{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Regression and Prediction\n", "====\n", "\n", "Date: October 2, 2014\n", "\n", "Copyright (c) 2014 Rafael A. Irizarry MIT License" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline \n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from bs4 import BeautifulSoup\n", "import requests\n", "from pattern import web\n", "import scipy.stats as stats\n", "import statsmodels.api as sm\n", "from scipy.stats import binom\n", "from __future__ import division\n", "import re\n", "from StringIO import StringIO\n", "from zipfile import ZipFile \n", "from pandas import read_csv\n", "\n", "#nice defaults for matplotlib\n", "from matplotlib import rcParams\n", "\n", "dark2_colors = [(0.10588235294117647, 0.6196078431372549, 0.4666666666666667),\n", " (0.8509803921568627, 0.37254901960784315, 0.00784313725490196),\n", " (0.4588235294117647, 0.4392156862745098, 0.7019607843137254),\n", " (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n", " (0.4, 0.6509803921568628, 0.11764705882352941),\n", " (0.9019607843137255, 0.6705882352941176, 0.00784313725490196),\n", " (0.6509803921568628, 0.4627450980392157, 0.11372549019607843),\n", " (0.4, 0.4, 0.4)]\n", "\n", "rcParams['figure.figsize'] = (10, 6)\n", "rcParams['figure.dpi'] = 150\n", "rcParams['axes.color_cycle'] = dark2_colors\n", "rcParams['lines.linewidth'] = 2\n", "rcParams['axes.grid'] = True\n", "rcParams['axes.facecolor'] = '#eeeeee'\n", "rcParams['font.size'] = 14\n", "rcParams['patch.edgecolor'] = 'none'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Baseball\n", "===\n", "\n", "\n", "Baseball\n", "===\n", "\n", "\n", "Statistics\n", "====\n", "\n", "\n", "Sabermetrics\n", "====\n", "\n", "\n", "\n", "Bill James " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some Terms\n", "===\n", "- R - Runs\n", "- AB - At bats\n", "- SO - Strike out\n", "- H - Hitter puts the ball in play and is not out\n", "- 2B - Hitter gets to second\n", "- 3B - Hitter gets to third\n", "- HR - Home Run, hitter scores a run\n", "- BB - Base on balls\n", "- PA - Plate apperances $\\approx$ AB+BB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tables\n", "====" ] }, { "cell_type": "code", "collapsed": false, "input": [ "zip_folder = requests.get('http://seanlahman.com/files/database/lahman-csv_2014-02-14.zip').content\n", "zip_files = StringIO()\n", "zip_files.write(zip_folder)\n", "csv_files = ZipFile(zip_files)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "teams = csv_files.open('Teams.csv')\n", "teams = read_csv(teams)\n", "\n", "players = csv_files.open('Batting.csv')\n", "players = read_csv(players)\n", "\n", "salaries = csv_files.open('Salaries.csv')\n", "salaries = read_csv(salaries)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "dat = teams[(teams['G'] == 162) & (teams['yearID']<2002) ]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "dat[[\"teamID\",\"yearID\", \"H\", \"2B\", \"3B\", \"HR\", \"BB\"]].head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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teamIDyearIDH2B3BHRBB
437 DET 1904 1231 154 69 11 344
1366 LAA 1961 1331 218 22 189 681
1367 KC1 1961 1342 216 47 90 580
1377 NYA 1962 1509 240 29 199 584
1379 LAA 1962 1377 232 35 137 602
\n", "

5 rows \u00d7 7 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " teamID yearID H 2B 3B HR BB\n", "437 DET 1904 1231 154 69 11 344\n", "1366 LAA 1961 1331 218 22 189 681\n", "1367 KC1 1961 1342 216 47 90 580\n", "1377 NYA 1962 1509 240 29 199 584\n", "1379 LAA 1962 1377 232 35 137 602\n", "\n", "[5 rows x 7 columns]" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Batting title\n", "====\n", "![leaders](leaders.png)\n", "\n", "Predict Batting Average for Sophomores\n", "===\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "players = players[players[\"yearID\"]>=1947]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "def f(series):\n", " return series.index[np.where(series==min(series))][0]\n", "\n", "df = players[players[\"AB\"]>502]\n", "\n", "grouped = df.groupby(\"playerID\", as_index=False) \n", "rookie_idx = grouped[\"yearID\"].aggregate({'min_index':f})['min_index'].values\n", "rookie = df.loc[rookie_idx][[\"playerID\", \"AB\", \"H\"]]\n", "\n", "grouped = df.drop(rookie_idx).groupby(\"playerID\", as_index=False)\n", "sophomore_idx = grouped[\"yearID\"].aggregate({'min_index':f})['min_index'].values\n", "sophomore = df.loc[sophomore_idx][[\"playerID\", \"AB\", \"H\"]]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "tab = pd.merge(rookie, sophomore, on='playerID', how='outer')\n", "tab = tab.dropna()\n", "tab[\"avg1\"]=tab[\"H_x\"]/tab[\"AB_x\"]*1000\n", "tab[\"avg2\"]=tab[\"H_y\"]/tab[\"AB_y\"]*1000" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.hist(tab[\"avg2\"],bins=np.arange(200,380,10))\n", "plt.ylabel(\"Frequency\")\n", "plt.xlabel(\"Sophomore batting averages\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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RERER1clsxd3evXsRHR0Nb29vaLVapKenK49VVlZi9uzZ6Ny5M1xcXODp6YmxY8fi7Nmz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\nRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "avgs = tab[\"avg2\"]\n", "z = (avgs-np.mean(avgs))/np.std(avgs)\n", "stats.probplot(z, dist=\"norm\", plot=plt)\n", "plt.title(\"Normal Q-Q plot\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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xC3NZOuvVMgO0upSLP8ggTQghhBClzrUYQFw40pMmhBBCiFJ3ThrHjriocudj1x9m6axX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\nX6+X6mL0dwFnMm/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Nn9uD0WLmoUHDeGzcQ37+JIGjLl8vVSG5lFftqzs/+eSTs3799ttv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\n+o5ncFi0W+IWERE5mwqteMaMGYPFYjnn16pVq0q8JjMzk16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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Predict Batting Average for Sophomores\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(tab[\"avg1\"], tab[\"avg2\"])\n", "plt.xlabel(\"Rookie\")\n", "plt.ylabel(\"Sophomore\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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KIVy75skpTJqUSI8eef987dMnkIULtankBx5wsHJlPP7+eX4auaowv/4KO5miFf8J8gaV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\nQgghRBUjAZ74//buJ6TpP47j+PM7rfzfYVE4DNGbg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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Predict Batting Average for Sophomores\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(tab[\"avg1\"], tab[\"avg2\"])\n", "plt.xlabel(\"Rookie\")\n", "plt.ylabel(\"Sophomore\")\n", "plt.vlines(295, 150 ,400, color = 'red', alpha = 0.5)\n", "plt.vlines(305, 150 ,400, color = 'red', alpha = 0.5)\n", "plt.ylim(150,400)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SJJTXXzcX2wd7dkr62M2YEUBUVCkqVizFZ5+Ziu062ra106aN3X08ZoyVDG1D8y0/4/f0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\nJ08Gj0Fop/D91otGifJfIVUp2pIlS3L9+vVHvZYoUVQ8rr9Ay5f3Uq1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JoLgLEpoejomR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\nnlHm6+5yk89eYJP4CZApWiEqBDVPLuCvn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3cv7733Htdcc40ufym1z58aoCIiItSPPvpI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\nIiJSmP8AGV9cDD5CCuEAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "tab[\"rounded_avg1\"] = np.array([round(a/10,0)*10 for a in tab[\"avg1\"].values])\n", "df = tab[tab[\"rounded_avg1\"]==300]\n", "plt.hist(df[\"avg2\"].values, bins=np.arange(200,380,10))\n", "plt.vlines(np.mean(df[\"avg2\"]), 0,20, color = 'Red', alpha = 0.7)\n", "plt.xlabel(\"Sophomore averages in strata\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Tp49atmypKVOmaOPGjXrxxRd9G3RlY3Xt22puqz095LbF6vVNbnhVoR6uoqIilZSUqHv3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\n6dBe7zKJMqdJh5Y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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regression\n", "====\n", "- Within a population, the best guess is the average. \n", "- So we can stratify and take the average. \n", "- This is called a conditional expectations. \n", "- Out prediction for any $x$ is\n", "\n", "$$\n", "f(x) = E(Y|X=x)\n", "$$\n", "\n", "Sophomores versus Rookies Stratification\n", "====" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tab.boxplot(column = \"avg2\", by = \"rounded_avg1\")\n", "plt.xlabel(\"Rookie average\")\n", "plt.ylabel(\"Sophomore average\")\n", "plt.xticks(rotation = 50)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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P1y9z9epVcfz4cbF582ah0WjEf/7zH3H8+HFx/fp1ozmJZMSGH5EZjRo1Smg0Gv3L0dFR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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "grouped = tab.groupby(\"rounded_avg1\", as_index=False) \n", "tmp = grouped[\"avg2\"].aggregate({'mean':np.mean})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(tmp[\"rounded_avg1\"], tmp[\"mean\"], s=40)\n", "plt.plot(tmp[\"rounded_avg1\"], tmp[\"rounded_avg1\"], alpha = 0.6)\n", "plt.xlim(249,351)\n", "plt.ylim(249,351)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LlZ+f32BdPdQmWQAQqtg1GByqq6U77+yoDz+M9LzWqZNbb799TmlpwT/RuubdhSUlJZo+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\nwaJ2bR4yMxO5mYfMzERuXqx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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regression Line\n", "===\n", "How do we predict $Y$ from $X$?\n", "$$\n", "\\frac{Y - \\mu_Y}{\\sigma_Y} = r \\frac{X-\\mu_X}{\\sigma_X}\n", "$$\n", "\n", "With \n", "\n", "$$\n", "r = \\frac{1}{N} \\sum_{i=1}^N \\left( \\frac{Y - \\mu_Y}{\\sigma_Y} \\right) \\left( \\frac{X-\\mu_X}{\\sigma_X} \\right)\n", "$$\n", "\n", "Here the correlation is 0.41. \n", "\n", "We can also get this with least squares. \n", "\n", "Improved prediction power\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.boxplot([tab[\"avg2\"], df[\"avg2\"].values])\n", "plt.xticks([1,2], [\"All\",\"Strata\"])\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AgAmoyUJIYu9CAEAwoCYLAADgOiPJQgirCHQAAMIQNVkwCnsXIiSxdyEAINhRkwUAANBL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\nAUkWQhZ7FwIwx4R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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the SD within strata is smaller:\n", "\n", "$$\\sqrt{ (1-r) \\sigma_Y^2} \\leq \\sigma_Y $$\n", "\n", "Regression Fallacy\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "top10 = tab[[\"playerID\",\"avg1\", \"avg2\"]]\n", "top10[\"avg1\"] = np.array([round(a) for a in top10[\"avg1\"].values])\n", "top10[\"avg2\"] = np.array([round(a) for a in top10[\"avg2\"].values])\n", "top10 = top10.sort(\"avg1\", ascending = 0)\n", "top10.head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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playerIDavg1avg2
896 olerujo01 363 294
113 boggswa01 361 325
210 cashno01 361 243
1020 rodrial01 358 300
751 madlobi01 354 339
490 gwynnto01 351 317
1135 suzukic01 350 321
780 mauerjo01 347 328
304 davisto02 346 326
789 mayswi01 345 319
\n", "

10 rows \u00d7 3 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ " playerID avg1 avg2\n", "896 olerujo01 363 294\n", "113 boggswa01 361 325\n", "210 cashno01 361 243\n", "1020 rodrial01 358 300\n", "751 madlobi01 354 339\n", "490 gwynnto01 351 317\n", "1135 suzukic01 350 321\n", "780 mauerjo01 347 328\n", "304 davisto02 346 326\n", "789 mayswi01 345 319\n", "\n", "[10 rows x 3 columns]" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regression Fallacy\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bottom10 = top10.sort(\"avg1\", ascending = 1)\n", "bottom10.head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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playerIDavg1avg2
629 joosted01 206 250
963 priddje01 214 296
842 moneydo01 222 284
533 hernaen01 222 232
1117 staubru01 224 280
132 boyercl02 224 272
689 lanieha01 226 213
871 murphda05 226 281
160 brunato01 227 254
1111 stallvi01 228 254
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10 rows \u00d7 3 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ " playerID avg1 avg2\n", "629 joosted01 206 250\n", "963 priddje01 214 296\n", "842 moneydo01 222 284\n", "533 hernaen01 222 232\n", "1117 staubru01 224 280\n", "132 boyercl02 224 272\n", "689 lanieha01 226 213\n", "871 murphda05 226 281\n", "160 brunato01 227 254\n", "1111 stallvi01 228 254\n", "\n", "[10 rows x 3 columns]" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moneyball\n", "====\n", "\n", "- How do we pick players? " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# get all years with more than 162 games and before 2002\n", "dat = teams[(teams[\"G\"]==162) & (teams[\"yearID\"]>=1947)]\n", "avg = dat[\"H\"]/dat[\"AB\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(avg, dat[\"R\"]/162)\n", "plt.xlabel(\"Batting average\")\n", "plt.ylabel(\"Runs per game\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hWDEOf/0V55iUP368Ej//7Kyy/fhjAj74IONJg14PdO+uxcWLUmg0PNavj0er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\n7duT2b8/KZ0QhO3bg+dEY2I87N+fxPbt8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BE3wG1wBxFlm/P7g5+jI7vMnRnmvp+Pxzwe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\nJyQk4MyZMxg3bpze+qwPfOVmjJUZoXq2bQrfbXx/3hYWFrC3twfHcQgLC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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Batting Average is expensive\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# compute lifetime totals for each player, then \n", "# compute AVG, HR rates and BB rates" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat = pd.merge(salaries, players, on=['yearID','playerID'], how='outer')\n", "pdat = pdat.sort([\"playerID\",\"yearID\"])\n", "\n", "#remove invalid data\n", "pdat = pdat.dropna(subset = [\"teamID_x\", \"teamID_y\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "grouped = pdat.groupby(\"playerID\", as_index=False)\n", "pdat = grouped[[\"AB\", \"H\", \"HR\", \"BB\", \"salary\"]].aggregate(np.sum)\n", "pdat[\"salary\"] = pdat[\"salary\"]/1000000\n", "pdat[\"AVG\"] = np.array([min(max(240,pdat[\"H\"][i]/pdat[\"AB\"][i]*1000),320) \n", " for i in range(len(pdat))])\n", "pdat[\"HRR\"] = pdat[\"HR\"]/(pdat[\"AB\"]+pdat[\"BB\"])\n", "pdat[\"BBR\"] = pdat[\"BB\"]/(pdat[\"AB\"]+pdat[\"BB\"])\n", "pdat = pdat[pdat[\"AB\"]>1000]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat[\"rounded_AVG\"] = np.array([round(a,-1) for a in pdat[\"AVG\"].values])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat.boxplot(column = \"salary\", by = \"rounded_AVG\")\n", "plt.xlabel(\"Lifetime Batting Average\")\n", "plt.ylabel(\"Total Salary in Millions\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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bMjMzce3aNXh4eAAAAgICYGdnh4SEBGWfq1evIiUlpdi0L0RERERkzKKF35Qp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\nCjB58mQ4OzvD3t4eoaGhSEtLAwDs378fr7zyCu7fvy+eYZs3bx6Ax5c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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "HR are expensive as well\n", "====" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pdat[\"rounded_HRR\"] = np.array([round(a*1000,-1) for a in pdat[\"HRR\"].values])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat.boxplot(column = \"salary\", by = \"rounded_HRR\")\n", "plt.xlabel(\"Lifetime HR rate (per 1000 PA)\")\n", "plt.ylabel(\"Total Salary in Millions\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LhIeHh7h+/bqy/q5du4Stra344YcfhBBlF25ERESIyZMnCxcXF9G4cWMxa9YsgwsIHry4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\nwYUfY4wxxpiZ+P9YSy8PUkCO1wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What else predicts runs?\n", "====" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dat = teams[(teams[\"G\"]==162) & (teams[\"yearID\"]>=1947)]\n", "avg = dat[\"H\"]/dat[\"AB\"]\n", "dat = dat[[\"R\",\"H\", \"2B\", \"3B\", \"HR\", \"BB\", \"AB\"]]\n", "dat[\"H\"] = dat[\"H\"]-dat[\"2B\"]-dat[\"3B\"]-dat[\"HR\"]\n", "dat[\"PA\"] = dat[\"BB\"]+dat[\"AB\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(avg, dat[\"R\"]/162)\n", "plt.xlabel(\"Average\")\n", "plt.ylabel(\"Runs per game\")\n", "plt.title(\"corr=\"+str(round(np.corrcoef(avg,dat[\"R\"])[0][1],2)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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TEoDz58Xw8rKienXH9gQ+e8bg779FqFLFiooVi3+vY74mdt7e3qhevbrgsWrVqiE6Ojrd\na8qWLYvY2FjBY0+fPrU9l9Lw4cNRoUIFAICbmxtq1aqFoKAgAPYx/OJ2nPxYYWlPfh2vWLHCKT5f\n+rzp86bPu+DbQ5933h2/eMGgadOLiI0VgWGaYdEiLQyG7xzyeZcq1RSdOqnw+vVxSCQcNmyoj+Bg\nc4F+vhERERnmPbmVr0Oxffr0wcOHD3H8+HHbY9OnT8euXbtw7dq1NK/56aefMGnSJDx79sw2z27u\n3LlYsWIFHj58KDjXWYdiIyIibD88zoTidi4Ut3OhuIuep08ZfPWVK549Y9G3rwHdupnSPO/HH2WY\nPl1uO/bwsOLXX/c7JO6xY+VYs8Y+R79hQxP270/M89fJqSK/pVhoaCjOnDmDuXPn4s6dO9i+fTuW\nLVsmGIadMmUKWrdubTv+6KOPIJfL8fHHH+P69evYuXMnFixYQKVO3lBU/xLILYrbuVDczoXiLnr6\n91di2zYZjh6VYPBgBc6eFaV5nqurMJFxceEcFrdMlvK1HPIyhUq+Jnb169fH7t27sW3bNtSqVQvT\np0/H7Nmz8dlnn9nOiY2NRVRUlO1YrVbj0KFDePz4MerXr49Ro0Zh/PjxCA0Nzc+mE0IIISSFly8Z\nTJjgik8/VeDyZXsix3EM/vlHDAAwGIA5c1zw8ccKbNkixUcfGdGkCd+bp1BwWLxY67D2ff65HlWr\nWgAAnp5WzJypc9hrFRb5vvOEI9FQrHOhuJ0Lxe1cKO6ioU0bFS5c4BM4huHAcfyCR7GYQ1iYBnXq\nWBAaKsfatfbh0DVrEtG5swmPHzNwd+egUDg2brMZiI1l4OHB4Y3KaYVCkV8VSwghhJDiwWSCLakD\n+F66pk1NKFWKQ0iIAXXq8D1lp08LU41Tp8R4/30TfHzyp19JLAbKlSs2fViZoh47QgghhORI06Yq\nXLvGJ24iEYfDhzWoXdsiOOezz+TYutXeVfbTT0no2dOYr+0srKjHjhBCCCGFxpYtiZgxwxWvXrH4\n5BNDqqQOABYt0kKt5vDvvyK0bWuipM7BqIZ0MfBmfRxnQnE7F4rbuVDcRYO3N4dfftHit98S0bFj\n2uVNlEpgwQIddu1KxLBhhjTPKWpxF2aU2BFCCCFFjNkMbNggxfffyxATU/h2aPrhBxnKlXOHn58b\ndu2SFHRznArNsSOEEEKKmEGDFNi5UwqAL/B79GgCvLwKx9f5jRssgoLcbMcyGYdbt+KgVhdgowqp\nIl+gmBBCCCG5YzJB0Av2/DmL8PDC0yv2/LkwtTAYGCQkOKZX8exZEdaskSIyktKZZPROFAPOOjeB\n4nYuFLdzobjTJ5EAZcoIe3m8vQvP5vYBAWZUr262HbdqlXlpk5x83lu2SNGhgwpjxyrQsqU63Z0u\nnA2tiiWEEEKKmLVrEzFqlAKvXjEYNMiA5s3NmV+UT+Ry4I8/NNi9WwqZDOjWzQjGAR12q1fLbAWR\n9XoGmzbJ8N57jtvFoqigOXaEEEIIyXNRUSwmTpTj+XMGH39swCef5G2Zkz59FDhwQGo7Dg3VYfp0\nfZ6+hqM5Yo4dJXaEEEJIHtmyRYrVq2UoXdqKefN0qFCh8AyR5rfGjdW4edM+PLpvnwaNG+ddz2J0\nNIs+fRS4eVOEJk3MWLcuESpVnt0+X9DiCZImmoviXChu50JxFx1nz4owYoQc58+LceCAFH36KLJ9\nj6IYd1o4Drh9W5hi3LqVfsqRk7grVLDixAkNnj2Lw65dRS+pcxRK7AghhJA8cPOmyDbnK/nY6qQd\ndgwDtGxpL1js6srlaW/dm1jKZARoKJYQQgjJA5GRLFq2VEOv55O7Zs1M2LUrsYBbVXC0WmD5chc8\nf86gVy8j6tVLvd2Ys6M5dpmgxI4QQkhBOntWhE2b+Dl2n3+uL7TDg9HRLJYudYHJBIwcqcfbbztp\n12IBozl2JE3FZU5GdlHczoXidi5FNe733rPgu++0mD49Z0ldXsa9b58EI0fK8f33MpjfGAXV6YDO\nnZVYt06GzZtleP99FV69yrt6JBwHxMYy0GdjgWpR/bwLI6pjRwghhDiAycQnUdndSstg4K9VKnP+\n2n/+KcGAAfYbPH7MYv58HQDg4UMWDx/aV6u+fMkiMlKERo1yPwcuKQno2VOJ06clcHOzYsOGJIfN\nrSNpox67YiAoKKigm1AgKG7nQnE7l6Ie95EjYlSu7I6KFUtgwAAFLFmcXvboUUv4+rqjQoUSmDjR\nNcevf/SoOMWxfcsxb28rSpe2D70qlRwqV87d/DcdnzNizRoZTp/mXys+nsWECfIsXZ+Tz9tohNMu\nTskIJXaEEEJIHhs1SoHERH54c98+KXbskGZyBaDXA2PGyGE08tf9738uiIjI2cBajRrCRK1mTfux\nUgns2JGItm2NaNnShG3bNPD0zNk8r5gYBo0bq+HjUwItWqjw4oVwSDc54ctrX37pCm9vd1So4C7Y\nN5dQYlcsOOvcBIrbuVDczqWox63RMBkep8VgYGA0Hsv2dWnp18+IqVN1ePddM0JCDFiyRLjVVq1a\nFmzenITffktEgwY5762bNcvVVoT477/FePyYhZcX343GshzGjs3aRLvsfN6nT4vxww8usFoZaLUM\nRoxQZGs+X3FHc+wIIYSQPDZ6tB7z5vFDqb6+FnTpkvl2Wm5uHNq0MSIsjD+uXduMZs1MGV+UgfHj\n9Rg/3rEZT1ycsH/IaGRw4kQCzp8Xo3x5C6pXz/ux0rg4YbKr1zPQ6xm4uBSbIh+5QuVOCCGEEAc4\ne1aEp09ZNG1qhrt71r9qjx0TQ6Nh0LKlCfKsTVErMGFhYvTrp4TJxEAm47BtWyKaNHHsYonERKBd\nOxVu3OD7pnr3NmD5cm0mVxVOVMcuE5TYEUIIIbyff5bhhx9coFZzWLo0Ce+955gCwTdusPjnHzHq\n1jWjatX8Wc2g0QBhYRIolUCbNiYweVetJV9RHTuSpqI+FyWnKG7nQnE7F4o7d86fF2HKFDkePWJx\n86YIffsqHbaCtHp1K3r3NuYqqctu3CoV0L27CW3bFt2kzlEosSOEEEIKGaORH+Y8dkyMnHToPHwo\n/Hp/+ZJFUlIeNY4UajQUSwghhGSTXs+vznR351C3bt4OcRqNQNeuSls9uJzMIXv2jEHTpmo8e8Yn\neK1ambB9u/PuW1tY0VAsIYSQYuXxYwaffKJAx45KbN6cea23wkCrBTp0UKF7dxVatVJjzhyXPL3/\nmTNiW1IHAFu2yPD4cfbGG8uU4XDokAbDhunx9ttmaLXAgQOOq/d26ZII58+LctS7SPIWJXbFAM1F\ncS4Ut3Mp7nH376/Enj1SnD7N72t66hS/0rEwx/3nnxJcuWKvFvbNNy4wZl7NJEsiIiKgUAizI5GI\ng2sONqHw8bFi/34Jbt7kE8WPP1YgMjLvv/ZHjZKjdWs12rZVY+BARY6Su8L8eRc1lNgRQggpMNeu\n2fcs5ThGcFxYpUyypFJAlIfNfvddC4YP5+vPiUQcFizQokSJ7GdL8fGMYE9Yk4lBZGTevr9377LY\nuFFmO96zR4orVwr/Z1ic0Rw7QgghBaZHDyX++osfIpRIOBw+rEGtWo4py5FXrFZg0CAFdu+WQiLh\n8N13WvTunUdddm9ISOATRoVC+Nr377Nwc+NQqpT96zs+nsH8+S54+pRFSIgBwcF8LblmzVS4epXv\nXVQqOUREJKBChbxbHhsdzaJOHTfBYydOJKTa0oykjerYZYISO0IIKVo0GmDpUlc8e8agVy8jmjZ1\nbHHbjJjNwLJlLvj3XxbBwSZ065bxrg9PnjBQKDio1Y5t1+vXDEwmoEQJDiEhfCKcMqHs1k2Jo0f5\nBFkk4nDwoAb16lnw4gWDpUtdoNEwGDjQkOcLPQBgzhwXLFnCd2MOGaLH/PkO2iC2GCryiydmzJgB\nlmUF/3l7e6d7/v3791Odz7IswpL3WyEAnHduAsXtXCjuostqBX75RYbPP5dj717hBH6VCvjqKx1+\n/FErSOqyEjfHAc+fM7DkUa4ybZorZs1yxdatMgwapMS+fRkvNvDyyjypu3ZNhPHjXfH11y6Ij898\nAUTKuJctk8Hf3w3VqrkjJERh6900mRhMnGjfluLMGfucP4uFwblz/HHp0hzmztVh2TKtQ5I6APji\nCz2uXYvDP//E5TipKw4/54VFvu8VW61aNRw9etR2LMrCxISDBw+idu3atuMSJUo4ommEEEIcYO5c\nFyxdyvforFsnw+rViejSJed7oAJAbCyDbt1UiIwUoXx5C3bsSIS/f+6GGE+ckKQ4FqNz55y3MyaG\nQceOKmg0fEJ37JgEhw5pAAA6nXCINS3PnzOYMcMVHMdf/9dfwlXDJhOf3DIMUKeOGWfO8O1nGA51\n6uRvz6e3d7EZ/Cvy8n3xhEgkQpkyZWz/lSpVKtNrSpYsKbhGInHcku2iKCgoqKCbUCAobudSXOO2\nWIBff5Vh5kxXXL6c+h+6xSHu5F6mZOHhmf8dnlncixe72BYCPHwowsyZWV82ynFIs5evVi1hMlSz\nZu56uM6dE9uSOgC4fFmMChXcULGiO8qXL4H+/RUwp8i/3ozbYIAtqUvm78+3iWE4fPGFzrbrwpo1\nSejd24AWLUz45ZckNGhQtOa4FYef88Ii3xO7qKgo+Pj4wM/PDyEhIbh3716m13Tr1g2enp4ICgrC\njh078qGVhBCSP8aOlWPCBDm++84FHTqocPVq8VtR+PbblgyPcyIpSZjwJCZmrc7b1q1SlC/vDm9v\ndyxdKqw/t2iRFv37G/Dee2ZMn65D//65WxBRtaoVIpGwJ0urZW1t/f13KbZsSb92X7lyHPr2NdiO\nW7QwITw8Afv3a3DqVAJGjrQ/V6YMh+XLtdixIxHdu+euNzQtZjOwZo0UCxe64PZtKqhRmOXrp9Og\nQQOsXbsWBw8exMqVKxEbG4tGjRqlu+BBpVJhyZIl2L59Ow4cOIBWrVqhV69e2LhxY342u9Bz1rkJ\nFLdzKa5x799v770yGBgcPizszSoOcc+bp0VIiAF16pgRGqrD4MGGTK/JLO7Bgw1QKvmkSSbjMGKE\nPtN7xsUxGD1aDq2WgcnEYPZsV1y/bk+kVSrg22+12LdPgxs3RPD0dEdAgBo3buTsq7JGDQt++SUJ\nFSqkn8gmJAgT0pRxf/+9Fn/8kYDduzXYujURCgXQsKE5V/uy5sSIEXKMHavA/PmuCA5W4f79vE0f\nisPPeWGRr3Ps2rVrZ/tzzZo10bBhQ1SqVAlr165FaGhoqvNLlSoleLxevXp4+fIlFi5ciD59+uRL\nmwkhxJEqVbLi1Sv2jeOiNYSWFWo18OOP2dsSS68H1q2TwmoFevQwQqkUPl+vngWnTsXjyhUx3n7b\ngsqVM090NBo+oXvTq1epe/rWrpVhxw6+J+3uXRFGj1bg8GFNttqfrGtXExo3NqN1axViYoS9sV5e\nVnTtmnmvYGEYVt29296zmJDAYvZsFzRvbsaHHxohk2VwIcl3+b544k1yuRw1atTAnTt3snxNQEAA\nVq1ale7zw4cPR4UKFQAAbm5uqFWrlm3sPvlfBHRcPI6THyss7aFj+rxzcrxyZVOMHi3HnTvH0ayZ\nGR98EFio2lcQx2Yz8NVXcty8eR5Ac6xdK8OXXx6ARJL6/E6dsn5/jgPatWuLP/+UAjiKypUtCAio\nl+r8Z88YAEfBa47bt1lUqnQZ7u4c1q0LQK1almzFU6YMh/nzD+DKFRGaNQsCywLh4RF45x0LvLwa\nF/j7nZXj0qX/wpMnIgDNAQA7d57Gzp3A9u2NsWtXIk6dot/vrBwn/zk6OhqOUqB17PR6PSpVqoQR\nI0Zg2rRpWbomNDQU+/btSzMZpDp2hBCSsVOnxJg40RU6HYPQUD369s37wrq5deMGi6AgYdHbQ4cS\n8O67ue+5Mpv54W+jkUGHDsY0V6beusWiTRu1YOFDssqVLTh/PiHX7UjJauW3KtPpgHbtTJmumHWE\np08ZHDsmgbe3FUFBZsFz16+LMHKkHA8fsoIeZgC4eDEelSrl79BwcVHk69iNHz8ex48fx71793D2\n7Fn06NEDOp0OAwYMAABMmTIFrVu3tp2/du1abN68GTdv3sStW7ewePFiLF++HKNGjcrPZhd6zjo3\ngeJ2LhR0PRMuAAAgAElEQVR37un1QJ8+Cty4Ica9eyJ8/rk8x/PHHKlUKQ4iUbjtmGU5lC6dN19+\nYjHQpYsJH36YdlIH8IsewsMTsGiRFgMHCufuxcQ45v0aNEiBvn2VGDz4Ajp1UkGXzzV+Y2IYNG+u\nxrBhCrz/vgpLlggXltSoYUF4uAZ//KEBw9g/C5mMg7t77j8bZ/39doR8/Y1+9OgRQkJCUK1aNXTv\n3h2urq44c+YMypcvDwCIjY1FVFSU7XyGYTB79mwEBAQgMDAQ27Ztw+rVqzFmzJj8bDYhhBQLr18z\niI+3/7VvtTIOS1Ryw9OTw+jRepQoYYWbmxVLl2rh65u/PUJ+flZ8+qkBo0YZ4OZmf+1u3fK+hzM2\nlhHMYfv7bzFOnxbn+etkZNcuKZ4+tf8s/PRT2hPn3nrLigULdFCpOJQqZcWKFUmCfWwvXxYhLEwM\nTc6mJJI8QFuKEUKIk+A4oEMHFc6e5ZMGLy8rTpxIQMmSxeZrIF0JCcClS2KUK2fNdiHju3dZ7N0r\nhYeHFSEhRmShrn6221alirtgYcfhwwmoVy//Fk2sXy/FmDH2LsycDDnPmuWCb77h6wlWqWJBWJgG\nbm7F/2crN2iv2ExQYkcIIRlLSgJWrZJBq2XQt68BPj7F5isgXbGxDNq1UyE6WgSRiMMPP2jRq1f+\nzS0MDxdj2TIXyOUcpk/XpSpVYjYD/fsrEBYmgdUK9O5twPff6yDOx047sxkYPFiBPXukKF3ainXr\nErO1GvfKFRFatlQBsCen33yThAEDCt8czsKkyM+xI47hrHMTKG7nQnHnDYUCGDXKgEmT9IU6qcvL\nuDdulCE6mu9ms1gYLFjgkskVeefBAxZ9+ihx9KgEf/whRffuKpjeqB8cG8ugZUsV/vxTCquVAXAM\nW7a44MMPlYLzHE0sBlavTsLjx69x61Z8tkus/PijC95M6gBALk/73LQ46++3I1BiRwghpMD9+y+L\noUPlGDxYISgaDPBba82e7YJ+/RRYsyb9nRrSI5EIE1hp9m+RY5GRIuj19oTn8WMWz5/bj/v0UeLa\ntdRdc8eOSVJtxZYfXFxg26YsO6RS4XtcpkzWavSRvEdDsYQQQgpUYiIQGOiG2Fi+r6FUKSvOnUuw\nTcqfMMEVv/5q72X7+eckfPhh1pMGjQbo2lWFS5fEUCo5rF2biBYtzJlfmAceP2bQsKGbrXRKlSoW\nnDqVAJGI36+2TBn3VPvBJuvUyYgffkiCWp0vTc2V+/dZdOqkxOPHfFKuVluxc2divs4TLIpoKJYQ\nQkiO6HT8sF9h/Kd8dDRrS+oA4OVLVrAf6Zkzwh6ts2ezt3pBpQIOHtTg8uV4XL8el29JHQB4e3PY\nt0+D3r0NGDhQj927NRCJ+Dltz54xKWrzcf/9x/v9dykGDFCmumdhVLGiFW3b2seO+d0pXAuwRc6L\nErtiwFnnJlDczoXizrljx8SoVs0d1au744MPlA6pkZaQwCcrJhP/Z72eX6iRFeXLW+HhYV9Q4O5u\nxYsXx23HKQsT56RQsUgE+PpaoVJl+9Jce+cdC5Yv12LxYh28vDhERbF49101atRwx4sXDD780IDO\nnY3YtCkRSmW44NqTJ4VJbWQki8mTXTFnjgvi43MwZupAKXseLdn4mJz199sR8rdQDiGEkHw3frzc\nNhR44oQEGzbIMHiwIU/ubTYDAwcq8PvvUri6cuA4QK9nwDAcOI7B2LE6TJumz/AeKhWwa5cG8+e7\nguOAceP0SEy091zNm6eFUsnh1i0RWrUyISSkaM/dmj3bFQ8f8r2O9++LIJdz6NnTCF9fKxIThf0t\nb+7o8OQJgw4dVIiL488JD5fkeA9bRxg+XI8DByR4+pSFUslh4sSMP3fiGDTHjhBCirkaNdzw5Ik9\nYfjqKy3GjMk4sbNaATYLYzqbN0sxYkTG+18dP56AmjWLzlyrlLH/8YcEly6J0KCBGa1b534YNyRE\ngYMHU6/gaNPGiIsXxXj5kn9xkYjDwYMJqFePT+727ZOkGpq9cyeuUNUhjItjEBnJolIlKzw9C0+7\nCiuaY0cIISTbxo3T2baBKl/egt69M+7xmjvXBd7e7vDzc8P+/RJwHLBlixRLlrggMlL4tZHWfqop\nZeWcwsBiAYYOlcPT0x3vvKPGpUsirF0rRd++Sixd6oqePVXYsSP3K1VHjDDA1TX1l/nhwxJs25aI\nZs1MaNjQhG3bEm1JHQD4+1sgEtmvK1vWWugKALu7c2jQwEJJXQGixK4YcNa5CRS3c6G4c27gQCOO\nHdNgyxYNjh3TZPile/asCIsXu8JoZBAXx2LoUAUmTHDF8OEKzJnjiuBgNW7d4r86zGZ+Dtibe4em\n1LChCfXrC3u5OA6YPNkVPj7uqFtXjQsXUi+GKIjPe/NmKbZvl8FiYRATI8KIEQr8+qtwa609e6QY\nNUoOb293BAaqce1a9rehCAoy49SpBHzxhVbwuJ+fFUlJx7BrVyL270+9cvftt634+eck1KljRlAQ\nn/jl9S4YBcVZf78dgebYEUKIE6hZ04KaNTM/L3kYMJlWy2DnTvuwYVISg4MHJaha1YA1a2TYt8/+\n3Ntvm7F4sQ7PnjEAOEilDAIDTdi8WQqplN9nVSrlhxR/+YUvX/LggQiDBytw+XL2tq9yhJcvhT2L\n0dEsdDrhY3o9g99/52O+c0eE4cPlOH48+/PcfH2tGDfOAKWS3wmkdGl+T9y7dxl0767EpUsivPee\nGb/8Iix30q2bCd265WPlYlLkUI9dMRAUFFTQTSgQFLdzobjz6/VMqFLFPh/ugw+MKF9euAWWjw9/\n/PSpMOnRahk0bGhGly4mdOliRvPmJnTrpsLnnyswfLgCvXopYbVCsNk8ADx7lvqrqCA+7w8+MKFk\nSXusKXvDqlc3p+p9TKvtERFivPeeGu+8o860oPLQoQacPZuA/fsTUbWqFQcPBiM8XIL4eBZhYVLM\nm5d5yRCOA6ZMcUX16m5o316F+/eL3le7s/5+O0LR+/QJIYQ4jFoNhIVp8P33SVi1KhH/+18Sfvkl\nCbVrm+HhYcXw4Xp07873GHXtahTs6tCunbAn6dIlMa5etQ8MHTsmwYMHLNq3N6JUKXsC1adP3qzQ\nzS1fXyuOHk3AN98kYft2Dd56S7jgY/BgA7p1M0Kttrc9MNCEBg3UCApSITxcDL0e6NtXgdu3RYiJ\nEWHcODlu3Mj6V+3jx2yGx2nZuFGKn392QWwsi7NnxRgxIht7eZFihxK7YsBZ5yZQ3M6F4s4/bm4c\n+vY14oMPTGBZoGpVK8LDNbh1Kx6zZ9uL4D18KILJZO+1S1lzrXRpq2D+nVTKwc2NQ7lyHMLDE7Bg\ngRarViViwYLUhfUiIiLw6hWD/fsl+PvvrE0kMxqBsDAxjh0T57gQc7lyHAYMMKJVKzN++CEJNWqY\noVJx6NfPgL59jfD359+L+fO1+OabJISFSfHvvyLcuCFG//5KREezSEiwf7VyHIOYGP543TopgoJU\n6NxZiZs30/76rV37sO3PDMNlusPGsWNiTJggTOSS98UtStL7Od++XYomTVRo316V5Z8DZ0dz7Agh\nhORIVJQwObl3T/jFW7WqFXPm6DBnjivEYg6LF2ttpTnKleMyrKX34gWDunXV0GhYABymT9chNDT9\n800moFs3JU6d4let9uplwIoV2nTPz4pq1aw4cSL1/LlKlawYMsSAM2dEMBrtiW1SEgOrFWjc2IST\nJ/l2eHtbERBgwfnzIoSGym1FfENClLhyJfW8wubNzWjSRIPLl0UIDLSgUaOMy6v07q2EwSAcEv/g\nA3syGBnJIiaGRUCApdCtoM3MjRssPvtMDquVj69XLyWuXYuHmDKXDFEdO0IIITly6xaLVq3U0Gr5\nL96ePQ346afcJVPJBg+WY8cO+4pUqZRDbGwc7t9nMX26K16/ZjBokAEffMAP/544IUaXLsJtJa5e\njYOPj+O+4jQaoFkzNe7f5xPaGjXMOHJEA7MZWLtWBp2OQe/eBnh7c2nW+5s6VYvx43M+DG2xAB4e\n7gDsiV2dOiYcOZIIhgHWr5ciNJRPjMqXtyAsLOMV0YVNWnX7bt+OQ6lSRSeGzDiijh3lvYQQQnKk\nalUrDhzQYNcuCcqW5TBwYOZJyooVMoSFSfDWWxZ8+aUOinRqGyfvrpAseXuqXr2UuH2bT6TOnhWj\nUiUNate2QKEQfjmKRBxcHbxVqUoF/PGHBqtXyyAWA4MGGSCVAlIp8Nln/HuRlARcuCCCl5cF/D6w\n9iRs7lw5oqNFiIlh4eVlxcyZOpQunfUveZGIr2UXG5vcU8rv9sD89xKLFrnYersePhRh0yYZQkOL\nzm4QAQFmlCxpxatX/M9C/frmYpXUOQrNsSsGaO6Rc6G4nUthj7tWLQu+/FKPIUMMmQ6Rbd4sxRdf\nyHHsmAQrV7qgd+/0N7hv3jwMfCKUfGyGXg9bUgcAFguDGzf443r1LBgxgk9aRCIO8+fr8mVHhrJl\nOUyZoseECXqUKCF8vQcPGLz3nhpt2qjRu7cKbyZ1yTZskOHoUQk2b5Zh8GBFhp/369cMrl0TCfb6\nPX06Aa1aGfHOO2YsX56Edu3sQ7cpE1sXl8KbFKUVd9myHA4c0GDECD0mTdLht98Kz/ZphRn12BFC\nCMkSo5Gv7ebpaYXqv1FPjYYvX1KhghXSjCt74MoV4Ry8kyfFOH1ajIYNU88jq13bih07ErF9uxSV\nK1swahTfGxYQYMb58/xXl4sLh4AA+7WzZukwYYIOIhHS7QlMj07H93DduydCp05G28rfnHr2jEHL\nlmq8fs33nxiNDCQSTrDYJKVLl9L/Sj55UoyQECUSExlUqmTB779r4OXFwc0N2L49Kc1rFizQon9/\n/poGDUwYMKBwrD7OjipVrJg1K/XiGpI+mmNHCCEkUy9eMHj/fRUiI0VQq63YsiURAL8IID6eRdWq\nFuzdq4GHR/pfKbt3SzBwoLCXbsYMLUaPznrC8eoVgzZtVIiKEoFlOSxcqMXAgRmvHM2KYcPk2LbN\nPqdv61YNgoNzvi/s7NkuWLpU2GX21ltmNGxowdWrInh5WfHOO2YsWOBqGy5t29aIzZvTTtLatlXZ\nEloAGDlSj6+/zjzh0Wr5nj4vLy5Le/+S/EVz7AghhBSIFStkiIzke9wSElhMny4HywLx8Xy2cOuW\nCCtWyPDll+nP4frgAxMWLTLj5k3+q4dhOAQEWNI9Py3nz4sRFcW3w2plMHmyHH36GCGTZXJhComJ\ngNUK264Op08Lvw5PnxbnKrEzp7iUZTnMnatDy5bCJ2rVsmLbNim8vKyYNCn9RM1qzfhYq+V7Bd3d\nhUmCXA7I5cWm/4ZkAeXvxUBhn4PjKBS3c6G4HUuTyfSllEOIJlPq5OXUKTGmTXNNt0YbAOzfn4iB\nA/Vo396IVauS0hyGBdKP25RihNRiSZ3kZOaHH2SoWNEdFSuWwJw5/NZmdeoIE8y6dbOXcAL8Thxf\nf+2C0FBXbN9uH5eWSjmsXJmUKqkD+KLOq1YlYc4cHdTq9OP+4gudLUErV86CYcPsCfSmTVJUquQO\nPz93jB1bNIsTO+vvtyNQjx0hhDixJ08Y9Oihws2bIlStasFvv2nSLBEyeLABO3ZI8eQJC5mMw+TJ\nerAshwED+DpqUimHc+ckOHdOgg0bpDhxQpNqKzIAcHfnsHhxzudMBQeb0LChCadP83XiJkzQZ2v1\n6+PHDL76ytVWT27JElc8f86gZk0z3N05PHzIonNnIzp3zt4cO50O6NRJhbt3UxfR7dLFiK5dczdn\nr3lzMy5ejMfDh/ywd/IcR50OCA2V2xLvNWtk6NrViCZNct7bSIo2mmNHCCFF3LlzIvz1F19CJLsb\nxI8aJcfGjfZxzN69DVi+PO1adPHx/KpMX18LypXjvzpiYhhERorQs6ewhtzPPydlumtCTplMwMWL\nIqjVHKpXz1533d27LAIC3NJ8rlkzE3btSsxRm65eFaFZM3Waz3XvbsTKlWnPncsKvZ6vi6fR8HXx\nkt97gP9MKlVyF5y/aVNiqu3dSOFEc+wIIYQInDwpRteuSpjNfI9NVJQO48dnvVZZfLxwiDUhIf1V\nm25uHBo3FvYElSvHoVw5M3x8rHj0iB+CZRgOlStnfyjz1SsGW7ZIIZUCH31kgPyNUcW//hLjn39E\naNDAjAYNLGjQwH7/Q4fEuH5dhMaNzZnO2fPzs+L9943Yuzf1Et5jxyRITASU6VdhSZe3txUKBYek\npOT3j69Zp1BwGDIkd7XjQkKUOHaM76FctUqG48cTbPXu3Nw4DByox6pV/JByvXpmNG9OSZ0zozl2\nxYCzzk2guJ0LxZ22ffsktqQO4FeeZsegQQbIZHySIJVy+PTTnJXE2LpVg0aNTKhRw4zvvtOiXr3s\nJXaJiUD79ipMmybHxIlyBAdfshUl3rBBih49VPj6azk6dVIhLMzeJ7F6tRS9evHPtWunwrRpLjBm\n0FHIMMCqVUnYsUODOXOSBHvZli1rzXaZlGSlSnHYsCERdeuaUaeOGcuWabFuXSJOnUrI1gKRlJ/3\n69eMLakDgNhYNtVCj8WLddi3T4PNmxPx++8auLjkLIaC5Ky/346Q5R672NhYrF+/HlFRUZg1axZK\nly6NiIgI+Pj4oFKlSo5sIyGEkHRUqGDN8DgzTZuacfx4Av7+W4RatSyoWjXt66OjWQwZokBUFIsO\nHUxYskQL0RvTyapXt+L333M2jAkAV66IBcWHb94UITqaRaVKVsFCBKuVwa