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{
"cells": [
{
"cell_type": "code",
"execution_count": 26,
"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": 46,
"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",
"\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 = 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/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>"
],
"text/plain": [
" Domain_English UT (Unique WOS ID)\n",
"0 Applied Sciences 5379\n",
"5 Natural Sciences 1649\n",
"3 Health Sciences 1106\n",
"2 Economic & Social Sciences 289\n",
"4 Miscellaneous 156\n",
"1 Arts & Humanities 13"
]
},
"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": 16,
"id": "f8e72c87",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": 17,
"id": "88742c07",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>"
],
"text/plain": [
" Publication Year Domain_English UT (Unique WOS ID)\n",
"65 2022 Natural Sciences 524\n",
"64 2022 Miscellaneous 41\n",
"63 2022 Health Sciences 368\n",
"62 2022 Economic & Social Sciences 106\n",
"61 2022 Arts & Humanities 4\n",
".. ... ... ...\n",
"4 2012 Miscellaneous 3\n",
"3 2012 Health Sciences 2\n",
"2 2012 Economic & Social Sciences 0\n",
"1 2012 Arts & Humanities 0\n",
"0 2012 Applied Sciences 21\n",
"\n",
"[66 rows x 3 columns]"
]
},
"execution_count": 17,
"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": 22,
"id": "151a7a8a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x173792047c0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": 24,
"id": "d3807072",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>"
],
"text/plain": [
" Publication Year Domain_English \n",
"176 2022 Natural Sciences \\\n",
"175 2022 Natural Sciences \n",
"174 2022 Natural Sciences \n",
"173 2022 Natural Sciences \n",
"172 2022 Natural Sciences \n",
".. ... ... \n",
"4 2012 Miscellaneous \n",
"3 2012 Health Sciences \n",
"2 2012 Applied Sciences \n",
"1 2012 Applied Sciences \n",
"0 2012 Applied Sciences \n",
"\n",
" Field_English UT (Unique WOS ID) \n",
"176 Physics & Astronomy 205 \n",
"175 Mathematics & Statistics 61 \n",
"174 Earth & Environmental Sciences 134 \n",
"173 Chemistry 81 \n",
"172 Biology 43 \n",
".. ... ... \n",
"4 Miscellaneous 3 \n",
"3 Clinical Medicine 2 \n",
"2 Information & Communication Technologies 14 \n",
"1 Engineering 5 \n",
"0 Agriculture, Fisheries & Forestry 2 \n",
"\n",
"[177 rows x 4 columns]"
]
},
"execution_count": 24,
"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": 28,
"id": "756513b5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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++uorIiIimDhxIsOGDTO69kYIIYQQBZdJa3bmzZtHdHQ0LVu2xNPTU/9auXKlQblffvmFEiVK0LZt2wzHMDc3Z/369Zibm9O4cWPefvtt+vTpw6effvqiLiPfSh+08fjx46YOJVMtW7Zk5MiR+velS5dm5syZuXb8wqRfv3506tTJ1GEIIQq65HhIS4a4O7qfyfEmCcPkj7Eye/Xr18+g3Oeff054eHiW07eXKlWKf/75h/j4eO7cucM333yDhUWeaI5kMv369TMYcdrNzQ1/f39OnjypL5M+aGNWvd/ymkOHDjF48OAXdr5Fixbp75+ZmRmenp68+eabhIeHv7AYhBAi30pNhOCZ8HV5+Lqc7mfwTN36F0zmxirA/P399SNPb9u2DQsLC1577TX9dnNzczw8PPJNYlisWLEX3lDcycmJW7ducePGDVavXs2FCxfo1q3bC40hu5KTk00dghCisEuOh93fwc4vITFKty4xSvd+93cvvIZHkp0CzNraGg8PDzw8PKhVqxbjx4/n2rVr3LlzB8j8MdbOnTtp0KAB1tbWeHp6Mn78eIN5xlq2bMnw4cMZOXIkRYoUoXjx4vz444/ExcXRv39/HB0dKVeuHBs3bjSI5fTp07Rv3x4HBweKFy9O7969uXv3rn57XFwcffr0wcHBAU9PT7799tsM1/P4Y6yoqCjeffddihcvjo2NDdWqVWP9+vUA3Lt3j549e+Lt7Y2dnR3Vq1fnt99+y/Y91Gg0eHh44OnpSZMmTRg4cCAHDx40GIjyr7/+ok6dOtjY2FCmTBmmTJmiv2dKKSZPnkzJkiWxtrbGy8uL999/X79vUlISY8eOxdvbG3t7exo2bEhQUJB+uzHX0bJlSwICAhg5ciRFixalXbt2AJw5c4bXXnsNJycnHB0dadasGaGhoQb7fvPNN3h6euLm5sawYcNkhHAhRM4wt4ADCzLfdmCBbvsLJMlONimliE9ONcnreWb2iI2NZdmyZZQrVy7L8YJu3LjBK6+8Qv369Tlx4gTz5s3j559/Ztq0aQblFi9eTNGiRTl48CDDhw9nyJAhdOvWjSZNmnD06FHatm1L7969iY/XZe5RUVG8/PLL1K5dm8OHD7Np0yZu375N9+7d9cf84IMP2LlzJ3/99RdbtmwhKCiIo0ePZnk9Wq2W9u3bExwczLJlyzh79ixffPGFvhtvYmIidevWZcOGDZw+fZrBgwfTu3fvDMMUZEdkZCRr167F3Nxcf57du3fTp08fRowYwdmzZ1mwYAGLFi3is88+A2D16tXMmDGDBQsWEBISwp9//kn16tX1xwwICGDfvn2sWLGCkydP0q1bN/z9/QkJCcnWdSxevBgrKyuCg4OZP38+N27coHnz5lhbW7N9+3aOHDnCgAEDDBLXHTt2EBoayo4dO/Rzyi1atOiZ748QQuglRv9Xo5NhWxQkPnnmgpyWp+bGMpUnza2RmJhIWFgYvr6+2NjYEJ+cSpVJm00S59lP22FnZVw23K9fP5YtW4aNjQ2gqznx9PRk/fr11KlTB9DV7Pj6+nLs2DFq1arFRx99xOrVqzl37py+a+zcuXMZN24c0dHRmJmZ0bJlS9LS0ti9ezegG3TR2dmZLl26sGTJEkA34rSnpyf79u2jUaNGTJs2jd27d7N583/37fr16/j4+HDhwgW8vLxwc3Nj2bJl+kdE9+/fp0SJEgwePFhfm1O6dGlGjhzJyJEj2bJlC+3bt+fcuXNUqFDBqHvy2muvUalSJb755htAVyNSq1atLBs9L1q0iP79+2Nvb68f+Rbg/fffZ9asWQD4+fnRunVrJkyYoN9v2bJlfPjhh9y8eZPvvvuOBQsWcPr0aSwtLQ2OHx4eTpkyZQgPD8fLy0u/3s/PjwYNGvD5558bfR0xMTEGyeH//vc/VqxYwYULFzKcF3S/H0FBQYSGhuoTt+7du2NmZsaKFSueeB/F83v8c0WIAictWddGJ7OEx8YFPggB86fPXfk0+XJuLJGzWrVqxbx58wB48OABc+fOpX379hw8eJBSpUplKH/u3DkaN25sMAZI06ZNiY2N5fr165QsWRKAGjVq6Lebm5vj5uZmUFuRPl1H+thHJ06cYMeOHTg4OGQ4Z2hoKAkJCSQnJ9OwYUP9eldXVypWrJjltR0/fpwSJUpkmeikpaXx+eef8/vvv3Pjxg2Sk5NJSkrKdpsfR0dHjh49SkpKChs3buTXX3/V19qkX1twcLDBurS0NBITE4mPj6dbt27MnDmTMmXK4O/vzyuvvEKHDh2wsLDg1KlTpKWlZbiGpKQkfe2bsddRt27dDPenWbNmmSY66apWrWowoJ2npyenTp3K1v0RQohMpaVCw3d1bXQe1/Bd3fYcSHaMJclONtlamnP203YmO3d22NvbU65cOf37n376CWdnZ3788ccMj6ay4/EvUI1GY7AuPVnSarWA7hFahw4d+PLLjL/0np6eXLp0KdsxPDoOU2a+/vprZs2axcyZM6levTr29vaMHDky2413zczM9PewcuXKhIaGMmTIEJYuXQrorm3KlCl06dIlw742Njb62qutW7cSGBjI0KFD+frrr9m5cyexsbGYm5tz5MiRDKPopieGxl6Hvb19tu4PZP7vmP5vJoQQz8XKDpoMB6WFgz/qanhsXHSJTrPRYPFiazQl2ckmjUZj9KOkvCa9C3VCQkKm2ytXrszq1atRSukTluDgYBwdHbOcxsMYderUYfXq1ZQuXTrTnl9ly5bF0tKSAwcO6GuPHjx4wMWLF2nRokWmx6xRowbXr1/n4sWLmdbuBAcH07FjR95++21Al3hdvHjxuUfVHj9+PGXLlmXUqFHUqVOHOnXqcOHCBYOk8nG2trZ06NCBDh06MGzYMCpVqsSpU6eoXbs2aWlpREZG0qxZs0z3fdbrqFGjBosXLyYlJeWJtTtCCJErlII1g6D22zDmAiTHgo0TpKW88EQHpIFygZaUlERERAQRERGcO3eO4cOH62tZMjN06FCuXbvG8OHDOX/+PH/99ReffPIJo0ePznKMI2MMGzaM+/fv07NnTw4dOkRoaCibN2+mf//+pKWl4eDgwMCBA/nggw/Yvn07p0+fpl+/fk88Z4sWLWjevDldu3YlMDCQsLAwNm7cyKZNmwAoX748gYGB7N27l3PnzvHuu+/q50x7Hj4+PnTu3JlJkyYBMGnSJJYsWcKUKVM4c+YM586dY8WKFUycOBHQtfv5+eefOX36NJcvX2bZsmXY2tpSqlQpKlSoQK9evejTpw9r1qwhLCyMgwcPMn36dDZs2PBc1xEQEEBMTAw9evTg8OHDhISEsHTpUi5cuPDc90AIIZ7q6l64sBFWD9KNq2NfVPfYysr+6fvmAkl2CrBNmzbpR6Vu2LAhhw4dYtWqVbRs2TLT8t7e3vzzzz8cPHiQmjVr8t577zFw4ED9F/ez8vLyIjg4mLS0NNq2bUv16tUZOXIkLi4u+oTm66+/plmzZnTo0AE/Pz9eeumlDO1QHrd69Wrq169Pz549qVKlCh9++CFpaWkATJw4kTp16tCuXTtatmyJh4dHjo0YPGrUKDZs2MDBgwdp164d69evZ8uWLdSvX59GjRoxY8YMfZsoFxcXfvzxR5o2bUqNGjXYunUrf//9t75NzsKFC+nTpw9jxoyhYsWKdOrUiUOHDulruJ71Otzc3Ni+fTuxsbG0aNGCunXr8uOPP0otjxDixTj4g+5nje5g62LSUEB6YwHZ640lhBDPSz5XRIEWcxNmVAOVBu8Fg0fujdJvbG8sqdkRQgghRM45skiX6JRskquJTnZIsiOEEEKInJGaDIcX6pYbvGPaWB4hyY4QQgghcsa5dRAXCQ4eUCnzzjCmIMmOEEIIIXLGwR91P+v2A4sXN2jg00iyI4QQQojnd+skXNsPZha6ZCcPkWRHCCGEEM/v0L+1OpVfBydP08byGEl2hBBCCPF8Eh7AyVW65QaDTBtLJiTZEUIIIcTzOfYrpCZA8WpQsrGpo8lAkh0hhBBCPDutFg79pFuu/w78O7diXiLJTiGn0Wj4888/Abhy5QoajYbjx48bvf/kyZOpVatWjsWzaNEiXFxccux4z6pfv34G0zK0bNmSkSNHGrVvUFAQGo2GqKioXIlNCCHylNBt8CAMrJ1100PkQZLsFGAREREMHz6cMmXKYG1tjY+PDx06dGDbtm2Zlvfx8eHWrVtUq2b8iJdjx47N8ni5RaPRoNFo2L9/v8H6pKQk3Nzc0Gg0BAUF5eg516xZw9SpU40q26RJE27duoWzs3OOxiCEEHlS+jxYtXuZbKLPp7EwdQAid1y5coWmTZvi4uLC119/TfXq1UlJSWHz5s0MGzaM8+fPZ9jH3NwcDw+PbJ3HwcEBBweHnArbaD4+PixcuJBGjRrp161duxYHBwfu37+f4+dzdXU1uqyVlVW276MQQuRL9y9DSKBuuX7eGTH5cVKzU0ANHToUjUbDwYMH6dq1KxUqVKBq1aqMHj06Q41IuscfY6U/jtm2bRv16tXDzs6OJk2acOHCBf0+mT3G+uWXX6hatSrW1tZ4enoSEBCg3/bdd99RvXp17O3t8fHxYejQocTGxmb7+vr27cuKFStISEgwOG/fvn0zlL127Rrdu3fHxcUFV1dXOnbsyJUrV/Tb09LSGD16NC4uLri5ufHhhx/y+Py4jz/GSkpKYty4cfj4+GBtbU25cuX4+eefDe5b+mOs9EdzmzdvpnLlyjg4OODv78+tW7cMzvHTTz9RuXJlbGxsqFSpEnPnzs32fRFCiBfq0M+AgnJ+4FbW1NFkSZKd7FIKkuNM8zJygvr79++zadMmhg0bhr19xirF7LaJ+eijj/j22285fPgwFhYWDBgwIMuy8+bNY9iwYQwePJhTp06xbt06ypUrp99uZmbG7NmzOXPmDIsXL2b79u18+OGH2YoHoG7dupQuXZrVq1cDEB4ezq5du+jdu7dBuZSUFNq1a4ejoyO7d+8mODhYn2wkJycD8O2337Jo0SJ++eUX9uzZw/3791m7du0Tz9+nTx9+++03Zs+ezblz51iwYMETa7ji4+P55ptvWLp0Kbt27SI8PJyxY8fqt//6669MmjSJzz77jHPnzvH555/z8ccfs3jx4mzfGyGEeCGS4+HYUt1y/bzX3fxR8hgru1Li4XMv05z7fzeNeh566dIllFJUqlQpR0772Wef0aJFCwDGjx/Pq6++SmJiIjY2NhnKTps2jTFjxjBixAj9uvr16+uXH60dKV26NNOmTeO99957plqMAQMG8Msvv/D222+zaNEiXnnlFYoVK2ZQZuXKlWi1Wn766Sc0//YQWLhwIS4uLgQFBdG2bVtmzpzJhAkT6NKlCwDz589n8+bNWZ734sWL/P777wQGBuLn5wdAmTJlnhhrSkoK8+fPp2xZ3V8+AQEBfPrpp/rtn3zyCd9++60+Bl9fX86ePcuCBQsyra0SQgiTO/0HJEaDSyko38bU0TyRJDsF0OOPYJ5XjRo19MuenrpRMSMjIylZsqRBucjISG7evEnr1q2zPNbWrVuZPn0658+fJyYmhtTUVBITE4mPj8fOzi5bcb399tuMHz+ey5cvs2jRImbPnp2hzIkTJ7h06RKOjo4G6xMTEwkNDSU6Oppbt27RsGFD/TYLCwvq1auX5X08fvw45ubm+gTQGHZ2dvpEB3T3MTIyEoC4uDhCQ0MZOHAggwb999dRamqqNHIWQuRNSv3XMLn+QDAzN208TyHJTnZZ2ulqWEx1biOUL18ejUaTaSPkZzqtpaV+Ob12RKvVZihna2v7xONcuXKF1157jSFDhvDZZ5/h6urKnj17GDhwIMnJydlOdtzc3HjttdcYOHAgiYmJtG/fnocPHxqUiY2NpW7duvz6668Z9n+8FshYT7vOzDx6D0F3H9OTqfQ2Sz/++KNB0gW6RuNCCJHnXDsIEafAwgZq9356eRMzaZud6dOnU79+fRwdHXF3d6dTp04GjV8fpZSiffv2BuPCpAsPD+fVV1/Fzs4Od3d3PvjgA1JTU3MnaI1G9yjJFC8jB2pydXWlXbt2zJkzh7i4uAzbc2v8F0dHR0qXLp1lV/QjR46g1Wr59ttvadSoERUqVODmzedLHAcMGEBQUBB9+vTJNDGoU6cOISEhuLu7U65cOYOXs7Mzzs7OeHp6cuDAAf0+qampHDlyJMtzVq9eHa1Wy86dO58r9nTFixfHy8uLy5cvZ4jR19c3R84hhBA5Kr1Wp9obYGd8b1VTMWmys3PnToYNG8b+/fsJDAwkJSWFtm3bZvoFPXPmTH2twqPS0tJ49dVXSU5OZu/evSxevJhFixYxadKkF3EJedacOXNIS0ujQYMGrF69mpCQEM6dO8fs2bNp3Dj3hvKePHky3377LbNnzyYkJISjR4/y/fffA1CuXDlSUlL4/vvvuXz5MkuXLmX+/PnPdT5/f3/u3Llj0P7lUb169aJo0aJ07NiR3bt3ExYWRlBQEO+//z7Xr18HYMSIEXzxxRf8+eefnD9/nqFDhz4xISxdujR9+/ZlwIAB/Pnnn/pj/v777898HVOmTGH69OnMnj2bixcvcurUKRYuXMh33333zMcUQohc8fA2nP1Lt5wH58HKjEmTnU2bNtGvXz+qVq1KzZo1WbRoEeHh4Rn+qj5+/Djffvstv/zyS4ZjbNmyhbNnz7Js2TJq1apF+/btmTp1KnPmzNH3timMypQpw9GjR2nVqhVjxoyhWrVqtGnThm3btjFv3rxcO2/fvn2ZOXMmc+fOpWrVqrz22muEhIQAULNmTb777ju+/PJLqlWrxq+//sr06dOf63wajYaiRYtiZWWV6XY7Ozt27dpFyZIl6dKlC5UrV9Y/9nJycgJgzJgx9O7dm759+9K4cWMcHR3p3LnzE887b9483njjDYYOHUqlSpUYNGhQpkm6sd555x1++uknFi5cSPXq1WnRogWLFi2Smh0hRN5zdDFoU6BEA/CqZepojKJROd2a9TlcunSJ8uXLc+rUKf0ovvHx8dSrV4/p06fTsWNHNBoNa9eu1Q/lP2nSJNatW2cwxUFYWJj+y7527doZzpOUlERSUpL+fUxMDD4+PkRHR+u/ANMlJiYSFhaGr69vpr2PhBAiu+RzReRbaSkwswY8vAldfjT59BAxMTE4Oztn+v39qDwzzo5Wq2XkyJE0bdrUYLqCUaNG0aRJEzp27JjpfhERERQvXtxgXfr7iIiITPeZPn26vr2Gs7MzPj4+OXQVQgghRAF2foMu0bEvBlUy/17Oi/JMb6xhw4Zx+vRp9uzZo1+3bt06tm/fzrFjx3L0XBMmTGD06NH69+k1O0IIIYR4goM/6n7W6QsW1qaNJRvyRM1OQEAA69evZ8eOHZQoUUK/fvv27YSGhuLi4oKFhQUWFrrcrGvXrrRs2RIADw8Pbt++bXC89PdZzU9kbW2Nk5OTwUsIIYQQT3D7LFzdAxpzqNff1NFki0mTHaUUAQEBrF27lu3bt2dojDl+/HhOnjzJ8ePH9S+AGTNmsHDhQgAaN27MqVOn9AO0AQQGBuLk5ESVKlVe2LUIIYQQBdqhf2t1Kr0CziWeXDaPMeljrGHDhrF8+XL++usvHB0d9W1snJ2dsbW1xcPDI9PamZIlS+oTo7Zt21KlShV69+7NV199RUREBBMnTmTYsGFYW+efKjYhhBAiz0qMhhMrdcsNBps2lmdg0pqdefPmER0dTcuWLfH09NS/Vq5cafQxzM3NWb9+Pebm5jRu3Ji3336bPn36ZDnuihBCCCGy6fhvkBIHxSpB6WamjibbTFqz8yy93jPbp1SpUvzzzz85EZIQQgghHqXV/vcIq/47Ro/mn5fkiQbKQgghhMijwoLg3iWwcoSaPUwdzTORZEcIIYQQWUvvbl6rJ1g7mjaWZyTJjshx/fr1049w/awWLVqEi4tLjsQjdCZPnkytWrWeWObKlStoNBqDEcnzopYtWzJy5EhThyFEwffgKlzcpFuunz/mwcqMJDsFVL9+/dBoNGg0GqysrChXrhyffvpp7s0GX4DduXOHN954gyJFiuDk5ETLli25cOGCUfsqpfjhhx9o2LAhDg4OuLi4UK9ePWbOnEl8fHwuR25o7NixBjPSZ5aU+vj4cOvWLYNRzHPDzp07efnll3F1dcXOzo7y5cvTt29fo+ezW7NmDVOnTs3VGIUQwOFfQGnBtwUUq2DqaJ5ZnhlBWeQ8f39/Fi5cSFJSEv/88w/Dhg3D0tKSCRMmmDq0fGXcuHEcPnyY9evX4+HhwdGjR43et3fv3qxZs4aJEyfyf//3fxQrVowTJ04wc+ZMSpcu/dw1YNnh4OCAg4PDE8uYm5tnORhnTjl79iz+/v4MHz6c2bNnY2trS0hICKtXryYtLc2oY7i6uuZqjEIIICURji7RLefD7uYGlFDR0dEKUNHR0Rm2JSQkqLNnz6qEhAQTRPbs+vbtqzp27Giwrk2bNqpRo0ZKKaV27Nih6tevr+zs7JSzs7Nq0qSJunLligoLC1MajUYdOnTIYN8ZM2aokiVLqrS0NKWUUqdPn1avvvqqcnR0VA4ODuqll15Sly5dMjj3119/rTw8PJSrq6saOnSoSk5O1h/v/v37qnfv3srFxUXZ2toqf39/dfHiRf32hQsXKmdnZ4MY5s6dq8qUKaMsLS1VhQoV1JIlSwy2nzt3TjVt2lRZW1urypUrq8DAQAWotWvXKqWUatWqlRo2bJjBPpGRkcrS0lJt3bo1y3s5cOBA1bNnzyy3Z2XlypUKUH/++WeGbVqtVkVFRSmllEpLS1NTpkxR3t7eysrKStWsWVNt3LjRoHxwcLCqWbOmsra2VnXr1lVr165VgDp27JhSSvfvCaitW7equnXrKltbW9W4cWN1/vx5/TE++eQTVbNmTf0yYPDasWOHCgsL0x83LS1NeXt7q7lz5xrEcvToUaXRaNSVK1eUUko9ePBADRw4UBUtWlQ5OjqqVq1aqePHj2d5X2bMmKFKly791Pu3Z88e1aJFC2Vra6tcXFxU27Zt1f3795VSSrVo0UKNGDFCXzYxMVGNGTNGeXl5KTs7O9WgQQO1Y8cO/fb036dNmzapSpUqKXt7e9WuXTt18+ZNg3P+/PPPqkqVKsrKykp5eHgY/L487TqPHz+uWrZsqRwcHJSjo6OqU6dOhv9H6fLr54ooZI79qtQnTkp9V1Wp1BRTR5OpJ31/P0oeY2WTUor4lHiTvNRzTlBva2tLcnIyqampdOrUiRYtWnDy5En27dvH4MGD0Wg0lC5dGj8/P/0I1ekWLlxIv379MDMz48aNGzRv3hxra2u2b9/OkSNHGDBggMEjsh07dhAaGsqOHTtYvHgxixYtYtGiRfrt/fr14/Dhw6xbt459+/ahlOKVV14hJSUl09jXrl3LiBEjGDNmDKdPn+bdd9+lf//+7NixA4C0tDQ6deqEnZ0dBw4c4IcffuCjjz4yOMY777zD8uXLDWa8X7ZsGd7e3rz88stZ3reOHTvyxx9/sGnTJqPvNcCvv/5KxYoVM53EVqPR4OzsDMCsWbP49ttv+eabbzh58iTt2rXj9ddfJyQkBNDN3dahQweqV6/O0aNHmTp1KuPGjcv0nB999BHffvsthw8fxsLCggEDBmRabuzYsXTv3h1/f39u3brFrVu3aNKkiUEZMzMzevbsyfLlyzNcV9OmTSlVqhQA3bp1IzIyko0bN3LkyBHq1KlD69atuX//fqbn9vDw4NatW+zatSvLe3f8+HFat25NlSpV2LdvH3v27KFDhw5Z1vwEBASwb98+VqxYwcmTJ+nWrRv+/v76ewgQHx/PN998w9KlS9m1axfh4eGMHTtWv33evHkMGzaMwYMHc+rUKdatW0e5cuX02592nb169aJEiRIcOnSII0eOMH78eCwtLbO8RiHyvPSGyfX6g3k+fxD0IjKvvC47NTtxyXGq2qJqJnnFJccZfU2P1uxotVoVGBiorK2t1dixY9W9e/cUoIKCgjLdd+XKlapIkSIqMTFRKaXUkSNHlEajUWFhYUoppSZMmKB8fX0NamoeP3epUqVUamqqfl23bt3Um2++qZRS6uLFiwpQwcHB+u13795Vtra26vfff1dKZazZadKkiRo0aJDBebp166ZeeeUVpZRSGzduVBYWFurWrVv67Y/X7CQkJKgiRYqolStX6svUqFFDTZ48OdPrUEqpM2fOKAcHBzV9+nTl7e2tj08ppQ4fPqwAdefOnUz3rVy5snr99dezPHY6Ly8v9dlnnxmsq1+/vho6dKhSSql58+YpNzc3g1qAH3/8McuanXQbNmxQgH6/R2t2lMq89u/Rmh2llDp27JjSaDTq6tWrSimlr+2ZN2+eUkqp3bt3KycnJ/3vSrqyZcuqBQsWZHq9qampql+/fgpQHh4eqlOnTur77783+P/Xs2dP1bRp0yzv2aM1O1evXlXm5ubqxo0bBmVat26tJkyYoJTS/T4B+tpHpZSaM2eOKl68uP69l5eX+uijjzI9nzHX6ejoqBYtWpRlzI+Smh2R5107rKvV+bSoUrGZf8blBVKzI1i/fj0ODg7Y2NjQvn173nzzTSZPnoyrqyv9+vWjXbt2dOjQgVmzZnHr1i39fp06dcLc3Jy1a9cCup5RrVq1onTp0oDur+5mzZo98a/WqlWrYm5urn/v6empn7/s3LlzWFhY0LBhQ/12Nzc3KlasyLlz5zI93rlz52jatKnBuqZNm+rLX7hwAR8fH4P2Jg0aNDAob2NjQ+/evfnll18AOHr0KKdPn6Zfv35ZXsfkyZNp374948ePZ926dbz33nvMnz8fgFOnTlGpUiWKFi2a6b7KiJq4mJgYbt68+dRrq1GjBjY2NlleW7oaNWrolz09PQEM5o3Lrlq1alG5cmV97c7OnTuJjIykW7duAJw4cYLY2Fjc3Nz0bYIcHBwICwsjNDQ002Oam5uzcOFCrl+/zldffYW3tzeff/45VatW1f8eptfsGOPUqVOkpaVRoUIFgxh27txpEIOdnR1ly5bVv3/0dzIyMpKbN29meU5jrnP06NG88847+Pn58cUXX2R5/ULkCwd/0P2s2gXsM/+My0/yeb3Ui2drYcuBtw6Y7NzZ0apVK+bNm4eVlRVeXl76WeNB91jq/fffZ9OmTaxcuZKJEycSGBhIo0aNsLKyok+fPixcuJAuXbqwfPlyZs2a9V8ctk+P4/FESKPRoNVqsxV/bnjnnXeoVasW169fZ+HChbz88sv6xzGZOXnyJH379gWgTp06rFu3jnbt2nH37l02bdpE//5Zz/xboUIFzp8/n+PX8CSP3nfNv6OcPu9979WrF8uXL2f8+PEsX74cf39/3NzcAIiNjcXT05OgoKAM+z1t6ABvb2969+5N7969mTp1KhUqVGD+/PlMmTLFqN+xdLGxsZibm3PkyBGDBBswaJCd2e9kekL6tPMZc52TJ0/mrbfeYsOGDWzcuJFPPvmEFStW0LlzZ6OvRYg8Ie4unFmjW87vDZP/JTU72aTRaLCztDPJS5PNIbrt7e0pV64cJUuWNEh00tWuXZsJEyawd+9eqlWrZtA245133mHr1q3MnTuX1NRUunTpot9Wo0YNdu/enWX7mqepXLkyqampHDjwX9J47949Lly4kOVM9ZUrVyY4ONhgXXBwsL58xYoVuXbtGrdv39ZvP3ToUIbjVK9enXr16vHjjz+yfPnyLNu0pPP29mb37t36902bNmXt2rVMnTqV0NBQAgICstz3rbfe4uLFi/z1118ZtimliI6OxsnJCS8vr6de26lTpwzaGmV2bdllZWVlVO+nt956i9OnT3PkyBH++OMPevXqpd9Wp04dIiIisLCwoFy5cgavrGq8MlOkSBE8PT2Ji4sDdL9jj3aTf5LatWuTlpZGZGRkhhiM7Vnm6OhI6dKlszynsddZoUIFRo0axZYtW+jSpUuGtm9C5AtHF0NaMnjVhhJ1TR1NjpBkpxAKCwtjwoQJ7Nu3j6tXr7JlyxZCQkKoXLmyvkzlypVp1KgR48aNo2fPngZ/+QYEBBATE0OPHj04fPgwISEhLF261OixZ8qXL0/Hjh0ZNGgQe/bs4cSJE7z99tt4e3tn2pgX4IMPPmDRokXMmzePkJAQvvvuO9asWaNvYNqmTRvKli1L3759OXnyJMHBwUycOBEgQ5L4zjvv8MUXX6CUeupf3R988AGbNm1i2LBhnD59mmPHjrFz506srKy4c+cOf//9d5b7du/enTfffJOePXvy+eefc/jwYa5evcr69evx8/PTN67+4IMP+PLLL1m5ciUXLlxg/PjxHD9+nBEjRgC6ZEOr1TJ48GDOnTvH5s2b+eabbzK9tuwoXbo0J0+e5MKFC9y9ezfL5LV06dI0adKEgQMHkpaWxuuvv67f5ufnR+PGjenUqRNbtmzhypUr7N27l48++ojDhw9nerwFCxYwZMgQtmzZQmhoKGfOnGHcuHGcOXOGDh06ADBhwgQOHTrE0KFDOXnyJOfPn2fevHncvXs3w/EqVKhAr1696NOnD2vWrCEsLIyDBw8yffp0NmzYYPT9mDx5Mt9++y2zZ88mJCSEo0eP8v333xt1nQkJCQQEBBAUFMTVq1cJDg7m0KFDBv+nhMgX0lLh8L9JegGp1QGkgbJShafrebqIiAjVqVMn5enpqaysrFSpUqXUpEmT9N3K0/38888KUAcPHsxwjBMnTqi2bdsqOzs75ejoqJo1a6ZCQ0OzPPeIESNUixYt9O/Tu547OzsrW1tb1a5duxzrem5lZaUqVaqk/v77bwWoTZs2GZR7+PChsrOz0zcAfprt27erZs2aKScnJ+Xi4qLeeOMNdfbsWTVt2jRlY2Nj0ND6cWlpaWrevHn6bv5OTk6qbt26atasWSo+Pl5fZvLkycrb21tZWlpm2fW8Ro0aysrKStWtW1ctX75cAfqu5ekNlB88eKDf59ixYwrQNyx/vIFyZGSkatOmjXJwcMi06/mj5s6dqwDVp0+fDNcYExOjhg8frry8vJSlpaXy8fFRvXr1UuHh4Znek6NHj6q3335b+fr6Kmtra+Xm5qaaN2+u1q1bZ1AuKChINWnSRFlbWysXFxfVrl07/fU93vU8OTlZTZo0SZUuXVpZWloqT09P1blzZ3Xy5EmlVOa/T+nd9x81f/58VbFiRf0xhg8fbtR1JiUlqR49eigfHx9lZWWlvLy8VEBAQJafG/n1c0UUAmf/1jVM/qK0Usl5//fT2AbKGqWesz9zARATE4Ozs7P+scKjEhMTCQsLw9fX16CBaGEwdepUVq1axcmTJ00dyjMJDg7mpZde4tKlSwYNU69cuULZsmU5dOgQderUMWGEz+7XX3+lf//+REdHZ6t9i8gbCvPnisjjlnSEy0HQdCS0mWLqaJ7qSd/fj5IGyiKD2NhYrly5wv/93/8xbdo0U4djtLVr1+Lg4ED58uW5dOkSI0aMoGnTpvpEJyUlhXv37jFx4kQaNWqUrxKdJUuWUKZMGby9vTlx4gTjxo2je/fukugIIXLOnQu6REdjBvWe3J4xv5FkR2QQEBDAb7/9RqdOnZ7agDcvefjwIePGjSM8PJyiRYvi5+fHt99+q98eHBxMq1atqFChAn/88YcJI82+iIgIJk2aREREBJ6ennTr1o3PPvvM1GEJIQqSQz/pflbwhyJZ91LNj+QxFvIYSwjxYsnnishzkh7Ct5Uh+SH0Xgtlsx5VPi8x9jGW9MYSQgghCrsTK3SJjls58G1p6mhynCQ7QgghRGGm1H+PsOoPArOClxoUvCsSQgghhPGu7IY758HSHmr1NHU0uUKSHSGEEKIwS5/dvOabYONs2lhyiSQ7QgghRGEVfR3O/zvSeP1Bpo0lF0myI4QQQhRWhxeCSoNSL0HxzOcmLAgk2RFZKl26NDNnznxiGY1Gw59//gnoRibWaDQcP34812PLCS1btmTkyJFPLLNo0aKnzt6dn/Xr149OnTo9sUxQUBAajYaoqKgXElNOMOZ3V4hCLzVJN+knQIOCW6sDkuwUWP369UOj0aDRaLCysqJcuXJ8+umnpKam5to5fXx8uHXrFtWqVXum/Z+ULBmTmDyvnPyC1Gq1jBs3Di8vL2xtbalRo0ams59n5tEE8lHGJCbPKyfv886dO3n55ZdxdXXFzs6O8uXL07dvX5KTk3Pk+E9y6NAhBg8uQJMYCpEbzv4FcXfA0RMqvWrqaHKVjKBcgPn7+7Nw4UKSkpL4559/GDZsGJaWlkyYMCFXzmdubo6Hh0euHDu/WbZsGTNmzGDJkiU0atSIS5cumTqkF+rs2bP4+/szfPhwZs+eja2tLSEhIaxevZq0tLRnPm5ycjJWVlZPLVesWLFnPocQhUZ6w+R6A8Dc0rSx5DKp2SnArK2t8fDwoFSpUgwZMgQ/Pz/WrVsHZP4XfKdOnejXr5/BuocPH9KzZ0/s7e3x9vZmzpw5WZ4vs5qZM2fO8Nprr+Hk5ISjoyPNmjUjNDT0ua8tKSmJsWPH4u3tjb29PQ0bNiQoKEi//d69e/Ts2RNvb2/s7OyoXr06v/32W5bHa9myJVevXmXUqFH6GrFHbd68mcqVK+Pg4IC/vz+3bt16YnxmZmYUK1aMHj16ULp0afz8/PDz83uua36cVqtl+vTp+Pr6YmtrS82aNQ2mwUhLS2PgwIH67RUrVmTWrFlZHq9fv37s3LmTWbNm6e/BlStX9NuPHDlCvXr1sLOzo0mTJly4cCHLY23ZsgUPDw+++uorqlWrRtmyZfH39+fHH380mM9rz549NGvWDFtbW3x8fHj//feJi4vTby9dujRTp06lT58+ODk5MXjwYJo0acK4ceMMznfnzh0sLS3ZtWuXfr9Ha+mioqJ49913KV68ODY2NlSrVo3169cbHcfcuXMpX748NjY2FC9enDfeeCPLaxciX7h5HK4fBDNLqNPX1NHkOpMmO9OnT6d+/fo4Ojri7u5Op06dMnyA/vDDD7Rs2RInJ6cs2w3cv3+fXr164eTkhIuLCwMHDiQ2NjZXYlZKoY2PN8nreWf2sLW1zfYjhK+//pqaNWty7Ngxxo8fz4gRIwgMDDRq3xs3btC8eXOsra3Zvn07R44cYcCAATnyKC0gIIB9+/axYsUKTp48Sbdu3fD39yckJATQDcdft25dNmzYwOnTpxk8eDC9e/fm4MGDmR5vzZo1lChRgk8//ZRbt24ZJDPx8fF88803LF26lF27dhEeHs7YsWOfGF/r1q2Jjo7m448/fu5rzcr06dNZsmQJ8+fP58yZM4waNYq3336bnTt3ArpkqESJEqxatYqzZ88yadIk/ve///H7779nerxZs2bRuHFjBg0apL8HPj4++u0fffQR3377LYcPH8bCwuKJ86Z5eHhw69YtffKRmdDQUPz9/enatSsnT55k5cqV7Nmzh4CAAINy33zzjf538OOPP6ZXr16sWLHC4P/DypUr8fLyolmzZhnOo9Vqad++PcHBwSxbtoyzZ8/yxRdfYG5ublQchw8f5v333+fTTz/lwoULbNq0iebNm2d5XULkC4f+rdWp0hEci5s2lhdBmVC7du3UwoUL1enTp9Xx48fVK6+8okqWLKliY2P1ZWbMmKGmT5+upk+frgD14MGDDMfx9/dXNWvWVPv371e7d+9W5cqVUz179jQ6jujoaAWo6OjoDNsSEhLU2bNnVUJCglJKqbS4OHW2YiWTvNLi4oy+pr59+6qOHTsqpZTSarUqMDBQWVtbq7FjxyqllGrRooUaMWKEwT4dO3ZUffv21b8vVaqU8vf3Nyjz5ptvqvbt2+vfA2rt2rVKKaXCwsIUoI4dO6aUUmrChAnK19dXJScnGxVz+v62trbK3t7e4GVmZqaP9+rVq8rc3FzduHHDYP/WrVurCRMmZHn8V199VY0ZM0b//vF7UKpUKTVjxgyDfRYuXKgAdenSJf26OXPmqOLFi2d5nri4OFW1alU1aNAg1bBhQzVmzBil1Wr12x0dHdWqVauy3B9QNjY2Ge6BhYWF/t80MTFR2dnZqb179xrsO3DgwCf+7g8bNkx17dpV//7R3xOlMv+92LFjhwLU1q1b9es2bNigAP3/i8elpqaqfv36KUB5eHioTp06qe+//97g/9jAgQPV4MGDDfbbvXu3MjMz0x+3VKlSqlOnTgZlIiMjlYWFhdq1a5d+XePGjdW4ceP07x/9t9y8ebMyMzNTFy5cyDTWp8WxevVq5eTkpGJiYjLd/1k8/rkixAsVd0+pqe5KfeKk1NX9po7muTzp+/tRJm2zs2nTJoP3ixYtwt3dnSNHjuj/ckp/1PLoI4pHnTt3jk2bNnHo0CHq1asHwPfff88rr7zCN998g5eXV67Fn9etX78eBwcHUlJS0Gq1vPXWW0yePDlbx2jcuHGG98Y24j1+/DjNmjXD0jJ7z4JXrlxJ5cqVDdb16tVLv3zq1CnS0tKoUKGCQZmkpCTc3NwA3SOczz//nN9//50bN26QnJxMUlISdnZ22YoFwM7OjrJly+rfe3p6EhkZmWX5RYsWERUVxZw5c4iNjaVly5b079+fn376ievXrxMbG0vTpk2feM4ZM2ZkeOw1btw4fXuXS5cuER8fT5s2bQzKJCcnU7t2bf37OXPm8MsvvxAeHk5CQgLJycnUqlXL2Es3UKNGDf2yp6cnAJGRkZQsWTJDWXNzcxYuXMi0adPYvn07Bw4c4PPPP+fLL7/k4MGDeHp6cuLECU6ePMmvv/6q308phVarJSwsTP87kP7/Ol2xYsVo27Ytv/76K82aNSMsLIx9+/axYMGCTOM+fvw4JUqUyPD7ku5pcbRp04ZSpUpRpkwZ/P398ff3p3Pnzs/0uyREnnBsKaQmgkd18Glg6mheiDzVQDk6OhoAV1dXo/fZt28fLi4uBh+Ifn5+mJmZceDAATp37pyjMWpsbal49EiOHjM7586OVq1aMW/ePKysrPDy8sLC4r9/bjMzswyPxVJSUnIkznS22Yw3nY+PD+XKlcvyWLGxsZibm3PkyBH9o4h0Dg4OgO7x26xZs5g5cybVq1fH3t6ekSNHPlNPoMeTNY1G88RHiidPnqRq1apYWlpSpEgRAgMDadasGZ07d6Z8+fL4+/vrk4WseHh4ZLgHjo6O+se46Y9pN2zYgLe3t0E5a2trAFasWMHYsWP59ttvady4MY6Ojnz99dccOHDAqOt+3KP3Ib1Nk1arfeI+3t7e9O7dm969ezN16lQqVKjA/PnzmTJlCrGxsbz77ru8//77GfZ7NIGyt7fPsL1Xr168//77fP/99yxfvpzq1atTvXr1TGN42u/h0+KwsrLi6NGjBAUFsWXLFiZNmsTkyZM5dOhQgR6WQBRQ2jQ49LNuucFgeKx9YkGVZ5IdrVbLyJEjadq0aba6LkdERODu7m6wzsLCAldXVyIiIjLdJykpiaSkJP37mJgYo8+n0WjQ5JO/6Ozt7TN8YaYrVqyYQbuUtLQ0Tp8+TatWrQzK7d+/P8P7x2tdslKjRg0WL15MSkpKtmt3nqR27dqkpaURGRmZaRsNgODgYDp27Mjbb78N6H6/Ll68SJUqWQ+aZWVl9Vw9hdJ5e3uzdu1aHj58qG+PtnXrVpo1a8b69es5cuT5k+UqVapgbW1NeHg4LVq0yLRMcHAwTZo0YejQofp1T2scnlP3IDNFihTB09NT3/C3Tp06nD17Nsvf0Sfp2LEjgwcPZtOmTSxfvpw+ffpkWbZGjRpcv36dixcvZlq7Y0wcFhYW+kbmn3zyCS4uLmzfvp0uXbpkO3YhTCokEKKugo0LVCs8De3zTG+sYcOGcfr0aVasWJHr55o+fTrOzs7616ONMAuLl19+mQ0bNrBhwwbOnz/PkCFDMm38HRwczFdffcXFixeZM2cOq1atYsSIEUadIyAggJiYGHr06MHhw4cJCQlh6dKlT+zFY4wKFSrQq1cv+vTpw5o1awgLC+PgwYNMnz6dDRt0w56XL1+ewMBA9u7dy7lz53j33Xe5ffv2E49bunRpdu3axY0bN7h79+4zxzdw4EDS0tJ4/fXX2bt3LxcuXGDz5s3ExsZiZ2fHzz///MzHTufo6MjYsWMZNWoUixcvJjQ0lKNHj/L999+zeLFukLDy5ctz+PBhNm/ezMWLF/n44485dOjQE49bunRpDhw4wJUrV7h79+5Ta26ysmDBAoYMGcKWLVsIDQ3lzJkzjBs3jjNnztChQwdA91hu7969BAQEcPz4cUJCQvjrr78yNFDOjL29PZ06deLjjz/m3Llz9OyZ9eSFLVq0oHnz5nTt2pXAwEDCwsLYuHGj/jH60+JYv349s2fP5vjx41y9epUlS5ag1WqpWLHiM90bIUwqvWFy7bfBKn/84Z4T8kSyExAQwPr169mxYwclSpTI1r4eHh4Z2k+kpqZy//79LMd8mTBhAtHR0frXtWvXnjn2/GrAgAH07duXPn360KJFC8qUKZOhVgdgzJgxHD58mNq1azNt2jS+++472rVrZ9Q53Nzc2L59O7GxsbRo0YK6devy448/5kgtz8KFC+nTpw9jxoyhYsWKdOrUiUOHDukff0ycOJE6derQrl07WrZsiYeHx1MH5Pv000+5cuUKZcuWfa5xWry8vDh48CBFixalS5cu1K5dmyVLlrBkyRI2bNjADz/8wHfffffMx083depUPv74Y6ZPn07lypXx9/dnw4YN+Pr6AvDuu+/SpUsX3nzzTRo2bMi9e/cMankyM3bsWMzNzalSpQrFihUjPDz8mWJr0KABsbGxvPfee1StWpUWLVqwf/9+/vzzT31NVI0aNdi5cycXL16kWbNm1K5dm0mTJhndzq5Xr16cOHGCZs2aZdpu6FGrV6+mfv369OzZkypVqvDhhx/qa7CeFoeLiwtr1qzh5ZdfpnLlysyfP5/ffvuNqlWrPtO9EcJk7oXCpa2ABuoPNHU0L5RGPanxQS5TSjF8+HDWrl1LUFAQ5cuXz7JsUFAQrVq14sGDBwbPyc+dO0eVKlU4fPgwdevWBXRjfPj7+3P9+nWjPjhjYmJwdnYmOjoaJycng22JiYmEhYXh6+uLjY3Ns12oEEI8Qj5XhEls+h/snwPl20KvVaaOJkc86fv7USZtszNs2DCWL1/OX3/9haOjo76NjbOzs75RYUREBBEREfoRaE+dOoWjoyMlS5bE1dVV/xftoEGDmD9/PikpKQQEBNCjR49C3RNLCCGE0EuOg2PLdMsNCt9UKiZ9jDVv3jyio6Np2bIlnp6e+tfKlSv1ZebPn0/t2rUZNEg3SVnz5s2pXbu2fiRggF9//ZVKlSrRunVrXnnlFV566SV++OGHF349QgghRJ508ndIioYivlC2tamjeeFMWrNjzBO0yZMnP3VsGFdXV5YvX55DUQkhhBAFiFJw6Cfdcv13wCxPNNd9oQrfFQshhBCFSfg+uH0aLGyhdq+nly+AJNkxkgnbcQshChj5PBEvVPrs5jW6gW0R08ZiIpLsPEV6N+n4+HgTRyKEKCjSP09ycrBNITL1MALO/dvGtf4g08ZiQnlmBOW8ytzcHBcXF/1YPnZ2dvqh8oUQIjuUUsTHxxMZGYmLi0uG6U6EyHFHFoE2FXwagWeNpxYvqCTZMUL64IRPmvxRCCGM5eLikuWgp0LkmNRkOPyLbrlB4a3VAUl2jKLRaPD09MTd3T3HJ8sUQhQulpaWUqMjXozzf0PsbbB3h8qvmzoak5JkJxvMzc3lQ0oIIUT+cPDf7ub1+oOFlWljMTFpoCyEEEIUNBGnIXwvaMyhbj9TR2NykuwIIYQQBU367OaVO4CTTJ0kyY4QQghRkCRE6aaHgELfMDmdJDtCCCFEQXJ8OaTEg3sVKNXU1NHkCZLsCCGEEAWFVvvfI6wGg0DGhQMk2RFCCCEKjtDtcP8yWDtB9e6mjibPkGRHCCGEKCjSa3Vq9QJrB9PGkodIsiOEEEIUBA+uwMXNuuX675g0lLxGkh0hhBCiIDj0M6Cg7MtQtJypo8lTJNkRQggh8ruUBDi2VLdciGc3z4okO0IIIUR+d3o1JDwA55JQoZ2po8lzJNkRQggh8jOl4MAC3XL9gWAmczg+TpIdIYQQIj+7fggiToK5NdTubepo8iRJdoQQQoj87OC/3c2rvwH2bqaNJY+SZEcIIYTIr2Ij4cxa3bJ0N8+SJDtCCCFEfnV0MWhTwLseeNcxdTR5liQ7QgghRH6UlgqHF+qWZXbzJ5JkRwghhMiPLvwDMTfArihU6WTqaPI0SXaEEEKI/OjgD7qfdfuCpY1pY8njLLK7Q1JSEgcOHODq1avEx8dTrFgxateuja+vb27EJ4QQQojHRZ6HK7tBYwZ1+5s6mjzP6GQnODiYWbNm8ffff5OSkoKzszO2trbcv3+fpKQkypQpw+DBg3nvvfdwdHTMzZiFEEKIwi19dvOKr4CLj2ljyQeMeoz1+uuv8+abb1K6dGm2bNnCw4cPuXfvHtevXyc+Pp6QkBAmTpzItm3bqFChAoGBgUadfNeuXXTo0AEvLy80Gg1//vmnwfbY2FgCAgIoUaIEtra2VKlShfnz5xuUSUxMZNiwYbi5ueHg4EDXrl25ffu2cVcvhBBC5DdJsRCyRbcsDZONYlTNzquvvsrq1auxtLTMdHuZMmUoU6YMffv25ezZs9y6dcuok8fFxVGzZk0GDBhAly5dMmwfPXo027dvZ9myZfpEa+jQoXh5efH6668DMGrUKDZs2MCqVatwdnYmICCALl26EBwcbFQMQgghRL6QHA/mFpD0EIbuh2sHwbeFqaPKFzRKKWXqIAA0Gg1r166lU6dO+nXVqlXjzTff5OOPP9avq1u3Lu3bt2fatGlER0dTrFgxli9fzhtvvAHA+fPnqVy5Mvv27aNRo0ZGnTsmJgZnZ2eio6NxcnLK0esSQgghnltqIuz+TjcHVmIU2LhAw8HQbAxYFN7GycZ+f2e7N5ZSisOHD/PHH3+wevVqjh49Sm7lS02aNGHdunXcuHEDpRQ7duzg4sWLtG3bFoAjR46QkpKCn5+ffp9KlSpRsmRJ9u3bl+Vxk5KSiImJMXgJIYQQeVJyvC7R2fmlLtEB3c+dX+nWJ8ebMrp8IVvJzo4dOyhbtiwNGzake/fudOvWjfr161O+fHl27dqV48F9//33VKlShRIlSmBlZYW/vz9z5syhefPmAERERGBlZYWLi4vBfsWLFyciIiLL406fPh1nZ2f9y8dHGncJIYTIo8wt/pvV/HEHFui2iycyOtm5dOkSr732GqVLl2bNmjWcO3eOs2fPsmrVKkqUKMErr7zC5cuXczS477//nv3797Nu3TqOHDnCt99+y7Bhw9i6detzHXfChAlER0frX9euXcuhiIUQQogclhj9X41Ohm1RkChPJ57G6HRw5syZNGrUiG3bthmsr1SpEp07d8bPz48ZM2bw/fff50hgCQkJ/O9//2Pt2rW8+uqrANSoUYPjx4/zzTff4Ofnh4eHB8nJyURFRRnU7ty+fRsPD48sj21tbY21tXWOxCmEEELkKhtnXRudzBIeGxewkbamT2N0zU5QUBAjR47MdJtGo2HkyJHs2LEjp+IiJSWFlJQUzMwMQzQ3N0er1QK6xsqWlpYGCdiFCxcIDw+ncePGORaLEEIIYTL3QrPuYt7wXd0cWeKJjK7ZCQ8Pp3r16llur1atGlevXs3WyWNjY7l06ZL+fVhYGMePH8fV1ZWSJUvSokULPvjgA2xtbSlVqhQ7d+5kyZIlfPfddwA4OzszcOBARo8ejaurK05OTgwfPpzGjRsb3RNLCCGEyLMO/qibFqL/RtBo4MAPj/TGeheajS7UvbGMZXTXczMzMyIiInB3d890++3bt/Hy8iItLc3okwcFBdGqVasM6/v27cuiRYuIiIhgwoQJbNmyhfv371OqVCkGDx7MqFGj0Gg0gG5QwTFjxvDbb7+RlJREu3btmDt37hMfYz1Oup4LIYTIc479Cn8N1S37fwF1+uoaIyfG6B5dpaWAlb1pYzQxY7+/s5XsbN++HVdX10y33717lzZt2mQr2ckrJNkRQgiRp5xeDavfAaWFRkOh3ee6mh1hwNjv72z1V2vdunWmY+poNBqUUvraFiGEEEI8owsbYc1gXaJTp48kOjnA6GQnLCwsN+MQQgghROgO+L0vaFOhejd4baYkOjnA6GSnVKlSuRmHEEIIUbiF74cVb0FaElR6DTrNAzNzU0dVIBid7Jw8edKocjVq1HjmYIQQQohC6eYx+LUbpMRD2dbwxi9gnvnk2yL7jE52atWqpW+bkxWNRpMvGygLIYQQJnP7LCztDEkxUKopvLkMLGTg25wkbXaEEEIIU7kXCks6QsID8K4Lb60EKztTR1XgSJsdIYQQwhSiwmHx6xAXCcWrQa8/wNrR1FEVSNma9VwIIYQQOeBhhC7RibkObuWh959gl/k4duL5SbIjhBBCvEhx93SPrh6EgUsp6LsOHIqZOqoCTZIdIYQQ4kVJiIKlneDOeXD00iU6Tl6mjqrAk2RHCCGEeBGSYnXdyyNOgl1R6PMXFClt6qgKhWxNF5GZnTt3EhcXR+PGjSlSpEhOxCSEEEIULCkJ8FsPuH4QbJyhz59QrIKpoyo0jE52vvzyS2JjY5k6dSoASinat2/Pli1bAHB3d2fbtm1UrVo1dyIVQggh8qPUZN0UEFd2g5UDvL0GPKqbOqpCxejHWCtXrqRatWr693/88Qe7du1i9+7d3L17l3r16jFlypRcCVIIIYTIl9JSYc0gCNkMFra6cXRK1DN1VIWO0clOWFiYwVQQ//zzD2+88QZNmzbF1dWViRMnsm/fvlwJUgghhMh3tFpYNxzO/glmltBjGZR+ydRRFUpGJzupqalYW/83fPW+ffto0qSJ/r2Xlxd3797N2eiEEEKI/Egp2PgBnFgOGnPothDK+Zk6qkLL6GSnbNmy7Nq1C4Dw8HAuXrxI8+bN9duvX7+Om5tbzkcohBBC5CdKQeAkOPQToIHO86FyB1NHVagZ3UB52LBhBAQEsHv3bvbv30/jxo2pUqWKfvv27dupXbt2rgQphBBC5Bs7v4K9s3XLHWZCje4mDUdkI9kZNGgQ5ubm/P333zRv3pxPPvnEYPvNmzcZMGBAjgcohBBC5Bt7v4egz3XL7aZD3X4mDUfoaJRSytRBmFpMTAzOzs5ER0fj5ORk6nCEEELkR4d+hg2jdcsvT4TmH5g2nkLA2O/vbA8qeOPGDVavXs3FixcBqFixIl26dMHb2/vZoxVCCCHysxMrYMMY3fJLo6DZWNPGIwxkK9mZO3cuo0ePJjk5WZ9BxcTE8MEHH/Ddd98xdOjQXAlSCCGEyLPO/gV/DgEUNBgMrT8BjcbUUYlHGN0ba8OGDbz//vsEBARw48YNoqKiiIqK4saNGwwdOpQRI0bwzz//5GasQgghRN5ycQv8MRCUFmq9Df5fSqKTBxndZqdly5a89NJLTJs2LdPtEydOZM+ePQQFBeVkfC+EtNkRQgiRbWG7dBN7piZC1S7Q9ScwMzd1VIWKsd/fRtfsHD16lN69e2e5vXfv3hw9ejR7UQohhBD50bWDsLyHLtGp0B66/CCJTh5mdLKTlpaGpaVlltstLS1JS0vLkaCEEEKIPOvWCVj2BqTEQZmW0G0RmGf9/ShMz+hkp2rVqvz1119Zbv/zzz9lxnMhhBAF250LsLQzJEWDTyPosRwsbUwdlXgKo5OdYcOG8dFHHzF37lxSU1P161NTU5kzZw4TJ07Mdm+sXbt20aFDB7y8vNBoNPz5558G2/v164dGozF4+fv7G5S5f/8+vXr1wsnJCRcXFwYOHEhsbGy24hBCCCGe6v5lWPw6xN8Dz1rQ63ewsjd1VMIIRnc979u3L6dOnSIgIIAJEyZQtmxZlFJcvnyZ2NhY3n//ffr165etk8fFxVGzZk0GDBhAly5dMi3j7+/PwoUL9e8fnYwUoFevXty6dYvAwEBSUlLo378/gwcPZvny5dmKRQghhMhS9HVY3BFiI8C9CvReCzbOpo5KGCnbIyjv37+f3377jZCQEAAqVKhAjx49aNSo0fMFotGwdu1aOnXqpF/Xr18/oqKiMtT4pDt37hxVqlTh0KFD1KtXD4BNmzbxyiuvcP36dby8vIw6t/TGEkIIkaWHt2Fhe7gfCq5lof9GcCxu6qgEuTiCcqNGjZ47scmOoKAg3N3dKVKkCC+//DLTpk3Tz66+b98+XFxc9IkOgJ+fH2ZmZhw4cIDOnTtnesykpCSSkpL072NiYnL3IoQQQuRP8fdhaSddouNcEvquk0QnHzK6zU6pUqXo378/S5Ys4dq1a7kZk56/vz9Llixh27ZtfPnll+zcuZP27dvre31FRETg7u5usI+FhQWurq5ERERkedzp06fj7Oysf/n4+OTqdQghhMiHEmNgWReIPAsOHtDnT3AuYeqoxDMwumanf//+BAUFsWLFCpKTk/H19aVVq1a8/PLLtGrVCg8PjxwPrkePHvrl6tWrU6NGDcqWLUtQUBCtW7d+5uNOmDCB0aNH69/HxMRIwiOEEOI/yXGwvDvcPAa2rtDnL3Ara+qoxDMyOtmZPHkyoHsEFBwczM6dOwkKCmLp0qWkpKRQoUIFXn75ZebMmZNbsVKmTBmKFi3KpUuXaN26NR4eHkRGRhqUSU1N5f79+09MvqytrTM0dBZCCCEASEmEFb0gfB9YO+tqdNwrmToq8RyMfoyVztrampdffpkpU6awc+dObt26xYQJE7h58ybz58/PjRj1rl+/zr179/D09ASgcePGREVFceTIEX2Z7du3o9VqadiwYa7GIoQQogBKS4E/+sPlHWBpD2//AZ41TR2VeE7ZbqCcnJzMvn37CAoKIigoiAMHDuDt7c0bb7xBixYtsnWs2NhYLl26pH8fFhbG8ePHcXV1xdXVlSlTptC1a1c8PDwIDQ3lww8/pFy5crRr1w6AypUr4+/vz6BBg5g/fz4pKSkEBATQo0cPo3tiCSGEEABo02Dtu3DhH7CwgbdWgE8DU0clcoDRXc8//fRTfXJTqlQpmjdvTosWLWjRosUzJxZBQUG0atUqw/q+ffsyb948OnXqxLFjx4iKisLLy4u2bdsydepUihf/ryX8/fv3CQgI4O+//8bMzIyuXbsye/ZsHBwcjI5Dup4LIUQhp9XC38Ph2DIws9SNjFyhramjEk9h7Pe30cmOmZkZJUuWZPz48XTr1k3f/bsgkGRHCCEKMaVg03g4MB80ZvDGQqjaydRRCSPk+KznGzdupEePHixatAgvLy+qV6/O8OHD+eOPP7hz506OBC2EEEK8EMnxkJYMcXd0M5f7NoOiFaDjXEl0CqBsj6AM8PDhQ3bv3s3OnTvZsWMHJ06coFy5crRq1Yr/+7//y404c5XU7AghRCGSmgi7v4MDCyAxCmxcoMEgaDoCrB1NHZ3Ihhx/jJWZtLQ0Dh48yLp165g7dy6xsbH6Af/yE0l2hBCikEiOh+CZsPPLjNtajIOmI8HK7kVHJZ5RrkwXodVqOXz4MDt27CAoKIjg4GDi4uIoUaIEnTt3zrSxsRBCCJFnmFvoanQyc2ABNB/7YuMRL4TRyU779u3Zu3cvDx8+xMvLi1atWjFjxgxatWpFmTJlcjNGIYQQImckRuseXWW6LUo3RYR90RcZkXgBjE52XFxc+Prrr2nVqhXly5fPzZiEEEKI3GHjrGujk1nCY+MCNtKUoSAyOtn57bffcjMOIYQQIvelpegaI+/6OuO2hu9CWiqYW734uESuyvYIykIIIUS+dWkrNHxPt3zwx/96YzV8F5qN1o2cLAocSXaEEEIUDkmx8M8HukdZ3ZdCiw91bXRsnHQ1PpLoFFiS7AghhCgc9s6G2NtgaQuuvrrHVemNkeXRVYGW7VnPhRBCiHwn5iYEz9Yt+00BC2vTxiNeqGdKdkJDQ5k4cSI9e/YkMjIS0E0ncebMmRwNTgghhMgR26ZCagL4NIIqHU0djXjBsp3s7Ny5k+rVq3PgwAHWrFlDbGwsACdOnOCTTz7J8QCFEEKI53LzOJz4t0dxu89BozFpOOLFy3ayM378eKZNm0ZgYCBWVv8943z55ZfZv39/jgYnhBBCPBelYMtEQEH1blCirqkjEiaQ7WTn1KlTdO7cOcN6d3d37t69myNBCSGEEDniwka4shvMraH1JFNHI0wk28mOi4sLt27dyrD+2LFjeHt750hQQgghxHNLS4HAj3XLjYeBS0nTxiNMJtvJTo8ePRg3bhwRERFoNBq0Wi3BwcGMHTuWPn365EaMQgghRPYd/gXuXQL7YvDSKFNHI0wo28nO559/TqVKlfDx8SE2NpYqVarQvHlzmjRpwsSJE3MjRiGEECJ7Eh5A0Be65ZYTZM6rQk6jlFLPsmN4eDinT58mNjaW2rVr5+vJQWNiYnB2diY6OhonJ/kPIYQQ+d7mj2Df/0GxSvBeMJjLGLoFkbHf38/8r1+yZElKlpTnn0IIIfKY+5fh4A+65bbTJNER2U92BgwY8MTtv/zyyzMHI4QQQjy3rZMhLRnKvgzl/EwdjcgDsp3sPHjwwOB9SkoKp0+fJioqipdffjnHAhNCCCGyLXw/nP0LNGa6Wh0ZQFDwDMnO2rVrM6zTarUMGTKEsmXL5khQQgghRLZptbD5f7rl2m9D8aqmjUfkGTkyEaiZmRmjR49mxowZOXE4IYQQIvvOrIEbR8DSHlpJ72Dxnxyb9Tw0NJTU1NScOpwQQghhvJQEXVsd0I2p41jcpOGIvCXbj7FGjx5t8F4pxa1bt9iwYQN9+/bNscCEEEIIo+2fB9HXwMlbN1qyEI/IdrJz7Ngxg/dmZmYUK1aMb7/99qk9tYQQQogcF3sHdn+nW249CazsTBuPyHOy/Rhrx44dBq9t27axYsUKBg8ejIVF9nKnXbt20aFDB7y8vNBoNPz555/6bSkpKYwbN47q1atjb2+Pl5cXffr04ebNmwbHuH//Pr169cLJyQkXFxcGDhxIbGxsdi9LCCFEfhX0OSQ/BM9aUL27qaMReVCOtdl5FnFxcdSsWZM5c+Zk2BYfH8/Ro0f5+OOPOXr0KGvWrOHChQu8/vrrBuV69erFmTNnCAwMZP369ezatYvBgwe/qEsQQghhSpHn4Mgi3XK7z8HMpF9rIo/K9nQRtWvXRmPkuAVHjx41PhCNhrVr19KpU6csyxw6dIgGDRpw9epVSpYsyblz56hSpQqHDh2iXr16AGzatIlXXnmF69ev4+XlZdS5ZboIIYTIp5a9AZcCodJr0ONXU0cjXrBcmy7C39+fuXPnUqVKFRo3bgzA/v37OXPmDEOGDMHW1vbZo36K6OhoNBoNLi4uAOzbtw8XFxd9ogPg5+eHmZkZBw4coHPnzrkWixBCCBML3a5LdMwsoM2npo5G5GHZTnbu3LnD+++/z9SpUw3Wf/LJJ1y7di3XpotITExk3Lhx9OzZU5+9RURE4O7ublDOwsICV1dXIiIisjxWUlISSUlJ+vcxMTG5ErMQQohcok2Dzf+OpVN/ELjJoLYia9l+uLlq1Sr69OmTYf3bb7/N6tWrcySox6WkpNC9e3eUUsybN++5jzd9+nScnZ31Lx8fnxyIUgghxAtzbBlEngEbF2jxoamjEXlctpMdW1tbgoODM6wPDg7GxsYmR4J6VHqic/XqVQIDAw2eyXl4eBAZGWlQPjU1lfv37+Ph4ZHlMSdMmEB0dLT+de3atRyPWwghRC5Jegg7PtMtt/gQ7FxNG4/I87L9GGvkyJEMGTKEo0eP0qBBAwAOHDjAL7/8wscff5yjwaUnOiEhIezYsQM3NzeD7Y0bNyYqKoojR45Qt25dALZv345Wq6Vhw4ZZHtfa2hpra+scjVUIIcQLEjwLYm+DaxndIywhniLbyc748eMpU6YMs2bNYtmyZQBUrlyZhQsX0r179sY3iI2N5dKlS/r3YWFhHD9+HFdXVzw9PXnjjTc4evQo69evJy0tTd8Ox9XVFSsrKypXroy/vz+DBg1i/vz5pKSkEBAQQI8ePYzuiSWEECIfib4Oe/9Pt+w3BSysTBuPyBey3fU8JwUFBdGqVasM6/v27cvkyZPx9fXNdL8dO3bQsmVLQDeoYEBAAH///TdmZmZ07dqV2bNn4+DgYHQc0vVcCCHyiTXvwskVULIJ9P8HjBwKRRRMxn5/mzTZySsk2RFCiHzg5jH4oaVuedB28K5r0nCE6eXoODuurq5cvHiRokWLUqRIkScOKnj//v3sRyuEEEI8iVL/dTWv3l0SHZEtRiU7M2bMwNHREYCZM2fmZjxCCCFERuc3wNU9YGGjm+xTiGyQx1jIYywhhMjTUpNhbiO4HwrNxkiyI/RybboIAK1Wy6VLl4iMjESr1Rpsa968+bMcUgghhMjc4Z91iY59MXhplKmjEflQtpOd/fv389Zbb3H16lUerxTSaDSkpaXlWHBCCCEKufj7EPSFbrnVR2DtaNp4RL6U7WTnvffeo169emzYsAFPT0+jZ0AXQgghsm3XN5AYBcUqQ+3epo5G5FPZTnZCQkL4448/KFeuXG7EI4QQQujcC4WDP+iW200D82dqeSFE9ufGatiwocGox0IIIUSu2DoZtClQtjWU8zN1NCIfy3aaPHz4cMaMGUNERATVq1fH0tLSYHuNGjVyLDghhBCF1NW9cG4daMyg7TRTRyPyuWx3PTczy1gZpNFoUErl2wbK0vVcCCHyEK0WfmoNN49C3X7QYZapIxJ5VK51PQ8LC3uuwIQQQognOv2HLtGxctD1wBLiOWU72SlVqlRuxCGEEEJASgJsnaJbfmkUOLibNh5RIBid7MyePTvT9c7OzlSoUIHGjRvnWFBCCCEKqX1zIOY6OJWAxsNMHY0oIIxOdmbMmJHp+qioKKKjo2nSpAnr1q3D1dU1x4ITQghRiMRGwp5/v2v8PgFLW9PGIwoMo7ueh4WFZfp68OABly5dQqvVMnHixNyMVQghREG243NIjgWv2lDtDVNHIwqQbI+zk5kyZcrwxRdfsGXLlpw4nBBCiMLm9lk4uli33O5zyKTnrxDPKsd+m0qWLElEREROHU4IIURhEvgxKC1U7gClmpg6GlHA5Fiyc+rUKempJYQQIvsubdW9zCzBb4qpoxEFkNENlGNiYjJdHx0dzZEjRxgzZgx9+/bNscCEEEIUAto02PKxbrnBYHAra9p4RIFkdLLj4uKS5QznGo2Gd955h/Hjx+dYYEIIIQqBY0sh8izYuEDzsaaORhRQRic7O3bsyHS9k5MT5cuXx8HBIceCEkIIUQgkPYTt/8571XI82MnQJSJ3GJ3stGjRIjfjEEIIUdjsmQlxd8C1DNQbaOpoRAFmVAPl8PDwbB30xo0bzxSMEEKIQiL6Ouz7P91ym6lgYWXaeESBZlSyU79+fd59910OHTqUZZno6Gh+/PFHqlWrxurVq3MsQCGEEAXQtk8hNRFKNYVKr5o6GlHAGfUY6+zZs3z22We0adMGGxsb6tati5eXFzY2Njx48ICzZ89y5swZ6tSpw1dffcUrr7yS23ELIYTIr24cgZMrdcttp0EWnV+EyCkapZQytnBCQgIbNmxgz549XL16lYSEBIoWLUrt2rVp164d1apVy81Yc01MTAzOzs5ER0fj5ORk6nCEEKLgUgoWvgLhe6FGD+iywNQRiXzM2O/vbCU7BZUkO0II8YKc+xtWvg0WNjD8CDiXMHVEIh8z9vtbJh8RQgjxYqQmQ+Ak3XKT4ZLoiBcmzyc7Dx8+ZOTIkZQqVQpbW1uaNGli0FBaKcWkSZPw9PTE1tYWPz8/QkJCTBixEEKITB36Ce5fBnt3aDrC1NGIQiTPJzvvvPMOgYGBLF26lFOnTtG2bVv8/Pz03du/+uorZs+ezfz58zlw4AD29va0a9eOxMREE0cuhBBCL/4+7PxSt/zyR2DtaNp4RKGSp9vsJCQk4OjoyF9//cWrr/7XNbFu3bq0b9+eqVOn4uXlxZgxYxg7VjfMeHR0NMWLF2fRokX06NHDqPNImx0hhMhlmybA/rngXhXe2w1m5qaOSBQAOd5mZ8CAATx8+DBHgjNWamoqaWlp2NjYGKy3tbVlz549hIWFERERgZ+fn36bs7MzDRs2ZN++fVkeNykpiZiYGIOXEEKIXHIvFA7+oFtuO1USHfHCGZ3sLF68mISEhNyMJQNHR0caN27M1KlTuXnzJmlpaSxbtox9+/Zx69YtIiIiAChevLjBfsWLF9dvy8z06dNxdnbWv3x8fHL1OoQQolALnATaVCjXBsq1NnU0ohAyOtkx1dOupUuXopTC29sba2trZs+eTc+ePTEze/bmRhMmTCA6Olr/unbtWg5GLIQQQu9KMJxfDxozXa2OECZg9ESgoOsZ9fgjpcfldJuXsmXLsnPnTuLi4oiJicHT05M333yTMmXK4OHhAcDt27fx9PTU73P79m1q1aqV5TGtra2xtrbO0TiFEEI8RquFzf/TLdftB+6VTRqOKLyylexUqFAhy21KKTQaDWlpac8dVGbs7e2xt7fnwYMHbN68ma+++gpfX188PDzYtm2bPrmJiYnhwIEDDBkyJFfiEEIIYaRTq+DWcbByhJb/M3U0ohDLVrLzxx9/4OrqmluxZGrz5s0opahYsSKXLl3igw8+oFKlSvTv3x+NRsPIkSOZNm0a5cuXx9fXl48//hgvLy86der0QuMUQgjxiOR42DZFt9xsFDgUM208olDLVrLTtGlT3N3dcyuWTEVHRzNhwgSuX7+Oq6srXbt25bPPPsPS0hKADz/8kLi4OAYPHkxUVBQvvfQSmzZteurjNiGEELlo/xyIuQHOPtBoqKmjEYWc0ePsmJmZERER8cKTnRdBxtkRQogc9PA2zK4NKXHQ5Seo0c3UEYkCKsfH2SlVqhTm5jI2ghBCiKfY8Zku0fGuC9W6mjoaIYx/jBUWFpabcQghhCgIbp+BY0t1y+0+h+cYJkSInGJ0slOkSBE0Gk2G9c7OzlSoUIGxY8fSpk2bHA1OCCFEPrPzK1BaqNIRSjYydTRCANlIdmbMmJFpshMVFcWRI0d47bXX+OOPP+jQoUOOBiiEECKPS44HcwvdZJ+d5kKNN8GjuqmjEnlAQnIq5mZmPExMwdHGklStFjurbPWNyhFGn7Ffv35P3F6rVi2mT58uyY4QQhQmqYkQPBMOLIDEKLBxgYaDodzLJg5MmFpSShrzd15m4d4wYhJScbK1oH8TX4a2LIu15YttA5xjD1Nfe+01zp8/n1OHE0IIkdclx8Pu72Dnl7pEB3Q/d36lW58cb8rohAklJKcyNyiUWdtCiElIBSAmIZVZ20KYGxRKfHLqC40nx5KdpKQkrKyscupwQggh8jpzC12NTmYOLNBtF4WSuZkZC/dm3rFp4d4wLF5ww/UcO9vPP//8xPmohBBCFDCJ0f/V6GTYFgWJMS8yGpFHKKWIik/W1+g8LiYhlYeJKS80JqPT7tGjR2e6Pjo6mqNHj3Lx4kV27dqVY4EJIYTI42ycdW10Mkt4bFzARgZpLWz2ht7l592X+f6tOjjZWmSa8DjZWuBoY/lC4zI62Tl27Fim652cnGjTpg1r1qzB19c3xwITQgiRxz28DQ0Gwa6vM25r+C6kpYK5NG8oDA5duc93Wy6y7/I9APaG3qNfk9LM3nYpQ9n+TXxJ1WqxyrmHS09ldLKzY8eO3IxDCCFEfhIVDqv6w1srQaOBAz880hvrXWg2GixkjsKC7lj4A74LvMjukLsAWJmb0bOBD7V8XGhWrigaNHmiN5bRc2MVZDI3lhBCZENqEvzSDm4egyqdoOMcsLDStdGxcYK0FLCyN3WUIheduh7NjK0X2X4+EgALMw3d6/swrFU5vF1s9eXik1OxyMVxdoz9/pam8kIIIbJn8/90iY6NC7SdCtYOuvX2RXU/5dFVgXXuVgwzAi+y5extAMzNNHSt483wl8vj42qXoXx6YuPmYA3wQh9dPUqSHSGEEMY7uQoO/aRb7vIjuJQ0bTzihQi5/ZCZW0PYcOoWAGYa6FTLm+Gty+NbNO/X4kmyI4QQwjiR5+Hv93XLzT+ACm1NG4/IdZfvxDJrWwjrTtxEKV3zrFerezLSrzzl3B1NHZ7RJNkRQgjxdEmx8HtvSIkH3xbQcoKpIxK5KPxePLO2hbD22HW0/7bs9a/qwcg25ankkf/atkqyI4QQ4smU0tXo3L0Ijp7Q9Wcwe7G9acSLcf1BPP+3/RJ/HLlO6r9Zjl9ld0b6VaCat7OJo3t2kuwIIYR4skM/wenVoDGHbovAoZipIxI5LCI6kf/bEcLKQ9dISdMlOS0qFGN0mwrU9HExbXA5QJIdIYQQWbt+GDb9+8iqzadQspFp4xE5KvJhInN3hLL8YDjJqVoAmpZzY3SbCtQt5Wri6HKOJDtCCCEyF38ffu8L2hSo3AEaDzN1RCKH3ItNYsGuyyzZd4XEFF2S06C0K6PbVqBRGTcTR5fzJNkRQgiRkVYLawZBzHVwLaMbOFCjMXVU4jk9iEvmx92XWbT3CvHJaQDULunCmDYVaVrODU0B/TeWZEcIIURGu7+BS1t1Uz50X6qb9FPkW9EJKfy8J4xf9oQRm6SbnLNGCWdGtalAywrFCmySk06SHSGEEIZCd8COz3XLr34HHtVMG494Zg8TU1gUfIUfd18mJlGX5FT2dGJ0mwr4VXYv8ElOOkl2hBBC/Cf6BqweCCio0wdq9zJ1ROIZxCensnjvVRbsCiUqPgWACsUdGOVXgXZVPTAzKxxJTjpJdoQQQuikpcCqfhB/DzyqQ/uvTB2RyKbElDSW7b/KvKBQ7sUlA1CmqD0j/MrzWg0vzAtZkpNOkh0hhBA6gZ/A9YNg7Qzdl4Cl7dP3EXlCYkoaKw6GMycolDsPkwAo6WrHiNbl6VjLCwtz00zAmVdIsiOEEALO/An75+iWO8/T9cASeUpCcirmZmY8TEzB0caSVK0WCzMzfj98jTk7LnErOhEAbxdb3m9dji51SmBZyJOcdHn+Lty4cYO3334bNzc3bG1tqV69OocPH9ZvV0oxadIkPD09sbW1xc/Pj5CQEBNGLIQQ+czdS/BXgG65yftQ6VXTxiMySEpJY/7Oy9T7LJC607ZS77NA5u8MJTYplYXBV7gVnYiHkw3TOlVjx9iWvFm/pCQ6j8jTNTsPHjygadOmtGrVio0bN1KsWDFCQkIoUqSIvsxXX33F7NmzWbx4Mb6+vnz88ce0a9eOs2fPYmNjY8LohRAiH0iOh9/7QPJDKNUUWn9i6ojEYxKSU5m/8zKztv33h3xMQiqzt11CKZj4WmWu3o2jR4OS2FjKnGWZ0SillKmDyMr48eMJDg5m9+7dmW5XSuHl5cWYMWMYO3YsANHR0RQvXpxFixbRo0cPo84TExODs7Mz0dHRODnlv9lchRDimSgFfw6BE7+BvTu8txscPUwdlXhMcqqWep8FEpOQmmGbk60Fhz9qg5VF4azFMfb7O0/fnXXr1lGvXj26deuGu7s7tWvX5scff9RvDwsLIyIiAj8/P/06Z2dnGjZsyL59+7I8blJSEjExMQYvIYQodI4u0SU6GjN44xdJdPKoh4kpmSY6oKvheZiY8oIjyn/ydLJz+fJl5s2bR/ny5dm8eTNDhgzh/fffZ/HixQBEREQAULx4cYP9ihcvrt+WmenTp+Ps7Kx/+fj45N5FCCFEXnTzOPzzgW755Y/Bt5lJwxFZc7CxwMk281YnTrYWONpYvuCI8p88nexotVrq1KnD559/Tu3atRk8eDCDBg1i/vz5z3XcCRMmEB0drX9du3YthyIWQoh8IOGBrp1OWhJU8IemI00dkciEUoqf94Sx6+Id+jYunWmZ/k18SdVqX2xg+VCebqDs6elJlSpVDNZVrlyZ1atXA+DhoatyvX37Np6envoyt2/fplatWlke19raGmtr65wPWAgh8jqtFv4cClFXwaUkdJ4PZnn6795CKTVNy+S/z7BsfzhlizmwdmgTzDQaFu4NIyYhFSdbC/o38WVoy7JYS6Pkp8rTyU7Tpk25cOGCwbqLFy9SqlQpAHx9ffHw8GDbtm365CYmJoYDBw4wZMiQFx2uEELkfXtnw4V/wNxKN3CgbZGn7yNeqJjEFIb9epTdIXfRaKBHfR8cbSx4t0UZhrUqZzDOjiQ6xsnTyc6oUaNo0qQJn3/+Od27d+fgwYP88MMP/PDDDwBoNBpGjhzJtGnTKF++vL7ruZeXF506dTJt8EIIkddc2QPbPtUtt/8SvGqbNh6RwbX78QxYdIiQyFhsLc2Z2aMW7arqnmLYWem+st0cdE8mrPJ2S5Q8JU8nO/Xr12ft2rVMmDCBTz/9FF9fX2bOnEmvXv9NTPfhhx8SFxfH4MGDiYqK4qWXXmLTpk0yxo4QQjzqYQT8MQBUGtToAXX7mzoi8ZgjVx8weMlh7sUlU9zJmp/71qeat7OpwyoQ8vQ4Oy+KjLMjhCjQ0lJhSUe4ugeKVYZB28DK3tRRiUesO3GTsatOkJyqpaqXEz/3rY+Hs/zR/jTGfn/n6ZodIYQQOWD7VF2iY+UAby6VRCcPUUrx/fZLfBd4EQC/ysWZ1aMW9tby9ZyT5G4KIURBdv4fCJ6pW+74f1C0vEnDEf9JSk1j/OpTrD12A4B3XvJlwiuVMTfTmDiygkeSHSGEKKjuh8Gf7+mWGw6Bqp1NG4/Qux+XzLtLD3PoygPMzTR82rEqvRqWMnVYBZYkO0IIURClJMKqvpAYDSXqQ5tPTR2R+NelyFgGLj7E1XvxOFpbMPftOjQrX8zUYRVokuwIIURBtGkc3DoBdm7QbRFYWJk6IgEEX7rLkGVHiElMpUQRWxb2q0/54o6mDqvAk2RHCCEKmuO/wZFFgAa6/AjOJUwdkQBWHAxn4p+nSdUq6pR04Yc+9SjqIKP5vwiS7AghREFy+wysH6VbbjkeyrU2bTwCrVbx5abzLNh1GYDXa3rx1Rs1sJHRj18YSXaEEKKgSIyBlb0hNQHKtobmH5o6okIvPjmVUSuPs/nMbQBGtC7PSL/yaDTS4+pFkmRHCCEKAqVgXQDcDwUnb93jK5ng06RuxyTyzuLDnLoRjZW5GV+9UYNOtb1NHVahJMmOEEIUBAfmw9m/wMwSui0GezdTR1Sonb0Zw8DFh7gVnYirvRULetelfmlXU4dVaEmyI4QQ+V34AdgyUbfc7jPwqW/aeAq5rWdv8/6KY8Qnp1G2mD2/9KtPKTcZtdqUJNkRQoj8LO4urOoH2lTdoIENBps6okJLKcUvwVeYtuEsSkHTcm7MfasuznaWpg6t0JNkRwgh8ittGqx+Bx7eBLfy8Pr3IA1fTSI1Tcvkv8+wbH84AD0b+PBpx2pYmku7qbxAkh0hhMivdn4Jl3eApZ1ugk9rGZzOFGISUxj261F2h9xFo4H/ta/MO818pcdVHiLJjhBC5EchW2HnV7rl12aCe2WThlNYXbsfz4BFhwiJjMXW0pyZPWrRrqqHqcMSj5FkRwgh8puoa7DmHUBBvQFQ801TR1QoHQ1/wOAlh7kbm0xxJ2t+7lufat7Opg5LZEKSHSGEyE9Sk3UTfCY8AM9a0G66qSMqlNaduMnYVSdITtVSxdOJn/vVw9PZ1tRhiSxIsiOEEPnJlolw4wjYuED3JWBpY+qIChWlFN9vv8R3gRcB8KvszqwetbG3lq/TvEz+dYQQIr849QccXKBb7vIDFCll2ngKmaTUNMavPsXaYzcAGPiSL/97pTLmZtIQOa+TZEcIIfKDOxdg3fu65WZjoEI708ZTyNyPS+bdpYc5dOUB5mYaPu1YlV4NJdnMLyTZEUKIvC45Dn7vAylxULoZtPyfqSMqVC5FxjJw8SGu3ovH0dqCuW/XoVn5YqYOS2SDJDtCCJGXKQV/j4Q758HBA974Bczlo/tF2XvpLu8tO0JMYiolitiysF99yheX8YzyG/kfI4QQednhX+DU76Axh24LwcHd1BEVGisPhfPR2tOkahV1SrrwQ596FHWwNnVY4hlIsiOEEHnVrZOwabxu2W8ylGpi0nAKC61W8eXm8yzYeRmADjW9+PqNGthYmps4MvGsJNkRQoi8JDle95gqIQrcyulqcy7vhCbDTR1ZoRCfnMqolcfZfOY2AO+3Ls8ov/Iy9UM+J8mOEELkFamJEDwTDiyAxCjdWDoNBkGbT2WCzxfgdkwi7yw+zKkb0ViZm/HlG9XpXLuEqcMSOUCSHSGEyAuS43WJzs4v/1uXGAW7vgaNGTQdCVZ2Jgqu4ElITsXczIyHiSk42lgSnZDCiBXHOHUjGld7Kxb0rkv90q6mDlPkkDw/9/y8efOoUaMGTk5OODk50bhxYzZu3KjfnpiYyLBhw3Bzc8PBwYGuXbty+/ZtE0YshBDZFHsHzMx0NTqZObBAemDloKSUNObvvEy9zwKpO20r9T4LZMm+K8x5qw6tKhZj7dAmkugUMHn+f0+JEiX44osvKF++PEopFi9eTMeOHTl27BhVq1Zl1KhRbNiwgVWrVuHs7ExAQABdunQhODjY1KELIUTm0lLh+iG4FAiXtkJaCvRcoavJyUxiFCTGgH3RFxllgZSQnMr8nZeZtS1Evy4mIZXvt19CA8zqURsnW0vTBShyhUYppUwdRHa5urry9ddf88Ybb1CsWDGWL1/OG2+8AcD58+epXLky+/bto1GjRkYdLyYmBmdnZ6Kjo3FycsrN0IUQhVXMTbi0TZfghAZBUvR/2+zcYORp+K5y5gmPjQt8EALmVi8o2IIrOVVLvc8CiUlIzbDNydaCwx+1wcoizz/0EP8y9vs7z9fsPCotLY1Vq1YRFxdH48aNOXLkCCkpKfj5+enLVKpUiZIlS2Yr2RFCiByXmgzXDvxbe7MNbp823G5bBMq2hvJtoOzLunUN3zVss5Ou4bu62iBJdrLtYWIKJ65Fc+TqA24/TGRIi7KZJjqgq+F5mJiCm4ylU+Dki2Tn1KlTNG7cmMTERBwcHFi7di1VqlTh+PHjWFlZ4eLiYlC+ePHiREREZHm8pKQkkpKS9O9jYmJyK3QhRGESFa57LHVpG1wOguTYRzZqwLsulPPTJThetcHssXFbmo3W/Xy0N1bDd3XrLWR286dRSnHtfgJHwu9z5OoDjlyN4kJEDNp/n1+42lsx8dXKONlaZFmz42gjj7AKonyR7FSsWJHjx48THR3NH3/8Qd++fdm5c+czH2/69OlMmTIlByMUQhRKqUlwNViX3IQEwt0Lhtvti/1Xe1OmFdi7Pfl4Fja6XlfNx+ra6Ng46drzSKKTqcSUNM7cjP43sdElN3djkzKU83G1pW7JItQtVYS4pFT6N/E1aLOTrn8TX1K1Wqzyft8dkU35ss2On58fZcuW5c0336R169Y8ePDAoHanVKlSjBw5klGjRmW6f2Y1Oz4+PtJmRwjxdPcv/5fcXNkNKfH/bdOYQYkGUN5PV4PjUVPXy0rkiMiHiRzVJzYPOH0jhuQ0rUEZK3Mzqnk7UbeULrmpU7II7k6GyWJSShpzg0JZuDeMmIRUnGwt6N/El6Ety2ItoyTnKwWyzU46rVZLUlISdevWxdLSkm3bttG1a1cALly4QHh4OI0bN85yf2tra6yt5ZmsEMIIyfG62puQf3tO3Q813O7oCeVa65KbMi11bXHEc0tN03Lh9sP/kpvwB1y7n5ChXFEHK31iU7dUEap6OT91WgdrS3PebVGGYa3K6cfZSdVqJdEpwPJ8sjNhwgTat29PyZIlefjwIcuXLycoKIjNmzfj7OzMwIEDGT16NK6urjg5OTF8+HAaN24sjZOFEM9GKbh36b/k5mqwbmTjdGYWULLxvwlOGyheVUY3zgHRCSkcC3+gS27CH3A8PIq45DSDMhoNVCzuSN1SRahXugh1S7ri42r7TFM52Fnpvv7SGyPLo6uCLc8nO5GRkfTp04dbt27h7OxMjRo12Lx5M23atAFgxowZmJmZ0bVrV5KSkmjXrh1z5841cdRCiHwlKVb3SCo9wYm6arjdqcS/j6bagG9zXVsa8cyUUoTdjePI1QccDdfV3IRExvJ4owpHawtqlXTR19rU8nGRBsTimeTLNjs5TcbZEaKASp9UMzEabJx13bet7HS1N5Hn/u05tRXC90Fa8n/7mVvpZhgv10b3eKpYRam9eYLHp15I1Wr1NSega0h84loUR/6tuTkaHsX9uOQMxyntZkedRx5JlXd3xNxM7nu6hJQELMwseJj8EEcrR1K1qdha2po6LJMq0G12hBDiqTKbVLPhu9B4GKx4G67sMizvUkrXa6pcG/BtBlb2Jgg6/0mfeuHxxr6Dm5dh8d4rbD57mzM3oknVGv5dbWVhRs0SzrrkpmQR6pQqQlEZ3yZLSWlJ/HL6F5afX05McgxOVk70qtSLgTUGYm0u9+1pJNkRQhQ8WU2qufNLUFpo9C5cPwilX/qv9satrNTeZFNWUy/M2haCVimqezvz1WZdd3x3R2vqldb1jkpvSCwjFRsnISWBX07/wvyT8/XrYpJjmHdyHgD9q/Uv9DU8TyOPsZDHWEIUCNo0iDilm3Oq9tvwbaWsp14Ye1GX9MgXRLY9iEvm2LUHnL0Zw8CXytBw+tYsB+g7+D8/dpyPpHoJZ7xdnq0hsYCUtBRa/t6SmOSMA+A6WTmxrds2Dt46SJWiVShqW7jmT5PHWEKIgk2rhTvnIGy3rnHxld26tjnuVaB82ydPqpn0UCbVNIJWq7h8N/aRQfseEHonDtD1iupYy/uJUy/EJaXSvrrniwy5QLmXcI8tV7fQvETzTBMd0NXw3Eu8x8yjMwmJCqGEQwlqudeiVrFa1HKvRTmXcpg/PlJ3ISTJjhAif1AK7obo2tqE7YYreyD+rmEZK0ddsuNQXFeDk1XNjvSmylRcUionrkfpx7Y5Gh5FdEJKhnJlitnTuIwr7o7WMvVCLgiLDmPJ2SWsu7QOe0t7OpbtiJOVU5Y1O242bjhZO6FBw/XY61yPvc76y+sBsLe0p3rR6voEqEaxGjhaOb7oSzI5SXaEEHmTUvAg7L+am7DdEPvYnHeWdlCyka47eOnm4FlT1/sqOV4m1XwKpRQ3ohJ0Sc2/Y9ucu/WQtMcaEttYmlGzxH/dv2uXLIKrve7eJSTL1As5RSnF0cijLDqziKBrQfr1FRwqcD/xPr0q9dK30XlUr0q9UEqxyH8RD5MfcurOKY7fOc7xyOOcvHuSuJQ49t/az/5b+wHQoKGsS1mD2p+SjiUL/CNGabODtNkRIs+IuvZfYnNlN0RfM9xubg0+DXTJjW9z8KoDFlkkLamJsPs7mVTzX8mpWv08Uulj29yOyTiPlJezjUH378qeTliaZ52wyNQLzydVm8q28G0sPrOYU3dP6de39GlJv6r9qONeB41GQ1JaEj+f/Jlfz/9qdG+sNG0al6IuceLOCY5HHuf4neNce3gtQ7ki1kWo6V5Tn/xUdauKTT75P2Ls97ckO0iyI4TJPLz9b3KzU5fgPAgz3G5mCSXqQelmuu7gJRqAZTY+hPXj7DwyqWYh6VJ+NzZJX2Nz9OoDTl6PJinVcB4pCzMNVb2c9MlNnZJF8HLJfqPt+ORULJ4wzo7IKD4lnrWX1rL07FJuxN4AwMrMitfLvU7vKr0p41wmwz76cXZSHuJo+Wzj7NxNuMuJOyc4EXmC43eOc+buGZK1hmMeWZhZUNm1skHtj7ud+7NfbC6SZCcbJNkR4gWJu/dvcrNL9/PuRcPtGnPwqq1LbEo30z2iKiTJyfNI0ypCIh/qGxEfvfqAK/fiM5QrYmepS2r+HdumRgkXbK2k9uVFuptwl+XnlrPywkp9GxwXaxd6VOpBj4o9cLN1e6HxJKclc+7+OY5HHufEnRMcizzG3YS7Gcp52XsZ1P5UKFIBCzPTJ7SS7GSDJDtC5JKEB3B1r67WJmwXRJ55rIAGPGv8W3PTXDfnVCFvPPy00YgBHiamcPxalD65OR4excOkjI2EKxR30NfY1C1VBN+i9gW+bUZeFRoVypKzS/g79G9StLpG3z6OPvSp0oeO5Tpia5E3hkFQSnEz7qbusde/CdCFBxfQKsNaQVsLW6oXrU7NYjWp5V6LmsVq4mztnOF4uT3qsyQ72SDJjhBGyGrqhUclPYSr+/7tMbULbp0EHvuIca/yb4PiZropGexcX9gl5HVZtX95r0VZ9ly6Q9CFOxy5+oALtx9mmEfKzsqc2iVd9KMR1/YpgrOd9IYyJaUUh28fZtGZRey6/t+I3TWL1aRf1X608mmVL7qFx6XEcfruaX27nxN3TvAw+WGGcmWcy+gffdXzqIe7nTs/nfwpV0d9lmQnGyTZEeIpsmrs+9JouHUcLm7WPZa6cRSU4UzVuJXXPZbybQ6lXgKHYia4gLwvs9GI0w1/uRzVvZ0ZvPSIfp2Pqy11/62xqVOqCBWLO2LxhIbE4sVJ1aYSeDWQRWcWcfbeWUDXC6p1ydb0rdqXWu61TBvgc9IqLWHRYfrk53jkca7EXDEoM7vVbM7cO8OCkwsy7D+kxpAcG/VZkp1skGRHiCfIbOqFdM0/AK9asKLXf+uKlP73sVQL3XQMTjKo3JNExiRy6no0TcsXpcHnWY9GfGCCH/N3XqKypxN1ShbB3Sl/9JYpTOJS4lgTsoalZ5dyK+4WANbm1nQq14neVXpTyqmUiSPMPQ8SH3DyzkmO3zlO6INQvmz+JX5//H97dx4fVXU//v91Z81smSSTjUAIYAIqKAgF5WMVURBr3WpbKQqEVQtYtW4/+dSHlrbWj1atfiquKChgK3zaWkR/KGVrpdhWCi4IAWUJSBKyz77e8/1jkkmGTEKAzJCE83w85jFz79y599xDyLxzlveZ0G5uoM23bEavPf2WR5lBWZKk0ycEaLTRFp1E/vUq3LsbRs+FviOjQU5GYWrL2IOEIyp7Kl2xqd/bD9VzpN7HkDwbS/JtHWYj9gbD/HTikBSXWOqMKk8Vb+15i9Vlq3GFot07WWlZ/OjcHzF5yGSy0np/V21mWibjCscxrnAcAHW+uligk2nMJNuUTY2vhvpAPc6gE1fIRZY2dfUigx1JkuIFPdEBxV/9NToV/LvPdLz0QsgL330qlSXsMRp9IXaUtyTt21negCcY382nKJBpMZDTg7MRhzxutAYjEacTbXo6kWAAvcV6povVIdXnQ9HpYmUW4TAa08l1q+yt38sbu97g/QPvE1aj/24D0gcwfeh0rh90fY/JVZMMNoONC7IvYMG5cxjd7xICDXUYM7L415FtvLDnNWz61GZxlsGOJJ3thIDqsmhw89X66OypSFPeDbMjuoaUXHrhhIQQHKjxxCXt21vlbnOczahjRP9oRuJvFWUxvNCOLU3fY7MRq4EA9a+9Tv2KlahOJ5r0dDKnTSX79tvRGLtmEGpXUwMBapcsoW75iliZs6ZNw3H73BOWWQjBxxUf88auN9h6dGts/8jckcwYOoNxhePQKN3v3ynVImqEpeNfpmHJUg6sWBir55Kpt7F0zstE1EiXdGN1lgx2JOls5HdGZ0t9tR6+2tA2U3FGfyieCMUTogtuyqUX2vAFI3x2pCGWtG/7oXrqvW3XkRrgMMdlJC7JtaHVtJ3+bTLomH/FOQA9JhtxyOOm/rXXqX2hZRkD1emkdvELIAQZU6ag1tefwRK2pc1y0PDWW9S88EJsn+p0UrN4MQCOObMTtvCE1BDrDqzjjV1vUFZfBoBG0TCh/wRKh5ZyYc6FSS97V7RGpYohLKh9bRl1x/1s1L3wIhpFg2PObEhhY6UcoIwcoCydBYSAql1NrTd/hfJtoLbqLtEao4OJiydAyURwFEf7V5rJpReoaPTFJe3bddRJ+Lh1pAw6DcP72WNJ+0YWZZJtPbnWje6ajTishjnqPso3h3ZR++UONBXVXPPjx9l3+ThUZ9tBqJr0dEo2b+KrqyYQ6SYBjzYzk+INf2XfFePbL/OWzRycOg0iEbRWK6o5jSOijt2BQ9RovfgMCiGznqGFo/n2kInk5gxAa7OhsVrRWK1orVYUfdd/i6uBALWvvHJKrVEnS0QiqF4vqstFxO1GbXpEXC5UtwfV3bTf1bTf3bTf5UJ1u0GnY+DqVR3W8+CtH3VJPckBypJ0tvM1wP7NLa03ror497POaQluii5tmzOnNV0aXHoPXH5//NILvTTQCUVUdlc444Kbo43+Nsfl2ox8a0BL0r6hBXYMutPrwmgObBxNQVIqu66aA5pyVznfHNmDs2wXoa/3YzxURcZRJ/2qBRk+yACMg0sI/6Am4ZcZRP+KD9fXE+yfhysQH+woRFtFWh7auG2tokFJQleQYdAgwvX1HZe5rg5CQQJ7W7oTs4HLYlsCCAAf4ecjyhOcR0lLiwU+GqsVja35dTQo0tqsaCyt9ttsaCxN+5u3zWYUTbQOVJ+P2iVLqFnccWuUEALh98cFJdEgpTlgaRWkeFrtd7mIeFqCF9XjOa16Ng4uIVxX12E9R1wudFlygLIkdV5nkt2dDVQVKj9rCW4O/ys+543OFM11UzwBSiZAVtu1dzrUXKeW7OhzD+i66kw2YoB6TzBuhtSnRxrwh+Izxmo1Cuf1scVabEYVZdI3w9TjMhKH1BDfuL6h3FXOYddhjlZ9hWfvHpQDR7AdqadvtUphteDCdr7vVAWcOWZEXzMDsrPRpKe3+9e7LjeXfz18Pbvriqn0VFLhqaDaV31cNl616RHPqDWSZ84j35JPviU/7nXzw6a3nXT9i1Co4zLnZPP/TynmX2UHMfgjmAPQT+PgYtswztEXoHh8rQKHltaMiNuN8Pmi1/D7ifj9RGraLrvQaYqCxmJB37cvA/7we+qWr0h4WN3y5TjmzObrSdcQPHIEIpGEx50Svb4lGLNa0LYJ1pr2NwVrseAtIwNdbm6H9ay1yQHKktR5YX80B8zZ2r3irYOvNzZ1T20Az7H497OHtAQ3/f/r5BbR7OECoQgvbdmfcPxLRaOfj/fXRoOb8nr2V7f9Zk9P08XG2YwsymR4vwwsxuT/yuyK9PrBSJAj7iMcdh6m3FXOIechKmoOEvx6P6bD1fStjtCvGvrXCEYm/uMbAG+OlXBRAcaSYjLPvZCcYd8i7Zxz0KRFf45CHjeZ06ZGx+gcJ3PaVCLBALMumBW3P6yGqfHVUOmpbHl4K+O2a/21BCIByl3llLsStZ1EmXXm+ADI3BQYWfJi22Z9/B8+Ihwma9q0WKtIa1nTprKjYjsvBdfDQBidfzHfHzqDb/f9dqcGHYtwOBb4xFpM4rqBErSwJDiecBiEiHYJCZVwbe0JW6MUo6El0FGUlhYlS9tgJWFLU9O21mppOt56Wt1jqs/XQT1PQ4TDSenua48MdqSeK1GyO39Dy/al9/S+Fh41Akd3RIObfevhm+3ELcdgsEaT+ZVMgHOugszem8SsI4myETt9YZ7bsA9VCC7oa+ehP30e95lBOZZYRuJvDchkULYVTYKBxMkUiAR4/YvXef/A+xi1RgKRAN8d+N2E6fUDkQBHXEcod0YDgubnirpylMNH6Vut0r9a0K8GLq0W5DbQbodYKMuGck4RlsHnkXnehaQNHoxh0DlorR0vwqq3WMm+/XYA6luNJeloNpZOo4sFJ+0JRoJUeatiwU/r183BUWOgEW/Yy/7G/exv3N/uudIN6XHB0PTzp5M/uxRVqDS0mkGWMfU20mfPINSwi+8M+A6lQ0sZmj20w/s/nqLToc3IQJuRcVKfa00IgQgEWsbI+PwnbCXR5eTQ99ln0Vgs0RYWsynWBXamaEwmHLfPBaKtT8keZ3QicoAycoByTKq7g4SI5nQJOKNrKvmdTa9bb7ta9rXeRgOla+CZ89qfEn3fHvjb02AwgTkbLDlNj+zow2CNH4SbQic1q8JdDV9viAY3X28EX138+7lDo8FN8QQovAR0yeleSvaCfqciEI5Q2ejnaIOfikYfFY1+GrxB7p04hIsfbz8b8ccLr+Ku3+9gcJ6NUUWZXNQ/kyzLme2W84V8/Hnfnyky5rfJS1IeqOLigotZsXtFrLWm2llBXr2gsLrpUQOF1YL8etC281tdZNjQFxdjHXIeaSWDMZYUYywuRmtvu4DjyYjl2XE50dpSk2fHG/LGB0HeSqo88dueUHyLXaYxk3XfX8ecD+cw/9zZjOk3lkBjPUZ7Jv86vI0Xyl5j2TXLMHSzLtromJ3XEraSZC9Y0O4Msu4g9rvO5UJrs3X5DDI5QFk6OSfbHRQONAUkja0CktYBSuNxwUqC4CXgAtG2r75Tcs8HT3VLoGN2gDUP3FXgrY3u9xyDsvfg2JeJz6FLaxX85DQFRAmCoub3uqgLKHGOj6k4mv8SjoThm09aWm8qdsafwGiHc66IBjfFEyC9oEvK1ZHmFodkLuh3vHBE5ZgrQEWjj28a/FQ0RIOZo03PFY0+atzBNp8bkmdj+tgBsUAny2Igx2qk2h2gzhPE6QvjC0ZYUjo6KeXuLCEEjYFGKr2V1PpqGZ0/mhv6fwfP68vb5CW5aOY0gjs/w/jWGi6p9PHDGkFBLeja+e+j2KykDR6MsbgEY0kJxuJijCXF6ByOpNxLc2CjyYqeX5OC7gmz3sxA+0AG2ge2e4wr6IoLfkKREM6gk89rPmfeR/e0yewL4A65U5rZtzO6WyvJyWgObJoHI6ey66o1GeyczSLhaGCgKPDvV2HLk9GgIff8aNCw5Ylo68ugK+CDhfEBSyTQdeVQtGC0RWf4GJsfzdu2Vtv2lm1TFtjyoe+38F1+H7pBV+Dy1WIzOQjv34Tpb8+AJQ/OvwkKRkYDI081eGqiz2FfNMBrPNw2x0x7DLbjgiFHq9c5TQn4Wr3Wxv/3EkKgulzULXsjQY6P6HbmdZeh/f0NKMHG+Gv3Gd4U3EyEft+CFCbjcgVdvLnrTV767CUyjZmUZJRQ46vhxc9eRCCYev5UzDrzSSUIU1VBjSdARVOLTHPLzNHGlqCmyulH7US7s1GnoSDDRB97Gn3sJs7JsZBrMzK80M59lxVxyeBcgg1ODBnpbNtbxTN/L09JNmJ30J1wPEqlp4K6hkqcdZVofAHMASjR92XELS/hfefdxHlJBKQNPZ8bN3njrqExmzE0tc5Eg5pocKPLzelxA6eTwWawYTPYKMksie0LRUKkG9JxBp3UB+pjQQ5Eu7xSndm3szRGI445s8n+8R3xrSTdONDpTmQ3FknqxjoTM4RUtalFo/q4L/ealm1vbctrX330S/mez+GNG1DH3odSfAWRhlq0GQ7EV5vQbHsm2l307AXRzx7PYO1ccBL3vj1+W28+te6koI+ACLNk1zLeKvtDS4vDkB8xe+gMjIou2oWV8LOexPXjqQFvTdvgSG3bHZKIEBAJaAi6dAQD6QT9FkJuA0GnICIsDHpvXcc5PprykuCtQ5tuRuvIQVcwAG1eAbosB9qsTHQOB9qsrNiz1m4/rf55IQQNgYbYuI/DrsMcch7isOswzqCTVdetYs6Hc9pN+77k6iVc88drCIswjjQHmcZMrPoMjEo6GmEjEjITCJrxeNNodKdR06jjWIOWUOTE/+Y6jUK+PY0Cu4k+GdFgpqDpuY89jYIME5lmfZsvdn8wjBIO0bhkCfUr4seS2GfPQdXpMZ1C7hoRChFxu/E11FJdfZDa2iM01B3FVX8Mb301fmc9YVcjEbcbvTeEOQimgMAcAHMATAEwBdu2yHQ2/8ux3/wGXZ8+scBGX9DnjI/N6Gl8IR9Lv1jKi5+92Oa9rlyNW0oN2Y11JnXVDCEhoq0o7X4J18R/IXtr46cad4atD/gaUCevonbZCupmLWppIp16K44Zq9CEvHDLimhAktaq5cVoiy4SeYb4FHh915u89PkrsX3OoJMXP38FFA0zh82i3V9ZBkv0kTngxBcSIhq0NtWzcB8jfPQQoYMHCR75hmBFDcFjjQRrfYQaIqih1l+8oaYHGAf3PWHuiXB9PbqcbAJ764lU+6C6HPa0PxsFAK0WbWYmuqysaBCUlYXW4UDnyEKbmYXOkYUmKwu3RUuFwUN5pJpDrvLY2I9yVzmuoCvhqUsySnAGnbw87nm8r69o073y8qzncQVdZJuy2dewD1fQxUEOtl9WI5ALxhwFY8SMRthI06Rj1WVgN2aSY3LQx5pNP3sugzLzGJiVR7bZcdJTjA2RELWvLaH2uBa02sUvoAAZt9yCe+/eltkyrfKOhF1OfA01BJwNhFyNCLcHxeND6wuiP246urXpcUoUBU3TzJe084cSbmjo8GdD9fnIf+SRU72a1MSkNzH7wtkArNyzMmXdstKZJVt26OKWndYzhBwlkHMuVO+B2n0w7v+D//pJtEXFUw2e2vhWmNatLs3BzKl0F6VltOpuaT0eJaftflMmEb+fuiWvUfNC2790sufPI2vObLTmjmdlnA4hBL6wD1fQhSfkwRVy4Qk2PYc8LfuDLtwhN56QByEEv77s10xYPQFn0Nmm7z3dkM6GH27gna/ewaK3kJWWRWZaJllpWWSlZZ1wAKJQVcLV1QQPHiJYfohQeTnBQ+UEDx0iWF4ey6eRkKKg75OHoSAXfW4Ghmwzhkw9hsICDFfPZ++3L2s/q+hHfyfi8RCprSVcW0ekrvm5jnBdLZHaOsJ1zdt1qI2NCQrQsZAWGs3gtECjWcFpBqcZQnYr2LNR03OIWPMJmPtiyijhv6++nNolr8V1rzTLmj8Px5zZXP3yFg7WV6Fo3Sg6D4rOjcXkx2r0YNJ4MChulIgLEXQRDrnRh0EXAUMYdBGBPgz6CLFnXavX+jAYVQUraViFEQsGTEKHKaIjTdVgULUYIqALC3Rhgd5sZcDSpewbd0XSMvv69eAzKoRMOiLmNBSLCY3VhiHdTprdgSUjm/TMfIz2zFgOkriEcQlmzIhQiL2XfjvpGWelqNiA+5ALm757DLiXTt5Z17KzePFifvOb31BZWcnw4cP53e9+x5gxY1JfEK0OavYRuvMLtPa8llWAGyvRb3oUFA28ckXiLqH2GKzx40EsCQbSNgczZkeb2TjhUBhXvRN3XQPuukZ8hxrxNewj0LgdnRrm23OnULdiZcJL161YieOOO3jzFy9xzK8SNJgIppkJGkwEjCb8Bh0+gyCi+IngI4yPCF4i+AnjJYKPiGje72t1TPzruOnTnVCSUUKtrxaHycGTY37Zpnvlyc+fo9Zfy6qyVexraLuwok1vI8uQQVHASn+ngYIGhezaMBnVPsxVjegr6lACbQe/xmg06Pv2xdC/P4ai/uj798dQVIShqAh9v35oDImDKdXrIWvqbQkDy6yptyHCIXSZmegyMzEWt/28EIJqX3VsmvHhugNUV3xNY2U5nuoKjE4/di+kewXpXrB7oq+j+6JdKPoIZLuij/h6dzU9DsT2aDMz0Vz9Vxra+floWLGSnLlzeW7L66i1tegiITShEEo4hAgGuzbBGZ6mR/tUgMElJ8xLEmlooPrcfCq+qcdrVPAZwGsEnxG8RoVgmhZ9egYmuwNrRg7pWflkOvqSnd2fnOwiBtn7km5I79JxMR3nf0l9XpLerjmwaR6MnMpFKaXU6xXBzttvv829997LSy+9xMUXX8yzzz7LpEmTKCsrIzc3N7WFCXpRr3+R+ldeabsK8NwX0QQbwd6vaSZQduLBrU2DX1WTA69qxu0M4KprxFvfiK/BSeCYk6DTRcjpIuLeg+pyg8eD4vWg8XnQ+73oAz6MAS9pQT/mcHzrkKnpAU1pvW+a0HHXSk0N3/7k/bj06XHH0Pwl0fLsNSgtr43Rv4K9RmJfKnH7mraDGg2oJoSahlCNiEgaqMam7bS47VC4D7nmXN6a8EbC2StvzXoDfZoZT30/MiuCFLic9HF66NPoJ79BkF9fT159PYYOvosjChzLgMpMhVqHkcYcC968TNSCPAz9+pJjzyPHnIXD5Ii1GGWlZWHo4AtJo9PiuON2hKK0yUviuH0uGgVUoXLMeyw2dqbcWc6BxkMcbCznqOcIQbXtsgWYgP6A0KKGMlGDDtSQI/ocdCCC2aihTIwhgT3oJiPgxh5wYw94yGjazo14cYS9ZATc2PwuzB4nxpzsE3e91dVhUYMEqitj+xOGroqCYjSiGAwoBgOapmfFYGi1X9/0Xstxql5LUCvwa8L4lDBeTRgPQdwEcOHDiZ9G1UuD8FCvuijMTePnOTkdZ2/NzmbzHaNoDBTHktAVt8rFkpWWlfIBvj15xo0kdXe9ohvr4osvZvTo0Tz//PMAqKpKYWEhP/nJT3jooYdO+Pmu7MZKtApwM8f8eViuv453l71MyOVG8XhQvF60Ph96XwCD348hEMQUCJIWDGMKhdF1ZjpKJwW1xwclCtrcXG56dV3Hi/n9bQtr5lxDpKoqOsgyCGZ/dMBle/k8ToWq1RExW4ikmYmYzahpZsJmC2qaObrfZCZiij4rVivjbr4S55/+nLiu583D/K1RHLj9x+gi7Q8uDisKlTYLlXYTFXY9FZkaqjIFlY4QNZl+VIMPRTm5m1TQosdGmsaORWfHqssg3ZBBZloWd465mX9WbKO/Ma9Njo9DwUoG2gcy7693otJ29exmQmgQzQFN8yOUHQ1qQpkgon/DpKfpyLYaybIYcFgNOKxGsi3R5+Z92VYjDouBDLOhzUrcQghUjwfFYGBfB11vJX//G75du9BoNHHBjGIwohj0saAGnS7pAURzl6ghJE7Y9aZLYtfs6Uh2XhJJ6k3Omm6sYDDI9u3bWbhwYWyfRqNhwoQJbNu2LeFnAoEAgUBLa4eznb9aT4XWYKS+nSb/+hUryZ4zh5Ef/v2kxgqoSqvWEEPiVhGvIX67OZjxGsCbBn6DgsZoxKAxoNfqMWqNGLQGzrGfw3dCfjKm3pbwiyFj6m0EwwFMv1qIEAKL3oLNYMOit2DVWzFHdJgCKsLtRfW4Ewz47MQquU2LzmkiYTSuRvSuE49D0WZmYpjzw/breuVKsufOwZhuQ3W70RcWYujfH31REZp+hYTyC/Dn9iGUkY0lBDn+MKZAmBx/CLc/jCsQxuUP4/T5aQg20BhowB1qwBNuwC8aCQoXaN0oOjcarQdFGx2nomj9CCIEaSCoNuAMAkHAG01o1sc6j8WfLm53nNH6H6zHbrRS529EBLPiWmf0Ihe7Lp8cUx9yLGYcmdHAxdEczFiMsecsi+G0F6RUFCW66vMJ0r6jqlhGjjyta3UVRVEw68348ZMxZyZAmyy5GXNmEtZru+0vv+6Sl0SSepPu+v+902pqaohEIuTl5cXtz8vLY8+ePQk/8/jjj7No0aKklCfidHY8VqCxkfL/GsyBI7sJpOkJpekJmY1ETAZUswlhMYHVjM5qRpduw2i3YbRZMOrSMGgNGDQGDFoDZq2eAk00YIk9NMc9t9qv07T/V3UoEsIyaxrQ9ovBMmsaWpOZSQMmdXzjp9FbKFQV1eNpSY+eYLXe+ODIjcaeceLZKx4vA//8Z3Q52Sjarp01pqoCbyiCqyk4cvrDuANh6r0ejnnqqPbWUuevoz5QhzMYDZQG2uw0BhpxBqNlPj7HhzPoxBPysmDIYkTYRq7NRJalJZhJtIBlKvTE7pU0fRpBjQb/5GsYdMdc/I11pNmzONpQjmI0YuxmGXIlSUquHh/snIqFCxdy7733xradTieFhYVdcm5tevoJxwpMeHpZl1yrq4TVMO+Wr6Pwu0MZc8emuK6Vw+XruKnkpqQO3lM0GrQ2G1qbDX2fPp3+3IlWL9Zm2JP2V7FGo2A16rAadRCXaT8HGNDu51onNDteuiGdDKOdyRdld3VxT1tPTGhm0BrIzSoEjQ7VbgWdjtys/t1uKQBJkpKvx2ejys7ORqvVUlVVFbe/qqqK/PzEC80ZjUbS09PjHl0lEgyQOW1qwveaVwHubkx6EzcPuZnPnGV8770fUrrtJ3zvvR/ymauMm4fc3G2nYzbPXkmkefZKdxOIhJhy7q0J35ty7q0EIu2P1TnTNCYTil6PLisLRa/vEeNITHoTeq0eu9GOXqvvtj/LkiQlV49v2TEYDIwaNYoNGzZw0003AdEByhs2bODOO+9MeXlOZRXg7sCoNTJz2EzmXjg3Lu9Ed06w1RO7V6wGM3MvmAPA71utMzXl3FuZe8EcjLruV2ZJkqSerlfMxnr77bcpLS3l5ZdfZsyYMTz77LOsWrWKPXv2tBnLk0gylos4fhXgcDCAIcmrAJ+teuLsFXfQi1Grj60gHoiEsCZ7ORFJkqRe5qyZjQUwefJkqqureeSRR6isrGTEiBGsW7euU4FOshy/CnBHuVek09MTZ680BzZZJpnQTJIkKdl6RcvO6UrKQqCSJEmSJCVVZ7+/e/wAZUmSJEmSpI7IYEeSJEmSpF5NBjuSJEmSJPVqMtiRJEmSJKlXk8GOJEmSJEm9mgx2JEmSJEnq1WSwI0mSJElSryaDHUmSJEmSejUZ7EiSJEmS1Kv1iuUiTldzEmmn03mGSyJJkiRJUmc1f2+faDEIGewALpcLgMLCwjNcEkmSJEmSTpbL5cJut7f7vlwbC1BVlaNHj2Kz2VAUpcvO63Q6KSws5PDhw3LNrSSTdZ0asp5TQ9Zzash6To1k1rMQApfLRUFBARpN+yNzZMsOoNFo6NevX9LOn56eLv8jpYis69SQ9Zwasp5TQ9ZzaiSrnjtq0WkmByhLkiRJktSryWBHkiRJkqReTQY7SWQ0Gnn00UcxGo1nuii9nqzr1JD1nBqynlND1nNqdId6lgOUJUmSJEnq1WTLjiRJkiRJvZoMdiRJkiRJ6tVksCNJkiRJUq8mgx1JkiRJkno1GeycwOOPP87o0aOx2Wzk5uZy0003UVZWFneM3+9nwYIFOBwOrFYr3//+96mqqoo75q677mLUqFEYjUZGjBjR5jqbN2/mxhtvpE+fPlgsFkaMGMHKlSuTeWvdSqrqubWvvvoKm81GRkZGF99N95XKehZC8NRTTzF48GCMRiN9+/blscceS9atdSuprOcPPviASy65BJvNRk5ODt///vc5ePBgku6s++mKuv7000+ZMmUKhYWFmEwmzjvvPJ577rk219q8eTMjR47EaDRSXFzMsmXLkn173Uaq6vlPf/oTEydOJCcnh/T0dMaOHcsHH3xw2uWXwc4JbNmyhQULFvDxxx+zfv16QqEQV199NR6PJ3bMT3/6U959911Wr17Nli1bOHr0KDfffHObc82aNYvJkycnvM4//vEPLrzwQv74xz/y2WefMXPmTKZPn87atWuTdm/dSarquVkoFGLKlClcdtllXX4v3Vkq6/nuu+9myZIlPPXUU+zZs4c1a9YwZsyYpNxXd5Oqej5w4AA33ngjV155JTt37uSDDz6gpqYm4Xl6q66o6+3bt5Obm8uKFSvYtWsXP/vZz1i4cCHPP/987JgDBw7w3e9+l/Hjx7Nz507uuece5syZ0yVfxD1Bqur5b3/7GxMnTuT9999n+/btjB8/nuuvv54dO3ac3g0I6aQcO3ZMAGLLli1CCCEaGhqEXq8Xq1evjh2ze/duAYht27a1+fyjjz4qhg8f3qlrXXvttWLmzJldUu6eJtn1/OCDD4qpU6eKpUuXCrvd3tXF7zGSVc9ffvml0Ol0Ys+ePUkre0+SrHpevXq10Ol0IhKJxPatWbNGKIoigsFg199ID3C6dd1s/vz5Yvz48bHtBx98UAwdOjTumMmTJ4tJkyZ18R30DMmq50TOP/98sWjRotMqr2zZOUmNjY0AZGVlAdFINRQKMWHChNgx5557Lv3792fbtm2nfa3m65xtklnPGzduZPXq1SxevLjrCtxDJaue3333XQYNGsTatWsZOHAgAwYMYM6cOdTV1XXtDfQQyarnUaNGodFoWLp0KZFIhMbGRpYvX86ECRPQ6/VdexM9RFfV9fG/f7dt2xZ3DoBJkyad9u/5nipZ9Xw8VVVxuVyn/V0og52ToKoq99xzD5deeinDhg0DoLKyEoPB0GbcR15eHpWVlad8rVWrVvHvf/+bmTNnnk6Re6Rk1nNtbS0zZsxg2bJlZ/3Cf8ms5/3793Po0CFWr17Nm2++ybJly9i+fTs/+MEPuvIWeoRk1vPAgQP58MMP+e///m+MRiMZGRkcOXKEVatWdeUt9BhdVdf/+Mc/ePvtt7n99ttj+yorK8nLy2tzDqfTic/n69ob6eaSWc/He+qpp3C73dxyyy2nVWa56vlJWLBgAV988QUfffRRUq+zadMmZs6cyauvvsrQoUOTeq3uKJn1PHfuXG699VYuv/zyLj93T5PMelZVlUAgwJtvvsngwYMBeO211xg1ahRlZWUMGTKky6/ZXSWznisrK5k7dy6lpaVMmTIFl8vFI488wg9+8APWr1+Poihdfs3urCvq+osvvuDGG2/k0Ucf5eqrr+7C0vUeqarnt956i0WLFvGXv/yF3NzcU74WyJadTrvzzjtZu3YtmzZtol+/frH9+fn5BINBGhoa4o6vqqoiPz//pK+zZcsWrr/+en77298yffr00y12j5Pset64cSNPPfUUOp0OnU7H7NmzaWxsRKfT8frrr3fVbXR7ya7nPn36oNPpYoEOwHnnnQdAeXn56RW+B0l2PS9evBi73c6TTz7JRRddxOWXX86KFSvYsGED//znP7vqNnqErqjrL7/8kquuuorbb7+dhx9+OO69/Pz8NrPlqqqqSE9Px2Qyde3NdGPJrudmf/jDH5gzZw6rVq1q0314Sk5rxM9ZQFVVsWDBAlFQUCD27t3b5v3mQVn/93//F9u3Z8+eUxo4u2nTJmGxWMTzzz/fZeXvKVJVz19++aX4/PPPY49f/epXwmazic8//1zU1dV16T11R6mq5w8++EAA4quvvort27lzpwBEWVlZ19xMN5aqer733nvFmDFj4vYdPXpUAGLr1q2nfyM9QFfV9RdffCFyc3PFAw88kPA6Dz74oBg2bFjcvilTppw1A5RTVc9CCPHWW2+JtLQ08c4773RZ+WWwcwLz5s0TdrtdbN68WVRUVMQeXq83dsyPf/xj0b9/f7Fx40bxySefiLFjx4qxY8fGnWffvn1ix44d4o477hCDBw8WO3bsEDt27BCBQEAIIcTGjRuF2WwWCxcujLtObW1tSu/3TElVPR/vbJuNlap6jkQiYuTIkeLyyy8X//nPf8Qnn3wiLr74YjFx4sSU3u+Zkqp63rBhg1AURSxatEjs3btXbN++XUyaNEkUFRXFXas364q6/vzzz0VOTo6YOnVq3DmOHTsWO2b//v3CbDaLBx54QOzevVssXrxYaLVasW7dupTe75mSqnpeuXKl0Ol0YvHixXHHNDQ0nFb5ZbBzAkDCx9KlS2PH+Hw+MX/+fJGZmSnMZrP43ve+JyoqKuLOM27cuITnOXDggBBCiNLS0oTvjxs3LnU3ewalqp6Pd7YFO6ms52+++UbcfPPNwmq1iry8PDFjxoyzJnhPZT3//ve/FxdddJGwWCwiJydH3HDDDWL37t0putMzryvq+tFHH014jqKiorhrbdq0SYwYMUIYDAYxaNCguGv0dqmq5/Z+5ktLS0+r/ErTTUiSJEmSJPVKcoCyJEmSJEm9mgx2JEmSJEnq1WSwI0mSJElSryaDHUmSJEmSejUZ7EiSJEmS1KvJYEeSJEmSpF5NBjuSJEmSJPVqMtiRJKlLDRgwgGeffbbDYxRF4Z133gHg4MGDKIrCzp07k1qun//854wYMSKp15AkqXuSwY4kSTEzZsxAURQURcFgMFBcXMwvfvELwuFw0q5ZWFhIRUUFw4YN67Jztg6mmt1///1s2LChy65xvJqaGvLz8/n1r3/d5r1bbrmFSy65hEgkkrTrS5LUPt2ZLoAkSd3LNddcw9KlSwkEArz//vssWLAAvV7PwoULk3I9rVZ7Uit9nyqr1YrVak3a+bOzs3nllVf44Q9/yPXXX88FF1wAwOrVq1m7di07duxAq9V26TUjkQiKoqDRyL9bJakj8n+IJElxjEYj+fn5FBUVMW/ePCZMmMCaNWsAuOKKK7jnnnvijr/pppuYMWNG3D6Xy8WUKVOwWCz07duXxYsXt3u9RN1Yu3bt4rrrriM9PR2bzcZll13G119/DcC///1vJk6cSHZ2Nna7nXHjxvGf//wn9tkBAwYA8L3vfQ9FUWLbx3djqarKL37xC/r164fRaGTEiBGsW7euTbn+9Kc/MX78eMxmM8OHD2fbtm3t3ssNN9zArbfeSmlpKaFQiOrqahYsWMD//M//MGTIEP7yl78wcuRI0tLSGDRoEIsWLYprNXvmmWe44IILsFgsFBYWMn/+fNxud+z9ZcuWkZGRwZo1azj//PMxGo2Ul5e3Wx5JkqJksCNJUodMJhPBYPCkPvOb3/yG4cOHs2PHDh566CHuvvtu1q9f36nPfvPNN1x++eUYjUY2btzI9u3bmTVrViwocLlclJaW8tFHH/Hxxx9TUlLCtddei8vlAqLBEMDSpUupqKiIbR/vueee4+mnn+app57is88+Y9KkSdxwww3s27cv7rif/exn3H///ezcuZPBgwczZcqUDrv1nnvuOWpra/nlL3/J/PnzGTZsGD/5yU/4+9//zvTp07n77rv58ssvefnll1m2bBmPPfZY7LMajYb//d//ZdeuXbzxxhts3LiRBx98MO78Xq+XJ554giVLlrBr1y5yc3M7Va+SdFY7rWVEJUnqVUpLS8WNN94ohBBCVVWxfv16YTQaxf333y+EiK5IfPfdd8d95sYbb4xbkbioqEhcc801ccdMnjxZfOc734ltA+LPf/6zEEKIAwcOCEDs2LFDCCHEwoULxcCBA0UwGOxUmSORiLDZbOLdd99NeP5mjz76qBg+fHhsu6CgQDz22GNxx4wePVrMnz8/rlxLliyJvb9r1y4BnHBV8Q0bNgitVivS09PFwYMHhRBCXHXVVeLXv/513HHLly8Xffr0afc8q1evFg6HI7a9dOlSAYidO3d2eH1JkuLJMTuSJMVZu3YtVquVUCiEqqrceuut/PznPz+pc4wdO7bN9olmaDXbuXMnl112GXq9PuH7VVVVPPzww2zevJljx44RiUTwer0n1Z3jdDo5evQol156adz+Sy+9lE8//TRu34UXXhh73adPHwCOHTvGueee2+75r7zySi655BJGjBhBUVERAJ9++ilbt26Na8mJRCL4/X68Xi9ms5m//vWvPP744+zZswen00k4HI57H8BgMMSVSZKkE5PBjiRJccaPH8+LL76IwWCgoKAAna7l14RGo0EIEXd8KBTq0uubTKYO3y8tLaW2tpbnnnuOoqIijEYjY8eOPemuts5qHXQpigJEx/uciE6ni6s7t9vNokWLuPnmm9scm5aWxsGDB7nuuuuYN28ejz32GFlZWXz00UfMnj2bYDAYC3ZMJlOsHJIkdY4MdiRJimOxWCguLk74Xk5ODhUVFbHtSCTCF198wfjx4+OO+/jjj9tsn3feeZ26/oUXXsgbb7xBKBRK2LqzdetWXnjhBa699loADh8+TE1NTdwxer2+w2ne6enpFBQUsHXrVsaNGxd37jFjxnSqnCdr5MiRlJWVtVu327dvR1VVnn766djsqlWrViWlLJJ0tpEDlCVJ6rQrr7yS9957j/fee489e/Ywb948Ghoa2hy3detWnnzySfbu3cvixYtZvXo1d999d6euceedd+J0OvnRj37EJ598wr59+1i+fDllZWUAlJSUsHz5cnbv3s0///lPbrvttjatQQMGDGDDhg1UVlZSX1+f8DoPPPAATzzxBG+//TZlZWU89NBD7Ny5s9PlPFmPPPIIb775JosWLWLXrl3s3r2bP/zhDzz88MMAFBcXEwqF+N3vfsf+/ftZvnw5L730UlLKIklnGxnsSJLUabNmzaK0tJTp06czbtw4Bg0a1KZVB+C+++7jk08+4aKLLuJXv/oVzzzzDJMmTerUNRwOBxs3bsTtdjNu3DhGjRrFq6++Gmvlee2116ivr2fkyJFMmzaNu+66q82MpKeffpr169dTWFjIRRddlPA6d911F/feey/33XcfF1xwAevWrWPNmjWUlJScZK10zqRJk1i7di0ffvgho0eP5pJLLuG3v/1tbEzP8OHDeeaZZ3jiiScYNmwYK1eu5PHHH09KWSTpbKOI4zvgJUmSJEmSehHZsiNJkiRJUq8mgx1JkiRJkno1GexIkiRJktSryWBHkiRJkqReTQY7kiRJkiT1ajLYkSRJkiSpV5PBjiRJkiRJvZoMdiRJkiRJ6tVksCNJkiRJUq8mgx1JkiRJkno1GexIkiRJktSryWBHkiRJkqRe7f8BbbMvJspTcMsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": 29,
"id": "0397eb85",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>"
],
"text/plain": [
" Publication Year Domain_English \n",
"774 2022 Natural Sciences \\\n",
"773 2022 Natural Sciences \n",
"772 2022 Natural Sciences \n",
"771 2022 Natural Sciences \n",
"770 2022 Natural Sciences \n",
".. ... ... \n",
"4 2012 Applied Sciences \n",
"3 2012 Applied Sciences \n",
"2 2012 Applied Sciences \n",
"1 2012 Applied Sciences \n",
"0 2012 Applied Sciences \n",
"\n",
" Field_English \n",
"774 Physics & Astronomy \\\n",
"773 Physics & Astronomy \n",
"772 Physics & Astronomy \n",
"771 Physics & Astronomy \n",
"770 Physics & Astronomy \n",
".. ... \n",
"4 Information & Communication Technologies \n",
"3 Engineering \n",
"2 Engineering \n",
"1 Engineering \n",
"0 Agriculture, Fisheries & Forestry \n",
"\n",
" SubField_English UT (Unique WOS ID) \n",
"774 Optics 56 \n",
"773 Nuclear & Particle Physics 28 \n",
"772 Mathematical Physics 2 \n",
"771 General Physics 14 \n",
"770 Fluids & Plasmas 21 \n",
".. ... ... \n",
"4 Artificial Intelligence & Image Processing 10 \n",
"3 Mechanical Engineering & Transports 1 \n",
"2 Industrial Engineering & Automation 3 \n",
"1 Geological & Geomatics Engineering 1 \n",
"0 Food Science 2 \n",
"\n",
"[775 rows x 5 columns]"
]
},
"execution_count": 29,
"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": 31,
