{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "#### IMPORT PACKAGES ####\n", "import numpy as np\n", "import pandas\n", "import re, glob, os, sys\n", "import mx.DateTime\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mpld\n", "import datetime\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "#### DEFINITIONS ####\n", "def read_file(filename, column=-1):\n", " \"\"\"Read the file, assuming the format YYYY[Y]? MM DD HH MM VALUE, yield years\"\"\"\n", " with open(filename) as f:\n", " ### Export from FEWS data, skip first two (header) rows\n", " f.next()\n", " f.next()\n", " for line in f:\n", " row = re.split('-|,| ',line)\n", " date= datetime.date(int(row[0]), int(row[1]), int(row[2]))\n", " value = float(row[column])\n", " yield (date.year, date, date.timetuple().tm_yday, value)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "#### THIS SCRIPT IS BASED ON \"NORMAL\" YEARS FROM 01-01-YYYY - 31-12-YYYY ####\n", "\"\"\" TO DO:\n", "- Add 10 day minimum\n", "\"\"\"\n", "\n", "### Read the data into a Pandas dataframe\n", "path_to_data = r'd:\\tools\\HYDTools\\sandbox\\signatures'\n", "path_to_figs = r'd:\\tools\\HYDTools\\sandbox\\signatures\\figures'\n", "dataFile = path_to_data + '\\\\lobith_grade.csv'\n", "\n", "data = pandas.DataFrame.from_records(read_file(dataFile, -1), columns=['year', 'date', 'day_of_year', 'discharge'])\n", "\n", "### DEFINE HYDROLOGICAL YEAR\n", "years_for_hydyear = np.hstack([np.array(np.ones(365, dtype='int')* np.array(data['year'])[0]-1), \n", " np.array(data['year']),\n", " np.array(np.ones(365, dtype='int')* np.array(data['year'])[-1]+1)])\n", "\n", "delta = 271 #### HYDROLOGICAL YEAR STARTS AT 1st OF OCTOBER ###\n", "years = np.zeros(len(data))\n", "for i in range(0,len(data)):\n", " years[i] = years_for_hydyear[data.index[i]+365-delta]\n", " \n", "data['hyd_year'] = years\n", "\n", "### HERE STARTS THE PLOTTING\n", "#fig00, ax00 = plt.subplots(figsize=(10,8))\n", "#ax00.plot(data['date'][15704:16500], data['hyd_year'][15704:16500], linewidth=2)\n", "#ax00.xaxis.set_major_formatter(mpld.DateFormatter('%Y/%m/%d'))\n", "#fig00.autofmt_xdate()\n", "#ax00.set_ylim([min(data['hyd_year'][15704:16500]), max(data['hyd_year'][15704:16500])])\n", "#ax00.set_title('Hydrological years from 1993-1995', fontsize=20)\n", "#ax00.grid(True)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "#### To check the data, print first and last rows\n", "print data[0:3]\n", "print data[-4:-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " year date day_of_year discharge hyd_year\n", "0 1951 1951-01-03 3 220.77599 1950\n", "1 1951 1951-01-04 4 623.66125 1950\n", "2 1951 1951-01-05 5 1056.77620 1950\n", " year date day_of_year discharge hyd_year\n", "20448 2006 2006-12-28 362 1374.9525 2006\n", "20449 2006 2006-12-29 363 1329.7812 2006\n", "20450 2006 2006-12-30 364 1288.5702 2006\n" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "#### And check hydrograph\n", "fig0, ax0 = plt.subplots(figsize=(10,8))\n", "ax0.plot(data['date'][15500:16500], data['discharge'][15500:16500], linewidth=2)\n", "ax0.xaxis.set_major_formatter(mpld.DateFormatter('%Y/%m/%d'))\n", "fig0.autofmt_xdate()\n", "ax0.set_title('Hydrograph for 1993 and 1995', fontsize=20)\n", "ax0.grid(True)\n", "\n", "plt.savefig(path_to_figs + '\\\\hydrograph.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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s8SIiClLeSryIyPtY40VEJJnevYFdu9T7zz+vzutFRP7DGi8ioiBi28vFGi8i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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "### Plot the annual flow duration curves (AFDC)\n", "group_by_year = data.groupby(['hyd_year'])\n", "all_data = data['discharge']\n", "D0=[]\n", "for n in range(0,len(all_data)):\n", " D0.append(float(n)/(len(all_data)+1.))\n", "\n", "\n", "f1 = plt.figure(figsize=(10,8))\n", "ax1= f1.add_subplot(1,1,1)\n", "for year, event in iter(group_by_year):\n", " D1=[]\n", " for n in range(0,len(event['discharge'])):\n", " D1.append(float(n)/(len(event['discharge'])+1.))\n", " ax1.plot(D1,np.sort(event['discharge'])[::-1],'grey', linewidth=1, label=year)\n", " ax1.plot(D0,np.sort(all_data)[::-1],'red', linewidth=2, label=\"all years\")\n", "\n", "#ax1.set_xlim(0.1,0.9)\n", "handles,labels = ax1.get_legend_handles_labels()\n", "ax1.legend([handles[0], handles[-1]],[str('1951-2006'), labels[-1]],loc='best')\n", "\n", "ax1.set_xlabel('D [-]', fontsize=15)\n", "ax1.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "ax1.set_title('Annual flow duration curves', fontsize=20)\n", "ax1.grid(True)\n", "\n", "plt.savefig(path_to_figs + '\\\\annual_FDC.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Y2JJXTxRUDswkIiIiaok0W+RJioL8/PymDoPqgM/PFBdzJzbmj0gsmi7yTp06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\nlvGoVCrwer24fPkynE4n4vF4VTAyADhGRvDogQPv2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R4mkwktLS1wOBx8vhM4jEQizBgu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\nUxgbG7MVzJWZywzul67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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "### Now plot the median, mean and quantile FDCs\n", "key1 = data['hyd_year']\n", "key2 = data['discharge'].rank(ascending=True)\n", "sorter = np.lexsort((key2, key1))\n", "\n", "sorted_data = data.take(sorter, )\n", "sorted_data.set_index(np.arange(0,len(sorted_data)),inplace=True)\n", "sorted_data['old_day_of_year'] = pandas.Series(data['day_of_year'])\n", "piv = sorted_data.pivot(index='hyd_year', columns='old_day_of_year', values='discharge')\n", "\n", "piv_mean = []; piv_median = []\n", "for day_of_year, arg in piv.iterkv():\n", " piv_mean.append(np.mean(piv[day_of_year].dropna().values))\n", " piv_median.append(np.median(piv[day_of_year].dropna().values))\n", "\n", "D2 = []\n", "for n in range(0,len(piv_median)):\n", " D2.append(float(n)/(len(piv_median)+1.))\n", "\n", "#### HERE THE PLOTTING STARTS ####\n", "f2 = plt.figure(figsize=(10,8))\n", "ax2= f2.add_subplot(1,1,1)\n", "ax2.plot(D0,np.sort(all_data)[::-1],'m--', linewidth=2, label=\"all years\")\n", "ax2.plot(D2,np.sort(piv_mean)[::-1], 'g', linewidth=2, label=\"Mean\")\n", "ax2.plot(D2,np.sort(piv_median)[::-1], 'r', linewidth=2, label=\"Median\")\n", "ax2.plot(D2,np.sort(piv.quantile(0.05))[::-1], 'b', linewidth=2, label='Quantile 0.05')\n", "ax2.plot(D2,np.sort(piv.quantile(0.95))[::-1], 'b', linewidth=2, label='Quantile 0.95')\n", "\n", "ax2.set_xlabel('D [-]', fontsize=15)\n", "ax2.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "ax2.set_title('Statistics of the flow duration curves', fontsize=20)\n", "ax2.grid(True)\n", "handles,labels = ax2.get_legend_handles_labels()\n", "ax2.legend(handles,labels,loc='best')\n", "\n", "plt.savefig(path_to_figs + '\\\\statistics_FDC.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WrFmDsLAwAIBKpcL169fh7u6u58iqLo7JIyIiIqLnYpFHisNxQcrF3Ckb80dK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\n/OdOjLeOI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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "#### NOW LOOK AT THE PEAKS ####\n", "annualMaxima = group_by_year['discharge'].max()\n", "idxAnnualMaxima = group_by_year['discharge'].idxmax()\n", "dates = data['date']\n", "\n", "annualMean = group_by_year['discharge'].mean() ### One value per year\n", "rng = data.year ### Len data, filled with year for all days of the year\n", "\n", "ar = np.zeros((len(rng),1))\n", "index = np.zeros((len(rng),1))\n", "for i in range(0,len(rng)):\n", " index[i] = np.array(annualMean.index[rng[i]==np.array(annualMean.index)])\n", " ar[i] = annualMean[np.array(annualMean.index[rng[i]==np.array(annualMean.index)])]\n", "\n", "#### NOW PLOT\n", "fig3, ax3 = plt.subplots(figsize=(10,8))\n", "ax3.plot(dates, data['discharge'], linewidth=2)\n", "ax3.plot(dates[idxAnnualMaxima], annualMaxima, 'ro')\n", "ax3.plot(dates, ar, 'r')\n", "fig3.autofmt_xdate()\n", "ax3.set_title('Annual maxima', fontsize=20)\n", "ax3.grid(True)\n", "ax3.set_xlabel('Date [-]', fontsize=15)\n", "ax3.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "\n", "#plt.savefig(path_to_figs + '\\\\annualMaxima.png', dpi=300, bbox_tight=True)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oeWzo3ms1MTERhw4dQqtWrXDw4EFceeWVAOwtbfv27XPMt3//fiQlJaFNmzbY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\nu/120Qvx5Ze2wyqVlWKyRHFxw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II=\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "#### NOW PLOT THE ANNUAL MAXIMA AGAINST RP ####\n", "a=0.3\n", "b = 1.-2.*a\n", "\n", "p = ((np.arange(1,len(annualMaxima)+1.)-a))/(len(annualMaxima)+b)\n", "rp = 1/(1-p)\n", "gumbel_p = -np.log(-np.log(1.-1./rp))\n", "\n", "fig4, ax4 = plt.subplots(figsize=(10,8))\n", "ax4.plot(gumbel_p,np.sort(annualMaxima),'bo')\n", "\n", "ax4.set_title('Gumbelplot annual maxima', fontsize=20)\n", "ax4.grid(True)\n", "ax4.set_xlabel('Return period [1/year]', fontsize=15)\n", "ax4.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "\n", "font_labels = 15\n", "plt.tick_params(axis='both', which='major', labelsize=20)\n", "Ts = [2.,10.,25.,100.,500.]\n", "for T in Ts:\n", " plt.vlines(-np.log(-np.log(1-(1./T))),0,16000,'r')\n", " plt.text(-np.log(-np.log(1-(1./T))),2000,'T=%.0f' %T,fontsize=font_labels)\n", "\n", "plt.savefig(path_to_figs + '\\\\gumbelAnnualMaxima.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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C9RuLOQUFBbj33nuNEsrKykrs2rXLZB8pJZ555hmcPn0aK1asQFJSEk6fPo2nn35aiSEb\n0R0/I0aMMFpmj/ucHI+iSeWGDRswdepU9OnTR38ZJC4uzuz6paWlSExMxMMPP4y77roLHh4euPfe\nezF9+nST/0DqrF69Gt26dYOHhwe8vb0RGRmJ9PR0s+tfvXoV8fHx6NixI1xcXODn54fRo0dX+w/4\nyZMnMWHCBLRs2RJarRYBAQGYOXOmomd+SB0CAwMxb948VFRUYMCAAdi9e7fJ9cwde7rHprz//vsG\n7du2bcOaNWtsO9hq5OfnGz3+JC0tDTt27EBwcLC+5rJx48aYOnUqzpw5g2nTppl8Ft+ZM2esqqlM\nSkoy+DujsrISL7/8MqSUFr1KccKECZBS4uWXX9aXGwC3zlK9/vrrEEJgwoQJ+nZdEnbs2DGLxwj8\n300WukRVp6ioCH//+9+t2pYteXh4ICQkBLt27TLY7zdv3sSsWbNMzlFAQAAuXLiAn3/+2aD9gw8+\nsMubRQICAnDkyBH9mWfgVtKYkJCA33//3eQl7WXLlmHLli0YM2YMJkyYgIkTJ2L06NHIyMgwunlI\nCeaOnx9//BFLly5VfDykPope/l60aBEOHjwIDw8P/SurzNWeXL16Fb169cIvv/yCe+65B08++SSc\nnZ3x3XffITk5GR9//DHy8vKMnts3e/ZsLFu2DG3atMHzzz+P8vJyrF27FoMHD0ZycjKmTJlisH55\neTn69euHvLw8hIaGYvjw4Th+/DjWr1+P9PR0ZGVloVu3bgZ9CgsL0bNnT5w/fx7Dhg1DSEgI9u7d\ni6SkJGRkZCA3N9fkXYRENbVgwQJIKfH666+jV69eePjhhxEaGgofHx+UlJSguLgY3377LYQQRmeG\nxo8fj8TERCxduhQHDhzAPffcgyNHjiAjIwPDhw/H559/bvV4anJ3c//+/fHSSy9hy5YteOCBB1BQ\nUIAvvvgCLi4uRndgz58/HwcOHMC7776LTZs2ITIyEq1atcK5c+eQn5+PvLw8LFmyxKLndgK3Sgg6\nd+6M0aNHw9PTE9988w0OHjyIrl27Ys6cOXfsP3v2bGzZsgVpaWl48MEHMWDAAFy5cgXr16/HH3/8\ngTlz5qBnz5769d3d3dG9e3fs3LkTTz31FIKDg9GoUSMMHToU999/v9nvGTx4MNq3b49ly5bh559/\nRufOnXH8+HGkp6fj0Ucfxdq1ay2K1xLWzuHLL7+MiRMnolevXhg5ciS0Wi2ys7Nx8+ZNPPjgg0Z3\nU8+YMQPffPMNevfujVGjRsHT0xP79+9Hbm4uRo4cabPShpqqGv/MmTMxadIkPPTQQxg+fDiaNGmC\n3Nxc/P777xg8eDA2bdpksP6+ffvwyiuvIDAwEP/617/07e+99x727duHuXPnIiwszOBZmHXt6aef\nRmJiImbMmIHs7Gy0b98e+fn5SE9Px4gRI2x6/BCZpOTzi7Kzs2VBQYGUUsqcnBwphJBxcXEm101N\nTZVCCNmvXz+jZbrnsk2YMMGgPTc3V//Mu5KSEn17cXGxbNasmdRqtbK4uNigj+75c6NGjTJo1z0/\nr1OnTgbPyZNSypiYGCmEkCtXrjRonzVrlhRCyEmTJt1hTxDVzOHDh+XMmTNl586dpbe3t2zSpIls\n1qyZ7Natm5w1a5b88ccfTfb79ddf5cCBA6WHh4d0d3eXkZGRcseOHTI1NVVqNBqj51T6+/ubfV5g\nRESE2edejhs3Tmo0Gnns2DF9m+45lQsXLpS7d++Wffv2lZ6entLT01PGxsbK/fv3m433k08+kdHR\n0dLHx0c6OTnJ1q1byz59+silS5fKkydP6te70zMAjx49Kt966y0ZEhIitVqtbN26tZw5c6YsLS01\n+k5zsV+7dk0uWbJE3nfffdLFxUV6enrKPn36yLVr15oce0FBgRw8eLBs1qyZ1Gg0JvezKSdOnJBP\nPvmkbNWqlXRxcZH33XefTExMlDdu3JBCCBkZGWmwfkJCgtRoNHL79u1G2zK3X6qbQ3PHhJRSfvDB\nB7JTp07S2dlZtmjRQk6aNEleuHDB7PY2b94su3fvLj08PGTTpk1lbGys3LlzZ42OO1NM7Q9LtmVu\nvKmpqbJz587Szc1N+vr6yuHDh8tffvnFaB+XlJTIgIAA6ezsLPft22e0nf3790tnZ2cZGBiof5ar\nubkw9WdGp7q5NbcPf/vtNzlkyBDZvHlz6ebmJrt27So/+OCDWj07lchS9fbwc90/NOaSysTERCmE\nkMuXLzda9v333+sfzHy7uLg4KYSQqampRn0WLFgghRAyPj5e31ZZWSnbtm0rNRqNUbIppZRhYWFS\nCCGzs7P1bQUFBVIIIQMDA43WLy0tlW5ubtLd3V2WlZWZC52IFKJLKk39g01ERLZltzfqREVFQQiB\nr7/+2ugyxebNmwEAffv2NWjPysqCEAL9+/c32t6AAQMAGNaaFBYW4sSJE+jQoQPatWtntk9WVpa+\nTdc/JibGaH3dO2fLyspMviuWiIiIyFHZ7SOFunTpgvfffx+zZ8/G/fffj+joaDg5OeH7779Hbm4u\npk2bZlAfWVZWhtOnT8PDw8PkM+nat28PAAZ3KR4+fBgATD7Q+PY++fn5FvcJDg7G1q1bkZ+fr38o\nMhEREZGjs9ukErh1NvDxxx/HqlWr8Ntvv+nbo6OjMXbsWINn7ukeUGzuWXG69tvvkFWqDxHVDyGE\nzR4GT0RE1bPbpPLo0aPo0aMHrly5gnfffRdDhw6Fq6srdu3ahWnTpiEsLAzr16/HkCFD6nuoVmnV\nqpVNXk1GRJYzVd5CRER3FhQUZPIZvabYbU3lwoULce7cOSxZsgTPPfccmjdvDnd3d/Tv3x8bNmzA\n9evXDd5vrDtDqDuTWJWu/fZXmSnV53anT5+GvHWDlKp+4uPj630MjJtxM27GzbgZN+O27qewsNBk\nPmOK3SaV+/fvhxACkZGRRsseeOABeHt74/jx47h48SIAwM3NDS1btsRff/1l8nVqurrI22shQ0JC\nAMDk2yDu1EdXW2lJHwKKi4vrewj1gnGrC+NWF8atLmqN2xp2m1Q6OTlBSolz584ZLSsvL0dpaal+\nPZ3o6GhIKZGRkWHUZ8uWLQBgcPNMUFAQ2rZti8OHD5s8WEz10SW5W7duhZSGd6WXlpYiNzcXbm5u\n6N69u6WhEhERETV4dptU6h4XtGTJElRUVBgsS0hIwM2bNxEaGgo3Nzd9+6RJkwAAixcvNrhRpri4\nGCkpKdBqtUavZNP1mTNnjkGSmJaWhl27dqFTp04IDw/XtwcGBiImJgZHjx5FSkqKwbbi4+Nx5coV\nxMXFwcXFpTbhO5xx48bV9xDqBeNWF8atLoxbXdQatzWErHq6rQ5t3LgRGzduBACcPXsWmZmZCAwM\nRO/evQEAvr6++velXrhwAT169EBBQQH8/f0RGxsLFxcX5ObmYt++fXB1dcW2bduMXoGle01j69at\nMWLECFRUVGDdunW4ePEikpOTMXnyZIP1KyoqEBUVhby8PHTt2hVRUVH61zRqtVpkZWUhNDTUoE9R\nURF69uyJc+fOYejQofrXNObk5KBjx47Iy8vTv/u3KiGE0RlOIiIiIntkVd4iFZSQkCCFEPpXlul+\nhBBSCGH0Sq2SkhL5yiuvyE6dOkkXFxfp5OQk/f395YQJE+Thw4fNfk9qaqoMDQ2Vbm5u0tPTU0ZE\nRMj09HSz61+5ckUuWLBABgcHS2dnZ9m8eXM5atQo+fvvv5vtc+LECTl+/HjZokUL/bhmzpxp8HpI\nUxTe5Xbj9rcSqQnjVhfGrS6MW13UGrc1eYuiZypJvWcqc3JyEBERUd/DUBzjVhfGrS6MW13UGrc1\neQuTSoWpNakkIiKihseavMVub9QhIiIiooaDSSUpIicnp76HUC8Yt7owbnVh3Oqi1ritwaSSiIiI\niGqNNZUKY00lERERNRSsqSQiIiIiRTGpJEWotRaFcasL41YXxq0uao3bGkwqiYiIiKjWWFOpMNZU\nEhERUUPBmkoiIiIiUhSTSlKEWmtRGLe6MG51Ydzqota4rcGkkoiIiIhqjTWVCmNNJRERETUUrKkk\nIiIiIkUxqSRFqLUWhXGrC+NWF8atLmqN2xpMKomIiIio1lhTqTDWVBIREVFDwZpKIiIiIlIUk0pS\nhFprURi3ujBudWHc6qLWuK3BpJKIiIiIao01lQpjTSURERE1FKypJCIiIiJFMakkRai1FoVxqwvj\nVhfGrS5qjdsaTCqJiIiIqNZYU6kw1lQSERFRQ8GaSiIiIiJSFJNKUoRaa1EYt7owbnVh3Oqi1rit\nwaSSiIiIiGqNNZUKY00lERERNRSsqSQiIiIiRTGpJEWotRaFcasL41YXxq0uao3bGkwqiYiIiKjW\nWFOpMNZUEhERUUPBmkoiIiIiUpSiSeWGDRswdepU9OnTB56entBoNIiLi6u2z82bN7Fq1SqEhYWh\nadOmcHV1RVBQEMaMGYP8/HyTfVavXo1u3brBw8MD3t7eiIyMRHp6utnvuHr1KuLj49GxY0e4uLjA\nz88Po0ePxqFDh8z2OXnyJCZMmICWLVtCq9UiICAAM2fORElJiWU7Q2XUWovCuNWFcasL41YXtcZt\njcZKftmiRYtw8OBBeHh4oHXr1jh06BCEEGbX/+uvvzB06FBkZ2fjoYcewvjx46HVanHy5Ens2rUL\n+fn5CA4ONugze/ZsLFu2DG3atMHzzz+P8vJyrF27FoMHD0ZycjKmTJlisH55eTn69euHvLw8hIaG\nYvjw4Th+/DjWr1+P9PR0ZGVloVu3bgZ9CgsL0bNnT5w/fx7Dhg1DSEgI9u7di6SkJGRkZCA3Nxc+\nPj6223FERERE9k4qKDs7WxYUFEgppczJyZFCCBkXF2d2/SeeeEIKIeR7771ncvn169cNPufm5koh\nhAwODpYlJSX69uLiYtmsWTOp1WplcXGxQZ8lS5ZIIYQcNWqUQXtaWpoUQshOnTrJyspKg2UxMTFS\nCCFXrlxp0D5r1iwphJCTJk0yG5PCu5yIiIioxqzJWxS9/B0REYGgoCBdMlvtuj/88APWrFmDMWPG\n4LnnnjO5TuPGhida3333XQDA3Llz4eXlpW9v164dpkyZgvLycnz00Uf6dikl3n33XQgh8MYbbxhs\na8iQIejTpw9+++03bN++Xd9eWFiIrVu3IiAgwOis58KFC+Hq6opPP/0UV65cqTY+IiIiIkditzfq\n/Oc//wEAjB07FpcuXcKnn36KpUuX4r333kNhYaHJPllZWRBCoH///kbLBgwYAADIzs7WtxUWFuLE\niRPo0KED2rVrZ7ZPVlaWvk3XPyYmxmh9d3d39OrVC2VlZdizZ4+loaqCWmtRGLe6MG51Ydzqota4\nraFoTaU19u3bBwAoLi7G+PHj8eeff+qXCSHwt7/9DStWrIBGcysvLisrw+nTp+Hh4QE/Pz+j7bVv\n3x4AcOTIEX3b4cOHAQAdOnQwOQZdn9tvCLpTn+DgYGzduhX5+fmIioqyLFgiIiKiBs5uz1SeO3cO\nADBr1ixERUXh0KFD+Ouvv/Dtt98iKCgI77zzDl5//XX9+pcuXQIAg8vet9O13353tlJ96Fbpgxox\nbnVh3OrCuNVFrXFbw26TysrKSgDAPffcg3Xr1qFDhw5wdXVFVFQUNmzYAI1Gg2XLluH69ev1PFIi\nIiIistvL397e3gCAwYMHGz126IEHHoC/vz+OHj2K33//HQ888ID+DKHuTGJVunbddgEo1qeqcePG\nwd/fX79e586d9b8B6Wo2HO2zrs1exqPU5+XLl9fN/ObkAAkJ9R4f59vwc63mOyEBOf/bbi/x1Nl8\n2/nxW+9/vmvzOTUVEampdfp9uja7iFfBzzWabwXmoy7mNycnB8XFxbBand2DfgfZ2dnVPlLo6aef\nlkII+cYbb5hc3rVrVymEkHv37tW3tWrVSmo0GnnmzBmj9fPy8qQQQoaFhenbCgoKpBBChoSEmPwO\n3eOGFixYoG9btWqVFELIF154wWQf3eOGsrKyTC6vx11er7Kzs+t7CPWizuK28+OI810Ddj6n1bE6\n7gYc6+3s8jhXYN/aZdwKqFHcDnCsW5O3aKxPQ5XRt29fAMDPP/9stKy8vBz5+fkQQujP+AFAdHQ0\npJTIyMglVWOtAAAgAElEQVQw6rNlyxYAMLh5JigoCG3btsXhw4dNZuSm+kRGRgIAtm7davRYpNLS\nUuTm5sLNzQ3du3e3MFJ10P0mpDaMW10Yt7owbnVRa9zWsNukcsSIEWjZsiXWrVunvxNc5/XXX8fl\ny5cRGRmJ5s2b69snTZoEAFi8eLHBjTLFxcVISUmBVqvF+PHjDbal6zNnzhyDJDEtLQ27du1Cp06d\nEB4erm8PDAxETEwMjh49ipSUFINtxcfH48qVK4iLi4OLi0st9wARERFRwyFk1dNtdWjjxo3YuHEj\nAODs2bPIzMxEYGAgevfuDQDw9fVFYmKifv1vv/0Wjz76KABg+PDhaNmyJfbu3Yvc3Fz4+flh165d\n+oep6+he09i6dWuMGDECFRUVWLduHS5evIjk5GRMnjzZYP2KigpERUUhLy8PXbt2RVRUlP41jVqt\nFllZWQgNDTXoU1RUhJ49e+LcuXMYOnSo/jWNOTk56NixI/Ly8tC0aVOT+0AIcccHvzuinJwcVf6W\nV2dxCwHY8XHE+a4BO5/T6lgddwOO9XZ2eZwrsG/tMm4F1ChuBzjWrcpb6uL6uzkJCQlSCCE1Go3B\njxBCCiFkQECAUZ8DBw7IkSNHSl9fX+nk5CTbtWsnJ0+ebLJuUic1NVWGhoZKNzc36enpKSMiImR6\nerrZ9a9cuSIXLFggg4ODpbOzs2zevLkcNWqU/P333832OXHihBw/frxs0aKFdHJykv7+/nLmzJkG\nr4c0ReFdbjdYg2Njdn4ccb5rwM7ntDqsqbQjrKmsM6ypvDNFz1SSes9Uko05wG+/VIWa5lRNsSqN\n+9a+OMB8WJO32G1NJRERERE1HEwqSRG3P/9KTRi3ujBudWHc6qLWuK3BpJKIiIiIao01lQpjTSXZ\nhAPU6VAVappTNcWqNO5b++IA88GaSiIiIiJSFJNKUoRaa1EYt7owbnVh3Oqi1ritwaSSiIiIiGqN\nNZUKY00l2YQD1OlQFWqaUzXFqjTuW/viAPPBmkoiIiIiUhSTSlKEWmtRGLe6MG51Ydzqota4rcGk\nkoiIiIhqjTWVCmNNJdmEA9TpUBVqmlM1xao07lv74gDzwZpKIiIiIlIUk0pShFprURi3ujBudWHc\n6qLWuK3BpJKIiIiIao01lQpjTSXZhAPU6VAVappTNcWqNO5b++IA88GaSiIiIiJSFJNKUoRaa1EY\nt7owbnVh3Oqi1ritwaSSiIiIiGqNNZUKY00l2YQD1OlQFWqaUzXFqjTuW/viAPPBmkoiIiIiUhST\nSlKEWmtRGLe6MG51Ydzqota4rcGkkoiIiIhqjTWVCmNNJdmEA9TpUBVqmlM1xao07lv74gDzwZpK\nIiIiIlIUk0pShFprURi3ujBudWHc6qLWuK3BpJKIiIiIao01lQpjTSXZhAPU6VAVappTNcWqNO5b\n++IA88GaSiIiIiJSFJNKUoRaa1EYt7owbnVh3Oqi1ritwaSSiIiIiGqNNZUKY00l2YQD1OlQFWqa\nUzXFqjTuW/viAPPBmkoiIiIiUhSTSlKEWmtRGLe6MG51Ydzqota4rcGkkoiIiIhqTdGkcsOGDZg6\ndSr69OkDT09PaDQaxMXFWdz/2WefhUajgUajQVFRkdn1Vq9ejW7dusHDwwPe3t6IjIxEenq62fWv\nXr2K+Ph4dOzYES4uLvDz88Po0aNx6NAhs31OnjyJCRMmoGXLltBqtQgICMDMmTNRUlJicTxqEhER\nUd9DqBeMW10Yt7owbnVRa9zWUPRGnc6dO+PgwYPw8PBAq1atcOjQITz11FP4+OOP79h306ZNGDp0\nKNzd3VFWVob8/HwEBgYarTd79mwsW7YMbdq0wciRI1FeXo61a9fizz//RHJyMqZMmWKwfnl5OaKj\no5GXl4fQ0FBERUXh+PHjWL9+PZycnJCVlYVu3boZ9CksLETPnj1x/vx5DBs2DCEhIdi7dy+ys7PR\nsWNH5ObmwsfHx2QcvFGHbMIBir+pCjXNqZpiVRr3rX1xgPmwKm+RCsrOzpYFBQVSSilzcnKkEELG\nxcXdsd+5c+ekn5+fHDt2rIyIiJBCCFlYWGi0Xm5urhRCyODgYFlSUqJvLy4uls2aNZNarVYWFxcb\n9FmyZIkUQshRo0YZtKelpUkhhOzUqZOsrKw0WBYTEyOFEHLlypUG7bNmzZJCCDlp0iSzsSi8y+1G\ndnZ2fQ+hXtRZ3HZ+HHG+a8DO57Q6VsfdgGO9nV0e5wrsW7uMWwE1itsBjnVr8hZFL39HREQgKChI\nl8xa3O/555+HRqNBSkpKtf3effddAMDcuXPh5eWlb2/Xrh2mTJmC8vJyfPTRR/p2KSXeffddCCHw\nxhtvGGxryJAh6NOnD3777Tds375d315YWIitW7ciICDA6KznwoUL4erqik8//RRXrlyxOD4iIiKi\nhs7ub9RJTU1FWloa/vWvf6Fp06bVrpuVlQUhBPr372+0bMCAAQCA7OxsfVthYSFOnDiBDh06oF27\ndmb7ZGVl6dt0/WNiYozWd3d3R69evVBWVoY9e/ZYEJ16qLUWhXGrC+NWF8atLmqN2xp2nVQeO3YM\n06dPR1xcHAYPHlztumVlZTh9+jTc3d3h5+dntLx9+/YAgCNHjujbDh8+DADo0KGDyW3q+uTn51vc\nJzg42KgPERERkaOz26SysrISzzzzDDw9PbFixYo7rn/p0iUAMLjsfTtd++13ZyvVh9T7fC/GrS6M\nW10Yt7qoNW5rNK7vAZjz9ttvY8eOHfj666/NJnBEREREZB/sMqk8cuQI5s6diwkTJpisjwSMb/TR\nJZ66M4lV6dq9vb0V71PVuHHj4O/vr1+vc+fO+loN3W9C/OwYn3VtNt/+bdu2p3jV/lnXZi/jsdvP\ngH2Nx9Hm+7ax2cV4HOSzrs3R50P3/8XFxbBaHd2BfkfZ2dlmHyn05ZdfSiGERT8bN27U92vVqpXU\naDTyzJkzRtvMy8uTQggZFhambysoKJBCCBkSEmJyjLrHDS1YsEDftmrVKimEkC+88ILJPrrHDWVl\nZZlcXo+7nBwJjyPHo6Y5VVOsSuO+tS8OMB/W5C0a69PQuhcQEICJEyfi2WefNfq5++67AQCjRo3C\ns88+i4CAAH2/6OhoSCmRkZFhtM0tW7YAAKKiovRtQUFBaNu2LQ4fPmwyIzfVJzIyEgCwdetWo7Ol\npaWlyM3NhZubG7p3717D6B3T7b8BqQnjVhfGrS6MW13UGrc17PLy94MPPoj333/f5LKIiAicPXsW\nS5YsMXqjzqRJk/DJJ59g8eLFGDZsmP4SdHFxMVJSUqDVajF+/HijPq+++irmzJmDdevWQQgBAEhL\nS8OuXbvQqVMnhIeH69cPDAxETEwMMjMzkZKSghdffFG/LD4+HleuXMGkSZPg4uJik31BRERE1BAo\n+prGjRs3YuPGjQCAs2fPIjMzE4GBgejduzcAwNfXF4mJidVuIyIiAjt27EBBQUG1r2ls3bo1RowY\ngYqKCqxbtw4XL15EcnIyJk+ebLB+RUUFoqKikJeXh65duxq8plGr1SIrKwuhoaEGfYqKitCzZ0+c\nO3cOQ4cO1b+mMScnBx07dkReXp7ZZ2ryNY1kEw7w6i+qQk1zqqZYlcZ9a18cYD6syVsUTSoXLlyI\nhQsX6s8G6uiG4O/vj6Kiomq3ERkZiR07dph99zcArF69GikpKfjtt9/QqFEjdOnSBS+//DIGDhxo\ncv2rV6/iH//4B9asWYPjx4/Dy8sLERERWLhwIUJCQkz2OXnyJBYsWICMjAxcuHABLVu2xGOPPYb4\n+Phq71ZnUkk24QB/UVEVappTNcWqNO5b++IA82G3SSWpN6m8/Y45NamzuO38LyrOdw3Y+ZxWx+q4\nG3Cst7PL41yBfWuXcSugRnE7wLFuTd5ilzfqEBEREVHDwjOVClPrmUqyMQf47ZeqUNOcqilWpXHf\n2hcHmA+eqSQiIiIiRTGpJEWo9flejFtdGLe6MG51UWvc1mBSSURERES1xppKhbGmkmzCAep0qAo1\nzamaYq2B9PQdWLEiE+XljeHsfAPTpsVg0KAwyzpz39oXB5gPa/IWu3yjDhERkRqlp+/A9OnfoLBw\nsb6tsHAuAFieWBLVE17+JkWotRaFcasL41aXuoh7xYpMg4QSAAoLFyM5eavNv6umON9kDpNKIiIi\nO1FebvoC4rVrjRQeCZH1WFOpMNZUkk04QJ0OVaGmOVVTrFaKjZ2HzMxFJtrnIyPj9TtvgPvWvjjA\nfPA5lURERA3QtGkxCAqaa9AWFPQqpk7tV08jIrIck0pShFprURi3ujBudamLuAcNCkNSUixiY+cj\nPDwBsbHzkZTU365u0uF8kzm8+5uIiMiODBoUZldJJJGlWFOpMNZUkk04QJ0OVaGmOVVTrErjvrUv\nDjAfrKkkIiIiIkUxqSRFqLUWhXGrC+NWF8atLmqN2xpMKomIiIio1lhTqTDWVJJNOECdDlWhpjlV\nU6xK4761Lw4wH6ypJCIiIiJFMakkRai1FoVxqwvjVhfGrS5qjdsaTCqJiIiIqNZYU6kw1lSSTThA\nnQ5VoaY5VVOsSuO+tS8OMB+sqSQiIiIiRTGpJEWotRaFcasL41YXxq0uao3bGkwqiYiIiKjWWFOp\nMNZUkk04QJ0OVaGmOVVTrErjvrUvDjAfrKkkIiIiIkUxqSRFqLUWhXGrC+NWF8atLmqN2xpMKomI\niIio1lhTqTDWVJJNOECdDlWhpjlVU6xK4761Lw4wH6ypJCIiIiJFMakkRai1FoVxqwvjVhfGrS5q\njdsaTCqJiIiIqNZYU6kw1lSSTThAnQ5VoaY5tUGs6ek7sGJFJsrLG8PZ+QamTYvBoEFhNhpgA6am\n46ghcID5sCZvaVzHYyEiIrKp9PQdmD79GxQWLta3FRbOBQAmlkT1SNHL3xs2bMDUqVPRp08feHp6\nQqPRIC4uzuS6+fn5+Oc//4moqCi0adMGzs7OuPvuuzFs2LA71jWsXr0a3bp1g4eHB7y9vREZGYn0\n9HSz61+9ehXx8fHo2LEjXFxc4Ofnh9GjR+PQoUNm+5w8eRITJkxAy5YtodVqERAQgJkzZ6KkpMSi\nfaE2aq1FYdzqwriVsWJFpkFCCQCFhYuRnLxV0XFwvtVFrXFbQ9GkctGiRUhJScHBgwfRunVrALdO\nq5oyf/58vPLKKzh//jweffRRzJ49G7169UJ6ejqioqKQnJxsst/s2bMxfvx4/Pe//8Xzzz+Pp556\nCj///DMGDx6MlJQUo/XLy8vRr18/vP766/D29saMGTPQt29ffPnll+jatSu+++47oz6FhYV4+OGH\nkZqaiu7du2PWrFkIDAxEUlISevTogT///LMWe4mIiKpTXm76Itu1a40UHgkRGZAKys7OlgUFBVJK\nKXNycqQQQsbFxZlcNzU1Vf70009G7du3b5dOTk7S2dlZnjlzxmBZbm6uFELI4OBgWVJSom8vLi6W\nzZo1k1qtVhYXFxv0WbJkiRRCyFGjRhm0p6WlSSGE7NSpk6ysrDRYFhMTI4UQcuXKlQbts2bNkkII\nOWnSJLP7QOFdTo6Kx5HjUdOc1jLWmJi58lahmuFPbOw8Gw2wAVPTcdQQOMB8WJO31Fu02dnZ1SaV\n1enXr58UQsjPP//coD0uLk4KIWRqaqpRnwULFkghhIyPj9e3VVZWyrZt20qNRmOUbEopZVhYmBRC\nyOzsbH1bQUGBFELIwMBAo/VLS0ulm5ubdHd3l2VlZSbHzqSSbILHkeNR05zWMtbNm7fLoKBXDRLK\noKBX5ObN2200wAZMTcdRQ+AA82FN3tIgHynUpEkTg//qZGVlQQiB/v37G/UZMGAAACA7O1vfVlhY\niBMnTqBDhw5o166d2T5ZWVn6Nl3/mJgYo/Xd3d3Rq1cvlJWVYc+ePdaG5dDUWovCuNWFcStj0KAw\nJCXFIjZ2PsLDExAbOx9JSf0Vv0mH860uao3bGg3u7u9jx45h27ZtcHNzQ1jY//0FUlZWhtOnT8PD\nwwN+fn5G/dq3bw8AOHLkiL7t8OHDAIAOHTqY/C5dn/z8fIv7BAcHY+vWrcjPz0dUVJQ1oRERkYUG\nDQrjnd5EdqZBJZXl5eV48sknUVFRgcWLF8PLy0u/7NKlSwBg0HY7Xfvtd2cr1YeAiIiI+h5CvWDc\n6sK41YVxq4ta47ZGg0kqb968ibi4OOTl5WHMmDF46aWX6ntINTZu3Dj4+/sDALy9vdG5c2f9wao7\nvc7P/FztZ8C+xsPP/GzNZ8C+xuNonwH7Go/aPwP2NZ47fNb9f3FxMaxWh7Wd1bLmRp0bN27IMWPG\nSCGEHDNmjLx586bROn/99ZcUQkhPT0+T2zh//rwUQsi7775b37Z582YphJBDhgwx2Wf9+vX679SZ\nPXu2FELIZcuWmewzZcoUKYSQ7777rsnl9bjL69XtNzupSZ3FbefHEee7Bux8TqtjddwNONbb2eVx\nrsC+tcu4FVCjuB3gWLcmb9FYn4Yq6/r16xg7dizWrVuHJ598Ev/5z3+g0RgP283NDS1btsRff/2F\ns2fPGi3X1UXeXgsZEhICwLDO0tI+utpKS/oQEREROTq7TiorKirw+OOPY8OGDXjmmWfwySefmH1Y\nOgBER0dDSomMjAyjZVu2bAEAg5tngoKC0LZtWxw+fNjkaV5TfSIjIwEAW7duNXoXZmlpKXJzc+Hm\n5obu3btbHqgK6E6vqw3jVhfGrS6MW13UGrc17DapLC8vx2OPPYavvvoKzz77LD788MM79pk0aRIA\nYPHixQY3yhQXFyMlJQVarRbjx4832WfOnDkGSWJaWhp27dqFTp06ITw8XN8eGBiImJgYHD161OgN\nPfHx8bhy5Qri4uLg4uJifdBEREREDZSQVU+31aGNGzdi48aNAICzZ88iMzMTgYGB6N27NwDA19cX\niYmJAIDx48dj9erVuOuuuzB58mST24uMjDRI+IBbr2lctmwZWrdujREjRqCiogLr1q3DxYsXkZyc\nbLStiooKREVFIS8vD127dkVUVBSOHz+O9evXQ6vVIisrC6GhoQZ9ioqK0LNnT5w7dw5Dhw5FSEgI\n9u7di5ycHHTs2BF5eXlo2rSpyTELIYzOcKpBTk6OKn/Lq7O4hbj1zGc7xfmuATuf0+pYHXcDjvV2\ndnmcK7Bv7TJuBdQobgc41q3JWxS9+/vAgQP4+OOP9ZewhRA4evQoioqKAAD+/v76pLK4uBhCCFy4\ncAGvvfaa0baEENBoNEZJ5Ztvvon7778fKSkpeP/999GoUSN06dIFL7/8MgYOHGi0HScnJ2zduhX/\n+Mc/sGbNGixfvhxeXl4YPnw4Fi5cqK+hvF1gYCD279+PBQsWICMjA19//TVatmyJGTNmID4+3uzj\nhoiIiIgclaJnKkm9ZyrJxhzgt1+qQk1zqqZYlcZ9a18cYD6syVvstqaSiIiIiBoOJpWkiNsfqqom\njFtdGLe6MG51UWvc1mBSSURERES1xppKhbGmkmzCAep0qAo1zamaYlUa9619cYD5sMnd376+vlYn\nQEIIbNu2Dffff7/FfYiIiIio4TObVF64cAETJ05Eq1atLNpQZWUlFi1ahOvXr9tscOQ4+FwzdWHc\n6sK41YVxkznVPqfy2WefxSOPPGLRhm7cuIFFixbZZFBERERE1LCYranMycnBww8/DA8PD4s3lpOT\ng65du8Ld3d1mA3Q0rKkkm3CAOh2qQk1zqqZYlcZ9a18cYD6syVt4o47CmFSSTTjAX1RURQOe0/T0\nHVixIhPl5Y3h7HwD06bFYNCgMPMdGnCsdo/71r44wHzY/OHn169fx7Vr1wzavvnmGyxfvhw//PCD\n9SMk1VHr870Yt7qoMe709B14/vn3kJm5CNu3JyAzcxGmT/8G6ek76ntodU6N8w0wbjLPoqRy9OjR\nmDx5sv7zihUrMGDAALzyyivo3r07Nm3aVGcDJCIi+7ViRSZOn37WoK2wcDGSk7fW04iIqL5YdPm7\nVatWWL58OR5//HFIKdG2bVuMHj0aiYmJmDJlCn788Ufs3r1bifE2eLz8TTbhAJdUqIoGOqcREQnY\nvj3BqD08PAE5OcbtABpsrA0C9619cYD5sPnl7wsXLqBFixYAgJ9//hmnTp3CpEmTIITAyJEj8euv\nv9Z8tERE1GA5O98w2a7V3lR4JERU3yxKKv38/HD06FEAt2op27Vrh/bt2wMArl69Co2Gb3uk6qm1\nFoVxq0tDiDs9fQdiY+chIiIBsbHzal37OG1aDFq2fMqgLSjoVUyd2q9W220IGsJ81wXGTeZU+5xK\nnccffxx///vfceDAAaSmpmLKlCn6ZT/99BOCg4PrbIBERGQb6ek7MH36NygsXKxvKyycCwDV361d\njUGDwvDiiz9i+/b5uHatEbTam5g6tX+Nt0dEDZdFNZXXr1/H0qVLsW/fPnTu3Bnz5s2Ds7MzAOCx\nxx5Dr169MHv27DofrCNgTSXZhAPU6VAVCsxpbOw8ZGYav6QiNnY+MjJer9PvNsDjt+5w39oXB5gP\nm7z7OyMjA1FRUXByckKTJk2wYMECk+t9+eWXNRslEREpqrzc9F/51641UngkROSIzBZDjhkzBj4+\nPhg6dCjee+89nDp1SslxkYNRay0K41YXe4+7rm6qsfe46wrjVhe1xm0Ns0nl+fPnsWnTJgQHB+Pt\nt99GmzZt0LlzZ8ydOxd5eXm8hEtEVE9qerPNtGkxCAqaa9CmlptqiKjuWfyaxqKiIqSnpyM9PR3b\nt2+Hq6srBgwYgEGDBqF///5o2rRpXY/VIbCmkmzCAep0qAoL59TUzTZBQXORlBRr0c0x6ek7kJy8\n9babavopf1MNj9+6w31rXxxgPur83d9lZWXYtm0b0tPTsWXLFpw+fRo9evTAzp07rR6s2jCpJJtw\ngL+oqAoL59RubrapDR6/dYf71r44wHzY/OHnVbm5uWHIkCH417/+hePHj+P777/HwIEDa7IpUgm1\n1qIwbnVRIm57vNmG860ujJvMseg5lVVdvXoVZ86cQcuWLaHVavHggw/iwQcftPXYiIioCr7Bhojs\nVbWXv9966y18/PHHuH79OiZPnowXX3wRS5cuxWuvvYby8nJotVrMmDEDS5YsUXLMDRovf5NNOMAl\nFaqiVjWVryIpqQE9cJzHb93hvrUvDjAfNnlO5f/7f/8Pc+bMwdixY+Hj44P58+fj5MmTSEpKwquv\nvoqHHnoIubm5ePPNN3HffffhiSeesFkARERkmi5xTE7mG2yIyL6YPVP5wAMPYPDgwVi8+NZvw1u2\nbMGgQYMQHx+P+Ph4/XozZ87Ed999h9zcXGVG3MCp9UxlTk4OIiIi6nsYiquzuO38t1/Odw3Y+ZxW\nx+q4G3Cst7PL41yBfWuXcSugRnE7wLFukxt1CgsL0bdvX/3nPn36AAAiIyMN1uvXrx+OHDlSk3ES\nERERkYMwe6bSx8cHn3zyCQYNGgQAuHHjBpycnLB//3506dJFv97WrVsxbNgwlJWVKTPiBk6tZyrJ\nxhzgt1+qQk1zqqZYlcZ9a18cYD5scqYyMDAQBw8e1H9u3LgxTp8+bXSX95EjR9C6desaDpWIiIiI\nHIHZpHLChAlGmendd9+NRo0Mn4WWmpqK8PDwuhkdOQy1Pt+LcasL41YXxq0uao3bGmbv/p48ebJF\nG9i3b5/NBkNEREREDVONXtNINceaSrIJB6jToSrUNKdqilVp3Lf2xQHmwybPqazq1KlT2LRpE06f\nPo1r164ZLX/jjTcsHyERERERORSL3v29du1aBAQEYNq0afjggw+wfv16/c9nn32G9evX1/U4qYFT\nay0K41YXxq0ujFtd1Bq3NSxKKufOnYuRI0fijz/+wKlTp3D06FH9T3FxMY4ePWrRl23YsAFTp05F\nnz594OnpCY1Gg7i4uGr75OXlYeDAgfDx8YGrqysefPBBJCUlobKy0myf1atXo1u3bvDw8IC3tzci\nIyORnp5udv2rV68iPj4eHTt2hIuLC/z8/DB69GgcOnTIbJ+TJ09iwoQJ+vefBwQEYObMmSgpKbnz\njiAiIiJyMBbVVHp5eeGLL75AdHR0rb6sc+fOOHjwIDw8PNCqVSscOnQITz31FD7++GOT66elpWHE\niBFwdXXF6NGj4ePjg6+++gqHDx/GyJEj8dlnnxn1mT17NpYtW4Y2bdpg5MiRKC8vx9q1a/Hnn38i\nOTkZU6ZMMVi/vLwc0dHRyMvLQ2hoKKKionD8+HGsX78eTk5OyMrKQrdu3Qz6FBYWomfPnjh//jyG\nDRuGkJAQ7N27F9nZ2ejYsSNyc3Ph4+NjMibWVJJNOECdDt2Snr4DK1ZkojxzF5xjemPatBjHf+Ui\nj9+6w31rXxxgPqzKW6QFnn76aTlv3jxLVq1Wdna2LCgokFJKmZOTI4UQMi4uzuS6ly5dkr6+vlKr\n1crvv/9e337t2jXZs2dPKYSQa9euNeiTm5srhRAyODhYlpSU6NuLi4tls2bNpFarlcXFxQZ9lixZ\nIoUQctSoUQbtaWlpUgghO3XqJCsrKw2WxcTESCGEXLlypUH7rFmzpBBCTpo0yew+sHCXE1WPx5FD\n2Lx5uwwKelXe+lfn1k9Q0Kty8+bt9T20usXjt+5w39oXB5gPa/IWi9a8fPmyHDp0qJw4caL897//\nLdPT041+rJWdnV1tUvnBBx9IIYQcN26c0bKsrCwphJDh4eEG7XFxcVIIIVNTU436LFiwQAohZHx8\nvL6tsrJStm3bVmo0GqNkU0opw8LCpBBCZmdn69sKCgqkEEIGBgYarV9aWird3Nyku7u7LCsrMxmX\nWpPK2/ehmtRZ3HZ+HHG+LRMTM9cgodT9xMbW/pd4JVk933Z+/FrKLo9zBfatXcatgBrF7QDHujV5\ni0U1lfn5+Th48CA+/PBDPPXUU3j00UcNfgYPHlzTs6pmZWVlAQD69+9vtCwsLAwuLi7YvXs3Kioq\nDHxs5rMAACAASURBVPoIIUz2GTBgAAAgOztb31ZYWIgTJ06gQ4cOaNeundk+urHc3j8mJsZofXd3\nd/Tq1QtlZWXYs2ePRXESkXqVl5t+AMe1a41MthMR2TOLksqJEyfC09MT6enpOHToEIqKigx+CgsL\nbT6ww4cPAwA6dOhgtKxRo0YICAjAjRs3UFRUBAAoKyvD6dOn4e7uDj8/P6M+7du3B3DrtZKWfMft\nffLz8y3uExwcbNSHgIiIiPoeQr1g3OpibdzOzjdMtmu1N20wGuVwvtWFcZM5Fj2n8vDhw/jiiy9M\nngGsK5cuXYIQAl5eXiaXe3l5QUqJS5cu6dfXtZtbH4DB3dlK9SEi9dHfgFPeGM7ON0zegDNtWgwK\nC+eisHCxvi0o6FVMnarc37VERLZi0ZnKbt264cSJE3U9FnJgan2+F+NWF13c6ek7MH36N8jMXITt\n2xOQmbkI06d/g/T0HQbrDxoUhqSkWMTGzkc4IhAbOx9JSf0b3N3fap9vtWHcZI5FZyrffvttPPPM\nM9BqtYiOjoa3t7fROq6urjYdWNUzkVXp2nVj0Z0htHR9JftUNW7cOPj7++vX69y5s/60uu6gdbTP\nOvYyHqU+//TTT3WzfcAu4uN8G37WzfeKFd/+79nHW8uBCBQWLsbChXFwc6s06O/mBmRkvA4IgZz/\nSQDwf8/gre946my+G1h8iv/5tvO/H3TsJl57n2/ALsZvzfzm5OSguLgYVrPkbh4hRLU/Go3G6ruJ\n7nT395NPPimFEHLNmjVGy65fvy5dXV2lk5OTrKio0Le3atVKajQaeebMGaM+eXl5Ugghw8LC9G26\nO7lDQkJMjkH3uKEFCxbo21atWiWFEPKFF14w2Uf3uKGsrCyTyy3c5UTV43Fk18LD403e1R0eHm++\nk5rmVE2xKo371r44wHxYk7dYdKbyww8/tD5braXo6Gj85z//QUZGBsaMGWOwbMeOHbh69SrCw8PR\npEkTgz6ffPIJMjIyMG7cOIM+W7ZsAQBERUXp24KCgtC2bVscPnwYxcXF+rOH1fWJjIwEAGzduhVS\nSggh9MtKS0uRm5sLNzc3dO/evebBE1GD5ig34BARWaXuctvq3elM5eXLl6Wvr690dnaW+/fv17df\nvXpV9ujRQwoh5Lp16wz66M5Gtm/fXl68eFHffvToUenj4yNdXFzksWPHDPosXbpUCiHk448/bvCQ\n840bN0ohhLzvvvuMxhYbGyuFEDI5OdmgfebMmVIIIf/2t7+Zjbsed3m94nPNbMzOjyO1z7fph5q/\nUv1Dze18TqvD51TaET6nss7wOZV3ZtGZSlvZuHEjNm7cCAA4e/YsgFvv9tadVfT19UViYiIAwMPD\nA++//z5GjhyJiIgIjBkzBk2bNsVXX32FI0eO4PHHH8eoUaMMtt+jRw/MmjULy5YtwwMPPIARI0ag\noqIC69atQ0lJCZKTk9G2bVuDPrNmzcLmzZuxYcMGPPLIIwavaXRzczN5lvadd95Bz549MW3aNGzb\ntk3/msacnBx07NgRixcvNupDROqhu9EmOXk+rl1rBK32JqZObXg34BARWcVctvnQQw/JX375xeLs\n9MaNG/Khhx6Sv//+u9l1EhIS9DWYt//oajMDAgKM+uTm5sqBAwfKpk2bShcXF/nAAw/I5cuXG706\n8XapqakyNDRUurm5SU9PTxkREVHtW3+uXLkiFyxYIIODg6Wzs7Ns3ry5HDVqVLWxnDhxQo4fP162\naNFCOjk5SX9/fzlz5kyD10OaUs0uJ7Icj6N6tXnzdhkTM1eGh8fLmJi5tnmtoprmVE2xKo371r44\nwHxYk7eI/+1gRKPRIDs7G6GhoRYlpzdu3IC3tzf279+PLl262DDtdSxWvZidyBwhbl1VJcXpHhdk\n+GzJuUhKiq3dmUg1zamaYlUa9619cYD5sCZv0VS3MDIyEu7u7hb9VPcIHaKqj6JQC8bteFasyDRI\nKAGgsHAxkpO3OnTc1WHc6sK4yRyzNZU1ueNbCGF0BzURkSPh+7qJiEwze/mb6gYvf5NNOMAlFXt1\np9crxsbOQ2bmIqN+sbHzbz3EvKbUNKdqilVp3Lf2xQHmw5q8RdG7v4mI7JmpesnCwrkA/u+Obr6v\nm4jItGprKolsRa21KIy7YamuXlLH4H3d4QkG7+tuqHHXFuNWF8ZN5vBMJRHR/7K0XnLQoDA+c5KI\nqArWVCqMNZVkEw5Qp2OP6qxe0hJqmlM1xao07lv74gDzYbNHChERqcm0aTEICppr0HarXrJfPY2I\niKjhsDip/O9//4s5c+YgKioKHTp0wK+//goAWL58OXbv3l1nAyTHoNZaFMbdsFRXL2mJhhp3bTFu\ndWHcZI5FNZXfffcd+vbti+bNmyMs7FYxenl5OQDgzJkzeOutt7Bhw4Y6HSgRkRJYL0lEVDMW1VT2\n6tULvr6++PzzzyGlhJOTk/51jJ9//jlmzJiBEydOKDHeBo81lWQTDlCnQ1WoaU7VFKvSuG/tiwPM\nh82fU/nDDz9g48aNaNSoEW7cuGGwrFmzZjh37pz1oyQiIiIih2FRTaWXlxfOnz9vctnRo0fh5+dn\n00GR41FrLQrjVhfGrS6MW13UGrc1LDpTOWTIECQkJKBHjx4G7/Y+f/483nzzTQwfPryuxkdEZHN3\nehUjERFZz6Kayj///BN9+/bFr7/+iocffhh79uxB165dUVBQgICAAGRnZ8PT01OJ8TZ4rKkkm3CA\nOp36YupVjEFBc5GUFFu/iaWa5lRNsSqN+9a+OMB8WJO3WPzw8/Lycnz66af49ttv8ccff6BZs2aI\njo7G008/DWdn51oNWE2YVJJNOMBfVPWlXh9wXh01zamaYlUa9619cYD5qJOHnzs7O2PixIlYs2YN\ntm7dirVr1+K5555jQkkWUWstCuO2P5a+irEm7DnuusS41YVxkzl8ow4RqYqz8w2T7VrtTYVHQkTk\nWCy6/K3RaCCEAACDU6BCCAgh4OHhgc6dO2Pq1Km8aecOePmbbMIBLqnUF9M1la9a9eacOqGmOVVT\nrErjvrUvDjAfNq+pXL58Od566y14enpi8ODB8PX1xfnz57Fp0yaUlpZi4sSJ2LlzJ7Ky/j97dx4X\nVfX/D/x1WGdAZFFEUVEEhT7mHpqYgJCgWOa+fM3c+5h+MDVtcwF3bVGB/OTHNDX1l5qWmnwkTLYC\nMbP8pOWKUpprpSjKInJ+f9CMs+IMzNy5c+/7+XjMI+bcc2fO+54rHe5933MysXnzZowePbrOQUgV\nDSqJRUjgF5UtpaXlIjX1IMrKHKFQPERCQm/bP/0tpz6VU6xCo2MrLhLoD4sPKl9//XX89ttv2L59\nu1Y55xwjRoxAkyZNsHr1arz00ks4fvw4fvrpp9q1XAbkOqjMzs5GVFSUrZshOKvFLfJfVNTftSDy\nPq2J2XHbcayaRHmeC3BsRRm3AGoVtwTOdYs/qPPxxx9j/PjxBr9o3Lhx2LJlCwBg+PDhOHv2rBlN\nJYQQ60hLy0Vc3FxERSUhLm4u0tJybd0kQgiRNJMmP6+srMSpU6cQGxurt+306dN4+LA6wd3Z2RkK\nhcKyLSSSIMe/agGK21YM5U0WFs4BAKve5rZ13LZCccsLxU2MMWlQOXLkSLz11luorKxE//791TmV\ne/bsQWJiIsaOHQugeo3wJ554wprtJYSQx0pJydAaUAJAYeESpKbOs33uJCGESJRJt79Xr16NSZMm\nYd68eQgJCYGPjw9CQkKQmJiISZMmYdWqVQCAp59+GqmpqVZtMLFPcp3fi+K2DWvORVkTW8dtKxS3\nvFDcxBiTrlS6uroiOTkZ8+fPx4kTJ3Dt2jU0btwY7dq1Q4MGDdT16NIwIUQMaC5KQggR3mOf/i4t\nLYWnpyd27tyJAQMGCNUuyZLr09/EwiTwRKE1iXYuyprIqU/lFKvQ6NiKiwT6w5xxy2OvVCqVSjRq\n1AhOTiZd1CSEEJtTDRxTU+dpzEUp4gElIYRIgEk5lf/85z+RkpKCiooKa7eHSJRcc1Eobtvp1y8C\n6emLkJ2dhPT0RYIMKMUQty1Q3PJCcRNjTLr8WFxcjJMnTyIwMBAxMTHw8/NTL9uo8s4771ilgYQQ\nQgghRPxMWlGnZcuW6nvquoNJVdnFixet1kgpoZxKYhESyNMhOuTUp3KKVWh0bMVFAv1h8WUaieXQ\noJJYhAR+UVlKWlouUlIyUF7uBFfXSkybFmufuZNy6lM5xSo0OrbiIoH+sPgyjYTUlVxzUShu61I9\n5Z2RsRg5OUnIyFiMV1/9ymZLMlJ/ywvFLS9yjdscJj/SzTnHt99+i3PnzqGsrExv+5QpUyzaMEII\neRxaOYcQQsTDpNvf169fR3R0NE6dOmW0TlVVlUUbJlV0+5tYhARuqdTE0C1tAHpl776biZycJL39\nIyOTkJ2tXy5qEu9TLXKKVWh0bMVFAv1h8dvfr732Gjw9PXHp0iUAQEFBAS5evIjFixejTZs2OHv2\nbO1b+xicc+zYsQO9evVC06ZN4ebmhqCgIAwbNgwFBQUG98nPz0d8fDx8fHzg5uaGDh06IDk5ucaB\n7+bNm9G1a1d4eHjAy8sLvXr1QlpamtH6paWlSExMREhICJRKJfz8/DB8+HCcPn26zjETImeGbmlP\nnLgZEyfu0bvNfefODYOfQSvnEEKIDXATNGvWjO/evZtXVlZyxhg