+/yjBrliuePWMheSOP\n5TgGy5e74sYNMb77Lgl//SWBj48VrVsLexlZFmjRwowWLQAXF2DFCheo1fxetkz6HZaZataM31Is\nL6lUHEqUsNrq4TEMl+bcxZQ9qcXB1asifPaZHM+fs+jf34Avvig6u2YUpCzNsbt48SJatmwJPz8/\nXL9+HZGRkfDz88NXX32F27dvY9OmTfnR1kzRHDtCiLMxm4Fx4+Q4dIifY7d8eRK8vfN2zs6LFww6\nd1bh1i174rVwoRaDBhnw778sLl0So1YtC2rU4HumOA4IC5NAowHatDHZSopk5PZtFg0bqm013Vxd\nOdy4EQ83Nw6ffSbH1q32eYDu7tZUW46l5OZmtZViGT9eh6lTs5YUvH7N4PBhCUqUSJ0QFpQzZ0QY\nO1YBjYbBmDF6DBpU9AoN50T9+mpbaRsA2Lw5EW3bFq9hZkfMscvSUOy4ceMwZswYXL58GbI3igW1\na9eOuk8JIaQAicXAd99pceNGPHbvTszzpO7pUwbNm6sFSR0AxMSwOHlSjGbN1Bg+XIEWLVT480++\n+2z0aDlCQpQYMkSJtm3VmZZSAfgdBpYu1aJMGSt8fKxYuTIJbm58LF9/rUPTpiYolVbUq2eCVivs\nVitXLnkfVp5YzNmSOgBYvTrtIne7dknQqJEaLVuqcOaMCK9fM2jdWoWhQxXo2VOFKVPSX25rtQJf\nfOGKgAA1+vRR4MWL7HX1nTwpxt69EiQkZH5ugwYWnDqVgKtX43OV1D1/zuCjjxQICFBj2jTXbJeJ\nyW/JczaTxcTQ7LGsyNK7dOnSJXz88cepHi9btiyePn2a120i2eSsyTXF7VyKctyPHzPo00eBpk1V\n+O677FXSLei4f/9disePhV8VUimHzp2NWLNGBoOBT2jMZgbjxrkiIEAlWGV765YIR4/ax0sPHRKj\ndWsV2rXjk6k39e9vRGRkPK5ejYdaHW573MODQ/fuRiQlMbh0SSIYLlWrrdi7NxFz5+qgUnEoXdqa\nauustDaOv3uXxdChCkRGinDlCr9d1969Ety7Z2/TypUyTJ7siiZNVBgxQi5IUH/9VYYVK1xw964I\nBw5Is1U/bsYMV3TurMLHHysRHKwWLGBx5OcdGirHn39KcfeuCMuXu6Sb8BaEtOLu1s0+WdLNzYrW\nrYtXb52jZGmOnaurK169egU/Pz/B47du3UKZMmUc0jBCSPEQFcUiOppF3boWWw+Msxk6VIGTJ/nk\n5to1Mfz8rNmuk1ZQ3N2F3ToqFZ9I1a5tSfXckyepa7jx9+A/90ePGAwYoIRezycyISFK/P13fJaG\nan/4wcVWe85gYBAcbESDBhZ07mxExYpWDBtmwLBhfEJnsQAaDYMdO6QoVYrDp5/qU612ffCAFSw6\niY9nU82vk0o5/PILvxLh+nUxZDJg6VK+FMzdu8JkN636dWmxWIDly+0J1e3bIhw4IEHv3o4pDfOm\nlG28c6dw94B9/70WDRua8fw5i/ffN8LXt5B3MRYSWfpUu3TpgpkzZ0Kvt89RuHfvHiZOnIju3btn\n+cVmzJgBlmUF/3l7e2d4zdWrV9GsWTPI5XKUK1cOs2bNyvLrOYugoKCCbkKBoLgLv507JWjQQI1u\n3VQIClLj0aOcz0wvSnGnlHIYM+VxRnITd0IC8Pnncrz/vlKQTGRH164m9OxpAMPwk/g3bEhC7dr8\nXLpJk/SoWzfjeWgiEYdy5fgv5AcPRLakDuCTqdjYtL+GUsatUgn/UdCwoRmhoXr4+6f+sheJgJ9+\n0mLBAi1evGAwaZICLVuq8eqV/bXr1rXAy8t+be3aZnz0kRH9+/OxqtVW1K8vXM1665a9rW3bmsCy\n9ja1b5+1xEwkSr3F15uxOfLnvEMHextZlitU89XSilskAvr2NSI0VI/KlSmpy6osJXaLFi3C69ev\n4eHhAa1Wi6CgIPj7+8Pd3R2zZ8/O1gtWq1YNsbGxtv+uXr2a7rkJCQkIDg6Gl5cXLly4gO+++w6L\nFi3C0qVLs/WahJCCsXChq61X5NEjFmvWFJ6hn/wUHGz/AhWLuVzXGXv1isGVKyIkZrIINTRUgXXr\nZIiIkGDaNDl++y17pVAAfgXpTz9p8fhxHO7ciRfsaFC6NIcjRzQoVSr9L12LhbH1DNWoIUymqlSx\nwNfXiitXROjXT4H+/RW4ft2e9D57xuDvv0XQ6YBFi/j5dwDQuLEJgwdnPtds4UJX22KMO3dE2LLF\nvrq2RAkOv/6aiKpVLahc2Yzhw3WYNEmOR49YfPutFvfuxaN/f+FrvLmYokULM3bsSMSIEXp8+21S\ntlZs/vij1pbc9expQPv2eZtgRUezuHZNZCsXk2zaNL6tI0bosXNnIpo3LxyLQ0jeytJQrJubG06c\nOIHw8HBcvHgRVqsV9erVQ3BwcLZfUCQSZXn4duPGjdDr9Vi7di1kMhmqV6+OyMhILF26FGPHjs32\naxdXERERRbo3I6co7sJPKhX2TGR3o/Y3FaW4U/rmGy2qVrUgJoZFly6mVD1BGUkZ95kzIvTqpYJG\nw8Db24r9+zXpDlH984+wZ/Dvv8Xo0SNnSURGn12XLkZbgdyUSpSwomRJDsOGyfHyJYNp07S4dk0M\niQQYPlyPpCQG3bopbatcz54V4/z5eKxadRqLFrWHTsfA39+C/fs1uHEjHhoNk+UhfUmKPNbFxX6d\n1QqMHKmwrbr87DOlLQk8ckQCDw8revQwQSJJREQEv+q3f39hr1yzZmY0a5b95KhjRxPu3YuDTodU\nw9C5/TlfsUKGadP4LdOaNTNh27ZE2/vAMEgVQ2FRlH+/C5ssD7AzDIOWLVtiwoQJmDRpUo6SOgCI\nioqCj48P/Pz8EBISgnv37qV77unTp9GkSRPBStw2bdrg8ePHePDgQY5enxCSf+bN00Gt5pOO2rXN\nWeplKY6kUmD0aAMWLtTlut7Y/Pmu0Gj4BOTxYxbLlqWfcTVqJHwtR9U6W7BAh6++0iI42Ag3N/7z\nVqms6N7dgN27Nfj0UwW2bZPhyBEpRoxQwNfXghkzdChThsPdu6ygdMnz5ywePhRh3ToZdDp7b9vK\nlTKwLL/TwunTYgwbJsfkya6C4dWUFi2y94w1amRCSIg9qYmLYwSlNJKTumRjx8qRkAB06WLCokW6\nPE+IJJLUSV1umUzAl1/a98E9dkyCAwdS99IajcD9+yx0GWzZa7Hw8xCzsmqXFC5ZLlB85coVHDly\nBM+fP4f1vzXSHMeBYRgsXLgwS/do0KAB1q5di2rVquHp06eYPXs2GjVqhOvXr6NkyZKpzo+NjUWF\nChUEj3l6etqe8/X1zWrzizVn/VcOxV34NW5sxrVr8Xj5kkW5clZBQdvsKkpx56XcxL1woRZeXlZE\nRbFo186Edu1MePGCgVTK5WlSIRIBY8YYMGaMAXo9vzuCl5cVMhk/LBgd/eYHz2DWLDmGDOETJX9/\nK0qVsuLlSz65K1vWCl9fCxSKZmm+1r//suje3b4A49IlMcLCUtdTMZmAyEgWnToZ0bChGf36GcGy\ngEbDL74oVYpDlSoWQVHkN8XGirB+vQwjRhhgNPKLN+7dY9Gpk8mhc9Ny83lrNEg1/JoyeYuJYdCl\niwr37ong6WnFjh2aVPvtJiUBPXqocPasGHI5h9WrExEc7NhhW2f9/XaELCV2S5YswYQJE+Dr6wtP\nT08w/y0dSk7ssqpdu3a2P9esWRMNGzZEpUqVsHbtWoSGhqY6Pzv3JoQUTkoloFTSxOfMHD8uxr59\nElSoYEWzZiZs2iSDSsVh1Ci9IAmbPFmHK1dESEhg4eNjxahRafeCms183bKxY/WQ/je17PPP5Vi3\nTgaxmMPChVp8/HHeD8u5uAAVK9o/b09Pa4YFhUuU4DB2rA7Tp8thtTLw87PA1RX48ksdPv5YaRuK\nTe7tvXBBLFiAceGCGAZD6qHicePk2LCBf3DbNpltL9sJE+Qwmxn062fAqlWJaNLELd1YkpOkCRPk\nWL+ev9emTVLs3JmYoyFYR+MTaOH3pp+f8Hdv8WJXW0mXp09ZzJ7tik2bkgTnbNggw9mzfHqg1TKY\nNEmO4GDquisqspTYLV68GCtWrMDQoUPz9MXlcjlq1KiBO3fupPl82bJlERsbK3gsuW5e2bJl07xm\n+PDhtl4+Nzc31KpVy/YvgeQ6OcXtOPmxwtKe/DpesWKFU3y+9HkXzc/7m2/O4J9/RGjfvjF69jRm\neCOxuGEAACAASURBVP6ZMyJ063bhv+HA5pBIOJhMxwAA+/dbcOpUPURERCAujsE//7RC375GlCnz\nF95+2wJf39T3O3lSjK5dL8BsZsCyzfDTT0l48eI41q2TA2gOs5nB+PHn4OOTiOBg+/X//svi/v1W\n8PKy4u23j0AszjzeBg344zNn0o9v924NOna8iKQkFizbDDNnagXPL1rkCquVj/fUqeZ49101+vZd\niJ9+qoUKFZrirbcsuHgxArduATVrNoNIxMFi4c+vVq0JZDL+9QwGoEaNJujeXYWbN0+A1xwAsH79\naezfL4HV2sJ2/NZbWvj6tsWDByIAR8GyHBimOSwWBgrFX3j40AiOew9Hj4oBHAUAcFxzzJrlips3\nw1CzpqVQ/X4nJjJwd+/wXxJ9FHK5Ff7+9QTnm0xt/nsVPh6DoXGq+/F77R61vX8GA0O/33n4+UZE\nRCA6OhqOkqUtxcqUKYNTp07B398/T19cr9ejUqVKGDFiBKZNm5bq+Z9++gmTJk3Cs2fPbPPs5s6d\nixUrVuDhw4epznfWLcWcddIpxV14Xb0qwt69/D6d/foZczUEm6woxJ1szx4JPvnEXjRt5kxtuj1r\nADB3rgsWL05vl4OjuH+/NqRSoFkztW3osFIlC44fT0i1aT3HAdWru+HpU3sPmUTCYd26RISEqATn\n3r0bhxIl+K+Aa9dECA5W2QoO9+5twPLl2gzj/Pln2X9zuoAZM3QYPjz9GA0G4O+/RShdmhP0InEc\n4OPjLuiFA4AGDQ7hjz/qp3mvffskWLVKBnd3Dl9/rYObmxV9+ihx8qQESqUViYmpeweXLEnCuHHC\nN2vlykTUqWPBzJn8vMXhw/V4+ZLFiBFy2zy1ceN0uH5dhD//lAquFYk47N2biIYNzbBa+dXDeSG3\nP+eXLokwfz7/szRpkg7vviscm71+XYT331fi9WsWCgWHzZsTERQk7H188YJBu3YqREWJwLIcvvlG\ni379UvfuFqa4iypHbCmWpcRu+vTpsFqtmDNnTq5ebPz48Xj//fdRvnx5PHv2DLNmzUJERASuXr2K\n8uXLY8qUKTh//jwOHz4MgC93UrVqVTRv3hzTpk3DrVu38Mknn2DGjBnpDt06Y2JHSGFy4waL4GC1\nbeJ7//4GfPttxglCcZNyb9OGDU3Yvz/92iQ7dkgwePAb1XPBIXlIzdvbiqtX43HjhghNmggnxoWF\nJdhW2G7fLsW4cXKYzfzkeOFiAA5z52qxfLkLYmL4xHDQID0WLrRPwPr+exlmzLDvnuDmZsW9e/Hp\ntvnhQxZ169r3dmUYDpcuJeSoiOzixS6YO1eY2IpEHJ49i0tVNDgtc+a4YMmStBNjtdqKMWMMCA3V\nY+xYV6xZY1+9W62aGeHhGsEw7qRJrli50n5O9epm7N2biMmTXbFvn9SW+ALA6NF6WK18gqtScVix\nIsnhc9HywvPnDK5fF6FKFQt8fNJOATQafv6it7cVVaoIP9PYWAZ9+ihx5YoIgYEWbNyYiJIlnbP4\neG45IrHL0lDszJkz0a5dO9StWxc1a9aE5L+108lz7FatWpWlF3v06BFCQkLw4sULeHh4oGHDhjhz\n5gzKly8PgF8QERUVZTtfrVbj0KFDGDFiBOrXr4+SJUti/PjxaSZ1hJDC4dAhiS2pA4C9eyX49tsC\nbFAeuHmTxSefKBEdzeKDD4xYtkybZi/kuXMinDsnhjjF36yZFVft3t2E+/d12LNHAl9f4Ry7efO0\nYBh+UQE/RJv83nJISOD//Po1g5Ej5W88JySVAlOn8r1Vrq5WdO1qStW7lnIuVso2HzggwcCBChgM\n9uffTB45jhFsjfXiBb/zg1zOoVcvo22eH38uMHmyKzZskMHTk98Xdt06CWJi7G+cxcLPE0xZssRi\n4fei3bVLivLlrfjySy0iIoRvOMtysFr5RSL/+1+Srf5cSIhRkNhFRopx9y4rWDyQ1vtQsiSHX37R\n4sMPWRw5Ym+QxcLhxx/5hPLVKwaDBilx715cnvViOYqHB5dpDTuVCunOI5w50xWXL/Pv+dmzYsyb\n54JFizJYYkvyVZZ67KZMmYKFCxeiXr16aS6e2Ldvn8MbmhXO2mPnrF3YFHfhtGuXBJ9+au99qlPH\njL/+ysIu8JkoyLhbt1bh0iV78rB0aVKqhQcHDkjQr58CVisDhuHQpIkZjx6xqFXLgm+/TcrxKtQ3\n465Sxc22ehQAxo/XYepUPR48YFG3bnqLAOy9f29yd7fir780goUOS5a4YNs2Kby9rfj2W62t9y0p\nCfD3dxf0VgGAqytnS+KbNDFhx45EiMVAfDyD5s1V/81d4ws0b91q77FMOVRdqZIFHTsa8cMP9l43\nH58juHq1Xqp2r1kjxdix9iFVhuFsw6bJxzNn6lCunBU1algEvU0xMQzq13eD0cjY2v/PP/GCvWQt\nFmD6dFccPizBW29Z8O23WpQuzT8fG8tgzBgF7t1j0bGjCTVrmlP0tAKPHv2fvfOOb6Lu4/j7Lnu1\nBWSDIiJ7CSIgKlsBGQKyQUW2goyCslSQKUu2MhTwAZEtQ6YKyBZBEAHZqyyZbZJm554/jia9Ji2R\n4Wrer5ev50lI7n53Se8++a7PLQzpZdUj4EF+zw8fVrFrl5rixX0ho2/uh2bNzAqB26iRmzlz7Bm8\n4+78069rD4u/LWL36aefsmDBAlq2bPlAdx4lSpT/Ho0bezhyxHFHIEhMnXp/F/x/Amltr1LXr6Ww\naJE2EMGSJAG1GvbufbCdhIUK+RXCLn9+WbQ8+qhskP7dd+GcJQT0eimkhu32bZF16zR06xaM3MXH\nO4mPD3VQsFqFEFEH4HAIjBxpJ3duibp1PYFI5a5d6oCoAzmKe/26EBBIac/fH3+IDBzo5PJlkR9+\n0PDEEz569w5GgD7/XMfEiXrMZinEnza1qMue3c/ChTbKlQs/ADpfPomZM+0MH25AEGDYsGSFqAN5\ndMvIkQ5GjgyNQOXKJSkE6i+/qNDppMC5adXKdV+i7kGya5eaxo3NARE7ZYqdNm3urws6IUFg61YN\nFSp42bJFjc8noNFItGuXOedT/lOJKGKXO3dutm7dSuHChf+KNd0zmTViFyVKlIfL6NF6xoyR79hm\ns8TGjUkULaoUGP37GwKG8QCtW7uYOvXB1haePi3SpYuJc+dEGjVy8/HHjkDaz+OR094ul8D48frA\nSAuAFi2cHDig4eRJEZ8vKIQ+/9xG48bpz2Tbt0/F2bMilSt7advWzIEDyliARiOxZ08iQ4ca2blT\nTeHCPr76ysbJkypq1gyGKM1miePHb6O/c3oSEgSqV48JiNTOnZ00b+6mb18jVqtA9+5OXn9dFiEH\nDqioWdMSEHBpI3SpefZZD2vW3MVn7QHy4osWfv45eE6mT7fTsuU/w9nhnXeC414AnnnGy/r19x45\nP3tWpFYtCzdvyp9Zhw5OSpTw8fTTPkqWjNxJJYqSvy1i16tXLyZOnMi0adOis+WiRImS6ejf30nZ\nsj7OnxfJkcPPO+/ItWbx8U4aNvQgSXDqVDAKFRvrZ9CgB19zVLCgn02brFit8my1Z5+N4bnnPIwc\n6UCrlWv1AGrU8NChg4lDh9Q8/7zsnGAwOOjWzciqVVr8fmjb1sUrr6Qv6ubM0dK3r9wdmjWrP83g\nW4m4OInx45OZOlXPypVyAd21ayJPPx3D9OnJDB6czCefGDAaJaZNswdEHciRsx9+sLJ+vYYcOfyo\n1VCnjiXgK9ynj5GyZX2UKePjwgVRIeTSE3UqlcSkSQ9GSCclwfbtsq1YhQrpi5YLF8QMH/+dpPjq\npvf4z7JsmTYg6gDWrtUydmz6zTVR/j4i+hZu376dBQsWUKBAAerWrUuDBg1o2LBh4H+j/L2kno+T\nmYged+Yio+O22+UIRfXqFj74wID3ITQm1qnjoV07F/HxRn7+Wc2hQ2o6dTJx6pTIyZMi338f7A5I\nTBS5ePHB3OTDHfeQIUYWL9Zx/LiKL77QM3FiUDUlJAgcOqRi1iw758/fZsECO2az7CG6dKkOt1vA\n6xVwOIQMO06nT9cHRNTNmyKJiamPR2DatGQaN/Zw6JAyPnDtmopmzSxMnqzHbhe4dk2ke3dTiLVV\n/vx+OnVyUb68lw4dTAFRB7J4W7duBwCVK3vJnTsoSlL7vaamQAF/hk0qp06JNGtmplYtCwsXatm+\nXc3OnWrSBktu3RKoWTOGtm3NvPRSDGPHhvfABXjllWB0Tq+X09H3y4P6++7Vy0nNmh7UaokyZbyM\nHHl/ojdrVuW5zZLlwQ4dz6zXtYdBRBG7bNmy0bhx47D/Fo3gRYkS5e/mgw+CaaeDB9VkyyaPuHhQ\nJCbKYkmjkbh1KyhwPB6Bs2dFihf3BToxU4iJeXjjH06cUIrGY8fktOu8eVoGDDDidAqYzRIrVlgD\nc8zSWmelZ6WVQmyscv358/u4cEF+T86cfipUkNVz7doe9u4NvZUkJQXX+McfIq+/bmL37qSQrtNz\n51SBOrAU4uL8FC8ur/uRRyQ2bEhi0SIdRqPE4MGhRWyiKDFsWHjhcvOmwJEjKnr0MAbq/vbvDzo0\nNG3qZtasYB3oypUaTp0KnpuJE/X06+dk1SoNM2fKs/OGDXMgCLJdWqFCPkqW9NK7t+sflZI0m2HJ\nkgeXlm7b1s3WrRpWr9aQK5fElCmZa4TRv4mIauz+LURr7KJEyZzUq2dm9+5gRKh5cxefffZgbjwX\nLojUqWPh8mURrVYid25/QCDkzOlnx44ksmaVmD1bx8CBBvx+GDjQSZ8+yiaEhASBY8fkYvtSpfwh\nwikthw6pUKmkEB9PgKlTdXzwQXDmXIECPipV8vL110pfrVy5/JQu7aVvXyd//CHStm2wg/O99xy8\n915oo0QKBw6oaN3azJUrIlWrepg1y8b8+TrsdoF27dw8+qg/8LqXXjLj8dw9QvnZZzaaN1dGtZKS\n4NlnY7l0SX5/tmx+1qyxUqRI+IhQ1qxxhOvyfeEFD998oxQyx46J1K9vUTSchGP37kQKF5b3t3Sp\nhs6dg+cpWzY/y5fbqFHDEqhPLFRIFnAnT8rfA5VK4vvvrZQu/c8RdpFy7Zr846RIEV9EndseT+gI\nmij3zt9WYxclSpQo/2Rq1PAqhF2NGg8uFzt7to7Ll2Vh4HYL3Lwp8Nprsn9rhw6uwGDWjh1dvPaa\nC0kK9S1dulRDt26mgDDInt3Pt99aKVQovHjp2lVOtYI8RHftWhtxccGL/1tvuRg61BDY3tmzKs6e\nDY3AXbkicuWKlm3bNFSq5OGll9zkyeOnTBlfWCeB1JQt6+Pw4UTsdjn6c+CAigMH5Bl9LhdcvSow\nfLiBDRs0aUSdhChC4cI+fv9deYtJuX8tWqRl5UrZF3fgQAfr1ycxe7YejUaiSxdXoHs2HOXK+RSj\nZ1I4dCj0+KdN099V1AGK+r/GjT2sWuVmzRotJpMcmTpyRKVoOkkRdCn4fHJU8N8m7HbvVtG8uQWb\nTSBXLllQp42opiUq6v75RCTsJElizpw5LFy4kAsXLuByuRAEITDHLvVQ4Sh/PZl1/k/0uDMXGR13\nfLyTrFn9/Pqr3CyQ0kTwINBolCLDahVZs0bL3r1JATuuFLRK16kAQ4YYFcLg2jWRyZP1TJ4cGlU8\neFAVEHUAv/++nTZtqiicKwRBFo/JEQYlHQ6BzZvlxVWr5uaDD5wROToIgizqrl0TaNjQHLDq2rVL\nTfbs8vlOS61aHr74wo5aDU8/HcOlS0ER1K+fiStXHAwdGow2Xr4sMm+enSFDlM0mq1fvoHTp50Oc\nLFavtvLJJ3oOHFDdGe+SMkcvVMynHRT92GM+atb0kJws8PXXOgRBon9/ZyD6CPK4ky+/tHPzZjIm\nk4ROJ3cjG40SycnyvsqXl/e1b5+8A4NBCqSm75e/8u/7448N2GzyMV25IjJlip5PPvl7UqyZ9br2\nMIiounfcuHHEx8dTvnx5zp49S+PGjSlZsiS3bt2iffv2D3uNUaJEiZIhggBvvulm4sTkByrqALp2\ndVGggDISc/OmyIkTIpIEFy8K2O5SyiSKoRGo9NwJwj2fNholCDB2bDJqtbzdWrU89OoVFEbNmjnJ\nkyd85GXLFi0lSsSyaVNkCZtDh1QKUQeyGAsn6kCuWTOb5SjY+vVWSpUKCh6bTVDYdQFh6/OmT9fx\nxhsmnnoqlk6dTIoGB4NBTnUvXmxn8WIbrVq5iI93MH166LxEg0F5Dl580cO77zqZPj2ZY8duc/x4\nIv36hU9HZ80qBSKvBQv6WbHCSuvWLt56y8nixTYWL7bx1ltOWrd2sWKF9a7uIveD3w/Tpuno1s3I\nggXp/Hq4B9KK+3+6Y0aUyIioxq5w4cKMGDGCZs2aYbFYOHjwIAULFmTYsGGcP3+eWbNm/RVrvSvR\nGrsoUaI8DG7dggoVYgPjHrJm9bN9exJvvWViyxYNRqNsXVWnTnhRuXKlhs6dTQHLr1y5/Kxdq3R9\n+O03FXPnalGrJY4dU7F1a/AGXrOmh/h4B4sX6+6MW3FiNMKNGwJJSQIFCvgRBNi/X2TuXB1GI9Sv\n72HhQi0JCSLbtoXmz554wnfXAcrHjgnUqhWL3a5UAFmy+MmXzx/SERsb6+enn5LInj14W3n/fQPT\npgXFXKFCPkUqs0EDN/PmBUWZ1QqPPx6naERZscKarr1VRjRubGbr1tTHLrtwdO3qDDuA+M/y888q\nFi7UkS2b/JmYzXd/z91wuyEpSVCko0eO1DNuXLBp5EEMGwZ5/c2bm7l9WyRfPh9r1tgU0csoD5+H\nUWMXkbAzGo38/vvvPProo+TIkYONGzdStmxZTpw4wTPPPMOtW7ce6KLulaiwixIlyv3idMrpuLS1\nRL//LjJ2rNwc0aePk127VPTvH7S2yp3bz+HD6c/1+uMPgTNnRLRauf7MFHwrFy6IVKkSE0iLqVQS\nHTo4+f13FU8+6adpUzeNGlkCwrBuXTcLFigjVA4HVKkSE6i1y5PHz86dicTEwOLFWiZM0HH8eFCI\n5c/v4+DB9IVd//56Zs4Mb6PQvbuDBQt03LolEhMjd7DmyCHRq5c87y81CQkC9epZSEhQYTRKzJ9v\n4+pVkVWrNOTPL8/7s1iCr09MFHj88TjFNoYOTaZHjz/f5Tx0qIFJk8KPK9myJem+auKOHROpUSMm\nYKlWrZpsm3Y/NWg7d6pp29bE7dviHb9gGwbDw20OSkwUuHBB5PHHld/JKH8ND0PYRRR4zZUrF9eu\nXQPg0UcfZefOnQCcOnUqOu7kH0Bmnf8TPe7MRbjj9jzYrCujRunJmzeOfPnimDdPmfIqWtTP55/b\nmTPHTqlSPqZPVwoG+12c03LkkKhY0cdTT4XeQH/6SRUQdSAX42/bpmHJEjvPPPMd7dqZA6IO4Icf\nQtXDmTOiooHi0iWR33+XHzdv7mbNGhsFC8pCRhQlihXzpZuO/flnMV1RV6WKh61bNYGxL0lJImo1\nlCnjC3SLpiZvXokff0xi48Yk9u1LpFo1Ly1ayMJ09OigqDt9WmT4cD3z5ml56y0nsCWwjWHDDHdG\nlPw5Bg500KuXg4oVQ6N9Dgf3Ne9w1y51QNQBbNmi5tFH41i69N6VXZ8+Rm7f/hGArVs1zJsn54JL\nlVKe1wc5ViU2VqJkyb9f1GXW69rDICJhV716dVatWgVAx44diY+Pp1q1ajRv3pwmTZo81AVGiRIl\nSlo8Hmjf3kSuXHGUKBF7Tzf9tPz2m4qxYw1IkoDHI9C3r5EbN8L/cL15U+D8eeU+GzS4d5VZpIgf\nQVD+aj91SkWuXHF0724K6ewsViy8gIqJSZ1Gk1i6NChOH3lEYsuWJDp3duL3C2zcqKVFCwvffBMq\nRH77LVTwFS3q4bPPbCxfblMIGpBdGoYNM9CsmQW/H77+WsvHH+v55BMdjz0WR+HCcWzapCFnzvCR\niStXBF56ycKECQaGDDGyZIkWOW0q4/UKYcVsapKT5SHMEybouXxZXp9GAx984GTdOiutWgUjfqVK\neXn1VQt58sQxYkT6A4gzomhRX5rPTPbT7dHDhOMes7xpU94pj4cMcdCpk5OKFb307evgrbei3qxR\n0ieiVKzf78fv96O+02K0aNEitm/fTpEiRejSpQuaf0j/czQVGyVK5mDOHC3x8cEQQ/HiXrZvD/XB\nHD5cz/TpeiwWienT7dSsmX6IZscONQ0aWBTPHTyYSP78oTVHPh+ULBkbMLMXBIlt25LCzpyLlFmz\ntAwaZLzjwCDXgoUjTx4f69bZwq5r2zYVjRtbFPVpOXL4+eorG+XKyWKwYUMz27cHr9lpB/TeuCHQ\nooWJ/fuDrxFFif79Hbz5ppusWSUWLNDSs6dRsZ8UOnRw8vnnKWJJeRzffZcUWEdqVqzQ0KFDxgVq\nc+bYaNQovHj2++XP48qVFAEsERMj8cknyQov3N27VVitAq+9ZsblCq5rw4akDK3D0mP+fC2TJukV\nA40BTp++rRhPEylffKGlXz/Zxi13bj8bNyaRN+9/ZtRslDD8balYURQDog6gRYsWTJkyhe7du/9j\nRF2UKFEyD6k9KwGFG0QK27ermTDBgNMp21p16GBK43eq5NYtMBqDYqlmTXdY8QRyDd6iRTYqVfJQ\nooSXzz5Lvi9RB9Cpk5sjRxJp3NhFqKiTL/xGo8ScOfaQdfn9sGyZhgMH1CFi648/5AHLuXPH0bmz\nUdGwAfD448GTsnWrisqVYxSiTt6+wMiRRurWtWCzQZs2brZutTJyZLKi4zdrVj/r16d+r3ItN2+G\nF6ty80f4m5tKJTFokCNdUQeywAqKOnm/SUnyZ160aCyrV8trqlRJToWnFnUgj3O5F2Q3hiSKFQv+\nYMid2xe2CzoS3nzTzebNVubPt/Hjj1FRF+XeiEjY/fjjj2H/27ZtG3v37o1Gyf5mMmttQvS4Mxep\nj7tpU7fCu7JDh9DU1B9/KG/WSUkiznSMFj77TMdrr1lITg5eEu82+qF0aR9r19rYts1Ks2b33qHo\ncEDHjiaefFIe7fHMM2nV5xbatXMxa5aNbdvCR5a6dzfSqZOZDz80hvVS9XrlNOHSpToKFvTRsKGb\nxx7z0bq1i/h4+aSsW6ehSRML16+nf+AnTshDigFKlPDRtauLyZOTKVTIR5kyXr76yhYydy6FPHl8\n3Lwp4A/zz0895WP8eHk7RYp474i8LYDcRZuyxhQSEgTmzdPyww/yWlLmy4Ui8McfIp07m7h1S37N\nI49I1K+v/Lw6djQHxN+fxWhU1rxdvqxi9Ojw9YmRkJS0lXr1PGTLlrlEXWa9rj0MIhpkVK1atcBA\n4nAIgkDDhg2ZP38+pr+7AjNKlCj/eQoU8LN1axJbt2rIl8/PCy+EplirV/fy2GO+gP3Xq6+60i0Q\nnz8/dDZYSpo1NXv2qOjb14jdLvDOO07eeOP+R05MnKhn+XJ5/1u3ihw7psJkkvD55LEoDRs6Qob3\npsbjkbteU3A6BVq1crFqlTakZgtkn9m5c0M7PRYu1CJJoZFClYrAcGVRlMiVS6nMWrd207p18DxM\nm5ZMt26yL+vLL7spV87Hhx8auHRJRdeuZtascfPll6H7f+MNN2+84WblSg3t2wfTsseOqUlKImB3\ndeaMSK1alkCUtn9/B23buhgzRs/t2+FFqcslcOuWEBgo3aqV7CyR+px16mTi118TyZEjMkF1/brA\n22+bOHJEFSJWU0cP7Xbo2dPEnj1qypXzMmWKPSLrrihR7pWIInZr166lWLFiLFiwgBMnTnDixAkW\nLFhAiRIlWLp0KcuXL+fAgQO89957D3u9UcKQWad1R487c5H2uPPmlWjd2h1W1AFkySKxaZOVCRPs\nzJ5ty3A8RLii/pYtlaLN44E2bcwcPqzm7FkV8fFGfv31/ps2EhKUl+ErV0TsdgGnU6BpUzdDhlTK\n8P2CACaTcv1Nm7rZtSuRDz5ITpPilNJNaebMqVQnJpPEwoV2vvzSTt68fnLk8N+JqmWccn7sMT9r\n19o4fDiRMWMc6PUS164Fj3HNGi2//JL+rSe4jmqBdRiDRhWsWKFVpN7nzNGRJ4/E9u1JjB9vZ8YM\nG2PG2MmdO7jOSpU8jB+vp0KFGLp0MaZpMpFxuwWuX488Jfvuu0Y2bdJw8aJ4x3JOPs+iKNG8efC7\nM3q0geXLtVy8KLJ6tZaPPso4mhf9+45yv0QUsRs8eDATJ06kVq1ageeeeOIJsmfPznvvvce+fftQ\nqVR0796dqVOnPrTFRokS5d/PnDla5s3TkS2bxNixyXf1prwfHnlEiiiqNn58Mm+8YeL331UUKuRj\n0CAHdesqBaPVKihq+yRJ4Px58b79QZs0cbN4sVZhOZZCOP/X1Ph80Ly5GatVXpdKJdGypQuPR8Bg\ngF69XOTJI9G3rxGvF3r1cvDii+GF8MCBTk6cULFnj5qnn/Yyd649kA6sWzf9+XySJDeeuN3wwgve\nEBuvcL6vK1boeOqp8FHISpXkFPFXX2kBAY9HHi2SYhmWLZvy+5Itm5+jR0UGDDCSmCjQtauLjh3d\nNGvmYfFiLRqNxOnTIlOnyoLq1CkVkgSDBiUzapQhUJNYurT3rqI1NefPK8Vp7doenn/eyzPPeBXp\n9HPnlK9L/ZkePKji6lWBSpW80ShelAdGRBG7w4cPkzdv3pDn8+TJw+HDhwEoWbIkV65cebCrixIR\nmbU2IXrc/z527FATH2/i11/VbN6soV27yEf1P8zjNpkknnjCT6lSvjtpRYG6dS28+qqZo0dT3CYk\nnnsuGO3KmdMfdj7an6VmTS+rV1sZONDBG2+krhWU+P13kfnzd6T73l9/VbFlS7A2zOcTWLhQR6tW\nZl54IYaEBIHmzd2cP3+bS5du8+674WsRW7Y0UaeOhRde8HD58m1Wr7ZFXOP19ttGGja08OqrFpo1\nM4fMhnvuOa8iegah4iwtiYkCsBWQI2kzZ8rz3BISBPLm9VO/vhuVSkKvlxAEudP3xx81HDyoSYvH\ntwAAIABJREFU5u23jRw8qCI2VqJFCxc//6xm/nydYvtLl2rJm1fi5MlEPvoomeHDk1m1yqrw+k1M\nFOjWzUjt2hbGjw8didKwYfAHgyhKdOzoont3V0iNZOrXpX48daqO6tVjaNnSQo0aMYHGkn/z3/f9\nkFmP+2EQUcSuWLFijBgxgs8//xzdHfM8p9PJqFGjKF68OAAXLlwgd+7cD2+lUaJE+ddz7JgY8liS\nQj0r/2q6dTMF5qTt26dGpZICEbSjRy0cPJiIWg1ff21jzhwdVqtAmzZuhXXW/VCpko9KlWRBUKyY\nlwED5FEihw+r+fBDIy1ahDphAGg0oftPiUBdvizyv//pGDAgnY6RO7z6qjkwt274cCMxMRIdO0ZW\nO5iQIPD110HRtHWrhr171VSurFR3ixfbaNHCzKVLItWre+jcOeM5bBaLFPJ42zY1rVqZSU4WiI2V\nLdScTvkcpcbvFzh5UqRMGR/9+xsV6wsiMGyYnpYt3XTvHn4tvXoZWblSVnr79qnJnduvqCV85x0X\n+fL5OXpURdWqXp57LrzIf/VVD7GxVn76SU25cj7q1pV/HKQWi6dPq1i+XEvHjtH5dFHun4iE3aef\nfkr9+vXJkycPpUqVQpIkfvvtN1QqFatXrwbg9OnTvPXWWw91sVHCk1lrE6LH/e+jShUver2E0ymL\nD79fYOpUXUR2UQ/zuI8cUaY8U6dFL18WuXlTIEcOudbr7bcf7M3X64Xff5cjTPnz+8mfX1KMLLl1\nqwbXr98md26l2JHTjhk3q6nVdxeeKe4UKSxcqMtQ2Fmt8NFHBs6eVVGtmhtRVK43OVlOMRYp4kN/\nR7uUKOHjt98ScToJPJcR773nYOfO5zl/Hp580sfAgQ7eeccU6H5NTEw/2WSxSIGo2W+/pZ/KTml4\nsNvlbt98+fyKtHHa70S4bTVp4gHuPpi6dm0vtWsrhZ/RCImpMtwGg7zvf/Pf9/2QWY/7YRBRKrZi\nxYqcOXOGkSNH8tRTT1GuXDlGjRrF6dOnqVixIgCvv/46/fr1e6iLjRIlyr+bIkX8xMcra6uGDzdk\nOF/uQfLFF1ratTMxYoQedyrt8sILqW/OkqIZoWRJb9g6sQeBywVNmshp06eeimHmTB1ly3qJiwum\nKosX94Zt7vj6ay1HjoT+Ntfpgq/96itdwIUhPbJmVW47f/7wH4bdDkePinTrZuLzz/V8/72G9983\n0aqVOzC3rU4dN23amKlePYbCheMCKdQUnE6Bo0dFXBloY48HevUycf68CkGQeP11F/nySWi1GX0G\nEp07O+nc2cnatdbAnL/q1dNLlUv07eskIUGgSpUYatSIoVy5WLZtC57PatWUgi3t4/vlk0/sge9Z\nrVoeRcNFlCj3Q0TOE/8WMqvzxPbt2zPlr53ocf87STvOQq+XSEi4ne7cOI8HJk3Ss23bdlq3fpYW\nLf7cDXDrVjVffaXl+nWRzZuD+cw333QybpwsMkeO1DNuXLBbsXt3B1ariMkk0bu3855mil27JuB2\ny927Pp/c/Zo1qz/gjerzQdeuRpYtC4ofrVbi4sXbHDsmMnu2HoNBonLl76hfv0rI9j//XEe/fsF2\nUb1eYvDgZKZM0XP1ajC69PbbToYNS39cyt69Kho3NpOcLJInj49Nm6wh0cETJ0ReecXC5ctiSISu\nd28HPXs68XoFXnzRwunTyshWimPE9u1qWrc2Y7MJFC7sY/Vqa9hU9urVGl5/3Yw8x64aarV8Tr77\nTk2bNmbCOXI8+aSPPXuSQp73+WSbsWPHVFy7Bhs3yue6bFkPP/xgY/Bgg8Lzt0IFLxs2yA4mXi9M\nn67jxAkVdep4ePnlexN2kgSzZun46Sc1FSp46dzZFSg9cDggKUlQCPd/+9/3vZJZj/thOE9ElIqN\nEiVKlAdFvXoeatb08P33GlQqiVGjkjMcBvz++wZmztQDGrZtM6HVSgqbqIw4dEhF8+ZmPJ5QMfDl\nlzratXNTpoyPn39WXgrPnVMxb15w1trp0yLTp+tQqaBHDyf58mV8IZ48WcfQobLvbNmyHi5cUHHj\nhojZLPHllzaqVfMyYoReIepSU7y4nwkT5PEs27eH31fLli4WL9ayd68ajUZuIhg8ODQ1+913GoYN\nc3D7tnwO0lpdVajg48SJRK5cEdFopMCst9SMG6e/M9KDEGeLihVTOjrDr3PPHjWNGnkYMsSAzSa/\n9/hxFTNm6Bg8OLT+L21qOAWbTSStqMuXz0eJEj5mzAidiweyQ0j37i6uXhUoViwu8PyBAxpWr874\n9qdWy3V06XH1qoDFohzFEo7p03W8/778ouXLtbhcwe0aDMEUbJQoD4qIUrFR/tlkxl85ED3ufysa\njWzHtWdPIocOJfL66xlH4HbuTLkBVwPkztpI+ekndVhRB7Ibw5AhcpSufHllyq5kSW8gXZiYKFC/\nvoUvvtAza5aehg0tGZq837ghBEQdyCLixg35UmuzCfTvL9/kU/u1guw3O2yYA5VKjvLcvi0gSRAb\nW5X+/Q2MGqXHmsoO12SCxYutdOzoxGyWcDjCH+ft2wKjRukpWDCOJ56IZezY0CI3SYJ33jFSunQc\nRYsqU5Ip5yo1BQv6qF/fzYwZdsX4lCFDHCF2WinnNm23bNpt/vyzio4djXz8ccr6qgESQ4Y40Gig\nVCmvomZQp5PYvNnKwoV2rl8XGTjQwEcf6blxI/Q8hJtPd+yYmm7dnDz6qJx6NpslBg/O4IO9g8cD\nLVqYKVYsjsKF49JYqIWS9vu6Y0fGr/+3/33fK5n1uB8G0YhdlChRIsbjkdNKV66INGnipmzZeyuO\nE0V48snQkRcOhxzFSE3p0r5A1yZAmTKh+5QkuV4tbWF+qVKyPVWKyDKZ/Njtwd+zKeLtvfecCALs\n36/GZhMYNcrIuHGGgM1VaieBs2dVnDkjpusN6/EQxsFBeYzycXgVkcI+fZw4ndC7t4HNmzWcP6/i\n8cd9XL0qBpoGdu9Ws3KlLfCeN980K9LL4ShSxMfYsYY750lg1CgDzZq5FZ6x8+bpAoIjKUmkb1+j\nIrXZq5eTLVvU3LolEhvrZ9YsO089Ffo51K/vYe/eREaONHDzpki9eh6aNpWjq/I4FzNOp0D+/D46\ndQpG644cEWnQwBLi4arVwltvyR9S0aJ+ihXzceiQfM5cLoHJk/W8846TunUtgSHIGzdq2LLFqpin\nV7SoH4tFwmoNOmg0auQmb16JHTuSOHlSbp6IJOW+dKmWTZvkc5WcLNC7t5E6ddKf81e6tI/164OP\ny5S5/xE5UaJkxF0jdn6/nyNHjmCz2e720ih/E5l1/k/0uP96unc3MniwkalT9dSrZ+HIkQcT9D91\nSuTpp2PImzcL9eqZ78wxkxk9OpkOHZyULPkdH36YTLt2ygjf3r0qihWLJU+eLLRrZ8KTKkv7zDM+\nZs6088ILHpo0cbNwoY1HHpEFjV4vBTxI1Wro399Jv34OfvpJVgQej0B8vJEcOfyKZoq4OD/58ilF\nXWpLqVy5JEqWTP/mnTKQ+aOPHHTu7KRKFQ8DBzo4flzFhx8amTdPz/nzcjryzBkVyclbA+/dtk0T\n8Lv1emHLlnC/zYNrzZ7dT9u2oenOd981MGKEnoMH5f2kjfaljUiWKOHjp5+SWLs2ib17k8KKuhQe\nf1xi1qxkli2zBTx8k5PlOkmnU8Bg8DNpkl1hcL9tmyZE1MEWhQcrhAr35GQ4cEClcLY4ckQdSBun\noFLB998nUbKkF5VKwu+X1yNJcuSzTBlfxHWUac9N+j61Mn37Ound20GVKh569nTSr1/G42ei17Uo\n90tEV+UyZcpEhw9HiRKFdeuU/pp3ixZFysCBxkDR/e7dGtq1M/HppzpsNjCbYexYByNHOujZU1nz\ntHevijZtzPzxh3wp+/ZbbYjva9OmHr75xsbs2Xaee87Hrl1JLF9uZc+eJGrW9HL4sIpy5WLIkSMu\nkJpNweMRsFhg4UIbzz7r4fnnPSxebAu4BCQlQaNGZrJnj+OFFywkJMg3+Tlz7MTGpqg9pWBI8Vo1\nGGD0aAerV9vo3t3Jt9+mdy6D7y9QIDhCJNRKTEKv95O6Du3aNZFcuUIFy3ffaRk/3kCdOhYOHVLR\nqpWLvHn9d7YbFLwXLwpUr24he/Y4Xn/dRNGiwZEgXi/Mm6flk0/0Ie4KaZk0SceuXfLxORwiLVta\nSF0vXqSIUsAZjRKVKnmYO1cZUOjZ0xmY3Zcli58OHVwULOhXdMxmy+YPiPfUFCrk58oV8c4oG4Gv\nvtKxevWf+/4mJAhcvSootp+2yzstajW8/76T1attfPihI+w8wihRHiQRdcWWLFmSWbNmUbly5b9i\nTfdMZu2KjRLlr6JaNQu//hqMEi1caOOll+5vDMSGDbKQS1tzBVCunJf1660hNlUAP/6opmlTc4gV\n1/vvO+jdO+OoSGpq1bKwf39wB/nz+7hwQRaZrVq5mDYtvMfsuXMiL75oUUSL6tcPGtxfuyawf7+a\nS5fkujqPR8BolOje3UlcnESDBu5A1KpxYzNbt4be8fV6eYzH1q0a4uIkBg508MsvanQ6OeoUH5/x\nHDtBkChf3sfPP6sI100Kcoq0b18nt24J7N0rpyRT0swdO5pYvjwolLt0cTJqlCxk3njDxKpV8r9l\nyeJnwAAHbrdA3boeHn9cKaxq1zazb5/y+NauTQoMZQaYPVvH/PlasmeXGDcumcce87N6tYbz50Vq\n1/ZQuLC8zZMnRU6dUlGmjDcgWteu1TB+vB69XuKjjxyULx8+XZ8rV5yi5nLiRDuvvSZHgHfvVvHz\nz7KdWup1pfDHHwJVq8Zw9ar8eZcv72HsWMc9lyNEiQJ/Y1fs2LFj6du3L1OnTqVs2bIIf/eY+ChR\novwtzJljp1cvI1euiLRq5bpvUedwyOIhnKgDuebtzBkxbD3eN9+E+qtmz+6nadM/Nw4lbbF906Zu\nypf3YTRKVKumTKmOHatn5kwdcXFy92hqUZd2W9mzS4Hz8+yzXo4eVbF0qZYxY+So4KRJerZsSUIQ\nCBF1FSp46NrVRenSPp54wg84sVqhZs0YTp6URefjj99dUEgSIR2/aSlQQN5OlixSiI9s2nOT8tjl\nglWrgmu+dUvk3XdlkTlmjJ8ffrAqPIBVqtAbV+o5gr/+qmLiRB23b4uUL+/iscf8jBihZ/x4+VyN\nHi2xYUMSxYv7KVTIH+LpWq+eh3r1Mv4uCgJ06eJi6lQ55Pnoo77Ae1au1PDmmyYkSUAQJObMsdOw\noXJ727apA6IOYN8+DU8+GS1RivLPI6JUbPPmzfnpp58oX748Op0Oi8US+C/mHp2LR40ahSiK9OjR\nI93XnD17FlEUQ/7buHHjPe3zv0pmrU2IHvdfz+OP+1m50saePUn06nX/Dgw2m4DdrhQPghAUAQaD\nFEj9pT3utHVuZct62bIliUcfjdzIHaB9++BxxMT4adnSzcsvezhxQkXp0rE8+2wMu3er2LZNzahR\nBm7ckCNGv/ySdiyHxBtvhIrK//1PS7NmZkaNMrB2bVAMXb0q8s03GmJipBDho9dD48YebDaBQYN2\nM3myjokT9QFRB3L9XTjBlBEmkx+VSkKtlsie3UfPnk5efTV9QfT6665Al6taLZErl58zZ8Q7qdfw\nYjwpSVQcJ0CtWkoRKggS+fL5cTqhSxcj1atbuHRJRXKywJw5ehYs0DB37q7A6+12gdWrlSn2e2HI\nEAf9+jlo397FypXWwHdr0SJtoOFFkgS6dDExeLBBkS5O+33Lls0f0ujzIIhe16LcLxFF7KZMmfJA\nd7p7925mzZpF6dKlI4r+bdiwgTJlygQeZ8mS5YGuJ0qUKH8P2bNL1KnjZv16+aZdsKCP7t2djBtn\nQKORGDXKETJXLTFR4Pvv1ZQq5aV5cxc//KChaFG5SSJcPVlGfPedmrVrNWTP7id/fj9Tp9opXNjP\nvn2qwFgSgLZtzSFDftO6ZVSt6qVZM6WwO3pUpHdvY6rZb8r1ffmlLsSgHuRo3OrVGtq3N+H3GwBj\nqvfL2xIESRGxbNPGye3bAt9+m3p7qa+v8kiUlLUkJ4t06uSgQwcT+/erqFTJy4QJyQqx8sorHvLn\ntzJjho6lS3VMnWpg7lw9X31lQ6ORUqU1JcW+cudWiqAePZyMHq0P7FuSBL7/Xsv16wJLloQe/65d\nGrJmlbhxI/hcSm3i/dCxo4lvvpG/a7t3q9m4MQmTiZDvjcslMH26nlKlfIGB2BUr+hg6NJlPP9Vj\nsUhMmmTPcP5ilCh/FxEJuzfeeOOB7TAxMZG2bdsyZ84chgwZEtF7smbNSo4cOR7YGv5rZNb5P9Hj\n/m8wb56dZcs82O0CjRu7yZo1fOTr1Kka9OsnF+qneM2+/baT48eVoyYkCYYO1bNsmZZ8+fzMm2cn\nR45QwZc61Qdyo8GXX+oYOdLBhQvKO/bNmyIVKnjImdOfKh2n/FFqNofuIyFBTDPQV/meY8dUIQN/\nQR7ZsWGD9s6/VVO832LxYzbLNXypZ8MdOaIKW1uWQq5cfq5cCUb87HaBYcOMrFghC51z51TkyiXx\n4YdKAVu+vE/hm2qzCaxbp2HGDDsDBhjxeqFVKzczZugCQu/QIXVgzAmATidHvFK6fQFmz9Yq0rWp\nqVXLQ48eT9Oxo5fz51U0auSmbdv7s9y6dk0IiDqAo0dV7NyppnZtL++/7+DsWfFOl3Hw8zh/Xvk9\n6NHDFZGv8f3wX/v7jpTMetwPg4h/b1y5coWxY8fSrVs3rl+/Dsih0zNnzvypHXbu3JlmzZpRtWrV\niAsGmzRpQs6cOXnuuedYtmzZn9pflChR/tloNNCypZsOHVwhvqUp/PSTij59jBw7pgqIOoAZM3Qh\nkbM5c7RMnmzg4kUVe/ZoqFXLEnabqa2kUjhzRr4kVqniJWfOoOioXt1DoUISa9YkkZ7DQqNGocJD\nHo2R/nUunKgDuHJFpajnCiKxZo2Vw4cTFX6yIIvEBg086aZnrVYhUE8H8PTT3kA3cQqnT8uPz50T\nadnSRM2aFr78UhvyuSQnQ//+RqxWgeef91CokE/RlPDZZzrSXt5nzrTfOafyP5w4oebHH9WkPj+C\nIFGunIepU/UMHGjkiy/snDt3m8mTk1GFN6SIGJNJQq9XLiolGpwli8Ty5TaF0BRFiRdffLD+sFGi\n/BVEJOz27dtHkSJF+Oqrr5g9ezZJSfLgyk2bNjFo0KCIdzZr1ixOnz7N8OHDAe6ahrVYLIwfP54l\nS5awbt06atasSYsWLViwYEHE+8wMZNbahOhxZx5OnlQhSVtDnjebpZAb/pYtyvquhAQVt26FXmti\nY0MFUIofaPbsEps2JTFokIPRo5NZsEAuki9QQMKUphH11VddLFliDVur9vHHBsLVosXG+pk61aYY\nVivXFirXJI8z2ZLqGYHRo+Uo4/PPKxsdkpMFSpb0sWaNlffec1CrllJo2u0iM2faef99B8OGJTN1\nqi3EkSGl2aNtWxMbN2r55Rc1vXqZaNPGTcGCPgRBokYND4sX6/jjD3lw8jff6PjxR+WHYLHIFmcO\nh+wccvy4yDPP+Bg5MllxPhwOkX79HMTHOyhSxIckCezfr2H/fjWbN++gZUszDwqjEaZNs2M2yzWG\n8fEOnn46KHTPnBEVPrd+vxAYYP1Xkhn/viHzHvfDIKJUbHx8PD179uSjjz7CYgn++q1Tpw5z5syJ\naEfHjh1j0KBBbN++HdWdK7EkSRlG7bJly0bv3r0Dj8uVK8eNGzcYM2YMbdq0Cfuet956i0cffRSA\n2NhYSpUqFQjxpnxx/muPU/inrOevenzo0KF/1Hqin/fDe1yliheN5pc7w4erAaDXb6ZHDydQSfH6\nypVrsmaNlhRBJIpV0WqlkO1367aejz/Wk5xcg8KFfTRpspECBbyA/O9nz26jYsXQ9Xz6aXW6dTNh\nt2/lpZfczJxZId31375tBGoiswWVSqJ588r4/QKzZu2mXDkvL79cFYcDVq7ceUdYVAu8vmZNN4IA\nK1cSOJ6jR58HoGbNTaxYYQKq33n9Vrp0cbN4cQUqVvQxduwuvvvOmGp7m7l0yU7v3lUAKF9+P2fO\nKPe3aZObVq0q3PFr3XLn+WrY7TBx4lq8XqhS5Tly5syS5t9FqlffyObNWiyWqkyfbmfjxu0MGGDk\nzJmaCIJEx44bqFzZC7yMLO7k95tMz1C8uJfx4/cEtidzgDNnYPfucuTMKXHx4o8h5/fPPJ47dwer\nV2spV646Vap4qVTpO7ZvT3092QakPp9bOH7cxjPPVAm7vUGDdrNzp4ayZZ9n6NBkfv01+vd9P48z\ny/U85f+fP3+eh0VEc+xiYmI4cOAABQsWxGKxcPDgQQoWLMiZM2coWrQorgh+1sydO5c333wzIOoA\nfD4fgiCgUqmw2+1oIpjcOG/ePLp160ZycuhsqegcuyhR/rscOSLy1Vc6smSReOMNJ3FxpJuea9PG\nxLp1WkRRYsKE5MCssrT4/XJUKW0UDsBulztP8+XzExenvEz6fPLIj7sZwP/vfxp69sw46jRnjo3j\nx1WMGpW6xTLYjPDII/47kTX58ZtvOhk3Tq6DK1Qolps3g4kXQZBYv95KhQo+zp0TqVIl5o4zgkT7\n9i7Gj5ffJ0nwyCNxIdZnWbP66dvXyQ8/aPjuO/l6rNdLfP99EsWKBdOUxYrFpkoVS8yYYadZMw/J\nyXI9nUoFX36ppVev4Ik1mSQuXLhNs2Ymvv9ernVTqyU2bLCSnCzQoEFoytxi8WO1igiCxPDhDrp1\nk+81V68KjBhh4OZNgddfd1G7dsY2XQMGGJgxQ5l6HzEiObC9FKZP1/HBBwb8foE+fRwMHhx+HuKa\nNRpeey34uTZo4GbePHuGa4gSJRx/2xw7g8HAzZs3KViwoOL5Y8eORdzU0LhxY5555pnAY0mSaN++\nPYULF2bgwIERiTqAAwcOkCdPnoheGyVKlP8OxYv7GT7cQUKCgNMpZDjqY8ECO4mJyWg0kkJ8JSfD\nxYsi+fLJoypEMbyoO39epH59MwkJKmJj/SxZYlOk7VSqu4s6gHbtPGTNamPRIg1r1oR2fwL88oua\nDRvSv/5dvy6i0fh5+WXZm7dTJxdjxug5ckRF48ZuPv9cR4rokySBX39VU6GCj+nTdansroQ7UTiZ\n+fO1ITVwIDeJDBxoZPRoO0895eX6dZEWLVwKUef3w1dfWRk82MjNmyLt2ztp1kxO4aY+J2kv6SmO\nEf/7n52pU31cuiTStKk7YE/Wtq2L+fN1iKJExYpesmSRWLtWGziuoUMNdO7sQqWCNm3MgaHSGzdq\n+OEHa4j9WAoJCUKIqAPCjKuRfWlfe82F3w8ZTfI6cED53nDbihLl7yIiYdeoUSOGDh3KkiVLAs+d\nOXOGd999l6ZNm0a0o9jYWGJjYxXPGY1GsmTJQvHixQEYMGAAe/fu5bvvvgPk6JxWq6Vs2bKIosjq\n1auZPn06Y8aMiWifmYXt27dnyo6i6HFnLrZv387KlbX5/HP5Jt2nj4N69Tx88YUOi0Wib1+nwu8z\nbQ3dsWMiTZpYuHxZJFcuP8uWWdmzR82ePWqeekoWTCllv5Mn60hIkG/WiYkiQ4caqFDBy9WrIi1a\nuHnhhciN3F9+2UOZMt50hd2pUyJZsviB9MTBFjyeamg08M47LgYONPDZZ0Gh8sQTXk6dki/lgiCR\nP7/vzv9XbiX1aI5Bg4ykN4cO4MABNQMHOsiaVSmMXS5o3tzMtm0atFqJ6dPtNGkSvsGgSRM3ixdr\n2bpVfu3YsXKWRa+X/VM9Hjny5naDVguTJyczcKADvR7i4iRGjtzN2rV1FesXBNnKLLVTiNcrsH+/\nKl1hl14p97PPhv8MzRGU9VWqpHyvnGJ+MGTmv+/MeNwPg4idJ15++WWyZ89OcnIyzz33HFevXqVK\nlSqBRoh7QRAERQPFlStXOH36tOLfhw8fzrlz51CpVBQpUoQ5c+bQunXre95nlChR7o8bNwQsFgnt\n/c+L/VNs3qwOiDqACRMMfPqpPmBgv3u3ms2brem+f9QoQ8Ac/soVkWrVYgKdnIsWydG8lKHLabtV\njxxRsWOHHIJaskTLpk1WypSJ3EoqXz4JrVbC7Q5VGd9+q2XmTBuHD6uxWgXy5fPx6KN+du5UhrxS\n1rR7t/KyXbq0n0uX5Bl1kiTQr5+R555Lont3J+vXazh/XkVMjJ/Bgx3s3Klm6VIt9rtkDXfuVFO6\ndByxsX4WLLAHRNCSJVq2bZPX5XYLvPuukSZN5HEzXi/cvi2QLZvcOKHTyWnmhASRPHkkRWftuXMi\nr7xi5tw5Ffnz+1ixQu5ITT1PrnJlL1Wreti6VYMoSowYkYwoygKvXDlvQNyp1RLlysmfxYULItOm\n6RAEeRROvnwSefNK9OrlYOJEOdWdP7+Pd95xhR2pEym1anmZPdvG6tVaChTw069fxn6xUaL8lURU\nYwdy6nTz5s3s27cPv99PuXLlqF279sNe358iWmMXJcrDw+WSB/V+/70Gi0Xiyy9tVK364CIVd6NK\nFQtHj2b8W/TMmdthu11B7vRMSe2FI18+H127uujc2cX58yINGsjRPbNZwuVCMc5j5MhkunYN1me5\n3XKKUh+a8Qswb56WPn2MIXVtANu3J5I7t8SlSyKPP+5Dp4Pu3Y0sXSrbpmXN6mfVKivFi/vp08fI\n3LnB6F+PHg6mTFFaIMyebePnn9Xs3Knm11/VaDQS/fo5GTtWrziOSChY0MuLL8rjX0wmKWAdBnL3\n67lzt9m/X0XLlmauXxepUMHL0qVWJk+W5wSKosSQIQ66dw+er27djCxaFDyGJk3czJ4dqjZ9Pjh+\nXCQ2ViJPnuDnevWqwJAhBmw2gddec1Gjhpfp03WMHSs/B7Jl2I4dSYFU+9mzIm43Ac/ZKFH+CTyM\nGruIhd2/gaiwi/Jv4fJlgTlzdGi10KmTK10xcr9s2qRmxw4NpUt7002ZRcqcOVqF6XxqSJRYAAAg\nAElEQVSBAj7270+66/skSRY9f2YOmc8Hc+fqSEgQadhQrsNKK+wKFvRx/rwY8Jl97DF5PWlTb7t3\nq1i7VotGIzFlij5dX9oU2rRxMWVKMklJ8my4AgX8tGljVniuPvmkl3XrbGTNKjF3rpb33pMH9b77\nrpP33gtfcA9ypOrGDYFPP9WxbJksbJo1czFjRrAZzOsF9Z1d3bwpcOqU7JWb0sDhcEDXribWrdPg\n9Qq89JKbHTs0AUETE+PH7RYU8/5A9mtN660bCYIgBcRonTpuLlwQOXxYjSBIfPyxg44dXdSubWHf\nvuD56dTJyaxZesU2Dh1KDIiz9u1NrFwZFNn16rmZPz+y5oMjR0RatLBw8aJI5coeFi60MWKEQbG/\nFLZsSaJ06cgjq1Gi/NU8DGEX8YDiFStW8Pzzz5MtWzayZcvG888/z/Llyx/oYqLcG5l1/s+/9biT\nkqBOHQvjxhkYOdJAw4bmO2M8IiPS4165UkOLFhYmT9bTsaOZTz8NX+MVKSnCIYW0Hq/hWL5cw2OP\nxZE7dxyjRmUQzkpDnz5G+vUzMmmSnrp1LZQtG8PRo9tJmfOWNaufZctszJ1rp0oVD3Xrulm61BYi\n6mbM0FKvnoWpU/V88omBevU8mExyxEank2jc2EW+fMob/8aNcqoxJgYqVPCRPbvE3Lk2cuYMvu7E\nCTUTJui5fl1OfXo8chr0448NHD6cvoIVRfjhBw0VKvhYuzaJTZuSAqJu82Y1hQrFkitX3J3IHmTN\nKuFybVV05VqtAuvXawICdcMGLZ07O6la1UP16h7atXOHiDogYlFXsaInYAmWWtSBvPaNG618+62V\n3buT6NhRjsKl/S4kJSkfS5IQSJk7nXL0LNW/Ur166B9Aet/zAQOMXLwov3/XLg3TpulZvz60+cRi\nkUL8Xf8N/Fuva/dLZj3uh0FEwm78+PG0bNmSokWLMmbMGMaMGUPRokVp3bo1Y8eOfdhrjBLlP8Wv\nv6q5cCF48z90SB1iXfQgSGvE/u23kXWep0fz5m6FCOrdO/3IFMjjQt5+24TNJuD1Cowda2DfvsjC\ndqnX6nYLqayoBJo0cbFnTxKPPeanXj0Pq1fbWLDAzhNPBG/iS5ZoKVAglgEDlE0Cu3er2Ls3ialT\nbXTr5qRmTS9Dhijro558MjTCkyePFJJCvXBBxG4XQgRTWlGzcqWGggVjyZs3jipVLIwcaaB/fyMT\nJhgUFmCdO5u4eVO2IJs7V8e6dcFzYLdDixZmcuSIo3LlmJB0ao4cEitW2Fi2zEaNGuF/JXTp4uT9\n90PHRKXmzTcdrFplY/v2JJYssTJxovL1Tz7pw2CQ69+efDJ4vnv2dCKKsvh85BE/8fFOqlULrqNR\nI3fg82nd2szBg6lT6kKgUSUSEhNDz3fqtQAUKuTj669t6TqZRInyXyaiVGzu3LkZOnQonTt3Vjw/\na9YsPvjgAy5fvvzQFvhniKZio/wbOHdO5Jlngjdns1nit99uZzhe4V4YPVrPmDHB2quUFGNabt0S\nWLFCg14Pr77qzrAp4tYtgV271OTJ46ds2YxTXH/8IVC0aJziuUWLrHedOQaEpPZSk3qOWwqbNqnp\n1s3ErVsCOp1sTh8uQvXEEz6yZPHfSavK/16unJcKFbxs3aohf34/EybYyZs39LKYO3ccLldwm1mz\n+khOFnE6ISgeJQoX9vP553ZKlPBx/ToULRqXrnXYtGk2Wrb0IEmQK1ecIk3cqpWLceOSMRhg5Eg9\n48YZwm4DJFavtlKlivx5HDqkomlTMzdvCuTM6adfPyeFC/t59lkvbjcUL66cfZeCyeRn//4ksmdX\nHvtnn+n43/905MjhZ/z45HT9XdevV7N2rZb8+X0sXarj8mWR557z0LGji2rVvIii3FxRsGBcyHsn\nTrSnO2swLYsWaXn7bSN+v0BMjJ+1a61kyybRp4+RM2dU1K/vZuDAjH90RInyT+Fvq7GzWCz88ssv\nFCpUSPH8iRMnKFeuHFZr+p1ofyVRYRfl38I332gYNcqAVisxYoTjT43PiBSXC/r2NbJjh5pSpXxM\nnpwcUstntULNmjGcPClHTGrX9rBokS2i7c+YoWPSJD0mk8QnnyTz3HPyMRw5ItK1q4mrV0Xi4vyc\nOCELtOLFvWzYYA07Ny4tZ8+KvPOOnHIrWtTH+vUaJEnAaJRFTMrsM5BTe08+GXfX1LBOJ1G1qpuN\nG0NT0kajPCi3RIn0xeqzz8YoZsFlRLFicuH+0KF6Jk1KT5DJlCjh5ccfrQwYYGDmTGW6unJlD6tW\n2ejb18i8eanXHRxgDLJF2bRpydSr56Fy5RiOHQuuc9YsG02bBqNnP/2k4t13jZw8qUIQJB55RPZE\nfe895z1HuI4eFXnppZiQdD3IjRwp9Z1eLxQpEsutW0FhqdNJFCzoZ9o0O+fPi7z/vjwgeMiQZMW6\nU3PwoIqTJ0UqVvSSL180Khfl38vfVmPXqFEjxQy7FJYtW0aDBg0e6IKi/Hkya23Cv/m4X3nFw549\nSWzbZv3Toi7S49bpYMqUZPbvT2LePHvYBo3du9UBUQewaZOGq1fvXov1yy8qBgwwcuWKyKlTKtq1\nMwXqBNu3N/Pbb2quXRM5cUKN2eynbFkvixdHJuoAChTws2qVjX37kvjwQwd9+zpp1WoD777roGNH\nE88+G8O2bbJgtFqFDEXd44/7mDjRzq+/JuJyhb/kJSfLUcuM+OILG+XKecmd24/ZnPGF+PJlIbDd\nu3H4sJrlyzXkyRMaCdu1S8PixTto2dKFTpd6n8rtJiaKdOxo4sYNIbDv4FqUx1yhgo/cuf0kJwvY\n7XLX74cfOgKizu+XnRpKl47hlVfMJCTc/RhWrtSGFXUgj5ZJQa2GBQtsFC3qI1s2+XhdLoGjR1W0\naWOiY0cTFy6ouHhRpGvXvenuu0wZH02bev6Tou7ffF27HzLrcT8MIppj9+STTzJ69Gi2bNlC5cqV\nAdi1axe7d+8mPj6eCRMmBF7bp0+fh7PSKFGi/CmOHBE5flzF00+nH9XImVP5vNEo3VW0AIHi9RQS\nE0VsNoEsWaSQf7PZRA4cEJkwwRCSQr0bO3eqefVVM06ngChqkSRDoNatbVszR47c5vhxVcB6Kkgw\notW6tSuQ5mvZ0s3WrZqQ14Bcl1ewoA+jEapU8TJvno7Fi7Xkzetn4sRkihb18913cnZixAh5lAeE\n7zZt2VLeX9OmbubO1Slq4kLXCgkJomKESQoajYReD9euibz2mosTJ0S2bAmfK3c6Ba5fF2jVyh1w\nWjAY/OTIoRSMFy8KbNgQ3Mbhw2p++klNtWryD4wvv9QG3p+QoKJHDxMrVmQcxc2ZM3x6Ni5OroNM\nTaVKPnbuTGLuXC19+gSVvixAg+fJ5xO4elUMaW6JEiVKxkSUii1QoEDwDUKKdY2keJzCmTNnHuDy\n/hzRVGyUKDLffKOhUycTPp88TPjbb9O3XJoyRZ7/ZTTKKdW6de/eonvzpsALL8Rw6ZIsUKpX97Bs\nmXzz79nTyP/+FypSUr8mEg4dUjFggCFkUG9qduy4TZ06sVit8nVIEGQ7qt27g+9RqyVee83FiBEO\ndDrYvl3NgQMq8uTxM3iw4U5ESXkdi431k5gYFF9PP+1l40Yrfj9s26ZGkuSi/YQEkVq1PKxcqWXS\nJD0qlUSnTi6Fx+hvv6nYvFnN9esCuXJJNGjgpnVrOaoJshfrDz8k0b27SeGoYDRKjBtnZ84cPXv3\n3v03eLlyXtats6JWw8KFGoYNMwb8XDt3djJ6tCyqk5KgSBFlveAzz3hxOOC119wkJIhMmhRMCUcy\n1sbrhXfeMfLNN1oee8xP69ay9Ve9eh4KFAgv+hISBKpWjVGkZVPzxBM+fvwxCUPGmWwFO3aocTrh\nhRe8IZZmUaL8E4nOsbsLUWEX5b+Gzwd79qjRaiWFV+ndSNt80KGDk7FjH+x0/EuXBJYs0WI2yz6f\nujtazu+Hr7/WMnq0XtHt2Lixi88/T78r0+mEDz4wsH+/GpNJupNqVQoug0EKjM14+mkv06bZqVhR\naVXYpYszrDdofLyDQYNkwbV1q5ouXUz88Udk3chZsvg5eTKR1183sWaNHO2qV8/N//5nDxmx4vHA\nTz/Jx5Beg4kkweLFWi5eFKlb102xYn4OH1bx2msmzp8XqVfPw6xZdnbuVNOkieWu66tZ002XLi6q\nV/eiUsljZjp2DHpjCYLExYu3AwOUly3T0KePCbdbtu9KEYAAH39sZ/BgYyDK+M47zpDO4QfFmTMi\n33yjxeORGD06tfmuxIoVVqpWjfw736OHkQUL5C/hc8/JPyKi4i7KP52/dY5dlH8umbU24b9+3D4f\ntGxppn59Cy++GEN8vHzji+S4LRYpw8cPgjx5JHr2dNGhQ1DUgTyrrXVrd0ghfhqr6BCGDzcwe7ae\n/fvVd2yrlIopf/7vWb06if79HQwZkszy5VYKFPBTokSwRjFfPh/x8Q7q1g3tsExpKLh8WaB1a/Nd\nRZ1aHVx/nToejh4VA6IOYO1abcjMup9/VvHiixYaNLBQo0YMH3ygDDft3q3i1VfNtGplolgxH336\nOClWTI5olSjhY9++JK5evc28eXa02pTPbUvY9RkMEj16OKhVy83332tp3txCq1ZmfL7Qz9tgAI1G\n/k6NHKln7lwd7dq5OHPmNjdvKs+zIAh8+62V+HgH06bZ+fDDh2eX9fjjfnr3dvLuuy7at3eSMqcQ\nBHr23Bvxdi5fFgKiDmD7ds3/2Tvv6Cjq921fs303DUILvYiKVEEQhAABKdKb8ApIU+lNQEBR2k8E\nKYKIXwEFKaKAgkCQIi2U0JQmHVG6VIUku5tsnXn/GLKbyaaCSMlc53iOE3bKZ8vsvU+5n4DRa48L\nT/p9LT1y6rofBI/nO19FJQewf7+OrVv9IYcFC4wMG5a1L9mPPkqkQwfZnb9KFQ+DBjkz3ykdTp7U\n8PHHZkQRhg51+OZypkYU4dQpLRaLRMmSIg0bujl61H+LadAg4xRvcjNEWkycaKd8+USef15k2zbY\nuVOetDBihIPoaBtz5xpxu+GNN5zkzQvffmtn1iwPY8f6o0DJ5z9/XuuL+qWkSRMn+/bpuXNHQ1SU\nm+HDk/jxRwMmk8Q77zjS9Bp0pnha+/e3sHSpMgX9+ecmDhzQ0rOnk1q1PHToEOJrMjh4UMehQ/GE\npArIaVKc5oUXvLRt60L2glfWBHbp4qR3byfly/vtQ7Zs0bN/v47nnvMSFCRit2sAiV69HGi1MHOm\n0Websnu3Ho0Gqlf3EBsrv89MJonISDdlyohUrepFkuSOV6MRhU/gg0CeEOFf36VLGrzerE0sMZlA\no5EUtjJm8xOTjFJRyRaqsHsCiIyMfNiX8FB41NZ9547AjRsCpUqJGXrBZRW9XvnFJAgSBkPW1v3c\ncyK//RaP1Src17gymw3atg3xRbd279bx668J5M2rPKbXC127BrFhg7zw995LYtQoBwULipw6paV+\nfU+mtXup/dOSMZkkund3YTJFMnOmkYkTZWGybZssRkaNcvDuu/6atosXNUgSDBzoJG9eiUOHtNSo\n4aFdOzfLlxtYtUqPxSIpOlaTU9Ver2wGHBoq1+ItX27EZhNYu9bAtGmBaeTkDMrp05oAUZfMvn16\n9u3T07SpU9E5+s8/Gq5c0RARIWX4vpk3rxozZ97hyBEtXbsGc+eOhkqVPIwc6cDjCZwOYTRKzJ9v\nuivqAAS2bNHToYMroFZvxQqDomu1ShWPb5aqJMGbbwaxerV8URUqeChRQqRbN3k26/3w558ajEZJ\n0dRTo4YHk0nyTc2oUycSrTZrNZm5c0tMnJjEqFGyVUqvXo5slS48Sjxq97X/ipy67geBmopVUfkX\n2LZNR8WKYdSsGUb9+iHcuZP9mZypqVbNS7duckhIEGRLitSCKiM0Gu57Bu3lyxpFyjI+XsMffwTe\nNnbs0PlEHcjmyAkJ8MYbLqZOTcpSQ8bQoQ4EIS1jYNFXG5batDj19pgxZipXDqNKlTBGjjTTsaN8\n/nbt3GzYoKdv3yA2bTKQmCjw1FNeund3sGtXvK/+UKvFZxT94Yf+gfKXLmn5+We9b9QWyJ2gzzwj\niwddFn4ir19vJCxMGfUaNcpMpUry+yYqKlSRFl261EDPnkFMn27CaIR16wy+RgOXCxITZTE8ZkyS\n73nr3t3JCy94FWlkgJMntdSsGaaYZgFKKxKAPXv07NwpL2b/fq1P1IE8IWXtWgMdOwZz8uS9fXVI\nEvTsGUS1amFUqhTGjBn+WshnnxVZvdpKly5OhgxJYvHirDfaAPTq5eTcuTjOno3zNYqoqOREVGH3\nBJBTaxMepXWPGWP2eamdPKlj3rzA6E18vBBQz5QZM2Ykcvx4HGfOxPvSqf/luosVExViJjxc9EV0\nMkKSBHr2DMKTQWBHFOXaKKcTtmzRsXSpgTp1AgXgoEHyl3RsbCzVqysPmHL7/HkNn3/uFwpffWVS\nCJD9+5Xqy+OB6dOTKFcucD1eLwECdsMGPStXWnn9dSedOztZu9bqE4GlS4v07Zv5tIOUnbYAO3b4\n/d9On9by5Zfy+2bFCj39+wexcqWBCRP2M3iwhTlz/Gs7dUpH06YhuN0weLCTM2fiOX48junT5ahi\nz55OhUhOTlGmHot2L7jdgqJ7Nzvs2aNj5UqD71omTDARF5eyO9fLzJmJjB7t4OjR7L/PQ0MhT57H\nOwX7KN3X/kty6rofBFn6dJ44cQKtVkuZMmUA2LRpE4sWLaJcuXKMHDkSbVaKIFRUnmBSjoKSt5X/\n/vnnRsaNk9NEAwY4+L//y3pEoVChh/dFFRQEq1db+eQTEx6PwNtvpz2doG5dD40audi0yR/h2bLF\nwLp1Llq1ChRrcXECbdsGc+SIjrAwEatV8IkPnU7yPZ8FCoi0b+/fv18/J5Iki7QqVbwMGuQXU599\nFiimU/rLvfCC8kUpUcLL+++b0euhXz8H+fNL/Pmnhvnzjfz1lxBgw3H1qpZ9+3R89llgStbrhREj\nHJw8qU3XJy8rrFql5913HezerYysHToUeI+9fFnL9esaihYVAyK5efNK6PVyZC87NGvm8hlmV6/u\npXVrlyJqB/LrU6nSvaU5U38uJEnA+3hmTFVUHlmyZHdSvXp1hgwZwmuvvcbly5d59tlniYqK4ujR\no7z++ut8/PHH/8W1Zopqd6LysPjpJz1vvRWEyyVQooSXDRusPvPfGzcEypYNU0RLduxIoEKFJ+cb\nzemEb7818M47ytESc+faad/ehdcri5/kGrKUBr+pCQ8XqVHDg04n1+o9+6w/opb6OMmcOqWhVi1l\n223z5k4WL5ZFmCjK9WJr1vh3TGks/PTTXn74wUqDBqH8/Xf6iYyPP06kVy9lI8qvv2rp1CmYf/7R\nBBTw34u4q13bTe7cItHRfqHapYuT+HiB6Gj/9RcsKHLoULyiIzkZt1se+TZ2rDnLUboWLVwsXKi0\nb0lunkhIEFi82Mjt2wLdu7t45ZXMU+tp4fVC585Bvh8AD9JKRUXlceBB2J1kKWJ35swZqlSpAsCK\nFSuoXr0669evJyYmhu7duz8ywk5F5WHRvLmbAwfiuXJFQ/nyXoL9FmI4HELAl2ti+nZujwx//SWw\nZIkRs1nijTecijUlI0kwbJiFRYsMAWJLq5Vo2tTFypV6Bg0KwumUv8jHjHGk2ZWaTMWKXpYssfu2\n//xTw/ffGzh/XkN0tAG3WzagXbLE5htRltbxxozxR/Oio/UKUQfKaN7Zs1qqVAlLJcqUaDQSdesG\nCpphwyz8848sBgP3T448erlxQ4665csncutW+uJRtnqRZ+uGh0uUKeNl7NgkLlzQkpgIv/+upWxZ\nL6NHJ6Up6qZNMzF5sgmdDkaNSkKvh3HjLIrHlCrl4dy5wHrF1J58J09qWb1aHnc2a1ZiljpUM0Kr\nhe++s3P4sAOzWaJs2QfbaauikhPJUo2d1+tFf9fpcevWrTRp0gSAUqVKcePGjQd3dSpZIqfWJjxq\n6y5SRKJGDW+AACpeXKRDB3+Up149N1WrerlxQ+Czz4x89ZWRpGwELf6Ldd+5I9C4cSiTJ5sZN87C\nq6+GIKbxHbxpk56FC41IknB3koH/l+fo0fKiBgwIIilJTrV++qmZX37R0rmzE4Mh7V+pKS1drlwR\naNgwhKlTzaxYsReXSxbJO3boadIkBEmSxeW33xoUNWWCICnqHJMnUyhRnj+1KMuVSwz499mzjcyY\nYeLCBf+tM+1jK0kWdQBduzoDmijS4vx5LdHRNlq23MzlyxoaNw5hyxYDly5pyZNH8vnfpeTkSQ0T\nJ5rxeuXXY/JkM+3auahSxZ8D7dPHgV4feM3PPquMIJ8+LZ/zk0/MDBsWxNtvWwL2uRc0GtnGJTNR\n96h9vv8r1HWr3C9ZEnblypVj9uzZ7Ny5k61bt/LKK68AcPXqVfLmzftAL1BF5Ulg9uxEoqOtrFhh\nZflyGzabQOPGIYwbZ2HkSAuvvRbMozQD5sABrW9cGMiTFK5fDxQDKQvfZQR0OgmDQeLMGS02m6AY\nXQVyE8nWrXpcrsDjGQySwi9t1y49cXFp36aOH5evad06PQsWmBRRUUkS+PJLE2vXyj9IW7Rw89RT\nfuFSsKDImDFJAeItmXLl3Hz/vS3VDFSJxYtNfPihmQYNQnwD6uU6v6y/eFu26JkwISmFEJXQaAL3\nT3m9W7boFfYsqevekkn9XHk8Ah6PwE8/Wfn+eyuLFtnYt0/Hn39qfNes1UpERbn54gu7Yt/Nm5Xn\nTJkG/rdZsUJP6dJhlCgRxsKFD+48Kio5gSwJuylTpvDVV18RFRVFx44dqVixIgBr1qyhevXqD/QC\nVTInp/r/PE7rFgSIjPRQv75cO/bLL1ouXfJHcXbt0nPjRuaRn127dJw+/TKnTz/YhvYiRUSF2AgN\nFcmdO1B8NGrkDhBHHo+AyyWwdKmRjRv1tG/vj1aWL++hVi2PL3XpRz62yyXQv3+QT+QWL57y2FGK\nPcLC5Gv6++/0n7cVK2SRkCuXxNatCSxaZGPdOisnTsTTvr0r3eaCiRNlH7TOnZ3odFKAfcjt2xpi\nYmTR2KOHK6Aj9qmnPAQHi2kKtuLFRTp3dhETY2XePBuTJydRqJDyOQwJERk2TD5mZGRkqucBkpJg\n+nQj8fHKtVet6qFqVX90rmlTF8WKyXYxDRp4+O47A0eO6O42pwi0bu3k6NF4fvzRRoECEl6vPG5s\n4UIDefMqz1mixIOpCb11S37Nb9/WkJCg4Z13LJw7p3kgn2+7Hb75xsB33xlwZN7E/FB4nO5r/yY5\ndd0PgizV2NWpU4dbt26RkJBAeHi47++9e/cmKCgogz1VVFTSonBhUWEsGxIiZeo5N3++keHD5XSY\n2Syxdq013SkQ98tzz4l89lkin3xiwmyWmDw5Kc1h7LlzS/zwg5WWLUNISgoUmzdvapg9O5E2bdzY\n7dC4sRuLBdq3dzJ/vjGFYa9foMTEyCL37Fkt77xjISxMRKeTxWapUl5iY/XkySMybVoSJhM0aeJm\n6lSRa9cCz59SjIaGypG7ZOSIVOA+Go1E4cIiv/+u4dNPTSlStMrX58wZDSdPaihbVmT8eAcOh4bN\nm3U8/bTI//5n57PPTKxcacDhkLt8tVrZhHfqVLnAsmJFL5Mmmfj558AIldWq4c03g9Bo7LRo4aZF\nCzd6veSb3yqKAhMmWPjuOyMxMQm+6RUGA6xZY2XDBj0GA9Sq5aZLlyAOHtRRvbqHK1eU6w0JkShY\n0L+unj39hsQlS3oZMCCJNWsMFCwoMWuWHVGEdevkSF6TJi6f3cv9cPu24FtX8tr+/lugVKn7P3ZK\nnE5o2TKEw4flr72lSw2sXm2777pBFZVHjSx1xT4u5NSu2NjY2Bz5a+dxX/eCBQamTTNjNktMm5ZI\nVFTGbv516oRw/LgOeXZoFL16OR4JI1aXC777zsDx41ri4wVWrpRr2zQaiSJFRN57z8H/+39yaCwm\nRkdcnMDLL7v55x+Nzwx3yBD/D8SgIIkjR+KoUiWXr35NECRmzlzH66/XSvMabtwQ+PlnPQcP6vjm\nG/n8RqPETz9ZeeEFpfidNcvA5MkWXC6lTY1WK5E/v8QHHyTRsaOLnTt1tG6tnPeVN6+I2w0JCXKt\nn04n+aJpAwY46NZNXueYMSY+/9yvhKtX97Bhg5UDB7RcvKjhpZc8CAKUK5dLcfyUVi8AjRq5GDDg\nZyIjI3nxxVD++CNQhSxfbqVhw7TfO8OGWViwwF9rGBHh5fp1/zHatXPy1Vey0IyPFyhZUnk9Eyfa\n6dPHH9Z8660gfvxRFn5lynjZtCkhzaaa1OzZo+Pdd804nQIjRsiG0cl4vdCiRTD79skR0IoVPWzc\naOXAgX/38/3LL1peeUWpRPfujVd0XT8KPO73tXslp677oXXFJiUlMXPmTLZu3crNmzcRU1RRC4LA\n0aNH/9WLUlHJCfTo4aJHj6wbjaUeuZXeCK7/Eo8HOnQIZudO+Uu5USMX8+fbfA0Tly5pGTDAQqVK\nHhYuNPLll7LJbunSXkaPTqRwYZF69TwkJgpMm2bCbIbp0+24XIKiKUGShAxtSAoUkOja1UXXri5a\ntXJx9qyW2rXdAQX669frGDtWmWUwGkWKFJH44gs71ar5RWCVKh5FlAygY0cXJ05ofePMPB6BP/+U\nhdLQoRaef95L8eIic+eaFOc4f17DggUGhg2Tzx0eLrJqlVUxQgvk1GlKm5OUr/FXX9lp3jzEZ4Sd\nTHrTSO7ckesPUxLot+jftlikgOv54gsTcXEa1qwxUKiQ6Es/g2yovHu3nsaNM7Y+sduhU6cgEhLk\n169v3yAqVUqgdGn5tdFqYeVKGytWGEhMlLtzo6JCKVnSSLVqpNn5ey/kzSsp7Gh0OinN8gIVlced\nLBXq9O/fn8mTJ1OyZElat25Nu3btFP+pPFxy4q8cyHnrnjYtkbJlPej1dWnSxBH9kGYAACAASURB\nVEW/fg+/SOjoUa1P1AFs2mQgXz5RYT/i9Qr8+adG0aX6xx9aunULoUOHEDp2DKZ3byd//hnP8ePx\nNGrkISJComZNv2AoXFike/eaiCIMH27mxRdD6dIliG++MdCgQQiVKoVSrVoolSqFMn68PAUktag7\nfFjLW28FhpdefdXNr78mKEQdQHAw9Ozpf461WomCBb3pdrRKksAvv2i5cUOZWgSoWdPNF1/4xd7t\n27J1y5df2gkPF7FYJMaOTWT69CRq1nSj00m8+KKHzp2dOBxR3LkjUKmSlxkzlA0OrVq5qFw57XT8\n8OEWxTg4kA2IkxEEiVat/Nt6PXTurPTou3pVw5QpZs6c0RITow+oGcydO/NoV3LtXDIej8ClS8rr\nMpuhSxcX589rWbHCyO+/a/n550ZMm2ZKfbh7plQpkcmTkwgOlggNle1b8ud/9IRdTruvJZNT1/0g\nyFIqNjw8nOXLl9OwYcP/4prumZyailV5/Dl8WIvbDVWretE8ooP+Tp/WMG6cmcREeXpGo0Ye/vhD\nw4svpjQGlujc2cmZMzoOHJATAgULiuzYkUCVKmEpauqU9O7tYNIkZVo5MREWLTKSlCTQsaOTiAiJ\nV14J5tdfU0ah0jcALlPGS8GCIh98kESFCl6iokI4eTJ1kkJi+XJbuqlMkDs25883sn+/P1Xo9cKJ\nEzosFlFRp1e6tJfY2ATq1/efK29ekYMH42nTJkQximv8+EQGDvQLqT/+0DBmjBmrVaBvXydWq8CA\nARa8XoFChUQ2bkzg+nUNBw5oiYvTULWqhwYN0r/uunVDOHbMf75GjVwsW2Zn0yYdhw7pqFHDE5D+\nP3dOQ1RUqO91KlLEy5Ur/tRteLiIyyXgcECbNi769HFit8tzd1PW6qXE64XGjf1rL1RIJDY2gVy5\nAh/ftm0w27f7X9+WLWXTZBWVJ5UHkYrNkrArUqQIW7du5dlnn/1XT/5vk1OFXU6tTXhS1j1kiIVF\ni+RoVvPmLhYtsgcYxabkYazb44Hnnw/zWaAYDBK7dyfw1FMin3xi5KOPzKQUWD17OoiIkEhMhG7d\nnBQpIrFunZ4+fYLuphIDBVnylIr0WLJkN4MGNc/2tYeEiOTJI3HhgrI+LTxc5Isv7DRq5MHjgWPH\ntISGKu1WQBaYRYrkVvxt0SIbr7ziZsECA+++60/tajQSN2/GER8vMG+eEY8H3njDSYECEkeOaOnY\nMZgbNzTUrevmu+9svoYUSYIqVUK5eDH5GiUMBu5awmwHonjuOQ+nTsni6P/9PyezZ2fscp16usey\nZVYaNQoUgpcuabh1S6B8eS9Go+yFt3ixgRUrjNy+nWyLIr9WPXo4GT48iSZNQu5eq/xvQUESy5bZ\nqFUrbaGZkADz5plISoLu3Z0ULpz2187cuUbeey/ZL287n39ejU6dsjkX7THnSbmvZZecuu6HVmM3\nfPhwpk+fzpw5cxAy+sZRUVHJFpcuaXyiDuCnnwwcOOAISAs+bG7fFhS+di6XwJkzWp56Srxb+6a8\nL2zapOfw4QTF35o1c3PhQhxOJ8ybJ8/OTbnfpEnyF3/Xrv4vckmCadOMbN+uR6u9N38zq1WD1ar8\nm9EosXGjldKlRVwuePXVYGJj9QiCxLhxSQwc6EQU5c5Xk0kKqLUzmSS0Wrh4Uauo24qK8qDRyN24\nw4crU+XPP+/l5Ml47HYCGg4SEoQUog5ACLBiSRZ1AMuXGxk82EGZMumnQkeNclC4sMiZM1rq13cH\nRCWvXhV4880gfvlFhyQJVKrkITraStmyInnzclfUydcSGio3wZQr56V16+AU1yqv226XayRr1bKl\neS2hoTB0aOalA717O8mdW+LQIS25cyflOFGnovJvkKWIXYsWLdi1axdhYWGULVsWnU6HIAhIkoQg\nCERHR/8X15opOTVip/L4cvWqQPnyyk7EmJiEex6y/qAQRahdO5RTp+Qv9JAQiT174ilcWKJJkxD2\n71f+RixZ0svBgwlpHcpH//4Wli4NrIxfuNBGy5Zyfd2HH5qYMSPtmbIg13g1a+bi9m0NISESCQkC\noaESGzfqiY9PP6f93ntJPuG1Zo2eHj38Skunk7h4MY4uXYLZtk2uK2vTxsWaNQY8HoH27Z3MmZPI\nrFlGxaiumjXdLFtmy1KXaFpERYVw9Gjav7XLlfNw4oTy3w4ciKdUqXvv6KxVy/96JjNtmp033nAx\nc6aR8eP9a3vmGS/Ll9uoVStUYVqckgYNZFNnFRWVrPPQInZ58uShdevWaf6bGsFTUbl3ChWSGDEi\niSlTZPHSo4fzkRN1II+BWrXKyvTpJux2gZ49/em0l15yBwi7117LPNIyY0YiJUuKfPaZEZtNOeUi\nWditXJl+lK5+fTcff5zo665MydmzGv73PxN//KFhzx5lTd6ECUn07euvbUtd0ygIcsQxufNVFAWi\now2cOhWP2w0REfK69+xRrtlkCozEZYeVK2188onpbgrXf18tWdLLjh1Wxowx+xowBg1y3Jeos9kI\nEHXgfy569HCyZo1sZhwUJPHRR4mcOKENEHXJXoz58om+EXIqKioPF9XH7gkgp9YmPEnrvnZNHv1U\ntGjmX9aPyrqdTjkFFxYm8emnJtas0SMI0K6di/r13SxcaCQkBAYPdqRZKJ9Mv34Wli3zR+7mzrXR\nvr0s7F5+2W8om1xrBrLX3d698RQpIk+eCAuT0CudPQBYu1ZPt25+taXVSvz1VxyGFHrR7YaOHf3R\nuUmTkihQQKR7d2UU76+/4hTnqFw5VJE+ffNNOTV67JhstRIWJrFunYGSJb307etM8/pS8+efGqpV\nC1P8beDADYwfXwOQZ+cKAooatYQE2TIku17xTz8dppgAUqSIl337ErDcDdR5PHDxooZ8+URCQ+X/\nTxmxK1rUy88/J2CzaShYUMz2+TPjUXmf/9eo685ZPLSI3YNg0qRJvP/++/Tv359Zs2al+7hjx44x\nYMAAfv31V8LDw+nduzejR4/+D69UReXBI3cUpv3hTkiA//3PRGKiQPfuzjQfc78kJYFOR5bEB8DP\nP+t56y25EaJ5cxdff233jcC6ckUgMjLUZ3Gxc6eOrVut6R5r2rREwsMloqP1XLmiZeDAILzeRF57\nzcXUqXZatQrFbhcQBIkKFdwUKybRr58sFps1C2bvXj3h4SJLl9oUtYl2O9Sp4yYy0u2rnxs9Okkh\n6kBe8/ff2zhzRkNoqEThwhIuF4r9RoxIUjw3suhRRryuXNEwf74cUVu82EjKpoPz57XMmJFxswPI\nIjM1Tz/tF/tFiijfI2PGmPn8cxNarSxI33or6++PwoVFhbCLjPT4RB3I74eUjSTFi4usWGHliy9M\nBAVJvPeeg4gIgEfL4FdFJaeTpYhdhQoVAndMUWOXXYPiffv20alTJ0JDQ6lTpw6fffZZmo9LSEjg\nmWeeISoqijFjxnDq1Cl69OjBuHHjGDp0aJrXlBMjdipPLpIEDRv6rSLy5JGtIgoU+Pd+4Y0ebeaL\nL4wYDDBzZiIdOqSfRnW7ZSH0zDNhCsPglB2tqWvWAP78My7ADNbjkcUDwPbtOtq29U95MBgkypXz\ncviwjtBQUeGD9t13ckdq6jqwSpU8xMRYEUXo08fCihXJ4kpOLfbr5wzoeM0Ijwd+/lnHe+9ZuHJF\nS/78It99Z6NKFS9uN0RFKWvUUjZRpKZoUS+//ZZxzWEyfftaWL5cjmC++qqTL79MWxAePqzl5Zf9\nkxQ0GokzZ+LJk0dec3S0nkOH5FFiTZoEKsahQy0sXOiPlE6alEjv3g/mh4OKikraPLSIXWoTYrfb\nzZEjR9izZw/9+vXL1gnj4+N5/fXXWbBgAePGjcvwsd9++y0Oh4NFixZhNBopW7Ysp0+fZvr06WkK\nOxWVJ41btwSF99k//2g4eFBH06YZu/2nRVycwOLFcriqa1cXuXJJ7Nun5X//k6NMTicMGmSheXOX\nInKTfB0dOwZz6JCOihU9AX509hRWY08/7VWInIgIMWAO7vDhZhYsMBIWJvHll3bFtAOQu26TU7Ap\nRR3I9W+vvOJO4xrk7VGjzHdFHSRHzBYsMKHVQtmyXl5/3eUTlKk5f17DypUGcuWSpzB8/rnR5+N2\n86aGpk1DCAqSiI8XaNXKhdEoceSIfLD0RB3IqeOsMnt2Im+95USSCBiHltZ6kxFFgenTTXTo4OLw\nYS1Dh/pzo3Pm2AME+4QJiWi1EseP66hb103PnqqoU1F5EsiSsEtPgE2ZMoVLly5l64S9evWiffv2\n1K1bN1OVunfvXmrXro0xxUyZRo0aMXr0aC5evEjx4sWzde4nlZxam5AT1p07t0S+fCK3bsniRquV\nuHNnO5D2zNT0+PhjE1OnmpAkWQwsX25k69YEEhICBZXDIWCxKD+bkyaZfQLz6FEd5ct77s6thVKl\nvAgCzJxppEkTN8WKieTLJ3HjhnzssDARUfQX5v/8s96XsrxzR6Br1yAGD3YQHCz6mihKlfJy7lzq\n4v7tQBRPP+3F5ZItR4KDJWw2AY1GYvBgB1YrzJ+f9gyqefPkc+7dq2Pu3MAo2F9/CTRsGJLC5iMQ\nl0u46y0Hq1YZ6dLF4RN2INfilSvn5fnnvSxaZCBZWP7+u5bLlzVZqqEEpaBL731uNksUL+5VpIRn\nzzbx9ddGKlZUWpv89JPeJ+yOH9eydauOkiVFpk59dBsecsLnOy3UdavcL/flcd+2bVuWLFmS5cd/\n9dVXnDt3jgkTJgCZd9Rev36dAgUKKP6WvH39+vVsXq2KyqOLPGXBwMKFBmwpHCP0eli+3Eb16h7K\nl/cwZ46d4sWzF7Y/eFDLlClmn6gDuSPyzBktkZEeKlXyi4D69d18/72B335Tiqrbt5Wf1YIFJebN\ns9GlixOvF4YMCWL8eAv16oWyfr2eGzf8t5YzZ3ScP+/f/ucf5bGSkjR8/LFF0RlbpIhIcLC8To1G\nolo1N0WLeunXz0GvXk66dw/io48s2GwCuXOLrFljpXNnF3a7gNeb8X1l9eq0O2137tRnKOrSonRp\nL0WL+kXYkCEOYmKsvPGGk5QefaIoEB+fPQeBrVt1VKgQRseOQXz2mVKs/vKLlmbNQnyizmLxC0an\nUwiYCZvcQXv4sJZGjUIYP95C9+7BTJny743sUlFReTS4r+aJXbt2YUmds0mHM2fO8P777xMbG4tW\nK9+MJEnKMGqnWqlkjZz6K+dJWbfbDW3ahPDrr/LH8ZtvjGzYYPUV+T//vJcNG1I2HwSu++ZNgY0b\n9eTLJwXUUyVH+1Ki10sUKCBiscC6dVY2bdLz6686Zs82sW2bHq1WYsUKG3XryqKvWzcnGzfqcbkE\ndDqJevXcDBoUFGB/kZQkcOKEFp1O8okLi0VSDLNv3NhNWJiYoc+c2w07dyZw4ICWMmVEypf3AlWA\nJBISYONGvzi7c0dzt97PS0SERLNmLtatS98mxWwOvOccOaLlwIHsiTpBkPj+eyPz5tm5fFlD/vwS\nkZHy8/Xcc15q1XKze7fccVGrlpsyZbJuY+N0Qo8ewXfTzfUZN05ubqhSRT7G6tUGX+QQUIh2gI4d\nnZQsKXLwoJYaNTyMGCFH5qKjDYq09/ffGxgx4uHPHE6LJ+XznV3UdavcL1kSdi1atPA1S4AsyK5d\nu8bhw4cZO3Zslk60d+9e/v77b8qVK+f7m9frZdeuXcydOxe73Y4+VUteREREQGTuxo0bvn9Li379\n+lGsWDEAwsLCqFChgu8NExsbC6Buq9uP1Hbu3HXvirrtABw+HMWJE1rs9h1Z2v/pp2tTv34o167t\nBKBnzxpMnpzk+/eaNSMpXdrLH3/sAsBiqcvs2Xb++GMXf/whH691azcjR+4HtEAUXq/A5Mn70God\nREZGUq+eh2nT1nH2rJZXX63FypUGEhPl60u2IEm+/nLlqtGpk5MlS/ai0cDw4dXJlUvyXY/bHXVX\n1G1PtX8MICAIdUlIEGjU6CDPP+9hyZJqivW+9FLkXWG407e/PH9U/vdPP619V9ilPr68XaGCnMae\nNm0fixYZEMUobtzQIIpprye9bUnawYkTMHJkJOvXW5kxYx979sDQoTW4dElD5cpbKFlSoG7dSJo3\nd7NvX+Drd/u2QFJSPYoUEZGk7b5/t9kEbDbl9SxcuJfERBeRkZEUKiQqrqdyZQ937uzgxg0Nr75a\nkzffdFGmzDa6d1eeLylJD7ziW4/F4gFeUDy/D/vzoG6r20/ydvL/Z7eMLTtkqSu2e/fuCmGn0WjI\nnz8/9evXp1GjRlk6UXx8PH/99ZdvW5IkevTowTPPPMOoUaMoW7ZswD5z5sxh5MiR3Lx501dnN3Hi\nRGbPns3ly5cDF5NDu2Jzam3Ck7LuQ4c0NG4c6ksharUShw4lpFuPlXrdixYZGDLEXyiv10tcvx6n\nmDcbFyewerWe4GCJNm3c3A2ac+SIlgsXNLz0kofKlcMU0ZyXXnKzbl3akwRmzzby/vuB0fpnn/Uw\nb56dOnVCfVGk4GCJ33+Pw3Q36/fNNwYGD07f9EyrlRTp1NGjkxgyxKFY9yefGJkyxYwoQufOTj79\nNIlVq/RMnWrGZJIbH/btk38o5skj3k3/yrV4X39tp3p1D88/H4bTmbWsQOvWLjp0cHLzpoaYGD1r\n1vgjguHhIqVLi/zyi873vP32m47ERPl8c+faadcusNnl8mUNDRqE+CKqY8cmMniwv4HhtdeC2LQp\nWaBGAfDhh4n07+/E7Za7Z3/+2UDRoiLLl9uyVL/n8cDbb1tYv15PqVIi8+bZKVHi0bQreVI+39lF\nXXfO4qF1xS5cuDDdfzt//jwlS5bM9BhhYWGEhSmNNy0WC7lz5/aJuvfee49ff/2VLVu2ANCpUyfG\njx9P9+7d+eCDDzhz5gyTJ0/OtJtWReVx4ehRLa1bh9wVMhIWi2w7kdUie4C8eZU3hfBwidRVDLly\nSXTvruyKXLjQwLBhFiRJIG9ekYIFRc6f99fWtWiRvu3Jm286OXhQx/r1eooWFWne3MVzz3lp29bN\nokUGRWrQZhO4fl2gRAn5OuvVcxMeLvrq2UwmSSEoU9fIXbigTJH+9ZfAtGlm3+zWH3800q2bi969\ng3zpX7NZpHVr+Rrz5pUYMcKJ0ylQtaqHGjW8HDmizVDUpWzkCA0VGTMmySeAXnzRw5Ytel9XamSk\nm+hofw3c3r3+zIMoCnz5pYnatT28846FCxc0VKvmoXFjN4cPaxVp8okTzfz0k4H33kuifn0P33xj\np0cPWL/ef11z5xrp399JYqLAsWM67HaB06e1zJtnpEYND9OmmTAaJT78MCnNjlqdDj7/PHM/PRUV\nlceXe548ceDAAaZMmcKqVatwp+WqmQXq1atHhQoVfD52PXr0YMeOHZw7d873mOPHj9O/f39++eUX\nwsPD6dOnT7oGxTk1Yqfy+DJkiIVFi/yi4MUXPWzcmL6Zb1pIEowYYWbxYiO5c0vMm2f31XolM2uW\nkehoAyVKiHz8cSJ58ki88EKoQsh16eJkxw4df/2loWVLN3Pn2tO1BcmIH3/U8dZbIYq/HT0apzDX\nvXBBw6pVBsLDRW7e1DBpUnrzYCVmzbLTubP/HrN/v5YmTUIVjxo7NlHhaZea4GCJ336L93npORxQ\nr14oZ87I609ZEwiQN68s5m7d0tCypSvA/+7UKQ0bNhgoXFikYkUPtWr5f7Qmj9lKpnp1N2630rYG\nUHQ7p8RikThwIJ6ICImvvjIycqR/XeXLe9i508qyZQb69fNHPTUaCZ0OX91deLjI0aPxAbY1Kioq\njxb/ecTu2rVrdO3alX379lGtWjVWrFjBjRs3GDx4MFu2bKFKlSosXrz4nk8eExOj2F6wYEHAY8qX\nL8+OHTsC/q6i8iQQEiKluX36tAarVaByZW+m4koQYOrUJCZPTgqYewrw4496xo6Vv+EPHpTnhC5d\nag84d+nSXmbOTOTWLYGxY820bRtM27augEhfZtSt61WIlkqVPBQqpDxXiRIiQ4b4J1VcuCCwdKmR\nlJ2kd1fHO+8EkT+/jYYNZbFatqyXAgVEReftihUG8ueXRWJa2GwCV69qyJ1bjmKZTHLTyIIFsqiu\nVs1Dhw7BPmHUpImb119Pf93PPSfy3HP+poPRo5OYOFH2yhs3LonoaD379unJlUtk//60x3ncuqVR\n2MYkk5gocPmyhogIL926OYmJ0bFxo4GICJFPP5WjbalfO6NRblxJ5vZtuaGkWLFHM82qoqLy4Miw\nDezdd9/lzJkz9OrVixs3btCtWzeqV6+Ox+MhJiaGAwcO0LFjx//qWlXSIWVRZk7iSVj32287qFxZ\nFixFiniZMCGRqVNN1KwZRuPGobz6anDAmKn01p2WqAM4eVJpXZIsJKZNSyRvXvmLv3ZtN2++Kdd3\n9e0bxLJlRmJj9QwdGsTmzfLjd+zQ0bFjED17BnHpUvq3jjx5JDZvtvL220m8+24Sa9ZY0722tWv1\nVK0axtKlJgoWlOjRw8EbbzgoX94fcXQ65dRr8rpDQvBdazJnz2pp0iR9IVaqlBezWeToUS2uuw8L\nD5cYNszB0KEO8uYVmTPHzoABDj7+OJFPPsleunLIEAdXr8bx119x9OnjZP16G2fP3snU4qRPHyd/\n/nmHp57yp00LFxZ9HbQGA/Tr9zNXr97h5Ml4X1ds06ZuXntNfg4sFolPPrGTP79fxJUt67nbYPH4\n8iR8vu8Fdd0q90uGsYCtW7eyYMECGjZsSP/+/SldujQDBw5k5syZ/9X1qag80YSHS2zdaiUuTh5k\n73DIZsLJ7NypZ/NmPQ0auDl3TrbUyIy5c43ExuqoUMHL0KEO6tTxMGOGPz0YFSUrxapVvZw6FY/d\nDqEpMptHjyqF4G+/6ShVSuS114J9dWmHD2v55ZcEvv7ayI4dOsqW9fLOOw70eujb18yaNUaMRon5\n822KY6dmwgSzL0p27ZqGfPkk3n3XwQcfmBWRLJNJue4mTdxMm2by7VunjofY2NS3M4lGjdxEREgc\nP66hWrUwJEng+ec9rFljJSRETmO/+WaQz9tuyJAkevW6twkMqefsBgfLNW0phXnlym5OndLhcAg0\nbOimfXsXej2sXWtl9mwTXi/06eMgRJnJ9jWeJCMI8MUXiXz8cSJmszzrN08eO5s3yw0y/fs77ymN\nrqKi8viTYY2dXq/n4sWLFCpUCJCbHX755RfKly//n11gdlBr7FQedxwOKFo0l6KBYP58K59+aubY\nMR0Wi8SCBf60ZEo8Hpgxw8ikSf7CqrffTmLMGAebNulYu1ausRs40OHzyEuL7t2DiI6WH6DRSERH\n2/j7b4Hu3ZXzXydMsPPBB/46r/79HQQFSUyZ4q+XEwSJ33/3zy9NTa1aynmro0Yl8c47Dm7eFGjZ\nMoTff9eSJ4/I99/bqFxZ2Qywd6+OZcvkOr0DB3Q+z7iU5756NY7q1UO5dEkpVqdOTaRJExdHj2rp\n1Empok6divvXZvEuXGhg+HALXq9A69Yu5s2z43RCQoKQ7jkSE+XxZYULiz6x6HbDX39pyJ9fDKib\nO3hQS4cOwdy5o6FECS/R0VZFPaOKisqjy39eY+f1etGl+Nmn1WqzbEisoqKSfUwmmDAhifffNyOK\nAs2aubhwQcuxY/LnMDFR4IMPLDRsqBwof+eOQKtWwQH1Wvv3y9uNGnlo1ChQDKbF1Kl2ChaULULa\ntHFTs6aHCxc0mM2Sr47rmWe8Aefat0+H16u8QUmSwKlTGiIjvYiiHE08cUJLvXpu2rVz8+GHiXTr\nFozdLlCunIe33pKjZfnzS+zalcDVqxry5QsUMwAvveThpZc8LF9uYObMwDq2Bg3cXLumCRB1INcd\nDh9uAR6sAOre3UXLlm4SE/GJLbM5bZNkgEOHZJF2+7aGZ5/1smaNFUmCli1DOHs2bZE7YYKZO3fk\nXPeFC1pmzTIxefKjOypMRUXlwZJpsL5Lly4YjUYkScLhcNCrVy/M5pS/yAWio6Mf6EWqZExO9f95\nUtbtcsGcOUauXNHQqpWb3r2dtGwpj8d66imR6dOVeTibbTvyFAY/s2cbA4QWZDxEPi1WrtQzYEAQ\nTqdAmzYuGjeW84glSoisXGll7lwTwcES776bxM8/61m2zN/R+8ILHsxmiSNHUoosiTJl5FqviRNN\nTJ8u3zu++84I2GjXzs3Ro/HcuCFQqpTI4cNaVq40EBEh0a+fg+LF/XVi6b3enlR6VaOR9x092oEo\nQqFCIlev+ov8TCYxhSWJbDOT3LQxZEjSPUXrklPpaQ3LCQ+XCA/P2nHGjDH7bGDOnNHy+ecmLl3a\nydmzsl/oP/9oGD/ezOrVfn/B1OtPPU7sceVJ+XxnF3XdKvdLhsKua9euCmPizp07BzxGHfulopIx\ncXECc+YYcbuhRw9nQJpsyBDL3Y5QWLjQSHS0lWrVvGi18uO6dXOybJmBP//UotdLdOkS2CSQ7OmW\nTHCwRM+eDkaOzPq4KFGEt98O8tXRrVploG1bF82ayeKuRg0vNWrYfY9/4w0XiYkC27frKV/eS4cO\nTjp1Sk7XJq9RYO5cI++/72D7dmVUbft2Pe3aucmdWyJ3bokTJ7S0ahXiq5s7elTLwoV20mPPHh0b\nNugpVMhL5coeDh/WIQgSkyYl0bOnv05u1Sor9euH+nznHI7UnRwCK1cmUKyYFGBrkh5eL3z9tZHT\npzXExOi4cEFHyZJeVq603Zfhb8oxYfJ2oHBL6fkHMHKkg44dZU+7iAiR/v0fzRFhKioq/w337GP3\nKKLW2Kk8ang88PLLIb5UasGCIrt3J5Arl/9j98wzYXdnncoIgoTBAFOmJPpEnN0Ox45pKVxYStO8\n+PJlDa+8EsK1axr0etnLrkWL7PlLut1QqJCyvu/LL228+mr6x9m2TceePToqVfKybJmBDRvSLt7b\nuTOBL780smSJP8I3aVIivXv7BdgXXxj54AN/zjUoSOLy5bg0j7d3r46WxDtH+gAAIABJREFULYN9\n19qzp4N27VzkyZO2OCtXLoxr1/zPsTxiTU7RduvmZMaM7HXBDh1qYeFCY8DfW7Z0ZShGM2PTJh3d\nuslNKvnzi6xbZ0UUoVmzEP7+W4PJJLFoUWCN5fXrAhcuaHjuOZGwsCfmlq6i8sTz0CZPqKio3BtX\nrmh8og7kzs/fftNSt67/i/nZZ70KYSdJAk4nDBtmoWlTN3nySAQFyRGz9ChaVBaMR45oKVFCvKeo\nkV4v26988omcLi1f3sMrr7jxeuG77wzcuqWhdWsXpUrJx46O1isaKkqVSv/6bDaYODERQZDtV6Ki\n3IqoWvLzkNF2SjZv1ikE6ObN+gzryoYNS2L4cHnKRtGiXlavtnLxohwBrVo1e+lqgI0b0/ams1rv\nL4PRqJGH/fsTOHdOQ8WKXsLD5Rv+3r0JHDum5amn5AkhCxcauHNHQ9u2LooXF4mIkIiIyP46VFRU\nnjwy9LFTeTzIqf4/D2rd8+cbKV48F6VLh/Hjj2l/gWeVvHlFDAb/rzGtVgowjZ07106TJi5KlVJG\nYTweAZstUCikt+5cuSSiojyZirrz5zXUqRNCwYK56NYtCGcKffX++w42bUpg+XIrCxbYWLLESPPm\nwQweHMSECWYaNAjh4kX5trF2rTI6ZzRK6PXJa/WvWRAkXn01hJkzTcycmcjmzVbef98R4G338sse\nJk1KpEIFDw0buvn6a2XkK+W6k8VlMpmlUN94w8WOHVaWLbOyY4eVQoUkXnrJk6aoi47W88wzYRQv\nnos5cwKjcvL5A/czGCT69Ln/NGixYiJRUR6fqIuNjSVPHvm1LVpUpHfvIIYODeLDD+XX46+/nsxy\nGPW+lrPIqet+EKjCTkUlBWfPahgxwozVKnD7toZ+/YK4ffvevzj37NEp6qZCQiRKllSKkEKFJL79\n1s7u3VaqVvWLu6ZNXfc1OUCSYNQoM089FUatWqGcOCGnHocNs3D8uA6nU2DtWgPt2gXz1FNh1KwZ\nytGjWqpW9VKpkpcWLUIZNcqimJwQF6dh61Y5Alm8uFLcVKniZceOBAYNSiLlBAlJEkhMFPjkEzO7\ndmWcJOjd28mOHVaWL7f51n71qkDTpsG0bx9EvXohnD8v0Lmzi8GDHZQu7aVhQzezZmWe/ixf3kuj\nRh5FGjw1CQnQu3cQf/8tT/4YNcpM8eK5eOstpQCeM8dO/fpunn7aS8+eDr7+2sbOnQlp2tD8m3g8\nsGaN//X45x9NQO2iiopKzkatsVNRScHevTqaNVP6mh04EB8QIUqPmzcFtmzRkz+/SIMGHhYvNvD2\n236vN51O4vr1uHQnMSQlwYYNegwG2YRXG+jUkWW++srAyJH+c5cp42XPnoQA77iUlC7t5ZdfEli+\n3EDfvkFpPmbZMiuNGnlISpJrzWJj9ZQq5eX2bVkMFyzovTsXNVAQf/WV3AmbHbp0CWLdOn90MChI\nYv/+eAoVkrh6VSAmRk+RIqIivZ0Sl0tuUImJ0VOmjJc5c+zpGj1fuqTh+efD0vy311938tln2avF\nW7jQwPTpJiwWedJH6hm+90LqesFVq6zprl1FReXR5kHU2KkROxWVFDz/vIdy5fxfkpGR7izXq12/\nLlCvXigDBgTRoUMI48aZadjQTYEC/v07dnSlK+pA9jhr29ZN8+Z+Ubd6tZ7q1UOpXTuEnTuzVhZ7\n5oxG0YgAcuQLoHNnf+hJp5NSPUa+uIgI5Zq1Won8+UXeeSfJ54dnNsPs2YkcOxbPlSsaTpzQce2a\nhkOH9CSLOkHwH79wYTnFeP68hhYtgnnhhVAmT041UiENUlqVANjtAhs36rl4UcNLL4UxcGAQbdqE\n0Ldv2h6b//ufiaVLjVy/Lke3RoxI34tTFohpC8/lyw2KqF1mHD+uZdgwC1euaPn9dy1dugSlu/+V\nKwJt2gRTpUoo48ebyeg+/803NsqUkefljhqVpIo6FRUVBaqwewLIqbUJD2LdZrM8HH76dDuffWbn\n++9tCiFmtUKfPhZq1AjlnXfMvrmjAD/9ZFBEUubPN1KwoMTWrQlMnpzIvHk23xD3rHLsmIaePYM4\ne1bLiRM6Xn89mJ9/znjdkgSdOwcHWKB06CBfbL9+Tn74wcqkSYl8952VsDC/iMuTR+TGDYG6dT28\n/roTi0WiWDEv0dE2Tp+OZ9SowBoySZK7ctO7lkKFREqX9rJggY08eSR69gxi9249589rmTzZzNy5\nGYzBSHHdsN33t3z5JBYuNCiaFZYvN3DnTmCUMPVc2/SuFeR5u8uW2Zg1y0716kqB53YL6c5+jY3V\nsWSJgbZtg6lZM5SZM2VfwuQxbgDx8Zp09+/fP4gdO/RcuKBl5kwTy5b5n5PU7/MqVeTI66lT8bzz\nzpNrbaLe13IWOXXdDwK1K1ZFJRWhofLEgLQYO9bC99/LBfW//66lQAGJ4cPlL9fcuZVRruTtQoWk\ngA7QrHDnjkDHjiGK7k+bLX1xkczZsxrOnVOmWiMivIqu0Zdf9vDyy3Kk5+23HYwfL0exLl/W8tJL\noQQHS1y5Ih9Dp5MjeFu26ChaVOTZZ5XrFARo3drFihXJjQZ+w18QfJHCYcMs7Nhh5dw5pbB6/30L\nhQpJ6dqz9O7txOmEKVNE3G6J5s1dWCwSV64E+tFdvy6QO7cy3NWypYtvvjEgivJ1tGqV9mubjNEI\nnTu7aNrUTbVqoT7D4Fq13OTLFxhKGzbMwoIFyiaL8eMtzJljU5gjR0amvT8Q8Hqlfo5UVFRUsooq\n7J4Acqpb98NY99mzmnS327Rxs22bk+XLDeTJIzF7dvaic6lZs0YfkIasWNFD27a1MtwvOFhCECRF\ntGjq1MQ0pyIAAUIxLk5DXAr7uHPntNSvH0J8vAaQqFDBy/z5dkqX9gu8p5/2/3/x4iIuF1y7phQr\nZ8/K282aufn2W78QEkWBWbNMGfruDRrkZNCgysyalcTYsRZWrTKSP39gijx1ChmgXj0PP/1kZccO\nPc8956Vly6zV+OXOLbFzZwLLlhmxWCS6dnUiCPJrfuuWhsqVPbhcQoCoS+baNQ2bNiWwdKmRoCCJ\nbt2c6b4GzZq5+PJLOS2t10u+iR+gfr5zGuq6Ve4XtXlCJUfgcskGv3nzSooxVdll1iwjY8f6a7TS\nMvD1eOQo1/3yww8Gevf2NzBYLBInTsRnyYD2q6+MvP++Ga8XPvjAwZAh6afsUpv9ZoXChb389lsC\nGg13x3blUnT/mkxSwISE2rXdLFliw2yGDh2CFd2cdeu6WbXKRmYULZrLN0ECwGgUcTpl8Vu9upsN\nGzI/xv0wf76RESPMSJJA2bIefvzRSoUKuQLS3gaDxKZNVipWlDuHb90SGDvWzPXrGjp3dgY0kIgi\nLF5s4OJFLU2buqhWTfWkU1HJCTyI5glV2D0B5NQZe1ldt90OrVqFcOiQDo1GYtq0xHRTrVlh6VID\nv/2mJTLSQ/Pm2evwBFlknj2rJX9+Md3UHMgC8Y03gvjpJwNBQfI0icaN3Wmu+/vvDaxeradYMbmg\nPjRUPo8kyanFzNi1S8dPP+lZvVo2Ik6JTielOX/0m29svnFjxYrlUnjuVa3q4cABWd0KgoRGA16v\nbA68fr0VsxnatQvmt990FCwo8sMPVsqWzVhwx8bG0qNHM/75x399H3yQyO3bGsLCJPr2dRAcnMEB\n/gVKlgy7G7mUmTbNjtEodwe73QLVqrl54QUvrVu7ePFFvzhr1izYN59WECR++snGSy9lrelB/Xzn\nLNR15yzUyRMqKvfAjz8a7tpvyGm/MWMs9yXsOnZ00bHjve2bkADNm4dw/LgOo1EWa8niKDU6HSxe\nbOf27USCgqR0BdqWLTr69PFH9q5e1bB4sR1Dxj0JCmrX9lC2rJeEBNi2Tc+tW/40qscj8NxzHk6d\nUt4uPv/c5Lv2Tz+107+/PGe2aVMXc+bYmT3bxLVrGnbv1nL2rLzv5cta5s418X//l8S2bVb++Ueu\niUtt6+LxwIULGvLnFwkN9f99xoxEevcOIilJoGFDNwMHOtH/hzZuqc+l08n1eG3bunC5hHSjqUeO\n+J87SRI4ckSbZWGnoqKikh1UYfcEkBN/5UDW153aXkSjubdfR7GxOpYuNZAvn8TQoUkKwZFVFi0y\ncvy4/LFzOgVGjzanK+ySSZ5AkEzqdSdHxpL59dd7+1i3bx+cQoD4GyBKl/YSE2OlR48gxSxYjUbi\n228NxMbqKF/ey+nTcdjtAoUKydeb3FTSsKHSFzD59RAEyJvXvzaHA/7+W/BF844e1WEySdSo4ebF\nF728/XYkJpOb06fjsFoFChaU0q1Ze1BMmZJI375BvlmuFy5oSEqSu6nN5vTfVzVqeIiJkVWhVivx\n4otZF3Xq5ztnoa5b5X5RhZ3KE0/bti6+/dbAvn16dDqJiRPTnymaHseOaWnXzm8hcuyYlpUrs1/P\nlTriLmZS7rd9u441awwUKybSv78jzShcymkVANWqZT8S5HYro0ogYDaLvPqqm+HDkzAYZFFz8qSW\nixe1hIRIVK/uYeBAOVK4fLnchJGWHcrYsUl06hSMzSZQqpQ3zbFbx49refXVYG7e1JAvn+hLBzsc\nAtu3G9i+XY7gzZmTSEiIPMHjYdC6tRuLxUanTvK1fvqpmQsXtAHjz1KzYIGNjz+Wa+w6dnTywgtq\nDZ2KisqDQe2pfwLIqf4/WV232QzR0TZiY+P57bd4OnXKfhp23z6dokA+NvbefhN16eLyDbfX6yXG\njk1fZO7bp6V9+2AWLTLy4Ydmhgyx3D23ct0NGniYM0eeN9url4PPP898vFZq9HrIl0+pMvPlk5g5\nM5EiRWQRVbiwxO7dCezalcCRI/GphCDs2pV2TjQy0sORI/Hs2iXvGxERKMrGjDFz86Z8O0pd45fM\nli27s72u9IiPF5g0ycTo0Wb+/DN7t8GjR3U+6xQg0zFpIFvoTJyYxNdf27M9dkz9fOcs1HWr3C9q\nxE4lR6DTkWlxfkaUL+9VWIiUL5/1iMuKFXqOH9dRp46b+vU9bNuWwMmTWiIiRAoXTj/ytGOHXtGp\num1b+sVkHTq4Uhj53hvLlllp0SKUxEQBrVZi/PhA0WmxQLlyXvbs0bFjh/L2UaGCB0mSo5Cpa+bC\nwyXCw9N/zhypgnjBwSI2m1JwpZ6xe6+IopzqTa67XL7cwPz5NmJi9OTLJ/Hmm84M6xMrVFCuIzvv\nBRUVFZUHjdoVq/LIsHatnhMntNSp46FmzUevsHzZMgPffCPX2H30UWKGoiyZzz4zMm6cHGkTBIkl\nS+w0aZK1TtroaD3du/vbPGvWdNOokRtJgq5dXQFGvP8GCQlw7JhsRFysWPpCavx4MzNn+seBhYSI\nfPRREu+9Z8HlghEjHAwblvWpCJs36+jaNRinUyA8XGT5citOp4adO3Xs3KmjeHH5+KnrDVPi9cKS\nJQZu3NDQqpUrwEg5mevXBcqWzaX4W0p7ltatXZmmVr/+2sCKFQaKFpWvK2WtoIqKikpWUe1OMkEV\ndo8vs2cbef99WQBpNBJLl9qynbJ6FGnUKETR3NCpk5PPP8+6cfGsWUZWrzZQsKDIH3/IM0cBypTx\nsm1bAqbMR60+EL77zsCAAf5O3Lp13ezZo0xX79iREBDdSk1CAnTvHkxsrI6nn/YyYICDl1/2kD9/\n9m9L/ftbWLpUbh0ODpaIiUngqacCxZ3LBeXLh/H333JEMLWZs8Egcf16XMB+KioqKv82D0LYqTV2\nTwBPQm3CqlX+3JcoCkRHZ+7V8Tisu1Qpb6rt7KUTBw50snWrlREjHD5RB9s5fVrL6dPaDPe9dEnD\nl18aiY7Omh9IbKyOOXOM/PZbxscF6NTJxTvvJFGmjJcmTVyMHZsYYNKb1tzW1MyYYWb7dj0ej8Cp\nUzrmzzdRu3YozzwTxtKlyvdAZq/36tX+x9tsAlu2pL1ugwGWL7fx4oseypf3MHiwMrJYosS/k/LN\njM2bdcyda+T06Yxvw4/D+/xBoK47Z5FT1/0gUGvsVB4JihUTOXBAuf0kMGlSEna7wPHjWqKiPAwc\neG9D2wsUENHrJZ940ukkRbPDrVsCvXoFcfy4nMoeMSKJpk1DuHNHFg19+zr46KP0GzVSRuB0OokV\nK2zUqZNxxHTUKIevC1aSoGlTF+vXy+KqUiVPlrpzb95Uir/Dh7W+6NmgQRZq13b7mjcyo2hRMYX4\nzfg9VLmyl40brb7tXLkkFi82ki+fxKefZr/5JLukTNGbzRLr11upVEmt1VNRUbl/1FSsyiPBrVsC\n/foFceKElrp13Xz6aWKWJiY8KjidsH69Hp0OmjRx/ysjxVKyerWeN94IItlbDqB9eydz58pp3Z49\ng1i50h+xqlfPRUyMfzskROLixfTTiyknIwB07Ojkf//L3qxbrxd++kmPyyWbFAcFZb7P7t062raV\nbWRSp0QBtmxJoEqVrAmeU6c0DBgQ5BvblZb1yr/N/v1aLlzQUqtW1gUoQPXqob7ZuQADBzrSbFZR\nUVF5slEnT6g8seTLJ/HDDw92zueDwu2GNm2C2bdPFkYNG7pZutQWYIx8P3zxhZGUog7ghx+MTJsm\n+7pduaI8mdOpfGxERMYR0NQ1bQUKZD9iqtVCq1bpN4acOKHl9981vPiix9d4UrKkl9BQiX/+EZAk\ngYIFRa5dk9dSsaKHcuWyHsV67jmRrVutmT/wX+Krr4yMHClH3XLlEtm0yUrp0ll73iIiRIWwy5//\nyYhQq6ioPHzUGrsngIdRm+D1QkyM3LH4sGK+j0pNxpEjWp+oA9i8WZ9tb7TMOHky5W+w7YDcIGA2\ny3959VW/1YlGIzFokIM33nBgNkuULOll7tz004tnzmgoXdqDxSIhCBKVKnkYMuTfjXatXKmnbt0Q\n3nwzmMjIUE6elJ+fVasMitmvSUnwySd2pk5NZO1aqyJq+6i83snMneu/uLg4DcuXZ32G2/TpiZQr\n58Fkkmjd2kXPns50H/uorfu/Ql13ziKnrvtBoEbsVLKNKEKnTsFs3iyLmTZtXMyfn3ld0vHjWsaM\nMeNwwJAhjn+169XplE1uDx7UUaOGh7Fjk/6zGaKp54NqtRKhof+e2vV4ZMGTEotF4v+3d+dxUVX/\n/8Bfd2YYmIFh3ALkI6LikrggiqaE5c7nZ6ZpJSpqkJlluZZbpR8sc9dcodxxSYXUSnPDFHJyI0VF\nUUllREXIJdkZYOb8/pgvgyO7zJ2Bue/n4zGPR3fmzp3z4g709txzz1m/PttwyXfMGA0aNdIhPl4M\nP78CdO2qRb9+hVi6tPzLe/v22WDcOHsUFhb38F27JsaTJyIoFKbrRVq71s4wqW96ughbt9pi4cJc\n1Klj/HPSf7fya8Vl+OfbXtY6saXx8NDh5Enz9S4SQoSDxtiRKrtwQYw+fYwXSj13Lr3cy1AaDdCh\ngxJpafreGVtbhlOnMkw26eycOTKsWVM898eMGbmYMYP/MVZFVq60xbx5MojFwMKFOQgKqt5kwc8L\nCCgupB0cGE6ezIC7e8mfXXKyCCkpHNq101ZqjNvrrysQH1/y33d792aiRw/TFd6DBjkYrUzx2We5\n+PLLPBQWAt27O+LGDcuON0tP16/bq1aLMGBAAT78sOwetCKXL4sxfLgDHjwQoU+fAmzdmmWx6WcI\nIbVTrZ/uZO3atfDy8oJSqYRSqYSvry8OHjxY5v5qtRoikajE4+jRo2ZsNXne84udcxyDnV35X8yH\nDzlDUQfox4DdvGm6r9/Vq+Jyt/k2aZIGKSlPcf/+0zKLusePOUyYIMfQoQ7Yt69kd2JSkghXr4pL\nvbS9ZUsWQkJyMHFiHg4fLr2o27PHBj4+jujf3xG9ejni779FuHhRjOwyOlOzs2FYxutZdero0L69\nae/QXLAgBw0b6tvcqVMhPv1UXzhJJECLFsafdeWKec8dAEyYIMf27bZQqWwwc6Ycv/xScXdv+/Za\nXL2ajpSUfxERQUUdIaRmMGth5+bmhsWLFyMuLg7nz59Hr1698NZbb+HSpUvlvu/IkSNITU01PHr2\n7GmmFtcO5h6b0Lq1DlOn6ntUOI5h9uzcCu8IdHFhePnl4v+B161b/eLh2dw9ehgP2n9+25QSEkQY\nO9Ye48bJkZhY/CtkY1NyKa1nBQXZY8cOWxw7ZoMPPrDHmTPFOy9ZYodOnZTo3t0Ro0bZQ/dc3SaT\nARMnahASkosnT/4o9fjffCMzXFL9+28xunfXF3i+vo64d6/knHLTp8uNiu0imZlciZsxqsvTU4f4\n+HQkJT1FVFSm0WXLyp67sr7nhYX6cYKPHlU8b15Znp+7rzJz+RXhu6AT6tgjyi0sQs3NB7OOsRs4\ncKDR9rx58xAWFoZz587By8urzPfVq1cPTk5OfDePVMFXX+Xhk080EIkqN7ZIIgF+/jkTK1faITeX\nw4cf5sHZ2XTdzxMmaODgwAxj7EaONO2l0CL//sth0CCFYcD/yZM2OHs2HQpF6ftrtfo7VuvV0xnW\nJgUAxjjMny+Di4sOAwbkY+HC4urg4EEpYmI06NmzapdCn59iJT9fX+jcvSvG2rV2WLDA+PLmsyti\nGLeZw8WL4hcuvDMz8X9j9BiWLbPDo0ccRozIx+uvF5b6XXn//XxIpcCZMxL4+BRW6TJ2djYwZIgC\nsbES2NoyhIVl4623ql7U+/kVYufO4mKuJi5pRwghlWGxMXZarRaRkZEYM2YMLly4gFatWpXYR61W\no1mzZnBzc0NeXh5atGiBKVOm4O233y71mDTGjvAtNlYMf3/j8YV//JFR6kLwmZn6ouP8eQkcHBia\nNdPi8uWiYoqhaPoSkYiBMRjN4bZnT2aVC7sjR/Rz3eXmckaTGQNA584FOHLEeDqZSZPk2Lat5F0K\nNjYMx49nVmmqkSInTkjw3nsOyMrioFDokJkpMhzz2LHMCpcYK8+TJxzEYuN/SGzaJMXnnxcPJnRx\n0SEhIb3Kx87LA5Yvt4NaLcIbbxSUO20LIYSYilXMYxcfH49u3bpBo9FAJpMhIiKi1KIOABQKBZYt\nW4ZXX30VEokEv/zyCwICAhAeHo7AwEAzt5wQ/d2Mdero8PSpvmB56SUdGjcuvVjZvNkW58/rf8Wy\nsjhkZXEYOzYPDx6IcOyYDfL+794OnY5Dr175OH5cP11G//763q2q8vcvQHx8Oh4+5DB1qtxowuHS\n5tRbtCgH9evr16D19S1EYqIYT55wGD1a80JFHQDMnClHVpa+oCwq6gCgoIDDuXOSFy7svvpKhtBQ\nO4hEDHPn5uKTT/Rj9J69m1e//UKHh50dzDKhMSGE8M3sPXYFBQW4e/cu0tPTERkZidWrV+PEiRPw\n8fGp1Ps//fRTnDx5stRxeULtsVOpVPDz87N0M8zOUrkvXRJj6VI7cBwwc2YuPD1Lv7N32TI7fPut\nzLDt7q5FXFwGAGDAAAecOlVceP3ySyYaNdIhJ4eDp6cWXDnDxSqT+7vv7PDNN8WfPXFiHkJC+L/T\ntGNHR6jVJcencRzDoUOZ6NKl6oXdpUti9OzpCP38fT3AcQzXrqXDyYkhIwPo31+BhAQJxGKGFSty\nEBjIz2V4S6Hfb2Gh3MJiFT12NjY2aNasGQDA29sbsbGxWLt2LTZv3lyp93fu3BmbNm0q8/Xx48ej\ncePGAAClUol27doZvixFgzOtbbtITWmPubbj4+PN/vkxMRIw1gPjx2ug1UZD/++I0vdv2fJ3ODnJ\n8M8/vcFxDG5uxxEVlYe+ff2waVM2PvroHB4/FmHcuG7o3r3Q8H6Oq/75njgxDzdu/IGEBDF69PDD\nF1/kmuXnM3iwBKtW/RdaLYcGDX6Hh4cOtrY9MGqUBvn5MVCpqn58ieT1/0t8EQDAWA9oNBxUqpMA\ngKgoP1y+LMbdu3/AxYWVeT5q63aRmtIea/79rgnbRWpKe+h8m/78qlQqJCcngy8Wn8euV69ecHNz\nQ3h4eKX2nzJlCvbv34+bN2+WeE2oPXbEPJYsscOCBfpeMLGY4aefsiq8ZHr3LofevR3x6JH+smTn\nzoU4dCjTpMuN1TS3bolw754I3t6FcHSseP+KFBYC777rgJgYfQ9nQIAGYWFVW8eWEEJqolrfYzdz\n5kwMGDAAjRo1QmZmJn788UfExMTg8OHDAIBZs2YhNjYWx44dAwCEh4dDKpWiQ4cOEIlE2L9/P0JD\nQ7F48WJzNptYoSdPOPz0kxR2dgwBARWvdHDtmgjLlhXfuarVcvjtN5sKC7sbN8SGog4AYmMlSEnh\nqrRgPKCf4HnXLik0Gg7vvpuPunVr7rziHh46eHiYbtUKiQSIjMzCH39IIJUCr75a/s+cEEKEzKz9\nBmlpaRg5ciRefvll9OnTB+fPn8fhw4fRt29fAEBqaipu375t2J/jOMybNw+dO3dGly5dEBERgc2b\nN2PSpEnmbHaN93wXvlC8aO6MDKBfPwVmzpRj8mR7tG+vRGRk+RPSTphgb5g+pEhpkwQ/z81NB5Go\nuAhzdNShXr2qFWWMAcOGOWDKFHvMnClH9+7nkSmw1agkEkAqjYafX2G54w+tEf1+CwvlJtVl1h67\nisbRPf/66NGjMXr0aD6bRATo7FkJbt8uHuD/8KEI48Y5QK3OwbRppS8l9fxEvl5ehRg3ruJlp1q1\n0mH16hwsXWoHOzv9nahyedXae/8+Z7gMCQApKWLExkrQqxf1XBFCCDFm8TF2pkRj7EhlxMeL8frr\nJQd/ubrqcOVK6XOgLVpkh0WL9OPrHBwYjh7NwMsvm+5yY3kyM4HWresgJ0ffVcVx+rViy7obtzqf\nc+yYDRwdGXr3pqKREEL4VuvH2BFSE7Rrp8X8+Tn48kuZ0aTAdeuWXSjNmJEHLy8tTp0So3FjnUlX\nzaiIQgFs2JCNzz6TIy9P3xY+ijp/f0dcv67vyQwO1mDZMrpBgRBCahsrvjdPOIQ6NqE6uT/6SIOj\nRzMglzMADHXq6BAenl3ue9RqEdaskWH6dHu89pojUlPNN9jrv/84X1gFAAAgAElEQVQtwNWr6bh1\nKx2enr+b/PhHj9oYijpAP7lyDs913Z07IkRFSZCWVrmfI33PhYVyC4tQc/OBeuyIYHXqpMO9e08r\nvf/KlcV3xd6/L0JEhBQTJ1Y8zq6mKygwzgYAcjmDVMrfZ/7+uwQjRzpAo+FQp44OBw5kmrwXkhBC\nhIjG2BFSST4+jkY3XSxdmo3336+5qxw8fcrh779F8PAo/07c6GgJhgxRGD23YkU2Ro/mL9vAgQ5Q\nqYpvCBk1SoOVK6vWRbhnjw127LCFi4sOISG5cHKymj9lhBCB4GOMHV2KJYIXFyfGe+/Z44MP7PH3\n32X/SixfngNHR32vUs+eBSZZukqnA1autMXw4fZYvNjuhdc6fd61ayJ06eIIf39H+Pg4Ii6u5DJf\nRezsjP+ocBzDwIEFpmlImZ9pvC2TVe0P2+nTEnz4oT2io22wa5ctgoPtTdg6QgipvaiwswLWNjZB\nqwWWL7dDUJA9Nm0q+3qgKXI/fMhh8GAH7N8vxd69Urz1lgK5ZSyp+tprhUhMTMfffz/Fnj1ZFU5q\nXBmhobaYO1eOI0ekWLhQhiVL7Cp8T2Vyr1hhZ5gY+elTEZYuLfu4XbtqERSkv6QsEjHMn5+LOnX4\n7f0KCcmBi4u+SG7ZUovJk/MqfM+zuS9dEhvd+BIXZ72jSqzt97uyKLewCDU3H6z3ryGptebPt8N3\n3+mnFvn1VylEIiAoiJ/LgomJYmRkFP/75sED/XJYLVqUPt5LKgXq1zdd0RMbKyl3+0U9v2RZRUuY\nLV+egxkzcmFrC96LOgDw9NQhLi4dDx9ycHFhkFQxdpcuhRCLGbRafXHXrRtNz0IIIQCNsSM1UP/+\nDjhzpnj81bvvavDDD/zcovnwIYcuXRyRnq6vfBo21OGvv9Ihk/HycSWsWWOLOXOKZyyeNi0Xs2ZV\n3HtVkb//FmHQIAVSU0WoX1+Hffuy0LatttrHrUmioiTYtcsWTk46zJyZB6XSav6UEUIEguaxI4LQ\noYPWqLDz9uavIHnpJYa9e7OwcqUdbGyA6dNzzVbUAcD48RrodPoxY97eWkydWv2iDgBatNDh7Nl0\n3LkjRuPGWjiWnI+51uvbtxB9+1JPHSGEPIt67KyASqWCn5+fpZthMhoNMH++DJcvi9G9eyGmTMkr\ndX1Qa8tdWZbMXVAA2JS/rC5v6HwLC+UWFqHmph47YlGMARERUqjVIvj7F6BDB3560mxtgblzy7iD\nwYLy84HwcFukp3N49918uLsLZ961U6ckCA62x+PHHIYOzceaNTkVjtsjhBBiftRjRyotJESGVav0\nd1dKpQyHDmXyepm0phkxwh6HD+vv0m3QQIeYmAw0bGg1vz7l8vJyxN27xVOmrFuXhXfe4XdKFEII\nsXY0jx2xqL17i6/B5edzOHjQQtfkLCA3F4aiDgAePRIZTbBrKunpHDZtkmLHDinya9Dcx//+a/yn\n4skT+tNBCCE1Ef11tgLmmv/n+UuPjRtb9lKkOec9srMDnJyM87q5mba3MisL8PdX4PPP7TFhgj2G\nD3dAaf+Qs8R8Tx98UHxTh4uLDm++af6qU6jzXFFuYaHcpLpojB2ptDVrcvDxx3LcuSPGm2/mm2Tl\nhdqC44AdO7IwebIcT5+K8NFHeeja1bSFXWysBImJxZc7T5ywwf37HBo1svzl3jlz8vDqq4VISxOh\nd+8CODtbvk2EEEJKojF2hNQQCQki+PkpDdt2dgzXrz+1yqlKCCGE0Bg7QmoUxgCVSoLjxyUmWePV\n01OHb7/NgYMDw0sv6bBuXTYVdYQQQqqECjsrINSxCZbO/fHHcgwcqMA77ygwdKgDtCa4Mvvxxxok\nJz/FjRvpGDCg9LtOLZ3bUii3sFBuYRFqbj5QYUfIM65fFyEw0B5DhjggOrrsIajJySJERNgatqOj\nbRAbKy5zf0IIIcQcaIwdsQq3bomg0egvZ76o/HzA21uJBw/0/96RyRhOn84o9e7ftDQOnp5KMFa8\nJEZ0dAbatxfOvH6EEEKqh8bYEVKKr7+2Q+fOSvj5KTFmjD0YA27eFOH+/VLWISvHP/9whqIOAHJz\nOdy4UfqviLMzQ58+xZdK3d218PSkoo4QQohlUWFnBYQ6NkGlUiE1lcOKFTLDc/v2SdGqlSO6dFGi\nfXslVq2yLecIxlxcGJo3Ly7OlEod2rUrvVjLyQGOHSueoPjOHTGOHzfP7EFCPt9CRLmFhXKT6qLC\njlidR4/0Y90Y4zB3rgwZGZV7n0QC/PxzJoKDNRg+XINff82Ci4vVjFQghBAiADTGjtR6X39tZ9Rr\n97ykpKdQKk3/NV+50hZz58oBAH37FmDHjixIaMpvQgghlcTHGDsq7IhVuHVLhBUr7LBjh/Gl188+\ny8WXX+aV8a7qU6tFyM7m0Lq1FiLq/yaEEFIFdPOEQFV0zoU6NuHZ3B4eOixbloNPP83Dq68WYMSI\nPJw8mc5rUQcATZro0KaNeYs6Ot/CQrmFhXKT6qILRzXcmjW2mD9fBokEWLIkBwEBwlmftaqkUuDr\nr3Mt3QxCCCHEYuhSbA12/boIvr7Fa4fa2DAkJKSjfv3adcoeP+awZ48UMhlDQEA+pFJLt8iysrKA\niAj9D2Ho0Hw4OFi4QYQQQiyCj0ux1GNXgz15Ynx9r6CAQ0YGV6sKu4wMoF8/BZKS9Heq/vKLFD/9\nlGXhVllOfj4wcKACFy/qf/V27LDFoUOZgi92CSGEmAaNsavBOnYsRIcOxavL9+pVAHf3kqsg1OSx\nCWfPSgxFHQAcP26DtLSKJw6+cEGM7t0VaNu27LnoanLusly7JjYUdQAQFyfB9etVW4qsNuY2Bcot\nLJRbWISamw9mLezWrl0LLy8vKJVKKJVK+Pr64uDBg+W+Jz4+Hq+//jrkcjkaNWqEb775xkyttTw7\nO2D//kysXZuN9euzsHNnVq2789LZ2bh30d6eQaGouMdx1CgHXL0qQUqKCCEhcpw6ZR2dyw0a6CCR\nFOeXSBgaNHjxZdAIIYSQZ5l1jN2vv/4KW1tbtGjRAjqdDlu2bMHixYsRGxsLLy+vEvtnZGSgZcuW\n6NGjB+bMmYNr164hODgYISEhmDp1aon9rW2MnbUIDbXFsmV2kMmA777LRt++heXur9EADRvWfe4Y\n2Rg2zDpuHNm9W4o5c/Tz7n3zTS6GDrWOXIQQQqrGKuexq1+/PhYuXIixY8eWeC0sLAyzZs1CWloa\nbG31l+O+/fZbhIWF4d69eyX2p8LOeowaZY/fftMPPKtfX4eYmAy4utaesYWEEEJIRaxqHjutVotd\nu3YhLy8Pr732Wqn7nD59Gt27dzcUdQDQr18/pKSk4M6dO+Zqao1njWMTNm7MxpIlOfjii1xERWWW\nWtRZY+7KoNzCQrmFhXKT6jL7wKX4+Hh069YNGo0GMpkMERERaNWqVan7pqamonHjxkbPOTs7G15z\nd3fnvb3EMqRSYMwYjaWbQQghhNQqZr8UW1BQgLt37yI9PR2RkZFYvXo1Tpw4AR8fnxL7+vv7w83N\nDRs2bDA8l5ycjCZNmuD06dN45ZVXjPanS7GEEEIIqS2sYh47GxsbNGvWDADg7e2N2NhYrF27Fps3\nby6xr4uLC1JTU42eS0tLM7xWmvHjxxt6+ZRKJdq1awc/Pz8AxV29tE3btE3btE3btE3b5t4u+u/k\n5GTwxeI3T/Tq1Qtubm4IDw8v8dr333+PGTNm4J9//jGMs5s/fz7CwsJw9+7dEvsLtcdOpVIZvjxC\nQrmFhXILC+UWFqHmrvU3T8ycORMqlQpqtRrx8fGYNWsWYmJiMHLkSADArFmz0KdPH8P+I0aMgFwu\nR1BQEK5evYq9e/di0aJFpU51QgghhBAidGbtsQsODsaJEyeQmpoKpVIJLy8vTJs2DX379jW8HhMT\ng9u3bxvec+XKFXzyySc4d+4c6tWrh48++gizZ88u9fhC7bEjhBBCSO1jlfPYmRIVdoQQQgipLWr9\npVjCj2cHZQoJ5RYWyi0slFtYhJqbD1TYkVrtq69kaNiwDjw9lVCpJJZuDiGEEGJRdCmWVFp0tAQT\nJ8qRmclh4kQNpkzJs2h7oqIkCAhQGLZfekmHGzfSLdgiQgghpPLoUiyxmMJCICjIHvfuiZGeLsI3\n38hw9qzYom365x/jr++TJxy0Wgs1hhBCCKkBqLCrpW7dEuH//T8F2rd3xLhx53j/vJwcICPD+OuS\nmmq6r8+xYxJERkrx9ClX6fc4Op5Aw4Y6w/aIEfkQW7bWNAuhjkWh3MJCuYVFqLn5QIOSaqmxY+1x\n8aL+9EVG2uK//7XB4MEFvH2eoyPwxhv5+O03KQCgUSMtuncvNMmxZ86UYd06OwBA06ZaHDuWibp1\nK+6arluX4fjxDBw6ZIO6dRkGDuQvPyGEEFIb0Bi7WsrDQ4l//y3uMZszJweTJ2t4/czCQiAiQorM\nTA6DB+fDyan6X53CQsDFpQ50uuKeutDQbAwbll/tYxNCCCE1mVWsFUtMY+DAAoSH65dZk8kY+vXj\nv7dKItFf7jQlsRhQKBjS04sLuzp1rObfGoQQQohZ0Ri7WmrZshwsX56Nzz7LxYIFB+Hpqav4TTUQ\nxwHr1mVDoWDgOIb33tPA379yRapQx2RQbmGh3MJCuUl1UY9dLSUSAUFB+t4zlap2FnVF+vYthFr9\nFPn5gK2tpVtDCCGE1F40xo4QQgghxAJoHjtCCCGEEFImKuysgFDHJlBuYaHcwkK5hUWouflAhR0h\nhBBCiJWgMXaEEEIIIRZAY+wIIYQQQkiZqLCzAkIdm0C5hYVyCwvlFhah5uYDFXaEEEIIIVaCxtgR\nQgghhFgAjbEjhBBCCCFlosLOCgh1bALlFhbKLSyUW1iEmpsPVNgRQgghhFgJGmNHCCGEEGIBNMaO\nEEIIIYSUiQo7KyDUsQmUW1got7BQbmERam4+UGFHCCGEEGIlaIwdIYQQQogF0Bg7QgghhBBSJirs\nrIBQxyZQbmGh3MJCuYVFqLn5QIUdIYQQQoiVoDF2hBBCCCEWUOvH2C1YsACdO3eGUqmEk5MTBg4c\niKtXr5b7HrVaDZFIVOJx9OhRM7WaEEIIIaR2MGthFxMTg08//RSnT5/G8ePHIZFI0KdPH/z7778V\nvvfIkSNITU01PHr27GmGFtcOQh2bQLmFhXILC+UWFqHm5oNZC7vDhw/jvffeg6enJ9q2bYtt27bh\n4cOHOHXqVIXvrVevHpycnAwPGxsbM7S4doiPj7d0EyyCcgsL5RYWyi0sQs3NB4vePJGRkQGdToe6\ndetWuO+QIUPg7OwMPz8/7Nmzxwytqz3S09Mt3QSLoNzCQrmFhXILi1Bz88Gihd2kSZPg7e2Nbt26\nlbmPQqHAsmXLEBkZiUOHDqF3794ICAjAjh07zNhSQgghhJCaT2KpD546dSpOnToFlUoFjuPK3K9+\n/fqYMmWKYbtjx454/PgxFi9ejMDAQHM0tcZLTk62dBMsgnILC+UWFsotLELNzQtmAZMnT2aurq7s\nxo0bL/T+LVu2MJlMVuJ5Dw8PBoAe9KAHPehBD3rQo8Y/PDw8qltSlWD2HrtJkyYhMjISJ06cQMuW\nLV/oGBcvXoSrq2uJ52/evFnd5hFCCCGE1FpmLew++eQTbN++HT///DOUSiVSU1MB6MfR2dvbAwBm\nzZqF2NhYHDt2DAAQHh4OqVSKDh06QCQSYf/+/QgNDcXixYvN2XRCCCGEkBrPrIVdWFgYOI5D7969\njZ4PCQnBnDlzAACpqam4ffu24TWO4zBv3jzcuXMHYrEYrVq1wubNmzFixAhzNp0QQgghpMazqiXF\nCCGEEEKEzKLTnZQnNDQUTZs2hUwmg4+PT7mzUkdHR2PQoEFwdXWFvb09vLy8sHnzZqN9UlNTMWLE\nCLRu3RoSiQTBwcF8R3ghps69d+9e9OvXD05OTnB0dETXrl2xf/9+vmNUmalzx8TEwNfXFw0aNIBc\nLkfr1q2xbNkyvmNUmalzP0ulUkEikaBdu3Z8NL1aTJ07Ojq61KUHExMT+Y5SJXyc7/z8fMyZMwfN\nmjWDnZ0d3N3dsXr1aj5jVJmpcwcFBZV6vh0cHPiOUiV8nO9t27bBy8sL9vb2aNiwIUaNGoW0tDQ+\nY1QZH7nXrl2L1q1bQy6X4+WXX8a2bdv4jPBCqpI7ISEBPXv2hIuLC2QyGTw8PPDll1+ioKDAaL+Y\nmBh06tTJsM8PP/xQcUNMfjuGCezatYvZ2NiwDRs2sOvXr7MJEyYwBwcHlpycXOr+8+fPZ7Nnz2an\nTp1iSUlJLCwsjEkkEvbjjz8a9lGr1WzixIksPDyc+fr6suDgYHPFqTQ+ck+aNIktWrSIxcbGslu3\nbrG5c+cysVjMTp48aa5YFeIj9/nz59nu3btZQkICU6vVbPv27cze3p6tWbPGXLEqxEfuIk+ePGFN\nmzZl/v7+rF27dnxHqRI+cp84cYJxHMeuXbvG0tLSDA+tVmuuWBXi63wPHjyYvfLKK+zYsWPszp07\n7Ny5cyw6OtockSqFj9zp6elG5zk1NZV5eHiw999/31yxKsRH7ujoaCYSidiKFSuYWq1mZ86cYZ06\ndWK9e/c2V6wK8ZE7NDSUOTg4sF27drGkpCS2a9cuplAo2P79+80Vq0JVzX3z5k0WHh7OLl++zJKT\nk9mvv/7KnJ2d2eeff27Y5/bt20wul7OJEyey69evs/Xr1zMbGxu2Z8+ecttSIwu7Ll26sA8//NDo\nuRYtWrBZs2ZV+hhDhw5lb7/9dqmvDRgwoEYWdnznfvZzPvvssxdqIx/MlXvw4MFsxIgRL9RGPvCZ\ne/Dgwezrr79mISEhrG3bttVuqynxkbuosHv06JHJ2mlqfOQ+cuQIUyqV7PHjxyZrp6mZ4/dbpVIx\njuPY6dOnX7idpsZH7iVLljB3d3ejfTZt2sQcHByq1VZT4iN3t27d2NSpU432+eyzz5ifn1/1GmtC\npsg9ZcoU1q1bN8P29OnTWcuWLY32+eCDD4z2KU2NuxSbn5+PCxcuoF+/fkbP9+vXr1JryhZJT09H\nvXr1TN083pgzd0ZGRo352Zgrd1xcHE6fPo2+ffu+cFtNic/coaGhePjwIb766iuwGjaElu/z7ePj\nA1dXV/Tp0wfR0dHVba7J8JX7559/RufOnbF06VK4ubmhZcuWmDRpErKzs03W9uow1+/3+vXr0bZt\nW3Tt2vWF22pKfOXu27cvHj58iAMHDoAxhkePHmHXrl144403TNb26uArd35+PmxtbY32sbOzw7lz\n56DVaqvXaBMwRe6bN2/iyJEjRsc4ffp0qcf866+/ys1tsZUnyvLo0SNotVo4OzsbPe/k5GSYHqUi\nBw4cwPHjx6v0RbI0c+Veu3YtUlJSMGrUqGq111T4zt2oUSM8evQIBQUFmD17NoKCgkzR7GrjK3d8\nfDy+/vprnD17ttwVXSyFr9yurq74/vvv0blzZ2g0Gmzbtg29e/dGTEwM/Pz8TJrhRfCV+/bt21Cp\nVLCzs8PevXvx77//YsKECUhJSUFkZKRJM7wIc/xdS09PR2RkJBYuXFjt9poKX7m9vLywfft2DB8+\nHBqNBoWFhejbty+2bNliyua/ML5y+/v7Y+PGjRgyZAg6deqE8+fPY8OGDSgsLMSjR49KfJ65VSe3\nr68v4uLioNFoEBQUhJCQEMNraWlpJY7p7OxcYe4aV9hV159//onAwECsXr0aPj4+lm6O2VQm9549\nezB9+nRERETAzc3NzC3kR0W5//zzT2RlZeH06dOYNm0anJycMH78eAu01LRKy63RaBAQEIClS5fC\n3d3dwi3kR1nnu2XLlkYTnnft2hVqtRpLliypEYVddZWVW6fTQSQS4ccff4RCoQAArFmzBv7+/nj4\n8CFeeuklSzXZJCrzd2379u3Q6XQ15h+rplBW7jNnzhj+5+/v74+UlBRMmzYN48aNQ3h4uAVbbBpl\n5Z49ezZSU1Ph6+sLxhhcXFwQFBSExYsXQySqcRceqyQiIgJZWVm4ePEipk2bhunTp1d/nt5KX/w1\nE41GwyQSCfvpp5+Mnh8/fjzr0aNHue89efIkc3R0ZCtXrix3v5o4xo7v3JGRkUwul1c46NLczHG+\ni8ybN481adLkhdtqSnzkTkpKYhzHMYlEYniIRCLDc1FRUSbPUVXmPN8hISGsdevWL9xWU+Ir9+jR\no1nz5s2NnktOTmYcx7G//vqr+g2vJnOcby8vLzZy5Mhqt9WU+Mo9dOhQNmTIEKPnisYX3r9/v/oN\nrya+z3dhYSG7f/8+0+l0LDQ0lDk6Opqk3dVVndzP2r59O5NKpaywsJAxxthrr73GPvnkE6N9IiIi\nmI2NjWGf0tS4UlcqlaJTp044evSo0fNRUVHw9fUt831//PEH+vfvj7lz52LixIl8N9Pk+MwdERGB\n0aNHIzw8HEOGDDFpu6vLnOdbq9VCp9NVq72mwkfuRo0a4cqVK7h06ZLh8dFHH6F58+a4dOkSunXr\nxkuWqjDn+S5r6UFL4Cu3n58fUlJSjMbUFU3xUhN6bfk+3+fOncPly5cxduxYk7XZFPjKzRgr0UNV\ntF0T/rbxfb7FYjFcXV3BcRx27dqFN99802Rtr44Xzf28ov9HFZ3Lbt26ISoqqsQxO3fuDLFYXPaB\nKl+Tms/u3buZVCplGzZsYAkJCWzixIlMoVAYbhueOXOm0e3dJ06cYHK5nE2fPp2lpqayBw8esAcP\nHrB//vnH6LhxcXEsLi6Ode/enQ0cOJDFxcWxq1evmjVbefjIvXPnTiaRSNiqVasMrz948KBG3UXH\nR+5Vq1axAwcOsMTERJaYmMg2bNjAHB0d2Zdffmn2fGXh63v+rP/973817q5YPnJ/99137Oeff2aJ\niYnsypUrbObMmYzjOLZv3z6z5ysLH7mzsrKYm5sbe/fdd9nVq1eZSqVibdq0YUOHDjV7vrLw+T0f\nM2YMa9WqldmyVAUfuXfs2MFsbGxYWFgYu3XrFlOpVMzHx4f5+PiYPV9Z+MidmJjItm7dyhITE9nZ\ns2dZQEAAa9CgAbtz547Z85Wlqrm3bt3KIiMj2bVr19itW7fY7t272X/+8x8WGBho2CcpKYnZ29uz\nyZMns4SEBLZ+/XomlUrZ3r17y21LjSzsGNPPW9OkSRNma2vLfHx8jOZdCwoKYk2bNjXaLrrk9Ozj\n2X0YY4bnn933+X0szdS5e/ToUeo+PXv2NGuuipg694oVK1ibNm2Yvb09UyqVrFOnTiwsLIzpdDqz\n5qoIH9/zZ4WEhNS4eewYM33uxYsXsxYtWjCZTMbq1avHXnvtNXbo0CGzZqoMPs73jRs3WL9+/Zhc\nLmf/+c9/2KeffsqysrLMlqky+MidkZHBHBwc2JIlS8yWo6r4yB0aGsratGnD5HI5c3V1ZSNHjqwR\nl2GfZerc165dY97e3kwulzOlUskGDx7MEhMTzZqpMqqSe+fOnaxjx45MoVAwBwcH1qZNG7ZgwQKW\nl5dndMyYmBjWsWNHZmtry5o1a8Z++OGHCttBS4oRQgghhFiJGjfGjhBCCCGEvBgq7AghhBBCrAQV\ndoQQQgghVoIKO0IIIYQQK0GFHSGEEEKIlaDCjhBCCCHESlBhRwghhBBiJaiwI4QQQgixElTYEUJq\ntQsXLkAkEsHPz8/STSGEEIujwo4QUqtt2LABnTt3xpkzZ3D9+nVeP6uwsJDX4xNCSHVRYUcIqbVy\nc3Oxc+dOzJ07F7169cLGjRsBACNGjMA777xjtK9Op4ObmxtWrFgBAGCMYfHixWjevDnkcjnat2+P\nHTt2GPZXq9UQiUTYtWsXevXqBblcjnXr1uHJkycYPnw43NzcIJfL0bZtW2zZssXos7KzszF69Ggo\nFAq4urpi6dKlGDBgAIKDgw375OfnY8aMGXBzc4O9vT26dOmCo0eP8vSTIoQIhonWviWEELPbunUr\nc3d3Z4wxFhkZyZycnFhBQQE7ePAgs7OzY+np6YZ9jx8/ziQSCUtNTWWMMfbFF1+wl19+mR05coSp\n1Wr2448/Mnt7e/bbb78xxhhLSkpiHMexJk2asD179jC1Ws3u3bvH7t+/z5YuXcouXbrEkpKS2Lp1\n65hUKmW///674bPGjRvH3N3d2bFjx9jVq1fZsGHDmFKpZMHBwYZ9RowYwbp168ZOnjzJkpKS2Jo1\na5hUKmWXLl0yw0+OEGKtqLAjhNRar7/+Ops7dy5jjLGCggLm7OzMfvrpJ1ZYWMicnZ3Zxo0bDfuO\nGTOG+fv7M8YYy8rKYjKZjKlUKqPjTZo0ifXv358xVlzYLV++vMJ2DBs2jH3wwQeMMcYyMzOZVCpl\nu3fvNryenZ3N6tatayjsbt68yUQiEUtOTjY6zqBBg9j48eOr+mMghBADiaV7DAkh5EXcvHkTf/75\nJ7Zt2wYAkEgkeO+997Bx40a8/fbbCAgIwI4dO/D+++9Do9Fg7969WLVqFQAgISEBeXl58Pf3B8dx\nhmMWFBSgadOmRp/j4+NjtK3VarFw4ULs3r0bKSkp0Gg0yM/PR8+ePQEAt27dQkFBAbp06WJ4T9El\n2yIXLlwAYwyenp5Gx9ZoNOjdu7cJfjqEEKGiwo4QUitt2LABWq0WzZo1MzzHGAPHcbh37x4CAwPh\n6+uLlJQUnDlzBvn5+RgyZAgA/Xg7ADhw4AAaN25sdFwbGxujbXt7e6PtpUuXYvny5Vi1ahXatWsH\nBwcHzJo1Cw8fPiy3vYwxw3/rdDpwHIe//vqrxOfJZLJK/gQIIaQkKuwIIbVOYWEhwsPDsXDhQgwY\nMMDwPGMMo0aNwubNmzF79mw0b94cO3fuxKlTp/DWW29BLpcDADw9PWFrawu1Wo0ePXpU6bNVKhUG\nDhyIwMBAw2feuHED9erVAwB4eHjAxsYG586dQ5MmTQAAOTk5uHLlClq0aAEA8Pb2BmMMDx48qPLn\nE0JIeaiwI4TUOr/99hseP36MsWPHom7dukavDRs2DN9//3851DkAAAHwSURBVD1mz56NwMBArF+/\nHnfu3MG+ffsM+ygUCnz++ef4/PPPwRhD9+7dkZWVhTNnzkAsFmPs2LFlfnarVq2we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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "names = [\"Singles\",\"Doubles\",\"Triples\",\"HR\",\"BB\"]\n", "i = 0\n", "for col in dat.columns[1:6]:\n", " plt.scatter(dat[col], dat[\"R\"])\n", " plt.xlabel(names[i])\n", " i+=1\n", " plt.ylabel(\"Runs per game\")\n", " plt.title(\"corr=\"+str(round(np.corrcoef(dat[col],dat[\"R\"])[0][1],2)))\n", " plt.show()\n", " " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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7ZqDXq1SoYOPDD1Pz9HUK2ue8OJCYFy0Fah3Czz//nMGDB1O+fHm0Wi2NGzem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ARa4G8MyZM8TGxtKqVSvnbd7e3jRp0oQ9e/YAcODAAdLS0tzOKVeuHFWrVmXv3r0A7N27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iBNpaiAgBUQpYgNEAREpKg0QXqRXpYVpIsiCFKkLJ0tyabPfH8Mm2SSbKHIh5LzPDya7GTmzp3k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\nIT72WEydmsykSaUrFkII55AaQFFiSc1I0fn1Vz3Nm/vSqZMv7dv7cv689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47I69cqUnhw4ZeOABG8OGpaAocOKEnkcf9cFq1S7ab7/pWbo0IdvHTk6GxETn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\nBZ+bmxvc3NxM9mm1WrRs2RLPPfccgOopV5KSkhAUFIQOHTogMTERrq6uG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TiuTdd9OZMyeNCRMy2LAhmdtvL9oUbloanD+vlHgq+mb5nJdXZSYABFi8eDEa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\nPMZceYy5gxN2YuPGjUKSJKFWq803SZKELMtCo9GIK1euCEmSxMmTJy2e9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CgggPD8+dJyJyjeSxuK+02m7BgljKlbPh4aHSq1c83brdpxsqD3XoYGHduhje\nftvE8uUx+WLljrg4uHZNSdcXcbFiKjt2RHPt2l0OHYqibFnXFJm33zZy+bJjcsiuXR58+qlrjlNh\n+ex5eZFtNRkjIhRu3cr7XNGdO3W8+OJRFizwdFkPOaN++knHs8/6MG+egaFDvZk2zT3z4O61dKme\ncuUCKFu2CJMnp53W8b//xTF7diyjRpnYti0qw8sT5gf5JgAEWL58ORqNhjJlymAwGJg3bx49e/ZE\nUdL+0Dzo70II91Gzpo0TJ6IIC4tg3rw4NPnqKpWkaVMr48aZ6dAh73/579yp45FHAqhePYAuXXww\np3O1PMN9vrPv3tUk2y5819iwMIUxY7x4800jZ85k7U34f//nSaVK/lSpEsD48XmXL/rTT461tX/4\nQc/48cYsncu2bR4uawZv2ZL/UjUyIiJCYeRIo3PZwblzDfz66/1nyGu1jl7iMWPMVK3qfsEf5LNC\n0CEhIezevRuTyURUVBRBQUF0796dSpUqUbJkSQDCw8MpU6aM8z7h4eHOv5UsWRKbzcbt27ddegHD\nwsJo0qRJqo85aNAgypUrB4C/vz81atRw5kck/sqV7fy5nXhbfjkf2U7/dmho6AP3P3Ag/5zv/bb3\n7tVx7lxLQkLsNGq0A4Mhb87n7beNxMTsAWDv3masWqXnoYd+zPTx+vc3M2LEUQB8fZvSo0d8htsv\nq9szZx5m714dTzzRmNGjTfz2W+69nlYrtG59jKtXtUAzvvvOg7lzf6BIETXDx6tSpTGTJnmhqo72\nWbCgGd26JRAdvSfXnk/i9vLlnqhqG6AZsJvNm21Mn14rU8dT1d2A4b9jgZ/fT+zfb85Xn8+MbO/e\nvR+r1cf5fGA3Bw/GUbNmQ0wm+OabgxQrptKxY6NcPb/Ef//zzz9kt3xdCPru3buEhITw4Ycf0q9f\nP0qVKsWQIUMYO3YsAGazmaCgIGbNmkX//v2JjIwkMDCQJUuW0LNnTwCuXLlC+fLl2bp1K61bt3Y5\nvhSCFkJk1vbtOnr0SBof7NYtnk8/zZsVPR55xJ8bN5J6qbKjEPGRI1r++ktLo0ZWypfP3R6O/ft1\ndO7sg6o6emM6dEhg+fKMrSN8r6++0rNhg57y5W28+64JP7+0979yReGxxwJcbvv662hat854fb9/\n/9Xw+OP+Lrf98EMUDRo4xl9NJvjtNy2BgWqOr3W9YoWeoUO9ndvt2ydkeH3mRDYbTJjgxY4dHlSp\n4limMT9bRNqRAAAgAElEQVTm62bEwIFGvv3WMQ+hXj0rmzZFExWl0KGDL+fPa/HyUlm6NIZWrTL+\nPsguBbYQ9Pbt29myZQsXL15kx44dNG/enKpVq/Lyyy8DjhIvM2bMYP369Zw6dYq+ffvi6+tLr169\nAEcP3quvvsqoUaPYtWsXv/76K7179+bxxx+nVatWefnURA4oLHlIBVFBaLvDh10HUDZu1NOzpzdn\nz+b+ZfXtt83OSSkVKtjo3j3reZP169vo1Ssh1eAvp9vvyBGdM/gD0qzB9yDbtnkwZIg3u3Z5sHix\ngTfe8H7gfUqUUClZMul5GwwqVapkLjgrW9ZOz55JwXjz5hbq1nUEf1FR0Lq1L+3b+1Gvnh9Ll+oz\n9Rjp9eKLCYwaZaJixV107pzA3LmZ/8Gi1cIHH5j45ZcoVq6MdfvgD+DTT+P49ttoli+PYePGaPR6\n+PxzT86fdwwFm0zKA3MD3Um+GgKOjIxk7NixXLlyhaJFi9K1a1fef/99tFrHiz9q1ChMJhODBw/m\n7t27NGjQgO3bt+PtnfSBnjNnDjqdju7du2MymWjVqhUrVqyQPEEhUnHypJbLlzU0aGAtEBfw3FSz\npmsGfXy8wrZtek6e1HHiRCQeuZgS1a9fPA0bWrl2TaF+fesDe7jyu5o1XXtYatXK/GyFY8e0ybYf\n/LXn6Qlr1kQzaZIRsxnefNOcpV7Q+fPjeOGFBBISIDTUyn9faXzxhSdnzjjOx25XmDLFi5deytlJ\nT2PGmAkNjSM0NPM9qgWVokDLlmn37uXfMdOMy9dDwDlNhoBFYbZkiZ4RI4yoqkJgoJ1t26JzfajP\n3S1ZomfJEk9OnnQNKk6fjiA4uNBeWrPFqlV61q7VU7q0nUmTTPetVZjcX39peOstI+HhGnr3jqdq\nVRvPP580VP/MMwksXpz3wc/58xpatPAjNjapcyIw0M7Zs5F5eFYiuZs3Fdq39+WvvxxDwEuWxGQq\nFSC7ZOcQsASAEgCKQqpWLT8uXUrqHRk50sTYsemcPiqcfvtNQ7t2vpjNjqHfKlVsHDgQ5ezlyU37\n9+s4d05LaKiFhx8unMF8aKivs1cNoFmzBE6c0KHXQ8eOCUyaZMLHJw9P8D/vvOPF/PlJ07AVReWL\nL2Lp0iXvZ5ULV3FxcO6cllKl7AQF5W3IVGBzAIXIiIKQR5aXfH3Tv9RVdisobRcWptCzZ1Lw9+ij\nVjZsiM6T4O/LL/V06uTLyJFGWrTwSzH0mZ3yc/v99Zfr8969W09EhIYbNzRERyv5IviDlJ+3WrVs\nuRb85ef2y4+MRkfKR14Hf9lNAkAhCqkPP4yjWDFHL1FoqIVXX837YsapOXxYy/TpBjZsyH91xrZu\n9SAsLOkyeuGCNs++JO5dQs9kUvjmm5ydUJBftW2bFERpta5tcW+Pd157/XUz9eo5hhKDguzMmpU3\nM8hF4ZWvJoEIkRGynmXW1Ktn448/IomOVtKdX5Vd0tt2e/fqeO45H2w2R57UpUtxDBuWN4FqfDxY\nrXDPnLMUE2eKFVPJ7flmcXGOmYpRUa4P7O2tYreTI4W08/Nnb+HCWGrVsnLzpobSpW2MG2d0ziju\n3DnnV5XZsMGD48d1NGhgpX37+/fo+fnB1q3R3L2r4Oen5mqvcX5uP5F7JAdQcgCFyLdGjvRi0aKk\nPKnHHrOye3d0rp/HihWOCTMWi8LgwWamTElaG3b0aC+WLvWkWDFHDlfDhrmbIN6liw979jh6RxNL\nwRiNKrGxGoKD7Xz7bTSPPuoe+YBmM9y+rRAcrGZb4Lpvn469e3VUr26jc+ecHWL98ks9I0Yk/UJY\nsCA2W0ryCJFIcgCFQPJY3Fl62y75GrXlyuV+IBMVBcOHO4I/gPnzDRw9mtRdM2OGievXIzh9OjLX\ng7/YWJzBH4CqKqiqQmys49J+/bqGMWOM2f64OfHZO35cS40a/tSoEUDLlr5ERGRPV2rjxlbGjzdn\na/BntztmG9++7XqO33+vT7adt2kL168rXL6c8mterp0CJAAUQuRjr78eT69e8ZQsaadpUwszZ+Z+\nnpTZrDjXB00UHe26nZ5hX5sNTp/W8u+/2XfZNRohODjtoDj5ueZX48YZuX3b8dr89puO+fM9H3AP\n+PprPX37ejNliiHd6x9nVXw8PPecD3Xr+vPoo/6sXZsU5IWEuNYrrFQp73peZ882UL26PzVr+jNk\nSPb/CBDuT4aAZQhYiDxx967C2bNaKla0UbJk/r4MDRpkZPVqR0BSq5aVzZujMRgecKd7WCzQrZtj\nqFajUZk2zcSAAdmTy3jypJYRI4ycO6chJsY1uNRoVD79NJauXfN/aZFmzXxd6ikOGmRm6lTTffff\nvNmDPn2SpvS+8EI8//d/Of8DYdUqPYMHJw3zBgTY+ftvR+2+6GgYPtyb48e1NGhgZdasOLzyYOGI\nW7cUHn7Y32U1la1bo6hXL/MFtUX+kJ1DwDIJRAiR686f1/D0077cuKHB21tl9eoYGjXKu+KqDzJ/\nfhxduyZgMim0bGnJUPAH8MMPHs6hWrtd4Z13vHjllXh02XAFfuwxGzt2RBMRoTBypCMQrF/fSsOG\nVqpUsVO9+v2/9O/eVTh+XEu5cnYeeihv8wTfestM//7eWK0KJUrYeeWVpAD5zBkNkycbSUhw7Nek\niTXFUnzJt3OKJVksfW/vsK8vfP557hSZvnFDYcIEL65d09CtWwJ9+iTlGlqtuAR/gDOFQYhEEgAK\nt7V//36ZzZaPffGFJytX6gkKsvPhh3HYbAqjRhm5eVMhPn43N2441ueOjVX48EMDjRrF5PEZ35+i\nQIsW2Reg5sS4S0CAmqHg48oVhaee8uP6dQ1araOn8Lnn0tdTmNZnLy4Odu/2wNdXpXHj9L9mnTtb\nqFYtiosXNdSsaaN4cceL9MMPOl5+2ccZwPz8s44jRyJTWS4ud35AdOmSwKJFnvz+uw5FUZkw4f69\nlDmpXz9v9u93/Kg4eNCDsmXtNG/ueA1KllQZMMDMZ585fqm0aZPgkp8q104BEgAKIXLAjz/qGDUq\nKe/o5k0NFgv8/nviJcf10pMXhZNzU7t2Fpo0sbB3rweKojJ5silbev+yYulST65fdwwZ22wKM2d6\n3TcAvH5dYe9eD8qVs6c50SU2Fjp0SBrK7dfPzMyZ6Q+QKle2U7lyUk/k1asKr7zi49J7ZTIpXLig\n5bnnLNy9G8eWLR5UrmzjnXdyJxDz9XWUbzlxQkexYnaqVMmbntOTJ10/NL//rnUGgADTp5vo2TOB\n+HioU8eWI+WAhHuTAFC4LfkFm3+dPev65XTunJYEl2oYzfD3txMZqaFoUXuOfnlfu6YwaJA3Fy5o\nadcugenTTbkecOr1sGZNDGfOaPH3V/PFmsueyeZYeHml3i15+bKG1q19uXXLEUFMmhTH0KGpf/Z+\n/NHDJY/viy8MvPtu5pdeu3RJS0KC69Cln5+datUcw9r9+sXTr9/9cynj4x0zuHfv9qB6dRuffBJL\nsWJZ73718iLXZ3wn17ix1TnrWKtVUz2fxx9Pffhfrp0CZBawECIHNG5sRa9P+qJt3txCixauvUvx\n8QrLl0fz66+RPPFEziWnv/mmN3v3enDtmoZFiwx8+eWDZ5c+SGws9OnjTcWK/jzzjA83bz44v0qn\nc+Tr5YfgD2DAALNz2NTf384HH6QehK9Zo3cGfwALF6aeAHnqlJZdu5L3KajUquXPZ59l7jWvVs1G\nyZJJr5efn52NG6NTFOC+n//9z8CqVY6ezh07PBg3LvtnZOzbp6NWLT8eesifefOy/t5Kr08/jWXY\nMBPdu8ezalUMdevKBA+RMRIACrcltayyT/LE9qyqUcPGhg3RvPxyPGPHmli4MJZFi2IpUiTxy3w3\nZrPCsWM6fH2z97GT++cf18vcpUtZv+x99JGBzZv1REZq2LvXgwkTvP5LvE99/9OntcyYYWDlSn2O\n5P9lhp8fbNsWzcmTadcwDAhQU2wn/+wdPaqldWtfli27NzhUAYVbtzSMHevFqVMZ73YNCFD5/vto\nBgwwM3iwmSNHonj88fQH0MnbOruXgrNaHT8ELl3Scvu2hnffNWbLGsznzmlo2NCPkiUDePVV72S9\n5w7e3vDuu2YWLIijVauM9UbKtVNABgLAsLAwPvzwQ15//XVu3boFON5EFy9ezLGTE0LkrH/+cXzR\nBAUVoV277Cu+C9CggY2PPopj5EgzXl6OmnXJ86USE/1zUqdOSd+eOp1Kx45ZX5nh2jXXS+ehQzpK\nlQqgXLkAl7pw4JjB2qaNLzNmePHGG96MHZt7dUGiohz1B+9Hq4UyZVSMaZSJ6907ng4dHK9ZyZJ2\n/ve/lBNN1q/XEx+f9N6pVMkGJG2rqsL16/d/byUkQMx95gBVrGhn+nQTU6aYMrzOcufOCc7VURK3\ns1NsrEJkpOt74erVrP/AGDbM+7+0CYX16/UsXpx7PYui8EjXO/XYsWM8/PDDrFy5kkWLFhEVFQXA\njh07GD9+fI6eoBD3I3ksrm7dUoiMzFgAN2GCF+fOOXosjhzRMWtWBuubZNDHH8fy0EM2dLqmPP10\nQpr5W/dz+7aSoUB1/Hgzn34ay9tvm/juu2jKlrWn2qOSEc89l4BWmxRYXLmixWpViI1VeOMNb5dg\nZssWPSZT0vmuX++6WkROsFigVy9vKlQoQuXK/uzbl/l0b70eli+P5fr1u5w5E0nt2rYUn717h2kB\nypd3FO5O2rZRv76jl8pud+RlJhZuXrvWgwoVAihXrggjRmRvweI2baxs2BDDiBEmvvwyhkGDsncd\naX9/lTZtkt5MpUvbCQ3Nem7gjRuu7+/0pBhkhFw7BaQzABwxYgRvvvkmv/76K573ZA63bdtWupKF\nyAfGjPGiSpUAKlXyZ8GC9PcWJA+k7t7N2Vphjzxi58iRKMLDI1i6NBZ9BmOhiRO9eOghx/OcOzf9\nz7Nt2wRatrTw1lve1KgRwOOP+3P6dOaH6lq3dhSDnjgxjvHjXYsPx8crxMUlvY7Jl69LvrxdTli5\nUs/WrY4XNzJSw7BhWQ+skk8auddrr8Xz3HMJ+Pqq1KplZfbsOFatiuGjj2KZMiWO7duj8fNz9PK1\nb+9L9eoBVK3qCEyHDPHGbHa8Xl9+6clPP6UdrNpsMG+eJ4MGGfnmmwe/gXJiKbh7LVsWy8cfx/Le\ne3Hs2BFF0aJZ79Xu0ycpUPX2Vnn22Zwr5H3zpsLYsV4MHWpMMbNYFGzpWgnEz8+PEydOEBISgq+v\nL7/99hshISFcvHiRRx55hPj47P1VlVtkJRD3JrWsHI4d09K6tZ9zW6NROXcuMl2zHdev96B/f2/s\ndgWDQWXdumgaNMj5ZPLMtN3p01oaN056noqi8vvvkZQqlfbzPHBAR69ePimWRGve3MLatVmvPRgX\nB23b+nLqlCNw6dw5gS+/TBomVVVH4Lp2rZ7Spe0sWBCb5SXCrFbHTOuAADtlyqR8/i+/bGTjxqSI\nrXhxO3/+GemyT3Q0/P23lvLl7Sny/B4ks5+9uXM9mTw5KRitWtXKH3+4BnxLlsTQqdP9A56pUw3M\nnp00jL5wYSzPP5+9Q7v5wa5dOi5e1NKsmcWlNE52SGw/VYUmTXw5fdrRBr6+KgcORKb6nhL5Q66v\nBOLl5cWdO3cICQlxuf3cuXMEBgZmy4kIITInsfckkd2ukN7fZF26WKhYMZrTp7XUrWvNs5pm6WFK\nNklVVZX/nnvaF8MJE7xSXQ83+fEyy2iEH36I5ocf9BiNKu3buwYvigKjR5to3z6BkiVVKlTI2muc\nuBbtwYOOZeVmzYqjb9+kAGjtWg+X4A9wGY4F+OsvDZ06+XL9uoYiReysWRNDzZo5H/jfOxQOjt7S\nV181s2iRI/WgWjVritniye3e7ZpjuWePLtMB4KVLGsLCFB57zJZmHmReaNnSCuRsqZnbtxVn8AeO\ndaNPnNBRpkz+XzpQZF26hoA7d+7M5MmTMd+z2vbFixcZNWoUzz33XI6dnBBpkd4/h/r1rS5f8C++\nGP/AXrF7PfGEjRdeSMjV4C8zbVerlo1WrZKe5/PPxxMS8uBzTm2Gs16vMmyYOeUfMsnHB7p1S6Bj\nR0uKgrvnz2uoX9+P9u39qFvXj6+/1vPvvxpeesmbTp182LDBI/WD3semTXoOHkxaVm7CBKPLzOLU\nlkRL3D/Rxx8bnEWg797VMGNGxnI/M/vZe/HFeIKDHW2m0aiMGGHmww9NrF8fzbJlMWzZEv3AmoE1\natjS3E6vVav01K3raJeWLf2ydQJUfpfYfkWKqJQunfQZ8vBQefhhKSdTWKSrB/DDDz+kQ4cOlChR\ngri4OEJDQwkPD6dRo0ZMnTo1p89RCJEGnQ6+/TaG/ft1eHrmfYHanKLRwKpVjuep08GTT6bveY4d\na/6vlIaCj49KQICdJ56w5crrdP68hubN/Zw5gTabwpQpXvj5qc5i2QcP6qhQITrdtRCTj/4k306t\nJ+9B97Hbsxb8qCpMn25g+3YPHnrIxsyZplSHlcuUUdm/P4pfftFStqydRx5xBB9Nm6a/LaZOjUOj\ncaQ+VKhgo3nzzPVWTZ3qhc3meN7nzmlZuVKf7ZNE8jutFtasiebdd43ExsIbb8Tn+ZrQIvekqwfQ\n39+fffv2sXHjRqZPn86bb77J1q1b2bt3Lz6ZLfEuRBbJBKQkOh00a2Z1m+Avs22n1TqChUaNrCjp\njFk6dLBw9GgUr75qJiZG4coVLZs36xk3LufH/L74wtNlQgg4Vm24d6UUu13J0ISUTp0SaNDAEfRo\nNCpTpsS5vBa9eiXwzjtx+Pg4AjAPD5X33nOdqDJsmNk5czcgwM6YMRkbD0/efsuW6fnwQy9++03H\nmjWePP64H23a+PLbbymfV5EiKq1bW53BX0Z5e0P37vFcuKBl0yZPmjb148cfMzbL+dQpLbdvu7ZL\nXi/Nl1lxcTBokJF69fwYPNiYrtSGe9vv4YftfP11DJs3x9C2rQz9FibpfssrikKLFi1o0aJFTp6P\nEEJku7Jl7SlyJZMvV5cTks+c1WhUpk838b//GThyxHH5NRhU6tRJf+BuMMCmTTGcPq2lSBE1xSxj\ngLfeimfQoHj++ENLiRJ2Spd27Y176CE7hw9HcuGClgoV7FmeufrHH66vZXS0hl9+0dCjhw+nT0dm\n+zq0n39ucAbW8fEKCxYYaNEi/RN6evTwcVli7pFHrLzwgnv2/r3/vherVzveaBcuaClWTOW993Jn\nXWTh3tIdAJ44cYJdu3Zx8+ZN7HbHBUdVVRRFYebMmTl2gkLcT0HMAYyOhtde8+bgQR1PPGHjiy+y\nZ+3StMTGOh5z/34djz/ueMzkBZq3bfPgzz81NG9upXr1rOcIJW+7O3cUvv1Wj6enSs+eCWmWHMms\nFi0sfPVV0oEzO3SYEUOHmtm1y4M//tBSpIidL7+MpUkTR0/trFkG7t5V6N07nocfzlhvmE53/3Ve\nE3l6kuawsp+fI68yLWYzDBrkzU8/6Xj0Ucd7IzhYTdF+LVta+OyzlHmE4eEaoqMV/P2z9z2c2Lt5\nv+20xMWlLOQ9dGg83t7Zcmq57q+/NGlup6YgXjtFxqWrDMxHH33EyJEjKV++PEFBQSj/jTckBoCH\nDh3K8RPNCVIGRuQ377zjxfz5SV+kPXvGM39+XBr3yLrJk72YOzfpMbt1i+fTT5Me83//82TSJMdw\nqaenynffRVOnTvYlikdHQ4sWfvz1l6MXqWlTC+vWxaR7iDcjNm70YPduD6pVs/Hqq/HZ8hhjxnix\nbJknxYvb+eyz2BRldKxWCAtTKF5cxZDBOts2GyxfrufmTQ3PPJOQ6/lZM2camD49qeTK008nsHRp\nypVAALZs8WDjRg82b9Y7e+caNrTw/fdZL7WT3PXrCs8+68u5c448wHXrYjI0u7pLFx/27HFMjPH3\nt7NvX5Tblj5ZskTP8OFJ0evcubH07l3wyuIIh1wvAzNr1iwWLFjAwIEDs+VBhcgOBbEOYPKeieTb\nOfOYSrJt18dMHF4Cx3DbunV66tTJ2hDTvW338886Z/AHsGePB9euKSmGLbND586WFAWBTSb4/HNP\nIiIUevTI2GzoH37wcPZ8XbmipV8/H06dcq23p9OR6eBiyBCj8/WfN8/A7t1RVKyYe0Fg8mXNEt8b\nqX322rWz0K6dhQsXzKxY4Ymvr8rAgdk30/pewcEqBw9GceeOQpEiaoaHmL/6KoaFCw1ERCj06hXv\ntsEfQN++Cfj7q/zyi4569azpKnidV9fOf/7RsGyZHi8v6N/fjJ/fg+8jck66AkCbzUbLli1z+lyE\nKPS6dk1g40YP56zMbt1y/pd8164JrF2rdz5m8ppqJUvaXfLlEst4ZJfgYDuKoqKqjsc3GtVsHzJM\nS+/ePvz4o6M36MsvPTPUG5R8ya5btxRUlWzrvbx32bjoaIVduzwytXxeZvn7u7ZN4vsxLg4++MBA\nZKTCCy8kuJRiqVzZzqRJD/6BcOGChkWLPPHyUnnjjfgM5yEqCplOjzAa4a23ciY4zQtduljo0iV/\nT+C4fVvhqad8CQ93ROtbt3qwfXt0jvT0i/RJ1xDwO++8g91u5/3338+Nc8o1MgQs8qPDh7UcPuzI\nAWzWLHtm9dpsjqK3RYuqFCmS8iOf+JiPPWajRQvXx7x8WcOrr3pz/ryWp55KYN68OOcSbv/+q0Gr\nVTNUdzA1n33mycyZBgwG+OijOJ56Kn1fZnY7LFjgyenTWpo0sdKjR8YCZpMJSpcu4nLbggWxdO+e\nvuNcv67QvLkfN244vtR69Ijnk0+yb8i+Xj0/LlxICr5Xr46mTZvcmen9ySeeTJiQNFN64EAzH3zg\nCOw6d/Zh3z5H0Ozjo7J3b1SGhmBv3lRo1MiPW7ccr1v16lZ++ikaraxEVmBt2+ZBz56uVUPOnImg\nZEn37X3NC9k5BJyuANBut9O2bVtu3rxJ9erV8fBwfPATcwAXL16cLSeT2yQAFIVBXBx07erD4cMe\nGAwqn30WS8eOWe8teOstI0uXOoYnx4wxMWpU7veovP++gY8+SspRy0jwlqh6dX+XYe+tW6OoV8/G\nli0efPONnpIl7Ywda7rvcNXVqwovveTN8eMegMrkySaGDMmeXrrTp7W88YaRGzc09O4dz5gxufca\nP/usj8uqG4n5f2YzlCrlGjR/8klshoLv7dt19Ojh63LbqVMRWf4hIfKvs2c1NG7s56y9WKSInTNn\nInNkwldBlp0BYLoyJ8aPH8+uXbvQ6XTcvXuXmzdvuvwnRF7I6zqAFy5oOHxYizmfjyStXq3n8GHH\nF7nZrDB6dNbr3x0/rnUGfwDTp3sRFpb+sZy02u7sWQ0//6xNdQWP5BIT+RPt3avDZoOjR7WcOZO+\nxLDVq2OoU8fKQw/ZmDUrlnr1bBw5oqV3b282btSzcKGB/v3vX+/00iXtf8EfgMKkSV5ERqb/tbDb\nYfZsA88/78O0aQas1sTjavj4YwPBwXYWLozN8eDv1Cktffp406ePNydPalOsCJG4bTBAUNAu5+2K\novLQQxmbFFSpkh0Pj6QvseLF7Tk+210kyYtr5/nzWqpWteHnZ6daNSurVsVI8JfH0pUDuGDBAr76\n6it69OiR0+cjhFv4/HNPxozxQlUVnnjCyqZND17CKq9YLEqy7ew4ZsrbrNkwMvnRRwbef9/Ro9eo\nkYW1a2Ocw82pqVHDxi+/JF3GHn3URrduPvz0kyMgGzHCxPjxaQdO1avb2L492uW2I0d0LqtjpLa8\nWqLkr4WqKhl6LebN82TqVMdz3rXLA1WFMWPMPPusD5cuOcZE9+zx4ODBKMqXt/P5555s3OhB+fJ2\npk41pTqkn1537yocP66laFE73br5cPu2I2g+cEDHvn1RxMU5/t6woZW33056HV94IYGdOx1PcsCA\neGrXzngAuGhRLB9/bMDLS2XqVFO6goE7dxQmTPDin380PPOMJcP5kFarY+UVT0+V+vXzZsmzs2c1\nXL2qoW5da6GZBHHsmJaXX/Z2fqa8ve3UqydLzuW1dA0BBwcHs2fPHqpUqZIb55RrZAhYZFbZsgHE\nxiYFCPm59EJEhELbtr78+acWjUblo4/ieOmlrJ2r3Q59+njzww+O6OyVV8zMmpW1mcHx8VC6dIBL\n4LV0aQxPP33/iDUuDt5914vff9fRtKmFOnWsKYYWL16MyPCkkv37dXTu7OOc/NCkiYUNG1IvZ2K1\nQvfuSUHn4MFmpkxJ/2vx0kvefPddUpTbtKmFhQtjeeSRAJf9VqyIwWaDl15K+qXRtm0CK1emXpYl\nLdu26di61VGy5fZtDRqNmmI5uB07olIN7N54w8jKlY5orVUrC6tWxeRa7l737j7s2JHU67tiRQzt\n26fvF43VCi1a+HLqlCOY79gxgWXLMv7aZcWyZXqGDzdityuUL29j27ZoAgMLfs/nokWejByZNPKg\n06ncuBGRh2fkvnK9DMywYcOYM2cO8+fPd9YAFKIw02pVIOmzkJ+XkQoIUPnxxyhOnNARFGSnUqWs\nz+LVaGDZslh++cWMXp92weG0XL2qsH+/B+XL26hVy4ZG4wguEz3odTUacQk8d+92vYNGo6LRZPxi\nGRpq5dNP41i9Wk9wsJ3Jk+8f0Ol08M03MfzyixajEZcZselRv77VJQCsX99KsWIqlSvbnBNAvL1V\natSwsWyZa3foyZPpe+MdOaJl/HgjZjOEhNjYvFnPve9fu11Bq1Wd+Vlarcpvv2lTBID//KNxBn8A\nO3d6cPSoNkXtw5zy+++ukebJk9p0B4AbNng4gz+AzZv1XLwYR8WKuReAzZzp5Qy0L1/WsmqVnjff\nzPlZ3ZGRCsOGGTl9WkvTphamTTPh4fHg+2WX2rWtLu+vevXcY8nKgi5dV4/9+/ezd+9evv/+ex59\n9FF0Oh2KojgngWzatCmnz1OIFPKyDuDMmSaGDDFisSg0bmzh2WfzZ+9fIqMRnnwyey+6Gg2ZHsbZ\nvyGEn0oAACAASURBVH8/pUo1oU0bX+7ccQw7vv9+HB98YGL0aMeXZLt2CbRpk7Hx6qZNrTzzTAIb\nNuhRFJVJk0z4unYIcvmyhh9/1FG2rJ1Wre7/mjz/fEKKkjj3o9WS6SHF11+PR1Udw8w1a9p4800z\nWi2sWxfNBx94ERen8NprZsqWtRMaamX27KSyLKGhD359TCbo2dOHiAjH63zmjJZ7g79ElSrZuXxZ\nQ3y8gs2mMGqUkXr1bC4rv+j16n9lYfYAzQDw8kpxqFT9/LOWU6e0KY6ZEaGhFtasSQxAVRo1Sv97\n+tatlM85JkYBci8ANBhcHyu3cuDGjvVi40bHj4cLF7RYLLuZM6d+7jw4jh+IX30Vw4oVngQG2hk3\nLp8nThcS6QoAixUrRpcuXVL9m/QIisKoW7cEmje3EBGhEBJil/IVmfDNN3pn8AewcKEnJ05E0aFD\nArGxjtc1o5cXRYG6da3s2aPD21tNEWhcuKChVStfoqIcjzt2rImRI/PuyygsTKFfP29On9bSrJmV\n1183O99LZcqoKVaBadrUyvLlsWza5EG5cnaGD3/wud++rTiDP4eUL6q/v5333otzGT632xX+/lvj\n8hqWLKny7rsmJk92BDIDB5ofuCQdwNq1HgwY4I2qKnh4qKxZE0PjxqkHb/HxMHiwN7t26XjkETuL\nFsU4ZwffW2rGaHTUqEyvrl0tvPee6lwTOjDQTtWqub2yShx9+/oQE6PQsKGFPn1yp6bjvaWEIGWB\n79zQpo0110oYifRJVw5gQSU5gMJdbNvmwdChRmJjFYYNM7sk5LubNWs8+OsvLdHRCp98krQ22mOP\nWdm9O2kyhsVCqsNUNpsj0Ett9YcTJ7S0aJGUWe/rq/LnnxHOnpYPPzTwwQdJXVbBwXZOn47EbodV\nq/RcvaqhQwcL1arlzpBm377ebNqUNKw7erSJ0aOzt21tNmjd2pcTJ1L+3tfrVVq1SmDXLj0lStjx\n81M5c8axn4+PnZdeiueZZywphoJv33ZMdAkKSt/Xx711AwG6d49nwYLU6yXOnm1wTooBaN8+gRUr\nHLl6yUv2ZLT80IULGubMMWA0qowcaaZEidz/+ouJceTlliqV8RVMMuvjjw1MmZL0mi5bFpMtpaBE\n7sv1HEAhRN6Jj4d+/bydk06mTfOiWTNLtq7Hm+j0aS1r1ugpXtxO//7xac7AzYx76/Z5eKjUr2/h\nyBEPgoPtzJnjCAh+/lnLSy/5cOOGwrPPWvj001hnr9j//Z9jxqxWC089lUCFCirdusU7e3KuX3f9\nRo2OVoiOVvD0dFwwS5Rw7fFJ3B471ovPP3cEo3PnGtixI4pHH8353qH7LbWWnbRaWL8+hk8/9eST\nTwxERyf1AD71VALffeeIjq9c0VKmjI1x40zs2qXjyBEP5s/34rPPDGzcGO2S55fRki3J9y9e/P73\nT2tpwuLF7S7bgYFpt5GqQlSU4pwEVLmynXnzcnZt7Qfx8XEUz04UGang65uzweBbb5kpWdLOqVOO\nHEDpiROQzjqAqqqyePFiWrduzSOPPELFihUJCQlx/j+7WK1Wxo0bR0hICF5eXoSEhPDOO+9gs7l+\n0U2aNInSpUtjNBpp3rw5Z86ccfl7fHw8Q4YMoUSJEvj4+NC5c2euXr2abecp8oe8rgOYW2JjFZcZ\nx4Bz5YnsdOGChrZtfZk718A77xgZMMD7wXfKoFWrEiPK3VgsCrVr27h27S6nT0c6J5K88YY34eEa\nVFVh7Vo9X3/tuM+ff2qYONGRd2k2K2zc6MncuQbatvXj0iXH69GwoZWyZZOuFy1aWFyCjRdfTKBr\n13h0OpWKFW3OYODeJddMJoVt27I58r2HY0jW0Z735o7qdGqO5ZL6+6uMHm1OUdsv+SSbmzc1xMfD\nuXNJQ4YWi/LfpJEk9/vsHT6sZdQoL2bPNhB/z+jmlClx1KzpmAjQpIklzR7sLl0s6HRJbXZvHua8\neXFUrGhDp1Pp2jWeF1+8/+t16ZKGunX9qFgxgNBQX8LD81e6UnQ0tG/vQ8WKAVSv7p9igkt269kz\ngfffN9GmjbXQXDtF2tLVAzhr1iymTZvGwIED2bdvH4MGDeLChQvs3buXESNGZNvJTJs2jYULF7Js\n2TJq1KjBb7/9Rt++ffH09GTChAkAzJgxg9mzZ7N06VKqVKnCe++9R+vWrTl37hw+/xViGzZsGJs2\nbWL16tUULVqU4cOH07FjR44dO4Ymt/rchcgmRYuqdOyY4PwSDgmxpSv5P6P27tW5BJpbtqQ+TdBq\ndUykKF4842v23tv7BI4vaYPBdZ+7d133uXPHsZ0YNKV2zL17dZw6pbJliwfPPptAQIDj3Hr2dA0Q\ndDr47LM4Fi6Mc8kvDAhQuXUraTsoKOO9q//+q2HuXE/sdoXBg82pzraeMMGLTz4xoNGo9O4dz7p1\njt638uVtzJsXS6NGNk6e1PLFF574+KgMH25Os7cso+bNi6V3bx/On9cACr/+qqNYMbuz/p+fn+qy\nskqismUf3Bv6++9annnGl4QExwt76pSWxYsdQ7elS6vs2hWdrnWSGzWysnVrNPv2OXIA710WsHp1\nG8eORbkcZ+9eHV9/7Vix5a23zM56nJMmefH3346g6swZHTNnGnjjjXj8/NRsKTp96pSWzz7zxGj8\nf/bOOz5q+v/jz+RWrxOQVYVSpiwVWbKXsoeComxBhiJLQFABGbI3MmR8RabgYC8RLLIFBJQpyEb2\nbq+9fcnvj3Ajd9fSYkHxd6/Hw4fkmks++SSXvPIer5dynjIq5zJzZphHoP3aNZGPPjKyYUNwqaEQ\nQngUSBcB/N///secOXNo3rw5M2bMoHv37hQoUIDhw4dz8eLFTBvMr7/+SpMmTWjYsCEAcXFxNGrU\niL179wJKJHLKlCl88sknnqaUBQsWkDNnTpYsWUKXLl1ITEzkq6++Yv78+bz88ssALFq0iHz58vHT\nTz9Rp06dTBtvCP8s/qkO4H8CX32VwooVDlJS4NVXHY9EQDZ/finNZVDql5o2jeLAAS3h4TJffZVM\nnTpOLl0SSEwUKVrUFbQh5vJlgbFjjR4ZCHcHaf78gUSrUycbY8cqJCRHDonXXrNjtyvk7YUXnBw6\nFHjbuntX4IMPvBHL9u1tTJqUeqrPn4T4u7mkpGTsRdFshkaNIvnrL+XgN27UsWdPouo8HTmi8dQ8\nSpJw30nFKwly5IiWfPkkGjWKut+dqggyb91qynAzTGooUkQiWzYJUMZ5/ryG7NmVc6DRyNy8qT7u\nLFkkXn3VK7h8+LCG6dMN6HR1yJvXSr583mtk61ath/yBIhHjj/QeR+nSiixQanBv59AhDc2bR3rE\nzo8d0/DNNwrp9H/Z2LBBz7x5YWi1Mp9/bg54OcgIrlwRaNQo0tNMtGOHjh07kh6Yxk1OhrFjjfz1\nl4jdb/dJSY8vQvn/6d4ZQupI113u0qVLvPSS0jJuNBpJSkoCoEWLFixbtizTBlO/fn22bNnCyZMn\nATh+/Dg///yzhxCeO3eO69evq0hcWFgY1apVY/fu3QAcOHAAh8OhWidPnjwUK1bMs04IITxp0GqV\nzuMOHexky/ZoCtdr1nQybJiZQoVcVKjgYMGCwGjEwoUGDhxQCJjZLPDxx+F8+aWBUqViqFo1mtdf\njwx4sLlc0KxZFIsXGzCb1bIb331n4MwZ9W3oo4+srFhhYvr0FLZuTSI6WqZu3SheeSWa48c1dO5s\nZdgwM2XLOilUyMWoUWZPBMuNbdvUJNHphFGjFLu1SZPCVFqDyhjVD19LBjWtz53TeMgfKBGdEyfU\nTNhk8v+Wep+K64bWQ/4AjhzReiKgGcGcOQaaN49k0CBjwLH88Yd6XLduKcsul4AgeM+NRiOzbp2J\nyZPNaDRw44bAq69GsmyZgaVLDdSrF6kizkWLqgmbIMi8/XZEuiz5TpwQ+fVXTYCDisOh1ISePBl8\nG7/8olU53Wzf7iWd771nRa9Xjkevl7l+XdmG0ynQr184f6eO/tAhrYf8gTKnN248+Dx16xbBjBlh\nrFmj58cfdUREKBeiKMp06/Z4OoJDCMGNdBHA3Llzezx/4+LiPETqzJkzmSoD8/7779O6dWuKFSuG\nXq+nZMmStG/fnvfeew+Aa9euAZArVy7V93LmzOn527Vr19BoNDz11FOqdXLlysX169czbawh/PMI\n1bFkPnr0sLFvXxIbNiTz7LOBEUD/B7TNplhzucVtt2/XsX69OvJz65bAqVO+pEMAtgJKzdmUKX45\nYKBGDSetWtmJjZVZssTgifo5HALr1+vp0cPGpk0m9u1L4r33bAHiy/61bmPHhjFhgpGEBB0jRhiZ\nMUMtwNa3r8VDfuLiXLRokbHo0NmzoqpuLTJSVkVQrVZUXZgA5co5PPvMk8dFq1Y2nn3WpfLIzZPH\nlWGrt2++0fPxx+EkJOj44oswPvnE68CwYoUuIDLmC6NR0dorVcrJrFkpFCsmMX58GA0bRtK7dziJ\nie5HxlauX9fQtm2kh0jVru3ks8/MhIcrx20yiaxdq6dp0yhu3oSPPzbSsKHid+xLwMeNC6NSpRjq\n1o2mWTPvC4TNpnQP16sXTcWKMUyZEiia5y/z47tcu7aTbduS+PLLZAYNUrNgi0XpjJ4xw/BQXt5F\nirg85BKUbvJgaeXVq3W8+mokb78dwcWLospSUJYFOnSwMXduMlu2mP5WRDKjCN07Q4B0poBr1qzJ\nmjVrKFOmDJ06daJ379589913HDx4kDfffDPTBjN16lTmzZvHN998Q4kSJfjtt9/o1asX8fHxvPPO\nO2l+92GJ6Pvvv09cXBwAMTExPPfcc57wuPtHElr+dy4fOXLkXzWe/w/LhQoJFCpUn9OnNYjizzRv\nbmXWrHoo2AqAJJVVfb9ChSrExbm4eHEHAKJY/T4BUNaX5Yqp7u/qVYEjR2qrti/L1QLWV4jU1vvr\n1UAU1X9X/IK9fz9wQMuUKVv59lsD2bNXY9gwC59/voFbtwQ6dKhETIyc7vnJk6caXbpE4HRuA0Cv\nr87XXydz8uQOTp5U1v/hBx179+7yGZ/Mxx9v5PJlgVy5qlOunIujR5X5mT+/JjNmGLDbt9Khgw1R\nrJyh83XggHq+Dhzw/v3TT8OR5Zc9f9fpJOLjq3HqlBb4mdatbYwd+5Jn/QEDdMye7T2/imVcTc9y\nQgJ8/31ZwsJAkrZis2kwm+ur9n/zZg0GDgxn2bJfAPjllxpER8uUKpWAzQZjxzbyrL9zJ/z0U1ka\nNHAwefIe9uwx4i4XGDFiL6VKJVOjhvp4p06txZIlekRx6/1UtXq+mjWrQkoKLFz4y309vBrIssDB\ngzs5eBC++64KGzeaOHAg/b+HggUlPv74B1as0BMbW52hQ83s3atef8GC3fTtG+6Zr99/30G+fBI3\nb3rPz1NPmWnaNPXrP7QcWnb/OzPL7dxIlw6gJElIkoT2fsvYt99+y86dO3n22Wd599130WWSp0yu\nXLkYNGgQPXr08Hw2cuRI5s+fz6lTpzh79iyFChXi119/pUyZMp51GjZsSM6cOZk3bx5btmzhlVde\n4ebNm6ooYIkSJXjzzTcZMmSI9+BDOoD/OEwm6Ns3nEOHtFSs6GTsWPNjU8cP4eGQnKxYkMXGSuTP\nLzF7toEBA4zIskDlyg6WLUsOOIdnz4oMH24kJUWgTh07I0caSUwUyZVLYs0aE4ULB0Ybd+3S0rx5\nJFarcN99QhERnjEjhTfeUDfBDB5sZPp0bySxQAEX+/cneZbHjAlj3DhvBO7DDy1MmxaGzaa8OD71\nlMShQ4mEe4Nl6caPP+po2TJS9dmxY/eIjfXeWteu1ak8fAVBpnhxF/36WWnSxHssN28K/Pyzjly5\nJKpXfzipjmXLdHTp4t2Xr09z0aIxqg7yLl2sDBli4ffflWaQIkWU87Btm5br10U2b9ayfLn3ZObP\n7+TcOXXcwG3xFRMjMWiQhX791N3juXJJxMe72LvX+5xo3tzG7NlmbDbIkyeLKgX/zTcm6tRxsm6d\njnbtvMeh18tcunTvoW0XbTbFDq5r18iAv82dm0zTppnbWLVkiZ7u3dVz8ccf9xg1ysilSyLNmtlp\n3frf7SAUwr8Pj10HUBRFVffsW2+9xVtvvZUpA/CFLMsBXbqiKHoONn/+/OTOnZtNmzZ5CKDVamXn\nzp1MmDABgDJlyqDT6di0aRMtW7YElBrGEydOUKlSpUwfcwh/D8OGGT3WTqdOaUI2QU8AIiPVtnLv\nvmujXj0HiYkCxYu7gj6gCxSQmDcvxbPcrJmD8+dFChVypdrQMmuWwePaIMsCVao4mDkzhWeeCbz5\n5cmjTgX6W4T162dFp1OEoitUcFK8uIsJE7yk4/ZtpWZv9Ggjf/yhoVYtBxMnmtPll/r8806ioyVP\nTViRIq6AjtD69R3Uru1g82YdoJDZY8e0dO4cwfPPJxEfL3HtmsDLL0d7tAz79rUwcGDGfwtvvOEg\nOTmFhAQdRYq4/ISS1eMyGmWMRkU+x41Ro5R0OShNIL5o3NiJXu/w/D17dolbt5TxJiaKHD6sITJS\nIjlZ+SwmRmk68a87dJ8fgwFGjrQwYIBSRtCwod1jz1evnoM6dexs2qRHo5EZPdr8tzy3DQZo0sTB\n6NEuLl5Uj8fXzu72bYF163TExMg0aeJ4aH2+smWdhIV5nUfKlXOSK5fSgOLGqVMiO3ZoKVxYStUZ\n5d+I5GTo2TOCvXu1lC3rZNq0lEfSmBbCo0W6fk7bt28P+rkgCISFhVGwYEGyZcv2twfz2muvMWbM\nGPLnz0/x4sX57bffmDx5Mm+//bZnfx988AGjRo2iaNGiFC5cmBEjRhAVFUWrVq0AJY3bsWNH+vfv\nT86cOT0yMC+88AKvvPLK3x5jCJmLM2fUN2J/y6K08E96AYcACxfqGTnSiMOhPFiHDrWk+wF9/PgO\nKlaswocfhrN6tY58+SS+/DKFggUlZFmJ1Fy6pH7y5skjBSV/W7dq+fRTd+hOEdRdskTPTz/pmDEj\nhRo1nGg00Levlwjdvi2QI4fk6XotUsTF5MlhJCQojG/xYgOFCrno2fPBhfmxsTJr1ypCy25JEP9O\naK0Wli5NZscODU2bep+UDofAhQsi8fESa9fqVULWs2eHPRQBBGjf3k779oHRpezZZW7cUC/7Y9Ys\nbyT13j3xftpXad6ZO1dPbKzMgAEbeP31yvTpE862bd4x37kjesgfKKTQWzcIVarYeeMNB+3aecfW\npYuNJk0C7f+UOUvhzBkLUVFyul1H0oLRCGvXJvP+++Hs3q1FlgVee83rOX3vnkDt2lGcP6+cwDff\ntDFr1sMJRxcpIrFihYmFCw1kySIHWA4ePqyhQYOo+41RMGyYGaNR6XBu0cJGRObLcHrwd++do0YZ\nWbVKkaVau1aR4Bk7NoOdUyH840jX7bpGjRoIgpBq2FEQBJo0acLixYuJ+BtX7eTJk4mOjqZbt25c\nv36d2NhYunTpwuDBgz3r9O/fH4vFQrdu3bh79y4VKlRg06ZNqv1OmTIFrVbLW2+9hcVi4ZVXXmHx\n4sUh3+J/IerWdbBtmzfMUr9+yJ4osyFJ0KdPON9+qyc2VmLu3BRefPHvuYicPi3Su3c4sqz8phYu\nNNyXLElK94Nr0SL9fSkUhWh06xbBxo0mBg0yMnOmm4TIgEBUlETZssEjJF9/bfDpBBU8DQZXrwq8\n/XakygrOjaeektmwwcScOQYMBujWzcrLL0ep1tmzR6sigE4nLF6s59Ytkddes1OokDc69txzrgDf\nXn+IIlSu7KJkSSdHjyq33thYyeOlmyWL+v7qH33LDEyYYKZNm0ju3BGpWtXBO+8EEtwsWSSSk70M\n1t3gA4og+enTiobdhx9K9OhhZfdupRM3OlqiWTM769f7ikYr58+N115Tkz83cueW8Y9OgkKGfOc5\nM5A3r8TatckkJgqkpODxGQb4+Weth/yB0qU+caKZiIjUrQnTQoUKLipU8F4Xsqx0xWu1ihe2m/yB\nQqrcJQlLl+r54QdThvf3uHDxovrlzHfOQnhykK4awI0bN/Lhhx8ycOBAypcvD8C+ffsYNWoUw4YN\nQ6PR8MEHH9CwYUOmT5/+yAedWQjVAP47sGyZjt9+01KpkpOGDf/7BPBxWD/54rvv9Lz3npeVFS7s\nYvv2JJxOHjrKsGuXlsaNowI+X73alO5Ulm+qEZQ07uHDSRQsGMPdu8EnZ/BgMx98oCYtn3xiZPbs\nwE5iNz791Ezv3qlH8jZv1tKlSwSJiQK+ZKVOHbtHUw6gS5dwT7lCTIzE1q0mlQ5eenH3rsDs2Qbs\ndnjnHRt58ii3YJcLunZV9pEtm8T8+SlUqZKxtKAkKfp3aQl0O52K5lxqckK+NZ2+qW1fCILMtWv3\naNcuQuWa0r+/BZNJOb6wMMiWTeLSJYUcREXJbNumpLv/KZhMEBaWOpHbuVNLkybe6zoqSmbVKhPt\n2kVy5YpA/foOvvoq5aEsEjdv1vLuuxEkJQl07GgjNlbis89SLzrdsSPpsXlSZxTff6/n3Xe9N4/p\n01No1SpUz/g4kJk1gOkigGXLlmXMmDEBKdSffvqJjz76iAMHDrBu3Tq6d+/O+fPnM2VgjwMhAhjC\n40RiokDz5pHs36/l6aclvvvO9Fj8ZqdPNzB4sPdBYzRKOJ0CDodA9+5WPvsseOomMVFg+nQDJpPA\n2297/XYBUlKgevVoj9MCKFpmu3cneRoJHoSjRzXUrRuFxaKQrj59LAwaZKVy5eiAmjE3ihZ1UbOm\nA60W3n/fSq5cMvfuCbRrF8GuXVpPRNIXgiDz229JxMUFjkuSIH/+LEGlURo3trNggUIAZRly5cqC\n0+ldb8KEFKKjZX75RUvBghJdutj+Vo2aGzYb6PXpF0124/hxkTffjOLKFZFy5Zx8/73poeqySpWK\nVtXIlSjh9Ggaups1mja1M3duCq+8EsXBg96D7tDBxsSJZqxWaNw4yqMZGREhs3y5ifLlFUJz8KCG\nb7/Vkz27TLdu1odqvlm+XMcvv2h58UXXA5spJAm6dQvn228NRETIzJmTkmq2YfjwML74IoyoKJkv\nvkhh1Cgjv//uPcbRo828+27GNPtkGQoUiFGlwxctMrFkiYFNm3TExUlcvCh65lenkzl0KPF+ZPTf\nic2btezbp6VcOWfIW/gx4rETQKPRyMGDBylWrJjq8+PHj1O6dGmsVivnz5+naNGiWB9GVOkfQogA\nPtl40moAR4wIY9Ikb8SrenUHK1c+euunCxdEatWK8kTVvDVdCjZtSqJs2cBIQ506UfflU5SI186d\nSaoavDt3BAYPNrJunQ6NBgYNstChQ/qiAO5zd/y4yObNSg3ga68pD+RjxzR07hzBmTOiSuQXvB2n\n4I1kutO7GzfqaNUqsMMTYOvWJJ5/PvAYbTZ4+uksQYkjwJgxZrp0UR72pUtHq1Jdvg0QoO62fRAS\nEwUmTgzj7l2B119XooB580p/qwP+1Vcj2bHDG9p62CaSuLgsKjHqMWPMdO5s4/JlgZUr9WTNKpM3\n7xaqV6/C/Pl6+vRRIkEGg0LycueWsduhUqUY1Xbd3b1//ilSs2a0h/j7R1rTg6+/1tOjhzcCNXy4\nOU0hZf8u7JgYiXPnElNd39dqzp8Q9+tn4ZNPMjavdjvExqqvs1mzUnjzTbtnX998o2fIECOCACNH\nmnn99UeXDXnS7p0heJGZBDBdSahixYoxcuRIbD7u3larldGjR1O8eHEA/vrrL2JjYzNlUCGE8F+E\nf5QpLUHezES+fBI//2xi3Dgz06alqMhfauO4d0/wkD9Qivl//VUd3sqWTWb6dDPnzydy5kximuTv\nzz/F+/6zahQvLtGrl81D/gBKlHCxe3cSp07dIy5OTdp85UJOndJw/rx3m/XqOejXz0Lu3BKRkd4b\nZOXKDooXD55KMxhQ1aSFh6tvrL52ZgsWpPD8805iYyVKl3aqyJ//ug9Cq1YRTJ8extdfG2jWLIry\n5WOoUiWaq1cf7ppISgp0+HjY66tLFy+5yZ1bolEjO4IAefLI9Ohho00bu6fJpX17O4sWmejZ08Ly\n5UmMHGmkbNkYataM9rhcgELc3RHYXbu0HvIHkJCgy7Arh9JN7cWKFXo6dYqgV69wrlwJPG7/uUhJ\nEXClkV31jb527ux97mXJItG8ecZTnXo9qqac+HgXtWs7VPtq0cLOyZOJnDiR+EjJXwghuJGuCODe\nvXtp1KgRkiTx3HPPIcsyR48eRaPRsHbtWl566SUWLFjAjRs36Nev3+MYd6YgFAEM4XHi+HGRBg2i\nSEoS0WhkZs1KeaQ3+itXBC5c0FCihFOVCuzaVUmFAZQp42TdOlNA5EmS4LnnYjxdqRqNzNatpoeq\nSerTJ5z585UdFCniIl8+iTZtbDRu/OBjnzzZwPDhwfOD0dEShw8nBk1z2u2wbp1CLBo1cnDzpsCl\nSyIlSriI8itdlGVFy+/ePYEjRzQ+DShKc8jw4YFRvW7dwlm6VD1ptWs7mDgxheHDjSQlCbz7ro0a\nNQJTYw4H5MqVNegxvfuuldGjM95N+eabkSoCGh4usWnTw5cYbNmi5do1kZdfdqTZffvLL1refDOS\nlBSBLFkk7t3zkuJs2STi4iTMZoE+fay8+aZCgHbv1tKokfckFC2qEP6MYPToMMaP90bT3TqRoLjA\n7N6dpCJx9+4J1KkT5VEZ6NnTytCh6Z/nXbu0nD8vUr26w1Oz+TD48Ucdd+8K1K3ryLDDSwghwD+Q\nAgZITk7m66+/5sSJE4ASFWzVqhWRkcFTLk8CQgQwhMeNS5cEfv1V0f3yt7HKTGzZoqVt20gsFoHY\nWIkNG7wNC7Ks/N1iEXjlFQdhqfRPHDumYcAAIyaTwPvvWz3iy/Pn61m2TE/evBIjRliCWmC5cfy4\nSJUqMQGfi6LMxo2moKlnN37/XUPTppEkJooBaWuQ7zecPHgOf/hBxzvvRGCzCeTN6+KHH0yqG//p\nAgAAIABJREFUzk9fpKRAw4YKUYiPd7FhQ/A6usOHNTRpEklSkoggyERGylSurNTKudPEBoPMjh1J\nZMkic+iQhoIFJU8DRMWK0Zw8GVjnmJE0si9y5lTXJzZrZuPLLx9OviQjqFIliuPHgxc+Zssmcfp0\n8DTr/Pl65s83kD27zLhxZgoUSJ2oulwK0dRqZSpUUM633Q6ffmrkp5+0nDunwd9X+dSpewHXZVKS\nEm28elWkbFmnpx4xhBCeJPwjBPC/iBABfLIRqmNJHb71e/DwkSV/bNqkpUULb/SmVi3F+SMY7t0T\nWLpUz8CBwSJ4Wxk7tjydO9tYvFghA9myyYwda/Z46L79dgRr13rbLbNlk7hzR4kwffKJJUBXzRcu\nl0JyQREb9yUpvXtbKFRIYu5cA1mzyowZY6ZgQWWf48aFMWaMN7LUtq2Vzz8PnLc//xT55RctFy8K\nTJ5sxJ+AuDFypJnJk8O4dUtEr5dZsCCFunUdXLggMmiQkWPHRP76S4PLJZAzp8S6daYA2ZN9+zTc\nuCFStaoz1e5efwLYpo2VqVMtLF+uY+bMMGJiZEaNMgf1d34YuH97/vWCBoOMzSYgijITJpiDahFm\nBJIELVtGelK+LVvaVHI7s2YZGDBAfX3FxysuMP5d9k6nEindulXZVvv2NiZNevQk+d+I0L3zycVj\ndwIJIYQQnixotbLfcuZs99Ah9YaOHAnerXvrlkD58tGqlKAvRFGmbFkne/Zo6NXLqyfYunWkJx3o\nP2aDQWbpUhN580pppjYlCdq2jWDjRoU8RkWp171+XWDKFO8+W7WKZMQIM4mJgqdr1Y3Fiw1Urer0\nRD+3bNGydauO2bMV7UGDQa1z56t7ZzQqkT93raDdrjR+1K3rIF8+xept/XqFvGTLpogG+5O/CRPC\nGDVKIaQFCrjYtMkUVL6lalUHP//sJssyb73l4PBhDe++G+GJnL71ViQTJ5q5c0dJ7bq3c+uWwJYt\nOnLkkKhZ88HdnLt3a+nTJxyDIYqsWdWagU2b2mjTxkHOnFKm6Pft369R1fstXWqgf3+rJ5pdtqxT\nFR3OkUNixYrkoBJLe/ZoPeQPYP58A/36WVSWfZMnh3n0MqdMMT+UzE8IITwpCBHAEJ5YhN5gU8fg\nwRZattSQmChSsKCLbt2CR8u2bNFy4YJIjRpOT+QtLVSurH7g+luuuTFqVJiK/AmCIrz8/fd6btwQ\nad26HC++6GD+fL2qM/LPP0UkSRFN7t/fwk8/aTGZlO1cvarhu+8MzJ2bdsfoiROih/wBmEwiRqOM\nxSJQtKiLkiUl1T5PndLw1ltKVFMU1eRKlgWmTg3jjTccDBliZNo0db7cZhNU9WcVKjgpWFDCZBLo\n3NnGjz+qmxXu3YPVq3U0aeLg88+927pzR+SHH/QUL66cJ4sFVq7UM2GCd52zZzWsXq0L2mwzb14K\no0ZJXLki8vrrdipXdrJsmU6VNr94UUPz5spxxsW5KFXKyd69OhITBY9d2QcfWBg8OPXIalKSEpEz\nmV4GFLmSiAiJlBSR+HgXn35qVRGqjODHH3VcvaqUJbjr7PzLEwRBRq/3br9sWReLFqWwdKmeXLkU\nG8nUausUsu6FKMqq2tcNG3QMH66Q7T//1NCpUwSbN5se6lj+7QjdO0OAEAEMIYR/Da5fF+jUKYKj\nRzVUr+5k5swUlUdpRlChgotDhxK5elWxGTMYYOpUA9OnK/pmU6ea2b9fw7BhSgQqKkrmxx+TKFo0\nbRJYqZKT8ePNLFxoIG9eF9OnB0+hJSUFpkRfesnFSy+p06mVKjk95AygenWnJ3rz7LMSTZvaWbjQ\nywJOn36wcEEwcet8+Vxcvizy/PNOChRwodPJPhIz3qidf4c0KHMjy4pAcjA0aOAgMlIme3aZfv0s\nqprBIkVc/PSTjhMnNIiizOnTWjp0iKRVKxs6nZqQuDuXHQ5o2jSKffsCb8/ukuvRo8OYO9fAU0/J\nzJiRQtmyLsaMUc9t+fIuIiNlT4rWl6hevKgJ8MMFxX7OTQDv3BHo3DmCgwc1VKzoZNasFG7eFFUd\ntQ6HwMKFycTHS+TLJ6VaT/ogfPZZGFOmKBf7U09JJCSYiIuTeP55F+++a2X27DAEQWbQoECCWb++\nI10OQuXKuejQwca8eQZEUWbYMIsqmup/baXnWgshhCcZD7zCJUni+PHjJCc/er2yEELICHbu3PlP\nDyFT8ckn4ezapSMxUWTNGj1Tpjzk0/Q+oqMVEmUwwN69GoYODefWLZFz5zS0bRvh6cwFRSbDf3+b\nN2spViyGPHmyMHas8reTJ0WGDAnn0CEt69YZVJ2YvujZ06qKplWqpI4Uus9dkSISq1eb6NDBxocf\nWliwQH2fadjQgSB4t1O37oMf9E8/LTFkiBlBkBEEmfh4FydOKJHE774z0K5dpIf8vfRS8CaYZ55R\nGgRy5ZIYPdqCIBC0/q5ECScTJ5qZOdPM8OGWgIaRHDlktm9PYvRotfzO0qX6gDS9O0J1/LgmKPlr\n1MhOs2Z2EhK0jB9v5M4dkVOnNLRvH7wRLy5OYv16Ex07Wund2xJgNRcMvusMHWrk55+V63HjRj1j\nxxqJi5MoXtwJbL0/TxIVKrh49tmHJ38A8+Z5r8Xbt0XWrvVGTkePtvDHH/f4889EevdWRycPHtQw\nblwYy5c/WILn7FmR2FiJwYPNHDuWGKAbWKuWUxUlrFfvvyvF8l+7d4bwcEhXBPCFF17gjz/+oFCh\nQo96PCGE8P8SDkegv+aVK5kXgbh8Wb2te/dE8ud3cuGC97PvvtPTtKmDunUdOBzQsWOkJ3o0dqyR\n6tUd7NqlUxX9L12qZ8iQwCaJ55+X2LzZxJIlSrfwe++lLtJbtqyLsmWDRxJr13by/ffJJCToKFrU\nRZs2qTcVSBL06KF4HmfLJvPtt8lUqOCkVCl1F7Ld7h3/hQuagFpDnU7mf/9LoXBhiSxZZI/m3bRp\nKbRvH4HVqliCTZ1qJls2+YGOHVotAe4oMTGyJ7Xtxo0bynK2bLIqzS6KCol01z36n8vr1xVNO02Q\ncsznnnMxfrxyfipVctKpk2JFVrWqk+3btbgjn4IgExOjOF+44b+fy5dFdDpYsyaZgQNtxMZaeOcd\nW5q2c+lFjhwyiYnqZV8Ek6LZu1dDkyZRHjL/55+pCzRfuiRQu7ZXDP3QIS3z5qlLCUqWdLFunYlV\nq/Q8/bREp04Zc/sIIYQnDQ98woiiyLPPPsvNmzcfx3hCCCHd8K9jsVjg6lUhw6Ky/zR++EFHgQJZ\nVJZaGo1Ms2aZ561ZrZoiYOxG/fp2pk1LISzMd7IEVq9WIikWCyqiBwpByZ1bTWR8t+mPUqVc9O1r\npVMnm8c71eWCmTMNrFlT29Ol+yDUquVk5EgLbdva0yRbq1bpWLrUgCQJ3Lol0rt3BJGRaVuq5c4t\nBRxnTIxMgwbRNGgQpRJmXrzYgNUqAgI7dii6gem1a6tZ00mPHlb0epkcOSTmzk3x6OKBIkDdqJGy\nnDevxIQJZiIiFHmZSZPMqqaXl1928NRT3uVmzexByZ8/Xn7ZydmziVy5co9Vq5JZvjyZvn0tLFqU\nzJUr9zhzJpHq1b2RWt/xCYLMG28oy9myycycWZ7Bg61/SxPPFzNnppAnj5Kab9XK5tlXWli3Tq9y\nilm1KnWD3p9/1qn8pdeu1QUVgi5TxsXw4Ra6drWl6hf8X0CoBjAESGcEcPz48Xz44YdMnz6dUqVK\nIWTUpDKEEILA4YBp08I4c0akfn0HjRo9fMpl924trVtHkJgo8tJLig/qkyJR2bVrOCkp3t9U2bIO\nsmSROX1aQ40azgx7wgZD9uwymzcnsWKFnqgomVat7Oh0ChFcudKbfsuTRyEW0dHQpImdNWuUh2p8\nvItq1ZxER8scOKBl+XI9efJIqoiRL+x2paM3IUFHWJhMlSpO4uJcpKQIHhHqr74ysGJFMtWqBTaS\n3LsncOeOQL58UrrIzeLFehYsUNfo3b2rTNwLL7jYssX/XVemYEGJmTNTmDIlzDMmjUb2dO2eOqVh\n+HAjs2ebkWWFqLuRnCywfbuWggXTT9KHDbMwdKjFcz5r1nTywgtOLl0SqV3bofJabt/enqqEyjPP\nyCQkmFi1SsdTT8m0aJH+MQgCnsaHK1dELl8WyZFDDvAedjiUv9esaeepp2Tat7cHpPHTwtmzIuPH\nh3HkiIZnn5Xo08eapoh4mTIuDh9OUlmwPQj+3s7uazcY/NPtOl3wiGkIIfx/Qrp0AKOiorBarbhc\nLrRaLQaf1ilBEEhKypiK+78FIR3Afxa+DhEA335ronbt9D9k3FpWd+4IlCsXrXrDHzrUTM+e//4U\njsuleIT6arj54tNPLQF1T38XJ0+KaDRw6ZJI27aKi4NWK9OwoZ0vvjB7Gk9cLli5UofJJNCkiSNN\nwWd/LF6sp2fPwG4Mb2pzK1AjqCPDhg06OnVSUq0vveRk+XIT4cHNQABUfrS+cG/70iWBmjWjuX1b\nTQJr1nSwfHkykgT160cFWN0B1KtnZ8kSheSWLx/tcZIAWLnSpIqYPUlYsEBP797eORs40ELfvt7r\nrF8/I3Pneov6li5NVtVfpqUjl5QEL70Uw/Xr3vmOiZHYvTvpoTuEg8Hlgn79wvnhBx2FCrnuRxGD\nb3/hQj0ffOB7jSgi3SVK/P+UeQnpAD65eOw6gNOmTcuUnYUQgi+UGiTfZV2GCKAbbdpEqMgfoPIa\n/TdDo4H337cxdarysI2MlEhO9h7Ltm1aevfOvP316BHO118rpDtrVskTeXQ6BZ5/XlJ1HWs0ePTv\nMorU5t+/y9YWhKN/9FG4R5Zk714tS5ca6NgxdTK/fbs6V1ekiIsRI8y88opyLeXJI1O6tIvNm9XX\nyN27yv9FkaA+xQaDTJcu3v0uXJhMnz7h3Lwp0r69zUP+bDbFtSR7dtkjKO2LxESBP/4QyZdPylQC\n9HfgP2fbtmnp2zftv6enAQfg5EmNivyB4iV9+LCW2NjAbRw+rMHlUkoGMhLt1mhg0iQzkyY9eN0i\nRfyjjwJVq8bQsqWNqVPNTJoUxr59WsqWdfLhh9ZQdDCE/xdIFwFs3779Ix5GCP8fUaKEi7NnvXfa\n557LmDVTlSpVkCSFJPgiJkbxmn1SMHSohVdecXD7tsCxYxomTPCysL9jF+d0wsiRRvbt01C2rIvX\nXrN7yB8QQJrtmVdyyOuv25kzx8CZM/5PUrfkSg2AAA9iUNKPqY1LkhRbsD//FClUSKJiRSclS7pY\ntcq7zssvOzzkz43u3a1s367FZvMyjCNHtCxfruOvv8QAweqePS20bm2ncGEvoStaVGLDBnWX8uXL\nAq++GsXZsxoEQWb0aIuKNJ4/L9KwYRRXrypahIsXJ6dLbPlRo2RJFytXqpd9UaKEi1OnUv9txsVV\no107I4mJAh072mjSxHvS4uMlIiJkVVmDXi97SNjs2QbWrtURHy/hcuFJvyvXTEqmlDz4o0IFF1Om\npDBrVhgnTniPa+lSA0ajzFdfKS9gCQk6RJE0XWb+CwhF/0KADOgAXrt2jUWLFnH27FmGDx9O9uzZ\n2blzJ8888wz58+d/lGMM4T+Kzz83Exkpc+aMhgYN7Kqi8/RCFJXIwW+/KZeyIMjMn5/CM8+oIy3H\nj4sMHBiOySTQvbuV1177d0k8VKmikIKGDR04HAK7d2t58UUngwY92L5tyRI9X32l2JqNHev1VZ04\nMcwjNvzLLzpPxMsXGo2MyyWQL5+L9u0zjzRnyyaTkJDE3r1abtwQ+f57PYKg+AvfuuV9wgeLAA4Y\nYKFPn3AkSaBwYZenxk2SoHXrCH780VvsX726g6VLk0lOhl27dLz4opNPPw2cs6pVnezdm8SQIWGs\nXq0QDpdL4LPPjAHd1q1b2xg69MEE4PJlpfRAaQxRRKOHDjWycaOOpCSBbt2s7N2r5epV5e8Wi8DY\nsUZq1gwuLnz9usC+fVoKFJDSrJfLDPTsacVkgq1bdWTPLvH66+rf3uTJZsLDlTrUevXstGxp55tv\n9Hz5pXKdnTkjejyPd+/WMmSIhWbN7Dz9tMzOnVqeeUbi6lWlSSY+XmLgQAv580t89ZWeTz4Jv/89\n9ZiWL9fTvbuVF17I+LGvWaNj2rQwIiNlRo40B3WKadfOTo0agV3hf/yhfknxtVAMIYT/MtJVA3jg\nwAFq1apFgQIFOHr0KCdPnqRAgQIMGTKEU6dOsWTJkscx1kxHqAbwyYa7juXqVYFhw4zcuiXy9ts2\nGjdWkztJguefj/E86DUamW3bktK0E/u349gxDUeOaNDpZDp3jsAt5xEX5+L335Wa3NatI/jhBy9Z\nql3bQfbsEkuXKgSoc2crXbvauHRJEUj217BLC/Pn65kzJ4wsWZSO1fTOZalS0fcFiLeSWg0gKCK8\n16+LlCrl9Ag779+voU6dwEGuXm2iatUHR9WOHdMwaZJB1fSSP78iEO0rDbNgQXLANRQMbdtGsH69\nuvPUV2xZo1E6Z90RLlDs4V54wRkwZ2fOiNSrF8Xt2yKiKDN9ujmguePoUQ1btmiRJKUz+vnnH44k\n7tmj4cIFDfnyuXj77Uhu3lT2+fnnZlq3Dv4Stn+/hrp1o3wcVLbijuK6ERMjMXVqCu+8E4nLpaz3\nzDMShw4lIorw228a6tePUs21P5S6vIwd14kTItWqRXvqaGNjJQ4fTkw1jfvJJ0Zmz1ZejN5800ax\nYi6PIDrAoEEW+vT5b0cAQzWATy4eew1g37596dWrF5999hlRUV4j+Hr16jFv3rxMGUgIITwsYmNl\nZs1K3dQ9MVFQRXlcLoFTpzQIgpJOLFZMSSU+bixfrmP0aCMaDYwcaQ5IW6aGjRt1tGsXgdMpoNGo\nvWgvXtTgdCrac1WqOFUEsHJlBz172ujWzYoo4nH9iI/PGBHet09D375uL10NLVtGcuhQ+hrBqlVz\nsnix98lcuXJwolWoUKCXbGpCw2opm+DwnTM3STMaZUaNsnDlikD//uG4XAJ16tjT5SoB3i5jL2SV\nxZzLJXD7tkCBAu5SB8XxZM8eHS1aRHL4sHfOJk4M8zSpSJJiP+dLADds0PH22xEeYjVihKJV2LRp\n2mOdM8fAF18YiIlR5GT27dMycKBCdsLCZE+tpXufrVvbOXlSpHv3CK5fF2jVys7HH1s5eVKjOrZg\nSEwUmT/f4BkjKNqBJpNATIzMl18aAshfsWJO/vhDeQx17Jh2p3BqOHVKo2qiunpV5N49IdWmpdGj\nLbRvb8PpFChRwoUkKZ3H+/ZpKVfOSY8eT075SGZj2zYtZ8+KVKvmDFrPGsJ/C+kigAcPHuSrr74K\n+Dx37txcv3490wcVQgjpQXrfYLNmlSld2unR2YuOltBqZV5+OdrzAJw6NSVNkeHMxoULIl27Rnge\nXB06RHL0aGK6RHW//NLg+Z7vw1aB9/tduyr6e3v3KjWAnTsrD7a/G/k8e1ZNBv76S4PNFryezw27\nHb75Rk+RIi46dbKyZk01kpMlFi40ULGiM12SPSVLuuja1crMmWG4awk7dLBRrlzqpEGWYcUKHePG\nGT1zJssCr7xiZ9Yss8cKrEEDByaTQIECkseK7kHo3t3K7t1eMeVatRzcvSt6yhEAfvpJz9y5yRw/\nrmHiRG9t56VLGqxWhdQmJGj57jt1JNFtCwdKHWHXruGqcy1JAl9+aUiTAP76q4aPP/ZGtlq3jlSR\nZfe177/Pd96J9KRFx40z8txzLrZt0+JrmVehQmVKlbKycqVe1fCRP7/EgQMSSUnKZ6VLOz3XdFSU\n+touVMhFQoKJmzdFXK6Mv4i4UaaMk5gYicREZZ+lSjlVFm/B8Oyz3n2JIvcVA9JH/P74QyQhQUeB\nAhINGjyaUpJz50Q6d47g3DmRhg0dTJ5sztTGlGD3zpkzDZ6Xg8hIxbv779Qgh/DvR7oIoNFo5M6d\nOxQoUED1+cmTJ8mZM+cjGVgIIWQmli1LZupUAyaTQhq+/DJM9QBcsMCQKQTwzBmRlSv1ZM8u0aaN\nPcBlwo0rV0RV1CIlReDGDSFdBNDf0kurlT3bqlHDqdpnx442OnZU/j16dBgzZoQRHS0zfXoKtWoF\njzg6HKQpglupkpPoaO9DXqORKVw4CwMGWHjmGYnjxzVUr+6gQgXvw6Nu3SgOHVIG5uvDu369ngkT\npKBpYN+xuP8/cqSFXr2sJCUJRETIbN+uY9y4MOrVcwRNifbvr5YzcSMuTlKRhFy55KBuE2mhXj0n\n336bzLJlCrHt1ctGmzaBcjSXL4tBolFeB5GvvzaouqN1OqWW041evcIDXEMg8Drwh7+zzI0bIiVL\nqs95fLyL8+c1ZM8uMW6css8LF9TfW7lSx4oVXnafO7fEt98mExUFbdrYaN5caXIpVcrJwIFWOnSw\nM3++ojfpK8XUp4+VXbu0HDumJW9eF19/nYxOp+j3/Z3Gj6efllm/3sS8eQYiI5X6Rvf2Nm3S8ttv\nWipWdAbVm8woDh9W0tjuLvcBAyx8+KE3XbxihY5TpzS88oqDMmUenjz17BnueWFdvNjA88+7PM4k\nLpdCWjO7WcZXkis5WeD77/WULPngGuQQnlyk61331VdfZdiwYVit3gv93Llz9O/fn9dff/2RDS6E\nENJCRvwss2SRGTzYyvjxFooXl1ROCgA5cvz9dMdff4nUrh3FqFFG+vSJoGvXQDLgxnPPOcmf3/uA\neOEFZ0AEJClJqV/0x9ChZooWVb774otOVqww0b27lcGDzXz9dXDP7t27Ff9Ys1ng2jWRDh0iA5wQ\n7t0T6NEjnNjYLBQuHBMg0+NGXJzEDz+YKFfOAShNJMnJAgMGGHn77UjGjjXSqFGUx+njr78ED/kD\n7pO/rZ7ljRsD93PqlEi5ctHkypWVggVjyJUrK+XKRXPqlEjOnDKFCknMnBlG164RjBljpF69KA4d\nCgyRuOsdffHii04++ijjNV42G8yYYeCzz8I4fly5ddau7WT2bDN9+9owm2HTJnUkT69XLNb8O9Wj\no2WPO4r/tde0qZ0XX/SenEuXAm/T+fO7GDEi7YdzpUpO1XX+8ssOPv/c7HFvqVvXzi+/JLF2rYmW\nLe3s3avFbodXX/W+CEVEyEFTqYcOKb+94sWVervTp++xZYuJrFllSpRQ7OcGD7aqSGrOnDLbt5s4\nffoev/2WxPLlemJjs5AvXxaVl68sK2UbGUHx4spLxCefWMiaVdnnwoV6WrSIYuxYI02bRqr8hR8W\nq1bpVBJHS5d6z/e4cWF06qRc/w0aRLFnz8OH7Pxt+K5ccVsyhhEbm4W4uCwsW/bwxxPs3ul/HWbP\nHkoB/9eRLgI4fvx47t69S44cOTCbzVSpUoVChQqRJUsWRowY8ajHGEIImY5evazUquVAo5EpUcLJ\n6NF//003IUGrkhNZtUoXlMABREbCxo0mBgywMGSImdWrTZ6oW0oKNG4cSXx8VkqUiAkgNnnyyOze\nncTly3dJSDBRpYqLzz6z8MEHNpWOny+uX1c/UE0mAcv9Q755U6BatSgKFMjiiUbdvi3y3nupE1hZ\nhl9/1eFbf+j7b0kSPC4iD4pU3LkTeBvq3z/cIyHjlqs5c0ad0lyxwvvwtVoFNmzwPhBv3hT46y8B\ng0FNXubMSSYhwRTgNZsetG8fwaefhjNlipF69aI5c0Y97vBwpbzAF506Wfngg3BWr1YTwwIFvFGv\njz+2Urmyci2WKeNk2DDvtZiQoFWRAZ1OZv36JA4cSCJ//tQf0A4H9O0bzu3bImFhEp06WVm0KJkX\nX3Rx7FgiV67cZenSFC5eFGnRIpJp08IYNCic996LYOpUMxMnptCvn4Uff0yiZUvb/VpTBf51mxoN\nD0y5uiEIyrqHDmk8afnkZIHu3SMwmRTP3goVosmfPwsVK0Z7iM+D8PHHRvLmzUq+fFk86fSVK71z\nLstCmlZx6UXu3Orj9LVC9L0eHQ6BtWsffn++ighhYTJNmjj4/XcNY8cqc5aS4p2zzMKkSWYKF3ah\n0Si2hL5yRiH8N5GuFHBMTAw7duzg559/5sCBA0iSROnSpaldu/ajHl8IIaSKv9PFFhmppIUzYj3l\nxqVLiryFv9RMMGuqtOrJcuSQVekjN+bMCWPXLoXMXL8u8uGH4WzeHHinT43s+WPVKh3r1+vIkkXy\nENTXXlOs4EaMCOP77/X89VdgtCKwycELf908BeqGlLx5lfnIk0embFkH+/crx6S4gdTwrOcbCb1y\nRUCS4M6d4Pv2/TwuzqVq7nHvr1evcBYtMviNR6ZtW1uawtYuF3zxhYETJzTUquXg9dcdyLKSEl21\nSsePP6ZtBafVwoIFKfTsqcgN9ehh46+/xKDNE7//rvXUAGbNKrN2bfBrsXv3CFXjxMcfW6hY0Tc6\nqDRvOJ0C779v9TTOLFmiZ+NGhYBYrUrN2qBBFsaMMXL7tkDr1jYqVHCxbZtOpde3YYMOjQY6dPAe\n1//+p27sOHpUS8mSVRk8OIx79wTatg1eh3njhsDkyWFYLAKdO9tUDR63b/sLgguYzQIjRhg9+oMn\nTyqEf+pUc5rp7l27tMyZE+bZTs+e4TRubPdcD274/z4fBu+8Y+P33zWsW6enQAEXn3/uTdXHxUn8\n+af3d+S//4zg44+tFC/u4tw5kVdecVKihIuEBPXj2m5XiKB/bWV6EOzeWaSIxN69GbPjC+HJRroF\njwRBoFatWtSqVetRjieEEB4rMnqjGzjQeL8JAT74QElzuVGrlpMBAyzMm2fgqackpk9PvTM5LSQl\nBUbr/JGYKHDhgkj+/C58GvMDsG6djnfe8XZYVK3qoG1bG02bOnjrrUi2bEk9jZSW+0aZMk6KF3dy\n/LjvLUTghRecXLsmUqOGg+7dvXOzYUMyy5frMZsVb94WLSK5c0cgNlZiyRIlbT1qVJhHBLtqVYdK\nUsUN30jTjBlmunaN4MIFkQYN7Dz3nIuNG7X3yZ8yHt+xPajLetgwI9OnK+d26VIDP/5AkM64AAAg\nAElEQVRow253RzLV5Bbw6C36onp1p6ojetq04J0xTz8tBXQ1B7sW/c+9LxGyWKBx4yguXFBIx4YN\nOvbsSSJLFjnge1evirz1ViR79yrn+/vv9WzalKQi30DQqGKw67FFi0j27VPO/fLlerZtS1J1bbtc\n8NprUR7R5dWrdSoruEqVnJQs6eToUWUbjRvbyZVLDtjXunV6EhJ0fPVVSqpOJP7fsdsF7HaBYcMs\n3Lgh8PvvWipVcvLhh6lH+ZOS4Px5DfHxLo4d0zJ3roHoaJmPPrKoakO1WvjiCzNffBH42548OYX3\n3ovg9GkNdes6PDV7DwtfcW3gvui5d84aNbIHRCQzAyHy9/8H6dIBBFi5ciWTJk3i+PHjABQvXpze\nvXvTrFmzRzrAR4mQDuCTjcetZXXihEilSmoR2QMHEtNMxfkjKQmOH9cQFyfx9NPBf3pnzojUrRvF\nnTsigiAzZYqZtm29EZlDhzS8/nokd+6I5M4tsWaNKUAyxY2PPjLyv/95mUaxYi527VIISs6cwT2I\ns2d3ER8vERcnewR8g+HmTXjxxRjMZiUKZzDI7N2blK5Iy86dOylZsionTojkzy9htwu88IJ6br/4\nIoUlS/Ts3OklqSVLOtm+XR0NPXNGpEkTpRHBV9rEF6KoeL8+/bTMH3+IxMdLXLwoMnVqGHo9fPKJ\nhc6dIzh8OH3vxO3aWZkyJe2yAacTxo8PY8YMg2eOQNEK3LrVFNT5ZtUqHUuXGsidW2LwYAv/+5+B\nceMUUpwvn4uffjJ5avKCXY/r15uoWNHJ1asCNWpEc/Omb6RWTWJz55bYtSuJRYv0LFpkIEcOif79\nLSxZYiA5WeC992xUq+bk0iWB2rWjPd2+n31mZvDgffjqAM6YkULLlt5r9OpVgRIlsqjG5u8nnJwM\nGzboMRplGjRwoNEoMiQtWkSqHFtArW/pD7MZGjSI8py7tm1tqsjcg/DHHyJNm0Zx44ZI1qwSZrPg\n2X+w6+2fhHvOwsJkGjZ0PHRncEgH8MnFY9cBnDhxIgMGDKBdu3YeW7g9e/bQqlUrhg8fTr9+/TJl\nMCGE8HdgsShRnCNHNFSt6qR/f2u6JT3SA3fnqi8yYp928aJI/foKUXFbY8XHS3TtamX27DDu3FE6\nlJs2dbBjRxJ79iiuEP7OCGPHhnnq5q5dE5k8OYwZM4I/8Px11W7dEmjbNoI33rCh0SgkxRc6nYzJ\nJLJ/v4b9++HAAQ2//poUtJs5Rw5YuTKZwYPDsduVusrPPzewaZNip9WkiYNPP7V4mh18cfmyQKdO\n0dy4IRIZKTNxYkrAOkWKuGjWzO5HAANJ06RJYR63jWDkD6B5cxsGA1SooBAZtxyKe/19+7RUqeJI\nFwGsVMnB+PEPrhmdMCGM8eMD8/RabXDbwz17NHTsGOGJep47J7JmTTLVqzu5cUOgenWnKgL49NMS\nWbNKnhrJiAjZE9ELDyfIta+em2vXFN2+3r2t9OxpQ5LgpZeiPbWXW7fq2LkziQIFJLZvT2LXLi15\n8kiULeti1iwXV64o2xFFmeLF1ceTPbtMbKzkOS8GgxzgxxsZSYD7T/XqTrZvT2LChDC+/94bPQ32\n23MjPBw2bDCRkKAjMlLOsNXehAlGbtxQxulvj3j0qJakJDIkkv4oEWzOQgjhYZEuAjhhwgSmTZtG\nly5dPJ917NiR8uXLM3jw4BABDOEfgf8b7NCh3mjXL7/oiImR6do18wqZS5ZUCIm72LtFC5tKT+xB\nmDXL4Hkg2u0CR49qOXoUNm3Seeq8du/Wki+fidKlXalqvPm//KX1MtiunZ2bN0XWrNFx9KiGmzdF\n1q/X+zhYKFGh6GiJMWPM2GwCvXt7mz8uXNBw86bgSd35o1w5Fz/8oERIevcOZ8EC70N7xgwNWi0M\nGRJIlvbsqe156CYnC3z9tYE2bWwsXqx8v0kTpRP2xRddnD0rsnGjnmLFXCp5lIxgxQpFO9EdxfIn\nileuiPToYeXPPzX8/nvw22KrVjaaNbNTpYozTZkcNw4cCL6d1ETHf/tNq0p5u7+f2vrR0Uod6/Dh\nRlwuxb/WnRJculStzweK5MvNm6Kq5s+3SenePUHl3Wy1Chw9qqFAAYkcOWSVfeLatWX59FM7d+8K\ndOpkC3hJ0elg1KgU+vSJwOmEd9+1pTtSXriwxOjRFn77Tcvp0xo0GiUSnRbCw0mXe0sw+P9+fEsP\nChd2/WvIX2YiFP0LAdJJAJOTk4PW/tWoUYPk5OCyEyGE8LjhH705ciQTlVNRamP+978U3n1XiSxm\nROfLbIatW4P/3HyL/CVJ4NgxDaVLe7e9ZYuWzz5TIkmffmqhf3/FY/bePZGcOSU++ECptXM6FccL\nhwPq13fwxx8aTp7U8PrrduLjXXTuHExtWeCzz8y0a2cjOlppKoiMlElOVsZkMMg0axZFz55WVYov\nGA4fDpzvYJ8Bqq5SZRmaN7ezb58WpxNatLAjCEqac/FiA/fuiZw7J7J5s45mzdQP+l69rGzZortP\neAJr9UCJIPnXivmuGx4uc+uWSJcuNnbscJKQoPcQVFC6ezNa0/nSS04SErxMsWBBF5UqOVPVPCxb\n1nm/QUYZU/nyD45kvfiiixUrAu/B/qlBo1Fm9epkDh3S0LlzBDabQJEiLjp08L4gZc0qU7iwy9OE\nYTTKqdrN5c8vsXhxYNTWDbsdPvoowhNR+/zzMN56y55ud4ls2WS2bEni0CEtuXNLj9SV4sMPLezY\noeX2bZFs2SQ+/tjKpk06oqNlBg8O6eCF8N9Fugjgq6++yvfff88nn3yi+nz58uU0btz4kQwshP8e\n5s/X8/nnYUREyEyYYFYJBT8M/OtYqlRxqPTWKlfOfHs3QSBN54nUMHKkkRMnfH9uXvLhK4wM6lTZ\nzZsC7dpFYjYrf2/dOpIdO5LYvz+Jc+dEChWSiImRkWVo1y7C0/lZoIDSQSjLCqGbMyeZiAhZFf1x\no2xZrw9wnjwyy5aZmDkzjB9/1GG1Cpw8qaFHj3BKlnSh1cqsX68jMVGkWjUHtWt75zhnzsCHdJUq\nwc9B5co/kZBQnwsXNGTLJtGrl4XWraM8xLNDhwhmzUph7lyDp+PY5RKYMSMsgAAq3YuJnDql4exZ\nJa35yy/qEJ3RKNOvn4VTpzScP68hKkrdKGE2CzRt6u6mCSSRaTmVTJ4cxrx5enLmlJk6NcXjtNK7\ntxWNRkmjly/vpHt3W5olCeXKuVi4MIVvvtGTO7fEgAEP70fbqpWN77/Xs3+/FoNBZtasFPLmlcib\nV+LgwUSuXhUpVsyl6iQXBFixwsTo0UaSkwXefdeWqjvHg2rIbt8WVATa4RA4c0bMEJGLjHw0v2F/\nFC8u8euvSZ7xZcki/+0Gjn87QjWAIUA6m0CGDRvGpEmTqFChAhUrVgTgl19+Yc+ePfTt25dIn7tj\nnz59Ht1oMxmhJpDHh8OHNdSs6TWTz5pV4sSJxHSl0lKD/03M5VKEeo8eVWoAfRsn/mm0aBGhEgku\nW9ZBoUISUVEyc+eqnSCmT0+hVStl7IcOaahZU52DypPHxc6dSR7SdumSwLx5BiZPTl0XplMnK2++\naWfePAPnz4vs2aOkG9u1szFlSmBkKzFRIH9+dRH/gAFmJkwwqiKWH31k8Ygq16kTxf79XpJbvryD\nH35IDtpVuHPnTsqUqcKFCyLPPCNx+XJgQ0MwVK3qYPXq1LMOSUnw8svRqlRmeLjMd9+ZqFTJhdWq\nWKvdvi3QuLHvvAaPHLq//+WXKdSrF5hiTEjQ0ry5tw27YEEXv/4a2Kxw+rTIxo068uaVePXVh7cP\nO3hQw65dWkqWdD2w1s3pVBpksmcPFHP++WctR49qqFzZqYo2pxcPIhCSBDVqRHk6VrNmldi9OynD\nbishPBqECOCTi8xsAkkXAYyPj/d+QXD7acqqZTfOnTuXKQN7HAgRwMeHdet0tGunDqOcOnUvVcP2\n/wJsNli40EBSkoAgyIwY4RUxnjIlhXbtFJJXoECMSldv8eJkj8eo2QxVqkRz/rw6p+de5+pVgZo1\no1XRlmDo29fCwIHeiNLduwJWK6nW9jmdEBubRaX/VqCAk7Nn1UkDQZDJmlVm3Dgz33xj4KefvIze\nXybH5YJFi/TcvCny2mt2Chf2RoNsNqhRI5qTJ5XjVEdFFUREyFSq5GDPHh1arWKX5q/rt3Gjjlat\n1NfZtm2JPPdcYORpyBAj06aFodEoBCnYHDZubGP6dHOqUjvz5unp29dbM6nVymzcaKJTpwiuXRN5\n6y07771npXbtaE90s2dPa9A0sCxDv35GliwxkCuXxP/+l0LZsl5ytm2bljfeiPSck9atbUydas6w\nbMfChXo++CDCM97vvkumRo2MRdrsdli0yMC9ewJvvGEnX77A+b19W9EotFgUSaGM1MuGEEIIwfHY\nCeB/FSEC+Phw65ZAtWrRXLumPGSrVHGwZk3a9aMWiyJCm5go0LKlPVWpk8yEzaYQlfDw4H9PSVEK\n3IN1tvrjrbci2bxZIUQ5c0p89JGSgixf3qkqqN+8WUvnzhGYTAJt2tiZMkX9UP/rL4EyZWJUki0/\n/phEuXIuvv5aT48evo4dMhoNdOli44cfdJw/r6FSJQdLliSritltNvjySwO3bysPcHfa0o1gEcC0\noNcr5vFdukRw9qyGChUcfPONss8bNwTmzjWwYYOOY8e0nvVnzkymaVMv8bh1S2D2bAMuF+zdq/VL\n4wZG6HQ6mWPHEsme3XsL+/VXDXXreg/UaJQ5c+ZegOYeKN3DY8aEodNB9+5WvvgiTJUij4tzsWGD\nKVW5HlCiidWrR3vSyU2b2jlyRMPp017C/tprNlat8jbH5MghcfJkYsC2Vq7U0bGjl7zmz+/iwAFv\nNLFp00i2bVOHzLt3t/LZZxmrU2vQIJI9e7zbadnSlmoXeWpo2zbC00j01FMS27YlpTlPGUViYvp8\nsUMI4f8bMpMAZqJIRgghpI7s2WU2bUrio48sDB9u5ptvHtw81KZNJEOHhjN5spG6daO4fFlNADLi\nBZwefPWVnrx5s5A3bxZGjQpkDP37e+2mFi5MO3dtMuEhfwA3bojExMiMGmVRkT9Q/GTPnUvkypV7\nfP65l/zt36/ho4+MfPedgTlzUsiaVcJgkOnf3+KpQ8ydW03ccuaUuXLlHiNHWjh4ULGLW7cumePH\nlW1NmWLAZoPOndW2ZmfPqm8FMTEydeqklkKX7//nhd0ukC2bzP79yj43bFDIn9kMDRtGMX680UP+\nlPW30alTpMovNXt2mYEDrfc9m80UKuRCFGVy5nSRWmOHv1uJIEDp0kozBchYrTBnTqAY87FjGkaM\nUGy1LBaBKVPCOHIkkS++SKZvXwvLlpn4/XeF1Ny4IZAUXIKO+HiJKVNSKF3aSZ06diZPTgmw3fOv\n+/O1D/PFjh3q6Kpaw08hyP7wtTtLL/zFg6P/j73zDnOi+rv4ZyZ9s4XeBBQERLqgLgLSpIs0AUVA\nQKRIE6SIHV6RKkoTlCYqRXqR7tIRkY4gRaRIEZa+2ZI+8/5x2SSzyRaaor+c5/GRZCeZO3cyc898\nyznRCo7bKDd0OmHVqh2+19euyWzblnktx3ffGRk40MLy5elve/68RGyssIKrUiXrVnBh3B5u594Z\nHy8R7vX8byLLTiBhhHG3KFhQ9dWLZYaUFNi0yb9Q3Lghs2OHgVat7k9d35UrEm+/HeFLr336qYUm\nTdw+3bmtW/VMn+63m+rb18pffzkYPDj08VitIjJy7VqwVVkoSBKYAnjKkSNC3DhVrqRxYxcnTyYE\n2TQ995yH/v3tTJ9uIkcOlcmTkzV1lRaLqL9s1izKV7t36JCeNWuCbc2KFvXP7dmzMgUKKFSp4uav\nv2RNCjpHDhHt69zZ6iN11au7fQLQgY0Fx47pNPV4gVBVibVrjVSurI1gxcXpee21SJKSJIoX96ZL\nTipV8mjcOI4e1c6Z2AcMGRLBCy+4NTIkaa3m3G6JQ4dkXn7ZDbh9n+3ZM4LvvzdhMKh8/nmKrzYz\nFcePy/TqZcVuTz1PWpmVbNkU3nvPQUwMLFpkpGBBhcmTg7tn33vPwqxZWqLatq22EaFePbeGRAMU\nKnT79XvDh6dw6ZLEoUN6DAaVr74SDxlz5yYRG5v595lM3NIfDBxHxtH58eNNDB0qwuozZsBXXyWH\nvJYDreCOHdMxfLjljh117gSbNulZvNhI/vwK/fo50s0E/C/A64XXXrPyww9GTCaVL75IDmrACuPf\njXAEMIwHEhaLNlIiSWqQbdW9LGJOSZE09W6gteEKlhCRGD3awp9/hr6EZFnU6ZUs6aVAAYVPPkm5\nre7hbdsMGiKTWlsXqt7rvfccnD6dwN69tqAF3GYTmnCBjRsbNuiDujsDiVRyMjRuHMmsWWZ27DCQ\nkiKRM2cgeZIZP97MqlWJfPZZMpMmJTN/flLIDldheRYYcUr9d81b+w2ekwEDInz1cidO6IJ8ih9+\n2AOo7N2rp29f/wqdds4Ckfp9qXjqKQ/lymnr3l5/PVJDDDdu1PP994KUud0Sb70VEST8/dNPeh/5\nAzh8WKdp6BkxQjipjB2bwp9/3uSnn2xB6faZM4237AX9n8uf38uIEVpiPHCgg5YtnVgsKkajyhNP\neEJakoXC8eMyJ0+KE5Qvn8rq1Un06+fw1Z7euCGs4t58MyIo0h4KCxY8SalSHvLnVxgyJIUqVTKu\nIQyMhoMg+fv36+jaNYI+fSI4f17sMys2iCDI+VdfmejY0cr48aJs4G6xZ4+O1q0jmTvXxNixFt54\nw5r5h/6lyMq9c9UqAz/8ICLMqQ+9/7sFY/9NhCOAYTyQkCRhHdW/fwQJCRJvvOHQFMRnhm+/NfoM\n299/356hjAfAww8rNG3qYvlyccOrXNnNk0/6F7Vatdw8+qiHkye1l4zdLhajiRNNbNtmoFw5D2+/\n7cBohNhYLzt2pJM7zASPPaY91qJFvRw9KqJLTzzhzZIF1LFjMs2aRQU1N5QooTBhQjL9+lm5elWi\nY0dh+ZWUJAhMcjKcP+/fweXLMpUruzXRTLtdIjoaOnbMOCKbL5/K118nM3SoBVlW6dPHwcKFJk6d\nknn+eXfITu1AQpUWJUqk6tSJbVIFpGNjvUFzloocORSuXdN+p9kMEyYkU7Omv/P4yhWZI0d0PP64\nlxMn5CAhZZdLwu3W1n8GNzZo9zNlirBVy8hXOW1dHxDkrJE65tGj7bz2mhBVzmpHba9eEcydK4hs\nz54OPv5YEEt7mtJBm03mu+9MLFtmoEoVD2+8IX4XoVCpkpft2zO3SLtyRWLoUAtnz2rnMl8+hWbN\nonwE7+ef9cybl0T16m42bTLgdEqYzSpduoSet6lTTbzzjiD/K1YYcTolBg26c9kcEGQ+8CFwy5b/\n7eUx7XXocIju7ju1nwvjwcMDFQF85JFHkGU56L/GjRsDovN4yJAhPPTQQ0RERFCrVi2fN3EqnE4n\nvXv3Jnfu3ERGRtK0aVMuXLjwTxxOGHeJcuW8/PhjIrt22ejUKZgopFfH8sMPBvr2tRIXZ2DqVLPG\n2SIjzJiRzPz5iXz3XRJLlyZpUqlWK7z3nh2Lxb/gV6/u5rHHFKZPNzFkSAQbNhj4/HOLT7T5bmCx\nqEiSf4G/fl2matUY6tWLpnXryCALt1AItLgCUetVt66bmTOTKFlSYc2aRHbvttGzp5P4eIkKFWJo\n1CiaVq2iNELNkZEqPXs6iYhQfa979Mj6Ylu/vpsdO2xs355I69ZuFi5MYvz41fTq5WDjRn0QOejf\n36E59kCYzarGLQP8NmE1anjo1Cl4XNevy7zySiSnT2v3U7SoNjqp06m4XPD009E0ahTNu+9aKFnS\nT8R69XJgTfNTqlrVw6efJlO2rIdatdxBadtff9UzcGAEixalX/cWyt7u99+DV9k//pB55hkxttKl\nY2jVyhpUA5kWBw/qfOQP4IsvzNSrF8WSJQZefdVFdHRw6jYxUWbdOiMvvxwZVBuaiqzWkLVrJyJq\n58/rbkXxPXTt6iA21qOJ7p08qaNy5WjefddKwYJeJk5MYts2W7o6kj//rM/w9e3g9GmZDRv0QR7W\nZcp4OX9e4rXXrDRpEsnixXehWfWAISvnr1EjF6VK+ee/f39HmPz9x5AlAvjbb79x7Ngx3+v169fT\ntm1bhg8fjvdexN5vYe/evVy6dMn33759+5AkiZdeegmA0aNH89lnnzFp0iR2795Nnjx5qFu3rsaN\npG/fvixZsoTvv/+ebdu2YbPZaNy4MYoSliD4X0FaC649ezK/a7lcIi2l10OjRm5NPR6IFFq3bpHY\n7f5L5tdfdVy8KPHll9qN07MAux0cOKC1BUvtngZRG7lpU+b7SJuuqV7dw/z5SRQsGEyu3n47wucv\nDCIdHhWlUL26mwULEnn+eUHi5s1LYseOhAyjsaoq/Ipr1YqiS5fQJOXMGYlnnhFks3LlaM3xdO3q\nZMuWRObMSaR1aycGgxiv0Sgswbp29ZO88uU9lC3rX6RGjrRTo0ZwnVKqrVkgbtyQNSljr1di4kSz\nz73CZpN55BEvCxcmsnatLd1u29dec7FlSyKLFycxcWIKa9faKFhQOz+B+oipiI+X6NDByurVBqxW\n7f0p8HynYvJksy8qqSgSGzYY6dkz4yK1UCm7PXv0dO1q5dAhHY0bpx/BDTVnoeByweDBFmrViqJ/\n/whfzaaqCt1C/1gkevRwMXKknTJlFCwW/+ACHVBOntSTnJyxaHTFilpi+MQTdyYYvWaNwfc7HDw4\ngnfeSSE21kPz5i6mT0+mXbtIli0zsn27gW7drFm6l/xXEBUF69YlsmBBInFxtizXb4fx70GWVqrX\nXnuNfv36UbJkSc6dO0ezZs2oWbMmkydPxmazMXLkyHsymJw5c2peT5s2jZiYGFq3bo2qqowbN453\n3nmH5s2bA/DNN9+QJ08e5s6dS9euXUlISGDmzJnMmjWL5557DoDvvvuOhx9+mLi4OOrVq3dPxhnG\ng4H06ljSWmjFxma8OLjd8OKLkfz0k3jCf/FFF9OmiUL948dlDhzQc+VKsCH9zZsyH3xg4fRp7aKQ\n2f6ygkqVtLZgaWVQ9Fm4cvv3FxZXV68Ki6sePRwsXmzg0iWJpUtNOBzw1lsOWrRwc+VKMEmz2yWW\nLfM/XBUurARFSUJh9mwjo0aJKOjBg2J+Z83SNj7s3l3XR7QcDolPPzVz44YTi0VEDPPnVxg9OoLj\nx3W0b++kSRM3RYt6KVhQpW5dDykpErNnmzh4UE+9etGsX59ITIyKwQALFyaxa5eOHj2snD0rzk1E\nhErZslpSJjqFtdDrte8ZjcLNZO1aAz/8INOwoTvTuX/6aSHS/N13uoD3gn8T3btbQ6Z/IXRTRVr7\nPAi2P9y/X8fvv+uoXNnDww8rVKjgpXVrJwsWaB9SFEWiXTsr4jel+v5vMol6L8jYCi7w2hszxszU\nqaJB6uBBPVaryv/9n/2Wa47HJzmj16tUqiTmoXBhhfnzk5g40YzForJjh17T5Zz2PKRFr15OnE6J\nHTv0VKzoSbcZKzOMHWv21cdeuSJz7Zrs87ZWFK2dpKIIQnw7pSgPKrJaP221Qp0699+NJYx/Blki\ngMePH6dixYoALFq0iNjYWFavXs2mTZvo2LHjPSOAgVBVlRkzZtCuXTtMJhOnTp0iPj5eQ+LMZjPV\nq1dnx44ddO3alb179+J2uzXbFCxYkMcff5wdO3aECeD/CBo1cjN5cjKrVhkoUkRh8OCMddL27NH7\nyB/A4sVGPvzQzunTojDe6ZTQ61VMJtW3OIJocLh4URupefxxT6bG9VnBk096+e67ZObNM5Inj0Ke\nPAqjRllQVYkmTVzUqJH5TXn7dgOVK3t4+mk3TZq4ad06Kii12L27lbJlbXTp4gyyT7tTG66jR3UZ\nvgbSNIaI2sPXXxeFmk2burh0SeKXX8R4TpzQUaKE4qtHUxSYP99fiHfihI5Vqwy+Dl29HqpU8bJy\nZSIjR6Zva/bQQyr9+9sZO1aQ1fbtnfTq5aBZMz0XL8rkzaswYICdF1+MZMcOw605EdHFM2d0vPCC\ni2HD7CGbX0aNSiFnToUTJ3TUresO2T157Jh2XsqU8XDlikzBggrz5yfy8896BgyIICVF2Mq9+aaD\nlSuNmtrEatX83ztvnpFevSJ89n+rViVStqyXL79MoXdvJ336RLB/f+AtX/L9P1cuhQ8+sPP552au\nXZMoWVKheXMXmzbpefZZD0ajaB4qVEgJIgRpjyPwfH/3XTLDh1u4ckWiXTsnFSr4yVO1ah6qVRMP\nGMuXG+jeXXgUP/WUh5dfzri2VJZFU8zdwmTS/g4DO9hlWVwD27eLc280qlnyZw4jjH8LskQAvV4v\nhlsFURs2bKBhw4YAFC1alPj4+PsysB9//JEzZ87QpUsXAC5dugRA3rx5NdvlyZOHv/76y7eNTqcL\niiTmzZv3vo0zjH8OGdkZvfyyK9NFJBVWq3YRkGUVi0Xl669NPsLn8UhUrOghd26FP/6QKVfOy+DB\nDpYtM2pEdXv1ct6VvV0gGjZ007Chf4Fv185FSorEo48qmbo/dO8e4Yv6rFxp4PRpZ8i6Mo9H4swZ\nmWbN3ChKEl9+aSIxUaZWLXeGxPmvvySWLzeSPbtKq1YudDq4dEni9detHDyo3U/t2sHkp0qVODZv\nbsiJEzrMZpXERD+pSW3ECcQff/j/LssiOhUYkY2MDI4YFSyoZioh8t57Dl591YXbLWoCbTYoVcpD\nUpKekiW9XLsm+cgfoHlQ+PJLMyVLen2OLoEwm9G4oIRC7dpu5s0T50inE24qqf7YLhe0bWv1den2\n6xfB1q2JzJyZxKRJZhISBMl96y3/PqZONfnKBpKSJObMMTJypDiHpUt7+fBDO506WUlIkILqKL1e\nUQaQmhLft09i926RXrZYVHQ6laQkMZZ33rHzzDNxvmuvdm23TxQ69XUqcuZUGc6Wh4oAACAASURB\nVDs2807lpk3dVK2awLVr4vedlQj3vcDHH9t56SUd167JlCrloVcv7Tn77rtkxowRpLht22DB9H8r\nwlZwYUAWCWDp0qWZMmUKjRs3ZsOGDQwfPhyAv/76i1y5ct2XgU2bNo2nn36asmXLZrptWju620GP\nHj0oXLgwADExMZQtW9Z3YaQWyoZfP5ivDx06dM++7803HYwfvxNZVhkxIpZcuVTs9s2AkVTJEotl\nI926OTWff/JJGDu2NgcP6smdeyOFCnmA+3O8p05tA6BYscy3F/INmxGoyYYNBs1rgc1kz674ovt5\n8mziww8zH0+JEs9Sp040ly5tBWDDhip8+WUynTvvvhVFFN//6KMbqFHDzbBhsUHflzOnSo8eaxk0\nKAKHo5ZvPAI1ENEp/+sdO/SsXv0T0dEq1apVY9KkFLp02Y3TKdGiRRUaN3aHHK+qQpUq1dDpsjbf\nU6ea2LBBZAq2bNmKoriA1MzBZkS61D/eH35wcenSsxQurFCw4MYMv79r11388IORHDlqMGVKMi1b\nrsdgMCDLtWjSxIXHs4Xt28X2CQkSN29u9Z0vVZWoUWMvopRZ7P+JJ9awZ4/H9/2quhlxSxfzn5Cw\nhe3bXb6/v/767luE0n/+U7//+eddzJ690/dadMOKv9vtNTXnY9as6jzzjP/4OnWqhl4Pn3yyk6tX\nZebOfZb69d389dfWTOc78PWxY+L3/dhjWdt+y5bt6HR3f339+ms1rl6VOXVqK0ePBv992DD/69Tz\nczf7u5PXBw/qmDr1Z/LlU/jgg8p/+/7Dr/+516n/Pnv2LPcaWbKC27p1K02bNiUhIYGOHTsyc+ZM\nAAYPHsyJEydYvHjxPR3U5cuXKVSoEJMnT6Zz584AnDp1imLFirF7924qVark2/b5558nT548fP31\n12zcuJE6depw5coVTRSwdOnStG7dmo8++kizn7AVXBiBsNlE+jBV/PXyZYmXXork4EE9jz/uZcGC\nRB566M6EsObMMfL77zrq1HHz7LP3P41UvHiMRralalU3pUt7mTbNREQE1K3ronBhlU6dnCF9XDPC\n/PnGNBppKnp9qgtJoPC1lwEDHLRr5woZsezTx8Ls2WbN95jNwoUkrQQLQIcOTj7/3B9NcjpFnWK2\nbKHPyYoVBnr3tmK3iw7eUBG5mzclpk414XZDx45OBgyIYN06fzSrbl03Vau6GTbMgiRBlSoeX92e\nXq8iSf7aULNZ5fvvk0JKp2zerKdFC7+hcPbsCn/8kZBuJFdVoUmTSE3EMS1iYz2+ejUQ9aovvxzJ\nn3/qqFbNzZw5ST4PY0WBvHm13s6lSnnIl0+hZUs3zZu7qF072pe+tVjUdOV4ypb1sGVLIm63OAeR\nkVqhZ4AaNdwsXXr39hGJieJ6DOw+PXNGHOfvv+uoWlUcZ6DN4X8NBw7oaNgwypeNSM9LOoz/DdxL\nK7gsRQCrV6/OlStXsNls5MiRw/d+t27dsKbVRbgHmDVrFmazmTZt2vjeK1KkCPny5WP9+vU+Auhw\nONi+fTuffvopAJUqVcJgMLB+/XrfZ8+fP8+xY8eoUqXKPR9nGPceBw/qmDfPSI4cKj17BstuZAa3\nW2iP5c2r3rZkgcsl8fnnZlwu0Yn68MMKmzYlYrdra4NuFyNGmBkzRnzBF1+YWLgwiVq17p4Erlxp\nYMsWPaVLe+nQQUuy6tXzpxdBpUMHBy1bevi//7Oj1wfbkwXijz9kZs40EREh5F+yZ/ffbFavNrBi\nRVpSIuHxEGTbde6cjjfftHL6tBySfKXtdDUY4Ny5mxw8qKNTJyvnz8uaVGXaRhWTKbiGKxVOJ7zx\nht+hY9w4C/XqCS3DzZvFnL3yiosmTSI5fFjcBj//3Hyr6UY0RUiS6nNC6dPHQc+eDrJlg++/N3L6\ntMyFCxLz5vkJrMMh0a2blaNHE1AUmDHDxO+/y9Sp4+bPP7U/xps3JVwugrrNfTMqCbeMuXNNfPaZ\nCYcj+ISltZR77DGF/fttOBz4vI+PHJH59lsTMTEqTZq4WLpU7DBnToXvv9d2hK9cmcisWSYURUgc\n9e5t5eRJmbp13VgsKj/8IJxMJk1KYeVKUbOXkiLRtq2TqCjteUirPXm7cLmgQwcr69YZyZ5dYfbs\nZJ55Rlwz775r8ZUz/PSTgXHjzJmm2//NWLXKoKk9XrrUECaAYdwTZLnSQq/Xa8gfCFJ2r6GqKtOn\nT+fll18mIsCHR5Ik+vbty/DhwylZsiTFixdn2LBhREVF8corrwAihdu5c2cGDRpEnjx5yJEjB2+9\n9Rbly5enTp0693ysYdxbnDwp07hxlM9Ka9cuPYsWpR9FSFvHcvSoTMuWUVy8KPPYY16WLUvMsliu\n2w0vvBDF8eNiYVm61MiOHTayZVPvivyBuIGnQlEEyaxV6+6iI8uXG+jUya9uffmyrBHC/e23QMIh\n8fPPRlq29GhEjEPh8mWJhg2jfNHDDRsMbNiQiCyL42jf3r9Pg0EN6owuWdLDsWPa28qsWaagBXr7\n9u08/3xt4uL8A3rsMSFwXbGil4MHbaxcaaBjRyuKIiHLapANW0aw26WgCNbatQYmTPCfzKNHdT7y\nBwR0XEs0auSieXMXAwZEkJAg3xqzgVmzkjh8WMeNG5JPFzEQN25It+znLEyaJFjYjBkmQNJ0dbdq\n5UqX/IH/oUGSgh9k9HqVJ5/08MknoWvrUsnfuXMyjRpFYbOJ8Veu7GbixGSuXZNo1swdJAeUPbtK\nv37+87Rzp01jPaiqwqdaUaB+/b2+1P2cOSaGDUvRRA3bt09f+DormDPH6IvE3rgh8+abEezaJUTV\nAyPbQIB80X8TaTvCM7PdywrCNYBhQBYJoN1uZ/z48WzYsIHLly9rNPUkSeLXX3+9ZwPavHkzJ0+e\nZO7cuUF/GzRoEHa7nZ49e3Ljxg0qV67M+vXrNVHIcePGodfreemll7Db7dSpU4fZs2ffVZ1gGH8P\nfvpJr/FR3bRJj8eTNckTgKFDLb6u3OPHdXz+udlXBJ8Zzp6VfeQPRHTq0CHdPUnXFi2qEKhXvn27\nga++MtGtW/qL5MKFRlavNvDooyKNag7IlF69Kmm6YEFYxQUSwCJFFAIvy7Q2egcO6PjiC9MtORCn\nLyK5b59es8AePKjn8mWJfPlUli/XRv7SSmuWL++hWrVgApiWJKaifXsXhw/r+O47Ey6XxLFjOiZO\nNFGvnpuYGJVs2RTGjUvmxg2ZZ57x8OSTXo4ckZkwwYxOJ4RpAy3sApEtm0rLlk4WLRIsq0QJb1DH\n9u7deiIj1SCbOBCyLZKEj/yBeCApUyZGI81Tu7aLzZsNvvc6d3YiSWmtz6Rb8yVRrJiXt9+207y5\ntjEmMRFOn9bx8MMKV65IvoixqkpBot9jxqTQoUPmZPiXX3Q+8gewc6eBBQuSMnXFCUTgbTP13x6P\niLAGIk8ehQ0bbGzdaqB4ce9tRbjj4yVGjbJgs0m8/rqDypW9GVrCvf66kz17dKiqhMWiBolv/x2I\ni9Mzd66JPHkUBg92pFuGcC/Qrp2L337TsWKFkYcfVvjii7/PGzmM/zayVAP42muvsXTpUlq1akX+\n/Pk1ZEqSpKDaun8LwjWADxZ27tTRqJG/mKdYMa/vqT8raNo0km3b/Atvu3ZOJkzI2s0yKQnKlYvx\ndV2aTCq7dtnuydP2lSsSVatGc/WqfzFu0MDF3LnJIbdfvdpAu3b+VbptWyevvy4WuWvXJF59NZKU\nFO0C+corTk3H67VrEn36RHDsmI7atd2MGGH3EelRo8w+nT4Qkby4OCEZcuKETJUq0b5asRw5FI4c\nScBohBdeyLgmbevWBB59VKFZs0h27/ZvV7eui/nzxbGePClz9apEhQpeTCZYvNhAly7BjESS/I4f\nDz/sZfHiRE6e1NG1q9VHyh56SGHXrgTMZlGDtmOHgfLlPQwa5MBgEAR19WoDSUkiojdhgpnPPvMf\nd506Lnr1cvL++xbi42WuXEn1ylX48Ucb16/L1KoVla4WI0DfvnbeeMPJjz8ayJ1boW5dQXw6drSy\nYkVwuPXJJz2sX6+1UDtxQqZp0yguXZLJnl2he3cHI0aEFnguXtzDzp2JmXaBgyineO45//gfekjh\n0KGEzD+YAVRVaA1++aVJQ67Xr7fdcR3es89G8dtv4sdpsahs327DaFSpVy/aR9r/7/9S6NXLT/T2\n7tVx9KiO2FgPxYv/vZ25Bw/qqFs3Co9HzGv16m6NXmYYYdxP/O01gMuWLWPBggXUrVv3nuw0jDBC\noXJlL59/nszMmSZy5FAZM+b2nnR793awa5cep1MiJkaha9esRwYiI+H775P48MMI3G54+237PSF/\nIAhg9epulizx5/xC2X+lIq2t1fLlBubMEZ/Nlk3RkL9cuRRq13YzfLh2rnLmVJkzJ5hgXr8uacgf\niAjdnj06ypb14vVqoz4mk79esGRJr4YABpK0XLkUihRRsFjg66+T+fBDC4cPi+aZVBmQGTNMvP22\nBUWRqFDBw4wZSRw4ELpQM7D2788/ddSrFx2U6rtwQebsWZm4OAP/93+CMMXFGVAU+OADB7IMjRv7\nI20JCVrWlJwskT27Sv78KrlyeWnc2E6OHCpVq3rInVvloYe8TJiQwtixZs6fl0NGMsuU8ZI7tzY9\nvX+/jpYtXfzyi17TzCJJKn37BteqffaZ2VcPeeOGfIv8BZNNgBMn9DzzTBQ1a3r46CN7uuUJ48aZ\niIszULWqhxs3xHGOHHl3kSNFEcR25UpBbBs3dtGypYuaNd13TP5sNnzkD0Tqfv9+HS1auNmyxcb2\n7Xoeekjhqae010ulSl4qVbo/gsxr1ogIfXS0ytChdooU0d4Hdu/W+8gf3J0NXRhh/JPI0i83IiLC\nJ5USRhj3Ex06uLKU3oLgOpY6dTzs2GHj9991lCvnIX/+23tKevppL2vXZm5wfzuYMcPEoEFCwDkm\nRpCkKlU8GYrYprW1StVfA3wRylR06ODkvfeCv8tmg8GDIzh6VHQe58ypsnChkWzZQpFalWLFvNhs\n3PIZ9i9uFy/KXLkikT+/yhtvOPnhByOXL8uYzSqDBtnZsMGAwQAffWTHahWp5WbNIrHZZKxWlXHj\nksmRQ5yHoUMtvmjUgQPbiY2tjscjkx7ZCUSoOq+YGCGQvXGjNiq5YYOBDz4I3fEbiBs3JF58MdIX\nmd29W8+uXQnkzi3G63DAN9+YgpxeQESIBwywBwk8Dx1qYfx4ka9//HHhWJKYKGEyqQwZkkKjRsGa\niKEf5oWY8/jxyfTqZdXUM/7+u57ff9ejKDB6dHCJw7ffGn2EGKBNG+c9SRvu2qXzkT/YzMqVNRk5\nMuWuOnCjo+HRR72cPCnmWJJUjhwRBDBXLpVmzYLn637iyBGZDh2svmvgyBEde/ZosxDlymldegLF\nrf8tCNcAhgFZ9AIeOHAgn3322T0LO4YRxv1CkSLKLSuxB+O3OmqU2RfNSkiQadXKRfbsKtWqRfPi\ni5GcOxd8CbZo4Wb06BRq1nTz4ovBUczUzteiRb2+1HBaDBoUwfffC6u0sWMtvPuucIHYtClUF4jE\nF1+YWbbMyPnzWrJTtKjXR4iKFlX4+WcbK1YksmtXAn37OvnhhySWLEmifHmxCE6aZPbVnSUnS4wb\n5y9eTGtlJsif2H/QiCT/tmlJa+r3JCTItG0byfXr2s/bbBIbN+qpWTOKmjWj2LBBf+s7tftwu9Gk\n5ZOTJR8ROXtWZuhQC7t3Bz8jy7JK3ryKxkdYfB4f+QM4elRPr152rFYFp1Pigw8iQnRQQ9++DnLn\nDibmsiwIUJMmoR+IDh4M/fweaF8GwrM6NR2+ZImBlDvkgqFqcW+30z4UFi9OIkcOcfyqKvHZZxZ+\n/PGfiaodParTPACdOqXDlqYK5emnvUyblkytWm5eesnJt9+G079h/DuRpassLi6Obdu2sXbtWkqV\nKoVer0eSJFRVRZIkVqxYcb/HGUYYQfAL4IoO1WvXJBo0cGe58/fvQNpOz99/l/nmG0ESTpzQ0aWL\nNWTU8fXX/XV/uXOrfPml+Ez37sIS7MIF0el89arMrFkGChVSeO45f+QwlP1aRli/3kiBAtp5MxhU\nli5N0iz8grymX+CfVpYlsHll1Cg73btHIAhfzZCff+IJDxMmpBATo3D8uA6rVaVIES/t2kWxd68e\no1H1ebeCaGyoU0dLkIoW9WrqJF99NZL9+xPIlUs7tgIFVDwer0+iJWdOhccfF40mDRtGaxoPQJDS\nnDlVrl6VOXtWx9ixFooWVWjTxm9Bl7Yzet8+PcnJgmR6PBITJ5pp0kQb1SpZUmHXLhtHjsi8/77f\nrs1mk+nVK4KxY1PIk0dlyxa9xvu3WjU3TqcgnbNnC2Lfq5eTqlU9zJjh//6qVT107mz1OaxUqOBh\n9epEzbnJCp580kubNs5b8kI1eftt+z251goXVoLS68eO6Xz1lH8nKlb0EhGh+n475ct7QkY4mzd3\nBzXyPOjYudNfNxmO/oUBWWwC6dixY/pfIEl8/fXX93JMfxvCTSD/DQwYYGHmTLGa5c+vsHGj7b6R\nwIULjbzzjoWEBAmrVeXddx0Z1hquW2egc2ehl/bss26qVvUwcqS/cCtHDiEIDPDDDwb+/FOmXj03\nJUpoI0J//ilIRKBo84kTMnXr+mU+3nvPTv/+IvUZmIoUCJVm1b735pt2fvtNT1ycAZNJZcqU5NtK\nwV26JNG+fST79+tQFIkCBRSWLk3k4EEdH30kUpJFinjYsSM1Cin2nz27wtNPe3j0UYWBAx3ExASf\nO49HNJDo9VC5crRG0HjOnEQ++CCCU6d05M+vMGJECh07ahtLNmywUaCAQtOmwg85d26FhQuTyJ5d\n9Wk/9urloGRJhffeszBlipYd6fUqffo4mDDBrIkQ9etn16Sbv/nGyMCBEXg8wrP5wAEdZ8/6yXhm\nAsk//GCgQwft2E+fvumbk9mzjWzdqqdMGS/duztp1Urb+ASwdq2NP//UERenp0QJhVatnFSokE2z\nzZIlidSseWcE69QpGaNRDZKRuRt06uQnqAaDyrp1if9YanX3bh2zZpmIilIZMMAR9ODwb0SgT7TJ\npLJ0aaLPdjCMfxfuZRNIlgjgfxVhAvjvg6LAW29FsGCBkezZNzJ79lPUrx+lWZTHjUsO6c+aHrIq\nNXP+vETFijGafYHKli2igzYQCxcaefttC16vxDvvpNC4sZsCBVQOHdJRv36UL4qVWp81bJi/Q9Vs\nVomLswX5jnq9Qh/t8mWZJk1cLFtm1JDJAgUUDh9O8M3TtGkmjh3T4XTC999nIDqHSKv+8EMisbFe\nLlyQiI5Wb7u2q0MH6y0LOoGBA+20b+/UzJnRqNK7t53Dh7fz6qvPULq0qONLG406c0bUYqW6p0yb\nluzb5uuvjQwaFIHXK9Gzp4OPP7bjdot6xbx5lVtCxtGaurIBAxwMGCCI2sWLMnnyKMyaZWL4cAtG\no/CrbdpUkN3Ro82aeX3qKTfz5ydTo0YU5875yZwsq6xcGbyQ3rwpkZICY8ZY+OYb/7xHRKisXx98\nXgPx0096XnjB7xhiNIp089WrMu3bOzWyRidOyMTGxgR9x9SpSRQurLBpk4GSJb3UquWmePFsmijb\nxo22uyJYoWrIVBUGDIhg3jwj+fIpzJiRzBNPZG0fDgdMnGjm4kWZF190UbXq3x/9+y+jQYModu3y\n3+Tq1FnPggVP/YMjCuNOcS8J4H9bQTOM/xwWLTLy7bcmHA6Jixd1vPGG1ddkkIrUmrXM4HaLyEPe\nvNkoXTqGffsyTpvGx8tpyB+AxMWL2vcuX5bo1SuCmzdlEhMl3n8/ArdbQpahfHkvK1Yk0qOHg08+\nSWH8eFGQlZriBeEoMX16MGF7880I+va1Mny4hbp1oxERtMDj9hMLWYZu3YR1Wo0amS+m3bsL/bUj\nR3TMmGFm9mwTLpeYo+TQajVBuHBBezuJj5e5fFk7Zy6XRNOmHnr2dNKwoYfChYPJHwgiceiQ6Ohe\ntcrIF1/4N4qMFKl1vV71RcYMBpFKNJmEa8vSpYkYDOJvqip09fLly0a7dpHkzq1w+rTMe+9ZSEqS\nuH5dpnt3q6/Wq0cPB9WrCzJYqJCXceNSiIlRg3QEU+csEMnJMGuWkRkzTJw4od2+Vi13huQPRLq2\nZ08HsqwSEaESFaVy7pwOu11i6lSzpoYwWzYVvV77G8iWTcFggOefj2LUKAudOkUyc6aJ8eNTMJtV\nZFk0r9yP6NqSJQa+/lpcm2fO6OjWLes2PmYzDBzoYOzYFMqWDZO/e420Nab3U7cwjH8PslQDWLZs\n2aD3AmsA76UQdBhhZIT4+ECyVZMrVxS++SaZrl2tXL8u0bGjk4YNs5a2nD3b6Es7XbwodPO2b0+/\nC7h0aS+lS3s0shWRkQqxsdrF9Pp1SRNtURSJq1clihQRkblChRQ+/NDuc+VYsya4MD+VbMTHS0RF\nqUREwJIl/uhaYqJEdDS0aOFixQpRAzhxYujq/latXGzbpmfhQiNWq4rDIeF0aqVWqlXzcvKkTMOG\nUT5h5CVLjBw5osPhEAK9oTpOA9G6tYt9+8Tc6PUqzZu7KFXKS5kyHp/jRvnyHkqU8GI0ZlyDdPmy\nllSn2sDZbNC7d4Qvgjp8uIX69d388YfMjh16KlTw0ratC6s1WIBaVSV+/NHAl1+aqFTJqzl+p1Pi\n1CkdFSp4iYyEZcuSgiwAW7Vy+ez1cuRQ6N49OPXfpk0k27cLkhYZGbjIqtSp486SreDHH9t5/307\nBgMULKhN3aZqFYJ40JkwIYVBgyJwOkV5QMWKHhYvNmhS5EuWGNm6NZFWrVx4vWTqBpMVhKohS0uQ\nA32hs4LfftPRunUkFy/KxMZ6mD8/8T/t8Xs/cfaszNSpJvR68UAzfLids2dljhwR4vaffvr0Pz3E\nMB4AZIkAvvjii5rXbrebAwcOsGPHDnr06HFfBhZGGKHwwgtuPv9c8cmhtGvnolo1D0eOJGhsq7KC\nrVu1P/8bNzJesMxmmD8/kXLlsvkkIJKSZI4dkzUksHhxhWeecfPzz4IIlC/voVw5L9evSzRvHsmh\nQ3py51YYOzaZjRuNzJ1rJG19XoMGburVi2LPHj16vcqXXyZTqJDCiRP+KOXDDyt0756c6XHLMkya\nlMLEiSm+7Xbv1tGjh5UrVyQ6dXJRv76bmTONGlcMEREVr6dPN9O4sZvq1YOjM5cuCcKb6p989KhM\ntWrCuQOEx+ycOSZkWQhWZ4WAtG/v4u239bfmXaVlS5HSt9kkTRMIwKJFBiZO9LOqGzckevVy0rix\nK0C2xI+JE82sW2fj8ce9vmYZSVKpXTuaF1908dVXyciyIEqnTsnkyKGSLZsgW1Wrerh6VaJJk2Ar\nNZsNH/kDSEqS6N9fELnVqw3062flww8j+OabpEzr71Kbh9q1czJ9uoh+5s6tUL++trTh5ZddvPyy\ni27dIli40MQff+iQZe24ChdWOH9eQqfjnnfHe70webIoNXClqbpIO47M8PbbfiefX37RM3mymcGD\nHwyPX0WBr74ycfiwIFAvv5z1EpO/GwkJws4xdS7XrDGwbZuNLVsSb/seGcZ/G1kigEOGDAn5/ujR\nozl79uy9HE8YYWSIRx5R2LQpkfXrDSQkbGHAgMq+vwXe2BwO0WWbP78Ssoh78WIDy5dr06zpSaoE\nwmiUApwhBNJ2i+p0Qtpi0SIjHg+0bCl8X0eNMnHokLjkrlyR6dw5MqS4cM2aLi5fltmzR2zr8Uj0\n6GFl40YbPXtauXxZ5pVX/JHOrN7QA7d76ikvu3dr9S2Cha+D5VXS4tNPzQwfLshXhw4i5Vy/vnab\n6Gh44w3t3IaqITt1SmbIEAseD7z/vp0lSxL5/Xcd1aqJ1KmiiDHUru1i40ZB7MqV83DmjDZ1Hxdn\noH59NxERaki/4ps3ZSZNsrBmjY1Fi4y8806Eb5vFi420aCHEjVu2jOTnnw2YzSpTpybTuLE7Qz9i\ngwHSNtbkzaugqpKvezcxUWLAgAiNtpyqwtSpJn7+WU/Fih569XL6xLdHjbJTtaqH06dlypTxptuQ\nEGg9lyq0ffGiTIkSXrJlUylXTkQSBw608847d0+qUs/fxx9bmDAhdDtxVi0cU5GR/ds/jVGjzD57\nvtQo8INKAn/7TaeJxp44oePMGZkSJRTfPSCsAxgG3GUNYIsWLZg9e/a9GksYYWQJDz+s0KWLk8qV\nQ0dRrl2TqFkzmho1oilfPiakptjWrdrOyWLFvPTrl/nCmCuXSps2fjJToYKH7dv1tG4dyfjxJp+o\nr9ksopMdO7p83qtp7dtCkb9ixbzMnJkSJOPickGpUoL8/vZbQkjx57tFWrHlwPqy0qU91KqlTa3H\nx0s+8gdCNHnPnjsThktJgRo1olm50sjatUaeey6acuW8dO3qpFQpBY9HiFRXqxbDxo0G2rRxMmVK\nMqtWJVKqlDYF/8gjXpo0iWLBAlO6PsTx8SKF3q6dSIumHcv33xt9EVyHQ+Ltt0Nbs4GQIHr5ZSv9\n+qVK3PiRL5+KPU3mPFDUGURk6Z13IlixwsiQIRGMHesnVJIEVqvKp59aaN06iho1orl6Vfv5Cxek\nILI1cKCDo0cT+OQTO3Pn+h90xoyxcP78vSNWW7ZodxwR4f/NBFq3ZQU9ezp9UcOYGIX27f9+j9/0\nkPZ+kfa4HyQULuzFbPafh5gYhXz5/l67vDD+HbgrArht2zYiItK/MYYRxv1Eek+w06eb+P13QUTs\ndokhQ4J/o2mt2NIjk6EwaVIKCxcm8s03SVSp4mHCBAtxcQaGDo3gq6/S77Z97TWnT/BWr1cxGv03\n6agohSlTkoiLs5Etm0qrVtrF76GH7v8NPG0Kz2iExYsTmTUribVrE7Gmqem/cCGYSKQVIQaRPtux\nQ8/PP+t9BDntudu5U09ysrYm79tvjWzYoOfaNYm1aw0Bjh8SCxcaad5cy/3nuQAAIABJREFU1Pr1\n6+egSxcHpUp5eOUVJy+/7NJYsIVC6jiMRnjzTT+ZLlfOQ4MG7iDimHZuUrFvn44OHaysX29kwQIT\nefP6z1PFih6ee87NSy+5KFRI/N4kSaV/fy0jTGslNmuWSSM+PGSIxffwcOKELqhBqFWrKJ+gtSSp\n9Oxp90WHQ407PVJ8O0g9f2mvo4ED7cycmcTq1Tbeeuv2HlJeesnFpk2JTJ+exPbtNkqWfHBIS5ky\n2vtD6dIProRKwYIq33yTRMWKHp5+2sO8eUlBtZTh6F8YkMUU8AsvvOBr+gBQVZWLFy+yf/9+Pvro\no/s6wDD+t5CYCNu2GciRQ7ljnaq0HfJKiHXk9dedXL0qsXmzgccf9zJsWNbtESQJn+jy1KnaxXjv\nXj0QOnJRooTCjh02DhzQUbSowsWLMmPGmNHr4YMP7BrJjIYNPYwalczMmWby5FGYPDmLrbhpcOaM\nzKFDOsqU8QZ5moIgbH/+KYrumzVzMW2aicOH9UiSynvv2alVK31inC9fcDqyZEntOVNV0WmdKg/T\nooWL6dODjyWQOKXik0+EjE6ePAoDBmhJU+A5NhpFqjQVCQlCWzC1pjMqSqFoUUXjnBHYOf7BBw4a\nNnRz86ZElSoeIiJEQ8vMmeJBQpbFXITCgQM6TUnA1asSa9bYSEqSqFrVg9kMFouQCtq9W0eBAmoQ\neahY0aORz7l4Ueatt6y+eQpsVgHt7zkpSYgm++dFolw5/wZPPOHV1EK2a+cM+Tu4U4wYkYJOJ4TH\na9Vy06eP865qzMqW9QZJKj0IGDrUjqJIHDqko3p1Nz16PDjRyVCoW9dD3br31tYyjP8esiwEHUgA\nZVkmT5481K5dm3r16t33Qd4vhHUAHywkJEjUqxfla3To39+eYaozvTqWK1ckGjWK4uRJHWazysyZ\nyTRocH9U+z/+2Mznn/vToKNHp2SplvB+4cgRmQEDhARNvXpupk83kZIiYTarLFiQpHHx+PZbI/36\nCXHYvHkV1q1LJHduhf379eTMqfDYY36ikJwMAwdGsHevnthYD6NHp2A2w4cfWpg0SaQsmzZ1MXNm\nsoYAHDqko0YNbfjhp58SiI/fyqpVddm40UDOnCrPPutixgy/jVxUlEJioj+K17Wrg+PHdWzZYkCS\nVIYMsdO7d/rzfPCgjtGjzagqDBrkQFXhxRcjuXlTaAAuW5aYaYQpORkOHNCTN69CsWJi282b9Vy9\nKlG7toccOVQOHNBRt26Ur+v2mWfcrFp1e9ZgXi80ahSlsZ0rVszLrl0iDLhunYFOnaw4HBKPPupl\n1apE8uTx37affTbK15luMqls2WLTCImrqmj60euF08W9QLiG7N+N8Pn79+Je6gBmKQI4a9asdP92\n+vRpihQpck8GE8b/NlavNmi6XMePF12At+s3mju3WASPHdNRoIASMlKVVXi9ojtx7VojxYt7mTw5\nWdNJ+c47Dkwm4bcqLLfunPxt3Kjn7FmZWrU8GseP28FLL0X59PiOHZNJrUlzOCSmTDFRsaKHZcuM\n6HSigSM1uhQfL/PKK1bi4hKpUiU46vfxxxafmPSJEzrOnhVab9myqcyalUjRoiKyJUlizgYPtrBm\njZGHHgomHGazkCaZPVsQx9On8TW8gCB/JUsq7N7tJ4BWq8qiRUkcPqwjOlrNNIpVvryXOXO0kca9\ne22cPi3z6KNKSLcREBG1N9+08ssveipV8jBxYrIvfTZkiL/hoXBhL3Fxwq1izpwkZs82kTu3yrvv\nZiyVEwo6nfADbtvW7wASSNTr13ezb18Cf/0lU7Kkl7RVNwsXJjF8uHCn6dzZGeQiI0nCvzaMMMII\nIxB37ASyZ88eRo8ezdKlS3G7/12eiKkIRwAfLKxYYdBYeEVHK5w5k3Bf9vXTT3r279fx1FOeIB2/\nQKQW6Keifn0X8+bdWTo2EBcvSixfbiQmRqV1axfjxpn55BMRSYyOVvjxx0SKF9cu5KoqxHbj42We\nf94dRBJTUqBgwezp7vPFF52cPq3zafXJshrU0TxokD2k9EbLlpEBNXha5M+v8Ntv/vM0daqJwYP9\nc1akiJfTpwWL79LFwd69eg4f1gXJuQRizpxEeve2cv26TOnSHpYvT9KkbefMMfDWW1Y8Hnj8cS+t\nW7vYuVPPL7/oKVpUYfr05CyRaLsd5s834nZLtG7tYvRos8YGLmdOhc6dHRQqpPLWWxGa+rnPP0+m\nQ4d71wm6ZImBtWsNFCum0Lev457o9YURRhj/LfxtEcCLFy/y6quvsnPnTp566ikWLVpEfHw8b775\nJnFxcVSsWJFvv/32ngwkjDAaN3bTooWLJUuMWCwqkyZlvS7vdrB4sYGuXa2oqoQsq3z7bTKNGgU/\nxHg8fg/eVKSVHFm82MCpUzrq1nVn2V3hyhWJOnWifVINP/5o0KT/bDaZpUuNDBqkJWIDB/o9j8eO\nFR3BhQv7SU5EBFSv7vZ1LAqCByBRpIiXpk1dvPqq32YsLfmD4IaEVDRo4E6XAF68KON0+rXr0s6Z\nwQDHjt1EUaBJkyj++CPjkG758h7q1fNw6FACV6/K5M+voNfDJ58IchYTo3LpkuSLXh45omfIEP+4\n9+6VefPNCJYt06Zi3e5UqRYBrxef1AvA11+bKFBAew6vXZMZPVqQ2cCmHbj3bgotWrhp0eLePkxn\n1ebwfuNBGUcYYYThR4atcoMHD+b48eN07dqV+Ph4OnToQGxsLB6Ph02bNrFnzx7atGnzd401jP84\nZBmmT0/m5MmbnDp1k8aNM14Mt2/ffkf7+f57k488KIrE/PnaUMu+fTpKl44hb95sHDqkFdZt0sQf\n8Rk2zEyXLpGMGGGhQYMo9u7NWq56yxa9Rqdr2TKjrzs4FblyBUevUvXHQIhWr12rJWRz5hjZtUuP\nTqeSLZtyi+CJ42zd2kXRogpa+7hgArNtm4Gvvw4OPb3+upNp05Lo3t3B2LHJZM/uH1+DBi4f+QN4\n/nk3Op12zvLkURk61BJA/jYH7cNsVhk0yM7SpUnodMIxo1AhQf62bdMzdqzohr14UQ5q9EmLQFu6\no0dlKlaMJl++bLz0UiR2Oxw/LjNggMVH/kA0U2TkXuFySURHK0iSkAJq0sSNzRbcdPQgwOuFrl0j\nyJcvGyVLxvDzz3cmz5Mesnrtbdump3jxGPLly0bfvhEP5Fz9L+JO751h/LeQ4TPZhg0b+Prrr6lb\nty49e/akWLFi9O7dm/Hjx/9d4wvjfxDZs9/fVSKtJlb+/NrXvXtbfQTtp58M9O4tbNuKF1do3dpP\nAAOt2VwuiVWrDFSqFBwFtNuFyG2ePCqSFNw9mz27wqRJKXTsaOXcOZkmTdy8+mpwajF/foVTp/wL\neWDn7JUrEv36Rfh8d2/eDLZSO3vWXxMoEDoFu3SpkU6dgvfvckm43RAdrfLjj4nMmmUiVy6Fbt20\ndY9VqnhYuTKRuDiDZs6WLs04p+l240s/KwrMnGni+HGZunXdIUSBM241bdXKP/7+/SN8kdsffzQw\nerSZr782+RpOApFRdDI6WuGPPxLweITLR61aUfz6q54iRbwsWpSExaIyZYoZRYFu3RxBTiF/J77/\n3siiRYKVX74s0bhxFDNnJtO06d9brtO1q5Vr18Q8f/utidq13TRp8u8sGQojjP8aMiSA8fHxlC5d\nGoCiRYtiNpvp0qXL3zKwMMLIDKldbPHxwh4s2MkiNIYMsXPunMy+faKjNa0zwo0bWnIRE0NITbNC\nhRRNSthmk+jZM4JHHlHo00c0h8TF6XnttUiSkiRq1nQzb57oxB082M6UKSZiYlS++CKFEiW8vPSS\niz//lGna1BUyXTZ9ejKvvmrlwgUZVZWYONFMrVpuoqPFvlPJX1qYTCoHDuhvpY/9ThWSpAZJjKQe\nV1oE1kLOmAFPPOFh/349JpNKgQIKLVtqF/XYWG9QbWXBgoEEtmbQPgoU8O/3448tjB9vvrU/M1On\nJlGwoJfz58Xnmzd3YTCo7NypIyFBxumUePJJD9WquSlZUtGQjLQC14cP60OSPxCuK6m1kZKkUrmy\nhyNHROPJhAkp6PUilTlkiNnn7nH6tI733rNw4oSOkyfF+JYvN7BunY2UFJnChRVN6jkUHA4Rtcyf\nXwlq8rgTXLsW7IPcs6eV55+/eU9SsVnpIFXV4Gvp+vUHx93jfxnhDuAwIJMUsNfrRR9wt9DpdGHh\n5zAeKEyYYKJUqRjKl4+hZ0/x20xKEl25CQmhF5ucOVWWLUvi7NmbLFyYFNQRGijCnCOHQosWoQv9\nJ05MoXJlN3nzKjRoIHTj5s0zMWKEhf79xVj694/w+etu3mxg3jwRBRs0yMHp0wkcOGCjalUPfftG\nMHKkhXnzTLzySiQ//aTH7U61dRKfr1DBS548ftK2b5+er74SJKlIEYU6dfykp1IlDwsWJDJyZAq9\ne9t9jR8godOpPPKIlzZtAo9LzIHRqNK2bfDxBlqNAezfL77P6ZR44w0rXbtGhBSBDsSsWclERgaT\nS1lWiYxUeOYZj48gLF+e1nnBQFxcImPGpDB1ahLTpgm/3rNn9bcIoHC/GDTIGRRh6tLFfz6josSx\nZ4TPP09mxIgU1qxJZNWqJE6fTuDgQRs1avg7cwNT+CDqHlPJH8D58zpiY7Px1FMx1KwZHUTIAnHm\njExsbDRPPRXDk0/GcPToXenzA0JvMSoqbZOQiODeDmw2cS0l3oGknCSh6YovUEAJWWsbRhhh/DPI\n9E7Tvn17mjRpwgsvvIDD4aBr16688MILvv+aNGnyd4wzjDCCsHr1TwwdavERonnzTCxZoic2Viy6\nFStGs3//7dU+TZ9u4osvBKl67DEPcXE2HnkkdGSxcGGF1auTOHo04ZYdmX+R37JFEJi0tl92u8Si\nRQZeeimS/v0jfCQ10GpKUSQ2bNDTuHEUzz4r7OxSiWNaO7lUmzFZhjlzkpgxI4mvvkpmxYpE6tTx\n0LWrk+xpGoOzZVPZt8/GpEkprFiRSJUqbt/YXS6J//s/M6dOaW8Njz2WPmnyeiUWLTJRt24UzZtH\nBtVUpqJMGS+//GKjXDkPsAkQdX+yDElJMgsWmGjXTtiNpPWFvXBBJk8elc6dnbRs6UaW/XMMIsK1\ndWvo0Fbnzk5Wr7YxYULyLXHt0G4tDz/sZcyYFNq3d9OtmzND6ZS04uI6HURG+h8kZFn1Ef+jR3VM\nmZK+Q8yYMWbOnRO/00uXZEaMsKS7bVZRsKBKXJxNU97w+usOLBY4f15i504dyZk0s//6q45KlcS1\nFBsbw4kT/t9EVmvIPvnEzvz5iUyalMymTTaNfmEY/xzCNYBhQCYp4FdffVUjAN22bdugbaS7kX0P\nI4y7gKIEuyTMm2fyRWdu3JAZOdLC/PlZE+b1euH99y2+7tjjx/UcOKDnkUcyj1qkdXcoW1ZEi/r3\nd/hSp4884qVAAYVOnfxSN+fPy8yfn0Tp0l5NVCkhQfJ1Bns8Eu+/b6FNGxdvvWXnjTesPoeMQBkS\ngwGaNw8ea6tWwuHjzBndLSsyfzq7WjWhObhjh3/7XbsMPPVUNAMGODhyREdiosRrrzlJSnKyd6+O\nSpVE+vfwYe3tw+WS2LLFwJYtBnLlUnxuKYHIn19l8+ZEJk5M4fp1wV7Hj/cTnl9+0aMowvouMHWb\n1mEEBKEMnLNTp2QURZDhtHjiCS+rVhlZvtwQMu2dO7dwabFkkXuljRrnzKkycmQSQ4ZYUBSR+kyV\nvgEylLxJG5VLz3budlG8uMrOnQls2mQgOlqlZk0PS5ca6N7ditstRKVXr04kd+7QpGz0aLOvfu/S\nJZnPPjMzZcrtd+bXrZt1m8Uwwgjj70OGBDAjAegwwvin0bhxVbp1c/jSoLVru4MiDKFs4DJCVmzk\nQqF5czd//ZXCihVGHnnEy4gRgtx06+akShUPly5JxMZ6mD7drPncxo16Xnghkj59HGTLpnD2rI6m\nTV1ERIQ+jpYt3ZQta+PPP2UqVfKSM2fmEZVcuVRat3by7bcm8uZVeeEFLcPo2dPBunUGDeFSVUkj\nFP3zz3q2brX53EFSUoQrRp8+1qAaOxCWeM8952H5cgOTJpmJilIZNiyFUqUUtm3TM3JkI+x2CatV\n0egRVqjgRZbh3XcddOxoxemUyJ8/uNEEYPLkZBo0iPKlXpcuNfH0096Q244YYfFFdgORPbtChQpe\nPvrInmXyFzhn167JWK0qffo4SEyUeP99O9Wre1izRrh3uFxi/IFp6LTo3dtJXJyBmzdlIiNV+vW7\nPQ/djBAVhSYl/sknFp+W4cmTOr75xsSAAaH3l/ZaCHwdriH7dyN8/sKAuxCC/i8gLAT94OPcOZm+\nfSO4cEGmdWtXyGaMgwd12O3w1FNeTp2SadIkivh4mZgYhYULk3jyyay7IEyZYuL990VauWpVN4sW\nJWkkTu4W27bpadYsMigKlT27woEDCUTdkulLToamTaPYt0/Iunz2WQrt299ZaGjhQgPduvmjjoUL\nezlwwKbZ5soViXbtrOzenX63wsyZSTRrpg1XHTsmM3y4hV279Fy+7CeCffrYefJJD506Rfps0goU\nUPj11wRatYpk0yb/fp5+2k1SkkTOnCpfful3Wjl/XriNlCnjTVdzr169KI2LSJs2Tr74IjhK1bx5\npCZlnDu3QsOGboYMsd+xnt+1axJHj+ooWNBLt26Rvoht27ZOJk5M4dw5mS1bdLjdEiVKeLlwQUfB\ngkpIp5UrVySOH9dRrJg3U+eav/6S2L7dQOHC3tv2y46Njda47Xz4YQp9+4Ymp/v363z2eblzKyxf\nnrl9XhhhhHF/cS+FoMMEMEwAH2jUr6/1SP322ySfPmB6fpY2m7ArK1JE0bhHZBVnzsgkJEiULu29\nL+K1y5YZmDrVxM6dWrKVL5+XN95w+jxuXS44ckRHzpxqljucQ6FNGyvr1vnr8iRJ5dq1m5pt5swx\n0ru3VbPNQw8pvq5bq1Xlp59sGuHpQCQmwvDhFg4e1LFnjx6PRwrZZXzy5E169YpgzZodpHYCR0Yq\nJCUJ8tizp4OPPw62Uxs2zMyCBUYeekhl0qRkHn1UjCOtF/OkScm88kowUe7ePYIFC0wBrx0MH377\ntm2hsGGDnlatojTvHT9+k4MHdbRtG3kr4ubvvh4yJIU+fe7MMvD0aZl69aJ8qdlPPknhjTey/l0/\n/qinU6dIUlIkypb1sGJFcBNUIG7ckDh1SqZYMa19XthL9t+N8Pn79+Jv9wIOI4x/Cn/8IWf4OhSi\nowmpx5dVpNf0cTtISREWY16vROvWTp+fLECzZm5q1vRQpUo0ly75j+fSJR0ffRRBhQpenn3Wg9FI\nlt1FMkKpUl7WrfO/DhXRTKt/99BDChs2JPLpp2ZfDWB65G/XLh29e1u5cUMid27FJ0eTlvw98YSH\n7NlV3n/fzi+/KFy/LiJxV67452DqVBNDh9r56y+Jrl2tHDum47HHvPzyiyDL589D+/ZWduwQbanv\nvusgJkbl0CE9NWq4Q5I/gKtXtb+bwGjl3SKw+QNAr1cxmVRmzDAFWMf552LKFPMdE8AFC4w+8gfw\n5Zem2yKAdet6+PXXBC5flnj00czlabJnV+/qWgojjDAeXNy7u2AYYdwHNGjgTzkajSq1avnTZw/q\nE6zHA82bR9G/v5VBgyJo3DgKR5rMdbZsKqtWJdK5s4O0jhxnztzbyzJtB2+ePMFErm5drXtHo0Zu\ncudWGTXKzuTJKRmm0Tt0iOTECR1Xr8ocPRr6mdJgUFm0KIkTJ2Q6d44kObkWDRq4GDZMm66NjhZd\nwQMGRLBzp6iLSyV/qQhMYep00KePk2nTkmnXLv0Uedo0b7ZsCp4MehP27NExerSZZcuCGVLaz8XG\neunWTZxgvV5lzJgUoqODG0VSkVHELRWzZxspUiSGIkVimDvXH71N+9k7SV/nyKFSsmTm5C8jPIjX\n3s2bEhMnmpg40ZSuBFQYAg/i+Qvj70c4AhjGA41x41IoU8bLhQsyTZq4KF/+n4lG/PqrjmXLDOTL\np9KpkzPDxfOPP2RN2vrwYT2//qoLkhUpUkRhzBg78fEyK1eKRd5kUu8obZ0R4uO1hDLU4lilioel\nS5NYs8ZA0aIKnTplLarkcgmniUAUKuTl3DmdJgXcsqWL7NlV2rYVUT2AtWuNPPush1decTJvnpGo\nKJUpU4Q2SaCVW1rcSVp+yJAUfvtNx/HjOooX97Bzp568ebMRE6MybVqypmN5xw5Rp5kayTx50v7/\n7d15dFNV18Dh383UuUWgpbRlVGYEEawFgTILyKjMooAMvoAoIqIgKiKjAgKCforKIALqCyiCIrOA\nyiyDllFQBGwFhI5p2iT3++O+TQgthZa0Teh+1upaJLlJbnJCs3vOPnvzwgvpbN9uYOBAbaazb98M\n3nknjawiCFOnmhk71ozBoPVkPn5cx65dzhMNCrKTnKzl0s2dm3v9lXPntK4uWbmTI0f6ExubSWSk\n9tn74QcD339vIjzczuzZt9cvOylJ2yji7cUc0tOhQ4dA4uK09/zzz01s3pzs1vxdIe40MgMoPJrR\nCEOHWpg0yZwtgCqsWlZHj+po1y6I2bP9ePllf0aMyL0YeqlSKiaTM4jT69Vc65999FEqDRtqM50W\ni8JTTwVw4ID7ere2a5fpskx5bZu0azVubGXyZDMDB1pyLKWSE5MJl/ZioaF21q9P5ty5K+zYkcTo\n0WZmzkxl7lwtUHEuvW4DtM0P8+alcf78VU6fTqRVK2u2c8xaUs3Sr1/el0+jolR+/jmJdeuSOHNG\nT1ycAVVVuHpVx5AhAS7HrlljdOmqktXyL6utmd2usGSJD9Onu+4qDg7G0cXjxRf9OXvWOYbPPmvh\n/PkrHDuWmGt9QdCWq7OCP9DKAF25or1vPj6wfHkq589fIS4ukXr18vcH0cWLCrGxQVSseBcPPBCc\n51lnT6sjd+yY3hH8AcTFGTh+3L39j+8knjZ+omjIDKAQN7Fli9GloPO335qAG8+8XLyolXzZt8+A\nr6/KG2+YKVXKzu+/59wWzGTCpaVcZqbC998buf/+25vtTEnRZv/Kl7ezeXMS335rpGxZle7dM0hK\ngnfe8ePSJYXHH7fkeTfptT78MJXmzTO5ckWha9dMxy7emjXt1Kzpuvb9xBMW3nhDi5ICAlQ6dcrk\n9GkdpUvb8b0mnnr2WQv33GPnxAkdsbFWfH1VVqwwcffdNp54Inutw1ttpbZ9uzFby7zERAWr1Tmz\neP2Gm3LlbKhq9v7Kb7/tS5MmVh56KPta8vUtz/79V7nlMjM1a9qoX9/K/v3aCT3wgDXbMn5eStbk\n5K23fDlyRHv806f19OkTyLZtSZhyb9fsscqUsWMyqY56iyaTmmOqgxDCSQJA4bUKK4+lcmXXL5JK\nlW4cLCUkKHTsGOSYsSlf3k7lyjbq1AkhMVFH9eo21qxJpnRp1xnBypVdixpn7XJVVa3USkAAN9yE\nkZN9+/T06BHoqC03bFg6Y8akO2b2+vVzlkX58ksTGzYkUadO/r4wDQZuuUTNc89ZqFnTxpkz0TRo\nkMSoUQEcPGggMFBl8eIUlxzP9u0zad9e21Dz6KNB7NljwM9PJTQ0lXbtnEHg2bM6OnUK5OxZPWXK\n2Fm5MpmaNXN+LdePJcCAARaXZeUhQywcP65nwwYjVavamDlTW+p96ikL//d/zihVVRW2bDHkGAAO\nGmRh1CjtQQMD1eva7mWXnKz9EVChgo3gYPjqq2T++18TOh089ljGbeXrXev8eYXERCVbGsCxY3pe\nesmfd965tSVlT8shK1tW5YMPUnn9dT8UBd54w3zTcjrFmaeNnygaUgZGysB4JasVDh7UExysUrVq\nwf+lP3OmL8uXa3lXc+akOQK0623caKBnT9eSIFWq2Fw2Ljz9dLqjUHSWc+cURowI4K+/dHTunMGr\nr6Zjt8OTTwb8b8Yx95pt13vkkUB+/tk1asi6v6pCaGgJR/Fl0GZQfvwxye35h7mZM8fHMRsIULWq\njV27krIdt2CBDy+95DwuKsrG4cPO45591p+lS53JXu3aZfDZZzfOs3v9dV++/NKHgACV555Lz3Xz\nyPVatAji4EFntPj++6n07Jnz/Xft0nPqlJ6HHrJSqdKNP6M//6zniScC+fdfHaVK2Vm1KoV779X+\nyLh0SWHiRD/++Ufh8ccz6Ngx/710Fy0y8eKLWm7hvfdaiYvTuyw1V6xo48CB7O+/EMJzuLMMjOQA\nCq+TkQGPPhpImzYHiIkJYebM7B0e3CU+XuvL26uXhX37kli7NuWGwR9AlSp2l3w1cN21CrBokQ+H\nD7ted+WKjsces/Dmm2k895y2bLp1q8ER/AG8+aYfycm3dt45tR776Scju3fr6dYtMNsyaUKCjoUL\nCy9jfufOndnO8fqWaFmub43mLK2S8/1ya7t2+bLC+vUm4uN1nD2rw89P5exZHf36BdClSyBr1+Y+\n1bZiRQodOmRQu7aVl14y3zD4A4iJsdG3bwZBQSpbthj488/sv2537DDQuXOQo5vK5cs6l9zCfv0C\nWLrUhw0bTAwYEMDevXnLa/vuOyNdugTyxBMBjBvn3Fhy5IiBrl1dz7127VtPA5AcMu8m4ydAAkDh\nhTZsMLJzp/OLeupU32xlVm7m9Gkd33xjzPFLOcsvv+h58MEQuncPIiYmhF27bv7lW7GinSVLUoiJ\nyeT68i5ZLBaFd95xfsnPmuVLbGwwzz4byOOPB9G4cTAJCUq2VlyQvT3XjYwZY8ZgcD24WjUbPXoE\nsXWrkZSUrOLETnltm5d1Plu3Gpg714dvvjGScmttlzl/XiE83E5kpBZ0GAwq48blXJi5d+8MqlTR\njtPpVLp0yWDLFoPjfJ95xsJdd2kXAgNVXnjhxgWeP/3U5AjIMzMV3nzTj+7dA/nmGxPbt2vt244c\nufE4h4WpLFmSypYtyaSmKrRoEcTIkf6k3WDl9NQpHY0aBdOtWxA//3PsAAAgAElEQVQxMcFs2OCa\ndTN9um+2nMRrx+HaLid2u8Ivv9x61k5cnBbYbt9uZN06E5brJo9btrQyYUIaDzxgpWdPC3Pm3N6O\nYiGEd5EcQOF19I7v52YA6HTc8q5VgB9+MNCrVyAWi4LRqBIebqdqVTvvvJNKVJQzKJo3TyuCDJCa\nqtC9eyANGtiYNSst1yW91q2tNG2aQlRUCWw3mFTJyjmz28m2m/TcOT1Ll/owcmQ6rVtnsnGjFuy+\n9FI6Bw8aSEjQ0bx5ZrY8wuvPYe/eRKZN8+Ovv3Q0bGilefPM6/rhKo7E+SpVbDct/RIXp+PIEQP3\n3Wd19AR+9NEAfvjBOUtZrZqN779Pcil8fb1Nmww899wjZGQoBASozJyZSvPm1hsW4C5ZUmXLliT2\n7TMwZYovH3yg/XTunMHChanUqmVj9+4kjh7VWqllbULJyfWfE53OdYbWZlP47Te9Ywn2RubN82He\nPO29PHjQgNGo8vbb2QPPBQt8HEWoLRaFGTP8aNPGOY2rvy7WNJlUXnzR+ddMdLSVH380/u9Ylfr1\ncyleeJ24OL1LcKmqiqPv8oMPWuncOQNfX/JVlFpyyLybjJ8AD5wB/Pvvv+nXrx9hYWH4+flRq1Yt\ntm/f7nLMhAkTiIyMxN/fn+bNmxMXF+dyu8ViYcSIEYSGhhIYGEjnzp05f/58Yb4MUYDatMmkbVtt\n+UqnU5k82Zyn3Yvvv++DxaJ9MWZmKvz1l57Nm4385z+u5UB8fV0DidRUHT/8YGTgQNfjcuLjA5Mm\nmclpFrBsWTsvvqgFC4qSc2cOHx8VvR6WL09h27Yk9u5NJDMTunQJ4umnA2jWTJslzE2FCirvv5/G\n2rUpvPJKOjVr2gkNdQZZUVE2fvopkU2bkti6NSnXgHLjRgPNmwczdGgAjRsHU7VqMM2bB7kEfwDH\nj+upVy+EZ5/1z7Z0m+W993wdy7SpqQp79hioWNHOxo0GYmKCeeCB4GwFmAMCwN9fdelV/PXXJk6f\n1n6FlS6t0qSJNdfgD6B/fwt162pBlJ+fytSpZu6/3xlU+fmpNGhw8yArLs41cjt6VI/FotWfW77c\n5JgRvH5s/fxcz2/8eDMlSmhjUrastlv72tIuixenMmCAhQ4dMvj009Q8deW4/34b/v7O57vvPiv7\n9yexZUsSa9Yku+y6FkIUPx61CeTq1avcf//9NG3alGeeeYbQ0FBOnz5N2bJlqV69OgDTp09n8uTJ\nLF68mKpVqzJx4kR27tzJ8ePHCQzUGt4PHTqUNWvWsGTJEkqWLMmoUaO4evUq+/fvR3fNFIBsAvFe\nqgpffPEjTZs2vumX/vUGDgxg9ersEWNYmJ1jxxIdl//8U0eXLoH8+afrl31goMqaNckMGxbAxYsK\n/fpZGD8+nePHdWzaZKRiRTuPPKIlplWoUMIxiwgwbJiZsWPTCbgmhvzySxPDh/s7ZmsaNLCyalUy\n//s4O5QrV4LUVOdjvfVWGoMG5W325sQJHe++64tOB6NGpVOhwq2t+/bqFcCGDXmrEfLqq2aefz77\n2vyTTwawdq2zF/DDD2cwf34adeqEkJamvT6jUWXfviSXkixxcToaNw5xXNbpVH79NTHPuz0zM7UU\ngNBQrej2v/8qvPWWL4mJ2ljeSkmcFStMDBvmHMSxY83s2GFwpCY0aGBl7dpkEhMVOncO4tgxPaVL\n2/nii5Rs7f2SkuDCBR0VK9rdHpTt2aNn0SIfgoNVRo9OzzXIzwvpJevdZPy81x3bC/itt94iMjKS\nRYsWOa6rUKGC49+qqjJ79mzGjh1L165dAVi8eDFhYWEsW7aMIUOGkJiYyCeffMKiRYto2bIlAJ9+\n+ikVKlRg06ZNtGnTplBf053o0iWF/v0D2LfPwIMPWlm0KJW77ircvyMUBSIj1TwHf6AFJgcP6jlz\nRo82Q6cFHQ8/7LqboEIFO7t3J7Fjh4EnnggkPV077u67bfTvH+Ao9Dtrlh9hYSpvvunnCNDGjDHz\n8svptGuXwRdfaNNAPj4qPXtmugR/oBU9fvjhDOLjtVpxkZFqjkvaISGqSwCYNXOUF1Wr2nn33bzn\net2ofVnWkmJOri8uvGePniFDAkhI0GE02h2bN77/3sRHH1kdwR9oM7PnzyuUK+e8f82adl54wczM\nmX7odCoTJ9681Mf+/XoGD9ae8/HHLUyfbsZoxLGEDdoS87RpN84bzEmvXhkYDCo7dxqpU8dKw4ZW\npk51Fufbt8/AkSN66te3sX17En//rdU6zKl+X3AwBAcXzE726Ggb0dGS2yeEyM6jZgBr1qxJu3bt\nOHfuHNu2bSMiIoJBgwYxfPhwAE6fPs0999zD3r17qV+/vuN+HTp0oHTp0ixatIgtW7bQqlUrLl68\nSKlSpRzH1K5dm27dujFhwgTHdTIDmD/Xl90YMMDCzJne9SVjt2vFeU+e1NqwlStnZ9AgCzabdtv1\nX9Rbthh48slAR5BybZszgFatMti0yTlDVq6cjUOHkvjpJz29eweSkqLQrJmVL75IyZb3dau2bzcw\nYEAAV67o6NbNwv/9X1qech9vx/nzCj16BHH0qGuLt8cf12aVUlO1fMr339feOEVRWbEihdatncup\ndeoEc+5czi8+OjqTtDSFX3/V/iatXNnGtm1J2WZBQZsx0+vJFkjnpH794P8F+pqPP06ha9f8l1K5\nkb//VqhTJ8Sxy1ZRVPbvT7phXmNBWrfOyN69Bh54wOqYiRZC3Bnu2BnA06dP89577zFq1CjGjRvH\nL7/8wogRIwAYPnw48fHxAJQpU8blfmFhYVy4cAGA+Ph49Hq9S/CXdZ+EhIRCeBV3vut7v1686PmN\nRK9e1XbVZs1U6nRa3ljp0jYaNtRmfxYuNPHSS/7YbDB6dDpjxzqXL5OTFZcZqmuDvxIl7ERH29i0\nyfl8WTNTzz0XQHKyFqVt3Wrkiy9MNy0KfCNNm1o5dSoRi4WbLhWqqvZ6jh3T06KFlbZtby8QiIxU\n+fHHJNLStE0T69YZiYqy07dvhksQWr++jaNH9cTGWmnc2DWX7uLFG0erEREq77yTysKFJqxWbSk2\np+APcGwwsVrhgw98OHtWR4cOmTRpkj13z9l67ubncDvKllWZPTuN0aP9sVi0z8f8+T45bgy5XTt2\nGFi71kj58naeftq1iPVnn5kYMcIZGc+dm3pLdQ5PntTKAAUEqAwfbqFECY+ZFxBCFBCPCgDtdjvR\n0dFMnjwZgLp163Ly5Enmz5/vmAW8EcXbu5l7kT59Mti0yYjdrqDX37zLQUG51TyWGTN8mTrVF1VV\nGD3azLhx2fPSLl1SGDPGWSft7bf96Ngx01Eb7fr2YHfdZWfCBDNXrih07JhJ+fJ2zpzR8c03JipU\nsDFvnlaIOKeWYLdDUW4e/AFMnuzLrFnabNxHH8HSpSm0b3/7s0H+/lC3ro26dbX35cIFhblzfbFY\nFIYOTefRRzOBnJ+nb18LH3+snXxw8Bbuv78Je/caqF3bxpQpaYSEqLdc6Bpg9Gh/lizRZqI/+cSH\nb75Jzpa/9/jjFj78UHvOUqXsLh1E3K179wxefNGfrJSCjz/2pUOHTGJjb33n7s3s2qXn0UcDHZ/T\nU6f0Lt071q1z3Tyzbp3xpgFgQoJCu3bOWoSbNxvZvDmZ3H6lSg6Zd5PxE+BhAWBERAQ1a9Z0ua56\n9eqcPXsWgPDwcAASEhKIiopyHJOQkOC4LTw8HJvNxuXLl11mAePj42natGm25xw2bBjly5cHICQk\nhHvvvdfxHyOrWKZcdr3cqVNjvv02mZUrf6JqVRvt2jUqkvM5cuTITY9PSFCYMqUDmm3MmAHdu9ej\nShW7y/GpqQo22w//O64ZAD/+uJOrV200btyY+++3MXjwelauNFG6dCzvvJOGzbaNSpWgUiXt+Xr3\n3kDv3q7P36aNic8/fxiAkJAtRESkAQ8V+PujlY7Z5ng9mzcbCQ7e6tbn27p1JyNG+HPhgpZru3r1\nj7z3Xhrt2+f8+jp12kjp0gZKlYqlVKk0QkPXs2OHgRMnWvLBB7489NBGfH1v/fnXrv0RrZBBM2w2\nhVdf3c3rr6e7HN+hAzRq1Jx//tFRqtQW/vxTpVy5gvk8/vDDTtLTg8j6/MA2du82Exsb47bnW7rU\nhM32sOPx166188479Ry3m0w+QBvH7SZTBvBAro+flNT8f8HfNgAOHmzGxYsKJ07scOv7I5flslzO\n++Wsf2fFQe7kUTmAjz/+OH/99ZdL2ZdXX32V1atX8+uvv6KqKpGRkYwYMYKxY8cCkJ6eTpkyZZgx\nYwaDBw8mMTGRsLAwFi1aRO/evQE4d+4cFSpUYP369bRu3drx2JIDeOc7dkxHo0YhLtdt25ZEnTra\nTNHnn5tYtcpEuXJaL97vvtPy+GJiMvn66xS39GDdssXA33/raNEiM1+bVvJj8OAAVq505iROnZrG\n00/nvd5bbk6f1tGgget7u3p1Mvfea+PECR333GPPcddpZia89ZYvW7YYXQobd+tm4cMPbz2XtGtX\nZz/jLLe65FlQXnjB39FRpVYtK999l3039+3473+NDBnifMBmzTJZtcpZfTs1FUaN8mfPHgPR0VZm\nzUq7aa7k8eM6mjQJduxCDwuzc+RIotv6Dwsh3OeOzQF8/vnnadSoEVOmTKFHjx788ssvvPvuu0yd\nOhXQAraRI0cyZcoUqlevTpUqVZg0aRJBQUH06dMH0GbxBg4cyJgxYwgLC3OUgalbty6tWrUqypcn\nikC1anY6dszgm2+0YKhduwzHsu7mzQaGDs36djTStm0GK1Ykk5Gh0Lp1ptu+AFu0cF0CXLLExJdf\nmoiKsvPmm2ZKl1Y5ckTPv/8qREdbc9wpmldvv60FUseO6WjRwsrgwe4N/kDrH1y6tN1R6NjPT8Vu\nV4mODubff3UEB9tZuTIlW+26KVP8mDMn+zr2Tz/l7Q1///1UGjUK5upVZ17fzz8bbisAtFq1zjK7\ndxuoX9/G+PHmPH0OZs5Mo0OHDJKTFVq0yHRb8GexwMSJfhw6pOehhzK5elWhYkU7M2a4BswBAfDB\nB3nbkFWtmp0PP0xlzhxfAgK0upoS/Alx5/OoALBBgwZ89dVXjBs3jjfffJMKFSowadIkhg4d6jhm\nzJgxmM1mhg8fzpUrV4iJiWHDhg0EXPNn7uzZszEYDPTs2ROz2UyrVq1YunSp5AneYW4lj0VRYOHC\nVHbutGC3axspsjYt7N/v+vHfv9/AsmWpBXW6gNYFY+RI52c1Pl5HkyZWJk3Sor46dbT6cbcbOJQo\nobJgQcG+loAA+PLLFCZO9CMjA154IZ1ly3wcuWRJSTpmzvTN9p7u369HW25s5nL9tQWZb0V4uEqP\nHhmOHD/ApYhyfsya5cs772hj8dNPRoxGlfHjc+8zmJQEO3caKV1a2wzUvLn7cv6yTJrkx/vvO1/n\nhAlp+ergcSNdumTSpcut50dKDpl3k/ET4GEBIED79u1p3759rse8/vrrvP766ze83WQyMXfuXObO\nnevu0xNFyG6H117zY+NGI9Wq2ejV69YCep1OC/yu98ADrtc9+KB7v7hVVQv4kpK0GcXgYDh82PW/\n3OHDen76yXDNZQNr15ro1Svvs1g//mjgtdf8sFr5Xw3Cgi8BUreujZUrnUuQn3/uWizakMNvmOho\nK9f2or/nHhsPPWRlwoS875idMMGMwQC//aanaVMrAwfePCh66y1fVq0yUb681v4vMtK5nHL4sGuZ\nmkOHcv8VeeWKwsMPB3HqlHa/l14y89JLeWxMfQtyPi/3z+oKIYoPjwsAhbiRjz/24b33tFmQkyf1\n6PVtaN8+/7NczZtbWbAgha++0pZjx41zb8mO55937lKtWtXGhg1JNGqUiU7n6yie3LixlS1bjI6i\nyKAVjM6rpCTo0yfQ0XXkqacC2Ls30aW38a2YNcuXxYtNhIaqzJ2bSs2aeatj98IL6ezYYeTCBR1h\nYXZefjn7e/ryy+mYTA9y6FAGDz1kZehQS647TnPj65vVck8zY4Yvn35qIixMO/8aNVzPf+VKI9Om\naTN8J07oGTo0gDVrnAHsQw9Z+fZbZxDbpEnuQfQ33xgdwR/AnDm+jBmTnu/XcyMPPWRlxw7numzj\nxkVb309mj7ybjJ8ACQCFm+3bp2f48ACuXFEYNMjCmDHumw05eVKX6+X8eOyxTB57zP1fpqmpOII/\n0IKNLVuMdOmSybJlKaxcaSIy0s4LL6Tz7bcmRozwJyNDoV27DDp2zNv5TJ/uywcf+Li0nLNYFM6e\n1RMVdeuzmps3GxxL0X/9Bf37B7JnT1KezuWee+zs3p3I2bM6ypWz57iUbTDg1s9Flo0bDUyZ4jz/\nAQMC2bXL9fxPnnSdSbs2eAMYOtSC0Qi7dxto0MDKkCG5z7IFBLgG2P7+qtuDP9DqUgYEqBw8aOCh\nhzLp37/oNroIIe4MEgAKt+rXL5C//9YCs2nT/IiOttKsmXuWVtu0yeTjj30cRZhr1doMRN/WY1qt\nOS9T3i4fHy0YuLZ4dFZx3TZtrLRp43xPslrBJSUpREbmLYDYutXA9Ok57RpRCQrK2+zdn3/qcr18\nvUuXFD77zITRCE8+6SzcHBBAtpm39euNjBzpT1qawgsvmKlff7PbZyH++MM1mDt7Nvv5V6li49r2\nf6Gh2d+jQYMst9xjuUuXTNas0TYZ+fur+Wqzdyt0Ohg+3ILVaimQz2teSQ6Zd5PxEyABoHAjqxXi\n412jl/Pn3dd5oVUrrZXa5s1Gqla1cffd+Z8FSUqCJ58MZPt2I1Wq2FixIoVKldzXtstg0HapDhsW\nQFoaDB5syTUQ1vrB5n3p98bvr0JKig649dfUvLmVoCDVMZN4/UzkmjVGDhzQ+j83aZJJ27ZBnD6t\nBV2rV5tYvz45xzZ3f/2l0K9fAJmZ2uO+8YY/M2fqyM/3T3y8wsKFPhgMWqB2bQ9qbdetSkpK1vln\n/3z8/ruerOAPbr8ziF4PixencuVKGv7+Kj4+N79Pfpw7p9CnTyC//qqVd1m2LIWSJT2mgpcQwgt5\nVB3AwiZ1AN1v0KAAVq3ScqhKl7azbVsSERGe9xGbNMnZKQOgTZsMVqxw367Zy5e13riBgVrdu1sJ\nDFQVFi82ERenbWjo0OHmS8EXLijExgZz+bJrIFO1qo3Nm5NuqV/utY4d07FqlZZD16+fxVEOZNEi\nE6NGOR/s+efNjt2yWfbvT8wWRKelQePGwdlm51asSHaZBb0VycnQtGkwf/6pPVatWlY2b07GdM2+\nk6NHdaxebaJMGe38r58tW7LE5LILu1497TE83cCBAaxe7XyhQ4akM22a+9vMCSE82x1bB1B4v//7\nv1RiYzO5ckWha9fMIgn+li0z8eOPBurWtTF4cM4bDLJKldzocn7t2qVn5Eh/TpwwoNOpTJtmvuXl\nRK1lnbN9W9++FubMSct1STgiQmXz5mS++spIQIBKZqaCzaa168tr8AdQvbo9W6u8q1cV/vtf1929\nBw8a0OtVR0syf3+VUqWyzzYeO6bPFvxFRdmIicl7WsBvv+kdwZ922cCZMzqqVXM+b40admrUuHF+\n4eOPZ7B/v4HVq02UL29j/nz3Bf1//aXDx0clLMz9n3l3txQUQoiC6YwuCs3lywpHjugxe8hkgMEA\nTzyRwbPPWrL1z3W3a1vlZPn0UxPPPBPA8uU+vPyyPzNn5tw49/HHLfj5aV/UiqLy1FO3X1Lj6FEd\nnTsHceKE9neV3a4wdqwfiYm39mWttW9zWrrUh9mzb974t3x5O88+a2HgwAz+8x8Lw4e7Lo3ejm++\nMVKzZki2Is21a9t49900IiPtVKpkY+HCFIKDs98/IsKOr6/zXIxGlZUrUzh8OPvY3UxUlB2TyflY\ngYEqZcrk7XXq9TBnThpnz15l585kqld3z2d0+HB/6tYNoUaNEObNc/868IABFvR67bWaTCpPPll4\nm0AWLzbRv38Ab7/t69itntP/PeE9ZPwESADo1bZtM3DffSHExgYTGxvMP//IrMD1rcF++CHnSe76\n9W1s25bE3LmprF+fnK+6e9fbvdvgyHPLYrMpvPyyH716BbBq1Y3bKyQlkWOgeKPzLyxjxviTnu48\nr5Il7fTsaeGll8zcc4+NevWs1K1ro0KFnAOp8HCVTz5JpVo1GzVq2Fi6NIUqVbRjr15V2LVLT0LC\nrX1uo6K04tZVq9qoWdPKkiUpjo01RenHHw0sX64FfaqqMGHCrQf9t6pTp0w2bkxmzpxUtm5NonFj\n9xebzsny5Saefz6ANWtMTJ3qx8SJbmhTI4TwCLIE7MUmTPAjNVX7ojl1Ss+CBT688or7y2t4qpx2\nsdWubXXkIALUqnXjzhBVqtipUsV9MymVK7vuMAUoW9bO559rwcHGjUbCwlJy/PJ+5pmAbCVKQDt/\nVYXdu7XbHnzQViBlRm4k87o0xJdeSmfwYAsJCQqPPRbk2DCye7eBffsSc2xj17ZtJm3buj5QeHhT\nYmKC+OcfHYGBKitWpNCo0c2Dmo4dM/NcJqegXf8e2e0K1gKIz+67z8Z9991ep5O8urZIOWit9kDq\nyHk7GT8BMgPo1a7PA7UX7IqrVxgxwsLIkWYaNLAyaFA6r79eeGvj58+77jA1GlVSnDWGUVWFAwdy\n2CZL9rZ0ZcvaGTw4nfHjzQwcGED79sG0bx/MU08FZBv3gvTKK2YURXvCatVs9OihBcwnTuhd6g7+\n/beOCxdu/dfJ/Pm+/POPdnxKisJbb918qdtTNW5spVkzZxQ4dGg6pUoV/cykO1zfnu+++wpn5lEI\nUfBkBtCLjR9vpn//QMxmhYoVtQ0PxUlOtaz0enjttXSg8GdCry+B4uOjzdht2qQFOoqi8sADOc/g\nPPCAlTVrnDOXc+em0rKllbg4HV995bz+669NHD1qznOHjvwaMEDr1vHPPzrq1bM6NpZUq2YjONhO\nUpL22iIj7URG3vo5/fPPD0Abx+Wcysd4C4NB64m8d68ePz+tPd6don9/rT7ltm1GatSw8eqr2h9U\nUkfOu8n4CZAA0Ku1bm1l//5Ezp/XUb26LV+7PoX7dO6cwbJlJrZvN2IwqEyblsYjj2QyebIvf/+t\no1u3DBo2dM6grF5tZMoUP/R6GD8+jYgIO3/9paNTp0xattSOy6l8jMmU/bqCVLWqnapVXYO7sDCV\n1atTmDvXF5NJZcyYdHzzMIn32GMZ/PabjbNn9dx1l51XXvGQXUz5pNdDTIx7Ar9Fi0zMnetLYKDK\njBlpREcXXUCpKPDccxaee654/XEpRHEgdQClDmCxoapa0BUfr6N9+0wqVnT/LJrNBqdO6ShRIvcd\nqmfP6njggWDHppGAAJVff00kJCT7fa6tWThqlJnx4++MPE+zGc6c0REVZc9xB3FxdOiQnhYtghzd\nbkqWtHPsWKJHdP8QQhQ9d9YBlBxAUWyMHevHoEGBjB/vT4sWQfzxh/s//nq91g/3ZuVJzp/XuewY\nTk1VbriLe/z4dI4du8qxY1ddgj+bDYYN8yciogQPPhhMXFzh/3e227Pnot7Inj167rsvmMjIErz8\nsh9+flCzpgR/1zp7VucI/kCrT5mUJLv7hRDuJwGg8Fp5rWW1bJlzPfXqVR3ffXfjsiz5oaowapQ/\n4eElqFIlJNcSLvfea6VSJefSXp061lxnJMPCshcY/vRTEytW+JCernDypJ5nnincHIA5c3yIiChB\nuXIlWL785uvSgwYFcPasHrNZ4cMPd/HNN+59/+8EMTFWypRxfg6aNMn0yJZvUkfOu8n4CZAcQFGM\nlC1rdym1Eh7u3iXgdeuMLFqkBZmXLys8/XQAx44l5nhsYCB8910yixf7YDSqDBiQ4Wi7dqsSElz/\nfsvaVVsYjh7V8cYb/gBkZMDIkf48/HDuwcr1fXcvXsw+s5WYqGC347ZC1t4mNFTl+++TWbbMRGCg\newqUCyFETmQGUHitvO5i+/DDVKpUsREYqDJkSDpduri3ntz17bmuXFFyLc0TFqby4ovpjBxpyTH3\n72a6dMkgMNB5v759Cy9YuHLF9VdHZqbiUhYmJ9eeX2hoUx5+2PX9nzPHh8qVQ7j77hJMnFj4ZWES\nExVOn9ZhK+JNvOXL23n55XSeecaCv3/RnsuNyA5S7ybjJ0A2gcgmEC9lt8OxYzqCg1WiojzjI3zx\nokKLFsGcP68FR0OGpDNtWsHubj19WsemTUYqVLBnC6gKksUC7dsH8csv2iJC69aZrFiRkmuRalWF\nr782cvGijnbtMoiKUrFY4ORJPXa7SvPmwS75bzt3JhZauZvvvzfy1FMBmM0KDzxgZdWqZNlVL4Tw\nOO7cBCIBoASAXsdqhT59Atm06UcUJZZJk8wMHeoZS2UXLyps3GikdGk7bdrc2UVz09Jg7VoTRqNK\nx46ZedqpunPnTmrVakKHDkEcParHx0fFYnGNHjduTKJ+/cKZjqtXL5g//3SmB0ydmsbTT3vGZ8oT\nSR057ybj573cGQBKDqDwOhs2GNm0SUuYU1WF117z46mnLDnWzCtsoaEqffq4r72cO61fb+SDD3wI\nClLp1s1CyZLapoP8lhjx98fRGSQ/Fi704ehRLeiyWBQCA1VSUrQgsFWrTOrVK7y12IwM5brLhfbU\nQghRJCQAFF7H+cdPM8fl4juPrdm40cDMmX74+Ki88YaZ++6zkZEBr73mx549Bu6+28bXX5uwWrVA\nZ+1abddubGwmX36ZUuh15ho3bszu3a7XlSlj57PP0rBaoWlTK7pCzFAeN87Mc8/5Y7cr3HOPzWOD\neE8hs0feTcZPgCwByxKwF8rMhB49AvnhB20WcMKENJ59tvgu1509q+PBB4MdS6ilS9s5dCiRWbN8\nmTnT76b3X706mdjYwl+uvnxZoX37IE6e1GMyqXz0USodOhReHuP1Tp3SER+v4777rAQGFs05zJvn\nw2ef+RAebmfWrDQqVZIG30IIJykELYo1oxH++98U3nlnHbehmrsAABmPSURBVPv2JRbr4A/g9991\nLvlzly7puHhRR1yca4NdnS7nXxo+PoX/N+DOnTspVUpl69YkNm5M4sCBxCIN/kAr4N24cdEFfxs3\nGnjtNX+OH9fzww9GBgzw3F0oUkfOu8n4CZAAUHgpvR7uvttO5coyQ1Knjo3SpZ3vQ7VqNiIi7LRo\n4TqrN2SIhV69LMTEZKIoWtD3xBMWt/WwzQ9/f6hf30ZERLFdiHA4dUqf62UhhHAnWQKWJWBxBzh5\nUseCBT6YTPDss+mOriHLlpnYvdtAgwZWnnjCmdd2+bKCxYIEXh7k6FEdLVsGk56uzeZ26ZLBJ5+k\nFvFZCSE8iZSBcRMJAIW7bNpkYPNmI/XrW+nWrWiXMt3FYtE21/gWfk3mYuvAAT0rV5oID7fz9NMW\nTDfvsCeEKEYkB1AIPCePZdkyEz16BPHBB74MGRJYJF0s3O39932IiipBVFQJZs92f30dTxk7T3P/\n/TYmTzYzYoRnB38yft5Nxk+ABIBC3LY5c1wDvsWLcw+YbDatg0diYu6t04rKuXMK48f7YbMp2O0K\nEyf68/vv8qtCCCHuJPJbXXgtT6ll5evrOh1vNN742NRUeOSRIBo0CKFmzRC+/z6Xg4tIcrLi0pIt\n6zp38pSxE/kj4+fdZPwESAAoxG2bNi0Ng0ELAhVF5Y030m547Gef+bBnj1Z12WxWGDPm5nX6Clu1\nanbatHFuGImNzeTee4tup7AQQgj3kwBQeC1PyWNp2NDGnj1JLFiQwo4dSfTseeNNINe3GMvM9Lxl\nYJ0Oli5NZdmyFJYuTeGLL1LQu7kiiaeMncgfGT/vJuMnQFrBCeEWFSvaqVjx5jUJ+/TJYMkSH06d\n0qPTqYwbZy6Es8s7gwHats0eyF64oHDggIEqVWxUqyY1GIUQwltJGRgpAyMKWUoKHDxoIDzczj33\neE8QFRen45FHgkhM1GEwqHz8cSodO94ZJW+EEMIbSBkYIYrAwoUm6tULpmnTIPbuzf+aaGAgNG5s\n9argD2DhQh8SE7VfGVarwrvven+5GyGEKK4kABReqzDzWA4e1DN6tD9//qnn118N9OkTiO1/+yJ2\n7DAwf74P+/cXbuuugwf1zJ/vw7ZthZPJERBw/eX8/xUqOUjeTcbPu8n4CZAcQCFuyZ9/6lxKo1y+\nrCM5WeG774wMH65FRnq9yvLlKbRqZc3xMbZsMbBvn4HoaCvNmuV8zK3ascPAY48FYrVq5zRrVir9\n+2fc5F63zmbTNoMo1+xRefbZdLZtM3D4sIGyZe1Mnnzj3c5CCCE8m8wACq9VmLWsGja0EhbmXLJt\n2jSTEiVUVqxwtmuw2RS+/DLn9g1ffGGiW7cgpk3z49FHg1i58vbq/33xhckR/AEsX+6+bh3TpvkS\nEVGCChVKsHq18zxLllTZujWZEyeucuhQIjVr5n8JW+qQeTcZP+8m4yfAwwLACRMmoNPpXH4iIiKy\nHRMZGYm/vz/NmzcnLi7O5XaLxcKIESMIDQ0lMDCQzp07c/78+cJ8GeIOFBam8v33yYwZY+bNN9NY\nvjwFgPBw1yAoPDznZdFVq1wDvtWrb6/PV/bndU8+4f79et56y4/MTIWUFIVhwwJITXXerihQurSK\nQdYOhBDCq3lUAAhQvXp14uPjHT9Hjhxx3DZ9+nRmzZrFvHnz2Lt3L2FhYbRu3ZqUlBTHMSNHjmTV\nqlWsWLGCHTt2kJSURIcOHbDbvSvhXtxcYeexVKhg5+WX0xk+3ILf/+o3T5xopmHDTAICVNq0yWD0\n6JzLupQr5/r5i4q6vc/jyJHptG+fQUCASnS0lalT3bMc+++/rnUJLRaFtDT31yqUHCTvJuPn3WT8\nBHhgDqBerycsLCzb9aqqMnv2bMaOHUvXrl0BWLx4MWFhYSxbtowhQ4aQmJjIJ598wqJFi2jZsiUA\nn376KRUqVGDTpk20adOmUF+LuPOVKaOybl3KTY979VUzFy7oHDmAt1v/LyBAK9bsbo0aWalRw8bR\no9qGlk6dMggNLbaVooQQ4o7lcTOAp0+fJjIyksqVK9O7d2/OnDkDwJkzZ0hISHAJ4nx9fWnatCk/\n/fQTAPv37yczM9PlmKioKGrUqOE4Rtw5vCmPJTgYPvsslePHE/n001SCg/P3OKmpMG6cH716BbBo\n0e0tI+ckIAC++y6J995LZeHCFD7+2P1BJnjX2InsZPy8m4yfAA+bAYyJiWHx4sVUr16dhIQEJk2a\nRKNGjfjtt9+Ij48HoEyZMi73CQsL48KFCwDEx8ej1+spVaqUyzFlypQhISGhcF6EFzt1Ssdff+mo\nV89GiRIy61OYjhzR8++/CtHRVsfyck5Gj/bn88+1DR8bNpgoUUKlSxf3FmMODoZevdy3o1gIIYTn\n8agZwLZt29KtWzdq165Ny5YtWbduHXa7ncWLF+d6P0XxvH6q3ua//zXSsGEwjz0WRJMmwZw/7/nv\n6Z2SxzJrli+xscF07RpEu3ZBpOSyorxvnyHXy97iThm74krGz7vJ+AnwsBnA6/n7+1OrVi1OnTpF\nly5dAEhISCAqKspxTEJCAuHh4QCEh4djs9m4fPmyyyxgfHw8TZs2zfE5hg0bRvny5QEICQnh3nvv\ndUyPZ/0nKQ6X337bD5vtBwDOn2/GkiU+NGmy6bYef+vWnXz4oQ+nT7fk/vutPProBvz83Hf+WRuE\nPOH9y+9lux2mT++AZhuHD8O6dQ/Qs2dGjsdXqODD77+3cRwfFGQGYjzm9chluSyX5bJcdt/lrH+f\nPXsWd/PoXsDp6elUqlSJ4cOHM378eCIiIhgxYgRjx4513F6mTBlmzJjB4MGDSUxMJCwsjEWLFtG7\nd28Azp07R4UKFVi/fj2tW7d2eXzpBezUpEkQv/1mcFweP97MqFHpt/WYkyf7MnOmcz1z0KB03nrr\n9jY/3GlUFcqXL0FqqnPG9eOPU+jaNedl3bQ0mDbNj99/19GuXSZ9+8pSrRBCFBfu7AVsuPkhhWf0\n6NF06tSJcuXK8c8///Dmm29iNpvp168foJV4mTJlCtWrV6dKlSpMmjSJoKAg+vTpA2gzeAMHDmTM\nmDGEhYVRsmRJRo0aRd26dWnVqlVRvjSPN3Wqmb59A0hK0nH//VYGDbq94A/g5El9rpeFVldv1qw0\nRozwJyNDoV27DDp2vHFOn7+/VnpGCCGEuB0eFQCeP3+e3r17c+nSJUJDQ2nYsCG7du2iXLlyAIwZ\nMwaz2czw4cO5cuUKMTExbNiwgYBrmpTOnj0bg8FAz549MZvNtGrViqVLl0qe4E00bmzlt98SuXxZ\nR2SkHb0bYrW2bTNZs8a5U/Xhh927WWHnzp2O6XJv1r17Bm3aZJKcDJGRKsXho3qnjF1xJePn3WT8\nBHj4EnBBkyXggrdmjZGffzZw//02und373Kl/BLzXjJ23k3Gz7vJ+Hkvdy4BSwAoAaAQQgghvIA7\nA0CPKgMjhBBCCCEKngSAwmtdu01eeBcZO+8m4+fdZPwESAAohBBCCFHsSA6g5AAKIYQQwgtIDqAQ\nQgghhMg3CQCF15I8Fu8lY+fdZPy8m4yfAAkAhShQp07paNcuiLp1g5kyxbeoT0cIIYQAJAdQcgBF\njuLjFQYPDuDoUT3Nm1t5991UfPMRvzVvHsShQ86GO4sWpdCpk3s7ogghhCgeJAdQiAI2Zow/P/5o\n5N9/daxcaWLevPzN3v3xhy7Xy/lhs932QwghhCjmJAAUXuHzz0288YYfO3Y4Z9MKMo/lwgXX/xrn\nz+fvv0rHjs7ZPj8/ldat8z/79/PPBqpXD6FMmRI884w/dnu+H6rISQ6Sd5Px824yfgLAcPNDhCha\nb73ly7RpfgC8+64Pn3+eQsuW1gJ9zm7dMjhwQPvvoderdOmSvz7G77yTRr16Vi5c0NGpUyY1auQ/\nanv6aX/++UcLRJct86F580wee0yWk4UQQuSd5ABKDqDHi40N4sgR598qTz2VzowZ5gJ/3vXrjRw9\nqqdJk0waNCj6ddeoqBKkpSmOy9OnpzF4sKUIz0gIIURhkhxAUaxUrOg6a1apUuGsfbZtm8nzz6d7\nRPAHMGiQM9gLD7fToUP+ZiWFEEIICQCFx5sxI42HH86gYkUbAwem8/TTWiBU3PJYJkww8/nnybz7\nbipbtyZRtqz3Tt4Xt7G708j4eTcZPwGSAyi8QGioyvLlqUV9Gh6hdeuCzX0UQghRPEgOoOQACiGE\nEMILSA6gEEIIIYTINwkAhdeSPBbvJWPn3WT8vJuMnwAJAIUQQgghih3JAZQcQCGEEEJ4AckBFEII\nIYQQ+SYBoPBaksfivWTsvJuMn3eT8RMgAaAQQgghRLEjOYCSAyiEEEIILyA5gEIIIYQQIt8kABRe\nS/JYvJeMnXeT8fNuMn4CJAAUQgghhCh2JAdQcgCFEEII4QUkB1AIIYQQQuSbBIDCa0kei/eSsfNu\nMn7eTcZPgASAQgghhBDFjuQASg6gEEIIIbyA5AAKIYQQQoh8kwBQeC3JY/FeMnbeTcbPu8n4CZAA\nUAghhBCi2JEcQMkBFEIIIYQXKBY5gFOnTkWn0zFixAiX6ydMmEBkZCT+/v40b96cuLg4l9stFgsj\nRowgNDSUwMBAOnfuzPnz5wvz1IUQQgghPJpHBoC7du1iwYIF1KlTB0VRHNdPnz6dWbNmMW/ePPbu\n3UtYWBitW7cmJSXFcczIkSNZtWoVK1asYMeOHSQlJdGhQwfsdntRvBRRgCSPxXvJ2Hk3GT/vJuMn\nwAMDwMTERPr27cvChQu56667HNerqsrs2bMZO3YsXbt2pVatWixevJjk5GSWLVvmuO8nn3zCjBkz\naNmyJfXq1ePTTz/l8OHDbNq0qahekiggR44cKepTEPkkY+fdZPy8m4yfAA8MAIcMGUL37t2JjY11\nWec+c+YMCQkJtGnTxnGdr68vTZs25aeffgJg//79ZGZmuhwTFRVFjRo1HMeIO0diYmJRn4LIJ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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "BBs are not as expensive\n", "====" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pdat[\"rounded_BBR\"] = np.array([int(round(a*1000,-1)) for a in pdat[\"BBR\"].values])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat.boxplot(column = \"salary\", by = \"rounded_BBR\" )\n", "plt.xlabel(\"Lifetime BB rate (per 1000 PA)\")\n", "plt.ylabel(\"Total Salary in Millions\")\n", "plt.xticks(rotation = 50)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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UQhRduBERESHGjRsnXFxcRIMGDcSUKVNMCtxLXtwhhBA3b95ULk6oW7eu6Nu3rzh9+rRJ\nuyIiIsRTTz0ldDqdmD17dpnrGRsbK55++mlRt25dMWjQILFo0SJRt25d5fVZs2YJX1/fUu9LS0sT\nQ4YMEU5OTsLJyUm88MIL4urVqybzLF++XDRt2lQ4ODiIkSNHik8++UQ4OTkprxd3KlesWKG0YciQ\nISbbSwghvvzyS9G5c2dhb28vGjRoIJ5//nmxfv165fVz586Jnj17Cjs7O9GmTRuxZcsW4ejoWG7H\nLywsTAwaNEjMmTNH6PV64ejoKMLCwkRubm6ped944w3h7OxcZge6pEd1zoQQ4t///rdo1aqVsLW1\nFa1bt1YuxCmWnp4uBgwYIBwdHUWrVq3Epk2bHnlxx+MuADl8+LDo3LmzsLOzE3/5y1/E1q1bhY2N\njUmH6/z582Lo0KHK/tO2bVsxYcIEpRP14MEDMWnSJOHi4iJcXFzEhAkTREREhNkdP3O/OyXnsbGx\nEY0bNxYjR44UFy9eVOZZtWqVyT5TLC0tTdja2prVGSeq7nRCWGlkUSKSrnfv3vD19cXSpUtlNwVA\n0Wm03bt34/jx4xbPmjVrFjZt2gSj0WjxrMoYMGAAvLy8eGqRiCyCF3cQaYgoOsovLf/DDz9E3759\n4ejoiF27dmH58uWYP3++tPZUJzdv3sSBAwewc+dOnDhxQnZziEil2PEj0hDZ94xNSUnB4sWLkZ2d\njRYtWiAqKgoTJkywSrbsdX+cTp064datW5g/f75y0YrWpaWloX379mV+bmfOnDEZWoeIHo+neomI\nqFoqKCgwuZr7YU2bNkWtWrWs2CKimo8dPyKiSoiLi8Po0aNx6dIlk0GmiYiqI47jR0RERKQR7PgR\nERERaQQ7fkRE1UhOTo7sJhCRirHjR0SadPfuXUyZMgXNmzeHvb099Ho9evfujQMHDgAADhw4gOHD\nh6Np06awt7dH48aNER4ejps3bz522ea+d9asWbCxscGpU6fw2muvwdXVFb6+vti1axdsbGzw9ddf\nl1r2li1bYGNjg++//75qNgQRaQqHcyEiTYqIiMCGDRswbtw4+Pj44Pfff8eRI0dw4sQJPP/889i4\ncSPu3LmD//mf/4Fer8fx48excuVKnDx50uTexY9S0fcOHz4cLVq0wLx583Dv3j0EBQWhSZMmiI+P\nR2hoqMm88fHx8PDwQL9+/ap0exCRNrDjR0SatG3bNoSHh2PRokWPfD0qKgp169Y1mda1a1e88sor\n+PHHH9G9e/cyl13R93p7e2PDhg0m01599VUsWbIEt27dgouLCwDg9u3b2Lp1K95+++1qPSYhEVVf\nPNVLRJrk4uKCQ4cOIT09/ZGvF3fchBC4ffs2rl+/jq5duwIAjh49Wu6yK/reiIiIUtNGjRqF/Px8\nfPXVV8q0jRs3Ij8/H6+99poZa0hEVBo7fkSkSR9++CFOnToFLy8vdOnSBR988AHOnTunvH758mWM\nGDECLi4ucHFxgV6vR4sWLQAA2dnZ5S67ou9t2bJlqWnt2rVDly5dEB8fr0yLj49Hhw4d4Ofn90Tr\nTETEU71EpElDhw7F888/j2+//RaJiYlYunQpFi5ciLi4OAwfPhz9+vXDjRs38P7778Pb2xsODg4o\nKChA//79UVhYWOZyCwoKKvzeh08LF3v99dcxYcIEpKWlwcbGBvv37+e9jYmoUtjxIyLNcnd3R3h4\nOMLDw5GdnY2AgABERkaiffv2OHv2LFavXm1yWvX8+fOPXabRaHzi9z5s5MiRePfdd7F27VrY2toC\nAF555ZUKL4eIqBg7fkSkOYWFhbhz5w6cnZ2Vac7OzmjWrBmOHj2q3P/14aNzZV0IUlJl3vswV1dX\nhISEID4+HnZ2dujTpw8aN25c4eUQERVjx4+INOf27dto0qQJhg4dio4dO6J+/fr48ccf8f3332P8\n+PFo164dWrdujXfffRdXrlxBgwYN8N133+Hq1auPXba3t/cTv/dRXn/9dWVIl9WrVz/RMoiIikm7\nuGP+/PmwsbHB+PHjTabPmjULTZo0Qb169dC7d2+cPn3a5PX8/HyMHz8eDRs2hKOjIwYPHvzEv1CJ\nSJscHBwwbtw4GI1GzJ07F5MmTcLRo0exePFifPzxx6hduza2bt2KLl264MMPP8QHH3wAZ2dn7Nix\n45HLKzm0SkXeq9PpHjssS0hICNzc3ODg4IAXX3yxcitORJqnE0IIa4ceOnQIL7/8MurXr48ePXpg\n6dKlAIAFCxbgX//6F1avXo02bdpgzpw5MBgMOHv2LBwdHQEUDXuwZcsWrFmzBq6urpg8eTJu3bqF\nlJQU2NjwImUiUpeCggJ4enoiODgYa9euld0cIqrhrN5Tys7OxquvvopVq1ahQYMGynQhBJYsWYIZ\nM2YgNDQUPj4+WL16Ne7cuYOEhATlvbGxsVi0aBGCgoLQqVMnrF27FidOnMCuXbusvSpERBa3detW\nZGZmYtSoUbKbQkQqYPWOX3h4OF566SX07NkTJQ82Xrx4EZmZmSa3IbK3t0ePHj2UWxylpKTg/v37\nJvN4enrC29v7sbdQIiKqSQ4fPoyVK1di4sSJ6NixI4KDg2U3iYhUwKoXd6xYsQIXLlxQjuCVrG3J\nyMgAUDS8Qkl6vV4ZWT8jIwO1atWCm5ubyTzu7u7IzMy0ZNOJiKzq3//+N+Lj4+Hn54e4uDjZzSEi\nlbBax+/s2bP4+9//DoPBoAx3IISAOSWGT3pPyubNm+PSpUtP9F4iouogJSUFvr6+sptBRDWIn58f\njh079sjXrNbxO3jwIK5fvw4fHx9lWkFBAQ4cOIDly5fj5MmTAIDMzEx4enoq82RmZqJRo0YAgEaN\nGqGgoAA3btwwOeqXkZGBHj16lMq8dOkSfv/99ydqb1RUFKZPn/5E760sWdlay5WZrbVcmdlay5WZ\nzVz1Z2stV2Z2ZXJdXV3LfM1qNX6hoaE4efIkjh8/juPHj+PYsWN45plnMHLkSBw7dgytW7dGo0aN\nkJiYqLwnLy8PBoMB3bp1AwD4+/vD1tbWZJ4rV64gNTVVmYeIiIiIHs1qR/ycnZ1NRskHgHr16qFB\ngwZo3749AGDixImYN2+eMnjq3Llz4eTkhJdffllZxpgxYzBt2jTo9XplOBc/P78qL3xOS0ur0uXV\nhGyt5crM1lquzGyt5crMZq76s7WWKzPbUrlS79zx8OCl06ZNQ25uLt5++23cvHkTAQEBSExMhIOD\ngzLPkiVLULt2bQwfPhy5ubkIDg5GfHz8E9cBlkVmTY2sbK3lyszWWq7MbK3lysxmrvqztZYrM9tS\nuVIGcLYWnU73xDV+RERERDWRq6trmRfP8lYXRERERBrBjl8ZDAaD5rK1liszW2u5MrO1liszm7nq\nz9ZarsxsS+Wy40dERESkEazxIyIiIlIR1vgRERERETt+ZWE9gfpzZWZrLVdmttZyZWYzV/3ZWsuV\nmc0aPyIiIiKqFNb4EREREakIa/yIiIiIiB2/srCeQP25MrO1liszW2u5MrOZq/5sreXKzGaNHxER\nERFVCmv8iIiIiFSENX5ERERExI5fWVhPoP5cmdlay5WZrbVcmdnMVX+21nJlZrPGj4iIiIgqhTV+\nRERERCrCGj8iIiIiYsevLKwnUH+uzGyt5crM1lquzGzmqj9ba7kys1njR0RERESVwho/IiIiIhVh\njR8RERERseNXFtYTqD9XZrbWcmVmay1XZjZz1Z+ttVyZ2azxIyIiIqJKYY0fERERkYqwxo+IiIiI\n2PErC+sJ1J8rM1truTKztZYrM5u56s/WWq7MbNb4EREREVGlsMaPiMgCDIbaCAx8ILsZRKRBrPEj\nIrIyg6G27CYQEZVi1Y7fsmXL4OfnB2dnZzg7O6Nbt274z3/+o7weFhYGGxsbk0e3bt1MlpGfn4/x\n48ejYcOGcHR0xODBg3H16tUqbyvrCdSfKzNba7kys2XlpqXtl5ILaG9bay1XZrbWcmVmWyrXqv+S\nPv3001i4cCFat26NwsJCxMXFYciQIUhOToafnx90Oh369u2LtWvXKu+pU6eOyTImTpyILVu2YN26\ndXB1dcXkyZMxcOBApKSkwMaGBzCJSB6DobZypG/dOjt4edkDAAIDH/C0LxFVC9Jr/Nzc3BAVFYW3\n3noLYWFhuHHjBrZu3frIebOzs6HX6xEXF4eRI0cCAK5cuYKmTZviu+++Q79+/UzmZ40fEckSFWWP\n6dPzZDeDiDSoWtb4FRQUYN26dcjLy0OPHj0AFHXUDAYD3N3d0bZtW4SHhyMrK0t5T0pKCu7fv2/S\nwfP09IS3tzeSkpKsvg5ERERENYnVO35GoxGOjo6wt7dHeHg4vvrqK7Rt2xYA0L9/f6xduxa7d+/G\n4sWLceTIEfTp0wf37t0DAGRkZKBWrVpwc3MzWaa7uzsyMzOrtJ2sJ1B/rsxsreXKzJaV6+y8R0ou\noL1trbVcmdlay5WZrYoaPwBo164dTpw4gezsbGzYsAEjRozAnj178Mwzz2D48OHKfD4+PvD390fT\npk2xfft2hIaGPlHe2LFj4eXlBQBwdnaGr68vAgMDAfy5Uavb82LWzjcajZpaX4PBAKPRKP3z1sr6\nam3/Ao7BYCioVp+/pZ/z+8Tvk9rWt6bsXzExMTAajUp/pzzSa/z69u0LT09PrFq16pGvt2jRAhER\nEZg6dSp2796N4OBgZGVlmRz18/HxwbBhwxAZGWnyXtb4ERERkdZUyxq/YgUFBSgsLHzka1lZWbh6\n9So8PDwAAP7+/rC1tUViYqIyz5UrV5Camlpq2BciIiIiMmXVjt/06dNhMBhw6dIlGI1GzJgxA/v2\n7cOrr76KnJwcTJkyBYcOHcKlS5ewd+9e/O1vf4O7u7tymtfZ2RljxozBtGnT8MMPP+C///0vXnvt\nNfj5+SE4OLhK2/rwYW1rkpWttVyZ2VrLlZmttVyZ2cxVf7bWcmVmWyq3tkWWWobMzEy8+uqryMjI\ngLOzM/z8/LBjxw707dsXeXl5OHnyJNauXYtbt27Bw8MDffr0wcaNG+Hg4KAsY8mSJahduzaGDx+O\n3NxcBAcHIz4+HjqdzpqrQkRERFTjSK/xsyTW+BEREZHWVOsaPyIiIiKyDnb8ysB6AvXnyszWWq7M\nbK3lysxmrvqztZYrM9tSuez4EREREWkEa/yIiIiIVIQ1fkRERETEjl9ZWE+g/lyZ2VrLlZmttVyZ\n2cxVf7bWcmVms8aPiIiIiCqFNX5EREREKsIaPyIiIiJix68srCdQf67MbK3lyszWWq7MbOaqP1tr\nuTKzWeNHRERERJXCGj8iIiIiFWGNHxERERGx41cW1hOoP1dmttZyZWZrLVdmNnPVn621XJnZrPEj\nIiIiokphjR8RERGRirDGj4iIiIjY8SsL6wnUnyszW2u5MrO1liszm7nqz9Zarsxs1vgRERERUaWw\nxo+IiIhIRVjjR0RERETs+JWF9QTqz5WZrbVcmdlay5WZzVz1Z2stV2Y2a/yIiIiIqFJY40dERESk\nIqzxIyIiIiJ2/MrCegL158rM1lquzGyt5crMZq76s7WWKzObNX5EREREVCms8SMiIiJSEdb4ERER\nERE7fmVhPYH6c2Vmay1XZrbWcmVmM1f92VrLlZmtihq/ZcuWwc/PD87OznB2dka3bt3wn//8x2Se\nWbNmoUmTJqhXrx569+6N06dPm7yen5+P8ePHo2HDhnB0dMTgwYNx9epVa64GERERUY1k1Rq/LVu2\nwM7ODq1bt0ZhYSHi4uKwcOFCJCcnw8/PDwsWLMC//vUvrF69Gm3atMGcOXNgMBhw9uxZODo6AgAi\nIiKwZcsWrFmzBq6urpg8eTJu3bqFlJQU2NiY9mNZ40dERERaU16Nn/SLO9zc3BAVFYU333wTjRs3\nxoQJEzBjxgwAQF5eHvR6PRYtWoTw8HBkZ2dDr9cjLi4OI0eOBABcuXIFTZs2xXfffYd+/fqZLJsd\nPyIiItKaanlxR0FBAdatW4e8vDz06NEDFy9eRGZmpknnzd7eHj169EBSUhIAICUlBffv3zeZx9PT\nE97e3so8VYX1BOrPlZmttVyZ2VrLlZnNXPVnay1XZralcmtbZKnlMBqN6Nq1K/Lz81G3bl189dVX\naNu2rdLdGjo3AAAgAElEQVRxc3d3N5lfr9cjPT0dAJCRkYFatWrBzc3NZB53d3dkZmZaZwWIiIiI\naiird/zatWuHEydOIDs7Gxs2bMCIESOwZ8+ect+j0+meOG/s2LHw8vICADg7O8PX1xeBgYEA/uxN\nP+p5YGBgua+r8XnxtOrSHms9L7nu1sqXuX/JWN+SmbI/by2sr9b2L62tb8nM6rK/q3l9a8L+FRMT\nA6PRqPR3yiO9xq9v377w9PTEzJkz0bJlSyQnJ8Pf3195PSQkBHq9HqtWrcLu3bsRHByMrKwsk6N+\nPj4+GDZsGCIjI02WzRo/IiIi0ppqWeNXrKCgAIWFhWjevDkaNWqExMRE5bW8vDwYDAZ069YNAODv\n7w9bW1uTea5cuYLU1FRlnqrycG/bmmRlay1XZrbWcmVmay1XZjZz1Z+ttVyZ2ZbKrW2RpZZh+vTp\nGDhwIDw9PXHnzh0kJCRg37592LFjBwBg4sSJmDdvHtq1a4fWrVtj7ty5cHJywssvvwyg6FTtmDFj\nMG3aNOj1emU4Fz8/PwQHB1tzVYiIiIhqHKue6n3jjTewZ88eZGRkwNnZGX5+fpg6dSr69u2rzDN7\n9mwsX74cN2/eREBAAJYtW4b27dsrr9+7dw9TpkxBQkICcnNzERwcjOjoaDRp0qRUHk/1EhERkdZU\nehy/a9euASi6whYATpw4gfXr18PHx0c5GlcdseNHREREWlPpGr9hw4Zh27ZtAIDr16+jZ8+e+Oab\nb/A///M/WLRoUdW1tBphPYH6c2Vmay1XZrbWcmVmM1f92VrLlZltqVyzOn5GoxHPPfccAGDjxo1o\n1aoVTp06hbVr1+Kzzz6zSMOIiIiIqGqZdaq3Xr16SE1NhZeXF4YOHYqOHTti5syZSEtLQ5s2bZCX\nl2eNtlYYT/USERGR1lT6VG+rVq2wadMmpKWlITExUbll2rVr1+Di4lJ1LSUiIiIiizGr4zdr1iy8\n9957aNasGQICAhAQEAAA2LFjBzp37mzRBsrCegL158rM1lquzGyt5crMZq76s7WWKzNb6jh+L7zw\nAtLS0pCeno6//OUvyvTg4GAMHTrUIg0jIiIioqol/ZZtlsQaPyIiItKa8mr8zDriJ4TA+vXr8cMP\nP+DatWsoLCyETqeDEAI6nQ5btmyp0gYTERERUdUzq8Zv2rRpeO211/Drr7/CxcUFbm5ucHV1hZub\nG9zc3CzdRilYT6D+XJnZWsuVma21XJnZzFV/ttZyZWZLrfFbs2YNEhIS8NJLL1mkEURERERkeWbV\n+DVs2BAHDx5Eq1atrNGmKsMaPyIiItKaSo/j99ZbbyE+Pr5KG0VERERE1mVWxy87OxtLlixB9+7d\nERERgQkTJmDChAkYP348JkyYYOk2SsF6AvXnyszWWq7MbK3lysxmrvqztZYrM1tqjd+pU6eU8ftS\nU1OV6cVX9RIRERFR9cdx/IiIiIhUpNLj+BXLy8vDzz//DJ1Oh5YtW8Le3r5KGkhERERElmdWjd/9\n+/cxZcoUuLi4oGPHjvD19YWLiwumTp2K+/fvW7qNUrCeQP25MrO1liszW2u5MrOZq/5sreXKzJZa\n4/fee+/hyy+/xPLly9G9e3elQTNmzEBhYSEWL15skcYRERERUdUxq8avUaNG+PzzzxESEmIyffv2\n7RgzZgwyMjIs1sDKYI0fERERaU2lx/HLzs5+5ODNLVq0wK1btyrXOiIiIiKyCrM6fh07dsQnn3xi\nMk0IgaVLlyrDvKgN6wnUnyszW2u5MrO1liszm7nqz9ZarsxsqTV+H374IQYMGIAffvgBAQEBEELg\n0KFDSE9Px3fffWeRhhERERFR1TJ7HL+rV68iOjoaZ86cgU6ng7e3N8aOHYvGjRtbuo1PjDV+RERE\npDXl1fhxAGciIiIiFXmiizuOHj2KgoIC5efyHmrEegL158rM1lquzGyt5crMZq76s7WWKzPb6jV+\nzzzzDDIyMqDX6/HMM8+UuQCdTqd0EImIiIio+irzVO+lS5fg5eUFGxsbXLp0qdyFNGvWzAJNqzye\n6iUiIiKtYY0fERERkUY8cY2fuQ81Yj2B+nNlZmstV2a21nJlZjNX/dlay5WZLaXGzxwVqfGbP38+\nNm/ejHPnzsHOzg4BAQGYP38+fHx8lHnCwsKwZs0ak/cFBAQgKSlJeZ6fn48pU6Zg3bp1yM3NRVBQ\nEKKjo9GkSROz2kFE1mc01kJgoOxWEBFpW7k1fuYyt8avf//+GDlyJLp06YLCwkLMnDkTBw8exOnT\np9GgQQMAwBtvvIH09HSsXbtWeV+dOnXg4uKiPI+IiMCWLVuwZs0auLq6YvLkybh16xZSUlJgY/Pn\nQUye6iWqPqKi7DF9ep7sZhARqV55p3rLPOJniQs2duzYYfJ87dq1cHZ2RlJSEkJCQgAU3QquTp06\n0Ov1j1xGdnY2YmNjERcXh6CgIGU5TZs2xa5du9CvX78qbzcRERGRGkit8bt9+zYKCwuVo31A0VE6\ng8EAd3d3tG3bFuHh4cjKylJeT0lJwf379006eJ6envD29jY5HVxZrCdQf67MbK3kGgy1ERVlj6go\neyxceFj52WAw626RVdQGbWzr6pDNXPVnay1XZrYqavwe9s4776BTp07o2rWrMq1///548cUX0bx5\nc1y8eBH/+Mc/0KdPH6SkpKBOnTrIyMhArVq14ObmZrIsd3d3ZGZmPlE7iMgyAgMfIDDwAQAgLS2f\np3qJiCQrs+N34cIFiwZPnjwZSUlJMBgM0Ol0yvThw4crP/v4+MDf3x9NmzbF9u3bERoaWuGcsWPH\nwsvLCwDg7OwMX19fBP5fhXlxb/pRzwMDA8t9XY3Pi6dVl/ZY63nJdbdWvsz9S8b6lsyU/XlrYX21\ntn9pbX1LZlaX/V3N61sT9q+YmBgYjUalv1MeKeP4TZo0CV999RX27NmDNm3aPHb+Fi1aICIiAlOn\nTsXu3bsRHByMrKwsk6N+Pj4+GDZsGCIjI5VpvLiDqPowGGqj+OgfERFZTrW6V+8777yD9evXY/fu\n3WZ1+rKysnD16lV4eHgAAPz9/WFra4vExERlnitXriA1NRXdunWrUFvK83Bv25pkZWstV2a21nKL\n7JWSqsVtrbV1jok5KCWXn7H6c2VmWyq3dlkvWOJevW+//Tbi4+PxzTffwNnZGRkZGQAAJycnODg4\nICcnB5GRkRg6dCgaNWqES5cuYcaMGXB3d1dO8zo7O2PMmDGYNm0a9Hq9MpyLn58fgoODK7LuRESk\nAkZjLdlNIKoxrHqvXhsbG+h0ulKHH2fNmoWZM2ciLy8PQ4YMwX//+1/cunULHh4e6NOnD/75z3+a\nDM587949TJkyBQkJCcjNzUVwcPAjB3DmqV4iIvXjGJFEpnivXiIiUhWDoTaKhwVauLAupk3LBQCU\nvJKcSKueqMYPAH7//XezHmrEegL158rM1lquzGyt5crMtmZuYOADTJ+eh+nT8zBixPfKz9bs9PEz\nVn+uzGyr1/gBwFNPPfXIU7MlVWYcPyIiIiKynnJP9drY2MDLywthYWHo1atXmQsp7zWZeKqXiEj9\nOFQQkaknrvE7c+YMPv/8c8THx8PJyQlvvPEGwsLC0LhxY4s1tiqx40dERERa88Q1ft7e3li0aBEu\nX76MhQsXIikpCS1atEBISAg2b95c7ingmo71BOrPlZmttVyZ2VrLlZnNXPVnay1XZralcsvt+BWz\ntbVFaGgotm3bhvPnz+OPP/7ASy+9hJs3b1qkUURERERU9cwezuXChQuIjY3FmjVrYGNjg7CwMPzj\nH/9A7drlXh8iFU/1EhERkdaUd6q33F5bbm4uNmzYgNjYWBw5cgR/+9vf8PnnnyMoKAg2NmYdLCQi\nIiKiaqLc3lujRo0wc+ZM9OrVC8ePH8eyZcvg7++PW7ducRw/FWZrLVdmttZyZWZrLVdmNnPVn621\nXJnZUsbxu3PnDu7cuYM5c+Zgzpw5j5yH4/gRERER1Qzl1vjt3bvXrIVwHD8iIiKi6oH36iUiIiLS\niCcex0/LWE+g/lyZ2VrLlZmttVyZ2cxVf7bWcmVmSx3Hj4iIiIhqPp7qJSIiIlIRnuolIiIiInb8\nysJ6AvXnyszWWq7MbK3lysxmrvqztZYrM1vKOH7FhBBYv349fvjhB1y7dg2FhYXQ6XQQQkCn02HL\nli0WaRwRERERVR2zavymTp2KJUuWoHfv3vDw8IBOp/tzATodVq1aZdFGPinW+BEREZHWVHocP3d3\nd3z66ad46aWXqrxxlsSOHxEREWlNpS/uKCwsRKdOnaq0UdUd6wnUnyszW2u5MrO1liszm7nqz9Za\nrsxsqeP4vfXWW4iPj7dIA4iIiIjIOsw61fv222/jiy++gI+PDzp27AhbW1sAUC7uWLp0qcUb+iR4\nqpeIiIi0prxTvWZd1Xvq1Cn85S9/AQCkpqYq04s7fkRERERU/Zl1qnfv3r3KY8+ePcqj+LkasZ5A\n/bkys7WWKzNba7kys5mr/myt5crM5r16iYiIiKhSyqzxGzRoEL744gvUr18fgwYNUgZsLrWAajyA\nM2v8iIiISGueqMbPzc1Nqd8r/rmsjh8RERERVX9lnuqNi4uDk5OT8vOqVasQFxdX6lFd79pRWawn\nUH+uzGyt5crM1lquzGzmqj9ba7kys1njR0RERESVYtY4flVl/vz52Lx5M86dOwc7OzsEBARg/vz5\n8PHxMZlv1qxZWLFiBW7evInnnnsOy5YtQ/v27ZXX8/PzMWXKFKxbtw65ubkICgpCdHQ0mjRpYrIc\n1vgRERGR1lT6lm1VZd++fRg3bhwOHjyI3bt3o3bt2ggODsbNmzeVeRYsWICPPvoIn376KZKTk6HX\n69G3b1/cvXtXmWfixInYvHkz1q1bhwMHDuD27dsYOHAgCgsLrbk6RERERDWKVTt+O3bswKhRo9C+\nfXt06NABa9euRVZWFpKSkgAUDQi9ZMkSzJgxA6GhofDx8cHq1atx584dJCQkAACys7MRGxuLRYsW\nISgoCJ06dcLatWtx4sQJ7Nq1q8raynoC9efKzNZarsxsreXKzGau+rO1liszW2qN34MHDywSfvv2\nbRQWFqJBgwYAgIsXLyIzMxP9+vVT5rG3t0ePHj2UzmFKSgru379vMo+npye8vb2VeYiIiIioNLNq\n/Bo2bIjXX38dY8aMMam1q6xhw4bhl19+wU8//QSdToekpCQEBgYiLS0Nnp6eynyjR49Geno6duzY\ngYSEBIwaNQr37983WVZQUBDatGmDmJiYP1eONX5ERESkMZW+V++8efMQGxuLjz/+GM899xzGjBmD\nESNGwNHR8YkbNXnyZCQlJcFgMJg1FuCTjhc4duxYeHl5AQCcnZ3h6+uLwMBAAH8eRuVzPudzPudz\nPudzPq+pz2NiYmA0GpX+TnkqdFXvmTNnEBsbi7Vr1+Lu3bt46aWXMGbMGCXYXJMmTcJXX32FPXv2\noE2bNsr0CxcuoFWrVkhOToa/v78yPSQkBHq9HqtWrcLu3bsRHByMrKwsuLm5KfP4+Phg2LBhiIyM\n/HPlKnHEz2AwVHi9qoqsbK3lyszWWq7MbK3lysxmrvqztZYrM7syuVV2Va+3tzc+/PBDXL16FfPm\nzcOXX36JHj16oF27doiJiTHrqtp33nkH69evx+7du006fQDQvHlzNGrUCImJicq0vLw8GAwGdOvW\nDQDg7+8PW1tbk3muXLmC1NRUZR4iIiIiKq1CR/zy8/OxefNmxMbGYs+ePQgMDMTo0aPx22+/YenS\npQgMDMT69evLfP/bb7+N+Ph4fPPNN/D29lamOzk5wcHBAQCwcOFCzJs3D6tWrULr1q0xd+5cGAwG\nnD17Vpln7Nix2Lp1K+Li4uDq6orJkycjOzsbKSkpJqeEWeNHREREWlPeET+zOn4pKSmIjY3Fl19+\niTp16uD111/Hm2++aXLE7tSpU/D390deXl6Zy7GxsXnkPX9nzZqFmTNnKs9nz56N5cuX4+bNmwgI\nCCg1gPO9e/cwZcoUJCQkIDc3F8HBwRzAmYiIiAhVcKr32WefxS+//IIVK1bg8uXLWLhwYanTtM2a\nNcOIESPKXU5hYSEKCgpQWFho8ijZ6QOAyMhIpKenIzc3F3v27Cl1JXGdOnWwdOlSXL9+HTk5Ofj2\n229Ldfoqq7hwUgZZ2VrLlZmttVyZ2VrLlZnNXPVnay1XZralcms/boYHDx5g6dKlGD58OJ566qky\n53NwcEBcXFxVto2IqMYyGmtBUi06EVGZzDrVa2dnh7Nnz6JZs2ZWaFLV4aleIpIlKsoe06eXXfpC\nRGQplR7Hz8/PDz///HON6/gREZH6GQy1ERj4QHYziMw2f86PVbKcGTO7V/g9ZtX4zZ49G++++y6+\n/vprXL58Gb///rvJQ41YT6D+XJnZWsuVmW3NXIOhNqKi7BEVZY+FCw8rPxsMZv2PXYXtUP+2Likh\nQc7tOvl9Un+uzOy0y0aLLNes30YhISEAgBdffLHUazqdDgUFBVXbKiKiGigw8IFy5CktLZ+neono\nkcw5UmcwCAQGVvyI3uOYVeO3d+/ecl/v1atXFTWnarHGj4hkYY2fZRkMtZUjqQsX1sW0abkATDvf\nRFpV6Rq/6tqxIyKqrtj5sKyHO3jsZBOZp0K3bEtPT8ehQ4ewf/9+k4caabGeQGu5MrO1liszW946\n75WUq71tnZYm5+8Qv0/qz5WZLW0cP6Cowzdy5EgcOHCg1Gus8SMiIpl8ffk3iMhcZtX4DRs2DNev\nX0d0dDS6dOmCHTt2IDMzEx988AE+/vhj9OvXzxptrTDW+BEREZHWVLrGb9++fdi2bRvatWsHnU6H\nhg0bonv37rCzs8PMmTOrbcePiIiIiP5kVo1fbm4uGjZsCKCoF3nt2jUAgLe3N44fP2651knEegL1\n58rM1lquzGyt5crMZq76s7WWKzPbUrlmdfzatm2L1NRUAEV38YiJicGvv/6K6OhoNGnSxCINIyIi\nIqKqZVaNX3x8PO7fv4833ngDR48exV//+lfcuHEDdnZ2WL16NYYNG2aNtlYYa/yIiIhIa8qr8TOr\n4/ewnJwcpKamwsvLSzkFXB2x40ePw3t8EhGR2lT64o6HOTg4wN/fv1KNku1xN0hOu2yE19O+5c7z\nJDdHNofBYEBgYKBFls1cUwkJSQgMfNbquVrc1lpbZ25r5qoxW2u5MrMtlVtmx2/8+PHQ6XTlvlkI\nAZ1Oh6VLl1Z5w4iIiMxhNNaCpD4BUY1T5qneXr16md3x27Nnj0UaV1k81UuPwnt8EqkL74tMZOqJ\nTvXu3bvXUu0hkor3+CS1Y+0qEZWlQvfq1RKOGaT+XEB79/jkfq3+XKCodlUGa66zwVAbUVH2iIqy\nx8KFh5Wfi4/mW6cN/D6pPVdmttR79QLA2bNnsXHjRly+fBn37t0D8Oep3tjYWIs0jsjSeI9Popqp\n5JH75OR7PHJPZCazhnPZvn07XnjhBXTu3Bk//fQTnn32Wfz888/Iz8/H888/j61bt1qjrRXGGj8i\n0got164OHOiIbdvuym4GUbVR6eFcZs6cicjISLz//vtwcnLCmjVr0KRJE7z66qvo1q1blTaWiIgq\nTsu1q15ehbKbQFRjmFXjd/bsWYwYMQIAYGtri9zcXNjb2yMyMhJLliyxaANlYT2B+nMBICbmoJRc\nLW5rra2zzG2dnHxASq6sGr916w6yxo+5qsuWWuPn5OSE3Nyi0wYeHh44f/48OnTogAcPHvBUKtVo\nRmMt2U0goidQ8ghnWlq+po5wElWGWTV+gwcPRkhICMLDwzFt2jRs3LgRo0aNwubNm6HX67Fz505r\ntLXCWONHj6O18b84zIc2aG2/1tr6Wourq6tZ8/HvbPVT6Rq/jz76CDk5OQCAyMhI3LlzBxs3bkTb\ntm3x0UcfVV1Liazg4SL4YloogmfHT720vF+rff2IqpJZNX4tW7ZEx44dARTdpzcmJgZGoxEbN26E\nl5eXRRsoC+sJ1JsbGPgA06fnYfr0PIwY8b3yszX/eMja1rLGLQS0s3/JytXyfg3slZKq9r8Tv//+\ne6nHli1bSk2zBrVva2vmVrgKNjc3Fxs2bMDdu3fRr18/tGrVyhLtIqIqUvJI0Lp1dvDysgegjSNB\nRERkqtwavw8++AC5ublYtGgRAODBgwd49tlncezYMQBFR/927tyJgIAAs8L279+PRYsW4ejRo0hP\nT8eqVaswatQo5fWwsDCsWbPG5D0BAQFISvpzFPr8/HxMmTIF69atQ25uLoKCghAdHY0mTZqUXjnW\n+NFjaO3UJ2uhtEFr+zURmSqvxq/cU71btmwx6dR9+eWXSE1NxYEDB3D9+nX07NkT8+bNM7shOTk5\n6NixIz755BPUrVsXOp3O5HWdToe+ffsiIyNDefznP/8xmWfixInYvHkz1q1bhwMHDuD27dsYOHAg\nCgs5jhNVHP84khpxvyaispTb8fv111/h6+urPE9MTMQLL7yA7t27w9XVFf/4xz/w008/mR02YMAA\nzJ07Fy+++CJsbEpHCyFQp04d6PV65eHi4qK8np2djdjYWCxatAhBQUHo1KkT1q5dixMnTmDXrl1m\nt8McrCdQf67MbFm5zs57pOQC2tvW3K+Zq7Zs328WoE3U21bPBbS3rS2ZW27Hr6CgALa2tsrzw4cP\nm9ypw8PDo0pPpep0OhgMBri7u6Nt27YIDw9HVlaW8npKSgru37+Pfv36KdM8PT3h7e1tcjqYiB6N\n9yYmItK2cmv8OnXqhLFjx+Ktt97CxYsX0bJlSxiNRvj4+AAAfvzxRwwfPhxXrlypcLCTkxOWLVuG\n119/XZm2fv16ODg4oHnz5rh48SL+8Y9/oKCgACkpKahTpw4SEhIwatQo3L9/32RZQUFBaNOmDWJi\nYkxXjjV+REREVcL3mwUAAOOQ9yS3hB7nicfxe/vtt/HOO+/gwIEDOHz4MAICApROHwDs2bMHnTp1\nqrKGDh8+XPnZx8cH/v7+aNq0KbZv347Q0NAnWubYsWOVIWecnZ3h6+uLwMBAAH8eRuVzPrf286Kr\nbPdWm/bwOZ9XxXOjsRYiIrpWm/bwedU+z09Ng107r2rTHj7/83nxMHvmDLH32Dt3xMbGYsuWLfDw\n8EBkZCQaNWqkvBYREYF+/fo9UafsUUf8HqVFixaIiIjA1KlTsXv3bgQHByMrKwtubm7KPD4+Phg2\nbBgiIyNNV64SR/wMBoOyQa1NVrbWcmVmjx17BNHRz1o9V4vbWmu5MrO1tl9r7TP2/WYB8lPTcG76\nMqvmAtrb1pXNrdSdO0aPHo3Ro0c/8rWHT61WtaysLFy9ehUeHh4AAH9/f9ja2iIxMREjR44EAFy5\ncgWpqakmtYdERERVzZxbmLG8iKo7s+7VW1VycnJw/vx5AED37t0xffp0DBo0CG5ubnB1dUVkZCSG\nDh2KRo0a4dKlS5gxYwauXr2KM2fOwMHBAUDRqdutW7ciLi4Orq6umDx5MrKzs5GSkvLI4WH4JaTq\n4uFbak2blgsA4EDKVJNpab9mx49qivKO+Fm147d371706dOnKFinUxoVFhaG6OhoDBkyBP/9739x\n69YteHh4oE+fPvjnP/9pMjjzvXv3MGXKFCQkJCA3NxfBwcEcwJlqHA6kTGqkpf2aFzpQdfbEAzhX\ntV69eqGwsBCFhYUoKChQfo6NjYW9vT127NiBzMxM5Ofn49KlS4iNjS3VoatTpw6WLl2K69evIycn\nB99+++0jO32VVVw4KYOsbK3lysyWdc9cLW5rreXKzNbafp2fmiYlF9Defq3F75Olcq3a8SOiIhxP\nT/2Mxlqym2B1WtqvjUPeQ2zgSNnNIKowq57qtTae6iUiWbR02pOIqpcnuqp3/PjxpS6WeJgQAjqd\nDkuXLq1cC0nTeEN5IiIi6yjzVK/RaDT7oUasJ7CehAR5t9vT2rbW4n4dE3PQalkGQ21ERdkjKsoe\nCxceVn4uvurVeu3Q1v6l9lxXV1ezHpbGe/WqI7fM30Z79+61SCARkTVZs9au5BAmaWn5PNVLRNUO\na/xICi2N/UVFZJ3Sl1Vrxxo/shRZQ8lwCJuao1J37ih29uxZbNy4EZcvX8a9e/cA/FnjFxsbWzUt\nJc14uIOntT+QWqxrtOY6P/yPRTFr/mOhtc8X0NZ+zU4Q1VRmDeeyfft2dOzYEdu2bcPnn3+Os2fP\nYvv27fj666+RlZVl6TZKwXoC65E19hegvbpGmfu1NT/nwMAHmD49D9On52HEiO+Vn63bKdlrxSxT\n3K+tQ+Y4frKyZeXyb3LVMeuI38yZMxEZGYn3338fTk5OWLNmDZo0aYJXX32V98ilStPS2F9aU/LI\n27p1dvDysgfAU/pERLKYVePn6OiIEydOoEWLFnB1dcX+/fvRoUMHGI1GhISEIC1N3n895WGNH1Un\nWq9rlFXzpqXTjzJodb+25KnesQc34EDmhSd+//PuLRDd9aUqbBHVNJWu8XNyckJubtGX2cPDA+fP\nn0eHDh3w4MEDdqyIzFTyD6HBUFtzdY2yqLnzUR1ovV7XEirT6auK95O6mVXj9+yzz+LHH38EAISE\nhODdd9/F7NmzERYWhq5du1q0gbKwnkD9uTKzs7P3Scm15ph2D3N23iMlV9Y6a3G/5r16q5ZxyHtl\nPmKe6v7I6ZbGvxM1P9esI34fffQRcnJyAACRkZG4c+cONm3ahDZt2uCjjz6ySMOI1KbkKbFTp4oG\n+gWse0pM5v1jZdVy7tpVGxERUqI1R0v1usYh70ntjBA9KY7jRyQBx5aznoEDHbFt213ZzbAq1jXW\nbJWpH+QwMwRUQY1fixYtkJycDDc3N5PpN2/ehL+/Py5cYD0BUXVVHca0s7aS65yUZCvl6KpM7PgR\nUVnMqvG7dOkSCgpKH8LPz8/HlStXqrxR1QHrCdSfKzP7xg3r1fhVjzHtZH7Oe6WkamXMxJK09jtE\na5CDFr0AACAASURBVL+7eK9edeSWe8Rv8+bNyqHCbdu2wcXFRXmtoKAAu3btQrNmzSzSMCI1y8nR\nyW6CqpU8srd9+wNNnN7mmIlEZI5ya/xsbMo+IGhra4tmzZph8eLFGDhwoEUaV1ms8aPqimPaWc/Y\nsfUQHf2H7GZYlRZrOdWkutb4sX6w5njiGr/CwkIAQLNmzfDTTz/hqaeeqvrWEWlEdai101qnDwBe\nfvme7CZohpb+sWAniGoqs2v8tNbpYz2B+nOtnV2y1s7HZ5eUWjutbGtTe6WkanHMRN6r13q0ts5a\n/N0ldRw/oKjGb8GCBTh9+jR0Oh18fHwwbdo0hISEWKRhREQ1mRbHTKSaz5zbxRUf7XwU3i6u+jNr\nHL+VK1di7NixeOWVV9C9e3cART3RhIQExMTEYMyYMRZv6JNgjR9VJ1q9p6lWaaXOTqv7dXWtpats\nu8rr1JmLp7/lq/Q4fgsWLMBHH32EcePGKdPefPNN+Pv7Y8GCBdW240dUnZT8Q5iWZqOJToHWVIc6\nTmvjvXrVqTKdTqrezKrxS0tLQ//+/UtN79+/Py5dulTVbaoWWE+g/lyZ2UbjASm5Mre1rJo3a+ZW\nhzpOwDqfs6ura6nHwoURpaZZg9bq3QDt/b7W4t8JS+Wa1fF7+umnkZiYWGr6zp070bRp0ypvFJHa\n6fWFsptgdbJq3mTW2mnPMdkNsBrjkPcQGzhSdjOIKqzcU72jR4/GkiVLMHXqVIwfPx5Hjx41qfFb\nu3Yt/vd//9cqDbW2wMBAzWVrLdfa2SVPA+7Z0w9RUdavhZK5rb28egCw/mlAa+aW/IxPnQqW8hkX\n5Vn+c364fvrP2jLrX1HM313MVWO2pXLL7fjFxcUhKioK/+///T/o9XosWrQIX3/9NQDA29sbGzZs\nwODBgy3SMCK10WItlKyaN1m5WvyMiahmMetULwCEhobixx9/xI0bN3Djxg0YDAZVd/pYT6D+XJnZ\nWrmXqqz7BJfMfeqpH6TU2sn6jAE5+7VxyHuIeaq7xXMeVVv4qIc1aPF3l9ZyZWZLrfEjoqrFcdbU\nT+ZnzLpGIirLE9+rV1mAToeCgur5R4zj+BFVH9a8nVdMjB22b7cFACQl2aJbt/sAgJCQ+4iIyLdK\nG2R68UUHbNqUI7sZ9ISqwzh+1e0+wVQxlRrHb8WKFXB2dq6Shuzfvx+LFi3C0aNHkZ6ejlWrVmHU\nqFEm88yaNQsrVqzAzZs38dxzz2HZsmVo37698np+fj6mTJmCdevWITc3F0FBQYiOjkaTJk2qpI2k\nLVq6t6hs1tzOERH5Sgdv4EBHbNt212rZ1cH58zziZ2ns5FBN9dhDeoMGDcLQoUPLfZgrJycHHTt2\nxCeffIK6detCp9OZvF48UPSnn36K5ORk6PV69O3bF3fv/vlLe+LEidi8eTPWrVuHAwcO4Pbt2xg4\ncCAKC6t2eAzWE6g/F9DevUW1uF9nZ++Tkmvt9TUYaiMqyh5RUfa4cuWA8nPxRS7WaYO29muO46f+\nXJnZ0u/VWxUGDBiAAQMGAADCwsJMXhNCYMmSJZgxYwZCQ0MBAKtXr4Zer0dCQgLCw8ORnZ2N2NhY\nxMXFISgoCACwdu1aNG3aFLt27UK/fv2suTpEVAFGYy3IGBWhaVNtjJloNNYy6eQV/+zsLHhUm4gU\nVu34lefixYvIzMw06bzZ29ujR48eSEpKQnh4OFJSUnD//n2TeTw9PeHt7Y2kpKQq7fhxzCD15pYc\n6mPdur/Cy0s74+nJ3K+zs3tDxjh+HTo8LyXX2tu65Ontjh2fx7Ztt62ar5z6hPX3MVn7tV07Lym5\ngPZ+h/BvctUpt+NX1adPy5ORkQEAcHd3N5mu1+uRnp6uzFOrVi24ubmZzOPu7o7MzEzrNJRqPI61\nRmrn7FzmNXuqw1o7ooqpNkf8yvNwLWBFjB07Fl5eRf+VOTs7w9fXV+lFF58/f9TzkufWzZm/Kp8/\n3AZr5cfExJi9fdSwvgaDAcnJZwC8ZdX1lbl/GY1GREREWDGv1v8d6QMWLlyOtDRveHn1+L+O914L\nbt/aSv3munV2AJ5DWtp++PoWICKiq1XWX9b3KTAwEAEBu2Aw3LdaHlBU73YvLRMYAquub3G2tX9/\nWHp9i9epovtXscpsz8e9Xtbv6/zUNOUoqJq+TzXh93VMTAyMRqPS3ylPucO5WJKTkxOWLVuG119/\nHQBw4cIFtGrVCsnJyfD391fmCwkJgV6vx6pVq7B7924EBwcjKyvL5Kifj48Phg0bhsjISJOMygzn\nUvILZ22ysrWWCwAxMQeVjoA1aXFbjx17BNHRz2omV2u/Q3y/WYD81DScm75ME7mA5bazOUcxy8q2\n9HAu5a2zJY++au37VNnc8oZzqTYDODdv3hyNGjVCYmKiMi0vLw8GgwHdunUDAPj7+8PW1tZknitX\nriA1NVWZp6rI2sFkZmstF4CUTh+gzW1ddM9c7eRq8XeIrJo3Wbla/Iy1lisz21K5Vj3Vm5OTg/Pn\nzwMoqh/89ddfcezYMbi5ueHpp5/GxIkTMW/ePLRr1w6tW7fG3Llz4eTkhJdffhlA0anaMWPGYNq0\nadDr9XB1dcXkyZPh5+eH4OBga64KEVWQrLozXtFKRPQnqx7xS05ORufOndG5c2fk5eUhMjISnTt3\nVk7RTps2DZMmTcLbb7+NLl26IDMzE4mJiXBwcFCWsWTJEoSGhmL48OEIDAxE/fr1sXXr1krVAT7K\nw/UO1iQrW2u5MrNl5cbEHJSSCwBG4wFJyXulpGptv7bWvXofRdZ4elr7jLWYKzPbUrlWPeLXq1ev\nx14pHBkZWapWr6Q6depg6dKlWLp0aVU3j8hqZI1px3u4ktoYh7wntVNAVNNYteNXk7CeQP25MrNl\njWlXVO9mvVwtj5kI9AIg5zSz1r7LWsuVma21XJnZqqjxI6puYmLslEFv1apk52vhwrrKdGt0vkpm\nGAy1NTVmIu8DrW4cP5BqqmpzVW91w3oC9ecC1r1Xb8l7qS5ceNhq91INDHyA6dPzMH16HkaM+F75\n2dqdEq3cM7dYWtp+KbmA9r7LsnJ5r17158rMVkWNH5GWlTz6lZaWL+XoV2Zm1V4E9TgljzaeOlXU\n8QWse6rXmkxPbdvBy0vd60tENQ87fmVgPYF6c2Ni7LB9uy0A4NSpYAwcWHSHg5CQ+1Y77WvtWrti\n7u49Afxhtbz/396Zx1VRvX/8GUB2hEwRRUBFcUEEMQQU98QU+ilqlGhimpWZmkuumYpmWribuKZ+\nNZfUXEozXHJBMHEBcUtLFDcgk1B24X5+f9Ad7wAXUGa53Hver9d9wT0zdz7znDPLM2ee8xyhw+Mr\nubNbq1atSq33sondK0LT3vj49jRlSrYkOhXvh/znMpurV14M5XqttK6S2izGj8EQCc3J7Dt2tKGf\nf86SfR+U6v1xdpZv/m1D5/JldnmVAxZrx2C8GCzGTwssnkD/dYmI0tKUiTuTM7ecUrGFJfnnH+nr\n+vHjx6U++/fvL1UmBwUFx2XRKQtDi3kzNF0iw7tes3uyeLBHUoZB4+SkzGwScqILsYVERNnZ8sYX\nKoFmGEFmphEFB1sTkbxhBAx5YPkDGdUV5vhpgcUT6K+uZgD+xYuv0/z5hpZbTr4YP02UimuUs649\nPIooM7PYwY2N7UIBAbl8uZwYWswbm6tX/3QrE68rV++9vtU1c/wYBoch55aTGyVzCCqBpl1RUWbs\n2GIwGDoHi/HTAosnkA8l5481tNxycs9bq5lDsGvXaEVyCCpV15aWvymiS8Tm6pULdp+QDs2YXMfv\nJlPtSQMVidUl0r+6Zj1+DMWRe/5YlltOGXvT0+V/zvTYu4Dyr6fQDZle1WjWdVqasd4fW7oAi7XT\nf1gbiwtz/LTAYjfkQ+7YL7lzy5W9D/LVtaa9W7d2pClTnsimrYm9fScikj+vnZzxX7pwbBXvh2Fd\nQwxNV0ltQ9NVUpvF+DH0CkOL/TJUNNv5t99Maf784kEOrJ0Z1R2WP5BRXWExflpgsRvSoivzx9ra\nKhOHJWddR0WZUXCwNQUHW9O9e6f4/6OizCTX1mzn2rWPKtLOSsV/KXVsERnGNUQXdFkeP/3XVVKb\nxfgxGIyXQjhTSaGsM5Vo9vg9emRYMW9yp3BhMBiMysAcPy2weAL5CAtrT0TKOAGZmV1J33PLaWJr\n25mI5J+irpguRJQruyrL8SYPbK5eeTG0+4ShnU9S6jLHj6E4+t7zUxYxMSaK2B0U9ExWPeHAElPZ\nBzsYQvyVLiW6VQJ9jLULu1R8w//q0ukX/63a8e4r5h4piz62sZIwx08LMTExinn5SmkrpRsVFUcj\nR/rLpiccWPI7EfkSkbyvH7dujaWAgHayaGni4XGUSMYeGc26vnfvFM2fL39dG9r5pCT6Nmfux3E7\n6VTarXJ11U5JWXSs25hW+r8lxa5Ryt0kcnbykGTb5aHUca10PKU+XUOY48dQHLnz+OnK3LWGgGZd\nx8cXsLqWgJK9eXzuwinfKrRH+kN5Tp+Uv9/aujiov7werpgYUEBA6YTZakd0KimTTJuh+zDHTwss\nnkA+lJrDVW5tYSLlnuTsLP8cwcVxdsq8Wq9btzMpMU+wHMd1ZV63EsnzylXJ12H6Olfvy9RpeT2B\nYmBo9wkWTykezPFjKIKu5PGztYVsWiVtU6L3S6nYQiKitDROEV0Gg8FgPIc5flpgMX7SInzdepKm\nTJE/3o2IKCnpFBHJr52SctKgdImI0tNPElFb2XXlOK517XWrEtcQKafV0tVYO3afkA8W4ycezPFj\nMBRAzhxvSs7Vq/S8yHLP1cuQBqVi7Ri6AZurV1yY46cFFuMnH3Ln8dOFWDs5RzELe1f9acoU+ePs\niulChpLHT+m0E/p6DdG1WDt2n9B/XSW1WYwfQ2+RO+ZMONLU2KBGmio5glqJPH4MBoPBEMLm6tUC\nmxdQPqKi4hTRJSK6cMGw6vrRoxOy6sXEFL/enT/f/L88fsX/q3tc5UCp2CCl2thj7wJymz9KEW1D\nu3ax+4T+6yqpzebqZegtcvdCGRqar7bT0uSdL1dT44cfiliPH4PBYCgMc/y0wOIJ5EPuPH5RUWZ0\n4EANIiLKzOxGwcHF05gFBT2jkSPzZdqLLqRMPr0upEScHRFR/fqdSIl5gg1xrl4lbDbEuXrZfUL/\ndZXUNpgYv1mzZlFERISgzMHBgR48eCBYZ+3atZSRkUG+vr707bffUsuWLeXeVUYVUCKP3/Mku52p\n2AEiIppFsbFfEhFRbOxxGjlyjyTaJVmyxJwCAuR3guRGs51jY2vIPqpX6UEWDAaj6rC5esVFJ2P8\nmjdvTqmpqfwnKSmJX7ZgwQJatGgRrVixguLj48ne3p569OhBWVni3kRZPIG0BAQU0pQpeTRlSh65\nux/h/5dnoMcJIpr932e7xv/yxb9dunRSNi0hx2VV02znd975VeZ2LkaJ80nJODsi/ZsztyIM4Zqp\nK9pK6Sqdx0+fdHWux4+IyNjYmOzt7UuVA6AlS5bQ1KlTKSQkhIiINm3aRPb29rR161b64IMP5N5V\nvSIpyZj0Od1ZWdNldet2jo4dk34aLSJh79ejR/LG2jEYDAaDQaSjjt+tW7fI0dGRzMzMyNfXl+bN\nm0eNGjWi5ORkSktLo8DAQH5dc3Nz6tSpE8XGxorq+BliPEFmZldSYt7aK1dep/nzlZi3ligiwo/k\nirVLSjLWGM3ahWJiimMLbW0h81y9ysT4yZ2vUY2hzS1qiHP16lsMlpLaYZeKt/vVpdNa1uDo1LGy\nl4Wp4zv7ir9fbK5e8dA5x8/Pz482bdpEzZs3p7S0NJo7dy61b9+erly5QqmpqUREVLduXcFv7O3t\nBTGADN1H08GLiTFRbLSnnE7myJH5/OARFxdb+vlneWL8NOv6wIEastT183hK7ZTVA8vQXSqaNk2N\ntoTJUk2bxmAwXgydc/zeeOMN/v9WrVqRv78/NWrUiDZt2kS+vr5af8dxZU8A//HHH5Ozc/GTgq2t\nLXl4ePBetPr9eVnfNd+tV2Z9Mb+X3Acp9ZKSjP/r6SP6+uvVlJLSgpydO/3nKByXxd7MTAsiaitb\n/QrtT6KRI0fKpqf+znG/UUxMjqR6ZTtfA6lWrW2CErUDJrZ+Rejj+aT5/Wl0PMXUjpFNT+rr15ET\nx4noec+LOuZK83tBShrZBPqUufzIieMUU1TvpfXzr6cI5i6trL1qXsb+/Osp/P6/6PWjZEyamPYS\nEUVFRZV5P6uKvUREW1sX9+ZF1e5Q5nJ1WVm/HxazjcyaO9NU6vDC+v1Xz6WkjIdaj6+n0fHkdn2U\n1uVuac9onHuXanM+iX1/ioqKoqSkJN7fKQ8OACpcS2G6detGLVq0oIkTJ5KrqyvFx8dT27bPJ3sP\nCgoie3t72rBhg+B3HMe9dK+C5gknN0ppf/zxWVq5sp0sWsJRvb/TpEnFTr3cr3rlrGu5bS7b8fMk\nokRBiVw9b0oc1/xcvVO+NQhdNVLUdWVGVmrTreqozIp+X569VdHWVd3ytKt7XWtD0wnXhlRhDkrd\nk6uiW6tWLdLm3ulcj19J8vLy6Nq1a9StWzdq1KgROTg4UHR0NO/45eXlUUxMDEVGRoqqq5TTp6S2\nnPn0hK96O9CUKcqkNpGzruW2WddepSp1XLO5epmuvukqqS21rq7Nx0ykf3Wtc+lcJk6cSCdPnqTk\n5GT6/fffacCAAZSbm0vh4eFERPTpp5/SggULaM+ePXT58mUaOnQo2djYUFhYmMJ7Xv0xtJGlHnsX\nSH7BYDAYDAZDl9A5x+/+/fs0cOBAat68OfXv358sLCzozJkz5OTkREREkyZNonHjxtGoUaPIx8eH\n0tLSKDo6mqysrETdj5LxEnKinPZx2ZQ053CNjT2tyByuRPLmhlLaZiVzyympbWi55dhcvfqvq6S2\noekqqS2Vrs696t22bVuF68ycOZNmzpwpw94wpELztWdKSr5BzOFqiDYzGAwGQ7fQOcdPV2CxG/Ih\n91y9msgR/1X2IIuZtH37G4ISOWLylMyFJYV2ZVKMmDV3ViTFiJLXEJZPT791ldQ2NF0ltaXSZY4f\nQ3ZKO0Kd6euvhdOl6drABPE5rvQO6AWVySsn5e8ZDAajusEcPy0YYjoX5WyWb47cksgR/1XSiX2e\n6kN+51bJ+S6l1K5K2gspUDqdi5JxjYZ07WL3Cf3XVVJbKl3m+BkolZlZgUianjfNbSp5g0zqO1nR\ngGEG42VgM2gwGIyqwBw/LRhiPIFSGOIcjIaWW05JbX1r48o4feVpS/l6W99ioXRVV0ltQ9NVUpvF\n+DFERf9j6BgM/UYXE90yGAzdR+fy+OkKLGeQfCgZd6aEzUl9J/PzYMoNO67lw9COa6ZrGNqGpquk\ntsHk8WMwGIzqQGVi7crrYWOxdgwGQwmY46cFFk8gD2xOU8PQVVJbKt3K5A+syu+rgr7VNdPVHW1D\n01VSm8X4GRAxMSYGN2+uEqh7Y5R2PhnVGxZrx2AwqhMsxk8LSsYTbN0aq4iuvsUxVAZDmsfVUOfq\nNcTj2tBsNjRdJbUNTVdJbRbjx5AUPp+egaWSYTAYDAbDkGCOnxbkfqcfE2NCMTHFzbF9e09yds79\nbz8KZXvta2jzexIpYzP/ipnkt1vf5uqtDPoWn6PL2kxX/7UNTVdJbRbjp+eUdPCmTMlTcG8YDAaD\nwWDoI8zx04KS8wKmpJwkonay6yoR7ybllG2VSbeRfz1FkamtlIot1Ne5estD3+bZ1GVtpqv/2oam\nq6Q2m6vXgPDwKFJ6F/SCqqbLkDLdhlQolVuOzR/LYDAY1QPm+GlByXiCkSP9Rd9mZW7MZs2dFUk4\nK3Xsly6m21BqHlepcsux+WN1R1dJbaar/9qGpqukNovxY1QJMW6s1bEHTAmq2vtFVHUnWylnVxed\nbAaDwWA8hzl+WtDXeILybszl6Up5c1Z6TlOx67oyTl/+9RRFesD09bhmurqhrW+6YZeKt/nVpdNl\nLk+5m0TOTh5l/1Y9ar+v6LtFRPpX17qqq6Q2i/HTU2rVqlXhOo8fP5ZhT6TDUOc01UUnm8F4WSpy\ngoiIUu5eplPHuNK/ldgJYjAYlYc5flpQMp5AKdicpvJhaLpSaVfGGSHi6NSx0suldkb0ra4rg7be\nL6mRyt6trYtnTtD+ENdB62/VD3BTy1mnKhjaNcQQzycW46enVPfevBeBxX8x9InKOZ1aflsFp1Mp\n3YqdIO1I7QQxqj9KHddfRby4XkmmflG9jmvm+GlBqXf6Uua1qwh9i2PQZW1D05VKuzLOiDZdqZ2R\n8uK/pEYpbUOLtdO380mXddn5JB7M8WMwGIyXoCKnMyYGFBBQtlNZFaezcs5u2dqs542hqyh1PlWm\nt6487eoIc/y0YGjzxxLpXxyDLmsbmq6S2oamq6S2ocXasTbWf10ltVmMH6NKVCV+goiNymOUj1Lx\nOQwGg8F4MZjjpwUlYzeUymunb3EMSmlXLu2F4cUkGdrxpW/HNdOVX7e8wW0V5QKVCqVsVspeIv07\nvpjjJzNKzWlalbggzf2pTrFBhph3rOIg+LLtJZJ+xCeLO9MPKnRGHlV9lCSjanSs21jpXZAdQ7T5\nZWGOnxaUymlHpH9zmlbsgJWdZ41IegdMih6oyqW9UCYmSalRcUT6Fyejq7pKapd37RLjxlxueqe9\n8jucSsywRFRcD2bNnV8qtU5VUcJmJe0l0r9rCHP8FILltJMeQ8w7Zog2M+ShMs5IZdZTAtYb9OKw\n+43+Um0dv5UrV9I333xDqamp5O7uTkuWLBHVO9bX+BwlYkYqHqZf8fRlUjkj+lbXFaGvMUlK1rVS\nMUm6eHxJFZ9cUW+QoeU+JVIuFryiY0ssJ7us6UxrDRMe83JNgMBi/HSAHTt20KeffkpRUVEUEBBA\n3377LfXq1YuuXr1KTk5OomgkJSUpdkIrpV2QkibpCa3tRvU0Op5sJIwLKu8GKbW2NvS1rsujPJul\n7JHRRV0ltaXWVQKpdXX1fJICTSe7MnPJE+n/DFRK3ZOl0q2Wjt+iRYvovffeo+HDhxMR0bJly+jQ\noUMUFRVF8+bNE0UjMzNTlO2UpDIDDk7HXaZ//xZ3btGST8zaTugn248JvstxQiMnv9zlUt6oytN+\nWd3KvBJDTr4ir8SkqmulbFayrivqhVJCV2rtiqjo+BIDbdeuWtuF5YZ87dIHSrbf/PnzacqUKYrs\ni1T+gFK61c7xKygooAsXLtCkSZME5YGBgRQbG6vQXlU/yrooSnViVcbpfLpf6OiKcdHWlZgkrTeq\nWuLfqCrztC5FXZekMjYrpSuFtlK6ldXWp7qWE6WuXSVRqq7lvE8w5KPaOX6PHj2ioqIiqlu3rqDc\n3t6eUlNTRdNJSZEmfkId71Yej88m0R0t60n5BCmVzbqCUjdIBoMhHmWdox9//DGtXLlSgb0xPJS6\nTyh5f9I7m1HNuH//PjiOw6lTpwTls2fPRrNmzQRlnp6eICL2YR/2YR/2YR/2YR+D+Xh6emr1o6pd\nj1/t2rXJ2NiY0tKEga1paWlUr149QVlCQoKcu8ZgMBgMBoOh0xgpvQMviqmpKbVt25aio6MF5YcP\nH6b27dsrtFcMBoPBYDAYuk+16/EjIho/fjy9++671K5dO2rfvj2tWrWKUlNT6aOPPlJ61xgMBoPB\nYDB0lmrp+IWGhtI///xDc+fOpYcPH5KHhwcdPHhQtBx+DAaDwWAwGPoIBwBK7wRDdwBAHMcpvRsM\nhiSoVCoyMlImwkUpbaar/9qGpqu0dnWHOX46iC4c0HI6gLpgr9wYos0MBoPBUJ5q+apXSjZu3Eg3\nbtyg/Px86tmzJ3l7e1Pt2rVl0y8oKCBTU1P+uxwOmJI2K2EvkeHZrKS9Sp9Ta9asoVu3btH9+/dp\nyJAh1KJFC2rQoIFeazNd1sb6pqu09pEjRyg5OZmcnZ2pTZs2ZG9vX211jWfNmjWr6rumH4waNYqi\noqKI4zg6ffo0HTp0iBISEsjZ2ZkcHR0l1V6yZAktW7aMpk2bRikpKZSfn0/NmjUjjuNIpVJJ5hiU\ntPnXX3+lixcvkouLi6Q2K2UvkXLtrCttLOdxraQ2UfFAsG+//ZZq1KhBDx48oFWrVlFKSgpZWVlR\nkyZN9FKb6bI21jddpbUHDBhAa9eupdjYWFq+fDklJCRQbm4uubu7k4mJdP1nkumKmVy5OnPixAnU\nrVsXCQkJfNny5cvRtWtXBAQE4MCBA5Jpr1ixAra2tpg4cSKmTp0Kd3d3+Pr6YsKECcjKygIAqFQq\n0XXLsnnFihWS26yUvYBy7axLbSzXca2kNgD8/vvvcHBwQHx8PIqKigAA33//Pfz9/dG9e3f88MMP\neqfNdFkb65uu0trLly+Hk5MT/vjjD2RnZ+Pq1asIDg6Gt7c3pk2bhrS0tGqnyxy//9izZw9cXFxw\n//59QfmhQ4cQHByMXr16ISkpSXTd9PR0tGnTBv/73//4stu3b2PSpEnw9vbGsGHDkJqaKrou8GI2\ni+WUKGkvoEw7V5c21idtADh+/Djq16+PK1euCMp///13dO/eHV27dsW1a9cAgL+ZVHdtpiuPrpLa\nhqarlLb6njdq1CgMGDBAUJadnY3x48fDw8MDkZGRePbsmWj3SDl0WXT5fzg4OFBRURFdvnyZiIgK\nCwuJiKhnz540YcIEunDhAv3444+i65qZmdGTJ08oPT2diIrjvVxcXGjWrFn09ttv08WLF+n7778n\nouIBAWJSns0TJ06kCxcu0O7du4mIRHsNqaS9RMq0s4mJCWVmZupcG0t5XKu1CwsLFdEmIrK2tiaV\nSkV37twhouLYSpVKRe3ataPVq1fTzZs36euvvyYiEn2gjVLaSulaWVkZlL1KaitV15aWlorVtRI2\nq+95r7zyCt25c4fy8/OJ4zjKz88nS0tLWrhwIfXo0YMiIiLo5s2bot0jZdEVxUXVA7Kzs9G+FBuW\n6QAAIABJREFUfXt4eXnh3r17AIDCwkJ++eeffw5PT0/k5eWJqpuVlYWgoCAMGTIEOTk5UKlUAt1P\nP/0U9vb2ePz4sWiaT58+5bX9/f1ltfnJkycICgpCeHi4bPYCz58Cc3JyZG3n9PR0AFDEZkCZNlaT\nm5uLrl27olWrVrJrq+nXrx/s7e1x48YNAMCzZ89QUFAAoPhVSqtWrZCbmyuJ9oABAxTR7t+/v0Hp\nKlXPSmrLqfvnn38qoluSkJAQRbSPHz8OjuPw5Zdf8mWaOu7u7pg6darouidOnJBMl/X4/YelpSXt\n3buXVCoVde3alRITE8nY2JhfXrt2bbKzs+N7LapKQUEB5eXlkZWVFY0ZM4a2bNlC8+bNI47jyNjY\nmIqKioiIaOLEiWRsbEy3bt0SRXfgwIH02Wef0c2bN8nKyor27dtHhYWF1K1bN0ltjoqKIiIiGxsb\n+uCDD2jz5s2y2EtEtGjRIjp79izl5OSQhYUF7d27l4qKiiRv57CwMJo0aRIREQ0bNkw2m2/fvk3X\nr1+n5ORkvo3lsJeIaOfOnTRjxgxavHgxJSYm0vbt26lWrVrUsWNHybXVFBQU8P9v2LCBWrVqRa+9\n9hodOXKETExMqEaNGkRU3GNjampK2dnZouqr7YmKiiIvLy9ZtDXrcNWqVeTp6Sm57rNnz+jJkyey\n6164cIHy8/P57ytXrpRFl4goMjKSsrKy+J55udp43rx5FBsby29LLpuHDRtGc+bMIfyX9W3lypWy\nHdN//vknJSUl0Y0bN4iIaP369bK1syadO3empUuX0hdffEETJ04kIiJzc3N+eePGjQXXtaqC4hA8\n6tSpE61YsYJmzpwpvm7VfNLqy6ZNm/Dpp5+ie/fu2L17N548eQIA+OOPP9CjRw9YWVlhwYIF2L9/\nP44fPw5nZ2fRvPrFixcjNDQUTZs2xcKFCwEAa9euRY0aNRAeHi7o+bly5QoaNGiAmJiYKuuePXsW\nHMehU6dOGDFiBM6cOQMASE5ORpcuXWBhYYH58+eLbvPgwYPh5OSE3NxcPh5hzZo1qFGjBoYMGSKZ\nvQAwbNgwNG3aFHFxcfzTIQD89ddf6Nq1q2Tt/O6774LjONSuXRt3794F8LyNhw4dKpnNU6ZMQdu2\nbVG3bl28/vrr+P333wEUH9fdu3eX9LgePnw43NzcEBISAg8PD7i5uWH48OE4ffo0Bg0aBHNzc0mO\nLzWLFy/GwIED4erqigkTJmD//v0AgLt37+Kdd96BkZERxo8fj59//hkHDhxA06ZNMWbMGFG0L1y4\ngH///bdU+dWrVzFo0CDJtP/3v/9h1KhR8PHxwfr16/nypKQkSXWXLl2K/v37o06dOpg1axZ/Xl+5\nckVS3enTp6Nhw4ZYt26d4By6fPkyBg8eLGkbjxgxAk2aNEF2djaA528RLl++jLCwMMm0R40aBRcX\nFxw7dkxwDbtx44akx/WHH34IjuNgbm6O2NhYvlzqYxoofhvg4+MDc3Nz9OrVC3FxcQCkr2sA2LBh\nA6ZOnYrx48fj119/xaNHjwAAS5YsgaWlJQIDA3Ht2jXcuHEDFy5cgJ2dHb7//vsq66rfDgHPY/oy\nMzOxbNky2NjYiKprkI5fZGQknJ2dERYWhsDAQBgbG2P79u388qdPn2Lu3Llo0KAB7O3t0apVKwwd\nOlQU7W+++QYODg6YM2cOhg0bBo7jcPbsWQDA7t274eTkBDc3N8yePRvz5s2Dr68vevfuLYr2gwcP\n4OHhgdGjR6NNmzbo27cvfv31VwBAQkICVq1aJbrNX375JWxsbHDz5k2+LD8/HwCwb98+uLi4SGbv\nxo0bUadOHVy9ehUA8Pfff+P69ev8dwCYOXOm6DbPmzcPdnZ2uHr1Kvz8/BASEoKnT5+iqKgIP/74\nIxwcHNCiRQvRbY6MjETt2rVx8OBBbNy4Ea1bt8aaNWv45YWFhZLYCwA//PADnJyc+LrNy8tD7969\nwXEcfHx8EBMTgxUrVsDR0VF0baDsUdPt2rXD5MmTkZubi7y8PKxZswaOjo5wdHREy5YtMWTIEFG0\nV61aBY7jMG3aNPzzzz+llqempmL9+vWia69YsQJOTk4YPHgwBg8eDI7j+AdJKXWXL1+OunXrYtas\nWZg5cyY4jsO+ffv45f/88w/Wrl2L+vXri6arUqmQlZWFwMBAWFpawsPDAwsWLMDt27f5dbKysrB6\n9WpJ2njx4sWwsLDApUuX+LKcnBz+/3///Rdr164VXXvHjh2oVasWPzL+8ePHSEhIQHJyMgoKClBU\nVITVq1eLWtdAsb2WlpaIj49Hnz598OabbwocbamOLQBYuXIlXnnlFRw4cAB79+5F06ZNMXfuXH75\n06dPsWbNGtFtBoCPP/4Yjo6OCAoKgqurK9zc3PDOO+/g4sWLAIBff/0Vbdq0Qc2aNeHg4IAmTZrg\n448/rrLuhAkTEBAQgMTExFLLsrKycOjQIbRt21Y0XYNz/E6cOIFXXnmFd3gAYOzYsWjZsiWys7MF\nI4Lu3r2La9eu4datW6JoHz16FHZ2djhy5Ahf1rt3bxw8eBDHjh3DxYsX8eDBA4waNQp+fn7w9fXF\nhx9+KIq2+gmiX79+OHv2LH777Te0b98eQUFB6NOnDywtLQEU9/6JZfMvv/wCjuMQHx8PADh27Bim\nTp0KLy8vjB07Fnv27MHDhw/x4Ycfwt/fXzR71bZ+8skn+OyzzwAA27dvR48ePWBnZ4cWLVqgX79+\nfLzZ7du3RbN57969MDIyQnR0NIBix9fR0ZE/oVUqFVJTUzFkyBC0b99eNJv//PNPNGvWjO/lAoBx\n48Zh9uzZWLduHdatW8cf22K2sZrPP/+cH4GmjtnbuXMnunTpgjfeeAP9+/cHANy5c0d07fJGTbdp\n0wYjRozgn6azs7Nx5coVPHz4UBTtS5cuwdXVFSEhIbCwsEBoaCju3LlT5rrZ2dm4fPmyKNpnzpxB\nrVq1sHfvXr7s66+/hru7OzIyMkrpimXz6dOnYWdnh59//pkvCwsLw65du7Bnzx5cunSJ1xe7rgFg\n3bp1+PrrrzFnzhzUq1cP48aNQ0ZGBnbv3s3Hoomtq47xOn78OP993Lhx8PT0RL9+/bB//34+blps\n7RkzZuDTTz8F8Px8sra2RsuWLdG7d2/88ccfAIqdA7F0f/nlF9SoUQMHDx4EACxbtgwWFhY4depU\nqXXFtjclJQXu7u7YtWsXX7ZgwQLMmDEDCxcuxHfffcdfO8S0GdCefqpLly7o0KEDDh8+zJfv27cP\nP//8c5l18qLs3LkTtra2sLe3R5MmTXD06FFBLLQmYukalOOXn5+P999/H+PGjcOzZ8/w7NkzAEB0\ndDScnZ2RkZEBlUqFoqIi0XOq5ebm4sMPP8QXX3zBN2pRURHq1q2L1q1bw8zMDF5eXoiIiAAAZGRk\noLCwUPRh8REREZg8eTKA4pPM29sbpqamCAsL4/PJiUFOTg4CAwNhZ2eHtLQ03Lx5E40aNUJwcDBG\njBgBLy8vtGvXDlu3bgUAPHr0SHR7g4KCMGvWLDx58gT29vZYtmwZfvrpJ2zcuBHNmzdHp06dRB1Q\n8fDhQ3Ach1WrVgnKPT090a1bN8FrGqD46V0smy9fvgxHR0fBA039+vXh5eWF5s2bo0WLFvD39xe8\nThCTGTNmwMfHR9ALMmTIELz77rv4/vvvYWdnh6NHj0qinZmZCVdXV0RGRgJ47vjn5ORgwYIF8PLy\nEvSEiUVhYSHWrVuHt99+G/fv38eZM2dgb28PPz8/JCQkCK4h6muNGOTn52PUqFEYNmyYYLtxcXGo\nU6cO/vrrL/6YEvN8ysvLw8iRIzFlyhSBrrOzM5o1a4aaNWvC1dUVkydPRmZmpmi6wPM23bZtG/z9\n/QEUv3pzcnJC9+7dwXGcwAkWi5ycHPTu3RsODg44e/Ysbty4AVdXV/Tt2xefffYZ/Pz80KRJE6xd\nu1Z0bQAIDQ3FsGHDkJGRAUdHR3zzzTeIiYnB+vXr8frrr6NLly6CXs+qkp6eXqrnGCjuoPDx8RE4\nWdqck6qQkpKCJk2a8PcFAGjUqBG8vLz4a1hAQAAuX74sunZ56aeCgoLwxhtvlNkjVxUeP36M999/\nH+PHj8fDhw/Rp08f2NjYYOPGjYJBb2LXtUE5fgCwZcsWQbcxANy/fx8NGzbkRx4CxTFRYidmTEhI\nwPnz5/nvHTp0gI+PDy5cuICUlBR89tlnaNKkCf766y9RdYHnN4CdO3fC09MTQHGPppmZGby9vflk\nwikpKaJpxsXFoX///mjcuDHs7OwwZ84c/sn44cOHCA4OhpeXl6g5kDSJjIxE165dMWvWLAwePJg/\nkZ49e4aDBw+iadOmOHHiBADx8hSePn2a/199c9y2bRsaNmzI35jU+yGmzenp6fDx8UFoaCiWLFkC\nX19f+Pn5IS0tDZmZmTh69CgaN26MzZs3i64NADExMTAxMcGgQYOwfPlyfPTRRzA1NeWPJz8/P77n\nQkztoqIiZGdnKzZq+urVqzh06BD/PSUlBW3atIGzszOio6P58+7MmTOC14RVZfXq1YL4SJVKhceP\nH6Nx48Z8PjMAuHXrFh9jKgaxsbGCWNTg4GC0atUK8fHxKCgoQEREBGrVqiWqrZpkZWWhY8eO/LX5\nu+++g5GREZo2bYpDhw6VergSg4MHDyI0NBRt27aFnZ0dJk+eLHjAGTp0KBwcHCQ5vrZs2YJevXph\n2bJlGDhwoGBU5y+//AJnZ2fBw54YqN9WAM8dju3bt6N+/frYvXu3oFxMVCoV7t69C29vb4SGhmLm\nzJno3Lkz2rRpg3v37kGlUuHo0aNwdXWVxNGOi4tDgwYN+PrUfLg5fvw4H94gJtnZ2diyZYugN3Hc\nuHEwMjLC7NmzBXHDly9fFu1BzuAcP03UN6AnT57AwcGB75GIj49H48aN+VeUUvDvv/8iIiJCcFG+\ndOkS7Ozs+EBWKcjIyEBISAju3bsHJycnfPLJJ8jLy8PEiRPRuHFjgWMqBnfu3MGQIUMQGhrKOwHq\ni0Z0dDSsrKyQnJwsqqaaW7duwcvLC61atUJQUJBg2T///INmzZpJmvFdzdOnT9GuXTu0b99eUp34\n+HiEhYVhxIgRaN26NX777Td+2ePHj+Hp6YkVK1ZIph8bGwt3d3e0bt0a/v7+/LGUk5ODXr16CdIS\niM2+fftgZGSEzz//nC9TH2f37t1DvXr1cO7cOcn0gec3ivz8fISEhMDKygqbNm3C/v37YWtrK7i4\ni4H6+qXpSLu6uvIPGImJibC3txcE5ovJo0ePsHjxYsHD4sOHD+Hg4IBjx45JogkA3bp1w48//ohn\nz57BxcUFffv2ha+vLzw9PbF27VpJnL/ExEQMHjwYb731Fn+9Urd3fHw8bGxs+NeuYnLx4kU+ls3X\n11dgW1FREXx8fPDdd9+Jqqntwaxv375wdXWVxMHV5JdffkH//v0xZswYeHp68s4mUHxOBwQElOq8\nEQOlUrqVdbxGRUXByMgI7733HlJTU7FmzRr4+/vjwYMHomgatOMHFDdsQUEBmjdvjkOHDiE9PR0O\nDg745JNPJNcueeGOjY1F27ZtRe9O1qSgoAABAQHgOA49evQQPFFIdWPMzMzEqVOn+KcVtb179+5F\n27ZtRe1lLMmNGzdQo0YNmJiYCGLAUlJS4Obmhl9++UUybeB5T2tcXBzq1q0rqeOl1svPz0fLli0F\nT8V37txB06ZNBbEzUlBYWIiMjAzBq7579+6hYcOGgvqvKufOneNH26lZt24dTE1NJR01XZa25o1S\n84l88uTJMDIyAsdx+Oijj0TX1dRSOyGenp7YuHEjMjIy4OLiguHDh4uuq2mv+qalLjt//jw8PT1F\neXgtqaseFDZ9+nRMnToVPXv2REBAAIDih/eAgAAsXbq0yrplaQPFTu3Ro0f5ulbbfPToUXh5eQl6\nWsXUPXXqFOrVqwdjY2N89913fG/j3bt34ebmJnCMxNRVo3Z+zpw5g0aNGmHx4sUAxOu5L0tb7Vx1\n6NABUVFRfPm9e/fQtGlTUa8lmqSnp6N169Zo2rSpINYPKA4t6Ny5s6ghUZqoVCpBnR45cgSvvvoq\nPDw8wHGcaMc2wBw//uLZpUsXbN68GQEBAaV6h6RCs5GfPn0KPz8/vPfee5LrHj16FKNGjSrVAycn\nT58+hb+/v2iDV8ojIyMDrVq1QvPmzREaGoovvvgCHh4eCAkJkVxbzb///otevXrB09OTTwchFUVF\nRQgNDcUbb7yBXbt24aeffoKfnx8/wEIuCgoKEBMTg9atW4ta10uXLoWFhQUWLFggeAIuKCiQdNR0\nedqa57Lm9Ep16tTBoEGDJNdVO2A9evTAkiVL0LNnT3Tv3l0y3ZIPcUDxzbpTp0545513JNMFioPw\njYyM0KJFC9y5c0f0sIXytEuSl5eHjh074t1335VUNzExEe7u7qhTpw4GDhyI0aNH47XXXhPlXlWZ\nY1r9PSwsDHZ2dnz6M6m0nz17hsLCQoSEhMDNzQ379u3D1q1b0aVLF9HOZaVSupXULet+oK77Q4cO\ngeM4fPHFF1XW1cTgHT81ffr0AcdxaNOmjezae/bswYABA+Dt7S2bpmaMitzs2rULISEh8PLykk3z\n2bNnWLRoEYKCgtCrVy9Mnz5dNm01J0+elO2hoqCgACEhIXB0dIS7u7sozseLkpqaiqioKHzwwQei\nbTM+Ph4NGzZE586dUbNmTYwePZrP5K+pK/aoaW3ammmKNG+U+fn5GDBgAOrVqyerrjp/ZOvWrWXV\n3bVrFwYMGAAPDw/JddPT07Fo0SLBPM9iPbxWpK3Zy7pt2zb07dsXrVq1klxXzeeff46wsDD06tUL\nM2fOlFxX3cZquy9duoR+/fpVWbcy2kDxoMju3bvjlVdegYeHB8LCwkTRViqlW1m6O3bsKHPd9PR0\nNGvWDD179qyybkmY4/cfS5YsgampKT/4QE62bNmC/v37i/YUpets2rQJQUFBitkr5gjLF9UVe5R2\nRdy4cQMpKSmK2fzkyRPRbsqFhYX49ttvERoaiqysLGzbtg3W1tbo168f4uPjS9VtTk4OCgoKRNEv\nT/vcuXNlakdGRuLvv/+WRVf995tvvoG5ubnW13Zi66qzIHz//ffo06eP5LrqtlS/9gXEG7n8Ijar\nVCps3LgRgYGBstV1yd9UlZfRzc/PFyWG8kW11WmQNNv9ZVEqpVt5ujk5OaXaNC4uTjRHtyTM8dOg\nrMz7ciHlfKW6iKHZyxCH27dvC0YdnjlzBo6OjvDz88Phw4f5G8OpU6dEzRX4otpiBWG/iO7p06fx\n119/VdnZfFHdmJgYpKamijZPanm60dHR/LXj5MmToqYyqUi7pM3p6emy2CzlcV1Z3ZMnTyp2Pp0+\nfVq0dlYqpVtldMv6jVQP7MzxYzAY1RJ1z0NaWhratm2Lxo0bY+fOndixYwfq1KkjGNUsp3bt2rUl\n09ZF3VdffVURXSXbWB9t1tW6Fvu4ViqlW2V1b9y4gdTUVNF0y4I5fgwGo9qi+UQcGhoKW1tbcByH\nCRMm6K22Nt3x48croquUvYbYxvqqq5S2UindlEwlBzDHj8FgVHPUN4ysrCyYm5uLksJE17WZLmtj\nfdNVSluplG5KppLjAIAYDAajGpOdnU19+vSh5ORk+uuvvwxCm+nKh6HZbEh1rVKpyMjIiLp27UrD\nhw+n1atXk62tLf388896qUtEZCS5AoPBYEgMx3HUo0cPunDhgsFoM1391zY0XSW0jYyK3SBbW1sa\nMmQIZWdny+N8KaRLRMR6/BgMhl4AgDiOMyhtpqv/2oamq5T20qVLadKkSfTPP/+QtbW1Xusyx4/B\nYDAYDIbBk5mZSba2tnqvyxw/BoPBYDAYDAOBxfgxGAwGg8FgGAjM8WMwGAwGg8EwEJjjx2AwGAwG\ng2EgMMePwWAwGAwGw0Bgjh+DwWAwGAyGgcAcPwZDD2nUqBEtWrSI/56amkqBgYFkbW1NxsbGVdp2\nly5daMyYMVXdRUY5DB8+nGbNmqX0bug1r732Gu3bt0/p3WAwZIc5fgxGNWTo0KH05ptval1+7tw5\nGjlyJP89MjKSUlNTKTExkR4+fFgpjY0bN5KNjU2p8r1799JXX3314jstAkZGRvzH1NSUGjVqRFOn\nTqWioiJ+nY0bNwrWq1mzJvn6+tLBgwcl3a8ff/xRlG398ccftHv3bho3bpwo23sZvvzyS+rQoQNZ\nWVnxMwyUJCUlhd58802ytramOnXq0NixY+nZs2eCdZKSkqhz585kaWlJDRo0oDlz5pTazokTJ6ht\n27ZkYWFBrq6utHr16gr3r2T7+vj40J49ewTrFBQUUJ06dcjKyoqePHlSahvTpk2j6dOnV6jFYOgb\nzPFjMKohHMeVm9n+1VdfJQsLC/77n3/+Sd7e3uTq6kr29vZV0razsyMrK6sqbaMqrFu3jlJTUyk5\nOZmWLFlCUVFRtHDhQsE6lpaWlJqaSqmpqXT+/Hlq37499evXj+7du1dpHZVKRSqVqtLri5USdeXK\nlfTmm29KntC1PPsKCgpowIABWp3PoqIiCgoKouzsbIqJiaFt27bRrl27aMKECfw6T548oR49elC9\nevXo3LlztHTpUvrmm28EPdHJycnUu3dvCggIoISEBJo6dSqNHj26Uk60+jiIj48nT09Peuutt+j3\n33/nl+/du5eMjIzIwcGBtm7dWur3wcHB9PDhQzp+/HiFWgyGXgEGg1HtCA8PR3BwsNblLi4uWLhw\nIf8/x3H857333gMA/PvvvxgxYgTs7e1hY2ODzp0749y5cwCA3377TfAbjuMwe/ZsAEDnzp3xySef\nCLQiIiIQHh4OGxsbODk5YceOHXj8+DHeeustWFtbw83NDUePHhXs45UrV9C7d2/Y2NjA3t4eAwcO\nRGpqarl2cxyH3bt3C8oGDBiAt99+m/++YcMGWFtbC9Z5+vQpOI7DoUOHtG5b/buDBw/C3d0dJiYm\nuHLlCs6ePYsePXqgdu3aqFmzJgICAhAXFyewX7OeGjVqxC/bv38/vL29YW5ujkaNGmH69OkoKCgo\n18a6devihx9+EJS5uLhg1qxZGDRoEKytreHg4IDIyEjBOuW1Z3n2lcfOnTvBcVyp8oMHD8LIyAj3\n7t3jy7Zs2QJzc3M8ffoUALBy5UrY2toiLy+PX2fu3LlwdHTkv0+aNAlubm6Cbb///vvw9/cvd79K\nHgeFhYWwsrLCtGnT+LLAwEBMnjwZX375JV577bUytxMWFoYPPvigXC0GQ99gPX4Mhh6i2Rt47tw5\nev311+ntt9+m1NRUWrp0KQGgoKAgevjwIR04cIASEhKoU6dO1K1bN0pNTaUOHTrQkiVLBD1nEydO\n5LddsrdxyZIl5OfnRxcvXqTQ0FAaOnQoDRw4kP7v//6PEhMTqWPHjjRo0CDKz88nIqKHDx9Sp06d\nqHXr1hQfH09Hjx6lrKws6tOnT4U9Z5rLr169SrGxseTn56d1/cLCQtqwYQNZWFiQp6dnudvOy8uj\nuXPn0tq1a+natWvk7OxMWVlZFB4eTjExMRQfH09eXl7Uu3dvevz4MV+/RMIeKCKiX3/9lQYPHkxj\nxoyhq1ev0nfffUe7du2iadOmadW/fv06paenk4+PT6llixYtInd3d7p48SLNnj2bpk2bxr/erKg9\ny7PvZYiLi6OWLVuSo6MjXxYYGEj5+fl0/vx5fp2OHTuSmZmZYJ0HDx7QnTt3+HUCAwMF2w4MDKRz\n584JXt9XhLGxMRkbG1NBQQEREd25c4eOHTtG77//Pr333nuUmJhIly5dKvU7Hx8fOnHiROUNZzD0\nAWX9TgaD8TJU1OPXsGFDvscPAIKCgviePgA4evQorK2tkZubK/idl5cXvv76awBl95wBQJcuXTB6\n9Gj+u4uLC8LCwvjvWVlZ4DgOY8eO5ctu374NjuNw/vx5AMCMGTPQvXt3wXYfP34MjuNw9uxZrXZx\nHAcLCwtYW1vD3NwcHMchNDQURUVF/DobNmwAx3GwtraGtbU1jI2NYWlpiR07dmjdrubvLly4UO56\nKpUK9erVw5YtWwT7VbInsmPHjpg7d66gbM+ePWXWqZr9+/eD4ziBPUBxHQcGBgrK3n//fQQEBACo\nfHtWxj5NtPX4jRgxolT7qVQqmJiYYPv27QCAHj16YPjw4YJ17ty5A47jcObMGQCAm5sb5syZI1jn\nxIkT4Diu3N5fjuOwa9cuAEBeXh4iIiIEPbozZ85E165d+fVDQkIEvdRqdu/eDRMTE606DIY+YqK0\n48lgMKSnZA/d+fPnKScnh+rUqSMoz8vLo1u3br3wtlu3bs1/t7KyIktLS/Lw8ODL1HGF6enpvP7J\nkydLDR7hOI5u3bpVZo+XmsjISHrjjTeoqKiIbt68SePHj6fw8HDavHkzv46lpSUlJiYSEVFOTg4d\nPnyYhg4dSjY2NtSrVy+t2zYxMSEvLy9BWXp6Os2YMYOOHz9OaWlpVFRURLm5uXT37t1y6+X8+fMU\nHx9P8+fP58tUKhXl5eVRWloa1a1bt9Rvnjx5QmZmZqUGVHAcR/7+/oIyPz8/Phausu1Zln0vCyro\nmS0vBlUM3n33XRo6dCjl5uaSnZ0dLVy4kHr27EkqlYo2bNggGIA0YsQIGjRoEEVGRgp6IGvWrElF\nRUWUlZVF1tbWku4vg6ErMMePwTBAVCoV1a1bl2JiYkotq1mz5gtvr0aNGoLvHMcJytROgHowAQAK\nDg6myMjIUtuqaPCJg4MDNW7cmIiImjZtSllZWfTOO+9QREQENWrUiNdTr0NE1KpVKzp8+DB99dVX\n5Tp+ZmZmpRyW8PBw+vvvv2nJkiXUsGFDMjU1pe7du/OvFbUBgGbNmkVvvfVWqWW1a9cu8ze2traU\nn59PKpVK62jasqhse5Zl38vg4OBAsbGxgrJHjx5RUVEROTg48OtovmYmIkpLS+OXlbdJx3F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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prediction Model\n", "===\n", "\n", "$Y$=Runs, \n", "$X_1$=Singles,\n", "$X_2$=Doubles,\n", "$X_3$=Triples\n", "$X_4$=HR\n", "$X_5$=BB\n", "\n", "Linear regression model:\n", "\n", "$$\n", "E( Y | X_1, \\dots ,X_5) = \\beta_0 + \\beta_1 X_1 + \\beta_2 X_2 + \\beta_3 X_3 + \\beta_4 X_4 +\\beta_5 X_5\n", "$$\n", "\n", "Further assumption:\n", "\n", "$$\n", "Y | X_1, \\dots, X_5 = \\beta_0 + \\beta_1 X_1 + \\beta_2 X_2 + \\beta_3 X_3 + \\beta_4 X_4 +\\beta_5 X_5\n", "+\\varepsilon$$\n", "\n", "with $\\varepsilon \\sim \\mbox{IID}(0,\\sigma^2)$\n", "\n", "Fit the model with least squares\n", "====\n", "\n", "Pick the $\\beta$ that minimize\n", "\n", "$$\n", "\\sum_{i=1}^N \\{Y_i - (\\beta_0 + \\beta_1 X_{i,1} + \\beta_2 X_{i,2} + \\beta_3 X_{i,3})\\}^2\n", "$$\n", "\n", "We use a hat, $\\hat{\\beta}$ to distinguish the real $\\beta$ s from the estimated" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit before 2002, test after\n", "====\n", "\n", "First notice there is a trend in runs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dat = teams[(teams['G']==162) & (teams['yearID']>=1947)]\n", "plt.scatter(dat[\"yearID\"], dat[\"R\"]/162)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Runs per game\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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p8OIF94g8d06UqQDNTT74wJKYmWFYfPBB7gzReuO5V1AggUcQBEF4nMqV+ZUjqlblC5QR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DAw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\nW1rEKgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Fit before 2002, test on 2002\n", "====\n", "\n", "We fit the model to data from before 2002 and fitted to data from 2002. We obtain the following mean squared errors:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dat[\"AVG\"] = dat[\"H\"]/dat[\"AB\"] \n", "dat[\"1B\"] = dat[\"H\"]-dat[\"2B\"]-dat[\"3B\"]-dat[\"HR\"]\n", "dat[\"PA\"] = dat[\"BB\"] + dat[\"AB\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "#Fit before 2002\n", "dat1 = dat[(dat[\"yearID\"]>=1947) & (dat[\"yearID\"]<=2001)]\n", "#test on 2002\n", "dat2 = dat[dat[\"yearID\"]==2002]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "fit = []\n", "Y = dat1[\"R\"].values\n", "\n", "X = np.transpose(dat1[\"AVG\"].values)\n", "X = sm.add_constant(X)\n", "fit.append(sm.OLS(Y,X).fit())\n", "\n", "X = np.transpose(dat1[\"HR\"].values)\n", "X = sm.add_constant(X)\n", "fit.append(sm.OLS(Y,X).fit())\n", "\n", "X = np.transpose([dat1[\"1B\"].values,dat1[\"2B\"].values, \n", " dat1[\"3B\"].values, dat1[\"HR\"].values,\n", " dat1[\"BB\"].values])\n", "X = sm.add_constant(X)\n", "fit.append(sm.OLS(Y,X).fit())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "names = [\"Model based on \"+name for name in [\"AVG alone: \",\"HR alone: \",\"all five statistics: \"]]\n", "X = []\n", "X.append(np.transpose(dat2[\"AVG\"].values))\n", "X.append(np.transpose(dat2[\"HR\"].values))\n", "X.append(np.transpose([dat2[\"1B\"].values,dat2[\"2B\"].values, \n", " dat2[\"3B\"].values, dat2[\"HR\"].values,\n", " dat2[\"BB\"].values]))\n", "for i in range(3):\n", " X_new = sm.add_constant(X[i])\n", " print names[i]+str(np.mean(fit[i].predict(X_new)-dat2[\"R\"])**2)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Model based on AVG alone: 909.77129839\n", "Model based on HR alone: 38.2867101892\n", "Model based on all five statistics: 2.08324042148\n" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our fitted model is similar to OPS\n", "====\n", "\n", "$$\n", "\\mbox{predicted runs} = -457 + 0.53 \\mbox{S} + 0.79 \\mbox{D} + 1.16 \\mbox{T} + 1.4 \\mbox{HR} + 0.3764 \\mbox{BB}\n", "$$\n", "\n", "On-base plus sluggin (OPS) is a popular summary invented by Sabermetricians: (BB+H)/PA + (S + 2D + 3T + 4HR)/ AB" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dat1[\"OPS\"] = (dat1[\"BB\"]+dat1[\"H\"])/dat1[\"PA\"]+(dat1[\"1B\"]+\n", " 2*dat1[\"2B\"]+3*dat1[\"3B\"]+4*dat1[\"HR\"])/dat1[\"AB\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 123 }, { "cell_type": "code", "collapsed": false, "input": [ "fitted = fit[2].predict(sm.add_constant(np.transpose([dat1[\"1B\"].values,dat1[\"2B\"].values, \n", " dat1[\"3B\"].values, dat1[\"HR\"].values,\n", " dat1[\"BB\"].values])))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(dat1[\"OPS\"], fitted)\n", "plt.xlabel(\"OPS\")\n", "plt.ylabel(\"Our prediction\")\n", "plt.title(\"correlation=\"+str(round(np.corrcoef(dat1[\"OPS\"],fitted)[0][1],2)))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5l2srpTh37ly+0y5UqlRJWgqFEEIIUSrUqlWLv//+u1iv6RWJ4M0330zFihVZv369Y2JZ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9XK6dOn3WNOnTolVVVV0traKm/fvpXi4mJRqVRy69atGZ+fL022dkNDQ5KQkCBpaWnS2NgoDQ0N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\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stable metrics\n", "===\n", "For any player, there is variability in summaries across years." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pdat = players[(players[\"AB\"]>=502) & (players[\"yearID\"]>=1996)]\n", "#players with 10 or more seasons with 502 at bats since 1996\n", "grouped = pdat.groupby(\"playerID\", as_index=False)\n", "count = grouped[\"yearID\"].aggregate({\"N\":np.size})\n", "count = count[count[\"N\"]>=10][\"playerID\"].values\n", "pdat = pdat[pdat['playerID'].isin(count)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 140 }, { "cell_type": "code", "collapsed": false, "input": [ "pdat[\"AVG\"] = pdat[\"H\"]/pdat[\"AB\"]\n", "pdat[\"PA\"] = pdat[\"BB\"] + pdat[\"AB\"]\n", "pdat[\"1B\"] = pdat[\"H\"] - pdat[\"2B\"] - pdat[\"3B\"] - pdat[\"HR\"]\n", "pdat[\"OPS\"] = (pdat[\"BB\"]+pdat[\"H\"])/pdat[\"PA\"]+(pdat[\"1B\"]+2*pdat[\"2B\"]+3*pdat[\"3B\"]+4*pdat[\"HR\"])/pdat[\"AB\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 141 }, { "cell_type": "code", "collapsed": false, "input": [ "y = pdat[pdat[\"playerID\"]==\"jeterde01\"]\n", "plt.scatter(y[\"yearID\"], y[\"AVG\"]*1000, zorder = 1, s = 60)\n", "plt.plot(y[\"yearID\"], y[\"AVG\"]*1000, zorder = 0)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"AVG\")\n", "plt.title(\"Derek Jeter\")\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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dX8u5XfnI5PjnLXPhJZFhV2kBPjt/xFEhEkIIIU6NEj7Cuxst53YV7R2IFal3AwDeP3sA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\n334bCoUCs2bNQn19PVJSUrBx40bOaiIiIpeK6cJM3R90OQCAsRF94a/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"text": [ "" ] } ], "prompt_number": 142 }, { "cell_type": "markdown", "metadata": {}, "source": [ "OPS slightly more stable than AVG\n", "====\n", "Note OPS is slightly better at distinguishing players" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grouped = pdat.groupby(\"playerID\", as_index = False)\n", "avg = grouped[\"AVG\"].aggregate({\"mean_AVG\":np.mean})\n", "avg = avg.sort(\"mean_AVG\")\n", "idx = avg[\"playerID\"].values" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 144 }, { "cell_type": "code", "collapsed": false, "input": [ "boxes = []\n", "for playerID in idx:\n", " df = pdat[pdat[\"playerID\"]==playerID]\n", " boxes.append(df[\"AVG\"].values)\n", " \n", "plt.boxplot(boxes)\n", "plt.xticks(np.arange(1,23,1), idx, rotation=70)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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K0SVDVY4uGepynEFfYlFRkecGCIAtXtPMOhNk1+0VihyONUlkQEpKGVJSygAA+fnneWqS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\nqvwv4FsGIT548ABDhw7FgAEDWsw0ferUKaipqZFA1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"text": [ "" ] } ], "prompt_number": 152 }, { "cell_type": "code", "collapsed": false, "input": [ "grouped = pdat.groupby(\"playerID\", as_index = False)\n", "avg = grouped[\"OPS\"].aggregate({\"mean_OPS\":np.mean})\n", "avg = avg.sort(\"mean_OPS\")\n", "idx = avg[\"playerID\"].values" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 153 }, { "cell_type": "code", "collapsed": false, "input": [ "boxes = []\n", "for playerID in idx:\n", " df = pdat[pdat[\"playerID\"]==playerID]\n", " boxes.append(df[\"OPS\"].values)\n", " \n", "plt.boxplot(boxes)\n", "plt.xticks(np.arange(1,23,1), idx, rotation=70)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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piZo0aYJ6LAAAqJDoeSvReQctVVqTlZubSykpKZSSkkJWq5VOnz5NKSkpdObMGSIimjVr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\nmsTMXKYD44pdu3Zxu3bteOfOnbxmzRr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MoqOj6b777qO77rpL9bKzs7Pp7bffppdffpka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\nK34J4o3C10NbBNa3F4LiwxYWFjAzM4Ofn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