From ab539dd02b87a6223ebc15bc875b6f0ff265b723 Mon Sep 17 00:00:00 2001 From: kliegr Date: Mon, 7 Nov 2022 17:27:46 +0100 Subject: [PATCH] cleanup --- kddplot.ipynb | 1241 ------------------------------------------------- 1 file changed, 1241 deletions(-) delete mode 100644 kddplot.ipynb diff --git a/kddplot.ipynb b/kddplot.ipynb deleted file mode 100644 index cc350db..0000000 --- a/kddplot.ipynb +++ /dev/null @@ -1,1241 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "plt.style.use(\"ggplot\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "def datasetStats(datasets, path):\n", - " dsUniqueVals=[]\n", - " dsUniqueValsNum=[]\n", - " rows=[]\n", - " for dataset in datasets:\n", - "\n", - " df = pd.read_csv(path.format(dataset))\n", - " ds_numeric = df.select_dtypes(include='number')\n", - " dsUniqueVals.append(sum(df.nunique()))\n", - " dsUniqueValsNum.append(sum(ds_numeric.nunique()))\n", - " rows.append(len(df.index)) \n", - " return(pd.DataFrame({\"dataset\":datasets,\"rows\":rows,\"dsUniqueVals\":dsUniqueVals,\"dsUniqueValsNum\":dsUniqueValsNum}))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def make_patch_spines_invisible(ax):\n", - " ax.set_frame_on(True)\n", - " ax.patch.set_visible(False)\n", - " for sp in ax.spines.values():\n", - " sp.set_visible(False)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def generatePlot2(series,scale,datasets, savefigpath, XaxisDataSize=False,doNotPlotAccAndModelSize=False,\n", - " doNotPlotRows=False, hideLegend=False, hideUniq=False, \n", - " ylimacc = None, ylimtime = None,ylimvals =None, saveAsPNGtoEaseCropping=False, legendOffset=(-0.08, 1), legendNcol=6):\n", - " for serie in series:\n", - " serie[\"df\"] = pd.read_csv(serie[\"path\"])\n", - " serie[\"df\"]=serie[\"df\"][serie[\"df\"].dataset.isin(datasets)]\n", - " serie[\"df\"][\"modelsize\"]=serie[\"df\"].rules*serie[\"df\"].antlength\n", - " \n", - " _datasets = series[0][\"df\"].dataset\n", - " dsStats = stats[stats.dataset.isin(_datasets)]\n", - " dsStats=dsStats.sort_values(by=[\"dsUniqueValsNum\"])\n", - " \n", - " if XaxisDataSize:\n", - " for serie in series:\n", - " serie[\"df\"].dataset=serie[\"df\"].dataset.str.replace(\"kdd\",\"\").str.replace(\"_\",\"\")\n", - " dsStats.dataset=dsStats.dataset.str.replace(\"kdd\",\"\").str.replace(\"_\",\"\")\n", - " XaxisLabel=\"row count\"\n", - " else:\n", - " XaxisLabel=\"dataset\"\n", - " xAxOrd= dsStats.dataset\n", - " for serie in series:\n", - " serie[\"df\"].set_index(\"dataset\").loc[xAxOrd]\n", - " serie[\"df\"]=serie[\"df\"].set_index(\"dataset\").loc[xAxOrd]\n", - " #series[0][\"df\"]=series[0][\"df\"].set_index(\"dataset\").loc[xAxOrd]\n", - "\n", - " fig1 = plt.gcf()\n", - " fig, ax0 = plt.subplots()\n", - " fig.subplots_adjust(right=0.75)\n", - " fig.set_size_inches(8, 4)\n", - " plt.xlabel(XaxisLabel)\n", - " if not doNotPlotAccAndModelSize:\n", - " plt.ylabel(\"accuracy\")\n", - " plt.xticks(rotation=90)\n", - " ax1 = ax0.twinx()\n", - " ax0.set_yscale('log')\n", - " \n", - " ax2 = ax0.twinx()\n", - " ax3 = ax0.twinx()\n", - " #ax2.set_yscale('log')\n", - " ax2.spines['right'].set_position((\"axes\", 1.))\n", - " \n", - " ax1.spines[\"left\"].set_position((\"axes\", -0.2)) # red one\n", - " ax1.spines[\"left\"].set_visible(True)\n", - " ax1.yaxis.set_label_position('left')\n", - " ax1.yaxis.set_ticks_position('left')\n", - "\n", - " ax3.spines['right'].set_position((\"axes\", 1.2))\n", - " for serie in series:\n", - " if not doNotPlotAccAndModelSize:\n", - " ax1.scatter(serie[\"df\"].index, serie[\"df\"]['accuracy'],s=serie[\"df\"]['modelsize']*scale, marker=serie[\"marker\"], label=serie[\"label\"] + ' (acc)', alpha=0.5)\n", - " ax0.plot(serie[\"df\"].index, serie[\"df\"]['buildtime'], label=serie[\"label\"] + ' (s)', alpha=0.5,linestyle=serie[\"linestyle\"],marker=serie[\"markerline\"])\n", - " \n", - " rowcolor=\"green\"\n", - " uniqColor=\"violet\"\n", - " ax2.plot(dsStats['dataset'], dsStats[\"dsUniqueValsNum\"], alpha=0.5,linestyle=\"dashdot\", color=uniqColor, label='unique values')\n", - " if not doNotPlotRows:\n", - " ax3.plot(dsStats['dataset'], dsStats[\"rows\"], alpha=0.5,linestyle=\"dotted\", color=rowcolor, label='rows')\n", - " ax2.yaxis.label.set_color(uniqColor)\n", - " tkw = dict(size = 4, width = 1.5)\n", - " ax2.tick_params(axis='y', colors=uniqColor, **tkw)\n", - " ax3.yaxis.label.set_color(rowcolor)\n", - " ax3.tick_params(axis='y', colors=rowcolor, **tkw)\n", - " # bbox_to_anchor=(0.1, -0.2) below figure\n", - " \n", - " if not hideLegend:\n", - " legend=[]\n", - " plt.figlegend(loc='upper left',ncol=legendNcol, \n", - " bbox_to_anchor=legendOffset)\n", - " ax0.set_ylabel(\"learning time [s]\")\n", - " if not doNotPlotAccAndModelSize:\n", - " ax1.set_ylabel(\"accuracy\")\n", - " ax2.set_ylabel(\"unique numeric values in dataset\")\n", - " ax3.set_ylabel(\"rows in training dataset\")\n", - " if doNotPlotAccAndModelSize:\n", - " ax1.axes.get_yaxis().set_visible(False)\n", - " #ax0.axes.get_xaxis().set_visible(False)\n", - "\n", - " if hideUniq:\n", - " ax2.axes.get_xaxis().set_visible(False)\n", - " ax2.axes.get_yaxis().set_visible(False)\n", - " if doNotPlotRows:\n", - " ax3.axes.get_xaxis().set_visible(False)\n", - " ax3.axes.get_yaxis().set_visible(False)\n", - " if ylimacc != None:\n", - " ax1.set_ylim(ylimacc)\n", - " if ylimtime != None:\n", - " ax0.set_ylim(ylimtime) \n", - " if ylimvals != None:\n", - " ax2.set_ylim(ylimvals) \n", - " \n", - " if savefigpath != None: \n", - " plt.margins(0,0)\n", - " if saveAsPNGtoEaseCropping:\n", - " form=\"png\"\n", - " else:\n", - " form=\"pdf\"\n", - " plt.savefig(savefigpath, format=form,dpi=300,bbox_inches='tight',pad_inches = 0) \n", - " plt.show()\n", - " plt.draw()\n", - "\n", - "series=[\n", - " {\"path\":\"CBA_results/server/117-noExtend-D-mci=-1-cba.csv\",\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":\"CBA_results/server/120-noExtend-mci=-1-qcba.csv\",\"label\":\"refit\",\"marker\":\",\",\"linestyle\":\"--\",\"markerline\":\"^\"},\n", - " {\"path\":\"CBA_results/server/42-noExtend-T-A-mci=-1-qcba.csv\",\"label\":\"trimming\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\"<\"},\n", - " {\"path\":\"CBA_results/server/186-numericOnly-T-A-mci=0-qcba.csv\",\"label\":\"extension (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\">\"}, \n", - " {\"path\":\"CBA_results/server/186-numericOnly-T-A-mci=-1-qcba.csv\",\"label\":\"extension (minCI=-1)\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\"s\"},\n", - " {\"path\":\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=0-qcba.csv\",\"label\":\"postpruning (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\"p\"},\n", - " {\"path\":\"CBA_results/server/196-numericOnly-T-Pcba-A-transactionBased-mci=0-qcba.csv\",\"label\":\"transaction based (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\"D\"}, \n", - "]\n", - "savefigpath=\"CBA_results/server/KDDablation.pdf\"\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Compute dataset metadata" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetrowsdsUniqueValsdsUniqueValsNum
0iris150126123
1australian69011691169
2anneal898221178
3autos205986926
4breast-w6999189
5colic368397340
6credit-a69011711129
7credit-g100010771021
8diabetes76812561254
9glass214945939
10heart-statlog270386384
11ionosphere35181508148
12labor579875
13letter20000282256
14lymph1486315
15segment23101273712730
16sonar2081125811256
17vehicle84614341430
18vowel99081158087
19hepatitis155351323
20spambase46011509615096
21hypothyroid377211201070
22kdd1000_100020732035
23kdd10000_100001345213376
24kdd20000_200002465024563
25kdd30000_300003572135630
26kdd40000_400004645046357
27kdd50000_500005727157177
28kddfull494021513489513386
\n", - "
" - ], - "text/plain": [ - " dataset rows dsUniqueVals dsUniqueValsNum\n", - "0 iris 150 126 123\n", - "1 australian 690 1169 1169\n", - "2 anneal 898 221 178\n", - "3 autos 205 986 926\n", - "4 breast-w 699 91 89\n", - "5 colic 368 397 340\n", - "6 credit-a 690 1171 1129\n", - "7 credit-g 1000 1077 1021\n", - "8 diabetes 768 1256 1254\n", - "9 glass 214 945 939\n", - "10 heart-statlog 270 386 384\n", - "11 ionosphere 351 8150 8148\n", - "12 labor 57 98 75\n", - "13 letter 20000 282 256\n", - "14 lymph 148 63 15\n", - "15 segment 2310 12737 12730\n", - "16 sonar 208 11258 11256\n", - "17 vehicle 846 1434 1430\n", - "18 vowel 990 8115 8087\n", - "19 hepatitis 155 351 323\n", - "20 spambase 4601 15096 15096\n", - "21 hypothyroid 3772 1120 1070\n", - "22 kdd1000_ 1000 2073 2035\n", - "23 kdd10000_ 10000 13452 13376\n", - "24 kdd20000_ 20000 24650 24563\n", - "25 kdd30000_ 30000 35721 35630\n", - "26 kdd40000_ 40000 46450 46357\n", - "27 kdd50000_ 50000 57271 57177\n", - "28 kddfull 494021 513489 513386" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "path = \"data/datasets/{}.csv\"\n", - "pathDisc = \"data/folds_discr2/train/{}0.csv\"\n", - "datasets = [\"iris\",\"australian\",\"anneal\",\"autos\",\"breast-w\",\"colic\",\"credit-a\",\"credit-g\",\"diabetes\",\"glass\",\"heart-statlog\",\"ionosphere\",\"labor\",\"letter\",\"lymph\",\"segment\",\"sonar\",\"vehicle\",\"vowel\",\"hepatitis\",\"spambase\",\"hypothyroid\",\"kdd1000_\",\"kdd10000_\",\"kdd20000_\",\"kdd30000_\",\"kdd40000_\",\"kdd50000_\",\"kddfull\"] \n", - "stats=datasetStats(datasets,path)\n", - "stats" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Evaluation on all datasets except KDD" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "datasets = [\"iris\",\"australian\",\"anneal\",\"autos\",\"breast-w\",\"colic\",\"credit-a\",\"credit-g\",\"diabetes\",\"glass\",\"heart-statlog\",\"ionosphere\",\"labor\",\"letter\",\"lymph\",\"segment\",\"sonar\",\"vehicle\",\"vowel\",\"hepatitis\",\"spambase\",\"hypothyroid\"]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SBRL + QCBA 5" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"SBRL_results/SBRLQCBA-noPruning-Long.csv\"\n", - "pathBASE=\"SBRL_results/SBRL-Long.csv\"\n", - "savefigpath=\"SBRL_results/SBRLQCBA-noPruning-Long.pdf\"\n", - "scale=20\n", - "#generatePlot(pathQCBA,pathBASE,scale,datasets, savefigpath,\"SBRL\")\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"SBRL\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SBRL + QCBA 6" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"SBRL_results/SBRLQCBA-transactionBased-Long.csv\"\n", - "pathBASE=\"SBRL_results/SBRL-Long.csv\"\n", - "savefigpath=\"SBRL_results/SBRLQCBA-transactionBased-Long.pdf\"\n", - "scale=20 \n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"SBRL\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CBA + QCBA # 5" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"CBA_results/198-numericOnly-T-Pcba-A-mci=-1-qcba.csv\"\n", - "pathBASE=\"CBA_results/198-numericOnly-T-Pcba-A-mci=-1-cba.csv\"\n", - "savefigpath=\"CBA_results/CBA_QCBA_198-numericOnly-T-Pcba-A-mci=-1.pdf\"\n", - "scale=1\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CBA + QCBA # 6" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"CBA_results/196-numericOnly-T-Pcba-A-transactionBased-mci=-1-qcba.csv\"\n", - "pathBASE=\"CBA_results/196-numericOnly-T-Pcba-A-transactionBased-mci=-1-cba.csv\"\n", - "savefigpath=\"CBA_results/CBA_QCBA_196-numericOnly-T-Pcba-A-transactionBased-mci=-1.pdf\"\n", - "scale=1\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## IDS + QCBA #5" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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YaFnDw/Gb3/wmCxYsYMeOHYDmHcrJyelSUWRlxDgEiR8gAokyYlyH99kR17Xb7cblcmEymVizZk38/E6fPp2lS5fGg9gbpsSmT5/O888/D0AsFsPj8QDdc84byLIZUSVEVYkqtc+dTU/6HXg8HvLz81EUhVdeeSXuCZo9ezb//Oc/49dETU0NDoeDgoKCeNxTKBSKr9+3bx/Dhg3r4DPVPZhMJu677z4WLFjAjTfeSHFxcUrt77//fj799FPmzp3LypUr47+jlvb71FNP8Y9//INZs2Yxffr0uIF/KldccQWvvvoql19+eXzZD37wg7jx0NwMzNe//nU+/fRT5s+fz5dfftko3vGqq67i4osvZubMmdx22214vV527NgRj8l99NFH+Y//+I+UzsHpwMUXX8yIESOYPXs2ixYt4ic/+Qn5+fmAZrhFo1EGDhzImDFjqK2tZcoULbzkTDs3LZZvOnr0KGZz5xsHLdG/f39KSko4dOgQ559/PsXFxYRCIdLT01m8eHFcWuCJJ55gyZIlGAwGpJRcf/318YDnk/n+97/PlVdeycyZM1myZAlPPvkkRqORtLQ0nnjiCfr168emTZt47LHHzriMzeY8BlJK/vCHP/DKK68QjUYJh8OsWrUqPu3l8Xj46U9/yurVq7Hb7WRlZfHTn/6U8ePH06tXL4YPHx7fz4MPPsgFF1zAxIkTeemllxp5gB5++GFyc3O55557GvW/aNEifv/73zNw4EAee+wxXn311XiZjaeffpqsrCz+/e9/s27dOn7+85938llqTGzjZ6h7djSe2oyEUQaPbFfMWWde11VVVXz9618nGo0yatQovvjiC1566SX69u0bv+YVRWH06NH86U9/ory8nPvvv5+DBw+iKAq/+93vmDRpUred8wbcwSgbS72M7+CYs9Phd7B//35uvfVW7HY75513Hn/9618pKSkB4PHHH+f//u//MJlMzJs3jwcffJD9+/dz//33U1VVhclk4q9//Sv9+/fnz3/+MxaLJW7s65zgnHPO4f333280naxzZhMOh+nTp093DyMperxx1tFs3bqVp556iieffLLZbR588EHmz5/fKL36bMHr9bJ48WLGjx/Pgw8+2CV9vv3222zZsoUf/ehHzW6zePFiHnrooZTfltuLjMWI/vslqPdKAWC1Yrz0a4gOkq3oCJK5rlOlu855T6Cn/g5S5bLLLuPFF19sNfj9bEQ3zs4+TifjrPPnCnoYo0eP5vzzzycWizWbeTVs2LCz0jADSE9P59VXX+3SPi+++OL4FFsiwuEwCxcu7BYjQRgMGC+5HmInaZsZjD3KMIPkrutU6M5z3hPoib+DVKmsrOTOO+/UDbNmaBAQ1tHpiZx1njMdHR0dHR2ds4/TyXN2WlUI0NHR0dHR0dE502nRODOZTPHUXh0dHR0dHR2d05FIJNItmedtpcVpTSklFRUVuoGmo6Ojo6Ojc9piMpnIzc1NWeuxu2jRONPR0dHR0dHR0ela9JgzHR0dHR0dHZ0ehG6c6ejo6Ojo6Oj0IHTjTEdHR0dHR0enB6EbZzo6Ojo6Ojo6PQjdONPR0dHR0dHR6UHoxpmOjo6Ojo6OTg+iy4yzJ598km984xvcd999CddLKfnb3/7Gd7/7Xe6//37279/fVUPT0dHR0dHROQ05XHeY2S/MZvifhzPyyZE89tljAFQHqrng7xcw+E+DueDvF1ATOFG39terf03x48UMfWIo7+19L758Q+kGRj81muLHi7ln2T00KI2FoiGue/U6ih8vZspfp1BSW9Lpx9VlxtmsWbP48Y9/3Oz6jRs3cvz4cR5//HG+9a1v8de//rWrhqajo6Ojo6NzGmJUjPzhwj/w1Xe+4rPbP+PP6/7Mjood/GbNb5g7YC57vruHuQPm8ps1vwFgR8UOlmxfwva7tvPuje9y1zt3EVNjAHz77W/zzCXPsOe7e9hTvYd3974LwLMbnyXLmsXee/Zy79R7+eHyH3b6cXWZcTZixAjS09ObXb9+/XpmzJiBEIIhQ4bg8/moqalpdnsdHR0dHR2ds5vejt5M6D0BAIfFwfDc4Rx1H2XprqXcMvYWAG4Zewtv7HoDgKU7l3L9yOuxGC0MyBpAcXYxXxz9gmOeY7hDbqYVTUMIwc1jbuaNnfVtTtrX1SOu5sP9H9LZ+v3GTt17ClRXV+NyueKfc3JyqK6uJisrqxtHpaOjo6Ojo9MdzHp+VqPPKxevbHH7ktoSNh7byJTCKZR5y+jt6A1oBly5rxyAo56jTC2cGm9T6CjkqOcoJoOJQmfhieVObTnAUfdRijKKAM1Tl2HNoCpQhct+wmbpaHpMQkAiK7S5GljLly/ngQce4IEHHujsYeno6Ojo6Oh0A60ZYyfjDXtZ9H+LeHTBozgtzma3S2hrIFq0QSSJ23QmPcZzlpOTQ2VlZfxzVVVVs16zefPmMW/evK4a2mlPaWlpu9q7XK5G301XtT1d+w5EA5R6SxndbzT+On+X9t0R7c/Wvtvb/mztu73tz9a+AQoKCtrc9mwhGQMtEouw6P8WcePoG7lq+FUA5Kfnc8xzjN6O3hzzHCMvLQ/QPGKH6w7H2x7xHKHAUUChs5Aj7iMnlruPUJBe0KhNobOQqBqlLlhHti27A4+yKT3GczZx4kRWrVqFlJLdu3djt9v1KU2d0xKrwcrq0tVsPL6xu4eio6Ojc0YjpeT2N29nuGs4/zHtP+LLLxtyGS9sfgGAFza/wOVDL9eWD72MJduXEIqGOFBzgD1Ve5jcZzK9Hb1xWBx8duQzpJS8uOVFLh92eZN9vbrjVeYMmNPszF5H0WWes0cffZQdO3bg8Xi48847ufbaa4lGowBceOGFjB8/ni+//JJ77rkHs9nMXXfd1VVD09HpUGpDtUgpybBkdPdQdHR0dM5o1h5ey9+3/J3ReaMZ9/Q4AH4191c8cP4DXPvqtTy78Vn6ZvTllWteAWBk3kiuHXEtI54cgVEx8ueL/oxBMQDw1MVPsfiNxQSiARYWL2Rh8UIAbp9wOze9fhPFjxeTbctmydVLOv24usw4+/73v9/ieiEE3/jGN7pmMGcB69evZ8OGDdxxxx3dPZSzji2VW3CH3YzKG9WuKQ8dHR0dnZY5v+/5yJ8mzpz88OYPEy5/cMaDPDjjwSbLJxZMZNtd25ostxqtceOuq+gxMWc6HcvEiROZOHFidw/jrGRs7lgGOAd09zB0dHR0dE5TekzMmY7OmUKmJZOdNTt5ccuL3T0UHR0dHZ3TEN040+mRxFTJ5mM+SmsD3T2UlDniOYIiFPpl9Ovuoejo6OjonIbo05o6PY5wTOX1HdUEoipf1R6nyC45r1/zujU9jQ8OfYDL5mJmv5l6zNlphFp+nFDZYaTJisjO7e7h6OjonMXoxplOjyP0+Rq8h2NYhcRgMlEZ9qPaxqLk9eruoSXFJQMuQRG6U/p0Qi07inzmv/H36o002+DS63UDTad5JCjHFKSjc0v49FRqf19L5g8ymy7/Qy2Z9zVdrpM6+hNEp0eh1lSiHNkPQkEiCCMwKMCGNSnVMvOGonx+sIZITO28wTZDrj2X4/7j/O6T3+GL+Lq8f502cPgAqDGE1Y6MxaCyvLtHpNOT8YNSpiC9Z6dxJtWmxy1jkgRC+jptRPec6fQYpJSwbjVWi4mr5XE+iWbRxxRhuFKF9IVg71eIwSOS2tfSnTWYLBZ2iRgXDe06MeOIGuFA3QFMiomx+WN1D9rpgtmK12DFWFmGyM4DV153j0inJ5MG0ZFRRLaAqu4eTNfhed4DAoiC5wVPo3WqW8VYqJsUHYX+5DhDWb9+PX/5y1+6exgpIUsPIWurEULgUGLMN1cy2erHIECYLbB9I1JNzhNmMQgiMbCYOlfF+VQ8YQ//3v9vImqE+YPmYzPaurR/nbbhwcA/By5gQ9EkhD6lqdMS0fr/zc3Xfz5TMY83Yx5nBgXM48yN/tkvspN2TVp3D/GMQTdzz1BOS52zzGwwJL4kpVQR6RkIJbn3iStG5BA02ElT21bbsq04zU5uHn4z6eZ0QPMGnm038NMN9dA+rNvWM9pnpjjkRT3cCyXLpX9vOk1RwbDTgHRK1L5dHzLR3VjGWgAw9jFicBm6eTRnNrrnTKfHoKQ5EP0HIyORpisjEZg8Pel9GRVB/5y0Ln/AGhUjufZcomqU36z9Ddurtndp/zqpIYN+5Lo1GMuPMK1mJxm1x2Hbl8h9O7t7aDo9EFEtEGGBdJ7dwVVKjkLoyxCev3tw/8UNQORghPD2cDeP7MxBN850ehRi7CSEsbH3TEYjiKKBKM7M7hlUClQHq9lZvROjYuSc3ueQbc3u7iHptID8YjUIAdEIpKWfMOa3fYmMJnhJ0Dl7UUE5riDtEplxdhtnwZVBQptCWMZbUOs0D6LiVAh+EuzmkZ056MaZTo9CGE0weSbk94H8PhgK+iIKByImTOvuoSXF/rr9vH3gbQSCCwZeQEF6QXcPSacZ1MoyZNlRUFWQEtIc2opwCBmLIjev694B6vQoGrxmam9VC4o/iwltCZF+fTrmUeb4uVAyFdTas2+qt7PQY850ehxK70LoXQiAzeXCdxoJuY52jWaAcwAWgwUpJTE1hkHRYzN6JMdLQSgQDmmfrXYwmrTPRiNU6XIaOvWc7DU7y6c0AVBBmE+xUMOAuVtGc0aie850dDoQi8FCji0HIQTPbHyGtw+83d1D0mkGMXwMwmw9YZyZLQhL/edwCM45r3sHqNNj0L1mjTEVmwi8H0BGNUNVSklgZQDzYN066yh040znjEM9tA911Xv4P1iK+vG7qHXVXdb3/rr97KvdB8A5vc5hSNaQLutbJzWEwQDjJoPPC4oRDAbNWAsGoVchSo4up6GD7jVLgP1CO6pHpfZ3tciQpPa3tah1Kra5unRQR6FPa+qcUchIBDZ+BkKghgNInw/x2cfIC6/okszN9WXrUaXKoMxBTCyYqNfW7OGIogFImxXUmPbZbAapIsZO7uaR6fQUGrxmsaJYt3jNfG/6iOyJINIEGXdmNFoX/DRIYHmAjPsyUOyaryWwJkB4UxgE2BfYMQ0yARA9FsW31AdRzfNlm29DCIGMSnxLfcSOxRA2QdqiNAyZLYdiCIsg/bp0VJ+KWqeiOBWUdN3X05HoxpnOGYXc/AUyFtUSC9BEIqWnFg7tQ/Qr7vT+Lx14KbH6B72UklAshMVg6fR+ddqGEAJROADh6oWYMI20cIDQu68jEsm56JydSJDO7vOamceasUyyaIbVSah1KpH9EZSME0ZRrCJGZHsE551OVI+K9x9enHc5EYrA/46ftEvSMPQx4H3JS3RfFFOxidCmEMIqyLg7g/C2MIEPA6QvSm9xTKpPRZgESpqCsAnCW8KaMO1os64P2EHopu4ZyulYIaBDKDsaN8ziGE1waF+XdG8z2uICtMsPLOfpLU93Sb86bUNGIxAMQLoTAMVZ75nwurtxVDo9CZkriQ3qHq8ZgKmfCWFr2rn/fX+TacTwrjCmkSaEUWDIMqBkKcRKY6geFRmSGAuNCCGwjLEQ3qVpkkV2ReLisqYRJqIHoq3WMfYu8RKr0l5CAx8FCH4aJPRZiMAHgY44ZB10z9kZy2lZIaAjGD0R+flKLbC7gWgExp/b6V1LKfmy/Ev6pPehV1ovBmcPJhaI6VUCejLe+vqA6ZqMhrCng2IAn26cnfWoINxC0zTrxJ+v58UTNSodNzuSahPeFUZxKhh7naIJ6ZEY+pyYklScCqpbBUX7uwHhFEiPZoCpHjW+TigCYRXIgETYmz9otVrF0EvrJ7w1jPNWJ5jB/bQb+4X2pI6ho7ht6W28tfst8tLy2HbXNgCue/U6dlXuAqA2WEumNZNNd26ipLaE4X8eztCcoQBMLZzK05doL9AbSjeweOliApEAFw2+iMcWPIYQglA0xM1v3MyG0g3k2HN4+eqX6Z/Zv9OPSzfOzgJcLle72huNxjbvoz1t29Te5YLiIRCNIhSFdDUGVhvYW3bTd0Tf4ViYL3Z+wRznHEa5RtHL2KvNP+IuP29na98ZTrjq6+DIAIMBo9FI3qKvg6Kc0D3rrL47sH139t3e9j2171h5jNjxGMZcY6Opw47qu63IiCS4JojjxiSvz9YMy7bM1gogBrGqGMIiUDIUpJTIcNdP/S4et5i7J9/Nza/fHF/28tUvx/++7737yLCeiNUblDWITXduarKfb7/9bZ655BmmFk7lon9exLt732Xh4IU8u/FZsqxZ7L1nL0u2LeGHy3/YaP+dhW6cnQW0Nyjd5XK1eR/tadvW9jIUBK+b7KwsqmtqIDMH4U9duTrVvqWU3Dr4VoQQVFZWkp2TzdGyo5gUE0YltZ9ad5y3s7FvuWsrctc2xEXXIOoftOVrVoC7DmXuJZ3ad0e2786+29u+x/YtQPQWmsHRzCbtHXtBQUHS3rIG1GoVtVbF/Yzm3VXdKu7/58Z5uxPhEJqnrGFbt4riUFAcSqPl0i0RDs1qa/CuKU4FqUpkUCacRj0ZU7EJ32s+1ICKeaQmn6FWaH11NTP6zaCktiThOikl/7fj/1hx84oW93HMcwx3yM20Ik3s/OYxN/PGzjdYOHghS3ct5ZGZjwBw9Yirufudu7tkNkSPOdPpscjqCsI7NiGrK1JqJyxWRE4ehrzeiJw8TTKhCxBCYDVa4wkAJbUlPLn5SY75jnVJ/zptwOsBu71RyTCR7gS/F1mf2KFzFiIBQadPabYFQ76BzPsyybgng4x7MlCcCs5vOlHSFcxDzES2R5BRSawmpk0/FhhQHArCLIge0eLJQltCmIdoRpVpiInQZk3rL7IjgrG/sVXDw36JHdNgE5ZxFqznayEkql/FNqPjpTRmPT8r/i9VVh9aTX5aPoNzBseXHag9wPi/jGfm8zNZfXA1AEc9Ryl0Fsa3KXQWctRzVFvnPkpRRhGg1U7OsGZQFahqxxElh+45Ows4Lac1Y1GQ2tRkLkBmJhhSu1y7erqkyl/FrupdjMkbQ7o5nbRYGleOupKBOQMbudU7o++ObH9W9X3eLK22Zv0UptFoJHfKdBg9HpwZWvxZZ/Xdge31ac2O7VsEBdIkoZWvvyumNb3/8hI9GEX6JbWP1mKbacMyPnEGuCHPgGmECffTbk1KY6EdoWiGlv0iO74366U0BpkwFmv3U8t4C743fNQ9UadJaVyV1uqYhFFgmdB4DKb+pma27j5e2voSXxv1tfjn3um9OfT9Q+TYc9hQuoErXr6C7XdtT5gA0WCgygTzvqILLHbdODsLOB2nNdXPViLf+xeWfoMIqRLl/AsQQ0Z2Sd9tbb+zeidvH3ibHJlDji0Hl8vFQMtAIt4Ild7UxtFjp3rOoL6llMhlryKKBiBGT4y3ryjZj1zzPmLyDESvwlb20ra+O7q9Pq3ZcX2LCoHhsIFYcaxV+YyOmNZsjfSrWo6Xzbin8YufbboN2/SmHixjgbGJThpohlb61anH5IZ3hYke0ozGk+2XtCtaN+5SYeXilW1qF1Wj/Gvnv9jwrQ3xZRajBYtRMyrPKTiHQVmD2F21m0JnIUfcR+LbHXEfiddFLnQWcrjuMIXOQqJqlLpgHdm27LYfUJLo05o6PQ4ZCiKPHQahEKs4rk1LuvK6e1itMjRrKHePu5ssaxagPfx9ER+BqJ5e3iMJBbRM3noZjTiO+s+6nMbZhwqG4wZkukQ69GoAzRH4OID/HT9ICO8II+yCyP4Iwtpz5oCX71/OMNewRtOVFb6KuA7l/pr97Knew8CsgfR29MZhcfDZkc+QUvLilhe5fNjlAFw25DJe2PwCAK/ueJU5A+Z0Sfa97jnT6VFIKZGbPkeYzMjz5mKsOEZs3uWI7J5fSkcI0URw9pmtz3BO/jnM6DMj6f3I6grC5UeQRstpcdynLQ0yGqdkZQqTGWmxnlivc9YgqgREQO2n19BsifDmMI4bHRjyDIQ3hbFfaMc80kxwdeqJV+3la699jZUlK6n0V1L4x0J+Nutn3D7hdpZsW9JoShNg1cFV/GTlTzAqRgzCwNMXPx33gj118VMsfmMxgWiAhcULWVi8EIDbJ9zOTa/fRPHjxWTbslly9ZIuOS7dONPpWRzapwnJjpyAsNowyBjCdHoU091bu5e6UB3n5J8DaMbaBX0vIMeWk/Q+ZHUF6ivP4VNVpD0NLr1eN9A6C19jjbNGpDuRXrf+fD6b0L1mSaMGVQx59QF5BpAxibGPkcihrq+s8dKilxIuf/6K55ssWzRiEYtGLEq4/cSCiXGdtJOxGq28cs0r7RpjW9CnNXV6DNLrRm77Ely9YOBQcGrTg9TVdO/AkmRv7V42VmxstGyUaxS903onv5PKcqipQoaDWp3QyvIOHqVOHI9bC/i3NY2REWkOfVrzLENU1nvNeutes9YwZBmIlWvTg4Y8A6ENIUJbQihW3aToKHTPmU6PQKox5JefgmJAjJ+q1cRMS9cyNN2nh3G2oP8Comq00TJ/xE9YDZNpyUxqHzIjCyIh1GgErPbTItbudEX6PJDuSBw/ku6EcAgZDiHMem3UMx4VDGX1XrN03WvWGrZZNtSAigEDtjk2fK/7kGGJfWHXVgc4k9GNM52ewe7tUFuFmHg+wqb9wIWioGRmI+tqT5sX2VPFZj849AG1oVpuGXFLUu1FLIocMhKTGkMdPEqf0uxMvB5wZiZel35SUoD+HZzxxL1m/XWvWTKYBp+QzTD2MZJxd2pSQTqto/sgdbodWV2B3L0dUTQQUdC30TpDZg64a1otxNsT+PTYp+yt3dto2YS8CUzvMz35nZSXIpxZmAYNg2i09e112oRUY+D3IhLFm8GJODQ9KeCsQPEqeqxZCtT+vjbx8j8kXq6TOrrn7DTjiy++4Msvv8TtdjN//nzGjh3b3UNqFzIS0aYz7XYYdU6T9UpWNkTCEPC1qT5mV7KlYgtDsoZQnFkcX1bkKEq6vZQSWXYMkdsLQ04u7NyKVFWEor9DdTg+H0i1+fqZ9nStvqYed3ZWEBsQA70gRNJItakRK2ON9c502odunPUAnnzySb788ksyMjL4wx/+EF++adMmnnvuOVRVZe7cuVxxxRVMnjyZyZMn4/V6+fvf/37aG2ds3wB+H+K8uQhTU4VpJbNe7K+utscbZ3eMuaOJhy8YDVIXriPXlosiWjGy6mo07a28ApSsLM0o9dadSIzQ6Th89UbXqRpn9QhFQdrT9YzNMxwZkxABTOhPwyTwPO/Rpn2j4HmhsVdZdasYC/WTCPDK9le4ZuQ1TZa/uuNVrh5xdVL70F/JewCzZs3ixz/+caNlqqry7LPP8uMf/5j/+Z//Ye3atRw5ckLB+F//+hfz58/v6qF2KPLYYeSh/YjBIxA5iQPflYxsQIC7tkvH1lZODS7fXbOb//3qf/FFfK03Lq+vwZnXG0NuvvZ3VfuqO+g0g7cFGY0G0p0n5DZ0zkjU4yrG7UYIdfdITg/M482Yx5lBAfM4c6N/9ovspF3TsdUBTlduf/P2hMu/9e9vJb0P3cztAYwYMYLy8saSCXv37qVXr17k52sP6XPPPZd169bRp08f/vGPfzBu3DgGDhzYHcPtEGTQj9z8BWRmw9BRzW4nTCZIcyDdNV3qwUhVCNYddrPu+DrG5o7FZTtRa6+vsy+XD7q8iThtwj7LSyEzG2G1aVIOVhtUV8CAwa221UkRnwfMlhYzMUW6E1leqk8tn8Eo2QpqLxX0hNyksIzVTpSxjxGDK/m6s2cL+2v2A6BKlQM1BxrV5dxfsx+r0Zr0vnTjrIdSXV1NTs4J8dKcnBz27NnDsmXL2Lp1K36/n+PHj3PhhRc2abt8+XKWL18OwG9+85seV/hcSknw4/XELBbs8y5BaS5jrr69s7AvanUF9hTH0NZxxyrLqPvn0/ikxJzXi/Trbsfgym+xTcgT4tDBQ0xKn4QryxXvv7hPMcUUt9gWQIZC+EJ+zCPGYXa5tOPuN4hYVTlpbTiGM60QdUe3D6BCrz7YTtn25PaRwiJCpSXYbVYUR+Lpz7b03Rnt9cLnqbeXUmIymcge1fY6iV1R+LwnYnAZUL0q0dL62ponYRl39lq6xY8XazJQUjLo8UGN1vVK78Ujsx5Jel9dapwliqE6Gb/fz+OPP05VVRWxWIxLL72U2bNnd+UQewyJshOFEFx00UVcdNFFLbadN28e8+bNi3/uaYXP5YHdyP27EaMnEQxHoYV9u1wuPMKArCjDd6w0pWoBbS66vmsHsroKU0YmQY+H8O6dCFp+S7Rg4dbBt0LsxPl2uVwcLz9ORaACp9lJmql5l788ehDV68VvNCOOH8flcuFWjMiKMvyHDiLsqU0XnEmFqDujvXr8GCK/N75Ttj25vYyqSL+fwMEDiF59OqzvzmivFz5Prb2oFiiVCpmTMqmqq+rSvk8mmcLnPZHwzjC+N3wYsg3EKmIYcrX/jUXGs9o4U3+qAjDz+Zl8vPjjdu2ry4yzhhiqhx56iJycHH70ox8xceJECgtPFCV99913KSws5IEHHsDtdvO9732P6dOnYzSefQ6+nJwcqqpO3DSqqqrIyjr9A8Olpw65fSPkFUD/1j1KAGTUH7e7FpqJTetQrJrOmupxg9HcLiHYQDTAP3f+kwv6XsCY3DHNb1hWCrXVyI+WIRWBx2ZH1lZDZRnUVEKKxplO88hIREu8SGvFG9awXo87O7Pwg+GQAWmXtPLOpdMMgZUB0i5LwzzCTO3va3F+y0loU4hYhZ7yCsQNs8N1hznqOcrUwqkp76PLAilOjqEyGo3xGKqTEUIQDAa1aa9gkPT0dJSzNNZj0KBBHDt2jPLycqLRKJ988gkTJ05Muv369ev5y1/+0okjTB2pxpAbPgGjETFuSmJl9kRkZGr/d1EZJwEwdCTmoSNh6OikYs721u5l+aHlqFJttNxutHP5oMsZkDGg2bZSStTjh8HnRVitCLMFxWLRAtIDAdTdTeu96bSDeKZmC8kAgLBYwGzR5TTOJKJg2G8AgyafIRQ9F7ctqHUq5hGNZzHMY82Et4S7aUQ9i8N1hznvb+cx7M/DmPeiNov16o5X+cab30h6H11m+SSKoaqurm60zYIFCzh69Ch33HEH9913H7feeutZYZw9+uijPPTQQ5SWlnLnnXeyYsUKDAYDt912G7/85S+59957mTZtGkVFyWtmTZw4kTvuuKMTR90Gdm4Fdw1i7BSE1ZZ8O4sNLNauK+NUU4lwZmOZNhsR8CFDrady1QRr2Fe7D3FK2oJBMVCcWYzD3IIhUFcNJXshrbF3TAihGRBbv9REU3U6Bm/LMhqNSHMgdePszEAFwwEDIiKIDoxq8hk6bUJJU1C92ouokqEQPRJFrVZ1nbN6vvXWt7h48MV4fuTBZNAutAsGXsAH+z9Ieh9CdpH0+qeffsrmzZu58847AVi1ahV79+7ltttui2/z2WefsXPnTm655RbKysr4r//6L37/+99jtzeu13VqwLtOy4TD7XubMRqNRNuoVh9vG41qD0WLJWGh6Vbb+zygSkgiMLtJ21Tx1IGiYEx3EK2p1qYU21BfsaH/Y95jKEIhPy1xUkGs4jj+1/6OyMiKl45RFAVVVSEaRfp9mCedj2X8lJT7bgvtaXta9B0MaP8ymwaCN2kf8EEk0nyZp1T77qT23dl3e9t3Vd/R/VHUUhXDEAOGPEOX9t0cZnPyMbQ9ieDaIEq2gnm4mdDmEP63/SDAOtWKbXYKL95nKDm/y6HiBxUoQiH7t9lU/1BzRGX+JpPaB2qT2keXBXMlE0P10UcfccUVVyCEoFevXuTl5VFaWkpxcePYpFMD3nWasn79ejZs2MAdd9zR7QkBFcdKkSuXgaIgZi5A+AIp9y13bETu34W46BqEklygSFvGLSNh5LLXEENH4zp3JhXvvQk2G8q5c1Paz8n9/3PHP8m0ZHL5oMsTbhf7+H0oPdRI1sFut+P3+5E+L5TswV88EkMKx3K6BWh3Zd9yw1pkTRXKvMtabS/37kDu2IRYeHWryShn+nnrrPZd0beoEhgOGlDzVFRFhcqu67slkkkI8L3pI7IngkgTZNyp1bD0L/cT2R1BGARKloL9MjuKVZtlCqwJEN4UBgH2BXZMgzTPTfRYFN9SH0TBVGzCNt+mZRZGJb6lPmLHYgibIG1RGobMlu+x1vNOSEJYxlow9TchwxJDrh7EB5Cfls/e6r0MyRkSX7ajYgd9M/q20KoxXTZnmEwMlcvlYuvWrQDU1tZSWlpKXl4XBICfgfSoac2t6yEYQIyfhjC2cS7BmQWq2vnxPzVVgISsHIQQiD59obIcGWzZoFx9dDXry9YnXHdB3ws4v+D8hOtkKIRw18GwcchwgulTsxXs6Sin6Rt2T0R63K3Gm8VpSArQa2yevvjqEwAcErWP2vr2PQzzWDPpNzSujmIaYMJ5pxPnHU6UbIXgmiAAsYoYke0RnHc6Sb8hHf8yf7zUkv8dP2mXpOH8jpNYdYzoPs3jF9oUQlgFGXdnYJ1iJfBh8i/PDSgZim6YncT9597PJf+8hOc2PkdUjfLS1pe47tXr+OF5P0x6H13mOTs5hkpVVWbPnk1RURHvv/8+ABdeeCGLFi3iySef5L777gPgxhtvxOlMfhpLp2chqysIbPkCdc92lHFTEdnt0ANqyNisq+3cckY1VYCArPr4yD79YPc2OHYYBgxptllVoAq7yZ5wXUF6C2/HFaWARJxzLnz2ETIaaZwoIWMwfAyyukIvI9QBSCnB50Ekm4HbEJfmdZ+4JnR6DMmIRSuVCtIktfqZp+GPyNTPRKy2ccxpgzcMwFhoJPJVBIDwrjCmkSaEUWDIMqBkKcRKYygZCjIk4+WVLGMs2rbFJiK7IthmalORphEm/O/6kVI2Sdiqfaw2qfFmfi+zjUd65nDb+NvItmXzzIZnKMoo4oXNL/Bfs/+LK4ZdkfQ+ulSjYsKECUyYMKHRspNFVLOzs3nooYe6ckg6nYSsrkB9/X/xlx8FxYCce1n77otpDlAMWsZmUfOZj+1FrTiuxbft2UGo/AjS7UGmOeDoQUQLxtkVxVc0u646WE1dqC5xxmbZMbBYEdku5MTzEZs/ByEQ9nSQIAYMRqAgD+1DqrGkp3R1miEYgFi0dRmNBtLSQOgF0HsKUkrtO/S6kccOIVe8gz8zCykUuPT6hAaa2lfV6mf2UEUmz4snvLKOm5P06J5EeFMY0wjNWJMeiaHPiXuE4lRQ3Soo2t8NCKdAejSPmupR4+uEIhBWgQxIhL3xHTvtihOxwrHSGKHNIayTrSgZCmqdSmhdCPMY3cPfwBXDrkjJGDuVLksI0OlaTo4565aEgFAQaqoQitBunM5MLeOyPX173YBIekqqTeOuLAMpwWRCEQqqGgNF0bKQnJna3ymO/cMDH/L50c/50Xk/aiof4q7RtNRO0TFrNPZIGHxeLRnCkNwT5nQI0O6WvqMRbYoy3QEJptgTtvfUgcEA9vQm26fUdyv06PPWie0TtpUS1JgWyhCLaX/HVO3/hkdWLArhEMJkRiK038dJ95jYkRhKroKwNP9a2N3nzWw2J2WcxWpjeJd44zFnDQRWB4gdi5F2TRpCCPzL/Bj6GLCM0eJXff/2YSo2oWQoBFYEcHxd23/kUITQJyHSr0+n7qk6HDc64gZa3RN1OG5zoNibv9fVPV2H4wZHI4NPdat4/ulpMsbO5ralt/HW7rfIS8tj212a7NAjKx/h/335/8i1a8b6r+b+iosGa+Ltv179a57d+CwGxcDjCx5nfrFWo3pD6QYWL11MIBLgosEX8diCxxBCEIqGuPmNm9lQuoEcew4vX/0y/TP7tziml7a+xLhe4xieO5zdVbv55r+/iUEYePLiJxnmGpbUcfXQdwmd9jJx4sR4TF93JASo+3ch//cpTDm5RNOdiGbealPpW276HHnsCGLBVUlppKU67ljpYXjxT1DQD5GZ1Tgo32hCGT8VUTy8SbtQLMSyA8sYlzeO/s7+Tfrvb+5PflE+lZWVjcYtqyuRa95HnHMeok+/5o876Ee+/wZi5ATEoOR+2D09QLu7+pYH9iC3rkPMuzxh1YVE7dXPPwa/D2V2y5U5zuTz1lnt1fJjOCpK8YTCCIMB6fVoOnSNYjyF9vKS7kCkOzWvZ7oDGQ4j//UChroaYnm9Ua5efOIeEwLjTiNqjYrau/k4s+4+bwUFBW3ylgGENoeI7InguMkRv68Ih9A8ZfWobhXFoaA4lEbLpVsiHFqbBu+a4lSQqkQGJcLW8v1VeiTCfMo2ZuLeuK5k8bjF3D35bm5+/eZGy++dei/3n3t/o2U7KnawZPsStt+1nVJPKfP+Po/dd+/GoBj49tvf5plLnmFq4VQu+udFvLv3XRYOXsizG58ly5rF3nv2smTbEn64/Ie8fPXLLY7poY8e4pPbPgHgvvfvY1LBJNLN6dz19l2suGVFUselG2c6HY6UEo4ehNHnkDZlOm5rWpsMsyZkZMGhfdqN25Y4vqtdfPKh5hmznZIKbrNDxTFk6cGExlkkFqEuXEc4lthDmWHJIMOS4G2yvBQQkNurxWEJqx1pT0dWVyIGtbipTmv43Jr3MYXrR6Q7kRXH9QLoHYysrkD+71P4/F6kqiJHTUDk9kLk9Y4bYKRp/4Sh6XS+ANRrv4F51TsEXL0a32MsEB0ehTN0li2yN0LwkyCOmx0I0wkjyTzEjO91H9apVlSPilqtYigwaNOVZkH0SBRDHwOhLSGskzQvo2mIidDmkBa7tiOCsb+x1Zdf0xAT3pe9WKdb44ZfcG0Q05CuF4+b0W8GJbUlSW27dOdSrh95PRajhQFZAyjOLuaLo1/QP7M/7pCbaUXTALh5zM28sfMNFg5eyNJdS3lk5iMAXD3iau5+5+6EMXknU+GrID89n2A0yJpDa3j1mlcxGUy4fpd83LVunOl0PMePQE0lyoRpWMZMRLTTcxenIRGgrqZzjDN3rRbXZj5l+lUI7SFRW430eRBpjd90083p3DLilmZ364/4OeI9QpGjCJvxhOEny0sh29VIQqM5RHauZiC0clPQaRnp9WgP+1TOYbpTm04L+CGt5alNnRSoLIeAD0N+ATEhUEadgxgyMqVdKPm9sZ4/j+C6tUhPHcKSgagTSJeEM6TEo/dfXqIHtQLjtY/WYptpI7g2iIxJvP/wAmDoYyDt4jQMeQZMI0y4n3ZrDseF9ngVBPtFdnxv1ktpDDJhLK5PDhhvwfeGj7on6jQpjata16G0X2wn8HEA/zt+LWbNoWAabsI2o+M1zmY9Pyv+98rFK5Nu98QXT/Di5heZWDCRP1z4B7JsWU1KKRU6CjnqOYrJYKLQeaKUZKFTWw5w1H2UogxNAN6oGMmwZlAVqMJlb97Qyk3LZW/1XraWbWVSwSQsRgv+iB+ZgkqvbpydoZwcc+ZytSNLEi2uIqV9WEzQfyA4MlJv21LfOTmQn695tiyt3wRS7vuO/4BQKC44qygK6aqqxbikO7S4ryT7Prn/ktoSPtz7ITe6bqQoq77Kg1RhzkXN7q/J2GddCH5f0nFv7TnvHfqd9bS+Z17QYvxYwvaZmTBocLNxakn33Qo9+rx1RvuMaTBgIMJoQiqKJgqcZExlo77z8zH3HQgmM0JJhyyQVplUZmZ3n7dkSL+q6bVqGd+85WmbbsM2PcE9pcCYMB5MGAXpV6f20iGMAvtcO6Qu/9glfHvit3l4xsMIIXh4xcPc9/59/O3yv5EoxF4gEi+vf4FLZFCdWgnmVB6e8TDnPHMOBmGIT4F+uP9DxuaPTfoYdOPsDKW7Ys7iMT2TZyB6FXZ4TIf64b/BmYUyKbFuWJvHHY0g33kVGfCBxYJQDNjtdnweDyK3N8r581DXfADRCMqsxrFHB+oOsLFiI/P7zSfNdOKts6F/c8zMon6LsIatJ+LIDu1HbvoMMWMBIoFSfRMxVHctcuU7iHFTEX0Hduixd2Tbnty3jMWQb/8fYshIxLDERegTtZehIPK9f7Ua83emnrfOai+PlKCu/YCMc6bhyc5HyLZNGbtcLiq+/AJlVwhD0VRiQw3IzOQ8FN193pIRoT3bScVb1kB++olqLN8855tc8s9LAM0jdrjucHzdEc8RChwFFDoLOeI+cmK5+0hcAqmhTaGzkKgapS5YR7at6T37ZBaPW8y1I68FiEssTSmcwpKrlyR9DHoAhU6HISMR5O6tkJMP+X06pxNnVufU2KytBiRMmYXIKwBXLwz5BYj8Poh6Q1D06QfuWqS7tlHTqBrFF/GhiMQ/J7PBTJ49D7PhpACYimNgtZ3Qb2sNRwaYLFBd0YaD0wHA7wVk8gK0DZgtYDLrQrQdTVUFwpGJZfKMdsekKhmjUKLZxKL7kjbMdM5cjnmOxf9+/avXGZU3CoDLhl7Gku1LCEVDHKg5wJ6qPUzuM5nejt44LA4+O/IZUkpe3PIilw/TKrpcNuQyXtj8AqAVL58zYE5SYRF2kx27yY6UElWquOwu8tKSF9XXPWc6HcfeHRAKIibP7LS4KJGRqekbRSIIUwcGn9ZopcWU3kWI/lq5MJvLhe/kt+LeRbB1A5QealRrcXDWYAZnDW5211JKdtfsJtOaSb49Xwt+Lj+G6F2Y9HkSQiCzXboYbXtoMK6S1TirRwiBTHcifW793HcgsqoMsnPbnWSh1qoYqtJQ88zEqtchQkWINsj2pEoyArg6nc/XXvsaK0tWUumvpPCPhfxs1s9YeXAlm45vQiDon9mfv1zyFwBG5o3k2hHXMuLJERgVI3++6M8Y6rUjn7r4KRa/sZhANMDC4oUsLF4IwO0Tbuem12+i+PFism3ZSXm/jrqPcveyu1l1cBW1wdpG62I/iSVudAq6cXaGcnLMWVcgg36t9mWffojOVFJvSApw10JOx90QZU0lpDkRluZjOYTVhnTlI48egqGjUzKs3j34LmNdY8m352uGYCQMealNaYjsXGTZUa3kUwvj1GkGX72QbKqeMxoyNo+1vqFOUsh6IVlR1PoUfYuEILovirRIYhNcsEqF/btgePKxPW1BVleg/u9T+KxWpMXWrACuTufz0qKXmiy7fcLtzW7/4IwHeXDGg02WTyyYGNdJOxmr0cor17yS0pjufPtO7CY7H978ITOfn8mqxat45ONHuKi4ZTmek9GNszOUk2POuoSdW7Ug92Gde1OMTwO6azrMOJNSQk0lIrd3q9uKPn2Rm7/QMkbrY8VWH11NIBrgwn4XNtvupuE3ncjULC/VVOdbkdBoQsPNv6YCehW2vK1OU7xusNhaLWCekDQHHN7f8R7bs5Wq+un5nHbUTpZgOGAAI8QGxRAWJ7J3EfLAbige3rbvOdmuS/Zq94z+xchYDFFZfuL3eZYQ2RchVhZDhhtPI9tmdXzG5unGJ4c/4dD3D5FmTkMgGNtrLM9e9iznPnsu3zznm0ntQzfOUqSsrCyp7YQQZ03RdumuRR7ajxg4BNHZUgNWmxYDVNeBcWd+n1bRIJnan72KYMt6KD0YN86SIdt6YltZVi+hkerDIzNby9Ss1o2ztiAbKgO0BUf9VKjPDZl6jc12U12uZWZmtr1OrvAI8AkM4w3x6GkxeATy2CEo2QuDR3TQYBsj1Rjy2GEwmUAxaJl7ydZqPUPwL/MT3hHWNNFM+mT/qRiEAaOimVeZ1kwqfBU4Lc64PEcy6MZZitxzzz1JbWc2m/n73//eyaPpGcgdm7Qb1eBRnd6XEALpzEK6azou/qemPq4sq3XjTFgsyNxe2tTm8HEIIZjeZ3qr7Q65DxGMBRlsLQR3DWL4uJSHKQwGZEY2skqPO2sTPg+irYkqDdp2Xt046whkvaeprbVipZTsrAtQ4Y3BUT/j8hQcFiMiMxuZ1xu5fycMGIIwdsIjbs8ORCwKixZjz8oichbGnIW3h3F+04mSoecUJmJK4RTe2fMOVw6/kvmD5nPdq9dhM9mYWJD8bJZunKWIxWLhxRdfbHW7W2+9tQtG0/3IiuNQXooYMa7L4qBERhbywO6OU2yvqdLe4h3J1YQTffohN36qGXVJ3pQ3VWyiOljN4PR6Qy6/9SnUhH3n5CL370JGo53z4DlDkeGQ5h1tq+cszQGIZjM2Q1GVY+4g+oRn68hQCDy1iD5927wPf8kB1myrxq5IjDst+HcGuXD2BITRiCgegfzkQzi8HwYM6cCR188S7NmO6NMfMXQ0Zper40S2TyOETSuQrpOYv1/5d1Splct6dMGj/OHTP+AJebh32r1J70O/u6fI4sWLk9rulluaV4w/U5BSal4zWxoMGNp1HWdkaortXnejrMm2ImsqITMneUOvV6FWSaD0EGTn8s+d/2RkzkjG5jYfbze371wUoSA3bgCrHRxtHHd2Luz9Cuqqm8TrqD5v3AsY8dWienwovTpJ0qQHoR4/CutWg6LgTUtD9flgyCiUk6e1Goyq9NQyNRsQBgMyLV275k7uW0q2lfnZctyPYvbiVGLM6O/AadVvrc3SIAeTk9/yds0gwyHE+q2kxfKQhiCEQxCqQ27bgBg3RftdZLmQ+76CfoPa7J1r0q+qIjd9rgkRjzqnQ/Z5umKdatXKRJ1vRaQ1NtIMWR1zvk9nPtj3AdeMvAYAm8nGQzMeAjQpjqtHXJ3UPnSfZIrMmTMnqe1mzZrVuQNphfXr1/OXv/ylczs5ehDqqhHDxiSsfddpOE9KCmgnMhqFupqUMkyFyQT5BcjSQ8RiUWxGWzy+oDnSTGlYFTNUHEPkF7RdaiSr3lNXfYpQqpSw6j0q1qzi36t3sPq91URXvK0ZLmcwUlVh/VqkGoNYFKIRiEWR2zYgIyfVOvW1TUajEWkOLW7tJA7VhvjssBtFSOxGhdpgmPf31ra9j7OBqjLt5SaFmM2TkV9+QlqkF9PVDCIS0pQYE61e5N6vkAE/QgjE4BFaLOnRQx037v27oLYKMXriWZ8t7X/HT2RPBM9zHtxPuE/8+7O79cZnAbe/mThb9Fv//lbS+9Bf79rBtm3byMvLIy8vj5qaGv7xj3+gKAo33HADmZmZ3Tq2zs7WlLEYcudmzVAq7N9p/SQk3aHd3Otqob1x8XU1WpZpEvFmJyMK+iGPHUapqeLK4itb3b4yUEnJ4Y2MjgQxpyih0ahfiwXpyGiidyb370J63Xxg6I+Q8CVmjNYowzasRS68OmmvYElNkM/KjjMqE9ItPf/2IHdtRQZ9TeuTShX55aeIKTO1z163liGb1nrdwOYQ6U5kVXmj+qbR8jKUPXuQiiRsMiEiERSbFTnyfL0GajPIqgrIcrXphU6tq0EeLiGWZqdAmrhehHDabQQCMaTBgFy3GjFjviaC7chE7t0Bhf3b/V1Inwe5c4u234K2T8eeKWQ93PZEjjOZ/TX7AVClyoGaA41KP+2v2Y/VmLz+nu45awfPPvssSv1D78UXXyQWiyGE6HyPVU/gwG7w+xAjx3f5Q0goBnBkNFHqbxPxZIAUg7zze2txakm+mR/3HWfl/vfwiyi42jad04DIckF1RbwenIxGYOsGzXCrvxcI6mvGBfzI3U21exLx8YE6PtpfR2ldkFe2V3O4NtSucXY2MhpF7tySsHC8MJqQh/Yh/VphaOn1gD2txSmuCl+ETUfrqPBFEm+Q7tC8cwGftk9VRXy1GWk0IQxGhMEIipFowI88tD+lY6nwRghEkhOnPJ2RkbDmqW5rdmNtDSBBxEAJYhKS+O1HUcCjeW7i3jNPHbTTeyylRG76AgwGxNhJutGt0yzFjxcz+E+D8Uf8DHp8EMWPF8f/3fz6zTwy65Gk99XzX417MNXV1bhcLmKxGJs3b+bJJ5/EaDR2mfBrdyHDIeSe7ZDXG5GqVlcHITIykWWljbwYbUHWVIE9HWFNTZtHGE3Qqw9HDm9ihXE7CwdcRJ69+QfO0OyhDDCdj9WR3n6drOxcOLRPe/A4M5E+LzIURNhszDdV8Gksi4GWCMVRPyhGKCuFZmpJnkxtMIrVpGBQBAYB1cEoRfTg6RuDAWG1I8PBhNeAMFvBXP+m6nO3GG9W4YuwZGslJrOZSDjM9aNd5Kad8j01tPd6wJ6O3LWVokgVIw0GdsfSiEhBuogx3VIHm79AFvZv1TukSsnyfXUcqQvhPBpiRJbCiDx7SqfhtKKqApBt1gQThQMwbKgjFj0MRm/jlaEQTJ554nNBX9i5RbtX9erT9vvEwb1QVYYYOwVhPYO/m1bw/NOD4wYtocbzvKfZwvKOW9qYdHMGoP5USwKY+fxMPl78cbv2pXvO2oHNZqO2tpYdO3ZQWFiI1ao9CKLRaDePrJPZswMiEcSIcd03BmeWln0XCrRvPzWVmieqLRT0wxCJkhGicd3MBBiDYWw+P0pH1BxtEN+tD6xWMrIQvQuRagyXIcql5gomWfwYBFoM1jnnJbljQVTVXG8RVWJSutZDIKsrCO/YhEyyfqgQAiadrwWEn7qvUBBGn4MwGjUPo8+LSGv+oVHuixCJqeTYzaiqpDyR9yz9hJyGNq2/BaPFwlRTHYssx5lndXOFuRyXIaq9wHy1udVjiKlQ6g5jMymYDIIDNT3bW9luqso1D1cbf3OKW0HJHwnhxt+PVFVEbj5K7xNxDkJREMXDobYKKpPTpzwV6fdpSU+uXtC3cTWDVj2tZxiW0Sde1MzjzZjHJf6nQ7sNM9A9Z+1iwYIF/OhHPyIajcazOHfu3EmfPmdGhlxMleyqDDDReWK6Rfq8yAO7EH0HIJzdGHfQUCmgrlbLfmwDMuCHoD/1Kc0G8nrTy5rL5aIQYclscdPg8RK2hkvonzGFdstV2tPBYtOMs/5aTU8xaTrynf/TYvHqkZEIov8QlCTlIxYMzuTTwx7qonBukYNhuV2n9C2rK1BffR5vKICanoFy+Q1JaUcprnzU/D7I+oe+lFLzpjoyEA0yCgG/Nh3ZwnkwCMHhujDVYTf5NoW8U71moJ1zo0lLLlAULQbN70UIQZpQyTWF8Dc8p6WaVHkuISAmJaqEcFTFcoa/LsuqcsjMQfq9yE9XgKLgS0vXMo2LBqEMG91ie6VKQTjtMCAPKkvrFxq06epJM5o2KBoIu7Yh9+xI2csvpURuWQdSIsZObuR5q/BF+OfmCixWS/Oe1jMM8+gThpdlbA/2qPcAomqUJ9c9yccHP6bSXxkPQQFYdeuqpPahG2ft4IorrmDy5MkoikKvXtoPPzs7mzvvvLObR9Z+KnwRPtxXhz8aY3vNYYZnKozKt8POLVpg9dDWp8k6lQYJjboayG9jgH0K4rOJEAYD9CpEHj8CsViLU1jRsqOskgcwSXe7jTOtCHousroyPrMgbHZN2PZwfayT1YZAIMZNTnq/FqPCrAEZuFwuKrtQu0n6PKhrlsOxw5pMirsWUiiHIybPgC3rADA6HAiPB4aMOvEwbZC/aMFz5o/EGJlnw2i2cvGgtIQP2ngBdI8bRQjkpPPhg6VwSpFtqcYQeQUoea0bA0ZFcNWIbNYc9NAvL53hyUntnZbISESLNysejvxiNTLoRwgFKYCAH7ljI3LA4OaLlodBuAVqLxVl9Anh53SXi2Az16swGGDQUOSOTciaqtTq/h4p0TQcR53TpPLJ3qoAB2pDTChKoyYYotwXOeONM53kuffde1lRsoJvTfgWD654kF/O+SVPrX+K60ddn/Q+dOOsnRQUFLT4+XTl0BcbCNVEsQrAbKYkFmTEuUPgaAli8EiErXtjL4TJjLSnt09Oo7pS8zRlZLZ5F2vN5ZTUrebGiqnNllSSsRj2qhruHnwrltxxbe7rZES2C3nskCYdUP9dKCPGQf1Uc0sPrJ6CDIVgzzZkyR5tijrThQwHQA2lVA5HWG2agQbYXC58px53g4yGo/mYs9pgjDSzAbvdhMPSvJEt0h1atiGgZOag9umPPH6ksSBwLBYfTzJk2UxcOiw7ZaNYqjHkR8sgEsJrT0P1+yAzB2XqrKT30aXUVIBUUSMRqKmIG2Fxp4IQyPVrEefNTdhcqdbcimqOmlq//QbDnh3IvTsQk1qv5gFaYXa57Uvtxe0UIVtVSo66wxgVgScURVFEYk+rzlnLv3b+i09v/5S+GX356cqf8r2p32N+8XzueOsOHuGRpPahG2cp8sgjj/DII4+0ut3Pf/5zfvKTn3T+gJph/fr1bNiwoU3JCeqxIyhlR1GVHBASFYiF/chlryNy86B4eMcPuC1kZCHrattcykgTn81ul0hlRm4/8izZWtZmc/UuqysQagxLr34dl+mVfZLeWTuU1rsDGYvBgd1aoHYkgug3CDF0FPh9WPd9hXf/LjB14LSJ16Nl1lqan6atC0ZJMxuQQE0gSm9HM7Ez6U44UoKMRhBGE+Kc82DDGlAlBkc6eLyIgsIueXnRvEGVCLOZkMEI4RDy8H7UfsWNYq96DJXlSASU7AazhZAUfBBxEVKtTJFRCg1hZOkh1NoqlFNLZEkQVQKZLkk1R0WYTNB/MHLPdqSnDpFMJZBtGyAWQYyb2uQ36w+rWIwKN43LJScrE0vU36leM9+bPiJ7Iog0Qcad2tjVgIrvNR9qnYqSoZC2KA3FphmvgTUBwpvCIMC+wI5pkDa26LEovqU+iIKp2IRtvk3zBkclvqU+YsdiCJsgbVEahkxdSLY9+CN+ipxFgCZC64/4GeYaxsZjG5Peh26cpciePXv46KOPGs0hJ2Lfvn1dNKLEtFXnTKoqbPiE4dYodbEA+2M2eisxJkePwtEDyPFTUFIt2N1JCGcW8tiR+IMyFaQa06ZY2lneZXTeWEYNDCOPHIDmxlFWCorCZo5jrfYwLHtYu/oENG+fwajFnZ0mxpmUEkoPaYHyfi/kFWhlvxqmqK12bEX98B07CkcOwPDmKy6k1G99pmZzhnEgohKMqozMs3PAC7UtGWdpJ2VsZmYjLBbEuZqnJ6HXrpOQoSBy93YCRisrw9nUxNLoo5o531SN8ctPUtK26yq0eLNshM+DDIdwSyPHVTNZCHbH0ig0aAYFCX5DwisQIUGsVxvlRgYO1URk934F46e2PM5jh5GlhxDDxiISeFvTLQYuGpKFIiA3N4PKys5NCDCPNWOZZNEMq3qCa4OYBpiwnmcluDZIcG0Q+zw7sYoYke0RnHc6UT0q3n94cd7lRCgC/zt+0i5Jw9DHgPclL9F9UUzFJkKbQgirIOPuDMLbwgQ+DJC+KL2FEem0xnDXcNaVrmNyn8lMLJjIIysfwWlx0seZfDy6bpylyODBg1m1qvWAviFDOramW1fRIOppNluYodQwxVhLhs1KoOSI5nk4fgRGTejuYWpkZAJSi1FKNTW/rlYrAdXWZICTKSiCg3ug7FhCQ0mWl0JOPltrduA0OzvEOBOKAZmV00SMtqciqyqQOzZqcX7OTMTU2Yi8pvVFFZsd8nohj5bAsDEd42n0uhFZzV8f3nAMRWhTU4V5Toxhb7Pb4qiPW/N52qxw3xHIjZ+CgGPSQrlqwWGUHIjZmWB04wj4YO8OxJBR3Ta+U5HRCNRWowwahhw2Fj5ehsNswCUiRKTCIENAe8nqV4ySQPJEVAkwgMxs+aW4OYTFCn0HaVPoQ0cj7InFiGU4hNyyXssGL276Oz1QE6Qow4KxCzOZTf1MxGobG6WRXREcN2vXonmMGc+LHpgH4V1hTCNNCKPAkGVAyVKIlcZQMhRkSGIs1B75ljEWbdtiE5FdEWwzNa+yaYQJ/7v+ViWKgp8FMfY3YuxlJHokivc1L0IRpF2ZFu/jbOaxBY9hqJ+R+eOFf+Tbb38bT9jDM5c8k/Q+9LOYIslMaZ7WSMnJAjYWIZG11RAOQu+iniXA6DwpYzNV46ydyQAN/GPnPyiw92amxYYsPdikmLP0eTXjoF8xNwyYEf/BdgQiOxe5e7uWldle7bROQnrdmqfs2GEtSWHcFCgc0KJXRxT2R375qeYVzGlf+oSMxcDvh6LmkwFy00xcPVIz0vPz0qmsDDa/Q3tDAfRuLlOTkw9HSjAZJFEpkBJUwIDUfsPtFDrucGqqtAzWnDyUvF6oeb2x1FRwubkcq91OKBBEqkbEuARerRgotQpqtgrt+fkMGgYle2DfThjdTG3M7RshHEJMmdkk3OFIXYjPDnuIxCRDXB2Xyex58URJsAaDqzWkT6I4tN+Q4lCQ/npBao/E0OfEuBWngupWQdH+bkA4BdKjtVE9anydULSC5jIgEfYWjLPPg2SM06ZYAysCWKdaEWaB/z0/ztvbUSLtDGFSn0nxvwfnDGb5zctT3odunJ0FuFwpGCAz5sHYc06K0gURDmlFKExmLUsyybIrqpREUVLr/xSMRmML7V2w6CYwm7Xi66m0tVth2MgWC6e33LfGyD4jcdlc5A0foultOTNpkCw3Go3k9u4NV30dnBmNZC5aI5m+mTodRo3TJCJOmQpKqn17+m6tfU4OBANgUuDcWVpGo8UKrRj3RqOR3LETYUBxs99rSmOPxeCqGyEtXbt+W0ExGHFm5WAyiOY9klffBEajJmnSUt8pklJ71wwYMZp8KRmDIIgRO1GMqNq1kGKB904fe3oa9C7QJHCEgCtvAJ/moVQMCmpMBYsFElR7kKpEjpGINNGkyHZqY3fB9bdCOBz/nTZqG43ApHNh+lw4RZRaAsb0GAMKe5FxUsJIe89bl9Da+3QbnJEyKDUjLiSJlcVI/3o6QhEEPmin7uRpzIoDK5Labs6A5Opz68bZWUCqsgjq0YPITz5EWKzI0kMYqsqJ9eqLGDku6UywmCp5cWMFNpuNQU6YVNg21ejWMtjUTz6EaBRlxvyU2qrLl0JGDsqk89vcN8A4xzgAKg4fRK75ADF+GqJoQLx9+QdvaZ6zOZdQ4i7hqPco5/dpvs9U+paRCHLZq4ihoxBDG+tDtUcOoz1t1Yoy0kp24T10AGEyI/oN0qaRIjHw+lpt73K5qKyqQn75KbLsKOLCK1OqwXjq2OWxw/F6i+LUIPN6vjjiIctmZHCODZ9i581NB5k3KLPZIG/1s48gFEKZuaDFvlMl1fZqxXHkR2+D0YTdbqfK7wepolx8HSIYbn0H7eg71fbq2uUQi6LMWNBkXbxtKAx4mjYGTS49UP8vxb5PRnrcyI/eRgwegRg+Nt5WRiLIle9oVSdmLkSccq1+WeplV2WAeYMyiZx0XbT3vBUUFCTtLTsZkSY0j5dDQfWocS+XcAjNU1aP6ta2URxKo+XSLREOrU2Dd01xKpohHJQIW8sWneJUiB6OEquIYexrRCiaoXY2y9qfWuz8qPsoQghybDlUBaqQUlLoLGT/95Ir7aYbZzpNUPr0Qy0coAW5792JtFjg+GG45Jqk2qvuWtT330SJFRI0mjHIKtS+WSgpyAski3BmIUv2aArhSQZAy2BAqws6YGjHDSTLBbY05NGDceNMxqJQWYboOwghBEe9R9lUsYnzCs7rkOlhYTIhnZnIqp4Rd6ZWlSOf+x8C4bDmJbv2ds04awuF/bWkgLKj7Ss07WnQOEvsSVKlpKQmhMmgXTs5aZp3rTYYbdY4E2lOZNW+dpcOay9Kbi/USeeDz4vZ6STgdkN2bsqlyDobGYtBTRWiXjA5JYKg1CmafEYHPK2Ew4nsXaTFnhWPOLFi52YI+BHnz2vyMlAdiLK7Mkhxtq3HaJmZhpoIbwljPc9KeEsY01BtXOYhZnyv+7BOtaJ6VNRqFUOBQZuuNAuiR6IY+hgIbQlhnaRJmZiGmAhtDmEsNBLZEcHY39jqdW2fZ8f7qhdhEKRdo3m3I7sjGAq6PsvztqW38dbut8hLy2PbXVod4R+8/wP+vfvfmA1mBmUP4rnLnyPTmklJbQnD/zycoTnavX9q4VSevuRpADaUbmDx0sUEIgEuGnwRjy14DCEEoWiIm9+4mQ2lG8ix5/Dy1S/TP7N/k3Ec+N6B+N+/Wv0rqvxV/Nec/8JusuOP+PnJRz8hx5Z8jPNZbOfqtIQybTZixHjo1QfrubO1eLO62uQar1uNYlS41lrGFWm1jDP7kAf3otZWdfxAM7K0wH5fM2/ciaipH0c7kwGqg9U8sekJ9tbu1Qot9+kLFceR9eWEYuXHNWX6fC3w/byC87h73N0d+kAXOblQU6ll2XY3B/dBwI9p0FDIyUOEWojdag1XPlhtyCMl7RuTz6PFujUTk+cJxYhJSaZVe6ikmQ2YDQo1gRZKsKU7te812P1TOMqAoSijzsEyYRrKqHNQ2mPIdhY1ldpvtA3FzoVHoJQqbZp6a3afg4dDJKzFn6FlkcoDuxEDhySsSmEUUOA0M6ZX92g7ev/lxfOcB7VKpfbRWkIbQ1jPtRLZH6Huz3VE9kewnqcZWoY8A6YRJtxPu/H+04t9oR1Rn7xgv8iO7y0f7j+7MWQZMBbXJweMtyADkron6gh+HsQ2t3Xj3jTYROa9mWTck4Gxt7Yf0wgT6dd1fZbn4nGLeffr7zZadsGgC9h21za2fHsLQ7KH8OvVv46vG5Q1iE13bmLTnZvihhnAt9/+Ns9c8gx7vruHPdV7eHevts9nNz5LljWLvffs5d6p9/LD5T9sdUz/89n/8Jt5v8Fu0q4Zu8nOr+f+mj9+9sekj0v3nLWTLVu2sHbtWurq6njggQfYt28fgUCAUaN6TqZUWxG9CyG3F7G6Gu1tMombq3qkRMsgtFixIMkyRvGH0eKH1q1BzrusY70NDTFj7lpIRr8ItIeFokBG+7LtjIqRETkjyDDX91vQT0vVP3YE+g0iVnpYizPL1s5bp3hZsnPhwG5NjLeZabtkkQE/RELEjArSXaMVhE9FosTnBcWAjEWTvl6aQygK9OmPPLALGQohLG3TPZNed7NeM4C6oJYFl2nVboVCCLJsRmoCLUg2nFRjk24WYz4tqKoARJuKnctcSTQjCh3osBKZOcjc3sj9O5ETpiA3faHFDw5LXPXEaTUyo3/3BbmnX5XY4HHclHg61Dbdhm16UwPLWGCM66SdjDAK0q9O3aiKVcQIfxVG+iT2hXbUGhUZkxjzu9asmNFvBiW1JY2WXTjowvjfUwun8upXr7a4j2OeY7hDbqYVTQPg5jE388bON1g4eCFLdy3lkZmPAHD1iKu5+527W/Wap5nS+OLoF5zX90Rd43Wl6+LGWjLoxlk7WLZsGe+88w5z587ls88+A8BsNvPcc8/xi1/8optH135Edi5cej32aIiI0ZJUrUO2rk8Y1CuEoimrV5UhXKnVuGsRh1MztOpqoE+/pJrImipwZqUUy5QIp9nJnKKTgjszsiDNoU1t9htE7PgRcOXH1eOrg9VsqtjE+NzxZFk7qC7pyWK07TDOZDiE+s4rEI3it9tQ/QFEQRFi+oWtN6a+NI+7BjFrIfahI5K/XlqisD/s+wpKD8GANkyJAfg8iN5Fza6uDUYRQuA8Kcg7y2ZkT2WAmCoxJJJMaAi293ogxXqNZyOyqkyTT0lwX2i5IVoweyfIKorBI1A/fBPP/z6NDPpR5lza5EXEH4mx9bifMb3SsJn0SaaTCe8I41/mxzTMRHhbGPtCOzIsCawI4Ph62+KLm2PW87Pif69cvDLl9n/b9DeuG3ld/POB2gOM/8t4nBYnv5j9C6b3m85Rz1EKnSeEmwudhRz1HAW02LGiDO0eYlSMZFgzqApU4bI3nwjyX7P/iwX/WMClQy6lyFnEYfdh3tr9Fn++6M9Jj1s3ztrBO++8w8MPP0xeXh5Lly4FoE+fPpSWlnbzyBpXCGhXNpHLhdFoxBxtYZrnZK6+WZvuqX+rUBSF9JOn3BqytZIkqWyoRTdpBtoptRObbTvrQs2AbMXr0VrfCd+eLr9eO/50J8r0C7BbbXFjNeAOcPDwQSanT8aV2fIxpZQFdvXNTbIHU84i83ngusWAQFEUHKqqSR84MrV9t0Y4pB27w4nRYk3+ejmFRuN2uSAvT7teksw+bNReSi1O0mZvUv+ygWmZ2UwaLOMlm4xGI3NH9WMu0KKU1aKbmlxDXZqt2YFtO739zJZ/b821FWHtC5Dmluc02zT2zEzIvAmkxKnUe3kNja9zbzjGuZmSDKux2WvhtMjW7AQCKwOk35iOsZcWpwZgyDcQK2ujSHAn8ctVv8SoGLlx9I0A9E7vzaHvHyLHnsOG0g1c8fIVbL9re0JR+YZ7u0wwp95CLjcAN429iXMKzuG1Ha9R6illmGsYD814iBG5I1psdzK6cdYOAoFAkx9mNBrFmMzDrJM5uUJAe4tYp5QNFYsh3/4/GoJE7HY7fr8fGQ4hzjkPJUVF/qSyFjd+hiw/hjL/ylbbytpq5Kp3ERPORRT2b1ff646v49Njn3LnmDsxG7TXe+mu1bK+HJnYY2EC0+bFiybbsHHr4Fsh2vp3ktI53/AJsqoMccEV8RtKKu3Vuhrk+2/Epw7j35mUCLMVseCqVqdk1VXvgqoiZi4kNze3wzJF5d4dyB2bEHMvRbRQuDxRe1ldoWXQTp6J6NWyMnfIc6J9dVXrY1c/fhcsFpSps5sde6p0V4ZtZ7aXVRXItR8gJk1v1oOZsG0EjNuMqLkqamHL8ZRtGbvcvR31w39jsZgJqRJlxgLEkJHx9UfdYVaV1DGmVxoj85p/ieuIbM3TEemXGPJPmXnopNyYtnjLAF7Y9AJv7XmLD2/+MH7/shgtWIzafe6cgnMYlDWI3VW7KXQWcsR9JN72iPsIBenad1PoLORw3WEKnYVE1Sh1wTqyba2HxIzIHcGImckbY6eSkq/2v//7v/niiy+ItvGt+Exj+PDhvPHGG42WLVu2jJEjRyZucBYgDAYYNwXp9SADPlS/FxnwIRyZbcvWSgZnJoQCWhZmazQkA2S3/203357PGNcYTMqJ6RDhzARHJrL8KKrPC6EuCBrPztW8df7WpSoS4nU30rVrQAihiQ/Llh+OsrYaaqsR/Yo7Pq6uT39AQFsSA7z1Fld66tMse6oCHKwNNbtepDu7X4j2dKCqXPs/O7X4Q6VaSwJIuch5srjytCoBVhvCZG4UHxmJSTaUenFajAxLIDYrIxHUDZ+grltNcM1y1M3rWi3nd6Zh6G0gvKWxXEt4Wxhjn+53TAC8u/ddfrv2t7x5/ZuN4rwqfBXEVM27t79mP3uq9zAwayC9Hb1xWBx8duQzpJS8uOVFLh92OQCXDbmMFza/AMCrO15lzoA5XZKlndKZHDp0KK+99hpPP/0006ZNY8aMGQwdmrwcwaZNm3juuedQVZW5c+dyxRVXNNlm+/btPP/888RiMRwOBz/72c9SGWKXctttt/Hb3/6WDz/8kGAwyPe+9z3sdjs//GHr2RxnMqJoAMy7DGQMW2Y2wdpqLcarsy7ojPr4LXdNE/HIJtRUamWoUhQ3TURfZ1/6OhNkxzmcsPp9olnZyH8vgUuv19T8pWTF4RUUOYoYktWB5b1y6g3N6gpNbDVFREFfyMpB+j0IceJ9TYZCiAnTWi8Mf2iflviQZMxfSmOz2ZGuPC1rc8io1K4hrxuEAs2U6qnwRfjssIdz+zrIsTeONzpQE8IgoF9mM3FS6Q44ehAZjcZjCnWaIqvKwZGZWkJHQ5HzNAmdpArSUjztVxV+fOEYcwdmJow5lJs+Rx7aB0YjEbsdWVsLaemI4uGdM9geiH2+Hc8/PIQ3hZERiecfHtRqlfQbuj5b82uvfY2VJSup9FdS+MdCfjbrZ/x6za8JxUJc8PcLgBOSGasOruInK3+CUTFiEAaevvjpuBfsqYufYvEbiwlEAywsXsjC4oUA3D7hdm56/SaKHy8m25bNkquXdMlxpXRXufTSS7n00ks5fPgwq1ev5rHHHsNgMDBz5kzOP/98evVqPjhWVVWeffZZHnroIXJycvjRj37ExIkTKSw8EYTn8/n461//yoMPPojL5aKurq7tR9YFZGVl8etf/5q9e/dSWVlJTk4OxcXFKD2s4HBXI4SI1000uVwolk7OaGswzupqIa/laQJZUwVZOR1iKMbUGIpQmu7LYgVFwdi/mEhFOaKyXNOfEoID7gOkmdpvGDYiPUNTv6+ugHqNtVQQQiAnz4D3X0caTdrUdCyGcDgRA1t++ZLRCPJICaKgb+oB38mOr3AActNnmtczBY+n9Hm0h2YzxmVtMIo3HMNqbPp7zbIaOVgXaj4rK90JSPB7TpQR02mEVGNQXRHX/UsaP4igINa3c+OXRHYuZpcLccq05OAcG2lmA3npTVNEVa8bWbInbmwKIbS/t32J7F+cWnbzaYzBZSDjrgwiuyOYBptQnAqmISaEuet1/15a9FKTZbdPuD3BlrBoxCIWjViUcN3EgolxnbSTsRqtvHLNK+0bZBto0ytfUVERN9xwA+PHj+dvf/sbr7zyCv/+978pLi7mpptuon///k3a7N27l169epGfr9V8O/fcc1m3bl0j42zNmjVMmTIlHseVkZGkNEI3IoRg8ODBDB7cSVN2Oq0iTGakPU3znLWADIXA50b0Hdgh/b6651UUoXDNkMbivKJPPygagOqpayIp8Y1R3+iQvhv1pyjILBeyurLNYR9KRhbqpOlQW4PJ6US43TBgcOtGbOkhrexNv+I29pwEvYtgyzpNlDaV6Wivp0mSyMnUBmKYDAr2BJl4mTYDe6tVfBGVdHMC464hQcGjG2cVvghHQnVYopHGIq21NZoeXE5qdT6VKgUUkFldO1XYMDVpMykMyk6cQMKGtZBAM0/GIrD1S8T4KZ05xB6FMAnMIzshlVYHaINxVlpayqpVq1i7di1Go5Hp06fzwx/+EKfTyfvvv8/vf/97/vznpumi1dXV5OScSPXPyclhz549jbY5duwY0WiURx55hEAgwEUXXcTMmTPbcFhdQ0lJCS+88AIlJSUEg40FN196qak1r9OJOLOQdTUtGye1HSM+28DInJEJjZc2SZC0E5HtQu7coiVetNGDpdTHBFpdLrzJJiMc3Kfpy3VADF9zCJMJehciSw/BqAmtT7OCJsrr88Q9uImoC0XJtBoSfodZNu3WWBOIJjbOGqaPfWd33FmFL8KSrZWYzGYi4TDXj3adMNCq6+PNclK4/lVQahTUzHYWOW8De6uDlNSEmNHfiSWBNxWA/D5QcbypXJAagz7NS7acaXie9zSbAOC4pWOlNE5Hpj83PWFGp8VoodBZyFXDruLSoZe2uA8hU4hkfOCBB6ioqGDatGnMnDkzobfoO9/5TkLj7NNPP2Xz5s3ceeedAKxatYq9e/dy2223xbd59tln2b9/Pw8//DDhcJiHHnqIBx54oElGy/Lly1m+XKvy/pvf/CbZ4Xc49957L1OmTOHcc8/FbG78BtHSFG9XEw6nVmfvVIxGY5uTQNrTNqX2wYD27ySpjiZtgwEtQN+ZnJxHZ4z9i6Nf4Al7mDtgbsf2HY1qMVZpDjCZuuY7i8XAU9dEqqJT+o5ENLmP+uNrtb2qasLE9rSEunugGV4WY2PPWUN7CdQGothMSsJpT0Db/0kSJl12rXdw2/a0D0ZV3MEYZpOBcCSG02o4cb58Hu17aEUc+uS+Y+UxYrtjGEcbUTKSCw/piPOmSs1YNwoRl1VJhFRVfK+9iIxGEEKTnYlFIhhy8rAvuLLZds1x6nPjdCG0uXGyjPRKQptCmEebsc3oWeXDuoOHVzzMC5tf4Jaxt1CUUcThusO8uOVFbhh1AxLJsxuf5Qfn/oD/PO8/m91HSp6zK664gokTJ7YoFZHIMAPNU1ZVdaJ8T1VVFVlZWU22cTgcWK1WrFYrw4cP5+DBg02Ms3nz5jFv3rxUht4p1NbWct1113Vrfb1k6EopjY5sm0p7eewIct0qxPkXIuq9OKe2VT9ZAZFwk4LVbelbSklYDWNWzM1+/4na7y/bT12ojrGOsW3uO+F4olHku68iBg5DjBjXJd+Z3LoBeXAP4oIrGwV8d0bfUo0hP1gK2XlJFauX5aXIz1YizpuHyGmaKRiJSb485qWPw0xhRuKxR1VJTBF4m+lL/WQFRMPxYt5nm5RGJKaysdTHsr01hFUDvdKUuOdMqiry3dcQffohxk5Oum/DPgPEIBaOQZLD6YjztvaQmyN1YRYOySLUgnEGoA4fj1z1LihG7HYbAb8fzp+Pvw1jOF2lNCxjm77wmIab8L/ph44voXza8f7+93nv6+8xPPdEksiNY27kljdu4fNvfM5Vw6/i+levb9E4Syly3WazUV5e3mhZaWkpW7ZsabXtoEGDOHbsGOXl5USjUT755JO4DlcDEydOZOfOncRiMUKhEHv37qVPn5b1ibqTmTNnsmbNmu4ehg5ARqb2fzNxZ1JVobYK0UFTmmE1zBObnmB9+fqU2s3rO49FgxMHpLYHYTRCRjayuqLD950IGY0ijxxA9O7b5tJKqSAUA6KgH5QdRUaS8AQ3yGg0E3NmMgimFDoaGWanYmxRhVYroo3Xc9bJKDSwtczP/poQ5xY66JtlY8HgzBNTmu5aLRYxgWHcErF+MdR+aqdpZiXimCfModoQI/JsjSpFNIfSqw+Ga2/HcPUtOG6+C+XqxShtyJI+01AcCtFyXWYLYGflTgZmNY5t7pfRj12VuwCY3Gcy5b7yRE3jpOQ5e/bZZ5tIW1itVp599lkee+yxFtsaDAZuu+02fvnLX6KqKrNnz6aoqIj3338fgAsvvJDCwkLGjRvH/fffj6IozJkzh759e2Ah33quuOIKHnroIV5//fUmyQs//elPu2lUZym2NC1jsbni7F639rDI6pjYKIFgRuEMitJ7TpyJyM5FHtiNjHWBSvexw1rx6H6DOr+vBgr7w4FdUHq49X59HjCamq0MEImpGBXRote73BthR4WfaUWOxDFIaQ7tmgoFwHp21disDUbZXRVkYLaFsb3SCB0KxuuUAif0zVI0zjC3XhGgo9lZEcBhMTAi9+z6DttDaNMp05oRSWRnpMfonHU3M/rN4Nalt/Lz2T+PC9w+svIRzu+ref23lm2lt6P5eFhI0Tirq6trMhWZlZVFbW1tUu0nTJjAhAkTGi278MLGtfsuu+wyLrvsslSG1W388Y9/JC8vj8mTJ5+2sQNnCkIIpDML6W4mKaCmY5MBzAYzk/InpdyuxF3C5orNzO83H6uxmYywtpKdq9WirKuG/NQy5FJFHtqnFRRP9eHbHjKzId2pSXe0YpxJjxvSnc0aX18c8VIXinHRkOYzLVUpOeYJUxOI0suR4Pd9co3Ns8g4k1Ky/qgXkyIY2ysNi1GhX5adXaVVjOudhlERmr6ZPR2RbGF4CUqJgnRJpKNrjLOGLNPhuTbsZkPiOqo6CTlVgFaYBcZCI5Ypne9FPx144YoXuOvtuxjx5xHEZAyjYuSq4Vfx/BXPA9rzI5EEyMmkZJzl5+ezbds2Ro0aFV+2fft28vK68AbdgygpKeFvf/tbjyjXpAMiIxN5cB9SVRGnas3VVILJ0qK0QipE1AhRNYrVYE0p5jASi1AbqiWiRrDS0cbZSWK0dJ4gpvTUQVU5YsS4Lo23FEJAYX8tK9XvRdhbmEryeRAtZAnWBmMtBn5D44zNlo0zN7g61xjuSRysDVHhizCpzwmP4tC8dLYdruBIXUgT7q2qQPROISQlDMInkJldZ5j9Y3MFZrOFWFTLMiWJKU0dDcfNekZmSzSI1apSpcJXQW5aLspJAt9DXa2L96dkVVxzzTX893//N3PmzCE/P5+ysjI++ugj7rrrrtRHfwYwfPhwjhw5klDXTacbcGZqukp+b5NC2bKmssPEZwH21OxhWckybh15K9nW1uusNTA4azCDszpHE09YrMg0J7Kqk+PODu7TCs0XdYxeXEoU9oedW+DIQRiSuEyajEYh4IO0xN61mCrxhGIUZbTs7dYyOQ3UBJuJo7HZtWLZDfFtbUD9ZAXUaN+X12bXSn6NnYLSQVp8nUGa2cCALCuDsk94SXo7LYzOT9MqLXhqIRJKrWSTBWIju65odrkvQpU/SppqwKpIyn2naLTpNCFWk9z3Y8jSjVyAumAdu6p24Q174aRb8pwBc5Jqn5JxNmnSJB566CFWrFjBl19+SU5ODg8++CDFxZ0oQNmDyc3N5Re/+AWTJ09uEnN23XXXdUqfZWVl/Otf/8Lv93Pfffd1Sh+nLQ1ioHW1jYwzGQmDp04Th+0geqX1YlbhLNJNPSsQWOS4kMePdlqQuozFtESAXoWIZuK5OhNhT0fm5CGPHIDBIxIb2/6Wa2rWhWJIJJnW1m9/WTYjNYHEDyUhBDLNgfS62xS/rh4/qk3RWuvPoxrTapxu+hzZp58mYNwDyU0zNTFkhBCMytemMOXR+ngzV3LGmYxJUEkxPa195NqN+CMqijFGmlWQpxtmreJ+wq0larR0axGQ9dDZLcoM8Pym5/nOO98h3ZzeqLanQLD/e/uT2kfK83HFxcVnrTF2KuFwmAkTJhCNRhvJhKTKk08+yZdffklGRgZ/+MMf4ssT1SLNz8/n29/+dqPtdOpxZGi1FN010OekRJJ4vFnHCaVmW7NT8pg14Iv4eP/g+4zLHceAjNRLLbU+sFzkrq2E1q1BZro6XgD3+BEIh6BvFyYCnIIo7I/c/IUWW5eZIIbQ02CcOZuuQ9MvA8i0tm785KYZiaoSVUqURILD6Q6t8HuKSFXV1OYTZLrKcAi2f4kYk3pMY2dSG4iyrzrI6F52zIbEllSZN0ygtJq+trSWp51PQi1TMe40Eh0ehS6ykWIShudaGdcvj372mO41S4Ksh3WjK1keXPEgr17zKgsHL2zzPlI2zkpKSvjqq6/weBqnkHeWp6gn01HTubNmzWLBggWNNOKSqUWq0xhhMCAdzqaVAmqqAJH4Qd5G/BE/QghsxtQEFxWh4I14iaqdk3IuhQK7tuOvrkTa0+NF1zts/wf3aqKrud0osty7CLauhyMlib/TBtX+ZuQNsmxGRuXbSU8ixmh4rp3hLZ2+dCeUHk45Q1bu2Y4M+BEJEomE2YzcswM5ZCSihyQaSClZX+rFHYzFPWSJ+KoiQE1FiKK+yU9pquWqlqHZhfbRodoQmVYT84bmUlvd9hdrHZ1ERNUoFw66sPUNWyAl42z58uW88MILjBkzhk2bNjFu3Di2bNnSRK/sTKa8vDyeAFFWVtbsdvkpZMuNGDGiiX5cMrVIdZoinFnIyuONlsmaSnBkaGWAOogVh1dQ7i/ntlG3tb7xSdiMNm4aflOHjaMJAZ+moB8OIRUlXnS9I5BeN1SWIYaN7VbhZWG2IPP7II8eghHjmyZ/1GdPNleEOstmjAf7J0urBdB9HiCFpIBAgBbFvFQVGYkgun7mOCEl9UkAkwubkRWpZ6Alwpqo5FhaLq3eqSTg19Tl1Ry1I4fbIjFVctgdpjDD3KqWXU8g+FmQ0MYQCDDkGUi7LA0Zkfhe86HWqSgZCmmL0lBs2vcSWBMgvCkMAuwL7JgGab+D6LEovqU+iIKp2IRtvq3Nv2OpSkLrQ0QPRpH+xvOcevkm+OF5P+QXq37BwzMfbpQIkAop3aGWLl3Kj3/8Y4YPH86tt97KD37wAzZu3MjatWvb1PnpyP3338+LL74IwD333NPsdi+//HK7+mmuFqnH4+Gll16ipKSE119/nSuvbFoy5NTyVg2F5NuK0Whs8z7a07Yt7cN9+xOuLiMtPQ2j0UhOTg7+cABDvwFYUxxHS33PNM4kEAm0OLbuOG8xhuPtO4DYkYMYQyEy+g3A2EHHHTqyn0haOvbxE1FsaR0+9lTaRkePJ7hmOdZYGGPeCTPAaDSSJiSiVwG2ZvZz3B0k227GnMDISNT/OzvKyLSZOHdA02nsmCIJ7NyE1WRM6bjlrAvxVpY2Ms8URcFutyOjEYzFw7ANSH7quD3nPFZZRmzXVrJy8jAkyDoNRVV2HyylX14WkwfnN3mgqx4VUSvIUrNIC9Sw1WSk3FHAGCUbtVLFMFirXxo7EkMtVyFWH2cWQ5PQMCpkF2cjTG0zFFI9dikll1sdWAxKl9+fUkV1q4TWhXDe6USYBN5XvYS3h4lVxDANMGE9z0pwbZDg2iD2eXZiFTEi2yM473SielS8//DivMuJUAT+d/ykXZKGoY8B70teovuimIrb9sIaeD9A5EAEywQLgY8C2GbbCG0I6YXQ6/mfz/6H497j/O6T35Fja+zdP3TvoaT2kZJx5na7GT5cS9EXQqCqKuPHj+fxxx9PZTenNQ2GGbTfAGuJRAHdQggcDgff+ta3Wmx7anmrs6F8UwNSCqTfT2D/XnJHjKay5ACytgbRb0jSxbyT6duBA4dwtDi25tq/V/Ie6eZ0zis4r019t4wBufAaHFVl1G36gur1nyJMlqSKhbfUt1RjyO2bIMtF0BcAX6ATxp5C6SizDRmJEdjyJcJ0wr2Uk5OD93gpok8/fAn2E4iovPFVFRMK0hnqajolnah/r9dLrVsyxNHUuyMjUe16O3yQ3KL+KR23Omgkcv3qeGKF3W7H7/cjYzGUwaMSjr852nrOZXUF6r9exGI0ERYCkWAa/MtSLzV1QSYNzmwaWxsA41fG+NgpDVKkRNlR5WOUUo2tykAsIwYGEF6BElWQigQLWmFzBTL7ZFJV1/apxbYcuwktByGaZu62kluQXPkmqUpkVGrnKwpKukJwTTAuZ2EeY8bzogfmQXhXGNNIE8IoMGQZULIUYqUxlAwFGZIYC7VHvmWMRdu2jcZZeGcY561OlAyF4MdBrFOsmAaZ8L/th5lt2uUZxf9e+b/t3kdKxll2dnZ8Wq93796sX78eh8Nx1up8/e1vf2tUuL2B559/nsWLF7dr38nUItVJQEb9OWoo41RTf+PM7ti32+pgNTajLeWYMwCJRJWdN40jsnOxDhmOx5aG/PJT2PYltDe4/PhRCAUR/XpGMpBQDFDQV8vajEROTFmHglrlgmb07OqCyScDNJBpNbC3KpgwKUCYTEirTdM6S/UY+hfD3h3IOi2hQBoNyFAQMWYSwtQ1Hgi5fSOUHkLNyEIaTQmnwQfn2HBYDGQnmAoWfu18GIcbiQQiyPL19Mt0sd+kUOuIYD5JBF26JDFX09g8JUtJuo5me4nEJFvLfPFj6gl4XjwhxXKqfpjiVLBOtVL3WB3CJDANNGEaZEL6JIpD8/wqDiU+tSg9EkMfQ6P2qlsFRfu7AeEUSE87Mroj2j4AMGkVAgwuA9HjevkmgJn922+hpmRVXX755Rw9epS8vDyuvvpq/vjHPxKNRrn11lvbPZDTkY8//jihcbZq1ap2G2cn1yLNzs7mk08+aXEa9VTWr1/Phg0buOOOO86qaU0Arr4ZjNo0U+7wUTBo8AmjrYP6fvaTZxnfazwXDmw+6LO59l93fb1dfSeD0Wgkd9wkGDYSgkGwp4E5OfXuhH3bLNB/oKYl15b2SZJS21kXgMetJSjUB9YbkeRd9XVNRiNBzFl6pkpBrzyyrEYShdsk6n9WVg4TwzEyrAYMiRpddj0g23bcX7u9Ud+OaNsebm3qO+CDWRfCtJla+JuqalUYTpmydgHN5RVHPVHUdBVTnoncSDZccjl59jQGJXmttXnsbWwfjkkmOrNwWgwYFdHzpzUDKpHdETK+m4GwCnyv+ghtCbXe8GQ6IaxOcWkeOWMfI8beRgIfBxAWETcYz0Z+ueqXPDjjQQB+8tFPmt3u57N/ntT+kjbOpJQMHz48fiGOHz+e5557jmg0itXaQ6JWu4gVK1YAEIvF4n83UF5ejsORWkDko48+yo4dO/B4PNx5551ce+21zJkzJ2Et0mSZOHFiPFHjbJrWBFA//xj8XvKuuYXyt18DixVl2uwO61tKyfmu88k0ZrZpWrM9fafaXqoq8otVUHEcce4cRBLllk7tW/q8yA/fRAwdgxg6qoWW7R97Km2llMgP/w32dJRzNWHHjLoqaj5+DzH3MkSCbM3PDns45glz5YjEmbuJ+q8NRlm2u4ZpRQ76ZzW918nN65ClB8n9+h3tktTpsvPm9yHXr4baasTgkcjcXmSEA9R+tRXh8yAGDoMR4zhQG+ZwXYhpfR3NSmcYjhtABXPMTMXG9cjNnyNmX4JwOFGlJBKTLSYQpDr29rZfVeKmJhDlsmFZCCG65f50MgUFBS2q7UcPRFEyFZQ07RyahpmIHYkh0gSqR0VxKFrMn12zwIRDaJ6yelS3to3iUBotl26JcLTdarPPt8eNPtsFNvzL/MiQxH5Jz8gu7g6OuI/E/z7sPtzu/SVtnAkhuP/++3nhhRdONK73TpxtrF69GoBoNBr/u4GMjAy+853vpLS/73//+wmXJ6pFqtM6IiMLWVaKDAbAXYtoRkm+zfsXgqHZrZffaI6N5RvZXbub64Z0vvyMUBQ451zk6veR61bDjPlJ60/FObQPENDDVOvj5Zx2b0cG/QirHdVTp1UvaKamY20wmpT47Mk4LQb6Z1qxmZoxMtId2lRqKJjqIXQ5suI4csNaUFXEpBmI3oUIwOJyofTqC9s3IvfvJOzzsSltGOlWE6YWMhpFUKA2xOJVlYHFBukOpJQs211Ljt3I1KKekb0Xiqoc84QZnJNaybXuRMlQiB6JIiMSjBAtiWLobcBkNhHeEsZ6npXwljCmoZqX2DzEjO91H9apVlSPilqtYigwIBSBMAuiR6IY+hgIbQlhndR2p4qx4MRvyJBjwPH17vuOb1t6G2/tfou8tDy23bUNgOpANde9eh0ltSX0z+zP/139f2TZtNmTX6/+Nc9ufBaDYuDxBY8zv3g+ABtKN7B46WICkQAXDb6IxxY8hhCCUDTEzW/czIbSDeTYc3j56pfpn9m/yTieuuSp+N/PXf5cu48rpbtU//79OXbsGH36pFAz7Qzkpz/9KQBLlizh+uuv7+bRJObkac2zjowsQBI5sAeQHSo+CxCKhagL1ZFpycRsSD02yKgYMSvm5uUZOhhhMsOkGcg172tetPMvaFZm4lSkqiIP74f8guSLWHclhf1h9zatnFPxcK3uZ5qjqbxGPZP6pKOmGGqjCMG0vi08fBya2K3qrgWlZ4qZSilh71fIrzZrsjKTzkecItIrFAVGnwP2NLZu3kfItI+Z549s/hqN1P+z1XsxqyoQObnx7XPTjJTUhjinIA1TM563ruSoO4wqpVb78zTB2MeIebgZ9/9zgwLGXkYsEyzIsCalEdoUQnEqpF2tTUUb8gyYRphwP62p+dsX2hH1xrX9Iju+N+ulNAaZMBa33bHi/osb82gz5pFmlIzu/W4Xj1vM3ZPv5ubXb44v+82a3zB3wFweOP8BfrPmN/xmzW/47QW/ZUfFDpZsX8L2u7ZT6ill3t/nsfvu3RgUA99++9s8c8kzTC2cykX/vIh3977LwsELeXbjs2RZs9h7z16WbFvCD5f/kJevbj0ZsFH5ppPolPJNI0eO5Fe/+hUzZ85sMs8+Z05yHZ5J9FTDDBpPa5511Jdxiu7bqX3O6jjxWYAyXxmv7HmFawZfQ19n39YbnMJo12hGu0Z36JhaQzicmgfts4+RGz+HieclZxiWlUIwgBjTfRUBWkKkO5FZLq2kVPFwVI+7xeL2Ofa2GU9SSgJRFZtRaXre0uqNM08dZHRe/FFbkZEwcuNncPyIVsJs7OQWjfOagmL2lpkpLt9F1oaPkFNmadfPqQiIFcWQ6RLp82gxbMXD46sHZVvZVx3kYG2Y4pzuD30JxVSybMaEiQ09GdssG7ZZjROPhFHguCnxdW6bbsM2vWmikrHASMadGQlapI51ppXwtjCBVQGMvY2YR5kxjTDFtda6khn9ZlBSW9Jo2dJdS1l5y0oAbhl7C7NemMVvL/gtS3cu5fqR12MxWhiQNYDi7GK+OPoF/TP74w65mVY0DYCbx9zMGzvfYOHghSzdtZRHZj4CwNUjrubud+5u9cW6y8s37dq1i7y8PL766qsm685G40ynh2JPA6MJ1euGdCciheDkZHDZXFw28DJy7R1cGqmTEXkFMGIccsdG2J0JScSPyYN7wWqDvNZT/rsLUdgfuXU9srYa1etG9Eocm1kbiFIXilHoNGNIUXx0f02IL454uHRYNunmU7L8bHZQDD3SOJPuWuS6NeD3IkZOgIFDWzXKt5X5sWRmMHrIJNiwCrnmfZg0HXGqBpoRZK7mhoxV1As/55z4TWTbjGRYjeyvCfYI42x4rp1hrrYLr+qcwDzMjHmYGRmShHeGCW8P4//Aj6m/ifTrO7be8KznZ8X/Xrl4ZVJtyrxl9HZoqcK9Hb0p92ki70c9R5laODW+XaGjkKOeo5gMJgqdJ/QSC53acoCj7qMUZWj3FKNiJMOaQVWgCpe9+d96l5dvapjO0+n5nNXZmgBX3YiiqqQbTZqx1sF996V1j1lz7Y96jvLWnre4dPClFDgSGz2ddt5c02HMeAiHtfJGCSQb4m1VFc6foxln1uQlQ7r8esnJgSHDwGRGybuSdKstYWZqWkQlO6q26Dlprv/MbMngohgOswGTIcHD/cobUITAkpYOhrZ5Zjr8vEXCYDLAwiu0jNYW4oNPbn+ly0VMlZp6/pAhWvUDNabt4+TrRUULChdgcKSTt+imJlnR12bl4I+oZFgMzRrEXXGPkCROWuzp2Zo9HWERmEeZEVYBMYjsjXT3kFokoX4oolldUdCkjxK1aYkuL9+kqs1rMynNxHjodA9nc7YmgPrJh1gO7iE0cgLKmMkd2ndtqJZgNEi+valaejLtvQEvxoiR2ppazKHEMWuded5kLIZcuxw8dYjpFyCcWQnbyl1bkbu2IeZdmlISQXdcL+rnH0PZUex2O4Hx5yFymno1V5W48YRiXDy0eVmV5vqPqpJXt1UxMt/G6PzGxr6srkD922MYYxGi2bmakGteQbNxb6n2nWpbqcZgx2bk/p2QnYuYeB4i3LJEh8vl4lhZBQaFJlpuMhzSvG9VZYihY2CIFodm2GkAA8QGx7B/+iFegwll8oxGbUNRlepAlGi6KWHh+PYed7LtP9hbi9WoML1/4+nZnpCteToipSRaEiW8LUxkZwQlQ8E8ykzaZW17EW6JZL1lJ5Ofns8xzzF6O3pzzHOMvDQtS73QWcjhuhOZlEc8RyhwFFDoLGyUbXnEfYSC9IJGbQqdhUTVKHXBOrJtTauFnEyXl2/6/+ydd5wU9fnH3zOz/W6vF64Ad8fRi1QpCgJiAVFj72KMxhoTSzTGGOPPGFvUSBRLrGg0llgjdlGqIl16P+B6315nfn8st9xybds1mPfrxYvbufnO93uzuzPPPOXzXHLJJW3+rjPV8nsqbfXW1Gq1pKSkqAZrN6HUVaOs+xFvfQ2KzYaSXxjX5t/rq9azsWYjt4wJX3euOenGdM4ecHbc1hMpgiTB8VNRlnyBsmopTD0NQR/qaVJkGaVkN2T1iby6sxsQ8guR9+3Ab7egeN2tPtc2uHykm6L0aokCZr1EvbOVBuc1VSBJCBoRyvajfPYepGej6A2g14POEOgCEPwX2IbBEPhfb4DGOjxVB1E0+pg+q4rLGajGrK1CKBwMw0eH3R1iQ4WdGoeXUwakhHi5BJ0eJk+H9atQtm9EcNhQjpuAvx+gBKQ5ZLsVoXBIi2PqNSI55u5t6WPz+KlxeBnVJ/6Gw7FK4z8aEXQCumE6zFeZkTJ7hqBvE2cNOovXNrzGH078A69teI2zBweut2cNPotL37+U2ybfRpm1jJ21Ozk+73gkUcKsN/PDwR+YmDeRhRsX8pvjfxNyrMl9J/PelveYWTizw9B4l7dvevrpp0Ne19fX8+GHHx6ziefticKKosi4ceO45pprSElJ6bpFqQRulgYjulHjcNZUB17H0TgblTmK/kn943a87kAwmGD8VJQV36CsWQaTpofexKvKweVAGDmu+xYZAYpWBzu34pMklC/eRznzkhAjx+OXsXv8DEiLPvcp1ShRbW/FA5WRBanpiH4f6IwIYyYHjDGPG8XtArcLpb4mILXhbzlecdph51asOh0yAsLkGQhZOWAwBfLZDv3rqMJWqatGWb0s0DFh7GSE/LakY1tSY/ewq9bFwHRDq+FHQZRQxkxCSEhE2f4zOB0w4cRAJfDBQD4PbWjoef0Km6scZCZoyUvqekPtQENAtLV/cu+p0uzpJF6YiCavZxRWXPLfS/hu33fUOGrIfyKf+6ffzx9O/AMXvnchL617iX7J/Xj3gncBGJ41nAuHXciwBcPQiBqemfMM0qHr3rNnPMtVH16F0+dkdvFsZhcH8sV+NfZXXPHBFRTPLybNmMZ/zv9Ph2vq8vZNmZmZLV7ffPPN3H333cdkQcB1113Hli1bOP/884Pu7ffee4/BgwczbNgw/v3vf/PSSy9x++23d/najmkpjYwsBI0mkBwuSYGbZxxJM6SRZmjfrd0eiqKwcOtChqUNY0KfGNsqxYCQlgHHHY+ybiVsXgcjDz9kKft3BzSrsrsm7KK4XeDzIut1gco/jTbYczIchIZalAQzUloGPr+/hUHe6Ap4vCLVOGvOgDQDuWa5RaWWkJaJeNYlmHxuvEd4vo40cxSfF9zugKHmcQV+3r0F5eB+pNRUfJXlAY9lfS0ckeuiaHUBQ81gQjAmgNEIxgQUlxP76lrkPTsQ0rMQJk1vEapujyqbh8VbS/HKMiP7tC2XIggCDB4ZmHPdRvhmFcqJo6GmKmCktdE9QiPC/kY39U5ftxhn+xrcpJu0JPaQdk1HAz3FMAN467y3Wt3+zZXftLr9nmn3BJX8mzM+d3xQJ605Bo0haNyFS5e3b2oNh8OBxRJ5X7mjgXfeeYf58+ejO9Q6pk+fPlx77bX89re/5ZRTTuHGG2/kt7/9bbes7ViW0hDSMuHMi1u9WcaDUlspRo0xagNNEASyTdkk6ro/XCj0LQRLA8rurZCUgtC/GNlph8oyhAFDImqYHi2Kx43y6TsoPh82oxHZ6Qz0ypx78eGemR2RkRUwNrWagEF0hEGeYdJw5pA09DHobWUntm1YCGmZ6DIyEDrIPxI02kBbqebdC8xJcGBfYO25/RDmnB9oo+R0gssR8FI5HeByoDjs4HKiNNQGPHNOO2zfjFMUA2HSk2ZHZJjtrHXyjxVlOH3QL0lLo8tPZkL750joV4RoS0PcVIV32dcoLiuyKREaalv1UAuCQGGqns2VTmwef8tq107E4vLR4PIxNrf7v2sqRzfd1r4J4J///GfIE6Pb7Wbr1q1MnTo1ksMcNSiKQnV1dYgob01NTbBwwmAw4Pe3kqOi0umEe7OMhi/2fUGWKYu5RXOjPsbpBafHcUUxMvQ4sDag/LwaEpPwVbpBkaF/12ibKWtXBqrpDAZEoxFBUQIepvU/IEwI79rSkUEuCEJcjIJahxdJEEiJo1ZWm2tPSAw14gj1xCk+H2xei1Jbgy4nD2d9HUJjfYfeTqs7kIOVYdLy3y21OL0yJp2GaruXkgY3mQkdG8SiPh2KTSgHfoKNa/BmZqGUH4QzL271Yago1cDmSid76lxdmvtl0klM7mtu17BWUYkH3da+CQKeoebo9XpOOeUURo0aFfNCeiNz5szh//7v/5g+fTrp6enU1dWxePFi5syZA8DatWsZNGhQN69SJd7MKZyDRuw5bv1YEUQRxk5BWfoV8pIvcCl+lMRUxHbEXOOF3FiPcmBvi4IEQaNFKdmFPPQ4xMRWBFBboT2DfHOlA7Neol+M6vDLSqxkJmiY0i+8NYVLNA8TgkYDfQshIRHZaW8zhO+XFWocXkotHsqtXizuQN7bSYVJJGolzHoJSZLweJXwBVqdoKQaEHRDUfZsQ1s4CG/ZQYQ28jsTdBJ9zFr21rsZkW1qs3Iz3mhEodV+qCoq8aZb2zddcMEFMU94NHH22WfTv39/Vq5cyd69e0lJSeGGG25g9OjRABx//PEcf3x0Mg4qPZc+CX063qkDviz5kkZ3IxcM6hnfKUGnRxk4HBb+Ew9AWibK+ClxDwm3YPNaaCt0KWlg01qYND2mKRRFYWu1k4JUfczGWYqhjYrNbqItr5vTKyOJoJNEShrc/HjQiigIZCVoKU5PJNesQwAMGpERWSZ8ohafx0NWYhhhZD8IHgElXUFI7gtpWfjrqjvM7yxOM7C/0X2oGXrnG2eNLh9lFg9FaYYOm6+rRIZruQtNoSakx6av1IevxIdhimoMN2F1W6lx1IRopRWlhtejOCLj7OWXX+aEE05g8ODDTZ+3b9/OypUrueqqqyI51FHD6NGjg8ZYT+KYLgjoRLyylxJLCX1MfWLKGcs0ZpKg7Vml/YLLgZKWicZkwu+X417l2irDx0LphwF5iSPx+2DE2JinsHtlvLJMsiH2sGaqUUO51YmvSaS1B1CjT6HUZMRps+KqtFNm8VLn9DI+L5GB6UbyknRM7Z9EdqKuhYDu+cPTWFpiJTEhgTEZYlihX8F5SJzTqCCkhJ/fmZ+sJ78LKyb31rvZVuOkKIYKXZXWca1ykTwhtBWUlClhe8emGmfAluotXPb+ZWyo2IAgCCFFRP4/h/dwF5Fxtnz5cq688sqQbUVFRTz22GPHpHHm8/n47rvv2LdvHy6XK+R3N998czetKsCxXBDQmVg9Vj7a/RGzC2YzLH1Ym/tV270cdDei93lbzeEZkzWmM5cZHRlZCAmJgcR0ry/uVa6tISanIvctRCnbzzaS2WlLZZAMg2lE6F8cdkizPRpcgTBeLJWaTaQaNSgoNLh8ZETZpzOeVNu9vLmxmlKbH6/Xx4gsE/1S9IzKTgjmWek1YptGUYpRy5lD0iITU3UG/lOMAW9ApCHZBqcPo1bsVG+WoiiUNLjJSdSqXrPOwA8cacdLQPtax8cMN356IzMKZrB43mIKnypk32/3cfc3dzOl75SwjxHR1UoQhBZdAmRZbrX1wbHA008/TUlJCePGjSM5OT4NZVV6Nkm6JC4bchnJ+rbf71KLmwU/VtAnJQH8Xi4emRFWknV309lVrm3OO3YylO1ng9uIRuNng8/IEIMVYfSkjgeHQaOzSUYjPp4zgHpn9xlniqJQafNS7/QhAyhQlG6ixuJgbF4CY3I6tzJRcAqBG3EUOfZWt5/PdtYzJieRIZnhtwSLlBqHD4fXz3HtSIOoRI+UI+Fe7cYw8bCXzL3GjZSjypUAbKjcwFdXfIVW0qIoCsmGZB475TFGPDuCy0ddHtYxIjLOhgwZwn/+8x8uv/xyRFFElmXeffddhgxpqQx9LLBhwwaefvppEhJ6VnhKpfPQiJoOc85+rnRg8wQMAllWqLK39J5trt3M4gOLuXr41Zi0PecG0plVrm3OqdPDGRfSZ3cDlV4NffR+hMLk8GU0OsDtlzHrJbQxyGg0kaAVmVmUHDTSuhKvX2ZvvZudtS4sbh8GjcjkvmbEQ+HVZIOG/KTww4bylnVQFqgwsycmINvskNsXcdjodscJLiHgNYsiqmvWS6SbtOyuczE4w9BpTchLGtxIgtAtumrHAqZTTFj/bcWz0YOYKiLXy8h2GfNlnV9E1BswaAx4ZS9aSUuGKYP9jftJNaRS66gN+xgRXWF++ctf8vDDDwebadfU1JCamspdd90V8eKPBjIyMvB6e3ajV5X4Uueqo9ZZS2FyYZsVmxpBQBQE6hxe0vSBJOwjSdGnMCx9WKfdnHobgt7AzGF9SEhOxd5YH9djj81NZHScvPuCIHSLLEOpxcPK/Va8skyaUcukvmb6JeuRRIGLR2bg1pjQ+xxhe2hluxVly/qAYQwo+MHhQNmyHrl/MWJCG943JeA5k1Pb7rPcEUWpBn4qtVLbid5Hr6yQl6yLi0Gu0hIpSyL5pmS8O7zIFhlxiIh2kBZBp17PAKb2m8o7m9/hqtFXcf6w85n979noJT0zC8MX64/IOEtPT+eRRx5h165d1NbWkp6eTnFx8THbQ3LatGk89thjzJ49u0WLphEjRnTPolQ6ld2Nu1lycAk3HXdTm8bZuLxE9jW4SEtOZGquvtUbZl5iHnmJea2MPrYxaiXsnXDceEo3NLh8lDZ6GJpl7DRJCFlRKLN60EsimQlaUo0Seck6BqUbSD/CoMlM0JKRkUxNTQQPiquWBMRwj0QjwU9LYfrs1scJ4Bvhg+htM/qn6FhXLrC7ztVpxtnkvuZjNt2mqxB0AroRqmeyNd654J3gz387+W+MyBqB1W3lyuOubGdUKBEZZ/v27SMxMTFEu6umpgabzUZBQUEkhzoq+PzzzwF4663Q9hGCILToQ9rVqNWancOI9BH0M/dDL7UdPko1avjl2GyyszI7TLI+shWQSnxpcPpYV25nTE5C3IRj650+NlbayU/WkRyHIgM4XEAiuN1YXH521rmwe/z0SwkY9yZtQEw1HsgVpSjVlQiGllV1giihVJchV5YiZrfx8CDRMhk8ArSSSL9kPWUWD3InGFBev4JWEtTvVZyxvmnFfGngM2h91dpmWNs879gObfplPycvPJkvLv8CvUaPKIhh55k1J+IOAXfeeWfINp/Px9NPP83f//73iCfv7TzzzDPdvYQ2Uas1OwejxohR03Yic73Th83jJ9fc/hOlxWPhtS2vMaPvDEakq17WzqLO6aPC5kEU45ckn2o4XBQQD+Os2u7lPz/XYPFCrdXFsCwjhakGRuckkNfB5ygqdm4GXTvH1eph51ZoxTgT6oVAWDNHjirnrImRfUyMzU2Iu+fRLyt8vK2OIZlGhmf1nFzOWJFdMo5PHPirA7msCWclIKaL2P9rR26UEZNFEs5LQDQGoljOZU486z0ggOl0E9oBAQ+lr9yH/SM7+EBbrMV4mjFsI1Y/8vADqW6M6jFrC0mU2NuwF1mJwb0MRBSPrKmpITs7O2Rbnz59qK6ujmkRKiq9hX2Wfeyz7Gvz93vqXKw8YMXtl/lmRzXlVk+r+xkkAyPSR5Cmj76BukrHNLh8SKJAoi5+qRdmvYQkCNS74iNGW2X3IssK2WYDJp3IyOwETh6QEswpiztjJoGvHc0DnxfGTGz1V4JdQKgXYjLMAEza+BRoHEm5zYPHLwcN6KMF5xdOtMVakm9MJum6JMQMEddyF9pCLck3JaMt1OJaHpBz8lf78W72knR9EomXJuL4zIEiBzyUjkUOEuYmkHRTEv46P77d4Wtf6EYGDDJFVpDrZXTDdeiP07f4pwL3nXQfN3x6AyUNJfhlP7IiB/+FS0Sf4LS0NPbs2UNR0WGF2z179pCaGn6j3d7OrbfeypNPPgnADTfc0OZ+zz77bJu/U+m9/FjxIyhQkFTQ6u+r7IGehXpJpKTeiZCgkNOK90Mn6ZjRd0Ynr1alweUnWa+Jq4dGEgWSDRrqnbGLOimKgiiAKAr4ZJnsRF2ni6aKiUnI/YtRDuwONGJvvh6vB6FwUJutu+R8GeKUKlnn9PHjAStzTfGTIdrf4EYviWSH0+mgl6C4FXz7fZjOCngCBUlAkAS8272Yrwy8T7pROqwLrTALPNs9aIdrETQCUqqEmCriL/MjJosobgVNfuC2rx+lD+xbHNm5EkQhIKNxkio22xbXfHwNAK9vfD24rSmFpVNEaM844wwee+wxzjrrLLKzs6msrOSTTz7h3HPPjeQwvZrmOVy/+c1vunElKt3B3MK5+OTWb8oev0yjy8+IbH3wBt5whDjxkciKjCgcmwU1XUGDy9cpocEUo0SFNfZK7V11LtaX2zm5KJmk5OSIKi5jQRg9EUr3BZPmFUUJ3DwkLcJxHbSci5Oda9KKlFk9fL61ktEZUsx/t9evcNDioTDF0Dkex07CutAa/LnJ2GqOv96PYBJwfOzAX+lHypEwnWZCsSuI5sC1QzSLKI5D76VVQco7nBQoJonIFhnEwM9NCEkCijW6nD/dKB3uNW4M41UDrTX2/nZvzMcQlAhLWlauXMm3335LbW0tGRkZzJw5k0mT4iMWqdI5eDyth9bCRaPR4GsvDNJJY3vb3F6/gtXjJ0kvoREFnH5we/1tip++sPYF0o3pnDf0vG5f+9E4twLY3H50GhG9FN7NOtz5FVraKJGuXVYC/R81ooBZL3X9efN6Av8I5Mn4ZX8g36wNfTnFruDb40MqlBATQx8oopnfJytU2bzIgCQEqk6jaYnVNLfHr2Br9v2LZGy0xDpep9N1aJz5ynxYX7Zi/qUZTZ4GxxcOBJ2A+yc3KXemBPdreKyBlN+n4PjMgZQnoR8VCDHaP7GjLdYiJos4v3Vivjwwh3e/F/cKN4kXR56PaXnVgr/Uj2gWAwZfs9N9rBcEAPx9xd+5Y8odLbY/sfIJbpt8W1jHiDgwP3ToULRaLRaLBQCHw8G3337LzJkd63esX7+eV155BVmWOfnkk/nFL37R6n67du3innvu4dZbb+3Rhl9Pbt/UnLDbsrRBRK1d4ji2p82tKAobajaQm5BLlqlla6ONFXa2Vjs5b3g6GlHgoFvL0u1lnDc8HV0r+TWFhkIMkqHVNR5N562753YD1tZ3j+v8kYxVFIXFey3UOXzMHpSCWyf1kPPWtqdXqBWQyiV8qb4Wu0Uz/+YqB5/vqAeNlv21NibkmblkVEbEXq+muZ1emQONborTDWGHsbvzsw6Qm5vbqkHWHDEpYABp8gK3a+3QQH6ZkCAgW2VEs4hslRFMgb9ZMAsBT9khZEtgH9EshmxXLAqCOToPo36MHnpgB7qewv99/3+tGmd/XfLXzjHOVq1axdNPP02fPn04cOAAffv25cCBAwwZMqRD40yWZV566SX+9Kc/kZ6ezt1338348ePJz89vsd+///3vHtlM/Eh6cvsmVUoj/nhkD9/s/4ZpedNaNc5GZpsoSjMEn9ozEnSkGbW4fQqt9ZPukf01Y8Th9ePxxValFC86U6ZEURTWlNlJM2qiyhHbVeei0uZhQp6ZhDCajfcEBOehQoA45XxnJWjRaUQ0WomsBC35ybqYwpFGrcigjM5rCdVdiIkB48xf40fKkPDt9SFlSkiZEp6NHgwnGPBs9KAdHPB46gbpsH9gxzDJgGyVketkpFwJQRQQdAK+gz6kPAn3RjeGCdGFJdXE/9b5du+3APgVP4v3LkbhcGByT/0ezPrwvYoRGWdvv/02N9xwA5MnT+aXv/wljz76KIsXL+bAgQMdjt21axd9+vQJVntOmTKFn376qYVx9tlnnzFx4kR2794dydK6hZ7cvkmV0og/OlHH9aOuRxJav5kKgkBisxttfoqR0wamtHk8RVHwyl50Uu8vS1e8Hjbtq2ZNtZfEhBompcrk5WchiN1neKwqtWH3yMwsiv+DkyAIVNq8OLxyVMaZ7pDW14C03nOTE5zRt21qjcwEbavdDWodXrZWOxmfl4ghzKbl5VYPTq9MQaq+04SBuxPj6UbsH9rBD2KKGCgOUMD+Xzvu9W7EJJGE8wP3ISlLQjtMi+U5S0BKY7YJ4ZDRa5pjwv7xISmNAVo0xdFVtSqKgmedB89mD4pDIem6JLwlXhSbgm54117Pttds56L3Lgq+3lO/h/+b8X80uBr419p/kWkK9Aj+28l/Y87AOQA8tPQhXlr3EpIoMf/0+ZxWfBoAa8rWcNVHV+H0OpkzcA5Pnf5URA94v/r4VwC4fC6u/vjq4HYBgT6Jffjn7H+GfayI3pmamhomT54csu2kk07i17/+NVde2b7ybV1dHenp6cHX6enp7Ny5s8U+q1at4r777usV1Y5q+6ZjC0EQSNC2bohX273sqXMxso8JkzY8g2RJ6RI2VG/gljG3xHOZ3YKy/BsOlvnQosMraTngqyN3ZH+EURO6bU31Th/6Tmzfk2KUqLFHl2/UP0VP/5TeY5hBoKembI6vV7S17gYWt58yi4dFtnom5CfSN7nj87St2onN46cwtXed03DR9NGQdE1Si+3mK1r3xBinGjFObelF1ORqSL4+9ocV13cuvHu9GI434FjkAALhV/uX9i43zgZnDGb99euBgABs3hN5nDPkHF5Z/wq3Trq1RXhxS/UW/rP5P2y+cTNl1jJmvT6LHTfvQBIlbvj0Bl6Y+wKT8icx5805fL7rc2YPbKNbRis0FQJc+cGVLDxnYUx/V0TGWVJSEg0NDaSkpJCZmcmOHTswm83Icsdf2NbqDo60SF999VUuu+yyDttBff3113z99dcAPPzwwxH8BfGlt7RvysjIiGm8RqOJ+hixjO1pc9c569hVt4vhmcNJ0IUaaQnJMtlZMqlGTdCxoNFoMCWn4ZcVzPqWBttYzVhyMnJIT09v8V3oTefNV3YAh62BQSmp/OhOQBIEBiUbMZbuJWHySYjG8MVA4/l3n5GQgl4jYtKGb6BFMv9pKWk4vAFNLUEIb6zbH6iKbM0j1JM+60eieBS8Wi9SjoSU0fKzHM+1Z2TA2GIFu0fGJyvopcB72JYDQ5Q0nDyyP0aNiDGC9zrWdcdjfG/FvdFN0rVJiCYRx2eHjLMUEbmhe1Mavtn7DQPSBtA/pX+b+3y07SMuHn4xeo2ewtRCitOKWVW6ioKUAixuC5P7BhxQV466kg+3fRiRcdZErIYZRGicnXzyyWzbto1JkyZxxhlncP/99yMIAnPnzu1wbHp6OrW1hzuy19bWttBH2717N0899RQAFouFdevWIYoixx8fWto9a9YsZs2aFcnSO4We3L6pOWpBQHzm3lq3lUV7F5EyPIU0Q6h47Ne7G5AVOLU4JWT80i372VPv4vzhLQ0wM2bMBnPI96Kz1t5ZYxVZRvn6fyh+mUK5jhyxAbPJgNfpwOH34/ziI8QTT+mSdTcf3+jysWhHPZP6milMDT/sGMn85VYP3+1tZGZRMtmJug7H2jx+PttRT7pJy4zCpBafh570WT8SwSIgOST8bj9KTcsH7c5Yu19W2FLtYHOVk9F9EhiS2Xo+WZVPzzdbDjJ7UCopEYrP9oSCgF6JTMsm5x6gE5xm01+dHvz5u6u+a3ff/2z6D5eMuCT4+ulVT7Nww0LG547n8VMfJ9WYSqm1lEn5hwsN8835lFpL0Upa8pMOp1nlJwW2dxcRS2k0p6amBpfL1SJvrDX8fj+//e1v+fOf/0xaWhp33303t9xyC3379m11/2eeeYZx48b12GpNWZbZvHkzQ4YMQdtG6XlPQZXSiM/csiLj8rkwaAwttMnqnb4WXhqNRoPd7cXu8ZNi0HBkrrOiKLj9brSiFumI3Kxec958PrA0QDNvtyiKh73pigIpabTp9ohl7nbGN8kqJOuliJLMI5lfUaDR7SdBK6KVhA7HWt1+fLJCciufhUjnjufYcMYLPgE8tJlz1plr98tK8D30ywqiKIQswe5T8PllklvxTsc6d2eP17XXRqsHY//EjiAJGE810vhkI8l3JOP80gn+QF5bPAnXOPP4PeQ+nsvmGzeTnZhNpa2SDFMGgiBw77f3Um4r5+WzX+amT29ict/JwX6Xv/roV8wZOId+yf24+5u7+frKQFRuaclSHl3xKJ9c8klc/55wianHRSTuXEmSuPrqq3nwwQeRZZkZM2bQt29fvvzySwBOPfXUWJbS5YiiyGOPPcbChbG7Lzsb1XMW37kdOEJeV9m8fLOngakFSeQnHc55ycjIYF9pBV/uauDE/kktcmdKLCW8t/M9Lhp0Efnm0Aec3nLeFEVB+ey9gLL8IQPMZDLhcDhQ/H6EzD7d4jmrsnnZXe/i+LzEiIyzaOZvDGPsrloXP5VaGZ+XyMD01j1APfGz3oRYIiJaRHwjWzdEumLtflnhk+11SILAxHwzWYlafLLCygofaZKX4dmRGwWq5yw6TKeasH9op+HRBpCh4ZEGtEVaEs6Of3FcR96yJj7b+Rljc8aSnRgoOmz6H+Dacdcy981AhC8/KZ8DjYeLGA9aD5JrziU/KZ+DloOHt1sOkpvYfe9PlzYgGzt2LGPHjg3Z1pZRdtNNN3XFkmJi6NCh7Nixg0GDBnX3UlS6gN0Nu7F5bRyXeVzIdu+hnLJMU0sParJBg4BAg8vXwjhLM6RxUv5JJOlbJvr2FgRBQBl/Anz/OeiPCB8qMsL4E7tlXVmJWrJ6SAsfj19mfbmd7EQdxZ3cmqnT0IKc3L35RJIoMKVvEj8etPLtnkYGZxrJTdRSmJ6Azmvv1rUdawh6gcSLEpFtckBHLUlsIUzc1by16a2QkGa5tZwccw4AH2z9gBFZgTzwswafxaXvX8ptk2+jzFrGztqdHJ93PJIoYdab+eHgD0zMm8jCjQv5zfGxdQGqsldh89hCthWlFrWxdyhHV3fYLiYzM5OHHnqI8ePHt0jqvuiii9oZqdIb2V6/nXJ7eQvjLC9JR15S6w3MNaLAgDQDSfqWXzWzzsz47N4vdyJm5SJn5aCUHwRBQEFBsdsRRoxFMHSP7pTD68eoETtN56yJffUufq50MHtQ2/2FdZLI1AIzCVqp09fTWci5PUO7LitRy+kDU1lfbmdNqZX36t3kpyXi83q4eGRGl7S+UjmMoBUCLaQUkK2Bz0hTS6muxOF18NWer3h+7vPBbXd+fSfrK9YjIFCQUhD83fCs4Vw47EKGLRiGRtTwzJxngmklz57xLFd9eBVOn5PZxbOZXRx5MQDA57s+51cf/4oKW0VIMWSn9dZUCcXj8TBhQkAqoK6urptXo9LZzC6YjVcOlU5p+uK1d9OdkN96exRFUXD5XQgIGDS91KNyCGHKLAR7oGuIKS0NV10dJLVtsHQmHr/MR1vrGJ2TwNDM+Oa/HIkkCtg8fhpdPvq0sRadJJKd2Dtzi4DWe1V1I1pJYEJ+Ik6fnx21LpKNWqrdbqrsXtU46yK8e7w4PnUgN8rQPGtdgNQ/df333qQ1UXtnaGHV6+e83sbecM+0e7hn2j0tto/PHc+mGzfFvJ6bFt3EvdPuZd5x8zBqo3tAVY2zGLjxxhu7ewkqXYggCC0EY2udPpbstTC1IKndG4PHLyMJQov8p+c2Pse47HFMy5vWKWvuKgStFlICOoZSWgaC3H1380ZX4Mm0NW9lvEk9VB1Y52yZi2X3+Pl8ZwOjcxIY0FvDmYDQICAdlPAN8sWtO0A8GJppYkOFA4vLiygKZKmGWZfh+J8Dw1RDQNNMtSJaUO+s57px18XkKe/eIPFRgtPppKqqisrKyuC/7mb16tU8//zzHe+oEjarKlaxuyG0c0W1zYvbL4d0BjiScquH/26upd4VegMXBIGT+55McXJxp6z3WKXh0Hluq+F8PEnQiWglkQZnaKhCURR+KrUhKwrZvd1o0IKcJEMP+zOaOgzMHd5HDWl2MYpPQXecDkEnBNpCNfunAr8a8yteWf9KTMdQbd4YOHjwIPPnz6ekpKTF795+++1uWNFh1PZN8Wd15WqGpg1lQMqA4LYqu5ckvaZd8csmAdoGp5+MI4oGRmWO6pzFHsM0OP1opcjEZ6NFEARSDVILw3tPvZtyq4fxeYkkRiHx0JNQEhWUxKgVlzqV1joMqHQ+hokGXCtcGE4w9No8ys7kh9IfmL9qPg8ve5g+iaEJD0t+uSSsY6jGWQy8+OKLDB8+nPvuu4+bb76ZZ555hjfffFOt3jxKuWHUDSGNbGVFodruo19K+/lECVoRrSgGPTrNcfqcePwekvXx7/94rNLg8pFi6Lrk+/xkPXbPYc+Z3eNnXZmdrARt763ObI6HgNdMvQerHEI7RIvtTRuu5S5EU+hDUPJv1GvZNWOu4Zox18R0DNU4i4GSkhL+9Kc/odFoUBQFk8nE5Zdfzu233860ab07h0ilJYIg0Fz+ssHlxyvLHea6CIJAilFq1Tj7Yt8XNHoamTdsXtzXe6wyJNPYpXbE4IzQhN9ahw9BgIn55t7vVfCDZpMGOVdG7tMzKjZVuh/7e3Y0/TRoh2oRtL38M94JzBsd+/VcNc5iQKvV4vf70Wg0mM1mampqSEhIwGazdTxYpVdh9VhZU7mGkRkjSTcGEt+1osCQTFNYelopBg37GtwoihJywx6bNRaPHFsHB5VQwmmUHW9kRcHrDxgv/VL05Ji1aDux6XpXITgDn1XF0DPDmirdg7/Bj/nXR8HDRxx5fcPrXHHcFQC8vO7lNve7eszVYR1PNc5iYMiQIaxcuZLp06czadIk/va3v6HVahk+fHh3L00lzlg8FjbUbKAwuTBonJn1EmNywlPE7pesJ9kgISsgNbue9Uvq1xnLPWaxun3UOrykGjWIXXTjkBWFD7bUMShXIFV0k5+sPyoMMwCcgf8Uo2qcqRxGN1iHb68PbZFahNHEW5veChpnr29sXcZDQFCNs67gtttuC/58ySWX0LdvX1wulxrSPArJS8zjt2N+G9Q1UxSFGoePNKMmrPZAbSnWu3wurB4r6cb0Fv06VSJnd42dpbsaOH94BmIX5eGLgoCiwIq9dejwcvHIzHYLRHoTglMAiU5paK3Se1F8Cra3bWj6aRATQj/rCb+Ifwun3sCiyxYFf148b3HMx1ONszggyzKNjY2qUXYM0OTGt7j9fL27gYn5ZorCTPq2uHwoBFo6NbG9fjtf7/+a60ZeR6KudbFalfCpc3hJ1Elopa4Lt1TbvWystGP3Qao+IEp71BhnLqHNZucqxy5SpoSU2burkHs6qnEWAzabjZdeeokffvgBjUbD66+/zurVq9m1axcXX3xxdy9PJY7sbtjNfut+Tso/CVEQqbIHSvcj0Vb6fp+FNKOGE/of7qXZP6k/Zxad2ULcViU66hyeEOO3K6iye0nQSuSkGHAfTUr1SsBzJqeqhQAqoRhP6p62bMcSR8fjXTfx4osvYjKZWLBgARpN4IYwaNAgVqxY0c0rU4k31c5qttdvD4Yeq+1ejFqRRF34X6Fkg4YGV6hYaYo+hUGpg1TjLA74ZAWL09cl4rPNyUrQYtKJCEKgndNRo1TvBfxqvllPQJEVLC9YsP0nUGwmO2Wsb1hpfKYR6xtWZOdhA9q5zEnj0400PtOId/dh/TdfuY/G5xppfLoRx+eOkJ6PkeLd623zn0p8UD1nMfDzzz/z/PPPBw0zgKSkJBobG7txVSqdwaScSUzKmQQE8s2avCORVCulGCTKLB58soLmUJ6aX/ZT46rBrDVj0nZuH8ijnUaXDwWFFGPXXtaalOrdGhN6n+Po8JpxuFIT1UnS7bhXuREzxIDmHOBa7kJbqMVwggHXcheu5S5Ms0z4q/14N3tJuj4J2Spj+7eNpBuTEEQBxyIHCXMTkPIkbG/Z8O32oS2O7rPq+J8j5LVsl8EPYpKo6pzFCdU4iwGTyYTVaiU19XCj15qampDXKkcfNo+M09uxvtmRpBo1KCg0unykH+oUYPfZeWPrG5za/1RGZozsjOUeM3h8CgVpJiSh66VJjkalelVGo2cgW2S8O70YTjTg/tENgHe7F/OVZgB0o3RYF1phFni2e9AO1yJoBKRUCTFVxF/mR0wWUdwKmvzALV8/Sh/YN0rj7EgDTJEVXEtdCHo1ORFgS/UW0o3pZCdmY/PYeGz5Y0iixB1T7gj7IVwNa8bAySefzOOPP86mTZtQFIUdO3bwzDPPcMopp3T30lTizIqyFayrWgeASStyclEK+UmR6WmlHMqFah7aTNAkcPaAs+mf1D9+i+2lVNu9rC9tpNresYHj9cvY3H5qHV7KLB7Wltl4bX0VK/fV8f6WurCOodI+cpKMv69ffYTvZKwLrcF/reH4woFxljGkKEOxK4jmwO1bNIsojkNV5FYFMenwbV1MEpEtMrJVDtkuJAko1vgZ3YIoYJgaaOmkApf+91IaXA0A3PHlHSzZv4SVB1dy3f+uC/sY6tcuBs4++2y0Wi0vvfQSfr+fZ599llmzZjFnzpzuXloIGRkZMY3XaDRRHyOWsT1pbmu5FUErBF9nRzF/BnB9nyw0okDzaGh2VsujHS3nLVx8soJs9CEIAopiIuFQI3mFgI6YogQkKxIO5fg1uv3o5cM3lz6ywrCCXBL1GjxeP0kGCYMm8mfP3nbeesLcsY7vlrllP8gykqKQkZIMkgai0MWLde0d4dnhQUwQ0eRo8O6L8oGji5xZvj0+tar3EPsa9jE4YzCKovDBtg/YfONmjBojhU8Vhn0M1TiLAUEQOOOMMzjjjDO6ZD6Xy8WLL76IRqNh+PDhTJ06NaxxNTU1Mc2bkZER9TFiGduT5j4t5zQgcC43Vznok6gNhiZjnb/KUYUoiGQYmxlyR8l5C5dNlXY+2FLHyPw0SqobSU/QohEEdJKAXiOi1wikGDSMzwvIjZQ0uPHLSvB3Nrefj7fVodPr8Xo8XDwyI6rcr9523jptbhkEq4CSoIR1l+hRa+8Axe1G/uRN8PkwGo04nQ6E7HzEGZE/VMe69tzc3GB4sjX8B/x4dnjw7vKi+BQUt4L9AztCghDwhplFZKuMYApYRYJZQLYcLg6QLYF9RLMYsl2xKAjm6C2phqcaQjd4A9pnptlq3iyAXqPH6raypXoLfZP6kmHKwCf7cPnC9yyqxlmEbNq0Kaz9RowYEdZ+CxYsYO3atSQnJ/P4448Ht69fv55XXnkFWZY5+eST+cUvfsGqVauYNGkS48eP58knnwzbOFOJH3aPn40VdjS5iR0aZ63R6PJRafMyMN0QLCZYtG8RqfpUzh5wdryX2yuQFYUyi4c6p4+dNXYMosDJhclkm7Vtqvz3TwkNKWeYtFwyKvOoS8rvNlwg7ZbwF/pRUo+unDNlzXKQJASdHtFkQhBElOoK5IpSxD553b28EIwnGzGeHKjI8O7z4v7BTcI5CTi+duDZ6MFwggHPRg/awYHPu26QDvsHdgyTDMhWGblORsqVEEQBQSfgO+hDypNwb3RjmBCePmNrHCk0K2gFpHRJzTk7xKUjLmXmwplY3VZuPv5mANaWr6UwVfWcdRrPPvtsh/sIgsDTTz8d1vGmT5/O6aefzjPPPBPcJssyL730En/6059IT0/n7rvvZvz48dTW1tKvX6Ddjyiq6YJdhcvn4qv9X3FcxnHI/iwgMn2z5lTavKwps5GfrMOkDYTuTul3Cnqp6/tB9gRkReGHA1ZqnT7OG55OQZ/0qI2rozEpv9swgH+Q/6grBpAbalFKSxD0eqyyxFpXImMUB+j1sGY5yuzzEXrBtdUwxYD9v3bc692ISSIJ5weMJSlLQjtMi+U5Cwhgmm1COFQZbppjwv6xHXygHaBFUxz97V/bX334aY8nT3+SL3d/iVbUMqNwBgCiIPLkaU+GfQzVOIuQ5kZUPBg2bBhVVVUh23bt2kWfPn3Izg7kIk2ZMoWffvqJ9PR0amtrKSgoiEmjRiUyvLKXGmcNLr+LBrsXrSRGraUVLApw+oPGWV5iz3pa7yr8ssLKA1YONLo5rk8Cw7JMqnHVUxBBSTwKrzGyTCCTERyKSIW/mZHRw6+p2gIt2oLAekWTiPmK1sOhxqlGjFNb6p9ocjUkXx8fmQvZKeNe6cZX6QvKezRhntd2mLazKPhHAWa9GUmQ0IgaVv96NXXOOi567yL2NeyjIKWAd85/h1RjQEnhoaUP8dK6l5BEifmnz+e04kDaypqyNVz10VU4vU7mDJzDU6c/FVVz942VGzl1wKkh28bnjo/oGKpx1gOpq6sjPT09+Do9PZ2dO3cye/ZsXn75ZdauXcu4cePaHP/111/z9ddfA/Dwww+rBQExzp1BBr/P/T0A720ooyg7gazMzKjmN6fIrKzwoOgTyMgIXCjrnHXUu+oZkDog7mvv6rGRjK+1e2j0u5gxNIMROUldOndnjD+a5vZX+hH0AmJKeF6knrT2dsnIwLl/F77KUgolDQPERmTZhOJyYpg5G21WVufNfRRh/yDggdMN00EPcaItnreYDNPh9+LhZQ9zcuHJ/OHEP/Dwsod5eNnDPHLKI2yp3sJ/Nv+HzTdupsxaxqzXZ7Hj5h1IosQNn97AC3NfYFL+JOa8OYfPd33O7IGzI17L3DfnYvfamdpvKif1P4mTCk5iTJ8xERl6qnHWA2nNKyYIAgaDgRtvvLHD8bNmzWLWrFnB12pBQHzm9vplahusZGcawzpum/N73ZRU1pKnD3iIlhxcwtqqtfxu7O86be1dNTac8YqiBC9SM/rqMGk9wf278++OdfzRNLdmiwbZLCMXhNe6qSetvSOUIaORd24DRT5UEOBESM/CbUqCCNcRj4KA3ojvgI+U21MQND03x+yj7R/x3bzvAJh33DymvzadR055hI+2fcTFwy9Gr9FTmFpIcVoxq0pXUZBSgMVtYXLfyQBcOepKPtz2YVTG2f5b97Onfg9LSpbwfcn3PP3T09Q6ajmx34n879L/hXUM1TjrgTSFL5uora1VhW27kb2Ne9lYs5FT+5/KucPS8McY/UgxSCFaZ6MyRzEwdWCI0XK04vUrLC2x0DdZx8B0YzC0q9KD8B76d5R2BhAMRoSZc8Fhw5iSgquhATLCEcdRaULKlpAtMlJa539/p786Pfjzd1d91+o+giBw6uunIggC1427jl+P+zWVtkpyzDkA5JhzqLIH0odKraVMyp8UHJtvzqfUWopW0pKflH94e1Jge7QUpRbhk314/B48fg+f7/o8uIZwUI2zHsiAAQMoLy+nqqqKtLQ0VqxYwS233BLRMVavXs2aNWu47rrr1LBmjHNXKVV4G7xkZmRi0IRf4dTW/OekZyAIhyWBMmi5z9Fw3o5EAaxuP7OSUknUSeikloaoGtbsAXP7QThRQNErEOa9t8esPVwO7a/RaND6fF0791GAtkCL7S0buuN0iImhoW/96K4vblp+9XJyzblU2as45fVTGJIxpM19W41MIbQZsYqGi9+7mOUHlpNnzmN6wXQuG3kZz53xHGZ9+Pl4qnHWzfzjH/9gy5YtWK1Wrr/+ei688EJmzpzJ1VdfzYMPPogsy8yYMYO+fftGdNzx48czfnwgAVENa8Y2d5aQxfn9z+ez9WVkJWoZnBGeSyHc+Z0+J6W2UvIS8zBqjHFde1ePbWu8xy/z/V4LtU4fk/uaW0hhdObcXTX+aJlbrBQRS0V8I31h5xP1lLX3prmhF4c19/sQzWJAeLY5QvyNs7a8Zc3JNQfOY1ZCFucMOYdVpavITsym3FpOjjmHcms5WQmBfML8pHwONB4Ijj1oPUiuOZf8pHwOWg4e3m45SG5idO/P6rLVSILEcdnHcVz2cYzuMzoiwwxU46zb+d3vftfq9rFjxzJ27NiuXYxKm7h9MqUWD2lxaKrt9StBIds+Zh01zho+2v0RFwy8gH5J/eKw2p6FX1b4bq+FeqePE/qZ6Zt8bMqG9BpcBIyyHpLordLzaE84t6uxe+zIioxZb8busfPl7i/580l/5qxBZ/Hahtf4w4l/4LUNr3H24ICO5FmDz+LS9y/ltsm3UWYtY2ftTo7POx5JlDDrzfxw8Acm5k1k4caF/Ob430S1pl237KLCVsH3+75nSckSHl7+ME6vk2n9p/HiWS+GdQzVODtKaR7WVImN5WXLOWixojAuLuKmkgg7apwoQB+zjixTFpcPvZxU/dGZVyiJAv2S9QzLMkbcj1Sl6xGcwlGnb6Zy9FJpr+Sct88BwCf7uHTEpZxefDoTcidw4XsX8tK6l+iX3I93L3gXgOFZw7lw2IUMWzAMjajhmTnPIImB+P2zZzzLVR9ehdPnZHbxbGYXR14M0ESfxD4MzhhMmbWMg9aDLN67mM92fRb2eNU4O0ppHtZUiQ2v30ut00WGRiDdFPtXRhQEkg0a6p2BkIBe0pNtOvoSkl0+GbvHT7pJy5DMozS7/GhDCRhncmZ4VZrHKl7Zy8rylZyefHp3L+WYpyi1iA3Xb2ixPd2UzjdXftPqmHum3cM90+5psX187ng23RheF6D2OOuts1i2fxlmvZlp/adx5qAz+fspf2dg+sCwj6EaZyoqHTC973Q87gZEIeAFigcpBolSa0C9UVEUdjbsJEWfQpYpMp2lnorD62fxHgsev8yZQ9LQxOm8qXQybkABxah6ztqj1FbKmso1jOk/BjM9J8Sn0jM4d+i5PHX6UxG1azqSnt+nQiUqVq9ezfPPP9/dyzgqUBSFZL0U11ypFKMGt0/G6ZURBIHP9n3G1rqtcTt+d2Jz+/hmdyMOr58T+iWphlkvQnAF3ivVOGufgqQCrhlxDYUp0d98VY5erhp9FX2T+7KkZAlv/fwWS0qW4JMjqwpWPWdHKWpYMz4oisI7O95hePpwBmeE18w+HFIMEnpJxOH1Y9SKXD7kckxaU9yO312UNLhYsqkE2eNjzuBUtQF5L0NJUfCN8oUtoXGsoSgK9e560gxpmHXHtsfMX+3Hs9WDYlcwzTbhr/Gj+BU02apZsa1mG2e+dSZOr5O+yX050HgAg8bAJ5d8wtDMoWEdQ/Wcqai0g6zIKJ3wNclK0HLOsDTSTQHjJd2YHpTR6K1U2728uLqKn8ssVDvU/pi9Fg2HRfhUQthct5lXN79Kma2su5fSrXi2eLAutCJbZdwb3QAoHgXnV85uXlnP4MZPb+TXY3/NgVsPsPJXKzl420GuH389Ny7quMNPE6pxpqLSDpIokaE5hRprZDpzHSEIQojA4X7LfnbW74zrHF1Nld1LuknDhP4paEWBKrtqoPU2xP0iQr1qmbXFgOQBTM2bSk5CTncvpVtxfuck8bJEEs5IQDiUtiBlS/gr/R2MPDZYX7Ge2ybfFnKN/92k37G+Yn3Yx1CNs6MUNecsPvhkhVqHjxRD/F31W6sdLCuxALCueh3Ly5bHfY6uwu2TSdJLSKJArd2DKApkqSHN3oUMglVAcKvGWWsoioJRY2RCnwlHfZu1jlAcClL2EbHvY/uUhJBrzuX7ku9Dti0tWRoUyw2HLg0Or1+/nldeeQVZljn55JP5xS9+EfL7pUuX8tFHHwFgMBi45pprKCgo6MolHjWoOWfxYVP1PlZUfs6w7LOBhLge2+1TKLV48MsKJ/c9GVHovc9KGysc7G90c/6wNPz6RPQ+h5pv1tsQwT/cH+izpRJCiaWEVRWrmFM4hwRtfK8DvREpR8Kz0YP+uMNFUp5NHjR5ar4ZwN9O/htnvXUWcwfNpX9yf0oaS/h056e8cc4bYR+jy+4Gsizz0ksv8cc//pEnn3yS5cuXc/DgwZB9srKy+Mtf/sLf//53zjvvPF544YWuWp6KSqvUO2V0ook+ieH31AyXFIOErChY3X4SdYm9tiCgweljd52LwlQ9OUl6Ruclq4ZZb0b1gLTA6XPi9rvRSbruXkqPwHSaCed3TqyvWVG8CtZ/W3F978J4Su/Om40XcwfNZd116xiRNQKrx8qIrBGs+fUazh5ydtjH6DIzd9euXfTp04fs7IDY5pQpU/jpp5/Izz/cBX7w4MHBnwcOHEhtbW1XLU9FpVUUOYOZ+WeRaYq/en/KoVZQDS4ffhopsZYwKmMUGrH3PH0qisLacjtaSWB4Vu80LlUCiGUiuEEuDF+AtqTBxZpSOxOLteQdxc0fhqQNYXDq4GM+nNmElCGRfGMy3h1etAO1iEki2kFaBJ16fvyyn8SHEmm4q4E/TftT1MfpsrtAXV0d6enpwdfp6ens3Nl2AvS3337LmDFjumJpKiptMijDgNxJYR6zTkIUBBpcfqz+MhYfWMyA5AEk65M7Z8JOoNTiodLmYVxuInpN7w3LVtgrMGqMbC7ZzFDT0F4dYo4WwRb5jXVNqR23X+bHknrOHZTYCavqXupcddS56ihOKe42w0xulLF/ZEe2yYHG4mP1GCYakJ0y9v/akRtlxGSRhPMSEI2Bz61zmRPPeg8IYDrdhHZAwJPtK/dh/8gOPtAWazGeZoz67xK0ArrhqifxSCRRYlD6IGqdtRHlmB1JlxlnitLyDtfWh2LTpk0sXryY//u//2v1919//TVff/01AA8//HD8FnkU0by3ZkZGRkzH0mg0UR8jlrE9YW6LZjd7G/YydsC8Tpl/XkpAPV8Ucpg4YCJGTeBi2VvOW0KyTGF+H5L1h5ODu/s9i3R8nbOOD7d+SI45hypHFcUji8kz53XJ3PEaH+vckiSRICQgZoloMsK/LQzOg5/LreSmmHrVex7u2JU7V7KtZhujC0Zj0LRMbYh17WEhgvEUI5ocDYpbwfKiBW2RFvcGN9pCLYYTDLiWu3Atd2GaZcJf7ce72UvS9UnIVhnbv20k3ZiEIAo4FjlImJuAlCdhe8uGb7cPbXHkKQjWV61thr/N845t/TeAy0Zextw35/Lbib8lPyk/xNaZWTgzrGN0mXGWnp4eEqasra0lNbVlqKikpITnn3+eu+++G7O59Td51qxZzJo1q9PWejTQvCCgpqYmpmNlZGREfYxYxnb33IrBTG2tC62sjeo40czvwBH12Fjnjnas16/glQ5ffHrb50VWZKZlTaOfuR+paal4bV5q3F3zfsdrfKxzpyem47A68Kf4UWrCcxXLq5YytLqcQkUgrdJE1RYB4aTZEXtievJ5Oz75eIr0RdgabNiwxXVugNzcjj0rollENAc8YoJeQMqQkK0y3u1ezFcG7pG6UTqsC60wCzzbPWiHaxE0AlKqhJgq4i/zIyaLKG4FTX7gtq8fpQ/sG4VxphsT6jFTbAru9W50I1VPGsCzq58F4C/f/yVku4DAnt/uCesYXWacDRgwgPLycqqqqkhLS2PFihXccsstIfvU1NTw97//nZtvvjmsD63K0U213ctBdyN6n7dbEszXHmzE4ijkjMFjO3UeRVFw+VxsrttMf3N/Mk2ZnTpfPHD5ZFxemRSjBq3Uu/NMREFkWPowAJINydTYapAV+ZgKbSqOQwZZmPnccm01SskOBL0RA4DPi1JfD3u3IxQN6axldhluvxtJkNCIGrJN2Z06l3WhNfhzk7HVFv4GP74KHwl5CSh2JWi0iWYx+B4qVgUp77AnW0wSkS0yiIGfmxCSBBRrdDkbzas0m9AO1eL42AHTojrkUcXe3+6N+RhdZpxJksTVV1/Ngw8+iCzLzJgxg759+/Lll18CcOqpp/Lee+9hs9l48cUXg2PUsGXs9Mawpk9WkI0+EARQTKQYNRH3aIw15DApSUY7IAOTNrqbdDjz+2QFq8dPouLgp10/kZGawdCMoT061ANg98p4fDIpBg1HOkp6U1jz892f0zepL8MzhwfHr2lcQ52zjktGXNKpc8dzfMzhtTIwmUxo8wMelw7RSXDJtcGXoiiSKB8qJEhOpcWHoh164nn7aMdHVNgquGb0NUhi272suiSseQjFo2B/147pVBOCPsIHoi54fhLNIr6qyPpHqrRNl5aFjR07lrFjQ70Qp556avDn66+/nuuvv74rl3RM0BvDmmvLbHy/14JLEWl0uLhkZCbH5USmLxTLuuucPpaWutlv+S/HZRcwLS/yx8Fw5nd6ZT7cWsuYnASuGngVBslATU1Njw711Dt9fLGzgUEZBsbmtkwC7y1hTa/sZVvZNjx2D9lCdnC84BbQ+XRUVVdF5D3rye9ZR6RYUrD77PgbOlZ4l6vKUb79H4Lp8PfRZDLhcDhQ3G6EkeMQh4wKe+6eeN5ypBwMegP1dfWdNjcEwpodecsAFL+C7V0bupE6dEMDoUMhQUC2yohmEdkqI5gCFphgFgKeskPIFjkYGm2+XbEoCOborDb3enfo+rwK3m1eVecsjqhnUqXHUePwsr48UAUmShJun8KeehdDs4zopK4JNe2ocVJh8ZJlyiJVH38ZjSaMWhG9RqTR5ceo6fmJtIqisLbMhu4okM7QilouG3IZshIqHTE2q3PD2D0RxaGEHdIU0rMgIRFaKfJClBAKiuO7uG6gKLkIekjRtKIoOD5xIGVIGCYdLkrQDtbi2ejBcIIBz0YP2sGB1A/dIB32D+wYJhmQrTJynYyUKyGIAoJOwHfQh5Qn4d7oxjAhOv1Gz0ZPyGtBJ6DJ16CfeBTrqXQxqnF2lNK8WrM34ZcVfjpoI92kZfbAFPz6RGrrG9hW7eSb3Y3MKErG0MmSDdV2L1/srMcpi+R5jmNm384NW6QaNDS4/Gys3ohe0jM4bXDHg7qJgxYPVXYv4/N6t3SGxWPBqDGiFbVIQuthq0pHJSaNCbOu5xvNMSGD4lRQzOHlHwmShDLqeJRVSxD0h2/GiseDMHA4gqH3Gu0/Vf6EJEiMyRzTYzTN/Af8eH72IGVJWF4ItHszzjBimGLA/l877vVuxCSRhPMDnkwpS0I7TIvlOUtASmO2Kdj/0jTHhP3jQ1IaA7RoiqMzAcLx9qnEhmqcHaX01vZN22ucNLh8TO2fRE6SnoyMZGr0XrIStCwtsbCm1MYJ/ZM6bX6/rFBl95Kk19DfbKLR5qDK3rkFCSlGDTtrnFRUrydFn9yjjTOHVybNqGVAWvw7JnQln+/7HLffzeVDLm/1Juz0OXlz25uMzhzNjL4zumGFXYgfxFQRxRB+crjQrwh2bUGpD4T0FElC0BsQRvRer6OiKJRaS9GImh7lPdX005B6b+vee/MVrRtJxqlGjFNbukI1uRqSr4/dJeivD6/BuZTadr6eSvuoxplKj8Hm9rOpykF+kp785FD3eI5Zx4zCZBJ1nfNlVxSF7TUudte5GJtjQiMJ1DqrWVf7PicU/gLoPIMpJ1GLAAzKuBijpme3PRqcYWRgugGxh3gVomVyzmRcPleb3hGjxsjZA84mN+EYqBrXgmaYJmwJDTikUTljDoI/EBJOzEjHVVePIPXem7EgCJw94Gx8iprU3hGWpy2HiwwUQgsOmj5GAqT+qfNSQo52VONMpcdQ4/CiEQTG5bWe+N/kvfLLCqvLbAxONwZbIMWCyyfzwwEr5VYPeUl60kxaLh6ZQY2cTEHqcfRL7twLTB+zjj7mnq0P5PTK1Dt95Cbper1hBtDX3LfDfYqSi7pgJT2A8Ls1hSCIEhyqZBS0ul5tmJXaSkkzpAVC3ULPfkDqCZjONOHb68MwzYCYIiI3yLiWutAUalqV2ehMDjQe4MoPr6TCVoEoiPx67K/57aTf8pfv/sK/1v4rKE30t5P/xpyBcwB4aOlDvLTuJSRRYv7p8zmt+DQA1pSt4aqPrsLpdTJn4ByeOv2pbgtvq8aZSo+hINVAXpK+Q90sl0+mwurlQKOH6YVJZJiiv5hW2jysPGDF41MYl5vIwHQDgiCQqREZmpHDUPPpUR87Enyyws76PdS7K5mSO6VL5oyEjZV29tW7mTs4lYRO8l52Bfss+yi3lzM+ezxasePPTYW9gh8rfmR2weze3/TaB7hBcAuggJIecHFoNmrw5fogq3uX1134ZB+f7PmEPqY+/KL4F929nF6B8zsnyTclI2gD12opXcJ0honGZxq73DjTiBoeP/VxxuaMxeq2Mu6FcZwy4BQAbp10K3dMuSNk/y3VW/jP5v+w+cbNlFnLmPX6LHbcvANJlLjh0xt4Ye4LTMqfxJw35/D5rs+ZPXB2l/49TfTejF6Vowa3T6bUEqj+CUfQNEEncfKAZPSSwOI9jVRYPR2OaQ1FUfi50oFWFDmlOIVBGdH3mYuVr3Y18O2+naypWtNqq7PupM7pY2+dm4Hphl5tmAHst+5nc+1mxDAvfX7FT7m9nDpXXSevLI64QGgQECtExBIRaYeEZqMm8G+7BmmfhFh++O/35/kR84/dW4FG1HBe8XlMzZva3UvpPSggN4S6XOUG+XBIswvJMecwNieQI2jWmxmaOZRSS2mb+3+07SMuHn4xeo2ewtRCitOKWVW6inJrORa3hcl9JyMIAleOupIPt33YRX9FS1TPmUq3s77Czt5DXplwc8oSDxlo3+218P0+Cyf0N5OfFN4Tm83jRyMKGDQiJ/RLQiMKrRqFKw+u5MttX/LrUb8Oy8sSC8kGiVzfeM4Z1jWeunBpLp0xIrv3VuE1MS1vGhP7TGxXWLQ5eYl5XDvi2rD3jzsK4D/0zweCXwh4wPyHPF8iCLUCvhofHCoqlkolhMZDn2ctKHoFOVkGQ+BnRa9As6+KkqkElONjk0PslfjlQGJ7b+jK0ZMwTDRgfcOK/jh9sAOBe4Mbw8T4FwpNf3V68Ofvrvqu3X33NexjXfk6JuZPZPmB5Ty96mkWbljI+NzxPH7q46QaUym1ljIpf1JwTL45n1JrKVpJS35S/uHtSYHt3YVqnB2l9JbG5z5ZYXJCCjM1IsZWlPg7Gn9Fn2xsHj9Grdiig0BrYz1+BcnrRysKHRqCdoud4wuOp09mn6g8apGct1NT0nB4ZVIPKe7Hcs59soJXEUhJS4+4qwKEzu3xK5yamErCIT22SMfHMnc8x8uKjNPrJEHXvpBxW+MVRcHutZOoaym622KsQqgHoZWfBQQUSQkkUssg+AQkjRQY7wu8bnGcI9dkPDQ+BSRFIkN7aN1pNE0StjJ8T1Tp7+zxPtnHyxtfZnjGcKbkR5dK0JUdAnoShikGpCwJz1YPvgofYqJIwpkJUfXpjBc2j43z3jmPf5z+D5L0Sdww/gbunXYvgiBw77f3cvuXt/Py2S+3GpkQEFrf3o35tapxdpTSGxqf+2WFz3c24FcUZg9Mxd6K9yrcuZv0qmsdXtIP5aA1H+uTFdaV2dlV5yTdpGVKXzMuffvGWf+M/iR4Eqitre1w/taI5LyVWz18uqOEdPM+ZvSfQHFecVTnvNru5V+rKxEkDUZR5rLjMiOWAWm+7v0NbnbVuZhemBR2IUBP7BCwtW4rX5Z8yaWDLiXTmBlIghcACfCD4BBQDAoZORnUlNYgNAoBL5Uc+P3/yv9HrbuWeX3mISgC+EHOl1GSFIRGAWm3RNLkJOrcdQg1AtL+jj1tvsE+SAh4vqSDEsknJlNrrUWoFxAahMDaNIE1Khol9GcJsBM0vrpTZT/W8d01t8fvITchF41b021r7809pLXF2i4xxjrylgF4/V7Oe+c8Lht5GecOPReA7MTDPVGvHXctc9+cCwQ8YgcaDwR/d9B6kFxzLvlJ+Ry0HDy83XKQ3MTue39U40yl29ha7cTi9jG9MDkuzbMPNrpZWmJhVJ+EEPV6q9vP0hILjS4fQzNNjMw2IYXhUerK3K9kg4RHdrKueiMTcoZGfZwquxetKODwy1Q0uvlqVwNTC5LINevC+puPpF+Knn4pPUD1u3l4zx/wLCnaQ6r2fhArRJQkJRDac4NUIgUMq0P/8j35jLeOp8+2w15Qf74fJUsBD0g7JfyFgRCX4A4YS4EXgARDxaG4DC4UWUGQBNASzNhVDApyroygE8ANilkJHEs8NF4ERVSCPwe3H5pCSVfwpfsC/RKtoKQqKKk9K+/waEQn6Thj4BkxP7weKziXOoPaac7vnG3uZ5weZquJOKEoCr/6+FcMzRjKbZNvC24vt5aTY84B4IOtHzAiawQAZw0+i0vfv5TbJt9GmbWMnbU7OT7veCRRwqw388PBH5iYN5GFGxfym+N/06V/S3NU40yl20jUiQxMN5ITJxmJHLOOghQDGyvs1Ni9DHBp0Pu9JOklRAGmFyZHNNdrG1/D6/RyTvE5cVlfexg1IrMKB5KdOIxkQ+RfS4fXz+ZKJ/2SdRi0IjpRA34fMgrLSizoJZEzh6SiDbP9ldMrc6DRTXGUmmZCTcDrJCiHxjbZGs3+VwwKSlpgg1gmBsJ0GYAM0h4pNM/KT4sQn5wlI+fLIIBYJeLXHhLGbFquhqBhlCwmMzVrKoqoHP6XeOiAOvAX+wPzA0qigm+U77AhBRRSeGjZCn6OEODUg9xHDhpX6AO5XSo9E5/s45v93zAxZyIZHHshyWiRraH9OnsKyw8s5/WNrzMyaySjnxsNBGQz3tr0Fusr1iMgUJBSwPNznwdgeNZwLhx2IcMWDEMjanhmzjPBnNJnz3iWqz68CqfPyezi2cwu7p5KTVCNM5VupCDVQEEcJcQkUWBS30QcXj8fbq1Dt8tCXqKGS0ZlcFpxSsT5AyMyR2Cz2OK3wHYQBIFBGdE9cVpcPhbvteD1KxSnG7h4ZAZujQm9z0G6SUOlzUutwxc0zNaU2jBpRfqn6jFpWw+/bayws6/BTY5Zh7mD8C+AUCcguATk3MBFWyqTAonr7aCkKPjT/MHxpDQdjMBYCRSTEsjNagrpNf+5yQASwTem2WQ68A8KHNcn+1hetpwxWWNI0rXRWUIi4HVroplR1hy/7Gdb/TYyjBlkm7Jb7qDSK6h2VrOzYSeDUgd191J6FQlzDudrJpzVfu5mV3JivxNR7mv5MNSkadYa90y7h3um3dNi+/jc8Wy6cVNc1xctqnGm0i7Vdi8H3Y3offFrYbSv3oXHrwQ1xeKJIAhkJ2ox6yVEScLhlaNuvzQ+dzw1uq4LeTi9fj7Z/TXHZRWGnWRc4/CyZK8FQYCZA5JJPSTKm5GRTE2NFwh4FJs8hrKiUO/ysaPWy4YKB33MWgpSAh0ZmooHqm1u9ta7GZxpbN8wO2RAIQRytgSbADmHfjWsmbF0ZGJ6K4nq/hH+kN/7h4TXHqYjKh2VrK1aS/+k/m0bZ2HiV/x8d+A7hqUPU42zXkxOQg7XjLgGg6Z3tyDrbhSXgr/Wj+IJNYy0haqIbzxQjTOVNqm2e3lzYzWKqEVSfFw8MiNmA83lk1lTZifZIDEwvXMujtmJOjITtEhaHX6vh6wo1qwoCj65a9u4lFu9LC7ZTJqx7YrA5lRYPSwtsWDQiEwvTA7LwyUKArMGpGBx+9lX72JvvZuVB6yM8soMzzJRZfPw/bYyvLLM8Kw2PHluEKtFxBoR/wA/ijmQcxVidPWQK0teYh6/HvlrTJrYZUB0ko5Lh1xKij4l9oWpdDkev4f91v0UpxSrhlmMuDe4cXzmQNAJQSHaJpJ/E3vvTpUecwlV6YlU2b3UOXwggdfjZV+9K2bjbF25HZ+sMCEvsdPKlDMTtCGhvWjW7Pa7eWj5Q0xMn9hlTZCTDRLTcq5gUEp4Hh6DViTdpGVyX3OrMiTtkaSXGNUngZHZJqrsXsx6KVjpWedWSNOLNLr8ZCY0O64DxEoRsSGwTU6VA0n50CPlrN1+N3pJT4I2fiGYVEMgDq8oSreW2atEzrqqdSwvW868YfNIN6Z393J6Nc7FThLPT+xW6YyjHdU4U2mTrAQt6SYNVp+A1SezsdKBDIzMNrWZq9QeFVYP++pdDM8yRZX0HgmZCdqQ0F6kCILA9P7TSVFS4ruwdkg2aBAQaHC277GrtAW8gSkGDTOLYntKDYSBAyHPvfVuRFGgOMOE2+0OhINNWgSrgFgpIlgFEEHOlJGzZOjB3Yw8fg+vbH6FcVnjmNBnQlyPXWIp4av9X3HxoIvb1T1T6VmMzx5PlilLNczigQyaItV86EzUs6vSJpkJWi4ZlYlbYwK3jUqrl111Ljw+hakFkeXvyIrCT6U2EnUSw7J6vtK8XtIztd/ULi2z14gC1e7NLCtzM3NE/xa/VxSFjZUOtlQ5OKF/Ev2S4ytxkZWgJVEnIQiB4opcnx5pm4TgDEhHyHkycrrcK64aCgrD04eTb87veOcISdYnk6RLwu13k4hqnPV03H43oiCiFbUUJhd293KOCgxTDLiWujBMi3/esEqAXnCZVelOmnug8pP0DM400iT/ZXX72d/oZnCGsUMlelEQOD4/EVEQolKt72p8sg+P39Pl4SuZBiqsDS23HzJu99S5GJBmID8pBreVQogGWJPYaaZBy2WFmTiSjOhlB+lWLSjg7+8P6G71wNBlW+glfaf1SkzRp3DhoAs75dgq8WfxgcVUOCq4fMjlaET1lhcPXD+6UGwKrpUuBGPo9THltynds6ijDPWTepTSvH1TPGne8uigxc3GCjs7a50MzzJRlGpoVehUVhTEZuGz3sCO+h18v/17Liq8iDRDWscDIuEIQVUkgr0Or809E7kpD18GsVxElhW2Vbnw2OGE5GQK/AbYT7C9j5J8SC/MD9I+KeDdahJj3S0d1htrMsaOqDpvLsaaVWogKctMneBFNsqQTdgtgHoKW2q3kKJP6XR1b7ffTa2ztltVxFU6ZkjaEDKMGaphFkcSftFzpDSOVtRP61FK8/ZNncXQTBMZJi0bKuysLrWxvcbJqD4JIeE2RVFYvKeRPok6hveixtlZpixmFswkUdtK2OpQS5+gUr2gwKFrlVAlgIaguKq0WwJvYExQTPUI/UY5VUYuDGxMqtYhZxzaQQmIqzq8fpR6gRFJiWQKWrAQmBMChpMpEMYDgnMFf2cIiLAqgnJYv+vQvybVeiXh0Fh9QB9MMAtgo1d5ypqQFZkV5SvINmV3utH0+b7PKbeXd29jdJUOKUgqoCCpoLuXcVSh7a8WAnQ2qnGmEhOZCVpOLkqmzOplQ4WdKps3xDjbVmWjyu6lMLWbS9ebh/EOGUiCLAQ9SUpKwEAR6gIGVEZmBkMyhlC3tg7BJYQq1R9hXCkJCv7Bh8RU1+zB2lDBUqmB400e0hmAOOQ4FCmgSo/EYTFVkVAxVWBH/i6+OrCay+svwSAoMMaHAejv1pCoF/C1p+wqHaEPpgN/UQR6YWJAHV8wHDLOeiGiIHLF0Cu6RAZlcs5kZEVWDbMeyuf7PqdPQh9GZ47u7qXEhHeXF8cXDlBAP0aP4YTulwHpSe2bjlZU40wlZgRBIC9JR45Zi98HeKDK7WXlQStWh0gfUUeRZEBoFFpt4wOB0BwS4ADBLqBkBLw6cr2MWC4GQ3jBsNyh/5vCdf4B/kAbnwoRwSIEFeLFvYekH9rrpqMBX0rgZi7Wi+AFW6oNt899uEG2AWRJPmxcNTWf1hz6GZAbavFbF/M/TX+8ioFFXjOX+FYhGBIR8wvCOpde0c26qnISNx1A8klM7Z9MXpKOxDA0zI51fLIPRVHQS3r0Uuf3A80yZXX6HCrR4ZW9OHwOPH5Pdy8lJhRZwfG5g8TLEhGTRKwvWtEO0iJldu/14Mj2TbJNxlfiQzek96Su9HRU40ylfRzgL/EHjJYmj5NfCPVA+QV8A3yICQJSo4C0X6Iq08GSfRYGehNIlhPxuEVMurbjZL7hAT010SIilon40n0B46zukHEGIY2jFaFZI2mBgPElHPJINbs+KGYFWScHxkjNQnsSh0N7za5z/qKAkff1nq9xHHRwUcFFYZ0mRVHgp2Wg12H0+rEqGlIFBXR6WPcjSm5fhDA8LGn6IlKFs1i73wOyzLgctRowXD7f9zlihcjpOacjCl0Tk/X4PfxQ/gN5iXlhd3XojXhlLzaPjRR9oA3aQetB9jTuYWreVARBwOax4ZW9aMWeEe7SilrOGXDO4XB/D8a60Br82XylOeR3/jI/YqqIlBq4dmiHa/Fs92DM7F7vVGvtm7y7vHg2925juCehGmfHALHcNORqGXmnTKKQiCAJAUNGC0gcfi2BlCUhGAWUBAU5RWZiipmhA3PQ+UV8dj+JBhG9RgyqyAcrIJtU5fUgiEIgvDgQ0AX2kbIkpEIpdEy7f+zhHzUaDelDotM0mipOxat4yUgP89wpCpz+CxAEfgl4EDGIoMgyKDIkp0IYxlliisz/nZmOIAgIBIRpDZrIDQ2NRhP1+x7L2K6e2+VzoZf0CILAcb7jkAWZrMzoPVqRzi8rMuUHysnQZfSq86YoCl7Zi0bUIAoiDr+DKqWK4rRidJKO3fW7WXFgBecNPQ+T1sSPpT/y5d4vuX3S7Zi0Jna5drHdvp05qXMwaAx8susT9tbt5eYJN0dsGMfzvCmKwg+lP3Bc9nGYtB3nuHbnexYOskVGTDp8PsUkEX9pfFqbxRvNAA22920koBYLxAPVODsGiFWrK31yOg21De3vZD/0D0AD1ZVe/vNzDVqdDq/H03HrJ3vrmzMyMqitq41i1YGxkfztTp+TVRWrGJUxilRDasTj5XU/oOzZjqAN/J1ekwm71YqQkY049dSwjlHS0MDDP3xI3+TRmIXsqFtmRbr2eI3tyrmrHdW8veNtTi84neKUYvpq+nbL2s/rdx4aUYPP5+uyuX2yjwZ3A4naRAwaA8YkI6v2rAr2EK1z1bG6cjXjssaRbkyn1FbKV/u/YnbBbLJN2exq2MVHuz/isiGX0SehD9VU8/ra17li6BVkmbKobaylwdJARXUFSbokUuQUpmVNo6GuAYfkoEhfxIBBA7A12LBh47jM4zD7zNTV1gHwU+VPFCYVkmHs2HCJ53tW7ajmf9v+h91qDyvXrDs/6wC5ubktvGUd0gOqp/31RxiIXvBs8oQYkiqxoRpnKu0TrsfqCGJtoeT0OdlUs4khmiGYifDiFSV+2c+G6g2k6lODbXoiQRg5HvbvCd0oywgTwtfbykrUM6KPzKicZIYkxt7L9GhDURRsXhtmnZl0YzqDUwd3e6/LJomGvQ17qbfU0y+pHwA/lv9IXmIe+eZ8ZEXmp4qfyDfnk5eYh1/2s7pyNX3NfclNzMXtd7N432LSSCMvMQ+7186nez9lXNY4BqQMoN5Vz+tbX+eU/qcwNG0o9a56Fm5dyJlFZzIodRAWj4UvS77k7AFnk6RLwuP3sKdxD0PThpJOOnpJT6o+FUkIeG8zjBlMy5sWrEYuTClk3rB5wXNZlFxEUXJR8G9MN6aHKOsf6R3rl9wPkzfgqbJ77awoW4GiKGQYMwIhf6K7jkRKpimTecPmkaqP/PvbExGTxJD8LtkiIyR2v3VmedpyOJ0EQAuaPhoSzla9ZvFCNc5UOo1oWij5ZX+w+m1p6VL6Z/fHLJiDmlI5CTlxvcivr15PlaOKU/ufSqIukWtHXotRE10+h6DRoBw/DfbtBEAymxGKhyMYwj+eUWPkptFXx/xEfrTy2b7PKLeXc9Wwq5BEiVP6n9LdSwICLZ2+KPuCIeYhQeNsWdkyJuVMIt+cj6IoLCtbxom5JwaMM8XPsrJlTMufRm5iLoqisOLgCo5PO568xDxEQcQv+4M5UwaNgeMyjwsaHUn6JOYWziUnIQcIFCdcO/LaYIP3Pgl9uH7U9cH1ZRgzOHvA2cHXKfqUkLZWBo0hLC9XOCRoE/j1yF8HDbj91v0sPriYs4rOir9m4CEURaHGWUOmKbPT5ugOpFwJuU7GX+9HTBLxbvaScE73G0Cp9x4dxm9PRjXOVHoMn+/7HKfPyTnF52DUGLnhuBvIy8ijrraObXXb+Hr/18GwSyzIihy8cTi8Dqwea9AojNYwa0LMyYecQMsgY0YGdtXAiplaZy3J+mQ0ooYR6SPon9S/yxL+w6V/Un/uKriL2trDIfjfjfld8EFCFMSQ11pRG/JaL+n54wl/DI43aoxcMuSS4LGMGiMn5Z8UfK2X9AxOGxx8LYkSSbrIWqp1Jkd+jxK1icH1VTuqSdAmhJUTFi6bajfxVclXXDLkkqDBejQgiAKm003Y3rSBArrjdEhZauX2sYBqnKl0G37Zz17LXgYkDwg04DZl4/a7gy2TjBpj8CY8JG0IeklPpjETgOVly6lz1TG3cG5EnrQaZw0f7f6I0/qfRr45n0k5k3rcjf7Lki/Js+cxPGF4dy+l26l11vLaltc4Kf8kxmWPC3qleiKSKIV8lprrnwmCEAwptvX6aO1R2D+pP/2TDveK/bzkcwQELh96edzmGJQ6CK/spY+pT9yO2VPQDtSSPDC5u5eh0sX0rLuSyjHF1rqtfLT7I8rsZQCMyRrDpJxJrd6k9JKeIWlDQjwPTVV6Tceqc9W1Oo+iKDi8DiDQtLpJDgBa5s70BHyyD7/ScUVWUy6PoiisKFvBroZdwddP/vgkP1X8FHy9aO8idjfsBgKew021m4LnS1EU7F47frlnVIG5/W5KbaVAINdpZr+ZDEsf1s2rUokXcwrmMD1/OhB4QPvP5v8EP7s+2ceW2i00uhuBwGez6XPeGrIiB7XtxmaNPWoNXJVjj553Z1I5avH4PXx74Ft21gdysganDebc4nPJTYi8zc7xfY7n1P6nBo/7ZcmXrK9eH/y9Vz6c5/bJnk94f9f7KIqCVtRy3sDzyEvMi+2P6UTmFM5hZsHMkG37LPsosZQEX7+65VW+3v81EPC6bKzZGDRoFBQGpw8OFjV4ZS9l9jKs3oCektvv5ot9X7C3cS8ADp+D5zY+x8aajQBY3VZe3vRy8H2yeWx8sueT4PEdXgc/lP8QNO5cPhe7GnYFDWC3z02FvQK33x38famtNPja6XNywHog+NrutbO3cW/w9Tf7v+HDXR8GBURHZ46OOdys0nNIN6aTbw6E/hvcDcH3HcDisfDZvs84aDsIQL27nn+u/2fQeLN6rHx34DtqnYHw78aajSz8eWGvF5tVUTkS1ThTaZcqRxWL9y0O3nitHisllpKg8eOX/ciK3N4hcPoCrT60opb91v3UumqDrwuTC2N+2tVJOn41/Fccn308EAhdPrfxOXbXBzxFQ9KG9LoWLp/v/pwvS74Mvl5WuoyfKn8Kvh6SOiR4gwO4dsS1wZwkURCZUzyH4pRiIHB+rhlxTfAc6CU9Vw+/OuiN0ogaTu53Mn3NfYGAsZdlygoaRB7ZQ42zJngTtXgswbAyQJ2rjo92f0SloxKAcls5/972byrtgdcVjgr+s/0/1DgD+XdltjLe2fFOcHyZrYz3d72PxW0BYFLOJM4pPgedpKqNH+2kG9OZN2pe8LOarEvml8N/GawU1YgaRmaMJFkXCOtZPBY21GzA7g1o76ToU0jQJvQY8VsVlXghKO35jFWOCsrKyqIeu6V2C0url3Jx4cUk65PZWL2Rr/Z/xa9H/hqzzsz66vV8s/8brh91PQnaBLbWbWVj9UZ+UfwL9JKenxp+YsPBDVw9/OpgBVokvQijqVqsc9XxU8VP/GLUL3Ba2u4B1xlzx2v8BusG6hrqmNF3BgD1rvqAnlWYHqTO1hrzy34EQUAURDx+D3WuOlL0KRg0BkzJJjaWbCQvMQ+jxojT56TCXkGfhD7B1zXOGrJMWeglPU6fkzpXHZnGTHKzc7tVd+pY0IfraeMjHdtcmsPpc5KXnRfUV+vsueM9Pjc38qiByrGBapypqKioqKioqPQg1LCmSof84Q9/6JaxvXnuWMerc/e+8cfq3LGOP1bnVlFpD9U4U1FRUVFRUVHpQajGmYqKioqKiopKD0I1zlQ6ZNasWd0ytjfPHet4de7eN/5YnTvW8cfq3Coq7aEWBKioqKioqKio9CBUz5mKioqKioqKSg9CNc5UVFRUVFRUVHoQqnGmoqKioqKiotKDUI0zlTaRZZm6ujpqamqC/8IZs2LFipjm/fOf/8xbb73F+vXrcTojU/jftm0bLpcLgCVLlvDaa69RXV3d4Tibzdbuv3CQZZnbb789ovW2dyyHwxH2/i6XC1k+3EZLlmXcbnc7IzqPWNZeVlbG6tWr8fl8nbW8HkVdXR3bt29ny5YtwX/hUlFRgdcbaKO2efNmFi1ahN1uD3u8x+OJuHtIPL4nAG63m/fee4/nnnsOgPLyctasWdPhOFmWeeCBByJa85EsWrQorG3tsW3bNhYvXgyAxWKhqqoqpjWpqByJprsXoNIz+eyzz3jvvfdITk4O9r4UBIG///3v7Y4TRZEvvviCKVOmRD33TTfdxLZt2/jhhx94/fXX0Wq1DBkyhKuuuqrDsS+++CKPPfYY+/bt4+OPP2bmzJk8/fTT3H///e2Ou+uuuxAEgdbqYwRB4Omnn+5wblEU6d+/PzU1NWRkZHS4/5E89dRTXHvttYiiyB/+8AccDgdz587lrLPO6nDsAw88wL333ovBYAACN96//vWv/PWvfw1r7ocffrhFj1OTycSAAQOYNWsWOl37fS5jWft9993H//3f/2G323nggQcoKipixYoV3HLLLZ269ttvv73dvq4dfdabWLt2LQcOHAgaSgDnn39+h+PeeOMNVq5cSX5+fsh3bNiwYWHN+/jjj/Pwww9TUVHBc889x7hx45g/fz533313h2NXr17N66+/js/n45lnnmHfvn28/fbb3HXXXe2Oi8f3BGDBggUUFRWxc+dOANLT03niiScYN25cu+NEUUSn0+FwODCZTGHNdSTff/89c+bMCdn23XfftdjWFu+++y67d++mvLycGTNm4PP5+Oc//xmz0aii0hzVOFNplUWLFvGPf/wDs9kc8diRI0fy8ccfM2XKlKCxAJCYmBjW+OzsbHQ6HRqNBo1Gw+bNmyktLQ1rrCRJCILA6tWrmTNnDjNnzuT777/vcNwzzzwT1vE7or6+nttuu43i4mL0en1we0c3PYCDBw9iMplYunQpY8aM4bLLLuMPf/hDWAaOx+MJOdcGgyEiz1l2djYWi4UTTjgBgBUrVpCcnExZWRnPP/88v/nNbzpt7QB6vZ5vv/2W008/nbPPPps777yz09fepO7+xRdfADBt2jQAli5dGvLetccLL7yAx+Nh8+bNzJw5kx9++IHi4uKwxv7000/84x//QKuNrmm3KIpIksSqVauYM2cOs2fPDvu8vfvuuzz00EP85S9/AaCgoCAsD3O8vieVlZXceuutLF++HKBD4785Wq2W22+/nVGjRoW8T1dffXW745YtW8ayZcuoqqrikUceCW53uVwRXedWrVrFo48+GvxOp6WlRezhV1HpCNU4U2mVjIyMqJ9Mm9z9TTc9iOyp+je/+Q1ms5kTTzyRmTNncvXVVyOK4UXgDQYDH3zwAUuXLuX+++9HluWIQ2Q2m42Kigo8Hk9wW7jejAsuuCCiuZrj9/vx+Xz89NNPnH766Wg0mnY9O80xGAzs2bOHoqIiAPbs2RPRDW/fvn0h3sXx48dz3333cf/993Pbbbd16toVRWHHjh0sW7aM66+/Pni8zl57ZmYmANu3bw/xelx22WXce++9YXm/duzYwd///nfuuOMOLrjgAs4888ywPW7Z2dn4/f6ojTNJkli2bBnff/990FAI97xJkhT19xsC79nSpUupqqri/PPPp6amhoaGhrANU41Gg8fjCX5GKioq0GjCux2NHTuWsWPHRrzmwYMHk5qaitVq5cwzzwxuNxgM9O/fP+zjNH22m9belEahohJPVONMJYT//e9/AGRlZfGXv/yFsWPHhtw85s6d2+ExYn26nj17Ntu2bWP58uXs3buXYcOGMXToUPr06dPh2FtvvTV4k09JSaGmpiZs7w3AN998w6JFi6irq6OgoIAdO3YwaNAg7rvvvrDGDxs2jOrqasrLyxk1ahRutzskF6w9Zs2axU033URBQQFDhw6luroao9EY1th58+bx5JNPkpqaCgQ8eLfeemtYYyGQN9M8HFtTU4PFYgEI66YZy9qvuuoqPvjgAyZMmEDfvn2prKxk+PDhXbZ2l8vFtm3bGDJkCBAw1sK94TYZwHq9nrq6Osxmc9j5Rzqdjt///veMHDkyZJ0deYCauPHGG/nyyy8555xzyMrKoqqqiqlTp4Y1tm/fvixbtgxZlikvL+ezzz5j0KBBYY2FQPqAIAhs3ryZ888/H4PBwEsvvcRDDz0U1vgLL7yQBx98kJqaGubPn8/27du58cYbwxo7ffr0sNfZnMzMTDIzM3nwwQejGt/E5MmTeeGFF7Db7Xz99dcsXryYk08+OaZjqqgciSpCqxLCu+++2+7vw/EM+Xw+vvzyS7Zu3QrA8OHDmTVrVthPxk24XC4WL17MJ598Qm1tLW+//XZE46Ph9ttv56GHHuKee+7hscceo7S0lHfeeSdsQ+frr7/mm2++wWaz8c9//pPy8nL+9a9/8ec//zmq9fj9fiRJCmtfn88XTPDOzc2N6HyvXbuWf/3rX/Tp0wdFUaiqquKaa65h2LBhfPPNN5xxxhmduvYmZFnG5XJF5NWJde179uzh2WefDRYxmEwmbrjhhqAXsj3ee+89Zs+ezc8//8xLL72EIAicfPLJXHTRRR2O/e6771rdHonx4fF4qKmpITc3N+wxEEjIf//999m4cSOKonDcccdx3nnnhe1tveuuu3jkkUe48847efTRRwH4/e9/z2OPPdbhWFmW+eGHHxg5ciQ7d+5EURQGDhxIUlJSWHOXl5fz5ptvcvDgwZA8v3A98z/++CP//ve/aWxsBAJeQEEQeO2118IaD7Bx40Y2bNiAoiiMHj2aUaNGhT1WRSUcVM+ZSghHGl8OhwNBEML2gkDgqdrn83HaaacBgarJF198MRiy6oiFCxcGqy4HDhzIhRdeyNChQ9sdc++99/LAAw9w5ZVXhoTTIr3w6nS64A3K6/WSl5cXUUXbF198wUMPPcQf//hHAHJycoI3gbZYsmQJ06ZNC3otj6Q9b+WmTZsYMWIEP/74Y8j28vJyACZOnBjWuseOHcv8+fODuX25ubnB8xCOYeZwOHj33XeDBvmwYcM4//zzwzKyYikmiMfai4qKeOyxx0KMs3BpCn1OmjSJcePG4fV6wx4frQeoiWiT+iHg6bvkkku45JJLoppbkiRkWQ5+1ywWS9hh7OZFQ9GEJxcsWMCFF17Ia6+9xh//+MdgGkW4vPHGG9x1113k5+dHPDcEHhpHjBjBqFGjKCsro6ysDJ/PF/HDp4pKe6ifJpVW2b17NwsWLAiGdyLxJuzevTvkCXrEiBH8/ve/D3vugQMHctZZZ5GSkhL2mKacoYULF4Y9pjXS0tKw2+1MmDCBv/71ryQkJJCWlhb2eK1WG3KR9vv9Hd60mhL3W0sq7mjsli1bGDFiRJsyBOEaZz6fj6+++ipqb+eCBQvo169f0MO4ZMkSFixYwB133NHh2FiLCSBw3gsKCnj++ee57rrrwhoTi1HcGi+//HLYc0PsHqDWkvo7Cqm2VtnanHAMOwikHjz22GM0Njby1ltv8cMPP3DxxReHNRZiKxryeDyMHDkSRVHIzMzkwgsv5M9//jMXXnhhWHOnpKREbZhB7NXFKirhoBpnKq3y7LPPcs011wQ9Vtu2bWPBggVhJTuLokhFRUUwR6yysjLshH4I5HQ08c4774R90ZVlmd///vc8/vjjYc91JE1G5IUXXsiWLVtwOByMHj067PHDhg3j/fffx+PxsHHjRr744osO5QFOOeUUIHDDasp7amLbtm3tjm06N+Hm67RFrN7OysrKEEPsggsuCNsgj6WY4Ej27NkT9r7tGcWdPTfE7gFqLam/o/MWicHbHlOnTqWoqIiff/4ZCHxvIjF4Yika0ul0yLJMTk4On3/+OWlpaR16p5tTVFTEk08+yYQJE0LyacN9kIHYqotVVMJBNc5UWsVoNIaEEocMGRJ2aPPyyy/n/vvvJzs7G0VRqKmp4YYbbohqHWvWrAnbOItVZ6yJbdu2BTWMLBYLdXV1ZGVlhTX20ksv5dtvv6Vfv3589dVXjBkzhlmzZoU19pVXXgkp8W9rW3Pa8vo0Ea73J1Zvp06nC0mq37ZtW9j5S7EUExxJuHlLcNgojqXCNtq5IXYPUDRJ/U1Vxy6XC51OF3xokmU5xHvXEW+//TZDhw5l+vTpIZ6vcImlaGjevHl4PB5++ctf8vbbb7Np0yZuuummsMc7nU70ej0bN24M2R6ucRZrdbGKSjioxplKqwwYMIAXXniBE044AUEQWLFiBcOGDQt6B9oLb44cOZL58+dTVlaGoijk5eVFLRcQab1KLDpjELvA5Oeff86cOXNCDLJFixa1K3C5Y8cOtm/fjsViCTG2HA5Hh5We8fL6xOrtvPbaa3nmmWeCeVsJCQlh3zDnzJkTcn4yMzPDro4FWLlyZdDbes8997TY1hG1tbW8/PLLbN++HUEQGDx4ML/85S9JT0/v1Llj9QBdffXVvP/++2i1WubPnx9M6g+HWEWLMzMzWbZsGa+88goGg4GhQ4cydOhQJkyYENZ4t9vN//73P2pqarjuuusoLy+nrKysQy8zEJTrMBgMUXmMY/Uyx1pdrKISDqpxptIqJSUlQKAarTk7duwAaPfm6fF4+PLLL4MhuaFDh3LKKaeE7Ulp7oF5+OGHW2xrj1i9ILEKTEajPu7z+XC5XPj9/pC5TCZThxpj8fL6xOrtNJlMLZLqI2lpE63KPsCHH37YwhhqbVtbLFiwgBNPPDF4rpcuXcqCBQu49957O3XuWD1Aa9eubZHUH65hGKto8cyZM5k5cyYNDQ2sWLGCTz75hK+//jrsnM+mDgFN15NwOwRAoMXXxx9/TE1NTYjHKlyDvqysjBdffJHGxkYef/xxSkpKWL16ddiG7bBhw0J0D7Ozs8OWP1FRCRfVOFNplUg8F0fy9NNPYzQaOf300wFYvnw5Tz/9dFhiphAaymvy3nQU3msiXLHYtohWYDIW9fGmi/306dODwqiREov3B2L3dj7++OM88sgjITlQTds6IlqV/XXr1rFu3Trq6up4+eWXg9udTmdEXj+LxcKMGTOCr6dPn86nn37a6XPH6gGKxTCMVbT4ueee4+DBgyQnJzN06FBuv/12CgsLwx4fS4eAJ598klNOOYVZs2ZF9D438fzzz3PFFVfwwgsvANC/f3/mz58ftnFmsVj46KOPOHjwYIhQdSzXTBWVI1GNM5VWsdvtfP/991RXV4c8nYbzhFheXh5V/lIs4b14SWlEKzAZi/r4q6++ylVXXRXUyTqScEKy0Xp/jpTgaKKyshLoOA+ntLSUAwcO4HA4Qo7ldDrDzmGKVmU/NTWVoqIiVq9eHRJmNxqNzJs3L6y5IZArtmTJEk488UQgYGh3ZFDHMnfT+91W5WRH73c8DMNYRYutViuyLJOQkEBiYiJmszkiTbtYOgSIosipp54a9lxH4vF4Whj/kRh58+fPZ8qUKaxdu5Zrr72W7777LuJ8QxWVjlCNM5VWeeihhxg4cCD9+vWLuHKuubI+wM6dOxk8eHCH42IJ78VLSuOss85i48aNGI1GysrKuOiii8ISmGxSHx86dGgL790bb7zB5Zdf3ubYpp6OsVTSReP9AdqU4GiiI+OsrKyMtWvXYrfbQ45lMBjClpWIVmW/oKCAgoICpk6dGrHYbXNuuOEGXnrpJV577TUEQWDQoEEdhnRjmTvW9zseRmlxcTFPPvlk1KLFTQ9bBw8eZMOGDcFWac8991xY42PpEDBu3Di++OILjj/++BDvbri9e81mMxUVFcHr2g8//BA0UsPBarUyc+ZMFi1aFPR6q14zlXijGmcqreL1eiPyPkBAXV8QBPx+P0uWLAlppxNOmX1r4b1oFONjZdSoUVErfjdJCzRn/fr17RpnTTfYffv2tchNa7oBdEQ03h84nBxdVVXVoiI1HANpwoQJTJgwIcQYj5SxY8dit9s588wzueuuuxAEgZkzZ3Y47oknnuC2227jzjvvbPUBIhzvmyzLvPnmm2EXjMRj7qb3O9oQfJNheOKJJyLLckQdAuIlWrxmzRq2bt3K1q1bsdvtjBgxIqyc0CZGjRpFYWFhsEPAVVddFbb36fvvvwfg448/Dm6LpHfvr371K1544QVKS0u57rrryMrK4je/+U3Ya28yYlNTU1m7di2pqanU1dWFPV5FJRzU9k0qrfK///0Pg8HAuHHjwn46ra6ubveY4eZTxaoYHwvRtnb58ssv+eKLL6isrAzpAep0Ohk8eHBYApVNLXGa07w9TnvU1NTw0ksvsWPHjqD35+qrrw5bUqS1uVvb1hYLFixodXukuVRerzdslf36+npSU1Pb/NyF+3l78MEHueuuuyLyHMUyd9NDTFuE2zg9mg4BTbqBsb5fL774IsOGDWPIkCERiTQ3p66urkXaRKw5o5HgcrlQFCVi2ZY1a9YwdOhQampqeOWVV3A4HFxwwQWMHz++k1aqciyies5UWkWj0fDGG2/wwQcfBLd19HR65A2psbExIu2kJuKhGB8t0bZ2OfHEExk9ejRvvvkml112WXC70WjsMNwSSzFBE//5z3+46aabgnPZbDYWLlzY4c02HjljQEgbHq/Xy6pVqzoMFbWV79ZER16cpuNHW0TRRGZmJvfeey/jxo0LqWBsTyMulrn/8Ic/RL7IVmitQ0BHD0jxEi2+5ppraGhoYPfu3ezdu5fi4mKSk5PDHv/GG2+wcuVK8vPzg4aqIAhhGWex9u6NJZ8WCFaU9uvXTw1nqnQaqnGm0iqffvop8+fPjyrRdfXq1SxcuJD6+nqSkpKoqakhLy+PJ554Iqzx8VSMj5RoW7uYTCZMJhO/+93vWojYthYybE4sxQRN7N+/P8QITExMZN++fR2Oi0fOGAR6SzbnhBNO6FAbLtZ8tyOLP44k3CKQ1NRUUlNTURQlbNmUWOaO1ZhsorUOAeHi9Xr58ccfqaqqCim2CVe+ZOXKlbz++utBY+rll1/miiuuaPE5aIuffvqJf/zjH1HpH8bazSKWfFoIFMu88sor7Ny5M+ilnjdvHtnZ2REfS0WlLVTjTKVV8vPzQ0RcI+Htt9/mwQcf5IEHHuDRRx9l06ZNwZL5cIinYnykxNraJRoR26ZiggcffDDqdSuKgs1mC/GchaNaHo+csdaoqKigpqam3X2avDeffPIJgiAEBYcFQcBkMrFv3z4KCgraHN9U/PH222+TkpLCtGnTUBSFZcuWRaRNN3HiRPr16xf2/vGae8eOHbzyyiscPHgQn8+HLMsYDIawjcpoOgQ08eijj2IymSgqKorKQHr//fd56KGHgt4yi8XCAw88ELZxlp2djd/vj2ruWLtZRJNP25z58+dz2mmnBedcvnw5Tz31FH/729+iPqaKypGoxplKq4iiyJ133snw4cNDwgXhuP4lScJsNqMoCrIsM2LECP7973+HPXesivGxEGtrl1hEbGO5Wc+dO5d7772XiRMnIggCK1eu5Nxzzw1rXgiExD7//PMW2k3hhr+O9CSlpKS0WwTRnD179rBnz55guGjt2rUMGDCAr776ikmTJnH22We3O37Dhg0hN8ZTTz2VP/7xjx2Oa+Jf//oXPp+P6dOnc+KJJ5KQkBDWuFjnfvnll/nd737HE088wcMPP8z3339PRUVF2HM37xDw1FNPRdQhoK6uLtjRIBpkWQ4JYyYmJnYodwMEpT90Oh2///3vGTlyZMTXl1i7WUydOpWvv/46onza5iiKEqy4hUD1bfMeoSoq8UA1zlRapcmjEg0JCQm4XC6GDh3KW4IhJwAAGPFJREFU/PnzSU5OjlhuIBbF+FiINRcnWhFbiO1mfdJJJzFgwAA2bdqEoijccccdEYVnn376aXJzc9mwYQPnnXcey5YtIy8vL+zxCxcuxGazUV5eHnGeoc1m45FHHgnme1144YU8/vjj3H///dx1110dGjqiKLJ06VJOOOEEIODJiORm/cADD1BWVsZ3333HH/7wB4qLi5k+fTrHHXdch2NjnbtPnz7IsowoisyYMYM//elPYY/V6/VccsklnH322QiCEJF3edCgQezfvz9ij2ETY8aM4cEHHwz+3StWrGDMmDEdjmuqVC0qKoo6gf6KK64IdrOAQCFSJN0sosmnhcDnFAI5bh9++CFTpkwJtrYL529XUYkE1ThTaRWz2cyYMWOiUuD+/e9/j06nY968eSxduhSHwxGRYRWtYnw8sFgsfP311y2ShcM12qIVsW0ilpt1fn5+VPlyEAhD3nbbbaxevTroQYokzPrNN9+waNEi6urqQnTuwvF41tTUhHhPJEmipqYGnU4XVtjrlltu4dVXX+XVV18FCLs6tjm5ublcfPHFFBUV8corr7Bv3z4UReGSSy5p12say9x6vR6fz0dBQQFvvPEGKSkpEbVQ2rVrF88++2zwAcBkMnHDDTe02/e2udzNd999R1ZWFlqtNliVHG6laEpKCv369Quep1mzZnH88cd3OG769OnBn30+H6WlpQiCEJHOmtVq5fHHH6e6upqffvqJHTt2RJR7F20+bZPMS1P4/auvvgr+ThCELnl4VDl2UI0zlVZZvnw5r776KhMnTmT69OkR3fSbV7w1vxiHS7SK8fHg0UcfZciQIYwcOTIqwzRaEVuI/WYdC02ezYSEBPbv309KSkqHlX/NWbRoEQ899BD33HMP9913H6WlpbzzzjthjT3hhBO45557gp6UNWvWcMIJJ+ByucL63GVlZXHnnXeGvdYjKSkpYfHixaxbt46RI0dy1113UVRURF1dHX/605/aNc5imfvmm29GlmWuvvpqPv30U2pra7n99tvDHv/cc89xzTXXMHToUCDQf3bBggXtflfiVSnqdDr59ttvSUxMZMqUKRHnK65du5Z//etfwV6uVVVV/PrXvw7LA/Xf//6XyZMn43Q6+fnnn5k7dy4vvvhi2Dlf0ebTPvPMMxGPUVGJFtU4U2mVW265BYfDwfLly3n22WcBmDFjBieccEKb4ZO2KtgibaEUrWJ8PHC73WHnSrVFtCK2sd6sY2HWrFnYbDYuuugiHn30UVwuFxdddFHY43U6XfB983q95OXlBdXnO+L8889n7NixbNu2DUVRuPbaaxkwYABAWF6oWBtZv/zyy8ycOZNLL700pMdjWloaF198cafMLcsyb731Frfccgs6nS6qBvZGozFomAEMGTKkw9Bm80rRI6uKIwnBX3DBBVxwwQWUlJSwYsUK/vKXv5Cenh5Ws3gIhMHvu+++YN5YRUUFDz/8cFjGWdND09q1aznllFOYMGEC7777bthrjyWfFgLv3dq1a1tUurYnvaKiEimqcabSJiaTiYkTJ+LxeFi0aBGrVq3i448/Zvbs2cyePbvF/rG2TmoiWsX4eDBu3DjWrl0botsVDvEwTDMzM/H5fFRXVzNx4sSIW+rEwsiRI0lMTGTYsGHB3JtIDOK0tDTsdjsTJkzgr3/9KwkJCRGJkxYVFbUbjmuPWBtZ33///W3+rnnidzznFkURq9WKz+eL+D3es2cPAAMGDOCFF17ghBNOCOY+hSviGk1VcWskJyeTkpKC2WwOCjeHO665WHN2dnbYOmlpaWm88MIL/Pzzz5x99tl4vV4i0VKPJZ8W4JFHHkGr1UYtxaGiEg6qcabSKqtXr2bx4sVUVlYybdo0/va3v5GcnIzb7ebWW29t1TiLF025G5MmTWLcuHFhK8bHg0WLFvHBBx+g0WjQaDRhG1fxMExjCfXEyuOPP96iG0Br29qiSVbgwgsvZMuWLTgcDkaPHh3vZbZKrI2st23bxrvvvktNTQ1+vz/4nofTDiiWuaMRvwV4/fXXQ16/9957Yc3XnFiqiiHQEWPFihVYLBYmTZrEddddF1HqQ35+Pg899BCTJ08GAv0tBwwYEBQmbi+UfOutt7J+/XrOPPNMEhISqK+vj8jbHU2qRXNqa2u7LM1C5dhFNc5UWuWHH37gjDPOaPEkrtfrI6qMiga3280nn3xCTU0N119/PTU1NWzdujUotdCZxFJ1GI+5ow31REu8OgQ0pytb8EDsjayfe+455s2bR1FRUcR5hrHM3Zr4bTiemHjIysRSVQyBCsmrrrqqXR269vB6vSQnJ7NlyxYg0BvWZrMFhYnbM870en3I75vOY7i01j6rSfPtvPPO67Arx+jRo9mwYUNY1bwqKtGiGmcqrXLzzTe3+buRI0d26twLFiygqKiInTt3ApCens4TTzzRJcZZa1WHgwcP5s9//nOnzx1LqCda4tUhoDtprZF1JNWaJpMpagM4lrnz8/ODnqMmVq5cGdH80UrOxFpV3LxFWTTEKlkTC01V6CeeeCIQKH5SFAWTycQzzzzTYdHEoEGD+Pvf/44syxF511VUIkE1zlRCiFdSfyxUVlZy6623BrsKNE/S7mxiqTqMlVhCPdHSWR0CugpZlvnyyy+59957I25k3ZS7NXz4cF5//XUmTpwYkv/VUQ5cLHMDfPjhhy2Ms9a2tUUskjOiKAYLCMrLyyOqKo4Hb7zxBueeey46nY6//e1vlJSUMG/evA5z/OLB9u3bQ3Lr+vXrx7333ssDDzwQVgHOwoUL+etf/6rmnKl0KqpxphJCvJL6Y0Gj0eDxeIIXvoqKii5LjI+l6jBWYgn1xMqqVavIz8/vlptlLIiiGDSymudthcORuVtNx2mio/BhtHOvW7eOdevWUVdXF1TMh0AoOZKwaiySM0dKYUQrRhstGzZs4PLLL2fVqlWkpaVx2223cf/993fJ583lcrFz504GDhwIBPTimsK64Yhl5+Tk0LdvX9UwU+lUVONMpcdx4YUX8uCDD1JTU8P8+fPZvn17l4VBYq06jIXuDPV0580yVgoLC3nkkUeYPHlyiH5VR8Zsk/FVWVnZoml1ZWVlp82dmppKUVERq1evDvHOGY3GiHo+xiI5E6sURqw0CTyvXbuWE088MezWSfHguuuuCxHvNRqNXH/99bhcLn7xi190OD4lJYX777+f0aNHh4gkq1IaKvFENc5UehSyLGOz2bjjjjvYuXMniqJw1VVXRazmHS3dWXUYq15XLHTnzTJWbDYbZrOZTZs2hWwP19P4xBNPtKhKbW1bvOYuKCigoKCAE088MegRttls1NbWRnTe4yE5E60URqyMGzeO3/3ud+h0Oq655hosFktUTdCjobi4mMcffxyHw4GiKCG9VKdMmdLh+KysLLKysvD5fPh8vs5cqsoxjGqcqfQoRFHkiy++YMqUKRFrjcWbrq46jFWvKxa682YZK7Is88tf/jJ4k7XZbGGF5+NRqRrt3AB//etfufPOO5Flmd///vckJSUxbNiwsL1nsUjOxCqFESuXXXYZZ599NiaTCVEU0ev1MXV5iISGhgbeeust6uvr+eMf/8jBgwfZsWNH2IZtNILBKiqRohpnKj2OkSNH8vHHHzNlypSQXJ7e5M2Jhlj1umLhyJulTqfrsptlrOzfvz/E+5GYmMi+ffs6HBePStVo5wZwOByYTCa++eYbZsyYwYUXXsgdd9zR4bhNmzYxYsSIEIOyOeF4DGOVwogVn8/HkiVL2Lp1KxB4EDrllFO6ZO4FCxYwffr0YOPznJwcnnzyybCNM4vFwkcffcTBgwfxeDzB7fGQOFFRaUI1zlR6HIsXL0YQBL788suQ7eGIgvZmYtXripUm4/f555/nuuuuizjBvrtQFAWbzRZcv81mC2la3xbxqFSNdm4IhJLr6+tZuXJlh22imrNlyxZGjBgRYlA2JxzjLFYpjFh58cUX8fl8nHbaaQAsWbKEF198keuvv77T57ZarUyZMoUPP/wQCBQBRPIQNH/+fKZMmcLatWu59tpr+e6777os7ULl2EE1zlR6HE8++SRffPEF27ZtQxAEhgwZwqmnntrdy+p0YtXrihdHVi32dObOncu9997LxIkTEQSBlStXcu6554Y9Pj09nccee4zt27cjCAKDBw/ml7/8Jenp6Z069/nnn8+DDz7IkCFDKC4uprKyMkTnri2MRiP/+9//ghWDTa2LelP14O7du3nssceCr0eMGBHM9+xs9Ho9Vqs1eL527NgRUQcSq9XKzJkzWbRoEcOGDWPYsGGq10wl7qjGmUqP4+mnn8ZkMgVbRC1fvpynn36a2267rZtX1rmkpaUxffp0hg8fjs1mw2g08v3334clKhpPepsX4KSTTmLAgAFs2rQJRVG44447IsqfWrBgASeeeGLw87V06VIWLFgQVuViLHNPnjw5RNMsOzs7rLBmU5VhWVkZu3fvZvz48QCsWbMmpBF6T0YURSoqKoLGaGVlZZeF8K+88koeffRRKioquPfee7FYLBFdW5qKOFJTU1m7di2pqanU1dV11nJVjlFU40ylx1FeXt5tT9XdyaOPPkpCQgKFhYVdGs6EgDJ9k6Fwzz33tNjW08nPz486od1isTBjxozg6+nTp/Ppp592+twLFixodXtHkipNCel//etfeeSRR4LCtxdccAFPPPFExOvoDi6//HLuv//+YB/ZmpqaTm8L10RlZSV33303tbW1/Pjjj+zcuTPsUDTAueeei8Ph4IorruCVV17B4XBEJIGiohIOqnGm0uNoapvUlAe0c+dOBg8e3M2r6nzq6uqChlFXE6tafW8mKSmJJUuWBNv5LFu2rMP+ivGgeTWy1+tl1apVERnlNTU1IeLMGo2G6urquK6xsxg5ciTz58+nrKwMRVHIy8vrsurg//73v0yePJn9+/fz888/M3fuXF588UX+9re/hTW+qY1cv3791HCmSqehGmcqPYamhsR+v58lS5aQkZEBBG5CXVnm310MGjSI/fv3d6lae7zU6nszN9xwAy+99FKwNdngwYO7xIszadKkkNcnnHBCSFuhjpg2bRp//OMfmTBhAoIgsGrVKk466aR4L7PT2LNnD9XV1fj9fkpKSgC6ZP1Nn+u1a9dyyimnMGHCBN59992wx1dWVvLKK6+wc+dOBEFg0KBBzJs3r4WQsYpKLKjGmUqPoaOGw0crzY3S7777jqysLLRabbCfabgteaIhXmr1vZmMjAzuuuuu7l4GFRUV1NTUhL3/ueeey+jRo9m2bRsQCIcWFhZ21vLiyj//+U8qKyspKCgIeQjoCuMsLS2NF154gZ9//pmzzz4br9cbLKoIh/nz53PaaacFUy2WL1/OU089FbbnTUUlHFTjTKXHkJmZ2d1L6Ba60ygtKCigX79+bNy4kenTp3fbOrqT7vKEXHnllSEVlikpKVx++eURHaOoqKjDBu09kT179vDEE090S4Xprbfeyvr16znzzDNJSEigvr4+ovOuKEpIW7Np06bxxRdfdMZSVY5hVONMRaWb6W6jVBRFrFYrPp+vyxrM9yS6yxOycOFCbDYb5eXlYXckOFro27cvDQ0NXV74AgEpjeZacKmpqRGtY/jw4Xz44YdMmTIFQRBYsWIFY8aMwWazAUe/WLZK13DsXYlVVFRakJmZyb333su4ceNCxGePhWbO3eUJ+eabb1i0aBF1dXUhRTDHQpK51Wrltttuo7i4OOSBoCeElztixYoVAHz11VdBz5+iKEHx7KNdLFula1CNMxUVlaD3QFEUnE5ndy+nS+kuT8iiRYt46KGHuOeee7jvvvsoLS3lnXfe6ZS5ehq9uT/lZZddxujRozGZTLz33nvs3buX8847r1eGl1V6LqpxpqKi0qtvlrHS3BPSnM72hOh0OnQ6HRCQ0sjLy6OsrKxT5uppDBv2/+3dW0iU3R7H8e88mpWTVp4wCCIUowlMyyyqiSyoUCPo3EVkhRQRohQWRRHYATphkph2whAqio5QEFTgRUyiJtFJTSoJD5hTmYcsnfZFNHu762337tR53ub3uZsZfdZ/vJj5+az/WsvGu3fvqKmpASAyMpKhQ4d6uKpfc+nSJaZOncqzZ8/+r604RH6FwpmIePVhzrm5uR4ZNygoiLa2NiZNmsTu3buxWq0EBQV5pJb+du/ePYqKirDZbACcOnWKlStXfre9iBn97lYcIr9C4UxEvPow561bt5KQkMD06dOxWq39Nu63BQhLly7lyZMntLe3ExMT02/je9Lly5fZt2+f+25ZS0sLWVlZ/4hw9rtbcYj8Cu/YZVJEfurbYc4+Pj7YbDY2bNhAdXW1p8vqF+np6TidTrZu3Up2djYVFRX9/mVrs9mIi4vzmtWyLperxzTmkCFDcLlcHqzo12VkZDB+/Hi2bduG1WqltbX1b2+BIvK/eMcngYj8lDcf5hweHs6KFStYtmwZ5eXl5OXlYRgGCQkJJCYmamuEPhATE8OePXuYNm0agHsRxj/B727FIfIrLF90P1bE65WVlTF27FjevHnjPsx5yZIlxMXFebq0fvHq1Svu3r3LgwcPGD9+PHa7nWfPnlFcXMyBAwc8Xd4fyeFwUFlZyZcvX7DZbMTHx3u6JBHTUDgTEa+2ZcsWrFYrs2bNYvLkyT0O4D548CCbN2/2YHUi4o0UzkSEuro6Tpw4wfv37zl06BCvXr2itLSURYsWebq0Pvf69WtevHhBU1NTj76nxYsXe7CqP9OOHTvIysr67uiqb+fIfjt8XsTbqedMRMjPz2flypUUFBQAMGrUKHJycrwinBUWFmK1Whk9enSPu2bS+7KysoCvR1eJyF9TOBMRPn36RGRkZI/nvu3n9KdzOp1s377d02WIiLh5x6eviPxUQEAADQ0N7qkmh8PhNSvQoqKiqK2t9XQZIiJu6jkTERobGykoKKCyshKr1UpYWBhpaWmEhoZ6urQ+s2nTJiwWC93d3TQ0NBAWFsaAAQPc/U8HDx70dIki4qUUzkSEz58/43A4aGpqorW1lcGDB2OxWP7opvimpqafvv4nB1MRMTf1nIkI+/fvdzfFe8t0psKXiJiVwpmIqCleRMREtCBARNQULyJiIuo5E/FiaooXETEfhTMRL6ameBER81E4ExERETER9ZyJiIiImIjCmYiIiIiJKJyJSL/Izc3l3Llzni5DRMT0FM5ExFR27drF7du3/5hxRET+LoUzERERERPRak0R6RMvXrzg2LFj1NfXExsbi8ViITw8nOTkZI4ePUp1dTUul4sxY8aQmppKcHAwZ8+e5cqVK/j6+mIYBjNnzmTt2rWcPn2akpIS2tvbCQ8PJyUlhbFjxwLw/PlzTpw4QX19PX5+fkyfPp1Vq1YBUFVVxZkzZ3j9+jWhoaGkpKQwbty4vxxHRMQMFM5EpNd1dXWRlpZGYmIi8+bNo7S0lCNHjrBgwQKSkpJ4/PgxsbGxuFwu8vLy6OrqIjMzE/g63Wi325k9e7b7esXFxcTGxuLv78+NGze4du0aubm5+Pn5sX37dubOncuMGTP4+PEjtbW1REVF4XQ62bx5Mxs3biQmJoZHjx6RnZ1NdnY2gYGBPxxHRMQMNK0pIr2uqqqK7u5ukpKS8PX1ZcqUKURERAAQEBDAlClTGDhwIIMHD2bhwoU8ffr0p9ebMWMGAQEB+Pj4MH/+fLq6uqirqwPA19eXhoYGWlpaGDRoEFFRUcC/A92ECRMwDIPo6GgiIiIoLy/v2zcvIvKbdPC5iPS6t2/fEhQUhMVicT8XEhICQGdnJ4WFhVRUVNDW1gZAR0cHLpcLw/jx/4vXr1/nzp07OJ1OLBYLHR0dfPjwAYD169dz/vx5MjIyCAsLY/HixUycOJE3b97gcDgoKytzX6e7u5tx48b11dsWEekVCmci0uuGDx+O0+l0n9EJ0NzcTHh4ONevX6euro69e/cybNgwXr58SWZmJt86LP4z0AE8ffqUq1evsnPnTkaOHIlhGKxevdr98yNGjCA9PR2Xy0VJSQmHDx/m5MmTBAcHY7fbWb9+/Q9r/O9xRETMQtOaItLroqKiMAyDmzdv0t3dzf3793n+/DkAHz9+xM/PD39/f1pbW7lw4UKP3x06dCiNjY3uxx0dHfj4+BAYGIjL5eLixYu0t7e7Xy8uLqalpQXDMPD39wfAMAzsdjtlZWVUVFTgcrn49OkTjx8/prm5+YfjiIiYhRYEiEifqKmpIT8/n4aGBmJjY4Gvd7nmzJlDTk4ONTU1BAUFkZyczPHjxzl79iw+Pj5UVVWRm5tLS0sLdrudlJQU8vPzcTgcDBw4kKSkJG7dusW6deuIjo4mJyeHhw8f0tnZSWhoKMuXLyc+Ph6A6upqioqKqK2txTAMIiMjSU1NJSQk5Ltx1qxZ48k/l4iIm8KZiIiIiIloWlNERETERBTORERERExE4UxERETERBTORERERExE4UxERETERBTORERERExE4UxERETERBTORERERExE4UxERETERP4FtnpWqr0z43IAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"IDS_results/IDSQCBA_R_noPruning_ATTPRUNING_TRUE.csv\"\n", - "pathBASE=\"IDS_results/IDS.csv\"\n", - "savefigpath=\"IDS_results/IDSQCBA_R_noPruning_ATTPRUNING_TRUE.pdf\"\n", - "scale=1\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"IDS\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## IDS + QCBA #6" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"IDS_results/IDSQCBA_R_transactionBased_ATTPRUNING_TRUE.csv\"\n", - "pathBASE=\"IDS_results/IDS.csv\"\n", - "savefigpath=\"IDS_results/IDSQCBA_R_transactionBased_ATTPRUNING_TRUE.pdf\"\n", - "scale=1\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"IDS\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# KDD dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "datasets = [\"kdd1000_\",\"kdd10000_\",\"kdd20000_\",\"kdd30000_\",\"kdd40000_\"]\n", - "yAXISRangeForKDDMultiPlots=[0.75,1]\n", - "ylimvals = (0,50000)\n", - "ylimtime=(0.1,100000)\n", - "ylimacc=(0.7,1)\n", - "legendNcol=3\n", - "legendOffset=(+0.15, 1.05)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CBA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### effect of minimum conditional improvement (mci)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "note that these results were comon a different machine (server) in filename" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### CBA + QCBA #5 mci=-1" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=-1-qcba.csv\"\n", - "pathBASE=\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=-1-cba.csv\"\n", - "savefigpath=\"CBA_results/server/KDD_CBA_QCBA_198-numericOnly-T-Pcba-A-mci=-1.pdf\"\n", - "\n", - "scale=2\n", - "\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath,XaxisDataSize=True,ylimvals=ylimvals,doNotPlotRows=True,ylimtime=ylimtime,ylimacc=ylimacc,legendNcol=legendNcol,legendOffset=legendOffset)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### CBA + QCBA #5 mci=0" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=0-qcba.csv\"\n", - "pathBASE=\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=0-cba.csv\"\n", - "savefigpath=\"CBA_results/server/KDD_CBA_QCBA_198-numericOnly-T-Pcba-A-mci=0.pdf\"\n", - "\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath,XaxisDataSize=True,ylimvals=ylimvals,doNotPlotRows=True,ylimtime=ylimtime,ylimacc=ylimacc,legendNcol=legendNcol,legendOffset=legendOffset)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**RESULT**: Version with MCI = 0 is faster and there is negligible performance difference" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CBA + QCBA #6 mci=0" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"CBA_results/server/196-numericOnly-T-Pcba-A-transactionBased-mci=0-qcba.csv\"\n", - "pathBASE=\"CBA_results/server/196-numericOnly-T-Pcba-A-transactionBased-mci=0-cba.csv\"\n", - "savefigpath=\"CBA_results/server/KDD_CBA_QCBA-196-numericOnly-T-Pcba-A-transactionBased-mci=0.pdf\"\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath,XaxisDataSize=True,doNotPlotRows=True,ylimvals=ylimvals,ylimtime=ylimtime,ylimacc=ylimacc,legendNcol=legendNcol,legendOffset=legendOffset)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**RESULT**: There is a small difference between 5 and 6" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Effect of individual steps" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'CBA_results/server/196-numericOnly-T-Pcba-A-transactionBased-mci=0-qcba.csv'" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pathQCBA" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "series=[\n", - " {\"path\":\"CBA_results/server/120-noExtend-mci=-1-cba.csv\",\"label\":\"CBA (dc)\",\"marker\":\"H\",\"linestyle\":\"--\",\"markerline\":\".\"},\n", - "\n", - "# {\"path\":\"CBA_results/server/117-noExtend-D-mci=-1-cba.csv\",\"label\":\"CBA\",\"marker\":\"H\",\"linestyle\":\"--\",\"markerline\":\".\"},\n", - " {\"path\":\"CBA_results/server/120-noExtend-mci=-1-qcba.csv\",\"label\":\"+ refit\",\"marker\":\",\",\"linestyle\":\"-\",\"markerline\":\"^\"},\n", - " {\"path\":\"CBA_results/server/114-noExtend-A-mci=-1-qcba.csv\",\"label\":\"+ attributePruning\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\"o\"}, \n", - " {\"path\":\"CBA_results/server/42-noExtend-T-A-mci=-1-qcba.csv\",\"label\":\"+ trimming\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\"<\"},\n", - " \n", - " {\"path\":\"CBA_results/server/186-numericOnly-T-A-mci=0-qcba.csv\",\"label\":\"+ extension (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\">\"}, \n", - " {\"path\":\"CBA_results/server/186-numericOnly-T-A-mci=-1-qcba.csv\",\"label\":\"+ extension (minCI=-1)\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\"s\"},\n", - " {\"path\":\"CBA_results/server/198-numericOnly-T-Pcba-A-mci=0-qcba.csv\",\"label\":\"+ postpruning dc+dr (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\"p\"},\n", - " {\"path\":\"CBA_results/server/196-numericOnly-T-Pcba-A-transactionBased-mci=0-qcba.csv\",\"label\":\"+ def. rule overlap - tran (minCI=0)\",\"marker\":\"h\",\"linestyle\":\"-\",\"markerline\":\"D\"}, \n", - "]\n", - "savefigpath=\"CBA_results/server/KDDablationTime.pdf\"\n", - "generatePlot2(series,scale,datasets,savefigpath, True,doNotPlotRows=True,doNotPlotAccAndModelSize=True,legendNcol=1,legendOffset=(0.9, 0.8),ylimvals=ylimvals,ylimtime=ylimtime)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# SBRL + QCBA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### SBRL trained on long rules with QCBA#5" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathBASE=\"SBRL_results/server/SBRL-noPruning-Long_mci0.csv\" #SBRLQCBA-transactionBased-Long.csv\n", - "pathQCBA=\"SBRL_results/server/SBRLQCBA-noPruning-Long_mci0.csv\" #SBRLQCBA-noPruning-Long_mci0.csv SBRL-transactionBased-Long.csv\n", - "savefigpath=\"SBRL_results/server/KDD-SBRL-noPruning-Long.pdf\"\n", - "scale=20\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"SBRL\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath,XaxisDataSize=True,doNotPlotRows=True,ylimtime=ylimtime,ylimacc=ylimacc,ylimvals=ylimvals,legendNcol=legendNcol,legendOffset=legendOffset)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# IDS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## IDS+QCBA#5" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pathQCBA=\"IDS_results/server/IDSQCBA_R_noPruning_ATTPRUNING_TRUE_mci0.csv\" #IDSQCBA_R_transactionBased_ATTPRUNING_TRUE.csv\n", - "pathBASE=\"IDS_results/server/IDS.csv\"#IDS.csv\n", - "savefigpath=\"IDS_results/server/KDD-IDSQCBA_R_noPruning_ATTPRUNING_TRUE.pdf\"\n", - "scale=5\n", - "series=[\n", - " {\"path\":pathBASE,\"label\":\"IDS\",\"marker\":\"H\",\"linestyle\":\"-\",\"markerline\":\".\"},\n", - " {\"path\":pathQCBA,\"label\":\"+QCBA\",\"marker\":\"h\",\"linestyle\":\"--\",\"markerline\":\".\"}\n", - "]\n", - "generatePlot2(series,scale,datasets, savefigpath,XaxisDataSize=True,doNotPlotRows=True,ylimtime=ylimtime,ylimacc=ylimacc,ylimvals=ylimvals,legendNcol=legendNcol,legendOffset=legendOffset)\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -}