{ "cells": [ { "cell_type": "markdown", "id": "8a790647", "metadata": {}, "source": [ "# Notebook: Readme Examples" ] }, { "cell_type": "code", "execution_count": 1, "id": "57283b99", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:37.104923Z", "start_time": "2023-02-09T05:25:35.883224Z" }, "code_folding": [], "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fp.__version__='0.2.2'\n" ] }, { "data": { "text/html": [ "
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nrCI95%p-valBF10powervarhlllmoerrorgrouplabel
07060.090373[0.02 0.16]1.630887e-028.390000e-010.67age0.160.020.069627agein years
17060.048081[-0.03 0.12]2.019484e-011.060000e-010.25clerical0.12-0.030.071919occupation=1 if clerical worker
27060.041229[-0.03 0.11]2.739475e-018.600000e-020.19construc0.11-0.030.068771occupation=1 if construction worker
3706-0.095004[-0.17 -0.02]1.155151e-021.137000e+000.72educ-0.02-0.170.075004labor factorsyears of schooling
4706-0.102825[-0.18 -0.03]6.246660e-031.967000e+000.78gdhlth-0.03-0.180.072825health factors=1 if in good or excel. health
5706-0.066997[-0.14 0.01]7.524015e-022.290000e-010.43smsa0.01-0.140.076997area of residence=1 if live in smsa
6706-0.035909[-0.11 0.04]3.407214e-017.400000e-020.16male0.04-0.110.075909other factors=1 if male
77060.027147[-0.05 0.1 ]4.714176e-016.100000e-020.11prot0.10-0.050.072853other factors=1 if Protestant
87060.001782[-0.07 0.08]9.623058e-014.700000e-020.05selfe0.08-0.070.078218labor factors=1 if self employed
97060.078600[0. 0.15]3.679946e-024.150000e-010.55south0.150.000.071400area of residence=1 if live in south
107060.007881[-0.07 0.08]8.344125e-014.800000e-020.06spsepay0.08-0.070.072119other factorsspousal wage income
11706-0.321384[-0.39 -0.25]1.994095e-181.961000e+151.00totwrk-0.25-0.390.071384labor factorsmins worked per week
12706-0.013262[-0.09 0.06]7.250012e-015.000000e-020.06yngkid0.06-0.090.073262family factors=1 if children < 3 present
137060.063997[-0.01 0.14]8.928507e-021.990000e-010.40yrsmarr0.14-0.010.076003family factorsyears married
14532-0.049450[-0.13 0.04]2.548774e-011.040000e-010.21hrwage0.04-0.130.089450labor factorshourly wage
\n", "
" ], "text/plain": [ " n r CI95% p-val BF10 power var \\\n", "0 706 0.090373 [0.02 0.16] 1.630887e-02 8.390000e-01 0.67 age \n", "1 706 0.048081 [-0.03 0.12] 2.019484e-01 1.060000e-01 0.25 clerical \n", "2 706 0.041229 [-0.03 0.11] 2.739475e-01 8.600000e-02 0.19 construc \n", "3 706 -0.095004 [-0.17 -0.02] 1.155151e-02 1.137000e+00 0.72 educ \n", "4 706 -0.102825 [-0.18 -0.03] 6.246660e-03 1.967000e+00 0.78 gdhlth \n", "5 706 -0.066997 [-0.14 0.01] 7.524015e-02 2.290000e-01 0.43 smsa \n", "6 706 -0.035909 [-0.11 0.04] 3.407214e-01 7.400000e-02 0.16 male \n", "7 706 0.027147 [-0.05 0.1 ] 4.714176e-01 6.100000e-02 0.11 prot \n", "8 706 0.001782 [-0.07 0.08] 9.623058e-01 4.700000e-02 0.05 selfe \n", "9 706 0.078600 [0. 0.15] 3.679946e-02 4.150000e-01 0.55 south \n", "10 706 0.007881 [-0.07 0.08] 8.344125e-01 4.800000e-02 0.06 spsepay \n", "11 706 -0.321384 [-0.39 -0.25] 1.994095e-18 1.961000e+15 1.00 totwrk \n", "12 706 -0.013262 [-0.09 0.06] 7.250012e-01 5.000000e-02 0.06 yngkid \n", "13 706 0.063997 [-0.01 0.14] 8.928507e-02 1.990000e-01 0.40 yrsmarr \n", "14 532 -0.049450 [-0.13 0.04] 2.548774e-01 1.040000e-01 0.21 hrwage \n", "\n", " hl ll moerror group label \n", "0 0.16 0.02 0.069627 age in years \n", "1 0.12 -0.03 0.071919 occupation =1 if clerical worker \n", "2 0.11 -0.03 0.068771 occupation =1 if construction worker \n", "3 -0.02 -0.17 0.075004 labor factors years of schooling \n", "4 -0.03 -0.18 0.072825 health factors =1 if in good or excel. health \n", "5 0.01 -0.14 0.076997 area of residence =1 if live in smsa \n", "6 0.04 -0.11 0.075909 other factors =1 if male \n", "7 0.10 -0.05 0.072853 other factors =1 if Protestant \n", "8 0.08 -0.07 0.078218 labor factors =1 if self employed \n", "9 0.15 0.00 0.071400 area of residence =1 if live in south \n", "10 0.08 -0.07 0.072119 other factors spousal wage income \n", "11 -0.25 -0.39 0.071384 labor factors mins worked per week \n", "12 0.06 -0.09 0.073262 family factors =1 if children < 3 present \n", "13 0.14 -0.01 0.076003 family factors years married \n", "14 0.04 -0.13 0.089450 labor factors hourly wage " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "import pandas as pd\n", "pd.set_option('display.max_columns', 100)\n", "import forestplot as fp\n", "print(f\"{fp.__version__=}\")\n", "import matplotlib.pyplot as plt\n", "def save_mpl_fig(savename):\n", " savepath = os.path.join('../docs/images', savename)\n", " plt.savefig(f'{savepath}.png', dpi='figure', bbox_inches='tight')\n", "\n", "df = fp.load_data(\"sleep\")\n", "df" ] }, { "cell_type": "markdown", "id": "b69b02eb", "metadata": {}, "source": [ "## Out-of-box\n", "\n", "* Quickstart example\n", "* Estimate and confidence interval will be printed on left" ] }, { "cell_type": "code", "execution_count": 2, "id": "0ad20902", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:37.392001Z", "start_time": "2023-02-09T05:25:37.105922Z" } }, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n", " varlabel=\"label\", # column containing variable label\n", " ylabel=\"Confidence interval\", # y-label title\n", " xlabel=\"Pearson correlation\" # x-label title\n", " )\n", "save_mpl_fig('vanilla')" ] }, { "cell_type": "markdown", "id": "74c20706", "metadata": {}, "source": [ "## Add variable groupings, add group order, and sort by estimate size\n", "\n", "* Add group labels (`groupvar`)\n", "* Add group ordering (this is optional, `group_order`)\n", "* Sort estimates (`sort`)\n", "* Capitalize labels (`capitalize`)" ] }, { "cell_type": "code", "execution_count": 3, "id": "9bba37e1", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:37.679170Z", "start_time": "2023-02-09T05:25:37.393002Z" }, "code_folding": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits \n", " varlabel=\"label\", # column containing variable label\n", " capitalize=\"capitalize\", # Capitalize labels\n", " groupvar=\"group\", # Add variable groupings \n", " # group ordering\n", " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n", " \"family factors\", \"area of residence\", \"other factors\"],\n", " sort=True # sort in ascending order (sorts within group if group is specified) \n", " )\n", "save_mpl_fig('group-grouporder-sort')" ] }, { "cell_type": "markdown", "id": "853a899d", "metadata": {}, "source": [ "## Add P-value and color alternate rows gray\n", "* Add (formatted) p-values on the right (`pval`)\n", "* P-values are automatically formatted\n", "* Color alternate colors gray (`color_alt_rows`)" ] }, { "cell_type": "code", "execution_count": 4, "id": "54e05f72", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:38.140912Z", "start_time": "2023-02-09T05:25:37.680171Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n", " varlabel=\"label\", # column containing variable label\n", " capitalize=\"capitalize\", # Capitalize labels\n", " groupvar=\"group\", # Add variable groupings \n", " # group ordering\n", " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n", " \"family factors\", \"area of residence\", \"other factors\"],\n", " sort=True, # sort in ascending order (sorts within group if group is specified) \n", " pval=\"p-val\", # Column of p-value to be reported on right\n", " color_alt_rows=True, # Gray alternate rows\n", " ylabel=\"Est.(95% Conf. Int.)\", # ylabel to print\n", " **{\"ylabel1_size\": 11} # control size of printed ylabel\n", " )\n", "save_mpl_fig('group-grouporder-pvalue-sort-colorrows')" ] }, { "cell_type": "markdown", "id": "0b12c633", "metadata": {}, "source": [ "## Add custom annotations and make it a table\n", "* Add more custom annotations on left and right (`annote` and `rightannote`)\n", "* Add headers for the annotations (`annoteheaders` and `right_annoteheaders`)\n", "* Make the plot a table (`table`)" ] }, { "cell_type": "code", "execution_count": 5, "id": "26f2f462", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:38.554177Z", "start_time": "2023-02-09T05:25:38.141914Z" } }, "outputs": [ { "data": { "image/png": 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2IDg4GD/++CO2b98OAHj06BEmTJiAM2fOID8/v9rivH//PgoLC2FsbKww/e+//4adnV2V1ytv47Fjx3Dnzh34+PjA0NAQAHDx4kV88sknuHXrFoqKigAAhYWFCuXr168vnDflj/Wr8t133yEkJARJSUkoKSkpc73yfoU8Fvl78+WRPxr8v//9D//73/+E6fJje0UePHgAKysrpW37srLaKa9Tvv3r1aunMF0VQ0NDYZ3ydmr62HBVqRzF9OUdJTw8HP369RPmfffdd3B2doaOjg7ef/99AMpfqJubGwDAwsICO3fuVBlQcXExpk6dCisrK+jo6GD58uVK6zU1NRVGPjU0NAQRITs7u8L1yr+cdu3awcDAAEOGDAGg3o7C2Jts4sSJaNCgAfbt24fffvuttsNB3bp1cfXqVcTHxyMhIQHt2rVTOmgCigdOFxcXxMfH4/Tp0xg3bhxOnz6N+Ph4uLi4KBzkDQwMhAtFr/525ceajh07KiRsmmjRogUuXbqES5cuYf/+/cL0TZs2YcSIEdi7dy9at26Nzp0748GDB9VSZ0W0tbVRUFCgNL1JkyaIj4/H7du3cf/+feFEKt/Gbm5uGDNmDA4cOICSkhKEhIQolN+5cyecnJywf/9++Pr6IiQkBI8ePSo3DisrKwAot83379+HmZmZcKIr6yRpYmICAMKxXN4pqC0GBgbQ0dGpkXi0tbUB/H9bGWNvLktLS7Rs2VIhOQRKj2Pt2rVT+MiPY7q6uhgyZAhSU1Px2WefQVtbWxgwcdasWTh06BDmz5+PqKgotGjRQu1YRCKRkIjFxsYqzHNwcICuri7OnTsnnKcuXbok3MSpKgcHBzRt2hRnzpxBeHg4+vfvL8wbMWIE4uPjsXPnTrXfo1Tl3r17mDBhAszMzHDkyBGsW7euwuXlF9rKu0Ap5+DgAAAYM2aMwvaZNWuWypgsLCyQk5MjjECdkZGhRkv+/2Lgw4cPAZSOG/Dy9Iq+z1ep286aolaCKBKJsGXLFvz+++/CjlLZL1RdO3bswJo1a9CzZ09ERkZi7NixFS5///591KlTB5aWlhUuJ99R1q5dq7CjdO/evVriZqy26OnpYeHChSAi/PHHH7UdDurUqYN33nkHzs7OQof41YMmoHjgdHFxwV9//YWsrCxMnjwZf//9Ny5evAgXFxeNDvKaMjExEToCzZs3F6ZbWlpi9+7dSEpKwsiRI3Hu3DksWLBAmK+lVXpoLe/PGzx69Ah37tzB06dPKxWPs7MzkpOTQURK8wwMDODp6YnMzExcunQJHh4eQmImJ+/wvDwydVFREZYtWwZfX18QEXx8fFBSUlLhFU9nZ2c4Ozvj4sWLiI6OVprv6OiIx48fCyN3vnqS1FRCQgLu3LkjnGhrmqbfp/xE7+zsXCPxMcZqn/wpubVr12L48OHQ0Sl9SE9+HDQwMMD169eRkJAAALh586bKddrb2+P69evw9fXF+PHjFeZNmTIFRUVFWLp0KdLS0pCWlobDhw8jJydH47b07NkTeXl5ePDggTAYmrwt2tra0NHRwY8//gig9PiXlpZW5boKCgqEp4devHghDEATGxurcHMoKCgIu3fvxpEjR+Dk5IS2bdtWuN5+/fqhXr162L9/P65cuYKnT58iJiYGv/76q8qY3n//feTl5WHu3Ln45ptvhNG55eeC8gQEBEBHRwdffPEFDh06hKlTpwIovZAPVPx9AkB6ejq+/PJLbNq0CdevX4e3tzdsbW1VxlsTVCaIVlZWaNGiBWJjY+Hu7o4GDRoAUP8LrSz5D0lfXx+PHj1CVFQUAMUf0s2bN7Fy5UosXLgQaWlpGDJkiMovbcKECdDR0cHatWsRHx+PJ0+e4OLFizX6920Ye12GDx+OVq1a1XYY5bK2tkb//v0RFRWFVatW4fvvv8f+/fvRpk0btGrVCi4uLiguLsZ7770HV1dX2NjYoLCwEC4uLhod5DWVnZ2Ns2fPCp9bt24BAKZOnSpcNNPT0wMAmJmZCeXkidmBAwdw+PBhbNy4UWG9n3/+OVxdXXHw4MFKxfPBBx/g8ePHOHXqlML0U6dOYfv27dizZw969eoFIsLSpUuF+Zs2bcLhw4cxZcoUAFD4+4lbtmxBjx490L59e4hEIhw4cAAikUjlVcuvv/4aRIRu3bph/fr1OHLkCBYvXowDBw7g448/RkFBAaZMmYLw8HCEhIRAIpFg5MiRlWpvebp27QpXV1ch8VRF/j3Kv7+kpCScPXtW7Uc+Nf0+Dx48CCMjI3Tr1k2t+hhjb593331XuAj20UcfCdO/+uortGrVCrNmzcKVK1cwadIkGBoaqvUngZYuXQqxWIyzZ88qXIQEShOmlStX4s8//8SQIUMQEBCAixcvquwPq6NXr14AgA4dOghPjAClr2sZGhpi3LhxkEgk6Nu3L1JTU3Hjxo0q1+Xq6op58+YhNjYWn3zyCQYNGoTGjRvj9OnTwsVMW1tblJSUYOLEiWjUqBEOHjwoPJlRHmNjY5w5cwYdO3bEnDlzMGDAACxfvlytx3wXLVqEXr16YfXq1Th8+DDGjBkDoPQJxoq0atUKhw8fRlFREUaMGIF79+5h9+7dwlOWFX2fQOmdyz/++AOffvopvLy8hMeUa4U6Lyp++eWXBIBmz56tMH3evHkklUrJ0dGRNm/eTI0bNyYzMzPKzMwsdzCAV8lfPpXLz8+nAQMGkJGREbVp04bWrl1L5ubm1KlTJ6LSy+bUtWtX6tKlC4nFYurbty9lZWUprLO8UUyPHj1K77zzDunr65OJiQm1atVKYcAGxt4moaGhCoOxnD59Wq3fXE16dRTTl8lHMa1bty6Zm5vThx9+SI8ePSIiouvXrwuD0xARjRw5kqRSqVD2zz//pD59+pBYLCYDAwNycXGhb7/9logqfuFdE3hlMAK89HL5sGHDSCwWEwAyMzOjsWPHCi+zyy1fvpzq1q1LderUURqxTn6MevmFenVkZWWRubk5ubm5UWZmpjB9//79ZG1tTfr6+tSqVSs6dOiQQrkpU6aQsbEx2dra0pw5c4RBDJ4/f06NGzem9PR0IiKaNm0amZiY0LRp09SK5/jx4+Tl5UVGRkYkkUioQ4cOFBkZSSUlJbRq1Spq2LAhGRsbU+fOnen69etEpPxiflnnirIGHHiZfLS3V4/x5ZHX8epHXuer++3L37VcVb/PsLAwtQdGYIwxVvsSEhJozZo1dOTIEdq/fz81bNiw3EHZqktF/afaICIq41klxhhjb6Tz58+jd+/ekEgkmDNnTpmPqbDa9/DhQ/zvf//D7t27MXjwYOzevVt45Iwxxtib6+bNm5g6dSqio6Px/PlzvPfee9i4cWONvg/o5OQE4M0ZzIwTRMYYe8s8evQIX3/9NfLz87F+/fraDoeV4erVq/jqq6/g6+ur8EgvY4wx9qbjBJExxhhjjDHGGAA1BqlhjDHGGGOMMfbfwAkiY4wxxhhjjDEAQLlvzMtkMpV/fJ4xxhhjlSeVSlUO084Yez24z8v+q8o7F5WbIGZnZ2Pt2rU1GhRjjDH2XzRlyhSYm5vXdhiMMXCfl/13lXcuKneQGr6awhhjjNUMvoPI2JuD+7zsv6q8cxGPYsoYY4wx9h+zadMmTJgwobbDYIy9gXiQGsYYY4yx/5jvvvuutkNgjL2hOEFkjDHGGGOMMQaAE0TGGGOMMcYYY//gBJExxhhjjDHGGABOEBljjDHGGGOM/YMTRMYYY4wxxhhjADhBZIwxxhhjjDH2D04QGWOMMcYYY4wB4ASRMcbeOvfv34evry+mTZtW26H8Zzx58gRhYWF4+vSpWsvHxcWhXbt22L59ew1HxhirLunp6ejZsyfEYjGaNWuGGzduqF1269atsLOzg5mZGaZPnw4iAgAUFxdjwIABqFu3LkxMTDB27FgUFRUplbe0tMSff/5Z5rqHDBmCzZs3V61RjFVBhQmiTCaDVCqFVCqFSCSCWCyGVCrF+fPnX1d8jLEKeHp6Cr9RqVQKXV1doUMqk8kQGBgIU1NT1KtXT6mjmp+fj4CAAJiZmcHW1haLFy/WOB5VdaqycuVK1KtXD+bm5ujXr59a7awNmrTzypUrcHd3h1gsRp8+fZCVlSXMi4uLQ4cOHWBiYgI3NzdcvHhRqXxMTAy8vLzQtWtXLFu2TOM6K1JRO+/evQsvLy+Ym5vD2toa3377rVrrlAsPD0dERESlymiiqh2/a9euoVevXvDw8MDo0aORm5urtExZ+62rqyt27NiB0NBQBAYGVmtbGPs3GTljBnqNG6f0GTljxmuPZdKkSXB2dkZWVhZmzJiBQYMGQSaTqSz3+++/Y+bMmTh+/Dji4+Nx7tw5bN26VZg/atQopKSk4N69e7hy5Qq++uorYd7mzZvx8OFD2NnZQSKRYPXq1SguLgYAHDp0CDdu3ICdnR1sbGzw448/Ii4urvobztirSE0AKCoqSt3FGWOvWUZGBjk4OFBWVhYREX377bf0zjvv0JMnT+jWrVtkbm5OcXFxwvL9+/enESNGUHZ2NhUVFVFCQoLGMaiqsyKrV68md3d3IY67d++Wudyr7awNVW1nQUEB2djY0K5du+jFixc0fvx4+vDDD4mIqKSkhFxdXSk0NJRKSkpoz549ZGdnR8XFxUL54uJicnd3p++//17tWCuqU5N2xsfH05UrV4iI6LfffiMDAwM6deqU2nH5+fnR2LFj1V5eU4MGDaJJkyZRQUEBbdu2jRwdHRW2bXkSEhIoISGBEhMTCQClpKQozFe13+bl5VHDhg0pPDy8+hrDWDVo1apVbYdAREQ9AwJoxPTpSp+eAQGvNY60tDTS1dWlzMxMYZqrqysdOnRIZdnAwEAKCgoS/v/DDz+Uu33/97//Ud++fYX/+/v7U/PmzSkrK4tGjBhBffv2pdTUVCIi+vrrr6l58+YUFRVFS5cupU6dOtHp06er2kS1nDp1ijw8PEgqlZKFhQUtXbpUYf7ixYvJ1NSUXFxcaOHCheTo6CjMS0xMpPfee4/EYjF5enrS+fPnazRWVnM0ShD9/PwoICCA/Pz8SCKRkJeXFz1+/Fjluj777DMaOXKkwrSPP/6YVq1aRUREz58/p7Fjx5KpqSnVq1ePNm7cKCynasf19vamxYsXk7+/P0mlUno5B/7555+pUaNGZGJiQlZWVrRu3Tp1m8/YG2/q1KkKvwcPDw86cOCA8P+JEyfSjBkziIgoJiaG9PX11fq9VkZFdVakpKSErK2t6ZdfflG57KvtrA1VbedPP/1Enp6ewv/T0tJIT0+PMjMz6e+//yYAlJOTI8y3sLCg48ePC/8PDw+nevXqqZXYqFOnKpVpZ5s2bWjFihUq13nt2jWSSCSkq6tLenp6JJFISCKR0K5du4iI6OnTpzRq1CiysrIiR0dHWrRoEZWUlKhcb0U06fjJlZUgqrvfrl27ltq2bVv5wBmrQaoSxLy8PEpPT6/xj8/o0TQ4KEjp4zN6dI3X/bITJ05Q3bp1FaYNHDiQ5s+fr3JbdujQQaGv+vvvv5O2tnaZx2pvb29atGiRwrQdO3bQ999/T7NmzVJaPjo6mpYuXUoTJkyg/Px8lbFo6tq1a/Tnn38Kceno6NCzZ8+IiOjChQsklUrpzp07lJWVRT169FBIENu0aUMhISEkk8lo7dq1ZGNjU6nzFXtz6Gh6B3L37t3YsWMH1q1bh6ZNm+KHH37Axx9/XGGZSZMmwdXVFX///Tfq1q2Lp0+fIjw8HHfu3AEAzJ07F5mZmXj48CFiY2PRoUMHeHl5wc3NDRKJBD/99BMaNWqEnTt3YvTo0QgMDISBgYGw/m+++QZLly7F999/jyZNmgjTx40bh40bN2LAgAHIycnB48ePNW0+Y2+EpKQkhd9QYWEhoqOj0bRpU2EZV1dXHDhwAABw/vx5uLi4ICQkBNu2bYOzszNCQ0PRuHHjKsegqs6K/PXXX0hLS0NSUhIaNGgAbW1trFq1Cn379q2wnbVBk3beuHFDoZyVlRWMjY0RHR2Nd999F3Xr1sX69esxbdo0REZG4unTp4iPj0f37t0BAMeOHUOXLl2gra2tdrwV1ent7V0t7czJycGdO3fQvn17lfG0bt0a2dnZ8Pf3h46ODrZs2aIwPygoCI8ePUJCQgLS0tLg7e0NOzs7+Pn5qdPcMt2+fRvm5uYwNzdXaMuNGzeU9rHKUHe/9fHxQWBgILKyshRiYOxNFhcXh99++63G63n27Bnon0cqX/a8sBAHDx6s0brHjx8v/DszMxOGhoYK842MjJCRkaFyPa+WNTIygkwmw5MnT2BhYSFM37BhA54/f47p06cL0xISEhAUFISYmBisXr0azZo1w/DhwwGUvr84aNAgrFixAsnJyZg+fTo2btxY5faqo3Xr1sK/O3TogOLiYjx+/Bh2dnbYuXMn+vXrBxcXFwDARx99hNmzZwMArl+/jtjYWFy8eBFaWlrw9/fHlClTEB8fLyzP3h4aJ4j9+vXDwIEDAQANGzZEenq6yjJOTk7o0aMHNm3ahHnz5iE0NBSDBg2CRCIBEWHDhg04ffo09PX10bJlS3h6euL8+fNwc3OrcMeV+/DDD4XOxN27d4Xppqam2LdvHxo2bAgPDw+YmJho2nzG3ghz5sxBYGAg9PX1AQBZWVkgIqUTlvxEl5mZidjYWAQFBSElJQUzZ87EsGHDcPPmzSrHoKrOimRmZgIofY8jNjYWR48exdChQ3Hv3j3UrVu33HbWBk3bWV4HREdHB8ePH4efnx9WrlyJUaNGwdPTU2FQlOTkZLRo0aJS8Va106NuO4kIEyZMgJ+fHzp06FCp2F4lk8mwZ88enDhxAsbGxjA2NkZAQAB27NihUYKoScdP1XoB1futvb09iAgpKSmcILK3hqurKxwdHWu8nv2XL0MiFitNF+XmYsCAATVev5ylpSXy8/MVpuXn58PZ2bnSZfPz86GtrQ1TU1Nh2p49exAWFoZjx44pnMOcnZ0RFRUFGxsb7Nu3Dw0aNBDm6ejo4KeffoKbmxvatm2LkpISTZqoltTUVMyaNQtnz57FkydPAEAYcCcxMRHvvPNOmeXu3buHZ8+eKRzj6tSpg+zs7BqPmVU/jRPEl0+6IpFI7Z03MDAQvr6+mDVrFtavX49Dhw4BADIyMpCXlwcfHx+IRCIApVeyc3JyAFS848q9/IN82ZEjRzBnzhy0bdsWHh4eWL9+PVq1alW5BjP2homOjkZERATWrl0rTLOwsIBIJFI6YVlaWgIAJBIJxGIxxowZAwCYNm0aVq1ahYyMDGGZylJVZ0UkEgkAYOLEidDX18fAgQNhY2ODqKgoDBkypNx21gZN2mlpaYn4+HiFaS+X9fT0VEjS7ezsFE62Wlpale4gqKqzPOq2c/LkyRCLxfjmm28qFVdZMjMzUVhYCHt7e2Gavb09UlNTNVqvJh2/iqiz3wIQvjMtLR44nL09jIyMYGRkVOP1aGtrQ1dHuTuqra1d5fNRVXh6euLx48cKd/rj4uLg7++vsmzLli0VBo+Ji4tDs2bNhKc9Lly4gDlz5uDy5ctl9lHd3NwAoMw7bfJ5r2tbDB48WDgX5eXloX79+sI8ExMThYuWL168EP5ta2sLY2NjTgj/JWrtbNW1a1eYmpoiICAAzs7Owo/C3Nwcenp6iIyMRHZ2NrKzs/Hs2TN89tlnAEp3XENDQ9y8eRPR0dGVqtPZ2Rm7d+9GWloaWrZsiYkTJ1Z7uxh73YKDgzF48GChswoAurq6cHd3VzphtWzZEkDpb6GgoEDouJqYmEAkEik8ql1ZquqsiIODA3R1dfH8+XNhmomJicIFqLLaWRs0aeernYj09HTk5eXB3d1dadmbN2/i4cOH8PLyEqY1aNAAiYmJlYq3MnW+TJ12Ll++HPfv38fGjRuFC3rq0tXVVZpmYWEBPT09hYTwwYMHCk+IVMXLHT85db+ziqiz3wKlj0Zra2u/lrsxjL1tTE1M8CQnR+lj+pqf8rKyskL//v0xd+5cFBYWYvv27cjLy0OvXr0UlnNychIeAZUbN24cdu/ejejoaDx+/BhLly7FhAkTAJQmUf7+/ggODlZ43PRNdffuXbRp0wZSqVQYaVqeFPr4+ODgwYPIyMhATEwMvvnmGyEJbteuHWxtbTF79mw8e/YMAPDnn39q/KQGqyXqvqyIcgapeXkUuq5du9K8efPUfgFy/fr1BICOHj2qMH3s2LHUu3dvevjwIRGVDjAgHxnO1NSUtmzZQkVFRfTNN98QAIqOjhbKent7U3BwsFJdGRkZFBERQc+ePaPi4mKaOXMm+fj4qB0rY2+izMxM0tXVpYMHDyrNW7dundIIlLGxsUREVFRURDY2NrRy5UqSyWS0aNEi6tGjh8bxVFSn3LBhwxReapcbPHgwDRo0iF68eEG//vorWVpaUm5ursp21oaqtrOwsJDs7Oxo165dVFBQQOPHj6cRI0YI869fv07Pnz+n7Oxseu+992jAgAEK5U+cOEFWVlZUUFCgdqyq6iQiunTpEjk6OgoDhanTzpiYGDIwMKDk5GS1Y3nZ3LlzqV27dpSTk0PFxcWUl5dHRKXnld69e1NeXh7du3eP7O3tKSwsrEp1vGzIkCEKo5ja29tTUVGRwjKOjo40bNiwMsuXN4ppRfut3IoVK6hz584at4Gx6vSmjGL6JklLS6MePXqQkZEReXh40PXr15WWAUDe3t5K07du3Uo2NjYklUrpk08+IZlMRkREZ8+eJQAkFouFQbkmTpxY002psm3btpG1tTU5ODjQ3Llzady4cWRhYUFpaWlUUFBAfn5+JJVKqUOHDrRgwQJq2bKlUDYxMZE++OADsrKyIolEQu+88065I5KzN1uFCWJxcbGwMwMgY2NjkkgkQqKoaYJ45coVaty4sdIIdXl5eRQYGEiOjo5kYmJCjRs3pv379xNRxTsuUfkJ4t9//01dunQhU1NTMjU1pa5du9Jff/2ldqyMvYkOHjxIAOjRo0dK82QyGQUGBpJUKiU7OzulTnZUVBS5urqSsbExvffee/TgwQON41FVJ1Hpb7Ssa1OpqanUrVs3MjIyIldXVzp79qxa7awNmrTzypUr5ObmRkZGRtS7d2/KyMgQ5i1cuJCsra3JzMyMxowZIyRNL2vfvr1SIqdKRXUSEUVGRhIApeN3Re2cP38+iUQi4Rzx8kik6nj48CF5e3uTWCwmKysrWrNmDRGVjmLq6+tLVlZW5ODgQAsXLtR4FFOiqnf81q9fTxKJhMRiMQEgExMTkkgktHnzZiKqeL8lInr8+DHVq1ePIiMjNW4DY9WJE0RWWS9evBD623l5edSnTx+aOXNmLUfFaoKI6JUX+F6TgoIC9O/fH/379xduwzPGGKtYcnIyunTpgoCAAEycOBFSqbS2Q2LluHjxIgIDAzFo0CB88cUXtR0OYwpat26N69ev13YY7C1y79499OnTB+np6dDX10e3bt2wYcMGpcfq2duvVt5B/O6772BpaYm6deti7NixtRECY4y9lRwcHHD9+nU8efIEK1asqO1wWDnu3LmDkJAQLFmyhJNDxti/QoMGDRAXF4esrCykpqZi27ZtnBz+S9XaHUTGGGOMMVY7+A4iY6w8POY2Y4wxxhhjjDEAnCAyxhhjjDHGGPsHJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7B+cIDLGGGOMMcYYA8AJImOMMcYYY4yxf3CCyBhjjDHGGGMMACeIjDHGGGOMMcb+wQkiY4wxxhhjjDEAnCAyxhhjjDHGGPsHJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7B+cIDLGGGOMMcYYA8AJImOMMcYYY+xfysnJCf7+/rUdxluFE0TGGGOMMfafl56ejp49e0IsFqNZs2a4ceOGWuXu3r0LLy8vmJubw9raGt9++20NR8petnr1avz+++/lznd2doaNjc1rjOjtVy0JYmJiIrZt21bpcklJSRCJRAgLC1OaR0T49NNPYW1tDalUikaNGiE/P7/KMd66dQtSqRRSqRQ6OjpYuHBhlddVlrCwMIhEIiQlJVXL+oYPHw6pVApjY2Po6OhUyzo1cfbs2TciDsYYcP/+ffj6+mLatGm1Hcp/xpMnTxAWFoanT5+qtXxcXBzatWuH7du313BkjLHqMmnSJDg7OyMrKwszZszAoEGDIJPJVJbT0dHB119/jaysLBw7dgwzZ87E6dOnX0PEDFCdIJ4+fRpLlix5jRG9/TRKEHft2oU2bdqgTZs2CA4OrnR5XV1duLi4QCKRKM07deoUNmzYgF9//RXZ2dm4fPky9PX1qxxr8+bNkZ2djezsbHh5eVV5PeWRSCRwcXGBrq5utaxv7969yM7OxuHDh6tlfezfydPTU7jwIZVKoaurK3RIZTIZAgMDYWpqinr16il1VPPz8xEQEAAzMzPY2tpi8eLFGsejqs7yFBcXY8CAAahbty5MTEwwduxYFBUVCfPlFyjk7fTx8dE4Vk1UtZ0AcOXKFbi7u0MsFqNPnz7IysoS5qnTzpiYGHh5eaFr165YtmyZxnVWRFU727dvD3Nzc0gkEgwYMADZ2dlqrRcAwsPDERERofbymqrqnYFr166hV69e8PDwwOjRo5GbmyvMq2i/dXV1xY4dOxAaGorAwMAaaRNjtW3kjBnoNW6c0mfkjBm1HVqlpaenIyIiAl999RX09PQwatQoGBoa4pdfflFZ1tnZGW3atAEAtGjRAh4eHrh161YNR1wzcnJy4OfnB2trazg5OWHx4sUgImF+TEwMfHx8YG5uDjMzMwwcOFCY9/jxY4wePRq2traQSqXw9PRERkYGAEAkEuH8+fMAgAcPHijcVOncuTNWrlyJPn36wNTUFAMGDBCOtampqfD29oalpSUkEgmGDh0qJO2rV6+GVCpFcnIyJkyYIJw7k5OTkZ+fX+GNoYraGRYWBg8PD6xYsQI2NjaoX7++2ueMfw3SwM2bNykzM5NCQ0PJ2dlZk1UpCQsLq/Z1ynl7e1NwcHCNrLu6RUZGkra2dm2H8cbEwcqXkZFBDg4OlJWVRURE3377Lb3zzjv05MkTunXrFpmbm1NcXJywfP/+/WnEiBGUnZ1NRUVFlJCQoHEMquosT1FRER04cIAKCwspIyOD3NzcaPbs2cL8yMhI8vb21ji+6lLVdhYUFJCNjQ3t2rWLXrx4QePHj6cPP/xQmK+qncXFxeTu7k7ff/+92rGqqrMiqtoZHx9PRESpqank4OBA69atUzsuPz8/Gjt2rNrLa2rQoEE0adIkKigooG3btpGjoyMVFxerLJeQkEAJCQmUmJhIACglJUWYp2q/JSLKy8ujhg0bUnh4eLW3iTFNtGrVSuN19AwIoBHTpyt9egYEVEOEr9eJEyeobt26CtMGDhxI8+fPr9R6nj59SiYmJnThwoXqDO+18fPzIx8fH8rNzaX4+Hiys7OjsLAwIiLKycmhunXr0syZM+n58+dUWFhI169fF8r27t2bfHx8KC0tjUpKSig6Opry8/OJiAgARUVFERFRSkoKAaDExEQiKu2Xu7i40JUrVygvL49atWpFc+fOJaLS88u5c+eouLiY4uPjSU9Pj06cOKEQs6OjI+3YsaPcNpXV76+onaGhoVSnTh2aMWMGFRcX0+DBg2nYsGEabNW3j0Z3EJs3bw5zc/NKlzt+/LiQ1b98RQEAHj58CKlUiokTJyIxMVFYrkOHDmqtu6IrGxV58eKFcDfF3t4emzZtUpgvEokQERGBjh07QiwWo3PnzgCAOXPmVPgoaEVXU77++mvUr18fJiYmcHZ2xokTJ9SKtTxpaWkwMjICEeHp06fYuXMnZDIZnjx5ghYtWgAofU6+S5cuMDMzg7u7u9IdyvLa+TKZTAYfHx/MmzdPmJaUlISuXbvCxMQEzZo1w4ULF4R5Z8+ehVgsRmRkJFxcXKCvr4/58+dr1FambOHChZg8eTLMzMwAAJs3b8bnn38OqVSKZs2aYejQodiyZQsAIDY2FseOHcO6desgkUigo6ODBg0aaBxDRXVWREdHBwMGDICuri4sLCzQp0+fN/rqa1XbefjwYVhaWmLkyJGoU6cOgoOD8eOPP6p9R+/w4cPIzs7GqFGj1I5VkzpVtdPZ2RlA6RXekpISvPfeeyrXef36dUilUuzevRs7duwQjvG7d+8GoPrqdVVocmegQYMG5f421NlvjYyM8Mknn/DjTazG5efnIyMjQ+0PgEotX9ZHJpOhqLhY6SOTyTRetzofTV49elVmZiYMDQ0VphkZGQnbSh1EhAkTJsDPz0/tfuubRCaTYc+ePfjyyy9hbGwMZ2dnBAQEYMeOHQBKzydaWlpYvHgx9PX1oauri1atWgEAHj16hKNHj2LNmjWwsrKCSCSCm5ub0jYtz+TJk9GmTRsYGRlh+PDhOHXqFADA1tYWnTp1gra2NpydnWFtbY309PQabScAWFhYYNmyZdDW1oanp6fGdb5tauWlsh49egiPIolEIoV5tra2yM7ORlhYGBYuXIj4+Hi115ubm4tu3brBz88Phw4dgra2doXPJL9s7ty5yMzMxMOHDxEbG4sOHTrAy8sLbm5uwjJffvkltm7dCmtra4wbNw4AEBwcjODgYJw9exbdunVTWq+vry+Kiopw69YtWFpaIjY2FkZGRgAAd3d3XLt2Debm5pgwYQIWLFiA7t27q93eV1lbW8PAwAApKSm4du0aRo8eDU9PT+Tk5MDDwwPFxcXo27cvhg8fjpMnT+LkyZPo378/YmNjhY5eee182axZs5SSvGHDhmHgwIE4efIkNmzYgCFDhiAlJQXa2toAgMLCQqxYsQKRkZE4ffo07t+/X+V2MmVJSUkIDw/HnTt3AJRu7+joaDRt2lRYxtXVFQcOHAAAnD9/Hi4uLggJCcG2bdvg7OyM0NBQNG7cuMoxqKqzMq5cuaLwWxCJRLh48SIaN26MIUOGYO7cuahTp06VY9WEJu28ceOGQjkrKysYGxsjOjoa3t7eKtt57NgxdOnSRfhdqUNVnZq0MyIiAoMHD0ZJSQl27dqFJk2aqIyndevWyM7Ohr+/P3R0dJQS66CgIDx69AgJCQlIS0uDt7c37Ozs4Ofnp3abX3X79m2Ym5srXNB0dXXFjRs30Ldv3yqv91Wv7rdyPj4+CAwMRFZWVpUuqjKmjri4OPz222+VKnPw4EGN6nz27BmouFhp+vPCQo3XrY6WLVuidevW1bIuS0tLpYQzPz9foX+kyuTJkyEWi/HNN99US0yvW2ZmJgoLC2Fvby9Ms7e3R2pqKgAgJSUF9evXh5aW8v2llJQUAKjU9nrZy69omZiYCI+YFhYWYsGCBdi3bx/S09ORm5ur8UVDVe0EAH19faGdIpEIJSUlGtX5tqkwQQwJCUFISIjS9G7dumH//v01FlRVvXxlQ/6lyq9sVISIsGHDBpw+fRr6+vpo2bIlPD09cf78eYUEcfHixcIz5urc7ZNfTYmLi4OVlRUAKKzv5Y5Eu3btEBkZqV5DK+Dq6oo7d+7g/PnzGDx4MK5evYqSkhJ4enri8uXLePDgAWbPng0dHR306tUL7du3x549ezB79my12vnDDz8gIiICV69eFZL769evIzY2FhcvXoSWlhb8/f0xZcoUxMfHw8XFBUDpuzq7du2CVCqFr6+vxu1kiubMmYPAwEDhPd2srCwQkcKVu5evhGZmZiI2NhZBQUFISUnBzJkzMWzYMNy8ebPKMaiqU10bNmzA8+fPMX36dGGat7c3nj9/jujoaIwaNQqFhYVYvnx5lWPVhCbtVHWFWlU7k5OThacB1FXVq+LqtPODDz5AXl4ewsPD4efnh4YNG6p1zC2P/KruiRMnYGxsDGNjY+GqriYJYnXcGVClrP1Wzt7eHkSElJQUThBZjXF1dYWjo6Pay2/evBkDBgzQqM79ly9DIhYrTRfl5mq8bnWoe3dKHZ6ennj8+LHChZy4uDi1/zzC8uXLcf/+fRw6dEjp5sfbwsLCAnp6ekhNTRWenHjw4AHs7OwAlB7L7t27B5lMpnShUp5s/fXXXwoXFl8mT+xUDfaVkpIi7Mvz5s3DmTNncOzYMTRo0AD169dXWr6y43+oaidTMUjNrFmzhIFdXv68ickhUPGVjYpkZGQgLy8PPj4+wuNO0dHRyMnJUVjO1NS00vEA5V9NuXTpEnx8fGBlZYUpU6ZofEUEKE1A7969i+joaAQEBODq1auIjY1Fs2bNkJqaCktLS4U7Eq9eMQEqbufKlSvh6uoKExMTYdq9e/fw7NkzmJubQyqVws7ODnXq1FEYsEIkEkEqlWrcPqYsOjoaERERCAgIEKZZWFhAJBIpXA3Nz8+HpaUlgNJBlcRiMcaMGQNdXV1MmzYNt27d0qjDrKpOdezZswdhYWE4duyY0qBU2traaNasGebOnSs8jlgbNGlneVeoXy5bUTu1tLTKvIp57tw5hcGKpFKpcHFPnTo1aaeenh6GDh2KLl26aPy9qHNVtyqqug3UVdF+C0D4zip7bmKsMoyMjGBpaan2B0Clli/ro62tDV0dHaWPtra2xutW5yN/Iqs6WFlZoX///pg7dy4KCwuxfft25OXloVevXgrLOTk5Yfjw4QrTYmNjMW/ePGzcuPGt/p1ra2tjxIgRCAkJQX5+PhITE7F161bhwn7fvn1BRJg+fTry8vJARMJj9TY2NujduzcmTZqE5ORkAKUXNeWvM1hZWeH8+fNISUlBUFCQUt07d+5EamoqkpOTERYWJrxKcffuXbi4uKBBgwb49ddfkZWVpZRg2traCjdECgoKUFhYqFE7mYoEMSQkRKnTIZVKMXjw4NcVX6W8fGWjMszNzaGnp4fIyEghCX727Bk+++wzjeMBSq+mvCorKws+Pj4YNmwY7t+/j/Xr12tUl1zTpk3x22+/wdDQEG3btsWNGzcQExMDT09P2NnZISMjQ+GHU9krJnv27EFUVJTCqLW2trYwNjZWuIjw4sULtG3btlraxCoWHByMwYMHK4wGrKurC3d3d8TFxQnT4uLi0LJlSwClFy0KCgqEjquJiQlEIhEMDAyqHIeqOlW5cOEC5syZgyNHjlR4kUJbWxsFBQVVjlNTmrSzZcuWCuXS09ORl5cHd3d3pWXLameDBg2QmJiotKy3t7fShbxZs2ZVuk5N2qmvr1+pY29ZV3xfvqorVx1XdV++MyBXmX2zIurst0lJSdDW1q7U3R3G3gamJiZ4kpOj9DF96SLy22Tt2rVISEiAmZkZVqxYgYMHDyqNL3H//n38/fffCtN+/PFHvHjxAh4eHkrvVb9t1qxZA3NzczRo0ACdO3fGhAkThGRNLBbj9OnTuHPnDpycnGBhYYEpU6YIZXfu3AlnZ2d06NABUqkUffr0QVpaGoDSp9OWLVsGHx8fTJ48WaleFxcXdO3aFc2aNcP48eMxZMgQAMDs2bNx48YNWFtbY9OmTfjqq68we/ZsHDlyRCgbHByMkydPQiqVon79+rh9+7ZG7WTQbBRTOU1GMcVLoxppuk756EpBQUGUm5tLJSUldPPmTaXlyhrNaOzYsdS7d296+PAhERGlpaXR3bt3VcYpV94on7179yZvb2+6f/8+ERHdv3+fMjMz6fbt2wSA4uPj6enTpzRy5EiqW7eu0qh6lR099OTJkyQWi2nRokVERNS8eXNyc3MjotIR9xo2bEgLFiyg4uJiOn78ONWpU0cYibCidr4cx6lTp0hXV5cOHDggrLdJkyb05ZdfCqNV3b17l9LT06vUBqa+zMxM0tXVpYMHDyrNW7dundIIlLGxsURU+p3Z2NjQypUrSSaT0aJFi6hHjx4ax1NRnXLDhg0jR0dHhWnPnz+nhg0b0u7du8tcb3JyMj19+pSePn1KHTt2fK2jX5alqu0sLCwkOzs72rVrFxUUFND48eNpxIgRwnxV7Txx4gRZWVlRQUGB2rGqqpOI6NKlS+To6EirVq1Su525ubkUExNDRERXrlwhAwMDioyMVDuuuXPnUrt27SgnJ4eKi4spLy+PiEpHluvduzfl5eXRvXv3yN7eXhhZThNDhgxRGMXU3t6eioqKFJZxdHQsd6S6skYxVbXfyq1YsYI6d+6scRsYq07VMYopY9XB29ubQkNDazsM9hKNEsSRI0eSRCIhAwMD0tLSIolEQhKJRKmjVGEA1ZggEhHFxMRQ9+7dydzcnMzMzOjdd99VWqasBDEvL48CAwPJ0dGRTExMqHHjxrR//36VccqVlwQ9fvyYxowZQ3Z2diSRSMjd3V3oVAUFBZFEIiE3NzfauXMntWjRQineyiZXDx8+JAB07tw5IipNfLt16ybMv3PnDnl7e5OpqSm5ublRRESEQnl1EkQiojVr1pCRkRHdvn2biEo7Tx988AFZWVmRRCKhd955R0iwOUGsOQcPHiQA9OjRI6V5MpmMAgMDSSqVKgzfLBcVFUWurq5kbGxM7733Hj148EDjeFTVSVT6+3v12tTZs2cJAInFYuE4MnHiRGH+Dz/8QJaWlmRhYUGjR4+mnJwcjWPVRFXbSVSaTLm5uZGRkRH17t2bMjIyhHnqtLN9+/ZKiZwqFdVJVPobBUDz5s1Tu51///03OTs7k4mJCdnZ2VU6pocPH5K3tzeJxWKysrKiNWvWEFHpEPG+vr5kZWVFDg4OtHDhQiopKanUusuSlpZGPXr0ICMjI/Lw8FAYml0OgNKfGVm/fj1JJBISi8UEgExMTEgikdDmzZtV7rdEpeeAevXqVSp5Zux14ASRvSk4QXzziIiq4cU3xhhjr0VycjK6dOmCgIAATJw4kd/tfYNdvHgRgYGBGDRoEL744ovaDocxBa1bt8b169drOwzG2Bvo7X2TljHG/oMcHBxw/fp1PHnyBCtWrKjtcFg57ty5g5CQECxZsoSTQ8YYY28VvoPIGGOMMfYfw3cQGWPl4TuIjDHGGGOMMcYAcILIGGOMMcYYY+wfnCAyxhhjjDHGGAPACSJjjDHGGGOMsX9wgsgYY4wxxhhjDAAniIwxxhhjjDHG/sEJImOMMcYYY4wxAJwgMsYYY4wxxhj7ByeIjDHGGGOMMcYAcILIGGOMMcYYY+wfnCAyxhhjjDHGGAPACSJjjDHGGGOMsX9wgsgYY4wxxhhjDAAniIwxxhhjjLF/KScnJ/j7+9d2GG8VThAZY4wxxth/Xnp6Onr27AmxWIxmzZrhxo0bapW7e/cuvLy8YG5uDmtra3z77bfCvOTkZEilUoWPSCRCcnJyTTXjP2f16tX4/fffy53v7OwMGxub1xjR269aEsTExERs27at0uWSkpIgEokQFhamNI+I8Omnn8La2hpSqRSNGjVCfn5+NUT731DRtn1bnD17Fjo6OrUdBnuNCgsLceTIEdy+fbu2Q3mj3b9/H76+vpg2bVpth/Kf8eTJE4SFheHp06dK88rab+Pi4tCuXTts3779dYbJWI0bOWMGeo0bp/QZOWNGbYemsUmTJsHZ2RlZWVmYMWMGBg0aBJlMprKcjo4Ovv76a2RlZeHYsWOYOXMmTp8+DQBwcHBAdna28Nm3bx86duwIBweHmm7Of4aqBPH06dNYsmTJa4zo7adRgrhr1y60adMGbdq0QXBwcKXL6+rqwsXFBRKJRGneqVOnsGHDBvz666/Izs7G5cuXoa+vr0m4NSY7Oxvz589HTk7OG1NnRduW/Xt4enoqXJXU1dUVOqQymQyBgYEwNTVFvXr1lDqq+fn5CAgIgJmZGWxtbbF48WKN41FVZ3kyMzPh5+eHxo0bY8CAAfjjjz8U5sfFxaFDhw4wMTGBm5sbLl68qHGsmqhqOwHgypUrcHd3h1gsRp8+fZCVlaW0TGpqKsRicZkXeGJiYuDl5YWuXbti2bJl1VZnWVS1s3379jA3N4dEIsGAAQOQnZ2t1noBIDw8HBEREWovr6mq3hm4du0aevXqBQ8PD4wePRq5ubnCvIr2W1dXV+zYsQOhoaEIDAys9vYwVlue5OTA1MRE6fPkNfaBakJ6ejoiIiLw1VdfQU9PD6NGjYKhoSF++eUXlWWdnZ3Rpk0bAECLFi3g4eGBW7duKS1HRPj888+xfPny6g6/2uTk5MDPzw/W1tZwcnLC4sWLQUTC/JiYGPj4+MDc3BxmZmYYOHCgMO/x48cYPXo0bG1tIZVK4enpiYyMDACASCTC+fPnAQAPHjyASCRCUlISAKBz585YuXIl+vTpA1NTUwwYMEA41qampsLb2xuWlpaQSCQYOnSokLSvXr0aUqkUycnJmDBhgtAXSk5ORn5+vvB/HR0dLFy4UO12hoWFwcPDAytWrICNjQ3q16+v9jnjX4M0cPPmTcrMzKTQ0FBydnbWZFVKwsLCqn2dNSUxMZEAUEpKyr+6ztctMjKStLW1azuMt0ZGRgY5ODhQVlYWERF9++239M4779CTJ0/o1q1bZG5uTnFxccLy/fv3pxEjRlB2djYVFRVRQkKCxjGoqrM8T548oRs3bpBMJiNHR0fasWOHMK+kpIRcXV0pNDSUSkpKaM+ePWRnZ0fFxcUax1tVVW1nQUEB2djY0K5du+jFixc0fvx4+vDDD5WWGzx4MOnp6VFoaKjC9OLiYnJ3d6fvv/9e7VjVrbMsqtoZHx9PRESpqank4OBA69atUzsuPz8/Gjt2rNrLa2rQoEE0adIkKigooG3btpGjo6Na+1BCQgIlJCSUecytaL+Vy8vLo4YNG1J4eHi1toexV+Xl5VF6erran1atWlVqefnHZ/RoGhwUpPTxGT26SuurzCcvL6/Gtt+JEyeobt26CtMGDhxI8+fPr9R6nj59SiYmJnThwgWlebt27aJ+/fppEmaN8/PzIx8fH8rNzaX4+Hiys7OjsLAwIiLKycmhunXr0syZM+n58+dUWFhI169fF8r27t2bfHx8KC0tjUpKSig6Opry8/OJiAgARUVFERFRSkoKAaDExEQiIvL29iYXFxe6cuUK5eXlUatWrWju3LlEVHp+OXfuHBUXF1N8fDzp6enRiRMnFGIu7/gr5+3tTcHBwWq3MzQ0lOrUqUMzZsyg4uJiGjx4MA0bNkyDrfr20ej5vebNm1ep3PHjxzFs2DAAwNOnTxEVFQUvLy8AwMOHD9G0aVMUFhaioKAAUqkUANC0aVO17hrExMTgk08+wW+//QYiQufOnXHgwAEAwOHDhzFr1iw8fPgQzZo1w8aNG+Hi4gKg9AXWKVOm4NChQ7h16xaGDRuGzZs3AwCePXuG0aNH48yZMygoKICTkxOuXr0KfX19DB48GCdOnAAAuLm5QSQSwcHBQbjVPX/+fNy4cQPdunXD0qVLkZaWhtOnT6Nz584QiURC2x88eAB7e3skJibCyckJAPDzzz9j/vz5SExMRJ06dTB9+nTMnDmzwjor2rZA6XPyH3/8MW7fvg1bW1uEhISgb9++AAB/f3/o6uqiqKgI4eHh8PDwQEREBExNTcvd3mlpaWjQoAHy8vKQk5ODQ4cOYcSIEcjJycF7772HmzdvVlgnUHpV6eeff8by5ctx69YttGrVCmfPnlWoRyaToWfPnujQoQMWLFgAoPQx2rFjx+LatWuoX78+1q9fj3fffRdA6eOp77//PiIiIvDxxx/j/v37mDVrFubPn69yH3pbLVy4EJMnT4aZmRkAYPPmzViwYIFwBW3o0KHYsmULVqxYgdjYWBw7dgwPHz4U7jI3aNBA4xgqqrMiUqkULVu2LHNeeno64uLiMGjQIIhEIgwfPhyBgYE4ffo0unfvrnHMVVHVdh4+fBiWlpYYOXIkACA4OBj29vb45ptvYG5uDgA4duwY0tPT0b59+zLLZ2dnY9SoUWrHqk6dVW2ns7MzgNIrvCUlJXjvvfdUxnP9+nV069YNz549g0gkwv79+wEA69evx8iRI5GTk4PAwEAcO3YMBgYGGD9+PD7//HOIRCK12/wq+Z2BR48eCXcGQkJC8Msvvygci8oi/13Ir3S/rKL9Vs7IyAiffPIJlixZgn79+lW5DYypEhcXh99++61SZQ4ePFjpep49ewYqLlaa/rywsErrq4yWLVuidevWNbLuzMxMGBoaKkwzMjIS7oCpg4gwYcIE+Pn5oUOHDgrzioqKMGfOHOzbt69a4q0JMpkMe/bswYkTJ2BsbAxjY2MEBARgx44d8PPzw+HDh6GlpYXFixdDS6v0IcRWrVoBAB49eoSjR48iLi4OVlZWAEr7qOqaPHmycBd2+PDhOHjwIBYsWABbW1vY2toCKD3nWFtbIz09vUbbCQAWFhZYtmwZtLS04OnpicjISI3qfNvUygtePXr0EB5FevWkb2tri+zsbISFhWHhwoWIj49Xe725ubno1q0b/Pz8cOjQIWhrawuJWnx8PAYNGoTw8HD4+PhgwYIFeP/99xEbGyu857Zu3Tr88ssvKC4uhoeHB6ZPn44mTZpg27ZtSE5ORnJyMvT19REXFwddXV0AwP79+5GUlIT69esjJiYG9erVU4rrwoULaNCgAeLj4zF16lThR1WRq1evYujQodizZw/69euHZ8+eISUlRWWdFW3b4uJi9O3bF8OHD8fJkydx8uRJ9O/fH7GxsUJHb/fu3dixYwfWrVuHpk2b4ocffsDHH39cbpzW1tYwMDBASkoKrl27htGjR8PT0xM5OTnw8PBQq04A+PLLL7F161ZYW1tj3LhxSvXMmjUL+vr6CgnesGHDMHDgQJw8eRIbNmzAkCFDkJKSAm1tbQCl7wWtWLECkZGROH36NO7fv69yu7+tkpKSEB4ejjt37gAobXt0dDSaNm0qLOPq6ipcLDl//jxcXFwQEhKCbdu2wdnZGaGhoWjcuHGVY1BVZ1WZm5ujbt26WL9+PaZNm4bIyEg8ffoU8fHxtZIgatLOGzduKJSzsrKCsbExoqOj4e3tjRcvXmDatGnYv38/Jk+erFT+2LFj6NKli7CPq0NVneVRp50REREYPHgwSkpKsGvXLjRp0kRlPK1bt0Z2djb8/f2ho6ODLVu2KMwPCgrCo0ePkJCQgLS0NHh7e8POzk44aVfF7du3YW5urpAQu7q64saNGyoTxOrg4+ODwMBAZGVlqUzKGasqV1dXODo6qr385s2bMWDAgErXs//yZUjEYqXpotzcKq2vMl5N4KqTpaWl0lgX+fn5Cn0VVSZPngyxWIxvvvlGad6WLVtgZ2cnJFRvoszMTBQWFsLe3l6YZm9vj9TUVABASkoK6tevX2Y/Vt5Hrcz2epm8Xw0AJiYmwiOmhYWFWLBgAfbt24f09HTk5uYqPPJaFaraCQD6+vpCO0UiEUpKSjSq821TYYIYEhKCkJAQpendunUTrvq+SSq6srF371506NABvXr1AlCakCxfvhyXL18W7rB9/vnnQgdHS0sL6enpaNKkCUxNTREfH48ff/wRgwcPVugwqaN+/frCweK7775Tq8zWrVsxYMAA4dlusVhc6XpfdfnyZTx48ACzZ8+Gjo4OevXqhfbt22PPnj2YPXs2AKBfv35CnQ0bNlTrKo2rqyvu3LmD8+fPY/Dgwbh69SpKSkrg6empVp0AsHjxYuHKkfzuqNwPP/yAiIgIXL16VUh6r1+/jtjYWFy8eBFaWlrw9/fHlClTEB8fL9wVLi4uxq5duyCVSuHr66vRtnvTzZkzB4GBgcJ7ullZWSAihZPpy1dCMzMzERsbi6CgIKSkpGDmzJkYNmwYbt68WeUYVNVZVTo6Ojh+/Dj8/PywcuVKjBo1Cp6enmUOFvI6aNJOVVeo5XeZyrvqmpycjBYtWlQq3qpeFVennR988AHy8vIQHh4OPz8/NGzYUKPOjzpXdauiOu4MaMLe3h5EhJSUFE4QWY0xMjKCkZFRpcpYWlpWuh5tbW3oljGAnLa2dpXW96bw9PTE48ePFS7kxMXFqf3nEZYvX4779+/j0KFDShfoi4qKsHjx4mp5178mWVhYQE9PD6mpqcLTEw8ePICdnR2A0mPZvXv3IJPJlC5UypOtv/76q9z+qjyxU3X+TklJES52zJs3D2fOnMGxY8fQoEED1K9fX2n5l5NLdahqJ1MxSM2sWbMURl6Sf97E5BCo+MpGamqqwpUCfX19WFpaKlwteLkD8fLVguHDh+Orr75CSEgIrK2t8cUXX6g1qpVcRY9oVtSWhg0bVrpcRVJTU2FpaYk6deoI0169YlLeNqiIm5sb7t69i+joaAQEBODq1auIjY1Fs2bN1KoTqHgbrVy5Eq6urjAxMRGm3bt3D8+ePYO5uTmkUins7OxQp04dhUEyRCKR8Ijyv1l0dDQiIiIQEBAgTLOwsIBIJFK4Gpqfny+cvCUSCcRiMcaMGQNdXV1MmzYNt27d0qjDrKpOTXh6euLmzZtIT0/HihUr8OjRo1rraGvSzvKuUFtaWiI+Ph579+7F3Llzyy2vpaVV5m/y3LlzSsOoyy/uVVRndbRTT08PQ4cORZcuXbB79+4K16mKOld1q6Kq26C6yL8zdZ4eYexNJx+Q5tWP6Uvn6LeRlZUV+vfvj7lz56KwsBDbt29HXl6ecGNBzsnJCcOHD1eYFhsbi3nz5mHjxo1l/s6PHj2K1NTU1/LEgia0tbUxYsQIhISEID8/H4mJidi6datwkb1v374gIkyfPh15eXkgImEwHhsbG/Tu3RuTJk0S/oRHcnKyMCialZUVzp8/j5SUFAQFBSnVvXPnTqSmpiI5ORlhYWHCqxR3796Fi4sLGjRogF9//RVZWVlKCaatra1wc6KgoACFhYUatZOpSBBDQkKUOh1SqRSDBw9+XfFVystXNl5lZ2en0MkoKChAZmam2lcLJk6ciNjYWJw+fRqbNm3C8ePHhXmVvXLxsvKuptjb2+PPP/8st1xV6rSzs0NGRobCD6c6rpg0bdoUv/32GwwNDdG2bVvcuHEDMTEx8PT0rJY69+zZg6ioKIWRcm1tbWFsbKxw4eLFixdo27atRm15GwUHB2Pw4MEKI9bq6urC3d0dcXFxwrS4uDjhfSlnZ2cUFBQIHVcTExOIRCIYGBhUOQ5VdVaXmzdv4uHDhwrv1r5OmrSzZcuWCuXS09ORl5cHd3d3XLp0CampqcLob+fPn8ekSZOEd26B0vfhEhMTldbr7e2tdCFv1qxZKuusznbq6+tX6sJZWcewl6/qylXHMerlOwNyNbFvlicpKQna2tqVevyPsTfV7pUr8ct33yl9dq9cWduhaWzt2rVISEiAmZkZVqxYgYMHDyr9ua379+/j77//Vpj2448/4sWLF/Dw8BD6yi9fMIuMjETjxo2rdMPgdVuzZg3Mzc3RoEEDdO7cGRMmTBCSNbFYjNOnT+POnTtwcnKChYUFpkyZIpTduXMnnJ2d0aFDB0ilUvTp0wdpaWkASp8UW7ZsGXx8fMp8hcLFxQVdu3ZFs2bNMH78eAwZMgQAMHv2bNy4cQPW1tbYtGkTvvrqK8yePRtHjhwRygYHB+PkyZOQSqWoX7++Wn8qq6J2Mmg2iqmcJqOY4qVRjTRdp3x0paCgIMrNzaWSkhK6efMmERH99ddfVKdOHTp58iQVFxfTvHnzqFGjRlRUVEREyiMgaWtrU2RkJBERHTt2TBitLyEhgaysrBRGp3r+/Dnp6enRvn37iKh0BCu5efPmUdeuXcuM18rKihYvXkzJycn03nvvKYzodPnyZdLR0aEdO3ZQYWEhFRQUUHR0tFp1yr26bYuKiqhhw4a0YMECKi4upuPHj1OdOnWEtr06qmDXrl1p3rx55W/wf5w8eZLEYjEtWrSIiIiaN29Obm5uatVZVpxyL49ieurUKdLV1aUDBw4I623SpAl9+eWXwghZd+/epfT0dKWy/2aZmZmkq6tLBw8eVJq3bt06pREoY2Njiah0+9nY2NDKlStJJpPRokWLqEePHhrHU1GdcsOGDSNHR8dy11HWaGTXr1+n58+fU3Z2Nr333ns0YMAAjWPVRFXbWVhYSHZ2drRr1y4qKCig8ePH04gRI8qsw9vbW2kU0xMnTpCVlRUVFBSoHas6dV66dIkcHR1p1apVarczNzeXYmJiiIjoypUrZGBgIBwz1TF37lxq164d5eTkUHFxsTA6oZ+fH/Xu3Zvy8vLo3r17ZG9vL4wsp4khQ4YojGJqb28vHP/lHB0dyx2pTtXI0RWNordixQrq3LmzZg1grJq1atWqtkNgjIjKPt+x2qVRgjhy5EiSSCRkYGBAWlpaJJFISCKRKHWUKgygGhNEIqKYmBjq3r07mZubk5mZGb377rvCvIiICHJzcyNTU1Py9vamO3fuCPMqShDXrFlDzs7OZGJiQvb29rR8+XKler/99luysbEhiURCDg4OwvSKEsQtW7aQVColFxcX+umnnxQSRCKin3/+mVq2bEkSiYSsrKzo008/VatOubK27Z07d8jb25tMTU3Jzc2NIiIihHlVTRAfPnxIAOjcuXNERDR27Fjq1q2bWnWWFyeRcpK3Zs0aMjIyotu3bxNRaYftgw8+ICsrK5JIJPTOO+/Q3bt3yyz7b3Xw4EECQI8ePVKaJ5PJKDAwkKRSqcLwzXJRUVHk6upKxsbG9N5779GDBw80jkdVnUSlJ4JXr039/vvvwvFDJBKRoaEhSSQSGjVqFBERLVy4kKytrcnMzIzGjBlTo0Odq6Oq7SQqTabc3NzIyMiIevfuTRkZGWXWUd4Js3379kqJnCqq6oyMjCQASr/3itr5999/C8dFOzu7Ssf08OFD8vb2JrFYTFZWVrRmzRoiKr3Y5evrS1ZWVuTg4EALFy6kkpKSSq27LGlpadSjRw8yMjIiDw8PhaHZ5QCQt7e3wrT169eTRCIhsVhMAMjExIQkEglt3rxZ5X5LRPT48WOqV69epZJnxl4HThDZm4ITxDePiEjDoYAYY4y9NsnJyejSpQsCAgIwceLE/8R7tm+rixcvIjAwEIMGDcIXX3xR2+EwpqB169a4fv16bYfBGHsD8RvzjDH2FnFwcMD169fx5MkTlX93kdWeO3fuICQkBEuWLOHkkDHG2FuF7yAyxhhjjP3H8B1Exlh5+A4iY4wxxhhjjDEAnCAyxhhjjDHGGPsHJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7B+cIDLGGGOMMcYYA8AJImOMMcYYY4yxf3CCyBhjjDHGGGMMACeIjDHGGGOMMcb+wQkiY4wxxhhjjDEAnCAyxhhjjDHGGPsHJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7B+cIDLGGGOMMVaDCgsLceTIEdy+fbu2Q6nQ8OHDIZVKYWxsDB0dHbXLnT17Fk5OTjUXWAUyMzMxYMAASCQSmJmZYciQIbUSx7/Jfy5BfJ07UVJSEkQiUbWvd+3atZBKpZBKpRCJRDh//ny5dYeFhVV7/YwxzWjaUbh//z58fX0xbdq0ao6sbImJidi2bdtrqevfIi4uDu3atcP27dtrOxTGmJrS09PRs2dPiMViNGvWDDdu3FC77NatW2FnZwczMzNMnz4dRASgtN/p5+eHxo0bY8CAAfjjjz/KLG9paYk///yzzHlDhgzB5s2bK9+gKti7dy+ys7Nx+PDh11JfdVi1ahVSUlKQnJyMx48fY/369RqvMzs7G/Pnz0dOTk41RPj2qTBBnDRpEjp16qQw7ffff4eTkxOePXtWo4HVlJrYiV63KVOmIDs7G9nZ2eUuo6urCxcXF0gkktcXGHvtPD09hYsFUqkUurq6QodUJpMhMDAQpqamqFevnlJHNT8/HwEBATAzM4OtrS0WL16scTyq6ixPcnKyQjvkFz+Sk5MBAAsWLICDgwNMTEzQsWNHPHr0SONYNVHVdqrqKKjTOYmJiYGXlxe6du2KZcuWqVXvlStX4O7uDrFYjD59+iArK0utcrt27UKbNm3Qpk0bBAcHK8zbvXu3wvclFovRoEEDtdYLAOHh4YiIiFB7eU3VRMevuLgYAwYMQN26dWFiYoKxY8eiqKgIAODq6oodO3YgNDQUgYGBNdIm9uYaOWMGeo0bp/QZOWNGbYfGKjBp0iQ4OzsjKysLM2bMwKBBgyCTyVSW+/333zFz5kwcP34c8fHxOHfuHLZu3QoA0NHRwdSpU3Hv3j3Y2toqld28eTMePnwIOzs7SCQSrF69GsXFxQCAQ4cO4caNG7Czs4ONjQ1+/PFHxMXFVW+j/wUePnyI5s2bC31eS0tLjdeZnZ2NBQsW/GcTRFAF0tLSSCwW04EDB4RpnTt3pp07d1ZU7I3m7+9PY8eOfS11JSYmkopNrDEAFBUVVaN1sLdDRkYGOTg4UFZWFhERffvtt/TOO+/QkydP6NatW2Rubk5xcXHC8v3796cRI0ZQdnY2FRUVUUJCgsYxqKpTXcePH6eOHTsK/z98+DBlZ2dTYWEhffTRR+Tl5aVxrJqoajufPHlCN27cIJlMRo6OjrRjxw6F+YMGDaJJkyZRQUEBbdu2jRwdHam4uFiYX1xcTO7u7vT999+rHWtBQQHZ2NjQrl276MWLFzR+/Hj68MMP1Sp78+ZNyszMpNDQUHJ2dq5w2c8//5zmzJmjdlx+fn6v7VhMpHrbluf27dtkbm5Of/zxB2VlZVHLli3pu+++IyKioqIiOnDgABUWFlJGRga5ubnR7NmzFcrn5eVRw4YNKTw8vEbaxd5MPQMCaMT06UqfngEBtR2aoFWrVrUdwhslLS2NdHV1KTMzU5jm6upKhw4dUlk2MDCQgoKChP//8MMPZW7fso77/v7+1Lx5c8rKyqIRI0ZQ3759KTU1lYiIvv76a2revDlFRUXR0qVLqVOnTnT69OmqNrFSIiMjSVtbW2HagwcPqFOnTmRhYUEmJiY0ZMgQ4TgaGRlJjo6OtG/fPnJ0dCQ7Ozvav3+/UPbOnTvUuXNnMjU1JTc3N6XtCoB+/vln8vLyImNjY/L29lYZ4w8//EASiYR0dXVJT0+PJBIJSSQS+uyzz4iIaOXKleTk5ERisZgaNGhAx48fVygfHh5OzZs3J4lEQlZWVhQSEkJEpecLsVhMAMjExIQkEgl5eHgI5Q4dOkRubm5kampKnTt3pjt37ihsN2NjYzpz5gw1btyY6tSpQ/PmzSMiovz8fBo6dChZWFiQWCwmDw8Pev78ucp21gaV2UtwcDA1atSICgsLad++fdSuXTsqKSkR5n/99ddka2tLFhYWNGnSJCosLCSiinciIqJ58+ZR3759afXq1WRjY0NaWloUGRlJRKU7UYcOHUgqlZJUKqVRo0ap1ZiSkhJatGgROTo6kpWVFY0aNYqePn1KRKp3ooqo+kKjo6OpW7duZGZmRqampjRgwAAi+v8E8ejRo9SkSRMyNTWlLVu2COUq+rE8ffqURo0aRVZWVuTo6EiLFi1S2O5yryaIx44dE9pWVvLo6OhIy5cvp06dOpGJiQmNGzdOmPf8+XMaNmwYicVievfdd2nixInk5+encvuwN8PUqVNp6dKlwv89PDwULu5MnDiRZsyYQUREMTExpK+vT48fP67WGCqqU10lJSXUsmVLunz5cpnzjx49SsbGxhrFqanqaOerHQV1Oifh4eFUr149tRIbuZ9++ok8PT0V6tHT01OoRxVVCWJqaio5OTlRTk6OynVdu3atzGPxrl27iEj9Y19lvI6OHxHR//73P+rbt6/S9LVr11Lbtm2rEDmrLnl5eZSenv7aPj6jR9PgoCClj8/o0a8thry8vAq3CSeIik6cOEF169ZVmDZw4ECaP3++yrIdOnSgjRs3Cv///fffSVtbW+lYXVaCSES0Y8cO+v7772nWrFlK86Kjo2np0qU0YcIEys/PV7c5GisrQUxNTaVz585RcXExxcfHk56eHp04cUJY3sDAgKZPn07Pnj2jPXv2kFgsFi5CN2zYkGbPnk1FRUV09OhR0tPTo/j4eGHdAMjd3Z2uXLlCSUlJ5OPjo3as5V1wPH78OGVkZFBJSQmNGzeOOnToIMy7cuUK6enp0U8//UTFxcWUk5NDMTExwnx5Hz4lJUVhnX/99Rfp6enR0aNHqaioiGbPnk2NGjWioqIiYTvo6elR7969KTU1lbZv307BwcFERLR+/Xpq164dPXv2jEpKSigmJqZS5/PXSeXbp9OnT8eGDRuwatUqbNiwAXv37hXeqzt69CjWrl2LK1euwMDAAO+++y6+++47TJo0CSKRCMHBwXj33XeRlJSEpk2b4syZM/Dx8RHWfeHCBTRo0ADx8fGYOnUqtLRKn3idO3cu3nnnHZw/fx7FxcVISEhQ627otm3bsH79epw7dw7W1tYYOHAgpk6ditDQUAwdOhRDhw6Fv78/dHR0sGXLFrXvsm7btg3JyclITk6Gvr4+4uLioKurCwDIzc1Ft27d4Ofnh0OHDkFbWxu///67QvmtW7fi2rVr+P777/Hll19i7NixKC4uRt++fTF8+HCcPHkSJ0+eRP/+/REbGwtnZ2cEBQXh0aNHSEhIQFpaGry9vWFnZwc/P78KY+3Ro4fw6Gl57z+uW7cOv/zyC4qLi+Hh4YHp06ejSZMm+Prrr5GYmIjU1FQ8ePAAvXr1QufOndXeTqz2JCUlITw8HHfu3AFQ+o5bdHQ0mjZtKizj6uqKAwcOAADOnz8PFxcXhISEYNu2bXB2dkZoaCgaN25c5RhU1amuPXv2wN7eHm3bti1z/pUrV9C+ffsqx6mp6mrnq27fvg1zc3OYm5srrPfGjRvo27cvAODYsWPo0qULtLW11V7vjRs3FGK1srKCsbExoqOj4e3trVHMcvPnz8fUqVMhFotVLtu6dWtkZ2eXeyyu6rGvIups2/LcuHEDo0aNUih369YtyGQype/hypUr6N69u9I6fHx8EBgYiKysLIUY2OsTFxeH33777bXV9+zZM9A/jwm+7HlhIQ4ePPhaYmjZsiVat279Wur6N8jMzIShoaHCNCMjI2RkZFS6rJGREWQyGZ48eQILC4sKyyYkJCAoKAgxMTFYvXo1mjVrhuHDhwMofYx90KBBWLFiBZKTkzF9+nRs3LixCq2rHra2tsJjss7OzrC2tkZ6erow39DQECtWrIBIJMKwYcMwbtw4XL16FQYGBnjw4AFmz54NHR0d9OrVC+3bt8eePXswe/ZsofzixYvRpk0bAMCJEyc0jvfl43G7du0QGRkp/H/r1q0YMGAABg4cCAAQi8UK58ry7N27Fx06dECvXr0AAF9++SWWL1+Oy5cvw8vLC0Dp97Zr1y5IpVL4+voKZU1NTREfH48ff/wRgwcPVqu+2qIyQTQ0NMRXX32FgIAA+Pr6KnTa1q9fjwkTJqBevXoAgA8++ABRUVGYNGmSyp0IAOrXr49vvvkGAPDdd98J001NTREVFYVTp06ha9euaNKkiVqN2blzJ8aNGwdnZ2cAwBdffIEePXpg69atQvJZFRV9oYcPH4aWlhYWL14s1NGqVSuF8ps2bYKxsTFatGghbIPLly+X+2P5/PPPsWfPHpw4cQLGxsYwNjZGQEAAduzYoVEnSe7zzz8XtqmWlhbS09PRpEkT7Ny5E//73/8gFovh6uqKbt26Cc/BszfbnDlzEBgYCH19fQBAVlYWiEjphCU/0WVmZiI2NhZBQUFISUnBzJkzMWzYMNy8ebPKMaiqUx1FRUWYM2cO9u3bV+b869evIzQ0FCdPnqxynJqqjnaWRZ3OSXJyMlq0aFHt69XE3bt3ceTIEeFYrgmZTFYjx77X0fHbsGEDnj9/junTpyutw97eHkSElJQUThBriaurKxwdHV9bffsvX4akjAsmotxcDBgw4LXE8Oo+zypmaWmJ/Px8hWn5+flCn7IyZfPz86GtrQ1TU1OVZZ2dnREVFQUbGxvs27dP4V1uHR0d/PTTT3Bzc0Pbtm1RUlJSiRZVv8LCQixYsAD79u1Deno6cnNzhXeygdJ45TcnRCIRxGIxcnNz8fjxY1haWqJOnTrCsvb29khNTVVYvzrbqzIuXbqEuXPn4vbt28jLy1N4BzQlJQUtW7as9DpTU1Nhb28v/F9fXx+WlpYKbRGJRJBKpUplhw8fjidPniAkJASTJ09GYGAggoODK3XR93VRa/xaf39/BAQEICAgQGH6vXv3EBkZKQxuUVxcjC5dugBQvRMB5e8IK1aswIIFC+Dr6ws9PT2EhIRg5MiRKuN89Uuzt7dHYWEhMjIyYG1trU5Ty1TRF5qSkoL69etXmIAaGRkBKN1h5NsgNTW13B9LZmYmCgsLldry6g+pql4+aYhEIuGAk5iYCAcHh2qpg70+0dHRiIiIwNq1a4VpFhYWEIlESics+YvbEokEYrEYY8aMAQBMmzYNq1atQkZGRpVf7lZVpzq2bNkCOzs7pYssQOkdgJEjRyIiIkKjO53q6tWrFy5duqQwLTs7u1raWRZ1OidaWlpldhDOnTuHfv36KUybNWsWZs2aBUtLS8THxyuttzpe4gdKn/gYO3YsDAwMNF6XJsc+mUymlHx5eXnh8OHDNd7x27NnD8LCwnDs2DHhIs3L5N+ZJhcqmWaMjIyEc/HroK2tDd0y/kSAtrZ2tf32WPXy9PTE48ePFe70x8XFwd/fX2XZli1bKgweExcXh2bNmqnd8XdzcwMAuLi4lDvvTdhv5s2bhzNnzuDYsWNo0KAB6tevX+6yL168QEZGBhwdHfH8+XNkZGSgsLAQenp6AIAHDx6ga9euNRZrVlYWfHx8sHr1akREROCHH37AwoULhfn29vbljhoLQHhS8FV2dnYKdyILCgqQmZkJOzs7teKaOHEiJk6ciKtXr6JXr17w8vJC79691WzV66PW2Uq+g796crO1tUVwcLAwomZeXh4OHToEoHQnOnXqFI4dO4bs7OxKJR7GxsZYvnw5UlNTsWDBAvj5+eHp06cqy9nZ2Sl0JB48eAA9Pb1q+VFNnDgRsbGxOH36NDZt2oTjx48DKN3B7t27p9YoV6/GKv+xvByvnZ0dLCwsoKenp9QWdXe+qjIxMVHYzi9evKjR+lj1CA4OxuDBgxVGrNXV1YW7u7vSCUt+tczZ2RkFBQVCx9XExAQikUijTr6qOlUpKirC4sWLMW7cOKV5mZmZeP/99/H999+jWbNmVY6xMn755Rfh2PbyqMGatrM8L3dOyltvgwYNkJiYqFTW29tbKdZZs2YBUO64pKenIy8vD+7u7hrFC5SOqPrTTz9h7NixlS5b1slXk2Oftra20jaQD9OuzrYtj6qO34ULFzBnzhwcOXKk3IueSUlJ0NbWfq13sFjtMjUxwZOcHKWPqYlJbYfGymFlZYX+/ftj7ty5KCwsxPbt25GXlyc8Sijn5OQkPAIqN27cOOzevRvR0dF4/Pgxli5digkTJrzO8F+Lu3fvwsXFBQ0aNMCvv/6KrKwshX5jVlYWwsLCUFRUhKVLl6Jhw4Zo2bIl2rVrh3r16iEkJAQymQwnTpzApUuXMGLEiBqLNTU1Ffn5+ejSpQuKiopw8uRJ5OfnC/31MWPG4ODBg9i5cyeKiopQWFiImJgYoby5uTn09PSEC8Xy0UyHDx+OCxcu4NSpU5DJZFiyZAns7e3Rrl07lTEdP35ceG3OwsICOjo6Zd5pfCOo+7IiyhjwZMeOHVS/fn26desWEZW+BH7jxg0iIhowYAD5+vpSSUkJnT17loyNjWnt2rVC2Xnz5lHXrl3LrGvv3r3CYAKHDx8mY2NjKigoUBljaGgoOTo6UmJiIuXl5VGPHj3I399fYZmqjJx37Ngx4UXahIQEsrKyogsXLhARUU5ODtWtW5eCgoIoNzeXSkpK6ObNm0T0/y+4yge0iYqKEkY1lb+wu2DBAiouLqbjx49TnTp1hHr8/Pyod+/elJeXR/fu3SN7e3sKCwtTiq2s76Wiea++IK2trS0MDvThhx/S+++/T4WFhXTgwAEyMzOjMWPGVGpbsdcrMzOTdHV16eDBg0rz1q1bpzTSZmxsLBGV7n82Nja0cuVKkslktGjRIurRo4fG8VRUp9ywYcPI0dFRqWx4eDiJRKIyB84ZOXIkjR8/XuP4qosm7ZQra7CCIUOGKIy0aW9vL7z4TlQ6iIKVlZVax0O5wsJCsrOzo127dlFBQQGNHz+eRowYobDMpUuXyNHRkVatWlXmOsobpOaTTz6hZs2aqR3Ly+bOnUvt2rWjnJwcKi4uFgbUUPfYV1mqti1R6XcybNgwhWm///47WVhYKIxiumnTJiIqHdirYcOGtHv37grrXrFiBXXu3FnjNjBWnXiQGmVpaWnUo0cPMjIyIg8PD7p+/brSMgDKHGFz69atZGNjQ1KplD755BOSyWREVHoMkQ/GJRKJyNDQkCQSidoDMNaWsgapuXHjBjVt2pQsLS1pxIgR9PXXX5NUKqXDhw9TZGQkderUicaPH0+mpqbUokULunv3rlD2zp075O3tLQzMGBERobDuivqzqpTXtw8KCiKJREJubm60c+dOatGiBb377rvC/J9//platmwpjGL66aefKpT/9ttvycbGhiQSCTk4OAjTIyIihFFMvb29lUYxfXW7ya1Zs4acnZ3JxMSE7O3tafny5VVq7+ugUYJIVNpRatKkCUkkErK1tRWG+K5oJyKqOEH09/enunXrkkQiIXd3dzp27JhaMZaUlNDChQvJwcGBrKysyNfXVxjFVK4qCaKqLzQmJoa6d+9O5ubmZGZmJux8FSWIRBX/WJ4+fUq+vr5kZWVFDg4OtHDhQrVGMVU1r6IEMSUlhby8vEgikdDIkSPpo48+ounTp1diS7HX7eDBgwSAHj16pDRPJpNRYGAgSaVSsrOzU+pkR0VFkaurKxkbG9N7771HDx480DgeVXUSEXl7e5f551+mTp1KLi4uZa4XABkYGAgn2ZeHm64NVW2nqo6COp2T9u3bl5vIlefKlSvk5uZGRkZG1Lt3b8rIyFCYHxkZSQCEobjlRo4cSRKJhAwMDEhLS0uIXZ4MN2vWjCZMmFCpWOQePnxI3t7eJBaLycrKitasWUNE6h/7KqsmOn5nz54lACQWi4VtM3HiRIWyjx8/pnr16gnHWcbeFJwgMsbKIyJ65cVA9p/1+PFj1KlTB0ZGRnjw4AE6dOiAzZs3o2fPnrUdGmPsH8nJyejSpQsCAgIwceLEN/fxFIaLFy8iMDAQgwYNwhdffFHb4TCmoHXr1rh+/Xpth8EYewPxG/NMEBkZCVdXV5iZmcHb2xuTJ0/m5JCxN4yDgwOuX7+OJ0+eYMWKFbUdDivHnTt3EBISgiVLlnByyBhj7K3CdxAZY4wxxv5j+A4iY6w8fAeRMcYYY4wxxhgAThAZY4wxxhhjjP2DE0TGGGOMMcYYYwA4QWSMMcYYY4wx9g9OEBljjDHGGGOMAeAEkTHGGGOMMcbYPzhBZIwxxhhjjDEGgBNExhhjjDHGGGP/4ASRMcYYY4wxxhgAThAZY4wxxhhjjP2DE0TGGGOMMcYYYwA4QWSMMcYYY4wx9g9OEBljjDHGGGOMAeAEkTHGGGOMsRpVWFiII0eO4Pbt27UdSoX8/f0xf/78al9vvXr1IJVKoa+vj27duqldLiwsDJ07d65yvUSETz/9FNbW1pBKpWjUqBHy8/OrvL7/impJEBMTE7Ft27ZKl0tKSoJIJEJYWJjSPE2+0LCwMIhEIiQlJVU6ptrUuXPnMrfFv9nw4cMhlUphbGwMHR2daluvk5MTzp49W23rA4Bbt25BKpVCKpVCR0cHCxcuVLtsTR1w2dtJ047C/fv34evri2nTplVzZGWr6jH+vywuLg7t2rXD9u3bazsUxpia0tPT0bNnT4jFYjRr1gw3btxQu+zWrVthZ2cHMzMzTJ8+HUQEAMjMzISfnx8aN26MAQMG4I8//iizvKWlJf78888y5w0ZMgSbN28uc966deswcuRIteOsLQ8ePEB2djZmzZpV5vxbt25hzZo11V7vqVOnsGHDBvz666/Izs7G5cuXoa+vr/F6V69ejd9//70aInwzaZQg7tq1C23atEGbNm0QHBxc6fK6urpwcXGBRCJRmqfJFyqRSODi4gJdXd1Kx8Rer7179yI7OxuHDx+u7VBUat68ObKzs5GdnQ0vL68ylwkPD0dERMRri8nT01NIWqVSKXR1dYUOqUwmQ2BgIExNTVGvXj2ljmp+fj4CAgJgZmYGW1tbLF68WON4VNVZnuTkZIV2SKVSiEQiJCcnAwDS0tLQq1cvmJmZwcHBAfv27dM4Vk1UtZ2qOgrqdE5iYmLg5eWFrl27YtmyZWrVe+XKFbi7u0MsFqNPnz7IyspSq5yqY/zWrVvh6OgIU1NT9O3bF7m5uWqtF3j9v5Wa6PgBwPTp02FtbQ0TExO0a9cOt27dAgC4urpix44dCA0NRWBgYHU3hzFWAyZNmgRnZ2dkZWVhxowZGDRoEGQymcpyv//+O2bOnInjx48jPj4e586dw9atWwEAOjo6mDp1Ku7duwdbW1ulsps3b8bDhw9hZ2cHiUSC1atXo7i4GABw6NAh3LhxA3Z2drCxscGPP/6IuLg4AMAff/yBgwcPwtbWFnZ2drh69SqOHj1ajVvj9aqpBPHhw4ewsbGBi4sLAMDc3Bza2toar/ffniCCNHDz5k3KzMyk0NBQcnZ21mRVSsLCwqp9nW86b29vCg0Nre0wakVkZCRpa2tX2/ocHR0pMjKy2tb3Km9vbwoODlaa7ufnR2PHji1z+rx582osHiKijIwMcnBwoKysLCIi+vbbb+mdd96hJ0+e0K1bt8jc3Jzi4uKE5fv3708jRoyg7OxsKioqooSEBI1jUFWnuo4fP04dO3YU/j9+/Hj66KOPSCaT0eHDh8nc3FzjWDVR1XY+efKEbty4QTKZjBwdHWnHjh0K8wcNGkSTJk2igoIC2rZtGzk6OlJxcbEwv7i4mNzd3en7779XO9aCggKysbGhXbt20YsXL2j8+PH04YcfqlW2omN8SkoKGRgYUHR0ND1//pw6duxI3377rdpxlfdbqSmqtm15bt++Tebm5vTHH39QVlYWtWzZkr777jthfmJiIhUXF1Nubi4NGDCAhgwZolA+Ly+PGjZsSOHh4dXeJvbmGDF9OvUMCFD6jJg+vbZDK1erVq1qO4Q3SlpaGunq6lJmZqYwzdXVlQ4dOqSybGBgIAUFBQn//+GHH8rcvmUd9/39/al58+aUlZVFI0aMoL59+1JqaioREX399dfUvHlzioqKoqVLl1KnTp3o9OnTRER04sQJ6tixI61cuZIiIyOpefPmtGbNmiq1/WV+fn702Wef0UcffUQSiYS8vLzo8ePHwvxTp06Rq6srSSQS6tGjhxArEdHIkSOpbt26ZGxsTG3btqWkpCSl9c+bN4+6du2qMM3a2poMDAxIS0uLJBIJSSQSmjhxIhERhYaGkre3Ny1ZsoSsra3JycmJrl+/rrIdqampJJFIlNbbvn17oR0eHh4klUrJwsKCli5dqlA+OjqaunXrRmZmZmRqakoDBgwgIqJVq1aRRCIhkUhEhoaGwnrv379PRER37tyhzp07k6mpKbm5uSntPwDo559/Ji8vLzI2NiZvb29h3ldffUU2NjYkFovJycmJLl++rLKdNUWjBFGusgnisWPHhA0KgKKiooR5qr7QisyePZskEgkZGRkpJRuJiYkEgHbv3k2urq5kampKW7ZsUSve58+f07Bhw0gsFtO7775LEydOJD8/PyIiKikpoUWLFpGjoyNZWVnRqFGj6OnTp0LZQ4cOkZubG5mamlLnzp3pzp07wry///6bunTpQiYmJtSvXz9q1aqVWgmiqjrnzZtHffv2pdWrV5ONjQ1paWmpnSx9/fXXZGtrSxYWFjRp0iQqLCwkIqJx48ZRs2bNqKCggIhKfyB9+vQRymVlZZG/vz/Z2NiQRCIhDw8PSk9PF7bf2LFjydTUlOrVq0cbN25UqrcmEsTvvvuOOnbsSCYmJjRu3Di12vngwQPq1KkTWVhYkImJCQ0ZMqTMTuSrCeK1a9dIIpGQrq4u6enpCfvtrl27iEj1Abc6TJ06VeEA5+HhQQcOHBD+P3HiRJoxYwYREcXExJC+vn61x1BRneoqKSmhli1bKhwY+/fvT8uXLyciosePH1OjRo2qJ+Aqqo52vtpRUKdzEh4eTvXq1VMrsZH76aefyNPTU6EePT09hXpUKesYf+vWLZJKpVRUVEREREFBQcL+XhFVv5WnT5/SqFGjyMrKihwdHWnRokVUUlKidqxleR0dv9TUVGrdujXt3LlTad7atWupbdu2VYyevQ3kyeCrn54BAbUdWrk4QVR04sQJqlu3rsK0gQMH0vz581WW7dChg0Lf5vfffydtbW2lY3VZCSIR0Y4dO+j777+nWbNmKc2Ljo6mpUuX0oQJEyg/P19hXm5uLk2ePJkWLlxYpYuxZfHz8yOpVEpHjx6l3NxccnBwoA0bNhBR6bHU1NSUzp07R0VFRTRixAiFi2I//fQTPX/+nPLy8qhZs2b0xRdfKK2/rASRqPxcIjQ0lPT19Wn+/PlUXFxMgwYNomHDhqndnvLWe+3aNfrzzz+JqHT76+jo0LNnz4iIKCcnh+rWrUszZ86k58+fU2FhoVJSWtZ3WVRURA0bNqTZs2dTUVERHT16lPT09Cg+Pl5YBgC5u7vTlStXKCkpiXx8fIiIKDY2loyMjCglJYWISs8plTlPV7daGaSmR48ewqN6r7K1tUV2djbWr1+P+vXrC8tdvHhR5XqDg4NVPq64bds2XLp0CV999RW+/PJLteL9+uuvkZiYiNTUVHz33XcKt/C3bduG9evX4/Tp00hISMCjR48wdepUAEB8fDwGDRqE5cuXIz09HV5eXnj//feFRwd8fX3RqFEjZGZmIiAgoNxnz8tqQ3l1yl24cAH37t1DfHw8xowZAy0t1V/10aNHsXbtWly5cgV37tzB6dOn8d133wEAVq5ciezsbMyfPx8PHjzA0qVLsW7dOqGsr68vUlNTcevWLTx58gR79uyBkZERAGDu3LnIzMzEw4cP8fPPP2Pq1KmIiYlRq62aWLVqFUJDQxEVFYXvvvsOd+7cUdlOkUiE4OBg/P333/jtt9/w888/48yZMyrrat26NbKzszFy5Ej4+voK++3L7wV89913GDlyJB48eIDk5GT88MMP1dbWpKQkhIeHIygoCEDpO27R0dFo2rSpsIyrq6vwWN358+fh4uKCkJAQ1K1bF++++67a+195VNWprj179sDe3h5t27YVpn366adYs2YNzp07h3nz5mHTpk0axaqJ6mrnq27fvg1zc3OYm5uXu95jx46hS5culXo85saNGwqxWllZwdjYGNHR0RrF26xZM3Tq1Anjxo3DhQsXkJOTg6FDh6osp+q3EhQUhEePHiEhIQGnT5/G+vXrNX6PT51tW55Xt5+rqytu3bolPHb2+PFjGBoaws7ODm3btsWHH36otA4fHx9cvXpV7Ud7meby8/ORkZHx2j4ymQxFxcVKH5lM9tpi4IE3NJOZmQlDQ0OFaUZGRsjIyKh0WSMjI8hkMjx58kRl2YSEBAQFBaFnz544evQo9u7dK8wrLi7GoEGD0LRpU+jo6GD69OkKZT/55BPo6+vDxcVF7cdh1fHRRx+hV69eMDY2RsOGDZGeng4A2L59O9q1a4dOnTpBR0cHH330EaKiooRyAwcOhL6+PoyMjODp6SmU01TDhg0xb948aGtro1mzZtWy3tatW6NRo0YAgA4dOqC4uBiPHz8GABw+fBhaWlpYvHgx9PX1oauri1atWqlc5+XLl/HgwQPMnj0bOjo66NWrF9q3b489e/YoLLd48WK0adMGjo6OOHHiBADA2NgYhYWFCA0NxaNHj2Bra6twznrdKhwVJCQkBCEhIUrTu3Xrhv3799dYUDVpzZo1kEgkldrBdu7cif/9738Qi8VwdXVFt27dhCRv586dGDduHJydnQEAX3zxBXr06IGtW7di79696NChA3r16gUA+PLLL7F8+XJcvnwZDRs2xMmTJ3H//n3o6uqib9++Cp0QVfGUV6c8Eaxfvz6++eYbABCSH1XWr1+PCRMmoF69egCADz74AFFRUZg0aRLEYjFCQ0PRvXt3nDx5EjNmzICjoyMA4NGjRzh69Cji4uJgZWUFAHBzcwNQOtjQhg0bcPr0aejr66Nly5bw9PTE+fPnhWVqyldffSVsIy0tLaSnp6NJkyYVttPW1lZ4R8DZ2RnW1tbVdoCTH3ABKBxwq8OcOXMQGBgovKeblZUFIlI6YclPdJmZmYiNjUVQUBBSUlIwc+ZMDBs2DDdv3qxyDKrqVEdRURHmzJmj9I6hmZkZOnbsiJs3b+L48ePo379/lePUVHW0syzqdE6Sk5PRokWLal9vVbm6uqJevXr48ssv0bBhQxQWFmo02JRMJsOePXtw4sQJGBsbw9jYGAEBAdixYwf8/PyqvN6a6vhZWFjAzMwMeXl5+O2339C/f3+4uLgovXNob28PIkJKSkqtnvD/S+Li4vDbb7+9tvqePXsG+qdf8LLnhYU4ePDga4mhZcuWaN269Wup69/I0tJSKcnOz88X+hGVKZufnw9tbW2YmpqqLOvs7IyoqCjY2Nhg3759aNCggTBPR0cHP/30E9zc3NC2bVuUlJQolF24cCF0dXVhbm4OV1fXanm3DoBwgR8ovXAur/fevXs4ffo0pFIpAKCkpAQikUhYdvv27fjmm29w79495OfnY9SoUTUajyZSU1Mxa9YsnD17Vkjk6Z/3y1NSUlC/fn21bq68uk5LS0vUqVNHmGZvb4/U1FSF5craL+zt7fHLL79g4cKFCA4ORr9+/bBhwwZYWFhUtmnVosIz+axZs8odbehtJT/Ri0QihYEGKpKYmAgHB4cy56WmpsLe3l74v729PQoLC5GRkaE0T19fH5aWlkhNTYWenh4AwM7OrtJtqKhOa2trAGXvfKrcu3cPkZGRwmAlxcXF6NKlizC/S5cuaNeuHa5du6ZwVy0lJQUAyjyIZmRkIC8vDz4+PsJBpLCwEDk5OZWOr7IqOsCV187CwkIsWLAA+/btQ3p6OnJzc9XeT6oaj6aio6MRERGBtWvXCtMsLCwgEomUTliWlpYASgdyEovFGDNmDABg2rRpWLVqFTIyMoRlKktVnerYsmUL7OzslK7UDR06FHv37oWbmxvatWuHrl274sKFC2jevHmVYlVHr169cOnSJYVp2dnZ1dLOsqjTOdHS0ipzvzl37hz69eunME1+/La0tER8fLzSejWNd//+/UhISEBISAgmTpyIgQMHwt/fX6MBhDIzM1FYWKh0fHv15FoWmUymlHx5eXnh8OHDNd7x09LSQuvWrREUFISwsDClBFH+nVW2s8GqztXVVbiI+Trsv3wZErFYabooNxcDBgx4LTG8ehGEVY6npyceP36MrKws4VgSFxcHf39/lWVbtmwpDB4jL9esWTO1Ezb5BXP5QCplzSvrmF23bl2l5WqSra0tevToUeYAY8ePH8cnn3yCiIgItG/fHmPHjq3Uul/3wJKDBw+Gp6cnbt68iby8PNSvX1+YZ29vj3v37kEmk5X7HZYVr52dHTIyMlBYWCj08x88eICuXbuqFVPXrl3RtWtXpKSkYOjQoVi2bJnag9FVtwrPViEhIUojC0qlUgwePPh1xfdGMDExwdOnT4X/v3jxQvi3nZ2dQuflwYMH0NPTg6WlpdK8goICZGZmws7ODuJ/TiR5eXnC/KKiIrXiqahOTdja2gqP6WZnZyMvLw+HDh0S5h87dgzp6elwcnLC7Nmzhenyztxff/2ltE5zc3Po6ekhMjJSWO+zZ8/w2WefaRSrJipq57x583Dq1CkcO3YM2dnZ5V4YKE9tjJwbHByMwYMHK4wGrKurC3d3d6UTVsuWLQGUJvMFBQVCx9XExAQikQgGBgZVjkNVnaoUFRVh8eLFGDdunML09PR0REdHC529du3awdXVVa1HfzXxyy+/CPvIy4/Ea9rO8rzcOSlvvQ0aNEBiYqJSWW9vb6VY5Rf3Xu24pKenIy8vD+7u7hrFe+bMGeE70dbWxrhx43Ds2DG1y5f1W7GwsICenp7S8U2dC2na2tpK20D+uoE627Y8len46evrl/mIV1JSErS1tV9rwvJfZ2RkBEtLy9f20dbWhq6OjtJHW1v7tcXw8kVIVnlWVlbo378/5s6di8LCQmzfvh15eXnCkz9yTk5OGD58uMK0cePGYffu3YiOjsbjx4+xdOlSTJgw4XWG/1qMHDkSZ8+exYEDByCTySCTyXD58mUAwN27d2FhYYHWrVsjOTkZN2/eVOg7q2Jra4v09HTcu3cPAGr8RsLdu3fRpk0bSKVSIeGVx9u3b18QEaZPn468vDwQkTBC9cvxXr16FSUlJSgoKEBhYSHatWuHevXqISQkBDKZDCdOnMClS5cwYsQIlfHcunULV69ehUwmg1QqhaGhoXCntjZUmCDOmjVL6YSbnZ391j5eWlU+Pj4IDQ1FUVERDh48iF9++UXoHHz00UfYunUrkpKSkJ+fjyVLlmDkyJHQ0tLC8OHDceHCBZw6dQoymQxLliyBvb092rVrh0aNGsHe3h6hoaEoLi7G4sWLla7yl6eiOjXh7++PtWvXCn+bLT8/X3hE5+nTp5gwYQJCQ0Oxbds2bNiwQfg7gzY2NujduzcmTZok/FmC5ORkZGVlQVtbG76+vpgzZw4ePXoEoLSDWpn33YYPHw4nJyeN2qZuO+/evQsXFxc0aNAAv/76K7Kysip9gIuJiUFubi5kMlmNvxOSlZWFgwcP4v3331ea9/HHH2PJkiXIzs7G7du3sW/fPgQEBAAofUzcxMQEq1evRklJCdatW4fu3bvD2NhYo3gqqlOuvO/z6NGjSE1NRd++fRWmm5mZwcbGBitXrkRJSQmuXLmC2NhYtGnTRqNYNaFJO8ujTuekb9++OHPmDAoLC9Ve7/vvv4+srCzs3r0bhYWFmDNnDgYNGqRwt+3y5ctwcnLC6tWr1V6vm5sbfvzxRyQlJaGgoAC7du1SeG9UlbJ+K9ra2hgxYgRCQkKQn5+PxMREbN26Fb6+vmqvtyw12fG7fv06SkpK8Pfff2PTpk1lPv587NgxdOzYscw/6cT+HUxNTPAkJ0fpY2piUtuhsUpYu3YtEhISYGZmhhUrVuDgwYNKj83fv38ff//9t8I0Dw8PLF26FN27d4ezszM6deoknBP++OMP4QZLcnIyJkyYAKlUqtFj87WlQYMGiIiIwLJly2BpaQkrKyvhbzyPGjUKjo6OsLGxgZ+fH2bNmoVff/1V7fE+OnfujEGDBqF169YwNzfHxx9/XIMtKf0zFV9++aXwZ03GjRuHzp07Iz09HWKxGKdPn8adO3fg5OQECwsLTJkyRaF8cHAwTp48CalUivr16+P27dvQ0dHB4cOHcebMGVhaWmL69On48ccf1XpaJTs7Gx9//DHMzc3RsGFDODg4vLa/dVwmTUa4GTlyZJkjjsbGxqq9DrwyiqmcJn86o6wRMeWjmMpHB4qKiiJ1m5+SkkJeXl4kkUho5MiR9NFHH9H0f4auLikpoYULF5KDgwNZWVmRr+//sXfncVFV7x/AP+MALjDMDKvsKG4ooKIpmgVqhNriguZSCCraVw1yqa/mbrig4lctxXJJlFyyFMNc07A0lZRcAtESQRZN1hEBZRme3x/E/TkOMAPDYvW8X695veSee855zp2ZO/e5y9FPZUbR6OhoYRZTT09PlVlMz5w5Q+3atSMLCwtau3YtvfTSS1rPYlpTn9XNEKWNTZs2UadOnUgqlZK1tTUtWLCAiIgmTJggjJmIaP78+eTo6Ej5+flEVDGz5MSJE8nGxoakUim5uLhQQkICEVVM8x4UFEQODg5kbGxMHTp0oG+++Ual35pmMfX09NT6vark4OBAx44dE/4Wi8UqM7lWN864uDjq3LkzmZub09ixY+l///sfyWQy+u6779Riquq/ubh37x55enqSRCIhCwsLYcppf39/mjNnjrDewIED6+W/vYiKiiIAdP/+fbUypVJJQUFBJJPJyMbGhiIiIlTKz549S87OzmRkZEQDBgyg9PR0nePR1CdR9e/n+++/Tx07dqyy3QsXLlD37t3J0NCQHB0dVf6bgaZQ13Fev35d2E8+PUX2+PHjiahihjgfHx8yNDQkV1fXKqfy7tOnD61bt65W8cbGxlKXLl3I0NCQhgwZQllZWSrlMTExBEDtM1nTPr6srIyCg4PJxMSEpFIpvfnmmyrTnWtS3Xfl4cOH5OfnRxYWFmRvb0/Lli3TeRZTIu22LQCVKccrbd++naysrEgmk9GMGTNIqVQKZT4+PiSTyUgul1NgYCA9fvxYpW5ubi7Z2to26H+7w1hd8CymjLHqiIjq6QGrf7Dc3Fw0b94choaGSE9PR9++fbFlyxYMGjSoqUNjjP3LpKamon///ggMDMTUqVOb9BYUVrPz588jKCgIvr6+mDdvXlOHw5iKnj174vLly00dBmPsOcRPzGshJiYGzs7OMDExgaenJ6ZPn87JIWOsSdjb2+Py5cvIy8tDWFhYU4fDqnHz5k2EhoZi5cqVnBwyxhj7W+EriIwxxhhj/zJ8BZExVh2+gsgYY4wxxhhjDAAniIwxxhhjjDHG/sIJImOMMcYYY4wxAJwgMsYYY4wxxhj7CyeIjDHGGGOMMcYAcILIGGOMMcYYY+wvnCAyxhhjjDHGGAPACSJjjDHGGGOMsb9wgsgYY4wxxhhjDAAniIwxxhhjjDHG/sIJImOMMcYYY4wxAJwgMsYYY4wxxhj7CyeIjDHGGGOMMcYAcILIGGOMMcYYY+wvnCAyxhhjjDHG/pays7MxfPhwSKVSmJiYYNSoUU0dEhwdHREQEFDjOkuWLNG4TlPhBJExxhhjjP3rZWZmYtCgQZBIJOjatSvi4uK0rrt9+3bY2NjAxMQEs2bNAhEJZRcvXkS3bt0gk8nQvXt3xMfHq9U3NzfH77//Xi/j+LdZt24d0tLSkJqaitzcXISHhzd1SHBycoKVlVVTh1Fn9ZIgJicnY+fOnbWul5KSApFIhIiICLUyIsIHH3wAS0tLyGQytG/fHoWFhTW2t3HjRshkMshkMohEIpw7d65WfTaUpuiTMfbPdffuXfj5+WHmzJmN0l9d9/H/FiUlJThy5AiuXbsmLEtMTISHhwd27drVhJGxv4Nxs2dj8OTJaq9xs2c3dWj/OtOmTYOTkxNycnIwe/Zs+Pr6QqlUaqx3/fp1zJkzBydOnMDt27fx448/Yvv27UK5v78/pk+fjry8PHh7e2PJkiVC2ZYtW3Dv3j3Y2NhAKpVi/fr1KCsra4jh/WPdu3cP3bp1g1QqBVCRbDe106dPY+XKlU0dRp3plCDu3r0bvXr1Qq9evRASElLr+vr6+ujYsaPwhj7t1KlT2Lx5M3766ScoFApcvHgRLVq0qLG99957DwqFAgqFok59NpSm6JP9O7i5uQknRWQyGfT19YUDUqVSiaCgIMjlctja2qodqBYWFiIwMBAmJiawtrbGihUrdI5HU5/aiI6OhkgkQkpKirBsz549sLe3h0QiQfv27bF3716dY9WFLuOMjY2Fi4sLJBIJXnvtNeTk5AhlNb2flRISEtCvXz8MHDgQq1ev1rnPmmi7j585cyYcHR21arPSoUOHEB0dXas6umiIKwPZ2dnw9/dHhw4dMHz4cPz2229CHWdnZ0RGRmLHjh0ICgqq9/Gwf468/HzIjY3VXnn5+U0d2r9KZmYmoqOj8fHHH8PAwADjx49Hq1atcOzYMY11t23bhrfffhsuLi4wMTHBnDlz8Nlnn6m03b17d4hEIvTp0wcmJiZC2YULF/Daa6/hhx9+wMyZM3H69GlkZmY2yBi1cfr0abi5uUEul8Pc3Fztd8bLywsrV67EhAkTIJfLIRKJhLKUlBQMHDgQxsbG6Nq1K37++Weh7H//+x/atGkDY2NjODk54eTJk1rFQ0RYsWIFHB0dYWlpCX9/f+T/9d3Yv38/ZDIZdu/ejcjISOG387///a9WbYtEIkRHR+Oll16CRCKBl5eXynbo3LkzZDIZBg0ahHv37gll0dHR6NChA6RSKSwtLYUrloWFhUIMenp6WLZsmUp/paWlmDZtGqRSKXr06IHExESV8ur6rLzQtHfvXnTu3BkmJiYqJyCUSiVWrFiB9u3bQyqVok2bNjh16pRQvm7dOtjY2MDc3BzTp09HaWmpVhu+zq5cuULZ2dm0Y8cOcnJy0qUpNRERETq1CYDOnj1bjxEx9nzLysoie3t7ysnJISKiTz/9lF544QXKy8ujq1evkqmpKSUmJgrrDxs2jMaOHUsKhYJKS0spKSlJ5xg09alJYWEhdejQgQBQcnKysDwjI4OKioqotLSUVq1aRebm5jrHqou6jrO4uJisrKxo9+7d9OTJE5oyZQq9/fbbVa777PtJRFRWVkYuLi70xRdfaB1rbfp8ljb7+KtXr1KrVq3IwcFB65iIiPz9/WnSpEm1qqMLX19fmjZtGhUXF9POnTvJwcGBysrKNNa7du0amZqa0m+//UY5OTnk7u5OW7duJSKivLw8iouLI6VSSQ4ODhQZGalWv6CggNq1a0eHDh2q9zGxhlNQUECZmZmN8vKeMIFGBgervbwnTGjQfnv06KHyd0FBQVNv9iZ18uRJat26tcqyESNG0JIlSzTW7du3L3322WfC39evXyexWCzsY9auXUs9e/akq1ev0ltvvUUZGRkq9SMjI+mLL76guXPn1sNIdHPp0iX6/fffiagiLj09PSoqKhLKPT09ydLSkiIiIqi8vJw6dOgglPXq1YtCQ0NJqVTSxo0bycrKStgGJ06coKysLCovL6fJkydT3759tYpnx44dZGNjQ7dv36ZHjx6Rt7c3BQQEqKxT198TAOTi4kKxsbGUkpJC3t7eRET04MEDksvl9OOPP1JpaSmNHTuWRo0aJdSzsLCggwcPEhHRw4cPVY5XKnl6elJISIjKsuXLl1OPHj0oNzeXEhMTqVOnTuTv76+xz+TkZAJAPj4+pFAo6NNPPyVLS0uh3dWrV5ODgwNdvXqViCqOmVJTU4mI6MiRI9S2bVtKS0uj7Oxs6tixI23atEnjttHTKsWuRrdu3epU78SJExg9ejQA4OHDhzh79iz69esHoOIycefOnVFSUoLi4mLIZDIAQOfOnXH+/Pk6x1pTn2FhYThx4gS+//57Yf09e/bgwIEDOHDgAICK7DssLAwlJSV46623sH79eujr69e5T6DiAdb33nsPhw8fxtWrVzF69Ghs2bJFq/GEhIRg8+bNKCgogKmpKfbt24fevXvDy8sLI0eOxIoVKxAUFITCwkJs374dJ06cgJubG27duoWJEyfixo0bAIA333xTuHXs9OnTmDlzJtLS0qCnp4cPP/xQ67MwrOktW7YM06dPF85MbtmyBUuXLhXOZr311lvYtm0bwsLCcOPGDRw/fhz37t0Trmy3bdtW5xhq6lMbH3/8MUaPHq12tcra2hpAxdm533//HcOHD9c5Vl3UdZzfffcdzM3NMW7cOAAV32M7Ozts2LABpqamKus++35W1lcoFBg/frzWsdamz2dp2scTEaZNm4ZZs2YhMjJSq3guX76MV155BUVFRRCJRPjmm28AAOHh4Rg3bhzy8/MRFBSE48ePo2XLlpgyZQo++ugjlbPUtVV5ZeD+/fvClYHQ0FAcO3YMr7/+eo11n74yAABz5szB6tWrERgYCJlMBnd39xrrGxoaYsaMGVi5ciWGDh1a5zGwxpWYmIhff/21UfoqKioCVXFL4eOSEkRFRTVo30+37+7ujp49ezZof8+z7OxstGrVSmWZoaEhsrKyal3X0NAQSqUSeXl5MDMzg6OjI7y8vLB582ZkZGSguLhYWDcpKQnBwcFISEjA+vXr0bVrV4wZM6b+BlZLT38G+vbti7KyMuTm5sLGxkZY/vbbb8Pf3x8AcOvWLQAV+/YbN27g/PnzaNasGQICAvDee+/h9u3b6NixI1599VWhvoeHB2JiYrSK58svv8TkyZPh5OQEAJg3bx58fHywfft2NGum+5NyK1asQK9evQBAuKq5a9cueHh44OWXXwYAvPPOO5g0aZJQRy6XY//+/WjXrh1cXV1hbGysVV+RkZH46KOPIJfLIZfLMXToUPz5559a9QkAn3zyCaRSKbp27apylXnbtm2YO3cuunbtCuD/j5mAit/Wd999F7a2tgAqjvvPnj2LadOm1RirTgliXfn4+Ai3gT77o29tbQ2FQoGIiAgsW7YMt2/fbvA+/fz8MH/+fKSmpsLe3h5Axcb+4IMPAABHjx7Fxo0bERsbi5YtW+LFF1/E1q1bNW7cmvqstGnTJhw7dgxlZWVwdXXFrFmz0KlTpxrbTUxMxKpVq3Dz5k3Y2tri3r17aN68uVB+4MABfPvtt/D29sa8efPwzjvv4OjRo3Bzc8OiRYvwwgsv4Ny5cygrK0NSUpJQTyqV4sCBA2jfvj2+/PJLTJgwAUFBQWjZsmWN8bCml5KSgkOHDuHmzZsAKp6Jio+PR+fOnYV1nJ2dcfDgQQDAuXPn0LFjR4SGhmLnzp1wcnLCjh070KFDhzrHoKlPTW7cuIFvv/0WV65cqfJ2xt69e+OXX35B7969VW6daGy6jDMuLk6lnoWFBYyMjBAfHw9PT09h+bPvZ6Xjx4+jf//+EIvFWserbZ91sW3bNjg6OmLgwIFaJ4g9e/aEQqFAQEAA9PT0sG3bNpXy4OBg3L9/H0lJSXjw4AE8PT1hY2MjHIzUxbVr12BqaqqSEDs7OyMuLk5jghgXF6eSkDs7O+Pq1atQKpVavw/e3t4ICgpCTk6OxqScPR+cnZ3h4ODQKH19c/EipBKJ2nLRo0cNejJsy5YtKu0/mxz925ibm6vNdVFYWCgkJrWpW1hYCLFYDLlcjoyMDMyaNQtJSUkQi8UICwuDl5cXbt26hRYtWsDJyQlnz56FlZUV9u/fXy8na3WRkZGBuXPn4syZM8jLywMAlQl3gIoE6Vl37txBUVGRyj6uefPmwnHwhQsXsGjRIly7dg0FBQUqSYymeOzs7IS/7ezsUFJSgqysLFhaWtZ2eGqqG8vp06eFi1Tl5eUqx/FHjhzBwoUL0bt3b7i6uiI8PBw9evTQ2Nfdu3eFRK22fQL//x0ViUQq70laWhratWtXbbsxMTHCY0RlZWXo37+/xlhrTL1DQ0NVnoepfI0cOVJjw38nlpaWePXVV4VnfZKSknD79m34+PgAUM2+TU1Nhey7Pnz00Ufo1KkTXFxc0KxZM63uOzcyMkJJSQl27NiB+/fvw9raWuUL+f7778Pc3Bx6enqYOXMmDA0N8eTJEwAVX4SzZ8/i1KlTEIvFKsloz5490b59ewCqZ43Y82/hwoUICgoSntPNyckBEamd0aw8E5qdnY0bN26gY8eOSEtLQ+/evYWr3XWlqU9Npk2bhnXr1lX7rHFsbCzS0tLQqlUrnZIFXekyTm3PUD/7flZ6+iSWtnQ5K66p3dDQUKxdu1andp6mVCqxd+9ezJ8/H0ZGRnByckJgYKDWyWd1GurKgLbs7OxAREhLS9M+aNakDA0NYW5u3igvsVgMfT09tZdYLG7QfgGo/G1oaNjEW71pubm5ITc3V+UZ7cTERI13CQAVV1+ffp4sMTERXbt2hVgsxs8//wwzMzPhhNJ//vMfpKamCndyAUCXLl0AAB07dtR4d1pDGzlyJFq1aoUrV65UOdtqdaytrWFkZCTMBaJQKPDkyRP07t0bOTk58Pb2xujRo3H37t1azTJqY2ODjIwM4e/09HQYGBg06EQ01tbWwkUehUKB/Px8PHz4UCh3cnLCnj178ODBA7i7u2Pq1KlatSuRSPDo0SPh76efBdTUZ03s7OyqnQHX2toaISEhQrsFBQU4fPiwxjZrTBDnzp2r8kZXvipvCfonmTBhgnCr5fbt2+Hv7y98me/cuaNyO1l4eDgKCgrqpd+nDzxEIhHKy8s11rGzs8OxY8fwww8/wMHBAaNGjUJ2drZQXnn2wcjISG1HExYWhgEDBsDPzw+Ojo7Ys2ePUJaRkQE/Pz/Y2dnBzc0NgPpZI/b8iY+PR3R0NAIDA4VlZmZmEIlEamc0K3eoUqkUEokEEydOhL6+PmbOnImrV6/qlDRo6rMmkZGRMDc3x6BBg2pcz9bWFqGhoYiKihIeUm8ogwcPVjs5Bug2zurOUD9dt6r3s1KzZs2q3Ef8+OOParGGhoZq3WddzJkzB7NmzULr1q11audp2dnZKCkpUTtb/PTBQV3osg1qujKgrcr3rD5uh2L/PJUT0jz7kmt52xqrHxYWFhg2bBgWLVqEkpIS7Nq1CwUFBRg8eLDKeo6Ojmq3gE6ePBl79uxBfHw8cnNzsWrVKrz77rsAKh6Run79Or7//nsQEb744gvI5XLhhPzz5tatW+jVqxdkMpkwkZg2iYqHhwesra2xYMECFBUVAQB+//13ZGVlISMjA4WFhejfvz9KS0vx/fffo7CwUKsZYt955x1s374dKSkpKCwsxMqVKzFu3LgG3Z+OGzcOZ86cwcGDB6FUKqFUKnHx4kUAFb9Thw8fxuPHj9GqVStIpVLh+ECTgQMHYteuXSgrK8PRo0exb98+rfrUJDAwECtWrMDFixdBRHj48CHu3LkDAAgICMDGjRuFWbYLCwu1un2eryD+5Y033oBCocCZM2ewa9cuTJw4USira/bdkAYOHIiYmBgkJSUhPT1d69kMjYyMsGbNGmRkZGDp0qXw9/cXvvh1PWvEmlZISAhGjhypMkuuvr4+XFxc1M5oVp4JdXJyQnFxsXDgamxsDJFIpNPtxJr6rMlPP/2EEydOqCRibm5uOH36tNq6LVq0ABFp9cOii2PHjqmdHAN0G+ezZ5kzMzNRUFAgPN8GVP1+Vmrbti2Sk5PVlnt6eqrFOnfuXK37rItz585h/vz5kMlkeP3115GamgqZTKbybE1NqjpLbmZmBgMDA7WzxU8/+1IXDXVlQFspKSkQi8WNdssi+3vZs3Ytjm3dqvbaU49X55l2Nm7ciKSkJJiYmCAsLAxRUVHQ01N9Guvu3bvCc2OVXF1dsWrVKrz66qtwcnLCyy+/LJzkc3FxwebNmzF58mRIJBLs2rUL3333HSRV3Fb8PFi/fj3mz58v/HcfkydPhpeXl8Y73PT09HDs2DH89ttvaNOmDWQyGd555x3k5eXBzc0NwcHB6NGjB/r27YshQ4bAyspKq8cc/P39MXnyZHh6eqJt27awsLDAhg0b6mu4VWrbti2io6OxevVqmJubw8LCQvivSZRKpcqsoJcvX9b6iuiaNWuQlZUFMzMzfPXVV3jnnXe06lOTWbNm4b333sP48eMhk8ng5uaG2NhYABUJ9gcffIAxY8ZAJpOhQ4cO2j3brHEaGy3oMospqpltVNeZUatrt6ay4OBgateuHQ0cOFBleWRkJLVp00aYHaigoIDi4uJ0jufZWe/EYjHFxMRobOvKlSsUGxtLZWVllJ+fTwMGDKDly5cTUcWsSTExMZScnCzMKrh48WJavHgxERHt27ePsrOziYjou+++IyMjIyouLiYiIrlcTtu2baPS0lLasGEDAaD4+PhajZM1ruzsbNLX16eoqCi1sk2bNqnNtHnjxg0iIiotLSUrKytau3YtKZVKWr58Ofn4+OgcT019Vho9erTGGS/xzCym169fp6KiInry5AmNHTuWPD09dY5VF3UdZ0lJCdnY2NDu3bupuLiYpkyZQmPHjhXKa3o/iSpm2bOwsBC+s9rQ1CcR0YULF8jBwYHWrVtXZRua9scxMTG1nsV00aJF5OHhQfn5+VRWVibMoOjv709DhgyhgoICunPnDtnZ2VFERESt2q7KqFGjVGYxtbOzo9LSUpV1HBwcaPTo0SrLrl+/TmZmZiqzmH7++edq7Vc3iykRUVhYGHl5eek8BsbqU48ePZo6BMbYc0qnBHHcuHEklUqpZcuW1KxZM5JKpSSVStUOlGoM4DlKEK9cuUIAaM+ePWplmzZtok6dOpFUKiVra2tasGCBzvHUNUGMiYmh7t27k1QqJQsLCwoICBCmINaUIAYEBFDr1q1JKpWSi4sLHT9+XGh3586dZGlpSfb29rRo0SKaPHkymZmZ0YMHD2o1VtZ4oqKiCADdv39frUypVFJQUBDJZDKysbFRO8g+e/YsOTs7k5GREQ0YMIDS09N1jkdTn0QVn1FN56aeTRCXLl1KJiYmZGxsTAMHDqSUlBSdY9WFLuOMjY2lLl26kKGhIQ0ZMoSysrKEsprez0p9+vSpNpGrTk19ElXsUwAI+4lK2u7j65Ig3rt3jzw9PUkikZCFhQV98sknRFQxZbifnx9ZWFiQvb09LVu2jMrLy2vVdlUePHhAPj4+ZGhoSK6urnT58mW1dQBUefJh+/btZGVlRTKZjGbMmEFKpZKIKpLHym0iEomoVatWJJVKafz48ULd3NxcsrW11Wrfzlhj4gSRMVYdERE/ZMYYY38Xqamp6N+/PwIDAzF16lStn31gje/8+fMICgqCr68v5s2b19ThMKaiZ8+euHz5clOHwRh7DvET84wx9jdib2+Py5cvIy8vT+v/X5I1vps3byI0NBQrV67k5JAxxtjfCl9BZIwxxhj7l+EriIyx6vAVRMYYY4wxxhhjADhBZIwxxhhjjDH2F04QGWOMMcYYY4wB4ASRMcYYY4wxxthfOEFkjDHGGGOMMQaAE0TGGGOMMcYYY3/hBJExxhhjjDHGGABOEBljjDHGGGOM/YUTRMYYY4wxxhhjADhBZIwxxhhjjDH2F04QGWOMMcYYY4wB4ASRMcYYY4wxxthfOEFkjDHGGGOM1VlKSgpEIlGT9J2dnY3hw4dDKpXCxMQEo0aNapI4/kk4QWSMMcYYY/96mZmZGDRoECQSCbp27Yq4uDit6/bp0wempqaQSqUYPnw4FAqF2jrR0dEQiURISUmpv6AbmUKhwJIlS5Cfn9/UoQjWrVuHtLQ0pKamIjc3F+Hh4Tq3+TyOszHVS4KYnJyMnTt31rpe5dmGiIgItTIiwgcffABLS0vIZDK0b98ehYWF9RBt1WxtbSGTydCiRQu88sorDdYPY6x6JSUlOHLkCK5du9bUoTzX7t69Cz8/P8ycObNR+qtpH5+Xl4eIiAg8fPiwUWL5u0hMTISHhwd27drV1KGwf6Bxs2dj8OTJaq9xs2c3dWh/a9OmTYOTkxNycnIwe/Zs+Pr6QqlUalX3yy+/RE5ODhITE/Hrr79iz549KuVFRUX48MMPGyLsRqVQKLB06dLnKnG6d+8eunXrBqlUCgAwNzfXuc3ncZyNSacEcffu3ejVqxd69eqFkJCQWtfX19dHx44dhTf0aadOncLmzZvx008/QaFQ4OLFi2jRooUu4dYoPT0dCoUCc+fObbA+GKtvbm5ukMlkwktfX184IFUqlQgKCoJcLoetra3agWphYSECAwNhYmICa2trrFixQud4NPVZnezsbPj7+6NDhw4YPnw4fvvtN7V1jh8/Loy3a9euuHfvns7x1lVdxwkAsbGxcHFxgUQiwWuvvYacnBy1dTIyMiCRSKo8eZaQkIB+/fph4MCBWL16db31WZWa9vGXLl3C4MGD4erqigkTJuDRo0datVnp0KFDiI6OrlUdXehyZWD79u2wsbGBiYkJZs2aBSJSW+fZKwPOzs6IjIzEjh07EBQUVF/DYAwAkJefD7mxsdor7196MFsfMjMzER0djY8//hgGBgYYP348WrVqhWPHjmlV38nJCUDF/ru8vBwDBgxQKf/4448xevToeo+7vuXn58Pf3x+WlpZwdHTEihUrhH3eyJEj4ebmBgDo0qULZDKZ8HelY8eOwdnZGSYmJti+fbuw/MmTJ8Ixh52dHT7//HOVeiKRCNHR0XjppZcgkUjg5eWlMdb9+/dDJpNh9+7diIyMFI6F/vvf/wIA/ve//6FNmzYwNjaGk5MTTp48qVL/22+/Rffu3SGTyWBpaYlVq1ZpNc7vvvsOLi4uMDExQf/+/XHr1i2h7MyZM5BIJIiJiUHHjh3RokULLFmyBEDFSYLRo0fD3NwcxsbGcHNzw5MnTzSOs0mQDq5cuULZ2dm0Y8cOcnJy0qUpNREREfXepjYWL15MAwcObPR+GdNVVlYW2dvbU05ODhERffrpp/TCCy9QXl4eXb16lUxNTSkxMVFYf9iwYTR27FhSKBRUWlpKSUlJOsegqc/q5OXlUVxcHCmVSnJwcKDIyEiV8kuXLpGpqSmdOnWKysvLKT09nQoKCnSOt67qOs7i4mKysrKi3bt305MnT2jKlCn09ttvq603cuRIMjAwoB07dqgsLysrIxcXF/riiy+0jlXbPqtS0z4+KSmJkpKSKDk5mQBQWlqa1jEREfn7+9OkSZNqVUcXvr6+NG3aNCouLqadO3eSg4MDlZWVaax37do1MjU1pd9++41ycnLI3d2dtm7dqrJOYWEhdejQgQBQcnKySllBQQG1a9eODh06VJ/DYc+hgoICyszMbJSX94QJNDI4WO3lPWGC1m306NFDpxiach/cEE6ePEmtW7dWWTZixAhasmSJVvW//fZb0tfXJ7FYTPv27VMpS0hIoE6dOtHjx4+r3E88T/z9/cnb25sePXpEt2/fJhsbG4qIiBDKq9vnVy739fWlR48e0YYNG8jS0lIo//DDD2no0KH0+PFjiouLo+bNm1N8fLxQDoBcXFwoNjaWUlJSyNvbu1YxV/V7cuLECcrKyqLy8nKaPHky9e3bVyiLjY0lAwMDOnDgAJWVlVF+fj4lJCRoHOcff/xBBgYGdPToUSotLaUFCxZQ+/btqbS0lIiIYmJiyMDAgIYMGUIZGRm0a9cuCgkJISKi8PBw8vDwoKKiIiovL6eEhAStfoeagp4uyWW3bt3qVO/EiRPCWZSHDx/i7Nmz6NevH4CKy8SdO3dGSUkJiouLIZPJAACdO3fG+fPna2y3ZcuW2LBhAz766CPs27cPa9aswYMHD3DhwgW0atUKb7/9Nn744QcUFBSgS5cu+Oqrr+Dg4KBVzOvWrUNYWBhKSkrw1ltvYf369dDX16/T+BlrCMuWLcP06dNhYmICANiyZQuWLl0qnFF76623sG3bNoSFheHGjRs4fvw47t27J1zBb9u2rc4x1NRnTWQyGdzd3astX716NQIDAzFw4EAAgI2Njc6x6qKu4/zuu+9gbm6OcePGAQBCQkJgZ2eHDRs2wNTUFEDFldLMzEz06dOnyvoKhQLjx4/XOlZt+qxOTfv4ys9LbZ+luXz5Ml555RUUFRVBJBLhm2++AQCEh4dj3LhxyM/PR1BQEI4fP46WLVtiypQp+Oijj3Sa/KDyysD9+/eFKwOhoaE4duwYXn/99Rrrbtu2DW+//TZcXFwAAHPmzBE+j5UqrwxUdSeNoaEhZsyYgZUrV2Lo0KF1HgN7/lXeWtgYioqKQGVlassfl5QgKipK63Zqs+6z3N3d0bNnzzrXf95kZ2ejVatWKssMDQ2RlZWlVf0333wTBQUFOHToEPz9/dGuXTv06NEDQMWtq+vWrWvQO+Hqg1KpxN69e3Hy5EkYGRnByMgIgYGBiIyMhL+/v1ZtfP755zAyMkL37t2RmZkJoOKxsc2bN+P06dNo0aIF3N3d4ebmhnPnzqFLly5C3RUrVqBXr14AoHa1ry5effVV4d8eHh6IiYkR/t6+fTuGDx+OESNGAAAkEgk6d+6ssc19+/ahb9++GDx4MABg/vz5WLNmDS5evCjkMmVlZdi9ezdkMhn8/PyEunK5HLdv38bXX3+NkSNHatVfU9EpQawrHx8f4eHdZ3/0ra2toVAoEBERgWXLluH27dtat6tUKnHr1i0sWbIEY8eOxeHDhxEcHIzr16/Dw8MDvr6+2L59O5RKJV588UVs2bIFy5cv19ju0aNHsXHjRsTGxqJly5Z48cUXsXXrVkybNq1W42asoaSkpODQoUO4efMmgIpn+eLj41V2Ps7Ozjh48CAA4Ny5c+jYsSNCQ0Oxc+dOODk5YceOHejQoUOdY9DUpy4qf0R69eqFu3fvIjg4GPPnz9e53brQZZxxcXEq9SwsLGBkZIT4+Hh4enriyZMnmDlzJr755htMnz5drf7x48fRv39/iMVirePV1Gdj69mzJxQKBQICAqCnp4dt27aplAcHB+P+/ftISkrCgwcP4OnpCRsbG60PTqpy7do1mJqaqiTEzs7OiIuL05ggxsXFqSTkzs7OuHr1KpRKJcRiMW7cuIFvv/0WV65cqfZRC29vbwQFBSEnJ0djUs7+vpydnbU+6ayrby5ehFQiUVsuevQIw4cP16qNLVu2aL1uVZ5Npv7uzM3N1ea6KCwsFG4d1YaBgQHeeustREREYM+ePejRowciIyNhbm6OQYMG1XfI9S47OxslJSWws7MTltnZ2SEjI0PrNgwNDQFUHN/TX7emZmVloaCgAN7e3sJxf0lJidrzfXK5XNchqLhw4QIWLVqEa9euoaCgANbW1kJZWlpajSemq5ORkaGyfVq0aAFzc3OVbSQSiYQLXE8bM2YM8vLyEBoaiunTpyMoKAghISG1+k1vLDUmiKGhoQgNDVVb/sorrwhnfZ8npaWlWLhwIQ4dOoR+/fqhT58+MDQ0FO7vrTxLAFQ8u1V5ZkOT8PBwvPvuu7C1tQVQcZbo7NmznCCy58bChQsRFBQknJ3MyckBEan8gD99JjQ7Oxs3btxAcHAw0tLSMGfOHIwePRpXrlypcwya+tRFdnY2jh8/jsOHD0OhUOCll16Ci4tLk1yR0WWcms5QV15levqM6tNSU1PRvXv3WsWr61nxxlQfZ6+ross2eLauoaEhlEol8vLyYGZmptWVATs7OxAR0tLSOEH8BzM0NBQOjhuaWCyGvp76IZxYLK7VBB31MZnHP4Wbmxtyc3NVTuQkJiYiICCg1m21aNFCmNzmp59+wokTJ1QSBjc3N0RFRQl3xTwvzMzMYGBggIyMDOEukfT0dJW7dupy95ypqSkMDAwQExNTp6SsLnJycuDt7Y3169cjOjoaX331FZYtWyaU29nZ4ffff6+2fnXjtLGxUbkSWVxcjOzsbK3vbJo6dSqmTp2KX375BYMHD0a/fv0wZMgQLUfVeGqcpGbu3LlQKBRqr+cxOaxU+QWsKnPftWsXevToAblcjn379lU50UBV7ty5o3I7WXh4OAoKCuoxasbqLj4+HtHR0Sq3vJmZmUEkEqmcDS0sLBQOBqRSKSQSCSZOnAh9fX3MnDkTV69e1Slp0NSnLqRSKcaNGwdLS0t07NgRb7zxRr3cflKTwYMHq0wAVLlP0WWc1Z2hNjc3x+3bt7Fv3z4sWrSo2vrNmjVDeXm52vIff/xRLdbKk3s19fm8qY+z11XRZRs8W7ewsBBisRhyuVzrKwOV71mzZvw/S7H6UTkhzbMvubFxU4f2t2VhYYFhw4Zh0aJFKCkpwa5du1BQUCDcSljJ0dERY8aMUVlWUFCAGzduAAB++eUXHD9+HMOGDQMAbN26Ffn5+cIxNABcv379uUsOgYoTDGPHjkVoaCgKCwuRnJyM7du3q9wmWZnsXbhwAQC0muVTLBbDz88PCxcuxP379wFU3PpfU4Kmq4yMDBQWFqJ///4oLS3F999/j8LCQiFxnzhxIqKiovDll1+itLQUJSUlSEhIEOpXN84xY8bg559/xqlTp6BUKrFy5UrY2dnBw8NDY0wnTpxAUlISgIpjCT09vSrzledBjb9WoaGhagcdMpkMI0eObKz46s2JEycwY8YMbNiwAdnZ2cLzONqwtrZGSEiI8OUuKCjA4cOHGzBaxrQXEhKCkSNHqswGrK+vDxcXFyQmJgrLEhMThTN3Tk5OKC4uFg5cjY2NIRKJ0LJlyzrHoalPXTg5OeHx48fC38bGxg1+e9OxY8fUTo4Buo3T3d1dpV5mZiYKCgrg4uKCCxcuICMjA9bW1pDJZDh37hymTZuGpUuXCuu3bdsWycnJau16enqqxVo5I3NNfTalqs7OPn32utKzZ6/r4ukrA5Xq+p4lJiaia9euEIvFKlcGKn/k3dzccPr0aZU2UlJSIBaLG+32Q/bPt2ftWhzbulXttWft2qYO7W9t48aNSEpKgomJCcLCwhAVFQW9Z67U3r17F3/++afKssLCQrz55puQSqUYMWIEVqxYodUsnM+jTz75BKampmjbti28vLzw7rvvqtxm36JFC6xduxbvv/8+ZDIZXF1dtWp3w4YNcHJyQp8+fSCVSvHSSy9VOWN5fXFzc0NwcDB69OiBvn37YsiQIbCyshIerejduzcOHDiAdevWwdzcHHZ2diozh1c3znbt2uHrr7/GjBkzYG5ujjNnzuDw4cNqn5Oq/P777/Dx8YFUKoWXlxc+/PBD9O3bt0HGr7P6mOlGl1lMAdDZs2frpc3K4ezYsYP8/f2JiMjT05NiYmJow4YN1L59e3r8+DHduXOH3NzcaOTIkWptVDWLaWRkJLVp04auXr1KRBUzlcXFxdUqNsYaQnZ2Nunr61NUVJRa2aZNm9Rm2rxx4wYREZWWlpKVlRWtXbuWlEolLV++nHx8fHSOp6Y+K40ePZocHByqbaOqWUw3btxI7du3p3v37tH9+/fJ3t6ezp8/r3O8dVXXcZaUlJCNjQ3t3r2biouLacqUKTR27Ngq+/D09FSbxfTkyZNkYWFBxcXFWseqTZ8XLlwgBwcHWrduXZVt1LQ/russposWLSIPDw/Kz8+nsrIyYUZEf39/GjJkCBUUFNCdO3fIzs5OZQa9uho1apTKLKZ2dnbCrHOVHBwcaPTo0SrLrl+/TmZmZiqzmH7++edV9oFqZicMCwsjLy8vncfAWH3q0aNHU4fAGHtO6ZQgjhs3jqRSKbVs2ZKaNWtGUqmUpFKp2oFSjQE0UoKYl5dHr7zyCslkMnrppZdoz549ZGFhQfPmzVNpo7r/5mLTpk3UqVMnkkqlZG1tTQsWLKhVbIw1hKioKAJA9+/fVytTKpUUFBREMplMbZpqIqKzZ8+Ss7MzGRkZ0YABAyg9PV3neDT1SVTxnXz23NT169eF/YdIJKJWrVqRVCql8ePHE1FFQvvuu++SsbExWVtb08aNG3WOVRd1HSdRxdTaXbp0IUNDQxoyZAhlZWVV2UdVCSIRUZ8+fapN5Kqjqc+YmBgCQIsXL1ZZXtM+Pjw8nKRSKUkkEgJAxsbGJJVKacuWLVrFdO/ePfL09CSJREIWFhb0ySefEBHRw4cPyc/PjywsLMje3p6WLVtG5eXltRpvVR48eEA+Pj5kaGhIrq6udPnyZbV1AJCnp6fa8u3bt5OVlRXJZDKaMWMGKZXKKvuoKkHMzc0lW1tbiomJ0XkMjNUnThAZY9UREWn5IB5jjLEml5qaiv79+yMwMBBTp059bp9fYMD58+cRFBQEX19fzJs3r6nDYUxFz549cfny5aYOgzH2HOIn5hlj7G/E3t4ely9fRl5ensb/d5E1nZs3byI0NBQrV67k5JAxxtjfCl9BZIwxxhj7l+EriIyx6vAVRMYYY4wxxhhjADhBZIwxxhhjjDH2F04QGWOMMcYYY4wB4ASRMcYYY4wxxthfOEFkjDHGGGOMMQaAE0TGGGOMMcYYY3/hBJExxhhjjDHGGABOEBljjDHGGGOM/YUTRMYYY4wxxhhjADhBZIwxxhhjjDH2F04QGWOMMcYYY4wB4ASRMcYYY4wxxthfOEFkjDHGGGOM1VlKSgpEIlGT9J2dnY3hw4dDKpXCxMQEo0aNapI4/knqJUFMTk7Gzp07a12v8sMUERGhVkZE+OCDD2BpaQmZTIb27dujsLCwHqJljD2vSkpKcOTIEVy7dq3K8kuXLuHo0aONHNXz5+7du/Dz88PMmTObOpR/jby8PERERODhw4darZ+YmAgPDw/s2rWrgSNjjNWXzMxMDBo0CBKJBF27dkVcXFyt25g5cyYcHR2Fv1NTUyGTyVReIpEIqamp9Rh541EoFFiyZAny8/ObOhTBunXrkJaWhtTUVOTm5iI8PFznNp/HcTYmnRLE3bt3o1evXujVqxdCQkJqXV9fXx8dO3aEVCpVKzt16hQ2b96Mn376CQqFAhcvXkSLFi10CVcnV69exSeffFLv7R46dAjR0dH13u769etx/fr1em+XPV/c3NxUfnT09fWFA1KlUomgoCDI5XLY2tqqHagWFhYiMDAQJiYmsLa2xooVK3SOR1Of1cnOzoa/vz86dOiA4cOH47ffflMpnzdvHjp06IBXXnkFBw8e1DlOXdV1nAAQGxsLFxcXSCQSvPbaa8jJyRHK9uzZA3t7e0gkErRv3x579+5Vq5+QkIB+/fph4MCBWL16tc591kTTOL28vGBkZCR8/k6fPq1Vu0DD7fuqU9cDv0uXLmHw4MFwdXXFhAkT8OjRI5Xy6rats7MzIiMjsWPHDgQFBdX7eBhj9W/atGlwcnJCTk4OZs+eDV9fXyiVSq3rX7t2DVu2bFFZZm9vD4VCIbz279+Pl156Cfb29vUdfqNQKBRYunTpc5U43bt3D926dRPyCXNzc53bfB7H2ahIB1euXKHs7GzasWMHOTk56dKUmoiIiHpvUxcNMUYiIn9/f5o0aVK9t+vg4ECRkZH13i57fmVlZZG9vT3l5OQQEdGnn35KL7zwAuXl5dHVq1fJ1NSUEhMThfWHDRtGY8eOJYVCQaWlpZSUlKRzDJr6rE5eXh7FxcWRUqms8rN77tw5KioqarDvS23VdZzFxcVkZWVFu3fvpidPntCUKVPo7bffFsozMjKoqKiISktLadWqVWRubq5Sv6ysjFxcXOiLL77QOlZNfeoyTk9PT4qJidE6lqc19nvp6+tL06ZNo+LiYtq5cyc5ODhQWVmZxnpJSUmUlJREycnJBIDS0tKEMm22bUFBAbVr144OHTpU72NiTBc9evSosXzsrFk0KDBQ7TV21qxGirBxPXjwgPT19Sk7O1tY5uzsTIcPH9aqfnl5OfXt25cWLFhADg4O1a7j7u5OFy9erI+QG8TDhw9p/PjxZGFhQQ4ODrR8+XIqLy8noor9qEQiIQBkbGxMUqmUXF1diYiEfeTRo0epU6dOJJfLadu2bUK7jx8/pkmTJpFcLidbW1v67LPPVPoFQN9++y3169ePjIyMyNPTU2OsX331FUmlUtLX1ycDAwOSSqUklUrpww8/JCKitWvXkqOjI0kkEmrbti2dOHFCpf6hQ4eoW7duJJVKycLCgkJDQzWOk4jo8OHD1KVLF5LL5eTl5UU3b94UymJiYsjIyIh++OEH6tChAzVv3pwWL15MRESFhYX01ltvkZmZGUkkEnJ1daXHjx9r+c40Lp0SxEq1TZ6OHz8uvIkA6OzZs0JZRkYGSaVSatmyJTVr1kxYr0+fPhrbXbx4Mfn5+dHs2bNJLpdT9+7d6caNGyrlr7/+Oq1fv56srKyoWbNmwsHNzZs3ycvLi+RyOXXp0kVlh2BpaakWz9SpU4XyU6dOkbOzM0mlUvLx8aGMjAyh7Ntvv6X27duTsbExWVhY0KZNm4iI6NKlS1V+qHfv3i206erqSjKZjMzMzGjVqlUq29vFxYXWrFlDrVu3JkdHR7p8+TIREa1bt46kUimJRCJq1aqV0O7du3e1fn/Y39P777+v8jlxdXWlgwcPCn9PnTqVZs+eTURECQkJ1KJFC8rNza3XGGrqU1s1ndx4XhLEuo7zwIED5ObmJvz94MEDMjAwUDkgIapIKiZNmkRTpkxRWX7o0CGytbXVKrGpbZ9V0TTOuiSImvZ9NR2c1JWuB35EVGWCqO223bhxI/Xu3VuHETBW/zQliJXJ4LOvQYGBjRRh4zp58iS1bt1aZdmIESNoyZIlWtXfsmULjRs3jmJiYqpNEHfv3k1Dhw7VMdKG5e/vT97e3vTo0SO6ffs22djYUEREhFBe1b7w6eW+vr706NEj2rBhA1laWgrlH374IQ0dOpQeP35McXFx1Lx5c4qPjxfKAZCLiwvFxsZSSkoKeXt71yrmqo4NTpw4QVlZWVReXk6TJ0+mvn37CmWxsbFkYGBABw4coLKyMsrPz6eEhASN4/zjjz/IwMCAjh49SqWlpbRgwQJq3749lZaWElFFgmhgYEBDhgyhjIwM2rVrF4WEhBARUXh4OHl4eFBRURGVl5dTQkJCrX7PG1OTTFLj4+MjXGp/lrW1NRQKBcLDw9GmTRthvfPnz2vV9pEjR+Di4oKsrCx4eHjgP//5j0r5zz//jDt37uD27duYOHEimjVrhrKyMrz++uvo168fMjMzsWbNGvj6+iIpKQkA8Oeff6rFU3l/c2ZmJkaNGoXPPvsM2dnZMDExwYwZM4T+Jk+ejFWrVuHhw4f4448/MGTIEABAz549oVAoMG7cOPj5+Qntjhs3DgAglUpx4MAB5OXlYd26dZg/fz4eP34stPvHH3/gzz//RHp6Onr27Ik1a9YAAGbMmAGFQgF7e3t8/vnnQrt/11sZmHZSUlJw6NAhBAcHA6h4li8+Ph6dO3cW1nF2dhZuqzt37hw6duyI0NBQtG7dGi+++CJ+//13nWLQ1Oc/hS7jjIuLU6lnYWEBIyMjxMfHC8t69+4tLFu7dq1K/ePHj6N///4Qi8Vax6tNn1XRZpx6enoYMWIEBgwYgF9++UWreDTt+4KDg3H//n0kJSXh9OnTCA8P1/k5vmvXrsHU1BSmpqbVjqUutN223t7e+OWXX7S+tZexqhQWFiIrK6veXgBqLFcqlSgtK1N7KZXKeo2jpldjzj2RnZ2NVq1aqSwzNDQUtpWmuqGhoWr77KeVlpZi4cKFWLhwoc6xNhSlUom9e/di/vz5MDIygpOTEwIDAxEZGal1G59//jmMjIzQvXt3ZGZmAqiYV2Tz5s2YN28eWrRoAXd3d7i5ueHcuXMqdVesWIFevXrBwcEBJ0+e1Hk8r776KszMzCASieDh4SHEAwDbt2/H8OHDMWLECIjFYkgkEpX9eXX27duHvn37YvDgwdDT08P8+fORmpqKixcvCuuUlZVh9+7dsLa2hp+fHxYsWAAAkMvluH37Nr7++ms8fvwYnTt3rtXveWPSq6kwNDQUoaGhastfeeUVfPPNNw0WlC68vLwQEBAAAJg4cSJ69eqFkpISGBgYAADatGmDDRs2AAC2bt0KoOJgOT09HQsWLICenh4GDx6MPn36YO/evcKbWp1du3bBw8MDL7/8MgDgnXfewaRJk4RyuVyO/fv3o127dnB1dYWxsbFW4+jZs6fw7759+6KsrAy5ubmwsbEBAJiZmWH16tVo1qwZ3NzcEBMTo1W77J9p4cKFCAoKEp7TzcnJARGp/Ng9/UOXnZ2NGzduIDg4GGlpaZgzZw5Gjx6NK1eu1DkGTX3+U+gyTm0OQGJjY5Geno7x48fD398fBw4cEMpSU1PRvXv3WsVb14MebcZ56tQp5Ofn4/PPP4e3tzcSExNhbW1dq/ieVnlwcvLkSRgZGcHIyEg4OPH3969zu7oc+NVHu3Z2diAipKWlqSSpjNVGYmIifv3113ptMyoqqtqyoqIiUFmZ2vLHJSU11qtP7u7uKsdDDcnc3FwtIS0sLISTk5PGunPmzMGsWbPQunVr3Lx5s8p1tm3bBhsbG/To0aNe4m0I2dnZKCkpgZ2dnbDMzs4OGRkZWrdhaGgIABCJRCAiABUnIgoKCuDt7S3MdFpSUqL2fJ9cLtd1CCouXLiARYsW4dq1aygoKFD5fUpLS4O7u3ut28zIyFDZPi1atIC5ubnKNhKJRJDJZGp1x4wZg7y8PISGhmL69OkICgpCSEjIc5kk1pggzp07F3Pnzm2sWOqFvr6+8G9jY2MQEQoKCmBiYgKg6g9fRkYGzM3N0bx5c2GZtl+IO3fu4PTp08IHoby8XGWa3yNHjmDhwoXo3bs3XF1dER4ertXOISMjA3PnzsWZM2eQl5cHAMIXDaj4QDZrVnEBWCQSoby8XGOb7J8pPj4e0dHR2Lhxo7Cs8ozZ0z92hYWFwoPbUqkUEokEEydOBFAx69q6deuQlZVV54e7NfX5T6HLOM3NzXH79m2VZVXVtbW1RWhoKDw8PJCfny+cWGrWrFmV3/Uff/wRQ4cOVVlWuf/Wts+6jtPY2Bgffvghdu3ahSNHjmDy5Mk1tluT+jg4qYouB36a2tVm21a+Z5X7bMbqwtnZGQ4ODvXW3pYtWzB8+PBqy7+5eBFSiURtuejRoxrr1adnT8A0JDc3N+Tm5iInJ0c4kZOYmChcdKjJuXPncODAAcyfPx9lZWUoKiqCTCbDgwcP0Lx5c5SWlmLFihX1MhlcQzIzM4OBgQEyMjLQtm1bAEB6erpwcQJQPc7WlqmpKQwMDBATE1OnpKwucnJy4O3tjfXr1yM6OhpfffUVli1bJpTb2dnVeOdUdeO0sbFRuShTXFyM7OxslW1Uk6lTp2Lq1Kn45ZdfMHjwYPTr10+4u/B5UuOvVWhoqNrUvDKZDCNHjmys+HSSlpYGiUQiJIfVsbGxQVZWFkpKSoRl2n4hrK2tVW6Zzc/PV5kG3cnJCXv27MGDBw/g7u6OqVOnqtSvrt2RI0eiVatWuHLlisZbwapSly8w+3sKCQnByJEjVWYD1tfXh4uLCxITE4VliYmJwo7ZyckJxcXFwoGrsbExRCIRWrZsWec4NPX5T6HLON3d3VXqZWZmoqCgAC4uLmrrtmjRAkSkMoNe27ZtkZycrLaup6enyix5CoVCOLlXmz51GadYLEZxcXGNbT7b/rOePjip9Oy+uC6ePvCrVB+fTW23bUpKCsRicb0e3LN/H0NDQ5ibm9fbC0CN5WKxGPp6emovsVhcr3HU9Kq8GtUYLCwsMGzYMCxatAglJSXYtWsXCgoKMHjwYJX1HB0dMWbMGJVlt27dEva93333nTBzaeWFh6NHjyIjIwOvv/56o42nLsRiMcaOHYvQ0FAUFhYiOTkZ27dvh5+fn7BOZbJ34cIFANBqlk+xWAw/Pz8sXLgQ9+/fB1Cxv9T10ZaaZGRkoLCwEP3790dpaSm+//57FBYWCr+pEydORFRUFL788kuUlpaipKQECQkJQv3qxjlmzBj8/PPPOHXqFJRKJVauXAk7Ozt4eHhojOnEiRPC42tmZmbQ09Or8krj86DGBHHu3LlqBx0KheK5vb0UAH766SdcvHgRjx8/xpo1a1Q+1NXx8PAQztgrlUqcPHkSFy5cwNixY4V1rK2tkZmZiTt37gD4/w/KuHHjcObMGRw8eBBKpRJKpVK4Dzk7OxuHDx/G48eP0apVK0ilUrUPgrW1NRISEvDo0SMolUrhLPetW7fQq1cvyGQyYSp4bf//rcp2f/nlF5SXl6O4uFgl+WX/HDk5OYiKisIbb7yhVvaf//wHK1euhEKhwLVr17B//34EBgYCqLhN3NjYGOvXr0d5eTk2bdqEV199FUZGRjrFU1OflcaMGaPyf0T9HdV1nG+88QZycnKwZ88elJSUYOHChfD19RXOVv/22294/PgxiouLERoaCk9PT5W7Hl5//XX88MMPtfo+a+oTAC5evAhHR0esX7++VuNMSEgAEeHQoUO4desWBg0apHVcVe37tDk4qQtdDvxqos22BSqeHX3ppZeq/C+dGHteyY2NkZefr/aSa/mozN/Rxo0bkZSUBBMTE4SFhSEqKgp6eqo32929exd//vlnrdqNiYlBhw4d6v0WyobwySefwNTUFG3btoWXlxfeffddjB8/Xihv0aIF1q5di/fffx8ymQyurq5atbthwwY4OTmhT58+kEqleOmll9T+S6v65ObmhuDgYPTo0QN9+/bFkCFDYGVlBU9PTwAVz/sfOHAA69atg7m5Oezs7FT+X/bqxtmuXTt8/fXXmDFjBszNzXHmzBkcPnxY7XNSld9//x0+Pj6QSqXw8vLChx9+iL59+zbI+HWmyww348aNq3LG0adnDtUEz8xiWqku/63E4sWL6dVXX6WXX36ZJBIJvfXWW1RQUKBSPnDgwCrr3rx5kzw9PYVZTKOjo1XKy8vLKSAggORyOZmYmNDYsWOFspiYGOrdu7dQ5uPjQ0REf/75J/Xv35/kcjnJ5XIaOHAg/fHHHyrt3rt3jzw9PUkikZCFhQV98sknRES0c+dOsrS0JHt7e1q0aBFNnjyZzMzM6MGDB2rbJiQkRG064B9//JE6depEEomErKys6JdffqnVtmR/D1FRUQSA7t+/r1amVCopKCiIZDKZ2ixkRERnz54lZ2dnMjIyogEDBlB6errO8Wjqk6hi5stndz3Xr18X9h9Pz8A7fvx4IiKyt7dXm/mybdu2OsdbV3UdJ1HFzGldunQhQ0NDGjJkCGVlZQllS5cuJRMTEzI2NqaBAwdSSkqKWv0+ffrQunXrahVvTX0SVezDAAhTcWs7Tg8PD5JIJNS5c2c6evRorWKqbt/38OFD8vPzIwsLC7K3t6dly5bpPIspUcUMoz4+PmRoaEiurq7CzM9PA6C2Lw0PDyepVKo25fmWLVuISPO2zc3NJVtb2zr/dyCMNRRNs5gyxv69RERPPdj2N7dkyRKkpKSonAFgjLF/ktTUVPTv3x+BgYGYOnXqc3t7CgPOnz+PoKAg+Pr6Yt68eU0dDmMqevbsicuXLzd1GIyx5xA/Mc8YY38j9vb2uHz5MvLy8hAWFtbU4bBq3Lx5E6GhoVi5ciUnh4wxxv5W/lFXEBljjDHGmGZ8BZExVh2+gsgYY4wxxhhjDAAniIwxxhhjjDHG/sIJImOMMcYYY4wxAJwgMsYYY4wxxhj7CyeIjDHGGGOMMcYAcILIGGOMMcYYY+wvnCAyxhhjjDHGGAPACSJjjDHGGGOMsb9wgsgYY4wxxhhjDAAniIwxxhhjjDHG/sIJImOMMcYYY4wxAJwgMsYYY4wxxhj7CyeIjDHGGGOMMcYAcILIGGOMMcYYY+wvnCAyxhhjjDHGMGbMGMhkMhgZGUFPT0/remfOnIGjo2PDBVaD7OxsDB8+HFKpFCYmJhg1alSTxPFPUi8JYnJyMnbu3FnreikpKRCJRIiIiFArIyJ88MEHsLS0hEwmQ/v27VFYWFgP0VbN1tYWMpkMLVq0wCuvvFLlOrt27UK7du0glUphY2ODs2fPNlg8Ndm4cSNkMhlkMhlEIhHOnTvX6DE05Y6AsX+7u3fvws/PDzNnzmzqUFg1EhMT4eHhgV27djV1KIwxLWVmZmLQoEGQSCTo2rUr4uLitK67dOlSWFlZQSaTYerUqVAqlSrla9euha2tLUxNTTF06ND6Dr3e7Nu3DwqFAt99911Th6K1devWIS0tDampqcjNzUV4eLjObSoUCixZsgT5+fn1EOHfj04J4u7du9GrVy/06tULISEhta6vr6+Pjh07QiqVqpWdOnUKmzdvxk8//QSFQoGLFy+iRYsWuoRbo/T0dCgUCsydO7fK8sLCQkyePBlLlizBw4cPkZSUhG7dujVYPDV57733oFAooFAomqR/9vxwc3MTThbIZDLo6+sLB6RKpRJBQUGQy+WwtbVVO1AtLCxEYGAgTExMYG1tjRUrVugcj6Y+axIbGwsXFxdIJBK89tpryMnJEcrOnDkDPT09YZze3t46x6qLhhqnNgcnCQkJ6NevHwYOHIjVq1fr3GdNahrnnj17VD57EokEbdu21apdADh06BCio6O1Xl9Xuhz4bd++HTY2NjAxMcGsWbNARELZxYsX0a1bN8hkMnTv3h3x8fEAAGdnZ0RGRmLHjh0ICgqq9/EwVlfjZs/G4MmTAQCDJ08WXuNmz27iyJretGnT4OTkhJycHMyePRu+vr5qiV5VvvrqK0RFRSExMRHJycm4du0atm7dKpRv2LABERER+Omnn5CTk4M1a9Y05DD+de7du4du3boJ+YS5ubnObSoUCixduvRfmyCCdHDlyhXKzs6mHTt2kJOTky5NqYmIiKj3NrWxePFiGjhwoNrylJQUAkBpaWmNHlNNANDZs2cbvd+YmBhycHBo9H5Z9bKyssje3p5ycnKIiOjTTz+lF154gfLy8ujq1atkampKiYmJwvrDhg2jsWPHkkKhoNLSUkpKStI5Bk19Vqe4uJisrKxo9+7d9OTJE5oyZQq9/fbbQnlMTAx5enrqHF99aahx+vr60rRp06i4uJh27txJDg4OVFZWJpSXlZWRi4sLffHFF1rHqqnP+hrnRx99RAsXLtQ6Ln9/f5o0aZLW6+tK07atzrVr18jU1JR+++03ysnJIXd3d9q6datQ3qFDB9qyZQuVl5fThx9+SL6+vir1CwoKqF27dnTo0KF6HxNjdTEoMJDGzppFPXr0oLGzZgmvQYGBTR1ak3rw4AHp6+tTdna2sMzZ2ZkOHz6sse5//vMfmjVrlvD3xo0bqU+fPkREVF5eTpaWlnTs2LH6D7oBxcTEkFgsVlmWnp5OL7/8MpmZmZGxsTGNGjVK2I9WHhfu37+fHBwcyMbGhr755huh7s2bN8nLy4vkcjl16dJFbbsCoG+//Zb69etHRkZGWv3mf/XVVySVSklfX58MDAxIKpWSVCqlDz/8kIiI1q5dS46OjiSRSKht27Z04sQJlfqHDh2ibt26kVQqJQsLCwoNDSWiit8LiURCAMjY2JikUim5uroK9Q4fPkxdunQhuVxOXl5edPPmTZXtZmRkRD/88AN16NCBmjdvTosXLyYiosLCQnrrrbfIzMyMJBIJubq60uPHjzWOsynolCBWqm2CePz4ceFNfDbBycjIIKlUSi1btqRmzZoJ61V+0TT5+OOPycrKiiQSCTk6OtLFixeFsuTkZBowYABJJBJyc3Ojc+fOqdWvKkHs3r272gdFKpUKB+I1qa7PxYsX05w5c8jd3Z0GDx5M0dHRZG5uTtu2bSMiIk9PTwoLC6MhQ4aQTCajYcOGUX5+vlr7VSWI1X1wjxw5QnZ2dioHRfv27aOhQ4cKf//vf/8ja2trMjMzo2nTplFJSYlQ9tlnn5GZmRk5OjrSe++9xwnic+b999+nVatWCX+7urrSwYMHhb+nTp1Ks2fPJiKihIQEatGiBeXm5tZrDDX1WZMDBw6Qm5ub8PeDBw/IwMBA+KF+3hLEhhinNgcnhw4dIltbW60SG2361ETbcWZkZJCjo2OV+6hnXbp0qcof9N27dxMR0cOHD2n8+PFkYWFBDg4OtHz5ciovL9dmqNXS5cAvKCiIgoODhb+/+uor6tGjh/C3TCajS5cuERHRwYMHafLkyWptbNy4kXr37q3LENi/QEFBAWVmZjb4y3vCBBoZHEw9evSgkcHBwst7woRG6f/pV0FBQVNvdsHJkyepdevWKstGjBhBS5Ys0Vh348aN1K5dO7pz5w4pFAp6/fXXydzcnIiIbt26RQBo8+bN1KZNG2rXrp1W+56mVlWCmJGRQT/++COVlZXR7du3ycDAgE6ePCms37JlS5o1axYVFRXR3r17SSKRCCeh27VrRwsWLKDS0lI6evQoGRgY0O3bt4W2AZCLiwvFxsZSSkoKeXt7ax1rdSccT5w4QVlZWVReXk6TJ0+mvn37CmWxsbFkYGBABw4coLKyMsrPz6eEhAShPDk5ucoLQ3/88QcZGBjQ0aNHqbS0lBYsWEDt27en0tJSYTsYGBjQkCFDKCMjg3bt2kUhISFERBQeHk4eHh5UVFRE5eXllJCQUKvf88ak/dOn9cjHx0e4PVIkEqmUWVtbQ6FQICIiAsuWLcPt27e1bjcxMRGrVq3CzZs3YWtri3v37qF58+ZC+ejRozFixAh8//332Lx5M0aNGoW0tDSIxeIa2/3111+RkpKCNm3aICEhAba2tlrHVF2fQMUzjWfPnkWfPn2wf/9+bNu2DeHh4Zg0aRIAYOvWrdi1axe6dOkCT09PhIWFYenSpTX2d/v2bfj6+uLQoUPw9vbG0qVL8cYbb+DGjRsYPHgwmjdvjm+//RYjRowAUPE8Y2WbR48excaNGxEbG4uWLVvixRdfxNatWzFt2jScP38e//3vf/Hzzz/D2toagYGBWm8D1vBSUlJw6NAh3Lx5EwBQUlKC+Ph4dO7cWVjH2dkZBw8eBACcO3cOHTt2RGhoKHbu3AknJyfs2LEDHTp0qHMMmvqsSVxcnEo9CwsLGBkZIT4+Hp6enhCJRDh//jw6dOiAUaNGYdGiRSrf7cbUUOMsKSmBqakpTE1NVdqNi4vD66+/DgA4fvw4+vfvr3GfpW2fnp6e9TLOJUuW4P3334dEItEYT8+ePaFQKBAQEAA9PT1s27ZNpTw4OBj3799HUlISHjx4AE9PT9jY2MDf31+b4Vbp2rVrGrdtdeLi4jB+/HiVelevXoVSqYRYLMbChQsxdepUbNu2Dfv27cO6devU2vD29kZQUBBycnJUYmDsaYmJifj1118bvJ+ioiJQWRkAQJGXJyx/XFKCqKioBu//ae7u7ujZs2ej9lmd7OxstGrVSmWZoaEhsrKyNNadNm0aUlNT8cILL8DBwQHDhg3DyZMnhXYB4Pr167hx4waOHj2Kt956C3fu3EHr1q3rfyANyNraGtbW1gAAJycnWFpaIjMzUyhv1aoVwsLCIBKJMHr0aEyePBm//PILWrZsifT0dCxYsAB6enoYPHgw+vTpg71792LBggVC/RUrVqBXr14AIGw/Xbz66qvCvz08PBATEyP8vX37dgwfPlw4HpZIJCq/d9XZt28f+vbti8GDBwMA5s+fjzVr1uDixYvo168fAKCsrAy7d++GTCaDn5+fUFcul+P27dv4+uuvMXLkSK36ayo1JoihoaEIDQ1VW/7KK6/gm2++abCg6srIyAglJSXYsWMHAgMDhQ8xAFy+fBk3btzA+fPn0axZMwQEBOC9997D7du30bFjxwaJp6Y+AeCtt96Ck5MTWrVqhdmzZ0OhUODJkydC/enTpwtflDFjxiAqKkpjgqjpgzt9+nR8+umnGDFiBK5evQqFQoEBAwYAAMLDw/Huu+8KCfCbb76Js2fPYtq0aYiMjISvry9cXFwAAFOmTMF//vOf+t1grM4WLlyIoKAg4TndnJwcEJHKj93TP3TZ2dm4ceMGgoODkZaWhjlz5mD06NG4cuVKnWPQ1GdNNP0we3p64vHjx4iPj8f48eNRUlLSZM9wNNQ4S0tLNR6cpKamonv37rWKt64HPdqO89atWzhy5Ag2bNhQq7iqolQqsXfvXpw8eRJGRkYwMjJCYGAgIiMjdUoQdTnwe7auoaEhlEol8vLyYGZmBkdHR3h5eWHz5s3IyMhAcXGxWht2dnYgIqSlpXGCyKrl7OwMBweHBu/nm4sXIZVIkAdAJpcLy0WPHmH48OEN3v/Tnv1eNiVzc3O1yRALCwvh5OSksa5IJMKqVauwatUqAMCWLVuE73rlc3FTp05FixYtMGLECFhZWeHs2bN/u9k2S0pKsHTpUuzfvx+ZmZl49OiRyjPZenp6woUfkUgEiUSCR48eITc3F+bm5iondu3s7JCRkaHSvvypz2N9uHDhAhYtWoRr166hoKBAJS9IS0uDu7t7rdvMyMiAnZ2d8HeLFi1gbm6uMhaRSASZTKZWd8yYMcjLy0NoaCimT5+OoKAghISE1Oqkb2OpMUGcO3dutZO2PI/s7Oxw7NgxLFu2DCEhIRg6dCg2b94MMzMz3LlzB0VFRSo/zs2bN2/QiV409fn0h0cmk6nFoq+vL/zb2NgYjx490tinpg/uhAkTsHDhQvz222/49NNPERwcrBJvTEyMMFlJWVkZ+vfvD6Bi1sTn5SwfUxUfH4/o6Ghs3LhRWGZmZgaRSKTyY1dYWCg8uC2VSiGRSDBx4kQAwMyZM7Fu3TpkZWXV+eFuTX3WxNzcXO1ugWfrisVidO3aFYsWLUJwcHCTJYgNNc7S0lKNByfNmjVDeXm5Wrs//vij2qx4lftvbbZtVbQd56JFizBp0iS0bNmyxva0kZ2djZKSEpV9WFUHEbWly4Hfs3ULCwshFoshl8uRkZGBWbNmISkpCWKxGGFhYfDy8sKtW7dUJlWrfM+aNeP/WYpVz9DQEIaGhg3ej1gshv5f/32B/lP/jYFYLK6XyT3+rtzc3JCbm6typT8xMREBAQG1buvIkSPC1SR7e3vo6+vj8ePHQrmxsfFzlRxra/Hixfjhhx9w/PhxtG3bFm3atKl23SdPniArKwsODg54/PgxsrKyUFJSAgMDAwAVk0MOHDiwwWLNycmBt7c31q9fj+joaHz11VdYtmyZUG5nZ4fff/+92vpPH4M/zcbGRuVKZHFxMbKzs2FjY6NVXFOnTsXUqVPxyy+/YPDgwejXrx+GDBmi5agaT42/VqGhoSqz1FW+Ro4c2Vjx1drAgQMRExODpKQkpKenC7P8WVtbw8jISJj9s/JqXe/evRsslvrsMy0tTaszizY2NioHU89+cKVSKfz8/LB06VKcOHEC77zzjkq8ISEhQqwFBQU4fPgwAAhngSqVlpbWegysYYSEhGDkyJEqswHr6+vDxcUFiYmJwrLExEThbJmTkxOKi4uFA1djY2OIRCKdDvI19VkTd3d3lXqZmZkoKCgQrlg/TSwWV3mVprE01DifPjiprt22bdsiOTlZrV1PT0+V/czTMzLXZtvWdpwJCQk4cOCAcFt8bVT142tmZgYDAwOVfVh6errWP7zV0WbbVufZ7ZeYmIiuXbtCLBbj559/hpmZmXD29z//+Q9SU1Nx48YNlTZSUlIgFosb5eoQY5rIjY2R99fMjHn5+cJLbmzcxJE1LQsLCwwbNgyLFi1CSUkJdu3ahYKCAuGOrEqOjo4YM2aMyrKHDx8KMxh/++23OHHiBObMmQOg4vhp6NChWL16NYqLi3H27FlkZGTUeIv/8+rWrVvo2LEj2rZtK8zI+vDhQ6E8JycHERERKC0txapVq9CuXTu4u7vDw8MDtra2CA0NhVKpxMmTJ3HhwgWMHTu2wWLNyMhAYWEh+vfvj9LSUnz//fcoLCwUZqWdOHEioqKi8OWXX6K0tBQlJSVISEgQ6puamsLAwAAXLlwAAGE20zFjxuDnn3/GqVOnoFQqsXLlStjZ2cHDw0NjTCdOnEBSUhKAit+7ytnZn0v18SCjLrOYoppZOOvS5pUrVyg2NlZ42HTAgAG0fPlyIiIqLS2lTp060fz586mwsJCIKh4czszMVGmjullMq3tYtSY19bl48WJhViMHBwdKTk5WmYjD09OTXnzxRUpPT6e7d++Sra0t7d+/X62PZ7ffH3/8Qc2bN6fvv/+eysrKaPHixSoPzxJVTFACgP773/+qtBUZGUlt2rShq1evElHFA/NxcXFERPT5559T27ZtKTs7m27dukW9evXiSWqeA9nZ2aSvr09RUVFqZZs2bVKbgfLGjRtEVPHZtLKyorVr15JSqaTly5eTj4+PzvHU1Gel0aNHq312SkpKyMbGhnbv3k3FxcU0ZcoUGjt2rFCemppKDx8+pIcPH9JLL73UqLNfVqWhxjlq1CiVmTbt7OxUvrsnT54kCwsLKi4u1jpWTX0SEV24cIEcHBxo3bp1tRrnjBkzqGvXrlrH8rRFixaRh4cH5efnU1lZmTBZhb+/Pw0ZMoQKCgrozp07ZGdnRxEREXXq42mati1Rxb549OjRKsuuX79OZmZmKrOYfv7550RE9Ntvv5G+vj6dPHmSysvLacOGDSSXy9Um6wkLCyMvLy+dx8BYfXp6siVW4cGDB+Tj40OGhobk6upKly9fVlsHgNqkaffv36fOnTuTVColFxcXOnr0qEp5RkYGvfLKK2RoaEjOzs505syZhhxGvahqkpq4uDjq3LkzmZub09ixY+l///sfyWQy+u677ygmJoZefvllmjJlCsnlcurevTvdunVLqHvz5k3y9PQUZjGNjo5Wabu6fEAb1U1SExwcTFKplLp06UJffvklde/enV588UWh/NtvvyV3d3dhFtMPPvhApf6nn35KVlZWJJVKyd7eXlgeHR0tTAbp6empNovps9ut0ieffEJOTk5kbGxMdnZ2tGbNmjqNtzHolCCOGzeuyhlHnz1QqjGAekwQY2JiqHv37sIbHRAQQEVFRUJ5cnIyvfnmm2RhYUFSqZReeOEFlQ8vUf0miDX1qU2COHHiROrYsSPJZDL6+OOPq2y/qu1X0weXqGLae1NTU7p7965ae5s2baJOnTqRVCola2trWrBggVAnICCA5HI59evXj7744gtOEJ8DUVFRBIDu37+vVqZUKikoKIhkMhnZ2NioHWSfPXuWnJ2dycjIiAYMGEDp6ek6x6OpT6KKz3ZV56ZiY2OpS5cuZGhoSEOGDKGsrCyh7KuvviJzc3MyMzOjCRMmaDVbZkNqqHFqc3DSp08ftUROk5r6JKrYdwIQ9knajrNr16707rvv1iqWSvfu3SNPT0+SSCRkYWFBn3zyCRFVzGLq5+dHFhYWZG9vT8uWLdN5FlOiuh/4ERFt376drKysSCaT0YwZM0ipVApl27ZtIwcHBzI0NKQePXrQzz//rFI3NzeXbG1tKSYmRucxMFafOEFkjFVHRPTU06XsueHl5YWAgIA63fuuyccff4zExETs3bu33ttmjDWs1NRU9O/fH4GBgZg6derze3sKw/nz5xEUFARfX1/MmzevqcNhTEXPnj1x+fLlpg6DMfYc4ifm/0USExNhbGyM48eP43//+19Th8MYqwN7e3tcvnwZeXl5CAsLa+pwWDVu3ryJ0NBQrFy5kpNDxhhjfyt8BZExxhhj7F+GryAyxqrDVxAZY4wxxhhjjAHgBJExxhhjjDHG2F84QWSMMcYYY4wxBoATRMYYY4wxxhhjf+EEkTHGGGOMMcYYAE4QGWOMMcYYY4z9hRNExhhjjDHGGGMAOEFkjDHGGGOMMfYXThAZY4wxxhhjjAHgBJExxhhjjDHG2F84QWSMMcYYY4wxBoATRMYYY4wxxhhjf+EEkTHGGGOMMcYYAE4QGWOMMcYYY39T2dnZGD58OKRSKUxMTDBq1KimDgmOjo4ICAiocZ0lS5ZoXKepcILIGGOMMcb+9TIzMzFo0CBIJBJ07doVcXFxWtfdvn07bGxsYGJiglmzZoGI1NaJjo6GSCRCSkqKWpm5uTl+//33KtseNWoUtmzZonUs/zbr1q1DWloaUlNTkZubi/Dw8KYOCU5OTrCysmrqMOqsXhLE5ORk7Ny5s9b1UlJSIBKJEBERoVZGRPjggw9gaWkJmUyG9u3bo7CwsMb2Nm7cCJlMBplMBpFIhHPnztWqz4bSFH3Wt4iICHh5eTV1GIwxAHfv3oWfnx9mzpzZ1KH8a+Tl5SEiIgIPHz7Uav3ExER4eHhg165dDRwZY38f42bPxuDJk9Ve42bPburQAADTpk2Dk5MTcnJyMHv2bPj6+kKpVGqsd/36dcyZMwcnTpzA7du38eOPP2L79u0q6xQVFeHDDz9Uq7tlyxbcu3cPNjY2kEqlWL9+PcrKygAAhw8fRlxcHGxsbGBlZYWvv/4aiYmJ9TPYf5B79+6hW7dukEqlACqS7aZ2+vRprFy5sqnDqDOdEsTdu3ejV69e6NWrF0JCQmpdX19fHx07dhTe0KedOnUKmzdvxk8//QSFQoGLFy+iRYsWNbb33nvvQaFQQKFQ1KnPhtIUfdbV1atX8cknnzR1GExLbm5uwkkRmUwGfX194YBUqVQiKCgIcrkctra2ageqhYWFCAwMhImJCaytrbFixQqd49HUZ02WLFmCFi1aCGNZunSpUHbmzBno6ekJZd7e3jrHqgtdxhkbGwsXFxdIJBK89tpryMnJEcoePHiAwYMHw8TEBPb29ti/f79a/YSEBPTr1w8DBw7E6tWrde6zJprGqc0Z8+ocOnQI0dHRWq+vq7peGbh06RIGDx4MV1dXTJgwAY8ePVIpr+5z6+zsjMjISOzYsQNBQUH1Ph7G/o7y8vMhNzZWe+Xl5zd1aMjMzER0dDQ+/vhjGBgYYPz48WjVqhWOHTumse62bdvw9ttvw8XFBSYmJpgzZw4+++wzlXU+/vhjjB49Wq3uhQsX8Nprr+GHH37AzJkzcfr0aWRmZgIAbt++jcDAQIwcORKJiYnYuHEj7t+/Xz8Drsbp06fh5uYGuVwOc3Nztd8ZLy8vrFy5EhMmTIBcLodIJBLKUlJSMHDgQBgbG6Nr1674+eefhbL//e9/aNOmDYyNjeHk5ISTJ09qFQ8RYcWKFXB0dISlpSX8/f2R/9fnZf/+/ZDJZNi9ezciIyOF/fB///tfrdoWiUSIjo7GSy+9BIlEonIh5PTp0+jcuTNkMhkGDRqEe/fuCWXR0dHo0KEDpFIpLC0thSuWhYWFQgx6enpYtmyZSn+lpaWYNm0apFIpevTooZbsV9dn5YWmvXv3onPnzjAxMVE5AaFUKrFixQq0b98eUqkUbdq0walTp4TydevWwcbGBubm5pg+fTpKS0u12vB1duXKFcrOzqYdO3aQk5OTLk2piYiI0KlNAHT27Nl6jOjfobr3cseOHeTp6dn4ATGtZWVlkb29PeXk5BAR0aeffkovvPAC5eXl0dWrV8nU1JQSExOF9YcNG0Zjx44lhUJBpaWllJSUpHMMmvqsyeLFi2nx4sVVlsXExDxXn7+6jrO4uJisrKxo9+7d9OTJE5oyZQq9/fbbQvmUKVPonXfeIaVSSd999x2Zmpqq1C8rKyMXFxf64osvtI5VU591Hee1a9fI1NSUfvvtN8rJySF3d3faunWr1nH5+/vTpEmTtF5fV76+vjRt2jQqLi6mnTt3koODA5WVlWmsl5SURElJSZScnEwAKC0tTaW8ps8tEVFBQQG1a9eODh06pOsQGKtXPXr0oMzMzEZ9eU+YQCODg9Ve3hMmNEr/BQUF1W6PkydPUuvWrVWWjRgxgpYsWaJxW/bt25c+++wz4e/r16+TWCwW9jEJCQnUqVMnevz4MQGg5ORklfqRkZH0xRdf0Ny5c9Xajo+Pp1WrVtG7775LhYWFGmPR1aVLl+j3338X4tLT06OioiKh3NPTkywtLSkiIoLKy8upQ4cOQlmvXr0oNDSUlEolbdy4kaysrIRtcOLECcrKyqLy8nKaPHky9e3bV6t4duzYQTY2NnT79m169OgReXt7U0BAgMo6df09AUAuLi4UGxtLKSkp5O3tTUREDx48ILlcTj/++COVlpbS2LFjadSoUUI9CwsLOnjwIBERPXz4UO39JKrYTiEhISrLli9fTj169KDc3FxKTEykTp06kb+/v8Y+K39/fHx8SKFQ0KeffkqWlpZCu6tXryYHBwe6evUqERFlZGRQamoqEREdOXKE2rZtS2lpaZSdnU0dO3akTZs2adw2etpk2NXp1q1bneqdOHFCOIvy8OFDnD17Fv369QNQcZm4c+fOKCkpQXFxMWQyGQCgc+fOOH/+fJ1jranPsLAwnDhxAt9//72w/p49e3DgwAEcOHAAQEX2HRYWhpKSErz11ltYv3499PX169wnUPEA63vvvYfDhw/j6tWrGD16tNb3mIeEhGDz5s0oKCiAqakp9u3bh969ewMAvvvuO8ydOxf37t1D165d8dlnn6Fjx44AKs6WVMaRnp4OOzs7JCcnw9HREa1bt0Z+fr7Kdh83bpzKvdyhoaFYv349WrZsiW+++QY9evTQKl7W8JYtW4bp06fDxMQEQMVtK0uXLhXOZr311lvYtm0bwsLCcOPGDRw/fhz37t0Trmy3bdtW5xhq6vOfpK7j/O6772Bubo5x48YBqPge29nZYcOGDTA1NUVmZiZefPFFNGvWDH379hXey6frKxQKjB8/XutYNfVZ13E+fcYcAObMmYPVq1cjMDCwxjYvX76MV155BUVFRRCJRPjmm28AAOHh4Rg3bhzy8/MRFBSE48ePo2XLlpgyZQo++ugjlbPUtVV5ZeD+/fvClYHQ0FAcO3YMr7/+eo11K78XVT0zpA1DQ0PMmDEDK1euxNChQ+vUBmMNJSoqqlH7KyoqAv11++TTHpeUNEos7u7u6NmzZ5Vl2dnZaNWqlcoyQ0NDZGVlaWz32bqGhoZQKpXIy8uDmZkZpk2bhnXr1lV5J1xSUhKCg4ORkJCA9evXo2vXrhgzZgwAoKysDL6+vggLC0NqaipmzZqldmWyvj29ffr27YuysjLk5ubCxsZGWP7222/D398fAHDr1i0AFfv2Gzdu4Pz582jWrBkCAgLw3nvv4fbt2+jYsSNeffVVob6HhwdiYmK0iufLL7/E5MmT4eTkBACYN28efHx8sH37djRrpvuTcitWrECvXr0AQLiquWvXLnh4eODll18GALzzzjuYNGmSUEcul2P//v1o164dXF1dYWxsrFVfkZGR+OijjyCXyyGXyzF06FD8+eefWvUJAJ988gmkUim6du0qXGUGKq5gz507F127dgUAWFtbC2Xh4eF49913YWtrCwB48803cfbsWUybNq3GWHVKEOvKx8dHuA302R99a2trKBQKREREYNmyZbh9+3aD9+nn54f58+cjNTUV9vb2ACo29gcffAAAOHr0KDZu3IjY2Fi0bNkSL774IrZu3apx49bUZ6VNmzbh2LFjKCsrg6urK2bNmoVOnTrV2G5iYiJWrVqFmzdvwtbWFvfu3UPz5s0BVNyO4Ovri0OHDsHb2xtLly7FG2+8gRs3bkBPr+a3+88//6xxu8fGxqJ///7IyMjA6NGjsWbNGuzbt6/GNlnjSElJwaFDh3Dz5k0AQElJCeLj49G5c2dhHWdnZxw8eBAAcO7cOXTs2BGhoaHYuXMnnJycsGPHDnTo0KHOMWjqU5NmzZph1apV+PbbbzF79my88847QplIJML58+fRoUMHjBo1CosWLRI+841Nl3HGxcWp1LOwsICRkRHi4+Ph6emJDz74AGPHjsULL7yAAwcO4PPPP1epf/z4cfTv3x9isVjreDX1WddxxsXFqSSqzs7OuHr1KpRKZY3x9ezZEwqFAgEBAdDT08O2bdtUyoODg3H//n0kJSXhwYMH8PT0hI2NjXAwUhfXrl2DqampSkLs7OyMuLg4jQmiJjV9bit5e3sjKCgIOTk5GpNyxhrT8OHDG7W/by5ehFQiUVsuevSoUWJ5NgF8mrm5udpcF4WFhUJiUpNn6xYWFkIsFkMulyMyMhLm5uYYNGhQlXWdnJxw9uxZWFlZYf/+/Sona/X09HDgwAF06dIFvXv3Rnl5ucZYdJWRkYG5c+fizJkzyMvLAwC1xwfkcrlavTt37qCoqEhlH9e8eXPhOPjChQtYtGgRrl27hoKCApUkRlM8dnZ2wt92dnYoKSlBVlYWLC0tazs8NdWN5fTp08LFkvLycpXj+CNHjmDhwoXo3bs3XF1dER4ertUFk7t37wqJWm37BP7/8ysSiVTek7S0NLRr167admNiYoTHiMrKytC/f3+NsdaYeoeGhqo831T5GjlypMaG/04sLS3x6quvCs/XJCUl4fbt2/Dx8QGgmn2bmpoK2Xd9+Oijj9CpUye4uLigWbNmKmcEqmNkZISSkhLs2LED9+/fh7W1tfCF3LdvH/r27YvBgwdDT09PSHwvXryoc6zt2rXD4sWLIRaL1c5esKa1cOFCBAUFCWcnc3JyQERqZzQrz4RmZ2fjxo0b6NixI9LS0tC7d+8qn42oDU19arJo0SLk5uZixYoVmDZtGo4cOSKUeXp64vHjx/j666/x3XffYcGCBTrFqgtdxqnpDLWJiQleeuklXLlyBSdOnFD7UX76JJa26npWXJvPUHVnzOtKqVRi7969mD9/PoyMjODk5ITAwEBERkbWuc2qYq2MV9vPZk1q+txWsrOzAxEhLS1N5/4Yq0/m5uaN+hKLxdDX01N7icXiRunf0NCw2m3h5uaG3NxclWe0ExMT4e7urnE7uru7qzxPlpiYiK5du0IsFuOnn37CiRMnhGPoyr5Onz4trN+lSxcAQMeOHdXuTqssMzc3r5eESJORI0eiVatWuHLlCuLj47WuZ21tDSMjI2EuEIVCgSdPnqB3797IycmBt7c3Ro8ejbt379ZqllEbGxtkZGQIf6enp8PAwKBBJ6KxtrYWLvIoFArk5+erTFDm5OSEPXv24MGDB3B3d8fUqVO1alcikag8x/70s4Ca+qyJnZ1dtTPgWltbIyQkRGi3oKAAhw8f1thmjQni3LlzVd7oylflLUH/JBMmTBBmYt2+fTv8/f2Fs+B37txRuc0qPDwcBQUF9dLv0wctIpFIq7NDdnZ2OHbsGH744Qc4ODhg1KhRyM7OBqB+pqVFixYwNzdX+XLV1dM7Vm1jZQ0vPj4e0dHRKrf2mZmZQSQSqZ3RrNyhSqVSSCQSTJw4Efr6+pg5cyauXr2q0wGzpj610bx5cwwePBj+/v7Ys2ePSlnliYlFixaplTUmXcZZ3RnqyrpvvfUW5s2bhxkzZmDnzp144403cPXqVWHdZs2a1fp7p6nP6mgaZ01nzOsqOzsbJSUlameLdd1/1XUbaKumzy0A4T2rj9uhGPs7q5yQ5tmXXMtb9BqShYUFhg0bhkWLFqGkpAS7du1CQUEBBg8erLKeo6OjcAtopcmTJ2PPnj2Ij49Hbm4uVq1ahXfffRcAsHXrVuTn56tMonj9+nUMHDiwUcZVW7du3UKvXr0gk8mEicS0SVQ8PDxgbW2NBQsWoKioCADw+++/IysrCxkZGSgsLET//v1RWlqK77//HoWFhVrNEPvOO+9g+/btSElJQWFhIVauXIlx48Y16P503LhxOHPmDA4ePAilUgmlUilcaMnOzsbhw4fx+PFjtGrVClKpVEj8NRk4cCB27dqFsrIyHD16VOUuvJr61CQwMBArVqzAxYsXQUR4+PAh7ty5AwAICAjAxo0bce3aNQAVv32//vqrxjb5CuJf3njjDSgUCpw5cwa7du3CxIkThbK6Zt8NaeDAgYiJiUFSUhLS09OFWaaePdNSXFyM7OxslXvHK69KVPWF1/RcJXv+hISEYOTIkSqz5Orr68PFxUXtjGblmVAnJycUFxcLB67GxsYQiURo2bJlnePQ1GdtiMViFBcX17qsMegyzmfPMmdmZqKgoAAuLi7IzMxEfHw8HBwcAFT82Do7O+OHH34Q1m/bti2Sk5NrFW9NfdZE0zhrOmOujar2NWZmZjAwMFA7W/z0/qsudLkyUBvVfTZTUlIgFouF95axf6s9a9fi2Nataq89a9c2dWgAKv67tKSkJJiYmCAsLAxRUVFqj+fcvXtXeG6skqurK1atWoVXX30VTk5OePnllzU+j/28Wr9+PebPny/8dx+TJ0+Gl5eXxrvG9PT0cOzYMfz2229o06YNZDIZ3nnnHeTl5cHNzQ3BwcHo0aMH+vbtiyFDhsDKyqrGxxwq+fv7Y/LkyfD09ETbtm1hYWGBDRs21Ndwq9S2bVtER0dj9erVMDc3h4WFBZYsWQKg4k6Xp2cFvXz5stZXRNesWYOsrCyYmZnhq6++UnkkoaY+NZk1axbee+89jB8/HjKZDG5uboiNjQVQkWB/8MEHGDNmDGQyGTp06KDd874ap7HRgi6zmKKa2UZ1nRm1unZrKgsODqZ27drRwIEDVZZHRkZSmzZthNmBCgoKKC4uTud4HBwcKDIyUvhbLBZTTEyMxrauXLlCsbGxVFZWRvn5+TRgwABavnw5ERH98ccf1Lx5c/r++++prKyMFi9eTO3bt6fS0lIiqph5acWKFZSamkoDBgxQm03rhx9+IIlEIsxo+fDhQyKqeD969+4trBcSEvJczSr5b5WdnU36+voUFRWlVrZp0ya1GShv3LhBRESlpaVkZWVFa9euJaVSScuXLycfHx+d46mpz0qjR48mBwcHtbo3b96kkpIS+v3338nc3Fzlu5GamkoPHz6khw8f0ksvvdSos19Wpa7jLCkpIRsbG9q9ezcVFxfTlClTaOzYsUT0/+/JkiVLSKlU0sWLF6lly5Yq+42TJ0+ShYUFFRcXax1rTX1WunDhAjk4ONC6deu0Huf169fJzMxMZRbTzz//XOu4Fi1aRB4eHpSfn09lZWXC7IL+/v40ZMgQKigooDt37pCdnR1FRERo3W51Ro0apTKLqZ2dnbBfrOTg4ECjR4+usn51s5jW9LmtFBYWRl5eXjqPgbH61KNHj6YOgTH2nNIpQRw3bhxJpVJq2bIlNWvWjKRSKUmlUrUDpRoDeI4SxCtXrhAA2rNnj1rZpk2bqFOnTiSVSsna2poWLFigczx1TRBjYmKoe/fuJJVKycLCggICAlSmII6OjqYuXbqQXC4nT09PunnzplC2bds2kslk1LFjRzpw4IBaglheXk4BAQEkl8vJxMREOJDkBPH5FBUVRQDo/v37amVKpZKCgoJIJpORjY2N2kH22bNnydnZmYyMjGjAgAGUnp6uczya+iSqmPq5qnNTs2bNIqlUSjY2NhQaGqpS9tVXX5G5uTmZmZnRhAkTKD8/X+dYdaHLOGNjY6lLly5kaGhIQ4YMoaysLKHswoUL1L17dzI0NCRHR8cq/9uIPn36qCVymtTUJ1HFPgWA2n/XoGmc27dvJysrK5LJZDRjxgxSKpVax3Tv3j3y9PQkiURCFhYW9MknnxBRxUkpPz8/srCwIHt7e1q2bBmVl5fXarxVefDgAfn4+JChoSG5urrS5cuX1dYBoLZfCw8PJ6lUShKJhACQsbExSaVS2rJlCxHV/LklIsrNzSVbW1ut9u2MNSZOEBlj1RER1eJ/NmaMMdakUlNT0b9/fwQGBmLq1KlaP/vAGt/58+cRFBQEX19fzJs3r6nDYUxFz549cfny5aYOgzH2HOIn5hlj7G/E3t4ely9fRl5e3j/u/5f8J7l58yZCQ0OxcuVKTg4ZY4z9rfAVRMYYY4yxfxm+gsgYqw5fQWSMMcYYY4wxBoATRMYYY4wxxhhjf+EEkTHGGGOMMcYYAE4QGWOMMcYYY4z9hRNExhhjjDHGGGMAOEFkjDHGGGOMMfYXThAZY4wxxhhjjAHgBJExxhhjjDHG2F84QWSMMcYYY4wxBoATRMYYY4wxxhhjf+EEkTHGGGOMMcYYAE4QGWOMMcYYY4z9hRNExhhjjDHGWJ2lpKRAJBI1Sd/Z2dkYPnw4pFIpTExMMGrUqCaJ45/kH5Ugbty4ETKZDDKZDCKRCOfOnWvqkHQWEBAAR0fHpg6DMdaILl26hKNHj1ZbfvfuXfj5+WHmzJmNGBWrjcTERHh4eGDXrl1NHQpjTEuZmZkYNGgQJBIJunbtiri4OK3rbt++HQ4ODpDL5Xj99dfx6NEjoWzWrFmwtLSEsbExPDw8cPXq1QaIvnEoFAosWbIE+fn5TR2KYN26dUhLS0Nqaipyc3MRHh6uc5vP4zgbk8YE8cqVK+jduzdkMhksLCwwbNiwRgirbt577z0oFAooFIqmDqXeWFlZwcnJqanDYM8pNzc34aSITCaDvr6+cECqVCoRFBQEuVwOW1tbtQPVwsJCBAYGwsTEBNbW1lixYoXO8WjqsyaxsbFwcXGBRCLBa6+9hpycHJXy48ePC+Pt2rUr7t27p3O8ddVQ45w3bx46dOiAV155BQcPHqyyfkJCAvr164eBAwdi9erVOvdZk5rGuWfPHpXPnkQiQdu2bbVqFwAOHTqE6OhordfXla4HfjY2NjAxMcGsWbNARELZxYsX0a1bN8hkMnTv3h3x8fEAAGdnZ0RGRmLHjh0ICgqq9/EwxurftGnT4OTkhJycHMyePRu+vr5QKpUa66WnpyMoKAhHjx7F/fv3kZ+fj507dwrlwcHBuHfvHu7du1dvv7dNRaFQYOnSpc9V4nTv3j1069YNUqkUAGBubq5zm8/jOBsVaeDi4kKffPIJKZVKKioqopiYGE1VngsA6OzZs00dBmONJisri+zt7SknJ4eIiD799FN64YUXKC8vj65evUqmpqaUmJgorD9s2DAaO3YsKRQKKi0tpaSkJJ1j0NRndYqLi8nKyop2795NT548oSlTptDbb78tlF+6dIlMTU3p1KlTVF5eTunp6VRQUKBzvHXVUOM8d+4cFRUVkb+/P02aNEmtfllZGbm4uNAXX3yhdaya+qyvcX700Ue0cOFCreOqbowNxdfXl6ZNm0bFxcW0c+dOcnBwoLKyMo31rl27RqampvTbb79RTk4Oubu709atW4XyDh060JYtW6i8vJw+/PBD8vX1ValfUFBA7dq1o0OHDtX7mBjTRY8ePWhQYKDaa+ysWU0dWpN48OAB6evrU3Z2trDM2dmZDh8+rLHu1atXSSaTUWlpKRERBQcH0+7du9XWy8jIoJ49e9KXX35Zf4HXs4cPH9L48ePJwsKCHBwcaPny5VReXk5EFftRiURCAMjY2JikUim5uroSEVFycjIBoKNHj1KnTp1ILpfTtm3bhHYfP35MkyZNIrlcTra2tvTZZ5+p9AuAvv32W+rXrx8ZGRmRp6enxli/+uorkkqlpK+vTwYGBiSVSkkqldKHH35IRERr164lR0dHkkgk1LZtWzpx4oRK/UOHDlG3bt1IKpWShYUFhYaGahwnEdHhw4epS5cuJJfLycvLi27evCmUxcTEkJGREf3www/UoUMHat68OS1evJiIiAoLC+mtt94iMzMzkkgk5OrqSo8fP9bynWlcGhNEiUSitkEreXp6UlhYGA0ZMoRkMhkNGzaM8vPziYiovLycli9fTg4ODmRhYUHjx4+nhw8fElHFU5lnlAAAhVFJREFUxhOLxUI7kZGR5ODgIPx98+ZN6tu3L8lkMpLJZDR+/Hih7NSpU+Tq6koymYzMzMxo1apVVQ+sFglip06d6OLFi0RE9PXXX1NGRgYREbm5uVFeXp7GPlesWEFyuZw6duxIy5YtUxlLcnIyDRgwgCQSCbm5udG5c+e0isnLy4ukUik1b96cBg4cqFK2Y8cOcnFxoTVr1lDr1q3J0dGRLl++LJTn5ORQQEAAWVlZCR/qzMxMIqrYtl5eXiSXy6lLly7Cji8mJoZ8fHzI39+fHBwc6NKlS9S2bVuaOHGi0O6pU6fI2dmZpFIp+fj4CNuJPR/ef/99lc+mq6srHTx4UPh76tSpNHv2bCIiSkhIoBYtWlBubm69xlBTnzU5cOAAubm5CX8/ePCADAwMhB/qUaNG0Zw5c+o1Vl001DgrVZc8HTp0iGxtbbVKbGrbZ1W0HWdGRgY5OjoK+/+aXLp0qcof9MqDqZoOTupKlwO/oKAgCg4OFv7+6quvqEePHsLfMpmMLl26REREBw8epMmTJ6u1sXHjRurdu7cuQ2Cs3vXo0YPGzpql9hoUGNjUoTWJkydPUuvWrVWWjRgxgpYsWaJV/TfffJMCAgLo3LlzFBAQICSLRBXHZS1btiQANH369HqNu775+/uTt7c3PXr0iG7fvk02NjYUEREhlFcmgmlpaSr1Kpf7+vrSo0ePaMOGDWRpaSmUf/jhhzR06FB6/PgxxcXFUfPmzSk+Pl4oB0AuLi4UGxtLKSkp5O3tXauYq/rNPHHiBGVlZVF5eTlNnjyZ+vbtK5TFxsaSgYEBHThwgMrKyig/P58SEhI0jvOPP/4gAwMDOnr0KJWWltKCBQuoffv2wvsdExNDBgYGNGTIEMrIyKBdu3ZRSEgIERGFh4eTh4cHFRUVUXl5OSUkJNTq97wxabzFdPbs2Rg3bhzCw8NRUlKiVr5161YsXrwY6enpSEtLQ1hYGABg586dCA8Px+nTp5GUlIT79+/j/fff1+qq5qJFi/DCCy8gNzcXmZmZ+Oijj4QyqVSKAwcOIC8vD+vWrcP8+fPx+PFjrdqtTufOnXHr1i1kZ2dj7Nix+Oabb6BUKvH48WPIZLIa+zx//jxWr16NCxcu4Pz58zh79qxK26NHj8arr74KhUKBKVOmYNSoUVrdrhATEwOFQoG5c+dWWf7HH3/gzz//RHp6Onr27Ik1a9YIZX5+fsjIyMDVq1eRl5eHvXv3wtDQEGVlZXj99dfRr18/ZGZmYs2aNfD19UVSUpIwltdeew09e/bExIkT8cMPP2D37t0AKm7PGjVqFD777DNkZ2fDxMQEM2bMqMvmZg0gJSUFhw4dQnBwMACgpKQE8fHx6Ny5s7COs7OzcFvduXPn0LFjR4SGhqJ169Z48cUX8fvvv+sUg6Y+axIXF6dSz8LCAkZGRsLteufOnUPLli3Rq1cvWFpaYvny5TrFqouGHKcmx48fR//+/SEWi7WOt6591macS5Yswfvvvw+JRKIxnp49e0KhUGDcuHHw8/MTHgsYN24cgIpbse7fv4+kpCScPn0a4eHhOj/Hd+3aNZiamsLU1FTjWJ717PZzdnbG1atXhf34woULMXXqVFy7dg379u3DkiVL1Nrw9vbGL7/8ovWtvezfqbCwEFlZWY32AoDSsjK1l1KpbLQYCgsLm3ir/7/s7Gy0atVKZZmhoaGwrTRxdnZGjx49MH/+fIjFYpVjZhMTExQUFODSpUs4dOgQPv3003qNvb4olUrs3bsX8+fPh5GREZycnBAYGIjIyEit2/j8889hZGSE7t27IzMzEwBARNi8eTPmzZuHFi1awN3dHW5ubmpzhaxYsQK9evWCg4MDTp48qfN4Xn31VZiZmUEkEsHDw0OIB6h4dGD48OEYMWIExGIxJBKJyr6+Ovv27UPfvn0xePBg6OnpYf78+UhNTcXFixeFdcrKyrB7925YW1vDz88PCxYsAADI5XLcvn0bX3/9NR4/fozOnTvX6ve8MelpWmHx4sV44YUXMG/ePKxatQpr167FyJEjhfLp06ejV69eAIAxY8YgKioKS5cuxZdffonJkycLz8/NmzcPPj4+2L59u8ag5HI5zp49i1OnTmHgwIHo1KmTUNazZ0/h33379kVZWRlyc3NhY2Oj/aif0blzZ9y8eRNSqRQjR47EL7/8gkGDBqFDhw4a+/zyyy8xdOhQdOzYEQDwzjvvCB+Ey5cv48aNGzh//jyaNWuGgIAAvPfee7h9+7awfl2ZmZlh9erVaNasGdzc3BATEwMAuH//Po4ePYrExERYWFgAALp06QKg4iA7PT0dCxYsgJ6eHgYPHow+ffpg79696NevH9q2bYtRo0bhyJEjmDhxIhwcHFBcXAwA2LVrFzw8PPDyyy8L45w0aZJOY2D1Z+HChQgKCkKLFi0AADk5OSAilR+7p3/osrOzcePGDQQHByMtLQ1z5szB6NGjceXKlTrHoKnPmmj6Yc7Ozsbx48dx+PBhKBQKvPTSS3BxccHQoUPrHG9dNeQ4NUlNTUX37t1rFW9d+9R2nLdu3cKRI0ewYcOGWsVVlcqDk5MnT8LIyAhGRkbCwYm/v3+d29Vluz9b19DQEEqlEnl5eTAzM4OjoyO8vLywefNmZGRkCPvMp9nZ2YGIkJaWppKkMva0xMRE/Prrr43apyIvT23Z45ISREVFNUr/7u7uKsdYTcnc3FwtYS0sLNRqHohvvvkGSUlJCA0NxdSpUzFixAgEBARg//79wjrNmjVDz549ERwcjIiIiOfy2eTs7GyUlJTAzs5OWGZnZ4eMjAyt2zA0NAQAiEQi4XntrKwsFBQUwNvbW5jptKSkRO35PrlcrusQVFy4cAGLFi3CtWvXUFBQAGtra6EsLS0N7u7utW4zIyNDZfu0aNEC5ubmKttIJBJBJpOp1R0zZgzy8vIQGhqK6dOnIygoCCEhIc9lkqgxQQSAIUOGYPDgwfjyyy/h5+cHPT09YbIafX19YT1jY2Nh1qZnN6CdnR1KSkq0+kEOCwvD0qVL4efnBwMDA4SGhgpnlzMyMjB37lycOXMGeX/t2OipCQPqokuXLvj6669RVlaGoKAgvPvuu7hx4wa6du2qsc/k5GS88MILVbZ7584dFBUVqRwQNG/evF4m0WnRogWaNau4ACwSiVBeXg6g4gMPoModWkZGBszNzdG8eXNh2dNf/Kc/zM9+sO/cuYPTp08Ly8vLy5tsOmOmKj4+HtHR0di4caOwrPKM2dM/doWFhcKD21KpFBKJBBMnTgQAzJw5E+vWrUNWVladH+7W1GdNzM3Ncfv2bZVlz8Y7btw4WFpawtLSEm+88QZOnjzZJAliQ45Tk2bNmgnf9af9+OOPatti7ty5mDt3bp371HacixYtwqRJk9CyZUutxlCT+jg4qYouB37P1i0sLIRYLIZcLkdGRgZmzZqFpKQkiMVihIWFwcvLC7du3RJO1gAQ3rPKfTZjVXF2doaDg0Oj9bdlyxbIqjggFz16hOHDhzdKDM+euGlKbm5uyM3NRU5OjnDclpiYiICAAI11f/jhB+G9E4vFmDx5snDc+qwWLVpodSdZUzAzM4OBgQEyMjKEScfS09NVLsI8fdyvLVNTUxgYGCAmJqZOSVld5OTkwNvbG+vXr0d0dDS++uorLFu2TCi3s7Or8c6p6sZpY2MjXJQBgOLiYmRnZ2t9oWrq1KmYOnUqfvnlFwwePBj9+vXDkCFDtBxV49H610okEsHPzw8+Pj44c+ZMleukpaUJXxAbGxuVH/X09HQYGBjA3Nxc5awCADx8+FClHSMjI6xZswYZGRlYunQp/P39hXVGjhyJVq1a4cqVK1rflqVJ5S2m165dQ+/evdGqVSucO3cObm5uGvs0NjZWif/JkyfCv62trWFkZCTcQqVQKPDkyRP07t27XuKuSuWB1R9//KFWZmNjg6ysLJXbHp794lfH2toaPj4+wjjy8/PV3jfWNEJCQjBy5Ehh9i6gYsfm4uKCxMREYVliYqKwY3ZyckJxcbFw4GpsbAyRSKTTQb6mPmvi7u6uUi8zMxMFBQVwcXER4n36VnJjY+MmO7BoyHFq0rZtWyQnJ6st9/T0VNnPPH17el371GacCQkJOHDgQJ3uJqjqx/fpg5NK2u6javL0gV+lur5niYmJ6Nq1K8RiMX7++WeYmZkJZ3//85//IDU1FTdu3FBpIyUlBWKxuFEP/tnfj6GhIczNzRvtBQD6enpqL7FY3GgxVF5teh5UztS/aNEilJSUYNeuXSgoKMDgwYNV1nN0dMSYMWNUllVeaEhJSUFxcTF2796tcqx3+fJllJeX488//8Tnn3/+3P6PAGKxGGPHjkVoaCgKCwuRnJyM7du3w8/PT1inMtm7cOECAGg1y6dYLIafnx8WLlyI+/fvA6j4LdL10ZaaZGRkoLCwEP3790dpaSm+//57FBYWCsn5xIkTERUVhS+//BKlpaUoKSlBQkKCUL+6cY4ZMwY///wzTp06BaVSiZUrV8LOzg4eHh4aYzpx4oTwWJeZmRn09PSqvNL4XKjpAcWioiLavHkz3bt3j4iIfv31VzIzM6MDBw4QUcUkNS+++CKlp6fT3bt3ydbWlvbv309EFROpODg4UHJyMhUUFJCPjw8FBAQQEdGNGzcIAJ07d44uXLhADg4OKhO77Nu3T5hM4LvvviMjIyMqLi4mIhJmRSotLaUNGzYQAJWHXCuhFpPUPHnyhFq1akWvv/46ERG999571Lp1a7px44bGPrdu3Up2dnaUmZlJ8fHx5OLiQm3btiUiotLSUurUqRPNnz+fCgsLiYjo1q1bwoQx2li8eHGVk9Q4OTkJf4eEhKjM9jRkyBDy9PSku3fvEhHR3bt3KTs7m0pLS6ldu3a0dOlSKisroxMnTlDz5s3p9u3bFBMTI7Th7+9PO3bsELYjEVFSUhJJJBLhYd6ysjK6cOGC1uNgDSM7O5v09fUpKipKrWzTpk1qM1BWfqZLS0vJysqK1q5dS0qlkpYvX04+Pj46x1NTn5VGjx6t8n0nIiopKSEbGxvavXs3FRcX05QpU2js2LFC+caNG6l9+/Z07949un//Ptnb29P58+d1jreuGmqclap74P7kyZNkYWEh7A+1oU2flfvhdevW1WqcM2bMoK5du2ody9MWLVpEHh4elJ+fT2VlZcKstP7+/jRkyBAqKCigO3fukJ2dncoECXU1atQolVlM7ezsVCaRICJycHCg0aNHqyy7fv06mZmZqcxi+vnnnxMR0W+//Ub6+vp08uRJKi8vpw0bNpBcLlebrCcsLIy8vLx0HgNj9YlnMVX34MED8vHxIUNDQ3J1dVWZALASALUZNsvKyig4OJhMTExIKpXSm2++qTKRn4+PD8lkMpLL5RQYGPjczlxJVDFRmJ+fH1lYWJC9vT0tW7ZMbaKwTz/9VJgI0d7enoj+f1KXyrGdPXuWnk4zCgoKKCgoiBwcHMjY2Jg6dOhA33zzjVBem+P2Z1X3mxkcHExSqZS6/F979x0WxfX1Afy7NFFYdunSEbAgiB2xoqKxG40FNVGIokYUbPlFExsGC5bEEhMTSyyoMaaoxIJYsCuWWKKUiKJSDB0VVBaW8/6BzOu6lIUF0eR8nmefhLlz7z13tsycKVcXF9qxYwe1bNmSOnbsKJTv37+fWrVqJcxi+umnn1Y4TiKisLAwYRZTT09PpVlMX52I81Vr164lR0dHMjAwIBsbG1qxYkWVxvsmlJsgPn/+nAYMGEBmZmakr69PDRs2pLVr1wrlnp6eNHbsWGrcuDFJpVL68ssvhbKioiJatGgR2drakpmZGY0ePVqYxZSIyM/Pj+rVq0fdu3enVatWKRxI+fr6Uv369UkikZCrqyuFh4cLZdu2bSNzc3OytbWl+fPn0/jx48nExIRSU1MVB1bJD1qjRo1o4cKFRFQ8q6qurq4ws1B5febn55OPjw9JpVLq0KEDLVy4kFq1aiW0m5CQQAMHDiQzMzOSSCTUtm1biouLUzmuqiSIWVlZNHbsWLKyshK2YcnMTLGxseTp6SnMYhoWFkZEVGGCWLJOu3btyNDQkIyMjKoloWDq2bt3LwGgR48eKZXJ5XIKCAggqVSqNAsZUfGPt7OzM+nr61P37t0pKSlJ7Xgq6pOo+HejtHNTUVFR5OLiQnp6etS3b19KT08XygoKCmjixIlkYGBAlpaWtG7dOrVjVUdNjdPW1lZphs+SE04l2rdvr5TIVaS8PomKv9sAhKm4VR1n8+bNaeLEiZWKpURKSgp5enqSWCwmMzMzYd+iysFJVVT1wI+IaPPmzWRhYUFSqZSmTZtGcrlcKNu0aRPZ2dmRnp4etW7dms6dO6dQNysri6ytrd+ZfyKK/Xe8OhsvY4y9SkRU9Qf4unbtCl9fX5Xuz/63ys/Px+PHj2FmZoa8vDx4e3vD1dUVISEhtR0aY+xf6OHDh+jWrRv8/PwwadKkt/f2FIbz588jICAAQ4YMwRdffFHb4TCmoE2bNrhy5Upth8EYewvxE/NqSk5OhqenJ4yNjdGoUSMYGxtj/vz5tR0WY+xfytbWFleuXEF2drbwzwqxt09sbCxCQkKwdOlSTg4ZY4y9U9S6gsgYY4wxxt49fAWRMVYWvoLIGGOMMcYYYwwAJ4iMMcYYY4wxxl7iBJExxhhjjDHGGABOEBljjDHGGGOMvcQJImOMMcYYY4wxAJwgMsYYY4wxxhh7iRNExhhjjDHGGGMAOEFkjDHGGGOMMfYSJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7CVOEBljjDHGGGOMAeAEkTHGGGOMMcbYS5wgMsYYY4wxxhgDwAkiY4wxxhhjjLGXOEFkjDHGGGOMYcSIEZBKpdDX14eWlpbK9U6ePAl7e/uaC6wcGRkZGDx4MCQSCYyMjDBs2LBaiePfpFoSRF9f31r7UFSXrl27YtGiRWq3U5tfkNokEolw9uzZ2g6DvSUSEhKwbdu22g7jX+vBgwcYPXo0pk+fXtuhsDLExMTAw8MD27dvr+1QGGMqSktLQ+/evSEWi9G8eXNcvXpV5bqbN2+GlZUVjIyMMGPGDBCRQvnt27dhaWlZZn1TU1P8/fffpZYNGzYMGzZsUDkWdezevRs5OTk4cODAG+mvOqxatQqJiYl4+PAhsrKy8N1336ndZk5ODoKCgvDkyZNqiPDdU26CGBQUBH19fbx48QIA8PjxY9SpUwe+vr4K61lYWMDR0bHGgmSMlc7NzQ1SqVR4aWtrCwekcrkcAQEBMDQ0hLW1tdKBal5eHvz8/GBkZARLS0ssWbJE7Xh27twJd3d3uLu7Izg4uFJ1o6Ki4OrqCrFYjH79+iEzM1PteGpKRdu2PDNmzIC5uTkMDAzg4eGB69evC2ULFy6Era0tDAwM0LlzZzx69Eip/u3bt9GpUyd4eXlh+fLlKvVZ1W17+/ZtNG3aFBKJBObm5vj8888VDnoWLlwICwsLSKVSTJo0CXK5XKV2AWDfvn0ICwtTeX11VfXALy4uDp06dYKxsTHMzc3xzTffKJQHBQVBV1dX+A4uXLgQAODs7IzQ0FBs2bIFAQEB1T6eyho1cyb6jB+v9Bo1c2Zth8bYW8Pf3x+Ojo7IzMzEzJkzMWTIEJV+127evIlZs2bhyJEjiI+Px6lTp7B582YAQH5+PtasWQNDQ0NYWVkhMTFRKAOADRs2ICUlBVZWVpBIJFi9ejUKCwsBAH/88QeuXr0KKysrWFhY4JdffkFMTEzNDP4dlpKSghYtWkAikQAoTrbVlZOTg4ULF3KCWBY9PT0cOXIEAHDw4EHY2toqrbN06VIcP368+qNjjJXr5s2byMnJQU5ODuLj42FpaYn+/fsDANavX4+oqCgkJCTg4MGDmDFjBmJjY4W6H330EZ49e4aEhAQ8fPgQI0aMUDseFxcXHD58GCtWrKhUPZlMhsGDB+OLL75ARkYGrK2tMXXqVLXjqSkVbdvyBAYGIiUlBSkpKUqJeZs2bfDXX38hMzMT9vb2GD58uEJduVyOESNG4Msvv4Svry+0tbUr7E+dbWttbY3Tp0/j8ePH2Lt3L0JCQoSDk59//hl79+5FTEwMEhIScOPGDWzcuFGldoE3nyBW9cBPS0sLX3/9NTIzMxEeHo5Zs2Yp7e9mz54tfA8XLFggLG/YsCEOHDiA8PBw7N+/v9rHVBnZT57A0MBA6ZX9Hz34Yex1aWlpCAsLw5dffgkdHR2MGTMG9erVw+HDhyusu2nTJnz44YdwdXWFkZERZs2ahe+//x4AkJqaiqNHj2LWrFk4fPgw+vfvjwsXLgh1L1y4gH79+uHEiROYPn06jh8/jrS0NABAfHw8/Pz8MHToUMTExGDdunWlnjh8U5KTk+Hp6QlTU1NIJBIMHz5c6Xf0l19+gb29PaytrfHbb78Jy+Pi4tCtWzcYGRnB1dVV6QqlSCRCWFgYOnfuDLFYjK5du1YYz549eyCVSrFz506EhoYKJ+o+++wzAMDXX3+NBg0awMDAAI6OjoiIiFCov3//frRs2RJSqRTm5uZYtmwZAGDo0KFwc3MDUHxcI5VKhb8B4MCBA8J73a1bN8TFxQllJ0+ehFgsRmRkJBo3bgxdXV0EBQUBAJ49ewZvb2+YmprCwMAAbm5uwkW4tw6VY8GCBTR+/HgaPXo0ERENGTKEZsyYQT4+PkRE1LVrV5JIJFSnTh3y8vJSqLtlyxZydXWlFStWUP369cne3p6uXLkilO/fv58aNmxIBgYGZGZmRt9++215oRAR0SeffEIhISFERHT69Gn6888/iYgoICCA9u7dS0VFRbR48WKys7MjMzMzGjNmDD1+/FhhPP3796fVq1eThYUFaWhoUGRkJBEReXp6UnBwMBERHT9+nKytrSk5OVmo+/XXX5OlpSWZmJiQv78/yWQyoez7778nExMTsre3pylTppCdnV2FYyEiAkC///47ubm5kbGxMX3++ecK5eX16enpSUuWLCFfX1+SSqVUwVtJRERNmjShixcvEhHRL7/8IozPzc2NsrOzK+zz2LFj5OzsTBKJhHr16qWwfQDQmTNniIgoKCiIunfvToWFhSptB1Y9pk6dSsuWLRP+btasGf3+++/C35MmTaKZM2cSEdHt27dJV1eXsrKyaiSWLVu2kKOjo8rr//bbb+Tm5ib8nZqaSjo6OpSRkVET4amtvG2rquTkZGrTpg3t2LGj1PJDhw6Rvr6+wrJ9+/aRtbV1pb5b1bFtCwoKaNOmTdSsWTN68eIFERX/Hs+YMUNYZ926ddS+ffsK27p8+TJJJBLS1tYmHR0dkkgkJJFIaOfOnURE9PjxYxozZgyZmZmRnZ0dLV68mIqKilSOtTSpqamkra2tMGZnZ2f6448/Kt2Wu7s7rVy5Uvh7wYIFtGDBgnLrrFu3jtq1a1dmeW5uLqWlpdXoq+fHH9PQwEClV8+PP67xvtPS0ig3N7fS25rVrNatW9d2CG+ViIgIql+/vsKyDz74gIKCgiqs26FDB/r++++Fv2/evEmampoKv9WfffYZbd68mXbt2qVUPzQ0lH788UeaPXu2UtmtW7do2bJlNHHiRMrLy6vMkNQSGRlJmpqaCsuSk5Pp1KlTVFhYSPHx8aSjo0MRERHC+nXr1qUZM2bQs2fP6KeffiKxWEw5OTlUUFBATk5ONHfuXCooKKBDhw6Rjo4OxcfHC20DIFdXV4qKiqL79+9Tz549VY7Vx8eHxo0bp7T8yJEjlJ6eTkVFRTR+/Hjq0KGDUBYVFUU6Ojr022+/UWFhIT158oRu374tlCckJBAASkxMVGjzzp07pKOjQ4cOHaKCggKaO3cuNWzYkAoKCoTtoKOjQ3379qXk5GTavn27kF9899135OHhQc+ePaOioiK6ffv2W3usXOHTp/369cOECRPw5MkT/P333+jfvz9OnjwJAIiMjARQfItNac+f3blzB//88w+SkpIwYsQIrFixArt37wYAjB8/Ht9//z0GDx6MJ0+eICsrq8JktmnTprh27RqA4rPwDRo0wO+//47o6GhMmzYN27Ztw3fffYdTp07B3NwcH3zwAaZOnYotW7YIbZw7dw4ODg6Ij4/H1KlToaGheBG15NmePXv2CPeKHzp0COvWrUNUVBTq1q2Ljh07YuPGjfD398f58+fx2Wef4dy5c7C0tISfn1+F43jVpk2bEB4ejmfPnqF58+bo2bMnunXrVm6fJdasWYNly5bhxx9/RJMmTVTafnFxcXB0dMTIkSPx1VdfYfLkyXj+/DmkUmm5faalpWHYsGHYt28fOnTogDFjxmDatGnYs2ePQh8HDhzA1q1bcfnyZWhqalZqW7Cqu3//Pvbt2ydcxZLJZLh16xaaNm0qrOPs7Izff/8dAHD27Fk0btwYISEh2LZtGxwdHbFlyxY0atSoVuK/evWqQqxmZmbQ19fHrVu34OnpWSsxlaWibVuRrKwsWFtb4/nz55g8eTI+/PDDUteLiopC+/btFZaFh4ejW7dulfpuqbttP/vsM3z11VcwNjbGqVOnUKdOHQCAq6srVq9ejSlTpsDIyAjh4eGIj4+vsL02bdogJycHvr6+0NLSwqZNmxTKAwMD8ejRI9y9exepqanw9PSElZUVfHx8VB7z627cuAFjY2MYGxsLy5ydnXH16lXhirsqnjx5gtjYWIX3RUNDA8uWLcP+/fsxc+ZMfPTRR0r1evbsiYCAAGRmZirEUCImJgZ//vlnJUdVOc+ePQO9vG3tVc9lMuzdu7dG+waAVq1aoU2bNjXeD2NVlZGRgXr16iks09PTQ3p6eqXr6unpQS6XIzs7GyYmJtixYweOHz+OKVOmwM3NDe3btxfmq7h79y4CAwNx+/ZtrF69Gs2bNxfu6CksLMSQIUOwcuVKPHz4EDNmzBCuTNYGS0tL4djY0dER5ubmwtVOAKhXrx5WrlwJkUgEb29vjB8/HpcuXULdunWRlJSEuXPnQktLC3369EH79u3x008/Ye7cuUL9JUuWwN3dHQCUrvZVxXvvvSf8v4eHh5C3AMXPjA4ePBgffPABAEAsFivsK8uye/dudOjQAX369AEAzJkzBytWrMDFixfRqVMnAMXv286dOyGVSjF69GihrqGhIeLj4/HLL79g6NChKvVXWypMECUSCVq1aoVZs2ahe/fulWrcxMQEy5cvh4aGBtzc3BTeGENDQ+zZswdOTk5o1qwZDAwMKmyvadOm+Omnn5CTkwM7OztER0cDAJKSktCgQQNMmDAB48ePF56H/OKLL9CrVy9s3rxZSAQbNGiANWvWAIDS7VDPnz/H4MGDMXfuXHTs2FFY/t1332HixImwtrYGAAwcOBBnzpyBv78/QkNDMWTIELi6ugIAJkyYgE8++UTlbRQSEgILCwsAxRPlHDt2DN26dSu3zxIffvihcND06uXt8rZfbGwsJBIJhg4dikuXLqF3795CUlBen9u3b4eHhwe6dOkCoPj2xHHjxim0//fff2POnDk4ePAgTExMVN4GTH3z5s1DQEAAdHV1AQCZmZkgIqUdVsmOLiMjA9HR0QgMDERiYiJmzZoFb29v4QTMm6bOjvlNq2jbVsTIyAi5ubn4888/MWjQIDRu3FjpGbUrV65gy5YtOHr0qMLyhw8fomXLlpWKV91tu3z5csybNw9BQUHo3bs3oqOjoaenB39/fzx8+BBt27aFnZ0dBg0apPYOXS6X46effkJERAT09fWhr68PPz8/hIaGqpUgVsfni4gwceJE+Pj4oEOHDsLy+fPnY9asWThx4gS8vb1haGiIfv36KdS1sbEBESExMbHUBNHZ2Rl2dnaVHFXl/HrxIiRisdJy0dOnGDx4cI32DUBp+zP2tjE1NUVeXp7Csry8PJXm2Hi9bl5eHjQ1NWFoaAgAGD58ONzd3WFjY4MzZ84oTGbo6OiIM2fOwMLCAnv27IGDg4NQpqWlhd9++w0uLi5o164dioqK1BylemQyGRYuXIg9e/YgLS0NT58+VXguXUtLCyKRCEDxLaNisRhPnz5FVlYWTE1NhROMQPHvYnJyskL7Jduruly4cAHz58/HjRs3kJubqzBJUGJiIlq1alXpNpOTk2FjYyP8raurC1NTU4WxiEQiSKVSpbojRoxAdnY2QkJCMHnyZAQEBCA4OPitvKCi0iymgwcPxg8//ID333+/Uo3r6uoKiZlIJFL4YB88eBAikQjt2rVDu3btVJowwMXFBXFxcTh//jw6d+4Mc3NzREdHw9jYGCKRSOlNs7GxgUwmUzgIKO/DFxkZiZs3b6Jt27YKy+/du4eFCxcK9zZ/9913yM3NBVB8xbEkoaqKV58hMjAwwNOnTyvsU5WxlKZk+507dw4BAQG4ceMGoqOj0bx58wr7vHfvHo4fPy6UjRgxAs+ePVNof+PGjdDV1UWDBg0qvR1Y1d26dQthYWEKV69NTEwgEomUdlglD25LJBKIxWKMHTsW2tramD59Oq5fv15rCVlZO+bqeNC8qvr06aMwAVDJj31F21YVGhoaaNOmDQIDA7F161aFspiYGIwaNQphYWFKV3Q1NDRKPUA4deqUUqwhISEAqmfbisViLF++HNnZ2Thx4gSA4t/0ZcuWISMjA1evXoW5uXmpyU9lZGRkQCaTKf2Ov34QURq5XK60DUquDlbHNpg8eTLEYrFwgvFVderUQZ8+feDj44Ndu3YplZe8Z6/fsVJCT08PpqamNfrS1NSEtpaW0ktTU7PG+zY1NYWenp7K25qx2uDm5oasrCyFSbxiYmJUSiJatWqlMHlMTEwMmjdvLhz46+joCL/nJRcUXuXi4gIAaNy4sdKz5SVlpqamMDc3r+SoqteCBQtw7NgxhIeHIycnp9R5SUq8ePEC6enpsLOzg5WVFdLT0yGTyYTypKQkWFlZ1VismZmZ6NmzJ7y9vfHgwQOlmU1tbGzKnDUWQJnP+FtZWSnsk/Lz85GRkaHyWCZNmoTo6GgcP34cP/zwgzDPy9tG5QRx0qRJ6Ny5c7V17OjoiF27diE1NRWtWrXCpEmTKqxTv359AMWTG3Tu3Bnt2rXDli1bhAdHX3/TkpKSoKOjo/JBQN++feHv749BgwYpPARsaWmJ4OBgYRKC3Nxc/PHHHwAgnB0pUVBQoFJfpUlMTBTOIpfXZ1WV3GJ648YNtGvXDvXq1cPZs2eF7Vden5aWlujVq5dQ9uTJEzx+/Fih/eDgYJiZmcHb27tSsxky9QQHB2Po0KHC7F1A8Q+bq6ur0g6rZEfn6OiI/Px84cDVwMAAIpEIdevWfbPBv/T6zjUtLQ25ubml7kjflMOHDwuf95IXUPG2rQxdXV2F70pGRgYGDBiAH3/8UThx8yoHBwckJCQoLff09FSKdfbs2QCqb9tqaGhAW1u7zO/2wYMHhdtrVFHaztfExAQ6OjpKv+Oq7Hg1NTWVtkHJJAjqHPgBwIoVK/DgwQN8//33wtnxsmLIz89XWn7//n1oamrW+FXC8pRMSPP6y1CFu3cY+y8wMzPDoEGDMH/+fMhkMmzfvh25ubnCrYQl7O3tlSZ1Gz9+PHbt2oVbt24hKysLy5Ytw8SJE99k+G9EXFwcGjduDAcHB5w+fRqZmZkKx4KZmZnYunUrCgoKsGzZMjg5OaFVq1bw8PCAtbU1QkJCIJfLERERgQsXLmDkyJE1FmtycjLy8vLQrVs3FBQU4OjRo8jLyxP2YWPHjsXevXuxY8cOFBQUQCaT4fbt20J9Y2Nj6OjoCBMKlcxmOmLECJw7dw7Hjh2DXC7H0qVLYWNjAw8PjwpjOnLkCO7evQugeH+npaVV6pXGt0J5DyguWLBAmMSlxJYtW4RJal5dr7RJal6dpCI4OJg8PT2JiCg9PZ3CwsLo2bNnVFhYSLNmzVL5YdSOHTtS/fr1qaCggH799VeqX78+fffdd0KfdnZ2lJCQQLm5udSrVy/y9fUtN84SJZPUFBYWUo8ePahdu3bCZAyhoaHUoEEDun79OhEVTyhw9epVIiL64YcfyMHBgTIyMiguLo7c3d0rNUnN5MmTKTc3l44dO0Z16tShpKSkCvt8Nd7KePHiBdWrV4/69+9PRERTpkyh+vXrU3R0dIV93r17l8RisfAwb2FhIV24cEFhLGfOnKHk5GSytLSkqVOnVio2VjUZGRmkra1Ne/fuVSr79ttvqW3btpSdnU3Xr18nY2Nj4b0uKCggCwsL+uqrr0gul9PixYupV69e1RZXeZPUeHt7K31HZDIZWVlZ0c6dOyk/P58mTJhAI0eOrLZ4qlt527ZEaeMkKp6kRS6X06NHj6hp06YKE5yMGjWKJkyYUGa/ERERZGZmRvn5+SrHqsq2vXDhAtnZ2dGqVasUlt+/f59SU1OpqKiI1q1bRxKJRJjQKicnh/766y8iKp48p06dOgoTkVVk/vz55OHhQU+ePKHCwkJhEhMfHx/q27cv5ebm0r1798jGxoa2bt2qcrtlGTZsGPn7+1N+fj5t27aNbGxshEkFStjZ2ZG3t7fCstu3b1PdunXp4cOHpbYbGxtLMpmM/v77bzI1NaXQ0FCldVauXEldu3ZVewyMVSeepEZZamoq9erVi/T09KhZs2al/qYBEI5nX7V582aysLAgqVRK06ZNI7lc/gYirjmlTVJz9epVatq0KZmamtLIkSPp66+/JqlUSgcOHKDIyEjq0qULTZgwgQwNDally5YUFxcn1I2NjSVPT08yNDQkFxcXCgsLU2gbr0x2WFllTVITGBhIEomEXFxcaMeOHdSyZUvq2LGjUL5//35q1aoVSSQSMjMzo08//VSh/jfffEMWFhYkkUjI1tZWWB4WFkYuLi5kaGhInp6eFBsbW+52K7F27VpydHQkAwMDsrGxoRUrVlRpvG9CrSSI//zzD3Xr1o0MDQ3J0NCQvLy86M6dOyoFPGHCBOrWrRsRESUmJhIAOnv2LBERFRUV0aJFi8jW1pbMzMxo9OjRSrOYVpQgEhFlZWWRk5MTjRkzRij/9ttvqUmTJiSRSMjS0pLmzp1LRET5+fnk6+tLhoaG1KlTJ/rxxx8rlSDOnDmTLCwsyNramg4cOKBQXlafr8dbGY0aNaKFCxcSUXFCqKurqzCDUnl9RkZGUrt27cjQ0JCMjIwUEopXv9iXLl0iXV1d2rx5c6XjY5Wzd+9eAkCPHj1SKpPL5RQQEEBSqZSsrKyUDrLPnDlDzs7OpK+vT927dxdOTqhj1KhRJJFIqG7duqShoSHMUPlq8uTp6VnqrLtRUVHk4uJCenp61LdvX0pPT1c7nppS0bYlKnucvXr1IqlUSoaGhuTn50fPnz8XygBQ3bp1he3WrFkzpfrt27dXSuQqUtG2jYyMJABKs3EeOnSILCwsSCwWk6urKx07dkwoK0lwJRIJubq60qFDhyoVU0pKCnl6epJYLCYzMzNau3YtERXPYjp69GgyMzMjW1tbWrRokdqzmBJV/cAvKCiIRCKR8J68OuMqEdGMGTNIIpGQlZWVMMv2q7Kyssja2lppX8pYbeMEkTFWFhHRK0+XsjdKJBIhISFB4WFlxhgrz8OHD9GtWzf4+flh0qRJb+/tKQznz59HQEAAhgwZgi+++KK2w2FMQZs2bXDlypXaDoMx9hZS6RlExhhjbwdbW1tcuXIF2dnZWLlyZW2Hw8oQGxuLkJAQLF26lJNDxhhj7xS+gsgYY4wx9h/DVxAZY2XhK4iMMcYYY4wxxgBwgsgYY4wxxhhj7CVOEBljjDHGGGOMAeAEkTHGGGOMMcbYS5wgMsYYY4wxxhgDwAkiY4wxxhhjjLGXOEFkjDHGGGOMMQaAE0TGGGOMMcYYYy9xgsgYY4wxxhhjDAAniIwxxhhjjDHGXuIEkTHGGGOMMcYYAE4QGWOMMcYYY4y9xAkiY4wxxhhjjDEAnCAyxhhjjDHGXrF9+3Y4OTlBIpHAysoKZ86cqZZ27e3t4evrq7BsxIgRkEql0NfXh5aWVrX0U4KI8Omnn8Lc3BxSqRQNGzZEXl5etfbxb1QtCWJCQgK2bdtW6Xr379+HSCTC1q1blcqq+w0t6asi6n5wT548CXt7+yrHyRhjly9fxqFDh8osf/DgAUaPHo3p06e/wahYZcTExMDDwwPbt2+v7VAYYypKS0tD7969IRaL0bx5c1y9elWlert27YJUKhVeYrEYDg4OQvmMGTNgbm4OAwMDeHh44Pr16zU0guqRl5eH8ePHIygoCI8fP8bdu3fRokWLamnb0dERFhYWCst2796NnJwcHDhwoFr6eNWxY8ewfv16nD59Gjk5Obh48SJ0dXXVbnf16tW4efNmNUT4dlIrQdy5cyfc3d3h7u6O4ODgStfX1tZG48aNIZFIlMpq6g2tyJv+4L5Nbt++jaZNm0IikcDc3Byff/45iKi2w6oR169fx9q1a2s7DLW5ubkp7JS0tbWFA1K5XI6AgAAYGhrC2tpa6UA1Ly8Pfn5+MDIygqWlJZYsWaJ2PBX1WZ6oqCi4urpCLBajX79+yMzMVCgPDw8Xxtu8eXOkpKSoHW9V1dQ4v/jiCzRq1Ag9evTA77//Xmr927dvo1OnTvDy8sLy5cvV7rM8FY1z4cKFsLCwgFQqxaRJkyCXy1VqFwD27duHsLAwlddXV1UP/ABg8+bNsLKygpGREWbMmKH0u/jVV1/B2toaxsbGeP/99wEAzs7OCA0NxZYtWxAQEFCtY2FMFaNmzkSf8eOVXqNmzqzt0N5a/v7+cHR0RGZmJmbOnIkhQ4ao9Ls2atQo5OTkCK+AgAB89NFHQnlgYCBSUlKQkpJSbfvbmpSRkQGZTIauXbsCAHR1dSEWi6ul7ePHj2Pp0qXV0pYqUlJSYGFhgcaNGwMAjI2NoampqXa7//YEEaSGa9euUUZGBm3ZsoUcHR3VaUrJ1q1bq7XNhIQEUnO4FBkZSZqamhWuY2dnp1Y/tSUnJ4fS09OJiOjcuXMEgG7fvl3LUdWMmvjM1rb09HSytbWlzMxMIiL65ptvqG3btpSdnU3Xr18nY2NjiomJEdYfNGgQjRw5knJycqigoIDu3r2rdgwV9VmW/Px8srCwoJ07d9KLFy9owoQJ9OGHHwrlly9fJmNjYzp27BgVFRVRUlIS5ebmqh1vVdXUOM+ePUvPnj0jHx8fGjdunFL9wsJCcnV1pR9//FHlWCvqs6rj3L17NzVv3pyys7MpKyuL2rdvT+vXr1c5rrLGWFOGDBlC/v7+lJ+fT9u2bSM7OzsqLCyssN6NGzfI2NiY/vrrL8rMzKRWrVrRxo0bhfLVq1eTq6ur8P2Ji4tTqJ+bm0tOTk60b9++6h0QYxXo7edHI2fMUHr19vMjIqLWrVvXcoRvl9TUVNLW1qaMjAxhmbOzM/3xxx+Vaic5OZns7e3pyZMnpZa1adOGduzYoXa8NaVly5YkFosJABkYGJBEIiGJREKZmZmUlJREXbp0IRMTEzIwMKBhw4YJv6Oenp70zTffkIWFBS1ZsoTmzJlD9evXpxs3blBubq7QjqamJgUHB5fad2nH2W3btqUNGzYoLGvatCldu3at3HEkJyeTRCKhunXrkoaGhtB/+/btiYjo2LFj1KxZM5JKpWRiYkLLli1TqH/r1i3q0aMHGRkZkaGhIQ0ePJiIiFatWkUSiYREIhHVq1dPaPfBgwdERBQbG0tdu3YlQ0NDcnFxUfr8AKD9+/dTp06dSF9fnzw9PYWyL7/8kiwsLEgsFpO9vT1dvHix3DHWJPUyppcqe7AdHh4ubFAAdObMGaGsoje0ImW9oSUJ4qFDh6hJkyZkaGhImzZtIiJS64NLRPT999+TiYkJ2dvb05QpUxQSxAULFlD//v1p9erVZGFhQRoaGhQZGUlERM+fP6dx48aRoaEhWVtb0/fffy/U8/HxIT8/P/Lx8SGJREKdOnWirKwslbbB66Kjo+nIkSMqr19QUECbNm2iZs2a0YsXLypcPzIykmxtbWnHjh1kY2ND1tbW9NtvvymU6+vr04kTJ6hRo0ZUp04dWrBggVD+9ddfk6WlJZmYmJC/vz/JZDKhrLwvS0JCAnXv3p3EYjG5ubnR2bNnhTI7OztasWIFdenShQwMDGj8+PFCmbm5udLna9KkSSpvn7fV1KlTFX7gmjVrRr///rvw96RJk2jmzJlERHT79m3S1dWt8meqLOX1WZ7ffvuN3NzchL9TU1NJR0dH2FEPGzaMZs2aVa2xqqOmxlmirORp3759ZG1trVJiU9k+S1PeOD/55BOaMWOGULZu3TqVfqcvX75MEomEtLW1SUdHR/gO7ty5k4iIHj9+TGPGjCEzMzOys7OjxYsXU1FRkcrjLY06B34BAQEUGBgo/P3zzz8LB9ZFRUVkbm5Ohw8fLreNdevWUbt27aoYPfu3yM3NpbS0tDf26vnxxzQ0MFDp1fPjjyktLY1at25d4zHU5om8yoqIiKD69esrLPvggw8oKCioUu2MHz+eVq1apbAsMzOT6tatSwBo8uTJ6oZa40qOmRMTExWWJycn06lTp6iwsJDi4+NJR0eHIiIiiKg4QezatStdunSJJBIJLVu2jD799FNaunSpQhuenp6VOs7evn07NWvWTPj72LFj1LlzZ5XHUlaOcvnyZfr777+JiCg0NJS0tLTo2bNnRET05MkTql+/Ps2aNYueP39OMpmMrly5olDfzs6OQkNDFZYVFBSQk5MTzZ07lwoKCujQoUOko6ND8fHxwjoAyNXVlaKiouj+/fvUs2dPIio+VtfT0xO2eXJyskr76ZpSvU+CqqhXr17IyckBAKXnAi0tLZGTk4OtW7di0aJFiI+PV7ndp0+fokePHvDx8cEff/wBTU1Npcu/mzdvxuXLl/Hjjz9izpw5GDduHPT09IR4Si6nq+r8+fP47LPPcO7cOVhaWsLPz09pnXPnzsHBwQHx8fGYOnUqNDSK7+ydP38+MjIykJKSgujoaHTo0AGdOnWCi4sLgOJ72kNDQ/Htt9+iadOm+Pnnn/HJJ5+oHFtycjIWLFiAU6dOYdOmTSrV+eyzz/DVV1/B2NgYp06dQp06dVSql5GRgcuXLyMuLg779++Hr68vvLy8hNuHZTIZVq5cicjISBw/fhwPHjwAABw6dAjr1q1DVFQU6tati44dO2Ljxo3w9/dHTEwMli1bhtjYWFhbWyMlJUUhHm9vb3zwwQc4evQo1q9fj2HDhiExMVG4deDbb7/F4cOHUVhYiGbNmmHGjBlo0qQJ/vnnnyp9vt5m9+/fx759+xAbGwugeHvfunULTZs2FdZxdnYWbls8e/YsGjdujJCQEGzbtg2Ojo7YsmULGjVqVOUYKuqzPFevXlWoZ2ZmBn19fdy6dQuenp44e/YsXFxc4O7ujgcPHiAwMBBz5sypcqzqqMlxViQ8PBzdunWr1O0xVe2zonG6urpi9erVmDJlCoyMjBAeHq7S96lNmzbIycmBr68vtLS0lH6bAgMD8ejRI9y9exepqanw9PSElZUVfHx8VB7z627cuAFjY2MYGxsrjOXq1avo379/uXWvXr2KMWPGKNS7fv065HK5EOP9+/fh4OAATU1NrFq1SqnNnj17IiAgAJmZmQoxsP+WmJgY/Pnnn2+sv2fPnoEKC5WWP5fJsHfvXgAQ/ltTWrVqhTZt2tRoH9UlIyMD9erVU1imp6eH9PR0lduIi4vDwYMHsWbNGoXlRkZGyM3NxZ9//olBgwahcePG7+St55aWlrC0tARQ/EiWubk50tLShPKpU6fC1NQUWlpamD59OhYvXowXL16o1ae3tzc+/fRTnDp1Cp6envjmm28QGBioVpsAFD6XHTp0QGFhIbKysmBlZYUDBw5AQ0MDS5YsEY7ZW7duXWGbFy9eRFJSEubOnQstLS306dMH7du3x08//YS5c+cK6y1ZsgTu7u4AgIiICACAvr4+ZDIZtmzZAj8/P2E715ZyE8SQkBCEhIQoLe/Rowd+/fXXGguqqlR5Q3/44Qfo6+ujZcuWCh/qqgoNDcWQIUPg6uoKAJgwYYJSEtegQQPhx2Ljxo0AiifhWb9+PY4fPw5dXV20atUKbm5uwoEwALz//vv44IMPAABOTk4qx5udnY2QkBDs3r0bM2bMwHfffQcdHR2V6i5fvhzz5s1DUFAQevfujejoaOjp6VVYr27duli1ahVEIhG8vb0xfvx4XLp0CT179gQAFBYWYufOnZBKpRg9erRQ77vvvsPEiRNhbW0NABg4cCDOnDkDf3//cr8sV65cQXR0NM6fPw8NDQ34+vpiypQpiI+PF+4z//zzz9GkSRMAgIaGBtLS0oS//23mzZuHgIAA4TndzMxMEJHCzu7VHV1GRgaio6MRGBiIxMREzJo1C97e3rh27VqVY6ioz/JUtGPOyMhAeHg4/vjjD+Tk5KBz585wdXUVnvd6k2pynBV5+PAhWrZsWal4q9pnReP09/fHw4cP0bZtW9jZ2WHQoEHCjq6q5HI5fvrpJ0REREBfXx/6+vrw8/NDaGioWgmiOtv99bp6enqQy+XIzs5GRkYGAODmzZuIjo7GoUOHMHz4cNy7dw/169cX6tjY2ICIkJiYyAnif5izszPs7OzeWH+/XrwISSnPjYmePsXgwYOxYcMGDB48uEZjeP179zYzNTVVmgwxLy8Pjo6OKrcxf/58jBs3DnXr1lUq09DQQJs2bRAYGIitW7e+kwmiTCbDwoULsWfPHqSlpeHp06cKz2RLpVIAxcmOtrZ2tfSpo6ODCRMm4JtvvoGdnR1u3rxZLZ/b5ORkzJ49GydPnkR2djYACGNJTExEgwYNhFyiMm2ampoqXMywsbFBcnKywnqGhoZKdW1sbHD48GEsWrQIwcHBeP/997F+/XqYmJhUdmjVotwEcfbs2Zg9e/abikVtqryhJcmOSCSqlglYHjx4UOHZsdI+COnp6cjNzUXPnj2Fq6gymQxPnjwR1nn1h1UkEqGoqKjCeCIiIjBixAh069YNt27dqtJDxWKxGMuXL8fGjRtx4sQJDBgwoMI6WlpawjhEIhHEYjGePn2qEH/JD8er7t27h8jISOGB7cLCQnTr1g1A+V+We/fu4dmzZwoHW3Xq1BGuBANV237volu3biEsLAzr1q0TlpmYmEAkEins7PLy8mBqagoAkEgkEIvFGDt2LABg+vTpWLVqFdLT04V1KquiPstjamqqdPXp9XhHjRoFc3NzmJubY8CAAYiIiKjRBLFPnz64cOGCwrKcnJwaHWdFNDQ0Sv0cnzp1SmlblPx+V7XPisYpEomwbNkyLFu2DACwYcMGtZOfkokRbGxshGWl7VwrS50Dv9fr5uXlQVNTE4aGhsIdEpMmTYKuri4++OADWFhY4MyZMxg2bJhQp+Q9q+zBBvt30dPTU+mEa3XR1NSEdikzr2tqagrf46r+3v8bubm5ISsrS+FKf0xMjNLM9mW5ffs2fvvtN9y9e7fc9XR1dSs1odfbZMGCBThx4gTCw8Ph4OCABg0avJF+P/nkEzg5OUFbWxsTJ06slklmhg4dCjc3N1y7dg25ubkKY7GxscG9e/cgl8vL7Ku0BNjKygrp6emQyWTChZmkpCR4eXmpFJOXlxe8vLyQmJiI4cOHY/ny5SpPRlfdyt1bhYSEKMyQWPIaOnTom4qvUl59Q9+U1xOhgoICleoZGxtDR0cHkZGRwqxXz549w//+9z+14nnvvffw448/IjY2FhMmTKjwh6osGhoa0NbWrtK2fPHiBdLT01U6U2ppaYng4GBhG+Tm5uKPP/4Qyr28vBAZGYm7d+8iKSlJ+KJYWlpCX19fYdawFy9eoF27dirFWF1ntt4GwcHBGDp0qMJswNra2nB1dUVMTIywLCYmBq1atQJQfGtIfn6+cOBqYGAAkUhU6llPVVXUZ3latWqlUC8tLQ25ubnClXlHR0c8f/5cKDcwMKjxM9OHDx9W+HyVnHyoyXFWxMHBAQkJCUrLPT09lWItOblX1T4rO86DBw+iU6dOKo2jpP3XmZiYQEdHRyEhTEpKgpWVlcrtlubVA78SVX3PYmJi0Lx5c2hqasLW1hba2toVfjbv378PTU3NN3r1iDFDAwNkP3mi9DI0MKjt0N5KZmZmGDRoEObPnw+ZTIbt27cjNzcXffr0UVjP3t4eI0aMUKq/adMmuLq6lvo9v3LlCoqKivDPP//ghx9+wKBBg2pqGDUqLi4OjRs3hoODA06fPo3MzEw8fvy4xvu1srLCwIEDsX//fowfP75a2oyLi4O7uzukUqkwo3bJWPr37w8iwowZM5CbmwsiUvqnSSwtLXHp0iUUFRUhPz8fMpkMHh4esLa2RkhICORyOSIiInDhwgWMHDmywniuX7+OS5cuQS6XQyqVol69eqVeWHljquNBRnVmhMRrk9So02bJQ6WBgYH09OlTKioqEmY5Knng9vnz50REdObMmVJnNa3sw7M//PADOTg4UEZGBsXFxZG7u7vSJDVeXl6ltjdu3Djq27cvpaSkEFHxRAolM+C9PkmFl5eXwsQuFSksLKRNmzZRgwYNyN/fn/75558K69y/f59SU1OpqKiI1q1bRxKJhLKzsyusFxkZSVpaWrRlyxaSyWQUFBRELi4uwsQS5c3+GhoaSg0aNKDr168TUfFD/FevXiWi4llyo6KiqLCwkJ48eULdu3enxYsXE1Hxg8BNmjShOXPmUF5eHhEVzx6YlpZGRMoPD2tqagqTAxERnThxgsRisTDz4OPHjysc59soIyODtLW1ae/evUpl3377rdIMlNHR0URUvP0sLCzoq6++IrlcTosXL6ZevXqpHU95fZbw9vZWmulXJpORlZUV7dy5k/Lz82nChAk0cuRIoXzdunXUsGFDSklJoUePHpGtrS2dP39e7XirqqbGWaKsSWoiIiLIzMyM8vPzVY5VlT4vXLhAdnZ2ShMrlDfOnJwc+uuvv4ioePKcOnXqKD3EX5758+eTh4cHPXnyhAoLC4XJLHx8fKhv376Um5tL9+7dIxsbG9q6davK7ZZl2LBhCrOY2tjYUEFBgcI6dnZ25O3trbDs5s2bZGJiojCL6Q8//CCUDx06lIYMGUIvXryg06dPk6mpKT19+lShjZUrV1LXrl3VHgNj1YlnMVWWmppKvXr1Ij09PWrWrFmpv2kAFGaeLNG8eXOaOHFiqe326tWLpFIpGRoakp+fn3As+rYqa5Kaq1evUtOmTcnU1JRGjhxJX3/9NUmlUjpw4AB5enpSZGQkJSQkCPu+BQsWKB27VvY4u8SyZcvI7+UMvJVRVj6xbds2Mjc3J1tbW5o/fz6NHz+eTExMKDU1lYiKJ/N77733yNjYmIyMjKhjx44K9U+dOkVNmjQhsVhMFhYWdOnSJSIqnsXU09NTmMU0LCxMoV5ZeU9kZCS1bNmSJBIJmZmZka+vrzBpTm1QK0EcNWpUqTOOvn6gVG4A1ZggEpX9htZUgpifn0++vr5kaGhInTp1oh9//FHlBDE3N5cCAgLIzs6ODAwMqFGjRvTrr78SkfoJYolnz55RSEgIrV69usJ1Dx06JMwY6urqSseOHVOpj8jISLKysqKPP/6YpFIptW7dmu7cuaNQXt4/D/Ltt99SkyZNSCKRkKWlJc2dO1eoV96XJSEhgQYOHEhmZmYkkUiobdu2QoJdUYJYVFQkvG9GRkalHqS/C/bu3UsA6NGjR0plcrmcAgICSCqVkpWVldJB9pkzZ8jZ2Zn09fWpe/fulJSUpHY8FfVJVPwdK+27FxUVRS4uLqSnp0d9+/YV/skVouKEduLEiWRgYECWlpa0bt06tWNVR02N09bWVmmGTwcHB4X67du3V0rkKlJen0TF3zUASr8x5Y3z0aNH1LRpU5JIJOTq6kqHDh2qVEwpKSnk6elJYrGYzMzMaO3atURUfLJm9OjRZGZmRra2trRo0SK1ZzElUu/Ab/PmzWRhYUFSqZSmTZtGcrlcKEtOTqYePXqQnp4eOTs708mTJxXqZmVlkbW1tcLvD2NvA04Q2bsiOTmZbGxs/rX/9NrbSET0L/2X0Nkbc/LkSfj6+uL+/fu1HQpj/3oPHz5Et27d4Ofnh0mTJtXuLSisXOfPn0dAQACGDBmCL774orbDYUxBmzZtcOXKldoOg7Fy+fj44NChQ5g/f/47ObHPu4qfmGeMsXeIra0trly5guzsbKxcubK2w2FliI2NRUhICJYuXcrJIWOMVdG2bduQnp7OyeEbxlcQGWOMMcb+Y/gKImOsLHwFkTHGGGOMMcYYAE4QGWOMMcYYY4y9xAkiY4wxxhhjjDEAnCAyxhhjjDHGGHuJE0TGGGOMMcYYYwA4QWSMMcYYY4wx9hIniIwxxhhjjDHGAHCCyBhjjDHGGGPsJU4QGWOMMcYYY4wB4ASRMcYYY4wxxthLnCAyxhhjjDHGGAPACSJjjDHGGGOMsZc4QWSMMcYYY4wxBoATRMYYY4wxxtgrtm/fDicnJ0gkElhZWeHMmTPV0q69vT18fX0Vlo0YMQJSqRT6+vrQ0tKqln5KEBE+/fRTmJubQyqVomHDhsjLy6vWPv6NOEFkjDHGGGP/eWlpaejduzfEYjGaN2+Oq1evqlx38+bNsLKygpGREWbMmAEiEsr27duHhg0bwsDAAO+99x7++ecfpfqmpqb4+++/q2Uc6srLy8P48eMRFBSEx48f4+7du2jRokW1tO3o6AgLCwuFZbt370ZOTg4OHDhQLX286tixY1i/fj1Onz6NnJwcXLx4Ebq6umq3u3r1aty8ebMaInw7cYJYTbZu3QqRSIT79+9XuY2uXbti69at1RYTY+zf6cGDBxg9ejSmT59e26EgOzsbW7duxePHj2s7lBpV2XHGxMTAw8MD27dvr+HIGGPVxd/fH46OjsjMzMTMmTMxZMgQyOXyCuvdvHkTs2bNwpEjRxAfH49Tp05h8+bNAICHDx9i7Nix2LdvH7KystC4cWNMmzZNqLthwwakpKTAysoKEokEq1evRmFhYU0NUSUZGRmQyWTo2rUrAEBXVxdisbha2j5+/DiWLl1aLW2pIiUlBRYWFmjcuDEAwNjYGJqammq3+59OEP39/dGlSxeFZTdv3oS9vT2ePXtWo4G9ayQSCRo3bgxtbe3aDoX9h7i5uUEqlQovbW1t4YBULpcjICAAhoaGsLa2VjpQzcvLg5+fH4yMjGBpaYklS5aoHU9FfaoiLCxM7ZMtNU2dcUZFRcHV1RVisRj9+vVDZmamQnl4eLjwvjZv3hwpKSkK5bdv30anTp3g5eWF5cuXV0ufZSlvnJcvX0afPn3QrFkzfPzxx3j69KlKbZbYt28fwsLCKlVHHVW9MqDqOF//3Do7OyM0NBRbtmxBQEBAdQ2DsXfCqJkz0Wf8eKXXqJkzazu0MqWlpSEsLAxffvkldHR0MGbMGNSrVw+HDx+usO6mTZvw4YcfwtXVFUZGRpg1axa+//57AMCFCxfQoEEDuLi4QEtLC5988gn27t2L3Nxcobxfv344ceIEpk+fjuPHjyMtLa1Gx1qeVq1aoVmzZgAAFxcX4fgiKysLycnJ8PT0hKmpKSQSCYYPHy4k0F27dsW6detgaWmJpUuXYu7cubCwsMDNmzeRl5cntKOlpYVFixapHI+7uzs2btyosMzFxQXXr18vt15KSgqkUikmTZqEhIQEof8OHToAKE5U3dzcYGhoCFNTU6X96e3bt9GzZ08YGxvDyMgIH3zwAYDixFAqleLhw4eYOHGi0O7Dhw8BAHFxcejWrRuMjIzg6uqqdFVUJBIhLCwMnTt3hlgsFpJwAAgODoalpSUMDAzQoEEDREVFqbydqh2VIzU1lcRiMf3+++/Csq5du9KOHTvKq8aqyNPTk7Zs2VLbYbB3VHp6Otna2lJmZiYREX3zzTfUtm1bys7OpuvXr5OxsTHFxMQI6w8aNIhGjhxJOTk5VFBQQHfv3lU7hor6rEheXh41atSIAFBCQoLa8dSUqo4zPz+fLCwsaOfOnfTixQuaMGECffjhh0L55cuXydjYmI4dO0ZFRUWUlJREubm5QnlhYSG5urrSjz/+qHKsFfVZ1XHevXuX7t69SwkJCQSAEhMTVY6JiMjHx4fGjRtXqTrqGDJkCPn7+1N+fj5t27aN7OzsqLCwsMJ6qoyzvM9tbm4uOTk50b59+6prKIxVi9atW9dY2739/GjkjBlKr95+fjXWp7oiIiKofv36Css++OADCgoKqrBuhw4d6Pvvvxf+vnnzJmlqalJhYSHdvHmT6tatS8ePHyeZTEYLFy4kAHT79m1h/dDQUPrxxx9p9uzZ1TcgNZT1e5ecnEynTp2iwsJCio+PJx0dHYqIiCCi4mPYrl270qVLl0gikdCyZcvo008/paVLlyq04enpScHBwaX2GxkZSZqamgrLtm/fTs2aNRP+PnbsGHXu3FnlsWzZsoUcHR2Vll++fJn+/vtvIire/lpaWvTs2TMiInry5AnVr1+fZs2aRc+fPyeZTEZXrlxRqG9nZ0ehoaEKywoKCsjJyYnmzp1LBQUFdOjQIdLR0aH4+HhhHQDk6upKUVFRdP/+ferZsycREUVHR5Oenp6wzZOTkykjI0PlcVa3cq8gmpmZ4bPPPsOsWbNQUFCAX375BS9evMCoUaOEdVatWgUrKyuYmppi8uTJKCgoAIByzzIAQFBQEAYMGIA1a9bA0tISmpqaOHnyJIDi7Ltjx44wNDSEoaEhfHx8VEp269atiw0bNsDY2BhHjx7Fe++9h+bNmwtXOz/88ENYWFhALBbDw8MDDx48EOqePHkSYrEYkZGRaNy4MXR1dREUFCSUl5Xxz5s3r9wHa+/fvw8vLy8YGBigefPmOHfunFCWmpqK7t27QyKRYNCgQcLZJMaqYtGiRZg8eTKMjIwAFN+28vnnnwtXooYPH45NmzYBAKKjoxEeHo5vv/0WEokEWlpacHBwUDuG8vpUxZdffglvb2+146hpVR3ngQMHYGpqilGjRqFOnToIDg7GL7/8IlzRW758Ofz8/ODl5QWRSAQrKyvo6ekp1M/JycGYMWNUjrWiPqs6TgcHhyp9Zq5cuQKpVIpdu3YhNDRUOPu6a9cuAMCTJ0/g4+MDc3Nz2NvbY8mSJQrP8lSFOlcGVBlneZ9bPT09TJs27Y3eUsVYafLy8pCeni68ACj8XZ0vuVyOgsJCpZdcLq+xPkt7VWYykoyMDNSrV09hmZ6enrCtKlNXT08Pcrkc2dnZaNasGTZv3oyPP/4YDRs2hLm5OQAIt6vfvXsXgYGB6N27Nw4dOoTdu3erHPObZmlpiS5dukBTUxOOjo4wNzdXuNo5depUmJqaQktLC9OnT4eenh5evHihVp/e3t5ITU3FqVOnAADffPMNAgMD1WoTANq0aYOGDRsCADp06IDCwkJkZWUBKN5vamhoYMmSJdDV1YW2tjZat25dYZsXL15EUlIS5s6dCy0tLfTp0wft27fHTz/9pLDekiVL4O7uDjs7O0RERAAA9PX1IZPJsGXLFjx69AiWlpYwNjZWe5xVVeFUQTNmzMD69euxatUqrF+/Hrt374ZIJAIAHDp0COvWrUNUVBTq1q2Ljh07YuPGjfD394dIJEJwcDA6duyI+/fvo2nTpjhx4gR69uwptH3u3Dk4ODggPj4eU6dOhYZGcb46f/58tG3bFmfPnkVhYSHu3r2r0mDkcjni4uIQFBSEkSNH4o8//kBgYCBu3rwJDw8PDBkyBJs3b4ZcLkfHjh2xYcMGLF68WKgvk8mwcuVKREZG4vjx4woJJADMmTMHmzdvhrm5OcaPHw+g+HJwcHAwTp48iR49eijF5O3tjQ8++ABHjx7F+vXrMWzYMCQmJkJTUxOjR49Gw4YNceTIERw5ckQh8WasMu7fv499+/YhNjYWQPFn+datW2jatKmwjrOzM37//XcAwNmzZ9G4cWOEhIRg27ZtcHR0xJYtW9CoUaMqx1BRnxWJjo7G/v37ce3aNQQHB1c5jpqmzjivXr2qUM/MzAz6+vq4desWPD09cfbsWbi4uMDd3R0PHjxAYGAg5syZI6wfHh6Obt26Ver5iYr6rIlxlqdNmzbIycmBr68vtLS0lBLrwMBAPHr0CHfv3kVqaio8PT1hZWWl8onC0ty4cQPGxsYKO1tnZ2dcvXoV/fv3r3K7gGqf2549eyIgIACZmZm1usNn/20xMTH4888/FZbt3bu3Rvp69uwZqJTn6J7LZDXWZ2latWqFNm3aqLSuqampUkKZl5cHR0fHStfNy8uDpqYmDA0NAQAjR47EyJEjAUCYiKbkt8DR0RFnzpyBhYUF9uzZUy0na2uKTCbDwoULsWfPHqSlpeHp06cKJ/CkUimA4mSnuh650tHRwYQJE/DNN9/Azs4ON2/exODBg9VuNzk5GbNnz8bJkyeRnZ0NAMJYEhMT0aBBAyEvqUybpqamqFOnjrDMxsYGycnJCuuVfC5eZWNjg8OHD2PRokUIDg7G+++/j/Xr18PExKSyQ6sWFSaI9erVw5dffgk/Pz+MHj0a7dq1E8q+++47TJw4EdbW1gCAgQMH4syZM/D394elpSUsLS0BoNSzDADQoEEDrFmzBgAU7i82NDTEmTNncOzYMXh5eaFJkyYqDaagoADz5s3Dvn370KlTJ7Rv317h7EXJ/cNA8bNbr8dTWFiInTt3QiqVYvTo0Urtl2T8AISMvzxXrlxBdHQ0zp8/Dw0NDfj6+mLKlCmIj4+HRCLB0aNH8eDBA2hra6N///4KB2KMVca8efMQEBAgzMyVmZkJIlI6o1lyJjQjIwPR0dEIDAxEYmIiZs2aBW9vb1y7dq3KMVTUZ0X8/f2xatWqapldrCapM86KzlBnZGQgPDwcf/zxB3JyctC5c2e4urri/fffB1A82UHLli0rFW9Vz4qr+35WhVwux08//YSIiAjo6+tDX18ffn5+CA0NVStBVOfKQEVU+dza2NiAiJCYmMgJIqs1zs7OsLOzE/7esGFDtRxol+bXixchKWVSE9HTpzXWZ2le/96Xx83NDVlZWQoncmJiYpT+SYbStGrVCjExMcLfMTExaN68eakn8w4ePAhzc3Ph6hVQ/EwdAGEilbfVggULcOLECYSHh8PBwQENGjR4I/1+8skncHJygra2NiZOnFgtk8wMHToUbm5uuHbtGnJzcxXGYmNjg3v37kEul5fZV2kJsJWVFdLT0yGTyaCjowMASEpKgpeXl0oxeXl5wcvLC4mJiRg+fDiWL1+u8lwD1U2l1Ljky+Hn56ew/N69e1i4cKFwi9B3330n3CYpk8kwZ84cNGzYEBKJBElJSUq3CZWWQQPAypUr0b17d4wePRr29vbCrUeqKDl7UfLfV23fvh2tW7eGoaEhdu/erRSPSCQqtV5F8Zbl3r17ePbsGYyNjSGVSmFlZYU6deogJydHeJjVysqqUm0y9rpbt24hLCxM4ftpYmICkUikdEbT1NQUQPGkSmKxGGPHjoW2tjamT5+O69evq3XAXFGf5QkNDYWpqSl69+5d5f7fFHXGWdYZ6lffl1GjRsHc3ByNGzfGgAEDFE5GaWhooKioSKndU6dOKUxWJJVKERISolKfNTHOqiqZOc/GxkZYVtrZ18qq6jaoiKqf25L3rLJnoxmrTnp6ejA1NRVeABT+rs6XpqYmtLW0lF6ampo11mdpr1dv0a+ImZkZBg0ahPnz50Mmk2H79u3Izc1Fnz59FNazt7fHiBEjFJaNHz8eu3btwq1bt5CVlYVly5Zh4sSJQvn58+dBRIiLi8PKlSvxxRdfCHfjvUvi4uLQuHFjODg44PTp08jMzHwjM1hbWVlh4MCB2L9/v3AHn7ri4uLg7u4OqVQqTJhWMpb+/fuDiDBjxgzk5uaCiJQmxbG0tMSlS5dQVFSE/Px8yGQyeHh4wNraGiEhIZDL5YiIiMCFCxeEq8fluX79Oi5dugS5XA6pVIp69eqVm5PUNJX2ViXZ8+s7N0tLSwQHByMnJwc5OTnIzc3FH3/8AaD4LMOxY8cQHh6OnJwc2NraqhyUvr4+VqxYgeTkZCxcuBA+Pj5qfwCPHDmCadOmYc2aNcjIyHgjt3NaWlpCX19f2D45OTl48eIF2rVrJ0wX/OpzhyXPbzJWGcHBwRg6dCgkEomwTFtbG66urkpnNFu1agWg+Kp+fn6+cOBqYGAAkUiEunXrVjmOivosz+nTp3HkyBEhuQGKz+YeP368yvHUFHXG+fpZ5rS0NOTm5sLV1RVA8fvy/PlzodzAwEDhDLiDgwMSEhKU2vX09FT4ncnJycHs2bNV6rMmxqmK0s6+mpiYQEdHRyEhTEpKUvtE2qtXBkpUx1hU/dzev38fmpqaCldvGPs3MzQwQPaTJ0ovQwOD2g6tXOvWrcPdu3dhZGSElStXYu/evUrzSzx48EDp3zFs1qwZli1bhvfeew+Ojo7o0qWLwknbpUuXwsTEBF5eXpg2bVq1PENXG+bOnYurV6/C3NwcP/zwA7788kvMnTsXBw8erPG+W7dujQ8//FCYZ0Fdq1evxpw5c4R/1mT8+PHo2rUr0tLSIBaLcfz4ccTGxsLe3h4mJiaYMmWKQv3g4GAcPXoUUqkUDRo0wI0bN6ClpYUDBw7gxIkTMDU1xYwZM/DLL7+odJtyTk4OPvnkExgbG8PJyQm2tra1+09ZqTqbDQA6c+aMwrLQ0FBq0KABXb9+nYiKZ2u7evUqERENHjyYRo8eTUVFRXTy5EnS19endevWCXUXLFhAXl5epfa1e/duYeaeAwcOkL6+PuXn56sUI1HxjEU+Pj5EVDxbUmRkJK1Zs4YaNmxIz58/p3v37pGbmxsNHTpUqFvazEkVjf9VpdUvKCigJk2a0Jw5cygvL4+IiOLi4igtLY0KCgrIxsaGVq1aRQUFBbR48WIyMDDgWUxZpWRkZJC2tjbt3btXqezbb79VmoEyOjqaiIo/mxYWFvTVV1+RXC6nxYsXU69evdSOp7w+S3h7e5OdnV257eAtn8W0quOUyWRkZWVFO3fupPz8fJowYQKNHDlSKF+3bh01bNiQUlJS6NGjR2Rra0vnz58XyiMiIsjMzEyl30NV+yQiunDhAtnZ2dGqVasqPc6qzmI6f/588vDwoCdPnlBhYaEwW6uPjw/17duXcnNz6d69e2RjY0Nbt26tVNulGTZsmMIspjY2NlRQUKCwjp2dHXl7e5daX5VxlvW5XblyJXXt2lWt+BmrbjU5iylj1Sk5OZlsbGwUZn5lNUutBJGo+ACiSZMmJJFIyNLSkubOnUtERFevXqWmTZuSqakpjRw5kr7++muSSqV04MABIio/QfT19aX69euTRCIhV1dXCg8PVzlGotITxOzsbOrRowdJpVLq3Lkz7dq1i8zMzOiLL74goppJEImKDyoGDhxIZmZmJJFIqG3bthQXF0dERCdPniQnJycyMzOjr776ijp37swJIquUvXv3EgB69OiRUplcLqeAgACSSqVkZWWldJB95swZcnZ2Jn19ferevTslJSWpHU9FfRIVfycrOjf1tieI6owzKiqKXFxcSE9Pj/r27Uvp6elCWUFBAU2cOJEMDAzI0tJS4aRaifbt2yslchUpr0+i4t8vALRgwQKVx/ndd9+RRCIhsVhMAMjAwIAkEglt2LBBpZhSUlLI09OTxGIxmZmZ0dq1a4mI6PHjxzR69GgyMzMjW1tbWrRoERUVFVVqvKVJTU2lXr16kZ6eHjVr1kxpynKi4s+dp6enwrLKjLO0z21WVhZZW1tTZGSk2mNgrDpxgsjeBWPGjCETExNhH8HeDBGRmvOHM8YYe2MePnyIbt26wc/PD5MmTarVZxRY+c6fP4+AgAAMGTIEX3zxRW2Hw5iCNm3a4MqVK7UdBmPsLcRPzDPG2DvE1tYWV65cQXZ2NlauXFnb4bAyxMbGIiQkBEuXLuXkkDHG2DuFryAyxhhjjP3H8BVExlhZ+AoiY4wxxhhjjDEAnCAyxhhjjDHGGHuJE0TGGGOMMcYYYwA4QWSMMcYYY4wx9hIniIwxxhhjjDHGAHCCyBhjjDHGGGPsJU4QGWOMMcYYY4wB4ASRMcYYY4wxxthLnCAyxhhjjDHGGAPACSJjjDHGGGOMsZc4QWSMMcYYY4wxBoATRMYYY4wxxhhjL3GCyBhjjDHGGGMMACeIjDHGGGOMMQAjRoyAVCqFvr4+tLS0VK538uRJ2Nvb11xg5cjIyMDgwYMhkUhgZGSEYcOG1Uoc/yZvZYJobW0NqVQKXV1d9OjRo7bDYYy9JS5fvoxDhw7Vdhi17sGDBxg9ejSmT5/+RvpLSEjAtm3b3khf/xYxMTHw8PDA9u3bazsUxpiK0tLS0Lt3b4jFYjRv3hxXr15VqV5cXBw6deoEY2NjmJub45tvvlEoDwoKgq6uLqRSKaRSKRYuXFgT4VeL3bt3IycnBwcOHKjtUFS2atUqJCYm4uHDh8jKysJ3332ndps5OTkICgrCkydPqiHCd0+5CeL9+/chEomQlJQkLHNycsLWrVtrNKikpCTk5ORg9uzZNdoPY++6kydPQktLS9jp9OzZUyi7ffs2mjZtColEAnNzc3z++ecgIgAV78yqSi6XIyAgAIaGhrC2tlb54LiwsBCDBw9G/fr1YWBggHHjxqGgoEAo/+KLL9CoUSP06NEDv//+e7XEqo6qjhMAoqKi4OrqCrFYjH79+iEzM1MoK+/9LHH79m106tQJXl5eWL58udp9lmfnzp1wd3eHu7s7goODlcrbt28PY2NjSCQSDB48GDk5OSq1CwD79u1DWFiYyuurq6oHfgCwefNmWFlZwcjICDNmzBC+R68KCwuDSCTC/fv3AQDOzs4IDQ3Fli1bEBAQUF3DYP8xo2bORJ/x45Veo2bOrO3Q/pX8/f3h6OiIzMxMzJw5E0OGDIFcLq+wnpaWFr7++mtkZmYiPDwcs2bNwvHjxxXWmT17NnJycpCTk4MFCxbU1BD+k1JSUtCiRQtIJBIAgKmpqdpt5uTkYOHChZwgMsbeTZ06dRJ2OkePHhWWW1tb4/Tp03j8+DH27t2LkJAQxMTEAFBtZ1YV69evR1RUFBISEnDw4EHMmDEDsbGxKtUdM2YMEhMTce/ePURFReHLL78Uyvr164cbN25g8ODBasdYHao6TplMhsGDB+OLL75ARkYGrK2tMXXqVIV1yno/geLEdMSIEfjyyy/h6+sLbW3taumzLC4uLjh8+DBWrFhRavmOHTuQmZmJmJgY/Pnnn9i1a5dK7QJvPkGs6oHfzZs3MWvWLBw5cgTx8fE4deoUNm/erLDOs2fP8L///U+pbsOGDXHgwAGEh4dj//791TYW9t+R/eQJDA0MlF7Z/9GD1pqUlpaGsLAwfPnll9DR0cGYMWNQr149HD58uMK6jo6OcHd3BwC0bNkSzZo1w/Xr12s44jcvOTkZnp6eMDU1hUQiwfDhw5V+R3/55RfY29vD2toav/32m7A8Li4O3bp1g5GREVxdXZWuUIpEIoSFhaFz584Qi8Xo2rVrhfHs2bMHUqkUO3fuRGhoqHBy9bPPPgMAfP3112jQoAEMDAzg6OiIiIgIhfr79+9Hy5YtIZVKYW5ujmXLlgEAhg4dCjc3NwDF+0GpVCr8DQAHDhyAq6srjIyM0K1bN8TFxQllJ0+ehFgsRmRkJBo3bgxdXV0EBQUBKN5XeHt7w9TUFAYGBnBzc8OLFy8qHGdtUCtBfPLkCXx8fGBubg57e3ssWbJEOLMaFBSkcHuon58ffH19hb+DgoIwYMAArFmzBpaWltDU1MTJkyfL7S8zMxN6enoKb0RycjKsra2Rn59fZr3U1FTo6emBiPD48WPs2LEDcrkc2dnZaNmyJYDyP0QvXrzAiBEjYGBggE6dOsHf319hLMePH0fTpk0hlUrRu3dvpKSkqLL5GKtREokEJiYmKCwsRExMDJo1awZHR0cANbcz27BhAz7//HNIpVI0b94cw4cPx6ZNmyqsp6WlhcGDB0NbWxsmJibo16+fQjwdO3ZE3bp11Y6vulR1nAcOHICpqSlGjRqFOnXqIDg4GL/88ovKV/QOHDiAnJwcjBkzRuVY1emzRYsWMDY2LrO85POUnJyMoqIidO/evcI2r1y5AqlUil27dins0EuSy/L2K1WlzoHfpk2b8OGHHwoHA7NmzcL333+vsM6XX34Jb2/vUuvr6elh2rRpWLp0qVpjYLUrLy8P6enpb/wll8tRUFio9JLL5Wq3DUCt+nl5ebX8rlSvGzduwNjYWOE3z9nZuVJ3GwDFv2GxsbFo3769sExDQwMrVqxAy5YtsWPHjmqL+U0TiUQIDg7GP//8gz///BP79+/HiRMnhPK0tDRcvHgRMTExWLlyJT7++GM8fvwYhYWF6N+/Pzp16oS0tDSsWLECQ4YMwd27dxXanzNnDr766ivcunULOjo6FcYzfPhw5OTkYNSoURg9erRwcrXk7hpXV1dcvnwZjx8/hpeXl8KtvZcuXcLw4cMxb948ZGZmIj4+HgMGDAAA/Prrr7h58yaA4rt2cnJyhL/j4+MxZMgQrFixAmlpaejUqRMGDBiAwsJCoW2ZTIaVK1ciMjISGzduFJ7l3LZtGx4+fIiHDx/i8ePH2L17t0onemuD6k+fliIwMBCPHj3C3bt3kZqaCk9PT1hZWcHHx0el+ufOnYODgwPi4+MxdepUaGiUn68aGxtjxIgR+Pbbb7F27VoAwPfff4+xY8eiTp06ZdYzNzdH3bp1kZiYiMuXL+Pjjz+Gm5sbnjx5gmbNmgH4/w+RsbExJk6ciIULF+K9994DUJw8JiQkIDk5GUlJSejTp49wZiMtLQ3Dhg3Dvn370KFDB4wZMwbTpk3Dnj17VNoGjKlDJBLh/PnzaNSoEYYNG4b58+crfBc+++wzfPXVVzA2NsapU6dK/Z6UtjOrCplMhlu3bqFp06bCMmdn5yrdEhoVFSV8/9426ozz6tWrCvXMzMygr6+PW7duwdPTs8L3Mzw8HN26dYOmpqbK8VbUpzrCwsIwdOhQFBUVYefOnWjSpEmFddq0aYOcnBz4+vpCS0tLKbFWd79SmvIO/Pr3719u3atXryok5M7Ozrh+/Trkcjk0NTURHR2N/fv349q1a6XehgsAPXv2REBAADIzM8tNuNnbq+Qq+Zv27Nkz0CsHniWey2TYu3ev2u2r00arVq3Qpk0btWN4W2RkZKBevXoKy/T09IRkWhVEhIkTJ8LHxwcdOnQQls+fPx+zZs3CiRMn4O3tDUNDQ/Tr16/aYn9TLC0tYWlpCaD4BKG5uTnS0tKE8nr16mHlypUQiUTw9vbG+PHjcenSJdStWxdJSUmYO3cutLS00KdPH7Rv3x4//fQT5s6dK9RfsmSJcPL69at9VfHqcYSHhwciIyOFvzdv3ozBgwfjgw8+AACIxWKFfWVZdu/ejQ4dOqBPnz4AipPaFStW4OLFi+jUqROA4sdmdu7cCalUitGjRwt1DQ0NER8fj19++QVDhw5Vqb/aolKC6OLiApFIBAB4+vQpgOJbnX766SdERERAX18f+vr68PPzQ2hoqMo78gYNGmDNmjUAgI0bN6pUJyAgAF26dMHixYtRp04dbN26FZcuXaqwnrOzM2JjY3H27FkMHToUly5dQlFRkXDJuLwP0Y4dO/DZZ59BLBbD2dkZPXr0EM4UbN++HR4eHujSpQsA4KOPPsK4ceNUGgtj6vL09MTz589x69YtjBkzBjKZTOF2wOXLl2PevHkICgpC7969ER0dDT09PaG8rJ1ZVWRmZoKIFHawld25AsW3bz5//hwzZsxQK56aos44KzoAqej9fPjwoXDXg6qq46CnLAMHDkRubi727dsHHx8fODk5oXXr1lVurzr2K6VRZxu8XldPT0+4A8XExAT+/v5YtWoVdHV1y2zDxsYGRITExEROEN9Rzs7OsLOze+P9/nrxIiRisdJy0dOnat9yv2HDBrXaeP079a4zNTVVuiqal5cn3CmhismTJ0MsFgvHtq+qU6cO+vTpAx8fH+zateudTBBlMhkWLlyIPXv2IC0tDU+fPlW4w0NLS0vIF0QiEcRiMZ4+fYqsrCyYmpoqnPC0sbFBcnKyQvuGhobVGu+FCxcwf/583LhxA7m5uUJyCwCJiYlo1apVpdtMTk6GjY2N8Leuri5MTU0VxiISiSCVSpXqjhgxAtnZ2QgJCcHkyZMREBCA4ODgSp30fVNUShBv374Na2trAMWT1ADFO02ZTKawkUp7s8tTlQ9CixYt0Lx5c2zbtg0SiQRdunSBhYVFhfVcXFwQFxeHW7duYfbs2fj5559Rr1494Qta3ocoISEBtra2pbZ77949HD9+XPggFBUVCV8Oxt4ETU1NNG/eHPPnz0dgYKDS82JisRjLly/Hxo0bceLECeEWCqD8nVllmZiYQCQSKexg8/LyKvWw+E8//YStW7ciPDy83APuN6FPnz64cOGCwrKcnBy1xmlqaor4+HiFZa/XLe/91NDQQFFRkVK7p06dwvvvv6+wbPbs2Zg9e7ZKfapDR0cHw4cPx9atW7Fr1y61EsTq2K+URp0Dv9fr5uXlQVNTE4aGhggNDYWpqSl69+5dbhsl71lFd8mwt5eenp7CybU3RVNTE9ql/FMDmpqa1fIdrq7fgX8DNzc3ZGVlKVzpj4mJUXikqDwrVqzAgwcP8Mcff5R7HKipqVnuY1FvswULFuDEiRMIDw+Hg4MDGjRoUOa6L168QHp6Ouzs7PD8+XOkp6dDJpMJt44mJSXBy8urxmLNzMxEz549sXr1aoSFheHnn3/GokWLhHIbGxv8/fffZdYv69ZPKysrhYtI+fn5yMjIgJWVlUpxTZo0CZMmTcKlS5fQp08fdOrUCX379lVxVG9OlfdWJiYm0NHRUdhxJyUlCRtIJBIpnFV4/PixGmEqCggIwLp16/DNN98gMDBQpTpNmzbFn3/+iXr16qFdu3a4evUqbt++DTc3N+FD5O3tjQcPHihNj2tgYKAQ/6sPlFpaWqJXr17Cfc9Pnjyp1rEypqrydjoaGhrQ1tZWeJi8ZGf2/fffV8tJDW1tbbi6ugoT4QDFO1dVz9CdO3cO8+bNw8GDB6v9LGJVHD58WPhel7wA9cbZqlUrhXppaWnIzc2Fq6ur0rqlvZ8ODg5ISEhQWtfT01Mp1pJZoCvTpzp0dXVVmvSlRGk734r2K1X16oFfiaq+ZzExMWjevDk0NTVx+vRpHDlyRHiOsqSv1yd8un//PjQ1NWvlChR7t5VMSPP6y9DAoLZD+9cxMzPDoEGDMH/+fMhkMmzfvh25ubnCrYQl7O3tMWLECIVl0dHRWLBgAb7//vtSTwTFxcWhoKAAd+7cwa5duzBo0KCaHEqNiYuLQ+PGjeHg4IDTp08jMzNT4Zg3MzMTW7duRUFBAZYtWwYnJye0atUKHh4esLa2RkhICORyOSIiInDhwgWMHDmyxmJNTk5GXl4eunXrhoKCAhw9ehR5eXnCfmrs2LHYu3cvduzYgYKCAshkMty+fVuob2xsDB0dHeFEcclspiNGjMC5c+dw7NgxyOVyLF26FDY2NvDw8KgwpiNHjgjPXZqYmAizlr+VqBwJCQkEgBITE4Vljo6OtGXLFiIi8vHxob59+1Jubi7du3ePbGxsaOvWrURE9N1335GlpSU9evSINm3aRGKxmHx8fIR2FixYQF5eXuV1X+Y6BQUFZGVlRe7u7uXWf9XRo0dJLBbT4sWLiYioRYsW5OLiQkREN27cIAAUHx9Pjx8/plGjRlH9+vWpsLCQiIg+/PBDGjBgAMlkMvr999/JyMiIxo4dS0REd+/eJbFYTL/99hsVFhZSYWEhXbhwQeW4GFPHw4cP6fHjx/T48WPq3LkzjRs3Tii7f/8+paamUlFREa1bt44kEgllZ2cTEdHt27epbt269PDhw2qN59tvv6W2bdtSdnY2Xb9+nYyNjSk6OlphHW9vb7Kzs1NY9vz5c3JycqJdu3aV276Pj4/CGGtLVccpk8nIysqKdu7cSfn5+TRhwgQaOXKkUF7e+0lEFBERQWZmZpSfn69yrBX1SUR04cIFsrOzo1WrVpXaxpYtW8jR0VFh2dOnT+n27dtERBQVFUV169alyMhIleOaP38+eXh40JMnT6iwsJByc3OJqPz9ijqGDRtG/v7+lJ+fT9u2bSMbGxsqKChQWMfOzo68vb0Vlt28eZNMTEzor7/+oszMTGrVqhX98MMPpfYBgBISEpSWr1y5krp27ar2GBirTq1bt67tEN46qamp1KtXL9LT06NmzZrRlStXlNYBQJ6engrLgoKCSCQSkUQiEV47d+4UymfMmEESiYSsrKwoJCSkpodRLSIjI0lTU1Nh2dWrV6lp06ZkampKI0eOpK+//pqkUikdOHCAIiMjqUuXLjRhwgQyNDSkli1bUlxcnFA3NjaWPD09ydDQkFxcXCgsLEyhbQB05syZKsVa1rFBYGAgSSQScnFxoR07dlDLli2pY8eOQvn+/fupVatWJJFIyMzMjD799FOF+t988w1ZWFiQRCIhW1tbYXlYWBi5uLiQoaEheXp6UmxsbLnbrcTatWvJ0dGRDAwMyMbGhlasWFGl8b4JaiWIjx8/ptGjR5OZmRnZ2trSokWLqKioiIiIsrKyqGPHjqSnp0cTJkyg8ePHV1uCSETUp08f2rFjhypjJCKilJQUAkCnTp0iIqJx48ZRjx49hPLyPkSJiYnUqVMnkkgkNGrUKProo49oxowZQt3IyEhq164dGRoakpGREfXq1UvluBhTx88//0ympqZkYmJCH3/8MT158kQoO3ToEFlYWJBYLCZXV1c6duyYUFbRzqyq5HI5BQQEkFQqJSsrq1IP7D09Pen1c1MnT54kACQWi4V4Jk2aJJTb2tqSRCIhbW1t0tHRIYlEQg4ODmrHW1VVHSdRcTLl4uJCenp61LdvX0pPTxfKyns/S7Rv377MRK4s5fVJVPwbBoAWLFigsHzUqFEkkUiobt26pKGhIbw30dHR9M8//wg7Oisrq0rHlJKSQp6eniQWi8nMzIzWrl1LROXvV9RR1QM/IqLNmzeThYUFSaVSmjZtGsnl8lL7KC1BzMrKImtr60olz4y9CZwgMsbKIiJSc/7wWnDy5El8/PHH+Pvvv9/I9LBZWVmoU6cO9PT0kJSUhA4dOmDDhg0VPnfCGGPV7eHDh+jWrRv8/PwwadKkt/f2FIbz588jICAAQ4YMwRdffFHb4TCmoE2bNrhy5Upth8EYewu9c0/MOzg4YOzYsdi2bdsb+7dDIiMj4ezsDCMjI3h6emLy5MmcHDLGaoWtrS2uXLmC7OxsrFy5srbDYWWIjY1FSEgIli5dyskhY4yxd8o7eQWRMcYYY4xVHV9BZIyV5Z27gsgYY4wxxhhjrGZwgsgYY4wxxhhjDAAniIwxxhhjjDHGXuIEkTHGGGOMMcYYAE4QGWOMMcYYY4y9xLOYMsYYY7Wod+/eyMjIqO0wBOnp6TA1Na3tMN4oHvN/w+tjNjExQXh4eC1GxNjbiRNExhhjjAn+i//8AY/5v+G/OGbGqoJvMWWMMcYYY4wxBoATRMYYY4wxxhhjL3GCyBhjjDHBhAkTajuEN47H/N/wXxwzY1XBzyAyxhhjjDHGGAPAVxAZY4wxxhhjjL3ECSJjjDH2H5OVlYWePXuiYcOG6NmzJ7Kzs5XWefHiBdzd3dG8eXO4uLhgwYIFlar/tlE15rFjx8LMzAyurq4Ky4OCgmBlZYUWLVqgRYsWOHTo0JsIu0rCw8PRuHFjODk5ISQkRKmciBAYGAgnJye4ubnhzz//VLnu26qiuGNjY9G+fXvUqVMHK1euVCizt7dHs2bN0KJFC7Rp0+ZNhczYW4sTRMYYY+w/JiQkBF5eXrhz5w68vLxKPaCuU6cOTpw4gRs3buD69esIDw/HxYsXVa7/tlE1Zl9f3zL/bbzp06fj+vXruH79Ovr27VuT4VaZXC7H5MmTcfjwYURHR+Onn35CdHS0wjqHDx/GnTt3cOfOHWzYsAGTJk1Sue7bSJW4jYyMsHbtWnz66aelthEZGYnr16/zP4PBGDhBZIwxxv5z9u/fDx8fHwCAj48P9u3bp7SOSCSCvr4+AKCgoAAFBQUQiUQq13/bqBpzly5dYGRk9AYjq16XLl2Ck5MTHBwcoKOjgxEjRmD//v0K6+zfvx9jxoyBSCSCh4cHcnJy8OjRI5Xqvo1UidvMzAxt27aFtrZ2LUXJ2LuDE0TGGGPsPyY1NRUWFhYAAAsLC6SlpZW6nlwuR4sWLWBmZoaePXuiXbt2lar/NqmOmNetWwc3NzeMHTv2rb2tNjk5GTY2NsLf1tbWSE5OVmkdVeq+jdSNWyQS4b333kPr1q2xYcOGmgiRsXeKVm0HwBhjjLHq16NHD/zzzz9KyxcvXqxyG5qamrh+/TpycnIwePBg3Lp1S+nZvLdJdYy5LJMmTcK8efMgEokwb948zJw5Ez/++KPa7Va30ianL7nyW9E6qtR9G6kb97lz52BpaYm0tDT07NkTTZo0QZcuXaozRMbeKZwgMsYYY/9Cx44dK7PM3Nwcjx49goWFBR49egQzM7Ny25JKpejatSvCw8Ph6upa6fpvSnWOubT6JcaPH4/+/ftXOc6aZG1tjcTEROHvpKQkWFpaqrSOTCarsO7bSJUxl6dkXTMzMwwePBiXLl3iBJH9p/Etpowxxth/zMCBA7Ft2zYAwLZt2/D+++8rrZOeno6cnBwAwPPnz3Hs2DE0adJE5fpvG3VjfvTokfD/e/fufWuvpLZt2xZ37txBQkICZDIZdu/ejYEDByqsM3DgQGzfvh1EhIsXL0IikcDCwkKlum8jdeLOy8vD06dPhf+PiIh4a99bxt4YYowxxth/SkZGBnXv3p2cnJyoe/fulJmZSUREycnJ1KdPHyIiunHjBrVo0YKaNWtGLi4utHDhwgrrv81UGTMR0YgRI6h+/fqkpaVFVlZWtGnTJiIi+uijj8jV1ZWaNWtGAwYMoJSUlFoZhyoOHjxIDRs2JAcHB1q0aBEREa1fv57Wr19PRERFRUXk7+9PDg4O5OrqSpcvXy637rugojE/evSIrKysSCwWk0QiISsrK3r8+DHdvXuX3NzcyM3NjZo2bfpOjZmxmiIiKuXGbcYYY4wxxhhj/zl8iyljjDHGGGOMMQCcIDLGGGOMMcYYe4kTRMYYY4wxxhhjADhBZIwxxhhjjDH2EieIjDHGGGOMMcYAcILIGGOMMabk5MmTEIlEsLe3V6udrVu3QiQSoWvXrtUSV22Qy+Xw9fWFVCqFSCTCp59+CgBYu3YtLC0tIRKJ0KZNm0pvM5FIBJFIhPv379dc8IyxStOq7QAYY4wxVjZ7e3s8ePBA+NvY2BitW7fG4sWL0aZNm1qMjL2u5L2KjIwUEsKmTZti6tSpcHJyqt3g1PDbb79h27ZtMDY2RkBAALp06YJHjx5h+vTpICKMHTsWLi4usLa2xtSpU2FkZKRSu1OnTgUAGBgYVFusIpEIAJCQkKB2cs/YfxUniIwxxtg7oH///mjQoAFOnTqFiIgIXL58GbGxsTAzM6v2vgoLC6Gl9e4fIhQUFEBbW1vl5TXB3d0d7u7ub6SvmvL3338DAPr27Yu1a9cCAM6ePYuioiLY2Nhg8+bNwrqrV69Wud3KrMsYe3P4FlPGGGPsHTBu3DisXbsWx48fBwBkZ2fjwoULAIBbt26hX79+MDMzg6mpKYYMGYKHDx8KdUeNGgVra2vUqVMHYrEY3bt3x19//SWU29vbQyQSYfHixXBxcUGdOnUAFB/AOzo6QldXF6ampujatSvi4uIAAHl5efjf//4HR0dH6Ovro0WLFggNDRXaDAoKgkgkwtChQzFmzBjo6+vDyckJx44dK3OMz549w4IFC9CkSRPUrVsX1tbW2LhxI4DipG7p0qVo0qQJ9PT04OzsjFWrVqGoqAjA/9/K2alTJ0yaNAlisRiLFy8uczkAhIWFwd3dHQYGBrCzs8PMmTPx7NmzUmMrKChAz549Ub9+fejo6EAqlWLgwIFITEwUtmHJld5u3bpBJBJh69atpd5ievr0aXTp0gVSqRSWlpb48MMPkZKSIpSX3Hq5bt06NGrUCGKxGB999BFkMlmZ2+7ixYt47733YGpqCn19fXh4eAhjuXnzJnr37g0TExOYmppiwIABwvsIAJmZmZg4cSLs7e0hFovRsWNHnDlzRngf582bBwAIDQ0VxtW5c2cAQGJiIkQiEXx9fUu9xTQmJgaDBw+GpaUl6tatixYtWgjb6fVbTMuLAwC6du0KkUiEzz//HF26dEG9evXQsWNHhfZKNGjQACKRCCdPnixzmzHGykCMMcYYe2vZ2dkRANq7dy/J5XL69ddfCQABoLNnz9KjR4/I0NCQtLW1afDgwdSvXz8CQE2aNKEXL14QEVGHDh1o1KhR5O/vT126dBHKX+9DU1OTvL29aejQoXTnzh0CQCYmJjRx4kQaOXIkNWjQgCIjI4mIaNiwYQSAGjZsSB9//DHVq1ePANCuXbuIiGjBggVCnF5eXtSuXTsCQDY2NmWOddSoUQSADA0N6eOPP6YBAwbQp59+SkRE//vf/wgAWVpa0tixY8nExIQA0JIlS4iIaMuWLUJ/jRo1ogkTJtC2bdvKXB4eHi6M76OPPqJWrVoRAPL19SUiosjISAJAdnZ2RET04sULcnFxoTFjxpC/vz+1bNmSAFCvXr2IiGjhwoUkFosJAA0ZMoSmTp1KUVFRQv+enp5ERHTjxg3S1tYmkUhE3t7e5OHhQQDI1dWVZDIZEZEQr5GREfn4+JCuri4BoE2bNpW63W7dukV16tQhANS5c2caO3YsOTo6UnZ2NqWkpJBUKiUA1K9fP+rZsycBoPr161NWVhbJ5XLq2LGjUHfUqFGkr69Purq6FBsbS4cPHxbeO2dnZ2FcQ4YMIQAkFotp6tSptHPnTqVt9ujRIzI2NiYA1LJlS/Lz8yM3Nze6du2awjgTEhIqjIOIyNPTkwCQhoYGjRo1imxsbAgAffTRR0RENHXqVKHNjz/+mKZOnUp37typ+EvGGFPACSJjjDH2FitJ3l5/DRgwgORyOS1fvlzh4H3q1KlkampKAOjw4cNERJSUlERr166lWbNm0ZQpU4Q2kpOTFfqYN2+e0G90dDQBIDc3Nzpy5AglJiYSEVFhYSGlpqYKbdy/f5+IiFavXk0AqH379kT0/wmii4sLFRUV0b1794Q66enpSuNMT08Xyv/8809huUwmo6KiItLT0yMAdPLkSSIi2rdvHwEgCwsLIvr/BFEsFlN2drZQv6zlffv2JQDUs2dPmjp1Kk2aNIkAkEgkory8PKVkh4jo77//pq+++or+97//0ZgxYwgA1alTh+RyucJ2LEmiX+2/JEEs6ackEZXJZGRmZkYA6MiRI0T0/4nTnj17iIiEviZPnlzqZ2Ty5MkEgAYOHCgsKywsJLlcTsuWLSMA1LVrV6GsRYsWBIB++OEHunTpkkKiN3XqVCH5nTVrlsJ76ePjI7RR2vZ5fdmKFSsIALVo0ULYRkREBQUFCuNMSEhQKY6SBNHf35+IiH788UfhM1bi1TYZY1Xz7j9gwBhjjP0H9O/fH05OTsIkNb1791a4PS8mJgYxMTEKdeLj43Hnzh20atUKubm5Sm2mp6fD0tJS+Ltjx47C/zs7O2PhwoVYu3YtevXqBQBo3Lgxfv31V+HWxbp168LOzg4A0KRJEwBQmFAHAFq0aAGRSASpVCosy83NhYmJicJ6CQkJAAAdHR20bNlSWK6trY20tDTk5eUJcb3a36NHjxRuvXRxcVHoq6zlJdvt6NGjOHr0qLCciHDv3j2l+mfOnEG3bt0gl8sVlufn5+Pp06eQSCRKdUpT0m/JOLS1teHg4IC0tDSlbVeyHUriLu09BP5/23l4eAjLNDU1S+0PKN52169fx4MHD2BoaAgAePr0KdasWaPQbnx8vEpjKktJXO7u7tDQ+P+nmkp7vrUkTlXiUHW7MMaqhp9BZIwxxt4B48aNw6pVqzB37lz06dNHeN6q5HmvDz74AFR8ZxCICI8ePcK4ceNw8OBB5ObmolmzZsjJyUFqaqrQJhEp9FHy7CFQ/E8bzJkzBxkZGXjw4AFmzZqFuLg4rFq1Sujz+fPnwrOOJc+0lSSMJUqSgVefDytNgwYNAAAymQzXr18XlhcWFsLU1BR6enoAgNjYWIX+LCwsoKOjU+oYyhob8P/bbe3atQrb7e7du3B1dVWq/9tvv0Eul6N3797Iy8tDVFSUUFayHUuSspLnIktT0m/JOAoKCoSEVN1t92pMRUVFICKl/gDF96qk3NLSEi9evBC2w7Nnz7Bu3bpy+61ISVyXL19W2CaFhYVK61YmjvK2S0kiWt57wBgrHyeIjDHG2Dvsww8/hFQqxe+//45evXph4sSJ6NGjB2xsbJCamgpzc3MAwJ07dzB16lS89957KrWbmJgIS0tLDBs2DMuWLUN4eDiA4qs2ZmZmGDp0KACgZ8+eGDt2LL744gsAwJQpU6o0DhMTE4waNQoA4OXlhXHjxuGDDz7AnDlzIBKJMGnSJADFE+74+fnBz89Prf5K6n322WcYOXIkxo4dizZt2sDLy6vU9Uu2Y1RUFAICAoRYX2VjYwMAmD9/PqZNmyZMYPOqCRMmQEtLC9u2bcPIkSPh6emJtLQ0uLi4VPnfSvzkk09Qp04d7N+/H127dsWECRPg4uKCx48f46OPPoJEIkFkZCQGDhyI3r1749q1azA3N8fQoUPRunVrtG/fHikpKWjbti0++eQTDBo0CJaWlsJ7XlUfffQRjI2Nce3aNbi7u2PixIlo06YNbt26pbRudcVR8h5MmTIF06ZNE648M8ZUxwkiY4wx9g6ztLTEqVOn0L9/f1y/fh07duxAcnIyJk+eDBMTEwwfPhzjxo2DtrY2jh07hs8//1yldg0MDODu7o5z585h48aNSElJwYgRIzB37lwAwI8//ojp06dDJpPh559/hoODA7Zs2VJq4qSqjRs3Yt68eTAxMcHOnTtx6dIl4d8PXLx4MYKDg1GvXj3s2rULRkZGWLFiBWbNmlWlvvr06YO9e/eiefPmOHToEH7//XdoaGgI/zbf66ZMmYJBgwYhPz8fp0+fxpw5c5TWCQoKgpOTEy5cuIA1a9YoXK0t0aJFC0RERKB9+/Y4dOgQEhISMGLECISHhytcCa0MV1dXnDx5Ej169MCtW7ewc+dOSCQS6OjowNLSEpGRkXjvvfdw7tw5XLlyBf369UNkZCSMjIygoaGB/fv345NPPsGTJ0+wdetWXLt2DX379lW4ZbUq6tevjzNnzmDQoEFITk7G9u3bUVhYKNzW+qrqimPZsmWwtrZGeHg41qxZg+fPn6s1Bsb+i0T0+v0ljDHGGGOMMcb+k/gKImOMMcYYY4wxAJwgMsYYY4wxxhh7iRNExhhjjDHGGGMAOEFkjDHGGGOMMfYSJ4iMMcYYY4wxxgBwgsgYY4wxxhhj7CVOEBljjDHGGGOMAeAEkTHGGGOMMcbYS5wgMsYYY4wxxhgDAPwf5w/NypPtd0IAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n", " varlabel=\"label\", # column containing the varlabels to be printed on far left\n", " capitalize=\"capitalize\", # Capitalize labels\n", " pval=\"p-val\", # column containing p-values to be formatted\n", " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n", " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n", " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot \n", " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n", " xlabel=\"Pearson correlation coefficient\", # x-label title\n", " table=True, # Format as a table\n", " )\n", "save_mpl_fig('leftannote-rightannote-table')" ] }, { "cell_type": "markdown", "id": "cd2a194d", "metadata": {}, "source": [ "## Strip down all bells and whistle\n", "* Out-of-box settings but\n", "* Turn off reporting of confidence interval on the left\n", "* Turn off left-flushing of variable labels" ] }, { "cell_type": "code", "execution_count": 6, "id": "fb38d94e", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:38.746255Z", "start_time": "2023-02-09T05:25:38.555168Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n", " varlabel=\"label\", # column containing the varlabels to be printed on far left\n", " capitalize=\"capitalize\", # Capitalize labels\n", " ci_report=False, # Turn off conf. int. reporting\n", " flush=False, # Turn off left-flush of text\n", " **{'fontfamily': 'sans-serif'} # revert to sans-serif \n", " )\n", "save_mpl_fig('vcoefplot')" ] }, { "cell_type": "markdown", "id": "f3972fde", "metadata": {}, "source": [ "## Forest plot as a table, with multiple customizations\n", "\n", "* Multiple annotations on left and right of forest plot (`annote`, `rightannote`)\n", "* Format p-values (`pval`)\n", "* Add variable groupings (`groupvar`) and adjust group order (`group_order`) to report\n", "* Make plot a table (`table`)" ] }, { "cell_type": "code", "execution_count": 7, "id": "60ed7bcf", "metadata": { "ExecuteTime": { "end_time": "2023-02-09T05:25:39.240367Z", "start_time": "2023-02-09T05:25:38.747256Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n", " varlabel=\"label\", # column containing the varlabels to be printed on far left\n", " capitalize=\"capitalize\", # Capitalize labels\n", " pval=\"p-val\", # column containing p-values to be formatted\n", " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n", " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n", " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot \n", " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n", " groupvar=\"group\", # column containing group labels\n", " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n", " \"family factors\", \"area of residence\", \"other factors\"], \n", " xlabel=\"Pearson correlation coefficient\", # x-label title\n", " xticks=[-.4,-.2,0, .2], # x-ticks to be printed\n", " sort=True, # sort estimates in ascending order\n", " table=True, # Format as a table\n", " # Additional kwargs for customizations\n", " **{\"marker\": \"D\", # set maker symbol as diamond\n", " \"markersize\": 35, # adjust marker size\n", " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line \n", " \"xlinecolor\": \".1\", # gray color for x-reference line\n", " \"xtick_size\": 12, # adjust x-ticker fontsize\n", " } \n", " )\n", "save_mpl_fig('main')" ] }, { "cell_type": "code", "execution_count": null, "id": "2df54662", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "227.5px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }