5QuyMishilFSpsOnkDADCyIwdVEhGZK4MV3t988w3atGljqN0REVmM305loUipQqC7Izo3dhc7DhERGYnefbz/+Rj2fyosLMSJEydw/vx57N2712DBiIgsxU9/dzMZ2ZGDKomIzJnehffJkydrXC6TydCrVy9s2LABwcHBBgtGRGQJUm4U4vT1QthZW2Foew6qJCIyZ3oX3nv27DFmDiIii1R1tzsmzBvuznw4GBGROTNYH28iIqqdYqUKW5KrBlUGiJyGiIiMjYU3EZFINiffQEmFGiEeTugU4iZ2HCIiMjIW3kREIhAEQTt398iOATU+GZiIiMwLC28iIhGcvl6I1CwF7GysMKQdB1USEVkCFt5ERCKoutvdN8wbDZz48DEiIkvAwpuIyMQU5ZXYcioLADDycT6pkojIUug9nSARERlG0rk8ONhZo1EDB3QIaiB2HCIiMhEW3kREJlJWoYK1lRXaBjTA/reikFVQxkGVREQWhIU3EZEJKCvV+CLpEuIPZkJRpoLMwQZjOgdjQndHSG2txY5HREQmwMKbiMjIyipU+CLpEpYlXNAuU5SptK9f6RYCRzt+HBMRmTsOriQiMjJrKyvEH8yscV38wUzYWPGjmIjIEvDTnojIyIrKK6EoU9W4TlGmQlF5pYkTERGRGFh4ExEZmYu9LWQONXclkTnYwMXe1sSJiIhIDCy8iYiMLLuwDLGRQTWuG9M5GCqNxrSBiIhIFCy8iYiM6OLNYkz66QRGdw7C6z2baO98yxxsMLlnU0zo3pgDK4mILAQ/7YmIjKS8Uo2JP53A2ZwizP89He8PDMOkqKYoKq+Ei70tVBoNpxIkIrIgLLyJiIxk3tY0nM0pQkNnO8zo3QKO0rsfue7OUgCAHX/pSERkUfipT0RkBFtOZWH1kauQSIClz7WBp8xe7EhERCQyFt5ERAaWeasEM389DQCYFNUETzb1EDkRERHVBSy8iYgMqKpfd0mFGh2D3TC5Z1OxIxERUR3BwpuIyIDe35aGtGwF3J3ssHxEW9hY82OWiIju4hWBiMhAtp7Owo+HrwIAPn6uDbzYr5uIiP6BhTcRkQFcvlWCGb+eAQBMjGqMbs3Yr5uIiHSx8CYiekRKlRqT1pxAsVKFjkFueCO6mdiRiIioDhK18N67dy8GDBgAX19fSCQSbNq0SWe9IAh499134ePjAwcHB0RHR+PChQvihCUiuocPtqUj5YYCDRxtsWxEG/brJiKiGol6dSgpKUHr1q2xYsWKGtcvXrwYn376Kb744gscOXIETk5OiImJQXl5uYmTEhHV7Pcz2fju0BUAd/t1+8gdRE5ERER1lahPruzTpw/69OlT4zpBEPDJJ59g1qxZGDhwIADg+++/h5eXFzZt2oThw4ebMioRUTVX80vx1vq783W/2q0xopp7ipyIiIjqsjr7+9DMzEzk5OQgOjpau0wul+Pxxx/HoUOH7vk+pVIJhUKh80NEZGhKlRoTV59AkVKFxwIbYNpT7NdNRET3V2cL75ycHACAl5eXznIvLy/tuposWLAAcrlc++Pv72/UnERkmRb8fhZnbhTC1dEWn45oC1v26yYiogcwuyvFzJkzUVhYqP25du2a2JGIyMxsT8nBqoOXAQAfD2sNX1f26yYiogers4W3t7c3ACA3N1dneW5urnZdTaRSKWQymc4PEZGhXLtdiv+sPwUAeKVrCHq08HrAO4iIiO6qs4V3cHAwvL29kZCQoF2mUChw5MgRREZGipiMiCxVhUqDSatPoKhchXYBrngzprnYkYiIqB4RdVaT4uJiZGRkaF9nZmYiOTkZbm5uCAgIwJQpU/D++++jadOmCA4OxuzZs+Hr64tnnnlGvNBEZLEW/nEWp64XQu5gi+Uj27FfNxER1YqohfexY8cQFRWlfT116lQAQGxsLFatWoXp06ejpKQEL7/8MgoKCvDEE09g+/btsLe3FysyEVmonak5+PZAJgBgybOt0Yj9uomIqJYkgiAIYocwJoVCAblcjsLCQvb3JqKHcu12Kfp9ug+KchVefCIYs/qHih2JyOzx+k3miL8nJSK6jwqVBq+tOQlFuQpt/F0xvXcLsSMREVE9xcKbiOg+PtxxFsnXCiCzt8HyEW1hZ8OPTSIieji8ghAR3cOfabn4et/dft0fPdsa/m6OIiciIqL6jIU3EVENbhSUYdq6u/N1j+0SjKda3fv5AURERPpg4U1E9C+Vag1eW30ChWWVaO0nx4w+7NdNRESPjoU3EdG/fLTjHE5cLYCLvQ0+G9mO/bqJiMggeDUhIvqH3Wdz8eXeSwCAD4eyXzcRERkOC28ior9lFZRh6i93+3WP7hyE3mHs101ERIbDwpuICHf7db++5iQKSisR3kiOmX3Zr5uIiAyLhTcREYCPd53HsSt34CK1wYqR7SC1sRY7EhERmRkW3kRk8facy8PniRcBAIuGRiDAnf26iYjI8Fh4E5FFyy4sw7S/+3WPigxE33AfkRMREZG5YuFNRBZL9Xe/7tslFWjlK8PbfVuKHYmIiMwYC28islhL/zyPo5fvwPnvft32tuzXTURExsPCm4gsUtL5m1j5d7/uhUPCEdTQSeRERERk7lh4E5HFyVWUY+rPyRAE4IVOAegf4St2JCIisgAsvInIolT1684vqUCojwyz+oWKHYmIiCwEC28isijLEi7gSOZtONlZY8Xz7NdNRESmw8KbiCzG/gu38NmeDADAB4PDEcx+3UREZEIsvInIIuQpyjHl55MQBGBExwAMbNNI7EhERGRhWHgTkdlTawRMXpuMW8UVaOHtgjkD2K+biIhMj4U3EZm9TxMu4NClfDiyXzcREYmIhTcRmbUDGbfw6e4LAIAPBoWjsYezyImIiMhSsfAmIrOVV1SOyWvvztc9vIM/nmnLft1ERCQeFt5EZJbUGgFv/JyMW8VKNPdywZwBrcSOREREFo6FNxGZpc92Z+BAxv/6dTvYsV83ERGJi4U3EZmdgxdvYVnCeQDA+8+EoYkn+3UTEZH4WHgTkVm5WaTE5LXJ0AjAs+39MLidn9iRiIiIALDwJiIzotEImPpLMm4WKdHMyxnzBoaJHYmIiEiLhTcRmY2ViRnYd+EWHGytsWIk+3UTEVHdwsKbiMzC4Uv5+HjX3X7d7z0ThqZeLiInIiIi0sXCm4jqvfxiJSavPQmNAAxp54eh7dmvm4iI6p46XXjPnTsXEolE56dFixZixyIyO2UVKlSoNMgvVqJCpUFphUrsSA9UlflWsRKOdjZ4b2AYerTwxHvPcL5uIiKqm2zEDvAgrVq1wp9//ql9bWNT5yMT1SvKSjW+SLqE+IOZUJSpIHOwwZjOwZjQvTGktnWzj3RNmWMjg7BiZFs42PEzgoiI6qY6f4WysbGBt7e32DGIzFJZhQpfJF3CsoQL2mWKMpX29SvdQuBYxwrZe2VevjsDVhJJncxMREQE1IPC+8KFC/D19YW9vT0iIyOxYMECBAQE3HN7pVIJpVKpfa1QKEwRk6hesrayQvzBzBrXxR/MxCvdQtDpgwTcKa0wcbKaNXC0w+43u90388SoJiZORUREpJ86XXg//vjjWLVqFZo3b47s7GzExcXhySefREpKClxcap6xYMGCBYiLizNxUqL6qaCsAoqymvtzK8pUuF1SAbmDLXIU5SZOVjO5gy3yi++fuai8Eu7OUhMnIyIiejCJIAiC2CH0VVBQgMDAQHz88ccYN25cjdvUdMfb398fhYWFkMlkpopKVKddv1OK5bszMGdAKDotSKixkJU52ODYO72QX6KEpo58SlhJAHcnKR6bv+u+me1s6vS4cSLSg0KhgFwu5/WbzEqdvuP9b66urmjWrBkyMjLuuY1UKoVUyrtdRDUpUarwRdJFfLX3EpQqDaJbemJ05yB8mlD9/9SYzsFQaTTwkTuIkPTeyipUGNM5WKePd5WqzHZ1e8ImIiKyUPWq8C4uLsbFixfxf//3f2JHIapXNBoBG0/ewOIdZ5GruPsboU4hbghq6ISuTT0ggaTezGriYGeDCd0bA0C9yUxERATU8a4mb775JgYMGIDAwEBkZWVhzpw5SE5ORlpaGjw8PPTaB39VRZbu+JU7mLc1DaeuFQAA/N0c8E7flohp5Q2JRAIAKK1QwcbKCkXllXCxt4VKo6nzM4PUx8xEpD9ev8kc1emr1PXr1zFixAjk5+fDw8MDTzzxBA4fPqx30U1kybIKyrBo+1lsTs4CADjZWWNSj6YY0yUI9v+6K1xVsFYNSqwPXTXqY2YiIrJsdbrwXrt2rdgRiOqdsgo1vki6iC/3XkR5pQYSCfBsez+8GdMcni72YscjIiKyWHW68CYi/QmCgC2nsrDwj7PILrw7/V/HIDe8OyAUYY3kIqcjIiIiFt5EZiD5WgHifkvFyasFAIBGrg54u29L9A3/Xz9uIiIiEhcLb6J6LKewHIu3n8WGkzcAAI521pgY1QTjngiu1o+biIiIxMXCm6geKq9U4+u9l7Ay8SLKKtUAgCHt/DC9d3N4ydiPm4iIqC5i4U1UjwiCgK2ns7Hwj7O4UVAGAGgf2ABzBoQiws9V3HBERER0Xyy8ieqJM9cLMW9rKo5evgMA8JXbY0bflhgQ4cN+3ERERPUAC++HUFahgjUf3GESbGsgT1GOxTvO4dcT1yEIgIOtNcZ3b4yXngyBgx37cRMREdUXllXBGICyUo0vki7xUdUmYOltXV6pxjf7M7FyTwZKKu724x7UthGm924OH7mDyOmIiIiotlh410JZhQpfJF3CsoQL2mWKMpX29SvdQizubqyxWHJbC4KAP1Jy8MHv6bh+524/7jb+rnh3QCjaBTQQOR0RERE9LD5juRasrawQfzCzxnXxBzNhY8XmNAS1RrDYtk65UYjhXx3GhJ9O4PqdMnjL7PHJc22wYXxnFt1ERET1nHneMjSSovJKKMpUNa5TlKmQV3R3TmUnqS1a+coQ6itDS28Z++HeR3mlGudzi5CapUBqViFSsxRQawSsGNnuvm19s1iJ1YevoIGTHVr5yhHqK4PcwdbE6Q3nZpESS3aew8/HrkEQAKmNFV7p1hivmvGdfSIiIkvDK3otuNjbQuZgU2NBKHOwgZuTHfZn5ON2SYV2uZUECPFwRitf2d8/crTylcHV0c6U0euEwrJKpGcrtEV2WpYCGXnFUGkEne3cnOzg7mx337Zu4GiLNUev6bS1XwMHnTZu5SuHl0xap2f8UKrUiD9wGZ/tzkCx8u65Pt3aF2/1aYFGruzHTUREZE5YeNeCWqPBmM7BOv2Oq4zpHIzyCjXeGximvXObmqXArWIlMvKKkZFXjM3JWdrtG7k6IPRfxbiP3L5OF4n6EgQBeUXKu+1w4+9CO7sQ126X1bh9A0dbbRuE/t0eEHDftr5dUoHRnYO0bX39Tpn2Z0dqrnZbdyc77T6rvvwEuTvBykrcdhYEATvTcvHB7+m4kl8KAIjwk2POgFC0D3QTNRsREREZh0QQBOHBm9VfCoUCcrkchYWFkMlkj7w/ZaUaKxMv6j3TRl5ROVKzFEj7R1eKqkLr3xo42lYrEoMbOsNa5CLxfjQaAVdul+p82UjLKsSt4ooat2/k+q+70o1k8JbV/IWjNm1dWFqJ1OzCv9v5bltfvFkCtab6P29HO2u09JHp/BaiqZczpDam6RKUnq3Ae1vTcPBiPgDA00WKt3q3wKC2jUT/QkBEVFcY+vpNVBew8H4IpRUq2DzC3NKK8kqkawvEu0ViTV0ugLtzNrfwcdEpVpt5ucBehOn0KlQanM8t0n6JSMtWID27SNtF4p+sJEBjbReb/93Nrm0Xm0dp6/JKNc7l6PYfP5ujQHmlptq2ttYSNPF00SnGW/q4wMXecP3G84uVWLLrPNb+dRUaAbCzscLLT4ZgfPfGcJLyl09ERP/EwpvMEQvvOkKpUuN8TrG2QLxb1CpQ+vf8zf9kbSVBk7+L2qo75PoMLqzNw2iKlaq7/bFv/O9O9oW8IlSqq/9zkdpYocW/7iC38Bbny8GDqNQaZN4q0SnGU7MUKCyrrHH7QHdH7TlVdQ3ydLG/7zH+3c6Vag1+P52NeVvTUPT3l5R+ET6Y2acF/Bo4GvwciYjMQX25fhPVBgvvOkytEXA5v0RnMGJqlkJnQOE/+bs5oJXP/7pwtPKVw9Pl7uDC+3XbKKlQ4/T1Am3Bn5alwOX8EtT0L0Nmb6PTTaSVrxwhDZ1gY11/p/cTBAE3Csr+0U3lbneZrMLyGrf3cJFWGyzr38ARVlY1t3NsZBBGdw7CsC8Pw8HOCu/2b4WOwezHTUR0P/X5+k10Lyy86xlBEJCjKP/foMW/u3xUPWjl3xo62+Hz59tj34Wb+HR3RrX1r/VogvBGcrz8w/Fq63zk9n/fVZcj9O872n4NHMxiAKg+bpdU6PTNT80qxKVbNX8hcZHa4L+xj+FAxq17tvPgdn4IdHNkP24iIj2Y2/WbCOCsJvWORCKBj9wBPnIHRId6aZfXNLgwI68YGgFo1UiGcd8frXF/3x26jMMze6JtgCv8Gjhq7+SG+sjg7iw11WnVSW5OdniiaUM80bShdllphQrp2UV//2agqt94EWxtrBDuJ8dLPxyrcV/fHbqM13o0ZdFNRERkwVh4mwm5oy06N26Izo3/VySWV6pxOb8EReWq+z6MpqxCjY0Tupgqar3maGeD9oEN0D7wf0+RrFRrcP1O6QPbuai80uK/zBAREVmy+tsxlx7I3tYaLbxlaOB492E0NZE52Bh05g5LZGttheCGzmxnIiIiui8W3hag6sE/NRnTORgqTfXp9aj22M5ERER0P+xqYgEc7GwwoXtjAND7wT9Ue2xnIiIiuh/OamJBHvXBP6QftjMR0aPj9ZvMEasBC1JV/FUN8LNjTyOjYDsTERFRTVgREBERERGZAAtvIiIiIiITYOFNRERERGQCLLyJiIiIiEyAhTcRERERkQmw8CYiIiIiMgEW3kREREREJsDCm4iIiIjIBFh4ExERERGZAAtvIiIiIiITMPtHxguCAABQKBQiJyEiIiJ9VV23q67jRObA7AvvoqIiAIC/v7/ISYiIiKi2ioqKIJfLxY5BZBASwcy/Smo0GmRlZcHFxQUSicRg+1UoFPD398e1a9cgk8kMtl+qjm1tGmxn02A7mwbb2TSM2c6CIKCoqAi+vr6wsmLPWDIPZn/H28rKCn5+fkbbv0wm44e6ibCtTYPtbBpsZ9NgO5uGsdqZd7rJ3PArJBERERGRCbDwJiIiIiIyARbeD0kqlWLOnDmQSqViRzF7bGvTYDubBtvZNNjOpsF2Jqodsx9cSURERERUF/CONxERERGRCbDwJiIiIiIyARbeREREREQmwMKbiIiIiMgELLrwXrBgATp06AAXFxd4enrimWeewblz53S2KS8vx8SJE+Hu7g5nZ2cMGTIEubm5Otu8/vrraN++PaRSKdq0aVPtOImJiRg4cCB8fHzg5OSENm3a4KeffjLmqdUppmrnf8rIyICLiwtcXV0NfDZ1lynbWRAEfPTRR2jWrBmkUikaNWqE+fPnG+vU6hRTtvOOHTvQqVMnuLi4wMPDA0OGDMHly5eNdGZ1jyHa+tSpUxgxYgT8/f3h4OCAli1bYtmyZdWOlZiYiHbt2kEqlaJJkyZYtWqVsU+vzjBVO2/YsAG9evWCh4cHZDIZIiMjsWPHDpOcI1FdYdGFd1JSEiZOnIjDhw9j165dqKysxFNPPYWSkhLtNm+88QZ+++03rFu3DklJScjKysLgwYOr7Wvs2LF47rnnajzOwYMHERERgV9//RWnT5/GmDFjMGrUKGzdutVo51aXmKqdq1RWVmLEiBF48sknDX4udZkp23ny5Mn473//i48++ghnz57Fli1b0LFjR6OcV11jqnbOzMzEwIED0aNHDyQnJ2PHjh24detWjfsxV4Zo6+PHj8PT0xM//vgjUlNT8c4772DmzJn47LPPtNtkZmaiX79+iIqKQnJyMqZMmYIXX3zRYopCU7Xz3r170atXL/z+++84fvw4oqKiMGDAAJw8edKk50skKoG08vLyBABCUlKSIAiCUFBQINja2grr1q3TbpOeni4AEA4dOlTt/XPmzBFat26t17H69u0rjBkzxiC56xtjt/P06dOFF154QYiPjxfkcrmh49cbxmrntLQ0wcbGRjh79qzRstcnxmrndevWCTY2NoJardYu27JliyCRSISKigrDn0g98KhtXWXChAlCVFSU9vX06dOFVq1a6Wzz3HPPCTExMQY+g/rBWO1ck9DQUCEuLs4wwYnqAYu+4/1vhYWFAAA3NzcAd7/BV1ZWIjo6WrtNixYtEBAQgEOHDj3ysaqOY2mM2c67d+/GunXrsGLFCsMFrqeM1c6//fYbQkJCsHXrVgQHByMoKAgvvvgibt++bdgTqCeM1c7t27eHlZUV4uPjoVarUVhYiB9++AHR0dGwtbU17EnUE4Zq639//h46dEhnHwAQExPzyJ/z9ZWx2vnfNBoNioqKLPZaSJaJhfffNBoNpkyZgi5duiAsLAwAkJOTAzs7u2r9hL28vJCTk/PQx/rll19w9OhRjBkz5lEi10vGbOf8/HyMHj0aq1atgkwmM2TseseY7Xzp0iVcuXIF69atw/fff49Vq1bh+PHjGDp0qCFPoV4wZjsHBwdj586dePvttyGVSuHq6orr16/jl19+MeQp1BuGauuDBw/i559/xssvv6xdlpOTAy8vr2r7UCgUKCsrM+yJ1HHGbOd/++ijj1BcXIxhw4YZLD9RXWcjdoC6YuLEiUhJScH+/fuNepw9e/ZgzJgx+Prrr9GqVSujHqsuMmY7v/TSSxg5ciS6du1q8H3XN8ZsZ41GA6VSie+//x7NmjUDAHzzzTdo3749zp07h+bNmxv8mHWVMds5JycHL730EmJjYzFixAgUFRXh3XffxdChQ7Fr1y5IJBKDH7MuM0Rbp6SkYODAgZgzZw6eeuopA6YzH6Zq59WrVyMuLg6bN2+Gp6fnQx+LqL7hHW8AkyZNwtatW7Fnzx74+flpl3t7e6OiogIFBQU62+fm5sLb27vWx0lKSsKAAQOwdOlSjBo16lFj1zvGbufdu3fjo48+go2NDWxsbDBu3DgUFhbCxsYG3377raFOo84zdjv7+PjAxsZGW3QDQMuWLQEAV69efbTw9Yix23nFihWQy+VYvHgx2rZti65du+LHH39EQkICjhw5YqjTqBcM0dZpaWno2bMnXn75ZcyaNUtnnbe3d7VZZ3JzcyGTyeDg4GDYk6nDjN3OVdauXYsXX3wRv/zyS7UuPkTmzqILb0EQMGnSJGzcuBG7d+9GcHCwzvr27dvD1tYWCQkJ2mXnzp3D1atXERkZWatjJSYmol+/fli0aNF9f/VmjkzVzocOHUJycrL2Z968eXBxcUFycjIGDRpksPOpq0zVzl26dIFKpcLFixe1y86fPw8ACAwMfMSzqPtM1c6lpaWwstL9iLa2tgZw97cOlsBQbZ2amoqoqCjExsbWOO1lZGSkzj4AYNeuXbX+nK+vTNXOALBmzRqMGTMGa9asQb9+/YxzQkR1mZgjO8U2fvx4QS6XC4mJiUJ2drb2p7S0VLvNq6++KgQEBAi7d+8Wjh07JkRGRgqRkZE6+7lw4YJw8uRJ4ZVXXhGaNWsmnDx5Ujh58qSgVCoFQRCE3bt3C46OjsLMmTN1jpOfn2/S8xWLqdr53yxtVhNTtbNarRbatWsndO3aVThx4oRw7Ngx4fHHHxd69epl0vMVi6naOSEhQZBIJEJcXJxw/vx54fjx40JMTIwQGBiocyxzZoi2PnPmjODh4SG88MILOvvIy8vTbnPp0iXB0dFR+M9//iOkp6cLK1asEKytrYXt27eb9HzFYqp2/umnnwQbGxthxYoVOtsUFBSY9HyJxGTRhTeAGn/i4+O125SVlQkTJkwQGjRoIDg6OgqDBg0SsrOzdfbTrVu3GveTmZkpCIIgxMbG1ri+W7dupjtZEZmqnf/N0gpvU7bzjRs3hMGDBwvOzs6Cl5eXMHr0aIv5ImnKdl6zZo3Qtm1bwcnJSfDw8BCefvppIT093URnKj5DtPWcOXNq3EdgYKDOsfbs2SO0adNGsLOzE0JCQnSOYe5M1c73+jcfGxtrupMlEplEEATh4e6VExERERGRviy6jzcRERERkamw8CYiIiIiMgEW3kREREREJsDCm4iIiIjIBFh4ExERERGZAAtvIiIiIiITYOFNRERERGQCLLyJSG9BQUH45JNP7ruNRCLBpk2bAACXL1+GRCJBcnKyUXPNnTsXbdq0MeoxiIiIHhULbyILMXr0aEgkEkgkEtjZ2aFJkyaYN28eVCqV0Y7p7++P7OxshIWFGWyf/yzsq7z55ptISEgw2DH+7datW/D29sYHH3xQbd2wYcPQqVMnqNVqox2fiIjMg43YAYjIdHr37o34+HgolUr8/vvvmDhxImxtbTFz5kyjHM/a2hre3t5G2fc/OTs7w9nZ2Wj7b9iwIb766is8++yzGDBgAMLDwwEA69atw9atW3Hy5ElYW1sb9JhqtRoSiQRWVrw/QkRkLviJTmRBpFIpvL29ERgYiPHjxyM6OhpbtmwBAHTv3h1TpkzR2f6ZZ57B6NGjdZYVFRVhxIgRcHJyQqNGjbBixYp7Hq+mriapqano378/ZDIZXFxc8OSTT+LixYsAgKNHj6JXr15o2LAh5HI5unXrhhMnTmjfGxQUBAAYNGgQJBKJ9vW/u5poNBrMmzcPfn5+kEqlaNOmDbZv314t14YNGxAVFQVHR0e0bt0ahw4duue5PP300xg5ciRiY2NRWVmJmzdvYuLEiVi4cCGaN2+OzZs3o127drC3t0dISAji4uJ0fpvw8ccfIzw8HE5OTvD398eECRNQXFysXb9q1Sq4urpiy5YtCA0NhVQqxdWrV++Zh4iI6h8W3kQWzMHBARUVFbV6z4cffojWrVvj5MmTmDFjBiZPnoxdu3bp9d4bN26ga9eukEql2L17N44fP46xY8dqC9SioiLExsZi//79OHz4MJo2bYq+ffuiqKgIwN3CHADi4+ORnZ2tff1vy5Ytw5IlS/DRRx/h9OnTiImJwdNPP40LFy7obPfOO+/gzTffRHJyMpo1a4YRI0bct+vNsmXLkJ+fj/feew8TJkxAWFgYXnvtNezbtw+jRo3C5MmTkZaWhi+//BKrVq3C/Pnzte+1srLCp59+itTUVHz33XfYvXs3pk+frrP/0tJSLFq0CP/973+RmpoKT09PvdqViIjqCYGILEJsbKwwcOBAQRAEQaPRCLt27RKkUqnw5ptvCoIgCN26dRMmT56s856BAwcKsbGx2teBgYFC7969dbZ57rnnhD59+mhfAxA2btwoCIIgZGZmCgCEkydPCoIgCDNnzhSCg4OFiooKvTKr1WrBxcVF+O2332rcf5U5c+YIrVu31r729fUV5s+fr7NNhw4dhAkTJujk+u9//6tdn5qaKgAQ0tPT75spISFBsLa2FmQymXD58mVBEAShZ8+ewgcffKCz3Q8//CD4+Pjccz/r1q0T3N3dta/j4+MFAEJycvJ9j09ERPUX+3gTWZCtW7fC2dkZlZWV0Gg0GDlyJObOnVurfURGRlZ7/aCZTqokJyfjySefhK2tbY3rc3NzMWvWLCQmJiIvLw9qtRqlpaW16nKhUCiQlZWFLl266Czv0qULTp06pbMsIiJC+2cfHx8AQF5eHlq0aHHP/ffo0QOdOnVCmzZtEBgYCAA4deoUDhw4oHOHW61Wo7y8HKWlpXB0dMSff/6JBQsW4OzZs1AoFFCpVDrrAcDOzk4nExERmRcW3kQWJCoqCp9//jns7Ozg6+sLG5v/fQRYWVlBEASd7SsrKw16fAcHh/uuj42NRX5+PpYtW4bAwEBIpVJERkbWujuMvv75BUAikQC42z/8QWxsbHTarri4GHFxcRg8eHC1be3t7XH58mX0798f48ePx/z58+Hm5ob9+/dj3LhxqKio0BbeDg4O2hxERGR+WHgTWRAnJyc0adKkxnUeHh7Izs7Wvlar1UhJSUFUVJTOdocPH672umXLlnodPyIiAt999x0qKytrvOt94MABrFy5En379gUAXLt2Dbdu3dLZxtbW9r5T98lkMvj6+uLAgQPo1q2bzr47duyoV87aateuHc6dO3fPtj1+/Dg0Gg2WLFminaXkl19+MUoWIiKquzi4kogA3O1CsW3bNmzbtg1nz57F+PHjUVBQUG27AwcOYPHixTh//jxWrFiBdevWYfLkyXodY9KkSVAoFBg+fDiOHTuGCxcu4IcffsC5c+cAAE2bNsUPP/yA9PR0HDlyBM8//3y1u+RBQUFISEhATk4O7ty5U+Nx/vOf/2DRokX4+eefce7cOcyYMQPJycl656ytd999F99//z3i4uKQmpqK9PR0rF27FrNmzQIANGnSBJWVlVi+fDkuXbqEH374AV988YVRshARUd3FwpuIAABjx45FbGwsRo0ahW7duiEkJKTa3W4AmDZtGo4dO4a2bdvi/fffx8cff4yYmBi9juHu7o7du3ejuLgY3bp1Q/v27fH1119r735/8803uHPnDtq1a4f/+7//w+uvv15tZo8lS5Zg165d8Pf3R9u2bWs8zuuvv46pU6di2rRpCA8Px/bt27FlyxY0bdq0lq2in5iYGGzduhU7d+5Ehw4d0KlTJyxdulTbB7x169b4+OOPsWjRIoSFheGnn37CggULjJKFiIjqLonw706dRERERERkcLzjTURERERkAiy8iYiIiIhMgIU3EREREZEJsPAmIiIiIjIBFt5ERERERCbAwpuIiIiIyARYeBMRERERmQALbyIiIiIiE2DhTURERERkAiy8iYiIiIhMgIU3EREREZEJsPAmIiIiIjKB/wcuJ7MvQWbh+QAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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BAxg+fLiuwxGvmP3799OvXz/KlSvH8uXLcXR01HVIQgghxDOROTRCCCGEEEKIV5bMoRFCCCGEEEK8siShEUIIIYQQQryyXvs5NDk5OVy7dg0LCwuZNC2EEEK8IhRF4d69ezg7O6OnV7Lfv+bk5JCRkVGibQghCs/AwAC1Wl3o8q99QnPt2jVcXFx0HYYQQgghnsGVK1coW7ZsidWfkZFBTEwMOTk5JdaGEKLorK2tcXR0LFSHxGuf0FhYWAAP/4doaWmp42iEEEIIURjJycm4uLho/o6XBEVRiI+PR61W4+LiUuI9QUKIp1MUhdTUVG7evAmAk5PTU8957ROa3KzO0tJSEhohhBDiFVOSw8WzsrJITU3F2dkZU1PTEmtHCFE0JiYmANy8eZPSpUs/dfiZfBUhhBBCiDdSdnY2AIaGhjqORAjxuNwvGTIzM59aVhIaIYQQQrzRZNEgIV4+Rfm9lIRGCCGEEEII8cqShEYIIYQQQpQ4lUrFpk2bdB2GeA1JQiOEEEII8Qo6ePAgarWatm3b6joULcHBwfj6+ubZHx8fT+vWrV98QOK1JwmNEEIIIcQraOnSpYwcOZIDBw5w7do1XYfzVI6OjhgZGek6DPEakoRGCCGEEOIVk5KSwrp16xg2bBht27YlNDRU6/iWLVuoXbs2xsbG2NnZ0bFjR82xxMRE+vTpg42NDaamprRu3Zrz589rjufXwzJ37lzc3Nw0n8PDw6lTpw5mZmZYW1vToEEDYmNjCQ0NZdKkSZw8eRKVSoVKpdLE9viQs6tXr9KjRw9KlSqFmZkZtWrV4vDhwwCcPHmSpk2bYmFhgaWlJTVr1uTo0aPFcu/E6+e1fw+NEEIIIURhKIrCg8xsnbRtYqAu0qpOP/30E5UqVcLLy4v333+fDz/8kPHjx6NSqQgLC6Njx458+umnrFixgoyMDLZt26Y5NzAwkPPnz7N582YsLS35+OOPadOmDWfPnsXAwOCpbWdlZdGhQwcGDRrEmjVryMjI4MiRI6hUKrp168Zff/3Fjh072LNnDwBWVlZ56khJSaFx48aUKVOGzZs34+joyPHjx8nJyQGgV69e+Pn5sXjxYtRqNVFRUYWKTbyZJKERQgghhAAeZGZT+fOdOmn77OSWmBoW/rFs6dKlvP/++wC0atWKpKQk9u/fT5MmTZgyZQrdu3dn0qRJmvLVq1cH0CQyERER1K9fH4BVq1bh4uLCpk2b6NKly1PbTk5OJikpiXbt2lGhQgUAvL29NcfNzc3R19fH0dGxwDpWr17NrVu3iIyMpFSpUgBUrFhRczwuLo5x48ZRqVIlADw8PAp1X8SbSYacCSGEEEK8QqKjozly5Ag9evQAQF9fn27durF06VIAoqKiaN68eb7nnjt3Dn19ferWravZZ2tri5eXF+fOnStU+6VKlSIwMJCWLVvSvn175s2bR3x8fJGuISoqCj8/P00y87gxY8YwcOBA/P39mT59OhcvXixS/eLNIj00QgghhCiy7OwHqFT6ZGUlo69viaJkolab6jqs52JioObs5JY6a7uwli5dSlZWFs7Ozpp9iqJgZGTEggULMDExea5Y9PT0UBRFa9/jb2sPCQlh1KhR7Nixg3Xr1jFhwgR2797NW2+9Vag2nhZjcHAwPXv2JCwsjO3btzNx4kTWrl2rNRdIiFzSQyOEEEKIIsnOTic29jt+/6OOZouNXUJ2drquQ3suKpUKU0N9nWyFnT+TlZXFihUrmDVrFlFRUZrt5MmTODs7s2bNGqpVq8bevXvzPd/b25usrCzN5HuAhIQEoqOjqVy5MgD29vZcv35dK6mJiorKU5efnx/jx4/nzz//pEqVKqxevRoAQ0NDsrOfPBepWrVqREVFcefOnQLLeHp6Mnr0aHbt2kWnTp0ICQl5Yp3izSUJjRBCCCEKLTv7AbGxi4m5/A1ZWckAZGUlE3N5PrGx35KdnarjCF9vW7duJTExkQEDBlClShWtLSAggKVLlzJx4kTWrFnDxIkTOXfuHKdPn2bGjBnAw7ko7733HoMGDeKPP/7g5MmTvP/++5QpU4b33nsPgCZNmnDr1i2++uorLl68yMKFC9m+fbsmhpiYGMaPH8/BgweJjY1l165dnD9/XjOPxs3NjZiYGKKiorh9+zbp6XkT3R49euDo6EiHDh2IiIjg0qVL/PLLLxw8eJAHDx4wYsQIwsPDiY2NJSIigsjISK15OkI8ShIaIYQQQhSaSqXPlavL8z125WooKpWsRFWSli5dir+/f74rhwUEBHD06FFKlSrF+vXr2bx5M76+vjRr1owjR45oyoWEhFCzZk3atWtHvXr1UBSFbdu2aVYR8/b2ZtGiRSxcuJDq1atz5MgRxo4dqznf1NSUv//+m4CAADw9PRk8eDBBQUEMGTJEE0erVq1o2rQp9vb2rFmzJk+shoaG7Nq1i9KlS9OmTRuqVq3K9OnTUavVqNVqEhIS6NOnD56ennTt2pXWrVtrLXIgxKNUyuODJF8zycnJWFlZkZSUhKWlpa7DEUIIIV5pGRkJ/P5HnQKPN3w7EkPD/Cd6F8WL+PudlpZGTEwM7u7uGBsbl0gbQohnU5TfT+mhEUIIIUSh6etboq+ff4Lx8JjFC45ICPGmk4RGCCGEEIWmKFm4lA3M95hL2UAUJTPfY0IIUVJk2WYhhBBCFJpabYKr61AUcrh6dYVm2WaXsoG4ug5FrTbSdYhCiDeMJDRCCCGEKJKsrCQsLarwdoMIsrMfPPIeGklmhBAvngw5E0IIIUSR3Lq1m1Onh3L6r5EYGtqip2fwyr9UUwjx6pKERgghhBBFcjvh4Usbra1q6zgSIYSQhEYIIYQQRZCdnUpi4kEA7Oya6TgaIYSQhEYIIYQQRXDnzh/k5GRgbOyCmZmHrsMRQghJaIQQQghReLdu7wMe9s6oVCodRyOEEJLQCCGEEKKQFCWHhITfALC3a67jaMSLEBwcjK+vr+ZzYGAgHTp0eK46w8PDUalU3L1795nrKI44nuTx6xYvN0lohBBCCFEoycmnyMi4jVptjrW1LAigawcPHkStVtO2bdsX1ua8efMIDQ0t8Xbc3NxQqVSoVCrMzMyoUaMG69evL/F2c40dO5a9e/e+sPbE85GERgghhBCFcvv2wwc8W9tG6OkZ6jgasXTpUkaOHMmBAwe4du3aC2nTysoKa2vrF9LW5MmTiY+P58SJE9SuXZtu3brx559/vpC2zc3NsbW1fSFtiecnCY0QQgghCuV2wv/Pn7GV1c10LSUlhXXr1jFs2DDatm2bp9ckd1hXWFgY1apVw9jYmLfeeou//vpLUyY0NBRra2s2bdqEh4cHxsbGtGzZkitXrhTY7uNDvXJycpg2bRru7u6YmJhQvXp1fv75Z61ztm3bhqenJyYmJjRt2pTLly8X6hotLCxwdHTE09OThQsXYmJiwpYtW7TKfP311zg5OWFra0tQUBCZmZnAw2SoSpUqeer09fXls88+09yjOnXqYGZmhrW1NQ0aNCA2NhbIf8jZsmXL8PHxwcjICCcnJ0aMGAGAoigEBwdTrlw5jIyMcHZ2ZtSoUYW6RlE8JKERQgghxFM9ePAvKSl/A3rY2TXRdTglQ1Eg475uNkUpUqg//fQTlSpVwsvLi/fff59ly5ah5FPHuHHjmDVrFpGRkdjb29O+fXvNQz9AamoqU6ZMYcWKFURERHD37l26d+9e6DimTZvGihUr+Pbbbzlz5gyjR4/m/fffZ//+/QBcuXKFTp060b59e6Kiohg4cCCffPJJka4VQF9fHwMDAzIyMjT7fvvtNy5evMhvv/3G8uXLCQ0N1SR2/fv359y5c0RGRmrKnzhxglOnTtGvXz+ysrLo0KEDjRs35tSpUxw8eJDBgwcXuNDF4sWLCQoKYvDgwZw+fZrNmzdTsWJFAH755RfmzJnDd999x/nz59m0aRNVq1Yt8jWKZ6ev6wCEEEII8fLL7Z2xsqqBgYGNjqMpIZmpMNVZN23/9xoYmhW6+NKlS3n//fcBaNWqFUlJSezfv58mTZpolZs4cSItWrQAYPny5ZQtW5aNGzfStWtXADIzM1mwYAF169bVlPH29ubIkSPUqVPniTGkp6czdepU9uzZQ7169QAoX748f/zxB9999x2NGzdm8eLFVKhQgVmzZgHg5eXF6dOnmTFjRqGvNSMjg1mzZpGUlESzZv/rHbSxsWHBggWo1WoqVapE27Zt2bt3L4MGDaJs2bK0bNmSkJAQatd+ON8rJCSExo0bU758ee7cuUNSUhLt2rWjQoUKAHh7excYw5dffslHH33EBx98oNmXW29cXByOjo74+/tjYGBAuXLlnnrvRPGSHhohhBBCPFXu/Bl7eZmmzkVHR3PkyBF69OgBPOy96NatG0uXLs1TNjfRAChVqhReXl6cO3dOs09fX1/zYA5QqVIlrK2ttcoU5MKFC6SmptKiRQvMzc0124oVK7h48SIA586d0yRL+cX0JB9//DHm5uaYmpoyY8YMpk+frrUAgo+PD2q1WvPZycmJmzdvaj4PGjSINWvWkJaWRkZGBqtXr6Z///6aexEYGEjLli1p37498+bNIz4+Pt84bt68ybVr12jePP+V/bp06cKDBw8oX748gwYNYuPGjWRlZRXqGkXxkB4aIYQQQjxRVlYKiYmHAbB7nZdrNjB92FOiq7YLaenSpWRlZeHs/L/eJEVRMDIyYsGCBVhZWZVEhHmkpKQAEBYWRpkyZbSOGRkZPXf948aNIzAwEHNzcxwcHPIMBzMwMND6rFKpyMnJ0Xxu3749RkZGbNy4EUNDQzIzM+ncubPmeEhICKNGjWLHjh2sW7eOCRMmsHv3bt566y2tek1MTJ4Yp4uLC9HR0ezZs4fdu3czfPhwZs6cyf79+/PEKEqGJDRCCCGEeKI7iREoSgYmxuUwNa2g63BKjkpVpGFfupCVlcWKFSuYNWsW77zzjtaxDh06sGbNGoYOHarZd+jQIcqVKwdAYmIi//zzj9bQqqysLI4ePaoZIhUdHc3du3efOPwqV+XKlTEyMiIuLo7GjRvnW8bb25vNmzdr7Tt06FChrtXOzk4zT+VZ6Ovr07dvX0JCQjA0NKR79+55khM/Pz/8/PwYP3489erVY/Xq1XkSGgsLC9zc3Ni7dy9NmzbNty0TExPat29P+/btCQoKolKlSpw+fZoaNWo8c/yi8CShEUIIIcQT3b79/6ub2TUrcNK0eDG2bt1KYmIiAwYMyNMTExAQwNKlS7USmsmTJ2Nra4uDgwOffvopdnZ2WquUGRgYMHLkSObPn4++vj4jRozgrbfeKtQcEAsLC8aOHcvo0aPJycnh7bffJikpiYiICCwtLenbty9Dhw5l1qxZjBs3joEDB3Ls2LEX8h6bXAMHDtQkZxEREZr9MTExfP/997z77rs4OzsTHR3N+fPn6dOnT771BAcHM3ToUEqXLk3r1q25d+8eERERjBw5ktDQULKzs6lbty6mpqb8+OOPmJiY4Orq+kKuUcgcGiGEEEI8gaLkcPv2b8DDhEbo1tKlS/H39893WFlAQABHjx7l1KlTmn3Tp0/ngw8+oGbNmly/fp0tW7ZgaPi/dwiZmpry8ccf07NnTxo0aIC5uTnr1q0rdDxffPEFn332GdOmTcPb25tWrVoRFhaGu7s7AOXKleOXX35h06ZNVK9enW+//ZapU6c+xx0oGg8PD+rXr0+lSpW05vKYmpry999/ExAQgKenJ4MHDyYoKIghQ4bkW0/fvn2ZO3cuixYtwsfHh3bt2nH+/HkArK2tWbJkCQ0aNKBatWrs2bOHLVu2yHtsXiCVkt8af6+R5ORkrKysSEpKwtLSUtfhCCGEEK+UpKQTHD3WGbXanEYNI1/YCzVfxN/vtLQ0YmJicHd3x9jYuETa0JXw8HCaNm1KYmJigS/CDA0N5cMPP+Tu3bsvNLYXSVEUPDw8GD58OGPGjNF1OKIIivL7KUPOhBBCCFGg3NXNbG0bvbBkRojicOvWLdauXcv169fp16+frsMRJUgSGiGEEEIU6H/zZ17j1c3Ea6l06dLY2dnx/fffY2Pzmr47SQCS0AghhBCiAA8e/EvK/WhADzvb/FexEi+nJk2a8LRZBYGBgQQGBr6YgHTgNZ9VIR4hiwIIIYQQIl+3Ex4ON7O2qomBgXzDLYR4OUlCI4QQQoh8PbpcsxBCvKwkoRFCCCFEHllZKSQmHgZk/owQ4uUmCY0QQggh8rhz5w8UJQMTE1dMTcvrOhwhhCiQJDRCCCGEyCN3uWY7u+aoVCodRyOEEAWThEYIIYQQWhQlm9sJ4YDMnxFCvPwkoRFCCCGElqTkKDIz76Cvb4G1VS1dhyOEeEaXL19GpVIRFRVVYm2oVCo2bdpUYvUXhk4TmuDgYFQqldZWqVIlzfG0tDSCgoKwtbXF3NycgIAAbty4ocOIhRBCiNdf7upmtqUao6dnoONoREEOHjyIWq2mbdu2RTrvRTzkvsxycnL4+OOPcXZ2xsTEhGrVqvHrr78WqY4hQ4agVqtZv359kc4LDg7G19e3SOe87OLj42ndurVOY9B5D42Pjw/x8fGa7Y8//tAcGz16NFu2bGH9+vXs37+fa9eu0alTJx1GK4QQQrz+Hp0/I15eS5cuZeTIkRw4cIBr164Ve/0ZGRnFXufL4Mcff2TOnDnMnj2bc+fOMXv2bMzMzAp9fmpqKmvXruU///kPy5YtK5EYMzMzS6TekuDo6IiRkZFOY9B5QqOvr4+jo6Nms7OzAyApKYmlS5cye/ZsmjVrRs2aNQkJCeHPP//k0KFDOo5aCCGEeD09eHCF+/fPo1KpsbVtrOtwRAFSUlJYt24dw4YNo23btoSGhmodT0xMpFevXtjb22NiYoKHhwchISEAuLu7A+Dn54dKpaJJkyYABAYG0qFDB6ZMmYKzszNeXl4AnD59mmbNmmFiYoKtrS2DBw8mJSVF01bueV9//TVOTk7Y2toSFBSk9VCemJhInz59sLGxwdTUlNatW3P+/HnN8dDQUKytrdm6dSteXl6YmprSuXNnUlNTWb58OW5ubtjY2DBq1Ciys7MBmDx5MlWqVMlzb3x9ffnss88KvHd6enrY29vTvXt33Nzc8Pf3x9/fv9D3fv369VSuXJlPPvmEAwcOcOXKFa3j4eHh1KlTBzMzM6ytrWnQoAGxsbGEhoYyadIkTp48qRmZlPtzU6lULF68mHfffRczMzOmTJkCwOLFi6lQoQKGhoZ4eXmxcuVKrbZyz2vdujUmJiaUL1+en3/+OU/Mly5domnTppiamlK9enUOHjwIwP3797G0tMxzzqZNmzAzM+PevXtkZGQwYsQInJycMDY2xtXVlWnTpmnF8OiQs6tXr9KjRw9KlSqFmZkZtWrV4vDhh0vAnzx5kqZNm2JhYYGlpSU1a9bk6NGjhb73BVJ0aOLEiYqpqani5OSkuLu7Kz179lRiY2MVRVGUvXv3KoCSmJiodU65cuWU2bNnF1hnWlqakpSUpNmuXLmiAEpSUlJJXooQQgjxWoiLC1H27C2vHD3WQ6dxJCUllfjf7wcPHihnz55VHjx4oCiKouTk5Cj3M+7rZMvJySlS7EuXLlVq1aqlKIqibNmyRalQoYJWHUFBQYqvr68SGRmpxMTEKLt371Y2b96sKIqiHDlyRAGUPXv2KPHx8UpCQoKiKIrSt29fxdzcXOndu7fy119/KX/99ZeSkpKiODk5KZ06dVJOnz6t7N27V3F3d1f69u2raatv376KpaWlMnToUOXcuXPKli1bFFNTU+X777/XlHn33XcVb29v5cCBA0pUVJTSsmVLpWLFikpGRoaiKIoSEhKiGBgYKC1atFCOHz+u7N+/X7G1tVXeeecdpWvXrsqZM2eULVu2KIaGhsratWsVRVGUK1euKHp6esqRI0c07Rw/flxRqVTKxYsXC7x3165dU8zMzJQJEyYU6Z7natiwobJgwQJFURQlICBAmTx5suZYZmamYmVlpYwdO1a5cOGCcvbsWSU0NFSJjY1VUlNTlY8++kjx8fFR4uPjlfj4eCU1NVVRFEUBlNKlSyvLli1TLl68qMTGxiobNmxQDAwMlIULFyrR0dHKrFmzFLVarezbt0/THqDY2toqS5YsUaKjo5UJEyYoarVaOXv2rKIoihITE6MASqVKlZStW7cq0dHRSufOnRVXV1clMzNTURRFGTRokNKmTRuta3z33XeVPn36KIqiKDNnzlRcXFyUAwcOKJcvX1Z+//13ZfXq1VoxbNy4UVEURbl3755Svnx5pWHDhsrvv/+unD9/Xlm3bp3y559/KoqiKD4+Psr777+vnDt3Tvnnn3+Un376SYmKisr3Pj/++/kk+s+fEj27unXrEhoaipeXF/Hx8UyaNImGDRvy119/cf36dQwNDbG2ttY6x8HBgevXrxdY57Rp05g0aVIJRy6EEEK8nnLnz7yJq5s9yHpA3dV1ddL24Z6HMTUwLXT5pUuX8v777wPQqlUrkpKS2L9/v6a3JS4uDj8/P2rVeriog5ubm+Zce3t7AGxtbXF0dNSq18zMjB9++AFDQ0MAlixZQlpaGitWrNAMy1qwYAHt27dnxowZODg4AGBjY8OCBQtQq9VUqlSJtm3bsnfvXgYNGsT58+fZvHkzERER1K9fH4BVq1bh4uLCpk2b6NKlC/BwmFVujwRA586dWblyJTdu3MDc3JzKlSvTtGlTfvvtN7p160bZsmVp2bIlISEh1K5dG4CQkBAaN25M+fL5vzspNTWVFi1a0LNnT3bv3s2DBw+YOXOmZmlyS0tLli1bRufOnfM9//z58xw6dIgNGzYA8P777zNmzBgmTJiASqUiOTmZpKQk2rVrp7kOb29vzfnm5uaa0UmP69mzJ/369dN87tGjB4GBgQwfPhyAMWPGcOjQIb7++muaNm2qKdelSxcGDhwIwBdffMHu3bv55ptvWLRokabM2LFjNXOtJk2ahI+PDxcuXKBSpUoMHDiQ+vXrEx8fj5OTEzdv3mTbtm3s2bMHePhvycPDg7fffhuVSoWrq2u+9wZg9erV3Lp1i8jISEqVKgVAxYoVNcfj4uIYN26cZs68h4dHgXUVhU6HnLVu3ZouXbpQrVo1WrZsybZt27h79y4//fTTM9c5fvx4kpKSNNvj3YBCCCGEyF9W1j0S7x4BwF7mz7y0oqOjOXLkCD169AAeDt/v1q0bS5cu1ZQZNmwYa9euxdfXl//85z/8+eefhaq7atWqmmQG4Ny5c1SvXl1rjkmDBg3IyckhOjpas8/Hxwe1Wq35nPtgnFuHvr4+dev+L1m0tbXFy8uLc+fOafaZmppqkgB4+CW2m5sb5ubmWvty6wUYNGgQa9asIS0tjYyMDFavXk3//v0LvL7Q0FDu3r3LwoUL2b59O7t376Zfv35kZWVx+fJlUlJSaNCgQYHnL1u2jJYtW2qmSLRp04akpCT27Xv4RUCpUqUIDAykZcuWtG/fnnnz5hEfH19gfY/KTT5znTt3Lk8sDRo00LpnAPXq1cvz+fEy1apV0/y3k5MTgOY+1qlTBx8fH5YvXw48nGPk6upKo0aNgIdDCqOiovDy8mLUqFHs2rWrwGuIiorCz89Pk8w8bsyYMQwcOBB/f3+mT5/OxYsXC6yrKHTaQ/M4a2trPD09uXDhAi1atCAjI4O7d+9q9dLcuHEj36w2l5GRkc4nJgkhhBCvooQ7v6MomZiaumNq6q7rcF44E30TDvc8rLO2C2vp0qVkZWXh7Oys2acoCkZGRixYsAArKytat25NbGws27ZtY/fu3TRv3pygoCC+/vrrJ9ZdlMnxjzIw0F4NT6VSkZOT89x1PK3e9u3bY2RkxMaNGzE0NCQzM7PA3hWAU6dO4ePjg4GBATY2NuzevZuGDRvSsWNHPDw8aNWqleaB/3HZ2dksX76c69evo6+vr7V/2bJlNG/+8EuAkJAQRo0axY4dO1i3bh0TJkxg9+7dvPXWW0+8/me994Xx6H3M7Y169D4OHDiQhQsX8sknnxASEkK/fv005WrUqEFMTAzbt29nz549dO3aFX9//3zn6piYPPnfcXBwMD179iQsLIzt27czceJE1q5dS8eOHZ/r+nS+KMCjUlJSuHjxIk5OTtSsWRMDAwP27t2rOR4dHU1cXFyeTFQIIYQQz0+zupntmzfcDB4+6JkamOpky314fJqsrCxWrFjBrFmziIqK0mwnT57E2dmZNWvWaMra29vTt29ffvzxR+bOncv3338PoOmByZ1c/yTe3t6cPHmS+/fva/ZFRESgp6enWTSgMHVkZWVpJoYDJCQkEB0dTeXKlQtVR0H09fXp27cvISEhhISE0L179yc+VJcpU4aoqCju3bsHQOnSpdmzZw+nT59mzpw5fPnllwWeu23bNu7du8eJEye07v2aNWvYsGEDd+/e1ZT18/Nj/Pjx/Pnnn1SpUoXVq1cDD+99Ye47PLxvERERWvsiIiLy3LPHF8s6dOiQ1jC3wnj//feJjY1l/vz5nD17lr59+2odt7S0pFu3bixZsoR169bxyy+/cOfOnTz1VKtWjaioqHyP5fL09GT06NHs2rWLTp06aRareB467aEZO3Ys7du3x9XVlWvXrjFx4kTUajU9evTAysqKAQMGMGbMGEqVKoWlpSUjR46kXr16T81whRBCCFE0ipJNQsJ+4M2cP/Oq2Lp1K4mJiQwYMAArKyutYwEBASxdupShQ4fy+eefU7NmTXx8fEhPT2fr1q2ah9zSpUtjYmLCjh07KFu2LMbGxnnqytWrVy8mTpxI3759CQ4O5tatW4wcOZLevXtr5s88jYeHB++99x6DBg3iu+++w8LCgk8++YQyZcrw3nvvPd8N4WHvQu61PZ4APG7AgAHMmzePd999lylTpmBra8vvv/9OSkoKpqamLF26lBo1auR77tKlS2nbti3Vq1fX2l+5cmVGjx7NqlWraNOmDd9//z3vvvsuzs7OREdHc/78efr06QM8nMsUExNDVFQUZcuWxcLCosCRRePGjaNr1674+fnh7+/Pli1b2LBhg2ZuS67169dTq1Yt3n77bVatWsWRI0e0hh8Who2NDZ06dWLcuHG88847lC1bVnNs9uzZODk54efnh56eHuvXr8fR0THPPHd4OO9n6tSpdOjQgWnTpuHk5MSJEydwdnbG19eXcePG0blzZ9zd3bl69SqRkZEEBAQUKdb86LSHJndZNy8vL7p27YqtrS2HDh3STFabM2cO7dq1IyAggEaNGuHo6KiZhCWEEEKI4pOUdILMzET09S2xsqqp63BEAZYuXYq/v3++CUhAQABHjx7l1KlTGBoaMn78eKpVq0ajRo1Qq9WsXbsWeNirMX/+fL777jucnZ2fmFSYmpqyc+dO7ty5Q+3atencuTPNmzdnwYIFRYo7JCSEmjVr0q5dO+rVq4eiKGzbti3PkLJn4eHhQf369alUqZLWPJ38ODs7c+TIEezs7OjUqRN+fn6sWLGCFStWEBYWxvfff8/s2bPznHfjxg3CwsLyffjW09OjY8eOLF26FFNTU/7++28CAgLw9PRk8ODBBAUFMWTIEODhz6hVq1Y0bdoUe3t7rR61x3Xo0IF58+bx9ddf4+Pjw3fffUdISIhm4YdckyZNYu3atVSrVo0VK1awZs2aZ+r5GjBgABkZGXnmIFlYWPDVV19Rq1YtateuzeXLl9m2bRt6ennTCENDQ3bt2kXp0qVp06YNVatWZfr06ajVatRqNQkJCfTp0wdPT0+6du1K69ati2UxL9X/L7f22kpOTsbKyoqkpCQsLS11HY4QQgjxUrpw4Sti477DwaE9VXzm6jqcF/L3Oy0tjZiYGNzd3TE2Ni6RNkTJUxQFDw8Phg8fzpgxY3QdzgulUqnYuHEjHTp0eO66Vq5cyejRo7l27ZrWwhC6UpTfz5dqUQAhhBBC6MbthP9frvkNnT8jXk23bt1i7dq1XL9+XWvJY1F4qampxMfHM336dIYMGfJSJDNF9VItCiCEEEKIF+/Bgzju3z+PSqXG1raxrsMRotBKly7N5MmT+f7777GxsdF1OK+kr776ikqVKuHo6Mj48eN1Hc4zkR4aIYQQ4g136/9XN7OyqoWBQf6Tw4V4Gb3mMyeeqjiuPzg4mODg4OcPRoekh0YIIYR4w92+/XC4mbxMUwjxKpKERgghhHiDZWXd4+7dI4As1yyEeDVJQiOEEEK8wRISDqAoWZialsfU1F3X4QghRJFJQiOEEEK8wXKHm0nvjBDiVSUJjRBCCPGGysnJ4nZCOAB2tjJ/RgjxapKERgghhHhDJSWfICvrLvr6VlhZ1dB1OEII8UwkoRFCCCHeULf/f7lmO9sm6OnJmxxeNyqVik2bNr3wdsPDw1GpVNy9e7dY6rt8+TIqlYqoqKhnriM4OBhfX99iiSc/oaGhWFtbl1j94skkoRFCCCHeUDJ/5tV1/fp1Ro4cSfny5TEyMsLFxYX27duzd+9eXYdG/fr1iY+Px8rqxb3TqEmTJqhUKlQqFcbGxlSuXJlFixa9sPa7devGP//888LaE9okoRFCCCHeQKmpl0lNvYhKpY+tbWNdhyOK4PLly9SsWZN9+/Yxc+ZMTp8+zY4dO2jatClBQUG6Dg9DQ0McHR1RqVQvtN1BgwYRHx/P2bNn6dq1K0FBQaxZs+aFtG1iYkLp0qVfSFsiL0lohBBCiDdQbu+MtXVt9PUtdByNKIrhw4ejUqk4cuQIAQEBeHp64uPjw5gxYzh06JBW2du3b9OxY0dMTU3x8PBg8+bNWsf/+usvWrdujbm5OQ4ODvTu3Zvbt29rjjdp0oSRI0fy4YcfYmNjg4ODA0uWLOH+/fv069cPCwsLKlasyPbt2zXn5DfkLCIigiZNmmBqaoqNjQ0tW7YkMTERgB07dvD2229jbW2Nra0t7dq14+LFi0W+L6ampjg6OlK+fHmCg4Pzvd6VK1fi5uaGlZUV3bt35969ewCsWLECW1tb0tPTtcp36NCB3r17A3Dy5EmaNm2KhYUFlpaW1KxZk6NHjwL5DznbsmULtWvXxtjYGDs7Ozp27Kg5tmjRIjw8PDA2NsbBwYHOnTsX+XrF/0hCI4QQQryBNPNn7GR1s1yKopCTmqqTTVGUQsV4584dduzYQVBQEGZmZnmOP/5QPWnSJLp27cqpU6do06YNvXr14s6dOwDcvXuXZs2a4efnx9GjR9mxYwc3btyga9euWnUsX74cOzs7jhw5wsiRIxk2bBhdunShfv36HD9+nHfeeYfevXuTmpqab8xRUVE0b96cypUrc/DgQf744w/at29PdnY2APfv32fMmDEcPXqUvXv3oqenR8eOHcnJySnUPSmIiYkJGRkZms8XL15k06ZNbN26la1bt7J//36mT58OQJcuXcjOztZKgG7evElYWBj9+/cHoFevXpQtW5bIyEiOHTvGJ598goGBQb5th4WF0bFjR9q0acOJEyfYu3cvderUAeDo0aOMGjWKyZMnEx0dzY4dO2jUqNFzXeubTmYACiGEEG+YzMxk7iY9/GbZzlbmz+RSHjwgukZNnbTtdfwYKlPTp5a7cOECiqJQqVKlQtUbGBhIjx49AJg6dSrz58/nyJEjtGrVigULFuDn58fUqVM15ZctW4aLiwv//PMPnp6eAFSvXp0JEyYAMH78eKZPn46dnR2DBg0C4PPPP2fx4sWcOnWKt956K08MX331FbVq1dKa0+Lj46P574CAAK3yy5Ytw97enrNnz1KlSpVCXeejsrOzWbNmDadOnWLw4MGa/Tk5OYSGhmJh8bBHsnfv3uzdu5cpU6ZgYmJCz549CQkJoUuXLgD8+OOPlCtXjiZNmgAQFxfHuHHjNPfew8OjwBimTJlC9+7dmTRpkmZf9erVNfWYmZnRrl07LCwscHV1xc/Pr8jXKf5HemiEEEKIN0zCnf0oShamphUxNXXVdTiiCArbk5OrWrVqmv82MzPD0tKSmzdvAg+HUP3222+Ym5trttyH9UeHfD1ah1qtxtbWlqpVq2r2OTg4AGjqfVxuD01Bzp8/T48ePShfvjyWlpa4ubkBDx/8i2LRokWYm5tjYmLCoEGDGD16NMOGDdMcd3Nz0yQzAE5OTloxDxo0iF27dvHvv/8CD4eRBQYGauYCjRkzhoEDB+Lv78/06dOfOCzuSdfcokULXF1dKV++PL1792bVqlUF9m6JwpEeGiGEEOINkzt/xl5WN9OiMjHB6/gxnbVdGB4eHqhUKv7+++9ClX98SJRKpdIM5UpJSaF9+/bMmDEjz3lOTk5PrOPRfbkP/AUNETN5yrW1b98eV1dXlixZgrOzMzk5OVSpUkVruFhh9OrVi08//RQTExOcnJzQ09P+3v5J9wLAz8+P6tWrs2LFCt555x3OnDlDWFiY5nhwcDA9e/YkLCyM7du3M3HiRNauXas1N6Yw12xhYcHx48cJDw9n165dfP755wQHBxMZGSlLPz8j6aERQggh3iA5OVkkJOwHZP7M41QqFXqmpjrZCrsiWKlSpWjZsiULFy7k/v37eY4X5d0vNWrU4MyZM7i5uVGxYkWtLb/5Oc+qWrVqBS4nnZCQQHR0NBMmTKB58+Z4e3trFgsoKisrKypWrEiZMmXyJDOFNXDgQEJDQwkJCcHf3x8XFxet456enowePZpdu3bRqVMnQkJC8q3nSdcMoK+vj7+/P1999RWnTp3i8uXL7Nu375liFpLQCCGEEG+UpKRjZGUloa9vjaWlr67DEc9g4cKFZGdnU6dOHX755RfOnz/PuXPnmD9/PvXq1St0PUFBQdy5c4cePXoQGRnJxYsX2blzJ/369dNM2C8O48ePJzIykuHDh3Pq1Cn+/vtvFi9ezO3bt7GxscHW1pbvv/+eCxcusG/fPsaMGVNsbRdVz549uXr1KkuWLNEsBgDw4MEDRowYQXh4OLGxsURERBAZGYm3t3e+9UycOJE1a9YwceJEzp07x+nTpzU9YVu3bmX+/PlERUURGxvLihUryMnJwcvL64Vc4+tIEhohhBDiDaJZ3cy2CXp6MvL8VVS+fHmOHz9O06ZN+eijj6hSpQotWrRg7969LF68uND1ODs7ExERQXZ2Nu+88w5Vq1blww8/xNra+pl7OPLj6enJrl27OHnyJHXq1KFevXr8+uuv6Ovro6enx9q1azl27BhVqlRh9OjRzJw5s9jaLiorKysCAgIwNzenQ4cOmv1qtZqEhAT69OmDp6cnXbt2pXXr1lqT/h/VpEkT1q9fz+bNm/H19aVZs2YcOXIEeLgS3YYNG2jWrBne3t58++23rFmzRmuhBFE0KqWos8teMcnJyVhZWZGUlISlpaWuwxFCCCF06uAhf1JTY6jiMx8Hh7a6DqdAL+Lvd1paGjExMbi7u2NsbFwibYhXT/PmzfHx8WH+/Pm6DuWNVpTfT/lqRgghhHhDpKbGkJoag0qlj62tvPdCiEclJiYSHh5OeHi41hLT4uUnCY0QQgjxhshd3czaug76+hZPKS3Em8XPz4/ExERmzJgh81leMZLQCCGEEG+IW7nzZ2S5ZiHyuHz5sq5DEM9IFgUQQggh3gCZmUkkJR0FwF6WaxZCvEYkoRFCCCHeAAkJ+1GUbMzMPDAxKafrcIQQothIQiOEEEK8AW4nPJw/Y2crw82EEK8XSWiEEEKI11xOTiYJCfsBmT8jhHj9SEIjhBBCvOaSko6RlZWMgUEprKz8dB2OEEIUK0lohBBCiNdc7nLNtraNUanUOo5GCCGKlyQ0QgghxGvuf8s1y+pmb4ImTZrw4YcfFrr85cuXUalUREVFFVgmPDwclUrF3bt3nzu+4hYaGoq1tbWuwxA6JAmNEEII8Rq7f/8SDx5cRqUywLbU27oORxSDwMBAVCpVnu3ChQvPVJ+Liwvx8fFUqVKlmCPVtmPHDvz8/DAxMaFMmTIMHz68UOc9er2GhoZUrFiRyZMnk5WVVaLxileHvFhTCCGEeI3dTnjYO2NjXRd9fQsdRyOKS6tWrQgJCdHaZ29v/0x1qdVqHB0diyOsAqWlpdGpUye6dOnC+vXrSUlJ4ciRI4U+P/d609PT2bZtG0FBQRgYGDB+/PgSjFq8KqSHRgghhHiN5c6fkdXNXi9GRkY4OjpqbWp1/vOjVCoVmzZt0tpnbW1NaGgokP+Qs23btuHp6YmJiQlNmzbl8uXLWufHxsbSvn17bGxsMDMzw8fHh23btj0xZrVaTa9evahYsSK+vr4MHjy4yNfr6urKsGHD8Pf3Z/PmzfmWvXjxIu+99x4ODg6Ym5tTu3Zt9uzZo1Vm0aJFeHh4YGxsjIODA507d9Yca9KkCSNHjuTDDz/ExsYGBwcHlixZwv379+nXrx8WFhZUrFiR7du3a87Jzs5mwIABuLu7Y2JigpeXF/PmzdNqMzw8nDp16mBmZoa1tTUNGjQgNja20PdAFEx6aIQQQojXVGbmXZKSjgEyf6YwFEUhKyNHJ23rG+qhUql00vbjrly5QqdOnQgKCmLw4MEcPXqUjz76SKtMUFAQGRkZHDhwADMzM86ePYu5uXmBdRobG9OyZUv+85//UKtWLUqVKvVcMZqYmJCQkJDvsZSUFNq0acOUKVMwMjJixYoVtG/fnujoaMqVK8fRo0cZNWoUK1eupH79+ty5c4fff/9dq47ly5fzn//8hyNHjrBu3TqGDRvGxo0b6dixI//973+ZM2cOvXv3Ji4uDlNTU3Jycihbtizr16/H1taWP//8k8GDB+Pk5ETXrl3JysqiQ4cODBo0iDVr1pCRkcGRI0demp/5q04SGiGEEOI1lZCwH0XJxszMExOTsroO56WXlZHD9x/s10nbg+c1xsCo8CvQbd26VSuBaN26NevXry+WWBYvXkyFChWYNWsWAF5eXpw+fZoZM2ZoysTFxREQEEDVqlUBKF++/BPrnDRpEidOnKB79+40btyYnTt34uzsDMDIkSOJiYlh69atT41NURT27t3Lzp07GTlyZL5lqlevTvXq1TWfv/jiCzZu3MjmzZsZMWIEcXFxmJmZ0a5dOywsLHB1dcXPzy9PHRMmTABg/PjxTJ8+HTs7OwYNGgTA559/zuLFizl16hRvvfUWBgYGTJo0SXO+u7s7Bw8e5KeffqJr164kJyeTlJREu3btqFChAgDe3t5PvV5ROJLQCCGEEK8pWd3s9dW0aVMWL16s+WxmZlZsdZ87d466detq7atXr57W51GjRjFs2DB27dqFv78/AQEBVKtWLd/6EhMTmTZtGhs2bKBNmzao1WoaNGjArl278PDw4PTp07Ru3fqJMeUmcJmZmeTk5NCzZ0+Cg4PzLZuSkkJwcDBhYWHEx8eTlZXFgwcPiIuLA6BFixa4urpSvnx5WrVqRatWrejYsSOmpqaaOh69FrVaja2trSZ5A3BwcADg5s2bmn0LFy5k2bJlxMXF8eDBAzIyMvD19QWgVKlSBAYG0rJlS1q0aIG/vz9du3bFycnpidctCkcSGiGEEOI1lJOTyZ07BwCwl/kzhaJvqMfgeY111nZRmJmZUbFixUKVValUKIqitS8zM7NI7T1u4MCBtGzZkrCwMHbt2sW0adOYNWtWvr0m0dHRpKena3pBJk+eTHJyMm+//TZz587l0KFDrFq16ont5SZwhoaGODs7o69f8CPs2LFj2b17N19//TUVK1bExMSEzp07k5GRAYCFhQXHjx8nPDycXbt28fnnnxMcHExkZKRm+WcDAwOtOlUqlda+3KFiOTkPhyiuXbuWsWPHMmvWLOrVq4eFhQUzZ87k8OHDmnNCQkIYNWoUO3bsYN26dUyYMIHdu3fz1ltvPfHaxdPJogBCCCHEa+ju3Uiysu5hYFAKS8vqTz9BPHxoNVLrZCvJuRT29vbEx8drPp8/f57U1NQCy3t7e+dZgezQoUN5yrm4uDB06FA2bNjARx99xJIlS/Ktr0yZMgAcOHBAs2/OnDm0a9eOnj17MmTIEE2ZguQmcOXKlXtiMgMQERFBYGAgHTt2pGrVqjg6OuZZ1EBfXx9/f3+++uorTp06xeXLl9m3b98T631am/Xr12f48OH4+flRsWJFLl68mKecn58f48eP588//6RKlSqsXr36mdsU/yMJjRBCCPEaup3w/6ub2TZFpSr83Azx+mnWrBkLFizgxIkTHD16lKFDh+bpgXjU0KFDOX/+POPGjSM6OprVq1drVkTL9eGHH7Jz505iYmI4fvw4v/32W4FzQlxcXOjevTtBQUGsWLGCixcvsnfvXi5evIiZmRmbN2/WGrr1vDw8PNiwYQNRUVGcPHmSnj17anpS4OHwtfnz5xMVFUVsbCwrVqwgJycHLy+v52rz6NGj7Ny5k3/++YfPPvuMyMhIzfGYmBjGjx/PwYMHiY2NZdeuXZw/f17m0RQTSWiEEEKI14yiKNzWzJ+R4WZvulmzZuHi4kLDhg3p2bMnY8eO1Zov8rhy5crxyy+/sGnTJqpXr863337L1KlTtcpkZ2cTFBSEt7c3rVq1wtPTk0WLFhVY5/LlyxkzZgxTpkzBx8eHIUOG0LhxY2JjY7GysuLdd9/lwYMHxXK9s2fPxsbGhvr169O+fXtatmxJjRo1NMetra3ZsGEDzZo1w9vbm2+//ZY1a9bg4+PzzG0OGTKETp060a1bN+rWrUtCQoLWi0NNTU35+++/CQgIwNPTk8GDBxMUFMSQIUOe61rFQyrl8UGVr5nk5GSsrKxISkrC0tJS1+EIIYQQJe7+/QscOtwSlcqQRg0j0dcveDndl9WL+PudlpZGTEwM7u7uGBsbl0gbQohnU5TfT+mhEUIIIV4zub0zNjZ1X8lkRgghikISGiGEEOI1c+v2/8+fkeFmQog3gCQ0QgghxGskMzORpKTjANjZyvtnhBCvP0lohBBCiNfI7YT9QA7mZl6YmDx5KVwhhHgdSEIjhBBCvEZkdTMhxJtGEhohhBDiNZGTk0FCwsOXF9rZyXAzIcSbQRIaIYQQ4jVx924k2dkpGBjYYmlZXdfhCCHEC/HSJDTTp09HpVLx4YcfavalpaURFBSEra0t5ubmBAQEcOPGDd0FKYQQQrzEbmtWN2uKSvXS/IkXQogS9VL83y4yMpLvvvuOatWqae0fPXo0W7ZsYf369ezfv59r167RqVMnHUUphBBCvLwURXkkoZH5M0KIN4fOE5qUlBR69erFkiVLsLGx0exPSkpi6dKlzJ49m2bNmlGzZk1CQkL4888/OXTokA4jFkIIIV4+91Mv8CAtDpXKkFI2b+s6HCEKxc3Njblz5z7z+eHh4ahUKu7evVtsMT3q8uXLqFQqoqKiSqR+UTx0ntAEBQXRtm1b/P39tfYfO3aMzMxMrf2VKlWiXLlyHDx4sMD60tPTSU5O1tqEEEKI111u70wpm7fQ1zfTcTSipF2/fp0PPviAihUrYmxsjIODAw0aNGDx4sWkpqbqOrxiExwcjEqlQqVSoa+vj5ubG6NHjyYlJeWFtO/i4kJ8fDxVqlR5Ie2JZ6Ovy8bXrl3L8ePHiYyMzHPs+vXrGBoaYm1trbXfwcGB69evF1jntGnTmDRpUnGHKoQQQrzU/rdcs6xu9rq7dOkSDRo0wNramqlTp1K1alWMjIw4ffo033//PWXKlOHdd9/VWXyKopCdnY2+fvE8Zvr4+LBnzx6ysrKIiIigf//+pKam8t133xVL/U+iVqtxdHQs8XbE89FZD82VK1f44IMPWLVqFcbGxsVW7/jx40lKStJsV65cKba6hRBCiJdRRsYdkpJOADJ/5k0wfPhw9PX1OXr0KF27dsXb25vy5cvz3nvvERYWRvv27TVl7969y8CBA7G3t8fS0pJmzZpx8uRJzfHg4GB8fX1ZuXIlbm5uWFlZ0b17d+7du6cpk5OTw7Rp03B3d8fExITq1avz888/a47nDvvavn07NWvWxMjIiD/++IOLFy/y3nvv4eDggLm5ObVr12bPnj1Fvl59fX0cHR0pW7Ys3bp1o1evXmzevFmrzLFjx6hVqxampqbUr1+f6Oho4OGQMT09PY4ePapVfu7cubi6upKTk0NiYiK9evXC3t4eExMTPDw8CAkJ0Zz/+JCzM2fO0K5dOywtLbGwsKBhw4ZcvHhRcy/q1KmDmZkZ1tbWNGjQgNjY2CJfsyganSU0x44d4+bNm9SoUQN9fX309fXZv38/8+fPR19fHwcHBzIyMvKMibxx48YTM2UjIyMsLS21NiGEEG+O7OwH5ORkkpGRQE5OJtnZr8/wm4IkJIQDOZibe2Ns7KzrcF5ZiqKQmZamk01RlELFmJCQwK5duwgKCsLMLP+hhSqVSvPfXbp04ebNm2zfvp1jx45Ro0YNmjdvzp07dzRlLl68yKZNm9i6dStbt25l//79TJ8+XXN82rRprFixgm+//ZYzZ84wevRo3n//ffbv36/V7ieffML06dM5d+4c1apVIyUlhTZt2rB3715OnDhBq1ataN++PXFxcUX5seRhYmJCRkaG1r5PP/2UWbNmcfToUfT19enfvz/wcI6Ov7+/JkHJFRISQmBgIHp6enz22WecPXuW7du3c+7cORYvXoydnV2+bf/77780atQIIyMj9u3bx7Fjx+jfvz9ZWVlkZWXRoUMHGjduzKlTpzh48CCDBw/W+nmIkqGzIWfNmzfn9OnTWvv69etHpUqV+Pjjj3FxccHAwIC9e/cSEBAAQHR0NHFxcdSrV08XIQshhHjJZWenExv7HVeuLicrKxl9fUtcygbi6joUtdpI1+GVGFndrHhkpaczv29nnbQ9avnPGBRixMqFCxdQFAUvLy+t/XZ2dqSlpQEP5yfPmDGDP/74gyNHjnDz5k2MjB7++//666/ZtGkTP//8M4MHDwYe9sCEhoZiYWEBQO/evdm7dy9TpkwhPT2dqVOnsmfPHs3zV/ny5fnjjz/47rvvaNy4sSaGyZMn06JFC83nUqVKUb36/96H9MUXX7Bx40Y2b97MiBEjnuU2cezYMVavXk2zZtr/1qdMmaKJ5ZNPPqFt27akpaVhbGzMwIEDGTp0KLNnz8bIyIjjx49z+vRpfv31VwDi4uLw8/OjVq1awMMkqCALFy7EysqKtWvXYmBgAICnpycAd+7cISkpiXbt2lGhQgUAvL29n+k6RdEUOaFJT0/n8OHDxMbGkpqair29PX5+fri7uxepHgsLizwTrMzMzLC1tdXsHzBgAGPGjKFUqVJYWloycuRI6tWrx1tvvVXUsIUQQrzmsrMfEBv7HTGXv9Hsy8pKJubyfABcXQehVpvqKrwSk5OTQcKd3wGZP/MmO3LkCDk5OfTq1Yv09HQATp48SUpKCra2tlplHzx4oBkiBQ8f4HOTGQAnJydu3rwJPEygUlNTtRIVgIyMDPz8/LT25SYEuVJSUggODiYsLIz4+HiysrJ48OBBkXtoTp8+jbm5OdnZ2WRkZNC2bVsWLFigVebRV384OTkBcPPmTcqVK0eHDh0ICgpi48aNdO/endDQUJo2bapJXIYNG0ZAQADHjx/nnXfeoUOHDtSvXz/fWKKiomjYsKEmmXlUqVKlCAwMpGXLlrRo0QJ/f3+6du2qiUeUnEInNBEREcybN48tW7aQmZmJlZUVJiYm3Llzh/T0dMqXL8/gwYMZOnSo1i/F85gzZw56enoEBASQnp5Oy5YtWbRoUbHULYQQ4vWiUulz5eryfI9duRqKm9vwFxzRi5F49wjZ2SkYGtpjaVFV1+G80vSNjBi1/OenFyyhtgujYsWKqFQqzRyRXOXLlwceDsfKlZKSgpOTE+Hh4XnqeXTRpccfzlUqFTk5OZo6AMLCwihTpoxWOaPHYn58CNzYsWPZvXs3X3/9NRUrVsTExITOnTvnGS72NF5eXmzevBl9fX2cnZ0xNDTMU+bRa8gd4pV7DYaGhvTp04eQkBA6derE6tWrmTdvnqZ869atiY2NZdu2bezevZvmzZsTFBTE119/naedR+9vfkJCQhg1ahQ7duxg3bp1TJgwgd27d8uX8SWsUAnNu+++y/Hjx+nZsye7du2iVq1aWj/QS5cu8fvvv7NmzRpmz57NihUr8mTyhfH4L5yxsTELFy5k4cKFRa5LCCHEmyUrK5msrPyX6n947B6GhqVecFQlT7O6mW1TVCqdv43hlaZSqQo17EuXbG1tadGiBQsWLGDkyJEFzqMBqFGjBtevX9csd/wsKleujJGREXFxcVrDywojIiKCwMBAOnbsCDxMji5fvlzkGAwNDalYsWKRz3vUwIEDqVKlCosWLSIrKyvPi9rt7e3p27cvffv2pWHDhowbNy7fhKZatWosX76czMzMfHtpAPz8/PDz82P8+PHUq1eP1atXS0JTwgqV0LRt25ZffvmlwB9c+fLlKV++PH379uXs2bPEx8cXa5BCCCHE0+jrW6Kvb5lvUvPwWPGMHniZKIoi82feQIsWLaJBgwbUqlWL4OBgqlWrhp6eHpGRkfz999/UrFkTAH9/f+rVq0eHDh346quv8PT05Nq1a4SFhdGxY8c8Q8TyY2FhwdixYxk9ejQ5OTm8/fbbJCUlERERgaWlJX379i3wXA8PDzZs2ED79u1RqVR89tlnml6TF83b25u33nqLjz/+mP79+2t9Mf/5559Ts2ZNfHx8SE9PZ+vWrQXOfRkxYgTffPMN3bt3Z/z48VhZWXHo0CHq1KmDoaEh33//Pe+++y7Ozs5ER0dz/vx5+vTp86Iu841VqIRmyJAhha6wcuXKVK5c+ZkDEkIIIZ6FomThUrav1hyaXGXL9iErKwVDQxsdRFZy7t//h7S0q+jpGVKqVANdhyNekAoVKnDixAmmTp3K+PHjuXr1KkZGRlSuXJmxY8cyfPjD4ZUqlYpt27bx6aef0q9fP27duoWjoyONGjXCwcGh0O198cUX2NvbM23aNC5duoS1tTU1atTgv//97xPPmz17Nv3796d+/frY2dnx8ccf6/SF5wMGDODPP//UrICWy9DQkPHjx3P58mVMTExo2LAha9euzbcOW1tb9u3bx7hx42jcuDFqtRpfX18aNGiAqakpf//9N8uXLychIQEnJyeCgoKK9Bwtno1KKew6gf9PURSOHTumWZfb3d0dPz+/l3ZJuuTkZKysrEhKSpIlnIUQ4jWXmXWPuLgfuHp1hWaVs7Jl++BStg9nzoyhcuWvMDIq/IPcy+7y5cVcvPQ1traN8a2+TNfhFKsX8fc7LS2NmJgY3N3di/WdeOLl9MUXX7B+/XpOnTql61BEIRTl97NIq5z99ttvDBgwgNjYWM166blJzbJly2jUqNGzRy2EEEI8h6ysFE6c6I27WxAN3z5EVtZ99PUtyM6+z19nPuBO4h+ciOpLzRprMDB4PXpq/jd/RlY3E6IguXN3FixYwJdffqnrcEQJKPTswQsXLtCuXTvc3NzYsGED586d4+zZs6xfv56yZcvSpk0bLl26VJKxCiGEEAW6Fr+ee/dOc+HiV6hUBhgalkJPzwADA2sqeU3ByMiR+/fPcyKqH1lZ955e4UsuI+M2SclRANjZNdVtMEK8xEaMGEHNmjVp0qRJnuFm4vVQ6IRm7ty5vPXWW+zbt4/33nsPLy8vKlWqRKdOnfjtt9+oW7cuc+bMKclYhRBCiHwpSjZXrjxcstnFpV+e1b5MTMri57scA4NS3Lt3mpOnhpCdnaaLUIvN7YRwQMHcvDLGxs66DkeIl1ZoaCjp6emsW7cOtVqt63BECSh0QhMeHs6HH36Y7zGVSsWHH37Ib7/9VlxxCSGEEIV26/Ye0tKuoK9vjZNjx3zLmJlVxNc3BLXanLt3D3P6rxHk5GS+4EiLj6xuJoQQDxU6oYmLi6Nq1YJf2FWlShViY2OLJSghhBCiKK7EhQBQpkwP1OqCX3xnaVGF6tV/QE/PiISE3zh7diyKkv2iwiw2OTnp3LnzBwD2djJ/RgjxZit0QpOSkoKpqWmBx01NTUlNTS2WoIQQQojCSk4+xd2kSFQqA1zK9n5qeRvr2lStugiVyoAbN7fyd/TnFHHBT51LTDxCdvZ9DA3tsbCooutwhBBCp4q0ytnZs2e5fv16vsdu375dLAEJIYQQRRF35WHvjEPptoVektnOtgk+PrP5668PuHZtLfr6FlSs8PFL+wqCx91OyF3drGme+UJCCPGmKVJC07x583y/xVKpVCiK8sr8IRBCCPF6SEu/zs2b2wBwKdevSOc6lG5DdqUUzv09nri4JRjoW+LmNrwkwixWiqI8Mn9GhpsJIUShE5qYmJiSjEMIIYQosqtXV6IoWVhb18HyGYZeOTt3JSsrhfMXpnDx0izU+ua4lO1TApEWn/v3/yEt7V/09IwoVaqBrsMRQgidK3Q/taura6E2IYQQ4kXIzk7l33/XAFDOpWi9M48qV64/7m4jAfjnn0nEx28olvhKSu7LNG1s6j9xAQQhnldgYCAdOnTQdRhF0qRJkwJX5X0WxXEPVCoVmzZtKpZ48uPm5sbcuXNLrP5XQaETmlOnThVqE0IIIV6E+PiNZGUlYWJc7rmHXrm7f4BL2UAAzv39CTdv7SyGCEvGLVmu+Y0XGBiISqVi6NCheY4FBQWhUqkIDAwsdH2XL19GpVIRFRVVfEGWsPDwcFQqFXfv3tXav2HDBr744osXHkfu5uDgQEBAwAt92XxkZCSDBw9+Ye29jAo95MzX11czV6YgKpWK7OxXb/lLIYQQrxZFySHuyjIAXFwCUame72V5KpUKD49Pycq6R/z1X/jrrw/xrf7DSzekKyPjNsnJUYAkNG86FxcX1q5dy5w5czAxedhTl5aWxurVqylXrpyOo9OdUqVK6aTd6OhoLCwsOH/+PIMHD6Z9+/acOnXqhbzI097evsTbeNkVuocmJiaGS5cuERMTU+D2IrNRIYQQb66EhHAePLiMvr4FTk6di6VOlUqPSpWmYm/fCkXJ4OSpISQlHS+WuovL7dvhgIKFhQ/GRo66Due1oygKORnZOtmKunR4jRo1cHFxYcOG/w2R3LBhA+XKlcPPz0+r7I4dO3j77bextrbG1taWdu3acfHiRc1xd3d3APz8/FCpVDRp0kTr/K+//honJydsbW0JCgoiM/N/L6RNT09n7NixlClTBjMzM+rWrUt4eLjmeGhoKNbW1mzduhUvLy9MTU3p3LkzqampLF++HDc3N2xsbBg1apTWl+IrV66kVq1aWFhY4OjoSM+ePbl58ybwsEepadOmANjY2Gj1SD0+5Cw9PZ2PP/4YFxcXjIyMqFixIkuXLgUgOzubAQMG4O7ujomJCV5eXsybN69IP4dcpUuXxsnJiUaNGvH5559z9uxZLly4oDl++/ZtOnbsiKmpKR4eHmzevBl4+G+uYsWKfP3111r1RUVFoVKpuHDhAoqiEBwcTLly5TAyMsLZ2ZlRo0Zpyj4+5Ozu3bsMGTIEBwcHjI2NqVKlClu3bgUgNjaW9u3bY2Njg5mZGT4+Pmzbtu2ZrvllUugeGpkfI4QQ4mWR2zvj7NwNfX2zYqtXT0+fKj6zOXnqPnfu/E7UyQHU8FuNhYV3sbXxPP63XLOsblYSlMwcrn3+p07adp5cH5Vh0b7N79+/PyEhIfTq1QuAZcuW0a9fP62EAuD+/fuMGTOGatWqkZKSwueff07Hjh2JiopCT0+PI0eOUKdOHfbs2YOPjw+Ghoaac3/77TecnJz47bffuHDhAt26dcPX15dBgwYBMGLECM6ePcvatWtxdnZm48aNtGrVitOnT+Ph4QFAamoq8+fPZ+3atdy7d49OnTrRsWNHrK2t2bZtG5cuXSIgIIAGDRrQrVs3ADIzM/niiy/w8vLi5s2bjBkzhsDAQLZt24aLiwu//PILAQEBREdHY2lpqemlelyfPn04ePAg8+fPp3r16sTExGheNZKTk0PZsmVZv349tra2/PnnnwwePBgnJye6du1apJ/Fo3JjycjI0OybNGkSX331FTNnzuSbb76hV69exMbGUqpUKc3PcezYsZryISEhNGrUiIoVK/Lzzz8zZ84c1q5di4+PD9evX+fkyZP5tp2Tk0Pr1q25d+8eP/74IxUqVODs2bOanqKgoCAyMjI4cOAAZmZmnD17FnNz82e+1pdFkZZtFkIIIXTt3r1zJCYeRKVS41K2b7HXr6dnRLWqizgRFUhS0jFORPWlVs11mJq6F3tbRZGdnc6dO38AMtxMPPT+++8zfvx4YmNjAYiIiGDt2rV5EpqAgACtz8uWLcPe3p6zZ89SpUoVzZAlW1tbHB21e/5sbGxYsGABarWaSpUq0bZtW/bu3cugQYOIi4sjJCSEuLg4nJ2dARg7diw7duwgJCSEqVOnAg+Tk8WLF1OhQgUAOnfuzMqVK7lx4wbm5uZUrlyZpk2b8ttvv2kSmv79+2tiKF++PPPnz6d27dqkpKRgbm6uGVpWunRprK2t870///zzDz/99BO7d+/G399fU1cuAwMDJk2apPns7u7OwYMH+emnn545oYmPj+frr7+mTJkyeHl5afYHBgbSo0cPAKZOncr8+fM5cuQIrVq1IjAwkM8//1yTWGZmZrJ69WpNr01cXByOjo74+/tjYGBAuXLlqFOnTr7t79mzhyNHjnDu3Dk8PT3zXHNcXBwBAQFUrVo1z7FXmSQ0QgghXilX/v9Fmvb2LTE2di6RNtRqU6pX+4HjJ3qRknKW4yd6U6vmTyXWXmHcvXuI7OxUjAwdsHiGJarF06kM9HCeXF9nbReVvb09bdu2JTQ0FEVRaNu2LXZ2dnnKnT9/ns8//5zDhw9z+/ZtcnJygIcPt1WqPPnfko+Pj9Y8ECcnJ06fPg3A6dOnyc7O1jw450pPT8fW1lbz2dTUVJPMADg4OODm5qbVM+Dg4KAZUgZw7NgxgoODOXnyJImJiVoxV65c+an3Bh4O21Kr1TRu3LjAMgsXLmTZsmXExcXx4MEDMjIy8PX1LVT9jypbtiyKopCamkr16tX55ZdftHq6qlWrpvlvMzMzLC0tNdfr7OxM27ZtWbZsGXXq1GHLli2kp6fTpUsXALp06cLcuXMpX748rVq1ok2bNrRv3x59/byP8VFRUZQtWzbPzyTXqFGjGDZsGLt27cLf35+AgACt2F5V8nphIYQQr4z09Ftcv7EFgHIu/Z9S+vkYGFji5xuCqWl50tPjORHVh/SM2yXa5pPkrm5ma9dUXmRdQlQqFXqGap1sz/oz7d+/P6GhoSxfvlyrV+NR7du3586dOyxZsoTDhw9z+PBhQHtIVEEMDAzy3KPc5CIlJQW1Ws2xY8eIiorSbOfOndOai5JfHU+q9/79+7Rs2RJLS0tWrVpFZGQkGzduLHTMuQoahpZr7dq1jB07lgEDBrBr1y6ioqLo169fkdrI9fvvv3Pq1CmSk5OJioqibt26WsefdL0AAwcOZO3atTx48ICQkBC6deuGqakp8HABiOjoaBYtWoSJiQnDhw+nUaNGWnOZCnvNAwcO5NKlS/Tu3ZvTp09Tq1YtvvnmmyJf78tGEhohhBCvjKv//oiiZGBl6YeVld/TT3hOhoZ2+Pkux9jImdTUGKKiAsnMTCrxdh+nKIrm/TP2z7lEtXi9tGrVioyMDDIzM2nZsmWe4wkJCURHRzNhwgSaN2+Ot7c3iYmJWmVyexKKulKtn58f2dnZ3Lx5k4oVK2ptjw9dK4q///6bhIQEpk+fTsOGDalUqZJW701hY65atSo5OTns378/3+MRERHUr1+f4cOH4+fnR8WKFbUWSygKd3d3KlSogIWFxTOd36ZNG8zMzFi8eDE7duzIk5yamJjQvn175s+fT3h4OAcPHtT0lD2qWrVqXL16lX/++afAtlxcXBg6dCgbNmzgo48+YsmSJc8U88vkuROa/fv3s23btjy/HEIIIURxys5O499/VwPgUq5ke2ceZWzsjJ/fCgwN7UhJOcfJkwPIzk59Ye0DpKT8TXp6PHp6xtjY6GZIlHg5qdVqzp07pzXx+1E2NjbY2try/fffc+HCBfbt28eYMWO0ypQuXRoTExN27NjBjRs3SEoqXNLu6elJr1696NOnDxs2bCAmJoYjR44wbdo0wsLCnvmaypUrh6GhId988w2XLl1i8+bNed4t4+rqikqlYuvWrdy6dYuUlJQ89bi5udG3b1/69+/Ppk2biImJITw8nJ9++gkADw8Pjh49ys6dO/nnn3/47LPPiIyMfOa4n4darSYwMJDx48fj4eFBvXr1NMdCQ0NZunQpf/31F5cuXeLHH3/ExMQk3wW7GjduTKNGjQgICGD37t3ExMSwfft2duzYAcCHH37Izp07iYmJ4fjx4/z22294e78ci548j0InNDNmzOCzzz7TfFYUhVatWtG0aVPatWuHt7c3Z86cKZEghRBCiOs3fiUz8w7GxmWwt3vnhbZtauqOr+9y9PUtSUo+walTw8jJSX9h7ef2zpQq1QC12viFtSteDZaWllhaWuZ7TE9Pj7Vr13Ls2DGqVKnC6NGjmTlzplYZfX195s+fz3fffYezszPvvfdeodsOCQmhT58+fPTRR3h5edGhQwciIyOf61049vb2hIaGsn79eipXrsz06dPzLGtcpkwZJk2axCeffIKDgwMjRozIt67FixfTuXNnhg8fTqVKlRg0aBD3798HYMiQIXTq1Ilu3bpRt25dEhISGD58+DPH/bwGDBhARkYG/fr109pvbW3NkiVLaNCgAdWqVWPPnj1s2bJFa57So3755Rdq165Njx49qFy5Mv/5z380PVnZ2dkEBQXh7e1Nq1at8PT0ZNGiRSV+bSVNpRRy4fMaNWrw8ccfa1afWL9+PX379mX37t14e3vTp08fTE1NNVnvyyI5ORkrKyuSkpIK/GUXQgjxclMUhcNHWnP//nkqVhyPa7mBOokjKekEJ6L6kJ2dir39O1Tx+QY9vZJfXyfyaCeSk09SyetLypTpUeLtvQxexN/vtLQ0YmJicHd3x9hYEkWhW7///jvNmzfnypUrODg46DocnSvK72eRXqz56CoI27Zto3PnzjRo0IBSpUoxYcIEDh48+OxRCyGEEAW4c+cP7t8/j1ptRhnnbjqLw8rKj2pVv0WlMuTWrV2c+/sTFCXn6Sc+h/T0WyQnP3znhCzXLMTrJz09natXrxIcHEyXLl0kmXkGhU5osrKyMDIy0nw+ePAg9ev/bxyvs7Oz5kVFQgghRHG68v8v0nRy6oy+/rNNui0upUo1oGqV+ahUaq5f38g/578o8lveiyIh4TcALCyqYGQkDzpCvG7WrFmDq6srd+/e5auvvtJ1OK+kQic0FSpU4MCBA8DDNcD/+ecfGjVqpDl+9erVAsfyCSGEEM8q5f55Eu4cAFSUcwnUdTgA2Nu3wNv74YPH1asruBQzp8TauvX/82fsZHUzIV5LgYGBZGdnc+zYMcqUKaPrcF5JhR74GxQUxIgRI/j99985dOgQ9erV03qx0b59+/DzK/klNIUQQrxZ/vcizRaYmDz7ROPi5uTYgeysFKL/mcjlywvR17fAtdygYm0jOzudO3ciABluJoQQBSl0D82gQYOYP38+d+7coVGjRvzyyy9ax69du1bgC52EEEKIZ5GRcYfr1zcB4FLCL9J8FmXLvk+F8mMBuHBhOv/+u7ZY609M/JOcnAcYGTliYe5TrHULIcTrokhLs/Tv37/ApOV1WPJNCCHEy+Xff1eTk5OOhUUVrK1q6TqcfLm5DSMr6x6xcd/xd/QE9PXNcXBoVyx1307YB4CdbdNnfpO8EEK87oq81uS///7LL7/8onkDqZeXF506dZIxf0IIIYpVTk46V//9EYByLv1f6gf6ChXGkZV9j3//Xc2Zsx+hVpthZ9f0uepUFIXbt/8/oZH5M0IIUaAiJTSLFi1izJgxZGRkaNaET05OZty4ccyePVunLyMSQgjxerlxI4yMjFsYGTpQunRrXYfzRCqVCi/PSWRlpXDjxmZO/xWEb/UQbGzqPnOdKSnnSE+/jp6eMTY29Z5+ghBCvKEKPYcmLCyMUaNGMWLECP7991/u3r3L3bt3+ffffxk+fDgffPAB27ZtK8lYhRBCvCEURSHu/5dqLlu2D3p6hjqO6OlUKj0qe3+FnV1zcnLSOXlqMMnJp565vtv/v7pZqVJvo1bLSx+FbqhUKjZt2qTrMF5qly9fRqVSERUVVajygYGBdOjQoURjCg4OxtfXt8TqDw0NxdrausTqL6pCJzQzZ87kk08+4euvv8bJyUmz38nJidmzZ/Pxxx/L2tlCCCGKReLdQ6SknENPz4QyZbrrOpxC09MzoIrPN9hYv0V2dgonovqRkvLPM9X1v+FmsrqZ0BYYGIhKpWL69Ola+zdt2vRSD818Fjt27MDPzw8TExPKlClT6NFAufdIpVJhaGhIxYoVmTx5MllZWc8VT37JiIuLC/Hx8VSpUuW56i6KJk2aaK7P2NiYypUrv9D57N26ddNMP3kZFDqhOX78OL179y7weO/evTl+/HixBCWEEOLNlrtUs5NTJwwMrHUbTBGp1UZUq/YdlpbVycq6y4movjx4EFekOtLTb5J872Hvjp3t883FEa8nY2NjZsyYQWJioq5DeW6ZmZn57k9LS6NTp05Uq1aN06dPExYWVqReh1atWhEfH8/58+f56KOPCA4OZubMmc8UY3Z2Njk5OfkeU6vVODo6oq9f5Knpz2XQoEHEx8dz9uxZunbtSlBQEGvWrHkhbZuYmFC6dOkX0lZhFDqhyc7OxsDAoMDjBgYGZGdnF0tQQggh3lypqTGa3gmXsoG6DeYZ6eub41t9GWZmnmRk3OT4iT6kp98o9Pm3E34DwNKiGkZGL89Dg3h5+Pv74+joyLRp0wosk9+wo7lz5+Lm5qa1b9myZfj4+GBkZISTkxMjRowosM4rV67QtWtXrK2tKVWqFO+99x6XL1/WHI+MjKRFixbY2dlhZWVF48aN83zhrVKpWLx4Me+++y5mZmZMmTKlwPbUajW9evWiYsWK+Pr6Mnjw4ALLPs7IyAhHR0dcXV0ZNmwY/v7+bN68GYDZs2dTtWpVzMzMcHFxYfjw4aSkpGjOzR1StXnzZipXroyRkRH9+/dn+fLl/Prrr5rekfDw8HyHnJ05c4Z27dphaWmJhYUFDRs25OLFi/nGmZOTw7Rp03B3d8fExITq1avz888/P/X6TE1NcXR0pHz58gQHB+Ph4aG5vlwrV67Ezc0NKysrunfvzr179wBYsWIFtra2pKena5Xv0KGDpgPj5MmTNG3aFAsLCywtLalZsyZHjx7Vuj+P2rJlC7Vr18bY2Bg7Ozs6duyoObZo0SI8PDwwNjbGwcGBzp07P/X6iqLQCY2Pjw+//vprgcc3bdqEj4+skS+EEOL5XLmyHFCwtW2KmVl5XYfzzAwMrPHzXY6JSTnS0q5wIqovGRl3CnWuDDfTDUVRyMjI0MmmKEqRYlWr1UydOpVvvvmGq1evPvM1L168mKCgIAYPHszp06fZvHkzFStWzLdsZmYmLVu2xMLCgt9//52IiAjMzc1p1aoVGRkZANy7d4++ffvyxx9/cOjQITw8PGjTpo3mQTpXcHAwHTt25PTp0wW+EsTY2JiWLVvyn//8hzt3Cve78yQmJiaaOPX09Jg/fz5nzpxh+fLl7Nu3j//85z9a5VNTU5kxYwY//PADZ86cYf78+XTt2lXT8xMfH0/9+vXztPPvv//SqFEjjIyM2LdvH8eOHaN///4FDnebNm0aK1as4Ntvv+XMmTOMHj2a999/n/379z/z9QFcvHiRTZs2sXXrVrZu3cr+/fs1wxS7dOlCdna2VgJ08+ZNwsLCND+PXr16UbZsWSIjIzl27BiffPJJgZ0bYWFhdOzYkTZt2nDixAn27t1LnTp1ADh69CijRo1i8uTJREdHs2PHDho1alSka3uaQveNBQUFMWzYMIyMjBg8eLCmWy0rK4vvvvuOCRMmyLtohBBCPJfMzCSuxT/8ZrKcSz8dR/P8jIxK4+e7kmPHu3H//nmiTvanht9K9PUtCjwnOzuNO3f+AGS55hctMzOTqVOn6qTt//73vxgaFm3xi44dO+Lr68vEiRNZunTpM7X75Zdf8tFHH/HBBx9o9tWuXTvfsuvWrSMnJ4cffvhBM1cnJCQEa2trwsPDeeedd2jWTDsJ//7777G2tmb//v20a/e/9zP17NmTfv2e/Ds+adIkTpw4Qffu3WncuDE7d+7E2dkZgJEjRxITE8PWrVufeo2KorB371527tzJyJEjAfjwww81x93c3Pjyyy8ZOnSo1rNsZmYmixYtonr16pp9JiYmpKen4+joWGB7CxcuxMrKirVr12oSAE9Pz3zLpqenM3XqVPbs2UO9eg9XMyxfvjx//PEH3333HY0bN37q9WVnZ7NmzRpOnTql1YOVk5NDaGgoFhYP/3/Tu3dv9u7dy5QpUzAxMaFnz56EhITQpUsXAH788UfKlStHkyZNAIiLi2PcuHFUqlQJAA8PjwJjmDJlCt27d2fSpEmafbn3LS4uDjMzM9q1a4eFhQWurq74+fk99bqKotAJTd++fTl9+jQjRoxg/PjxVKhQAUVRuHTpEikpKYwaNYrAwMBiDU4IIcSb5d9ra8nJeYC5eSVsbPJ+8/kqMjEpi5/vco4d78G9e6c5eWowvtVDCly5LDHxIDk5aRgZOWFu7v2CoxWvmhkzZtCsWTPGjh1b5HNv3rzJtWvXaN68cInzyZMnuXDhguYBOVdaWppmONWNGzeYMGEC4eHh3Lx5k+zsbFJTU4mL055HVqvWk1+Um5iYyLRp09iwYQNt2rRBrVbToEEDdu3ahYeHB6dPn6Z16ycv575161bMzc3JzMwkJyeHnj17EhwcDMCePXuYNm0af//9N8nJyWRlZZGWlkZqaiqmpqYAGBoaUq1atULdm0dFRUXRsGHDJ07VyHXhwgVSU1Np0aKF1v6MjIynPvQvWrSIH374gYyMDNRqNaNHj2bYsGGa425ublo/KycnJ27evKn5PGjQIGrXrs2///5LmTJlCA0N1SymADBmzBgGDhzIypUr8ff3p0uXLlSoUKHAax40aFC+x1q0aIGrqyvly5enVatWtGrVio4dO2ruc3Eo0uylr7/+ms6dO7NmzRrOnz8PQOPGjenevTtvvfVWsQUlhBDizZOTk8nVqysAcHHp91qt1mRmVhFf3xCOH+/F3btHOP1XENWqLs53Oerc5Zrt7Jq9VvfgVWBgYMB///tfnbX9LBo1akTLli0ZP358ni+W9fT08gxle3QCvomJSZHaSklJoWbNmqxatSrPMXt7e+DhF+AJCQnMmzcPV1dXjIyMqFevntZQKAAzM7MnthUdHU16errmoX7y5MkkJyfz9ttvM3fuXA4dOpRvHI9q2rQpixcvxtDQEGdnZ83oosuXL9OuXTuGDRvGlClTKFWqFH/88QcDBgwgIyND86BtYmLyTL+DRbmvufN2wsLC8ryk3sjI6Inn9urVi08//RQTExOcnJzQ09OeSfL4vymVSqW1sIGfnx/Vq1dnxYoVvPPOO5w5c4awsDDN8eDgYHr27ElYWBjbt29n4sSJrF27VmtuTK4nXbOFhQXHjx8nPDycXbt28fnnnxMcHExkZGSxLf1c5OUY3nrrLUlehBBCFLubN7eTnn4dQ0M7HB3a6zqcYmdpUYXq1X8gKqovCQnhnDk7lio+c1Cp1JoyiqJoFgSQ+TMvXu4Sv6+a6dOn4+vri5eXl9Z+e3t7rl+/jqIomgfzRyeuW1hY4Obmxt69e2na9Omr6dWoUYN169ZRunRpzQvWHxcREcGiRYto06YN8HARgdu3bxf5mnIf7g8cOEC3bt0AmDNnDvfu3aNnz56MGjUqTwLwODMzs3znAx07doycnBxmzZqlSQJ++umnQsVlaGj41EWwqlWrxvLly8nMzHxqopq74EBcXFyhhpc9ysrKqsD5ToU1cOBA5s6dy7///ou/vz8uLi5axz09PfH09GT06NH06NGDkJCQfBOaatWqsXfv3gKHEerr6+Pv74+/vz8TJ07E2tqaffv20alTp+eKP1ehFwVwdXWlX79+rFixgitXrhRL40IIIQQ8fJDPXaq5TJn30dN78jeTryob69pUrboIlcqAmzfD+Dv6M61v0O+lnCE9/TpqtSk21vV0GKl4lVStWpVevXoxf/58rf1NmjTh1q1bfPXVV1y8eJGFCxeyfft2rTLBwcHMmjWL+fPnc/78eY4fP84333yTbzu9evXCzs6O9957j99//52YmBjCw8MZNWqUZmECDw8PVq5cyblz5zh8+DC9evUqck8QPHy3S/fu3QkKCmLFihVcvHiRvXv3cvHiRczMzNi8ebPW8KmiqFixIpmZmXzzzTdcunSJlStX8u233xbqXDc3N06dOkV0dDS3b9/Od8npESNGkJycTPfu3Tl69Cjnz59n5cqVREdH5ylrYWHB2LFjGT16NMuXL+fixYuan8Hy5cuf6fqKomfPnly9epUlS5ZoLc7w4MEDRowYQXh4OLGxsURERBAZGYm3d/7DYCdOnMiaNWuYOHEi586d4/Tp08yYMQN4OPRv/vz5REVFERsby4oVK8jJycmTgD+PQic0/fr1IyYmhiFDhuDm5kbFihUZNGgQa9as4fr168UWkBBCiDdPUtIxku+dQk/PkLJleug6nBJlZ9sEH5/ZgB7Xrq3jwsXpmqQmKekkBgalKGXTALX69UzqRMmYPHlynvekeHt7s2jRIhYuXEj16tU5cuRInrk2ffv2Ze7cuSxatAgfHx/atWunmVbwOFNTUw4cOEC5cuXo1KkT3t7eDBgwgLS0NE2PzdKlS0lMTKRGjRr07t2bUaNGPfP7SpYvX86YMWOYMmUKPj4+DBkyhMaNGxMbG4uVlRXvvvsuDx48KHK91atXZ/bs2cyYMYMqVaqwatWqJy5//ahBgwbh5eVFrVq1sLe3JyIiIk8ZW1tb9u3bR0pKCo0bN6ZmzZosWbKkwN6aL774gs8++4xp06bh7e1Nq1atCAsLw93dvcjXVlRWVlYEBARgbm6u9cJQtVpNQkICffr0wdPTk65du9K6dWutSf+PatKkCevXr2fz5s34+vrSrFkzjhw5AoC1tTUbNmygWbNmeHt78+2337JmzZpiXR1ZpRRxncD09HQiIiLYv38/4eHhHD58mMzMTDw9PWnWrBkLFy4stuCKQ3JyMlZWViQlJRXYPSqEEEK3Tp0O4tatHTg7dcXbu3APFq+6a9d+4tzf4zE1rUDVKgswNXUnPeMmhgY2pKffwNS05B9mXmYv4u93WloaMTExuLu7Y2yc/yINQrzumjdvjo+PT54ePl0ryu9nkROaxyUmJjJr1iy++eYbUlJSXrqXa0pCI4QQL7cHD67w58FmQA5162zH3Dz/5U1fR9eu/YKdXROuXF3B1asryMpKRl/fEpeyfXF1HfZG99JIQiNEyUpMTCQ8PJzOnTtz9uzZYh0CVhyK8vtZ5EUBMjIyOHjwIOHh4ZoemjJlytC5c+ciT2YSQgghrlxdDuRQqlTDNyqZAXBwaMPl2G+5fHmBZl9WVjIxl78BVLi6DkKtLr6lTYUQIpefnx+JiYnMmDHjpUtmiqrQCc3kyZM1CYyrqyuNGjVi8ODBrFq1SvOSIyGEEKIosrLuce3aeuD1eJFmUalU+pqlqh935Woobm7DX3BEQog3xeXLl3UdQrEpdEITHBxMuXLlmDVrFl26dMHW1rYk4xJCCPEGuHZtPdnZKZiaVqRUqUa6DueFy8pKJisr+QnH7mFoWOoFRyWEEK+WQq9ytn37drp3705oaCjOzs5UrVqVkSNH8vPPP3Pr1q2SjFEIIcRrSFGy/3+4GZRzCXwjXyKpr2+Jvn7+80MeHrPI95gQQoj/KXRC07JlS6ZPn86hQ4e4ffs2M2bMwNTUlK+++oqyZcvi4+PDiBEjitT44sWLqVatGpaWllhaWlKvXj2t9dHT0tIICgrC1tYWc3NzAgICuHHjRpHaEEII8XK6dWs3aWlXMTCwwdEx74va3gSKkoVL2cB8j7mUDURR8r7jQgghhLZCJzSPsrCwoE2bNkydOpV58+YxZswYrl69yuLFi4tUT9myZZk+fTrHjh3j6NGjNGvWjPfee48zZ84AMHr0aLZs2cL69evZv38/165dK7Y3igohhNCtuCvLAChTpidq9Zu5wpRabYKr61Dc3UZpemr09S1xdxuFq+tQWRBACCEKoUirnOXk5HD06FF+++03wsPDiYiI4P79+5QtW5aOHTvStGnTIjXevn17rc9Tpkxh8eLFHDp0iLJly7J06VJWr15Ns2bNAAgJCcHb25tDhw7x1ltvFaktIYQQL4+k5JMkJR1DpTKgbJn3dR2OTqnVRri6DsLNbThZWffQ17dAUTLf6CWbhRCiKAqd0LRu3Zo///yTe/fu4ezsTNOmTZkzZw5NmzalfPnyzx1IdnY269ev5/79+9SrV49jx46RmZmJv7+/pkylSpUoV64cBw8eLDChSU9PJz09XfM5OTn/yZZCCCF050rcw94ZB4d2GBk921vEXye5PTH/WwAg/zeKCyGEyKvQCY21tTUzZ86kadOmeHh4FFsAp0+fpl69eqSlpWFubs7GjRupXLkyUVFRGBoaYm1trVXewcGB69evF1jftGnTmDRpUrHFJ4QQonilpV3j5q2H8yXLufTXcTRCiPwEBwezadMmoqKidB2KEE9V6Dk0a9asYfDgwcWazAB4eXkRFRXF4cOHGTZsGH379uXs2bPPXN/48eNJSkrSbFeuXCnGaIUQQjyvq1dXoijZWFvXxcKisq7DEeKVdeXKFfr374+zszOGhoa4urrywQcfkJCQUKR6VCoVmzZt0to3duxY9u7dW4zRClFyijSHpiQYGhpSsWJFAGrWrElkZCTz5s2jW7duZGRkcPfuXa1emhs3buDo6FhgfUZGRhgZybhjIYR4GWVl3effa2sB6Z0R4nlcunSJevXq4enpyZo1a3B3d+fMmTOMGzeO7du3c+jQIUqVevZ3GJmbm2Nubl6MEQtRcp5plbOSlJOTQ3p6OjVr1sTAwEDr24Ho6Gji4uKoV6+eDiMUQgjxrOKvbyArKxkTE1fs7JrpOhwhXllBQUEYGhqya9cuGjduTLly5WjdujV79uzh33//5dNPPwXAzc2NL774gh49emBmZkaZMmVYuHChph43NzcAOnbsiEql0nwODg7G19dXq81ly5bh4+ODkZERTk5Omtd1KIqieQG7kZERzs7OjBo1qsTvgRC5dNpDM378eFq3bk25cuW4d+8eq1evJjw8nJ07d2JlZcWAAQMYM2YMpUqVwtLSkpEjR1KvXj1Z4UwIIV5BipLDlSshALi49EOleum+UxNvOEVRyMl5oJO29fRMCv1y2Tt37rBz506mTJmCiYmJ1jFHR0d69erFunXrWLRoEQAzZ87kv//9L5MmTWLnzp188MEHeHp60qJFCyIjIyldujQhISG0atUKtVqdb5uLFy9mzJgxTJ8+ndatW5OUlERERAQAv/zyC3PmzGHt2rX4+Phw/fp1Tp48+Rx3Q4ii0WlCc/PmTfr06UN8fDxWVlZUq1aNnTt30qJFCwDmzJmDnp4eAQEBpKen07JlS80vpxBCiFfL7dv7ePAgFn19S5wc5Z1i4uWTk/OA8P1VddJ2k8anC/3eofPnz6MoCt7e3vke9/b2JjExkVu3bgHQoEEDPvnkEwA8PT2JiIhgzpw5tGjRAnt7e+Dh4k9PGtL/5Zdf8tFHH/HBBx9o9tWuXRuAuLg4HB0d8ff3x8DAgHLlylGnTp1CXYsQxeGZvh67ePEiEyZMoEePHty8eROA7du3a16IWVhLly7l8uXLpKenc/PmTfbs2aNJZgCMjY1ZuHAhd+7c4f79+2zYsOGJv2xCCCFeXpoXaTp3R1/fTMfRCPHqUxSlUOUeH6pfr149zp07V+h2bt68ybVr12jevHm+x7t06cKDBw8oX748gwYNYuPGjWRlZRW6fiGeV5F7aPbv30/r1q1p0KABBw4cYMqUKZQuXZqTJ0+ydOlSfv7555KIUwghxCvs3r2z3L17GJVKTdmyvXUdjhD50tMzoUnj0zpru7AqVqyISqXi3LlzdOzYMc/xc+fOYWNjo+l9eV6PD2t7nIuLC9HR0ezZs4fdu3czfPhwZs6cyf79+zEwkHcqiZJX5B6aTz75hC+//JLdu3djaGio2d+sWTMOHTpUrMEJIYR4PeT2zpS2b42xsbOOoxHFISMjg+zsbO7fv092djYZGRm6Dum5qVQq1GpTnWyFnT8DYGtrS4sWLVi0aBEPHmjP+bl+/TqrVq2iW7dumjoffz47dOiQ1nA1AwMDsrOzC2zPwsICNze3Jy7jbGJiQvv27Zk/fz7h4eEcPHiQ06d1kxyKN0+Re2hOnz7N6tWr8+wvXbo0t2/fLpaghBBCvD7S029y48ZWAFzKyVLNr4OsrCwiIiI4fPgwaWlpGBsbU7duXRo2bIi+vs7fCPFGWLBgAfXr16dly5Z8+eWXWss2lylThilTpmjKRkRE8NVXX9GhQwd2797N+vXrCQsL0xzPTVYaNGiAkZERNjY2edoLDg5m6NChlC5dmtatW3Pv3j0iIiIYOXIkoaGhZGdnU7duXUxNTfnxxx8xMTHB1dX1hdwLIYrcQ2NtbU18fHye/SdOnKBMmTLFEpQQQojXx8MXaWZiZVUTK8vqug5HPKeMjAx+//139u/fT1paGgBpaWns37+f33///bXoqXkVeHh4cPToUcqXL0/Xrl2pUKECgwcPpmnTphw8eFDrHTQfffQRR48exc/Pjy+//JLZs2fTsmVLzfFZs2axe/duXFxc8PPzy7e9vn37MnfuXBYtWoSPjw/t2rXj/PnzwMNnwyVLltCgQQOqVavGnj172LJlC7a2tiV7E4T4fyqlsDPK/t/YsWM5fPgw69evx9PTk+PHj3Pjxg369OlDnz59mDhxYknF+kySk5OxsrIiKSkJS0tLXYcjhBBvlOzsNCL+fJvMzESqVllI6dKtdB2SKAJFUUhNTSUxMZE7d+6QkpJC7dq1mTVrliaZeZSxsTHjxo0rcOnfongRf7/T0tKIiYnB3d0dY2PjEmlD19zc3Pjwww/58MMPdR2KEEVSlN/PIvcLT506laCgIFxcXMjOzqZy5cpkZ2fTs2dPJkyY8MxBCyGEeP1cv76RzMxEjI3LYm/f4ukniBcuKyuLu3fvkpiYmO/2aI9L6dKl8fb2zjeZgYcPIGlpaZiZySp2QogXp8gJjaGhIUuWLOGzzz7jr7/+IiUlBT8/Pzw8PEoiPiGEEK8oRVGIuxIKgEvZvqhUz/+tvSg6RVG4f/9+gQlLcnLyU+uwtLTExsYGBwcHzM3NMTY2LrCH5nXt6RBCvLyeeeZeuXLlKFeuXHHGIoQQ4jVy584BUlMvoFab4+zcRdfhvNQyMjJQq9WaCfbZ2dlaK4k+TWZm5hN7WTIzM594vqGhITY2Nvlu1tbWWhP9MzIyqFu3Lvv3789TT926dcnOzi6WIWeieFy+fFnXIQhR4oqc0PTv/+QVapYtW/bMwQghhHh9xF0JAcDZuSv6+hY6jublVZgVw/6PvfsOj7rKGjj+nd6SSe899N4TIFQBBRVxLdj72nXX17br6uq6ti327rq2tSv2BtJLKKFJCy2E9F5nMr383j8mGQiZQAIJCXA/zzNPkvm1OyPOzJlzz7mSJNHU1NRuwGI2m495nZCQkHaDFr2+422D1Wo1kyZNQkIiZ0OOf8wZmRlMmjRJrDsiCMJJ1+mApr6+vtXfLpeLnTt30tDQwFlnndVlAxMEQRBOXU1Ne6mrWw3ISUq8rqeH02s5nU6ys7NbZTtaOoYB9OnThx9++IGGhoYOZVnCw8MDBiwhISFd1k7Z5rLxzf5vSEhL4J5J99BkbSJIH8T60vUs2L+AC/tdiE7V8UUiBUEQTlSnX92++eabNvd5vV5uv/12+vTp0yWDEgRBEE5txc21M1FRZ6PTJfbsYHoxhULBhg0bAm7bsGEDWVlZWCwWXC4XMpnMX8vScjs8gNHpdJ1anPF4KeVKXtv2GianiTBNGJG6SGpsNdQ76jGqjVwy4JJuH0NX62TDV0EQToLO/H/ZJV/XyOVy7r33XqZNm8aDDz7YFacUBEEQTlFOZw0Vld8CkJx0Q88Oppdr6QrW3jaHw8Hll1+OwWDo0izLiTA7zZicvkYC9Y566h2HZm6YnCbMLjPhivD2Du9VWmp9nE4nOp3IKglCb2K1WgE6NI21y14ZDxw4gNvt7qrTCYIgCKeoktJP8XqdGIOHExIypqeH06u1dAVrr2OYXq8nOLh31R8Fq4Mxqo3+oOZwRrWRYFXvGu/RKJVK9Ho91dXVqFQq5PJOrzcuCEIXa1n/qqqqitDQ0A41Gel0QHPvvfe2uWh5eTk//fQT110n5kkLgiCcybxeB6WlHwGQlHTDSZkCdSrzeDynXMcwt9fNFQOv4K3tb7XZdtXAq3B73agUp0ZjAJlMRlxcHAcPHqSwsLCnhyMIwmFCQ0OJjY3t0L6dDmi2bt3a6m+5XE5UVBTPPffcMTugCYIgCKe3isofcDpr0GhiiY6e09PD6fWUSiWZmZlIkkROTk67Xc56k5yKHK4cdCUAn+75FJPThFFt5KqBV3HT8JvQKDQ9PMLOUavV9OvXr9UCooIg9CyVStWpL3Nk0mleCWcymQgJCaGxsRGj0djTwxEEQTht+T6Un0eTZS99+zxISsqtPT2kXm/r1q1kZ2cza9Ys+vTpg8PhOK51aE6WSkslv/v+d0TqInlu6nOkGlMxu8wEq4Jxe91d2t1MvH8LgtBRYrKoIAiC0CXq69fSZNmLXK4jPv7ynh5Or+dyuVi+fDk1NTXU1NSgVCoxGAwoFIpeGcxIksRj6x7D7DSjV+pJDUlFpVARrg1HpVCJVs2CIPSYTueyR40a1eE50Vu2bOn0gARBEIRTk38hzbhLUKlCeng0vd/GjRsxmUwYjUYyMjJ6ejjH9OW+L8kuzUYtV/P0pKdRyU+NOhlBEE5/nQ5oZs+ezeuvv87gwYOZMGECAOvXr2fXrl3cfvvtou2hIAjCGchiyae2djkgIylJNIg5FpvNxqpVqwCYPn16h9qS9qRiUzHPbnoWgD+O/iPpoek9PCJBEIRDOh3QVFdX84c//IEnnnii1f2PPfYYxcXFvPvuu102OEEQBOHUUFzyPgCRkWeh16f16FhsTjcKuRyz3UWwVoXb60Wv7l3F9dnZ2djtdqKiohgxYkRPD+eoPF4Pj2Q/gs1tY2zMWK4efHVPD0kQBKGVTr/Cf/nll2zatKnN/VdffTVjx44VAY0gCMIZxuVqoLz8K8DXqrknOVwe3lyZz3trD2KyuTHqlNwwMY07pvVBo+od7Y9NJhPr168HYMaMGb1+7ZMPcz9kS9UW9Eo9T2Q9gVzWu8crCMKZp9OvSjqdjuzs7Db3Z2dno9Vqu2RQgiAIwqmjtPRTvF47QUGDCQsd32PjsDndvL7iAC8t3Y/J5lvo2WRz89LS/by+4gBWZ+9Y/HnlypW43W6SkpIYMGBATw/nqPLq83h568sAPDjuQRKDE3t4RIIgCG11OkNzzz33cPvtt7NlyxZ/EeOGDRt49913+etf/9rlAxQEQRB6L6/XSUnJhwAk9/BCmgq5nPfWHgy47b21B7lzet+TPKK2ampq/A1zZs6c2asXHnV5XfxlzV9weV1MSZzCRf0u6ukhCYIgBNTpgObPf/4z6enpvPTSS3z0kW816EGDBvHee+8xf/78Lh+gIAiC0HtVVf2Cw1mJWh1FTMz5PToWs93lz8wcyWRzY7a7iAjq2UUfly5diiRJ9O/fn5SUlB4dy7G8vf1tdtftJkQTwt8m/K1XB1+CIJzZjqtKcv78+SJ4EQRBOMNJkkRRsa9uMjHhauTynl07JVirwqhTBgxqjDolwdqe7SRWUlLC7t27AV/tTG+2q2YX/9n+HwAeyXyEKH1UD49IEAShfaKyTxAEQTguDY2bMJt3IpdrSEi4sqeHg8fr5YaJgTus3TAxDbfXe5JHdIgkSSxZsgSAkSNHEhMT02q7y+HB4/ZiMzvxuL24HJ6eGCYAdredv6z5Cx7Jw+zU2cxOmx1wP5vTjdPtpbbJgdPt7TU1SoIgnHk6lKEJDw9n3759REZGEhYWdtS0c11dXZcNThAEQei9ipuzM7GxF6JWh/fwaECrUnBDVipeSeKDdQX+LmfXTUjllinpPdq6OS8vj4KCAhQKBdOmTWu1ze3ysOXXQnYsL8FhdaPRKxk+PZHRs1NQ9kBntle2vkJ+Yz6Rukgeznw44D6nQjc5QRDOHB16dX/hhRcIDg4G4MUXX+zO8QiCIAinAKu1kOrqxUDPt2pusWJfNU/+uJuH5gxg08OzMNtdGDRKVu6r5v8+/403rx6DXH7y60C8Xq8/O5ORkUFoaKh/m8vhC2Y2/VTgv89hdbOx+e9RZ6eg0py8AGFjxUY+zPU1eXh84uOEakPb7GNzunlzZT4vLd3vv6+lmxzArVN7NngUBOHM06FXnOuuuy7g74IgCMKZqbjkA0AiInwKQYZ+PT0cJEnixSX7OVDdRE5BPTMHxxIRpKHB4uT+L7Zhdrj5YXsZ80YmnPSx7dy5k8rKSjQaDZMnT261Ta6QsWN5ScDjti8vYcyc1JMwQh+Ly8Jfs/+KhMRF/S5iSuKUgPudCt3kBEE4sxzXVyher5e8vDyqqqrwHjEnecqUwC+AgiAIwunB7TZTXr4AgKSkG3t4ND4r9lWzrbgBrUrOLVPS/feHGtTcOjWdZ3/dx7O/7mXO0DjUypNXPup2u1m2bBkAWVlZ6PX6VtudNjcOa+DaE4fVja3JBZJEUFj3r/P2743/prSplHhDPA+MfaDd/U6FbnKCIJxZOh3QrF+/niuvvJLCwkIkSWq1TSaT4fH0XCGjIAiC0P1Kyz7H47FgMPQjPHxSTw/Hn50BuHZCKpFHfJi+cVIaH6wrpLjOxicbCrk+K3DjgO6wadMmGhoaCAoKYvz4touOqnVKNHplwKBGo1ei0Sn53yNriU4OZsjkBFKGRaBQdH1AtrpkNV/t/wqAJyc9SZA6qN19e3s3OUEQzjydflW87bbbGDt2LDt37qSuro76+nr/TTQEEARBOL15vW5Kij8AfLUzvWFtkhV7fdkZnUrRKjvTQq9W8scZvmlxryzLo8lxcrpx2e12Vq1aBcC0adNQq9u2tfZ6vAyblhjw+GHTEqkuMmE3uyjaVccvb+7gf39Zy/rvDmCqsXXZOBsdjTy29jEArh50NeNixx11f4/Xy/UTUwNu6+lucoIgnJk6naHZv38/CxYsoG9fMUdWEAThTFNd8yt2RxkqVTixMfN6ejjN2Zl9AFw7IaVNdqbFZeOSeGfNQQ7WWHh7VT7/N6t/t49t3bp1WK1WwsPDGTVqVMB98jZXMXy6L6DZsSJwl7Or/j6e3dll7F5bjrXRyeZfCtm8sJDkQeEMnhxP6vDIE8raPLXhKapt1aSFpPHH0X885v4yZFw/MQ1JolU3OdHlTBCEntLpgCYzM5O8vDwR0AiCIJyBiopaFtK8CoWi++s6jmXF3mq2lTSiUym4OUB2poVKIef+swdw5ydb+O/qfK4en0JUcPfVeTQ1NbF27VrAt4imQtH2Q35duYWVn+xja2QRc24bxthzU3Ha3Kh1Srweyd+yOTRaz4Tf9SVjbjoHt9Wwa3UpJXvqKcqtoyi3Dr1RzaCJcQyeFI8xUtepcS4qWMQvB39BIVPw9KSn0SqP/d/0rVX5fL+tjEfPH8TdZ/XDbHcRrFXh9npFMCMIQo/odEBz9913c99991FRUcGwYcNQqVrPlR0+fHiXDU4QBEHoPRobt2IybUUmU5OQeHVPD6fD2ZkW5w6LZXhiCNtLGnl12X4enze028a2atUqXC4X8fHxDB48uM12j8fL0vdz8bi9BEdoCY3RI5PJ0AX7pqUpArw7K5Ry+o6Jpu+YaBqrreSuKWf32jKsJiebFxayeVEhSYPCGTIpntQRx87a1NhqeHL9kwD8ftjvGRp57OejrMHGGyvzsLu8mB1u1Eq5vwGAWqzVLQhCD+l0QHPxxRcDcOONhzrbyGQyJEkSTQEEQRBOY0UtC2nGzEWjjuzh0cDyvVX+7Eyg2pkjyWQy/jx7IFf+dwOf5BRx06R0kiP0xzyus+rq6ti0aRMAs2bNClhntGVhIVWFZjR6JdOvHtTpWqSQKD0TfteHjLlpFGz3ZW2Kd9dTnFtHcW4dupasTVY8IVFtszaSJPG3tX+jwdHAoPBB3Dr81g5d9x+/7MHu8pKRGs55w+I6NWZBEITu0umA5uDBwL3nBUEQhNOXw1FFQ0MO0DsW0mzV2WxiSofbBE/sG8nkfpGs3l/Dc4v38tLlgWtbTsSyZcvwer306dOHtLS2HdWqCk3+hTSnXN6foLDjn/qmUMrpMzqaPqOjaay2kdtca2MzOdmysJAtCwtJGhTG4EkJpI08lLX5Nu9bVpasRCVX8dSkp1Apjt2ZbGNBHd9vK0Mmg0fnDu4VDSEEQRDgOAKalJSU7hiHIAiC0At5PDZkMiWS5GHihOWYTDsJDh7U08Ni+d4qtrdkZyYfOztzuD/NHsjq/Wv47rcybp6cztCEkC4bV1lZGTt37gRg5syZbba7XR6WvL8br1eiz+go+o2L8W1wWn3zzOyNoA0BjxvUncsehUTpmHBhc9ZmWw271pT5Mja76yneXe/L2kyII2KUnH9u/CcAd426i35hx14Y1euVePyHXQBcPi6pS58zQRCEE9XhgObll18OeH9ISAj9+/dnwoQJXTYoQRAEoed5PA4KC9+iuOQD3G4TSqWRxMTrMBpHoFD03MKJx5udaTE0IYQLRsTz/bYy/rVoL/+7MaPLxrZ06VIAhg0bRlxc2ylZG74/SH25BZ1RzdQrB/iyHG47ZL8IG94CewNoQyHzVph8L3SgSP9ICkXrrI2/Q5rJyZZFhbAIpodch61fGVf3v6ZD51ywuYSdpSaCNUruO3tAp8ckCILQnToc0LzwwgsB729oaKCxsZGJEyfy/fffEx4e3mWDEwRBEHqGx2OjsPAtDha84r/P7TZRUPAKMmSkpNyMQtH19ScdsWyPLzujV3c+O9Pi/rMH8MvOclbtq2ZtXg0T+554TVB+fj4HDhxALpczffr0NtvL9jfw25IiAKZfPRBdkNqXmcl+EVb+89CO9oZDf2fd0+lMzeFConSMv7AP4+amUbi9lsW/bMRVpCaxcQBsGsBHe9czaGIcg7LiCY0OfB2z3cW/Fu0B4I8z+x2z+YIgCMLJ1uGWJAcPHgx4q6+vJy8vD6/XyyOPPNKdYxUEQRBOEplMSXHJBwG3FZe8j0zWM6vBt8rOTEjtdHamRXKEniszkgH458I9SJJ0wuNasmQJAGPHjm3z5Z7T7mbpB7kgwcCJcaQNbw6gFEpfZiaQDW8Fbnd2HBQKObL0Jt5OfpRPRj2BLsOC3qjGZnaxZVERHz+6nu9e3Mr+TZV43K0Xxnx1WR41TU7SIw1cOyG1S8YjCILQlbrklTI9PZ1//OMfrTqfCYIgCKcut9uE2206yjYzavXJz8gv21PFjlJfdubmyW0L7jvjrrP68eXmEraVNPLLzgrOPYGuXbm5uZSVlaFWq5kyZUqb7Wu/PoCpxk5QuIbJlx5Ws2Jv9GVkArE3+LYboo57XC3cXjcPr3kYh8fBmPQx3DDzfLxeicLttexaU0pRbh0le+op2VOPLljFwAm+dW3q5RLvZvuaAf31/MGolaI1syAIvU/XfPUDJCcnU1FR0VWnEwRBEHqQUmlEqTQGDGp824JP+pi6KjvTIipYw82T03lp6X7+vWgvswbHoDrG2i2BeDwef+3MxIkTCQoKarW9aFctu1aVAjDj2kGodYe99WpDfDUzgYIabSio9LD+dRh9HagNnR5bi3d3vsuOmh0Eq4J5fOLjyGQyFAoZ6aOiSB8VhanGxu615eRml2FtdLL11yK2/lqE2agg3S0nfkgY0wdGH/f1BUEQulOXfdWyY8cO0QFNEAThNCFJbpISrwu4LSnxeiTJdZJHBEt3H8rOdGTdmY64eUo6EQY1B2ssfLGp+LjOsWXLFurq6tDr9W0a5NgtLpb9bzcAw6YnkjjwiKyW0woZNwc+ccbNkL8cFj4EL4+Cje+Ap/PP+566Pbyx7Q0AHsp8iFhDbJt9jJE6Mi9I57qnJzLntmEkD4kAINjk4QKrmgm7HKz9Ko+GSqv/GJfDg8ftxWZ24nF7cTnEOnSCIPSMDmdoTKbAUw8aGxvZvHkz9913H9ddF/jNTxAEQTi1KBQ6kpN/j4REScn//F3OkhKvJyXltpPe5UySJF5cug+A6yamEm5Qd8l5gzRK7j6rL3/7IZcXl+znd6MS0Ks7PnnB6XSycuVKAKZOnYpG0/p5Wf35PiyNTkJjfAthtuL1wq9/hZmP+f7Oebt1l7NJ9/oCmtAUaCiEn+6Fta/AWY/AkItAfuzvJJ0eJw+tfgi3182M5Bmcn37+UfeXK+Skj4wiaVgEFz27CmOZg/FocFndbF1cxNbFRQyYEMuUy/qzdXERO5aX4LC60eiVDJ+eyOjZKShVio4+fYIgCF2iw6/aoaGh7S6iJZPJ+P3vf8+f//znLhuYIAiC0HMkSWLnzj+SkHA5k7LW4/FYUCqDkSRXj7RsXrq7ip2lpubama7JzrS4MjOFd7IPUlxn473sAu6c3rfDx65fv56mpibCwsIYM2ZMq20HtlSxL6cSmQxmXDcIlfqID/prnoOt/4Oy3+Car2Dqg2A3gdboy8SotDBgDvSZAZvfh1X/gvqD8NVNkP2SLxDqMwOOssDla7+9Rl5DHuHacB6d8GiHF8P8aH0hO+othEeqefX/JlKf10jumjIKd9XSZ2QUW38tYtPPBf79HVY3G5sXCx11dgoqjQhqBEE4eToc0Cxfvjzg/UajkX79+rWZMywIgiCcuhoaNlJbt4KGxhwmZa07rAHAye9u1l3ZmRZqpZz7Zg3gns9/480VB7gyI5mwDlzDYrGQnZ0NwPTp01EqD72lWk1OVny8F4DR56QQm37EQpQFa2D5077fx98GQc31KYaW7meHXV+phsxbYOSVsP4NXzBTsR0+uhhSJ8OMxyBpXJvx/Vb1G+/veh+ARyc8Sri2Y00c6ixOXljse77vP3sAYUFqwkZGkT4yCnOdDV2QmqUf7A547PblJYyZk9qh6wiCIHSVDgc0U6dO7c5xCIIgCL1IWdlnAMTEzEWp7NkvrJY0Z2cM3ZCdaXHBiHjeWpXP7nITry3P45HzBx/zmNWrV+NwOIiNjWXo0KH++yVJYvlHe7BbXEQkBjHu/CO6sTVVwYKbQPLCiCth1FUdG6QmCKY+AGNvhDXP+6aoFayGd2bCwPPhrL9C9EAArC4rf1nzF7ySlwv6XMCM5Bkdfi6eX7wXk93NoDgjl41LarUtOFyHzezEYXUHPNZhdeO0udEFd23QKQiCcDQdagpQVFTUqZOWlpYe12AEQRCEnudyNVBV/QsACfGX9+hYfJ3Nui8700Iul/Gn2QMA+N+6QkrqrUfdv6GhgY0bNwIwc+ZM5IfVs+xZV0HB9hrkChkzrx+M4vBWx14PfH0zNFVA1EA479nOD9YQAec8BXdvhlFXg0wOe36ENybAt3dCQzHPb36eYnMxMfoY/pTxpw6fene5iU82+N7zH5s7GIW87RQ1tU6JRh/4+1CNXtm6i5sgCMJJ0KGAZty4cdx6663+F+9AGhsbefvttxk6dChfffVVhy7+zDPPMG7cOIKDg4mOjubCCy9k7969rfax2+3ceeedREREEBQUxMUXX0xlZWWHzi8IgiB0XkXFt3i9ToKCBhEcPKxHx7I4t5JdZb7szO+7KTvTYmr/KCakR+D0eHlh8f6j7rt8+XI8Hg9paWn06XOo2N9cZ2fNF74ALGNuGpGJR2S3Vj8P+St87Zgv/eCEWjETmgTzXoM71vsyNJIXfvuItW+P5/O9nwPwRNYTGNXGDp1OkiT+/kMuXgnOGxbH+PSIgPt5PRLDpycG3DZ8eiJez4ktUioIgtBZHQpocnNzMRgMzJo1i9jYWM477zxuvvlm7r77bq6++mpGjx5NdHQ07777Lv/617/4wx/+0KGLr1y5kjvvvJP169ezePFiXC4XZ599NhaLxb/P//3f//HDDz/w5ZdfsnLlSsrKyrjooouO79EKgiAIRyVJEqXN083i4y/rcBF5d42lZd2Z7szOtJDJZPxpjm/K1tdbS9hTEbi7Z2VlJdu2bQN82ZmW50jySiz9YDdOu4fYdCOjzj5iKYODq2BFc93Mec/5p4edsKgBcPnH8PulmFKzeDTcF8Bc3mRnwv7V4Gjq0GkW7apgXX4tGqWcP89pf2wqjYLRs1MYd16qP1Oj0SsZd14qo2eLhgCCIJx8MkmSOvxVis1m46effmLNmjUUFhZis9mIjIxk1KhRnHPOOa3mEB+P6upqoqOjWblyJVOmTKGxsZGoqCg++eQTLrnkEgD27NnDoEGDWLduHePHjz/mOU0mEyEhITQ2NmI0duxbKkEQhDNVY+MWNm2+FLlcy6SsdahUPfe6+euuCm75cDMGtYI1fzqrQ4X6XeGOjzfz844KZgyM5p3r2xbbf/LJJ+zbt4/Bgwczf/58//3bl5ew+vN9KFVyLnskg9AY/aGDmqrgzUnQVAkjr4YLX+uWsT+8+i98n/8DyV45XxYVopckMETBlAdgzA2+BgMB2F0eZj6/kpJ6G384qy/3nj3gmNdyOTzIFTKcNjdqnRKvR+rSYEa8fwuC0FGdmuiq0+m45JJL/MFFV2tsbAQgPNzXiWXz5s24XC5mzpzp32fgwIEkJye3G9A4HA4cDof/7/bWzxEEQRDaKi3zTVWKiT63R4OZw7Mz12elnrRgBnydvRbtqmTpnipyDtaRkXaoO1hhYSH79u1DJpNx1lln+e9vqLSy7us8ACZc1Ld1MOOvm6mEqEFw7r+7ZdxLi5byff4PyGVynjr3ffTV+bDsSajLh18ehHWvwvRHYNglIG8deLyz5iAl9TZijVpum9annSu01hK8tDQAUIjSGUEQekiHppydDF6vl3vuuYesrCx/pqeiogK1Wk1oaGirfWNiYqioqAh4nmeeeYaQkBD/LSkpKeB+giAIQmtut5nKyp8A33SznvRrbiW55c21M5O6t3bmSOlRQcwf63vv+Mcvu2mZyCBJEosXLwZg9OjRREb6Wix7PV6WvJ+L2+UlcWAYw6YmtD7hqmcPq5t5H9R6ulqtrZa/r/s7ADcMuYGRMaNg6MVwZw6c/wIExUJDEXxzC7w5GfYuhObHVdFo57XlvmDsoXMHdmphUUEQhN6g1wQ0d955Jzt37uSzzz47ofM89NBDNDY2+m/FxcVdNEJBEITTW0XF93i9NvT6voSEjDn2Ad1EkiRe6qHsTIt7ZvZDq5KzpaiBxbm+RjR79uyhpKQElUrFtGnT/PtuXVxE5UETaq2Cs64dhOzwzmD5K2HFM77fz3u+6+pmDiNJEk+sf4I6ex39wvpxx8g7Dm1UqHxtnv+w1bdejSYEqnbBp5fBe3OgcB3/WrgHq9PDmJQwLhgR3+XjEwRB6G69IqC56667+PHHH1m+fDmJiYc6p8TGxuJ0OmloaGi1f2VlJbGxsQHPpdFoMBqNrW6CIAjCsZU1TzdLSLi8R5sBtGRngjTKk56daRFj1HJjlm/9mH8v2ovT5Wbp0qUAjB8/nuDgYABqSszk/HAQgMmX9Sc4XHvoJOZK+Or3gORrrzzyim4Z64/5P7K0aClKuZKnJz2NWhEgAFTrYfK98MffIOseUGqhaB28N5tzd97DAFkRj80d3KP/3QVBEI5XjwY0kiRx11138c0337Bs2TLS0lovPjZmzBhUKpX/TQRg7969FBUVMWHChJM9XEEQhNOWybQDc9MuZDI1cbEX9tg4WmVnJvZMdqbFrVP7EKpXsb+qifd+WElNTQ06nY6srCwAPC4vS97bjdcjkTYikgHjD/uizeuBr38PliqIHgxzuqdupsJSwTMbfBmg20fczsDwY2SA9OEw63H4w1ak0dfjQc5MxVZ+0TzE8Jw/QX1Bt4xTEAShO3U4oLnxxhsxm81devE777yTjz76iE8++YTg4GAqKiqoqKjAZrMBEBISwk033cS9997L8uXL2bx5MzfccAMTJkzoUIczQRAEoWNasjPR0eegUoX12DgW7TqUnblpUtqxD+hGIToVd07riwIvB7dvAGDy5Mlotb4sTM5PB6ktbUIbpGLaVQNbZzdW/dvXplllaF5vpuvrZiRJ4tHsRzG7zAyPHM6NQ2/s+MHGeL5OeICZjn/zizQBORJs/wxeGQs/P+jryiYIgnCK6HBA88EHH/gDja7yxhtv0NjYyLRp04iLi/PfPv/8c/8+L7zwAueffz4XX3wxU6ZMITY2lq+//rpLxyEIgnAmc7stVFR+D/RsMwCvV+Klpb0jO9PimgkpZBrq0OJErtEzbpyvjXNFfiNbFxUCMO2qAeiNh401fwWs+Ifv9/NfgKj+3TK2L/Z+wbrydWgVWp6c9CRKeceL+Zscbv65cA8HpTgKz3oNbl4O6dPB64Kct+ClkbD8abCLTqGCIPR+HX7168RyNR3WkXNqtVpee+01Xnute3r2C4IgnOmqqn7C47Gg06UQFtpz2e9fcyvZ3VI7M7lnszMtJLeTgfJSvB7Y6IjH6gK918OS93ORJOifGUOfUdGHDjBXwlc3AxKMvhZGdE+AWGQq4rnNzwFwz5h7SAvp3PP1+vI8qswOUiL03JCVCkoFXPutLxhb8jiUbYGV/4Sct2HK/TD2JlBpj3FWQRCEntGp3oxms9mfam+PKMIXBEE4tbSsPZMQf1mPFYV7vRIvLtkHwA1ZqYTqez47A7BmzRq8LicWuYGd1lDeWHmAiY1yGqtsGEI1TJ5/WPbF64GvbmqumxkCc/7VLWPyeD08kv0INreNjNgMrhjYuWYDRbVW/rva18jgkfMGo1EetiZN+jS4eSrs/h6WPgG1+2HRX2D9GzDtIRhxeZs1bARBEHpapwKa/v3bT5tLkoRMJsPj8ZzwoARBEISTw9y0B5PpN2QyJbFxF7fZbnPZUMqVmJ1mgtXBuL1udCpdl4/j19wK9lSYe0XtTIvGxkY2bPDVzoybOIUvl9SweHkBwSZfsHXWNQPRGlSHDlj5TyhY7aubmf8BdMPzBPBB7gdsrdqKQWXgiawnkMs619/nqZ9zcXq8TO4XycxB0W13kMlg8DwYcB5s+wSWPwONxfDdHbD2ZTjrrzDwPHDZfKtp2htBGwIed7fUCgmCIBxLpwKaBQsWEB4efuwdBUEQhFNCWZlv7a/IyJlo1JGttjk8Dt7d+S6f7PkEk9OEUW3kqoFXcdPwm9AoNF02Bl92xlc705uyMytXrsTtdpOcnMwlZ43jqz3rGLnLV0s6ZEoCyUMiDu18YDmsbM7IzH0RIvt1y5j21e/j1a2vAvCncX8iPqhz68Zk59WwaFclCrmMv55/jDbNCqVv2tywS31Tz1Y/B9V7YOnjkDIRNrwBG/4D9gbQhkLmrb7W0EoxNU0QhJOrUwFNVlYW0dEBvs0RBEEQTjkej52Kiu8ASIi/vNU2m8vGuzvf5c3tb/rvMzlNvLH9DQBuGHpDl2VqWrIzwb0oO1NdXc3WrVsBmDlzJnK5nItkBmokBw1yL7GTD2vRbK6Ar1vqZq6D4fO7ZUwuj4uH1zyMy+tiauJULux7YaeOd3u8/P2HXACuGZ9C/5jgjh2o0kHWH3zBzdpXIHEcrH/d18mthb3Bl6EC3zo3IlMjCMJJ1CsW1hQEQRBOvqqqX3C7TWi1iYSHZ7XappQr+WTPJwGP+3jPx8hkMr7d/y3ZpdkUmgpxeVzHNYbemp1ZunQpkiQxYMAAkpOTObitmpoddUjAz3oXL67I8+3occOCm8BSDTFDYc4/u21Mb25/kz11ewjVhPK3iX/rdL3TpzlF7K00E6pXcc/M48gg6UJhxl+hz1m+jE0gG97yZXYEQRBOog6/6qSkpKBQiEJAQRCE00XL2jPxcZciO6IOw+w0Y3IGbtlrcpqotdfyv9z/sb/BF4zIZXJi9bEkBif6bkGtf4ZqQgN+AF+061B25sZekp0pLi5mz549yGQyZsyYgc3sZPlHewBIzYqlPPcgpbsq2FJUz+i816BwDaiDfOvNdFPdzI7qHbyz4x0AHhn/CJG6yGMc0VqD1clzi31NF+6b1f/EAkdHoy8jE4i9wdfq2dC58QmCIJyIDgc0Bw8e7M5xCIIgCCeRxZJHQ+NGZDIFcfGXtNkerA7GqDYGDGqMaiMR2ggGhA9AQqK0qRSb20aZpYwySxk5FTltjjGoDG2CnARDAs8urwDU3JDVt1dkZyRJYsmSJQCMHDmSqKgoFv1nJzazi/B4A7MvH8DF37r4cnMJv3z7MaPqnkUGMPcliOzbLWOyu+38Zc1f8Ege5qTN4ZzUczp9jheX7KfB6mJATDBXZCSf2IC0Ib6amUBBjTYUtKLbqSAIJ1eHA5qwsLCA366FhITQv39/7r//fmbNmtWlgxMEQRC6R1nZFwBERExHq4lts93ldXHFwCt4a/tbbbZdNfAqJEnimcnPAL4goNZeS4m5hJKmEt9PcwnF5mJKmkqoslZhcVnYW7+XvfV7W58sBIKNMn5ujGHnoqQ2QU9icCJhmsDvP+05kc5s+/fvp7CwEIVCwbRp09iXU8mBrdXI5TJmXj8YpUrB/83qz7ptO7m19p/IZBKMuQGGtQ0Ku8pLW16iwFRAlC6KhzMf7vTx+yrNfLjetwjoo3MHo1Sc4Gxzj9vXAGBlgOl1mbf6tit6PjgVBOHM0eGA5oUXXgj4htLQ0MDmzZs5//zzWbBgAXPnzu3SAQqCIAhdy+t1UF7xNeBbeyaQ7NJsrhx0JQCf7vn0qF3OZDIZkbpIInWRjIwe2eZcDo+D0qZSf6BT0lRCiamE1QV7cclrkMmdVForqLRWsJGNbY7XK/Vtghx/licoAfVhH55PpDOb1+v1Z2cyMzNReLWs/nwbAGPPSyUq2VdEHx+s4pOwt4k0mzggTyPt7Ke7rSA1pzyHj3Z/BMDjEx8nRBPSqeMlSeKJH3PxeCXOGRJDVt8umAqm1vu6mYGvZkZ0ORMEoYd1OKC5/vrrj7p95MiRPPPMMyKgEQRB6OWqqxfjctWj0cQSHj6lzfZaWy1/W/c3InQRvDDtBW4dfitml5lglS/b0dmWzRqFhvSQdNJD0v33/byjnO8XbyFYo+CHP46i0VPROuBp/llpqcTqtrKvfh/76ve1ObcMGTGGGBKDErlv7H2sKF7RKqvUmc5sO3bsoKqqCq1Wy6RJk1j63904rG6iU4IZMzvl0I4rniHZvBULWm6y3cUfc+v43aiu7+rV5Gzir9l/BeCS/pcwOXFyp8+xZHcVq/fXoFbIefjcwV03OKXW181syv2+mhmtETwuEcwIgtAjuqwVyfnnn8+TTz7ZVacTBEEQuklp89oz8XGXIpe3fRt4dtOzmJwm4oPiSTGmoJQrCVf41iBTKVRt9u8sr1fipZbOZpPSSQ2PAWIYETWizb5Oj/NQduew6Wwtv1vdViosFTjcDtJD0rl18a0Br/nxno+5cdiNfLXvK6L0Uf7sTktw5na7WbZsGeBboiB/Uz1FuXUoVHJm3jAYecs0rbwlvvVYgOzBj1GwJY5nF+3j3GFxaJRd2zjn35v+TZmljISgBO4fe3+nj3e4PTz5k69N8+8np5Ec0cVBV0tr5pYGAGKamSAIPaTLAhqHw4FaLV7MBEEQejOrtZD6+nWAjLi4S9tsX1u2lh/zf0Quk/PYhMdQBgh4TtQvOyvYW2kmWHvsdWfUCjVpIWmkhbTdT5Ik6h31lJhLaLQ3dqgz28e7P/Z3ZgOI1keTFJxEUl0SikYFKp0KWZia7P/49hk/L52wWEPzScrg61sACcbexOSzbyUmbzmlDTY+Xl/UpV3aVpWs4uv9XyNDxlOTnsKgMnT6HO9lF1BYayU6WMMd07unYYEgCEJv0GXvVO+88w4jR47sqtMJgiAI3aCsvLkZQPhkdLqEVtvsbjtPrvdl2q8YeAVDI4d2+fW9XomXlvqmjt2YlUaI7vgzPjKZjHBtOOFaX/bI5XEdszPboIhByGVySppKsLgsVFmrqGuqI644DgUKNug3YPsgmjhnHypC8nm86RUSlyWSaEggMfcnkiQLiXGDiZ/xKDq1gj/O6M9fvtnBq8vzuHRsIsHaE89gNdobeWztYwBcO/haxsSM6fQ5qsx2XlnqC8r+NHsgQRqxNowgCKevDr/C3XvvvQHvb2xsZMuWLezbt49Vq1Z12cAEQRCEruX1uigvXwBAfPzlbbb/Z/t/KDYXE62P5q6RdwHgdDpRKBTY7Xa0Wi0ej+eEsvG/7KxgX2UTwdquX3fG7XVz1cCr/DUzh2vpzPbUpKcAX3anwdFAibmE9avXU1pYiqSXGMJk4sx9cMrtLE3/EHNjHXmNzYtoyoHYaKAJvphMtC6ahKAEItNUmMxG/rTwIDdPHEdScBIR2ojj7symV+n56/i/8tW+r7h79N3H9Vz8e+FeLE4PI5JC+d2ohGMfIAiCcArrcECzdevWgPcbjUZmzZrF119/TVpa71gUTRAEQWirpmYZTmcNanUkkZFntdqWV5/HezvfA+AvGX8hSB2E2+0mOzubDRs2+AOazMxMJk+ejFLZ+W/8uzI7E4hOpeOm4TcBvpqZY3VmC9OGoXQp+X739wCcmzWPLZ824kVi5uXDuHjkh7720/mLKdnyLiUqJSWR6RS7zb7sjq2KKlsVaEGjhdWNS1j9i+/8WoX2qJ3ZtIcVzwfqzHbFwCt4dtqznW7AALCtuIEvN5cA8NjcwcjlHQ+sBEEQTkUdfkdavnx5d45DEARB6GZlzc0A4uIuQS4/FEx4JS9/X/933JKb6UnTmZEyA6fTSXZ2NitXrvTvZ7fb/X9nZWV1OlPz887ybsvOtNAoNNww9AZuHn5zhzqzrVq1CpfLRUJCAgUr3HjdEinDIhg6ORGZTEaypIB1H4C1Acb9Hs57DkmSaHQ0+hsTFJuLeS9nM/XOCoxBJuzUYvfYyWvII68hL+B1o3S+xgQPjH2AlSUr23Rme2v7W8iRH7Mz25EkSeLxH3YBcNGoBEYnh3X8yRMEQThFiUm1giAIZwCbrZTautUAxMfNb7Xt6/1fs7VqKzqljr9k/gUAhULBhg0bAp5rw4YNTJnStt3z0Rze2eymSV2fnTlcSwBwrM5stbW1bN68GYAEwxAOFjehMSiZfvVA33Qxjxu+ugmstRA7HM72TVeTyWSEakMJ1Yb664yGGi7iirfX45LLWHhPFhqtieKm4jZd2YrNxTS5mqi2VeP2uukT2ofbltwWcHwf7/mYm4ff3KnH/v22MrYUNaBXK3hw9sBOHSsIgnCqEgGNIAjCGcDXDEAiLGwCev2hNVVqbDU8v/l5AO4edTexhljAl42x2+0Bz2W327FarSiVSnS6jmUPft5Zzv4qX3bmhqzeMT152bJleL1ekhNSKVjjAGDqFQMwhDRnc5Y/CUXrQGOE+R+Aqv01Vib0iWBq/yhW7qvmxSUHePXK0SQZk9rsJ0kSJqeJEnMJ9Y76Y3ZmM7vM/sDsWKxON8/8vAeAO6f3JTZErAkjCMKZobsWNxYEQRB6Ca/X7W8GkHBEM4B/bfwXZqeZwRGDuXLglf77tVotWm3gD8RarRaNRsPrr7/OV199RUFBAZIkHeX6Jy8701FlZWXs2uWbmiUrjUfySvQdG02/sTG+Hfb9Cmte8P1+wSsQnt7OmQ750+yByGTw4/ZydpQ0BtxHJpMRoglhSOQQJiVMIlwbjlFtBCBME0a/0H6EaXzTxIxqI8Gq4A4/pjdXHKDCZCcxTHfMdtiCIAinE5GhEQRBOM3V1a3C4ahApQojKmqW//7s0mx+OfgLcpmcRyc8ikJ+aGFIq9VKRkZGwO6VmZmZlJSUYDab2bFjBzt27CAiIoIxY8YwYsQIDIbWa6b8tMOXnTH2ouzMkiVLAIgNScW6V4neqGbq5QN8GxtL4JvmBTozboEhF3bonIPjjcwbEc+3v5Xxz4V7+Oj3mcc8xu11c9eIu0jWxDAucTyOhjo0oeHklKyj2FGF2+vu0GKmxXVW3lqVD8Aj5w1Cq+raRT4D8dpsyJRKPCYTCqMRye1G3sGMnSAIQlcSGRpBEITTXGnZ5wDExV6EXO6bTmVz23hi/RMAXDnwSoZEDPHvb7fb+eabb8jMzGTKlCn+TI1Wq2Xq1KlMnjyZtLQ0br75ZkaPHo1KpaK2tpZff/2V559/ngULFvizNh6vxMtLW7Iz6b0iO3PgwAHy8/ORyxU486IBmH7NQLRBKvC4YMGNYKuDuBFw9pOdOvd9Zw9ApZCxJq+GNftrjrm/TqXjsj4X0e+nnRycPJ2SqbM4OHk6/X/O5bI+F3W4IcA/ftmDw+1lQnoE5wyJ7dSYj4fX4aD2v/9lX9Yk9mdNYl/WJGr/+w5eh6Pbry0IgnAkkaERBEE4jdkdFdTULAMgPv5QM4C3tr1FaVMpsYZY7h51aK0TSZL4/vvvyc/PZ8GCBcyfP5+pU6e2WoempWVzQkICCQkJnH322ezcuZNNmzZRUVHBzp072blzJxEREeji+lFUZceo1XF9VupJfeyBeL1ef3YmyJWAwqNlUFYcqcMifTssewKKN/jqZi59H5Sda5ucFK7nqswU3l9bwD8X7mFin6yjtk322mzU/ve/1L5+aO0cr8lE7WuvIwPCrr4ayWo96jW3FDWwccMuYmTw6Li+uMvKOjXmzpLp9dR/+BE1r7/easw1r70GQMTvbxKZGkEQTioR0AiCIJzGyssWAF5CQ8ZhMPQFYF/9Pj7Y9QHgW3NGr9L799+4cSO5ubnI5XJmzJjhL/pvmUamULSdyqTVahk7dixjx46lrKyMzZs3s2PHDmpra6G2lvkaGdqoZOoqSjCmpnZqwcmulpubS3l5OQqZElVNPMHhWiZd0s+3cd8iyH7J9/u8VztUNxPI3Wf1ZcHmEnaUNvLTjnLmjohvd1+ZUkndhx8F3Fb34UdE3HQTeeeeh6e+vt1zGIEPWv5YBIEbRXcNRVgYfZcuoe6j9sb8IZG33dqNIxAEQWhLBDSCIAinKUnyUlb+JQDx8ZcBzWvOrPOtOTMjeQbTk6f79y8rK2PRokUAzJo1i8TExE5fMz4+nvj4eM4++2w+/mUNW7ZsJlJuxVVdyAcffEBERASjR49m5MiRbWptupvb7Wbp0qUAaEwJyCU1M64bhFqnhIbiw+pmboXB8477OhFBGm6enM4LS/bx7K97mT00FpWi9Qxvye3GunkL6qQkvKbAXc68JhPu+npU8fF428nSeLwSLo8XmUyGWimnu0NFVXw87rq6o47ZYzajDO9YZzZBEISuIAIaQRCE01RdXTZ2ewlKpZHo6DkALNi3gG3V2zCoDDyU8ZB/X7vdzpdffonH42HAgAGMHz/+hK6tVKn5JF9JnnMIfxgfQT9FtT9rs3jxYpYuXcqgQYMYO3YsqScpa7Nlyxbq6+uRS2r01kRGnJVEwoCww+pm6iF+FJz9xAlf6/eT0/hwfQGFtVY+yynimgmpALjKymhY8BUNX32F5HTSd+kS5EZjwABBbjSiio4m7asFAa/RaHMx/dkV1FmcPDZ38ElruCC5XP4xK8LCUEZF4q6uwVNfj9xoRBHc8c5sgiAIXUEENIIgCKep0rLPAIiNvRCFQku1tZoXN78I+NaciTH4WhS31M3U19cTEhLChRdeeMIBxk87yslr7mz2+9ljMGpV/lqbzZs3+9sm79q1i/DwcH+HtKCgoBO6bnscDgcrV64EQG9KJjwmmPEXNk8pW/p3KMkBTQhc8l6n62YCMWiU/GFGPx79bhevLN7LbNN+7F9/RdPq1eD1AqAIDcVRWEj4NVdT89rrbc4Rfs01SG43MlXgRgovL91PncVJ3+ggrh6fEnCf7iC53UT94Q/IE+IJGj8ee2MD2pBQmtatw1tWftQxC4IgdAcR0AiCIJyGHM4aamp8xe8ta8/8c+M/MbvMDI0YyuUDDq1Hk5OT46+bufTSSzu8WGZ7PF6Jl5bsA+DmyekYtb4PtxqNhjFjxjBmzBjKysrYsmUL27dvp66urlXWZsyYMaSmpiKXd10jzvXr12OxWJC7tegcccy4fjBKtQL2LoS1L/t2uvA1CO+6LMfFCUoqC5Yyfk82NZ8cysDoMzMJnX8pwbNmIVer0aSnAzLqPvwQr8mE3Ggk/JpriLjlZuSawMFVXlUTH6wtAOCv5w9uM6WtO8l1OozzL2XDN1+w9c7rcVgsaAwGRs2eS+b8+cjV6pM2FkEQBBABjSAIwmmpovwrJMmN0TiSoKABrCpZxaKCRShkCh6b+Jh/zZnS0lJ+/fVXAM4+++zjqps50o/byzhQbSFEp+K6djqbtdTazJo1q92sTUutzYlmbSwWC9nZ2QAYmlIZOzuNmFRj67qZzNth0NwTug74shdNK1dS//nnWFav4fzmBUdNGgOx8y8m9srL0aS1DprkGg0Rv7+JyNtuxWM2owgO9q3p0k4wA/DkT7m4vRIzB0UztX/UCY+7M1wOOznffcX6rz/z3+ewWFj/1WfIZDLGXXAxKk3gRVkFQRC6gwhoBEEQTjOSJPnXnkmIvwyry8pT658C4OpBVzMwfCAANpvNXzczcOBAMjOPvRDksRy+7szvJ6X5szPtOTxrU15ezubNm/1ZmyVLlrBs2TIGDhzor7U5nqzNqlWrcDqdKF1BJESmMfbcVHA7YcENYG+A+NEw6+/H8WgPcZaU0vDVAhq/+hp3VZX/fn1mJm8Zh/Oltg/XDO/Ho2mBM0AtbY5biumPNmVr+Z4qVuytRqWQ8fB5g09o3MdDrlCwdeH3Abdt+eV7Mn83P+A2QRCE7iICGkEQhNNMfcN6bLZCFIogoqPP4+Xf3qTMUkacIY47Rt4BHKqbaWhoIDQ0lHnz5nVJYf7h2ZnOrjsTFxfH+eefz6xZs9i1axebN2+mtLSU3NxccnNzCQsLY8yYMZ3K2tTX17MxZyMAQdY0Zt0xBIVSDoseh5KNoA2BS98DZeenSUkuV3M25gssa9ZAczZGER5O6EW/I/SSS1CnpjJ7XzWfvJvDR+sLuSErlaRw/THO3D6n28sTP+YCcGNWGmmRJ7dTHPiyMQ6Lpf1tVit6Y8hJHpUgCGcyEdAIgiCcZsqaszOxMXM5YCrhf7n/A+DhzIf9a87k5OSwe/fuLqubgdbZmZsnpxF8jOxMezQaDaNHj2b06NGUl5f7a23q6+tbZW3GjBlDWlraUbM2K5evwit5UTlCmTJnLBEJQbDnZ1j3qm+Hea9DWGqnxucsKaVhwZe+bEx1tf9+/YTxhM2fT9CMGa3qSCb3iySrbwTZebW8sHgfz182slPXO9z/1hWQX2MhMkjNXWf1Pe7znAi1Xo/GYAgY1GgMBjT64w/YBEEQjocIaARBEE4jLlc9VVW+tWRi4y7lzjV/xyN5mJUyi6lJUwFf3UzLejNnn302CQkJXXLtVrUzE1O75JxxcXGcd955rWptjszajB49mlGjRvmzNg67A6VKidVq5dzz5zBw8ABKtloYOTMZGorg29t9Jx9/Bww6v0PjkFwuzCtW0PD5F1iysw9lYyIiDmVjUgJ3GpPJZPxp9kAueDWbb34r5eYp6QyKM3b6uahpcvDSEl/A+OA5A487YDxeXo+H1Z9+QMKAwYw6Z26rGpoWo+dcgNfjQaEUXc4EQTh5REAjCIJwGikv/wZJchIcNIRfynPZXrOdIFUQf874M3Cobsbr9TJo0KAuqZuB5s5mXZCdaY9arfZnbSoqKvy1NvX19SxdupTly5czbtw4ZsyYwdq1a9mQswG73Y5WqyUjI4Opl0xG7nXBl811MwljYObjx7yus6SEhi8X0PD1V3iqa/z3GyZOIHT+fILPOgtZB7p6DU8M5bzhcfy0vZx/LdzDezdkdPo5eO7XvZgdboYlhHDJmBNv3tAZNrOJH1/6F0U7fiN/Sw5XPvkcMrmMLb987+9yNnrOBWTMuxSl6HImCMJJJgIaQRCE08ThzQCCo87lpXUvAfDH0X8kWh+NJEl89913/rqZCy64oMsWtPxhWxn51RZC9V2XnWlPbGysP2vTUmtTUlJCWloaa9asYdWqVf597XY7q1atQoaMieNGoSnd5KubuaT9uhnJ5cK8fLkvG7N27RHZmIsIvfQS1MnJnR73/WcPYNHOCpbvrWZ9fi3j0yM6fOzO0kY+21gMwGNzByOXd/9CpC2qCvL57tmnMFVXotRomHjpVWj0BsZdcDGZv5uPw2pFo9fj9XhEMCMIQo8QAY0gCMJporFxM1ZrHnK5jvcKdmFxWRgeOZxL+18KwIYNG9izZw8KhaLL6mbgyNqZ9JMyFUrySjgtXmKCUskaHENNTA19+vTh22+/Dbj/hpwNTJk6BSL6+TqahbWdHuYsLm7OxnyNp+bwbMzE5mzM9A5lY9qTFmng8owkPlpfxD9+2cM3d0zsUEApSRJ//yEXSYILRsQzNjX8uMfQWbuzV/Lrmy/jdjoIiYll3v2PEJWcCuBvzdzSAEBMMxMEoaeIgEYQBOE00dIMQAoawy+7VqCQKXh0wqMo5ApKSkparTfTVXUz0JydqfFlZ66d0HUr1jvtbkw1dkw1Nt+t2kZjy9+1Nrxuyb9v2shIHA4Hdrs94Lnsdjt2mw3DpP+Dgef675dcLszLltPw+ee+bEwzRWTkoWxMUlKXPaY/zOjHV5tL+a24gUW7Kpk9NPaYx/y0o5ycgjq0Kjl/njOwy8ZyNF6Ph1WfvM/mH78BIHXEaM79wwPogoJPyvUFQRA6QwQ0giAIpwGXy0Rl1c8A/K/kIADXDrmWAeEDsNlsLFiwwF83k5HR+fqN9pxIdsbrlbA0OA4FLDV2Gqtt/r9tZtdRj5fLZQRFaAmJ1BKREIROp0Or1QYMarRaLVqdDob5slXOoiJfNuabb1pnY7KyCL1sPsHTpx91LZjjFR2s5aZJaby6PI9/LdrDzEHRKBXtd2mzOT088/MeAG6f2pf40K7Jqh2N1dTITy/9i6Kd2wDIuPBSsi67GnnzYqyCIAi9jQhoBEEQTgMVld/h9dqxycPZ3FhHQlAitw2/DUmS+Pbbb2loaCAsLKzT68247E7kSiVOqwu1XoXX7UalPTTt6vttpUfNzviyLDZM1XYaa2ytgpcjsyyBaA0qjJFajFE6jJE6QiJ1vr8jdQSFaZAfFgw47A4yMzJZuWplm/NkZmTidjqxrFxFwxefY1m7zr9NERVJ6EUX+7Ixid1fbH/L1HQ+3lBIfrWFBZtLuDyj/Xqc/6zKp7TBRkKojlumpHf72CoPHuD7557CVF2FSqNl9h330H/8pG6/riAIwokQAY0gCMIpTpIk/3SzhXUWQOFfc2bdunXs3bvXXzej1Wo7fF63y8OWX4vZsaIUh9WNRq9k+LQERs9JRalS4PZ4eWXJfoK9Mm4eEE/x5upDwUqNjcZqG/amY2dZgiO0hDQHLMZIHcYorf93ja7jb1MarYZJk30fvg/vcpaZkcmkyZOoe+FF6t5917ezTHYoGzNtWrdkY9pj1Kq4c3pfnvxpNy8s2ce8kQno1G2zH2UNNt5YmQfAQ+cODLhPV9q9ZgW/vvUKbqeD0Jg45t3/MJHN9TKCIAi9mQhoBEEQTnFm8w6amnbjlmRstMiZnTqbyYmTKSkpYfHixQCcc845xMfHd/icLruTLb8Ws+nnQv99DqubjT8XIgFJA8P48e1tXGj2okALy6tYTlXAc2kNcozhKkLCVRj9NyXGcBVBIcoAHbvsvpujHhwdfx68ylAsS5eTmTmeKVOmYLfb0Gp1OGpqsPz8M/rRo2j8IZLQiy/2rRtzErIx7blmQgrvZRdQ2mDj/bUF3D6tT5t9/vHLHuwuLxmp4Zw3LK7bxuL1eFj18bts/uk7ANJGjuHcux9A27yujyAIQm8nAhpBEIRTXGnppwD8ZpWjUBh5cNyDWK1W/3ozgwcPZty4cZ06p1ypZMeK0oDbdqwoZfQ5qSgkJQpcyHERrKgmRFGBUVmJUVFBiKISY/NNLbeBC6hsvnWHiH7IbltL5VNP4zWZUKeloe7bB2feAZwHDyI3Gum3ehX9li07qdmY9miUCu6d1Z/7vtzGGyvyuCIjiVD9oal8Gwvq+H5bGTIZPDp3cJe11z6S1dTIjy/+k+Jd2wHI/N1lTJx/paiXEQThlCICGkEQhFOY291EReUPAKy1KLlnzD1E6iL57LPPaGxsJCws7LjWm3FYXTis7na2uXHaXJwz6Ge0BV8Tpm5EITtaLUzHp7kdt9hheEwmvCYTAM6DB3EePOjf7DWZ8DY1oYzo+Nov3e3CUQm8vTqfPRVm3lhxgIfOHQT4miU8/sMuAC4fl8TQhJBuuX5lfh7fPfcU5ppqVBotc+68l36ZE7vlWoIgCN1JBDSCIAinsMrKH/F6bVS6ZAQbR3FJ/0tOqG4GoHh3HbHpIWj0yoBBjUavRBuk5tqGc7hkxk3cMa1vVz2c4yZJEnKnE7nR6A9qDic3GlEYjT0wsvYp5DIenD2AG9/fxHtrC7ghK5XYEB0/bCtjZ6mJYI2S+84e0C3Xzl21jMX/eRW3y0lYXDwX3PcwkUld13JbEAThZBIBjSAIwilsT8HbAORY1Dw6/TFKS0pZsmQJALNnz+5U3YzD6mLNgjz2rC3n3NuHMWxaQqsamhbDpyVQ22il3uLk2gmpXfI4ToSnyUL5Qw8RcuE8wq+6ipo33mizT/jVVyE5Hb1iutnhpg+I5ncjEzh3eCyhejU1TQ5mDYnhP9eMwWRzERmk6dLredxuVn30Llt++R6A9NHjmHPXfWgNol5GEIRTlwhoBEEQTlFV9ZvBUYBbgj5J15CoSeSt99/C6/UyZMgQxo4d2+FzFeyoYcXHe7E0OEAGdWt+ZMzN1yADth/Z5Wx2Kjd/vIWbp6QTpOnZtxFnQQHFd93lq5UpLCTlk4994//oY7wmE3KjkfCrryLi1luRa7o2OOgKMpmMpy4ayhsrDnDfl9sw2dwYdUqum5DKndO7NvNlbWzw1cvk7gBg/MWXM/GSK5HJ218HRxAE4VQgkyTp6IsAnOJMJhMhISE0NjZi7GXTDQRBEE7Ep6vnEu3KZY8ziBtmrOPbL79l3759hIeHc8stt3RoqpnD6mLNl/vZs64CgJBoHTMSvyKu7G0YeRWuc15ArlLhtLlQ61TY7E7u/nIHvxXXs/pPZ/VoQGNesYKyBx7EazajjI4m8ZWX0Y0YgdfShEytwWMyoTAakZwO5L00A2FzunlzZT4vNS9Oerg/zujHrVPT0atP/DmuzM/ju2efwlxbjUqrY86d/0e/jN5dLyPevwVB6CiRoREEQTgF7azeQrAjF+QwLP0Oftv4G/v27etU3UzBjhpWfLQHS6MTZDBiRhKZ8StR/fo2yJUw5gZUOl9WQxeswe3xcv4b6yiotfKn2QN7LJiRvF5q33qL6pdfAUlCN2YMiS++gDIqCsAfvLQ0AOht08wOp5DLeW/twYDb3lt7sEuyNLtWLmXx26/icbkIi0tg3v2PEJGYdMLnFQRB6C1EQCMIgnCKcXvdfLbpAaZrwIqeEdrZvL/kA8BXNxMXd/Q1S+wWF9lf7mfPel9WJjRGz1nXDiJOlw/vPOTbaebjkNS61fN3v5VRUGslTK/i2gk9U0DuaWqi7M9/pmnJUgDCrryCmD//GZlafYwjeyez3YXJFribnMnmxmx3EXGcdTQet5uVH77D1oW+Lnjpo8dx7t33o9Ebjnu8giAIvZEIaARBEE4xn+75lBSKAEiOu4oFC77qcN3MkVmZkTOSyLwgHaW3Cd66HjxOGHAuTLiz1XFuj5f/rSsA4JYpfTD0QHbGkX+Qkrvuwpmfj0ylIvZvjxF68cUnfRxdKVirwqhTBgxqjDolwdrjyy5ZGxv44YV/ULJ7JwATLrmCCRdfIeplBEE4LfXoK9uqVauYO3cu8fHxyGQyvv3221bbJUni0UcfJS4uDp1Ox8yZM9m/v+08Y0EQhDNFhaWCz3e8QLrGi4Sc3N9CMZlMhIeHM3fu3HbXm7FbXCx5P5efXtuOpdFJaIyei+4fQ9Yl/VCq5PD93VBfACHJMO81aD6PzenG6fZSa3Hy6S3jeff6cVw38eRnZ8zLllMwfz7O/HyUMTGkfPzRKR/MAHi8Xm6YmBZw2w0T03B7vZ0+Z0XePj586B5Kdu9ErdMx7/5HmHjpVSKYEQThtNWjGRqLxcKIESO48cYbueiii9ps/9e//sXLL7/MBx98QFpaGn/9618555xzyM3N7fS6CoIgCKeDpzc8zSitBQCFbCR791Ycs27m4PYaVny8B2tLVmZmMplz01Cqm1eDz3kbcr8DuQoufQ/04QA4XB7eXJnPe2sP+rtvXT8xlaw+J29xSsnrpeb1N6h59VUAdGPHkPjiiygjI0/aGLqTTq3kjml9AFo9zzdMTOOOaX3QqBSdOt/OFUtY8t/XfPUy8YnMu/9hIhJEvYwgCKe3Hg1o5syZw5w5cwJukySJF198kUceeYR58+YB8L///Y+YmBi+/fZbLr/88pM5VEEQhB63tHApq4uX8XiCB4AdO0IB32tpoLoZu8XFmi/2s3fDoVqZGdcNIjb9sJXnS7fArw/7fp/1d0j0TVkL1H3LZHPz8tI8ZMi6rPvW0Xiamih78E80LVsGQNjVVxPzpwd7dZH/8dCoFNw6NZ07p/fFbHcRrFXh9no7Fcx43G5W/O+//LboRwD6jM1kzp33odHru2vYgiAIvUavraE5ePAgFRUVzJw5039fSEgImZmZrFu3rt2AxuFw4HA4/H+bAqwYLQiCcKppcjbxdM7TDNd7MMglnM4g6uriGDp0KGPGjGmz/8HtvloZq8mJrDkrk3F4VgbA1gBfXu+rmxl4Poy/3b/pZHTfOhpHfj4ld96F8+BBZGo1sX/7G6EX/a5br9mTWoLDlgYA6k7MCLc01PPDC/+gdM8uACZeehXjL7pMTDETBOGM0WsDmooK3zeKMTExre6PiYnxbwvkmWee4fHHH+/WsQmCIJxsr/72KlXWKq6O9QUk5WXpREREtambsVtcrP5iH/s2VAIQFuvrYNYqKwMgSfD9XdBQCKHJMO9Vf90MdG/3rWMxL11K2YN/wmuxoIyNJfGVV9ANG9ot1zrVleft5fvnnqaprha1Ts+5d99HnzGZPT0sQRCEk6rXBjTH66GHHuLee+/1/20ymUhKEvOHBUE4de2s2cknuz8hSuklWWVHkmTU1Azg2msvRaM5FFQc3FbNio/3HsrKzGrOygSaupTzH9j9g69u5pL3QRfm3+T2eDFolN3SfetoJK+Xmldfo+b11wHQjxtHwosv+NeTEVrbsfxXlv73dTxuN+Hxicx74BHC4xN7eliCIAgnXa8NaGJjYwGorKxsNTe8srKSkSNHtnucRqNp9QYvCIJwKnN73Ty+7nEkJK6OSAX2UF8Xz4wZl/pfJ+1NzVmZnMOyMtcNIjYtJPBJSzfDoua6mbOfgMRDU9Zqmxzc9clWbpyUynUTUnllWV6bw1u6b3VmWtSxeMxmyh54kKYVK3yP4ZpriHnwgdOuXqYreNwulr//NtsW/wxA33HjmX3HvaJeRhCEM1avDWjS0tKIjY1l6dKl/gDGZDKxYcMGbr/99qMfLAiCcJr4ePfH7KnbQ5Q8nHhZAQBqzUxGjx4NQP5v1az4ZC+25qzMqLOTGXd+O1kZOFQ343X56mYyb/Nv2lnayK0fbqa0wUaT3cVnt05ALpN1Sfeto3Hk5VFy1904CwqQaTTEPv43Qi+8sMvOfzqxNNTz/fPPULY3F2Qysi69iszfzRf1MoIgnNF6NKBpamoiL+/Qt38HDx7kt99+Izw8nOTkZO655x6efPJJ+vXr52/bHB8fz4XijU4QhDNAWVMZr/32GkhwpXwIKtUiXC4D55x9Hw6Lm1Wf72P/xkNZmRnXDSYmzdj+CSUJvrsTGoogNKXVejNfbynhoa934HB7SYs08PxlIzFolCfcfetYzEuW+OplrFaU8XEkvvwKuqFDuuz8p5OyfXv44fmnaaqvQ6M3cO7d95M+elxPD0sQBKHH9WhAs2nTJqZPn+7/u6X25brrruP999/nwQcfxGKxcMstt9DQ0MCkSZNYuHChWINGEITTniRJPLXhKWxuG2d5ziI0aDMAcXEXU7bHyopPth6WlUlh3Pmp7WdlWmx4E/b82LzezPugC8Xl8fL0z7t5L7sAgLMGRvPCZSMJ0fmmep1I962jPj6vl+pXXqH2jTd918nI8NXLhId3yflPN9uXLmLZu2/gcbuJSExm3v0PExaX0NPDEgRB6BVkkiRJPT2I7mQymQgJCaGxsRGj8SjfXAqCIPQiiwsXc++Ke4l2RDOrbhTjMr4BwFP8H/av82VVwuIMzLhuEDGpHXhtK9kM757jm2o251+QeSs1TQ7u/HgLGw7WAfCHs/pyz8z+yOWyY5zsxHhMJkofeADLylUAhF93HdEP3I9M2WtnQfcYX73Mf9i2+BcA+mVMZPYd96DWnf71MuL9WxCEjhLvHoIgCL2M2WnmmQ3PoPaomVo3lZhYX3bGVjOEwnUyX1bmnBTGndeBrAyArf5Q3cygCyDjFraXNHDbh5spa7RjUCt4/rKRnDMktnsfGODYv5/iu+7CVViETKMh7sknCJk7t9uveypqqq/jh+efoWzfbpDJmHTZNWRceGmrNt2CIAiCCGgEQRB6nZe3vEy1tZqZ9TPx2t3ExvgWuKzbN4nweANnXdvBrAz46ma+vRMaiyAsFea9yoItpfzlmx043V7SIw3859ox9I0ODni4y2FHrlDgsFjQGAx4PR5UmuOb9mv69VfK//wQXqsVVXw8ia++gnbw4OM61+nmyOfZZjLx48v/pmzfbl+9zB/uJ32UqJcRBEEIRAQ0giAIvcj26u18vvdzBjQOIMQcQkR4CWqNBbc9mH5DLyDjvP4oVJ2oY1n/Buz9CRRqXBe/x1O/lvD+2gIAZgyM5oXLR2JsZ00Zt9NJzndfsXXh9/4P2qPnXEDGvEtRqtUdHoLk8VD98ivUvvUWAPrx40l44XmUYWHHOPLMEOh5HnXOXC649yEWvfES0677PWGx8T09TEEQhF5LBDSCIAi9hMvr4vF1jxPXlMDQ+qEAJESVAhAb8ztGjBnYuROWbILFfwXAPPVxbvrJQc7BcgD+OKMff5zRr916GZfDTs53X7H+q0/99zksFtYt8P097oKLO5Sp8TQ2+uplVq0GIPyGG4i+715RL9Osved5/defgQzOvft+sb6MIAjCMYjG9YIgCL3ER7kfwb4gJlZOAiDYqyck2tfavt+gazt3MmsdfHkDeN00pJ7L2Wv6k3OwjiCNkrevHcv/zTp68b9coWDrwu8Dbtvyy/fIFceu3bHv28fBS+djWbUamVZL/L//TcyfHhTBTDNJkpDL23+ety78AaVaLCwqCIJwLOJdRRAEoRfIryhk12f1jPaMxqWpR42BmfO81DR6CQ3NRK9P6/jJWtabaSyiSZ/EWXmXUOd2kB5l4D/XjKVvdNAxT+GwWHBYLO1ua6qvI+fbLwmNjSdl2EiiklNbLe5oWriIsr/8BclqRZWQ4KuXGTSo44/hNGVpqKdox28U7tiGua6Gs2+566jPs8NqRW8MOcmjFARBOLWIgEYQBKGH5W2u5Kf/7SJaGY41uAC5TMH1N13JwcLLAUiIv6xzJ1z3Guz9GbdMxWX1t1EnaZk5KIYXLhtBcDv1MofzejyodTo0BkPAD9sagwF9cAj7N6zFZjYBoDOGkDx0BMlDhhOUsxnH/z4CwDBxAvHPPXfG1ss4bVZKdu+icMdvFO34jZriQv82XbARvTH0qM+zmG4mCIJwbCKgEQRBOElcDg9yhQynzY1ap8Tl9LDxxwK2LyvGq7JjDSoAYO4F56PW7cfuKEOpDCEqanbHL1K8EWnJY8iAvzmvZpeUxv/N7M/dZ/Xt0PoyVlMjP730T0bNvoBR58z11XIcYfScC3A6bGT+7jIKd2ylJHcnNlMje9euYu9a39oy+oFJJCSmMODKa3CrVGfMm43H7abiwP7mLMxWyvfvxevxHNpBJiM6NZ2UYSNJGTYKr+Rl9JwL/LVJhxs95wK8Hg8KpZh2JgiCcDRnynuMIAhCj3K7PGz5tZAdy0twWN1o9EqGTUtk7JwUDuSWUM5vKJEzYsQIRo0axfYdtwMQF/s7FApNxy5ircP52XWovW5+9GTynXI271w9ihmDYjp0eGV+Ht899xTmmmrsFguXPfYPZHIZW34J3OVszHnzGHPePDxuF4VLl5L72ktUeZ006LVYNWr2V5ez/6V/gUxGbHpfkoeNJGXYSOL7D+pUl7TeTJIk6kqLKdzxG4U7fqMkdwdOm63VPiExsaQMHUnysJEkDRnWZgpZxrxLAdp9ngVBEISjk0mSJPX0ILqTWGlYEISe5nL4gplNPxW02TZ6ThKbyhdRW1FDZGQkt9xyC5LUSPbaSUiSm8yMXwgK6n/si0gSZW/MI75qJQXeGO42vsiL102hT9Sx62UAclcvZ/Fbr+B2OQmLi+eC+x4mMinl0PooVisavT7gOjSmX36h7C8PI9lsqBITiX7231R7HBRu933IrystbrW/UqUmYdAQkoeOIGX4KKJT0lrV3/R2TXW1FO3cRuH2rRTu3Ialvq7Vdm1QcPNjG0ny0JGExhx7wdKOPM9nGvH+LQhCR4kMjSAIQjeTK2TsWF4ScNu6dWsxaWtQKBXMnz8ftVpNQcFXSJKbEOOoDgUzTreXpe8+zJyqlTgkFR8mPc4n18zqUL2Mx+1m1cfvseXn7wBIHz2OOXfdh9bgC4RaPlS3ZBUOn/4keTxUv/ACtf99BwDDxInEP/csyrAwjECfMZkAmOtqKNqxzTcNqzkAKNy+lcLtW1n9yftog42+AGDYCFKGjSQk+tgBwMnksFop2b2juQ5mG7UlRa22twrQho0kOjW90wHa0Z5nQRAE4ehEQCMIgtDNHFY3Dqu7zf1OdQMmzUEA5p4/l+joaCTJS1nZ5wDEJ1x+zHNXme289O5HPF73Jshgbb/7ePjKyztWL9PYwI8v/pPi3B0AjL/4ciZecmWHPox7Ghoovfc+LGvXAhBx8++JuuceZAHaOQeHRzJk6gyGTJ1xaIrW9q0U7viN4tyd2M0m9q1bzb51vrVqWqZopQwfSdKQ4eiCT+638x63m/K8vRRu9xXyl+ftRfJ6D+0gkxGT1peU4affFDpBEIRTkQhoBEEQuokkSRz8rZqkwRFo9EocVjfaIBV6o5qmpiZqNXtABiOGj2DkyJEA1Nevw2YvQqEIIib63KOef0tRPX/6cAXvO59GKfNSmXwu06/6M8iOHcxU5ufx3bNPYa6tRqXVMefO/6NfxsQOPS77nj2U3HU3rpISZDod8U8/hXHOnA4dK5PJiEhMJiIxmdHnzvMV0eft82U/dv5G+f69NFZWsL1yIduXLmwOHvr46m+GjiR+4CBU6g7WFHWQJEnUFhdSuGMbRTt9QZbL3roOJjQ2jpRhLXUww9EFBXfpGARBEITjJ2poBEE4JdmcbhRyOWa7i2CtCrfXi17de76jsZqcrPx0L/lbqzn39mGYau0ER6pIHBiBtcmGPkhLfn4+a1dv4PIrLkMf5JtytGPnH6iq+omEhKsYOODv7Z7/s5wiHvtuB6/L/80MxVZcIemobl8J2mO/zu1auZTFb7+Kx+UiLC6Befc/QkRiUsB9vTYbMqUSj8mEwmjEVV5OyR/vwbF7N6qkJBJffRXtgA7U+HSQ02alOHdnc5ew39pM71KoVCQMGEzysJGkDh9FVGoacnnrrJC/HqW5wD5QPYq5tsbfSrlwx29YGxtabde1TIMbPorkoSMIie5YY4Xj5XV6kMlleO1u5FolkldCrj724qWnM/H+LQhCR4mARhCEU47D5eH1FQd4b+1BTDY3Rp2SGyamcce0PmhUPfshUJIk9m+qZNVn+3BY3MjlMs66fhDpoyJYs3oNG3I2YLfb0Wq1ZGRkMGnSJNTN05WczlrWZGchSS4yxn1PcPCQNud3uD08/kMun2wo4hbFD/xF9SmSQoPs90sgbvhRx+Zxu1n54TtsXfgD4KuXOffu+9HoDQH39zoc1P7nP9R9+BFekwm50Uj4VVcRds3VVL3wAjH33YciNPTEnrBjaKqvo2hnc/3N9q00BSrAHzKc5GEjSRs5Fn1ICBu+/ZKtC4/sGHYJpXt3k7dxPYU7fqO+rHVNk1KtIXHQEH8ntiMXCu1OksuLaUURTWvLkWxuZDolQRPjMU5LQqY6dZoldDXx/i0IQkf1nq8zBUEQOsDmdPPmynxeWrrff5/J5vb/fevU9B7L1FgaHaz6dB/5v1UDEJkUxIzrBhEUpWL1mtWsWrXKv6/dbvf9LYOJEyei1Wgpr/gGSXIRHDwsYDBTZbJz20eb2VLUwFj5Xv6s+gIA2Zx/HDOYsTY28MML/6Bk904AJlxyBRMuvqLdD+1em43a//6XmtdeP3SfyUTNG2+ADGIeegjFSVj0MSgsnMGTpzN48vTm+psS//S04l3bsTeZ2bchm30bspl3/yNU5ue1WjvHYbGwbsGnSF6JmPQ+/LboRwBkMjkxffo2rwczkrj+g1CqTn4hvtfpwbyyGPPSQ53gJJsb81JfZip4auIZn6kRBEE4FhHQCIJwSlHI5by39mDAbe+tPcid0/ue5BE1Z2U2VrLq80NZmbHnpTJ6dgoKhRyPx0POhpyAx+ZsyGHqlKlIkuRvBpAQf1mb/TYX1nH7R1uoMjtI1lr5SP8WcqsHhl4CY2446vgq8vbx3fNP01Rbg1qnY85d99N3bOah8Xs8uCsqcBaX4CopxlVTS8T111H34UcBz1f30cdE3n57R5+eLuOrv0kiIjGJ0XPm4vV4qDjgq7+pyNtPyrCRLHzjhYDHbl30A7e+8QFjL7iY+H4DSBo8HG1Qx1padyeZXEbT2vKA25rWlmGcHngqoCAIgnCICGgEQTgl1FmcLN9TSWZ6BCZb245h4MvUVJntvL/2IGmRQUzqG0lyuB5ZB4rkj5el0cHKT/ZycFsNcCgrE5kYjN1uZ/fuPBITE7Hb7QGPt9vt2Ow2XK7dWK35KBR6YmLmttrnkw1FPPb9TlweiQHRer4JewdtYQWE94G5Lx61CcDOFUtY8t/X8LhchEZEMWvaORi27aL8p4W4iopxlhTjKisHl8t/jKZ/P0LOPw+vyRTwnF6TCY/ZjDI8vJPPVteSKxTE9x9EfP9BAFgaG3BYLAH3dVgsuBwOpl519ODvZPNa3Ujt/HuWbG68djeKINFBTRAE4WhEQCMIQq8lSRLr8+v4NKeIhTsrCNIqWfOn6Rh1yoBBjVGnJNyg5ustZdRZnAAkhumY1DeSrOZbuKFrPhxKksS+nEpWf74Ph9WNXCFj7LmpjDonmYqKcr77bhk7d+5EpVJxzz33oNVqAwY1Wq0WnVZHYYFvmlRM9Pkolb7MgcPt4W/f7+LTHN90pHOHxfJiwgrUK5aCUgvzPwCNr9uW5HbjqqjEVVKMs7gYR2EROblb2G9pBCC60cKIHflYlq0n0Ed+mUqFKjERVVIimv4DUEZFITcaAwY1cqMRRXDv6/KlNRjQGAwBgxqNwYDmJEyR6yhniRnTymLCLx2ATKcMGNTIdEpkagXmNaUYMmLF1DNBEIR2iIBGEIRep87i5KvNJXyaU0R+zaEPp3EhWioa7dwwMa1VDU2LGyamYbK5uX5iKmv217ClqJ6SehufbSzms42+oGBIvNEf4IxLDUd3HB8Sj8zKRCUHk3V5OqU1B3j77YVUVlb6962llvLacjIyM1i1clWbc2VkZmCz11BV/QtwaO2ZyuZ6ma1FDchk8MA5A7glugD3W//E1KTFlXQRzje+wlX8Is6SElxlZeD2fSh2KBVsSYmhPkgHQL+KOvpW1qOMiECdmIgqKQlVUiLqxOafSUkoY2Ja1dN4bTbCr7mGmtdeazPm8GuuQXK7kfVAzcnReD0eRs+5gHULPm2zbfScC/B6PD2+YKWr2oppcSG27b5/O45RDQRNjGtVQ9MiaEIcjv31NP6Yj3llMcYZKRjGxSBTnLmNAgRBEAIRXc4EQegVJEliXX4tn+YUs2hnBU6PbyFDg1rBBSMTuDIjmWGJvlXUO9rlzOJwk3OwjjV5NWTn1bCnwtzqmmqFnDEpYUzq5wtwhiWEoDjKgpRHZmVkCug3NQiLuoxdu3bhap62JZPLKAsqY69hL43aRl6c/iIT4yayZvVqNuTk+LucZWZkMGnyZCoqPmHf/r8TZBjAyPi32LVpN59+tw5DbRVJ9jrGaWxoq8vxNAaeAtZCplZjTk5kY5ACm+RFpVRy1oxz6Zs1DXViAnJD4G5m7fF1OXubug8/PNTl7JpriLjlZuSarl0Lpqu4nU5yvvuSLb8c2eXs0h5d/NJjcmBaWoRlYwV4ARnoR0ZjPCcVhUGFaUUxTWvL2nQ5s++vp+HHfDx1vuyeIkJLyNkp6IZFIevA4qmnMvH+LQhCR4mARhCEHlXb5OCrLSV8mlPMwcOyMcMSQrgiI5kLRsYTpGmbTLY63Sg7uQ5NldnOugO1rNlfw5q8GsobW08BM2qVTOwTSVa/SCb1jSQ14lD9jaXRwYqP91KwvQavzI0qvhFXSBW1ddX+48MjwikJLWGJawkuhYuB4QN5MutJ+umSafjqK2SJiQSPH4+tqQldUBDmdevwlhSzL+k9rN4iQr5UYVh+9A+pCh2o+w9DlZyKOikRVWKS72dyMnt2/sbSd9/A43YTHp/IvAceITw+8Zj/DY7Gvw6N2YwiOBjJ7Uau053QObubfx0aqxWNXh9wHZqTxWt1YV5Z4gtWXL4gXTswHOM5qajjDgWYh9ah8SDXKlqtQyO5vVg2VmBaWoS3yRc0q+INhMxOQ9MvtFtrxHqSeP8WBKGjREAjCMJJJ0kS6w7U8klOEYt2VeDy+F6GDGoF80YlcMW4Q9mY7hxDfo2F7Lwa1uyvYV1+LWZ76zqGhFAdWX3CGSmpMa+rwuZuwK6vwGmoxuv1AKBUKhkyZAiOOAevHnyVJlsDMWYFN4Sfy0zVcKS6eiJuvJH9U6biNZlQhIWhjIrEXV2Dp74e1xAd1Xc2InNBzJ9VuB0qKgzheGPjGTZuMPqUZFSmLagOfIQ6VIn8tqUQO7TVOD1uF8vff5tti38GoO+48cy+495eVTNypvE6PTStLcO8ogSp+d+VOsVIyJxUNKnH92/b6/DQtKYU86oSJIfv358mPQTj7FQ0yaff+5t4/xYEoaNEQCMIwklT0+Tw18YU1Fr99w9PbM7GjIjHECAbczK4PV52lDb6Apy8GjYX1qN2SZxtk5OgqsGmq8CjOpRBCg8OZnh4OAlN9Wz/7WfcpWXENEhEmkDhPXReTf9+JL7+Ogdmzgp43Yar3VgneqmpH8s/V82jURfMA3MGc+uUdN8374Vr4f3zQfLA3JdhzHWtjrc01PP9889QtjcXZDKyLr2KzN/NP2mLQgqtSR4vlk2VmJYU4TX7GlMoY/SEzE5FOzC8S7IpHosL8/JimtaXgdv3Fq4dHEHIOSmoYjo3rbA3E+/fgiB0lGgKIAhCt/J6fbUxn+QU8eth2ZggjZJ5I+O5IiOZoQndm43pCKVCzqjkMEYlh3F7VjIrvlrLpu17sIVX0yTzRSgyj4eE4lIG7N9HRG0tMsANDD7iXDKNxl90rx7Qfscwr1bCNtZ37s+Lp+EJj+S9K0YxpX+UbwdLDSy40RfMDL8MRl/b6viyfXv44fmnaaqvQ6M3cO7d95M+elw3PDvCsUheCdvOGky/FuKusQGgCNNgPDsV/YiurXdRGFSEnp9O0KR4TEuKsG6uxJ5bi313LfrRMRhnJaMM7ZkpdoIgCD1BBDSCIOC021GoVNhsNnQ6HR6XC7X2xD4Q1TQ5WLC5hM+OyMaMaM7GzD3BbIy/tsNkQmE0dqq2Q5IkPA0NuEpKcBUX+xeUNJeWkeuWsTs+GYfWC81PQbDJQt/9e0ktKEDdXPhfp1dSFe6mMlRGhcFItSKLqD6jGTB6EONG9yU9Otj/bXx7HcNsY71IakCRgpXB/HDXOJIjmqeJeb3w9S1gLoeIfnDe863Wm9m+dBHLmutlIhKTmXf/w4TFJRz38ykcH0mScOxvoHFRAa7SJgDkBhXGs5IwZMYhU3ZfpkwZqiX8kv4ET0mkcVEB9l21WDdXYv2tiqAJ8QRPT0Jh6F2d6ARBELqDmHImCGc4l8vVbvctVSfb8vqzMRuK+DW3dTbmwlHxXD6ua7Ixvu5b/6Huw4/a7b4lOZ24ysr8wYqzuDl4aQ5ivE2+D58SUBsRwYG+fShKTsHb0hLXKyfa7GWcu57E2Gg0ScmoEhPJlh3gn8XvUiOZkaMkUXYBRfmZmO2tX0rjQ7Rk9Y1kUr9IpvaPwqiQqHnrP9R/dGjMNY/JseuqqJLdyryse1s3NVj1LCx7ApQ6uHkpxAwBwO1ysfz9t9i+ZCEA/TImMvuOe1DrRL3MyeYsNtP4y0Ec+b61fmQaBcFTEgmaFI+8B6ZOOopMmBYWBBhPAnLNqbeGjXj/FgSho0RAIwhnMKfdTvbataxc1XZ9lKlTpjBx/Hjk9fXHPE+txcnPOyr4YVsppQ02//2D4kKYNzKOGQNj0HfRooAyvZ76Dz+i5vXX22yLvON29BMmUPanP+GuqPRlOdrhVKkoGjaUAykpNBzWgljh0hOlTuaCa2YSnx7pv7/aWs3f1/+dFcUrfI8tfBBPTnqS/mH98XgldpY2+ttDbyqo97edBnj72jGU1NtID1YwoX8M9gYTbmUJW7dfgoSKcZmrCDFEHxpcQTZ8cD5IXrjgVRh9DQBN9XV8//zTlO/bAzIZky67howLLz1tu1z1Vq4qK6ZFBdh21fruUMh6TUbEnzFaeBBXma/mSx6kwji9+zNGXU28fwuC0FEioBGEM5TT6UQul/Pss8+2u4L9fffdx6pbbkWVtx9DkwWdzUZPfnRWhIXRd+kS9k+b3u4K9v1WLCdvxkw89fXIdDr/QpLqpESUCYlUhxjZ2djInqIi3M0LUcokORpbFDpnPJNmj2DUrGTkzZkaSZL4Mf9Hnsl5BrPTjFKu5PYRt3PD0BtQyQN/eLU5PWwsqCM7r4btpY28c91Yxj+zFJPNTbhBTVSQhsnR7zEhbhVbqsbyx0s+Rd3yQbOpGt6cBE0VMPxy+N2bIJNRunc3P7zwDJb6OjQGA+fd/QBpo8Z2zxMtBORucGBaUoh1c6UvtSej19asSF4J244aTL8W4K5tXsOmm2p6uot4/xYEoaNEDY0gnCE8Hg/l5eXk5+eTn5+Pw+Fg/vz5AYMZALvdjsViYe+4sVSlJAMg93gwWK0YmizomyzoLU2+3y0Wgi1WNJL3qAtTnihVfDzuurqAwQyA12TCa7GQ9O47qKKiUEREIJPJsNlsbNu2jc2bN1Odf8C/v05hRFEfjcYWTWxyGDOuG0x4/KEuUVXWKv6+7u+sLFkJwOCIwb51ZcL6HXWcOrWCKf2j/MX9NWYHJpsveKqzOGmym7l7yAYAlhaN50a7i4ggTXPdzM2+YCZyAJzvq5vZtvgXlr33Fl5Pc73MA48QFht//E+k0CkeiwvzimKa1p06XcVkchn6EVHohkb4u6556h3Uf76XppXFGM/puq5rgiAIPU0ENIJwmpIkidraWn8Ac/DgQRwOh3+7Xq/HYDCg1WrbzdAYDAYiIiJwuVw0NDTiVYA5OBhzcHDAaxoMBsLCwgLegoODkXdBK2HJ5fJ3DFOnpaHu2wdn3gGcBw8iNxpRhIaijIpCkiSKiorYvHkzubm5/myMSqUiMTqdpr1BSE16FEo5mRemM3JmUquszA/5P/CPnH9gdppRyVXcMfIOrh9yPUp55182jToVRp3Sn6E5Oz0fo85ASYORcttAgrXNmZ41z0H+cl/dzKXv45apWfafV9ixdBEA/TOzOOeOe1Bre/fClqeLQOu+qNNCfGvJnCLrvsgUcoIy49CPim5eF6cYV4WV2g9yUacaCZl9/OviCIIg9BYioDkOTqcThULhL6D2eDyo1eqeHpYg0NTU5A9g8vPzMR2RydAoFERXVBJdWEBMRSWe668nMyMjYA1NZkYGHrebmugxLCgsosRmxSBzEiRzMCRCzsgYNZEqF+bGBurr67HZbFgsFiwWCyUlJW3Op1AoCA0NbTfg0RxWx3I0kttNzCOPoJ0wBnVEJC6XCZXKiLO2Gvu6LVjNZrbv3cvmzZupqanxHxcTE8PQQSOo3aamdLPveYlJNTLj2kFHzcoMiRjCE1lPHDMrczQer5f7Zg0gNVzB+D7RuF2D0WpuYnfxPu6NCMXt9aI+mA3Ln/YdcN6zNKli+P7xP1O+f6+vXubya8mYd4n4Rv0kkNxeLBsrMC0twtvk62qnijMQMicNTb/QU/K/gVytwDgtiaCMWMwrSzBnl+EsMFH95na0A8MJmZ2KKrZ3ZpsEQRCORdTQdJLb7Wb16tVs2LDhUEeozEwmT56MUiniQ+HkcjgcFBUVceDAAfLz86mqqmq1XaFQkJSURCJg/OUXDNt3IJcklNHRRN51J6G/+x1uaLfL2d9/2sOH64sACNYquWhUApdnJDMoru3/SzabjYYGX3Bz5K2hoQHvUQr0wZcxCg8P71B2x+OxU1D4JiUlH+B2m1AqjSQmXkdqym188cU37N27F/BlY4YOHcqYMWNoLJCxdkEeTrsHhVJOxgVpjJzROivz/YHv+efGf3ZJVuZIHo+DgoI3KCk9bMwJ15GaejsKexO8MQGaKmHElZQOuttXL9NQ76uX+cODpI0cc8JjEI5O8krYtlXTuLgQT11z3UmElpCzU9ANOzXqTjrK0+jAtLQIy6YK8OKrBxoZjXFWCsrw3lEPJGpoBEHoKBHQdILT6SQ7O5uVK1e22TZ16lSysrJEpkboVh6Ph7KyMn8Gpri4uE2gEBsbS3p6Ounp6UTV1lL/4kvYtm4FfEXzkbfcTNhVVyHX6bA53SzaVcmElGAijQZsdhs6rY7qRgtrC00EaZS8ufIAV2amcN6wOHTH2anM4/FgNpvbBDp1dXX+7M7RHJ7dueii8yiv+ICCglfa7JeaejeREfP54ov/MXz4cAYMGIjbDuu/zaN0n6+VbVRSEBMv7ktI1KE2xzW2al7a8hI5FTkADAgbwH1j7yPFmHpcj7ft+PUUlwQec1rqH0hRjUPxzhykyIFsS/8zyz96H6/HQ2RyKvPue5jQ2LguGYcQmCRJ2PfWY1pYgKuiuTNYsArjjBQM42KQKU6dzmCd5aq2YlpciG17czZTISMoM87XsS24Z9/PREAjCEJHiYCmEzweD//+97+P2hFqy5YtBAcH+79Z1p7g4oTCmU2SJGpqavwBTEFBQas6GICQkBD69OlDeno6aWlpGAwG7Hv2UPXCC1hW+qaSybRawq+9loibbkQR4psvb3N6kMth3FNLMNncpEcZ6BcVxP7qJvKrLRh1SjY9POtQ961uZLfbA2Z2jszuREaGcscdt7N6zXjc7raNAZRKI5OyssleOxWXq67bx90RKlU4WRNXsiY7q90xT56QjfflDJYq5rNznS+o6j9hMrNv+yMq8RrSrRyFJhp/OYizwPffRqZVEDw1iaCseORd1Gr8VOAsMdO4qADH/gYAZGo5QZMTCZ6cgFzbM7MPREAjCEJHiTlSnWC324/ZEWrz5s2tpv3odLp2awaMRiMKxZnzhil0jNlsblUHYzabW23XarX+DEx6ejphYWH+Of3O4mJKH/sbpp9+AkkChYLQSy8h8vY7kEdFsaO0kewteazZX4PZ7uKNq8f4u2/lV1vIr7b4r2OyuTG3dN/qZlqtlri4OOLiWmciJMmLyZRLecUy6urWIJfbcTguDhgYALjdJpzOOjSaeJyOJiSv7/samRzkCjmHlz5IkoTb68Yj+YIluUyGSq7q8voIrTYep7P2qGN2OWpZ4p7HnpwcZDI5k664lnEXXHxK1mqcKlwVFhoXFWDf3Rz4KuUEZcVjnJqIXN+za8n0BHViMFE3DcOeV0/jwgJcJU2YlxZhWVdG8PRkgsbHIVOdvpkqQRBObSKg6QStVnvMjlBJSUmo1Wrq6+uxWCzYbDZsNhtlZWVtjpHL5YSEhLQb8Oh0opPRmcDhcFBYWEh+fj4HDhygurq61XaFQkFycrI/gImLi2vTLcxdXU3NG29S/8UX0NzNK/jcc7FffRNLHHrW/FrEugNbMdnd/mPCDWoigtT+7luBMjT+7lsnkc1WQl19NnV12dTXr2uVaVGpwlGrI1Aqje1mOzSaaAoWP0xNcRMKlZzMC9IZcVYS8ub6B0mS+DbvW/698d+YXb5amTtH3sl1Q67rklqZQLxe11HHrNBEUrj/IFpDEOf98UFSR4zulnEI4K6z+9aS2VrlW0tGDoaxsQTPSEYZ0v3Be2+n7RuG5s5QbDtrfWvYVNto/CmfpuxSjDNT0I+OPq1qiQRBOD2IgKYTPB4PmZmZAWtoMjMzkSSJuXPn+u9zOBztFknX19fj8Xj8vwei1WrbDXZCQkI6nd05FbuznYpjtjvsqJQqbDYbOp0Ol9uFVnNo2pDH46G0tNSfgSkpKWlTBxMXF+cPYJKTk1GpAgcWHrOZ2nfeoe6D/yE116FYRoxladbFfG81UvrFwVb7B2uVTOwTwaR+UUzqGwnA3y8YSlaygfAQA/amJrRBQdQ2WlhbZPF136J7v5V1uRqoq19HfV02dfXZ2GxFrbYrFHpCQzMJD88iPGwiXq9EYuJ1AetREhOvw2KyUlPcRGy6kbOuHUTYYZ2bKiwV/G3d38guzQZgWOQwnsh6gj6hfbr1MUqSm6TE6zlY8HLbMSdcS9HOrQSFhXPB/Y8QGhPbrWM5E3idHmRyGV67G7lWieSVkFwezMuKaVpfDh5f5k43LBLj2SmoDqunEkAmk6EfFolucATWLZWYFhfiaXBQv2Af5lUlhJyTgnZwBJLL2+Z5PpOm6QmC0HuIGppO6qouZ16vl6ampnaLpC0Wy1GPl8lkR83u6PWt36BPxe5sp+KYXS4Xq9esJmfDoY5hGZkZTMqaRG5uLrm5uRQUFOB0OlsdFxYW5g9gUlNTMRiO3j7V63BQ//En1Lz1Ft5GX7F7QXQab/Q7h+1Rff37qRVyxqSEMalfJFl9IxmWENJm4Uu308mGb79g68IfcFgsaAwGRs+eS8aF81F2Q/Do8ThobNxEXf1a6uqyMZt34vuq3EcmU2A0jiQ8LIvw8CyMxuHI5eojztFel7Pb2bKwDKVawYgZbbMy/9r4L5pcTajlau4adRfXDL6m27IybR+3nYKCNwN0ObuNzT/+yKhzzhf1Ml1AcnkxrSiiaW05ks2NTKckaGIcQRMTqH5zG+5qG5q+oYSck4o6KfB6SkJrkstD07pyTMuLkWxulFE6om4fQVN26RHPczzGaUldNjVN1NAIgtBRIqA5Dicja+B0OtvN7LRkd47m8OzOlClT2L17d7vd2TIzM9t8wO5parWaDRs2nFJjVqqU5OTksGpl2zVdpkyZQnx8PJ999hngq61qCWDS0tIIDw/v0DVcDie573+G97230Tb4uhIVBUfzwaA5rI0bCjIZg+OMTG4OYMalhh+1M5nLZiXnh69Z/9VnbbaNv/hyRp9zPq4TfJ4lyYvVvh9T00ZMTTmYLduQpNbn1GrSMAaNIyRoLMGG0SgU7Qd0SrWGgm2bSRo2GENIOC6XGZUqGEtDLcU795AyfDQe16HGCVXWal7c8gKbKjcBMChsEPeNvY9kY/IJPa7OUGnU7M5eRWhsJMlDR+Gw16PRhlG4YwuNlbUMmzYDlU6sAXKivE4P5pXFmJcWt9kWfFYSmj6h4JXQ9gs7+YM7DXhtbsyrSlAnB+MsNmNeFuB5npFM8NTELsnUiIBGEISO6p1fc/dyLcFLy7fo3VHYr1ariYmJISYmps229rI7Lbempibsdjvl5eU0NjZy4YUXsmHDhoDX2bBhA1lZWbz66qtYrdYufxzHQ6/Xc88995ySY87ZkBNwe05ODvfddx/9J/QnPjGeIWlDiNRFHrPoW5IkDlRbyN5fTcVPCxm9+DMSzb6mE1W6UD4aeDZ7hk0ia0AMV/SNZGKfiA4X8buaGpBp9Gxd+EPA7VsX/kDGBZfw3n13YDMHLmhvjzrYSXCihaAEC8HxVpS61gG4y6LEXGLAXGrAXKrHbVUBO5pv77V7Xl2wkZtffZdl77+Fw2IhLC6BiMRkakuKqC8vRWMwcOvrH/D2/be3GnMakEZi819mFn39t049nhPRMua1X36Mw2JBF2zEEBqGpaEem9mExmBgxKw5J208pyvJKyGTy2haWx5we9O6coxnJSM7CV37TldynZKQc1KR3F7qvtgXcJ+mtWUYpyed5JEJgnCmEwHNKUgul2M0GjEajaSkpLTZ7nQ6/bU7drsdm8121O5sVquVkJCQXpPxCAkJwWKx9PiYJSQkSQr480j6YP0xx+xwOshR5bB001LYBFqFlsTgRBKDEn0/m3/XyaMorNCyId9Mdl4N0Xk7uD73ZzLqfd+GmtQGtk2dR9D8y3lkcDzJ4foOdcPyOh1UbvyFwg1LKNpfgCMomQseeBRHO9MbHRYLVnMjxvBQXE0tdV4yfK3CWv9UaD0Y4iwEJTQRFN+EOrj1fxePU46lIoimsiAsZcE4GjSAzP9MKpTNz6rkC+KQmiehHZFANoRFYTU1+sdcX15KfXlpmzEHR0ZhsZrw+juYyVHKVcjpqmJmqXlsR/yUvHDEvw9jeGirMdvMplbBlsNiwWGxoA8J7aKxnTncDXYc+xuw5zXgMTkIv3QAks0dcF/J5sZr96AIEgHNifLa3eJ5FgShVxEBzWlIrVYTHR1NdHQ04CtCb+nOptfrCQoKoqmpCavVilarJTg4mFtvvbWHR93a4WM+UleN2eqyUtJUQom5+dZ06GepuRSn9+jBklFt9AchQZFBGI3Go45Zq9ViUBlICEqg3FKO3WMnryGPvIa8gOdPLdZx9yo3o4p8xf4utYr6C86m3123kxGTfuzsjtdL/e71FGX/SGFuLsWVDhzeQ9lEnasBfUgoGoOh3WxHUFg4V0+UQUI5NBaD1/chxiOHBqOK+jAVdaFqzEEKDu+JLJNkhMiiCdMOJjQkC9STMCeEYkp10Fhjw1Rtw1Rjx1Rjw+U4+vRJpUZBSKQWY6SO6FQjQeHh/jEHynYEhYXzY1YFuYMK0Sg03D3qbq4edDUKeScyqW6n7/HWFwS4FYKj8ejHK7UQluq7JabjOWzMR9IYDGiOUTMl+HitLhz5jdjzGnDkNeCuObQgq9ygQh6kQqZTBvywLdMpkWtFwXpXkGuV4nkWBKFXEQHNcXC5LCgUatwuE0qVEY/HiUrVez+QeDwepk+fTli4gbTUvjgc9Wg0YRw8mEd9vQWPx9Pr1sM5Vke5jozZK3mpsla1CVaKzcWUmEuosx994UWFTEGcIa5V9iQxOJGk4CQSghII0YS02t/usJORmRGwhiYjMwO3281Tk5/C5fGyubCaX/ftYX3Rfg7UF4GqFpmqDrm6jgRzNZdn25m427f+jFsOi0fJ+DrLS6NhESxahEahaZPZSQxOJNLqxbNpPeU7tlFU2ojZefj/4go0Cg9JMVpSBg0iedJc8Ho46/pbSR42BH1IGC6XCZXKiLWxjqIduXhdLhQXvoYkeTA3bqeufCF19dk02vfhpXUgomlSoKoJwVudgLW6P0WORHZ6YmjyRgDFzbfAgkJVGKMMGJsDl5AoHcZI300X3HptGIfNxsRLryYsOp7kocNwme2ogrUU7dhOfXU5tU215NblMiJqBE9kPUFaSFrbC0oS2Oqh/mDbgKWuAEwlzdmWowiKPRS0HH4LTwNDNBzWWttrszJ69lzWBahVGj17ru95Vp55a58ci+T24ig04cjzZWFcJebWCTAZqJOC0fQNRds3DCSJoInxmJcWtTlX0MR437S0kzf805bkFc+zIAi9i2gK0Ekej4OCgjdadSpKSriOlNTbUSh67xoG7XeFug2Fond2VnK5XKxZvYYNOYd1OcvIZNLkSf42xhaXpXXActjvpU2luLyuo14jRBNyKDA4IkCINcR2ugPW0ca8s8zMaysOsD6/jiZH6282k8P1zIyWc86mnzAu/xk8HiSZDMv00ey5aCQH9E3+x1VhqcAj+YIJpVtGTJ2G+BodcbVaws2tm1NIMi+KMA+hKRGkjhrPwPG/I8aYgFx26MN2oH/Tvu5bt1Jds5Sqql+or1+H2906KyG5InDUDaGhZADm0v547KHtPi9KmZ0QRTlGRSVGRSUhikqMykqMigqCFdUoZS7QRwYOEMJSwRgPh2VYvC4P5uXFNK07rMPShDiCpyfx9q7/olVpubrffBTmssBBS30hOI5RF6TUYJsq6gAAIvNJREFUtT+e0GRQd67Vr9vpJOfbL9hykrrJnYokr4SrwtI8jaweZ4EJydU6sFRG6fwBjKZPSJtV7H1dzoppWlvWbd23hJPzPIumAIIgdJQIaDrB5bJQVPQ2BYVt179ITbmbxIRrqbAUnNA1ukO0IYmyso8oKHi1zbbU1LtJSLyBupr9PTCy9oWFDWHfumqCItQkDYrA2mRDH6SjOLcWc52ThJEGrv3hBhocDUc9jxIl0YZoYg2xxBnifLegOGL1scQGxRKkCuqyMSvUCvI2VhIUoWoz5qY6F9FDwznnWV/GyahVMjYlnLFpYYwJV6Fd+C0NX3+L5PB15zKMzyT89zehSU9vdQ2v00nF1oXs37KcsqJSmkxekFp/F1of5KEq3E1VuJuaUA+eIxJZKpmK2KBY4vRxPDvncYqK2/k3nXoXxuChbN9xm+/aLh32qgHYKwdhqxyMuykGWr6HlYHWqEQfokQbpkIfpkIfqkIXqkQfpkKlkZDZasFc3nyrAFO572YuB+cxggu50pcRCY4j8tI3sW+oCdzJakYS2qxING9N6FiWJTguQMCS5vsZFN1qGl1XcNmsyFUqf0DjdTnP+O5m7jp7cwamHseBBrz/396dhzdVpv0D/yY5ycne0n1LFwZwA9lelg6v1CqI44bbyOA4FFwHEHHcfvLqK+IMMigujIOjow4IOgq9RkdEL5RphRkRfQVbHQtURyll605J2qbZzvP7I20gtHTRJCT0+7muQ5Ock/M85yZtcuc5z31ag5N9tUXrT16GxEMeEt+ni18evw6ND2q9htdHCZNwx5kJDRH1FU856weNRoeDh17tdt3BQ68iN/d27N99R9CVzU83rTYBWT/dhoMH13a7/uDBV5Gb82s8XfYgdh87jEafGm0KgAieMKD1ybC0J8LqSoS1PQm52p/g0btG4/NNVXC1eaE3a2G06tBmd6O9xQPZKOG8SZNw/b/vR3tLzyMwJ2sHsA/APtQDqA/ZMejNWsxa+lN8vmnfKftcNCkDCxWLv892AHV2HPvcjlIAwHBgzPDgnb5SCyFqIJSjUDz7oXiroXgOADhxbo8KUFuhkbKh1uZALdmQrjYi3QHAAWD/8S01ag8slgaYLA3QtzbAmuGGWqM+9Wv64Fr896RPkFZTBN1+G/T2PKhEx4cVDYC4bp50zOdfqrrOI/J/c5LQsZzXa0y7aAHUDi20egMaTlXJ6pMjsF5oQ6v6Mmi82yHpmqFJsEKVkNP9KIvW0P9+/Ahag39Up7MAwEA8zUxp86D9u+bAaWS+xuDXikqnhjw4vmMUJh5Sat+KXpyo80N158R0nv4UHowzEUULJjT94PXY4fV2/02y12uH290EWUqHt90RtE50/Cs6/hUqEfj5o/WyC702GW53Yy/9bsD1SVq0GvyjA04FaPKo0ORVodGrRpNXFViavSr4+vm2pRIqGN3xsLgSYWlPgsWVCPMJtw3e4IvbJWSY4LS74Wrzf1Pb3uIJSlxcbV44W9wwx2vgaWnpaKRr5S3/bfUP/pbdX2xL+H+Kjv+/E26fKD5OB6ej9z5bEvT+SfA+H4TXe7yKl1oNlSQBajUUrwOKez98nv3wuashxEkTyVUyNNosaLQ50Mh5UGniOz7wCRj0dphN38NgboBsqofGWA+VqR7CWA+f/mjQbtSmYXC7G3p8bfi8bUhSrkWrvQ5u+ABVzxP4w022ylBaPD1WWPK1eOBQboDXcwXgAdCuguTUQ+PUQ2rXQ3LpIbn10Hh8kBK8XU5ZotASHgWu/ceOz4M51BL8d0sN6GxWfwIzNB66LAtLKxMRUb/wnbwfJK0VkmTt9gOgJFkhyynQf74Y2oOtsALQq3v+IK0IgVYBOFRAq1YNj1mCJsmAQRkSsjNbkCQd7nruf/MBQPTyodKUfMK30P8NRU7tsd86XRL0+gx4PM1wu+tgUAOZskCmLACcfMqOGnp9Ogx6GwyG7I7FBkmdAXdrMlqbdHA0uGBvcMLe4MSxBiccje1QfD1nXnqTFtYkPeKSDUjIMMEYp4NslOBq8yI1z4rUPCtq99lRu88O2SjBFCdjxshiwPgBYD+MnjM7FWDN7PINvdOchYOqVOxrNaD6qBMHmtpQ3bEcOOqE29vz6UpxBi2yE4zITjDCaIuHKV7utc8/G38MtU8+Cc9+/2RabWYm4m6bA7vBjuryT7G/qhaNbcG/lhqVgswENbKHDUbWfxXAmJmHtuZqtNn3o719O9q9h+DCEbh1tRCak8oln/y/59VD50mDjHSYNGdDp0vp8bUhaa1IvSmxxzhEmvAqPVdYMmshpRoBn4D3aLv/Z4MT3gYnXN3sT22UoEnQQ0rQQ0owQErQB+5r4mSoNPzeuT+EIuA53BKoROaqsgMn/S5JKUboO04hkwd3nQdDRETUHzExh2bVqlV48sknUVNTg5EjR+K5557D+PHj+/TcUM+hOVD9EvZ1M98gL2cBbNm3BVU7O9rQhv0V9WjaZ4enrg3aFg+MbgUWBTCrAE0vIwduRYFbuOCDAyo0QlIdhkFdBZOuCpZEF7RJWd2cRpMDyMHzQtweBw4ceAVVVd3Nk1gAm+0W6LT+URKfzwln+0G0Ow/A6ayG03kAzvYDcLb5byui++usdPK5DfC0JsHTmgx3i/+npyUJ3vYU6PWZiEu0BKpXWZP1gduyIfgDjavdjUOVzcgaZoQky4GKcl6XCwe/aUPmWfGQ9R0TqT3t3ZbYFUf3QTTtg9rT88U3W4WMapGCAyIF1Scsh5AKEZeN9KR42DoSl87FNsiIOGPw6UKudk9Hnw1d+1zZhkT3ARyedRMUAI6UBLSOyECdpxU1xwAFnd9IC5jMOmSlSUjMNEOfZIAwueESNXBLR+DVNfd4LBAqaN2J0PnSoFdnQq+3wWjOgWlQHkzJP4HOmgT1CdW3+vuajgbedjda/nUYLd3MoTFfbIP5ggxIHa8NoQj47C54G9vha2qHt2PpvK209nLKoloFzSC5I9nxJzyB5CdR3+8P4sfnHPhHhmJhbkdf+uxtdB5PYL5rhtJ28jwYHfRDj59GprFGbwEVih6cQ0NEfRX1Cc369esxa9YsvPDCC5gwYQKeffZZFBcXo7KyMnCdlZ6Eo8rZ/qo/4UBPVc4CJWGrul+OHYTiE2hR8uDwnQWnkge3kgmBJKgRB51KD7mXa2Z0N7qjTtQjLscK2zlJSLMFH2tf+u1yejuuD+IfWem8Toi93glHUzsUnwKN3g6dqR5acz20pnrozA3QmuqhNTVAa2zuJXpq6OU06A22wMjO8ZEeG7TahKBz5ftSUa7F5Q2MrJw4wlLd1IaDTU64fT4kwIFsVR2yVXWwqeqQo6pFttp/O13VBHVv5+1ZMvyleLurdmVKDjqlrac+f7PuNezc8DrsgwwwDTLCEq+BIU5AtrqhtbQBZge8hqNdRlm6RNFrCIyy6LVZMBiyYYzLhTlxMIzJOdDo+le1rk+v6SijeHywbz2A1k+OVzkz/TQd1gttUGv7niAoLi+8TS74mpxdkh1vk390pyfBozv6oJGek0d3/FWhqtFyQp+jvfrWqfpsuTDLfz2Yikb/PJimk+bByBrIg+OOz4NJ6f88GCImNETUV1Gf0EyYMAHjxo3DH//or9ClKApsNhsWLFiABx98sNfnh/IPorutFf/Z+RmyR5wLY1wCvB4HJK0Fbc1NqP56N3LPGwHn89f4Kzh5ur/6eoBaC1j8VZv8S8dtq/9ni1ODmv1taKl1Qznmg9QOGL1qmKGBWa3p0+iOQ/jQqlIw5q7x8Ox3QJ2ogv4nifC67JBkK9r/0wilSUB33iC8+b8l8Lp7fimo1IBsVENvlmAwaSCbJOjNGv9tswZqyQsv6uFDLbyog1dVBx/q4IX/p1B1d8LPCfsXemiQAgmpGPFf/4v6hg9Rtb+bymw5C5CV8Svcs/Q1tPRyUUaNSoVBRi0GmXRIMOkCPxOMWgwy6mDQCqD1KNDW2LE0+H+2NgFt9YCv5+QCah1gSgRMiUi67XkcPLzuFFXw7sSguIn48v/mQdH3UtFLqKB1J0H2pUHWZMIg22DoHGVJ+Ql0lsSgUZZQCFxbqSOh8Xnd0Oqia2TmZN52NzSSBF+7Fxq9BJ/XGxiZCQX/6I47KNkJGt3prSCFGtDE+xOcuEtz4dzTeIrKbNn+a3e4T+/8pJOpdBq0fHKo+z5fZIMu04zGdXv8D6hV0GVb/KeRDR0EXZYZKk10JmkUO5jQEFFfRfWJy263G7t27cKiRYsCj6nVakyZMgU7duzo9jkulwsu1/EPznZ7Lx8e+0Gj06F0zYunvKr6Hc+/ijX7s+F0xPdjrz4ABzuWvtNrzDBLcTBr42GS4mGW4mHSxsMsxcEgWaBTq5EINZJNWuhSTGh8pQLC6YXaVA21WQulxQOl1QOVQUL6uDRMTUnu/fSbTq6OJVDMTcHxuTZJHUtwFSsBAZ/ODo+hHh5DHdzG+o7b9fAY6+HVN0Go2uFFNVTaFpjMeSj78hSV2Toqys2Y9toPrihnB2BXOo5DAmDtWPqtHYAdWu0xpOkMPVTBW4vc3DugsUhQPIDaawweZTHaYIrLhSlxMIzJudBoIzsy0nlamU7nny+j1kV/9a3O5EUyd/yUQnstF5VaBSlehhQvQx7cdb3i8sF3tB3exs5kx3l8dOdoO+AV8DW1Q7h8kFKMaHnl627bafnkMCwFWah9elfffwfDTG3SIu3/jUPLqarJ7TiC9EXjYSnMgi4nDnKeFWo5qt9OiIjoDBbV70ANDQ3w+XxITU0Nejw1NRV79+7t9jnLli3DkiVLwtIfV0sLXK3+kZejRw7h6JFDx9e1tqLNcQzmuEFwHWtGuAtYuhUHmjwONDm7JkIalQSTFA+jLh6Dzx+PlLZRgQnUSqsn6EOTcHr9981q+Bzh/TClajdC154D3dEcnPzdv6L2wGtogMfQAO3Zeng8x35QRbnTRTak91pNzuttwci81dBb0yBbkyLcQwo1tayBOs0EbVrXkSyhCCgOt39Ep80LxentsTKb0uqBOl6G0suIY6So43uvJifcCuKm5UW4Z0RERF1FdULzQyxatAj33HNP4L7dbofNZgvJvmWzGbLJFEhqgtaZTDAPSsCsp1aFpK1Q6q0qlMaiQ8Zv+lZkIVIUxdNLRblUTMjfeBp6dmq99VmrHQQ5q/d5XxT7VGoVNHEyNB0XgezL72DagtGR7maPeq0mp4/uYgZERDRwRPVJzklJSdBoNKitrQ16vLa2Fmlpad0+R5ZlWK3WoCVUfG43Rl96ZbfrRl96JXzuXuZbnCY+jw/m/PRu15nz0+HzdP8t7Onk87phyyzqdp0tswg+b/TFWumlz0oU9pkiQygC5p9mdLvO/NMMCCX6pjLGYp+JiGhgiuqERqfTYezYsSgpKQk8pigKSkpKkJ+fH/n+GE2YcPUNmHjdLyCb/KeZyCYTJl73C0y4+gbojNE5iVoyaGEptMFykQ2qjvLIKoMEy0U2WAptkAyhnXsQClqdCTm5c5GXswCS5E9KJcmKvJwFyMmdG5UT1qVe+ixFYZ8pMtQ6DawX2mC5ODv4d/DibH9ltigs3RyLfSYiooEp6qucrV+/HkVFRXjxxRcxfvx4PPvss9iwYQP27t3bZW5Nd8JRJcXd1gqNTgdXaytkkwk+lxs6U/R/WPU63dBopcD1JHweb1QmMyfyuFuhkWKs+pa7FeoT+qx43UxmCMCJ13TxQa3XxNh1aGKnz3RmYJUzIuqrqJ9DM2PGDNTX1+ORRx5BTU0NRo0ahc2bN/cpmQmXzpEYY1w8AEAjRX9FKACB5EUTpqpQ4dCZvMRU9a0Y7DNFRmcioDH7B8dj4cossdhnIiIaWKJ+hObH4jc8REREsYfv30TUV1E9h4aIiIiIiKgnTGiIiIiIiChmMaEhIiIiIqKYxYSGiIiIiIhiFhMaIiIiIiKKWUxoiIiIiIgoZjGhISIiIiKimMWEhoiIiIiIYhYTGiIiIiIiilnS6e5AuAkhAPivOExERESxofN9u/N9nIjoVM74hMbhcAAAbDbbae4JERER9ZfD4UBcXNzp7gYRRTGVOMO/+lAUBYcPH4bFYoFKpQrZfu12O2w2Gw4cOACr1Rqy/VJXjHVkMM6RwThHBuMcGeGMsxACDocDGRkZUKt5hjwRndoZP0KjVquRlZUVtv1brVa+WUYIYx0ZjHNkMM6RwThHRrjizJEZIuoLfuVBREREREQxiwkNERERERHFLCY0P5Asy1i8eDFkWT7dXTnjMdaRwThHBuMcGYxzZDDORBQNzviiAEREREREdObiCA0REREREcUsJjRERERERBSzmNAQEREREVHMYkJDREREREQxa0AnNMuWLcO4ceNgsViQkpKCq6++GpWVlUHbtLe3Y/78+UhMTITZbMZ1112H2traoG3uuusujB07FrIsY9SoUV3a2bp1K6ZPn4709HSYTCaMGjUKr7/+ejgPLapEKs4n+s9//gOLxYL4+PgQH030imSchRBYsWIFhg0bBlmWkZmZiaVLl4br0KJKJOP8wQcfYOLEibBYLEhOTsZ1112HqqqqMB1Z9AlFrL/88kvMnDkTNpsNBoMB55xzDlauXNmlra1bt2LMmDGQZRlDhgzBmjVrwn14USNScX7rrbcwdepUJCcnw2q1Ij8/Hx988EFEjpGIzmwDOqHZtm0b5s+fj08//RRbtmyBx+PBJZdcgtbW1sA2v/nNb/Duu++iuLgY27Ztw+HDh3Httdd22dfNN9+MGTNmdNvOJ598gvPPPx9/+9vf8NVXX2HOnDmYNWsWNm3aFLZjiyaRinMnj8eDmTNn4oILLgj5sUSzSMZ54cKFePnll7FixQrs3bsXGzduxPjx48NyXNEmUnHet28fpk+fjosuugjl5eX44IMP0NDQ0O1+zlShiPWuXbuQkpKC1157DRUVFXjooYewaNEi/PGPfwxss2/fPlx++eUoLCxEeXk57r77btx6660D5sN2pOL8z3/+E1OnTsX777+PXbt2obCwEFdeeSXKysoierxEdAYSFFBXVycAiG3btgkhhGhubhZarVYUFxcHttmzZ48AIHbs2NHl+YsXLxYjR47sU1uXXXaZmDNnTkj6HWvCHecHHnhA3HTTTWL16tUiLi4u1N2PGeGK8+7du4UkSWLv3r1h63ssCVeci4uLhSRJwufzBR7buHGjUKlUwu12h/5AYsCPjXWnefPmicLCwsD9Bx54QJx33nlB28yYMUNMmzYtxEcQG8IV5+6ce+65YsmSJaHpOBENWAN6hOZkx44dAwAkJCQA8H/j5PF4MGXKlMA2Z599NrKzs7Fjx44f3VZnOwNNOONcWlqK4uJirFq1KnQdjlHhivO7776LwYMHY9OmTcjLy0Nubi5uvfVWNDU1hfYAYkS44jx27Fio1WqsXr0aPp8Px44dw7p16zBlyhRotdrQHkSMCFWsT/77u2PHjqB9AMC0adN+9N/5WBWuOJ9MURQ4HI4B+15IRKHDhKaDoii4++67MWnSJAwfPhwAUFNTA51O12UeRmpqKmpqan5wWxs2bMDnn3+OOXPm/Jgux6RwxrmxsRGzZ8/GmjVrYLVaQ9ntmBPOOH///ffYv38/iouLsXbtWqxZswa7du3C9ddfH8pDiAnhjHNeXh4+/PBD/M///A9kWUZ8fDwOHjyIDRs2hPIQYkaoYv3JJ59g/fr1uP322wOP1dTUIDU1tcs+7HY7nE5naA8kyoUzzidbsWIFWlpacMMNN4Ss/0Q0MEmnuwPRYv78+fj666/x8ccfh7Wdjz76CHPmzMFLL72E8847L6xtRaNwxvm2227DjTfeiMmTJ4d837EmnHFWFAUulwtr167FsGHDAACvvPIKxo4di8rKSpx11lkhbzNahTPONTU1uO2221BUVISZM2fC4XDgkUcewfXXX48tW7ZApVKFvM1oFopYf/3115g+fToWL16MSy65JIS9O3NEKs5//etfsWTJErzzzjtISUn5wW0REQEcoQEA3Hnnndi0aRM++ugjZGVlBR5PS0uD2+1Gc3Nz0Pa1tbVIS0vrdzvbtm3DlVdeiWeeeQazZs36sd2OOeGOc2lpKVasWAFJkiBJEm655RYcO3YMkiThL3/5S6gOI+qFO87p6emQJCmQzADAOeecAwCorq7+cZ2PIeGO86pVqxAXF4cnnngCo0ePxuTJk/Haa6+hpKQEn332WagOIyaEIta7d+/GxRdfjNtvvx0PP/xw0Lq0tLQuVehqa2thtVphMBhCezBRLNxx7vTmm2/i1ltvxYYNG7qc6kdE9EMM6IRGCIE777wTb7/9NkpLS5GXlxe0fuzYsdBqtSgpKQk8VllZierqauTn5/erra1bt+Lyyy/H8uXLexyCPxNFKs47duxAeXl5YHnsscdgsVhQXl6Oa665JmTHE60iFedJkybB6/Xiu+++Czz2zTffAABycnJ+5FFEv0jFua2tDWp18J9ojUYDwD9KNhCEKtYVFRUoLCxEUVFRt+XF8/Pzg/YBAFu2bOn33/lYFak4A8Abb7yBOXPm4I033sDll18engMiooHndFYkON3mzp0r4uLixNatW8WRI0cCS1tbW2CbX//61yI7O1uUlpaKnTt3ivz8fJGfnx+0n2+//VaUlZWJO+64QwwbNkyUlZWJsrIy4XK5hBBClJaWCqPRKBYtWhTUTmNjY0SP93SJVJxPNtCqnEUqzj6fT4wZM0ZMnjxZfPHFF2Lnzp1iwoQJYurUqRE93tMlUnEuKSkRKpVKLFmyRHzzzTdi165dYtq0aSInJyeorTNZKGL973//WyQnJ4ubbropaB91dXWBbb7//nthNBrF/fffL/bs2SNWrVolNBqN2Lx5c0SP93SJVJxff/11IUmSWLVqVdA2zc3NET1eIjrzDOiEBkC3y+rVqwPbOJ1OMW/ePDFo0CBhNBrFNddcI44cORK0n4KCgm73s2/fPiGEEEVFRd2uLygoiNzBnkaRivPJBlpCE8k4Hzp0SFx77bXCbDaL1NRUMXv27AGToEcyzm+88YYYPXq0MJlMIjk5WVx11VViz549ETrS0y8UsV68eHG3+8jJyQlq66OPPhKjRo0SOp1ODB48OKiNM12k4nyq13xRUVHkDpaIzkgqIYT4YWM7REREREREp9eAnkNDRERERESxjQkNERERERHFLCY0REREREQUs5jQEBERERFRzGJCQ0REREREMYsJDRERERERxSwmNEREREREFLOY0BBRn+Xm5uLZZ5/tcRuVSoW///3vAICqqiqoVCqUl5eHtV+PPvooRo0aFdY2iIiIKDoxoSEaIGbPng2VSgWVSgWdTochQ4bgscceg9frDVubNpsNR44cwfDhw0O2zxMTpk733XcfSkpKQtbGyRoaGpCWlobHH3+8y7obbrgBEydOhM/nC1v7REREdGrS6e4AEUXOpZdeitWrV8PlcuH999/H/PnzodVqsWjRorC0p9FokJaWFpZ9n8hsNsNsNodt/0lJSfjzn/+Mn//857jyyisxYsQIAEBxcTE2bdqEsrIyaDSakLbp8/mgUqmgVvN7JyIiop7wnZJoAJFlGWlpacjJycHcuXMxZcoUbNy4EQBw4YUX4u677w7a/uqrr8bs2bODHnM4HJg5cyZMJhMyMzOxatWqU7bX3SlnFRUVuOKKK2C1WmGxWHDBBRfgu+++AwB8/vnnmDp1KpKSkhAXF4eCggJ88cUXgefm5uYCAK655hqoVKrA/ZNPOVMUBY899hiysrIgyzJGjRqFzZs3d+nXW2+9hcLCQhiNRowcORI7duw45bFcddVVuPHGG1FUVASPx4P6+nrMnz8fv//973HWWWfhnXfewZgxY6DX6zF48GAsWbIkaPTr6aefxogRI2AymWCz2TBv3jy0tLQE1q9Zswbx8fHYuHEjzj33XMiyjOrq6lP2h4iIiPyY0BANYAaDAW63u1/PefLJJzFy5EiUlZXhwQcfxMKFC7Fly5Y+PffQoUOYPHkyZFlGaWkpdu3ahZtvvjnwwd/hcKCoqAgff/wxPv30UwwdOhSXXXYZHA4HAH/CAwCrV6/GkSNHAvdPtnLlSjz11FNYsWIFvvrqK0ybNg1XXXUVvv3226DtHnroIdx3330oLy/HsGHDMHPmzB5PwVu5ciUaGxvx29/+FvPmzcPw4cOxYMEC/Otf/8KsWbOwcOFC7N69Gy+++CLWrFmDpUuXBp6rVqvxhz/8ARUVFXj11VdRWlqKBx54IGj/bW1tWL58OV5++WVUVFQgJSWlT3ElIiIa0AQRDQhFRUVi+vTpQgghFEURW7ZsEbIsi/vuu08IIURBQYFYuHBh0HOmT58uioqKAvdzcnLEpZdeGrTNjBkzxM9+9rPAfQDi7bffFkIIsW/fPgFAlJWVCSGEWLRokcjLyxNut7tPffb5fMJisYh333232/13Wrx4sRg5cmTgfkZGhli6dGnQNuPGjRPz5s0L6tfLL78cWF9RUSEAiD179vTYp5KSEqHRaITVahVVVVVCCCEuvvhi8fjjjwdtt27dOpGenn7K/RQXF4vExMTA/dWrVwsAory8vMf2iYiIKBjn0BANIJs2bYLZbIbH44GiKLjxxhvx6KOP9msf+fn5Xe73VvmsU3l5OS644AJotdpu19fW1uLhhx/G1q1bUVdXB5/Ph7a2tn6demW323H48GFMmjQp6PFJkybhyy+/DHrs/PPPD9xOT08HANTV1eHss88+5f4vuugiTJw4EaNGjUJOTg4A4Msvv8T27duDRmR8Ph/a29vR1tYGo9GIf/zjH1i2bBn27t0Lu90Or9cbtB4AdDpdUJ+IiIiod0xoiAaQwsJC/OlPf4JOp0NGRgYk6fifALVaDSFE0PYejyek7RsMhh7XFxUVobGxEStXrkROTg5kWUZ+fn6/T4vrqxMTK5VKBcA//6Y3kiQFxa6lpQVLlizBtdde22VbvV6PqqoqXHHFFZg7dy6WLl2KhIQEfPzxx7jlllvgdrsDCY3BYAj0g4iIiPqGCQ3RAGIymTBkyJBu1yUnJ+PIkSOB+z6fD19//TUKCwuDtvv000+73D/nnHP61P7555+PV199FR6Pp9tRmu3bt+P555/HZZddBgA4cOAAGhoagrbRarU9lki2Wq3IyMjA9u3bUVBQELTv8ePH96mf/TVmzBhUVlaeMra7du2Coih46qmnAlXLNmzYEJa+EBERDTQsCkBEAPynUr333nt47733sHfvXsydOxfNzc1dttu+fTueeOIJfPPNN1i1ahWKi4uxcOHCPrVx5513wm634xe/+AV27tyJb7/9FuvWrUNlZSUAYOjQoVi3bh327NmDzz77DL/85S+7jOrk5uaipKQENTU1OHr0aLft3H///Vi+fDnWr1+PyspKPPjggygvL+9zP/vrkUcewdq1a7FkyRJUVFRgz549ePPNN/Hwww8DAIYMGQKPx4PnnnsO33//PdatW4cXXnghLH0hIiIaaJjQEBEA4Oabb0ZRURFmzZqFgoICDB48uMvoDADce++92LlzJ0aPHo3f/e53ePrppzFt2rQ+tZGYmIjS0lK0tLSgoKAAY8eOxUsvvRQYrXnllVdw9OhRjBkzBr/61a9w1113dan09dRTT2HLli2w2WwYPXp0t+3cdddduOeee3DvvfdixIgR2Lx5MzZu3IihQ4f2Myp9M23aNGzatAkffvghxo0bh4kTJ+KZZ54JzLEZOXIknn76aSxfvhzDhw/H66+/jmXLloWlL0RERAONSpx80jwREREREVGM4AgNERERERHFLCY0REREREQUs5jQEBERERFRzGJCQ0REREREMYsJDRERERERxSwmNEREREREFLOY0BARERERUcxiQkNERERERDGLCQ0REREREcUsJjRERERERBSzmNAQEREREVHMYkJDREREREQx6/8DgXnPlTMhQRsAAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for cat in sorted(data[group[-2]].unique()):\n",
" sub_data = data[data[group[-2]]==cat]\n",
" sub_data = sub_data.complete({group[0]:range(int(data[group[0]].min()), int(data[group[0]].max()) + 1)}\n",
" ,group[-1],fill_value=0)\n",
" g=sns.lineplot(sub_data.sort_values(ascending=True, by=group[-1]),y=record_col,x=group[0],\n",
" hue=group[-1], marker=\"o\")\n",
" g.set(xticks=list(range(2012,2022+1,2)))\n",
" g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncols=math.ceil(len(g.legend_.texts)/12))\n",
" g.set_title(cat)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "91d2cc8a",
"metadata": {},
"source": [
"## Collabs"
]
},
{
"cell_type": "markdown",
"source": [
"### Country"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 14,
"outputs": [],
"source": [
"wos_collabs = wos_addresses[wos_addresses[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 15,
"id": "b3adb06a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Country count percent weight\n0 Germany 2309 0.233492 0.101095\n1 France 1632 0.165032 0.071454\n2 Italy 1260 0.127414 0.055166\n3 Netherlands 1063 0.107493 0.046541\n4 Spain 987 0.099808 0.043214\n5 Sweden 832 0.084134 0.036427\n6 Finland 700 0.070786 0.030648\n7 Denmark 566 0.057235 0.024781\n8 Ireland 552 0.055820 0.024168\n9 Belgium 499 0.050460 0.021848\n10 Poland 486 0.049146 0.021278\n11 Austria 373 0.037719 0.016331\n12 Portugal 365 0.036910 0.015981\n13 Greece 320 0.032359 0.014011\n14 Hungary 181 0.018303 0.007925\n15 Czech Republic 144 0.014562 0.006305\n16 Romania 133 0.013449 0.005823\n17 Slovenia 111 0.011225 0.004860\n18 Slovakia 75 0.007584 0.003284\n19 Lithuania 68 0.006876 0.002977\n20 Estonia 65 0.006573 0.002846\n21 Luxembourg 59 0.005966 0.002583\n22 Croatia 56 0.005663 0.002452\n23 Bulgaria 48 0.004854 0.002102\n24 Cyprus 35 0.003539 0.001532\n25 Latvia 20 0.002022 0.000876\n26 Malta 13 0.001315 0.000569",
"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>Country</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>Germany</td>\n <td>2309</td>\n <td>0.233492</td>\n <td>0.101095</td>\n </tr>\n <tr>\n <th>1</th>\n <td>France</td>\n <td>1632</td>\n <td>0.165032</td>\n <td>0.071454</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Italy</td>\n <td>1260</td>\n <td>0.127414</td>\n <td>0.055166</td>\n </tr>\n <tr>\n <th>3</th>\n <td>Netherlands</td>\n <td>1063</td>\n <td>0.107493</td>\n <td>0.046541</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Spain</td>\n <td>987</td>\n <td>0.099808</td>\n <td>0.043214</td>\n </tr>\n <tr>\n <th>5</th>\n <td>Sweden</td>\n <td>832</td>\n <td>0.084134</td>\n <td>0.036427</td>\n </tr>\n <tr>\n <th>6</th>\n <td>Finland</td>\n <td>700</td>\n <td>0.070786</td>\n <td>0.030648</td>\n </tr>\n <tr>\n <th>7</th>\n <td>Denmark</td>\n <td>566</td>\n <td>0.057235</td>\n <td>0.024781</td>\n </tr>\n <tr>\n <th>8</th>\n <td>Ireland</td>\n <td>552</td>\n <td>0.055820</td>\n <td>0.024168</td>\n </tr>\n <tr>\n <th>9</th>\n <td>Belgium</td>\n <td>499</td>\n <td>0.050460</td>\n <td>0.021848</td>\n </tr>\n <tr>\n <th>10</th>\n <td>Poland</td>\n <td>486</td>\n <td>0.049146</td>\n <td>0.021278</td>\n </tr>\n <tr>\n <th>11</th>\n <td>Austria</td>\n <td>373</td>\n <td>0.037719</td>\n <td>0.016331</td>\n </tr>\n <tr>\n <th>12</th>\n <td>Portugal</td>\n <td>365</td>\n <td>0.036910</td>\n <td>0.015981</td>\n </tr>\n <tr>\n <th>13</th>\n <td>Greece</td>\n <td>320</td>\n <td>0.032359</td>\n <td>0.014011</td>\n </tr>\n <tr>\n <th>14</th>\n <td>Hungary</td>\n <td>181</td>\n <td>0.018303</td>\n <td>0.007925</td>\n </tr>\n <tr>\n <th>15</th>\n <td>Czech Republic</td>\n <td>144</td>\n <td>0.014562</td>\n <td>0.006305</td>\n </tr>\n <tr>\n <th>16</th>\n <td>Romania</td>\n <td>133</td>\n <td>0.013449</td>\n <td>0.005823</td>\n </tr>\n <tr>\n <th>17</th>\n <td>Slovenia</td>\n <td>111</td>\n <td>0.011225</td>\n <td>0.004860</td>\n </tr>\n <tr>\n <th>18</th>\n <td>Slovakia</td>\n <td>75</td>\n <td>0.007584</td>\n <td>0.003284</td>\n </tr>\n <tr>\n <th>19</th>\n <td>Lithuania</td>\n <td>68</td>\n <td>0.006876</td>\n <td>0.002977</td>\n </tr>\n <tr>\n <th>20</th>\n <td>Estonia</td>\n <td>65</td>\n <td>0.006573</td>\n <td>0.002846</td>\n </tr>\n <tr>\n <th>21</th>\n <td>Luxembourg</td>\n <td>59</td>\n <td>0.005966</td>\n <td>0.002583</td>\n </tr>\n <tr>\n <th>22</th>\n <td>Croatia</td>\n <td>56</td>\n <td>0.005663</td>\n <td>0.002452</td>\n </tr>\n <tr>\n <th>23</th>\n <td>Bulgaria</td>\n <td>48</td>\n <td>0.004854</td>\n <td>0.002102</td>\n </tr>\n <tr>\n <th>24</th>\n <td>Cyprus</td>\n <td>35</td>\n <td>0.003539</td>\n <td>0.001532</td>\n </tr>\n <tr>\n <th>25</th>\n <td>Latvia</td>\n <td>20</td>\n <td>0.002022</td>\n <td>0.000876</td>\n </tr>\n <tr>\n <th>26</th>\n <td>Malta</td>\n <td>13</td>\n <td>0.001315</td>\n <td>0.000569</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"country_collab = wos_collabs[wos_collabs[\"Country\"]!=\"China\"][\"Country\"].value_counts().reset_index()\n",
"country_collab[\"percent\"] = country_collab[\"count\"]/wos_collabs[record_col].nunique()\n",
"country_collab[\"weight\"] = country_collab[\"count\"]/wos_collabs[record_col].size\n",
"country_collab"
]
},
{
"cell_type": "code",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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MderUoVu3btLYFO81aXAWIGNjY41X2i9ef1FcXByNGjWiZ8+ejBs3jsKFC7N37146d+7M06dPlQanrq6uRj6VSqVsnWVoaPjSWFJSUrCxsWHnzp1Z7hUqVCjHfMHBwQwYMEA5z+zhFEII8Wp6enpUqlSJ8+fPa1y/cOECDg4OOeZTq9Wo1WqNN0z//PMPtWvXpkOHDowbNy7fYhYiL0iD8z107NgxMjIymDp1Klpaz4fZ/vHHH69VhqmpKY6Ojmzbto1atWpluV+hQgVu3ryJjo4Ojo6OuS5XX19f4xW8EEIITSkpKRpL3l2+fJno6GgKFy6Mvb09AwcOpHXr1lSvXp1atWqxceNG/v77b6UD4NKlS/z+++/Ur18fKysrrl+/zoQJEzA0NKRBgwbA89fotWvXxsfHhwEDBihDqbS1tbGysirwOgvxKjJp6D3k7OxMWloaM2bM4NKlSyxevFiZTPQ6QkJCmDp1Kr/88gsXL17k+PHjzJgxA4C6devi7e1N06ZN2bx5M3Fxcezfv5+hQ4dy9OjRvK6SEEJ8Mo4ePYqnpyeenp4ADBgwAE9PT0aMGAFAs2bNmDt3LpMmTcLNzY0FCxawcuVKvvzySwAMDAzYs2cPDRo0wNnZmdatW2Nqasr+/fspWrQo8Hxc/+3bt1myZAk2NjbKUalSpXdTaSFeQXo430MeHh5MmzaNiRMnEhwcTPXq1QkNDaV9+/avVU6HDh148uQJ06dPJygoiCJFivD1118Dz1+/r1+/nqFDh9KxY0du376NtbU11atXp1ixYvlRLSGE+CRkbqrxMp06daJTp07Z3rO1tWX9+vUvzR8SEkJISMibhihEgZNZ6uKtFPQsNyGEEEK8PVn4XQghhBBCfFSkwSmEECLXdu/ejb+/P7a2tqhUKo0dctLS0hg0aJCyS5qtrS3t27cnPj4+Sznr1q2jcuXKGBoaYmFhobH1I8DVq1dp2LAhRkZGFC1alIEDB/Ls2bN8rp0QIr/IGM5PSEBAAPfv33/pFmpvys3tiiz8LsRHLHNB84cPH+Lh4UGnTp1o3ry5RppHjx5x/Phxhg8fjoeHB/fu3aNfv340btxYYzLiypUr6dq1K+PHj6d27do8e/aM06dPK/fT09Np2LAh1tbW7N+/n4SEBNq3b4+uri7jx48vkPoKIfKWjOH8QLzYWKxZsybly5fnp59+euMy8krmGBDZaUiIj9t/d9CBrLvoZOfIkSN88cUXXLlyBXt7e549e4ajoyOjRo2ic+fO2ebZsGEDjRo1Ij4+XpnEOHfuXAYNGsTt27dz3N5RCJF7MoZTCCHERyMpKQmVSqVsKHH8+HFu3LiBlpYWnp6e2NjY4Ofnp9HDeeDAAdzc3DRWzPDx8SE5OZl//vmnoKsghMgD0uD8wAQEBLBr1y5+/vlnVCoVKpWKuLg40tPT6dy5M05OThgaGlKmTBl+/vnnHMtZtGgRlpaWGrtWADRt2pR27drldzWEEJ+AJ0+eMGjQINq0aaP0oFy6dAl4vqzPsGHDWLt2LRYWFtSsWZO7d+8CcPPmzSzLs2WeZy5wLoT4sEiD8wPz888/4+3tTdeuXUlISCAhIQE7OzsyMjIoXrw4K1as4MyZM4wYMYIhQ4bkuENRy5YtSU9PJzIyUrmWmJjIunXrclwbDiA1NZXk5GSNQwgh/istLY1WrVqhVquZM2eOcj0jIwOAoUOH0qJFC7y8vAgLC0OlUrFixYp3Fa4QIp9Jg/MDY25ujp6eHkZGRlhbW2NtbY22tja6urqMGjWKihUr4uTkRNu2benYsWOODU5DQ0O+/fZbwsLClGtLlizB3t6emjVr5vj80NBQzM3NlUP2URdC/FdmY/PKlSts2bJFY3yYjY0NAK6urso1fX19SpQowdWrVwGwtrbm1q1bGmVmnltbW+d3+EKIfCANzo/IrFmz8PLywsrKChMTE+bNm6f8A56drl27snnzZm7cuAFAeHg4AQEBqFSqHPMEBweTlJSkHNeuXcvzegghPlyZjc2LFy+ydetWLC0tNe57eXmhr6/P+fPnNfLExcXh4OAAgLe3N6dOnSIxMVFJk9lwfbGhKoT4cMiySB+J5cuXExQUxNSpU/H29sbU1JTJkydz6NChHPN4enri4eHBokWLqF+/Pv/88w/r1q176XP09fXR19fP6/CFEB+IlJQUYmJilPPLly8THR1N4cKFsbGx4euvv+b48eOsXbuW9PR0Zcxl4cKF0dPTw8zMjB49ejBy5Ejs7OxwcHBg8uTJwPOhPgD169fH1dWVdu3aMWnSJG7evMmwYcPo3bu3/PsjxAdKGpwfID09PdLT0zWu7du3j6pVq9KrVy/lWmxs7CvL6tKlCz/99BM3btygbt268opcCPFSR48epVatWsr5gAEDAOjQoQMhISHKuPDy5ctr5NuxY4cyXGfy5Mno6OjQrl07Hj9+TOXKldm+fTsWFhYAaGtrs3btWnr27Im3tzfGxsZ06NCB0aNH538FhRD5QhqcHyBHR0cOHTpEXFwcJiYmFC5cmFKlSrFo0SI2bdqEk5MTixcv5siRIzg5Ob20rG+//ZagoCDmz5/PokWLCqgGQogPVc2aNXnZ8s25WdpZV1eXKVOmMGXKlBzTODg4sH79+jeKUQjx/pExnB+goKAgtLW1cXV1xcrKiqtXr9K9e3eaN29O69atqVy5Mnfu3NHo7cyJubk5LVq0wMTE5KWLNwshhBBCvCnZaUhQp04dypUrxy+//PLaeQt6pwIhhBBCvL2C/vstr9Q/Yffu3WPnzp3s3LmT2bNnv+twhBBCCPGRklfqnzBPT08CAgKYOHEiZcqUedfhCCGA3bt34+/vj62tLSqVijVr1mjcV6vVjBgxAhsbGwwNDalbty4XL17MUs66deuoXLkyhoaGWFhYaAyZuXPnDr6+vtja2qKvr4+dnR19+vSRjRyEEPlGejhfQ3h4OIGBgdy/f/+DKvtFcXFxODk5ERUVRVxcXJ6V6+Z2BS0t0zwrT4hP0eXLjjx8+BAPDw86depE8+bNs6SZNGkSv/zyCxERETg5OTF8+HB8fHw4c+YMBgYGAKxcuZKuXbsyfvx4ateuzbNnzzT2KtfS0qJJkyaMHTsWKysrYmJi6N27N3fv3mXZsmUFVl8hxKfjo+vhzFy4fMKECRrX16xZ89IFzf/L0dGRn376KY+jE0KIl/Pz82Ps2LE0a9Ysyz21Ws1PP/3EsGHDaNKkCe7u7ixatIj4+HilJ/TZs2f069ePyZMn06NHD0qXLo2rqyutWrVSyrGwsKBnz55UrFgRBwcH6tSpQ69evdizZ09BVVMI8Yn56BqcAAYGBkycOJF79+6961ByJS0t7V2HIIT4AFy+fJmbN29St25d5Zq5uTmVK1fmwIEDABw/fpwbN26gpaWFp6cnNjY2+Pn5afRw/ld8fDyrVq2iRo0a+V4HIcSn6aNscNatWxdra2tCQ0NzTLN3716++uorDA0NsbOzo2/fvjx8+BB4vs7clStX6N+/PyqVKkvP6KZNm3BxccHExARfX18SEhI07i9YsAAXFxcMDAwoW7asxoScuLg4VCoVv//+OzVq1MDAwIClS5dmiS82NpYmTZpQrFgxTExMqFSpElu3btVI4+joyPjx4+nUqROmpqbY29szb948jTSHDx/G09MTAwMDKlasSFRUlMb9e/fu0bZtW6ysrDA0NKRUqVIa+6sLId4fmbv2FCtWTON6sWLFlHuXLl0CICQkhGHDhrF27VosLCyoWbMmd+/e1cjXpk0bjIyM+OyzzzAzM2PBggUFUAshxKfoo2xwamtrM378eGbMmMH169ez3I+NjcXX15cWLVpw8uRJfv/9d/bu3UufPn0AWLVqFcWLF2f06NEkJCRoNCgfPXrElClTWLx4Mbt37+bq1asEBQUp95cuXcqIESMYN24cZ8+eZfz48QwfPpyIiAiNGAYPHky/fv04e/YsPj4+WWJMSUmhQYMGbNu2jaioKHx9ffH398+yN/rUqVOVhmSvXr3o2bOnskdxSkoKjRo1wtXVlWPHjhESEqIRK8Dw4cM5c+YMGzZs4OzZs8yZM4ciRYrk+NmmpqaSnJyscQgh3h8ZGRkADB06lBYtWuDl5UVYWBgqlYoVK1ZopJ0+fTrHjx/nr7/+IjY2Vtk1SAgh8tpHO2moWbNmlC9fnpEjR7Jw4UKNe6GhobRt25bAwEAASpUqxS+//EKNGjWYM2cOhQsXRltbG1NTU6ytrTXypqWlMXfuXEqWLAlAnz59NLZbGzlyJFOnTlUG+zs5OXHmzBl+/fVXOnTooKQLDAzMdkJAJg8PDzw8PJTzMWPGsHr1aiIjI5WGMUCDBg2UBd4HDRrE9OnT2bFjB2XKlGHZsmVkZGSwcOFCDAwMKFeuHNevX6dnz55K/qtXr+Lp6UnFihWB572mLxMaGsqoUaNemkYIkT8y/z26desWNjY2yvVbt24pW0lmXnd1dVXu6+vrU6JEiSxfWK2trbG2tqZs2bIULlyYr776iuHDh2uULYQQeeGj7OHMNHHiRCIiIjh79qzG9RMnThAeHo6JiYly+Pj4kJGRweXLl19appGRkdLYhOf/uCcmJgLw8OFDYmNj6dy5s0bZY8eOzbKveWYDLycpKSkEBQXh4uJCoUKFMDEx4ezZs1n+YLi7uys/q1QqrK2tlXjOnj2Lu7u7MnMVwNvbWyN/z549Wb58OeXLl+fHH39k//79L40rODiYpKQk5bh27dpL0wsh8o6TkxPW1tZs27ZNuZacnMyhQ4eU/7e9vLzQ19dX3nTA8y/KcXFxODg45Fh2Zs9oampqPkUvhPiUfbQ9nADVq1fHx8eH4OBgAgIClOspKSl0796dvn37Zsljb2//0jJ1dXU1zlUqlbJ3cEpKCgDz58+ncuXKGum0tbU1zo2NjV/6nKCgILZs2cKUKVNwdnbG0NCQr7/+mqdPn74ynsw/HLnh5+fHlStXWL9+PVu2bKFOnTr07t07xz2O9fX10dfXz3X5QojXk5KSQkxMjHJ++fJloqOjKVy4MPb29gQGBjJ27FhKlSqlLItka2urrLNpZmZGjx49GDlyJHZ2djg4ODB58mQAWrZsCcD69eu5desWlSpVwsTEhH/++YeBAwdSrVq1V77lEEKIN/FRNzgBJkyYQPny5TUWNq9QoQJnzpzB2dk5x3x6enqkp6e/1rOKFSuGra0tly5dom3btm8cM8C+ffsICAhQlkZJSUl57XUzXVxcWLx4MU+ePFF6OQ8ePJglnZWVFR06dKBDhw589dVXDBw4MMcGpxAifx09epRatWop55njKjt06EB4eDg//vgjDx8+pFu3bty/f58vv/ySjRs3arzJmDx5Mjo6OrRr147Hjx9TuXJltm/fjoWFBQCGhobMnz+f/v37k5qaip2dHc2bN2fw4MEFW1khxCfjo29wurm50bZtW419wgcNGkSVKlXo06cPXbp0wdjYmDNnzrBlyxZmzpwJPB/LuHv3br755hv09fVfOpHmRaNGjaJv376Ym5vj6+tLamoqR48e5d69e681IL9UqVKsWrUKf39/VCoVw4cPf62eS4Bvv/2WoUOH0rVrV4KDg4mLi8vSkBwxYgReXl6UK1eO1NRU1q5di4uLy2s9RwiRd2rWrKm8NcmOSqVi9OjRGmPH/0tXV5cpU6bk+MWxVq1arxw+I4QQeemjHsOZafTo0RqNNXd3d3bt2sWFCxf46quv8PT0ZMSIEdja2mrkiYuLo2TJklhZWeX6WV26dGHBggWEhYXh5uZGjRo1CA8Px8nJ6bVinjZtGhYWFlStWhV/f398fHyoUKHCa5VhYmLC33//zalTp/D09GTo0KFMnDhRI42enh7BwcG4u7tTvXp1tLW1Wb58+Ws9RwghhBDiZVTql32VFuIVkpOTMTc3JykpCTMzs3cdjhBCCCFyoaD/fn8SPZxCCCGEEOLd+ejHcIr/FxISwpo1a4iOjs7zst3crqClZZrn5Qrxobl82RGABw8eMHz4cFavXk1iYiKenp78/PPPVKpUCXg+EXDw4MGsWbOGO3fu4OTkRN++fenRowfwfFeynIbi/PHHH8qMcyGE+BBID+d74vbt2/Ts2RN7e3v09fWxtrbGx8eHffv25dkzgoKCNNbvE0Lkny5durBlyxYWL17MqVOnqF+/PnXr1uXGjRvA89nnGzduZMmSJZw9e5bAwED69OlDZGQkAHZ2dspOZ5nHqFGjMDExwc/P711WTQghXpuM4XxPVK9enadPnxIaGkqJEiW4desW27Zto1y5cjRu3Phdh5ejzDEg9vYnpYdTCJ73cD5+/BhTU1P++usvGjZsqNzz8vLCz8+PsWPH8vnnn9O6dWuGDx+e7f3seHp6UqFChSy7pwkhxOuSMZyfoPv377Nnzx4mTpxIrVq1cHBw4IsvviA4OFhpbKpUKubMmYOfnx+GhoaUKFGCP//8U6OcQYMGUbp0aYyMjChRogTDhw8nLS1NuR8SEqJsfwcQEBBA06ZNmTJlCjY2NlhaWtK7d2+NPEKI1/fs2TPS09M11saE5+tf7t27F4CqVasSGRnJjRs3UKvV7NixgwsXLlC/fv1syzx27BjR0dF07tw53+MXQoi8Jg3O90DmFphr1qx56bZyw4cPp0WLFpw4cYK2bdvyzTffaGzbaWpqSnh4OGfOnOHnn39m/vz5TJ8+/aXP3rFjB7GxsezYsYOIiAjCw8MJDw/Pq6oJ8UkyNTXF29ubMWPGEB8fT3p6OkuWLOHAgQMkJCQAMGPGDFxdXSlevDh6enr4+voya9Ysqlevnm2ZCxcuxMXFhapVqxZkVYQQIk9Ig/M9oKOjQ3h4OBERERQqVIhq1aoxZMgQTp48qZGuZcuWdOnShdKlSzNmzBgqVqzIjBkzlPvDhg2jatWqODo64u/vT1BQEH/88cdLn21hYcHMmTMpW7YsjRo1omHDhi8d55mamkpycrLGIYTIavHixajVaj777DP09fX55ZdfaNOmDVpaz//ZnTFjBgcPHiQyMpJjx44xdepUevfuzdatW7OU9fjxY5YtWya9m0KID5Y0ON8TLVq0ID4+nsjISHx9fdm5cycVKlTQ6G309vbWyOPt7a3Rw/n7779TrVo1rK2tMTExYdiwYVy9evWlzy1XrpzGPu82NjYkJibmmD40NBRzc3PlsLOze82aCvFpKFmyJLt27SIlJYVr165x+PBh0tLSKFGiBI8fP2bIkCFMmzYNf39/3N3d6dOnD61bt852d6A///yTR48e0b59+3dQEyGEeHvS4HyPGBgYUK9ePYYPH87+/fsJCAhg5MiRucp74MAB2rZtS4MGDVi7di1RUVEMHTqUp0+fvjSfrq6uxrlKpXrpFprBwcEkJSUpx7Vr13IVnxCfKmNjY2xsbLh37x6bNm2iSZMmpKWlkZaWpvR2ZtLW1s72/7+FCxfSuHHj19r1TAgh3ieyDud7zNXVlTVr1ijnBw8e1OjhOHjwIJ6engDs378fBwcHhg4dqty/cuVKnsekr6+Pvr5+npcrxMdm06ZNqNVqypQpQ0xMDAMHDqRs2bJ07NgRXV1datSowcCBAzE0NMTBwYFdu3axaNEipk2bplFOTEwMu3fvZv369e+oJkII8fakwfkeuHPnDi1btqRTp064u7tjamrK0aNHmTRpEk2aNFHSrVixgooVK/Lll1+ydOlSDh8+rCyPUqpUKa5evcry5cupVKkS69atY/Xq1e+qSkJ88pKSkggODub69esULlyYFi1aMG7cOOWtwvLlywkODqZt27bcvXsXBwcHxo0bpyz8num3336jePHiOc5eF0KID4E0ON8DJiYmVK5cmenTpxMbG0taWhp2dnZ07dqVIUOGKOlGjRrF8uXL6dWrFzY2Nvzvf//D1dUVgMaNG9O/f3/69OlDamoqDRs2ZPjw4YSEhLyjWgnxaWvVqhWtWrXK8b61tTVhYWGvLGf8+PGMHz8+L0MTQogCJwu/fyBUKhWrV6+madOm7zoUDQW9cKwQQggh3p4s/C6EEEIIIT4q0uAUQnyU0tPTGT58OE5OThgaGlKyZEnGjBnDiy91QkJCKFu2LMbGxlhYWFC3bl0OHTqk3I+Li6Nz584aZYwcOfKVqz8IIYTQJGM4PxCvGvkQFxeHk5MTUVFRGttXFhQ3tyuyl7p4b1y+7MjEiROZM2cOERERlCtXjqNHj9KxY0fMzc3p27cvAKVLl2bmzJnK2pjTp0+nfv36xMTEYGVlxblz58jIyODXX3/F2dmZ06dP07VrVx4+fJjteplCCCGyJ2M488jt27cZMWIE69at49atW1hYWODh4cGIESOoVq1avj//XTU4M8eA2NuflAaneG9cvuxIo0aNKFasmLKSAzzfYMHQ0JAlS5Zkmy/z93nr1q3UqVMn2zSTJ09mzpw5XLp0KV9iF0KIgiBjOD9QLVq0ICoqioiICC5cuEBkZCQ1a9bkzp077zo0IT5JVatWZdu2bVy4cAGAEydOsHfvXvz8/LJN//TpU+bNm4e5uTkeHh45lpuUlEThwoXzJWYhhPhYSYMzD9y/f589e/YwceJEatWqhYODA1988QXBwcE0btyYoKAgGjVqpKT/6aefUKlUbNy4Ubnm7OzMggULlPMFCxbg4uKCgYEBZcuWZfbs2RrPPHz4MJ6enhgYGFCxYkWioqKyxHX69Gn8/PwwMTGhWLFitGvXjn///Ve5X7NmTfr27cuPP/5I4cKFsba2lmWUxEdj8ODBfPPNN5QtWxZdXV08PT0JDAykbdu2GunWrl2LiYkJBgYGTJ8+nS1btlCkSJFsy4yJiWHGjBl07969IKoghBAfDWlw5gETExNMTExYs2YNqampWe7XqFGDvXv3kp6eDsCuXbsoUqQIO3fuBODGjRvExsZSs2ZNAJYuXcqIESMYN24cZ8+eZfz48QwfPpyIiAgAUlJSaNSoEa6urhw7doyQkBCCgoI0nnn//n1q166Np6cnR48eZePGjdy6dSvLuoAREREYGxtz6NAhJk2axOjRo9myZUuOdU1NTSU5OVnjEOJ99Mcff7B06VKWLVvG8ePHiYiIYMqUKcr/R5lq1apFdHQ0+/fvx9fXl1atWpGYmJilvBs3buDr60vLli3p2rVrQVVDCCE+CjKGM4+sXLmSrl278vjxYypUqECNGjX45ptvcHd35/79+1haWnLo0CG8vLwoUqQIAwcOZM2aNRw8eJClS5cyaNAgrl+/Djzv7RwzZgxt2rRRyh87dizr169n//79zJs3jyFDhnD9+nUMDAwAmDt3Lj179lTGcI4dO5Y9e/awadMmpYzr169jZ2fH+fPnKV26NDVr1iQ9PZ09e/Yoab744gtq167NhAkTsq1nSEgIo0aNynJdxnCK98nly47Y2dkxePBgevfurVwfO3YsS5Ys4dy5cznmLVWqFJ06dSI4OFi5Fh8fT82aNalSpQrh4eFZ9kAXQogPjYzh/EC1aNGC+Ph4IiMj8fX1ZefOnVSoUIHw8HAKFSqEh4cHO3fu5NSpU+jp6dGtWzeioqJISUlh165d1KhRA4CHDx8SGxtL586dlZ5TExMTxo4dS2xsLABnz57F3d1daWwCeHt7a8Rz4sQJduzYoVFG2bJlAZRyANzd3TXy2djYZNu7kyk4OJikpCTluHbt2tt9cELkk0ePHmVpGGpra5ORkfHSfBkZGRpvKm7cuEHNmjXx8vIiLCxMGptCCPEGZFmkPGRgYEC9evWoV68ew4cPp0uXLowcOZKAgABq1qzJzp070dfXp0aNGhQuXBgXFxf27t3Lrl27+OGHH4Dnr8sB5s+fT+XKlTXK19bWznUsKSkp+Pv7M3HixCz3bGxslJ8z93XOpFKpXvoHWV9fH319/VzHIcS74u/vz7hx47C3t6dcuXJERUUxbdo0OnXqBDz/cjdu3DgaN26MjY0N//77L7NmzeLGjRu0bNkS+P/GpoODA1OmTOH27dtK+dbW1u+kXkII8SGSBmc+cnV1Zc2aNcDzcZy//fYbOjo6+Pr6As8n7fzvf//jwoULyvjNYsWKYWtry6VLl7JMbsjk4uLC4sWLefLkidLLefDgQY00FSpUYOXKlTg6OqKjI/+ZxadnxowZDB8+nF69epGYmIitrS3du3dnxIgRwPMvcOfOnSMiIoJ///0XS0tLKlWqxJ49eyhXrhwAW7ZsISYmhpiYGIoXL65RvoxGEkKI3JMxnHngzp07tGzZkk6dOuHu7o6pqSlHjx7l+++/p2HDhixcuJB79+5RpEgRVCoVp0+fpmzZsqxZs4avv/6aokWLEh8fr5S3YMEC+vbty4QJE/D19SU1NZWjR49y7949BgwYQEpKCk5OTvj6+hIcHExcXBz9+vUjJiZGGcMZHx9P+fLlqVGjhjILPSYmhuXLl7NgwQK0tbWpWbMm5cuX56efflKe3bRpUwoVKkR4eHiu6i7rcIr30eXLju86BCGEeK8V9BhO6frKAyYmJlSuXJnp06cTGxtLWloadnZ2dO3alSFDhgBgYWGBm5sbt27dUsZSVq9enYyMDGX8ZqYuXbpgZGTE5MmTGThwIMbGxri5uREYGKg87++//6ZHjx54enri6urKxIkTadGihVKGra0t+/btY9CgQdSvX5/U1FQcHBzw9fWVMWhCCCGEKFDSwyneSkF/QxJCCCHE25NZ6kIIIYQQ4qMiDU4hRIFydHREpVJlOTLXy3zy5Am9e/fG0tISExMTWrRowa1btzTKuHr1Kg0bNsTIyIiiRYsycOBAnj179i6qI4QQIhdkDOc7kN1knZeJi4vDyclJmRCUnxwdHQkMDFTGi+aWm9sVmTQkXunyZUeOHDmi7LoFz7dgrVevnrIUUf/+/Vm3bh0rVqzA3NycPn360Lx5c/bt2wdAeno6DRs2xNramv3795OQkED79u3R1dVl/Pjx76ReQgghXk4anPkoICAgyzZ6AIcOHcLFxeUdRCTEu2dlZaVxPmHCBEqWLEmNGjVISkpi4cKFLFu2jNq1awMQFhaGi4sLBw8epEqVKmzevJkzZ86wdetWihUrRvny5RkzZgyDBg0iJCQEPT29d1EtIYQQLyGv1POZr68vCQkJGoeXlxemptIbKMTTp09ZsmQJnTp1QqVScezYMdLS0qhbt66SpmzZstjb23PgwAEADhw4gJubG8WKFVPS+Pj4kJyczD///FPgdRBCCPFq0uDMZ/r6+lhbW2scderU0Xhl7ejoyPjx4+nUqROmpqbY29szb968HMtMT0+nc+fOODk5YWhoSJkyZfj555810gQEBNC0aVOmTJmCjY0NlpaW9O7dm7S0NCVNYmIi/v7+GBoa4uTkxNKlS/O8/kK8zJo1a7h//z4BAQEA3Lx5Ez09PQoVKqSRrlixYty8eVNJ82JjM/N+5j0hhBDvH3ml/p6YOnUqY8aMYciQIfz555/07NmTGjVqUKZMmSxpMzIyKF68OCtWrMDS0pL9+/fTrVs3bGxsaNWqlZJux44d2NjYsGPHDmJiYmjdujXly5ena9euwPNGaXx8PDt27EBXV5e+ffu+dB91gNTUVI19ppOTk/PoExCfooULF+Ln54etre27DkUIIUQ+kh7OfLZ27VpMTEyUI3NixH81aNCAXr164ezszKBBgyhSpAg7duzINq2uri6jRo2iYsWKODk50bZtWzp27Mgff/yhkc7CwoKZM2dStmxZGjVqRMOGDdm2bRsAFy5cYMOGDcyfP58qVarg5eXFwoULefz48UvrExoairm5uXLY2dm9waciBFy5coWtW7fSpUsX5Zq1tTVPnz7l/v37Gmlv3bql7F1ubW2dZdZ65rnsby6EEO8naXDms1q1ahEdHa0cv/zyS7bp3N3dlZ9VKhXW1tYv7W2cNWsWXl5eWFlZYWJiwrx587h69apGmnLlyqGtra2c29jYKGWePXsWHR0dvLy8lPtly5bN8irzv4KDg0lKSlKOa9euvTS9EDkJCwujaNGiNGzYULnm5eWFrq6u8sUI4Pz581y9ehVvb28AvL29OXXqlMb/H1u2bMHMzAxXV9eCq4AQQohck1fq+czY2BhnZ+dXptPV1dU4V6lUZGRkZJt2+fLlBAUFMXXqVLy9vTE1NWXy5MkcOnTojcvMLX19ffT19d+qDCEyMjIICwujQ4cO6Oj8/z9D5ubmdO7cmQEDBlC4cGHMzMz4/vvv8fb2pkqVKgDUr18fV1dX2rVrx6RJk7h58ybDhg2jd+/e8rsphBDvKWlwfoD27dtH1apV6dWrl3ItNjb2tcooW7Ysz54949ixY1SqVAl43pP031eZQuSHrVu3cvXqVTp16pTl3vTp09HS0qJFixakpqbi4+PD7Nmzlfva2tqsXbuWnj174u3tjbGxMR06dGD06NEFWQUhhBCvQRqcH6BSpUqxaNEiNm3ahJOTE4sXL+bIkSM4OTnluowyZcrg6+tL9+7dmTNnDjo6OgQGBmJoaJiPkQvxXP369VGr1dneMzAwYNasWcyaNSvH/A4ODqxfvz6/whNCCJHHZAznB6h79+40b96c1q1bU7lyZe7cuaPR25lbYWFh2NraUqNGDZo3b063bt0oWrRoPkQshBBCiE+ZSp1TN4MQuZCcnIy5uTlJSUmYmZm963CEEEIIkQsF/fdbejiFEEIIIUS+kjGcnzhHR0cCAwM1dj56E25uV9DSku06P0SXLzsSEhLCqFGjNK6XKVOGc+fOKecHDhxg6NChHDp0CG1tbcqXL8+mTZs0xv2uW7eO0aNHc/LkSQwMDKhRowZr1qwpqKoIIYR4T0kPZy4EBASgUqlQqVTo6upSrFgx6tWrx2+//fbWywwJ8b4oV64cCQkJyrF3717l3oEDB/D19aV+/focPnyYI0eO0KdPH7S0/v+fkJUrV9KuXTs6duzIiRMn2LdvH99+++27qIoQQoj3jPRw5pKvry9hYWGkp6dz69YtNm7cSL9+/fjzzz+JjIzUWEvwQ/D06VP09PTedRjiPaKjo5PjTj39+/enb9++DB48WLn24rarz549o1+/fkyePJnOnTsr12UhdiGEECA9nLmmr6+PtbU1n332GRUqVGDIkCH89ddfbNiwgfDwcADu379Ply5dsLKywszMjNq1a3PixAmljJCQEMqXL8/ixYtxdHTE3Nycb775hgcPHihpatasyffff09gYCAWFhYUK1aM+fPn8/DhQzp27IipqSnOzs5s2LBByZOenk7nzp1xcnLC0NCQMmXK8PPPP2vEHxAQQNOmTRk3bhy2trbZ7tEOsGDBAgoVKqSx04v4NFy8eBFbW1tKlChB27ZtlZ2rEhMTOXToEEWLFqVq1aoUK1aMGjVqaPSAHj9+nBs3bqClpYWnpyc2Njb4+flx+vTpd1UdIYQQ7xFpcL6F2rVr4+HhwapVqwBo2bIliYmJbNiwgWPHjlGhQgXq1KnD3bt3lTyxsbGsWbOGtWvXsnbtWnbt2sWECRM0yo2IiKBIkSIcPnyY77//np49e9KyZUuqVq3K8ePHqV+/Pu3atePRo0fA811bihcvzooVKzhz5gwjRoxgyJAhWfZW37ZtG+fPn2fLli2sXbs2S30mTZrE4MGD2bx5M3Xq1Mnrj0u8xypXrkx4eDgbN25kzpw5XL58ma+++ooHDx5w6dIl4PkXpq5du7Jx40bld/vixYsAGmmGDRvG2rVrsbCwoGbNmhq//0IIIT5NH9Z74PdQ2bJlOXnyJHv37uXw4cMkJiYq2+tNmTKFNWvW8Oeff9KtWzfgeeMwPDwcU9PnE2zatWvHtm3bGDdunFKmh4cHw4YNA57vXT5hwgSKFClC165dARgxYgRz5szh5MmTVKlSBV1dXY0JH05OThw4cIA//viDVq1aKdeNjY1ZsGBBtq/SBw0axOLFi9m1axflypXLsb6pqamkpqYq58nJya/9mYn3j5+fn/Kzu7s7lStXxsHBgT/++AMXFxfg+fqvHTt2BMDT05Nt27bx22+/ERoaqoxlHjp0KC1atACer/Oa+UWoe/fuBVwjIYQQ7xNpcL4ltVqNSqXixIkTpKSkYGlpqXH/8ePHGttOOjo6Ko1NABsbGxITEzXyuLu7Kz9ra2tjaWmJm5ubcq1YsWIAGvlmzZrFb7/9xtWrV3n8+DFPnz6lfPnyGuW6ubll29icOnUqDx8+5OjRo5QoUeKl9Q0NDc0ym1l8fAoVKkTp0qWJiYmhdu3aQNbxmC4uLsprdxsbmyxp9PX1KVGihJJGCCHEp0teqb+ls2fP4uTkREpKCjY2NkRHR2sc58+fZ+DAgUp6XV1djfwqlSrLTPfs0rx4TaVSASj5li9fTlBQEJ07d2bz5s1ER0fTsWNHnj59qlGOsbFxtnX46quvSE9Pz/IKPjvBwcEkJSUpx7Vr116ZR3x4UlJSiI2NxcbGBkdHR2xtbTl//rxGmgsXLuDg4ACAl5cX+vr6GmnS0tKIi4tT0gghhPh0SQ/nW9i+fTunTp2if//+FC9enJs3b6Kjo4Ojo2OBxrFv3z6qVq2qsb3li72qr/LFF1/Qp08ffH190dHRISgoKMe0+vr6ypAB8fEICgrC398fBwcH4uPjGTlyJNra2rRp0waVSsXAgQMZOXIkHh4elC9fnoiICM6dO8eff/4JgJmZGT169GDkyJHY2dnh4ODA5MmTgedjm4UQQnzapMGZS6mpqdy8eVNjWaTQ0FAaNWpE+/bt0dLSwtvbm6ZNmzJp0iRKly5NfHw869ato1mzZlSsWDHfYitVqhSLFi1i06ZNODk5sXjxYo4cOYKTk1Ouy6hatSrr16/Hz88PHR2dt14IXnxYrl+/Tps2bbhz5w5WVlZ8+eWXHDx4ECsrKwACAwN58uQJ/fv35+7du3h4eLBlyxZKliyplDF58mR0dHRo164djx8/pnLlymzfvh0LC4t3VS0hhBDvCWlw5tLGjRuxsbFBR0cHCwsLPDw8+OWXX+jQoYOy+PX69esZOnQoHTt25Pbt21hbW1O9enVlzGV+6d69O1FRUbRu3RqVSkWbNm3o1auXxtJJufHll1+ybt06GjRogLa2Nt9//30+RSzeN8uXL39lmsGDB2usw/lfurq6TJkyhSlTpuRlaEIIIT4CKrVarX7XQYgPV3JyMubm5iQlJWFmZvauwxFCCCFELhT032+ZNCSEEEIIIfKVNDiFEEIIIUS+kjGcH4iaNWtSvnx5fvrpp3x9TkhICGvWrCE6Ovq18rm5XUFLy/TVCcV74/JlR0JCQrKsq1qmTBnOnTsHPP+927Vrl8b97t27M3fuXABOnDjBhAkT2Lt3L//++y+Ojo706NGDfv36FUwlhBBCfBCkwVkAAgICuH//PmvWrHnXoQiRRbly5di6datyrqOj+c9C165dGT16tHJuZGSk/Hzs2DGKFi3KkiVLsLOzY//+/XTr1g1tbW369OmT/8ELIYT4IEiD8x17+vRptrv/CFFQdHR0sLa2zvG+kZFRjvc7deqkcV6iRAkOHDjAqlWrpMEphBBCIWM4C1jNmjXp06cPgYGBFClSBB8fHwBOnz6Nn58fJiYmFCtWjHbt2vHvv//mWM7ixYupWLEipqamWFtb8+2332psdblz505UKhXbtm2jYsWKGBkZUbVq1Sy7xUyYMIFixYphampK586defLkSf5UXLy3Ll68iK2tLSVKlKBt27ZZtqJcunQpRYoU4fPPPyc4OJhHjx69tLykpCQKFy6cnyELIYT4wEiD8x2IiIhAT0+Pffv2MXfuXO7fv0/t2rXx9PTk6NGjbNy4kVu3btGqVascy0hLS2PMmDGcOHGCNWvWEBcXR0BAQJZ0Q4cOZerUqRw9ehQdHR2NHqk//viDkJAQxo8fz9GjR7GxsWH27NkvjT01NZXk5GSNQ3y4KleuTHh4OBs3bmTOnDlcvnyZr776igcPHgDw7bffsmTJEnbs2EFwcDCLFy/mu+++y7G8/fv38/vvv9OtW7eCqoIQQogPgKzDWQBeHMNZs2ZNkpOTOX78uHJ/7Nix7Nmzh02bNinXrl+/jp2dHefPn6d06dKvnDR09OhRKlWqxIMHDzAxMWHnzp3UqlWLrVu3UqdOHeD5wvQNGzbk8ePHGBgYULVqVTw9PZk1a5ZSTpUqVXjy5EmOk4aym2QCYG9/UiYNfWAuX3bMcu3+/fs4ODgwbdo0OnfunOX+9u3bqVOnDjExMRq7DMHzXvpatWrRr18/hg0bll9hCyGEyAOyDucnwMvLS+P8xIkT7NixAxMTE+UoW7YskPOe6MeOHcPf3x97e3tMTU2pUaMGQJbXoe7u7srPNjY2AMqr97Nnz1K5cmWN9N7e3i+NPTg4mKSkJOW4du3aq6orPiCFChWidOnSxMTEZHs/8/flv/fPnDlDnTp16NatmzQ2hRBCZCGTht4BY2NjjfOUlBT8/f2ZOHFilrSZjcQXPXz4EB8fH3x8fFi6dClWVlZcvXoVHx8fnj59qpFWV1dX+VmlUgGQkZHxxrHr6+ujr6//xvnF+y0lJYXY2FjatWuX7f3Mnu8Xfy//+ecfateuTYcOHRg3blxBhCmEEOIDIw3O90CFChVYuXIljo6OWZakyc65c+e4c+cOEyZMwM7ODnj+Sv11ubi4cOjQIdq3b69cO3jw4GuXIz5cQUFB+Pv74+DgQHx8PCNHjkRbW5s2bdoQGxvLsmXLaNCgAZaWlpw8eZL+/ftTvXp1pef89OnT1K5dGx8fHwYMGMDNmzcB0NbWxsrK6l1WTQghxHtEXqm/B3r37s3du3dp06YNR44cITY2lk2bNtGxY0fS09OzpLe3t0dPT48ZM2Zw6dIlIiMjGTNmzGs/t1+/fvz222+EhYVx4cIFRo4cyT///JMXVRIfiOvXr9OmTRvKlClDq1atsLS05ODBg1hZWaGnp8fWrVupX78+ZcuW5YcffqBFixb8/fffSv4///yT27dvs2TJEmxsbJSjUqVK77BWQggh3jfSw/kesLW1Zd++fQwaNIj69euTmpqKg4MDvr6+aGll/U5gZWVFeHg4Q4YM4ZdffqFChQpMmTKFxo0bv9ZzW7duTWxsLD/++CNPnjyhRYsW9OzZU2Pykvi4LV++PMd7dnZ2WXYZ+q+QkBBCQkLyOCohhBAfG5mlLt5KQc9yE0IIIcTbk1nqQgghhBDioyINTiE+chMmTEClUhEYGKhci42NpVmzZlhZWWFmZkarVq24deuWRr7jx49Tr149ChUqhKWlJd26dSMlJaWAoxdCCPExkDGc74EXF4bPLUdHRwIDAzUaEe+Sm9sVWfj9PfDfxdyPHDnCr7/+qrEe68OHD6lfvz4eHh5s374dgOHDh+Pv78/BgwfR0tIiPj6eunXr0rp1a2bOnElycjKBgYEEBATw559/FmSVhBBCfASkh/MtBQQEoFKplMPS0hJfX19OnjyZr889cuSIbB8oXiolJYW2bdsyf/58LCwslOv79u0jLi6O8PBw3NzccHNzIyIigqNHjyoN0LVr16Krq8usWbMoU6YMlSpVYu7cuaxcuTLHReGFEEKInEiDMw/4+vqSkJBAQkIC27ZtQ0dHh0aNGuXrM62srDAyMsrXZ4gPW+/evWnYsCF169bVuJ6amopKpdJYwN/AwAAtLS327t2rpNHT09NYJcHQ0BBASSOEEELkljQ484C+vj7W1tZYW1tTvnx5Bg8ezLVr17h9+zYA165do1WrVhQqVIjChQvTpEkT4uLicizvwYMHtG3bFmNjY2xsbJg+fTo1a9bUeH3u6Oio7KseFxeHSqXS2P/8/v37qFQqdu7cCcDOnTtRqVRs2rQJT09PDA0NqV27NomJiWzYsAEXFxfMzMz49ttvefToUR5/QqKgLV++nOPHjxMaGprlXpUqVTA2NmbQoEE8evSIhw8fEhQURHp6OgkJCQDUrl2bmzdvMnnyZJ4+fcq9e/cYPHgwgJJGCCGEyC1pcOaxlJQUlixZgrOzM5aWlqSlpeHj44OpqSl79uxh3759mJiY4Ovrm2UbykwDBgxg3759REZGsmXLFvbs2cPx48fzJL6QkBBmzpzJ/v37lYbwTz/9xLJly1i3bh2bN29mxowZOeZPTU0lOTlZ4xDvl2vXrtGvXz+WLl2KgYFBlvtWVlasWLGCv//+GxMTE8zNzbl//z4VKlRQejTLlStHREQEU6dOxcjICGtra5ycnChWrFi2a8MKIYQQLyOThvLA2rVrMTExAZ5PyLCxsWHt2rVoaWmxbNkyMjIyWLBggbKXeVhYGIUKFWLnzp3Ur19fo6wHDx4QERHBsmXLqFOnjpLe1tY2T2IdO3Ys1apVA6Bz584EBwcTGxtLiRIlAPj666/ZsWMHgwYNyjZ/aGgoo0aNypNYRP44duwYiYmJVKhQQbmWnp7O7t27mTlzJqmpqdSvX5/Y2Fj+/fdfdHR0KFSoENbW1srvAcC3337Lt99+y61btzA2NkalUjFt2jSNNEIIIURuSFdFHqhVqxbR0dFER0dz+PBhfHx88PPz48qVK5w4cYKYmBhMTU0xMTHBxMSEwoUL8+TJE2JjY7OUdenSJdLS0vjiiy+Ua+bm5pQpUyZPYn1xtnKxYsUwMjLSaEAUK1aMxMTEHPMHBweTlJSkHNeuXcuTuETeqVOnDqdOnVJ+J6Ojo6lYsSJt27YlOjoabW1tJW2RIkUoVKgQ27dvJzExMdvdqooVK4aJiQm///47BgYG1KtXryCrI4QQ4iMgPZx5wNjYGGdnZ+V8wYIFmJubM3/+fFJSUvDy8mLp0qVZ8llZWeXJ8zNfcb64aVRaWlq2aXV1dZWfVSqVxnnmtYyMjByfpa+vrzHZRLx/TE1N+fzzzzWuGRsbY2lpqVwPCwvDxcUFKysrDhw4QL9+/ejfv7/GF5uZM2dStWpVTExM2LJlCwMHDmTChAkUKlSoIKsjhBDiIyANznygUqnQ0tLi8ePHVKhQgd9//52iRYvmauuoEiVKoKury5EjR7C3twcgKSmJCxcuUL169WzzZDZcExIS8PT0BNCYQCTEf50/f57g4GDu3r2Lo6MjQ4cOpX///hppDh8+zMiRI0lJSaFs2bL8+uuvtGvX7h1FLIQQ4kMmDc48kJqays2bNwG4d+8eM2fOJCUlBX9/f7744gsmT55MkyZNGD16NMWLF+fKlSusWrWKH3/8keLFi2uUZWpqSocOHRg4cCCFCxemaNGijBw5Ei0tLWUM6H8ZGhpSpUoVJkyYgJOTE4mJiQwbNizf6y0+HJmrFWSaMGECEyZMeGmeRYsW5WNEQgghPiUyhjMPbNy4ERsbG2xsbKhcuTJHjhxhxYoV1KxZEyMjI3bv3o29vT3NmzfHxcWFzp078+TJkxx7PKdNm4a3tzeNGjWibt26VKtWDRcXl2xnHGf67bffePbsGV5eXgQGBjJ27Nj8qq4QQgghxGtRqV8c+CfeSw8fPuSzzz5j6tSpdO7c+V2HoyE5ORlzc3OSkpJyNWRACCGEEO9eQf/9llfq76GoqCjOnTvHF198QVJSEqNHjwagSZMm7zgyIYQQQojXJw3O99SUKVM4f/48enp62NjYkJGRQZEiRfL1mXFxcTg5OREVFUX58uVfK6+b2xW0tEzzJzDxUpcvO2a5NmHCBIKDg+nXr5+yI9XNmzcZOHAgW7Zs4cGDB5QpU4ahQ4fSokULjbzr1q1j9OjRnDx5EgMDA2rUqMGaNWvyvyJCCCE+WjKGs4AEBASgUqlQqVTo6enh7OzM6NGjefbsWZa0np6eHDt2jJSUFO7evcvAgQNldxeRa0eOHOHXX3/VWHMVoH379pw/f57IyEhOnTpF8+bNadWqFVFRUUqalStX0q5dOzp27MiJEyfYt28f3377bUFXQQghxEdGWjEFyNfXl4SEBC5evMgPP/xASEgIkydPftdhiY9ISkoKbdu2Zf78+VhYWGjc279/P99//z1ffPEFJUqUYNiwYRQqVIhjx44B8OzZM/r168fkyZPp0aMHpUuXxtXVlVatWr2LqgghhPiISIOzAOnr62NtbY2DgwM9e/akbt26REZGcu/ePdq3b4+FhQVGRkb4+flx8eLFHMuJjY2lSZMmyg4wlSpVYuvWrRppHB0dGT9+PJ06dcLU1BR7e3vmzZunkebw4cN4enpiYGBAxYoVNXq6xIepd+/eNGzYkLp162a5V7VqVX7//Xfu3r1LRkYGy5cv58mTJ9SsWROA48ePc+PGDbS0tPD09MTGxgY/Pz9Onz5dwLUQQgjxsZEG5ztkaGjI06dPCQgI4OjRo0RGRnLgwAHUajUNGjTIcbeglJQUGjRowLZt24iKisLX1xd/f3+uXr2qkW7q1KlKQ7JXr1707NmT8+fPK2U0atQIV1dXjh07RkhICEFBQfleZ5F/li9fzvHjxwkNDc32/h9//EFaWhqWlpbo6+vTvXt3Vq9ereySdenSJQBCQkIYNmwYa9euxcLCgpo1a3L37t0Cq4cQQoiPjzQ43wG1Ws3WrVvZtGkT9vb2REZGsmDBAr766is8PDxYunQpN27cyHGihoeHB927d+fzzz+nVKlSjBkzhpIlSxIZGamRrkGDBvTq1QtnZ2cGDRpEkSJF2LFjBwDLli0jIyODhQsXUq5cORo1asTAgQNfGXtqairJyckah3j3rl27Rr9+/Vi6dGmO67UOHz6c+/fvs3XrVo4ePcqAAQNo1aoVp06dAlC2NM2cSOTl5UVYWBgqlYoVK1YUWF2EEEJ8fGSWegFau3YtJiYmpKWlkZGRwbfffkvz5s1Zu3YtlStXVtJZWlpSpkwZzp49m205KSkphISEsG7dOhISEnj27BmPHz/O0sP54qQRlUqFtbU1iYmJAJw9exZ3d3eNxom3t/cr6xAaGsqoUaNeq94i/x07dozExEQqVKigXEtPT2f37t3MnDmT8+fPM3PmTE6fPk25cuWA519c9uzZw6xZs5g7dy42NjYAuLq6KmXo6+tTokSJLL9bQgghxOuQHs4CVKtWLaKjo7l48SKPHz8mIiIix+0qXyYoKIjVq1czfvx49uzZQ3R0NG5ubjx9+lQjna6ursa5SqVSerHeVHBwMElJScpx7dq1typP5I06depw6tQpoqOjlaNixYq0bduW6OhoHj16BJBltQNtbW3ld8LLywt9fX1l2AVAWloacXFxODg4FFxlhBBCfHSkh7MAGRsbK+PlMrm4uPDs2TMOHTpE1apVAbhz5w7nz5/X6Gl60b59+wgICKBZs2bA8x7PuLi414rFxcWFxYsX8+TJE6WX8+DBg6/Mp6+vj76+/ms9S+Q/U1NTPv/8c41rxsbGWFpa8vnnn5OWloazszPdu3dnypQpWFpasmbNGrZs2cLatWsBMDMzo0ePHowcORI7OzscHByUVRRatmxZ4HUSQgjx8ZAeznesVKlSNGnShK5du7J3715OnDjBd999x2effZbjzkKlSpVi1apVREdHc+LECb799tvX7rn89ttvUalUdO3alTNnzrB+/XqmTJmSF1US7yFdXV3Wr1+PlZUV/v7+uLu7s2jRIiIiImjQoIGSbvLkyXzzzTe0a9eOSpUqceXKFbZv355liSUhhBDidUgP53sgLCyMfv360ahRI54+fUr16tVZv359llfimaZNm0anTp2oWrUqRYoUYdCgQa89ecfExIS///6bHj164OnpiaurKxMnTsyy64z4cO3cuVPjvFSpUqxcufKleXR1dZkyZYp8+RBCCJGnVGq1Wv2ugxAfruTkZMzNzUlKSsLMzOxdhyOEEEKIXCjov9/ySl0IIYQQQuQraXAKIYQQQoh8JWM4PxFxcXE4OTkRFRVF+fLl87x8N7craGmZ5nm5H5PLlx2ZM2cOc+bMUVYVKFeuHCNGjMDPz0/5b5SdP/74g5YtW3Lnzh3atm3LyZMnuXPnDkWLFqVJkyaMHz9ehjQIIYR4b0kPZwE4cOAA2traNGzYME/LDQ8Pp1ChQrlKa2dnR0JCQpalc0TBKl68OBMmTODYsWMcPXqU2rVr06RJE/755x/lv9GLx6hRozAxMcHPzw94vo5mkyZNiIyM5MKFC4SHh7N161Z69OjxjmsmhBBC5EwmDRWALl26YGJiwsKFCzl//jy2trZ5Um54eDiBgYHcv3//pemePn2Knp5enjzzvzIHHdvbn5Qezle4fNkx2+uFCxdm8uTJdO7cOcs9T09PKlSowMKFC3Ms95dffmHy5MmyCL8QQohck0lDH5mUlBR+//13evbsScOGDQkPD1fuZddDuWbNGo3dh06cOEGtWrUwNTXFzMwMLy8vjh49ys6dO+nYsSNJSUmoVCpUKhUhISEAODo6MmbMGNq3b4+ZmRndunUjLi4OlUpFdHQ08Hzbw86dO+Pk5IShoSFlypTh559/zudPQ7woPT2d5cuX8/Dhw2y3FT127BjR0dHZNkQzxcfHs2rVKmrUqJGfoQohhBBvRRqc+eyPP/6gbNmylClThu+++47ffvuN1+lUbtu2LcWLF+fIkSMcO3aMwYMHo6urS9WqVfnpp58wMzNTXr8GBQUp+aZMmYKHhwdRUVEMHz48S7kZGRkUL16cFStWcObMGUaMGMGQIUP4448/8qTeImenTp3CxMQEfX19evTowerVq7PdVWrhwoW4uLgoO1C9qE2bNhgZGfHZZ59hZmbGggULCiJ0IYQQ4o1IgzOfLVy4kO+++w4AX19fkpKS2LVrV67zX716lbp161K2bFlKlSpFy5Yt8fDwQE9PD3Nzc1QqFdbW1lhbW2NiYqLkq127Nj/88AMlS5akZMmSWcrV1dVl1KhRVKxYEScnJ9q2bUvHjh1f2eBMTU0lOTlZ4xCvp0yZMkRHR3Po0CF69uxJhw4dOHPmjEaax48fs2zZshx7N6dPn87x48f566+/iI2NZcCAAQURuhBCCPFGpMGZj86fP8/hw4dp06YNADo6OrRu3fql4/H+a8CAAXTp0oW6desyYcIEYmNjc5WvYsWKr0wza9YsvLy8sLKywsTEhHnz5nH16tWX5gkNDcXc3Fw57OzschWP+H96eno4Ozvj5eVFaGgoHh4eWYYz/Pnnnzx69Ij27dtnW4a1tTVly5alcePG/Prrr8yZM4eEhISCCF8IIYR4bdLgzEcLFy7k2bNn2NraoqOjg46ODnPmzGHlypUkJSWhpaWV5fV6WlqaxnlISAj//PMPDRs2ZPv27bi6urJ69epXPtvY2Pil95cvX05QUBCdO3dm8+bNREdH07FjR54+ffrSfMHBwSQlJSmHTFR5exkZGaSmpmpcW7hwIY0bN8bKyipX+YEsZQghhBDvizdah7NDhw507tyZ6tWr53U8H41nz56xaNEipk6dSv369TXuNW3alP/97384ODjw4MEDHj58qDQQMyf1vKh06dKULl2a/v3706ZNG8LCwmjWrBl6enqkp6e/UXz79u2jatWq9OrVS7mWm95TfX199PX13+iZ4nmD3c/PD3t7ex48eMCyZcvYuXMnmzZtUtLExMSwe/du1q9fnyX/+vXruXXrFpUqVcLExIR//vmHgQMHUq1aNRwdHQuwJkIIIUTuvVGDMykpibp16+Lg4EDHjh3p0KEDn332WV7H9kFbu3Yt9+7do3Pnzpibm2vca9GiBQsXLmTTpk0YGRkxZMgQ+vbty6FDhzRmsT9+/JiBAwfy9ddf4+TkxPXr1zly5AgtWrQAns9GT0lJYdu2bXh4eGBkZISRkVGu4itVqhSLFi1i06ZNODk5sXjxYo4cOZLjwuMibyQmJtK+fXsSEhIwNzfH3d2dTZs2Ua9ePSXNb7/9RvHixbN8UQEwNDRk/vz59O/fn9TUVOzs7GjevDmDBw8uyGoIIYQQr+WN1+G8ffs2ixcvJiIigjNnzlC3bl06d+5MkyZN0NXVzes4Pzj+/v5kZGSwbt26LPcOHz5M5cqVOXHiBJcuXWLgwIHcuHGDOnXq0LhxY7p164Zarebp06d06NCBffv2cevWLYoUKULz5s2ZPHkyBgYGAPTs2ZMVK1Zw584dRo4cSUhICI6OjgQGBhIYGKg88787DaWmpiozpFUqFW3atMHc3JwNGzZk28uaE1mHM/dyWodTCCGEKGgFvQ5nniz8fvz4ccLCwliwYAEmJiZ899139OrVi1KlSuVFjOI9VtC/sEIIIYR4ex/cwu8JCQls2bKFLVu2oK2tTYMGDTh16hSurq5Mnz49L2IUQgghhBAfsDdqcKalpbFy5UoaNWqEg4MDK1asIDAwkPj4eCIiIti6dSt//PEHo0ePzut4hfhgzZkzB3d3d8zMzDAzM8Pb25sNGzZopDlw4AC1a9fG2NgYMzMzqlevzuPHj5X7jo6Oys5SmceECRMKuipCCCHEa3mjSUM2NjZkZGTQpk0bDh8+TPny5bOkqVWrVpZtG8X7L7vxn7nh5nZFxnDmIHPsZvHixZkwYQKlSpVCrVYTERFBkyZNiIqKoly5chw4cABfX1+Cg4OZMWMGOjo6nDhxAi0tze+Fo0ePpmvXrsq5qal87kIIId5vb9TgnD59Oi1btlQmrmSnUKFCXL58+Y0D+xAEBAQQEREBPN+5x97envbt2zNkyBB0dN7ooyUgIID79++zZs2aPIxUvA/8/f01zseNG8ecOXM4ePAg5cqVo3///vTt21djxnmZMmWylGNqaoq1tXW+xyuEEELkldd+pZ6WlkbHjh2JiYnJj3g+OL6+viQkJHDx4kV++OEHQkJCmDx58muXk56erizgLT5+6enpLF++nIcPH+Lt7U1iYiKHDh2iaNGiVK1alWLFilGjRg327t2bJe+ECROwtLTE09OTyZMn8+zZs3dQAyGEECL3XrvBmdmT96YLjn9s9PX1sba2xsHBgZ49e1K3bl0iIyO5d+8e7du3x8LCAiMjI/z8/Lh48aKSLzw8nEKFChEZGYmrqyv6+vp06tSJiIgI/vrrL2V83s6dO9m5cycqlYr79+8r+aOjo1GpVMTFxSnX5s+fj52dHUZGRjRr1oxp06ZpDGuIjY2lSZMmFCtWDBMTEypVqsTWrVsL4FMSmU6dOoWJiQn6+vrKslSurq5cunQJeL6zVNeuXdm4cSMVKlSgTp06Gr83ffv2Zfny5ezYsYPu3bszfvx4fvzxx3dVHSGEECJX3ui979ChQxkyZAiLFy+mcOHCeR3TB83Q0JA7d+4QEBDAxYsXiYyMxMzMjEGDBtGgQQPOnDmjrFP66NEjJk6cyIIFC7C0tMTGxobHjx+TnJxMWFgYAIULF2b//v2vfO6+ffvo0aMHEydOpHHjxmzdupXhw4drpElJSaFBgwaMGzcOfX19Fi1ahL+/P+fPn8fe3j5X9UtNTdXYQjE5OTm3H43g+Svy6OhokpKS+PPPP+nQoQO7du1Sere7d+9Ox44dAfD09GTbtm389ttvhIaGAjBgwAClLHd3d/T09OjevTuhoaGyA5QQQoj31hs1OGfOnElMTAy2trY4ODhk2bf7+PHjeRLch0StVrNt2zY2bdqEn58fa9asUbaPBFi6dCl2dnasWbOGli1bAs+HJ8yePRsPDw+lHENDQ1JTU197jN6MGTPw8/MjKCgIeL4d5v79+1m7dq2SxsPDQ+NZY8aMYfXq1URGRtKnT59cPSc0NJRRo0a9Vmzi/+np6eHs7AyAl5cXR44c4eeff1bGbbq6umqkd3Fx4erVqzmWV7lyZZ49e0ZcXFy24z2FEEKI98EbNTibNGmCSqXK61g+SGvXrsXExIS0tDQyMjL49ttvad68OWvXrqVy5cpKOktLS8qUKcPZs2eVa3p6eri7u+dJHOfPn6dZs2Ya17744guNBmdKSgohISGsW7eOhIQEnj17xuPHj1/aoPmv4OBgjV625ORk7Ozs3r4Cn6iMjAxSU1NxdHTE1taW8+fPa9y/cOECfn5+OeaPjo5GS0uLokWL5neoQgghxBt7owZnSEhIHofx4apVqxZz5sxBT08PW1tbdHR0iIyMzFVeQ0PDXDXcM5fFeXFTqLS0tNeONSgoiC1btjBlyhScnZ0xNDTk66+/5unTp7kuQ19fX17dvqHg4GD8/Pywt7fnwYMHLFu2jJ07d7Jp0yZUKhUDBw5k5MiReHh4UL58eSIiIjh37hx//vkn8HyNzkOHDlGrVi1MTU05cOAA/fv357vvvsPCwuId104IIYTI2Rs1OEuUKMGRI0ewtLTUuH7//n0qVKigTID4FBgbGyuvSDO5uLjw7NkzDh06pLxSv3PnDufPn8/yyvS/9PT0skzIsrKyAp7v6pTZsPjvfudlypThyJEjGtf+e75v3z4CAgKUntCUlBSNSUcifyUmJtK+fXsSEhIwNzfH3d2dTZs2Ua9ePQACAwN58uQJ/fv35+7du3h4eLBlyxZKliwJPG/sL1++nJCQEFJTU3FycqJ///4aPc5CCCHE++iNGpxxcXHZzlJPTU3l+vXrbx3Uh65UqVI0adKErl278uuvv2JqasrgwYP57LPPaNKkyUvzOjo6smnTJs6fP4+lpSXm5uY4OztjZ2dHSEgI48aN48KFC0ydOlUj3/fff0/16tWZNm0a/v7+bN++nQ0bNmj0oJYqVYpVq1bh7++PSqVi+PDhshRTAVq4cOEr0wwePFhjHc4XVahQgYMHD+Z1WEIIIUS+e61lkSIjI5XXxZs2bVLOIyMjWb16NWPGjMHJySlfAv3QhIWF4eXlRaNGjfD29katVrN+/XplhnpOunbtSpkyZahYsSJWVlbs27cPXV1d/ve//3Hu3Dnc3d2ZOHEiY8eO1chXrVo15s6dy7Rp0/Dw8GDjxo30799fY3H+adOmYWFhQdWqVfH398fHx4cKFSrkS/2FEEIIITKp1C8ODHyFzLGEKpWK/2bT1dXF0dGRqVOn0qhRo7yNUryRrl27cu7cOfbs2ZNvz0hOTsbc3JykpCTMzMzy7TlCCCGEyDsF/ff7tV6pZ75+dXJy4siRIxQpUiRfghJvZsqUKdSrVw9jY2M2bNhAREQEs2fPftdhCSGEEOIT90ZjOD/2PdI/VIcPH2bSpEk8ePCAEiVK8Msvv9ClS5cCebab2xW0tEwL5Fnvm8uXHZkzZw5z5sxRJmGVK1eOESNG4Ofnx927dxk5ciSbN2/m6tWrWFlZ0bRpU8aMGYO5ublSztWrV+nZsyc7duzAxMSEDh06EBoaio7OG/1vKoQQQrw33vgv2bZt29i2bRuJiYlZJp789ttvbx3Yx+TmzZuEhoaybt06rl+/rkwE+u677+jQoQNGRkZ58pw//vgjT8oRr6948eJMmDCBUqVKoVariYiIoEmTJkRFRaFWq4mPj2fKlCm4urpy5coVevToQXx8vLLkUXp6Og0bNsTa2pr9+/eTkJBA+/bt0dXVZfz48e+4dkIIIcTbea0xnJlGjRrF6NGjqVixIjY2NlnWkly9enWeBfihu3TpEtWqVaNQoUKMGjUKNzc39PX1OXXqFPPmzaN79+40btw4S760tLRXTjB6H2SOAbG3P/lJ93Bmp3DhwkyePJnOnTtnubdixQq+++47Hj58iI6ODhs2bKBRo0bEx8dTrFgxAObOncugQYO4ffs2enp6+VkFIYQQn5iCHsP5WrPUM82dO5fw8HAOHTrEmjVrWL16tcYh/l+vXr3Q0dHh6NGjtGrVChcXF0qUKEGTJk1Yt24d/v7+wPOJWHPmzKFx48YYGxszbtw4AP766y8qVKiAgYEBJUqUYNSoUTx79kwp//79+3Tp0gUrKyvMzMyoXbs2J06c0Ijh77//plKlShgYGFCkSBGNHYlSU1MJCgris88+w9jYmMqVK7Nz5878/2A+Yunp6SxfvpyHDx/i7e2dbZrM/8EzX5cfOHAANzc3pbEJ4OPjQ3JyMv/880+BxC2EEELklzdqcD59+lRZ0Fzk7M6dO2zevJnevXtn2W8+04u9wyEhITRr1oxTp07RqVMn9uzZQ/v27enXrx9nzpzh119/JTw8XGmMArRs2ZLExEQ2bNjAsWPHqFChAnXq1OHu3bsArFu3jmbNmtGgQQOioqLYtm0bX3zxhZK/T58+HDhwgOXLl3Py5ElatmyJr68vFy9ezKdP5eN16tQpTExM0NfXp0ePHqxevTrbhf7//fdfxowZQ7du3ZRrN2/e1GhsAsr5zZs38zdwIYQQIp+90Sv1QYMGYWJiwvDhw/Mjpo/GoUOHqFKlCqtWrdLoVSxSpAhPnjwBoHfv3kycOBGVSkVgYCDTp09X0tWtW5c6deoQHBysXFuyZAk//vgj8fHx7N27l4YNG5KYmKix3aSzszM//vgj3bp1o2rVqpQoUYIlS5Zkie/q1auUKFGCq1evYmtrq/HcL774Ituxg6mpqaSmpirnmXupyyv151/Erl69SlJSEn/++ScLFixg165dGo3O5ORk6tWrR+HChYmMjFSGTXTr1o0rV66wadMmJe2jR48wNjZm/fr1L91PXQghhHhd7/WySJmePHnCvHnz2Lp1K+7u7lnGGk6bNi1PgvtYHT58mIyMDNq2bavReKtYsaJGuhMnTrBv3z6NHs309HSePHnCo0ePOHHiBCkpKVm2GH38+DGxsbHA8y0wu3btmm0cp06dIj09ndKlS2tcT01NzVJmptDQUEaNGpX7yn5C9PT0lG1Ovby8OHLkCD///DO//vorAA8ePMDX1xdTU1NWr16t8f+NtbU1hw8f1ijv1q1byj0hhBDiQ/ZGDc6TJ09Svnx5AE6fPq1x778TiD5lzs7OqFQqzp8/r3G9RIkSABgaGmpc/+9r95SUFEaNGkXz5s2zlG1gYEBKSgo2NjbZjrksVKhQts/4b/na2tocO3YMbW1tjXsmJibZ5gkODtbYuzuzh1NklZGRoXyhSE5OxsfHB319fSIjIzV2gALw9vZm3LhxJCYmUrRoUQC2bNmCmZlZtq/lhRBCiA/JGzU4d+zYkddxfJQsLS2pV68eM2fO5Pvvv89xHGdOKlSowPnz55Ves+zu37x5Ex0dHRwdHbNN4+7uzrZt2+jYsWOWe56enqSnp5OYmMhXX32Vq5j09fU1Xt+L54KDg/Hz88Pe3p4HDx6wbNkydu7cyaZNm0hOTqZ+/fo8evSIJUuWkJycTHJyMgBWVlZoa2tTv359XF1dadeuHZMmTeLmzZsMGzaM3r17y+cthBDigycrSuez2bNnU61aNSpWrEhISAju7u5oaWlx5MgRzp07h5eXV455R4wYQaNGjbC3t+frr79GS0uLEydOcPr0acaOHUvdunXx9vamadOmTJo0idKlSxMfH69MFKpYsSIjR46kTp06lCxZkm+++YZnz56xfv16Bg0aROnSpWnbti3t27dn6tSpeHp6cvv2bbZt24a7uzsNGzYswE/qw5aYmEj79u1JSEjA3Nwcd3d3Nm3aRL169di5cyeHDh0CyPLl4fLlyzg6OqKtrc3atWvp2bMn3t7eGBsb06FDB0aPHv0uqiOEEELkqTeaNFSrVq2Xvjrfvn37WwX1sUlISGD8+PHKwu/6+vq4urrSsmVLevXqhZGRESqVitWrV9O0aVONvJs2bWL06NFERUWhq6tL2bJl6dKlizIu88GDBwwdOpSVK1dy+/ZtrK2tqV69OqGhocqr7lWrVjFmzBjOnDmDmZkZ1atXZ+XKlcDz9T7Hjh3LokWLuHHjBkWKFKFKlSrKmqGvIutw5rwOpxBCCPG+KuhJQ2/U4Ozfv7/GeVpaGtHR0Zw+fZoOHTrw888/51mA4v1W0L+wQgghhHh7H8Qs9ReX7nlRSEgIKSkpbxWQEEIIIYT4uLzRwu85+e6772QfdSGEEEIIoSFPJw0dOHAgy3Iv4tPg5nblvRnDmTmmcvfu3UyePJljx46RkJCQZYxsSkoKgwcPZs2aNdy5cwcnJyf69u1Ljx49lDTz5s1j2bJlHD9+nAcPHnDv3j1lySkhhBBC5M4bNTj/uy6kWq0mISGBo0ePfhK7DwUEBHD//n3WrFmjcX3nzp3UqlVLGiXviYcPH+Lh4UGnTp2yXct0wIABbN++nSVLluDo6MjmzZvp1asXtra2NG7cGHi+24+vry++vr4aOz4JIYQQIvfeqMFpbm6uca6lpUWZMmUYPXo09evXz5PARP5JT09HpVKhpZWnIyreO35+fi/dEnL//v106NCBmjVrAs+3l/z11185fPiw0uAMDAwEyHZxfSGEEELkzhu1OMLCwjSOhQsXMmHCBGlsviAkJETZjSnTTz/9pLFAe0BAAE2bNmXKlCnY2NhgaWlJ7969SUtLU9IkJCTQsGFDDA0NcXJyYtmyZTg6OvLTTz8paaZNm4abmxvGxsbY2dnRq1cvjclb4eHhFCpUiMjISFxdXdHX12fv3r3o6upy8+ZNjRgDAwNzvQj8h65q1apERkZy48YN1Go1O3bs4MKFC/J7LIQQQuSxtxrDeezYMc6ePQtAuXLl8PT0zJOgPiU7duzAxsaGHTt2EBMTQ+vWrSlfvryyzmb79u35999/2blzJ7q6ugwYMIDExESNMrS0tPjll19wcnLi0qVL9OrVix9//JHZs2craR49esTEiRNZsGABlpaW2NnZUaJECRYvXszAgQOB58tbLV26lEmTJhXcB/AOzZgxg27dulG8eHF0dHTQ0tJi/vz5VK9e/V2HJoQQQnxU3qjBmZiYyDfffMPOnTuVsYr379+nVq1aLF++HCsrq7yM8b20du3aLPuNp6env3Y5FhYWzJw5E21tbcqWLUvDhg3Ztm0bXbt25dy5c2zdupUjR45QsWJFABYsWECpUqU0ysh87Qvg6OjI2LFj6dGjh0aDMy0tjdmzZ+Ph4aFc69y5M2FhYUqD8++//+bJkye0atUqx3hTU1OV/cEBZYvGD9GMGTM4ePAgkZGRODg4sHv3bnr37o2trS1169Z91+EJIYQQH403eqX+/fff8+DBA/755x/u3r3L3bt3OX36NMnJyfTt2zevY3wv1apVi+joaI1jwYIFr11OuXLl0NbWVs5tbGyUHszz58+jo6NDhQoVlPvOzs5YWFholLF161bq1KnDZ599hqmpKe3atePOnTs8evRISaOnp4e7u7tGvoCAAGJiYjh48CDw/NV7q1atXrrne2hoKObm5sqRuZvRh+bx48cMGTKEadOm4e/vj7u7O3369KF169ZMmTLlXYcnhBBCfFTeqMG5ceNGZs+ejYuLi3LN1dWVWbNmsWHDhjwL7n1mbGyMs7OzxvHZZ58p97W0tPjvJk4vjs3MpKurq3GuUqnIyMjIdRxxcXE0atQId3d3Vq5cybFjx5g1axYAT58+VdIZGhpm2Y60aNGi+Pv7ExYWxq1bt9iwYQOdOnV66fOCg4NJSkpSjmvXruU61vdJWloaaWlpWSZOaWtrv9bnL4QQQohXe6NX6hkZGVkaSvC88SR/rJ+zsrLi5s2bqNVqpaEXHR39WmWUKVOGZ8+eERUVhZeXFwAxMTHcu3dPSXPs2DEyMjKYOnWq0nj6448/cv2MLl260KZNG4oXL07JkiWpVq3aS9Pr6+ujr6//WvV4V1JSUoiJiVHOL1++THR0NIULF8be3p4aNWowcOBADA0NcXBwYNeuXSxatIhp06YpeW7evMnNmzeVck6dOoWpqSn29vYULly4wOskhBBCfIjeqIezdu3a9OvXj/j4eOXajRs36N+/P3Xq1Mmz4D5kNWvW5Pbt20yaNInY2Ng36v0tW7YsdevWpVu3bhw+fJioqCi6deum0Vvp7OxMWloaM2bM4NKlSyxevJi5c+fm+hk+Pj6YmZkxduxYOnbs+Frxve+OHj2Kp6enMpltwIABeHp6MmLECACWL19OpUqVaNu2La6urkyYMIFx48ZpLPw+d+5cPD09lUlc1atXx9PTk8jIyIKvkBBCCPGBeqMG58yZM0lOTsbR0ZGSJUtSsmRJnJycSE5OZsaMGXkd4wfJxcWF2bNnM2vWLDw8PDh8+DBBQUGvXc6iRYsoVqwY1atXp1mzZnTt2hVTU1NlRycPDw+mTZvGxIkT+fzzz1m6dCmhoaG5Ll9LS4uAgADS09Np3779a8f3PqtZsyZqtTrLER4eDoC1tTVhYWHcuHGDx48fc+7cOQYMGKAx9CAkJCTbMgICAt5NpYQQQogPkEr934GGuaRWq9m6dSvnzp0DnjewZGZv/rt+/Tp2dnbKRKG80LlzZ27fvv1GvXbJycmYm5uTlJSEmZlZnsQjhBBCiPxV0H+/X2sM5/bt2+nTpw8HDx7EzMyMevXqUa9ePQCSkpIoV64cc+fO/WQWDi8I27dvJyUlBTc3NxISEvjxxx9xdHTMk7Uik5KSOHXqFMuWLZNXxEIIIYTIN6/1Sv2nn36ia9eu2baEzc3N6d69u8aEC/H20tLSGDJkCOXKlaNZs2ZYWVkpi8C/rSZNmlC/fn169OihfHH4kOzevRt/f39sbW1RqVRZ9rZ/UY8ePVCpVBo7NL0oNTWV8uXLo1KpXntylxBCCCFe7rV6OE+cOMHEiRNzvF+/fv0Pbg3DkJAQ1qxZ8942Mnx8fPDx8cnx/s6dO6lVqxb37t1TFuH/r/DwcAIDA7l//z6QP3V2c7uClpZpnpX3KpcvO/Lw4UM8PDzo1KkTzZs3zzHt6tWrOXjwILa2tjmm+fHHH7G1teXEiRP5Ea4QQgjxSXutHs5bt269tGdNR0eH27dvv1YAN2/e5Pvvv6dEiRLo6+tjZ2eHv78/27Zte61yCtLOnTtRqVTKYWVlRYMGDTh16tS7Di1XgoKC3uvPN7f8/PwYO3YszZo1yzHNjRs3+P7771m6dGmOv7sbNmxg8+bNH9yXJSGEEOJD8VoNzs8++4zTp0/neP/kyZPY2Njkury4uDi8vLzYvn07kydP5tSpU2zcuJFatWrRu3fv1wntnTh//jwJCQls2rSJ1NRUGjZsqLHY+vvKxMQES0vLdx1GvsvIyKBdu3YMHDiQcuXKZZvm1q1bdO3alcWLF2NkZFTAEQohhBCfhtdqcDZo0IDhw4fz5MmTLPceP37MyJEjadSoUa7L69WrFyqVisOHD9OiRQtKly5NuXLlGDBggMZ2iy/2JmYeISEhSjkLFizAxcUFAwMDypYtq7GHODyf2d2mTRsKFy6MsbExFStW5NChQxppFi9ejKOjI+bm5nzzzTc8ePDglfEXLVoUa2trKlSoQGBgINeuXVNm7QPs3buXr776CkNDQ+zs7Ojbty8PHz5U7js6OjJmzBjatGmDsbExn332mbJLEDxvkP93TOH9+/dRqVTs3LlTI5Z9+/bh7u6OgYEBVapUeekXg5CQEMqXL69x7bfffqNcuXLo6+tjY2NDnz59Xln/993EiRPR0dHJcbvVzOWNevTooexVL4QQQoi891oNzmHDhnH37l1Kly7NpEmT+Ouvv/jrr7+YOHEiZcqU4e7duwwdOjRXZd29e5eNGzfSu3fvbPfuzhyP2Lp1axISEpTjf//7Hzo6OsqOOEuXLmXEiBGMGzeOs2fPMn78eIYPH05ERATwfLeZGjVqcOPGDSIjIzlx4gQ//vijxo5IsbGxrFmzhrVr17J27Vp27drFhAkTcv25JCUlsXz5cuD5nuWZZfr6+tKiRQtOnjzJ77//zt69e7M05CZPnoyHhwdRUVEMHjyYfv36sWXLllw/O9PAgQOZOnUqR44cwcrKCn9//2y30szOnDlz6N27N926dePUqVNERkbi7OycbdrU1FSSk5M1jvfRsWPH+Pnnn5UvLNmZMWMGDx48IDg4uICjE0IIIT4x6tcUFxen9vPzU2tpaalVKpVapVKptbS01H5+fupLly7lupxDhw6pAfWqVatynScmJkZduHBh9aRJk5RrJUuWVC9btkwj3ZgxY9Te3t5qtVqt/vXXX9WmpqbqO3fuZFvmyJEj1UZGRurk5GTl2sCBA9WVK1fOMY4dO3aoAbWxsbHa2NhYDagBdePGjZU0nTt3Vnfr1k0j3549e9RaWlrqx48fq9VqtdrBwUHt6+urkaZ169ZqPz8/tVqtVl++fFkNqKOiopT79+7dUwPqHTt2aMSyfPlyJc2dO3fUhoaG6t9//12tVqvVYWFhanNzc406e3h4KOe2trbqoUOH5ljfF40cOVKp74uHvf1JtaPj5QI7/gtQr169WjmfPn26WqVSqbW1tZUDUGtpaakdHBzUarVa3aRJE7WWllaWNNra2ur27dvn6vMQQgghPkRJSUlqQJ2UlFQgz3vtvdQdHBxYv3499+7dIyYmBrVaTalSpbCwsHjdhu5rpU9KSqJRo0Y0bNiQgQMHAvDw4UNiY2Pp3LmzsvUgwLNnzzA3Nwee71/u6en50n2vHR0dMTX9/xnWNjY2JCYmvjKmPXv2YGRkxMGDBxk/frzGlpInTpzg5MmTLF26VLmmVqvJyMjg8uXLuLi4AODt7a1Rpre3d45L97zMi+UULlyYMmXKcPbs2VfmS0xMJD4+PteLyAcHBzNgwADlPDk5GTs7u9eON7+1a9cuy0YEPj4+tGvXTtnC85dffmHs2LHK/fj4eHx8fPj999+pXLlygcYrhBBCfMxeu8GZycLCgkqVKr3xg0uVKoVKpdIY85iT9PR0WrdujZmZGfPmzVOup6SkADB//vwsDQRtbW0ADA0NX1n+f2cvq1QqjVfuOXFycqJQoUKUKVOGxMREWrduze7du5XYunfvnu34QXt7+1eWDc+3nQTNxnluX5PnVm4+nxfp6+ujr6+fpzG8qZSUFGJiYpTzy5cvEx0dTeHChbG3t88yMUpXVxdra2vKlCkDZP3vYGJiAkDJkiUpXrx4PkcvhBBCfDreaC/1vFC4cGF8fHyYNWuWxkSaTJlrRgL079+fU6dOsWbNGmUPcYBixYpha2vLpUuXcHZ21jicnJwAcHd3Jzo6mrt37+ZrfXr37s3p06dZvXo1ABUqVODMmTNZ4nJ2dlbGeQLK5KgXzzN7P62srABISEhQ7ue0duaL5dy7d48LFy4o5byMqakpjo6OH+QySUePHsXT0xNPT08ABgwYgKenJyNGjHjHkQkhhBDiRW/cw5kXZs2aRbVq1fjiiy8YPXo07u7uPHv2jC1btjBnzhzOnj1LWFgYs2fPZvXq1ahUKm7evAk8740yMTFh1KhR9O3bF3Nzc3x9fUlNTeXo0aPcu3ePAQMG0KZNG8aPH0/Tpk0JDQ3FxsaGqKgobG1ts7zOfhtGRkZ07dqVkSNH0rRpUwYNGkSVKlXo06cPXbp0wdjYmDNnzrBlyxZmzpyp5Nu3bx+TJk2iadOmbNmyhRUrVrBu3Trgee9jlSpVmDBhAk5OTiQmJjJs2LBsnz969GgsLS0pVqwYQ4cOpUiRIjRt2jRXsYeEhNCjRw+KFi2Kn58fDx48YN++fXz//fdv/bnkp5o1a77W0Iy4uLiX3nd0dHztoR5CCCGEeLV31sMJUKJECY4fP06tWrX44Ycf+Pzzz6lXrx7btm1jzpw5AOzatYv09HQaN26MjY2NcmQu0t2lSxcWLFhAWFgYbm5u1KhRg/DwcKWHU09Pj82bN1O0aFEaNGiAm5sbEyZMUF6556U+ffpw9uxZVqxYgbu7O7t27eLChQt89dVXSs/bf3e7+eGHH5SeurFjxzJt2jSNnYV+++03nj17hpeXF4GBgRpjDl80YcIE+vXrh5eXFzdv3uTvv//W6El9mQ4dOvDTTz8xe/ZsypUrR6NGjbh48eKbfxBCCCGEEC9QqaVL551xdHQkMDCQwMDAdx3KG0tOTsbc3JykpCTMzMzedThCCCGEyIWC/vv9Tns4hRBCCCHEx08anOKDs3v3bvz9/bG1tUWlUrFmzRqN+yEhIZQtWxZjY2MsLCyoW7dulp2lGjdujL29PQYGBtjY2NCuXTvi4+MLsBZCCCHEp+OdThr61L1qEkteCw8PJzAwUGMFgLzi5nYFLS3TVyd8C5cvOwLP11/18PCgU6dONG/ePEu60qVLM3PmTEqUKMHjx4+ZPn069evXJyYmRpn5X6tWLYYMGYKNjQ03btwgKCiIr7/+mv379+drHYQQQohPkYzhfE0BAQHKtpk6OjoUL16cli1bMnr0aI0lm95Hjx8/5sGDBxQtWjTPyswcA2Jvf7LAGpwvUqlUrF69+qUz8jNj3Lp1a44L3EdGRtK0aVNSU1OzrMsqhBBCfGwKegyn9HC+AV9fX8LCwkhLS+PYsWN06NABlUrFxIkT33VoL2VoaPjaC71/6J4+fcq8efMwNzfHw8Mj2zR3795l6dKlVK1aVRqbQgghRD6QMZxvQF9fH2tra+zs7GjatCl169Zly5YtAKSmptK3b1+KFi2KgYEBX375JUeOHFHy7ty5E5VKxaZNm/D09MTQ0JDatWuTmJjIhg0bcHFxwczMjG+//ZZHjx4p+TZu3MiXX35JoUKFsLS0pFGjRsTGxir34+LiUKlUrFq1ilq1amFkZISHhwcHDhxQ0oSHh1OoUCHlPDY2liZNmlCsWDFMTEyoVKkSW7duzcdPruCsXbsWExMTDAwMmD59Olu2bKFIkSIaaQYNGoSxsTGWlpZcvXqVv/766x1FK4QQQnzcpMH5lk6fPs3+/fuVNS9//PFHVq5cSUREBMePH8fZ2RkfH58sOx2FhIQwc+ZM9u/fz7Vr12jVqhU//fQTy5YtY926dWzevJkZM2Yo6R8+fMiAAQM4evQo27ZtQ0tLi2bNmmXZgnPo0KEEBQURHR1N6dKladOmDc+ePcs29pSUFBo0aMC2bduIiorC19cXf39/rl69mmN9U1NTSU5O1jjeR7Vq1SI6Opr9+/fj6+tLq1atSExM1EgzcOBAoqKi2Lx5M9ra2rRv314WfhdCCCHyg1q8lg4dOqi1tbXVxsbGan19fTWg1tLSUv/555/qlJQUta6urnrp0qVK+qdPn6ptbW3VkyZNUqvVavWOHTvUgHrr1q1KmtDQUDWgjo2NVa51795d7ePjk2Mct2/fVgPqU6dOqdVqtfry5ctqQL1gwQIlzT///KMG1GfPnlWr1Wp1WFiY2tzc/KX1K1eunHrGjBk53h85cqQayHLY259UOzpeztcjO4B69erVL62TWq1WOzs7q8ePH5/j/WvXrqkB9f79+19ZlhBCCPGhS0pKUgPqpKSkAnme9HC+gczes0OHDtGhQwc6duxIixYtiI2NJS0tjWrVqilpdXV1+eKLLzh79qxGGe7u7srPxYoVw8jIiBIlSmhce7FH7uLFi7Rp04YSJUpgZmaGo6MjQJbeyBfLtbGxAcjSs5cpJSWFoKAgXFxcKFSoECYmJpw9e/alPZzBwcEkJSUpx7Vr13JM+z7JyMggNTX1pfeBl6YRQgghxJuRSUNvwNjYGGdnZ+D51pMeHh4sXLiQSpUq5bqMFyenqFSqLJNVVCqVxutyf39/HBwcmD9/Pra2tmRkZPD555/z9OnTl5YLZHntnikoKIgtW7YwZcoUnJ2dMTQ05Ouvv85S5ov09fXR19fPdT3zQ0pKCjExMcr55cuXiY6OpnDhwlhaWjJu3DhlK9R///2XWbNmcePGDVq2bAnAoUOHOHLkCF9++SUWFhbExsYyfPhwSpYsibe397uqlhBCCPHRkh7Ot6SlpcWQIUMYNmwYJUuWRE9Pj3379in309LSOHLkCK6urm/8jDt37nD+/HmGDRtGnTp1cHFx4d69e28d+759+wgICKBZs2a4ublhbW1d4GuDvonMvec9PT0BGDBggLJXvba2NufOnaNFixaULl0af39/7ty5w549eyhXrhwARkZGrFq1ijp16lCmTBk6d+6Mu7s7u3bteueNaSGEEOJjJD2ceaBly5YMHDiQOXPm0LNnTwYOHEjhwoWxt7dn0qRJPHr0iM6dO79x+RYWFlhaWjJv3jxsbGy4evUqgwcPfuu4S5UqxapVq/D390elUjF8+PAce0PfJzVr1nzp5J5Vq1a9NL+bmxvbt2/P67CEEEIIkQNpcOYBHR0d+vTpw6RJk7h8+TIZGRm0a9eOBw8eULFiRTZt2oSFhcUbl6+lpcXy5cvp27cvn3/+OWXKlOGXX36hZs2abxX3tGnT6NSpE1WrVqVIkSIMGjTojWednzrlUCALxwohhBDiwyM7DYm3UtA7FQghhBDi7RX0328ZwymEEEIIIfKVvFLPJ7nZ47ugxcXF4eTkRFRUFOXLl8/Tst3cruT5XuqZe6fv3r2byZMnc+zYMRISErJ8rqtWrWLu3LkcO3aMu3fvZlu/efPmsWzZMo4fP86DBw+4d++exq5LQgghhMg/0sP5hm7fvk3Pnj2xt7dXtrr08fHRmKH+vrGzsyMhIYHPP//8XYfyWh4+fIiHhwezZs3K8f6XX3750r3sHz16hK+vL0OGDMmvMIUQQgiRA+nhfEMtWrTg6dOnREREUKJECW7dusW2bdu4c+fOuw4tR9ra2lhbW7/rMF6bn58ffn5+Od5v164dwEuXdAoMDASe72UvhBBCiIIlPZxv4P79++zZs4eJEydSq1YtHBwc+OKLLwgODqZx48bZ5jl16hS1a9fG0NAQS0tLunXrRkpKCgCbN2/GwMCA+/fva+Tp168ftWvXVs737t3LV199haGhIXZ2dvTt25eHDx8q9x0dHRk/fjydOnXC1NQUe3t75s2bp9yPi4tDpVIRHR0NQHp6Op07d8bJyQlDQ0PKlCnDzz//nEefkhBCCCHEc9LgfAMmJiaYmJiwZs2aXG2F+PDhQ3x8fLCwsODIkSOsWLGCrVu30qdPHwDq1KlDoUKFWLlypZInPT2d33//nbZt2wIQGxuLr68vLVq04OTJk/z+++/s3btXKSPT1KlTqVixIlFRUfTq1YuePXty/vz5bOPKyMigePHirFixgjNnzjBixAiGDBnCH3/88aYfjRBCCCFEFtLgfAM6OjqEh4cTERFBoUKFqFatGkOGDOHkyZPZpl+2bBlPnjxh0aJFfP7559SuXZuZM2eyePFibt26hba2Nt988w3Lli1T8mzbto379+/TokULAEJDQ2nbti2BgYGUKlWKqlWr8ssvv7Bo0SKePHmi5GvQoAG9evXC2dmZQYMGUaRIEXbs2JFtXLq6uowaNYqKFSvi5ORE27Zt6dix40sbnKmpqSQnJ2scQgghhBAvIw3ON9SiRQvi4+OJjIzE19eXnTt3UqFCBcLDw7OkPXv2LB4eHhgbGyvXqlWrRkZGhtL72LZtW3bu3El8fDwAS5cupWHDhspM6hMnThAeHq70rpqYmODj40NGRgaXL19WynV3d1d+VqlUWFtbk5iYmGM9Zs2ahZeXF1ZWVpiYmDBv3jyuXr2aY/rQ0FDMzc2Vw87OLleflxBCCCE+XdLgfAsGBgbUq1eP4cOHs3//fgICAhg5cuQblVWpUiVKlizJ8uXLefz4MatXr1ZepwOkpKTQvXt3oqOjlePEiRNcvHiRkiVLKul0dXU1ylWpVDluV7l8+XKCgoLo3LkzmzdvJjo6mo4dO/L06dMc4wwODiYpKUk5rl279kb1FUIIIcSnQ2ap5yFXV1fWrFmT5bqLiwv/196dx+WU/v8Df92V7va7tEerEtojJlkiFCPLNJg0lHUiEtkyKEuKsZvGNlRj68OQsdYoxYio1CiSSsnMFCYqWSp1fn/063wdFW13i3k/H4/zeHSuc53rus59pfvtOudcV0hICF69esWOcsbFxUFERASGhoZsPhcXFxw5cgRdu3aFiIgIvvzyS/aYpaUl7t27B319/RZrb1xcHPr374+5c+eyadnZ2R89h8/ng8/nt1gbGqK0tBRZWVnsfk5ODlJSUtj16p8/f468vDx2dLhm1FhNTY19K7+goAAFBQVsOampqeyLVZ07d27V6yGEEEL+a2iEswkKCwsxdOhQHD58GHfu3EFOTg5OnDiBTZs2YezYsbXyu7i4QEJCAq6urkhLS0NMTAzmz5+PKVOmQFVVlZPv9u3b8Pf3x9dff80J7JYtW4br169j3rx5SElJQWZmJn777bdaLw01hoGBARITExEZGYkHDx5g1apVSEhIaHJ5wpKYmAgLCwtYWFgAABYtWgQLCwusXr0aAHDmzBlYWFiwAfo333wDCwsL7Nmzhy1jz549sLCwwKxZswAAgwYNgoWFBc6cOdPKV0MIIYT899AIZxPIyMigX79+2LZtG7Kzs1FRUQFNTU3MmjWrzonFpaSkEBkZiQULFsDKygpSUlJwcnLC1q1bOfn09fXRt29f3Lp1C9u3b+ccMzU1xZUrV/D9999j4MCBYBgG3bp1w6RJk5p8Hd999x2Sk5MxadIk8Hg8ODs7Y+7cubh48WKTyxQGW1tbMAxT73E3Nze4ubl9tAw/Pz/4+fm1bMMIIYQQ0iA85mPf5IR8QklJCQQCAYqLiyEnJ9fWzSGEEEJIA7T29zfdUieEEEIIIUJFASdpczo6OuDxeLU2Dw8PANW31D885u7u3satJoQQQkhD0TOcQsTj8RAeHo5x48a1Wp22trYwNzev9QxoDTc3NxQVFdX5Nn1zmJg8goiIbKPPy8nRQUJCAiorK9m0tLQ0DB8+HBMmTGDTZs2ahbVr17L7UlJSzWswIYQQQloNBZzN8OzZM6xevRrnz5/HkydPoKCgADMzM6xevRo2NjZt3bw67dix46Mv4LQFZWVlzn5gYCC6deuGwYMHs2lSUlLsFEeEEEII6VjolnozODk5ITk5GaGhoXjw4AHOnDkDW1tbFBYWtnXT6iUQCNjVi9qj8vJyHD58GNOnTwePx2PTjxw5AiUlJRgbG8PHxwevX79uw1YSQgghpDEo4GyioqIi/PHHH9i4cSOGDBkCbW1t9O3bFz4+PhgzZkyd56SmpmLo0KGQlJSEoqIiZs+ejdLSUgDA77//DgkJCRQVFXHOWbBgAYYOHQqgev5PZ2dndOnSBVJSUjAxMcGxY8c+2s7z589DIBDgyJEjAKpvqb9/iz8iIgIDBgyAvLw8FBUVMXr06E9O/i5Mp0+fRlFREWeao8mTJ+Pw4cOIiYmBj48PDh06hG+//bbN2kgIIYSQxqGAs4lq1jM/ffo0ysrKPpn/1atXsLe3h4KCAhISEnDixAlERUWxE7fb2dlBXl4eJ0+eZM+prKzE//73P3aJy7dv36J37944f/480tLSMHv2bEyZMgW3bt2qs86jR4/C2dkZR44c4SyT+WG7Fi1ahMTERERHR0NERATjx4+vdznMsrIylJSUcLaWdODAAYwcORIaGhps2uzZs2Fvbw8TExO4uLjgl19+QXh4eJsGxoQQQghpOAo4m0hMTAwhISEIDQ2FvLw8bGxssGLFCty5c6fO/EePHsXbt2/xyy+/wNjYGEOHDsWPP/6IQ4cO4cmTJxAVFcU333yDo0ePsudER0ejqKgITk5OAIAuXbpg8eLFMDc3h56eHubPnw8HBwccP368Vn1BQUGYO3cuzp49i9GjR9d7HU5OTvjqq6+gr68Pc3NzHDx4EKmpqbh3716d+QMCAiAQCNhNU1OzMR/bRz169AhRUVGYOXPmR/P169cPADjLXRJCCCGk/aKAsxmcnJzwzz//4MyZM3BwcEBsbCwsLS0REhJSK296ejrMzMzYtdQBwMbGBlVVVeza3y4uLoiNjWXXBD9y5Ai+/PJL9pnLyspKrFu3DiYmJujcuTNkZGQQGRmJvLw8Tl2//vorFi5ciEuXLnFevKlLZmYmnJ2doaenBzk5Oejo6ABArTJr+Pj4oLi4mN0eP37ckI+qQYKDg6GiosJZQ74uKSkpAAB1dfUWq5sQQgghwkMBZzNJSEhg+PDhWLVqFa5fvw43Nzf4+vo2qSwrKyt069YNYWFhePPmDcLDwzm3wn/44Qfs2LEDy5YtQ0xMDFJSUmBvb4/y8nJOORYWFlBWVsbBgwc/+Ua6o6Mjnj9/jv379+PmzZu4efMmANQqswafz4ecnBxnawlVVVUIDg6Gq6srxMT+b/KE7OxsrFu3DklJScjNzcWZM2cwdepUDBo0CKampi1SNyGEEEKEiwLOFtarVy+8evWqVnrPnj3x559/co7FxcVBREQEhoaGbJqLiwuOHDmCs2fPQkREhDPaFxcXh7Fjx+Lbb7+FmZkZ9PT08ODBg1p1devWDTExMfjtt98wf/78ettaWFiIjIwMrFy5EnZ2dujZsydevHjR1EtvlqioKOTl5WH69OmcdHFxcURFRWHEiBHo0aMHvL294eTkhLNnz7ZJOwkhhBDSeDQPZxMVFhZiwoQJmD59OkxNTSErK4vExERs2rQJY8eOrZXfxcUFvr6+cHV1hZ+fH549e4b58+djypQpUFVV5eTz8/ODv78/vv76a/D5fPaYgYEBfv31V1y/fh0KCgrYunUrnjx5gl69etWqr3v37oiJiYGtrS3ExMTqnAheQUEBioqK2LdvH9TV1ZGXl4fly5e3zAfUSCNGjKhzNFZTUxNXrlxpgxYRQgghpKVQwNlEMjIy6NevH7Zt24bs7GxUVFRAU1MTs2bNwooVK2rll5KSQmRkJBYsWAArKytISUnByckJW7du5eTT19dH3759cevWrVpB4sqVK/Hw4UPY29tDSkoKs2fPxrhx41BcXFxnGw0NDXH58mXY2tpCVFQUW7Zs4RwXERFBWFgYPD09YWxsDENDQ+zcuRO2trbN+mwIIYQQQt7HY9rbsjOkQykpKYFAIEBxcXGLPc9JCCGEEOFq7e9veoaTEEIIIYQIFQWcpM39/fff+Pbbb6GoqAhJSUmYmJggMTGRPV5aWop58+aha9eukJSURK9evbBnz542bDEhhBBCGoOe4WwGHo+H8PBwzlKRH3Jzc0NRURFOnz7dau2qj62tLczNzet8gai5TEweQUREtlHn5OTo4MWLF7CxscGQIUNw8eJFKCsrIzMzEwoKCmy+RYsW4fLlyzh8+DB0dHTw+++/Y+7cudDQ0Kh3GVFCCCGEtB8UcH7CxwLG/Px8NjDKzc2Frq4ukpOTYW5u3rqNbKBTp06hU6dObd0Mjo0bN0JTUxPBwcFsmq6uLifP9evX4erqyr7MNHv2bOzduxe3bt2igJMQQgjpAOiWejOoqalxpi1q7zp37gxZ2caNQgrbmTNn0KdPH0yYMAEqKiqwsLDA/v37OXn69++PM2fO4O+//wbDMIiJicGDBw8wYsSINmo1IYQQQhqDAs5m4PF47MhnzaichYUFeDxeramFNm/eDHV1dSgqKsLDwwMVFRV1llNDXl6es0TmsmXL0L17d0hJSUFPTw+rVq3ilOHn5wdzc3McOnQIOjo6EAgE+Oabb/Dy5Us2j62tLby8vNj9Q4cOoU+fPpCVlYWamhomT56Mp0+fNu9DaaSHDx9i9+7dMDAwQGRkJObMmQNPT0+EhoayeXbt2oVevXqha9euEBcXh4ODA4KCgjBo0KBWbSshhBBCmoZuqbeQW7duoW/fvoiKioKRkRHExcXZYzExMVBXV0dMTAyysrIwadIkmJubY9asWQ0uX1ZWFiEhIdDQ0EBqaipmzZoFWVlZLF26lM2TnZ2N06dP49y5c3jx4gUmTpyIwMBA+Pv711lmRUUF1q1bB0NDQzx9+hSLFi2Cm5sbLly4UG87ysrKUFZWxu6XlJQ0+BrqUlVVhT59+mDDhg0AqgP2tLQ07NmzB66urgCqA874+HicOXMG2trauHr1Kjw8PKChoYFhw4Y1q35CCCGECB8FnC1EWVkZAKCoqAg1NTXOMQUFBfz4448QFRVFjx498OWXXyI6OrpRAefKlSvZn3V0dLB48WKEhYVxAs6qqiqEhISwt82nTJmC6OjoegPO95eR1NPTw86dO2FlZYXS0lLIyMjUeU5AQADWrFnT4HZ/irq6eq2Vknr27ImTJ08CAN68eYMVK1YgPDycXebT1NQUKSkp2Lx5MwWchBBCSAdAt9RbgZGREURFRdl9dXX1Rt+6/t///gcbGxuoqalBRkYGK1euRF5eHiePjo4O5xnNT9WTlJQER0dHaGlpQVZWFoMHDwaAWuW+z8fHB8XFxez2+PHjRl3Hh2xsbJCRkcFJe/DgAbS1tQFUj8JWVFRARIT7qyoqKoqqqqpm1U0IIYSQ1kEBZyv48M1wHo/HCZZ4PF6tdcTffz7zxo0bcHFxwahRo3Du3DkkJyfj+++/R3l5eaPqed+rV69gb28POTk5HDlyBAkJCQgPDweAWuW+j8/nQ05OjrM1x8KFCxEfH48NGzYgKysLR48exb59++Dh4QEAkJOTw+DBg7FkyRLExsYiJycHISEh+OWXXzB+/Phm1U0IIYSQ1kG31FtIzTOblZWVjT5XWVkZ+fn57H5mZiZev37N7l+/fh3a2tr4/vvv2bRHjx41o7XA/fv3UVhYiMDAQGhqagIAZ7L11mJlZYXw8HD4+Phg7dq10NXVxfbt2+Hi4sLmCQsLg4+PD1xcXPD8+XNoa2vD398f7u7urd5eQgghhDQeBZwNUFxcjJSUFE6aoqIiZ19FRQWSkpKIiIhA165dISEhAYFA0KDyhw4dih9//BHW1taorKzEsmXLOKOVBgYGyMvLQ1hYGKysrHD+/Hl2NLKptLS0IC4ujl27dsHd3R1paWlYt25ds8psqtGjR2P06NH1HldTU+PM00kIIYSQjoVuqTdAbGwsLCwsONuHL86IiYlh586d2Lt3LzQ0NDB27NgGl79lyxZoampi4MCBmDx5MhYvXgwpKSn2+JgxY7Bw4ULMmzcP5ubmuH79OlatWtWsa1JWVkZISAhOnDiBXr16ITAwEJs3b25WmYQQQgghdeExHz48SEgjlJSUQCAQoLi4uNnPcxJCCCGkdbT29zeNcBJCCCGEEKGigPM/JDc3Fzwer9bzqC3BxOQRdHVzG7zV+Pvvv/Htt99CUVERkpKSMDEx4by85ObmBh6Px9kcHBxavP2EEEIIER4KOIWkrkCpocGSjo4Otm/f3uJt0tTURH5+PoyNjVu87KZ48eIFbGxs0KlTJ1y8eBH37t3Dli1boKCgwMnn4OCA/Px8djt27FgbtZgQQgghTUFvqQuRg4NDrber+Xx+G7WmerL0D1dBaksbN26EpqYm5zOqWZP+fXw+v121mxBCCCGNQyOcQlQTKL2/KSgogGEY+Pn5QUtLC3w+HxoaGvD09AQA2Nra4tGjR1i4cCE7Klrj5MmTMDIyAp/Ph46ODrZs2cKpT0dHBxs2bMD06dMhKysLLS0t7Nu3jz3+4S31yspKzJgxA7q6upCUlIShoSF27Ngh/A/m/ztz5gz69OmDCRMmQEVFBRYWFti/f3+tfLGxsVBRUYGhoSHmzJmDwsLCVmsjIYQQQpqPAs42cPLkSWzbtg179+5FZmYmTp8+DRMTEwDAqVOn0LVrV6xdu5a9hQxUL0M5ceJEfPPNN0hNTYWfnx9WrVqFkJAQTtlbtmxBnz59kJycjLlz52LOnDm1lo6sUVVVha5du+LEiRO4d+8eVq9ejRUrVuD48eNCvf4aDx8+xO7du2FgYIDIyEjMmTMHnp6eCA0NZfM4ODjgl19+QXR0NDZu3IgrV65g5MiRTZpgnxBCCCFtg6ZFEhI3NzccPnwYEhISnPQVK1ZAQkICe/fuRVpaWq3lKIHqkUovLy94eXmxaS4uLnj27Bl+//13Nm3p0qU4f/487t69y543cOBAHDp0CADAMAzU1NSwZs0auLu7Izc3F7q6ukhOToa5uXmd7Z43bx4KCgrw66+/1nm8rKwMZWVl7H5JSQk0NTWhpXUHIiKydZ5Tl5wcHYiLi6NPnz64fv06m+7p6YmEhATcuHGjzvMePnyIbt26ISoqCnZ2dg2ujxBCCCH/h6ZF+owMGTIEKSkpnM3d3R0TJkzAmzdvoKenh1mzZiE8PBzv3r37aFnp6emwsbHhpNnY2CAzM5Mz2mdqasr+zOPxoKamhqdPn9ZbblBQEHr37g1lZWXIyMhg3759yMvLqzd/QEAABAIBu9Usi9kU6urq6NWrFyetZ8+eH61fT08PSkpKyMrKanK9hBBCCGldFHAKkbS0NPT19Tlb586doampiYyMDPz000+QlJTE3LlzMWjQIFRUVDS7zg9HTHk8HqqqqurMGxYWhsWLF2PGjBn4/fffkZKSgmnTpqG8vLze8n18fFBcXMxujx8/bnJbbWxsat3uf/DgAbS1tes956+//kJhYSHU1dWbXC8hhBBCWhe9pd5GJCUl4ejoCEdHR3h4eKBHjx5ITU2FpaUlxMXFaz2j2LNnT8TFxXHS4uLi0L17d4iKijapDXFxcejfvz/mzp3LpmVnZ3/0HD6f32Jv2i9cuBD9+/fHhg0bMHHiRNy6dQv79u1jX3QqLS3FmjVr4OTkBDU1NWRnZ2Pp0qXQ19eHvb19i7SBEEIIIcJHAacQlZWVoaCggJMmJiaGc+fOobKyEv369YOUlBQOHz4MSUlJdmRPR0cHV69exTfffAM+nw8lJSV4e3vDysoK69atw6RJk3Djxg38+OOP+Omnn5rcPgMDA/zyyy+IjIyErq4uDh06hISEhDqnJhIGKysrhIeHw8fHB2vXroWuri62b98OFxcXANXTON25cwehoaEoKiqChoYGRowYgXXr1rXp9FKEEEIIaRwKOIUoIiKi1q1fQ0NDBAYGIjAwEIsWLUJlZSVMTExw9uxZKCoqAgDWrl2L7777Dt26dUNZWRkYhoGlpSWOHz+O1atXY926dVBXV8fatWvh5ubW5PZ99913SE5OxqRJk8Dj8eDs7Iy5c+fi4sWLzbnsRhk9ejRGjx5d5zFJSUlERka2WlsIIYQQIhz0ljppltZ+y40QQgghzUdvqRNCCCGEkM8KBZykTfj5+dVaZ75Hjx7s8ezsbIwfPx7KysqQk5PDxIkT8eTJkzZsMSGEEEKaip7hbENubm4oKirC6dOn27opzWZi8qjBE7/n5OgAAIyMjBAVFcWmi4lV/zq+evUKI0aMgJmZGS5fvgwAWLVqFRwdHREfHw8REfp/EiGEENKRfDYB5+cUvP1XiImJQU1NrVZ6XFwccnNzkZyczD5XEhoaCgUFBVy+fBnDhg1r7aYSQgghpBloqOg/6GMTu7emzMxMaGhoQE9PDy4uLuwKQ2VlZeDxeJypjyQkJCAiIoJr1661VXMJIYQQ0kSffcAZEhICeXl5Ttrp06fB4/EAVK83PmzYMNjb26Pmhf3nz5+ja9euWL16NXvOzz//jJ49e0JCQgI9evTgzH+Zm5sLHo+H48ePY+DAgZCUlISVlRUePHiAhIQE9OnTBzIyMhg5ciSePXtWq41r1qxhn1V0d3fnBIRlZWXw9PSEiooKJCQkMGDAACQkJDT4+oDq5yXNzc3x888/Q1dXl13f/f79+xgwYAAkJCTQq1cvREVFgcfjtcoocb9+/RASEoKIiAjs3r0bOTk5GDhwIF6+fIkvvvgC0tLSWLZsGV6/fo1Xr15h8eLFqKysRH5+vtDbRgghhJCW9dkHnJ/C4/EQGhqKhIQE7Ny5EwDg7u6OLl26sAHnkSNHsHr1avj7+yM9PR0bNmzAqlWrEBoayinL19cXK1euxO3btyEmJobJkydj6dKl2LFjB/744w9kZWVxglgAiI6ORnp6OmJjY3Hs2DGcOnUKa9asYY8vXboUJ0+eRGhoKG7fvs2usvP8+fNGXWdWVhZOnjyJU6dOISUlBZWVlRg3bhykpKRw8+ZN7Nu3D99///0nyykrK0NJSQlna4qRI0diwoQJMDU1hb29PS5cuICioiIcP34cysrKOHHiBM6ePQsZGRkIBAIUFRXB0tKSnt8khBBCOqDP5hnO5ujSpQv27t2LqVOnoqCgABcuXEBycjL7Eouvry+2bNmCr776CgCgq6uLe/fuYe/evXB1dWXLWbx4Mbvk4oIFC+Ds7Izo6GjY2NgAAGbMmIGQkBBO3eLi4jh48CCkpKRgZGSEtWvXYsmSJVi3bh3evHmD3bt3IyQkBCNHjgQA7N+/H5cuXcKBAwewZMmSBl9jeXk5fvnlFygrKwOonpQ+OzsbsbGx7HOU/v7+GD58+EfLCQgI4ATELUVeXh7du3dHVlYWAGDEiBHIzs7Gv//+CzExMcjLy0NNTQ16enotXjchhBBChIuGi/6/CRMmYPz48QgMDMTmzZthYGAAoPqN6ezsbMyYMQMyMjLstn79+lrrjpuamrI/q6qqAgBMTEw4aU+fPuWcY2ZmBikpKXbf2toapaWlePz4MbKzs1FRUcEGrADQqVMn9O3bF+np6Y26Pm1tbTbYBICMjAxoampyXtrp27fvJ8vx8fFBcXExuz1+/LhR7ahPaWkpsrOza63MpKSkBHl5eVy+fBlPnz7FmDFjWqQ+QgghhLSez36EU0REBB8uplRRUVEr3+vXr5GUlARRUVFkZmay6aWlpQCqRxb79evHOUdUVJSz36lTJ/bnmmcoP0yrqqpq4pXUraHXJy0t3SL18fn8FlnHfPHixXB0dIS2tjb++ecf+Pr6QlRUFM7OzgCA4OBg9OzZE8rKyrhx4wYWLFiAhQsXwtDQsNl1E0IIIaR1ffYBp7KyMl6+fIlXr16xQVdKSkqtfN7e3hAREcHFixcxatQofPnllxg6dChUVVWhoaGBhw8fwsXFpcXb9+eff+LNmzeQlJQEAMTHx0NGRgaamppQUlKCuLg44uLioK2tDaA6mExISICXl1ejru9DhoaGePz4MZ48ecKOxr7/MpKw/fXXX3B2dkZhYSGUlZUxYMAAxMfHs6OwGRkZ8PHxwfPnz6Gjo4Pvv/8eCxcubLX2EUIIIaTlfFYBZ3Fxca1gq1evXpCSksKKFSvg6emJmzdv1nqO8vz58zh48CBu3LgBS0tLLFmyBK6urrhz5w4UFBSwZs0aeHp6QiAQwMHBAWVlZUhMTMSLFy+waNGiZrW5vLwcM2bMwMqVK5GbmwtfX1/MmzcPIiIikJaWxpw5c7BkyRJ07twZWlpa2LRpE16/fo0ZM2YAqH7b+1PXV5fhw4ejW7ducHV1xaZNm/Dy5UusXLkSADhvuAtLWFjYR48HBgYiMDBQ6O0ghBBCiPB9Vs9wxsbGwsLCgrOtW7cOhw8fxoULF2BiYoJjx47Bz8+PPefZs2eYMWMG/Pz8YGlpCaB6miJVVVW4u7sDAGbOnImff/4ZwcHBMDExweDBgxESEgJdXd1mt9nOzg4GBgYYNGgQJk2ahDFjxnDaFxgYCCcnJ0yZMgWWlpbIyspCZGQkFBQUAACdO3f+6PXVR1RUFKdPn0ZpaSmsrKwwc+ZM9i31mmmTCCGEEEJaAo/58AFA8p8VFxeHAQMGICsrC926dWvQOSUlJRAIBCguLmZXBSKEEEJI+9ba39+f1S110jjh4eGQkZGBgYEBsrKysGDBAtjY2DQ42CSEEEIIaYjP6pY6aZyXL1/Cw8MDPXr0gJubG6ysrPDbb78JvV4/Pz/weDzO1qNHD06eGzduYOjQoZCWloacnBwGDRqEN2/eCL1thBBCCGl5NML5H6OjowMvLy94eXlh6tSpmDp1aouUa2LyCCIisp/Ml5OjAwAwMjJCVFQUm14zyT5QHWw6ODjAx8cHu3btgpiYGP78809aZYgQQgjpoCjgFLKCggL4+/vj/Pnz+Pvvv6GiogJzc3N4eXnBzs5OaPWGhITAy8sLRUVFnPSEhIQWm5OzOcTExDiTzr9v4cKF8PT0xPLly9k0mn+TEEII6bhoyEiIcnNz0bt3b1y+fBk//PADUlNTERERgSFDhsDDw6POc+qatL0lKSsrc1Y2aiuZmZnQ0NCAnp4eXFxckJeXBwB4+vQpbt68CRUVFfTv3x+qqqoYPHgwrl271sYtJoQQQkhTUcApRHPnzgWPx8OtW7fg5OSE7t27w8jICIsWLUJ8fDyA6jkvd+/ejTFjxkBaWhr+/v4AgN27d6Nbt24QFxeHoaEhDh06xCl769atMDExgbS0NDQ1NTF37lx2VaTY2FhMmzYNxcXF7DOSNVMl6ejoYPv27Q0qR1j69euHkJAQREREYPfu3cjJycHAgQPx8uVLPHz4EED1c56zZs1CREQELC0tYWdnx1kBihBCCCEdBwWcQvL8+XNERETAw8OjzlvY8vLy7M9+fn4YP348UlNTMX36dISHh2PBggXw9vZGWloavvvuO0ybNg0xMTHsOSIiIti5cyfu3r2L0NBQXL58GUuXLgUA9O/fH9u3b4ecnBzy8/ORn5+PxYsX19nOj5VTl7KyMpSUlHC2xho5ciQmTJgAU1NT2Nvb48KFCygqKsLx48fZpT9rrtnCwgLbtm2DoaEhDh482Oi6CCGEENL26BlOIcnKygLDMLXevq7L5MmTMW3aNHbf2dkZbm5umDt3LgCwI6KbN2/GkCFDAIBd2hKoHrVcv3493N3d8dNPP0FcXBwCgQA8Hq/e5yRrfKycugQEBGDNmjWfvKbGkJeXR/fu3ZGVlYWhQ4cCqF4h6n09e/Zkb7sTQgghpGOhEU4hacx8+n369OHsp6enw8bGhpNmY2OD9PR0dj8qKgp2dnbo0qULZGVlMWXKFBQWFuL169eNamdjy/Hx8UFxcTG7PX78uFH11aW0tBTZ2dlQV1eHjo4ONDQ0kJGRwcnz4MEDdj15QgghhHQsFHAKiYGBAXg8Hu7fv//JvI19azw3NxejR4+GqakpTp48iaSkJAQFBQGoXptdmOXw+XzIyclxtsZavHgxrly5gtzcXFy/fh3jx4+HqKgonJ2dwePxsGTJEuzcuRO//vorsrKysGrVKty/f59dP54QQgghHQvdUheSzp07w97eHkFBQfD09KwVVBYVFXGe43xfz549ERcXB1dXVzYtLi6Ovc2clJSEqqoqbNmyhZ2b8vjx45wyxMXFUVlZ+dE2NqQcYfjrr7/g7OyMwsJCKCsrY8CAAYiPj4eysjKA6tv8b9++xcKFC/H8+XOYmZnh0qVLtAISIYQQ0kFRwClEQUFBsLGxQd++fbF27VqYmpri3bt3uHTpEnbv3s25Rf6+JUuWYOLEibCwsMCwYcNw9uxZnDp1ip0oXV9fHxUVFdi1axccHR0RFxeHPXv2cMrQ0dFBaWkpoqOjYWZmBikpqVrTITWkHGEICwv7ZJ7ly5dz5uEkhBBCSMdFt9SFSE9PD7dv38aQIUPg7e0NY2NjDB8+HNHR0di9e3e9540bNw47duzA5s2bYWRkhL179yI4OBi2trYAADMzM2zduhUbN26EsbExjhw5goCAAE4Z/fv3h7u7OyZNmgRlZWVs2rSpVj0NKYcQQgghpLl4TGPebiHkAyUlJRAIBCguLm7S85yEEEIIaX2t/f1NI5yEEEIIIUSoKOBsYyEhIfW+PNTSYmNjwePxaq2v3hJMTB5BVzf3o9uHAgMDwePxOHOBFhQUYMqUKVBTU4O0tDQsLS1x8uTJFm8vIYQQQloPBZzN4Obmxi4dyePxoKioCAcHB9y5c6etm1an/v37Iz8/HwKBoK2bgoSEBOzduxempqac9KlTpyIjIwNnzpxBamoqvvrqK0ycOBHJyclt1FJCCCGENBcFnM3k4ODALh8ZHR0NMTExjB49uq2bVUtFRQXExcWhpqYGHo/Xpm0pLS2Fi4sL9u/fDwUFBc6x69evY/78+ejbty/09PSwcuVKyMvLIykpqY1aSwghhJDmooCzmfh8PtTU1KCmpgZzc3MsX74cjx8/xrNnz+q8hZ2SkgIej4fc3Nx6y1y/fj1UVFQgKyuLmTNnYvny5TA3N2ePJyQkYPjw4VBSUoJAIMDgwYNx+/ZtThk8Hg+7d+/GmDFjIC0tDX9//1rtKSwshLOzM7p06QIpKSmYmJjg2LFjLfjp1M3DwwNffvklhg0bVutY//798b///Q/Pnz9HVVUVwsLC8PbtW/YNfUIIIYR0PBRwtqDS0lIcPnwY+vr6UFRUbFIZR44cgb+/PzZu3IikpCRoaWnVmkLp5cuXcHV1xbVr1xAfHw8DAwOMGjUKL1++5OTz8/PD+PHjkZqaiunTp9eq6+3bt+jduzfOnz+PtLQ0zJ49G1OmTMGtW7ea1PaGCAsLw+3bt+udfun48eOoqKiAoqIi+Hw+vvvuO4SHh0NfX19obSKEEEKIcNHE78107tw5yMjIAABevXoFdXV1nDt3jl25p7F27dqFGTNmYNq0aQCA1atX4/fff0dpaSmbZ+jQoZxz9u3bB3l5eVy5coVzO3/y5MlsOQDw8OFDznldunTB4sWL2f358+cjMjISx48fR9++fetsX1lZGcrKytj9kpKSBl/b48ePsWDBAly6dAkSEhJ15lm1ahWKiooQFRUFJSUlnD59GhMnTsQff/wBExOTBtdFCCGEkPaDRjibaciQIUhJSUFKSgpu3boFe3t7jBw5Eo8ePWpSeRkZGbWCvQ/3nzx5glmzZsHAwAACgQBycnIoLS1FXl4eJ1+fPn0+WldlZSXWrVsHExMTdO7cGTIyMoiMjKxVzvsCAgIgEAjYTVNTs8HXlpSUhKdPn8LS0hJiYmIQExPDlStXsHPnToiJiSE7Oxs//vgjDh48CDs7O5iZmcHX1xd9+vRh13gnhBBCSMdDI5zNJC0tzbnd+/PPP0MgEGD//v0YMWIEAOD9ufUrKiqaXaerqysKCwuxY8cOaGtrg8/nw9raGuXl5bXa9jE//PADduzYge3bt8PExATS0tLw8vKqVc77fHx8sGjRIna/pKSkwUGnnZ0dUlNTOWnTpk1Djx49sGzZMrx+/RoAao0Oi4qKoqqqqkF1EEIIIaT9oYCzhfF4PIiIiODNmzdQVlYGAOTn57NvY6ekpHz0fENDQyQkJGDq1KlsWkJCAidPXFwcfvrpJ4waNQpA9a3qf//9t9FtjYuLw9ixY/Htt98CAKqqqvDgwQP06tWr3nP4fD74fH6j6wIAWVlZGBsbc9KkpaWhqKgIY2NjVFRUQF9fH9999x02b94MRUVFnD59GpcuXcK5c+eaVCchhBBC2h7dUm+msrIyFBQUoKCgAOnp6Zg/fz5KS0vh6OgIfX19aGpqws/PD5mZmTh//jy2bNny0fLmz5+PAwcOIDQ0FJmZmVi/fj3u3LnDmcrIwMAAhw4dQnp6Om7evAkXFxdISko2uu0GBga4dOkSrl+/jvT0dHz33Xd48uRJo8tpKZ06dcKFCxegrKwMR0dHmJqa4pdffkFoaCgbXBNCCCGk46ERzmaKiIiAuro6gOoRvB49euDEiRPsND7Hjh3DnDlzYGpqCisrK6xfvx4TJkyotzwXFxc8fPgQixcvxtu3bzFx4kS4ublx3hw/cOAAZs+eDUtLS2hqamLDhg2cl38aauXKlXj48CHs7e0hJSWF2bNnY9y4cSguLm50WU0VGxvL2TcwMKCVhQghhJDPDI95/wFD0i4NHz4campqOHToUFs3pZaSkhIIBAIUFxdDTk6urZtDCCGEkAZo7e9vGuFsZ16/fo09e/bA3t4eoqKiOHbsGKKionDp0qW2bhohhBBCSJNQwNnO8Hg8XLhwAf7+/nj79i0MDQ1x8uTJOlflIYQQQgjpCOiloXZGUlISUVFRKCwsxKtXr3D79m189dVXbd2sTzIxeQRd3dxaGwDs3r0bpqamkJOTg5ycHKytrXHx4kX2XFtbW/B4PM7m7u7eRldCCCGEkJZGAWcrKSgowPz586Gnpwc+nw9NTU04OjoiOjq6rZsmdF27dkVgYCCSkpKQmJiIoUOHYuzYsbh79y6bZ9asWcjPz2e3TZs2tWGLCSGEENKS6JZ6K8jNzYWNjQ3k5eXxww8/wMTEBBUVFYiMjISHhwfu378vlHrLy8shLi4ulLIbw9HRkbPv7++P3bt3Iz4+HkZGRgAAKSkpqKmptUXzCCGEECJkNMLZCubOnQsej4dbt27ByckJ3bt3h5GRERYtWoT4+HhMnz6dswY6UL0ikYqKCg4cOACg+rbzvHnzMG/ePAgEAigpKWHVqlWcVYx0dHSwbt06TJ06FXJycpg9ezZiY2PB4/FQVFTE5ktJSQGPx0Nubi4A4NGjR3B0dISCggKkpaVhZGSECxcuCOWzqKysRFhYGF69egVra2s2/ciRI1BSUoKxsTF8fHzYVYcIIYQQ0vHRCKeQPX/+HBEREfD3969zqUl5eXnMnDkTgwYNQn5+Pjun57lz5/D69WtMmjSJzRsaGooZM2bg1q1bSExMxOzZs6GlpYVZs2axeTZv3ozVq1fD19cXQPUqRJ/i4eGB8vJyXL16FdLS0rh37x5kZGSae+kcqampsLa2xtu3byEjI4Pw8HB2RaPJkydDW1sbGhoauHPnDpYtW4aMjAycOnWqRdtACCGEkLZBAaeQZWVlgWEY9OjRo948/fv3h6GhIQ4dOoSlS5cCAIKDgzFhwgRO4KepqYlt27aBx+PB0NAQqamp2LZtGyfgHDp0KLy9vdn9hgSceXl5cHJygomJCQBAT0+v3rxlZWUoKytj90tKSj5ZPlC9ZGdKSgqKi4vx66+/wtXVFVeuXEGvXr0we/ZsNp+JiQnU1dVhZ2eH7OxsdOvWrUHlE0IIIaT9olvqQtbQefVnzpyJ4OBgAMCTJ09w8eJFTJ8+nZPniy++4CxxaW1tjczMTFRWVrJpffr0aXQbPT09sX79etjY2MDX1xd37typN29AQAAEAgG7aWpqNqgOcXFx6Ovro3fv3ggICICZmRl27NhRZ95+/foBqA7WCSGEENLxUcApZAYGBuDxeJ98MWjq1Kl4+PAhbty4gcOHD0NXVxcDBw5sdH0f3rYXEanu4vcD34qKCk6emTNn4uHDh5gyZQpSU1PRp08f7Nq1q87yfXx8UFxczG4NGUGtS1VVFWek9H0pKSkAwD5eQAghhJCOjQJOIevcuTPs7e0RFBSEV69e1Tpe8zKPoqIixo0bh+DgYISEhGDatGm18t68eZOzHx8fDwMDA4iKitZbv7KyMgAgPz+fTasJ6N6nqakJd3d3nDp1Ct7e3ti/f3+d5fH5fHY+zZrtU3x8fHD16lXk5uYiNTUVPj4+iI2NhYuLC7Kzs7Fu3TokJSUhNzcXZ86cwdSpUzFo0CCYmpp+smxCCCGEtH8UcLaCoKAgVFZWom/fvjh58iQyMzORnp6OnTt3ct7UnjlzJkJDQ5Geng5XV9da5eTl5WHRokXIyMjAsWPHsGvXLixYsOCjdevr60NTUxN+fn7IzMzE+fPnsWXLFk4eLy8vREZGIicnB7dv30ZMTAx69uzZMhcP4OnTp5g6dSoMDQ1hZ2eHhIQEREZGYvjw4RAXF0dUVBRGjBiBHj16wNvbG05OTjh79myL1U8IIYSQtkUvDbUCPT093L59G/7+/vD29kZ+fj6UlZXRu3dv7N69m803bNgwqKurw8jICBoaGrXKmTp1Kt68eYO+fftCVFQUCxYs4LxwU5dOnTrh2LFjmDNnDkxNTWFlZYX169djwoQJbJ7Kykp4eHjgr7/+gpycHBwcHLBt27YWu/6aqZ3qoqmpiStXrrRYXYQQQghpf3hMQ99qIUJXWlqKLl26IDg4uNZylra2tjA3N8f27dvbpnH1KCkpgUAgQHFxcYNurxNCCCGk7bX29zeNcLYDVVVV+Pfff7FlyxbIy8tjzJgxbd0kQgghhJAWQ89wtgN5eXlQVVXF0aNHcfDgQYiJdfz/BwQEBMDKygqysrJQUVHBuHHjkJGRwcnz9u1beHh4QFFRETIyMnBycsKTJ0/aqMWEEEIIERa6pf4f4ubmhqKiIpw+fbrFyqwZktfSugMREVkAQE6ODhwcHPDNN9/AysoK7969w4oVK5CWloZ79+6xUzfNmTMH58+fR0hICAQCAebNmwcRERHExcW1WPsIIYQQUltr31KngLONNCf4CwkJgZeXF2d99IYoLi4GwzCQl5dvdJ31qS/g/NCzZ8+goqKCK1euYNCgQSguLoaysjKOHj2Kr7/+GgBw//599OzZEzdu3MAXX3zRYm0khBBCCFdrB5x0S/0/RCAQtGiw2RjFxcUAquclBYCkpCRUVFRg2LBhbJ4ePXpAS0sLN27caJM2EkIIIUQ4KOBsh7Zu3QoTExNIS0tDU1MTc+fORWlpKQAgNjYW06ZNQ3FxMXg8Hng8Hvz8/LBixQp2Scj3mZmZYe3atQCqR1XHjRvHHouIiMCAAQMgLy8PRUVFjB49GtnZ2S1+PVVVVfDy8oKNjQ2MjY0BAAUFBRAXF68VAKuqqqKgoKDF20AIIYSQtkMBZzskIiKCnTt34u7duwgNDcXly5exdOlSAED//v2xfft2yMnJIT8/H/n5+Vi8eDFcXFxw69YtTsB49+5d3LlzB5MnT66znlevXmHRokVITExEdHQ0REREMH78eFRVVdXbtrKyMpSUlHC2T/Hw8EBaWhrCwsIa+UkQQggh5HNAAWc75OXlhSFDhkBHRwdDhw7F+vXrcfz4cQCAuLg4BAIBeDwe1NTUoKamBhkZGRgZGcHMzAxHjx5lyzly5Aj69esHfX39OutxcnLCV199BX19fZibm+PgwYNITU3FvXv36m1bQEAABAIBu2lqan70WubNm4dz584hJiYGXbt2ZdPV1NRQXl5e6znUJ0+eQE1N7VMfESGEEEI6EAo426GoqCjY2dmhS5cukJWVxZQpU1BYWIjXr19/9DwXFxc24GQYBseOHYOLi0u9+TMzM+Hs7Aw9PT3IyclBR0cHQPU0TfXx8fFBcXExuz1+/LjOfAzDYN68eQgPD8fly5ehq6vLOd67d2906tQJ0dHRbFpGRgby8vI4y30SQgghpOPr+BM+fmZyc3MxevRozJkzB/7+/ujcuTOuXbuGGTNmoLy8HFJSUvWe6+zsjGXLluH27dt48+YNHj9+jEmTJtWb39HREdra2ti/fz80NDRQVVUFY2NjlJeX13sOn88Hn8//5HV4eHjg6NGj+O233yArK8s+lykQCCApKQmBQIAZM2Zg0aJF6Ny5M+Tk5DB//nxYW1vTG+qEEELIZ4YCznYmKSkJVVVV2LJlC0REqgega26n1xAXF0dlZWWtc7t27YrBgwfjyJEjePPmDYYPHw4VFZU66yksLERGRgb279+PgQMHAgCuXbvWYtdRs0a8ra0tJz04OBhubm4AgG3btkFERAROTk4oKyuDvb09fvrppxZrAyGEEELaBwo421BxcTFSUlI4aUpKSqioqMCuXbvg6OiIuLg47Nmzh5NHR0cHpaWliI6OhpmZGaSkpNiRTxcXF/j6+qK8vBzbtm2rt24FBQUoKipi3759UFdXR15eHpYvX95i19aQ6V0lJCQQFBSEoKCgFquXEEIIIe0PPcPZhmJjY2FhYcHZDh06hK1bt2Ljxo0wNjbGkSNHEBAQwDmvf//+cHd3x6RJk6CsrIxNmzaxx77++mv2ec/3p0D6kIiICMLCwpCUlARjY2MsXLgQP/zwg7AulRBCCCH/YbTSEGmW1l6pgBBCCCHNRysNEUIIIYSQzwoFnJ+h3Nxc8Hi8Ws+HCpOJySPo6uYCAK5evQpHR0doaGiAx+PVWi/ez88PPXr0gLS0NBQUFDBs2DDcvHmz1dpKCCGEkNZFAWc74ebmBh6PB3d391rHPDw8wOPx2Le7Gys2NhY8Hq/WJOvC8urVK5iZmdX7MlD37t3x448/IjU1FdeuXYOOjg5GjBiBZ8+etUr7CCGEENK66C31dkRTUxNhYWHYtm0bJCUlAQBv377F0aNHoaWl1cata7iRI0di5MiR9R7/cKnNrVu34sCBA7hz5w7s7OyE3TxCCCGEtDIa4WxHLC0toampiVOnTrFpp06dgpaWFiwsLNi0iIgIDBgwAPLy8lBUVMTo0aM5a6i/Lzc3F0OGDAFQPRXS+yOljSlHWMrLy7Fv3z4IBAKYmZm1at2EEEIIaR0UcLYz06dPR3BwMLt/8OBBTJs2jZPn1atXWLRoERITExEdHQ0RERGMHz8eVVVVtcrT1NTEyZMnAVQvHZmfn48dO3Y0upyWdu7cOcjIyEBCQgLbtm3DpUuXoKSkJPR6CSGEENL66JZ6O/Ptt9/Cx8cHjx49AgDExcUhLCwMsbGxbB4nJyfOOQcPHoSysjLu3bsHY2NjzjFRUVF07twZAKCiogJ5efkmlVOjrKwMZWVl7H5JSUmjrxEAhgwZgpSUFPz777/Yv38/Jk6ciJs3b9a7MhIhhBBCOi4a4WxnlJWV8eWXXyIkJATBwcH48ssva438ZWZmwtnZGXp6epCTk4OOjg4AIC8vr1F1NaWcgIAACAQCdtPU1GxUnTWkpaWhr6+PL774AgcOHICYmBgOHDjQpLIIIYQQ0r7RCGc7NH36dMybNw8A6nzT29HREdra2ti/fz80NDRQVVUFY2NjlJeXN6qeppTj4+ODRYsWsfslJSVNDjrfV1VVxRk5JYQQQsjngwLOdsjBwQHl5eXg8Xiwt7fnHCssLERGRgb279+PgQMHAgCuXbv20fLExcUBAJWVlc0qBwD4fD74fP5H85SWliIrK4vdz8nJQUpKCjp37gxFRUX4+/tjzJgxUFdXx7///ougoCD8/fffmDBhwifrJ4QQQkjHQwFnOyQqKor09HT25/cpKChAUVER+/btg7q6OvLy8rB8+fKPlqetrQ0ej4dz585h1KhRkJSUbFI5DZWYmMi+GQ+AHRF1dXXFnj17cP/+fYSGhuLff/+FoqIirKys8Mcff8DIyKhF6ieEEEJI+0IBZztV37qmIiIiCAsLg6enJ4yNjWFoaIidO3fC1ta23rK6dOmCNWvWYPny5Zg2bRqmTp2KkJCQRpfTULa2tmAYpt7j70/7RAghhJDPH4/5WGRAyCeUlJRAIBCguLi43iCZEEIIIe1La39/0wgnaZaa/680dXokQgghhLS+mu/t1hp3pICTNEthYSEAtMib6oQQQghpXYWFhRAIBEKvhwJO0iw1k8rn5eW1yi8sqV/NFFWPHz+mxxvaGPVF+0L90X5QX7QfxcXF0NLSYr/HhY0CTtIsIiLVawcIBAL649FOyMnJUV+0E9QX7Qv1R/tBfdF+1HyPC72eVqmFEEIIIYT8Z1HASQghhBBChIoCTtIsfD4fvr6+n1x9iAgf9UX7QX3RvlB/tB/UF+1Ha/cFzcNJCCGEEEKEikY4CSGEEEKIUFHASQghhBBChIoCTkIIIYQQIlQUcJJmCQoKgo6ODiQkJNCvXz/cunWrrZv0WfHz8wOPx+NsPXr0YI+/ffsWHh4eUFRUhIyMDJycnPDkyRNOGXl5efjyyy8hJSUFFRUVLFmyBO/evWvtS+lwrl69CkdHR2hoaIDH4+H06dOc4wzDYPXq1VBXV4ekpCSGDRuGzMxMTp7nz5/DxcUFcnJykJeXx4wZM1BaWsrJc+fOHQwcOBASEhLQ1NTEpk2bhH1pHdKn+sPNza3WvxUHBwdOHuqP5gsICICVlRVkZWWhoqKCcePGISMjg5Onpf4uxcbGwtLSEnw+H/r6+ggJCRH25XU4DekPW1vbWv823N3dOXlapT8YQpooLCyMERcXZw4ePMjcvXuXmTVrFiMvL888efKkrZv22fD19WWMjIyY/Px8dnv27Bl73N3dndHU1GSio6OZxMRE5osvvmD69+/PHn/37h1jbGzMDBs2jElOTmYuXLjAKCkpMT4+Pm1xOR3KhQsXmO+//545deoUA4AJDw/nHA8MDGQEAgFz+vRp5s8//2TGjBnD6OrqMm/evGHzODg4MGZmZkx8fDzzxx9/MPr6+oyzszN7vLi4mFFVVWVcXFyYtLQ05tixY4ykpCSzd+/e1rrMDuNT/eHq6so4ODhw/q08f/6ck4f6o/ns7e2Z4OBgJi0tjUlJSWFGjRrFaGlpMaWlpWyelvi79PDhQ0ZKSopZtGgRc+/ePWbXrl2MqKgoExER0arX2941pD8GDx7MzJo1i/Nvo7i4mD3eWv1BASdpsr59+zIeHh7sfmVlJaOhocEEBAS0Yas+L76+voyZmVmdx4qKiphOnToxJ06cYNPS09MZAMyNGzcYhqn+khYREWEKCgrYPLt372bk5OSYsrIyobb9c/JhgFNVVcWoqakxP/zwA5tWVFTE8Pl85tixYwzDMMy9e/cYAExCQgKb5+LFiwyPx2P+/vtvhmEY5qeffmIUFBQ4fbFs2TLG0NBQyFfUsdUXcI4dO7bec6g/hOPp06cMAObKlSsMw7Tc36WlS5cyRkZGnLomTZrE2NvbC/uSOrQP+4NhqgPOBQsW1HtOa/UH3VInTVJeXo6kpCQMGzaMTRMREcGwYcNw48aNNmzZ5yczMxMaGhrQ09ODi4sL8vLyAABJSUmoqKjg9EGPHj2gpaXF9sGNGzdgYmICVVVVNo+9vT1KSkpw9+7d1r2Qz0hOTg4KCgo4n71AIEC/fv04n728vDz69OnD5hk2bBhERERw8+ZNNs+gQYMgLi7O5rG3t0dGRgZevHjRSlfz+YiNjYWKigoMDQ0xZ84cFBYWsseoP4SjuLgYANj1uFvq79KNGzc4ZdTkoe+Xj/uwP2ocOXIESkpKMDY2ho+PD16/fs0ea63+oLXUSZP8+++/qKys5PyCAoCqqiru37/fRq36/PTr1w8hISEwNDREfn4+1qxZg4EDByItLQ0FBQUQFxeHvLw85xxVVVUUFBQAAAoKCurso5pjpGlqPru6Ptv3P3sVFRXOcTExMXTu3JmTR1dXt1YZNccUFBSE0v7PkYODA7766ivo6uoiOzsbK1aswMiRI3Hjxg2IiopSfwhBVVUVvLy8YGNjA2NjYwBosb9L9eUpKSnBmzdvICkpKYxL6tDq6g8AmDx5MrS1taGhoYE7d+5g2bJlyMjIwKlTpwC0Xn9QwElIOzZy5Ej2Z1NTU/Tr1w/a2to4fvw4/cEl5D3ffPMN+7OJiQlMTU3RrVs3xMbGws7Org1b9vny8PBAWloarl271tZNIai/P2bPns3+bGJiAnV1ddjZ2SE7OxvdunVrtfbRLXXSJEpKShAVFa315uGTJ0+gpqbWRq36/MnLy6N79+7IysqCmpoaysvLUVRUxMnzfh+oqanV2Uc1x0jT1Hx2H/v9V1NTw9OnTznH3717h+fPn1P/tAI9PT0oKSkhKysLAPVHS5s3bx7OnTuHmJgYdO3alU1vqb9L9eWRk5Oj/2zXob7+qEu/fv0AgPNvozX6gwJO0iTi4uLo3bs3oqOj2bSqqipER0fD2tq6DVv2eSstLUV2djbU1dXRu3dvdOrUidMHGRkZyMvLY/vA2toaqampnC/aS5cuQU5ODr169Wr19n8udHV1oaamxvnsS0pKcPPmTc5nX1RUhKSkJDbP5cuXUVVVxf7Bt7a2xtWrV1FRUcHmuXTpEgwNDen2bTP99ddfKCwshLq6OgDqj5bCMAzmzZuH8PBwXL58udYjCC31d8na2ppTRk0e+n7h+lR/1CUlJQUAOP82WqU/Gvx6ESEfCAsLY/h8PhMSEsLcu3ePmT17NiMvL8950400j7e3NxMbG8vk5OQwcXFxzLBhwxglJSXm6dOnDMNUTz+ipaXFXL58mUlMTGSsra0Za2tr9vya6S5GjBjBpKSkMBEREYyysjJNi9QAL1++ZJKTk5nk5GQGALN161YmOTmZefToEcMw1dMiycvLM7/99htz584dZuzYsXVOi2RhYcHcvHmTuXbtGmNgYMCZhqeoqIhRVVVlpkyZwqSlpTFhYWGMlJQUTcNTh4/1x8uXL5nFixczN27cYHJycpioqCjG0tKSMTAwYN6+fcuWQf3RfHPmzGEEAgETGxvLmWbn9evXbJ6W+LtUMw3PkiVLmPT0dCYoKIimRarDp/ojKyuLWbt2LZOYmMjk5OQwv/32G6Onp8cMGjSILaO1+oMCTtIsu3btYrS0tBhxcXGmb9++THx8fFs36bMyadIkRl1dnREXF2e6dOnCTJo0icnKymKPv3nzhpk7dy6joKDASElJMePHj2fy8/M5ZeTm5jIjR45kJCUlGSUlJcbb25upqKho7UvpcGJiYhgAtTZXV1eGYaqnRlq1ahWjqqrK8Pl8xs7OjsnIyOCUUVhYyDg7OzMyMjKMnJwcM23aNObly5ecPH/++SczYMAAhs/nM126dGECAwNb6xI7lI/1x+vXr5kRI0YwysrKTKdOnRhtbW1m1qxZtf7zS/3RfHX1AQAmODiYzdNSf5diYmIYc3NzRlxcnNHT0+PUQap9qj/y8vKYQYMGMZ07d2b4fD6jr6/PLFmyhDMPJ8O0Tn/w/n+DCSGEEEIIEQp6hpMQQgghhAgVBZyEEEIIIUSoKOAkhBBCCCFCRQEnIYQQQggRKgo4CSGEEEKIUFHASQghhBBChIoCTkIIIYQQIlQUcBJCCCGEEKGigJMQQhopNzcXPB6PXZO4Pbh//z6++OILSEhIwNzcvK2b02g6OjrYvn37R/PweDycPn0aQOv1gZ+fX4f8PAlpbyjgJIR0OG5ubuDxeAgMDOSknz59Gjwer41a1bZ8fX0hLS2NjIwMREdHt3VzhE5TUxP5+fkwNjZusTLfD2hrLF68+D/xeRIibBRwEkI6JAkJCWzcuBEvXrxo66a0mPLy8iafm52djQEDBkBbWxuKioot2Kr2SVRUFGpqahATExNqPTIyMv+Jz5MQYaOAkxDSIQ0bNgxqamoICAioN09dt0O3b98OHR0ddt/NzQ3jxo3Dhg0boKqqCnl5eaxduxbv3r3DkiVL0LlzZ3Tt2hXBwcG1yr9//z769+8PCQkJGBsb48qVK5zjaWlpGDlyJGRkZKCqqoopU6bg33//ZY/b2tpi3rx58PLygpKSEuzt7eu8jqqqKqxduxZdu3YFn8+Hubk5IiIi2OM8Hg9JSUlYu3YteDwe/Pz86i1n06ZN0NfXB5/Ph5aWFvz9/dnjqampGDp0KCQlJaGoqIjZs2ejtLS0vo8XwP99xnv37oWmpiakpKQwceJEFBcXc67Ty8uLc964cePg5ubGSXv58iWcnZ0hLS2NLl26ICgoqN5667qlfvfuXYwePRpycnKQlZXFwIEDkZ2dDQBISEjA8OHDoaSkBIFAgMGDB+P27dvsuTW/E+PHjwePx2P3P/wd+lRf1LTr1KlTGDJkCKSkpGBmZoYbN26weR49egRHR0coKChAWloaRkZGuHDhwsc+ZkI6PAo4CSEdkqioKDZs2IBdu3bhr7/+alZZly9fxj///IOrV69i69at8PX1xejRo6GgoICbN2/C3d0d3333Xa16lixZAm9vbyQnJ8Pa2hqOjo4oLCwEABQVFWHo0KGwsLBAYmIiIiIi8OTJE0ycOJFTRmhoKMTFxREXF4c9e/bU2b4dO3Zgy5Yt2Lx5M+7cuQN7e3uMGTMGmZmZAID8/HwYGRnB29sb+fn5WLx4cZ3l+Pj4IDAwEKtWrcK9e/dw9OhRqKqqAgBevXoFe3t7KCgoICEhASdOnEBUVBTmzZv3yc8vKysLx48fx9mzZxEREYHk5GTMnTv3k+d96IcffoCZmRmSk5OxfPlyLFiwAJcuXWrQuX///TcGDRoEPp+Py5cvIykpCdOnT8e7d+8AVAezrq6uuHbtGuLj42FgYIBRo0bh5cuXAKoDUgAIDg5Gfn4+u/+hT/VFje+//x6LFy9GSkoKunfvDmdnZ7YtHh4eKCsrw9WrV5GamoqNGzdCRkam0Z8XIR0KQwghHYyrqyszduxYhmEY5osvvmCmT5/OMAzDhIeHM+//WfP19WXMzMw4527bto3R1tbmlKWtrc1UVlayaYaGhszAgQPZ/Xfv3jHS0tLMsWPHGIZhmJycHAYAExgYyOapqKhgunbtymzcuJFhGIZZt24dM2LECE7djx8/ZgAwGRkZDMMwzODBgxkLC4tPXq+Ghgbj7+/PSbOysmLmzp3L7puZmTG+vr71llFSUsLw+Xxm//79dR7ft28fo6CgwJSWlrJp58+fZ0RERJiCgoJ6y/X19WVERUWZv/76i027ePEiIyIiwuTn5zMMU32dCxYs4Jw3duxYxtXVld3X1tZmHBwcOHkmTZrEjBw5kt0HwISHhzMM8399kJyczDAMw/j4+DC6urpMeXl5vW19X2VlJSMrK8ucPXu2zvLfv773f4c+1Rc17fr555/Z43fv3mUAMOnp6QzDMIyJiQnj5+fXoHYS8rmgEU5CSIe2ceNGhIaGIj09vcllGBkZQUTk//4cqqqqwsTEhN0XFRWFoqIinj59yjnP2tqa/VlMTAx9+vRh2/Hnn38iJiYGMjIy7NajRw8AYG/zAkDv3r0/2raSkhL8888/sLGx4aTb2Ng06prT09NRVlYGOzu7eo+bmZlBWlqaU0dVVRUyMjIAgHMt7u7ubD4tLS106dKF3be2tuac11Dvf541+w29xpSUFAwcOBCdOnWq8/iTJ08wa9YsGBgYQCAQQE5ODqWlpcjLy2tw+xrTF6ampuzP6urqAMD+/nh6emL9+vWwsbGBr68v7ty50+A2ENJRCfdpa0IIEbJBgwbB3t4ePj4+tZ4JFBERAcMwnLSKiopaZXwYpPB4vDrTqqqqGtyu0tJSODo6YuPGjbWO1QQgADgBnjBJSko2u4z3n5eUk5Nr8HkN7Yfm+NT1ubq6orCwEDt27IC2tjb4fD6sra2b9aLWx7z/+1Mzc0LN78/MmTNhb2+P8+fP4/fff0dAQAC2bNmC+fPnC6UthLQHNMJJCOnwAgMDcfbsWc6LGQCgrKyMgoICTrDTkvM2xsfHsz+/e/cOSUlJ6NmzJwDA0tISd+/ehY6ODvT19TlbY4JMOTk5aGhoIC4ujpMeFxeHXr16NbgcAwMDSEpK1jvFT8+ePfHnn3/i1atXnDpERERgaGgIAJxrUFFRYfPl5eXhn3/+Yffj4+M55ykrKyM/P589XllZibS0tFpteP/zrNmv+Tw/xdTUFH/88Ue9gWxcXBw8PT0xatQoGBkZgc/nc17gAqqDxMrKynrraKm+AKqndXJ3d8epU6fg7e2N/fv3N+p8QjoaCjgJIR2eiYkJXFxcsHPnTk66ra0tnj17hk2bNiE7OxtBQUG4ePFii9UbFBSE8PBw3L9/Hx4eHnjx4gWmT58OoPrFkOfPn8PZ2RkJCQnIzs5GZGQkpk2b9tGgpi5LlizBxo0b8b///Q8ZGRlYvnw5UlJSsGDBggaXISEhgWXLlmHp0qX45ZdfkJ2djfj4eBw4cAAA4OLiAgkJCbi6uiItLQ0xMTGYP38+pkyZwr5Y9LGyXV1d8eeff+KPP/6Ap6cnJk6cCDU1NQDA0KFDcf78eZw/fx7379/HnDlzUFRUVKucuLg4bNq0CQ8ePEBQUBBOnDjR4GucN28eSkpK8M033yAxMRGZmZk4dOgQe1vfwMAAhw4dQnp6Om7evAkXF5dao6I6OjqIjo5GQUFBvdNttURfeHl5ITIyEjk5Obh9+zZiYmIaHFgT0lFRwEkI+SysXbu21i3vnj174qeffkJQUBDMzMxw69atet/gborAwEAEBgbCzMwM165dw5kzZ6CkpAQA7EhYZWUlRowYARMTE3h5eUFeXp7zvGhDeHp6YtGiRfD29oaJiQkiIiJw5swZGBgYNKqcVatWwdvbG6tXr0bPnj0xadIk9rlCKSkpREZG4vnz57CyssLXX38NOzs7/Pjjj58sV19fH1999RVGjRqFESNGwNTUFD/99BN7fPr06XB1dcXUqVMxePBg6OnpYciQIbXK8fb2RmJiIiwsLLB+/Xps3bq13qmiPqSoqIjLly+jtLQUgwcPRu/evbF//3721vaBAwfw4sULWFpaYsqUKfD09OSM0gLAli1bcOnSJWhqasLCwqLOelqiLyorK+Hh4YGePXvCwcEB3bt353xehHyOeMyHD9YQQgghDeTn54fTp0+3q2U+CSHtD41wEkIIIYQQoaKAkxBCCCGECBXdUieEEEIIIUJFI5yEEEIIIUSoKOAkhBBCCCFCRQEnIYQQQggRKgo4CSGEEEKIUFHASQghhBBChIoCTkIIIYQQIlQUcBJCCCGEEKGigJMQQgghhAgVBZyEEEIIIUSo/h93VkZ70A2MUAAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"g = sns.barplot(data, x=\"count\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,2500)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Number of co-publications\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 17,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = country_collab\n",
"data[\"percent_round\"] = (data[\"percent\"]*100).round(2)\n",
"g = sns.barplot(data, x=\"percent_round\", y=\"Country\", color=\"blue\")\n",
"g.set_xlim(0,25)\n",
"g.set_ylabel(\"Country\")\n",
"g.set_xlabel(\"Percentage of co-publications\")\n",
"for i in g.containers:\n",
" # g.bar_label(i,fmt='%.2f%%')\n",
" g.bar_label(i,fmt='%.2f')"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"#### Per year"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 18,
"outputs": [],
"source": [
"wos_collabs = wos_addresses[wos_addresses[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()\n",
"wos_collabs_y = wos_collabs.merge(wos, on=record_col)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 19,
"outputs": [
{
"data": {
"text/plain": " Publication Year Country count UT (Unique WOS ID) percent\n1 2012 Germany 15 40 0.375000\n2 2012 Italy 9 40 0.225000\n3 2012 France 9 40 0.225000\n4 2012 Spain 6 40 0.150000\n5 2012 Ireland 5 40 0.125000\n.. ... ... ... ... ...\n263 2022 Slovenia 13 2646 0.004913\n264 2022 Cyprus 10 2646 0.003779\n265 2022 Latvia 7 2646 0.002646\n266 2022 Malta 6 2646 0.002268\n267 2022 Bulgaria 5 2646 0.001890\n\n[257 rows x 5 columns]",
"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>Publication Year</th>\n <th>Country</th>\n <th>count</th>\n <th>UT (Unique WOS ID)</th>\n <th>percent</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>1</th>\n <td>2012</td>\n <td>Germany</td>\n <td>15</td>\n <td>40</td>\n <td>0.375000</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012</td>\n <td>Italy</td>\n <td>9</td>\n <td>40</td>\n <td>0.225000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012</td>\n <td>France</td>\n <td>9</td>\n <td>40</td>\n <td>0.225000</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012</td>\n <td>Spain</td>\n <td>6</td>\n <td>40</td>\n <td>0.150000</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2012</td>\n <td>Ireland</td>\n <td>5</td>\n <td>40</td>\n <td>0.125000</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>263</th>\n <td>2022</td>\n <td>Slovenia</td>\n <td>13</td>\n <td>2646</td>\n <td>0.004913</td>\n </tr>\n <tr>\n <th>264</th>\n <td>2022</td>\n <td>Cyprus</td>\n <td>10</td>\n <td>2646</td>\n <td>0.003779</td>\n </tr>\n <tr>\n <th>265</th>\n <td>2022</td>\n <td>Latvia</td>\n <td>7</td>\n <td>2646</td>\n <td>0.002646</td>\n </tr>\n <tr>\n <th>266</th>\n <td>2022</td>\n <td>Malta</td>\n <td>6</td>\n <td>2646</td>\n <td>0.002268</td>\n </tr>\n <tr>\n <th>267</th>\n <td>2022</td>\n <td>Bulgaria</td>\n <td>5</td>\n <td>2646</td>\n <td>0.001890</td>\n </tr>\n </tbody>\n</table>\n<p>257 rows × 5 columns</p>\n</div>"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"countall = wos_collabs_y.groupby(\"Publication Year\", as_index=False)[record_col].nunique()\n",
"data = wos_collabs_y.groupby(\"Publication Year\", as_index=False)[\"Country\"].value_counts().merge(countall, on=\"Publication Year\")\n",
"data[\"percent\"] = data[\"count\"]/data[record_col]\n",
"data = data[data[\"Country\"]!=\"China\"]\n",
"data"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 20,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'Number of co-publications per year')"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x1000 with 2 Axes>",
"image/png": 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N/J49e/D19aVhw4YAlC1blrx587JgwQJCQkLibP/69etEH7tRo0a4uLhw+fJlTdmHDx9YvXo1dnZ23+xeGJ9WrVqhVquZPn16nGWfrgg1atQIIM6X7E9XTxo3bgxA1qxZqVu3rtb0uaioKK3HzkdERPDnn39ibW2tuefrUwP583MaHR3N6tWr482fkH0mRPPmzTEwMGDGjBlxrup8eh0+Xfn6/KpkREREvO83CwuLBHXZzJo1K6VKlWLTpk1ajdp79+5x/PhxzWv/PQICAuKUfWq0JmRYi8uXL2vdQ+ft7c2BAweoX78+adKkIU2aNLRq1Yq9e/dy7969ONv/yHv8ky5duvDgwQPGjBlDmjRpaN++vdbytm3b4uPjw5o1a+JsGxoaqunWGt85Cw4OZsOGDT+cUQghkoJcwRNC/BR+/fVXtmzZwuPHjylatKjWst69ezNnzhx69+5NuXLlOH/+vOYKTlLImDEj1apVo0ePHrx69YolS5aQL18++vTpA8ReOVm7di0NGzakaNGi9OjRg+zZs+Pj48OZM2ewtLTk4MGDiTr2+PHj2bFjBw0bNmTo0KFkzJiRTZs28ezZM/bu3Rvn4SAJUatWLbp06cKyZctwc3PDwcGBmJgYLly4QK1atRg8eDAlS5akW7durF69WtNN0cXFhU2bNtG8eXNq1aqVoGNly5aNuXPn4unpSYECBdi5cye3b99m9erVGBkZAVC0aFEqVarEhAkTNFcV//rrL6KiohK9z4TIly8fv/76K7/99hvVq1enZcuWmJiYcO3aNbJly4aTkxNVqlQhQ4YMdOvWjaFDh6JSqdiyZUu83VDLli3Lzp07GTlyJOXLlydt2rQ4OjrGe+z58+fTsGFDKleuTK9evTTDJFhZWWmN5ZhQM2bM4Pz58zRu3JjcuXPj7+/PypUryZEjxzfHWQQoVqwYDRo00BomAdD6EWDOnDmcOXOGihUr0qdPH4oUKUJAQAA3b97k5MmT8TYyv0fjxo3JlCkTu3fvpmHDhtjY2Ggt79KlC7t27aJ///6cOXOGqlWrEh0dzaNHj9i1a5dmLLv69etjbGyMo6Mj/fr1IyQkhDVr1mBjY6PThzcJIYTOKPLsTiGESCKfD5PwX926dVMDWsMkqNWxj0Dv1auX2srKSp0uXTp127Zt1f7+/l8cJuG/j47v1q2b2sLCIs7x/jskw6fHve/YsUM9YcIEtY2NjdrMzEzduHFj9fPnz+Nsf+vWLXXLli3VmTJlUpuYmKhz586tbtu2rfrUqVPfzPQ17u7u6tatW6vTp0+vNjU1VVeoUEF96NChOOuRwGES1OrY4SLmz5+vLlSokNrY2FhtbW2tbtiwofrGjRuadSIjI9XTp09X29vbq42MjNQ5c+ZUT5gwQWtogK/59Hpev35dXblyZbWpqak6d+7c6t9//z3eOtatW1dtYmKizpIli3rixInqEydOxDtMQkL2mZBhEj5Zv369unTp0moTExN1hgwZ1DVq1FCfOHFCs9zZ2VldqVIltZmZmTpbtmzqsWPHqo8dOxYnW0hIiLpjx47q9OnTqwHNkAlfGtrj5MmT6qpVq6rNzMzUlpaWakdHR/WDBw+01vnS++W/Q0ucOnVK3axZM3W2bNnUxsbG6mzZsqk7dOigfvLkSZz6/ten983WrVvV+fPnV5uYmKhLly6tVbdPXr16pR40aJA6Z86caiMjI7Wtra26Tp066tWrV2vW+fS52b179zeP/V8DBw5UA+rt27fHuzwiIkI9d+5cddGiRTXnq2zZsurp06erg4ODNev9888/6hIlSqhNTU3VdnZ26rlz56rXr18fZziO3Llzqxs3bvzdOYUQQpdUanUingAghBBCJLOaNWvy5s2beLv0iZRDpVIxaNAgfv/9d6WjMGLECNatW4efnx/m5uZKxxFCiGQh9+AJIYQQQu+EhYWxdetWWrVqJY07IcRPRe7BE0IIIYTe8Pf35+TJk+zZs4e3b98ybNgwpSMJIUSykgaeEEIIIfTGgwcP6NSpEzY2NixbtuyLQ1YIIYS+knvwhBBCCCGEEEJPyD14QgghhBBCCKEnpIEnhBBCCCGEEHpCGnhCCCGEEEIIoSfkIStCCCGEEEIIxUS+8VA6QryMMudROkKiSANP6IShcXalIySZqAgfjPS4fgCRel7HyAgfjE1yKB0jyUSEv8DENKfSMZJUeJg3FuZ2SsdIMh8+epLW3F7pGEkq5OMzrNLmVTpGkgkOcSdv5jJKx0gy7m9uUj7bL0rHSFLXXp6ncvZaSsdIMpd9zigdQSQT6aIphBBCCCGEEHpCruAJIYQQQgghlBMTrXQCvSJX8IQQQgghhBBCT0gDTwghhBBCCCH0hHTRFEIIIYQQQihHHaN0Ar0iV/CEEEIIIYQQQk9IA+8n4enpiUql4vbt20pHEUIIIYQQQiQRaeAlg8uXL5MmTRoaN26s0/1u3LiR9OnTJ2jdnDlz4uvrS7FixXSaIbmMGzuYy5cOE/j2MS9f3GHvnnUUKKA/4yn169uVmzdO8PbNI96+ecSF8//QoIF+jcUzefJIIiN8tCZX13NKx9KZJ48vExH+Is60dOlMpaPphIGBAVOnjubxI2eCAt14+OAiEyYMUzrWD6latQK796zlqftVPnz0pIlj/TjrFCyYl1271/DS9y7+rx9w/sIBcuTIpkDa7zdq9ADOXdiP7ytXnnleY8fOP8mfX3vQXhMTYxYtnsFz75v4+d9j2/aV2NhkVijx9xk5qj9nzu3jhe8dnj5zYduOP8iX/8tjCe75ez3BIe40blIvGVMm3tCx/XB/c1NrOn55r2Z5ZptMLFj5G1fuH8f1uTMHTm+jQZPaCib+fgYGBvQf04v9V3Zywf0E+y7toNfwrlrrZMycgamLJ/Dvzb+54H6cZdvmk9M+9Yxram5hxvDpg/j76g7OPj3K6gPLKVyyoNY6ufPlYt6GmZx4eJDTbv+y7vAqsmSzUSixQmJiUuaUSsk9eMlg3bp1DBkyhHXr1vHy5UuyZUveLwcREREYGxtja2ubrMfVpV+qV2LVqk1cv3EbQ0NDZs4Yz5HD2ylesiYfP4YqHe+HvfDxZeKvTjx9+gyVSkWXLm34e+96yldowIMHT5SOpzP37j/CwaG9Zj4qKkrBNLpVpWpj0qRJo5kvWrQgR4/8xd69hxVMpTujRw+kb58u9O49ggcPn1CmTAnWrF7Iu+B3rFi5Qel4iWJhYY6r60M2b97NX3/9GWe5vX0uTpzcw+ZNO5k1cwnv3r2ncJEChIeHK5D2+1WrXpHVf27h5o27pDE0ZNr00Rw4uJlyZepp/m7OnTeZBg616Np5EMHv3rNw0XS27VhFvTptFE7/bVWrVWTN6q3cvHkXwzRpmDJtNPsObKJiuQZx/l8YOKgHarVaoaSJ9+ThU7q0GqCZj47636PkF6yYgaVVOvp2HkFgQBBNWzmwfN1cmtftzAPXx0rE/W5dB3WkVbdmTBs2G4/HnhQuWZApiycQ8v4DO9fFNmbnr59FVFQ0o3tM5EPIBzr2bceKnYtoW6MrYaFhCtfg2yYsGEOegvbMGOrEm1dvaNCyHsv+WkDHWj147feG7Lmz8ef+ZRzccYS1CzbyIeQj9gXsiAiPUDq6SMWkgZfEQkJC2LlzJ9evX8fPz4+NGzcyceJEIPYK3PDhwwkKCtKsv3//flq0aKH5j+jOnTsMHz6c69evo1KpyJ8/P3/++SchISH06NEDAJVKBcDUqVOZNm0adnZ29OrVCzc3N/bv30/Lli2ZNm0a9vb23Lp1i1KlShEdHU3fvn05ffo0fn5+5MqVi4EDBzJsWMr8Rb6xY2et+Z69h+P30pWyZUpw4eJVhVLpzuHDJ7Tmp0yZS7++XahYoYxeNfCio6J59eq10jGSxJs3AVrzY8YM4qm7J+fPX1YokW5VrlSWg4eOc+ToaQCeP39Bu7bNKFe+lLLBfsDx42c5fvzsF5dPnTaG48fOMGnSHE3Zs2deyZBMN1o0664137/vGDy9blC6dHGcnV2wtExH125t6dl9OOfOxb5PB/Qbw83bpyhfvhTXrt1O/tDfoVWLHlrzA/qPxcPzGqVKF+OS8zVNefHihRk8tBc1qzfHzSN1/X8RFRXNG/+38S4rU74kU8Y4cffWfQBWLFpHj/6dKFaycKpp4JUoV4xzx5xxPnUFAN8XfjRoXpeipQoDkCtPDkqUK0a7ml3xeOIJwJzxCzl6Zz8NWtThwPaU/QOaiakxNRv9wriek7h99S4A6xZtolq9KrTo2pTV89bTb1wvLp2+yopZ//uRyef5S6UiCz0hXTST2K5duyhUqBAFCxakc+fOrF+//rt+RezUqRM5cuTg2rVr3Lhxg/Hjx2NkZESVKlVYsmQJlpaW+Pr64uvry+jRozXbLViwgJIlS3Lr1i0mT54cZ78xMTHkyJGD3bt38+DBA6ZMmcLEiRPZtWuXTuqd1KysLAEICAxSNkgSMDAwoG3bplhYmHPl6g2l4+hUvnz2PPe8weNHl9i8aTk5c6aOrm7fy8jIiI4dWrJp419KR9GZy1duUKtWVfLni+0CV7x4YapUKc+xY2cUTpY0VCoVDg61cHv6jAMHNuPpeZ2z5/bH240ztbC0TAdA4P//3SxduhjGxsacOXNRs86TJx54eflQoWIZJSL+ECtN/YI1ZWZmpqzdsJjRI6fh7/9GoWSJZ5cnF5fuHePM9X9Y9MdMsmb/X0+cm9fu0LhFfazSW6JSqWjSoj4mJiZcdU49/2/cvX6P8tXKkCtPbJfL/EXyUrJCcS6djm2IGxkbAxD+2dUstVpNZEQkpcqXSP7A3ylNmjQYGqaJczUuPCyckuWLo1KpqFKnEt4eL1i8bR6H7/zN2oMr+aVBVYUSK0etjkmRU2olV/CS2Lp16+jcOfbqk4ODA8HBwZw7d46aNWsmaHsvLy/GjBlDoUKFAMifP79mmZWVFSqVKt6ul7Vr12bUqFGaeU9PT63lRkZGTJ8+XTNvb2/P5cuX2bVrF23btv1invDw8Djdk0xMTBJUF11RqVQsWjAdZ2cX7t9PHb9SJkSxYoW4cP4fTE1NCAn5QOs2vXn40E3pWDrj4nKLXr1H8OSJO7a2NkyeNJIzp/dRqnRtQkI+KB1Pp5o1bUD69JZs3rJb6Sg6M3/+CizTpeXu3bNER0eTJk0apkydx19/7Vc6WpKwsclMunRpGTVqADOmL2Ty5DnUq1eDHTv+oKFDBy6msp4DKpWKufMnc+nSNU2vAJss1oSHhxMc/F5rXX//N2TJYq1EzERTqVQ4zZ3E5UvXefhZrwenuZNwuXKTfw+fVDBd4ty54crYIVPxePocmyyZGTqmLzsPraNh9TZ8CPnIkF7jWLZ2LjefniUyMpKw0DAGdBvF82feSkdPsE2/byNtOgt2n99KTHQMBmkMWDVnDUf3xfZq8Xz6HN8Xfgya0BencQsI/RhGx75tyZLNhkxZMimc/ts+fgjF9fo9egzrgqfbcwJeB1KveW2KlS3CC08fMmROj0Vac7oM6sDqeetZOftPKtWsgNPaGQxuM5JbV+4oXQWRSkkDLwk9fvwYFxcX9u3bB4ChoSHt2rVj3bp1CW7gjRw5kt69e7Nlyxbq1q1LmzZtyJv32w8XKVeu3DfXWbFiBevXr8fLy4vQ0FAiIiIoVarUV7dxcnLSahhCbNfQ5LR82WyKFi1IjVotkvW4Se3xY3fKla+PlWU6WrZqzPp1S6hTt5XeNPI+v9Lj6voQF5dbuD+9SpvWjmzQoytdAN17tOfYsTP4+r5SOorOtG7tSPsOLejabQgPHjyhZMkiLJg/DV/fV2zdukfpeDqnMojt+n740Al+/30dAHfvPqBipTL07t0p1TXwFi+ZQZEiBalXN+XfW5cYCxdPp3CRAjjUa6cpa9ioDr/8UpnqVR0VTJZ4505d0vz78QM3bt9w5cLtwzRqVo/d2w4wcsJALK3S0qVFfwICAqnXqBbL182lXZNePHn4VMHkCVe3aS0cWtZj0qAZeDz2pEDRfIycPoTXr95yePdRoqOiGdtrEpMXjeP0w3+Jiori2oUbOJ+6wv/fnZLiTR/qxK8Lx3Lw5h6ioqJ54vqEE/tPU6hEAQwMYjvSXTh2ib/WxP4ddbvvTvFyRWnexVEaeCLRpIGXhNatW0dUVJTWQ1XUajUmJib8/vvvGBgYxOmuGRkZqTU/bdo0OnbsyOHDhzly5AhTp07lr7/+okWLrzduLCwsvrr8r7/+YvTo0SxcuJDKlSuTLl065s+fz9WrX//SMmHCBEaOHKlVZmJiwszZa766na4sXTKTxo3qUqtOS3x8fJPlmMklMjISd3dPAG7ecqVc2VIMGdybgYPGKRssiQQHv8PNzYO8+eyUjqJTuXJlp07t6rRt10fpKDrl5PQrC+avZPfufwC4f/8RuXLlYOyYQXrZwHv7JpDIyEgePtL+geXxI3cqV/n2D2gpycJF03FoWJsG9drx0sdPU+7/6jUmJiZYWaXTuopnY5M5Vd0rO3/hVBo41KZRg/a8fPm/+v1SozL2eXLh5XNLa/0t21Zw6dI1mjTslNxRf8j7dyE8c/cit31OctnloGuf9jhUbY3bYw8AHt13o3yl0nTp1ZbJo2crnDZhhk0eyKbft3HiQOy9ve6PPMiaw5buQzpxePdRAB65PqFTvV5YpLPAyMiQoIBgNhz6g4d3U0cPHp/nLxnYejimZqZYpDPnrX8Av62ago+XL0EBwURFRvHMzVNrG083L0pWKK5MYKWk4idWpkTSwEsiUVFRbN68mYULF1K/vvY9G82bN2fHjh3kzp2b9+/f8+HDB02DLL5x6goUKECBAgUYMWIEHTp0YMOGDbRo0QJjY2Oio6PjrJ8Qzs7OVKlShYEDB2rK3N3dv7mdiYlJsnfJ/GTpkpk0b+ZAnXpt8PRMPV1QEsvAwAATE2OlYyQZCwtz8uTJzbZte7+9cirSrWs7/P3f8O+/p5SOolPmZmbE/Oc/4OjoaM0v0PomMjKSGzfuUuA/wwrky2+Pt5ePQqm+38JF03FsWp+GDTrw/PkLrWW3bt0jIiKCmjWrcuBA7Jfp/PnzkCtXdlyu3lQi7nebv3AqTRzr07hhpzj1W7zwDzZv0r6v/IrLESaMn8XRVPj5NLcwI5ddDvbvOoypmSkAMTHaPxJHR8ekqs+kialJnL8rMdHRqFRx6/DhfWxX/pz2OShcsiB/zF+XLBl1JSw0jLDQMNJZpaVijfKsmPUnUZFRPLzziFx5c2qtmytPDvxe6E8PEJH8pIGXRA4dOkRgYCC9evXCyspKa1mrVq1Yt24dx44dw9zcnIkTJzJ06FCuXr3Kxo0bNeuFhoYyZswYWrdujb29PS9evODatWu0atUKADs7O0JCQjh16hQlS5bE3Nwcc3PzBOXLnz8/mzdv5tixY9jb27NlyxauXbuGvf2XxxBS0vJls+nQvjktW/Xk/fsQzf0hwcHvCQtL+Y9J/paZM8dz9OgZvL19SJcuLe3bN6dGjco0atxR6Wg6M3fOZA4dPoGX1wuyZbVlypRRREfH8NfO/UpH0xmVSkXXrm3ZunVPon98SakO/3uSceOG4O3tw4OHTyhZshjDhvZh06adSkdLNAsLc/LmtdPM2+XOSYkSRQgICOLFi5csWbKazZuXc9HZhfPnLlOvfg0aNaqDQ4P2X95pCrJ4yQzatG1G+7Z9eR8Sgk2W2PHt3gW/JywsnHfv3rN50y6c5k4iMDCId+9DWLBwGleu3EjxT9CE2G6Zrds0pWP7foS8D9GM3/fuXWz9/P3fxPtglRfeL+M0BlOiCdOHc+rYeXy8fclia82wcf2Jjo7h4N9HeRccgqeHFzMX/YrTlMUEBQZTr1FNqtWsSJ+OKfNp2PG5eOISPYZ2wc/nFR6PPSlYLD8d+7Xjn7/+1axTp0lNAt8G8crnFXkL52XUjCGcO3qRq+eufWXPKUfFGuVRqeC5uzc57LIzeHJ/nrt7cWjnEQC2rdrJb6umcPvKXW5eukWlmhWoWq8Kg1oPVza4SNVU6tQ4MEwq4OjoSExMDIcPx32Er4uLCxUrVuTOnTt4eHgwZswYfHx8qFOnDk2bNqVv376o1WoiIiLo1q0bzs7OvHr1isyZM9OyZUvmz5+PqWnsr3cDBgxg9+7dvH37VmuYhOHDhzN8+HDNMT09PbWGSQgPD6d///7s27cPlUpFhw4dsLKy4siRI/FeRfwWQ+PsiX2pEiQqIv5fzHv2GsHmLUn75M+oCB+Mkrh+q/9cQK1a1cia1Ybg4Pe4uj5k/oIVnDp1IUmP+0lkMtRx69aVVK9WkUyZMvD6dQDOl1yYMmUuHh7Pk/S4EFs/Y5OkHxi3bt1f+PfwdooWq46b27MkP94nEeEvMDHN+e0Vf0DatBZMmzqaps0csLHOjK/vK3buOsCsWUvidC1PCuFh3liY2+l0n9WrV+Losbj3f27dsod+/WKfSty1axtGjR5I9uxZcXPzYObMxRw+dCLONj/qw0dP0prr9ge2kI/xvwf79R3Ntq2xV85NTIxxmjOJ1m0cMTEx5tTJ8wwfPhn/V7p/4mTIx2dYpf32PeQJFRwSf6+TAf3Gsv0LPQOCQ9zp2L5/kpzD4BB38mbW3dNHl65xonzlMqTPYEXA20BuXL3Nwlkr8PKMbZza5cnJmMlDKVexFOYW5jx/5s3aFVvYvztphg5wf3OT8tl+0ek+zS3M6D+2NzUbVidDpgy8efWGY/tPsXbxRqIiY8dJbderFV0GdCBj5gy88X/Lv7uPsXbJJs1yXbr28jyVs9fS6T7rONak//je2GS15l3Qe87+e54/5q7TXJEEaNKuIV2HdMTG1prnHt6sXbCRC8eddZoD4LJPyn3qcYR3yrzf0DhnSaUjJIo08IROJHUDT0nJ0cBTWnI08JSUXA08pSRHA09pSdHAS0mSooGX0ui6gZfS6LqBl9IkRQMvpUmKBl5KIg2875daG3ipp6O2EEIIIYQQQoivknvwhBBCCCGEEMqJ0a/71pUmV/CEEEIIIYQQQk9IA08IIYQQQggh9IR00RRCCCGEEEIoRy0DneuSXMETQgghhBBCCD0hDTwhhBBCCCGE0BPSRVMIIYQQQgihnBjpoqlLMtC5EEIIIYQQQjERHi5KR4iXcZ4KSkdIFLmCJ3TC0Di70hGSTFSED8YmOZSOkaQiwl9gYppT6RhJJjzMGyM9fo9GRvhgZpZb6RhJKjT0uV7XMTT0OZktCygdI0m9efeE7BmKKh0jyfgE3qeQTXmlYySZR/7XqJq9ttIxkpSzz2ma5WqidIwkc8DrkNIRRDKRBp4QQgghhBBCMWp5iqZOyUNWhBBCCCGEEEJPSANPCCGEEEIIIfSEdNEUQgghhBBCKEeeoqlTcgVPCCGEEEIIIfSENPCEEEIIIYQQQk9IAy8F6N69O82bN/+ubezs7FiyZEmS5BFCCCGEECLZqGNS5pRKSQPvB3Xv3h2VSqWZMmXKhIODA3fv3k3S4167do2+ffsm6TFSknFjB3P50mEC3z7m5Ys77N2zjgIF8iodS6eyZbNl44Zl+L50JTjoKTdvnKRMmRJKx9KZtGktWDB/Kk+eXCYo0I2zZ/ZRtmxJpWPpzOTJI4mM8NGaXF3PKR0r0apWrcCePevw8HAhNPQ5jo71tZb/+utwbt8+xZs3D3n58i6HD2+jfPlSyoRNpG/V8XPLls0iNPQ5gwf3TMaEP6ZHrw6cu/QPz17c5NmLmxw5uZM69X4BIH0GK5zmT+bKjaN4v7rL7ftnmT1vEuks0yqcOvEGDe+NT+B9ps8eH+/yLbv/wCfwPg0apZ6x3GxsrZm3cgZXHp3g9vML/HN2B8VKFtYsf+R/Ld6p56DOCqZOOHMLM4ZNH8Teqzs4/fQIfxxYTqGSBTXLM2TOwK+Lx3Lgxi5OPf2XhVvnkMM+5Y5pWqRCUX5dP4UN1zZxwOsQFetX0lrefkRHVpxexc5He9jm+hczts+kQCnt8S/bDG7L3L/ns+tx7DpCJIY08HTAwcEBX19ffH19OXXqFIaGhjRpkrQDZVpbW2Nubp6kx0hJfqleiVWrNlG1uiMOjTpgZGjEkcPbMTc3UzqaTqRPb8XZM/uIjIzEsWkXSpaqxdhxMwgKClY6ms78sWo+depUp2fP4ZQtW4+Tp85z5N/tZMtmq3Q0nbl3/xE5cpbSTDVrNlc6UqJZWJjj6vqQ4cMnx7v86dNnjBgxhXLl6lOnTiueP3/BwYNbyJw5YzInTbxv1fGTpk0bUKFCaV6+9EumZLrx0seP36YtpE6NFtSt2ZIL566wZcdKChbKh62tDba2Nkz9dS7VKzVmyIDx1KlbnaW/z1Y6dqKULF2Mzt3b8ODe43iX9xnQFbVancypfoylVTp2HFpLVGQUfToMo3H1dsydtoTg4HeadaoVc9CaJg6dQUxMDMcPnVEwecKNXzCa8tXLMmOoE13q9sLl3HWW/jWfzLaZAZizfgbZcmVjXM/J9GjQDz+fVyz9awGmZqYKJ4+fqbkpng88+HPSH/Euf+nhw+opfzC0/iDGtxqLv/crpm39DcuMlpp1DI0NcT58kSNbjiRXbKGHpIGnAyYmJtja2mJra0upUqUYP3483t7evH79GgBvb2/atm1L+vTpyZgxI82aNcPT0/OL+3v//j2dOnXCwsKCrFmzsnjxYmrWrMnw4cM163zeRdPT0xOVSsXt27c1y4OCglCpVJw9exaAs2fPolKpOHbsGKVLl8bMzIzatWvj7+/PkSNHKFy4MJaWlnTs2JGPHz/q+BX6cY0dO7N5yy4ePHjC3bsP6Nl7OLlz56CsnlzhGjN6IC9evKRP31Fcv34bT09vTp48j4fHc6Wj6YSpqSktWjRk4sTZXLx4FXcPT2bOXIy7uyd9+3ZROp7OREdF8+rVa8309m2g0pES7fjxs0yfvoB//jkW7/KdOw9w5owznp7ePHzoxrhxv2FlZUmxYoXjXT8l+lYdAbJly8KiRdPp0WMYkZGRyZjuxx07eoaTx8/h4f4c96eezP5tMR8+fKRc+VI8euhGjy5DOHb0DJ7PvLlw/gqzZiymQcPapEmTRuno38XcwpzfV89l7LCp8f4oVrRYIfoN6saowV9vyKc0vYd0w/flKyYOm4HrrQf4eL3E+exVvD19NOu88X+rNdVu+AtXL97gxXOfr+w5ZTA2NaZGo19YMetP7ly9i4/nS9Yv2sQLz5e06NqUnHlyUKxsURZMWMKjO4/xcvdmwfglmJgaU695yrwKe/PsDbYt2MqVY5fjXX7+wDnuXLzDK69XeD/xYt1va7GwtMCusL1mnR2LtvPPugM8f+SZTKlTiJjolDmlUtLA07GQkBC2bt1Kvnz5yJQpE5GRkTRo0IB06dJx4cIFnJ2dSZs2LQ4ODkRERMS7j5EjR+Ls7Mw///zDiRMnuHDhAjdv3tRJvmnTpvH7779z6dIlTcNzyZIlbN++ncOHD3P8+HGWL1+uk2MlJSur2F+7AgKDlA2iI02a1OPGzbvs2P4HL7xv43L1KD17dlQ6ls4YGqbB0NCQsPBwrfLQsDCqVCmvUCrdy5fPnueeN3j86BKbNy0nZ85sSkdKFkZGRvTq1ZGgoGBcXR8oHUdnVCoV69YtYfHiP3n40E3pOD/EwMCAFq0aY25uzjWXW/GuY2mZjvfvQ4iOTl1fambPn8Sp4+e5cO5KnGWmZqb8vmYeE8fM5LX/GwXSJV7tBtW5d/shS9Y64Xz/GH+f2kqbzs2/uH4m64zUqFuNvdsPJF/IH2CYJg2GhmmICNf+LhQeFk6J8sUwMjYC0FquVquJiIikRIViyZo1KRgaGdKgowMhwSE8e/BM6ThCz8g4eDpw6NAh0qaNvW/hw4cPZM2alUOHDmFgYMD27duJiYlh7dq1qFQqADZs2ED69Ok5e/Ys9etr3/Px/v17Nm3axPbt26lTp45m/WzZdPNFcebMmVStWhWAXr16MWHCBNzd3cmTJw8ArVu35syZM4wbNy7e7cPDwwn/z5d0ExMTnWRLKJVKxaIF03F2duH+/fi746Q29va56Ne3C0uXrmHu3OWULVeKxYtmEBkRwZate5SO98NCQj5w+fJ1JkwYxqNHT3n16jXt2jWjUsWyuLt7Kh1PJ1xcbtGr9wiePHHH1taGyZNGcub0PkqVrk1IyAel4yWJhg1rs3nz75ibm+Hn50+TJp1T9VXL/xo1agBRUVGsWLFB6SiJVrhIAY6c3ImpqQkfQj7SrdMgnjx2j7NexowZGDV2IJs37FQgZeI1bdmQYiUL07h2u3iXT589jusutzh+JHV0WfxcztzZ6dC9FRv/2M6fSzZQvHRRfp01isjISPbvPBxn/ebtGvMh5APHD6eOun78EIrr9ft0H9aF525eBLwOpG7z2hQrWwQfz5c8f+qF34tX9JvQm/njFhH6MYx2fVqTJZsNmWwyKR0/0crVKc/o38diYmZCoH8gUztN5n3gu29vKMR3kAaeDtSqVYtVq1YBEBgYyMqVK2nYsCEuLi7cuXOHp0+fki5dOq1twsLCcHeP+5+sh4cHkZGRVKhQQVNmZWVFwYIF46ybGCVK/K9LY5YsWTA3N9c07j6Vubi4fHF7Jycnpk+frlU2depUnWRLqOXLZlO0aEFq1GqRrMdNSgYGBty4cZfJU+YCcPvOfYoWLUifPl30ooEH0LPXcP78cwGez64TFRXFrVv32LnrAGVKF1c6mk4cO/a/L1Wurg9xcbmF+9OrtGntyIaN+nmj/Llzl6lYsSGZM2ekR48ObN26kl9+acbr12+VjvbDSpcuxqBBPahSpbHSUX7IU7dn1KrWDEvLdDg2c+D3P+bStGEnrUZe2nQW7NizmseP3ZnnlPJ7cHySLbstM5zG06FlH8LD4/aIqdewFlWrV6R+jdYKpPtxKgMD7t95yOLZKwF4eO8J+QvloX23lvE28Fp1aMqhvUfjXBFLyX4b6sSEhWM4cHM3UVHRPHF14+T+0xQsUYDoqGgm9p7ChIVjOPrgH6Kiorl+4QaXT10FldLJE8/10l2GOwzFMqMl9Ts0YOzKcYxpNorgt/pzz32ipOInVqZE0sDTAQsLC/Lly6eZX7t2LVZWVqxZs4aQkBDKli3Ltm3b4mxnbW2tk+MbGMT2tP38BvIv3StiZGSk+bdKpdKa/1QWE/PlD9mECRMYOXKkVpmJiQkzZ6/57tyJsXTJTBo3qkutOi3x8fFNlmMmB19f/zhdwB49cqNF80YKJdI9D4/n1KvXBnNzMywt0+Hn58/WLSt59sxL6WhJIjj4HW5uHuTNZ6d0lCTz8WMoHh7P8fB4jovLLVxdz9KtWzsWLFipdLQfVrVqBWxsMvPkyf/upTE0NGTOnEkMHtyTQoWqKZgu4SIjI3nmEfsZu3P7PqXLFKffgG6MGj4FiH267a6/1xHy/gPdOg4kKipKybjfpXjJIljbZObo2d2aMkNDQypVKUf3Ph3YvH4nue1z8tBT+36oNZuXcPXyDdo49kjuyN/l9as3PH3soVXm7uZJ/SZx7z8rW7EUefLbMaLvxOSKpxM+z18yuPUITM1MsUhnzlv/AGasmsxLr9j/3x+7utG9fl8s0llgZGRIUEAwqw+u4NHd1Nt7Jzw0HL/nvvg99+XJrcesOreauu3rs3fF7m9vLEQCSQMvCahUKgwMDAgNDaVMmTLs3LkTGxsbLC0tv7ltnjx5MDIy4tq1a+TKlQuA4OBgnjx5wi+//BLvNp8air6+vpQuXRpA64ErumRiYpLsXTI/WbpkJs2bOVCnXhs8Pb0VyZBULl++ToECebTK8ufPg5fXC4USJZ2PH0P5+DGU9OmtqFfvFyb+mjqf2vctFhbm5MmTm23b9iodJdkYGBhgYmKsdAyd2L79b06fvqhVdvDgFrZv/5vNm1PvFzEDAxXG/3+O0qazYPe+9USER9C5ff94r4KlZBfPX6F2lWZaZYt+n4W7mwcrlq4j4G0QWzfu0lp++tIBpk2cy4mjZ5MxaeLccrmDfb7cWmV2eXLx8kXcp7m27tSMe7cf8Ph+6rxXNCw0jLDQMNJZpaVCjfKsnPWn1vIP72O7ueewz06hkgVYOz/1dpv+L5WBSnO/oRC6Ig08HQgPD8fPL/YPbmBgIL///jshISE4OjpSoUIF5s+fT7NmzZgxYwY5cuTg+fPn/P3334wdO5YcOXJo7StdunR069aNMWPGkDFjRmxsbJg6dSoGBgaae/j+y8zMjEqVKjFnzhzs7e3x9/dn0qRJSV7v5LR82Ww6tG9Oy1Y9ef8+hCxZYhu1wcHvCQsLUzjdj1u6bA3nz+1n3NjB7Nl7iPLlStG7VycGDoz/XsjUqF7dGqhUKp64uZM3rx1Os3/l8WN3Nm3a9e2NU4G5cyZz6PAJvLxekC2rLVOmjCI6Ooa/du5XOlqiWFiYkzevnWbezi4nJUoUITAwiLdvAxk3bjCHD5/Ez8+fTJky0K9fN7Jly8Lff8ftOpZSfa2O3t4vCQgI0lo/MjKSV69e4+amfVUlpZo0dRSnTpzjxQtf0qa1oFUbR6pWr0ibFj1Jm86CPfs3YGZmyoA+o0mXLi3p0sXeS/7mTcBXe3KkFB9CPvL44VOtso8fPxIYEKwpj+/BKj4vfPH2SvlPmdz45w52HF5Hv2HdOfLPSUqULkrbLi2YMlr7RzGLtBY0cKzD3GlLlAn6AyrUKIdKpcLL3ZscdtkZNLkfXu5eHN55FIBaTWoQ9DaIVz7+5Clkz/AZg7lw1BmX89cVTh4/U3NTstpl1cxnyZkF+yL2vA8K4X3gO9oMaYfLiasE+gdgmdGSRl2bkClLJpwP/+/HpMzZrEmXPi3W2a1Jk8YA+yKxT9j09fQl7GPq/77zRangb05qIg08HTh69ChZs8Z+oNOlS0ehQoXYvXs3NWvWBOD8+fOMGzeOli1b8v79e7Jnz06dOnW+eEVv0aJF9O/fnyZNmmBpacnYsWPx9vbG1PTL476sX7+eXr16UbZsWQoWLMi8efPiPMAlNRvQvxsAp09pXw3p2WsEm7ek/gbCjRt3aNO2NzN/m8Cvvw7H09ObUaOnseOvfUpH0xlLq3TM/G082bPbEhAQxP79R5gydV6q6hL2NdlzZGXrlhVkypSB168DcL7kQrXqjrx5E6B0tEQpU6YEx4//74Eb8+bFdunbsmU3Q4b8SsGC+ejcuTWZMmUgICCI69fvULdum1T1tMmv1bFv39FKxdKZzNYZWfHnPLLY2vDu3Xse3HtMmxY9OXfmElWrVaDc/w9Mf/3OKa3tSherlSoaQPru3u0HDOk+hpG/DmLgqN688HqJ0+RFHNp7VGu9xi3qo1KpOPz3l4f7SKnSWlrQf3wfrLNm5l3Qe879e4E/564jOir2Sa6ZbDIyZOoAMmbOwFv/AI7uOc6GJVsUTv1l+UrkZ9YuJ818r6l9ADi1+ySrJq4gR94c1G5dB8sMlrwPeofbHTcmtB6H95P/3arQcVQn6rSpq5lfcjT2vthf207g3hXXZKqJSO1U6tQ28udP6MOHD2TPnp2FCxfSq1cvpePEy9A4u9IRkkxUhA/GJjm+vWIqFhH+AhPTnErHSDLhYd4Y6fF7NDLCBzOz3N9eMRULDX2u13UMDX1OZssCSsdIUm/ePSF7hqJKx0gyPoH3KWSjP8O+/Ncj/2tUzZ4yx5/TFWef0zTL1UTpGEnmgNchpSN8Ufj9U99eSQEmRet81/o+Pj6MGzeOI0eO8PHjR/Lly8eGDRsoV64cEPu8jKlTp7JmzRqCgoKoWrUqq1atIn/+/Jp9BAQEMGTIEA4ePIiBgQGtWrVi6dKlmif2J4SMg5cC3bp1ix07duDu7s7Nmzfp1KkTAM2aNfvGlkIIIYQQQqQy6piUOX2HwMBAqlatipGREUeOHOHBgwcsXLiQDBkyaNaZN28ey5Yt448//uDq1atYWFjQoEEDrduNOnXqxP379zlx4gSHDh3i/Pnz9O3b97uySBfNFGrBggU8fvwYY2NjypYty4ULF8icObPSsYQQQgghhBD/MXfuXHLmzMmGDf97CJC9vb3m32q1miVLljBp0iTNRZvNmzeTJUsW9u/fT/v27Xn48CFHjx7l2rVrmqt+y5cvp1GjRixYsCDB42LLFbwUqHTp0ty4cYOQkBACAgI4ceIExYvrx1hhQgghhBBCpAbh4eG8e/dOawoPD4933X/++Ydy5crRpk0bbGxsKF26NGvW/G8YsWfPnuHn50fduv+7x9LKyoqKFSty+XLscC6XL18mffr0msYdQN26dTEwMODq1asJzi0NPCGEEEIIIYRyYmJS5OTk5ISVlZXW5OTkFG8VPDw8NPfTHTt2jAEDBjB06FA2bdoEoHnifpYsWbS2y5Ili2aZn58fNjY2WssNDQ3JmDGjZp2EkC6aQgghhBBCCPEfEyZMYOTIkVplXxoPOiYmhnLlyjF7duxQJqVLl+bevXv88ccfdOvWLcmzfk6u4AkhhBBCCCHEf5iYmGBpaak1famBlzVrVooUKaJVVrhwYby8YofBsLW1BeDVq1da67x69UqzzNbWFn9/f63lUVFRBAQEaNZJCGngCSGEEEIIIRSjVkenyOl7VK1alcePH2uVPXnyhNy5Y4f4sbe3x9bWllOn/jckxLt377h69SqVK1cGoHLlygQFBXHjxg3NOqdPnyYmJoaKFSsmOIt00RRCCCGEEEKIHzBixAiqVKnC7Nmzadu2LS4uLqxevZrVq1cDoFKpGD58ODNnziR//vzY29szefJksmXLRvPmzYHYK34ODg706dOHP/74g8jISAYPHkz79u0T/ARNkAaeEEIIIYQQQvyQ8uXLs2/fPiZMmMCMGTOwt7dnyZIlmvGsAcaOHcuHDx/o27cvQUFBVKtWjaNHj2JqaqpZZ9u2bQwePJg6depoBjpftmzZd2VRqdVqtc5qJoQQQgghhBDfIez2IaUjxMu0VBOlIySKXMETOmFonF3pCEkmKsIHIz2uH0BkhI/en0OpX+qm75/DSD2vH+h/HSMjfDA2yaF0jCQTEf6CtOb2314xFQv5+Ezv36Pi5yAPWRFCCCGEEEIIPSFX8IQQQgghhBDKiYlROoFekSt4QgghhBBCCKEnpIEnhBBCCCGEEHpCumgKIYQQQgghlKOWLpq6JFfwhBBCCCGEEEJPSANPYRs3biR9+vTJcqyzZ8+iUqkICgpKluMJIYQQQgghkpc08H5A9+7dUalUmilTpkw4ODhw9+5dpaPFq0qVKvj6+mJlZaV0lEQb0L8bT59cIeSdO5cuHqR8uVJKR0oSY8YMIjLCh4ULpisdRWfGjR3M5UuHCXz7mJcv7rB3zzoKFMirdCyd0+f3aPVqFdm/byNenjeIivChadMGSkdKMvr4GezXtys3b5zg7ZtHvH3ziAvn/6FBg1pKx9IZfa8fwJPHl4kIfxFnWrp0ptLREqVq1Qrs2rMWN/crhHx8RhPHelrLLSzMWbhoOo/dLvH67UOu3zhOr94dFUqrG5MnjyQywkdrcnU9p3Qs5cVEp8wplZIG3g9ycHDA19cXX19fTp06haGhIU2apLxR7yMjIzE2NsbW1haVSqV0nERp06YpC+ZP5beZiyhf0YE7dx/w7+FtWFtnUjqaTpUrW5I+vTtz9+4DpaPo1C/VK7Fq1SaqVnfEoVEHjAyNOHJ4O+bmZkpH0xl9f49aWJhz9+4Dhgz7VekoSUpfP4MvfHyZ+KsTFSs1pFLlRpw568zfe9dTpEgBpaPphL7XD6BK1cbkzFVaMzk0bA/A3r2HFU6WOOYWZtxzfcjIEVPiXT5n7iTq1vuF3j1HULZ0XVas2MDCRdNp1LhuMifVrXv3H5EjZynNVLNmc6UjCT0jDbwfZGJigq2tLba2tpQqVYrx48fj7e3N69ev4+0Sefv2bVQqFZ6enl/c58yZM7GxsSFdunT07t2b8ePHU6pUKc3ya9euUa9ePTJnzoyVlRU1atTg5s2bWvtQqVSsWrWKpk2bYmFhwaxZs+Lkefv2LR06dCB79uyYm5tTvHhxduzYocNXR7dGDOvD2nXb2bR5Fw8fujFw0Hg+fgylR/f2SkfTGQsLczZt/p3+A8YSGBikdBydauzYmc1bdvHgwRPu3n1Az97DyZ07B2XLlFA6ms7o+3v06LEzTJk6jwMHjiodJcno82fw8OETHD16mqdPn+Hm5sGUKXMJCflAxQpllI6mE/peP4A3bwJ49eq1ZmrUqC5P3T05f/6y0tES5cTxc8yYvpCD/xyPd3nFimXYvu1vLly4ipeXDxvW78DV9SHlypVM5qS6FR0VrXUe374NVDqS0DPSwNOhkJAQtm7dSr58+ciUKXG/2G/bto1Zs2Yxd+5cbty4Qa5cuVi1apXWOu/fv6dbt25cvHiRK1eukD9/fho1asT79++11ps2bRotWrTA1dWVnj17xjlWWFgYZcuW5fDhw9y7d4++ffvSpUsXXFxcEpU9KRkZGVGmTAlOnb6gKVOr1Zw6fZFKlcoqmEy3li+bzZF/T3H6s3rqKysrSwAC9ORL9M/yHtV3P8tn0MDAgLZtm2JhYc6VqzeUjqNz+l4/iP2b07FDSzZt/EvpKEnm6tWbNGpch6zZsgDwyy+VyJfPnlMnU/fnM18+e5573uDxo0ts3rScnDmzKR1JeeqYlDmlUjJMwg86dOgQadOmBeDDhw9kzZqVQ4cOYWCQuLbz8uXL6dWrFz169ABgypQpHD9+nJCQEM06tWvX1tpm9erVpE+fnnPnzml1D+3YsaNmPwAeHh5a22XPnp3Ro0dr5ocMGcKxY8fYtWsXFSpUiDdfeHg44eHhWmUmJibfWcvvlzlzRgwNDfF/9Uar3N//NYUK6sd9XG3bNqV06WJUqtxY6ShJTqVSsWjBdJydXbh//7HScXTiZ3iP6ruf4TNYrFghLpz/B1NTE0JCPtC6TW8ePnRTOpbO6Hv9PtesaQPSp7dk85bdSkdJMqNGTmP577Nxe3qFyMhIYmJiGDxoIs7OKe+H6IRycblFr94jePLEHVtbGyZPGsmZ0/soVbo2ISEflI4n9IRcwftBtWrV4vbt29y+fRsXFxcaNGhAw4YNef78eaL29/jx4ziNq//Ov3r1ij59+pA/f36srKywtLQkJCQELy8vrfXKlSv31WNFR0fz22+/Ubx4cTJmzEjatGk5duxYnP18zsnJCSsrK63JycnpO2sp/itHjmwsWjiDrt2GxGlA66Ply2ZTtGhBOnYeqHQUIYCf5zP4+LE75crXp2rVJvy5ejPr1y2hcOH8SsfSGX2v3+e692jPsWNn8PV9pXSUJNN/QDfKVyhNm9a9qVa1KRMnzGbR4unUrFVV6WiJduzYGfbuPYSr60NOnDiHY9MupE9vSZvWjkpHE3pEruD9IAsLC/Lly6eZX7t2LVZWVqxZs4b69esDsd20PomMjPzhY3br1o23b9+ydOlScufOjYmJCZUrVyYiIiJOtq+ZP38+S5cuZcmSJRQvXhwLCwuGDx8eZz+fmzBhAiNHjtQqMzExYebsNYmvUAK8eRNAVFQUNlkya5Xb2Fjj9+p1kh47OZQpU5wsWaxxufq/e5sMDQ2pXr0SAwd2xyKtPTExqberwOeWLplJ40Z1qVWnJT4+vkrH0Rl9f4/qu5/lMxgZGYm7uycAN2+5Uq5sKYYM7s3AQeOUDaYj+l6/T3Llyk6d2tVp266P0lGSjKmpCdOmj6ZD+/4cO3oGgPv3HlG8RBGGDe/D2TPOCifUjeDgd7i5eZA3n53SUZSlB39fUxK5gqdjKpUKAwMDQkNDsba2BsDX939fYm/fvv3V7QsWLMi1a9e0yv477+zszNChQ2nUqBFFixbFxMSEN2+0u4UlhLOzM82aNaNz586ULFmSPHny8OTJk69uY2JigqWlpdaUHF00IyMjuXnzLrVrVdOUqVQqateqxpUrqf/+itOnL1KqdG3Kla+vma5fv82OHfsoV76+XnyxhNjGXfNmDtRr0BZPT2+l4+iUvr9H9d3P8hn8LwMDA0xMjJWOkWT0tX7durbD3/8N//57SukoScbIyAhjY+M4n72Y6GgMVPrz9dXCwpw8eXLj5+uvdBShR+QK3g8KDw/Hz88PgMDAQH7//XdCQkJwdHQkX7585MyZk2nTpjFr1iyePHnCwoULv7q/IUOG0KdPH8qVK0eVKlXYuXMnd+/eJU+ePJp18ufPz5YtWyhXrhzv3r1jzJgxmJl9/6Pm8+fPz549e7h06RIZMmRg0aJFvHr1iiJFinz3vpLD4qVr2LBuMTdu3uXatVsMHdIHCwszNm7aqXS0HxYS8iHOvWgfPnzk7dtAvblHbfmy2XRo35yWrXry/n0IWbLE/gASHPyesLAwhdPphj6/RyH2i0i+fPaaeXu7XJQsWZSAgEC8vV8qmOzH/QyfwZkzx3P06Bm8vX1Ily4t7ds3p0aNyjRqnLrHFftE3+v3iUqlomvXtmzduofo6NQ7Thf8f+Mmb27NfO7cOSleojCBAcG8ePGSC+evMGvWBMJCw/Dy8qFa9Yp06NiSCeNT57h/AHPnTObQ4RN4eb0gW1ZbpkwZRXR0DH/t3K90NKFHpIH3g44ePUrWrFkBSJcuHYUKFWL37t3UrFkTgB07djBgwABKlChB+fLlmTlzJm3atPni/jp16oSHhwejR48mLCyMtm3b0r17d60nW65bt46+fftSpkwZcubMyezZs7UelpJQkyZNwsPDgwYNGmBubk7fvn1p3rw5wcHB372v5LB79z9YZ87ItCmjsbW15s6d+zRu0hl//++/eimS34D+3QA4fWqvVnnPXiPYvGWXEpF0Tt/fo+XKluTUyT2a+YULpgGwafMuevUeoVAqkVA21pnZsH4pWbPaEBz8HlfXhzRq3JFTp1L3Ewk/0ff6fVKnTnVy587Bxk2p/+mZZcoU58ix/9Vj7rzJAGzdsof+/cbQrdsQps8Yy7oNS8iQIT3eXj5Mn7aAtWu2KRX5h2XPkZWtW1aQKVMGXr8OwPmSC9WqO/LmTYDS0ZSVip9YmRKp1J/fICZSpHr16mFra8uWLVuUjvJFhsbZlY6QZKIifDDS4/oBREb46P05lPqlbvr+OYzU8/qB/tcxMsIHY5McSsdIMhHhL0hrbv/tFVOxkI/P9P49mlKFXU6Z4zCbVu6gdIREkSt4KczHjx/5448/aNCgAWnSpGHHjh2cPHmSEydOKB1NCCGEEEIIkcJJAy+FUalU/Pvvv8yaNYuwsDAKFizI3r17qVu3rtLRhBBCCCGE0D09fZCVUqSBl8KYmZlx8uRJpWMIIYQQQgghUiH9ec6sEEIIIYQQQvzk5AqeEEIIIYQQQjnSRVOn5AqeEEIIIYQQQugJaeAJIYQQQgghhJ6QLppCCCGEEEIIxajV0UpH0Csy0LkQQgghhBBCMaHnNyodIV5mv3RXOkKiyBU8oROGxtmVjpBkoiJ89Lp+oP91lPqlfvpex6gIH4z0uH4AkRE+mJrmUjpGkgkL89Lrc6jv5w9iz6GZWW6lYySZ0NDnSkcQyUQaeEIIIYQQQgjlyFM0dUoesiKEEEIIIYQQekIaeEIIIYQQQgihJ6SLphBCCCGEEEI5aumiqUtyBU8IIYQQQggh9IQ08IQQQgghhBBCT0gD7ydjZ2fHkiVLlI4hhBBCCCFErJiYlDmlUtLAS2J+fn4MGTKEPHnyYGJiQs6cOXF0dOTUqVNJetyNGzeSPn36OOXXrl2jb9++SXrspDSgfzeePrlCyDt3Ll08SPlypZSOpBPjxg7m8qXDBL59zMsXd9i7Zx0FCuRVOpbO6ev5+5y+11Gf61e9WkX279uIl+cNoiJ8aNq0gdKRdGry5JFERvhoTa6u55SOlWjVqlVg7971eHhcIyzMC0fH+lrLmzVz4NChrfj43CEszIsSJYoolDRpjBkziMgIHxYumK50lET72jk0NDRk5swJXL9+nLdvH+HhcY116xaTNWsWBRN/v6pVK7Bnzzo8PFwIDX0e5336uWXLZhEa+pzBg3smY0Khj6SBl4Q8PT0pW7Ysp0+fZv78+bi6unL06FFq1arFoEGD4t0mMjIySTNZW1tjbm6epMdIKm3aNGXB/Kn8NnMR5Ss6cOfuA/49vA1r60xKR/thv1SvxKpVm6ha3RGHRh0wMjTiyOHtmJubKR1NZ/T5/H2i73XU9/pZWJhz9+4Dhgz7VekoSebe/UfkyFlKM9Ws2VzpSIlmbm6Oq+sDhg+fFO9yCwtzLl26xqRJTsmcLOmVK1uSPr07c/fuA6Wj/JCvnUNzczNKly6Gk9MyKlVqRPv2fcmfPw979qxTIGniWViY4+r6kOHDJ391vaZNG1ChQmlevvRLpmRCn0kDLwkNHDgQlUqFi4sLrVq1okCBAhQtWpSRI0dy5coVAFQqFatWraJp06ZYWFgwa9YsAFatWkXevHkxNjamYMGCbNmyRWvfixYtonjx4lhYWJAzZ04GDhxISEgIAGfPnqVHjx4EBwejUqlQqVRMmzYNiNtF82v7SWlGDOvD2nXb2bR5Fw8fujFw0Hg+fgylR/f2Skf7YY0dO7N5yy4ePHjC3bsP6Nl7OLlz56BsmRJKR9MZfT5/n+h7HfW9fkePnWHK1HkcOHBU6ShJJjoqmlevXmumt28DlY6UaMePn2XatAX888+xeJdv3/43s2cv5fTpi8mcLGlZWJizafPv9B8wlsDAIKXj/JCvncN3797TuHEn9u49hJubBy4utxgxYjJly5YgZ85sCqRNnOPHzzJ9+pffpwDZsmVh0aLp9OgxLMl/6E+x1DEpc0qlpIGXRAICAjh69CiDBg3CwsIizvLPu09OmzaNFi1a4OrqSs+ePdm3bx/Dhg1j1KhR3Lt3j379+tGjRw/OnDmj2cbAwIBly5Zx//59Nm3axOnTpxk7diwAVapUYcmSJVhaWuLr64uvry+jR4+ON+fX9pOSGBkZUaZMCU6dvqApU6vVnDp9kUqVyiqYLGlYWVkCEJDK//P+5Gc4f/peR32v388iXz57nnve4PGjS2zetDxVfVEWsZYvm82Rf09x+rPP4s/CysqSmJgYgoLeKR1FZ1QqFevWLWHx4j95+NBN6ThCT8g4eEnk6dOnqNVqChUq9M11O3bsSI8ePTTzHTp0oHv37gwcOBBAc8VvwYIF1KpVC4Dhw4dr1rezs2PmzJn079+flStXYmxsjJWVFSqVCltb268e+2v7SUkyZ86IoaEh/q/eaJX7+7+mUEH9uldNpVKxaMF0nJ1duH//sdJxdOJnOH/6Xkd9r9/PwMXlFr16j+DJE3dsbW2YPGkkZ07vo1Tp2oSEfFA6nkiAtm2bUrp0MSpVbqx0lGRnYmLCzJkT2LXrAO/fp8yeRokxatQAoqKiWLFig9JRhB6RBl4SUavVCV63XLlyWvMPHz6M8yCUqlWrsnTpUs38yZMncXJy4tGjR7x7946oqCjCwsL4+PHjd91j9737CQ8PJzw8XKvMxMQkwccT37Z82WyKFi1IjVotlI4ihNAjx479rxeIq+tDXFxu4f70Km1aO7Jh418KJhMJkSNHNhYtnEHDRh3i/D+s7wwNDdm2bSUqFQwZoj/3yJYuXYxBg3pQpcrP12CPIxU/sTIlki6aSSR//vyoVCoePXr0zXXj68L5NZ6enjRp0oQSJUqwd+9ebty4wYoVKwCIiIhI0v04OTlhZWWlNTk5Jf0N7G/eBBAVFYVNlsxa5TY21vi9ep3kx08uS5fMpHGjutSt3wYfH1+l4+jMz3D+9L2O+l6/n1Fw8Dvc3DzIm89O6SgiAcqUKU6WLNa4XD1K6MfnhH58To0aVRg8uCehH59jYKCfX+k+Ne5y5cpO48ad9OrqXdWqFbCxycyTJ5d5/96d9+/dyZ07J3PmTOLRI/26d1QkL/38a5ACZMyYkQYNGrBixQo+fIjb9SUoKOiL2xYuXBhnZ2etMmdnZ4oUiX3E840bN4iJiWHhwoVUqlSJAgUK8PLlS631jY2NiY6O/mrGhOznvyZMmEBwcLDWNGHChK9uowuRkZHcvHmX2rWqacpUKhW1a1XjypUbSX785LB0yUyaN3OgXoO2eHp6Kx1Hp36G86fvddT3+v2MLCzMyZMnN36+/kpHEQlw+vRFSpWuTbny9TXT9eu32bFjH+XK1ydGD6+AfGrc5ctnT6NGHQkICFI6kk5t3/435cs3oGLFhprp5Us/Fi/+E0fHrkrHE6mYdNFMQitWrKBq1apUqFCBGTNmUKJECaKiojhx4gSrVq3i4cOH8W43ZswY2rZtS+nSpalbty4HDx7k77//5uTJkwDky5ePyMhIli9fjqOjI87Ozvzxxx9a+7CzsyMkJIRTp05RsmRJzM3N43S5TMh+/svExESxLpmLl65hw7rF3Lh5l2vXbjF0SB8sLMzYuGmnInl0afmy2XRo35yWrXry/n0IWbJYAxAc/J6wsDCF0+mGPp+/T/S9jvpePwsLc/Lls9fM29vlomTJogQEBOLt/fUfv1KDuXMmc+jwCby8XpAtqy1TpowiOjqGv3buVzpaolhYmJM3r51m3s4uJyVKFCEwMAhv75dkyGBFzpzZNeOmfRpb9NMTRFObkJAPce7L/vDhI2/fBqba+7W/dg59ff3ZseMPSpcuRosWPUiTJo3m/8aAgKBU87TJb71P/9tojYyM5NWr17i5eSRvUKWl4idWpkTSwEtCefLk4ebNm8yaNYtRo0bh6+uLtbU1ZcuWZdWqVV/crnnz5ixdupQFCxYwbNgw7O3t2bBhAzVr1gSgZMmSLFq0iLlz5zJhwgR++eUXnJyc6Nr1f7/2VKlShf79+9OuXTvevn3L1KlTNUMlfJKQ/aQku3f/g3XmjEybMhpbW2vu3LlP4yad8fd/8+2NU7gB/bsBcPrUXq3ynr1GsHnLLiUi6Zw+n79P9L2O+l6/cmVLcurkHs38wgXTANi0eRe9eo9QKJXuZM+Rla1bVpApUwZevw7A+ZIL1ao78uZNgNLREqVs2RIcP/6/v4/z508FYMuW3fTpM4omTeqxZs0izfKtW2NvQZg5czEzZy5O3rAiXl87hzNnLtYMCn7tmvYQA/Xrt+X8+SvJF/QHlClTguPH//cj2Lx5U4DYOvbtG/8TzoX4USr19zwNRIgvMDTOrnSEJBMV4aPX9QP9r6PUL/XT9zpGRfhgpMf1A4iM8MHUNJfSMZJMWJiXXp9DfT9/EHsOzcxyKx0jyYSGPlc6wheFHvtd6QjxMmswWOkIiSJX8IQQQgghhBDK0cN7SJUkD1kRQgghhBBCCD0hDTwhhBBCCCGE0BPSRVMIIYQQQgihHOmiqVNyBU8IIYQQQggh9IQ08IQQQgghhBBCT0gXTSGEEEIIIYRyZKBznZIreEIIIYQQQgihJ6SBJ4QQQgghhBB6QqVWq9VKhxBCCCGEEEL8nEL/WaB0hHiZNR2tdIREkXvwhE4YGmdXOkKSiYrw0ev6gf7XUeqX+ul7HfW9fqD/dYyK8MFIj+sXGeGDiWlOpWMkqfAwb72uY3iYt9IRRDKRLppCCCGEEEIIoSfkCp4QQgghhBBCOfIUTZ2SK3hCCCGEEEIIoSekgSeEEEIIIYQQekK6aAohhBBCCCGUEyNdNHVJruAJIYQQQgghhJ6QBp4QQgghhBBC6Alp4CUTPz8/hgwZQp48eTAxMSFnzpw4Ojpy6tQppaOlKgP6d+PpkyuEvHPn0sWDlC9XSulIOjFu7GAuXzpM4NvHvHxxh7171lGgQF6lY+mcvp6/z+l7HfW5ftWrVWT/vo14ed4gKsKHpk0bKB1J5/S9jvpev8mTRxIZ4aM1ubqeUzpWolWrVpG/967nmcd1wsO8aeoY93xNmTIKz2fXCQp048i/28mX1y75g/6An6GOOqGOSZlTKiUNvGTg6elJ2bJlOX36NPPnz8fV1ZWjR49Sq1YtBg0alGTHjYiISLJ9K6FNm6YsmD+V32YuonxFB+7cfcC/h7dhbZ1J6Wg/7JfqlVi1ahNVqzvi0KgDRoZGHDm8HXNzM6Wj6Yw+n79P9L2O+l4/Cwtz7t59wJBhvyodJcnoex31vX4A9+4/IkfOUpqpZs3mSkdKNAtzM+66PmTY8EnxLh81agCDBvZgyJCJVKvuyIcPoRw6tBUTE5NkTpp4P0MdRcqjUqvVaqVD6LtGjRpx9+5dHj9+jIWFhdayoKAgRo4cib+/P4cOHdKUR0ZGkj17dpycnOjVqxc1a9akWLFiAGzZsgUjIyMGDBjAjBkzUKlUANjZ2dGrVy/c3NzYv38/LVu2pHv37tSqVYvAwEDSp08PwO3btyldujTPnj3Dzs6O58+fM3jwYC5evEhERAR2dnbMnz+fRo0aJbiOhsbZf/BV+rZLFw9y7fodzR9JlUqFp8c1VqzcwLz5K5LsuFERPslSv89lzpwRv5eu1KrdkgsXryb58ZKjjkqdP0i+c6jv79Gf4Rx+fryWrXvyzz/Hku14yf13Rt/rqET9jJK4fpMnj6RZUwfKla+fpMeJT2SEDyamOZNs/+Fh3rRp05t/Dv7vfHk+u87SpWtYvORPACwt0+HtdZPefUaxe/c/SZJBn+sYHuat0/3pUujfs5WOEC+zlhOVjpAocgUviQUEBHD06FEGDRoUp3EHkD59enr37s3Ro0fx9fXVlB86dIiPHz/Srl07TdmmTZswNDTExcWFpUuXsmjRItauXau1vwULFlCyZElu3brF5MmTE5Rx0KBBhIeHc/78eVxdXZk7dy5p06ZNZI2ThpGREWXKlODU6QuaMrVazanTF6lUqayCyZKGlZUlAAGBQcoG0ZGf4fzpex31vX5CpBb58tnz3PMGjx9dYvOm5eTMmU3pSEnC3j4XWbNm0fqb8+7de1yu3aZSxTIKJtOdn6GOCRYTkzKnVEqGSUhiT58+Ra1WU6hQoS+uU6VKFQoWLMiWLVsYO3YsABs2bKBNmzZaDa2cOXOyePFiVCoVBQsWxNXVlcWLF9OnTx/NOrVr12bUqFGaeW/vb/9a4+XlRatWrShevDgAefLk+eK64eHhhIeHa5UlRzeCzJkzYmhoiP+rN1rl/v6vKVRQv+5VU6lULFowHWdnF+7ff6x0HJ34Gc6fvtdR3+snRGrg4nKLXr1H8OSJO7a2NkyeNJIzp/dRqnRtQkI+KB1Pp7JksQbA3/8/f3NevSZLFhslIuncz1BHoQy5gpfEEtoDtnfv3mzYsAGAV69eceTIEXr27Km1TqVKlTTdMQEqV66Mm5sb0dHRmrJy5cp9d8ahQ4cyc+ZMqlatytSpU7l79+4X13VycsLKykprcnJy+u5jii9bvmw2RYsWpGPngUpHEUIIkYIcO3aGvXsP4er6kBMnzuHYtAvp01vSprWj0tGEECmINPCSWP78+VGpVDx69Oir63Xt2hUPDw8uX77M1q1bsbe3p3r16t99vP92AzUwiD3Fnzc0IyMjtdbp3bs3Hh4edOnSBVdXV8qVK8fy5cvj3f+ECRMIDg7WmiZMmPDdOb/XmzcBREVFYZMls1a5jY01fq9eJ/nxk8vSJTNp3Kgudeu3wcfH99sbpBI/w/nT9zrqe/2ESI2Cg9/h5uZB3nx2SkfRuVf//3fFxuY/f3OyWPPqlb8SkXTuZ6hjgindFVPPumhKAy+JZcyYkQYNGrBixQo+fIjbfSIoKAiATJky0bx5czZs2MDGjRvp0aNHnHWvXtV+2MaVK1fInz8/adKk+eLxra1jL/9/fn/f7du346yXM2dO+vfvz99//82oUaNYs2ZNvPszMTHB0tJSa0qOLpqRkZHcvHmX2rWqacpUKhW1a1XjypUbSX785LB0yUyaN3OgXoO2eHqm3BuhE+NnOH/6Xkd9r58QqZGFhTl58uTGz1f/GgPPnnnh6/tK629OunRpqVC+FFeu3lQwme78DHUUypB78JLBihUrqFq1KhUqVGDGjBmUKFGCqKgoTpw4wapVq3j48CEQeyWtSZMmREdH061btzj78fLyYuTIkfTr14+bN2+yfPlyFi5c+NVj58uXj5w5czJt2jRmzZrFkydP4mwzfPhwGjZsSIECBQgMDOTMmTMULlxYdy+AjixeuoYN6xZz4+Zdrl27xdAhfbCwMGPjpp1KR/thy5fNpkP75rRs1ZP370M0/fKDg98TFhamcDrd0Ofz94m+11Hf62dhYU6+fPaaeXu7XJQsWZSAgEC8vV8qmEx39L2O+l6/uXMmc+jwCby8XpAtqy1TpowiOjqGv3buVzpaolhYmJP3szHf7OxyUqJEEQIDg/D2fsny39cxfvwQnj59xjNPb6ZNHY2v76tkezKqLvwMdRQpjzTwkkGePHm4efMms2bNYtSoUfj6+mJtbU3ZsmVZtWqVZr26deuSNWtWihYtSrZscZ+K1bVrV0JDQ6lQoQJp0qRh2LBh9O3b96vHNjIyYseOHQwYMIASJUpQvnx5Zs6cSZs2bTTrREdHM2jQIF68eIGlpSUODg4sXrxYdy+Ajuze/Q/WmTMybcpobG2tuXPnPo2bdI5zc3JqNKB/bIP+9Km9WuU9e41g85ZdSkTSOX0+f5/oex31vX7lypbk1Mk9mvmFC6YBsGnzLnr1HqFQKt3S9zrqe/2y58jK1i0ryJQpA69fB+B8yYVq1R158yZA6WiJUrZsCU4c362Znz9/KgCbt+ymT5+RLFy4CgsLc1asmEP69JZcunQNR8cucR72lpL9DHXUCRm1TadkHLwUJCQkhOzZs7NhwwZatmyptaxmzZqUKlWKJUuWKBPuG5J7/KbkpMT4VMlN3+so9Uv99L2O+l4/0P86Jsc4eEpK6nHwUoKkHgdPaSl6HLyd05WOEC+zdlOVjpAocgUvBYiJieHNmzcsXLiQ9OnT07RpU6UjCSGEEEIIIVIhaeClAF5eXtjb25MjRw42btyIoaGcFiGEEEII8ZNIxU+sTImkJZEC2NnZfXO8vLNnzyZPGCGEEEIIIUSqJcMkCCGEEEIIIYSekCt4QgghhBBCCOVIF02dkit4QgghhBBCCKEnpIEnhBBCCCGEEHpCumgKIYQQQgghlKOWLpq6JA08oRNRET5KR0hS+l4/0P86Sv1SP32vo77XD/S/jpF6Xr+UPFC2rvwMdRT6Txp4QicMjbMrHSHJREX4YKTH9YPYLyX6fg71vX4/w3vU2CSH0jGSTET4C0xNcykdI0mFhXlhZpZb6RhJJjT0OWnN7ZWOkWRCPj7DKm1epWMkqeAQd2zTF1Y6RpLxC3qodASRTKSBJ4QQQgghhFCOPEVTp+QhK0IIIYQQQgihJ6SBJ4QQQgghhBB6QrpoCiGEEEIIIZSjViudQK/IFTwhhBBCCCGE0BPSwBNCCCGEEEIIPfHTN/CmTZtGqVKllI6RaGfPnkWlUhEUFPTFdTZu3Ej69Ok186m9zkIIIYQQQo/ExKTMKZVSvIHn5+fHkCFDyJMnDyYmJuTMmRNHR0dOnTqldLQv+tSo+jRZW1vTqFEjXF1dlY6WIKNHj07Rr298qleryP59G/HyvEFUhA9NmzZQOlKSGjNmEJERPixcMF3pKDozbuxgLl86TODbx7x8cYe9e9ZRoID+jKkk71H9kC2bLRs3LMP3pSvBQU+5eeMkZcqUUDpWolSrVoG9e9fj4XGNsDAvHB3ray1v1syBQ4e24uNzh7AwL0qUKKJQ0sSrWrUCe/asw8PDhdDQ53Hq+Ouvw7l9+xRv3jzk5cu7HD68jfLlSykTNhGqVq3Arj1rcXO/QsjHZzRxrKe13MYmM3/8OR839yv4v3nAvgMbyZvXTpmwiTByVH/OnNvHC987PH3mwrYdf5Avv/ZYgoeObCM4xF1rWrz0N4US/5jBw3vjF/SQGU4TNGUmJsY4zZ/MA4/LuL+4ztrNS8lsnUnBlEIfKNrA8/T0pGzZspw+fZr58+fj6urK0aNHqVWrFoMGDVIyWoI8fvwYX19fjh07Rnh4OI0bNyYiIkLpWN+UNm1aMmVKXX88LCzMuXv3AUOG/ap0lCRXrmxJ+vTuzN27D5SOolO/VK/EqlWbqFrdEYdGHTAyNOLI4e2Ym5spHU0n5D2a+qVPb8XZM/uIjIzEsWkXSpaqxdhxMwgKClY6WqKYm5vj6vqA4cMnxbvcwsKcS5euMWmSUzIn0x0LC3NcXR8yfPjkeJc/ffqMESOmUK5cferUacXz5y84eHALmTNnTOakiWNuYcY914eMHDEl3uU7dv6JvX0u2rXtS9XKTfD28uHg4a2p5u9q1WoVWbN6K3Vrt6a5Y1eMjAzZd2BTnPwbN/xF/jwVNdOUSXMVSpx4pUoXo2uPdty/90irfMbsCdRzqEmf7sNp0bgrtrY2rN+yTKGUQl8o2sAbOHAgKpUKFxcXWrVqRYECBShatCgjR47kypUrQGz3ws+vln2apk2bptnP2rVrKVy4MKamphQqVIiVK1dqHefFixd06NCBjBkzYmFhQbly5bh69arWOlu2bMHOzg4rKyvat2/P+/fvv5nfxsYGW1tbypQpw/Dhw/H29ubRo/99cC9evEj16tUxMzMjZ86cDB06lA8fPmiW29nZ8dtvv9GhQwcsLCzInj07K1as0Cz39PREpVJx+/ZtTVlQUBAqlYqzZ89qZXF2dqZEiRKYmppSqVIl7t2798Xc8XXRXL9+PUWLFsXExISsWbMyePDgb9Y/OR09doYpU+dx4MBRpaMkKQsLczZt/p3+A8YSGBikdBydauzYmc1bdvHgwRPu3n1Az97DyZ07B2VT6dWR/5L3aOo3ZvRAXrx4SZ++o7h+/Taent6cPHkeD4/nSkdLlOPHzzJt2gL++edYvMu3b/+b2bOXcvr0xWROpjvHj59l+vQv13HnzgOcOeOMp6c3Dx+6MW7cb1hZWVKsWOFkTpo4J46fY8b0hRz853icZfny2VOxYhmGD5vEzRt3cXPzYNjQSZiZmtCmbVMF0n6/Vi16sH3bXh49dOPevUcM6D+WXLmyU6p0Ma31Pn4Mxd//jWZ6/z5EocSJY25hzoo18xk1dArBQe805eks09KhS0um/ToX5/NXuXvnAcMHTaRCpTKUKVdSwcQKULorpnTR1I2AgACOHj3KoEGDsLCwiLP80z1j7dq1w9fXVzPt2LEDQ0NDqlatCsC2bduYMmUKs2bN4uHDh8yePZvJkyezadMmAEJCQqhRowY+Pj78888/3Llzh7FjxxLz2Ulzd3dn//79HDp0iEOHDnHu3DnmzJmT4LoEBwfz119/AWBsbKzZp4ODA61ateLu3bvs3LmTixcvxmk4zZ8/n5IlS3Lr1i3Gjx/PsGHDOHHiRMJfyP83ZswYFi5cyLVr17C2tsbR0ZHIyMgEbbtq1SoGDRpE3759cXV15Z9//iFfvnzfnUH8uOXLZnPk31OcPn1B6ShJzsrKEoAAPWsk6Dt9fo82aVKPGzfvsmP7H7zwvo3L1aP07NlR6VhCR4yMjOjVqyNBQcG4uqb+q88mJrHfN8LCwjVlarWa8IgIKlcup1SsH2JlmQ6AwEDtq+Zt2zXF4/k1LrscYeq00ZiZmSoRL9HmLJjMyePnuHDuslZ5iVJFMTY25vxn5U/dnvHC+yXlKpRK5pRCnyg2Dt7Tp09Rq9UUKlToq+uZmZlhZhZ7qd7d3Z1BgwYxe/Zs6tWL7Yc+depUFi5cSMuWLQGwt7fnwYMH/Pnnn3Tr1o3t27fz+vVrrl27RsaMsV0y/tt4iYmJYePGjaRLF/uHpUuXLpw6dYpZs2Z9NVuOHDkANFflmjZtqqmPk5MTnTp1Yvjw4QDkz5+fZcuWUaNGDVatWoWpaewfp6pVqzJ+/HgAChQogLOzM4sXL9bUL6GmTp2q2WbTpk3kyJGDffv20bZt229uO3PmTEaNGsWwYcM0ZeXLl/+u44sf17ZtU0qXLkalyo2VjpLkVCoVixZMx9nZhfv3HysdRySQvr9H7e1z0a9vF5YuXcPcucspW64UixfNIDIigi1b9ygdTyRSw4a12bz5d8zNzfDz86dJk868fRuodKwf9vixO15ePkyfMZahQyby4UMog4f0JEeObNja2igd77upVCqc5k7i8qXrPHzwRFO+Z9dBvL188PV7RdGihZj+21jyF8hD544DFUybcM1aNqJ4iSI41G4TZ5mNTWbCwyN4F6zda+y1/xtsbDInV0ShhxRr4Km/c0DD4OBgmjRpQuPGjRkzZgwQ27Byd3enV69e9OnTR7NuVFQUVlZWANy+fZvSpUtrGnfxsbOz0zTuALJmzYq/v/83M124cAFzc3OuXLnC7Nmz+eOPPzTL7ty5w927d9m2bZumTK1WExMTw7NnzyhcOLZ7SOXKlbX2WblyZZYsWfLNY//X5/vJmDEjBQsW5OHDh9/czt/fn5cvX1KnTp0EHSc8PJzw8HCtMhMTk+8LK+LIkSMbixbOoGGjDnFeX320fNlsihYtSI1aLZSOIhLoZ3iPGhgYcOPGXSZPib2/5/ad+xQtWpA+fbpIAy8VO3fuMhUrNiRz5oz06NGBrVtX8ssvzXj9+q3S0X5IVFQUHTv0Z+Wqubx4eYeoqCjOnHHm2LEzqFQqpeN9t4WLp1O4SAEc6rXTKt+44S/Nvx/cf8KrV685eHgr9va5ePbMK7ljfpds2W2ZOWcCbVv0Ijw85T+jQVHq1NsdMiVSrIGXP39+VCqV1j1rXxIdHU27du2wtLRk9erVmvKQkNg+2GvWrKFixYpa26RJkwZAc/Xva4yMjLTmVSqVVhfOL7G3tyd9+vQULFgQf39/2rVrx/nz5zXZ+vXrx9ChQ+NslytXrm/uG2K/bIB2Yzih3S4TKiGvz+ecnJyYPl37qXlTp07VZaSfUpkyxcmSxRqXq/+7f8vQ0JDq1SsxcGB3LNLaJ+g9mRosXTKTxo3qUqtOS3x8fJWOIxLoZ3iP+vr68/Chm1bZo0dutGjeSKFEQhc+fgzFw+M5Hh7PcXG5havrWbp1a8eCBSu/uW1Kd/vWPapUaoylZTqMjY148yaAM+f2cetm6niq9yfzF06lgUNtGjVoz8uXfl9d9/q12wDkyZM7xTfwSpQqirVNZk6c26spMzQ0pFKVcvTs05H2LftgYmKMpVU6rat41jaZ8fd/o0RkoScUa+BlzJiRBg0asGLFCoYOHRrnPrygoCDNfXgjRozA1dWV69eva7o2AmTJkoVs2bLh4eFBp06d4j1OiRIlWLt2LQEBAV+9ivejBg0ahJOTE/v27aNFixaUKVOGBw8efPNetk8Pk/l8/tPVPWtrawB8fX0pXbo0gNYDV/673aeGY2BgIE+ePNHs52vSpUuHnZ0dp06dolatWt9cf8KECYwcOVKrzMTEhJmz13xzW/Flp09fpFTp2lpla9cs4vFjd+YvWJHqvzh/snTJTJo3c6BOvTZ4enorHUd8h5/hPXr58nUKFMijVZY/fx68vF4olEgkBQMDA839a/ri3bvYxkHevHaUKVOc32YsUjhRws1fOJUmjvVp3LATz59/+7NW/P+H8/Dz+3ZPK6VdOHeZmpW1H3izZMUs3NyesWLJWnx8fImIiKB6jUoc/if2+Qt589mRI2c2rrvcViCx0BeKNfAAVqxYQdWqValQoQIzZsygRIkSREVFceLECVatWsXDhw/ZsGEDK1euZN++fahUKvz8Yn/ZSZs2LWnTpmX69OkMHToUKysrHBwcCA8P5/r16wQGBjJy5Eg6dOjA7Nmzad68OU5OTmTNmpVbt26RLVu2ON0jf4S5uTl9+vRh6tSpNG/enHHjxlGpUiUGDx5M7969sbCw4MGDB5w4cYLff/9ds52zszPz5s2jefPmnDhxgt27d3P48GEg9upapUqVmDNnDvb29vj7+zNpUvyPu54xYwaZMmUiS5Ys/Prrr2TOnJnmzZsnKPu0adPo378/NjY2NGzYkPfv3+Ps7MyQIUPirGtiYqJIl0wLC3Py5fvf2Dj2drkoWbIoAQGBeHu/TPY8uhYS8iHOvWgfPnzk7dtAvblHbfmy2XRo35yWrXry/n0IWbLE/oARHPyesLAwhdP9OHmPpn5Ll63h/Ln9jBs7mD17D1G+XCl69+rEwIHjlI6WKBYW5lpjotnZ5aREiSIEBgbh7f2SDBmsyJkzO1mzZgHQjEv56tVrXr16rUTk7/a1Or59G8i4cYM5fPgkfn7+ZMqUgX79upEtWxb+/vuwcqG/g4WFOXny5tbM586dk+IlChMYEMyLFy9p0aIRb968xdv7JUWLFWLe/CkcOnic06dSx0OQFi6eTus2TenYvh8h70M09529e/eesLBw7O1z0bptU04cO0tAQCBFixXCac6vXLx4NVX83fkQ8pFH/+kV8PFjKIEBQZryHVv+Zvqs8QQFBvP+XQiz5k3i2tVb3Lx+R4nIilHHfN+tW+LrFG3g5cmTh5s3bzJr1ixGjRqFr68v1tbWlC1bllWrVgFw7tw5oqOjadpU+xeQqVOnMm3aNHr37o25uTnz589nzJgxWFhYULx4cc3DTYyNjTl+/DijRo2iUaNGREVFUaRIEa3hCHRl8ODBLFq0iN27d9O2bVvOnTvHr7/+SvXq1VGr1eTNm5d27bT7lo8aNYrr168zffp0LC0tWbRoEQ0a/G+A5PXr19OrVy/Kli1LwYIFmTdvHvXr1//voZkzZw7Dhg3Dzc2NUqVKcfDgQc0TPb+lW7duhIWFsXjxYkaPHk3mzJlp3br1j70YOlaubElOnfzfPTALF0wDYNPmXfTqPUKhVOJ7DOjfDYDTp/ZqlffsNYLNW3YpEUmn5D2a+t24cYc2bXsz87cJ/PrrcDw9vRk1eho7/tqndLREKVu2BMeP/++zNX9+bHf6LVt206fPKJo0qceaNf+70rN1a+z/izNnLmbmzMXJGzaRypQpwfHjOzXz8+bFjhe3Zctuhgz5lYIF89G5c2syZcpAQEAQ16/foW7dNnG64qZUZcoU58ix/92DNnde7Hh/W7fsoX+/Mdja2uA091dsbDLj5/eaHdv/Zo7TcqXifrfefToD8O/RHVrlA/qNZfu2vURERFKzVhUGDuyOuYU5Pi98+efAMebP0/13OKVMmehETEwMazcvxcTYmDOnnRk/aobSsUQqp1J/79NOhM7Y2dkxfPhwTWM0NTM0zq50hCQTFeGDkR7XDyAywkfvz6G+1+9neI8am+RQOkaSiQh/galpwu7PTq3CwrwwM8v97RVTqdDQ56Q1t//2iqlUyMdnWKXNq3SMJBUc4o5t+tQxRmJi+AV9++F7Svm4OmX+EGreN3X82PVfil7BE0IIIYQQQvzk9OA+7pREsYHOhRBCCCGEEELollzBU5Cnp6fSEYQQQgghhBB6RBp4QgghhBBCCOXIQOc6JV00hRBCCCGEEEJPSANPCCGEEEIIIX7AtGnTUKlUWlOhQoU0y8PCwhg0aBCZMmUibdq0tGrVilevXmntw8vLi8aNG2Nubo6NjQ1jxowhKirqu7NIF00hhBBCCCGEcvRkoPOiRYty8uRJzbyh4f+aWiNGjODw4cPs3r0bKysrBg8eTMuWLXF2dgYgOjqaxo0bY2try6VLl/D19aVr164YGRkxe/bs78ohDTwhhBBCCCGE+EGGhobY2trGKQ8ODmbdunVs376d2rVrA7BhwwYKFy7MlStXqFSpEsePH+fBgwecPHmSLFmyUKpUKX777TfGjRvHtGnTMDY2TnAO6aIphBBCCCGEEP8RHh7Ou3fvtKbw8PAvru/m5ka2bNnIkycPnTp1wsvLC4AbN24QGRlJ3bp1NesWKlSIXLlycfnyZQAuX75M8eLFyZIli2adBg0a8O7dO+7fv/9dueUKntCJqAgfpSMkqUg9rx/o/znU9/r9DO/RiPAXSkdIUmFhXkpHSHKhoc+VjpCkQj4+UzpCkgoOcVc6QpLzC3qodISfUwod6NzJyYnp06drlU2dOpVp06bFWbdixYps3LiRggUL4uvry/Tp06levTr37t3Dz88PY2Nj0qdPr7VNlixZ8PPzA8DPz0+rcfdp+adl30MaeEInDI2zKx0hyURF+Oh1/SC2jsYmOZSOkWQiwl/off1MTXMpHSNJhYV5YWaWW+kYSSY09Dm5MhZXOkaS8gpwJU/m0krHSDIeb25R2raq0jGSzC0/Z+rkqK90jCR16sVxetq1VjpGklnvuUfpCKnOhAkTGDlypFaZiYlJvOs2bNhQ8+8SJUpQsWJFcufOza5duzAzM0vSnP8lXTSFEEIIIYQQ4j9MTEywtLTUmr7UwPuv9OnTU6BAAZ4+fYqtrS0REREEBQVprfPq1SvNPXu2trZxnqr5aT6++/q+Rhp4QgghhBBCCOXExKTM6QeEhITg7u5O1qxZKVu2LEZGRpw6dUqz/PHjx3h5eVG5cmUAKleujKurK/7+/pp1Tpw4gaWlJUWKFPmuY0sXTSGEEEIIIYT4AaNHj8bR0ZHcuXPz8uVLpk6dSpo0aejQoQNWVlb06tWLkSNHkjFjRiwtLRkyZAiVK1emUqVKANSvX58iRYrQpUsX5s2bh5+fH5MmTWLQoEEJvmr4iTTwhBBCCCGEEOIHvHjxgg4dOvD27Vusra2pVq0aV65cwdraGoDFixdjYGBAq1atCA8Pp0GDBqxcuVKzfZo0aTh06BADBgygcuXKWFhY0K1bN2bMmPHdWaSBJ4QQQgghhFCOOvUPdP7XX399dbmpqSkrVqxgxYoVX1wnd+7c/Pvvvz+cRe7BE0IIIYQQQgg9IQ28n5ydnR1LlixROoYQQgghhBBCB6SBlwDdu3dHpVKhUqkwMjIiS5Ys1KtXj/Xr1xOTQgdm1Dfjxg7m8qXDBL59zMsXd9i7Zx0FCuRVOpZOVa9Wkf37NuLleYOoCB+aNm2gdCSdypbNlo0bluH70pXgoKfcvHGSMmVKKB1LZ548vkxE+Is409KlM5WOlijVqlVg7971eHhcIyzMC0fH/41/ZWhoyMyZE7h+/Thv3z7Cw+Ma69YtJmvWLF/ZY8pTtWoF9uxZh4eHC6Ghz7Xq+F/Lls0iNPQ5gwf3TMaEujNwWC+8AlyZOnuspszaJhNLVs3m+sMzPPK+yuEzO2noWFfBlN9n2Nh+eLy5pTWduPw3ANlzZo2z7NPUsGnqqKOBgQEDx/bhkMtuLj87zT9XdtFnRHetdWo3qsHKvxZz5sG/3PJzpkDR/MqETaDiFYszc8MMdl7fwakXx6naoIrW8moNqzJ3mxP7XPdw6sVx8hbJE2cfjTs1YuHu+fzzcB+nXhzHwtIiueJ/U4EKhRm6djyLrq5mveceStcvH2edrHmzM2TNOH6/u4lVD7Yy+cAcMmbLDICFVVo6TuvJ7FNL+ePRNuY7r6Lj1J6YpTNP7qokP6WflpkET9FUkjTwEsjBwQFfX188PT05cuQItWrVYtiwYTRp0oSoqCil4323iIgIpSN8l1+qV2LVqk1Ure6IQ6MOGBkaceTwdszNk3fgyKRkYWHO3bsPGDLsV6Wj6Fz69FacPbOPyMhIHJt2oWSpWowdN4OgoGClo+lMlaqNyZmrtGZyaNgegL17DyucLHHMzc1xdX3A8OGT4llmRunSxXByWkalSo1o374v+fPnYc+edQokTTwLC3NcXR8yfPjkr67XtGkDKlQozcuXfsmUTLdKlC5Kx+6teXDvsVb54lWzyZPPjl6dhlC/WiuOHjrFyvULKFq8kEJJv9/jh0+pUKSuZmrbOLYB7uvzSqu8QpG6LJ6zipCQD5w75axw6oTpPrgzrbs1Z87ERbT8pSPLZq6k26BOdOj1v4G4zcxNue1yl2UzVymYNOHMzE1xf+DBskm/x7vc1NyUe9fusWb22i/uw8TUhGtnr7P996/f76QEE3NTvB96snVK/Pmtc2Vhwp6Z+Ln7MK/DNKY4jOLg8j1Ehsd+J0ufJQPps2Rk5+zNTK4/knWjV1CsRil6zB2QnNUQekAespJAJiYmmkEGs2fPTpkyZahUqRJ16tRh48aN9O7dm6CgIEaPHs2BAwcIDw+nXLlyLF68mJIlSwIwbdo09u/fz6hRo5g8eTKBgYE0bNiQNWvWkC5dOgBq1qxJ8eLFSZMmDZs2bcLY2JiZM2fSsWNHBg8ezJ49e8iSJQvLly+nYcOGAERHR9O3b19Onz6Nn58fuXLlYuDAgQwbNkyTv3v37gQFBVG+fHlWrFiBiYkJz549i1PPtWvXMnr0aPbu3UudOnWS+mVNsMaOnbXme/Yejt9LV8qWKcGFi1cVSqVbR4+d4eixM0rHSBJjRg/kxYuX9Ok7SlPm6emtYCLde/MmQGt+zJhBPHX35Pz5ywol+jHHj5/l+PGz8S579+49jRt30iobMWIyzs6HyJkzG97eL5Mh4Y/7Wh0/yZYtC4sWTcfRsQv79m1InmA6ZG5hxrI/5zB++HSGjOqrtaxs+VL8Ovo37ty8B8DyhavpPaALxUsV4b7rIyXifrfoqGje+L+NUx4TExOnvH6jWvy7/wQfP4QmV7wfUrJ8Mc4du8DFk7F/Q3y9/XBoXo+ipf83HtbhPccAyJrz+wZBVorLmWu4nLn2xeUn98aOEZYlx5d7A/y9bh8AJSunvB4grmdv4Xr21heXtxzTkbtnbrJ7zlZN2Wuv/w1s7fPEm5UDFmgt+3vBDvosHopBGgNiolPvFSWRvOQK3g+oXbs2JUuW5O+/Y7uEtGnTBn9/f44cOcKNGzcoU6YMderUISDgf1/83N3d2b9/P4cOHeLQoUOcO3eOOXPmaO1306ZNZM6cGRcXF4YMGcKAAQNo06YNVapU4ebNm9SvX58uXbrw8eNHIPY/shw5crB7924ePHjAlClTmDhxIrt27dLa76lTp3j8+DEnTpzg0KFDceozb948xo8fz/Hjx1NU4y4+VlaWAAQEBikbRCRIkyb1uHHzLju2/8EL79u4XD1Kz54dlY6VZIyMjOjYoSWbNqa8X5iTipWVJTExMQQFvVM6is6oVCrWrVvC4sV/8vChm9JxEmXmvF85feICF89dibPsxrXbOLZwwCq9JSqVCseWDpiYGHP54pe/gKc0dnlycfnecc5eP8jiP2aRLXv8DZ1iJQtTtEQhdm3bn7wBf8Cda/eoUL0cufLkBKBAkXyUqlgC59Nxz6VI+VQqFSVrleHVM19Gbp7EkuvrmLTfKd5unJ8zS2dOWMhH/W/cxahT5pRKyRW8H1SoUCHu3r3LxYsXcXFxwd/fXzMY4YIFC9i/fz979uyhb9/YX05jYmLYuHGj5opdly5dOHXqFLNmzdLss2TJkkyaFNstasKECcyZM4fMmTPTp08fAKZMmcKqVau4e/culSpVwsjIiOnTp2u2t7e35/Lly+zatYu2bdtqyi0sLFi7di3GxsZx6jFu3Di2bNnCuXPnKFq06BfrGx4eTnh4uFbZ9w6++KNUKhWLFkzH2dmF+/cff3sDoTh7+1z069uFpUvXMHfucsqWK8XiRTOIjIhgy9Y9SsfTuWZNG5A+vSWbt+xWOkqyMDExYebMCezadYD370OUjqMzo0YNICoqihUrUt+VOwDHlg4UK1kExzrt410+sMdoVqyfj6uHM5GRkYSGhtGn63CeP0sdV9dv37jHmCFTePb0OdZZMjN0TD92HlqPQ/XWfAj5qLVu207NcXvswc1rdxRK+/02LN9C2nTm7Lu4nejoGNKkMWCF02qO/H1c6WgiEdJltsI0rRmNBjTn74V/sXvOVorXKMWgP8Ywr8M0nlx9EGebtBnS4TikNed2nFQgsUjNpIH3g9RqNSqVijt37hASEkKmTJm0loeGhuLu7q6Zt7Oz0zTuALJmzYq/v7/WNiVK/K/bQZo0aciUKRPFixfXlGXJEtt14fPtVqxYwfr16/Hy8iI0NJSIiAhKlSqltd/ixYvH27hbuHAhHz584Pr16+TJE/eG5s85OTlpNSYBpk6d+tVtdG35stkULVqQGrVaJOtxReIZGBhw48ZdJk+ZC8DtO/cpWrQgffp00csGXvce7Tl27Ay+vq++vXIqZ2hoyLZtK1GpYMgQ/bl/tHTpYgwa1IMqVRorHSVRsmbPwrTZ4+nUsi/h4fHfcz1q4mAsrdLRoXlvAt4G0qBxbVauX0DrRt15nAquWH5+L92jB27cvuHKxdv/0rhZfa0rdSamJjRt1ZDlC9cokDLx6jetTcOW9Zk4YBruj59RsFh+Rs8YxutXbzi464jS8cR3MlCpALh14hon1sX2ovJ+4EneMgWp1al+nAaeaVozhm+YiO/TFxxYsivO/oT4Gmng/aCHDx9ib29PSEgIWbNm5ezZs3HWSZ8+vebfRkZGWstUKlWcJ3HGt87nZar//yPxabu//vqL0aNHs3DhQipXrky6dOmYP38+V69q35tmYRH/k6aqV6/O4cOH2bVrF+PHj/9qfSdMmMDIkSO1ykxMTJg5O3n+41y6ZCaNG9WlVp2W+Pj4JssxxY/z9fWP08Xt0SM3WjRvpFCipJMrV3bq1K5O23Z9lI6S5D417nLlyo6DQ3u9unpXtWoFbGwy8+TJ/+6hNDQ0ZM6cSQwe3JNChaopmO7bipcsirVNJv49u1NTZmhoSMUqZenWuwO1KjjSo29H6lZpzpNHsT9CPrz/hAqVytKtd3smjvpNqeiJ9v5dCM/cvchtn1OrvKFjXUzNTNm3M+6tCSnZ8CmD2PD7Vo4diL0v7ekjD7LmsKXHkC7SwEuF3ge+JyoyipduL7TKfd19yF9O+8FGphamjNw0ibCQUJb3m0d0VHRyRlWGWs+7oCYzaeD9gNOnT+Pq6sqIESPIkSMHfn5+GBoaYmdnl6w5nJ2dqVKlCgMHDtSUfX7V8FsqVKjA4MGDcXBwwNDQkNGjR39xXRMTk2TvkvnJ0iUzad7MgTr12ujdAzr03eXL1ylQQPvqcP78efDyevGFLVKvbl3b4e//hn//PaV0lCT1qXGXL589DRq0IyAgSOlIOrV9+9+cPn1Rq+zgwS1s3/43mzen/K63zuevULeqdi+Hhct/w93tGSuXrcfULPYJxP/9gTE6JhoDg9R5e765hRm57HKwb5f2k2vbdm7OqaPnCHgbqFCyxDE1M0X9n/MTEx2DgYFKoUTiR0RHRuF51x3bPNm0ym3ts/LW57Vm3jStGSM3TyIqIoplvecQFR6Z3FGFHpAGXgKFh4fj5+dHdHQ0r1694ujRozg5OdGkSRO6du2KgYEBlStXpnnz5sybN48CBQrw8uVLDh8+TIsWLShXrlySZcufPz+bN2/m2LFj2Nvbs2XLFq5du4a9/f+xd9dhUWV/HMffQ7eolA2I3V27rt3YuXYr6oqxunZ3r727dufanbt2KxaSIiCChIJ0/P5gHX+zJgpcYL+v55nnYc49987nMMSce8491+6Lj1G9enWOHDlC48aN0dHRwdnZOc3yfo2lv86kU8eWtG7Ti/DwCKytLQF49Sqc6OhohdOlDmNjIxwc3r1ndrb5KVOmBCEhoZlmVcKPWfLr7/x1fh+jRw1m955DVKpYlj69O+PkNFrpaKlKpVLRrVt7Nm/eTUJC5j7jamxsRMGCturntrb5KF26OKGhYTx/Hsi2basoV64krVr1RFtbW/07GRISRlxc5vhA8qk2Pnvm/16nNS4ujhcvgnBz80zfoF/hTUQkTx65a5RFRkYRGhrGk0fu6Ojo4OXxlFkLJzF94nzCQsJo0LQO39eqRs+OgxVKnTJjpgzj9PG/8Hvmj7WNFc6jB5CQkMjBvcfUdQrY5aNytfL06jhEwaRf56+TF+k9tDvP/V7g4epF0ZKF6TKgA/u2vevAmpmbYpPHBiub5Puo2TrkByA4MJjgoJAPHldJBkYG5LF918GxyWdDweL2hIeFE+gfhKm5KVa5Lclpk3y5S76CyaOxIUGhhAYld9CzW2Ynh2V29XHsi9oRGRFJoH8Q4WHh6dwiTfpGBljZvlvoxyKfNfmK2/ImLIIQ/5cc+20/A5YO48m1Rzy+fJ+SP5SlTN2KzO2YfKmLgYkhIzZNQM9An9+d52JgaoTBP/fACw9+/V6HX4iPkQ7eFzp27Bi5cuVCR0eH7NmzU6ZMGX799Ve6d++uPtt55MgRxo0bR8+ePQkKCsLGxoaaNWuqr5lLK/379+f27dt06NABlUpFp06dcHJy4ujRlE3h+O677zh8+DBNmjRBW1ubIUMyzj/EgQO6A3Dm9B6N8l69h7FxU9aYm16xQhlOn3p3PdqC+ZMB2LBxJ737DFMoVeq4efMu7dr3Yfq0MYwb54y39zNGjJzMtu1/Kh0tVdWt+z0FCuRl/YbMv3pmhQqlOXHi3e/WvHnJH0A2bdrF9OmL1DcFv379uMZ+DRq056+/Mscqf+XLl+bEiXdTGOfOnQgkt7Ffv4/PZMgK4uPj6d7BiV8mObN26zKMjQ3x9nrGcKdxnD31t9LxvohNbmuW/DYL8+zZCAkO5cbVO7Rp1E1jpK7djy0I8H/B32cz3+1K5oxdhNPovoydPZLsObMT9OIluzfu57eF7xb9+aHh90xd8u7a1zmrpwKwav4aVs9fm+6ZP6dImcIs3PXuNgBOkwcAcHznCeYOn0/1+lUZtehn9fYJK5PbtmHhJjYu3ASAY9dmdB/eVV1n8d6FAMwdNo/ju06meRs+xbZ0QUZvf7dOQacJPQC4sPssa0cu59bxa2wc9ztNnVrx4+SeBHj6s3zgfNxuJN+WpEBJewqWKwzAnL+Waxz75+8GEuwbRJaViVeszIhUSUlJ8h0V30xHL4/SEdJMfKxflm4fJLdRTz+v0jHSTGyMb5Zvn4FBfqVjpKnoaB8MDQsoHSPNREU9JX+OUp+vmIn5hLhgb1FO6RhpxvPlbcrZ1FA6Rpq5HXCRunkbKB0jTZ32PUEv27afr5hJrfXOuIuaRc7pqXSEDzIanTlXUc6cE+2FEEIIIYQQQrxHpmgKIYQQQgghFCPXF6YuGcETQgghhBBCiCxCOnhCCCGEEEIIkUXIFE0hhBBCCCGEcmQVzVQlI3hCCCGEEEIIkUVIB08IIYQQQgghsgiZoimEEEIIIYRQTpKsopma5EbnQgghhBBCCMW8md5F6QgfZDx+s9IRvoqM4IlUoaOXR+kIaSY+1i9Ltw+yfhulfZlfVm9jfKwfulm4fQBxWbyNcbF+GBvZKh0jzbyJ9M7S7YPkNhoaFlA6RpqJinqqdASRTqSDJ4QQQgghhFCOrKKZqmSRFSGEEEIIIYTIIqSDJ4QQQgghhBBZhEzRFEIIIYQQQignUVbRTE0ygieEEEIIIYQQWYR08IQQQgghhBAii5AO3n+It7c3KpWKO3fuKB1FCCGEEEKIZIlJGfORSUkHL4306NEDlUr13qNRo0af3dfW1pbFixeneqZ8+fLx/PlzSpYsmerHTi8DB3TH/ckVIl57cOnCQSpVLKt0pFQxetRgLl86TGiwK/6+d9mzew2FCxdUOlaqy6rv3//Lqm38L/yMZvU29u/XjVs3TxL88jHBLx/z918HaNiwttKxUs2ECcOJi/XTeLi4nFc61jepUaMyu3b/gbvHVd5EetPMscF7dYoUKcjOXb/j//wegUEP+evv/eTNm1uBtCn3ufa9ifT+4MPZuZ9CiVOuRo3K7N69Bk/Pa0RFPcXxX20cN86ZO3dO8/LlI/z973H48BYqVSqrTFiRZUgHLw01atSI58+fazy2bdumWB5tbW1sbGzQ0cmca+u0a9ec+fMmMW36QipVacTdew85cngLlpY5lY72zWp+X5WVKzdQ43tHGjXphK6OLkcPb8XIyFDpaKkmK79/b2XlNv4Xfkazeht9/Z4zdtwsqlRtTNVqTTh77iJ796ylePHCSkdLNfcfPCZvvrLqR61aLZWO9E2MjY1wcXnEsGETP7jdzi4/J0/t5omrB40bdaJK5UbMnr2UmJiYdE76dT7XPnu7ShqPAf1/JjExkX37jqZz0q/3to3OzhM+uN3d3YthwyZSsWID6tZtw9Onvhw8uAkLixzpnFRkJaqkpKTMO/6YgfXo0YOwsDD27dv33rakpCSmTJnC2rVrefHiBTlz5qRt27b8+uuv1KpVi/Pnz79XH2DPnj1MnDgRd3d3cuXKxZAhQxgxYoS6nq2tLf369cPd3Z1du3aRPXt2xo8fT79+yWe6vL29sbOz4/bt25QtW5aEhAT69evHmTNnCAgIIH/+/Dg5OTF06NAUt1dHL0+K90mpSxcOcv3GXYY6jwdApVLh7Xmd5SvWMXfe8jR73fhYv3Rp3/+zsMhBgL8Lteu05u8LV9P89dKjjUq9f5B+76H8jKadrN7G+Fg/dNO5fQAvAu7zyy/TWbd+e5q/Vlwat3HChOG0aN6IipXeH+VKD3Gxfhgb2abZ8d9EetOhQz8OHTyhLlu/YSnxcXH06TM8zV73/18/vdv3b9t3/IapiTFNm3ZOswyGhgXS5NgAUVFPad++Lwc/0UZTUxMCAx/QuPGPnDt3MdVfP6N6M6G90hE+yHjaTqUjfBUZwVPAnj17WLRoEatXr8bNzY19+/ZRqlQpAPbu3UvevHmZOnWqetQP4ObNm7Rv356OHTvi4uLC5MmTmTBhAuvXr9c49oIFC6hYsSK3b9/GycmJgQMH4urq+sEciYmJ5M2bl127dvHw4UMmTpzI2LFj2bkz4/0w6+rqUr58aU6f+VtdlpSUxOkzF6hatYKCydJGtmxmAISEhikbJJX8F96//0Ib/19W+xn9kKzcRi0tLdq3b46xsRFXrt5UOk6qcXCw46n3TVwfX2LjhqXky5c5pip+jeTLPmrj5u7F/v0b8fa+wbnz+z44jTMrsLKyoFGj2mzYsEPpKGlGV1eX3r1/JCzsFS4uD5WOIzKxzDlXL5M4dOgQJiYmGmVjx47FwMAAGxsb6tWrh66uLvnz56dy5coA5MiRA21tbUxNTbGxsVHvt3DhQurWrcuECclD/IULF+bhw4fMmzePHj16qOs1adIEJycnAEaPHs2iRYs4e/YsRYoUeS+frq4uU6ZMUT+3s7Pj8uXL7Ny5k/btM9aZFAuLHOjo6BD44qVGeWBgEEWLZJ1rZCD5n/bC+VO4ePEaDx58uHOe2fwX3r//Qhvfyoo/o/+WVdtYsmRR/v7rAAYG+kREvKFtuz48euSmdKxUce3abXr3GcaTJx7Y2FgxYfxwzp75k7Ll6hAR8UbpeKnOysoCU1MTRowYyNQpC5gwYTb16//Atm2raNyoExfSYWQ9PXXu3Ibw8Dfs339c6SiprnHjOmzcuAwjI0MCAgJp1qwLwcGhSscSmZh08NJQ7dq1WblypUZZjhw5ePPmDYsXL8be3p5GjRrRpEkTHB0dP3lt3KNHj2jRooVGWY0aNVi8eDEJCQloa2sDULp0afV2lUqFjY0NgYGBHz3u8uXLWbt2LT4+PkRFRREbG0vZsmU/Wj8mJua9uf36+vofrS9SbumvMylRogg/1G6ldBQhPui/8DOaVdvo6upBxUoNyGZmSus2TVm7ZjF167XJEp2848fPqr92cXnEtWu38XC/Sru2jukyBTW9qbRUABw+dJJly9YAcO/eQ6pULU+fPp2zXAeva7f27NixL9NcX5gS589fpkqVxlhY5KBnz05s3ryCmjVbEBQUrHS09JOJV6zMiGSKZhoyNjbGwcFB45EjRw7y5cuHq6srK1aswNDQECcnJ2rWrElcXNw3v6aurq7Gc5VKRWJi4gfrbt++nZEjR9K7d29OnDjBnTt36NmzJ7GxsR89/qxZs8iWLZvGY9asWd+c+3NevgwhPj4eK2sLjXIrK0sCXgSl+eunlyWLp9O0ST3qNWiHn99zpeOkmv/C+/dfaCNk3Z/R/5eV2xgXF4eHhze3brswfvxs7t17yJDBfZSOlSZevXqNm5snBR1slY6SJoJfhhIXF8ejx5qdc9fHHuTNYlNTq1evRJEiBdmwPmtOz4yMjMLT8ynXrt1m4MBRxMfH0717B6VjiUxMOngKMTQ0xNHRkV9//ZVz585x+fJlXFxcANDT0yMhIUGjfrFixbh4UfNi24sXL1K4cGH16F1KXbx4kerVq+Pk5ES5cuVwcHDAw8Pjk/uMGTOGV69eaTzGjBnzVa+fEnFxcdy6dY86tb9Tl6lUKurU/o4rV7LG9SNLFk+nZYtG1G/YHm/vZ0rHSVX/hffvv9DGrPwz+tZ/oY3/T0tLC319PaVjpAljYyPs7QsQ8Pzjs1gys7i4OG7evEfhQvYa5Q6F7Hjm46dQqrTRvXsHbt26h4vLI6WjpIus/Hsp0odM0UxDMTExBAQEaJTp6Ohw6NAhEhISqFKlCkZGRmzevBlDQ0MKFEheucnW1pa//vqLjh07oq+vj4WFBSNGjKBSpUpMmzaNDh06cPnyZZYtW8aKFSu+Ol+hQoXYuHEjx48fx87Ojk2bNnH9+nXs7Ow+uo++vr5iUzIXLfmddWsWcfPWPa5fv81PQ/pibGzI+ixwwfXSX2fSqWNLWrfpRXh4BNbWlgC8ehVOdHS0wulSR1Z+/97Kym38L/yMZvU2Tp/+C8eOneXZMz9MTU3o2LElP/xQjSZNf1Q6WqqYM3sChw6fxMfHl9y5bJg4cQQJCYls37FP6WhfzdjYiIIFbdXPbQvko3Tp4oSEhOHr68/ixb+xceNSLly8xl/nL1O/wQ80aVKXRg07Khc6BT7XPkheVbJV6yaMGTNDoZTf5r022ia3MTQ0jODgUEaPHszhw6cICAgkZ87s9O/fndy5rdm797ByoRWQ9JHZZuLrSAcvDR07doxcuXJplBUpUoTZs2cze/Zshg8fTkJCAqVKleLgwYPkzJl8r6ypU6fSv39/ChYsSExMDElJSZQvX56dO3cyceJEpk2bRq5cuZg6darGAisp1b9/f27fvk2HDh1QqVR06tQJJycnjh7NmPeX2bXrAJYWOZg8cSQ2NpbcvfuAps26EBj48vM7Z3ADB3QH4MzpPRrlvXoPY+OmjLeq6dfIyu/fW1m5jf+Fn9Gs3kYrSwvWrV1CrlxWvHoVjovLI5o0/ZHTp//+/M6ZQJ68udi8aTk5c2YnKCiEi5eu8d33jrx8GaJ0tK9Wvnxpjh1/d/3gnLnJC61t3rSb/v1HcvDAcYb+NI4RI52YP38ybm6e/PjjQC5fvqFU5BT5XPsA2rZzRKVSsWvnAUUyfqvy5Utz4sS7k3xz5ybf82/Tpl0MGTKOIkUc6NKlLTlzZickJIwbN+5Sr167LHFdrFCO3AdPpIr0vj9VelLi/lvpLau3UdqX+WX1Nip1H7z0lNb3wVNaWt8HT2lpfR+8jCCt74OntIx8H7yIMW2UjvBBJrP2fL5SBiQjeEIIIYQQQgjlyCqaqUoWWRFCCCGEEEKILEI6eEIIIYQQQgiRRcgUTSGEEEIIIYRyZIpmqpIRPCGEEEIIIYTIIqSDJ4QQQgghhBBZhEzRFEIIIYQQQignSW50nppkBE8IIYQQQgghsgjp4AkhhBBCCCFEFqFKSkqSZWuEEEIIIYQQiogY3lzpCB9ksvCA0hG+ilyDJ1KFjl4epSOkmfhYP/QN8ikdI03FRD9DTz+v0jHSTGyMLwYG+ZWOkWaio30wMbJTOkaaioj0IruJg9Ix0kxohDv2FuWUjpGmPF/epqR1VaVjpJn7L65QI08dpWOkmYt+Z2iSv4nSMdLUEZ8jDLPtqHSMNLPIe7vSEUQ6kSmaQgghhBBCCJFFyAieEEIIIYQQQjFJcqPzVCUjeEIIIYQQQgiRRUgHTwghhBBCCCGyCJmiKYQQQgghhFCOTNFMVTKCJ4QQQgghhBBZhHTwFFCrVi2cnZ2/uL63tzcqlYo7d+6kWaa3bG1tWbx4cZq/jhBCCCGEECL1SQcvDfXo0QOVSvXeY+7cuUybNk3peJnK6FGDuXzpMKHBrvj73mXP7jUULlxQ6Vhf7bvvqrB3z1q8PG8QE/2M5o4N36szceIIvL1uEBbqxtEjW3EoaJv+QVNR7tw2rF/3K8/9XXgV5s6tm6coX7600rG+2nffVWbPnrV4el4nOtoHR8cGGttbtGjEoUOb8fO7S3S0D6VLF1co6depUaMyO3f/gZvHFSIivWjmWF9ju5WVBatWz8PN4wqBLx/y5/71FMxEP6PDRgzg9Pm9+Dy/wxOvq2zethKHQu/fS7BS5XLsP7wJ3xf3eOp/h8PHt2JgoK9A4pQbOqo/ni9vazxOXt4LQJ58ud7b9vbRuHk9hZN/mePX/+T+iyvvPcbNGgnAur0r3ts2ce4ohVOnjJGxIUOnDGLP1W2ccT/Kqv1LKVqmiHq7oZEBw6f/xJ83dnDG/Sibz66lZVdHBRN/WsnKJZm0dhKbrm/iiM8RqjWopt6mraNNzzE9WXFiBXsf72XT9U2MWDSCHNY5PngsHT0dlh5dyhGfI9gXt0+vJnySfeWi9PnjZyZfXcEi7+2UbFBRY7uekT6tp/Rk0uXlzHm8kdEn51O988d/3/qt/+WDx8mSEhMz5iOTkmvw0lijRo1Yt26dRpmlpSXa2toKJcqcan5flZUrN3Dj5h10dHSYPvUXjh7eSqkytYiMjFI6XooZGxlyz+UR6zfsZNfO39/bPmLEQAY59aRPn+F4efswedLPHDq0mTJl6xITE6NA4m9jbp6Nc2f/5Pz5Szg278rLl8E4ONgRFvZK6WhfzcjICBeXh2zYsIOdH3gPjY2NuHTpOnv2HGLlyrkKJPw2RsaG3Hd5xKaNO9m2ffV727ftWE18XDwd2vcj/HUEQ37qzcHDm6lYvn6m+J2s/l1l/vhtM7dvuaCjrc2EySPYu389VSs2UuevVLkcu/9cy6IFqxg9cirx8fGULFWMxEx0rYjrI3e6thmgfp4QnwDAc78XVC6u+cGyU7c29B3cjfOnL6Zrxq/VsVFPtLTenacuVKwgf+xayomDZ9RluzbtY9mc39TPo6Oi0zXjt/pl/kjsi9gx9adZvHzxkoat67Nk+zw61+7Fy4CXDJnkRIUa5Zg6ZCbPnwVQ+YeKjJjpzMuAYC6cvKR0/PcYGBng9dCLEztOMOH3CRrb9A31cSjpwLZft+H50BOTbCYMmDyASWsmMbTZ0PeO1Xtsb0JehFCwRMY52atnZIDfo6dc3XWOXqtHvLe95fhuOFQvweZhywnxDaLo96VpM60Xr16E8uDUTY26P/RuQlJS5vlbIzIW6eClMX19fWxsbDTKatWqRdmyZdVTIW1tbenXrx/u7u7s2rWL7NmzM378ePr16/fBYyYkJNCvXz/OnDlDQEAA+fPnx8nJiaFD3/0B7NGjB2FhYXz33XcsWLCA2NhYOnbsyOLFi9HV1QUgMDCQ3r17c+rUKWxsbJg+fXrafBNSQVPHLhrPe/VxJsDfhQrlS/P3hasKpfp6x0+c4/iJcx/dPmRwb2bPXsrBQycA6NXbmWc+t2jevCG7dh1Ip5Sp5+eRTvj6+tO337t/eN7ezxRM9O1OnDjHiU+8h1u3Jo+UFCiQN50Spa6TJ85z8sT5D25zcLCjSpXyVKrQgEeP3AAY+tN4PL2u0a59czas35GeUb9Ku1a9NJ47DRiNu/c1ypYryaWL1wGYMXscq1dtYPHCdx1cdzevdM35rRLiE3gZGPxeeWJi4nvlDZrU5si+k0S+yfgddIDQ4DCN531+6oaP1zOuX7qlLouOiiY4KCSdk6UOPQM9fmhSk196jefu1XsArF24gRr1q9GqW3N+n7uWUhVLcHT3cW5fvgvAgS2HadHFkWLlimbIDt6Ncze4ce7GB7dFhkcyrvM4jbIVE1aw5NASLHNbEuQfpC6vWKsi5b4vx4wBM6hUp1KaZk6Jx+fu8PjcnY9ut61QmOt7/sLjykMALm87TbUf65K/TEGNDl7u4gWo1acpC5uPZer190+wCfE5MkUzg1iwYAEVK1bk9u3bODk5MXDgQFxdXT9YNzExkbx587Jr1y4ePnzIxIkTGTt2LDt37tSod/bsWTw8PDh79iwbNmxg/fr1rF+/Xr29R48ePHv2jLNnz7J7925WrFhBYGBgWjYz1WTLZgZASGiYskHSgJ1dfnLlsub0mb/VZa9fh3Pt+h2qVimvYLKv16xZfW7euse2ravwfXaHa1eP0avXj0rHEl9JX18PgOjod6PJSUlJxMTGUq1a5pxKZGZmCkDoP39TLCxzUKlyWYKCgjl+aieunlc4dGwrVatVUDBlytna5+fy/ROcu3GQRatmkDuPzQfrlSxTjBKli7Jzy770DZhKdHR1aNamEX9uO6RR3rR1Q/5+eIw/z2/BedxADAwzx/RaAB1tbXR0tImNidUoj4mOoXSlkgC43HjAd/WrY2FjAUD56mXJb5+Xa+c/3InKbIzNjElMTCTidYS6zNzCnJ/m/MSCYQuIicpcM1q8bz6hZL0KZLPODoBDteJY2uXC9e976jq6Bnp0XTKEPRPXEh6UeWe5pFhiUsZ8ZFIygpfGDh06hImJifp548aNP1ivSZMmODk5ATB69GgWLVrE2bNnKVKkyHt1dXV1mTJlivq5nZ0dly9fZufOnbRv315dnj17dpYtW4a2tjZFixaladOmnD59mr59+/LkyROOHj3KtWvXqFQp+ezXmjVrKFas2CfbExMT894UQX399P2HqVKpWDh/ChcvXuPBgw93gjMza2tLAAIDX2qUB74IwtraSolI38zOLj/9+3VlyZLfmTNnKRUqlmXRwqnExcayafNupeOJFHJ19cDHx48pU0fx05CxvHkTxeAhvcibNzc2NpnvZ1SlUjFrzjiuXLrBo4fJI5K2tvkB+GXMT0wYNxuXe4/o+GMr9h3aRPXKjfH0eKpk5C9y5+Z9fh4yES/3p1haW/DTz/3ZcWgtjb5vy5uISI267Tu3xM3Vk1vX7yqU9tvUbfwDptlM2Lf9sLrs8J/H8X8WQNCLlxQu7sCw8YOwLVgA516/KJj0y0W+icLlxgN6DO3KUzcfQoJCqdeyDiUrFMfP2x+ARROWMnrucPbf3El8XDyJiYnMGbVAPeKXmenq69JzTE/O7z9PVMS7UeXhC4ZzZPMR3O65YZU3c/292TN5HR1m9WXy1ZUkxMWTlJjEjjG/4XntsbpOy4nd8L75hPsnb37iSEJ8mnTw0ljt2rVZuXKl+rmxsTGdOnV6r17p0u8Wm1CpVNjY2HxyNG358uWsXbsWHx8foqKiiI2NpWzZshp1SpQooXGtX65cuXBxcQHg0aNH6OjoUKHCu7PRRYsWxdzc/JPtmTVrlkbnEmDSpEmf3Ce1Lf11JiVKFOGH2q3S9XXF19PS0uLmzXtMmDgHgDt3H1CiRBH69u0qHbxMKD4+nh87DWDFyjn4+t8lPj6es2cvcvz4WVQqldLxUmz+oskUK16YxvU7qsu0tJLbsX7tdrZu3gOAy72H/FCrGl26tmPq5PmKZE2J/7+W7vFDN+7cdOHCnSM0bdFAY6RO30Cf5m0as3TB+9eSZhatf3TkwpkrBL14d2Js96b96q/dHnkQ9OIla/csJ1+BPDx76qdEzBSb9tMsxiz4mf23dhEfn8ATFzdO7TtDkdKFAWjbsxUlyhdnVI9xBPi+oGyV0oyYMZSXL4K58fetzxw949LW0WbMijGoULFs3DJ1efOezTE0MWTn8p2f2Dvj+r57IwqULcQfvecS4veSgpWL0WZqL16/COXJxfuUqFeBQtVKML9p5jgJITIu6eClMWNjYxwcHD5b7+11cW+pVCoSP7J6z/bt2xk5ciQLFiygWrVqmJqaMm/ePK5e1bwWLSXH/FJjxoxh+PDhGmX6+vpMn5k+HwyWLJ5O0yb1qF23NX5+z9PlNdPbixfJ1xlYWVkQEPCuk29lbcm9uw+UivVNnj8PVF+r9dbjx260atlEoUTiW925fZ/qVZtiZmaKnp4uL1+GcPb8n9y+5aJ0tBSZu2ASDRvVoUnDTvj7B6jLAwKSfw9dH7tr1Hd19SBvvlzpmjG1hL+OwMvDhwJ2+TTKGzvWw8DQgD93HPrInhlbrrw2VK1Z6bMjcy63kv9+5rPLm2k6eH5P/RncdhgGhgYYmxoRHBjC1JUT8Pd5jp6BHv1/6c2YPhO5fDr5/7/HI08KlShIp/7tM20H723nziqPFWM6jtEYvStTvQxFyxdlv/t+jX2WHFrC2X1nWTh8YXrH/WK6+ro0/bkj6/ov4OHZ2wA8f+xDnuIFqNWvGU8u3qdQ9RLkLGDNzHtrNfbtuXI4ntcfs7zjVCWip49MPB0yI5IOXiZ08eJFqlevrp7SCeDh4ZGiYxQtWpT4+Hhu3rypnqLp6upKWFjYJ/fT19dP9ymZby1ZPJ2WLRpRt367TL9Ax6d4efnw/PkL6tT+jnv3ki/ENjU1oXKlsvz22yaF032dy5dvULiw5jLWhQrZ4+Pjq1AikVpevw4HoGBBW8qXL8W0qRn3A9a/zV0wiaaO9XFs3Bmfp5o/iz5PffH3D8ChsOatExwc7Dj1kcVnMjojY0Py2+blz52HNcrbd2nJ6WPnCQkOVSjZt2nVsRkhL0P56zOLihQtkTzq9aFFZzK66KhooqOiMc1mQuUfKrFixmp0dHTQ1dMl6V8fjBMSEzVWF81M3nbuctvl5pcOvxAeFq6xfdWkVWyct1H9PId1DmZsmcHsQbN5fPvxvw+XoWjp6qCjp0Piv1bGTExMREuV/H6dXrmfK9vPaGwffWI++6ZtfG+VTSE+RTp4mVChQoXYuHEjx48fx87Ojk2bNnH9+nXs7N6/h9PHFClShEaNGtG/f39WrlyJjo4Ozs7OGBoapmHyr7f015l06tiS1m16ER4eob5O7dWrcKKjM9ey15C8hP7/3zPM1jYfpUsXJzQ0jGfP/Fm6bA2//DIEd3cvvLyfMXnSSJ4/f8GBA8eVC/0Nlvz6O3+d38foUYPZvecQlSqWpU/vzjg5jVY62lf73HuYPXs28uXLQ65c1gDq+za+eBGkHqXNyIyNjbAvWED9vECBfJQqXYzQkFf4+vrTqlUTXr4M5tkzf0qULMrceRM5dPAEZ07//YmjZhzzF02hbTtHfuw4gIjwN1hZJS9S8fp1uHrxmKWL/2DMuKHcd3mMy71HdOrcikKF7eneZbCS0b/YmCnDOH38L/ye+WNtY4Xz6AEkJCRycO8xdZ0CdvmoXK08vToOUTDp11OpVLTs2JT9O4+QkJCgLs9XIA9NWjfg79OXCAt9TeHiDoyeOpTrl27x5KH7J46YsVT+oSIqlQofj2fktc3DoAn98fHw4fCOYyTEJ3Dr0h0Gje9PTHQMAb4vKFetDI3bNODXqSs/f3AFGBgZkNs2t/q5dT5r7IvbEx4WTkhgCGNXjcWhpAOTe05GW1ub7JbJi5GEh4UTHxevsZImQNQ/tzR5/vQ5wQHKd9z1jPSxsH23kFHOfFbkLl6AyLAIwvyDcb/ykOZjOhMXHUuobxAFqxanYuua7J+efPI2POjVBxdWCfV/SYhvxv+/ITIO6eBlQv379+f27dt06NABlUpFp06dcHJy4ujRoyk6zrp16+jTpw8//PAD1tbWTJ8+nQkTJnx+RwUMHNAdgDOn92iU9+o9jI2bMt9c/AoVSnPyxC7183nzkq9j3LhpF337DmfBgpUYGxuxfPlszM3NuHTpOo6OXTPlPfAAbt68S7v2fZg+bQzjxjnj7f2MESMns237n0pH+2oVKpTmxIl3P3tv38NNm3bRt+8ImjWrz++/vxvN2rx5OQDTpy9i+vRF6Rv2K5QvX4qjx7ern8+Zm/y3YfOm3Qzo/zM2NlbMmjPun6nEQWzbupfZs5YqFTfFevftDMDhY1s1yp36j2LbluRbXKxasR4DA31mzh6HefZsPHB5TOvm3fH28kn3vF/DJrc1S36bhXn2bIQEh3Lj6h3aNOqmMVLX7scWBPi/4O+zlxVM+vWq1axE7ny5+HPrQY3yuLg4qtasRNd+HTE0MiDAP5CTh86xetHajxwpYzIxM2bAL32xzGXB67Bwzh/5m9Vz1qjvZzjJaRoDxvRl0tJxmJmbEuD3gtVz17BvY8a8nU6h0oWYs3OO+nm/Scm3gzq56yRbFm1R3/h8+fHlGvuNbj8alysZf/p3vtIFGbx9ovp5ywndALi2+zzbRq5k45AlNB3ViS6LB2NkbkKoXxBH5m3n0uaTSkXOMOSef6lLlSTfUZEKdPTyKB0hzcTH+qFvkO/zFTOxmOhn6Olnzvu1fYnYGF8MDPIrHSPNREf7YGL05SP4mVFEpBfZTT5/PXNmFRrhjr1FOaVjpCnPl7cpaV1V6Rhp5v6LK9TIU0fpGGnmot8ZmuTP2tdNH/E5wjDbjp+vmEkt8t7++UoKed2/odIRPshsdeacOZU5J2kLIYQQQgghhHiPTNEUQgghhBBCKEdW0UxVMoInhBBCCCGEEFmEdPCEEEIIIYQQIouQKZpCCCGEEEII5cgUzVQlI3hCCCGEEEIIkUVIB08IIYQQQgghsgiZoimEEEIIIYRQTJJM0UxVcqNzIYQQQgghhGJe9ayndIQPyrbulNIRvoqM4IlUoW+QT+kIaSYm+hkmRnZKx0hTEZFe5DAtpHSMNBMS7oZltiJKx0gzQa9cyZO9hNIx0pRf6AOKWlVSOkaaeRx4nbp5GygdI02d9j3BKNtOSsdIM3O9tzGjQGelY6SZcU+3cCNvS6VjpKmKvvvwLltf6RhpxvbOSaUjiHQiHTwhhBBCCCGEcmSKZqqSRVaEEEIIIYQQIouQDp4QQgghhBBCZBEyRVMIIYQQQgihnESlA2QtMoInhBBCCCGEEFmEdPCEEEIIIYQQIouQKZpCCCGEEEIIxciNzlOXdPDSSY8ePdiwYcN75W5ubjg4OCiQKPMxMTFm8qSRNG/RCCtLC+7cuc+IkZO5efOu0tFSbMTIgTRv0ZDChQsSHRXNlau3mDh+Dm5unuo6+vp6zJo9njZtm6Gvr8fpU38xzHkigYEvFUz+ZZxH9KeZYwMKFbYnOjqGa1dvMWXiPNzdvNR1rKwsmDJ9NLXq1MDExBh3Ny8WzlvJwQPHFUz+5Xr07kSPXp3Inz8PAI8fu7FgzgpOn/oLgH2HNlLj+yoa+6xfu52fh01K96ypYZBzH8ZOGsYfKzcxaezs97Zv2rWKOvW+p1fnIRw/ckaBhClnZWPJyIlDqFmnGgaGBvh4+TJ26FTu330EJN+b7kPmTlnC2uWb0zPqFylVpRQdBrSjUKlCWNjkZGLvyVw8fkm9/bvGNXDs0ozCpQthlt2Mfg0G4PHQU+MYTTs3oU7L2hQq6YCxqTHNi7fizes36d2UD7KrXJQf+jUjbyl7zKyzs6HfAh6cuKHebmKRjSa/dKLw96UxMDPC69pj9k9az0vvAHWdKp3qULZFDfKUsMXA1IiJpXsT/TpSiea8p7pTc4o0qkjOgrmJj47F96YbZ2ZvJ8TzubpOuU61KdGiOjYl7dA3NWR+qb7EfCC/Q52yfPdTK6yK5Sc+Jg6fK4/Y3W9RejbnPZZdG2HZrRH6ea0AiHrig//inbw+ewttcxNyj+hEtppl0ctjQVzwa8KOX8V/3lYSwt9vn7a5KSVOLkIvlwW3i3cmIYP8jJq2a4ZpO0d0clsDEOvxlFe/bSbq4ru/Jfqli2E+uCf6pYpCQiKxrh68cBpDUkwsAFaLp6JXpCDaOcxJeB1O9NXbhC75g4SgYEXaJDIn6eClo0aNGrFu3TqNMktLS43nsbGx6OnppWesTGPVynmUKFGYXr2cee7/gk4/tuLoka2ULVcXf/+Azx8gA/nu+yr8tnoTt27eQ1tHh8lTRrL/4EYqlq9PZGQUAHPmTqBho9p06zKIV6/DWbBwClu2raR+3XYKp/+8GjUqs+b3Ldz+p30TJo9gz751VKvUWN2+lb/NwyybKZ07DCA4OJS27RxZu3EJdWq2xuXeQ4Vb8Hn+fgFMnzwfT4+noFLR8ceWbNy2nDrft8L1sTsAG9fvYM6MX9X7REZFKRX3m5QpV5IuPdrx8L7rB7f3HdiNpKTMdfbVLJsp2w79wdWLN+nbaSghwWHY2ufj1avX6jrflWyksU/NOtWZvng8Jw6dTe+4X8TQyACPh54c3XGcqX+8fyLBwMiA+9fvc/7QeUbMG/7BY+gb6HP93A2un7tB3zG90zpyiugZ6fP8kQ/Xd52j++oR723v/ttwEuISWN93PjERUXzfpwl9N49lfv2fiYuKAUDXUB/X83dxPX+XJqMz1k3X81cpys2Np/C/64GWjja1R7Xnx02/sLreKHV+HUN9PM7fw+P8Per80vGDxynSuBJNZ/fh3NydeF96gJaONpaF86ZnUz4o9nkwfrM2Ee3lD6iwaFcbhzVjeNhoOKhU6Fnn4Nm09US7PUMvjyUFZg9A1zoHnv3nvncs2/mDiXr0FL1cFunfkE+If/GS0F/XEOfjB4BJ8wZYLZ6Cf8eBxHk8Rb90MayXz+LV2m2EzFlOUnwCekXsNUavom/c4dWabcS/DEbHyoLsw/thOX8CAd2dFWqVyIykg5eO9PX1sbGx0SirVasWJUuWREdHh82bN1OqVCnOnj3LwoULWbduHZ6enuTIkQNHR0fmzp2LiYkJAOvXr8fZ2ZkdO3bg7OzMs2fP+O6771i3bh25cuVSH3/t2rUsWLAAd3d3cuTIQZs2bVi2bBkAYWFhjBw5kv379xMTE0PFihVZtGgRZcqUSb9vyhcyMDCgVavGtG3bmwsXrgIwffoimjapR79+XZk8eZ7CCVOmVYseGs8H9PsZb5+blCtXiosXr2FmZkq37u3p1cOZ8+cvAzCw/8/cunOaSpXKcv36nfQPnQLtWmt+MBw0YDRuXlcpU64kl/85k1mpSjlGDpvErZv3AFgwbwUDB/egbLkSmaKDd+KY5of8mdMW06N3JypWKqvu4EVFRmeKEddPMTI2Ytlvcxg1dBI/jez/3vYSJYvSf1B3GtfpwB3X8wok/Dp9hnTnuf8Lxg6dqi7z8/HXqPMyUPOMeZ3GNbl64Sa+T/3SJWNKXTt7nWtnPzzqCHBqz2kArPNaf7TO3jV/AlCmWunUDZcKXM/dxfXch2dsWNjZUKB8YRbU/5kXbr4A/DluLROur6Rc8+pc25H8+3ph7VEA7KsWS5/QKbC9u2ZH5uCI1Qy7vQqbUnY8u/YYgOtrjwGQ/yP5VdpaNJjUjdMzt3J3x7vfx5duyv/Mvjql+bPpN3cLlt0aYVK+CC+3n8Kj3xz1tpinAfjN2YLdr8NAWwsS3i2xaNm1ETrZjPFftINsdSqkW/4vEfXXFY3nYcvWYdquGfqlihHn8ZQcIwfyetufvFq3Q10n/qmvxj6vN+9Vf53wPJBXa3dgtWgy6GhDfEKa5leUTNFMVbLISgawYcMG9PT0uHjxIqtWrQJAS0uLX3/9lQcPHrBhwwbOnDnDqFGjNPaLjIxk/vz5bNq0ib/++gsfHx9Gjhyp3r5y5UoGDRpEv379cHFx4cCBAxrTQdu1a0dgYCBHjx7l5s2blC9fnrp16xISEpI+DU8BHR1tdHR0iI6J0SiPio6mevVKCqVKPWZmpgCEhoYBUK5cSfT09Dh79oK6zpMnnvj4+FG5SnklIn4TM7PkExNhIWHqsutXb9OqTVPMs2dDpVLRuk1T9PX1ufD3VYVSfj0tLS1atmmCkZER16/dVpe3ae/IY88r/HX5IOMnDcfQ0EDBlF9n5rzxnD7xF3+fv/LeNgNDA5b9PpexP08nKJN1ZOs0/J77dx6x+I9ZXHxwnL2nN9OuS8uP1s9pmYMf6n3Hnq370y+k+GI6eroAxP0zzQ0gKSmJ+Nh4bCsVUSrWN9E3NQIgOizii/fJVdIWs1w5SEpMoveRGQy9voyOG0ZliBE8DVpaZG/+HVqGBkTcfPzBKtpmRiRERGp07gwK5SWXc3u8hi6GjD5rQEsL44a10DI0IObeQ7Sym6NfuhgJIWHYbFhMvtM7sfljAfplS3z8EGammDSpQ8zdh1m7cydSnYzgpaNDhw6pR+AAGjduDEChQoWYO1fzzJ2zs7P6a1tbW6ZPn86AAQNYsWKFujwuLo5Vq1ZRsGBBAAYPHszUqe/ORk+fPp0RI0YwdOhQdVmlSsmdoQsXLnDt2jUCAwPR19cHYP78+ezbt4/du3fTr1+/VGp16oiIeMPlyzcYM2Yojx+78+JFEB06tKBqlQp4eHgrHe+bqFQq5sybwKVL13n48AkAVtaWxMTE8OpVuEbdwMCXWFtbfugwGZZKpWLmnPFcuXyDR4/c1OU9u//E2vVL8PS5QVxcHFGR0XT7cRBenj4Kpk2ZYsULc/TkdvQN9HkTEUmPzoN44uoBwJ7dh/B95k/A80CKlyjCxCkjKVjIjp5dhiic+ss1b92YkmWK0bROhw9unzJzNDeu3ebE0Yw5ZfFT8hXIQ6cebVi/aiurF6+jVLkSjJsxgri4OPbtOPxe/ZYdmvIm4g0nDme+tv4XBHr4E+obRONRndg79g9io6L5vncTzHPnxNTKXOl4KadSUX9SV55ddyXoie/n6//DPH/y9W01ndtwcvpmXj0Lokq/pnTZMZ6VtUYQ/UrZa9UMixag6P7ZaOnrkfAmGo++s4l2e799OtlNyTW0PS+3nFCXqfR0sF8+At8ZG4j1f4l+AZv39ssIdB1sybXxV1R6eiRFRRE4fApxnj7ol0oedTUf0I3QRb8R+9gdY8f62Pw2F7+2/Yj3eTfKmn1oH0w7NkfL0JDouw8J/Gm8Us0RmZR08NJR7dq1Wblypfq5sbExnTp1okKF96cYnDp1ilmzZvH48WNev35NfHw80dHRREZGYmSUfFbPyMhI3bkDyJUrF4GBgQAEBgbi7+9P3bp1P5jl7t27REREkDNnTo3yqKgoPDw8PtqGmJgYYv41iva2g5jWevV2ZvXq+Xh73SA+Pp7bt++zY+d+ypcrlS6vn1YWLZ5K8eJFqF8v419b9zXmLZxMsWKFaNJA83qXseOdyZbNjJbNuhEcHErTZvVYu2EJTRp24tE/Hd2Mzt3Ni9rft8TUzJTmLRqydNUcWjTpwhNXDzat36mu9+jhE168COLPgxuwtcuHt9czBVN/mdx5bJg66xc6te5LzP+NirxVv3FtanxfhQY/tFUg3bdTaWnx4O4jFs1MPmn26P4TChW1p2P31h/s4LXp1JxDe44R+4HvhVBeYnwCGwcsot3cfky59wcJ8Qm4X7zP47O3QaVSOl6KNZrWA8vCednYdurnK/8flVbyxKyLy/bhejR5SuShkasZcmUpxZpW4fZWZRdAivbw42HDYWibGpO9aTVsF/2Ea9txGp08LRNDHDZOINrtGf4Lt6vL8/zSlWg3X0L2Zuyp4HHevvh3GICWiTFG9b7HYurPBPQZAVrJP4fhew4TsT95MbFYVw8MK5fDpEVDwpauVR/j1YadhP95FJ3c1pj374rF9NEEDsninTy50Xmqkg5eOjI2Nv7gipnGxsYaz729vWnWrBkDBw5kxowZ5MiRgwsXLtC7d29iY2PVHTxdXV2N/VQqlXqhA0NDw09miYiIIFeuXJw7d+69bebm5h/db9asWUyZMkWjbNKk9FkV0NPzKfXrt8PIyBAzM1MCAgLZvGkFXl6ZZ8Tn3xYsnEKjxnVoWL8D/n7vFooJfBGEvr4+2bKZaoziWVlZ8OJFkBJRv8qc+RNp2Kg2TRv9qLEQjq1dfvoN6Eb1So15/M/1ag/uP6Zq9Yr06deFEc4TlYqcInFxceoRx3t3HlC2fCn6DezGSOf3fydu3Ui+dsjOvkCm6OCVKlMcSysLjp3bpS7T0dGhavWK9OjbiY1rd1DALh+PvC9r7Pf7xsVcvXyTdo490ztyigS9eIm7q+YKkh5u3jRoVue9uhWqlMW+kC3D+o1Nr3jiK/jd92JxkzEYmBqiravDm5BwBu+bhu89z8/vnIE0nNqdQnXLsbH9NMIDUnbJRERgGABB/3fNXUJsPGE+gWTLk/Mje6WfpLh4Yv5Z1TTSxQPjMoWw7u3I01+ST35rGRtQePMkEiOicO8zm6T/m5ZoVqM0hkXzU6Fp9eSCf/rtZe9t5PnSXfgv2E6GEB9P/LPk63ljH7mhX6IIZj+24tXa5Ovu4jyealSP8/JBJ5eVRlli2GsSw14T7+NHkKcP+U5sQ790MWLuPUqfNohMTzp4GdDNmzdJTExkwYIFaP1zNm7nzp2f2UuTqakptra2nD59mtq1a7+3vXz58gQEBKCjo4Otre0XH3fMmDEMH665+pq+vj6zZq9JUb5vERkZRWRkFObm2ahfvyZjx81Mt9dOTQsWTsGxeQMaN+zE039dZH379n1iY2OpVasG+/cnX1RfqJA9+fPn4drVW0rETbE58yfS1LE+zZt0wedf7Xt7LVriv66hSExIREsr851tf0tLSwv9j6yCW/Kf6TkvAjJHB/3CX1eoU72FRtnCZTPwcPNk+ZI1hASHsXm95t+lM5f2M3nsHE4eO5eOSb/O7Wt3sXMooFFma58ff9/3V+Rt27kF9+88xPWB23vbRMYTHZ68Wq2FrQ15S9lzfEHK/n8qqeHU7hRpWJFNHabz6lnK/1Y8d/EiPjqWnAVz4XsjeSaElo422fJa8so3A14nq6VC9c/1k1omhhTeMomk2Hjce84gKSZOo6pHvzmoDN79fTUu44Ddwp943HosMU8z8EraWipUenrE+wcQH/gSXVvN6yF1CuTVuI3Ch/YH1N8nIb6EdPAyIAcHB+Li4li6dCmOjo4ai6+kxOTJkxkwYABWVlY0btyY8PBwLl68yJAhQ6hXrx7VqlWjZcuWzJ07l8KFC+Pv78/hw4dp1aoVFStW/OAx9fX1021K5r/Vr/cDKpWKJ24eFCxoy6yZ43B19WDDhszzz/utRYun0q59Czq270d4RARW1slLPb9+FU50dAyvX4ezccNOZs0ZT2hoGK/DI5i/YDJXrtzM8CtoQvK0zLbtHOnccSAR4W+wsvqnfa+T2+f2xBMPd28WLpnGxHGzCQkJo2mzetSqU4OO7TLW9Z8fM37ScE6f/Atf3+eYmBjTpl0zanxXmfate2Nrl4/WbR05dfI8oSFhFC9RhGmzxnDpwjUePvjwrQYymjcRkbg+ctcoi4yMJDTklbr8Qwur+Pk+55mP8iv2fc761dvYdngN/Yf24OiBU5QuV4L2XVsxcaTmCSNjE2MaOtZlzuTFygRNAQMjA/LY5lY/t8lnQ8Hi9oSHhRPoH4SpuSlWuS3JaZM8kpOvYD4AQoJCCQ0KBSC7ZXZyWGZXH8e+qB2REZEE+gcRHhaOkvSM9Mlp++66qxz5LMlVvABRYRGE+QdTqkkV3oS8JswvGJui+Wg+qTsPTlzH7W8X9T4mltkwtTTH4p/rt2yK5CPmTTRhfi+JUvj6tEbTe1CieXV29V1I7JtojC2zARDzOpL4fzo7xpbZMLE0J4dt8kqoVkXyEfsmmld+L4l+9YbYiChubTlNzWFtee0fwiu/l1Tr3xSAR4eVXcAqzy9deHX2FrF+L9E2MSRHy+8xrVYSt85Tkjt3WyejZaiPx0+z0TI1QuufRWbig19DYuJ7nTjdHGYARLv7Zpj74JkP6UXUxeskBASiMjLEuHEdDCqW4YXTGABeb9iJ+YDuxD7xJNbVAxPH+uja5iNoZPJUXL2SRdEvUYSYO/dJeB2Obt7cmA/qQZyPH9F3s/bondzoPHVJBy8DKlOmDAsXLmTOnDmMGTOGmjVrMmvWLLp165ai43Tv3p3o6GgWLVrEyJEjsbCwoG3b5OtlVCoVR44cYdy4cfTs2ZOgoCBsbGyoWbMm1tYfX0JbSWbZTJk+7Rfy5LEhJCSMffuOMnHSXOLj45WOlmJ9+3UF4NgJzSkl/fuNZMvmPQCMHjWNxMQkNm9dqb7RubPzhHTP+jV69+0MwKFjWzTKBw0YzbYte4mPj6dD2z5MmvIzW3euxtjYCC/Ppzj1H8WpExn7+oq3LCxzsmzVHKxtrHj9OpyHD1xp37o3589eInceG36oVY3+Tt0wMjLC3+85hw6cYOG8FZ8/sEgX9+88ZEiPnxk+bhBOI/rg6+PPrAkLObTnmEa9pq0aoFKpOLz3uEJJv1yRMoVZuGu++rnT5AEAHN95grnD51O9flVGLfpZvX3CynEAbFi4iY0LNwHg2LUZ3Yd3VddZvHchAHOHzeP4rpNp3oZPyVvangHb303fdpyQ/D/xxu7z7By5CjMrcxzHd8XEIhvhgaHc3Ps3p5fu1ThGtc71qO/87rpRp12TAdgxciU3d/+V9o34hApd6wPQdafm3/mDI1Zz759s5TvXpeawNupt3XZPfK/O6ZnbSExIpPmigega6OF3x50tnWYofkN3HQtz7BY7o2uVnYTwN0Q9eopb5ym8/vsuptVKYlI+ebXTUhc1T2jfq9qPWN9AJSKnmHYOcyynj0LbIgeJEW+IfeLFC6cxRF9JnnnzesufqPT0yDFyAFrZTIl94smLAaOJ902+mX1SdDRGdWtgPrAbWoYGxL8MJuriDV79sQXi4j710kJoUCVltrvTigxJ3yCf0hHSTEz0M0yM7JSOkaYiIr3IYVpI6RhpJiTcDctsmXOp9C8R9MqVPNk/vtR2VuAX+oCiVpn/ligf8zjwOnXzNlA6Rpo67XuCUbYZ6+biqWmu9zZmFOisdIw0M+7pFm7kbal0jDRV0Xcf3mXrKx0jzdjeUfYkzaeEtquldIQPyr7rnNIRvoqM4AkhhBBCCCGUI6topiq50bkQQgghhBBCZBHSwRNCCCGEEEKILEKmaAohhBBCCCEUI6topi4ZwRNCCCGEEEKILEI6eEIIIYQQQgiRRcgUTSGEEEIIIYRyZBXNVCUjeEIIIYQQQgiRRUgHTwghhBBCCCGyCFVSUpIsWyOEEEIIIYRQRLDjD0pH+KCcB88rHeGryDV4IlUYGhZQOkKaiYp6ir5BPqVjpKmY6GdkMymodIw08yrCgxymhZSOkWZCwt2wy1lG6Rhpyiv4LoUsKygdI824Bd2kYb7GSsdIU8efHWVdni5Kx0gzPf02cyNvS6VjpJmKvvuIXNxf6Rhpysh5NXEvPZWOkWZ0LeyVjiDSiUzRFEIIIYQQQohUNHv2bFQqFc7Ozuqy6OhoBg0aRM6cOTExMaFNmza8ePFCYz8fHx+aNm2KkZERVlZW/Pzzz8THx6fotaWDJ4QQQgghhFBOYgZ9fKXr16+zevVqSpcurVE+bNgwDh48yK5duzh//jz+/v60bt1avT0hIYGmTZsSGxvLpUuX2LBhA+vXr2fixIkpen3p4AkhhBBCCCFEKoiIiKBz5878/vvvZM+eXV3+6tUr1qxZw8KFC6lTpw4VKlRg3bp1XLp0iStXrgBw4sQJHj58yObNmylbtiyNGzdm2rRpLF++nNjY2C/OIB08IYQQQgghhPiXmJgYXr9+rfGIiYn55D6DBg2iadOm1KtXT6P85s2bxMXFaZQXLVqU/Pnzc/nyZQAuX75MqVKlsLa2Vtdp2LAhr1+/5sGDB1+cWzp4QgghhBBCCMUkJWbMx6xZs8iWLZvGY9asWR9tx/bt27l169YH6wQEBKCnp4e5ublGubW1NQEBAeo6/9+5e7v97bYvJatoCiGEEEIIIcS/jBkzhuHDh2uU6evrf7Dus2fPGDp0KCdPnsTAwCA94n2UjOAJIYQQQgghxL/o6+tjZmam8fhYB+/mzZsEBgZSvnx5dHR00NHR4fz58/z666/o6OhgbW1NbGwsYWFhGvu9ePECGxsbAGxsbN5bVfPt87d1voSM4H2hgIAAZs2axeHDh/H19SVbtmw4ODjQpUsXunfvjpGRkdIRs5QaNSozbFh/ypcvRa5c1rRv35eDB0+ot//223y6dm2nsc+JE+do0aJ7ekf9Kt99V4Xhw/pTrlxpcue2pl27Phw4eFyjzsSJI+jVsxPm5tm4fPk6Q4aMxd3DW5nAKTR8xAAcmzekUGF7oqNjuHrlFpMmzsHdzUtd59DRLXz/fVWN/dau2cqwoRPSO26KOY/oTzPHBur2Xbt6iykT52m0z8rKginTR1OrTg1MTIxxd/Ni4byVHDxw/BNHzjiGjhqA8+iBGmUebl7Uq9oSgBkLJlDjhypY21jy5k0kt67fZfaUxXi6ead/2K9kbWPJzxN/ombd6hgaGvDUy5dffprM/buPAGjQtDadurelRJmiZM9hTvPanXh0/4nCqT+uZJWStOvflkKlHchpnZPJfaZy+fhl9fYajarTtGtTCpVywCy7GQMbDsLzoeY9v3IVyEXf8X0oUakEunq63Dx3g+UTVxL2MiydW/O+UoMdKdC4EuYOuYiPjiXwhhs3Zu7gtcdzdZ1Gu8aRq3oxjf0ebzrN5V/WAaCf3YSaS53IUSwf+tlNiA5+jc/xm9ycvYu4iKh0bc+/WXZthGW3RujntQIg6okP/ot38vrsLbTNTcg9ohPZapZFL48FccGvCTt+Ff95W0kIjwRA29wU+2XDMCxqi052U+KDXxF24iq+szeTqHDbPkSnYkP0vmtN3O3TxJ3fCYAqmwW637dFO7cDaOuQ8PQBsee2Q2S4ej89Rye0LPOhMjKFmEgSfB4Rd2EvSW9eKdUUDS+CXrJwxVouXLlBdHQM+fPmZtrYYZQsVvi9ulPmLmXX/iOM/qkfXTu0UpcPHjWZx+6ehISGYWZqQtWK5Rg+sBdWljnTsynp6xtWrMwo6tati4uLi0ZZz549KVq0KKNHjyZfvnzo6upy+vRp2rRpA4Crqys+Pj5Uq1YNgGrVqjFjxgwCAwOxskr+W3Dy5EnMzMwoXrz4F2eRDt4X8PT0pEaNGpibmzNz5kxKlSqFvr4+Li4u/Pbbb+TJk4fmzZun+LixsbHo6emlQeLMz9jYCBeXR2zcuJMdO377YJ3jx8/Rv/9I9fPPXfSakRgbGXLP5RHrN+xk187f39s+YsRABjn1pE+f4Xh5+zB50s8cOrSZMmXrZop21viuCr//tplbt+6ho63NxMkj+XP/BqpUbEhk5LsPGuvXbWfGtEXq51FR0UrETbEaNSqz5vct3L55D20dHSZMHsGefeuoVqmxun0rf5uHWTZTOncYQHBwKG3bObJ24xLq1GyNy72HCrfgy7g+cqdL637q5wnxCeqv7999yP7dh/HzDcA8uxnOowaycfcqapZrQmJixv9PbZbNlO2H13L14g36dPyJkOBQbO3z8/rVuw+ShkaG3Lx6hyMHTjJzUcY/8WBgaIDnI0+O7zzBpN/fz2tgZMCDaw/46+BfDJvn/N52fUN9Zm6ZgedDT0Z3/AWA7iO7MnXdZIY2H0ZSUlJaN+GTbKoW4/GGk7y844lKR5sKv7Sn4dbR/FlrNPFR7/4uum4+w+35e9TP46PerTyXlJiIz4mb3Jq7i+jg15jZ2VB1RneqmZvw1+AV6dqef4t9HozfrE1Ee/kDKiza1cZhzRgeNhoOKhV61jl4Nm090W7P0MtjSYHZA9C1zoFn/7lvG0fY8Wv4zd1CfPBr9G1zkX9GPwrMNsVr8EJF2/ZvWtYF0ClVk8SgZ+8KdfTQb+VM4ktfovck59Wt3gL95oOI2T4HSP75S/R1Jf76UZLevEJlYo7u923Ra9qfmJ1zFWiJplevw+k6YASVy5dh1YJpZDfPxtNnfpiZmrxX99T5i9x78Bgri/c7bZXLl6Fvtw5YWuTgRVAw85f9wbDxM9iyOmO9j0KTqakpJUuW1CgzNjYmZ86c6vLevXszfPhwcuTIgZmZGUOGDKFatWpUrZp8wrtBgwYUL16crl27MnfuXAICAhg/fjyDBg366Mjhh0gH7ws4OTmho6PDjRs3MDY2Vpfb29vTokUL9T+9sLAwRo4cyf79+4mJiaFixYosWrSIMmXKADB58mT27dvH4MGDmTFjBk+fPiUxMRGVSsWqVas4ePAgZ86coUCBAqxduxZLS0v69OnD9evXKVOmDJs2baJgwYIAeHh4MHz4cK5cucKbN28oVqwYs2bN0liZx9bWln79+uHu7s6uXbvInj0748ePp1+/5A9sderUoXjx4ixbtky9T1BQEHny5OHo0aPUrVs3zb+3H3PixDlOnDj3yTqxsTG8eBGUPoFS2fET5zj+ifYNGdyb2bOXcvBQ8qhlr97OPPO5RfPmDdm160A6pfx6bVr11Hg+cMAoPL2vU7ZcSS5dvK4uj4yMIjDwZXrH+2btWvfWeD5owGjcvK5SplxJLv/TvkpVyjFy2CRu3bwHwIJ5Kxg4uAdly5XINB28hPh4XgYGf3Dbto3vPkD7PfNnwcxlHP17N3nz58bH2ze9In61fj/14Ln/C375aYq6zNfHX6PO/l1HAMiTL1e6ZvtaN87d4Ma5Gx/dfnrvGQCs/xkh+rcSlUpgndeKQY0GExmRPCo0b9gC9tzfRdkaZbh94U6qZ06Jk100P8D/7byaH11WkrO0LS+uuqrL46NjiQr68GhO7KtIXDeeVj9/4xfM4w2nKDWwadqEToFXp65rPPebuwXLbo0wKV+El9tP4dFvjnpbzNMA/OZswe7XYaCtBQmJJLx6Q9CmY+o6sX5BBG08is2AVmQouvroNepN7KlN6FZpoi7Wyl0QlVlOYrdOh9jkk32xx9dhOHARWvmKkPjsMQDxt9+9f0nhIcTfOIae40DQ0gKFTy6t3bILGytLpo97d81W3tzvT6t7EfSSWYtWsnrhDJx+fv/+Zt06vnvPcttY06dLe34aM5W4+Hh0deSje2a2aNEitLS0aNOmDTExMTRs2JAVK96dXNLW1ubQoUMMHDiQatWqYWxsTPfu3Zk6dWqKXkeuwfuM4OBgTpw4waBBgzQ6d/9PpVIB0K5dOwIDAzl69Cg3b96kfPny1K1bl5CQEHVdd3d39uzZw969e7lz5466fNq0aXTr1o07d+5QtGhRfvzxR/r378+YMWO4ceMGSUlJDB48WF0/IiKCJk2acPr0aW7fvk2jRo1wdHTEx8dHI9uCBQuoWLEit2/fxsnJiYEDB+LqmvyPsE+fPmzdulVjRGjz5s3kyZOHOnXqfPP3Lq19/31Vnj69yd27Z1iyZDo5cpgrHSlV2NnlJ1cua06f+Vtd9vp1ONeu36FqlfIKJvt62cxMAQgN1fzQ1b5DczyfXufytaNMmjwSQ0NlL0r+WmZmyWdnw0LC1GXXr96mVZummGfPhkqlonWbpujr63Ph76sKpUw5W/sCXHlwkvM3D7No1Uxy5/nw/H9DI0Pa/tgCH29fnvt9+SpfSqrbsCb37zzk1zVzuPLwJPvPbKF9lwz2QTid6erpQhLExcapy+Ji4khKTKJEpRIKJvswPbPkSyNiwt5olBdsVZ1OLitpeXoWFX5pj7bBx2fKGFqbU6BxJQIuP07TrCmmpUX25t+hZWhAxM0PZ9M2MyIhIhISPtyp0bXOTvbG1Qi/cj8tk6aYXu1OJHi5qDtsb6m0dYEkSIh/V5gQD0lJaOdx+PDB9I3QLlqFRH9PxTt3AGcvXKFE0UIMHz+Dmk070rbHIHYfOKpRJzExkTFT59Pjx7Y42Bf47DFfvQ7n0ImzlC1VLEt37pReLfNjj2917tw5Fi9erH5uYGDA8uXLCQkJ4c2bN+zdu/e9a+sKFCjAkSNHiIyMJCgoiPnz56OTwvc+6/6kpBJ3d3eSkpIoUqSIRrmFhQXR0clnmAYNGoSjoyPXrl0jMDBQPYQ6f/589u3bx+7du9WjZrGxsWzcuBFLS0uN4/Xs2ZP27dsDMHr0aKpVq8aECRNo2LAhAEOHDqVnz3ejImXKlFGPDEJyB/HPP//kwIEDGh3BJk2a4OTkpD7uokWLOHv2LEWKFKF169YMHjyY/fv3q197/fr19OjRQ91p/beYmJj3pgimZMg4tZw8eZ79+4/h7f0Me/sCTJkyiv37N/DDD60yxfSwT7G2Tv7Z+PfIVuCLIKytP3zmPSNTqVTMmjOey5du8Ojhu+uXdu88yDMfP54HvKBEiaJMmTaKQoXt6fKjk4JpU06lUjFzzniuXL7Bo0du6vKe3X9i7folePrcIC4ujqjIaLr9OAgvT59PHC3juHPThZ8HT8DT3Rsra0t+GtWfnYfX0fC7Nrz5Z3SnS6/2/DJpGMYmRni4edG1TX/i4uI/c+SMIV+BPPzYoy1rV21h1eK1lCpbnAkzRxIXF8efOw4pHU8Rj289Jjoymt5jerFuznpQQe8xvdDW0SaHVQ6l42lSqagypQsvrrkS5vpuxNhz3yUifF8S9SKU7MXyU3FcR7IVzMWZvks0dv9h+SDyNyyPjqE+PiducfHnP9K7BR9kWLQARffPRktfj4Q30Xj0nU202/sj4jrZTck1tD0vt5x4b5vdsuGYN6yCtqE+YSeu4f3z8vSI/kW0C1dEyyo/0dtmvrctIcAT4mLR/a41cRf/BFToftcalZY2GGfTqKv7XWt0ytRCpatPwnNPYvYve+94SvD1D2DHvsN069Cavt06cP/RE2YtWoWujg4tmtQHYM3mXWhra9GlXYtPHmvhijVs23OQqOgYypQoyvJ5Uz5ZX4j/Jx28r3Tt2jUSExPp3LkzMTEx3L17l4iICHLm1JxLHRUVhYeHh/p5gQIF3uvcAZQuXVr99dv7XZQqVUqjLDo6mtevX2NmZkZERASTJ0/m8OHDPH/+nPj4eKKiot4bwfv/46pUKmxsbAgMDASSzyJ07dqVtWvX0r59e27dusX9+/c5cODjUwBnzZrFlCmaf2QmTZr00fppZdeug+qvHzxwxcXlEY8eXaBmzWqcO3cx3fOIj1uwaArFihemUf0OGuXr121Xf/3wwRNevAji4OHN2Nnlx8src3SCAOYtnEyxYoVo0qCTRvnY8c5ky2ZGy2bdCA4OpWmzeqzdsIQmDTtpdHQzqvOn3/0ePX7oxu2bLly4e5SmLRqyc8ufQPIUxgvnrmBlbUHfQd1ZtmYebZt0JzYm9mOHzTBUWlrcv/OQhTOSP/w+dHGlcDEHOnVv85/t4L0KecX0gTMZMnMwLXo1JykxibP7z+F2z03x6+/+rdrM7pgXycuRVtM0yp9sOav+OvSxL1GBYTTaORbTAlaEPw1Ub7s2eTN3Fu7FzD4XFca0p9KkzlwZuz694n9UtIcfDxsOQ9vUmOxNq2G76Cdc247T6ORpmRjisHEC0W7P8F+4/b1jPJuylueLdqBvn5u8v3Ql38Re+IxbnZ7N+CCVSXb0fuhA9J+LNUfp3oqKIObwavTqdEanbG1ISiLB9TqJL57Cv37+4m4cJ/7+BVRmOdGt0gz9hj0zRCcvMTGJEkUL4TygBwDFCjvg5vmUnfuO0KJJfR48dmPzrv3sWrv0oyfS3+r5Y1taN2uIf0AgK9dtYcy0+ayYN+Wz+wkB0sH7LAcHB1QqlXpa41v29vYAGBoaAslTJnPlysW5c+feO8b/39DwY9M8dXV11V+//eX9UNnb0amRI0dy8uRJ5s+fj4ODA4aGhrRt25bYWM0PVv9/jLfH+f8Rrj59+lC2bFl8fX1Zt24dderUoUCBj08Z+Nj9QObMWffRfdKDt/czgoKCKViwQKbv4L29rtDKyoKAgHcfSKysLbl394FSsb7KvAWTaNioDk0adsTf/9NT925cvwOAvX2BTNPBmzN/Ig0b1aZpox812mdrl59+A7pRvVJjHj92B+DB/cdUrV6RPv26MML5/WsuMrrw1+F4eTylgH2+d2XhEYSHR+Dt6cPtG/e443GBhk3rcHDvsU8cKWMIevES9ydeGmUeT7xo0CzjT09PS7f+ukXP73phlt2MhIQE3rx+w7abW3h+4Pnnd04nVad3I1+9chxpPZ3I5yGfrBt0K/kEq6mttUYHLyroFVFBr3jl8ZyYsAia7pvI3cX7iAoMS8von5UUF0+Md/LfkkgXD4zLFMK6tyNPf1kJgJaxAYU3TyIxIgr3PrNJ+r+Fj96KDwojPiiMaA8/EsIiKPrnLJ4v2UlcYGi6tuXftKzzozI2w+DHceoylZY2WnkKoVOmFlFLB5Ho84jo9ePBwDh5flxMFIZ955L05F/Xake/ISn6DUlhgcSGPMewzxy0ctmT+NwTJVnmzEFB2/waZfa2+Tj1z+eSW3fvExIaRv023dTbExISmbfsDzbt3MeJPRvU5dnNs5HdPBu2+fNib5uPeq26cffBY8qW1FwlVogPkQ7eZ+TMmZP69euzbNkyhgwZ8tEOWvny5QkICEBHRwdbW9s0z3Xx4kV69OhBq1bJ14xERETg7e2d4uOUKlWKihUr8vvvv7N161aNBVc+RF9fX5EpmZ+TJ48NOXNm1+gQZVZeXj48f/6COrW/494/i3GYmppQuVJZfvttk8Lpvty8BZNo5tiApo078/Tp5xfdKFU6efnfzPIezpk/kaaO9WnepAs+/2rf22sJE/911jkxIREtrcx59tXI2JACtvnYt/PwB7erVCpUKtDTzxwrA9+6dhc7B82TWbYF8+P/LON0ZJT0OvQ1AGWql8HcwpwrJ68onChZ1endyN+oIsfazSDi2ecX2cpRIvnD9qc6bqp/fie19TLgRyItFSq95BO1WiaGFN4yiaTYeNx7ziApJu4zOyfvD6iPoaQEn8dEbdKcAaRXvztJoQHE3TiuOUoXnXxdpVbeImBkSoLn3Y8f+O2Ilrby71+50sXx9tH8f/DUx49cNsmXVzg2qkvVSuU0tvcfNh7HRnVo2aTBR4+blJj8vYmN/YL3PJNKjevdxDvK/zZkAitWrKBGjRpUrFiRyZMnU7p0abS0tLh+/TqPHz+mQoUK1KtXj2rVqtGyZUvmzp1L4cKF8ff35/Dhw7Rq1YqKFSumaqZChQqxd+9eHB0dUalUTJgw4auvPevTpw+DBw/G2NhY3WFUmrGxEQUL2qqf29rmo3Tp4oSGhhESEsa4cc7s23eUgIAg7O0LMGPGGDw8vDl58i/lQqfAp9r37Jk/S5et4ZdfhuDu7oWX9zMmTxrJ8+cvOJBJ7qG2YNEU2rZrzo8d+xMRHoGVlQWQvFhMdHQMdnb5adu+OSePnyMkJJQSJYsya/Y4Lly4yoMHrp85uvLmLZxM23aOdO44kIjwN++1z+2JJx7u3ixcMo2J42YTEhJG02b1qFWnBh3b9fvM0TOGsVOGc/r4eXyfPcfaxpJhvwwkISGBA3uOkq9AHpq1asjfZy8T8jIUm9zWDBzai+joGM6dvKB09C+ybtUWdhxZxwDnnhzZf5Iy5UrSoWtrJoyYoa6TzdyM3HltsLJJnlb/tkMYFBj80dVFlWRgZEBu29zq5zb5rLEvbk94WDhB/kGYmptgmduKnNbJlxLkK5gXgNCgUEKDkkd3GrSvj4/bM16FvKJY+aIMnDKAP//4E19Pv/Rv0L9UndkD+5bVON1rEXER0RhaJl+XFRseSUJ0HKYFrLBvVR3f03eICY0ge7H8VJ7cmYDLjwh9lLwcf946ZTCwyMbLu57Ev4nGvEheKo3vxItrrkT4Kruib55fuvDq7C1i/V6ibWJIjpbfY1qtJG6dpyR37rZORstQH4+fZqNlaoSWafIiM/HBryExkWx1KqBjkY03d91JfBONYeF85B3fg/BrD4n1zQAnzuJiSArWXKmW+Jjkkbh/yrWLVycp5DlJUeFo5SqI3g/tib91mqTQ5Bs9a9nYomVtS4K/O0RHospmiW715iSGBSo+egfQtUNLuvYfwW8bttOobk1cHrqy+8BRJo36CQDzbGaYZzPT2EdHRxuLHNmxK5D8+3jvwWPuP3pC+dIlMDMz4Znfc5b+vol8eXJRtmTRdG+TyJykg/cFChYsyO3bt5k5cyZjxozB19cXfX19ihcvzsiRI3FyckKlUnHkyBHGjRtHz549CQoKwsbGhpo1a6qvqUtNCxcupFevXlSvXh0LCwtGjx7N69evv+pYnTp1wtnZmU6dOmFgkDFWMSxfvjQnTuxQP587N3lK26ZNu/jpp3GULFmUzp3bYG5uxvPnLzh16m+mTl3w3hTVjKpChdKcPLFL/XzevOTrGDdu2kXfvsNZsGAlxsZGLF8+G3NzMy5duo6jY9dMcQ88gD59uwBw5Ng2jfKB/UexdcseYmPjqFW7Ok5OPTAyNsLP9zkH9h9n3tyMsxjAp/Tu2xmAQ8e2aJQPGjCabVv2Eh8fT4e2fZg05We27lyNsbERXp5Pceo/ilMnzisROcVscluz5PfZmGc3JyQ4lBtXbtO6YVdCgkPR0dWhUtXy9OrfBTNzM14GBXPt0k3aNu5G8MtPT5nLKFzuPGRQ95GMGD+YwSP64uvjz4zxCziw592Kd3Ub/cCcpZPVz5f8PhuAX+euZum8D9+fU0mFSxdi3q53txIYMKk/ACd2nWTB8IVUrV+VkQtHqLePXTEGgE0LN7N5UfLPcl77vPQc3QNTc1Ne+L5g29Lt7P39z3RsxccV6558G6Ame8ZrlP89bDXuO/8mMS6e3N+VoHifhugY6hP5PISnR65zd8l+dd346FiKdK5F5cmd0dbT5c3zYJ4euYHL8oMoTcfCHLvFzuhaZSch/A1Rj57i1nkKr/++i2m1kpiUT17srdTFVRr73avaj1jfQBKjY7D8sQH5JvVGS1+HWP+XhB69QsDyvUo056toZbdGp0ZLMDAm6XUwcdeOEn/7lHp7Ulws2g7l0K3qCLr6JL15RcLTB8Rf/f3D1/Wls1LFirB41gSWrFrPqvVbyZPLhtFD+9Os4ZdP/TYw0OfU+UssX7OZqOhoLHPmoEaVCvSfNkbunSy+mCopo105LdKdt7c3BQsW5Pr165Qv/3XL8Bsafn6p38wqKuop+gb5Pl8xE4uJfkY2k4JKx0gzryI8yGFaSOkYaSYk3A27nGU+XzET8wq+SyHLCkrHSDNuQTdpmK+x0jHS1PFnR1mXp4vSMdJMT7/N3MjbUukYaaai7z4iF/dXOkaaMnJeTdxL5UcC04quhb3SET7qRe0flI7wQdZnM8dJ2X+TEbz/sLi4OIKDgxk/fjxVq1b96s6dEEIIIYQQImOQG53/h128eJFcuXJx/fp1Vq1a9fkdhBBCCCGEEBmajOD9h9WqVSvD3dtICCGEEEL8xyRlzhWmMyoZwRNCCCGEEEKILEI6eEIIIYQQQgiRRcgUTSGEEEIIIYRi5EbnqUtG8IQQQgghhBAii5AOnhBCCCGEEEJkEXKjcyGEEEIIIYRinn9XW+kIH5TrwlmlI3wVuQZPpAodvTxKR0gz8bF+Wbp9kNxG3Szcxrgs/h7Gx/qhb5BP6RhpKib6GXr6eZWOkWZiY3zJZlJQ6Rhp6lWEBxZmhZWOkWZevn6CvUU5pWOkGc+XtylmVVnpGGnqUeA1KuWuqXSMNHPd/y+lI4h0IlM0hRBCCCGEECKLkBE8IYQQQgghhGJkFc3UJSN4QgghhBBCCJFFSAdPCCGEEEIIIbIImaIphBBCCCGEUExSkkrpCFmKjOAJIYQQQgghRBYhHTwhhBBCCCGEyCKkg5cOAgICGDp0KA4ODhgYGGBtbU2NGjVYuXIlkZGRSsfLFEaPGszlS4cJDXbF3/cue3avoXDhrHPPqKzevn/7+edBxMX6sWD+FKWjpJr/wntoYmLM/HmTePLkMmGhbpw7+ycVKpRROlaqeeJ6mdgY3/ceS5ZMVzraVxk+YgBnz/+J7/O7uHtdY8u2VTgUstOoc+joFl5FeGg8Fi2ZplDilOnZuxPnLx3Ay/cWXr63OHpqB3Xrv7uHWbceHdh/eBNevrd4+foJZtlMFUybckNH9cfz5W2Nx8nLezXqlKtYms1/rub+00vc9fqb7QfXoG+gr1Dir2NlY8mcFVO4/Pgkt5/+xf5zWylRpph6u5GxIeNnjeTsnYPcfvoXB//eTofurRVMnDJGxoYMnzKEA9d28rfHSdYcWEHxMkU16vT/uRdHb//J3x4nWb5jIfnssu49Pz8mKTFjPjIruQYvjXl6elKjRg3Mzc2ZOXMmpUqVQl9fHxcXF3777Tfy5MlD8+bN39svLi4OXV1dBRJnTDW/r8rKlRu4cfMOOjo6TJ/6C0cPb6VUmVpERkYpHe+bZfX2/b+KFcrQt08X7t17qHSUVPVfeA9XrZxHiRKF6dXLmef+L+j0YyuOHtlK2XJ18fcPUDreN6teoyna2trq5yVKFOHY0e3s2XNYwVRfr8Z3Vfj9t83cunUPHW1tJk4eyZ/7N1ClYkONn8n167YzY9oi9fOoqGgl4qaYv18A0yYvwNPDG5VKRYdOrdi0bQW1v2uJ62N3DI0MOH3qb06f+puJU0YqHferuD5yp2ubAernCfEJ6q/LVSzN+p3LWLl4HVN+mUN8QgLFShQmKTHzfCo1y2bK1kO/c/XiTfp1GkpIcBgF7PPx+tVrdZ3RU5yp8n1FRjlNwu/Zc2rUqsLEOaMIDAji7PG/FUz/ZcYvGE3BInZMGjKDoBcvadymAct3LKR9rW4EBbyk26Af6dCrDZOdZ+Hv48+AUX1YunU+7Wt1IzYmVun4IpOSEbw05uTkhI6ODjdu3KB9+/YUK1YMe3t7WrRoweHDh3F0dARApVKxcuVKmjdvjrGxMTNmzABg//79lC9fHgMDA+zt7ZkyZQrx8fHq44eFhdGnTx8sLS0xMzOjTp063L17VyPDwYMHqVSpEgYGBlhYWNCqVSv1tpiYGEaOHEmePHkwNjamSpUqnDt3Lu2/MSnU1LELGzft5OHDJ9y795BefZwpUCAvFcqXVjpaqsjq7XvL2NiIDRuXMWDgKEJDw5SOk6qy+ntoYGBAq1aNGTt2JhcuXMXD05vp0xfh4eFNv35dlY6XKl6+DOHFiyD1o0mTerh7ePPXX5eVjvZV2rTqydYte3j8yI379x8zcMAo8ufPQ9lyJTXqRUZGERj4Uv0ID49QKHHKHD92llMnzuPp8RQPd29mTlvEmzeRVKxUFoDVKzbw66LfuHn9jqI5v0VCfAIvA4PVj9CQMPW28dNHsP637az6dR1urp54uT/lyP6TxMbGKRc4hfoM6cZz/0DGDZ2Gy+2H+Pn4c+ncVZ55+6nrlKtUmv07DnP90i38nz1n16Z9uD5wo3S5Egom/zL6BnrUblKTX6ev5PbVu/h6+/H7gnU88/ajTbeWAHTq0461Szbx1/ELuD/yZNJPM7CwzskPjb5TNrzI1KSDl4aCg4M5ceIEgwYNwtjY+IN1VKp3qwZNnjyZVq1a4eLiQq9evfj777/p1q0bQ4cO5eHDh6xevZr169erO38A7dq1IzAwkKNHj3Lz5k3Kly9P3bp1CQkJAeDw4cO0atWKJk2acPv2bU6fPk3lypXV+w8ePJjLly+zfft27t27R7t27WjUqBFubm5p9F1JHdmymQEQksU6CW9l1fYt/XUmR4+c5syZjH/W9VtltfdQR0cbHR0domNiNMqjoqOpXr2SQqnSjq6uLj92as2G9duVjpJqspklT1EMDX2lUd6+Q3M8n17n8rWjTJo8EkNDAyXifRMtLS1atWmKkZER16/dVjpOqrG1z8/l+yc4d+Mgi1bNIHceGwByWmSnXMXSBL8MYdeR9Vx7eIptB/6gYpWyygZOodoNv+fBnUcs+mMWFx4cY8/pTbTr0kKjzu3r96jdsCZWNpYAVK5RAduC+bl47qoSkVNEWzv57+a/R+JiomMoW7kUefLnwsI6J9f+vqHe9ib8DQ9uP6J0hZL/PlyWlpSoypCPzEqmaKYhd3d3kpKSKFKkiEa5hYUF0dHJU2AGDRrEnDlzAPjxxx/p2bOnul6vXr345Zdf6N69OwD29vZMmzaNUaNGMWnSJC5cuMC1a9cIDAxEXz95zv38+fPZt28fu3fvpl+/fsyYMYOOHTsyZcq7a53KlEm+ZsbHx4d169bh4+ND7ty5ARg5ciTHjh1j3bp1zJw5M42+M99GpVKxcP4ULl68xoMHrkrHSXVZtX3t2zenXLmSVK3WVOkoaS4rvocREW+4fPkGY8YM5fFjd168CKJDhxZUrVIBDw9vpeOluhbNG2JubsbGTbuUjpIqVCoVs+aM5/KlGzx6+ERdvnvnQZ75+PE84AUlShRlyrRRFCpsT5cfnRRM++WKFS/M0VM7MDDQ501EJN07D+KJq4fSsVLFnZv3+XnIRLzcn2JpbcFPP/dnx6G1NPq+LfkKJF+jNXRUf2ZNWsTD+6607tCMTXtX0/j7dnh7+iic/svkK5CHjj1as37VVn5bvI6S5YozdsYIYuPi2b8jeWr09LHzmbpgLOfvHSYuLp6kxEQmjpjJjSsZvyMf+SaKezfu09u5O15uTwkJCqVhy7qUqlACX28/clrlBCA4KFRjv+CgEHJa5VAissgipIOngGvXrpGYmEjnzp2J+b+z4RUrVtSod/fuXS5evKgxYpeQkEB0dDSRkZHcvXuXiIgIcubMqbFfVFQUHh7J/+Du3LlD3759P5jDxcWFhIQEChcurFEeExPz3jH/f1vMv87gv+1cppelv86kRIki/FC71ecrZ0JZsX158+Zm4YKpNG7S6b2fn6woK76HAL16O7N69Xy8vW4QHx/P7dv32bFzP+XLlVI6Wqrr0bMjx4+f5fnzF0pHSRULFk2hWPHCNKrfQaN8/bp3I5QPHzzhxYsgDh7ejJ1dfry8Mn4nwd3Ni9rftcDMzBTHFo1YtmoOzRt3zhKdvPOnL6q/fvzQjTs3Xbhw5whNWzTA/YkXANs27GH3tgMAPHRxpfr3lWn3YwvmTV+qSOaUUmlp8eDuIxbPXAnAo/tPKFS0IB27t1Z38Lr0aU+ZCiUZ2GU4/r4BVKxajgmzfyYwIIjLf11XMv4XmThkOhMX/sLR238SHx+Pq4sbJ/adpmjpIp/fWYivJB28NOTg4IBKpcLVVfMMvr29PQCGhoYa5f+exhkREcGUKVNo3fr91aIMDAyIiIggV65cH7xmztzc/IOv8e/ja2trc/PmTY2FBQBMTEw+uM+sWbM0RgMBJk2a9NHXSG1LFk+naZN61K7bGj+/5+n2uuklq7avfPlSWFtbcu3qMXWZjo4O339fFSenHhib2JGYiRYG+JSs+h4CeHo+pX79dhgZGWJmZkpAQCCbN63IFB2BlMifPw9163xP+w4fPjmW2cxbMImGjerQpGHHzy6Gc+Of69Xs7Qtkivc1Li4Or39Gq+7eeUC58qXoP7A7I5wnKpws9YW/jsDLw4cCdvm49Pc1ANyeeGrUcXfzIndeGyXifZWXL17i4eqlUebp5k2DZrUB0DfQx3msEz/1GMX5U8kd3icP3SlWsjA9nbpkig6e31N/+rf5CQNDA4xNjQkODGbmqsn4PfUnODAYgJyW2dVfJz/PwZMH7kpFVkRSktIJshbp4KWhnDlzUr9+fZYtW8aQIUM+eh3ex5QvXx5XV1ccHBw+uj0gIAAdHR1sbW0/WKd06dKcPn1aY+rnW+XKlSMhIYHAwEC+//77L8o0ZswYhg8frlGmr6/P9Jm/f9H+32LJ4um0bNGIuvXb4e39LM1fL71l5fadOXOBsuXqaJT98ftCXF09mDd/eZbq3GXV9/D/RUZGERkZhbl5NurXr8nYcRlzOvfX6t6tA4GBLzly5LTSUb7ZvAWTaObYgKaNO/P0qe9n65cqXRyAgIDAtI6WJrS0VOjp6ykdI00YGRuS3zYvf+48jK+PPwHPA7EvaKtRx86+gMbIX0Z369o9bB0KaJTZ2ufH3zf5RISOjg56errv/Y9ISExASytzXR8VHRVNdFQ0ptlMqPpDJZZOX4Wfz3Nevgim0ncV1B06YxMjSpQrxu6N+5QNLDI16eClsRUrVlCjRg0qVqzI5MmTKV26NFpaWly/fp3Hjx9ToUKFj+47ceJEmjVrRv78+Wnbti1aWlrcvXuX+/fvM336dOrVq0e1atVo2bIlc+fOpXDhwvj7+6sXVqlYsSKTJk2ibt26FCxYkI4dOxIfH8+RI0cYPXo0hQsXpnPnznTr1o0FCxZQrlw5goKCOH36NKVLl6Zp0/evldLX10/3KZmQPOWtU8eWtG7Ti/DwCKytky+2fvUqXH09Y2aW1dsXEfHmvWvR3ryJJDg4NMtco5bV30OA+vV+QKVS8cTNg4IFbZk1cxyurh5s2LBT6WipRqVS0a1bezZv3k1CQsLnd8jAFiyaQtt2zfmxY38iwiOwsrIA4PXrcKKjY7Czy0/b9s05efwcISGhlChZlFmzx3HhwtVM8Xs5ftIITp88j6/vc0xMjGnTzpEa31ehXateAFhZWWBlbYmdfXIHonjxIkREvMHX15+wfy00kxGNmTKM08f/wu+ZP9Y2VjiPHkBCQiIH9ybPhPh92QacRw/g8YMn/1yD50jBQrYM6vWzwsm/3IbVW9l6eA39hvbg2IFTlCpXgnZdWzJpZPJJozcRb7h28SY/T/qJ6OgY/H0DqFStHC3aNWHOpCUKp/8yVX+ohEql4qnHM/La5WHohIF4u/twYMcRALb9sYteQ7vxzMsXP5/nDBjVm5cvgjl/7ILCyUVmJh28NFawYEFu377NzJkzGTNmDL6+vujr61O8eHFGjhyJk9PHL2Rv2LAhhw4dYurUqcyZMwddXV2KFi1Knz59gOQPIkeOHGHcuHH07NmToKAgbGxsqFmzJtbW1gDUqlWLXbt2MW3aNGbPno2ZmRk1a767Eey6deuYPn06I0aMwM/PDwsLC6pWrUqzZs3S9huTQgMHJC80c+b0Ho3yXr2HsXFT5v9wmdXb91/wX3gPzbKZMn3aL+TJY0NISBj79h1l4qS5Grduyezq1v2eAgXysn5D5l89s0/fLgAcObZNo3xg/1Fs3bKH2Ng4atWujpNTD4yMjfDzfc6B/ceZN3e5EnFTzMIyB8tXz8XaxorXr8N5eN+Vdq16cf7sJQB69O7EqDFD1PUPHd8KwOABo9m+9U9FMqeETW5rlvw2C/Ps2QgJDuXG1Tu0adSNkODkBTnWrd6Kvr4+46aPwNw8G48ePKFb24H4eH9+pDajuH/nET/1GMWwcU44jeiNr48/sycs5NCe4+o6I/qPZ9g4J+atnEo2czP8fQNYPGsV29fv+cSRMw4TMxMGjemHVS5LXoeFc+bIeVbM/l19T8ONy7diaGTA2LkjMTEz4e51F37qPPI/dw+8zLxiZUakSkqSWa/i2+no5VE6QpqJj/XL0u2D5DbqZuE2xmXx9zA+1g99g3xKx0hTMdHP0NPPq3SMNBMb40s2k4JKx0hTryI8sDAr/PmKmdTL10+wtyindIw04/nyNsWsKn++Yib2KPAalXLX/HzFTOq6/19KR/iop+XrKR3hgwrcOqV0hK8i98ETQgghhBBCiCxCpmgKIYQQQgghFCNTNFOXjOAJIYQQQgghRBYhHTwhhBBCCCGEyCJkiqYQQgghhBBCMbLkY+qSETwhhBBCCCGEyCKkgyeEEEIIIYQQWYRM0RRCCCGEEEIoRlbRTF0ygieEEEIIIYQQWYQqKUkuaxRCCCGEEEIow7NUA6UjfJC9ywmlI3wVmaIpUoWOXh6lI6SZ+Fi/LN0+yPpt/C+0T98gn9Ix0lRM9LMs3caY6GcYGhZQOkaaiop6iomRndIx0kxEpBfZTRyUjpFmQiPcyZO9hNIx0pRf6APy5yildIw04xPionSEj0pKkimaqUmmaAohhBBCCCFEFiEdPCGEEEIIIYTIImSKphBCCCGEEEIxSYlKJ8haZARPCCGEEEIIIbII6eAJIYQQQgghRBYhUzSFEEIIIYQQikmUVTRTlYzgCSGEEEIIIUQWIR28r9CjRw9atmz5Xvm5c+dQqVSEhYWle6asbvSowVy+dJjQYFf8fe+yZ/caChcuqHSsVJPV2wfw/XdV2Pfneny8bxIf60fz5g2VjpQmBg7ojvuTK0S89uDShYNUqlhW6UipQktLi0mTRuL6+CJhoW48eniBMWOGKh0rVWW1NtaoUZndu9fg6XmNqKinODp+/EbCv/46g6iopwwe3CsdE36bGjUqs3P3H7h5XCEi0otmjvU1tltZWbBq9TzcPK4Q+PIhf+5fT8GCtsqE/QrDRgzg9Pm9+Dy/wxOvq2zethKHQu/fR7BS5XLsP7wJ3xf3eOp/h8PHt2JgoK9A4m8zyLkPfqEPmDLzlw9u37RrFX6hD2jYpE46J/t6w0YPxCfEReNx5soB9XZ9fT2mzR3HXfe/eeRzlVUbFmJhmVPBxCKrkA7ef1BCQgKJiZlruaKa31dl5coN1PjekUZNOqGro8vRw1sxMjJUOlqqyOrtAzA2NuLevYcMGTpO6Shppl275syfN4lp0xdSqUoj7t57yJHDW7DMAv+wR450ol/frjg7T6BM2dqMHTeTEcMHMMipp9LRUk1Wa6OxsREuLo9wdp7wyXrNmzekcuVy+PsHpFOy1GFkbMh9l0cMHzbxg9u37ViNnV1+OrTvR41qzXjm48fBw5szzd/V6t9V5o/fNtOgTjtaO3ZHV1eHvfvXa+SvVLkcu/9cy9nTF6hXqw11f2jF76s3k5iYpGDylCtTriRderTj4X3XD27vO7AbSUmZq01vuT5yo0LRWupHmybd1NsmzhhFvUY/MLDnCNo79sTaxorfNi5SMK1ykpJUGfKRWUkHL41MnjyZsmXLapQtXrwYW1tb9fO3I4Hz588nV65c5MyZk0GDBhEXF6eu8/z5c5o2bYqhoSF2dnZs3boVW1tbFi9erK6zcOFCSpUqhbGxMfny5cPJyYmIiAj19vXr12Nubs6BAwcoXrw4+vr6XLhwAV1dXQICNP+hOzs78/3336fq9yI1NHXswsZNO3n48An37j2kVx9nChTIS4XypZWOliqyevsAjh0/y8RJc9m//5jSUdLMsKF9+WPNVjZs3MmjR244DfqFyMgoevboqHS0b1atagUOHjrB0WNnePrUlz//PMKpU39RsVJZpaOlmqzWxhMnzjFlynwOHDj+0Tq5c1uzcOEUevYcqvG/JzM4eeI8U6cs4OCBE+9tc3Cwo0qV8jgPHc+tm/dwc/Nk6E/jMTTQp1375gqkTbl2rXqxbcteHj9y4/79xzgNGE2+/HkoW66kus6M2eNYvWoDixeu5vEjN9zdvNi39wixsbEKJk8ZI2Mjlv02h1FDJxEW9uq97SVKFqX/oO6MGPzpExUZVXx8AkGBwepHaEgYAKamJnTo0ppp4+dx6e9ruNx9yMjBE6hYpRzlKmad//1CGdLBU9jZs2fx8PDg7NmzbNiwgfXr17N+/Xr19m7duuHv78+5c+fYs2cPv/32G4GBgRrH0NLS4tdff+XBgwds2LCBM2fOMGrUKI06kZGRzJkzhz/++IMHDx5QsWJF7O3t2bRpk7pOXFwcW7ZsoVevjD9FJ1s2MwBCQsOUDZJGsnr7siJdXV3Kly/N6TN/q8uSkpI4feYCVatWUDBZ6rh85Sa1a9egkEPyFLFSpYpRvXoljh8/q3Cy1PNfaOP/U6lUrFmzmEWLVvPokZvScVKVvr4eANHRMeqypKQkYmJjqVatolKxvomZmSkAof/8X7CwzEGlymUJCgrm+KmduHpe4dCxrVStlrn+3sycN57TJ/7i7/NX3ttmYGjAst/nMvbn6QQFvlQg3bezs8/P9QenuXDrKEtWzyZ3HhsASpUtjp6eLhfOvWu3h5sXvs/8KV+pjFJxRRYhq2h+pUOHDmFiYqJRlpCQkOLjZM+enWXLlqGtrU3RokVp2rQpp0+fpm/fvjx+/JhTp05x/fp1KlZM/of0xx9/UKhQIY1jODs7q7+2tbVl+vTpDBgwgBUrVqjL4+LiWLFiBWXKvPuj0bt3b9atW8fPP/8MwMGDB4mOjqZ9+/YfzRsTE0NMTIxGmb5++s71V6lULJw/hYsXr/HgwYenc2RmWb19WZWFRQ50dHQIfKH5ISQwMIiiRTL/9ZTz5i3HzNSEe/fOkZCQgLa2NhMnzWX79n1KR0s1/4U2/r8RIwYSHx/P8uXrlI6S6lxdPfDx8WPK1FH8NGQsb95EMXhIL/LmzY2NjZXS8VJMpVIxa844rly6waOHyZ1xW9v8APwy5icmjJuNy71HdPyxFfsObaJ65cZ4ejxVMvIXad66MSXLFKNpnQ4f3D5l5mhuXLvNiaOZ8yTL7ZsujBg8AQ83b6xsLHAeNZDdRzZQv0YrLK0siImJ5fXrcI19XgYGY2VloVBi5SQlZt7pkBmRdPC+Uu3atVm5cqVG2dWrV+nSpUuKjlOiRAm0tbXVz3PlyoWLiwsArq6u6OjoUL58efV2BwcHsmfPrnGMU6dOMWvWLB4/fszr16+Jj48nOjqayMhIjIyMANDT06N0ac0h/x49ejB+/HiuXLlC1apVWb9+Pe3bt8fY2PijeWfNmsWUKVM0yiZNmpSiNn+rpb/OpESJIvxQu1W6vm56yertE5lT27aOdOzUim7dh/Dw4RPKlCnO/HmTef78BZs371Y6Xqr4L7TxrXLlSjJoUE+qV2+qdJQ0ER8fz4+dBrBi5Rx8/e8SHx/P2bMXOX78LCpV5vsgOX/RZIoVL0zj+u+me2tpJbdj/drtbN28BwCXew/5oVY1unRtx9TJ8xXJ+qVy57Fh6qxf6NS6LzEx708prd+4NjW+r0KDH9oqkC51nDt1Qf3144dPuHPDhUv3jtOsZUOio2I+sacQ30Y6eF/J2NgYBwcHjTJfX1/111paWu9dEPyh6xt0dXU1nqtUqhQtgOLt7U2zZs0YOHAgM2bMIEeOHFy4cIHevXsTGxur7uAZGhq+90/NysoKR0dH1q1bh52dHUePHuXcuXOffL0xY8YwfPhwjTJ9fX2mz/z9izN/iyWLp9O0ST1q122Nn9/zfgUPPQABAABJREFUdHnN9JTV25eVvXwZQnx8PFbWmmderawsCXgRpFCq1DNr1jjmz1vBrl3JK8A9ePCY/PnzMurnQVmm8/NfaONbNWpUxsrKgidPLqvLdHR0mD17PIMH96Jo0e8UTJc67ty+T/WqTTEzM0VPT5eXL0M4e/5Pbt9yUTpaisxdMImGjerQpGEnjYVwAgKS/664PnbXqO/q6kHefLnSNePXKFWmOJZWFhw7t0tdpqOjQ9XqFenRtxMb1+6ggF0+Hnlf1tjv942LuXr5Ju0cM9/iR69fh+Pl/hRbu/z8fe4y+vp6mJmZaoziWVjlJDCTTkcVGYd08NKIpaUlAQEBJCUlqTtWd+7cSdExihQpQnx8PLdv36ZCheQ59e7u7oSGhqrr3Lx5k8TERBYsWICWVvIllTt37vzi1+jTpw+dOnUib968FCxYkBo1anyyvr6+frpPyXxryeLptGzRiLr12+Ht/UyRDGkpq7cvq4uLi+PWrXvUqf2delELlUpFndrfsWJl5p8CZ2Ro+N7Jp4SEBPXfnazgv9DGt7Zu3cuZMxc0yg4e3MTWrXvZuHHXR/bKnN5+eC5Y0Jby5UsxbepChRN9ubkLJtHUsT6OjTvj89RXY5vPU1/8/QNwKKx56wQHBztOnTifnjG/yoW/rlCneguNsoXLZuDh5snyJWsICQ5j83rNzzNnLu1n8tg5nDx2Lh2Tph4jY0MK2OVj786DuNx5SGxsHDV+qMLRg6cAsHewJW++3Ny6flfhpOkvky6SmmFJBy+N1KpVi6CgIObOnUvbtm05duwYR48exczM7IuPUbRoUerVq0e/fv1YuXIlurq6jBgxQmM0zsHBgbi4OJYuXYqjoyMXL15k1apVX/waDRs2xMzMjOnTpzN16tQUtzO9LP11Jp06tqR1m16Eh0dgbW0JwKtX4URHRyuc7ttl9fZB8pLtDg7vPojY2eanTJkShISE8uyZv4LJUs+iJb+zbs0ibt66x/Xrt/lpSF+MjQ1Zv2GH0tG+2eEjpxg9egjPnvnx8NETypQpydCf+rIhC7TtrazWRmNjI437vtna5qN06eKEhobx7Jk/If+s5vdWXFwcL14E4ebmmb5Bv5KxsRH2BQuonxcokI9SpYsRGvIKX19/WrVqwsuXwTx75k+JkkWZO28ihw6e4Mzpvz9x1Ixj/qIptG3nyI8dBxAR/kZ9Xdbr1+HqxWOWLv6DMeOGct/lMS73HtGpcysKFbane5fBSkb/Im8iInF9pDn6GBkZSWjIK3X5hxZW8fN9zjMfv3TJ+K3GTR3BqWPn8Xvmj3UuS4b/MoiEhAT27zlKeHgEOzbvZcL0nwkLfUVE+BumzBnDjWt3uH3jntLRRSb3VR287t2707t3b2rWrJnaebKMYsWKsWLFCmbOnMm0adNo06YNI0eO5LfffkvRcTZu3Kj+XtvY2DBr1iwePHiAgYEBAGXKlGHhwoXMmTOHMWPGULNmTWbNmkW3bt0+c+RkWlpa9OjRg5kzZ37xPkoYOKA7AGdO79Eo79V7GBs3ffmIZUaV1dsHULFCGU6fejfNbcH8yQBs2LiT3n2GKZQqde3adQBLixxMnjgSGxtL7t59QNNmXbLEdJthwyYwedJIlvw6AytLC54/f8Efa7YwY8ZipaOlmqzWxvLlS3PixLvO6dy5yfeL27RpF/36jVQqVqopX74UR49vVz+fMzd5Gf3Nm3YzoP/P2NhYMWvOOKysLAgICGLb1r3MnrVUqbgp1rtvZwAOH9uqUe7UfxTbtuwFYNWK9RgY6DNz9jjMs2fjgctjWjfvjreXT7rnFe/LlduaZb/PwTyHOSHBoVy/couWDToTEpw8E2vquLkkJiaxesMi9PR0OX/mEuN/nq5wapEVqJK+4s6RLVu25MiRIxQoUICePXvSvXt38uTJkxb5xL/4+vqSL18+Tp06Rd26dVPlmL179yYoKIgDBw589TF09LLu+x8f65el2wdZv43/hfbpG+RTOkaaiol+lqXbGBP9DEPDAp+vmIlFRT3FxMju8xUzqYhIL7KbOHy+YiYVGuFOnuwllI6RpvxCH5A/RymlY6QZn5CMe/3pw4IZc8Gn4h6HlY7wVb7qwoJ9+/bh5+fHwIED2bFjB7a2tjRu3Jjdu3dnuhulZnRnzpzhwIEDeHl5cenSJTp27IitrW2qjJ6+evWKCxcusHXrVoYMGZIKaYUQQgghhBBK+uorxy0tLRk+fDh3797l6tWrODg40LVrV3Lnzs2wYcNwc8taN01VSlxcHGPHjqVEiRK0atUKS0tLzp07997qm1+jRYsWNGjQgAEDBlC/fv1USCuEEEIIIYRQ0jcvsvL8+XNOnjzJyZMn0dbWpkmTJri4uFC8eHHmzp3LsGFZ49oapTRs2JCGDRumybE/d0sEIYQQQggh0lpiUua7P2VG9lUjeHFxcezZs4dmzZpRoEABdu3ahbOzM/7+/mzYsIFTp06xc+fODL0qoxBCCCGEEEJkNV81gpcrVy4SExPp1KkT165do2zZsu/VqV27Nubm5t8YTwghhBBCCCHEl/qqDt6iRYto166deqn+DzE3N8fLy+urgwkhhBBCCCGyviSZopmqUjxFMy4ujp49e+Lu7v75ykIIIYQQQggh0k2KO3i6urrkz5+fhISEtMgjhBBCCCGEEOIrfdWNztesWcPevXvZtGkTOXLkSItcQgghhBBCiP+Ae7aOSkf4oNLeB5WO8FW+6hq8ZcuW4e7uTu7cuSlQoADGxsYa22/dupUq4UTmoauXR+kIaSYu1i9Ltw+S26hvkE/pGGkmJvoZhoYFlI6RZqKinqKnn1fpGGkqNsYXYyNbpWOkmTeR3liYFVY6Rpp6+foJucyLKx0jzTwPe0j5XN8pHSPN3Hp+gSb5mygdI00d8TlCq/wZs6ORGv70yZydFZFyX9XBa9GiBSqVXAwphBBCCCGEEBnJV3XwJk+enMoxhBBCCCGEEP9FcqPz1PVVNzq3t7cnODj4vfKwsDDs7e2/OZQQQgghhBBCiJT7qg6et7f3B1fRjImJwdfX95tDCSGEEEIIIYRIuRRN0Txw4ID66+PHj5MtWzb184SEBE6fPo2dnV3qpRNCCCGEEEJkaXKj89SVog5ey5YtAVCpVHTv3l1jm66uLra2tixYsCDVwgkhhBBCCCGE+HIpmqKZmJhIYmIi+fPnJzAwUP08MTGRmJgYXF1dadasWVpl/U+rVasWzs7Oaf46kydPpmzZsmn+OkIIIYQQQojU91XX4Hl5eWFhYZHaWbKsHj16qEc/xdeZMGE4cbF+Gg8Xl/NKx0o1Wb19ACYmxsyfN4knTy4TFurGubN/UqFCGaVjfbUaNSqze/caPD2vERX1FEfHBhrbf/ttPlFRTzUe+/dvUCht6sid24b1637lub8Lr8LcuXXzFOXLl1Y61lerUaMyu3b/gbvHVd5EetPsX+/hm0jvDz6cnfsplDhlevbuxPlLB/DyvYWX7y2OntpB3fo11du79ejA/sOb8PK9xcvXTzDLZqpg2m832LkPz8MeMnXWLwCYm2dj+txx/H39MJ7Pb3HD5TTT5ozF1MxE4aRfRktLi4Gj+nDw6k4ueZ5m/+Ud9BnW/aP1x84Zya3nF/ixb7t0TJkyJSuXZNLaSWy6vokjPkeo1qCaepu2jjY9x/RkxYkV7H28l03XNzFi0QhyWOfQOMa6i+s44nNE49HOKWO0uXjlEoxdO4E119fz5//Yu+u4qu4/juOvi5SAYBEGiK3Y3XN2YrdTsbt1yiyM2b053ZyK3R2zsFuxFVBARBQBJRSUEn5/8PO6OzBQ4MD189zjPh67p+7746G+5/s93+O7n8oNq2qs7ziyM7+dWM5m9+2sv7MZp03TKVw26edf6urrsvCfJez23Y+tnfbf/hQfnz5fGdVXPSYBwMXFBRcXF3VP3r+tXr36m4N9L6Kjo9HX11c6RoZw9547jRt3Ur+PjY1VME3K0/b6ViyfR4kSRejVawT+zwLo3KU1/xzaRNly9Xj27LnS8ZLN2NiIO3fcWLduG1u3/pXkNkeOnKJ//zHq91FRUWkVL8VlzWrGqZO7OX36AvYtuvHixUsKFcpPaGiY0tG+2odzuJ0tW/5MtL5A/koa7xs2/JE/ls9hz55/0iriN3n29DnTnRbg7eWDSqWiY+fWrN/8B3VqtsLD3ZPMRoa4HD+Ly/GzTJ465vMHTMfKlCtJt54duHfXXb3MMpc5VlbmTJs0jwfuXuS1yc2chVOwsjKnb4+RCqb9Mg5DutKuRyumDPsVL49H2JUphtPiXwh/FcGWVTs0tq3T5AdKlS9BoH+QQmm/jKGRIY/uP+Lo1qNMWjlJY51BZgMKlSzE5qWb8b7vjYmZCQOcBjBl1RSGNx+use36+es5vPmw+v2b8Ddpkv9zDI0M8bn/CJetxxi/ckKi9c+8n7Fy8goCfJ+jb2iAfe+WTNkwjUE/9ONV8CuNbXv80pPggGDyl5DZ6UXyfVUDb+rUqUybNo2KFSuSK1cueeh5Mvz444+ULFkSXV1dNmzYQKlSpTh58iR3795l7NixnD17FmNjYxo2bMiiRYs+2lO6fv16lixZgoeHB8bGxtStW5fFixdjYWEBwKlTp6hTpw7Hjx9n3Lhx3L9/n7Jly7JmzRqKFi2qPs7s2bNZtGgRb968oUOHDpibm6fJv8PXeBf7joCA9P3L61toc32Ghoa0bt2Edu16c+7cZQBmzFhEs6b16devG05O8xROmHxHj57i6NFTn9wmOjpKa87p2DGD8PN7Rt9+o9XLfHyeKJjo233uHP733DVr3oAzpy9mmLqPHD6p8X7m9EX07NOZipXK4uHuyZ9/JPQo16hZWYl4KcbI2IhlK+cyZtgURoztr17u4eZJn+4j1O8f+zxh9vQl/P7XHDJlypTkbODpSZmKJTl9+BznXC4C4O/3nMat61OyXHGN7cytcvLzjBEM7jyapRvmKhH1i107dY1rp64lue7N6zdM6KrZKPpj0h8sObAE89zmBD378P34JuINIUEhqZr1a1w/5cr1U64fXX92r+bInDXT/6ZB54bkK27LnfO31cvL/1iBsrXKMWfALCrUrZhqeYX2+qohmitWrMDZ2ZnLly+zZ88edu/erfESn7Z27Vr09fU5f/48K1asIDQ0lLp161KuXDmuXbvG4cOHCQgIoEOHDh89RkxMDNOnT+fWrVvs2bMHHx8fHBwcEm03YcIEFixYwLVr19DV1aVXr17qddu2bcPJyYmZM2dy7do1cuXKxR9//JEaJaeIQoXy89jHFQ/3C6xb+xvW1rmVjpSitLk+Xd1M6OrqEvmfHqy3kZFUr17pI3tlfLVqVeXxY1du3TrBkiUzyJ49q9KRvlrz5g1wvX6bzZtW4PfkJlcuH6ZXry5Kx0ozFhY5ady4DmvXblU6ylfR0dGhddtmGBkZcfXKDaXjpKhZ8yficvQ0Z09f/Oy2pqYmhL8OT/eNO4Bb1+5SuVYFbApYA1DYrhBlK5fm/IlL6m1UKhUzfpvEuuWb8X7wSKmoqcbY1Ji4uDjCX4VrLG8/sD1bbm3ht0O/0bZ/W3QyfdWfs4rS1dOlYZfGRISF43PfR73cLGdWBs4ZwuKRC4l6m3FHfSRXXLwqXb4yqq/qwYuOjqZ69eopneW7UbhwYebO/XCVbcaMGZQrV46ZM2eql61evRpra2sePHhAkSKJx2f/u6FWoEABli5dSqVKlQgPD8fE5MP9Bb/++iu1a9cGYPz48TRr1ozIyEgMDQ1ZvHgxvXv3pnfv3uocx48fJzIyMsVr/lZXrtygd5+RPHjghZWVBZMmjuLkid2ULVeX8PAIpeN9M22vLzw8gosXr+HoOBx3d08CAoLo2LElVatUwMvLR+l4qeLYsdPs3XsYH58nFCiQj6lTf2bv3rXUrt060bD2jCB/fhv69+vGkiUrmTPnNypULMuihdOIiY5m/YYdnz9ABte1a1tev45g794jSkdJluJ2Rfjn+FYMDQ2ICH9Dj66DeeDhpXSsFNOyTRNKlbajSd2PXxB9L3v2rIz8eSAbnLenQbJvt+a3DRibGLPr7EbevYsjUyYdls3+i392HVNv4zCkK7Hv3rH574xRU3LoGejR07Enp/ee5m34W/XyfWv24XnXk9ehr7GraEePcT3IbpGdldNXKpj2y1WsV4lRv4/FILMBIYEhOHWdzOuQD8Mzhy0YwZEN/+B12xPzvBYKJhUZ2Vc18Pr06cOmTZuYNGnS5zcWiVSoUEHj/a1btzh58qRGw+w9Ly+vJBt4rq6uODk5cevWLUJCQtR/MPr6+mJnZ6fernTpDxMg5MqVC4DAwEBsbGxwc3NjwIABGsetVq0aJ09qDuv5t6ioqET3ERkYGHx0+5Ry5MiHTHfuuHHlyg28PC/Tvp09a5y3pPrnpzZtrw+gV+8R/PnnfHweXSM2NpYbN+6yddteypcrpXS0VLF9+371/9+758GdO264uZ3jhx+qcerUeQWTfR0dHR1cXW8zafIcAG7eukeJEkXp27fbd9HA69a9A1u37slw91F6PnxEnZotMTXNgn3Lxvy+Yg4tmnTVikZe7jxWTJ/tSMfWfYiKiv7ktiZZjFm/bQUP3L2YP3tZGiX8Ng1a1KVJmwb8Mmgq3h6PKFqyMKOnDiPo+QsObD9M8dJF6dynPV0a9vr8wTKYTLqZcPzDERUqfp/wu8a63X9/GCnm4+5DTHQMQ2cNZc2cNcRGp/971+9cuM2oxsMxzW5Kg84NGfPHOMa1HE3YyzCa9bQns0lmdi3T/p+pInV9VQMvMjKSv/76i+PHj1O6dGn09PQ01i9cuDBFwmkrY2Njjffh4eHY29szZ86cRNu+b5T9W0REBI0aNaJRo0Zs3LgRc3NzfH19adSoEdHRmr/k/n1u3t8r+S29B7NmzWLq1Kkay6ZMmfLVx/taYWGvePjQm4KFbNP8s9OCNtbn7f2YBg3aY2SUGVPTLDx/HsiG9X/w6JGv0tHShI/PE4KCXlKwYL4M2cDz9w/Eze2hxjJ394e0btVUoURpp3r1ShQtWpAe3YcoHSXZYmJieOSd8D126+Y9ypUvRf+BPRg9YrLCyb5d6bIlMLfIydHTH/4Y1tXVpWr1ivTs24V8FmWJi4vD2MSITTv+Ijw8gl4/Dc0wE1iNmDQI5983cnSvCwCe7t5Y5bWi57BuHNh+mHJVSpM9ZzYOXdup3kdXV5eRU4bQpW8HmldOHzNLJtf7xp1FHgscOzlq9N4lxeOmB7p6uljmteSp99M0Svn1ot5G8fyxP88f+/PghgfLTv9JvU4N2LVsB6Wql6ZI+aJs89ylsc/8A4s4s+cUS0ctViZ0GpAHnaesr2rg3b59W/2stLt372qskwlXkq98+fLs3LkTW1tbdHU/f0rc3d15+fIls2fPxto6YWz+tWtJ37T8KcWLF+fy5ct0795dvezSpUuf2AMcHR0ZNWqUxjIDAwN+nZm2QyOMjY0oUCAfGzfu/PzGGZA21/fmzVvevHlL1qxmNGjwA79MmPn5nbRAnjxW5MiRjefPA5WO8lUuXrxGkSKas7kVLlwAX18/hRKlnR49OnL9+m3u3HFTOso309FRoW+gHTM3nz19kR+rtdBYtnjZr3g+fMTvi/8mLi4OkyzGbN65kujoaBw6D/5sT196YpjZMNEF2bh379BRJdxvdnDHES6f0fzdv2zzQg7uOMK+rQfTLGdKet+4y50/N+M7jud16OvP7lPArgDv3r0j7GXGnNFXR0eFnn7Cxfi/p/zFpnnr1euyWebAaeM05g+ey8MbHkpFFBnQVzXwPjWETyTf4MGDWblyJZ07d+bnn38me/bseHp6smXLFv7++28yZcqksb2NjQ36+vr89ttvDBgwgLt37zJ9+vRkf+7w4cNxcHCgYsWK1KhRg40bN3Lv3j0KFPj4lLwGBgZpMiTzv+bMnsSBg8fw9fUjdy4rJk8ezbt3cWzZuifNs6QGba8PoEH92qhUKh489KJgQVtmzZyAh4cXa9duUzraVzE2NqJgQVv1e1tba0qXtiMkJJTg4FAmTBjBnj3/8Px5EAUK5OPXXx3x8vLh2LEzyoX+BkuWruTM6T2M+3kIO3YeoFLFsvTp3ZVBg8YpHe2rJTqH+RLOYXBwKH5+zwDIksWE1m2a4uj4q0Ipv97EKaNxOXYaPz9/TEyMadvenhq1qtC+dcKQPguLnFhYmpO/QD4A7OyKEh4egZ/fM0JD0v8fyxHhb/Bw89RY9ubNW0KCQ/Fw88QkizFbdv1NZiNDhvQbh0kWE0yyJNwK8fJFcLq/F/bMsfP0Ht6d508D8PJ4RLFSRfipf0f2bj4EQFjIK8JCNKfWj42N5WXQSx57pc+ZXg2NDMlt+2ECMUtrSwrYFeB16GuCA4P5ZcUvFCpZCKeeTmTKlIls5tkAeB36mtiYWIqVL0bRckW5feE2byPeUqx8MfpN7sfJ3ScJDwv/2MemGUMjQ6xsP4y8srS2xNYuP+Gh4bwOeUW7oR24euwKIYHBZMluStPuzchumYMLBxNGdbx4pjlz79s3CXMiPH/sz8vnL9OuEJHhffVz8ETKyZ07N+fPn2fcuHE0bNiQqKgo8uXLR+PGjdHRSTwzlLm5Oc7Ozvzyyy8sXbqU8uXLM3/+fFq0aJHE0T+uY8eOeHl58fPPPxMZGUnbtm0ZOHAgR46kv0kE8uTNxYb1y8iRIxtBQcGcv3CFmrXsefEiWOloKULb6wMwNcvCjOnjyZPHiuDgUPbs+YfJU+ZmmOFS/1W+fGmOHv0wo+LcuQlD3tav386wYRMoWbIYXbu2JWtWU/z9Azh+/CzTpi1INIw6o3B1vUX7Dn2YMd2RCRNG4OPzhNFjnNi8JePOnFy+fGkOH/lwj+ucuQn3lW9Yv0P9/MJ27e1RqVRs37ZPkYzfIqd5dpb9ORdLKwtevXrN/bsetG/di9MnLwDg0LszPzsOVW9/4MgmAIYMGMeWTRn3vL5XqowdFSqVAeDSTc3fa5VK18fP95kSsb7Y3AmLGDSuL46zR5MtRzaCAl6wc/0+/lq4RuloX61w6cLM2fbhdpR+U/oBcGz7MTYu2qh+8PmyI5r3SY7rMI47l+4QEx1DbfvadB3RFT0DPQKeBLBn1R52rdQc0qiUgqULMWPbLPX7XlP6AHBiuwsrfllG3oJ5qdOuHqbZTHkd+grPWw+Z0G48Tx58H7cqfEpGnrEyPVLFxyf/Oe116tT55FDMEydOfFMokfHo6edROkKqiYl+qtX1QUKNBobWSsdINVGRT8icOZ/SMVLN27eP0TfIq3SMVBUd5Yexka3SMVJNxBsfcpomnlBLm7x49YBcWe0+v2EG5R96n/K5aiodI9Vc9z9HUxvtvuf2kO8hWtvYKx0j1ez23f/5jRRyOXcbpSMkqcqz9HHxILm+qgfv/f1378XExHDz5k3u3r1Ljx49UiKXEEIIIYQQQohk+qoG3qJFi5Jc7uTkRHi48mOghRBCCCGEEBlDsocTik9KfIPXN/jpp59YvXp1Sh5SCCGEEEIIIcQXStEG3sWLFzE0NEzJQwohhBBCCCGE+EJfNUSzTRvNGyHj4+Px9/fn2rVrTJo0KUWCCSGEEEIIIbSfzKKZsr6qgWdmZqbxXkdHh6JFizJt2jQaNmyYIsGEEEIIIYQQQiTPVzXw1qzJuM9gEUIIIYQQQght9U0POnd1dcXNzQ2AEiVKUK5cuRQJJYQQQgghhPg+xMsQzRT1VQ28wMBAOnXqxKlTp8iaNSsAoaGh1KlThy1btmBubp6SGYUQQgghhBBCfAFVfHx8sh890bFjR7y9vVm3bh3FixcH4P79+/To0YNChQqxefPmFA8qhBBCCCGE0D7nrdopHSFJNZ7vUDrCV/mqBp6ZmRnHjx+nUqVKGsuvXLlCw4YNCQ0NTal8IoMwMLRWOkKqiYp8gr5BXqVjpKroKD8MDW2UjpFqIiN9MTHKr3SMVBP+5hHZTAopHSNVhYR7YmlWTOkYqSYgzJ3SVtWUjpGqbj+/SH3rRkrHSDXHnxxhVr6flI6Rahwfb8A5j/bWB+DwdANuhZsqHSPVFH94SOkIH3U2nTbwamXQBt5XPQcvLi4OPT29RMv19PSIi4v75lBCCCGEEEIIIZLvqxp4devWZfjw4Tx79ky97OnTp4wcOZJ69eqlWDghhBBCCCGEEF/uqxp4v//+O69evcLW1paCBQtSsGBB8ufPz6tXr/jtt99SOqMQQgghhBBCS8WjSpevjOqrZtG0trbm+vXrHD9+HHd3dwCKFy9O/fr1UzScEEIIIYQQQogvl6wevBMnTmBnZ8erV69QqVQ0aNCAoUOHMnToUCpVqkSJEiU4e/ZsamUVQgghhBBCCPEJyWrgLV68mL59+2JqapponZmZGf3792fhwoUpFk4IIYQQQgih3eLi0+cro0pWA+/WrVs0btz4o+sbNmyIq6vrN4cSqcPBwYFWrVopHUMIIYQQQgitsnz5ckqXLo2pqSmmpqZUq1aNf/75R70+MjKSwYMHkyNHDkxMTGjbti0BAQEax/D19aVZs2YYGRlhYWHB2LFjiY2NTXaWZN2DFxAQkOTjEdQH09UlKCgo2SHE5zk4OBAaGsqePXv48ccfKVu2LIsXL1Y6VpoyMTHGacoYWrRsjIV5Tm7evMvoMU64ut5SOto3e+BxEVvbxM8SXL7CmeHDJyqQ6NvVrFmZkSMHUK5cKXLntqR9+z7s338USPhZ4eQ0lsaN65A/vw1hYa85efIcEyfOxt8/4DNHTh9q1KjM8JH9KFeuJLlyWdKpYz8O7D+mXm9hkZNp08dRr34tzMxMOX/+CmNGOeHl5aNY5uQYOXoAzVs0pHCRAkRGRnHl0nWcJs/F8+Ejje0qVS7HxCmjqFCxDO/exXH3zn3atuxJZGSUQsm/TI/enXDo1RlrmzwAeLh7smDOMk4cP4u1TR6u3XFJcr8+PYazf8+RtIz61f65uos81rkSLd+yZifOf2zg8NXdSe43uu8Eju0/kdrxkq1UlZJ06N+ewqULk9MyB5P7OHHhyEX1+pqNa9C8WzOKlCqMaTZT+jcaiNd9b41jLNg2lzLVymgs27/+IEt+WZomNXxKtUH2FG1ciewFcxEbGc1T14ecnL2VYG9/9TZlO9fBrmV1rEraYpAlMwtL9SPq1RuN42TPb0WdXzqTt2IRMunpEujuy5kFO/C96JbWJWkoNcSefE0qYVYoob6gaw+5NnMrr7w+1Nd4+wSsqhfX2M9jvQsXx69Rv3d4uiHRsU8P/J1H+y6lXvgvlLVLU7J1boZeXksAoh4+5sXvm4k4cy3RttZ/T8OkdkWeDJxO+PGLidZnypqF/PuXoWeVE4/y7Yl7HZHq+cW3yZs3L7Nnz6Zw4cLEx8ezdu1aWrZsyY0bNyhRogQjR47k4MGDbN++HTMzM4YMGUKbNm04f/48AO/evaNZs2ZYWVlx4cIF/P396d69O3p6esycOTNZWZLVwMuTJw93796lUKGkH6h7+/ZtcuVK/MtEiJSwYvk8SpQoQq9eI/B/FkDnLq3559Amyparx7Nnz5WO902q12hGpkyZ1O9LlCjK4X+2sHPnQQVTfRsjIyPu3LnP2rVb2bZt5X/WZaZcuZLMmrWU27fvky2bGfPnO7Fjxypq1GiuUOLkMTLOzN07bqxft43NW/5MtH7z1j+JjYmlY4d+vH4VztBhvdl/cAMVyzfgzZu3CiROnuo1K/P3Xxu4cf0OupkyMclpNLv2OlO1YmN1/kqVy7Fj92oWLVjBuDHTiI2NpWSp4sRlgHEt/k8DmOG0AG+vx6hUKjp2acXazcuoX6sNDx94U7JwTY3tuzl0YPCw3rgcyzj3mXdp3AsdnQ8DdQoVK8jK7Us5ut+F508DqVOqmcb27bq1wmFQF865JP5jMz0wzGyIt5s3h7cdYerKKYnXGxly98o9Tu8/w+h5Iz96nIMbD+G8YJ36fdTb9HExwqZKcVzXHcP/ljc6upmo/XMHOq0fx8r644j5f0a9zPp4n76N9+nb1BnfMcnjtF89mmCfADZ1nklsZDSVejem/erRrPhhNBFBYWlZkgarqsVxX3uMFze9Uelmovz4DjTcNI49P44j9l/nwGPDCW7O36l+H/s2OtGxzo38k6cnb6vfR/+nkauU2OcvCJy/hmifZ6hUKsxa18N6+SS8Ww4l2tNXvV12h1YQ/+mfk7lmjiDK/RF6VjlTOXX6EJdOZ6yMiooiKkrzZ4SBgQEGBgaJtrW3t9d4/+uvv7J8+XIuXbpE3rx5WbVqFZs2baJu3boArFmzhuLFi3Pp0iWqVq3K0aNHuX//PsePH8fS0pKyZcsyffp0xo0bh5OTE/r6+l+cO1kNvKZNmzJp0iQaN26MoaGhxrq3b98yZcoUmjfPGH+cZVQODg6cPn2a06dPs2TJEgAePXqEtbU1/fr148SJEzx//hwbGxsGDRrE8OHDkzzOunXrGDlyJM+ePdP4Im3VqhVZsmRh/fr1aVLPlzI0NKR16ya0a9ebc+cuAzBjxiKaNa1Pv37dcHKap3DCb/PiRbDG+7FjB+Pp5cOZM+nzD60vcfToKY4ePZXkulevXtOsWVeNZSNHTuL8+QNYW+fmyZNnSe6Xnhw7eppjR08nua5QofxUqVKeShUa4ub2EIDhwybi/egK7Tu0YK3z1rSM+lXat+6l8X7QgHF4+lyhbLmSXDh/FYBfZ0/gzxVrWbzwQwP3vz186dXRwyc13s+avpgevTtRoVIZPNw9CQp8obG+qX199u35hzcR6eMPyS8R8jJU433vod3xfeTHtQs3AHgZpPlzp26T2hzZd4K36fQCxNVT17h6KnFPyHvHdyX0ulr+v/fkYyLfRhESFJKi2VLC1h5zNd4fGP0nI24sx6qULU+ueABwdXVC77FN1eKJ9gfInM2E7AVycfDnvwlyfwLAqdlbqdC9AeZF8irawDv2k2Z950b8Sec7y8lR2paAyx7q5e8io3n7mZzRYW8+u40Swk9c0XgftGgd2bo0I3PZYuoGnkHxAmTv3YZHrYdT5OLGJI+TtUtTdEyNefH7Zkx+rJTqucXHzZo1i6lTp2osmzJlCk5OTp/c7927d2zfvp2IiAiqVauGq6srMTExGk8cKFasGDY2Nly8eJGqVaty8eJFSpUqhaXlh59hjRo1YuDAgdy7d49y5cp9ce5k3YM3ceJEgoODKVKkCHPnzmXv3r3s3buXOXPmULRoUYKDg5kwYUJyDimSacmSJVSrVo2+ffvi7++Pv78/1tbWxMXFkTdvXrZv3879+/eZPHkyv/zyC9u2bUvyOO3bt+fdu3fs27dPvSwwMJCDBw/Sq1evJPdRkq5uJnR1dYn8z1WUt5GRVK+uXT/89PT06NK5DWudtygdJU2ZmZkSFxdHaOgrpaN8MwODhKts/x6mGB8fT1R0NNWqVVQq1jcxNc0CQEhIKAA5zbNTqXJZgoJecuT4Njy8L3Hg8CaqVqugYMqvo6OjQ6u2TTEyMuLalZuJ1pcuW4JSpe3YuG5n4p0zCF09XZq1bcSezQeSXF+8dFGKlyrC7k370zhZ2qvXug47b21j5fE/6T2uJwaGia/EpweGWYwAeBv65UPz3oaE89LzGaXa1kQvswGqTDqU7VqXiKAwnt9JXxdf9E0T6ov6T30FWlen053ltHSZRfnxHchkmLjXosqvPeh0ZznNDkylUMcf0iRvsunoYNrsB1RGhry9mTA8VmVoQJ6FP/Pc6Q/evUj6IoN+IWvMB3fh2dgFEBeXlolFEhwdHQkLC9N4OTo6fnT7O3fuYGJigoGBAQMGDGD37t3Y2dnx/Plz9PX1yZo1q8b2lpaWPH+eMArt+fPnGo279+vfr0uOZPXgWVpacuHCBQYOHIijoyPx/+9eVqlUNGrUiGXLliUKJlKWmZkZ+vr6GBkZYWVlpV6eKVMmjSsM+fPn5+LFi2zbto0OHTokOk7mzJnp0qULa9asoX379gBs2LABGxsbfvzxx49+/se6qlNbeHgEFy9ew9FxOO7ungQEBNGxY0uqVqmQYe5p+lItWzQia1ZT1q3frnSUNGNgYMCMGY5s27aX16/DlY7zzTw8vPD1fcrUaT8zbOgvRES8ZcjQXuTNmxsrKwul4yWbSqVi1pwJXLpwDbf7CT2StrY2AIx3HMakCbO5c9uNTl1as+fAeqpXboK312MlI3+R4nZFOHhsMwaGBkSEv6Fn1yE88PBKtF2Xbm3xcPfk2pUbCqRMGXWb1CaLmQl7tyY97LtNF3u8Hjzi1rU7aZwsbZ3Yc5KAp4G8DHhJ/mL56ftLb/IWzMvUftOVjqZJpaL+lJ94ctWDFw/8krXr5q6zabtyBKPvryQ+Lp6Il6/Y2mMukelkGCMAKhWVp/5EwBUPQj0+1Oe95wLhfi94ExBC9uI2VJjQCbOCuTjZd4l6m+vzdvD83D1i30aTu3Ypqs10QM/YELfVR5WoJBGDIrbYbluAykCfuDdv8Rs0nWjPhN5Uywl9eXvdjXCXpO8XVOnrkmfhOALmrCLWPwh9a6skt9NG6fWh4h8bjvkxRYsW5ebNm4SFhbFjxw569OjB6dNJj/ZJTcl+0Hm+fPk4dOgQISEheHp6Eh8fT+HChcmWLVtq5BPJsGzZMlavXo2vry9v374lOjqasmXLfnT7vn37UqlSJZ4+fUqePHlwdnbGwcEBlerj32Qf66pOC716j+DPP+fj8+gasbGx3Lhxl63b9lK+XKk0+fy04tCzE0eOnMwwk418K11dXTZu/AOVCoYO1Y4RALGxsXTpPIA/ls/B79ktYmNjOXnyPEeOnPzk91d6NX+RE8XtitCkQSf1Mh2dhDqcV29h04aEnq07t+9T+8dq/NStPdOc5iuSNTk8Hz6ibq3WmJpmwb5lI5aumE3rpt00GnmGhga0adechfOWK5j027Xu3JzzJy4RFPAi0ToDQwOatG7IX4vWJLGndjm46cOMdo/cfQgODGb+1rnkypcL/8f+n9gzbTWa3oOcRfKyoV3yG54Np/fgzctXrG8/ndjIGMp2+pF2q0bj3GIyEYGhKR/2K1Sd2YNsRfNyqLVmfQ82fhg6Herux5vAUBpv+4Us+Sx4/TgQgNuL96i3Cb73GF0jA0oObJZuGnhRj/zwbjGETFmMydK4JrnnjuZx15/Rt8mNcdUyeLcc+tF9zUf3JMrrCa/2nfzoNiJ909fXV89VUqFCBa5evcqSJUvo2LEj0dHRhIaGavTiBQQEqDtsrKysuHJFc5jv+1k2/92p8yWSNUTz37Jly0alSpWoXLmyNO7SgS1btjBmzBh69+7N0aNHuXnzJj179iQ6OvHNye+VK1eOMmXKsG7dOlxdXbl37x4ODg6f/JzkdlWnJG/vxzRo0J5s2YtQsFAVatayR09Xj0ePfD+/cwZhY5OHenVrsXrNZqWjpIn3jTsbmzw0a9ZVK3rv3rt54y7VqzYjt1VpChWoQuuWDmTPng2fR0+UjpYscxdMoVHjutg3/UljMqPnzxNmTPZw99TY3sPDi7xJzNyYHsXExODj7cvtm/f4depC7t91p+/A7hrbNG/ZiMxGhmzfvEeZkCkgV14rqv5QiZ0b9yW5vkHzOmTObMj+7f8kuV6bud9wByCPbW6Fk3zQcFp3CtUrx6bOM3n9PPjzO/xLvholKFSvHHuGLOPptYcE3PXhyERnYiOjKdW2ViolTp4qM7pjXb8ch9vP5I3/p+t7cT3hYksW24+PDntxwwvj3DnQ0U92n0XqiIklxtefyHueBC1wJsrNm+w9WmJcrQx6Nrko6rqdYm77KeaWMBw67++/YLNhNgDG1Upj2qSmer3NuoSZE4tc2ULOYV0/+pEi/YqLiyMqKooKFSqgp6eHi8uHGZo9PDzw9fWlWrVqAFSrVo07d+4QGBio3ubYsWOYmppiZ2eXrM9NJ98NIjn09fV59+6dxrLz589TvXp1Bg0apF7m5ZV4qNF/9enTh8WLF/P06VPq16+PtXXiqfr/Lbld1anhzZu3vHnzlqxZzWjQ4Ad+mZC8qWPTsx7dOxIY+IJDh5Keol2bvG/cFSqUn0aNOhIcHKp0pFTx6tVrAAoWtKV8+VJMn7ZQ4URfbu6CKTSzb4B9k674PtYcJub72I9nz55TqEh+jeWFCuXn+Ecmn0nvdHR0Es1S1qVbO478c5KXL9PfpBxfqlWnZgS/COHs8QtJrm/dxZ5TR88mmpTle1CwREEAXgYkryGVWhpO606RRhXZ2PFXwp4k/7FTev+/Xy3+P/duxcfFo9JRfvRAlRndsWlckcPtfyX8C+rLXiJhKPjbT/Q8Zi9hQ1RIOHHRyX9WWJrQ0UGlr0fQko2EbtN8xEqBQ8sJmLmS8BMJk8f5DfkVnX/9jWVYugi5Z4/kceexRPumnx7m1KANdxs6OjrSpEkTbGxseP36NZs2beLUqVMcOXIEMzMzevfuzahRo8iePTumpqYMHTqUatWqUbVqVSDheeJ2dnZ069aNuXPn8vz5cyZOnMjgwYOT/be3NPAyIFtbWy5fvoyPjw8mJiZkz56dwoULs27dOo4cOUL+/PlZv349V69eJX/+/J88VpcuXRgzZgwrV65k3bp1n9xWaQ3q10alUvHgoRcFC9oya+YEPDy8WLs26YlkMhqVSkX37h3YsGFHogZ8RmRsbETBgrbq97a21pQubUdISCj+/oFs3ryCcuVK0rp1TzJlyoSlpTkAwcGhxMTEKJT6yxkbG1GgYD71+3z5rClVujghwWH4+T2jdeumvHjxkidPnlGiZDHmzpvMgf1HOeGSMabZn79oKu3a29Ol0wDCX0dgYZEwVferV6/Vk8f8tvhvHCcM5+4dd+7cdqNz19YULlKAHj8NUTL6F5kwZRQux87w1M8fExNj2rRvTvWalenYpo96G9sCNlSrUZEu7fopmPTbqFQqWnZqxr5th5L8uWJtm5cKVcsyuOtoBdIlj6GRoUZPWy5rKwraFeB16GsCnwWRJWsWLHKbk8MyBwDWBRMuWAYHhRASFEKufLmo26oOV05c4VXIawoUz8/AKf25dek2j9yVn4Ck0QwH7FpUY0ffRURHRGJsbgZA1Ks3xEYl/Ew0NjfD2NyMbP/v0TIvak10xFtePX1JZFgET68/JDIsguYL+3N+yR5iI6Mp07kOWa3N8TpxU6nSAKg604ECrarh0msRseGRZP5/fdGv3/AuMoYs+SzI37o6T11uEhUSTrbiNlRy6srzi26EuCWMfMjboByZc5oRdN2Td1Ex5P6hJKWGtuDeikNKlqZmPtqB8DPXiH0WiI6xEab2P2JUpRRPek3i3YuQJCdWiXkWRIxfwjC8GF/NiTQyZTMFIMrriTwHLwMIDAyke/fu+Pv7Y2ZmRunSpTly5AgNGjQAYNGiRejo6NC2bVuioqJo1KgRf/zxh3r/TJkyceDAAQYOHEi1atUwNjamR48eTJs2LdlZpIGXAY0ZM4YePXpgZ2fH27dvefToEf379+fGjRt07NgRlUpF586dGTRoEP/88+khN2ZmZrRt25aDBw/SqlWrtCngK5maZWHG9PHkyWNFcHAoe/b8w+Qpc4mNTadX7ZKpXr1a5MuXF+e12jF7ZoUKpTl69EPje968hHs116/fzowZi7C3bwjA1auaVzQbNuzAmTPKP7D2c8qXL8U/Rz6cqzlzJwGwYf0OBvQfi5WVBbPmTMDCIifPnwexedMuZs/6Tam4yda7b8JwoIOHN2ksH9T/ZzZv3AXAij+cMTQ0YObsCWTNZsa9O+60adEDnwwwbDqneXZ+WzEHSytzXr96zf17HnRs04czJz/0cnX5qS3Pnj7n1InzCib9NlV/qETuvLk+Ontm687NCXgWyIVTl9M4WfIVLV2EBds/PBJn4JQBABzZfpR5oxZQrUFVfl44Rr1+4h+/ALBu4XrWLdpAbHQs5WuWo23v1hhmNiTQP4izh86xcWn6GBJfvlvC9Ok/bZuosfzA6D+5syPhwlC5rvWoNbKNel23HZM0tnkbEs7W7nOpPbY9XTY7oqOry4uHfuzou5BAN2W/L4v1SKivyU7N+s6N/BPPbWd5FxNL7polsOvTCL3MBkT4B/P40FVuL9mr3jY+5h3FHOpT2akrqFS89gng6tRNGvfuKUk3hxm5545G1yI7ca8jiHJ/xJNek4g4n3EnaBJfbtWqVZ9cb2hoyLJly1i2bNlHt3k/18m3UsXHf+ZJi0Lr1atXjxIlSrB06dKvPoaB4aeHdmZkUZFP0DfIq3SMVBUd5YehoY3SMVJNZKQvJkaf7s3OyMLfPCKbSSGlY6SqkHBPLM2KKR0j1QSEuVPaqprSMVLV7ecXqW/dSOkYqeb4kyPMyveT0jFSjePjDTjn0d76AByebsCtcFOlY6Sa4g/TR09nUo5advr8RgpoGJAxL7pLD953LCQkhFOnTnHq1CmNLmIhhBBCCCFExiQNvO9YuXLlCAkJUT+oXgghhBBCCJGxSQPvO+bj46N0BCGEEEII8Z3Thlk005Ovfg6eEEIIIYQQQoj0RRp4QgghhBBCCKElZIimEEIIIYQQQjEyRDNlSQ+eEEIIIYQQQmgJaeAJIYQQQgghhJaQB50LIYQQQgghFHPQsrPSEZLULGCz0hG+ityDJ1KErn4epSOkmtjop1pdH2h/jVJfxqftNWp7faD9NcZGP0VPi+uLiX6KvkFepWOkqugoP62uMTrKT+kIIo3IEE0hhBBCCCGE0BLSgyeEEEIIIYRQTJxK6QTaRXrwhBBCCCGEEEJLSANPCCGEEEIIIbSEDNEUQgghhBBCKCYOGaOZkqQHTwghhBBCCCG0hDTwviMODg60atVK6RhCCCGEEEKIVCINPIV8S2PL2dmZrFmzJnu/JUuW4Ozs/FWfmV4MHNADzweXCH/lxYVz+6lUsazSkVKU1JfxaWuN434ewsULBwl56cEzv1vs3LGKIkUKKh0rRdWqWYU9u53x9XElNvopLVo0UjpSivseatTW70GA/v26c931GC9fuPPyhTtnz+yjUaM6SsdKUblzW+G8Zin+z+4QFurJddfjlC9fWulYKeaBx0Wio/wSvZYsmaF0NEXFp9NXRiUNvO+ImZnZVzUM04v27Vswf94Ups9YSKUqjbl1+z6HDm7E3DyH0tFShNSX8WlzjT/Uqsry5WupUcuexk07o6erxz8HN2FklFnpaCnG2NiI27fvM3T4BKWjpBptr1GbvwcB/J7688uEWVSp2oSq1Zpy8tR5du1cjZ1dEaWjpYisWc04dXI3MTEx2LfoRpmydfh53DRCQ8OUjpZiqtdohrVNOfWrcZNOAOzceVDhZEKbqOLj4zNyAzXDcnBwIDQ0lD179iRat3DhQtasWYO3tzfZs2fH3t6euXPnYmJiwqlTp6hTR/Nq3ZQpU4iOjsbFxYXLly9rrCtTpgxt27Zl8uTJiT7z8OHDzJgxg7t375IpUyaqVavGkiVLKFgw+VfldfXzJHuf5Lpwbj9Xr91i+IiJAKhUKny8r7LsjzXMnbcs1T43NvqpVtcHaVOjttcH2v81+m85c2bn+bM71KnbhrPnLn9+h2+U1jXGRj+lTbte7Nt3JM0+L63PoTbWqPTPGb00PocAAc/vMn78DNY4b0nVz4mJfoq+Qd5U/YxfZzhSrVpF6tZrm6qf8zHRUX6pXuN/zZ/vRNOm9bGzq5nqnxUd5Zfqn/G19lh1UTpCklo936R0hK8iPXjpkI6ODkuXLuXevXusXbuWEydO8PPPPwNQvXp1Fi9ejKmpKf7+/vj7+zNmzBi6du3KlStX8PLyUh/n3r173L59my5dkv6miYiIYNSoUVy7dg0XFxd0dHRo3bo1cXFxaVJncujp6VG+fGlcTpxVL4uPj8flxDmqVq2gYLKUIfVlfN9Djf9mZmYKQHBIqLJBhPi/7+17UEdHhw4dWmBsbMSly65Kx0kRzZs3wPX6bTZvWoHfk5tcuXyYXr3S5x/+KUFPT48unduwNpUb5xlBXDp9ZVTSwEuHRowYQZ06dbC1taVu3brMmDGDbdu2AaCvr4+ZmRkqlQorKyusrKwwMTGhRIkSlClThk2bPlxp2LhxI1WqVKFQoUJJfk7btm1p06YNhQoVomzZsqxevZo7d+5w//79NKkzOXLmzI6uri6BAS80lgcGBmFlaa5QqpQj9WV830ON76lUKhbOn8r581e4d89D6ThCAN/P92DJksUICX5ARPgjlv0+m3bt++Dm9lDpWCkif34b+vfrhqfnI5o378qff61n0cJpdPupndLRUkXLFo3ImtWUdeu3Kx1FaBlp4KVDx48fp169euTJk4csWbLQrVs3Xr58yZs3bz65X9euXdUNvPj4eDZv3kzXrl0/uv3Dhw/p3LkzBQoUwNTUFFtbWwB8fX0/uk9UVBSvXr3SeEVFRSW/SCFEhvXb0pmUKFGULj8NUjqKEN8dDw8vKlZqSI0azfnzr3WsXrWY4sULKx0rRejo6HDjxl0mTZ7DzVv3WLVqI6tWb6Jv325KR0sVDj07ceTISfz9A5SOIrSMNPDSGR8fH5o3b07p0qXZuXMnrq6uLFuWcN9AdHT0J/ft3LkzHh4eXL9+nQsXLvDkyRM6duz40e3t7e0JDg5m5cqVXL58WX3/3qc+Z9asWZiZmWm8Zs2a9RWVJs+LF8HExsZiYZlTY7mFhTnPA4JS/fNTm9SX8X0PNQIsWTyDZk3rU79he54+9Vc6jhBq38v3YExMDF5ePly/cYeJE2cnTJozpI/SsVKEv39got5Id/eHWFun/b2Nqc3GJg/16tZi9ZrNSkdJF+JUqnT5yqikgZfOuLq6EhcXx4IFC6hatSpFihTh2bNnGtvo6+vz7t27RPvmzZuX2rVrs3HjRjZu3EiDBg2wsLBI8nNevnyJh4cHEydOpF69ehQvXpyQkJDP5nN0dCQsLEzj5ejo+HXFJkNMTAzXr9+mbp0PNyGrVCrq1qnJpUsZ/94DqS/j+x5qXLJ4Bq1aNqZBow74+DxROo4QGr6H78Gk6OjoYGCgr3SMFHHx4jWKFCmgsaxw4QL4+qbfyUG+Vo/uHQkMfMGhQy5KRxFaSFfpAN+zsLAwbt68qbEsZ86cxMTE8Ntvv2Fvb8/58+dZsWKFxja2traEh4fj4uJCmTJlMDIywsjICEgYpvl+Vs1FixZ99LOzZctGjhw5+Ouvv8iVKxe+vr6MHz/+s5kNDAwwMDBIfrEpYNGSlaxZtQjX67e5evUGw4b2xdg4M85rtyqSJ6VJfRmfNtf429KZdO7UijZte/H6dTiW/7+nKSzsNZGRkQqnSxnGxkYUKpRf/T6/rQ1lypQgODiEJ0+efWLPjEPba9Tm70GAGTPGc/jwSZ48eUqWLCZ06tSK2rWr0bSZdkxEsmTpSs6c3sO4n4ewY+cBKlUsS5/eXRk0aJzS0VKUSqWie/cObNiwI8kL9kJ8K2ngKejUqVOUK1dOY1nv3r1ZuHAhc+bMwdHRkR9++IFZs2bRvXt39TbVq1dnwIABdOzYkZcvXzJlyhScnJwAaNeuHUOGDCFTpkyffJC6jo4OW7ZsYdiwYZQsWZKiRYuydOlSfvzxx1SoNGVs374P85zZcZo8Bisrc27dukez5j8RGPji8ztnAFJfxqfNNQ4c0AOAEy47NZb36j2Sdeu3KREpxVWsUAaX4zvU7xfMdwJg7bpt9O4zUqFUKUvba9Tm70EAC/OcrFm9hFy5LAgLe82dO240bdYFF5ezn985A3B1vUX7Dn2YMd2RCRNG4OPzhNFjnNi8ZbfS0VJUvXq1yJcvL85rZfbM9+SZbSlLnoMnUkRaP78pLSnxfKq0pu01Sn0Zn7bXqO31gfbXqNRz8NJKWjwHT2lKPAcvLaXn5+Btz/XxSQGV1N5/o9IRvorcgyeEEEIIIYQQWkKGaAohhBBCCCEUk5EfKp4eSQ+eEEIIIYQQQmgJaeAJIYQQQgghhJaQIZpCCCGEEEIIxcRl3GeKp0vSgyeEEEIIIYQQWkIaeEIIIYQQQgihJWSIphBCCCGEEEIxccgYzZQkPXhCCCGEEEIIoSWkB0+kiNjop0pHSFXaXh9of41SX8an7TVqe32g/TXGaHl90VF+SkdIdd9DjUL7SQNPpAhd/TxKR0g1sdFPtbo+0P4av4f69LS4Pkj4w1mba4yJfoqBobXSMVJVVOQTra4xKvIJhoY2SsdINZGRvmTOnE/pGKnq7dvHGBvZKh0j1US88VE6wkfFKx1Ay8gQTSGEEEIIIYTQEtLAE0IIIYQQQggtIUM0hRBCCCGEEIqRB52nLOnBE0IIIYQQQggtIQ08IYQQQgghhNASMkRTCCGEEEIIoZg4pQNoGenB+wYqlYo9e/Z8chsHBwdatWqVJnk+58cff2TEiBFKxxBCCCGEEEKkEmngfcanGmj+/v40adIEAB8fH1QqFTdv3ky7cMm0a9cupk+frnSMbzJwQA88H1wi/JUXF87tp1LFskpHShHjfh7CxQsHCXnpwTO/W+zcsYoiRQoqHSvFaev5+zdtrbF/v+5cdz3GyxfuvHzhztkz+2jUqI7SsVLU91CjiYkx8+dN4cGDi4SGPOTUyd1UqFBG6VgpQkdHhylTxuDhfp7QkIe43T+Ho+NwpWN9k5o1K7Nz52q8va8SGemLvX1D9TpdXV1mzHDk2rWjvHzpjrf3VVatWkSuXJYKJk6eGjUqs2PHKry9r/D27WON+gAmTBjBzZsuvHjhxrNntzl4cCOVKpVVJuxXqlGjMtt3/I2n12Ui3vjQ/D81AhQtWpBt21fyzP82gUH3OXN2L3nz5lYgrdAW0sD7BlZWVhgYGCgd44tlz56dLFmyKB3jq7Vv34L586YwfcZCKlVpzK3b9zl0cCPm5jmUjvbNfqhVleXL11Kjlj2Nm3ZGT1ePfw5uwsgos9LRUow2n7/3tLlGv6f+/DJhFlWqNqFqtaacPHWeXTtXY2dXROloKeZ7qHHF8nnUq1eLXr1GUKFCA467nOGfQ5vIndtK6WjfbMyYQfTr240RIyZRpmwdfpkwk9GjBjB4UE+lo301IyMj7ty5z4gRE5NYl5ly5Uoya9ZSqlZtSqdO/ShcuAA7dqxSIOnXMTY24s4dN0aMmJTkek/PR4wcOZmKFRtSr15bHj/2Y//+9eTMmT2Nk3699zWOHDk5yfX589tw7PgOHnh40aRxZ6pUbszs2b8RFRWVxkmVFZ9OXxmVKj4+PiPnT3UODg6EhoYmORRTpVKxe/duWrVqhUqlOb9r7dq1OXXqlHr/mjVrsmDBAqKjo+nUqROLFy9GT08v0XHey5o1K4sXL8bBwQGAcePGsXv3bvz8/LCysqJr165MnjxZfQwnJyf27NnD6NGjmTRpEiEhITRp0oSVK1eqG3U//vgjZcuWZfHixQCsX7+eJUuW4OHhgbGxMXXr1mXx4sVYWFgk+99JVz9PsvdJrgvn9nP12i2G//8XnUqlwsf7Ksv+WMPcectS7XNjo5+mSX3/ljNndp4/u0Odum04e+5yqn9eWtSo1PmDtDuHSn6N6qXx1yhAwPO7jB8/gzXOW1L9s2K0vMaY6KcYGFqn6mcYGhry8oUb7dr15p/DJ9TLL144yJGjp3Bympeqnx8V+SRVa9y9aw0BgS8YMGCsetmWzX/yNjKSnj1TvycvKvIJhoY2qXb8yEhf2rfvw/79Rz+6TYUKpTl//gCFC1flyZNnKf75mTPnS9Fj/tvbt4/p0KHvJ+vLksWEwMB7NGnShVOnzqdKBmMj2xQ/7nsRb3zo2LEfB/5Vo/Pa34iNiaFPn1Gp9rn//vz0ak2en5SOkKSeTzcoHeGrSA9eCrly5QoAx48fx9/fn127dqnXnTx5Ei8vL06ePMnatWtxdnbG2dk5WcfPkiULzs7O3L9/nyVLlrBy5UoWLVqksY2Xlxd79uzhwIEDHDhwgNOnTzN79uyPHjMmJobp06dz69Yt9uzZg4+Pj7pBmd7o6elRvnxpXE6cVS+Lj4/H5cQ5qlatoGCy1GFmZgpAcEioskFSyPdw/r6HGt/T0dGhQ4cWGBsbcemyq9JxUoU21qirmwldXV0i/9Mz8DYykurVKymUKuVcvORKnTo1KFwoPwClShWnevVKHDlyUuFkacfMzJS4uDhCQ18pHSXF6enp0bt3F0JDw7hz577ScVKESqWiceM6PPR8xN696/Dxucap03uSHMYpRHLILJopxNzcHIAcOXJgZaU51CVbtmz8/vvvZMqUiWLFitGsWTNcXFzo27fvFx9/4sQPwzNsbW0ZM2YMW7Zs4eeff1Yvj4uLw9nZWd1j161bN1xcXPj111+TPGavXr3U/1+gQAGWLl1KpUqVCA8Px8TEJMl9oqKiEg0bSIthqjlzZkdXV5fAgBcaywMDgyhWVLvuVVOpVCycP5Xz569w756H0nFSxPdw/r6HGkuWLMbZM/swNDQgPDyCdu374Ob2UOlYKUqbawwPj+DixWs4Og7H3d2TgIAgOnZsSdUqFfDy8lE63jebN28ZpllMuH37FO/evSNTpkxMnjKXLVv2KB0tTRgYGDBjhiPbtu3l9etwpeOkmCZN6rJu3e8YGWXm+fNAmjf/iZcvQ5SOlSIsLHKSJYsJo0cPZNrUBUyaNJsGDWqzefMKmjTuzLk0GMGTXsiDzlOW9OClgRIlSpApUyb1+1y5chEYGJisY2zdupUaNWpgZWWFiYkJEydOxNfXV2MbW1tbjXvsPvc5rq6u2NvbY2NjQ5YsWahduzZAouP+26xZszAzM9N4zZo1K1m1iE/7belMSpQoSpefBikdRQgNHh5eVKzUkBo1mvPnX+tYvWoxxYsXVjpWitL2Gnv1HpEwdPjRNV6/8mLwoF5s3baXuLiMP0l5u3b2dOrcmu49hlKlalN69xnJyBH9+emndkpHS3W6urps3PgHKhUMHTpB6Tgp6vTpi1Sp0oQ6ddpw9OhpNmz4QyvuawZQ6SS0ag4eOMbvv6/i9u37LFiwnH/+caFPn64KpxMZmTTw0sD7++TeU6lUGr9MVSoV/70VMiYmRv3/Fy9epGvXrjRt2pQDBw5w48YNJkyYQHR0dLI+598iIiJo1KgRpqambNy4katXr7J7926ARMf9N0dHR8LCwjRejo6On6g+Zbx4EUxsbCwWljk1lltYmPM8ICjVPz+tLFk8g2ZN61O/YXuePvVXOk6K+R7O3/dQY0xMDF5ePly/cYeJE2dz+/Z9hg7po3SsFKXtNXp7P6ZBg/Zky16EgoWqULOWPXq6ejx69PELexnFrFkTmD/vD7Zv38e9e+5s2rSLpb/9zc9jBysdLVW9b9zZ2OShWbOuWtV7B/DmzVu8vR9z5coNBg78mdjYWHr06Kh0rBTx8kUIMTExuLlrjhLwcPcir7XMoim+njTwUoi+vj4A7969S/a+5ubm+Pt/+GP+4cOHvHnzRv3+woUL5MuXjwkTJlCxYkUKFy7M48ePvymvu7s7L1++ZPbs2dSqVYtixYp9Ua+igYEBpqamGq+0GKIZExPD9eu3qVunpnqZSqWibp2aXLqkHffHLFk8g1YtG9OgUQd8fJ4oHSdFfQ/n73uo8b90dHQwMNBXOkaq0tYa37x5y/PngWTNakaDBj+w/8DHJ7bIKIwyZ050UfPdu3fo6GjvnzrvG3eFCuWnadMuBAeHKh0p1WnT92RMTAyurrcpUriAxvJChfPzxPepQqmUEZdOXxmV3IP3BcLCwhI93y5HDs3hARYWFmTOnJnDhw+TN29eDA0NMTMz+6Lj161bl99//51q1arx7t07xo0bp9EbV7hwYXx9fdmyZQuVKlXi4MGD6t62r2VjY4O+vj6//fYbAwYM4O7du+n+GXmLlqxkzapFuF6/zdWrNxg2tC/GxplxXrtV6Wjf7LelM+ncqRVt2vbi9etwLC0T7ukMC3tNZGSkwulShjafv/e0ucYZM8Zz+PBJnjx5SpYsJnTq1IratavRtFkXpaOlmO+hxgb1a6NSqXjw0IuCBW2ZNXMCHh5erF27Telo3+zgoeOMGzeUJ0+ect/tAWXKlGT4sL6szcDff8bGRhQsaKt+b2trTenSdoSEhOLvH8jmzSsoV64krVv3JFOmTOrfHcHBoRojgdKrT9X38mUI48YN4eDB4zx/HkiOHNno378HuXNbsmvXQeVCJ1OiGvMl1BgcHIqf3zMWL/6Ldet+49z5K5w5fZEGDWvTtGk9GjfqpFxokeFJA+8LnDp1inLlymks6927t8Z7XV1dli5dyrRp05g8eTK1atXi1KlTX3T8BQsW0LNnT2rVqkXu3LlZsmQJrq4frvi3aNGCkSNHMmTIEKKiomjWrBmTJk3Cycnpq2syNzfH2dmZX375haVLl1K+fHnmz59PixYtvvqYqW379n2Y58yO0+QxWFmZc+vWPZo1/4nAwBef3zmdGzigBwAnXHZqLO/VeyTr1mf8P7xAu8/fe9pco4V5TtasXkKuXBaEhb3mzh03mjbrgovL2c/vnEF8DzWammVhxvTx5MljRXBwKHv2/MPkKXOJjY1VOto3GzlyEk5TxrBk6a9YmOfE3z+Av1dt5NdfFysd7atVqFCao0c//A6YN28KAOvXb2fGjEXqB4NfvXpEY7+GDTtw5syltAv6lcqXL83Rox8a4HPnJjwrbv367QwdOoGiRQvx00/tyJEjG8HBoVy7dov69dtnqImPypcvzeEjHx6zMmduwjP/NqzfQf/+Y9i/7wjDh01g9JhBzJ/vxMOH3nTpMpCLF68pFVloAXkOnkgRaf2cuLSkxHPw0pq21/g91KfEM+LSklLPwUsrafEcPKWl9nPwlJbaz8FTWmo/By89SO3n4CktPT8H78+86fM5eP395Dl4QgghhBBCCCEUJA08IYQQQgghhNAScg+eEEIIIYQQQjHx8qDzFCU9eEIIIYQQQgihJaSBJ4QQQgghhBBaQoZoCiGEEEIIIRSTkR8qnh5JD54QQgghhBBCaAlp4AkhhBBCCCGElpAhmkIIIYQQQgjFyBDNlCUNPJEiYqOfKh0hVWl7faD9NWp7fTFaXh9of41RkU+UjpDqtL3GyEhfpSOkqrdvHysdIdVFvPFROoIQ30waeCJF6OrnUTpCqomNfqrV9YH21yj1ZXzaXmNs9FP0tLg+SGig6xvkVTpGqomO8tP6+jJnzqd0jFT19u1jTI0LKB0j1byK8FY6gkgj0sATQgghhBBCKCZe6QBaRiZZEUIIIYQQQggtIQ08IYQQQgghhNASMkRTCCGEEEIIoZg4ldIJtIv04AkhhBBCCCGElpAGnoIcHBxo1aqV0jGEEEIIIYQQWkJrGnjSWPo+DBzQA88Hlwh/5cWFc/upVLGs0pFSlNSX8WlzjbVqVmHPbmd8fVyJjX5KixaNlI6UKrT1HPbv153rrsd4+cKdly/cOXtmH40a1VE6VorKndsK5zVL8X92h7BQT667Hqd8+dJKx0oxDzwuEh3ll+i1ZMkMpaN9lRo1KrNjxyq8va/w9u1j7O0bfnTbpUt/5e3bxwwZ0isNE36bUWMGcurMHp4+v42XzxU2bVlBocL51euzZTNj3vwpuN44TsCL+9xzP8fceZMxNc2iYGplxKXTV0alNQ088eWio6OVjvBV2rdvwfx5U5g+YyGVqjTm1u37HDq4EXPzHEpHSxFSX8an7TUaGxtx+/Z9hg6foHSUVKPN59DvqT+/TJhFlapNqFqtKSdPnWfXztXY2RVROlqKyJrVjFMndxMTE4N9i26UKVuHn8dNIzQ0TOloKaZ6jWZY25RTvxo36QTAzp0HFU72dYyNjbhzx40RIyZ9crsWLRpRuXI5nj17nkbJUkbNmpX566/11KvTlpb23dHT02PPvnUYGWUGwCqXJVa5LJnwy0yqVmrMwP5jqd+gNr//MVvh5CKj0/oGnrOzM1mzZtVYtmfPHlSqhLs54+PjqV+/Po0aNSI+PuEpHMHBweTNm5fJkyer9/n7778pXrw4hoaGFCtWjD/++EO9zsfHB5VKxbZt26hVqxaZM2emUqVKPHjwgKtXr1KxYkVMTExo0qQJQUFBiTJOnToVc3NzTE1NGTBggEYDLCoqimHDhmFhYYGhoSE1a9bk6tWrX1wfgJOTE2XLluXvv/8mf/78GBoaAuDu7k7NmjUxNDTEzs6O48ePo1Kp2LNnT/L+kdPIyOF9+XvVJtau24ab20MGDR7Pmzdv6enQSeloKULqy/i0vcbDR04yecpc9u49rHSUVKPN5/DgwWMcPnwCT89HPHzozeTJcwgPj6BK5fJKR0sRY8cMws/vGX37jebatZv4+Dzh+PEzeHs/VjpainnxIpiAgCD1q2nT+nh6+XDmzEWlo32Vo0dPMXXqfPbtO/LRbXLntmThwqn07DmcmJiYNEz37dq06smmDTtxd3vI3TvuDOg/FhubPJQtVxIAt/sP6NZ1EIf/OcGjR76cOX2RaVPn06RpXTJlyqRwepGRaX0D73NUKhVr167l6tWrLF26FIABAwaQJ08edQNv48aNTJ48mV9//RU3NzdmzpzJpEmTWLt2rcaxpkyZwsSJE7l+/Tq6urp06dKFn3/+mSVLlnD27Fk8PT01Go0ALi4uuLm5cerUKTZv3syuXbuYOnWqev3PP//Mzp07Wbt2LdevX6dQoUI0atSI4ODgZNXp6enJzp072bVrFzdv3uTdu3e0atUKIyMjLl++zF9//cWECen3qryenh7ly5fG5cRZ9bL4+HhcTpyjatUKCiZLGVJfxvc91KjtvqdzqKOjQ4cOLTA2NuLSZVel46SI5s0b4Hr9Nps3rcDvyU2uXD5Mr15dlI6VavT09OjSuQ1rnbcoHSXVqFQqVq1azKJFf+Lm9lDpON/M7P9DL0NCPt6rbGqahdevwnn37l1axUoXlB6KqW1DNOUxCUCePHn4888/6d69O8+fP+fQoUPcuHEDXd2Ef54pU6awYMEC2rRpA0D+/Pm5f/8+f/75Jz169FAfZ8yYMTRqlHBPyvDhw+ncuTMuLi7UqFEDgN69e+Ps7Kzx2fr6+qxevRojIyNKlCjBtGnTGDt2LNOnT+ft27csX74cZ2dnmjRpAsDKlSs5duwYq1atYuzYsV9cY3R0NOvWrcPc3ByAw4cP4+XlxalTp7CysgLg119/pUGDBl/xL5j6cubMjq6uLoEBLzSWBwYGUaxoQYVSpRypL+P7HmrUdt/DOSxZshhnz+zD0NCA8PAI2rXvoxV/OAPkz29D/37dWLJkJXPm/EaFimVZtHAaMdHRrN+wQ+l4Ka5li0ZkzWrKuvXblY6SakaPHkhsbCzLlq1ROso3U6lUzJ47iYsXruF2/0GS22TPkY2fxw9lzRrtbbSLtCENvP9r3749u3fvZvbs2SxfvpzChQsDEBERgZeXF71796Zv377q7WNjYzEzM9M4RunSH27ktrS0BKBUqVIaywIDAzX2KVOmDEZGRur31apVIzw8nCdPnhAWFkZMTIy6gQgJV+wqV66Mm5tbsurLly+funEH4OHhgbW1tbpxB1C5cuXPHicqKoqoqCiNZQYGBsnKIoQQQhkeHl5UrNQQM9MstGnbjNWrFlOvflutaOTp6Ojg6nqbSZPnAHDz1j1KlChK377dtLKB59CzE0eOnMTfP0DpKKmiXLmSDB7ck+rVmykdJUUsWDSN4nZFaFS/Q5Lrs2QxYcfOVXi4P2TWr0vSOJ3QNlrfwNPR0VHfW/deUmO437x5g6urK5kyZeLhww+/6MLDw4GEnrMqVapo7PPf8dF6enrq/39/D9x/l8XFpWyH75fWZ2xsnCKfN2vWLI0hpJDQw5naXrwIJjY2FgvLnBrLLSzMeR6Q+L7GjEbqy/i+hxq13fdwDmNiYvDy8gHg+o07VKxQlqFD+jBo8Dhlg6UAf//ARA1Vd/eHtG7VVKFEqcfGJg/16taiQ8e+n984g6pRozIWFjl58ODD/YW6urrMnj2RIUN6UaxYTQXTJc/8BU40blKHJg07JTlRjImJMbv2rOF1eARdOg0gNjZWgZTKiv/8JiIZtP4ePHNzc16/fk1ERIR62c2bNxNtN3r0aHR0dPjnn39YunQpJ06cABJ63XLnzo23tzeFChXSeOXPnz/RcZLr1q1bvH37Vv3+0qVLmJiYYG1tTcGCBdHX1+f8+fPq9TExMVy9ehU7O7tk1fdfRYsW5cmTJwQEfLjy9+/JWz7G0dGRsLAwjZejo+OXlPpNYmJiuH79NnXrfPiBrlKpqFunJpcuZfz7R6S+jO97qFHbfY/nUEdHBwMDfaVjpIiLF69RpEgBjWWFCxfA19dPoUSpp0f3jgQGvuDQIRelo6SaTZt2UalSI6pUaaJ+PXv2nEWL/sTevrvS8b7Y/AVONG/REPumP/H4ceKvxSxZTNizby3R0TF0at+XqKiMOdO5SF+0qgcvLCwsUePGzs4OIyMjfvnlF4YNG8bly5cT3Qd38OBBVq9ezcWLFylfvjxjx46lR48e3L59m2zZsjF16lSGDRuGmZkZjRs3JioqimvXrhESEsKoUaO+KXN0dDS9e/dm4sSJ+Pj4MGXKFIYMGYKOjg7GxsYMHDiQsWPHkj17dmxsbJg7dy5v3ryhd+/eAFSpUuWz9SWlQYMGFCxYkB49ejB37lxev37NxIkTATRm4PwvAwMDxYZkLlqykjWrFuF6/TZXr95g2NC+GBtnxnntVkXypDSpL+PT9hqNjY0oVOjDha38tjaUKVOC4OAQnjx5pmCylKPN53DGjPEcPnySJ0+ekiWLCZ06taJ27Wo0baYdE5EsWbqSM6f3MO7nIezYeYBKFcvSp3dXBg3K+L2T/6ZSqejevQMbNuzI8BNxGBsbUbCgrfq9ra01pUvbERISypMnzwgODtXYPiYmhoCAIB4+9E7boF9p4aJptOvQgs4d+/E6PFw9OuBV2GsiI6PUjbvMRpnp23sUWUxNyGJqAsCLoOAUH/Ulvh9a1cA7deoU5cqV01jWu3dvNmzYwNixY1m5ciX16tXDycmJfv36ARAUFETv3r1xcnKifPmEqaKnTp3K0aNHGTBgAFu3bqVPnz4YGRkxb948xo4di7GxMaVKlWLEiBHfnLlevXoULlyYH374gaioKDp37oyTk5N6/ezZs4mLi6Nbt268fv2aihUrcuTIEbJlywZA9uzZP1nfx2TKlIk9e/bQp08fKlWqRIECBZg3bx729vbqxyikN9u378M8Z3acJo/BysqcW7fu0az5TwQGvvj8zhmA1JfxaXuNFSuUweX4h3uZFsx3AmDtum307jNSoVQpS5vPoYV5TtasXkKuXBaEhb3mzh03mjbrgovL2c/vnAG4ut6ifYc+zJjuyIQJI/DxecLoMU5s3rJb6Wgpql69WuTLlxfntRl/Io7y5Utz9OiHiydz5ybMNL5+/Xb69RujVKwU06ffTwD8c0TzXA3oP5ZNG3ZSpmwJKlVO+Lv11t1TGtuULF4LX9+naZIzPYj7eN+C+Aqq+P/ewCW+W+fPn6dmzZp4enpSsGDyZozT1c+TSqmUFxv9VKvrA+2vUerL+LS9xtjop+hpcX0AMdFP0TfIq3SMVBMd5af19WXOnE/pGKnq7dvHmBoX+PyGGdSriPTb8zk3309KR0jSz483KB3hq2hVD55Int27d2NiYkLhwoXx9PRk+PDh1KhRI9mNOyGEEEIIIUT6IA2879jr168ZN24cvr6+5MyZk/r167NgwQKlYwkhhBBCiO+I3G2YsqSB9x3r3r073btnnJmohBBCCCGEEJ+m9Y9JEEIIIYQQQojvhfTgCSGEEEIIIRQjMz6mLOnBE0IIIYQQQggtIQ08IYQQQgghhNASMkRTCCGEEEIIoZg4GaSZoqQHTwghhBBCCCG0hPTgiRQRG/1U6QipStvrA+2vUerL+LS9xhgtrw8gOspP6QipStvre/v2sdIRUt2rCG+lIwjxzaSBJ1KErn4epSOkmtjop1pdH2h/jVJfxqftNWp7faD9NX4P9elpcX2QcJFF3yCv0jFSTXq+ACEPOk9ZMkRTCCGEEEIIIbSENPCEEEIIIYQQQkvIEE0hhBBCCCGEYmQOzZQlPXhCCCGEEEIIoSWkgSeEEEIIIYQQWkKGaAohhBBCCCEUI7NopizpwdNCPj4+qFQqbt68qXQUIYQQQgghRBqSBl464eDggEqlYsCAAYnWDR48GJVKhYODw1cd+9SpU6hUKkJDQ78tZDowcEAPPB9cIvyVFxfO7adSxbJKR0pRUl/Gp+01ant9oP01anN9tWpWYc9uZ3x9XImNfkqLFo2UjpQqtPUcTpo0ipjopxqvO3dOKx0rReXObYXzmqX4P7tDWKgn112PU758aaVjCS0jDbx0xNrami1btvD27Vv1ssjISDZt2oSNjY2CydKH9u1bMH/eFKbPWEilKo25dfs+hw5uxNw8h9LRUoTUl/Fpe43aXh9of43aXp+xsRG3b99n6PAJSkdJNdp+Du/ecyevdVn168cfWykdKcVkzWrGqZO7iYmJwb5FN8qUrcPP46YRGhqmdDTFxanS5yujkgZeOlK+fHmsra3ZtWuXetmuXbuwsbGhXLly6mWHDx+mZs2aZM2alRw5ctC8eXO8vLySPKaPjw916tQBIFu2bBo9gck5Tnowcnhf/l61ibXrtuHm9pBBg8fz5s1bejp0UjpaipD6Mj5tr1Hb6wPtr1Hb6zt85CSTp8xl797DSkdJNdp+Dt/FviMgIEj9evkyROlIKWbsmEH4+T2jb7/RXLt2Ex+fJxw/fgZv78dKRxNaRhp46UyvXr1Ys2aN+v3q1avp2bOnxjYRERGMGjWKa9eu4eLigo6ODq1btyYuLvEtqtbW1uzcuRMADw8P/P39WbJkSbKPozQ9PT3Kly+Ny4mz6mXx8fG4nDhH1aoVFEyWMqS+jE/ba9T2+kD7a9T2+r4H38M5LFQoP499XPFwv8C6tb9hbZ1b6UgppnnzBrhev83mTSvwe3KTK5cP06tXF6VjCS0kDbx05qeffuLcuXM8fvyYx48fc/78eX766SeNbdq2bUubNm0oVKgQZcuWZfXq1dy5c4f79+8nOl6mTJnInj07ABYWFlhZWWFmZpbs47wXFRXFq1evNF5RUVEp+C+QtJw5s6Orq0tgwAuN5YGBQVhZmqf656c2qS/j0/Yatb0+0P4atb2+74G2n8MrV27Qu89Imtv/xJChjtja2nDyxG5MTIyVjpYi8ue3oX+/bnh6PqJ58678+dd6Fi2cRref2ikdTXFxxKfLV3LMmjWLSpUqkSVLFiwsLGjVqhUeHh4a20RGRjJ48GBy5MiBiYkJbdu2JSAgQGMbX19fmjVrhpGRERYWFowdO5bY2NhkZZEGXjpjbm5Os2bNcHZ2Zs2aNTRr1oycOXNqbPPw4UM6d+5MgQIFMDU1xdbWFkj4gkiOrznOrFmzMDMz03jNmjUrWZ8rhBBCCPFfR46cZOfOA9y548axY6exb9GNrFlNad/OXuloKUJHR4cbN+4yafIcbt66x6pVG1m1ehN9+3ZTOppIAadPn2bw4MFcunSJY8eOERMTQ8OGDYmIiFBvM3LkSPbv38/27ds5ffo0z549o02bNur17969o1mzZkRHR3PhwgXWrl2Ls7MzkydPTlYWeQ5eOtSrVy+GDBkCwLJlyxKtt7e3J1++fKxcuZLcuXMTFxdHyZIliY6OTtbnfM1xHB0dGTVqlMYyAwMDZsxcmazPTq4XL4KJjY3FwlKzsWthYc7zgKBU/ey0IPVlfNpeo7bXB9pfo7bX9z343s5hWNgrHj70pmAhW6WjpAh//0Dc3B5qLHN3f0jrVk0VSiRS0uHDmvf+Ojs7Y2FhgaurKz/88ANhYWGsWrWKTZs2UbduXQDWrFlD8eLFuXTpElWrVuXo0aPcv3+f48ePY2lpSdmyZZk+fTrjxo3DyckJfX39L8oiPXjpUOPGjYmOjiYmJoZGjTSneH758iUeHh5MnDiRevXqUbx4cUJCPn0D8vsvhnfv3n3TcSChMWdqaqrxMjAw+IoqkycmJobr129Tt05N9TKVSkXdOjW5dMk11T8/tUl9GZ+216jt9YH216jt9X0PvrdzaGxsRIEC+XjuH6h0lBRx8eI1ihQpoLGscOEC+Pr6KZQo/YhPp69vuTUpLCxhdtT3t0q5uroSExND/fr11dsUK1YMGxsbLl68CMDFixcpVaoUlpaW6m0aNWrEq1evuHfv3hd9LkgPXrqUKVMm3Nzc1P//b9myZSNHjhz89ddf5MqVC19fX8aPH//J4+XLlw+VSsWBAwdo2rQpmTNn/qrjKG3RkpWsWbUI1+u3uXr1BsOG9sXYODPOa7cqHS1FSH0Zn7bXqO31gfbXqO31GRsbUahQfvX7/LY2lClTguDgEJ48eaZgspSjzedwzuxJHDh4DF9fP3LnsmLy5NG8exfHlq17lI6WIpYsXcmZ03sY9/MQduw8QKWKZenTuyuDBo1TOpr4iFmzZjF16lSNZVOmTMHJyemT+8XFxTFixAhq1KhByZIlAXj+/Dn6+vpkzZpVY1tLS0ueP3+u3ubfjbv369+v+1LSwEunTE1Nk1yuo6PDli1bGDZsGCVLlqRo0aIsXbqUH3/88aPHypMnD1OnTmX8+PH07NmT7t274+zsnOzjKG379n2Y58yO0+QxWFmZc+vWPZo1/4nAwBef3zkDkPoyPm2vUdvrA+2vUdvrq1ihDC7Hd6jfL5jvBMDaddvo3WekQqlSljafwzx5c7Fh/TJy5MhGUFAw5y9coWYte168CFY6Wopwdb1F+w59mDHdkQkTRuDj84TRY5zYvGW30tHER3zs1qTPGTx4MHfv3uXcuXOpFe2TVPHx8cmbIkaIJOjq51E6QqqJjX6q1fWB9tco9WV82l6jttcH2l/j91CfnhbXBxAT/RR9g7xKx0g10VHpdyioo236fFzELJ9Nyd5nyJAh7N27lzNnzpA//4cRBSdOnKBevXqEhIRo9OLly5ePESNGMHLkSCZPnsy+ffu4efOmev2jR48oUKAA169f13gu9qfIPXhCCCGEEEII8Q3i4+MZMmQIu3fv5sSJExqNO4AKFSqgp6eHi4uLepmHhwe+vr5Uq1YNgGrVqnHnzh0CAz/cd3rs2DFMTU2xs7P74iwyRFMIIYQQQgghvsHgwYPZtGkTe/fuJUuWLOp75szMzMicOTNmZmb07t2bUaNGkT17dkxNTRk6dCjVqlWjatWqADRs2BA7Ozu6devG3Llzef78ORMnTmTw4MHJmtRQGnhCCCGEEEIIxST3oeLp0fLlywESzWexZs0aHBwcAFi0aBE6Ojq0bduWqKgoGjVqxB9//KHeNlOmTBw4cICBAwdSrVo1jI2N6dGjB9OmTUtWFmngCSGEEEIIIcQ3+JJpTQwNDVm2bFmSz7l+L1++fBw6dOibssg9eEIIIYQQQgihJaQHTwghhBBCCKGYjD9AM32RHjwhhBBCCCGE0BLSwBNCCCGEEEIILSFDNIUQQgghhBCKiVM6gJaRBp5IEbHRT5WOkKq0vT7Q/hqlvoxP22vU9vpA+2vU9vpitLw+gOgoP6UjCPHNpIEnUoSefh6lI6SamOin6BvkVTpGqoqO8sPQ0EbpGKkmMtIXYyNbpWOkmog3PmQzKaR0jFQVEu6JuVlRpWOkmqAwD0pbVVM6Rqq6/fwijaybKB0j1Rx58g9DbDsqHSPV/O6zlcm2XZWOkaqm+WzkoGVnpWOkmmYBm5WOINKINPCEEEIIIYQQitGGB52nJzLJihBCCCGEEEJoCWngCSGEEEIIIYSWkCGaQgghhBBCCMXIAM2UJT14QgghhBBCCKElpIGXDM7OzmTNmjXDHfvffHx8UKlU3Lx5M9U/SwghhBBCCJG2tG6IpoODA2vXrmXWrFmMHz9evXzPnj20bt2a+Pgv6wS2tbVlxIgRjBgxIpWSiuSYNGkUkyeN1ljm7uFJqVK1FUqUsh54XMTW1jrR8uUrnBk+fKICib5dzZqVGTlyAOXKlSJ3bkvat+/D/v1HAdDV1cXJaSyNG9chf34bwsJec/LkOSZOnI2/f4DCyb9MjRqVGTGyH+XKlSJXLks6duzHgf/XBwmPLkjKhF9msnjxX2mU8uuNHD2A5i0aUrhIASIjo7hy6TpOk+fi+fARANY2ebh9/3SS+zp0G8re3f+kZdxkc+jdGYdenbGxSXjEi7v7QxbM+QOX42cA2HNgHTVqVdHYx3n1FsaOnJLmWb/WP1d3kcc6V6LlW9bsZKbjfABKVyjJMMf+lCpfgnfv4vC4+4ABnUcSFRmV1nE/q2SVkrTv347CpQuRwzIHTn2mcfHIRfX6Go2r06xbMwqXKoRpNlMGNhqM931vjWPkypeLvhP7UKJSCfT09XA9dY1lk5cT+iI0jatJrGDl4tTvZ49NqfyYWWbnr37zuH30mnr97z5bk9xv98wNuPy1X/2+RJ1yNBneltzF8hEbFc3Dy26s7Dc/1fN/Tq1BLbBrVJGcBXMTExnNk+sPOTp7Cy+9/dXb6Bro0WhCV0rZVyWTvh6eZ25zYNIaIl68Um8zzWdjomNvG/obd/dfSpM6PqXgsJZYNa2ESeHcvIuMJuTqA9ynbybC60ONBuZmFJvSlZy1S6FrYkiEpz+ei/fw/OAV9TZ1ri7FyMZc49juMzbj9du+NKslrcmDzlOW1jXwAAwNDZkzZw79+/cnW7ZsSsf5rJiYGKUjZAh377nTuHEn9fvY2FgF06Ss6jWakSlTJvX7EiWKcvifLezceVDBVN/GyMiIO3fus3btVrZtW/mfdZkpV64ks2Yt5fbt+2TLZsb8+U7s2LGKGjWaK5Q4eYyNjbhzx41167azZcufidYXyF9J433Dhj/yx/I57NmTvhs+71WvWZm//9rAjet30M2UiUlOo9m115mqFRvz5s1bnvr5U7RAVY19evTqxNDhfTh+NOmGX3ry7OlzZjjNx9vrMahUdOrSinWbl1G3Vms83D0BWOe8lTm/LlXv8+btW6XifpUujXuho/NhoE6hYgVZuX0pR/e7AAmNu+WbF7Fq6TpmTVjIu9h3FClRmLi49PmnlmFmQ7zdvDmy7ShTVk5KvN7IkHtX7nFm/xlGzhuRaL1BZgNmbvwV7/vejOuUcAG4x5huTFvjxPAWI7/4AnBqMTAy4KnbYy5uP0m/P8ckWu9YqZ/G+xI/lqPLnP7c/OeyelnZxpXpPLs/++dt5sGFe+hk0iFX0cQXD5VgW6UYl9cf5+ktL3R0M9FgbAd6rBvPbw1+JuZtwgWFxpN+okidsmwdtJTI129oPs2BzitG8ne7qRrH2jXmTzxP31K/j3z1Jk1r+Zjs1YrzeM1RQm96o8qkQ7FfOlF5qyNnfhjLuzcJNZb5fRB6ZkZc6z6f6ODX5GlTg/Irh3Ou4QRe3fVRH8tj9jaebDihfh8bEZnW5YgMTCuHaNavXx8rKytmzZr10W3OnTtHrVq1yJw5M9bW1gwbNoyIiAgAfvzxRx4/fszIkSNRqVSoVCqNfY8cOULx4sUxMTGhcePG+Pv7a6z/+++/KV68OIaGhhQrVow//vhDve79EMmtW7dSu3ZtDA0N2bgx8dUoLy8vWrZsiaWlJSYmJlSqVInjx49rbGNra8vMmTPp1asXWbJkwcbGhr/+0uwZuHLlCuXKlcPQ0JCKFSty48YNjfUhISF07doVc3NzMmfOTOHChVmzZs0n/nWV8y72HQEBQerXy5chSkdKMS9eBGvU1rRpfTy9fDhz5uLnd06njh49hZPTfPbtO5Jo3atXr2nWrCs7dx7g4UNvrly5wciRk6hQoTTW1rkVSJt8R4+eYtrUBexPoj5A43wGBATRrHkDzpy+iI/PkzRO+nXat+7F5o27cHd7yN277gwaMA5rmzyULVcSgLi4OAIDX2i8mts3ZM+uf4iISB9/bH3K0cMnOX7sDN7ej/H28mHm9MVERLyhYqWy6m3evonUqC/8dYRygb9CyMtQXgYFq1+1G9TA95Ef1y4k/B74edpwNv29ndW/r8fL4xE+Xr4c3edCTHT6vOh47dQ11s5bx4XDF5Jc77LrBBuXbOLGuRtJri9RqQSWeS1YMGohPu4++Lj7MG/kAgqXLkzZGmVSM/oXuX/qJgcWbOX2katJrn8dFKbxKtWgIg8v3uPlk0AAdDLp0HaKA3tmbuDcxuMEPvLnuedTbhxUvmcLYH2PudzccYagh08JcPNl15g/yZo3J7lL5QfAIEtmynf4kcMzNvLo4n387/qwe+yf2FQsQt5yhTSOFfkqgvCgMPUrNip9fM1e7Twbv61nCPfw4/V9X24NX46RtTlmpfOrt8lWqQg+fx8h7IYXbx8H4rloNzFhEZiVya9xrNiISKKCwtSv9w1EIb6EVjbwMmXKxMyZM/ntt9/w8/NLtN7Ly4vGjRvTtm1bbt++zdatWzl37hxDhgwBYNeuXeTNm5dp06bh7++v0YB78+YN8+fPZ/369Zw5cwZfX1/GjPlwpW3jxo1MnjyZX3/9FTc3N2bOnMmkSZNYu3atRobx48czfPhw3NzcaNSoUaKM4eHhNG3aFBcXF27cuEHjxo2xt7fH19dXY7sFCxaoG26DBg1i4MCBeHh4qI/RvHlz7OzscHV1xcnJSSMrwKRJk7h//z7//PMPbm5uLF++nJw5cybzXzxtFCqUn8c+rni4X2Dd2t8yTEMgufT09OjSuQ1rnbcoHSVNmZmZEhcXR2joq89vnMFYWOSkceM6rF2b9BCrjMDUNAsAISGhSa4vU7YEpcvYsWHdtjRMlTJ0dHRo1bYpRkZGXL3yoXHQtoM97t6XOHNxPxOnjCJzZkMFU34bXT1dmrVtxJ7NBwDInjMbpSuUJPhlMOv2/8XJOwdZvfsPylUurXDS1KOnrwfxaDRgY6JiiI+Lp0SlEgomS74sOc0oWaccF7eeVC+zLpmfbLlyEB8fz7iDs/n1ygoGOo8nV5H00YP3X4ZZjAB4GxoOQO6S+dHV18X7/F31Ni+8/An1e4F1ec0GXvNpDoy7voJ+e6ZRrn36vVVD9/81Rv+/RoCQqw/I1aoaelmNQaUiV6tq6Bjq8fL8fY19Cw5tQQO3v6h5fBYFBjVHlUkr/2RXi0+n/2VUWjlEE6B169aULVuWKVOmsGrVKo11s2bNomvXrur76woXLszSpUupXbs2y5cvJ3v27GTKlIksWbJgZWWlsW9MTAwrVqygYMGCAAwZMoRp06ap10+ZMoUFCxbQpk0bAPLnz8/9+/f5888/6dGjh3q7ESNGqLdJSpkyZShT5sMVxenTp7N792727dunbogCNG3alEGDBgEwbtw4Fi1axMmTJylatCibNm0iLi6OVatWYWhoSIkSJfDz82PgwIHq/X19fSlXrhwVK1YEEnoF06MrV27Qu89IHjzwwsrKgkkTR3HyxG7KlqtLeHjGuqr+OS1bNCJrVlPWrd+udJQ0Y2BgwIwZjmzbtpfXr8M/v0MG07VrW16/jmDv3qR7+9I7lUrFrDkTuHThGm73Hya5TbceHXB39+TK5aR7T9Kj4nZF+OfYFgwMDYgIf4ND18E88PACYOeOA/g9ecZz/0DsShRl8tQxFCycn54/DVU49dep26Q2WcxM2Ls1Ydh3XpuEC2QDR/dhwbTf8Lj7EPv2TVi5/Tfa/NgV30eJL45mdO7X3Yl8E0lvx16smeMMKujt2ItMupnIbpFd6XjJUqVtbSIjIrl55MN9WzltLAFoOrwdu2as46VfEPX6Nmf4lslMqzOCN2Hp53elSqWiyeRuPL7qQeCDhK81E/OsxEbFJBpuGf4iDBPzrOr3Lgu28+jCfaIjoyhUqxTNZzigb2zIZed09vNVpcJuRneCL7sT7v7h++l63yWU/2sYDT3+Ji4mlndvo3F1WMgbnw/3n/v8fZiwO4+ICY0gW8UiFJvQEQPLrLhN2aBEJSID0toGHsCcOXOoW7duol6rW7ducfv2bY2hkfHx8cTFxfHo0SOKFy/+0WMaGRmpG3cAuXLlIjAwYXhEREQEXl5e9O7dm759+6q3iY2NxczMTOM47xtUHxMeHo6TkxMHDx7E39+f2NhY3r59m6gHr3TpD1dbVSoVVlZW6jxubm6ULl0aQ8MPV52rVaumsf/AgQNp27Yt169fp2HDhrRq1Yrq1at/NFdUVBRRUZrDBAwMDD5ZS0o4cuTDVco7d9y4cuUGXp6Xad/OnjVa1tPl0LMTR46czDCTjXwrXV1dNm78A5UKhg6doHScVNGtewe2bt2T6Hsno5i/yInidkVo0qBTkusNDQ1o196eeXOWpXGyb+P58BF1arUii2kWWrRsxG8r5tCy6U888PBivfOHnki3+w8ICAhi9/612Oa3xudRxhhm+2+tOzfn/IlLBAW8AED1/3vzdqzfw94tCY0+97sPqFKrIq0627N05nLFsqaWsOAwZgycydCZQ2jZqwXxcfGc3HuKh7cfKn7/XXJV7fAj1/ac0xia+P52kiPLdnPzcELDb8PY5Uy/uJxyzapxftPxJI+lhGbTHbAompdV7aZ9fuP/OP3bHvX/P7/3GP3MBtTs1yzdNfBKzu5JlqLWXGzhpLG86PgO6JoZc6ndDKJfvsaqSSXKrxzOxZZTee2W8LPl0Z+H1Nu/vu9LXEwspeb1xuPXLcRFa8/8AyL1aHUD74cffqBRo0Y4Ojri4OCgXh4eHk7//v0ZNmxYon1sbGw+eUw9PT2N9yqVSv2LITw8oedh5cqVVKmiOfvavyfQADA2Nv7k54wZM4Zjx44xf/58ChUqRObMmWnXrh3R0dGfzZOcG+SbNGnC48ePOXToEMeOHaNevXoMHjyY+fOTnnFr1qxZTJ2qebPzlClpP6tcWNgrHj70pmAh2zT/7NRkY5OHenVr0aFj389vrAXeN+5sbPLQuHEnrey9q169EkWLFqRH9yGf3zgdmrtgCo0a16Vpo848e/Y8yW1atmpCZiNDtmzencbpvk1MTAyPvBMumt2+eY+y5UvRb2B3xoxI/DPt+rWECR3yF8iX4Rp4ufJaUfWHSozs5ahe9iIwoaHn9eCRxrbeD33IlccyTfOlpetnrtOzZi9Ms5ny7t07Il5FsNl1I/77/D+/czpRsFIxrArmYc2QJRrLw4JCAfB/+KG3KDY6lpdPAsieO0daRvykZlN7ULRuOVZ1mM6r58Hq5eFBoega6GFoaqTRi2eS04zw/9eWFL+bXvw4vA2Z9HV5l04aPyVmOmDRoDwXW00l0v9DjUb5LLDt3YjTP4wl3CPhPL2+70v2qkXJ17Mhd39eleTxQq97oqOnS2Zrc40ZObVJ+pzaKePS7gG9wOzZs9m/fz8XL36YrKJ8+fLcv3+fQoUKJXrp6+sDoK+vz7t375L1WZaWluTOnRtvb+9Ex82fP//nD/Av58+fx8HBgdatW1OqVCmsrKzw8fFJ1jGKFy/O7du3iYz8MPPSpUuJb7Y2NzenR48ebNiwgcWLFyeaqOXfHB0dCQsL03g5Ojp+dPvUYmxsRIEC+XjuH5jmn52aenTvSGDgCw4dclE6Sqp737grVCg/TZt2ITg4VOlIqaJHj45cv36bO3fclI6SbHMXTKGZfQNaNPsJ38cfH7L3U4/2/HPoBC9fBH90m4xAR0cHg///DvivkqUSRnYEPA9Ky0gpolWnZgS/COHs8Q+Tkzz19SfAPwjbgvk0ts1XwAZ/v6Qb8trkVcgrIl5FUKZ6GbLmzMqlY+ljIpIvUa1jHXxve/HU7bHG8id3vImJisaywIf703V0M5E9jznBT1+kdcwkNZvag+KNKrKmy6+E+ml+Lz27+4jY6FgKVP9wP2SOArnImjcnT657fvSYVnb5eBManq4ad1ZNK3Gp7Qze+mrWmMno/yOe/nMhPv5dHCodzQn9/s20ZD7i38UR9UL77lEXqUOre/AASpUqRdeuXVm69MNU1+PGjaNq1aoMGTKEPn36YGxszP379zl27Bi///47kHAv2pkzZ+jUqRMGBgZfPPHI1KlTGTZsGGZmZjRu3JioqCiuXbtGSEgIo0aN+uLchQsXZteuXdjb26NSqZg0aVKyp67u0qULEyZMoG/fvjg6OuLj45OoZ27y5MlUqFCBEiVKEBUVxYEDBz45RNXAwCBNhmT+15zZkzhw8Bi+vn7kzmXF5Mmjefcuji1b96R5ltSiUqno3r0DGzbsSPbFhfTI2NiIggVt1e9tba0pXdqOkJBQ/P0D2bx5BeXKlaR1655kypQJS8uEZ/4EB4dmiEeHJKovX0J9wcGh+Pk9AyBLFhNat2mKo+OvCqX8evMXTaVde3u6dBpA+OsILCwSfga+evWayH89Iy1/gXxUr1GJDm36KBX1q0ycMgqXY2fw8/PHxMSYtu2bU6NmZTq06Y1tfmvatLPn+LHThASHYleiKNNnOXLh3BXu3/NQOnqyqFQqWnZqxr5thxL9XFn7x0YGju3Dg/sPcb/7kBYdmpK/UD5G9/lFobSfZmhkSG7bD40XK2tLCtgV4HXoa4KeBZElqwnmuS3IYZnQW2VdMC8AIUEhhAQlzLrcsEMDfB8+ISw4jOLlizFw6gB2/70bP++naV/Qf+gbGWBu++G+/xzWFuT5f+Ml5NlLAAxNMlOuaVV2/7o+0f6R4W85t/E4TUe2J8T/JcFPg6jfrwUA19PBTJrNpztQqmV1NvddSHREJCbmCbeuRL56Q2xUDFGv33J92ykaT/yJt2ERRL5+Q7OpPfB1fYDfjYQGXtF65TDOaYbfDU9io2IoWKskPwxuwfmVhz710Wmm5Oxe5G5TnWs9FvAu/C0G/68x5vUb4iJjCH/4jAhvf0rO64Pb1I3EBL/GskklctYuxdWf5gGQtWJhspYvxMtz94iNiCRbxcLYTevG0x3niE1H91GK9E3rG3gA06ZNY+vWD7PXlS5dmtOnTzNhwgRq1apFfHw8BQsWpGPHjhr79O/fn4IFCxIVFfXF4/P79OmDkZER8+bNY+zYsRgbG1OqVKlkPzB94cKF9OrVi+rVq5MzZ07GjRvHq1fJu3JjYmLC/v37GTBgAOXKlcPOzo45c+bQtm1b9Tb6+vrqxl/mzJmpVasWW7akv3va8uTNxYb1y8iRIxtBQcGcv3CFmrXseZHBewz+rV69WuTLlxfntenv3/9rVKhQmqNHP9zHNG9ewrC39eu3M2PGIuztGwJw9armfRMNG3bgzBnl/xj5nPLlS3P4yIdzNWduwnO5NqzfQf/+Cff9tmufcIFm+7aM93Da3n27AnDw8CaN5YP6/8zmjbvU73/q1o5nT59zwuVsmub7VjnNc/D7ijlYWlnw6tVr7t/zoEOb3pw+eYHceayo/WM1+g/qjpGREc+e+nNg31EWzvvj8wdOZ6r+UInceXOpZ8/8tw0rt6JvoM/YqcMxy2aKxz1P+nccht9j5Rs7SSlSujDzts9Vvx8wpT8AR7cfY8GohVRtUJUxC0er1//yR8LokvULN7BhUcI993kL5KXnOAeyZM1CgF8Am3/bwq6V6WNocb7SBRm+5cPw4LaTEiZmu7TjFBvGJNwTWcG+OiqVimv7zid5jN0zNxAX+47uCwejZ6jP45ueLO0ynbevlG8YVO7WAIBeWzWfYbhrzJ/c3HEGgMPTNxAfF0/H5cPR1dfF88wdDkz68Oimd7HvqNK9AU0m/QQqFcGPAzg8YyOum0+SHuTrmVBjtT2TNZbfGrYcv61niI99x5Uucyk2sROV1o8lk7EBbx4FcGvocoJcbgIQFxVD7lbVKDKmLTr6erzxDeTRn//waEXGfS7ul4jLwDNWpkeq+Ix2Z7FIl/T08ygdIdXERD9F3yCv0jFSVXSUH4aGn77/NCOLjPTF2MhW6RipJuKND9lMCn1+wwwsJNwTc7OiSsdINUFhHpS2qvb5DTOw288v0si6idIxUs2RJ/8wxLbj5zfMoH732cpk265Kx0hV03w2ctCys9IxUk2zgM1KR/ioQbYdlI6QpD98Mt6jf+A7uAdPCCGEEEIIIb4X38UQTSGEEEIIIUT6JMMJU5b04AkhhBBCCCGElpAGnhBCCCGEEEJoCRmiKYQQQgghhFCMzKKZsqQHTwghhBBCCCG0hDTwhBBCCCGEEEJLyBBNIYQQQgghhGLilA6gZaQHTwghhBBCCCG0hCo+Pl7uahRCCCGEEEIooq9te6UjJGmlz3alI3wVGaIpUoSefh6lI6SamOinWl0fJNRoYGitdIxUExX5BENDG6VjpJrISF+tPn+QcA6NjWyVjpFqIt74YG5WVOkYqSoozEOrawwK86CIeUWlY6SaB0HXaGjdWOkYqerok8O0tGmudIxUs9f3gNIRPipeZtFMUTJEUwghhBBCCCG0hDTwhBBCCCGEEEJLyBBNIYQQQgghhGJkFs2UJT14QgghhBBCCKElpIEnhBBCCCGEEFpChmgKIYQQQgghFCOzaKYs6cHLAJydncmaNWuqf46Pjw8qlYqbN2+m+mcJIYQQQgghUp408NKIg4MDKpUKlUqFvr4+hQoVYtq0acTGxiodLUOYNGkUMdFPNV537pxWOlaK6d+vO9ddj/HyhTsvX7hz9sw+GjWqo3Ssb1KzZhV27VzNI+9rREU+oYV9o0TbTJ48Gp9H1wgNecg/hzZRqKBt2gf9SjVrVmbnztV4e18lMtIXe/uGGutbtmzMgQMbePr0FpGRvpQubadQ0q+j7ecPoEaNymzf8TeeXpeJeOND8/+cQ4CiRQuybftKnvnfJjDoPmfO7iVv3twKpE0+h96dOXV+H95PXPF+4sqhY1uoV/8H9fo9B9YRFOah8Zq3aKqCiZPnc/XNXzyVKzeP4fv8Fm5eF1m36Q8KFS6gYOLks7QyZ94f07jscZzbvufYf3oLJcsUV6+f/dsUHgRd03j9vXWpgok/rVSVkkxb7cTmaxs5+uQw1RtV01hfo3ENZm38lR23t3H0yWEK2GmeL8u8lhx9cjjJV61mtdKylCTZVS7BhNWTWXN1LXt9D1ClYVWN9Z1GdmHZieVsdd/BxjtbmLZpBkXKFlGvt8hrwZC5w/jr3N9se7CTFWdX0nlUF3T1ZMCdSB75iklDjRs3Zs2aNURFRXHo0CEGDx6Mnp4ejo6OSkfLEO7ec6dx407q99rUOPZ76s8vE2bh6fkIlUpFt27t2bVzNZUqN+L+/QdKx/sqxkaZuX3HDee129i+bWWi9aNHD2TwoJ706TOKRz6+OE0Zy4EDGyhTth5RUVEKJE4eIyMj7ty5z9q1W9mWRH3GxkZcuHCVnTsPsHz5XAUSfhttP3+QcI7u3HFj3brtbNnyZ6L1+fPbcOz4Dtat3cqvMxbz6tVritsVyTD1PXv6nBlO8/H2egwqFZ26tGLd5mXUrdUaD3dPANY5b2XOrx8aBG/evlUqbrJ9rr5bN++xc9t+/Pz8yZbNjLHjh7J99yoqlK5HXFz6n7PP1CwLmw+u4vL5a/TtNJzglyHkK2BNWNgrje3OuJxn/LBp6vfRUdFpHfWLGWY2xNvtEUe2HWXKysmJ1xsZcvfKPU7vP8uoeSMSrQ96FkTH8p01ljXt0oT2A9px9eTV1Ir9xQyNDPG5743L1mM4rpyQaP0z76f8NXkFz32fo29oQMveLXHaMJ0BP/TlVfAr8hTMi46Oij8cl+H/+Bn5iuZj8OyhGGQ2xPnX1QpUlHbS/3dkxiINvDRkYGCAlZUVAAMHDmT37t3s27ePAQMGMHz4cPbv309UVBS1a9dm6dKlFC5cOMnjeHl5MWrUKC5dukRERATFixdn1qxZ1K9fX72Nra0t/fr1w9PTk+3bt5MtWzYmTpxIv3791NtcuXKF/v374+bmRsmSJZkwIfEPo/TkXew7AgKClI6RKg4ePKbxfvLkOfTv140qlctn2AbekaOnOHL01EfXDx3Sm9mzf2P/gaMA9Oo9gie+12nRohHbt+9Lo5Rf7+jRUxz9RH2bNu0CIF++vGmUKGVp+/mDz5/DKU5jOXrkJBMnzlYve/TINw2SpYyjh09qvJ85fTEOvTtTsVJZdQPv7ZtIAgNfKBHvm32uvvXO29Trnvg+ZdaMxZy+sA+bfHnwefQkreMmW79hPXj+LADHfzXe/HyfJdouOiqGF4Ev0zLaV7t66hpXT1376HqXXS5AQk9dUuLi4ggJCtFYVqNxdc4cOEvkm8iUC/qVrp9y5fop14+uP7NXc+TRqul/06BzI2yL5+f2+VvcOH2dG6evq9cH+AaQp8BuGndrqvUNPJGyZIimgjJnzkx0dDQODg5cu3aNffv2cfHiReLj42natCkxMTFJ7hceHk7Tpk1xcXHhxo0bNG7cGHt7e3x9Nf/wWLBgARUrVuTGjRsMGjSIgQMH4uHhoT5G8+bNsbOzw9XVFScnJ8aMGZPqNX+LQoXy89jHFQ/3C6xb+xvW1hljmFRy6ejo0KFDC4yNjbh0+eO/KDKy/PltyJXLEpcTZ9XLXr16zZWrN6lapbyCycSX+B7On0qlonHjOjz0fMTevevw8bnGqdN7khzGmRHo6OjQqm1TjIyMuHrlhnp52w72uHtf4szF/UycMorMmQ0VTPn1Plbfe0ZGmenctQ0+Pk946vdcgYTJV7fRD9y56caSVbO5eP8oe05spMNPrRJtV7lGBS7eP8rhiztxmjuerNnM0j6sQgqXKkShkoU4vOWw0lGSTVdPl0ZdGhMeFs6j+48+up1RFiPCQ1+nYTKhDaQHTwHx8fG4uLhw5MgRmjRpwp49ezh//jzVq1cHYOPGjVhbW7Nnzx7at2+faP8yZcpQpkwZ9fvp06erewOHDBmiXt60aVMGDRoEwLhx41i0aBEnT56kaNGibNq0ibi4OFatWoWhoSElSpTAz8+PgQMHfjJ7VFRUouFJBgYGX/1v8aWuXLlB7z4jefDACysrCyZNHMXJE7spW64u4eERqf75aaFkyWKcPbMPQ0MDwsMjaNe+D25uD5WOlSosLc0BEvUcBAYEYWlpoUQkkQzfw/mzsMhJliwmjB49kGlTFzBp0mwaNKjN5s0raNK4M+fOXVY64hcpbleEf45twcDQgIjwNzh0HcwDDy8Adu44gN+TZzz3D8SuRFEmTx1DwcL56fnTUIVTf7lP1QfQs08Xpkwdg7GJMQ8feNO+Vc+PXjxNb6zz5aGLQ1vWrNjIisVrKF3WjokzxxATE8PurQcBOOtykaMHTuLn+xQb27yMmjCYv7cspUOTnhliGOq3atypEY8fPOa+q5vSUb5YxXqVGPP7zxhkNiAkMIQpXSfxOuRVktta5ctFMwd71nwHvXdx8TKLZkqSBl4aOnDgACYmJsTExBAXF0eXLl1o06YNBw4coEqVKurtcuTIQdGiRXFzS/oHVnh4OE5OThw8eBB/f39iY2N5+/Ztoh680qVLq/9fpVJhZWVFYGAgAG5ubpQuXRpDww9Xa6tV07zZOSmzZs1i6lTNm/CnTJny+eK/0ZEjH4bi3LnjxpUrN/DyvEz7dvascd6S6p+fFjw8vKhYqSFmpllo07YZq1ctpl79tlrbyBMiPVPpqAA4eOAYv/++CoDbt+9TpWp5+vTpmmEaeJ4PH1GnViuymGahRctG/LZiDi2b/sQDDy+NIYxu9x8QEBDE7v1rsc1vnSGGMMKn6wPYsW0fp0+cx9LKnEFDe/O382KaNexMVDq+T+09lY4Od2/eZ+GvfwDgdseDwsUL0qlHW3UD7+Ceo+rtH7h54XHfE5dre6lSowIXzyp/T1pq0jfUp07LOmxcuknpKMly58JtRjQehml2Uxp2bsTPf4xjbMvRhL0M09guu2UOnNZP5cLBcxzbfEShtCKjkiGaaahOnTrcvHmThw8f8vbtW9auXYtKpUr2ccaMGcPu3buZOXMmZ8+e5ebNm5QqVYroaM1fWHp6ehrvVSrVN1/Rc3R0JCwsTOOlxCQxYWGvePjQm4KFbNP8s1NLTEwMXl4+XL9xh4kTZ3P79n2GDumjdKxU8f5eSguLnBrLLSzNCQgIVCKSSIbv4fy9fBFCTEwMbu6aF1g83L3Im4GGh8fExPDI25fbN+8xY+pC7t11p9/A7klue/3aLQDyF8iXlhG/yefqe/0qHG/vx1y8cI1e3YdRqHABmjZvoGDiLxcU8AKvB5pD97wePCJ3XquP7vPk8VOCX4Rgk986teMprlbTWhhkNuD4DheloyRL1Nsonj/258END37/eSnv3sVRv5Pm0O/sltmZsXUm7q7uLBv/u0JJRUYmDbw0ZGxsTKFChbCxsUFXN6HztHjx4sTGxnL58oerwS9fvsTDwwM7u6SnVT9//jwODg60bt2aUqVKYWVlhY+PT7KyFC9enNu3bxMZ+eGm5EuXLn12PwMDA0xNTTVeaTFE87+MjY0oUCAfz/2144/JpOjo6GBgoK90jFTx6JEv/v4B1K1TU70sSxYTKlcqy6XL1z+xp0gPvofzFxMTg6vrbYr8Z1r9QoXz88T3qUKpvp2Ojg4G+kn/XClZKmH6/YDnGXcyq0/Vp1IlXOjMKD9Xr1+5Rf5Cmo1t24L5ePrE/6P7WOayIGt2M4ICMubEOcnRuFMjLh27RFhw2Oc3TsdUOir09D9ckM9umYMZW2fhdceTpaMXE/+dDF2MT6evjEqGaCqscOHCtGzZkr59+/Lnn3+SJUsWxo8fT548eWjZsuVH99m1axf29vaoVComTZqU7J65Ll26MGHCBPr27YujoyM+Pj7Mnz8/JUpKFXNmT+LAwWP4+vqRO5cVkyeP5t27OLZs3aN0tBQxY8Z4Dh8+yZMnT8mSxYROnVpRu3Y1mjbronS0r2ZsbETBfz0XzdbWmtKl7QgJCeXJk2f89vsqxo8fiqfnIx75PMFpyhj8/QPYty9jDEX5XH3ZsplhbZ2HXLkSZoMrUqQgkND7lRFmg9X28wdJ1Jgvocbg4FD8/J6xePFfrFv3G+fOX+HM6Ys0aFibpk3r0bhRp48fNB2ZOGUULsfO4Ofnj4mJMW3bN6dGzcp0aNMb2/zWtGlnz/FjpwkJDsWuRFGmz3Lkwrkr3L/noXT0L/Kp+vLZ5qVVm6acPHGely+CyZ3bimEj+xEZGcnxoxnjGarOKzax5dBqBozoyaG9xyhdrgQdu7Vm0uhfATAyzsyQMX05cuAELwJfYmObl7FThvH40RPOnryocPqkGRoZktv2Qw+4lbUVBewK8Dr0NUHPgsiS1QTz3BbksMwBgHXBhFmIQ4JCNGbPzG2bi1JVSjKxx6S0LeAzDI0MyWWbS/3e0tqS/Hb5eR0azuuQV7Qf2pErxy4TEhiMaXZTmnZvTg7LHJw/eA5IaNz9um0WQU8DWTNjNaY5TNXHCg0KTetyRAYmDbx0YM2aNQwfPpzmzZsTHR3NDz/8wKFDhxINsXxv4cKF9OrVi+rVq5MzZ07GjRvHq1dJ36D7MSYmJuzfv58BAwZQrlw57OzsmDNnDm3btk2JklJcnry52LB+GTlyZCMoKJjzF65Qs5Y9L14EKx0tRViY52TN6iXkymVBWNhr7txxo2mzLri4nP38zulUhQqlOXZ0u/r9vHkJ92quW7+dvn1HsWDBcoyNjVi2bDZZs5py4cJV7O27ZZhnjFWoUJqjRz/cw/S+vvXrt9O372iaN2/AypUL1es3bFgGwIwZi5gxY1Hahv0K2n7+AMqXL83hIx/u4Z0zN+GPxQ3rd9C//xj27zvC8GET/tfefYdFcb1tHP8ugvRiQbBgRY3+VOy9N7D3ntg1sXeNFTQae6+x94YVNVYUe1esiAhiRUUUKSog7PsHb9ZsRKO4y8Dm+eSa68rOnJ25H0bK2TlzhiFDezNjhgcBAUG0b9+Ls2c/P817apLZPhMLlkzFwTELERGR3L7lT+vm3Th+7AzZsjtSrXoFfu7dEQsLC54+CWGv1yFmTV+kdOyv9qX6HByzUL5CaXr26oSdnQ2hL8I4e+YS9eu0SzO/N2743qZPp6EMGdOXPkO68/jhU34fM5M92xNnjIyPT6Dg//LTrE1DrG2tefEslNM+55gzZQlxsalzIpkCxQoww/Pjc0F/cf8ZgEOeh5kxeCbl61Rg2Kwhmu2jF40CYN2s9aybvV6z3rWNKy9DXnL5eOoaMeBcLD+Ttk7WvO7m3gMAb88jLB61kBz5clCzZS1sMtgQGR5BwLUARrYcwaO7iXMoFK9SnGx5spEtTzZWXVyjte8mORumXCEizVOp/yvXfoVemaTPrnQEvYmLfWLQ9UFijaZmhnvPRsz7R5iZ5VQ6ht68f//QoM8fJJ5DS4vcSsfQm+i3wdjbFlQ6hl6FvvE36BpD3/hTwL600jH05m7oJeo6uSkdQ68OPTpg0B2p3Q/3Kh3hs9rnaqZ0hCRtfLBT6QjJIvfgCSGEEEIIIYSBkA6eEEIIIYQQQhgIuQdPCCGEEEIIoRh1mp6zMvWRK3hCCCGEEEIIYSCkgyeEEEIIIYQQBkKGaAohhBBCCCEU821Pcxb/Rq7gCSGEEEIIIYSBkA6eEEIIIYQQQhgIGaIphBBCCCGEUEyCzKKpUyq1Wi1fUSGEEEIIIYQiWuVqonSEJHk+2K10hGSRK3hCJ4zTZ1c6gt58iH2CiQHXBxBn4DX+F+ozNXNSOoZexbx/hLl5LqVj6M27dw+wty2odAy9Cn3jT0br/ErH0JtXkQHkyFhE6Rh68/jVTVwcKyodQ6+uPTtDyayVlY6hN1dCTikdQaQQ6eAJIYQQQgghFCMPOtctmWRFCCGEEEIIIQyEdPCEEEIIIYQQwkDIEE0hhBBCCCGEYuRB57olV/CEEEIIIYQQwkBIB09oyZ07N3PmzFE6hhBCCCGEECIZpIP3HTp37oxKpUKlUpE+fXqcnZ2ZMGECHz58+K59Nm3aVHchDUSVyuXYtXM1D4Mv8yH2CY0buyodSafGjh1MXOwTreXGjeNKx9Kp/0KNfzdsWB/iYp8wc8Z4paPohJGREe7uQ/G/c5rw1wH43T7FyJEDlI71XSpVKsu2bSsICrrAu3cPaNSortb20aMH4uvrzcuXfjx9ep19+zZQpkxxZcImQ+du7fA57UXQo8sEPbrMn4c3U6t2Vc32GXPGc8H3MA+fXcMv8CxrNy7COX9eBRN/m4FDfuaIz3YePL2Kf9A51m1ahHP+PFptcufJydqNC7l7/zwPnlxl5Zq52NtnUijx9+kzoBuPX93E4/cRAORwysbjVzeTXBo0qfsve0sd/ry4nWvPznyyjJw8BIAcubIze+Vkjt3ax+mAw0xb+hsZM2dQOPXXMzIyotfw7uw5v5UzQd7sPruF7oM6abX5eUhXtp/cwOnAw/j47WfxljkUKVFYocTKUavVqXJJq+QevO/k5ubGqlWriImJ4c8//6RPnz6YmJgwcuTIb9pPfHw8KpVKTynTPktLC65fv82q1ZvZ7rlC6Th6cfPWHdzc2mpef88HBanVf6FGgNKlXOjR/UeuX7+tdBSdGTq0Nz17/ET37oO47XeXkiWLsWzpTCLeRLBw0Sql4yWLpaUFN274sXbtVrZsWfrJ9nv37jNo0Dju33+IubkZ/fp1Z8+edRQpUo2XL18pkPjbPH3yjIkeMwgKfAAqFW3bN2XtpoXUrNIM/zv3uOZ7i+1b9/D4cQgZMtgy7Nd+eO5cQalitUhISP13xFSqVJYVyzZw9fJ10hkbM9ZjCNt3raJCmXq8ffsOCwtztu9axc2bd2jS4CcARo0dyMatf1C3Zqs09cebS4kidOjcits3/TXrnj55Rokfqmm169CpFb/07cKxIydTOmKydHDrhpHRx2sNzj/kZannPA7vOYq5hRlLtszh7q0AerToB0CfET2Zv246P9bvkSbOX+e+HWjZqSnu/ScR6H+fwi4/4DFnFFER0WxesQ2AB0GPmDpqNk8ePMXUzJQOPVuzcPMsmlRsS3hYuLIFiDRLruB9J1NTUxwdHcmVKxe9evWidu3aeHl58fr1azp27EiGDBmwsLCgXr16BAQEaN63evVq7Ozs8PLyonDhwpiamtK1a1fWrFnD7t27NVcGfXx88PHxQaVSER4ernm/r68vKpWK4OBgzbply5bh5OSEhYUFzZo1Y9asWdjZ2Wm2BwYG0qRJExwcHLCysqJMmTIcOXIkBb5K3+/AwWOMc5/G7t0HlI6iN/Ef4nn+PFSzhIW9VjqSzv0XarS0tGDN2gX80ms4r1+HKx1HZyqUL8WevYfYf+AoDx48ZufOPzly5ASl09AVrX86dMiH8eNn4OV1MMntW7bs5tix0wQHP8LPL4ARI37D1taGIkUKpXDS5Dl04BhHDp8gKOgBQYHB/P7bHKKj32rO2brVWzl75hKPHj7h+rXbTJ44hxxO2ciZK7uywb9Sq+bd2LRhB3fu3OPWzTv0+WUETjmz41Ii8WHj5cqXImeu7PT9ZQR+t+/id/suvX8eTomSRalarYLC6b+ehaU58/+YwvCBHrwJj9CsT0hIIPRFmNbi1qAWe3cf5G30OwUTf73XYeGEhb7SLFXrVOLh/cdcOnOV4mWKkc3JkbEDJnLvThD37gQxtv9vFHb5gbKVSykd/au4lC7C8QOnOOV9lpDHz/De58O54xcoUuLjz5ADOw9z4eQlnjx8StDd+8zymI+1jRUFCuVTMLlI66SDp2Pm5ubExsbSuXNnLl26hJeXF2fPnkWtVlO/fn3i4uI0bd++fcvUqVNZvnw5t27dYt68ebRu3Ro3NzdCQkIICQmhYsWKX3Xc06dP88svvzBgwAB8fX2pU6cOkyZN0moTFRVF/fr18fb25urVq7i5udGoUSMePnyo06+BSB5n5zw8CL6M/50zrF0zHyenbEpH0rn/Qo3z5/3O/j+9OXo0bXyC/rXOnrtMjRqVyO+cOASuaNFCVKxYhoMHjymcLGWYmJjQrVt7wsPfcONG2rsya2RkRNMW9bGwsODihaufbLewMKddh+YEBz/iyeNnCiT8fjY2VgCEvwoHIL1petRqNTExsZo2Me9jSUhIoHyFtNFBAJg0bQzeh09w6vi5L7Yr6lKYIsUKsWn9jhRKplvGJsY0aOHKrk17AUif3gS1Wk1s7Me/m2JiEs9fiXIuSsX8Jtcu3aRslVLkzOsEQP7CzhQvW4zTR5M+l8YmxjT/sQmRbyK5e/teSkZVXALqVLmkVTJEU0fUajXe3t4cPHiQevXqsWvXLk6fPq3poG3YsAEnJyd27dpFq1atAIiLi2PRokW4uHz8QWVubk5MTAyOjo7fdPz58+dTr149hg4dCkCBAgU4c+YMe/fu1bRxcXHROtZvv/3Gzp078fLyom/fvsmuXXy/Cxeu0q37IO7eDcTRMQtjxwzm2NGdFC9Rk6ioaKXj6cR/ocbWrRtTokQRyldooHQUnZs+fSE21lZcv+5DfHw86dKlY5z7NDZv3qV0NL2qV68ma9cuwMLCnGfPXtCw4Y9p6spzocIF2H94M6ZmpkRHvaVzhz7c9Q/UbO/SvT3u44diaWVJwN0gWjXtovVBZFqhUqn4feoYzp29hJ9f4miZSxd9eRv9Do8Jw/ht/ExUKhXjxg/F2NgYB8csCif+Oo2b16OoSyEa1Gr7r23b/ticu/6BXL7gq/9gelCzXlWsba3w2vInANev3OLd2/cMHNOb+ZOXoFKpGDC6F8bGxthnSRv3Ua6avx5LK0t2nNxAfHwC6dIZsXDKUvbvOKzVrkrtikxe4oGZuRkvn4fRq80gwl+9USi1MARyBe877d27FysrK8zMzKhXrx5t2rShc+fOGBsbU65cOU27TJkyUbBgQfz8/DTr0qdPT7FixXSSw9/fn7Jly2qt++frqKgohg4dSqFChbCzs8PKygo/P79vuoIXExNDRESE1hITE6OTGv7LDh48xvbte7lxw4/Dh4/TqPFP2NnZ0KplI6Wj6Yyh15gjRzZmzZxAx079DPJ7omXLRrRt14yOnfpRrnx9unUfxKCBP/Pjjy2VjqZXx4+fpVy5etSo0ZxDh46zfv2iNDVJx72A+9So0hTXWq1ZvXIT85dMpUDBj0O/tm31omaVZjSu14HAe8EsXz0HU9P0CiZOnumzPChUKD/dOw/SrAt7+YouHfvjWq8mj55dI/jJFWxtbfC9ejNN3GOYNbsj43//lX49f9W6CpkUMzNTmrasz+Y0evUOoFm7Rpw+eo7Q5y+BxOGbw3qMoVrdypwN9ObU3UNY21hz+9odEtSp//wB1Glck3rN6zCq93g61O2K+4BJ/PRLOxq2ctNqd/H0FdrV7kKXRr04c+w8U5dOIEMmO2VCC4MgV/C+U40aNVi8eDHp06cnW7ZsGBsb4+Xl9VXvNTc3/6qJVf66AfnvNxQn5xPWoUOHcvjwYWbMmIGzszPm5ua0bNmS2Ngv/+L4u8mTJzN+vPasgO7u7t+cRXzZmzcRBAQEkc85t9JR9MbQaixZsigODvZcOP/xPlFjY2OqVClP796dsbTKkyb+qPycyZNHM2P6Ijw9E3++3bp1h5w5czB8WB/Wr9+mcDr9efv2XeI9bEEPuHDhKjdu+NCpUxtmzFikdLSvEhcXx/2gxA/xrvveonjJovTs1ZGhAxN/bkdGRBEZEUVQ0AMuXbxGwIML1G9Yh53b9ykZ+5tMnTEOV7caNHBrz9On2sNLjx09RSmXWmTMlIEPHz4Q8SYSv3tneLD9kUJpv14xl8LYZ8nEfp+tmnXGxsaUq1iKzt3bkdexpOZnSoPGdTE3N2fb5q/7+yO1yZrDkXJVSzO46yit9WePX6Bh+VbYZbQl/kM8kRFReF/fw+PdTxVK+m0Gju3N6gUbOLTbG4B7d4JwzOFIl/4/sdfz4++K9+/e8yj4CY+Cn3Djyi12nd5E0/YNWTV/vVLRU1za/e2YOkkH7ztZWlri7Oysta5QoUJ8+PCB8+fPa4ZohoWF4e/vT+HCX576Nn369MTHx2uts7e3ByAkJIQMGRKnB/b19dVqU7BgQS5evKi17p+vT58+TefOnWnWrBmQeEXv75O0fI2RI0cyePBgrXWmpqZM/H3ZN+1HfJmlpQV58+Ziw4btSkfRG0Or8ejRUxQvUVNr3fJls/D3D2T6jIVpunMHYGFu/kkN8fHxWjPg/RcYGRmlyStcfzEyMsI0fdL5VarEoY5pqb6pM8bRoFEdGtf/kYcPHn+23av/H1ZbpWp57O0zsf9P75SKmGynTpyjVqWmWutmzp9IYMB9Fs1bofX92PbH5hw+cExTZ1rTpG0DXr18zckjZ5Lc/tdwxbKVSpExcwZ8Dp5KyXjJZmZu9snPzYT4eIxUX/65qTIyIv1nvk+F+BrSwdOD/Pnz06RJE3r06MEff/yBtbU1v/76K9mzZ6dJkyZffG/u3Lk5ePAg/v7+ZMqUCVtbW5ydnXFycsLDw4NJkyZx9+5dZs6cqfW+fv36UbVqVWbNmkWjRo04evQo+/fv17pCmD9/fnbs2EGjRo1QqVSMHTv2m//oNDU1xdTU9JveowuWlhY4O398vlGe3Dlxcfkfr1695tGjtPFJ3pdMnTKWvfsO8/DhY7JldWTcuCHExyewecsupaPpjKHXGBUVza1b/lrroqPfEhb2+pP1adG+P48wYkQ/Hj16wm2/u7i4FGFA/x6sWbNF6WjJZmlpQb58uTWvc+d2olixwrx+HU5Y2GtGjOjLvn1HePbsBZkyZeDnnzuRLZsDO3akjatbY9wH4334BI8fh2BlZUmLVg2pVLksrZt3I1fuHDRtXp9jR08T9vIV2bI50n9QT96/f8+RQ2nj+ZTTZ3nQslUjOrTtRVRkNFmyZAYgIiKS9+8Th0m3/7EFd/0DefnyFWXKFmfytDEsXriKewH3lYz+VaKj3uLvpz3Rxru373j9Olxrfe48TpSrWIqObXqldESdUKlUNGnbgD1b93/yAXeTtg0IuhvM67BwXEoXYfhvA1m/dAsPAtPG5HAnDp+m24COPHvynED/+/xQtAA//tyG3ZsS7zM0Mzej+8COHD94mpcvXmKX0Y7WnZuTxTEzh/f8NyawEvohHTw9WbVqFQMGDKBhw4bExsZStWpV/vzzT0xMTL74vh49euDj40Pp0qWJiori2LFjVK9enU2bNtGrVy+KFStGmTJlmDhxomayFoBKlSqxZMkSxo8fz5gxY3B1dWXQoEEsWLBA02bWrFl07dqVihUrkjlzZkaMGEFERERSMVKd0qVc8D7ycRjYzBkeAKxZu5Vu3Qd95l1pR/YcWVm/biGZMmUgNPQVp89coHKVRmniWVtf679QoyEbNGgsHu5DmTtvElnsMxMS8pzlKzYwadIcpaMlW8mSxTh06GMHddq0cQCsW+dJv36jKVjQmR9/bEmmTBl49SqcS5euUbt2K80kHqldZvtMLFgyFQfHLERERHL7lj+tm3fj+LEzODhmoXyF0vTs1Qk7OxtCX4Rx9swl6tdpl2a+J7v16ADA3gMbtNb3+WUEmzYk3ovmnD8PYz2GkCGDLQ8fPmHW9MUsWpA2n9v4OW06NCfk6XOOH0366ldqV75qGbLlcNTMnvl3ufPlpP+oX7C1s+HpoxCWz13Duj82K5AyeaaNnk3vET0YOWUIGTJlIPT5S7av82LprMR/gwkJCeR2zkXDVvWwy2jLm9cR3PL1o1vTPgTdTf0fQuiSOg3PWJkaqdRp4UmRIll69OjBnTt3OHlS/9O1G6dPG89NSo4PsU8wMeD6AOIMvMb/Qn2mZk5Kx9CrmPePMDfPpXQMvXn37gH2tgWVjqFXoW/8yWidX+kYevMqMoAcGYsoHUNvHr+6iYvj1z26Ka269uwMJbNWVjqG3lwJSb1DWxvmTJ2zT+99mDZGbPyTXMEzIDNmzKBOnTpYWlqyf/9+1qxZw6JFaWMiACGEEEIIIcT3kw6eAblw4QLTpk0jMjKSvHnzMm/ePLp37650LCGEEEIIIT4rLT9UPDWSDp4B2bp16783EkIIIYQQQhis/9b81kIIIYQQQghhwOQKnhBCCCGEEEIxMuejbskVPCGEEEIIIYQwENLBE0IIIYQQQggDIUM0hRBCCCGEEIpJUDqAgZEreEIIIYQQQghhIFRquatRCCGEEEIIoRBXp3pKR0jSwUf7lY6QLDJEU+iESfrsSkfQm7jYJxgbcH0AH2KfGPw5NDVzUjqG3sS8f2TQ5w/+G+fQ0iK30jH0KvptMObmuZSOoTfv3j0w6HMY/TYYG8u8SsfQq4joIIOuMSI6SOkIn6WWB53rlAzRFEIIIYQQQggDIR08IYQQQgghhDAQMkRTCCGEEEIIoZgEGaKpU3IFTwghhBBCCCEMhHTwhBBCCCGEEMJAyBBNIYQQQgghhGLkqW26JVfw/kNWr16NnZ2d0jGEEEIIIYQQeiIdvG/UuXNnVCoVKpUKExMT8uTJw/Dhw3n//r3S0f5VmzZtuHv3rtIxkuXnnh25cvkwYS/vEPbyDidPeOHqWkPpWDrX65dO3Lt7jqiIQM6c2kOZ0sWVjqQXw4b1IS72CTNnjFc6ik5ZWVkyY7o7d++eJfx1AD7HdlKqlIvSsXRi7NjBxMU+0Vpu3DiudCydMrTzV6lSWTy3Lede4Hmi3wbTsFHdT9oULJiPrZ7LeBpynRehtzlxcjc5cmRTIG3yVKpUlm3bVhAUdIF37x7Q6B81Ll06g3fvHmgtu3evUSjtt/u3cxj9NjjJZeDAngol/jaDh/bC58Qunjy7TmDwBTZuXoJz/jxabTp3acu+/Rt5HHKNiOggbG2tFUr77Qy9PpF6SQcvGdzc3AgJCSEoKIjZs2fzxx9/4O7urnSsf2Vubk6WLFmUjpEsj5+EMGr0ZMqVr0f5CvU55nOaHdtXUrhwAaWj6UyrVo2ZMd2d3ybOokw5N65dv82f+zZgb59J6Wg6VbqUCz26/8j167eVjqJzSxZPp1atKnTtOpBSpepwxPsE+//cSLZsjkpH04mbt+6Qw6m4ZqlevanSkXTK0M6fpaUFN274MWjQuCS358mTk8NHtnHXP5B6bu0oV9aNKVPmExMTk8JJk++vGgcOHPvZNgcP+pA7d2nN0qlTvxRM+H3+7RzmzVNGa/nl52EkJCSwa9f+FE6aPJUrl2Xp0nXUqtGCJo06YmJiwi6vtVhYmGvaWFiYc+TICWbOWKxg0uQx9Pp0KQF1qlzSKungJYOpqSmOjo44OTnRtGlTateuzeHDhwGIiYmhf//+ZMmSBTMzMypXrszFixc17/Xx8UGlUnHw4EFKlCiBubk5NWvW5MWLF+zfv59ChQphY2ND+/btefv2reZ9Bw4coHLlytjZ2ZEpUyYaNmxIYGCgZntwcDAqlYodO3ZQo0YNLCwscHFx4ezZs5o2/xyiGRgYSJMmTXBwcMDKyooyZcpw5MgRPX7lkm/fvsMcOHCUe/fuExAQxLhxU4mKiqZc2ZJKR9OZQQN6sHzFRtas3YqfXwC9+/zK27fv6NK5rdLRdMbS0oI1axfwS6/hvH4drnQcnTIzM6NZs3qMGvU7p06dJzAomIkTZxMYGEzPnj8pHU8n4j/E8/x5qGYJC3utdCSdMcTzd+iQDxPGz2SP18Ekt7t7DOPQwWOMGTOFa9ducf/+Q/7cd4TQ0LAUTpp8hw75MH78DLw+UyNAbGyM1r/b8PCIFEz4ff7tHP69rufPQ2nQsA4njp8lOPhRCidNnuZNu7Bx/Xbu+AVw88Ydfvl5GDlzZqd4iSKaNosWrmL2zCVcvHBVwaTJY+j1idRLOnjf6ebNm5w5c4b06dMDMHz4cLZv386aNWu4cuUKzs7OuLq68urVK633eXh4sGDBAs6cOcOjR49o3bo1c+bMYePGjezbt49Dhw4xf/58Tfvo6GgGDx7MpUuX8Pb2xsjIiGbNmpGQkKC139GjRzN06FB8fX0pUKAA7dq148OHD0lmj4qKon79+nh7e3P16lXc3Nxo1KgRDx8+1PFXSbeMjIxo3boxlpYWnDt/Wek4OmFiYkLJksXwPnpSs06tVuN99BTly5dSMJluzZ/3O/v/9Obo3+o0FMbG6TA2Nub9P65+vHv/nooVyyiUSrecnfPwIPgy/nfOsHbNfJyc0s5Qvn/zXzh/f6dSqXBzq0HAvfvs3r2W4OBL+BzfleQwzrSuSpXyPHhwmWvXjjJ37kQyZrRTOpJeZMmSGTe3GqxZs0XpKMlma5M4PPH16zcKJ9EPQ69PpB4yi2Yy7N27FysrKz58+EBMTAxGRkYsWLCA6OhoFi9ezOrVq6lXrx4Ay5Yt4/Dhw6xYsYJhw4Zp9jFx4kQqVaoEQLdu3Rg5ciSBgYHkzZsXgJYtW3Ls2DFGjBgBQIsWLbQyrFy5Ent7e27fvk2RIh8/CRo6dCgNGjQAYPz48fzvf//j3r17/PDDD5/U4eLigovLx/tLfvvtN3bu3ImXlxd9+/ZNsvaYmJhPhu+Ympp+3RfuOxUp8gMnT3hhZmZKVFQ0LVt1x88vIEWOrW+ZM2fE2NiYF89faq1/8SKUHwrmUyiVbrVu3ZgSJYpQvkIDpaPoRVRUNGfPXmLkyAHcuXOP589DadOmCeXLlSIwMFjpeN/twoWrdOs+iLt3A3F0zMLYMYM5dnQnxUvUJCoqWul4383Qz98/ZcmSGWtrK4YM6cWE8TMZO3YKdepUY9OmJdRza8epU+eVjqgThw8fZ/fuAwQHPyJv3lyMHz+c3bvXUK3apx+QpnUdOrQgMjKa3bs/fzUzNVOpVEyZNpazZy7hdzttzhfwJYZe3/dSp+HhkKmRXMFLhho1auDr68v58+fp1KkTXbp0oUWLFgQGBhIXF6fpuEHilZmyZcvi5+entY9ixYpp/t/BwQELCwtN5+6vdS9evNC8DggIoF27duTNmxcbGxty584N8MnVtr/vN2vWrABa+/m7qKgohg4dSqFChbCzs8PKygo/P78vXsGbPHkytra2WsvkyZM/216X/P0DKV2mLpUqNeSPpWtZuWIOhQrlT5Fji++TI0c2Zs2cQMdO/dLU/T3fqmu3gahUKoLvXyIyIpA+vbuyZetug/hD8uDBY2zfvpcbN/w4fPg4jRr/hJ2dDa1aNlI6ms4Y8vn7J5WRCoB9ew+zYMEKrl+/zcyZi9m/35vu3TsonE53PD33sG/fEW7d8mfPnkM0b96F0qWLU7VqBaWj6dxPHVuzZcuuNPszdubsCRQqXIAunforHUUvDL0+kbpIBy8ZLC0tcXZ2xsXFhZUrV3L+/HlWrFjxTfswMTHR/P9fM3L+nUql0vqjolGjRrx69Yply5Zx/vx5zp9P/HQ1Njb2i/sFPvvHydChQ9m5cye///47J0+exNfXl6JFi36yz78bOXIkb9680VpGjhz5lVV/n7i4OAIDg7ly9QZjxkzh+vXb9OvbPUWOrW8vX77iw4cPZHHIrLU+SxZ7nj0PVSiV7pQsWRQHB3sunD/Au7cPePf2AdWqVaRv3668e/sAIyPD+FEUFPSAOnVakSFjAfI5l6NylUaYGJtw/37qHvacHG/eRBAQEEQ+59xKR9GZ/9L5C3v5mri4OPzuaI+C8L8TSA4DGnr7T8HBjwgNDSNfvlxKR9GpihXLULBgPtasTpvDM2fM9MCtXg0a1mvP06fPlI6jc4Zen0h9DOOvKgUZGRkxatQoxowZQ758+UifPj2nT5/WbI+Li+PixYsULlw42ccICwvD39+fMWPGUKtWLQoVKsTr198/ucHp06fp3LkzzZo1o2jRojg6OhIcHPzF95iammJjY6O1pNQQzX8yMjLC1DS9IsfWtbi4OK5cuU7NGpU161QqFTVrVObcubR/n+HRo6coXqImpcvU1SyXLvmyadNOSpepa3BXSN6+fcezZy+ws7OlTp2q7Nl7SOlIOmdpaUHevLl4FpL0CIG07L9w/uLi4rh8+ToF8ufVWu+cPw+PHj5RKJX+Zc/uSKZMGXj2zLD+3Xbq1IYrV65z44bfvzdOZWbM9KBh47o0qv8jDx48VjqOzhl6fbqSoFanyiWtknvwdKBVq1YMGzaMxYsX06tXL4YNG0bGjBnJmTMn06ZN4+3bt3Tr1i3Z+8+QIQOZMmVi6dKlZM2alYcPH/Lrr79+d+78+fOzY8cOGjVqhEqlYuzYsan2D+2JE3/lwIFjPHr0BGtrK9q2bUq1ahWo36C90tF0ZvbcZaxaMZvLV65z8eJV+vfrgaWlOavT8A3zf4mKiubWLX+tddHRbwkLe/3J+rSsTu1qqFQq7gYEki9fbib/Php//0DWrNmqdLTvNnXKWPbuO8zDh4/JltWRceOGEB+fwOYtu5SOpjOGdv4sLS3Ily+35nXuXE4UK1aYV6/Cefz4KXPmLGXt2vmcOn2BE8fPUqduNerXr4Wba9qZufeTGnMn1vj6dTivXoUzevRAdu3az7NnoeTNm4tJk0YSGBjM4cMnlAv9Df7tHAJYW1vRrHl9Ro6cpFDK5Js1ewItWzemXZueREZFaUaxRLyJ5P37xKGmWRwy4+BgT968iVddC//vB6Kionj86Gmqn6zE0OsTqZd08HTA2NiYvn37Mm3aNO7fv09CQgI//fQTkZGRlC5dmoMHD5IhQ4Zk79/IyIjNmzfTv39/ihQpQsGCBZk3bx7Vq1f/rtyzZs2ia9euVKxYkcyZMzNixAgiIlLn9NFZ7DOzauVcsmbNwps3kdy44Uf9Bu3x9jac2Rg9Pb2wz5wRj3FDcXS059q1WzRo+CMvXrz89zeLVMHG1pqJv/1K9uyOvHoVzq5d+xnnPu2zM9mmJdlzZGX9uoVkypSB0NBXnD5zgcpVGvHy5at/f3MaYWjnr2TJYhw4uFnzeuq0xGfFrV+3jZ9/Hsoer4MM6D+aIUN7M2OGBwEBQbRv34uzZy8pFfmblSxZjEOHPn4INm1a4vPi1q3zpH//0RQp8gMdOrTAzs6GkJDnHDlykgkTZn7xVoTU5N/OIUDLVokf0npu9VIk4/fo3vNHAPb/rUaAX34exsb12wHo1q0DI0cP0Gw7eHjLJ21SK0OvT6ReKrU6DV9/FKmGSfrsSkfQm7jYJxgbcH0AH2KfGPw5NDVzUjqG3sS8f2TQ5w/+G+fQ0iK30jH0KvptMObmhnXv29+9e/fAoM9h9NtgbCzz/nvDNCwiOsiga4yIDlI6wmdVyV5L6QhJOvnE+5vanzhxgunTp3P58mVCQkLYuXMnTZs21WxXq9W4u7uzbNkywsPDqVSpEosXLyZ//o+TBr569Yp+/fqxZ88ejIyMaNGiBXPnzsXKyuqrc8g9eEIIIYQQQgjxnaKjo3FxcWHhwoVJbp82bRrz5s1jyZIlnD9/HktLS1xdXXn//r2mTYcOHbh16xaHDx9m7969nDhxgp49e35TDhmiKYQQQgghhBDfqV69eppnYf+TWq1mzpw5jBkzhiZNmgCwdu1aHBwc2LVrF23btsXPz48DBw5w8eJFSpcuDcD8+fOpX78+M2bMIFu2r5vlWK7gCSGEEEIIIRSTgDpVLjExMURERGgtyX3W5P3793n27Bm1a9fWrLO1taVcuXKcPXsWgLNnz2JnZ6fp3AHUrl0bIyMjzSPSvoZ08IQQQgghhBDiHyZPnoytra3WMnny5GTt69mzxGcgOjg4aK13cHDQbHv27BlZsmTR2m5sbEzGjBk1bb6GDNEUQgghhBBCiH8YOXIkgwcP1lqn1POfv4V08IQQQgghhBCKSSB1Tupvamqqsw6do6MjAM+fPydr1qya9c+fP6d48eKaNi9evNB634cPH3j16pXm/V9DhmgKIYQQQgghhB7lyZMHR0dHvL0/PnohIiKC8+fPU6FCBQAqVKhAeHg4ly9f1rQ5evQoCQkJlCtX7quPJVfwhBBCCCGEEOI7RUVFce/ePc3r+/fv4+vrS8aMGcmZMycDBw5k4sSJ5M+fnzx58jB27FiyZcumeVZeoUKFcHNzo0ePHixZsoS4uDj69u1L27Ztv3oGTZAOnhBCCCGEEEJBanXqHKL5rS5dukSNGjU0r/+6f69Tp06sXr2a4cOHEx0dTc+ePQkPD6dy5cocOHAAMzMzzXs2bNhA3759qVWrluZB5/PmzfumHCq1oXxFhRBCCCGEEGlO+WzVlY6QpHNPfZSOkCxyBU/ohHH67EpH0JsPsU8Muj4w/BqlvrTvQ+wTTAy4xrjYJ5iaOSkdQ69i3j8ivWkOpWPoTWzMYywtcisdQ2+i3wZjbp5L6Rh69e7dA2ws8yodQ28iooOUjiBSiHTwhBBCCCGEEIpJrbNoplUyi6YQQgghhBBCGAjp4AkhhBBCCCGEgZAhmkIIIYQQQgjFqGWIpk7JFTwhhBBCCCGEMBDSwRNCCCGEEEIIAyEdPD1SqVTs2rUrRY9ZvXp1Bg4c+NntnTt3pmnTpimWRwghhBBCiC9Rq9WpckmrpIP3HUJDQ+nVqxc5c+bE1NQUR0dHXF1dOX36tNLRPmvu3LmsXr1a6RjJ1uuXTty7e46oiEDOnNpDmdLFlY6kU1Jf2mfINVapXI5dO1fzMPgyH2Kf0Lixq9KRdOrnnh25cvkwYS/vEPbyDidPeOHqWkPpWDpjZGSEu/tQ/O+cJvx1AH63TzFy5AClY+nUXf+zxMY8/mSZO3ei0tGSpVKlsnhuW869wPNEvw2mYaO6n7QpWDAfWz2X8TTkOi9Cb3Pi5G5y5MimQNpvV6lSWbZtW0FQ0AXevXtAoyTq+8u8eZN49+4Bfft2TcGE32fw0F74nNjFk2fXCQy+wMbNS3DOn0ezPUMGW6bPcOfy1SM8f3mbW3dOMW36OGxsrBVMLQyBdPC+Q4sWLbh69Spr1qzh7t27eHl5Ub16dcLCwpSO9lm2trbY2dkpHSNZWrVqzIzp7vw2cRZlyrlx7fpt/ty3AXv7TEpH0wmpL+0z9BotLS24fv02/QaMVjqKXjx+EsKo0ZMpV74e5SvU55jPaXZsX0nhwgWUjqYTQ4f2pmePnxg4cCwuxWswavTvDBn8C316d1E6ms5UrNQAp5wlNItbvbYAbN++T+FkyWNpacGNG34MGjQuye158uTk8JFt3PUPpJ5bO8qVdWPKlPnExMSkcNLk+au+gQPHfrFd48aulC1bgqdPn6VQMt2oXLksS5euo1aNFjRp1BETExN2ea3FwsIcAMesDjhmdWD0qN8pX8aNXj8Po3adaixYNEXh5CKtU6nT8vVHBYWHh5MhQwZ8fHyoVq1akm1UKhU7d+7UDIm8ceMGAwYM4OzZs1hYWNCiRQtmzZqFlZUVhw4donHjxjx79kyrAzZgwABu3LjB0aNHCQsLo2/fvpw4cYLXr1+TL18+Ro0aRbt27TTtq1evTvHixZkzZw4A+/bto3379ixatIgOHTrQuXNnwsPDNUNHDxw4wMSJE7l58ybp0qWjQoUKzJ07l3z58n3T18M4ffZvap8cZ07t4eKlawwYOAZI/PoGB11k4aJVTJu+UG/H/RD7xKDrg5Sp0dDrA8P/N/rPYzZv2RUvr4MpdjyTFK4R4Pmzm/z660RWrd6s1+PExT7B1MxJr8fYuWMVz1+85JdfhmnWbd70B+/ev6dLF/1fyYt5/4j0pjn0fpy/mzHDg/r1a1O4cGW9Hys25jGWFrn1tv/ot8G0adOTvXsOadatXjOfD3FxdO8+WG/H/fvxzc1z6W3/7949oHXrHuz5W30A2bI5cOLEbho1+omdO1exYMFKFixYqbcMNpZ59bJvgEyZM3L/wSXc6rbhzOmLSbZp2qwey1bMwtG+CPHx8To9fkR0kE73p0sls+r/ezQ5roScUjpCssgVvGSysrLCysqKXbt2fdUnZdHR0bi6upIhQwYuXryIp6cnR44coW/fvgDUqlULOzs7tm/frnlPfHw8W7ZsoUOHDgC8f/+eUqVKsW/fPm7evEnPnj356aefuHDhQpLH3LhxI+3atWPDhg2afSSVa/DgwVy6dAlvb2+MjIxo1qwZCQkJ3/ol0SsTExNKliyG99GTmnVqtRrvo6coX76Ugsl0Q+pL+/4LNf6XGBkZ0bp1YywtLTh3/rLScXTi7LnL1KhRifzOiUPEihYtRMWKZTh48JjCyfTDxMSE9u2as0bPnXOlqFQq3NxqEHDvPrt3ryU4+BI+x3clOYwzrVKpVKxYMYfZs//Azy9A6Tjfzfb/h16+fv3ms21sbKyJjIjSeedO/LdIBy+ZjI2NWb16NWvWrMHOzo5KlSoxatQorl+/nmT7jRs38v79e9auXUuRIkWoWbMmCxYsYN26dTx//px06dLRtm1bNm7cqHmPt7c34eHhtGjRAoDs2bMzdOhQihcvTt68eenXrx9ubm5s3br1k+MtXLiQ3r17s2fPHho2bPjZOlq0aEHz5s1xdnamePHirFy5khs3bnD79u0k28fExBAREaG1pMRQkMyZM2JsbMyL5y+11r94EYqjg73ej69vUl/a91+o8b+gSJEfeP3qLtFR91m4YAotW3U3iD8sAaZPX4jnVi+uX/chKjKIC+cPMH/BCjZv3qV0NL1o0tgVOzsb1q7zVDqKXmTJkhlrayuGDOnF4cPHady4I3u8DrJp0xIqVy6ndDydGDKkFx8+fGDhwlVKR/luKpWKKdPGcvbMJfxu302yTcZMGRj+az9WrTLMDyVEypEO3ndo0aIFT58+xcvLCzc3N3x8fChZsmSSk5j4+fnh4uKCpaWlZl2lSpVISEjA398fgA4dOuDj48PTp08B2LBhAw0aNNAM2YyPj+e3336jaNGiZMyYESsrKw4ePMjDhw+1jrVt2zYGDRrE4cOHPzt89C8BAQG0a9eOvHnzYmNjQ+7cuQE+2edfJk+ejK2trdYyefLkr/lyCSFEqufvH0jpMnWpVKkhfyxdy8oVcyhUKL/SsXSiZctGtG3XjI6d+lGufH26dR/EoIE/8+OPLZWOphedu7Tl4MFjhIQ8VzqKXqiMVADs23uYBQtWcP36bWbOXMz+/d507570qJ20pESJIvTp04WePYcoHUUnZs6eQKHCBejSqX+S262trdi2fQX+dwKYPGluCqdTntKzZcosmkKLmZkZderUYezYsZw5c4bOnTvj7u6erH2VKVOGfPnysXnzZt69e8fOnTu1hlZOnz6duXPnMmLECI4dO4avry+urq7ExsZq7adEiRLY29uzcuXKf/3H2ahRI169esWyZcs4f/4858+fB/hkn38ZOXIkb9680VpGjhyZrHq/xcuXr/jw4QNZHDJrrc+SxZ5nz0P1fnx9k/rSvv9Cjf8FcXFxBAYGc+XqDcaMmZI4qUzf7krH0onJk0czY/oiPD29uHXrDhs37mDe/OUMH9ZH6Wg6lzNndmrVrMLKVZuUjqI3YS9fExcXh98d7SvM/ncCyeGUNmbR/JJKlcqSJUtm7t49S2RkIJGRgeTK5cSUKWO4cydt3Rc1Y6YHbvVq0LBe+yQnirGysmTHrlVERkXTvu0vfPjwQYGUwpBIB0/HChcuTHR09CfrCxUqxLVr17S2nT59GiMjIwoWLKhZ16FDBzZs2MCePXswMjKiQYMGWu2bNGnCjz/+iIuLC3nz5uXu3U8v8+fLl49jx46xe/du+vXr99msYWFh+Pv7M2bMGGrVqkWhQoV4/fr1F+szNTXFxsZGazE1Nf3ie3QhLi6OK1euU7PGx5twVSoVNWtU5ty5tH9/jNSX9v0XavwvMjIywtQ0vdIxdMLC3PyT+6vj4+MxMjK8PwU6dWzDixcv+fNPb6Wj6E1cXByXL1+nQH7tSUGc8+fh0cMnCqXSnY0bd1CmjCvlytXTLE+fPmP27D9o1Kij0vG+2oyZHjRsXJdG9X/kwYPHn2y3trZil9caYmPjaNuqBzExSX/ALsS3MFY6QFoVFhZGq1at6Nq1K8WKFcPa2ppLly4xbdo0mjRp8kn7Dh064O7uTqdOnfDw8CA0NJR+/frx008/4eDgoNXOw8ODSZMm0bJlS63OU/78+dm2bRtnzpwhQ4YMzJo1i+fPn1O4cOFPjlegQAGOHTtG9erVMTY21syq+XcZMmQgU6ZMLF26lKxZs/Lw4UN+/fVX3XyB9GD23GWsWjGby1euc/HiVfr364GlpTmr12xROppOSH1pn6HXaGlpgbPzx2c45cmdExeX//Hq1WsePXqqYDLdmDjxVw4cOMajR0+wtraibdumVKtWgfoN2isdTSf2/XmEESP68ejRE2773cXFpQgD+vdgjYH8+/yLSqWiY8fWrF+/Lc1PVGFpaUG+fLk1r3PncqJYscK8ehXO48dPmTNnKWvXzufU6QucOH6WOnWrUb9+Ldxc2yoX+ht8Ul/uxPpevw7n0aOnvHoVrtU+Li6O589DCQhIvbNB/t2s2RNo2box7dr0JDIqSjPCI+JNJO/fx2g6d+YW5vToNhhrGyusbawAeBn6KtVNeKdPCaTd4ZCpkXTwksnKyopy5coxe/ZsAgMDiYuLw8nJiR49ejBq1KhP2ltYWHDw4EEGDBhAmTJltB6T8HfOzs6ULVuWCxcufNIpGzNmDEFBQbi6umJhYUHPnj1p2rQpb94kPRtTwYIFOXr0KNWrVyddunTMnDlTa7uRkRGbN2+mf//+FClShIIFCzJv3jyqV6/+XV8bffH09MI+c0Y8xg3F0dGea9du0aDhj7x48fLf35wGSH1pn6HXWLqUC95Htmlez5zhAcCatVvp1n2QQql0J4t9ZlatnEvWrFl48yaSGzf8qN+gPd7eJ//9zWnAoEFj8XAfytx5k8hin5mQkOcsX7GBSZPmKB1Np2rVqkKuXDlYvSbtT1RRsmQxDhz8WMfUaYnPi1u/bhs//zyUPV4HGdB/NEOG9mbGDA8CAoJo374XZ89eUiryNylZshiHDn38gGHatMTn/a1b50nPnkOViqUz3Xv+CMD+g9r/Fn/5eRgb12/Hpfj/KFO2BADXbvpotSlSqAoPDeBKrFCGPAdP6ERKP4MrJSnxjLGUZug1Sn1pn1LPwUspKfEcPKUp8Ry8lKTv5+ApTd/PwUsN9P0cPKWl5ufguThWVDpCkq49O6N0hGSRK3hCCCGEEEIIxahliKZOGd6d1UIIIYQQQgjxHyUdPCGEEEIIIYQwEDJEUwghhBBCCKGYBJkSRKfkCp4QQgghhBBCGAjp4AkhhBBCCCGEgZAhmkIIIYQQQgjFyCyauiVX8IQQQgghhBDCQMiDzoUQQgghhBCK+Z9DOaUjJOnW8/NKR0gWGaIpdMI4fXalI+jNh9gnBl0fGH6N/4X6TM2clI6hVzHvH5HeNIfSMfQmNuYxlha5lY6hV9Fvg7GxzKt0DL2JiA4y6O/DmPePDPr8QeI5NDfPpXQMvXn37oHSEUQKkQ6eEEIIIYQQQjHymATdknvwhBBCCCGEEMJASAdPCCGEEEIIIQyEDNEUQgghhBBCKEYek6BbcgVPCCGEEEIIIQyEdPCEEEIIIYQQwkBIB09PVCoVu3btUjqGluDgYFQqFb6+vkpHEUIIIYQQAkicRTM1LmmVdPCSKTQ0lF69epEzZ05MTU1xdHTE1dWV06dPKx3ts5ycnAgJCaFIkSJKR/lmI4b35eyZfbwO8+fp42ts37aCAgXyKR1LZwy9PjD8GqtULseunat5GHyZD7FPaNzYVelI36Vy5XLs2L6S+0GXiHn/iMaNPq1n3LghBN+/RPjrAPb/uRHnfLlTPqgO3fU/S2zM40+WuXMnKh0tWSpVKovntuXcCzxP9NtgGjaq+0mbggXzsdVzGU9DrvMi9DYnTu4mR45sCqT9doOH9sLnxC6ePLtOYPAFNm5egnP+PFptOndpy779G3kcco2I6CBsba0VSqs7VlaWzJjuzt27Zwl/HYDPsZ2UKuWidKxk+bdzmCGDLdNnuHP56hGev7zNrTunmDZ9HDY2aec8VqpUlm3bVhAUdIF37x7Q6B/fh6NHD8TX15uXL/14+vQ6+/ZtoEyZ4sqEFQZDOnjJ1KJFC65evcqaNWu4e/cuXl5eVK9enbCwMKWjfVa6dOlwdHTE2Djtza1TtUp5Fi9eQ6UqjXCr3w4TYxP279uIhYW50tF0wtDrA8Ov0dLSguvXb9NvwGilo+iEpYU512/4MWDgmCS3DxnSiz69u9Cv3ygqV2lEdPQ79u5dj6mpaQon1Z2KlRrglLOEZnGr1xaA7dv3KZwseSwtLbhxw49Bg8YluT1PnpwcPrKNu/6B1HNrR7mybkyZMp+YmJgUTpo8lSuXZenSddSq0YImjTpiYmLCLq+1Wj9TLCzMOXLkBDNnLFYwqW4tWTydWrWq0LXrQEqVqsMR7xPs/3Mj2bI5Kh3tm/3bOXTM6oBjVgdGj/qd8mXc6PXzMGrXqcaCRVMUTv71/vo+HDhwbJLb7927z6BB4yhdui61arXgwYPH7NmzjsyZM6ZwUmFIVGp1Gr7+qJDw8HAyZMiAj48P1apVS7KNSqVi586dNG3aFIAbN24wYMAAzp49i4WFBS1atGDWrFlYWVlx6NAhGjduzLNnz7Czs9PsY8CAAdy4cYOjR48CcOrUKUaOHMmlS5fInDkzzZo1Y/LkyVhaWgKQO3duevbsyb179/D09CRDhgyMGTOGnj17AolDNPPkycPVq1cpXrw48fHx9OzZk6NHj/Ls2TNy5sxJ7969GTBgwDd/TYzTZ//m93yPzJkz8uzpDWrUbM7JU+f1eqwPsU8Muj4w/BpTur4PsU9o3rIrXl4HU+x4pmZOett/zPtHtGrVHa89H+sJvn+JuXOXMXvOHwDY2Fjz6OEVuvcYgqenl14ypDfNofP9fsmMGR7Ur1+bwoUr6/1YsTGPsbTIrbf9R78Npk2bnuzdc0izbvWa+XyIi6N798F6O+4/M9hY5tXb/jNlzsj9B5dwq9uGM6cvam2rXKUcfx7YhFM2F968idTL8SOig/T6fQhgZmZG2Es/Wrbsxv4DRzXrz57Zx8FDPnh4TNfbsWPeP9Lr+YMvn8O/NG1Wj2UrZuFoX4T4+HidHj8iOghz81w63effvXv3gNate7Dnb9+H/2RtbcWLF7eoV689Pj66HRX27t0Dne5Pl/Lbl1I6QpICQi8rHSFZ5ApeMlhZWWFlZcWuXbu+6pPO6OhoXF1dyZAhAxcvXsTT05MjR47Qt29fAGrVqoWdnR3bt2/XvCc+Pp4tW7bQoUMHAAIDA3Fzc6NFixZcv36dLVu2cOrUKc0+/jJz5kxKly7N1atX6d27N7169cLf3z/JXAkJCeTIkQNPT09u377NuHHjGDVqFFu3bk3ulybF2NraAPDqdbiyQfTE0OuD/0aNhipPnpxkzeqA99GTmnUREZFcuOhL+XIlFUymOyYmJrRv15w1qzcrHUUvVCoVbm41CLh3n9271xIcfAmf47uSHMaZVtj+/7C916/fKJxEf4yN02FsbMz7f/zt8e79eypWLKNQKt35mnNoY2NNZESUzjt3qYGJiQndurUnPPwNN27cVjqOSMOkg5cMxsbGrF69mjVr1mBnZ0elSpUYNWoU169fT7L9xo0bef/+PWvXrqVIkSLUrFmTBQsWsG7dOp4/f066dOlo27YtGzdu1LzH29ub8PBwWrRoAcDkyZPp0KEDAwcOJH/+/FSsWJF58+axdu1a3r9/r3lf/fr16d27N87OzowYMYLMmTNz7NixJHOZmJgwfvx4SpcuTZ48eejQoQNdunT5YgcvJiaGiIgIrSWlh/OoVCpmzRjP6dMXuHUr6c5rWmbo9cF/o0ZD5uBgD8CLFy+11r94HoqDQxYlIulck8au2NnZsHadp9JR9CJLlsxYW1sxZEgvDh8+TuPGHdnjdZBNm5ZQuXI5peN9M5VKxZRpYzl75hJ+t+8qHUdvoqKiOXv2EiNHDiBrVgeMjIxo164Z5cuVIqtj2v7e+5pzmDFTBob/2o9Vqwzrg5d69WoSGnqb8PC79OvXjYYNfyQs7LXSsUQaJh28ZGrRogVPnz7Fy8sLNzc3fHx8KFmyJKtXr/6krZ+fHy4uLpqhlACVKlUiISFBc3WtQ4cO+Pj48PTpUwA2bNhAgwYNNEM2r127xurVqzVXD62srHB1dSUhIYH79+9r9lusWDHN/6tUKhwdHXnx4sVn61i4cCGlSpXC3t4eKysrli5dysOHDz/bfvLkydja2motkydP/qqvma7Mn/c7//tfQdr/2DtFj5tSDL0++G/UKNK2zl3acvDgMUJCnisdRS9URioA9u09zIIFK7h+/TYzZy5m/35vunfvoHC6bzdz9gQKFS5Al079lY6id127DUSlUhF8/xKREYH06d2VLVt3k5CQoHS07/Jv59Da2opt21fgfyeAyZPmpnA6/Tp+/CzlytWjRo3mHDp0nPXrF2Fvn0npWClK6dkyZRZNoWFmZkadOnUYO3YsZ86coXPnzri7uydrX2XKlCFfvnxs3ryZd+/esXPnTs3wTICoqCh+/vlnfH19Ncu1a9cICAggX76PMxGamJho7VelUn32h/7mzZsZOnQo3bp149ChQ/j6+tKlSxdiY2M/m3PkyJG8efNGaxk5cmSyak6OuXMm0qB+bWrXbcWTJyEpdtyUYuj1wX+jRkP3/HkokHgV6O+yONjz/PnnP1BKK3LmzE6tmlVYuWqT0lH0Juzla+Li4vC7E6C13v9OIDmc0sYsmn+ZMdMDt3o1aFivPU+fPlM6jt4FBT2gTp1WZMhYgHzO5ahcpREmxibcv//5D2dTu387h1ZWluzYtYrIqGjat/2FDx8+KJBSf96+fUdQ0AMuXLhKr17D+fDhA506tVE6lkjD0t50iqlY4cKFk3z2XaFChVi9ejXR0dGaq3inT5/GyMiIggULatp16NCBDRs2kCNHDoyMjGjQoIFmW8mSJbl9+zbOzs46y3v69GkqVqxI794fr6IEBgZ+8T2mpqaKzZI3d85EmjZxo1adVgQHP1Ikgz4Zen3w36jxv+D+/YeEhDynZo3KXL+eeJ+ItbUVZcsUZ+nSdQqn+36dOrbhxYuX/Pmnt9JR9CYuLo7Ll69TIL/2pBnO+fPw6OEThVJ9uxkzPWjYuC4N3Nrz4MFjpeOkqLdv3/H27Tvs7GypU6cqo0b/rnSkZPm3c2htbcXO3auJiYmlbasexMR8/kNoQ2FkZISpaXqlY4g0TDp4yRAWFkarVq3o2rUrxYoVw9ramkuXLjFt2jSaNGnySfsOHTrg7u5Op06d8PDwIDQ0lH79+vHTTz/h4OCg1c7Dw4NJkybRsmVLrY7UiBEjKF++PH379qV79+5YWlpy+/ZtDh8+zIIFC5JVR/78+Vm7di0HDx4kT548rFu3josXL5InT55/f3MKmz/vd9q1bUrzFl2JjIzS3AP05k2k1j2IaZWh1weGX6OlpQXOzh+/d/LkzomLy/949eo1jx49VTBZ8lhaWpDvb8+1y53biWLFCvP6dTiPHj1l/oIV/PprP+7du8/94Ed4uA8lJOR5is0cqi8qlYqOHVuzfv22ND+JwyfnMFfiOXz1KpzHj58yZ85S1q6dz6nTFzhx/Cx16lajfv1auLm2VS70N5g1ewItWzemXZueREZFkcUh8YpyxJtI3r9PvDc8i0NmHBzsyZs3cWbEwv/7gaioKB4/eppmJ2OpU7saKpWKuwGB5MuXm8m/j8bfP5A1a1L/BGn/9G/n0Nrail1eazC3MKdHt8FY21hhbWMFwMvQV2liWOqXfpaGhb1mxIi+7Nt3hGfPXpApUwZ+/rkT2bI5sGNH2nw8S3KpSbvDIVMjeUxCMsTExODh4cGhQ4cIDAwkLi4OJycnWrVqxahRozA3N/+mxyT8Xbly5bhw4QJHjx6lRo0aWtsuXrzI6NGjOXv2LGq1mnz58tGmTRtGjRoFJD4mYeDAgQwcOFDznuLFi9O0aVM8PDw+eUxCTEwMv/zyCzt37kSlUtGuXTtsbW3Zv38/vr6+3/Q10fcU9B9ik/5EuWu3Qaxdp99faikxxb6S9f11fEOuMSXqq1a1At5Htn2yfs3arXTrPkivx9bHYxKqVi3P4UOfTjCydp0nPXokTqs/btwQunVtj52dDWfOXKR//9EE3Lv/yXt0IaUek1C7dlX+3LeR/xWpQkCAfmpJij4ek1ClSnkOHPx0Mor167bx889DAejYsRVDhvYme/asBAQEMXHibPbtPazTHH/R9WMSIqKDklz/y8/D2Lg+cVbqkaMGMHL0p4/++XsbXebR92MSAFq0aMjE334le3ZHXr0KZ9eu/Yxzn0ZEhH4e//AXfTwm4d/O4V+Pt0hKkUJVeKjjq836eExClSrlOXRoyyfr163zpF+/0axZM48yZYqTKVMGXr0K59Kla0ydOp/Ll5OeuO97pObHJOTNXELpCEkKenlV6QjJIh08oRMp/Qy1lKTEM+JSmqHX+F+oLyX+sFSSEs/BS0n6fg5eaqDv5+ApLaU6eEpJiefgKU3fz8FTmnTwvl1a7eDJEE0hhBBCCCGEYtTq1D/cNi2RWTSFEEIIIYQQwkBIB08IIYQQQgghDIQM0RRCCCGEEEIoJkFm0dQpuYInhBBCCCGEEAZCOnhCCCGEEEIIYSBkiKYQQgghhBBCMfLUNt2SK3hCCCGEEEIIYSCkgyeEEEIIIYQQBkKllmuiQgghhBBCCIXkyFhE6QhJevzqptIRkkXuwRM6kd40h9IR9CY25rFB1weJNZqZ5VQ6ht68f//Q4OtztCukdAy9ehbuZ9A1Pgv3I1/mkkrH0KvAl1eokr2W0jH05uQTb5rkbKh0DL3Z/XAv/XO3UTqGXs0L3sIex3ZKx9CbRs82KR1BpBAZoimEEEIIIYQQBkKu4AkhhBBCCCEUI3eM6ZZcwRNCCCGEEEIIAyEdPCGEEEIIIYQwEDJEUwghhBBCCKGYBBmiqVNyBU8IIYQQQgghDIR08P5DPDw8KF68uNIxhBBCCCGEEHoiHbxUIjQ0lF69epEzZ05MTU1xdHTE1dWV06dP6+wYQ4cOxdvbW2f7S2nZsjmyetU8Qp7e4E34Pa5cPkLJksWUjqUzhlZf5cpl2b59JUFBF3n//iGNGtXVbDM2NmbixJFcunSIsLA7BAVdZMWK2WTN6qBg4m9j6PV16tqWo6d3EfDwIgEPL7L30CZq1q6i2Z4rtxMr18/n1r3TBDy8yNJVs8hsn0nBxN/G0OsD6D/8ZwJfXtFaDp3drtmeM3cOFq+ZwYU73vjeP8G85VPIZJ9RwcRf5lKuKFNWT2Tn5S2cfOJNFddKn7TpNrQzu65s5ci9P5m9eRo58mTXbHPM4cCIGUPZcnY9R+79yebT6+g6pBPGJqnjbpXCZf/H6JXjWHVxDbsf7qVc3fJa29sOas/Co4vZcmcbG25sZsLGiRQoXkCrTau+rZm6Yzpb/RPbpDb5yhai5/Lh/HZ+MfOCt1C0bmmt7ektTGk5vgsTzi5ixp11jDo8k0odamu1MTY1odWErky+upzpt9bQdfFgrDPbpmQZn+XcrwlVDkyk3r2V1L25hDKrBmOZL6tWG1N7W0rM702d64upF7SKqod+J2uDsprt5k6ZcZnVk1oX5lL//hpqnptDgWEtUZmkS+lyUpQ6lf6XVkkHL5Vo0aIFV69eZc2aNdy9excvLy+qV69OWFiYzo5hZWVFpkxp6w+Uv9jZ2eJzbCdxcXE0avwTLsVrMHzEBMLD3ygdTScMsT4LCwtu3LjNwIFjkthmTokSRZg8eR7ly9enbdue5M+fl23bViiQNHkMvb6nT58xyWMWdau3xLVGK06dOMfqjQso+IMzFhbmbNm5HLVaTYvGnWnk1h6T9Cas27wIlUqldPSvYuj1/eWu3z3KFa6jWdo06AaAuYUZqz0XolbDj81+pnX9rqRPb8KyDXNSbY1mFubcux3IrNHzktzevndbWnRtxoxf5/Bzo768e/uemRumkN7UBICczjkxMlIxY8RsfqrZjfkei2jyUyN6/totJcv4LDMLM4JvB/HHmCVJbn8a9ISl45bQv24ffm0xnBePnuOx/jdsMtpo2hinN+b0vlPsX7c/pWJ/k/QWpjzxe4DnuJVJbm82piOFqhVn7aAF/F57MD4r/6Tl+K4UqV1K06b52I78r1YpVvaezbw2Htg6ZKDbkiEpVcIXZapQiPurDnGywTjOtf4dlYkx5beMJJ2FqaZNifm9sXTOysVOMzhefQQhf16k1NIB2BTJDYCVc3YwUnF92HJ8qg3j1rh15O5Ym0Kj2ipUlUiLUsfHVv9x4eHhnDx5Eh8fH6pVqwZArly5KFv24yc6KpWKRYsW4eXlhY+PD1mzZmXatGm0bNlS02bEiBHs3LmTx48f4+joSIcOHRg3bhwmJom/3Dw8PNi1axe+vr4AdO7cmfDwcCpXrszMmTOJjY2lbdu2zJkzR/Oe1GLY0N48fvyUHj0//hAPDn6kYCLdMsT6Dh3y4dAhnyS3RURE0qBBB611gwaN5fTpvTg5ZePRo6cpkPD7GHp9hw/4aL2eMnEunbq1pWQZFxyzZsEpZ3ZqV21OVGQ0AP17jcQ/+DyVq5bn5PGzCiT+NoZe318+fIjn5YtPPygsVbY4OXJmo3GN9kRFJdY4tI87VwN9qFClDGdOXEjpqP/q/LELnD/2+Vytuzdn7dz1nDp0BoBJA6ay23cbVVwr4+11jAs+F7ngc1HTPuRhCJuXbKVpx0Ys+u0Pvef/N1d8LnPF5/Jnt5/YfVzr9YrfllOnnSu5C+Xh+ulrAGyatRGAmi1r6S/od/Dz8cXPx/ez2/OUKsiF7ce5d+42AGc2eVOpfW1yuThz88hlzKzNKd+6JmsHzCPg7C0ANgxbzBjv2eQukZ/gqwEpUcZnnW8/Reu174DFuN5aim2xPLw6dweADGUKcGPECsKvBgIQMGcneXvWw65YHiJuBhN67Bqhx65p9vH24QsCF2clV6fa3B6/IeWKEWmaXMFLBaysrLCysmLXrl3ExMR8tt3YsWNp0aIF165do0OHDrRt2xY/Pz/Ndmtra1avXs3t27eZO3cuy5YtY/bs2V889rFjxwgMDOTYsWOsWbOG1atXs3r1al2VpjMNG9bh8pXrbNq4hMePfLlw/gBdu7ZXOpbOGHp9X8PW1oaEhATCwyOUjqIXabk+IyMjmjSvj4WFBZcv+JLeND1qtZrYmFhNm5j3MSQkJFCuQkkFkyaPIdeXO29Oztw8yLFLXsxaMpGs2R0BPtYY+7HG2JjEGkuXL6FU3GTLmjMrmRwycenUFc266Mho/K768b9ShT/7PksbSyLCI1Miok4Zmxjj2t6NqDdR3L99X+k4OnP/sj9FapfG1iEDAPkr/A/7PFm5c/I6AE5F8mKc3hj/0zc073kR+JRXj0PJXTK/Ipm/xNjaAoC48CjNutcX75KtSQVM7CxBpSJbkwoYmZnw8sztL+4nLjxa73mVpFarU+WSVkkHLxUwNjZm9erVrFmzBjs7OypVqsSoUaO4fv26VrtWrVrRvXt3ChQowG+//Ubp0qWZP3++ZvuYMWOoWLEiuXPnplGjRgwdOpStW7d+8dgZMmRgwYIF/PDDDzRs2JAGDRp88T69mJgYIiIitJYvdUp1JU+enPzc8yfu3btPw4Yd+GPpOmbPmsBPP7b89zenAYZe378xNTVl4sSRbN26m8jIqH9/QxqTVuv7oXB+Ah9f4uGLa0yb7U7XH/tx1z+QKxev8Tb6HWPGD8Xc3AwLC3PcJw7H2NiYLA72Ssf+aoZe37XLNxjez50urfsybthknHJmZ8veFVhaWeB76Trv3r5j+LgBmJmbYW5hxsjxg/6/xsxKR/9mmbIkdgheh77WWv/q5Wsy/v+2f8qeOxstujTFa/1evefTldK1yrDZzxPPgB007t4U9w5jiXyd9j40+pztHqt4du8xv51fwuyADfRaPRLPcSsJvJD4YbaNvR0fYuJ4F/FW632RL99gY2+nQOIvUKko8ltHXp2/Q+Sdx5rVl3rORWWcDrc7y2nwcC3FpnfnUpdZvA1+nuRuLHI7kKebKw/Wpt05FETKkw5eKtGiRQuePn2Kl5cXbm5u+Pj4ULJkSa2raRUqVNB6T4UKFbSu4G3ZsoVKlSrh6OiIlZUVY8aM4eHDh1887v/+9z/Spft4427WrFl58eLFZ9tPnjwZW1tbrWXy5MnfWO23MzIy4urVm4wdNxXfa7dYsWIDK1ZupEePn/R+7JRg6PV9ibGxMRs2LEKlgn79RisdR+fScn2BAcHUqtKc+rXasGbFZuYtnkyBgvkIC3tNj84DqetWncAnl7n78AI2tjZc872FOiHtfOJp6PUd9z7Dfq8j+N8O4OSxs3Rt2w8bWyvqN6nDq7Bw+nYdQU3XKtx4cArfoBNY21pz85ofCQkJSkfXu8yOmZmxfgo+e0+wZ+OfSsf5ajfOXGegW39GNBvGFZ/LDF80AttMqWOCEV2o2smN3MXzs7TbVKY3GsnOSetoNaErBSoVVTraNys6pQvWPzhx+Zf5Wut/GNEaE1tLzracyEnX0QT98Sellg7A+genT/Zh5piB8pt+5emeczzccDSlogsDIB28VMTMzIw6deowduxYzpw5Q+fOnXF3d/+q9549e5YOHTpQv3599u7dy9WrVxk9erTW8Juk/PNeO5VK9cVf7iNHjuTNmzday8iRI78q4/cICXmBn5/22Po7dwJwcsr+mXekLYZe3+f81fnJmTM7DRp0SFNXt75GWq8vLi6O4PsPuX7tNr9PmM2tm/50/yXxQ4fjx85QvoQrRZwrUThfRfr9PIKsWbPwIA3dO2ro9f1TZEQU9wMfkitP4h+Sp3zOUbNME8r+UJvSBWoytPdYHBztefTgicJJv13Yi8Qrdxnsta/WZcycgVcvtK/qZXLIxDzPmdy8fItpw2elWEZdiHkXw7MHIdy96s+C4fOIj0+gdtu6//7GNMDE1ISGw9qxc+Jabnpf4emdh5xce5Cre89Sq2dDACJCwzE2NcHcxkLrvdaZbYkIDVcgddKK/N4Zh9olOdPiN96HvNKst8iVhTzdXPEd9AcvT90i4vZD7s7cTvi1IHJ30T6Ppg4ZqLB9LK8u3eX60OUpXUKKS0CdKpe0Sjp4qVjhwoWJjv445vrcuXNa28+dO0ehQoUAOHPmDLly5WL06NGULl2a/Pnz8+DBA51nMjU1xcbGRmsxNTX99zd+p7NnL1GgQF6tdfnz5+Xhw8efeUfaYuj1JeWvzo+zcx7q12/Pq1fhSkfSKUOsz8hIhalpeq11r16FE/EmkkpVy5HZPhMH96fdT5kNvT4LS3Ny5s5B6POXWutfvwonMiKKClXKkMk+I0cOHP/MHlKvkIchhD0Po1Tlj/dIWlhZUKhEIW5d/nhvU2bHzMzfNgv/63eZPGh6mr7HBkBlpMIkfeqaFC250pkYY5ze+JNzkpCQoJnZ9dHNID7EfqBAxSKa7VnyZiVjDnuCryg7wcpfivzeGcd6ZTjbciLvHoZqbUtn/v9/L/3jg3R1fAIqo4+z15o5ZqDijrG8uX4f3wFLII3/OxUpT2bRTAXCwsJo1aoVXbt2pVixYlhbW3Pp0iWmTZtGkyZNNO08PT0pXbo0lStXZsOGDVy4cIEVKxKnXc+fPz8PHz5k8+bNlClThn379rFz506lStK5ufOWceL4LkYM78u27XspU7o43bt1oHfvEUpH0wlDrM/S0oJ8+XJrXufO7USxYoV5/TqckJAXbNq0hBIlitCsWRfSpUuHw//f2/TqVThxcXEKpf56hl7fqHGDOHrkJE8eP8XSypLmLRtSsXJZ2jbvAUDbDs246x9E2MtXlC5bnN+mjGLpojUE3gtWNvhXMvT6AEaOH4j3wRM8eRSCg6M9A0b8Qnx8Ant2HACgRbvGBN69z6uw15QoU4yxk4aycskG7t/T/YeDumBuYUb2vz3XLmtOR5z/l4+I15G8ePqCrct30Kl/Bx4HPSbk0TO6D+tC2POXnDx4Ckjs3M3bNpPnj5+z8Lc/sPvb0MZX/7h3TwlmFmZkzf3xmWkOTg7kKZyHyPAoIl9H0KpfGy4cPs/rF6+wyWhD/Y4NyeSQidP7TmnekzmbPdZ2VthntyddOiPyFM4DQEhwCO/fvk/xmv4pvYUp9rkdNa8zOWUhe+FcvA2P4vXTMALO3aLJyB+Jex/Lq8ehOJcvTJnmVdk1cS0A7yPfcW7rUZqN6cjbN9G8j3xLy/FduH/ZX/EZNAGKTulK9mYVudh5Jh+i3mFqn/hvLC7yLQnv44i695SooBCKTevO7QkbiH0ViWO9MthXK8qFn6YDiZ27CjvG8u7xS26PX49ppo+PwYgJTbuPThIpSzp4qYCVlRXlypVj9uzZBAYGEhcXh5OTEz169GDUqFGaduPHj2fz5s307t2brFmzsmnTJgoXTpwdrHHjxgwaNIi+ffsSExNDgwYNGDt2LB4eHgpVpVuXL1+jVevuTPxtJKNHDyQ4+BFDhnqwabNhdGINsb5SpYpx6NDHSX6mT08cbrxunScTJ87WPBj84sWDWu+rW7c1J05oX61OjQy9vsz2mZi/ZApZHOyJjIjk9q27tG3egxM+iVPQ53POw6hxg7DLYMujh0+ZO3MJfyxco3Dqr2fo9QE4ZnNgztLJ2GWw5VXYay6f96WlWydehYUDkNc5F8PG9MU2gy1PHj1l0ewVrFyceqdhL+hSkPnbPg6p7OfRG4D9Ww/y+6BpbFy0GXMLM4ZNG4yVjRU3Lt5g6I8jiY1J/EClTNVSOOXJgVOeHOy8vEVr31WyK/9YAedi+Zm09eM97d3cEz9s8PY8wuJRC8mRLwc1W9bCJoMNkeERBFwLYGTLETy6+/Fe+/ZDOlCr1ccHg885kHj/1+jWI7l57uPMk0rJWSwf/Td/vPWk+dhOAJzf5sOGoYtZ3W8ujYa3p+OcfljYWfH6SSj7pm/m1PrDmvfs+G0t6gQ1XRcPxji9MXdOXGfr2NQxhDF35zoAVNw5Tmv91QGLebzlBOoP8VzoMI1Co9tSdu0w0lmaEn3/Ob79F/PC2xeAzNWKYpU3K1Z5s1LHd5HWfvY4tkuROpSQ1q+mpzYqtXxF0wSVSsXOnTtp2rSp0lGSlN40h9IR9CY25rFB1weJNZqZ5VQ6ht68f//Q4OtztCukdAy9ehbuZ9A1Pgv3I1/mtPUIhm8V+PJKquhI6cvJJ940ydlQ6Rh6s/vhXvrnbqN0DL2aF7zFoDtRjZ5tUjrCZ2W2KaB0hCS9jLirdIRkkXvwhBBCCCGEEMJAyBBNIYQQQgghhGISZEChTkkHL42QkbRCCCGEEEKIfyNDNIUQQgghhBDCQMgVPCGEEEIIIYRiZKSabskVPCGEEEIIIYQwENLBE0IIIYQQQggDIUM0hRBCCCGEEIpJQIZo6pI86FwIIYQQQgihGFurfEpHSNKbqEClIySLXMETOmGSPrvSEfQmLvaJQdcHhl9jXOwTTM2clI6hNzHvH5HBylnpGHr1OuoejnaFlI6hN8/C/cie4X9Kx9CrJ69vUStHXaVj6I3340O0ydVU6Rh6s+XBLlrlaqJ0DL3yfLCbKbl+VDqG3vz6YL3SEUQKkQ6eEEIIIYQQQjEyoFC3ZJIVIYQQQgghhDAQ0sETQgghhBBCCAMhQzSFEEIIIYQQikmQIZo6JVfwhBBCCCGEEMJASAdPCCGEEEIIIQyEdPAMRHBwMCqVCl9fX6WjCCGEEEII8dXUqfS/tEo6eDoSGhpKr169yJkzJ6ampjg6OuLq6srp06eVjmYQfu7ZkSuXDxP28g5hL+9w8oQXrq41lI6lM4Ze3z8NG9aHuNgnzJwxXukoOmNkZIS7+1D875wm/HUAfrdPMXLkAKVjJdugIb/gfXwHD0N8uXv/POs3LcY5f55P2pUpW4Ld+9bx+Pl1Hjz1Zd/BjZiZmSqQ+Pv0HdidZ+F+TJg8UrPO1DQ9k6eP5XbQWQIfX2L52rlkts+kYMrk6zOwO09e32L8779q1k2d7c7pK/u59/Qy1wNOsnLDfPIlcY5Ti6LlijJx1QS2XNqE9+NDVHKtqLW9cr1KTN0wmZ03tuH9+BD5Cuf9ZB8NOtRnpud0vPx24v34EJY2likV/18VKluY4StGs/jCSrY82EXpuuU+27b7pF/Y8mAX9bs20lo//9RStjzYpbU06dVc39G/WqGyhRmxYjR/XFiF54PdlPlCjT0m9cLzwW6tGu1zZKHXtL4sPLWUDf5bmX9iCa0HtcPYJHVMKVG+dyM6eU1g0K1l9Lu8kOZLB5Ixb1bNdjNbS+qM70iPo9MZ4r+SXmfmUNvjJ0ytzbX2Y5MtEy1XDWXInRX0u7yQGqPaoUonf7KLr5c6viMMQIsWLYiNjWXNmjXkzZuX58+f4+3tTVhYmNLRDMLjJyGMGj2Ze/fuo1Kp+OmnVuzYvpIyZV25ffuu0vG+m6HX93elS7nQo/uPXL9+W+koOjV0aG969viJ7t0HcdvvLiVLFmPZ0plEvIlg4aJVSsf7ZhUrl2X50vVcvXID43TpGOsxhB27V1O+tBtv374DEjt323auZPbMJYwYOoEPHz5QpGghEhLS1qeexUsUoWOXNty6eUdr/YTfR1KrblV6dB5I5JtIfp8+lpXr5tHYrYNCSZPHpUQRfuzcits3/bXWX/e9zQ7PvTx5FIJdBluG/NqHTTuWUd6lLgkJCQql/TxzCzMCbwexf8tBJix3/2S7mYUZNy/e5Pje4wyZPjjJfZiamXLR5xIXfS7RY2Q3fUf+JqYWZjzwu8+xrUcYunTkZ9uVcS1H/hIFefUs6b8vtszciPemQ5rX76Pe6TxrciXWGMyxrd4M+0KNZV3LU6BEgU9qzJ4vOyqVEX+MXMSz4BByFszFz1P6YGphyrpJq/Wc/t/lLFeIK2sPE3ItCCPjdFQd3po260awvPYI4t7FYOWQASsHO45N2sjLgCfY5siM66QuWDlkYFeveQCojFS0XDWU6NBw1jUfj1UWOxrO+oX4uHhOTN+qcIUirZCPA3QgPDyckydPMnXqVGrUqEGuXLkoW7YsI0eOpHHjxgwdOpSGDRtq2s+ZMweVSsWBAwc065ydnVm+fLnm9fLlyylUqBBmZmb88MMPLFq0SOuYFy5coESJEpiZmVG6dGmuXr36Sa6bN29Sr149rKyscHBw4KeffuLly5ea7dWrV6d///4MHz6cjBkz4ujoiIeHhw6/Mrqzb99hDhw4yr179wkICGLcuKlERUVTrmxJpaPphKHX9xdLSwvWrF3AL72G8/p1uNJxdKpC+VLs2XuI/QeO8uDBY3bu/JMjR05QukxxpaMlS6tmXdm0YQd3/AK4efMOvX8ZgVPO7BQvUUTTZtKU0fyxZA1zZv3BHb8A7gXcZ9eOP4mNjVUw+bexsLRg4bLpDOk/jjfhEZr11jZWtPupOR6jp3L6xHmuX7vNwD6jKFu+JCVLuyiY+NtYWFqwYOlUhg9wJzz8jda2DWs8OX/mMo8fPeXmdT+mTZpH9hxZccqZXaG0X3bh2EVWTV/N6QNJj4w5st2bdXM2cPnkp78P/7JjxU42L9yC3xU/fcVMNl+fK2yZsZGLB89/tk0Gh4x0Gd+D+QNm8SEuPsk276Pe8SY0XLPEvIvRV+Rv5utzhc0zNnDh4LnPtsnokJGu43swd8AsPsR90H7/8assGjaP6yd9efHoOZeOXGDPsl2Uc6ug7+hfZWunadzYdpKXAU944feQfUP+wDZHZhyL5gbg5d3H7PxlHve8rxL+8AUPztzm+HRPnGuV0Fyhy1O1KJnzZ2fPwMW8uP2QIJ/rnJi5jZIda2Nkkk7B6vQrQa1OlUtaJR08HbCyssLKyopdu3YRE/PpD9Jq1apx6tQp4uMTfxgfP36czJkz4+PjA8CTJ08IDAykevXqAGzYsIFx48YxadIk/Pz8+P333xk7dixr1qwBICoqioYNG1K4cGEuX76Mh4cHQ4cO1TpmeHg4NWvWpESJEly6dIkDBw7w/PlzWrdurdVuzZo1WFpacv78eaZNm8aECRM4fPiwjr9CumVkZETr1o2xtLTg3PnLSsfROUOub/6839n/pzdHj55UOorOnT13mRo1KpHfOXGIW9GihahYsQwHDx5TOJlu2NhYA2g65pntM1KmbHFCQ8M4eGQr/kHn2HtgI+UrlFIw5bebMmMsRw4d5+Txs1rrixX/H+nTp+fE39bfC7jP40dPKV22eAqnTL7fp4/B+9AJTh7//B/UAOYW5rRp34wHwY94+uRZCqUT30KlUtF3zkD2/LGLxwGPPtuuSa/mLPddy5Q/Z9Ho56YYpaGhfSqVin5zBuH1x84v1vh3FtYWRIVH6TlZ8phaWwDwLjz6821sLIiNeoc6PvGqefaS+Qm984i3Lz9+4HT/xA3MbCywL5BDv4GFwZAhmjpgbGzM6tWr6dGjB0uWLKFkyZJUq1aNtm3bUqxYMapUqUJkZCRXr16lVKlSnDhxgmHDhrFr1y4AfHx8yJ49O87OzgC4u7szc+ZMmjdPHDefJ08ebt++zR9//EGnTp3YuHEjCQkJrFixAjMzM/73v//x+PFjevXqpcm0YMECSpQowe+//65Zt3LlSpycnLh79y4FChQAoFixYri7Jw51yZ8/PwsWLMDb25s6deokWWtMTMwnnVhT05S536ZIkR84ecILMzNToqKiadmqO35+ASly7JRg6PW1bt2YEiWKUL5CA6Wj6MX06Quxsbbi+nUf4uPjSZcuHePcp7F58y6lo303lUrF5KmjOXfmEn63E/9N5s6dE4BfR/Zn7Ogp3LjuR9v2zdi1dx0Vy9YjKPCBkpG/SpPm9SlarDBuNVt9si1LlszExMQS8SZSa33oi5dkyZI5pSJ+l8bN61HEpRANarb5bJtO3doy2mMIllYW3LsbRLtmPYiLi0vBlOJrNenVnPgPCexftfezbQ6s3sv9m0FEhUdSoNQPtBvxE3ZZMrDut7QxTDyxxnj+/EKNf+eYy5F6nRqwdlIqrE+lorb7jzy66M/Lu4+TbGKewYpK/Zriu+njB4GW9rZEv9S+2h4d+kazTYivkXY+1knlWrRowdOnT/Hy8sLNzQ0fHx9KlizJ6tWrsbOzw8XFBR8fH27cuEH69Onp2bMnV69eJSoqiuPHj1OtWjUAoqOjCQwMpFu3bporg1ZWVkycOJHAwEAA/Pz8KFasGGZmZprjV6igPTzh2rVrHDt2TGsfP/zwA4BmP5DYwfu7rFmz8uLFi8/WOXnyZGxtbbWWyZMnf98X7yv5+wdSukxdKlVqyB9L17JyxRwKFcqfIsdOCYZcX44c2Zg1cwIdO/VL8iq3IWjZshFt2zWjY6d+lCtfn27dBzFo4M/8+GNLpaN9txmzPShUuADdOg/UrDMyUgGweuVmNq7fzo3rtxn96yTuBQTx40+fdphSm2zZHZk4ZSS9ew4jJibtDCn9WtmyOzJh8q/06znii/Xt8NyLa7UWNG/QkaDAByxZNRNT0/QpmFR8jTxF8lGvS0MWD5n7xXb7lntx+9xNHt55wJENB1k3cRVunRpgnD71f56ft0g+GnRpxMIh876qfUaHjIxe68HZP8/gvTn1jTyq+1sn7AvkwKvvwiS3p7cyp9Wqoby894RTs3ekcLrUR61Wp8olrUr93/FpiJmZGXXq1KFOnTqMHTuW7t274+7uTufOnalevTo+Pj6YmppSrVo1MmbMSKFChTh16hTHjx9nyJAhQOLwS4Bly5ZRrpz27FLp0n392OuoqCgaNWrE1KlTP9mWNevHGZ1MTEy0tqlUqi/eXD9y5EgGD9a+ed3U1JRJvy/76mzJFRcXR2BgMABXrt6gdKni9Ovbnd59Ruj92CnBkOsrWbIoDg72XDj/8b5TY2NjqlQpT+/enbG0ypMqJ3X4FpMnj2bG9EV4enoBcOvWHXLmzMHwYX1Yv36bwumSb9pMd1zdalLftR1Pn34cuvfsWSgA/nfuabX39w8kh1NWUrtixf+HfZbMHD6+XbPO2NiY8hVL07VHe9o274GpaXpsbK21ruLZZ8nMixcvk9plqlLUpTD2WTJzwMdTs+6v+jr3aEcehxIkJCQQGRFFZEQU94MecuXidW7fP4Nbw9rs3v6ngunFPxUqWxibzLYsPPvxXv10xun4aUxn6nVtRL/KPZN8372rdzE2McY+RxZCgp6mVNxk+eH/a1z8jxo7jelCg66N6PO3GjNkyYj75on4X77DH78m3YFSUp0JHXGuVYINrScS+ezVJ9vTW5rReu0wYqPfs6PnHBI+fLyfMjr0DVld8mm1/+vK3V9X8oT4N9LB06PChQtrhmFWq1aNlStXYmxsjJubG5A4ycmmTZu4e/eu5v47BwcHsmXLRlBQEB06JD1TW6FChVi3bh3v37/XXMU7d077/oqSJUuyfft2cufOjbGx7k6zqalpig3J/DdGRkYG/UmzIdV39OgpipeoqbVu+bJZ+PsHMn3GwjTfuQOwMDf/pI74+HiMjNLuQIlpM91p0KgOjep14OED7SFGDx885unTZzgX0J5W39k5D0cOHU/JmMly8vhZqldorLVuzsJJBATcZ+Gc5Tx5EkJsbCxVqpVnn1fi1YF8zrnJ4ZSNSxd8FUj8bU6dOEfNik201s1aMInAgCAWzl2R5PecSpX4IZ9pesP4uWNITuzw4capa1rrRq1z58QOH3w8vT/7vtz/y0NCfDwRL1N/xyCpGses8+DEDh+O/a3GjA6JnbugG4EsGjov1V1lqTOhIwVcS7OxzSTePAr9ZHt6K3ParBtOfMwHtnWbRXyM9pDoJ1cCqNC3CRaZbHgblngfXu7KRXgf8ZaXAU9SpAaR9kkHTwfCwsJo1aoVXbt2pVixYlhbW3Pp0iWmTZtGkyaJv2CrVq1KZGQke/fuZcqUKUBiB69ly5ZkzZpVc08cwPjx4+nfvz+2tra4ubkRExPDpUuXeP36NYMHD6Z9+/aMHj2aHj16MHLkSIKDg5kxY4ZWpj59+rBs2TLatWunmSXz3r17bN68meXLl3/T1cDUYOLEXzlw4BiPHj3B2tqKtm2bUq1aBeo3aK90NJ0w9PqioqK5dUt7ivbo6LeEhb3+ZH1ate/PI4wY0Y9Hj55w2+8uLi5FGNC/B2vWbFE6WrLMmD2elq0a0b7tL0RFRmvuO4uIiOT9+8RhtvPnLGfk6AHcvHGHG9f9aNehGfkL5KXTj32VjP5VoqPecucf97i+ffuO16/CNes3rdvB+Em/Ev76DZERUUyaNoaL569y5dK1pHaZqkRHvcXfT/vq6tu3b3n96g3+fvfImSsHjZu7cfzoGcLCXpMtmwN9Bnbn/fsYvA+fUCj1l5lZmJE9dzbNa0cnR/IVzktkeCQvnoZibWdNlmz2ZHJMfFahUz4nAF6FvuZ16GsAMthnIKN9Bs1+8v6Qh7dRb3nxNJTI8EiUZGphhmPuj1e/szhlIVfhPESFRxL29CVR/8j3IS6eN6Hhmitz+UsWJH/xAtw6e4N3Ue8oUKogHcd25eTO40RHfH6Sj5Rk9kmNDuT+/xpfJlnjB16HvuZpUGLHJqNDRjy2TCL0SSjrJq3CJpONpm14aHiK1PAldSd2pnDjCmzvMZvY6PeaK28xEW/5EBP3/527EZiYp2fPgMWYWptrnoH3NiwCdYKa+ydu8DLgCQ1n/4LP5M1Y2ttSdWhLrqw9Qnzshy8dPk1Lyw8VT42kg6cDVlZWlCtXjtmzZxMYGEhcXBxOTk706NGDUaNGAZAhQwaKFi3K8+fPNffCVa1alYSEBM39d3/p3r07FhYWTJ8+nWHDhmFpaUnRokUZOHCg5nh79uzhl19+oUSJEhQuXJipU6fSokULzT6yZcvG6dOnGTFiBHXr1iUmJoZcuXLh5uaWJq8oZLHPzKqVc8maNQtv3kRy44Yf9Ru0x9vbMGZjNPT6/gsGDRqLh/tQ5s6bRBb7zISEPGf5ig1MmjRH6WjJ0q1H4giCfQc2aq3v/fNwNm1IvF9kyaLVmJmZ8vuU0dhlsOXWjTs0b9yJ4PsPUzyvPowbNZmEhASWr52Lafr0HDt6ml+HTFA6lk7ExMRQtkIpuv/yE7Z2trwMfcm5M5dp4tqBsJefDilLDQq6FGCW58cPM3t7/ALAwa2HmDZ4BhXrlGf47GGa7WMXjwZgzax1rJ21DoBGPzWk0+CfNG3m7JgFwLRB0znoqex9XPmKOeO+ZaLmdadxic/p8/E8yuKh/35f2ofYOCo2qkzLgW0xMTXmxaMX/LliD3uX79Zb5m+Vt5gz47dM0rzurKnRm4VfUWOxKsXJmicbWfNk448L2hOrtMrV5DPvSjklf6oNQIetY7TW7xvyBze2ncSxSG6yl0ycUO+Xk7O02iyuNJA3j1+iTlCzresMXCd14aed7sS9jeHG9pOcnJV2h/qLlKdSp7Zr2yJNMkmfOp+bpAtxsU8Muj4w/BrjYp9gauakdAy9iXn/iAxWzkrH0KvXUfdwtCukdAy9eRbuR/YM/1M6hl49eX2LWjnqKh1Db7wfH6JNrqZKx9CbLQ92pYpOlD55PtjNlFw/Kh1Db359sF7pCJ+VWn9Hx7z/usd1pDZyBU8IIYQQQgihGLnepFtpb6yeEEIIIYQQQogkSQdPCCGEEEIIIQyEDNEUQgghhBBCKEaGaOqWXMETQgghhBBCCAMhHTwhhBBCCIRn/t4AABaMSURBVCGE0IGFCxeSO3duzMzMKFeuHBcuXEjxDNLBE0IIIYQQQihGnUqXb7VlyxYGDx6Mu7s7V65cwcXFBVdXV168eJGMvSWfdPCEEEIIIYQQ4jvNmjWLHj160KVLFwoXLsySJUuwsLBg5cqVKZpDOnhCCCGEEEII8Q8xMTFERERoLTExMUm2jY2N5fLly9SuXVuzzsjIiNq1a3P27NmUipxILUQa8v79e7W7u7v6/fv3SkfRG0OvUepL+wy9Rqkv7TP0GqW+tO+/UKMhcHd3/2Tkpru7e5Jtnzx5ogbUZ86c0Vo/bNgwddmyZVMg7UcqtVrmJRVpR0REBLa2trx58wYbGxul4+iFodco9aV9hl6j1Jf2GXqNUl/a91+o0RDExMR8csXO1NQUU1PTT9o+ffqU7Nmzc+bMGSpUqKBZP3z4cI4fP8758+f1nvcv8hw8IYQQQgghhPiHz3XmkpI5c2bSpUvH8+fPtdY/f/4cR0dHfcT7LLkHTwghhBBCCCG+Q/r06SlVqhTe3t6adQkJCXh7e2td0UsJcgVPCCGEEEIIIb7T4MGD6dSpE6VLl6Zs2bLMmTOH6OhounTpkqI5pIMn0hRTU1Pc3d2/+nJ5WmToNUp9aZ+h1yj1pX2GXqPUl/b9F2r8L2rTpg2hoaGMGzeOZ8+eUbx4cQ4cOICDg0OK5pBJVoQQQgghhBDCQMg9eEIIIYQQQghhIKSDJ4QQQgghhBAGQjp4QgghhBBCCGEgpIMnhBBCCCGEEAZCOngixU2ePJkyZcpgbW1NlixZaNq0Kf7+/lpt3r9/T58+fciUKRNWVla0aNHikwdH9u/fn1KlSmFqakrx4sU/OY6Pjw9NmjQha9asWFpaUrx4cTZs2KDP0oCUq8/f358aNWrg4OCAmZkZefPmZcyYMcTFxemzvBSr7+/u3buHtbU1dnZ2Oq4maSlVY3BwMCqV6pPl3Llz+iwvRc+hWq1mxowZFChQAFNTU7Jnz86kSZP0VRqQcvV5eHgkef4sLS31WR6Qsufw4MGDlC9fHmtra+zt7WnRogXBwcF6qixRSta3detWihcvjoWFBbly5WL69On6KkuLLmq8du0a7dq1w8nJCXNzcwoVKsTcuXM/OZaPjw8lS5bE1NQUZ2dnVq9ere/yUqy+kJAQ2rdvT4ECBTAyMmLgwIF6rw1Srr4dO3ZQp04d7O3tsbGxoUKFChw8eDBFahRpl3TwRIo7fvw4ffr04dy5cxw+fJi4uDjq1q1LdHS0ps2gQYPYs2cPnp6eHD9+nKdPn9K8efNP9tW1a1fatGmT5HHOnDlDsWLF2L59O9evX6dLly507NiRvXv36q02SLn6TExM6NixI4cOHcLf3585c+awbNky3N3d9VYbpFx9f4mLi6Ndu3ZUqVJF57V8TkrXeOTIEUJCQjRLqVKldF7T36VkfQMGDGD58uXMmDGDO3fu4OXlRdmyZfVS119Sqr6hQ4dqnbeQkBAKFy5Mq1at9FbbX1Kqxvv379OkSRNq1qyJr68vBw8e5OXLl0nuR5dSqr79+/fToUMHfvnlF27evMmiRYuYPXs2CxYs0Fttf9FFjZcvXyZLliysX7+eW7duMXr0aEaOHKmV//79+zRo0IAaNWrg6+vLwIED6d69u947CSlVX0xMDPb29owZMwYXFxe91qREfSdOnKBOnTr8+eefXL58mRo1atCoUSOuXr2aYrWKNEgthMJevHihBtTHjx9Xq9VqdXh4uNrExETt6empaePn56cG1GfPnv3k/e7u7moXF5evOlb9+vXVXbp00Unur5WS9Q0aNEhduXJlneT+Wvqub/jw4eoff/xRvWrVKrWtra2u438VfdV4//59NaC+evWqvqJ/FX3Vd/v2bbWxsbH6zp07esv+NVLqe9DX11cNqE+cOKGz7F9LXzV6enqqjY2N1fHx8Zp1Xl5eapVKpY6NjdV9IZ+hr/ratWunbtmypda6efPmqXPkyKFOSEjQbRH/4ntr/Evv3r3VNWrU0LwePny4+n//+59WmzZt2qhdXV11XMGX6au+v6tWrZp6wIABOs39tVKivr8ULlxYPX78eN0EFwZJruAJxb158waAjBkzAomfaMXFxVG7dm1Nmx9++IGcOXNy9uzZ7z7WX8dJKSlV37179zhw4ADVqlX7vsDfSJ/1HT16FE9PTxYuXKi7wMmg73PYuHFjsmTJQuXKlfHy8tJN6G+gr/r27NlD3rx52bt3L3ny5CF37tx0796dV69e6baAf5FS34PLly+nQIECKXq1+S/6qrFUqVIYGRmxatUq4uPjefPmDevWraN27dqYmJjotogv0Fd9MTExmJmZaa0zNzfn8ePHPHjwQAfJv56uavzn77mzZ89q7QPA1dX1u3+ffit91ZdapFR9CQkJREZGpsqvgUg9pIMnFJWQkMDAgQOpVKkSRYoUAeDZs2ekT5/+k/utHBwcePbsWbKPtXXrVi5evEiXLl2+J/I3SYn6KlasiJmZGfnz56dKlSpMmDBBF9G/ij7rCwsLo3PnzqxevRobGxtdxv4m+qzRysqKmTNn4unpyb59+6hcuTJNmzZN0U6ePusLCgriwYMHeHp6snbtWlavXs3ly5dp2bKlLkv4opT6GfP+/Xs2bNhAt27dvjfyN9NnjXny5OHQoUOMGjUKU1NT7OzsePz4MVu3btVlCV+kz/pcXV3ZsWMH3t7eJCQkcPfuXWbOnAkk3tuVUnRV45kzZ9iyZQs9e/bUrHv27BkODg6f7CMiIoJ3797ptpDP0Gd9qUFK1jdjxgyioqJo3bq1zvILw2OsdADx39anTx9u3rzJqVOn9HqcY8eO0aVLF5YtW8b//vc/vR7r71Kivi1bthAZGcm1a9cYNmwYM2bMYPjw4Xo73t/ps74ePXrQvn17qlatqvN9fwt91pg5c2YGDx6seV2mTBmePn3K9OnTady4sc6PlxR91peQkEBMTAxr166lQIECAKxYsYJSpUrh7+9PwYIFdX7Mf0qpnzE7d+4kMjKSTp066fU4SdFnjc+ePaNHjx506tSJdu3aERkZybhx42jZsiWHDx9GpVLp/Jj/pO+fM4GBgTRs2JC4uDhsbGwYMGAAHh4eGBml3Gfguqjx5s2bNGnSBHd3d+rWravDdN9P6vt3X1Pfxo0bGT9+PLt37yZLlizJPpYwfHIFTyimb9++7N27l2PHjpEjRw7NekdHR2JjYwkPD9dq//z5cxwdHb/5OMePH6dRo0bMnj2bjh07fm/sr5ZS9Tk5OVG4cGHatWvHlClT8PDwID4+/nvj/yt913f06FFmzJiBsbExxsbGdOvWjTdv3mBsbMzKlSt1VcYXpdQ5/Lty5cpx796979rH19J3fVmzZsXY2FjTuQMoVKgQAA8fPvy+8F8hJc/f8uXLadiw4SdXSvRN3zUuXLgQW1tbpk2bRokSJahatSrr16/H29ub8+fP66qMz9J3fSqViqlTpxIVFcWDBw949uyZZhKgvHnz6qSGf6OLGm/fvk2tWrXo2bMnY8aM0drm6Oj4yeyiz58/x8bGBnNzc90WkwR916e0lKpv8+bNdO/ena1bt34y5FaIf5IOnkhxarWavn37snPnTo4ePUqePHm0tpcqVQoTExO8vb016/z9/Xn48CEVKlT4pmP5+PjQoEEDpk6dmmJDOlKyvn9KSEggLi6OhISE79rPl6RUfWfPnsXX11ezTJgwAWtra3x9fWnWrJnO6kmKkufQ19eXrFmzftc+/k1K1VepUiU+fPhAYGCgZt3du3cByJUr13dW8Xkpff7u37/PsWPHUnR4ZkrV+Pbt20+uZKVLlw7AIH7O/CVdunRkz56d9OnTs2nTJipUqIC9vf131/Eluqrx1q1b1KhRg06dOiX5CJIKFSpo7QPg8OHD3/2z6t+kVH1KScn6Nm3aRJcuXdi0aRMNGjTQT0HCsCg0uYv4D+vVq5fa1tZW7ePjow4JCdEsb9++1bT55Zdf1Dlz5lQfPXpUfenSJXWFChXUFSpU0NpPQECA+urVq+qff/5ZXaBAAfXVq1fVV69eVcfExKjVarX66NGjagsLC/XIkSO1jhMWFmYQ9a1fv169ZcsW9e3bt9WBgYHqLVu2qLNly6bu0KGDQdT3Tyk5i2ZK1bh69Wr1xo0b1X5+fmo/Pz/1pEmT1EZGRuqVK1caRH3x8fHqkiVLqqtWraq+cuWK+tKlS+py5cqp69SpYxD1/WXMmDHqbNmyqT98+KDXuv4upWr09vZWq1Qq9fjx49V3795VX758We3q6qrOlSuX1rHSan2hoaHqxYsXq/38/NRXr15V9+/fX21mZqY+f/683mrTZY03btxQ29vbq3/88Uetfbx48ULTJigoSG1hYaEeNmyY2s/PT71w4UJ1unTp1AcOHDCI+tRqtea8lipVSt2+fXv11atX1bdu3TKI+jZs2KA2NjZWL1y4UKtNeHi4XusTaZt08ESKA5JcVq1apWnz7t07de/evdUZMmRQW1hYqJs1a6YOCQnR2k+1atWS3M/9+/fVarVa3alTpyS3V6tWzSDq27x5s7pkyZJqKysrtaWlpbpw4cLq33//Xf3u3TuDqO+fUrKDl1I1rl69Wl2oUCG1hYWF2sbGRl22bFmtKbXTen1qtVr95MkTdfPmzdVWVlZqBwcHdefOnfX+IUtK1hcfH6/OkSOHetSoUXqt6Z9SssZNmzapS5Qooba0tFTb29urGzdurPbz8zOI+kJDQ9Xly5dXW1paqi0sLNS1atVSnzt3Tq+16bJGd3f3JPeRK1curWMdO3ZMXbx4cXX69OnVefPm1TqGIdT3NW3San2f+zfcqVMnvdYn0jaVWq1WI4QQQgghhBAizZN78IQQQgghhBDCQEgHTwghhBBCCCEMhHTwhBBCCCGEEMJASAdPCCGEEEIIIQyEdPCEEEIIIYQQwkBIB08IIYQQQgghDIR08IQQQgghhBDCQEgHTwghhBBCCCEMhHTwhBBCKCp37tzMmTPni21UKhW7du0CIDg4GJVKha+vr15zeXh4ULx4cb0eQwghhNA16eAJIYRIts6dO6NSqVCpVKRPnx5nZ2cmTJjAhw8f9HZMJycnQkJCKFKkiM72+fcO5F+GDh2Kt7e3zo7xTy9fvsTR0ZHff//9k22tW7emfPnyxMfH6+34QgghDJOx0gGEEEKkbW5ubqxatYqYmBj+/PNP+vTpg4mJCSNHjtTL8dKlS4ejo6Ne9v13VlZWWFlZ6W3/mTNnZunSpbRq1YpGjRpRtGhRADw9Pdm7dy9Xr14lXbp0Oj1mfHw8KpUKIyP5fFcIIQyV/IQXQgjxXUxNTXF0dCRXrlz06tWL2rVr4+XlBUD16tUZOHCgVvumTZvSuXNnrXWRkZG0a9cOS0tLsmfPzsKFCz97vKSGaN66dYuGDRtiY2ODtbU1VapUITAwEICLFy9Sp04dMmfOjK2tLdWqVePKlSua9+bOnRuAZs2aoVKpNK//OUQzISGBCRMmkCNHDkxNTSlevDgHDhz4JNeOHTuoUaMGFhYWuLi4cPbs2c/W0rhxY9q3b0+nTp2Ii4sjNDSUPn36MGXKFAoWLMju3bspWbIkZmZm5M2bl/Hjx2tdHZ01axZFixbF0tISJycnevfuTVRUlGb76tWrsbOzw8vLi8KFC2NqasrDhw8/m0cIIUTaJx08IYQQOmVubk5sbOw3vWf69Om4uLhw9epVfv31VwYMGMDhw4e/6r1PnjyhatWqmJqacvToUS5fvkzXrl01HaHIyEg6derEqVOnOHfuHPnz56d+/fpERkYCiR1AgFWrVhESEqJ5/U9z585l5syZzJgxg+vXr+Pq6krjxo0JCAjQajd69GiGDh2Kr68vBQoUoF27dl8csjp37lzCwsL47bff6N27N0WKFKFfv36cPHmSjh07MmDAAG7fvs0ff/zB6tWrmTRpkua9RkZGzJs3j1u3brFmzRqOHj3K8OHDtfb/9u1bpk6dyvLly7l16xZZsmT5qq+rEEKINEothBBCJFOnTp3UTZo0UavVanVCQoL68OHDalNTU/XQoUPVarVaXa1aNfWAAQO03tOkSRN1p06dNK9z5cqldnNz02rTpk0bdb169TSvAfXOnTvVarVaff/+fTWgvnr1qlqtVqtHjhypzpMnjzo2NvarMsfHx6utra3Ve/bsSXL/f3F3d1e7uLhoXmfLlk09adIkrTZlypRR9+7dWyvX8uXLNdtv3bqlBtR+fn5fzOTt7a1Oly6d2sbGRh0cHKxWq9XqWrVqqX///XetduvWrVNnzZr1s/vx9PRUZ8qUSfN61apVakDt6+v7xeMLIYQwHHIPnhBCiO+yd+9erKysiIuLIyEhgfbt2+Ph4fFN+6hQocInr/9tZs2/+Pr6UqVKFUxMTJLc/vz5c8aMGYOPjw8vXrwgPj6et2/fftNQxYiICJ4+fUqlSpW01leqVIlr165prStWrJjm/7NmzQrAixcv+OGHHz67/5o1a1K+fHmKFy9Orly5ALh27RqnT5/WumIXHx/P+/fvefv2LRYWFhw5coTJkydz584dIiIi+PDhg9Z2gPTp02tlEkIIYdikgyeEEOK71KhRg8WLF5M+fXqyZcuGsfHHXy1GRkao1Wqt9nFxcTo9vrm5+Re3d+rUibCwMObOnUuuXLkwNTWlQoUK3zyM9Gv9vaOpUqmAxPv3/o2xsbHW1y4qKorx48fTvHnzT9qamZkRHBxMw4YN6dWrF5MmTSJjxoycOnWKbt26ERsbq+ngmZuba3IIIYQwfNLBE0II8V0sLS1xdnZOcpu9vT0hISGa1/Hx8dy8eZMaNWpotTt37twnrwsVKvRVxy9WrBhr1qwhLi4uyat4p0+fZtGiRdSvXx+AR48e8fLlS602JiYmX3wkgY2NDdmyZeP06dNUq1ZNa99ly5b9qpzfqmTJkvj7+3/2a3v58mUSEhKYOXOmZlbMrVu36iWLEEKItEMmWRFCCKE3NWvWZN++fezbt487d+7Qq1cvwsPDP2l3+vRppk2bxt27d1m4cCGenp4MGDDgq47Rt29fIiIiaNu2LZcuXSIgIIB169bh7+8PQP78+Vm3bh1+fn6cP3+eDh06fHLVL3fu3Hh7e/Ps2TNev36d5HGGDRvG1KlT2bJlC/7+/vz666/4+vp+dc5vNW7cONauXcv48eO5desWfn5+bN68mTFjxgDg7OxMXFwc8+fPJygoiHXr1rFkyRK9ZBFCCJF2SAdPCCGE3nTt2pVOnTrRsWNHqlWrRt68eT+5egcwZMgQLl26RIkSJZg4cSKzZs3C1dX1q46RKVMmjh49SlRUFNWqVaNUqVIsW7ZMczVvxYoVvH79mpIlS/LTTz/Rv3//T2aSnDlzJocPH8bJyYkSJUokeZz+/fszePBghgwZQtGiRTlw4ABeXl7kz5//G78qX8fV1ZW9e/dy6NAhypQpQ/ny5Zk9e7bmHj0XFxdmzZrF1KlTKVKkCBs2bGDy5Ml6ySKEECLtUKn/eXOEEEIIIYQQQog0Sa7gCSGEEEIIIYSBkA6eEEIIIYQQQhgI6eAJIYQQQgghhIGQDp4QQgghhBBCGAjp4AkhhBBCCCGEgZAOnhBCCCGEEEIYCOngCSGEEEIIIYSBkA6eEEIIIYQQQhgI6eAJIYQQQgghhIGQDp4QQgghhBBCGAjp4AkhhBBCCCGEgfg/YivO06nm3XMAAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"g = sns.heatmap(pd.pivot_table(data,columns=\"Publication Year\", index=\"Country\", values=\"count\").fillna(0).astype(int),\n",
" annot=True, fmt=\".0f\",linewidth=.5)\n",
"g.set_title(\"Number of co-publications per year\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 21,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 1.0, 'Percentage of co-publications related to country per year')"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 1000x1000 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"g = sns.heatmap(pd.pivot_table(data,columns=\"Publication Year\", index=\"Country\", values=\"percent\").fillna(0)*100,\n",
" annot=True, fmt=\".2f\",linewidth=.5)\n",
"g.set_title(\"Percentage of co-publications related to country per year\")"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 22,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x1ba3237ed90>"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g=sns.lineplot(data,x=\"Publication Year\",y=\"count\",hue=\"Country\", marker=\"o\")\n",
"g.set(xticks=list(range(2012,2022+1,2)))\n",
"g.set_ylabel(\"Number of co-publications\")\n",
"g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncols=math.ceil(len(g.legend_.texts)/5))"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 23,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\radvanyi\\Anaconda3\\envs\\MOME_BIGDATA\\lib\\site-packages\\seaborn\\utils.py:456: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.\n",
" handles = old_legend.legendHandles\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#(data,x=\"Publication Year\",y=\"count\",hue=\"Country\", marker=\"o\")\n",
"data = wos_collabs_y\n",
"data = data[data[\"Country\"]!=\"China\"]\n",
"g=sns.histplot(\n",
" data,\n",
" x=\"Publication Year\", hue=\"Country\",\n",
" multiple=\"stack\")\n",
"sns.move_legend(g,title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncols=math.ceil(len(g.legend_.texts)/5))\n",
"# g._legend(bbox_to_anchor=(1.05, 1))"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"### Institution"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 38,
"outputs": [
{
"data": {
"text/plain": "Affiliations 4873\nAffiliations_merged 4240\nInstitution 6357\ndtype: int64"
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos_affiliations[[\"Affiliations\",\"Affiliations_merged\",\"Institution\"]].nunique()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 39,
"outputs": [],
"source": [
"aff = \"Affiliations\""
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 40,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\radvanyi\\AppData\\Local\\Temp\\ipykernel_8232\\4001275826.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
" wos_affiliations.loc[wos_affiliations[\"Affiliations\"].str.contains(\"(CNRS)\", regex=True),[\"Affiliations\",\"Country\",\"Country_Type\",\"City\"]] = \"CNRS\",\"France\",\"EU\",None\n"
]
}
],
"source": [
"wos_affiliations.loc[wos_affiliations[\"Affiliations\"].str.contains(\"(CNRS)\", regex=True),[\"Affiliations\",\"Country\",\"Country_Type\",\"City\"]] = \"CNRS\",\"France\",\"EU\",None\n",
"wos_affiliations.loc[wos_affiliations[\"Affiliations\"].str.contains(\"UDICE\", regex=True),[\"Country\",\"Country_Type\",\"City\"]] = \"France\",\"EU\",None\n",
"wos_affiliations.loc[wos_affiliations[\"Affiliations\"].str.contains(\"HELMHOLTZ\", regex=True),[\"Country\",\"Country_Type\",\"City\"]] = \"Germany\",\"EU\",None"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 41,
"outputs": [],
"source": [
"wos_inst_collabs = wos_affiliations[wos_affiliations[\"Country_Type\"]!=\"Other\"][[record_col,aff,\"Country\"]].drop_duplicates()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 42,
"outputs": [
{
"data": {
"text/plain": "2761"
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos_inst_collabs[aff].nunique()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 43,
"id": "df1f03ea",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Affiliations count percent \n0 CHINESE ACADEMY OF SCIENCES 1128 0.114611 \\\n1 UNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS 400 0.040642 \n2 TSINGHUA UNIVERSITY 393 0.039931 \n3 SHANGHAI JIAO TONG UNIVERSITY 354 0.035968 \n4 ZHEJIANG UNIVERSITY 337 0.034241 \n... ... ... ... \n1371 BEIJING ACADEMY OF SCIENCE & TECHNOLOGY 1 0.000102 \n1372 INSTITUT D'ESTUDIS ESPACIALS DE CATALUNYA (IEEC) 1 0.000102 \n1373 HOSPITAL UNIVERSITARI VALL D'HEBRON 1 0.000102 \n1374 SERVIER 1 0.000102 \n1375 INSTITUTE OF QUALITY STANDARDS & TESTING TECHN... 1 0.000102 \n\n weight \n0 0.027703 \n1 0.009824 \n2 0.009652 \n3 0.008694 \n4 0.008276 \n... ... \n1371 0.000025 \n1372 0.000025 \n1373 0.000025 \n1374 0.000025 \n1375 0.000025 \n\n[1376 rows x 4 columns]",
"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>Affiliations</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>CHINESE ACADEMY OF SCIENCES</td>\n <td>1128</td>\n <td>0.114611</td>\n <td>0.027703</td>\n </tr>\n <tr>\n <th>1</th>\n <td>UNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS</td>\n <td>400</td>\n <td>0.040642</td>\n <td>0.009824</td>\n </tr>\n <tr>\n <th>2</th>\n <td>TSINGHUA UNIVERSITY</td>\n <td>393</td>\n <td>0.039931</td>\n <td>0.009652</td>\n </tr>\n <tr>\n <th>3</th>\n <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n <td>354</td>\n <td>0.035968</td>\n <td>0.008694</td>\n </tr>\n <tr>\n <th>4</th>\n <td>ZHEJIANG UNIVERSITY</td>\n <td>337</td>\n <td>0.034241</td>\n <td>0.008276</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1371</th>\n <td>BEIJING ACADEMY OF SCIENCE &amp; TECHNOLOGY</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1372</th>\n <td>INSTITUT D'ESTUDIS ESPACIALS DE CATALUNYA (IEEC)</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1373</th>\n <td>HOSPITAL UNIVERSITARI VALL D'HEBRON</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1374</th>\n <td>SERVIER</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1375</th>\n <td>INSTITUTE OF QUALITY STANDARDS &amp; TESTING TECHN...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n </tbody>\n</table>\n<p>1376 rows × 4 columns</p>\n</div>"
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Institutions in China\n",
"inst_collab = wos_inst_collabs[wos_inst_collabs[\"Country\"]==\"China\"][aff].value_counts().reset_index()\n",
"inst_collab[\"percent\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].nunique()\n",
"inst_collab[\"weight\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].size\n",
"\n",
"top50_ch = inst_collab[0:50][aff].to_list()\n",
"inst_collab"
]
},
{
"cell_type": "code",
"execution_count": 44,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = inst_collab[0:50]\n",
"g = sns.barplot(data, x=\"count\", y=aff, color=\"blue\")\n",
"g.set_ylabel(\"Institution\")\n",
"g.set_xlabel(\"Number of co-publications\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"* observe: CNRS --> Institution - country merge needs some more work"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 45,
"id": "e4c50e14",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": " Affiliations count percent \n0 UDICE-FRENCH RESEARCH UNIVERSITIES 647 0.065739 \\\n1 CNRS 640 0.065027 \n2 HELMHOLTZ ASSOCIATION 427 0.043385 \n3 TECHNICAL UNIVERSITY OF MUNICH 308 0.031294 \n4 DELFT UNIVERSITY OF TECHNOLOGY 242 0.024588 \n... ... ... ... \n1892 GUY'S & ST THOMAS' NHS FOUNDATION TRUST 1 0.000102 \n1893 GUGLIELMO DA SALICETO HOSPITAL 1 0.000102 \n1894 GREAT ORMOND STREET HOSPITAL FOR CHILDREN NHS ... 1 0.000102 \n1895 GELRE HOSPITALS 1 0.000102 \n1896 HOSPITAL UNIVERSITARIO LA PAZ 1 0.000102 \n\n weight \n0 0.015890 \n1 0.015718 \n2 0.010487 \n3 0.007564 \n4 0.005943 \n... ... \n1892 0.000025 \n1893 0.000025 \n1894 0.000025 \n1895 0.000025 \n1896 0.000025 \n\n[1897 rows x 4 columns]",
"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>Affiliations</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>UDICE-FRENCH RESEARCH UNIVERSITIES</td>\n <td>647</td>\n <td>0.065739</td>\n <td>0.015890</td>\n </tr>\n <tr>\n <th>1</th>\n <td>CNRS</td>\n <td>640</td>\n <td>0.065027</td>\n <td>0.015718</td>\n </tr>\n <tr>\n <th>2</th>\n <td>HELMHOLTZ ASSOCIATION</td>\n <td>427</td>\n <td>0.043385</td>\n <td>0.010487</td>\n </tr>\n <tr>\n <th>3</th>\n <td>TECHNICAL UNIVERSITY OF MUNICH</td>\n <td>308</td>\n <td>0.031294</td>\n <td>0.007564</td>\n </tr>\n <tr>\n <th>4</th>\n <td>DELFT UNIVERSITY OF TECHNOLOGY</td>\n <td>242</td>\n <td>0.024588</td>\n <td>0.005943</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1892</th>\n <td>GUY'S &amp; ST THOMAS' NHS FOUNDATION TRUST</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1893</th>\n <td>GUGLIELMO DA SALICETO HOSPITAL</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1894</th>\n <td>GREAT ORMOND STREET HOSPITAL FOR CHILDREN NHS ...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1895</th>\n <td>GELRE HOSPITALS</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1896</th>\n <td>HOSPITAL UNIVERSITARIO LA PAZ</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n </tbody>\n</table>\n<p>1897 rows × 4 columns</p>\n</div>"
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Institutions in EU\n",
"inst_collab = wos_inst_collabs[wos_inst_collabs[\"Country\"]!=\"China\"][aff].value_counts().reset_index()\n",
"inst_collab[\"percent\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].nunique()\n",
"inst_collab[\"weight\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].size\n",
"\n",
"top50_eu = inst_collab[0:50][aff].to_list()\n",
"inst_collab"
]
},
{
"cell_type": "code",
"execution_count": 46,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = inst_collab[0:50]\n",
"g = sns.barplot(data, x=\"count\", y=aff, color=\"blue\")\n",
"# g.set_xlim(0,6000)\n",
"g.set_ylabel(\"Institution\")\n",
"g.set_xlabel(\"Number of co-publications\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"# Again but cleaning up a bit for top50 and plotting top25"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 47,
"outputs": [],
"source": [
"wos_affiliations.loc[wos_affiliations[\"Affiliations\"].isin(top50_eu),\"Country_Type\"] = \"EU\"\n",
"wos_affiliations.loc[wos_affiliations[\"Affiliations\"].isin(top50_ch),\"Country_Type\"] = \"China\"\n",
"wos_inst_collabs = wos_affiliations[wos_affiliations[\"Country_Type\"]!=\"Other\"][[record_col,aff,\"Country_Type\"]].drop_duplicates()"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 48,
"outputs": [
{
"data": {
"text/plain": " Affiliations count percent \n0 CHINESE ACADEMY OF SCIENCES 1188 0.120707 \\\n1 UNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS 411 0.041760 \n2 TSINGHUA UNIVERSITY 393 0.039931 \n3 SHANGHAI JIAO TONG UNIVERSITY 355 0.036070 \n4 ZHEJIANG UNIVERSITY 337 0.034241 \n... ... ... ... \n1344 FOUNDATION FOR RESEARCH & TECHNOLOGY - HELLAS ... 1 0.000102 \n1345 NANYANG NORMAL COLLEGE 1 0.000102 \n1346 UNIVERSITY OF GOTTINGEN 1 0.000102 \n1347 CSIC - INSTITUT DE ROBOTICA I INFORMATICA INDU... 1 0.000102 \n1348 INSTITUTE OF QUALITY STANDARDS & TESTING TECHN... 1 0.000102 \n\n weight \n0 0.029176 \n1 0.010094 \n2 0.009652 \n3 0.008719 \n4 0.008276 \n... ... \n1344 0.000025 \n1345 0.000025 \n1346 0.000025 \n1347 0.000025 \n1348 0.000025 \n\n[1349 rows x 4 columns]",
"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>Affiliations</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>CHINESE ACADEMY OF SCIENCES</td>\n <td>1188</td>\n <td>0.120707</td>\n <td>0.029176</td>\n </tr>\n <tr>\n <th>1</th>\n <td>UNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS</td>\n <td>411</td>\n <td>0.041760</td>\n <td>0.010094</td>\n </tr>\n <tr>\n <th>2</th>\n <td>TSINGHUA UNIVERSITY</td>\n <td>393</td>\n <td>0.039931</td>\n <td>0.009652</td>\n </tr>\n <tr>\n <th>3</th>\n <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n <td>355</td>\n <td>0.036070</td>\n <td>0.008719</td>\n </tr>\n <tr>\n <th>4</th>\n <td>ZHEJIANG UNIVERSITY</td>\n <td>337</td>\n <td>0.034241</td>\n <td>0.008276</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1344</th>\n <td>FOUNDATION FOR RESEARCH &amp; TECHNOLOGY - HELLAS ...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1345</th>\n <td>NANYANG NORMAL COLLEGE</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1346</th>\n <td>UNIVERSITY OF GOTTINGEN</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1347</th>\n <td>CSIC - INSTITUT DE ROBOTICA I INFORMATICA INDU...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1348</th>\n <td>INSTITUTE OF QUALITY STANDARDS &amp; TESTING TECHN...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n </tbody>\n</table>\n<p>1349 rows × 4 columns</p>\n</div>"
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Institutions in China\n",
"inst_collab = wos_inst_collabs[wos_inst_collabs[\"Country_Type\"]==\"China\"][aff].value_counts().reset_index()\n",
"inst_collab[\"percent\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].nunique()\n",
"inst_collab[\"weight\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].size\n",
"inst_collab"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 49,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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SkhIUFxejoqKCXcps37592Lp1q0iv+tOnT/H27VtOmIaGhthh8idPnsT79+8bbCJBHo8HgUAAR0dHDB8+HGFhYdDW1sb58+cREhKC7t27Iygo6JPzt7e3h5eXFzp37gwNDQ3cvHkTs2fPhoODA1RVVQF8XLatb9++6NmzJ+bMmQNzc3O8fv0aBw4cwNGjR3Hq1CmJ+QvruToVFRWxky8CHydNdHJy4oQ1btwYW7ZsgZubG1xcXDBlyhQYGxvj2bNnSEpKwsOHDzk3ohriOiaEEELI12Nvb1/r43E+Pj51PvpoYmKCPXv2sK/Lyso4kxcDQOfOnXHkyJHPKisYQsi/3pMnT5iAgACmVatWjLy8PNOiRQvGxcWFSU9PZ9O0atWKiYqKEtk3PDycadeundSvGYZhSktLmWbNmjEAmIKCAoZhGKagoIABIHbbsWMHwzAMs2nTJsbBwYHR1NRk5OXlmZYtWzI+Pj5MYWEhm/eYMWPE5mFmZib23CdPnsxYWFiIjSsqKmJkZGSY/fv3MwzDMB8+fGBiYmKYLl26MMrKyoyqqirTqVMnZu3atcybN2/qlVf1sikqKjJGRkbMmDFjmIsXL3L2S09Pl1gv586dk1jH1U2dOpWxs7MTCY+Li2PU1NQk7lfT1atXmeHDhzNNmzZlGjVqxBgZGTFz585lysvLOekkXSuSLF26lOnevTvTtGlTRlFRkWndujUzZcoU5tmzZ5x0d+7cYUaPHs3o6uoy8vLyTKtWrRgvLy/m0qVLbBoATEpKCue1uC0yMpJhmP+r35cvX3KO1a9fPwYAExcXxwn/448/mGHDhjGampqMgoICY2xszIwfP565e/cuwzANdx3XpbS0lAHAlJaWSr0PIYQQQr6uL/X/m8cwnzkDECGEEEIalPBOfWlpKTsagRBCCCHfti/1/5ueaSeEEEIIIYQQQr5R9Ew7IYQQ8o2ysnoAGRmVuhMS8gUVFBh87SIQQsh/GvW0E0IIIYSQelm2bBl4PB5nkspNmzbB3t4eqqqq4PF4YlddWLJkCWxtbaGsrNxgk2kSQsi/HTXaCSGEEEKI1P744w9s3LgR1tbWnPA3b97A2dkZs2fPlrjvu3fv4ObmhokTJ37pYhJCyL8GNdq/Yfb29mKXWYqPj+fcnV6wYAF4PB4mTJjASZebmwsej4fCwkIAQGFhIXg8HnJzc3Hx4kXweDxkZ2eLPXafPn0wbNgwAB+XO+DxeCKbs7Mzm97AwIANV1ZWhpWVFbZs2SKS7+bNm9GuXTvw+Xyoq6ujQ4cOiIyM5JxL+/btRfIUt40cORLKyspITEzkHKOqqgq2trYYMWKExLr98OEDoqKiYGVlBUVFRTRp0gT9+/fHmTNnROpa3LHFnVt16enpGDBgADQ0NKCsrAwLCwuEhITgzz//BABkZGRI7IUwMDBAdHR0ra/FvXdBQUGwt7dnXwuvi5pb9SWnCgoKMHLkSOjq6kJRURF6enpwdXXF7du32TSS6l+addgjIyMhKysrcfm34uJiBAYGonXr1lBQUIC+vj4GDx6MEydO1Cuv6u+TrKwsmjRpAhsbG0RERLDrqwvV53oWd46Wlpbg8XiIj4/Hs2fPoK2tjaVLl4qkc3d3R7du3fDhwweJ9ZOQkIAuXbpAWVkZKioqsLOzw8GDBzlphNdKzW3u3LkS871y5QpcXFygpaUFRUVFGBgYwMPDA0+fPuWk27NnD+zt7aGmpgY+nw9ra2tERETgxYsXbL1W/66R9HlQVFQUqd9ly5ZxjrVv3z7weDxOGMMw2LRpE2xsbNjvhM6dOyM6Ohpv3rwB0HDXsTSkKY/Q48ePIS8vj7Zt24rN69SpU+jduzeaNm0KZWVlmJiYYMyYMXj37l29ykTIt+b169cYNWoUNm/ejCZNmnDigoKCMGvWLHTr1k3i/gsXLkRwcDCsrKy+dFEJIeRfgxrt/xKKiooQCAS4e/euVOk7deqEdu3aITY2ViSusLAQ6enp8PPzY8OcnZ1RVFTE2Xbs2MHZLyIiAkVFRbh+/Tq8vb3h7++Pw4cPs/GxsbEICgrClClTkJubizNnzmDmzJl4/fq12DL+8ccf7LGE6x/euXOHDYuJicGyZcsQGBiIoqIidr/Vq1fj/v372LBhg9h8GYaBp6cnIiIiMHXqVNy6dQsZGRnQ19eHvb099u3bx0mvqqoqcu6jRo2SWLcbN25E3759oa2tjT179uDmzZvYsGEDSktLsXr1aon71YeioiJCQ0PrTGdpaSlS9tOnTwMA3r9/D0dHR5SWlmLv3r24c+cOdu3aBSsrK5GbCXFxcSL5DBkypM7jx8bGYubMmRKvs06dOuHkyZNYuXIlrl27hrS0NDg4OCAgIKBeeQH/9z49fvwYZ8+exfjx47F161a0b98eT5484aSV5nrW19dHXFwcJyw7OxvFxcXs+t/NmjXDpk2bsHDhQly7do1Nl5ycjIMHDyIhIQGysrJiyzt9+nT89NNP8PDwwNWrV3HhwgX88MMPcHV1xbp160TSV7/2i4qKMGvWLLH5/vXXX+jTpw+aNm2KI0eO4NatW4iLi4Ouri7Ky8vZdHPmzIGHhwe6dOmCw4cP4/r161i9ejWuXLmC3377TWze1eu5+vbgwQNOGkVFRSxfvhwvX76UmA8A/PjjjwgKCoKrqyvS09ORm5uLefPmYf/+/Th69CibrqGu47pIWx7g4w0Md3d3lJWV4fz585y4mzdvwtnZGZ07d0ZmZiauXbuGX375BfLy8rXexCHkexAQEICBAweib9++X7sohBDyn0ET0f1LmJmZQUtLC3PmzEFSUpJU+/j5+WHu3LmIjo6GsrIyGx4fHw8dHR1Oz6OCggK0tbVrzU9FRYVNExoaihUrVuDYsWPo378/ACA1NRXu7u6cmwGWlpYS89PU1GT/btq0KQBAS0uL0/MXGBiIffv2wd/fHwcPHsTt27cxf/587Nq1C82aNRObb1JSEnbv3o3U1FQMHjyYDd+0aROeP3+OcePGwdHRkW2Y8Xi8Os9d6PHjx5gyZQqmTJmCqKgoNtzAwAC9evWqdyNCkvHjx2PDhg04dOgQBgwYIDGdnJycxLLfuHED+fn5OHHiBFq1agUAaNWqFXr06CGSVl1dXeo6EDp16hT+/vtvREREYOvWrTh79ixsbW3Z+EmTJoHH4+HChQtsXQMfrwlfX9965QVw3ycdHR20adMGgwcPhqWlJWbOnIlt27axaaW5nkeNGoWoqCg8evQI+vr6AD7eOBg1ahS2bt3KpnNxccHIkSMxZswYnD9/HiUlJQgICMCyZctgZmYmNu/s7GysXr0aP//8MwIDA9nwJUuW4O3bt5g2bRpcXV3Z4wKi174kZ86cQWlpKbZs2QI5uY9f8YaGhnBwcGDTXLhwAUuXLkV0dDSmTp3KhhsYGMDR0bHW61Saz0Pfvn1x7949REZGYsWKFWLTJCUlYfv27di3bx9cXV05ZXBxcUFZWRkb1lDXcW3qUx6GYRAXF4f169dDT08PAoEANjY2bPzRo0ehra3NOXcjIyPOd2pNFRUVqKioYF9XPx4h34qdO3fi0qVL+OOPP752UQgh5D+Fetr/RZYtW4Y9e/YgJydHqvSjRo1CRUUFdu/ezYYxDIOEhAT4+PhI7CGsS1VVFfbs2YOXL19CXl6eDdfW1kZ2drZIr9zn4PF4iIuLQ1ZWFjZv3gwfHx94enrCxcVF4j6JiYkwNTXlNNiFQkJC8Pz5cxw7duyTypOcnIx3795h5syZYuMbatIdQ0NDTJgwAWFhYaiqqvqkPDQ1NSEjI4Pdu3d/kd4/gUAALy8vNGrUCF5eXhAIBGzcixcvkJaWhoCAAE6DXahmPdWWV220tLQwatQopKam1vscmzdvDicnJyQkJAD4+Kzmrl27RG4oAMDatWvx/PlzLFq0CJMmTULbtm05jfGaduzYAT6fj59++kkkLiQkBO/fv2dHl9SXtrY2KisrkZKSAoZhxKbZvn07+Hw+Jk2aJDb+c69TWVlZLF26FL/88gseP34ssQxmZmacBrIQj8eDmpqaVMdqqOu4PuVJT0/Hmzdv0LdvX3h7e2Pnzp2cUQza2tooKipCZmam1MePjIyEmpoau1W/YUPIt+DRo0eYOnUqtm/fznkkhhBCyJdHjfZ/kY4dO8Ld3V2qYdPAx97roUOHcoYbp6eno7CwEGPHjuWkPXjwIPh8Pmer+RxvaGgo+Hw+FBQUMGLECDRp0gTjxo1j48PDw6Gurg4DAwOYmZnBx8cHSUlJn9zoFGrVqhWio6MxYcIEFBUVYe3atbWmz8vLQ5s2bcTGCcPz8vLYsNLSUs5519bLePfuXaiqqkJHR0eqsuvp6YnU68OHD6Xad+7cuSgoKMD27dslprl27ZpI/sK5D1q0aIGff/4Z8+fPR5MmTdC7d28sWrQI9+/fF8nHy8urXuUsKyvD7t274e3tDQDw9vZGUlIS+yjEvXv3wDAM57nkT82rLubm5nj16hWeP3/OhklzPQOAr68v4uPjwTAMdu/eDSMjI3bOhepUVVURFxeHpUuX4ujRo4iLixN5fru6vLw8GBkZcW5qCenq6kJVVZVzDQKi10r186muW7dumD17NkaOHIlmzZqhf//+WLlyJf73v/+xae7evYvWrVujUaNGEssoSc3PA5/PZ0fTVDd06FC0b98e4eHhYvO5e/euxJEINTXUdVyb+pRHIBDA09MTsrKyaNu2LVq3bo3k5GQ23s3NDV5eXrCzs4OOjg6GDh2KdevW1dp7HhYWhtLSUnZ79OhRvcpPyJd28eJFPH36FB07doScnBzk5ORw6tQp/Pzzz5CTk6NHPwgh5Aui4fH/MosXL0abNm1w9OhRaGlp1Zne19cXTk5OyM/Ph5GREWJjY2FnZwdjY2NOOgcHB8TExHDChEPWhWbMmAEfHx8UFRVhxowZmDRpEicfHR0dnDt3DtevX0dmZibOnj2LMWPGYMuWLUhLS4OMzKffQxo7dizmzZuHwMBAqKqq1pleUg+kOCoqKrh06RL7urZyMgxTa2OtpqysLKiocNdgrj6ZXG00NTUxffp0zJ8/Hx4eHmLTmJmZITU1lRNWvX4CAgIwevRoZGRkIDs7G8nJyVi6dClSU1Ph6OjIpouKihJ5flFXV1di2Xbs2AEjIyO0a9cOANC+fXu0atUKu3btgp+fX73qv6686iI8VvX3RZrrGQAGDhyIn376CZmZmYiNjRXbyy7Uu3dvdOvWjS2ftOWSVs1rpeYEUNUtWbIE06ZNw8mTJ3H+/Hls2LABS5cuRWZmJqysrOp97Opqfh4AQElJSWza5cuXo3fv3pg+fbpIXH3K0FDXcW2kLU9JSQn27t3LPlMPfLyRJBAI4OPjA+DjSIO4uDgsXryYfQ+WLl2K5cuX48KFC2Jv6ikoKEBBQUGqMhDyNfTp04czdwfw8X+vubk5QkNDP3l0HiGEkLpRo/0bpqqqKjLzNfDxR6OkoaNGRkbw9/fHrFmzpBpC3KdPH7Rs2RLx8fGYMWMG9u7di40bN4qka9y4sUhDvqZmzZrB2NgYxsbGSE5OhpWVFTp37gwLCwtOurZt26Jt27aYNGkSJkyYgJ49e+LUqVOcZ24/hfDOf11MTU1x69YtsXHCcFNTUzZMRkamznOvnndpaSmKioqk6m03NDQUGYoszTkITZs2DevXr8f69evFxsvLy9dZdhUVFQwePBiDBw/G4sWL4eTkhMWLF3MaO9ra2lLXAfCxJ/LGjRucc6mqqkJsbCz8/PxgYmICHo8n1ezedeVVl1u3bkFVVRUaGhpsmDTXM/Dxvfjxxx8RHh6O8+fPIyUlpc700l6Dp0+fxrt370R62588eYKysjLONQiIv1Zqo6GhATc3N7i5uWHp0qXo0KEDVq1ahYSEBPb479+/r3dve30+D7169YKTkxPCwsLYBq2Qqamp1LO7N9R1XBtpy5OYmIi3b99ynmFnGAZVVVXIy8vjvG8tWrTAjz/+iB9//BGLFi2CqakpNmzYgIULF0pVJkK+JSoqKiKrJTRu3BgaGhpseHFxMYqLi3Hv3j0AH0fJqKiooGXLluyN0YcPH+LFixd4+PAhPnz4gNzcXACAsbEx+Hz+P3dChBDyHaHh8d8wMzMzkR4tALh06ZLID/rq5s+fj7y8PKmW5JKRkcHYsWORkJCAxMREyMvL17pUmrT09fXh4eGBsLCwWtMJG/TVnwf90jw9PXH37l0cOHBAJG716tXQ0NCQ+od+TSNGjIC8vLzEybcaaiI6IT6fj3nz5mHJkiV49erVZ+cnXErrc96Pa9euIScnBxkZGcjNzWW3jIwMnDt3Drdv30bTpk3h5OSEX3/9VeyxhPUkTV61efr0KRITEzFkyJBPHsnh6+uLU6dOwdXVtdbe7frw9PTE69evxd4gW7VqFRo1aoThw4c3yLGAj41eIyMjtq5HjhyJ169fS7zZ05DX6bJly3DgwAGcO3eOEz5y5Ejk5eVh//79IvswDCP2hqW0PuU6lrY8AoEAISEhnOvxypUr6Nmzp8SVDYCPIyN0dHT+0e86Qv5pGzZsQIcOHeDv7w/g4427Dh06cEbKzJ8/Hx06dEB4eDhev36NDh06oEOHDlLPx0MIIf9F1NP+DZs4cSLWrVuHKVOmYNy4cVBQUMDvv/+OHTt2iG1wCjVv3hzTpk2TuDZ2TWPHjkVERARmz54NLy8vsUNdKyoqUFxczAmTk5OTOEM7AEydOhVt27ZFTk4OOnfujIkTJ0JXVxe9e/eGnp4eioqKsHjxYmhqaqJ79+5SlbUheHp6Ijk5GWPGjMHKlSvRp08flJWV4ddff0VqaiqSk5PFTo4mDX19fURFRWHy5MkoKyvD6NGjYWBggMePH2Pr1q3g8/kNtuyb0Pjx4xEVFYXExERO7x8AVFZWirxvPB4PzZs3R25uLsLDw/Hjjz/CwsIC8vLyOHXqFGJjY0XmRSgpKRHJR0VFRWw9CQQCdO3aFb169RKJ69KlCwQCAVauXIlff/0VPXr0QNeuXREREQFra2tUVlbi2LFjiImJwa1bt6TOC/jYsCouLgbDMCgpKcG5c+ewdOlSqKmpiawZXp/ruU2bNnj27BlnhYXP1b17d0ydOhUzZszAu3fvMGTIELx//x7btm3D2rVrER0d/ckTkR08eBA7d+6Ep6cnTE1NwTAMDhw4gEOHDrFL2NnY2GDmzJkICQnBn3/+iaFDh0JXVxf37t3Dhg0b8MMPP3Bmla9OWM81aWlpib0xYmVlhVGjRuHnn3/mhLu7uyMlJQVeXl6YO3cu+vXrB01NTVy7dg1RUVEIDAxklxVsqOu4NtKUx8DAAJcuXcL27dtF5mPw8vJCREQEFi9eDIFAgNzcXAwdOhRGRkZ4+/Yttm7dihs3buCXX36RukyEfOsyMjI4rxcsWIAFCxbUuk98fDzi4+O/WJkIIeRfiSHftAsXLjCOjo6MpqYmo6amxtjY2DApKSmcNOHh4Uy7du04YaWlpUyzZs0YAExBQQHDMAxTUFDAAGAuX74scpx+/foxAJgLFy6IxI0ZM4YBILKZmZmxaVq1asVERUWJ7Ovk5MT079+fYRiG2b17NzNgwABGR0eHkZeXZ3R1dZnhw4czV69erfVcGIZh0tPTGQDMy5cvxdZTbWUQ5/3798zKlSsZS0tLRl5enlFVVWWcnJyY06dPc9LFxcUxampqUuVZ3bFjxxgnJyemSZMmjKKiImNubs5Mnz6defLkSZ3nU/M86nrNMAyTmJjIAGDs7OzYsPDwcLHvm4KCAsMwDPPXX38xU6ZMYdq2bcvw+XxGRUWFsbKyYlatWsV8+PCBzUdcHgCYyMhIkbJXVFQwGhoazIoVK8TWy/LlyxktLS3m3bt3DMMwzJMnT5iAgACmVatWjLy8PNOiRQvGxcWFSU9Pr1decXFxbLl4PB6jpqbGdO3alYmIiGBKS0s5+33O9SykpqbGxMXFiYTb2dkxU6dOlbhfTQKBgOnUqROjqKjING7cmOnZsyeTmprKSSPNtV9dfn4+4+/vz5iamjJKSkqMuro606VLF7Hl3bVrF9OrVy9GRUWFady4MWNtbc1ERESwx6p5/Vev55pbUVERwzAf69fV1ZVznIKCAkZeXp6p+S/nw4cPTExMDNOlSxdGWVmZUVVVZTp16sSsXbuWefPmDcMwDXcd29nZMWPGjKm17uoqz+TJkxkLCwux+xYVFTEyMjLM/v37mUuXLjHe3t6MoaEho6CgwGhoaDC9evUSeW9rU1paygAQuX4JIYQQ8u36Uv+/eQzzGTMSEUIIId+BVq1aYeHChSLP1n+rysrKoKamhtLSUqkm1ySEEELI1/el/n/TM+2EEEL+1W7cuAE1NTWMHj36axeFEEIIIaTeqKedEEII+cYI79S3bHkVMjIqde9AyGcqKDD42kUghJDvHvW0E0IIIYSQLyYmJgbW1tZQVVWFqqoqunfvjsOHD7Px+fn5GDp0KDQ1NaGqqgp3d3f873//4+Th4uKCli1bQlFRETo6Ovjxxx/x5MmTf/pUCCHkX4Ua7YSQ/yQej1frJpwBOSUlBd26dYOamhpUVFRgaWmJoKAgNp/4+HjO+unx8fHg8XhwdnbmHK+kpAQ8Hk9ktuX09HQMGjQImpqaUFRUhJGRETw8PJCZmcmmycjIAI/HE7sUm4GBAaKjoznntW/fPpF0Pj4+7Gzs1e3YsQOysrIICAiQVFUc0uZvb28PHo8nsvRkdHQ0DAwM2NfV62/16tVo0qQJ3r59K5L/mzdvoKqqys5Cb2BgIPZ9E64UUFhYyAlv2rQp7OzskJWVJZJvWFgYjIyMoKioCE1NTdjZ2XGWfrO3t0dQUJBInuK2RYsWoXHjxuw61UJPnjxBkyZNsG7dujrrmJCvRU9PD8uWLcPFixeRk5OD3r17w9XVFTdu3EB5eTn69esHHo+HkydP4syZM3j37h0GDx6MqqoqNg8HBwckJSXhzp072LNnD/Lz8xtkKVlCCPkvo0Y7IeQ/qaioiN2io6OhqqrKCZs+fTpOnDgBDw8PDB8+HBcuXMDFixexZMkSvH//vta85eTkcPz4caSnp9eabv369ejTpw80NDSwa9cu3LlzBykpKbC1tUVwcHBDnq5EAoEAM2fOxI4dO8Q2lj+HoqIi5s6dW2d9Cf34448oLy/H3r17ReJ2796Nd+/ewdvbmw2LiIjgvGdFRUUIDAzk7Hf8+HEUFRUhMzMTurq6GDRoEKdncMKECdi7dy9++eUX3L59G2lpaRgxYgSeP38uUgZ9fX3OsUJCQmBpaSly3Tg5OcHHx4fTkPH390enTp2kvjlCyNcwePBgDBgwACYmJjA1NcWSJUvA5/ORnZ2NM2fOoLCwEPHx8bCysoKVlRUSEhKQk5ODkydPsnkEBwejW7duaNWqFWxtbTFr1ixkZ2dL/T1ACCFEFK3TTgj5T9LW1mb/VlNTA4/H44QBwIEDB9CjRw/MmDGDDTM1NRXbY11d48aN4e7ujlmzZuH8+fNi0zx8+BBBQUEICgrCmjVrOHHW1taYMmVKPc+o/goKCnD27Fns2bMH6enp2Lt3L0aOHNlg+Xt5eSE1NRWbN2/GpEmT6kyvpaWFwYMHIzY2VqQcsbGxGDJkCJo2bcqGqaioiLxnNWloaEBbWxva2tqYPXs2du7cifPnz8PFxQUAkJqairVr12LAgAEAPvbgd+rUSWxesrKynOPx+XzIycmJlGHjxo2wtLTEmjVrMH36dMTHx+PMmTO4du0aeDxenfVAyLfgw4cPSE5ORnl5Obp37478/HzweDwoKCiwaRQVFSEjI4PTp0+jb9++Inm8ePEC27dvh62tLRo1avRPFp8QQv5VqKedEEIk0NbWxo0bN3D9+vV677tgwQJcu3YNu3fvFhu/Z88evH//HjNnzhQb/0807uLi4jBw4ECoqanB29sbAoGgQfNXVVXFnDlzEBERgfLycqn28fPzw8mTJ/HgwQM27P79+8jMzISfn98nl+Xvv//G1q1bAQDy8vJsuLa2Ng4dOoRXr159ct41aWpqYtOmTZg3bx6OHTuG4OBgrF27Fvr6+hL3qaioQFlZGWcj5Gu4du0a+Hw+FBQUMGHCBKSkpMDCwgLdunVD48aNERoaijdv3qC8vBzTp0/Hhw8fUFRUxMkjNDQUjRs3hoaGBh4+fMh53IQQQkj9UaOdEEIkCAwMRJcuXWBlZQUDAwN4enoiNjYWFRUVde6rq6uLqVOnYs6cOaisrBSJz8vLg6qqKqeXds+ePeDz+ex27do1zj56enqceD6fj4cPH37SuVVVVSE+Pp4dbu7p6YnTp0+joKDgk/KTZNKkSVBUVBQZTSCJk5MTdHV1ERcXx4bFx8dDX18fffr04aQNDQ0VqY+az6zb2tqCz+ejcePGWLVqFTp16sTJZ9OmTTh79iw0NDTQpUsXBAcH48yZM59xxh8NGTIE7u7ucHZ2hp2dHcaMGVNr+sjISKipqbFbbQ18Qr4kMzMz5Obm4vz585g4cSLGjBmDmzdvQlNTE8nJyThw4AD4fD7U1NRQUlKCjh07QkaG+3NyxowZuHz5Mo4ePQpZWVmMHj0atFgRIYR8Omq0E0KIBI0bN8bvv/+Oe/fuYe7cueDz+QgJCUHXrl3x5s2bOvcPDQ3FX3/9hdjYWLHxNXvTnZyckJubi99//x3l5eX48OEDJz4rKwu5ubmcTVdX95PO7dixYygvL2eHhTdr1gyOjo4Sy/qpFBQUEBERgVWrVuHZs2d1ppeVlcWYMWMQHx8PhmFQVVWFhIQEjB07VmzDoGZ9dO7cmZNm165duHz5Mvbs2QNjY2PEx8dzhun26tUL9+/fx4kTJzBixAjcuHEDPXv2xKJFiz773OfNm4eqqirMnTu3zrRhYWEoLS1lt0ePHn328Qn5FPLy8jA2NkanTp0QGRmJdu3aYe3atQCAfv36IT8/H0+fPsWzZ8/w22+/4c8//0Tr1q05eTRr1gympqZwdHTEzp07cejQIWRnZ3+N0yGEkH8FeqadEELqYGRkBCMjI4wbNw5z5syBqakpdu3ahbFjx9a6n7q6OsLCwrBw4UIMGjSIE2diYoLS0lIUFxezve18Ph/GxsaQkxP/1WxoaMiZqR6ASFoVFRWUlpaK7FtSUgI1NTX2tUAgwIsXL6CkpMSGVVVV4erVq1i4cKFIA7m++Vfn7e2NVatWYfHixZyZ4yXx9fVFZGQkTp48iaqqKjx69EhsXTdr1gzGxsa15qWvrw8TExOYmJigsrISQ4cOxfXr1znP5TZq1Ag9e/ZEz549ERoaisWLFyMiIgKhoaGcofT1JXxvJL2f1SkoKHDKRMi3oqqqSmR0UbNmzQAAJ0+exNOnT9k5IiTtD0CqEUqEEELEo552QgipBwMDAygrK0v9jHZgYCBkZGTYniqhESNGoFGjRli+fHmDls/MzAwXL17khH348AFXrlyBqakpAOD58+fYv38/du7cyemlvnz5Ml6+fImjR49+Vv41ycjIIDIyEjExMSgsLKzzHIyMjGBnZ4fY2FjExcWhb9++aNWqVZ371WXEiBGQk5PD+vXra01nYWGBysrKBp9Nn5BvXVhYGDIzM1FYWIhr164hLCwMGRkZGDVqFICP82BkZ2cjPz8f27Ztg5ubG4KDg2FmZgYAOH/+PNatW4fc3Fw8ePAAJ0+ehJeXF4yMjNC9e/eveWqEEPJdo552QgiRYMGCBXjz5g0GDBiAVq1aoaSkBD///DPev38PR0dHqfJQVFTEwoULRZb6atmyJVavXo2pU6fixYsX8PHxgaGhIV68eIFt27YB+DhUvL6mTZsGPz8/mJubw9HREeXl5fjll1/w8uVLjBs3DgDw22+/QUNDA+7u7iJD9AcMGACBQCCyznx98hdn4MCBsLGxwcaNG9G8efM6z8PPzw/+/v4APj7TLs6rV69QXFzMCVNWVoaqqqrY9DweD1OmTMGCBQvw008/QVlZGfb29vDy8kLnzp2hoaGBmzdvYvbs2XBwcJCYDyH/Vk+fPsXo0aNRVFQENTU1WFtb48iRI+z33Z07dxAWFoYXL17AwMAAc+bM4SxPqaysjL179yI8PBzl5eXQ0dGBs7Mz5s6dSyNJCCHkM1BPOyGESGBnZ4f79+9j9OjRMDc3R//+/VFcXIyjR4+yPUvSGDNmjMgzn8DHXvijR4/ir7/+wogRI2BiYoIBAwagoKAAaWlpsLKyqneZvby8sGXLFsTGxqJTp05wdnZGcXExMjMz2cZybGwshg4dKnaG+uHDhyM1NVXi8+fS5C/J8uXLpe69Hj58OBQUFKCsrCxxib358+dDR0eHs0majV9ozJgxeP/+PdatWwfg4zwCCQkJ6NevH9q0aYPAwEA4OTkhKSlJqnIS8m8iEAhQWFiIiooKPH36FMePH+fcoFy2bBmKi4vx7t075OXlYdq0aZzvESsrK5w8eRLPnz/H27dvUVBQgJiYGLRo0eJrnA4hhPxr8BiazpMQQgj5ppSVlUFNTQ2lpaXU408IIYR8J77U/2/qaSeEEEIIIYQQQr5R1GgnhBBCCCGEEEK+UTQRHSGEEPKNsrJ6ABkZla9dDPKdKCgw+NpFIIQQ8gVQTzshhBBCyL9ETEwMrK2toaqqClVVVXTv3h2HDx9m4+3t7cHj8TjbhAkTOHnUjOfxeNi5c+c/fSqEEEL+P2q0E/Iv8Ndff2HixIlo2bIlFBQUoK2tDScnJ5w5c4ZNY2BggOjoaJF9FyxYgPbt24uEP378GPLy8mjbtq3YY/J4PCgqKuLBgwec8CFDhsDHx4cTVlxcjKlTp8LY2BiKiopo3rw5evTogZiYGLx58+aLlnHfvn1i4wDAx8eHMzN5zddC586dg6ysLAYOHCg2n7///hvh4eEwNTWFgoICmjVrBjc3N9y4cUPisRcsWCD2h3H1TejRo0fw9fWFrq4u5OXl0apVK0ydOhXPnz/n5Cn8MV7zx3V0dDQMDAw4Ye/evcPKlSvRsWNHNG7cGGpqamjXrh3mzp2LJ0+eSCx3fHw81NXVxcZVr+/CwkLweDxoaWnh1atXnHTt27fHggULOOUOCgoC8HH26ZoNCKHffvsNCgoKePbsGTIyMiTWm3AZuOp1LCsrC319fYwfPx4vXrzg5HvlyhW4uLhAS0sLioqKMDAwgIeHB54+fco5l9zcXKnet759+8LJyUmk/OvXr4e6ujoeP34ssX4J+Vx6enpYtmwZLl68iJycHPTu3Ruurq6c7yN/f38UFRWx24oVK0TyiYuL46SRtIoDIYSQL48a7YT8CwwfPhyXL19GQkIC8vLykJqaCnt7e5FGXX3Ex8fD3d0dZWVlOH/+vNg0PB4P8+fPrzWf+/fvo0OHDjh69CiWLl2Ky5cv49y5c5g5cyYOHjyI48ePf9EyNgSBQIDAwEBkZmaKNGgrKirQt29fxMbGYvHixcjLy8OhQ4dQWVkJGxsbZGdni81z+vTpnB/Eenp6iIiI4IQBH+uvc+fOuHv3Lnbs2IF79+5hw4YNOHHiBLp37y7SAFVUVMTcuXPx/v17iedTUVEBR0dHLF26FD4+PsjMzMS1a9fw888/49mzZ/jll18+s8b+z6tXr7Bq1Sqp0/v5+WHnzp34+++/ReLi4uLg4uKCZs2asWF37tzh1FlRURG0tLTYeEtLSxQVFeHhw4eIi4tDWloaJk6cyMb/9ddf6NOnD5o2bYojR47g1q1biIuLg66uLsrLy0XKIM37FhcXh/Pnz2Pjxo3sfgUFBZg5cyZ++eUX6OnpSV0fhNTX4MGDMWDAAJiYmMDU1BRLliwBn8/nfBcpKytDW1ub3cTNcKyurs5Jo6io+E+eBiGEkGromXZCvnMlJSXIyspCRkYG7OzsAACtWrVC165dPzlPhmEQFxeH9evXQ09PDwKBADY2NiLpJk+ejDVr1mDGjBkSe7snTZoEOTk55OTkoHHjxmx469at4erqik9ddVLaMn6u169fY9euXcjJyUFxcTHi4+Mxe/ZsNj46Ohrnzp3D5cuX0a5dOwAf63/Pnj2wsbGBn58frl+/LrImOp/PB5/PZ1/LyspCRUUF2tranHQBAQGQl5fH0aNHoaSkBABo2bIlOnToACMjI8yZMwcxMTFsei8vL6SmpmLz5s2YNGmS2HOKiorC6dOnkZOTgw4dOrDhLVu2hJ2d3Se/J+IEBgZizZo1CAgI4DSmJfH29kZoaCj27NkDb29vNrygoAAZGRk4dOgQJ72WlpbEnn8AkJOTY+u0RYsWcHNzQ1xcHBt/5swZlJaWYsuWLZCT+/gv0dDQEA4ODmLzk/Z9W7t2LSZPnox+/frBwMAAfn5+6NevH3788cc664CQhvLhwwckJyejvLwc3bt3Z8O3b9+Obdu2QVtbG4MHD8a8efOgrKzM2TcgIADjxo1D69atMWHCBIwdO1bke4wQQsg/g3raCfnOCRsR+/btQ0VFRYPkmZ6ejjdv3qBv377w9vbGzp07xfY69ujRA4MGDcKsWbPE5vP8+XMcPXoUAQEBnAZ7dZ/6I1DaMn6upKQkmJubw8zMDN7e3oiNjeU0ahMTE+Ho6Mg22IVkZGQQHByMmzdv4sqVK5907BcvXuDIkSOYNGkS22AX0tbWxqhRo7Br1y5OeVRVVTFnzhxERERIrI8dO3bA0dGR02CvriF/mHt5ecHY2BgRERFSpW/WrBlcXV0RGxvLCY+Pj4eenh769ev3yWUpLCzEkSNHIC8vz4Zpa2ujsrISKSkpDXqzYsyYMejTpw98fX2xbt06XL9+ndPzXlNFRQXKyso4GyGf6tq1a+Dz+VBQUMCECROQkpICCwsLAMDIkSOxbds2pKenIywsDL/99hvnBhkAREREICkpCceOHcPw4cMxadKkBh2BQwghpH6o0U7Id05OTg7x8fFISEiAuro6evTogdmzZ+Pq1asiaUNDQ9lGvnBbunSpSDqBQABPT0/Iysqibdu2aN26NZKTk8UePzIyEmlpacjKyhKJu3fvHhiGgZmZGSe8WbNm7PFDQ0O/eBk/h0AgYH/QOjs7o7S0FKdOnWLj8/Ly0KZNG7H7CsPz8vI+6dh3794FwzC15v/y5Uv89ddfnPBJkyZBUVERa9asEbtfXl6eyHsydOhQtr5tbW0/qbzi8Hg8LFu2DJs2bUJ+fr5U+/j5+SEjIwMFBQUAPo6qSEhIwJgxYyAjw/23paenx7lWLC0tOfHCxouSkhIMDQ1x48YNzjXXrVs3zJ49GyNHjkSzZs3Qv39/rFy5Ev/73/8+88yBTZs24fr16wgKCsKmTZugqakpMW1kZCTU1NTYTV9f/7OPT/67zMzMkJubi/Pnz2PixIkYM2YMbt68CQAYP348nJycYGVlhVGjRmHr1q1ISUnhfD7nzZuHHj16oEOHDggNDcXMmTOxcuXKr3U6hBDyn0eNdkL+BYYPH44nT54gNTUVzs7OyMjIQMeOHREfH89JN2PGDOTm5nK2mpN+lZSUYO/evZyeF29vbwgEArHHtrCwwOjRoyX2totz4cIF5ObmwtLSUmR0wJco46e6c+cOLly4AC8vLwAfb5B4eHiIHKche2jFqW/+CgoKiIiIwKpVq/Ds2TOp9lm/fj1yc3Ph6+vLmRywITg5OeGHH37AvHnzpErv6OgIPT09dhj7iRMn8PDhQ4wdO1YkbVZWFudaqTl8Xth4+eOPPxAaGgonJycEBgZy0ixZsgTFxcXYsGEDLC0tsWHDBpibm+PatWufeMYfaWlp4aeffkKbNm3qnMQrLCwMpaWl7Pbo0aPPOjb5b5OXl4exsTE6deqEyMhItGvXDmvXrhWbVvhY0b179yTmZ2Njg8ePHzfYaC5CCCH1Q8+0E/IvoaioCEdHRzg6OmLevHkYN24cwsPDOTO5N2vWDMbGxpz9mjZtynmdmJiIt2/fcp4PZxgGVVVVyMvLg6mpqcixFy5cCFNTU5GZ2o2NjcHj8XDnzh1OeOvWrQFAZMj3lyzjpxAIBKisrISuri7nOAoKCli3bh3U1NRgamqKW7duid1fGP6p5RHW361btzB06FCx+Tdp0kRsD663tzdWrVqFxYsXi8wcb2JiIvKe6OjoABCt65pUVVVRXl6OqqoqTq93SUkJAEBNTU3sfsuWLUP37t0xY8aMWvMHPj5a4OPjg4SEBCxYsABxcXFwcHBgr5vqDA0Na32mXdh4EZZh4MCBWLhwIRYtWsRJp6GhATc3N7i5uWHp0qXo0KEDVq1ahYSEhDrLWxs5OTn2WfnaKCgoQEFB4bOORYgkVVVVEhvcubm5AP7vO0BSmiZNmtA1SgghXwn1tBPyL2VhYfFJz3gLBAKEhIRwei+vXLmCnj17ijxnLKSvr4/Jkydj9uzZ+PDhAxuuoaEBR0dHrFu3rkGfN/+UMtZXZWUltm7ditWrV4scR1dXFzt27AAAeHp64vjx4yLPrVdVVSEqKgoWFhYiz7tLS1h/69evF5lNvbi4GNu3b4eHh4fYZ9BlZGQQGRmJmJgYFBYWcuK8vLxw7NgxXL58ud5lMjMzQ2VlJftDX+jSpUsAJN+g6Nq1K4YNGyb1iIyxY8fi0aNH2Lt3L1JSUuDn51fvsoozd+5crFq1qtZl7eTl5WFkZPRF5kgg5EsLCwtDZmYmCgsLce3aNYSFhSEjIwOjRo1Cfn4+Fi1ahIsXL6KwsBCpqakYPXo0evXqBWtrawDAgQMHsGXLFly/fh337t1DTEwMli5dKjJChRBCyD+HGu2EfOeeP3+O3r17Y9u2bbh69SoKCgqQnJyMFStWwNXVtV555ebm4tKlSxg3bhzatm3L2by8vJCQkIDKykqx+4aFheHJkyciS7itX78elZWV6Ny5M3bt2oVbt27hzp072LZtG27fvg1ZWdl/rIz1cfDgQbx8+RJ+fn4ixxk+fDg7RD44OBhdu3bF4MGDkZycjIcPH+KPP/7A8OHDcevWLQgEgs+a2G3dunWoqKiAk5MTMjMz8ejRI6SlpcHR0REtWrTAkiVLJO47cOBA2NjYiEyAFhwcjO7du6NPnz5Yu3YtLl26hIKCAhw5cgSHDx+u9T2xtLREv3794OvrixMnTqCgoABpaWmYNGkSPDw80KJFC4n7LlmyBCdPnhTp5RfH0NAQvXv3xvjx46GgoIBhw4aJTff06VMUFxdzttqWu+vevTusra3ZeRIOHjwIb29vHDx4EHl5ebhz5w5WrVqFQ4cO1fvzQ8i34OnTpxg9ejTMzMzQp08f/PHHHzhy5AgcHR0hLy+P48ePo1+/fjA3N0dISAiGDx+OAwcOsPs3atQIv/76K7p374727dtj48aNWLNmDcLDw7/iWRFCyH8bDY8n5DvH5/NhY2ODqKgo5Ofn4/3799DX14e/vz9naTJpCAQCWFhYwNzcXCRu6NChmDx5Mg4dOgQXFxeR+KZNmyI0NFTkmEZGRrh8+TKWLl2KsLAwPH78GAoKCrCwsMD06dMlLkv2JcpYU1VVlcShywKBAH379hU73Hv48OFYsWIFrl69Cmtra5w8eRJLly7F7Nmz8eDBA6ioqMDBwQHZ2dkSl8KTlomJCXJychAeHg53d3e8ePEC2traGDJkCMLDw+sczr58+XKRieUUFRVx4sQJREdHIy4uDmFhYaiqqoKhoSH69++P4ODgWvPctWsXwsPD8dNPP+HJkyfQ09PD0KFD63xm3dTUFL6+vti0aZNU5+7n54cTJ06wE+uJU3NCPQA4d+4cunXrJjHf4OBg+Pj4IDQ0FBYWFlBWVkZISAgePXoEBQUFmJiYYMuWLbQ8G/ku1Ta3h76+PmciTXGcnZ3h7Ozc0MUihBDyGXjMl55BiRBCvlHOzs4wNjbGunXrvnZRCOEoKyuDmpoaSktLoaqq+rWLQwghhBApfKn/3zQ8nhDyn/Py5UscPHgQGRkZ6Nu379cuDiGEEEIIIRLR8HhCyH+Or68v/vjjD4SEhNBzy4QQQggh5JtGjXZCyH9OSkrK1y4CIVKxsnoAGRmVr10M8g0pKDD42kUghBDyD6Ph8YQQQggh35GYmBhYW1tDVVUVqqqq6N69Ow4fPszG//TTTzAyMoKSkhI0NTXh6uqK27dvs/Hx8fHg8Xhit6dPn36NUyKEEFILarQTQsj/l5GRIfGHLI/Hg4ODAwCgsLAQPB5PZK1yALC3t0dQUBDntbi8JkyYwKbh8XjYt2+fxNdCP/30E2RlZZGcnCwSt2DBApF8gY9L5PF4PJG12vfs2YPevXujSZMmUFJSgpmZGXx9fWtdu70+521gYAAej4fs7GxOuqCgINjb23PK3b59ewBAYGAg2rRpI/bYDx8+hKysLFJTUwFA4nu0c+dOAKLvpaamJgYMGIBr165x8v3rr78wceJEtGzZEgoKCtDW1oaTkxPOnDnDOZfo6Og6rw8ej4dFixZBR0cHL1684BznypUrUFBQwMGDByXWLyHS0tPTw7Jly3Dx4kXk5OSgd+/ecHV1xY0bNwAAnTp1QlxcHG7duoUjR46AYRj069cPHz58AAB4eHigqKiIszk5OcHOzg5aWlpf89QIIYSIQY12Qgj5/2xtbUV+yBYVFWHjxo3g8Xj1Xp5OyN/fXyTPFStW1CuPN2/eYOfOnZg5cyZiY2PFplFUVIRAIMDdu3drzSs0NBQeHh5o3749UlNTcefOHSQmJqJ169YICwurV7lqo6ioiNDQUKnT+/n54fbt2zh79qxIXHx8PLS0tDBgwAA2LC4uTqRehwwZwtnvzp07KCoqwpEjR1BRUYGBAwfi3bt3bPzw4cNx+fJlJCQkIC8vD6mpqbC3t8fz589FylDz+nB3d4ezszMnLDQ0FPr6+ggICGD3e//+PcaMGQNvb28MGjRI6vogRJLBgwdjwIABMDExgampKZYsWQI+n8/eJBs/fjx69eoFAwMDdOzYEYsXL8ajR4/Ym3dKSkrQ1tZmN1lZWZw8eRJ+fn5f8awIIYRIQs+0E0LI/ycvLw9tbW1O2K1btzB9+nTMnj0bbm5un5SvsrKySL71lZycDAsLC8yaNQu6urp49OgR9PX1OWnMzMygpaWFOXPmICkpSWw+2dnZWLFiBdauXYspU6aw4S1btkSnTp3QkKuAjh8/Hhs2bMChQ4c4jW1J2rdvj44dOyI2NpaztjzDMIiPj8eYMWMgJ/d//7bU1dXrrFctLS02XVBQEFxcXHD79m1YW1ujpKQEWVlZyMjIgJ2dHQCgVatW6Nq1q9i8al4fSkpKqKioECnD1q1b0aFDB+zevRsjRozAkiVLUFJSgqioqDrrgJD6+vDhA5KTk1FeXo7u3buLxJeXlyMuLg6GhoYi3xlCW7duhbKyMkaMGPGli0sIIeQTUE87IYRIUFJSAldXV9jb22PRokVftSwCgQDe3t5QU1ND//79ER8fLzbdsmXLsGfPHuTk5IiN37FjB/h8vsRRAzwer6GKDENDQ0yYMAFhYWGoqqqSah8/Pz8kJSWhvLycDcvIyEBBQQF8fX0/uSylpaXs0Hl5eXkAAJ/PB5/Px759+1BRUfHJeddkbm6OyMhITJw4EUeOHEFkZCTi4uJqXa+1oqICZWVlnI2Q2ly7dg18Ph8KCgqYMGECUlJSYGFhwcavX7+evcYPHz6MY8eOsdd+TQKBACNHjoSSktI/VXxCCCH1QI12QggRo6qqCiNHjoScnBy2b98utjFra2vL/igWbllZWSLpqv94Fm7bt2+Xuix3795FdnY2PDw8AADe3t6Ii4sT2yvesWNHuLu7SxyWnpeXh9atW3N6rNesWcMpW2lpqdRlq8vcuXNRUFAg9fmOHDkS79+/5zy3HxcXhx9++AGmpqactF5eXiL1+vDhQ04aPT098Pl8qKurIzExES4uLjA3NwcAyMnJIT4+HgkJCVBXV0ePHj0we/ZsXL169TPPGpg6dSratm2LAQMGYOLEiex8CJJERkZCTU2N3ST1iBIiZGZmhtzcXJw/fx4TJ07EmDFjcPPmTTZ+1KhRuHz5Mk6dOgVTU1O4u7vj7du3IvmcO3cOt27doqHxhBDyDaNGOyGEiDF79mycO3cO+/fvh4qK+CW3du3ahdzcXM7WuXNnkXSjRo0SSefi4iJ1WWJjY+Hk5IRmzZoBAAYMGIDS0lKcPHlSbPrFixcjKysLR48elSp/X19f5ObmYuPGjSgvL2/QIfKampqYPn065s+fz3mWXBJ1dXUMGzaMfW6/rKwMe/bsEdugiIqKEqlXXV1dTpqsrCxcvHgR8fHxMDU1xYYNGzjxw4cPx5MnT5CamgpnZ2dkZGSgY8eOEkcySIvH42HOnDmoqqrC3Llz60wfFhaG0tJSdnv06NFnHZ/8+8nLy8PY2BidOnVCZGQk2rVrh7Vr17LxampqMDExQa9evbB7927cvn1b7HKXW7ZsQfv27dGpU6d/sviEEELqgZ5pJ4SQGnbu3IlVq1bh999/h4mJicR0+vr6MDY25oSJG16qpqYmkk5aHz58QEJCAoqLizm94x8+fEBsbCz69Okjso+RkRH8/f0xa9YsCAQCTpyJiQlOnz6N9+/fo1GjRgA+NpTV1dXx+PHjWssiHN4trie+pKQEampqYvebNm0a1q9fj/Xr19d+sv+fn58f+vTpg3v37iE9PR2ysrJi5xPQ1taus14NDQ2hrq4OMzMzPH36FB4eHsjMzOSkUVRUhKOjIxwdHTFv3jyMGzcO4eHh8PHxkaq8kgjfr+rvmyQKCgpQUFD4rOOR/7aqqiqJj3kwDAOGYUTiX79+jaSkJERGRv4TRSSEEPKJqKedEEKqyc3NhZ+fH5YtWwYnJ6evXRwcOnQIr169wuXLlzk9yjt27MDevXtRUlIidr/58+cjLy+PfY5byMvLC69fv5a6AV1d06ZN0axZM1y8eJETXlZWhnv37okMXxfi8/mYN28elixZglevXtV5HAcHBxgaGiIuLg5xcXHw9PRE48aN613emgICAnD9+nWxvY3VWVhYcJ6pJ+RbExYWhszMTBQWFuLatWsICwtDRkYGRo0ahfv37yMyMhIXL17Ew4cPcfbsWbi5uUFJSUlkQshdu3ahsrIS3t7eX+lMCCGESIN62gkh5P979uwZhgwZAnt7e3h7e6O4uJgTLysrC01NzXrn++bNG5G8FBQU0KRJkzr3FQgEGDhwINq1a8cJt7CwQHBwMLZv385ZXkyoefPmmDZtGlauXMkJ7969O0JCQhASEoIHDx5g2LBh0NfXR1FREQQCAXg8HmRkJN/PnTZtGpYuXYrmzZujW7dueP78ORYtWgRNTU0MGzZM4n7jx49HVFQUEhMTYWNjU+s583g8+Pr6Ys2aNXj58qXEWddLSkpE6lVFRUViA19ZWRn+/v4IDw/HkCFD8OLFC7i5ucHX1xfW1tZQUVFBTk4OVqxYAVdX11rLSMjX9PTpU4wePRpFRUVQU1ODtbU1jhw5AkdHRzx58gRZWVmIjo7Gy5cv0bx5c/Tq1Qtnz54VWYNdIBBg2LBhUFdX/zonQgghRCrUaCeEkP/v999/x4MHD/DgwQPo6OiIxLdq1Ypd57g+Nm/ejM2bN3PCnJyckJaWxs6qLm4I9f/+9z/8/vvvSExMFImTkZHB0KFDIRAIxDbaAWD69OmIiYkRmXxq1apV6Nq1K2JiYhAbG4s3b96wP+zPnTtX6yznM2fOBJ/Px/Lly5Gfn4+mTZuiR48eSE9Pr3Xm6UaNGmHRokUYOXKkxDTV+fj4IDw8HJaWlhIb+WPHjhUJi4yMxKxZsyTmO3nyZKxZswbJyclwdXWFjY0NoqKikJ+fj/fv30NfXx/+/v6YPXu2VOUk5Guo+dhLdbq6ujh06JBU+Zw9e7ahikQIIeQL4jENOeMQIYSQeikuLoaOjg7++OMPsZPYkf+msrIyqKmpobS0tNabKIQQQgj5dnyp/9/U004IIV8BwzB48OABVq1ahebNm6Nt27Zfu0iEEEIIIeQbRI12Qgj5CkpLS2FmZoY2bdpg586dUFRU/NpFIoQQQggh3yBqtBNCyFegrq4ucXkmQoSsrB5ARkblaxeDiFFQYIDIyEjs3bsXt2/fhpKSEmxtbbF8+XKYmZlx0p47dw5z5szB+fPnISsri/bt2+PIkSPsPBBLlizB77//jtzcXMjLy0tcFYIQQsh/Ey35RgghhBDyCU6dOoWAgABkZ2fj2LFjeP/+Pfr168dZMvDcuXNwdnZGv379cOHCBfzxxx+YPHkyZ5WGd+/ewc3NDRMnTvwap0EIIeQbR412Qgj5TBs2bICKigoqKyvZsNevX6NRo0awt7fnpM3IyACPx0N+fj6Aj8ub7du3TyRPHx8fDBkyhH1tb2+PoKAgkXTx8fFil2v6+++/2XXVxfXoGxgYgMfjITs7mxMeFBQkUmZx5RfXE2hgYIDo6Gj2NY/Hg6KiIh48eMBJN2TIEPj4+LCvq5/r4MGD4ezsLPbYWVlZ4PF4uHr1KgoLC8Hj8cRuwnOKj49nw2RkZKCjowMPDw88fPiQk29BQQFGjhwJXV1dKCoqQk9PD66urrh9+zbnXPbt28fJU9LWp08fWFlZ4d27d5zjHDp0CPLy8rh06ZLE+iXfl7S0NPj4+MDS0hLt2rVDfHw8Hj58iIsXL7JpgoODMWXKFMyaNQuWlpYwMzODu7s7FBQU2DQLFy5EcHAwrKysvsZpEEII+cZRo50QQj6Tg4MDXr9+jZycHDYsKysL2traOH/+PGfJtfT0dLRs2RJGRkZftEx79uyBpaUlzM3Nxd4UAABFRUWEhoZ+0XLweDzMnz9f6vR+fn44duwYHj9+LBIXFxeHzp07w9ramg07fvw4ioqKOFunTp3YeFVVVRQVFeHPP//Enj17cOfOHbi5ubHx79+/h6OjI0pLS7F3717cuXMHu3btgpWVldgbEx4eHpxjde/eHf7+/pywvXv34tWrVwgPD2f3Kykpgb+/P+bNm4eOHTtKXR/k+1JaWgoAaNq0KYCP66mfP38eWlpasLW1RfPmzWFnZ4fTp09/zWISQgj5zlCjnRBCPpOZmRl0dHSQkZHBhmVkZMDV1RWGhoac3uyMjAw4ODh88TIJBAJ4e3vD29tb4prO48ePR3Z2ttRrOn+KyZMnY9u2bbh+/bpU6QcNGgRNTU3Ex8dzwl+/fo3k5GT4+flxwjU0NKCtrc3ZGjVqxMbzeDxoa2tDR0cHtra28PPzw4ULF1BWVgYAuHHjBvLz87F+/Xp069YNrVq1Qo8ePbB48WJ069ZNpHxKSkqcY8nLy0NZWZkTpqamhri4OKxevRrnz58H8HEEQ4sWLRAWFib2vCsqKlBWVsbZyPelqqoKQUFB6NGjB7saxP379wEACxYsgL+/P9LS0tCxY0f06dMHd+/e/ZrFJYQQ8h2hRjshhDQABwcHpKens6/T09Nhb28POzs7Nvzvv//G+fPnv3ijPT8/H+fOnYO7uzvc3d2RlZUlMkQdAAwNDTFhwgSEhYWhqqrqi5SlR48eGDRoEGbNmiVVejk5OYwePRrx8fFgGIYNT05OxocPH+Dl5fXJZXn69ClSUlIgKysLWVlZAICmpiZkZGSwe/dufPjw4ZPzrsnBwQGTJk3CmDFjkJycjKSkJGzduhVycuLnf42MjISamhq76evrN1hZyD8jICAA169fx86dO9kw4efqp59+wtixY9GhQwdERUXBzMwMsbGxX6uohBBCvjPUaCeEkAbg4OCAM2fOoLKyEq9evcLly5dhZ2eHXr16sT3w586dQ0VFxSc32tevXw8+n8/ZJkyYIJIuNjYW/fv3R5MmTdC0aVM4OTkhLi5ObJ5z585FQUEBtm/f/kllkkZkZCTS0tKQlZUlVXpfX1/k5+fj1KlTbFhcXByGDx8ONTU1TlpbW1uROqmutLQUfD4fjRs3RvPmzZGeno6AgAA0btwYANCiRQv8/PPPmD9/Ppo0aYLevXtj0aJFbA/p54iMjAQAeHp6YunSpTA3N5eYNiwsDKWlpez26NGjzz4++edMnjwZBw8eRHp6OvT09NhwHR0dAICFhQUnfZs2bUTmViCEEEIkoUY7IYQ0AHt7e5SXl+OPP/5AVlYWTE1NoampCTs7O/a59oyMDLRu3RotW7b8pGOMGjUKubm5nC0iIoKT5sOHD0hISIC3tzcb5u3tjfj4eLG96Zqampg+fTrmz58vMnFaQ7GwsMDo0aOl7m03NzeHra0t2xN57949ZGVliQyNB4Bdu3aJ1El1KioqyM3NRU5ODlavXo2OHTtiyZIlnDQBAQEoLi7G9u3b0b17dyQnJ8PS0hLHjh37tBP+/5SUlDB9+nQoKytj6tSptaZVUFCAqqoqZyPfPoZhMHnyZKSkpODkyZMwNDTkxBsYGEBXVxd37tzhhOfl5aFVq1b/ZFEJIYR8x2iddkIIaQDGxsbQ09NDeno6Xr58CTs7OwCArq4u9PX1cfbsWaSnp6N3796c/VRUVNjJq6orKSkR6VVWU1ODsbExJ0xLS4vz+siRI/jzzz/h4eHBCf/w4QNOnDgBR0dHkWNNmzYN69evx/r16+s8T2FjsrS0VGTWenFlFlq4cCFMTU0lTopXk5+fHwIDA/Hrr78iLi4ORkZGbJ1Wp6+vL1In1cnIyLDxbdq0QX5+PiZOnIjffvuNk05FRQWDBw/G4MGDsXjxYjg5OWHx4sVi66s+5OTkICsrCx6P91n5kG9TQEAAEhMTsX//fqioqKC4uBjAx8+qkpISeDweZsyYgfDwcLRr1w7t27dHQkICbt++jd27d7P5PHz4EC9evMDDhw/x4cMH9uaTsbGxyOgRQggh/z3U004IIQ3EwcEBGRkZyMjI4Cyb1qtXLxw+fBgXLlwQGRpvZmbGWR4K+NjAvnLlCkxNTetdBoFAAE9PT5HeZ09PT4kT0vH5fMybNw9LlizBq1evas3fxMQEMjIyImW+f/8+SktLJZZZX18fkydPxuzZs6V6dtzd3R0yMjJITEzE1q1b4evr2yAN31mzZmHXrl21LrvG4/Fgbm7OWWubEHFiYmJQWloKe3t76OjosNuuXbvYNEFBQQgLC0NwcDDatWuHEydO4NixY5wVJObPn48OHTogPDwcr1+/RocOHdChQwfOihSEEEL+u6innRBCGoiDgwMCAgLw/v17Tq+wnZ0dJk+ejHfv3ok02qdNmwY/Pz+Ym5vD0dER5eXl+OWXX/Dy5UuMGzeuXsf/66+/cODAAaSmprKzVwuNHj0aQ4cOxYsXL9jlqKobP348oqKikJiYCBsbG4nHUFFRwbhx4xASEgI5OTlYWVnh0aNHCA0NRbdu3WBraytx37CwMGzevBkFBQUiIwFq4vP58PDwQFhYGMrKyjjrulf3/PlztndTSF1dHYqKimLT6+vrY+jQoZg/fz4OHjyI3NxchIeH48cff4SFhQXk5eVx6tQpxMbGfvHl8Mj3r/pkibWZNWtWrY+HxMfHi6yYQAghhAhRo50QQhqIg4MD/v77b5ibm6N58+ZsuJ2dHV69esUuDVedl5cXGIbBmjVrMGvWLCgrK6NTp07IzMzk5CGNrVu3onHjxujTp49IXJ8+faCkpIRt27ZhypQpIvGNGjXCokWLMHLkyDqPs3btWixbtgyhoaF48OABtLW14ejoiCVLltTaG960aVOEhoZi9uzZUp2Pn58fBAIBBgwYAF1dXbFp+vbtKxK2Y8cOeHp6Ssw3ODgY3bt3x4ULF9C6dWsYGBhg4cKFKCwsBI/HY18HBwdLVc4v6dq1VvR8OyGEEPIfx2OkvU1MCCGEkH9EWVkZ1NTUUFpaSo12Qggh5Dvxpf5/0zPthBBCCCGEEELIN4qGxxNCCCHfKCurB5CRUfnaxSAACgoMvnYRCCGE/EdRTzshhBBCiBQiIyPRpUsXqKioQEtLC0OGDBFZg93e3h48Ho+zTZgwgY1//vw5nJ2doaurCwUFBXZlhbKysn/6dAghhHwnqNFOCCGEECKFU6dOISAgANnZ2Th27Bjev3+Pfv36iSwP6O/vj6KiInZbsWIFGycjIwNXV1ekpqYiLy8P8fHxOH78OKdhTwghhFRHjXZCCGlAPj4+bO+avLw8jI2NERERgcrKSgBARkaGSC+ccBMuXbZgwQK0b9+ek29WVhbU1dURFBQEhmFE0ixYsECkRw8AcnNzwePxUFhYyAnfs2cPevfujSZNmkBJSQlmZmbw9fXF5cuXJZ6bcHb13NxckTh7e3sEBQWxrw0MDMDj8ZCdnc1JFxQUxFnDvvp5BAYGok2bNmKP/fDhQ8jKyiI1NRUAJNbhzp07AYjWs6amJgYMGIBr165x8v3rr78wceJEtGzZEgoKCtDW1oaTkxPOnDnDOZfo6Oha3zvhtmjRIujo6ODFixec41y5cgUKCgo4ePCgxPol3760tDT4+PjA0tIS7dq1Q3x8PB4+fIiLFy9y0ikrK0NbW5vdqk9G1KRJE0ycOBGdO3dGq1at0KdPH0yaNAlZWVn/9OkQQgj5TlCjnRBCGpizszOKiopw9+5dhISEYMGCBVi5ciUnzZ07dzg9cUVFRdDS0hKb3++//w4nJydMmzYN0dHREpdVU1RUhEAgwN27d2stX2hoKDw8PNC+fXukpqbizp07SExMROvWrREWFvZpJy2hPPVZ69zPzw+3b9/G2bNnReLi4+OhpaWFAQMGsGFxcXEidThkyBDOfsJ6PnLkCCoqKjBw4EC8e/eOjR8+fDguX76MhIQE5OXlITU1Ffb29nj+/LlIGWxtbTnHcnd3Z99r4RYaGgp9fX0EBASw+71//x5jxoyBt7c3Bg0aJHV9kG9faWkpgI/LGVa3fft2NGvWDG3btkVYWBjevHkjMY8nT55g7969sLOz+6JlJYQQ8v2iiegIIaSBCXtsAWDixIlISUlBamoqp0GspaUFdXX1OvNKTEzE2LFjsXr1akyePLnWtGZmZtDS0sKcOXOQlJQkNk12djZWrFiBtWvXctZrb9myJTp16oSGXAV0/Pjx2LBhAw4dOsRpbEvSvn17dOzYEbGxsbC1tWXDGYZBfHw8xowZAzm5//u3pa6uztazJMJ61tbWRlBQEFxcXHD79m1YW1ujpKQEWVlZyMjIYBtMrVq1QteuXcXmJS8vzzmekpISKioqRMqwdetWdOjQAbt378aIESOwZMkSlJSUICoqSmI5KyoqUFFRwb6m55u/fVVVVQgKCkKPHj3Qtm1bNnzkyJFo1aoVdHV1cfXqVYSGhuLOnTvYu3cvZ38vLy/s378ff//9NwYPHowtW7b806dACCHkO0E97YQQ8oUpKSlxenel9euvv2Ls2LGIjY2ts8EutGzZMuzZswc5OTli43fs2AE+n49JkyaJjZfUi/8pDA0NMWHCBISFhaGqqkqqffz8/JCUlMR5RjgjIwMFBQXw9fX95LKUlpayQ+fl5eUBAHw+H3w+H/v27eM0mD+Xubk5IiMjMXHiRBw5cgSRkZGIi4urdb3WyMhIqKmpsZu+vn6DlYd8GQEBAbh+/Tp7XQmNHz8eTk5OsLKywqhRo7B161akpKQgPz+fky4qKgqXLl3C/v37kZ+fj2nTpv2TxSeEEPIdoUY7IYR8IQzD4Pjx4zhy5Ah69+7NidPT02MbjXw+H5aWlpz4W7duYfLkyYiJicGoUaOkPmbHjh3h7u4ucVh6Xl4eWrduzemxXrNmDacswiG/DWHu3LkoKCjA9u3bpUo/cuRIvH//HsnJyWxYXFwcfvjhB5iamnLSenl5ccrN5/Px8OFDThphPaurqyMxMREuLi4wNzcHAMjJySE+Ph4JCQlQV1dHjx49MHv2bFy9evUzzxqYOnUq2rZtiwEDBmDixIlwcHCoNX1YWBhKS0vZ7dGjR59dBvLlTJ48GQcPHkR6ejr09PRqTWtjYwMAuHfvHidcW1sb5ubmcHFxwcaNGxETE4OioqIvVmZCCCHfL2q0E0JIAzt48CD4fD4UFRXRv39/eHh4YMGCBZw0WVlZyM3NZbdDhw5x4vX09NCxY0esXLmy3j/kFy9ejKysLBw9elSq9L6+vsjNzcXGjRtRXl7eoEPkNTU1MX36dMyfP1+q0Qbq6uoYNmwYYmNjAXwcJr5nzx74+fmJpI2KiuLUYW5uLnR1dTlpsrKycPHiRcTHx8PU1BQbNmzgxA8fPhxPnjxBamoqnJ2dkZGRgY4dOyI+Pv7TTxofRyzMmTMHVVVVmDt3bp3pFRQUoKqqytnIt4dhGEyePBkpKSk4efIkDA0N69xHOHGjjo6OxDTCkSgNOeKDEELIvwc9004IIQ3MwcEBMTExkJeXh66uLqdXW8jQ0LDWZ9pVVFRw/PhxODo6wsHBAenp6bX+6K/OyMgI/v7+mDVrFgQCASfOxMQEp0+fxvv379GoUSMAHxvK6urqePz4ca35ChuS4nriS0pKoKamJna/adOmYf369Vi/fr1U5ffz80OfPn1w7949pKenQ1ZWFm5ubiLptLW1YWxsXGtewno2MzPD06dP4eHhgczMTE4aRUVFODo6wtHREfPmzcO4ceMQHh4OHx8fqcorifB9F/f+k+9TQEAAEhMTsX//fqioqLArPqipqUFJSQn5+flITEzEgAEDoKGhgatXryI4OBi9evWCtbU1AODQoUP43//+hy5duoDP5+PGjRuYMWMGevToAQMDg694doQQQr5V1NNOCCENrHHjxjA2NkbLli0/q8HWpEkTHD9+HKqqqrC3t8eTJ0+k3nf+/PnIy8sTed7Wy8sLr1+/lroBXV3Tpk3RrFkzkeWtysrKcO/ePZHh60J8Ph/z5s3DkiVL8OrVqzqP4+DgAENDQ8TFxSEuLg6enp5o3Lhxvctbk/AZ5JSUlFrTWVhYiKy7TQgAxMTEoLS0FPb29tDR0WG3Xbt2Afg4X8Lx48fRr18/mJubIyQkBMOHD8eBAwfYPJSUlLB582b88MMPaNOmDYKDg+Hi4kLLARJCCJGIbv8TQshX8PTpU7x9+5YTpqGhwfZ+C6mrq+PYsWNwcnKCvb09MjIyRIaAi9O8eXNMmzZNZKm57t27IyQkBCEhIXjw4AGGDRsGfX19FBUVQSAQgMfjQUZG8v3cadOmYenSpWjevDm6deuG58+fY9GiRdDU1MSwYcMk7jd+/HhERUUhMTGRfcZXEh6PB19fX6xZswYvX76UOOt6SUkJ29MppKKiIrGBr6ysDH9/f4SHh2PIkCF48eIF3Nzc4OvrC2tra6ioqCAnJwcrVqyAq6trrWUk/011PTqir6+PU6dO1ZrGwcFB7LKGhBBCiCTUaCeEkK/AzMxMJOzcuXPo1q2bSLiamhqOHj0KZ2dn2NnZISMjQ6pjTJ8+HTExMSI3B1atWoWuXbsiJiYGsbGxePPmDZo3b45evXrh3LlztT5PPXPmTPD5fCxfvhz5+flo2rQpevTogfT0dCgpKUncr1GjRli0aBFGjhwpVdl9fHwQHh4OS0tLiY38sWPHioRFRkZi1qxZEvOdPHky1qxZg+TkZLi6usLGxgZRUVHIz8/H+/fvoa+vD39/f8yePVuqcn5p1661oufbCSGEkP84HtOQMw4RQggh5LOVlZVBTU0NpaWl1GgnhBBCvhNf6v83PdNOCCGEEEIIIYR8o2h4PCGEEPKNsrJ6ABkZla9dDAKgoMDgaxeBEELIfxT1tBNCCCGESCEyMhJdunSBiooKtLS0MGTIENy5c4eTxt7eHjwej7NNmDCBk2bKlCno1KkTFBQU0L59+3/wDAghhHyPvmqj3d7eHkFBQSLh8fHxnPWLFyxYIPafXm5uLng8HgoLCwEAhYWF4PF4yM3NxcWLF8Hj8ZCdnS322H369GFnOvbx8RH5B8vj8eDs7MymNzAwYMOVlZVhZWWFLVu2iOS7efNmtGvXDnw+H+rq6ujQoQMiIyM55yL8B109T3HbyJEjoaysjMTERM4xqqqqYGtrixEjRkis2w8fPiAqKgpWVlZQVFREkyZN0L9/f5w5c0akrsUdW9y5CUkqr3BpqYyMDPB4PJSUlIjdX/h+1tzMzc056e7du4exY8dCT08PCgoKMDQ0hJeXF3JyciSWu/pWWFjIOZasrCz09fUxfvx4vHjxQqRcZ8+exYABA9CkSRMoKirCysoKa9aswYcPH0TOX1FREQ8ePOCEDxkyhLOus4+PD4YMGcJJU1xcjMDAQLRu3RoKCgrQ19fH4MGDceLECYn1/ebNG4SFhcHIyAiKiorQ1NSEnZ0d9u/fL3V9VS/7vn37OK+leS8tLS1F6kFdXR3x8fGcsMuXL8PNzQ3NmzeHoqIiTExM4O/vj7y8PAD/9xkVt0n6rAqtXr0aBgYGUFJSgpmZGTZt2lRremHZa9syMjIkXkuKioqc/KR57wwMDBAdHS1Sluqfe+Frab7ThBISEtClSxcoKytDRUUFdnZ2IstD1fW5A4CDBw/Czs4OKioqUFZWRpcuXUTeQ6E9e/agd+/eaNKkCVvnvr6+uHz5Mk6dOoVGjRrh9OnTnH3Ky8vRunVrTJ8+XWIZ/v77b4SHh8PU1BQKCgpo1qwZ3NzccOPGDU46Sd8Tx48fl5i3sNz29vZQU1MDn8+HtbU1IiIi2M98zf8v1Yn7fNR8Lc1nX+jcuXOQlZXFwIEDay0z+X6cOnUKAQEByM7OxrFjx/D+/Xv069dPZIlAf39/FBUVsduKFStE8vL19YWHh8c/VXRCCCHfse+mp11RURECgQB3796VKn2nTp3Qrl07xMbGisQVFhYiPT0dfn5+bJizszPnH2xRURF27NjB2S8iIgJFRUW4fv06vL294e/vj8OHD7PxsbGxCAoKwpQpU5Cbm4szZ85g5syZeP36tdgy/vHHH+yx9uzZAwC4c+cOGxYTE4Nly5YhMDAQRUVF7H6rV6/G/fv3sWHDBrH5MgwDT09PREREYOrUqbh16xYyMjKgr68Pe3t7zo9QAFBVVRU591GjRtVav3FxcSL71Gyg1sbS0lJk/+oNgJycHHTq1Al5eXnYuHEjbt68iZSUFHbdWw8PD86+3bt3F/mRpK+vzznWw4cPERcXh7S0NEycOJFTnpSUFNjZ2UFPTw/p6em4ffs2pk6disWLF8PT01NkmR8ej4f58+dLfb7Ax+uuU6dOOHnyJFauXIlr164hLS0NDg4OCAgIkLjfhAkTsHfvXvzyyy+4ffs20tLSMGLECDx//lzq+qqNNO/l/fv3sXXr1lrzOXjwILp164aKigps374dt27dwrZt26CmpoZ58+Zx0h4/flzkmJ06dZKYd2ZmJqZPn46QkBDcunULAoEAmpqatZbH1taWk7+7u7vI59zW1haA+M9A9YbZp753tZH2O2369On46aef4OHhgatXr+LChQv44Ycf4OrqinXr1kl9vF9++QWurq7o0aMHzp8/j6tXr8LT0xMTJkwQaWSHhobCw8MD7du3R2pqKu7cuYPExES0bt0aYWFhsLOzQ2BgIHx8fDiNlZkzZ0JJSQmLFy8WW4aKigr07dsXsbGxWLx4MfLy8nDo0CFUVlbCxsZG5MaNuO+JXr16STzHOXPmwMPDA126dMHhw4dx/fp1rF69GleuXMFvv/0mdV3Vpj6ffYFAgMDAQGRmZuLJkycNcnzydaWlpcHHxweWlpZo164d4uPj8fDhQ1y8eJGTTllZGdra2uxWczKin3/+GQEBAWjduvU/WXxCCCHfqe/mmXYzMzNoaWlhzpw5SEpKkmofPz8/zJ07F9HR0VBWVmbD4+PjoaOjw+lJV1BQgLa2dq35qaiosGlCQ0OxYsUKHDt2DP379wcApKamwt3dnXMzwNLSUmJ+1RsdTZs2BQBoaWlxeoECAwOxb98++Pv74+DBg7h9+zbmz5+PXbt2oVmzZmLzTUpKwu7du5GamorBgwez4Zs2bcLz588xbtw4ODo6smsZ83i8Os+9JnV19XrvU52cnJzE/RmGgY+PD0xMTJCVlcVZM7p9+/aYOnUqlJSUOMtLycvLsz+SajtWixYt4Obmhri4ODa+vLwc/v7+cHFx4fTejhs3Ds2bN4eLiwuSkpI4PSLCZaNmzJiBtm3bSnXOkyZNAo/Hw4ULFzjrSFtaWsLX11fifqmpqVi7di0GDBgA4GNvbvUGrjT1VRtp3svAwECEh4dj5MiRUFBQEIl/8+YNxo4diwEDBiAlJYUNNzQ0hI2NjUjvr4aGRr2uHxkZGcjKysLPzw/KysowMDCocx95eXnOMZSUlFBRUSH2uHV9Bj71vauNNN9p2dnZWL16NX7++WcEBgay4UuWLMHbt28xbdo0uLq6sjeoJHn06BFCQkIQFBSEpUuXsuEhISGQl5fHlClT4ObmxjacV6xYgbVr12LKlCls2pYtW6JTp07sDaylS5ciLS0NoaGhWLduHdLT07FlyxacPXtWZJSCUHR0NM6dO4fLly+jXbt2AIBWrVphz549sLGxgZ+fH65fvw4ejweg9u+Jmi5cuIClS5ciOjqac80bGBjA0dGx1hEI9SHtZ//169fYtWsXcnJyUFxcjPj4+G9mGTnScEpLSwH83/9woe3bt2Pbtm3Q1tbG4MGDMW/ePM7vEEIIIaQ+vpuedgBYtmwZ9uzZwxnuW5tRo0ahoqICu3fvZsMYhkFCQgJ8fHwgKyv7SeWoqqrCnj178PLlS8jLy7Ph2trayM7OFhk6+Tl4PB7i4uKQlZWFzZs3w8fHB56ennBxcZG4T2JiIkxNTTkNdqGQkBA8f/4cx44da7AyNrTc3FzcuHEDISEhnAaokKShrdIoLCzEkSNHOO/b0aNH8fz5c7FDegcPHgxTU1ORURc9evTAoEGDal0PuroXL14gLS0NAQEBnEafUG3npK2tjUOHDuHVq1di479kfQkFBQWhsrISv/zyi9j4I0eO4NmzZ5g5c6bY+M8tQ/v27dGiRQtMmjQJVVVVn5VXfX3Oe1eXur7TduzYAT6fj59++kkkLiQkBO/fv2dH6dRm9+7deP/+vdhr/KeffgKfz2evceExJ02aJDYvYYNaUVERW7duxaZNm7B//374+vpi9uzZtY6YSExMhKOjI9tgF5KRkUFwcDBu3ryJK1eu1Hk+4mzfvr3WcjfE5wCQ/rOflJQEc3NzmJmZwdvbG7GxsSIjdqqrqKhAWVkZZyPftqqqKgQFBaFHjx6cGzgjR47Etm3bkJ6ejrCwMPz222/w9vb+iiUlhBDyvfuuGu0dO3aEu7s7QkNDpUrftGlTDB06lDNEPj09HYWFhRg7diwn7cGDB8Hn8zlb9R4p4GPvOp/Ph4KCAkaMGIEmTZpg3LhxbHx4eDjU1dVhYGAAMzMz+Pj4ICkp6bMbGa1atUJ0dDQmTJiAoqIirF27ttb0eXl5aNOmjdg4YbjwGWPgY09B9fOWpmfLy8tLpL4ePnwo9Tldu3ZNZH/h873C4cI1n3H/VMJjKSkpwdDQEDdu3OBcQ8K6kFRn5ubmnPoSioyMRFpaGrKysuosw71798AwzCed06ZNm3D27FloaGigS5cuCA4O5sxN8Ln1Jc17qaysjPDwcERGRrI9S9XVtwy2trYix5SkqqoKQ4YMQbt27VBSUoKRI0fi3bt3bLyVlRVWrVol1XElqfkZ4PP57Aia+r53wu+J2r5LhOr6TsvLy4ORkRHnJpOQrq4uVFVVxV6b4vJRU1ODjo6OSJy8vDxat27N5pOXl4fWrVtDTu7/BmKtWbOGcz7Ca6Bz584ICwvDsGHDoKGhgTlz5tRZjvp8N9X8nujatavEvO/evYvWrVujUaNGtZYBEP9+13YN1iTNZ18gELANNWdnZ5SWluLUqVO15qmmpsZudY2eIF9fQEAArl+/zs4BIjR+/Hg4OTnBysoKo0aNwtatW5GSkoL8/PyvVFJCCCHfu+9meLzQ4sWL0aZNGxw9ehRaWlp1pvf19YWTkxPy8/NhZGSE2NhY2NnZwdjYmJPOwcEBMTExnLCaw91mzJgBHx8fFBUVYcaMGZg0aRInHx0dHZw7dw7Xr19HZmYmzp49izFjxmDLli1IS0sT2wsqrbFjx2LevHkIDAwUeTZOnNp6dGpSUVHBpUuX2NfSlDMqKgp9+/blhOnq6kp9TDMzM6SmpnLChOdVn7LX51hv377Ftm3bkJubyxlqLFTf41pYWGD06NGYNWuWyAR/n5t3db169cL9+/eRnZ2Ns2fP4sSJE1i7di0WLlyIefPmfXZ9Sfte+vn5YfXq1Vi+fLlII7S+Zdi1a5fExltNaWlpOHPmDP788080btwYgwYNwuDBg7F3717Iysri3r176NmzZ72OX1PNzwAA9vGL+p6b8Huiup9//hmZmZli09f1ndbQn4dP4evrCxcXF5w/fx7e3t6cMs2bNw8RERGYNWsWp6EvSX3Op+b3hLhHMz4lX3HvNwCYmJhItX9dn/07d+7gwoUL7KMicnJy8PDwgEAggL29vdg8w8LCMG3aNPZ1WVkZNdy/YZMnT8bBgweRmZkJPT29WtPa2NgA+HgD0MjI6J8oHiGEkH+Zr9poV1VVFdtrV1JSAjU1NbH7GBkZwd/fH7NmzYJAIKjzGH369EHLli0RHx+PGTNmYO/evdi4caNIusaNG4s05Gtq1qwZjI2NYWxsjOTkZFhZWaFz586wsLDgpGvbti3atm2LSZMmYcKECejZsydOnToFBweHOstbGzk5Oal+FJuamuLWrVti44ThpqambJiMjEyd516TtrZ2vfepTl5eXuL+wrLdvn0bHTp0+ORjiDvWsmXLMHDgQCxcuBCLFi3iHO/WrVvsxGTV3bp1S+Q9Flq4cCFMTU1FJverycTEBDweD7dv3/6kc2jUqBF69uyJnj17IjQ0FIsXL0ZERARCQ0M/u76kfS/l5OSwZMkS+Pj4YPLkyZy46mXo3r17nXnp6+tLff1cvXoVLVu2ZG+i7du3D/369UOfPn0wZMgQtG7dmv1R/Klq+wzU970Tfk9UV/MGYHW1faeZmpri9OnTePfunUhv+5MnT1BWVsb5LEtiamqK0tJSPHnyROSGzLt375Cfn89+P5mYmOD06dN4//4922utrq4OdXV1PH78WCRv4XfSl/huqu17QlzeNcstyad859VU22dfIBCgsrKSU9cMw0BBQQHr1q0T+/9NQUGh1psS5NvAMAwCAwORkpKCjIwMGBoa1rlPbm4uAIgd6UIIIYRI46sOjzczMxPb23Hp0qVaf4jOnz8feXl5IkPSxJGRkcHYsWORkJCAxMREyMvL17pUmrT09fXh4eGBsLCwWtMJG3s1l4P5kjw9PXH37l0cOHBAJG716tXQ0NCAo6PjP1ae+mrfvj0sLCywevVqsY8WfO6EUnPnzsWqVavY2Zz79euHpk2bYvXq1SJpU1NTcffuXXh5eYnNS19fH5MnT8bs2bNFlkSrrmnTpnBycsKvv/4q9lqo7zlZWFigsrISb9++/eL1VZ2bmxssLS2xcOFCTni/fv3QrFkzscsafW4ZWrRogYKCArbB2LhxYxw6dAjv3r1DWFiYxJnKG0pDv3fiSPpO8/T0xOvXr8XeaFy1ahUaNWqE4cOH15n/8OHD0ahRI7HX+IYNG1BeXs5e415eXnj9+jXWr1//iWcjmaenJ44fPy7y3HpVVRWioqJgYWEh8ry7tEaOHFlruRvycwBI/uxXVlZi69atWL16NXJzc9ntypUr0NXVFZkfg3xfAgICsG3bNiQmJkJFRQXFxcUoLi7G33//DQDIz8/HokWLcPHiRRQWFiI1NRWjR49Gr169YG1tzeZz79495ObmsvsKr5Pqj/4QQgghQl+1p33ixIlYt24dpkyZgnHjxkFBQQG///47duzYIbbBKdS8eXNMmzYNK1eulOo4Y8eORUREBGbPng0vLy/OrONCFRUVKC4u5oTJyclJnKEdAKZOnYq2bdsiJycHnTt3xsSJE6Grq4vevXtDT08PRUVFWLx4MTQ1NaXqfWwonp6eSE5OxpgxY7By5Ur06dMHZWVl+PXXX5Gamork5GSxE2rVR0lJiUh9qaiocPK9du0aVFRU2Nc8Ho/9QV5ZWSmyP4/HQ/PmzdnJ9/r27YuePXtizpw5MDc3x+vXr3HgwAEcPXq01mdD69K9e3dYW1tj6dKlWLduHRo3boyNGzfC09MT48ePx+TJk6GqqooTJ05gxowZGDFiBNzd3SXmFxYWhs2bN6OgoKDWNXd//fVX9OjRA127dkVERASsra1RWVmJY8eOISYmRmIPpL29Pby8vNC5c2doaGjg5s2bmD17NhwcHNhHCj6nvqR5L6tbtmwZnJycOGGNGzfGli1b4ObmBhcXF0yZMgXGxsZ49uwZkpKS8PDhQ06D9Pnz5yLHVFdXFzvr+PDhw7Fw4UIMHDiQXas9JycHL168QOPGjREXFwdXV9fPevyEYRiR8gAfV3OQkZH55PdOWpK+07p3746pU6dixowZePfuHYYMGYL3799j27ZtWLt2LaKjo0WGUEv63K1YsQIhISFQVFTEjz/+iEaNGmH//v2YPXs2QkJC2NEK3bt3R0hICEJCQvDgwQMMGzYM+vr6KCoqgkAgAI/H++S6Dg4Oxv79+zF48GCsXr0aNjY2+N///oelS5fi1q1bOH78ODvRXX3Z2Nhg5syZCAkJwZ9//omhQ4dCV1cX9+7dw4YNG/DDDz/UuZJCfYn77B88eBAvX76En5+fSI/68OHDIRAI2Pk7yPdH+Bhdzccc4uLi4OPjA3l5eRw/fhzR0dEoLy+Hvr4+hg8fjrlz53LSjxs3jvO9LBwlVVBQINXqGIQQQv5bvmpPe+vWrZGZmYnbt2+jb9++sLGxQVJSEpKTkznLsYkzffp0qScOatmyJfr27YuXL19KXJ4pLS0NOjo6nO2HH36oNV8LCwv069ePXbO3b9++yM7OhpubG0xNTTF8+HAoKirixIkT0NDQkKqsDYHH4yEpKQmzZ89GVFQUzMzM0LNnTzx48AAZGRn1Wk9dkrFjx4rUV82ZxXv16oUOHTqwW/VZpW/cuCGyf6tWrdj4rl27IicnB8bGxvD390ebNm3g4uKCGzduIDo6+rPLHxwcjC1btuDRo0cAgBEjRiA9PR0PHz5Ez549YWZmhqioKMyZMwc7d+6stSHRtGlThIaG4u3bt7Ues3Xr1rh06RIcHBwQEhKCtm3bwtHRESdOnBCZT6E6JycnJCQkoF+/fmjTpg0CAwPh5OTEWSbsc+pLmveyut69e6N3796orKzkhLu6uuLs2bNo1KgRRo4cCXNzc3h5eaG0tFSkN7xv374ix5T0iIGysjLOnj2LLl26YOzYsWjbti1WrlyJRYsW4Y8//kBGRgaCgoJqPce6lJWViZRHR0cHT58+BfDp7119SPpOi46Oxvr167Fjxw60bdsWnTt3RmZmJvbt2yd2bgZJn7ugoCCkpKQgKysLnTt3Rtu2bZGYmIiYmBiRifxWrVqFxMREXL58GYMGDYKJiQnc3NxQVVWFc+fOSTWvhjiKioo4efIkRo8ejdmzZ8PY2BjOzs6QlZVFdnY2unXr9kn5Ci1fvhyJiYk4f/48nJycYGlpiWnTpsHa2hpjxoz5rLzFEffZFwgE6Nu3r9gh8MOHD0dOTg6uXr3a4GUh/wyGYcRuwnks9PX1cerUKTx//hxv377F3bt3sWLFCpHPTEZGhth8qMFOCCFEHB7zLcxyRAghhBBWWVkZ1NTUUFpa+sk3SQghhBDyz/pS/7+/qyXfCCGEEEIIIYSQ/xJqtBNCCCGEEEIIId+o726ddkIIIeS/wsrqAWRkVOpOSBpcQYHB1y4CIYQQAoB62gkhhBBCxIqMjESXLl2goqICLS0tDBkyBHfu3BGblmEY9O/fHzwejzOx5vPnz+Hs7AxdXV0oKCiwywWWlZX9Q2dBCCHke0eNdkII+UJ8fHzA4/FEtnv37gH4uGyUuJnv4+Pjoa6uzr5esGABu69wKcpevXohOjoaFRUVYo/9008/QVZWFsnJySJxwvxqLj2Wm5sLHo+HwsJCiedkYGAgdkWCBQsWoH379iLnvmzZMk66ffv2cVZjyMjIAI/HQ0lJCfbs2QNZWVn8+eefYo9tYmKCadOmAfhYd+Lqtvo5VQ9XVVVFly5dsH//fk6eHz58wLJly2Bubg4lJSU0bdoUNjY22LJlC+dchKtuiDtm9c3BwQGNGjXC6dOnOccpLy9H69atMX36dIl1S749p06dQkBAALKzs3Hs2DG8f/8e/fr1Q3l5uUja6OhosSuNyMjIwNXVFampqcjLy0N8fDyOHz9OS/8RQgiRGjXaCSHkC3J2dkZRURFnMzQ0rHc+lpaWKCoqwsOHD5Geng43NzdERkbC1tYWr1694qR98+YNdu7ciZkzZyI2NlZsfoqKihAIBLh79+4nnZc0FBUVsXz5crx8+VKq9C4uLtDQ0EBCQoJIXGZmJu7duwc/Pz82zN/fX6RuV6xYwdkvLi4ORUVFyMnJQY8ePTBixAhcu3aNjV+4cCGioqKwaNEi3Lx5E+np6Rg/fjxKSkrElrH6saKjo6GqqsoJO3DgAAIDA+Hj48Np2M2cORNKSkoiyx+Sb1taWhp8fHxgaWmJdu3aIT4+Hg8fPsTFixc56XJzc7F69Wqxn7cmTZpg4sSJ6Ny5M1q1aoU+ffpg0qRJyMrK+qdOgxBCyHeOGu2EEPIFKSgoQFtbm7PJysrWOx85OTloa2tDV1cXVlZWCAwMxKlTp3D9+nUsX76ckzY5ORkWFhaYNWsWMjMz8ejRI5H8zMzM4ODggDlz5nzyudWlb9++0NbWRmRkpFTpGzVqhB9//BHx8fEicbGxsbCxsYGlpSUbpqysLFK3NZdXUVdXh7a2NkxNTbFo0SJUVlYiPT2djU9NTcWkSZPg5uYGQ0NDtGvXDn5+fhJ7xKsfS01NDTwejxPG5/OxdOlSyMvLIzQ0FACQnp6OLVu2YOvWrVBUVJSqLsi3qbS0FADQtGlTNuzNmzcYOXIkfv31V2hra9eZx5MnT7B3717Y2dl9sXISQgj5d6FGOyGEfKfMzc3Rv39/7N27lxMuEAjg7e0NNTU19O/fX2wjGACWLVuGPXv2ICcn54uUT1ZWFkuXLsUvv/yCx48fS7WPn58f7t69i8zMTDbs9evX2L17N6eXvb4qKyshEAgAAPLy8my4trY2Tp48ib/++uuT865JUVERW7duxaZNm7B//374+vpi9uzZ6NSpk8R9KioqUFZWxtnIt6WqqgpBQUHo0aMH2rZty4YHBwfD1tYWrq6ute7v5eUFZWVltGjRAqqqqpxHMAghhJDaUKOdEEK+oIMHD4LP57Obm5tbg+Zvbm7OeQb97t27yM7OhoeHBwDA29sbcXFxYBhGZN+OHTvC3d2d7RH+EoYOHYr27dsjPDxcqvQWFhbo1q0bZ5hxUlISGIaBp6cnJ+369es5dcvn87F9+3ZOGi8vL/D5fCgoKCA4OBgGBgZwd3dn49esWYO//voL2trasLa2xoQJE3D48OHPOOOPOnfujLCwMAwbNgwaGhp1jmiIjIyEmpoau+nr6392GUjDCggIwPXr17Fz5042LDU1FSdPnhQ7z0NNUVFRuHTpEvbv34/8/Hx2fgZCCCGkLtRoJ4SQL8jBwQG5ubns9vPPPzdo/gzDcCa/io2NhZOTE5o1awYAGDBgAEpLS3Hy5Emx+y9evBhZWVk4evRog5aruuXLlyMhIQG3bt2SKr2vry92797NPqsfGxsLNzc3qKhwlz4bNWoUp25zc3Ph4uLCSRMVFYXc3FwcPnwYFhYW2LJlC2dos4WFBa5fv47s7Gz4+vri6dOnGDx4MMaNG/eZZw3MmzcPVVVVmDVrFuTkal9hNSwsDKWlpewm7pEG8vVMnjwZBw8eRHp6OvT09NjwkydPIj8/H+rq6pCTk2Pf5+HDh8Pe3p6Th7a2NszNzeHi4oKNGzciJiYGRUVF/+RpEEII+U5Ro50QQr6gxo0bw9jYmN10dHTYOFVVVfYZ2epKSkqgpqYmVf63bt1iJ7b78OEDEhIS8Pvvv7MNCGVlZbx48ULihHRGRkbw9/fHrFmzxPbG1/QpZe7VqxecnJwQFhYm1TkJe9STkpJw9+5dnDlzRuzQeDU1NU7dGhsbizTstbW1YWxsjH79+iEuLg4eHh54+vQpJ42MjAy6dOmCoKAg7N27F/Hx8RAIBCgoKJCqvJIIG3B1NdiBj3MfqKqqcjby9TEMg8mTJyMlJQUnT54UmURy1qxZuHr1KufGEfDxZlFcXJzEfKuqqgBA4uoPhBBCSHV1/5IghBDyRZiZmYnt4b506RJMTU3r3P/27dtIS0tjG8OHDh3Cq1evcPnyZc5kd9evX8fYsWNRUlLCWUpOaP78+TAyMuIM+62tzDVnzhaW2czMTOJ+y5YtQ/v27WtNI6SiogI3NzfExsYiPz8fpqam6NmzZ5371aVr167o1KkTlixZgrVr10pMZ2FhAQBil/Ui/y0BAQFITEzE/v37oaKiguLiYgAfbxgpKSmxExDW1LJlS7aBf+jQIfzvf/9Dly5dwOfzcePGDcyYMQM9evSAgYHBP3k6hBBCvlPUaCeEkK9k4sSJWLduHaZMmYJx48ZBQUEBv//+O3bs2IEDBw5w0lZWVqK4uBhVVVV4/vw5MjIysHjxYrRv3x4zZswA8HECuoEDB6Jdu3acfS0sLBAcHIzt27cjICBApBzNmzfHtGnTsHLlyjrLHBwcjJ49e2LJkiUYNmwYPnz4gB07duDcuXNYv369xP2srKwwatQoqR8P8PPzQ8+ePXHr1i2Jz9y/efOGbUQJKSgooEmTJhLzDQoKwtChQzFz5ky0aNECI0aMQI8ePWBrawttbW0UFBQgLCwMpqamMDc3l6qs5N8rJiYGAESGusfFxcHHx0eqPJSUlLB582YEBwejoqIC+vr6GDZsGGbNmtXApSWEEPJvRcPjCSHkK2ndujUyMzNx+/Zt9O3bFzY2NkhKSkJycjKcnZ05aW/cuAEdHR20bNkS9vb2SEpKQlhYGLKyssDn8/G///0Pv//+O4YPHy5yHBkZGQwdOpSdPV2c6dOng8/n11lmW1tbHD58GIcPH0aPHj1gb2+Ps2fP4sSJE5wZtcWJiIhghwXX5YcffoCZmRnKysowevRosWk2b94MHR0dzubl5VVrvs7OzjA0NMSSJUsAAE5OTjhw4AAGDx4MU1NTjBkzBubm5jh69KhUw9rJvxvDMGK32hrsDMNgyJAh7GsHBwecPXsWJSUl+Pvvv5GXl4dly5aJHfVCCCGEiMNjpHmIkRBCCCH/mLKyMqipqaG0tJSebyeEEEK+E1/q/zf1tBNCCCGEEEIIId8oarQTQgghhBBCCCHfKHpgjxBCCPlGWVk9gIyMSt0JSYMrKDBAZGQk9u7di9u3b0NJSQm2trZYvny52FUQGIbBgAEDkJaWhpSU/8fencfVlD+OH3/dSl20kaUQRZuSZTDIUJZkX8YaZkrZK7KrrFnKkOx7C2NL1hhjbGVLjCU72ZmPZQwqu6jfH373fDvubcWs7+fjcR7c93mf93mf9z33dt/nvW2RjWsfMmQIR44c4fz581StWlVaGk4QBEEQ8kO0tAuCIAiCIGhw4MABfHx8SEpKYs+ePWRkZNCiRQuNywHOmTMHhUKRY1peXl507979S2ZXEARB+JcSlXZBEP6RHj16xKBBg6hYsSJ6enqYmpri5ubGkSNHpDgKhYKtW7eqHevp6SlrBXNxcUGhUKitUz5nzpwc11FOSUmhWLFirF27VhaemZmJk5MTXbp0kcLWrVuHtra2bLk11Tlz2j5eYkrl5cuXBAQEUKVKFZRKJaVLl8bZ2Zlt27blmfbAgQNlZaNUKrl9+7Ys/Y4dO+Y6M3Z0dHSOs15nL+9bt26hUCgoU6YMz549k8WrWbMmkyZNkuXX398f+LA0XPZ8Zvfjjz+ip6fHH3/8QUJCQo5lp1oGbtKkSVKYtrY25ubm9O/fnydPnsjSPXPmDO3bt6dMmTIolUosLCzo3r07v//+u+xakpOTZWnmtDVv3hw3Nze1/C9atAhjY2N+++23HMtX+HvZtWsXnp6eODg4UKNGDaKjo7lz5w4nT56UxUtOTiYsLIzIyEiN6cybNw8fHx8qV678Z2RbEARB+JcRlXZBEP6ROnfuzOnTp1m5ciUpKSnExcXh4uLC48ePC5WeUqlk3LhxZGRk5Cu+jY0NoaGh+Pn5cf/+fSk8LCyMGzdusGTJEiksIiKC0aNHs27dOl6/fg3A5s2buX//Pvfv3+f48eMA7N27VwrbvHmzxvMOHDiQzZs3M3/+fC5fvsyuXbvo0qWL2nX369dPSku1/fDDD7I4CoWCCRMm5Ot6C+vZs2fMmjUr3/G9vb1Zv349r169UtsXFRVF+/btKVWqlBR25coVtessU6aMtN/BwYH79+9z584doqKi2LVrF4MGDZL2P3r0iGbNmlGyZEl++eUXLl26RFRUFOXKldPYmjpy5EjZuSpUqEBwcLAsLCoqimPHjrF06VLpuJs3bzJ69Gjmz59PhQoV8l0ewt9LWloaACVLlpTCXr58Sc+ePVm4cCGmpqZ/VdYEQRCEfzExpl0QhH+c1NRUDh06REJCAs7OzgBUqlSJr7/+utBpuru7ExcXx/Llyxk8eHC+jvHz82Pr1q3069ePHTt2cPnyZSZMmEBMTIxUsbx58yaJiYls2rSJ+Ph4Nm/eTM+ePWU/+lUVeRMTkzx/9MfFxTF37lxat24NgIWFBbVr11aLV6xYsTzT8vX1Zfbs2YwaNSrPNdYLy8/Pj9mzZ+Pj4yOrTOekd+/ejBkzhk2bNtG7d28p/ObNmyQkJLBz505Z/DJlyuS63rWOjo5UDuXLl6dr165ERUVJ+48cOUJaWhorVqyQ1mW3tLSkSZMmGtPT19eXrWevra2NgYGBWlnPnTsXX19fWrRogYWFBd7e3rRo0YLvvvsuzzIQ/p4yMzPx9/enYcOGss/LsGHDcHJyokOHDn9h7gRBEIR/M9HSLgjCP46q4rR161bevHnzWdI0NDQkKCiI4OBgjS2smigUCqKiojh06BDLly/H09OTHj160L59eylOVFQUbdq0wcjIiN69exMREfFJ+TQ1NWXnzp1qXc4Lo2HDhrRt25axY8d+clo5cXd3x8rKiuDg4HzFL1WqFB06dFDrZhwdHU2FChVo0aJFofNy69YtfvnlF3R1daUwU1NT3r17x5YtW8jKyip02h/z8PCgWbNmeHl5sWDBAs6fPy9ref/YmzdvSE9Pl23C34uPjw/nz5+XDaOJi4tj//79zJkz56/LmCAIgvCvJyrtgiD84+jo6BAdHc3KlSsxNjamYcOGBAYGcvbs2U9Kd/DgwSiVSmbPnp3vYypVqsScOXMYOHAg9+/fZ+7cudK+zMxMoqOjpRbjHj16cPjwYW7evFnoPC5btozExERMTEyoW7cuw4YNk43jV1m0aJH0cEO1rVmzRi1eSEgIu3bt4tChQ4XOU24UCgWhoaEsW7aM69ev5+sYb29vEhISpHLKyspi5cqVeHh4oKUl/7NVoUIF2TU6ODjI9p87dw59fX2KFi2KpaUlFy5cYMyYMdL++vXrExgYSM+ePSlVqhStWrVi5syZPHz48BOv/MN7df78efz9/Vm2bBmlS5fOMW5ISAhGRkbSZm5u/snnFz4fX19fduzYQXx8vGx4w/79+7l+/TrGxsbo6OhIvTU6d+6c47wUgiAIglBQotIuCMI/UufOnbl37x5xcXG0bNmShIQEvvrqK6Kjowudpp6eHsHBwcyaNYs//vgj38f16dMHMzMz/Pz8MDQ0lML37NnDixcvpK7spUqVwtXVNcfJqvKjcePG3Lhxg3379tGlSxcuXLhAo0aNmDJliixer169SE5Olm3ZewCo2Nvb8/3333/R1nY3Nze++eYbxo8fn6/4rq6uVKhQQerGvm/fPu7cuUOfPn3U4h46dEh2jR93n7e1tSU5OZlff/2VMWPG4Obmhp+fnyzOtGnTePDgAUuWLMHBwYElS5ZgZ2fHuXPnCnnFH5QpU4YBAwZQtWpV2cSHmgQEBJCWliZtd+/e/aRzC59HVlYWvr6+bNmyhf3792NpaSnbP3bsWM6ePSu7BwHCw8NlwzAEQRAE4VOISrsgCP9YSqUSV1dXxo8fT2JiIp6enkycOFHab2BgIE0clV1qaipGRkYa0+zduzeVKlVi6tSpBcpL9lY2lYiICJ48eULRokWl/Tt37mTlypVkZmYWKP3sihQpQqNGjRgzZgy7d+8mODiYKVOm8PbtWymOkZERVlZWss3AQPN635MnT+bUqVMaZ9r/mKGhIS9evFDLf2pqqnReTUJDQ4mJieH06dN5nkNLSwtPT0+pnKKiomjSpInGmbctLS1l11ipUiXZfl1dXaysrKhWrRqhoaFoa2szefJktXRMTEzo2rUrs2bN4tKlS5QrV65AE+jlRNN9oYmenh6GhoayTfjr+fj4sHr1atauXYuBgQEPHjzgwYMH0kSJpqamVKtWTbYBVKxYUVbBv3btGsnJydKxqgp+9s+sIAiCIOREVNoFQfjXsLe3l41Ht7W1VVua6f3795w5cwYbGxuNaWhpaRESEsLixYu5detWofPy+PFjtm3bxvr162WtcKdPn+bp06fs3r270Gl/zN7ennfv3kkT2hWUubk5vr6+BAYG8v79+1zj2tra8u7dO6lFUeXUqVMAOZbr119/zbfffpvvFv0+ffpw9+5dNm/ezJYtW/D29s7XcXkZN24cs2bN4t69eznG0dXVpUqVKvme20D491q8eDFpaWm4uLhgZmYmbTExMQVKp2/fvtSqVYulS5eSkpJCrVq1qFWrVq73oSAIgiCoiNnjBUH4x3n8+DFdu3bFy8uL6tWrY2BgwIkTJ/jhhx9kMzgPHz4cb29v7OzscHV15cWLF8yfP5+nT5/St2/fHNNv06YN9erVY+nSpZQtW7ZQefzxxx8xMTGhW7duKBQK2b7WrVsTERFBy5YtC5yui4sL7u7u1KlTBxMTEy5evEhgYCBNmjSRtc6+fPlSWq9cRU9PjxIlSmhMNyAggOXLl3Pz5k26d++e4/kdHBxo0aIFXl5ehIWFUblyZa5cuYK/vz/du3enfPnyOR47bdo0HBwc8tXybGlpSdOmTenfvz96enp8++23GuP9/vvvag8rTExMKFKkiMb4DRo0oHr16kyfPp0FCxawY8cO1q9fT48ePbCxsSErK4vt27ezc+dO0b1ZKNTkhJqOSUhI+Ay5EQRBEP6rRKVdEIR/HH19ferVq0d4eDjXr18nIyMDc3Nz+vXrR2BgoBTP3d2drKwsZs+ezdixYylWrBi1a9fm4MGDeVbGZ8yYgZOTU6HzGBkZSadOndQq7PBhPP53333HH3/8IVtzPD/c3NxYuXIlgYGBvHz5knLlytG2bVu19daXL1/O8uXL1Y7dtWuXxnRLlizJmDFjZOWXk5iYGCZOnMiAAQO4d+8eFSpUoFOnTnmOWbexscHLy4tly5bleQ74MCHdvn37pAkCNbG1tVULO3r0KPXr188x3WHDhuHp6cmYMWOwt7enWLFijBgxgrt376Knp4e1tTUrVqz4WyzPdu5cJdFVXhAEQRD+4xRZn3ONG0EQBEEQPll6ejpGRkakpaWJSrsgCIIg/EN8qb/fYky7IAiCIAiCIAiCIPxNie7xgiAIgvA35eh4Gy0tzbP+C1/WzZsWf3UWBEEQBAEQLe2CIAiCIAgahYSEULduXQwMDChTpgwdO3bkypUrGuNmZWXRqlUrFAqF2vKJQ4YMoXbt2ujp6VGzZs0vn3FBEAThX0VU2gVBEARBEDQ4cOAAPj4+JCUlsWfPHjIyMmjRooXG5QDnzJmjceJJFS8vr1xXZhAEQRCEnIhKuyAIwhegUChy3SZNmiTFXblyJXXr1qVYsWIYGBjg7OzMjh07ZOklJCSgUChwcHBQW0vd2NiY6OhoWdjp06fp3r07ZmZm6OnpUalSJdq2bcv27dulJalu3bqFQqGQ1lz/+LUmFhYWzJkzRy180qRJshZET09PFAoFoaGhsnhbt26VVWxU15WamsqmTZvQ1tbmf//7n8ZzW1tbM3z4cODD0neaynXgwIFS/OzhhoaG1K1bl23btsnSfP/+PaGhodjZ2VG0aFFKlixJvXr1WLFihexaOnbsqJampq1JkyYUKVKEw4cPy87z4sULKleuzMiRI3MsW+HvZ9euXXh6euLg4ECNGjWIjo7mzp07nDx5UhYvOTmZsLAwIiMjNaYzb948fHx8qFy58p+RbUEQBOFfRlTaBUEQvoD79+9L25w5czA0NJSFqSpvI0eOZMCAAXTv3p2zZ89y/PhxvvnmGzp06MCCBQvU0r1x4warVq3K9dzbtm2jfv36PH/+nJUrV3Lp0iV27dpFp06dGDduHGlpaV/kmj+mVCqZMWMGT58+zVf89u3bY2JiwsqVK9X2HTx4kGvXruHt7S2F9evXT1am9+/f54cffpAdFxUVxf379zlx4gQNGzakS5cunDt3Tto/efJkwsPDmTJlChcvXiQ+Pp7+/fuTmpqqMY95va/bt2/Hz88PT09PWWvs6NGjKVq0KFOnTs1XWQh/T6rPTsmSJaWwly9f0rNnTxYuXIipqelflTVBEAThX0xMRCcIgvAFZP/xbmRkhEKhUPtBn5SURFhYGPPmzcPPz08KnzZtGq9fv2b48OF06NABc3NzaZ+fnx8TJ06kZ8+e6OnpqZ33xYsXeHt706ZNGzZv3izbV7VqVby9vfmzVvps3rw5165dIyQkRK0yrUmRIkX47rvviI6OVlsvPjIyknr16uHg4CCFFStWLM9KkrGxMaamppiamjJlyhTmzp1LfHw8jo6OAMTFxTF48GC6du0qHVOjRo0c08vP+zp9+nR27drFmDFjWLBgAfHx8axYsYLExMQc15t/8+YNb968kV6np6fnel3Cny8zMxN/f38aNmxItWrVpPBhw4bh5OREhw4d/sLcCYIgCP9mhWppf/jwId999x3lypVDR0cHbW1t2SYIgiDkbd26dejr6zNgwAC1fSNGjCAjI4NNmzbJwv39/Xn37h3z58/XmObu3bt5/Pgxo0ePzvG8uY27/Zy0tbWZPn068+fP57fffsvXMd7e3ly9epWDBw9KYc+fP2fjxo2yVvaCevfuHREREQDo6upK4aampuzfv59Hjx4VOu2PKZVKVq1axbJly9i2bRteXl4EBgZSu3btHI8JCQnByMhI2rI/qBH+Hnx8fDh//jzr16+XwuLi4ti/f7/GISOCIAiC8LkUqtLu6enJqVOnGD9+PBs3bmTz5s2yTRAEQchbSkoKVapUkVUiVcqVK4ehoSEpKSmy8GLFijFx4kRCQkI0dnNXxbe1tZXCfv31V/T19aXt4/HyX1KnTp2oWbMmEydOzFd8e3t76tevLxsbvGHDBrKysujRo4cs7qJFi2TXpa+vz5o1a2Rx3N3d0dfXR09Pj2HDhmFhYUG3bt2k/bNnz+bRo0eYmppSvXp1Bg4cyM8///wJV/xBnTp1CAgI4Ntvv8XExISgoKBc4wcEBJCWliZtd+/e/eQ8CJ+Pr68vO3bsID4+ngoVKkjh+/fv5/r16xgbG6Ojo4OOzocOjJ07d8bFxeUvyq0gCILwb1Oo7vGHDx/m0KFDYtkSQRCET1SYrure3t6EhYUxY8YMpk+fnmf86tWrS5PLWVtb8+7duwKf81PMmDGDpk2b5nsSNi8vL4YNG8b8+fMxMDAgMjKSrl27YmAgX6+8V69eapXhsmXLyl6Hh4fTvHlzbty4wbBhw5g3b55sPLK9vT3nz5/n5MmTHDlyhIMHD9KuXTs8PT1lk9EVxvjx4wkODmbs2LFSZS4nenp6Goc7CH+trKws/Pz82LJlCwkJCVhaWsr2jx07lr59+8rCHB0dCQ8Pp127dn9mVgVBEIR/sUK1tJubm/9pYyIFQRD+rWxsbLhx4wZv375V23fv3j3S09OxsbFR26ejo8O0adOYO3cu9+7dk+2ztrYGkK0lraenh5WVFVZWVp+cZ0NDQ40t/KmpqRgZGWk8pnHjxri5uREQEJCvc6ha1Dds2MDVq1c5cuSIxq7xRkZG0nWpto8r9qamplhZWdGiRQuioqLo3r07v//+uyyOlpYWdevWxd/fn82bNxMdHU1ERAQ3b97MV35zoqqo51VhF/6+fHx8WL16NWvXrsXAwIAHDx7w4MEDXr16BXy4v6pVqybbACpWrCir4F+7do3k5GTp2OTkZJKTkzV+9gVBEAThY4WqtM+ZM4exY8dy69atz5wdQRCE/44ePXrw/Plzli5dqrZv1qxZFClShM6dO2s8tmvXrjg4ODB58mRZeIsWLShZsiQzZsz4Inm2tbVVW+4K4NSpUxofMKiEhoayfft2jh49muc5DAwM6Nq1K5GRkURFRWFjY0OjRo0+Kd8AX3/9NbVr12batGm5xrO3twfQuBa38N+yePFi0tLScHFxwczMTNpiYmIKlE7fvn2pVasWS5cuJSUlhVq1alGrVi21h26CIAiCoEmhHv93796dly9fUqVKFYoVK0aRIkVk+588efJZMicIgvBv1qBBA4YOHcqoUaN4+/YtHTt2JCMjg9WrVzN37lzmzJmT64RkoaGhuLm5ycL09fVZsWIF3bt3p02bNgwZMgRra2ueP3/Orl27AD5pwtBhw4bRqFEjpk2bxrfffsv79+9Zt24dR48eZdGiRTke5+joSK9evZg3b16+zuPt7U2jRo24dOkSY8aM0Rjn5cuXPHjwQBamp6dHiRIlckzX39+fTp06MXr0aMqXL0+XLl1o2LAhTk5OmJqacvPmTQICArCxscHOzi5feRX+vQrTq1DTMQkJCZ8hN4IgCMJ/VaEq7WKWVEEQhM9jzpw5VK9enUWLFjFu3Di0tbX56quv2Lp1a55jYps2bUrTpk3ZvXu3LLxTp04kJiYyY8YMvv/+e548eYKRkRF16tRh/fr1tG3bFviwhBUUrPu2k5MTP//8M8HBwYSFhaGlpYWjoyP79u2TLYOlSXBwcL5bKL/55htsbW25du0a33//vcY4y5cvZ/ny5bIwNzc36eGEJi1btsTS0pJp06axaNEi3NzcWLdunTSxn6mpKU2bNmXSpEl/i27t585VwtDQ8K/OhiAIgiAIfyFFlhicLgiC8J+UlJREgwYNePToEaVKlfqrsyNkk56ejpGREWlpaaLSLgiCIAj/EF/q73ehmxHev3/P1q1buXTpEgAODg60b99erNMuCILwN/fu3Ttu3brFzJkzqVGjhqiwC4IgCIIg/I0VqtJ+7do1Wrduzf/+9z9pLeCQkBDMzc356aefqFKlymfNpCAIgvD5nD9/HicnJ2rWrMmqVav+6uwIuXB0vI2WlkHeEYXP5uZNi786C4IgCIIgU6jZ44cMGUKVKlW4e/cup06d4tSpU9y5cwdLS0uGDBnyufMoCIIgfEY1a9bk5cuXJCYmUr169b86O4LwtxMSEkLdunUxMDCgTJkydOzYUbaMIsCAAQOoUqUKRYsWpXTp0nTo0IHLly/L4vz66680a9YMY2NjSpQogZubG2fOnPkzL0UQBEH4FyhUpf3AgQP88MMPlCxZUgozMTEhNDSUAwcOfLbMCYIgCIIg/NkOHDiAj48PSUlJ7Nmzh4yMDFq0aCFbBrB27dpERUVx6dIlfvnlF7KysmjRogXv378H4Pnz57Rs2ZKKFSty7NgxDh8+jIGBAW5ubmRkZPxVlyYIgiD8AxWq0q6np8ezZ8/Uwp8/f46uru4nZ0oQhM/v0aNHDBo0iIoVK6Knp4epqSlubm4cOXJEFi8xMZHWrVtTokQJlEoljo6OzJ49W/ohCnDr1i0UCgXJyclq53FxccHf35+EhAQUCkWuW0JCAtHR0RgbG2vMs0KhYOvWrbLXmrb169erHWtnZ4eenp7akmAAN2/epGfPnpQrVw6lUkmFChWkVrLo6Og8833r1i21NFXXm5qaqrbPwsJCtuqGQqFAqVRy+/ZtWbyOHTvi6ekpvfb09KRjx44AtGvXjpYtW2osp0OHDqFQKDh79qz03mjakpKSAGTXqKWlhZmZGd27d+fOnTv5Lqfs17J169Z8lVuzZs1wdHTk7du3svPs3LkTXV1dTp06pfH68is9PZ2goCDs7OxQKpWYmprSvHlzNm/eLC3Dpbo/P/bxfajptUKhUHsPUlNTpXv5YwMGDEBbW5vY2NhPui7hz7dr1y48PT1xcHCgRo0aREdHc+fOHU6ePCnF6d+/P40bN8bCwoKvvvqKqVOncvfuXen74fLlyzx58oTg4GBsbW1xcHBg4sSJPHz4UO2zLwiCIAi5KVSlvW3btvTv359jx46RlZVFVlYWSUlJDBw4kPbt23/uPAqC8Bl07tyZ06dPs3LlSlJSUoiLi8PFxYXHjx9LcbZs2YKzszMVKlQgPj6ey5cvM3ToUKZOnUqPHj0KtGaxk5MT9+/fl7Zu3brRsmVLWZiTk1OBryMqKkqWxv3796WKrcrhw4d59eoVXbp0YeXKlbJ9GRkZuLq6kpaWxubNm7ly5QoxMTE4OjqSmppK9+7dZWk3aNCAfv36ycJyWzs9vxQKBRMmTMh3fG9vb/bs2cNvv/2mti8qKoo6derIurrv3btXrZxq164t7Tc0NOT+/fv873//Y9OmTVy5coWuXbtK+/Mqp4/lp9w2b97Ms2fPmDhxonRcamoq/fr1Y/z48Xz11Vf5Lo+Ppaam4uTkxKpVqwgICODUqVMcPHiQ7t27M3r0aNLS0gqdtoqOjg579+4lPj4+z7gvX75k/fr1jB49msjIyE8+t/DXUt0/2XsYZvfixQuioqKwtLSUvh9sbW0xMTEhIiKCt2/f8urVKyIiIqhatSoWFhZ/VtYFQRCEf4FCTUQ3b948PDw8aNCgAUWKFAE+zEbcvn175s6d+1kzKAjCp0tNTeXQoUMkJCTg7OwMQKVKlfj666+lOC9evKBfv360b9+eZcuWSeF9+/albNmytG/fng0bNtC9e/d8nVNXVxdTU1PpddGiRXnz5o0srDCMjY3zTCMiIoKePXvi7OzM0KFDGTNmjLTvwoULXL9+nX379lGpUiXgQ1k0bNhQltfs11GsWLFPzvfHfH19mT17NqNGjcpzfXP48LC0dOnSREdHM27cOCn8+fPnxMbGMnPmTFl8ExOTXPOsUCik/WZmZnh7ezNkyBDS09MxNDTMVzllV7Ro0XyVW1RUFG5ubnTs2JF69erh7+9P+fLlCQgIyLMMchMYGMitW7dISUmhXLlyUriNjQ3u7u4olcpPSh+gePHidOvWjbFjx3Ls2LFc48bGxmJvb8/YsWMpV64cd+/ezfVhz5s3b3jz5o30Oj09/ZPzK3wemZmZ+Pv707BhQ7XP6qJFixg9ejQvXrzA1taWPXv2SD0ODQwMSEhIoGPHjkyZMgUAa2trfvnlF3R0Cr14jyAIgvAfVKiWdmNjY7Zt28aVK1fYuHEjGzdu5MqVK2zZsgUjI6PPnUdBED6Rvr4++vr6bN26VVYxyG737t08fvyYkSNHqu1r164dNjY2rFu37ktn9ZM9e/aM2NhYevfuLbUUHzp0SNpfunRptLS02Lhxo6zL/5+tYcOGtG3blrFjx+Yrvo6ODt9//z3R0dGyHg+xsbG8f/8ed3f3Qufl999/Z8uWLWhra0vLdn6pcmrSpAmDBw/Gw8OD2NhYNmzYwKpVqz6pEpOZmcn69evp1auXrMKuoq+v/9kqSZMmTeLcuXNs3Lgx13gRERH07t0bIyMjWrVqRXR0dK7xQ0JCMDIykrbP0ZtD+Dx8fHw4f/68xmE4vXr14vTp0xw4cAAbGxu6devG69evAXj16hXe3t40bNiQpKQkjhw5QrVq1WjTpg2vXr36sy9DEARB+AcrVKVdxdramnbt2tGuXTusrKw+V54EQfjMdHR0iI6OZuXKlRgbG9OwYUMCAwM5e/asFCclJQWAqlWrakzDzs5OivO5paWlSQ8Wsm+auLu7q8XLPhZ7/fr1WFtb4+DggLa2Nj169CAiIkLaX758eebNm8eECRMoUaIETZs2ZcqUKdy4ceOLXFtuQkJC2LVrl+yhQm68vLy4fv26bMLPqKgoOnfurPbA1MnJKdfyVJV58eLFKVu2LPHx8fj4+FC8eHHgy5ZTSEgIAD169GD69OnY2dl9Unp//PEHT58+zXc6ixYtUiubgQMH5uvYcuXKMXToUIKCgnj37p3GOFevXiUpKUnqldK7d2+ioqJyHV4SEBBAWlqatN29ezdf+RG+LF9fX3bs2EF8fDwVKlRQ229kZIS1tTWNGzdm48aNXL58mS1btgCwdu1abt26RVRUFHXr1qV+/fqsXbuWmzdvsm3btj/7UgRBEIR/sHxX2ocPHy7Nmjp8+PBcN0EQ/n46d+7MvXv3iIuLo2XLliQkJPDVV1+ptQAWZNz652JgYEBycrLapkl4eLhavOytq5GRkfTu3Vt63bt3b2JjY2WTZ/r4+PDgwQPWrFlDgwYNiI2NxcHBgT179nyxa9TE3t6e77//Pt+t7XZ2djg5OUljpK9du8ahQ4fw9vZWixsTE5NrearK/MSJE4SFhfHVV18xbdo0WZwvVU5FixZl5MiRFCtWjKFDh+Yad/r06Tk+oFEp6D3bq1cvtbIJDg7O9/Fjxozh0aNHOY5Vj4yMxM3NjVKlSgHQunVr0tLS2L9/f45p6unpYWhoKNuEv05WVha+vr5s2bKF/fv3Y2lpma9jsrKypN5ML1++REtLC4VCIcVRvc7MzPxieRcEQRD+ffLdX/D06dPSEiWnT5/+YhkSBOHLUSqVuLq64urqyvjx4+nbty8TJ07E09MTGxsbAC5duqRxgrhLly5hb28PIFUoNE3ulZqaWuBhMlpaWvnurWNqappj3IsXL5KUlMTx48dl49jfv3/P+vXr6devnxRmYGAg9RSaOnUqbm5uTJ06FVdX1wLlXSV7mXw8G35uZTJ58mRsbGxks+TnxtvbGz8/PxYuXEhUVBRVqlSR5inIztzcPNcyzV7mVatW5fr16wwaNIgff/xRFu9zl5OKjo4O2trasgqNJgMHDqRbt27Sa03d30uXLo2xsbHaGtk5MTIyUiubMmXK5OtY+DBELCAggMmTJ9O2bVvZvvfv37Ny5UoePHgg65L//v17IiMjadasWb7PI/x1fHx8WLt2Ldu2bcPAwEBahcLIyIiiRYty48YNYmJiaNGiBaVLl+a3334jNDSUokWL0rp1awBcXV0ZNWoUPj4++Pn5kZmZSWhoKDo6OjRp0uSvvDxBEAThHybfLe3x8fHSD9H4+PhcN0EQ/hns7e2lHjQtWrSgZMmShIWFqcWLi4vj6tWr0rjpkiVLUqpUKdnyR/Bh8qxr165JDwD+bBERETRu3JgzZ87IWlGHDx8u6yL/MYVCgZ2dnWwN5oKytrZGS0tLrUxu3LhBWlpajmVibm6Or68vgYGB+Ro73q1bN7S0tFi7di2rVq3Cy8srz4pvfowdO5aYmJhcl137HOVUUCVLlsTKykraNI1N19LSokePHqxZs4Z79+6p7X/+/HmOXdkLy8/PDy0tLbXJV3fu3MmzZ884ffq07B5ct24dmzdv1jjzvvD3s3jxYtLS0nBxccHMzEzaYmJigA8PQA8dOkTr1q2xsrKie/fuGBgYkJiYKD0AsrOzY/v27Zw9e5YGDRrQqFEj7t27x65duzAzM/srL08QBEH4hynUzDxeXl7MnTsXAwMDWfiLFy/w8/MTy9sIwt/M48eP6dq1K15eXlSvXh0DAwNOnDjBDz/8QIcOHYAPM2MvXbqUHj160L9/f3x9fTE0NGTfvn2MGjWKLl26yFo8hw8fzvTp0ylbtiz169fn8ePHTJkyhdKlS/Ptt99+sWtJTU1VW3vdwMAAXV1dfvzxR4KDg9VmeO7bty+zZ8/mwoULZGRkMHHiRL777jvs7e3R1dXlwIEDREZGylrnC8rAwIC+ffsyYsQIdHR0cHR05O7du4wZM4b69evnurxdQEAAy5cv5+bNm3nOzq+vr0/37t0JCAggPT1dtq57do8fP1YrJ2Nj4xxnUTc3N6dTp05MmDCBHTt2kJyc/EXK6UuZNm0aCQkJ1KtXj2nTplGnTh2KFCnCoUOHCAkJ4ddff1XrAfEplEolkydPxsfHRxYeERFBmzZtqFGjhizc3t6eYcOGsWbNGrVjhL+fvIZclCtXjp07d+aZjqpnkyAIgiB8ikJV2leuXEloaKhapf3Vq1esWrVKVNoF4W9GX1+fevXqER4ezvXr18nIyMDc3Jx+/foRGBgoxevSpQvx8fFMmzaNRo0a8fr1a6ytrQkKCsLf31/Wojt69Gj09fWZMWMG169fp2TJkjRs2JD4+HjZ0l+fW58+fdTCQkJCsLa25vHjx3Tq1Eltf9WqValatSoREREEBgZiYWHB5MmTuXXrFgqFQno9bNiwT8rb3LlzCQ0NZcyYMdy+fRtTU1NcXV2ZNm1arq3hJUuWZMyYMbL3Ijfe3t5ERETQunVrjd3FAZo3b64Wtm7dOnr06JFjusOGDaNBgwYcP36cypUrf7Fy+hJKlixJUlISoaGhTJ06ldu3b1OiRAkcHR2ZOXPmF1nZxMPDg7CwMC5evAjAw4cP+emnn1i7dq1aXC0tLTp16kRERESBKu3nzlUS49sFQRAE4T9OkVWAGXzS09PJysqiRIkSXL16ldKlS0v73r9/z/bt2xk7dqzG7omCIAiCIORPeno6RkZGpKWliUq7IAiCIPxDfKm/3wVqaTc2NkahUKBQKDSOz1QoFEyePPmzZU4QBEEQBEEQBEEQ/ssKVGmPj48nKyuLpk2bsmnTJkqWLCnt09XVpVKlSjl21RQEQRAEoWAcHW+jpWWQd0QhTzdvWvzVWRAEQRCEQilQpV21rNDNmzepWLHiZ5mxWBAEQRAE4c8QEhLC5s2buXz5MkWLFsXJyYkZM2Zga2srxVm2bBlr167l1KlTPHv2jKdPn8omMbx16xZTpkxh//79PHjwgHLlytG7d2+CgoLQ1dX9C65KEARB+LfL95Jv2d2+fZtDhw5x8OBBjZsgCAXn6elJx44d1cITEhJQKBQal4qys7NDT09PbZZwABcXF2k4i1KpxMbGhpCQENmsyKoJxlSbrq4uVlZWTJ06VRZv0qRJ1KxZU/ZaoVAwcOBA2TmTk5NRKBTcunUrx+t0cXHB399fLZ/r16+XxZszZw4WFhbS6/fv3xMaGoqdnR1FixalZMmS1KtXjxUrVgDIrkPTNmnSJOl6k5OTpWvIbdOUX5Xo6Gjph7yFhUWu6ahmeM9p/8fX/rHExERat25NiRIlUCqVODo6Mnv2bLUl4jSl/c0332hMsyDlpWlLSkqS0nr79i0//PADNWrUoFixYpQqVYqGDRsSFRVFRkYGkP/7W/XawcFB7fqMjY2Jjo4udNls3bo1xzK+cOEC3bp1o3Tp0ujp6WFjY8OECRN4+fKlWtzTp0/TvXt3zMzM0NPTo1KlSrRt25bt27fz6NEjTE1NmT59utpx3bp1o379+vla2k/4Mg4cOICPjw9JSUns2bOHjIwMWrRoIVvG8OXLl7Rs2TLHiSEvX75MZmYmS5cu5cKFC4SHh7NkyZJ8TyQpCIIgCAVVqNnjXVxc1MKyt7qLHySC8OUdPnyYV69e0aVLF1auXKlxGa5+/foRHBzMmzdv2L9/P/3798fY2JhBgwbJ4u3duxcHBwfevHnD4cOH6du3L2ZmZnh7e+d4fqVSSUREBCNGjMDa2vqTrkWpVDJu3Dg6d+5MkSJFNMaZPHkyS5cuZcGCBdSpU4f09HROnDjB06dPAbh//74UNyYmhgkTJnDlyhUpTF9fnz/++EN6PXLkSNlDh7p169K/f3/69etX4Pz/+uuv0vdeYmIinTt35sqVK9IEJNln04+KiqJly5ay43NbimzLli1069aNPn36EB8fj7GxMXv37mX06NEcPXqUDRs2yL5/P04/p5a/gpSX6v7IzsTEBPhQYXdzc+PMmTNMmTKFhg0bYmhoSFJSErNmzaJWrVqyBz75dePGDVatWqVxtQCVgpZNTpKSkmjevDnNmzfnp59+omzZshw/fpwRI0awb98+4uPjpXLctm0b3bp1o3nz5qxcuRIrKyvevHlDYmIi48aN48CBAyxbtoyuXbvSrl07HB0dAYiNjWXHjh2cPn0abW3tApeH8Hns2rVL9jo6OpoyZcpw8uRJGjduDCA9pEtISNCYRsuWLWWfscqVK3PlyhUWL17MrFmzvki+BUEQhP+2QlXaVT+SVTIyMjh9+jTjx49n2rRpnyVjgiDkLiIigp49e+Ls7MzQoUM1VtqLFSuGqakp8GGptAULFrBnzx61SruJiYkUr1KlSkRFRXHq1KlcK+22traUKVOGoKAgNmzY8EnX4u7uTlxcHMuXL2fw4MEa48TFxTF48GC6du0qhWVfC1uVfwAjIyMUCoUsDJBV2vX19dHX15dea2trY2BgoHZMfmRfSUM110eZMmU0VsaNjY3zfY4XL17Qr18/2rdvz7Jly6Twvn37UrZsWdq3b8+GDRtka7vnN/2ClFf2++Njc+bM4eDBg5w4cYJatWpJ4ZUrV6Zr1668ffs2X9f6MT8/PyZOnEjPnj3R09NT21+YstEkKysLb29vqlatyubNm9HS+tABrVKlStjY2FCrVi3Cw8MZM2YML168wNvbmzZt2rB582ZZOlWrVsXb25usrCzat29Pz5498fDw4NixY6SmpuLj40NoaKisG7bw10tLSwOQzdFT2HQ+NQ1BEARByEmhuscbGRnJtlKlSuHq6sqMGTMYPXr0586jIAgfefbsGbGxsfTu3RtXV1fS0tI4dOhQjvGzsrI4dOgQly9fznPM5YkTJzh58iT16tXLMx+hoaFs2rSJEydOFPgasjM0NCQoKIjg4GBZN9XsTE1N2b9/P48ePfqkc/2T7N69m8ePHzNy5Ei1fe3atcPGxoZ169b9BTn7P2vWrKF58+ayCrtKkSJFKF68eKHS9ff35927d8yfP1/j/s9VNsnJyVy8eJHhw4dLFXaVGjVq0Lx5cykd1Tlz+zunatmfO3cujx8/ZsqUKQwePJhq1arh5+eX43Fv3rwhPT1dtglfVmZmJv7+/jRs2JBq1aoVOp1r164xf/58BgwY8BlzJwiCIAj/p1CV9pyULVtW1r1SEISC2bFjh9QCrNpatWqlFm/9+vVYW1vj4OCAtrY2PXr0ICIiQi3eokWL0NfXR09Pj8aNG5OZmcmQIUPU4jk5OaGvr4+uri5169alW7dufP/993nm96uvvqJbt24aW/kLavDgwSiVSmbPnq1x/+zZs6XxwtWrV2fgwIH8/PPPn3zeP5u7u7vae3znzh2NcVNSUoAPrbia2NnZSXFySj+3cdz5pbo/sm8qV69exc7OLl/p5Pf+hg+9RCZOnEhISIjUGppdYcpGk7zSqVq1qhRH9W/21vJff/1Vdj07duwAPjyIioqKYvr06ezevZuoqKhcu+qHhITIHoabm5vnmXfh0/j4+HD+/Pk855TIzf/+9z9atmxJ165dCzW0RhAEQRDyo1Dd48+ePSt7nZWVxf379wkNDS3U2EVBED5o0qQJixcvloUdO3aM3r17y8IiIyNlYb1798bZ2Zn58+djYPB/y0P16tWLoKAgnj59ysSJE3FycsLJyUntvDExMVStWpWMjAzOnz+Pn58fJUqUIDQ0NM88T506lapVq7J7927KlClT0EuW6OnpERwcjJ+fn1r3fQB7e3vOnz/PyZMnOXLkCAcPHqRdu3Z4enpKk9H9E4SHh9O8eXNZWF5LZWafFLCg6ZuZmRUsgxqo7o9PzVt+728Vb29vwsLCmDFjhsaJ3Qp6/twUNp3q1auTnJwMgLW1Ne/evZP2NW3alPr161OzZk0qVaqUazoBAQEMHz5cep2eni4q7l+Qr68vO3bs4ODBg1SoUKFQady7d48mTZrg5OQkG6IhCIIgCJ9boSrtNWvWRKFQqP3IqV+/PpGRkZ8lY4LwX1S8eHGsrKxkYb/99pvs9cWLF0lKSuL48eOyFu7379+zfv16WWuPkZGRlN6GDRuwsrKifv36apVGc3NzKV7VqlW5fv0648ePZ9KkSSiVylzzXKVKFfr168fYsWM1tvYXRO/evZk1axZTp06VzRyvoqWlRd26dalbty7+/v6sXr2a7777jqCgICwtLT/p3DkxNDTU2NKbmpqKkZFRgdMzNTVVe49zYmNjA8ClS5c0Pmy5dOkS9vb2hU4/v7LfH5ryePny5Xylk5/7OzsdHR2mTZuGp6cnvr6+aueFgpWNJtnT0dTF/9KlS1Ic1YSLV65coX79+sCHh025lbeOjg46Onn/qdXT09M4dl/4vLKysvDz82PLli0kJCQU+nvjf//7H02aNKF27dpERUWpDa0QBEEQhM+pUH9lbt68yY0bN7h58yY3b97k9u3bvHz5ksTExHx3kxQEoXAiIiJo3LgxZ86cITk5WdqGDx+ea6VZX1+foUOHMnLkyDxbFbW1tXn37l2+JxGbMGECKSkpn9TNFD5UykNCQli8eHGuy8apqCplOY2D/xxsbW05deqUWvipU6ekytyX0qJFC0qWLElYWJjavri4OK5evYq7u/sXzUNeevbsyd69ezl9+rTavoyMjE9+b7p27YqDgwOTJ0+WhX+usqlZsyZ2dnaEh4eTmZkp23fmzBn27t0rpaM654wZMz7hioS/ko+PD6tXr2bt2rUYGBjw4MEDHjx4wKtXr6Q4Dx48IDk5mWvXrgFw7tw5kpOTefLkCfChwu7i4kLFihWZNWsWjx49ktIRBEEQhC+hUJX2AwcOYGpqSqVKlahUqRLm5uYolUrevn3LqlWrPnceBUH4/zIyMvjxxx9xd3enWrVqsq1v374cO3aMCxcu5Hj8gAEDSElJYdOmTbLwx48f8+DBA3777Td+/vln5s6dS5MmTaQly/JStmxZhg8fzrx58z7p+gDatGlDvXr1WLp0qSy8S5cuhIeHc+zYMW7fvk1CQgI+Pj7Y2Nh80YeFgwYNIiUlhSFDhnD27FmuXLnC7NmzWbduHSNGjChweqmpqdIPfNWWU8W2ePHiLF26lG3bttG/f3/Onj3LrVu3iIiIwNPTky5dutCtW7dPvcQ8qe6P7Nvr168BpIm8mjVrxsKFCzlz5gw3btxgw4YN1K9fn6tXr37y+UNDQ4mMjJSVU2HK5ubNm7IHXcnJybx8+ZKIiAguXrxI586dOX78OHfu3CE2NpZ27drRoEEDaQkwfX19VqxYwU8//USbNm345ZdfuHHjBmfPnuWHH34AEMu5/c0tXryYtLQ0XFxcMDMzk7aYmBgpzpIlS6hVq5bUa6lx48bUqlWLuLg4APbs2cO1a9fYt28fFSpUkKUjCIIgCF9CoSrtffr00dhd9NmzZ7muqSsIwqeJi4vj8ePHdOrUSW1f1apVqVq1aq6t7SVLluT7779n0qRJslbF5s2bY2ZmhoWFBf3796d169ayH7H5MXLkSNkEZZ9ixowZUqVQxc3Nje3bt0szg3t4eGBnZ8fu3bvz1f24sCpXrszBgwe5fPkyzZs3p169emzYsIHY2Fi19dbzo0+fPrIf+WZmZjnOkA4fHlbEx8dz584dGjVqhK2tLeHh4QQFBbF+/fp8rUP+qVT3R/ZNNcGdnp4ee/bsYfTo0SxdupT69etTt25d5s2bx5AhQz5pVm6Vpk2b0rRpU9l4cSh42QwfPpxatWrJttOnT+Pk5ERSUhLa2tq0atUKKysrAgIC8PDwYM+ePbJu6506dSIxMZFixYrx/fffY2trS9OmTdm/fz/r16+nbdu2n3y9wpeTlZWlcfP09JTiTJo0Kdc4np6eOaYjCIIgCF+CIqsQf2W0tLR4+PChbG1i+NCVsEmTJlIXMkEQBEEQCi49PR0jIyPS0tLy3eNFEARBEIS/1pf6+12g5qlatWqhUChQKBQ0a9ZM1rr1/v17bt68WaiWJ0EQBEEQBEEQBEEQ1BWo0t6xY0cAkpOTcXNzk3WF1dXVxcLCgs6dO3/WDAqCIAiCIAiCIAjCf1WBKu0TJ04EwMLCgu7du+e5FJQgCIIgCIXn6HgbLS2Dvzob/2g3b1r81VkQBEEQhE9SqInoPDw8RIVdEARBEIR/hJCQEOrWrYuBgQFlypShY8eOXLlyRRbn9evX+Pj4YGJigr6+Pp07d+bhw4eyOL/++ivNmjXD2NiYEiVK4ObmxpkzZ/7MSxEEQRD+g/JdaS9ZsiR//PEHACVKlKBkyZI5boKQH56enigUCkJDQ2XhW7duVZv1+f3794SHh+Po6IhSqaREiRK0atWKI0eOyOJFR0dL8y5oaWlhZmZG9+7duXPnDrdu3ZL25bRFR0eTkJCAQqEgNTVVLc8WFhbMmTMHgB49eqjN4bBr1y4UCgWTJk2ShU+aNImKFSsC5JqPpKQk6XpDQ0Oxs7OjaNGilCxZknr16rFixQqAPK9j0qRJ+TpPbuWVnYuLCwqFQm0d9jlz5mBhYaHh3f0/2c9rZGREw4YN2b9/vyzO3bt38fLyoly5cujq6lKpUiWGDh3K48eP1fKhWn4L4I8//sDU1JTp06ernbdbt27Ur18fc3PzXMtKNSN0TvuzX3NWVhbLli2jXr166OvrY2xsTJ06dZgzZw4vX76U3uuaNWuq5Uf1fiQnJ8telylThmfPnsni1qxZU3YPfXzdANeuXaNPnz5UqFABPT09LC0tcXd358SJE2rnHjBgANra2sTGxqrtyym/Ocnv9ak+Rw4ODrx//14W19jYmOjoaOm16nP19u1bSpUqpfadoDJlyhTKli1LRkaG7N7NvmV/oKz6jlEoFBQpUgRLS0tGjx6ttjLBgQMHaNq0KSVLlqRYsWJYW1vj4eHB27dvZdeSmpoqS1PTZmZmhoODA/3791fL/+jRo7G0tFR7v4Uv78CBA/j4+JCUlMSePXvIyMigRYsWsmUEhw0bxvbt24mNjeXAgQPcu3ePb7/9Vtr//PlzWrZsScWKFTl27BiHDx/GwMAANzc3MjIy/orLEgRBEP4j8t09Pjw8HAMDA+n/f8YyQ8K/n1KpZMaMGQwYMIASJUpojJOVlUWPHj3Yu3cvM2fOpFmzZqSnp7Nw4UJcXFyIjY2V5lsAMDQ05MqVK2RlZXHz5k0GDx5M165dSUxM5P79+1K8WbNmsWvXLvbu3SuFGRkZcezYsXzlvUmTJowcOZJ3795JkzLGx8djbm5OQkKCLG58fDxNmjSRhe3duxcHBwdZmImJCQCTJ09m6dKlLFiwgDp16pCens6JEyd4+vQpgOw6YmJimDBhgqzVSF9fX3rIltt5ciuvj8tBqVQybtw4OnfuTJEiRfJVRipRUVG0bNmSP/74g6CgINq2bcv58+epXLkyN27coEGDBtjY2LBu3TosLS25cOECo0aN4ueffyYpKSnHh4GlSpVi2bJldO3alXbt2uHo6AhAbGwsO3bs4PTp05QsWVKqNCYmJtK5c2euXLkizehZtGhRtXxmZ2xsLP3/u+++Y/PmzYwbN44FCxZQunRpzpw5Iz28yH4f5tezZ8+YNWsWkydPzvcxJ06coFmzZlSrVo2lS5diZ2fHs2fP2LZtGyNGjODAgQNS3JcvX7J+/XpGjx5NZGQkXbt2LXAeP8WNGzdYtWpVvpYD1dXVpXfv3kRFRTF27FjZvqysLKKjo/n++++l+09172b38d+mli1bEhUVRUZGBidPnsTDwwOFQsGMGTMAuHjxIi1btsTPz4958+ZRtGhRrl69yqZNm9QeNgDMnTtX9lDBzMxMdt9oa2tz584dGjRoQOfOnXFzcwMgKSmJ8PBw9u7dK/0tFf48u3btkr2Ojo6mTJkynDx5ksaNG5OWlkZERARr166ladOmwIfvg6pVq5KUlET9+vW5fPkyT548ITg4GHNzc+DDsMHq1atz+/ZtrKys/vTrEgRBEP4b8l1p9/DwkP6ffT1TQfgUzZs359q1a4SEhPDDDz9ojLNhwwY2btxIXFwc7dq1k8KXLVvG48eP6du3L66urhQvXhz48KPd1NQU+PCD2tvbmyFDhvDixQspHD5UbHV0dGRhBdGkSROeP3/OiRMnqF+/PvChRW7s2LGMGDGC169fo1Qqef36NceOHVOrtJiYmOR47ri4OKnyrFKjRg3p/9mPMzIykl2ziqrSntt5IOfySk9Ply1V4e7uTlxcHMuXL2fw4MG5ls3HjI2NMTU1xdTUlMWLF1O+fHn27NnDgAED8PHxQVdXl927d0sV6IoVK1KrVi2qVKlCUFAQixcvzjHt9u3b07NnTzw8PDh27Bipqan4+PgQGhqKra2tLK6q8l+mTBlZZfzjfGqyYcMG1qxZw9atW+nQoYMUbmFhQfv27UlPTy9Qmaj4+fkxe/ZsfHx8KFOmTJ7xVetFW1tbc+jQIbS0/q/DVM2aNRk6dKgsfmxsLPb29owdO5Zy5cpx9+5dqcLxZ/Dz82PixIn07NlTtt55Try9vZk7dy6HDx/mm2++kcIPHDjAjRs38Pb2lsI03fcf09PTk+KYm5vTvHlz9uzZI1Xad+/ejampqez7p0qVKjmuhGJkZISRkZEs7OP7pnTp0gQFBeHt7c358+dRKpX06dMHPz8/nJ2d8ywD4ctLS0sD/u874eTJk2RkZNC8eXMpjp2dHRUrVuTo0aPUr18fW1tbTExMiIiIIDAwkPfv3xMREUHVqlXz7HEkCIIgCJ+iUGPatbW1+f3339XCHz9+jLa29idnSvjv0NbWZvr06cyfP5/ffvtNY5y1a9diY2Mjq7CrjBgxgsePH7Nnzx6Nx/7+++9s2bIFbW3tz35v2tjYUK5cOeLj44EPLaanTp2ia9euWFhYcPToUeBD6+6bN2/UWtpzY2pqyv79+3n06NFnzXNecisvQ0NDgoKCCA4OlnUpLShVxfzt27c8efKEX375hcGDB8tavOFDGfTq1YuYmBiysrJyTXPu3Lk8fvyYKVOmMHjwYKpVq4afn1+h86jJmjVrsLW1lVXYVVRd/wvD3d0dKysrgoOD8xU/OTmZCxcuMGLECFmFXeXjhxERERH07t0bIyMjWrVqJeuW/mfw9/fn3bt3zJ8/P1/xHR0dqVu3LpGRkbLwqKgonJycsLOzK3Rezp8/T2JiIrq6ulKYqakp9+/f5+DBg4VOV5OgoCBMTU0ZMmQI48aNQ6FQaBzGofLmzRvS09Nlm/BlZGZm4u/vT8OGDalWrRoADx48QFdXV+3zU7ZsWR48eACAgYEBCQkJrF69mqJFi6Kvr8+uXbv4+eefZUvgCoIgCMLnVqhKe04/oN+8eSP7MSQI+dGpUydq1qwprU7wsZSUFKpWrapxnyo8JSVFCktLS0NfX5/ixYtTtmxZ4uPj8fHxkVri86tChQro6+vLto/Hejdp0kTqCn/o0CFsbGwoXbo0jRs3lsITEhKwtLSkUqVKsmOdnJzU0leZPXs2jx49wtTUlOrVqzNw4EB+/vnnAuU/P+eBgpXX4MGDUSqVzJ49u1B5efnyJePGjUNbWxtnZ2euXr1KVlZWru/v06dP83x4YWhoSFRUFNOnT2f37t1ERUUVagiPu7t7ju/51atX1Vruc3Lu3Dm1dD4eoqCimtdh2bJlXL9+Pc+0r169CpCvyuvVq1dJSkqie/fuAFLX87wegnxOxYoVY+LEiYSEhEitm3nx9vYmNjaW58+fAx8eiG3cuBEvLy9ZPNW9m31r1aqVLM6OHTvQ19dHqVTi6OjI77//zqhRo6T9Xbt2xd3dHWdnZ8zMzOjUqRMLFiz45Eqzjo4Oq1atIjY2lvnz57Nq1apcJ3ANCQmRWvGNjIz+1N4Q/zU+Pj6cP39ebY6OvLx69Qpvb28aNmxIUlISR44coVq1arRp04ZXr159odwKgiAIQgGXfJs3bx7w4UfmihUrZD/+379/z8GDBz+pFUT475oxYwZNmzZl5MiRGvcXpJJhYGDAqVOnyMjI4Oeff2bNmjVMmzatwHk6dOiQ2thTFxcXtdf+/v5kZGSQkJAg7Xd2dmbp0qXAh0q7plb2mJiYHCur9vb2nD9/npMnT3LkyBEOHjxIu3bt8PT0lCajy6/czgMFKy89PT2Cg4Px8/Nj0KBB+c6Du7s72travHr1itKlSxMREUH16tWlcfOfoxLZtGlT6tevT82aNdUekORXeHi4rHssQLly5QqcR1tbW+Li4mRh//vf/9TuHxU3Nze++eYbxo8fz9q1a3NNuyD5iIyMxM3NjVKlSgHQunVrvL292b9/P82aNct3Op/K29ubsLAwZsyYkWtrs4q7uzvDhg1jw4YNeHl5ERMTg5aWlvTwQUV172b3cY+NJk2asHjxYl68eEF4eDg6Ojp07txZ2q+trU1UVBRTp05l//79HDt2jOnTpzNjxgyOHz+OmZlZoa/b3t6ezp07k5qaSp06dXKNGxAQwPDhw6XX6enpouL+Bfj6+rJjxw4OHjxIhQoVpHBTU1Pevn1LamqqrLX94cOH0tCHtWvXcuvWLY4ePSr1clm7di0lSpRg27Zt9OjR40+9FkEQBOG/o0CV9vDwcODDj8YlS5bIus/q6upiYWHBkiVLPm8Ohf+Exo0b4+bmRkBAgNqcCTY2Nly6dEnjcapwGxsbKUxLS0uaEKhq1apcv36dQYMG8eOPPxYoT5aWlmpdJT/uAtmkSRNevHjBr7/+Snx8vNSC5+zsjJeXF0+ePOHYsWMMGDBALX1zc/NcJy7S0tKibt261K1bF39/f1avXs13331HUFAQlpaW+b6O/JynIOXVu3dvZs2axdSpU/M9jlNVGTYyMqJ06dJSuJWVFQqFgkuXLtGpUye14y5dukSJEiVkx+RGR0fnk7qpmpqa5lhWNjY2XL58OV/p6OrqqqWTV75CQ0Np0KCBrBU4p3wAXL58mVq1auUY7/3796xcuZIHDx7Izv3+/XsiIyMLXWk3NDTU2GKuWm1B0zABHR0dpk2bhqenJ76+vvk6R5cuXYiKisLLy4uoqCi6deum1ksk+72bk+LFi0txIiMjqVGjBhEREbKx8QDly5fnu+++47vvvmPKlCnY2NiwZMmSAk0QqEl+70k9Pb18jfkXCicrKws/Pz+2bNki9X7Krnbt2hQpUoR9+/ZJD3WuXLkiTSoIH3oKaWlpyXrxqF5nZmb+eRcjCIIg/OcUqHv8zZs3uXnzJs7Ozpw5c0Z6ffPmTa5cucIvv/xCvXr1vlRehX+50NBQtm/fLo0FV+nRowdXr15l+/btaseEhYVhYmKCq6trjumOHTuWmJgYtRa5z6FKlSqYm5sTFxdHcnKyNMlU+fLlKV++PGFhYbx9+7ZA49lzYm9vD/BJ48nzI6/y0tLSIiQkhMWLF3Pr1q18pamqDH9c+Va9d4sWLVLrXvrgwQPWrFlD9+7d/xarVfTs2ZOUlBS2bdumti8rKyvfXb9z8vXXX/Ptt9+qzZr+sZo1a2Jvb09YWJjGioKq8rxz506ePXvG6dOnSU5OlrZ169axefNmjUsa5oetrS2//fab2vrVp06dQqlUSksbfqxr1644ODjkuxLs7e3N4cOH2bFjB4mJiWqV7MLQ0tIiMDCQcePG5dqduUSJEpiZmX3xz5rw5/Hx8WH16tWsXbsWAwMDHjx4wIMHD6T7wMjICG9vb4YPH058fDwnT56kT58+NGjQQJpo1NXVladPn+Lj48OlS5e4cOECffr0QUdH57N8xwuCIAhCTgo1pj0+Pl62PNf79+9JTk6WlqMShMJwdHSkV69e0jAMlR49etCpUyc8PDyIiIjg1q1bnD17lgEDBhAXF8eKFStyHa9ubm5Op06dmDBhwhfJd5MmTVi0aBFWVlaULVtWCnd2dmb+/PnShHUfe/z4sfTDUbWp1o/u0qUL4eHhHDt2jNu3b5OQkICPjw82NjYFHoKS23k0yU95tWnThnr16klDAD7FggULePPmDW5ubhw8eJC7d++ya9cuXF1dKV++vFpX/UePHskqocnJyWoVyMJKTU1VKytVxa1bt250794dd3d3pk+fzokTJ7h9+zY7duygefPm0oSEn2LatGns379fbRmz7BQKBVFRUaSkpNCoUSN27tzJjRs3OHv2LNOmTZMmyouIiKBNmzbUqFGDatWqSVu3bt0wNjZmzZo1UpqvXr1SK9Ocxte7ublha2uLu7s7iYmJ3Lhxg40bNzJu3DiGDh2a64SPoaGhREZG5qsy3LhxY6ysrPj++++xs7PDyclJLU5WVpba+/XgwYNcWz27du2KtrY2CxcuBGDp0qUMGjSI3bt3c/36dS5cuMCYMWO4cOGCxskvhX+mxYsXk5aWhouLC2ZmZtIWExMjxQkPD6dt27Z07tyZxo0bY2pqyubNm6X9dnZ2bN++nbNnz9KgQQMaNWrEvXv32LVr1ycNoxAEQRCEvBSq0u7v709ERATwocLeuHFjvvrqK43rUwtCQQQHB6v94FYoFGzYsIHAwEDCw8OxtbWlUaNGUmU2P2tjDxs2jJ9++onjx49/9jw3adKEZ8+eqY1XdnZ25tmzZzm2wDRv3lz249HMzIytW7cCHypG27dvp127dtjY2ODh4YGdnR27d+8ucPfv3M6Tk/yU14wZM3Kt/OeXtbU1J06coHLlynTr1o0qVarQv39/mjRpwtGjR9XWaF+7di21atWSbcuXL//kfAD06dNHraxUs54rFArWrl3L7Nmz2bp1K87OzlSvXp1JkybRoUMHaT3uT2FjY4OXl1ee5fr1119z4sQJrKys6NevH1WrVqV9+/ZcuHCBOXPm8PDhQ3766SfZ2G0VLS0tOnXqJH2Hw4eJHD8uU01DOuBDd+/du3dTsWJF3N3dqVatGhMnTmTo0KFMmTIl13w3bdqUpk2b8u7duzzLQqFQ4OXlxdOnT9UmoFNJT09Xe7/MzMw0rm6SPf++vr788MMPvHjxgq+//prnz58zcOBAHBwccHZ2JikpSXqPhX+HrKwsjVv24VhKpZKFCxfy5MkTXrx4webNm9WWFHR1deXw4cOkpqby5MkT9u3bJ7XEC4IgCMKXosgqxAxQ5cuXZ9u2bdSpU4etW7fi4+NDfHw8P/74I/v37+fIkSNfIq+CIAiC8J+Qnp6OkZERaWlpGBoa/tXZEQRBEAQhH77U3+9CtbQ/fvxYevq8c+dOunbtKrUQnTt37rNlThAEQRAEQRAEQRD+ywpVaS9btiwXL17k/fv30thT+DCzam7jGQVBEARBEARBEARByL9CrY3Up08funXrhpmZGQqFQlrX+NixY2KddkEQBEH4TBwdb6OlZfBXZ+Mf6+ZNC0JCQti8eTOXL1+maNGiODk5MWPGDGxtbaV4r1+/ZsSIEaxfv16aGHPRokWyyUVVHj9+TI0aNfjf//7H06dP1ZYGFQRBEITPrVAt7ZMmTWLFihX079+fI0eOSGvLamtr57lckSAIgiAIwp/lwIED+Pj4kJSUxJ49e8jIyKBFixayVQyGDRvG9u3biY2N5cCBA9y7d49vv/1WY3re3t5Ur179z8q+IAiCIBSu0g4flqQaNmwYFSpUkMI8PDyk5YYE4d/M09NT46z1CQkJKBQK2RrY79+/Jzw8HEdHR5RKJSVKlKBVq1ZqEzZGR0ejUCho2bKlLDw1NRWFQqG2MkN8fDxt27aldOnSKJVKqlSpQvfu3Tl48GCuebewsGDOnDnS66ysLEaOHImhoaF0jrt37+Ll5UW5cuXQ1dWlUqVKDB06lMePH8vScnFxQaFQsH79eln4nDlzsLCwkIW9ffuWmTNn8tVXX1G8eHGMjIyoUaMG48aN4969eznmV1Wmqq1s2bJ07tyZGzduyOIlJibSunVrSpQogVKpxNHRkdmzZ/P+/XtZPIVCIZs9/8CBAxQpUoTDhw/L4r148YLKlSvTpUsX2fk1bdHR0Wr5zL49ePBASjc9PZ2goCDs7OxQKpWYmprSvHlzNm/ejGpeUBcXF/z9/dXKIjo6WtaqV5B75uPrhg/3UOvWrTExMaFYsWLY29szYsQI/ve//+X0dmhMB9Q/E/m9N7JfU1hYGCVKlNA4e/7Lly8xNDSUloS0sLDQWNahoaEA3Lp1SxZesmRJnJ2dOXTokFq6AQEBVKlSBaVSSenSpXF2dmbbtm2ya/H391dLU9M2ZcoUihcvzrVr12TnuXfvHiVKlGDBggU5lq3wZezatQtPT08cHByoUaMG0dHR3Llzh5MnTwKQlpZGREQEs2fPpmnTptSuXZuoqCgSExNJSkqSpbV48WJSU1MZOXLkX3EpgiAIwn9UoSvt+/btIzAwkL59++Ll5SXbBEH4ICsrix49ehAcHMzQoUO5dOkSCQkJmJub4+Liolb50dHRYe/evXmu+b1o0SKaNWuGiYkJMTExXLlyhS1btuDk5MSwYcPynb/379/j7e3NqlWriI+Px8XFhRs3blCnTh2uXr3KunXruHbtGkuWLGHfvn00aNCAJ0+eyNJQKpWMGzeOjIyMHM/z5s0bXF1dmT59Op6enhw8eJBz584xb948/vjjD2lZtdxcuXKFe/fuERsbK62hraqQb9myBWdnZypUqEB8fDyXL19m6NChTJ06lR49epDbIhnOzs74+fnh6ekpa3kbPXo0RYsWZeXKldy/f1/aRowYgYODgyyse/fusnxm33f//n3KlCkDfKhMOzk5sWrVKgICAjh16hQHDx6ke/fujB49mrS0tDzL4WP5vWc+tnTpUpo3b46pqSmbNm3i4sWLLFmyhLS0NMLCwgqcD03yc29k991330lLbX1s48aNvH37lt69e0thwcHBamXt5+cnO27v3r3cv3+fgwcPUq5cOdq2bcvDhw+l/QMHDmTz5s3Mnz+fy5cvs2vXLrp06aL2gArA3Nw8z3th5MiRuLm54enpKVu+sl+/ftSuXRsfH598lYXw5ag+Z6rlJE+ePElGRoY01A8+rMlesWJFjh49KoVdvHiR4OBgVq1ahZZWoX8+CYIgCEKBFWpM++TJkwkODqZOnTrSuHZBENRt2LCBjRs3EhcXR7t27aTwZcuW8fjxY/r27YurqyvFixcHoHjx4nTr1o2xY8dy7NgxjWneuXMHf39//P39mT17tmxf9erVGTJkSL7y9ubNG9zd3Tlx4gSHDh2Sxnf6+Pigq6vL7t27KVq0KAAVK1akVq1aVKlShaCgIBYvXiyl4+7uTlxcHMuXL2fw4MEazxUeHs7hw4c5ceIEtWrVksIrVqyIs7NzrpVqlTJlymBsbIyZmRkTJkygV69eXLt2jQoVKtCvXz/at2/PsmXLpPh9+/albNmytG/fng0bNsgq1h+bPn06u3btYsyYMSxYsID4+HhWrFhBYmIixYsXl94fAH19fXR0dNTWb/44n5oEBgZy69YtUlJSKFeunBRuY2ODu7s7SqUyz3L4WH7umY/99ttvDBkyhCFDhhAeHi6FW1hY0LhxY1lPkU+Rn3sjuzJlytCuXTsiIyPp2bOnbF9kZCQdO3aUKloABgYGOb4PKiYmJpiammJqakpgYCDr16/n2LFjtG/fHoC4uDjmzp1L69atgQ9lULt2bY1paWtry86X072wdOlSHBwcmD17NiNHjiQ6OpojR45w7ty5HP9evnnzhjdv3kiv09PTc70uoXAyMzPx9/enYcOGVKtWDYAHDx6gq6ur9rktW7as1EtG9X05c+ZMKlasqNbTRxAEQRC+pEI9Kl6yZAnR0dEcO3aMrVu3smXLFtkmCMIHa9euxcbGRlZhVxkxYgSPHz9mz549svBJkyZx7tw5Nm7cqDHNTZs2kZGRwejRozXuz89DtOfPn9OmTRsuXrzIkSNHpAr7kydP+OWXXxg8eLBUYVcxNTWlV69exMTEyCrZhoaGBAUFERwcLGupzm7dunW4urrKKuwFzXN2qry9ffuW3bt38/jxY43dVdu1a4eNjQ3r1q3LNT2lUsmqVatYtmwZ27Ztw8vLi8DAwBwrb4WRmZnJ+vXr6dWrl6zCrqKqABZGXvfMx2JjY3n79m2O99DnmlgrP/fGx7y9vdm/fz+3b9+Wwm7cuMHBgwfx9vYudF5evXrFqlWrANDV1ZXCTU1N2blzJ8+ePSt02h8rXbo0y5YtY/z48ezZs4dhw4Yxd+5czM3NczwmJCQEIyMjacstrlB4Pj4+nD9/Xm3YRl4CAgKoWrWqrKeHIAiCIPxZClVpf/v2LU5OTp87L4Lwj7Jjxw709fVlW6tWrWRxUlJSqFq1qsbjVeEpKSmy8HLlyjF06FCCgoJ49+6d2nEpKSkYGhrKWvc2bdoky8e5c+dyzfuUKVNITk7m0KFDssrB1atXycrKyjXPT58+5dGjR7LwwYMHo1Qq1Vr+s+c5+0zNAJ06dZLyW5Dvk/v37zNr1izKly+Pra2tVH455dnOzk6tjDWpU6cOAQEBfPvtt5iYmBAUFJTvPGVXoUIF2Xvh4OAAwB9//MHTp0/zvcLGokWL1O6vgQMHaoyb1z3zsatXr2JoaIiZmVn+L6yQ8ro3Pubm5ka5cuWIioqSwqKjozE3N6dZs2ayuGPGjFEro4/HrDs5OaGvr0/x4sWZNWsWtWvXlqWzbNkyEhMTMTExoW7dugwbNkxtvonC6NixI926daNly5Y4Ozvj4eGRa/yAgADS0tKk7e7du5+cB0HO19eXHTt2EB8fL5uPx9TUlLdv36r1MHn48KH0Pbt//35iY2PR0dFBR0dHuodKlSrFxIkT/7RrEARBEP6bClVp79u3L2vXrv3ceRGEf5QmTZqQnJws21asWKEWLz9dvz82ZswYHj16RGRkpMb9H7dMu7m5kZyczE8//cSLFy/UJl/7mGrm5OnTp2vcX9A86+npERwczKxZs/jjjz/ydcyiRYtITk7Gy8uLly9f5hm/QoUKFC9enHLlyvHixQs2bdokazEtTDl/bPz48WRmZjJ27NhCt3ofOnRIdk/s3LmzUPnr1auX2v0VHBycY/y87pnssrKy/rRhTQW9N7S1tfHw8CA6OpqsrCwyMzNZuXIlffr0URtHPGrUKLUyqlOnjixOTEwMp0+fZtOmTVhZWREdHU2RIkWk/Y0bN+bGjRvs27ePLl26cOHCBRo1asSUKVM++dpV99O4cePyjKunp4ehoaFsEz6PrKwsfH192bJlC/v378fS0lK2v3bt2hQpUoR9+/ZJYVeuXOHOnTs0aNAA+PBg9MyZM2rf9YcOHRLzFAiCIAhfXKF+lb5+/Zply5axd+9eqlevLvsBBOS7RUUQ/smKFy+OlZWVLOy3336TvbaxseHSpUsaj1eF29jYqO0zNjYmICCAyZMn07ZtW9k+a2tr0tLSePDggdQKpK+vj5WVVb4rms2aNcPPz48OHTqQmZnJ3LlzAbCyskKhUHDp0iU6deqkMc8lSpSgdOnSavt69+7NrFmzmDp1qtrM8dbW1ly5ckUWpmrlzT5GOTeHDh3C0NCQMmXKYGDwf+tWq8rv0qVLGlvsL126hL29fb7OoSq/wlbYASwtLTV2Ly9dujTGxsZcvnw5X+kYGRmp3V+qCe00ye2e+ZiNjQ1paWncv3+/wK3tBgYGGifMS01NxcjISOMxud0bmnh5eRESEsL+/fvJzMzk7t279OnTRy1eqVKl1MroY+bm5lhbW2Ntbc27d+/o1KkT58+fl5YqBShSpAiNGjWiUaNGjBkzhqlTpxIcHMyYMWNkD4YK6nPcT8Kn8/HxYe3atWzbtg0DAwNpnLqRkRFFixbFyMgIb29vhg8fTsmSJTE0NMTPz48GDRpQv359AKpUqSJLU/UAqmrVqmKddkEQBOGLK1RL+9mzZ6lZsyZaWlqcP3+e06dPyzZBED7o0aMHV69eZfv27Wr7wsLCMDExwdXVVeOxfn5+aGlpSRVqlS5dulCkSBFmzJjxSXlr0aIF27dvZ/ny5dLkdar8LFq0iFevXsniP3jwgDVr1tC9e3eNrbRaWlqEhISwePFibt26Jdvn7u7Onj17Pun7wdLSkipVqsgq7KrrKFmypMYZz+Pi4rh69Sru7u6FPu/noqWlRY8ePVizZo3GJe6eP3+er67tucnpnvlYly5d0NXV5YcfftC4P7eJ6GxtbaWlslTev3/PmTNnND6AgtzvDU2qVKmCs7MzkZGRREVF0bx5cypVqpTncXnp0qULOjo6LFq0KNd49vb2vHv3TuPSc8I/z+LFi0lLS8PFxQUzMzNpi4mJkeKEh4fTtm1bOnfuTOPGjTE1NdW4ioEgCIIg/BUK9fi/oEsLCcJ/VY8ePYiNjcXDw4OZM2fSrFkz0tPTWbhwIXFxccTGxspmJs9OqVQyefJkta6XFStWJCwsjKFDh/LkyRM8PT2xtLTkyZMnrF69GvjQxTg/mjdvzo4dO2jXrh2ZmZksWLCABQsW4OTkhJubG1OnTsXS0pILFy4watQoypcvz7Rp03JMr02bNtSrV4+lS5dStmxZKXzYsGH89NNPNGvWjIkTJ9KoUSNKlChBSkoKP//8c77zq0nx4sVZunQpPXr0oH///vj6+mJoaMi+ffsYNWoUXbp0oVu3brJjbt68SXJysizM2to6x/eiIH7//Xe1yp6JiQlFihRh2rRpJCQkUK9ePaZNm0adOnUoUqQIhw4dIiQkhF9//fWTWu1yumc+Zm5uTnh4OL6+vqSnp/P9999jYWHBb7/9xqpVq9DX189x2bfhw4fj7e2NnZ0drq6uvHjxgvnz5/P06VP69u2b4zlzujdy4u3tTb9+/YAPY9o1efbsmdRqqlKsWLEcu5YrFAqGDBnCpEmTGDBgAMWKFcPFxQV3d3fq1KmDiYkJFy9eJDAwkCZNmogu6v8S+RmaolQqWbhwIQsXLsxXmi4uLp9lSI4gCIIg5EeBKu3ffvttnnEUCgWbNm0qdIYE4d9EoVCwYcMG5syZQ3h4uDQpV4MGDUhISKBhw4a5Hu/h4UFYWBgXL16Uhfv5+VG1alVmz55Nly5dSE9Px8TEhAYNGrBr1y4cHR3zncemTZvy008/0bZtW7KysliwYAEnTpxg4sSJdOvWjSdPnmBqakrHjh2ZOHFint3ZZ8yYodZNXalUsm/fPubMmUNUVBQBAQFkZmZiaWlJq1atCrS2vCZdunQhPj6eadOm0ahRI16/fo21tTVBQUH4+/ur9QwYPny4WhqHDh3im2+++aR8AGoT7gEcPXqU+vXrU7JkSZKSkggNDWXq1Kncvn2bEiVK4OjoyMyZM3PsXl4QOd0zHxs8eDA2NjbMmjWLTp068erVKywsLGjbtq3G8lFxd3cnKyuL2bNnM3bsWIoVK0bt2rU5ePBgnpVxTfdGTjp37oyvry/a2tp07NhRY5wJEyYwYcIEWdiAAQNYsmRJjul6eHgQFBTEggULGD16NG5ubqxcuZLAwEBevnwpreX+cbp/lXPnKomHB4IgCILwH6fIKsCjYk1jCjXJPuuvIAiCIAgFk56ejpGREWlpaaLSLgiCIAj/EF/q73eBWtpFZVwQBEEQBEEQBEEQ/jxiSltBEARB+JtydLyNlpZB3hEFjW7etPirsyAIgiAIn6xQs8cLgiAIgiD8E4SEhFC3bl0MDAwoU6YMHTt2VFuC8vXr1/j4+GBiYoK+vj6dO3fm4cOHGtN7/PgxFSpUQKFQ5LrSgiAIgiB8LqLSLgiCIAjCv9aBAwfw8fEhKSmJPXv2kJGRQYsWLXjx4oUUZ9iwYWzfvp3Y2FgOHDjAvXv3cpx819vbm+rVq/9Z2RcEQRAEUWkXBEHIjaenJwqFQtpMTExo2bIlZ8+elcXLHif7tn79egASEhJkLXMfv87OwsKCOXPmqIWHhISgra3NzJkz1fZFR0ejUCho2bKlLDw1NRWFQkFCQoIsPD4+nrZt21K6dGmUSiVVqlShe/fuHDx4MNfyUCgUbN26VS3c09NTNsu7i4uL7PpV5syZg4WFhSzfqmXuwsLCKFGihMb10V++fImhoSHz5s0DPpSRpvIODQ0F4NatW7LwkiVL4uzszKFDh9TSDQgIoEqVKiiVSkqXLo2zszPbtm2TXYu/v79ampq2KVOmULx4ca5duyY7z7179yhRogQLFizItXyFz2/Xrl14enri4OBAjRo1iI6O5s6dO5w8eRKAtLQ0IiIimD17Nk2bNqV27dpERUWRmJhIUlKSLK3FixeTmprKyJEj/4pLEQRBEP6jRKVdEAQhDy1btuT+/fvcv3+fffv2oaOjQ9u2bdXiRUVFSfFUW07LlRVGZGQko0ePJjIyUuN+HR0d9u7dS3x8fK7pLFq0iGbNmmFiYkJMTAxXrlxhy5YtODk5ffLye9kplUrGjRtHRkZGvuJ/9913vHjxgs2bN6vt27hxI2/fvqV3795SWHBwsFp5+/n5yY7bu3cv9+/f5+DBg9Jybtm7PQ8cOJDNmzczf/58Ll++zK5du+jSpQuPHz9Wy4O5ubnsXCNGjMDBwUEWNnLkSNzc3PD09CQzM1M6tl+/ftSuXRsfH598lYXw5aSlpQFIy1eePHmSjIwMmjdvLsWxs7OjYsWKHD16VAq7ePEiwcHBrFq1Ci0t8fNJEARB+POIvzqCIAh50NPTw9TUFFNTU2rWrMnYsWO5e/cujx49ksUzNjaW4qk2pVL5WfJw4MABXr16RXBwMOnp6SQmJqrFKV68OF5eXowdOzbHdO7cuYO/vz/+/v6sXLmSpk2bUqlSJapXr87QoUM5ceLEZ8kvfFjTPTU1leXLl+crfpkyZWjXrp3GhxKRkZF07NhRqmgBGBgYqJV38eLFZceZmJhgampKtWrVCAwMJD09nWPHjkn74+LiCAwMpHXr1lhYWFC7dm38/Pzw8vJSy4O2trbsXPr6+ujo6MjCihYtytKlS0lJSWH27NnAh94ER44cISoqCoVCofHa37x5Q3p6umwTPr/MzEz8/f1p2LAh1apVA+DBgwfo6upKPT5UypYty4MHD4AP74+7uzszZ86kYsWKf3a2BUEQhP84UWkXBEEogOfPn7N69WqsrKwwMTH5084bERGBu7s7RYoUwd3dnYiICI3xJk2axLlz59i4caPG/Zs2bSIjI4PRo0dr3J9TpbIwDA0NCQoKIjg4WDZ+ODfe3t7s37+f27dvS2E3btzg4MGDeHt7Fzovr169YtWqVQDo6upK4aampuzcuZNnz54VOu2PlS5dmmXLljF+/Hj27NnDsGHDmDt3Lubm5jkeExISgpGRkbTlFlcoPB8fH86fP682bCMvAQEBVK1aVdbTQxAEQRD+LKLSLgiCkIcdO3agr6+Pvr4+BgYGxMXFERMTo9ZF1t3dXYqn2u7cuZNr2hUqVMjzmPT0dDZu3ChVGHr37s2GDRt4/vy5WnrlypVj6NChBAUF8e7dO7X9KSkpGBoaYmpqKoVt2rRJdv5z587lu2zyMnjwYJRKpdTqnBc3NzfKlStHVFSUFBYdHY25uTnNmjWTxR0zZoxa2X08Zt3JyQl9fX2KFy/OrFmzqF27tiydZcuWkZiYiImJCXXr1mXYsGEcOXLkE674g44dO9KtWzdatmyJs7MzHh4eucYPCAggLS1N2u7evfvJeRDkfH192bFjB/Hx8VSoUEEKNzU15e3bt2rzSzx8+FD6nOzfv5/Y2Fh0dHTQ0dGR7qFSpUoxceLEP+0aBEEQhP8mUWkXBEHIQ5MmTUhOTiY5OZnjx4/j5uZGq1atZK3BAOHh4VI81VauXLlc0z506FCex6xbt44qVapQo0YNAGrWrEmlSpWIiYnRmOaYMWN49OhRjmPfP25Nd3NzIzk5mZ9++okXL17w/v37XPNcEHp6egQHBzNr1iz++OOPPONra2vj4eFBdHQ0WVlZZGZmsnLlSvr06aP2kGTUqFFqZVenTh1ZnJiYGE6fPs2mTZuwsrIiOjqaIkWKSPsbN27MjRs32LdvH126dOHChQs0atSIKVOmfPK1jx8/nszMTMaNG5dnXD09PQwNDWWb8HlkZWXh6+vLli1b2L9/P5aWlrL9tWvXpkiRIuzbt08Ku3LlCnfu3KFBgwbAhwdbZ86cke6zFStWAB8+v2KeAkEQBOFL0/mrMyAIgvB3V7x4caysrKTXK1aswMjIiOXLlzN16lQp3NTUVBYvPywtLdXG0uroyL+aIyIiuHDhgiw8MzOTyMhIjV3GjY2NCQgIYPLkyWoT5llbW5OWlsaDBw+kVkR9fX2srKzUzquJgYGBNJFXdqmpqRgZGWk8pnfv3syaNYupU6fKZo7PiZeXFyEhIezfv5/MzEzu3r1Lnz591OKVKlUqz/I2NzfH2toaa2tr3r17R6dOnTh//jx6enpSnCJFitCoUSMaNWrEmDFjmDp1KsHBwYwZM0bWlb6gVOWZn3IVvhwfHx/Wrl3Ltm3bMDAwkMapGxkZUbRoUYyMjPD29mb48OGULFkSQ0ND/Pz8aNCgAfXr1wegSpUqsjRVD6CqVq2q9vkVBEEQhM9NtLQLgiAUkEKhQEtLi1evXn3xc507d44TJ06QkJAga1FOSEjg6NGjXL58WeNxfn5+aGlpMXfuXFl4ly5dKFKkCDNmzChUfmxtbaWlslTev3/PmTNnsLGx0XiMlpYWISEhLF68mFu3buV5jipVquDs7ExkZCRRUVE0b96cSpUqFSq/2XXp0gUdHR0WLVqUazx7e3vevXuncek54Z9n8eLFpKWl4eLigpmZmbRl76kSHh5O27Zt6dy5M40bN8bU1FTjKgaCIAiC8FcQj/8FQRDy8ObNG6l17unTpyxYsIDnz5/Trl07WbzU1FQpnoqBgYHajOYFERERwddff03jxo3V9tWtW5eIiAiN67YrlUomT56s1nW3YsWKhIWFMXToUJ48eYKnpyeWlpY8efKE1atXAx+6qOdk+PDheHt7Y2dnh6urKy9evGD+/Pk8ffqUvn375nhcmzZtqFevHkuXLqVs2bJ5Xre3tzf9+vUDPoxp1+TZs2dq5V2sWLEcu5YrFAqGDBnCpEmTGDBgAMWKFcPFxQV3d3fq1KmDiYkJFy9eJDAwkCZNmogu6v8SWVlZecZRKpUsXLiQhQsX5itNFxeXfKUrCIIgCJ+DqLQLgiDkYdeuXZiZmQEfKuF2dnbExsbi4uIii6epC3dISEiuS7Dl5u3bt6xevZoxY8Zo3N+5c2fCwsKYPn26xv0eHh6EhYVx8eJFWbifnx9Vq1Zl9uzZdOnShfT0dExMTGjQoAG7du3C0dExxzy5u7uTlZXF7NmzGTt2LMWKFaN27docPHgwz8r4jBkzcHJyyuOq/+/afH190dbWznGt+wkTJjBhwgRZ2IABA1iyZEmO6Xp4eBAUFMSCBQsYPXo0bm5urFy5ksDAQF6+fCmt5f5xun+Vc+cqiYcHgiAIgvAfp8gSj4oFQRAE4W8lPT0dIyMj0tLSRKVdEARBEP4hvtTfbzGmXRAEQRAEQRAEQRD+pkT3eEEQBEH4m3J0vI2WlsFfnY1/nJs3Lf7qLAiCIAjCZyNa2gVBEARB+NcJCQmhbt26GBgYUKZMGTp27MiVK1dkcV6/fo2Pjw8mJibo6+vTuXNnHj58KItz584d2rRpQ7FixShTpgyjRo3i3bt3f+alCIIgCP9xotL+D+Pp6alxUqaEhAQUCgWpqanAh9mWc1o7VqFQsHXrVrVwNzc3tLW1+fXXXzWmndPWpEkTAG7duoVCoSA5OVktbRcXF/z9/WVhFy5coFu3bpQuXRo9PT1sbGyYMGECL1++lMWzsLBAoVCQlJQkC/f391ebCCw9PZ3x48fj4OBA0aJFMTExoW7duvzwww88ffpUY3kATJo0iZo1a6qFf3xNqrJwcHDg/fv3srjGxsayWa4tLCyYM2cOb9++pVSpUoSGhmo895QpUyhbtiwZGRlER0drLGOlUinF9/T0lMKLFCmCpaUlo0ePVlue6sCBAzRt2pSSJUtSrFgxrK2t8fDw4O3bt7JrSU1NlaWpaTMzM8PBwYH+/fur5X/06NFYWlry7NmzHMt3x44dODs7Y2BgQLFixahbt67ajOCqsv546927d47p3rx5k549e1KuXDmUSiUVKlSgQ4cOasugxcfH07p1a0xMTChWrBj29vaMGDGC//3vf2plkf21pk01W/mkSZNQKBQMHDhQdq7k5GQUCoXa0mabNm3CxcUFIyMj9PX1qV69OsHBwTx58gQgX++9Jq9evaJv376ULl0afX19vv76axITE3M9RpX33DYgx/uiZcuWsvROnz5N165dKVu2LEqlEmtra/r160dKSgpQsO8GFxcXFAoF69evl8WbM2eO2hrvr169YuLEidjY2KCnp0epUqXo2rUrFy5cULteTZ9vlffv3xMeHo6joyNKpZISJUrQqlUrjhw5ohb37du3zJw5k6+++orixYtjZGREjRo1GDduHPfu3WPKlCmYmZlJ76vKmTNn0NPTY8eOHTnmQ/i8Dhw4gI+PD0lJSezZs4eMjAxatGjBixcvpDjDhg1j+/btxMbGcuDAAe7du8e3334r7X///j1t2rTh7du3JCYmsnLlSqKjo/82ExUKgiAI/w2i0i4AH1oSEhMT8fX1JTIyUrbPycmJ+/fvq21Lly5FoVAwePDgAp8vKSmJevXq8fbtW3766SdSUlKYNm0a0dHRuLq6ShVLFaVSmeMM2ipPnjyhfv36REVFMXLkSI4dO8apU6eYNm0ap0+fZu3atQXOZ05u3LjBqlWr8hVXV1eX3r17ExUVpbYvKyuL6Ohovv/+e4oUKQKAoaGhWlnfvn1bdlzLli25f/8+N27cIDw8nKVLlzJx4kRp/8WLF2nZsiV16tTh4MGDnDt3jvnz56Orq6v2sAFg7ty5svMBREVFSa/Pnj3LqlWriI6O5pdffpGOS0pKIjw8nOjoaAwMNHfhnT9/Ph06dKBhw4YcO3aMs2fP0qNHDwYOHMjIkSPV4u/du1eWl5yWYMrIyMDV1ZW0tDQ2b97MlStXiImJwdHRUap8AyxdupTmzZtjamrKpk2buHjxIkuWLCEtLY2wsDCNaatcuXJF7b0oU6aMtF+pVBIREcHVq1dzTScoKIju3btTt25dfv75Z86fP09YWBhnzpzhxx9/lOLl573/2MyZM9m4cSOrV6/m3LlzjB8/Hh2d3Ec+jRw5UnaOChUqEBwcrHYPwP/da9m3devWSft37NhB/fr1efPmDWvWrOHSpUusXr0aIyMjxo8fn2s+cqJUKhk3bhwZGRk5xnnz5g3NmzcnMjKSqVOnkpKSws6dO3n37h316tVTe8iXk6ysLHr06EFwcDBDhw7l0qVLJCQkYG5ujouLi+wB55s3b3B1dWX69Ol4enpKn6158+bxxx9/MH/+fAICAjA3N5cttZeRkYGHhwe9e/embdu2hSoToeB27dqFp6cnDg4O1KhRg+joaO7cucPJkycBSEtLIyIigtmzZ9O0aVNq165NVFQUiYmJ0v2ze/duLl68yOrVq6lZsyatWrViypQpLFy4UO3vlCAIgiB8KWJMuwB8qKC1bduWQYMGUb9+fWbPnk3RokWBD5VOU1NTWfxLly4xcuRIAgMD6dq1a4HOlZWVhbe3N1WrVmXz5s1oaX14dlSpUiVsbGyoVasW4eHhskp6//79WbJkCTt37qR169Ya0w0MDOTOnTukpKRQrlw5KbxSpUq0aNHis66p6+fnx8SJE+nZsyd6enp5xvf29mbu3LkcPnyYb775Rgo/cOAAN27cwNvbWwpTKBRq5f0xPT09KY65uTnNmzdnz549zJgxA/jwQ9PU1JQffvhBOqZKlSpqLaQqRkZGGBkZycKMjY1l+ShdujRBQUF4e3tz/vx5lEolffr0wc/PD2dnZ43p3r17lxEjRuDv7y9blmzEiBHo6uoyZMgQunbtSr169aR9JiYmeV4/fOipcf36dfbt20elSpWAD+91w4YNpTi//fYbQ4YMYciQIYSHh0vhFhYWNG7cWFa516RMmTI59lgBsLW1pUyZMgQFBbFhwwaNcY4fP8706dOZM2cOQ4cOleXB1dVVlof8vPcf09LSwt7eHjc3NwAsLS3zPEZfXx99fX3ptba2NgYGBhrPnf1e+9jLly/p06cPrVu3ZsuWLVK4paUl9erVy7N8c+Lu7k5cXBzLly/P8aHgnDlzOHr0KKdPn6ZGjRrAh/d/06ZN1KtXT7pPVb0GcrJhwwY2btxIXFwc7dq1k8KXLVvG48eP6du3L66urhQvXpzw8HAOHz7MiRMnqFWrlhS3YsWKODs7k5WVhUKhYNWqVdSqVYuNGzfSpUsXpk2bRmpqquweFP58aWlpAJQsWRKAkydPkpGRQfPmzaU4dnZ2VKxYkaNHj1K/fn2OHj2Ko6OjbDlDNzc3Bg0axIULF2T3gSAIgiB8KaKlXSArK4uoqCh69+6NnZ0dVlZWbNy4Mcf4qampdOjQARcXF6ZMmVLg8yUnJ3Px4kWGDx8uVdhVatSoQfPmzWUtefChEjBw4EACAgLIzMxUSzMzM5OYmBh69+4tq7Bnl9eP94Lw9/fn3bt3zJ8/P1/xHR0dqVu3rlovhqioKJycnLCzsyt0Xs6fP09iYiK6urpSmKmpKffv3+fgwYOFTleToKAgTE1NGTJkCOPGjUOhUOS4RjjAxo0bycjI0NiiPmDAAPT19dXe6/wqXbo0WlpabNy4UWPvAYDY2Fjevn3L6NGjNe7PrUKeX6GhoWzatIkTJ05o3L9mzRr09fVzrHx+ah7atWvHsWPHiIiI+KR0CuOXX37hjz/++Ozla2hoSFBQEMHBwbKuzNmtXbsWV1dXqcKuoqWlxbBhw7h48SJnzpzJ81xr167FxsZGVmFXGTFiBI8fP2bPnj0ArFu3DldX1xwraqrvGDs7O0JCQhg0aBC//PILISEhREVF5br0y5s3b0hPT5dtwueTmZmJv78/DRs2pFq1agA8ePAAXV1dtfu0bNmy0jCYBw8eyCrsqv2qfYIgCILwZxCV9n+gHTt2SC1lqq1Vq1aFTm/v3r28fPlSaqnr3bt3jhWAzMxMevbsiY6ODmvWrNFYEXZyclLL36FDh6T9qnGuVatW1XiOqlWrSnGyGzduHDdv3mTNmjVq+x49ekRqaiq2tray8Nq1a0t5cHd3z6EECq5YsWJMnDiRkJAQqfUmL97e3sTGxvL8+XMAnj17xsaNG/Hy8pLFS0tLy/P9Vd0DSqUSR0dHfv/9d0aNGiXt79q1K+7u7jg7O2NmZkanTp1YsGDBJ1cEdHR0WLVqFbGxscyfP59Vq1blOuY6JSUFIyMjzMzM1Pbp6upSuXJltff64/vn9OnTGtMuX7488+bNY8KECZQoUYKmTZsyZcoUbty4IcW5evUqhoaGGs+fHxUqVJDlxcHBQS3OV199Rbdu3XIcvnH16lUqV64sDX/ITX7e++wePnxIy5YtGTNmDDNmzGDu3LnSvsePH6NQKHJ8mJBfmr5vVA9qVMMC8vvQKa/vhuwGDx6MUqlk9uzZGvenpKTk+h2iipOXgqSTkpKi9h3TqVMn6VqcnJyk8KFDh1KtWjVat27NoEGDpLk/chISEiL1eDEyMsLc3DzPvAv55+Pjw/nz59XmShAEQRCEfwLRPf4fqEmTJixevFgWduzYsVwn7MpNZGQk3bt3l8bBuru7M2rUKK5fv06VKlVkcQMDAzl69CjHjx/PcQxzTEyM2o/gXr16qcUraHf10qVLM3LkSCZMmED37t3zdcyWLVt4+/YtY8aM4dWrVwU6X168vb0JCwtjxowZubY2q7i7uzNs2DA2bNiAl5cXMTExaGlpqV2LgYEBp06dkoWphiqoqO6BFy9eEB4ejo6ODp07d5b2a2trExUVxdSpU9m/fz/Hjh1j+vTpzJgxg+PHjxe6Egtgb29P586dSU1NpU6dOoVOJycf3z+5VV58fHz4/vvvSUhIICkpidjYWKZPn05cXByurq5Sd+XCOnTokOw+z6niPXXqVKpWrcru3btlY96hYPd5ft777MLCwqhYsSLTp09nwIABNGrUiEePHjF16lTOnTuHgYGBWkt0QWn6vlF1Ly7oZzi/3w3woVt+cHAwfn5+DBo0SGOczzXk5VPSWbRoES9evGDevHmyni0KhYKgoCASEhIYN25cnukEBAQwfPhw6XV6erqouH8mvr6+7Nixg4MHD1KhQgUp3NTUlLdv35KamiprbX/48KE0JMTU1JTjx4/L0lPNLl/QoSyCIAiCUFiipf0fqHjx4lhZWcm28uXLy+IYGhry4sULta7kqjGmqvHLT548YcuWLSxatAgdHR10dHQoX7487969U+vKvX79embNmsX69euxtrbOMX/m5uZq+cte8bCxsQE+jIvX5NKlS1Kcjw0fPpxXr16xaNEiWXjp0qUxNjZWW86nYsWKWFlZ5fiAQcXQ0FBji/nH5ZWdjo4O06ZNY+7cudy7dy/X9FXn6NKlizQhXVRUFN26dZONLYYP3Xvzen9V90CNGjWIjIzMsXt0+fLl+e6771iwYAEXLlzg9evXLFmyJM+85kV1r+TFxsaGtLQ0jeXz9u1brl+/rvZef3z/5DVngIGBAe3atWPatGmcOXOGRo0aMXXqVNn5s0+sCjkNWwAAl0pJREFUVhCWlpayvKjGzn+sSpUq9OvXj7Fjx6pVAG1sbLhx40auk6qp5Oe9z+7s2bPSrOiVKlVi7969LF++nAEDBrB06VJ69+6drxb+3Gj6vlFV2lXv3cez9eckr++Gj/Xu3ZtKlSpJ72d2NjY2uX6HZM9fbgqSjrW1tdp3jJmZmaxMslN9RvLzWdHT08PQ0FC2CZ8mKysLX19ftmzZwv79+9Xme6hduzZFihRh3759UtiVK1e4c+cODRo0AKBBgwacO3eO33//XYqzZ88eDA0Nsbe3/3MuRBAEQfjPE5X2fylbW1vevXuntsSSqhVP9SN0zZo1VKhQgTNnzpCcnCxtYWFhREdHS2OFk5OT8fb2JjQ0VOpGX1g1a9bEzs6O8PBwtYcKZ86cYe/evTl2ZdfX12f8+PFMmzZNtsSYlpYW3bp1Y/Xq1fmqQH/M1taW3377TW193lOnTqFUKqlYsaLG47p27YqDgwOTJ0/O13m8vb05fPgwO3bsIDExUTYBXWFpaWkRGBjIuHHjcu1NUKJECczMzHIcI/wldO7cmSJFimicpX3JkiW8ePHisw5bUCgU2NnZSdfYpUsXdHV1ZRPyZVfYidI0mTBhAikpKWrdb3v27Mnz58/VHjR9jjyUL1+exMRE6XNqY2PD7t272bBhA1u2bCn07O351aJFC0qVKvXFyldLS4uQkBAWL16stoRejx492Lt3r9q49czMTMLDw7G3t89XL4MePXpw9epVtm/frrYvLCwMExMTXF1dgQ+9Zfbs2ZPjkA3h78XHx4fVq1ezdu1aDAwMePDgAQ8ePJC+J42MjPD29mb48OHEx8dz8uRJ+vTpQ4MGDahfvz7w4R63t7fnu+++48yZM/zyyy+MGzcOHx+ffE1CKgiCIAifg+ge/y/l4OBAixYt8PLyIiwsjMqVK3PlyhX8/f3p3r271HoXERFBly5dpIl5VMzNzQkICGDXrl3Uq1ePjh074uLiQu/evdUm39HW1qZ06dL5zptCoSAiIgJXV1c6d+5MQEAApqamHDt2jBEjRtCgQQO1Nd2z69+/P+Hh4axdu1Y26/j06dNJSEjg66+/Jjg4mDp16lC8eHHOnj3L0aNH1a4xOzc3N2xtbXF3d2fq1KmYmppy6tQpxo0bx9ChQ9HW1s7x2II8yGjcuDFWVlZ8//332NnZycbAqmRlZWmc4KhMmTJqE/epdO3alVGjRrFw4UJGjhzJ0qVLSU5OplOnTlSpUoXXr1+zatUqLly4kO/J8z6HihUr8sMPPzBixAiUSiXfffcdRYoUYdu2bQQGBjJixAjZe1gQycnJTJw4ke+++w57e3t0dXU5cOAAkZGR0vhyc3NzwsPD8fX1JT09ne+//x4LCwt+++03Vq1ahb6+fq7Lvv3++++8fv1aFmZiYqKx9bps2bIMHz6cmTNnysLr1avH6NGjpXXhO3XqRLly5bh27RpLlizhm2++kWaVL+h7P2TIEOrXr0+PHj0ICAhAT0+PvXv38u7dOwB+/PHHHCeJy683b96o5UlHR4dSpUpRvHhxVqxYQdeuXWnfvj1DhgzBysqKP/74gw0bNnDnzp1PHkPcpk0b6tWrx9KlS2UTgg0bNoxt27bRrl07wsLCqFevHg8fPmT69OlcunSJvXv3yoZGvHr1Su0hpoGBAT169CA2NhYPDw9mzpxJs2bNSE9PZ+HChcTFxREbG0vx4sWlc/700080a9aMiRMn0qhRI0qUKEFKSgo///xzrt8Twp9PNazDxcVFFh4VFYWnpycA4eHhaGlp0blzZ968eYObm5vsAZu2tjY7duxg0KBBNGjQgOLFi+Ph4UFwcPCfdRmCIAiCICrt/2YxMTFMnDiRAQMGcO/ePSpUqECnTp2k1reTJ09y5swZli9frnaskZERzZo1IyIigj/++IPbt29z+/ZtjWOhK1WqpNYKlhcnJyeSkpKYPHkyrVq14tmzZ1SsWBEPDw+p8pGTIkWKMGXKFHr27CkLNzEx4fjx48yYMYOZM2dy8+ZNtLS0sLa2pnv37rk+CNDR0WH37t0EBgbi7u7Oo0ePsLS0ZOjQobJxppo0bdqUpk2bsnv37jyvW6FQ4OXlRWBgIAEBARrjpKenayzn+/fv5ziGUkdHB19fX3744QcGDRrE119/zeHDhxk4cCD37t2TJlHbunVrjsuzfSn+/v5UrlyZWbNmMXfuXN6/f4+DgwOLFy+mT58+hU63QoUKWFhYMHnyZG7duoVCoZBeDxs2TIo3ePBgbGxsmDVrFp06deLVq1dYWFjQtm3bPN/bjycdA6SloDQZOXIkixcvVqvoz5gxg9q1a7Nw4UKWLFlCZmYmVapUoUuXLnh4eEjxCvre16hRg6NHjxIQEICrqytv377lm2++Yc+ePVy7dg0PDw+qVKkim++goHbt2qWWJ1tbW6lLfIcOHUhMTCQkJISePXtKY7GbNm2qsVt7YcyYMUPtAZdSqWT//v1Mnz6dwMBAbt++jYGBAU2aNCEpKUntIV1KSorarO/NmjVj7969bNiwgTlz5hAeHi5NgNegQQMSEhJkSwgqlUr27dvHnDlziIqKklazsLS0pFWrVrL7Tvjr5WeuAqVSycKFC1m4cGGOcSpVqsTOnTs/Z9YEQRAEoUAUWZ9z8WpBEARBED5Zeno6RkZGpKWlifHtgiAIgvAP8aX+fosx7YIgCIIgCIIgCILwNyUq7YIgCIIgCIIgCILwNyXGtAuCIAjC35Sj4220tHJfsvK/7uZNi786C4IgCILwRYmWdkEQBEEQ/tEOHjxIu3btKFeuHAqFgq1bt8r2P3/+HF9fXypUqEDRokWxt7dnyZIlaukcPXqUpk2bUrx4cQwNDWncuHGuS2kKgiAIwp9BVNoF4U/w4MED/Pz8qFy5Mnp6epibm9OuXTv27dsnxbGwsGDOnDlqx06aNImaNWvm+lqhUDBw4EDZccnJySgUCmlmf9UM65q2pKQkAN6/f09oaCh2dnYULVqUkiVLUq9ePVasWCGl6+npqTGNli1b5nj9np6edOzYUS08ISEBhUIhrecdHR2tMa3U1FQUCgUJCQlSmOqH+cOHDylSpEiOS4t5e3vz1Vdfycrq483Ozk6K7+LiIoUrlUpsbGwICQlRm4l6y5Yt1K9fHyMjIwwMDHBwcJCtUBAdHY2xsbFampq2atWqYWpqyvTp09Xy361bN+rXry+txa7JypUrqVu3LsWKFcPAwABnZ2d27Nihsaw/3saNG5djuvm9JwGePHmCv78/lSpVQldXl3LlyuHl5cWdO3dk8VT3T2hoqCx869atsiXa4MPs38uXL6dBgwYYGhpKqyAMHTqUa9eu5Zhv1b2efYm3Z8+e0aRJE+zt7fntt98ASExMpHXr1pQoUQKlUomjoyOzZ89WK2vVvXD79m1ZeMeOHaWlw1QePHjA0KFDsbKyQqlUUrZsWRo2bMjixYt5+fJljnkWPs2LFy+oUaNGjrPADx8+nF27drF69WouXbqEv78/vr6+xMXFSXGOHj1Ky5YtadGiBcePH+fXX3/F19c3x6U2BUEQBOHPIrrHC8IXduvWLRo2bIixsTEzZ87E0dGRjIwMfvnlF3x8fKSlsz6FUqkkIiKCESNGYG1tnWvcvXv34uDgIAszMTEBYPLkySxdupQFCxZQp04d0tPTOXHiBE+fPpXFb9myJVFRUbKw3JbpKwgdHR327t1LfHw8TZo0yTN+2bJladOmDZGRkfTo0UO278WLF2zYsEFWQXRwcGDv3r1q58yuX79+BAcH8+bNG/bv30///v0xNjZm0KBBAOzbt4/u3bszbdo02rdvj0Kh4OLFi+zZs0djHjdv3szbt28BuHv3Ll9//bXsfdDV1eXw4cN07dqVdu3a4ejoCEBsbCw7duzg9OnTOa4BPnLkSBYsWMDUqVPp2LEjGRkZrF69mg4dOjB37lx8fX1l8a9cuSKbzVRfX19zwRbAkydPqF+/Prq6uixZsgQHBwdu3brFuHHjqFu3LkePHqVy5cpSfKVSyYwZMxgwYAAlSpTQmGZWVhY9e/Zk69atBAYGEh4eTrly5bh37x5btmxh6tSpREdH5yt/jx49olWrVmhpaXHo0CFMTEzYsmUL3bp1o0+fPsTHx2NsbMzevXsZPXo0R48eZcOGDbKHCAqFggkTJrBy5cocz3Pjxg3psz59+nQcHR3R09Pj3LlzLFu2jPLly9O+ffv8FapQIK1ataJVq1Y57k9MTMTDw0Nas71///4sXbqU48ePS+/JsGHDGDJkCGPHjpWO07TsoyAIgiD82USlXRC+sMGDB6NQKDh+/DjFixeXwh0cHPDy8vos57C1taVMmTIEBQWxYcOGXOOamJjkuN57XFwcgwcPpmvXrlJYjRo11OLp6enlmManKl68ON26dWPs2LEcO3YsX8d4e3vTsWNH7ty5Q8WKFaXw2NhY3r17R69evaQwHR2dPPNerFgxKU6fPn1YsGABe/bskSrt27dvp2HDhowaNUo6xsbGRmNvAoCSJUtK/1et4f7x+9C+fXt69uyJh4cHx44dIzU1FR8fH0JDQ3OsOCQlJREWFsa8efPw8/OTwqdNm8br168ZPnw4HTp0wNzcXNpXpkwZqQfA5xIUFMS9e/e4du2adE0VK1bkl19+wdraGh8fH37++WcpfvPmzbl27RohISH88MMPGtOMiYlh/fr1bNu2TVbRrVixIvXr18/XGtzw4SGJq6sr5cuXZ9u2bejr6/PixQv69etH+/btWbZsmRS3b9++lC1blvbt27Nhwwa6d+8u7fP19WX27NmMGjVKbQ14lcGDB6Ojo8OJEydkn/XKlSvToUOHfOdZ+PycnJyIi4vDy8uLcuXKkZCQQEpKCuHh4QD8/vvvHDt2jF69euHk5MT169exs7Nj2rRpfPPNN39x7gVBEIT/OtHnSxC+oCdPnrBr1y58fHxkP+JVPmflKTQ0lE2bNnHixIlCp2Fqasr+/ft59OjRZ8tXYUyaNIlz586xcePGfMVv3bo1ZcuWVWt5jYqK4ttvvy10OWdlZXHo0CEuX76Mrq6uFG5qasqFCxc4f/58odLNydy5c3n8+DFTpkxh8ODBVKtWTVYZ/9i6devQ19dnwIABavtGjBhBRkYGmzZt+qx5/FhmZibr16+nV69eag9DihYtyuDBg/nll1948uSJFK6trc306dOZP3++1FX9Y+vWrcPW1jbHlumPu9JrcuXKFRo2bIi9vT07d+6UehXs3r37/7F35/FUbf//wF/HdIQQMpVIxiRpTnXTIKloNiQRaRY3CamUFM3znKH7aXZVV3VvJU1uJU0aRQPVLRoUoq7I/v3R7+yv3TmHoxL33vfz8diPh7P22mu/99r7YO2191ooKCjAzJkzhbZxdHSEiYkJ9uzZw0nv3r07Bg8ezOmFraqgoAAnTpwQ+12vKeaysjIUFxdzFvL9rFu3Dq1bt0bz5s0hJyeHAQMGYMOGDfjpp58AfH5KAvj8u8fX1xfHjh1D+/bt0bdvX9y/f78+QyeEEEKo0U5IXXrw4AEYhuG8M12d4OBgKCkpcRZR7zmL0r59ezg7OyM4OLjafDY2NkL7EFi5ciVevXoFbW1ttG3bFpMmTeL0kAocOXLkq+OUhK6uLvz9/REWFoaKiooa80tLS8PT0xPx8fFsb+bDhw+Rmpoq9DTDrVu3hGL/cjyAjRs3QklJCXw+Hz/99BMqKysxffp0dr2fnx86deoES0tLGBgYwNXVFbGxsSgrK/um41ZWVkZcXBwWL16MEydOIC4urtqGXnZ2Nlq1asW5oSCgq6sLZWVlZGdnc9KbN2/OOfaCgoJqY6rpmnz16hUKCwthbm4ucntzc3MwDCP0DvqwYcPQrl07hIeHiz22L58wCAgIYGNo3rx5tXEDwNixY2FkZISEhATO6xuCOhEXs5mZmVC9AUBUVBSOHTuG1NRUoXWC7/qXMWtoaLAxV/fdjIqKgoqKCrtUfTqCfLt169YhLS0NSUlJuHr1KlasWIGpU6eyr8pUVlYCACZOnIhx48bB2toaq1atgqmpKWJjY+szdEIIIYQa7YTUpdo+DhsUFISMjAzO8mWDsjqRkZFITU3FiRMnxObZt2+f0D4EWrdujdu3byMtLQ3e3t54+fIlHB0dMX78eE4ZvXv3/qY4JREcHIxXr15J/A+zt7c3cnJycPr0aQCfe9kNDAzQp08fTj5TU1Oh2CMiIjh53N3dkZGRgfPnz8PBwQFhYWGwsbFh1ysqKuLo0aN48OAB5syZAyUlJQQGBqJz587fPNhYnz590LVrV3h4eEBfX7/G/LW9xlJTUznHLu6dcgFJr8mvefR7yZIl2LFjBzIzMyXKHxYWhoyMDMybNw8lJSU15ndyckJqaioOHDggcn1tY27dujXGjh0rtrddlPT0dGRkZMDCwqLamzqhoaEoKipil6dPn9YqNiLehw8fMHv2bKxcuRKOjo5o27Ytpk2bBhcXFyxfvhwAoKOjA+DzOa7K3NxcaDBFQggh5Eejd9oJqUPGxsbg8XgSDzanoaEBIyMjTlrV96Fr0qpVK/j6+iIkJAQxMTEi8+jp6QntoyopKSl06tQJnTp1QkBAAHbu3AkPDw+EhYWhZcuWAD43Wqsr40vKyspCI28Dn0eFl5aWFvvqQGhoKBYsWIDBgwfXuA9jY2P07NkTcXFxsLW1xS+//AJfX1+hnmo5ObkaY1dRUWHz7N+/H0ZGRujatSv69evHydeqVSu0atUK48ePR1hYGExMTLBv3z6MGzeuxnirIyMjIzQ4nigmJib4888/8fHjR6He9ufPn6O4uBgmJiac9JYtW9bqdYGarsmmTZtCVVVVbMM7MzMTPB5PZJ3/9NNPsLe3R2hoqNAo7MbGxsjKyuKkNW3aFE2bNoWmpqZEsYeFhaFt27YYPXo0GIaBs7MzALB1kpmZybkZUzXmLxtvAgsWLICJiYnQlGJGRkbg8XhCMQsG4GvUqFG1sfL5/O82mCPhKi8vR3l5udAo8NLS0mwPu4GBAXR1dYXOX3Z2drUD3BFCCCE/AvW0E1KH1NTUYG9vjw0bNqC0tFRovWCqs+9p3rx5yM7OFjsFWm0JGi+i4peUqakp7ty5I9TTeO3aNbRs2RKysrIit/Pz84OUlBTWrFkj0X58fHyQmJiIxMREPHv2TKgh+DWUlJTg7++PmTNnVtsza2BgAAUFhW+qp9pydXVFSUkJtmzZIrRu+fLlkJWVxYgRI+o0BikpKTg7O2P37t3Iz8/nrPvw4QM2btwIe3t7sTefoqOjcfjwYVy8eJGT7ubmhqysLPz222/fFN/cuXMxf/58uLu7Y9++fQCA/v37Q01NDStWrBDKn5SUhPv378PNzU1keXp6epg2bRpmz57NmRpOXV0ddnZ2WL9+/Q+9BshnJSUlnCeHcnJykJGRgSdPnkBZWRm9evVCUFAQzpw5g5ycHMTHx+OXX37BsGHDAHwebyAoKAhr167Fr7/+igcPHmDu3Lm4d+8efHx86vHICCGEEOppJ6TObdiwAd27d0fnzp0RERGBtm3boqKiAsnJydi0aZPEjwZLSktLCzNmzMCyZctEri8oKBBqXKmqqkJeXh4jR45E9+7dYWNjA21tbeTk5CA0NBQmJiac9/LLysqEypCRkYGGhobIfbq7uyMiIgJjx47FrFmzoKKignPnzmH16tViRw8HPk8NtmDBAkydOlWiYx81ahSmT5+OiRMnon///iLfC66oqBCKncfjQUtLS2y5EydOxMKFC5GYmIiRI0di/vz5eP/+PQYOHAh9fX0UFhZi7dq1KC8vh52dnUSxfg/dunWDv78/goKC8PHjR86Ub2vWrMHq1at/yLvRixcvRkpKCuzs7LB06VK0adMGOTk5mDNnDsrLy8XOnQ0AlpaWcHd3x9q1aznprq6uOHDgAFxdXREaGgp7e3toaWnh8ePH2Ldvn9gp8EQJCwuDtLQ03N3dUVlZCTc3N2zZsgWurq6YMGECpk2bBmVlZaSkpCAoKAgjR45ke+VFCQ0NxbZt25CTk8MZYX7jxo3o3r07OnbsiPnz56Nt27aQkpLC5cuXce/ePXTo0EHimEntXLlyhTNF5IwZMwCAHeti7969CA0Nhbu7O968eQN9fX0sWrSI86pHQEAA/v77b/z888948+YNrKyskJycjFatWv3w4yGEEEKqokY7IXXM0NAQ165dw6JFixAYGIi8vDw0bdoUHTp0wKZNm+pknzNnzsSmTZvY6cWq+vIRb+DzSN2urq6wt7fHnj17EBUVhaKiImhra6NPnz6YP38+53HtY8eOse+ACpiamop9DUBVVRWpqakICQmBk5MTioqKYGRkhJUrV9bYi+Xp6YkVK1bg7t27NR63goICXF1dsXXrVrHT6d25c0codj6fL7KuBNTU1DB27FjMnz8fw4cPR69evbBhwwaMHTsWL168QJMmTWBtbY0TJ0788HmdV69ejbZt22Ljxo2YM2cOpKWl0b59exw6dAiOjo4/JAZ1dXWkpaUhIiICEydORH5+PtTU1ODg4ICdO3dypuETJSIigu0FF+DxeNi3bx+2bduGuLg4LF26FOXl5WjevDn69u2LlStX1irGkJAQSElJwcPDg50D/vTp01i0aBF69uyJv//+G8bGxggLC0NAQEC1AwCqqakhODgYs2fP5qS3atUK169fx+LFixEaGoq//voLfD4frVu3xsyZMzFlypRaxUwkZ2trW+2TMNra2oiLi6uxnJCQkFqNWUAIIYT8CDyGJo4lhBBCGpTi4mKoqKigqKgIysrK9R0OIYQQQiRQV3+/6Z12QgghhBBCCCGkgaJGOyGEEEIIIYQQ0kDRO+2EEEJIA2Vp+RhSUo3rO4wGIyfHoL5DIIQQQn446mknhBBCyD/GuXPn4OjoCF1dXfB4PBw6dIiznsfjiVyqzqjh5OSEFi1aQF5eHjo6OvDw8MDz589/8JEQQgghkqFGOyGkztna2iIgIEAoPT4+Hqqqquzn+fPng8fjcaZhAoCMjAzweDzk5uYCAHJzc8Hj8ZCRkYGrV6+Cx+MhLS1N5L779u2L4cOHAwC8vLxE/jM/YMAANr+BgQGbrqCgAEtLS2zfvl2o3G3btsHKygpKSkpQVVWFtbU1oqKiOMfSrl07oTJFLaNHj4aCggJ2797N2UdlZSVsbGwwcuRIsXX76dMnrFq1CpaWlpCXl0eTJk3g4OCA8+fPC9W1qH2LOjYBUQ0iQT0OHTqUk/b06VN4e3tDV1cXcnJy0NfXh7+/PwoKCjj5bG1twePxsHfvXk766tWrYWBgwEn7+PEjli1bhvbt20NRUREqKiqwsrLCnDlzqm1gnTlzBjweD4WFhWza8+fPYWlpiZ9++glFRUUAgCNHjqBXr15o3LgxFBQU0KlTJ8THx3PKElxrmpqaePfuHWddu3btMH/+fE7agwcP4O3tjRYtWoDP56NZs2bo27cvdu3ahYqKCrExE8mVlpbCyspK7FSCeXl5nCU2NhY8Hg8jRoxg8/Tu3Rv79+9HVlYWEhMT8fDhw2q/Z4QQQkh9okY7IaRBkZeXR0xMDO7fvy9R/g4dOsDKygqxsbFC63Jzc3H69GnOtHIDBgwQ+qd+z549nO0iIiKQl5eH27dvY8yYMfD19cUff/zBro+NjUVAQACmT5+OjIwMnD9/HrNmzUJJSYnIGC9fvszuKzExEQCQlZXFpm3atAnR0dHw8/NDXl4eu92KFSvw6NEjbN68WWS5DMPA1dUVERER8Pf3R2ZmJs6cOQM9PT3Y2toKNbiVlZWFjt3d3b36CpbAo0eP0LFjR9y/fx979uzBgwcPsHnzZqSkpKBbt2548+YNJ7+8vDw7h7s4ZWVlsLOzw+LFi+Hl5YVz587h1q1bWLt2LV6/fo1169ZJHN/Dhw/Ro0cP6Ovr4/jx41BRUcG6deswZMgQdO/eHZcuXcLNmzfh6uqKSZMmYebMmUJlvHv3DsuXL692P+np6Wjfvj0yMzOxYcMG3L59G2fOnMH48eOxadMm3LlzR+KYiXgODg6IjIzEsGHDRK7X1tbmLL/99ht69+4NQ0NDNs/PP/+Mrl27Ql9fHzY2NggJCUFaWlq11yQhhBBSX+iddkJIg2JqagpNTU2EhYVh//79Em3j4+ODOXPmYPXq1VBQUGDT4+PjoaOjw+lJ5/P50NbWrra8xo0bs3mCg4OxdOlSJCcnw8HBAQCQlJQEZ2dnzs0ACwsLseU1bdqU/VlNTQ0AoKmpyXnKwM/PD4cOHYKvry+OHDmCe/fuYd68edi3bx80NDRElrt//378+uuvSEpK4szJvnXrVhQUFGD8+PGws7ODoqIigM895zUd+9eYOnUq5OTkcOLECTRq1AgA0KJFC1hbW6NVq1YICwvDpk2b2Pxubm5ISkrCtm3bxM5dvmrVKvz555+4cuUKrK2t2fQWLVqgV69e1c7JXdXNmzdhb2+PPn36YMeOHZCRkcHTp08RGBiIgIAALF68mM0bGBgIOTk5TJ8+HaNGjUKXLl3YdX5+fli5ciWmTp0KTU1Nof0wDAMvLy+YmJjg/PnzkJL6v3vixsbGcHNzkzhm8v28ePECR48exY4dO8TmefPmDXbt2gUbGxvIysr+wOgIIYQQyVBPOyGkwYmOjkZiYiKuXLkiUX53d3eUlZXh119/ZdMYhsGOHTvg5eUFaWnpr4qjsrISiYmJePv2LeTk5Nh0bW1tpKWl4fHjx19Vrig8Hg9xcXFITU3Ftm3b4OXlBVdXVzg5OYndZvfu3TAxMeE02AUCAwNRUFCA5OTk7xajKG/evMHx48cxZcoUtsEuoK2tDXd3d+zbt4/TYFVWVkZYWBgiIiJQWloqstw9e/bAzs6O02Cvisfj1RjbhQsX0KtXL4wYMQI7d+6EjMzn+9S//vorysvLRfaoT5w4EUpKSkJPX7i5ucHIyAgREREi95WRkYHMzEzMnDmT02CXNOaysjIUFxdzFvLtduzYgcaNG7OvyFQVHBwMRUVFqKur48mTJ/jtt9/qIUJCCCGkZtRoJ4Q0OO3bt4ezszOCg4Mlyq+mpoZhw4ZxHpE/ffo0cnNzMW7cOE7eI0eOQElJibNU7W0FPv8zr6SkBD6fj5EjR6JJkyYYP348uz48PByqqqowMDCAqakpvLy8sH//flRWVn7DUQP6+vpYvXo1Jk2ahLy8PKxZs6ba/NnZ2TA3Nxe5TpCenZ3NphUVFXGOW5Jedzc3N6H62rVrF7v+/v37YBim2jjevn2LV69ecdKnTJkCeXl5rFy5UuyxmZqactKGDRvGxmBjY1Nj7MOGDYOjoyPWr1/PaTBnZ2dDRUUFOjo6QtvIycnB0NCQU2/A5wZ3dHQ0tm7diocPH4qMFwAn5pcvX3LqbePGjWJjjYqKgoqKCrvo6enVeHykZrGxsXB3d4e8vLzQuqCgIFy/fh0nTpyAtLQ0xo4dS09DEEIIaZCo0U4IaZAiIyORmpqKEydOSJTf29sb586dYxtUsbGx6NWrF4yMjDj5evfujYyMDM7y5cB3QUFByMjIwKlTp9ClSxesWrWKU46Ojg4uXryIW7duwd/fHxUVFfD09MSAAQO+ueE+btw46OjowM/PD8rKyjXmr00jo3HjxpzjvnDhQo3brFq1Sqi+RPX+17axw+fzERERgeXLl+P169cSbbNx40ZkZGTA29sb79+/rzH/kCFDcPDgQaSmptYqNnHs7e3Ro0cPzJ07V6L86urqbJ2pqqri48ePYvOGhoaiqKiIXZ4+ffpdYv4vS01NRVZWFueGW1UaGhowMTGBnZ0d9u7di99//13sgJaEEEJIfaJGOyGkzikrK7MjdldVWFgIFRUVkdu0atUKvr6+CAkJkahB2LdvX7Ro0QLx8fEoLi7GgQMHOO+cCygqKsLIyIizCN4zF9DQ0ICRkRF69uyJhIQETJ8+HXfv3hUqq02bNpgyZQp27tyJ5ORkJCcn4+zZszXGWhMZGRn2Ue7qmJiYIDMzU+Q6QbqJiQmbJiUlxTnuqgNziaOtrS1UX40b/9+84UZGRuDxeNXG0aRJE857/QJjxoyBvr4+IiMjhdYZGxsjKyuLk6ajoyPyfImzZcsWuLq6wsHBAefOnWPTTUxMUFRUJHIE+o8fP+Lhw4eceqsqOjoa+/btw/Xr14XiBcCJWVpamq2zms4nn8+HsrIyZyHfJiYmhh2osiaCm21lZWV1HRYhhBBSa9RoJ4TUOVNTU1y7dk0o/dq1a2IbRwAwb948ZGdnC00PJoqUlBTGjRuHHTt2YPfu3ZCTk/suUzjp6enBxcUFoaGh1eZr3bo1AIh9R7suuLq64v79+zh8+LDQuhUrVkBdXR12dnZ1GoNgHxs3bsSHDx846/Lz87Fr1y64uLiIfJ9bSkoKUVFR2LRpEzudn4CbmxuSk5OFGse1wePxsHXrVri7u2PgwIHsDZURI0ZAVlYWK1asENpm8+bNKC0thZubm8gyO3fujOHDhyMkJISTbm1tDTMzMyxfvvybn7Yg1SspKWGfYACAnJwcZGRk4MmTJ2ye4uJiJCQkiOxlv3TpEtavX4+MjAw8fvwYp06dgpubG1q1aoVu3br9qMMghBBCJEajxxNC6tzkyZOxfv16TJ8+HePHjwefz8fRo0exZ88ekQ1OAS0tLcyYMQPLli2TaD/jxo1DREQEZs+eDTc3N6GB0YDPPWn5+fmcNBkZGbEjtAOAv78/2rRpgytXrqBjx46YPHkydHV10adPHzRv3hx5eXmIjIxE06ZNf+g//a6urkhISICnpyeWLVuGvn37ori4GBs2bEBSUhISEhLYkePr0vr162FjYwN7e3tERkaiZcuWuHPnDoKCgtCsWTMsWrRI7LaDBg1Cly5dsGXLFmhpabHpP//8M44ePYq+ffsiPDwcPXv2RJMmTZCdnY0//vhD4sEFeTweNm/eDGlpaQwcOBBHjx6Fra0tli5disDAQMjLy8PDwwOysrL47bffMHv2bAQGBnJGjv/SokWLYGFhwek9FwwkaGdnh+7duyM0NBTm5uYoLy/HuXPn8OrVq68eEJFwXblyBb1792Y/z5gxAwDg6emJ+Ph4AMDevXvBMIzImy8KCgo4cOAAwsPDUVpays4wMWfOHPD5/B9yDIQQQkhtUE87IaTOGRoa4ty5c7h37x769euHLl26YP/+/UhISOBMxybKzJkzoaSkJNF+WrRogX79+uHt27fw9vYWmefYsWPQ0dHhLD169Ki23NatW6N///6YN28eAKBfv35IS0vDqFGjYGJighEjRkBeXh4pKSlQV1eXKNbvgcfjYf/+/Zg9ezZWrVoFU1NT9OzZE48fP8aZM2cwdOjQHxKHsbExrly5AkNDQzg7O6NVq1aYMGECevfujYsXL9b4OPuSJUvw999/c9IE9RkcHIy4uDj06NED5ubmCAgIQPfu3YXmoK8Oj8fDhg0bMG7cOAwaNAinT59GQEAA+757x44d0aZNG+zevRubNm2qcT52ExMTeHt7C8XctWtXXL16Faamppg6dSpat24NGxsb7NmzB6tWrcLkyZMljpmIZ2trC4ZhhBZBgx0AJkyYgPfv34t8/cbS0hKnTp1CQUEB/v77b+Tk5GDTpk1o1qzZDzwKQgghRHI8hoZKJYQQQhqU4uJiqKiooKioiN5vJ4QQQv4h6urvN/W0E0IIIYQQQgghDRS9004IIYQ0UJaWjyEl1bjmjP9yOTkG9R0CIYQQUm+op50QQgghDd65c+fg6OgIXV1d8Hg8keMaZGZmwsnJCSoqKlBUVESnTp04o8rn5+fDw8MD2traUFRURPv27ZGYmPgDj4IQQgipPWq0E0IIIaTBKy0thZWVFTZs2CBy/cOHD9GjRw+YmZnhzJkzuHnzJubOnQt5eXk2z9ixY5GVlYWkpCTcunULw4cPh7Oz8zdNLUgIIYTUNWq0E0JIHfn06RNsbGwwfPhwTnpRURH09PQQFhYGAMjNzQWPx2PnnRZ8FiyNGzeGhYUFpk6divv373PKio+Ph6qqqtC+P3z4ADU1NWhoaKCsrExovYGBAXg8HtLS0jjpAQEBsLW1FXtMZ86cAY/HQ2FhocgyV69ezX7m8XiQl5fH48ePOfmGDh0KLy8v9rOXlxc70r2jo6PYGQVSU1PB4/Fw8+ZNoTqqugiOKT4+nk2TkpKCjo4OXFxcOD2vwOd5vkePHg1dXV3Iy8ujefPmGDJkCO7du8c5lkOHDnHKFLf07dsXlpaW+PjxI2c/v//+O+Tk5HDt2jWx9UvEc3BwQGRkJIYNGyZyfVhYGAYOHIilS5fC2toarVq1gpOTEzQ1Ndk8Fy5cgJ+fHzp37gxDQ0PMmTMHqqqquHr16o86DEIIIaTWqNFOCCF1RFpaGvHx8Th27Bh27drFpvv5+UFNTQ3h4eHVbn/y5Enk5eXhxo0bWLx4MTIzM2FlZYWUlJQa952YmAgLCwuYmZmJnR5NXl4ewcHBtTqm2uLxeOxUeZLw8fFBcnIy/vrrL6F1cXFx6NixI9q2bcumCeqo6tKhQwd2vbKyMvLy8vDs2TMkJiYiKysLo0aNYteXl5fDzs4ORUVFOHDgALKysrBv3z5YWlqKvDHh4uLC2Ve3bt3g6+vLSTtw4ADevXvHOb+FhYXw9fXF3Llz0b59e4nrg0imsrISR48ehYmJCezt7aGpqYkuXboIXfs2NjbYt28f3rx5g8rKSuzduxd///13tTeqCCGEkPpGjXZCCKlDJiYmiI6Ohp+fH/Ly8vDbb79h7969+OWXXyAnJ1ftturq6tDW1oahoSGGDBmCkydPokuXLvDx8cGnT5+q3TYmJgZjxozBmDFjEBMTIzLPhAkTkJaWht9///2rj68m06ZNw86dO3H79m2J8g8ePBhNmzblzLkNACUlJUhISICPjw8nXVBHVRdZWVl2PY/Hg7a2NnR0dGBjYwMfHx+kp6ejuLgYAHDnzh08fPgQGzduRNeuXaGvr4/u3bsjMjISXbt2FYqvUaNGnH3JyclBQUGBk6aiooK4uDisWLECly5dAvD5CYZmzZohNDRU5HGXlZWhuLiYsxDJvXz5EiUlJYiOjsaAAQNw4sQJDBs2DMOHD8fZs2fZfPv370d5eTnU1dXB5/MxceJEHDx4EEZGRvUYPSGEEFI9arQTQkgd8/Pzg5WVFTw8PDBhwgTMmzcPVlZWtS5HSkoK/v7+ePz4cbWP8z58+BAXL16Es7MznJ2dkZqaKvSIOgC0bNkSkyZNQmhoKCorK2sdjyS6d++OwYMHIyQkRKL8MjIyGDt2LOLj48EwDJuekJCAT58+wc3N7atjefnyJQ4ePAhpaWlIS0sDAJo2bQopKSn8+uuvNd4IqY3evXtjypQp8PT0REJCAvbv349ffvkFMjKiJ22JioqCiooKu+jp6X23WP4LBNfvkCFD8PPPP6Ndu3YICQnB4MGDsXnzZjbf3LlzUVhYiJMnT+LKlSuYMWMGnJ2dcevWrfoKnRBCCKkRNdoJIaSO8Xg8bNq0CSkpKdDS0pK4ASuKmZkZgM/vvYsTGxsLBwcHNGnSBGpqarC3t0dcXJzIvHPmzEFOTg7n8f3vLSoqCseOHUNqaqpE+b29vfHw4UNOD2lcXBxGjBgBFRUVTl4bGxsoKSlxlqqKioqgpKQERUVFaGlp4fTp05g6dSoUFRUBAM2aNcPatWsxb948NGnSBH369MHChQvx6NGjbzzqz8cNAK6urli8eDF77kQJDQ1FUVERuzx9+vSb9/9foqGhARkZGbRu3ZqTbm5uzo5h8PDhQ6xfvx6xsbHo27cvrKysEB4ejo4dO4od3I4QQghpCKjRTgghP0BsbCwUFBSQk5Mj8n1tSQl6n3k8nsj1nz59wo4dOzBmzBg2bcyYMYiPjxfZm960aVPMnDkT8+bNExo47Xtp3bo1xo4dK/HNCjMzM9jY2CA2NhYA8ODBA6Smpgo9Gg8A+/btQ0ZGBmepqnHjxsjIyMCVK1ewYsUKtG/fHosWLeLkmTp1KvLz87Fr1y5069YNCQkJsLCwQHJy8tcd8P/XqFEjzJw5EwoKCvD39682L5/Ph7KyMmchkpOTk0OnTp2QlZXFSc/Ozoa+vj4A4P379wA+P7FSlbS0dJ09aUIIIYR8D9RoJ4SQOnbhwgWsWrUKR44cQefOneHj48N59Ls2MjMzAXx+tF2U48eP49mzZ3BxcYGMjAxkZGTg6uqKx48fix3AbsaMGfjw4QM2btxY4/4FjcmioiKhdYWFhUI94QILFizAtWvXxA6K9yUfHx8kJibi3bt3iIuLQ6tWrdCrVy+hfHp6ejAyMuIsVUlJScHIyAjm5uaYMWMGunbtismTJwuV07hxYzg6OmLRokW4ceMGevbsicjISIlirY6MjAykpaXF3mQhkispKeHcmMnJyUFGRgbbkx4UFIR9+/Zh27ZtePDgAdavX4/Dhw9jypQpAD7fDDIyMsLEiRORnp6Ohw8fYsWKFUhOTmZnLyCEEEIaImq0E0JIHXr//j28vLwwefJk9O7dGzExMUhPT+e8ZyupyspKrF27Fi1btoS1tbXIPDExMXB1dRXqfXZ1dRU7IJ2SkhLmzp2LRYsW4d27d9XGYGxsDCkpKaF36h89eoSioiKYmJiI3E5PTw/Tpk3D7NmzJXp33NnZGVJSUti9ezd++eUXeHt7f5eGb0hICPbt21fttGs8Hg9mZmYoLS395v2R7+fKlSuwtrZmr/0ZM2bA2tqanZ1g2LBh2Lx5M5YuXQpLS0ts374diYmJ6NGjBwBAVlYWv//+O5o2bQpHR0e0bdsWv/zyC3bs2IGBAwfW23ERQgghNRE9Ig4hhJDvIjQ0FAzDIDo6GsDnucyXL1+OmTNnwsHBAQYGBmK3LSgoQH5+Pt6/f4/bt29j9erVSE9Px9GjR9mB1Kp69eoVDh8+jKSkJLRp04azbuzYsRg2bBjevHkDNTU1oW0nTJiAVatWYffu3ejSpYvYmBo3bozx48cjMDAQMjIysLS0xNOnTxEcHIyuXbvCxsam2rrYtm0bcnJy4OLiIjYf8PlGgouLC0JDQ1FcXMyZ170qQR1VpaqqCnl5eZH59fT0MGzYMMybNw9HjhxBRkYGwsPD4eHhgdatW0NOTg5nz55FbGxsnU+HR2rH1ta2xidUvL294e3tLXa9sbExEhMTv3dohBBCSJ2iRjshhNSRs2fPYsOGDThz5gwUFBTY9IkTJ+LAgQPw8fHByZMnxW7fr18/AICCggL09fXRu3dvbN26Vez0VL/88gsUFRXRt29foXV9+/ZFo0aNsHPnTkyfPl1ovaysLBYuXIjRo0fXeFxr1qxBdHQ0goOD8fjxY2hra8POzg6LFi2qtjdcTU0NwcHBmD17do37AD4/Ih8TE4OBAwdCV1dXZB5BHVW1Z88euLq6ii33559/Rrdu3ZCeng5DQ0MYGBhgwYIFyM3NBY/HYz///PPPEsVZl27d0qf32wkhhJD/OB7ztS9WEkIIIaROFBcXQ0VFBUVFRdRoJ4QQQv4h6urvN73TTgghhBBCCCGENFD0eDwhhBDSQFlaPoaUVOP6DqNe5OQY1HcIhBBCSINAPe2EEEIIabDOnTsHR0dH6OrqgsfjiZw2MDMzE05OTlBRUYGioiI6derETgX35s0b+Pn5wdTUFI0aNUKLFi0wffp0kdMWEkIIIQ0RNdoJIYQQ0mCVlpbCysoKGzZsELn+4cOH6NGjB8zMzHDmzBncvHkTc+fOZWcQeP78OZ4/f47ly5fj9u3biI+Px7Fjx+Dj4/MjD4MQQgj5atRoJ6SB8fLyAo/HYxd1dXUMGDAAN2/e5OSrmqfqsnfvXgDAmTNnwOPxUFhYWKvPFhYWQvNoq6qqIj4+npN2/fp1uLi4QEdHB3w+H/r6+hg8eDAOHz5c7bRMtra2CAgI4HyuGrfA6tWrOdOhffr0CdHR0TAzM0OjRo2gpqaGLl26YPv27dXWh2CZP38+Ozp4RkYG5s+fX+M2ouIViI+Ph6qqKoDP07hVV45gurKazpk4Fy5cwMCBA9GkSRPIy8vD0tISK1euFDpPosoWzFH9pdrUl6glLS2NLevjx49YunQprKysoKCgAA0NDXTv3h1xcXEoLy8H8Pm6Hjp0qFAc33od1qZuRPXQCty5cwfOzs5o2rQp+Hw+TExMMG/ePLx//14ob3XX/qtXr6CtrY3FixcLbefs7IyuXbtKNE89+T8ODg6IjIzEsGHDRK4PCwvDwIEDsXTpUlhbW6NVq1ZwcnKCpqYmAKBNmzZITEyEo6MjWrVqhT59+mDRokU4fPgwKioqfuShEEIIIV+FGu2ENEADBgxAXl4e8vLykJKSAhkZGQwePFgoX1xcHJtPsIhqGNXGo0eP8Msvv1Sb57fffkPXrl1RUlKCHTt2IDMzE8eOHcOwYcMwZ86cWj92Ki8vjzlz5rANPFEWLFiAVatWYeHChbh79y5Onz6NCRMmsI29qnWwevVqKCsrc9JmzpzJKW/mzJmc9c2bN0dERAQnTVKXL19mtxHMAZ2VlcWmrVmzhs1b23N28OBB9OrVC82bN8fp06dx7949+Pv7IzIyEq6urkI3SL4sPykpSWS5tamvkydPCsXcoUMHAJ8b7Pb29oiOjsaECRNw4cIFpKenY+rUqVi3bh3u3LkjcT1WJcl1WNu6ESctLQ1dunTBx48fcfToUWRnZ2PRokWIj4+HnZ0dPn78yOat6dqXlZXF1q1bsWDBAty6dYvdLiEhAUeOHMGOHTsgLS39VXVChFVWVuLo0aMwMTGBvb09NDU10aVLl2pv0ABgR/WVkaGhfQghhDR89NeKkAaIz+dDW1sbAKCtrY2QkBD07NkTr169QtOmTdl8qqqqbL7vxc/PD+Hh4Rg9ejT4fL7Q+tLSUvj4+GDQoEE4cOAAZ525uTl8fHwkbiwJuLm5ISkpCdu2bcOUKVNE5klKSsKUKVMwatQoNs3Kyor9uWo9qKiogMfjCdXN69ev2Z+VlJSgpKTEfpaWlkbjxo2/qj6rnhM1NTUAgKamJtsTX1VtzllpaSl8fX3h5OSErVu3sunjx4+HlpYWnJycsH//fri4uNS6/NrUl7q6utgyV69ejXPnzuHKlSuwtrZm0w0NDTFq1ChOg7c2JLkOa1s3ojAMAx8fH5ibm+PAgQOQkvp8L1tfXx8mJiawtrbGqlWrEBwcLPG17+TkhNGjR8PT0xOXLl1CYWEhpk6diujoaJiamoqMo6ysDGVlZezn4uJiievqv+zly5coKSlBdHQ0IiMjsWTJEhw7dgzDhw/H6dOn0atXL6FtXr9+jYULF2LChAn1EDEhhBBSe9TTTkgDV1JSgp07d8LIyAjq6up1vr+AgABUVFRg3bp1ItefOHECBQUFmDVrltgyBI+WS0pZWRlhYWGIiIhAaWmpyDza2to4deoUXr16Vauy/8kEdf3lUwIA4OjoCBMTE+zZs6ceIvs/u3btQr9+/TgNdgFZWVkoKip+VbmSXoffWjcZGRm4e/cuZsyYwTbYBaysrNCvXz+2nNpc+2vWrEFBQQEWLlyIKVOmoE2bNvDz8xO7XVRUFFRUVNhFT0+vxtjJ5552ABgyZAh+/vlntGvXDiEhIRg8eDA2b94slL+4uBiDBg1C69atMX/+/B8cLSGEEPJ1qNFOSAN05MgRtie4cePGSEpKwr59+4QaFW5ubmw+wSIYMflrKSgoIDw8HFFRUSIfc8/OzgYATo/h5cuXOTEcOXKk1vudMmUK5OXlsXLlSpHrV65cyb4v3LZtW0yaNAl//PFHrfdT32pzzgR1bW5uLnK9mZkZm0dc+TU9JiwJGxsboZgF7t+/DzMzM4nKqXpdCxYHBweReSW9DmtTN6LUVI65uTmbpzbXvrKyMuLi4rB48WKcOHECcXFx1d7MCg0NRVFREbs8ffq0xtgJoKGhARkZGbRu3ZqTbm5uLvS9evfuHQYMGIDGjRvj4MGDkJWV/ZGhEkIIIV+NHo8npAHq3bs3Nm3aBAB4+/YtNm7cCAcHB6Snp0NfX5/Nt2rVKvTr14+zra6u7jfv38fHBytWrMCSJUtEDqj1pbZt2yIjIwMAYGxs/FWDO/H5fERERMDPzw+TJ08WWt+6dWvcvn0bV69exfnz59lpoLy8vNjB6P4Jvuac1eZ1gy/L19HRqV2AIuzbt09so7Y2sVW9rgUuXbqEMWPGiMwvyXVY21cxxPnacqq79vv06YOuXbuiXbt2nO+tKHw+X+RrAKR6cnJy6NSpE7Kysjjp2dnZnDovLi6Gvb09+Hw+kpKS2JHlCSGEkH8CarQT0gApKirCyMiI/bx9+3aoqKhg27ZtiIyMZNO1tbU5+b4XGRkZLFq0CF5eXpg2bRpnnbGxMYDPA6117doVwOcGx/eIY8yYMVi+fDkiIyM5I8cLSElJoVOnTujUqRMCAgKwc+dOeHh4ICwsDC1btvzm/YuirKwssqe3sLAQKioqtS6vNufMxMQEwOc5qG1sbITWZ2ZmCvUw1sU1oaenJ7ZMExMT3Lt3T6JyvryuAeCvv/4Sm7+66/Br6kaUquWIesQ/MzOTzfM1176MjAwNdvaNSkpK8ODBA/ZzTk4OMjIyoKamhhYtWiAoKAguLi746aef0Lt3bxw7dgyHDx/GmTNnAHxusPfv3x/v37/Hzp07UVxczI4Z0LRpUxoYkBBCSINHj8cT8g/A4/EgJSWFDx8+/LB9jho1ChYWFliwYAEnvX///lBTU8OSJUu++z6lpKQQFRWFTZs2ITc3t8b8gkaZuPfgvwdTU1Ncu3ZNKP3atWtsY66uCOp6xYoVQuuSkpJw//59uLm51WkMNRk9ejROnjyJ69evC60rLy//5nNT03X4rXXTrl07mJmZYdWqVez70QI3btzAyZMn2XLq8ton4gkGORTcVJkxYwasra0xb948AMCwYcOwefNmLF26FJaWlti+fTsSExPZ6Q6vXbuGS5cu4datWzAyMoKOjg670GsIhBBC/gno9j8hDVBZWRny8/MBfH48fv369SgpKYGjoyMnX2FhIZtPoHHjxl89+NeXoqOjYW9vz0lTUlLC9u3b4eLigkGDBmH69OkwNjZGSUkJjh07BgDf1HM1aNAgdOnSBVu2bIGWlhabPnLkSHTv3h02NjbQ1tZGTk4OQkNDYWJiIvE71V9j8uTJWL9+PaZPn47x48eDz+fj6NGj2LNnDw4fPlzr8mpzzhQVFbFlyxa4urpiwoQJmDZtGpSVlZGSkoKgoCCMHDkSzs7OX31skiooKBCKWVVVFfLy8ggICMDRo0fRt29fLFy4ED169EDjxo1x5coVLFmyBDExMWjXrt037V/Udfg1dSPooa3K2NgYMTExsLOzw4gRIxAaGgptbW1cunQJgYGB6NatGwICAgDU/bVPRLO1ta3x9QVvb294e3t/9faEEEJIQ0aNdkIaoGPHjrHvIjdu3BhmZmZISEiAra0tJ9+4ceOEto2KikJISIhQuqAXsTaP6vbp0wd9+vTBiRMnOOnDhg3DhQsXsGTJEowdOxZv3ryBiooKOnbsiL1794qcU742lixZIvTIs729Pfbs2cMOTKatrY0+ffpg/vz5dfr4saGhIc6dO4ewsDD069cPHz9+ZM/HgAEDal1ebc4Z8PlmxenTp7Fo0SL07NkTf//9N4yNjREWFoaAgIBaj9T/Nb58Bx8A9uzZA1dXV/D5fCQnJ2PVqlXYsmULZs6cCQUFBZibm2P69Olo06bNN+9f3HVY27qZMWOGUNmpqano0aMH0tLSsGDBAjg4OODdu3do0aIFPD09ERoaynnXvK6v/S/duqUPZWXl71omIYQQQv5ZeAzdfibkP2Hv3r3w9fXFu3fv6jsUQkgNiouLoaKigqKiImq0E0IIIf8QdfX3m3raCfmXKysrw8OHD7F+/Xr07du3vsMhhBBCCCGE1AI12gn5l/vjjz/g4eEBGxsbrF27tr7DIYTUgqXlY0hJNa7vMH6onByD+g6BEEIIaVBo9HhC/uWGDh2Kd+/e4fjx42jRokV9h0MIITU6d+4cHB0doaurCx6Ph0OHDnHWe3l5gcfjcRZRY0wcPXoUXbp0QaNGjdCkSRMMHTr0xxwAIYQQ8h1Ro52QepKfnw8/Pz8YGhqCz+dDT08Pjo6OSElJYfMYGBhg9erVQtvOnz+fMyK3qM88Hg+TJk3ibJeRkQEejydyOjV7e3tIS0vj8uXLNcYeHx8PVVVVkeuq/oOdm5sLHo8HTU1NoXfp27Vrh/nz57OfbW1t2VG6LS0thWIX+N///gc+n4/Xr1/jzJkzQv+4CxbBaOeCuuDxeJCWloaenh4mTJiAN2/ecMq9ceMGnJycoKmpCXl5eRgYGMDFxQUvX77kHEtGRganTHFLv379hEY8B4CNGzdCVVW12vnJL1y4gIEDB6JJkyaQl5eHpaUlVq5ciU+fPgnV9ZeLYJorcfLz8+Hv7w8jIyPIy8tDS0sL3bt3x6ZNm/D+/Xs2n4GBgcjyo6OjOeXt2LEDnTp1goKCAho3boxevXrhyJEjQvvdtm0brKysoKSkBFVVVVhbWyMqKoqTp7i4GGFhYTAzM4O8vDy0tbXRr18/HDhwgB39u+p1IvgsKs6q1w+Px4O8vDweP37M2d/QoUPh5eUlVD+SfC9rqpuDBw+ia9euUFFRQePGjWFhYcGJm1SvtLQUVlZW2LBhg9g8AwYMQF5eHrvs2bOHsz4xMREeHh4YN24cbty4gfPnz2P06NF1HTohhBDy3dHj8YTUg9zcXHTv3h2qqqpYtmwZLC0tUV5ejuPHj2Pq1Km4d+/eN+9DXl4eMTExCAwMhLGxcbV5nzx5ggsXLmDatGmIjY1Fp06dvnn/Vb179w7Lly8XmmtbHB8fH8yfPx+rVq1Co0aNOOvi4uLg5OQEDQ0NNi0rK0tosA9NTU32ZwsLC5w8eRKfPn1CZmYmvL29UVRUhH379gEAXr16hb59+2Lw4ME4fvw4VFVVkZubi6SkJJHzjM+cOZPTKOzUqRMmTJgAX19fNq28vByWlpbYsmULJk6cCODzlGOzZs3Cpk2b0Lx5c5HHfvDgQTg7O2PcuHE4ffo0VFVVcfLkScyaNQsXL17E/v37OaOix8XFcXoY5eTkxNbro0eP2Otu8eLFsLS0BJ/Px61bt7B161Y0a9YMTk5ObP6IiAjOMQGfZzOoWg/r169HZGQkhg4divLycuzcuRNDhgzBmjVrMG3aNABAbGwsAgICsHbtWvTq1QtlZWW4efMmbt++zZZVWFiIHj16oKioCJGRkejUqRNkZGRw9uxZzJo1C3369BF7o8jX1xcRERGcNAUFBc5nHo+HefPmYceOHWLrpzbfy+rqJiUlBS4uLli0aBGcnJzA4/Fw9+5dJCcni9034XJwcICDg0O1efh8PrS1tUWuq6iogL+/P5YtWwYfHx82vXXr1t81TkIIIeRHoEY7IfVgypQp4PF4SE9P58zPbWFhIXau4doyNTWFpqYmwsLCsH///mrzxsXFYfDgwZg8eTK6du2KlStXCjWWv4Wfnx9WrlyJqVOnchrT4owZMwbBwcFITEzEmDFj2PScnBycOXMGv//+Oye/pqam2AYd8HmaO8E/982aNcOoUaMQFxfHrj9//jyKioqwfft2dvq4li1bonfv3iLLU1JSgpKSEvtZWloajRs3FmpACBqu/fv3h4GBAXx8fNC/f394eHiILLe0tBS+vr5wcnLC1q1b2fTx48dDS0sLTk5O2L9/P1xcXNh1qqqqYhsuX5oyZQpkZGRw5coVznVnaGiIIUOGCM1lLeqYBNLS0rBixQqsXbsWfn5+bPqiRYvw999/Y8aMGRgyZAj09PSQlJQEZ2dnTuPJwsKCU97s2bORm5uL7Oxs6OrqsukmJiZwc3ODvLy82ONSUFCosQ6mTZuGlStXIigoSOw0dLX5XlZXN4cPH0b37t0RFBTEOQ56NPv7OnPmDDQ1NdGkSRP06dMHkZGRUFdXBwBcu3YNz549g5SUFKytrZGfn4927dph2bJl32UaQkIIIeRHosfjCfnB3rx5g2PHjmHq1KmchoFAdY3P2oqOjkZiYiKuXLkiNg/DMIiLi8OYMWNgZmYGIyMj/Prrr98tBgBwc3ODkZGRUG+oOBoaGhgyZAhiY2M56fHx8WjevDn69+//1bHk5ubi+PHjnB5pbW1tVFRU4ODBg0IN12/h6emJvn37wtvbG+vXr8ft27exZcsWsflPnDiBgoICzJw5U2ido6MjTExMhB4BllRBQQFOnDgh9roDUKs53/fs2QMlJSX2KYKqAgMDUV5ejsTERACf6zctLU3o8XSByspK7N27F+7u7pwGu4CSkhJ7M+Vrde/eHYMHD0ZISIjI9d/ze6mtrY07d+5wniSoSVlZGYqLizkLEW/AgAH45ZdfkJKSgiVLluDs2bNwcHBgXyF59OgRgM+vx8yZMwdHjhxBkyZNYGtrK/RqDCGEENLQUaOdkB/swYMHYBgGZmZmEuUPDg5me3YFy+LFiyXatn379nB2dkZwcLDYPCdPnsT79+/Z96/HjBmDmJgYicqXlOB9361bt+Lhw4cSbePj44MzZ84gJycHwOebCzt27ICnpyekpLi/upo3b86pny97cW/dugUlJSU0atQILVu2xJ07dzh10rVrV8yePRujR4+GhoYGHBwcsGzZMrx48eIbjxzYunUrbt++jYCAAGzduhVNmzYVmzc7OxsAYG5uLnK9mZkZm0fAzc2Nc+xfDtglILjuTE1NOekaGhrstl9eJ6KuvdTUVDbWVq1aiXwcX1dXF8rKymys4eHhUFVVhYGBAUxNTeHl5YX9+/ejsrISAPD69Wu8fftW4u/ElzZu3CgU565du4TyRUVF4dixY+wxiKqfb/leCsr18/NDp06dYGlpCQMDA7i6uiI2NhZlZWViy4uKioKKigq76OnpSXj0/02urq5wcnKCpaUlhg4diiNHjuDy5cs4c+YMALDXVlhYGEaMGIEOHTogLi4OPB4PCQkJ9Rg5IYQQUnvUaCfkB6ttT25QUBAyMjI4i7hB2kSJjIxEamoqTpw4IXJ9bGwsXFxc2J5MNzc3nD9/XuLGtaTs7e3Ro0cPzJ07V6L8dnZ2aN68OfsYe0pKCp48eYJx48YJ5U1NTeXUz5ePz5uamiIjIwOXL19GcHAw7O3tOY90A58f687Pz8fmzZthYWGBzZs3w8zMDLdu3frKI/5MU1MTEydOhLm5ucSPR9fmGlm1ahXn2O3s7GoVX3p6OjIyMmBhYSHUqBR17XXs2LHWcero6ODixYu4desW/P39UVFRAU9PTwwYMACVlZXf/HSDu7u7UJxV380XaN26NcaOHSuyt/17fC8FdaOoqIijR4/iwYMHmDNnDpSUlBAYGIjOnTtzBvurKjQ0FEVFRezy9OnTWsXzX2doaAgNDQ08ePAAwOdrDuC+w87n82FoaIgnT57US4yEEELI16JGOyE/mLGxMXg8nsSDzWloaMDIyIizqKmpSby/Vq1awdfXFyEhIUINkzdv3uDgwYPYuHEjZGRkICMjg2bNmqGiokLo0fSqlJWVUVpayvZmCRQWFgIAVFRURG4XHR2Nffv24fr16zXGLSUlBS8vL+zYsQOVlZWIi4tD7969YWhoKJS3ZcuWnPrR19fnrJeTk4ORkRHatGmD6OhoSEtLixwUT11dHaNGjcLy5cuRmZkJXV1dLF++vMZYayKo25qYmJgAADIzM0Wuz8zMZPMIaGtrc45d3KPvRkZG4PF4yMrK4qQbGhrCyMhI5BgGoq49QT4TExM8evQIHz9+FNru+fPnKC4uFoq1TZs2mDJlCnbu3Ink5GQkJyfj7NmzaNq0KVRVVb96AEYVFRWhOKsOmFfVggULcO3aNaEnEr7H9/LLOmzVqhXGjx+P7du349q1a7h79y47+OGX+Hw+lJWVOQuR3F9//YWCggK2sd6hQwfw+XzO9V5eXo7c3Fyh3w+EEEJIQ0eNdkJ+MDU1Ndjb22PDhg0iRyYXNHy/p3nz5iE7Oxt79+7lpO/atQvNmzfHjRs3OD2GK1asQHx8vNAUYwKmpqaoqKhARkYGJ/3atWsAINRYE+jcuTOGDx8u9r3iL40bNw5Pnz7FgQMHcPDgQc5AZt9izpw5WL58OZ4/fy42j5ycHFq1aiXyHNWV/v37Q01NDStWrBBal5SUhPv378PNze2rylZXV4ednR3Wr1//XY7J1dUVJSUlIt/RX758OWRlZTFixAix2wt6QEtLSyElJQVXV1fs2rVL5DkpKSlBRUXFN8cMAHp6epg2bRpmz57Nub7r+ntpYGAABQWFH3o9/ZOVlJSwv4+Az4NQZmRk4MmTJygpKUFQUBDS0tKQm5uLlJQUDBkyBEZGRuxrPsrKypg0aRLCw8Nx4sQJZGVlYfLkyQCAUaNG1ddhEUIIIV+FRo8npB5s2LAB3bt3R+fOnREREYG2bduioqICycnJ2LRpk9ie1q+lpaWFGTNmYNmyZZz0mJgYjBw5Umg0ZT09PYSGhuLYsWMYNGiQUHkWFhbo378/vL29sWLFChgaGiIrKwsBAQFwcXFBs2bNxMayaNEiWFhYSNTz3LJlS/Tp0wcTJkwAn8/H8OHDReZ7+fIl/v77b06auro6ZGVlRebv1q0b2rZti8WLF2P9+vU4cuQI9u7dC1dXV5iYmIBhGBw+fBi///47Z5T5uqaoqIgtW7bA1dUVEyZMwLRp06CsrIyUlBQEBQVh5MiRcHZ2/uryN27ciO7du6Njx46YP38+2rZtCykpKVy+fBn37t1Dhw4dOPnfvXvHzncvoKCgAGVlZXTr1g3+/v4ICgrCx48fOVO+rVmzBqtXr2bfy548eTJ0dXXRp08fNG/eHHl5eYiMjETTpk3RrVs3AJ+vizNnzqBLly5YtGgROnbsCFlZWaSmpiIqKgqXL18WOxjc+/fvheLk8/lo0qSJyPyhoaHYtm0bcnJyOCPx1+Z7WV3dzJ8/H+/fv8fAgQOhr6+PwsJCrF27FuXl5bV+feG/6sqVK5zZG2bMmAHg8+COmzZtws2bN7Fjxw4UFhZCV1cX/fv3x8KFC8Hn89ltli1bBhkZGXh4eODDhw/o0qULTp06Jfa6IIQQQhoq6mknpB4YGhri2rVr6N27NwIDA9GmTRvY2dkhJSUFmzZtqpN9zpw5kzNN2dWrV3Hjxg2RvaEqKiro27dvtQPS7du3D7169cLEiRNhYWGB6dOnY8iQIdi+fXu1cZiYmMDb21uokS2Oj48P3r59i9GjR4ud9svU1BQ6Ojqc5erVq9WW+/PPP2P79u14+vQpWrduDQUFBQQGBqJdu3bo2rUr9u/fj+3bt4udnq2ujBw5EqdPn8aTJ0/Qs2dPmJqaYtWqVQgLC8PevXtrNcL7l1q1aoXr16+jX79+CA0NhZWVFTp27Ih169Zh5syZWLhwISf/vHnzhOp11qxZ7PrVq1dj48aN2LNnD9q0aYOOHTvi3LlzOHToEGfMgH79+iEtLQ2jRo2CiYkJRowYAXl5eaSkpLBTdKmpqSEtLQ1jxoxBZGQkrK2t0bNnT+zZswfLli0T+8oFAGzbtk0ozuqeSFBTU0NwcLDQNVib72V1ddOrVy88evQIY8eOhZmZGRwcHJCfn48TJ04IDQRIRLO1tQXDMEJLfHw8GjVqhOPHj+Ply5f4+PEjcnNzsXXrVmhpaXHKkJWVxfLly/HixQsUFxcjOTlZaJBKQggh5J+Ax3zP+Y0IIYQQ8s2Ki4uhoqKCoqIier+dEEII+Yeoq7/f1NNOCCGEEEIIIYQ0UNRoJ4QQQgghhBBCGigaiI4QQghpoCwtH0NKSvT0df8mOTkG9R0CIYQQ0mBRTzshhBBCGoRz587B0dERurq64PF4OHTokNi8kyZNAo/Hw+rVqznp165dg52dHVRVVaGuro4JEyagpKSkbgMnhBBC6hA12gkhderTp0+wsbERmq6tqKgIenp6CAsLAwDk5uaCx+Ox8zILPotiZmYGPp8vNOUW8HnUaR6PJzQn/erVq2FgYFBtrF82EsQ1GiZOnAhpaWkkJCSILOfOnTtwdnZG06ZNwefzYWJignnz5uH9+/cAgDNnzoDH41W7nDlzBgDw4cMHhIeHw8TEBHw+HxoaGhg1ahTu3LnD2ef8+fPB4/EwadIkTnpGRgZ4PB5yc3M56YmJiejTpw+aNGmCRo0awdTUFN7e3rh+/brY+vnyHFVla2uLgIAA9rOBgQF4PB7S0tI4+QICAmBra8uJu127dgAAPz8/mJubi9z3kydPIC0tjaSkJAAQW2+C8/5lHTdt2hQDBw7ErVu3OOW+evUKkydPRosWLcDn86GtrQ17e3ucP3+ecyyrV6+W6LwtXLgQOjo6ePPmDWc/N27cAJ/Px5EjR8TWLwFKS0thZWWFDRs2VJvv4MGDSEtLg66uLif9+fPn6NevH4yMjHDp0iUcO3YMd+7cgZeXVx1GTQghhNQtarQTQuqUtLQ04uPjcezYMezatYtN9/Pzg5qaGsLDw2tV3p9//okPHz5g5MiR2LFjh8g88vLymDNnDsrLy78pdlHev3+PvXv3YtasWYiNjRVan5aWhi5duuDjx484evQosrOzsWjRIsTHx8POzg4fP36EjY0N8vLy2MXZ2RkDBgzgpNnY2KCsrAz9+vVDbGwsIiMjkZ2djd9//x0VFRXo0qWLUINYXl4eMTExuH//frXHEBwcDBcXF7Rr1w5JSUnIysrC7t27YWhoiNDQ0O9WV/Ly8ggODpY4v4+PD+7du4cLFy4IrYuPj4empiYGDhzIpsXFxXHqLC8vD0OHDuVsl5WVhby8PBw/fhxlZWUYNGgQPn78yK4fMWIErl+/jh07diA7OxtJSUmwtbVFQUGBUAySnLfg4GDo6elh6tSp7Hbl5eXw9PTEmDFjMHjwYInr47/IwcEBkZGRGDZsmNg8z549g5+fH3bt2gVZWVnOuiNHjkBWVhYbNmyAqakpOnXqhM2bNyMxMREPHjyo6/AJIYSQOkHvtBNC6pyJiQmio6Ph5+eHPn36ID09HXv37sXly5chJydXq7JiYmIwevRo9OrVC/7+/iIbhW5ubkhKSsK2bdswZcqU73UYAICEhAS0bt0aISEh0NXVxdOnT6GnpwcAYBgGPj4+MDc3x4EDByAl9fm+qL6+PkxMTGBtbY1Vq1YhODgY2trabJmNGjVCWVkZJw0AlixZgosXL+L69euwsrJiy0pMTESXLl3g4+OD27dvs08kmJqaQlNTE2FhYdi/f7/I+NPS0rB06VKsWbMG06dPZ9NbtGiBDh064HvOAjphwgRs3rwZv//+O6exLU67du3Qvn17xMbGwsbGhk0XzM/t6ekJGZn/+7OlqqoqVGdf0tTUZPMFBATAyckJ9+7dQ9u2bVFYWIjU1FScOXMGvXr1AvC5fjt37iyyLDk5OYnO2y+//AJra2v8+uuvGDlyJBYtWoTCwkKsWrWqxjog1ausrISHhweCgoJEzrleVlYGOTk59rsHfD5PwOcbfkZGRj8sVkIIIeR7oZ52QsgP4efnBysrK3h4eGDChAmYN28e2xCV1Lt375CQkIAxY8bAzs4ORUVFSE1NFcqnrKyMsLAwREREoLS09HsdAoDPNw3GjBkDFRUVODg4ID4+nl2XkZGBu3fvYsaMGZxGAwBYWVmhX79+2LNnj8T72r17N+zs7ITqSUpKCj///DPu3r2LGzducNZFR0cjMTERV65cEVnmnj17oKSkJPZmhrhXEr5Gy5YtMWnSJISGhqKyslKibXx8fLB//37OeTtz5gxycnLg7e391bEUFRWxj84LbhQpKSlBSUkJhw4dQllZ2VeX/SUzMzNERUVh8uTJOH78OKKiohAXF1ftfK1lZWUoLi7mLETYkiVLICMjw7nhVFWfPn2Qn5+PZcuW4ePHj3j79i1CQkIAAHl5eT8yVEIIIeS7oUY7IeSH4PF42LRpE1JSUqClpcX+Iy2OgYGBUK/v3r17YWxsDAsLC0hLS8PV1RUxMTEit58yZQrk5eWxcuXK73YM9+/fR1paGlxcXAAAY8aMQVxcHBtndnY2AIh9L9vc3JzNI4ns7Oxqy6q6T4H27dvD2dlZ7GPp2dnZMDQ05PRYr1y5km3AKikpoaioSOIYazJnzhzk5ORwXo2ozujRo1FeXs4ZLyAuLg49evSAiYkJJ6+bmxsnbiUlJTx58oSTp3nz5lBSUoKqqip2794NJycnmJmZAQBkZGQQHx+PHTt2QFVVFd27d8fs2bNx8+bNbzxqwN/fH23atMHAgQMxefJk9O7du9r8UVFRUFFRYRfB0xvk/1y9ehVr1qxBfHy82JtLFhYW2LFjB1asWAEFBQVoa2ujZcuW0NLSErqRRgghhPxT0F8wQsgPExsbCwUFBeTk5OCvv/76qu3HjBnDfh4zZgwSEhLw7t07obx8Ph8RERFYvnw5Xr9+/U1xV92/vb09NDQ0AAADBw5EUVERTp06xcn3PR8x/5qyIiMjkZqaihMnTkiU39vbGxkZGdiyZQtKS0u/a/xNmzbFzJkzMW/ePM675OKoqqpi+PDh7HgBxcXFSExMhI+Pj1DeVatWISMjg7N8OTBZamoqrl69ivj4eJiYmGDz5s2c9SNGjMDz58+RlJSEAQMG4MyZM2jfvj3nCYqvwePxEBYWhsrKSsyZM6fG/KGhoSgqKmKXp0+fftP+/41SU1Px8uVLtGjRAjIyMpCRkcHjx48RGBjIGWRy9OjRyM/Px7Nnz1BQUID58+fj1atXMDQ0rL/gCSGEkG9AjXZCyA9x4cIFrFq1CkeOHEHnzp3h4+NTq8bh3bt3kZaWhlmzZrH/sHft2pUdGE6UMWPGQF9fH5GRkd8c/6dPn7Bjxw4cPXqU3b+CggLevHnDNjAFPcGZmZkiy8jMzBTqLa6OiYlJtWVV3WdVrVq1gq+vL0JCQoTq2NjYGI8ePeIM0qeqqgojIyM0a9as2ngEj3eL6okvLCyEioqKyO1mzJiBDx8+YOPGjdWWL+Dj44PU1FQ8ePAA+/btg7S0NEaNGiWUT1tbG0ZGRpyl6hMEwOdH9E1NTeHp6Ynx48ezT0lUJS8vDzs7O8ydOxcXLlyAl5dXrQdIFEUQy5cxicLn86GsrMxZCJeHhwdu3rwpdJMmKCgIx48fF8qvpaUFJSUl7Nu3jz3HhBBCyD8RNdoJIXXu/fv38PLyYh8TjomJQXp6ulCvZ3ViYmLw008/4caNG5x/2mfMmCH2EXkpKSlERUVh06ZNQlOe1dbvv/+Od+/e4fr165z979mzBwcOHEBhYSHatWsHMzMzrFq1Sugd7hs3buDkyZNwc3OTeJ+urq44efKk0HvrlZWVWLVqFVq3bi12XIB58+YhOztb6IaGm5sbSkpKJG5AV6WmpgYNDQ1cvXqVk15cXIwHDx6IvSGhpKSEuXPnYtGiRSKfivhS79690bJlS8TFxSEuLg6urq5QVFSsdbxfmjp1Km7fvo2DBw9Wm69169bffSwEIpmSkhL2uwUAOTk5yMjIwJMnT6Curo42bdpwFllZWWhra8PU1JQtY/369bh27Rqys7OxYcMGTJs2DVFRUVBVVa2fgyKEEEK+ETXaCSF1LjQ0FAzDIDo6GsDn99WXL1+OWbNmSdSYLi8vx//+9z+4ubkJ/dM+fvx4XLp0SWjecoFBgwahS5cu2LJlyzcdQ0xMDAYNGgQrKyvO/p2dnaGqqopdu3aBx+MhJiYGd+/exYgRI5Ceno4nT54gISEBjo6O6NatG2cu85r8/PPP6Ny5MxwdHZGQkIAnT57g8uXLGDFiBDIzMxETEyP23V4tLS3MmDEDa9eu5aR369YNgYGBCAwMxIwZM/Dnn3/i8ePHSEtLY8ur7t3fGTNmYPHixdi1axcePnyI9PR0uLu7o2nTphg+fLjY7SZMmAAVFRXs3r27xuPm8Xjw9vbGpk2bcPHiRZGPxgOfe/fz8/M5S3WNbQUFBfj6+iI8PBwMw6CgoAB9+vTBzp07cfPmTeTk5CAhIQFLly7FkCFDaoyTfH9XrlyBtbU1rK2tAXy+3qytrTFv3jyJy0hPT4ednR0sLS2xdetWbNmyRezAdYQQQsg/ATXaCSF16uzZs9iwYQPi4uKgoKDApk+cOBE2NjYSPSaflJSEgoICkXM3m5ubw9zcXGxvO/B5xOm///672n0IesZFPcr84sULHD16FCNGjBBaJyUlhWHDhrH7t7GxQVpaGqSlpeHg4AAjIyOEhobC09MTycnJ4PP51cZRlby8PE6dOoWxY8di9uzZMDIywoABAyAtLY20tDR07dq12u1nzpwJJSUlofTly5dj9+7duH79OgYPHgxjY2OMGjUKlZWVuHjxYrWPZs+aNQvh4eFYsmQJ2rZtixEjRkBRURGnT59mp9YSRVZWFgsXLqzxPAh4eXmhqKgIFhYW6NKli8g848aNg46ODmdZt25dteVOmzYNmZmZSEhIgJKSErp06YJVq1bhp59+Qps2bTB37lz4+vpi/fr1EsVJvi9bW1swDCO0iBtjIDc3V+hG2C+//IKCggKUlZXhxo0b8PDwqPvACSGEkDrEY77niEOEEPIPlZ+fDx0dHVy+fBkdO3as73DIf1xxcTFUVFRQVFRE77cTQggh/xB19fe75tFxCCHkX4xhGDx+/BjLly+HlpYW2rRpU98hEUIIIYQQwqJGOyHkP62oqAimpqYwNzfH3r17IS8vX98hEUIIIYQQwqJGOyHkP01VVRVlZWX1HQYhIllaPoaUVOP6DqNO5OQYAADOnTuHZcuW4erVq8jLy8PBgwcxdOhQkdtMmjQJW7ZswapVq9h32XNzc7Fw4UKcOnUK+fn50NXVxZgxYxAWFgY5ObkfczCEEEJIHaJGOyGEEELqTWlpKaysrODt7V3tDAQHDx5EWloadHV1Oen37t1DZWUltmzZAiMjI9y+fRu+vr4oLS3F8uXL6zp8QgghpM7R6PGEEPId8Xi8apf58+cjNzcXPB6PnYu6Knt7e0hLS+Py5ctC67y8vMDj8dip8wQOHTrEmfrtzJkz4PF4KCwsrPazhYUFPn36xClLVVVV7EjdghhE9YJ+uY/4+HjweDwMGDCAk6+wsBA8Hg9nzpxh03g8Hg4dOoQXL15AVlZWaG55AR8fH7Rv3x4AMH/+fJH1a2Zmxua3tbVl0+Xl5WFiYoKoqCih2QoOHjyIrl27QkVFBY0bN4aFhQVnRPL4+Hh2ju+qZYpa2rRpA21tbSxevFgofmdnZ3Tt2lWozv/rHBwcEBkZKXJ2CIFnz57Bz88Pu3btgqysLGfdgAEDEBcXh/79+8PQ0BBOTk6YOXMmDhw4UNehE0IIIT8ENdoJIeQ7ysvLY5fVq1dDWVmZkzZz5kyx2z558gQXLlzAtGnTEBsbKzKPvLw8lixZgrdv335zrI8ePcIvv/zyzeWIIyMjg5MnT+L06dMS5dfS0sKgQYNEHntpaSn279/PmbPdwsKCU7d5eXn4888/Odv5+voiLy8PWVlZCA0Nxbx587B582Z2fUpKClxcXDBixAikp6fj6tWrWLRoEcrLy0XGeODAAXZf6enpAICTJ0+yaefOncPWrVuxYMEC3Lp1i90uISEBR44cwY4dOyAtLS1RfZDPKisr4eHhgaCgIFhYWEi0TVFREdTU1Oo4MkIIIeTHoEY7IYR8R9ra2uyioqICHo/HSRM1b7pAXFwcBg8ejMmTJ2PPnj348OGDUJ5+/fpBW1sbUVFR3xyrn58fwsPD6+ydfkVFRXh7eyMkJETibXx8fJCSkoInT55w0hMSElBRUQF3d3c2TUZGhlO32tra0NDQ4GynoKAAbW1t6OvrY9y4cWjbti2Sk5PZ9YcPH0b37t0RFBQEU1NTmJiYYOjQodiwYYPI+NTU1Nh9NW3aFACgrq7OpqmpqcHJyQmjR4+Gp6cnysvL8erVK0ydOhXR0dEwNTWVuC7IZ0uWLIGMjAymT58uUf4HDx5g3bp1mDhxYh1HRgghhPwY1GgnhJAGgGEYxMXFYcyYMTAzM4ORkRF+/fVXoXzS0tJYvHgx1q1bh7/++uub9hkQEICKigqsW7fum8qpzvz583Hr1i2RxyLKwIEDoaWlJfSIflxcHIYPH84+pl5bDMMgNTUV9+7d4wxOpq2tjTt37uD27dtfVa44a9asQUFBARYuXIgpU6agTZs28PPzE5u/rKwMxcXFnIUAV69exZo1a9jXLWry7NkzDBgwAKNGjYKvr+8PiJAQQgipe9RoJ4SQBuDkyZN4//497O3tAQBjxoxBTEyMyLzDhg1Du3btEB4e/k37VFBQQHh4OKKiolBUVPRNZYmjq6sLf39/hIWFoaKiosb80tLS8PT0RHx8PPvu+cOHD5Gamgpvb29O3lu3bkFJSYmzTJo0iZNn48aNUFJSAp/Px08//YTKykpOj62fnx86deoES0tLGBgYwNXVFbGxsd/89IGysjLi4uKwePFinDhxAnFxcdU2OqOioqCiosIuenp637T/f4vU1FS8fPkSLVq0gIyMDGRkZPD48WMEBgbCwMCAk/f58+fo3bs3bGxssHXr1voJmBBCCKkD1GgnhJAGIDY2Fi4uLpCR+Typh5ubG86fP4+HDx+KzL9kyRLs2LEDmZmZ37RfHx8fqKurY8mSJd9UTnWCg4Px6tUrse/pf8nb2xs5OTnsu/BxcXEwMDBAnz59OPlMTU2RkZHBWSIiIjh53N3dkZGRgfPnz8PBwQFhYWGwsbFh1ysqKuLo0aN48OAB5syZAyUlJQQGBqJz5854//79Nx13nz590LVrV3h4eEBfX7/avKGhoSgqKmKXp0+fftO+/y08PDxw8+ZNzjnW1dVFUFAQjh8/zuZ79uwZbG1t0aFDB8TFxUFKiv69IYQQ8u9Bf9UIIaSevXnzBgcPHsTGjRvZ3sRmzZqhoqJCbEP3p59+gr29PUJDQ79p3zIyMli0aBHWrFmD58+f15hfWVlZZK98YWEhpKWloaioKLROVVUVoaGhWLBggUQNYWNjY/Ts2RNxcXGorKzEL7/8gnHjxgn1VMvJycHIyIizaGpqcvKoqKjAyMgInTp1wv79+7F+/XqcPHlSaJ+tWrXC+PHjsX37dly7dg13797Fvn37aoy1JoLzWRM+nw9lZWXO8l9RUlLCNsgBICcnBxkZGXjy5AnU1dXRpk0bziIrKwttbW12fABBg71FixZYvnw5Xr16hfz8fOTn59fjURFCCCHfDzXaCSGknu3atQvNmzfHjRs3OD2KK1asQHx8vNgpwqKjo3H48GFcvHjxm/Y/atQoWFhYYMGCBTXmNTU1xZ07d4QeH7927RpatmwpNB2XgJ+fH6SkpLBmzRqJYvLx8UFiYiISExPx7NkzeHl5SbRddZSUlODv74+ZM2cKTftWlYGBARQUFFBaWvrN+yQ1u3LlCqytrWFtbQ0AmDFjBqytrTFv3jyJtk9OTsaDBw+QkpKC5s2bQ0dHh10IIYSQfwNqtBNCSD2LiYnByJEjhXoUfXx88Pr1axw7dkzkdpaWlnB3d8fatWu/OYbo6GjExsbW2FB1d3cHj8fD2LFjcfXqVTx48ACxsbFYvXo1AgMDxW4nLy+PBQsWSBzrqFGjICsri4kTJ6J///4i3/GuqKhge1QFy4sXL6otd+LEicjOzkZiYiKAzwPlzZo1C2fOnEFOTg6uX78Ob29vlJeXw87OTqJYybextbUFwzBCy5eDEQrk5uYiICCA/ezl5SVy++puzBBCCCH/JDU/s0cIIaTOXL16FTdu3MC2bduE1qmoqKBv376IiYnBoEGDRG4fEREh9Bh3ZWUlAEj0WLZAnz590KdPH5w4caLafKqqqkhNTUVISAicnJxQVFQEIyMjrFy5kjOHuiienp5YsWIF7t69W2M8CgoKcHV1xdatW4UGoBO4c+eOUG8qn8/H33//LbZcNTU1jB07FvPnz8fw4cPRq1cvbNiwAWPHjsWLFy/QpEkTWFtb48SJEw1ierZbt/T/U4/KE0IIIUQYj6Fb0YQQ8q+yd+9e+Pr64t27d/UdCvlKxcXFUFFRQVFRETXaCSGEkH+Iuvr7TT3thBDyL1FWVoaHDx9i/fr16Nu3b32HQwghhBBCvgNqtBNCyL/EH3/8AQ8PD9jY2HyX99xJ/bO0fAwpqcb1HUadyMkxqO8QCCGEkH8EGoiOEEL+JYYOHYp3797h+PHjaNGiRX2HQ4hEzp07B0dHR+jq6oLH4+HQoUNi806aNAk8Hg+rV69m03Jzc+Hj44OWLVuiUaNGaNWqFcLDw/Hx48e6D54QQgj5AainnRBCCCH1prS0FFZWVvD29sbw4cPF5jt48CDS0tKgq6vLSb937x4qKyuxZcsWGBkZ4fbt2/D19UVpaSmWL19e1+ETQgghdY562uuIra0tZ0oagfj4eKiqqrKf58+fDx6Ph0mTJnHyZWRkgMfjITc3F8DnngQej4eMjAxcvXoVPB4PaWlpIvfdt29f9h8fLy8v8Hg8oWXAgAFsfgMDAzZdQUEBlpaW2L59u1C527Ztg5WVFZSUlKCqqgpra2tERUVxjqVdu3ZCZYpaRo8eDQUFBezevZuzj8rKStjY2GDkyJFi6/bTp09YtWoVLC0tIS8vjyZNmsDBwQHnz58XqmtR+xZ1bAJnz55Fnz59oKamBgUFBRgbG8PT05PTY8MwDLZu3YouXbqwddGxY0esXr0a79+/F6oLwWdRsZiZmbF5bG1twePxsHfvXk5Mq1evhoGBASft48ePWLp0KaysrKCgoAANDQ10794dcXFxKC8vByDZuRflwYMHsLe3h7KyMtTU1ODg4IBXr15Vu40gdnGLra0tAPHXRXR0NKe8xMRE2NraQkVFBUpKSmjbti0iIiLw5s0bAMLfo6q+7Knj8XiQl5fH48ePOfmGDh0qNPf306dP4e3tDV1dXcjJyUFfXx/+/v4oKCgQOl5R32+BN2/eICAgAPr6+pCTk4Ouri68vb3x5MkTobz5+fnw9/eHkZER5OXloaWlhe7du2PTpk0oLS1Fv379YG9vL7Tdxo0boaqqir/++ktsHBcuXMDAgQPRpEkTyMvLw9LSEitXrhSa913UOenRo4fYcgVx+/n5wdDQEHw+H3p6enB0dERKSgqbx8DAgNMjKiDq+yHq+1LT78Wq7O3tIS0tjcuXL1cbd3WuX7+OUaNGQUtLC/Ly8jA2Noavry+ys7Nrtb9Xr15h8uTJaNGiBfh8PrS1tWFvby/0O4p85uDggMjISAwbNkxsnmfPnsHPzw+7du2CrKwsZ92AAQMQFxeH/v37w9DQEE5OTpg5cyYOHDhQ16ETQgghPwQ12hsAeXl5xMTE4P79+xLl79ChA6ysrBAbGyu0Ljc3F6dPn+ZMvTRgwADk5eVxlj179nC2i4iIQF5eHm7fvo0xY8bA19cXf/zxB7s+NjYWAQEBmD59OjIyMnD+/HnMmjULJSUlImO8fPkyuy/BfMhZWVls2qZNmxAdHQ0/Pz/k5eWx261YsQKPHj3C5s2bRZbLMAxcXV0REREBf39/ZGZm4syZM9DT04Otra3QY5XKyspCx+7u7i6y7Lt372LAgAHo2LEjzp07h1u3bmHdunWQk5PjNHI8PDwQEBCAIUOG4PTp08jIyMDcuXPx22+/VTtdloWFhVAsf/75JyePvLw85syZwza8Rfn48SPs7e0RHR2NCRMm4MKFC0hPT8fUqVOxbt063Llzh80rybn/0oQJE/D69WucPXsWFy9ehIuLS43zHR84cIAtPz09HQBw8uRJNq3qP8+Ca63q4ufnx64PCwuDi4sLOnXqhD/++AO3b9/GihUrcOPGDfzvf/+rNg5xeDwe5s2bV22eR48eoWPHjrh//z727NmDBw8eYPPmzUhJSUG3bt3YGwY1efPmDbp27YqTJ09i8+bNePDgAfbu3YsHDx6gU6dOePToEWefgunFFi9ejOvXr+PixYuYNWsWjhw5gpSUFMTFxeHSpUvYsmULu11OTg5mzZqFdevWoXnz5iLjOHjwIHr16oXmzZvj9OnTuHfvHvz9/REZGQlXV1ehcxoXF8c5J0lJSWKPMTc3Fx06dMCpU6ewbNky3Lp1C8eOHUPv3r0xdepUieqpJrX5vfjkyRNcuHAB06ZNE/l7URJHjhxB165dUVZWhl27diEzMxM7d+6EiooK5s6dW6v9jRgxAtevX8eOHTuQnZ2NpKQk2NraCt38IZKprKyEh4cHgoKCYGFhIdE2RUVFUFNTq+PICCGEkB+DHo9vAExNTaGpqYmwsDDs379fom18fHwwZ84crF69GgoKCmx6fHw8dHR0OL2pgp6e6jRu3JjNExwcjKVLlyI5ORkODg4AgKSkJDg7O3NuBlT3z1PTpk3ZnwX/OGlqanJ6R/38/HDo0CH4+vriyJEjuHfvHubNm4d9+/ZBQ0NDZLn79+/Hr7/+iqSkJDg6OrLpW7duRUFBAcaPHw87OzsoKioC+NxYq+nYBU6cOAFtbW0sXbqUTWvVqhWnLvfv349du3bh0KFDGDJkCJtuYGAAJycnFBcXiy1fRkamxljc3NyQlJSEbdu2YcqUKSLzrF69GufOncOVK1dgbW3NphsaGmLUqFGcpwIkOfdfkpKSgr29PVu2JHNVV/3nWDBHtrq6ush9V73WvpSeno7Fixdj9erV8Pf3Z9MNDAxgZ2eHwsLC2hwKa9q0aVi5ciWCgoLQpk0bkXmmTp0KOTk5nDhxAo0aNQIAtGjRAtbW1mjVqhXCwsKwadOmGvcVFhaG58+f48GDB+xxtmjRAsePH4exsTGmTp3K3hCbMmUKZGRkcOXKFfaaBT6fyyFDhoBhGPB4PKxZswbTpk1D//79YWBgAB8fH/Tv3x8eHh4iYygtLYWvry+cnJywdetWNn38+PHQ0tKCk5MT9u/fDxcXF3adqqqqxNfKlClTwOPxkJ6ezonbwsJC7JzqtVWb34txcXEYPHgwJk+ejK5du2LlypXsOZTE+/fvMW7cOAwcOBAHDx5k01u2bIkuXboIXXfV7a+wsBCpqak4c+YMevXqBQDQ19dH586dq42hrKwMZWVl7Ofqfpf81yxZsgQyMjKYPn26RPkfPHiAdevW0aPxhBBC/jWop72BiI6ORmJiIq5cuSJRfnd3d5SVleHXX39l0xiGwY4dO+Dl5QVpaemviqOyshKJiYl4+/Yt5OTk2HRtbW2kpaUJPWL8LXg8HuLi4pCamopt27bBy8sLrq6ucHJyErvN7t27YWJiwmmwCwQGBqKgoADJyclfFY+2tjby8vJw7tw5sXl27doFU1NTToO96vGoqKh81b4FlJWVERYWhoiICJSWloqNoV+/fpwGu4CsrCynEfU1hgwZgo0bN+LatWvfVM7X2LVrF5SUlMTesBD3SHxNunfvjsGDByMkJETk+jdv3uD48eOYMmWKUGNPW1sb7u7u2LdvX41PHFRWVmLv3r1wd3cXagA3atQIU6ZMwfHjx/HmzRsUFBTgxIkTmDp1qthzxuPxAACenp7o27cvvL29sX79ety+fZvT8/6lEydOoKCgADNnzhRa5+joCBMTkxqfuBDnzZs3OHbsmNi4v/YciSLJ70WGYRAXF4cxY8bAzMwMRkZGnN+Lkjh+/Dhev36NWbNmiVxf9Zhq2p+SkhKUlJRw6NAhTiO8JlFRUVBRUWEXPT29Wh3Dv9XVq1exZs0a9nWnmjx79gwDBgzAqFGj4Ovr+wMiJIQQQuoeNdobiPbt28PZ2RnBwcES5VdTU8OwYcM4j2aePn0aubm5GDduHCfvkSNH2H8kBcvixYs5eYKDg6GkpAQ+n4+RI0eiSZMmGD9+PLs+PDwcqqqqMDAwgKmpKby8vLB//35UVlZ+w1F/7oFavXo1Jk2ahLy8PKxZs6ba/NnZ2TA3Nxe5TpBe9f3ToqIiznFX15M4atQouLm5oVevXtDR0cGwYcOwfv16To/X/fv3Jep5FuXWrVtC5+HLd3aBz72Y8vLyWLlypchy7t+/z3kXvjqSnPuqTp06hZCQEMyZMweDBw9Gamoquy4xMRGNG3/71FOCa63qItjP/fv3YWhoKPTOqihfnlvBIk5UVBSOHTvGOSaB+/fvg2GYaq+tt2/f1vhu/6tXr1BYWFhtOQzD4MGDB3jw4AEYhhG6njQ0NNhjqfr7YOvWrbh9+zYCAgKwdetWztMsXxJ8B8TFYWZmJvSetpubG6cexY3gLYhb0mtQ1Pmu7hqsSpLfiydPnsT79+/Z9/7HjBmDmJgYicoXEDyCL8kx1bQ/GRkZxMfHY8eOHVBVVUX37t0xe/Zs3Lx5s9pyQ0NDUVRUxC5Pnz6t1TH8W6WmpuLly5do0aIFZGRkICMjg8ePHyMwMFBorI/nz5+jd+/esLGx4TxhQgghhPzT0ePxDUhkZCTMzc1x4sQJaGpq1pjf29sb9vb2ePjwIVq1aoXY2Fj06tULRkZGnHy9e/cWeqz3y3f9goKC4OXlhby8PAQFBWHKlCmccnR0dHDx4kXcvn0b586dw4ULF+Dp6Ynt27fj2LFjkJL6+vs/48aNw9y5c+Hn5wdlZeUa89fU21lV48aNOT3G1cUpLS2NuLg4REZG4tSpU7h06RIWL16MJUuWID09HTo6OrXa95dMTU2F3hMWdbx8Ph8RERHw8/PD5MmThdbXJgZJzn1VISEhmDp1KmbOnAkLCws4Ojrif//7HxwdHXHr1q0aByeThOBaq6pZs2YAvu3cChgbG4vM37p1a4wdOxYhISFiBwT7lvP7vcpJT09HZWUl+zSNgKamJiZOnIhDhw5h6NCh3z2OVatWoV+/fuxnHR2dby4TEH2+165dW+0TLVXV9HsxNjYWLi4ukJH5/OfMzc0NQUFB7O9FSdTmmCTZ34gRIzBo0CCkpqYiLS0Nf/zxB5YuXYrt27cL1YUAn88Hn8+XOI7/Cg8PD851CXweBNDDw4Nzg/rZs2fo3bs3OnTogLi4uG/6m0QIIYQ0NPRXrY4oKyujqKhIKL2wsFDsI9StWrWCr68vQkJCJPonsm/fvmjRogXi4+NRXFyMAwcOcN45F1BUVISRkRFn+bLhpqGhASMjI/Ts2RMJCQmYPn067t69K1RWmzZtMGXKFOzcuRPJyclITk7G2bNna4y1JoIelJqYmJggMzNT5DpBuomJCZsmJSXFOW5DQ8Ma99GsWTN4eHhg/fr1uHPnDv7++292YDwTExPcu3dPkkMSIicnJ3QexN2cGTNmDPT19REZGSm0rjYxSHLuq7p58yb72L2DgwNiYmIwatQobN++HfHx8UJPcXwNwbVWdRE8km5iYoJHjx5VOxCfwJfnVrBUZ8GCBbh27ZpQL7KRkRF4PF6111aTJk2q7d0GPo/loKqqWm05PB6PjZXH4yErK4uTx9DQkFMnVdXmeyLYn7g4qn5PgM+vAVStR3GP7BsbG4PH40l8DYo637UZIKy634tv3rzBwYMHsXHjRrZumjVrhoqKiloNSCeoi5qOqTb7k5eXh52dHebOnYsLFy7Ay8sL4eHhEsf0X1JSUoKMjAxkZGQA+DzQYkZGBp48eQJ1dXW0adOGs8jKykJbW5t9SuXZs2ewtbVFixYtsHz5crx69Qr5+fnIz8+vx6MihBBCvh9qtNcRU1NTkb2A165dE/pnuap58+YhOztbaNovUaSkpDBu3Djs2LEDu3fvhpycXLVTpUlKT08PLi4uCA0NrTZf69atAUDsu9d1wdXVFffv38fhw4eF1q1YsQLq6uqws7P7bvtr0qQJdHR02GMcPXo0srOz8dtvvwnlZRhG5I2aryElJYWoqChs2rRJaHqr0aNH4+TJk7h+/brQduXl5d90Ppo1a8bpAR0xYgS2bNmCCRMmQFVVFaNGjfrqsiUxevRolJSUYOPGjSLXf+1AdAJ6enqYNm0aZs+ezZkRQHDdbNy4ER8+fOBsk5+fj127dsHFxaXGd2qlpKTg7OyM3bt3CzUYPnz4gI0bN8Le3h5qamrsPtevX//dv0P9+/eHmpoaVqxYIbQuKSkJ9+/fh5ub21eVraamBnt7e2zYsEFk3N96jkQR93tx165daN68OW7cuME2+jIyMrBixQrEx8cLTW0nTv/+/aGhocEZhLIqwTF9y/5at279Q39X/pMIBtUU3DCcMWMGrK2ta5zxQSA5ORkPHjxASkoKmjdvDh0dHXYhhBBC/g2o0V5HJk+ejOzsbEyfPh03b95EVlYWVq5ciT179iAwMFDsdlpaWpgxYwbWrl0r0X7GjRuHZ8+eYfbs2XBzcxPZO1dWVsb2OgiW169fV1uuv78/Dh8+zA4ANXnyZCxcuBDnz5/H48ePkZaWhrFjx6Jp06bo1q2bRLF+D66urhg2bBg8PT0RExOD3Nxc3Lx5ExMnTkRSUhK2b9/+1QOxbdmyBZMnT8aJEyfw8OFD3LlzB8HBwbhz5w478J2zszNcXFzg5uaGxYsX48qVK3j8+DGOHDmCfv364fTp02LLr6ioEDoPL168EJt/0KBB6NKli9CAYwEBAejevTv69u2LDRs24MaNG3j06BH279+Prl27cqbIqu25nzVrFrZu3YoFCxbg3r17uHTpEi5evAgFBQXcu3fvu8wz/e7dO6GYBOMGdOnSBbNmzUJgYCBmzZqFixcv4vHjx0hJScGoUaOwY8eOb95/aGgonj9/jpMnT3LS169fj7KyMtjb2+PcuXN4+vQpjh07Bjs7OzRr1gyLFi3i5H/16hWn4ZaRkYEXL15g8eLF0NbWhp2dHf744w88ffoU586dg729PcrLy7Fhwwa2jI0bN6KiogIdO3bEvn37kJmZiaysLOzcuRP37t376gElFRUVsWXLFvz222+YMGECbt68idzcXMTExMDLywsjR46Es7PzV5UNABs2bMCnT5/QuXNnJCYm4v79+8jMzMTatWvr5PeBuN+LMTExGDlypFBPrI+PD16/fo1jx45JVL6ioiK2b9+Oo0ePwsnJCSdPnkRubi6uXLmCWbNmsWNPSLK/goIC9OnTBzt37sTNmzeRk5ODhIQELF26VOQAlgSwtbUFwzBCS3x8vMj8ubm5CAgIYD97eXmJ3P57ve5CCCGE1DuG1Jn09HTGzs6Oadq0KaOiosJ06dKFOXjwICdPeHg4Y2VlxUkrKipiNDQ0GABMTk4OwzAMk5OTwwBgrl+/LrSf/v37MwCY9PR0oXWenp4MAKHF1NSUzaOvr8+sWrVKaFt7e3vGwcGBYRiG+fXXX5mBAwcyOjo6jJycHKOrq8uMGDGCuXnzZrXHwjAMc/r0aQYA8/btW5H1VF0MopSXlzPLli1jLCwsGDk5OUZZWZmxt7dn/vzzT06+uLg4RkVFRaIyGYZhrl27xowZM4Zp2bIlw+fzGXV1deann35ikpKSOPk+ffrEbNq0ienUqROjoKDAKCsrMx06dGDWrFnDvH//nmEY4boIDw8XeR74fD6bp1evXoy/vz9nXxcuXGAAMPr6+pz0v//+m4mKimIsLS0ZeXl5Rk1NjenevTsTHx/PlJeXMwwj2bkXJSEhgenQoQOjoKDAaGpqMuPGjWOePn3KjB8/nlFXV2eys7Or3b66a1VfX19kTBMnTuTk27dvH/PTTz8xjRs3ZhQVFZm2bdsyERER7DVU3bkFwPmeffmZYRhm8eLFDADG09OTk56bm8t4enoyWlpajKysLKOnp8f4+fkxr1+/5uTr1auXyONYuHAhwzAM8+rVK8bPz4/R09NjZGVlGS0tLcbLy4t5/PixULzPnz9npk2bxrRs2ZKRlZVllJSUmM6dOzPLli1jSktLOXnFfcfEOXfuHGNvb88oKyszcnJyjIWFBbN8+XKmoqKi2jqTxPPnz5mpU6cy+vr6jJycHNOsWTPGycmJOX36NJtH3Pda1Pejus8MI/x78cqVK2J/7zEMwzg4ODDDhg1jGObz9SLJn7vLly8zw4cPZ5o2bcrw+XzGyMiImTBhAnP//n2J9/f3338zISEhTPv27RkVFRVGQUGBMTU1ZebMmcP+fpBEUVERA4ApKiqSeBtCCCGE1K+6+vvNYxi6FU0IIeTfKzw8HGfPnsWZM2fqOxSJFRUVQVVVFU+fPpVogE5CCCGE1L/i4mLo6elVO47Z16DR4wkhhPyr/fHHH1i/fn19h1ErBQUFAEDztRNCCCH/QO/evfuujXbqaSeEEEIamMLCQjRp0gRPnjz5rn/0/wsEvRz0lMLXofr7elR334bq7+tR3X2b71l/DMPg3bt30NXV/a7Tj1JPOyGEENLACP7Qq6io0D9gX0lZWZnq7htQ/X09qrtvQ/X39ajuvs33qr+6uNlOo8cTQgghhBBCCCENFDXaCSGEEEIIIYSQBooa7YQQQkgDw+fzER4eDj6fX9+h/ONQ3X0bqr+vR3X3baj+vh7V3bf5J9QfDURHCCGEEEIIIYQ0UNTTTgghhBBCCCGENFDUaCeEEEIIIYQQQhooarQTQgghhBBCCCENFDXaCSGEEEIIIYSQBooa7YQQQkgDsmHDBhgYGEBeXh5dunRBenp6fYdU76KiotCpUyc0btwYmpqaGDp0KLKysjh5/v77b0ydOhXq6upQUlLCiBEj8OLFC06eJ0+eYNCgQVBQUICmpiaCgoJQUVHxIw+l3kVHR4PH4yEgIIBNo7qr3rNnzzBmzBioq6ujUaNGsLS0xJUrV9j1DMNg3rx50NHRQaNGjdCvXz/cv3+fU8abN2/g7u4OZWVlqKqqwsfHByUlJT/6UH64T58+Ye7cuWjZsiUaNWqEVq1aYeHChag6DjbV32fnzp2Do6MjdHV1wePxcOjQIc7671VPN2/eRM+ePSEvLw89PT0sXbq0rg/th6iu/srLyxEcHAxLS0soKipCV1cXY8eOxfPnzzllNOj6YwghhBDSIOzdu5eRk5NjYmNjmTt37jC+vr6Mqqoq8+LFi/oOrV7Z29szcXFxzO3bt5mMjAxm4MCBTIsWLZiSkhI2z6RJkxg9PT0mJSWFuXLlCtO1a1fGxsaGXV9RUcG0adOG6devH3P9+nXm999/ZzQ0NJjQ0ND6OKR6kZ6ezhgYGDBt27Zl/P392XSqO/HevHnD6OvrM15eXsylS5eYR48eMcePH2cePHjA5omOjmZUVFSYQ4cOMTdu3GCcnJyYli1bMh8+fGDzDBgwgLGysmLS0tKY1NRUxsjIiHFzc6uPQ/qhFi1axKirqzNHjhxhcnJymISEBEZJSYlZs2YNm4fq77Pff/+dCQsLYw4cOMAAYA4ePMhZ/z3qqaioiNHS0mLc3d2Z27dvM3v27GEaNWrEbNmy5UcdZp2prv4KCwuZfv36Mfv27WPu3bvHXLx4kencuTPToUMHThkNuf6o0U4IIYQ0EJ07d2amTp3Kfv706ROjq6vLREVF1WNUDc/Lly8ZAMzZs2cZhvn8D5msrCyTkJDA5snMzGQAMBcvXmQY5vM/dFJSUkx+fj6bZ9OmTYyysjJTVlb2Yw+gHrx7944xNjZmkpOTmV69erGNdqq76gUHBzM9evQQu76yspLR1tZmli1bxqYVFhYyfD6f2bNnD8MwDHP37l0GAHP58mU2zx9//MHweDzm2bNndRd8AzBo0CDG29ubkzZ8+HDG3d2dYRiqP3G+bHR+r3rauHEj06RJE873Njg4mDE1Na3jI/qxRN30+FJ6ejoDgHn8+DHDMA2//ujxeEIIIaQB+PjxI65evYp+/fqxaVJSUujXrx8uXrxYj5E1PEVFRQAANTU1AMDVq1dRXl7OqTszMzO0aNGCrbuLFy/C0tISWlpabB57e3sUFxfjzp07PzD6+jF16lQMGjSIU0cA1V1NkpKS0LFjR4waNQqampqwtrbGtm3b2PU5OTnIz8/n1J+Kigq6dOnCqT9VVVV07NiRzdOvXz9ISUnh0qVLP+5g6oGNjQ1SUlKQnZ0NALhx4wb+/PNPODg4AKD6k9T3qqeLFy/ip59+gpycHJvH3t4eWVlZePv27Q86moahqKgIPB4PqqqqABp+/cnUaemEEEIIkcjr16/x6dMnTsMIALS0tHDv3r16iqrhqaysREBAALp37442bdoAAPLz8yEnJ8f+8yWgpaWF/Px8No+ouhWs+zfbu3cvrl27hsuXLwuto7qr3qNHj7Bp0ybMmDEDs2fPxuXLlzF9+nTIycnB09OTPX5R9VO1/jQ1NTnrZWRkoKam9q+vv5CQEBQXF8PMzAzS0tL49OkTFi1aBHd3dwCg+pPQ96qn/Px8tGzZUqgMwbomTZrUSfwNzd9//43g4GC4ublBWVkZQMOvP2q0E0IIIeQfY+rUqbh9+zb+/PPP+g7lH+Hp06fw9/dHcnIy5OXl6zucf5zKykp07NgRixcvBgBYW1vj9u3b2Lx5Mzw9Pes5uoZv//792LVrF3bv3g0LCwtkZGQgICAAurq6VH+kXpSXl8PZ2RkMw2DTpk31HY7E6PF4QgghpAHQ0NCAtLS00KjdL168gLa2dj1F1bBMmzYNR44cwenTp9G8eXM2XVtbGx8/fkRhYSEnf9W609bWFlm3gnX/VlevXsXLly/Rvn17yMjIQEZGBmfPnsXatWshIyMDLS0tqrtq6OjooHXr1pw0c3NzPHnyBMD/HX9131ttbW28fPmSs76iogJv3rz519dfUFAQQkJC4OrqCktLS3h4eODnn39GVFQUAKo/SX2vevovf5eB/2uwP378GMnJyWwvO9Dw648a7YQQQkgDICcnhw4dOiAlJYVNq6ysREpKCrp161aPkdU/hmEwbdo0HDx4EKdOnRJ6PLFDhw6QlZXl1F1WVhaePHnC1l23bt1w69Ytzj9lgn/avmyU/Zv07dsXt27dQkZGBrt07NgR7u7u7M9Ud+J1795daHrB7Oxs6OvrAwBatmwJbW1tTv0VFxfj0qVLnPorLCzE1atX2TynTp1CZWUlunTp8gOOov68f/8eUlLc5oa0tDQqKysBUP1J6nvVU7du3XDu3DmUl5ezeZKTk2FqavqvfzRe0GC/f/8+Tp48CXV1dc76Bl9/dT7UHSGEEEIksnfvXobP5zPx8fHM3bt3mQkTJjCqqqqcUbv/iyZPnsyoqKgwZ86cYfLy8tjl/fv3bJ5JkyYxLVq0YE6dOsVcuXKF6datG9OtWzd2vWDasv79+zMZGRnMsWPHmKZNm/4npi37UtXR4xmG6q466enpjIyMDLNo0SLm/v37zK5duxgFBQVm586dbJ7o6GhGVVWV+e2335ibN28yQ4YMETkVl7W1NXPp0iXmzz//ZIyNjf91U5aJ4unpyTRr1oyd8u3AgQOMhoYGM2vWLDYP1d9n7969Y65fv85cv36dAcCsXLmSuX79Oju6+feop8LCQkZLS4vx8PBgbt++zezdu5dRUFD4V0z5Vl39ffz4kXFycmKaN2/OZGRkcP6OVB0JviHXHzXaCSGEkAZk3bp1TIsWLRg5OTmmc+fOTFpaWn2HVO8AiFzi4uLYPB8+fGCmTJnCNGnShFFQUGCGDRvG5OXlccrJzc1lHBwcmEaNGjEaGhpMYGAgU15e/oOPpv592Winuqve4cOHmTZt2jB8Pp8xMzNjtm7dyllfWVnJzJ07l9HS0mL4fD7Tt29fJisri5OnoKCAcXNzY5SUlBhlZWVm3LhxzLt3737kYdSL4uJixt/fn2nRogUjLy/PGBoaMmFhYZyGEtXfZ6dPnxb5e87T05NhmO9XTzdu3GB69OjB8Pl8plmzZkx0dPSPOsQ6VV395eTkiP07cvr0abaMhlx/PIZhmLrtyyeEEEIIIYQQQsjXoHfaCSGEEEIIIYSQBooa7YQQQgghhBBCSANFjXZCCCGEEEIIIaSBokY7IYQQQgghhBDSQFGjnRBCCCGEEEIIaaCo0U4IIYQQQgghhDRQ1GgnhBBCCCGEEEIaKGq0E0IIIYQQQgghDRQ12gkhhBBCSL3Lzc0Fj8dDRkZGfYfCunfvHrp27Qp5eXm0a9euvsOpNQMDA6xevbraPDweD4cOHQLw487B/Pnz/5H1SUh9oUY7IYQQQgiBl5cXeDweoqOjOemHDh0Cj8erp6jqV3h4OBQVFZGVlYWUlJT6DqfO6enpIS8vD23atPluZVa9KSAwc+bM/0R9EvK9UKOdEEIIIYQAAOTl5bFkyRK8ffu2vkP5bj5+/PjV2z58+BA9evSAvr4+1NXVv2NUDZO0tDS0tbUhIyNTp/tRUlL6T9QnId8LNdoJIYQQQggAoF+/ftDW1kZUVJTYPKIebV69ejUMDAzYz15eXhg6dCgWL14MLS0tqKqqIiIiAhUVFQgKCoKamhqaN2+OuLg4ofLv3bsHGxsbyMvLo02bNjh79ixn/e3bt+Hg4AAlJSVoaWnBw8MDr1+/Ztfb2tpi2rRpCAgIgIaGBuzt7UUeR2VlJSIiItC8eXPw+Xy0a9cOx44dY9fzeDxcvXoVERER4PF4mD9/vthyli5dCiMjI/D5fLRo0QKLFi1i19+6dQt9+vRBo0aNoK6ujgkTJqCkpERc9QL4vzresmUL9PT0oKCgAGdnZxQVFXGOMyAggLPd0KFD4eXlxUl79+4d3NzcoKioiGbNmmHDhg1i9yvq8fg7d+5g8ODBUFZWRuPGjdGzZ088fPgQAHD58mXY2dlBQ0MDKioq6NWrF65du8ZuK7gmhg0bBh6Px37+8hqq6VwI4jpw4AB69+4NBQUFWFlZ4eLFi2yex48fw9HREU2aNIGioiIsLCzw+++/V1fNhPxjUKOdEEIIIYQA+NzTunjxYqxbtw5//fXXN5V16tQpPH/+HOfOncPKlSsRHh6OwYMHo0mTJrh06RImTZqEiRMnCu0nKCgIgYGBuH79Orp16wZHR0cUFBQAAAoLC9GnTx9YW1vjypUrOHbsGF68eAFnZ2dOGTt27ICcnBzOnz+PzZs3i4xvzZo1WLFiBZYvX46bN2/C3t4eTk5OuH//PgAgLy8PFhYWCAwMRF5eHmbOnCmynNDQUERHR2Pu3Lm4e/cudu/eDS0tLQBAaWkp7O3t0aRJE1y+fBkJCQk4efIkpk2bVmP9PXjwAPv378fhw4dx7NgxXL9+HVOmTKlxuy8tW7YMVlZWuH79OkJCQuDv74/k5GSJtn327Bl++ukn8Pl8nDp1ClevXoW3tzcqKioAfL4h4OnpiT///BNpaWkwNjbGwIED8e7dOwCfG/UAEBcXh7y8PPbzl2o6FwJhYWGYOXMmMjIyYGJiAjc3NzaWqVOnoqysDOfOncOtW7ewZMkSKCkp1bq+CGmQGEIIIYQQ8p/n6enJDBkyhGEYhunatSvj7e3NMAzDHDx4kKn6L2N4eDhjZWXF2XbVqlWMvr4+pyx9fX3m06dPbJqpqSnTs2dP9nNFRQWjqKjI7Nmzh2EYhsnJyWEAMNHR0Wye8vJypnnz5sySJUsYhmGYhQsXMv379+fs++nTpwwAJisri2EYhunVqxdjbW1d4/Hq6uoyixYt4qR16tSJmTJlCvvZysqKCQ8PF1tGcXExw+fzmW3btolcv3XrVqZJkyZMSUkJm3b06FFGSkqKyc/PF1tueHg4Iy0tzfz1119s2h9//MFISUkxeXl5DMN8Pk5/f3/OdkOGDGE8PT3Zz/r6+syAAQM4eVxcXBgHBwf2MwDm4MGDDMP83zm4fv06wzAMExoayrRs2ZL5+PGj2Fir+vTpE9O4cWPm8OHDIsuvenxVr6GazoUgru3bt7Pr79y5wwBgMjMzGYZhGEtLS2b+/PkSxUnIPw31tBNCCCGEEI4lS5Zgx44dyMzM/OoyLCwsICX1f/9qamlpwdLSkv0sLS0NdXV1vHz5krNdt27d2J9lZGTQsWNHNo4bN27g9OnTUFJSYhczMzMAYB/ZBoAOHTpUG1txcTGeP3+O7t27c9K7d+9eq2POzMxEWVkZ+vbtK3a9lZUVFBUVOfuorKxEVlYWAHCOZdKkSWy+Fi1aoFmzZuznbt26cbaTVNX6FHyW9BgzMjLQs2dPyMrKilz/4sUL+Pr6wtjYGCoqKlBWVkZJSQmePHkicXy1ORdt27Zlf9bR0QEA9vqZPn06IiMj0b17d4SHh+PmzZsSx0BIQ1e3o0wQQgghhJB/nJ9++gn29vYIDQ0VekdaSkoKDMNw0srLy4XK+LKhx+PxRKZVVlZKHFdJSQkcHR2xZMkSoXWCRhwATiO5LjVq1Oiby6j6/riysrLE20l6Hr5FTcfn6emJgoICrFmzBvr6+uDz+ejWrds3Df5XnarXj2BGA8H1M378eNjb2+Po0aM4ceIEoqKisGLFCvj5+dVJLIT8SNTTTgghhBBChERHR+Pw4cOcwb4AoGnTpsjPz+c0GL/nvN5paWnszxUVFbh69SrMzc0BAO3bt8edO3dgYGAAIyMjzlKbhrqysjJ0dXVx/vx5Tvr58+fRunVricsxNjZGo0aNxE5fZm5ujhs3bqC0tJSzDykpKZiamgIA5xg0NTXZfE+ePMHz58/Zz2lpaZztmjZtiry8PHb9p0+fcPv2baEYqtan4LOgPmvStm1bpKamir0ZcP78eUyfPh0DBw6EhYUF+Hw+Z1BA4HND+9OnT2L38b3OBfB5yrpJkybhwIEDCAwMxLZt22q1PSENFTXaCSGEEEKIEEtLS7i7u2Pt2rWcdFtbW7x69QpLly7Fw4cPsWHDBvzxxx/fbb8bNmzAwYMHce/ePUydOhVv376Ft7c3gM+Djb158wZubm64fPkyHj58iOPHj2PcuHHVNgxFCQoKwpIlS7Bv3z5kZWUhJCQEGRkZ8Pf3l7gMeXl5BAcHY9asWfjll1/w8OFDpKWlISYmBgDg7u4OeXl5eHp64vbt2zh9+jT8/Pzg4eHBDlZXXdmenp64ceMGUlNTMX36dDg7O0NbWxsA0KdPHxw9ehRHjx7FvXv3MHnyZBQWFgqVc/78eSxduhTZ2dnYsGEDEhISJD7GadOmobi4GK6urrhy5Qru37+P//3vf+wj+sbGxvjf//6HzMxMXLp0Ce7u7kK98wYGBkhJSUF+fr7YqQS/x7kICAjA8ePHkZOTg2vXruH06dMS35wgpKGjRjshhBBCCBEpIiJC6PF1c3NzbNy4ERs2bICVlRXS09PFjqz+NaKjoxEdHQ0rKyv8+eefSEpKgoaGBgCwPbKfPn1C//79YWlpiYCAAKiqqnLen5fE9OnTMWPGDAQGBsLS0hLHjh1DUlISjI2Na1XO3LlzERgYiHnz5sHc3BwuLi7se9YKCgo4fvw43rx5g06dOmHkyJHo27cv1q9fX2O5RkZGGD58OAYOHIj+/fujbdu22LhxI7ve29sbnp6eGDt2LHr16gVDQ0P07t1bqJzAwEBcuXIF1tbWiIyMxMqVK8VOg/cldXV1nDp1CiUlJejVqxc6dOiAbdu2sY+px8TE4O3bt2jfvj08PDwwffp0ztMCALBixQokJydDT08P1tbWIvfzPc7Fp0+fMHXqVJibm2PAgAEwMTHh1Bch/2Q85suXYQghhBBCCCH1Zv78+Th06NB3fe2AEPLPRT3thBBCCCGEEEJIA0WNdkIIIYQQQgghpIGix+MJIYQQ8v/as2MaAAAAAEH9W1vDA1o4AYAppx0AAACmRDsAAABMiXYAAACYEu0AAAAwJdoBAABgSrQDAADAlGgHAACAKdEOAAAAUwGpUauJ4c3qXwAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = inst_collab[0:25]\n",
"g = sns.barplot(data, x=\"count\", y=aff, color=\"blue\")\n",
"g.set_ylabel(\"Institution\")\n",
"g.set_xlabel(\"Number of co-publications\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 50,
"outputs": [
{
"data": {
"text/plain": " Affiliations count percent \n0 UDICE-FRENCH RESEARCH UNIVERSITIES 647 0.065739 \\\n1 CNRS 640 0.065027 \n2 HELMHOLTZ ASSOCIATION 427 0.043385 \n3 TECHNICAL UNIVERSITY OF MUNICH 312 0.031701 \n4 UNIVERSITE PARIS SACLAY 254 0.025808 \n... ... ... ... \n1870 UNIVERSITY OF AGRICULTURE FAISALABAD 1 0.000102 \n1871 CLINICAL CENTRE OF SERBIA 1 0.000102 \n1872 AZIENDA OSPEDALIERA SAN CAMILLO-FORLANINI 1 0.000102 \n1873 IRCCS ISTITUTO DI RICERCA DIAGNOSTICA E NUCLEA... 1 0.000102 \n1874 HOSPITAL UNIVERSITARIO LA PAZ 1 0.000102 \n\n weight \n0 0.015890 \n1 0.015718 \n2 0.010487 \n3 0.007662 \n4 0.006238 \n... ... \n1870 0.000025 \n1871 0.000025 \n1872 0.000025 \n1873 0.000025 \n1874 0.000025 \n\n[1875 rows x 4 columns]",
"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>Affiliations</th>\n <th>count</th>\n <th>percent</th>\n <th>weight</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>UDICE-FRENCH RESEARCH UNIVERSITIES</td>\n <td>647</td>\n <td>0.065739</td>\n <td>0.015890</td>\n </tr>\n <tr>\n <th>1</th>\n <td>CNRS</td>\n <td>640</td>\n <td>0.065027</td>\n <td>0.015718</td>\n </tr>\n <tr>\n <th>2</th>\n <td>HELMHOLTZ ASSOCIATION</td>\n <td>427</td>\n <td>0.043385</td>\n <td>0.010487</td>\n </tr>\n <tr>\n <th>3</th>\n <td>TECHNICAL UNIVERSITY OF MUNICH</td>\n <td>312</td>\n <td>0.031701</td>\n <td>0.007662</td>\n </tr>\n <tr>\n <th>4</th>\n <td>UNIVERSITE PARIS SACLAY</td>\n <td>254</td>\n <td>0.025808</td>\n <td>0.006238</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1870</th>\n <td>UNIVERSITY OF AGRICULTURE FAISALABAD</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1871</th>\n <td>CLINICAL CENTRE OF SERBIA</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1872</th>\n <td>AZIENDA OSPEDALIERA SAN CAMILLO-FORLANINI</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1873</th>\n <td>IRCCS ISTITUTO DI RICERCA DIAGNOSTICA E NUCLEA...</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n <tr>\n <th>1874</th>\n <td>HOSPITAL UNIVERSITARIO LA PAZ</td>\n <td>1</td>\n <td>0.000102</td>\n <td>0.000025</td>\n </tr>\n </tbody>\n</table>\n<p>1875 rows × 4 columns</p>\n</div>"
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Institutions in EU\n",
"inst_collab = wos_inst_collabs[wos_inst_collabs[\"Country_Type\"]!=\"China\"][aff].value_counts().reset_index()\n",
"inst_collab[\"percent\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].nunique()\n",
"inst_collab[\"weight\"] = inst_collab[\"count\"]/wos_inst_collabs[record_col].size\n",
"inst_collab"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 51,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = inst_collab[0:25]\n",
"g = sns.barplot(data, x=\"count\", y=aff, color=\"blue\")\n",
"g.set_ylabel(\"Institution\")\n",
"g.set_xlabel(\"Number of co-publications\")\n",
"for i in g.containers:\n",
" g.bar_label(i,)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 53,
"outputs": [
{
"data": {
"text/plain": " UT (Unique WOS ID) Affiliations Country_Type\n0 WOS:000947693400001 UNIVERSITAT POLITECNICA DE VALENCIA EU\n1 WOS:000947693400001 SHANGHAITECH UNIVERSITY China\n2 WOS:000947693400001 SHANGHAI OCEAN UNIVERSITY China\n3 WOS:000947693400001 SHANGHAI JIAO TONG UNIVERSITY China\n4 WOS:000947693400001 HUZHOU UNIVERSITY China\n... ... ... ...\n63580 WOS:000301090100061 UNIVERSITY OF LUBECK EU\n63584 WOS:000301090100061 CAPITAL MEDICAL UNIVERSITY China\n63586 WOS:000297893800037 UNIVERSIDAD POLITECNICA DE MADRID EU\n63587 WOS:000297893800037 BEIJING INSTITUTE OF TECHNOLOGY China\n63589 WOS:000209536100003 BULGARIAN ACADEMY OF SCIENCES EU\n\n[40718 rows x 3 columns]",
"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>UT (Unique WOS ID)</th>\n <th>Affiliations</th>\n <th>Country_Type</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>WOS:000947693400001</td>\n <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>1</th>\n <td>WOS:000947693400001</td>\n <td>SHANGHAITECH UNIVERSITY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>2</th>\n <td>WOS:000947693400001</td>\n <td>SHANGHAI OCEAN UNIVERSITY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>3</th>\n <td>WOS:000947693400001</td>\n <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>4</th>\n <td>WOS:000947693400001</td>\n <td>HUZHOU UNIVERSITY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>63580</th>\n <td>WOS:000301090100061</td>\n <td>UNIVERSITY OF LUBECK</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>63584</th>\n <td>WOS:000301090100061</td>\n <td>CAPITAL MEDICAL UNIVERSITY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>63586</th>\n <td>WOS:000297893800037</td>\n <td>UNIVERSIDAD POLITECNICA DE MADRID</td>\n <td>EU</td>\n </tr>\n <tr>\n <th>63587</th>\n <td>WOS:000297893800037</td>\n <td>BEIJING INSTITUTE OF TECHNOLOGY</td>\n <td>China</td>\n </tr>\n <tr>\n <th>63589</th>\n <td>WOS:000209536100003</td>\n <td>BULGARIAN ACADEMY OF SCIENCES</td>\n <td>EU</td>\n </tr>\n </tbody>\n</table>\n<p>40718 rows × 3 columns</p>\n</div>"
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos_inst_collabs"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}