"id": "846596cf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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D/kRERKRIlsWd4r6PN3PvvE1U8/XA3dWsUukiUmkpoRIREZEiWRF3GoC2kVWcHImIiPMpoRIREZFCy7La+X3/GQCubxTs5GhERJxPCZWIiIgU2ob481zKslHN14PmNQOcHY6IiNMpoRIREZFCW7Ene7hfj4bVMZtNTo5GRMT5lFCJiIhIoa3YcwqAno013E+Kz6pVqzCZTCQlJTk7FJEiU0IlIiIihXLoTCoJ59JwczHRpX51Z4dTqUVHR2MymfI8+vTpU6jjlcCIFB/VOBUREZFCyRnu1yGqKr4e+hPC2fr06UNMTEyubR4eHk6KRqTyUg+ViIiIFMryv8qlq7pf2eDh4UFISEiuR1BQEAAmk4kPPviAm2++GW9vb+rXr8/3338PQEJCAj169AAgKCgIk8lEdHQ0AJmZmTzyyCMEBwfj6elJly5d2Lhxo+OaOT1bv/zyC9dccw1eXl5cf/31nD59msWLF9O4cWP8/f256667SEtLcxz3b+fNz6JFi2jatCkeHh5ERkYyY8aMXPsTExPp378/Xl5eREVFsXDhQiIjI5k5cyYAo0aNYsCAAbmOsVgsBAcH8+GHHxb9hosUQAmViIiI/KuUDAsbE84DFTihMgzIuuSch2EU+8t5/vnnGTJkCNu3b6dfv34MGzaM8+fPEx4ezqJFiwDYu3cviYmJvPXWWwBMnDiRRYsWMW/ePLZs2UK9evXo3bs358+fz3XuKVOmMGvWLNasWcPRo0cZMmQIM2fOZOHChfz000/8+uuv/Pe//3W0L+x5c2zevJkhQ4Zwxx13sGPHDqZMmcIzzzzD3LlzHW2GDx/OiRMnWLVqFYsWLeK9997j9OnTjv1jxoxhyZIlJCYmOrb9+OOPpKWlMXTo0Ku+vyI51F8vIiIi/+r3fWex2g3qVPchspqPs8MpGZY0eCnMOdd+6gS4F+2+/vjjj/j6+uY+zVNP8dRTTwHZ86zuvPNOAF566SXefvttNmzYQJ8+fahSJXtR5uDgYAIDAwG4dOkSc+bMYe7cufTt2xeA999/n6VLl/Lhhx8yYcIEx3VeeOEFOnfuDMDo0aOZPHkyBw8epE6dOgDcdtttrFy5kieffLJI583xxhtv0LNnT5555hkAGjRowO7du3nttdeIjo5mz549LFu2jI0bN9K2bVsAPvjgA+rXr+84R6dOnWjYsCEff/wxEydOBCAmJobbb789z30TuRrqoRIREZF/lTN/6vqGFbR3qhzq0aMH27Zty/UYO3asY3+LFi0c/+/j44O/v3+uHpx/OnjwIBaLxZEoAbi5udG+fXvi4uJytf37uWvUqIG3t7cjmcrZlnOtopw3R1xcXK72AJ07d2b//v3YbDb27t2Lq6srrVu3duyvV6+eY8hjjjFjxjjmmZ06dYrFixczatSoAu+ByJVQD5WIiIhcls1usGrvXwlVRS6X7uad3VPkrGsXkY+PD/Xq1Sv4lG5uuZ6bTCbsdnuRr/Nv5zaZTCV6rasxfPhwJk2axNq1a1mzZg1RUVFcd911zg5LKhj1UImIiMhl/XksiXOXsvDzcKVdZBVnh1NyTKbsYXfOeJhKd5Fkd3d3AGw2m2Nb3bp1cXd3JzY21rHNYrGwceNGmjRpcsXXupLzNm7cOFd7gNjYWBo0aICLiwsNGzbEarWydetWx/4DBw5w4cKFXMdUrVqVwYMHExMTw9y5cxk5cuQVvw6RgqiHSkRERC5r5V/D/bo2qI6bi76LLSsyMzM5efJkrm2urq5Uq1btX4+NiIjAZDLx448/0q9fP7y8vPD19eWBBx5gwoQJVKlShdq1a/Pqq6+SlpbG6NGjrzhOHx+fIp/38ccfp127dkybNo2hQ4eydu1aZs2axezZswFo1KgRvXr14r777mPOnDm4ubnx+OOP4+XlhekfyemYMWMYMGAANpuNESNGXPHrECmIEioRERG5LJVLL5uWLFlCaGhorm0NGzZkz549/3pszZo1ef7555k0aRIjR45k+PDhzJ07l5dffhm73c4999zDxYsXadu2Lb/88kueuUlFVdTztm7dmi+++IJnn32WadOmERoaytSpUx3l3QHmz5/P6NGj6dq1KyEhIUyfPp1du3bh6emZ61y9evUiNDSUpk2bEhbmpKIjUqGZDKME6nSWISkpKQQEBJCcnIy/v7+zwxERESlXTiZncO305ZhMsOn/9aKqb+ksHFsan98ZGRnEx8cTFRWV549wKX+OHTtGeHg4y5Yto2fPno7tqamp1KxZk5iYGG655RYnRijlTWHfI9RDJSIiIgXKqe7XKjyw1JIpkcJYsWIFqampNG/enMTERCZOnEhkZCRdu3YFwG63c/bsWWbMmEFgYCA33XSTkyOWikoJlYiIiBQoJ6HqqeF+UsZYLBaeeuopDh06hJ+fH506dWLBggWOioNHjhwhKiqKWrVqMXfuXFxd9WevlAz9ZomIiEi+Miw2Yg+cBaCHEiopY3r37k3v3r0L3B8ZGUkFn9kiZYRK9YiIiEi+1h46R7rFRoi/J01CNQ9ZRCQ/Tk2opk+fTrt27fDz8yM4OJjBgwezd+/eXG0yMjJ48MEHqVq1Kr6+vtx6662cOnXKSRGLiIhUHjnl0ns0Cs5TilpERLI5NaFavXo1Dz74IOvWrWPp0qVYLBZuvPFGLl265Gjzn//8hx9++IEvv/yS1atXc+LECVVoERERKWGGYTjKpWv+lIhIwZw6h2rJkiW5ns+dO5fg4GA2b95M165dSU5O5sMPP2ThwoVcf/31AMTExNC4cWPWrVvHtdde64ywRUREKrz9p1M5npSOu6uZTvWqOjscEZEyq0zNoUpOTgagSpUqAGzevBmLxUKvXr0cbRo1akTt2rVZu3ZtvufIzMwkJSUl10NERESKJqd3qlPdqni7q4aViEhBykxCZbfbeeyxx+jcuTPNmjUD4OTJk7i7uxMYGJirbY0aNTh58mS+55k+fToBAQGOR3h4eEmHLiIiUuGsVLl0EZFCKTMJ1YMPPsjOnTv57LPPruo8kydPJjk52fE4evRoMUUoIiJSOSSlZbHp8HlA5dIrq1WrVmEymUhKSrqq8yQkJGAymdi2bVuxxFVWzZ07N08HwL8xmUx8++23JRKPlK4ykVA99NBD/Pjjj6xcuZJatWo5toeEhJCVlZXnH/OpU6cICQnJ91weHh74+/vneoiIiEjhrd53BrsBDWv4USvI29nhyD9ER0djMpnyPPr06eP0uAYPHpxrW3h4OImJiY7RR+VRZGSk4x67uLgQFhbG6NGjuXDhgqPN0KFD2bdvnxOjFGdyakJlGAYPPfQQ33zzDStWrCAqKirX/jZt2uDm5sby5csd2/bu3cuRI0fo2LFjaYcrIiJSKaz4W7l0KZv69OlDYmJirsenn37q7LDycHFxISQkBFdX587Ds9ls2O32Kz5+6tSpJCYmcuTIERYsWMBvv/3GI4884tjv5eVFcLD+vVRWTk2oHnzwQT755BMWLlyIn58fJ0+e5OTJk6SnpwMQEBDA6NGjGT9+PCtXrmTz5s2MHDmSjh07qsKfiIhICbDa7KzaewaAno31B2JZ5eHhQUhISK5HUFAQAHfddRdDhw7N1d5isVCtWjXmz58PZBfxeuSRRwgODsbT05MuXbqwcePGAq83ZcoUWrVqlWvbzJkziYyMdOyfN28e3333naM3Z9WqVfkO+Vu9ejXt27fHw8OD0NBQJk2ahNVqdezv3r07jzzyCBMnTqRKlSqEhIQwZcqUXNd+4403aN68OT4+PoSHhzNu3DhSU1Md+3OG4H3//fc0adIEDw8P/vjjD9zc3PLMw3/ssce47rrrLnu//fz8CAkJoWbNmvTo0YMRI0awZcuWPNf7uzlz5lC3bl3c3d1p2LAhH3/88WWvsWPHDq6//nq8vLyoWrUq9913X67XZLVaeeSRRwgMDKRq1ao8+eSTjBgxwtErOH/+fKpWrUpmZmau8w4ePJh77rnnsteWq+PUhGrOnDkkJyfTvXt3QkNDHY/PP//c0ebNN99kwIAB3HrrrXTt2pWQkBC+/vprJ0YtIiJScW09mkRyuoVAbzeuCQ90djilyjAM0ixpTnkYhlFsr2PYsGH88MMPuf4Y/+WXX0hLS+Pmm28GYOLEiSxatIh58+axZcsW6tWrR+/evTl//vwVXfOJJ55gyJAhuXrOOnXqlKfd8ePH6devH+3atePPP/9kzpw5fPjhh7zwwgu52s2bNw8fHx/Wr1/Pq6++ytSpU1m6dKljv9ls5u2332bXrl3MmzePFStWMHHixFznSEtL45VXXuGDDz5g165dtG3bljp16uRKbCwWCwsWLGDUqFGFfq3Hjx/nhx9+oEOHDgW2+eabb3j00Ud5/PHH2blzJ/fffz8jR45k5cqV+ba/dOkSvXv3JigoiI0bN/Lll1+ybNkyHnroIUebV155hQULFhATE0NsbCwpKSm55mDdfvvt2Gw2vv/+e8e206dP89NPPxXp9UnRObX/tTBvHp6enrzzzju88847pRCRiIhI5ZZTLr1bg+q4upSJqdalJt2aToeFBf+RXJLW37Ueb7fCz1f78ccf8fX1zbXtqaee4qmnnqJ37974+PjwzTffOHomFi5cyE033YSfnx+XLl1izpw5zJ07l759+wLw/vvvs3TpUj788EMmTJhQ5Ph9fX3x8vIiMzOzwHnuALNnzyY8PJxZs2ZhMplo1KgRJ06c4Mknn+TZZ5/FbM7+nWvRogXPPfccAPXr12fWrFksX76cG264AcjuVcoRGRnJCy+8wNixY5k9e7Zju8ViYfbs2bRs2dKxbfTo0cTExDhe4w8//EBGRgZDhgy57Ot78sknefrpp7HZbGRkZNChQwfeeOONAtu//vrrREdHM27cOADGjx/PunXreP311+nRo0ee9gsXLiQjI4P58+fj4+MDwKxZsxg4cCCvvPIKNWrU4L///S+TJ092JMWzZs3i559/dpzDy8uLu+66i5iYGG6//XYAPvnkE2rXrk337t0v+/rk6lSud0oRERG5rBV7TgFwveZPlWk9evRg27ZtuR5jx44FwNXVlSFDhrBgwQIgu/fju+++Y9iwYQAcPHgQi8VC586dHedzc3Ojffv2xMXFlWjccXFxdOzYEZPJ5NjWuXNnUlNTOXbsmGNbixYtch0XGhrK6dOnHc+XLVtGz549qVmzJn5+ftxzzz2cO3eOtLQ0Rxt3d/c854mOjubAgQOsW7cOyB6qN2TIEEcSU5AJEyawbds2tm/f7pjb379/f2w2W4Gv8+/3N+d1FnR/4+LiaNmyZa44OnfujN1uZ+/evSQnJ3Pq1Cnat2/v2O/i4kKbNm1ynefee+/l119/5fjx447Xl1PEREqOVuoTERERAI6eT2PfqVTMpuweqsrGy9WL9Xetd9q1i8LHx4d69eoVuH/YsGF069aN06dPs3TpUry8vK6qCqDZbM4zsshisVzx+f6Nm5tbrucmk8lRVCIhIYEBAwbwwAMP8OKLL1KlShX++OMPRo8eTVZWFt7e2T19Xl5eeRKJ4OBgBg4cSExMDFFRUSxevJhVq1b9azzVqlVz3O/69eszc+ZMOnbsyMqVK+nVq1cxvOLicc0119CyZUvmz5/PjTfeyK5du/jpp5+cHVaFp4RKREREAFi5N7sHoG1EFQK93Z0cTekzmUxFGnZXlnXq1Inw8HA+//xzFi9ezO233+5IUnIKJcTGxhIREQFkJ0cbN27MNZTu76pXr87JkycxDMORpPxzbSl3d/cCe2xyNG7cmEWLFuU6T2xsLH5+frmWzrmczZs3Y7fbmTFjhmOI4BdffFGoYwHGjBnDnXfeSa1atahbt26enqTCcHFxAXAUUvunxo0bExsby4gRIxzbYmNjadKkSYHt586dy6VLlxy9VLGxsZjNZho2bEhAQAA1atRg48aNdO3aFciuXLhly5Y8xULGjBnDzJkzOX78OL169SI8PLzIr0+KRkP+REREBFC59PIkMzPTUR0553H27Nlcbe666y7effddli5d6hjuB9m9Ww888AATJkxgyZIl7N69m3vvvZe0tDRGjx6d7/W6d+/OmTNnePXVVzl48CDvvPMOixcvztUmMjKS7du3s3fvXs6ePZtvD9a4ceM4evQoDz/8MHv27OG7777jueeeY/z48Y7k6N/Uq1cPi8XCf//7Xw4dOsTHH3/Mu+++W6hjAXr37o2/vz8vvPACI0eOLNQxFy9e5OTJkyQmJrJhwwYmTJhA9erV8y28AdlDBOfOncucOXPYv38/b7zxBl9//TVPPPFEvu2HDRuGp6cnI0aMYOfOnaxcuZKHH36Ye+65hxo1agDw8MMPM336dL777jv27t3Lo48+yoULF/L0wt11110cO3aM999/X8UoSokSKhERESEty8qag+cAlUsvD5YsWZKrQnJoaChdunTJ1WbYsGHs3r2bmjVr5umFefnll7n11lu55557aN26NQcOHOCXX35xlF7/p8aNGzN79mzeeecdWrZsyYYNG/IkB/feey8NGzakbdu2VK9endjY2DznqVmzJj///DMbNmygZcuWjB07ltGjR/P0008X+rW3bNmSN954g1deeYVmzZqxYMECpk+fXujjzWYz0dHR2Gw2hg8fXqhjnn32WUJDQwkLC2PAgAH4+Pjw66+/UrVq1XzbDx48mLfeeovXX3+dpk2b8n//93/ExMQUWBzC29ubX375hfPnz9OuXTtuu+02evbsyaxZsxxtnnzySe68806GDx9Ox44d8fX1pXfv3nh6euY6V0BAALfeeiu+vr55FlqWkmEyirNOZxmUkpJCQEAAycnJ+Pv7OzscERGRMmnZ7lOMmb+JWkFe/D6xh9MnsZfG53dGRgbx8fFERUXl+aNUKrbRo0dz5syZXCXGyxu73U7jxo0ZMmQI06ZNy7WvZ8+eNG3alLfffttJ0VUMhX2P0BwqERERYflfw/2ubxTs9GRKpKQkJyezY8cOFi5cWO6SqcOHD/Prr7/SrVs3MjMzmTVrFvHx8dx1112ONhcuXGDVqlWsWrUqVwl5KVlKqERERCo5wzBY+beESqSiGjRoEBs2bGDs2LGONa3KC7PZzNy5c3niiScwDINmzZqxbNkyGjdu7GhzzTXXcOHCBV555RUaNmzoxGgrFyVUIiIildzuxBROpmTg5ebCtXXynxMiUhEUpkR6WRUeHp7vvLS/S0hIKJ1gJBcVpRAREankVsRl9051rlcNTzcXJ0cjIlK+KKESERGp5Fbs1XA/EZErpYRKRESkEjuXmsm2o0mAEioRkSuhhEpERKQSW7X3DIYBTcP8CQlQ6XARkaJSQiUiIlKJrVB1PxGRq6KESkREpJKy2Oz8tu8MoIRKRORKKaESERGppDYmnOdippWqPu60rBXo7HCkjJk7dy6BgYHODgPILnduMplISkoq9DGRkZHMnDmzxGIq767knuanML8nU6ZMoVWrVoU+Z0JCAiaTiW3btl1VbKVFCZWIiEgllVMuvXvDYMxmk5OjkcKKjo7GZDIxduzYPPsefPBBTCYT0dHRV32doUOHsm/fvqs+z7/p3r07JpPJ8ahRowa33347hw8fdrTp1KkTiYmJBAQElHg8JeGTTz6hUaNGeHp6EhkZybRp0wp1XPfu3XnsscfybC9LyW5hPPHEEyxfvtzZYZQYJVQiIiKVVE659J6NNdyvvAkPD+ezzz4jPT3dsS0jI4OFCxdSu3btqz6/xWLBy8uL4ODS+d249957SUxM5MSJE3z33XccPXqUu+++27Hf3d2dkJAQTKbyl/gnJCQwfPhwBg8eTFxcHF988QVRUVHODutf2Ww27HZ7sZzL19eXqlUr7qLhSqhEREQqofizlzh05hKuZhNd6ldzdjhSRK1btyY8PJyvv/7ase3rr7+mdu3aXHPNNbnaLlmyhC5duhAYGEjVqlUZMGAABw8edOzPGV71+eef061bNzw9PVmwYEGeXpCcYVsff/wxkZGRBAQEcMcdd3Dx4kVHG7vdzvTp04mKisLLy4uWLVvy1Vdf/evr8fb2JiQkhNDQUK699loeeughtmzZ4tif3/C0RYsW0bRpUzw8PIiMjGTGjBmXvcaRI0cYNGgQvr6++Pv7M2TIEE6dOpWrzQsvvEBwcDB+fn6MGTOGSZMmOYaq/fbbb7i5uXHy5Mlcxzz22GNcd911BV43p+dt1KhRREVF0b59+1zJ4tVKSEjAbDazadOmXNtnzpxJRESEIyn6+eefadCgAV5eXvTo0YOEhIRc7XN+3t9//z1NmjTBw8ODI0eOcOHCBYYPH05QUBDe3t707duX/fv354nj22+/pX79+nh6etK7d2+OHj3q2PfPIX92u52pU6dSq1YtPDw8aNWqFUuWLLns61y9ejXt27fHw8OD0NBQJk2ahNVqdey/ePEiw4YNw8fHh9DQUN58881cPXxTp06lWbNmec7bqlUrnnnmmcte+98ooRIREamEcqr7tY+qgr+nm5OjKRsMw8CeluaUh2EYRY531KhRxMTEOJ5/9NFHjBw5Mk+7S5cuMX78eDZt2sTy5csxm83cfPPNeXofJk2axKOPPkpcXBy9e/fO95oHDx7k22+/5ccff+THH39k9erVvPzyy47906dPZ/78+bz77rvs2rWL//znP9x9992sXr260K/r/PnzfPHFF3To0KHANps3b2bIkCHccccd7NixgylTpvDMM88wd+7cfNvb7XYGDRrE+fPnWb16NUuXLuXQoUMMHTrU0WbBggW8+OKLvPLKK2zevJnatWszZ84cx/6uXbtSp04dPv74Y8c2i8XCggULGDVqVIGx1qxZk7Zt2/LQQw+RkZFR6PtQWJGRkfTq1SvX7wJATEwM0dHRmM1mjh49yi233MLAgQPZtm2bI1n8p7S0NF555RU++OADdu3aRXBwMNHR0WzatInvv/+etWvXYhgG/fr1w2Kx5DruxRdfZP78+cTGxpKUlMQdd9xRYMxvvfUWM2bM4PXXX2f79u307t2bm266Kd9EDeD48eP069ePdu3a8eeffzJnzhw+/PBDXnjhBUeb8ePHExsby/fff8/SpUv5/fffcyXlo0aNIi4ujo0bNzq2bd26le3bt+f776ZIjAouOTnZAIzk5GRnhyIiIlJmDHt/nRHx5I/G+78ddHYo+SqNz+/09HRj9+7dRnp6umEYhmG7dMnY3bCRUx62S5cKHfeIESOMQYMGGadPnzY8PDyMhIQEIyEhwfD09DTOnDljDBo0yBgxYkSBx585c8YAjB07dhiGYRjx8fEGYMycOTNXu5iYGCMgIMDx/LnnnjO8vb2NlJQUx7YJEyYYHTp0MAzDMDIyMgxvb29jzZo1uc4zevRo48477ywwnm7duhlubm6Gj4+P4e3tbQBGgwYNjPj4eEeblStXGoBx4cIFwzAM46677jJuuOGGXOeZMGGC0aRJE8fziIgI48033zQMwzB+/fVXw8XFxThy5Ihj/65duwzA2LBhg2EYhtGhQwfjwQcfzHXOzp07Gy1btnQ8f+WVV4zGjRs7ni9atMjw9fU1UlNTC3x90dHRRrt27Yz777/f6N69e67f6QEDBuS5ZkH35u8PDw+PXD+bzz//3AgKCjIyMjIMwzCMzZs3GyaTyXEPJ0+enOveGIZhPPnkk7nuaUxMjAEY27Ztc7TZt2+fARixsbGObWfPnjW8vLyML774Itdx69atc7SJi4szAGP9+vWGYWT/7vz9PoaFhRkvvvhirnjatWtnjBs3zjCM//1Obt261TAMw3jqqaeMhg0bGna73dH+nXfeMXx9fQ2bzWakpKQYbm5uxpdffunYn5SUZHh7exuPPvqoY1vfvn2NBx54wPH84YcfNrp37573xv/ln+8RBVEPlYiISCWTmmllffw5QOXSy7Pq1avTv39/5s6dS0xMDP3796datbzDN/fv38+dd95JnTp18Pf3JzIyEsgeAvd3bdu2/ddrRkZG4ufn53geGhrK6dPZvZ0HDhwgLS2NG264AV9fX8dj/vz5uYYY5mfYsGFs27aNP//8kz/++IN69epx44035hpO+HdxcXF07tw517bOnTuzf/9+bDZbvu3Dw8MJDw93bGvSpAmBgYHExcUBsHfvXtq3b5/ruH8+j46O5sCBA6xbtw7IHiY3ZMgQfHx88o1z9+7dzJ07l7lz5zJnzhxq165N9+7dHfds586dlx0uCP+7N39/TJ06NVebwYMH4+LiwjfffOOIq0ePHo6fdVxcXJ4ev44dO+a5lru7Oy1atHA8j4uLw9XVNdexVatWpWHDho77BuDq6kq7du0czxs1apTr3v5dSkoKJ06cyPfnl1/7nDg6duyYaw5d586dSU1N5dixYxw6dAiLxZLr5xUQEEDDhg1znefee+/l008/JSMjg6ysLBYuXHjZ3sXCcr3qM4iIiEi58sf+M1hsBpFVvalT3dfZ4ZQZJi8vGm7Z7LRrX4lRo0bx0EMPAfDOO+/k22bgwIFERETw/vvvExYWht1up1mzZmRlZeVqV1BS8HdubrmHh5pMJsfQwdTUVAB++uknatasmaudh4fHZc8bEBBAvXr1AKhXrx4ffvghoaGhfP7554wZM+Zf4yotwcHBDBw4kJiYGKKioli8eDGrVq0qsP327dvx8PCgSZMmQPawzKFDh9K5c2cmTpzIxYsXuemmmy57zb/fm7/H8Xfu7u4MHz6cmJgYbrnlFhYuXMhbb71V5Nfn5eVVLgt/FNbAgQPx8PDgm2++wd3dHYvFwm233XbV51VCJSIiUsks/6tc+vWNajg5krLFZDJh8vZ2dhhF0qdPH7KysjCZTPnOezp37hx79+7l/fffd/SE/PHHHyUSy98LGXTr1u2qzuXi4gKQq4rh3zVu3JjY2Nhc22JjY2nQoIHj2H+2P3r0KEePHnX0Uu3evZukpCRHstOwYUM2btzI8OHDHcf9fb5NjjFjxnDnnXdSq1Yt6tatm6en5e9q1qxJZmYm69evp0OHDri4uLBw4UJuuukm7rvvPt544w28rjCZzi+uZs2aMXv2bKxWK7fcckuu1//999/nap/Ty3Y5jRs3xmq1sn79ejp16gT873cq574BWK1WNm3a5Ogh2rt3L0lJSTRu3DjPOf39/QkLCyM2NjbX70lsbGyeHsG/x7Fo0SIMw3AkfLGxsfj5+VGrVi2CgoJwc3Nj48aNjiqXycnJ7Nu3j65duzrO4+rqyogRI4iJicHd3Z077rijWO6/EioREZFKxG43WLn3DKBy6RWBi4uLY5hUfolEUFAQVatW5b333iM0NJQjR47kW4ygOPj5+fHEE0/wn//8B7vdTpcuXUhOTiY2NhZ/f39GjBhR4LFpaWmO6nmnTp1i2rRpeHp6cuONN+bb/vHHH6ddu3ZMmzaNoUOHsnbtWmbNmsXs2bPzbd+rVy+aN2/OsGHDmDlzJlarlXHjxtGtWzfHUMeHH36Ye++9l7Zt29KpUyc+//xztm/fTp06dXKdq3fv3vj7+/PCCy/kGXr3T126dKFTp04MHTqUmTNn0rx5c3bt2sWJEyfw8fFh4cKF3H///XgXQyLfuHFjrr32Wp588klGjRqVK1EYO3YsM2bMYMKECYwZM4bNmzcXWMDj7+rXr8+gQYO49957+b//+z/8/PyYNGkSNWvWZNCgQY52bm5uPPzww7z99tu4urry0EMPce211xaYIE2YMIHnnnuOunXr0qpVK2JiYti2bRsLFizIt/24ceOYOXMmDz/8MA899BB79+7lueeeY/z48ZjNZvz8/BgxYgQTJkygSpUqBAcH89xzz2E2m/P0uI0ZM8aR6P0zKb9SmkMlIiJSiew4nszZ1Ex8PVxpF1nF2eFIMfD398ff3z/ffWazmc8++4zNmzfTrFkz/vOf//Daa6+VWCzTpk3jmWeeYfr06TRu3Jg+ffrw008//eu6S++//z6hoaGEhobSo0cPzp49y88//5xnDkyO1q1b88UXX/DZZ5/RrFkznn32WaZOnVrggsYmk4nvvvuOoKAgunbtSq9evahTpw6ff/65o82wYcOYPHkyTzzxBK1btyY+Pp7o6Gg8PT1znctsNhMdHY3NZsvVm1XQdZcsWcJtt93G+PHjadKkCZMnT2b06NHs27ePkydPMmzYsGJb72n06NFkZWXlmRdUu3ZtFi1axLfffkvLli159913eemllwp1zpiYGNq0acOAAQPo2LEjhmHw888/5xr+6e3tzZNPPsldd91F586d8fX1zXVv/+mRRx5h/PjxPP744zRv3pwlS5bw/fffU79+/Xzb16xZk59//pkNGzbQsmVLxo4dy+jRo3n66acdbd544w06duzIgAED6NWrF507d6Zx48Z5fn7169enU6dONGrU6LKVJIvCZBhXUKezHElJSSEgIIDk5OQC32xEREQqizeW7uPt5fvp2yyEOXe3cXY4BSqNz++MjAzi4+OJiorK80eXCMANN9xASEhIrlLpkJ24nDlzJs8wOmebNm0aX375Jdu3b3d2KE536dIlatasyYwZMxg9erRju2EY1K9fn3HjxjF+/PjLnqOw7xEa8iciIlKJrPxr/akequ4nkktaWhrvvvsuvXv3xsXFhU8//ZRly5axdOlSR5vk5GR27NjBwoULy1QylZqaSkJCArNmzcq1NlNlsnXrVvbs2UP79u1JTk52DMf8+9DEM2fO8Nlnn3Hy5MmrX3vqb5RQiYiIVBKnUzLYcTwZgB4NlVCJ/J3JZOLnn3/mxRdfJCMjg4YNG7Jo0SJ69erlaDNo0CA2bNjA2LFjueGGG5wYbW4PPfQQn376KYMHDy6WMuDl1euvv87evXtxd3enTZs2/P7777mWEggODqZatWq89957BAUFFdt1lVCJiIhUEiv3ZvdOtQwPpLrf5ctYi1Q2Xl5eLFu27LJtLlci3Zly1rqqzK655ho2b778sgclNdNJRSlEREQqCUe5dPVOiYgUGyVUIiIilUCm1cYfB84CKpcuIlKclFCJiIhUAusPnScty0awnwdNw1T1VkSkuCihEhERqQRW/FXd7/pGwXkWuhQRkSunhEpERKSCMwyD5XtOASqXLiJS3JRQiYiIVHAHz6Ry9Hw67i5mutSr9u8HiIhIoSmhEhERqeByhvtdW7cqPh5aMaWimzt3LoGBgc4O47Kio6MZPHhwoduvWrUKk8lEUlJSicUkcqWUUImIiFRw/yuXXt3JkUhxiI6OxmQyYTKZcHd3p169ekydOhWr1Vpi10xISMBkMrFt27ZCtftnfC+88EKuNYDeeuutcrtuUnp6OmPGjKF69er4+vrSvn171qxZ86/HFfbeFPY8//azkNKjr6lEREQqsOQ0C5sOXwDg+kY1nByNFJc+ffoQExNDZmYmP//8Mw8++CBubm5MnjzZ2aEBsGzZMpo2bUpmZiZ//PEHY8aMITQ0lNGjRwMQEBDg5Aiv3GuvvcZXX33F559/ToMGDdi5cyeuroX/k/rf7o2UP+qhEhERqcB+238Gm92gXrAvtat6OzscKSYeHh6EhIQQERHBAw88QK9evfj+++/zbXvw4EEGDRpEjRo18PX1pV27dixbtixXm8jISF566SVGjRqFn58ftWvX5r333nPsj4qKAuCaa67BZDLRvXv3y8ZXtWpVR3zDhg2jc+fObNmyxbH/n0P+MjMzeeSRRwgODsbT05MuXbqwcePGy15j0aJFNG3aFA8PDyIjI5kxY0au/YmJifTv3x8vLy+ioqJYuHAhkZGRzJw5E4BRo0YxYMCAXMdYLBaCg4P58MMPC7yu2WymSZMm9O7dm6ioKAYOHEj79u0vG+vf/du9sdvtTJ06lVq1auHh4UGrVq1YsmSJY39BP4uNGzdyww03UK1aNQICAujWrVuu8wKYTCY++OADbr75Zry9valfv77j98YwDOrVq8frr7+e65ht27ZhMpk4cOBAoV9jZaOESkREpALLmT/VU9X9/pVhGFgybU55FGXIV368vLzIysrKd19qair9+vVj+fLlbN26lT59+jBw4ECOHDmSq92MGTNo27YtW7duZdy4cTzwwAPs3bsXgA0bNgDZvSuJiYl8/fXXhY5t06ZNbN68mQ4dOhTYZuLEiSxatIh58+axZcsW6tWrR+/evTl//ny+7Tdv3syQIUO444472LFjB1OmTOGZZ57JNYxw+PDhnDhxglWrVrFo0SLee+89Tp8+7dg/ZswYlixZQmJiomPbjz/+SFpaGkOHDi0w1oEDB7J+/frLJl2Fld+9eeutt5gxYwavv/4627dvp3fv3tx0003s378fKPhncfHiRUaMGMEff/zBunXrqF+/Pv369ePixYu5rvn8888zZMgQtm/fTr9+/Rg2bBjnz5/HZDIxatQoYmJicrWPiYmha9eu1KtX76pfb0WlIX8iIiIVlM1usGrv/9afksuzZtl579HVTrn2fW91w83DpcjHGYbB8uXL+eWXX3j44YfzbdOyZUtatmzpeD5t2jS++eYbvv/+ex566CHH9n79+jFu3DgAnnzySd58801WrlxJw4YNqV49e/5dTu/Kv+nUqRNms5msrCwsFgv33Xcfw4cPz7ftpUuXmDNnDnPnzqVv374AvP/++yxdupQPP/yQCRMm5DnmjTfeoGfPnjzzzDMANGjQgN27d/Paa68RHR3Nnj17WLZsGRs3bqRt27YAfPDBB9SvXz9XjA0bNuTjjz9m4sSJQHbycPvtt+Pr65tvrKdOnaJPnz48+eSTvPLKK6SmpvLoo48CcO7cOapVq5brmldyb15//XWefPJJ7rjjDgBeeeUVVq5cycyZM3nnnXcK/Flcf/31ua7z3nvvERgYyOrVq3P1xEVHR3PnnXcC8NJLL/H222+zYcMG+vTpQ3R0NM8++ywbNmygffv2WCwWFi5cmKfXSnJTD5WIiEgFte3oBS6kWfD3dKVNRJCzw5Fi9OOPP+Lr64unpyd9+/Zl6NChTJkyJd+2qampPPHEEzRu3JjAwEB8fX2Ji4vL00PVokULx/+bTCZCQkJy9egUxeeff862bdv4888/+eKLL/juu++YNGlSvm0PHjyIxWKhc+fOjm1ubm60b9+euLi4fI+Ji4vL1R6gc+fO7N+/H5vNxt69e3F1daV169aO/fXq1SMoKPe/gzFjxjh6ZE6dOsXixYsZNWpUga9rxowZ1K5dm5deeomlS5cyY8YMnn76aQB27NiBn59fruQ1P5e7NykpKZw4cSLf11bQvchx6tQp7r33XurXr09AQAD+/v6kpqZe9ufs4+ODv7+/4+ccFhZG//79+eijjwD44YcfyMzM5Pbbb7/stSs79VCJiIhUUDnD/bo1DMbVRd+h/htXdzP3vdXNadcuih49ejBnzhzc3d0JCwu7bFGEJ554gqVLl/L6669Tr149vLy8uO222/IMEXRzc8v13GQyYbfbixRXjvDwcMcQscaNG3Pw4EGeeeYZpkyZgqen5xWdsyQMHz6cSZMmsXbtWtasWUNUVBTXXXddge23b99Oq1atAIiIiGDZsmVcd911nDlzhpSUFO6+++489/GfLndvrsaIESM4d+4cb731FhEREXh4eNCxY8ci/5zHjBnDPffcw5tvvklMTAxDhw7F21vzLy9HCZWIiEgF5SiX3kjl0gvDZDJd0bA7Z/Dx8Sn0nJbY2Fiio6O5+eabgeweq4SEhCJdz93dHQCbzVak43K4uLhgtVrJysrKk1DVrVsXd3d3YmNjiYiIALKLQ2zcuJHHHnss3/M1btyY2NjYXNtiY2Np0KABLi4uNGzYEKvVytatW2nTpg0ABw4c4MKFC7mOqVq1KoMHDyYmJoa1a9cycuTIy76OmjVrsmbNGmw2Gy4uLjRo0IBff/2V7t27k56eTnx8fFFuC5D73vj7+xMWFkZsbCzduv0vuY+NjXUUvijoZxEbG8vs2bPp168fAEePHuXs2bNFjqdfv374+PgwZ84clixZwm+//Vbkc1Q2SqhEREQqoONJ6ew5eRGzCbo10Pypyqx+/fp8/fXXDBw4EJPJxDPPPFPknqfg4GC8vLxYsmQJtWrVwtPT87Klz8+dO8fJkyexWq3s2LGDt956ix49euDv75+nrY+PDw888AATJkygSpUq1K5dm1dffZW0tLQCS4k//vjjtGvXjmnTpjF06FDWrl3LrFmzmD17NgCNGjWiV69e3HfffcyZMwc3Nzcef/xxvLy8MJlMuc41ZswYBgwYgM1mY8SIEZe9D4888gjXXnstd9xxB5MnT8bDw4Nly5Y51gD7+3ysK703EyZM4LnnnqNu3bq0atWKmJgYtm3bxoIFC4CCfxb169fn448/pm3btqSkpDBhwgS8vLwuG0t+XFxciI6OZvLkydSvX5+OHTsW+RyVjfr/RUREKqCVfw33u6Z2EFV83J0cjTjTG2+8QVBQEJ06dWLgwIH07t0719yiwnB1deXtt9/m//7v/wgLC2PQoEGXbd+rVy9CQ0OJjIzkvvvuo1+/fnz++ecFtn/55Ze59dZbueeee2jdujUHDhzgl19+yTPnKUfr1q354osv+Oyzz2jWrBnPPvssU6dOJTo62tFm/vz51KhRg65du3LzzTdz77334ufnl6eHLCfW3r17ExYWdtnX1bJlS9auXUtqaio33HAD1157LcuWLWPp0qV88MEHTJ48mUWLFl3VvXnkkUcYP348jz/+OM2bN2fJkiV8//33joIaBf0sPvzwQy5cuEDr1q255557HGXor8To0aPJysr61x47yWYyrrZOZxmXkpJCQEAAycnJ+X4rIiIiUhGNmruRFXtOM6F3Qx7sUf7KHZfG53dGRgbx8fFERUWVqXk9UjKOHTtGeHg4y5Yto2fPno7tqamp1KxZk5iYGG655RYnRlh2/P777/Ts2ZOjR49So0blXRC8sO8RGvInIiJSwaRn2Yg9kD13omdjDfeTymnFihWkpqbSvHlzEhMTmThxIpGRkXTt2hXIXkD37NmzzJgxg8DAQG666SYnR+x8mZmZnDlzhilTpnD77bdX6mSqKDTkT0REpIJZe+gsmVY7YQGeNKzh5+xwRJzCYrHw1FNP0bRpU26++WaqV6/OqlWrHFXujhw5Qo0aNVi4cCEfffTRZSslVhaffvopERERJCUl8eqrrzo7nHJDvzkiIiIVTE659OsbB+eZgC9SWfTu3ZvevXsXuD8yMpIKPvOlyKKjo3PNQ5PCUQ+ViIhIBWIYBisc5dI13E9EpKQpoRIREalA9py8yInkDDzdzHSqW83Z4YiIVHhKqERERCqQnOF+netWw9OtfCxSKyJSnimhEhERqUByEqoeGu4nIlIqlFCJiIhUEOcvZbH1yAVA86dEREqLEioREZEKYvW+09gNaBTiR1igl7PDERGpFJRQiYiIVBDL/6rup8V8pTisWrUKk8lEUlKSs0MRKdOUUImIiFQAFpud3/adATTcr6LLSXQKevTo0cPZIYpUKlrYV0REpALYfPgCKRlWgrzdaBUe5OxwpAR16tSJxMTEPNu///57xo4dy7hx45wQlUjlpR4qERGRCmBlTnW/hsG4mE1OjkZKkru7OyEhIbkeFy5c4IknnuCpp57i9ttvB2D16tW0b98eDw8PQkNDmTRpElar1XGezMxMHnnkEYKDg/H09KRLly5s3LjxstdetGgRTZs2xcPDg8jISGbMmJFrf2JiIv3798fLy4uoqCgWLlxIZGQkM2fOBGDUqFEMGDAg1zEWi4Xg4GA+/PDDYrg7IqVPPVQiIiIVwHKVS79qhmFgzcx0yrVdPTwwma4sEU5KSmLQoEF0796dadOmAXD8+HH69etHdHQ08+fPZ8+ePdx77714enoyZcoUACZOnMiiRYuYN28eERERvPrqq/Tu3ZsDBw5QpUqVPNfZvHkzQ4YMYcqUKQwdOpQ1a9Ywbtw4qlatSnR0NADDhw/n7NmzrFq1Cjc3N8aPH8/p06cd5xgzZgxdu3YlMTGR0NBQAH788UfS0tIYOnToFb1+EWdTQiUiIlLOHTmXxoHTqbiYTXRtUN3Z4ZRb1sxM3h5xm1Ou/ci8r3Dz9CzycXa7nbvuugtXV1cWLFjgSMpmz55NeHg4s2bNwmQy0ahRI06cOMGTTz7Js88+S3p6OnPmzGHu3Ln07dsXgPfff5+lS5fy4YcfMmHChDzXeuONN+jZsyfPPPMMAA0aNGD37t289tprREdHs2fPHpYtW8bGjRtp27YtAB988AH169d3nKNTp040bNiQjz/+mIkTJwIQExPD7bffjq+vb5Ffv0hZUOSEKjMzk/Xr13P48GHS0tKoXr0611xzDVFRUSURn4iIiPyLFXtOAdA2IogALzcnRyOl6amnnmLt2rVs2LABPz8/x/a4uDg6duyYq9erc+fOpKamcuzYMZKSkrBYLHTu3Nmx383Njfbt2xMXF5fvteLi4hg0aFCubZ07d2bmzJnYbDb27t2Lq6srrVu3duyvV68eQUG55/SNGTOG9957j4kTJ3Lq1CkWL17MihUrruo+iDhToROq2NhY3nrrLX744QcsFgsBAQF4eXlx/vx5MjMzqVOnDvfddx9jx47N9Q9aRERESlbOcD+VS786rh4ePDLvK6ddu6g+++wzXn/9dX766adcvUBl3fDhw5k0aRJr165lzZo1REVFcd111zk7LJErVqiiFDfddBNDhw4lMjKSX3/9lYsXL3Lu3DmOHTtGWloa+/fv5+mnn2b58uU0aNCApUuXlnTcIiIiAlzKtLL+0HkArm9Uw8nRlG8mkwk3T0+nPIo6f2rbtm2MHj2al19+md69e+fZ37hxY9auXYthGI5tsbGx+Pn5UatWLerWrYu7uzuxsbGO/RaLhY0bN9KkSZN8r9m4ceNc7XPO2aBBA1xcXGjYsCFWq5WtW7c69h84cIALFy7kOqZq1aoMHjyYmJgY5s6dy8iRI4v02kXKmkIlVP379yc+Pp5XX32V6667Di+v3Kuv16lThxEjRrBkyRKWL1+O2Vy44oG//fYbAwcOJCwsDJPJxLfffptrf3R0dJ61Ffr06VO4VyYiIlIJ/HHgLFk2O7WreFO3uk+pXdeSacNmtZN+MQub1Y4l01Zq167szp49y+DBg+nevTt33303J0+ezPU4c+YM48aN4+jRozz88MPs2bOH7777jueee47x48djNpvx8fHhgQceYMKECSxZsoTdu3dz7733kpaWxujRo/O97uOPP87y5cuZNm0a+/btY968ecyaNYsnnngCgEaNGtGrVy/uu+8+NmzYwNatW7nvvvvw8vLKkzCOGTOGefPmERcXx4gRI0r8nomUpEIN+bv//vsLfcImTZoU+M3GP126dImWLVsyatQobrnllnzb9OnTh5iYGMdzjyvoEhcREamocsqlX98o+IqrxBWV1WJjy6+H2bHyGJlpVjy8XWnRoxat+0Tg6uZSKjFUZj/99BOHDx/m8OHDjkp5fxcREUFCQgI///wzEyZMoGXLllSpUoXRo0fz9NNPO9q9/PLL2O127rnnHi5evEjbtm355Zdf8sx5ytG6dWu++OILnn32WaZNm0ZoaChTp051VPgDmD9/PqNHj6Zr166EhIQwffp0du3ahec/Cm706tWL0NBQmjZtSlhYWPHcGBEnMRl/7wsuBMMw2Lx5MwkJCZhMJqKiorjmmmuu+k3cZDLxzTffMHjwYMe26OhokpKS8vRcFUVKSgoBAQEkJyfj7+9/VTGKiIiUJYZh0OGl5Zy+mMn8Ue1LpcKfJTM7mdr0U0Kefe36R3LNjRG4eVx9UlUan98ZGRnEx8cTFRWV5w9+KR7Hjh0jPDycZcuW0bNnT8f21NRUatasSUxMTIFfqos4W2HfI4pU5W/lypWMHj2aw4cPO8bk5iRVH330EV27dr26qPOxatUqgoODCQoK4vrrr+eFF16gatWqBbbPzMwk829rSKSkpBR7TCIiImXBrhMpnL6Yibe7Cx3q5F03qCSYXUzsWHks333bVx6jTd/IUolDyqYVK1aQmppK8+bNSUxMZOLEiURGRjr+RrTb7Zw9e5YZM2YQGBjITTfd5OSIRa5e4SY7kT2pcMCAAURGRvL1118TFxfH7t27+fLLL6lVqxb9+vXj0KFDxRpcnz59mD9/PsuXL+eVV15h9erV9O3bF5ut4HHa06dPJyAgwPEIDw8v1phERETKiuVx2cP9utSrhodr6Qy1y0q3kplmzXdfZpqVrPT890nlYLFYeOqpp2jatCk333wz1atXdyzyC3DkyBFq1KjBwoUL+eijj3B11ZKoUv4V+rd45syZXHvttSxfvjzX9kaNGnHzzTfTq1cv3nzzTf773/8WW3B33HGH4/+bN29OixYtqFu3LqtWrcrVbfx3kydPZvz48Y7nKSkpSqpERKRCyll/qjTLpbt7ueLh7ZpvUuXh7Yq7l/5Arsx69+6db9XBHJGRkRRxtolImVfoHqpVq1bx2GOP5bvPZDLx2GOPsXLlyuKKK1916tShWrVqHDhwoMA2Hh4e+Pv753qIiIhUNGcuZvLnsWQAejQsvYTKbjNo0aNWvvta9KiF3aY/lkWkcin010hHjhyhefPmBe5v1qwZhw8fLpagCnLs2DHOnTuXb0UbERGRymTl3uzhfs1rBhDsX3oFFdw8XGjdJwLDgB2rKkaVP/WYiEh+CvveUOiEKjU1FW9v7wL3e3t7k5aWVtjTOc75996m+Ph4tm3bRpUqVahSpQrPP/88t956KyEhIRw8eJCJEydSr169y3Yli4iIVAZ/L5de2jIvWale248R0ztjybLh4eWK3WaUu2TKxSU73qysrDxrbIqI5OQ2OXMAC1Kkgc67d+/m5MmT+e47e/ZsUU4FwKZNm+jRo4fjec7cpxEjRjBnzhy2b9/OvHnzSEpKIiwsjBtvvJFp06ZpLSoREanUsqx2ft+f/bnrjIQqfvtZVi/cS+2mVRn4cEsAXMrh1ClXV1e8vb05c+YMbm5umM2FngkhIhWYYRikpaVx+vRpAgMDHV++FKRIb389e/bMt+vLZDJhGEaR16Lq3r37ZbvSfvnllyKdT0REpDLYmHCe1Ewr1Xw9aF4zoNSvf3hHdjIXWq/0r12cTCYToaGhxMfHl/i0BREpfwIDAwkJCfnXdoVOqOLj468qIBERESkeOeXSr29UHbO5aF9mXi1Llo2jey4AENm8WqleuyS4u7tTv359srKynB2KiJQhbm5u/9ozlaPQCVVERMQVByQiIiLFJ6dcujOG+x3fewGbxY5vkAdVa/qU+vVLgtlsxtOz9Ap7iEjFUuiEavv27YVq16JFiysORkRERC7v0JlUEs6l4eZiokv96qV+/cM7zgEQ0bxakYf6i4hURIVOqFq1auWYK1UQk8mEzWYrlsBEREQkrxV/VffrEFUVX4/SrQRhGAYJf82fimxetVSvLSJSVmkOlYiISDmywonl0s+fuETqhUxc3MzUbBhU6tcXESmLNIdKRESknEjJsLAh/jzgnIQqp3eqVqMg3NzL15pTIiIlRQsuiIiIlBO/7zuL1W5Qp7oPkdVKvyBEzvypyGYa7icikkMJlYiISDmRM9yvpxN6p9JTszh5KBnILkghIiLZlFCJiIiUA3a7waq92QlVDyckVEd2nccwoGpNX/yqqMS4iEgOJVQiIiLlwJ/Hkjh3KQs/D1faRVYp9esf/mv+VISq+4mI5HLV9VZXr17NpUuX6NixI0FBqvgjIiJSEnKG+3VtUB03l9L9PtRus3Nkd3YxjEgN9xMRyaXQCdUrr7xCamoq06ZNA7LXoujbty+//vorAMHBwSxfvpymTZuWTKQiIiKVmDPLpZ88lExmmhVPHzdqRPmX+vVFRMqyQn/F9fnnn9OsWTPH86+++orffvuN33//nbNnz9K2bVuef/75EglSRESkMjuZnMGuEymYTNC9YfVSv37C9uzqfrWbVcFsNpX69UVEyrJCJ1Tx8fG0aNHC8fznn3/mtttuo3PnzlSpUoWnn36atWvXlkiQIiIilVlO71Sr8ECq+nqU+vUTdv5VLl3D/URE8ih0QmW1WvHw+N+b+Nq1a+nUqZPjeVhYGGfPni3e6ERERMSp5dKTz6RzIfESJrOJ2k1KvxiGiEhZV+iEqm7duvz2228AHDlyhH379tG1a1fH/mPHjlG1qir/iIiIFKcMi43YA9lfWDqjXPrhndnXDq0bgIe3W6lfX0SkrCt0UYoHH3yQhx56iN9//51169bRsWNHmjRp4ti/YsUKrrnmmhIJUkREpLJad+gc6RYbIf6eNAkt/YIQh3dkD/dTuXQRkfwVOqG69957cXFx4YcffqBr164899xzufafOHGCUaNGFXuAIiIilVnOcL8ejYIxmUq3IERWhpVj+y4Amj8lIlKQIq1DNWrUqAKTptmzZxdLQCIiIpLNMAynzp86tucCdquBfzVPgkK8S/36IiLlQZEX9j1+/DiLFi1i3759ADRs2JBbbrmFmjVrFntwIiIildn+06kcu5COh6uZzvVKv4fo8I7s+VMRzauVeu+YiEh5UaSEavbs2YwfP56srCz8/bPHcaekpDBhwgTeeOMNxo0bVyJBioiIVEbL47J7pzrWrYqXu0upXtswjL+VS9f8KRGRghS6yt9PP/3EI488wkMPPcTx48dJSkoiKSmJ48ePM27cOB599FF+/vnnkoxVRESkUlnpxOF+Z4+mkpachauHCzXrB5X69UVEyotC91C99tprTJo0iRdeeCHX9tDQUN544w28vb159dVX6devX7EHKSIiUtkkpWWx6fB5wDnl0hP+Gu4X3igIF7dCf/8qIlLpFPodcsuWLdxzzz0F7r/nnnvYsmVLsQQlIiJS2a3edwa7AQ1r+FErqPQLQiTsyBnup+p+IiKXU+iEymaz4eZW8IJ+bm5u2Gy2YglKRESksvt7ufTSlpaSxemEFAAimmn+lIjI5RQ6oWratCnfffddgfu//fZbmjZtWixBiYiIVGZWm51Ve88A0LNx6SdUh/8qRlG9th8+gR6lfn0RkfKk0HOoHnzwQR544AE8PDy47777cHXNPtRqtfJ///d/PP3001qLSkREpBhsPZpEcrqFQG83rgkPLPXr/69cunqnRET+TaETqhEjRrBjxw4eeughJk+eTN26dTEMg0OHDpGamsojjzxCdHR0CYYqIiJSOeSUS+/WoDquLqVbEMJmtXMkLrsYhuZPiYj8uyKtQ/X6669z22238emnn7J//34AunXrxh133MG1115bIgGKiIhUNjnl0q93wvypEweSsGTY8PJ3J7i2X6lfX0SkvClSQgVw7bXXKnkSEREpIccupLH31EXMpuweqtJ2eHv2/KmIZlUxmU2lfn0RkfKm0OMIIiIiGDlyJPPnz+fo0aMlGZOIiEilldM71TaiCoHe7qV+/YSd2fOnIlXdT0SkUArdQzVy5EhWrVrFZ599RlZWFlFRUfTo0YPrr7+eHj16EBISUpJxioiIVArLc4b7OaG6X9KpNJJPp2N2MRHeuEqpX19EpDwqdEI1ZcoUADIzM4mNjWX16tWsWrWKjz/+GIvFQoMGDbj++ut55513SipWERGRCi0ty8qag9lD7pwxfyrhr+p+YfUDcfcq8qwAEZFKqcilgzw8PLj++ut5/vnnWb16NYmJiUyePJkTJ07w7rvvlkSMIiIilcKaA+fIstqpFeRF/WDfUr9+wo7sZE7V/URECq/IXz9lZWWxdu1aVq1axapVq1i/fj01a9bktttuo1u3biURo4iISKWw80QyVXzcub5RMCZT6RaEyEy3krg/CdD6UyIiRVHohGrq1KmOBCoiIoKuXbty3333sWDBAsLCwkoyRhERkQotPcuKi9nMbW1qcV/XOly4lFXqMRzdfR673SCwhjeBwd6lfn0RkfKqSHOoateuzYwZM7j99tupWlXfXomIiFytTIuNd1cfImZNPCnpVvy9XBnZKYpx3evi4eZSanEc/mv+lHqnRESKptBzqBYvXswdd9zB3LlzCQsLo3nz5jz88MN89dVXnDlzpiRjFBERqZDSs6zMXnWQt5bvJyXdCkBKupW3lu9n9qqDpGVZSyUOw25weJfmT4mIXIlCJ1S9e/fm5ZdfZt26dZw9e5ZXXnkFb29vXn31VWrVqkXTpk156KGHSjJWERGRCsXFbCZmTXy++2LWxONqLnLtqCty6nAK6RctuHu6EFovoFSuKSJSUVzRO7Wfnx/9+vXjpZde4q233mL8+PEcO3aMOXPmFHd8IiIiFdbFDIujZ+qfUtKtXMywlEoch/+q7hfepCouLqWTxImIVBRFqvJnt9vZtGkTK1euZNWqVcTGxnLp0iVq1arFzTffTI8ePUoqThERkQrHz9MNfy/XfJMqfy9X/DzdSiWOnPWnIjV/SkSkyAqdUPXt25c1a9Zw8eJFwsLC6NGjB2+++SY9evSgTp06JRmjiIhIhWSz2xnZKYq3lu/Ps29kpyisdjvuVzaYpNBSL2Ry9mgqmKB2UyVUIiJFVeiEKjAwkNdee40ePXpQv379koxJRESkUvByd2XMdVHYDYN5axOcUuXv8M7s3qkakf54+7uX+PVERCqaQidUn376aUnGISIiUulYbHbGzNvI6C512PhUL1Izrfh5umG120utZHrCjpzqfuqdEhG5Epp5KiIi4iS/7jrF+vgLPPXNTkwmE1V9PXB3NePtXqQpzlfMarFxbM95ACJULl1E5IoooRIREXGSeWsTALirfTjurqX/kXx8XxLWLDs+gR5Uq+Vb6tcXEakIlFCJiIg4QVxiChviz+NiNnFXhwinxJBTLj2ieVVMJpNTYhARKe+UUImIiDjB/LWHAejTNISQAM9Sv75hGP8rl95M86dERK7UFSVUBw8e5Omnn+bOO+/k9OnTACxevJhdu3YVa3AiIiIVUXKahW+3HgdgeEfn9E6dT7zExXMZuLiaqdWoilNiEBGpCIqcUK1evZrmzZuzfv16vv76a1JTUwH4888/ee6554o9QBERkYrmy81HSbfYaBTiR/so5yQzOcP9ajYMws2jdCoKiohUREVOqCZNmsQLL7zA0qVLcXf/33oV119/PevWrSvW4ERERCoau93g43XZw/2Gd4x02twlx3A/lUsXEbkqRU6oduzYwc0335xne3BwMGfPni2WoERERCqq1fvPcPhcGn6ergy+JswpMWRcsnDyUAoAEZo/JSJyVYqcUAUGBpKYmJhn+9atW6lZs2axBCUiIlJRzV+TAMCQtuGltt7UPx3ZfQ7DblAlzAf/al5OiUFEpKIockJ1xx138OSTT3Ly5ElMJhN2u53Y2FieeOIJhg8fXhIxioiIVAgJZy+xat8ZAO651jnFKAAStmfPn9JwPxGRq1fkhOqll16iUaNGhIeHk5qaSpMmTejatSudOnXi6aefLokYRUREKoRP1h3GMKB7w+pEVvNxSgx2m50ju/9af6pZNafEICJSkRR5rIG7uzvvv/8+zzzzDDt37iQ1NZVrrrmG+vXrl0R8IiIiFUJalpUvNh0FYETHSKfFcTI+hcxLVjy8XQmp4++0OEREKoorHrxdu3ZtateuXZyxiIiIVFjfbTtBSoaV2lW86dagutPiyCmXXrtpVcwuV7QcpYiI/E2RE6pRo0Zddv9HH310xcGIiIhURIZhMO+vYhTDO0ZgNjunVDqoXLqISHErckJ14cKFXM8tFgs7d+4kKSmJ66+/vtgCExERqSg2Jlxgz8mLeLqZub1NuNPiSDmXzvkTlzCZsnuoRETk6hU5ofrmm2/ybLPb7TzwwAPUrVu3WIISERGpSOatTQDg5mtqEuDt5rQ4cob7hdQNwNPHeXGIiFQkxTJ42mw2M378eN58883iOJ2IiEiFcTI5g192ngTgnmsjnRpLwo6ccumq7iciUlyKbTbqwYMHsVqtxXU6ERGRCmHhhiNY7QbtI6vQJMx5VfUsmTaO780eth+h+VMiIsWmyEP+xo8fn+u5YRgkJiby008/MWLEiGILTEREpLzLstpZuP4IAMM7OW8hX4Bjey9gs9rxq+JJlVDnrIElIlIRFTmh2rp1a67nZrOZ6tWrM2PGjH+tACgiIlKZLN6ZyNnUTIL9POjdNMSpsRz+W3U/k8l5VQZFRCqaIidUK1euLIk4REREKpz5aw8DMKxDBG5OXPPJMAwO78yePxWh+VMiIsXKqSv6/fbbbwwcOJCwsDBMJhPffvttrv2GYfDss88SGhqKl5cXvXr1Yv/+/c4JVkREpAh2Hk9m8+ELuLmYuLOD80qlA5w7nkrqhUxc3c3UbBjo1FhERCqaIvdQXXPNNYUeKrBly5bL7r906RItW7Zk1KhR3HLLLXn2v/rqq7z99tvMmzePqKgonnnmGXr37s3u3bvx9PQsaugiIiKlZv5fpdL7Ngsl2M+5n1kJ27N7p2o1qoKrm4tTYxERqWiKnFD16dOH2bNn06RJEzp27AjAunXr2LVrFw888ABeXl6FPlffvn3p27dvvvsMw2DmzJk8/fTTDBo0CID58+dTo0YNvv32W+64446ihi4iIlIqLlzK4rttJwAY4eRiFAAJf5s/JSIixavICdWZM2d45JFHmDZtWq7tzz33HEePHuWjjz4qlsDi4+M5efIkvXr1cmwLCAigQ4cOrF27tsCEKjMzk8zMTMfzlJSUYolHRESksL7YdJRMq52mYf60rh3k1FjSL2ZxKiH7szCimeZPiYgUtyLPofryyy8ZPnx4nu133303ixYtKpagAE6ezF4EsUaNGrm216hRw7EvP9OnTycgIMDxCA937rh1ERGpXGx2g4/XZRejGNEx0ukV9Q7vOgcGVAv3xTfIw6mxiIhUREVOqLy8vIiNjc2zPTY2tkzMa5o8eTLJycmOx9GjR50dkoiIVCKr9p7m2IV0Ar3duKlVmLPD4fCO7PlTkaruJyJSIoo85O+xxx7jgQceYMuWLbRv3x6A9evX89FHH/HMM88UW2AhIdnrdZw6dYrQ0FDH9lOnTtGqVasCj/Pw8MDDQ9/AiYiIc8z7q1T60LbheDq5AITNZufIrr/KpTfT/CkRkZJQ5IRq0qRJ1KlTh7feeotPPvkEgMaNGxMTE8OQIUOKLbCoqChCQkJYvny5I4FKSUlh/fr1PPDAA8V2HRERkeJy6Ewqv+07g8kEd1/r/GIUJw8kk5Vhw8vPjeBIf2eHIyJSIRU5oQIYMmRIsSRPqampHDhwwPE8Pj6ebdu2UaVKFWrXrs1jjz3GCy+8QP369R1l08PCwhg8ePBVX1tERKS45cyd6tkomPAq3k6O5n/V/SKaVsVsdu5cLhGRiuqKEqrismnTJnr06OF4Pn78eABGjBjB3LlzmThxIpcuXeK+++4jKSmJLl26sGTJkjIxV0tEROTvLmVa+WrTMQDu6Rjp3GD+kvDX/KkIzZ8SESkxhUqoqlSpwr59+6hWrRpBQUGXrVh0/vz5Ql+8e/fuGIZR4H6TycTUqVOZOnVqoc8pIiLiDN9sPc7FTCtR1Xy4rp7zE5ik02kknUrDbDYR3qSKs8MREamwCpVQvfnmm/j5+QEwc+bMkoxHRESk3DEMg/lrEwC459qIMjG8Lqe6X2j9ADy8nDogRUSkQivUO+yIESPy/X8RERGBdYfOs+9UKt7uLtzappazwwHg8M7s+VMqly4iUrKu6Csru93OgQMHOH36NHa7Pde+rl27FktgIiIi5UVO79TN19QkwMvNucEAWRlWju9LAlQuXUSkpBU5oVq3bh133XUXhw8fzjP/yWQyYbPZii04ERGRsu5EUjq/7j4FwPAyUoziaNx57DaDgOpeBNZwfrVBEZGKrMgJ1dixY2nbti0//fQToaGhly1QISIiUtEtXH8Em93g2jpVaBji5+xwgP/Nn4psXk2f0yIiJazICdX+/fv56quvqFevXknEIyIiUm5kWm18uuEIACPKSO+UYTdI2JlTLl3D/URESpq5qAd06NAh12K8IiIildXPOxI5dymL0ABPbmhSw9nhAHDm6EXSU7Jw83AhrH6gs8MREanwitxD9fDDD/P4449z8uRJmjdvjptb7sm3LVq0KLbgREREyrJ5aw4DMKxDbVxdivwdZYlI2J5d3S+8SRVcXMtGTCIiFVmRE6pbb70VgFGjRjm2mUwmDMNQUQoREak0/jyaxLajSbi7mLmjfW1nh+NweGfO/CkN9xMRKQ1FTqji4+NLIg4REZFyZf7a7N6p/i1Cqebr4eRosl1KzuT04YsA1G6qhEpEpDQUOaGKiIgoiThERETKjXOpmfyw/QQAwzuWnc/FnN6p4Ag/fALKRpInIlLRFTqhevvtt/PdHhAQQIMGDejYsWOxBSUiIlKWfb7pKFlWOy1qBdAqPNDZ4Tg4yqW3qObkSEREKo9CJ1RvvvlmvtuTkpJITk6mU6dOfP/991SpUqXYghMRESlrrDY7C9Zll0of3jGyzKzzZLPYORJ3HoCIZhruJyJSWgpd/ic+Pj7fx4ULFzhw4AB2u52nn366JGMVERFxuuV7TnM8KZ0gbzcGtAh1djgOJ/YnYc204R3gTvXwsrHAsIhIZVAs9VTr1KnDyy+/zK+//locpxMRESmz5q9NAOCO9rXxdHNxbjB/k7Aju1x6RLOqmMxlo9dMRKQyKLYFKmrXrs3JkyeL63QiIiJlzoHTF4k9cA6zKXvtqbLCMAxHQhXZXPOnRERKU7ElVDt27FAFQBERqdBySqX3alyDWkHeTo7mf5JOpZFyNgOzq4lajYKcHY6ISKVS6KIUKSkp+W5PTk5m8+bNPP7444wYMaLYAhMRESlLLmZYWLT5GAAjOkU6N5h/SNieXd2vZoMg3D2LvCKKiIhchUK/6wYGBhZYychkMjFmzBgmTZpUbIGJiIiUJV9vOc6lLBt1q/vQqW7ZqqJ3eGfOcL+yFZeISGVQ6IRq5cqV+W739/enfv36+Pr6FltQIiIiZYlhGMz7qxjFiE5lp1Q6QGaahRMHkgGIaKb5UyIipa3QCVW3bt1KMg4REZEyK/bAOQ6duYSvhyu3tK7l7HByObL7PIbdICjEm4DqXs4OR0Sk0ilUUYojR44U6aTHjx+/omBERETKopzeqVtb18TXo2zNUTq8I3v+VISq+4mIOEWhEqp27dpx//33s3HjxgLbJCcn8/7779OsWTMWLVpUbAGKiIg409HzaSyPOwXAPR0jnRvMP9jtBod3ZSdUmj8lIuIchfqabffu3bz44ovccMMNeHp60qZNG8LCwvD09OTChQvs3r2bXbt20bp1a1599VX69etX0nGLiIiUigXrj2A3oEu9atQLLlvzhU8npJCRasHD25WQugHODkdEpFIqVA9V1apVeeONN0hMTGTWrFnUr1+fs2fPsn//fgCGDRvG5s2bWbt2rZIpERGpMDIsNj7fmD3sfXjHsrfWYsL27Op+4U2q4OJSbEtLiohIERRpILiXlxe33XYbt912W0nFIyIiUmb88OcJLqRZqBnoRc/GNZwdTh4JO3OG+2n+lIiIs+jrLBERkXwYhsH8tYcBuPvaCFzMZadUOsDF8xmcO5YKJqjdtIqzwxERqbSUUImIiORj29EkdhxPxt3VzNB24c4OJ4/Df/VOhUQF4OXr7uRoREQqLyVUIiIi+cjpnbqpZRhVfMpewnJ4R/b8qcgWqu4nIuJMSqhERET+4czFTH7angjAiDJWKh3AmmXj2J4LAEQ00/wpERFnKnRCNWrUKC5evFiSsYiIiJQJn288QpbNTqvwQJrXKnvlyI/tvYDVYsc3yIOqNX2cHY6ISKVW6IRq3rx5pKenl2QsIiIiTme12flkXXap9BGdyl6pdIDDO7LnT0U0r4bJVLaKZYiIVDaFTqgMwyjJOERERMqEpbtPcTIlg6o+7vRrHurscPIwDIOEnX/Nn2qu+VMiIs5WpHWoLl68iKen52Xb+Pv7X1VAIiIizjRvbQIAd7avjYeri3ODycf5E5dIPZ+Ji5uZmg2DnB2OiEilV6SEqkGDBgXuMwwDk8mEzWa76qBEREScYe/Ji6w7dB4Xs4m7OtR2djj5Svirul+tRkG4uZe9hE9EpLIpUkL11VdfUaWKFg8UEZGKaf5fvVM3NqlBWKCXc4MpQM78qcjmqu4nIlIWFCmh6ty5M8HBwSUVi4iIiNMkp1v4estxAIaXwVLpABmpFk4eSgYgopnmT4mIlAVah0pERARYtPkY6RYbDWr4cm2dsjka4/CucxgGVK3pi1+Vy89pFhGR0lHohCoiIgIXF43VFhGRisduN/h43WEgu3eqrJYiP/zX/KkIVfcTESkzCj3kLz4+viTjEBERcZrfD5wl/uwl/Dxcufmams4OJ192m50ju88Dmj8lIlKWFDqhCgoKyvcbu4CAABo0aMATTzzBDTfcUKzBiYiIlIb5axIAuK1tLXw8ijS9uNScPJRMZpoVTx83akRpiRIRkbKi0J8ab775Zr4JVVJSEps3b2bAgAF89dVXDBw4sFgDFBERKUlHzqWxYu9pAO65NsLJ0RQs4a/qfrWbVcFsLptDEkVEKqNCJ1TR0dGX3d+qVSumT5+uhEpERMqVT9YfxjCga4Pq1Knu6+xwCpSgcukiImVSsVX5GzBgAHv27Cmu04mIiJS49Cwbn288CsCIjmW3dyrlbDoXEi9hMpuo3aRsViAUEamsii2hyszMxN3dvbhOJyIiUuK+//M4yekWwqt40b1h2V1nMad3KrRuAB7ebk6ORkRE/q7YEqoPP/yQVq1aFdfpRERESpRhGMxbk10q/Z5rI3Apw/OSVC5dRKTsKvQcqvHjx+e7PTk5mS1btrBv3z5+++23YgtMRESkJG0+fIHdiSl4uJoZ0jbc2eEUKCvDyrF9FwDNnxIRKYsKnVBt3bo13+3+/v7ccMMNfP3110RFRRVbYCIiIiVp3trs3qnBrWoS6F12h6wf23MBu9XAv5onQSHezg5HRET+odAJ1cqVK0syDhERkVJzOiWDxTsSAbinDBejADi8M3v+VETzavkuXyIiIs5VbHOoREREyouFG45gtRu0jQiiWc0AZ4dTIMMwSPhr/lSk5k+JiJRJSqhERKRA6VlWsqx2zqVmkmW1k5ZldXZIVy3LamfB+iMADO8U6dxg/sXZo6mkJWfh6uFCzfpBzg5HRETyUeghfyIiUrlkWmy8u/oQMWviSUm34u/lyshOUYzrXhcPNxdnh3fFftl1kjMXM6nu50GfpiHODueycnqnwhsF4eKm70BFRMoiJVQiIpJHepaVd1cf4q3l+x3bUtKtjuf3d6uDt3v5/AiZvzYBgLva18bdtWwnKTnrT0W2UHU/EZGyqmx/koiIiFO4mM3ErInPd1/MmnhczeXz42PXiWQ2JlzA1Wzirg61nR3OZaWlZHH6cAoAEc00f0pEpKwqn5+IIiJSoi5mWEhJz3++VEq6laT0LDIttlKO6up9/Fep9D7NQqjh7+nkaC7v8M5zYED12n74BHg4OxwRESmAEioREcnDz9MNf6/8h/T5e7ni6+FKzxmreOyzrSzdfYpMa9lPrpLSsvh223EARpTxYhQAh/+aPxWh6n4iImVa+RwALyIiJcpmtxPdKZK3lx/Isy+6UyQb489zLCmDY9tO8O22E/h5unJjkxAGtAilc71qZXJu0pebjpFhsdM41J+2EWW7Yp7NaudI3HkAIptr/pSISFmmhEpERPJIt9iJ7hSFYcC8tQl5qvy5u5r5elwnfvwzkZ93JHIyJYNFW46xaMsxArzc6NM0hP4tQulUtyquLs5Prmx2g4/XZQ/3G9ExoswvkHviQBKWDBte/u4E1/ZzdjgiInIZSqhERCSP6T/HseVIEtMGNeXh6+tzMcOCn6cbVrvdUTK9de0gWtcO4un+jdl85AI//nmCn3ac5GxqJp9vOsrnm45SxcedPs1CGNA8lA51quJidk4is3rfaY6cT8Pf05VBrWo6JYaiOPxXdb+IZlUxOemeiYhI4SihEhGRXLYeucCXm48B4Onugrurmaq+2UUR3POZems2m2gXWYV2kVV4dmBT1sef46ftiSzeeZLzl7JYuP4IC9cfoZqvB/2ahzCgRRhtI4Iwl2KiMG9Ndu/U0HbheLmX/TW0ctafitT8KRGRMk8JlYiIONjtBlO+3wXAra1r0bp20eYauZhNdKpbjU51q/H8TU1Ze+gcP/6ZyJJd2T1X89ceZv7aw9Tw96Bf81AGtAijde3AEh2Cl3D2Eqv3ncFkgruvjSix6xSXpFNpJJ9Ox+xiIrxxFWeHIyIi/0IJlYiIOHy5+Sh/HkvGz8OVJ/s2vKpzubqYua5+da6rX50Xbm7GHwfO8uOfify6+ySnUjKJiU0gJjaBmoFejp6rFrUCij25ypk71aNhMBFVfYr13CUhp3cqrH4g7p76mBYRKev0Ti0iIgAkp1l4dcleAB7tVZ9gv+Jbp8nNxUyPhsH0aBhMprUZv+87y4/bT7B09ymOJ6Xz/u/xvP97POFVvOjfPIwBLUJpGuZ/1clVWpaVLzYdBWB4x7LfOwWQ8Nf8KVX3ExEpH5RQiYgIAG8u28e5S1nUD/Yt0XWaPFxd6NWkBr2a1CDDYmPV3jP8uP0Ey+NOc/R8Ou+uPsi7qw8SVc2H/s1DGdAylIY1/K4oufp26wkuZliJrOpN1/rVS+DVFK+sdCuJ+5MArT8lIlJeKKESERH2nExxDI2bclNT3Eqp1Lmnmwt9moXQp1kIaVlWVuw5zU/bE1mx5zTxZy8xa+UBZq08QL1gXwa0CGVAi1DqBReujLhhGMxfmwBkz50qzSIYV+rI7vPY7QaBNbwJDPZ2djgiIlIIzl8c5DKmTJmCyWTK9WjUqJGzwxIRqVAMw+C573Zhsxv0bRZC53rOGWrm7e7KgBZhzLm7DZufuYG37mjFDU1q4O5i5sDpVGYu20+vN36jz8zfmLViP/FnL132fDuOJXP6YiZebi7c3ia8lF7F1Tl77CKevm7qnRIRKUfKfA9V06ZNWbZsmeO5q2uZD1lEpFz5cXsi6+PP4+lm5v/1b+zscADw9cheL2pQq5qkZFhYuusUP24/we/7z7Ln5EX2nLzI67/uo2mYPwNaZM+5Cq+S3aOTnmXFxWymmp8HfzzZgwOnUwnwdnPyK7o8S6YNs4uJJp3DaNMnkow0i7NDEhGRQirz2YmrqyshISHODkNEpEJKy7Ly0s9xADzQrR61gsreMDN/TzdubVOLW9vUIikti193neKH7SdYc/Acu06ksOtECq8s2UP/5iG8fGsLPvg9npg18aSkW/H3cmVkpyga1vBzLEhc1lgtNrb8epgdK4+RmWbFw9uVFj1q0bpPBK5lNGYREfmfMp9Q7d+/n7CwMDw9PenYsSPTp0+ndu3azg5LRKRCeGflARKTMwiv4sX93eo4O5x/FejtzpB24QxpF875S1ks2XmSH7efYN2hcwy+pibv/XaI/6444Gifkm7lreX7Abi/Wx283cvWx54lMzuZ2vRTgmNbZpqVjX89v+bGCNw8lFSJiJRlJsMwDGcHUZDFixeTmppKw4YNSUxM5Pnnn+f48ePs3LkTP7/8JyVnZmaSmZnpeJ6SkkJ4eDjJycn4+/uXVugiImVewtlL3Pjmb2TZ7Lx3TxtubFp+RwOcTc3Ez8OVdi8tIyXdmme/v5crm/7fDbi7lq2pwzarnZiJf5CZljdmD29XRr7aBZcyFnNpSUlJISAgQJ/fIlLmlel36b59+3L77bfTokULevfuzc8//0xSUhJffPFFgcdMnz6dgIAAxyM8vHxMRBYRKW1Tf9xNls1O1wbVuaFJDWeHc1Wq+XqQmmnNN5mC7J6qixllb15S5iVLvskUZPdUZRXwekREpOwo0wnVPwUGBtKgQQMOHDhQYJvJkyeTnJzseBw9erQUIxQRKR9W7DnFij2ncXMx8dzAJle9gG5Z4Ofphr9X/kP6/L1c8fMsO4Up7DY7fy4/gpunKx7e+cfs4e2KewGvR0REyo5ylVClpqZy8OBBQkNDC2zj4eGBv79/roeIiPxPptXG1B92AzCqcxR1q/s6OaLiYbPbGdkpKt99IztFYbXbSzmi/F04eYlFr23hjy8PcGzPeZp3r5VvuxY9amG3ldlR+SIi8pcy/dXXE088wcCBA4mIiODEiRM899xzuLi4cOeddzo7NBGRcuuD3+NJOJdGsJ8HD/es7+xwio2XuyvjutcFyFPlb1z3uk6v8mfYDf5ccZR13x3CZrHj7uWKYUCbvhGYTLBdVf5ERMqlMp1QHTt2jDvvvJNz585RvXp1unTpwrp166hevbqzQxMRKZcSk9OZ9VcVvKf6NcbXo0x/DBSZh5sL93erw4M96nExw4KfpxtWu93pyVTymXRWzI/jxP4kAMKbVOH6exrhG+QJZFfza9M3kqx0K+5erththpIpEZFyokx/kn722WfODkFEpEJ58ac40i022kUGMahVmLPDKRE5pdGr+noA4O7E0e2GYbDr9xPELjqANdOGm4cLnW+rR5MuYbnmreWURvfycwfApUx/OouIyN/pLVtEpJJYe/AcP25PxGyCKTc1rRCFKMqyi+czWPlxHEfjLgAQVj+QniMa41/Ny8mRiYhIcVJCJSJSCVhtdp7/YRcAd3WoTdOwACdHVHEZhsGetSf544t9ZGXYcHUzc+3NdWnRvRYms5JYEZGKRgmViEgl8Mm6w+w5eZFAbzcev6Ghs8OpsC4lZ7Lqkz0k7DgHQI0of3pFNyGwhreTIxMRkZKihEpEpII7l5rJG0v3AfDEjQ0J8nF3ckQVj2EYHNh0mtWf7SXzkhWzq4kOA+vQ6obamNUrJSJSoSmhEhGp4F77ZS8pGVaahvlzZ/vazg6nwkm/mMXqT/dycMsZAKrX9qPniMZUrVkx1vcSEZHLU0IlUszSs6y4mM25SjbnVB0TKW1/Hk3i801HAZg6qCku6i0pVoe2nWHVgj2kX7RgNpto2z+S1n0icHFxXmXB0pJuScfV7MrFrIv4ufthtVvxclPBDRGpfPRXnkgxyrTYeHf1oTK5qKhUPna7wbPf78Iw4JZratImooqzQ6owMi5Z+P2LfexbfwqAKmE+9IpuQvXafk6OrHRk2jL5aOdHLNyzkJSsFPzd/RnWaBijW4zGw8XD2eGJiJQqJVQixSQ9y8q7qw/x1vL9jm0p6VbH8/u71VFPlZSqr7Yc48+jSfh6uDKpbyNnh1NhHN51jpXz47iUnIXJlL0ob/sBUbi4VfxeKcjumfpo50e8u/1dx7aUrBTmbJ8DwMhmI9VTJSKVSuV49xcpBS5mMzFr4vPdF7MmHlez/rlJ6UnJsPDqkj0APNKzHsH+nk6OqPzLSrey8uM4fvzvn1xKziKwhje3TGhDx5vrVppkCsDV7MrCPQvz3bdgzwJczfriSEQqF73riRSTixkWUtKt+e5LSbdyMcNCVV8NhZHSMXPpfs6mZlGnug/RnaKcHU65d2zvBVbMi+Pi+QwAWl4fTofBdXBzr3xDeS9mXSQlKyXffSlZKVy0XKSKi4aXikjloYRKpJj4ebrh7+Wab1Ll7+WKn6ebE6KSymjfqYvMW5sAwJSBTXF3rTy9J8XNkmVj7TcH2bHyGAD+1Ty5fnhjajYIcnJkzuPn7oe/u3++SZW/uz9+bpVjHpmISA59yooUk/2nLzKiY2S++6I7RpJptZVuQFIpGYbBc9/twmY36N20Bl0bVHd2SOVW4sFkPn9hgyOZanpdGEOfbl+pk6ksWxY7z+7kzkZ35rt/WKNhWO3599SLiFRU6qESKQYr9pzixZ/28MX912Iywdw1CY4qfyM6RjKiUyTPfreLF29upsIUUqJ+3nGStYfO4eFq5un+TZwdTrlktdjY8H0825YdwTDAN8iDHvc0onaTqs4OzaksNgvjV43nyMUjzOszDxMmVfkTEUEJlchVO5mcweNf/MmFNAsL1x9hbLe6PNSjvmMdqgtpWYyM2cj248mcTM7go+h2eFXCeRdS8tKyrLz4024AxnarS3gVbydHVP6cPpzCsrlxXEi8BECja0PoMqQ+Ht6Ve8iuxW7hidVPsPrYajxcPDh88TCjmo3ivhb3cdFyET+37HWolEyJSGWkIX8iV8FmN3j0s61cSLPQJNSfe7tml0Z3dzVT1dcDd1czNfw9mTKoKb4erqw9dI57528iw6Lhf1L85qw6yInkDGoGevFA97rODqdcsVntrP/hEF+9spkLiZfw8nen3wPN6RndRMmU3cKTvz3JiqMrcDe783aPt2lVvRVebl64ubhRxbMKbi5uKpUuIpWWEiqRq/D28v2sjz+Pt7sLs+66Bs8CFu9tXTuIuSPb4e3uwh8HznL/x5uVVEmxOnIujf/77RAAzwxoXODvouR17ngqX72yiU0/JWDYDeq1DeauZzsQ1VLzz6x2K0/9/hRLDy/FzezGzB4z6VSzk7PDEhEpU5RQiVyhtQfP8d8V2Yv2vnhzM+pU971s+7aRVYiJboeXmwur951h3IItKlQhxWbqj7vJstrpUq8avZuGODuccsFus7N5SQJfvLSRs0dT8fRx48YxTek9phmevpW7VwrAZrfx//74fyxJWIKr2ZU3u7/JdbWuc3ZYIiJljhIqkStwLjWTRz/bit2A29rU4uZrahXquA51qvJRdDs83cys2HOaBxdsJctqL+FopaJbufc0y+JO4Wo2MeWmJphMJmeHVOZdOHmJRa9tYd23h7DbDKJaVuPO5zpQv20NZ4dWJtjsNp6JfYaf43/G1eTK691ep1t4N2eHJSJSJimhEikiu93g8S//5PTFTOpW92HqoKZFOr5j3ap8OKIdHq5mlsWd4uFPt2CxKamSK5NptTH1h+xCFCM7R1IvWGsAXY5hN9i27Aifv7iR0wkpuHu50iu6MX3HNsfb393Z4ZUJdsPOlLVT+OHQD7iYXHi126v0rN3T2WGJiJRZSqhEiuiDPw6xau8Z3F3NzLqr9RWVQe9crxrvD2+Lu6uZX3ad4tHPtmJVUiVX4KM/Eog/e4nqfh480rO+s8Mp05LPpPHNG1uI/eoANoud2k2qcOez7Wl4bah69f5iN+xMXTuVbw98i9lk5uWuL3NDxA3ODktEpExT2XSRIth65AKvLtkLwLMDmtA41P+Kz9W1QXX+7+423P/xZn7ecRIX85+8OaQlri76nqMw0rOsuJjNjvL0Vru9zK/xZcm0YXYxkZVuxd3LFbvNwM3jyotHnEzOcMzjm9SnEX6emvcD+d1nOwnbz7Lik71YM224ebjQ+bZ6NOkSpkTqbwzD4MV1L7Jo/yLMJjMvdXmJPpF9nB2WiEiZV7b/+hApQ5LTLTz86VasdoN+zUMY1qH2VZ+zR6NgZg9rzQMLNvPDnydwMcGMIa1wMeuPvMvJtNh4d/UhYtbEOxZQHtkpinHd6+JRRqvbWS02tvx6mB0rj5GZZsXD25UWPWrRuk8ErlcY8/TFcaRl2WhdO5Cbr6lZzBGXT/nd5+bda9GiRy38gjzw9nfn+uGN8a+mEt9/ZxgG0zdM54t9X2DCxAudX6B/nf7ODktEpFxQQiVSCIZhMPnr7Ry7kE6tIC+m39Ki2L7Z7tWkBrPuas2DC7bw7bYTmM0mXrutpZKqAqRnWXl39SHeWr7fsS0l3ep4fn+3OmWup8qSmf1H/qafEhzbMtOsbPzr+TU3RhS5p2r9oXN8t+0EJhNMHdQMs35fCrzPm37Oft7n/uYE1fDGpHuVi2EYvLrxVT7d8ykmTEztPJWBdQc6OywRkXJDY4tECmHB+iP8vOMkrmYTs+5qTYBX8Q6t6t00hP/eeQ0uZhNfbznO5K+3Y7cbxXqNisLFbCZmTXy++2LWxONqLntva2YXEztWHst33/aVxzC7FO0PfKvNznPf7wLgjna1aVYz4KpjrAgud593rDpGQHUvJVP/YBgGMzbN4JO4TwB4ruNzDK432LlBiYiUM2XvLw+RMiYuMYWpP2ZXUZvYpyGtwgNL5Dp9m4fy1h2tMJvgi03H+H/f7lBSlY+UDAsp6db896VbuZhhKeWI/l1mupXMtPxjzkyzkpFq4eL59EKfb+GGI+w5eZEALzcm9G5YXGGWW2kpWezbeJK0lKzL3uesAn5vKivDMJi5ZSbzds8D4Jlrn+HWBrc6OSoRkfKnbI2LESlj0rKsPLRwC1lWO90bVmdMlzoler0BLcKw2Q3+8/k2Pt1wFBeziWmDmmni/F/iElOIrOqDv5drvkmVv5drmSvMkHTqEj5Bnnh4u+b7x76HtyvuXq7M/39r8KviSb22wdRrE4x/1fzn+Jy/lMWMX/cB8MSNDajiUzlLfaenZnFo6xn2bzrNiX0X8PBxY/iLnf71Pks2wzD479b/8tHOjwB4qsNTDGk4xMlRiYiUT/p0EbmMZ7/bxcEzl6jh78GM21uWyjyVQa1qYrUZPPHVn3yy7giuZjPPDazci7VabHbeWXmAWSsOMOfu1ozoGMl/VxzI025Ex0h+33+GpDQLt7Su6dR7ZtgNtq88xtpvD9J7TFOad6/lmMvzd8271+LMkRQyL1nISLVw5shF1n59kBpR/tRrk51c+QZ5Otq/9stektMtNA71564OEaX4ipwv45KFQ9vOcGDzaY7tuYDxtx5c/2peXDyfQfMetXLNocrRokct7DYDF33qAfDun+/y/o73AXiy3ZPc2ehOJ0ckIlJ+6aNFpADfbD3GV5uPYTbBzKHXUNXXo9SufWubWtgMg4lfbWfumgRczCae7t+4UiZVe09e5PEvt7HzeAoAaw+eY2KfRphNpjxV/kZ2juTWOWs5eCaVJbtO8tLNzanuV3o/txzJZ9JZMT+OE/uTAIj/8wxd72iIyZQ9Zyq/Kn/Rr3Th0NbT2T0uB5I4FZ/CqfgUYr86QGi9AOq1CSYrxIvPNh4B4PmbmlaKwiWZ6Vbi/zzDgU2nORp3Hrvtf0lU9dp+jqQzp2pfmz4RmCj4Pgu8t/09Zv85G4An2j7B3U3udnJEIiLlm8kwjAo9SSMlJYWAgACSk5Px97/yNYOkcjl0JpUB//2DtCwbj/asz39uaOCUOD7dcITJX+8A4P6udZjUt1GlSapsdoP3fjvEm0v3kWWzE+jtxtRBzRjYInsR1rQsK67/WIfK3cXM//12iJnL9mGxGQR5u/HC4Ob0bxFaKjEbhsGu308Qu+gA1kwbrh4udL61Hk2vy17vqLDrUF1KzuTgltMc2HSaxIPJ/zs/cNTVhkeUH5PubY23f8Uc7peVYSVh+1n2bzrNkd3nsFv/9zFVtaZv9rDI1sEE1vDO9/jiXu+rIvlwx4fM3DITgP+0+Q+jmo1ybkCXoc9vESkvlFCJ/EOm1cbN76xhd2IKHaKqsPDea53aE/DJusM8/e1OAMZ1r8uE3g0rfFJ16Ewqj3/5J1uPJAHQs1Ew029pTrC/5+UP/MvuEyk8/uWfxCVm92oNbBnG1JuaElSC840uns9g5Sd7OLr7PABh9QO5fnhjAqpf3XpHqRcyOLD5NBt+O4bldIZju8kENRsGUb9tDeq0qo6nb9maO1ZUlkwbh3ee48CmUyTsPIfNYnfsCwrxpl7bGtRvG0xQiI8Toyzf5u2ax+ubXgfgkWse4d4W9zo5osvT57eIlBdKqET+Ycr3u5i7JoEqPu78/Mh1hAQU7o/4kjRvTYKjTPYjPesz3kk9ZiXNbjeYuyaBV3/ZQ4bFjp+HK88ObMJtbWoVOYnMstr574r9zF51EJvdoLqfB9Nvbk6vJjWKNWbDMNiz9iR/fLGPrAwbLm5mOg6uS4setYqtRHdKhoXrX19NVnIWY+uGUO28jTNHLjr2m80majUOol6bGtRpVQ0P7/KRXFmzbBzZdZ79m0+RsP0s1qz/JVEBwV7Ub1vj/7d33+FRlNsDx79bspueENIhJEDokAChygVEwASQqqiINLtivVbseEWvveK1gyIi5CcoRYJA6E0TEnqAAKGmkEB6snV+fwQTAqGF3c0Gzud5fB6zMztz5mV2Zs68M+clMiYQv1CPa/4mgr39tPsn3vn7HQAe6fgID0c/XMcRXZqcv4UQ9YUkVEKcZdmuLB6clQzAjIld6dc6sI4jqvLd+kP850z59qcGtOSJAS3qOCLbOnqqlGf/bxubD1b08PRu4c87t0YR6nt1PTzbjubzdPw20nOKAbgtpjGvDm2Ltw2qAZYUGFg9ey8Z23MBCGrqTf8JbWzei/Lm4t18u/4Qzfw9SHiyDzqtmoKTpaQnV7xzlXesuHJetUZFk7Z+RHYJommUv9NVtrOYrBzZc4r0pGwObcvFZLBUTvP2dyUyJojILoH4N/aUJMpG5qTN4a0tbwHwYNSDPNrp0TqO6PLI+VsIUV9IQiXEGcfzyxj8yToKykzc37spLw1pW9chneebtQeZ9sceAJ6NbcXkfpF1HNHVUxSFOX8dZdqS3ZQYLbjrNLw4uA1juzex2QV1ucnCh8v38c26gygKhPi48s6tUfRpGVDrZe5PymbNnL0YSsyoNSq6DW1Kp4FNUGtsO7xfek4RcR+vw2xVmDmpKze2Oj/JP51VQnpyDunJOZw6UVL5uUarpkk7P1p0CSK8Q0N0rnWTXFnMVo6lnSY9KZuD23KrjQfl6acnMqbicb6AJl6SRNnYvL3z+M/m/wBwX4f7eLzT4/WmjeX8LYSoLyShEoKKstx3fr2Z5MOniQ7zJf7Bnui0zjnu9f9WH+CdhDQAXhjUmof6Nq/jiGovs6CM53/dwdp9JwHo1tSP92+LpknDmosNXK2kjFM8E7+NjLxSAMZ2b8KLg9vgob/8RKOs2MjaOftIT84BwD/MkwET29KwkafN41UUhXHf/cX69FwGtAni2wldLvmdvBPFFclVUg752aWVn2td1IR38CcyJpDwDg1x0dm3SIPVYuX43nz2J2dzMOVktbGhPHx0lT1RQU29680Ffn3z675feX3T6wBMajeJp2KeqldtLedvIUR9IQmVEMC7CWl8sfoAXnotSx7vbbcLelv5PHE/758Z3PXlIW24r7d9Bxy2NUVRmL/1OK8v2kVRuRm9Vs1zca2ZdEOE3cf6KjWaeWdpGj9sOgxAmJ8b790WTY9mDS/53YOpJ1k9O42yIhMqtYoug8KJGRyBxsa9Uv9YuiOTh2dvRadVs+Kpvle0XyqKQt7xYtKTctifnEPhybLKaVq9hqZRFclVk3Z+NisnbrUqnNifT3pSNgdSTlJebKqc5uatI7JzRYnzkOY+Nnu/TNRswf4FvLbxNRQUxrUdx7Ndnq1XyRTI+VsIUX9IQiWue+v2n2T893+hKDD9rs4OK7F9tT5esY+PV+wH4LWhbZnUq2kdR3R5corKeXH+TlbsyQagY5gvH9weTfMA2/fwXMzG9Fye/b/tHM8vQ6WCSTc05bm4VrjWkFwYSk2sm7efvZuzAPAL9aD/hDYEhtvvmFJmtDDgwzUczy/jsZsiefrmVrVelqIonDxSRHpSxWOBRaeqqgXqXDU0jQ4gsksgYW380JzTM3upEuSKVSHzQAHpyTkc2JpDaaGxcpqrpwvNOwUQ2SWI0Ba+DhkYG8BaVoZKq8VSWIjG2xvFbEbtdnXv4tUniw4s4qX1L6GgcFfru3ih2wt2Sabs3c5y/hZC1BeSUInrWk5ROYM/WUdusZG7ujfhrZEd6jqky6YoCh8u38dniekAvDG8HeN7RtRtUJewePsJXvltJ6dLTbhoVDw5oCUP9mmG1k49PJdSVG7izcV7mJt0FIBm/h68f3s0nZs0qJznyK48EmelUZJvQKWCjgOb0G1oU7sPEvvh8n18unI/jXzdWPHvvrjZ6BE9RVHIziisTK5K8g2V0/TuWpp2DKBFTCCNWjdAsSokJxxmRw2D5J7OKmXvpizSt56/jGadAmgRE0SjVr42f6fsUqwGA3lff82pWT9hLSxE7e2N37hxNHzgftR6xw/y7GhLDi7hxfUvYlWs3NHqDl7q/pJ9kikHtLOcv4UQ9YUkVOK6ZbUqjP++4v2U1sFe/Da5V429E85MURTeXbaX/60+AMC0ke0Z2z28jqM636kSI6/8vpMl2zMBaBvizQe3R9MmxDl+k6vScnj+1+3kFBlQq+DBvs155F9NSfr9ELvXnQAqyngPmNiW4GY+do/n6KlS+n+4BqPZyhdjOzO4g316TRWrQtbBAvYn53AguXrv0pDJUWQfKiTpj4zzvtdlcAQBTbxY+mXFoNM6Ny3Nov2J7BJE4zYN7PYI5KVYy8rI+/Zbcqd/cd40/8mTaXjfvdd0T1XCoQSeX/c8VsXKbS1v45Uer6BW2f7fwlHtLOdvIUR9IQmVuG5NX5XOe8v24uaiYdFjvYgM9KrrkGpFURTeXprG12sPAvDOrR24o2uTOo6qyvLd2UyZv4PcYgMatYrJ/SJ5tF+k0xX9yC818vrCXfyWeoIwk5qhRj0eZ14BiurXmB4jm9u9kMM/HvgxiT93Z3ND84bMvq+7Q959sVoVMtPzSU/K4fi+04ye0pUfpmyoVkziH3p3LRPe7sWGX/cT3t6fJm380LjU/b+nYjKxr9e/sBYWnjdN7e1Nyw3rUbnUjzG6rtTyw8t5ds2zWBQLIyNH8voNr9slmQLHtbOcv4UQ9YVzDVAihIMkZZziw+UVRR2mDm9Xb5MpAJVKxZRBrTFbFL7fcIgX5u9ArVIxuktYncZVUGZi6qJdzN96HIAWgZ58cHs0UY196zSuC/F11/HeqCi6nFJRsL1iLKwCtRWPfwXS47ZIXBzU67Jm30n+3J2NRq3i9WHtHFZIQK1W0ahlAxq1bIDVYqWs2FRjMgVgKDVjNlq48a7WDontcpiOHwettsaLfABrYSGWoiK0fn4Ojsz+Eo8k8tya57AoFoY1H2bXZArAUlh4XbazEEJciCRU4rqTX2rk8TkpWKwKIzqGMjqmcV2HdNVUKhWv3NIGi9XKD5sO89yv29FqVIzsVDfbtmbfSZ7/v+1kFZajUsEDfZrx1ICWTv1IZeaBAlb+sJuCnIpqeKeCdfxYVoBp+1GW5xXw4e0daRlk38TbaLYydeEuACb0jLD7+i5ErVHj6uGC3l17wR4qZxgw2HjsGIVLl1K4dCnmzCwiV65A7e19wZ4TjadjC584wpqja3h6zdOYFTNDmg3hjRvesGsyBaD29Lx4O3vV3xtUQghRG3V/RhTCgRRF4Zn47ZwoKKepvwdvjuxQ70oJX4hKVdGjYVEUftp8hKfnbUOtUjG8YyOHxVBsMDNtyR7m/HUEgIiG7nxwezQx4c57t9pssvDXokOkLj+CooCHr55+41rTpK0fUdtO8Orvu9h5vJBbPl3Pv29uyf29m6GxU7W6GRsOcTC3BH9PHU8ObGGXdVwuq0Uhql9j/l6Scd60qH6NsVoUNHVwBjFlZlK4NIHCpUsp37GjaoJGQ/mePfjdfTe5X5z/bo/f2LGUbN4CKhWevf/lwIjtZ92xdTy1+inMVjODIgbxZq830ajtd9PCUlxCzrvv4tm3D35jx5L7v/+dN4/fuHEoZvM1+2ilEELURBIqcV2ZuTGDFXuy0WnUfDamE55XMKBrfaBSqXhjWHssVoU5fx3lqbmpaNVqh5SC33Qgj2f/bxvHTlf08Ey8IYLn41rbrDqdPeQcLmTFzD2cziwBoFX3YP51ewtcPSouBod3bESPZg2ZMn8HiWk5/HdpGn/uyuL90dE0s3GZ9+zCcj5dWVEG/7m41ni71u0FqYteQ+e4igIn22uo8mfvKodnM2XnULQsgcI/llKWmlo1Qa3GvVs3vAcNwuvmgWgbNMC1fXtQqTg1a9ZZ1efupsHdd3N47N0YDx7E9/bbCXzuOTSeHg7bBlvbeHwjT656EpPVxMDwgbzV+y20avsdz0q2/EXmiy9iOn6c0qQkIub+AmrVdVtNUQghziZFKcR1Y+fxAkZ9sRGjxcrrQ9sysZ6M21QbVqvC879uJz75GBq1iul3dSKuvX2SqjKjhXeXpTFjQwYAjXzdeG90FDc097fL+mzBYraStDSD5KWHUawKbl4u3Di2Nc06BtQ4v6IoxCcf441Fuyk2mHF1UfN8XGsm9LTdQMRPzU1lQcpxOob5Mv/hGxw2ZtOlXGocKnsx5+ZSuGwZhUuXUpa8Ff45ValUuMfE4DV4EN4334zW//z9rHJ8pKIiNF5eKGYzqFTkfPAhp2fNAsClUSNC3noLj+7d7L4ttrY5czOPrnwUg8VA/yb9ea/ve7io7ZOAW8vKyPnoI07/eKbdQkMJeWsaHj161NjOMg6VEOJ6JAmVuC4UG8zc8uk6MvJKGdg2iK/HxVwzj/pdiMWq8Oz/bWP+1uNo1Sq+GNuZm9sF23QdW4+c5pl52ziYW9HDM6ZbGC8NaevUPX95x4tZMXM3uUeLAWjeOZC+d7XEzVN3ye8ezy/j+f/bzvr0XAB6NPPjvduiCfNzv6qYkjJOcduXm1Cp4PfJvZy2cIe9mU+fpmjZnxQmJFD6119gtVZOc+vUCe9BcXjFxuISFFTrdZRs3lLR03Kiohx+g/HjCHzqqXpTTv3vrL95ZMUjlFvKubHxjXx444e4aOyTTJWmpJD5whSMhw8D4Dt6NIHPP+ewd9Hk/C2EqC8koRLXPEVReHJuKr+nniDUx5U/nuiNr/ulL56vBRarwr/nVWy7i0bFl3fH0L9N7S9G/2EwW/ho+X6+XnsAqwLB3q7899YO3Ngq0AZR24fVYiVl+RH+WnQIq0VB76Gl75hWtOhyZe2hKAo/bTnCW0v2UGay4KHT8NKQtozpFlarJN1iVRj62Xp2ZxZyZ9cw/ntr1BUvoz6z5OdTtGIFhUsTKNm8GSyWymmuUVF4x8XhHReLS2io7dZZXELOO++QHx8PgC48nJD/vo17p042W4c9JGcn8/CKhykzl9G7UW8+7vcxOo3tj2VWo5Hczz4j77vvwWpFGxhIyJv/wbNPH5uv62Lk/C2EqC8koRLXvHl/H+W5X7ejUauY+0APukQ4b4EEezBbrDwxN5Ul2zPRadR8PT7mqhKfnccLeHreNvZmFwEwqlMjXhvaDh93530J/XRWCSt/2EP2oYqqZBFR/tw4thUePrV/1+NwXgnPxm/nr4yKEut9Wgbwzq0dCPG5sp6OWZsP88pvO/F21bLqmRtp6Hntv39iKSqiaOVKCpcupWTjJjCZKqe5tm2L16A4vAcNQtfYvlUqi9etI/PlVzBnZ4NaTcN778H/scdQ65zvhktKTgoPLn+QMnMZvUJ78clNn6DX2H5fKdu1i8wXpmDYX/E+n8/wYQS9+CIaH/sPaH0uOX8LIeoLSajENW1/dhFDP19PucnKs7GtmNwvsq5DqhMmi5XH56SwdGcWOq2a7yZ0oXeLmt8Xutgypq9K5/PEdMxWBX9PHW+N7GDzxwhtSbEqbEs8yubfD2IxWdG5auh9R0ta9Qi2ySOfFqvCjA2HeHfZXoxmK16uWl4f2o5RnRtd1vJPlxjp98Fq8ktN1/x7fZbiEopXrapIotatQzkridK3aoX3oDi84+LQRUQ4Nq6CArLfeouC3xdWxNIikpC3/4tb+3YOjeNitp3cxoPLH6TEVEKPkB58dtNnuGpdbboOxWQi96uvyf3ySzCb0TRsSMjU1/EaMMCm67kScv4WQtQXklCJa1a5ycLwzzewN7uIf0X68+M93ZzmRf+6YLJYmTx7K3/uzkavVTNjYlduiLy8whF7s4p4Oj6VnccreniGdAjhPyPa4+fhfHfy/1FwsozEH/dwYn8+AGFtGtBvXBu8/Gx7IQqQnlPM0/Hb2Ha0Yl0D2wbx1sgOBHhdvAfhpQU7mL3lCK2DvVj82L/QOmjwYEexlpZSvGYNhX8spXjtWhSDoXKarnlzvAcNwntQHPrmzeswygpFK1eS+eprWPLyQKPB/6GH8H/owTov/70zdyf3/3k/xaZiugV34/P+n+Omte37XuX79pH5whTKd+8GwCs2luDXXq3zwXnl/C2EqC8koRLXrBcX7ODnLUfw99TxxxO9CfSy/YV0fWM0W3lkdjIr9uTg6qJm5qRu9GjW8ILzW6wKX689yEfL92G0WPF1d+E/w9szNNp277PYmqIo7Fp3gg2/pmM2WNDqNfS6NZJ2vUPtWojEbLHy1dqDfLxiHyaLQgN3F94c0eGCJet3Hi9g6OfrURT45YEeF/13qE+s5eUUr11L4dKlFK9eg1JWVjlNFx5eUZ1v0CD0LVo4XWEY8+nTZE19g6KEBAD0bdsQ+vZ/cW3Vsk7i2ZW3i/v/vJ8iYxExQTF80f8L3F2urgDK2RSLhbzvvyf3089QTCY0Pj4EvfoK3oMHO8W/jZy/hRD1hSRU4pq0ZHsmk3/eikoFP97T7Yofb7uWGcwWHpqVzKq9J3HXaZg5qRvdmp5/J/rgyYpel5Qj+QD0bx3I26M6EOjtvIlp0alyVv2UxtHdFe81hbbw5abxbfAJcFwFt90nCnk6fht7Mit6826JCuE/w9vT4KzePEVRuHfm3yTuPcnQ6FA+G+PcxRAuxWo0UrJ+PYVLEyheuRJraWnlNJfGjSt6ogYPQt+6tVNcqF9K4R9/kDX1DSwFBahcXPB/7DEa3jMJldZx1SvTTqVx77J7KTQW0imwE18O+NKmyZTh0CEyX5hC2bZtAHjeeCPBb0zFJdB5CsvI+VsIUV9IQlULZUYzGrWaonITXq4umK1W3HXOWya6PjOVFKPR6bEUFqLx9sZiNODicfGSvUfyShny6TqKDGYeubE5z8W1dlC09Ue5ycL9Pyaxbn8uk3qG8/yAprjodRiKi9F7emI0GHl7xUF+3HQEL72WV4e25baYxk51MXzu+EhFeeUs/34XOYeL0Lio6TmiOVH9GqOqg8c8jWYrnyXu54vVB7BYFfw99Xx6Z0c6NfFFo1ZzutSIl6uWjel5RIf5EODEvacX+g0qRiMlmzZRuDSBopUrsRYVVX5HGxqCd1xFT5Rr+3ZOtd9cLvPJk2S++hrFq1YB4BodRejb/0XfzD7vuZUZi9Fq9BQZC/HUebH5xGbeT34fb503Xw38Cg8X2wxCrFitnP7pJ3I++BDFYEDt6UnQlCn4jBrpdP9OklAJIeoLSaiukMFk4YvVB5ix8RCFZWa83bRMuqEpj9zYHL2L/Qe7vJ5YDQZyv/qK0z/NxlpYiNrbmwbj7sb/gQdQ62t+N8VotjL6y41sO1ZATHgD5j7Q45p7L8VWyk0WZm/JYEK3MLYsmEfKskUYSkrQe3jQKW4o3Ufczqy/jhHbPoRQX+cao8dsspCccJgdq45hKDWjd9fS4cbGRPVrzNq5++h2S1MaBNvmAvRqbDuaz9Px21AUmPdgD37YmMHMTRmVx46JN0Qw+cZIpz121PgbvHssDSdO5Mj9D1B+pncDQBsYWDFOVFwcbh07Ot3FeW0oikLBb7+TPW0a1uJiVHo9gf9+igbjxqFS2+64YjAb+HbHN/ycNodCYyHeOm/GtB7DuLZ3o1W54KGzzb5sPHaMzCkvUvr33wB43NCTkDfftGlJeluShEoIUV9IQnUFyoxmvlxzkE9W7j9v2hP9W/Bg32bSU2UjppJiTn/3PXlf/O+8aQ0nP0KDeybV2FM1bcluvll3CB83F/54ojeNnCwRcDaG0hKSFi1g8/xfzpvW49Y76XLLKPTutnvMyBZMBgtb/zxM0pKM86Z1GRxB55ub4OLqPL/DcpOFgyeLWbozi88S08+b7qzHjov9Bv0ffhjXdm3JfH0q3rGxeA+Kw61zZ5smGc7ElJlJ5ksvU7JxIwDuXboQ8vZb6MLCrnrZZcZivt81ky+3f3XetIeiHuSedhNx013dQLqKopA/dx7Z776LUlqKyt2doGefwffOO5068ZWESghRX1ybZz870ajVzNh4qMZpMzYeQnuNXkw4Wn72MTRaF07/NLvG6adn/YRGd34PVWJaNt+sq/j3efe2KEmmLsFQUIBG60LKskU1Tk9JWIRW51xjS1lMVlRqFTtWHatx+o7Vx1Brnet36OqiITLQix82ZdQ43RmPHRaLGY2L7oK/wVOzZ+PRuzct1qwm+JWXce/S5ZpNpgBcQkII++5bgl9/HZW7O6VJSRwcPoLTv8zlau5JKlYrGo2On9Pm1Dj957Q5aK9yrClTZiZH77ufrNdfRyktxa1LDM1+W0CDMWOcOpkSQoj65No9A9pBUbmJwjJzjdMKy8zkFJXzXPw2Zm85TF6xocb5RM3yc4+T+OUrLB11AycfeATzyZNYCwtrnNdaWIjl5EmSvn2HI2kVj65kFZTz9LyKx48m3hBBrBOPjVSXjEVFbPvmf8RPHMO8N16kJP8UhpKSGuc1lJRQcvo0Gz95n6OJK7BarQ6OtoLFbCVjRy4rZ+5mwUdbKS0wYCit+XdoKDVjvMBvtC5d6thRVG6qcZojWa1WtiXOY/Hjo9g97g7MOTkX/w0WF/PLvnlsOL4Bk7Xu47c3lUpFgzvvoNnvv+HepQtKaSlZr7/O0fvux5SZeUXLOnhoJV8sGMPji8aQU5pDobHmdi40FlJkLIR1H8HOX8FY82+1JoqikL/gNw4OG07Jhg0Vjyu+8DzhP/6IrkmTK4pXCCHExTnXMyZOzsvVBW83bY0XRt5uWvw8dKxIy2Fe8jFe/X0XNzRvyC1RIcS2C8bX3XnH66krhaeySP71K8qWrSBsdy4hZ67XlQagbdgQtbd3jRd0am9vNL6+eH/3OyXvz2RFmDt/NWuJ1qM37SI6MGWwFKE4m7GkhH1z55C2fhXHi05jPtOT4Fagwt3HF72HR41Jld7DAzcvb1J3bGXTxtV4fvERzcKb03bErTTq3deuMVstVo7vzWd/cjYHU05WJlCuni64eenQu2trTKr07lp0bs53WLvUscPLtW56Aq1WK7s3LOTw/Nn4btyDX4GF5oCmQYNL/wa9vfh57c9kFGbgq/elf5P+xDWNo0tQF7Rq5/s3sBVdWBhNfvyB07NmkfPhR5Rs2MDBYcMJevFFfEYMv2Cvz+HD60hI/ZqEU9tJV1cc7BroG9DQtSHeOu8akypvnTdeOm9InQ15+0HrBi1jof0oaHEzuNTcC28+eZLM116nODERANeoKEL/+zb6Zs1s1ApCCCHOdu2e9ezAYrUy6YamNb5DNemGppSbrDzQpxlLtmey43gB6/bnsm5/Li8t2Mm/WvhzS1QoA9sG4ePmXI9ROVJxQS5b539NccIyGu3MIdhSNS0rWE95n860Gn0PFquFBuPuJm/6F+cto8HdYynNPMZBfyth+dDoaCkjj6YyklSOhHuwpvwGou54iODwto7bMCdjLitj369zSVu1kqMFeZj/KcyhVuNmsRIR0oS2g4diNVvoFDeUzb+e/w5Vp7ihFJ3MoaHRzAmrQrFGxfZjB9n++Xt4ffoezZpG0v7WOwnu3sMmMVutCif255OelM2BlJOUF1f1erh564jsFEBklyBAIapfY/6u4R2qqH6NsVoUNE52ZLvUscNstaJz0AMDVquVvVuWcnD+LHzW76LhaTP/XGaX6eBEp8b4DRlKU4vpwr/BcXdjMJTSPaQ7hcZCTpWf4tf9v/Lr/l/xc/VjYPhAYiNi6RzYGY3aOQtuXA2VWo3fhAl49O5D5pSK0uOZU6ZQ9OefhLwxFW1AxTANR49uYlnqVyzLTSVNfeZgpwatonCD2ou4oN6YLQbGth7D/2p4h2ps6zGYTaW4tBkKu+bD6QzY/VvFfy4e0GpQRXLVvD+4VFSKLFy6tKLke34+uLgQ8OijNLz3HoeWfBdCiOuNFKW4Qpdb5S8jt4QlOzJZvD2zcjwaAJ1GTZ+WFclV/zaBdXZn2pFKik6x9bdvKVy6lEbbs9CfdZM+J8CFkj4daXnbJCI79av2PavBQO7XX3N61k8XrPL358Yt/PH1x/zryF7anCirvCS1Aseae6Hu35vo2x8ksHHdDMzpSBaDgf3z/4+0xD85cvokprOqG7parIQHNaJt7C1EDB6C+qyLK7PRyJbf5pGScH6VP62uome17GQuu+f8yL6/NpFlKMV6Vilybys0b96a9qPvIDCm6xXFrFgVMg8UkJ6UTXrKScoKjVUxe7rQvFMAkTGBhLZsgPqsdZpNFrYmHGb7WVX+ovo1pnNcOFonrZhXlxVCrVYr+5NXkP7rD3it20FAXlWyanCB49Gh+A4eQqdh9+Du6Vv1vcv4DZqtZpKyk0g4lMDKIyvJN+RXfj/ALYCB4QOJaxpHdEA0atW195S5YjaT9/0MTn72GZhMqLw92TcslDmNjrBTXXWw0ygKPVQexDbuy01dHsXHp+qxO4PZwHc7vmH2WVX+xrYew70d7kevPfMOlaJAZirsnA+7foOCI1VB6L0xNx5I1poyitanVnzUpg2h/30b11at7N8IdiJFKYQQ9YUkVLVQajSjvYJxqNJzilmyPZPF20+wP6e48nOdVk2/VgGVyZWzVfm6GmWlhWz9/Vvy/1hCaOoJXM96xSLXT0th7yia3zqell0Gor7Iy+yVY+AUFaLxqj4OVV6xgUGfrCOnyMDomMb8u4uGHfFfQ+JGwjKqHmGzquBopA/agX3pNPohGobYZxyZumAxGTnw2wL2rEjgSF42xrOSKJ3FSrh/MG1vHkyzYSOqJVHnMpSWotW5VCZUZoMRvUfNpZpLsjLZ/fMs9iVvIdtUjnLWI06+iormLdvS/va78I+KrvH7iqKQfaiQ/UnZHEjOoaSgKonSu2tp1jGAyC6BNG7VAPVFSt6fOw6V1aLgonfOZOofV3rsuFrpKavZ9+tM3NemEJRT1c5GLRzrEITXoFg6D38AT5+GF1zGxX6D581rNfFX5l8kZFQkV0XGqrGpgtyDiI2IJTYilg7+Ha6pggjZ2dtZt+hdGs7aSnB2xSl1YxsVMwaqaO3hTlxob/rHTKaBX/MLLuPscai8dN6YLYYLV/dTFDiefCa5WkBRWh6Zf/tiKdeASsH/pqb4P/oEqpb9QVN/b9pJQiWEqC8koXKwvVlFLNl+gsXbMzmYW3XR7+ai4aY2gdzSIYR+rQNxddK77BdjLCslefF35C1ZSOjWY7hVXb+R10BDQa92NB01jtY9Bl80ibocVqvCPT/8zeq9J4kM9GTho72qXZgeT09lZ/zXaBK30OhoaeXnFhUca9UA3c396DT6IRoEXH3ZY0ezms0cWrKQ3QlLOHwyE8NZSYeLxUq4XyBtBsTSfOStaFzs++5eyfFj7Pz5R/ZvTSLHYqiWXDVQ1ES2bk/7O8fSoE1bcg4XVfREbc2h+FRV0Radq4amHSt6osLa+KFxsip99c2hnRtJ+7/vcF2dTHBWVTubNHC0XQAesQOJufVBvHwD7RqHyWJiU+YmEg4lkHg0kRJT1fGukWcjbo64mdiIWNr6ta2XyVXuyT0sT55OQtYmUqjY9zUWhVEbrNy6UUGtgKqBD43enIZX//52icFSWEj2tGkU/L4QAJ2vQmi3XNz8ztzBcvODNkMrHgsM/xdO9yzsJTjb+VsIIS5EEqo6oigKuzMLz/RcZXLkVNVFv4dOw4C2QQzpEELfVgHotc6bXBkNpaT88SMnF/1G8NYjeJRX7U6nvTWc6tWa8BFjadd7+FUnUWf7eu0B3vojDb1Wze+P9qJ18IX/bY+k/c3u+G9wWf03ocfLKz83q+FYGz9cYwfQ+daH8GkYYrP4bM1qtXJ46RJ2L11ERtYxys9JosJ8/Wl900BajLwNrVvdlIsvPJzBrp9nsX/7Vk5ajHDWRbJGE4hK1xaNriUqtScueg0RUf606BJIk7YN0bhIEnU1LraPH23TELfY/nW6jxssBjYc30BCRgKrj66mzFxWOa2JV5PKnquWDVo6dXJ16lQ6K5I+Z9mJ9SRRjvWsWDspOmKDujGw82S8TqrInPIChv0V4475DB9O0EsvorHhOah43XoyX34Zc3Y2qFQ0vPce/Cc/gjorGXYtgN2/Q2lu1Rc8AqDtcGg3Epr0hHrwbpuznr+FEOJcklA5AUVR2HG8gMXbM1myPZPj+VUXG156LQPbBXFLVAj/igxA5wR3703GclKX/UT2ogUE/X0Iz7KqXSjfS01ez1aEDb+T9jeOQmOHO6IpR04z+stNmK0K00a2Z2z38Mv+7sXu3h9r54977M0OuXt/OaxWK0eX/8muJb+RceIIZWclUVqLlcbefrS5sT8tb7sdrXvNj+c5mqIonDpRws4/t5O2aQMlJeko5uNnzQDeag9at2tD1Nhx+DS78CNQ4uLqay9smbmM9cfXk3AogbXH1lJuqUoAI7wjiGsaR1xEHM19nWPfKMjPYGXS5yQcX8tfSimWs5KoKKuWmwO7Etv5YYJDOlX7ntVgIPezz8j7fgZYrWiDggh58008e//rquKxFJeQ8+675M+bB4BLeBNC334b986dz5nRDBnrKpKrPQuh7HTVNM9gaDeiIrlq3A2cdAyx+nD+FkIIkITK6SiKQsrRfBZvy+SPHZlkFVZdbPi4uRDbLoghUaHc0LwhLhd5v8TWzCYj21f8womF8QT8dQDvkqrdptBDxcnukYQMG010/zvQ2vExs4IyE0M+Xcex02UM6RDC53d1qvUdbVu8X2JrVquV46sT2bVwAYeOZVCqOauXx2qlsacvrXr3o9XoO9F5eTksrks5nVXC/qQc0pOyOZ1VdXGvcVETHGZBnbue3MNbOc1ZZR0VhUCNjsjoGNqPHY9XmIyNcymZh3ayI/5rVIkbaXwNvCdYaiplzbE1JBxKYP3x9RitVb/DSN9IYiNiiYuII8InwqFxFRUcIzH5cxKOrmazUoz5rGNMW6uGWP/OxHZ+iEaNul1yWaUpKWS+MAXj4cMA+N5+O4HPPYfG88pvgpRs+YvMF1/EdLziJkWDu+8m8N9PoXZ3v/gXLSY4uKaiUuCexWAoqJrm3fhMcjUKGnWu1rNc1+rb+VsIcf2ShMqJWa0KyUdOs3jbCf7YmcXJoqoelQbuLsS1D+GWqBB6NGuIRm37k6DFYmZHYjzHFs7Df9M+fIqrBnYtdlOR3bUpQcNupePNd+Gic7X5+s+lKAqTf97KHzuyCPNzY8njvfG2QZXEygpo83/Ea+32GiqgheAzeAidh91brQKaLZ1Yv5adC/6PQ4cPUHxOEhXq7k2rXn1oc+dYdN4+dll/beTnlJKelEN6cjZ5x6su7tVaFU3aNqRFl0AiovzRuVb1Up7atYMdc3/mQNouTquq9ieVohCodaVlpy60GzsBj9BQh26LM8s5to9t875EWbGeRgeLrtlKlsXGYlYdXcWyjGVsOLEBs7WqQl5rv9aVjwWGedmnx62kKJNVyV+w7MhKNlgLMZ2VWLS0qolrGE1sxwdo0uTKe5isZWXkfPgRp2fNAsClUSNC3noLj+6XTsgqv//RR5z+8cz3Q0MJeWsaHj1qMWSB2QAHVlUkV2l/wFmFQ/BtUtFr1W4UhETXeXJVn8/fQojriyRU9YTFqvDXoVMs3n6CpTuzOFVSdSfX31PHoDPJVdcIv2rlpa+U1Wpl59r5HPntF/w2ptGgsKpHocRVRVZMOIFDR9Bx0Dh0+kvcFbWxlbuzuffHJLRqFf/38A10DPO1+TpqGqPnHxVj9DTCb/BQYobdi97tAhW4LlPW5k3snD+Xg4fSKTqrs1FtVQhx86BV9160vWsc+gZ+V7UeWyrMLSM9OYf9SdnkHq2qWKlWqwhr60dkTCBNo/3Ru1860T2ZupWd8+ZwID2NAlXVYUilKAS7uNGiS3fa3TUe96Agu2yLM8s9cYDU+C+xrFhL4/RC1GcdpY9GeED/XkTd/uA1O9ZaobGQxCOJJGQksOXEFsxK1e+wXcN2lclVqOfVJd6lpbmsTZrOssN/ss5cgOGsY2dzi4pYvw7ERt9Ls6Y3XdV6/nFeD9O4cRU9TBd57/G8Hq7Rowl8/jk0nld3/AHAVA7pKyqSq70JcFbhEPyaVSVXQe3qJLm6Vs7fQohrX71IqKZPn857771HVlYW0dHRfPbZZ3Trdnl39uxxQP6nxHR5SQmuHh6YjSb0l3rkwobMFiubDuaxZHsmCbuyyC+t6lEJ9NIzuEMIQ6ND6BRWfeyeC8VttVrZs3ERGQt+xnfDLvzyq5KoMh2c6ByG/y3D6TxkEjo3xyZRhtIytDptZcwmo4mdOeV0ibB/kmG1Wtm9YSGH58/Gd+Me/Aqq2qVUD5kxTSraZdDEau1ysf0jZ2sSO+f9woEDaRSek0QF691p2a0nbceMxy3A3+7bdzZDuRGtVouh1ITe3QWz2YzeteLRzaJT5aQnVzzOl3O46m62Sq2icesGRMYE0qxjAK4ete8tzPprC7t+ncvBg/vObxdXd1p2vYG2Y8ZVaxdDaQlanQ5DcTF6T0/MRiN6J3mX7EIuFvPpnCNsjf8S05+raLwvH81ZR+bjTdyx9OtO+9EP0Ciyo0NjNpWVonZxwVBSjN7DE6vJhIsDjwP55fmsPLKShIwE/sr6C6tS1bMZFRBFbHgsN0fcTLBHcOXn5WUluLjoKC8pxtXDE5PJiKubx5lpp1mf/D8SMpay1nSasrOOkREWiG3QjtgOE2kRGWeX7Tn3HShdeDiNpn+OOjQUjc6lct+wGI2UJiwj8+VXKt7BCgwk5M3/4Nmnj13iwlgK+/+sSK72/QlnFQ7Bv2VVchXYuvJje+8bklAJIeoLp0+o5s6dy/jx4/nyyy/p3r07H3/8MfHx8ezdu5fAwEsXDrD1AbliENR4UhIWnjUI6jC6jxhdOQiqI5ksVtan57J4WyZ/7s6iqLzqTm6ojyuDO4Tw8I3N8NGpLxj34U/exfjd7MrvlbvA8U6NaHDmMTc397o5kTlTW1ssZnaumc/R336h4aa9+BZVXdSVuKrI6hpB9GOvENI6psaYu9wykiX/eZlDB/dVfk+lKAS5uNIypjtt7xqHR3DdVGAzmywkL81gx+rjlYPkdrixEZ0GhrN69l72J2VXxayC0JYVSVTzTgG4edn+3yFz43p2zo/nYEZ6tccf1VaFUDdPokfcRuQtw9iyIJ6UZRcejNjZmI1GtiyYV0PMo9n5wetoZv2Gtmq34kQjV0w3dqXt6Ptp0vrKBky2acznDPrcOW4o3eqonfPK8iqTq6SsJBSqTl+dAzszsd1Eegf3qnGg6m4jRvPTpml8eXA+pWclUY0tEOfTitj242nV4hZUDirQULxuHZkvv4K+dWtCP/2k4rhx7r4xfDQnHn8Cra8PQS++iMbHQY/8GophX0JFQYv9y8FS9bg5gW2h99OYWw09c6yz374hCZUQor5w+oSqe/fudO3alc8//xyo6DUICwvjscce44UXXrjk9215QDaUlpK0eAGbf51z3rQet44heuBg0jcsv6p1XA2zRSEjr4S0rEIOnCzGYKr4p/36P4+ybfkSNv/6y3nf6XHrGKJviiNpyAiym/rg0imKJp36oner2zv9zdq3J3X54gvG3HHgEPIP7a+DyMBqsZC+YxO5mzbhsycTzzM3cqOW/ca2xKU1xzzqToKaNWfhe2/SQK0jNLIFjQbeiKuDe6LOFdS4PbtXZ5L0x+HzpnUZHEFAEy+WfrmDhk00NG7nQmgbLa6ejrngtFqtnE7aweEV6zialUPpmSIsw595meyD6WyeX3M7dxw4iGPbVjokxsvVuGN/Uv9cesGYo2/ow77BQ8gJcMHQpRWRAwYT1rx9HURaxcU/nK3L/rjAb/BOOscOwpR7pA4iq5BnyGdddhJrs/5mZ0HFjYoFty3iYOKaC8bc7Ka+jPy/oQRZoI9nBH1bjqRFs1iHJVHnshQXoXNzJ3XNygvvz/1jsdTladpQBAdXVyRYGRtAMePyxN9sXb2uxnbueeuddB06yiY9VZJQCSHqC6ce5c9oNJKcnMyUKVMqP1Or1QwYMIBNmzbV+B2DwYDBUHU3rbCw0GbxaHUupCQsrHFaSsJCug27lY2//UZZke3WWRtuwD+XYm5e3ujd3EhJWFTjvP/EvbtDWEXcW7dzaOt2h8VaEzcvb1p//v0lY/79i4/qvK1pVHHH2M3Lm66eHheOedkiHvpyFgEtn6YwF9JzIX0OQHGN8zuCq6cL46fp2bH6eI3Td6w+xsR3erHmxm/YY9gJ+UDNPzv76gpYFdpn6LgpP5LwqI4k/O+jGmdNWbaIbsNvY+Xsuv8d/sPNy5v7ew4jZdmF941uw29jc/cOFTEfLiL9u7nAXMcGehY3L2/uv+hvcBHdht3GjLffq/N2bgO0oTFuXt74Twzg10vEPD6p7ZmYzaz5I541xDs03rNVtvMl9o1vHr2nztu5QueKmL2DLrhvbE1YRPdRdzg4LiGEqFtOnVDl5uZisVgIOuel9KCgINLS0mr8zttvv83UqVPtEk95SQmGkpIapxlKSigtKsCjQQBlRTXPUxc8GgRQWlhwybg9nShuz2s0ZmNZKX5NGnIqL9PB0dXM1deVsiIjhlJzjdMNpWaM5WaaBAZx8PAOB0d3vv0RRmLaxmAsK7v0vuHTAENBvmMDvABPnwaXtT97N/TDVJzv2OAuwNvP9/Ji9vN1opgvs539AzGVl9c4j6N5+wdekzEbSkpw9/F1bGBCCFGHnDqhqo0pU6bw73//u/LvwsJCwsJsU2bX1cMDvYdHjScSvYcHng38mPDeJzZZly1ZzKZLxj3eyeK+FmPWe3gw5IFoINrxwV2AxWxF766tManSu2vRu7nw/k0fOz6wi7isfeOD6XUQ2YVdTsx3v/N5HUR2YZcV87tf1EFkF3ZZMf/3Y8cHdhHXYsx6D+cuDiOEELbmnMOjn+Hv749GoyE7O7va59nZ2QQHB9f4Hb1ej7e3d7X/bMVsNNEpbliN0zrFDcNsNNU4ra7Vx7jNRnM9jLketrPZTId+jWqc1qFfI8zmmnuv6pLZaKRT3NAap3WKG4rZaKxxWl2qjzFbTSY6XyDmznFDsZqcb382mS7eziaT87WzxWi6aMwWJzxu1Md9Qwgh7Mmpe6h0Oh0xMTGsXLmSESNGABUvqq9cuZJHH33U4fHo3d3pPmI0gFNUnrtc9TFuvbtbPYy5Hrazq46YuAgAdqw6q8pfv0bExEWgddHUbYA10Lt70H3E7QDnVXJz1ip/9TFmFzd3up2JeauTVPm7FFe3+tfOOnf3ehdzfdw3hBDCnpy+yt/cuXOZMGECX331Fd26dePjjz9m3rx5pKWlnfduVU3sOQ6VoaQUvYe7w8ehqq36GLfE7BiV41CVmdC7VR+HyllVjul05mLObDCg97DBYKd2VB9jrhprqCJmq8mISx1XAb2UqnGozoxfd9Y4VM7KWFpaMQ7VmXa2GI3onHxcNXvvG1LlTwhRXzh9QgXw+eefVw7s27FjRz799FO6d+9+Wd+VA7IQQghR/8j5WwhRX9SLhOpqyAFZCCGEqH/k/C2EqC+cuiiFEEIIIYQQQjgzSaiEEEIIIYQQopYkoRJCCCGEEEKIWpKESgghhBBCCCFqSRIqIYQQQgghhKglSaiEEEIIIYQQopYkoRJCCCGEEEKIWpKESgghhBBCCCFqSRIqIYQQQgghhKglbV0HYG+KogAVI64LIYQQon7457z9z3lcCCGc1TWfUBUVFQEQFhZWx5EIIYQQ4koVFRXh4+NT12EIIcQFqZRr/NaP1WrlxIkTeHl5oVKpbLbcwsJCwsLCOHr0KN7e3jZbrjiftLVjSDs7hrSzY0g7O4Y921lRFIqKiggNDUWtljcUhBDO65rvoVKr1TRu3Nhuy/f29paTtYNIWzuGtLNjSDs7hrSzY9irnaVnSghRH8gtHyGEEEIIIYSoJUmohBBCCCGEEKKWJKGqJb1ez2uvvYZer6/rUK550taOIe3sGNLOjiHt7BjSzkIIcR0UpRBCCCGEEEIIe5EeKiGEEEIIIYSoJUmohBBCCCGEEKKWJKESQgghhBBCiFqShEoIIYQQQgghaum6TqjefvttunbtipeXF4GBgYwYMYK9e/dWm6e8vJzJkyfTsGFDPD09ufXWW8nOzq42z+OPP05MTAx6vZ6OHTuet57Vq1czfPhwQkJC8PDwoGPHjsyePduem+ZUHNXOZ0tPT8fLywtfX18bb43zcmQ7K4rC+++/T8uWLdHr9TRq1Ihp06bZa9OciiPbedmyZfTo0QMvLy8CAgK49dZbycjIsNOWOR9btPW2bdsYM2YMYWFhuLm50aZNGz755JPz1rV69Wo6d+6MXq8nMjKSmTNn2nvznIaj2nn+/PkMHDiQgIAAvL296dmzJ8uWLXPINgohhD1d1wnVmjVrmDx5Mps3b2b58uWYTCZuvvlmSkpKKud56qmnWLRoEfHx8axZs4YTJ04watSo85Z1zz33cMcdd9S4no0bNxIVFcWvv/7K9u3bmTRpEuPHj2fx4sV22zZn4qh2/ofJZGLMmDH07t3b5tvizBzZzk888QTffvst77//PmlpaSxcuJBu3brZZbucjaPa+dChQwwfPpybbrqJ1NRUli1bRm5ubo3LuVbZoq2Tk5MJDAzkp59+YteuXbz00ktMmTKFzz//vHKeQ4cOMWTIEPr160dqaipPPvkk991333Vzse+odl67di0DBw7kjz/+IDk5mX79+jF06FBSUlIcur1CCGFziqiUk5OjAMqaNWsURVGU/Px8xcXFRYmPj6+cZ8+ePQqgbNq06bzvv/baa0p0dPRlrWvw4MHKpEmTbBJ3fWPvdn7uueeUu+++W5kxY4bi4+Nj6/DrDXu18+7duxWtVqukpaXZLfb6xF7tHB8fr2i1WsVisVR+tnDhQkWlUilGo9H2G1IPXG1b/+ORRx5R+vXrV/n3c889p7Rr167aPHfccYcSGxtr4y2oH+zVzjVp27atMnXqVNsELoQQdeS67qE6V0FBAQB+fn5AxR03k8nEgAEDKudp3bo1TZo0YdOmTVe9rn/Wc72xZzsnJiYSHx/P9OnTbRdwPWWvdl60aBHNmjVj8eLFNG3alIiICO677z5OnTpl2w2oJ+zVzjExMajVambMmIHFYqGgoIBZs2YxYMAAXFxcbLsR9YSt2vrc4++mTZuqLQMgNjb2qo/z9ZW92vlcVquVoqKi6/ZcKIS4dkhCdYbVauXJJ5+kV69etG/fHoCsrCx0Ot157+EEBQWRlZVV63XNmzePv//+m0mTJl1NyPWSPds5Ly+PiRMnMnPmTLy9vW0Zdr1jz3Y+ePAghw8fJj4+nh9//JGZM2eSnJzMbbfdZstNqBfs2c5Nmzblzz//5MUXX0Sv1+Pr68uxY8eYN2+eLTeh3rBVW2/cuJG5c+fywAMPVH6WlZVFUFDQecsoLCykrKzMthvi5OzZzud6//33KS4u5vbbb7dZ/EIIURe0dR2As5g8eTI7d+5k/fr1dl3PqlWrmDRpEt988w3t2rWz67qckT3b+f777+euu+6iT58+Nl92fWPPdrZarRgMBn788UdatmwJwHfffUdMTAx79+6lVatWNl+ns7JnO2dlZXH//fczYcIExowZQ1FREa+++iq33XYby5cvR6VS2XydzswWbb1z506GDx/Oa6+9xs0332zD6K4djmrnn3/+malTp/L7778TGBhY63UJIYQzkB4q4NFHH2Xx4sWsWrWKxo0bV34eHByM0WgkPz+/2vzZ2dkEBwdf8XrWrFnD0KFD+eijjxg/fvzVhl3v2LudExMTef/999FqtWi1Wu69914KCgrQarV8//33ttoMp2fvdg4JCUGr1VYmUwBt2rQB4MiRI1cXfD1i73aePn06Pj4+vPvuu3Tq1Ik+ffrw008/sXLlSrZs2WKrzagXbNHWu3fvpn///jzwwAO8/PLL1aYFBwefV4UxOzsbb29v3NzcbLsxTsze7fyPX375hfvuu4958+ad96ilEELUR9d1QqUoCo8++igLFiwgMTGRpk2bVpseExODi4sLK1eurPxs7969HDlyhJ49e17RulavXs2QIUN45513LvoIxLXIUe28adMmUlNTK/9744038PLyIjU1lZEjR9pse5yVo9q5V69emM1mDhw4UPnZvn37AAgPD7/KrXB+jmrn0tJS1Orqh2iNRgNU9BJeD2zV1rt27aJfv35MmDChxvL+PXv2rLYMgOXLl1/xcb6+clQ7A8yZM4dJkyYxZ84chgwZYp8NEkIIR6vLihh17eGHH1Z8fHyU1atXK5mZmZX/lZaWVs7z0EMPKU2aNFESExOVpKQkpWfPnkrPnj2rLWf//v1KSkqK8uCDDyotW7ZUUlJSlJSUFMVgMCiKoiiJiYmKu7u7MmXKlGrrycvLc+j21hVHtfO5rrcqf45qZ4vFonTu3Fnp06ePsnXrViUpKUnp3r27MnDgQIdub11xVDuvXLlSUalUytSpU5V9+/YpycnJSmxsrBIeHl5tXdcyW7T1jh07lICAAOXuu++utoycnJzKeQ4ePKi4u7srzz77rLJnzx5l+vTpikajURISEhy6vXXFUe08e/ZsRavVKtOnT682T35+vkO3VwghbO26TqiAGv+bMWNG5TxlZWXKI488ojRo0EBxd3dXRo4cqWRmZlZbTt++fWtczqFDhxRFUZQJEybUOL1v376O29g65Kh2Ptf1llA5sp2PHz+ujBo1SvH09FSCgoKUiRMnXjc3CBzZznPmzFE6deqkeHh4KAEBAcqwYcOUPXv2OGhL654t2vq1116rcRnh4eHV1rVq1SqlY8eOik6nU5o1a1ZtHdc6R7Xzhfb5CRMmOG5jhRDCDlSKoii169sSQgghhBBCiOvbdf0OlRBCCCGEEEJcDUmohBBCCCGEEKKWJKESQgghhBBCiFqShEoIIYQQQgghakkSKiGEEEIIIYSoJUmohBBCCCGEEKKWJKESQgghhBBCiFqShEoIcdkiIiL4+OOPLzqPSqXit99+AyAjIwOVSkVqaqpd43r99dfp2LGjXdchhBBCCFETSaiEuE5MnDgRlUqFSqVCp9MRGRnJG2+8gdlstts6w8LCyMzMpH379jZb5tkJ2z+eeeYZVq5cabN1nCs3N5fg4GDeeuut86bdfvvt9OjRA4vFYrf1CyGEEMJ5aes6ACGE48TFxTFjxgwMBgN//PEHkydPxsXFhSlTpthlfRqNhuDgYLss+2yenp54enrabfn+/v58/fXXjB49mqFDh9KhQwcA4uPjWbx4MSkpKWg0Gpuu02KxoFKpUKvlvpcQQgjhzORMLcR1RK/XExwcTHh4OA8//DADBgxg4cKFANx44408+eST1eYfMWIEEydOrPZZUVERY8aMwcPDg0aNGjF9+vQLrq+mR/527drFLbfcgre3N15eXvTu3ZsDBw4A8PfffzNw4ED8/f3x8fGhb9++bN26tfK7ERERAIwcORKVSlX597mP/FmtVt544w0aN26MXq+nY8eOJCQknBfX/Pnz6devH+7u7kRHR7Np06YLbsuwYcO46667mDBhAiaTiZMnTzJ58mT++9//0qpVK37//Xc6d+6Mq6srzZo1Y+rUqdV6/z788EM6dOiAh4cHYWFhPPLIIxQXF1dOnzlzJr6+vixcuJC2bdui1+s5cuTIBeMRQgghhHOQhEqI65ibmxtGo/GKvvPee+8RHR1NSkoKL7zwAk888QTLly+/rO8eP36cPn36oNfrSUxMJDk5mXvuuacy8SgqKmLChAmsX7+ezZs306JFCwYPHkxRURFQkXABzJgxg8zMzMq/z/XJJ5/wwQcf8P7777N9+3ZiY2MZNmwY+/fvrzbfSy+9xDPPPENqaiotW7ZkzJgxF30E8pNPPiEvL4///Oc/PPLII7Rv357HHnuMdevWMX78eJ544gl2797NV199xcyZM5k2bVrld9VqNZ9++im7du3ihx9+IDExkeeee67a8ktLS3nnnXf49ttv2bVrF4GBgZfVrkIIIYSoQ4oQ4rowYcIEZfjw4YqiKIrValWWL1+u6PV65ZlnnlEURVH69u2rPPHEE9W+M3z4cGXChAmVf4eHhytxcXHV5rnjjjuUQYMGVf4NKAsWLFAURVEOHTqkAEpKSoqiKIoyZcoUpWnTporRaLysmC0Wi+Ll5aUsWrSoxuX/47XXXlOio6Mr/w4NDVWmTZtWbZ6uXbsqjzzySLW4vv3228rpu3btUgBlz549F41p5cqVikajUby9vZWMjAxFURSlf//+yltvvVVtvlmzZikhISEXXE58fLzSsGHDyr9nzJihAEpqaupF1y+EEEII5yLvUAlxHVm8eDGenp6YTCasVit33XUXr7/++hUto2fPnuf9fanKf/9ITU2ld+/euLi41Dg9Ozubl19+mdWrV5OTk4PFYqG0tPSKHn0rLCzkxIkT9OrVq9rnvXr1Ytu2bdU+i4qKqvz/kJAQAHJycmjduvUFl3/TTTfRo0cPOnbsSHh4OADbtm1jw4YN1XqkLBYL5eXllJaW4u7uzooVK3j77bdJS0ujsLAQs9lcbTqATqerFpMQQgghnJ8kVEJcR/r168f//vc/dDodoaGhaLVVhwC1Wo2iKNXmN5lMNl2/m5vbRadPmDCBvLw8PvnkE8LDw9Hr9fTs2fOKH0u8XGcndiqVCqh4/+pStFpttbYrLi5m6tSpjBo16rx5XV1dycjI4JZbbuHhhx9m2rRp+Pn5sX79eu69916MRmNlQuXm5lYZhxBCCCHqB0mohLiOeHh4EBkZWeO0gIAAMjMzK/+2WCzs3LmTfv36VZtv8+bN5/3dpk2by1p/VFQUP/zwAyaTqcZeqg0bNvDFF18wePBgAI4ePUpubm61eVxcXC5aotzb25vQ0FA2bNhA3759qy27W7dulxXnlercuTN79+69YNsmJydjtVr54IMPKqv2zZs3zy6xCCGEEMKxpCiFEAKoeJRtyZIlLFmyhLS0NB5++GHy8/PPm2/Dhg28++677Nu3j+nTpxMfH88TTzxxWet49NFHKSws5M477yQpKYn9+/cza9Ys9u7dC0CLFi2YNWsWe/bsYcuWLYwdO/a8Xq2IiAhWrlxJVlYWp0+frnE9zz77LO+88w5z585l7969vPDCC6Smpl52nFfq1Vdf5ccff2Tq1Kns2rWLPXv28Msvv/Dyyy8DEBkZiclk4rPPPuPgwYPMmjWLL7/80i6xCCGEEMKxJKESQgBwzz33MGHCBMaPH0/fvn1p1qzZeb1TAE8//TRJSUl06tSJN998kw8//JDY2NjLWkfDhg1JTEykuLiYvn37EhMTwzfffFPZW/Xdd99x+vRpOnfuzLhx43j88cfPq3T3wQcfsHz5csLCwujUqVON63n88cf597//zdNPP02HDh1ISEhg4cKFtGjR4gpb5fLExsayePFi/vzzT7p27UqPHj346KOPKt+xio6O5sMPP+Sdd96hffv2zJ49m7ffftsusQghhBDCsVTKuS9NCCGEEEIIIYS4LNJDJYQQQgghhBC1JAmVEEIIIYQQQtSSJFRCCCGEEEIIUUuSUAkhhBBCCCFELUlCJYQQQgghhBC1JAmVEEIIIYQQQtSSJFRCCCGEEEIIUUuSUAkhhBBCCCFELUlCJYQQQgghhBC1JAmVEEIIIYQQQtSSJFRCCCGEEEIIUUuSUAkhhBBCCCFELf0/QDpPSxa0TmIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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nzhwcPnwYvXv3xv/93/9JXY7devTRR7FhwwakpqZCqVQiLCwM8+bNQ6tWrXT73Lx5EyNHjoSXlxfeeecdPP744xJWTERkX9hDTkREREQkIfaQExERERFJiIGciIiIiEhCDtdDrtVqcePGDbi7u0Mmk0ldDhERERlAEATk5+cjMDCw1g/FMhWNRoPy8nKzn4fsl4uLi8Hfqw4XyG/cuIGgoCCpyyAiIqI6SE5ORtOmTc12fEEQkJqaipycHLOdgxyDXC5Hs2bN4OLictd9HS6Qu7u7A6j8P7SHh4fE1RAREZEh8vLyEBQUpPt33FzEMO7r6wtXV1f+NZ3qROzISElJQXBw8F2/jxwukIsXxMPDg4GciIjIxpgzIGs0Gl0Y9/HxMdt5yDE0btwYN27cQEVFBZydnWvdlzd1EhEREQG6nnFXV1eJKyF7ILaqaDSau+7LQE5ERER0G7apkCkY833EQE5EREREJCEGciIiIiIy2KxZs9C5c2fd49GjR2PIkCH1OuaBAwcgk8nMMt2mX79+mDx5cq37yGQybNu2zeTnNhQDOREREZGdOHLkCBQKBQYNGmSxcy5fvhzr1683+3lCQ0Mhk8mqfC1YsABA/UJ9SkoKBgwYYOKKDedwU1aIiIiI7NWaNWvw2muvYc2aNbhx4wYCAwPNfk5PT0+zn0M0Z84cjBs3Tm+bKUZh+vv71/sY9cEVciIiIiI7UFBQgI0bN2L8+PEYNGhQlVVrcQV5586d6NixI1QqFXr27IlTp07p9lm/fj28vLywbds2tGrVCiqVCpGRkUhOTq7xvHe2rGi1WsyfPx/NmjWDWq1Gp06dsHnzZr3X7Nq1C61bt4ZarUZ4eDiuXr1q0Ht0d3eHv7+/3pebmxuuXr2K8PBwAEDDhg0hk8kwevRovZreeusteHt7w9/fH7NmzdI77p0tK9euXcOIESPg7e0NNzc3dOvWDX/88QcA4OTJkwgPD4e7uzs8PDzQtWtXHDt2zKD6a8JATkRERFQDQRBQVFZh8S9BEIyu9dtvv0WbNm1wzz334Pnnn8fatWurPc6bb76JxYsX4+jRo2jcuDEGDx6sG/kIAEVFRZg7dy4+//xzHDp0CDk5OXj22WcNrmP+/Pn4/PPPsWrVKpw+fRpTpkzB888/j4MHDwKo/HDGp556CoMHD0ZCQgLGjh2LadOmGf1+bxcUFIQtW7YAAM6fP4+UlBQsX75c9/xnn30GNzc3/PHHH1i0aBHmzJmDvXv3VnusgoIC9O3bF9evX8f27dtx8uRJvPXWW9BqtQCA5557Dk2bNsXRo0cRHx+PadOm3XXO+N2wZYWIiIioBsXlGrSb+ZPFz3tmTiRcXYyLaWvWrMHzzz8PAHj00UeRm5uLgwcPol+/fnr7xcbGon///gAqg2rTpk2xdetWDBs2DEDlPPYVK1agR48eun3atm2LP//8E927d6+1htLSUsybNw8///wzwsLCAADNmzfHb7/9hk8++QR9+/bFxx9/jBYtWmDx4sUAgHvuuQd///03Fi5ceNf3+Pbbb2PGjBl623788Uc8+OCD8Pb2BgD4+vrCy8tLb5+OHTsiNjYWANCqVSusWLECcXFxuutwu6+//ho3b97E0aNHdcds2bKl7vmkpCS8+eabaNOmje549cVATkRERGTjzp8/jz///BNbt24FADg5OWH48OFYs2ZNlUAuBmUA8Pb2xj333IOzZ8/qtjk5OeH+++/XPW7Tpg28vLxw9uzZuwbyS5cuoaioqErQLSsrQ5cuXQAAZ8+e1YX96mqqzZtvvqnXigIATZo0uevrOnbsqPc4ICAA6enp1e6bkJCALl266ML4nWJiYjB27Fh88cUXiIiIwDPPPIMWLVoYVH9NJA3kv/zyCz744APEx8cjJSUFW7duvevYnAMHDiAmJganT59GUFAQZsyYUeV/GCIiotsVl1VAIZcjv6Qc7ipnVGi1Rq8+kmNSOytwZk6kJOc1xpo1a1BRUaF3E6cgCFAqlVixYoXFbrwsKCgAAOzcubNKUFYqlfU+fqNGjfRWqw11Z0uJTCbTtaDcSa1W13qsWbNmYeTIkdi5cyd+/PFHxMbG4ptvvsGTTz5pdF0iSXvICwsL0alTJ6xcudKg/a9cuYJBgwYhPDwcCQkJmDx5MsaOHYuffrL8n5KIiMg2lJZrsOrgZXSbuxdd//Mzus3di08OXkZp+d0/zppIJpPB1cXJ4l/GfMpjRUUFPv/8cyxevBgJCQm6r5MnTyIwMBAbNmzQ2//333/X/ffs7GxcuHABbdu21Tve7Tcpnj9/Hjk5OXr71KRdu3ZQKpVISkpCy5Yt9b6CgoIAQNf+UlNNdWXMR9XXpmPHjkhISEBWVlaN+7Ru3RpTpkzBnj178NRTT2HdunX1OqekywMDBgwwaubjqlWr0KxZM13PUdu2bfHbb79h6dKliIy0/G+vRERk3YrLKrDq4GUsj7uo25ZXXKF7/Erf5lwpJ5u3Y8cOZGdn46WXXqqyEv70009jzZo1ePXVV3Xb5syZAx8fH/j5+eHdd99Fo0aN9DoUnJ2d8dprr+G///0vnJycEB0djZ49e961XQWonIIydepUTJkyBVqtFg888AByc3Nx6NAheHh4ICoqCq+++ioWL16MN998E2PHjkV8fLzBc8zz8/ORmpqqt83V1RUeHh4ICQmBTCbDjh07MHDgQKjVajRo0MCg495uxIgRmDdvHoYMGYL58+cjICAAJ06cQGBgIDp37ow333wTQ4cORbNmzXDt2jUcPXoUTz/9tNHnuZ1NTVk5cuQIIiIi9LZFRkbiyJEjNb6mtLQUeXl5el9EROQYFHI51h2+Uu1z6w5fgZPcpv4ZJKrWmjVrEBERUW1bytNPP41jx47hr7/+0m1bsGABJk2ahK5duyI1NRU//PCDbnUZqAy4b7/9NkaOHInevXujQYMG2Lhxo8H1vP/++3jvvfcwf/58tG3bFo8++ih27tyJZs2aAQCCg4OxZcsWbNu2DZ06dcKqVaswb948g449c+ZMBAQE6H299dZbACp7yWfPno1p06bBz88P0dHRBtd8OxcXF+zZswe+vr4YOHAgOnTogAULFkChUEChUCAzMxOjRo1C69atMWzYMAwYMACzZ8+u07lEMqEuc3XMQCaT3bWHvHXr1hgzZgymT5+u27Zr1y4MGjQIRUVF1fb8zJo1q9qLlJubCw8PD5PUTkRE1imzoBRd//Nzjc/Hz4iAT4P697WS+eXl5cHT09Os/36XlJTgypUraNasGVQqlVnOIaUDBw4gPDwc2dnZVaaQiNavX4/Jkyeb5SPsHY0x3092vzQwffp05Obm6r5qG2xPRET2xV3lDA919S0pHmonuKvqNzuYiMgUbCqQ+/v7Iy0tTW9bWloaPDw8arwjVqlUwsPDQ++LiIgcg0arxZhezap9bkyvZqioYcoCEZEl2VQgDwsLQ1xcnN62vXv3Gjy7koiIHIvaxQnj+7XAaw+11K2Ue6idMOnhVpjQrwVv6CSH0q9fPwiCUGO7CgCMHj2a7SoSkPQnUUFBAS5duqR7fOXKFSQkJMDb2xvBwcGYPn06rl+/js8//xwA8Oqrr2LFihV466238OKLL2Lfvn349ttvsXPnTqneAhERWbnc4nJ0aOKJ36c/jKzCMjR2V0KjFaA0cs4zEZG5SBrIjx07hvDwcN3jmJgYAEBUVBTWr1+PlJQUJCUl6Z5v1qwZdu7ciSlTpmD58uVo2rQpPv30U448JCKiGl2+WYiXv4iHt5sLGjdQYnJEKwzoECB1WWTFrGTeBdk4Y76PJA3k4p9OalLdTMp+/frhxIkTZqyKiIjsSXJWEQAgq7AMWYVl+OdmgcQVkbUSP82xpsltRMYoKysDACgUd/9rHJvniIjIriVmFQIAZDJAEIDEzCKJKyJrpVAo4OXlhfT0dACV87iN+cRMIpFWq8XNmzfh6uoKJ6e7x20GciIismtJWcUAgHsDPXDqeh6SshjIqWb+/v4AoAvlRHUll8sRHBxs0C91DORERGTXxAD+QMvGOHU9T9fCQlQdmUyGgIAA+Pr6ory8XOpyyIa5uLhAbuCnATOQExGRXUvKrGxZebBVI6w6+A9S8kpQWqGB0olTVqhm4sekE1mCTc0hJyIiMkZeSTmyiypXOTsFecHNRQFBAK5lF0tcGRHRvxjIiYjIbiXduoHTx80FDZROCPJ2rdzOthUisiIM5EREZLfEfvFgn8ogHnLrP5M4aYWIrAgDORER2S1xJTz41sp4MFfIicgKMZATEZHdSqwhkHMWORFZEwZyIiKyW8l3BnIfN73tRETWgIGciIjsVm0tK4IgSFYXEdHtGMiJiMguVWi0uH5rvGHIrZXxJl5qyGVAcbkGNwtKpSyPiEiHgZyIiOxSSm4JKrQCXJzk8HVXAgBcnOQI8FQDYNsKEVkPBnIiIrJLYrtKUEM15HKZbjsnrRCRtWEgJyIiuyROUhHbVUTiLHJOWiEia8FATkREdunOGzpF/LROIrI2DORERGSXxB7xoDsCuRjQ2UNORNaCgZyIiOxSYlYhACDkjkDOlhUisjYM5EREZJeSbgXuYJ/qV8jT80tRXKaxeF1ERHdiICciIruTU1SGvJIKAEBQQ/1A7ql2hrvKCQBwLZur5EQkPQZyIiKyO+INm77uSqhdFHrPyWQytq0QkVVhICciIrtT04QVEWeRE5E1YSAnIiK7I6581xTIOfqQiKwJAzkREdkdcaThnTd0ikK8Kz8siIGciKwBAzkREdkdtqwQkS1hICciIrtzt5aV2wO5VitYrC4iouowkBMRkV0pq9AiJbcYQM0tK4FeKijkMpRVaJGeX2rJ8oiIqmAgJyIiu3IjpxhaAVA7K9C4gbLafZwUcjTxUgNg2woRSY+BnIiI7Eribf3jMpmsxv3+nUVeaJG6iIhqwkBORER2RVzxDqqhf1wkPp/MFXIikhgDORER2ZXku0xYEXHSChFZCwZyIiKyK2ILSkgNN3SKQm4F8kQGciKSGAM5ERHZlaSsWxNW2LJCRDaCgZyIiOyGIAhIurVCfrcecnEkYkZBGQpLK8xeGxFRTRjIiYjIbmQVlqGwTAOZDGjaUF3rvh4qZzR0dQbAPnIikhYDORER2Q0xWPt7qKByVtx1f97YSUTWgIGciIjshqEjD0XsIycia8BATkREdiMpszJYhxgYyP/9cCAGciKSDgM5ERHZjSQDZ5CL2LJCRNaAgZyIiOyGOFM8+C4zyEVBDOREZAUYyImIyG4Y+imdohAfNwDAtewiaLSC2eoiIqoNAzkREdmFknINUvNKABgeyP09VHBWyFCuEXSvJSKyNAZyIiKyC9eyiyEIQAOlE7zdXAx6jUIuQ1BD8cbOQnOWR0RUIwZyIiKyC8m3jTyUyWQGv46jD4lIagzkRERkF/6dsFL7J3TeiZNWiEhqDORERGQXxFni4o2ahuIsciKSGgM5ERHZBWM/pVPElhUikhoDORER2YWkrMqbMg2dsCJiywoRSY2BnIiIbJ4gCLpAHVLHQJ5dVI68knKT10ZEdDcM5EREZPNuFpSipFwLuQwI9DLupk43pRMaNagck5jEPnIikgADORER2TwxSAd4quHiZPw/bewjJyIpMZATEZHN07Wr+BjXriIS21wSGciJSAIM5EREZPP+nUFet0DOGzuJSEoM5EREZPPElhVjRx6KxNexh5yIpMBATkRENq/eLSu3PkyIK+REJAUGciIisnmmalm5nlOMCo3WZHURERlC8kC+cuVKhIaGQqVSoUePHvjzzz9r3X/ZsmW45557oFarERQUhClTpqCkpMRC1RIRkbUpLtMgPb8UQN0Dua+7Ei5Ocmi0Am7k8N8UIrIsSQP5xo0bERMTg9jYWBw/fhydOnVCZGQk0tPTq93/66+/xrRp0xAbG4uzZ89izZo12LhxI9555x0LV05ERNYiObtyddxD5QQvV5c6HUMul/HGTiKSjKSBfMmSJRg3bhzGjBmDdu3aYdWqVXB1dcXatWur3f/w4cPo3bs3Ro4cidDQUDzyyCMYMWLEXVfViYjIfok3YgbXsX9cxEBORFKRLJCXlZUhPj4eERER/xYjlyMiIgJHjhyp9jW9evVCfHy8LoBfvnwZu3btwsCBA2s8T2lpKfLy8vS+iIjIfoizw0O83ep1nGDdLPLCetdERGQMJ6lOnJGRAY1GAz8/P73tfn5+OHfuXLWvGTlyJDIyMvDAAw9AEARUVFTg1VdfrbVlZf78+Zg9e7ZJayciIushfrpmXUceioL5aZ1EJBHJb+o0xoEDBzBv3jx89NFHOH78OL777jvs3LkT77//fo2vmT59OnJzc3VfycnJFqyYiIjMLTGzckW7rjd0itiyQkRSkWyFvFGjRlAoFEhLS9PbnpaWBn9//2pf89577+GFF17A2LFjAQAdOnRAYWEhXn75Zbz77ruQy6v+fqFUKqFUKk3/BoiIyCrUdwa5SHx9YmYRBEGATCard21ERIaQbIXcxcUFXbt2RVxcnG6bVqtFXFwcwsLCqn1NUVFRldCtUCgAAIIgmK9YIiKySlqtgOTsYgD1XyFv2rDy9fklFcgtLq93bUREhpJshRwAYmJiEBUVhW7duqF79+5YtmwZCgsLMWbMGADAqFGj0KRJE8yfPx8AMHjwYCxZsgRdunRBjx49cOnSJbz33nsYPHiwLpgTEZHjSMsvQVmFFk5yGQI8VfU6ltpFAV93JdLzS5GUVVTnEYpERMaSNJAPHz4cN2/exMyZM5GamorOnTtj9+7duhs9k5KS9FbEZ8yYAZlMhhkzZuD69eto3LgxBg8ejLlz50r1FoiISELiyMMmDdVwUtT/j74hPq5Izy9FYmYROjb1qvfxiIgMIWkgB4Do6GhER0dX+9yBAwf0Hjs5OSE2NhaxsbEWqIyIiKyd2D9e33YVUZC3K45ezeaNnURkUTY1ZYWIiOh2SSYaeSji6EMikgIDORER2SzdhBUTBfLbJ60QEVkKAzkREdksU7escBY5EUmBgZyIiGyWeFOnqVpWxOOk5BajrEJrkmMSEd0NAzkREdmkgtIKZBaWAQCC6/mhQKLGDZRQOyugFYDrOcUmOSYR0d0wkBMRkU0Sb7xs6OoMD5WzSY4pk8nYtkJEFsdATkRENkm88TLYx82kxxVX25MyC016XCKimjCQExGRTUo28Q2dIq6QE5GlMZATEZFNSsyqXMEO9lab9LgM5ERkaQzkRERkk5KyKm+6DPE2T8sKZ5ETkaUwkBMRkU1KNvGndIpu/7ROQRBMemwiouowkBMRkc3RaAVcyxZv6jRtIG/aUA2ZDCgs0yDr1lhFIiJzYiAnIiKbk5JbjHKNABeFHP4eKpMeW+mkQMCtYyayj5yILICBnIiIbI54w2XThmoo5DKTHz/otrYVIiJzYyAnIiKbk5Rpnv5xkW7SCm/sJCILYCAnIiKbI66Qh5i4f1wkHpctK0RkCQzkRERkc5LM9KFAoiDOIiciC2IgJyIim5NkppGHIrasEJElMZATEZHNMX/LSuWHDaXmlaCkXGOWcxARiRjIiYjIpuQWlyOnqBwAENTQPIG8oaszGiidAADXsovNcg4iIhEDORER2RRxFGGjBi5wuxWaTU0mk93WR15olnMQEYkYyImIyKaY+4ZOUQj7yInIQhjIiYjIpiRmWiaQB/uIK+RsWSEi82IgJyIim6JbIb9146W5BLNlhYgshIGciIhsSrKFWlaCOYuciCyEgZyIiGxK4q0Va0sGckEQzHouInJsRt+eXlpaij/++AOJiYkoKipC48aN0aVLFzRr1swc9REREemUa7S4kVMCwHwzyEVNGqohlwEl5VrczC+Fr4fKrOcjIsdlcCA/dOgQli9fjh9++AHl5eXw9PSEWq1GVlYWSktL0bx5c7z88st49dVX4e7ubs6aiYjIQaXklECjFaB0kqNxA6VZz+WskCPQS41r2cVIyipiICciszGoZeXxxx/H8OHDERoaij179iA/Px+ZmZm4du0aioqKcPHiRcyYMQNxcXFo3bo19u7da+66iYjIAYntKkHerpDLZWY/H/vIicgSDFohHzRoELZs2QJnZ+dqn2/evDmaN2+OqKgonDlzBikpKSYtkoiICPg3GIeYuX9cFOLjisP/ZOpGLRIRmYNBgfyVV14x+IDt2rVDu3bt6lwQERFRTcRAHmShQC6eJ5kr5ERkRkbf1CkIAuLj43H16lXIZDI0a9YMXbp0gUxm/j8dEhGRY0uy0IcCidiyQkSWYFQg379/P1566SUkJibqRkCJoXzt2rXo06ePWYokIiICbmtZMfOEFVGId+WHDyUykBORGRk8h/zSpUt47LHHEBoaiu+++w5nz57FmTNnsGnTJjRt2hQDBw7E5cuXzVkrERE5MEEQJFshv5lfiuIyjUXOSUSOx+AV8mXLlqFnz56Ii4vT296mTRs8+eSTiIiIwNKlS/F///d/Ji+SiIgop6gc+aUVACzXQ+7p6gwPlRPySiqQlFWEe/w51peITM/gFfIDBw5g8uTJ1T4nk8kwefJk7N+/31R1ERER6RHbVfw8lFA5Kyx23hAfN73zExGZmsGBPCkpCR06dKjx+fbt2yMxMdEkRREREd1J7OO2VLuKiDd2EpG5GRzICwoK4Opa8w9BV1dXFBXxhxUREZlHsi6Qu1n0vMG3biBNyiy06HmJyHEYNWXlzJkzSE1Nrfa5jIwMkxRERERUHUvf0CniCjkRmZtRgfzhhx/WjTu8nUwmgyAInEVORERmk5hVuUId7KO26HkZyInI3AwO5FeuXDFnHURERLVKzioGIEHLivhpndnF0GoFyOVcfCIi0zI4kIeEhJizDiIiohqVVWhxI1cM5JZtWQnwVMFJLkNZhRZp+SUI8LTsCj0R2T+DA/lff/1l0H4dO3asczFERETVuZZdBEEAXF0UaNTAxaLndlLI0aShGomZRUjKLGIgJyKTMziQd+7cWdcrXhOZTAaNhp9kRkREppV028hDKe5XCvZ2RWJmERKzitCjuY/Fz09E9o095EREZPXEkYeW+oTOO+n6yHljJxGZAXvIiYjI6iVKNPJQxEkrRGROBn8wEBERkVTEIBziI00gF88r/mJARGRKDORERGT1kiRuWQliywoRmREDORERWTVBEPRu6pSCeN7MwjIUlFZIUgMR2S8GciIismqZhWUoKtNAJgOaNpRm5KC7yhnebpXjFpPYtkJEJlbvQH7w4EHs2rUL2dnZpqiHiIhIj9i3HeChgtJJIVkdQbyxk4jMxOBAvnDhQrz33nu6x4Ig4NFHH0V4eDgee+wxtG3bFqdPnzZLkURE5LikHnko+nfSSqGkdRCR/TE4kG/cuBHt27fXPd68eTN++eUX/Prrr8jIyEC3bt0we/ZssxRJRESOS+oJK6IQrpATkZkYHMivXLmCjh076h7v2rULQ4cORe/eveHt7Y0ZM2bgyJEjZimSiIgcl9QzyEX/rpAXS1oHEdkfgwN5RUUFlEql7vGRI0fQq1cv3ePAwEBkZGSYtjoiInJ4YstKsI+bpHUE31qhT8pkywoRmZbBgbxFixb45ZdfAABJSUm4cOEC+vTpo3v+2rVr8PHxMX2FRETk0KQeeSgSz38tuxgarSBpLURkXwwO5BMnTkR0dDReeuklDBgwAGFhYWjXrp3u+X379qFLly5GF7By5UqEhoZCpVKhR48e+PPPP2vdPycnBxMnTkRAQACUSiVat26NXbt2GX1eIiKyfiXlGqTmlQCQPpD7eajgopCjQisgJZdtK0RkOgYH8nHjxuG///0vsrKy0KdPH2zZskXv+Rs3buDFF1806uQbN25ETEwMYmNjcfz4cXTq1AmRkZFIT0+vdv+ysjL0798fV69exebNm3H+/HmsXr0aTZo0Meq8RERkG65lV66Ouyud0NDVWdJaFHIZmnpXzkHnLHIiMiUnY3Z+8cUXawzdH330kdEnX7JkCcaNG4cxY8YAAFatWoWdO3di7dq1mDZtWpX9165di6ysLBw+fBjOzpU/mENDQ40+LxER2Yak20YeymQyiaupXKW/fLMQSVlF6HX33YmIDGJUIAeA69evY8uWLbhw4QIA4J577sFTTz1l9Cp1WVkZ4uPjMX36dN02uVyOiIiIGqe1bN++HWFhYZg4cSK+//57NG7cGCNHjsTbb78NhaL6D4soLS1FaWmp7nFeXp5RdRIRkXSsZcKKKJijD4nIDIwK5B999BFiYmJQVlYGDw8PAJUB980338SSJUswYcIEg4+VkZEBjUYDPz8/ve1+fn44d+5cta+5fPky9u3bh+eeew67du3CpUuXMGHCBJSXlyM2Nrba18yfP5/z0YmIbJS1zCAXiYE8kYGciEzI4B7ynTt34vXXX0d0dDSuX7+OnJwc5OTk4Pr165gwYQImTZpk9psrtVotfH198b///Q9du3bF8OHD8e6772LVqlU1vmb69OnIzc3VfSUnJ5u1RiIiMh2xV1vqT+kUiYE8mYGciEzI4BXyDz74ANOmTcN//vMfve0BAQFYsmQJXF1dsWjRIgwcONCg4zVq1AgKhQJpaWl629PS0uDv71/tawICAuDs7KzXntK2bVukpqairKwMLi4uVV6jVCr15qcTEZHtsJaRhyLdLHIGciIyIYNXyI8fP44XXnihxudfeOEFHD9+3OATu7i4oGvXroiLi9Nt02q1iIuLQ1hYWLWv6d27Ny5dugStVqvbduHCBQQEBFQbxomIyHYJgmC1LSs5ReXILS6XuBoishcGB3KNRqObbFIdZ2dnaDQao04eExOD1atX47PPPsPZs2cxfvx4FBYW6qaujBo1Su+mz/HjxyMrKwuTJk3ChQsXsHPnTsybNw8TJ0406rxERGT90vNLUVqhhVwGBHqppS4HAODq4oRGDSr/6sq2FSIyFYNbVu699158//33mDJlSrXPb9u2Dffee69RJx8+fDhu3ryJmTNnIjU1FZ07d8bu3bt1N3omJSVBLv/3d4agoCD89NNPmDJlCjp27IgmTZpg0qRJePvtt406LxERWT9xdTzQSw1nhcHrR2YX7K1GRkEpEjOL0L6Jp9TlEJEdMDiQT5w4EePHj4dSqcTLL78MJ6fKl1ZUVOCTTz7BjBkz6jSLPDo6GtHR0dU+d+DAgSrbwsLC8Pvvvxt9HiIisi3iDZ3W0q4iCvFxw/GkHPaRE5HJGBzIo6Ki8PfffyM6OhrTp09HixYtIAgCLl++jIKCArz++usYPXq0GUslIiJHkmhlN3SKgjiLnIhMzKg55B9++CGGDh2KDRs24OLFiwCAvn374tlnn0XPnj3NUiARETmmZF0gd5O4En0hukBeKHElRGQvjP6kzp49ezJ8ExGR2VnbyEMRRx8SkakZfJdMSEgIxowZg88//5wfrkNERGaXmGmlgfxWPTdySlCu0d5lbyKiuzM4kI8ZMwZXrlzBK6+8gtDQULRs2RLjxo3Dhg0bkJqaas4aiYjIwRSVVSCjoBTAvyvS1sLXXQmlkxwarYAbOcVSl0NEdsDglpVZs2YBAEpLS3Ho0CEcPHgQBw4cwBdffIHy8nK0bt0aDz30EFauXGmuWomIyEEkZ1UGXU+1MzzVNX8GhhRkMhmCvV1xMb0ASVlFCPGxrh53IrI9Rg92VSqVeOihhzB79mwcPHgQKSkpmD59Om7cuIFVq1aZo0YiInIwiZmVN0xaW7uKKJiTVojIhIy+qbOsrAxHjhzBgQMHcODAAfzxxx9o0qQJhg4dir59+5qjRiIicjC6GzqtrF1FpLuxM5OBnIjqz+BAPmfOHF0ADwkJQZ8+ffDyyy/jq6++QmBgoDlrJCIiB2OtE1ZEXCEnIlMyqoc8ODgYixcvxjPPPAMfHx9z1kVERA6MgZyIHInBPeQ//vgjnn32Waxfvx6BgYHo0KEDXnvtNWzevBk3b940Z41ERORgxKAbYqWBPOS2lhVBECSuhohsncGBPDIyEgsWLMDvv/+OjIwMLFy4EK6urli0aBGaNm2Ke++9F9HR0easlYiIHIBGK+DarSkrQVYayJs2rKwrv7QCOUXlEldDRLbO6CkrAODu7o6BAwdi3rx5WL58OWJiYnDt2jV8/PHHpq6PiIgcTFpeCco0WjjJZQjwVEldTrVUzgr4eSgBsG2FiOrPqCkrWq0Wx44dw/79+3HgwAEcOnQIhYWFaNq0KZ588kmEh4ebq04iInIQYsBt2lANJ0Wd1o0sIsTbDWl5pUjMKkKnIC+pyyEiG2ZwIB8wYAAOHz6M/Px8BAYGIjw8HEuXLkV4eDiaN29uzhqJiMiBiKMErbVdRRTk7Yo/r2YhmSvkRFRPBgdyLy8vfPDBBwgPD0erVq3MWRMRETkwa5+wIhLrEz/EiIiorgwO5Bs2bDBnHURERABum7BipR8KJNJNWuEKORHVk/U25xERkUNKtJEVcrGlJvnWRBgiorpiICciIquSrAvkbhJXUjtxhfxGbjFKKzQSV0NEtoyBnIiIrEZ+STmyCssAAEHeaomrqZ2PmwtcXRQQBOB6NlfJiajuGMiJiMhqiP3Y3m4ucFc5S1xN7WQyma6thn3kRFQfdQrk//zzD2bMmIERI0YgPT0dAPDjjz/i9OnTJi2OiIgcS7KN9I+LGMiJyBSMDuQHDx5Ehw4d8Mcff+C7775DQUEBAODkyZOIjY01eYFEROQ4EjNtNJBnMpATUd0ZHcinTZuG//znP9i7dy9cXFx02x966CH8/vvvJi2OiIgci63MIBcFc/QhEZmA0YH877//xpNPPlllu6+vLzIyMkxSFBEROSZdILfyGeQitqwQkSkYHci9vLyQkpJSZfuJEyfQpEkTkxRFRESOyeZWyG8L5IIgSFwNEdkqowP5s88+i7fffhupqamQyWTQarU4dOgQpk6dilGjRpmjRiIicgAVGq1ufKCtBPImDdWQyYCiMg0yb41rJCIyltGBfN68eWjTpg2CgoJQUFCAdu3aoU+fPujVqxdmzJhhjhqJiMgBpOSWoEIrwEUhh7+HSupyDKJ0UiDQs3JeeiJv7CSiOnIy9gUuLi5YvXo13nvvPZw6dQoFBQXo0qULWrVqZY76iIjIQYjtKk291ZDLZRJXY7ggbzWu5xQjOasIXUMaSl0OEdkgowO5KDg4GMHBwaashYiIHJit9Y+Lgr1d8fvlLK6QE1GdGR3IX3zxxVqfX7t2bZ2LISIixyUG8hAbC+QhPm4AOGmFiOrO6ECenZ2t97i8vBynTp1CTk4OHnroIZMVRkREjkX8cJ0gGwvkYr3JDOREVEdGB/KtW7dW2abVajF+/Hi0aNHCJEUREZHj0a2Q31pxthXiin5iVqHElRCRrTJ6ykq1B5HLERMTg6VLl5ricERE5IBsuYccANLySlFSrpG4GiKyRSYJ5ADwzz//oKKiwlSHIyIiB5JbVI7c4nIAlVNLbImXqzPclZV/cL6WzbYVIjKe0S0rMTExeo8FQUBKSgp27tyJqKgokxVGRESOQ1wdb+yuhKtLnQeASUImkyHYxxWnb+QhMbMILX3dpS6JiGyM0T/1Tpw4ofdYLpejcePGWLx48V0nsBAREVVH7L+2tXYVUbB3ZSDnpBUiqgujA/n+/fvNUQcRETkwW+0fF4l1M5ATUV2YrIeciIiorpJtPZD73Ark/HAgIqoDo1fIu3TpApnMsI80Pn78uNEFERGR4xE/5dJmAzlXyImoHowO5I8++ig++ugjtGvXDmFhYQCA33//HadPn8b48eOhVtvW3fFERCQ9XcuKj+0HckEQDF64IiIC6hDIb968iddffx3vv/++3vbY2FgkJydj7dq1JiuOiIjsX7lGixs5xQD+/ZAdWxPopYZCLkNphRbp+aXw81BJXRIR2RCje8g3bdqEUaNGVdn+/PPPY8uWLSYpioiIHMf17GJoBUDpJEdjd6XU5dSJs0KOQK/KEM62FSIyltGBXK1W49ChQ1W2Hzp0CCoVVwSIiMg4t09YseVWD13bCm/sJCIjGd2yMnnyZIwfPx7Hjx9H9+7dAQB//PEH1q5di/fee8/kBRIRkX0TA3mIjfaPi4K93XAImUjkCjkRGcnoQD5t2jQ0b94cy5cvx5dffgkAaNu2LdatW4dhw4aZvEAiIrJvYiAPstH+cZG4Qp7MQE5ERqrT5xMPGzaM4ZuIiEwiycZHHorE+hMzCyWuhIhsDT8YiIiIJGUvLSti/UlZxRJXQkS2xqAVcm9vb1y4cAGNGjVCw4YNa73pJisry2TFERGRfRMEQe+mTlsmttxkFJSiqKwCri51+iM0ETkgg35aLF26FO7u7gCAZcuWmbMeIiJyINlF5SgorQAANG1o24HcU+0ML1dn5BSVIymrCG38PaQuiYhshEGBPCoqqtr/TkREVB9iv7W/hwoqZ4XE1dRfsLcrcopykZTJQE5EhqvT39O0Wi0uXbqE9PR0aLVavef69OljksKIiMj+2Uu7iijI2xV/XcvlhwMRkVGMDuS///47Ro4cicTERAiCoPecTCaDRqMxWXFERGTfxBGBwTZ+Q6coRPxwIAZyIjKC0YH81VdfRbdu3bBz504EBATY9KeqERGRtBLtZOShKJiBnIjqwOhAfvHiRWzevBktW7Y0Rz1ERORA7K1lhYGciOrC6DnkPXr0wKVLl8xRCxERORh7a1kR38e1rGJotMJd9iYiqmR0IH/ttdfwxhtvYP369YiPj8dff/2l91UXK1euRGhoKFQqFXr06IE///zToNd98803kMlkGDJkSJ3OS0RE0imt0CAlrwSA/ayQB3iq4SSXoUyjRdqt90ZEdDdGt6w8/fTTAIAXX3xRt00mk0EQhDrd1Llx40bExMRg1apV6NGjB5YtW4bIyEicP38evr6+Nb7u6tWrmDp1Kh588EFj3wIREVmBa9nFEATA1UUBHzcXqcsxCYVchqYN1biaWYSkrCIEeqmlLomIbIDRK+RXrlyp8nX58mXdfxpryZIlGDduHMaMGYN27dph1apVcHV1xdq1a2t8jUajwXPPPYfZs2ejefPmRp+TiIikd3v/uD0NCAj2cQMAJGWyj5yIDGP0CnlISIjJTl5WVob4+HhMnz5dt00ulyMiIgJHjhyp8XVz5syBr68vXnrpJfz6668mq4eIiCwnyc4mrIiCvStXxXljJxEZyuBA/t///rfa7Z6enmjdujXCwsKMPnlGRgY0Gg38/Pz0tvv5+eHcuXPVvua3337DmjVrkJCQYNA5SktLUVpaqnucl5dndJ1ERGR69jZhRSS+n0QGciIykMGBfOnSpdVuz8nJQW5uLnr16oXt27fD29vbZMXdKT8/Hy+88AJWr16NRo0aGfSa+fPnY/bs2WariYiI6kYM5CF2MmFFFOx9q2WFgZyIDGRwIL9y5UqNz12+fBnPP/88ZsyYgY8++sjgkzdq1AgKhQJpaWl629PS0uDv719l/3/++QdXr17F4MGDddu0Wi0AwMnJCefPn0eLFi30XjN9+nTExMToHufl5SEoKMjgGomIyDzElpUgO10hT2YgJyIDGX1TZ3WaN2+OBQsWYM+ePUa9zsXFBV27dkVcXJxum1arRVxcXLUtMG3atMHff/+NhIQE3dfjjz+O8PBwJCQkVBu0lUolPDw89L6IiEhagiDctkLuJnE1piXOIs8qLEN+SbnE1RCRLTD6ps6aBAcHIzU11ejXxcTEICoqCt26dUP37t2xbNkyFBYWYsyYMQCAUaNGoUmTJpg/fz5UKhXat2+v93ovLy8AqLKdiIis182CUhSXayCTAU3sbDRgA6UTfNxckFlYhqSsItwb6Cl1SURk5UwWyP/+++86TWAZPnw4bt68iZkzZyI1NRWdO3fG7t27dTd6JiUlQS43yUI+ERFZCbGdI9BTDRcn+/sZH+TtiszCMiQzkBORAQwO5DVNJ8nNzUV8fDzeeOMNREVF1amI6OhoREdHV/vcgQMHan3t+vXr63ROIiKSjr1OWBGF+LgiITkHiZxFTkQGMDiQe3l51fjBDTKZDGPHjsW0adNMVhgREdmvRDudQS4S3xcnrRCRIQwO5Pv37692u4eHB1q1aoUGDRqYrCgiIrJvuhVyOxt5KApiICciIxgcyPv27WvOOoiIyIEk23vLCgM5ERnBoDtpkpKSjDro9evX61QMERE5BrtvWbm18n89uxgVGq3E1RCRtTMokN9///145ZVXcPTo0Rr3yc3NxerVq9G+fXts2bLFZAUSEZF9KS7TID2/FID9BnI/dxVcnOSo0ApIyS2RuhwisnIGtaycOXMGc+fORf/+/aFSqdC1a1cEBgZCpVIhOzsbZ86cwenTp3Hfffdh0aJFGDhwoLnrJiIiG3Utu3J13F3lBC9XZ4mrMQ+5XIaghmr8c7MQSVlFdvdppERkWgatkPv4+GDJkiVISUnBihUr0KpVK2RkZODixYsAgOeeew7x8fE4cuQIwzgREdXq9naVmqZ32QNOWiEiQxn1wUBqtRpDhw7F0KFDzVUPERHZOXufQS5iICciQ9nfx6MREZFVs/eRh6JgHzcAQBI/HIiI7oKBnIiILIor5ERE+hjIiYjIohwtkCdmFkpcCRFZOwZyIiKyGK1W0AXyEG83iasxLzGQ55VUILeoXOJqiMiaGRzIX3zxReTn55uzFiIisnPp+aUoq9BCIZchwEsldTlmpXZRoLG7EgDbVoiodgYH8s8++wzFxcXmrIWIiOycGEybeKnhrLD/P9KGiG0rWWxbIaKaGfzTUBAEc9ZBREQOQOyntvf+cRFv7CQiQxg1hzw/Px8qVe1/YvTw8KhXQUREZL+SbwVTR/nkSvF9JjOQE1EtjArkrVu3rvE5QRAgk8mg0WjqXRQREdkn3Q2ddj6DXCS+z0TOIieiWhgVyDdv3gxvb29z1UJERHYu0UFGHorYskJEhjAqkPfu3Ru+vr7mqoWIiOxcsoMG8hs5xSjXaB3iRlYiMh5/MhARkUUUllYgo6AMABDsIC0rjd2VUDnLoRWA69mcVEZE1TM4kIeEhEChUJizFiIismNi24aXqzM8VM4SV2MZMpmMbStEdFcGB/IrV67Ax8fHnLUQEZEdS3KwdhURAzkR3Y3BPeQNGzaETCarst3T0xOtW7fG1KlT0b9/f5MWR0RE9sPR+sdFwd5uABjIiahmBgfypUuXVhvIc3JyEB8fj8ceewybN2/G4MGDTVogERHZB3H0n+MFcjUAIImjD4moBgYH8tGjR9f6fOfOnTF//nwGciIiqpbDtqz4sGWFiGpnsikrjz32GM6dO2eqwxERkZ3RBXIHmbAiur1lRRAEiashImtkskBeWloKFxcXUx2OiIjsiEYr4Fq2Y66QN22ohkwGFJRWILuoXOpyiMgKmSyQr1mzBp07dzbV4YiIyI6k5pWgXCPAWSFDgKda6nIsSuWsgL+HCgCQmFkocTVEZI0M7iGPiYmpdntubi6OHz+OCxcu4JdffjFZYUREZD/EINq0oSsU8qoDAuxdkLcrUnJLkJRVhC7BDaUuh4isjMGB/MSJE9Vu9/DwQP/+/fHdd9+hWbNmJiuMiIjshzjyMMjB2lVEwd6u+PNKlu46EBHdzuBAvn//fnPWQUREdky8oTPEQQO5+L4TOfqQiKphsh5yIiKimjjqDHIRRx8SUW0YyImIyOwcvWVFfN9sWSGi6jCQExGR2elaVhxsBrlIbFlJyStBaYVG4mqIyNowkBMRkVnllZTr5m876gq5t5sL3FwUEATgWnax1OUQkZVhICciIrNKutU/7uPmggZKg2cJ2BWZTKb7ZYR95ER0JwZyIiIyK7FvOthB21VEYrtOEietENEdGMiJiMisErMce8KKKJgr5ERUAwZyIiIyqyQGcgAM5ERUMwZyIiIyqyQHn0EuCvZxA8CWFSKqioGciIjMiivklW5fIRcEQeJqiMiaMJATEZHZVGi0uJ5TOebP0W/qbOKlhlwGFJdrcLOgVOpyiMiKMJATEZHZ3MgpgUYrwMVJDj93ldTlSMrFSY4ATzUAfmInEeljICciIrMR21WCGqohl8skrkZ6vLGTiKrDQE5ERGYjBs+QWzc0OjpxFnkib+wkotswkBMRkdkkZhUC4A2dIn5aJxFVh4GciIjMRuyVDmIgB/DvLybsISei2zGQExGR2ehaVhjIAbBlhYiqx0BORERmIQiCLng6+shDkbhCnp5fiuIyjcTVEJG1YCAnIiKzyC0uR35JBQAgqCEDOQB4qp3hrnICAFzL5io5EVViICciIrMQ21V83ZVQuygkrsY6yGQytq0QURUM5EREZBa6dhX2j+vhLHIiuhMDORERmYUYOBnI9XH0IRHdiYGciIjMIok3dFYrxLvyQ5IYyIlIxEBORERmwRXy6rFlhYjuxEBORERmwUBevds/HEirFSSuhoisgVUE8pUrVyI0NBQqlQo9evTAn3/+WeO+q1evxoMPPoiGDRuiYcOGiIiIqHV/IiKyvLIKLVJyiwGwZeVOgV4qKOQylFZokZ5fKnU5RGQFJA/kGzduRExMDGJjY3H8+HF06tQJkZGRSE9Pr3b/AwcOYMSIEdi/fz+OHDmCoKAgPPLII7h+/bqFKycioppczymGVgDUzgo0bqCUuhyr4qSQo4mXGgDbVoiokuSBfMmSJRg3bhzGjBmDdu3aYdWqVXB1dcXatWur3f+rr77ChAkT0LlzZ7Rp0waffvoptFot4uLiLFw5ERHV5PZ2FZlMJnE11uffWeSFEldCRNZA0kBeVlaG+Ph4RERE6LbJ5XJERETgyJEjBh2jqKgI5eXl8Pb2NleZRERkpKRbQTOI/ePVCrqtj5yIyEnKk2dkZECj0cDPz09vu5+fH86dO2fQMd5++20EBgbqhfrblZaWorT03x69vLy8uhdMREQG4Q2dteOkFSK6neQtK/WxYMECfPPNN9i6dStUKlW1+8yfPx+enp66r6CgIAtXSUTkeMSgGcIbOqsVciuQJzKQExEkDuSNGjWCQqFAWlqa3va0tDT4+/vX+toPP/wQCxYswJ49e9CxY8ca95s+fTpyc3N1X8nJySapnYiIapaYyRXy2rBlhYhuJ2kgd3FxQdeuXfVuyBRv0AwLC6vxdYsWLcL777+P3bt3o1u3brWeQ6lUwsPDQ++LiIjMRxAEXdBkD3n1xFGQGQVlKCytkLgaIpKa5C0rMTExWL16NT777DOcPXsW48ePR2FhIcaMGQMAGDVqFKZPn67bf+HChXjvvfewdu1ahIaGIjU1FampqSgoKJDqLRAR0W2yCstQWKaBTAY0baiWuhyr5KFyRkNXZwDsIyciiW/qBIDhw4fj5s2bmDlzJlJTU9G5c2fs3r1bd6NnUlIS5PJ/f2/4+OOPUVZWhqFDh+odJzY2FrNmzbJk6UREVA2xL9rfQwWVs0LiaqxXsLcrsotykZRVhLYB/OstkSOTPJADQHR0NKKjo6t97sCBA3qPr169av6CiIioztiuYpggb1ecvJbLPnIikr5lhYiI7It4Q2cIA3mt/v1wIAZyIkfHQE5ERCbFGeSG4SxyIhIxkBMRkUnpAjlnkNeKow+JSMRATkREJpXEGeQGCfFxAwAkZxdBoxUkroaIpMRATkREJlNSrkFqXgkABvK78fdQwVkhQ7lG0F0zInJMDORERGQy17KLAQBuLgp4u7lIXI11U8hlaNpQvLGzUOJqiEhKDORERGQySVmVwTLYxw0ymUziaqxfMPvIiQgM5EREZEL/9o/zEzoNwUkrRAQwkBMRkQklZVW2rIg3LFLtOIuciAAGciIiMiGxZYWf0mkYjj4kIoCBnIiITIgfCmQctqwQEcBATkREJiIIgi5YhjCQG0QM5NlF5cgrKZe4GiKSCgM5ERGZxM38UpSUayGXAYFevKnTEG5KJzRqUDkeMol95EQOi4GciIhMQlwdD/BUw8WJ/7wYin3kRMSfmEREZBLipBBxcggZRmzvSWQgJ3JYDORERGQSvKGzbnhjJxExkBMRkUmILRcceWgctqwQEQM5ERGZhNhywZYV44gfosQPByJyXAzkRERkEmxZqRvxel3PKUaFRitxNUQkBQZyIiKqt+IyDW7mlwJgIDeWr7sSLk5yaLQCUnJLpC6HiCTAQE5ERPUmro57qJzg5eoicTW2RS6X6X6JYdsKkWNiICcionrTtauwf7xOOGmFyLExkBMRUb2JQTLE203iSmyTboU8q1DiSohICgzkRERUb0mZlUGSIw/rJpijD4kcGgM5ERHVGyes1A9bVogcGwM5ERHVG2eQ14943RIziyAIgsTVEJGlMZATEVG9aLUCrmUVA+AKeV01bVh53fJLKpBbXC5xNURkaQzkRERUL2n5JSjTaOEklyHAUyV1OTZJ7aKAr7sSANtWiBwRAzkREdWLODu7SUM1nBT8Z6Wubm9bISLHwp+cRERUL7yh0zSCeGMnkcNiICcionoRR/Vx5GH9cPQhkeNiICcionoRWyxCGMjrhS0rRI6LgZyIiOqFLSumwVnkRI6LgZyIiOqFLSumIV6/lNxilFVoJa6GiCyJgZyIiOqsoLQCmYVlAIBgfihQvTRuoITaWQGtAFzPKZa6HCKyIAZyIiKqs6Rb/c4NXZ3hoXKWuBrbJpPJ2LZC5KAYyImIqM7YP25autGHmYUSV0JElsRATkREdZaUVRkcg33cJK7EPoiTVrhCTuRYGMiJiKjO/l0hV0tciX1gywqRY2IgJyKiOvt3BjlXyE0hmLPIiRwSAzkREdUZRx6a1u2f1ikIgsTVEJGlMJATEVGdaLQCrmVXjufjyEPTaNpQDZkMKCzTIOvWOEkisn8M5EREVCc3copRoRXgopDD30MldTl2QemkQMCta5nIPnIih8FATkREdSK2qzRtqIZCLpO4GvsRdFvbChE5BgZyIiKqkyT2j5uFbtIKb+wkchgM5EREVCdiS0UI+8dNSryebFkhchwM5EREVCf8lE7zCOIsciKHw0BORER1wpGH5hHMHnIih8NATkREdaL7UCC2rJhUiE/lhyyl5pWgpFwjcTVEZAkM5EREZLTconLkFpcDAIIaMpCbUkNXZzRQOkEQoJvzTkT2jYGciIiMlpxduTreqIEL3JROEldjX2QyGUcfEjkYBnIiIjKa2K7CGzrNI+TWdU3MLJS4EiKyBAZyIiIyGiesmFewjzhphS0rRI6AgZyIiIyWlFW5cht86wZEMi3dhwNlcYWcyBEwkBMRkdG4Qm5ewZxFTuRQGMiJiMhoDOTmdXsgFwRB4mqIyNwYyImIyCjlGi0aKJ3h7ebCGeRm0qShGnIZ4OrihKzCMqnLISIzs4pAvnLlSoSGhkKlUqFHjx74888/a91/06ZNaNOmDVQqFTp06IBdu3ZZqNKaFZdVoKxCi8yCUpRVaFFUViF1SXfFmi2DNVsGa7aM4rIKCALwvxe64re3w+HOkYdm4ayQY/2Y7vjt7XBoBMGmvj9s7XuayBpI/pN048aNiImJwapVq9CjRw8sW7YMkZGROH/+PHx9favsf/jwYYwYMQLz58/HY489hq+//hpDhgzB8ePH0b59ewneAVBarsGqg5ex7vAV5BVXwEPthDG9mmFCvxZQOiskqeluWLNlsGbLYM2WYYs126rScg2OXs1C9IbjNnOt+f1BVHcyQeLmtB49euD+++/HihUrAABarRZBQUF47bXXMG3atCr7Dx8+HIWFhdixY4duW8+ePdG5c2esWrXqrufLy8uDp6cncnNz4eHhUe/6i8sqsOrgZSyPu1jluUkPt8LoXqEotLIVAjcXJ6w/fJU1mxlrtgzWbBl3q/mVvs3h6iL5Go9dsMd/V0zx/WHqf7+JrImkPz3LysoQHx+P6dOn67bJ5XJERETgyJEj1b7myJEjiImJ0dsWGRmJbdu2Vbt/aWkpSktLdY/z8vLqX/htFHI51h2+Uu1z6w5fwSt9m+PhJYespgfQ280Fv70dzprNjDVbBmu2DENqnhje0sJV2S97/HeF3x9EtZM0kGdkZECj0cDPz09vu5+fH86dO1fta1JTU6vdPzU1tdr958+fj9mzZ5um4Grkl5Qjr7j6lYq84gpkFZahiZcKhaXWsZrRxEuFzIIy1mxmrNkyWLNlGFJzfkk5fBooLVyZfbLHf1f4/UFUO7v/++L06dP1VtTz8vIQFBRksuO7q5zhoXaq9geRh9oJvu4q/PDagyY7nymUVWhZswWwZstgzZZxt5rdVc4SVGWf7PHfFX5/ENVO0ikrjRo1gkKhQFpamt72tLQ0+Pv7V/saf39/o/ZXKpXw8PDQ+zIljVaLMb2aVfvcmF7NUKHVmvR8psCaLYM1WwZrtgxbrNlW2eK1tsWaiayJpIHcxcUFXbt2RVxcnG6bVqtFXFwcwsLCqn1NWFiY3v4AsHfv3hr3Nze1ixMm9GuBSQ+3goe68g8OHmonTHq4FSb0a2GVNzmxZstgzZbBmi3DFmu2VbZ4rW2xZiJrIvmUlY0bNyIqKgqffPIJunfvjmXLluHbb7/FuXPn4Ofnh1GjRqFJkyaYP38+gMqxh3379sWCBQswaNAgfPPNN5g3b57BYw/NdZd2UVkFnORy5JeUw13ljAqt1up/ALFmy2DNlsGaLcMWa7ZVtnitzVkzp6yQPZP8/9nDhw/HzZs3MXPmTKSmpqJz587YvXu37sbNpKQkyOX/LuT36tULX3/9NWbMmIF33nkHrVq1wrZt2ySbQS4Sf+CIN624WMdnLtWKNVsGa7YM1mwZtlizrbLFa22LNRNZA8lXyC2Nv2ETERHZHv77TfaMv7oSEREREUmIgZyIiIiISEIM5EREREREEmIgJyIiIiKSEAM5EREREZGEGMiJiIiIiCTEQE5EREREJCEGciIiIiIiCTGQExERERFJyEnqAixN/GDSvLw8iSshIiIiQ4n/bjvYB4yTg3C4QJ6fnw8ACAoKkrgSIiIiMlZ+fj48PT2lLoPIpGSCg/2qqdVqcePGDbi7u0Mmk5n02Hl5eQgKCkJycjI8PDxMemz6F6+zZfA6Wwavs+XwWluGua6zIAjIz89HYGAg5HJ23JJ9cbgVcrlcjqZNm5r1HB4eHvxhbwG8zpbB62wZvM6Ww2ttGea4zlwZJ3vFXzGJiIiIiCTEQE5EREREJCEGchNSKpWIjY2FUqmUuhS7xutsGbzOlsHrbDm81pbB60xkPIe7qZOIiIiIyJpwhZyIiIiISEIM5EREREREEmIgJyIiIiKSEAM5EREREZGEGMhvM3/+fNx///1wd3eHr68vhgwZgvPnz+vtU1JSgokTJ8LHxwcNGjTA008/jbS0NL19Xn/9dXTt2hVKpRKdO3eucp4DBw7giSeeQEBAANzc3NC5c2d89dVX5nxrVsVS1/l2ly5dgru7O7y8vEz8bqybJa+1IAj48MMP0bp1ayiVSjRp0gRz584111uzKpa8zj/99BN69uwJd3d3NG7cGE8//TSuXr1qpndmXUxxnU+ePIkRI0YgKCgIarUabdu2xfLly6uc68CBA7jvvvugVCrRsmVLrF+/3txvz2pY6jp/99136N+/Pxo3bgwPDw+EhYXhp59+ssh7JLI2DOS3OXjwICZOnIjff/8de/fuRXl5OR555BEUFhbq9pkyZQp++OEHbNq0CQcPHsSNGzfw1FNPVTnWiy++iOHDh1d7nsOHD6Njx47YsmUL/vrrL4wZMwajRo3Cjh07zPberImlrrOovLwcI0aMwIMPPmjy92LtLHmtJ02ahE8//RQffvghzp07h+3bt6N79+5meV/WxlLX+cqVK3jiiSfw0EMPISEhAT/99BMyMjKqPY49MsV1jo+Ph6+vL7788kucPn0a7777LqZPn44VK1bo9rly5QoGDRqE8PBwJCQkYPLkyRg7dqzDhEVLXedffvkF/fv3x65duxAfH4/w8HAMHjwYJ06csOj7JbIKAtUoPT1dACAcPHhQEARByMnJEZydnYVNmzbp9jl79qwAQDhy5EiV18fGxgqdOnUy6FwDBw4UxowZY5K6bY25r/Nbb70lPP/888K6desET09PU5dvU8x1rc+cOSM4OTkJ586dM1vttsRc13nTpk2Ck5OToNFodNu2b98uyGQyoayszPRvxMrV9zqLJkyYIISHh+sev/XWW8K9996rt8/w4cOFyMhIE78D22Cu61yddu3aCbNnzzZN4UQ2hCvktcjNzQUAeHt7A6j8jb+8vBwRERG6fdq0aYPg4GAcOXKk3ucSz+NozHmd9+3bh02bNmHlypWmK9iGmeta//DDD2jevDl27NiBZs2aITQ0FGPHjkVWVpZp34CNMNd17tq1K+RyOdatWweNRoPc3Fx88cUXiIiIgLOzs2nfhA0w1XW+8+fvkSNH9I4BAJGRkfX+OW+rzHWd76TVapGfn++w/xaSY2Mgr4FWq8XkyZPRu3dvtG/fHgCQmpoKFxeXKn3Ifn5+SE1NrfO5vv32Wxw9ehRjxoypT8k2yZzXOTMzE6NHj8b69evh4eFhyrJtkjmv9eXLl5GYmIhNmzbh888/x/r16xEfH4+hQ4ea8i3YBHNe52bNmmHPnj145513oFQq4eXlhWvXruHbb7815VuwCaa6zocPH8bGjRvx8ssv67alpqbCz8+vyjHy8vJQXFxs2jdi5cx5ne/04YcfoqCgAMOGDTNZ/US2wknqAqzVxIkTcerUKfz2229mPc/+/fsxZswYrF69Gvfee69Zz2WNzHmdx40bh5EjR6JPnz4mP7YtMue11mq1KC0txeeff47WrVsDANasWYOuXbvi/PnzuOeee0x+TmtlzuucmpqKcePGISoqCiNGjEB+fj5mzpyJoUOHYu/evZDJZCY/p7UyxXU+deoUnnjiCcTGxuKRRx4xYXX2w1LX+euvv8bs2bPx/fffw9fXt87nIrJVXCGvRnR0NHbs2IH9+/ejadOmuu3+/v4oKytDTk6O3v5paWnw9/c3+jwHDx7E4MGDsXTpUowaNaq+Zdscc1/nffv24cMPP4STkxOcnJzw0ksvITc3F05OTli7dq2p3oZNMPe1DggIgJOTky6MA0Dbtm0BAElJSfUr3oaY+zqvXLkSnp6eWLRoEbp06YI+ffrgyy+/RFxcHP744w9TvQ2rZ4rrfObMGTz88MN4+eWXMWPGDL3n/P39q0zASUtLg4eHB9RqtWnfjBUz93UWffPNNxg7diy+/fbbKq1CRI6Cgfw2giAgOjoaW7duxb59+9CsWTO957t27QpnZ2fExcXptp0/fx5JSUkICwsz6lwHDhzAoEGDsHDhwlr/hGePLHWdjxw5goSEBN3XnDlz4O7ujoSEBDz55JMmez/WzFLXunfv3qioqMA///yj23bhwgUAQEhISD3fhfWz1HUuKiqCXK7/Y1uhUACo/CuFvTPVdT59+jTCw8MRFRVV7WjOsLAwvWMAwN69e43+OW+rLHWdAWDDhg0YM2YMNmzYgEGDBpnnDRHZAinvKLU248ePFzw9PYUDBw4IKSkpuq+ioiLdPq+++qoQHBws7Nu3Tzh27JgQFhYmhIWF6R3n4sWLwokTJ4RXXnlFaN26tXDixAnhxIkTQmlpqSAIgrBv3z7B1dVVmD59ut55MjMzLfp+pWKp63wnR5yyYqlrrdFohPvuu0/o06ePcPz4ceHYsWNCjx49hP79+1v0/UrFUtc5Li5OkMlkwuzZs4ULFy4I8fHxQmRkpBASEqJ3Lntliuv8999/C40bNxaef/55vWOkp6fr9rl8+bLg6uoqvPnmm8LZs2eFlStXCgqFQti9e7dF369ULHWdv/rqK8HJyUlYuXKl3j45OTkWfb9E1oCB/DYAqv1at26dbp/i4mJhwoQJQsOGDQVXV1fhySefFFJSUvSO07dv32qPc+XKFUEQBCEqKqra5/v27Wu5NyshS13nOzliILfktb5+/brw1FNPCQ0aNBD8/PyE0aNHO8wvmZa8zhs2bBC6dOkiuLm5CY0bNxYef/xx4ezZsxZ6p9IyxXWOjY2t9hghISF659q/f7/QuXNnwcXFRWjevLneOeydpa5zTd/vUVFRlnuzRFZCJgiCULe1dSIiIiIiqi/2kBMRERERSYiBnIiIiIhIQgzkREREREQSYiAnIiIiIpIQAzkRERERkYQYyImIiIiIJMRATkREREQkIQZyIqqz0NBQLFu2rNZ9ZDIZtm3bBgC4evUqZDIZEhISzFrXrFmz0LlzZ7Oeg4iIyFQYyIkc1OjRoyGTySCTyeDi4oKWLVtizpw5qKioMNs5g4KCkJKSgvbt25vsmLcHftHUqVMRFxdnsnPcKSMjA/7+/pg3b16V54YNG4aePXtCo9GY7fxERGRfnKQugIik8+ijj2LdunUoLS3Frl27MHHiRDg7O2P69OlmOZ9CoYC/v79Zjn27Bg0aoEGDBmY7fqNGjfC///0PzzzzDAYPHowOHToAADZt2oQdO3bgxIkTUCgUJj2nRqOBTCaDXM51FCIie8Of7EQOTKlUwt/fHyEhIRg/fjwiIiKwfft2AEC/fv0wefJkvf2HDBmC0aNH623Lz8/HiBEj4ObmhiZNmmDlypU1nq+6lpXTp0/jscceg4eHB9zd3fHggw/in3/+AQAcPXoU/fv3R6NGjeDp6Ym+ffvi+PHjuteGhoYCAJ588knIZDLd4ztbVrRaLebMmYOmTZtCqVSic+fO2L17d5W6vvvuO4SHh8PV1RWdOnXCkSNHanwvjz/+OEaOHImoqCiUl5fj5s2bmDhxIhYsWIB77rkH33//Pe677z6oVCo0b94cs2fP1vvrw5IlS9ChQwe4ubkhKCgIEyZMQEFBge759evXw8vLC9u3b0e7du2gVCqRlJRUYz1ERGS7GMiJSEetVqOsrMyo13zwwQfo1KkTTpw4gWnTpmHSpEnYu3evQa+9fv06+vTpA6VSiX379iE+Ph4vvviiLrjm5+cjKioKv/32G37//Xe0atUKAwcORH5+PoDKwA4A69atQ0pKiu7xnZYvX47Fixfjww8/xF9//YXIyEg8/vjjuHjxot5+7777LqZOnYqEhAS0bt0aI0aMqLWFZ/ny5cjMzMT777+PCRMmoH379njttdfw66+/YtSoUZg0aRLOnDmDTz75BOvXr8fcuXN1r5XL5fjvf/+L06dP47PPPsO+ffvw1ltv6R2/qKgICxcuxKefforTp0/D19fXoOtKREQ2RiAihxQVFSU88cQTgiAIglarFfbu3SsolUph6tSpgiAIQt++fYVJkybpveaJJ54QoqKidI9DQkKERx99VG+f4cOHCwMGDNA9BiBs3bpVEARBuHLligBAOHHihCAIgjB9+nShWbNmQllZmUE1azQawd3dXfjhhx+qPb4oNjZW6NSpk+5xYGCgMHfuXL197r//fmHChAl6dX366ae650+fPi0AEM6ePVtrTXFxcYJCoRA8PDyEq1evCoIgCA8//LAwb948vf2++OILISAgoMbjbNq0SfDx8dE9XrdunQBASEhIqPX8RERk+9hDTuTAduzYgQYNGqC8vBxarRYjR47ErFmzjDpGWFhYlcd3m7wiSkhIwIMPPghnZ+dqn09LS8OMGTNw4MABpKenQ6PRoKioyKjWjby8PNy4cQO9e/fW2967d2+cPHlSb1vHjh11/z0gIAAAkJ6ejjZt2tR4/Iceegg9e/ZE586dERISAgA4efIkDh06pLcirtFoUFJSgqKiIri6uuLnn3/G/Pnzce7cOeTl5aGiokLveQBwcXHRq4mIiOwTAzmRAwsPD8fHH38MFxcXBAYGwsnp3x8JcrkcgiDo7V9eXm7S86vV6lqfj4qKQmZmJpYvX46QkBAolUqEhYUZ3VZjqNt/MZDJZAAq+8/vxsnJSe/aFRQUYPbs2Xjqqaeq7KtSqXD16lU89thjGD9+PObOnQtvb2/89ttveOmll1BWVqYL5Gq1WlcHERHZLwZyIgfm5uaGli1bVvtc48aNkZKSonus0Whw6tQphIeH6+33+++/V3nctm1bg87fsWNHfPbZZygvL692lfzQoUP46KOPMHDgQABAcnIyMjIy9PZxdnaudcSgh4cHAgMDcejQIfTt21fv2N27dzeoTmPdd999OH/+fI3XNj4+HlqtFosXL9ZNTfn222/NUgsREVk/3tRJRNV66KGHsHPnTuzcuRPnzp3D+PHjkZOTU2W/Q4cOYdGiRbhw4QJWrlyJTZs2YdKkSQadIzo6Gnl5eXj22Wdx7NgxXLx4EV988QXOnz8PAGjVqhW++OILnD17Fn/88Qeee+65KqvqoaGhiIuLQ2pqKrKzs6s9z5tvvomFCxdi48aNOH/+PKZNm4aEhASD6zTWzJkz8fnnn2P27Nk4ffo0zp49i2+++QYzZswAALRs2RLl5eX4v//7P1y+fBlffPEFVq1aZZZaiIjI+jGQE1G1XnzxRURFRWHUqFHo27cvmjdvXmV1HADeeOMNHDt2DF26dMF//vMfLFmyBJGRkQadw8fHB/v27UNBQQH69u2Lrl27YvXq1brV8jVr1iA7Oxv33XcfXnjhBbz++utVJo0sXrwYe/fuRVBQELp06VLteV5//XXExMTgjTfeQIcOHbB7925s374drVq1MvKqGCYyMhI7duzAnj17cP/996Nnz55YunSprse8U6dOWLJkCRYuXIj27dvjq6++wvz5881SCxERWT+ZcGeTKBERERERWQxXyImIiIiIJMRATkREREQkIQZyIiIiIiIJMZATEREREUmIgZyIiIiISEIM5EREREREEmIgJyIiIiKSEAM5EREREZGEGMiJiIiIiCTEQE5EREREJCEGciIiIiIiCTGQExERERFJ6P8BmWyj58qtU9oAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": "code",
"execution_count": 35,
"id": "f6dfe4d0",
"metadata": {},
"outputs": [],
"source": [
"wos_collabs = wos_addresses[wos_addresses[\"Country_Type\"]!=\"Other\"][[record_col,\"Country\"]].drop_duplicates()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "b3adb06a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>"
],
"text/plain": [
" Country count percent weight\n",
"0 Germany 2309 0.233492 0.101095\n",
"1 France 1632 0.165032 0.071454\n",
"2 Italy 1260 0.127414 0.055166\n",
"3 Netherlands 1063 0.107493 0.046541\n",
"4 Spain 987 0.099808 0.043214\n",
"5 Sweden 832 0.084134 0.036427\n",
"6 Finland 700 0.070786 0.030648\n",
"7 Denmark 566 0.057235 0.024781\n",
"8 Ireland 552 0.055820 0.024168\n",
"9 Belgium 499 0.050460 0.021848\n",
"10 Poland 486 0.049146 0.021278\n",
"11 Austria 373 0.037719 0.016331\n",
"12 Portugal 365 0.036910 0.015981\n",
"13 Greece 320 0.032359 0.014011\n",
"14 Hungary 181 0.018303 0.007925\n",
"15 Czech Republic 144 0.014562 0.006305\n",
"16 Romania 133 0.013449 0.005823\n",
"17 Slovenia 111 0.011225 0.004860\n",
"18 Slovakia 75 0.007584 0.003284\n",
"19 Lithuania 68 0.006876 0.002977\n",
"20 Estonia 65 0.006573 0.002846\n",
"21 Luxembourg 59 0.005966 0.002583\n",
"22 Croatia 56 0.005663 0.002452\n",
"23 Bulgaria 48 0.004854 0.002102\n",
"24 Cyprus 35 0.003539 0.001532\n",
"25 Latvia 20 0.002022 0.000876\n",
"26 Malta 13 0.001315 0.000569"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"collab_desc = wos_collabs[wos_collabs[\"Country\"]!=\"China\"][\"Country\"].value_counts().reset_index()\n",
"collab_desc[\"percent\"] = collab_desc[\"count\"]/wos_collabs[record_col].nunique()\n",
"collab_desc[\"weight\"] = collab_desc[\"count\"]/wos_collabs[record_col].size\n",
"collab_desc"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "140395ac",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UT (Unique WOS ID)</th>\n",
" <th>Affiliations</th>\n",
" <th>Affiliations_merged</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>WOS:000209536100003</td>\n",
" <td>NATURAL HISTORY MUSEUM LONDON</td>\n",
" <td>NATURAL HISTORY MUSEUM LONDON</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>WOS:000209536100003</td>\n",
" <td>BULGARIAN ACADEMY OF SCIENCES</td>\n",
" <td>BULGARIAN ACADEMY OF SCIENCES</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>WOS:000297893800037</td>\n",
" <td>BEIJING INSTITUTE OF TECHNOLOGY</td>\n",
" <td>BEIJING INSTITUTE OF TECHNOLOGY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>WOS:000297893800037</td>\n",
" <td>UNIVERSIDAD POLITECNICA DE MADRID</td>\n",
" <td>UNIVERSIDAD POLITECNICA DE MADRID</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>WOS:000301090100061</td>\n",
" <td>UNIVERSITY OF LUBECK</td>\n",
" <td>UNIVERSITY OF LUBECK</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63585</th>\n",
" <td>WOS:000947693400001</td>\n",
" <td>HUZHOU UNIVERSITY</td>\n",
" <td>HUZHOU UNIVERSITY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63586</th>\n",
" <td>WOS:000947693400001</td>\n",
" <td>SHANGHAITECH UNIVERSITY</td>\n",
" <td>SHANGHAITECH UNIVERSITY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63587</th>\n",
" <td>WOS:000947693400001</td>\n",
" <td>SHANGHAI OCEAN UNIVERSITY</td>\n",
" <td>SHANGHAI UNIVERSITY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63588</th>\n",
" <td>WOS:000947693400001</td>\n",
" <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n",
" <td>SHANGHAI UNIVERSITY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63589</th>\n",
" <td>WOS:000947693400001</td>\n",
" <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n",
" <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>63590 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" UT (Unique WOS ID) Affiliations \n",
"0 WOS:000209536100003 NATURAL HISTORY MUSEUM LONDON \\\n",
"1 WOS:000209536100003 BULGARIAN ACADEMY OF SCIENCES \n",
"2 WOS:000297893800037 BEIJING INSTITUTE OF TECHNOLOGY \n",
"3 WOS:000297893800037 UNIVERSIDAD POLITECNICA DE MADRID \n",
"4 WOS:000301090100061 UNIVERSITY OF LUBECK \n",
"... ... ... \n",
"63585 WOS:000947693400001 HUZHOU UNIVERSITY \n",
"63586 WOS:000947693400001 SHANGHAITECH UNIVERSITY \n",
"63587 WOS:000947693400001 SHANGHAI OCEAN UNIVERSITY \n",
"63588 WOS:000947693400001 SHANGHAI JIAO TONG UNIVERSITY \n",
"63589 WOS:000947693400001 UNIVERSITAT POLITECNICA DE VALENCIA \n",
"\n",
" Affiliations_merged \n",
"0 NATURAL HISTORY MUSEUM LONDON \n",
"1 BULGARIAN ACADEMY OF SCIENCES \n",
"2 BEIJING INSTITUTE OF TECHNOLOGY \n",
"3 UNIVERSIDAD POLITECNICA DE MADRID \n",
"4 UNIVERSITY OF LUBECK \n",
"... ... \n",
"63585 HUZHOU UNIVERSITY \n",
"63586 SHANGHAITECH UNIVERSITY \n",
"63587 SHANGHAI UNIVERSITY \n",
"63588 SHANGHAI UNIVERSITY \n",
"63589 UNIVERSITAT POLITECNICA DE VALENCIA \n",
"\n",
"[63590 rows x 3 columns]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos_affiliations"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "df1f03ea",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Publication Type', 'Authors', 'Book Authors', 'Book Editors',\n",
" 'Book Group Authors', 'Author Full Names', 'Book Author Full Names',\n",
" 'Group Authors', 'Article Title', 'Source Title', 'Book Series Title',\n",
" 'Book Series Subtitle', 'Language', 'Document Type', 'Conference Title',\n",
" 'Conference Date', 'Conference Location', 'Conference Sponsor',\n",
" 'Conference Host', 'Author Keywords', 'Keywords Plus', 'Abstract',\n",
" 'Addresses', 'Affiliations', 'Reprint Addresses', 'Email Addresses',\n",
" 'Researcher Ids', 'ORCIDs', 'Funding Orgs', 'Funding Name Preferred',\n",
" 'Funding Text', 'Cited References', 'Cited Reference Count',\n",
" 'Times Cited, WoS Core', 'Times Cited, All Databases',\n",
" '180 Day Usage Count', 'Since 2013 Usage Count', 'Publisher',\n",
" 'Publisher City', 'Publisher Address', 'ISSN', 'eISSN', 'ISBN',\n",
" 'Journal Abbreviation', 'Journal ISO Abbreviation', 'Publication Date',\n",
" 'Publication Year', 'Volume', 'Issue', 'Part Number', 'Supplement',\n",
" 'Special Issue', 'Meeting Abstract', 'Start Page', 'End Page',\n",
" 'Article Number', 'DOI', 'DOI Link', 'Book DOI', 'Early Access Date',\n",
" 'Number of Pages', 'WoS Categories', 'Web of Science Index',\n",
" 'Research Areas', 'IDS Number', 'Pubmed Id', 'Open Access Designations',\n",
" 'Highly Cited Status', 'Hot Paper Status', 'Date of Export',\n",
" 'UT (Unique WOS ID)', 'Web of Science Record', 'issn_var', 'issn',\n",
" 'Domain_English', 'Field_English', 'SubField_English', '2.00 SEQ',\n",
" 'Source_title', 'srcid', 'issn_type'],\n",
" dtype='object')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos.columns"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "e4c50e14",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Affiliations</th>\n",
" <th>Addresses</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>University of Trento; University of Oviedo; Ts...</td>\n",
" <td>[Salucci, Marco] Univ Trento, DICAM Dept Civil...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Peking University; University of Hamburg; Univ...</td>\n",
" <td>[Huang, Yu; Fu, Zuntao] Peking Univ, Sch Phys,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Southeast University - China; University of Ca...</td>\n",
" <td>[Feng, De-Cheng] Southeast Univ, Minist Educ, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Ocean University of China; Universidade de Lis...</td>\n",
" <td>[Zhao, Yuliang; Dong, Sheng; Jiang, Fengyuan] ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Beihang University; Ministry of Natural Resour...</td>\n",
" <td>[Li, Xiaohui; Yang, Dongkai] Beihang Univ, Sch...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8587</th>\n",
" <td>Shanghai Ocean University; Ministry of Natural...</td>\n",
" <td>[He, Qi; Zha, Cheng; Song, Wei; Du, Yanling] S...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8588</th>\n",
" <td>Nanjing Audit University; WSB University</td>\n",
" <td>[Hasan, Md Morshadul] Nanjing Audit Univ, Sch ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8589</th>\n",
" <td>China University of Mining &amp; Technology; Delft...</td>\n",
" <td>[Li, Yong; Cheng, Gang; Kuai, Moshen] China Un...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8590</th>\n",
" <td>Nanjing University of Information Science &amp; Te...</td>\n",
" <td>[Zeng, Rong; Zhang, Jiapeng] Nanjing Univ Info...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8591</th>\n",
" <td>Nanjing University of Posts &amp; Telecommunicatio...</td>\n",
" <td>[Jia, Yan; Gao, Yun; Tang, Jing; Chen, Yixiang...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8592 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Affiliations \n",
"0 University of Trento; University of Oviedo; Ts... \\\n",
"1 Peking University; University of Hamburg; Univ... \n",
"2 Southeast University - China; University of Ca... \n",
"3 Ocean University of China; Universidade de Lis... \n",
"4 Beihang University; Ministry of Natural Resour... \n",
"... ... \n",
"8587 Shanghai Ocean University; Ministry of Natural... \n",
"8588 Nanjing Audit University; WSB University \n",
"8589 China University of Mining & Technology; Delft... \n",
"8590 Nanjing University of Information Science & Te... \n",
"8591 Nanjing University of Posts & Telecommunicatio... \n",
"\n",
" Addresses \n",
"0 [Salucci, Marco] Univ Trento, DICAM Dept Civil... \n",
"1 [Huang, Yu; Fu, Zuntao] Peking Univ, Sch Phys,... \n",
"2 [Feng, De-Cheng] Southeast Univ, Minist Educ, ... \n",
"3 [Zhao, Yuliang; Dong, Sheng; Jiang, Fengyuan] ... \n",
"4 [Li, Xiaohui; Yang, Dongkai] Beihang Univ, Sch... \n",
"... ... \n",
"8587 [He, Qi; Zha, Cheng; Song, Wei; Du, Yanling] S... \n",
"8588 [Hasan, Md Morshadul] Nanjing Audit Univ, Sch ... \n",
"8589 [Li, Yong; Cheng, Gang; Kuai, Moshen] China Un... \n",
"8590 [Zeng, Rong; Zhang, Jiapeng] Nanjing Univ Info... \n",
"8591 [Jia, Yan; Gao, Yun; Tang, Jing; Chen, Yixiang... \n",
"\n",
"[8592 rows x 2 columns]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wos[[\"Affiliations\",\"Addresses\"]]"
]
}
],
"metadata": {
"kernelspec": {
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"language": "python",
"name": "python3"
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