/cuSIetvChQt57969TfmYWpkw\nYQJnjHFfX18+adIk/tZbb/EhQ4ZwFxcX7uDgwLdu3apVf8+ePdzR0ZF7eHjwiRMn8tdff52HhoZy\nxhgfOnSowe947bXXOGOMBwQE8JkzZ/KpU6fyBg0acMYY/+CDD/Tql5WV8R49enDGGO/atSt/8803\n+f/93/9xZ2dn7u7urnV8dJl4yCUnKyvL1k2wCavFLfLzqC5xx8bO4dV/2mu+DJVx3qnTBB4U9LZW\nWVDQW3z//hzLBWOGOvW3yPu0JmbHbcexahLl7zUBjq0o4xZAreKWwLluzrjFpJr16tXjOTnVv6Q9\nPT35l19+qd729ddfc3d3dzObaJqioiLOGONNmjThN2/e1NqWlZXFGWO8VatW6rLi4mLu6+vLFQoF\nP3bsmLq8rKyMh4eHc8YY3759u9bn5OXlccYYb926Nb99+7bWdzdo0IArFApeVFSktc/SpUs5Y4wP\nGzZMq3zv3r2cMcbbtm3Lq6qqDMZEg0p5oUGl+SIjEw0MIA2VVdfdvz+Hx8XN5ZGRiTwubq7NBpSc\n06DSZHYcqyZR/l6jQaXV0KDShLqmVGrXrh3ftm0b55zz7t278+HDh6u3TZ8+nTdv3tzMJprm6NGj\nnDHGBwwYYHC7h4cHr1+/vvr9hg0bOGOMjx07Vq9uZmYmZ4zxyMhIrfLRo0dzxhjftGmT3j7z58/n\njDGemJioLquqquIBAQHcwcFBb7DJOecRERGcMWb05JProJJYmITPI3OuVMbFzbV1cy1Hwn2qR06x\nCo2OrbhIoD/MGbeYlFMZHx+PgwcPAgDmzZuH3bt3o1mzZmjZsiWSk5ORkJBglVvzTz75JBo3bowj\nR47gzz//1NqWm5uLkpISPPvss+qyzMxMAECfPn30PisiIgJKpRKHDx/WWm4yMzMTjDGD+/Tt2xcA\nkJWVpS4rLCzEpUuX0KZNG7Ro0cLoPqq2EELMM21aLIKC5miVNW58BY0bz9QqCwp6GwkJvYVsGiGE\nkBqYNKXQ8uXL1T/37dsX+fn5+OKLL1BaWorY2Fj1QMrSFAoF9uzZgxdffBH/+Mc/8MILL6BBgwYo\nLCzEl19+idjYWPznP/9R1z9z5gwAoE2bNnqf5ejoiMDAQJw6dQoXLlxAaGgo7t27hytXrsDDwwN+\nfn56+wQHBwOA1oNINX2H5j7nzp2rZdTSlJ2djaioKFs3Q3AU9+MZetI7OTkOqanzUFbmCIXiIRIS\nxgKATlkf0U0bRP0tLxS3vMg1bnOYPE+lprCwMISFhVm6LQa1b98eY8eOxYoVK7B+/Xp1eXBwMMaM\nGYOGDRuqy4qLi8EYg6enp8HP8vT0BOccxcXF6vqqcmP1AeD27dta32HuPoQQw1RPemvONVlYOAfJ\nyXFIT1+kV19sg0hCCCGPmDWoLC8vx++//25w8vN//OMfFmuUSmVlJWJiYnD48GHMnDkT//rXv9C4\ncWOcOnUKb731FkaNGoXjx49jxYoVFv9uaxo7dixatmwJAPDy8kLHjh3Vf/2oZuyn99J4ryqz+Odr\nfLaY4jX3fVLSRygsnIBHslFY2BupqQfRr1+Ezdsnmv6W2ntAXO2RWn9rtE0U7ZHIe1WZ1PtD9XNR\nURHMZkri5eXLl3l8fDxnjBl8OTg41Db/s0YbN27kjDE+ePBgvW3379/nzZo1446OjvzixYucc86f\neuopzhjjP/zwg8HPa9u2LWeM8dOnT3POOS8pKeGMMa2HfTTdvHmTM8Z448aN1WX79+/njDHev39/\ng/t89tlnnDHGR4wYYXC7iYeckJpJ5Dwy/KR3dbnsSKRPTSKnWIVGx1ZcJNAf5oxbHEwZeE6aNAnH\njh3DqlWrkJ6ejszMTK3XoUOHzB/NmuD7778HAPTq1Utvm1KpRFhYGKqqqvDjjz8CAEJCQgA8ynvU\nVFlZiYsXL8LZ2RmtWrUCALi7u8Pf3x8lJSW4du2a3j6qvEjN/MnQ0FAAMDrhu6F9iPZfQHJCcdfM\n1bXSYLm9Tl5O/S0vFLe8yDVuc5g0qMzLy0NycjJeffVVxMbGIioqSu9lDS4uLgCAGzcMr5px8+ZN\nrXoxMTEAgPT0dL26ubm5KC0tRXh4OJydndXlMTEx4Jwb3OfAgQMAgOjoaHVZUFAQAgICcObMGYOX\nhg3tQwgxzNCT3vRUNyGE2CeT1v4ODg7GqlWr8PzzzwvRJrX//ve/eO655+Dn54djx47B399fve3A\ngQPo168flEolLl++DG9vb9y9exdBQUG4c+cO8vLy0KVLFwBAWVkZoqOjUVBQgO3bt2PYsGHqzzl8\n+DB69OiBoKAgHD16FF5eXgCAoqIidOnSBaWlpTh9+jQCAgLU+yxfvhxvv/02hgwZgh07doAxBgDY\nu3cvBg4ciLZt2+LEiRMGY6K1v4lF2Ol6ssbW9E5NPajxVHdveT6QY6d9WityilVodGzFRQL9Yda4\nxZR75Nu2beM9evTQWnFGKAMHDlTnPY4ZM4a//vrr/Pnnn1fncqakpGjV37NnD3dycuL16tXjEydO\n5LNnz+YhISEGV8BRUS3T2Lx5cz59+nQ+ZcoU3qBBA+7g4MDXrFmjV7+8vFy9TGNYWBh/4403+MiR\nI9Xf+9133xmNx8RDTkjN7PA82r8/x8CSim/bdAUcUbHDPq01OcUqNDq24iKB/jBn3GL0SuXQoUPV\nV+A45zhy5Aju3r2LsLAw9dU81TbGGHbu3FnXwbBBVVVVWLduHbZs2YKTJ0/i/v37aNCgAbp27Ypp\n06ZpTX6ukp+fjyVLluDw4cMoKytD69atMX78eEybNk0dk67NmzdjzZo1+OWXX+Do6IjOnTtj9uzZ\niI+PN1i/tLQUy5cvx6efforffvsNnp6eiIqKwoIFC9R5l4bI9Uql5hNzcmK1uEX+16+huOPi5iIj\nY7Fe3bi4eQanD7JHdepvkfdpTcyO245j1STK32sCHFtRxi2AWsUtgXPdnHGL0SmFbt68qf4gxpj6\n4ZaKigp1jqPmdmtxcHDA5MmTMXnyZJP3CQ8PR1pamlnfM2bMGIwZM8bk+kqlEgsWLMCCBQvM+h5C\n5ETzdvf//nfJYJ2yMkeBW0UIIcQaTMqpJJYj1yuVxMLs4K9f/YnN5wKQ9pXKOrGDPrUYOcUqNDq2\n4iKB/jBn3GLS09+EEGKulJQMrZVygFgA9KQ3IYRIlUmDynHjxmHEiBEGt40cORITJ060aKOI9Mh1\nfi85xZ2Wlou4uLmIikpCWNhoXLlSolMjAkAcvL1HIjIyCXFx85CcLL71u+tCTv2tieKWF4qbGGPS\nMo1ff/013n//fYPbBg8ejBkzZli0UYQQ+6J/qzsbSuWHBmpGoGvXg0hPTxKwdYQQQoRgUk6lQqFA\nWlqaenJxTV9//TX69euH8vJyqzRQaiinkliEyPJ0DD/ZnQul8v+htHStuiQo6G3JXZ20GJH1qVXJ\nKVah0bEVFwn0h0We/tYUEBCAnJwcg4PKb775Bs2aNTOvhYQQu/f4J7sj0KrVNjRrNk9jYnMaUBJC\niFSZNKgcN24ckpKS0KhRI4wdOxb16tVDSUkJNm/ejBUrViAxMdHa7SR2juY1sz+6q9907+6Pw4ev\noLzcCXfuXMbVq/Vx7drKv2vP1dk7G0AUmjVrJKsnu+25v+uC4pYXipsYY9Kg8vXXX0dhYSGmTZuG\nadOmwd3dHffu3QMAvPzyy3jjjTes2khCiLD0cyRzkZn5/1BZqbqVrTs9kOrJ7kdPe1c/2d1HkPYS\nQgixPbPmqTx9+jSysrLw559/okGDBoiOjkZISIg12yc5lFNJLMLKeTr6OZK6g8ikv1+acuHt/SHa\ntw+R9xretSWB3CuTySlWodGxFRcJ9IfFcypVQkNDa1yCkBAiDeXlur8adN9XGtiLnuwmhBA5M2me\nytzcXOzdu1f9/o8//sDIkSPRsWNHzJw5Ew8ePLBaA4k0yHV+L3uN29VVd9Co+77micztNe66orjl\nheKWF7nGbQ6TBpWvv/46Tp48qX7/6quvIjMzE926dcPmzZsxf/58qzWQECIc1QTmv/9+E0rlZI0t\nsXBy0nwfgcaNr6Jz56mSncicEEKIeUzKqfTx8cG2bdvQt29f3Lt3D76+vtiwYQNGjhyJDRs2YOnS\npSgsLBSivXaPciqJRVgoT0fzCW/9J7pzoVSuQVBQEzRt6oGnn26CgoKrGtMDUc6kRUkg98pkcopV\naHRsxUUC/WHxnMqKigoolUoAQH5+Ph48eIDnnnsOANC6dWtcuXKllk0lhAhNNZD8/febuHCBaUxO\nrvswTgRKSyPQtOk8WU0LRAghpHZMuv0dEhKCAwcOAAC2bduG7t27w8PDAwBw9epV+Pj4WK+FRBLk\nmositrhVUwVlZCzGzz/7aq12Y+xvzLIyR7O/R2xxC4XilheKW17kGrc5TLpSmZiYiCFDhmDDhg0o\nLi7WemgnPT0dnTp1sloDCSGWk5KSoTH3pClPdAMKxUOrtokQQog0mDxPZWFhIX788Ue0b98ebdq0\nUZf/5z//QYcOHfD0009brZFSQjmVxCIek6ejmysJuKB+/Ub43/8u4vbtzX/X0r3dnQvgK+hOYE4P\n4AhEArlXJpNTrEKjYysuEugPc8YtZk1+TuqOBpXEImr4RaW9Go7uQFFzIKk/iGzceDz8/ZXw8PCl\nh3GEJoH/+ZhMTrEKjY6tuEigPyzyoM5///tf9OjRA56envjvf//72A+Kj483vYVEduS6Zqot4ta+\nxZ0BzUGj9nKK1YNFpXK4+gnvhISxFhlEUn/LC8UtLxQ3McbooPK5555DQUEBunbtqn7S2xjGGB4+\npLwrQsRAezUc3X/i1QNGb++RGsspTqWrkYQQQurM6O3voqIi+Pv7w8XFBUVFRY/9oJYtW1q4adJE\nt7+JRdRwS0V73W7dvElVHZomSHQkcJvMZHKKVWh0bMVFAv1hkdvfmoNEGjASYj+mTYtFYeGcv2+B\na97urla9nGIfWzWPEEKIRD32QZ2qqiocPHgQR44cwfXr1wEAfn5+6N69O5599lkwxgRpqFTI9Uql\nXHNRrBa3gb9+dZ/4ZswVHh6+Wj8L9fAN9Xct2PEVDbPjtuNYNYnyPBfg2IoybgHUKm4JnOsWW1Hn\nhx9+wIgRI3D+/Hk4OTmhYcOGqKqqwl9//YXKykq0bt0a27dvp3kqCbEx7Se+qwUFzcHChdGUL0kI\nIUQQRq9UXr9+He3atUOTJk3wzjvvIDIyEgqFAgBQVlaGrKwsvPHGG7h+/TpOnDiBRo0aCdpweyXX\nK5XEwnT++tXOo4RGOeVO2g0JXNEwmZxiFRodW3GRQH+YM24xukxjamoqlEolcnNzERcXpx5QAoBC\noUDfvn2Rm5sLhUKB1NTUureaEFJr2k98P1KbJRYJIYSQ2jA6qMzIyMArr7wCT09Pozt7eXnhlVde\nwVdffWWVxhHpkOuaqULF7eoqriUWqb/lheKWF4qbGGN0UHn+/Hl06dLlsR/QpUsXnDt3zqKNIoQ8\nXlpaLuLi5iIqKgk3b15D48YztbZXP+Xd20atI4QQIjdGcyodHR1x+PBhdO3atcYPKCgoQI8ePWjy\ncxNRTiWxhDTmgVeDpmk9mNO48QT4+ytoiUV7JYHcK5PJKVah0bEVFwn0h0We/jZ58XAaJBEiuBSE\nag0oAeDatQ3o0GEe0tOTbNMoQgghsmb09jcAxMXFwdfXt8ZXnz40iTJ5PLnmolgr7nK4GywXy4M5\n1N/yQnHLC8VNjDF6pXL+/PkmfwhNgE6IsFxxz2C5rR7MIYQQQh67og6xLEoXIHWhWjXn94xDuKDs\ngNLSteptQUFvIzm5D+VR2isJ5F6ZTE6xCo2OrbhIoD/MGbfQoFJgNKgktaW/ak4ulMo1CApqgqZN\nPejBHHsngf/5mExOsQqNjq24SKA/LDL5udgcOnQIAwcOROPGjaFQKNC0aVP06dMHBw4c0Kubn5+P\n+Ph4+Pj4wM3NDR06dEBycjKqqqqMfv7mzZvRtWtXeHh4wMvLC7169UJaWprR+qWlpUhMTERISAiU\nSiX8/PwwfPhwnD592iLxSo1cc1FqG7fmdEGdO09E585TMHr0v3UezolAaekONG3qgfT0RaIaUFJ/\nywvFLS8UNzGmxrW/xeL111/He++9h+bNm2PAgAFo2LAhbty4gR9++AE5OTno27evuu7evXsxePBg\nuLm5Yfjw4fDx8cG+ffswY8YM5OXlYefOnXqfP2vWLKxcuRLNmzfHyy+/jPLycmzfvh3PP/88KmeK\nugAAIABJREFUUlNTMXXqVK365eXl6N27N/Lz8xEWFoZBgwbht99+w2effYa0tDRkZmY+diomQozR\nviKZC+ArAEsAJBmsL5aHcwghhMgcF7l169ZxxhgfN24cf/Dggd52zbLi4mLu6+vLFQoFP3bsmLq8\nrKyMh4eHc8YY3759u9b+eXl5nDHGW7duzW/fvq0uLyoq4g0aNOAKhYIXFRVp7bN06VLOGOPDhg3T\nKt+7dy9njPG2bdvyqqoqg/HYwSEnNhYbO4dX3y/hHDD286NXXNxcWzeZWIKcfjfIKVah0bEVFwn0\nhznjFlHf/i4vL8ecOXPQokULrFu3Dk5O+hdWNct27dqFP/74AyNGjEDnzp3V5a6urli8eDEA4MMP\nP9Taf+3a6gcd5syZo7UkZYsWLTB16lSUl5dj48aN6nLOOdauXQvGGN555x2tz+rfvz969uyJX375\nBTk5OXWInMiZ9jremj/HApijVZdWzSGEECIWoh5UHjx4EH/88QcGDRoExhjS0tKwYsUKJCcno6Cg\nQK9+ZmYmABicOzMiIgJKpRKHDx9GRUWF1j6MMYP7qG6rZ2VlqcsKCwtx6dIltGnTBi1atDC6j6ot\npJpcc1FqE7f2Ot6aP0cAiAMwD954HnFx80T7tDf1t7xQ3PJCcRNjRJ1TefToUQDVVxo7duyIn3/+\nWWt7REQEdu3ahYYNGwIAzpw5AwBo06aN3mc5OjoiMDAQp06dwoULFxAaGop79+7hypUr8PDwgJ+f\nn94+wcHBAICzZ8+qy2r6Ds19aD10YgrVFEHl5U64c+cyABdUVDyEUjn57+mCVFcnVQ/oRCAoKB3J\nhdnol/6lzdpNCCGE6BL1oPLGjRsAgHfffRdt27bFt99+i44dO+LChQuYNWsWMjIyMHToUPWVxOLi\nYjDGtG5ja/L09ATnHMXFxer6qnJj9QHg9u3b6rLa7EOAqKgoWzfBJgzFrZ5r8vebuHCB/T141Hwg\nB6ieLmg4goKawNm5BIxN1VjTuw/6PbdMuCBqgfpbXihueaG4iTGiHlSqpgBydnbGvn37EBAQAAB4\n8skn8cUXXyAkJAQ5OTk4cuQIunXrZsumEmIS7Se75wJY/PeWDDwaUALV0wVFoGnTeUhPXy14Owkh\nhBBziXpQ6eXlBQDo1KmTekCpolQqERcXhw0bNuC7775Dt27d9K5E6lKVqz5XdVXR1Pq13UfX2LFj\n0bJlS3W9jh07qv8CUuVsSO29qkws7RHq/erVq7X6NynpIxQWTqg+IHACkK3xMzTeV9e/du0SsrOz\n9T9fVVtk8VJ/r5bFv+c69/ff+4il/ZLrb8Cqn68qE028Yu9vQBTtN6d/s7OzUVRUBLNZ6xF0S/j4\n4485Y4zHx8cb3D5r1izOGOMrVqzgnHM+atQozhjjn376qV7dBw8ecDc3N+7i4sIrKirU5U2bNuUO\nDg786tWrevvk5+dzxhiPiIhQl50/f54zxnhoaKjBNqmmG5o/f77B7SI/5FaTlZVl6ybYhG7ckZGJ\nlpkuSOTnEfV3LYi8T2tidtx2HKsmUZ7nAhxbUcYtgFrFLYFz3Zxxi4P5w1DhxMTEgDGGX375xeAS\nQSdPngQABAYGqusDQHp6ul7d3NxclJaWIjw8HM7OzlrfwTk3uI9qtZ7o6Gh1WVBQEAICAnDmzBmD\no3hD+5BHfwnJjW7c2k92x+LRFEGaP1ez5+mCqL/lheKWF4qbGCP6tb8HDBiAffv2YeXKlZg+fbq6\nPCMjA3369IG3tzeKiorg4eGBu3fvIigoCHfu3EFeXh66dOkCACgrK0N0dDQKCgqwfft2DBs2TP05\nhw8fRo8ePRAUFISjR4+qb1sXFRWhS5cuKC0txenTp7Vuvy9fvhxvv/02hgwZgh07doAxBqB6NZ+B\nAweibdu2OHHihMF4aO1vaTP0NHf9+o20nux+9HAOoLl+d/UDOa4aD+TUsJa3BNaTJTrk1KdyilVo\ndGzFRQL9Yda4xSrXSi3o8uXLPCAggDPG+LPPPstnzZrFBw8ezB0dHbmLiwv//PPPterv2bOHOzk5\n8Xr16vGJEyfy2bNn85CQEIMr4Ki89tprnDHGmzdvzqdPn86nTJnCGzRowB0cHPiaNWv06peXl/Me\nPXpwxhgPCwvjb7zxBh85cqT6e7/77juj8djBIbcKKd8u2b8/h8fGzuFt277Mlcp//n3rOocDb3Mg\nS+Nnrt6mVA7jTz75Ko+Lm8v3788x/0tFfh5Jub9rQre/TWTHsWoS5XlOt7+thm5/m1DXiu2wmJs3\nb/KEhATeokUL7uLiwn19ffmgQYP40aNHDdbPy8vj8fHx3NvbmyuVSt6+fXu+evVqo0sncs75pk2b\neFhYGHd3d+f169fnUVFRPC0tzWj9+/fv8/nz5/PWrVtzV1dX3qhRIz5s2DB+6tSpGmOhQaU0GB5I\nGsqRzLLO8ooiP4+k1t+mokGliew4Vk2iPM9pUGk1NKh8PNHf/pYauv1t/4xPC5T096umnx+JjExC\ndrZ+uUkkcEuF6JBTn8opVqHRsRUXCfSHOeMWUT+oQ4gYpaRk/D2gBLRn5TK2vKLmz48oFA8t3DJC\nCCHEdmhQSQShOf+VvSsvNzaQNPQ0dzak9mS3KaTU3+aguOWF4pYXucZtDlFPfk6IGBmeFmgJgOon\ntTWXVywpWQ1//464c+e6/lKLxp7sJoQQQuwQ5VQKjHIq7Z92TiWgOS1Q06YeNU8FZCkSyNMhOuTU\np3KKVWh0bMVFAv1hzriFBpUCo0Glfalp3kmT55S0Bgn8oiI65NSncopVaHRsxUUC/UEP6hDRscdc\nFNUVyYyMxcjJicaPP/rhxx//jZycJPz443oUF3th9uxopKcvMjqgtMe4LYHilheKW14obmIMDSoJ\nMUL7Ke8MVOdNPlJYuASpqQcFbxchhBAiRnT7W2B0+1v8VLe8jxy5jOLiTX+XJsHic03WhQRuqRAd\ncupTOcUqNDq24iKB/jBn3EJPfxOiQX9icxWaa5IQQgipCd3+JoKwl1wU7VvehuadfMSUuSbtJW5L\no7jlheKWF4qbGENXKgnRoD2xuerhm3nw9LyEVq2caK5JQgghxAjKqRQY5VSKkyqP8ujR87h1a7ve\n9ri4eUhPX2SDlhkhgTwdokNOfSqnWIVGx1ZcJNAflFNJiBm08yhz8WiFnGrVt7n72Kp5hBBCiF2g\nnEoiCDHnomjnUUYAiAMwD97eYxAXNw/JybW/zS3muK2J4pYXilteKG5iDF2pJLKnnUcJVA8sI9C+\nfRLS05Ns0CJCCCHE/lBOpcAop1J84uLmIiNjsYFykeVRapJAng7RIac+lVOsQqNjKy4S6A9appEQ\nM0ybFougIPOnCyKEEELIIzSoJIIQcy5Kv34RSE6OQ1zcPERGJtU5j1KTmOO2JopbXihueaG4iTGU\nU0kIqgeWNOckIYQQUnuUUykwyqkkFiGBPB2iQ059KqdYhUbHVlwk0B80TyUhJlBNeF5e7gRX10pM\nmxZLVysJIYSQWqJBJRFEdnY2oqKibPLdmoPHO3cuA3BBRcVDXLjAUFq6Vl2vsLD6YR1LDixtGbct\nUdzyQnHLC8VNjKFBJZEc3UHk1av1ce3aSlSvlvMVqlfLmQtAexqhwsIlSE2dR1crCSGEkFqgnEqB\nUU6ldWkvuQhoDx41f076+6UtMjIJ2dn65aIjgTwdokNOfSqnWIVGx1ZcJNAfNE8lkS3tJRcB7Yvx\nmj9XGtxfoXhojWYRQgghkkeDSiIIoeb30l9ysdLIz7EArD/huVznNaO45YXilheKmxhDOZVEUlxd\nda9AqgaPS3R+rs6bVCqHIyioCZo29UBCgmUmPCeEEELkiHIqBUY5ldaln1MJNG48Hv7+Snh4+OLO\nnctgzBUeHr5QKB4iIaG3fQ4kJZCnQ3TIqU/lFKvQ6NiKiwT6w5xxCw0qBUaDSutLS8tFaupBlJU5\n2vfAsSYS+EVFdMipT+UUq9Do2IqLBPqDHtQhomPtXJS0tFzExc1FVFQSUlIykJDQG9nZSUhPX2TT\nAaVcc3AobnmhuOWF4ibGUE4lsXuGbnlbYyJzQgghhBhHt78FRre/LS8ubi4yMhYbKJ+H9PRFNmiR\nACRwS4XokFOfyilWodGxFRcJ9Afd/iayoj+NULWyMkeBW0IIIYTIFw0qiSCsmYuiP41QNTFMZC7X\nHByKW14obnmhuIkxNKgkdm/atFgEBVl/InNCCCGEGGeXOZVbt27FSy+9BAD46KOPMGHCBL06+fn5\nWLx4MQoKClBWVobWrVtj/PjxSEhIgIOD4bH05s2bsWbNGpw6dQqOjo7o1KkTZs2ahX79+hmsX1pa\niuXLl2P79u347bffUL9+fURFRWHBggUIDQ01uA/lVFqHLKYR0iSBPB2iQ059KqdYhUbHVlwk0B+S\nnqfy0qVLaNeuHaqqqlBSUoL169dj/PjxWnX27t2LwYMHw83NDcOHD4ePjw/27duHM2fOYMiQIdi5\nc6fe586aNQsrV65E8+bNMWTIEJSXl2P79u3466+/kJqaiqlTp2rVLy8vR0xMDPLz8xEWFobo6Gj8\n9ttv+Oyzz+Di4oLMzEx07dpV73toUEksQgK/qIgOOfWpnGIVGh1bcZFAf5g1buF2pKqqisfExPDg\n4GA+e/ZszhjjGzZs0KpTXFzMfX19uUKh4MeOHVOXl5WV8fDwcM4Y49u3b9faJy8vjzPGeOvWrfnt\n27fV5UVFRbxBgwZcoVDwoqIirX2WLl3KGWN82LBhWuV79+7ljDHetm1bXlVVpReDnR1yi8nKyrJ1\nE2zCanGL/Dyi/q4FkfdpTcyO245j1STK81yAYyvKuAVQq7glcK6bM26xq5zKlJQUZGVlYePGjXBz\nczNYZ9euXfjjjz8wYsQIdO7cWV3u6uqKxYurp5358MMPtfZZu3YtAGDOnDnw9PRUl7do0QJTp05F\neXk5Nm7cqC7nnGPt2rVgjOGdd97R+qz+/fujZ8+e+OWXX5CTk1O3gAkhhBBC7ITdDCpPnTqFN998\nE9OnT8czzzxjtF5mZiYAoE+fPnrbIiIioFQqcfjwYVRUVGjtwxgzuE/fvn0BAFlZWeqywsJCXLp0\nCW3atEGLFi2M7qNqCwGioqJs3QSboLjlheKWF4pbXuQatznsYlBZWVmJ0aNHo2XLlli6dGmNdc+c\nOQMAaNOmjd42R0dHBAYGorKyEhcuXAAA3Lt3D1euXEG9evXg5+ent09wcDAA4OzZsyZ9h+Y+586d\ne1xohBBCCCGSYBeDyoULF+L48ePYtGkTXF1da6xbXFwMxpjWbWxNnp6e4JyjuLhYXV9Vbqw+ANy+\nfVvrO8zdR+4sPb+X5lrfcXFzkZaWa9HPtxS5zmtGccsLxS0vFDcxRvRrfx85cgTLli3D7Nmz0a1b\nN1s3h4gArfVNCCGEiI+oB5WVlZV46aWXEBISggULFhisw3Uec9e9EqlLVe7l5aWur1n+uPq13UfT\n2LFj0bJlS3Wdjh07qnM1VH8J0Xvj75OSNqCwcAuqVW8vLFyC1NR5cHevsnn7NN+ryiz++RqfLaZ4\n5f5eVSaW9oj2PSCu9kitvzXaJor2SOS9qkzq/aH6uaioCGaz0hPoFnHr1i3OGDPpNX36dM4556NG\njeKMMf7pp5/qfd6DBw+4m5sbd3Fx4RUVFerypk2bcgcHB3716lW9ffLz8zljjEdERKjLzp8/zxlj\nPDQ01GC7VdMNzZ8/X2+byA+5XYiMTOTVE39pvyIjE23dNOHQeSQ9cupTOcUqNDq24iKB/jBn3OJg\n/jBUOAqFAhMmTMDEiRP1Xp06dQIA9OzZExMnTkR4eDgAICYmBgCQnp6u93m5ubkoLS1FeHg4nJ2d\n1eUxMTHgnBvc58CBAwCA6OhodVlQUBACAgJw5swZgyN5Q/vIneZfQLWhmUN58uQpg3XEsNa3rrrG\nba8obnmhuOWF4iZGWW9sa12JiYkGJz+/c+cO9/X15a6urvz7779Xl5eWlvLu3btzxhjfsWOH1j6q\nq5HBwcH81q1b6vKLFy9yHx8frlQq+a+//qq1z7JlyzhjjA8dOlRrkvM9e/Zwxhh/8sknDbbbjg95\nnZg7aez+/Tk8NnYOj4xM5J06TeCNG8/QuCqZw52c/ql1lTIo6C2+f3+OdRpfBzT5ubzQ5OcmsuNY\nNYnyPKfJz62GJj9/PLtbplElKSkJCxcuNLpM45AhQ6BQKDBixAh4e3tj3759OHv2LIYOHYodO3bo\nfZ5qmcZmzZph8ODBqKiowI4dO3Dr1i2kpqZiypQpWvUrKioQHR2N/Px8PPXUU1rLNCoUCmRmZiIs\nLEzve2iZxsfTfxBnLoDFOrVy0aDBv/Hkk6HyWOtblwSW/iI65NSncopVaHRsxUUC/WHOuEXUD+rU\nhDEGxpjBbS+88AJycnKwZMkS7N69G2VlZWjdujVWrVqFadOmGdznvffeQ7t27bBmzRp89NFHcHR0\nROfOnTF79mzEx8fr1XdxccHBgwexfPlyfPrpp1i9ejU8PT0xaNAgLFiwAKGhoRaNV05SUjK0nuw2\nfJpG4MknM5GdnSRQqwghhBBSE7u9Ummv5HqlUvOJOUPS0nKRkpKB8nIn/O9/F3H79maNrYauVAJx\ncfOQnr7I4m21pMfFXWsi/+vXanGLXJ3iFnmf1sTsuO04Vk2iPM8FOLaijFsAtYpbAue6LK5UEukw\nfLtbUyyAOQAeXb0MCnobCQn6y2oSQgghxDboSqXA5HqlsiZxcXORkaF5JTIXwFfQHEQ2bjwe/v5K\neHj4yjOHUpcE/volOuTUp3KKVWh0bMVFAv1BVyqJXSkv1z0NqweL3t4j0b59yN+DyLHyHkQSQggh\nIifqeSqJdNQ0v5era6WB0gh07RqM7OwkpKcvstsBpVznNaO45YXilheKmxhDg0pic9OmxSIoaI5W\nWXXOZG8btYgQQggh5qKcSoFRTqVhaWm5SE09iLIyR8qZNIUE8nSIDjn1qZxiFRodW3GRQH+YM26h\nQaXAaFBJLEICv6iIDjn1qZxiFRodW3GRQH+YM26h299EEHLNRaG45YXilheKW17kGrc5aFBJCCGE\nEELqjG5/C4xufxOLkMAtFaJDTn0qp1iFRsdWXCTQH3T7mxBCCCGECIoGlUQQmrkoaWm5iIubi6io\nJMTFzUVaWq7tGmZlcs3BobjlheKWF4qbGEMr6hBB6a/zDRQWVs9RSVMIEUIIIfaLcioFJvecSv11\nvlXl85CevsgGLbJTEsjTITrk1KdyilVodGzFRQL9QWt/E8GkpeUiJSUD5eVOcHWtxLRpseorjoa2\n6a/zXa2szFHIZhNCCCHEwmhQSWqtplvZAHS2ZaOw8CvUr3/L4GcpFA+t2VSbyc7ORlRUlK2bITiK\nW14obnmhuIkx9KAOqbWUlAytASUAFBYuQWrqQaPbgApa55sQQgiRIMqpFJiUciqjopKQk5OkVx4Z\nWV1mbNvs2dG0znddSSBPh+iQU5/KKVah0bEVFwn0B+VUEkG4ulYaLFcoHho9ARWKh+jXL4IGkYQQ\nQojE0O1vUmvTpsUavZWtvy1blre55TqvGcUtLxS3vFDcxBi6UklqTXW1MTV1nsat7D5aVyFV2+7f\nL0Ri4iS6QkkIIYRIFOVUCkxKOZXEhiSQp0N0yKlP5RSr0OjYiosE+oPW/iaEEEIIIYKiQSURhFxz\nUShueaG45YXilhe5xm0OyqkkRtW0Wg4hhBBCiCbKqRSYveRUGlotJyhoDpKT42hgKQYSyNMhOuTU\np3KKVWh0bMVFAv1BOZWkzmpaLYcQQgghRBcNKolB5eWGMyPKyhxr9XlyzUWhuOWF4pYXilte5Bq3\nOWhQSQyqabUcQgghhBBdlFMpMPvOqXwbycl9KKdSDCSQp0N0yKlP5RSr0OjYiosE+sOccQsNKgVm\nL4NKoHpgmZp6UGO1nN40oBQLCfyiIjrk1KdyilVodGzFRQL9QQ/qEIvo1y8C6emLkJ2dhPT0RXUa\nUMo1F8VacTsAcHBwqPGVm5tbq89eu3YtoqOj0ahRI3h5eeGZZ57BwYPmPaBF/W0+a/bp999/j7Fj\nxyIkJASOjo4YN26cwXrl5eV47bXX4Ofnh3r16uG5557Dr7/++tjPNzduMZy/hr4zPDzcrO8S43ku\nxHkUEBBgkfMoLy8P3bp1g1KpRKtWrZCamlqrdgmlNv1tzf5ISkoy+HkZGRla9YTsD5qnkhA7VAAA\nBQUAgPv37yM6Ohrz5s1Dv3791HWeeOKJWn32smXL0LdvX0yfPh3u7u7YsmUL+vTpgz179uD555+3\nQOuJIdbs0/z8fOTl5aF79+4oKSkBY8xgvWnTpmH37t1YvXo1GjZsiKSkJPTu3RsnTpyAq6trrb7b\nELGcv7NmzcKQIUPU7z08PGr1nWIixHkUGhqKhw8f1uk8On/+POLi4tC/f3+sWLECR44cwcyZM+Hm\n5oYJEybUqn1iZM3+AABPT0989dVXWmWhoaFa7+vaH2bhRFB0yIlFaJxHd+/e5YwxvnnzZot89J9/\n/qlXFh4eznv16mWRzydGWLFPq6qq1D8/9dRTfNy4cXp1Ll26xJ2cnPiWLVvUZb///jt3cXHh69ev\nt0g71ERw/jLG+Jo1ayzynaJiJ+fRyy+/zENCQvjDhw/VZVOmTOHNmze3SFtFw4r9kZiYyBs2bFhj\nHUv0hznjFlHf/v7rr7+wfv16DBw4EMHBwXBzc4OXlxd69uyJjz/+2Og9/vz8fMTHx8PHxwdubm7o\n0KEDkpOTUVVVZfS7Nm/ejK5du8LDwwNeXl7o1asX0tLSjNYvLS1FYmIiQkJCoFQq4efnh+HDh+P0\n6dN1jpsQW/Lx8dEr69ixI65cuWKD1hBLMHZFSZPqltmgQYPUZf7+/njmmWdw4MABq7XN0sw5f439\nP4QYZsnz6MCBAxg0aBAcHB4NQ4YPH47Lly/j559/tmCr5c0S/WEOUQ8qd+7ciZdffhlHjx5F9+7d\nMWPGDAwePBgnT57ExIkTMWzYML199u7di4iICHz77bcYPHgwEhISUFFRgRkzZmDEiBEGv2fWrFkY\nN24crl+/jpdffhkvvvgiTpw4geeffx5r1qzRq19eXo7evXtj0aJF8PLywvTp0/Hss8/iiy++wFNP\nPYXvvvvO4sfC3okx90gIYoi7srLysa/HOXz4MEJCQkz+TjHEbQtCxW2JPtV1+vRpNG/eXO92V2ho\n6GP/WLZm3NY8f5OSkuDs7AxfX19MmDABt27dMqtt9n6e1/bY1hS3KefRvXv3cPnyZb3btKrbwGK9\nOGPt/q5Nf9y+fRu+vr5wcXFB586d8cUXX2htt0R/mEPUg8qQkBB8+eWXuHz5MrZs2YIlS5Zgw4YN\n6oO0e/dufP755+r6d+7cwaRJk+Ds7Izs7Gx89NFHWLFiBY4fP47u3btj165d2LFjh9Z35OfnY+XK\nlQgODsZPP/2E999/Hx988AGOHTsGHx8fzJo1Sy+hdeXKlcjPz8fQoUNx5MgRLFu2DNu2bcOuXbtw\n//59jB8/nv4CJqJQVFQEFxeXx75qShT/+OOPcfz4ccycOVPAlhNjLNGnhty6dQteXl565d7e3mYP\ntizFmufvmDFjsG7dOmRlZeHtt9/GF198gd69e9d4R0tKbHke3b59GwD06nl7e6s/Q25q0x+tW7fG\nu+++i127dmH37t3w9/fH4MGDtQaWlugPc4j6QZ1evXoZLPfz88PkyZMxZ84c5OTkqC/r7tq1C3/8\n8QfGjBmDzp07q+u7urpi8eLFiImJwYcffojhw4ert61duxYAMGfOHHh6eqrLW7RogalTp2LRokXY\nuHEjkpKSAFTfLlm7di0YY3jnnXe02tW/f3/07NkT33zzDXJychAVFWWJwyAJcj0Wto67adOm+P77\n7x9br02bNgbLjx07hoSEBEyfPh2RkZEmf6+t47YVIeKua5/WpLZ/DFsrbmuevxs3blT//Mwzz+CJ\nJ55AfHw89u/fj/79+5vUPns+z+tybB8Xt1Qvqlizv2vTH6NGjdLa9vzzzyM8PByLFi3CwIED1eVC\n9oeoB5U1cXJy0vovAGRmZgIA+vTpo1c/IiICSqUShw8fRkVFBVxcXNT7MMYM7tO3b18sWrQIWVlZ\n6kFlYWEhLl26hJCQELRo0cLgPt988w0yMzPt+hcOkQZnZ2e0b9/+sfU0/x2pXLhwAf369UPv3r3x\n/vvvW6N5pBbq0qc18fb2RnFxsV75rVu3DOYpCkHI8zcuLg716tXDjz/+aPKg0p7Z8jxSXRHTrae6\nclabK2T2zlL9MXDgQLz55pvgnIMxZpH+MIeob38bU1lZiU8++QSA9gDyzJkzAAz/ZeXo6IjAwEBU\nVlbiwoULAKrzCK5cuYJ69erBz89Pb5/g4GAAwNmzZ036Ds19zp07Z3ZcUmbvuUe1Zeu4a3uL68aN\nG4iLi0NgYCC2b99uUoK+JlvHbStCxG2t25ahoaG4dOkSSktLtcpPnz6tl2uly1pxC3n+mnuOA/Z9\nntflPKopblPOI3d3dzRv3hynTp3Sq6P6DDGyZn9b6t+17nlsif4wh11eqXzzzTfx888/q/8KVSku\nLgZjTOs2tiZPT09wztWjcdV/a6oPPMo3qO0+YpCWlouUlAyUlzvB1bUS06bF0uo4MlCbWyolJSWI\nj4+Hg4MD9u/fD4VCYc0mEjNZ6/Z3bGwsAODzzz9X31a7cuUKvv32W3z44YfmN9QChDx/09PTUVJS\ngi5dutS6vfbE1udR37598cUXX2Dx4sXqJ4537NiBgIAAtG3b1qzvlAJL9AfnHLt370anTp3Ug0tL\n9IcpCyCo2N2gMiUlBStXrsQTTzyBLVu22Lo5dsHQOt6FhXMAQLCBpVxTAWwdt7Ozs1Z+sSkGDRqE\nEydOYNOmTTh37pzWVfenn37apM+wddy2IkTctenTP/74Q32V5a+//kJRURF27doFAOoq2ZksAAAg\nAElEQVTJv5s1a4YJEyZg+vTp4JyrJ0lu2bIlXnzxxRo/31pxW+v8XbduHY4fP46YmBj4+Pjg2LFj\nWLx4Mbp166Y1KfXj2PN5buvzaPbs2di2bRtGjx6NiRMn4ujRo1i3bp36OQcxsmZ/16Y/oqKiMGzY\nMLRp0wZ3797FRx99hKNHj2LPnj3qOpboD3Mmo7erQeUHH3yA6dOno23btjh06JDek0q6VyJ1qcpV\n+6muKppav7b76Bo7dixatmyprtexY0f1yar6B2vJ90lJG1BYqBqAV28vLFyC1NR5cHevsvj30XsB\n3gPq95q3NSzx+V9//TUYY3pJ4IwxHDp0SBzxS/z9U089BQA4deoUsrOz6/x5ANRTsDHGUFRUhOzs\nbHWfquoPHjwYf/31F2bOnIn79++jXbt2WLBggToHXSrnb3BwMD755BNs27YN9+/fh7+/P8aOHYvY\n2FithyzFcj7U9vh+8803Wsegrp+/detW9VP0uufRw4cP1fVTUlLg7u6OhIQElJWVISYmBjt27EB+\nfr7684KCgrB06VL8+9//Rnx8PJo0aYJXXnkFrVq1slh7RfP+73gs3R/u7u5YsmQJbt26BQcHB/Ux\nfe6557Tqm9sfffr0gZubGzp16mT+EpImT5NuY6tWreKMMd6+fXt+8+ZNg3VGjRrFGWP8008/1dv2\n4MED7ubmxl1cXHhFRYW6vGnTptzBwYFfvXpVb5/8/HzOGOMRERHqsvPnz3PGGA8NDTXYhqVLl3LG\nGJ8/f77B7bY45JGRibx6RXvtV2RkomBtyMrKEuy7xMRqcYv8ny71dy2IvE9rYnbcdhyrJlGe5wIc\nW1HGLYBaxS2Bc92ccYuDeUNQ21ixYgVmzpyJTp06ISsrCw0bNjRYLyYmBkB1boyu3NxclJaWIjw8\nHM7Ozlr7cM4N7qOabT46OlpdFhQUhICAAJw5cwZFRUUm7WNrrq6GJ7BVKB4K3BJCCCGESJb1xraW\nsXDhQs4Y42FhYfzWrVs11r1z5w739fXlrq6u/Pvvv1eXl5aW8u7du3PGGN+xY4fWPqqrkcHBwVqf\nf/HiRe7j48OVSiX/9ddftfZZtmwZZ4zxoUOHaq2FumfPHs4Y408++aTRNtrikO/fn8ODgt7WukoZ\nFPQW378/R/C2EAsR/z9dYi459amcYhUaHVtxkUB/mDNuYX/vIEqbN2/GuHHj4OjoiISEBNSvX1+v\nTmBgIMaMGaN+v3fvXgwZMgQKhQIjRoyAt7c39u3bh7Nnz2Lo0KF6K+oA1cs0rly5Es2aNcPgwYNR\nUVGBHTt24NatW0hNTcWUKVO06ldUVCA6Ohr5+fl46qmnEB0djd9++w2fffYZFAoFMjMzERYWZjAm\nxphNJoZNS8tFaupBlJU5QqF4iISE3vT0tz1jrPrvAyIdcupTOcUqNDq24iKB/jBr3GKlga1FJCUl\nccYYd3Bw4Iwxg69evXrp7ZeXl8fj4+O5t7c3VyqVvH379nz16tVaVxV1bdq0iYeFhXF3d3dev359\nHhUVxdPS0ozWv3//Pp8/fz5v3bo1d3V15Y0aNeLDhg3jp06dqjEmkR9yq6EcHAsT+XlE/V0LIu/T\nmlBOpYhQTqXVUE7l44n66e/ExEQkJiaavV94eDjS0tLM2mfMmDFaVzwfR6lUYsGCBViwYIG5zSOE\nEEIIkRxR3/6WIlvd/iYSI4FbKkSHnPpUTrEKjY6tuEigP8wZt9jF09+EEEIIIUTcaFBJBKE5CbOc\nUNzyQnHLC8UtL3KN2xw0qCSEEEIIIXVGOZUCo5xKYhESyNMhOuTUp3KKVWh0bMVFAv1BOZWEEEII\nIURQNKgkgpBrLgrFLS8Ut7xQ3PIi17jNQYNKQgghhBBSZ5RTKTDKqSQWIYE8HaJDTn0qp1iFRsdW\nXCTQH5RTSQghhBBCBEWDSiIIueaiUNzyQnHLC8UtL3KN2xw0qCSEEEIIIXVGOZUCo5xKYhESyNMh\nOuTUp3KKVWh0bMVFAv1BOZWEEEIIIURQNKgkgpBrLgrFLS8Ut7xQ3PIi17jNQYNKQgghhBBSZ5RT\nKTDKqSQWIYE8HaJDTn0qp1iFRsdWXCTQH5RTSQghhBBCBEWDSiIIueaiUNzyQnHLC8UtL3KN2xw0\nqCSEEEIIIXVGOZUCo5xKYhESyNMhOuTUp3KKVWh0bMVFAv1BOZWEEEIIIURQNKgkgpBrLgrFLS8U\nt7xQ3PIi17jNQYNKQgghhBBSZ5RTKTDKqSQWIYE8HaJDTn0qp1iFRsdWXCTQH5RTSQghhBBCBEWD\nSiIIueaiUNzyQnHLC8UtL3KN2xw0qCSEEEIIIXVGOZUCo5xKYhESyNMhOuTUp3KKVWh0bMVFAv1B\nOZWEEEIIIURQNKgkgpBrLgrFLS8Ut7xQ3PIi17jNQYNKQgghhBBSZ5RTKTDKqSQWIYE8HaJDTn0q\np1iFRsdWXCTQH5RTSQghhBBCBEWDSiIIueaiUNzyQnHLC8UtL3KN2xw0qKyDy5cvY/z48fD394dC\noUBgYCBmzJiB27dv27pphBBCCCGCopzKWiosLER4eDhu3ryJAQMGIDQ0FEeOHEFWVhZCQkKQl5cH\nHx8fvf0op5JYhATydIgOOfWpnGIVGh1bcZFAf1BOpQCmTJmCmzdvIjU1FZ9//jmWLl2KQ4cOYcaM\nGThz5gzmzJlj6yYSQgghhAiGBpW1UFhYiIMHDyIwMBBTp07V2rZgwQK4ublh69atuH//vo1aKD5y\nzUWhuOWF4pYXilte5Bq3OWhQWQtZWVkAgNjYWL1t9erVQ48ePXDv3j0UFBQI3TTROn78uK2bYBMU\nt7xQ3PJCccuLXOM2Bw0qa+HMmTMAgDZt2hjc3rp1awDAuXPnBGuT2Mn14SWKW14obnmhuOVFrnGb\ngwaVtVBcXAwA8PT0NLhdVU4nICGEEELkggaVRBBFRUW2boJNUNzyQnHLC8UtL3KN2yycmG3WrFmc\nMcZXrlxpcPvUqVM5Y4yvXbtWb1tQUBAHQC960Yte9KIXvegl+ldQUJDJ4yMnELOFhoYCeJRbqUuV\nS2ko5/L8+fPWaxghhBBCiI3Q5Oe1cOHCBQQHByMwMBDnz58HY0y97e7du2jSpAkYY7hx4waUSqUN\nW0oIIYQQIgzKqayFVq1aITY2FhcvXsSaNWu0tiUmJuL+/fsYPXo0DSgJIYQQIht0pbKWLly4gPDw\ncNy4cQMvvPCCepnG7OxshISEID8/H97e3rZuJiGEEEKIIGhQWQeXL1/G/PnzkZ6ejj///BP+/v4Y\nOHAgEhMTjU43RAghhBAiRXT7uw6aNWuGjz/+GFeuXEF5eTkuXryIlStXmjSgPHfuHFasWIHo6Gg0\nb94crq6uaNy4MQYMGCDppaAqKyuRnJyMcePGoWPHjnBxcYGDgwM2bNhg66ZZxOXLlzF+/Hj4+/tD\noVAgMDAQM2bMkPScpbt27UJCQgJ69uyJ+vXrw8HBAaNHj7Z1s6zur7/+wvr16zFw4EAEBwfDzc0N\nXl5e6NmzJz7++GNI+e/1N954AzExMWjevDnc3Nzg4+ODDh06YO7cubh+/bqtmyeYrVu3wsHBQVK/\nwwxp2bKlOk7dV5MmTWzdPKs6dOgQBg4ciMaNG0OhUKBp06bo06cPDhw4YOumWcWmTZuM9rXq5eRk\n/BlvulJpIyNGjMDOnTvRtm1bPPPMM/Dx8cHp06exb98+PHz4EMnJyUhISLB1My3u9u3b8PHxAWMM\nfn5+cHZ2xqVLl7B+/XqMHz/e1s2rk8LCQoSHh+PmzZsYMGCAOiUiKysLISEhyMvLg4+Pj62baXEd\nO3bETz/9BA8PDzRt2hSnT5/Giy++iE8++cTWTbOqtWvXYsqUKfD390evXr0QEBCAa9eu4fPPP0dx\ncTEGDx6Mzz77zNbNtApXV1d06dIF//jHP9CoUSPcu3cPhw8fxvfff4+GDRsiLy9PvbKYVF26dAnt\n2rVDVVUVSkpKJPE7zJiWLVvizp07mD59ut62evXqYebMmTZolfW9/vrreO+999C8eXP07dsXDRs2\nxI0bN/DDDz/g2WefxfLly23dRIv73//+h7179xrclpubi8zMTDz33HPYt2+f4Q8wd45GYhmbNm3i\nx48f1yvPycnhLi4u3NXVlV+9etUGLbOuiooKnp6ezq9du8Y55zwxMZEzxviGDRts3LK6i42N5Ywx\n/sEHH2iVz5w5kzPG+OTJk23UMuvKysri58+f55xznp2dzRljfPTo0TZulfVlZmby/fv365Vfu3aN\nBwQEcMYY3717tw1aZn3l5eUGy+fMmcMZY3z8+PECt0hYVVVVPCYmhgcHB/PZs2dL5neYMS1atOCB\ngYG2boag1q1bxxljfNy4cfzBgwd62w2VSd3TTz/NGWP8yy+/NFqHbn/byJgxY9ChQwe98oiICERG\nRqKiogL5+fk2aJl1OTs7Iy4uDn5+frZuikUVFhbi4MGDCAwMxNSpU7W2LViwAG5ubti6dSvu379v\noxZaT1RUFIKCggBA0rd8dfXq1Qv9+vXTK/fz88PkyZMBADk5OUI3SxAuLi4Gy4cOHQoAuHLlipDN\nEVxKSgqysrKwceNGuLm52bo5xMLKy8sxZ84ctGjRAuvWrTN4u7emW8BSdOLECRw5cgTNmjUz+HtP\nRV5HxU44Oztr/ZeIX1ZWFgAgNjZWb1u9evXQo0cPHDx4EAUFBYiOjha6eURgqv/hyO1/PF9++SWA\n6j80pOrUqVN48803MX36dDzzzDP4+uuvbd0kQZSVlWHr1q347bff4O7ujg4dOiAiIgIODtK7NnXw\n4EH88ccfGD16NBhjSEtLw8mTJ6FQKNCtWzc8/fTTtm6i4NatWwcAmDBhgtbc3Lrk9RvPDvz66684\ndOgQ3N3dERERYevmEBOpVlcytIoSALRu3RoHDx7EuXPnaFApcZWVlep80j59+ti4Ndb13nvvoaSk\nBMXFxfj+++9x5MgRTJw4UbI5dpWVlRg9ejRatmyJpUuX2ro5gmGM4dq1a3jppZe0ygMDA7Fx40bJ\n/b/q6NGjAKpzhzt27Iiff/5Za3tERAR27dqFhg0b2qJ5gistLcXWrVvh5OSEiRMn1lhXen9i2LHy\n8nKMGjUKFRUVSEpKommJ7EhxcTEAGO0zVbmUnwIn1d588038/PPP6NevH3r37m3r5ljV+++/j4UL\nFyI5ORl5eXno1q0bRowYIdm7LAsXLsTx48exadMmuLq62ro5ghk3bhwyMzNx/fp13L9/HydOnMA/\n//lPFBUVoW/fvvjpp59s3USLunHjBgDg3XffhaOjI7799luUlJTgp59+QmxsLHJzc9WpHnKwc+dO\nFBcXo0+fPmjatGmNdWlQWQc1TbNg6FXTNCsPHz7E6NGjkZ+fjxEjRuC1114TMBLzWDJuQqQkJSUF\nK1euxBNPPIEtW7bYujlWd/XqVVRVVeH69ev4/PPPcfPmTcTGxmLr1q22bprFHTlyBMuWLcPs2bPR\nrVs3WzdHUPPnz0dUVBR8fX2hUCjQtm1bfPjhh5g5cyZKS0uRlJRk6yZaVFVVFYDqFLR9+/YhPDwc\nbm5uePLJJ/HFF1+gWbNmyMnJQUFBgY1bKgzVre9//vOfj61Lt7/rQDU3namMjfAfPnyIF198Ebt2\n7cLw4cNF/wvZUnFLiepKpOqKpS5VuZeXl2BtIsL64IMPMH36dLRt2xaHDh2SVV/7+vpiwIAB6Ny5\nM9q0aYPXXnsNL774oq2bZTGVlZV46aWXEBISggULFhisI6eH1FQmT56M999/H998842tm2JRqn+7\nnTp1QkBAgNY2pVKJuLg4bNiwAUePHpV8fuXPP/+Mw4cPo3nz5oiPj39sfRpU1oElErQfPHiAUaNG\nYdeuXRg1ahQ++eSTGpNgxUAuienmCA0NBfAot1LXuXPnABjPuST2bfXq1Zg5cybatWuHQ4cOySbX\nSldAQACeeOIJ/PTTT7h+/bpkZnkoKSlR/xtWKBQG60yaNAmTJk3Cq6++ilWrVgnZPJtRnef37t2z\ncUssS/X73Ngfhqry0tJSwdpkK6Y+oKNCg0obqqiowLBhw7Bv3z6MGTMGGzdutHWTSC316tULQPVT\ng5xzrX98d+/eRV5eHtzd3SX/V60crVixAm+99RY6deqEgwcPSnKCe3NcuXIFjDHUq1fP1k2xGIVC\nYfR/qseOHcOPP/6Inj17IiQkBOHh4TZooW2obv+2atXKxi2xrJiYGDDG8Msvv+j9PgeAkydPAqh+\nUEnKysrKsGXLFjg5OWHChAmm7STQnJlER1lZGY+Pj+eMMT5p0iReVVVl6ybZhJQmP4+Li+OMMZ6a\nmqpVPmPGDM4Y46+88oqNWiacrKws2Ux+zjnnCxcu5IwxHhYWxm/dumXr5gji7Nmz/Pbt23rlDx8+\n5G+//TZnjPG4uDgbtMw2pPQ7zJBTp07xkpISvfKLFy/y4OBgzhjjy5Yts0HLrOuFF17gjDG+atUq\nrfKvvvqKM8a4j48Pv3Pnjo1aJ4xPPvmEM8Z4//79Td6HrlTayOTJk3HgwAE0bNgQ/v7+BvN0evXq\nhcjISBu0zrqWL1+O06dPAwCOHz8OAPj444+Rm5sLAOjZs6fpfxWJyL///W+Eh4dj2rRpOHTokHqZ\nxuzsbISEhGDJkiW2bqJV7NmzB3v27AEAXLt2DQCQn5+PsWPHAqjOt3v33Xdt1Tyr2bx5MxITE+Ho\n6IhnnnkGq1ev1qsTGBiIMWPG2KB11pOWloa33noLPXv2RMuWLdGgQQNcv34dOTk5uHjxIlq0aIG1\na9faupnEQrZv3473338fkZGRCAgIgIeHBwoLC5GWloby8nL069cPs2bNsnUzLW7NmjX48ccfMXPm\nTKSlpaFjx464ePEi9uzZA2dnZ6xfvx4eHh62bqZVqW59v/zyy6bvZMVBLqlBVFQUd3Bw4A4ODpwx\npvdycHDgCxYssHUzrSIqKkodo+ZLVTZu3DhbN7HWLl26xMeNG8ebNGnCXVxceMuWLfmMGTMMXtmR\niqSkJKP9yRiT7PJumnEb+jfMGOO9evWydTMt7uTJk/xf//oX79ixI2/YsCF3cnLi3t7evHv37nzp\n0qX87t27tm6ioJKSkriDg4Nkr1Tm5OTwkSNH8tDQUO7l5cWdnZ15o0aNeGxsLN+yZYutm2dVN2/e\n5AkJCbxFixbcxcWF+/r68kGDBvGjR4/aumlW98svv3DGGA8ICDDrTirjXIaPrBFCCCGEEIuieSoJ\nIYQQQkid0aCSEEIIIYTUGQ0qCSGEEEJIndGgkhBCCCGE1BkNKgkhhBBCSJ3RoJIQQgghhNQZDSoJ\nIYQQQkid0aCSEEIIIYTUGQ0qCSE2k5SUBAcHB/XL398fAwcOxNmzZ83+rJ07d2Lz5s1WaKV4RUVF\nYejQoRb5rKeeegrjxo2rsY5mX/3000/q8h07dmDQoEFo0qQJHBwcauyH7777Dq6urrh7965F2m0J\nUVFR6rjWrFlj6+YQYrdoUEkIsSlPT08UFBSgoKAAq1atwi+//IJnn30W9+7dM+tzdu7ciU2bNlmn\nkf+/vXuNieJq4wD+nxHWvUCVq0vBdpWAFtM2lhWQiyBgoZIaAbGJEgLeYqUNlLKFtIqLtrZVE+kF\npQYjbQqkUjCSIim1VttSEEiaGCVasFIQLxUk2GVFd9nn/UCYuC8XUbT4+j6/ZBP2mTNnnnPmy9lz\n5gyPqYKCAnz00UcPpS5BECAIwj3LZWZmor6+Hl5eXlKsvLwc7e3tePXVV6W6RlNVVYWQkJDH6v8m\nFxQUoK6uDsDYuTPGxmYz2Qkwxv6/2djYwM/PDwDg5+cHjUaDhQsXorq6GitWrJi0vPr7+yGXyyft\n+mO5desWFAoF5s6d+69fW6PRSPdryDfffANBENDX14fCwsIxz6+qqsLq1asfZYrjNpn9yNiTiGcq\nGWOPlRdeeAEA0NbWZhUvLCzEvHnzIJfLodFosGvXLulYcnIyKioqcPLkSWkZc9u2bQAGB0E6nc6q\nrqKiIoiiCKPRCAA4ceIERFFETU0Nli1bBnt7e7zxxhtS/OTJk0hISIC9vT08PT2xb9++e7Zj6Lrb\nt2+HWq2Gvb09EhMTcfPmTatyN27cwIYNG6BWq6FQKBAUFISGhgarMqIoYs+ePUhPT4eLiwtefPFF\nACMvfx8/fhz+/v5QKBRQq9VITU0dNut75swZBAUFQaFQwMfHB5WVlfdsz1iGZveIaMxyV69exe+/\n/46YmBg0NzdLfXs3g8EAOzs7fPbZZ1Lsl19+QWhoKFQqFZydnbFhwwYYDAaretesWQNPT08olUrM\nmTMHW7Zsgclkksq0tbVBFEWUlJQgKSkJDg4OWLZs2YTazRizxjOVjLHHSnt7OwDAwcFBiu3atQvv\nvfcesrKyEBYWhqamJmzZsgVKpRKpqanIyclBR0cHent7sXfvXgCAh4cHgPEv6wLA2rVrsWbNGmRk\nZEAul+P27dsAgPXr1yM5ORkbN25ESUkJUlNTodVqsWDBglHrEgQBpaWl8PLywoEDB3D58mW88847\nWLduHQ4dOgQAuH37NiIjI3Hz5k3s3r0bLi4u2LdvHyIjI9HS0oIZM2ZY9UFoaCiKi4thsVhGbNvZ\ns2cRHR2NqKgoVFRUoL29HdnZ2fjzzz9RXV0NYHB2LioqCq6urigtLYXRaMRbb70Fg8GA559/flz9\n9KCOHj2K2bNnw9vbGwAQEBCAoqIihIaGSmXKyspgNpuRmJgIAKitrUVkZCTi4uJQXl6Orq4uZGdn\no6enB2VlZQCArq4uODg4YPfu3XB2dsb58+eh1+tx/fp1FBQUWOWQmZmJ+Ph4fPvtt5gyZcojbS9j\n/3eIMcYmydatW8nZ2ZnMZjOZTCZqbW2lyMhImjZtGv39999ERNTb20sqlYq2bdtmdW5OTg6p1Wqy\nWCxERBQfH0+LFy8edg2NRkM6nc4qdvDgQRIEgfr6+oiI6KeffiJBECgjI8Oq3FB869atUsxkMpGL\niwtlZ2eP2bZnn32WnJycpGsQERUXF5MoinTu3DkiIiosLCSZTEatra1SGbPZTJ6enlY5C4JAvr6+\nw64RGhpKCQkJ0vfXXnuNvL29pT4hIjp06BAJgkB1dXVERJSfn0+2trbU2dkplamtrSVBECglJWXM\nNgmCQPn5+aMe/+eff0gQBPryyy9HPB4XF0dpaWnS98LCQrKzsyODwSDFQkJCrNoUHBxM4eHhVvUc\nP36cBEGgs2fPjngdk8lExcXFJJfLyWQyERHRxYsXSRAEiouLe+D2McbGxsvfjLFJ1d3dDVtbW8hk\nMnh5eaGxsRHV1dVwcXEBANTV1cFoNGLFihUwm83SZ/Hixbh27RouXbr00HKJiYkZMf7yyy9Lf9vY\n2MDLywudnZ33rG/JkiVQKpXS9+XLl4OI0NjYCAA4duwYfH19odFopHYRERYtWoSmpiarupYuXXrP\n6zU0NCA2NtZq9jIuLg42Njaora2Vymi1Wjz99NNSmcDAQLi6ut6z/okwmUw4duyYVR+vXLkSAKQZ\nxwsXLqC2tlbahW40GlFfX4+EhASrex8UFARbW1upj4gIeXl58PHxgVKphEwmQ2JiIu7cuSPNfA8Z\n7R4zxiaOB5WMsUk1bdo0NDU14dSpU/jiiy9ARFabPbq6ugAA8+bNg0wmkz7h4eEQBAEdHR0PLZe7\nl5vvNn36dKvvtra26O/vH7MuQRCGDdSUSiXs7Oxw5coVAINtq6+vlwbVQ5+ioqJhg+XRcrvb1atX\nh5WbMmUKnJyccOPGDanMSAPIRz2o/Pnnn2GxWBAWFibF7O3tsXLlShw8eBDA4LOubm5uiI6OBgD0\n9PRgYGAAmzZtsuofuVwOs9ks9VFeXh50Oh3i4+NRWVmJxsZG5Ofng4iG3afx9CNj7MHwM5WMsUll\nY2ODl156CQCwYMECKBQKJCUlYdWqVYiIiICjoyOAwV3DIw0Ihp7PG41cLsedO3esYj09PSOWfZiv\nkyEiXLt2zSpmNBphMBjg5uYGAHBycoJWqx323B8ATJ069b5zc3NzG3bNgYEBdHd3S/2oVqtx/vz5\nYef+93kPW1VVFSIjI2Fra2sVX7duHYKDg9Ha2oqvvvoKSUlJUlunT58OQRCQm5s74kzt0GxrWVkZ\nEhISsH37dunYmTNnRsyDXxnE2KPDg0rG2GMlMTERH3/8MXJzcxEREYGFCxdCoVCgs7MTr7zyyqjn\nyWQy3Lp1a1jcw8MDzc3NVrGampoJDS7Ge+4PP/yAvr4+qFQqAMDhw4chCAK0Wi0AICIiAjU1NZg5\nc6a03D+RPPz9/XH48GHs2LEDoji4EFVRUQGz2Yzg4GAAg69tKikpQWdnJ9zd3QEMboa5fv36fV//\nflRVVQ3bhQ8ACxcuxJw5c5CSkoKOjg4kJydLx1QqFQICAnDu3Dls3rx51Lr7+/shk8msYsXFxQ8t\nd8bY+PCgkjH22Hn33XexevVq/PrrrwgODoZer0daWhr++usvhISEwGKx4I8//sCJEydQUVEBAHju\nuedQWVmJI0eOwN3dHe7u7nBzc0NsbCzefPNNfPjhh9BqtSgvL0dzc/M9X38zFiIa1/kKhQIxMTHQ\n6XS4fPkydDod4uLipPciJiUloaCgAGFhYcjMzMSsWbPQ3d2NhoYGuLm5IT09/b7y2Lx5M+bPn4/l\ny5dj48aNuHTpErKyshAdHQ1/f38AQEpKCt5//33ExMRAr9fDaDQiJycHzs7OD9wnzc3NaG5ulpaa\nGxsboVQq4erqikWLFqG1tRUtLS2jPhe6du1a6HQ6BAYGDpt53rlzJyIiIiCKIuLj42Fvb4/29nYc\nPXoUH3zwAby8vLBkyRJ8+umn8Pf3x+zZs1FcXIwLFy48UFsYYxMwOfuDGGOMSK/Xk4uLy7D4wMAA\neXt709KlS6XY119/Tb6+vqRQKMjBwYECAgJoz5490vGuri6KjY0lR0dHEgSBcqL75CcAAAIISURB\nVHNziWhwJ3BGRgap1WpycHCg9PR02r9/P4miaLX7WxTFYbuJR4uHhYVZ7VAeiUajoczMTNLr9TRj\nxgxSqVS0atUq6u3ttSrX29tLaWlpNHPmTJLJZOTh4UHx8fH022+/SWVG25U8Uh4//vgj+fv7k1wu\nJ1dXV0pNTbXagU5EdPr0aQoMDKSpU6fS3Llz6ciRI6TVah9497derydBEEgQBBJFUfp7aDd+Xl4e\nzZ8/f9R6W1paSBAEOnDgwIjHT506RdHR0fTUU0+RSqUiHx8fevvtt6W+NBgMlJKSQo6OjuTo6Ejr\n16+n7777zureXbx4kURRpKqqqvtuH2NsfASiCfxcZ4wxNqJZs2YhISEBO3funOxUHhpRFPHJJ5/g\n9ddfh43N+Be6oqKi4OfnZ/XM49327t2LrKwsXLlyBXZ2dg8r3XGzWCywWCyQyWT4/PPPsWnTpn89\nB8aeBLz7mzHGHoEn9fd6WloaZDIZTp8+Pe5zvv/++xEHlG1tbaipqcGOHTuQkpIyKQNKAAgPD4dM\nJuNNPIxNED9TyRhjj8CTOEBpbGyU2nWvXffjodfrUVpairCwsFFnMf8N+/fvl/7t4zPPPDNpeTD2\nv46XvxljjDHG2ITx8jdjjDHGGJswHlQyxhhjjLEJ40ElY4wxxhibMB5UMsYYY4yxCeNBJWOMMcYY\nm7D/AAWterm9RT4dAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "#### NOW LOOK AT LOW FLOWS ####\n", "annualMinima = group_by_year['discharge'].min()\n", "idxAnnualMinima = group_by_year['discharge'].idxmin()\n", "dates = data['date']\n", "\n", "#### NOW PLOT\n", "fig6, ax6 = plt.subplots(figsize=(10,8))\n", "ax6.plot(dates, data['discharge'], linewidth=2)\n", "ax6.plot(dates[idxAnnualMinima[1:]], annualMinima[1:], 'ro')\n", "ax6.plot(dates, ar, 'r')\n", "fig6.autofmt_xdate()\n", "ax6.set_title('Annual minima', fontsize=20)\n", "ax6.grid(True)\n", "ax6.set_xlabel('Date [-]', fontsize=15)\n", "ax6.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "\n", "plt.savefig(path_to_figs + '\\\\annualMinima.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EZHLMkQttzJEjIiIKA+yjCD9syAmIeSdiYX2Ig3UhFtaHaCSjA6DzmCNHREREfmOPXPhh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\nVk3AUgDtAKgA1BjYTiwzNNu3B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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "#### NOW PLOT THE ANNUAL MAXIMA AGAINST RP ####\n", "a=0.3\n", "b = 1.-2.*a\n", "\n", "p = ((np.arange(1,len(annualMinima)+1.)-a))/(len(annualMinima)+b)\n", "rp = 1/(1-p)\n", "gumbel_p = -np.log(-np.log(1.-1./rp))\n", "\n", "fig4, ax4 = plt.subplots(figsize=(10,8))\n", "ax4.plot(gumbel_p,np.sort(annualMinima)[::-1],'bo')\n", "\n", "ax4.set_title('Gumbelplot annual minima', fontsize=20)\n", "ax4.grid(True)\n", "ax4.set_xlabel('Return period [1/year]', fontsize=15)\n", "ax4.set_ylabel('Discharge [m3/s]', fontsize=15)\n", "\n", "font_labels = 15\n", "plt.tick_params(axis='both', which='major', labelsize=20)\n", "Ts = [2.,10.,25.,100.,500.]\n", "for T in Ts:\n", " plt.vlines(-np.log(-np.log(1-(1./T))),0,2500,'r')\n", " plt.text(-np.log(-np.log(1-(1./T))),2000,'T=%.0f' %T,fontsize=font_labels)\n", "\n", "plt.savefig(path_to_figs + '\\\\gumbelAnnualMinima.png', dpi=300, bbox_tight=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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QNr06b/To0RBCYPLkyabb+wBw5coVzJo1C4qiYPTo0aZ246Tq559/trmPwB9fRjBOPI1O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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }