{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Análisis de la etapa de generación de medios" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Armado del dataset\n", "\n", "En este paso parsearemos los archivos para obtener estadísticas sobre el tiempo que tarda cada ejecución de una función, sobre la memoria usada, el uso de CPU (TODO). Con esto buscamos identificar:\n", "- Qué funciones son las que consumen mayor cantidad de memoria\n", "- Qué funciones son las que tienen un mayor tiempo de procesamiento\n", "- Qué funciones son las que son invocadas una mayor cantidad de veces\n", "\n", "Una vez identificados estos puntos de análisis podemos proponer soluciones para mejorar estas estadísticas." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_function_name(function_name):\n", " return function_name[10:].rsplit(\".c\")[0]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "relations = {\n", " \"Py_kgeneration\": ['generate', 'fftma2'],\n", " \"generate\": [\"gasdev\"],\n", " \"gasdev\": [\"ran2\"],\n", " \"fftma2\": [\"covariance\", \"fourt\", \"prebuild_gwn\"]\n", "}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def analyze(file_name):\n", " data = []\n", "\n", " with open(file_name) as log_file: \n", " lines = log_file.readlines()\n", " print(len(lines))\n", " for line in lines:\n", " row = {}\n", " split_line = line.split()\n", " if \"USED\" not in split_line or \"ELAPSED\" not in split_line:\n", " continue\n", " idx_used_mem = split_line.index(\"USED\") + 4\n", " idx_elapsed = split_line.index(\"ELAPSED\") + 2\n", " \n", " function_name = get_function_name(split_line[2])\n", " used_virtual_mem = float(split_line[idx_used_mem])\n", " elapsed = float(split_line[idx_elapsed].rsplit(\",\")[0])\n", "\n", " # TODO: add CPU\n", " row[\"function\"] = function_name\n", " row[\"memory\"] = used_virtual_mem \n", " row[\"time\"] = elapsed\n", " data.append(row)\n", " \n", " df = pd.DataFrame(data)\n", " df_grouped = df.groupby(['function']).agg({'time': ['min', 'max', 'mean', 'sum', 'count'], 'memory': ['min', 'max', 'median']})\n", " return df_grouped.sort_values(by=('time', 'sum'), ascending=False) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def plot_pie(df, function):\n", " plt.figure(dpi=125, figsize=(6, 6))\n", " labels = relations[function].copy()\n", " total = df.loc[function][('time', 'sum')]\n", " sizes = []\n", " explode = []\n", "\n", " rest = total\n", "\n", " for func in labels:\n", " func_duration = df.loc[func][('time', 'sum')]\n", " rest -= func_duration\n", " value = func_duration/ total\n", " sizes.append(value)\n", " explode.append(0 if value > 0.01 else 0.1)\n", "\n", " labels.append(\"other\")\n", " sizes.append(rest/total)\n", " sizes = np.array(sizes)\n", " porcent = 100.*sizes/sizes.sum()\n", " explode.append(0 if rest/total > 0.01 else 0.1)\n", "\n", " plt.title(function)\n", "\n", " patches, texts = plt.pie(sizes, startangle=90, radius=1.2)\n", " labels_formated = ['{0} - {1:1.2f} %'.format(i,j) for i,j in zip(labels, porcent)]\n", "\n", " sort_legend = True\n", " if sort_legend:\n", " patches, labels_formated, dummy = zip(*sorted(zip(patches, labels_formated, sizes),\n", " key=lambda x: x[2],\n", " reverse=True))\n", "\n", " plt.legend(patches, labels_formated, loc='upper left', bbox_to_anchor=(-0.1, 1.),\n", " fontsize=8)\n", " \n", " plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n", " plt.show()\n", "\n", "def plot_analysis(df):\n", " for func in relations.keys():\n", " plot_pie(df, func)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 8" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1931\n" ] } ], "source": [ "df = analyze('log_8-aa')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/oli/.local/lib/python3.6/site-packages/ipykernel_launcher.py:25: MatplotlibDeprecationWarning: normalize=None does not normalize if the sum is less than 1 but this behavior is deprecated since 3.3 until two minor releases later. After the deprecation period the default value will be normalize=True. To prevent normalization pass normalize=False \n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_analysis(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 16" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12945\n" ] } ], "source": [ "df = analyze('log_16-aa')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timememory
minmaxmeansumcountminmaxmedian
function
Py_kgeneration0.2154960.2154962.154960e-010.2154961-3.0-3.0-3.0
generate0.1894140.1894141.894140e-010.1894141-3.0-3.0-3.0
gasdev0.0000000.0038142.688184e-050.1101084096-4.00.20.0
fftma20.0238570.0238572.385700e-020.02385710.00.00.0
covariance0.0228370.0228372.283700e-020.02283710.00.00.0
ran20.0000000.0000075.074032e-070.00267352680.00.20.0
cov_value0.0000000.0000185.033670e-070.00179435640.00.00.0
fourt0.0002330.0003412.863333e-040.00085930.00.00.0
build_real0.0000540.0000545.400000e-050.00005410.00.00.0
cgrid0.0000240.0000242.400000e-050.00002410.00.00.0
prebuild_gwn0.0000180.0000181.800000e-050.00001810.00.00.0
length0.0000040.0000054.333333e-060.00001330.00.00.0
clean_real0.0000030.0000033.000000e-060.00000310.00.00.0
maxfactor0.0000000.0000016.666667e-070.00000230.00.00.0
\n", "
" ], "text/plain": [ " time memory \\\n", " min max mean sum count min max \n", "function \n", "Py_kgeneration 0.215496 0.215496 2.154960e-01 0.215496 1 -3.0 -3.0 \n", "generate 0.189414 0.189414 1.894140e-01 0.189414 1 -3.0 -3.0 \n", "gasdev 0.000000 0.003814 2.688184e-05 0.110108 4096 -4.0 0.2 \n", "fftma2 0.023857 0.023857 2.385700e-02 0.023857 1 0.0 0.0 \n", "covariance 0.022837 0.022837 2.283700e-02 0.022837 1 0.0 0.0 \n", "ran2 0.000000 0.000007 5.074032e-07 0.002673 5268 0.0 0.2 \n", "cov_value 0.000000 0.000018 5.033670e-07 0.001794 3564 0.0 0.0 \n", "fourt 0.000233 0.000341 2.863333e-04 0.000859 3 0.0 0.0 \n", "build_real 0.000054 0.000054 5.400000e-05 0.000054 1 0.0 0.0 \n", "cgrid 0.000024 0.000024 2.400000e-05 0.000024 1 0.0 0.0 \n", "prebuild_gwn 0.000018 0.000018 1.800000e-05 0.000018 1 0.0 0.0 \n", "length 0.000004 0.000005 4.333333e-06 0.000013 3 0.0 0.0 \n", "clean_real 0.000003 0.000003 3.000000e-06 0.000003 1 0.0 0.0 \n", "maxfactor 0.000000 0.000001 6.666667e-07 0.000002 3 0.0 0.0 \n", "\n", " \n", " median \n", "function \n", "Py_kgeneration -3.0 \n", "generate -3.0 \n", "gasdev 0.0 \n", "fftma2 0.0 \n", "covariance 0.0 \n", "ran2 0.0 \n", "cov_value 0.0 \n", "fourt 0.0 \n", "build_real 0.0 \n", "cgrid 0.0 \n", "prebuild_gwn 0.0 \n", "length 0.0 \n", "clean_real 0.0 \n", "maxfactor 0.0 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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dd19Jw9cqLy/f5fLLL1/65ZdffnXiiSeu2bBhQ1rfvn3Xv/LKK9/OmDHj62HDhv1y2WWXdXnvvfdyJWn8+PEL991333VnnHHGL/Wjft26dav55Zdf0o899thevXv3Xj916tRvXnvttXnLly/POOmkk7q25Pu100471dm2XfXEE0+UrFmzJq22tlZjx44tKy4uruvfv//6xp7z8MMPl7Rp08YdNmzYqq0dt7q6Oi0zM9NLT0/feF9ubq4rSe+++26eJE2bNi2vR48eG3bdddeNo5mDBw+uWLt2bfqMGTPaNHbcPn36rP/oo4/y1q5da/373/8uLCsrq915553rHnzwweLs7Gz33HPPXb1j3wkAANCYqF0TGc9WrVqV9tJLL5WMHz/+xxNPPLFSkp577rnQLrvs0rv+Md9++23Wiy++WPrdd9/NtG27VpJGjRq1dNKkSYUPP/xw6f33379Ikurq6qx//OMfC/baa69qSbrooouW3XXXXR3rj3P77bd3vO22234aNmzYaknafffda77++uuljz32WNmIESNW1D/ukksuWVr/mHqjRo1aWv/fe+6557JJkyYVPPfcc8VHHHHE+pKSEiczM9PLyclxO3fuvLFc3Xnnne333HPP9fX5JGnChAmh7t279545c2Z27969q3fke5aWlqZJkybNO/HEE7u3a9eub1pamoqLi2tfe+21eWVlZU5jz3n66adLTzzxxJV5eXlb3Uvz2GOPXXPrrbfucvPNN+904403LqusrEy79tprO0nSkiVLMiVp6dKlmaWlpbUNn1d/enzRokWZkjZsftwrrrhixcyZM3N79eq1d1FRUd1TTz31w/Lly9NHjx7d8b333pt7xRVXdHzllVeKO3fuXP3UU0+FunTpUrv5MQAAQNOlRImcM2dOdl1dnTVgwIB19feVlJQ4Xbp0qar/84wZM3Icx9Gee+65d8Pn1tTUWEVFRRtLW5s2bdz6AilJHTt2rF25cmWGJK1ZsyZt4cKF2VddddVuI0eO3K3+MY7jWHl5eZsUr4MOOmhdwz/X1dXp+uuv7/Dqq68WLV26NKu2ttaqqamxcnJytnkKdtasWTkfffRRfm5ubt/Gvu7GSmTDxw4ZMmTFs88+u2Dzx7iuq+HDh3cuKSmp/e9//zsnNzfXe+ihh0pPPvnkHh9//PE3u+222yYlbNKkSW1/+OGHNk888cSP28q7//77V91///2hm266adfbb799l7S0NO+8885bVlJSUpeWtuMD49nZ2d5TTz21yddxyimn2MOHD1/20Ucf5f7nP/8p+uqrr2bfeuutO19yySWdJ06c+P0OvxgAAEiNEtkUlZWVaenp6Zo+ffrshqdaJamgoGBjAczIyNhklM2yLHle+K6Kioo0SRozZsz8gQMHblISN39eXl7eJuXwlltu2fmRRx5p/9e//nVh3759N+Tn57sjRozYtaamZpuTbtatW5d+5JFHVtx9990/bf65zp07Nzra9vHHH8+u/++ioqJGRxVff/31/MmTJ7dbvnz55/XXEg4YMGDBbrvtVvDwww+XjB49+ueGjx8/fnzp7rvvvmHgwIGNnupu6JJLLll5ySWXrFy4cGFGQUGBa1mWHnnkkZ26detWLUk77bRT7eeff9624XMWLVqUIUmdOnVq0gji66+/nj937tyc559/PnTJJZfsctRRR1UUFBS4Z5999sqjjz5696YcA9ge2x8slFQsqW2DW95mf254y1H4fTet4a1t99Er0zLXFEnyIjdHUo2k6sitKnJb3+C2VlKFpNWSKh78ednKARuqKlRewbW/AGIiJUrk7rvvXp2RkeFNnTo1t0ePHjWStGLFivRQKNTm4IMPXitJBx100HrHcbRkyZLM3/72tzu0L/iuu+5aV1ZWVvvDDz9kX3rppSub89wPP/ww75hjjln9xz/+caUkOY6jH3/8sU337t03nrrNzMx0HWfTztenT5/1b7zxRrtevXpVb235m83tvffe2z3FvW7dujRJ2rxQW5al+lnP9SoqKtKCwWDxjTfeuEWR3Zb6ax7HjRtXkpWV5Q4ePHiNJB166KFr77vvvg6LFi3KqD+N/cYbbxTk5eU5++23X9W2jilJ69evt6666qrOEyZM+CEjI0OO41j1Rb+mpsba/HsINGT7g+0ldZK0k6T2jdzq7y+TlL2VwzSLlV41R1KLfrkpdNx5knqovHC1pJWR2wpJSyX9tMWtvOKXlrweAKREiSwqKnKHDh264qabbtq1pKTE6dChQ+1NN93UMS0tTZYVHujr3bt39eDBg1decMEFXUaPHr3woIMOWr9kyZKMt956q6BPnz4bzjjjjIqmvJbf719844037lpYWOgMHjy4oqqqKm369Om5q1atyigvL1+6ted17dq1KhgMFr399tttS0pKnDvvvHOnFStWZHTv3n3jYzp37lzz2Wef5c2dOzeroKDAbd++fd0111yz7JlnnikdPHhwV7/f/3NpaakzZ86c7Oeee674+eefD0X2g262I444Yl1BQUHdaaed1qW8vHxx27Zt3QceeKBs0aJFWSeeeOIm34vHHnus2HEca/jw4VsU5/feey/3/PPP7/Luu+/Oq78OcfTo0WWDBg1aV1BQ4ASDwYJRo0btcuONNy4qLS11JOnkk09e061btw2nn356l7/97W8/LV68OHP06NGdhg0btjwnJ2er11vWu+666zoeddRRFf37998gSf379197yy237PLRRx/9cs8997Tv16/fDv2SgORg+4N5krpI6hr52KXBn22FRwwTTpHr5EmyJBVFbt22+YTywipJi7RpuZwvaa6kuSqvYEksANuUEiVSkh588MGFw4YN2+20007rnpeX51x++eU/L168OKtNmzYbh9VeeOGFkN/v73DDDTfsumzZssyioqK6fffdd91JJ53UpAIpSVdfffUvubm57j333LPzqFGjdsnJyXF79uy5YcSIEVstkJL017/+dUkoFMoeMmRIzzZt2rjnnHPO8mOOOWb1mjVrNg4FXn/99T+fe+65Xfbdd9+9qqqq0ubMmTOrV69eNVOmTJlzzTXX7HLCCSf0rK2ttTp06FBzxBFHrGnJNYYdOnSoe/XVV7+94YYbOh133HG96urqrO7du2945plnvjvkkEM2mdgyYcKE0t/85jer6ktgQ+vWrUsPhUJtGp6W/+STT9reeeedndavX5/WpUuXqrvuumv+ZZddtrGAZmRk6I033vjuoosu6nzkkUfu3qZNG/fUU09d0ZR1Hj/55JM2r732WtGsWbM2nrI/77zzVk2ePDn/6KOP7mXbdvVzzz33ww5/Y5AQbH/QkrSbpL0l7RP52F3holhqMFqraee4+dt/1CbaKFw0Gy+b5YVrJc1TuFTOUX25lOapvGK7l60ASH4bT/M11YwZM17Lz88f1LNnz+9aKVNMrFmzJq1Tp069R40a9dPIkSM5rQPNmzeve2Vl5fv9+vUbbDoLms72B0sULor1t70jt+aWKmPyet0yx0qr2fHT2Z5XNyu0MFaDAp7Co5bfSPpC0gxJn0n6XuUVzfsHBUBCS5mRyKlTp+Z89dVXOQMGDFi3atWq9PLy8g6SdMYZZ6w2HA1AE9n+YLGkgyO3AyX1kbSz0VBxwJLWKDzBJ0Yvp10jt980uL9C5YWfK1wq64vlPIolkLxSpkRK0r333rvTyJEj22RmZnp77bXXunfeeWduhw4dGt2eD4BZtj+YIam3fi2NB0vqYTRUnEqXKhW7Erk1hZIOj9zqVaq88AtJn0qaJul9lVcsi3kyAK0iZUpk//79N3z99dffmM4BoHG2P9hO0mGSDlW4MO4vKXdbz0FYluet2/6jjMiXNDByGylJKi+cI+l9SVMkTWECD5C4UqZEAogvtj+YLam/pKMjt/0kpW/zSWhUjuttsYtTHNs9chsuSSov/EHhUhkuluUVTHwDEgQlEkBM2P5gmqS++rU09ld48W20UJ7n1pjO0AJdI7c/SJLKC3+S9LakoKS3VV6xxlgyANtEiQTQamx/sIOkExSegHGEzF+3l5TyHTeZru3eRdJ5kVutygunSnpTUlDlFbO3+UwAMUWJBBBVtj+4h6QTJQ1ReAb1NrfuRMsVuW6ybsOUqV8n69yp8sKQpP8oXCrfUXlFIp3GB5IOJRJAi0QW9j5Y4dJ4oqReRgOloJLU2crTlnRp5Fal8sL3JL0s6WWVVzRrq1kALUeJBNBskUkxRylcHE8QazUaVeI4qTghqY2k4yK3B1VeOEnSC5L+rfKK1SaDAalix/fFSzCu6+rMM8/crbCwcF/LsvpNmzYtp7H7TOcE4pXtD6bb/uAxtj/4mKSlCk98uEgUSONKHTfVBwQyJP1WUvhns7zwDZUXnqvywgLDuYCkFr03nvLCflE7VpNer2JGcx7+4osvFrz44oslb7755txevXpVd+jQoa6x+yzL6jdhwoTvf//7369upeQbvfHGG/ljx45tP3PmzLZr165N32233aqvvPLKny+99NIWn5a56667Sl944YWS2bNn565bty5t+fLlX2y+t/V1112381tvvdVuzpw5ORkZGV5lZeUX2zuu67q6+uqrOz7zzDOllZWVGfvtt9/ahx9+eP4+++xTXf81nXDCCT0be+7kyZO/Oeywwxrdc/fCCy/c5V//+ldpTk6Oe+utt/7U8Hvw2GOPFT399NMl7777bkJvtZmobH/wQElnSzpNFMa4VOo4WaYzxJEsSb7IrVrlhRMVHqF8TeUVlUaTAUkmZX57/e6777LLyspqjznmmHXbui+WPvjgg7Z77733Br/f/3PHjh3rXn755cLLL7+8S7t27ZwzzzyzoiXHXr9+fdrRRx9dcfTRR1fcfvvtnRp7TE1NTdqQIUNW/vTTT1nPP/98aVOOe/PNN+/86KOPtn/wwQdDPXr0qL7hhhs6HnfccT3nzZv3VW5urnf00UevnT9//pcNn/OnP/2p0wcffFAwcODARgvks88+W/jKK6+UvP766/O++eabNldeeaU9ZMiQNR06dKhbsWJF+qhRozq9/fbb85r/XcCOsv3BzpJ+H7lxjWOcK3EczqI0LlvS4Mhtg8oLX5T0qMorppiNBSSHlCiRQ4cOtV9++eUSSbIsq1/Hjh1rDj744MrN76t//Lnnntvt3HPPVceOHWsWLVo06+qrr+745ptvtrvkkkuW3nHHHR0rKioyTj755BVPPPHEgvLy8p0eeuihnV3X1UUXXbT0jjvu+Ln+OOXl5Ts9++yzJQsXLswuLCx0jj766NUPPPDAT4WFha4kBQKBnxvm3GuvvZa98847BS+//HJRS0vkLbfcskwKjwxu7TFjx45dLEn33ntvyfPPP7/dY7quq/Hjx7cfOXLkknPOOWe1JL3wwguhjh079nn66afbDR8+fFWbNm28zp07b1xupLq62nrrrbfaXXDBBcvS0hq/emL27NltDj744MpBgwatHzRo0Pobbrhh13nz5mV16NChbsSIEbucd955y3r06JHI6+AlBNsfbCvpVEnDFN45hlnVCaLEcdqazpAAclT/i1F54XcKn/p+QuUVS8zGAhJXSpTI8ePHL+zatWv1U089Vfbxxx/PzsjIUHZ2trf5fZLUqVOnPvfcc09oyJAhFfX3SdLChQuzJ06cWPjGG298O3fu3Ow//OEP3ebPn5/drVu3qnfeeWfO5MmT86666ir72GOPrTzyyCPXSVJaWpp39913L+zZs2f13Llzs6+88srOl1122S5PP/30gq1lraysTO/Zs2dVa39PdsScOXOyfvnll8zf/va3Gxf/LSkpcXr37r1u+vTpecOHD1+1+XOee+65woqKioxLLrnkl60dt2/fvhsmTJhQtnz58vQ5c+ZkV1dXp+25557VEydOzJs5c2buhAkT5rfW1wTJ9gf3Uni26+8lcQ1ZAmrnuFv9ZRGN6i5ptKTbVF74H0mPKLwOZTKttwm0upQokSUlJU5+fr6Tnp6+yShZY/dJUlFRkbP5fa7r6tlnnw0VFRW5/fr1q3rwwQcrf/jhhzaTJ0/+Nj09XX369KkeN27czpMmTcqvL5H1o4GS1KtXr5oVK1YsvvrqqztLarREPvLII0WzZs1q+/DDD8dlaVq0aFGmJHXq1GmT701ZWVntsmXLMht7zuOPP146YMCAim7dutVu7bhDhw5dM3Xq1JX9+vXbo02bNu7f//73H/Pz890RI0Z0fvTRR0N33nln2fjx43cqLi6uGz9+fGj//fePy5KdSGx/MEvSUIXL40DDcdBCBa5L+d8x6ZKOj9x+VnnhBEmPqbxirtlYQGJIiRIZDZ06daopKipy6/9cVlZWm56e7qWn/7qyRmlpad2yZcs2fk9feeWV/DvuuKPD999/32bdunXpjuNY1dXVVmVlZVp+fr7b8Pivv/56/ogRI+wxY8bM31ZJ6t69+16LFy/OkqT9999/7fvvv/9tVL/QKPr+++8zP/jgg8JHH330++09dsyYMYvHjBmzuP7P11xzTYeBAwdWZmVleWPGjOk4c+bMr//1r38VDhs2rMvXX3/9TesmT162P9hF0sWSzpdUZjgOosHzKjMkRiJbbmdJf5L0J5UXTpF0n6RXVF6RMotwAs1FiWyijIwMr+GfLctq9D7XdS1Jmjt3btbpp5/e45xzzln+l7/8ZVFZWVndu+++mzdy5Ei7urrays//9T0/GAzmnX766d1vu+22hZdffvmKbeV48803v62pqbEkqW3btu62HhttnTp1qpWkRYsWZey2224bRxaXL1+euffee28xaeahhx4qLSwsrGvu9Z2ff/55mxdffLFk5syZs++7777SAw88sLJjx45155133qqrrrrKXrVqVVrDQo9ti+xZ7VN41PFYpdDSXqkgXaoUJTLaDovcFqi88EFJ/1B5xTbfm4FURIncTEZGhudEYfeH6dOn50YmoiysH618+umnt9g3+I033sg/7bTTut98880/XXvttVu9brBez549jU0w2X333WtKS0trJ06cWHDooYdukKSVK1emzZw5s+1FF120rOFjXdfVc889V3rKKaesyM7O9ho/4pZc19Xw4cN3u/322xcWFha6juOotrbWkqT68uw4DhM+miAyUeZCSVcpvNMHklCm5601nSGJdZZ0u6RbVF74jKSx7N8N/IoRic106tSpZtKkSQULFizIWL58+Q7vAtGrV6/quro6a/To0e1nz56d9cADDxQ/+eSTm5w+fP311/NPPfXU7ueff/6ys88+e9WCBQsyFixYkLF06dIW7z6xYMGCjGnTpuXMmzcvW5I+/fTTnGnTpuU0PPa3336bNW3atJwFCxZkua5rTZs2LWfatGk5FRUVG38uunTpsteECRPaSVJaWpqGDx++bOzYsR2eeeaZwo8//jjntNNO61JWVlZbP1u74de2aNGirEsvvXS7xbihsWPHlpaUlNSeddZZFZI0aNCgtR9++GH+O++80/avf/3rTt26davafL1LbMr2B8tsf/A2ha+9HScKZFLL9rxGl85CVOUo/AvZVyov/I/KC48xHQiIB4xEbmb06NELr7/++l27du1autNOO9UuWrRo1o4c55BDDtlQXl6+8L777tt59OjRnfbff/+1t9xyy0+XX355l/rHPPHEEyVVVVVpDzzwwM4PPPDAxkWcDzjggLUff/xxiy7sHjduXPuxY8d2qP/zcccd10uS7rnnntAVV1yxQpL8fn/H+mWOJKl///57StLrr78+7/jjj6+UpFAo1Gb16tUbi+dtt93287p169KuvPJKu7KyMr1fv35r33zzzXm5ubmbjDY+8sgjpX379l3Xt2/fJk+CWbhwYcaYMWM6TJ06dU79fUccccT6iy++eOnQoUN7FBcX1z766KM/Nv+7kRpsf7C7pGsk/UHhLeGQAtq6HstfxY6l8M44v1V54SxJYyQ9o/KKrU4cBJKZ5XlNPtMoSZoxY8Zr+fn5g3r27MnuIUgq8+bN615ZWfl+v379BpvO0hy2P3iApOsknSTOLiSkvF63zLHSanbfkef2qq754MXFPw+IdiY02XxJAYVndVPokVIYiQQSlO0PHqdweTzMdBaY0851ubzDrN0kPSjpRpUX3iHpEZVXsAwZUgIlEkgwtj/4G0m3STrQdBaYVxSFiYCIil0UXhboBpUX/k3Swyqv4HpVJDVKJJAgbH9wkKS/iMXB0UAJJTLedFD4Wkm/ygvvlvSAyivWGc4EtApKJBDnbH/wYIVHHo82nQXxp9RxeR+PT+0l3SHp/1ReOFbSvSqvYDkmJBXefIA4ZfuDfRUujz7TWRC/Sh2n0S1HETdKJf1V0hUqLxwlaTx7dCNZMJMTiDO2P7i37Q++JGmGKJDYjlLHYTmnxLCTpAckfa3ywpNNhwGigZFIIE7Y/uBOCo9YnCd+wUMTFTtOW9MZ0Cw9Jb2k8sLpkv5P5RVTTQcCdhQlEjDM9gezJV0t6XqxBzKaqdhxKZGJ6RBJH6i88FVJ16m8okUbTAAmMNoBGGT7g6dJmiNptCiQ2AHtXLfQdAa0yIkKb6f4kMoLd97uo4E4QoncjgMPPLDX+eefv6vpHEgutj/Yz/YH/yfpn2Jva+woz6tu43k5pmOgxTIkXSzpO5UXXq/ywizTgYCmiNrp7H2e3KdftI7VFLOGzZoRzeO98cYb+SeccELP5cuXf1FaWhrXC69dd911O7/11lvt5syZk5ORkeFVVlZ+sb3nuK6rq6++uuMzzzxTWllZmbHffvutffjhh+fvs88+1fWPOfLII7t/8803OStXrswsKCio69+/f+W4ceN+sm17q/vCXnjhhbv861//Ks3JyXFvvfXWny699NKV9Z977LHHip5++umSd999ly0yI2x/sKPCo47nKrwPL7DDLGmNpDLTORA1bRV+fxim8sLLVF7xjulAwLYwEmlAVVVVi8pDTU1N2pAhQ1aec845y5v6nJtvvnnnRx99tP3YsWMXTJky5ZucnBznuOOO67l+/fqNWQ477LA1Tz/99A+zZs366tlnn/1+/vz52SeddFK3rR3z2WefLXzllVdKXn/99Xl//vOffxo5cqS9ZMmSDElasWJF+qhRozo9/PDDC1rytSYL2x/Msv3BGyXNkzRMFEhEQYbEuoPJqZekSSov/KfKCzuZDgNsTcqUyA0bNlh/+MMfdi0uLu6TnZ29X79+/XpNmTIlV5Lmzp2bdcIJJ/SUpLKysn0ty+o3dOhQu/65ruvqkksu2aWwsHDf0tLSPldffXXHhsf+5Zdf0k8//fTdioqK+uTl5fU9+OCDe06fPn3jKaarr7664+67777nmDFjSjt16rRPbm7ufi35WsaOHbv41ltvXbbPPvtsaMrjXdfV+PHj248cOXLJOeecs/qggw7a8MILL4SWL1+e+fTTT7erf9ytt9667KijjlrXs2fPmmOOOWbdtddeu+TLL79sW11d3WjhmT17dpuDDz64ctCgQesvvvjilW3btnXmzZuXJUkjRozY5bzzzlvWo0ePmpZ8rckgstPMlwrvNsMkCERNtuexE0pyC18zXV54rcoLmQiLuJMyJfKPf/zjLm+++WbRQw899OO0adNm27ZdPXjw4J5Lly5N79atW80TTzzxvSR9+eWXX82fP//L8ePHL6x/7ksvvVTStm1b54MPPvimvLz8p3HjxnX497//XVD/+cGDB3ddvnx55quvvvrt9OnTZ/fu3Xv97373u55Lly5Nr3/MggULsl955ZWiF1544bvp06fPjuXXPmfOnKxffvkl87e//e2a+vtKSkqc3r17r5s+fXpeY89ZunRp+rPPPlvSt2/ftdnZ2V5jj+nbt++GmTNn5i5fvjz9f//7X251dXXannvuWT1x4sS8mTNn5t54443LWutrSgS2P1hk+4OPSJosaXfDcZCEcly3ynQGtLo8SX+T9IXKCw8zHQZoKCVK5Jo1a9KefvrpslGjRv102mmnrenXr1/Vs88+Oz87O9u9//77SzMyMlRSUuJIUseOHes6d+5cV/9nSerZs+eGu+++e8k+++xTffnll6/Ya6+91r/99tv5kjRx4sS8WbNmtQ0Gg98PGjRo/T777FM9fvz4n/Lz852nnnqqqP4YtbW11vPPP/9j//79Nxx00EFNGkGMlkWLFmVKUqdOnTbZJaGsrKx22bJlm+x2cemll3bKycnpu/POO++7aNGirGAwuNXrGYcOHbrmlFNOWdmvX789LrjgAvvvf//7j/n5+e6IESM6P/jgg/PvvPPOMtu2995vv/12//TTT1NqQWTbHzxb4VnXF4hT12glea6X8iP9KWQvSZNVXvg0s7gRL1KiRH7zzTfZdXV11pFHHrnx+qHs7GyvT58+6+bMmbPdmY177rnnJqWvffv2NcuXL8+UpM8++yxn/fr16SUlJfvm5ub2rb8tWrQo+/vvv8+uf07Hjh1rOnbsuM2trho+/6yzzurc/K+05W655ZalH3300eyXX3752/T0dO+MM87o4rruVh8/ZsyYxQsWLPhq3rx5s88999zVN954484DBw6szMrK8saMGdNx2rRpc4YNG7Z82LBhXWL4ZRhj+4NdbX9woqSnFd47F2g1ha7L9nmp52xJc1VeeKHpIADXWDRBZmbmJqdzLctSfbFau3Ztemlpae0777yzxUKxDUczc3Jytt7EIj7++OONp7mLioqiNkO8U6dOtZK0aNGijN12223jTOvly5dn7r333usbPrZDhw51HTp0qOvdu3d17969N3Tv3r33u+++2/boo4/e7rVXn3/+eZsXX3yxZObMmbPvu+++0gMPPLCyY8eOdeedd96qq666yl61alVaUVHRdr8Picj2BzMkXSvpFkksuYKYKHKcpPz7hO0qkPQPlReeKulClVcs3N4TgNaQEiORe+yxR3VmZqb37rvvbrz+r7q62po5c2bbPfbYY4MkZWdnu5JUV9e8X+z333//9StWrMjMzMz09t577+qGtw4dOjTrYA2fu/mp55bYfffda0pLS2snTpy48TrOlStXps2cObPtIYccstXZna7rWpJUVVW13Z8T13U1fPjw3W6//faFhYWFruM4qq2ttSSppqbGkiTHcZLytK7tDx4g6TNJt4sCiRgqdtyk/DuFJvuNwguVX2Q6CFJTSpTIgoIC95xzzll+yy237PLiiy8WzJgxo81ZZ521W1VVVdqIESN+kaTu3bvXWJalf/3rX+0WL16cUVFR0aTvzYknnrimT58+a0888cTuL7/8csHcuXOz3n777bYjRozo9P777+e2xtfz7bffZk2bNi1nwYIFWa7rWtOmTcuZNm1aTsPMXbp02WvChAntJCktLU3Dhw9fNnbs2A7PPPNM4ccff5xz2mmndSkrK6s955xzVkvSu+++23b06NFl06ZNy5k3b17Wa6+9ln/66ad33XXXXauPOuqo7S4jMnbs2NKSkpLas846q0KSBg0atPbDDz/Mf+edd9r+9a9/3albt25V8b7+ZnPZ/mCG7Q+OkjRd0j6m8yD1lDpOSryHY5sKJI1XeeFbKi80chkUUlfKnM6+//77f3JdVxdddFGX9evXp++9997rXnvttXllZWWOJHXp0qX2mmuuWTxq1KhOV155pX3SSSeteOmll0LbO25aWpomTZr07ciRIztdcskl9qpVqzJKS0trDzzwwLUdO3bc6iLdLeH3+zu+/PLLJfV/7t+//56S9Prrr887/vjjKyUpFAq1Wb169cbZ4bfddtvP69atS7vyyivtysrK9H79+q1988035+Xm5nqSlJeX57722mtFd955Z6cNGzaklZaW1h5++OEVf/nLX5bk5OQ0Oju73sKFCzPGjBnTYerUqXPq7zviiCPWX3zxxUuHDh3ao7i4uPbRRx/9MdrfB5Nsf3APSU9Jiuki+0BDZY6Tuf1HIUUco/Co5P+pvOJh02GQGizP22Y/2MKMGTNey8/PH9SzZ092IUFSmTdvXvfKysr3+/XrN3hrj7H9QUvSlQqfuk6pGedoPXm9bpljpdU0exmosUuXf3H0+g37tkIkJLZJCl8rOd90ECQ3ToUATWT7g7sq/OY8VhRIxIFSx+HnEI05WuFRyQtMB0Fyo0QCTWD7g7+XNEvSkaazAPWKHLfRzQIAhRcpfySydWKh6TBITpRIYBtsf7DU9gdflDRBEm/EiCvtXCffdAbEvdMU3u3mENNBkHwokcBW2P7gYZJmShpqOguwBc9zC1yvYPsPBGRLel/lhTeovJB/9xE1O/LDtMF13ebNxgHinOd59WuErrX9Qcv2B2+Q9I6kDmaTAVtVabGlJpouQ9JfJb2t8kLe1xAVO1Iif6qtra2tqKjgWhwkBc/ztGjRop3r6urWrq1xF0l6U+E32/TtPBUwJkNaYzoDEtKRkmaqvNBnOggS346sE3l/bW3toIULF/ZYunRp1AMBsVZXV6e6urq1SyqqZo1865czJXUynQnYnkzP2+4mAMBWlEp6XeWF90i6TuUVNaYDITE1e51ISZoxY8bxkk6RVBz1RECMeZ639tMl1WX3fFRx+IY6L2UW4Ef82JF1Iosc5/P3Fyzq21qZkDI+lXQy+29jR+zQP5j9+vV7Q9IbUc4CxJztDxZJelLhddWAhNHWdatNZ0BS2F/SDJUXnqryiimmwyCxMEsLKcv2Bw+Q9LmkE0xnAZqrwHXrTGdA0iiTNEnlhVeaDoLEQolESrL9wfMk/U/SbqazADuineM6pjMgqWRIGqfywgkqL8wxHQaJgeu/kFJsfzBD0t2SrjCdBWiJYpZaQ+v4vaS9VF54ksorFpgOg/jGSCRShu0PFkv6ryiQSAIljsP7N1rLfgpfJ3mE6SCIb7wJISXY/uBekj6RdJTpLEA0lNY5nElCaypVeGHyq00HQfyiRCLp2f7gcZKmSepqOgsQLWWOk2U6A5JeuqS7VV74pMoLM02HQfyhRCKp2f7gVZJel8Qew0gqJY7D5AfEyrmSJqq8sJ3pIIgvnA5BUrL9wUxJ90sabjoL0BqKHTfXdAaklCMkTVV54e9UXjHfdBjEB0YikXRsfzBPUlAUSCSxYtfJM50BKWdPSR+qvLCf6SCID5RIJBXbH2wvabKkYwxHAVpVgeMWms6AlLSzpCkqL/SZDgLzKJFIGrY/2E3hCTT8lozk5nnrsyQm1sCUtpJeVXnhpaaDwCxKJJKC7Q/uJ2mqpG6mswCtLU1aYzoDUl66pL+rvPBOlRdapsPADEokEp7tDx6t8CnsnQxHAWIi0/PWms4ARPyfpOdVXphtOghijxKJhGb7g2cqPIkm33QWIFayPW+96QxAA6dJCqq8sK3pIIgtSiQSlu0PjpT0jLg2DCkm1/OqTWcANnOUpEkqLywyHQSxQ4lEQrL9wTsljZHEtThIOXmuW2M6A9CIgyVNVnkhlxalCEokEortD1q2P3i/wtfhACmpnePWmc4AbEVvz9P7v7/h9l1NB0Hro0QiYdj+oCXpQUmXmc4CmFTkuqYjAFv1sHP8z/9ze38QWXYNSYwSiYRg+4Npkv4h6WLTWQDTShzHdASgUc/WHTklUHfWIEmdJb1v+4N7mM6E1kOJRNyLFMjHJF1gOgsQD0ocJ8N0BmBzQeegyTfUXXhYg7s6Spps+4O9TWVC66JEIq7Z/mC6pAmShpnOAsSL0jpKJOLL/5x9plxWe+XhjXyqvaT3IhtCIMlQIhG3bH8wQ9LTks42nQWIJ2WO08Z0BqDe5263939fe/1h23hIsaS3bX9wn1hlQmxQIhGXbH8wU9Jzks4wnQWIN8WOm2s6AyBJc91dpp5c8+cBTXhosaRJtj+4e2tnQuxQIhF3IiOQ/5R0iuksQDwqdh12BoFxC9yyD4+rCRzsKa2pXaK9pHeYtZ08KJGIK5FlfJ6UdJLpLEC8aue4BaYzILUt89p9elTN3fu5Sktv5lM7KlwkO7dGLsQWJRLx5n5JZ5kOAcQtz6tr63l5pmMgda3y8r4cVD12r1pl7OiWs7spXCQ7RjMXYo8Sibhh+4N/kfRH0zmAeGZJFaYzIHWt9drMHlB9T9cqZee08FDdFb5GsiwauWAGJRJxwfYHr5F0o+kcQLzLkCpNZ0Bq2uBlzetffW/HdcrJj9Ih91C4SBZH6XiIMUokjLP9wQsk3WU6B5AIsjxvvekMSD01XsaPA6vHFVUor12UD91b0kTbH+Q63wREiYRRtj94iqTxpnMAiSLH9TaYzoDUUuul/3RE9d1tflG71jr1vL+klyNLuyGBUCJhjO0PHivpGfFzCDRZW8+tMZ0BqcPxrKXH1tzhLFJZh1Z+qaMkPRZZoQMJgn+8YYTtDx4q6WVJOzq7D0hJBY5bazoDUoPrWStOqPnr2h+8jrvF6CXPkTQ6Rq+FKKBEIuZsf7CnpNclsesG0ExFruuazoDk53mqOKXm1uWzPTvWC4P7bX/w0hi/JnYQJRIxZfuDJZKCCm+BBaCZih2H031oVZ6ndefW+hd85vU0tUXh/bY/eKKh10YzUCIRM7Y/mCXp3wqvDwZgB5Q6Du/baDWep+pLa6+c+z+39z4GY6RJes72Bw82mAFNwJsRYukxSQNNhwASWanjZJjOgOTkear9v7qLv/yve9B+prNIypH0uu0P9jAdBFtHiURM2P7grZLONp0DSHSljpttOgOSj+fJva3u95+86Bx2oOksDZRK+o/tD7Y3HQSNo0Si1dn+4NmSyk3nAJJBieO0MZ0BycXz5I2rGzrtMee4Q01naUQ3Sa/Z/iC/PMUhSiRale0PDpT0qOkcQLIodpw80xmQXB53fvv+Pc7QAaZzbMNBkh4yHQJbokSi1dj+YHeFJ9LwGyQQJUWOS4lE1LzkDJw8qu7cw0znaII/2P7glaZDYFOUSLQK2x9sp/BSPiWGowDJw/O8AtctNB0DyWGSs9+Ua2ovPdx0jma4y/YHjzQdAr+iRCLqIttWPSWpp+ksQJJZmy6lmw6BxPehu8eUC2uvTYQRyIYyJL1g+4NdTAdBGCUSreEmScebDgEkm3RpjekMSHxfufb/zqi5aZDpHDuoRNKrtj/Y1nQQUCIRZbY/+FsxExtoFZmet9Z0BiS2H9wO006o+Ut/yUrknY/2kfSE6RCgRCKKIqcYnhU/V0CraON5VaYzIHEt8ko+/k3NHQd4SkuG9+hTbH/wJtMhUl0y/CAhDtj+YI6klyQVmc4CJKtclxKJHfOLV/DZEdVj+tQpI9N0ligaZfuDJ5gOkcookYiWByX1NR0CSGYFrltrOgMST4WXO2tQ9bheNcpMtuXWLElP2/5gV9NBUhUlEi1m+4OXSBpmOgeQ7Apd1zGdAYllnZf9zYDqezqvV5tknYhSIOmftj+YZTpIKqJEokVsf/AgSfeYzgGkgmLH8UxnQOKo8jK/H1g9rn2l2ib72qL7SwqYDpGKKJHYYbY/WCLpRUn8BgjEQInj8J6NJqn10ucfXj02b6UKU2XDh5FcHxl7vCGhJR6RtIvpEECqKHVcFhrHdtV5aYuPqrkr/WcV72Q6S4w9YfuDu5oOkUookdghtj94saQhpnMAqaTUcRj1xzY5nrX8dzW3Vy/wdkrFX/CLJT1r+4P8shUjlEg0m+0P7i5pjOkcQKopcZw2pjMgfrmeVp1UM2r1PG/XVN4WcICkUaZDpApKJJolMgPuOUm5prMAqabEcfh7h0Z5nirPrLlpyUyvWw/TWeKA3/YHjzEdIhVQItFct0va13QIIBUVO26e6QyIP56nDRfUXvvDR96ee5rOEifSJD1l+4Opdk1ozFEi0WS2P/gbSSNN5wBSVaHrJvtSLWgmz1PNFbWXf/2uu18f01nizE6SnjQdItlRItEktj9YpvBfSMt0FiAleV51G8/jmkhs5Hmqu7Hu/M9edw/d33SWOHWs7Q8ONx0imVEi0VSPStrZdAggVaVJFaYzIH54ntxA3ZkfPescfbDpLHHubtsftE2HSFaUSGyX7Q9eKolFXAGDMqS1pjMgfvzdGTz1YeeE/qZzJIA8SY/b/iBn0VoBJRLbFPkN7m+mcwCpLsv11pnOgPjwdN1RU/5Wd8ZA0zkSyOGSLjcdIhlRIrE94yW1NR0CSHW5nlttOgPMe8M5aPJNdRccZjpHAgrY/iDLH0UZJRJbZfuDF0hirS0gDuS5HiUyxb3v7DPl8torDzedI0HlKrwtIr0nivhmolG2P9hR0t2mcwAIK3Qdx3QGmDPD7fH+ubXXMwLZModKusZ0iGRCicTWPCiJNemAONHOcT3TGWDGXHeXqUNryrkGMjpus/1BFmWPEkoktmD7g2dIGmw6B4BflTAQmZIWuO0/PK4mcLBkMbs4OrIlPWn7g+mmgyQDSiQ2YfuDpZLuM50DwKZKHZf36xTzs1f06VE1d+3nKo3CE137S7rMdIhkwJsSNnefpFLTIQBsqtRxskxnQOys8vK+OLx6zF61yuD/e+u4zfYHO5gOkegokdjI9gcHSzrDdA4AW6JEpo5KL+frAdX3dKtSdo7pLEmsQNI40yESHSUSkiTbH8yT9HfTOQA0rsRxck1nQOvb4GXNG1B9T6d1ysk3nSUFnGb7g78xHSKRUSJR71ZJnUyHANC4Ysdl0f8kV+1l/DiwelxRhfLamc6SQh6w/cE2pkMkKkokFFnu4ErTOQBsXTvXYWQqidV66T8dWX13m1/Ursx0lhTTXdL1pkMkKkokJOkBSZmmQwDYCs9z812vwHQMtA7Hs37+Tc0d7iKVMdHDjOtsf7Cn6RCJiBKZ4mx/8EyFN6cHEKcsaY0lsU5gEnI9a8XxNaPX/eh17Gw6SwrLFnMCdgglMoVFJtPcZToHgG1Ll9aYzoDo8zxVnFJz6/JvvN26mc4CHWX7g2eZDpFoKJGp7UZJHU2HALBtmZ633nQGRJfnad3va69f8JnXc3fTWbDRXbY/yAS2ZqBEpijbH+wmaaTpHAC2L4cSmVQ8T1WX1F417wN3n31MZ8EmOkj6k+kQiYQSmbrGKHwdCIA419Z1q01nQHR4nmqvrb1k1kT3wL6ms6BR19r+IGfomogSmYIii6sONp0DQNMUuG6d6QxoOc+TM6ru95++5A46wHQWbFWupL+YDpEoKJEpxvYH08RkGiChtHNcx3QGtIznyRtbd8r0x53jDjGdBds1zPYH+5gOkQgokannbElchwMkkGLHZXmfBPeYc9z79zonDzCdA03CYEsTUSJTiO0PZku6zXQOAM1T4jiUyAT2ojNo8m11vz/MdA40y9G2P/g70yHiHSUytVwqaTfTIQA0T5njZJjOgB3zttNvyrW1lxxuOgd2yN9sfzDddIh4RolMEbY/WKDwupAAEkyJ47CSQgKa7uwx5aLaaxiBTFx7SrrQdIh4RolMHddKKjUdAkDzlTpOG9MZ0DyzXPt/Z9beNMh0DrTYKNsfzDcdIl5RIlOA7Q/uJOlq0zkA7JgSx801nQFN973bYdrgmr/0lyyuZU187SVdYzpEvKJEpoZbJLGVE5Cg2rkOIyEJYpFX8vFvau480FMa/74mj5G2P1hkOkQ84oc8yUW2N7zIdA4AO67QcQtNZ8D2/eIVfHZE9Zg+jtKZCJVcChS+JAyboUQmv79IyjQdAsAO8rz1mfwdjnsVXu7MgdX37F6jTCZBJacrbH+QeQWboUQmMdsf3FPS6aZzANhxaVKF6QzYtnVem28GVN+z2wZlc+1q8sqTdJ3pEPGGEpncrpfEhd1AAsv0vLWmM2DrqrzM7wZUj9upUm255CD5/dH2B9ubDhFPKJFJyvYHu0o603QOAC2T7XkbTGdA42q89PmHV4/NX6WCYtNZEBO54trITVAik5dfEivtAwku1/OqTGfAluq8tMVH1dyd8bOKdzKdBTH1R66N/BUlMgnZ/uAukoaZzgGg5fJdt8Z0BmzK8axlx9UEahZ67TuZzoKYayvWXd6IEpmc/k9SlukQAFqu0HFd0xnwK9fTqiE1t1V86+1im84CYy5n3cgwSmSSiVz0y7qQQJIocimR8cLztOaMmpuXzPK69jCdBUblS7rCdIh4QIlMPldLyjEdAkB0lDoOKyzEAc/T+vNr/+/Hj7099jSdBXHhMtsfTPk97SmRSSQyvP5H0zkARE9JncPuJ4Z5nmpG1I745j23bx/TWRA3yiT93nQI0yiRyWWEwsPsAJJEmeOwW41Bnqe6G+ou+PwN95B+prMg7lxt+4MpfaaAEpkkIsPqI0znABBdJY6T8qfMTPE8ubfXnfXRc85RB5nOgri0u6TfmQ5hEiUyeZwlibWrgCRT4rhc42zIA86JU8c7x/c3nQNx7RrTAUyiRCYPRiGBJFTsOnmmM6Sip+qOnnJX3ekDTedA3DvC9gf7mg5hCiUyCdj+4CBJ+5rOASD6Ch23wHSGVPOac8iUm+vOP8x0DiSMlB2NpEQmB9arApKR59W19by2pmOkkilO78lX1I6gQKI5To/sFJdyKJEJzvYHd5U0xHQOANFnSatNZ0glM9we7w+r9R9uOgcSToZSdDCHEpn4LpOUbjoEgOjLkNaazpAq5ri7fjC0ppxrILGjhtv+YMqdNaBEJjDbH8yRdKHpHABaR5bnrTOdIRXMd9t/+Lua2w+RrJRe8w8tUijpTNMhYo0SmdjOllRiOgSA1pHjelWmMyS7n72iT4+quaufqzTO6KClhpsOEGuUyMTGsj5AEmvrudWmMySzlV7+F4dXj9mrThnsCoRoOMD2B/c1HSKWKJEJyvYHB0rqbToHgNZT6Lh1pjMkq0ov5+uB1eO6VymbxdwRTSk1GkmJTFwXmA4AoHW1c13PdIZktN7Lmjug+p5O65TDQu6ItrNtfzDXdIhYoUQmINsfzJd0iukcAFpXieNQIqOs2sv4YVD1uOIK5bUznQVJqUDSGaZDxAolMjGdJinllhIAUk2p4zDZI4pqvfSFR1SPyflF7cpMZ0FSu8h0gFihRCam80wHAND6ShyHCR9R4nhpS35Tc4e3WKUdTGdB0jvY9gf3MR0iFiiRCcb2B3tK6m86B4DWV1bnZJnOkAxcz/rFVzN6w49ex86msyBlpMQEG0pk4vmD6QAAYqPEcZk53EKep4qhNeUr5nidu5rOgpRyTmRDkKRGiUwgtj+YLulc0zkAxEax63Dtcwt4ntaeU3vDws+9Hr1MZ0HKaSfpJNMhWhslMrH8RlIn0yEAxEaR4+abzpCoPE9VF9eO/Haqu/feprMgZSX9NoiUyMTChBogVXiel++6BaZjJCLPU+3VtZfOess9oK/pLEhpx9r+YLHpEK2JEpkgIj+Ig03nABAzlekSS/w0k+fJKa8799N/uwMPMJ0FKS9TSb6mMyUycZwqKdt0CACxkS6tMZ0h0XievLvrTp3+pPPbQ0xnASKS+pQ2JTJxnGo6AIDYyfS89aYzJJpHnd/9737npAGmcwANDLL9waSdy0CJTAC2P1gq6XDTOQDEThtKZLP8s+6wyX+pO2eQ6RzAZtIknW46RGuhRCaGk8S1UUBKaet6VaYzJIqJzv6Tr6u7+HDTOYCtSNpT2pTIxMCpbCDF5LtunekMiWCas+eUi2uvPtx0DmAb9rf9wR6mQ7QGSmScs/3BEklHmM4BILbaua5jOkO8m+l2+d9ZtTcdZjoH0ARJORpJiYx/J0nKMB0CQGwVO45nOkM8+87tOO3Emtv6m84BNBElEkYk9RpTABpX4ji8P2/FT17pR8fW3HGgpzS+R0gUu9v+4O6mQ0QbfwHjWGSB8aNM5wAQe6WOw2S6Riz3CmccWX33vo7SOUODRHOC6QDRRomMb0PEqWwgJZU6bpbpDPFmtdd25qDqcXvUKJONF5CIKJGIKU5lAymqxHHamM4QT9Z5bb4ZUH2PvUHZuaazADvo0GTbS5sSGadsf7CtpCNN5wBgRonjUJYiqrzM7wZUj9tprXILTGcBWiBd0u9Mh4gmSmT8OkLslQ2krCLHzTedIR7UeOnzD6seW7BKBUk1goOUlVSntCmR8eu3pgMAMKed66T8qFudl7boqJq7M5aquL3pLECU/Nb2BzNNh4gWSmT8Os50AACGeF5VtqeUvibS8axlx9UEahd67TuZzgJEUYGkpNnjnRIZh2x/sKekrqZzADAjTVpjOoNJrmetHFJzW8W33i626SxAK0iaU9qUyPjEqWwghWV4qjSdwRTP05rTa25eOsvrmpR7DQOiRKKVcSobSGHZnrfBdAYTPE/rz6v9U+gTb/c9TGcBWlFX2x/c03SIaKBExhnbH2wj6TDTOQCYk+O5KVciPU/Vl9de8c1kd9/eprMAMZAUu9FRIuPP4ZJyTIcAYE6+69WYzhBLnqe66+su/CLoHtzPdBYgRo4wHSAaKJHxh1PZQIorcB3HdIZY8Ty5o+vO/vh558iDTGcBYugw2x9M+A6W8F9AEjrWdAAAZhU5rms6Qyx4nrz7nSFT/+H4DjWdBYixYkl9TIdoKUpkHLH9wZ0l9TKdA4BZJY5jmc4QC085x7x/d91pA03nAAxJ+FPalMj4wpspAJU6brrpDK3tVeeQKbfUncckQqQySiSiihIJQKWOk2E6Q2t6z+kz+craERRIpLpBtj+Y0L8wUiLjCyUSgEodJ2m3PPzU7fn+ebXXHW46BxAHCiQl9IoElMg4YfuDBZJYHw2AShwn13SG1vCN2/mDU2pu5Zdl4FcJfUqbEhk/DhX/PwBIKnbcpCuRIXen6b6a0YdIVkpMGgKaiBKJqOC3cwCSpELXKTCdIZp+9oo+Obrmb/u7Skvo67+AVjDA9gcT9hpoSmT8oEQCkDzPzXe9fNMxomWFl//5YdVj96lTRqbpLEAcaitpb9MhdhQlMg7Y/mC2pANN5wBgniVVWFJSnPJd4+V8Nah6XI9qZSXtRCEgChL2339KZHw4QFK26RAAzEuXKk1niIb1XvbcAdX37LpOOXmmswBxjhKJFhlgOgCA+JDleetMZ2ipai/jh4HV40rWKK/QdBYgARxgOsCOokTGh4T9LQRAdLXxvA2mM7RErZe+8IjqMTkrVFhqOguQIPay/cGEXJGBEhkfEnqxUQDR09Z1a0xn2FGOl7bkmJo7tVilHUxnARJIuhK0B1AiDbP9wVJJnU3nABAfCly31nSGHeF61i++mtEbQl6HXU1nARJQQp7SpkSat7/pAADiRzvHdU1naC7X0+qTa/68Yo7XuavpLECCSsjL2iiR5iXkEDaA1lHsOJ7pDM3heVp7Tu0Ni77wuvcynQVIYJRI7JD9TAcAED9KHTdh3pc9TxuG11793TR3771MZwESXJfI5W0JJWHerJLYvqYDAIgfpY6TEDu7eJ5qRtb+8eu33f33NZ0FSBIJd3kbJdIg2x/Ml9TFdA4A8SMRSqTnybml7g+fveIOSLh/9IA4to/pAM1FiTSrt5JkezMA0VHqODmmM2yL58m7q+606U85vznYdBYgyexpOkBzUSLN2td0AADxpdhx25rOsC3jHd//HnCGsMsWEH2USDRLH9MBAMSXIseJ272mn687fPLtdWcPMp0DSFJ7mA7QXJRIsxLutw4AravQdduZztCY/zoHTPbXDT/cdA4gieXb/mBCbT5CiTSrp+kAAOKI563LkDJMx9jcVGevKZfUjjzcdA4gBSTU4BIl0hDbHyyUVGY6B4D4kSatMZ1hc1+6Xf93du2Nh5nOAaQISiSahFFIAJvI9Ly1pjM09K3bceqQmlH9TecAUgglEk1CiQSwiWzPW286Q72FbulHv6254yBPafw7AcQOJRJNQokEsIm2nldtOoMkLfMKZxxVc/e+jtLj7vpMIMkl1AxtSqQ5lEgAm8hz3VrTGVZ7bb88rHrcHjXKzDadBUhB7Wx/sKPpEE1FiTSHEglgE+0ct87k66/12sweUH1Plw3KzjWZA0hx3U0HaCpKpDk9TAcAEF+KHccz9dobvKxvB1Tf02GtcgtMZQAgSepiOkBTUSINsP3BDpLyTecAEF+KHdfIe3KNlxE6rHpsu9XKLzLx+gA2QYnENnEqG8AWSh0n5u/JdV7aT0fW3J21TEWsWwvEB0oktsk2HQBA/Cl1nKxYvp7jWcuOrbnD+ckrS5gL+YEUYJsO0FSUSDM6mQ4AIP6UOk7MZkS7nrVycM1f1nzvddotVq8JoEkYicQ2USIBbKHEcWMyK9rztOb0mpuXfu11SZhZoEAK6Wj7g+mmQzQFJdIMSiSALRQ5TqtPuPM8rR9We13oE2/3hFrUGEgh6ZI6mA7RFJRIMyiRALbQznVbtUR6nqovq71yzvtun96t+ToAWmxX0wGaghJpBhexA9iU59Xmel7b1ju86q6ru+jLN92D9mut1wAQNZRIbClyncNOpnMAiC+WVNFax/Y8uX+pO+fjF5wjDmyt1wAQVZRINGpnha93AICNMqTK1jiu58m71zlp6qPO7w5tjeMDaBUJccaSEhl7XA8JYAtZnre+NY47wfnN+2PrTh3YGscG0GpKTAdoCkpk7CXEbxcAYivH9aqifcx/O/0n31r3h8OifVwAra7UdICmoETGHiORALaQ57rV0TzeO07fySNrLzs8mscEEDOUSDRqZ9MBAMSfAtd1onWsj91eUy6o/b/Do3U8ADHH6Ww0qsh0AADxp8h1olIiZ7udPzit5pZB0TgWAGMYiUSjCk0HABB/Shy3xcf40d1p+vE1ow+RLCsKkQCYU2j7gxmmQ2wPJTL22pkOACD+lDhOi5b+WuIVf3JMzd/2d5XGEmJA4rOUAKe0KZGxx0gkgC2U1jk7POqwwsv//PDqMfvUKSMzmpkAGEWJxBbamQ4AIP6UOU72jjxvjZc7a1D1uB7VymoT7UwAjIr76yIpkbHHSCSALRQ7bm5zn7Pey54zoHpc53XKyWuNTACMokRiC+1MBwAQf0ocp1klstrL/H5g9bjSNcrjF1MgORWbDrA9lMgYsv3BNEn5pnMAiD9FrlvQ1MfWeukLDq8e03aFCuN+pALADssxHWB7KJGxVaDwjCsA+JUnN7+JJbLOS1tydM3f0paohI0LgORGicQmOO0EYAsZnlWV1oT3Y9ezlvtqRlfN93beJRa5ABgV95PlKJGxRYkEsIUsz6ra3mNcT6tPqvnzqrle5y6xyATAOEYisYkdWsIDQHLLdVW9rc97nirPqb1h0Zde956xygTAOEokNsFCwAC2kO94dVv7nOdpw4W113w/zd17r1hmAmAcp7OxibjfBxNA7BW6ntPY/Z6nmpG1f/z6HbffvjGOBMA8RiKxCUYiAWyhyHHdze/zPDk315332SvugP1NZAJgHCOR2AQjkQC2UOY4myz95Xny/lZ3+odPO8ccbCoTAOMYicQmGIkEsIXSurpN3ovHO77//d05sb+pPADiAiOR2AQjkQC20N6p2/je8FzdEVNurzt7kMk8AOICI5HYBCORALbQ3qnNkqQ3nQMnX1930WGm8wCIC3G/wx0lMrYYiQSwhTKnLusDZ+8pf6y96nDTWQDEjUZXbYgnlJrYYiQSwBaCtUdW3V97GiOQABraYtWGeMNIZGxR2gFsgQIJoBFxPxJJiYwtz3QAAACQEBiJxCa2uT8uAABABCUSm6gxHQAAACQETmdjE4xEAgCApmAkEptgJBIAADQFI5HYBCORAACgKRiJxCYYiQQAAE1BicQmGIkEAABNEfedgRIZW3H/AwEAAOLCGtMBtocSGVuczgYAAE1BicQmGIkEAABNUWk6wPZQImNrg+kAAAAgITASiU2sMh0AAAAkBEYi8atQwFcraa3pHAAAIO4xEoktMBoJAAC2h5FIbGGl6QAAACDuMRKJLTASCQAAtoeRSGyBkUgAALA9jERiC5RIAACwPatNB9geSmTscTobAABsy/pQwMfpbGyBkUgAALAtP5sO0BSUyNhjJBIAAGwLJRKN+sV0AAAAENeWmA7QFJTI2FtsOgAAAIhrjESiUQtNBwAAAHGNkUg0aokkx3QIAAAQtxiJxJZCAZ+jBPkNAwAAGJEQPYESaQantAEAwNYwEomtokQCAICtYSQSW0WJBAAAjXEkLTMdoikokWb8ZDoAAACISwsj8yfiHiXSDEYiAQBAY74zHaCpKJFmUCIBAEBjKJHYJkokAABoDCUS2/SzpPWmQwAAgLhDicTWhQI+Twn0QwIAAGImYfoBJdKceaYDAACAuOJJ+sF0iKaiRJpDiQQAAA0tDgV8G0yHaCpKpDmUSAAA0FDCnMqWKJEmzTEdAAAAxBVKJJrkG9MBAABAXKFEYvtCAd8aSYtM5wAAAHHja9MBmoMSaRajkQAAoN6XpgM0ByXSrNmmAwAAgLiwKhTwLTAdojkokWZRIgEAgCTNNB2guSiRZiXUsDUAAGg1CdcJKJFmfSnJMR0CAAAYR4lE00VWpeeUNgAA+MJ0gOaiRJr3qekAAADAqDol2PI+EiUyHswwHQAAABg1NxTwVZsO0VyUSPMYiQQAILUl3PWQEiUyHnyp8DA2AABITZRINF8o4KtSAl4HAQAAoiYhL22jRMaHhPzhAQAALeZK+th0iB1BiYwPXBcJAEBq+ioU8FWaDrEjKJHxgZFIAABS04emA+woSmR8+FJSlekQAAAg5qabDrCjKJFxILI21EemcwAAgJijRKLFppgOAAAAYmp5KOCbazrEjqJExg9KJAAAqeUD0wFaghIZP6ZLqjEdAgAAxAwlEi0XCvg2SPrEdA4AABAz/zMdoCUokfGFU9oAAKSGdZI+Nx2iJSiR8YUSCQBAavggFPDVmQ7REpTI+DJNUkL/QAEAgCaZaDpAS1Ei40go4Fsrdq8BACAVvGU6QEtRIuMPp7QBAEhuP4UCvq9Nh2gpSmT8mWQ6AAAAaFVvmw4QDZTI+PO+wjO2AABAckr46yElSmTcieyjzWgkAADJyVWS/DtPiYxPQdMBAABAq/gsFPCtMB0iGiiR8elN0wEAAECrSIpT2RIlMi6FAr5Fkr40nQMAAERdwi/tU48SGb84pQ0AQHKplDTddIhooUTGL0okAADJZWIo4Ks1HSJaKJHx60NJSXHhLQAAkCS9bDpANFEi41Qo4HMl/dd0DgAAEBXVkt4wHSKaKJHxjVnaAAAkh0mhgK/SdIhookTGt6CkGtMhAABAi71kOkC0USLjWCjgq1ASrScFAECKqpP0mukQ0UaJjH//NB0AAAC0yPvJsktNQ5TI+PeapCrTIQAAwA5LulPZEiUy7kUuwmWCDQAAicmT9G/TIVoDJTIxcEobAIDE9GEo4FtiOkRroEQmhjckrTMdAgAANFtSnsqWKJEJIRTwrVeSLVAKAEAKcCU9ZzpEa6FEJg5OaQMAkFgmhQK+xaZDtBZKZOL4j6SkWukeAIAk96TpAK2JEpkgQgFflaRXTOcAAABNskZJOiu7HiUysST1bzQAACSRf4UCvg2mQ7QmSmRieVfSj6ZDAACA7Ur6gR9KZAIJBXyepMdM5wAAANv0g6QPTIdobZTIxPOEJMd0CAAAsFUTIgM/SY0SmWBCAd9PkiaazgEAABrlSZpgOkQsUCIT06OmAwAAgEZ9EAr4UmL+AiUyMb0uaZnpEAAAYAuPmw4QK5TIBBQK+GqVIkPlAAAkkJWSnjcdIlYokYnrEdMBAADAJh5L9rUhG6JEJqhQwDdX0lTTOQAAgCTJlfR30yFiiRKZ2B42HQAAAEiS/pMqE2rqUSIT2z8l/Ww6BAAA0P2mA8QaJTKBhQK+GqXY0DkAAHHoO6XgGs6UyMT3kKQq0yEAAEhhf0+FHWo2R4lMcKGAb7mkZ0znAAAgRa1XCq0N2RAlMjmMMx0AAIAU9Uwo4FttOoQJlMgkEAr4vpI0yXQOAABSUMpNqKlHiUweY00HAAAgxbwdCvhmmg5hCiUyefxH0lzTIQAASCG3mw5gEiUySURmhd1jOgcAACnio1DA957pECZRIpPLkwpv/g4AAFpXwHQA0yiRSSQU8K0Xo5EAALS22ZJeNR3CNEpk8rlHUoXpEAAAJLE7UnFx8c1RIpNMKOCrkHSv6RwAACSp+ZKeNR0iHlAik9NYSZWmQwAAkITuDgV8daZDxANKZBIKBXyrlMKLnwIA0EqWS3rEdIh4QYlMXndLWms6BAAASeSeUMC3wXSIeEGJTFKhgG+FpAdN5wAAIEmsFGf5NkGJTG53SVpvOgQAAEngjsjkVURQIpNYKOBbJmm86RwAACS4xZLuMx0i3lAik9+dkqpMhwAAIIH9hWsht0SJTHKhgG+JuIYDAIAd9YOYkd0oSmRquF3SatMhAABIQLeEAr5a0yHiESUyBYQCvpWS7jCdAwCABDNL0nOmQ8QrSmTquEfSItMhAABIIDeFAj7XdIh4RYlMEZELgstN5wAAIEF8GAr4XjMdIp5RIlPL45K+Nh0CAIAEcIPpAPGOEplCQgGfI+lPpnMAABDngqGA7z3TIeIdJTLFhAK+NyVNMp0DAIA4VStppOkQiYASmZqulcSFwgAAbOmeUMD3rekQiYASmYJCAd+Xkp40nQMAgDizVNJtpkMkCkpk6rpeEhvJAwDwq+tDAd8a0yESBSUyRYUCvqWSbjadAwCAOPGJpCdMh0gklMjU9ndJX5gOAQCAYZ6kK0IBn2c6SCKhRKawyJI/f1T4Lw8AAKnq6VDA96HpEImGEpniQgHfdDF8DwBIXWslXWc6RCKiREIK/+VZZToEAAAG/DUU8C0xHSIRUSKhUMC3XGzvBABIPbMl3W06RKKiRKLeeEmfmg4BAECMeJKGhwK+WtNBEhUlEpKkUMDnKjzJhp1sAACpYHwo4JtqOkQio0Rio1DA94mkh03nAACglS0Rk2lajBKJzV0naYHpEAAAtKIrQwEfu7a1ECUSmwgFfJWSLjSdAwCAVvJKKOD7l+kQyYASiS2EAr63Jf3DdA4AAKJstcLX/yMKKJHYmmvEaW0AQHK5mjUho4cSiUZFTmtfZDoHAABR8lYo4HvcdIhkQonEVoUCvrckPWo6BwAALbRG0nDTIZINJRLbc7WkhaZDAADQAiNCAd980yGSDSUS2xQK+PjtDQCQyF4IBXwTTIdIRpRIbFco4PuvOK0NAEg8iyRdYjpEsqJEoqlGSvredAgAAJrIkzQsFPCtMh0kWVEi0SSR2dpnSmKjegBAIhgbCvjeMR0imVEi0WSRvbVvNJ0DAIDtmCnpBtMhkh0lEs11l6S3TIcAAGArqiWdHQr4qk0HSXaUSDRLKODzJJ0raanpLAAANOL6UMD3lekQqYASiWYLBXxLJQ1T+KJlAADixduSxpkOkSookdghoYBvoqS7TecAACBikaRzImfMEAOUSLTEDZI+NR0CAJDyaiWdFgr4lpkOkkookdhhoYCvVtIZkipNZwEApLQ/hQK+aaZDpBpKJFokFPB9L+kC0zkAACnrX6GAb5zpEKmIEokWCwV8/5J0p+kcAICUM1cMZBhDiUS0XC/WjwQAxM46SUMjO6rBAEokoiIU8LkKb4v4o+ksAICUMDwU8H1tOkQqo0QiakIB30pJJ0labzoLACCp/T0U8D1rOkSqo0QiqkIB35eSLjSdAwCQtD6WNNJ0CFAi0QpCAd9zksaYzgEASDoLJZ0YCvhqTAcBJRKt50+S3jEdAgCQNNZJGhwK+H42HQRhlEi0ilDA5yi8EPl801kAAAnPlXR2KOD7wnQQ/IoSiVYTCvh+kXSCpDWmswAAEpo/FPC9ajoENmV5HvuUo3XZ/uDRkt6UlGk6CwAg4TwWCvhYUDwOMRKJVhcK+CZJuth0DgBAwpki6RLTIdA4SiRiIhTwPS7pL6ZzAAASxncK70hTazoIGsfpbMSU7Q8+Jekc0zkAAHFttaSDQwHfXNNBsHWMRCLWLpD0nukQAIC4VaPwCCQFMs5RIhFTkQViT5b0jeksAIC440o6KxTwvWs6CLaPEomYCwV8qyX9TtJSw1EAAPHl0lDA95LpEGgaSiSMCAV8IUk+SZWGowAA4sNNoYBvvOkQaDpKJIwJBXwzFF6MfIPpLAAAo+4JBXx/NR0CzUOJhFGhgG+KpKEKX0gNAEg9T0saaToEmo8lfhAXbH/wFEnPS0o3nQUAEDNBSUNCAV+d6SBoPkYiERdCAd+LCi//w281AJAapko6lQKZuCiRiBuhgO9JSSNM5wAAtLqZko4PBXxcE5/AKJGIK6GA7wFJ15vOAQBoNbMkHRVZ7g0JjBKJuBMK+AKSRpvOAQCIulmSjgwFfL+YDoKWY2IN4pbtD94j6QrTOQAAUTFT4RFICmSSYCQScSsU8F0paYzpHACAFqNAJiFKJOJaKOC7RhIL0AJA4qJAJilKJOJeKOC7SdLNpnMAAJqNApnEuCYSCcP2B6+V9DfTOQAATTJT4Uk0K0wHQeugRCKh2P7g5ZLulWSZzgIA2KovJB1NgUxunM5GQgkFfPdLGi7JNZ0FANCo9yUdToFMfpRIJJxQwPeIpD9IcgxHAQBs6jVJx4YCvgrTQdD6KJFISKGA7ylJZ0qqMZ0FACBJelzSyaGAr8p0EMQG10Qiodn+4FGS/i0p33QWAEhhfwsFfH8yHQKxRYlEwrP9wb6S/iNpJ9NZACAF/SkU8LFyRgqiRCIp2P5gV0kTJXU3nQUAUoQj6cJQwPeE6SAwgxKJpGH7g2WS3pB0oOksAJDkqiSdFgr4XjcdBOYwsQZJIxTwLZd0hMKzAwEArWOFpGMokKBEIqmEAr71kk6SdL/pLACQhL6RdGAo4PvAdBCYx+lsJC3bH7xG4W0S2d0GAFpuoqTTWQMS9RiJRNIKBXx3SzpZ0lrTWQAgwd0vyUeBREOMRCLp2f7g3pJeldTVdBYASDB1kq4MBXx/Nx0E8YcSiZRg+4PFkv4p6WjTWQAgQaxWeAb226aDID5xOhspIRTwrZT0W0njDEcBgETwnaRDKJDYFkYikXJsf3CYpIclZZvOAgBx6D1Jp0R++Qa2ipFIpJxQwPekpEGSFpvOAgBx5m8KrwFJgcR2MRKJlGX7gx0kvSzpYNNZAMCwSknnhQK+l0wHQeJgJBIpKxTwLZF0uKQHDUcBAJNmSzqAAonmYiQSkGT7g6dK+oekQtNZACCGnpV0cSjgYz1dNBslEoiw/cGuCi8DtL/pLADQyqokXRUK+B42HQSJi9PZQEQo4PtBUn+xDBCA5Fa/fA8FEi3CSCTQCNsfHCzpcUnFprMAQBS9IOmiUMC3xnQQJD5KJLAVtj/YWdJzkg41nQUAWmiNpMtDAd9TpoMgeXA6G9iKUMC3QNJhku6QxG9bABLV/yT1pkAi2hiJBJrA9gePUPj09m6mswBAE9VKukXSnaGAzzUdBsmHEgk0ke0P5ksaK+kC01kAYDu+kXR2KOD73HQQJC9KJNBMtj/4O0mPSOpgOgsANOJ+SX8KBXwbTAdBcqNEAjvA9geLFH6jPst0FgCIWCLp/FDA91/TQZAaKJFAC9j+4FCFt00sM50FQEp7UtI1oYBvhekgSB2USKCFbH+wvaSHJJ1kOguAlPODwtsWTjIdBKmHEglEie0PnqXwxJv2prMASHqOwrtr3RIK+NYbzoIURYkEoihyreTtkoZLsgzHAZCcPld415kZpoMgtVEigVZg+4MHK3yKu4/pLACSxgZJ5ZLGhAK+OsNZAEok0FpsfzBd0pWS/iwpz3AcAIntXUnDQwHf96aDAPUokUArs/3BXSTdKybeAGi+xZKuCwV8T5sOAmyOEgnEiO0PHi/pPkm24SgA4l+1pLsljQ4FfOtMhwEaQ4kEYsj2B3Ml+SVdIynXcBwA8ekVhdd8/MF0EGBbKJGAAbY/2EnSaEm/F7O4AYR9LenKUMD3jukgQFNQIgGDbH+wr8KnrI4wnQWAMask3SLpwVDA55gOAzQVJRKIA7Y/eIKkv0nqZToLgJipkzRe4QXD2a4QCYcSCcQJ2x/MkHSxwuvAlZpNA6AVeZJeULg8zjMdBthRlEggztj+YKGkGyRdIamN4TgAoiso6cZQwPel6SBAS1EigThl+4MdJV0v6SJJ2YbjAGiZ9yXdEAr4ppoOAkQLJRKIc5HFyq+XdKGkLMNxADTPDIVHHieaDgJEGyUSSBC2P7irpBslnS8p03AcANv2jaSbJb0cCvj4hxZJiRIJJBjbH9xN4TL5B1EmgXjzhaQ7JP2L5XqQ7CiRQIKy/UFb0k2ShknKMJsGSHnvSwqEAr7/mA4CxAolEkhwkdPcV0gaLqnAcBwglXiS3lC4PE4zHQaINUokkCRsf7BA4ck3V0rqbDgOkMzqJD0v6Y5QwPeV6TCAKZRIIMlEFi0/VdI1kvoZjgMkkw2SHpN0VyjgCxnOAhhHiQSSmO0PHibpWkk+SZbhOECi+l7S3yU9Hgr4VpkOA8QLSiSQAmx/cHdJV0k6R1Jbs2mAhOBK+o+kByT9l2V6gC1RIoEUErlu8hxJl0jax3AcIB6tlPSopIdCAd8PpsMA8YwSCaQo2x/sr3CZPEXs0Q3MUHjU8blQwFdlOgyQCCiRQIqz/cEihUcnL5TU23AcIJZWSfqnwtc6fmw6DJBoKJEANrL9wQMkXSTpdLHmJJJTnaT/SnpS0uuhgK/acB4gYVEiAWzB9gfbKDyj+yxJvxOnu5H4Ple4OD4XCviWmQ4DJANKJIBtikzGOVnhQnmkpHSziYAmWyLpGUlPsig4EH2USABNZvuDO0k6TeFCebDhOEBjlkt6RdK/JL0bCvgcs3GA5EWJBLBDbH+wi6QzJJ0kaX+xmDnM+VnSvyW9KGkKxRGIDUokgBaz/cEOko6XNFjSUZJyzCZCCvhO4RHHVyRNDwV8rtE0QAqiRAKIKtsfzJV0tKQTFC6WO5tNhCThSPpE0huSXgkFfF8bzgOkPEokgFZj+4OWpAMUHqE8XuF1KDntjaYKSXorcnsnFPCtNpoGwCYokQBixvYHyyQdrvAs7yMl9TQaCPGmUtJ7ihTHUMD3reE8ALaBEgnAGNsf7KhwmTwi8tE2GgixViXpU0mTJU2U9GEo4KszmghAk1EiAcSNyIzvIxQerTxYUndx+juZLJE0LXKbKumzUMBXazYSgB1FiQQQtyL7eh8g6cAGt52MhkJTOZJm6dfCOC0U8IWMJgIQVZRIAAnF9gc769dCeYCkfpLyjYbCBklfS/qywe2zUMC31mgqAK2KEgkgoUVmgNuS9pS0V4OPe0hqay5Z0vpJ4ZI4U78Wxm9Z4BtIPZRIAEkpUi5306blck9J3SSVGIyWCFYrvJj39w0+fi/pq1DAt9JgLgBxhBIJIOXY/mBbhQumHfm4+X/vrOSe0LNW4a0CF0v6UZsVRooigKagRALAZmx/MFtSZ0kdJZVuditr5D7Tp803KLzGYqXCo4hLFS6JSyIff27451DAt85MTADJhBIJAC1k+4NtJBUrXCbbSspt8N85krIbuUmS28RblaQ1+rUobnJjbUUAJlAiAQAA0GxppgMAAAAg8VAiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADNRokEAABAs1EiAQAA0GyUSAAAADQbJRIAAADN9v+nuqj2/5xoQwAAAABJRU5ErkJggg==\n", 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cuSASiRSceuqpuy5dunRucXFxaofAAwCAOsmKElkT69atyxk1alTP4cOHr3v44Ye/adeuXfybb74pGDNmTM+tW7dakjR27Nh1w4YNm/vss88G3nzzzWYjR47sfcopp/wwderUaheVVLZx48bcgw46KHrHHXf85uu7dOkSk6Q//vGPay+66KKuzzzzTGDo0KEb58yZ0+TOO+9cXt1jPvroo5GNGzfmSFJBQUGNi1SfPn1KmzdvHl+8eHGhpPUvv/xy0+nTpzdfvXr1Jy1btkxI0rBhw5Z17dq12YMPPthq8uTJq2r62FVp1apVWatWrcr69eu39cADD/yqRYsWA6dNm9bi7LPP/nln9/3uu+/ybrnllg7vvPPOwv/973+Nbdve2q9fv639+vXbGovFrLlz5xYNGTJk884eBwAApE9WlMjddttta15enjtjxoxGPXv2LJWkn376KTcSiRTts88+GyTps88+K1q7dm3elClTVvTo0SMmSbNmzfrNwpgOHTrEJ0yY8NOECRN+uu2229bfeOONnadOnbpi99133/zcc8+13LRpk1Uxuvbee+81rnzfAQMGbHrllVea9+7de2t1K4sbNWrkHnbYYWufeOKJVkuWLCm0bXvLsGHDqr0msVu3brUaIfzqq6/yo9FoXocOHWKSVFFEtx/xtCxLFSOy6eK6ya5bUc535txzz+187rnnft+9e/fYjBkzrHg8/sv9ysrKrOpWeQMAgPqTFSWyRYsWiTFjxvx07bXXdm7VqlVZ+/btY9dee22HnJwcWVayj3Tv3r00Pz/fvf3229tdeOGFP3zyySfFt956a4fKj3PxxRd32GuvvTYNHDhw85YtW6zXXnut+a677rpZSk7X3nTTTR1PPPFE+7rrrvvuyy+/LKzY57DCpZde+sPjjz/eetSoUbuGQqFVrVu3Llu4cGHhk08+2fKpp56KlJ/1rJNPPvmn448/vufixYuLjjvuuJ2O1O1MNBrNueKKKzqMHTt2TadOnWILFy4svPrqqzt16dJl6zHHHLNOkg488MCNzZo1i48dO7ab4zjfNm7cOHH//fe3WblyZcHo0aOjFY/VrVu3PW688caVp5xyylopufDnq6++Kli+fHmBJM2bN69Ikjp16hTr0qVLfP78+QXTpk1recQRR6zbZZdd4pFIJP/mm29uX1hY6I4ZMyZaRdxtPP/8882+/vrrwmefffYbSRo6dOjGb775puiZZ55ptmzZsoLc3Fy3f//+1e43CTQ0OxRuLClQfmsmqbGkXCUXMuZU+nfuKblvlE7Kf7RQUqLSrUxSTNJGSZvK3/76byfKqyYAnpAVJVKSHnjggeWnnnpq17Fjx/Zo0qRJ2QUXXLDq22+/LSgqKkpIyRHGe++9NzJp0qSODz/8cNs+ffpsmjx58vKTTjqpR8VjFBQUuDfccEPHb7/9tqCwsNDda6+91j/zzDNfS1IgEEj861//+vL888/vuu+++/bp3r37lkmTJq047bTTulfc37bt2DvvvLPw0ksv7TRy5MhesVjMat++femBBx64Lifn14XyI0eOXB8IBOKRSKTotNNOq/Oq7NzcXHfevHnFxx13XKv169fntm3bNjZixIh1t95668qKawnbt28ff/HFF5dcffXVHQ8//PDe8Xjc6tGjx+bHH3/8y3333feXqeJIJFK0du3aX4Yrn3766eYXXXSRXfH++PHjd5WkiRMnfjdlypRvGzVq5M6cObPJ1KlT261bty63VatW8SFDhqx/5513FnTs2HGHfww3bNhgTZw4scsTTzzxVcUIaffu3WOTJ09edt5553UrKChIPPDAA5EmTZpwPSTSzg6FW0vqXH7rIKm5ti2H1f276guYq9Dair4naVhKwZxAqbYtlz9L+kHS6ipuv37cifJiC0BaWRVTizU1Z86cl5o2bTqiV69eX9ZTpgaxbt26nI4dO/afNGnSiokTJ/5oOg/Sb/HixT3Wr1//v8GDB48ynQXeUj5a2FlSl+3eVvy7k6TfXM6SbpfkPfPehXkvpFYia2+dpKWSIpXe/npzonV+wQogu2TNSOSMGTOKv/jii+Jhw4ZtXLNmTa7jOO2l5EIWw9EA1AM7FM6X1FtSX0n9JPWR1E3JotjSYDRTmin5fehX5WedwHr9Wi6XSJonab6keXKi1R4mACB7ZU2JlKR77rmn3cSJE4vy8/PdPfbYY+N///vfRe3bt+f6IsDH7FDYUrIc9lOyMFaUxl6SOBuz5prq1+/ftpzAClUUSsolgHJZUyKHDh26ed68eQtM5wBQe3Yo3ELSYP06otZXyRHGxju6H+qsU/nt0G0+6gSWS/pI0oeSPpD0IcUSyB5ZUyIB+I8dCneXNFTJxSdDJe0uqUZbQ6FBVFxHenT5+66cwGJVFMrk20/lRLcaygegHlEiAXiCHQrnSdpT25bGXXZ4J3iNpeR1qL0l/an8YzE5gc8lzZD0tqR35ETXVHN/AD5CiQRghB0KN5O0r34tjEPEtHQmylfyEoTBki6UlCgvldOVLJX/kxNdaywdgFqjRAJoEHYonKNkUQxKOkLSQCU33UZ2yVHyf/uBki5WslR+ql9L5TtyouvNRAOQCkokgHpjh8LNJR2mZHH8g6Q2RgPBi3IkDSq/XaLk9Pe7kl6R9Iqc6BKT4QBUjxIJIK3sUHgPJUtjUNJ+4vcMUpMv6aDy2xQ5gSWqKJTSu3KiMZPhAPyKX+47MWTIkN59+/bd9NBDDy03nQXwIjsULpJ0oH4tjrbRQMg0PSVNLL+tkxP4t5KFMiwnymljgEHpK5FOYHDaHqtGzxedk86He+WVV5qOHDmy1+rVqz9t3bp1WTofu75s3rzZ2nPPPXdftGhR8YwZM+bvt99+myVp06ZN1p/+9Keuc+fObfT1118XH3DAAWvffPPNr3b2eJ9//nnhxIkTO3388cdNYrFYTu/evTc5jvPtyJEj10vSPffc06ryOdmVrVix4rOqzsLevHmzdcIJJ9hvvvlm89atW8fuuuuupUcdddQv1ztdd9117ZYtW1bw6KOPUtJ9xA6FG0kaLemPkg5WAxwRCCh56s6x5bcyOYG3JT0t6VlWfAMNj5FIA7Zs2WIVFRWldmh5Fc4777xO7dq1K120aFFx5Y/H43GrqKgocfbZZ//wwgsvtKjp440aNaqnbdtbXn/99cWNGjVK3Hrrre3Gjh3bY9GiRXO7dOkSHzdu3M9HHXVUtPJ9TjrppG5bt27NqapAStKUKVPazJ07t9H06dMXvPTSS4Fx48btOmrUqM9ycnK0cOHCgmnTprX5+OOP59fuO4CGZIfCuZIOkXSSpKMkNTEaCNkuV8kXMAdL+oucwH+ULJQvsOE50DCyZmXk5s2brdNOO61zy5YtBxQWFg4aPHhw73feeaeRJC1atKhg5MiRvSSpTZs2Ay3LGjxmzBi74r6JRELnnHNOp0AgMLB169YDLrnkkg6VH/vHH3/MPf7447u2aNFiQJMmTfbcZ599es2aNeuXYnfJJZd02G233fpMmTKldceOHfs1atRoUF3/e5555plm77zzTrMpU6as2P5zzZo1Szz++OPLLr300h/btm1bo+uHvvvuu7ylS5cWhkKhVXvvvffmfv36bb3nnntWbNmyJefjjz8ulqQmTZq4Xbp0iVfc8vLy9P777zc99dRTV1f3uAsWLCg67LDD1u61115brrjiih/WrFmTt2rVqjxJOuuss7pOmjRpRcuWLRO1/T6g/tmh8BA7FL5H0reSXpN0siiQ8JZ8JVf8PyrpBzmB5+UE/ignwJZRQD3KmhJ53nnndXr11Vdb/PWvf/1m5syZ823b3jpq1Khe33//fW737t1LH3nkka8k6bPPPvti6dKln02dOvWX6dVnn322VePGjcvee++9BY7jrLjrrrvaP//8880qPj9q1KhdV69enf/iiy8umTVr1vz+/ftvOuKII3p9//33uRVfs2zZssIXXnihxTPPPPPlrFmz6jTytnz58rwJEybYjzzyyDdNmjRJSwFr165d3LbtLY888kirdevW5cRiMd15551tWrZsGR86dOimqu7z4IMPtioqKkqceuqp1U4jDRgwYNPs2bObbNiwwXr++ecDbdq0ie2yyy7xBx54oGVhYWHilFNOWZuO/EgvOxTuaYfCjh0KL5Y0W9IESW0NxwJqolDJkfInlSyUT8oJHConkDV/74CGkhXT2evWrcv5xz/+0ebee++NjB07dp0kPfHEE0s7d+7c7L777mv95z//+ftWrVqVSVKHDh3i218T2atXr8133HHHd5LUr1+/rQ8++GDb//znP02PPvrodW+88UaTuXPnNv7hhx8+Ky4udiVp6tSpK15//fXm06ZNa3HZZZf9KEmxWMx66qmnvunQoUOV0741lUgkdNJJJ3U79dRTV48YMWLTokWLCuryeBVycnL05ptvLh49enSP5s2b75mTk6OWLVvGXnrppcVt2rSp8hrRf/zjH61Hjx79c5MmTaqdmr/wwgt/+vzzzxv17t27b4sWLeLTpk37evXq1bmTJ0/u8Pbbby+68MILO7zwwgstu3TpsnXatGmRbt26sfLSEDsUbqvkNY4nS/qd4ThAOjRS8mf6j5KWygk8LOlhOdFlZmMBmSErSuSCBQsK4/G4ddBBB22o+FhhYaE7YMCAjQsXLize0X0lqU+fPpsrv9+2bdvS1atX50vSxx9/XLxp06bcVq1aDaz8NVu3bs356quvCive79ChQ+nOCmSjRo32rPj3UUcd9dMTTzzxm190kydPbrtx48acyZMnf7ez3KlIJBIaP358l1atWsVef/31hY0aNXL/+te/tj7mmGN6fvDBBwu6du26Tbl78803G3/99ddFjzzyyDc7etzCwkJ32rRp2/x3HHvssfb48eN/mD17dqPXXnutxRdffDH/hhtu2OWcc87p8sYbb+x0ARDSp3wD8KCkcyUdquR1ZkAm6irJkXS9nMCbkv5PyesnS42mAnwsK0pkXeXn528z0mZZlhKJ5Czyhg0bclu3bh3773//u2j7+1WMbkpScXHxTqedP/jgg1+muVu0aFHl6N/06dObfvrpp02Kioq2WQ0/YsSIPqNGjfrpueeei+zseary8ssvN50+fXrz1atXf1JxjeKwYcOWde3atdmDDz7YavLkyasqf/3UqVNb77bbbpuHDx9e5VT3jp5n0aJFxU899VTknHPO6fT73/8+2qxZs8RJJ53088EHH7xbbbIjdXYo3FLSGUqWx26G4wANKUfJF0yHSvpRTuAfkv5PTvQLs7EA/8mKErn77rtvzc/Pd996660mvXr1+lmStm7dan3++eeNzz777O8lqbCwMCFJ8Xhqs8177bXXpltuuSU/Pz/f7d27d51e0fbt23frzr7mgQceWL527dqVFe8vX768YMyYMT3//ve/fzV8+PCNtX3ujRs35khSbu62A1GVC3OFaDSaEw6HW15zzTW/WdSzI5s2bbIuvvjiLo899tjXeXl5Kisrs1w32c9LS0utsjJf7Kzka3YoPFDJ6xtPkLTTUXggw7VW8ujFi+UE3pd0j6R/yonW6bIjIFtkRYls1qxZ4uSTT159/fXXd2rdunW8W7dupZMnT95ly5YtORMmTPhRknr06FFqWZb++c9/Nh8zZky0cePGiUAgsNPRw9GjR68bMGDAhtGjR/eYPHnyij322GPLsmXL8l966aXmxx133JoRI0akNFK3Mz179tymqDZr1iwhSb169dravXv3X6ac58yZU7R161ZrzZo1eRs3bsyZOXNmsSRV7CX59ttvNxo3bly3t956a3G3bt1iBx544MZmzZrFx44d281xnG8bN26cuP/++9usXLmyYPTo0dts6/PQQw+1LCsrs8aPH/9zKtmvvPLKDr///e+jQ4cO3SxJQ4cO3XD99dd3mj179o93331328GDB2/Y2WMgdXYonK/kvnoXKHmCDIDf2qf8dpucwF8kPSgn+pPhTICnZUWJlKT77rtvRSKR0FlnndVt06ZNuX379t1YedFIt27dYpdeeum3kyZN6njRRRfZRx999E/PPvtsZGePW74gZcnEiRM7nnPOOfaaNWvyWrduHRsyZMiGDh06GFskMmrUqJ7ffvvtL4tuhg4d2keSXNedI0kbN27MjUQiRaWlpZYktW/fPv7iiy8uufrqqzsefvjhvePxuNWjR4/Njz/++Jf77rvvNteEPvbYY60PPfTQNalsyv7hhx8WvfTSSy3mzp37y5T96aefvmb69OlNDz744N62bW998sknv67rfzd+ZYfC7SWdI2m8pF0MxwH8oqOkmyRdKyfwuKS75ETnGc4EeNIv04k1NWfOnJeaNm06olevXl/WUyYgLRYvXtxj/fr1/xs8ePAo01kakh0KD1dy1PFoJffPg0ddkvfMexfmvTDMdA7s1H8l3aXkUYt1PigCyBRZMxIJZDI7FLaULI1XSdrLcBwg0/y+/PalnMAUSQ/Jie70GnYg01EiAR8rP4rwBCXLYx/DcYBM10PSX5Sc6r5dyesm03rdO+AnlEjAh+xQuEDSaZKulLSr2TRA1ukgaYqkq+QE7pR0n5zoesOZgAZHiQR8xA6FC5VcKHOlkgsAAJjTRtJkSZfLCdyr5CKcao+BBTJNbUrk5kQiwYXF8DTXdSv2/MyIbYPKy+NZkkKiPAJe00LS9ZImlm8PdIec6GrDmYB6V5sSuSIWi8Wi0WiTQCCQEX+gkVlc19XKlSt3icfjGyT5eheB8mnrM5W85rGT4TgAdqypkrMEE+QE7pZ0i5xodCf3AXyrNiXyvlgsNmL58uU9v//++7QHAuoqHo8rHo9viMVib0m63XSe2ihfMHOmpGskdTYcB0BqGin5wu9sOYGbJd3Lam5kopT3iZSkOXPmHKnkCRgt054IqLuKEcjbBw8evM50mFTZofARkm4Tq60zHvtEZo3lkm6Q9Kic6E5PQgP8olYlEkD62aHwHkqu+DzUdBY0DEpk1pkn6Wo50ZdMBwHSgdXZgGF2KNxW0iQlp69zDccBUH/2kPSinMAMSVfKic4wHQioC0okYEj5iuuLJV0tqZnZNAAa0FBJ78kJPCfpUjnRiOE8QK3kmA4AZCM7FB4raaGkElEggWx1jKT5cgI3yAkUmQ4DpIoSCTQgOxQeYofCMyQ9Lck2HAeAecWSHEkL5ASONpwFSAnT2UADsEPhzkqOOp4gyTIcB4D32JKekxP4t6QL5UQXGc4D7BQlEqhHdiicI+lCSf9PUmPDcQB436GS5pZvVj6JM7nhZUxnA/XEDoX7SZol6U5RIAHUXL6kyyQtkhM4wXQYoDqMRAJpVr7q+loljz/LNxwHgH+1l/SEnMBJks6RE11hOhBQGSORQBrZofBQSZ8oWSIpkADSIShpnpzAuXICXFMNz6BEAmlgh8JN7VD4L5LelbS76TwAMk4zSX+RNF1OoKfpMIBEiQTqzA6Fj5Q0X9K5YuU1gPo1QtLncgJXyglwwhWMokQCtWSHwm3tUPgpSS9L6mQ6D4CsUaTklmGz5QQGmA6D7EWJBGrBDoVPlbRA0vGmswDIWoMlfSQnMElOgIWyaHCUSCAFdijc0g6Fn5f0iKSWhuMAQJ6k6yTNkBPoYToMsgslEqghOxTeX9Jnko4yHAUAtjdE0idyAmeYDoLswfA3sBN2KJyr5Nm2V4sXXgC8q4mkv8sJHCHpLDnRn00HQmbjDyKwA3Yo3FXS/5Tc95H/vwDwg2OUPDrxYNNBkNn4owhUww6Fj5P0qaT9DEcBgFR1kPRvOYEpcgKFpsMgM1Eige3YoXAjOxT+u6RnJDU3HAcAasuSNFHSB3ICHIKAtKNEApXYofAASXMkcXE6gEzRX9KH5WdwA2lDiQTK2aHwhZJmS9rNdBYASLPGkv4hJ/BXpreRLqzORtazQ+EWkh6VNNJ0FgCoZ2dL+p2cwHFyol+bDgN/YyQSWc0OhftI+lAUSADZY5CkOXICQdNB4G+USGQtOxQeKel9Sd1NZwGABtZc0styAjfKCdAFUCv84CAr2aHw1ZJekNTUcBQAMMWSdL2kV+QEWpgOA//hmkhkFTsUbiTpIUnHm84CAB5xuKSP5ARGyonONx0G/sFIJLKGHQp3lvSeKJAAsL1dJc2SEzjMdBD4ByUSWcEOhYdJ+kjSnqazAIBHNZMUlhO4wHQQ+AMlEhnPDoXPlPRfSW1NZwEAj8uVdK+cwP1yAlzyhh3iBwQZyw6F8yTdJel8w1EAwG/Ok9SzfD/JqOkw8CZGIpGR7FC4laR/iwIJALV1iKT35QTYBg1VokQi49ihcFdJsyQdaDoLAPjcbpJmywnsbzoIvIcSiYxih8J7SJopqafpLACQIVpJ+o+cwB9NB4G3UCKRMexQeD9J70rqYDoLAGSYfEmPs3IblVEikRHsUPgISf+RxKkLAFA/cpRcuT3JdBB4AyUSvmeHwidLelFSI9NZACALXCcn8ABnboMfAPiaHQpfLOkxsV0VADSkcyQ9LSdQYDoIzKFEwrfsUPgmSXdKskxnAYAsdKyk1+QEmpoOAjMYvYHv2KFwrqQHJJ1lOgsAZLmDJE2XEzhcTvQH02HQsBiJhK/YoXChpGdEgQQArxgk6T05gU6mg6BhUSLhG3Yo3FTSa5KOMZ0FALCNnkqOSHY2HQQNhxIJXygvkG+IU2gAwKu6K1kku5gOgoZBiYTn2aFwY0lhSfuazgIA2KFdlSySXU0HQf2jRMLT7FC4WNJLkoabzgIAqJFuShZJ23QQ1C9KJDyrfBHN80qu/gMA+IctimTGo0TCk+xQOF/SvyQdZjoLAKBWukp6R06gm+kgqB+USHiOHQrnSXpa0pGmswAA6qSLkkVyV9NBkH6USHhK+Ubi/5B0tOksAIC06Czpv3ICHUwHQXpRIuEZdiicI+kRSccbjgIASC9b0r/lBFqaDoL0oUTCE+xQ2JL0N0knm84CAKgXe0h6VU6giekgSA9KJLziL5LGmQ4BAKhXe0t6Xk6gwHQQ1B0lEsbZofCdks4xnQMA0CAOlvSEnECu6SCoG0okjLJD4UskXWw6BwCgQY2R9KDpEKgbSiSMsUPhMZJuN50DAGDEGXICt5kOgdqjRMIIOxTeR9I0SZbpLAAAYy6TE7jSdAjUDiUSDc4OhXdV8jzsYtNZAADG3Swn8EfTIZA6SiQalB0Kt5T0qqQ2prMAADzBkvSwnMC+poMgNZRINBg7FC6U9IKk3oajAAC8pUjSixyP6C+USDSI8s3EH5Y03HQWAIAntZH0ipxAc9NBUDOUSDSUmySdYDoEAMDTdpf0LzmBfNNBsHOUSNQ7OxQ+U9JVpnMAAHzh95IeMB0CO0eJRL2yQ+FDxS8DAEBqzmDrH++jRKLe2KFwP0n/lJRnOgsAwHdulhMYYzoEqkeJRL0o38rnRUnNTGcBAPiSJelROYE9TAdB1SiRSDs7FM6R9LikbqazAAB8rbGk5+QEAqaD4LcokagPN0r6g+kQAICM0EvSY3ICHJPrMZRIpJUdCo+SdI3pHACAjDJK0tWmQ2BblEikjR0K95T0mJLXsQAAkE6T5AQOMx0Cv6JEIi3sULixpOclcd0KAKA+5Eh6Qk7ANh0ESZRIpMtfJbGCDgBQn1oqudCm2HQQUCKRBnYofJakk03nAABkhT3FIRaeQIlEndih8EBJ95jOAQDIKqfKCZxhOkS2o0Si1uxQuJmSJ9IUmc4CAMg698gJ9DYdIptRIlEX/yeph+kQAICs1EjSk3ICBaaDZCtKJGrFDoUvkHSs6RwAgKy2p6QS0yGyFSUSKbND4d0k3Wo6BwAAki5m/0gzKJFIiR0K5ym5oTjbKwAAvMCS9KicQDvTQbINJRKpukrS70yHAACgknaSHuZ87YZFiUSN2aHwIEnXmc4BAEAVDpd0kekQ2YQSiRqxQ+FCJaex801nAQCgGrfICQw0HSJbUCJRU/9PHGsIAPC2AiWvj2TAowFQIrFTdig8XNIlpnMAAFAD/SVdYzpENqBEYofsULiJpEfEzwoAwD+ulhMYYDpEpqMYYGdul7Sr6RAAAKQgX8nV2nmmg2QySiSqZYfCf5B0tukcAADUwp6SQqZDZDJKJKpkh8ItlDwbGwAAv7pOTqCv6RCZihKJ6twnqYPpEAAA1EGBktPauaaDZCJKJH6jfBr7RNM5AABIg70kXW46RCaiRGIb5ZuK32s6BwAAaeTICexmOkSmoURie1dI6mE6BAAAaVQo6S+mQ2QaSiR+YYfC3SRdZToHAAD14EA5gRNMh8gklEhUdo+kYtMhAACoJ7fLCTQ1HSJTUCIhSbJD4ZGSjjSdAwCAetRB0o2mQ2QKSiRkh8LFSo5CAgCQ6Sawd2R6UCIhSVdLsk2HAACgAeSJRTZpQYnMcnYo3EPsnwUAyC7D5QT+ZDqE31EicZ+SWx8AAJBNbpMTCJgO4WeUyCxmh8JjJB1mOgcAAAa0k/Rn0yH8jBKZpexQuLGkO03nAADAoHPlBHqbDuFXlMjsdY2kzqZDAABgUJ6kEtMh/IoSmYXsULiDpItN5wAAwAOOkhMYZjqEH1Eis9P14mQaAAAq3GY6gB9RIrNM+ZY+Z5jOAQCAh+wjJ3Cc6RB+Q4nMPpOUvAYEAAD86mY5gQLTIfyEEplF7FB4gKQ/ms4BAIAHdZd0rukQfkKJzC6TJVmmQwAA4FHXsQF5zVEis4QdCg+TdITpHAAAeFgrSVeZDuEXlMjswT5YAADs3IVyAruYDuEHlMgsYIfCQUlDTecAAMAHiiVdYTqEH1AiM5wdCluSbjKdAwAAHzlHTqCd6RBeR4nMfCdIGmA6BAAAPsJoZA1QIjOYHQrnK7kvJAAASM05cgJtTYfwMkpkZhun5L5XAAAgNY0kXW46hJdRIjOUHQrnih9+AADq4jw5gTamQ3gVJTJzHSNGIQEAqAtGI3eAEpm5+KEHAKDuGI2sBiUyA9mh8P6Sfmc6BwAAGaCxpEtMh/AiSmRmYlsCAADS5xw5gSamQ3gNJTLD2KHwHpION50DAIAM0lzSGaZDeA0lMvNcJskyHQIAgAxzkZxArukQXkKJzCB2KNxB0ommcwAAkIG6STradAgvoURmloskFZgOAQBAhmKBTSWUyAxhh8LNJJ1tOgcAABlsXzmBfU2H8ApKZOYYLylgOgQAABmO0chylMgMYIfC+UpOZQMAgPp1tJxAN9MhvIASmRlOkNTJdAgAALJArhi4kUSJzBQXmg4AAEAWOUNOoKnpEKZRIn3ODoX3lDTYdA4AALJIE7GlHiUyA5xpOgAAAFlovOkAplEifcwOhYvFKyEAAEwYJCeQ1TOBlEh/O1bJ8zwBAEDDy+rRSEqkvzGVDQCAOSfICTQxHcIUSqRP2aFwT0kjTOcAACCLNVVym72sRIn0L0YhAQAwL2untCmRPmSHwnmSTjWdAwAAaC85gT1NhzCBEulPIyW1Mx0CAABIytLRSEqkPzGVDQCAd5woJ1BkOkRDo0T6jB0Kd5J0mOkcAADgF82UnCXMKpRI/zldycPfAQCAd2Td4R+USB+xQ2FL0jjTOQAAwG8cLifQ3HSIhkSJ9Jd9JdmmQwAAgN8olDTGdIiGRIn0l2NNBwAAANXKqiltSqS/ZNUrHAAAfOYAOYH2pkM0FEqkT9ih8O8kdTGdAwAAVCtH0h9Nh2golEj/YCobAADvy5opbUqkfzCVDQCA9+0lJ9DTdIiGQIn0ATsUHiipu+kcAACgRrJiSpsS6Q+MQgIA4B+jTQdoCJRIf+B6SAAA/GOQnEBH0yHqGyXS4+xQuI+k3UznAAAANWYpC87SpkR6H6OQAAD4T8ZPaVMivY/rIQEA8J8D5QSamA5RnyiRHmaHwj0l9TedAwAApKxQ0mGmQ9QnSqS3MQoJAIB/jTIdoD5RIr0taDoAAACotaCcQK7pEPWFEulRdijcRNLepnMAAIBaayVpqOkQ9YUS6V37S8o3HQIAANRJxm71Q4n0rt+bDgAAAOosYxfXUCK962DTAQAAQJ31kxPYxXSI+kCJ9CA7FG4nqa/pHAAAIC0ycmCIEulNByl5ZBIAAPC/Q0wHqA+USG/KyFcsAABkqYz8u06J9CYW1QAAkDk6yAnsZjpEulEiPcYOhXtI6mo6BwAASKsDTQdIN0qk92TkkDcAAFmOEol6x1Q2AACZ5wDTAdKNEukhdiicowx8pQIAANRGTmAP0yHSiRLpLXsqec4mAADIPCNMB0gnSqS3HGA6AAAAqDd7mw6QTpRIb8moHy4AALCNfUwHSCdKpLdQIgEAyFy95ARamA6RLpRIj7BD4V0kdTGdAwAA1BtL0hDTIdKFEukdGfNDBQAAqpUxU9qUSO9gKhsAgMxHiUTaUSIBAMh8GTPzSIn0ADsUtiTtZToHAACody3lBHqZDpEOlEhv6CEpYDoEAABoEBkxpU2J9IY9TQcAAAANJiOmtCmR3jDIdAAAANBg+psOkA6USG+gRAIAkD36mQ6QDpRIb2A6GwCA7NFcTqCT6RB1RYk0zA6FO0tqbToHAABoUH1NB6grSqR5jEICAJB9fD+lTYk0r4/pAAAAoMExEok6y4gNRwEAQEoYiUSd9TQdAAAANLjd5QRyTYeoC0qkeZRIAACyT5GSJ9b5FiXSIDsUbiqpnekcAADACF9PaVMizWIUEgCA7LW76QB1QYk0ixIJAED22tV0gLqgRJpFiQQAIHt1Mx2gLiiRZlEiAQDIXoxEotYokQAAZK+OcgIFpkPUFiXSLEokAADZK0eSbTpEbVEiDbFD4eaSWpvOAQAAjPLtlDYl0hyOOwQAAJRIpIypbAAAQIlEyrqbDgAAAIyjRCJlHUwHAAAAxvl2r0hKpDltTQcAAADG+XZQiRJpDiUSAAC0lhPINR2iNiiR5rQzHQAAABiXI59u+UeJNIeRSAAAIPl0YIkSaYAdChdKamY6BwAA8ARKJGqMUUgAAFCBEoka8+UPCwAAqBe7mA5QG5RIMxiJBAAAFXw5uESJNIMSCQAAKlAiUWO+/GEBAAD1wpe9gBJpBiORAACgQhvTAWqDEmkGJRIAAFRoajpAbVAizaBEAgCACpRI1Fgr0wEAAIBnNDEdoDYokWYUmw4AAAA8o7GcgO86me8CZ4gi0wEAAICn+G40khJpRqHpAAAAwFN8d10kJdIMRiIBAEBljESiRiiRAACgMkYiUSNMZwMAgMookdgxOxTOlZRnOgcAAPAUprOxU0xlAwCA7fmuH1AiGx5T2QAAYHu+62S+C5wBfPdKAwAA1DvfdTLfBc4AjEQCAIDt+a6T+S5wBmAkEgAAbM93ncx3gTMAJRIAAGzPd53Md4EzANPZAABge7mmA6SKEtnw+J4DkCStcluyZyyACr7rB74LnAFKTQcA4A1Plh00ZJNbsMh0DgCe4LtO5rvAGWCr6QAAvMFVTs4lsXM3ms4BwBN818l8FzgDUCIB/OL1xN6DvnNbfmg6BwDjLNMBUkWJbHiUSADbGFd6eUvXVdx0DgBG+e5yN0pkw6NEAtjGArdr9zlur5mmcwAwarPpAKmiRDY8SiSA3zi7dGIf11XUdA4AxmwxHSBVlMiGR4kE8Bs/KdD6mbL9PzGdA4AxlEjsFCUSQJWui4/bN+bmrjCdA4ARTGdjxyIlwTJJZaZzAPCeUuUX3hw/cZnpHACMYCQSNcJoJIAqPVR2+H7r3OIvTOcA0OAokagRSiSAap0Xu9g1nQFAg2M6GzVCiQRQrfcS/fp9ndhllukcABoUI5GoEUokgB06PXZFZ9fldwWQRRiJRI3whwHADi11d+n0TqL/+6ZzAGgwG00HSBUl0gw2FAawUxNiEwYmXOsn0zkA1LtSOdENpkOkihJpxmrTAQB433o1Dvxf2eHzTOcAUO9+Nh2gNiiRZvxgOgAAfyiJn7DfVjfva9M5ANQrX844UCLNoEQCqJEy5eZdEz/Dl39gANSYL/8/Tok0g+lsADX2r7L9f/ej2+xj0zkA1BtKJGqMkUgAKTmz9LLGrquE6RwA6gXXRKLGGIkEkJJP3R6957n2DNM5ANQLRiJRY4xEAkjZmaWX9XJd/+0lB2CnKJGoMUYiAaRslVq2eyWxz4emcwBIO0okaoyRSAC1ckXs7CFlbs53pnMASCtKJGomUhLcIsl3O9MDMG+zChvdGR/zlekcANLKly8MKZHmMBoJoFbuKztq6Ea3cIHpHADSZpnpALVBiTSHEgmglizr4tj5W02nAJAWpZJWmQ5RG5RIc1hcA6DW/pPYa+AKt/UHpnMAqLOVcqKu6RC1QYk053vTAQD427jSy9u4rmKmcwCok+WmA9QWJdKciOkAAPxtsdu52wfubrNM5wBQJ5RIpGyJ6QAA/O+c0ov7uq6ipnMAqDVfLqqRKJEmfWk6AAD/W6NmLZ8oO+hT0zkA1BojkUgZJRJAWjjx0/aNublLTecAUCuMRCI1kZLgOrHND4A0iCmv4M/xP/lys2IAjESidhiNBJAWj5Udus9at/HnpnMASJlvZxEokWaxuAZA2pwTuzjXdeXL/eaALPW9nKhvF8ZRIs1iJBJA2ryf2GOPL90OM03nAFBjC00HqAtKpFmUSABpNS52he262mI6B4AaoUSi1pjOBpBWy922Hf+b2PN90zkA1AglErXGSCSAtLsodsHghGutNp0DwE5RIlE7kZJgVBK/6AGk1UYVN32w7MgFpnMA2ClKJOqE0UgAaXdb/PihW9x8fr8A3rVJPt7eR6JEegG/5AGkXUI5uaHYWWtN5wBQrcVyor7ekosSaZ6vh7IBeNcLiWF7/eAG5pjOAaBKvv/7T4k072PTAQBkrjNKL2/muioznQPAb1AiUWcfmQ4AIHPNdXft+bm7KxuQA97j+2NKKZGGRUqCP0paZjoHgMx1Vumlu7muNpjOAWAbvr/UhBLpDYxGAqg3P6hFmxcSQ/k9A3jHj3Kivh9AokR6g+9fjQDwtqtiZ+4dd3O+NZ0DgKQM+btPifSGjPhhAuBdW1RYfHt87DemcwCQlCF/9ymR3sA0E4B699eykfttcIvmm84BgBKJNImUBH+Sz3etB+AHljUhNiFmOgUASiTSKyN+oAB429uJPQcsS7SZbToHkMV+khPNiIEjSqR3MKUNoEGcHrtiF9cVI5KAGRkzaESJ9I6M+aEC4G1fuR27zkr0YQNywIyM+XtPifQORiIBNJhzYxcPSLhaYzoHkIUy5u89JdIjIiXBnyVFTOcAkB2iatJ8Wtkhc03nALLQu6YDpAsl0lsy5tUJAO/7c/xP+5a6eRHTOYAsslBOdLXpEOlCifQWrlEC0GDiyst34qd8bzoHkEX+ZzpAOlEivWW66QAAsssTZQfvvcZt8pnpHECWoESi3nwmcaE7gIY1vvSSAteVazoHkAXeMR0gnSiRHhIpCSaUYa9SAHjfh+5uuy92O3E5DVC/InKiK0yHSCdKpPdMNx0AQPYZV3r5rq6rzaZzABksY1ZlV6BEes900wEAZJ+VatP+34m9OA4RqD8ZN9NIifSezyT9bDoEgOxzSezcvcpc6wfTOYAMRYlE/YqUBF0xGgnAgI0qbvKXstGLTOcAMtAqOdHFpkOkGyXSm/5jOgCA7DQlfuzQzW5Bxv2xAwz7t+kA9YES6U1vmA4AIDu5ysm5LHbOetM5gAzzmukA9YES6UGRkuA3kr4ynQNAdgon9hm8ym3BMaxAepSJkUg0MKa0ARgzrvTyFq6rMtM5gAzwgZxoRi6YpUR6V0a+agHgD/Ndu/snbg82IAfqLiOnsiVKpJe9JTEKAMCcs0ov3d11tc50DsDnXjUdoL5QIj0qUhKMSpplOgeA7PWTAq3/VTbiE9M5AB/7XtLHpkPUF0qktz1nOgCA7HZN/Ix94m5ORp33CzSgN+REXdMh6gsl0tsokQCMKlV+YUn8hGWmcwA+lbHXQ0qUSE+LlASXSppjOgeA7Pb3suB+693ieaZzAD6TsVv7VKBEet+zpgMAwHmxixKmMwA+816mbu1TgRLpfZRIAMa9m+jf75tEOxb7ATX3T9MB6hsl0uMiJcHFkphGAmDcuNjlHV1XW03nAHwgoSxY10CJ9AdGIwEY943bocu7iX7vm84B+MAMOdHvTIeob5RIf6BEAvCE82MXDky41k+mcwAel/FT2RIl0hciJcHPJX1pOgcArFfjwMNlf/jCdA7Aw1xlyeAPJdI/Mv7aCgD+MDl+4tCtbt43pnMAHjVTTvRb0yEaAiXSP7LiVQ0A7ytTbt618XGrTecAPCorprIlSqSffChpuekQACBJ/yw7YMhPblPO1Qa2lTVT2RIl0jciJUFXTGkD8JAzSy9r5LpiE3LgV+/LiWbNWfOUSH95xnQAAKjwiduz93y360zTOQAPecp0gIZEifSRSElwpqRFpnMAQIUzSy/r4braaDoH4AGlkh43HaIhUSL95yHTAQCgwndqtcurib0/NJ0D8ICX5USzag9VSqT/PCopbjoEAFS4PHb278pca5XpHIBhj5gO0NAokT4TKQl+LylsOgcAVNikosb3xI/hQARks1WSXjMdoqFRIv3p76YDAEBl95Qdvd8mt5BrtpGtpsmJlpkO0dAokf70mqSs2A0fgD+4ysmZGDt3k+kcgCGPmA5gAiXShyIlwTIlr40EAM94IzFkz2/dViyyQbb5QE50vukQJlAi/eshJXfGBwDPOL308tauy+I/ZJWHTQcwhRLpU5GS4JeS3jGdAwAqW+R26faR25sNyJEttijLNhivjBLpb/9nOgAAbO/s0ov3cF1FTecAGsCzcqJrTYcwhRLpb89KWms6BABU9rMCrZ4uO/BT0zmABnC/6QAmUSJ9LFIS3CzpCdM5AGB718dP2yfm5i43nQOoR5/Iic4yHcIkSqT/MaUNwHNKlV94U/ykFaZzAPXoL6YDmEaJ9LlISfBjSWypAcBzHin7w75Rt9Fc0zmAerBWzARSIjPEHaYDAEBVzo1dnOO6bEeGjPOQnGjWb65PicwM/5L0jekQALC9mYm+e3ztts/q68aQcRKS7jMdwgsokRmg/ASbu0znAICqnB67oovraovpHECavCQnysCNKJGZ5P8k/Ww6BABsb5nbrtPbiYHvm84BpMndpgN4BSUyQ0RKghsl/dV0DgCoyoWxCwYlXOtH0zmAOvpMTnS66RBeQYnMLPdK2mo6BABsb4MaNftb2RHzTecA6miK6QBeQonMIJGS4CpJ/zCdAwCqckv8hKFb3PyvTOcAammp2NZnG5TIzHOHxHYaALwnoZzcq2Jncu02/Oo2OdG46RBeQonMMJGS4AJJr5rOAQBVeT4x/Her3cAc0zmAFH0vToj7DUpkZrrNdAAAqM6ZpZc2dV0lTOcAUnCXnCjbVG2HEpmBIiXBd8RRiAA86jO3R68v3G4zTecAaigqzsmuEiUyc91uOgAAVOfM0kt7ua42mM4B1MD9cqLrTIfwIkpk5npW0temQwBAVb5Xy7YvJfbl2kh43SZxIly1KJEZqvwoxD+bzgEA1bkyNn5I3M35znQOYAf+Lie62nQIr6JEZrZpkhaYDgEAVdmiwuI748cyYwKviolLw3aIEpnBykcjrzOdAwCqc3/Z6P02ukW82IUX/U1OdLnpEF5GicxwkZLgs5I+Mp0DAKpmWRfGzue4VnjNJnFJ2E5RIrPDNaYDAEB1/psYPHB5ovVs0zmASu6RE11lOoTXUSKzQKQk+G9J003nAIDqjItd0c51FTOdA5C0VtKtpkP4ASUye1xtOgAAVGeJ28l+P7E7G5DDC26VE11jOoQfUCKzRKQkOEvSy6ZzAEB1zo1d3D/haq3pHMhqqyTdbTqEX1Ais8s1klzTIQCgKmvVtMXjZQd/ZjoHstr/kxPdZDqEX1Ais0ikJDhX0pOmcwBAdSbFT9m31M1dajoHstI3kqaaDuEnlMjsc73ExesAvCmmvIJJ8VM4xQYm3CAnyt/HFFAis0ykJPiVpIdM5wCA6vyj7JB91rqNmdZGQ/pc0uOmQ/gNJTI7TZK02XQIAKjO+NJL8l2Xa7jRYC6UE02YDuE3lMgsFCkJfiupxHQOAKjOB+7ufZa4HWeZzoGs8C850XdMh/AjSmT2ulXSV6ZDAEB1xsWusF2XWRPUq82SLjMdwq8okVkqUhLcIulC0zkAoDor3DYd3kwM/sB0DmS02+RE2Q2gliiRWSxSEnxV0kumcwBAdS6OnTe4zLVWm86BjLRc0i2mQ/gZJRIXiUU2ADxqo4qb/LVs1ELTOZCRrmBj8bqhRGa5SEkwIhbZAPCwO+LH7bfFzV9iOgcyyrtyok+ZDuF3lEhIyeF8FtkA8KSEcnIvi52zznQOZIyEkrNwqCNKJBQpCW4Vi2wAeNgriX0Hf+82/8h0DmSEv8uJfmI6RCagREISi2wAeN+40subu67KTOeAr62SdKXpEJmCEonKWGQDwLPmud16fOp2n2E6B3xtgpzoWtMhMgUlEr9gkQ0Arzur9NLdXVfrTeeAL70kJ/ov0yEyCSUS22ORDQDP+lHN2zyfGPax6RzwnfWSzjcdItNQIrGN8kU2F5jOAQDVuSp25t5xN2el6RzwlavkRFeYDpFpKJH4jUhJ8HVJD5nOAQBV2aqCotvix3NUHWpqlqQHTIfIRJRIVOdiSfySBuBJD5Ydue8Gt2i+6RzwvFJJZ8mJJkwHyUSUSFQpUhJcL+l0Sa7pLADwW5Z1QezCuOkU8Lxb5ETnmQ6RqSiRqFakJPi2pPtM5wCAqkxPDOy/NNH2fdM54FkLJN1kOkQmo0RiZ66UtNh0CACoyumxK9q7rkpN54DnxCT9SU50q+kgmYwSiR2KlAQ3SzpV4pQIAN7ztduh64xE31mmc8BzJsmJzjEdItNRIrFTkZLg+5JuM50DAKpyXuzCgQnX+tl0DnjGLEk3mw6RDSiRqKkbJM01HQIAtrdOTQKPlh3K7ydI0gYlp7GZPWsAluuy+BY1Y4fCAyV9ICnfcBQA2Eae4rH5heNWFFjxbqazwKjxcqJ/Mx0iWzASiRqLlAQ/lTTJdA4A2F5cefnXx0/7wXQOGPUyBbJhUSKRqpuVHI0EAE95quygvX92m35qOgeMWC3pTNMhsg0lEimJlATLlFytvdl0FgDY3vjSSwpdl0MSstCZcqKMRDcwSiRSFikJLpR0vukcALC9j9zeuy90O880nQMN6kE50ZdMh8hGlEjUSqQk+LCkh0znAIDtnVF6+a6uq02mc6BBfCLpItMhshUlEnVxvqRPTYcAgMq+Vev2ryd+96HpHKh3UUnHcSqNOWzxgzqxQ+HukuZICpjOAgAVGmnLxrmFZ2zItdx2prOg3oyRE33OdIhsxkgk6iRSEvxKyYU2AOAZm1TU+L6yo5aYzoF6czcF0jxKJOosUhJ8URyLCMBj7oqP2W+TW7DIdA6k3fuSLjcdApRIpM/Vkv5nOgQAVHCVk3NJ7NyNpnMgrX6SNFZONGY6CCiRSJNISTAu6Y+SVpnOAgAVXk/sPeg7tyWLbDKDK+kUOdHlpoMgiRKJtImUBL+TdIIkDr4H4BnjSi9v6bqKm86BOiuRE33VdAj8ihKJtIqUBKdLutZ0DgCosMDt2n2O24sNyP3tVfG3xXMokagPt0h62XQIAKhwdunEPq6rqOkcqJX5kk6QE02YDoJtUSKRdpGSYPK6Fekr01kAQJJ+UqD1M2X7f2I6B1L2s6RRcqLrTAfBb7HZOOqNHQr3VnIrhuaGowCAChTbOq9w3Op8q6yT6SyokbikQ+VE3zYdBFVjJBL1JlISXCTpWIkL2gGYV6r8wpvjJy4znQM1dhEF0tsYiUS9s0Ph8ZIeNJ0DACTp88Izvmhmbe5rOgd26AE50fNMh8COMRKJehcpCU6VNMV0DgCQpPNiFzN64m1vS7rQdAjsHCUSDeVySS+ZDgEA7yX69fs6scss0zlQpa8kHSsnymVQPkCJRIOIlAQTkk6UNMd0FgA4PXZFZ9fVVtM5sI0fJR0hJ/qz6SCoGUokGkykJLhR0pGSIoajAMhyS91dOr2T6P++6Rz4xSZJR8qJLjYdBDXHwho0ODsU3k3STEktTGcBkL2aamP0s8Lx8RzLbWU6S5aLSzpKTjRsOghSw0gkGlykJLhQ0miJqSQA5qxX48D/lR0+z3QO6GwKpD8xEglj7FD4eElPSrJMZwGQnXJVFp9fePqyQiu+q+ksWeo6OdH/ZzoEaoeRSBgTKQk+reSqbQAwoky5edfEz/jJdI4s9QAF0t8okTAqUhK8Q9JNpnMAyF7/Ktv/dz+6zT42nSPLPC/pAtMhUDeUSBgXKQleK+l20zkAZK8zSy9r7LpKmM6RJd6TdKKcKN9vn6NEwhMiJcHLJd1nOgeA7PSp26P3PNeeYTpHFvhIya18tpgOgrqjRMJLLpT0N9MhAGSnM0sv6+W62mg6Rwb7VNKhcqJR00GQHpRIeEakJOhKOkfSNNNZAGSfVWrZ7pXEPh+azpGhvpB0iJzoGtNBkD5s8QPPsUPhXElPSBprOguA7FKsrZu+KDwjmmsl2pvOkkEWStpfTvQH00GQXoxEwnMiJcEySSdJesFwFABZZrMKG90ZH/OV6RwZ5EtJv6dAZiZGIuFZdihcoGSRPNxwFABZxXXnFY5b2NjaurvpJD73jZIjkMtNB0H9YCQSnhUpCZZKOkbSf01nAZBNLOvi2Pkcy1o3yyQdRIHMbJRIeFqkJLhF0ihJ75rOAiB7/Cex18CVbqsPTOfwqeVKTmFHTAdB/aJEwvMiJcFNkoJKblALAA3i9NIr2riuYqZz+MyXkobLiX5pOgjqHyUSvhApCa6XdKikV01nAZAdFrudu33g7jbTdA4f+ULJArnUdBA0DBbWwFfsUDhP0iNKrt4GgHrVQut+/rjwnFzLUsB0Fo/7UNIf5ER/Nh0EDYeRSPhKpCQYl/QnSfeazgIg861Rs5ZPlh30qekcHvc/Ja+BpEBmGUYi4Vt2KHy9pBtN5wCQ2fIVL51fePqqfKusi+ksHvS6pGPkRDebDoKGx0gkfCtSEpwk6TxJCdNZAGSumPIK/hw/eaXpHB70L0mjKZDZi5FI+J4dCh+v5Hnb+aazAMhcnxWe+XnA2tTfdA6PeFTSGXKiZaaDwBxGIuF7kZLg05JGStpoOguAzHV2bGKu64qRF+kmSadTIMFIJDKGHQrvIyksqaXpLAAy05sFl83skfPtfqZzGBKXdK6c6N9NB4E3MBKJjBEpCb4vabgkrl0CUC9Oj13R1XW1xXQOA9ZLOpICicookcgokZLgfElDJS0wnQVA5lnutu34VmLP2aZzNLCVSm4i/obpIPAWprORkexQuJmkJ5Q8LhEA0qaxNq+fW3jmlhzLbWM6SwOYK+kIOdEVpoPAexiJREaKlATXSRol6VbTWQBklo0qbvpg2ZELTedoAP+RNIwCieowEomMZ4fCJ0n6u6Qi01kAZIYcJcrmF57+TZEV62E6Sz15WNLZcqIx00HgXYxEIuNFSoKPSxoh6VvTWQBkhoRyckOxs9aazlEP4pImyomOo0BiZxiJRNawQ+EOkp6XNMR0FgCZ4YPCc+e0taKDTedIkx8ljZUTfdt0EPgDI5HIGpGS4LeS9pf0uOksADLDGaWXN3NdZcKm259I2osCiVQwEomsZIfCV0i6WbyQAlBHLxZc++6AnK+Hm85RB09IOpMzsJEqSiSylh0KB5X85dnMdBYA/tVWa1bPLjy/2LLUxHSWFJVJulJO9A7TQeBPjMIga0VKgmFJ+0j60nQWAP71g1q0eSEx9CPTOVL0k6Q/UCBRF4xEIuuVb0z+oKQ/ms4CwJ+KtHXzF4VnrMmzEh1MZ6mBjyUdKyf6jekg8DdGIpH1IiXBdZGS4AmSzpC0yXQeAP6zRYXFt8fH+qGU3S1pXwok0oGRSKASOxTeTdJTkgaYzgLAb1z3i8IzFjSxtvQxnaQKP0k6XU70ZdNBkDkYiQQqiZQEF0raW9J9prMA8BvLmhCb4MUNut+VNJACiXRjJBKohh0Kj5b0kKSWprMA8I//FVw0u0vO6r1N55CUkHSTpBvlRDNhL0t4DCUS2AE7FO4k6R9KblIOADvV3Vq59M2CyztYlvINxvhO0klsHo76xHQ2sAORkuAKSQdJukHKiFMpANSzr9yOXWcl+sw0GOE1SQMokKhvjEQCNWSHwsOVPDKxs+ksALwtoA1rPykc7+ZYatGAT7tB0qVyolMb8DmRxRiJBGooUhJMXpwuPWs4CgCPi6pJ82llh8xtwKecLqkfBRINiZFIoBbsUHiMkiu4dzGdBYA35Skem184bmWBFbfr8Wk2SQpJuk9OlD/oaFCMRAK1ECkJPiupj6SHTWcB4E1x5eU78VO+r8enmKHktY/3UiBhAiORQB3ZofDBkqZK6mY6CwDv+aRw/GctrA3pPMBgi6RrJd0pJ5pI4+MCKWEkEqijSEnwTUl9Jd2p5L5sAPCL8aWXFLiu0jVi84GkQXKid1AgYRojkUAa2aHw3pL+rmSpBABJ0hsFV8zonbNiaB0eIirpGkkPUB7hFZRIIM3sUDhf0lVK/sIvMBwHgAd01Orv3iu8qLllqbgWd39K0kQ50VXpzgXUBSUSqCd2KNxHyVHJfU1nAWDeg/lTph+W+9EBKdxliaTz5ETfrKdIQJ1QIoF6ZIfCOZIukPRnSc0MxwFgUGNt3vB54Zmbci237U6+dKukEkk3y4lubYBoQK1QIoEGYIfCbSVNknSmpFzDcQAYcmneM+9OyHth+A6+5D+SzpcTXdJQmYDaokQCDcgOhftJmiLpYNNZADQ8S4nE/MJxXxZbpb22+9QKSZfLiT5lIhdQG5RIwAA7FB4p6XZJ2/8hAZDhgjnvz7m/4J7B5e9ulHSrpNvlRDcZjAWkjBIJGFK+ivt8SddLamE4DoAGNKvwgg/aWz8vknSVnOhK03mA2qBEAobZoXBLSTdKOkdSnuE4AOrf9BZad+knJSd8bDoIUBeUSMAj7FB4dyWnuI8wnQVAvZgv6cpISfAV00GAdKBEAh5jh8KHSbpD0h6mswBIi++UvGzl4UhJsMx0GCBdKJGAB9mhcK6kEyRdK6m34TgAaieq5AvCOyIlQRbNIONQIgEPK9+s/HhJ10na3XAcADXzs6S7JN0TKQlGDWcB6g0lEvCB8jJ5nJJlkmluwJt+UHIf2L9ESoLrTYcB6hslEvAROxS2JI1R8vqqfobjAEj6VtJtkqYybY1sQokEfKi8TB6lZJkcaDQMkL2WKXnG9UORkiBnXCPrUCIBHysvk6OULJODDMcBssVXkm6W9FikJBgzHQYwhRIJZAg7FD5S0lWS9jOdBchQCyVNlvQEW/UAlEgg49ih8O8kXSRprKR8w3GATPCWpPslvRApCSZMhwG8ghIJZCg7FG4v6TxJZ0tqYzgO4DfrJT2q5ErrBabDAF5EiQQynB0KF0k6SdIFYhEOsDPzlRx1fCxSEtxgOgzgZZRIIIvYofC+ks6XdKykQsNxAK+IS3pB0v2RkuB0s1EA/6BEAlnIDoXbSDpDyalu22wawJhVkqYqub/jStNhAL+hRAJZrPwknMMlnSbpSElFRgMBDeM9Jaesn2WLHqD2KJEAJEl2KBxQcpr7ZEn7S7LMJgLSarGkJ5TcnmeJ6TBAJqBEAvgNOxTurORinJPFWd3wr28lPa1kcfzIdBgg01AiAeyQHQoPVLJMniCpg9k0wE5FJT2r5Kjj2+zrCNQfSiSAGim/fvIgJQvlMZKamk0E/GKrpFeULI5hzrEGGgYlEkDK7FC4WMkzu4+WdJik5kYDIRvFJb0j6XFJz0VKglHDeYCsQ4kEUCd2KJwnaaiSq7uPlLSb2UTIYD9Iek3Sq5L+HSkJrjUbB8hulEgAaWWHwt0lBZUslPtLKjCbCD7mSvpIUljJ4vhRpCTIHy3AIyiRAOqNHQo3kXSokqXyCEm7mE0EH1gr6d9KlsbXIiXBH8zGAVAdSiSABmGHwpakvZQcofx9+b85ehGSNFfJ0hiWNCtSEowbzgOgBiiRAIywQ+FCSUMkDSu/7ScW6GSDUklzJM0ov81ktBHwJ0okAE8oH6nsq2ShHF7+trPRUEiHHyXN1K+l8SO24AEyAyUSgGfZoXAX/TpSOVzJ03M4jtG7XEmLtO0o4yKzkQDUF0okAN+wQ+GmSo5W9tvu1tJkriy1RdJCSfMkfaHkdY3vR0qCPxlNBaDBUCIB+J4dCnfQb4tlH7FwJx3ikhYrWRTnVXr7ZaQkWGYyGACzKJEAMpIdCudK6qlfS2VPSV0kdZXUXlKOuXSetE7ScklLtG1hXBwpCZaaDAbAmyiRALJO+Sk7nZQsldXdMuls8A2SVihZEpdX9e9ISXCduXgA/IgSCQBVsEPh5kqWyc6SWkkKlN+ab/d2+4/V9xT6VkkbldyUu+K2Zru3q7VtQVxbz5kAZCFKJACkUfn+lxWFsqmS0+YVK8qtSredvV+mZFncqORI4kZJG9mIG4BXUCIBAACQMi4sBwAAQMookQAAAEgZJRIAAAApo0QCAAAgZZRIAAAApIwSCQAAgJRRIgEAAJAySiQAAABSRokEAABAyiiRAAAASBklEgAAACmjRAIAACBllEgAAACkjBIJAACAlFEiAQAAkDJKJAAAAFJGiQQAAEDKKJEAAABIGSUSAAAAKaNEAgAAIGWUSAAAAKSMEgkAAICUUSIBAACQMkokAAAAUkaJBAAAQMookQAAAEgZJRIAAAApo0QCAAAgZZRIAAAApIwSCQAAgJRRIgEAAJAySiQAAABSRokEAABAyiiRAAAASBklEgAAACn7/ytSUfIudu32AAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/oli/.local/lib/python3.6/site-packages/ipykernel_launcher.py:25: MatplotlibDeprecationWarning: normalize=None does not normalize if the sum is less than 1 but this behavior is deprecated since 3.3 until two minor releases later. After the deprecation period the default value will be normalize=True. To prevent normalization pass normalize=False \n" ] }, { "data": { "image/png": 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99ln9xx577NCPP/6Y/M477+woeXz06NGNPvroowb/+c9/dnfr1q3AZrNpw4cPb+pyucocHk5ISKj0HLv58+cn3nfffS0effTRvXa7PSc5Odn7xRdf1H///fcblt7OYrGUeU+SJEHX9Wq939zcXFOHDh3yvvrqqx2nP9a4ceNyD//OnTt3S8l7SUxMrPA9XHvttTnXXnvt3/v377dYrVY9NTXVm5qa2qVFixZHK3pO796987xer7R58+aYLl26FFWW/fPPP08uLCw0DRs27Eh5j69cuTLu0ksvbXvbbbdllx7RrY45c+bYNm3aFD916lTnvffe2+TCCy88UadOHe3WW289OnDgwHb+7Isii6yoNgCNATQqdWsIoB7+KYgV3RLO3GNZTU4eXg2gS1Xb9Z+QtfN27/HNg0+cbAvgZKlbTqmPhwHsB7Cv1MfDGHOi1t8HiYhKi4oSmZWVVRgXF6fNnTu3Trt27c44j659+/aFM2bMSM3JyTGVjEbOnz8/yWQyISsrq7Bku+uuu+7IjBkz6jdp0sQlSZJ+4403nih57Pfff0+66KKLjt9///1HAd+FLTt27Ihr1apVgT9ZFy9enNS4ceOil1566dR0N7t27fLrgpeq3m/37t3zv//++/rp6enu6l440qZNG5c/GUrK6OzZs21Hjx61XH/99ccr2nbFihUJJpMJ6enpVV6l/vnnn6ddeOGFx8vb9o8//oi75JJL2t5www1H3nrrrb3+5M3Pz5ceeeSRzC+++GK7xWKB1+uVSkq5y+WSvF4OAEUiWVElABkAWgNoASAdZYtiSVlMFJWxtEIr6tpcWh0AmX4+1Y0xdQ/CVypPL5glH/dizIkKp8QiIjpdVJTIhIQE/f777z/w3HPPNYmJidH79++fe+DAAcuaNWviR4wYkX3PPfccfemll9JvvPFG+YUXXth34MAB62OPPdb0mmuuOVJ6fsPBgwcfHT9+fPorr7zS+PLLLz9W+tBrixYtClVVTf7pp58SU1JSvC+//HLDI0eOWFq1auVX1jZt2hTu378/ZuLEicnnn39+/rffflt33rx5FV5hXNP3+9ZbbzW67LLLWj333HP7ZFl2bd26NXbmzJn1Ro0adaBly5Y1PvfvzTffTMnKyips1KiR59dff0186qmnMu+6666DJSOM8+fPT1y6dGniRRdddLJu3breX3/9Nenpp59uevXVVx8pmStzx44d1gEDBrT55JNPdpQ+n/Tvv/+O/eOPP5KmT59+xqH0FStWxF1yySVt+/btm/PUU08d2LVrlwXwXdldnXL6xBNPpF944YUnzj///AIAOP/883NHjx7dZNmyZdlvvvlmgx49euTW9GtCYhUXxSbwFcVWpT62AtASQLy4dP4pikGcLVe3Vr3lGazwfQ2aVLrVmLonAWwpvm0u9XEzxpw4VoPXJaIIFhUlEvBdrGKxWPRx48aljxgxwpqWlua+4447DgO+q6G///77LQ899FDTPn36dIiLi9Muu+yyY++//36ZSaazsrKKOnXqlLd27drEV199tcxj//nPf/Y7nc7Ya665pk1cXJx22223Hb7ooouO5+TklJkWqCq33nrricWLFx964oknMl0ul6l///4nRo4cue+VV15JD+T7XbRo0cZHHnmkyc0339wyPz/f3KBBA1fv3r1PJicn12rIbdOmTXEvvPBCkxMnTpgzMjJcjzzyyP7Ro0efOgcyLi5O//rrr+u/8sor6W6325SRkVE0bNiwg6W3cblcktPpjMvLyyvztXv//fdTGzZs6Bo0aNAZ5zlOmTKl/rFjxyzfffdd/e++++7U1Erp6emuvXv3rq0s84oVK+Jmz56dvHbt2lNzQg4ePPjYwoULbQMHDmwry3LRlClTttf0a0KhIytqcwDdim9ZANrAN8IYJzJXIOiA7rZIcUmaVpMSWV02AN2Lb2WNqXsIwLri2/pTfx5zotxTS4go8p06ZFddK1eunG2z2fq2adOmwqteiegfmzdvbnXy5MlFPXr0uEp0lkghK6oFQAcAXfFPaewKoK64VDU3TR29uo47v9JzInUg/6YnLQlf7juwqXORq22oslXDQQBrACw7dRtzotwJ/okoskTNSCQRhSdZUc3wXXRyLv4pi1kAyp1JIFLpQAGAhCRNM9qoakMAFxXffMbU3YF/SuXvAP7EmBOVXjRHROGHJZKIDEVW1FgAPQH0BdAHwHnwHWaNarqEIgBI1HSjlcjyNC++/V/x5y6MqbsaZUcrzzi3mYjCC0skEQklK2od+IpiSWk8G1E2ylgdmslXIhM0LWwuBColBr6/17MBPAgAGFP3KHyFciGA+fCNVnIaIqIwwhJJRCElK2o8gAHwHf7sC6AzfJNvUyW8JSVS1w0x3VAA1AdwWfENAI5gTN0F8BXK+RhzgpP7ExkcSyQRBZ2sqC0A2AFcDuACRMDV0qHmNcENXXeZfaN6kSgFwPXFN+Q922BJx6JP/wbwA4CfnQ47p9kiMhiWSCIKOFlRY+AbZby8+Gakq4nDktsMtwTkI3JLZBnrdNkLYFjxzS0r6v8A/BfAD06HvdJpu4goNFgiiSggZEXNwD+jjRfCt+QfBYjbAo/ku0K7nugsoTDde0Hp0WorgP7Ft5dkRd0O4GsAM50O+3IR+YiIJZKIakFW1HQAN8B3FW4vAFLlz6CaclvgNQOFVW8Z/nQdrrneXh0r2aQFgMcBPC4r6i4A38BXKpc4HXZenEMUIiyRROQXWVHT4Dtv7Sb4rqY2iU0UHYqs8Fp0PSpK5DHY1ucjrms1N88E8Ejxbb+sqN8CmAlgkdNh56L3REEUNSVS0zTceuutzebOnZuck5NjXrJkyfrzzjuvQHQuonAgK2oygGvhK44DwKupQ67IAs2q6y7ROUJhgdb1RA2f2hjA/cW3w7KizgIwA74Lc7QAxSOiYoErkWPq9gjYvqr1eidW+rP5zJkz68ycOTNl7ty5m9q2bVvUuHFjT7CiAUDPnj3bZmVl5X/yySe7q966cp9//nm9V155pfHOnTtjPR6P1KxZs6Lhw4cfeOCBB45W9ryCggLp3//+d/rXX39dPzs725qWluZ+/PHH9z3yyCOn1rr95JNPkl944YX0ffv2xTZr1qzwhRde2HvTTTdV+A18yZIl8XfffXfznTt3xp5zzjknp0yZsqNhw4ZeAHC73ejatWv7t99+e2f//v3za/u+SSxZUW0AroGvOF4M33lpJEhhjKTH6rpbdI5QmOIZ0CAAu0kDMLT4tkdW1C8AfOp02LlkL1GARM1I5NatW2PT0tLcF110UV4wX6ewsFCKi4sL6Dk5KSkp3n//+9/7s7KyCmNjY/Vvvvmm7sMPP9y8UaNGnuuuuy6nouddccUVLbKzs63vvvuus3379kW7d++2ato/v4z/9NNPiffcc0+LJ598cs+gQYNOfP755/Vvu+22li1atFh/9tlnl3vY7J577pF79+6dM23atMNDhgyRR40a1XjixIl7AGDMmDGNzj777FwWyPAmK2o/AEPgO2SdIDgOFSuMgR6r60H95dcINF3K/kNv0y7Au20C4CkATxVf5f0JgBmcNoiodqKiRF533XXyN998kwIAkiT1SE9Pd+3du3dtQUGBdN999zWZPXt2/by8PHNWVlbe+PHjd/fr1y8fACZMmJDy9NNPNz158uRfJfuaNGlSvdtvv72lrusrAWDkyJHpc+fOrXfPPfcceu211xrv378/ZtCgQUdWrFiRtGLFiqRPP/20AQBs3Lhxbdu2bWt0KOqKK644Wfrzjh07HpoyZUrKokWLkioqkTNnzqyzfPly29atW9eWjBSe/vpvvPFGwz59+px44YUXDgJA9+7d9y1cuLDO66+/3uCrr77aVd5+t2/fHjd58uQdnTt3LrrhhhuO/vDDD3UBYP369TFffvll6p9//rm+Ju+RxCq+QOYO+MpjK8FxqByFMZDidD3iz/HbpjfeBEjnB/Elehff3pIVdQZ8o5OLgvh6RBErKkrkxIkTd7do0aJo0qRJacuXL19vsfje9v33399k7ty5ye+///6Oli1busaOHdvoqquuarN58+ZTxas6du3aFTtr1qzk6dOnb7VYLGjVqpVr+/btce3atSt46aWX9gJAenp6QEYQNE3DnDlzbDt27Ii74IIL9la03axZs+p16tQp/7nnnms0c+bMlISEBO3iiy8+Pn78+L1JSUk6AKxatSrxvvvuO1j6eQMGDMiZO3duvYr227Zt24K5c+fWycrKKlywYIGtY8eOBQAwdOjQZi+88MKe5ORknncUJmRFNcG3Wsgw+Kbl4XmOBpYfCylBi/wS+Z03mP2xjEQAdwK4U1bUbQA+A/CZ02HfE6oAROEuKkpkSkqK12azec1ms56ZmekBgJycHNPkyZPT3nrrLeeNN96YAwBfffXVzqZNm9Z5++23U0tG56rD7XZLU6dO3VG6KFqtVj0+Pl4reb3aOnLkiLlp06adXS6XZDab8dJLL+0cNGhQhYeyd+7cGbty5cqk2NhYbdq0aVsPHTpkHTlyZObRo0ctM2fOdAJAdna2tWHDhmXyNWzY0J2dnV3huW8fffSR87777mv2zjvvNOzRo0fuCy+8sP+dd96pHx8fr/Xu3Tuvd+/erXft2hV7zTXXHJ0wYcK+QLx3CixZURsDuAvA3QCaCY5D1VQQAylR1yL+l7SZ3n4iRsJbAngBwHOyov4A4E2nw/6TgBxEYSUqSmR5NmzYEOvxeKQBAwacOicmNjZW79KlS97GjRvj/dlXenq6qyYjjYqiNJowYULjks9Xr169rnXr1uUe8q5Xr553+fLl63Nyckzz5s2rM2rUqKatWrVynX6ou4SmaZAkCTNnztyRkpLiBYDCwsLdgwcPbpmbm7uzZDTSX2eddVbhihUrNpV8fuDAAfO4ceMyfv31143Dhg3L7NWrV+7cuXO3devWrf0555yTd8stt9T0KksKMFlR+wJ4CMDViOL/++GqIFYyJ0b4SGSBHrPlAOq3FhjBBN+E+XZZUdcBmABgktNh50weROXgD5JKmExnTn/ndrvPmEw5Pj6+RqMDI0aMOHzbbbcdK/lcluUKz5k0m83IysoqAoDzzjuvYOPGjXEOh6NRRSWyYcOG7gYNGrhKCiQAdOrUqVDXdezYsSOmU6dORampqe6DBw+W+Tdw8OBBa2pqarWvAL3//vub3nvvvQdbtmzpXrZsmW3cuHF769Spow0cOPDEggULbCyRYsmKaoHvAplHAZwlOA7VQn4szLYIH4hcobXdB0BkiSytI4APAIyTFfVDAO84HfZaz7ZBFEmidpLg9u3bF1mtVv2XX345tTRbUVGRtGbNmsT27dsXAECDBg3ceXl55pycnFNfpz///LNaV6tarVbN66180KBhw4berKysopKb1Vr9GVQ0TZNcLleFf3/nnXde7uHDh60nTpw4tc369evjTCYTmjdv7gKA7t275y1cuLBO6ectXLiwTo8ePap1xeJ3331n27JlS/yTTz55qDgTXC6XBPjKttfr5eolgsiKapMVdQSArQCmgAUy7BXEwGzTtIj+nj3N298mOkM56gN4AsB2WVGny4oaspM2iYwuakci69Spo912222HR48e3SQ1NdXTvHlz19ixYxsVFhaahg8fng0A/fr1y4uLi9MefvjhjMcee+zQ4sWLE6dNm5ZSnf1nZma6Vq1albRp06aYOnXqaA0aNPCYzTW7buHJJ59s1LNnz/y2bdsWFhYWmr777ru63377bf2XX3751BXUDzzwQMa+ffus3377rRMAhg4devTVV19N/7//+z/5xRdf3Hfo0CHLM8880+SGG27ILjmU/cgjjxy87LLL2j777LMNr7nmmhOTJk2q//fffydMnDjRWVWm/Px8acSIEZmTJ0/eXvK+unfvnjthwoQGAA7NnTs3eezYsfytPcRkRW0C4GH45sarKzgOBVBBLGJsmhaxK9boOgrma907iM5RCQt8S3zeICvqHwDeBDDd6bBHxQTwROWJ6N9qq/L222/vufzyy48NHTq0+XnnndfB6XTGzp49e3NaWpoX8I0UfvDBBzt++eWXumeddVaH6dOn13/iiSeqdbHIk08+ecBsNutdu3btmJ6e3mXr1q0xNc2Zl5dneuSRRzK7d++e1b9//3azZ89Ofu+993aMHDkyu2SbAwcOWPfu3Rtb8nndunW1H374YfOJEyfMvXv3bj948OAWF1100fGPPvroVPG86KKL8iZOnLjj888/T+vVq1eHOXPmJE+ePHlbRXNElvb444+nDxw48ETpVX/eeeed3X///XfCxRdf3HbgwIHH77jjjmOV7YMCR1bU7rKifglgB4DHwAIZcQpiJEuSpkXsFfSHUG99EWLiROeoprMATAKwQ1bUh2VF9es8eqJIIem6f9dXrFy5crbNZuvbpk0bzvpPVA2bN29udfLkyUU9evS4KtD7lhX1IgBPAugf6H1T6ExTR6+u487vUtk2Tww2b7vLfPTo1bl5Z4cqVyhN9lz46zOeu/qJzlFDBwC8CuA9p8POxRYoakTt4WyicCYran8Az8M3aTJFgYIYxNrcWsQuPTnFOyBDdIZaaARfiXxCVtTxAN7majgUDVgiicKIrKh94CuPFwiOQiFWGINYW5FW49NijMyrm/av05tHwkpJaQDGAXhcVtQ3AExwOuycoYIiFkskURiQFfVc+MrjQNFZSIwiK+KSNC226i3Dz0a96TYAjavcMHzUh+//60hZUScAeMPpsPMccYo4LJFEBiYr6tnw/TC6VHQWEqvIivgkTY/IEvmNt0+kXjBUD8BoAI8Ul8lXnA57hSuNEYUblkgiA5IVtRt85fEK0VlIPB1waybJmqhpEXcVsK5D+8bbu63oHEFWB8AzAIbJivocgA+cDntAlsQlEimqp/ghMhpZUZvJijoVwCqwQNI/CgAgXtertdhBOMlD3MZjqFNfdI4QSQPwNoB1sqIOEh2GqLY4EklkALKiJgF4CsAIAOEyVx6FiC6hELpui9P1iPu3sVTreAiAkScZD4Y2AL6RFfV/AB53Ouy/iw5EVBMskUQCyYpqAjAYwIvwTRNCdAZNQiGAfAlIFJ0l0KZ6+0fLKGR5egP4TVbUGQCedDrs20QHIvIHD2cTCSIraj8AfwD4CCyQVAnNBJcERNwk1rqOk4u0zu1F5zCAGwCslxX1DVlRq7W0LpERsERWoWfPnm2HDBnSVHQOihyyoraUFfUbAAsBdBMch8KAxwSXGYi4dbP3InWDB5aInUDdTzHwrXu/VVbUkbKi8kghGV7A/pFuaNe+R6D2VR3tN25YGcj9ff/997Yrr7yyzeHDh/9KTU31BnLfgXbw4EHz0KFDM3/55Zd6kiTpl1122bEPP/xwd926dbXKnjd//vzEZ555JmP16tWJZrMZ7dq1y1+4cOHmpKQkvab7vfvuu5vMmDEjNT4+Xnv22Wf33HfffUdLHvvkk0+SJ0+enPLLL79wiUwAsqLWATAKwEPw/cAgqhavGS6zrkdciZzr7Rlx7ykA6gF4DcAdsqLe53TYlwrOQ1QhjkQKUFhYKNXm+TfccEOLzZs3x8+ePXvzzJkzty5btsx22223NavsOfPnz08cNGhQ6wEDBuQsXrx4w5IlS9bfe++9h8zmf6Zn83e/X331Vd1Zs2alzJkzZ/Nzzz23Z8SIEfL+/fstAHDkyBHz888/n/HBBx/sqs17jRQHcj1NAGwB8BhYIMlPbjM8FsAlOkegTfP2l0VnMLDOAP4nK+qHsqJG83mjZGBRUyILCgqkO++8s2n9+vW7xMbGdu/Ro0fbX3/9NQEANm3aFHPllVe2AYC0tLSukiT1uO666+SS52qahnvvvbdJ3bp1u6ampnYZOXJkeul9Z2dnm2+66aZmycnJXZKSkrqdc845bX777bdT87mNHDkyvV27dh3Gjx+fmpGR0SkhIaF7Td/HqlWr4hYvXlxn4sSJzgEDBuRdcsklua+99touVVXrO53OCg8LPfroo02HDBlyaOzYsQfOOuuswi5duhTdfffdx+Lj4/Wa7nf9+vVx55xzzsm+ffvmDxs27GhiYqJ38+bNMQAwfPjwJoMHDz7UunXriPvB549Ctze2wK0l7s7xdAPQQHQeCk9uCzwxuu4WnSOQ3Lp51zY9I1N0DoOTANwNYJOsqINlRa3VAARRoEVNibz//vubzJ07N/n999/fsXTp0vWyLBddddVVbQ4ePGhu2bKl67PPPtsGAKtXr/57586dqydOnLi75Llff/11SmJiovd///vfhjFjxux54403Gn/77bd1Sh6/6qqrWhw+fNj63Xffbfntt9/Wd+7cOf/yyy9vc/DgwVPDfLt27YqdNWtW8vTp07f+9ttv62v6PhYtWpRos9m8ffv2PXWS/dVXX51jMpmwaNGicq/c3Lt3r2XNmjWJDRo08HTr1q1dSkpKl7PPPrvtvHnzkmqz327duhWsWbMm4fDhw+bFixcnFBUVmTp06FA0b968pDVr1iQ8/fTTh2r6PsOdrus4cKKg0ZZDuR28ms5zm6hWXBZ4Y3Q9on4hW6s33yk6QxhJBfAJgEWyomaJDkNUIipKZE5Ojmny5Mlpzz///J4bb7wxp0ePHoVfffXVztjYWO3tt99OtVgsSElJ8QJAenq6JzMz01PyOQC0adOm4LXXXtvfqVOnogcffPBIx44d83/66ScbAMybNy9p7dq1iaqqbuvbt29+p06diiZOnLjHZrN5J02alFyyD7fbLU2dOnXH+eefX9CrV6+Cmr6XAwcOWOvXr19mpQOr1Yo6dep49u/fX+6I4caNG2MB4JVXXkm/8847D8+ePXtz586d86+88so2a9euja3pfq+77rqc66+//miPHj3a33XXXfK77767w2azacOHD8987733dr788stpsixnde/evd0ff/wRcfPbVSS3yJOw+WBuh0MnizJ0XY+K/2MUXEVWaHG6HlErnMzw9uNpHf7rDeBPWVFflhU14qZ7ovATFT/gNmzYEOvxeKQBAwbkltwXGxurd+nSJW/jxo1VLiPWoUOHMqWvQYMGrsOHD1sBYNWqVfH5+fnmlJSUrgkJCd1Kbnv37o3dtm3bqXVu09PTXenp6ZX+ECj9/FtuuSVgh3k0zXddzG233Xb44YcfPnL++ecXfPzxx7tlWS58//33U2uz7/Hjx+/btWvX35s3b15/++23H3/66acb9enT52RMTIw+fvz49KVLl2684447Dt9xxx3NA/JmDMyr6abdR/Obbj+c277I44245elInCKrpCVouqEv+POHrsMzx3sup/apGQuAx+GbEuhq0WEouvEwWzVYrVa99OeSJJ0qZrm5uebU1FT3zz//vOn055UezYyPj6/0ymkAWL58+anD3MnJyeX+wGjUqJH76NGjZf7e3G43cnJyLI0bNy73nKmmTZu6gTPLcOvWrQt3794dU9P9nu7PP/+MmzlzZsqaNWvWv/XWW6k9e/Y8mZ6e7hk8ePCxRx55RD527JgpOTm5yq9DODqW76q7/3hhM4+mcboSCrjCGCCh5JtOBDiBxPW5SOgsOkeYywQwS1bUKQAecDrsx0QHougTFSOR7du3L7Jarfovv/xy6hzAoqIiac2aNYnt27cvAIDY2FgNADwe/44YnXXWWflHjhyxWq1WPSsrq6j0rXHjxn7trPRzMzIyyn1u3759806ePGlevHjxqTV058yZU0fTNPTt2zevvOe0adPGlZaW5t60aVOZQ8rbt2+Py8zMdNV0v6VpmoZ77rmn2bhx43bXrVtX83q9cLvdEgC4XC4JALxeb8SdFO7yaNYd2bktdx/Nb8UCScFSEAMk6rpe9Zbh4VetMwtP4NwM31rcl4sOQtEnKkpknTp1tNtuu+3w6NGjm8ycObPOypUr42655ZZmhYWFpuHDh2cDQKtWrVySJGHGjBn19u3bZzlx4kS1vjZXX311TpcuXXKvvvrqVt98802dTZs2xfz000+Jw4cPz1i0aFFC1XvwT/fu3Qv79OmTM2zYsGYLFixI+PHHHxNHjhyZabfbj8qy7AaAHTt2WJs3b95xwYIFCQBgMpnw4IMPHvjkk08afPrpp8l///137MMPP5y+Y8eOuPvuuy+7uvutzOuvv56akpLivuWWW04AQN++fXN///13288//5z4n//8p2HLli0LjT7/pr+O5rnqbTl0ssPJQk890VkoshXEAEmRMxCJqd4BtTqNhs7QGIAqK+pHsqLaRIeh6BE1h7PffvvtPZqmYejQoc3z8/PNWVlZebNnz96clpbmBYDmzZu7H3300X3PP/98xsMPPywPGjToyNdff+2sar8mkwnz58/fMmLEiIx7771XPnbsmCU1NdXds2fP3PT09KBMyTFjxoztd999d+YVV1zR1mQy6Zdeeunxjz766NR8jC6XS3I6nXF5eXmnrg4fPXr0ocLCQtOTTz7Z9MSJE+Z27doVfPfdd5s7duxYVN39VmT37t2W8ePHN16yZMnGkvv69++fP2zYsIPXXXdd6/r167s//vjjHYH8Gojk1XTTnmP5mScK3FyejEKiIAZSpJRITcex37X2PB8yOO4CMFBW1MFOh32B6DAU+SR/j5CsXLlyts1m69umTRuuQkJR52ShO2nPsYLmbq9W7StLPcf2Y7nzKBxLjgcxGYWzaero1XXc+V0qfLyPaUndrJPeEcdO9A1lrmDYoTX6rb9r/Lmic0Q4HcBbABSnw17j2UCIqhIVh7OJakvTdWnvsYKMHdl5bf0pkESBkB8LUx1NN1e9pfHN1s6NqKmKDEqCb3nVv2RFPUd0GIpcLJFEVShweeO2HsxtdySvqJHoLBSdCmJgsWlaRJTIGd4LWorOEEXawLd04jhZUXnhHwUcSyRRBXRdx6GcwrSth3PbF3q8Ab9Iiqi6CmJhsUXA1f9FunXbHj0tveotKYDMABQAS2RFbSE6DEUWlkiicrg8mnX74bzWB3IKM7nqDImWHyElcpXWeq/oDFHsbPhWu7lRdBCKHPzhSHSanAK3bcuhkx3yXJ46VW9NFHyFMVKsTdNiq97S2KZ5L+CIvlh1AEyTFfUDWVGjZilaCh6WSKJiuq7jwImCRjuP5LXxanrUTH9FxlcQg5ikMC+Ruo6iedrZHUTnIADAPQCWy4raVnQQCm8skUQAPF7NvCM7r+Whk0UZEbMsCEWMwhjEJmh6WI8cHUGddQWI5UikcXQCsEJW1JtEB6HwxRJJUS+vyBO/5VBu+9wirjxDxlRkRVyCrsWLzlEbP3u7nxSdgc5gAzBVVtS3ZEXl1GXkN5ZIimrZuUUp27Pz2rm94X2okCJbkRVxCZoe1qN4U7wDOEWWcT0IYLGsqM1EB6HwwhIZABkZGZ2ef/75BrXZx/fff2+TJKlHdna2GQAmTJiQYrPZulb2nJEjR6a3a9eO5xjVgKbr0q4jec32HS+QefU1GZkO6C6zbrYCYXt1tleXDv2lt2wjOgdVqieAVbKiXig6CIWPgF080OnzTj0Cta/qWHvH2pWhfL1gGzhwYO7OnTtX169f3ys6i2j5+fnSsGHDms6ZM6e+y+WS+vTpk/PRRx/tbNq0aYUrXWiahpEjR6Z/+eWXqSdPnrR0794994MPPtjZqVOnU2uDr1mzJnbEiBFNVq1aZXN7PObW7TvigceeRs/z+lSY5fP338Kn708AAAy+72HcMezBU4+t+fMPjH36MUyePR8WC6/DoaAphCS5AITt4catesYWQKrVL9oUEvUB/FdW1EecDvs7osOQ8XEEphKFhYVSqF4rLi5Oz8zM9JhM/CsZOnRo0/nz59f94osvts2bN2/TwYMHrVdffXWryp4zatSoRh9//HGD119/fdevv/66IT4+3nvZZZe1yc/PP/V3eNVVV7X2aLr14+nfY8rchWjbPgvD7/w/ZB86WO4+N2/4G+++Ng4vvfMxXnr7I7zzyn+wZcM6AIDH48GLT47EM2PHs0BSUOlAgQnIF52jNr719g7Z91KqNQuAt2VFfVdWVH5zo0pFTWPp2bNn29tvvz3z9ttvz7TZbF2Tk5O7PPzww+mapp3aJiMjo9Pjjz/eeNCgQXJSUlK3W2+9tRkAzJs3L6lHjx5t4+Liujdq1KjznXfe2TQnJ6fM1+7kyZPmK6+8snl8fHy3Bg0adB43blxayWObNm2KkSSpx9KlS0+dGJ+dnW2WJKnH999/bwPOPJxdnqeeeqpRSkpKl8TExG433nhjM39Krtvtxp133tnUZrN1rVevXtf77rsv49prr5UHDhzYEgCmTJlS12azdfV4fIN9S5cujZckqcf999+fUbKPm266qdnVV1/dHPjncPvXX39dp0WLFh0TEhK69enTp/XOnTtrdcjtyJEj5unTp6eOHTt2z1VXXXWyT58++Z9++qnzzz//TPz5558Ty3uOpmmYOHFigxEjRuy/7bbbjvfq1atg+vTpzsOHD1snT55cDwD2799v2blzZ+zgBx9PaNW+o7lZ85Z4+MlnUViQj62bNpSbZcfWLWjdviN6nd8XvXr3Q+v2HbFj2xYAwOfvT0CPXuchq2v32rxdoirpEorMQKHoHDWl69Bnevu2Fp2D/HYfgB9lRa0vOggZV9SUSAD4+uuvUywWi/6///1vw9ixY3dPnDix4euvv55aepv333+/YefOnQuWLVu2/vnnn9+/bt262EGDBrW++uqrj61YsWLdpEmTti1fvjxpyJAhmaWf99577zXq1KlTwbJly9Y//PDDB0aNGpX57bffBmyy6o8++ij5tddeS3/mmWf2Ll26dH2jRo3cX3zxRbUPDz3zzDONZs2alfLOO+84FyxYsDEnJ8f8008/1St5/OKLL87Nz883L126NAEAfv75Z1u9evU8S5YssZVs8/vvv9v69et36grLwsJC02uvvdbws88+2/Hjjz9u2rdvX8zw4cOb1OZ9LlmyJMHj8UhXXnllTsl93bp1K2zcuLHrf//7X7klcuPGjTHZ2dnWSy+99NRzUlJSvJ07d8777bffknRdhyfG1khu2Rpzvp4q5efnwePxYObkz1A/NQ0dOnUtN0vrdh2wc/tW7N+7G/v27MLOHVvRqm177HbuwKzpX+HBx5+uzVslqhbNhEKLrrtE56ipAsRuzka9tKq3JAPqD998ku1FByFjiqqh6kaNGrk++uij3SaTCV26dClau3Zt/Lvvvtvw0UcfzS7Z5pxzzjn53HPPnTq+edNNNzW75pprjo4ePfoQAHTq1Kno9ddf33355Ze3zc/P35mQkKADQPfu3XPHjh17AAA6d+586Lfffkt64403GgwaNCjn9Bw18c477zS88cYbs0eMGJENABMmTNj366+/1ikqKqrWLwIff/xxw4ceemj/7bfffhwAPv/8812ZmZl1Sx5PSUnxtmvXLn/+/Pm2vn375i9atMg2bNiwg+PHj08/ceKE6ejRo+Zdu3bFXnTRRadKpMfjkT788MNdHTt2LAKAoUOHHnr11VdrtS7uvn37rFarVU9NTS1zbmhKSornwIED5Y5y7t271woAGRkZZc6ZTEtLcx88dChmR3Zey9wiT72JU77FI3fdhvPaNYXJZEL9lDS8O2km6tSrV26WFq3bYvgTozDslmsBAA89MRotWrfFPTdfgxFPPYelv/6C98Y7YLFa8cSYcehxzvm1eetE5fKa4LLoKKp6S2NaprU7AICTWoevlgB+lxX1/5wO+w+iw5CxRNVIZPfu3fNKn3N43nnn5e3cuTO25BBuyTaln7Nu3bqEmTNnpiQkJHQruV1zzTWtNU3Dxo0bT00L07Nnz9zSz+vVq1fu1q1bAzav27Zt2+J69epVJttZZ52VV9H2pR05csR85MgRy7nnnntqe4vFgqysrDLnWZ177rknFy9ebNM0DX/88UfSTTfddLxFixaFP/30U9K8efNsaWlp7tIXqsTFxWklBRIA0tPT3UePHq3wF5NWrVp1LPka9u0b/MNbOmDSTFZbbpGnnq7rGPv046ifmopPv56LL+f8jP6XXI6HBt+MwwcPVLiPG/81BLN/XYHZv67w/XnGFCQkJqFLj7Px3L8fwusfTcZjo/+DJx64G66isP05TwbmNcEdq+tu0Tlqaqq3P5cPDX91AHwvK+qjooOQsUTVSGR1JCYmaqU/z8/PN91yyy2HH3vssUOnb9uqVatqHWIqKa66/s9aKC6Xy3Anmvfv3//ktGnTUn///fd4i8Wid+vWrfC88847+csvv9iOHz9u6dWrV5nJgi0WS5nFXSRJKvMeTzd37twtJe/79K9zifT0dLfb7Zays7PNpUcjjxw5YmnUqFG5P0gzMjLcALB3715Ls2bN3ACQV+RJOHz0RJ22HTtJALB8ySIs+nkeFv+9A0k238+0pzu9ht8XL8TsmVNw1wMjqvz6HDt6BO+/8RI+nali7Z9/ILN5KzRr3hLNmreEx+PGzu1b0bp9xyr3Q+QPjzl8S6SuI/8XrTv/U0QGE4BXZUXNAjDM6bCH7SkWFDhRNRL5559/ljmn7rfffkts1qxZUWVX12ZlZeVv3rw5Pisrq+j0W1xc3KnGtGLFijL7Xr58eWKrVq0KAKBx48ZuANizZ8+pKTqWLVvm18TBLVu2LFy2bFmZ11i5cmW55wieLiUlxZuSkuL5/fffT23v8Xiwbt26MhlKzot89dVXG/bq1SsX8BXLJUuW2JYuXVrmfMiaaNOmjavka9e8efNyfyief/75+RaLRS+54AgAVq9eHbt///6Y3r17lzvy2q5dO1dqaqp73rx5dQDgWL6r3tod+9uu/Wul1Ln72QCAggLfoOvpV79LJhN0rdw+e4ZXnnsKt919Pxo2zoDXq8Hj+ecteLweeKu5HyJ/uC1wx+laWE79dRDJ69ywhO3URFSuO+G74KZuVRtS5IuqErl///6Yu+++u8nq1atjP/jgg/qffvppg3vvvbf8+V2KPf300wf+/PPPxNtvvz1z6dKl8WvXro2dPHlyvdtvv73MhTWrVq1KeuaZZxquWbMmdty4cWk//PBD/YceeugQACQlJeldunTJe+WVVxqtWrUqTlXVpGeffdavcwfvv//+gzNmzEh98803U4rnO0z353D5XXfddXDChAmNJk+eXG/16tWxQ4YMyczJyTFL0j8Domlpad42bdoUzJ49O6Vv374nAeDiiy8+uX79+oSdO3eWOR8yWFJSUrw33nhj9lNPPdV0zpw5tsWLFyfceeedzbt27Zp34YUXniqRzZs37/jFF1/UA3zF8J577jn0+uuvN/7wi6+a/bJkRcunHr7XlNawEQZcYgcAdOnRE3Xq1sMzI+7HpvVr4dy+FeNfHIW9u3eiz4UXV5nrt0ULsHP7NvzfHXcDALK6doNz6xb8b8FPmPnlZzCbzJBbVDoLEVGNuCzwJmh6WJbI/3rPLhCdgYKiH4BfZUXlKkRRLqoOZ1977bVHCgoKTL17925vMplw1113HSp9UU15evXqVfDf//5301NPPZVx0UUXtdN1HU2bNi0aNGjQ0dLbDRs27OCqVasSX3vttfSkpCTvmDFjdl933XWnLqr55JNPnHfddZd8/vnnt5dluWjs2LF7rr322mqfFzh06NBj27Ztix0zZkyTp556ynTppZce+9e//nVowYIF1fpt8MUXXzxw4MAB63333SebTCbceuuth/v06ZNjNpvLHH8+99xzT27cuDG+pDA2bNjQ27Jly8IjR45YunTpEpKT/j788MPdw4YNw2233day9GTjpbdxOp1xx48fPzUd0vPPP3/gWF5R8pOPjUg9mXMC3c4+B+9OmonYuDgAQHL9FLw7aSbeevlFDL3pang8HrRs0w5vfvwl2nboVGmewoICjBv1b7z87ienRjIbNs6A8sJLGP3og4iJicELr7+LuPiwXtqYDMplgTexsvNEDGyqd0CtZmsgQ+sCYKmsqBc7HfatosOQGJK/35tWrlw522az9W3Tpk1Y/aPp2bNn26ysrPxPPvlkt+gsRuD1etGyZcusq6+++uibb765T3Se2tB0Xdp5JL/5yUJ3sugs5fEc24/lzqNwLDkuOgoZ1DR19Oo67vwu5T22KQOLFl7n0t84lN0v1Llqw6Ob9rYqmpxR9ZYU5g4BuMzpsK8SHYRCL6oOZ0ezzZs3x7z22mupa9asiV2+fHn8v/71r2Z79+6NueOOO45W/Wzj8mq6afvhvFZGLZBEtVUYI+mJmhZ2I5Hr9WbbRWegkGgAYKGsqANEB6HQi6rD2ZEsISGhW0WPffPNN1tatWpV9OWXX6aOGTOmia7rUuvWrQtmz569uXv37mG7Eobbq5l3ZOe1KXR7/bpIiSicFFqh2zTNcLM5VOVrb99arV5FYcUGYK6sqLc5HfaZosNQ6ERNiVy+fPkm0RmCafny5esrekyWZVdSUpK+atWqjaHMFExFHq91R3ZeG5dHixOdhSiYCmMg2TQ9rI4a6Tq8s7zntxOdg0IqFsA0WVEfdDrs74kOQ6ERNSUy0mVlZUXNTNeFbm/sjuy8Nm6vxqlDKOLlx0JK0zRz1VsaRy7iN55AEueHjD4mAO/KitrI6bA/KzoMBV9Y/XZLVODyxG0/nNeWBZKiRUEsJJumhdUv/Iu1TodFZyChRsuK+rasqGF3Ggb5pyYlMtftdksulyusvqlR+Msr8iRsz85r69G0sDnXSnMVwO1xI9cVdtdFkEEUxEhmWxj9mweAqd7+KaIzkHAPAGCRjHA1KYJzXS5Xty1btjS3Wq38yUgh4dV0c6FHS9R1hM03JK+modDlxv4TRVi6O2yvXyLB8mNhTtLCZ+Rd13FiiZbVXnQOMoT7AaD4PEn2hQjkd4ns0aPH5JUrV6KwsPDywsLCpGCEIirteKE3edsx9zlaGBVIAHB5dRzJ1/DD1nwcyg/LBUfIAApiYU7S9LApkbv1tI1emHuJzkGGwSIZwWp0SLpHjx6TAUwOcBaiM8iKehaA+eBFYBSlCmJgTdLCZxYCVTsnai7yo2pjkYxQvLCGDEtW1C4AfgRQraUdiSJRQaxkTdTDp0RO9fZvIToDGdL94DmSEYclkgxJVtSO8I1AciUaimoFMYhJ0PSwmFDfpVucO/VGXC+bKsIiGWFYIslwZEVtC+BnAKmisxCJVmjRrfF6eJTI1XrLXaIzkOGxSEYQlkgyFFlRWwH4BUBD0VmIjMAVA0lCeFxUNsPbN2wOu5NQLJIRgiWSDENWVBm+ApkuOAqRYRRZoYnOUB26DrfqPYdT+1B13Q/gNdEhqHZYIskQZEVtCl+BbCo6C5GRuMNkmvHjSFqfh3ib6BwUVkbIivqE6BBUcyyRJJysqI3gK5DNRWchMhId8OgmKSwmGV2gdT0mOgOFJYesqINFh6CaYYkkoWRFtQH4AUAr0VmIDKjACj0s5l2c6unP85ippj6UFfVK0SHIfyyRJIysqFYAMwF0FRyFyJB0CYVWXXeJzlEVTZeOrNDbthWdg8KWGcA0WVHPFx2E/MMSSSJ9COBi0SGIjEqTUBir627ROaqyXW+0SYeJP0+oNuIBzJEVNUt0EKo+/qcnIWRFfRHAHaJzEBmZJsEVp+se0TmqMtt7flhcQU6Glwzgv7KiZooOQtXDEkkhJyvqMABPi85BZHReM4riNd3wF9bM8PbjOc0UKBkAfpQVlYtNhAGWSAqp4pOn3xGdgygceExwx+uaoUf5CnXrlv1IaSQ6B0WUtgBUWVETRQehyrFEUsjIitoLwFT4TqImoip4zPAkarqhS+QKre0+0RkoIvUEMENWVPYUA+NfDoVE8XKGcwCExRrAREbgssCTZOyBSEzz9k8SnYEi1mUAXhEdgirGEklBJytqGoD/AkgTnYUonLis8CRpmmHXF9Z1FP6k9egoOgdFtJGcjNy4WCIpqIrngvwGQEvRWYjCjcsCzabphi2Rh1F3XRFi4kTnoIj3PueQNCaWSAq2CQB6iw5BFI4KY6DbNM2w5xD/5O2RKzoDRYUYAN/IitpMdBAqiyWSgkZW1KEA7hWdgyhcFVolrY6BS+RU74B00RkoajQAMJtXbBsLSyQFhayo5wF4W3QOonBWGAMpSdOsonOUx6tLB9bqLVqLzkFRpTOAybKiGvYUj2jDEkkBJytqOoCv4TsEQUQ1VBAL2DTNIjpHeTbpTbeJzkBR6RoAL4gOQT4skRRQsqLGwnchDScfJqqlAt9IpCF/GfvW24ejQSTK07Ki3iw6BLFEUuC9B6CX6BBEkaAgVjIlabrhrn7Wdehfe3u3FZ2DotonsqKeJTpEtGOJpICRFfVBAJzPiyhA8mNgStI1w5XIfMRtPIq6KaJzUFSLAzBTVtRk0UGiGUskBYSsqP0AvC46B1EkKYiFJVHT40XnON1vWodDojMQAWgG4DPRIaIZSyTVmqyoTQDMAGDICwCIwlVBLKzxmma4pUKnePvXFZ2BqNhVsqKOFB0iWrFEUq3IimoG8CW4pCFRwBVaIcUYbJYDXUfur1oXLnVIRuKQFZXn4gvAEkm19QyAvqJDEEUilxW66Ayn24eU9R5YDDl3JUUtK4DpPD8y9FgiqcZkRe0LYJToHESRym3AEvmDt2eh6AxE5cgE8DknIg8tlkiqEVlR68N3GNuwS7IRhTtXjOE6JKZ5+2eKzkBUgSsBPCo6RDRhiaSa+gRAE9EhiCKZ12KskUi3bt69RW8ii85BVIlxsqKeKzpEtGCJJL/JivoAgKtF5yCKdG6DjUT+rcs7RGcgqoIFwNTio2UUZCyR5BdZUTsDeFV0DqJo4DHYpFkzvf1iRWcgqoZMAJ+LDhENWCKp2mRFTQAwDb6VAogoiHSgMBbwiM5RQtfhme09t53oHETVdIWsqENFh4h0LJHkjwkA+EOEKAR0oCBO172ic5TIQcKGk0jkJOMUTl6TFVUWHSKSsURStciKej2Au0TnIIoWuoTCeF0zTIlcpHU+IjoDkZ9sAD7ltD/BwxJJVZIVNQ3Au6JzEEUTzYSiRE3XROcoMdU7gKtSUTi6AMBDokNEKpZIqo63wWUNiUJKk1CUqGmGuDxb03H8N60DT2WhcDVOVtS2okNEIpZIqpSsqNcCuFF0DqJo4zHDnaQZYyByl95wowYTFxagcBUP32o2/DccYCyRVCFZUVPAw9hEQnjMcNs03RDncn2vneMWnYGolnoBeEJ0iEjDEkmVeRNAQ9EhiKKR2wy3TdMM8T16mrd/C9EZiALg2eK5jilADPENioxHVtSrANwqOgdRtHJb4LVpmvDDb0W6ZcduvUGG6BxEARAD4AtZUWNEB4kULJF0BllRkwG8LzoHUTQrskKzaZrwNWv+1FvvEp2BKIC6ABgtOkSkYImk8rwOoLHoEETRrMgKrxFK5HRPvwTRGYgC7AlZUTuJDhEJWCKpDFlRLwdwh+gcRNGuyCrpNk0TethN1+H6r9azg8gMREFgATCRk5DXHksknSIrah0AH4jOQURAQQyQpOmxIjMchW19PuISRWYgCpJzAAwTHSLcsURSac8BaCI6BBEBhTHQkzRNaIn82dvtuMjXJwqycbKiNhIdIpyxRBIAQFbULAAPis5BRD4FMTAl6lq8yAxTvQN4bjRFsnoA3hCcIayxRFKJt+E7T4SIDKAgFlK8pgsrkZouHV6lt24j6vWJQuQmWVEvEh0iXLFEEmRFvRlAP9E5iOgf+bGSKUHXhV0ZvVVP3wJIvPCAosHbnDuyZlgio5ysqEkAXhGdg4jKclt03STwe/Qsb29d1GsThVgbAI+JDhGOWCJpNACuRkFkMO4YaKJeW9ehf+3t01rU6xMJ8LSsqM1Ehwg3LJFRTFbUdgAeEZ2DiM7kEXiGcgFiNh9E/QbiEhCFXAJ4kY3fWCKj21sArKJDENGZ3DG6sMPJy7V2B0S9NpFA18iKerHoEOGEJTJKyYp6PYCBonMQUfk8MRBWIqd6+9tEvTaRYK/KispuVE38QkUhWVETAIwXnYOIKua1QMiV0bqO/F+07h1FvDaRAXQCl/6tNpbI6PQEgKaiQxBRxTyCDmcfRPJ6F6xCV8ohEuyF4sEWqgJLZJSRFbUBgEdF5yCiynljxBzNnuc9K1/ICxMZRwaAEaJDhAOWyOgzCkCi6BBEVDld0OHsad7+nPKLCPi3rKhpokMYHUtkFJEVtTmAYaJzEFHldMBjNushL5Ee3bR/vS63DPXrEhlQHQDPig5hdCyR0eUFcEofonBQkKhpIZ9sfKOeuS3Ur0lkYMNkReX68ZVgiYwSsqJ2AXCL6BxEVDVdQlFS6Dskvvb2MYf8RYmMywLAITqEkbFERo9xgJhzrIjIP5qEwiQttIezdR3at97e7UL5mkRhYJCsqL1FhzAqlsgoICtqXwCXic5BRNWjSShK0rWQlshcxG84DltyKF+TKEy8IjqAUbFERgcOxxOFEa8JLpumhfT78xKtY3YoX48ojJwjK+o1okMYEUtkhJMV9WoA54rOQUTV5zHDZfNqIT0/cap3AEchiSo2SnQAI2KJjGDF63+OFZ2DiPzjMcNTR9NCNpOCriNnsdapQ6hejygMdZcV1S46hNGwREa2WwDwBwNRmHFb4LGFsETu0VM3eGG2hOr1iMIURyNPwxIZoYpHIZ8SnYOI/OeywJOk6TGher252jmuUL0WURjrJSvqJaJDGAlLZOS6DkB70SGIyH9FVuhJmhYbqteb6r2gWaheiyjMcTSyFJbIyPW06ABEVDNFVmiJuhYXitdy6eZdO/T0zFC8FlEEOF9W1AGiQxgFS2QEkhX1SgBdROcgopopjJG0RE0PSYlco7d0huJ1iCLIaNEBjIIlMjJxFJIojBVaISXoWkIoXmuGt29IyipRBOknK2of0SGMgCUywsiK2h9AL9E5iKjmCmOgxeoIernTdbi/957Lc6eJ/MfRSLBERqInRAcgotrxWHU9FK9zHIkb8hBvC8VrEUWYgbKiRv1CHiyREURW1K4AOP0AUZjzWOENxev8qnU5ForXIYpQT4oOIBpLZGT5t+gARFR7XitCMhI5xTMgLRSvQxSh7LKithQdQiSWyAghK2pzADeKzkFEtReKw9maLh1drrdrF+zXIYpgJgDDRYcQiSUycowAYBYdgohqzxuCEunUG23UYeLPAKLaGSwratSeV8xvIBFAVtQkAHeIzkFEgeGNCf7R7NnauVrQX4Qo8tUBMFh0CFFYIiPDv+D7h0xEEUCzQgr2a0z3XBDV53IRBdBwWVGjsk9F5ZuOQA+IDkBEgaNZgzsSWahbt+1DauOgvghR9GgF4HLRIURgiQxzsqL2A9BRdA4iChw9Rg/qSORKrc2eYO6fKAo9LDqACCyR4Y+jkESRxhLcEjnNe0FSMPdPFIUGyooadQM6LJFhTFbUdACDROcgosDSrXrQvjfrOgp/1M7qEKz9E0WxqBuNZIkMb/cAsIgOQUQBZtWDNl1XNuquL0RsfLD2TxTFbpMVNUV0iFBiiQxTsqJa4SuRRBRBdKAoEcE7nD3f2/1ksPZNFOXiAdwlOkQosUSGr0EAeHUlUeQpsGla0L43T/UOSA/WvomIJZLCAy+oIYpAmhS8EunVpYOr9Zatg7FvIgIAtJEV9TzRIUKFJTIMyYqaBaCv6BxEFHiaBJfNqwXlXOfNepOtwdgvEZURNSvYsESGp6j5B0oUbTQTiupomjUY+/7W2ycYuyWism6SFTVBdIhQYIkMM7KimgHcIjoHEQWHxwxXkqYHvETqOvSvvX3aBnq/RHQGG4DrRIcIBZbI8HMRgEaiQxBRcHhN8CTpWmyg95uP2I1HUDc10PslonINER0gFFgiw8+/RAcgouBxW+BO0gJfIn/XOhwK9D6JqEL9ZEVtLjpEsLFEhhFZUZMAXCM6BxEFj8sCT6KmxwV6v9O8/esGep9EVCEJwJ2iQwQbS2R4uQ5AVJysSxStXBZoCZoW0BVldB15C7SuXOqQKLTukBU1aAsHGAFLZHjhoWyiCFdkhTdB1xMDuc8DqL/eDUtMIPdJRFVqBmCA6BDBxBIZJmRFbQKgv+gcRBRcHgu8ZiCga2f/4O2ZH8j9EVG1RfSUfCyR4eNW8O+LKOJ5LfAGep/TvBdkBnqfRFQtgyJ5zkiWkvDBQ9lEUcBj1bWA7k837dmkZ0b8VaJEBpUA4DLRIYKFJTIMyIraDUBH0TmIKPg0CwJaItfp8o5A7o+I/BaxE4+zRIYHrlBDFCW0mMCORM709g3KEopEVG1XyIoa8LlfjYAlMjwMEh2AiELDa9X1QO1L1+H9znte+0Dtj4hqxAbgEtEhgoEl0uBkRe0EoKXoHEQUGrolYB0SJ5GwPgdJnGScSLyIPKTNEml8V4sOQESho8cEbiRysdbpaKD2RUS1cpWsqBF3aglLpPFdIzoAEYWObtUDtsLFFO+A+oHaFxHVSj0AF4oOEWgskQZWPMF4D9E5iCh0AlUidR0nlmodudQhkXFcLzpAoLFEGts1ogMQUYhZEZASuUtvsEGDKaAr3xBRrVwjK6pFdIhAYok0Np4PSRRtYrSAfF/+XjvXHYj9EFHApADoJzpEILFEGpSsqPUQYf/YiKhqJosekO/L07wXcJUaIuOJqKu0WSKNyw4g4q7kIqIqxOi1Ptzl0i07dukNmwQiDhEF1OWiAwQSS6RxXSM6ABGFntmi1fo8xj/1VrsCkYWIAq6ZrKhtRYcIFJZIAypeHulS0TmIKLR0wGs167U+AjHD2y8hEHmIKCgiZvUalkhj6gsgSXQIIgq5Apum1epwtq7DNdfbi1P7EBnXxaIDBApLpDFF3ISkRFQ1HSi0aXpMbfZxDLb1+YhLDFQmIgq4C2RFrdX/c6NgiTQmlkiiKKSbUJSkabU6nL1A63oiUHmIKCgSAZwvOkQgsEQaTPHUPt1F5yCi0PNKKEzStNja7GOKZ0CDQOUhoqCJiEPaLJHGcwH490IUlbwmuJM0vcYlUtOl7D/0Nu0CmYmIgoIlkoKCh7KJopTXDFeipsXX9Pnb9MabACkgyyYSUVB1kxU1TXSI2mKJNB6WSKIo5TbDnaDrNZ6e5ztvRJxmRRQNJAAXiQ5RWyyRBiIrajqA9qJzEJEYHjM8cbpe45HImd5+rQKZh4iCKuzni2SJNJYBogMQkTheCzw1fW6BHrPlAOo3DGQeIgoqjkRSQLFEEkUxzay7a/rcFVrbfYHMQkRB11hW1JaiQ9QGS6Sx8HxIoiimm+Gt6XOnefvbApmFiELiXNEBaoMl0iBkRW0FIFN0DiISR7PqNSqRuo6C+Vp3LnVIFH7OEx2gNlgijaOP6ABEJJZu1rWaPO8Q6q0vQkxcoPMQUdCxRFJA9BIdgIjE0q01K5E/es/KDXQWIgqJLFlRw/ZUFJZI4+gpOgARCWbV9Zo8baq3f5NARyGikDAjjH/+s0QagKyocQA6ic5BRGLpVv+f49FN+9fpzcP6Ck+iKBe2h7RZIo2hOwCL6BBEJJhV83skcpPedFswohBRyLBEUq2E7VA2EQWOZNX9Xvf6G28fczCyEFHInCMraliuec8SaQwskUTkd4nUdWjfeHu3DVYeIgqJegjTJY9ZIo2BJZKIIMVofo0q5iFu4zHUqR+sPEQUMmF5SJslUjBZUesD4EnxRATJ6t/35KVax0PBykJEIRWWK9ewRIrHUUgiAgCYLP6NRE719ucoJFFk6C46QE2wRIrHScaJCAAgWbVqz9Kg6zi5SOscludREdEZOsiKWoNJvsRiiRSPI5FEBAAwWas/U+RepG7wwBJ2P3SIqFwxANqJDuEvlkjxuooOQETGYLFUv0TO9fYsDGYWIgq5LqID+IslUiBZUesCSBedg4iMwWTRY6q77TRvfzmIUYgo9FgiyS8dRAcgImPQgaJEaLHV2datm3dt0zMyg52JiEKKJZL8whJJRCUKk7Tqlci1evOdwQ5DRCHXSXQAf7FEisUrK4kIAKBJKEjU9LjqbDvD26/ah72JKGw0Kp47OmywRIrFkUgiAgDoElwJuhZf5XY6PHO85/IXUKLIFFa9gCVSLP4gICIAgNeEonhNT6xquxNIXJ+LhDqhyEREIddRdAB/sEQKIitqAoBmonMQkTFoJhRZgSonG/9V63wsFHmISAiWSKqWdgAk0SGIyBh0k+6uznZTvANSg52FiIRhiaRqCavzHogouHQzqiyRmo5jy7T2PA2GKHK1Fh3AHyyR4rBEEtEp1RmJdOqNNuow8fs2UeTKkBU1bGZf4DcjcTiaQET/MMNT1SZztHO9oYhCRMKYAITNQgIskeK0ER2AiAzEoldZEGd4L2gRiihEJFRz0QGqiyVSnLD5TYOIQqCKElmkW7ft0dPSQxWHiIRhiaSKyYqaDCBJdA4iMhCLrlf28Cqt9d5QRSEioWTRAaqLJVKMpqIDEJGxSBZdq+zxad4LEkKVhYiE4kgkVYqHsomoDMla8UCkrqNonnY2Z3Qgig4skVQpjkQSURmmSkrkEdRZV4BYjkQSRQeWSKoURyKJqAyTVatwBaufvd1PhjILEQnVoHhpZMNjiRSDI5FEVIbJoldYIqd4BzQKZRYiEk4WHaA6WCLF4EgkEZUhWTVzefd7denQX3pLzitLFF3C4pA2S6QYHIkkojJMMXq5JXKrnrEFkCocpSSiiBQWPYElMsRkRTUByBCdg4iMxWzRLeXd/623NwskUfRJFR2gOlgiQ68RAKvoEERkLGardsb3BV2HPtPbt7WIPEQkVJroANXBEhl6TUQHICLjMVvOLJEFiN2cjXph8cOEiAIqLP7fs0SGXlj8wyCi0DJbtZjT7/tda79fRBYiEo6Hs6lcKaIDEJHxmMx67On3TfP2rycgChGJFxYDTiyRoccSSURnMFv1uNKf6zryftG6calDoujEkUgqF0skEZWhS9Cs5rIl8gCS17thOeMQNxFFBZZIKldY/MMgotDxmEyeBE0vs8zZPO/ZBaLyEJFwcbKiJokOURWWyNCrLzoAERmL2yy54vWyJXKqdwBnciCKboY/L5IlMvSSRQcgImPRzJJHAk5NKu7RTXs36pktRGYiIuFYIukMdUUHICJj0c3wlP58vd5su6gsRGQYhj/9jSUy9Fgiiagss6SV/vRrb1+uakVEhr8QlyUy9OqJDkBEBmOBt+SPug7vLO/57UTGISJDiBcdoCoskaHHkUgiKkOy6KdKZC7iN55AUj2BcYjIGFgi6R+yosYCOGNVCiKKchboJX9crHU6LDIKERlGXNWbiMUSGVqG/62CiELPZNFOlcip3v6GPw+KiELC8J2BJTK0eLI8EZ3BZPV1SF3HiSVaVnvBcYjIGFgiqQwuYUZEZzBbfBdn79bTNnphtgiOQ0TGwMPZVAZHIonoDObikUhVO6dIcBQiMg6ORFIZLJFEdAaL1WsCgKne/lylhohKcCSSymCJJKIzWKxes0u3OHfqjbheNhGV4EgklcESSURnsFh102q95S7ROYjIUDgSSWWwRBLRGawWr3m6t5/hf2AQUUhxJJLK4NXZRHQGswXSXG+vDqJzEJGhGP4XS5bI0OJIJBGdYZW5lScP8UmicxAR+YMlMrRYIonoDN+a+jQSnYGIDMcjOkBVWCJDiyWSiM6w3NSRh7KJ6HRe0QGqwhIZWvx6E9EZNJi4Sg0RnY4jkVQGV6MgIiKi6uBIJJXhEh2AiIiIwgJLJJXBkUgiIiKqDh7OpjJYIomIiKg6OBJJZbBEEhERUXVwJJLKYIkkIiKi6uBIJJXBEklERETVwRJJZbBEEhERUXXwcDaVwRJJRERE1VEgOkBVWCJDiyWSiIiIquOE6ABVYYkMIafD7gKgi85BREREhndcdICqsESGHkcjiYiIqCociaQzHBMdgIiIiAzvuOgAVWGJDL2jogMQERGR4XEkks5wRHQAIiIiMrzjogNUhSUy9FgiiYiIqCociaQzsEQSERFRVY6LDlAVlsjQY4kkIiKiqnAkks7AEklERESVcTsd9nzRIarCEhl6LJFERERUGcOPQgIskSKwRBIREVFlwmI6QJbI0GOJJCIiosrsFR2gOlgiQ48lkoiIiCqzR3SA6mCJDD2WSCIiIqoMRyKpXIcBuESHICIiIsPiSCSdyemw6wB2i85BREREhsUSSRXaKToAERERGRYPZ1OFWCKJiIioIhyJpAqxRBIREVF53AAOiQ5RHSyRYrBEEhERUXn2Ox12TXSI6mCJFIMlkoiIiMoTFudDAiyRorBEEhERUXnC4nxIgCVSlN0AwmKomoiIiEIqbKYBZIkUwOmwuwHsF52DiIiIDGeL6ADVxRIpjlN0ACIiIjKcjaIDVBdLpDg8L5KIiIhOxxJJVdoqOgAREREZygmnw35AdIjqYokUZ53oAERERGQom0QH8AdLpDgskURERFRa2BzKBlgiRdoM39JGRERERABLJFVH8TQ/m0XnICIiIsNgiaRq+1t0ACIiIjIMlkiqNp4XSURERADgAbBNdAh/sESKxRJJREREALDD6bC7RIfwB0ukWDycTURERECYHcoGWCJF2wagSHQIIiIiEm616AD+YokUyOmwexGGv3kQERFRwK0SHcBfLJHi8ZA2ERERrRQdwF8skeKF3fA1ERERBVS202HfJTqEv1gixVsmOgAREREJ9afoADXBEineH/DNDUVERETRKezOhwRYIoVzOuz5ANaKzkFERETCrBAdoCZYIo2Bh7SJiIiiV1j2AJZIY/hddAAiIiISYp/TYd8jOkRNsEQaA0skERFRdArLQ9kAS6RRbAZwTHQIIiIiCrmwPJQNsEQagtNh1wEsF52DiIiIQi5sf/6zRBoHD2kTERFFFzfC+Oc/S6RxhO0/IiIiIqqRFU6HPU90iJpiiTSOZQB00SGIiIgoZBaIDlAbLJEG4XTYjwFYLzoHERERhcxC0QFqgyXSWH4WHYCIiIhCwgVgiegQtcESaSw/iQ5AREREIbHM6bAXiA5RGyyRxrIQgEd0CCIiIgq6sD4fEmCJNBSnw54LXqVNREQUDVgiKeDmiw5AREREQVUI4DfRIWqLJdJ4eF4kERFRZPvN6bAXiQ5RWyyRxrMcQI7oEERERBQ0YX8oG2CJNBynw+5BmM8bRURERJViiaSg4SFtIiKiyHQcEXIRLUukMfHiGiIiosj0Q/FRx7DHEmlATod9I4A9onMQERFRwM0WHSBQWCKN67+iAxAREVFAuQH8IDpEoLBEGtd3ogMQERFRQC1yOuwnRIcIFJZI45oPIE90CCIiIgqYiDmUDbBEGpbTYS8EME90DiIiIgoYlkgKGR7SJiIiigxrnQ67U3SIQGKJNLbvAXhFhyAiIqJai6hRSIAl0tCcDvtRAL+KzkFERES1xhJJIfe16ABERERUK/sBrBAdItBYIo3vGwCa6BBERERUY3OcDrsuOkSgsUQanNNhPwBgiegcREREVGNTRQcIBpbI8DBTdAAiIiKqkT0AFooOEQwskeHhawARNwxOREQUBaZE4qFsgCUyLDgd9r0AFonOQURERH77UnSAYGGJDB+fiw5AREREfvnb6bCvFh0iWFgiw8dMAPmiQxAREVG1RewoJMASGTacDvtJ+Kb7ISIiIuPTAXwlOkQwsUSGFx7SJiIiCg//czrsu0SHCCaWyPDyC4DdokMQERFRlSL6UDbAEhlWnA67BmCS6BxERERUKReA6aJDBBtLZPjhIW0iIiJj+8HpsB8THSLYWCLDjNNh3wzgd9E5iIiIqEJfiA4QCiyR4YmjkURERMa0D8Bs0SFCgSUyPE0DUCQ6BBEREZ3hQ6fD7hEdIhRYIsNQ8XkWs0TnICIiojI8AD4UHSJUWCLD17uiAxAREVEZc5wO+17RIUKFJTJMOR32RQAidj1OIiKiMPSe6AChxBIZ3t4SHYCIiIgAAFsBzBcdIpRYIsPbVwCOig5BREREeN/psOuiQ4QSS2QYczrsBQA+Ep2DiIgoyhUC+FR0iFBjiQx/7wLwig5BREQUxaY7HfaoOzLIEhnmnA77TgBzROcgIiKKYlF1QU0JlsjIwAtsiIiIxPjT6bBH5XLELJERwOmw/wJgnegcREREUeg10QFEYYmMHByNJCIiCi0ngKmiQ4jCEhk5JgE4LjoEERFRFHnN6bBH7cWtLJERwumw54NLIRIREYXKYQAfiw4hEktkZHkdQJ7oEERERFHgreL5mqMWS2QEcTrs2QAmis5BREQU4XIBvCM6hGgskZHnFQBFokMQERFFsA+jcXLx07FERhinw74fUbj0EhERUYi4AYwXHcIIWCIj00sAPKJDEBERRaAvnQ77HtEhjIAlMgI5HXYngC9F5yAiIoowOoCXRYcwCpbIyDUWgCY6BBERUQSZ43TYN4gOYRQskRHK6bBvBjBTdA4iIqIIoQMYIzqEkbBERrYX4ftHT0RERLUzw+mw/yk6hJGwREYwp8O+FsAc0TmIiIjCnBfAKNEhjIYlMvI9C45GEhER1cbnxaeJUSkskRHO6bD/BeAr0TmIiIjCVBF4LmS5WCKjwzPgKjZEREQ18b7TYd8tOoQRsURGgeJ5I98VnYOIiCjM5MI3ZR6VgyUyevwHwAnRIYiIiMLIG06H/ZDoEEbFEhklnA77EQAO0TmIiIjCxFEAr4oOYWQskdHlTQBc75OIiKhqLzkddh7BqwRLZBRxOuwF4BVmREREVdkP4C3RIYyOJTL6fAZgvegQREREBvZk8cALVYIlMso4HXYvAEV0DiIiIoP6DcAXokOEA0nXuZhJNJIV9VcAfUXnICIiMhANQC+nw/6H6CDhgCOR0eth+NYCJSIiIp9PWSCrjyUyShUvh8gJyImIiHxOAHhSdIhwwhIZ3UYBOCg6BBERkQGMcTrsh0WHCCcskVGseP6rx0XnICIiEmw9gLdFhwg3vLCGICvqIgB9ROcgIiIS5CKnwz5fdIhww5FIAoD7AXhEhyAiIhLgWxbImmGJJDgd9r8BTBCdg4iIKMQKAYwUHSJcsURSiTEA9okOQUREFEIOp8PuFB0iXLFEEgDA6bCfBPCo6BxEREQhsgHAONEhwhkvrKEyZEX9GcAA0TmIiIiCSAfQ2+mwLxUdJJxxJJJOdz9854gQERFFqvdYIGuPJZLKcDrsmwCMFp2DiIgoSPYAUESHiAQskVSe1wD8JjoEERFRENxXfB0A1RJLJJ3B6bBrAO4EUCA4ChERUSB96XTYvxcdIlKwRFK5nA77ZgDPiM5BREQUIAcAPCQ6RCRhiaTKvAFgiegQREREAXCf02E/KjpEJOEUP1QpWVFbA/gLQILgKERERDU11emw3yw6RKThSCRVyumwbwHwlOgcRERENXQIwHDRISIRSyRVxwQAi0SHICIi8pMOYLDTYc8WHSQSsURSlZwOuw5gCIA80VmIiIj88JbTYZ8rOkSkYomkanE67NsA/Ft0DiIiompaDf7cCipeWEN+kRV1FoCrRecgIiKqRAGAHk6HfYPoIJGMI5Hkr8EAdokOQUREVIkRLJDBx5FI8pusqOcB+BWARXQWIiKi03zrdNivFR0iGnAkkvzmdNiXAhglOgcREdFp9gC4W3SIaMESSTX1EoB5okMQEREV0wD8i6vShA5LJNVI8bQ/twPYLzoLERERAIfTYV8oOkQ0YYmkGnM67IcA3Arfb39ERESiLAPwrOgQ0YYlkmrF6bAvAPCi6BxERBS1DgO4wemwe0QHiTYskRQIz8N3tTYREVEoeQDc6HTYd4sOEo1YIqnWnA67F8At8C1yT0REFCqP8zxIcVgiKSCcDvs+ADcAcIvOQkREUeFLp8P+hugQ0YwlkgLG6bAvAjBSdA4iIop4fwG4R3SIaMcVayjgZEX9GMAQ0TmIiCgiHQVwltNh3yE6SLTjSCQFw/3wTbdAREQUSBqAm1kgjYElkgLO6bAXAbgOnIiciIgC62mnw/6j6BDkw8PZFDSyovaEb+qfONFZiIgo7M10Ouw3iA5B/+BIJAWN02FfDp4bSUREtbcWwGDRIagslkgKKqfDPgXAf0TnICKisLUXwOVOhz1XdBAqiyWSQmEUgG9FhyA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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_analysis(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 32" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "98963\n" ] } ], "source": [ "df = analyze('log_32-aa')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timememory
minmaxmeansumcountminmaxmedian
function
Py_kgeneration0.7888620.7888627.888620e-010.78886219.89.89.8
generate0.5929580.5929585.929580e-010.59295813.63.63.6
gasdev0.0000000.0029271.034552e-050.33900232768-0.80.40.0
fftma20.1937390.1937391.937390e-010.19373916.26.26.2
covariance0.1847420.1847421.847420e-010.18474215.05.05.0
ran20.0000000.0000294.300876e-070.01787141552-0.20.20.0
cov_value0.0000000.0000226.040042e-070.014873246240.00.40.0
fourt0.0020290.0036412.702000e-030.00810630.00.20.2
build_real0.0004410.0004414.410000e-040.00044110.50.50.5
prebuild_gwn0.0001320.0001321.320000e-040.00013210.20.20.2
clean_real0.0000760.0000767.600000e-050.00007610.00.00.0
cgrid0.0000490.0000494.900000e-050.00004910.00.00.0
length0.0000060.0000151.066667e-050.00003230.00.00.0
maxfactor0.0000000.0000016.000000e-070.00000350.00.00.0
\n", "
" ], "text/plain": [ " time memory \\\n", " min max mean sum count min max \n", "function \n", "Py_kgeneration 0.788862 0.788862 7.888620e-01 0.788862 1 9.8 9.8 \n", "generate 0.592958 0.592958 5.929580e-01 0.592958 1 3.6 3.6 \n", "gasdev 0.000000 0.002927 1.034552e-05 0.339002 32768 -0.8 0.4 \n", "fftma2 0.193739 0.193739 1.937390e-01 0.193739 1 6.2 6.2 \n", "covariance 0.184742 0.184742 1.847420e-01 0.184742 1 5.0 5.0 \n", "ran2 0.000000 0.000029 4.300876e-07 0.017871 41552 -0.2 0.2 \n", "cov_value 0.000000 0.000022 6.040042e-07 0.014873 24624 0.0 0.4 \n", "fourt 0.002029 0.003641 2.702000e-03 0.008106 3 0.0 0.2 \n", "build_real 0.000441 0.000441 4.410000e-04 0.000441 1 0.5 0.5 \n", "prebuild_gwn 0.000132 0.000132 1.320000e-04 0.000132 1 0.2 0.2 \n", "clean_real 0.000076 0.000076 7.600000e-05 0.000076 1 0.0 0.0 \n", "cgrid 0.000049 0.000049 4.900000e-05 0.000049 1 0.0 0.0 \n", "length 0.000006 0.000015 1.066667e-05 0.000032 3 0.0 0.0 \n", "maxfactor 0.000000 0.000001 6.000000e-07 0.000003 5 0.0 0.0 \n", "\n", " \n", " median \n", "function \n", "Py_kgeneration 9.8 \n", "generate 3.6 \n", "gasdev 0.0 \n", "fftma2 6.2 \n", "covariance 5.0 \n", "ran2 0.0 \n", "cov_value 0.0 \n", "fourt 0.2 \n", "build_real 0.5 \n", "prebuild_gwn 0.2 \n", "clean_real 0.0 \n", "cgrid 0.0 \n", "length 0.0 \n", "maxfactor 0.0 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/oli/.local/lib/python3.6/site-packages/ipykernel_launcher.py:25: MatplotlibDeprecationWarning: normalize=None does not normalize if the sum is less than 1 but this behavior is deprecated since 3.3 until two minor releases later. After the deprecation period the default value will be normalize=True. To prevent normalization pass normalize=False \n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_analysis(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 64" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "752428\n" ] } ], "source": [ "df = analyze('log_64-aa')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timememory
minmaxmeansumcountminmaxmedian
function
Py_kgeneration4.9491734.9491734.949173e+004.9491731120.8120.8120.8
generate3.6643723.6643723.664372e+003.664372177.477.477.4
gasdev0.0000000.0001358.024132e-062.103478262144-1.80.50.0
fftma21.2844801.2844801.284480e+001.284480145.545.545.5
covariance1.1961271.1961271.196127e+001.196127139.139.139.1
ran20.0000000.0000563.717559e-070.123962333450-0.20.40.0
cov_value0.0000000.0000295.676589e-070.089018156816-0.20.30.0
fourt0.0210570.0408392.775567e-020.08326730.03.90.5
build_real0.0029640.0029642.964000e-030.00296410.00.00.0
prebuild_gwn0.0008250.0008258.250000e-040.00082512.52.52.5
clean_real0.0006080.0006086.080000e-040.00060810.90.90.9
cgrid0.0000550.0000555.500000e-050.00005510.00.00.0
length0.0000080.0000161.066667e-050.00003230.00.00.0
maxfactor0.0000000.0000015.000000e-070.00000240.00.00.0
\n", "
" ], "text/plain": [ " time memory \\\n", " min max mean sum count min \n", "function \n", "Py_kgeneration 4.949173 4.949173 4.949173e+00 4.949173 1 120.8 \n", "generate 3.664372 3.664372 3.664372e+00 3.664372 1 77.4 \n", "gasdev 0.000000 0.000135 8.024132e-06 2.103478 262144 -1.8 \n", "fftma2 1.284480 1.284480 1.284480e+00 1.284480 1 45.5 \n", "covariance 1.196127 1.196127 1.196127e+00 1.196127 1 39.1 \n", "ran2 0.000000 0.000056 3.717559e-07 0.123962 333450 -0.2 \n", "cov_value 0.000000 0.000029 5.676589e-07 0.089018 156816 -0.2 \n", "fourt 0.021057 0.040839 2.775567e-02 0.083267 3 0.0 \n", "build_real 0.002964 0.002964 2.964000e-03 0.002964 1 0.0 \n", "prebuild_gwn 0.000825 0.000825 8.250000e-04 0.000825 1 2.5 \n", "clean_real 0.000608 0.000608 6.080000e-04 0.000608 1 0.9 \n", "cgrid 0.000055 0.000055 5.500000e-05 0.000055 1 0.0 \n", "length 0.000008 0.000016 1.066667e-05 0.000032 3 0.0 \n", "maxfactor 0.000000 0.000001 5.000000e-07 0.000002 4 0.0 \n", "\n", " \n", " max median \n", "function \n", "Py_kgeneration 120.8 120.8 \n", "generate 77.4 77.4 \n", "gasdev 0.5 0.0 \n", "fftma2 45.5 45.5 \n", "covariance 39.1 39.1 \n", "ran2 0.4 0.0 \n", "cov_value 0.3 0.0 \n", "fourt 3.9 0.5 \n", "build_real 0.0 0.0 \n", "prebuild_gwn 2.5 2.5 \n", "clean_real 0.9 0.9 \n", "cgrid 0.0 0.0 \n", "length 0.0 0.0 \n", "maxfactor 0.0 0.0 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_analysis(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 128" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5897863\n" ] } ], "source": [ "df = analyze('log_128-aa')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plot_analysis(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## N = 256" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = []" ] }, { "cell_type": "code", "execution_count": null, "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 }