{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing fmriprep with fslfeat: group analysis results" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jdurnez/.local/lib/python2.7/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n", " \"This module will be removed in 0.20.\", DeprecationWarning)\n" ] } ], "source": [ "from nipype.algorithms.metrics import FuzzyOverlap\n", "from nilearn.image import resample_to_img\n", "from scipy.stats import pearsonr\n", "from __future__ import division\n", "import matplotlib.pyplot as plt\n", "from collections import Counter\n", "from nilearn import plotting\n", "import nibabel as nib\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import palettable\n", "import json\n", "import sys\n", "import os\n", "\n", "sys.path.append(os.path.join(os.environ.get(\"HOME\"),\"CNP_analysis\"))\n", "from utils import get_config, atlas\n", "from utils.prog import log_progress as lp\n", "\n", "%matplotlib inline\n", "\n", "sns.set_style('white')\n", "\n", "cols = palettable.tableau.ColorBlind_10.hex_colors\n", "cols += palettable.tableau.PurpleGray_6.hex_colors\n", "cols += palettable.tableau.Tableau_10.hex_colors\n", "\n", "sns.set_palette(palettable.tableau.ColorBlind_10.mpl_colors)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pipelines= ['fmriprep-1.0.3','fslfeat_5.0.9']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "basedir = os.path.join(os.environ.get(\"PREPBASEDIR\"),\"fmriprep_vs_feat\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example: 1 (random) group analysis" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "samplesize = 50\n", "experiment = np.random.choice(range(0,100))\n", "sample = 0\n", "\n", "zstatfile = {}\n", "pstatfile = {}\n", "tstat = {}\n", "\n", "for pipeline in pipelines:\n", " zfile = os.path.join(basedir,pipeline,'task_group/samplesize_%i/experiment_%i/stopsignal'%(samplesize,experiment),\n", " 'sample_%i/cope11/OLS/zstat1.nii.gz'%sample)\n", " zstatfile[pipeline]=zfile\n", " pfile = os.path.join(basedir,pipeline,'task_group/samplesize_%i/experiment_%i/stopsignal'%(samplesize,experiment),\n", " 'sample_%i/cope11/OLS/pstat1.nii.gz'%sample)\n", " pstatfile[pipeline]=pfile\n", " tstat[pipeline]=nib.load(tfile).get_data()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### T distributions of example group study ( n = 50 )" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kpNToQ1i9ejWnTp0CXH0SPXr0aNK+tQTZ+SxJ3pS2A6FS4wjt1fC8IV1wBsSg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\nK8VlNTH/+9fQNzWxuZR2j8J1TMz9FWFDAss8Pyd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for pipeline in pipelines:\n", " ts = zstat[pipeline]\n", " sns.distplot(ts[ts!=0],label=pipeline)\n", "\n", "plt.title(\"Distribution of t-statistics (whole brain) for one example study (n=50).\")\n", "plt.xlabel(\"T-values\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/share/PI/russpold/software/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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wGAwGg8FgMBgMhr6NZgBhDvoYzInQTgwbNizAQNAq8zqqm0qlAjmwOh+OkDoK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F9zucvgEeK+++7DkiVLilu5AvYMrS7IQO/XTgQPDw8PDw8PDw8PDw8Pj4GO1157DdOn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\ny/5PM8b0vZbRal0JR2uF6DFXQ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HP0AsFsOYMWPw1FNPObkl69atw6hRozBy5EhUVFTgN7/5DYqLizFo0CBnctzQ0IAJEyag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\nx+POmKCfxTqoF4vFHHvQLDvNcIrH4866PBYh5wHcVrNtpP7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9tnjq+b4o//PPj2u5Jx1F\nTxRh0xLZ3u796EQgAJBi507XNk488W23oemsaFx/JFHARKocu8npK6+sAAB0dk6NmOwAnju36LEL\ntriMJv4za0Y4U0MI6vadHshk1sIZEC5wG5o8w5oV+wdcF9XtTSRz4UnojTdycuDUth944NiUdezo\nGnmXEY9l2g2b9WCicQFwiffM+T6TlcUkDV2yBIK2Oi9hn/1tXv0D5fKa8StuAn5qPl5un8ZU9/HE\nmjWOlfXSSx8ZYU/gqeOPBxAln6RIkWJ2YuHtt4McwR0ATtq4cZJLlCLF+GNaGhFozbOWMk1notZg\nG2ejlly37ol+eKJ2aKIVdR+y2RNCcdo7d16Offv24fzz93v7uCnDBx+4tI25XA7yaY32K68EAJz4\n5z8DCCyTS5cu9S2QtPLu3LkTQGAdJNNheHg4EiN89tlnAwgsn4VCwbf+qdfOxuSpF52WQ/XUNTQ0\nRBgDzir6J7dDkTNljWfIYfVqqi+6mfEbbziBwKRUNDZFGD3DP/rRjwBEtR8mGgsXLsSttw4A6MFj\njy0I/Wd1MoAoM8WKDvlCi4WzgkdmWfYAs/yA+TPPOGM7qNL2zjuX++cEgmdJy7J6TKxeSKUYXoLP\nnW2SFma2L8tIUO0CIi7tH5+NrWO77+DgYOQ4V86Eh8S4/e3el1suQ5te8DH3Pg0N/IPoBT86yZbh\nfZPlNNnIZB6EH8KxzDMenOP9yc7lDG9ZALDBq8t2b5tvBPWOff9zAIAvfOFN/Pznb0bYQHV1dRHh\n07hUe5rOlnXG7XFspzjv7saNl/jryliy57HnA1w72bjR3fjKlTQiNOCddy5GdXU1isUistlsIvuG\n21m2uHh7XlNF2mzayo9/3Ov7m84K0gPThkx7Rqtsb0AQRcM6ZIpcyL65BqA4cUZENRw4Bgxw7rnO\nqN7f3x9Ja8nnw77Gph9TnYRKqeeShMDi9AOIJHZBnHiYwrbHykwG9/xdyAqwc+fVsecrl8t+hmPi\nYk/otlKaSr2XJNHE4eHhCKNImUVW8JN9GL142o77+vr8djzVGH+VwJTevD+2RzJgBgYGfJ0E3nsS\nG7O6ujriYeUYYL29Ot9SLyph+0ZlNGgcutUKSmIZ2P6J0PFRWRF2nySvdFVVld8eeC8ad2/vKYn9\noDH0hw8f9uerLMNsTvVYvv32iFn7jZUrAQBXbHPGSdW4sloaqqPhn1d03YrFYiSNsc6tbDvnu6L9\nkTJPa2pqIu1Bx2ibwl3FSfkNwjK1tLT4fY2yZwnL+NM2nmLqYnyU31KkSJEiRYoUKVKkSJEiRYoU\nMx7TiolAxdOzzjoLQNhqS+sqLdG0ZNk4Tc2mYNVuP/jgAsyZMwfNzZ7QYrez0u7Zc07IE0Avc39/\nP555xtlg+vrctQcGsv41SWekH5UMBIJWuXnz5kXUcVkupu37/e9/7/93pcdoIAPhhBNOCB0zNDTk\ne5FpGR4aGsL2q64CENAt9/3f/wsgarm2jAbAWZhpDeczzmQyOHDgulCcHC2bvb3OW7Bkydvmao4a\nrx4stUjGWWKniqfEtStHpa+trQ2lt9Hyczu9cWEFcs8VWY+gcbCx+IKAvKrlPDur/ooVW0MHbd7s\nrNu0TLP+4lKTqUfYerref/+qUGy6ptzTWDwAOOkkhvWQcdCLHTuuC11HM0PQO8Py0go/PDyMs85i\nKsZwuwk/FD40XpPejobgJ7287d5y83LZt8s/3/XX68N35frSl9xaJnM/yuWvYOLRBt+VTbLPhd5y\nmdkFcG2JZIvN3pIebz/lqodnzsXXvuZ+PvLI9tgYTU2xaaFKzUltyrKdkvQOrLJ3Usoz9VYMDw/7\nbXvTJpdu7Mwz/wvDwyeEYkBVU4HQcsfdI49lPKvVPFm9mmmqvEppQMAe0HCanGzvRcAQmWe2AQGB\nK5QYw504k/mpV9bbI2U91qDSv83akpSumO9yXV2d/+zUkxaXWjgpPjwubaP+F8dQGCkdpG2Pl1/u\n2IOPPhp4vL74RcD19WGV5bgyrPW84xeE9gR+52VC+Kw3hscJ4CbFwev24eFh//nb+Yzdh/10Y2Oj\nXw8cX4Ox2TU2snUATIusNA9498jXqIRgNDjjgw/8+zpw4ICfGpZzn6QU1nV1dX775bPjc7NpSblN\n+704sI41nTHHPNYhdWD42y6VITo8PBxpO6w7W169P/5HNoDNnKIMImUJ2SxjSe8Sy8d77Orq8tsb\n+wPOlWejwn4Dgu6fbfWyrVtRW1sb0RaL08FQFoDqYdmsCEk6QcpKtSwtTQfNOmN/UF9fH9G00EwM\nNsuLsryVKVtbWxub+S3u/EDQvmazrsZ0QcpESJEiRYoUKVKkSJEiRYoUKVKMCtOKiUCLmsZiDwwM\n+NZVjWvj9r6+Pt96r3HZ1iK7f/9loX1oaWVObBvXprmvQ/Fszz2Hcrns72MtwUBg8cvlchErHvch\ny8Bi4cKFAIDm5uZQOa0lms+AZe3u7sbJzz2H6upqlC5z99f01a+6cjzjBNfUm058+OGHftlp1WbZ\nNc7Qlt252MLp5hobzwxdS2O3rIWW1lV6CSYL9913HwCnXfHssyeFypqkwqy5qfv6+swz8qytOQRe\nyP3qDeU+HgujCcB+2cU7mO2ccaKqnmwV5Ykk67H1CqoXy7av0057yTtTWElu+/aPxSrv2+PZNmlp\nDns1lV0Q3GcyjGiiakHSI9zkWfpznkZCviU4LQUJfSbCPq+8ZEVcMKECd5kMlQ+vAc7wyt3mbSLb\ngMb5SkJ9DbIdZvtTLs59aOgDn+1UV1cXqXONB46LN9fY3TjWS5xn2V1/KLS0SLpOmNXj8Pbbq0Mx\nyZaJoO+D9nPaXm3Z2e8NDAzgwgs9QVRfmMKrjCZEnzVdT3Te24ycbQiOA4AN3lJTlxZtCtKJ98bw\n+XDMLJVK/vPhM+Tz4bvMcWHu3LkhhgsQ7Uc0a1ElxLELdGnblmao0XoN63eMnLnm1VeXxcbm2jau\nXU9e9qnE6kliItjxVdkfGvPO8tk89Kwfeuotm4RzA32XpiLY7ZFP1oDgNXn/lFMAACt37UJ9fX1E\nR0r7Fnpg9+7d63tfj/dEMQk+47CWkUOlTB+8VlJGHOvBVe+xepitdov2VZxfWDaDvh88nnM22+b1\nvdAMH2wncewjnofPkfPiXC7nM2C175hNCvsUqG2L+Y/1npQ5qJJWlfZh1muv+gE6r7bn4PGsE7Jk\nLPuG6/yt17b6GqrTwfNw3m7n9KqpwHaoekrV1dWR/m2qZc2abHzve9/Dq6++ikwmg+9///u44IIL\nRj7oGGFaGRFSpEiRIkWKFClSpEiRIkWK2YQXXngBW7ZswUsvvYR33nkHt912G1566aWRDzxGmFZG\nBM3KYD1ktKYmKdfW1taGYtLsfzbuRtVx6akjI8F6uDR+V+PvyuWyb43Ve4jzaKuaOfUAbrzxRgAu\n7mzRokWha6jqfXV1dYTRYK3IjOg9f8OG0HnUymgt47x3ejROPtn5BuhVts+A19q7dzVaWpwHt6Nj\nTSh26/jjX/COaoOmzwx8Ou0AgLVrl2IyoRobhM31rF4dq7VBsH362F9GNPOAoOi5NosZWN0BANi5\n06nbs95UodfWX9z7AkTfA6uCbr0xQNi6vWXLx5DNZnHKKetCxY2Lj1crM9u/1dcA3Pu5bZsL+l+6\nlCyAQAsimtdQlpbZoVoTZBss9Cz8yxB4jYvetk5mMfCW3TZvMr2VDwIAyuXP4djBex9ObglU/+n8\nZpm1uTQj0IHgY9HXap/53/OCNzc3Y9euXQBc/7bAi+O26stAmGn12nLnD+SjvXqr0+jQtgVEPapJ\n/Zw9RttQJWaDemysh00ZMHotzahit/FdpcK024dpNp0ej0/CaUM0+JUPJy7r5KD8x7bKbo/1hH04\nujSYRwd6MMlwymazsR4jCz63QqEQyf6hdWWZCElMFSKTycSyVYjHvHZ7w969kfZTCa78riKqquZ7\nyyoAZNMF2YiSmApX79yJbDaLJzxtBL6ifP2S9GjiGABJ18hms7FjuV23OiP0gNMbr0wEW5f0RE5l\n8Jm2mGwnDd57Uu+9cxsWLwYAnO/1Z+zLrMcWCNro7t27/fdbx6S4rAdEUn2OBZlMJpQpy5bTMggB\nV1fK+Izr/9SLrR5i+47xXdJ+jku2n2KxGMnYw/ksl3xWTU1NofkgEHijp4PuxnhBCYFA0Bdsa2sL\n7cuu/uP7Hc00bjxMYgHYvlK/P5TlYvtinZsmZUOy/bLqpsVpIhBaPlsGHq9MCc1OY/tGni/N0hDg\n2WefxWc+8xkAwIoVK3Do0CH09PRMGmt7WhkR+JB0QI3rlLm06Qn1Q1AxNDQU+TBkx0rYl0zT3eiA\nPjg46HfUKipor6m0coL3ydCFTCbjT+6S6HAWmkKGIln2WkopqtSR8XiGVNiPCz4Xns+Kpqg40ViQ\nJBozUdD0WPajRDtKnQhYMaZKKb6OBEmdtU4arACktpGkEJa48ySlyrKIo7brx4Q1WLB8hE5CUhxb\nzJ8/36+Hjo4On6JKAxL7Na7Hvb9JdF9gZKp0XF/DNqQGDEvXVWEqfTdt35yUGtBOYHQyo6nZHEU6\nTHme6SA1mR8A1jitk0s+f0tpTfrwIZIMQUn7xKUbtctKSEpDattukpAn/4tLtTeaD8kkcVF7vqR7\nsW1Y+0/dxwrd0XhgUx8CQV9rx+upjh/+8Ie4dgz7s//gXFEp+1yvra0NGbCB+JCspFDAuPAatiH2\nWTZkFQg7fFgX6lzQMNyampoIVVwdUXHvQFI5rRGB/RxDQGhQ5n0sWLDAn8ex7Fxn/8BlY2NjJC0h\n73E2fAD+/Oc/B+AnVB4TdE5UCXHhNHHCjEDUIRgX9pIkjGxFNbXv0W+GSrDvh34jJIWo8fpA0O7Y\nzn72s58BAL7+9a+PeO2Zit27d2PVqlX+Op1By5cvr3DUscO0MiJMB7x3qXMfnvHqq5Ncknic+uc/\nTwHFU3qVmxDYbrmN7ga3/eMf3wQAGOdv8EkEXZAvIBTPDyAa++zt292MwM253VtOLkMDAD744HIA\n8Qaso8HOnc7rm8vlsGjRo95WfTYMKvds/vNaour4dAd0Z8KnaEOQ8YB2Cz5Wn73A6xTMgSowcCxQ\nDC7FMYG3qt7qVgRQFyifQZesF4N9V67cAgB44YXjRizVn088MXTJyubYmYNrrjkRwInAstPcBrYb\nPoA8grajWRq43mmW22WfXln6NrUiWGmTkx1k+uCT+/cfhWfYVeQnPsEXpA7ays891/H3duxYhST8\nQ0cHhoeH8bL3nnA0+6PHHFzT0ZF47OOeUR4Abjp0KHG/2Qo/op7vTCv8KmpxXRiWee/YU97z/8w+\nn9KTiOFrrgEA8DP+bwA+8v77ifunSDESOOVoQjBrqJf/OHRwKPjtvHn4fNfksc5STG/EGZImEtPK\niEALLD+CNXwASBYMyufzEbEtwn4EaSoV9V5YK7WKnNh0VgcPHkSpVPK9AS0tTtSNllx7rF6D4HYK\n/8ydOzfRqmvFytRDx2NIaywUCv6zUzp8HFsjSUgrLgUXYe+Fnvjx/ticCCRZYa1llc/SCrEBYdp2\npdRQRwL1yGlKHMskUG+MsguSrNJxiPOaqeXb0t+UAqcMBGst11CkFBODefPmYXh42A/dUs9lJSi9\nWlP62f+SvMg2xSP7qEqiXKMV44srZ5wHVkMbLC1/toLvIN/fhoaGCANB2Ul2Xf8byyRHx+A4Ibok\n2PqNEyg80jIlXWO0SBrjFXZCGJemN0lgjctyuRwbpgmE3wGlQH//+98HAHznO98Z870dS5B5OVYw\nBFNTFI8UjlBTU1NxPKwUcqNpkdWTawUMlRlBaL3U1NSEfttlXFtKEn60fa8Kk7Pt8Lycqx533HGJ\nKXG1TFVVVZF5gLbRH/7whzM2zSM95UcK6/kHRs/csmG1WtccQ23fYNMg233ISrGsGRVz1T7dsvhG\nYuzY3xpqSNg5BNlUHIcY2s3tsxmtra3YvXu3v97Z2YnFXjjXZGBaGRGmA5qfeGLaUAWPNQ4f/tQo\n9irKklD77fTCTTft8X7xI8h9HD39dBsAYM4c1zm2tjqXCjvqcrmM5uYnvGPognYaEw43YGhoaFrE\nso4H9u37TIQ+ZwevBQtcTD6KLYHpX4kD9ARbT3GT7BuxnVm9Cv4+9h+V1FvINMCRVQBgk7ekc433\ncaG3bEbU+60e7pzZ91zv92aXbeKcc/4AAHjooXDeZgt9PDP583r16vcBXA9gGXCBl9GDuhTsjtgk\n2hE8Y7apJbK0iT802QjPw/NSin5zK4JMIfcDSBkJxwZ88HxxGhB9mRxOOumPAIBdu25MPJv6E+17\nQy/5Pwgr4Ya9ewHEh1KkMK8MH24zgmpb5hanef91jqJj2rViBYDgleYI3QHglZNOAgBcsWdP5Lip\nCDLErp8m5Z2p6Ln5ZgDASd56A4yaE8cFX4fJLU72qAiTQ0JPMV1x7bXX4l//9V/xjW98A3/5y1+w\nZMmSSc2AMq1GLbXGWct6kicsTqAmyQNht/PDRdMl2vOq4AitZtz+4Ycf+pYzlnWJJ8BES65lImiZ\nbfwer6MW4TjLpMZ38oOT6Xjy+bwvmJWU8sxaEPVZxO2rnpa4FG2ByCRnA52Ics8JVSmbXGhd53K5\nUB0Cap3noG55z1HhpLg42L17bwAQtuRr7KR6S9R7bD0Ey5YxtIZfKEXAk9h8553LK8bnqnXbXpfb\nTj+deermIZh4uzretevi0H3buFyWbyTo+xGOUfbaRz2SufZsbjQYdCJqs+K83p+EWiOCa4vl8g0j\nlnXcUHgPeMmj0GsUhQosdiEot06i4/QomQ2ow/tz3a0AgJtvprXCLd94Y4F/mst37kRVVRWe9oxe\n/PBRkcRKTC31UFkWCvfZ74lMcZ0eiGw2i8sv3wkAeP3100Ln0fSNmUwm0l6TPOO5XM7/L0hdeg2w\nzDMecIan35oWNO541OpIOyyYddaHdndqpGjOA+u4ceKprnEaBDqu0GtViXUwkrffjt3qgbfMtaNh\nIui9hGNyOb5YsnG4zw7+a0u8FvHJTmexfNx7Tz7leYyGhob81/Y1bw6w2nuHKsUG673ounquh4eH\n/XcnST8hTmDtaD2pxwqNjY2+DXWJ99HVkEM0dM2rMm7mXMN679d5You0vbbIONFQDE5HT2ycSPIz\n3tyJh19+4EBsm1f2on1P4uZd3/52LdxYkwewE2vXLglpZulyeHgYV23fjtra2hE1YOy6poFk3Wus\nOhBlNiaxeW2743yTc1/2zzMh1SNTON7uPaP7vfW4YcFvXqoN7XU5Ge+g5gLwhKd7dvXOnaH5zkgO\nSdtGtf/lcycrp1wu+/NE6ptRRHOPZ4QiG6+2tjaky8HjgfD4rdpcSWzDOCF67Zd57cOHD/uMRArJ\na1r5n/zkJwCAO+64o+LzmYm45JJLsGrVKqxevRpVVVX4j//4j0ktz7QyIqRIkSJFihQpUqRIkSJF\nihSzDf/2b/822UXwMa2MCEnq8tbzpPoEXLcxa0nWPWtdpeWVMXm0rsYp3Wsst/Xc07rGeGMuyUio\nrq6OsBzUkmg9NaphEHcPvD6P7/S8Izy2paXFt+zpc4vz+qoqsMas2zi7JPXXgYEB3+r51lsf8cu3\nahWFjOi+o9nWWSL/+MfJ9ZBkMhmsWbMNQDs2bDg/5PlhG6Cl1irLb9hwPorFIi655N3Q+TS9DREX\nO8aYbLa9OO8poRbmTCaDyy5j/JgTkEKT511tANDp/DErVjwAAHj33SuQzWYjcWvlchnnnEMmAz1z\n5Oe1ecubTElcesbNm1cgl8v52U20ja9c+TLeffeKUMxlJA0mrxrzzIJ3tRDckzYhgiwDhjVsgo0U\nCZ0mLGwHAN34X//rPXz3u9+NLduEgB4MutlYdpsekPvQaT1P9rVOIDq4ec8N3rN8y0tf2Oke5KpV\nL2Pz5lP8viabzeKTHlNgJM+XZRdoxpy4uG4qg+/1vLMEY/9chppi5DiWy57Xes3Vux0X1x+0K+8B\n55YEz49tR0NJbC6vguzzlrekchbrKRdzvLJMyHxoBbDPe982T4SgZxjse9jnDw0NRZgIfC85HtgU\nY9o/JaV4jEOcRz6pHitp8STBtpc33nAE5FWrDnj/5hCl84TZcJVSMbI8ZCDYcrMZsDaTGAiVVPd1\nX12WSqXI3KBcLuPsszcCADZuPDuUPYPvkmaNmirI5/No/etfAQAvnXceAOCCLcB8ry8/5FUVSUCc\nTZzljSX0aGYyGf+58+kc8iqk2xx70aZNyOfz/likmV/s8UpmY3/EeY5meeFc0Ma/2/Z8zz0DWLhw\nIW691e1PNpf2c0nq9hZJrBbLRLDZtez57DisbArNnmPZYJoyks+ec83JFH8bL3BYeMC7F5F3DjES\nIjP0hNS/88x5GPLEFOyWUWrBZ5nP5yP9b1J6z56eHn9+yDpSvSKbHYTMY9Wes3WuY7vqgdk+TccP\nZZyRMXHw4EGfHcNUrdyX9zpV+6vZiDR4P0WKFClSpEiRIkWKFClSpEgxKkxLJkKSF8Luo0rx1dXV\nvvUqScBoeHg4Es9GK6rmwLWK4uqRocVtYGDAz6xA63R7ezuAINbXqgEnwXrY1BPDa9n75X/07lEL\ngQqezc3NfllpUabnievW465xcTw2rlxJsfR9fX3+M6C1cnh4GOvXL0a5XMbll9NtR79Al3eekdPP\nHUusWdMDKqRdcMFfAADvvXdlyDKsbYbPx9WJDUYP2hPbonqNstlsKOc3EMR3Wo+wtuGhoSGcd57G\nTtO+zVSRnim82GDK5e7NqvECYQv1X/96IfL5PM46603vXy/PXb0Xs08zfGcv6I4tFOpQLpf9Oue9\n0LL8zjuXh7wilomgjAQ+M1rG7Xvqu3/bEfUWE9ZjD9lHwzQ72ac4F/QPfrAVwOjisccDmcwj7sfC\nTwcCiMqaICGE99uFwOtNNgZ1Dzz323Ge4b6rDvC5RvFZVYGXvGzXW5Zh3ry5oVhe9UaMRvE+LhuD\nXfb29mKfl5JNM7+QiZDP5/Hww3OxYMECfPSjYRc/NRIskuIv1dvLzDEOg95pDwEb/EYdPnHOU0u8\nwls/E0H74utB9gKFFe3z5b6DUmC2x5PNtjZvuXniE2qyz2Fcs2W4qUq8ZnKIy22vugmVMsHEsQ5G\no/5tj620Ld7T325+awcSHpOOJNNENpvFFXv2IJPJ4ElP/f6sBHZFUrnj/otbauYld5/unlau3AwA\n2L79o6FrT1UxaJtdaPm2bQCAp5YuxTxvSGMXeMq6dTh48CAavedwyEuVaedrZCuIjIL/Su4DcLqJ\n27djPMvw4Pz5+HxXV6yOFa9FBgK9vnFZXlSXwLaBX/+6FvPmzfO1ppK80KPR0ND+enh4ONL/alnY\nfurr6/1y8R44nitztb+/3x/j+R81EJJYs9MRyiZSBsI8s6TmQUQ7fDB80LyCyUbtLf/+978DiLIJ\nlEXS1BRMDpSBwP6Y2UIsU4rvB8dbZuTg/Ky2ttY/XvsTzs/6+vr832SdsH3YzDosU1L2OW2HTU1N\n/vcR75Pl1Ll2isnHtKoJNlg2OpuyTmk5StEqlUoVxezseYEodSxu8qn76DKXy/kvAV8Khhb87W9/\nAwAsXbo0koqJ0MHDfqwTGuJRLBZ9kZStW51yPTuRZk+8Zc6cOZGOhutxad00laHS6ayYpf5nRVMs\nnW86QztEvVcVYbRgZ62UYDtIqECRXmdoaCgipJgUCjAWWHqavmtjzcN+4MABlEolP3yOPHt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8Dzz58WYX5WV1f7/RD7AmUXEHPnzvXHTh3brUde5yjKILDzFDJAWB72jeoZrqqqinhatY3yGDvW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\nBwCUl/8E1ydjRQaGmiCScXfihP8yP/v334fKykr06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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut_coords = [-15, -8, 6, 30, 46, 62]\n", "for pipeline in pipelines:\n", " ts = zstatfile[pipeline]\n", " plotting.plot_stat_map(ts,title=pipeline,threshold=2.98,display_mode='z',cut_coords=cut_coords,vmax=14)\n", "plotting.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wI1HrBlNyR5xFRzi0bz+Kx4uME0mScHoDQrbDo2BzOHF7BVqvE6HA/uxS0tPi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\n6LpOR0cHCxcu5NZbb93vn0WSJEpLS9m5cydr164lGo2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l0a93NstW74VgkPt+NVQzcM6QTtnJ/N/Dl5OXX87cJV+xfmsuqzbksGpjLr17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2jp+gOevffrDPYdYsOmy7DjMrb25qvDZlo6l+P6Wz5IcfAwd379K2w49zwuv+6G6P+yLHPLR3+d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Tc+qPzYke4zBNk9/f9Qc62juorK5jxXnnvvdOip042RyU6hIf7RUlCEAunbSk/O1SntMA4HYa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\nLc0JdCQcvhySuiOdSNtJeaPXJN9KqLjlBLWVO4g1NpJXXIw/4EZ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WW3eruHNFEAVF1gBJ\nICQhy8xk9jnb749zzoRIUFS8avi+nmeeJJM5y2znfM5neb/fL74HHRFbLsHtbXGD6ExvnFRvmvKa\najxOKVKVsyxdsowH//wXZMniW9dcxOTJ44g6TfyfBMlvZ6xCH7o/GAxy5plncuaZZ5LNZmlsbCyW\noSzLQpIk6uvrqaur26emR74oxk2YwBHTjuatN17nwT8u5Orrf/SJM2SKDEFVI5ZJk4p1U15Zicfj\nYc7Fl/Ho/X/l8u/9EL2Qp5DP4wmG+mkmSbJMSW0DO5o2ketqg4qPzuZYho5lgaWoA/q9+fwBCrms\nrZUTDtvPxVHuHuh5SYqCFSnHyqUwchnw9mWSPT4/1fuNI9a8mVR3F5IvQGndUKzSXfXHLEOnt7UJ\nPZsiGI7gC5eQ6ekisb0FbzCEP9S33mBFNblYF+nuHfARop2vLd/MoqdXIcsycy+eRsD/+ZiMfhWw\nTAtzAFuHz6o75DKogpyqqirOPvtsFi1axIIFC7jjjjv2ysSH4JPzyCOPsGXLFqqqqjjzzDO/6N3Z\nYw6ssE/dBwxdjvz1Yfz2ry3c/aeXCYSCTDtyHOScso4sUx5z+iByjnGlz/H9on+vk1t6kiSzGIhs\nHWIHO8OSdi+Xa64pO0FOzijBsiyam3aQjMeJRCuoLN0MFvSU2jIJkhPs1CT+AcB2J/Dsad+OjEl1\nbaQ4VdXa3MTvFywEy+CCi2Yz8/jDgc+vaT4QCOyxQZ/g0+NX7SnAhGY3+7eWXwzYATXAuRdewger\nVrLm/VW88sLzHH38ScVl3fNK0RbGPVbuJOL3Wu33Mcvz5LespW1rC1mffUL31I3ADJTw+MOLmLD/\nWMx8FtnrJzhkJAHHy86nSCglUSxfgEz3DtRgGbIvgFvG9bh+UQUNKdGJleohb5ng8WCVVSGXVSFL\nivM8Jbx+H4okIesFvIqMLEtISIQ8CoqiDGhgqUlVpJtj+LIJ5FJ7uNvN0PtDEaKjJ1DIpMirAVAU\n8k4Wy83ma7qO0dqIouXxRquoGjESRZYJlkbpbFxLqr2VsnET7JdPkcFbSiESIZ+MoZg5W425UOh7\nbYHNGzdy51/eAOCysw/nkP3rkML2dGyywi5B7xsygDaGbmIMNF0lMjkDM2fOHJYsWcK2bdt4+OGH\nufDCCwd8XJl3DAB5o4OcYX/A3IyNe2KoTz7afyFnUiQenorkeOjESuwPpdtI5l7VF4UFHasDgqV4\nFfsE6bHsk6KbjXEzOe46XCTMYi+Fm8nZBeeAtF9sob0OZ+R8Q+W3CbqBsJudCThfHSfD4HdOrG7z\ndDIymUhymf0YV9/EzVD57QOXexWf1m2huLBn1xHHdevW8dBDtvDhtdde+5UNNE86djyd8TwPP7Gc\n+Xc9Q76gM3PyiP+z7fd07CDe3ko4Wk7NyP2gsPxjl8kkUyTjCUqjEQJBO0NZKBS46/aF6JrGjOOP\nYvZZX+4GcMEnpyZg+8FtTdllQbfB1RMu4exLLuePd9zGPx68j7EHTqSqxraecZtp3XLLe2N/DEDa\naQKN5zQKeQ2QMX1BtHSSzlQWSVbIawYTp03n4fk/Y8TwuXgiUfRkDG3zWjLVQ1FKK4qTgr7qIWS3\nNqK1bkYdOsb2tcIWNLRMA7NnK2Y2jaV6sfxBSCfQOrcj+0J4dmrA9focrZxc1lEElzAliRKvgqqq\nxTJcdqdARQmEMGWFgmmhOqn6tNZnTmpaFqhB+6fe1/zqV2Xbv6q9FauQI1RVS6CmAZ+qEPEpECjD\njEfJZ7MoWgp/sK/HrNS/nMZ4EP+2DdRGdSyvt5iZ8m+6i3t+8RiabnHSsROYfdq/2JkjxT4Gl3jH\nferPwFcVW5l914Bmn9bJ+Si8Xi/XXnst119/PY8++ihTp05l5MiRX/Ru7TMkk0nmz5+PYRicddZZ\nHHLI7uXQv8y4NfFZV2yiUPY0f7//Xu74/T9JJ6dx+kmHIO1Untwx5FKgL1h0G4HdALUq/6p9h6H1\nBb0Zx3TPORFUpl8GYJNqZ2NymQzbmrYTCPg4sn4VXn1VcQzbDY6re/v3T9Xlnua9JglFLqNheBke\nOUtZ7+ss/OsrdGxZzfC6KHMvORS/3ogUPGMvvEqCrwKHHjmFQ5cvo2VzIw/+/rd8+z9/iqp+skO/\n5A9CuhfyWQiEwbLw55KMHDOW9W2dHDL6IKzSCoz2ZrSOrViGjlJRgyRJKMEIvuoGsu1b0bdvRqkb\ngewLYJkm+e1bsPQCSlklRnkdWGB5/NDT1qfF5eB1MqWFvHMBtgelNz3Vi2UYH9sEPBBaTwd6MoYa\nLiVQ07BLGausspIta9ey6b338AUCSIoClkUo60PTIVvo//hcXuMXdz5PLJHlwP3ruOqCKaLBHjA0\nE10bIJMzwH2fhkEX5ACMHz+eWbNm8dRTT3HnnXdy66237vZLXROooSVl99q4/RBuhmMXnGizLLuM\neKB/M6rplCi6quzSTGW3o0brujPn00Q9tu5IzGvrjZT1Oo6ujqZIwncw0FeOqIo/TVeZ3VDoihu6\n/TyuCm1H9Gznb4/z086ayLpEwbkwaQ/Y1hK1+X8OuM9uM7ZmBsgG7at8N6tUk7VLMhQcqXJHvHQg\nkapcLseNN95IR0cHY8aM4aKLvvqeQpIkcda5p1EhNXPPfS/zx/tfY1NTJ1dfNgO///PLUCV7uuwe\nlpEj8aqNe7RMrBcSKaioDRMM2Z+Td1Zt4Z33mlBkmR9cc+rnus+CLx43W1ww7GNKxsnKnHr+pfzu\nxv+kaeN6nv6f+zn3km/uZMxpL7uzuJ37d1E/0Mk0BGQL1atAphddzzP5+FN4/JGHOeyYGUjBMHLD\naPLbNlHo3E42V4CyGmRFBl8p/goNvaedfPN65FAJViGHWcjjLavEVzsUw7IbmPVCGmQJfyBI0DHv\nVGWJQMDOSOdzWVRZRpFkwMAwDGRFKWZwUs6BL6MZGF07MCzQ/KUYTjNxb75vzDzwIYPOYskrmyLb\n3Y4/EKBsxH74dtqPoR2/BWxd1OoalXeTkzEAS7fswE0ajRk0KVjbwKsiSTKmXuD2P7/M5uZOaqtL\nmHflcbaWjptl34uO7V81dMNEGajxWIgBfjQXX3wxb731Fo2NjcyfP5/rrrvuE1+9CPYcXde55ZZb\nWLduHdXV1fzoRz8aFK931Gc7XM8+82iileXc9vvXeOGtdta3v8zcH3yPuiG1WGb/MuPQlGNt4B7A\ndm5Kdxsz3RFV5+DmBqIeU8IyTTJdrYQCKuOUZ0GxI8tEyA6O3QC0qF0UX4xlQdN2kLAYW9NBINVM\nojfDHQtfoCee4opLT2DMmCEDNnQKBj+BUIhL536P22/8Ca8+/yxDho9gxvHH7/kKnIyDW0Aw4p0g\nQemw0VQPGcqWtasZNeEgJI8X6veDzlbk3k4sLQ/Vw0CW8VTWIQcj6Du2YeUzWLqGWl6Nr3pIsYnY\nLOQxCwXUUEmxrOXilqsK+T3vJbN0DZCKU6J7gqnrpLdtAUmmZNjoop/fQC9JNKQzYridrXYDQo9s\na/iM0pqLj33w7yt4c8UWQkEvP/nuyUTCn93qYrBgmdaATcai8fhjCAQCzJs3j5/85CcsWbIEwzC4\n/vrrBzzxDgvbZYCOrN28V/QnKk4aOUJlTqNnLHDkLv0zu+D/0FSSoRcnlqLYGZ3iF8858ZUWHDl9\nvU+Mq6jH4vi/xIJH2au1+k9zuSPliuVMYamB4qi62+zaFTjaXmfObnpzJ7dMq6+z331ebmaoK2Sf\nSCvNd3b7VLPZLLfeeisrVqygpKSEG2+8kYqKit0+/qvKMdMOoHK/Kdz264W0NG/nP37wU844axYn\nzT4Hj2fvTUdk0ykMw6A8uuev4fZuhVQG6qosAn4JK29x58J/EkukOWjCME4/+ctlUyH4fHB7c9oz\nnQB4lT4xyLFjx3HeJZfx8J/v4ZE/LaQ87OWIqVOLjfIFwzXbdPpHVLnYr6PqHlI+HyVeBZ8qkdey\n+KLllJaXMG3aVNasfp9DJk2iN6/bDvXRevS8hppKoOcayZY1UAj5AJXo8HGYhkGJT0FW1GJvUFoz\nsbpjWEYef7Rhl0Zit1yVy9kmnW4NyjAtFKsvyHAtLtI5DUnxI1HATKfxl9k9ifFUnly+v/icuy2f\nArmObeDo5fic7JFWzHKZttjhzst+aLsgg+xhW8iWzVi8+FUeeO5JZP8IvjPvh8gHTkTqdsRjA3bP\nkTutui9i6NbA5Sp97wQ5g/qybuzYsfz85z8nHA6zdOlSbr75ZjRtNw28gk9Fd3c38+bNY/ny5ZSU\nlHDDDTcwZMiQL3q39jpS6Eyk0JkcMHo6d93xJ46bfjiaVuBvix7nP/9tHivfeR9rd41yWt6+GX09\nBvGqk4lXnWyP6PtC1PY+Tm3v4wxL3Y9/x9P49HaGq7YdBrICsoIi6SiSLQ6oSnm8chqvnGaHdyLN\nyRqCIYURw32g5Xni2XdY/s5mwuEA3//2LPtkZVlI/tOKzeOCfY9jTziZ2XO+jmma/GHBAla+/fae\nLShJGLoGlkWuN2b35JREARg6aj+2bd7U//GyTL6sAS0YRdGyBHua+mQpAFlRBsyQ6Okkkqzgiexq\nBOpmcjSnJ8ftZxmoaXWnhZB0DWmnC8ePIh/rIp/oIVBeSbD8s5mbAjSuX88Df7C9Cr9+yWUcePDg\n96L6pJimudvb3mDQZnJcxowZw0033cSPf/xjli1bxs9+9jOuvfbaAcXH3KugnryTySlk+z/AsqP/\naObNYunAzYIoRf0aJ4jyO1MBvp3URNxGOne9bukik+j/t/vl94chZ09LJEP2lfiHSyOunoqbfXJH\nkA3LUxQQdHtvXKG/noidnSkY9sSUmwWyLLl4VVdcv9PkOlCj6ooVK1iwYAHd3d3U19f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for pipeline in pipelines:\n", " ts = tstatfile[pipeline]\n", " plotting.plot_glass_brain(ts,title=pipeline,cmap='RdYlBu_r',\n", " vmax = 13,colorbar=True,symmetric_cbar=True,plot_abs=False)\n", "plotting.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Atlases and effect sizes in regions\n", "\n", "Below we show how we analyse the effect size in our regions of interest. The regions of interest are:\n", "- Purple: the Subthalamic Nucleus (STN)\n", "- Yellow: the Inferior Frontal Gyrus (IFG)\n", "- Blue: the pre-Supplementary Motor Area (preSMA)\n", "- Red: the Precentral Gyrus (PCG)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "atlas,labels = atlas.create_atlas()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j2XMgFgUCSdKXTzih7fehkg4C6VOf/rQk6TuNB7ogGIt86LDD9MPFi3tdjCAI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qK2TR7TZOdU5T3Avt/93kTbP/u7vzPwuQPuuFNPPfXsNj22sx9TCV2bC7pdjIRpRb0xCqv04zzX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\n3rB5pH/Dc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evv0tbdFv/GcOutt06817Jx4uvHyEaq+0tb571DLeqrhDUXh+G6aq9+9asl\ndb7efdc25OO75557JI2212GMskdHhrEOE+tNSX3/5X4wl20+kQIhhBBCCCGEEEIIIYQQwpiQSIER\neFV2/fXXl9RfNa5VSm/lzJrOvICLFi2qvn7ZZZdJ6ippe2WKOYalvtK5tTpvqDrhqmj5He/Xj2Wu\n+TD7MNetVzepauJKN5WZtIXSvryi7ZXr6VDlmP3220+S9IlPfEJSXy1hm2Q9DLeJ+QxLJYNtmKoO\nKhKtqmbeT5+TWh7hqIpmBio4SxUF1UWMjqFygXn/JpMLkf7V216yZImkfh7o5YH5Eq+//npJXc5D\n5l+n7TP3adl+HjvPgdUQVpBQDUG1bhlxY/xZqzvC5PA8wYov1hKo5aGlf+P1Ze5TRh+0cvmWqnj7\nylbtJPtgj/mjogNr8yGrQDfddFNJnQp6lBLV1NRIjIZr+WtG4HBOwzFP6o8RVKXPZWXQyoD5gn1e\nmHO3VUvC16C8zrYJ1rtoXQvmLm7ZetkGKjz9GUbithTPVPvVFNuj6nz42Ft1KXyP4vlI2T7ftzA3\nPVXqfpxK9GYYhNF0vs5U3g/Lk24bKCOepH7ebdoQ70vLezn7bc5n7fda+aS5j7IvjvJ/tHVDv13O\nTRxh28oXbXvnvQy3Vd6TsL5UmH6Y49zQ9wyr6WJ75TzGvpvqXGYksN0/+OCDkqR7771X0mCe9TJi\ntgYjw1uRg605SNm+WnSN1B27+2RL4Wx1crkNz7XpAzwH9G9AP/rRj5rHOF0ceuih1dcdQVAe96pQ\nH2OyeLx0VBIjCOmnTWkrvN9kxJjtkFGnHFd8Xv2+x35Jes1rXiNJuummm6rH4agYj0WcG/H3nmE1\nalq/m/j5qIhxZ0GRun7uewnbtOddft/nyBFgM0nrN5xPfepTA22S+td/VbD5RAqEEEIIIYQQQggh\nhBBCCGNCIgVG0MrrxdXjUi3PfL5eKWvlMJ1O3vrWt0rqVmjnz58vqVNVlDlZmde1tRLu42GeV6oM\npb6qzit3Bx988BSPLEwntmeqh1lHgpXWW3kUa7lLqeCx+nM6V0udx9I4n+UGG2zQa4/U2bxXxNlX\npU5twhV7PzJ/JY+dPmFULuAwdXzNfC1q6jDC62nboKqVNSNqfpK59T1OONf0dPLd735XkrT99tsP\n7IO1bPzcqgr35fJ8uN/b1nkemQvcj1RuUfEkdRFCfq2l+AvD8ZhqteiwSAFfY3+2VfuhlSOdqp+a\nCo6RNlZ0WgHk9rTq1EwGjxEf+9jHJElbbbXVwHGRlnqvnJtQmej2UjlrP1DmaJfqUWWG80HvoxY5\nM474en7ta1+T1FfnU6Xfyktbq1nCcZi01G72eb6ejAKQ+nnhSStvLmsw1XLx8t6ihWt0WOX693//\n95K66C3nli7b6GO1ws6PrFNC/x2mD59TRpdToT8sApGvUTnNfsN6ALbtMpe6I04YPebIQ88nGInD\nuX4N2n3Lrlq1Bsr5uFXexIpMn1fW0WF0W9lef/a4445rHkOYGrwerINh7HsYrV5+1z7a73n851zI\n46y35Tb4dduCfWb53RaOkmXENx9r/ZZjUyvKxtso687VKKMu/JuKVeqOIthyyy0HjtHb3H///Ydu\neyZpRRCsbjAjAWsXsq5WiT9DW639Zif15yuMhPRzzwukzv5akQL+bK0mn9SfO9VqI7VqOfH9UbZe\njpe29R122EGS9LnPfU5SN1Z5jPIcfu+99x667ZnksMMOm7V9TyeJFAghhBBCCCGEEEIIIYQQxoQs\nCoQQQgghhBBCCCGEEEIIY0LSB43A6UkuvvhiSV1Y0LAQSoauM1R6ZeCwLadscWhZ2W6H9/iYWmGi\nDuFziI5DiBiqKnWhTQ4RKsNWw9zB19KhaQ7ZYhoJppswDIMc1h9mMpUKefOb3yypX3CbYZxuk8P9\nav2ilV7AeFsMdXW6D6enOPzww6fhyMIwXKDruuuukzSYuoSpslg8ko/0a061wNQgZYil32N4fxmu\nPF2wcOvVV18tqQupZHuHFRpm6gK33/6hdS5axZrLPuL+kLRBU+PRRx+V1IUTs2hpWUSSNuxrzuvF\nkPjlSZXFtFvcp1OVTEdKkuOPP15SN4/ZfPPNB/ZdS4lVUuujDLdm6izbvs8F02iwCGL5P1PTZP4z\niM+p5xk+17RPXs9aIV/2A6Yu4Zjfmt/yeyVMbzQK7pPF9ibzWRYYdqFIzyd8jjy2uG2lH+A9CPuk\nt+Fjj4+efnwPZL9t27cd0n8ypYjUL0zquaj9i7fFgte+rv58mX7Ec2L6P9uKn7O4O9OlDEt7NarA\nsOG2ynRrTh/kdFm+f/D5ZGFOw7GvPJ+x85nHaSPXW289SX07sp+i/ZSpozwu+No6lY/TBnn8sE+0\nLbtP2e6Z9tnz1/KzLMK6yy67SOr8K9tJf12jlTaO98s+5rIAconnPWXqpRNOOGHgM63Cp2Hl4fGV\naa3oj2vpJJly1v6N23KfsJ/mbzV+tO2Xtu7+86Y3vUmSdOWVV0qS3vCGN0jq+uqw+YrUHwtK2B+Y\nNsj93v6BnHzyyb12n3jiiQOf2XPPPavfDdNHIgVCCCGEEEIIIYQQQgghhDEhkQKTxCt8XvX2alar\niI40qCSTZkcx7AJvn/jEJyQNKjZYdIyFS7ha6KIffr2msvaK6UMPPSQpBZ3mKlYmOFKARYH9vLX6\ny0gCqvWkbkXbjyszUsYFt6+66ipJfXUHj7vsv37Nx+YVbhaLYqQAIwQeeOCB6T2oMBKrqsuCpLxO\nVPHQh7OAKxVyVByXr7Fwa6sw6nSy2267SZKuuOIKSZ3qw/umMrEcA3jsPib3WY9hjDJoKZ/KMS8K\npunBheK+8IUvSOrmICw4LPWV87yOvN4e+22vpUpHqvt1+zkqNDlmTOf19zzGRSY33nhjSf0i2lRf\nl+1mUXnasM8VCySyT1vRVRaNo2rVEQKLFi1agaNdfbH6d7PNNpPU9ye0N6rNynGakbi8vvZ3hsX+\nvE366NKvU5HNeX5LPT2qeHAJ59nepucP991338DrVrDaHl2IuCzyzigCz0l8jhhtFqafffbZR1JX\nXNv2yAK4vja2z1LVz7moH+3POSehmtSvl0XTW/Nb39+5Peuvv/7APthXa/MIKk0ZIcDisrZPt+Xe\ne++d+KzvJTl/cfsyv5ibuACu5ytl1K7U2U9p59JgpBOV/5zLehu2Wb9vlbTft90zOrD83+3baaed\nJHVjk79LW6ZKuubzeZ/MccyP9t1ve9vbVMP9wxkrwtzEEUjnnnuupH50jLF9lth2GSHg79pO/ehx\nn/7YcxM/1iIH/Z0dd9xRkrTBBhsM7LNVAJ6Ux9Uqns3POnLukEMOqW7T7S7nMWHlk0iBEEIIIYQQ\nQgghhBBCCGFMSKTAJLHK/7zzzht4nco6qa92Ouigg2a4daPxSvOZZ5458domm2wiqZ4PWupUHV65\n86q86xWEVRcrL8866yxJ3WquFfRU8lCVSkUqlX5SZ1e2H0bOrAyssuPqurHypLR9/88c0lTGGvcT\nRxNZ4XfkkUdO/QDCcmFV9ec+97mJ16yapNqTqh2q2FqPzBcp9VV/toWVqXrYY489JEnXXnvtQDup\nICnVrv7f/cOwRgKV58yd7uN1fwvTD3OK+1rUIlZ8vXxdbfvsA7y+rcfS1ll/4pFHHpHUKTtbfnI6\nOOywwyRJF1xwgaRu/uVHRrwNOzeG/YTKLObcZh8oP+P8765xEgbZd999JXXqaee6tf9s1a3y9S2V\ndh6Xed3ox71NzllYH8zfdz+TOpv2tqwibeVINxxbGElW24Zt1VGc3//+9wfa43NgVZ+Vd1bmlpx9\n9tkDxxRV9exhNfC8efMk9cdOP2ckgdT3OS3lsd/nfNd5+MuoGfo72yHH8skookmt9kdJK6LAc+Yy\nUsDvWXUbW161sC3anltjdG0eY9tkhIBtwuOAfTvtqlVrqJz7evxwX/F9gvupadVGGtYfWqppzp2W\nLl1a3baZyblUmH4WLlwoSTrnnHMkdfbLeUD5u6H9GyNqbCNU4vNerIwIkPp9RermEP6OxwNHlbOf\njIoUqH2Wts4oMM+NW/jcsGZGWLkkUiCEEEIIIYQQQgghhBBCGBMSKbCcWPVvhbXzgJUr0LU8vHOF\nmoLNqjuvWLJauCMEon5b/XAEzCc/+UlJ0oYbbiipixiwimKULXu1uPyc1Ry2n1o+vZnGav3zzz9f\nUr8uAFUrUn/F25+1Ms/qDSoRnS/ZURhh9ijrOfj6UYnB6JfW81ZO3dLWqS6u1R1YWfjYmf/a7S9V\ngz4nrToyVpZYacJc7bb9u+++W1Jsfyax4sbjNKM7pLaanfbZigCj4q4Gc7N7rLAqyurqmeSAAw6Q\nJF1++eWSOj/uc1KLcChrAEh9NaGfM2+3aeXvljpVZKLDJof9xdZbby2pX8vEfsmPPufD8uRy3u3P\nWnlv1bTz6DLK0eO65ytle/yet2mb9zY4P2L/qfUnttvtvPPOOyV1ETi2bd9rHHzwwb1tSdIpp5wy\n8b/PW3JRzz677767JOmGG26Q1K914ee1ubbnzK2x3PZnu7TvYn7qMvqgNZ/xuDKq9lJLGVq2p6Vu\nZQSXa0A5Kqa8R2Ctj0QIrFrY97gOkO8tbZucq5TjLefgrPtjO2EdICuwWzWGSj/MKEPX0OC8inNi\nvs66MuVrrEfg554vOHKuRVTTqybOm2/bZx2X2nygVU+p9ZyRkYy+Kmssea7q99wHHR3DqB1jO67Z\nuGE/4Fjl+lr+faRF6o/ODRIpEEIIIYQQQgghhBBCCCGMCWs801oGDcvFJz7xiYn/vdKc3PthVeOM\nM86QJK277rqSOhXTZHOE1pSZV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut_coords = [-2,-4,-8,-10,-40,-45,-50,-55]\n", "plotting.plot_roi(atlas,display_mode='x',cut_coords=cut_coords,cmap='rainbow',alpha=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the example above, but in the same view as the atlas shown above. You can see negative effects in the STN, IFG and positive effect in the motor area. Note that this is only the left hemisphere, and as you can see above, the motor response is only on the left hemisphere (indicating that the motor response was given with the right hand). However, in the analyses below, we look at the average response **in both hemispheres**. We might change that?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iGN1D2/Q3FX7x0tO9UxDD6CLpbLogj2js9wocwyY3DMPodkaMGBEt06WXbpd0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Th3IiuO96HKPbYXWV6aW0UZnuqrrH2MRsGnY3ctrNTRYP78+dm9V6t/9cu2fB57TpVOrEfWr6eE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\nMXiVVVbGBibU73uxltXuPdan5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hGIZhGIZhGIZhFI1kOoGUptx2P0/0PmW4PdwYItxyyy0AoqfuC44fyNYYRs+Y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\nVEHMMU5jhjHGbTKvL1XzfF9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IlIenlm0JnRsoDTu/TLQMo9tseBfV1dVorwgUYOrCcF1J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RmVhe+B7Ym+he2H74M5bjQnVBbjrlzOOF8ZCJ/f1N9rbOl85tVnBj4XGe5kNZJdSrapO7F14WMp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\nIsF0dLBt1VQ7plh4n6RDTF2cSXVEgFxnMefL3GbuD1tjUF2/8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut_coords = [-2,-4,-8,-10,-40,-45,-50,-55]\n", "for pipeline in pipelines:\n", " ts = zstatfile[pipeline]\n", " plotting.plot_stat_map(ts,display_mode='x',cut_coords=cut_coords,cmap='RdYlBu_r',\n", " alpha=1,threshold=2.98,title=pipeline)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ES = {}\n", "for pipeline in pipelines:\n", " ts = zstatfile[pipeline]\n", " atlas_resampled = resample_to_img(atlas,ts,interpolation='nearest')\n", " dat = atlas_resampled.get_data()\n", " ES[pipeline] = {}\n", " for k,v in labels.iteritems():\n", " indxs = np.where(dat==k)\n", " T = nib.load(tfile).get_data()[indxs]\n", " CD = np.mean(T)/np.sqrt(samplesize)\n", " ES[pipeline][v] = CD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a table with the effect sizes estimates for this particular example. We will repeat this analysis for all experiments below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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fmriprep-1.0.3fslfeat_5.0.9
IFG-0.117676-0.262066
PCG-0.0505990.060563
STN-0.167826-0.257897
preSMA0.0657510.051350
\n", "
" ], "text/plain": [ " fmriprep-1.0.3 fslfeat_5.0.9\n", "IFG -0.117676 -0.262066\n", "PCG -0.050599 0.060563\n", "STN -0.167826 -0.257897\n", "preSMA 0.065751 0.051350" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(ES)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Test-retest replicability for different sample sizes\n", "\n", "We can now take a look at the distribution of effect sizes in all experiment (100 x 2 samples = 200 group studies). Note though that the studies **are not** independent and reflect activation from the same 200-and-something subjects...\n", "\n", "## Effect size estimations" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "results = pd.read_csv(os.path.join(basedir,\"results.csv\"),index_col=0)\n", "results['samplesize'] = [int(x) for x in results['samplesize']]\n", "\n", "with open(os.path.join(basedir,\"tvals.json\")) as json_data:\n", " allT = json.load(json_data)\n", " json_data.close()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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IFGPCGSTNcorrelationdiceexperimentfdicepipelinepreSMAsamplesize
0-0.1787800.047879-0.3478860.406963NaN10.936810fmriprep-1.0.30.18753010
1-0.018633-0.008061-0.3078400.420029NaN20.938833fmriprep-1.0.30.06727110
2-0.319850-0.140962-0.4787310.507892NaN30.941225fmriprep-1.0.3-0.42060910
30.0844940.040409-0.3276830.368946NaN40.937903fmriprep-1.0.30.06549810
4-0.512003-0.153870-0.0953680.444201NaN50.944980fmriprep-1.0.3-0.16911510
\n", "
" ], "text/plain": [ " IFG PCG STN correlation dice experiment fdice \\\n", "0 -0.178780 0.047879 -0.347886 0.406963 NaN 1 0.936810 \n", "1 -0.018633 -0.008061 -0.307840 0.420029 NaN 2 0.938833 \n", "2 -0.319850 -0.140962 -0.478731 0.507892 NaN 3 0.941225 \n", "3 0.084494 0.040409 -0.327683 0.368946 NaN 4 0.937903 \n", "4 -0.512003 -0.153870 -0.095368 0.444201 NaN 5 0.944980 \n", "\n", " pipeline preSMA samplesize \n", "0 fmriprep-1.0.3 0.187530 10 \n", "1 fmriprep-1.0.3 0.067271 10 \n", "2 fmriprep-1.0.3 -0.420609 10 \n", "3 fmriprep-1.0.3 0.065498 10 \n", "4 fmriprep-1.0.3 -0.169115 10 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JxMfHExsbS0REBD4+Pmg0Gm7dusXdu3d5Fg+/3VXSxE7HBzV0NLSVX3VQWgbb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\npcyMhKgB5DwdIaxk586dLF68GKO9MxkhT3KzXmD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samplesize = 90\n", "reslong = pd.melt(results,id_vars=['pipeline','samplesize'],\n", " value_vars=labels.values(),var_name=\"ROI\",value_name=\"Cohen's D\")\n", "\n", "def ESfigure(reslong,samplesize,xlim=[-0.6,0.6]):\n", " sns.set_style(\"whitegrid\")\n", " sns.violinplot(x=\"Cohen's D\",y='ROI',hue='pipeline',data=reslong[reslong.samplesize==samplesize],\n", " split=True,inner='quartile')\n", " plt.title(\"Distribution of effect sizes with samplesize %i\"%samplesize)\n", " plt.xlim(xlim)\n", "\n", "ESfigure(reslong,100)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lVWodqK34+Hg+++yzOoro9nNta0rXrl0BcHNzMy1t4OLiQk5ODgAdOnSocixW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\nHPHx8cTHx3Pp0iVik5M5l33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SjtAs2NvbM3nyZB555BH279/P+vXriTp5kqh0Fa1sFYb5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\nZCR0hBBCmIyEjhBCCJOR0BFCCGEyEjpCCCFM5o67T0cIY7py5QqLFi0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ESfigure(reslong,40)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9xr/+9S9++eUXPvvsMz788EM2b95Mp06dOHnyJOvXr68TQL28vFiyZAnffPMN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\nG1h1HEx6uCrK2/oZEKmRHK4RaQzcLNl2l7clc7JOIbdG4ViVd1QAz5n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ESfigure(reslong,10,xlim=[-1,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metrics of overlap\n", "\n", "**Oscar: It would be so cool if we would extend beyond 100 subjects, until we reach the plateau for dice, because it looks like the plateau will be higher...**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9VXjMli1b0NjYiKVLl2LXrl149tln8f3336OtrQ1PPvkkfvazn+HYsWPYvn07\nwsLCEBsbi1dffRWbN2/GmTNnsGHDBmRlZTmcg9lsdrjt+PHj0Gg0AIAhQ4agtrYWDQ0NiI6OBgDU\n1NQgJiYG8fGdXyBHjx6NY8eOse1tAONnVv7S09MxcuRI4bY/63ql051AjyXwxAwW+/WIetPmnvWI\nSAyPE0Qkd6xpRER+Y82aNRg8eDCGDh2KOXPmYP/+/ViyZAkuXbokPGb16tXo06cP9uzZg/fffx9q\ntRr79u3Dzp07sWnTJgCdX+C3bt2K/fv3o0+fPvjb3/6GxYsXY/DgwaJfqgDg97//PebPn48VK1ag\npsb2SmRlZaXwpQkAEhISbOaWkJCAhoYGnDt3Dq2trThx4gQqKyuleGtIpviZ9Q8ZGRkBk2XkLp1O\nh7y8PKjVaqjVauTl5fllltHChQuh1WqF/4xGI4xGo3B/4cKFvp4iEQAeJ4h8Ta/XQ6vVYuzYsRg7\ndiz0er2vpyQ7zDQiIr9huRI2ceJErFu3Dv/+978xbdo0XHvttXYf/8UXX+DUqVNCZ6SWlha0trYi\nPj4ezz77LNrb21FWVobRo0eLXmWzuO+++xAfH48bb7wRe/bswc6dO/Gb3/xGdL7WqeUKhQJbtmzB\n2rVrERMTg9TUVKdel/wXP7P+wd8zjKg762VlAHy6tIz1iEgMjxNE8hCIBaylwqAREfmd0aNH489/\n/jM+/fRTrF69GqtXr7b7OJVKhUcffRTTpk2z+fnatWvx5ptv4tprr8Xzzz8PwLZugNjrWkycOBHr\n16+32a5Wq22urhmNRvTv39/mMbfffjsOHDgAAHjllVeQmpra4+uS/+Nnlsj73G1zT+RNPE4Q+YaU\nS7sDFZenEZHfOXDgAC5fvozp06djwYIF+Oc//2n3cbfeeisKCgoAAFVVVUK6aX19Pa666irU1dXh\nxIkTMJlMCAkJQXt7u+jrPvnkkygrKwMAnDhxAjfccIPN9jFjxiA/Px8AUFJSgqSkJERFRdk8ZsmS\nJaiurkZjYyMKCwtxxx139P4NIL/Dzyz1RK/XC6nxWq2W6fHUjaUu0oDig0g+9Qckn/oDBhQfZFHu\nAMHjBBHJFTONiMhlitDwHruC9Ha8Hh+jUGDQoEFYvnw5YmJiEB4ejk2bNuGPf/yjzWMAYOrUqTh+\n/Dhmz56Njo4OPPHEEwCAuXPnYs6cObjmmmuwePFi7Ny5E+PGjUNrayueeuopm+KT1ubOnQudTofI\nyEhER0cWOZXtAAAgAElEQVQLdQRWrFiBF198EcOHD0daWhpmz54NpVIp1BDIzc1FTEwMNBoNZs6c\niYULF0KhUCAjI0NocUvewc8sP7NyxuLT5EjXTlRGoxEAoO4XCyA2oDtVibV7P3DgAA4dOoSQkBDc\nfPPNWLt2rduvx+MEjxPkP/R6PXJycgCw26cnKcx+tOi0qKhI6HBCREQ/4v6R7wH5liWtPS8vz6dj\nyGkuro6xcOFCVFRUALAKjqjVwvakpCTs3bu3x9cuq6pzuDxtYL9Yp+Y1duxY1Dc0CrWRLJSmRvSJ\njsLnn3/e4xhSzaXrmEDv3lt/3EeePHkSe/fuxa5du7q1e6+vr8d9992HgoIChISEYNGiRXjyySdx\n6623OhzPH98DInJMr9fjD3/4A4DO44Q7QSN/P3ZKMYajfSQzjYiIrJSXl9utIzBq1Cjhah6RnPAz\nS4HGuoi1dQFrAE4vxWKb+8Ag1u49LCwMYWFhaGhoQGRkJJqampjh4gCPEyQlvV6PgoIC1F3Zkc6Y\nMcNn2T06nU5YrunuBRc56/qeezurikEjIiIrycnJ2L9/v6+nQeQ0fmYpEMmliLWjzmfseuYdlZWV\nSEtLE+5b2r1HR0cjPDwcjz32GDQaDcLDw6HVanH11Vf7cLbyxeMEeQK7jXmfr5axM2hERORHDAYD\nALYIJyISI7c295asp5A2EwCgI1Ql/Bxg8MlZ1u3e6+vrsWfPHuTn5yM6Ohrz58/H119/jRtvvFF0\nDEureiJ/89577+Ho0aMAgOjoaIwcORIPPvig1+cxbtw4jBs3DmvWrBHu+/LvymTq3K+6OwcpxvHU\nGF3f8w0bNoi+jlTviQWDRkREfmT37t0AGDQiInmyV4/IUlsBcK4eUaCxLlJtW8AaCPQi1u4Sa/d+\n9uxZpKamCkvS0tPTUVJS0mPQiDWNyF8dPXoUra2tAACVSoWkpCSffp5Vqs7gt6//pqSahxTjeHoM\nZ8d3dR6OgkweDRqJdTsoKCjArl27oFKpoNVqMXfuXE9OhYjI7xkMBmFnbjAYGDgin2HGGzkiRT2i\nQGMdJJOq2HmwGDNmDHbs2IFZs2Z1a/eekpKCb7/9Fi0tLQgPD8fp06cxfvx4H8+Y/IU/dt0Klvo9\nJD8eCxqdPHkSpaWlyM7O7tbtoKOjAxs3bkRubi769u2LxYsXQ6PR8EoLEZEIS5aR5TZP2MlXmPEW\nmMSyhHqTISSXekTk/+y1e7du9b5o0SI8/PDDUCqVGDFihM8zHsi/+Ko+DAUXXxexloLHgkZi3Q5q\namoQExOD+Ph4AMDo0aNx7Ngx3H///Z6aDhGR7MmpGwWRI8x4C1yOsoSCNUPIwl49ItYi8p6VK1fa\n3B86dKhwe9asWZg1a5a3p0QBgFk75G3+HKQM8dTAlZWVQlAI+LHbgeV2Q0MDzp07h9bWVpw4ccJm\nvTIRUTBrbm6225EiIyPD7m0ib+qa8UaBxZIlVD7iIZSPeAgXb3kA7aooX0/LZ5KSkpB81QAM7BeL\nMEUHwhQdGNgvFslXDWCGPBER9Uin0yEvLw9qtRpqtRp5eXl+d1HYa4WwrbsdKBQKbNmyBWvXrkVM\nTAxSU1NhNpudGocdD4goUIl1o3jvvfdQVFQk7EcPHjwo3CYiCiR1dXVCdk9XSlMjriRjegXrERGR\nJwXC0iUKfB4LGol1OwCA22+/HQcOHAAAvPLKK0hNTXVqXK5VJqJAZ6/jwdGjR6FSqYRAUdeOGQyo\nk7dkZGRg6dKlwm1/xi/rREQkB/68dIkCn8eCRmLdDgBgyZIl2LJlCyIiIlBYWIhFixZ5aipERB4n\n1oVDig4dOp0OOp1OuNLNk1rylfT0dCFgGSj1jPz9y7p1AWvAvSLWchAbG4vaVjgspu2v/05ERF11\n/X7HTEZ5Yb3RTh4LGvXU7WDmzJlYuHAhFAoFMjIy0LdvX09NhYjIISkzDcROPP39pJTImr9nGFkE\nypd16wLWAFjEmoiIZM3fMn3t1RoNJh6taSTW7WDSpEmYNGmSJ1+eiMhp7gZ1xLpwsENHp02bNqG4\nuBgAkJmZiWHDhgnbCgoKsGvXLqhUKmi1WsydOxcA8P777+Ott96CUqnE8uXLMX78eJ/MnWy5m2Ek\nRfYd2ZJLm3s51SMiIiJ5k/tFVWb6d/JaIWwiIjkSyzTwt6sgcnby5EmUlpYiOzsbZ8+eRWZmJrKz\nswEAHR0d2LhxI3Jzc9G3b18sXrwYGo0GKpUKr7/+OnJzc9HQ0IAdO3YwaBRA3P2iyJRx6ol18Cqk\nzQQA6AhVXcm+kucJChFRMAiUTN9gwaAREfktbwV15H4VxB8cP34cGo0GADBkyBDU1taioaEB0dHR\nqKmpQUxMDOLj4wEAo0ePxrFjxxAeHo477rgDUVFRiIqKwoYNG3z5K5CEpMy+C/aUcbmRSz2ipKQk\nm/uWOk/qfrEAYrttJyIiIvsYNCIiv2cvqCNFFoK3roIEWhFbeyorK5GWlibcT0hIwKVLlxAdHY2E\nhAQ0NDTg3LlzSE5OxokTJzBq1CgAnf+2jz76KOrq6vD4449j9OjRvvoVSGaYMk5iuu4zeTWbiIjI\nNQwaEZHfciao4w9ZCOJFbBtgNBqF3zFQAkpmsxkKhQIAoFAosGXLFqxduxYxMTFITU2F2WwGANTU\n1OCNN97A+fPn8fDDD+PTTz8VHbeoqMjjcydpmEydy4Xc/TeTYhx/H8PyPLHtzoxZU1MDpamlWz0i\npakRNTXtTo0hxVyk+n3sjemv/8aeGoeIiIKHqzUlGTQiooDkb1kIjorYphj2wdzRhrbacgCAqjPO\ngrbaclQ1eXOG7lGr1aisrBTuG41G9O/fX7h/++2348CBAwCAbdu2ITU1Fc3NzRgxYgRCQkIwcOBA\nREdHo7q6GgkJCQ5fx9IKnuRPpVIBcP/fTIpxfDmGdabh5cuXAQBZWVnCdmcCw52v7ThArlKpnJqX\nUqkU3ebMGFLMRarfp/uY/vs5sbBk0Vo+K0ePHnX6+MYAE5FvsEYmyYkrZTcYNCIi8hDrk8GuGULA\njyeDYt2GADOuJN0AAPqobLfW+UkrojFjxmDHjh2YNWsWSkpKkJSUhKioKGH7kiVLsGXLFkRERODT\nTz/FwoUL0dLSgmeeeQZLlizB5cuX0djYKBowIvJH1pmG1lmGAK4UbPYeR/WIvFmLiJwTERHh6ykQ\nBb3elkJgjUzyNVdrSjJoRETkBrHAkNFohLmjDf0ibTOEAPhVlpAUhg8fjrS0NMyePRtKpRJZWVnI\nzc1FTEwMNBoNZs6ciYULF0KhUCAjIwN9+/YFAEyePBkzZ84EAPzmN7/x5a9A4NVST3GUaWg/kBwc\nLIF0665nlp8Hc+czSxYtEclHT6UQ2CnMN1xdikXdMWhERLLjTzt50SyB9naoo4A3J7d1e96S/B93\nv2LdhlIM+5AYZXY4RqgfXa1auXKlzf2hQ4cKtydNmoRJkyZ1e86sWbMwa9Ysj8+NeodXS+VFLFtR\naWqEnyQkCqw7m9l2PQPY+YyI5MLfSiEEI35fkQaDRkQkS/60kxerRwSYuz+ByE/xaqktsUxDfy1S\nLwV3s4Ss37dA+qzp9Xqbz4mcL4gQEfk7V5diUXcMGhFRr4llAjmbJSS2DtxbO3mxEz5L0ebExETR\nk8Ge6hFVNtpmFVlUNQGRih8v/1uPYXuiZUZV049j1F9pKtRH1TlGUpyrvz0RuctRpqFcahEB3q9H\nxCwhcVLVIjIYDACA9PR0ScYjIiJyhEEjInKJWCZQb7KEeloH7kmiS8taW6FUmNFWW+7xjmVdT6Ks\nT7QqKzujRKFxiQAA05VtoXFqJMV1fy4ReZe9TMNgrkUUqFlCUpCyHtHu3bsBMGhERBQInG2e4ysM\nGhFRr4llAjmbJSSXdeBiS8v6RXavJdQ1a0iKekRdDwJiJ1o8CSMiCm4GgwFFRUXCbQaOiIj8m5w6\nqdrDoBER+R3raDzg+1oijup3sJ4REfkbe/uzYO9YJjeWLCPLbQaNiIj8n5w7qTJoRER+xzoaD8Dl\nWiKu1CPqWotIrH6H0diMqqY2LMkPtalFZBmH9YiISE6dzxzvz1iLiIiIvKNr3VO5d1IOBgwaEQWR\nQNoJO1xWVrQfRqNRyDrydBaSWP0O64wo61pEAFiPiIhkh/WIPE+KAtYZGRlYunSpcJuISC7EGt30\nlj91Ug50DBoRBaGA3gmbzTB3tKOtthwARItYu1KPyLoWUU94AkZEPZFT5zOyz3ISZLkIoNVqXb7g\nIkUB6/T0dIwcOdLtcYiIPMWdRjdd657yu7NzPFlMm0EjIj8hReRebCfsrSwksXpEYm3ugR93dj0t\nKzNblRKyLAezqPPmWg8XtbS0dPuZ5d/H8r7o9Xq/zBAjkgO51UWTgvU+kfWI5EnKAtYTJkyQaFZE\nRNKRS6ObYOTJYtoMGhH5GU+3qPd0FpJoPSIHbe4BeKTVfU+qmtCtHpE3ahHV19c73BYWFubZFycK\nAlLVRZOLrktdWY9IWjqdDmPHjhWWhK1fv96lgI+UBawLCwsBAHPnznV5DCIiCiyeKqbNoBGRnxCL\n3Hs6C0lqvW1zD9gWpJaizb2FWOczRUgoQuPUNvWIPFmLSK/XIy8vDyZT51xWr16NLVu2APjx32f2\n7NnCfaLekLLOQCCQ4ouVo6xHbxew7poVxZR+6cmpY5mUGUtEREQ9YdCIKIB4OgtJCj0tLbNk9XiD\nWOczy9X5vXv3evUEzDrLqLi42GabwWDAmTNnhNs8USBX+MN+gigQSVXAWk4BLCIiCnwMGhF5gV6v\nR05ODoDutYLEtjkrkNYPN7d1b3MPdG9176h+B2Du9lxHpCxUrdfr3S6SqtPp8NVXXwlXkFNTU222\nb9261eZ2dna2S3Ol4BRI+wm5cJT1yALWgUeKgE96erqwX2egh4jkRopzEgpMDBoReYlYrSB/6WYm\nVpXf2SLW4kvL3oVC0fM8xOp3GI3NALovTfMGs9l+wEqv19u8J2IHYbETk7KyMru3iYJJIBaxJvmT\nqmOZ5fPqDqkyloiIuvKXcxI5ETs/CpTvJAwaEXmBTqdDQUEBgO6ZLGLb5Ea0Kr8kRawVojWNLPWI\nxOp3aLVaVFwsF7KVvFXEeuzYsdi/fz8A+0VSIyIinBpH7MSkra3N7m2iYBJoRazJf7gboDlw4IBQ\ns+7AgQMuF7GWKoBFRGTNn85J5MTR+VEgfSdh0IiIesXdItae1jULyVtFrMWWjlk67wDOfcF3dGIS\nGhqK1tZW4TZRsPJUdxAiMe4GaF5//XWb2+50PpswYYJbcyEiIunY+14SSN9JeNZBFCTEUifr6uqE\nNFR/T6v0VReh8vJyu7ctLIVLnTnpcPSYgQMHCoWwBw4c6Mo0iYjIRyxZRl1vu6KwsBAA3Ao8EVHw\nYSdVcgWDRkRBQix1MlQZgqbGevSLhM3SMueXlfWOWBHrqqbOzCTrZWWAZ5eWSSE5OVkI6CQnJ9ts\nk6o98qpVq4Q6FqtWrXJjtkQkJ5Z9ou3+EFdS21lXIlAkJyfj+++/F267SqpjChEFL3ZSpd5g0Igo\niDhKnQxtb0a/SHRbWtZ1WVldXZ1NwMeWWQj0iBErYl1Z2TlAaFyizbIyAB5dWiYFsYCOVO2R09PT\nccMNNwi3icg1YvsypakRdXV2nuQh1vs16/1hp1hZ7/eod7KysoTjRFZWlsvjSHVMIaLgw06q5AoG\njYh6wPaTzmtus1+/qKoJiFR0noU5u3zMW8vKpOKtgA4zjIgCi/U+0d/2e9Q76enpSE1NFW4Tkfz5\nw3KurnPk+QpJjUEjIifYaz8ZjDvo2NhY1LbCQSHsd6FQ+GBSHmT5N7au8yT2b+wooDNhwgRhKYG7\nxUt5ohGcGLyWlti+bEDxQbYaDiBd9+N6vd6nfzvuZBhZZGRkCBlL7nZ0IyLn+MNyLnvnK+SYdb1X\nwP/runoSg0ZEPeip/aSnd9By26E5qr0BwO4SN6Az+yjUgwewlpYWl5/rTGAoIiLCqbEcBXQsBUst\nt1m4lFzBL4NErnN2Py7GYDAAcC94L0Xgn0uVibzHH5ZzdZ0js1WdY13vFUC3mq/0IwaNiFzkrR20\nVDs0RzU8lKZGtFsVoLZmvawMEK+9YTQ2A+geMPKG+vp6t8ewd0Jh+Tcm8rWegtfBRE71iEj+pNyP\n96YLJhERyZ+9eq8AHNRvDV4MGhH5AUc7tJSi/TAajULgytNZSGK1N7RaLSoulnu185ler0deXp7Q\nulij0UCr1fbqBMEbgSEuJSDqZJ052XV/BTAVnORLTh3LDAaD0K3T13MhIqLAx6ARkT8zm2HuaEdb\nbTkAQHWlplBbbTmqmmwf6qiGx4Digwhvb0ZCeJvd7mnOLiuzzkLyZucz6ywjKTKOPCE9PR0jR44U\nbhMFK+vMSeusSQBOZ06yHpH/cGfpsNzIqWOZnOZCRESBj0EjIj8nVkfIm3zRAUin0+HEiRPCFddr\nrrlGtsvJmGFE1Imp4MGjzs21gnq93ulGBP5CirpIRERE3hTi6wkQEXmCXq+HVquF0WiE0WiEXq/3\n6XzS09N5kkBEQUGv10Oj0aCtrQ1tbW3QaDQu74MjIiIkKWLtLuvAvzsXAXbv3m2TKeQK6y6c7nbk\n9AebNm3C7NmzMXv2bPzjH/8Qfl5RUYF58+YJ/911111BX/ONiMgTmGlEAcvSFctypTMw21TbL2AN\ndC9iDdjvfKY0NQJK/40fx8TE2L1tIYeTDSIKXA73qwjuZXLWWUauZhwFWjMCqeoiHTp0yOZ2IHfk\nPHnyJEpLS5GdnY2zZ88iMzMT2dnZADqXve/fvx8A0N7ejnnz5mHixIm+nC4RkeSUrU0wGpuFi+GA\n97toM2hEAc9em2p/CiiJdQoCALPZuXEcdz6LRWVlpRB8si5i7akC1lJyVGTacrLBpQBE5Cli+1VP\n1XHzBzqdDrm5uUKduYiICFkeX3tDijpCUtUiKi8vt3s7EB0/fhwajQYAMGTIENTW1qKhoQHR0dE2\nj8vJycHkyZMRGRnpi2kSEXmOVQ1bsfq1nsSgEQUsS9BArL6OvYCSlMQ6BVVWVgIAEhMT3eoiFBHq\nuKaRdRFrsZpD1vO0LmLtyQLWUumpyDRbJBORp/iilpu/SE5OFurNJScn+3g2gSWY3tvKykqkpaUJ\n9xMSEnDp0qVuQaODBw+y8yJREAm2bqz2ath6s34tg0YUlJwJKElBtFNQayuUCnO3qDEAm8ixWKeg\nFMM+9FE5mWokwhcnPpZsL8uOXq/Xu3wl2lF9CTm1SCbyd2Jf0ALtyxm5b9WqVUIW6KpVq1weR6ps\nUXfHcZTV6u0xAOneW39kNpuhUChsfvbFF1/g2muv7RZIIqLAJUU31kAjtjpFaWqEO70pGDQi8jBH\nnYJSDPvQL9Isi85nvmSv5lBvO+Y4OglgW2Ii6Tj6ghasX85IXHp6OsLCwoTbrpIqW3Tr1q0AINTD\n6a2eslq9NYbluZZlWIF+XFOr1UJmNtAZsO7fv7/NYwoLC3HHHXc4PablYhKRydRZk8GZz4TYY50d\nRy5jiD3WX94Tk8kk2o3VZDKhqKjIqfHF5mZ5nqvjODtGTU0NlKYWB+VIzEL5ELHx29vbHc7Dsr2n\n98SR4DkzpYDRtR7RjBkz/L5Wgj9qaWlx6/k9FThlAWsi+bH3Bc1RvTXyT5ZjrCWrzNVW9waDAa2t\nrcJtV4IbUmWLGgwGYTmXO+O4kx0k5RgGgwFNTU3C7UAOHI0ZMwY7duzArFmzUFJSgqSkJERFRdk8\n5vTp07j33nudHtMSuCNSqVQAnPtMiD3W2XHkMobYY/3lPenc1iw67siRIyUZw525ODuGUql0OA8x\n1uPHx8ejvqrOYSAtPj62x/fEUSCJQSOSJWcCQ5Z6RMHAOtXQukNP1+5p3ixibSlw6glSdcyRaikA\nEQUeR/tVdj6ThiWzx3LblQwfqbJFpZgLIE1WjxRjBFMW7fDhw5GWlobZs2dDqVQiKysLubm5iImJ\nEQpkG41G9OvXz8czJSJynTfKkbiDQSOSNXuBoa71iAI9y6hrIWrrDj2VlZ0nOqFxiQC8V8R69erV\nQmqjRqOBVqsV/h16u7TMk6RaCkBEgUVsvxoInc/cyQTV6XQYO3asEHBfv369S/tPOXX4ktNcqPdW\nrlxpc3/o0KE29w8dOuTN6RARBR0GjUiW5BAYkktV/q6vIVao2ltFrIuLi4Xb9jKOerO0TKoip44w\nw4hIPjxZpLE3erNf9SeWLN3q6mrhvivHTykyWaTo8CVVtmigdRtjFi0REXkTg0ZEDkhRlV/sBAkw\no7LRftHrqiYgUuGlsycXpKamCgG1YcOG2ZyU9HZpmVRFTh1hhhERBRPrLKOLFy/6bB5SdPhKT0/H\nDTfcINz25VzkhFm0RETyp2xtgtHYLFyY8mXnWeu5uJIMwaARkQiHnc+K9sNoNLr8h+fverrK6Wz2\nkFiRU09nIBGR94mt2R9QfBCxsawl5A6dToevvvpKyDSy/L+3pMhkkSrgI4VA7DbGDCMiIpkzm2Hu\naEdbbeeyaJWi88dtteWoavLdXKznAcCpuTBoROQKJ//weipqlhhlxpuT27ptW5IfilAZnzz1dJXT\n2ewhsSUQns5AIiL/xSLW/sHdrB6pup4FYrexQPgdiIgCXb9IODzX86e5eHS2mzZtEmqfZGZmYtiw\nYcK2AwcO4NChQwgJCcHNN9+MtWvXenIqRJKT007AFxxd5ZSiRbJUbZaJKPAEehFrd0mRJSRVdy53\n991SzSOYuo0RERFJzWNntydPnkRpaSmys7Nx9uxZZGZmCi1O6+vr8dZbb6GgoAAhISFYtGgR/v73\nv+PWW2/11HSISGKOvnT35su5o5MbfsEnIkcCtYi1VFjvJnjp9Xrk5OQA6Mx09mX3UiIiChwhnhr4\n+PHj0Gg0AIAhQ4agtrYWDQ0NAICwsDCEhYWhoaEBbW1taGpqQt++fT01FSKSKcvJzciRI3lyQ0Qk\nkYyMDLdq3lg/15e1c6Sah1x+H29obm5Gc3Ozr6dBJAt6vR5jx47F2LFjodVqodfrfT0lIr/ksUyj\nyspKpKWlCfcTEhJw6dIlREdHIzw8HI899hg0Gg3Cw8Oh1Wpx9dVXe2oqFIQWLlwodPdytVJ9T53P\n6k2STddrLO2Yrd8Tqa9E9nZpxIQJE9weg4g8z9E+UWlqRJ18mz0GJXeD8FJlK7nb0ECqeQRL9pVO\np0NBQQEAZt4RWViCqGy0QJ7i+JzRP88X7fFa8RWz2QyForNicH19Pfbs2YP8/HxER0dj/vz5+Prr\nr3HjjTf2OI6lzgkFB5Op8y/N3r+72LaysjJUVlWjXRWFEHNnQl1ZVR2UpgZUVFRg0qRJAICamhoA\nEO7Hx8dj9erVAID29na35l1UVASTySTsRKyLtXYyo6qpswaSZYfS58qmqiYgPtLU699bbBsAVFRU\nwGQyISwsTHh8RUUFioqK8N5776GoqMjmPRk5ciQefPDBXv3uCoVC6JijUCh6/Js9dOgQANj8/SsU\nCqSmpjo9BhERSUuKgL0UDQ2kunDACxBEwYeBVCJpeCxopFarUVlZKdw3Go3o378/AODs2bNITU0V\nlqSlp6ejpKTEqaCR5UoR+aferrdXqTqjKPb+3Xva1q6K6ta1LMWwDzC3I6Sp87MZfmWBZkhTJaqa\nOp9nGS8+Ph71VXUOO5/1UZlF5z1y5EgMHDhQmKdtsVagsrIzwBMalwjTlW2hcWoAQFJcZ0aUK7+3\no21iPweAo0ePQqVSCW2JVSqVwzn0xNIxp6fnWnfGMZvNNicWUVFRTo1BnRhYI09z1A1yQPFBXsEN\nQO5m5EjV0ECqzKBAzjAiIiLfcfT9qKfzRX/isaDRmDFjsGPHDsyaNQslJSVISkoSTgJTUlLw7bff\noqWlBeHh4Th9+jTGjx/vqamQzPg6TVSarmc/Zgl1VdUERCo612pYL4MTK9Yqh0KuOp1OsmVqzn45\nd1TwWqo2y0Rku1wXcH3JLnmWXq/36NJhb5NbQwN3l8oREREFK48FjYYPH460tDTMnj0bSqUSWVlZ\nyM3NRUxMDDQaDRYtWoSHH34YSqUSI0aMYDZBkGCaqOu61iPS6/V+fUIhRm4nG0Susvzd1l0p+uOL\njkYVFRUov3AR7arOCze2S3YbvTYP6llERISvpxCwpFgq50nsfEZE5F1i9WtZr9GWR2sarVy50ub+\n0KFDhduzZs3CrFmzPPny5CPB8cVHgX6RZocZS6EezKIKpJMKFrymYOHrDEt7y3UBOCj0T76g0+kw\nduxYAPINbPSGnPbvUi2V8zRf7yeI/IEcLsaQe6RoWOR5ZjQ2Ngrzku88vcNrhbApuPCLj/TElo/5\naxaSo442cjrZIHKH5e9WDktQSf62bt0KAMjOzvbxTNwnp45l/pC9ykxsot7huYb/ss6A9kT2s7K1\nCUZjM7RabbdgD/BjwMdRLSKgsx6RAh1oqy0HAKg6+3mhrbYcVU2STNOvMGhEkpPDF59gaH1ojz9m\nIdkLCsnpZIOIyBsCsZabFEF/KWoR/fDDD3ZvE5H/4cWYwGAvA1qy7GezGeaOdrTVltsEewD0KuAj\nTR3cwBB8vzEFvea2ngtY+xspi1h7m6MTAWYYEVEwsWQZWW4HSraRu+Rei4iIKFj4U2MNBnykxXeN\nZEVsZ1RZWQkASExM7LYNsN1ROW59+C4UCs/+DiQNniAQUTApLy+3ezuYSVWLKCYmxu5tIiJyHhtr\nBC8GjUhWRHdGra1QKsxuri3tXQFryxK3kLbONW0doaorW8y9+r2IiIjEJCcnC8vTkpOTfTwbeZCq\nFhHr5BHJQ9ci1jNmzPDbTPlgxcYawYlBI5IdRzujFMM+0YCP1JKSkoTblqwmdb/YK/ebUdXUhiX5\noUKNpD5X4klVTUBSnOTTISIvY4cWz3AUjO+8Shm8BU2nT5+OV155RbhN0mGdPCJ5sRSxJiL/wKAR\nkQ5BWZkAACAASURBVAPWa3K7FtuzXkZnuhJQCo1TA+gMGFkHnIjIv7FDi3TEgvFAbFDvOwsLC21u\nz50713eTkQkpM4Q8lWHE4DKR87oWse6pKzD/rojkgUEjcgp33rbEAkpEZN+mTZtQXFwMAMjMzMSw\nYcOEbQUFBdi1axdUKhW0Wi3mzp2LEydOYPny5bj++usBAEOHDsWzzz7rtfmyQ4v0uO90jB2+upMy\nQ8jTGUYMLhNJj39XRABgRlVT95U13mzixKAR9Qp33kTkipMnT6K0tBTZ2dk4e/YsMjMzhe5QHR0d\n2LhxI3Jzc9G3b18sXrwYGo0GADBq1Chs377dl1Mn8jtStKmXC7nXIGJwmUh6/LsikhcGjcgp3HkT\nkTuOHz8uBIKGDBmC2tpaNDQ0IDo6GjU1NYiJiUF8fDwAYPTo0Th27BhSUlJ8OWVZsF4K27VjJOD9\n9rb26hEFey0iqUjZ4SuQ2tR78ndgUV4iIvIc+xlCQG+zhOw3crLXxMlTGDQiWamrqxNOSrozC0Wn\nici/VFZWIi0tTbifkJCAS5cuITo6GgkJCWhoaMC5c+eQnJyMEydOYNSoUUhJScHZs2fx6KOPora2\nFo8//jjuuOMOH/4W3mfdUdK6myQAr7e3dVyPKLhrEUlFqvo9UrWplwtvZE2xKC8RkTxUVlYKF8e6\nXizz9oWywOJeAItBIxL4Q92i5jbnP+z2O/SYvTFNIuqB2WyGQqEAACgUCmzZsgVr165FTEwMUlNT\nYTabcfXVV+Pxxx/H1KlTUVZWhocffhhHjhxBaKjjQ5flZFlKJpPJ7bFdHcNkMom2tzWZTD2OWVNT\nA6WpxW4wXmlqRE1Nu1Pzeuyxx4Tba9asAQBs2LBB+Jkrv5srz/PEOHIYQ6FQIDIyUrjt6jhbt261\nuf3000+7NI5cWH4fT/we48aNw7hx44TP87hx41x+3+XwGZJqDCIiX+no6EDFxXL0iwRUnV8T0VZb\njqom387LNfYzhADPZQk56lDrLgaNqBtf1i2KjY1FbSvsniClGN7FlXPMHjm6Im40NgPo/ofraXq9\n3iZaLrdgHJGnqdVqVFZWCveNRiP69+8v3L/99ttx4MABAMArr7yC1NRUJCUlYerUqQCAgQMHIjEx\nERUVFaLL1ixFc6WkUqncHtvVMTqf5zgLQqVS9TimUqnscbtr8/LNeyK3uVguuFy+fBkAkJWV5dI+\n3mAwoKmp81ux2Wx2ObOm6zI3T/xNeIvBYMCZM2cAuPee9MTXnyFvjcFAEhH5g36RsLsUi8SJdag1\nGpuREN7mcgCL7z4J5F+3yPloraMOPVqtFhUXy4Udj2W5Wx9VZ7ZSUpznZh8REeG5wYlkbsyYMdix\nYwdmzZqFkpISJCUlISoqSti+ZMkSbNmyBRERESgsLMSiRYtw6NAhXLp0CQsXLsSlS5dQVVXFZVAu\nEAvGDyg+yMYGEnF3H2+pQ2S57WqARMo29b4m9p7o9Xrk5OQAkGdmNBFRMFG2NsFobObSMh8S61Cr\n1WrRVlvu8tgMGlFQ6XrCabqyQwuNUyMprvt2qeh0OowdOxZAYBQmJeqt4cOHIy0tDbNnz4ZSqURW\nVhZyc3MRExMDjUaDmTNnYuHChVAoFMjIyEDfvn0xceJErFy5En/961/R2tqKdevWiS5NI+otS5aQ\nO5mglgsucpGeno4bbrhBuB3I2NGViEgmzGaYO9qFwIT/Ly0ja/z2TUGla4Tbm1lVjrrZcOkaBYuV\nK1fa3B86dKhwe9KkSZg0aZLN9ujoaOzatcsrc6PgJodM0EDKEJKK2Hui0+lQUFAAQI6Z0UREwcfe\nsjKAS8sCAf8FSTJiraEttUwSExNl0Tba23rqZiOHExYiomAjpyyh9PR0oQ6NOxlC1nWA5Ng9rTdN\nN6R6T4iIiMh1DBqRZERbQ7e2Qqkwo6223CZdEUBQpCyK1WWQ00kLERH5jhQZRlLVRvI0Z5eWMeuK\niIjItxg0Ikk5ag2dYtgnWsTamqVVIIAu7QLNqGqCT4pYExEReZpcAzxS6m3TjWB4T9wllukNBH42\nNxEReVaIrydAZC0pKQnJVw3AwH6xGNgvFmGKDoQpOjCwXyxUYWFQhqoQGpeM0LhkmMyhMJlDERqX\njKQBybLuqmR9pZRXTYmIyFN4vAk+FRUVqLhYfiWbuw0qRRvaajvvV1wsFwJKRERErmCmEclKbwpV\ne7OItbtYl4GIiHpiMBgAuHec4PEmOLEALREReQqPJEQu6m2rZl7xJSIiMY66bPYWjzf+g0vLiIhI\n7hg0InKTs53PpLriK8WVaCLyD3V1dTZ13qwpTY240oCK3OSp/WpvOoX11GWzNzx1fOjN70POsSwt\n6xeJoGwUQkREnSzf92xr+gKA2XeTuoJBIyIX+arrmVRXoomI/FnXbE+9Xu/yPnnr1q0AgOzsbMnm\nZ82ZTmH+0vUMcL7zGTmHS8uIiIKbdW1ey/cadb/YK/ebAXQ/RngTj0YBglf/PEev1zu9BM3TpLwS\nTUSeJcWyk9jYWNS2wm5XygHFB3nSDuezPR0xGAw4c+aMcFvK/WpvO4XJnT//PszSJSKyz9vLZB1l\nUStNjehQSPYyfsX6/e16jNVqtUIGqq8waBRgePXPM9w9KZGKP12JJgp2FRUVKL9wEe2qKISYO5uV\nllV1BvaVpkavzsX6y5l12nPnPPzzeCFVtqcly8hy21PZRj3JyMjA0qVLhdskLWbpEhHZ54/LZMWW\n7wNm1Ju8PqWAxqBRgHD36p9YhNnZ6HJPf7yVjfZTrauagEiFfAtz+GoZGhG5rmv25YwZM3zyd9yu\ninKYJeQt1inPQNe059hu24NNWVmZ3dveJtb1TK/XIycnBwAziV3BLF0iInHeXCbrKIt6QPFBhLY3\nA+iQ/DXJPQwaEQDHV8SVpkZUVlYKASRXA0okjZ6uRDP9nsiWJfsymHXdR/vj0iJPMpvNdm/7gliG\nETOJXeepLF0pLrgREXmD9f4KsN1nGY1GJIT7amauEVu+n2LYhz4q3xePDiQMGpHA3hXxAcUH0dHe\nbDdlsWu6Yk9/vIlRZocR7FB+CXaK2JVogOn3RBZdsy+ZlUGODBo0SKhpNGjQIJ/OxdG+W6fToaCg\nAIDrwT65ZN8FEkdLOry9nKOurg5NTf6Zze2MTZs2obi4GACQmZmJYcOGCdsuXLiAFStWoK2tDTfd\ndBPWr1/vq2nSFayzKk/WCQIAbJME2tt9OTXyAwwaBQEpvijaS1lkVw/fcHQlmun3RES9t2rVKiGD\nc9WqVT6ejecFY/adJ+tF8fuRZ508eRKlpaXIzs7G2bNnkZmZaVN37MUXX8SiRYug0WiwYcMGXLhw\nAVdddZUPZ0wWzI6UH0dL5lMM+yCHtu7yYkZVL4LxlhIt1nUjA+k95VEtiATbF8Wu7Zh93flMKo6C\nQSySTURy4G/LZNPT03HDDTcItwNVMGff9ZSl60tSZAnFxsYiylwfkNncx48fh0ajAQAMGTIEtbW1\naGhoQHR0NDo6OlBUVAS9Xg8AyMrK8uVU6Qp/7rJI5Arr2pDWdSONxmYA3ffL/ohBoyAQzF8UAfl0\nPiMiCgb+uEw2GDKMgh070vmnyspKpKWlCfcTEhJw6dIlREdHo7q6GtHR0di0aRO++uorpKenY8WK\nFT6cLVFgC66OZQr0i3SutIp1/TrrYKlWqxW60Pk7Bo0oYAVb1zO2ayYiX/PXZbL+Mk9ynfW/sVhB\nWMC7RawDOUvIE8xmMxQKhXDbaDRi/vz5SElJwdKlS/HZZ59h/PjxomNY9lHkWSZTZwTB3vsttk2O\nY8hpLq6OYdnmCpPJhKKiIrS7UfvIMkZPcxFrSOHsGM7ORYox7P0cgDB+iJtjWO47GkeKMcTGsWDQ\niChAyDn9noiCA5fJkj+wLmAN+LaINYlTq9WorKwU7huNRvTv3x8AEB8fj+TkZAwcOBAAMHr0aPzr\nX//qMWhk+a5EnqVSqQDYf7/FtslxDDnNpevjrIPgly9fBmC7VNMSBO98nmulSlQqFUaOHIn4+HjU\nV9W51LHMMsaPv4P9uViCwu6M0RPLOFKMYe/nAITx20SOKc6MYbnvaBwpxrAex1HgiEEjkpT9ImBA\nIBUCkzNmGBERUSATa3MPOJ8lZK+ANdC7ItaO6hEFQscyuRgzZgx27NiBWbNmoaSkBElJSYiK6uz+\nFBoaioEDB+LcuXO4+uqrUVJSgnvvvdfHM/5/9u4+PKryzB/4d5Iw5HUCiWQwBC1NJV5GsJFgBapE\nOkhLbF1ZlCyp2lIxVttiBFp+ZBurKxEoMFvptqCWbqHQ+Eba7YLlMq1srYo4VDcWC1HWChozQxLI\nEEgYkszvj2GOM5N5n3PmPOfM93NdXJx5yTPPJPNyzn3u576JkitUF0cADIKTbBg0EpzVasXu3bsB\nKNuyMtQa1XTXOQyHDvj6CVUEzHN5AN39g1i6L0Na75p7MZ7U3Q+Y8xObP3nwrD4RqYnLZElpPEBK\nLRUVFSgvL0dNTQ3S09PR2NiIlpYW5OXlwWKxYPXq1Vi1ahWGh4dRVlaGOXPmqD1loqSTIwhOFA5f\nSRqglZaVoYqAAf5nBl0XA0oZ+UUAPAEj34ATMLLzmdVqTan6REREWsRlspQMohwghapHxFpE8lq+\nfLnf5bKyMmn7sssuw65du5I9JSKilMKgkQC8ARKn05PKvGDBAilAUl9fj9bWVgDKtqw0mUzovYAR\na1THtz2PjKEBAMMJjR8uoBTOqFGjEnpcIiJKLmYYERERySfcslyHw4GC0apNzYcb3UGW6wJcsqsH\nDBoJxJtRJJrh4eGgHwJKfgB4O58tXbpUuhzo/Pnzijw2ERHFL9kZRjabLeHHlWMMIjV599NYAoBI\nf+x2Ozo+6cSQMRtpbk8PrBPdnmOw9AQ6mhFFi0EjAXgDJN6IMZdheURq3dzX1xf1OAAPBohIm0I1\nGEh3nQPAJTDejm2JfMYHGyNcFjCRSHyX+EdTAoCItGfImB2ya5kYDYcMKMxyh1w6nNwlu8x6khuD\nRhRRWloaCkYPJ33NfqjWzVarFXv27IHL5TmA+sEPfoB169ZFHCfYwYBviqdSRcaJKDWFajAAeAI+\nzij2WcI1GABMST8YFO2zM9LJBTnGEDULmMgr3hIARESiUWOFC0XGoBEJ68yZM0G3Af8so7a2tpBj\nRDoYyMzMlGOqRESKEPVgUJTPzlAnF+QYg1nAREREWiRS1pM+MGhEmlNfX493331XCgaVlJSEvG+k\ngwEiIqWEajAAeJoMiN4RMxh+dpIeOJ1O9Au0dIH1iIiIPJK9wsU3I9y/DIAIS/7Ekab2BIhCycvL\nC7oN+HfnCdepJ1y2EhERaVu03wVKj0EUL7PZDPP4YmTkF8PlzoDLnYGMfM9l8/hi1iMiYVitVlRX\nV+OGG27ADTfcAKvVqvaUiBJiNptRfOl4TCw0YWKhCaMMwxhlGMbEQhMy0tPVnp5QmGlEwqqrq8O9\n994rbfuqrKzEtGnTpG0iIko9cnwX8PskMt92z8DIls9ms9lvKWU048Q7hhxMJhOy3X1CLF0QdQkq\nUSis8xYbUT73aKTA373vZ3B1dTUGezvUmJaQGDTSOLl25IDgHXrSXeeA9LSgqdNKp01XVlYiNzdX\n2g4UzRnhcNlKRETByPm5SsqTIzuIGUbh2e122Ds7UJjluWw0eP4f7O1Ad39848Q7hmjU2D8iUgPr\nvMXHbrej45NODBmzkeb2LPI50e282AGVSBsYNNI43w8iAHF/GIXu0GOC0+mUam/4tnJVuo2rzWaT\nCl4HK2IdzRnhcNlKRETByPW5SrELbHNvMpkidmcL9l1gtVqxe/fuhMYgf4VZCJmZk+g4sY4hilCt\n7tnmnoh8DRmzR9Q3nHBoBxwOhxSE4wkqEpni39JNTU1Sd6uGhgZMmTIFgGenfMWKFdL9PvroI6xY\nsUJ6o1D0gn0QAQja5jmUaNOjk5k6LUdXHC47IKJ4yPG5SqFZrVa/HeTAoI53+UMixcLlGIPEI1IR\nay4tI6K4ud1wDw9JS6D0kn1J+qRo0OjgwYM4fvw4mpubcezYMTQ0NKC5uRmAJ3q6Y8cOAMDQ0BDu\nvPNOzJkzR8nppJz0C/1wOAZSPoLNDCMiIvFkZmaOuC5w+UO8B+D19fVobW1NaAwiIiIlyZXBSaQ0\nRV+RBw4cgMViAQCUlpait7cXZ8+eRU5Ojt/9du/ejXnz5iErK0vJ6aQejUew5VpaxgwjIiKxeIND\npDy91egSqYg1ERFRMqhdP0/RoFFXVxfKy8ulywUFBTh58uSIoNHzzz+vqR0WLWEEm4iIKHXJVcSa\niIiIkk+E+nlJjRy43W4YDAa/69566y189rOfHRFICuXQoUNKTE0ILpcndBj4HENd73tbvI8XbsxY\nb5N7jA0bNvhtr1y5Muz9iYiIaCSeQCIiItImEernKbq3UFRUhK6uLumyw+HAuHHj/O6zf/9+zJw5\nM+oxvUWN9choNAIY+RxDXf/pbQNxP17oMcM9XuS/gxxj5OXl+W3r+W9PlCg9B9SJiIiIiEgdaUoO\nPmvWLOzbtw8AcPjwYZjNZmRnZ/vd529/+xuuvPJKJadBGuVbx4jFrImI9MVms8Fms6k9DSIiIt1z\nOp1Id53D+LbnR/wD3FKtHKJgFM00qqioQHl5OWpqapCeno7Gxka0tLQgLy9PKpDtcDhQWFio5DRI\noyorK6XsIhazJiLSl61btwLg5zsRERGRyBRfzL58+XK/y2VlZX6Xf//73ys9BdIwZhgRkZZ5z+ql\nDXpO4Q1nGKXrAX11ebJarWhtbYXT6QTg6XJlsViCdkmz2WzSkkqbzcbAESWdtxMNANW60RARJYvJ\nZELvBaBz6sIRt02wbUeu0a3CrEgrWAGRhMYDCSLSKt+OFt4250WF3kCRKWkdL5JtYMBTZ88UpvW5\nN8vIu83P+uCWLFkCu90O4NPXkLcIJuB5jbH7bOwC33tqdaMhIiLSAgaNiIiIFCBCt4tYeWsMxRPE\nqa+vR319vWaeqxbY7XbYOztQmAUYLzafHeztAODJiEkWp9OJ/v7g3da6+4EsgzOhcWIZQw6BgTa+\nZokotbn9si99JfvzmZTj/Rv7Ztd6r4+UYcugkcb5FjUbSbyiZlar1e9saailC0REJC/v8jHvZ7DV\nah3x+ZusOkN1dXW49957pW0KrTALeGre4Ijrg+3cExGR8nyzQIGRmaDMAiXR+GbQ+mbXAogqw5Z7\nHCS7SIGhzMxMtaZGRJTyQn0GJ7POEBsdaIvJZEK2uy9k8CojzFLEaMaJZQwiIrX5ZoEC/pmgycwC\nlY8BhVnuhD/jSVyJZr8zaKRxohY1GzVqVNDrvcsXiIhEFS6DM911Dk6NZmlH+vyNpc5QIsvYvJhh\nREREogqXTeRwOJgFSimFr2qFxNJFRjnqrE+tr6/Hu+++CwB46qmnRtwux8EGERGpR45lbPwOSA65\n6hEREaUSu92Ojk86MWTMBgCkudMAACe6nUgfGlJzaqQheunUyaCRwqLpIqM3kZY4JKtmBhFRPMJl\ncI5ve163n+fR1hlK5jI2IiIitQwZs0Ou5gDYop7C01OnTgaNFCJGFxl11qeGW+LAgw0iIjFFW2co\nlmVspD656hEREemB77KzwALWAItYk3z01KmTQaMEWa1W7N69G4BaS9DkE9hZR4nuZjzYICISVzLr\nDOl9qXK4AxMelBARqcO3iLVvAWsAGi1iTaQ8Bo1koLclaIl2N2MrZSIibYomgCPXZ7zelyqHOjDh\nQQkRkbpYxJooNnxnJKi+vh6tra0AYk81C1eVH0j+mUi5OpuFW+LAgBIRkbZFu4wtnFRZqhzswIQH\nJUREFItwXV0Bt1RgmUgp3HNRUdiq/K5zak4tYaECQnIcbBAR0adiXSYtx7KwRIP+XKpMJD+r1apo\niQEiIkpNDBqpLGRV/kM74HA4UF1dLUSRtljrHYU7AJArw0jv9TCIiKIVyzJpOZaF8XOXSEyJlhgg\nIvGE6+o6wbYduUbtdXLzZk6lDXrSpIYzjJ6kifQ0lWdGwTBoJCq3G+7hIQz2dghVpE2OnRG5Djb0\nXg+DiCgasSyTFmVZWGlpqTSP0tJSVeagBU6nE/39wZe0dfcDWQZn0J/T+0mV7ou/E++SjFzjp9eb\n89Wbl9rkKjNARKQk31bz3oSEokITABO6urpUmhWFw6CRwEQq0ubdERFlR1SUAx8iEototeJEI8qy\nsL179/ptr1q1SpV56JWeT6r4Hmy4Lr6/M/KLPLfl+9+eDMnoPEtEpCe++2GBbeirq6ulRAkSB4NG\nFBNRdkRFOfAhoug0NTWhra0NANDQ0IApU6ZIt7W2tmLLli0wGo2orq5GbW2tdNvAwABuueUWPPDA\nA7jtttsiPo6ea8VR6jGZTMh294U8gZQRZDli4EkV0QTLEoolQyjcwYaaEs3EZj0iIiKxdPtk+sb7\nnaUXDBpR1JjdQ0TxOHjwII4fP47m5mYcO3YMDQ0NaG5uBgAMDw/jscceQ0tLC8aMGYN77rkHFotF\nyhb4+c9/jjFjxsBgMET9eKFqxQXvOpJaROlgWVdXh40bN6o+Dz0KPKkiFzl2nkNlCamRISQXOZeE\nsR4REZEYAr+T9PKdFS8GjShqImX3iHLgQ0SRHThwABaLBYCnfk1vby/Onj2LnJwcnDp1Cnl5eRg7\ndiwAYMaMGXjttddw22234dixYzh27BiqqqrgdmuvyKOIROlgWVtbK32n+GaWkZjk2nkWNUtIDoku\n32c9IiKi2AQrpu2R+D5jYCkDvX1nxYpBIx3wvmEABLxp3LpNqxPlwIeIIuvq6kJ5ebl0uaCgACdP\nnkROTg4KCgpw9uxZfPjhhyguLsaBAwdw/fXXAwDWr1+PxsZGtLS0qDV1XRIl0C7KPAJpvS5W4EmV\nhx9+OOExufMcmSjL94mIUkHoYtqAwzEAYOSyboofg0YaF3h2z/dN09XliRJl5F8CIPG0OtGye0SY\nAxHFzu12S8vNDAYD1q1bh9WrVyMvLw8TJ07E8PAwfvvb3+Lzn/88JkyYEFOWkcvlini7d5mtkmOE\nGjPWn4t2jFjG9/7uE5lLONHO5corrwx5P6V/X+GcOHECp3q6UJjluezbwbS7P/q/v8vlQqjGwXKM\nEWocg8GAyZMnS9vxjBHNvAB1/j5yjyHHOEePHpV+dteuXSgrK0toPkREFB6LaScXg0YaF8vZv0TP\nDFZWViI3N1faVpsIcyCiyIqKivxaqDocDowbN066PH36dOzcuRMAsGnTJpSUlOCll17CiRMnsH//\nfnR2dsJoNGL8+PGYMWNG2McyGo0ABsLe7s1SVHKM4GMi5p+LdoxEx/d2gHI6PS3cFyxYEPdSGaWf\na6BQy4LinYfRaAzbvTQjyr+/0WjEYH/o2xIdI9w4K1asAOB57vGOEWle3vHjJcoYcoyzZcsWafvl\nl1/G4sWLE5qPUpQKFJN+yPldQET6waCRsPyXlvnq7geyDM6kz8hms6Gvr0/aZtCGiKIxa9YsbN68\nGYsWLcLhw4dhNpuRnZ0t3b506VKsW7cOmZmZePnll7FkyRLMnz9fuv2nP/0pSkpKIgaMKHEDA6GD\nZaLyXRbku7QscFkZIP7SMrkEfj/rdam63iRaF0muMYi0+F1ARMph0EhFTqfTrx5RILXqvoba4RCp\nEDYRaUdFRQXKy8tRU1OD9PR0qU5RXl4eLBYL7rjjDixZsgQGgwF1dXUYM2aM2lNOOd4ivN4ASzLO\nLMt1gOzb1dNut8Pe2YHCLP9lZYAnQJKK2AFGeXIt35ejLpIeays1NTWhra0NANDQ0IApU6ZIt82Z\nMweXXnop0tI8izA3bNjA13QC1PguICJ5Wa1WvxNnFosl4fcyg0YCy8wIkx5vMin2uHrc4SAidS1f\nvtzvsm/Nj7lz52Lu3Lkhf/Y73/mOYvMi9ch5gOy7HW5pWTI5nU70B8kYTna2MItYa0NgADSe94Uc\nY4jm4MGDOH78OJqbm3Hs2DE0NDSgubnZ7z5PP/00srKyVJohUXihkwTcUuYnkdwyMzNlHY9BIxWZ\nTCb0XgA6py4ccdsE23bkGpOfahRuh0O0QthERKlCibNGatLjwa0cuLRIm+TIxBZlDKV89NFHWL9+\nPU6dOoUdO3bg2WefxXXXXYfPfOYzYX/uwIEDsFgsAIDS0lL09vbi7NmzyMnJke4TS7MEIv0Rp6QJ\nl0KLwZsxKKdwDTUoBQU7a+vlbXM/bdo0oXZEiCg5Tp8+jXXr1klFdv/4xz+ip6dH5VmljszMTNnP\nHKkl3HdNLHxPYIh2MsNkMklZT77/CrM8twWzdevWhH4flNrOnDkTdFsEP/zhD/G1r30Nw8PDAIBJ\nkybhhz/8YcSf6+rqwtixY6XLBQUFOHnypN99Hn74YSxevBgbN26Ud9JEMjCZTBgyZqNz6kK/f4AB\nuUa1ZycjgwGGtAxk5BcjI78YLncGXG7PZfP4Yi4b1biImUYDAwP4y1/+gtOnT0uRfIPBgIULR2bH\nkP6JtlNORMnzr//6r5g+fTreeustAJ421T/4wQ/w1FNPqTwz/ZPzrJGeslm8JzO821rG7Kvk83aK\n8mbxWa3WuN5nVVVV0t+uqqoqrrnoPZt7cHAQFosFv/rVrwB4umbGw+12w2AwSJeXLVuGG264Afn5\n+XjggQewb98+zJs3L+wY7CIXmcvlSRMJ9rsKd5sWxnC5XGGzJlwuFw4dOiT9XDy8Y/g+vnJjGFCY\n5Q65LHs4M1O25+NyufyW2qUNesYczjACbjfGjBmLRx99FACwatUqAJAuA9H9HcP9fXx/J/GOEcs4\n0d4m4hjxjh9KxKDRPffcg7S0NEyYMMHvegaN9CnSTgt3YolSV09PD+6++260trYCAL7yla9g586d\nKs+KYrVhwwYAGFEXJJnkPEDWywG2yEuL9C7RDL79+/f7bdfW1iY4o/jk5eUF3RaFt407ALz3WQ0E\nbwAAIABJREFU3ns4f/58xJ8pKipCV1eXdNnhcGDcuHHS5VtvvVXavvHGG9He3h4xaOQNNFNoRqMn\nBSbY7yrcbVoYw2g0YjBMYwSj0Yhp06Zd/Ln4ush5x/j08WMfR44xfMeRY4yJEydKv0/g0y6lRYUm\nACaYzeaAOcv79/H9nUQaw97jCZr5LpMDvEvlohsn2ttEHCPe8UMFkiIGjQYHB1XdsaTk0tNZWyKS\nl8FgwIULF6TLXV1d6O/XZ0uqUGfS0l3nACjXiEBpNpsN7e3t0na8n/OJZivJ+V0j93dVqALWQPLr\nQ5Cy5Mrgs9vtQbdjIUfQUORspQceeAC33347urq68NWvfhWnTp3Cj3/844g/N2vWLGzevBmLFi3C\n4cOHYTabkZ2dDcCzBO/BBx/Eli1bMGrUKLz55pv48pe/rPRTIUpZWmms4LsUzrdjKAB2DY1TxKDR\n5z73OfT09KCgoCAZ8yEBiLajQURiqK2txcKFC3Hy5Encd999aGtrQ0NDg9rTkl3gzkSwM2la5c0y\n8m7He1JIjs5n/K7xF+qA31tYNPjZ0mTPkoLxzYTx3aZPXX/99fjd736H9vZ2GI1GTJo0CaNHj474\ncxUVFSgvL0dNTQ3S09PR2NiIlpYW5OXlwWKxYPbs2Vi0aBFGjx6N8vLyiFlGWqWnZcVESvMNboka\n2NKaiEGjTz75BDfffDNKS0uRnp4OwHO2mUsS9ItfSEQUzPz581FRUYG33noLo0ePxqOPPoqioiK1\np+UndGtbT/aQM4okEa2cSYvHiRMngm7HQq7aO4E/t2TJEilLw7dTnJfZbB7xt1GCyWRCtrsvZH2I\njBBFrBMVLPuKZ0u1ISMjI+h2LOTIEhJ5ieObb76J5557DuvXrwcAfOMb38D999+P6667LuLPLl++\n3O9yWVmZtH3XXXfhrrvukneyApIjUK8H4b4nfL8jwt3P4XCgIHK8koh8RPxm836BeYvOsa0lEVFq\neu+99/C73/1O6p62atUqLFmyBJMnT1Z5ZhQt3+/weL/PlTowtdvtsHd2oDALMF6sczvY2wHAk1WT\nCgKDBTxbqg3z58/Hs88+K23HQ+/lATZu3Ih169ZJl//t3/4NK1euZAmMKLBI/qdCfU8EfkfY7XZ0\nfNKJIWM20tyeksgnuj1njdKHhpI5ZYpDsAxbZteqK2LQ6Atf+ALefPNNvPPOOzAYDPj85z+PioqK\nZMyNiIgE8uijj+J73/uedHnhwoV49NFH8etf/1rFWfkzmUzovYCL7Wz9jW97PmSr83hpbcnAZZdd\nJtU0uuyyy1SezUjeFvWBgtUX0iOtvI7I37Fjx4Jux0qOovCi1jQCgMsvv1zanjhxorSCgcITOYNM\nDcG+J4J9R3jb3AeaYNsOgEkQogqVYcvsWnVF3Av7yU9+gldffRXTpk2D2+3GY489hrlz5+K+++5L\nxvxU4W3B6u3yYDKZYLFYZGt3TESkRUNDQ35tklN9xxXQ3pKBFStWSAeV3oyxWIl+YEoUK1GCv2o/\nvpIuvfRS/PjHP8Z1112H4eFhvPLKKxg/frza0yJSkVvKqAmUyk0XmGErpohBowMHDqC5uRlpaZ7U\nvsHBQdTW1uo6aOQ1MOBpSyj3mWkiIi3Kzc3Frl278IUvfAFDQ0N45ZVXkJOTo/a0VKPFJQOVlZXS\nckIROp8RiSDR4K8ogVS5Ct0r4fHHH8cvfvEL/OY3vwEAXHvttVi5cqXKs9IGUV5fRJS6IgaN3G63\nFDACPAX+fC/rkbcFK6ObRESfevzxx7Fx40Zpp7+iogKPP/64yrNST6JLBtTKao03w8iXqAcuTqcT\n/TxzSzGQI/grSiC1o6Mj6Laa3G43DAYDjEbjiBPO3nqpFJ4ory+SmwGFWe6kN10gikfEoFF5eTnu\nu+8+zJw5E263G6+99hquvvrqZMyNiIgEUlhYiKamJrWnoTvJzmqV46CDBy6kF3LVixEhkFpcXCzV\nLCsuLlZ5Nh533XUXduzYgauuumrEbQaDAX//+99VmJX2iPD6IqLUFTFotHr1arz44otoa2uDwWDA\nrbfeiq985SvJmBsREQlg2bJl+MlPfoIbb7xxxJlhg8GA/fv3qzMxlSW6ZEBPWa3RtkFWmslkQra7\nj2duKelECKR+9atfxcaNG6VtEezYsQMAcOTIEZVnom0ivL6IKHWFDBo5HA4UFRWho6MD11xzDaZO\nnSrd9tFHH2HixIlJmaDepbvOYXzb8wCAtEFPX8HhDCNY1Z+IRPGv//qvAIBdu3ZJQaN427XrCZcM\nfCraNshEopGrXowIxbR9A/j79+9HbW2tanPx1dHRgZ07d6K9vR3p6em4+uqrUVNTg0suuUTtqRER\nURRCBo3Wrl2LTZs24e677x5xm8FgwB//+EdFJ5YKAtsGes/OFhWa4HAMoLt/EEv3ZaDPE0tCrtHz\nf3c/YM5P5kyJKJWNGzcOZ8+exZ///Ge0t7cjIyMD5eXlqK6uhtFoVHt6quKSgU9F2waZSI+01kkx\nWY4ePYp77rkHCxYswOLFi3HmzBn89a9/xT/90z/hl7/8Ja644gq1p0hERBGE3JvbtGkTAOCpp55C\naWmp321vvfWWsrPSgHCp+F1dXQCASy65ZMRtwKep+oHp+r5LFHzHd10cIyO/yPPz+SMDTkRESuno\n6MDXv/51XHvttaioqIDT6cTevXuxZcsW/OpXv0rptsk8QCTSNjlqGonSSbGqqkqaR1VVlSpzCPTE\nE09g/fr1mDFjhnTd1772NcyZMwfr1q3D008/reLsiIgoGiGDRr29vejt7cXq1av9Wni6XC6sWrUK\n+/btS8oERWW329HxSSeGjNlIc3u6yZ3o9nRlSb9wAekGNwZ7O/zS9AFEnarvG1DSQ70LItKuTZs2\n4cEHH8TXvvY1v+uff/55NDU14YknnlBpZkRE6pOrmHaiS9x+//vf+22LsDytt7fXL2DkdeONN8Jq\ntaowIyIiilXIoNHbb7+NX/3qV/j73//ut0QtLS0NX/ziF5MyOdENGbPROXXhiOsn2LaHbaFIRKQl\nHR0dIwJGALBw4UJs375dhRkREclDrppGckh0iVtHR0fQbTUFNk/wlZubm8SZkAh1t4goOeR+v4eM\nYMyePRuzZ8/Grl27sHjxYr/b/vGPf8jy4EREJL709PSQt+Xns8AaEWlXZWWlFLyId+dajsCTHEvc\nxowZg76+PmlbBE6nE6+//nrI2yh5WHeLKHXI/X6PmPZyxx13YP/+/Th9+jQA4Pz589iyZQtefvll\nWSZARERiO3/+PE6cODHierfbjfPnz6swIyIiedhsNinQEm+wRo5OinIsccvOzg66rSaTyYSf/exn\nIW+j5BCl7hYRKU+J93vEoNHKlSvhdDpx5MgRTJs2Df/7v/+L73znOwk/MCWP1WpFa2urVJTbarWi\nvr5e5VkRkVZ0dXUF7aRJ0WNwjUhMctUjUntpGwDk5eUF3VbTjh071J4CQb7XORGJT4n3e8SgUWdn\nJ37zm9/gzjvvxBNPPIGPP/4YW7duxe233x5x8KamJrS1tQEAGhoaMGXKFOm2Tz75BA899BAGBwdx\n1VVX4ZFHHkngacTOG0jxpsaaTCZYLBbNBlMCA0PV1dUjnk9mZqZa0yMiDfvTn/6k9hQ0y/vZ3NPT\nAyD4ZzN5OJ1O9PcHr/3X3Q9kGbiUhcSV6E65HEvcRKrPRERE+pEWzZ3cbjcGBwcxMDCACRMm4P33\n34/4MwcPHsTx48fR3NyMNWvWYM2aNX63r127Ft/61rfw3HPPIT09HZ988kl8zyBBAwMDGBgYUOWx\nlZCZmTkiOFRfX489e/bglVdewSuvvMKDFSKiJPLNMmLGEZFYfIMragZavEvcpk2bFncASo4xSJ9E\neZ0TkfKUeL9HzDS6/vrr8dRTT+FLX/oSFixYgAkTJsDtdkcc+MCBA7BYLACA0tJS9Pb24uzZs8jJ\nycHw8DAOHToktdpsbGxM8GnErr6+HvX19bppZ+99PkREJI76+nq8++67UqbRpEmT+FkdgslkQra7\nL2Tn0QzWPyEFyFGPSC5y7NyLGhA4duwYSktL1Z5GyhLpda4VTqcT6a5zGN/2fJBb3eg6x8xYEpMS\n7/eIQaNly5ZhaGgI6enpqKioQE9PD2bNmhVx4K6uLpSXl0uXCwoKcPLkSeTk5KCnpwc5OTloamrC\nu+++i8rKSjz00EOJPRMiIlKU0+nUROFS3528tEEXAGA4w4h01zkA4s8/FLZLjk73xSVufZ4/PXKN\nn15vjrLZX7fPMjnfcWIZI9RcYh2DlCdKoOXo0aMAEnuPi/r58N3vfhcmkwm333475s+fj6ysLLWn\npEvhvidEeZ0TkfLkfr+HDBo999xzMBgMftd5M4z27t2LhQsXxvRAbrdbGs/tdsPhcODuu+/GhAkT\ncO+99+J//ud/MHv27FjnT0RESTJ//nxcf/31WLhwIa6//nq1pxOU2Wz2u+yt81ZUaAJgGnF7MshV\nZ4TtkiPz/fu6Lv7tM/KLPLflj3x9RBojcJxoxwg3l1jGoOQQ5T3lfY/X1taqPBP57d27F0ePHsWL\nL76Ir3/967jqqqtw++23Y+rUqWpPTVfCfU+I8jrXCpPJhN4LQOfUkce8E2zbcUm2W3OZsaFOqgGR\nVxGRtsj9fg8ZNDp06NCIoJGvSEGjoqIidHV1SZcdDgfGjRsHABg7diyKi4sxceJEAMCMGTPw3nvv\nRRU08raPk4vL5Qo5bjS3xfuYsTxeuHkQESXLn/70J/zlL3/BCy+8gHXr1mHevHlYsGABioqK1J6a\nZNu2bX6XRViCXFlZidzcXGk7HmyXHB3fv3+8f3u5XkNyzIVSx86dO9HX1ydt6zFwVFZWhrKyMnzx\ni1/Exo0bcf/99+Pyyy/HmjVr8JnPfEbt6WkevyconHAn1RyOAQAjA2CkXXJnp4cMGq1du1baHhoa\nQnd3d0wHBrNmzcLmzZuxaNEiHD58GGazGdnZ2Z4HzcjAxIkT8eGHH+Lyyy/H4cOHccstt0Q1rnd9\nnlyMRmPIccPdNjAwEHada1+YmJLRaIzp8cLNg4gISE5Q2Wg0Ys6cOZgzZw4++OADrF69Gj/72c9w\n8803Y/Xq1SgoKFB8Dlpks9mkg8F4d+TZLjk0LtsjPQh8j+staPTRRx/ht7/9LX7/+9/jc5/7HL79\n7W/ji1/8Iv72t79h5cqVeO6559Seoubxe4LCCXdCpLq6GoO9HWpMixQid3Z6xJpGr7/+OhoaGjBq\n1Cjs27cPTU1NmDFjBm666aawP1dRUYHy8nLU1NQgPT0djY2NaGlpQV5eHiwWC1avXo1Vq1ZheHgY\nZWVlmDNnjixPSBQDgyyORkT6cu7cOezbtw+7d+9GX18f7rjjDjz11FN45ZVX8L3vfQ+//vWv1Z6i\nkLgjrywu2yMS31133YV//ud/xvbt2/0yHqZOnYopU6aoODMiIn1RIuswYtBo06ZNeOaZZ6RC1ffd\ndx/q6uoiBo0AYPny5X6Xy8rKpO3LLrsMu3btinW+wgi/zvVXCLOyj4hIk+bOnYvZs2dj5cqVfnUo\nvvKVr2Dv3r0qzkxsZ86cCbodC7nqIinF6XSiv3/kyRKlT5RwOUZyWa1WtLa2SssaqqurYbFYYuoI\n6B3DbrfHPYYe1dXVYePGjdK23ixatCjk81Kji7Ieif49QYnxrnDxr0UEsB4RBVLiZGXEoFF2drZU\niwjwdEHzLpeiUAwozNJecTQionCee+45FBcX+1335ptvYvr06di8ebNKs0oNbJccHLO41JGZman2\nFHSntrZW14Ww29vb8Y9//IO1ixTE7wn98s3O82/wAdnqEcnReZT0K2LQKCsrC2+88QbcbjdOnz6N\nvXv3YvTo0cmYGxERCeRLX/oS6urq8OCDD0rXPfHEE9ixY4eKs1KHN1vC6fRk0SxYsCBkpkReXl7Q\n7ViJfObYZDIh29034mQJT5ToS319fcIZQfX19bjhhhukjIhHHnmEB7gXifweT1R7ezuqq6uRn5+P\nUaNGAQAMBgP279+v7sR0Rs+voVQWrrGCHPWI5Og8SuJQIuswYtCosbERP/rRj/DOO+/g5ptvxrXX\nXotHH31UlgcnIiLtqKiogMvlwre+9S1s2rQJ+fk89TQwMBDxPnJ9efPAeiQux9AmZogFp8cMI6+f\n//znI66Ld7kuhcb3EsWD3T71RYmsw4hBo9OnT+PJJ5+U5cGIiEi70tPT8f3vfx9/+MMf8PWvfx3r\n1q1Te0qq8WZceHeuwmVfVFZWYvLkydI2yYfLMaIXWI/IarWmfB0hSp6SkhK8//77OHXqFADg/Pnz\nWLNmDV588UWVZ0apxy0txQrEhkWkJjnqBnrJfSItYtDo8ccfT8mlB6KwWq2yvHCIiOTy5S9/GVdc\ncQUeeugh6fOJSC3MMIqNCPWImCGWeh577DG8+uqrOHnyJC6//HIcP34cS5YsUXtaRETCkeN7Wu4T\naRGDRsXFxbjzzjtxzTXXICPDc3eDwYBly5bJOhEKTYQdPCKilStXStulpaXYuXOnprtgJovNZkN7\ne7u0zYwYefH3GR056hHJhRliqaetrQ0vvvgi7rzzTuzYsQN/+9vf8NJLL6k9LUqSJUuWSB0TAfid\nEAc8NXN8l0gpiw2LSEwifU8Hihg0mjhxIkpKSmBgD3lViPziIaLU8sILL8BsNksFEXNzc/HBBx+o\nPCvxiVa/xWazAeDBOqmLGUapxdt5+cKFCxgeHsbVV1+d0kucU43dboe9swOFWZ7LxouHlYO9Heju\nV29eRBSdiEGj8ePHY+HChcmYCxERCWz//v3461//isbGRkyfPh0A8NFHH6k8K4qVN4hVWVkp2Nlf\nSiUiBS0ZSFXepEmTsHPnTkybNg3f/OY3MWnSJBbCTjGFWQiZ3UNEYov4Ln3ppZdw8803w8RUPSKi\nlHbZZZdh7dq1qK+vx/z58/GNb3xD7SlpglL1W3wDPoHBHiB4wMdms+HQoUPSNs/+agPrGyrLN5BK\nynjkkUfgdDphMpnw3//93+jp6cF9992n9rSIiHRp586dAOTryhkxaDQwMIA5c+Zg0qRJGDVqFABP\nTSPvRIiIKHVMmDABO3bswCOPPIIHH3wwqpbzqU6p+i2+AR/fYA+AkAGfwKVyAM/+agXrG450/vz5\nhMcIDKQycKSMtLQ0dHZ24siRIxg3bhzGjRuHDz74AOPHj1d7akREuvMf//EfAJIYNLr//vsBQKpp\n5Ha7ZXlgvfO2cuxzeS7nGj+93pyv3ryIiOJVWloKABg9ejSamprwzDPPYM2aNSrPShuUqt/CgE9q\nYH3DkaxWK3p6egAkln0lWs0xvfrud7+LI0eOjAgSzZgxQ6UZkZ45nU6ku85hfNvzQW51S8dnesHj\nTvK1c+dO6aTuzp07ZQkcRdyr/MIXvoA333wT77zzDgwGAz7/+c+joqIi4QfWNYMBhrQMZOQXwXUx\nnTwjvwiA543rLSJLRKQlP/zhDzE8PCxdvv3221nzLkqiHIgGLpV7+OGHVZ4RUXw6OzulbTkyjkhZ\nH3/8MbulESnA97iSx50EfJpl5N1OStDoJz/5CV599VVMmzYNbrcbjz32GObOnct1yGEMjcpCcaEJ\ne/bskepL7NmzR+VZERElpry83O+ywWCAyWTCG2+8odKMKFaitzrn2VKK1ocffihtX3LJJXFnYlVV\nVUnL06qqquSYGgUxadIkuFwuqYsakZJMJhN6LwCdU0ee2Jpg245co35WzvjWLuRxJwGAy+UKup2I\niEGjAwcOoLm5GWlpaQCAwcFB1NbWMmgESGmPaYOeP8ZwhlG6Hoi+cLjVakVra6tU5NJqtTINnYiE\nc+TIEWnb5XLh9ddfx9GjR1WcEcVD1FbnPFtKsejo6Ai6Hav9+/f7bctV/4H8GQwGzJ8/H1OnTkV6\nerp03fr161WeGYkmXJMHh8OBgtGqTY0opMDjeTWbVhQXF0vdjYuLi2UZM2LQyO12SwEjAMjIyPC7\nnKp8d169L46iQm+gyBTXzi2LXBKRVhiNRsyePRu/+MUvpOVOWuH9Ync6nQCABQsWpFSgXsQMI4Bn\nS5NFL+3li4uL0d7eLm2T2GbOnImZM2f6Xeetl0rky263o+OTTgwZs5Hm9hxznuj2fF+nDw2pOTWi\niEQ4nm9sbJT2zRsbG2UZM2LQqLy8HPfddx9mzpwJt9uN1157DVdffbUsD65lcu7cssAlEWnBc889\n53e5s7NTCpprETu/kZbIFezRS3v5FStWSDvFK1asiHucwDpfJC+Hw4GioiJUVlbCYDD4NdRh0IhC\nGTJmh1xaBuhnaRnph0jH85WVlSgpKZG25RA2aHTixAk0NDRg7969aGtrg8FgQGVlJe655x5ZHpyI\niLTj0KFDfjv5ubm5+Pd//3cVZxQf7xe7N+Af6ktepFRjLQhWj4i1iOQjR7BHT+3lKysrMXnyZGk7\nkXFErvOldWvXrsWmTZvwjW98Y8RtBoMBf/zjHyOO0dTUhLa2NgBAQ0MDpkyZMuI+GzduxNtvv40d\nO3YkPGe90kuWIRFFJleGkVfIoNHrr7+OlStX4sUXX8Qtt9yCW265BUePHsX999+P66+/PugHNhER\n6c+RI0dw5ZVXYu3atQCAnp4eFBQUqDyr5BEh1Vh0oeoRsRaRPOQK9uitvXwiGUa+mGGknE2bNgEA\n/vSnP8X18wcPHsTx48fR3NyMY8eOoaGhAc3NzX73ef/992Gz2TBq1KiE56tneskyJKLI5H6fhwwa\nbd68Gdu2bUNeXp50XVlZGbZs2YK1a9fiF7/4hawTISIiMa1Zs8bv7O2DDz6I7du3qzij5BAp1Vh0\nrEekLL0Fe+Qi1++Bv09lHTlyBJdccgkuueQS7Ny5E6+88grKysrw7W9/O2JQ/sCBA7BYLACA0tJS\n9Pb24uzZs8jJyZHus27dOtTX12Pz5s2KPg8t01OWIRFFJndmYdiK1t60X19XXHGFbK3biIhIe3xr\nUlDy2Gw2aSeAUsuZM2eCbsfKN6OG2TWUDBs3bsSyZctwxx13YOvWrXj77bdx++234/z581Etn+jq\n6sLYsWOlywUFBTh58qR0effu3bjuuuswYcIEReavNaG+JwIDz0Skb1u3bpX1vR4y0+js2bMhf+j0\n6dOyTUBuiXbFCdfm0Ww2+51NJSIiShYllhY4nU70X6xFFKi7H8gyOGV7LIrfuXPngm7HSqT6Payv\nkhpef/117N27F6dOnUJ1dTX+8pe/YNSoUfjSl76EmpqamMdzu91Sbb3Tp0+jpaUFv/zlL9HZ2Rn1\nGN6MGz3asGEDAGDlypV+1wcGniP9DrwJAsHuF+62UPdzuVxhMxVcLpc0XrzJCXKM4TuOHGMkMhff\nMQKvBxL724S7rxxjxDKOKGPIOU4848s5xtGjR6Xbd+3ahbKysoTnETJodMUVV2DXrl1YvHix3/VP\nPvkkrrnmmqgfQC3xdsWx2+2wd3agMAswXqz3Otjbge5+GSdHREQUAy4tSG1dXV1Bt+MhSoYR66uk\nhuzsbKSnp+OSSy7BFVdc4Vd3KJoaREVFRX6veYfDgXHjxgEA3njjDfT09KC2thYulwvHjx/H2rVr\nsWrVqrBjegOnemOz2dDe3g7AE1zzfW8FdhuM9DswGo0Agv+uwt0W6n5GoxGDYY6ljEajNJ7n52I/\njpNjDN9x5Bgjkbn4jhF4PZDY3ybcfeUYI5ZxRBlDznHiGV/OMbZs2SJtv/zyyyPiOeHGCBVIChk0\n+v73v48HHngAv/vd7zBlyhQMDQ3hrbfeQk5OjtBpjdF2xQmnMAt4at6g33XBzsISEaWCt956C7Nn\nz5Yu9/T0SJcNBgP279+v0sxSh1I1bUwmE7LdfSO+8wDP916GySTL41BifLsWJtqmXIQgDYOgqcN3\nOXM8r91Zs2Zh8+bNWLRoEQ4fPgyz2Yzs7GwAwLx58zBv3jwAwMcff4xVq1ZFDBjpWbjvCZGyDIlI\ne0JGQoqKivDss8/i9ddfx3vvvYeMjAzMnz8f06dPT+b8iIhIZX/4wx9kGSdc2+TW1lZs2bIFRqMR\n1dXVqK2tRX9/P1atWoWenh6cP38e999/P6qqqmSZC5GWTJw4UcogmDhxosqzSRwLe6cO35MOvicc\nvJcjqaioQHl5OWpqapCeno7Gxka0tLQgLy9PKpAN+C9bo+BEyTIk0jMRll7X1dVJmYVyve/Dps8Y\nDAbMnDkTM2fOlOXBRBGublFXVxfGsGMnEZGkpKQk4THCtU0eHh7GY489hpaWFowZMwb33HMPLBYL\nDh06hKlTp+Jb3/oWOjo68M1vfjNlg0ZK7ACQdgQuLSHSCjlOOixfvtzvcmB9DsDzPZUKXT3DifQ9\nweAskfJEWHpdWVmJ3NxcWeeRkmuu7HY7Oj7pxJAxG2luT1m2E91OpLvOISM9bEM5IiKKQ7i2yadO\nnUJeXp7UIWfGjBl47bXXcNttt0k/39HRgUsvvVSVuYuASwtSW2VlpdTRNtG/v17PgiZChN+JXslx\n0oGiw+8JInWJsvTaZrOhr69P1nmkZNAIAIaM2eicutDvuvFtzyNjKL6CZ0REFFpXVxfKy8uly962\nyTk5OSgoKMDZs2fx4Ycfori4GG+88Qauu+466b41NTWw2+1+hf20Lp5OnYEH1+x8llrkyjAS5Syo\nSAe3IvxOiOQgQhCWKFWJsvRaiXmkbNCIiIjU41t/wmAwYN26dVi9ejXy8vJQUlLiVzy1ubkZR44c\nwcqVK/Ff//VfYceNpXWsmu1TT5w4gVM9XUE7dYZqs+v9fXlvGxoaCvsYQ0NDUbWpjbYNcrS01JZW\nS3MJ/PvHI1Ib3mS66aabAKjf/lyk3wkREZGINBk0slqtaG1thdPpOYu6YMGCuLqkERFRcoRrmwwA\n06dPx86dOwEAmzZtQklJCQ4fPozCwkKMHz8eV155JYaGhtDT04OCgoKQjxNL61g126d+RXP8AAAg\nAElEQVQajcaQnTozQrTZDTR27FgM9vaH7nyWPzaqNrXRtkGOlpba0mppLnIsoYrUhjeZ5Gh7rrff\nidLUDtCR8pg1R6QeUZZeKzEPTRfwGRgYwMAAl5MREYlu1qxZ2LdvHwCMaJsMAEuXLkVPTw/OnTuH\nl19+GTNnzsSbb74pLdPq6urCuXPnwgaMiPRs69atfinnxN8JkS9vPZVDhw5JAVUiSh7v0utp06YJ\nsQRcznloMtOovr4e9fX1Uv0HZhkREYktUtvkO+64A0uWLIHBYEBdXR3GjBmDf/mXf8Hq1atRW1uL\ngYEBPPzww2o/DSJVyFVcU5SzoHLg74TInyj1VIhSmSjfI3LPQ5NBIyIi0p5wbZPnzp2LuXPn+t0+\nevRobNy4MSlzIxKZXAeDohWgTgR/J0REJBqlvke85Xl8m6dYLJaQyTNyz4NBIyIiItIVq9Ua9Y6V\nFpw5cybodjxEOQsqEv5OSA+YNac93T4dUPs8/RKQa/Rcb85XcWIkrMzMTFUel0EjIiIi0h21dqxE\np5dsGjkPkPXyO6HUVllZicmTJ0vbJDiDAYa0DGTkFwEAXBdPdGTkF8GcD5jNZjVnR3GSo0FDMN7y\nPGph0IiIiIh0Re2dK7nl5eUF3U5lXFZGRFqR7jqH8W3PI23Qk040nGEE3G4UFZmxZ88eAJBq9Xov\nkzbptYMhg0YBhoeH/VIFvbr7gSyDU6VZERERUarispPg5PpdKHVmmCiZbDYb2tvbpW2+nsXgmzHk\nXTZdVGgCYGI2kSAC6wVZrda4TjzJ1aBBRAwaEREREQmMWTXByfW70OuZYUotqdE9za25k/vbtm2T\ntplNJLZEl7Xr+T3IoFGAtLQ0FIwexlPzBv2uX7ovAxkmk0qzIiIitTALgUTADCNl6PnMMFEyLVmy\nBHa7Xbrs24zA4XCgYLRaMyMKT29L2pXAoBEREVEYzEIgEfD1pww9nxmm1KL2Mla73Y6OTzoxZMwG\nAKS50wAAJ7qdSB8akulRDCjMcvPkPglJ7fegkhg0IiIi3eH6dCIiSiUiLGMdMmajc+rCEddPsG0H\n4E7+hIiSSM8dDBk0UkjgAUt1dTUsFgtT34iIkojr0yPzrQ/R52nsglyj53pzvooTU5lcgUcSm57P\nDFPqCfUatlqt2L17NwDAZDLxmIQoCJYjCC0lg0ZOp1Nqfegr3XUOwwZ5HyvRAxYiIood16dHJ7Bz\ni+tigCQjvwjm/JG3pyJ+j+ubCNkZRHIJ9xoeGBgA4AkaUXR8jxfTBj1nVYYzjGDWlD4lWo4gVAdD\nPSSTpGTQKBl4wEJEpH1KZSE4nU70C9ABxrerC8DOLr74PZ46mGFEeldfX4/W1lYA/HyPVuBJE+8B\nf1GhCQ7HAIDBID9FWiVHOYJI2elaPgmVkkEjk8mE3gsYseZ2fNvzyBgaADCszsSIiEgozEIg0j++\nt4koULiTKtXV1Rjs7VBjWqQQJcsR6OEkVEoGjYiIiKKlRBaCyWRCtruPHWCIiIg0iPUAKZAWauRZ\nrda4lskxaERERBQGsxCIiIjIi/UA9UeOgI9WstPjWSbHoBEREVGUlixZArvdLl32PVsDeHYUA1Pa\nleQ90+l7ltN7Pc90EhERyY/1AEPTaudRuQI+omYYecW7VE7RoFFTUxPa2toAAA0NDZgyZYp025w5\nc3DppZciLS0NALBhwwZdRmXZuo+ISD/sdjvsnR0ozPJcNl7suDnY24Hu/uTOxfc70/csJwCe6SQi\nIiLVaLHosxwBH70e8ysWNDp48CCOHz+O5uZmHDt2DA0NDWhubva7z9NPP42srCylppAUkdYFJtq6\nj4iIxFKYhRG1iICRndCU5numk2c5xSRim12ezCIiIqVouegzvxdDU2wP98CBA7BYLACA0tJS9Pb2\n4uzZs8jJyZHu43a7lXr4pAoVSZWjdR8RERHFTqTgiEhnXHkyi4iIiGKhWNCoq6sL5eXl0uWCggKc\nPHnSL2j08MMP4+OPP8a0adOwfPlypaaiqHDRVCVb9xERUWQiBQ4ouUQIjoh2xpUns4iIiChWScul\nd7vdMBgM0uVly5bhhhtuQH5+Ph544AHs27cP8+bNiziOd2cHAFwu14jrYrkt1DxDcblcQccL5cyZ\nM37bsfwsERElToTAASUfgyPB8WQWEYnO6XQi3XUO49ueD3KrW2r8kAg2kSCKjWJBo6KiInR1dUmX\nHQ4Hxo0bJ12+9dZbpe0bb7wR7e3tUQWNvFXNAcBoNI64LvrbBoKO7xvYCvZzwcYLZcWKFVLrvhUr\nVsT0s0REsWBQeiQGDlKXnMERZqsREemIwQBDWgYy8ovYRIIoSooFjWbNmoXNmzdj0aJFOHz4MMxm\nM7KzswF4sm4efPBBbNmyBaNGjcKbb76JL3/5y0pNRTVyte4jIqLYMauC5LBhwwYAGNHMQ4vq6uqk\nk1mitwUmotRkMpnQewHonLpwxG0TbNuRa0ysJu7QqCwUF5qwZ88eNpEgipJiQaOKigqUl5ejpqYG\n6enpaGxsREtLC/Ly8mCxWDB79mwsWrQIo0ePRnl5eVRZRlrEnTIiIqLoyNVtTK7giM1mQ3t7u7St\n9cAjT2YRERFRrBStaRRY3LqsrEzavuuuu3DXXXcp+fBC4E4ZEZE6mFWhXYl2G5MrOOLNMvJu6yXb\niIiIiChaSSuETURElEzMqkguObKE5Ow2JkdwpKOjI+i2lvG9QEREiQj8vrdarUJ1Co2X0jUMtVwj\nMWWDRt6q/GmDnrL5wxlGpLvOAelpMY+l5RcAEZGeMasi+RLNEpKLHN/JxcXF0vK04uLihMcjIiLS\ni0S+7+Vaji4npWsYarmjb0oGjXyr4ntfqEWFJgAmv45v0dLyC4CISM/4uZw8cmYJiSKwCyoRkRp4\ngjp2wRIEvNcDJhVnpn1yft+LcqJJ6RqGWu/om5JBo23btknbgVXzq6urMdgbfQq61l8AREREFFxl\nZSVKSkqkbSIiNUR7gprBJY/QCQIAYPK7ndQh2okmpWsYar2jb0oGjeSk9RcAERFFz+l0or8fWLpv\n5Ndndz+QZXCqMCtSUnZ2dsJj8ECOiOIVywlqrn7wCJcgQBTM8ePHg26TR+wFfIiIiIhSgDddvb29\nXQr8xGPr1q1+J5mIiKIVeII6FG9w6dChQwl9XhGlIoPBEHRbLr41NrVYb5NBowRp/QVARETh2Ww2\naQfcZDKhMAt4at7giH+FWZ7bST+iPVgLhwdyRJQMcnxeESWb7z6WmiZOnBh0O1ahno+3o++0adM0\nmQnI5WkJitTSmSnpRETqkeMzmOn+lAguYyeiRNTV1UkF+XmCmvRGlH0suRpfhHs+crx/1YotMGgk\ng3AvAFHeCEREqSjRz+DAWhKUWniwphyRTqqJNBeiQJFOUHvx84q0RqSGUpWVlZg8ebK0HY9Iz0eO\n56dWbIFBoyC6LxY57fN0aESu0XOdOT/4/UP90UR6IxARpRo5PoOZ7p/a5NiJ5IFccCKdVBNpLkTB\nRPPZEW1wiUgUomXiJpJhBCj/fNSMLTBoFMC3BaPrYovGjPwimPMRc3tG0d4IRESpRPTP4FhPUKQS\nPWV+8EBuJJFOqok0FwquqakJbW1tAICGhgZMmTJFuu3ZZ5/FCy+8gLS0NFx55ZV4+OGH1ZqmoqJ9\nXTIwTRS/YO8zq9WK1tZWOC7GBaxWK+rr65M9NQDq7teyEHaAbdu2Yc+ePdizZw+KiopQVFQkXfZt\n30hERPqnVLMDs9kM8/hiZOQXw+XOgMudgYz8YpjHF8d8gkKPROk2Jlf3tLq6Oh7M+RApg0+kudBI\nBw8exPHjx9Hc3Iw1a9ZgzZo10m39/f3Yu3cvdu3ahd/85jf4v//7P7z11lsqzlY50RYLrqysZOCT\nNENLDaVGjRqFUaNGhb2Plp5PrJhppCCmpBMRqSfwM3jJkiWw2+3S7d6zRtXV1QA8gZzAkwNKZYn4\nPo738ffs2SPb+FomUuaHXGf1eBBHFJ8DBw7AYrEAAEpLS9Hb24uzZ88iJycHWVlZ+M///E8AngDS\nmTNnMG7cOBVnqxwuoSQ9qqysRG5urrQtovr6etTX12Pp0qXSZbWoGVtgppGCtN5aj4hIywI/g+12\nO+ydHRjs9fwzGgZhNAxisLcD9s4Ov4CSL2aJJBczP/RPpLOxIs2FRurq6sLYsWOlywUFBTh58qTf\nfZ588knMnTsX8+fPR0lJSbKnqDhvIP3QoUNsyEC6YrPZ0NfXh76+PqFf29G+B+XafwmVWahmbIGZ\nRgrjDggRkXoCP4MLs4Cn5g2OuN/SfaG/Dhn0T13MGFaGSHWeRJoLReZ2u2EwGPyuu/fee3H33Xdj\n6dKluPbaa3HttdeGHcObyagVGzZs8NteuXJlXOO4XJ4CetE8/3D3DXWb9/p45+YdL95xfMcINq9Y\nb1NiHFHGCHffWMZIVKTXdrJ/J0ePHgUAlJWVxTRPrzNnzvhtx/s79D5esMe56aabACT/c4xBI4Vx\nB4SISD38DNYekQI1DCgoR+2/rS+R5kL+ioqK0NXVJV12OBzSErTe3l60t7dj+vTpGD16NG688Ub8\n9a9/jRg08r6ntSIvL89vO975G41GANE9/3D3DXWb5/qBuOfmHS/ecXzHGDmv2J5LqPETHUeUMcLd\nN5YxEhXptZ3s38mWLVsAAIsXL45pnl4rVqyQ9l9WrFgR1+/QW0sR8ATJA/c9lP67hApGcXkaERFR\nirNaraiurobD4YDD4YDValVtLqIt7ebyRGWIVLBXpLmQv1mzZmHfvn0AgMOHD8NsNiM7OxsAcOHC\nBfy///f/cO7cOQBAW1sbPvvZz6o2V6XEsoQy2oLZRCIQaXlwuCVoVVVVQbcDybH/IuoSfWYaERER\nEQAgMzMz4TG8O1uJHISrvfPoi8EEIvVUVFSgvLwcNTU1SE9PR2NjI1paWpCXlweLxYIHHngAd911\nFzIyMnDllVdizpw5ak9ZdrFkPLJgNmmJSIWwwzW+2L9/v992bW1tyHFE2n+RE4NGREREKc7bHUQO\n3rX4zc3NcY+h9s4jEYlj+fLlfpd9643cdtttuO2225I9paSL5kBUpM6TRNHwFsL2buvhNZvocxBp\nib4vLk8jIiIiWXjX4re3tye0RIJLLIiIPhXNEkpRl7UQhSLSazbcUrlkLhEVbYm+FzONiIiISBaB\nHUbizTbiEgsiIiJKlnDLQJO9RFSkDCMvBo2IiIhIFh0dHUG3Y8ElFkREsauqqpI+O8MV6yUKxWq1\nwuFwAACqq6thsVhkW7oejGhLscLNIZlLREXc7+HyNCIiIpJFcXFx0O1YiJSuTkSkFYHFeonikZmZ\nKUtTjGiIuhQrmFRfIqqbTKMlS5bAbrdLl32jpABgNpuxbds2VeZGRESUClasWCGdNVyxYoXKsyEi\nIqJoydkUI1oiZBh5hVtaJkdnWFHE81x0k2lkt9th7+zAYK/nn9EwCKNhEIO9HbB3dvgFlIiIiEh+\nlZWVmDx5MiZPnhz3jlUsBSeJiMiDn52kRdFk8CSDd2nZoUOHghay3rp1a8TsIa28B6N5LoF0k2kE\nAIVZwFPzBkdcv3Sfrp4mERGRsBLNMKqsrERJSYm0TUREkcVSrJeI/AUuLfN9D0Vbq0gL78F46y4x\nmkJERESykWNHqbu7W4aZEBGlFnGzG9zo7g9+Ir+7H8gyOFWYE1F0wgWUAoV7D4qwxC2W5+JLN8vT\niIiISPt27tyJ/v5+9Pf3Y+fOnWpPh4hIM0RZ6kOkNXItLQv3HoxnWZgomGlEREQpwel0op9nOoUX\neBastrZWxdkQEWmHCJkMwRlQmOUOWUYkw2RSYU4kgmCvWavVitbWVr/GVhaLRdEi3ZWVlcjNzR0x\nF8ATRPI2+Yg3oBTvsjC5xftcNBc08nZDA/w7pDkcDhSMVmtWRERERERE6gnX/YlIROFes5mZmUmb\nh81mQ19fn7TtOx85ahXFuyxMbvE+F80FjTo+6cSQMRsAkOb2rK470e1E+tCQmtMiIiLBmUwmZLv7\neKZTcHV1ddi4caO0TUREkYmSyUAUrVCv2fr6ekWzioKJFNTR0/5IPM9FczWNhozZ6Jy6EJ1TF6Lj\n2sXouHYxOqcuBGBQe2pERBRGU1MTampqUFNTg3feecfvttbWVixcuBCLFy/2q2Ozfv161NTUYOHC\nhXjppZeSPWVSQW1tLXJzc5Gbm8ulaUREUQo86CUSnZZes4nWC5OrZpIc4nkumss0IiIi7Tl48CCO\nHz+O5uZmHDt2DA0NDWhubgYADA8P47HHHkNLSwvGjBmDe+65BxaLBR988AGOHTuG5uZmnD59Grfd\ndhvmzp2r8jOhZFB7h4qIiIjEZ7VaZal9JEfdonDkWOKmJgaNiIhIcQcOHIDFYgEAlJaWore3F2fP\nnkVOTg5OnTqFvLw8jB07FgAwY8YMvPbaa7j11ltxzTXXAADy8vJw7tw5uN1uGAzqZpb6tg3uc3mu\nyzV6rjfnqzgxHWGGERFRbJQ+6CWSm1yvWTlqHyUjqKPl9yWDRkREpLiuri6Ul5dLlwsKCnDy5Enk\n5OSgoKAAZ8+exYcffoji4mK88cYbuO6665CWloasrCwAwPPPP4+qqirVA0Zms9nvsuvi2a2M/CKY\n80feTkRElAxaz2Sg1CPHazZc/aNYs5CUDupo+X3JoBERESWdb8aQwWDAunXrsHr1auTl5aGkpARu\nt1u6b2trK1544QVs27Yt4rjegorBuFyusIX8XC5X2J8HgAceeMDv8qpVqwAAjz76aFRzCPW48fyc\n3GOQ2I4ePQoAKCsrU3kmRCQqLWcyUGpS+jUbSxaSloM6SmPQiIiIFFdUVISuri7pssPhwLhx46TL\n06dPlwpgb9y4ESUlJQCAV155BU8++SSefvpp5ObmRnwc7xmrYIxGIwb7Q/+s0WgM+/OhfibS42pl\nDBLbli1bAACLFy9WeSakVQwq6x8PeklrlHzNqtGFTa801z2NiIi0Z9asWdi3bx8A4PDhwzCbzcjO\nzpZuX7p0KXp6enDu3Dns378fM2fOxJkzZ7B+/Xps2bIFJpNJrakTqc7blvjQoUOw2WxqT4eIBGWz\n2fgZQUSyY6YREREprqKiAuXl5aipqUF6ejoaGxvR0tKCvLw8WCwW3HHHHViyZAkMBgPq6uowZswY\nPPPMMzh9+jSWLVsmjbN+/XpceumlKj4TouQLbEvMbAIiCsb7WSHnZ8SSJUtgt9uly741YgBPLb9o\nlo8TkXYxaEREREmxfPlyv8u+tVnmzp2LuXPn+t2+aNEiLFq0KClzIw/vGWoGJYiIksNqtaK1tRVO\npxMAYDKZ4mob7s1I9G7L9Tlut9th7+xAoacvBYwX+1EM9nagO8ySbyLSDwaNiIiINCzW7iDhKHGW\nmhLHVtpE+jcwMAAAcS/HVjIjsTALeGre4Ijrl+779FDS6XQi3XUO49ueDzKCG30u2aZDREnGoBER\nEZHGxdIdJBSlzlJT4thKm0i/vMV6vcu99uzZo/KMiCiQHJnYWs7m1lHQyI3ufv+It1d3P5BlcKow\nJyIiImXJ1R2EdXPExgwjIgqnqqpKCvxXVVUl/fFNJhN6LwCdUxeOuG2CbTtyje6kz4lILnJkYms5\nm5vd04iIiIgEV1lZqckdTSJKjv379wfdJqLEyNHBVOtdUHUUNDJI620D/xVmxb8+mIiIKBX4ZrIw\nq4WIiIhoZCa2WmOoSUdBIyIiIoqXt27OtGnTmNFCRKQxDPwTkVI0V9OIVfmJiIiUwQMNcWm5gCYR\nKY8F84mUIUcHU613QVU0aNTU1IS2tjYAQENDA6ZMmTLiPhs3bsTbb7+NHTt2KDkVIiIiioAHGuLS\ncgFNIkoOLR6MEolOjoCs1oO6igWNDh48iOPHj6O5uRnHjh1DQ0MDmpub/e7z/vvvw2azYdSoUVGP\nO2TMZlV+IiIiShneAprebS3ucBJR/KLNNORnA6WiZGTiyhGQ1XJQV7Gg0YEDB2CxWAAApaWl6O3t\nxdmzZ5GTkyPdZ926daivr8fmzZuVmgYRERGRpgUW0OSBIVFqYabhp7r7gaX7MqSyJLlGz3XmfHXn\nReoJ9/6QK6Akx3tPy+9fxQphd3V1YezYsdLlgoICnDx5Urq8e/duXHfddZgwYYJSUwjLarWiuroa\nDocDDocD1dXVsFqtqsyFiIiIiIgokNZbdcvKYIAhLQMZ+cVwuTPgcnu2zeOLYTab1Z4dqSDS+2Pr\n1q2a7FYmmqQVwna73TAYDACA06dPo6WlBb/85S/R2dmZlMd3uVxSajcA2O12uFwuaWmcy+WC3W73\nu4/L5Qlh+15HREQkGhZJ1jc5C2jytUKkLcw0/NTQqCwUF5qwZ88eVFdXAwD27Nmj8qxITeHeH1za\nLR/FgkZFRUXo6uqSLjscDowbNw4A8MYbb6Cnpwe1tbVwuVw4fvw41q5di1WrVik1HRiNRqn4FAC/\n7XA/E+19iYjUxOB2auPSBX2Ts4AmXytE+sWgsL5ZrVY4HA4AQHV1NSwWC+rr61WelbgYcJWPYsvT\nZs2ahX379gEADh8+DLPZjOzsbADAvHnzsGfPHjzzzDP46U9/iquuukrRgFE4NpuNqZ5ERKRZXLqQ\nGurq6mTJMuJrhUhbfN/3kT4DuBRH/zIzM5GZmRn3zweWaNF6eZZw748zZ84E3abYKZZpVFFRgfLy\nctTU1CA9PR2NjY1oaWlBXl6eVCAb8F+2pgaecSMiSh3eApoAdFNEk2fSUoMcf1e+Voj0i0tx9K++\nvl62zKJEAk8i0Xore61QtKbR8uXL/S6XlZWNuE9JSQm2b9+u5DRC4ocrEVHqCCyS6bqY4p2RXwRz\n/sjbKT5cHkFEJJ9og70MClM05Aw8iSJUBl5eXl7QbYpd0gphi4gfrkREqWPbtm1+l/VSRFPOIsly\nYAavuER7rRARESUq1P4Gv/Pko1hNIyIiIlKeNzV72rRpqgdq5KqZw3qDyhDptUJE0Ym2plEstY+I\nUuF7lt958knpTKOqqippeVpVVZW6kyEiIoqTKAcIcmXwMltJOaK8VogoOtHWbGFtF4pFqnzP8jtP\nHikdNNq/f7/fdm1trXqTISIiipOedvpYb1BZ/H2S1jQ1NaGtrQ0A0NDQgClTpki3HThwAFarFWlp\naZg0aRLWrFmjaoMdpURz4Gu1WnH48GEAbMeuZ3LUDdTK96wcz1XU56Y1KR00IiIiIvnIUT+A9QaJ\nyOvgwYM4fvw4mpubcezYMTQ0NKC5uVm6/eGHH8b27dthNpuxbNky/PnPf8bs2bNVnLEyov0cvHDh\nQlzjL1myBHa7XbrsuNgowtuavWB0XMOSAuTIENLK92yqZENpQUoHjVgci4iISD5cHkFEcjpw4AAs\nFgsAoLS0FL29vTh79ixycnIAALt375a2CwoK0Nvbq9pc1VZfX4/W1lYAsTd4sNvt6PikE0PGbABA\nmttT9vZEtxPpQ0PyTpTippUMITmo8VzDZTalemfYlA4aVVZWYvLkydI2ERERJSbRkzA8oUNEXl1d\nXSgvL5cuFxQU4OTJk1KgyPu/w+HAq6++igcffFCVeerBkDEbnVMXjrh+gm07AHfyJ0QjyJUhpIXv\nWTWyocJlNqV61pOugkbd/cDSfZ6n1OfyXJdr9FxvzldxYkRERCki0R0qZisRUShut3tEzaLu7m58\n+9vfxo9+9CPk53OHnyiSVPqejTZDKFxmUypleIWin6CRwQBDWgYy8osAAK6La3Ez8otgzgfMZvOI\nH7HZbGhvb5e2U/EFQEREJBpRz3wSUXIVFRWhq6tLuuxwODBu3Djpcl9fH5YuXYqHHnoIM2fOjGpM\n78GfaFwuzxnvROYXboxobov3MQ8dOiTLGNHMJfDxIv2+4v2dKDFOomPcdNNN0u2+27HOw/vz0d5X\nDaWlpdLcfLdjtWHD/2/v3sOjqu88jn8mA7lBuARJLODjLthAi1JDorsQCugToTXULa2VFIpaNMkj\nxUIU5VaJ9aEUFRx9xFagptaixi3CWotKjWtqW7kFXMHs40bpLiIpGcIlhFy5nP0jnTGTTCZzJmeY\n2/v1D2cu+c43Z8J8z3zP7/c7ayVJDzzwgF/Pc213fL6vx2JF1DSNLvRN0rAhA9xzePPy8iT5ntMb\nKYuAAQAQS6yox7G+/gAQDXJycvT0009r1qxZqqqqUnp6upKTk92Pr1mzRnfeeacmTZrkd0zXCItw\nEx8fL6l3+fmK0fNjLQG/ZlZWliUx/MnF8/V63l+B7pNgxOltjKysLL377ruSpNmzZwech7/PCaVn\nn33WvX3o0CEtXbrUdIyOA0QMw/B5PJCSkuKx3XH/+Hos2nTXnIuaphEAAIgOVjR8Yn39ASAaZGZm\nauzYscrPz5fdbtfKlSu1bds2paSkaNKkSXrttdd0+PBh/e53v5Mkfetb39Jtt90W4qyB4GEkrv/M\nDBDxtc5TJKwBFWwx3TTq7g/A4XCovLzc43KTubm5Ki4uDkmeAADEkt42fFh/AIge999/v8ft0aNH\nu7cPHjx4qdMBQipW6tmlbtT4WucpltaA6k7ENY3sbU26/MAWSVLc+fZ5mxf7xMve1iRpgKlYPf0B\nJCYm9i5ZAAC6wQkK76xo+DD9HAAQK6LxeMKKRo3ZxpOv58TqCCOXiGsaDfvS5e5t13+MtCEDJA3w\nuth1T7z9ARQXF0f0fzIAQOTgBIUnGj4AAJgXbccTvW3UmG08+XpOrB+LRFzTqOPC1v4sdt2TWP8D\nAACEBicogof1BwAAsSJajyes+J7OMYA1Iq5pBAAAgiMcrjhmRcOH9QcAAADHANagaQQAACSFxxXH\nrGr4cHYRAACg92gaAQCAsLrimBUNH84uAgAA9F5cqBMAAACh13kB6lDKzs6m6QMAABAGaBoBAAAA\nABDmKisr3esPRmJ8RCampwEAAK44BgAIC/a2Jl1+YIvizrdJki72iXffLw0IYXbr5qMAACAASURB\nVGaht3btWklSWVlZUOKHw9qGCD80jQAACCErrlhmRQyuOAYACLX09HT3ttPplCSlDXE1igZ4PB5r\nKisrVV1d7d62+rghnNY2DDfhcHXZUKJpBABACFlxVs+qM4OMMAIAhFJpaal7Oy8vT5K0ffv2UKUT\nVlyjjFzbvRlt5O24ofPahrHaIPEm1kdg0TQCACBErDirZ+WZwVg9GAIAINzV1NR43TaLEUXmsL9Y\nCBsAgJCx4opl4XTVMwAAEBzDhg3zum1Wd8cNHUcbM/L4Cxxn0TQCAAAAACCsLV682Ou2VbKzs9W/\nf3/1798/JkfToHs0jQAACJGpU6d63TbDyjODXGoXAIDwlJ2drYyMDGVkZPSqqdPdcUNlZaXOnj2r\ns2fPcizQASOwWNMIAICQqaio8NieM2eO6RhWXvXMioUeY/0KIwAABIsVI4xczSfXtgsLYXvH1WVp\nGgEAEPGsOPNl1UKPsX6FEQAAgoXaGhqxOsLIhelpAACEiFVDnrOzsy0bZdR52wxX42nfvn0MbQcA\nIAxVVlaqurpa1dXVHrWaaVjds+I4K5LRNAIAIERcQ56zsrJ6PSUsHJo0XGEEAIDw1l2ttuqYBNGH\n6WkAAISQFWfzrJgSVlRUpMLCQstyAgAAkYX6D28YaQQAQAj1dsizVVPCrDjDyNB2AADCm69aHevT\nsOAdI40AAIhgVl7tpLeNHq4wAgBAePNVq7kCKryhaQQAACRZc5DICCMAsFagX+TnzZun2tpaSZLT\n6ZQk5eXluR9PT09XaWmpRVkiknRXq7kCKryhaQQAQAQLt7WIONAEAGsF+kW+trZWtcdqNCRJire1\n33e+vkaSdKLZ0hQRYbz9Lbmmu7u2qedwoWkEAEAEY0oYAESv3n6RH5IkbZp+vsv9BTv4GghPVk53\nR3Th0wIAgAgXDiOMAADW44s8gFDj6mkAAAAAAESwysrKXl1FlSugojs0jQAAl8Tq1auVn5+v/Px8\nHTx40OOx8vJy3XrrrZo9e7ZefPFF9/3V1dXKzc31uA9dbdiwweNsNAAgOvBFHv7q7bGAa7p7VlYW\nI9rggelpAICg27Nnjz777DOVlZXp0KFDWrFihcrKyiRJFy9e1KpVq7Rt2zYNGjRId999t3Jzc5WS\nkqJVq1Zp4sSJIc4+vLFwJQBEL9atgz+sOhagMQlvGGkEAAi6Xbt2KTc3V5I0atQo1dfXq7GxUZJ0\n6tQppaSkaPDgwbLZbJowYYLef/99JSQkaNOmTUpLSwtl6mGv83oXAIDoMnXqVE2dOjXUaSCMWXUs\nkJ2dTXMSXdA0AgAEXV1dnQYPHuy+nZqaquPHj7u3GxsbdfjwYZ07d067d+9WXV2d7Ha7EhISQpWy\nTw6HQ3l5eXI6nXI6nXI4HKFOCQAQpSoqKlRRURHqNADEKKanAQAuOcMwZLPZJEk2m02PPvqoli9f\nrpSUFI0YMUKGYQQU1zU02x9tbW2mf8altrZWbW1t6tu3r/t2IHGscMMNN7hfu+M2ACDyMQUZ/igq\nKlJhYaF7G7ASTSMAQNClpaWprq7OfdvpdGro0KHu29ddd517set169ZpxIgRAb2Oa90Hf8THx5v+\nmUBeJ9iysrL07rvvSpJmz54d4mwAhCsaypGp87QjmkbwhrWvEExMTwMABF1OTo527NghSaqqqlJ6\nerqSk5PdjxcUFOjkyZNqampSRUWFx+LXgY46iiVFRUWcWQSAKNTQ0OB1G+iMYwEECyONAABBl5mZ\nqbFjxyo/P192u10rV67Utm3blJKSotzcXN12222aN2+ebDabioqKNGjQIFVVVWnNmjU6evSo+vbt\nqx07dujpp5/WwIEDQ/3rhB3OKgJAdGpqavK6jcjhcDhUXl4up9MpScrLy1Nubq6Ki4stfR2OBRAs\nQW0arV69WgcOHJAkrVixQtdcc437sX//93/Xq6++qri4OI0ZM0YlJSXBTAUAEGL333+/x+3Ro0e7\nt2+66SbddNNNHo+PHTtWv/3tby9JbgAAhKPTp0973UbkSUxMDHUKQECC1jTas2ePPvvsM5WVlenQ\noUNasWKFysrKJEnNzc1644039NJLL8lut+uOO+7QBx98oMzMzGClAwAAAAARZdiwYaqurnZvI/IU\nFxdbPqrIm8rKSkmMOIL1gram0a5du5SbmytJGjVqlOrr69XY2ChJSkpK0vPPPy+73a7m5mY1NDR4\nLIgKAAAAALFu8eLFXreBzjZs2OCxcDpglaA1jerq6jR48GD37dTUVB0/ftzjORs3btRNN92km2++\nOeAr5QAAAABANMrOzlZGRoYyMjIYQYJuVVZWat++fdq3b597xBFglUu2ELZhGLLZbB73FRYW6o47\n7lBBQYHGjx+v8ePH9xin4+VC29rautznz2MAAAAAEAkYYYSedBxhtGHDBhqMsFTQmkZpaWmqq6tz\n33Y6ne4paPX19aqurtZ1112nhIQETZ48Wfv37/eraZSVleVegd61GNx7773XZZ5ofHy8+/kAEO1o\nkAMAEJ1oAAAIpaBNT8vJydGOHTskSVVVVUpPT1dycrIk6dy5c1q2bJn7spEHDhzQyJEjTb9GYmIi\nq9ADAIAuKisrGaIPRIHVq1crPz9f+fn5OnjwoMdjra2tWrJkib773e+GKDsgPBQVFXndBqwQtJFG\nmZmZGjt2rPLz82W327Vy5Upt27ZNKSkpys3N1Y9+9CPdfvvt6tOnj8aMGaMbb7zR79iXagV6AAAQ\nmVxD9TlDD0QuX1djlqTHH39cX/nKV/Tpp5+GMEsg9LKzs90zbKh7sFpQ1zS6//77PW6PHj3avT1z\n5kzNnDkzmC8PAABikGtBUNc2B9BAZOruasz9+vWT1H4i+fTp03r99ddDmSYQFhhhhGAJ2vQ0AACA\nUOi8ICiAyNTT1Zj79esnwzBCkRpgCYfDoby8PDmdTjmdTuXl5cnhcAQUKzs7m5MkCIpLdvU0AAAA\nAAiUt6sxmxWuF46w4srPnWO0tbX5HCHQ1tamffv2uX8u0Nd0xbC3NenyA1skSXHn22Ne7BMvyXdj\nzxXD2/1S766UbdXVtoN11e7a2lq1tbWpb9++7li1tbVh+3eK2ETTCAAARJWioiIVFha6twFEJl9X\nYw5UuF5Z2YorP3eOER8fr/PNvp+flZX1j59rCfg1s7KydMUVV7hfX2p/ryQpbcgAOZ0tks73GMPb\n/ZL3feLv/rIihpVxOgvXv0fEpu6alTSNAABAVGFBUCA65OTk6Omnn9asWbO6XI0Z4aW0tNTjdl5e\nniRp+/btysvL0/n6mlCkBcACNI0AADHF4XCovLzcfRbU4XBwRc4oxAgjIPL1dDXmhQsX6tixY/rf\n//1fzZ07V7NmzdKMGTNCnbblKisrJUV2E/xEs1Swo/2r59l/zIbrH99+f/rA4Lymw+Fw1/q8vDzl\n5uZS74EA0DQCAMSkxMTEUKeAIIrkL1cAvuDrasxPPfXUpU4nJFwL+kfq51p6errH7bZ/NHL6DExT\n+sCuj1uJWg/0Hk0jAEBMKS4u5kwjACAiVFZWutcZqaysjMjGka+pa8Hkq94zCgnwn68F9QEAAAAA\nIeIaZdR5G72XmJjISCTAD1E30oi1KgAAAABEg4aGBq/b6B1GHQP+i7qmkQtdYwAAAADRbN68eaqt\nrZUkj+lWrtupCSFLDUCUiLqmEV1jAIA/ouFqNACA6JaSkuJ126W2tlY1fz+mC/HJijPaVx45cuKM\nJMl+4cKlSRJAVIu6phEAAP6I9KvRBAONNAAIL0VFRSosLHRve3MhPlnHxt3a5f7hlS9IMnp8jTNn\nzsje1qTLD2zx8qihs21mMo4uLH0C0DQCAMSgaLgaTTDQSAOA8JKdna2srCz3NkKDpU8Qy2gaAQBi\nTuer0XAgTiMNAMJVdyOMrDJgwADVn1O3o5X6x/c8WilauZY+YSQuYhlNIwAAQCMNAMIUn8eBs6rZ\ns3btWklSWVlZr3MCIk1cqBMAAOBS63jWNthncAEAQGhs2LDB46RIICorK1VdXa3q6mp3EwqIJTSN\nAAAxx7VGRFZWFmdw/4FGGgBYx+FwKC8vT1//+tf19a9/XQ6HI9QpxRzXtOt9+/b1qtnjGmXUeRuI\nFUxPAwDEJBojnlhsFQCs19LSEuoUYpZV065ramq8bgOxgpFGAICYlJ2d3evmSGVlZVQNVS8qKqKZ\nBgAWKC4u1vbt25WWlqa0tDQu0x7Bhg0b5nXbNZrM6XTK6XQymgxRi6YRAAABsmKthHBiRSMNAIBw\nYNW068WLF3vddklMTFRiYmLA8YFwF7XT07gsIgAgmLhEPQAA4cuqadfZ2dnKyMjoEqe4uJgRZIgJ\nUds0cp355SAeABAMXKIeAIDwZtWUa28jjIBYEZVNI87+AgAAAEBss+p7IN8nEcuick2jzmd/AQCw\nGpeoBwAAQLSLyqYRAAAAAADhItquuIrYEZXT04qKilRYWOjeBgDAaqxpBACIfoZONEsFO7p+bTzR\nLCXZzoQgp8jEmruIVFHZNLJqpXwAAAAACCWuCh35WHMXkSwqm0YSI4wAAMHFqFYAwKUQ2hEqNg1J\nMrRp+vkujxTs6KM+AwaEIKfIw+hkRLKobRrxHxEAEEyMagUABBsjVACEGgthAwAQoKKiIkYZAQCC\nhqtCRweuuIpIFrUjjQAACDbO+AIAENv8WXOK0cmIZDSNAAAAACAMsX5e+PN3zSneP0QqmkYAAAAA\nEIYYoRLezKw5xfuHSEXTCAAAAADCFCNUwpdVV0XzZ4obECo0jQAAAAAgTNFIiH7+TnEDQoGrpwEA\nAABAmKqsrHSPREF4seKqaK4pbvv27eN9RlhipBEAAAAAhClGoQQu2NO+rFhzyqopbkCw0DQCAAAA\ngDBkZqFldHUpGm6sOYVox/Q0AAAAAAhDnUehwH+XatpXdnZ2r5pSVkxxA4IpoptGzO8FAAAAAHR2\nqRpuvf1O6prilpWVxUgyhKWInp7G/F4AAAAA0Wrq1Knu6WlTp04NbTJRxqr1jqz4TsoII4SziB1p\nxCrzAAAAAKJZRUWF1230rKdpX2vXrtXatWt79RpWfSft7RQ3IJgitmnE/F4AAAAAgDe+pn1VVlaq\nurpa1dXVvWr28J0UsSBim0YAAAAAEM1YJLl3pk6d6nVaX8cRRr0dbQREu4htGvEBCgAAACBaORwO\nlZSUKC4uTnFxcSopKZHD4Qh1WhGloqLC67S+mpoar9tm8Z0UsSBiF8J2DTd0bQMAAAAAIH2x3pBr\nu+N3xmHDhqm6utq9HSi+kyIWRGzTSKKbCwAAACD6zJs3T7W1tZIkm83mvr+8vFwHDx5UaWlpqFKL\nGJ3XG+rY1Fm8eLEKCwvd273Bd1JEu6A2jVavXq0DBw5IklasWKFrrrnG/diuXbvkcDgUFxenf/7n\nf9bPfvYzjw9Ef9DNBYDI4asmlJeX69lnn1V8fLzy8vI0Z86cHn8GABD9fNWB999/Xw6HQ3a7XZMn\nT9b8+fNDlablamtrVXusRkOSpPh/fEU6X1+jE82hzStaZGdnKyMjw73d21hANAta02jPnj367LPP\nVFZWpkOHDmnFihUqKytzP15SUqIXXnhB6enpWrhwod577z1NmTIlWOkAAELIV024ePGiVq1apW3b\ntmnQoEG6++67lZubq8OHD/usIwCA6NbT94mf/exnKi0tVVpamn7wgx9o+vTpGjVqVAgzttaQJGnT\n9PMe9xXsiOiJIpdUUVGRezSRt9FAvR1hBMSKoH3q7Nq1S7m5uZKkUaNGqb6+Xo2NjerXr58kaevW\nre7t1NRU1dfXBysVAECI+aoJp06dUkpKigYPHixJmjBhgt5//30dOXLEZx0BAEQ3X7XjyJEjGjhw\noNLT0yVJU6ZM0c6dO6OqaYTe6Wm9IUYIAf4JWtOorq5OY8eOdd9OTU3V8ePH3Qf7rn+dTqf++te/\natGiRcFKBQAQYr5qQmpqqhobG3X48GENGzZMu3fv1vXXX99jHQEARDdvdaCurk79+vXT8ePHlZqa\n6vHYkSNHeozpcDj00ksv6cKFC10ecy2VYRhGl8fsdrtmz56t4uJiv2J0jpOVlaW4uDh3DFcumzdv\n9nje+PHjZbPZ1KdPH507J317W9eva/1sZ9zbZ86ckb2tUcMrf+P19z3eJM3c1kcdfyObJKNTHHtb\nk4btf0m2i1+MbDLi+kgydKJZ+v7rfdTa4ddNsEutF6T0gZ6v53A4VF5eLqfTKUnKy8tTbm6ue791\nfMzhcLj3RaAxOj7mDesNAb13ycY3GobRZc2iEydO6J577tHDDz+sgQMHdvOTnlwr4AMAIlfHmmCz\n2fToo49q+fLlSklJ0YgRI7wesHurI51RIwAgenmrDf481tHkyZM1efLkgHPYt2+fJTF6m4srxpNP\nPhlwHq44jzzySK9juHT3O3W337zVbbMxuosjfdHE4/gACFzQmkZpaWmqq6tz33Y6nRo6dKj79tmz\nZ1VQUKD77rtPEydO9Cuma3ghACCy9FQTrrvuOr344ouSpCeeeEIjRoxQW1ubz5/pjBoBANHFV+1I\nT0/3eKy2tlZpaWk+41EnAMC8uGAFzsnJ0Y4dOyRJVVVVSk9PV3JysvvxNWvW6M4779SkSZOClQIA\nIEz0VBMKCgp08uRJNTU16d1339XEiRN7/BkAQHTzVQeGDx+us2fP6ujRozp//rwqKir4XgEAQWAz\n/B3LGYB169Zp7969stvtWrlypf77v/9bKSkpmjRpkq677jpde+217ud+61vf0m233RasVAAAIdZd\nTcjNzdXbb7+tZ555RjabTXfddZdmzJjh9WdGjx4d4t8CAHAp+aodlZWVWrt2rSRp+vTp+uEPfxji\nbAEg+gS1aQQAAAAAAIDIFLTpaQAAAAAAAIhcNI0AAAAAAADQBU0jAAAAAAAAdNEn1An0RnV1tebP\nn68f/vCHmjNnjv7+97/rwQcf1MWLFzV06FA99thjio+PNxVj6dKlqqqq0qBBgyRJd999t6ZMmdJj\nLo899pj279+v8+fPq6ioSFdffbXpXDrHeOedd0zl0tzcrKVLl+rkyZNqbW3V/PnzNXr0aFN5eIvx\n1ltvBbRPJKmlpUUzZszQj370I/3rv/6r6X3SOcbu3btN5bJ7924tXLhQX/7ylyVJo0eP1t13360H\nHnjA7zy8xTh79mxA++T3v/+9nnvuOdntdi1cuFAZGRmm90nnGG+++aapXLZs2aLXXnvNffujjz7S\nm2++aWqfdBfnG9/4hj766CO/c2lsbNSSJUt05swZtbW1acGCBRo1apSpfeItxh/+8AdT++TixYsq\nKSnRJ598or59++qnP/2pkpKSTL833uJs3LjRr1z8/Tz7/e9/rxdeeEFxcXG67bbbdOutt/rMKdaF\nS52wokZ4ixPpdcKKGtE5DnUiPOqEFTVCok50RJ0IDuqEJ+pEV9SJrqgTXVlRJ3pTI6Qg1gkjQjU2\nNhpz5841HnroIWPz5s2GYRjG0qVLjbfeesswDMN44oknjJdeeimgGBUVFaZy2blzp1FYWGgYhmGc\nOnXKmDJliulcuothJpft27cbv/rVrwzDMIyjR48a06ZNM51HdzHM7hOXJ554wrj11luNrVu3ms6l\nuxhmctm1a5fx4x//2OM+s3l0F8PsPjl58qQxbdo0o7Gx0XA6ncZDDz1kOpfuYgT6/uzZs8f46U9/\nGvB74y2OmVx++9vfGuvWrTMMwzBqa2uN6dOnm86luxhm8vjjH/9oLFq0yDAMw/jss8+MwsLCgPZJ\nd3F6ysXfz7PGxkZj+vTpRkNDg9HS0mLMmDHDOH36tN+/Z6wJlzphRY3wFSeS64QVNcJbHOpEeNWJ\nQGuEYVAnXKgTwUGd6Io60RV1wjfqRDsr6kSgNcIwglsnInZ6WkJCgjZt2qS0tDT3fXv27NGNN94o\nSbrhhhu0c+dO0zEkyTB5Qbnrr79eTz75pCQpJSVFzc3N2rt3r6lcvMW4cOGCqVxuvvlm3XXXXZKk\nmpoaXX755ab3ibcYkvl9IkmHDh3SoUOH3J1Qs7l4ixFILp2fH0ge3l7TbB47d+7UxIkTlZycrKFD\nh+qRRx4xnYu3GIHk4vLMM89o/vz5Ae0Tb3HM5pKamqrTp09Lkurr65Wammo6F28xzOZx+PBhjRs3\nTpJ0xRVXqKamJqB94i2OP/+P/f08O3DggK655hr1799fCQkJyszM1P79+/3+PWNNuNQJK2pEd3Ei\nuU5YUSO8xQkkF+pE96yoE4HWCIk64UKdCA7qRFfUCe+oE92jTrSzok4EWiOk4NaJiG0a2e12JSQk\neNzX3Nysvn37Smp/451Op+kYkrR582bdcccduu+++3Tq1Kkec4mLi1NSUpKk9mF2U6ZMUVNTk6lc\nvMWw2+2mc5Gk/Px8Pfjgg1q+fLnpfeIthmR+n0jtw2OXLVvmvh1ILp1jmM3FZrPp0KFDuueeezR7\n9mz99a9/NZ1H5xjvv/++6Twk6ejRo2ppadE999yjOXPmaOfOnaZz8RYjkFwk6cCBA/rSl76kyy67\nLOC/k85xzOZy88036+jRo5o2b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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"whitegrid\")\n", "fig = plt.figure(figsize=(20,8), dpi= 100, facecolor='w', edgecolor='k')\n", "plt.subplot(1,3,1)\n", "sns.boxplot(x=\"samplesize\", y=\"correlation\", hue=\"pipeline\", data=results)\n", "plt.ylabel(\"Correlation\")\n", "plt.title(\"Correlation\")\n", "plt.subplot(1,3,2)\n", "sns.boxplot(x=\"samplesize\", y=\"fdice\", hue=\"pipeline\", data=results)\n", "plt.ylabel(\"Fuzzy Dice\")\n", "plt.title(\"Fuzzy Dice\")\n", "plt.subplot(1,3,3)\n", "sns.boxplot(x=\"samplesize\", y=\"dice\", hue=\"pipeline\", data=results)\n", "plt.title(\"Dice Index\")\n", "plt.ylabel(\"Binary Dice\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distributions of statistical values\n", "\n", "As with the single subject results, wider tails indicate higher power. Due to the large number of analyses, we selected at random in each analysis 100 T-values, resulting in 9900 **NOTE TO SELF: WHY NOT 10000?** T-values reflecting the average distribution of T-values in these images.\n", "\n", "Here we see that - however small the effect is - the power is somewhat higher with fmriprep." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "9900" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(allT[pipeline]['10'])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OlMpSKBRcv36dIUOGIJPJ8Pb2rrSXpjofffQRc+fOZfv27Whra/Pxxx9Lw4JVzavy8/Pj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\nwt0rlazvz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,6), dpi= 100, facecolor='w', edgecolor='k')\n", "\n", "for idx,samplesize in enumerate(np.arange(10,101,40).tolist()):\n", " for idy,pipeline in enumerate(pipelines):\n", " if idy==0:\n", " lsty = '-'\n", " else:\n", " lsty = ':'\n", " sns.distplot(allT[pipeline][str(samplesize)],color=cols[idx],hist=False,\n", " kde_kws={\"linestyle\": lsty},label=\"%i subjects - %s\"%(samplesize,pipeline))\n", "\n", "plt.title(\"Distribution of group analysis T-values (whole brain)\")\n", "plt.xlabel(\"T-values\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Smoothness" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0FWHM_residFWHM_zstatexperimentpipelinesamplesize
001.9216242.1741891fmriprep-1.0.310
111.9741982.6425401fmriprep-1.0.310
221.8927322.2381372fmriprep-1.0.310
331.8698242.4464002fmriprep-1.0.310
441.9379822.5862643fmriprep-1.0.310
\n", "
" ], "text/plain": [ " Unnamed: 0 FWHM_resid FWHM_zstat experiment pipeline samplesize\n", "0 0 1.921624 2.174189 1 fmriprep-1.0.3 10\n", "1 1 1.974198 2.642540 1 fmriprep-1.0.3 10\n", "2 2 1.892732 2.238137 2 fmriprep-1.0.3 10\n", "3 3 1.869824 2.446400 2 fmriprep-1.0.3 10\n", "4 4 1.937982 2.586264 3 fmriprep-1.0.3 10" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "groupfile = os.path.join(basedir,'smoothness_group.csv')\n", "group = pd.read_csv(groupfile)\n", "group.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mTUyZMoUVK1Zo7c/JySE7O5v4+Hji4uLYsWMHeXl5j7XM8+fPr/faeXV53I+B\nEI8qEARBEB6ZgYEB0dHRREdHa20/cuQIixYtAmD48OF89dVXWsHD1atXmTNnDnK5nPLycj799FNS\nU1NJSUnBzs6OoqIi3N3d+emnnwBYvXo16enpyOVyVq1aRVJSEtnZ2QQGBhIbG8uuXbvQ0dHB2dmZ\nyZMnc/fuXWbPnk1RURFt2rRhxYoVLFq0iKKiIiwtLTE3N2flypW0aNGC9u3bExoaqrXGW3UuXLjA\ntm3b0NPTo2PHjqxYsYLx48eTmJhI165dsba2JiEhga5duxIaGkpQUBD6+vrk5+czfPhwsrKy8PLy\nIiAgAEtLSy5fvoyNjQ0hISFaacPDwwkODiYnJ4eysjICAgIYNGgQSqUSGxsbzpw5Q3FxMZ999hnm\n5uZaZVQoFAwdOrTap48DpKam8tprrwEwePBg5s+fr7XfwsKClStXApCfn49MJsPQ0LCuywCgXnXY\nsWMHsbGx6Onp0bt3bxYsWIBSqWTBggW0adOG6dOno6+vT+/evaVAaODAgaSlpQEQEBCAl5cXzz77\nLHPnzgUq1kFcvnw5Xbp0kcpS3Xmaguh5EgRBEB6ZXC7HwMCgyvb79+9Li9m2a9eOGzduaO3fu3cv\nQ4cOZePGjXzwwQfk5eXV2mtgZWVFbGws1tbW7Ny5U0qbk5NDYmIicXFxfP311yQmJnLt2jW+/PJL\n7O3tiY2NZdCgQRw6dAhfX1/c3NwYP348sbGxBAUFERMTw6hRo6Q19WpjZWXFG2+8wVtvvYWbmxsq\nlYo+ffrw7bffkpGRgYWFBVu2bOHYsWMUFBQgk8kwNjauEshcuHCBOXPmsHXrVk6fPs358+e10n73\n3XeYmpqyceNGIiMjWbp0qXSsiYkJGzduxN3dnQ0bNlQpY4sWLWqtw82bN2nXrh0AOjo6WuvMVbZk\nyRLc3d157733aNmyZZ1tA9SrDl999RWRkZFs2rQJGxsbiouLpeM3btzI6NGjiYmJ0VpIurrrIi8v\nj/fee4+NGzfyxhtvsGnTJq39lc/Tp08frfM8CtHzJAiCIPwlqhtCGjp0KFOnTqWgoACFQoGtrS2X\nLl2qMQ/NYrN9+/YlPT2dPn36AHDq1Cl+++03aX7MvXv3yM3N5dy5c9LQmo+PDwDbt2+XyuLi4kJI\nSAju7u6MGjWKDh06NKpuffv2BaB9+/Y8//zzQEWwWFBQoLW/MktLSzp16gRULAL866+/aqU9fvw4\nGRkZ0iLykfMmAAAgAElEQVTAxcXFlJaWAkjDo7a2tuzfv79RZa78edQ0vBccHExAQABKpZL+/fvX\ne1itrjqMHj0af39/Xn31VUaPHq0VeF+6dAk3NzegoreppvrJZDI6dOjAkiVL+Pzzz/nzzz+l60Gj\ntvM8ChE8CYIg/B1FDYK8c02XX8d/gH9qgw9r1aoVJSUl6Ovrc/36da2eBICePXuyc+dOUlJSCAsL\n480339TqYaiuNwQqbvaV0+nr6+Pg4CANEWqsXbuW8vLyGss3ZswYXn75ZZKTk/Hz82PlypV0794d\nqLjR+/r6AuDr64uDg0ON+VRevLjya01Qoul9q0ylUlVbH01afX19/Pz8pECiMk2dVCoVMpmM5ORk\nNmzYgEwmY/369TWWU8PU1JSbN28CFZPH1Wq11nDlH3/8wc2bN+nTpw9t27ZlwIABnD59Wit48vf3\np6CggDFjxjB27Fit/Ouqw7vvvsurr75KQkIC3t7efP3119W2RU2fXVlZGWq1moiICOzt7ZkwYQKJ\niYn88ssvdZ7H2Ni4zvapiwiempHjx49jY2NT53i8IAhCYwKdpvBwD8aQIUNISEjg1VdfZe/evdjb\n22vt3717NxYWFjg7O2NsbExCQgKDBg2Shs80PRYa6enpjBw5kpMnT/Lcc89J262trfn000958OAB\nBgYGLF26lNmzZ2NjY0Nqaio2NjbEx8fTokULZDKZdFOOiorCy8uL8ePHc+vWLS5evCgFTwYGBk22\nFIqmXSq3z++//05eXh7t27fn5MmTTJo0iX379klp+vXrR3JyMm5ubty6dYuNGzcyc+ZMqV369u3L\niRMn6NGjB87Ozjg7O9e7PEOHDiUhIYFhw4bx888/Sz16Grdu3WLhwoVs3rwZqJhkP2HCBK00UVFR\ndda3ujrMmDGD8PBwpk2bho+PD//973+5evWqdKylpSVnzpzB2tpamuMEFT1NDx48QK1Wc+5cxReD\nO3fu0KVLF9RqNcnJyVUC0ofPc+3aNRE8/S+5f/8+n376KYGBgfTr1+9JF0cQBEFLZmYmy5YtIzc3\nFz09PRITE/n888+ZNm0agYGBbN68mc6dO/P6669rHdetWzdCQkJo1aoVcrmc4OBgTE1NCQsLQ6lU\n4ujoqNWTk52dTVxcHDKZjICAAPbu3QuAmZkZ3t7eeHp6IpfLcXZ2xsDAAG9vb+bOnYtSqcTQ0JCw\nsDByc3MJDQ3FzMwMc3NzfHx8MDIywsjIiLfffrvJ2qRyz5jmtUwmk15bWlqyYsUKLl68yIABA+jR\no4dWWldXV1JTU5k4cSIqlYpp06ZJ+V29ehVfX18KCwurnRS+YcMGwsPDKSwsRKlUMmLECHx8fPD3\n9ycqKgo3NzcOHjzIpEmTMDAwYNmyZQCsWbOGl156CVtbW0aOHImHhwdqtRpHR0d69+7d4LpXVweZ\nTEbr1q2ZMGECbdq04dlnn+Uf//iHdNxbb73FjBkz2Lt3L1ZWVlJeHh4ejBs3jh49ekjDcxMnTmTx\n4sVYWFjg5eXFggULOHjwoNTOD5+nIXWolfoxS09Pf9yn+FvTtN/FixfVHh4e6oSEhCdcouZFXH+N\nJ9ru0Yj2ezT1bb/4+Hh1aGjoYy5N07ty5Yr6jTfeaNSxXl5e6uzs7FrTiOuv8erTduLXds1EYWEh\nALdv337CJREEQXg6HD9+nLVr11Z5tlRz8bifRSQ8PmLYrpnQBE+aX24IgiD8r+vfvz9JSUlPuhiN\nYmFhwdatWxt1bFPNwxIaT/Q8NRNFRUUYGRmJ4EkQBEEQnjARPDUT9+/fp2PHjlIPlCAIgiAIT4YI\nnpqJkpIS2rZty4MHD550UQRBEAThf5oInpqJ0tJSETwJgiAIwlNABE/NRElJCW3atGmydXkEQRCa\nWlZWFs7OzsTGxkrbrl27hlKpxNPTkxkzZlBSUtLo/J2cnLh//77WtgMHDhAXF9egfAoLCzl48GCj\nywGQlpaGQqEgMTGx2v2asl68eBGFQqHVJvVx7do1Tp06VWsaa2trlEql9F/lB0Rq8qit7VUqFR9+\n+CETJ05EqVTWuixOY6Wnp9f6K/Gm+CyeBBE8NRMieBIE4Wl27949lixZUuWxAREREXh5eREbG0vX\nrl359ttvH+k86oeeYP7yyy/j4eHRoDwyMzNJSUl5pHIcPXqUSZMmSevmVUetVnP69GkcHBzw9PRs\nUP6HDx/m9OnTtaZp06YNMTEx0n86Otq39Lra/scff6SwsJD4+HiWLl3KJ5980qAy1sfWrVu5detW\njfub4rN4EsSjCpoJTfCkeTS9eD6IIAhPEwMDA6Kjo4mOjtbafuTIEWm9ueHDh/PVV19pBTtXr15l\nzpw5yOVyysvL+fTTT0lNTSUlJQU7OzuKiopwd3fnp59+AmD16tWkp6cjl8tZtWoVSUlJZGdnExgY\nSGxsLLt27UJHRwdnZ2cmT57M3bt3mT17NkVFRbRp04YVK1awaNEiioqKsLS0xNzcnJUrV9KiRQva\nt29PaGhonUtgXbhwgW3btqGnp0fHjh3JyckhOTkZHR0dhg8fzr/+9S8A7t69y3/+8x8ePHhAly5d\nGDx4MIsXL5aefL1s2TLatGnDxx9/zOnTpykuLmbixImMGDGCyMhI9PT0MDc3Z/jw4Y36TOpq+99+\n+01awLdLly7k5ubW6/5Sec2/0tJSMjMzOX36NGvWrNFqBxsbG3788UcuXrxIREQEe/bsYe/evahU\nKuzt7Zk6dar0WXTv3p1x48Y1qp5PggiemomSkhJatGiBnp4eJSUlTbYytCAIf1P/NoKQP5vufR3k\ncrnWMioa9+/flxaJbdeuHTdu3NDav3fvXoYOHYq/vz9nz54lLy+v1pu3lZUVM2fOZPny5ezcuZPW\nrVsDkJOTQ2JiInFxcajVajw8PHBxcSE+Ph57e3u8vLxYv349hw4dwtfXl+zsbMaPH4+fnx9BQUHY\n2dmRlJREfn4+HTp0qLWuVlZWvPHGG5iYmODm5sbgwYM5ePAgOjo6xMfHS+natm3Lv/71L7Kzs1Eq\nlXh7e7N48WKeffZZYmNjiY2N5e2338bCwoJ58+bx4MEDXnnlFcaNGyflX1vgVFxczKxZs7h69SoK\nhQIfH58GtX2vXr3YsGED3t7eXL58mZycHO7cuUO7du1qrX/lNf8++eQTXFxcAFi3bp1WOwwZMoTe\nvXsTEhKCmZkZMpmMTZs2IZPJcHZ2xsfHR/osmlPgBCJ4ajY0q5K3aNFCWvhSEAShOXl4yA0qFqid\nOnUqBQUFKBQKbG1ta517o1nAtm/fvqSnp0trnJ06dYrffvsNpVIJVAwj5ubmcu7cOWloTRNcbN++\nXSqLi4sLISEhuLu7M2rUqDoDp+ooFAq8vb1xd3dn9OjRVeqsOdepU6f44IMPgIoeGxsbG/T19cnP\nz2fixIno6elx586dep83KCiIV199FQBPT09eeOEFqT0eVl3b29vbk5GRgaenJ1ZWVnTv3r3adDU5\ndOgQ2dnZzJ07F6i9HaAi6PLy8kIul5Ofn8+ff/6p1T7NiQiemonS0lL09fUxMDDgwYMHGBkZPeki\nCYIg1KlVq1bSl7/r169jamqqtb9nz57s3LmTlJQUwsLCePPNN7V6nsrKyqrN9+HhJX19fRwcHKRh\nKo21a9dSXl5eY/nGjBnDyy+/THJyMn5+fqxcuZLu3bsD2sNTvr6+ODg4VJvHwoULuXTpEnv27OGt\nt95iy5YtNbbFw08HP3LkCGlpacTGxiKXy+nfv3+NZX3YhAkTpNeDBw8mKytLK3iqq+0BZsyYIb1+\n5ZVXaN++vfQ+JyeHefPmARWBmrW1tbTv9u3bfPLJJ3z55ZfSttraITc3lw0bNrBjxw5atmyJu7u7\n1iLJzY2YMN5MlJSUoKenh76+vpg0LgjCU+vhXoQhQ4aQkJAAVAzR2dvba+3fvXu39Cu96dOnc+bM\nGQwNDcnPzwfg2LFjWunT09MBOHnyJM8995y03dramrS0NGle6EcffURxcTE2NjakpqYCEB8fz44d\nO5DJZFJAFRUVha6uLuPHj8fNzY2LFy9KeWqGp2JiYmoMnAoLC4mMjKR79+689957GBkZ1fgw4969\ne7N//34AfvjhBw4fPkx+fj7PPPMMcrmcH3/8EZVKRWlpKTKZrMbAEeDSpUvMmjULqAgwMzIy6Nmz\np1aautr+/PnzzJ8/H4D9+/drBUdQsYSMpv4P7/vggw+YOXOmFGwVFBSwatWqKu2go6NDWVmZNBzY\nsmVLMjMzyc3NpaSkROuzaE5E8NRMaL496Onp1foHJQiCAFSdr/So7+uQmZmJUqlk+/btbNy4kbfe\neos///yTadOmsWPHDjw9Pbl79y6vv/661nHdunVj8eLFeHt7ExUVxaRJkxg0aJD0M/tff/1Vay5V\ndnY2kydPJjs7WxqyAjAzM8Pb2xtPT08mTJhAx44dMTAwwNvbm+PHj6NUKtm3bx8jR47E2tqa3bt3\ns27dOszNzfHx8WHy5MlcuHChSoBRF02gN27cOLy9vbG1tcXIyEjqUancuzJ//nxWr16NUqlkx44d\nWFtbM2TIEGm48cqVKzg6OrJw4UL69+/P2rVr2bVrV7Xn7d69O2ZmZowdO5ZJkybh6OiIjY0N58+f\n5/PPPweose3ff/99SkpKsLKyQq1WM27cOKKjo6VeprocP36c1NRU1q5dKz0m4c6dO9y5c6dKO7z4\n4otMnz6dFi1a0KpVKzw8PNizZw8TJkxg0aJFWp9FcyJTP+bBxmPHjmFnZ/c4T/G3pmm/WbNm8f77\n77NmzRomTZqElZXVky5asyCuv8YTbfdoRPs9mvq23+bNm8nJyZF6YYQK4vprvPq0nZjz1EyUlZWh\nq6srep4EQRD+z/Hjx1m7dm2VeU5/J5s3b66292nWrFnY2to+gRIJIIKnZqO8vBy5XC49qkAQBOF/\nXf/+/UlKSnrSxXisJkyYoDUxXHg6iDlPzYQmeNLV1RU9T4IgCILwBNUZPD28VlFTrlMk1F/lnqfS\n0tInXRxBEARB+J9Va/BU3VpFTb1OkVA/IngSBEEQhKdDrcGTZq2iyg/WOnLkCE5OTkDFWjmHDx9+\nvCUUADFsJwiCIAhPi1qDJ7lcXmUZkLrWyhEej/LycunXdqLnSRCEp9HD0zygaad6ODk5cf/+fa1t\nBw4cIC4urkH5FBYWcvDgwUaXAyAtLQ2FQkFiYmK1+zVlvXjxIgqFQqtN6uPatWucOnWq1jTW1tbS\nc5aUSiUqlapKHrW1vUql4sMPP2TixIkolcpal8VpKv7+/lW2ff3110RGRjYon7S0NAICApqqWA32\nSBPGm+N6NM2RWq2mvLwcHR0dETwJgvBUqm6aBzT9VI+H7zsvv/wyHh4eDcojMzOTlJSURyrH0aNH\nmTRpkrRuXnXUajWnT5/GwcEBT0/PBuV/+PBhTp8+XWuaNm3aSE8Aj4mJQUdH+5ZeV9v/+OOPFBYW\nEh8fz9KlS/nkk08aVMbGiIqKqrKtOS7R0uBHFdRnrZyHPfx4faFh0tPTkclkHD9+nJs3b3Lnzh3R\npg0g2qrxRNs9mv+l9lOpVPj5+fH999/z+++/S3U/cOAAr732GseOHcPMzIwffviBXr16ScfdvHmT\nqKgodHR0UKlU+Pv7k5mZSU5ODgAPHjwgMDCQlStXUlJSwsKFC7lw4QI6Ojq8//77HD16lJycHDw9\nPdm7dy+HDh1CR0cHOzs7Ro0aRVFREatWreLBgwe0bNmSadOm8eGHH/LgwQN0dHTo0KEDW7ZsQV9f\nHyMjI9577z2tJ5pX5/fffyc+Ph65XE5hYSE3btyQ/p0eMGAAY8aMoaSkhJSUFMLDw6UeH2trazZs\n2ABAy5YtmTJlirTe3aVLlygtLWXEiBHY2dkRFhaGrq4u9+7dY8CAAdWWo6ysrNZrrK62P3jwICYm\nJlIe//3vf6V61GXmzJn079+ftm3b4uDgwJo1aygrK0NHR4d3332X9u3bs2HDBn799VdUKhXOzs7Y\n29vz7rvvsmbNGs6cOUNMTAzGxsYYGxtjamrK119/TWJiorTenibt6dOn2bp1K7q6urRu3ZqAgACy\nsrKke2F153nc6hU8VY70NWvlvPrqq9WulVMd8ZTTxjt27Bj9+vVDV1cXOzs7fvvtN8rKykSb1pN4\nym7jibZ7NP+r7Xfs2DFMTEykuqtUKgYOHAhAx44d2bFjh1a7rF+/HoVCgb+/P2fPnqW0tJR79+6R\nk5ODnZ0dRUVF6OvrY2dnh76+Po6OjnzyyScsX76c3377DUtLS0pLS+nUqRPnzp3j+++/R61W4+Hh\nwT//+U/i4+Nxd3fHy8uL9evXc//+faZNm0Z2djZz5szBz8+PxYsXY2dnR1JSEt27d6dDhw611tHO\nzo7c3FxMTEzw9PRk8ODBHDx4EB0dHeLj46WyDhs2jOnTp5Odnc3cuXPx9vYmPDycZ599ltjYWDIz\nM3n77bexs7MjPDycBw8e8MorrzB79mw8PDyk/GtSXl7Opk2buHr1KgqFAh8fH63Poa62LyoqYsOG\nDfTv35/Lly9z69YtunfvTrt27er8nHV1dRk3bhzDhg1j/vz5zJw5k8GDB7Nv3z6Sk5OZPXs2586d\nIykpibKyMrZv346dnR16enrY2dnx8ccfs2rVKqysrHj33XcxNzenV69eHDlyRCqjJm1eXh7/+c9/\nsLCwIDAwkHv37mFlZcXRo0fp0aNHted5FPX50lNr8JSZmcmyZcvIzc1FT0+PxMREPv30U+bNm8fm\nzZvp3LlzlXWKhKZXVlYmfRPS09OrMuYvCILQHFQ31WPo0KFMnTqVgoICFAoFtra2tc69GTRoEAB9\n+/YlPT2dPn36AHDq1ClpjTioGEbMzc3l3Llz0tCaJrjYvn27VBYXFxdCQkJwd3dn1KhRdQZO1VEo\nFHh7e+Pu7s7o0aOr1FlzrlOnTvHBBx8AUFpaio2NDfr6+uTn5zNx4kT09PS4c+dOvc8bFBQkre/n\n6enJCy+8ILXHw6pre3t7ezIyMvD09MTKyoru3bs3aDpO3759gYonvV++fJmoqChUKhXt27fHyMiI\nbt264e/vj4uLC2PGjNE69urVq9IyYy+++GKtC96bmJgQHBxMeXk5V65cYdCgQbRu3RqgzvM8LrUG\nT9bW1sTExFTZ/tVXXz22AglVaX5pB4g5T4Ig1M8vH1f833Fe07xvpLqmevTs2ZOdO3eSkpJCWFgY\nb775ptawUU2/Llar1Vrp9PX1cXBwqLJUy9q1aykvL6+xfGPGjOHll18mOTkZPz8/Vq5cSffu3QEo\nLi7G19cXAF9fXxwcHKrNY+HChVy6dIk9e/bw1ltvsWXLlhrb4uF76pEjR0hLSyM2Nha5XE7//v1r\nLOvDKj95fPDgwWRlZWkFT/WZZqMZIgN45ZVXaN++vfQ+JydHWiw4KCgIa2trrWM1Px7T19cnIiKi\nSuAZHR3N2bNn+f7779m5cydffvmltK/y/CzNRPeHhws1n/38+fOJjo6me/fuLF68uEodajvP4yKe\nMN4MiOBJEIQGc5ynHfg86vt6erjnQjPVA6h2qsfu3bulX+lNnz6dM2fOYGhoSH5+PlB1CCU9PR2A\nkydP8txzz0nbra2tSUtL48GDB6jVaj766COKi4uxsbEhNTUVgPj4eHbs2IFMJpMCqqioKHR1dRk/\nfjxubm5cvHhRytPAwECajF1T4FRYWEhkZCTdu3fnvffew8jIiMLCwmrT9u7dm/379wPwww8/cPjw\nYfLz83nmmWeQy+X8+OOPqFQqSktLkclktT6W5tKlS9JiyGVlZWRkZNCzZ0+tNHW1/fnz55k/fz4A\n+/fvrxIcWVhYSPV/eF9l/fr1k5bJOXz4MLt27SI3N5eNGzfy/PPPExgYWKVHzdTUlF9//RW1Ws2R\nI0cAMDQ0JC8vTypbUVERUNHGZmZm3L17l7S0NK17YF3neVzE2nbNgAieBEF42lU3zePzzz9n2rRp\nBAYG1jjVo1u3boSEhNCqVSvkcjnBwcGYmpoSFhaGUqnE0dFRawJ3dnY2cXFxyGQyAgIC2Lt3LwBm\nZmZ4e3vj6emJXC7H2dkZAwMDvL29mTt3LkqlEkNDQ8LCwsjNzSU0NBQzMzPMzc3x8fHByMgIIyMj\n3n777QbVWxPojRs3jlatWjFgwACMjIykXhSZTCa9nj9/PgsWLCA6OpoWLVoQFhaGjo4O0dHRKJVK\nRowYgaOjIwsXLmTUqFEEBgbSvn37KkOBAN27d8fMzIyxY8eio6PDiBEjsLGx4fz58yQlJTFkyJAa\n2/79999n2bJlWFlZoVarGTduHC1atCA0NLTe9a7cSzR16lTmzZvHDz/8gEwmY9myZZiamnLixAl2\n796Nvr4+Y8eO1Tpu5syZBAQE0LlzZ8zMzICK4LJVq1ZMnDiRAQMGYGFhAVQMSXp4eNCtWzd8fX35\n/PPPef/995HJZDWe53GTqR/z8wb+VydNNpVjx47RpUsXlixZQkREBIcOHSI9Pf2JPt+iORHXX+OJ\ntns0ov0eTX3bb/PmzeTk5Ei9MEIFcf01Xn3aTvQ8NQOi50kQBKGq48ePs3bt2irznP5ONm/ezK5d\nu6psnzVrFra2tk+gRAKI4KlZ0DxdHBDLswiCIPyf/v37S3Nt/q4mTJigNTFceDqICePNQOWeJ11d\n3Vp/OSIIgiAIwuMlgqdmQLM0C1SsNyh6ngRBEAThyRHBUzNQVlamNWwnep4EQRAE4ckRwVMzUHnY\nTvQ8CYIgCMKTJYKnZuDhOU8ieBIE4WmTlpbGoEGDUCqVKJVKlixZAsC1a9dQKpV4enoyY8YMaZHc\nxnBycqqyPNWBAweIi4trUD6FhYUcPHiw0eWAivoqFAoSExMbdFxjytsYKpWK0NBQBg8eXO3+0tJS\nZs2axaRJk1AqlVy5cqVKmsjISCZOnMiECRP44osvmryM165d49SpU7WmaWj7/lVE8NQMPNzzJIbt\nBEF4Gg0cOFB6InVwcDAAEREReHl5ERsbS9euXfn2228f6RwPP5rw5ZdfxsPDo0F5ZGZmkpKS8kjl\nOHr0KJMmTZLWzauvxpS3Mb7//nvMzc1rXKtu165dGBsbs2nTJqZMmcKKFSu09ufk5JCdnU18fDxx\ncXHs2LFDevp3Uzl8+DCnT5+ucX9JSQnr1q1r0nM2FfGogmZA9DwJgtAcVHejPnLkiPQcpuHDh/PV\nV19pBQ9Xr15lzpw50hfDTz/9lNTUVFJSUrCzs6OoqAh3d3d++uknAFavXk16ejpyuZxVq1aRlJRE\ndnY2gYGBxMbGsmvXLnR0dHB2dmby5MncvXuX2bNnU1RURJs2bVixYgWLFi2iqKgIS0tLzM3NWbly\nJS1atKB9+/aEhoZKc0xrcuHCBbZt24aenh4dO3ZkxYoVjB8/nsTERLp27Yq1tTUJCQl07dqV0NBQ\ngoKCpAWAhw8fTlZWFl5eXgQEBGBpacnly5exsbEhJCREK214eDjBwcHk5ORQVlZGQECA1LtnY2PD\nmTNnKC4u5rPPPsPc3FyrjAqFgqFDhxIREVFtHVJTU3nttdeAinXxNMu0aFhYWLBy5UoA8vPzkclk\nGBoa1touGgsWLODXX38F4MyZM6xfv56CggKtdl6wYAGRkZHo6elhZmZGixYtiIiIQE9Pj7Zt2xIe\nHs7HH39MVlYWixYtYsGCBfU6919FBE/NgHhUgSAI9XXjxg2OHz9OQUFBk+bbpk0b+vfvX+3islCx\n7MbFixfx8/Pjzz//ZOrUqQwZMoT79+9LC8i2a9eOGzduaB23d+9ehg4dir+/P2fPniUvL6/KArGV\nWVlZMXPmTJYvX87OnTtp3bo1UNFTkpiYSFxcHGq1Gg8PD1xcXIiPj8fe3h4vLy/Wr1/PoUOH8PX1\nJTs7m/Hjx+Pn50dQUBB2dnYkJSWRn59fZYHb6srwxhtvYGJigpubG6GhofTp04d3330XR0dHFAoF\nW7ZsYfjw4RQUFCCTyTA2NmbRokVs375dyufChQtERUXRqVMnxo4dy/nz57XS7tixA1NTU5YuXcrt\n27fx8fHhu+++A8DExISNGzfy9ddfs2HDBmkBX40WLVrUWoebN2/Srl07oGKRXs1aeg8HjkuWLGHP\nnj0EBQXRsmXLWvPU0ATLv/zyC1u2bKFfv35a7ZycnIxKpZLa0MnJiYSEBEJDQ7GwsCAwMJCUlBR8\nfX05derUUxc4gQiemgUxYVwQhPrKyMiocWHaR1FQUEBGRgYuLi7V7u/atStTp07F1dWVK1eu8NZb\nb0nrzmlU1zM1dOhQpk6dSkFBAQqFAltbWy5dulRjOQYNGgRA3759SU9Pp0+fPgCcOnWK3377DaVS\nCcC9e/fIzc3l3Llz0tCaj48PANu3b5fK4uLiQkhICO7u7owaNarOwKkmffv2BaB9+/Y8//zzQEWw\nqAliNfsrs7S0pFOnTkDF4rqa3hpN2uPHj5ORkSEtjlxcXCytMDFkyBAAbG1tpcWGG6ry51HT8F5w\ncDABAQEolUr69+8vrTdXl7y8PMLDw1m/fj1QdzubmJgQHBxMeXk5V65cYfDgwTWW6Wkg5jw1A+JR\nBYIgPO06deqEq6srAF26dKFDhw5cv36dVq1aSZPEr1+/XqXnqmfPnuzcuRM7OzvCwsLYsWOHVs9T\nTV8W1Wq1Vjp9fX0cHBykOVffffcdL7zwAjo6OrX+mzlmzBg2btyIiYkJfn5+WoFbcXGxNAF+3759\ntda/8uLFlV9rAgBN71tlKpWq2vpo0urr6+Pn5yfVKTExUdqnqZNKpUImk5GcnIxSqeStt97Syrcm\npqam3Lx5E6iYPK5Wq7V6nf744w/OnDkDQNu2bRkwYECV+Un+/v4olUq2bt2qtV2tVjN//nyCgoIw\nNjYGam9n+P+LJsfExDBixAiAWnsgnzQRPDUDKpVK9DwJglAvAwYMoE2bNk2eb5s2bRgwYECN+7//\n/rgTmSwAACAASURBVHu++uoroKLX4datW3Tq1IkhQ4aQkJAAVAzR2dvbax23e/dusrKycHZ2Zvr0\n6Zw5cwZDQ0Py8/MBpF4XjfT0dABOnjzJc889J223trYmLS2NBw8eoFar+eijjyguLsbGxobU1FQA\n4uPjpeBME3xERUWhq6vL+PHjcXNz4+LFi1KeBgYGUuDi4ODQqHbT0ARRlXtTfv/9d/Ly8lCpVJw8\neZIePXpopenXrx/JyckA3Lp1i88++0w6VtMuJ06coEePHjg7OxMTE8PGjRulhyrXZujQodLn8vPP\nP0s9ehq3bt1i4cKFlJeXU15eTmZmJpaWllppoqKiiImJYezYsVrb161bR69evbTyrK6dNUOFUPEL\nSDMzM+7evUtaWholJSV1Br5Pkhi2awbEnCdBEOrL1NS0wb8AawpOTk7MmjWLH3/8kdLSUhYuXIie\nnh7Tpk0jMDCQzZs307lzZ15//XWt47p160ZISAitWrVCLpcTHByMqakpYWFhKJVKHB0dtXpysrOz\niYuLQyaTERAQIA0NmpmZ4e3tjaenJ3K5HGdnZwwMDPD29mbu3LkolUoMDQ0JCwsjNzeX0NBQzMzM\nMDc3x8fHByMjI4yMjHj77bebrE0q95xoXstkMum1paUlK1as4OLFiwwYMEAKnjT7XV1dSU1NZeLE\niahUKqZNmybld/XqVXx9fSksLKx2UviGDRsIDw+nsLAQpVLJiBEj8PHxwd/fn6ioKNzc3Dh48CCT\nJk3CwMCAZcuWAbBmzRpeeuklbG1tGTlyJB4eHqjVahwdHfl/7N15WFTX/fjx9zCyBEUMuBSEILhg\nixiUtlGpIIaIosQmUfYRTPk1X1yQxAWjRvyqMTaCCkFaEzQRHIEni9oYlcUsBhUMahRtVL6YGAep\n4oIsyjrz+4POLSMDCGLE9ryeJ0/Guefee+658wyf+Zxzzxk+fPgDXfemTZtwdnaWulBDQkL0tnPP\nnj2Jjo7GwsKC4OBgAgMDGTRoEOHh4SQmJuLu7k59fT1RUVFs3ry5o83/SMk0j7hT8cSJE7i6uj7K\nU/xHO3HiBLdu3eLnn3/mT3/6E2q1GoVCgVKpfNxVeyKIz1/nibZ7OKL9Hs6Dtl9GRgYqlYqFCxf+\nArXqOiqVigULFnRq6gaFQkFMTIwUbOkjPn+d9yBtJ7rtngDNM0/adOyD9GkLgiD8Jzt16hTJycnS\n4OknTXce0yO0TXTbPQGaB0/w77mejIyMHmOtBEEQHq9Ro0aRnZ39uKvRKTY2Ni0GWj+o1NTULq6N\n0FEi8/QEaGxs1HkKQkyUKQiCIAiPjwiengCNjY06T0+IJ+4EQRAE4fERwdMTQF+3nXjiThAEQRAe\nDxE8PQHunzJfZJ4EQRAE4fERwdMTQGSeBEHo7vLz86VFaxUKBWvXrgWgtLQUhUJBcHAwUVFR0mzj\nnTFx4kTu3bun8963335LWlpah45TVVXFkSNHOl0PaLpeb29vMjMzO7RfZ+rbGWq1mtjYWMaOHat3\ne319PQsXLiQoKAiFQsGVK1dalElMTCQgIAB/f3/++te/Puoqs27dOlQqlc57Fy9elOaL6ojnnnuu\nq6qll3ja7gmgVqvFmCdBELq95557jvj4eJ33EhISCAkJwdvbm02bNvHpp58SGBjY6XPcPzXh+PHj\nO3yMc+fOkZubi5ubW6fr8d133xEUFNThCUk7U9/O+Pzzzxk+fHir68Pt27ePPn36EBcXx5EjR9i4\ncaPODOYqlYqioiLS09NRq9VMmTKFGTNm0K9fv0dW52XLlnXZsR71NBAieHoC3N9tJ562EwShO9L3\nh/r48eOsXr0aAE9PT7Zv364TPF29epXFixcjl8tpbGxkw4YN5OXlkZubi6urK9XV1fj6+vLll18C\nsHXrVgoKCpDL5WzZsoXs7GyKioqIjo5GqVSyb98+DAwM8PLyYvbs2VRUVLBo0SKqq6sxMzNj48aN\nrF69murqauzt7bG2tiY+Ph4TExMsLS2JjY3V+b7V58KFC3z22WcYGhrSr18/Nm7ciJ+fH5mZmdjZ\n2eHk5MTBgwexs7MjNjaWpUuXYmRkRHl5OZ6enly8eJGQkBAiIyOxt7fnp59+wtnZmZiYGJ2ymzdv\nZsWKFahUKhoaGoiMjJSye87Ozpw9e5ba2lo2bdqEtbW1Th29vb1xc3PTO/s4QF5eHn/84x8BGDt2\nbIvAxcbGRgqEy8vLkclk9OrVq8120XqQa9izZw9KpRJDQ0OGDx/OypUrUSgUrFy5EjMzMxYsWICR\nkRHDhw+XAqHnnnuO/Px8ACIjIwkJCeGZZ55hyZIlQNPfyr/85S/Y2tpKddF3nq4guu2eAPd322m/\nZARBELoLmUxGcXExERERBAUFcfToUQDu3bsnLWZrYWHB9evXdfbLysrCzc2NlJQUli9fTllZWZtZ\nA0dHR5RKJU5OTuzdu1cqq1KpyMzMJC0tjZ07d5KZmUlpaSnbtm3D3d0dpVLJmDFjOHr0KOHh4fj4\n+ODn54dSqWTp0qWkpqYydepUaU29tjg6OvLyyy8za9YsfHx8UKvVjBgxgk8//ZSTJ09iY2PDxx9/\nzIkTJ6isrEQmk9GnT58WgcyFCxdYvHgxn3zyCYWFhZw/f16n7N///nf69+9PSkoKiYmJrFu3Ttr3\n6aefJiUlBV9fX3bs2NGijiYmJm1ew40bN7CwsACaJl9uvs5cc2vXrsXX15e5c+fy1FNPtds2wANd\nw/bt20lMTGTXrl04OztTW1sr7Z+SksK0adNITU3VWUha3+eirKyMuXPnkpKSwssvv8yuXbt0tjc/\nz4gRI3TO8zBE5ukJ0NokmYIgCN2FnZ0d8+bNY8qUKVy5coVZs2ZJ685p6ctMubm5MW/ePCorK/H2\n9sbFxYVLly61eh7tYrMjR46koKCAESNGAHDmzBkuX74sjY+5e/cuJSUl/PDDD1LXWlhYGAC7d++W\n6jJ58mRiYmLw9fVl6tSp9O3bt1PXP3LkSAAsLS35zW9+AzQFi5WVlTrbm7O3t2fAgAFA0yLAP/74\no07ZU6dOcfLkSWkR4NraWurr6wGkWdVdXFw4fPhwp+rc/H601r23YsUKIiMjUSgUjBo1Chsbmwc6\ndnvXMG3aNObMmcOLL77ItGnTMDY2lva9dOkSPj4+QFO2qbXrk8lk9O3bl7Vr1/Lee+9x584d6fOg\n1dZ5HoYInp4AIvMkCEJHZWVlUVFR0WXH6927N5MmTWp1+4ABA5gyZQoAtra29O3bl2vXrmFqakpd\nXR1GRkZcu3ZNJ5MAMHToUPbu3Utubi5xcXG88sorOhmG1n4oajQanXJGRkZ4eHhIXYRaycnJbX5f\nTp8+nfHjx5OTk0NERATx8fE4ODgATX/ow8PDAQgPD8fDw6PV49z/Hd28noCUfWuu+TJbza9HW9bI\nyIiIiAgpkGhOe01qtRqZTEZOTg47duxAJpPx0UcftVpPrf79+3Pjxg2gafC4RqPR6a785z//yY0b\nNxgxYgS9e/dm9OjRFBYW6gRPc+bMobKykunTpzNjxgyd47d3DX/+85958cUXOXjwIKGhoezcuVNv\nW7R27xoaGtBoNCQkJODu7o6/vz+ZmZl8/fXX7Z6nT58+7bZPe0Tw9AQQmSdBEDqqrUDnUfj8888p\nKyvj1VdfpaysjJs3bzJgwADGjRvHwYMHefHFF8nKysLd3V1nv/3792NjY4OXlxd9+vTh4MGDjBkz\nRuo+02YstAoKCpg0aRKnT59m8ODB0vtOTk5s2LCBmpoajI2NWbduHYsWLcLZ2Zm8vDycnZ1JT0/H\nxMQEmUwm/VFOSkoiJCQEPz8/bt68SXFxsRQ8GRsbd9lSKNogqnmG5+eff6asrAxLS0tOnz5NUFAQ\n33zzjVTm2WefJScnBx8fH27evElKSgqvv/661C4jR47k+++/Z8iQIXh5eeHl5fXA9XFzc+PgwYP8\n4Q9/4KuvvpIyelo3b95k1apVZGRkAE2D7P39/XXKJCUltXu9+q4hKiqKzZs3M3/+fMLCwvi///s/\nrl69Ku1rb2/P2bNncXJyksY4QVOmqaamBo1Gww8//ADA7du3sbW1RaPRkJOT0yIgvf88paWlInj6\nbyGmKhAEobubOHEiCxcu5NChQ9TX17Nq1SoMDQ2ZP38+0dHRZGRkMHDgQF566SWd/QYNGkRMTAym\npqbI5XJWrFhB//79iYuLQ6FQMGHCBJ3vv6KiItLS0pDJZERGRkpdg1ZWVoSGhhIcHIxcLsfLywtj\nY2NCQ0NZsmQJCoWCXr16ERcXR0lJCbGxsVhZWWFtbU1YWBjm5uaYm5vz6quvdlmbNM+MaV/LZDLp\ntb29PRs3bqS4uJjRo0czZMgQnbJTpkwhLy+PgIAA1Go18+fPl4539epVwsPDqaqq0jsofMeOHWze\nvJmqqioUCgXPP/88YWFhzJkzh6SkJHx8fDhy5AhBQUEYGxuzfv16AN5//31+//vf4+LiwqRJkwgM\nDESj0TBhwgSGDx/e4WvXdw0ymYyePXvi7++PmZkZzzzzDL/+9a+l/WbNmkVUVBRZWVk4OjpKxwoM\nDGTmzJkMGTJE6p4LCAhgzZo12NjYEBISwsqVKzly5IjUzvefpyPX0Ob1aVrr6OwiJ06cwNXV9VGe\n4j/aiRMn+Prrr3F3d8fV1RWZTMbGjRtxd3fnd7/73eOuXrcnPn+dJ9ru4Yj2ezgP2n4ZGRmoVCoW\nLlz4C9Sq66hUKhYsWMCnn37a4X0VCgUxMTFSsKWP+Px13oO0nXja7gnQ0NCAXC7ns88+48qVKyLz\nJAiCQNNg5OTkZGnw9JPmUc9FJDw6otvuCdDY2CgFS7du3RKTZAqCIACjRo0iOzv7cVejU2xsbPjk\nk086tW9XjcMSOk9knp4AarWampoaoOnxWzFgXBAEQRAeHxE8PQEaGhqor6+nV69e1NbWiqkKBEEQ\nBOExEsHTE6CxsZGGhgZ69+5NfX29yDwJgiAIwmMkgqcngDZ4MjMzo66uTgRPgiAIgvAYieDpCaAv\n8yS67QRB6E7y8/OlRWsVCgVr164FoLS0FIVCQXBwMFFRUdTV1XX6HBMnTuTevXs673377bekpaV1\n6DhVVVUcOXKk0/WApuv19vYmMzNT73ZtXYuLi/H29kapVHbo+KWlpZw5c6bNMk5OTlJ7KxQKnQki\ntcdoq+3VajVvvfUWAQEBKBSKNpfF6ayCggJu3brV6vauuBePgwiengDa4MnU1FSail9kngRB6G6e\ne+45UlNTSU1NZcWKFQAkJCQQEhKCUqnEzs6uU/MaNXf/1ITjx48nMDCwQ8c4d+4cubm5D1WP7777\njqCgIGndPH00Gg2FhYV4eHgQHBzcoeMfO3aMwsLCNsuYmZlJ7Z2amoqBge6f9Pba/tChQ1RVVZGe\nns66det49913O1THB/HJJ59w8+bNVrd3xb14HMRUBU+AxsZG1Go1RkZGGBkZ6UxdIAiC0F3om3P5\n+PHj0npznp6ebN++XSfYuXr1KosXL5YehNmwYQN5eXnk5ubi6upKdXU1vr6+fPnllwBs3bqVgoIC\n5HI5W7ZsITs7m6KiIqKjo1Eqlezbtw8DAwO8vLyYPXs2FRUVLFq0iOrqaszMzNi4cSOrV6+muroa\ne3t7rK2tiY+Px8TEBEtLS2JjY3XWeNPnwoULfPbZZxgaGtKvXz9UKhU5OTkYGBjg6enJa6+9BkBF\nRQV/+9vfqKmpwdbWlrFjx7JmzRpp5uv169djZmbGO++8Q2FhIbW1tQQEBPD888+TmJiIoaEh1tbW\neHp6dup+tNf2ly9flhbwtbW1paSkpMWagfo0X/Ovvr6ec+fOUVhYyPvvv6/TDs7Ozhw6dIji4mIS\nEhI4cOAAWVlZqNVq3N3dmTdvnnQvHBwcmDlzZqeu83EQmacngDbzZGRkJC22KDJPgiC05f45hB72\n3+2RyWQUFxcTERFBUFAQR48eBeDevXvS95aFhQXXr1/X2S8rKws3NzdSUlJYvnw5ZWVlbf7xdnR0\nRKlU4uTkxN69e6WyKpWKzMxM0tLS2LlzJ5mZmZSWlrJt2zbc3d1RKpWMGTOGo0ePEh4ejo+PD35+\nfiiVSpYuXUpqaipTp06V1tRri6OjIy+//DKzZs3Cx8eHDz/8kPT0dNLT0zE3N5fK9e7dm9deew0f\nHx8UCgVr1qxhzZo1fPTRR4wbNw6lUkldXR02Njbs2rULpVJJQkICFhYW0vHbCpxqa2tZuHAhgYGB\nehcDbq/thw0bRm5uLmq1mkuXLqFSqbh9+3a7169d8y81NZXRo0dLs7vf3w7jxo1j+PDhvPPOO1hZ\nWSGTydi1axcZGRns3r2bqqoq6V48SYETiMzTE6GhoYHGxkYMDQ3p0aOHzqKWgiAI3YGdnR3z5s1j\nypQpXLlyhVmzZknrzmnpy0y5ubkxb948Kisr8fb2xsXFpc2xN9oFbEeOHElBQYG0xtmZM2e4fPky\nCoUCaJoTr6SkhB9++EHqWgsLCwNg9+7dUl0mT55MTEwMvr6+TJ06lb59+3b42r29vQkNDcXX15dp\n06a1uGbtuc6cOcPy5cuBpoyNs7MzRkZGlJeXExAQgKGh4QMFL1pLly7lxRdfBCA4OJjf/va3Unvc\nT1/bu7u7c/LkSYKDg3F0dMTBwUFvudYcPXqUoqIilixZArTdDtAUdIWEhCCXyykvL+fOnTs67fMk\nEcHTE6CxsRGZTIZcLkcul2NgYCAyT4IgdCsDBgxgypQpQFMXUN++fbl27RqmpqbU1dVhZGTEtWvX\n6N+/v85+Q4cOZe/eveTm5hIXF8crr7yik3lq7bvu/u4lIyMjPDw8pG4qreTk5DZ/bE6fPp3x48eT\nk5NDREQE8fHxODg4ALrdU+Hh4Xh4eOg9xqpVq7h06RIHDhxg1qxZfPzxx3rLmZqatpgd/Pjx4+Tn\n56NUKpHL5YwaNarVut7P399fej127FguXryoEzy11/YAUVFR0usXXngBS0tL6d8qlYo333wTaArU\nnJycpG23bt3i3XffZdu2bdJ7bbVDSUkJO3bsYM+ePTz11FP4+vrqLJL8pBHddk+AxsZGjIyMpABK\nDBgXBKG7+fzzz9m+fTsAZWVl3Lx5kwEDBjBu3DgOHjwINHXRubu76+y3f/9+Ll68iJeXFwsWLODs\n2bP06tVL6j47ceKETvmCggIATp8+zeDBg6X3nZycyM/Pp6amBo1Gw9tvv01tbS3Ozs7k5eUBkJ6e\nzp49e3Sy90lJSfTo0QM/Pz98fHwoLi6Wjtm8e6q1wKmqqorExEQcHByYO3cu5ubmVFVV6S07fPhw\nDh8+DMAXX3zBsWPHKC8v51e/+hVyuZxDhw6hVqupr69v93v+0qVLUndZQ0MDJ0+eZOjQoTpl2mv7\n8+fPs2zZMgAOHz6sExxB0xIy2uu/f9vy5ct5/fXXpWCrsrKSLVu2tGgH7Y/927dvY2FhwVNPPcW5\nc+coKSmhrq7uie1JEcHTE6CxsRETExMA0W0nCMIDmTFjRpf+uz0TJ07k+PHjBAcHM3fuXFatWoWh\noSHz589nz549BAcHU1FRwUsvvaSz36BBg1izZg2hoaEkJSURFBTEmDFjpMfsf/zxR+RyuVS+qKiI\n2bNnU1RUJHVZAVhZWREaGkpwcDD+/v7069cPY2NjQkNDOXXqFAqFgm+++YZJkybh5OTE/v37+fDD\nD7G2tiYsLIzZs2dz4cKFFgFGe7SB3syZMwkNDcXFxQVzc3Mpo9I8u7Js2TK2bt2KQqFgz549ODk5\nMW7cOKm78cqVK0yYMIFVq1YxatQokpOT2bdvn97zOjg4YGVlxYwZMwgKCmLChAk4Oztz/vx53nvv\nPYBW2/6NN96grq4OR0dHNBoNM2fO5IMPPpCyTO05deoUeXl5JCcnS9Mk3L59m9u3b7doh9/97ncs\nWLAAExMTTE1NCQwM5MCBA/j7+7N69Wqde/EkkWk60dlYXV1NdHQ0FRUV1NXVMW/ePP7whz/oLXvi\nxAlcXV0fuqL/rU6cOMHmzZtRKBRMmjSJ/Px8SktLKSkpYe7cuY+7et2e+Px1nmi7hyPa7+E8aPtl\nZGSgUqmkLIzQRHz+Ou9B2q5TY552796Ng4MDb7zxBtevXyc0NJQDBw50qpJC+9RqtZR50nbbicyT\nIAj/7U6dOkVycnKLcU7/STIyMvRmnxYuXIiLi8tjqJEAnQyeLCwsuHjxIgB37tzBwsKiSysl/Js2\nMdi82w7EVAWCIAijRo0iOzv7cVfjkfL399cZGC50D50Knnx8fPj000+ZNGkSd+7c4YMPPujqegn/\n0tjYiIGBgRQ0icyTIAiCIDxenRowvnfvXgYOHEhWVhY7duzgf//3f7u6XsK/qNVqDAwMpAGT2v+L\nzJMgCIIgPB6dyjydOnVKGiA+fPhwrl+/3uaU7vc/aio8OO1admVlZZw4cYI7d+5ITzWIdn0wop06\nT7TdwxHt93BE+z0c0X6PTqeCJzs7O06fPs2kSZMoKSnB1NS0zYmuxIj/zvv222+Ry+XY2tri6OhI\ncXExVVVVmJqainZ9AOKJk84TbfdwRPs9HNF+D0e0X+c9SNDZqW47f39/SkpKUCgULFq06D/6SYfH\nTdtt13zMEyDGPAmC0K3k5+czZswYad6ftWvXAkjzNQUHBxMVFUVdXV2nzzFx4kTu3bun8963335L\nWlpah45TVVXFkSNHOl0PaLpeb29vMjMz9W7X1rW4uBhvb2+USmWHjl9aWsqZM2faLOPk5CS1t0Kh\nQK1WtzhGW22vVqt56623CAgIQKFQtLksTleZM2dOi/d27txJYmJih46Tn59PZGRkV1WrwzqVeTI1\nNWXz5s1dXRdBj/uDpx49eqDRaETwJAhCt/Pcc88RHx+v815CQgIhISF4e3uzadMmPv30UwIDAzt9\njvunJhw/fnyHj3Hu3Dlyc3Nxc3PrdD2+++47goKCpHXz9NFoNBQWFuLh4UFwcHCHjn/s2DHu3bvH\nyJEjWy1jZmbWYrmX5tpr+0OHDlFVVUV6ejpXrlzh7bff5m9/+1uH6tlRSUlJLd57EpdoEWvbdXPa\nde2aZ55E8CQIQnekb87l48ePS70Tnp6ebN++XecP+NWrV1m8eDFyuZzGxkY2bNhAXl4eubm5uLq6\nUl1dja+vL19++SUAW7dupaCgALlczpYtW8jOzqaoqIjo6GiUSiX79u3DwMAALy8vZs+eTUVFBYsW\nLaK6uhozMzM2btzI6tWrqa6uxt7eHmtra+Lj4zExMcHS0pLY2Fjp+7Y1Fy5c4LPPPsPQ0JB+/fqh\nUqnIycnBwMAAT09PXnvtNQAqKir429/+Rk1NDba2towdO5Y1a9Ygk8no2bMn69evx8zMjHfeeYfC\nwkJqa2sJCAjg+eefJzExEUNDQ6ytrfH09OzU/Wiv7S9fviwFZ7a2tpSUlLQ5frm5SZMm4eHhgaWl\nJS+99BIrVqygvr4euVzO2rVrsbKyYu3atZw9exa1Wk1gYCAvvfQSzz33HPn5+Rw7dox169bRr18/\n+vXrh62tLcePH2fnzp0kJCQASGWPHj1KQkIChoaG9O7du0XyRt95HjURPHVz4mk7QRCeBDKZjOLi\nYiIiIrhz5w7z5s1j3Lhx3Lt3D0NDQ6BpjsDr16/r7JeVlYWbmxtz5szhH//4B2VlZW3+8XZ0dOT1\n11/nL3/5C3v37qVnz55A0yK2mZmZpKWlodFoCAwMZPLkyaSnp+Pu7k5ISAgfffQRR48eJTw8nKKi\nIvz8/IiIiGDp0qW4urqSnZ1NeXk5ffv2bfNaHR0defnll3n66afx8fFh7NixHDlyBAMDA9LT06Vy\nvXv35rXXXqOoqAiFQkFoaChr1qzhmWeeQalUolQqefXVV7GxseHNN9+kpqaGF154gZkzZ0rHbytw\nqq2tZeHChVy9ehVvb2/CwsJ0trfX9sOGDWPHjh2Ehoby008/oVKppDXo2tPQ0ICHhwd/+MMfWLZs\nGa+++ipjx47lm2++ISkpiUWLFvHNN9+QnZ1NQ0MDu3fvBv6dZYqLiyM2NhZHR0f+/Oc/Y2tr2+Ic\n2rIVFRXExsZiY2NDdHQ0ubm50n2/c+eO3vM8aiJ46ua0T9uJzJMgCN2ZnZ0d8+bNY8qUKVy5coVZ\ns2aRlZWlU0ZfZsrNzY158+ZRWVmJt7c3Li4ubY69GTNmDAAjR46koKCAESNGAHDmzBlpjTiAu3fv\nUlJSwg8//CB1rWmDi927d0t1mTx5MjExMfj6+jJ16tR2Ayd9vL29CQ0NxdfXl2nTprW4Zu25zpw5\nw/LlywGor6/H2dkZIyMjysvLCQgIwNDQkNu3bz/weZcuXSqt7xccHMxvf/tbqT3up6/t3d3dOXny\nJMHBwTg6OuLg4KC3XGu0WatTp07x008/kZSUhFqtxtLSEnNzcwYNGsScOXOYPHky06dP19n36tWr\nODo6AvC73/2O2traVs/z9NNPs2LFChobG7ly5QpjxoyRgqf2zvOoiOCpm9MXPIEYMC4IQtvOnTsH\nNA0q7op/t2fAgAFMmTIFaOoC6tu3L9euXcPU1JS6ujqMjIy4du0a/fv319lv6NCh7N27l9zcXOLi\n4njllVd0Mk+tZdnv714yMjLCw8OjxQNMycnJbX5fTp8+nfHjx5OTk0NERATx8fE4ODgATZmd8PBw\nAMLDw/Hw8NB7jFWrVnHp0iUOHDjArFmz+Pjjj/WWMzU1bTFG6fjx4+Tn56NUKpHL5YwaNarVut6v\n+czjY8eO5eLFizrBU3ttDxAVFSW9fuGFF7C0tJT+rVKppMWCly5d2uKzoM1qGRkZkZCQ0CLw/OCD\nD/jHP/7B559/zt69e9m2bZu0zcDg38+raQe6359x1N77ZcuW8cEHH+Dg4MCaNWtaXENb53lUOvW0\nnfDLEcGTIAid4eTkpPPH7mH/3Z7PP/+c7du3A1BWVsbNmzcZMGAA48aN4+DBg0BTF527u7vOHbKq\nlQAAIABJREFUfvv37+fixYt4eXmxYMECzp49S69evSgvLwdaPjZeUFAAwOnTpxk8eLBOffPz86mp\nqUGj0fD2229TW1uLs7MzeXl5AKSnp7Nnzx6dVRqSkpLo0aMHfn5++Pj4UFxcLB3T2NiY1NRUUlNT\nWw2cqqqqSExMxMHBgblz52Jubk5VVZXessOHD+fw4cMAfPHFFxw7dozy8nJ+9atfIZfLOXToEGq1\nmvr6emQyWZvDMy5duiQthtzQ0MDJkycZOnSoTpn22v78+fMsW7YMgMOHD7e43zY2NtL1t/VZePbZ\nZ6Vlco4dO8a+ffsoKSkhJSWF3/zmN0RHR7fIqPXv358ff/wRjUbD8ePHAejVqxdlZWVS3aqrq4Gm\nNraysqKiooL8/Hzq6+ul47R3nkdFZJ66ufsHjBsYGKDRaMSYJ0EQupWJEyeycOFCDh06RH19PatW\nrcLQ0JD58+cTHR1NRkYGAwcObDGYd9CgQcTExGBqaopcLmfFihX079+fuLg4FAoFEyZMkH40AhQV\nFZGWloZMJiMyMlLqGrSysiI0NJTg4GDkcjleXl4YGxsTGhrKkiVLUCgU9OrVi7i4OEpKSoiNjcXK\nygpra2vCwsIwNzfH3NycV199tUPXrQ30Zs6ciampKaNHj8bc3FzKoshkMun1smXLWLlyJR988AEm\nJibExcVhYGDABx98gEKh4Pnnn2fChAmsWrWKqVOnEh0djaWlZYuuQAAHBwesrKyYMWMGBgYGPP/8\n8zg7O3P+/Hmys7MZN25cq23/xhtvsH79ehwdHdFoNMycORMTExNiY2Mf+LqbZ4nmzZvHm2++yRdf\nfIFMJmP9+vX079+f77//nv3792NkZMSMGTN09nv99deJjIxk4MCBWFlZAU3BpampKQEBAYwePRob\nGxugqUsyMDCQQYMGER4eznvvvccbb7yBTCZr9TyPmkzTkQ7OThATdT2c3bt38/XXXxMXF0ePHj2o\nqanhiy++YP/+/b9IavJJJz5/nSfa7uGI9ns4D9p+GRkZqFQqKQsjNBGfv857kLYTmaduTpt50v7y\n0mae7p8MTRAE4b/NqVOnSE5O/o+eqDkjI4N9+/a1eH/hwoW4uLg8hhoJIIKnbk875kmb6tQ+bSe6\n7QRB+G83atQoaazNfyp/f3+dgeFC9yAGjHdzarVap79f+4RCY2Njhx4pFQRBEASha4jgqZtrbGzU\neaRT24Unk8lE150gCIIgPAYieOrmGhsbdTJPgLTWnZiuQBAEQRB+eSJ46ub0BU9yuRwDAwMx7kkQ\nBEEQHgMRPHVz2rXtmtOudScyT4IgdBdqtZq33nqLgIAAFAqFtMRKaWkpCoWC4OBgoqKiqKur6/Q5\nJk6cyL1793Te+/bbb0lLS+vQcaqqqjhy5Ein6wGQn5+Pt7c3mZmZHdqvM/XtDLVaTWxsLGPHjtW7\nvb6+noULFxIUFIRCoeDKlSstyiQmJhIQEIC/vz9//etfu7yOpaWlnDlzps0yHW3fX4oInrq51jJP\nIngSBKE7OXToEFVVVaSnp7Nu3TreffddABISEggJCUGpVGJnZ8enn376UOe5/0GZ8ePHExgY2KFj\nnDt3jtzc3Ieqx3fffUdQUJC0bt6D6kx9O+Pzzz/H2tq61QeL9u3bR58+fdi1axf/8z//w8aNG3W2\nq1QqioqKSE9PJy0tjT179kizf3eVY8eOUVhY2Or2uro6Pvzwwy49Z1cRUxV0c62NeRLBkyAI3cnl\ny5elhWJtbW0pKSlBrVZz/PhxaR4mT09Ptm/frhM8XL16lcWLF0vfaRs2bCAvL4/c3FxcXV2prq7G\n19eXL7/8EoCtW7dSUFCAXC5ny5YtZGdnU1RURHR0NEqlkn379mFgYICXlxezZ8+moqKCRYsWUV1d\njZmZGRs3bmT16tVUV1djb2+PtbU18fHxmJiYYGlpSWxsrLSiQ2suXLjAZ599hqGhIf369WPjxo34\n+fmRmZmJnZ0dTk5OHDx4EDs7O2JjY1m6dKm0ALCnpycXL14kJCSEyMhI7O3t+emnn3B2diYmJkan\n7ObNm1mxYgUqlYqGhgYiIyMZM2YMCoUCZ2dnzp49S21tLZs2bcLa2lqnjt7e3ri5uZGQkKD3GvLy\n8vjjH/8INK2Lp12mRcvGxob4+HgAysvLkclk9OrV64E+CytXruTHH38E4OzZs3z00UdUVlbqtPPK\nlStJTEzE0NAQKysrTExMSEhIwNDQkN69e7N582beeecdLl68yOrVq1m5cuUDnfuXIoKnbk5ft512\nzJMIngRBuN+5c+f48MMPuXr1apce19ramtmzZ7e6xtmwYcPYsWMHoaGh/PTTT6hUKm7fvs29e/ek\nBWQtLCy4fv26zn5ZWVm4ubkxZ84c/vGPf1BWVtZigdjmHB0def311/nLX/7C3r176dmzJ9CUKcnM\nzCQtLQ2NRkNgYCCTJ08mPT0dd3d3QkJC+Oijjzh69Cjh4eEUFRXh5+dHREQES5cuxdXVlezsbMrL\ny1sscKuvDi+//DJPP/00Pj4+xMbGMmLECP785z8zYcIEvL29+fjjj/H09KSyshKZTEafPn1YvXo1\nu3fvlo5z4cIFkpKSGDBgADNmzOD8+fM6Zffs2UP//v1Zt24dt27dIiwsjL///e8APP3006SkpLBz\n50527NghLeCrZWJi0uY13LhxAwsLC6DpB7l2Lb37A8e1a9dy4MABli5dylNPPdXmMbW0wfLXX3/N\nxx9/zLPPPqvTzjk5OajVaqkNJ06cyMGDB4mNjcXGxobo6Ghyc3MJDw/nzJkz3S5wAhE8dXuNjY0t\nPswi8yQIQmu2bdvGP//5zy4/7tWrV9m2bVuL7h0td3d3Tp48SXBwMI6OjgwePLhFl5G+LiQ3Nzfm\nzZtHZWUl3t7euLi4SOOl9BkzZgwAI0eOpKCggBEjRgBw5swZLl++jEKhAODu3buUlJTwww8/SF1r\nYWFhQNOyV9q6TJ48mZiYGHx9fZk6dWq7gVNrtFk3S0tLfvOb3wBNwWJlZaXO9ubs7e0ZMGAA0LS4\nrjZboy176tQpTp48KS2OXFtbKy2KO27cOABcXFykxYY7qvn9aK17b8WKFURGRqJQKBg1apS03lx7\nysrK2Lx5Mx999BHQfjs//fTTrFixgsbGRq5cucLYsWO79VyGInjq5kTmSRCEJ0VUVJT0+oUXXsDS\n0hJTU1Pq6uowMjLi2rVr9O/fX2efoUOHsnfvXnJzc4mLi+OVV17RyTy19lSxRqPRKWdkZISHh0eL\npVqSk5Pb/K6cPn0648ePJycnh4iICOLj43FwcACagpXw8HAAwsPD8fDwaPU4zYdXNH+tDQC02bfm\nms/V1/x6tGWNjIyIiIjAx8enxb7aa9KuQpGTk8OOHTuQyWRSwNKW/v37c+PGDaBp8LhGo9H5of7P\nf/6TGzduMGLECHr37s3o0aMpLCzUCZ7mzJlDZWUl06dP11mQV6PRsGzZMpYuXUqfPn0A/e3c3LJl\ny/jggw9wcHBgzZo1AG1mIB83MWC8m2st8ySmKhAEQZ8//elPDBw4sMuPO3DgQP70pz+1uv38+fPS\nuJnDhw/j5OSETCZj3LhxHDx4EGjqonN3d9fZb//+/Vy8eBEvLy8WLFjA2bNn6dWrF+Xl5QBS1kWr\noKAAgNOnTzN48GDpfScnJ/Lz86mpqUGj0fD2229TW1uLs7MzeXl5AKSnp7Nnzx5kMpkUfCQlJdGj\nRw/8/Pzw8fGhuLhYOqaxsTGpqamkpqa2GTg9CG0Q1Tyb8vPPP1NWVoZareb06dMMGTJEp8yzzz5L\nTk4OADdv3mTTpk3Svtp2+f777xkyZAheXl6kpqaSkpLS4ge3Pm5ubtJ9+eqrr6SMntbNmzdZtWoV\njY2NNDY2cu7cOezt7XXKJCUlkZqaqhM4AXz44YcMGzZM55j62lnbVQhNT0BaWVlRUVFBfn4+dXV1\n3TpJIDJP3ZxarcbIyEjnPZF5EgShNU5OTmzYsOEXP6+joyMajYaZM2diYmJCbGwsAPPnzyc6OpqM\njAwGDhzISy+9pLPfoEGDiImJwdTUFLlczooVK+jfvz9xcXEoFAomTJigk8kpKioiLS0NmUxGZGQk\nWVlZAFhZWREaGkpwcDByuRwvLy+MjY0JDQ1lyZIlKBQKevXqRVxcHCUlJcTGxmJlZYW1tTVhYWGY\nm5tjbm7Oq6++2mVt0jxzon3dfK1Se3t7Nm7cSHFxMaNHj5aCJ+32KVOmkJeXR0BAAGq1mvnz50vH\nu3r1KuHh4VRVVekdFL5jxw42b95MVVUVCoWC559/nrCwMObMmUNSUhI+Pj4cOXKEoKAgjI2NWb9+\nPQDvv/8+v//973FxcWHSpEkEBgai0WiYMGECw4cPf6Dr3rRpE87OzlIXakhIiN527tmzJ9HR0VhY\nWBAcHExgYCCDBg0iPDycxMRE3N3dqa+vJyoqis2bN3e0+R8pmeYRdyqeOHECV1fXR3mK/2jr16/H\n3NyciIgI6b38/Hx2797Nq6++yrBhwx5j7bo/8fnrPNF2D0e038N50PbLyMhApVKxcOHCX6BWXUel\nUrFgwYJOTd2gUCiIiYmRgi19xOev8x6k7US3XTd3/8LAIDJPgiAI0DSgOjk5WRo8/aTpzmN6hLaJ\nbrtuTq1WizFPgiAIeowaNYrs7OzHXY1OsbGx4ZNPPunUvqmpqV1cG6GjROapm2st8ySTyXSe1BAE\nQRAE4ZchgqduTmSeBEEQBKF7EcFTN6fRaFrNPIkxT4IgCILwyxPBUzfXVuZJBE+CIAiC8MsTwVM3\n19aYJxE8CYLQXajVat566y0CAgJQKBTSEiulpaUoFAqCg4OJioqirq6u0+eYOHEi9+7d03nv22+/\nJS0trUPHqaqq4siRI52uBzRNGePt7U1mZmaH9utMfTtDrVYTGxvL2LFj9W6vr69n4cKFBAUFoVAo\nuHLlSosyiYmJBAQE4O/vz1//+tdHXWXWrVuHSqXSee/ixYvSfFEd8dxzz3VVtfQSwVM3py94EmOe\nBEHobg4dOkRVVRXp6emsW7eOd999F4CEhARCQkJQKpXY2dl1al6j5u6fmnD8+PEEBgZ26Bjnzp0j\nNzf3oerx3XffERQUJK2b96A6U9/O+Pzzz7G2tm51fbh9+/bRp08fdu3axf/8z/+0WLNQpVJRVFRE\neno6aWlp7Nmzh7Kyskda52XLlj3w2nntedTTQIipCro5MeZJEIQnweXLl6UFbW1tbSkpKUGtVnP8\n+HFpvTlPT0+2b9+uEzxcvXqVxYsXS4udb9iwgby8PHJzc3F1daW6uhpfX1++/PJLALZu3UpBQQFy\nuZwtW7aQnZ1NUVER0dHRKJVK9u3bh4GBAV5eXsyePZuKigoWLVpEdXU1ZmZmbNy4kdWrV1NdXY29\nvT3W1tbEx8djYmKCpaUlsbGxLYZK3O/ChQt89tlnGBoa0q9fPzZu3Iifnx+ZmZnY2dnh5OTEwYMH\nsbOzIzY2lqVLl2JkZER5eTmenp5cvHiRkJAQIiMjsbe356effsLZ2ZmYmBidsps3b2bFihWoVCoa\nGhqIjIxkzJgxKBQKnJ2dOXv2LLW1tWzatAlra2udOnp7e+Pm5qZ39nGAvLw8/vjHPwIwduxYaWkd\nLRsbG2n9ufLycmQyGb169Xqgz8KDXMOePXtQKpUYGhoyfPhwVq5ciUKhYOXKlZiZmbFgwQKMjIwY\nPny4FAg999xz5OfnAxAZGUlISAjPPPMMS5YsAZrWQfzLX/6Cra2tVBd95+kKIvPUzbWWeRLBkyAI\n3cmwYcPIzc1FrVZz6dIlVCoVt2/f5t69e9JCtxYWFly/fl1nv6ysLNzc3EhJSWH58uWUlZW1mTVw\ndHREqVTi5OTE3r17pbIqlYrMzEzS0tLYuXMnmZmZlJaWsm3bNtzd3VEqlYwZM4ajR48SHh6Oj48P\nfn5+KJVKli5dSmpqKlOnTpXW1GuLo6MjL7/8MrNmzcLHxwe1Ws2IESP49NNPOXnyJDY2Nnz88cec\nOHGCyspKZDIZffr0aRHIXLhwgcWLF/PJJ59QWFjI+fPndcr+/e9/p3///qSkpJCYmMi6deukfZ9+\n+mlSUlLw9fVlx44dLepoYmLS5jXcuHEDCwsL4N9/U/T1ZqxduxZfX1/mzp3LU0891W7bAA90Ddu3\nbycxMZFdu3bh7OxMbW2ttH9KSgrTpk0jNTVVZyFpfZ+LsrIy5s6dS0pKCi+//DK7du3S2d78PCNG\njNA5z8MQmaduTt+AcZF5EgShu3F3d+fkyZMEBwfj6OjI4MGDW3QZ6etCcnNzY968eVRWVuLt7Y2L\ni4s0Xkof7WKzI0eOpKCggBEjRgBw5swZLl++LI2PuXv3LiUlJfzwww9S11pYWBgAu3fvluoyefJk\nYmJi8PX1ZerUqfTt27dT16/NullaWvKb3/wGaAoWKysrdbY3Z29vz4ABA4CmRYB//PFHnbKnTp3i\n5MmT0iLAtbW11NfXA0izqru4uHD48OFO1bn5/Wite2/FihVERkaiUCgYNWrUA3ertXcN06ZNY86c\nObz44otMmzYNY2Njad9Lly7h4+MDNGWbWrs+mUxG3759Wbt2Le+99x537tyRPg9abZ3nYYjgqZvT\n120nMk+CILRnyZIlLQbfPgwbGxtpHFNroqKipNcvvPAClpaWmJqaUldXh5GREdeuXdPJJAAMHTqU\nvXv3kpubS1xcHK+88opOhqG1sZ0ajUannJGRER4eHlIXoVZycnKb35XTp09n/Pjx5OTkEBERQXx8\nPA4ODkDTH/rw8HAAwsPD8fDwaPU4zb+nm7/WBiXa7FtzzSc6bn492rJGRkZERERIgURz2mtSq9XI\nZDJycnLYsWMHMpmMjz76qNV6avXv358bN24ATYPHNRqNzg/1f/7zn9y4cYMRI0bQu3dvRo8eTWFh\noU7wNGfOHCorK5k+fTozZszQOX571/DnP/+ZF198kYMHDxIaGsrOnTv1tkVr966hoQGNRkNCQgLu\n7u74+/uTmZnJ119/3e55+vTp0277tEcET92ceNpOEITOaC/Q6Wrnz58nJSWFdevWcfjwYZycnJDJ\nZIwbN46DBw/y4osvkpWVhbu7u85++/fvx8bGBi8vL/r06cPBgwcZM2aM1H2mzVhoFRQUMGnSJE6f\nPs3gwYOl952cnNiwYQM1NTUYGxuzbt06Fi1ahLOzM3l5eTg7O5Oeno6JiYnO92dSUhIhISH4+flx\n8+ZNiouLpeDJ2Ni4y5ZC0QZRzTM8P//8M2VlZVhaWnL69GmCgoL45ptvpDLPPvssOTk5+Pj4cPPm\nTVJSUnj99deldhk5ciTff/89Q4YMwcvLCy8vrweuj5ubGwcPHuQPf/gDX331lZTR07p58yarVq0i\nIyMDaBpk7+/vr1MmKSmp3evVdw1RUVFs3ryZ+fPnExYWxv/93/9x9epVaV97e3vOnj2Lk5OTNMYJ\nmjJNNTU1aDQafvjhBwBu376Nra0tGo2GnJycFgHp/ecpLS0VwdN/g/t/DUBT5glaj8gFQRB+aY6O\njmg0GmbOnImJiQmxsbEAzJ8/n+joaDIyMhg4cCAvvfSSzn6DBg0iJiYGU1NT5HI5K1asoH///sTF\nxaFQKJgwYYLOD8iioiLS0tKQyWRERkaSlZUFgJWVFaGhoQQHByOXy/Hy8sLY2JjQ0FCWLFmCQqGg\nV69exMXFUVJSQmxsLFZWVlhbWxMWFoa5uTnm5ua8+uqrXdYmzTNj2tcymUx6bW9vz8aNGykuLmb0\n6NEMGTJEp+yUKVPIy8sjICAAtVrN/PnzpeNdvXqV8PBwqqqq9A4K37FjB5s3b6aqqgqFQsHzzz9P\nWFgYc+bMISkpCR8fH44cOUJQUBDGxsasX78egPfff5/f//73uLi4MGnSJAIDA9FoNEyYMIHhw4d3\n+Nr1XYNMJqNnz574+/tjZmbGM888w69//Wtpv1mzZhEVFUVWVhaOjo7SsQIDA5k5cyZDhgyRuucC\nAgJYs2YNNjY2hISEsHLlSo4cOSK18/3n6cg1tHl9mtY6OrvIiRMncHV1fZSn+I+2YMECgoKCdOas\nuH37NsnJydjZ2eHn5/cYa9f9ic9f54m2ezii/R7Og7ZfRkYGKpWKhQsX/gK16joqlYoFCxZ0auoG\nhUJBTEyMFGzpIz5/nfcgbSeetuvmxNN2giAI+p06dYrk5GRp8PST5lHPRSQ8OqLbrptr7Wk7EN12\ngiD8dxs1ahTZ2dmPuxqdYmNjwyeffNKpfbtqHJbQeSLz1M3pG/MkgidBEARBeHxE8NTNtTVVgVie\nRRAEQRB+eSJ46uZEt50gCIIgdC8ieOrm2pqqoPl8FoIgCIIg/DJE8NTNtRY8iW47QRC6E7VazVtv\nvUVAQAAKhUJaYqW0tBSFQkFwcDBRUVHU1dV1+hwTJ07k3r17Ou99++23pKWldeg4VVVVHDlypNP1\nAMjPz8fb25vMzEy927V1LS4uxtvbG6VS2aHjl5aWcubMmTbLODk5oVAopP/u/0HdXtu3ds+6UkFB\nAbdu3Wp1e1fci8dBBE/dnL4xTwA9evQQwZMgCN3GoUOHqKqqIj09nXXr1kkznCckJBASEoJSqcTO\nzq5T8xo1d//UhOPHjycwMLBDxzh37hy5ubkPVY/vvvuOoKAgad08fTQaDYWFhXh4eBAcHNyh4x87\ndozCwsI2y5iZmZGamir9p+2V0Gqv7Vu7Z13pk08+4ebNm61u74p78TiIqQq6k4Lt8P1O+NMh+Nf8\nH/rGPEHTuKeH+QUnCILQlS5fviwtBmtra0tJSQlqtZrjx49L6815enqyfft2nWDn6tWrLF68GLlc\nTmNjIxs2bCAvL4/c3FxcXV2prq7G19eXL7/8EoCtW7dSUFCAXC5ny5YtZGdnU1RURHR0NEqlkn37\n9mFgYICXlxezZ8+moqKCRYsWUV1djZmZGRs3bmT16tVUV1djb2+PtbU18fHxmJiYYGlpSWxsrN7v\n3OYuXLjAZ599hqGhIf369UOlUpGTk4OBgQGenp689tprAFRUVPC3v/2NmpoabG1tGTt2LGvWrJFm\nvl6/fj1mZma88847FBYWUltbS0BAAM8//zyJiYkYGhpibW2Np6dnp+5Je22v757dv2agPs3X/Kuv\nr+fcuXMUFhby/vvv67SDs7Mzhw4dori4mISEBA4cOEBWVhZqtRp3d3fmzZsn3QsHBwdmzpzZqet8\nHETmqTsp2A4lJ+BmkfSWRqPRu6CkXC4XmSdBEFoVFBTUpf9uz7Bhw8jNzUWtVnPp0iVUKhW3b9/m\n3r170neYhYUF169f19kvKysLNzc3UlJSWL58OWVlZW3+8XZ0dESpVOLk5MTevXulsiqViszMTNLS\n0ti5cyeZmZmUlpaybds23N3dUSqVjBkzhqNHjxIeHo6Pjw9+fn4olUqWLl1KamoqU6dOldbUa4uj\noyMvv/wys2bNwsfHhw8//JD09HTS09MxNzeXyvXu3ZvXXnsNHx8fFAoFa9asYc2aNXz00UeMGzcO\npVJJXV0dNjY27Nq1C6VSSUJCAhYWFtLx2wqcamtrWbhwIYGBgXoXA26v7Vu7Z+3RrvmXmprK6NGj\npdnd72+HcePGMXz4cN555x2srKyQyWTs2rWLjIwMdu/eTVVVlXQvnqTACR4i8/T3v/+dbdu2IZfL\nWbBgQZurTQsPoK66KWga6g3XzkLfYWg0GtFtJwjCE8Hd3Z2TJ08SHByMo6MjgwcPbtHFpm81MDc3\nN+bNm0dlZSXe3t64uLi0OfZGu4DtyJEjKSgokNY4O3PmDJcvX0ahUABw9+5dSkpK+OGHH6SutbCw\nMAB2794t1WXy5MnExMTg6+vL1KlT6du3b4ev3dvbm9DQUHx9fZk2bVqLa9ae68yZMyxfvhxoytg4\nOztjZGREeXk5AQEBGBoaPlDworV06VJefPFFAIKDg/ntb38rtcf99LX9/ffMwcFBb7nWHD16lKKi\nIpYsWQK03Q7QFHSFhIQgl8spLy/nzp07Ou3zJOlU8HT79m22bNnC7t27qa6u5r333hPB08O6/RP0\nsYNfjYTr58GJNoMnbYpbEAShu4iKipJev/DCC1haWmJqakpdXR1GRkZcu3aN/v376+wzdOhQ9u7d\nS25uLnFxcbzyyis6mafWfiTe371kZGSEh4eH1E2llZyc3OZ35fTp0xk/fjw5OTlEREQQHx+Pg4MD\noNs9FR4e3urfuVWrVnHp0iUOHDjArFmz+Pjjj/WWMzU1bTE7+PHjx8nPz0epVCKXyxk1alSrdb2f\nv7+/9Hrs2LFcvHhRJ3hqr+1B/z3TUqlUvPnmm0BToObk5CRtu3XrFu+++y7btm2T3murHUpKStix\nYwd79uzhqaeewtfXV2eR5CdNp7rtjh07xrhx4zA1NaVfv34tPqxCJ9y6BBb2YD4QKkqApvFO+ta2\nA5F5EgShezl//jzLli0D4PDhwzg5OSGTyRg3bhwHDx4Emrro3N3ddfbbv38/Fy9exMvLiwULFnD2\n7Fl69eoldZ+dOHFCp3xBQQEAp0+fZvDgwdL7Tk5O5OfnU1NTg0aj4e2336a2thZnZ2fy8vIASE9P\nZ8+ePTprgyYlJdGjRw/8/Pzw8fGhuLhYOmbz7qnWAqeqqioSExNxcHBg7ty5mJubU1VVpbfs8OHD\nOXz4MABffPEFx44do7y8nF/96lfI5XIOHTqEWq2mvr6+3SeqL126JHWXNTQ0cPLkSYYOHapTpr22\n13fPmrOxsZGu//5ty5cv5/XXX5eCrcrKSrZs2dKiHQwMDGhoaOD27dtYWFjw1FNPce7cOUpKSqir\nq3ti12ntVPBUUlJCTU0NERERBAcHc+zYsa6u13+f2z/C0/ZgZg2VpcC/M0/3P0EBIvMkCELbdu3a\n1aX/bo+joyMajYaZM2fywQcfSBmL+fPns2fPHoKDg6moqOCll17S2W/QoEGsWbOG0NAb+0i3AAAg\nAElEQVRQkpKSCAoKYsyYMdJj9j/++KPOD8iioiJmz55NUVGR1GUFYGVlRWhoKMHBwfj7+9OvXz+M\njY0JDQ3l1KlTKBQKvvnmGyZNmoSTkxP79+/nww8/xNramrCwMGbPns2FCxdaBBjt0QZ6M2fOJDQ0\nFBcXF8zNzaWMSvPsyrJly9i6dSsKhYI9e/bg5OTEuHHjpO7GK1euMGHCBFatWsWoUaNITk5m3759\nes/r4OCAlZUVM2bMICgoiAkTJuDs7Mz58+d577332mz7N954g7q6ulbvWXtOnTpFXl4eycnJ0jQJ\nt2/f5vbt2y3a4Xe/+x0LFizAxMQEU1NTAgMDOXDgAP7+/qxevVrnXjxJZJpOdDa+//77nDp1ii1b\ntlBSUsKsWbP46quv9Ja9/1eDoN8zhZu412sQVZYjsT+1jn94bKOxsZH4+HgWLFjQIvtUWFjIqVOn\nmDVr1mOqsfDforq6mtLSUoYMGfK4qyIILRw6dIiysjICAgIed1WE/yCurq5tbu/UmKe+ffsyatQo\nDAwMsLW1pWfPnty6dQsLC4tOVUIA/lEFz3rAr5zhxHJcXV25e/cuGo2G3/72ty2yTz/99BOGhoai\nbdtx4sQJ0UadpG27c+fO0djYKNqxg8Rn7+E8SPudOnWK7OxsVq9e/R/b1hkZGXqzTwsXLsTFxaXV\n/cTnr/MeJOnTqeDJzc2NN998k//3//4f5eXl3L17t9XASXhAlaXQ2xqe6gM15aDRSN1y+rrtDA0N\nRbed8ItwcnJqMd5BELqDUaNGkZ2d/bir8Uj5+/vrDAwXuodOBU8DBgzA29sbPz8/AN56660urdR/\nparr0Ks/9DABmQE03KOhoUFv4ARizJPwy6qpqeHGjRvY2Ng87qoIgiA8dp2e50lEw12osR5qK+Cp\nf2XvTMzhXjkNDYatPsYpnrYTfgkNDQ0cPnyYYcOG8fnnnxMREfG4qyQIgvDYiRnGu4O7N+Cpp8Hg\nX4PCTfpAzR0aGhpaDZ4MDQ1bLAIpCF2toaGB0tJSbGxsROAkCILwLyJ46g6qrkPPZpOX/WvcU2Nj\nY6vddj169BDddsIjZ2Ji0uEFTQVBEP7TieCpO6gug179/v1vqduu9cyTCJ6EX9rPP/9MdXX1466G\n0E2p1WreeustAgICUCgU0hIr2vmagoODiYqKeqgFzSdOnMi9e/d03vv2229JS0vr0HGqqqo4cuRI\np+sBkJ+fj7e3N5mZmXq3a+taXFyMt7c3SqWyQ8cvLS3lzJkzbZZxcnKS5llSKBQteiPaa/vW7tmj\nNGfOnBbv7dy5k8TExA4dJz8/n8jIyK6qVoeJ4Kk7qC7TzTw9QLedCJ6EX8KPP/7I+fPnAfjqq6+4\ndu3aY66R0F0dOnSIqqoq0tPTWbduHe+++y4ACQkJhISEoFQqsbOz49NPP32o89w/NeH48eMJDAzs\n0DHOnTtHbm7uQ9Xju+++IygoSFo3Tx+NRkNhYSEeHh4dzuAeO3aMwsLCNsuYmZlJM4Cnpqa26Klo\nr+1bu2ePUlJSUov3nsQlWjo9YFzoQvd325k0dds1GLf+tJ0Y8yT8Eu7evcvdu3cBCA0Nfcy1Ebqz\ny5cvM3LkSABsbW0pKSlBrVZz/PhxaQkvT09Ptm/frhPsXL16lcWLF0tPEG/YsIG8vDxyc3NxdXWl\nuroaX19fvvzySwC2bt1KQUEBcrmcLVu2kJ2dTVFREdHR0SiVSvbt24eBgQFeXl7Mnj2biooKFi1a\nRHV1NWZmZmzcuJHVq1dTXV2Nvb091tbWxMfHY2JigqWlJf+fvfOOr6LM/v9nbkty0yvpJKEGCIGE\nFmoQEBXEVVFRRFzkt+6ubVd3BQXF/YogLIhiX7HgriuuBQtFpUkLJEAgBQglhRQSCOnt1pnfH8Od\n3MntKfemnPfrxUufZ56582Tu3JnPnHOeczZs2ACZzPqj8cKFC/juu+8gl8sRHByM0tJS7N27FxKJ\nBNOnT8fjjz8OAKivr8cHH3wAlUqFqKgopKSk4NVXXwXDMPD09MTrr78Ob29vrF27Fjk5OVCr1Viw\nYAFmzJiBd955B3K5HOHh4Zg+fXq7vhNb597cd9a2ZqAlbr31VkybNg2BgYG4++67sXLlSmi1Wkil\nUqxevRphYWFYvXo1cnNzwbIsHnzwQdx9990YP3480tPTcezYMaxZswbBwcEIDg5GVFQUMjIy8J//\n/AebN28GAGFsWloaNm/eDLlcDh8fH7z55puiuZg7TldD4qk70HwD8DSq5H3Tbaf30lPAOOFSKL8T\nYS+DBw/G1q1bsXjxYhQVFaG0tBQ1NTVoaWmBXC4HAAQEBOD69eui/X799VdMmjQJf/7zn3Hu3DlU\nVlZafXgPGTIEf/3rX7Fu3Tr88MMP8PT0BMAXsf3ll1/w5ZdfguM4PPjgg7jtttuwbds2TJ06FQ8/\n/DA+++wzpKWlYenSpbh06RLuv/9+/OlPf8Ly5cuRnJyMPXv2oLa2FkFBQRaPb5jDPffcA39/f9xx\nxx1ISUnB0aNHIZFIsG3bNmGcj48PHn/8cVy6dAmLFi3C4sWL8eqrryI6OhpffPEFvvjiCyxZsgSR\nkZF44YUXoFKpMGvWLNx3333C51sTTmq1Gs899xyuXr2K2bNn49FHHxVtt3XuLX1n9uRt1Ol0mDZt\nGiZPnowXX3wRS5YsQUpKCg4ePIj33nsPf/vb33Dw4EHs2bMHOp0O27dvB9BqZdq4cSM2bNiAIUOG\n4A9/+AOioqJMjmEYW19fjw0bNiAyMhLLli3DkSNHhO+9rq7O7HG6GhJP3YGWGiCgtcAlPPyAujKb\neZ44jgPLshbHEERnUltbi8bGRsr1RJhl6tSpyMzMxMKFCzFkyBAMGDDAxMVmrhrYpEmT8OSTT6Kh\noQGzZ8/GqFGjrMbeTJgwAQAwcuRInDx5EiNGjAAAZGdnCzXiAN5qWlZWhvPnzwuuNYO42L59uzCX\n2267DatWrcKdd96JOXPm2BRO5pg9ezYWL16MO++8E3PnzjX5mw3Hys7OxooVKwAAWq0WCQkJUCgU\nqK2txYIFCyCXy1FTU2P3cZcvXy7U91u4cCHGjBkjnI+2mDv3bb+zuLg4s+MsYbBanT59GkVFRXjv\nvffAsiwCAwPh6+uLmJgY/PnPf8Ztt92Gu+66S7Tv1atXMWTIEADA2LFjoVarLR7H398fK1euhF6v\nR0lJCSZMmCCIJ1vH6SpIPHUHWmr4VAUG3H2Ba3xJDGsxTxKJxOqKPILoKOnp6Rg4cCACAwNRXFyM\nwsJCEk89hG+++QYAMH/+/E5p28Nf/vIX4f9nzZqFwMBAKJVKaDQaKBQKXLt2DSEhIaJ9Bg0ahB9+\n+AFHjhzBxo0bce+994rue5by2bV1LykUCkybNk1wUxnYsmWL1fjQu+66C1OmTMHevXvxpz/9CW+9\n9Rbi4uIA8JadpUuXAgCWLl2KadOmmf2MV155BQUFBdi9ezceeeQRfP3112bHKZVK/Pvf/xb1ZWRk\nID09HV988QWkUilGjx5tca5tMc61mJKSgosXL4rEk61zD5j/zgyUlpYKxYKXL19uYok2WLUUCgU2\nb95sIjw/+ugjnDt3Dj/99BN++OEHfPzxx8I24+eWwYvS9nln+O5ffPFFfPTRR4iLi8Orr75q8jdY\nO05XQU/d7kBLrVg8KbwATaPVgHGJRCKIJ4LoKmpra6HVagHwb5nOeqsjOs78+fNFwqejbVvk5eXh\nxRdfBAAcOnQIw4cPB8MwmDhxIn7++WcAvItu6tSpov127dqFixcvYubMmXjmmWeQm5sLLy8v1NbW\nAjCtM3by5EkAQFZWFgYMaLXYDx8+HOnp6VCpVOA4Dq+99hrUajUSEhJw/PhxAMC2bdvw/fffg2EY\n4d753nvvQSaT4f7778cdd9yB/Px84TPd3NyEYGxLwqmxsRHvvPMO4uLi8MQTT8DX1xeNjY1mxw4d\nOhSHDh0CAOzcuRPHjh1DbW0tQkNDIZVKsW/fPrAsC61WC4ZhrCZCLigowHPPPQeAFxmZmZkYNGiQ\naIytc2/uOzMmMjJS+PutufATExOFMjnHjh3Djh07UFZWhs8//xzDhg3DsmXLTCxqISEhKCwsBMdx\nyMjIAAB4eXmhsrJSmJthdW9jYyPCwsJQX1+P9PR04Z4EwOZxugqyPHUH2lqeFF6ApsmqVYnEE+EM\nrK0kIghjhgwZAo7jcN9998Hd3R0bNmwAADz11FNYtmwZvvrqK0RERJgE88bExGDVqlVQKpWQSqVY\nuXIlQkJCsHHjRixatAipqamQSqXC+EuXLuHLL78EwzB4+umn8euvvwIAwsLCsHjxYixcuBBSqRQz\nZ86Em5sbFi9ejOeffx6LFi2Cl5cXNm7ciLKyMmzYsAFhYWEIDw/Ho48+Cl9fX/j6+mLJkiUO/d0G\noXffffdBqVQiKSkJvr6+wosvwzDC/7/44ot4+eWX8dFHH8Hd3R0bN26ERCLBRx99hEWLFmHGjBlI\nTU3FK6+8gjlz5mDZsmUIDAw0cQUCQFxcHMLCwjB//nxIJBLMmDEDCQkJyMvLw549ezBx4kSL5/7Z\nZ5/F66+/bvE7swfjF/snn3wSL7zwAnbu3AmGYfD6668jJCQEZ86cwa5du6BQKAQhbtjvr3/9K55+\n+mlEREQgLCwMAC8ulUolFixYgKSkJMHKvXDhQjz44IOIiYnB0qVL8fbbb+PZZ58FwzAWj9PVMJwj\nDs52QJWd7eCNeOCxPYDvTXfIlaPA/ldxZNBKfPXVV3j77bdNdikuLsYrr7yCN998Ez4+Pk6ecM+B\nrr/20/bcsSyLc+fOWYypIMTQtdcx7D1/X331FUpLSwUrDMFD11/7sefckeWpO6Cq5YPEDSg8AU2j\n1ZgnsjwRXQ3Hcdi5cyfuuOMO4TrcsWOH4I4hCFdz+vRpbNmyxSTOqTfx1VdfYceOHSb9zz33HEaN\nGuWCGREAiSfXo1PxhYHlnq19ck9A00wxT4RLYVkWdXV1wjUokUiwfPlyF8+KIFoZPXq0EGvTW3ng\ngQdEgeFE94ACxl2NIVjcWCQpPO2KeTIOeiSIzkYqleKhhx5y9TQIgiC6HSSeXE3bYHEAUChtiiep\nVAqJRGJ1NQZBdDYFBQWoq6tz9TQIgiBcCoknV2NOPMk9AW2TzZgnsjwRXUldXZ2wxNvAmTNnqL4d\nQRB9Hop5cjWqOj4ppjFSOSCRQ6fVUKoCwmXodDqTCvb33HOPi2ZDEATRfSDx5GrU9YC7mVQDCiVY\nrcai5UkqlZLliehSAgMDaakzQRCEGcht52pU9YDC27Rf4QW9Tk2WJ6JbcePGDVy5csXV0yAIgnAp\nJJ5cjSXLk1wJvU5Lq+0Il1FcXIzLly+L+gyFVgmCIPoy5LZzNep6wM2c5ckTeq1l8URuO6Kr0Wq1\nJqs5ExMTkZiY6KIZEQRBdA/I8uRq1A2Am69pv8ITer2WVtsRLmPAgAEYOnSoq6dBEATR7SDx5Gos\nBox7gtXrrLrtAJB4IpyKRqNBVlaWq6dBEAThUkg8uRp1g2W3nc66eKIkmURXkp2dbZIQU6vVIi0t\nzUUzIgiC6B6QeHI1qnrAzULAuJUM4wzDQCKRQKvVdvEEib6KVqsFx3GiPk9PT/zpT39y0YwIgiC6\nBySeXI0ly5Pc02qGcQBkeSK6lOTkZPj5+bl6GgRBEN0OEk+uRl1nIVWBBziWtWh5AkCWJ8Il5Obm\noqmpydXTIAiCcBkknlyNtdV2NsSTVColyxPRJajVapw8edLstqysLDQ2Njp5RgRBEN0HyvPkSjjO\nitvOA3q2ARIZiSfC+ej1erAsa3bbwoULnTwbgiCI7gVZnlyJthmQyPlCwG2RK8HqWasxT1KplNx2\nRJegVCoxbtw4V0+DIAiiW0LiyZVYsjoB/Go7O2KeKM8T4WxKS0tRWlrq6mkQBEG4DBJPrsRSgkwA\nUCjBchykUqnF3cltR3QVxcXFuHTpktltJSUlJJ4IgujTUMyTK1E3mM/xBPBuO5Yjtx3hEliWNcnx\nZCAlJcXJsyEIguhekHhyJao6q247eyxP5LYjuoKYmBhUVVW5ehoEQRDdEnLbuRJ1g2W3ndwDehZW\nLU8ymYzEE+F0GhoakJOT4+ppEARBuAwST65EbaE0CwAoPMFxHOV5IlxCRkYGrl+/bnZbU1MTzp49\n6+QZEQRBdB9IPLkSdSOgsOS28wDLgcQT4RKsWTxDQ0OxYMECJ86GIAiie0HiyZVoGgGFp/ltck/o\nOVDME+ESxo4di5CQEFdPgyAIoltC4smVaJqsiCcPsDbcdjKZjCxPRJfDcRzy8/NFq++OHz9OKz0J\nguizkHhyJZomQOFlfpvMHRzHwIr3hCxPRJfx008/Qa1WAwB0Oh2am5tRX1+P4uJiAMDZs2eh0Whc\nOUWCIAiXQeLJlWibADcL4olhwHKADJbFEYknoquQSCSC1VMulyMhIQEMwwhu5MceewyenhaspgRB\nEL0cEk+uRN1g0W3HcRyf54mzLI4oVQHRVcyZMwdyubjmoo+PDyIiIlw0I4IgiO4DiSdXYsVtx7Is\nwLGQwXJME4knoqvR6/XIzs42yTZ+8eJFlJeXu2hWBEEQroXEkyuxEjDOsiw4loWUxBPhZOrq6rB7\n924A/HXo7e0tpC7Iz89HXV0dysrKUF1d7cppEgRBuAwqz+JKrIgnjuPAcSyknGXxRDFPRFfh5uYG\ngI93io2NFfo9PDwgk8kwffp0V02NIAjC5ZDlyZVYyfNkKMwqg+Xl4GR5IroCX19f3HLLLWa3hYeH\nU6A4QRB9nnaLJ5VKhZkzZ2L79u2dOZ++hcZyhnE+5omDzIrlSSaT8eMIogtgWRbp6ekm8U4AUFVV\nRfXtCILos7Tbbff+++/Dz8/PahkHwga2Yp44FlLOsuVJLpeT5YnodPLy8tDc3AwAiImJEf3Gm5qa\ncOXKFXh5eaG4uBgJCQmumiZBEITLaJd4ys/PR35+PlJTU82+lRJ2wOoBnQqQe5jffNNtJ+UsJyKU\nSqVkeSI6HZlMBrlcDo7j0K9fP9E2uVwOHx8fREZGIjo62kUzJAiCcC3tctutX78eL7zwQmfPpW+h\nbQbkSoAx/xXwAeMcZCzFPBHOZeDAgRYtSgqFApGRkU6eEUEQRPfCYfH0/fffY9SoUYiIiCCrU0ew\nVtcORgHjNtx2ZHkiuoKamhpcu3bN4naO43DgwAG6BxAE0Sdx2G138OBBlJSU4LfffkNFRQUUCgVC\nQ0ORkpJicZ9Tp051aJK9EbfGUgxkZThr4dyoVCroWRZSTmPx/JWVlUGr1dL5tQGdH8fIyclBeHg4\nAgICzJ67mpoaeHl5IT09HZ6enkLJFsIUuvY6Bp2/jkHnr+twWDxt2rRJ+P933nkHkZGRVoUTACQn\nJzs+s95OuRTIC7R4biorK8GAgYzVIMnCGHd3dwB0fq1x6tQpOj8OotVqERcXh5KSErPnrry8HP7+\n/pgwYYILZtdzoGuvY9D56xh0/tqPPaKT8jy5CiulWQDebcdyHGSc2uIYhUJBbjui0xk7diyCg4Mt\nbg8LCxOEO0EQRF+kQxnGn3zyyc6aR9/D7pgny6vtKM8T0RWUlpbaVXolJycHISEhJivyCIIgejtk\neXIVVrKLA8ar7VQWx1DAONEVpKWlYcSIERa3X7t2DYWFhbh+/TqampqcODOCIIjuAdW2cxV2uO04\nDpCxli1PJJ6IzobjOPj4+EAms3xrUCqVkMvlmDFjhhNnRhAE0X0g8eQq1NYtT0LMk96y5YncdkRn\no9frMXPmTKuVA7y9zZcUIgiC6CuQ285VaBrtsDxxkFsJGDdkgSaIzqKmpgZZWVl2jS0vL6f6dgRB\n9ElIPLkKGwHjHMeBZTlI7Yh5IgFFdBYMw6CystLqGI2Gzz3W3NyMqqoqJ82MIAii+0BuO1ehaQK8\nwyxu5t12LOR6y5YnQ1wKy7KUqJDoFKRSKfz8/KyOkclkCA0NRUREBAYMGOCkmREEQXQfyPLkKrT2\npCoAZGyLxTFSqRQSiYTq2xGdhkwms5n0ViKRICIiwkkzIgiC6H6QeHIVNlIVsCwLlmWtpipgGAYM\nw0Cn03XFDIk+yJkzZ6BSWb7mjNFqtdi3b18Xz4ggCKL7QeLJVahtB4yzLAs5qwIsxDQxDAOJRAKt\n1nLxYIJwhKCgIOTm5tocd/bsWTQ0NKCsrMwJsyIIguheUMyTq7AzwzgjkQI6FSD3MDuOxBPRmXh4\neNi1ACEkJARKpRKPPPKIE2ZFEATRvSDx5Co0TYCbZcuTXq8HwzDgZB6AttmqeCK3HdEZaDQaBAUF\nwcvL8nVpwFrtO4IgiN4Oue1chY2YJ51OB4lEAlbqxosnCzAMQ5YnolOoqalBQUGBQ/ukp6dTugKC\nIPocJJ5chY3yLK3iyR3QWBZP5LYjOot+/frZLaDKy8uRn5+Puro6aDSWSwgRBEH0Rsht5yrsiHmy\nx/IklUpJPBGdhq+vL9zd3W2O8/HxgYeHB+V5IgiiT0LiyRVw7M04JqXFIQbLk94Q82QBsjwRnUVd\nXR2GDx8OuVxuc6ynp2XhTxAE0dsht50r0DTxwomxfPr1er2R267J4jgKGCc6i/z8fDQ2Njq0T0FB\nAc6dO9dFMyIIguiekHhyBTZW2gHGlicloG6wOI4sT0RnkZSUhH379qG+vt7mWI1Gg4yMDKhUKjQ3\nW7aMEgRB9EbIbecKbMQ7Aa2WJ73ME1BbfpiR5YnoTIKCguxy28lkMkRHRyM0NNQJsyIIguhekHhy\nBTbSFABGq+3knlYtT1KplMQT0WE4jkN1dTVSU1PtGi+RSEg4EQTRZyG3nSvQWC/NAvCr7aRSqV1u\nOxJPREfRarU4f/68w/s1NDTgwIEDXTAjgiCI7guJJ1fgsNuOLE9E16JQKJCUlIQvv/zS7n3OnDmD\nhoYGNDRYvj4JgiB6IySeXIGdbjve8kTiiXCAqsvA1dPt2lUikSAsLMzu8ZGRkQgKCsK8efPadTyC\nIIieCoknV6BpAhTeVoeIV9vVWRxHbjtCRO0VoCLb4d1aWlqg1WrtjnkC+OByhULh8LEIgiB6OiSe\nXIGdbjupVAq93HrME1meCBEDZgBJi/n/5zi7d6upqcHVq1fbdch9+/Y5nB+KIAiiJ0PiyRU45Lbz\nsime9Hp9Z8+Q6ElomoCjb5mKpS/uBSpy7PqI8PBwuLu7Y+/evXYftri4GIWFhVCpVHQNEgTRp6BU\nBa5A3WgzSabB8sTaWG1Hte0IaFsAuQfAMOL+u94FvOxPJ+Du7o6goCC7xwcEBIDjOMyZM8fufQiC\nIHoDJJ5cgaYJ8Lb+UGu1PNkWT/TW38fxDALG/cG039v+4O/a2lr4+fmhX79+du/j5WX9BYAgCKK3\nQm47V6C1HfMk5HmSewIqyxnGKeapj2Ol7iEAQKe2mqHeQElJSbvjlrKyslBQUNCufQmCIHoiJJ5c\ngR1JMg2WJ1bqAehaANa8QCLLUx9GVQd8OAVgrXz/v60Fcr+z+VEJCQkoKChAVlaW3YdvbGzEqVOn\noNPp6BokCKJPQW47V6BpsiqeWJYVLE9gGMDdl39QKgNNxspkMnpw9VXcfYE/HgEkUstjZqwyjYWy\ngJ+fn1117YTDu7sjJiYGgYGm1yVBEERvhsSTK1BbX23HsiwYhoFEctMw6BEANFebFU/ktuvjyJXW\nt7cRThzHoampCVKpFB4eHkLftWvXMHDgQDB2Ci2AF+4knAiC6IuQeHIFNvI8sSwLgBdGAABlANBS\nbXasTCaDSqXq9CkS3ZzaYv6/ftG2x9aVgJMpcSA9Cz/99BOuXbsGABg4cCDuu+8+DBs2DPn5+e0u\n9FtaWoqrV69i3Lhx7dqfIAiip0HiyRXYiHnS6/XmLU9moJinPkpJBtBSA4z7fzaH6jM+xgendDia\nLQ7qvnz5MtauXYvFixdj9uzZ2LFjB5KSkhAeHm73NI4fP46goCC6BgmC6FOQeHIFNixPBvFkr+WJ\nHlx9kIT5dg/9b8UAHM3ebXH71q1bERwcjLCwMMGVZy+DBg2Cn58fBg4c6NB+BEEQPRlabecKNE1W\nk2Qa3HZiy1OV2bFkeSKscf78eezebVk4GfjXv/6F+Ph4+Pv7O/T5gYGBrSKfIAiij0DiydlwLJ96\nwEqgr0EMtYonf4tuO7lcTgHjfY3yM/w/G+h0Onz66aeivoCAAGzatAnPP/986/UFoL6+Hrt27WrX\ndJqbm9u9L0EQRE+ExJOz0TQBMneAsXzqTQPGAy267eRyOVme+hp1Zfw/Gxw4cAClpaWivqeeegr9\n+vXDqFGjMG/ePNG2H3/8EQ0NlrPZm+PSpUsoLy+na5AgiD4FiSdnYyPHE2DG8kQxT4QxQ+fw/6yg\n1+uxY8cOUd/UqVMxZMgQoX3nnXeKSqzodDqcOHHCoamEhYUhPDwcd955p0P7EQRB9GRIPDkbG8Hi\nQKt4EixPVlbbkduOMEd6ejoqKyuFtlwuxwMPPCAa4+HhgRkzZoj6Dh486NBxvLy8HA4yJwiC6OmQ\neHI2mgarweKAmYBxrxCgqdLsWIVCQZanvkRlHnD+R5vD2sYgTZk4Af43TK1K06dPF7UvX76M2tpa\nh6e1e/fudtfGIwiC6GmQeHI2DrjtBMuTdyjQUGF2LMU89TH0WkCvsTqkqKhIVKiXYRjMmZUKXDBd\ndRcSEoLY2FihzXEcTp8+bfd0qqurcebMGTAMA47j7N6PIAiiJ0PiydnY4bYzuOEE8eTmyz80NaZv\n9iSe+hihCcAI6zme2rreEhISEBYXD8zdZHZ8cnKyqJ2ZmWn3dLy8vBAbG4vbbrsN3t7edu9HEATR\nk6Ekmc5GY72uHdAqngS3HcO0Wp8CxckIu1Q86VRAxr+AS7/y7UG3AuMeB2RuXXM8osNotVocPXpU\n1Jeammp1n6ioKFE7JycHarXaruMpFAooFAqH5kgQBNHTIcuTs1E3Agrrb+gmlt7pvjMAACAASURB\nVCcA8A4DGspNxsrlciFGqlNprgK2zAD2vAQUHeb/7XmJ77MQf0V0MTo1sO8fgBX32JkzZ0SxR15e\nXq2WpevngStpovEsy0Kr1YoK/Go0Gly6dMmhqZ04cQJFRUUO7UMQBNFTIfHkbNrjtgMsxj11ScA4\nqwe+eRS4lmu67VoO8PWjvBuRcC6sFvCN5C2RFsjIyBC1U1JSIJfL+UZzFVAvzg8lkUgwceJEREZG\nivrz8vLsmhLHcThw4IBdYwmCIHoLJJ6cjQNuO5dZnk59AhQesrz9yhHg+Hude0zCNgovYMxjFjdr\ntVqTeKUJEya0NmImAwn3md3XOP8TAFy4cMGuKTEMg8TERIwZMwYxMTF27UMQBNHTIfHkbOxYbafT\n6cBxnKh8htMsT6o64Le14j6//kBAnLjv0D/JfdfNyM3NRUtLi9D28fExEUVtaW5uRlVVlVhkgU9Z\nYO91FRAQAMaKNYwgCKK30W7xtH79eixYsADz58/Hnj17OnNOvRtNo13iCbDP8qRQKMCybOctEz/5\nsbgIsdwTWPILsORXwN23tV/TABx9s3OOSdhHxkdARY7Fzenp6aL22LFjxQIcAHK/BWoKhaZBPPXr\n1w++vq3fr1qtFiXZtEVBQYGJy5AgCKK30i7xdPz4ceTn52Pbtm3YsmUL1qxZ09nz6r3YGfPEcZxd\nMU8Gt12nuO5YHXBii7hv0jO8cPMMBqYuE2879RnQUtPx4xL24d9fLGCN0Ol0OHXqlKhv3LhxpgO1\nLYCuNU9UUFAQBg8ejP379yM8PFw0tKzMdv08gF+dV1tbK75eCYIgejHtSlUwbtw4JCYmAgC8vb3R\n3NwMjuPIdG8PdsQ8abV8MLbYbWfe8iSTycBxHFiW7fjDK2+HOKBY5gGM+3+t7bGP8damput8W9PI\nC6jJf+3YcfsoBouh3d/boFstbjp//jyampqEtpeXF+Lj400Hjn7Y7P7h4eEYPHgwzp8/L/SVl5te\nb+aIjY2llAUEQfQp2iWeJBKJUM/qm2++QWpqKgkne9E0Am7WUxVoNBozlqcwoP4qv0zd6FwbCgN3\niuUp/UNxe+QDfF094WDuwPg/Avv/r7Uv8zPeOsVQ+Jw9NDU1obCwEGVlZWhoaADAu17DwsIwePBg\nkevMEXJyxO685ORkyGS2f943btyAUqlEfHw8JBIJfvjhB2Hb9evX7Tq2cXFhgiCIvkCHnnh79+7F\nt99+i5deeqmz5tP7scNtp9HwbhWReFJ4Agol0HxDNFYmk3WO264iGygW5wDC+MdNxyU/CkiNLAw1\nRUDBbx07dh9ArVbj5MmT2L17N/Ly8gThBPDf95UrV7B3715cvHjR/AeUnQKOvWvx89uKp5EjR5of\nqNcA+1cLuaKqq6uFIPP+/fuLXoJqamrQ3Nxsz5+H+vp67Ny5066xBEG0D47jcPnyZZP+goKCrsn3\nR1ik3RnGDx8+jH/961/YsmWLzTfPtrEYfZn42koUXS5GS6V5FwfHcdBqtaiursaVK1cQHx8vnL94\neSCuHN+LZr/BwniDcDpz5kyH3CbROZsQbNSuDxyFSyUtQInpdxfTbwoCr+4T2jV7N6Ggtn0WE2fg\n6uuvubkZlZWVNm9uHMchOzsbxcXF8Pf3F22Tt1yHW7MHGs38Lc3Nzbhy5Yqoz1wM1M2DoN+Nelw7\nmQFI+J9/Q0MDtm7dijFjxsDf3x/V1dXC8F9//dUkA7m549fV1aGiosLl57q7QeejY9D5E1NYWIjt\n27fjscceE6zUVVVV+Oqrr/Dwww/Dx8dHNJ7OX9fRLvHU0NCA9evXY+vWrSZfljna1s7q0xxlMWzU\nGCBggNnNKpUK5eXl8PX1xcCBfCkW4fxdHIT4cC8gXnw+GYZBfHw8/Pz82jcnTSPw62+iLp8ZzyE5\n3sL3FvQc8FmrePK/nobkIZGAV7/2Hb8LOXXqlMuuP47jkJeXh8LCQotjzBXUra2txbBhw0wCuC2R\nlia2GMbExGDKlCmWdxgzBpFtuvR6PRISEpCbm4sjR44I/XK53Ob5U6vV0Ol08PS0blHta7jy2usN\n0PkzJSkpCRUVFbhy5Qp+//vfQ6/XY9WqVXjooYcwffp00Vg6f+3HHtHZLrfdrl27UFtbi2eeeQaL\nFi3CokWL7A4u7fPYKM+iVqvh5uZmPgDcN9IkQzTAx6AZgszbRe53fOoBA179gMG3Wx4fPREIMsof\nxOqA0/9p//F7IRzH4fTp0zh79qzJNm9vbyQnJ+Ouu+7CPffcg/Hjx5vEJ2VmZtr9nebmijPBJyQk\n2LUfy7IoLi4GwC8C8fDwQGxsrGiMNeFnwM3NjYQTQXQhBqs1wzBYunQp8vPzUVdXh127dkGpVOKW\nW24xGUt0Le0STw888AAOHz6Mf//738K/sLCwzp5b78RGzFNTUxOUSiX0er1pjh7fSKCuxGQfqVRq\ndyFXs2R+Jm6PehiQyi2PZxg+9smY0/8GOPrRArxwOnnyJAoKCkT9DMNg+PDhmDVrFmJjYyGXy8Ew\nDKKiojBp0iRRvJFKpcK5c+dad/72MUDdgLZwHGcS72RTPFXkABkfQa/X48YNcQxde8STge3bt0Ol\nUtk9niAI25w5cwavvfYaamtrAQDu7u548sknodVqMWnSJPzxj38U7h35+flYvny53WlGiPZDS6Sc\nCasH9GpArrQ4pKGhAV5eXtDr9aaWJ59IoK7UZB+JRCIEmTtMRTYfjGxM0iO29xu5oE3geCFQdMTy\n+D4Cx3HIysoyiUFSKBSYMmWKsKqtLcHBwRg6dKioLz8/nw/m5jhgxHyzyVXLy8tRVdWa1FQul2Pw\n4MEm40R4+AH+/SGXy5GUlASVSoWPP/4YAO/yMxZxFRUVoqzl5tBqtThw4ACUSmXnJWslCAIAv/gj\nPj4eK1asEFKJhIaGIigoCAEBAQgICIBer8f27duxfv16TJ8+Hf36db8Qit4GiSdnom3iM3ZbSevQ\n0NAAb29v8+LJgttOKpW23213aqu4PeAWwD/G9n7KACD+TnHf6c/bN4dexIULF0xWw7i7uyM1NRUh\nISFW9x06dKiQAgTgze+XLl3ir5cht5u9btpanYYOHWp74YBvlChnlEQiwfDhw4W5GluROY5DUVGR\n1Y+TyWQYPXo0Zs+eLZo/QRAdRyKRYP78+Xj88cfxwQcfoLGx0WTM2bNnUVNTg3/+85+4/fbb7UpT\nQnQMEk/ORG07QeaNGzcQGBhoIeYpwqzlqd3iSdME5PxP3Jf0qP37j25joTr3I9BSbX5sH+Dq1asm\n8UcG4WTPwgqpVGpifSosLBTK9ZijvfFOAJ+KoKamBgqFQlTbzlHXHcMw7V+sQBCEWT777DPRy9HI\nkSOxceNGs6vbR44ciSVLlojuM+ZEFtF5kHhyJjbinZqbm6HRaODr62s+5sk7DGi6AejFQkkqlbbP\nbZfzP0Bd39r2DAGG3GH//rFT+aLBBvRqIPtrx+fRC2hsbMSJEydEfXK5HJMnT3YoiWRMTIzIcqTV\nalFy8D/A+R9Nxup0OnFcFIARI0bYd6DMrWgpTDebx6m9cU9HjhwxcVcSBNE+xo4di/fffx/fffed\nEARuj0WppKQE7777LrZu3YqaGiqf1VWQeHImNkqzVFdXIygoCAzDmLc8SWT8SriGq6JuqVRq1Tph\nFlYPpG0W941aaD1QvC2MBBi9SNx3+nMhAWNfQafTIS0tTWT9YxgGKSkpDltkpFKpiXgp5kKB8NEm\nY4WYqJv4+PggOjravgP1G4HwmEGIiIhAUVERduzYIWxqj3g6ceIEdDoduQsIopMYPnw4XnvtNeTm\n5uKLL76wa59vv/0Wa9asQVRUFJYuXWqSL47oPOhO50xslGapqakRHrZmY56AVtedkcWnXW678z8C\n1UarwSRycR07exm1EPhtTetKu2u5QPlpIDzJ8c/qoZw5cwb19fWivpEjR9qMcbJETEwMLly4ILQr\naxvRLA9E22UGbV12I0aMMBuMbpaI1vwv3t7eIsFkCBo3BH+Xl5ejubkZSqXlhQ7x8fFwd3cn8UQQ\nHaC6uhp79+7FvffeC6lUCn9/f6xYscJuF9y0adMwd+5cuLm5UYLMLoYsT87Ehtuuvr5eyBpr1m0H\n3ExXIA4ad1g8cRxwdJO4b+QDgE+E/Z9hwCfctGBtZt8JHL969apJQHVUVJSQ4LQ9eHt7m7wxlpSY\npqhoGyxut8sOfCB4fn4+OI5DYGCgEDAOAB4eHiZB47bccV5eXiScCKKDeHt7o6KiAmvXrkVdXR0A\n/v5ub83LoKAguLm5Ce2KigocP368S+ba1yHx5ExsuO1aWlqE1Up6vd78w8gnwiTXk8PiKX8fUJ4l\n7pv4tP37t6Wt6y7nG14o9nLUarXJ252Pjw+Sk5M7XCi7rfutrXhqbm42WdXnSLA4x3FoOP2dxQD/\nuLg4UbttzipzXLhwwSTuiyAI+5HL5XjyySfRv39/rFy5UpSGxF4Mud+2b9+OVatWUc6nLoLEkzPR\nNJnN1WPA2DXCsqwFy1OUSboCh8QTxwL7/0/cN3QuEDzE/Hh7GDSbDzY3oGkAzn7X/s/rIWRnZ4uS\nkzIMg7Fjx3aKBSYyUlxApba2VuQaPH/+vCiTcHh4OAIDA+3+fIlEglFjJ4KRK3H8+HET0eNo3FNR\nURHKysrg7u5u9xwIojMpKiqymZOsO8JxHD777DMh279EIsGiRYuwePHidsUssSyLXbt2YcCAAdi8\neTPuvffezp4yARJPzkXdaFE86fV66HQ6weRqOebJNFGmTCazXzyd+97U6jTlOfv2tYRUDox6SNyX\n/mGvDhy/ceOGiSsrPj6+0wI0PTw8TGKmrl5tXSjgcFZxc/SfBMh5F13bpHptxZMty1NYWBgmTpzY\nvnkQhIOo1WoTi0phYaEoNujq1as4ffq0s6fmMAzDYPDgwVizZo2QBBMAxowZY38MoxFSqRTLli3D\nyJEjRS48onMh8eRMrMQ8GVx2BnePRcuTj2muJ5lMZt9qO70W2L9a3Dfsd50T3J38KAAjV9W1HOBK\n78w4zrKsyU3Zx8fHJEdTR4mIEMegGdeP7Ei8E8A/WAyWrP79+5u4Cc1lGjeX1sCAm5sbWZ0Ip8Gy\nLE6ePCmy/La9D5aVlYnShNTU1KCystKp87SXiRMn4oknnsBbb72FrKws2zs4QEFBAd577z1yqXcy\nJJ6ciZWYp+bmZlF2ZsuWpyigvp2Wp6z/AtX5rW1GCkxfadfUbeIfCwydI+47/n7nfHY348qVK0Iw\np4HRo0e36y3RGm3rRVZVVUGtVqOqqkokpCQSCeLj4x36bJ1OB7bpBvCfe8xud3d3R0BAgKjPluuu\nuroaO3fudGgeBGEv9fX1wgpQDw8PREREID+/9X4mk8mg1+sB8OKqvLxc9AKSl5dnsirWlRw5cgQ/\n//yz0E5ISMCyZctMXpraS0VFBVatWoU333wT0dHRDt8jCOuQeHIm6gaLqQo0Go3IxGpRPHn48xYk\noyKxdoknnRo4uF7cN/phIGiQ3dO3yYQ/i9sXdonTIfQC9Hq9SWLKqKgoBAcHd/qxlEol/LzF5U7K\ny8tNrE4DBw60mkbAHNHR0fALjQFmrML27duFeAtj2rryrLnumpubkZGRAW9vy6k4CKK96PV6HD58\nWLSydciQIcjPzxesTZGRkfD05F9Oa2tr4enpKfwumpubcf36dZGF9cyZM+0KyO4sAgMD8dNPP2Hb\ntm2CKIyNjUVQUFCnfL5CocCcOXOwadMmzJ0716FkvYRtSDw5E3Ud4G4+aaJGoxFllrYonhiGd90Z\nBY3L5XLbGcYzt4otVlI3YNoyh6Zvk+iJQOhIow7ONBFnD+fy5cuioFSJRNKlcT5hkTGitrkSMO0+\nPiMBwhIxePBgs0uh24qntqv7jHF3d8fkyZMxderU9s3FFhwrbv/4JFBrJPj0ml4dY9fXkUqlSElJ\nQU5OjmA98vb2xtixYwX3clRUlBBzGBAQgNTUVGH/goICREdHQy7nkwDX19ejpKTErrJJXUV8fDzW\nrl2LK1eu4NNPP+30zw8ICMC4ceNEz5HuZHnr6ZB4ciaqesDN/I+1rXiyGPMEmASNKxQK65YnbTNw\neIO4b8yS9uV1sgbDABOeEPed/o/Zenw9EZ1OJ0peCQADBgxw2OrjCOHh4aJ2RUUFsrOzRX2Oiqdr\n166J3H7Dhw83K57aHjsvL094Q26LRCLpujfbC7uAj2eJ+4qPA1qjlVWH3wAOtbGsEj2e8vJy4ZoL\nCAhAUlISMjIyhL7Q0FDzL5mAqD8iIgKDBw8W2ufPn8fAgQMFMaVWq5GZmWnx+u5MjBd++Pj44O9/\n/ztmzpzZZcdjWRZZWVlYt24dVqxY0f4i8oQIEk/ORFUHuJtPdqZWq+2zPAEmQeM2xdPp/wCN11rb\nciUw+a8OTd1uRtwrrnfHaoGjb3XNsZxMfn6+yMInk8k6PUhcxK8r4Fe0SxSIfePGDdGKIqVSiQED\nBjj0sXK5vDWdQtFh4DvzmeVDQkJEcXgNDQ2iG785tm3bJgribTfNRu6U6BTg+jlxfjNOD0iMfh95\nP/G1Fg00XuOtUUSPxfDQz87OFkRNZGQkxo8f73AeNX9/f8Glp9FoUF1dLUpkm5WVBalU2uH8bLbQ\narXYtGkTNmzYgGvX+HuyRCKxv6xSO9iwYQO+/PJLjB8/Hhs3bhQEI9ExSDw5EyviSavV2i+efKPs\nF08cC6S3Cdwe+//4GnldgVRumvogcyvQUG5+fA9Br9fj0qVLor5BgwZ17VLg6SvBDJsnsgAZbrgG\nEhISLF8nFggICGiN0QpPwrslw8yu1pRIJKK3dYC3Plni8OHD8Pb27vjbe9VlYPMooPE63/bwB0Yu\nAC62BteC1fNuRwCoKeTHRo7j2xwHfPsYkP1Vx+ZBuBSJRILU1FTcuHEDOTk5wnXV0bg6hUKB2bNn\nCyKioqICN27cEGXZN86h1pnI5XKsWbMGgwcPxksvvYRffvmlS45jzB/+8AesXbsWqampomcM0TFI\nPDkTdT3gbtttx7KsDfEUKYpfksvllsXTpV9Na9i1DezubBIf5AWeAb0aONqzY5+KioqgUqmEtlQq\n7VAJFruQewBu3qJVd23FU2JiYocOwcmVSBo3weK11tayZpyHpi3Jycm4/fbbO56yIHAgED8POLiu\ntW/848BVo/QQv/sA8A7l/788m0+5YbBE5e0Amm7w16EBXSdYwwinoFKpBKHk7u6OadOmoampqVMT\nYBqHRBQUFCApKUmwxra0tGDv3r2oqanptOMZI5fLMW/ePKxdu9Zhq3F78PPzE1nULl26ZPUliLAP\nEk/OxIrlyVg8GUqzWDQh+zrgtjv+rrg94t7Wh05XIVWYugVPfSJ2HfYgWJY1G+vUpVYnVicEQIeE\nhEAqlUKtVqO6WlxOxVHxlJ+fL3K9MQyDlJQUMJze7Hhz4smSZUmpVLY/XUPaZiDt7db27Nd44V91\ncyl68FBgntG13H8i734GgGF3AbffjHfSqYA9K4HbXgckN12T5WeAf03lzynR7Tl79iyOHDkipB2Q\nyWRISUnpstjClJQUhIby90SNRoPDhw8jODhYKNLeGbAsi23btqG0tPW+HRgY2PUvYDfR6XQ4evQo\nXnrpJbzzzjtdJgz7EiSenIVey7/9ys3neTIWTzqdznqJjzZuOzc3N/NJMq+dBQoPifsm/MnhqbeL\nUQ8D3kYBxzoVH9TbAykuLhYliJRIJBg0qBNTPJjjwm5gOx+LJJVKERoaapLgLzo62uGM5sHBwabB\n4ZmfA7+8aHZ8XFycyNRfU1NjtUjwkSNHrK7Ks0jsNODwP3mXHcCvSr3zLUBV2zrGWjyKYZtew9dp\njEvl2zoVsP2PwORnW8UU0a0ZPXo0fH19cfXqVZOXha7A8JLKcRyOHj2K/v37Y9SoUaL+jqLX6+Hm\n5obVq1djw4YNuHjxYoc/0xEqKyvx22+/4Xe/+x02bdqElJQUpx6/N0LiyVkYXHYWHgAOiSefcKD+\nqrB826LlKXOruN1/EhA2ql3TdxiZm6n16eTHfHxKD4LjOBOrU0xMjCiQukuIvxOY947QDAsLQ0VF\nhWhIe1x2Pj4+QuAswK9m2pYn4S01ZpDL5Sar+U6ePGl2bH5+Purq6ux32xUe5MUNAIQlAjNW8SkI\nDGkJBtwCRCTb91kG3HyAMY+1tg+8BgQNBBLu59scB/z0DFCRY35/wuVIJBKMHDkSAQEBZvOPdRUM\nw2DMmDEYMmSIIJxu3LiB3377zb4KDlaQy+W4++67sXnzZiQmJpoUFO9qwsLCsGLFCiQnJwvWYZZl\nnbK6sLdC4slZqOospingOM4x8SRXAm5efFwHePFk8uPWqYGc/4n7xi5t9/TbRdJiwNdoFQmr5R9m\nPYirV6+ioaE1ISnDMBgypANFlB1B1ipCgoODTcRT22Du9uDl5YURI0e1Bl+bITlZLGAyMzPNjouK\nisKtt95qUtTYLBwHHHkD+PkFowMtAcKT+ReDzsIrFJjzZutLy5kvgOI0ICDW+n6EU9FoNDh06BBq\na1stjZ6enhg1ykkvezcxDkYvKytDWloaYmNjO1Ts2+B+BPh79axZs/Dggw9a2aNr4TgOGRkZWLZs\nmdMtYL0JEk/Owkq8k16vB8MwQtCuTfEE3Mz1xC/dNuu2u7gbaDHya3v4A0PalE/pamRuwPQV4r6c\nr00LE3dTOI4zCayMiooSWW66BL1G7K4CH9RqnCZBoVA4nFfp1KlTJgLM29ubr4un1/DXqBlGjx4t\nir8rKirCjRs3TMYpFAr7l0EzDDD/U976lPNNa9/s1/hru7NIeQLwvJmxubYY2PcKf1xDge4bl8Qp\nEAiXIJfL0b9/fxw+fBhnz57tstVu9nLt2jWcPXsW06ZNQ0xMTIc+68MPP8SmTZva587uZC5fvoyV\nK1fi+++/x8MPP9wpL2B9FRJPzkJdb1ewOMCLJ5vLz30ihSzjZi1PZ74Qt0fcx4sZZzPyfqBfmySO\ne1c5fx7t4Pr16yaBlU6xOl3LBb5ZIupKT08Xtc258WwxYsQIBAYGmt949C0+H5gZfH19TWK8jhwx\nX/S5qKgI+/fvN38MVgf87+HWeD2PAODBbcD+f/C/j66m6Ahfy7HfzSLK2mZ+Pm3jAgmnwzAM+vfv\nj5kzZ6K2ttZmHcWuJigoCNOnTxfFBxYVFbUrBmvJkiWIj4/H5s2bsXr1ajQ1NXXmVB1CoVBg3rx5\nWL16NRITE7s8r1VvhsSTs2iptVs8GVbbWcUoy7iHh4dYPDVUAJf3isePXtiuaXcYRgLMfEXcV3AA\nyLfwgO1GtLU6hYeHm83E3emEJwELvxWaer3eJM4oIiIClZWVDi3fdnNzM7EMnThxAocOHQKm/I23\n0lhgwoQJovaBAwdMrANqtRonT540KSgsIJEBEWOAbQ8CmpsPkKDBwB+PWnRpdyqjHgKSH21t736e\nj7VKfKi1j2JAnIparUZxcbGo4O/EiRMRFxfn0nlJpVLht6LT6XDixAnk5eW1S2y4u7vjtttuwxtv\nvIHbb7+9SysS2CI6Ohrjx48X4p40Gg2+++47UeJdwj5IPDmLpkrA03zxWI1GI3qo2e+24y1PSqVS\nLJ6yvxLXAus3AgjtWD6gDjFgBhAzRdy37xXTemXdiOrqapPVbU6LdQJECwvaVoOXy+UICQkBANHS\nZ2tYSmURERHBuyVsPBQmT54sukYrKytx9uxZ0RhDIVKTOBVDugEAmPgM0G848P0fW79/ZwinthQc\nAIqPAXdsbP3bL+wCfujiHGiECI1Gg7y8PKSlpQkvAgzDdBuLiE6nEyypM2fOdGh1a01NjaiYtkwm\nQ3Jycrf527KysvD888+jpKREFJdF2AeJJ2fRVAl4hpjdZM5tZ5944peMiyxPHAdkfSkem/iQzYdj\nl8IwwMx/iPvKs4Dc71wzHztoa3UKDg627PLqTFpqgErx6r6MjAxROywsTHhztHc10sGDB82+XYaH\nh7eWhmi8bjH+x8vLC+PGjRP1/fzzz6I2wzCmqxC1zcDn84C8nYZBwNy3AP/Y1pV2riB2GvDoLsDt\nZoDw9fP8Sj/jlXpEl+Pt7Y2ZM2fCz88Pe/fuFQWMdwdkMhnGjh2LsWPHCvdkvV6PqqoqG3vymcvf\neOMNrFmzRpQhvTuQkZGBTz75BI8++iieeeYZ51jUexkknpyFDcuTccJFu8RT0BDgOv+A9/DwgF6v\n590oFVlApVEWaEYKJNzX4el3mIhkPgu0Mfv/r1vWH6urqzOp4eY0q1PlBT7v0k10Oh2OHTsmGhIR\n0VrQuaamxi6T+y233GI7wPzCTlN3b5vPMOb06dMoKioyGffpp5+2vsnKlcD9nwM/PdWaHkDmBsz6\nv9Ykl66AkbSWKGqu5l2Jt74GRI7h+/Ra4Eqa6+bXy9FqtcI1IpFIMHz4cEydOhU+Pi6wQtrA2NpU\nV1eH/fv32xWTFR8fjzfffBOTJk3C559/bhK36EqSkpKwfv16kZW4sLBQZOEmrEPiyVk0XW9d9dOG\ndrntggbzMU/aZri5uUGv1/PWp6xt4nGDZgFe5i1eTueWl8WJCmuvACc+dt18LNDWHeXn54d+/bqo\nFmBboifwK85ukpmZKRJHnp6eiI+PF+1iz43cUubvb775pjXpZfLv+X8WGDp0qElG5O3bt4vaGRkZ\nCPTxBLv7BV6AALxwvn098PUjrX3dCVYHpDwpLufy83I+63k3shb0JoqLi7Fnzx7Rqk1fX9/2Z6h3\nAoWFhTh48CAGDhxokr7DEjKZDNOmTcO6deswduzYLp6h/chkMuGFnWVZ7Ny5E+vWrUNZWZmLZ9Zz\n6L5Xam+jsdKiiGmX204q55P/XT8PhUIBvV4PTUsznwrAmJELOjrzziNwAJD0qLjv0DpxSgUXU11d\nbWJ1GjZsmMviFA4ePChqmwumLSwstBizoNfrzaYVMDBixAi74zgYhsHd0CzODQAAIABJREFUd98t\n6jtx4oTIdThq1CjMvetuyBuuALv+1io+RswHFv3AX7fdDa8QcQ60U58CRYeAuz90rbu7FzNgwAAk\nJCTg+PHjOHPmTI+IuZHL5Zg+fTpiY2OF+4Fx+hADGo0Gb7/9Ns6dOye46iQSicMFvJ1BU1MT1q1b\nh4yMDLz66qsmL2aEZUg8OQsH3HZarda+pGz9EoCKHEgkEkgkErRcPgQ0Gz0o3X2BIbd3dOady7Rl\nrTl2AF44HdrguvkYwXEccnNzRX0BAQGiwrxdSnkWUHpCaNbU1ODMmTOiIdOmTUN0dLTIUqnRaCzG\nPjU3N1uNixo6dKjYVVKVL5pDW0aNGoXYWHGCyW+/vbkysKUaCoUCEpkcuGcLUJoBZHzYOtAvGt2e\nxut8QeIF21pXx9aX8YHkbPd/wHd3jON+IiIiMGvWLEil0m4TRG2NyMhIURLNK1eu4JdffjFZ8SqR\nSDBixAh8/PHHePnll3H69Om2H9VtcHd3x9ixY/Hyyy8jOJh/Pul0OrPueEIMiSdnYUM8tU1VYNdb\nSr8RfE4g8CudGs+3iVcZfo8oS3W3wCvEtGxLxodAdYH58U6kvLwc169fF/UNHz7ceTf2pkqgoVxo\nHjlyRPSwiYqKErIdtxUwly9fNhuQ6u3tjaSkJPvnUFcMVFquuG7J+nTx1GHgvQlAdQGOHj2K7AuF\nwIIveUHYk1xfXiHAExm8lRQA1A3Afx8AAgcBku5nOehpZGZm4tKlS8K16ubmhoSEhG7trmuLVqtF\nRkYG8vLyMGXKFJNFEjKZDNOnT8c///lP3HnnnXYFl7sKqVSKmTNnCs+bhoYGrFu3Dj/88IOLZ9b9\n6TlXbE9GpwK0LXyxUzO0K+YJAEJHCEG4crkcjSXnxNsTXVcCwCoTnuCTfBpgtS5PnKnX65GVJc58\nHhIS4rxYJwAYOBOInweAj0M4cOCAaPO0adMEITdgwADRNnNB7rbQarV48803xZ1x04HRi6zul5yc\nbOI6/O9P+8BN+Ruqv/4LykqL+VxP/jHA797vea4vQ+oEVgd88ygfszXpL63bm7u+WG1vZciQISgp\nKcGhQ4dExbZ7EnV1dZDJZJgxYwb8/MT39NraWpGrbty4cZg5c6YrpukwJSUleOmllxAbG4unnnrK\n1dPp9pB4cgZ1ZYBPmNWiwG3ddnaVuQhL5C1PrA5uMgZNrJHg8o8FIsdZ3teVyD34IrDGnP+Rz7vj\nIi5dumSS+bc9hXc7i9zcXFEGcalUikmTJgltT09P0ao7AMjJyRHFjhQUFKCuznzJFYC3IqWmpjo8\nN4ZhsHChOOnqxYsXcZIZDb+IwbgHu+2rb9fdUTcAIcOAOUa5oPJ2AJ/cygsrwmG8vLyQmpqKkJAQ\nizUSuztBQUFISkoSXnB1Oh0yMzNRUlKCLVu24OWXX0ZmZma3Sk1gD5cvX8b8+fPx0EMPCZbA0tJS\nqFQuTCnSjSHx5AxqCnkxY4G2bju1Wi0SUxZx9wN8woFrZ+EGNZo4Ixedq3M72SJhPhA+Wtz36wqX\nJM5sbGzEuXNiq92AAQOcm/tk3z/46+Qme/bsEW0eP368yXyGDx8uarf9O8xlFDdGJpOZL7xaVwoc\ne8fqdOPj45GUOELU9+WXX4Kd9SpkU5+1um+PwcMfmPVq6wrRslPAT08D93wkXjVKWEWv1+PUqVNC\nbJBEIkF8fLzoZaCnUltbKyTRjIiIwLPPPou5c+fi66+/xqpVq3pEILyB6dOnY/LkyUL77NmzWL16\nNfLz863s1Xch8eQMrIgnjuNMxFNbS5RVIsYAp/8Dd2jRyN3MmyORA0mPdHTWXQsjAW5dI+4rO+X0\nxJkcx+HUqVOiUiNyuRzDhg1z6jwQkSwkUa2srDR5K7/11ltNdvHx8TFxn124cEFw30VERLSvFISb\nl/Ws3zfTDTz48GJRPFhFRQUOHDqCJp9B2LJli+PH7c601ADbHgLmvdMq+vVa4OTHFEhuA4lEAqVS\niX379omy9veEIHFr6PV6HD16FLGxsRg9erSwcGfcuHFYs2YNlixZ0i1X2NnD0aNH8fbbb+Ppp582\neUkjeEg8OYOKXL4khRn0ej0YhhH9yOy2PAF8Ur+8n+Ah0aIRNx+Uw+8GvEM7Ouuup/9EIP5Ocd++\nV/j4MCdRUFBgUoYlMTHR/vPfWQydCyg8AQB79+4Vmfz79+9vUpjXwIgRI+DuLl4UcPz4cbvytZw9\nexY7duww3eDuZ1l8Fx0BPrsD0KkQERGB6dOnizZ/8803SE9Pd94KRWfh4Q88/B0w5A6+zXHAjr8A\nF38B0LPcM86GYRjEx8djzJgxOH78OMrLy23v1AOQSqWYNWsWBg0ahH379uHAgQOorKzEwYMHwXEc\nX/aoB6LX63H8+HGsWLFCeInkOA4ZGRk9zhXZlZB4cgZXM/n4JDO0tTpZ6rOIMhhoKIeSUaOJu7nq\nY/wfOzJb5zLzH7ylzEBdCXD0TcvjO5H6+npkZ2eL+kJCQtC/f3+nHF/A6Iak0WhMAsVvvfVWi2/p\nCoUC48ePF21nWRbHjh1Ddna2VbdBWFgYRowYYXG7WfpP4ksD/fgUwHG49957RUKzoaEBFy5cwJw5\ncxz73J6A8QvQkY1ARTYw/5NWF55O7Zp5dVMqKipEtd1CQ0Nxyy23ICjIfLLgnojhPj1gwADs3bsX\nq1at4tN19KDVg22RSqV47rnnEBUVBYC/n3zyySfYsWOH2bxWfZWe+w33FOqvArXFQLj55eJqtdpE\nKDlkeTrL59jxYlrQxLkBkWN5F1BPIWAAMO4P4r4jb5jUd+tsWJZFRkaGSFy4pHDnjUvA563Wt2PH\njokyiiuVSkycONHqRwQHB2P06NEm/RcvXsSvv/6KsrIys2+MAQEBVt+O+2etB4oO8+kTrhzlOxkG\nuOs9oOoScHQT/P39cdddd4n2O3z4sEmW9l6Fup63OD30v9acZRU5wAeTSEAZ4eXlhQsXLoiSRXp6\netq3GKaHoVQqMXbsWNxzzz3YuXMnVCqV3TXwujMsy+Ljjz9GSUkJli9f7nyLfDeGxFNXotfybqiR\nCyxmVlapVCZuF7stT1czgXPfAwB80IAmzh3c+B5YFX7q38VFk/UaYMczXRo8npuba1KEdNSoUfD0\n9OyyY5olcCBw978A8Deqtm601NRUu25YcXFxSEpKMhF+TU1NOHbsGPbv34+KigqHzO7lgx4BolN4\n8f+/R1oFrdyDz+EUnQIAmDt3rsnqus2bN2PvXst18no0bj7Akl8B75uuSVUdX3pm2jK+bh8BgBdP\n06dPx9WrV02SvfYWzp8/j6qqKoSEhGDmzJmYOXMmVq9eDTc3N5w4ccLh9CHdjaqqKjQ0NGDZsmVC\n/GRpaSk++ugjF8/M9ZB46kxYHfDLi8CntwP/vQ94O4kPNL1lpcVdzIknuyxPrB7Y0Zps0ptpgk6r\nRVP/WR36E1yChz9w+zpxX/Exmyu+2ktZWRkuXrwo6ouMjHS+uw7gLTk+4QCAU6dOiWKVJBKJ2UBx\nS8TFxWHq1Klmr52amhocOXIEv/32m5AI9LPPPkNpaan5D+M4aN0DeZdU1Hh+1dmXD7TmOPIOE8ST\nTCbD0qVLRcKtoaGhd8dIGP5WjgN+fAKIu6W1ADerB3b8BTJ1reX9eykqlQoHDx4U3Dvu7u6YNm0a\nQkK6SX3NTqaoqAgrVqxAWlqa8OLFMAyys7OhUqmEYGudToeSkhJXTrVdBAcH49lnnxUSgdbV1WHD\nhg2iVXnGi236EiSeOpP0D4Crp4HUF4AxjwEP/Ad48H+Am7fFXdpteTq4DihvfZvzkfI3q3Kj3EA9\nimF3A4Nmi/v2vtLqLuokGhoacOKEuPyIh4eHWatNl1NTJLh5OI4zyeo7ceJEhx86bm5uUCqVJkk0\nDVRVVeHQoUM4dOgQEhIS+GSW5jjxEaKz3+DFwaU9fGB//J3A8ffMDh88eLCJ0MvNzcW2bdvMju9V\nDLoNmG20cjT9A+DGRegUVlYs9lLc3Nzg7++Pw4cPQ6vlV2XK5XKTnGS9hdtvvx3PP/88vv/+e7z/\n/vvgOA7V1dUoLi7G+PHjhdingoICVFe3Jle9ceNGj8ufpNFo8MYbb2D06NFCDbz6+nr8/e9/75Ox\nUCSeOgu9Bji8EbhzMxA7FRh8Gx8kbuOB3NLSYpLe36blKft/wKH1oi4fOQfIPZCXl2dSa6lHwDB8\nMkJ3o1xGnB74+lHebdQJaLVapKWlQadrTXDIMAzGjRtnf4B+Z3L8PT6mCLzQMA6uBYB58+Y5/JE+\nPj6YNm0aRo8ejVmzZll8aF2/fh2FhYXIzMw0H5cxaiE86y4Apz8HitOAhgpgxiv8i4EFHnzwQZOy\nMT/99BO+++673m2BGv1wq7uuOh84vAGY9zafjgMATnwEFB933RydgMEFzjAMEhIS4O/vj6NHj/ao\nPEf2YliQYbim4+Li8Nprr2Hq1KlgGAYBAQG47bbbhPu6Xq/HxYsXRfGFOTk5IvF0/vz5bp9xXafT\nISYmBg888IDQt3PnTgwbNky4fxYVFeH8+fOumqJTIfHUWRT8BgQNBoLMLym3hDnLk0qlMi+edCrg\nwGvA9j9AtDxaGQxfpQLNDbWIiYkRB+vezMnTI/CNAu5u40tvug5snQtUXe7QR7Msi/T0dDQ0NIj6\nExMThYKYTuf29cDAmWBZFv/9739Fm5KTk9udpduQ+djX1xcpKSmYMWMGQkPNp66oqKjAgQMHcODA\nAVzduR5c/s2VfgpP5Ce/Auz7P75kTNDN2m5W6rspFAo888wz4kLD4NMXfPrppyLR2mvJ/Q6Y8jd+\nIQTA1ys88Fpr6hCO63XZyXU6HdLS0gQXMMMwGD16NOLi4nr0qjNLqFQq7N69G++++65gcVEoFKKV\nq8ZB8YWFhfDw8BCS3Op0OtTW1gq/E47jcOHCBVG6mtzcXNHCke6AUqnE73//e+F5VVdXh/379+N3\nv/udMObHH38UxXn1yBd5O+l9V7aryP2WL8TrIObEU1NTEzxleqD0JAJKfwX2vwp8vRh4c8RNi5OR\ncJLIgPmfwKf/CNTX1WHw4MEoLS3l3/jydgCvhQC7/t7BP86JDJ4NTGkz39orwEfTgfQPeQHpIIZE\nmBVtXJrR0dEW3VvO5NChQ7hy5Yqor+0KNnvQ6XRQq01Xe/n7+2Py5MmYPn264AasrKxEbm6uMKaq\nqgppLXH4+cQl5J3NQktLC9Re0cDdH7ZaA1k9H4dmZUVZSEgInn/+eRPxv3fvXvzjH//okXEfDjH1\n78AEo0UbhzcCCffzdf4APhHs1rkumVpnY4h1kclkSElJQWZmplAOiGEYREdH9/hEmMYYxL9SqcTK\nlSuh0+mwdu1akxeytoSHh4sy+VdVVcHLy0sQlk1NTZDL5cJvRqfT4fLly6LfUGVlZbez4hUVFWHG\njBkIDAwE0Jr6JSUlRRjz+uuv99qVtySeOgOdCri4Gxjm+AOvsbERnkoP4Eoa/5b/79+h8UYZvD6Z\nBHw8A7FnXufdAOe+599ijWGkwD1bgNip8B44EU0tasjlcvj6+qLyWjnw83Lgoa/5unHlWeYn0B1J\nfcFUiKrrgZ+fB9bHAv+9nz9XJ7YAud8Al37lA8yv5fJCq6VasLhxHIfMzEwTceLn5+f8tAQGDq4H\nCngLT3V1tYnVKSUlBQMHDnT4Y2tra3H69GmL2wMDAzF16lRMnToVMTExiI6ONhnTJAtA7vlL2Llz\nJyoqKlDqPhR635uB9KyWv9YZ67eNuLg4LF++3CS7eX5+Pl544QW8//77lgPVewM3rymJtpF/qZry\nt9ZtmZ8Bg4xiw46/z7/kGOgh7s2Wlhb88ssvguXF398fiYmJSE9P77Uu2nfffRdHjhwBwFuann76\naYwYMcKmu02pVAoCA+DzKBm7t+vq6kQFhisrK+Hn5ydYr1QqFdLS0oTzynFctzjHiYmJWLBggdA+\nfPgwRo0aJfzuy8rKUFlZiaFDhwLgxfann37a42K9LEEFmjqDy3uB0JGOZfXmOGhKT4PVtMD9w3FA\nPf8wYTmgRX87PCU23G3KIODej4G4VACAdMhseEgPob6uDqGhoag4ewShgQOAgTOBSc/wAuz+f///\n9u49Lso6X+D4Z4b7TbmKchFEjVnTiDTyKF4yrbx108pOacfd9rRedm1rbVfbzJNrdXzZVmumrdll\n67y00gzdtVpNUzZFWTFDCVESQdCB4Q4zwMA854/HeeAJUIckRL/v14tX/maGmd8QzPN9fr/v8/12\n7P391Ixuav8wd284og8ssFvhxBfq10U0egZSH/Fzzvrpq7v7+fmRnJzcua0T3p0ED21sbnNit6mX\n+APE3wk9o2lsbGTNmjW65XkPDw/dB5IrQkNDdR/SgJqL11ADPucTw7P/QS+7jTvvnIbZbCbn620U\nK0FtPp/NZiMtLQ0PDw+ioqLo27cvoclPNQecFflqwcw2gqn4+HiWLFnCypUrsVgs2u0Oh4PU1FRS\nU1MxmUyMHTuWpKSkVquvVwOHhz/8+lDz70B9tXoiM6/FBQtHP1YLxTq9cydMWgm9h6jjA2vVnCpn\nPamaYvAL65K+lQ6HA7vdjpeXFz4+PoSHh/Ptt98ybNgwQK2EHxYWdtWtNjm3we+++25efPFF4uPj\nCQsLw2g0Mm3aNJefMzQ0VFcotGfPnlqAAWA2m3Xb7AUFBfTp00ebR2VlJRkZGYwbN66jb6tTDB48\nWNdMfe/evYwcOVL7nP3uu+/Izs7WVtQaGhooLS3ttt0IOrTy9MILLzBjxgxmzJhBZmbm5Z5T95P5\nEQy+xD+i0lz1SrnVN1O94ef42wowVDWfhVc3eeJrbMTY3uePVw8YPh/mp2uBEwAhAwj3smPO+he9\nw8M4V1qFMvJ8g9abZqltNVo0nr3iGd3VYoyTVoKH67WXyr37siv6yVaBk1djFcl5f8b7nwsh82M1\nEfpy+PfbasFLp9uXg+f5qyztNnjlZ8339b6BJs8erF27ttWS9vTp0y+cg9VYp3+d2hI49I42NJSe\nPJ8Td575qNrM1sndC7K2YDAY6N27N6PHjGV84av0jYpo96Bnt9s5deoUe/bsYfv27WRmZqrbMzv+\nqF5d2o7o6GgSEhLaTVrPzs5m7dq1zJs3j3Xr1pGTk3NFnFFfVi17BJ7LhPjJ4B+ujm3lUJIDUUnq\nWHGojwmKaR7veFZdYQZ1VeqVQWpA7By/N0Wf15j+lr7XXq3lsq1mFRcX6+o1DRkyhOLiYsxms3Zb\nh3opXsFefPFF7YKK2NhYpkyZwhtvvHFZL8/39/fXnfT0799fl1yen5+vWyXOz8/XfUacOHFCt7J+\n+vRp3WrYyZMntSsfATIyMnT5h3v27NGdwJ08eZKqqiptfKnbhTExMbo8zYqKCsaMGaN7nTFjxmif\nMwcPHuS9997T7u9uOZEuB08HDx4kPz+fjRs3snz5cpYvX94Z8+o+bOWQuxsG3dP2/Y316pbczudg\nzX/A6zfBVy9A6QnKffoRZMvTPby00YdQDxu4eULYzyjvnQwjn1Abks7+HJ7KgTuWN68kOBkM9ImK\n5tz+jwg8tR2H0ZOqkPP77J7+kDhTzRnqTgwGuPmX6tn7f8xvLkrYDgUo9YnjYORjfBn3LFXe+oO2\nj72MMaf+l4Dig+pVZJ88Bn+Oh9eHqTWzjn2intm3xVbeOvhseZDyC9MnU0ckNq8OePjAwlPaQawg\nP59ly5axb98+3dMNGjSIyWOTYHeLy97L89S6YU6VZ9QaYk711fCvVzh79qyanOnmAaf36+dlbhGg\nhQ/Gkp3G/yxdqgYqoQMJ7D+MpBhfpkyZQkJCgpbY2uaPwWbj+PHj7Nixgx2BM8mu9qOsrAxHgxWK\ns3SPdV55tWTJEp544ol2zzBtNhu7d+9m6dKlLFy4kG3btrUqYHpViBkB96xpHuelQt9bmq/Uqzit\n1jxzBlzWMrXfoXPFsq4CPHybH99QDYUZzQV47Va1zpxzJbCxHv7cvKKBoxH+dldzMKU41KC/xf2O\n0u+1wEBRFHbs2KFtzYWHh2OxWLS8Jg8PD4YOHXrF5eL8GDk5OezatUsb33TTTWzatEkbT548mcTE\nRF0wcrkFBARoK7EOh4Pw8HDCw9WAW1EUCgoKdMFUcXGxbuX25MmTuq2x48eP6+ZbWFioG1dXV+tO\nWk6fPq0LZA4cOKBLAi8uLr6kRPA5c+ZowZTNZiMjI0NXH2rv3r264Orjjz9m79692riiouKKriHl\n8rZdWloa48ePB9QIubKyUk1w/qkrM3clRYGS79QD6qF31XYop79WVwVqLVBjVg9y5qNgyWn36poS\nPxN9qs6fybn7QPxEzI2DCQu0wsKtYHTj+0OHGDr00tqtRN0wmrzUdYzZ8QwRo96hsLCw+UB4y+Ow\nZoSa0OobcuEnutIE9IHbl+O47XkqTn2D3ZyFo6aUJlsl9fYmrE1u1Dq8KXXrhc2t7ZpaAXVFJOe/\nhp/d0vrO0hPq16HzB5Iwk3rlX10VDJmuHsQMBjBnQtIcKMlSK6If3w73rIXvUpqDZ7sV/v02ZfH/\nydmzZ2morcCe/g7Vpoc4d+4cOd8d5cT3p1tNoVevXsybNw8j9eo8bl2s3uHpDyXZzQ/0CVZzupx8\ng8FaRmVlJX5+fvj4hYK1xXv0DYWyU+rWnac/+IcT4qMwd0JS80rTFLWXoBcwcOBABgwYQEVFBenp\n6dTX17eZhA7q9oHzQOpmNBCoVODfV/0s8PT01Lb7rFYrsbGxPP3002RlZbFnz55WRUqdioqK2LBh\nAx9++CEmk4l+/frRq1cvAgICtOeNjY29OtpEDBivBtlOlpPQq0WwU31Wf8JQawG/kB+MQ3VjW0A/\nHFar+nlstWANiKOxulq9sstaSmV5KYozx8ZWTsGBFLxjpqorGTVm9m3fQNxts4mIiMBQY8a7+DAl\nJYOIjIzEYCujr+0YWVnBalJwfRXh33+sntiAWmn9TLr6vkAN7Iuz1CKroP4Olp9ut0n65ZKbm0tM\nTIy2zZWZmYnJZMLDwwOHw0FKSgr33HMPBoOBsrIyVqxYwUsvvQSoRT137dqlbYmNHj2a3/zmN0ya\nNIno6GiMRmOHSoh0lNFo1F3FV1NTg6+vr/a57nA4KCkp0bVnamho0F3tZzQadUGIu7t7q7ZULa+K\n/OFFTFVVVfj7+2vjzMxMEhIStFIMaWlpDBkyRIsBcnNziY2Nxc3NDUVRMJvNhIeHs3TpUgICAqir\nq6Ompoa8vDzt2OZsPPy73zXnBy5btozf/va3WgC2YcMGpk2bhqenJ01NTRw5coSbblLbntntdgoK\nCoiLi3P5Z9xRLgdPFotFq5oKan+skpKSayd4aqyH9yarHxItfb+77ce3w+oRTLHfzxjqUwC3vQXx\nE8HTn+x33iHONOCCl4S3Z8iNQ3ntq1Qe+fUGYu1GUlNT6d+/v3qg6RGprj598kt44G/NORTdRF1d\nHbt27Tq/HO0DRKlfBi76WxzjbyfR5wzutRFgLrt425eS7OaA5cwB/X3fbVP/G9gPHtuh/vvjR2FJ\nhbbS9MnGD9hs2a/fgvp6fbsvF+JuY/GiRQQFBalbMrZyNUA3GMAnUD0oKQ51RcG7J9TXqAG50R28\nekKjDdPAOHW1UlHUxzbUNq9ahA5Ug/kwExgMGGZ/Rlhw+x8yBoOBoKAgQkJCSExMxGw2k5+fT1FR\nUburDE0OhVJ6Unq6dWAIah6H3W4nKiqKMWPG8Fh8Fakl/qRmW9pcZXI4HGRlZZGVldXqPi8vLxYt\nWsR1113X7nvoFjx8oWeLba6BE9QacU7ePSDp8eZxQw2EtCiFUmtRVxa1cQlnApOoyclRD6a1FgoD\nk6jJzT0/LuFsz2HYCwrU4Km2hAr/AbhbLGrwVF9DD0cFlZWVREREqMFR/SnMZrO69WorJ7b4n+QO\nuB1FUTDUlKjbhM7gqSJfXWF3Bk/lefCPJ+FX5wvdWk6obZf+u3l1oTOsXLmSF154Qf17AtasWcPy\n5csJCgrCaDSSkpLCxIkT8fb2pkePHhQVFWG327Vg/+zZs5SVlREcHExAQADjxo2jqKhIa5TblQIC\nAhg7dqw2dm6vtawV6HwvTm0FTy1Xltzc3LTgSVEUXakch8OB1WrVgidFUaiqqtKVIzl37pwWxCiK\nwjfffKNtOyqKwtdff820adOIiorC4XBQVFSE0Wjkvvvu0+pDFRQUUF9fr/7eodY6tFgsWu5XQ0MD\nn332mVZjqra2ljfffJM331R3UyoqKnj11Vf5y1/+0qGfa0f86IRxRVGuqgTBizq5s3Xg5AqDkerY\niez2v5dBpuvwHDRLu6uxsZEjR47wzDPPdOipY2NjiYyK4s33NjJ37lzi4uL44osvuPXWWwkICIDb\nlqjbU68MUrfDxj3b8ffxE8vLy3O5iFyPHj3w8fHh5lGjgIfUGxtqoOCgumWS/pYaiNCBpeGKU3Ds\nU0j6pZqTojSBwR3FzZstJbEoXFqeSUJCAr+qf4OegecPom6e6ipkfZUaKBndwctf3bLxCVaD6uhb\noKGGb7LzCAoKImbsIjWYcvNUA66f/1PfY+18gvLevXsxm83cf//9bcykbUajkT59+tCnTx/sdjtF\nRUXk5+fr8lwuhY+Pj7YSUFpaimnkfB6KiOQBgztHjhxhz9b/I+OkmaZLWKavr69n+/bt3T94akvL\n/2+BMTD0v5rHEYlqM2KnXiaY+lrz2LsnxsihzUF7Qy1G36Dmca0Fdw8PbM4DZ20Jvm4Klc4tmPpq\nAqmi6PxqIvXV9FKKyXMm/NdXEeDe0HzZfX2V+rvp5GjUXzzww/FPxM3NTRfkG41G3djf35/a2lq8\nvb1xd3fXFgAiIiIwGo3069ePjIwMbYdl5syZP/l7uJCWx9vAwECmTp2qu61///66or9xcXG68fXX\nX68LtpKSkrRgSVEUEhMTtSRvq9VKQECAFlxZrVY8PT2157Pb7Sj2UEh6AAAH4klEQVSKogVrDocD\ng8Ggff8P4wNFUTAajcTGxuryuvLy8hgyZIj22MLCQl2SfHl5OYGBgdo8flhI2vm6PyWD4mKG5uuv\nv05YWJgWAY4fP56tW7e2myh46NChHz9LIYQQQoifyMXSZVxeeRo5ciSrVq3iwQcf5NixY4SHh1/w\nCotLzdcRQgghhOgOXA6eEhMTuf7665kxYwZubm4sWbKkM+YlhBBCCHFFcnnbTgghhBDiWibtWYQQ\nQgghXCDBkxBCCCGECyR4EkIIIYRwQac2Bs7JyWHu3LnMnj2bhx9+uDNf6qq0YsUKrQ/R448/zoQJ\nE7p6St2CzWbjD3/4A2VlZdTX1zN37lxdYTlxaerq6pgyZQrz5s3j3nvv7erpdBsHDhxgwYIFDByo\nFrSMj4/nj3/8YxfPqnvZunUr69evx83NjQULFujaeIj2bdq0iZSUFG189OhRDh9uv/+k0KutreX3\nv/89VVVVNDQ0MH/+fF1LmZY6LXiyWq386U9/YsSIEZ31Ele1tLQ0cnNz2bhxIxUVFdx7770SPF2i\n3bt3c8MNN/CLX/yCoqIiZs+eLcFTB6xZs4bAwMBrqwjuZXLLLbfw2muvXfyBopXy8nJWr17Nli1b\nqK2tZdWqVRI8XaLp06czffp0ANLT0/n888+7eEbdy5YtW4iLi+PJJ5+kuLiYRx99lM8++6zNx3Za\n8OTl5cW6detYt25dZ73EVS0pKYmEhARALclvtVqvvWruHTRp0iTt30VFRe02pBXty83NJTc3l7Fj\nxyIX5LpOfmYdt3//fkaMGIGvry++vr48//zzXT2lbmn16tW8/PLLXT2NbiU4OFjru1lZWUlwcHC7\nj+204MnNzU0r0S5cZzQatRL6mzZtYuzYsRI4uWjGjBmYzWbWrl3b1VPpdlasWMGSJUvYsmVLV0+l\n2zEYDOTm5jJnzhwqKyuZP3++rMC7oLCwkLq6OubMmUNVVRXz589XGxGLS/btt9/Sp08fQkK6WRP4\nLjZp0iQ2b97M7bffTmVl5QUXfzo150n8eDt37mTz5s28/fbbXT2Vbmfjxo1kZ2ezcOFCtm7d2tXT\n6TY+/fRTbrzxRiIjI2UFpQNiYmKYP38+EydOpKCggFmzZrFjxw6tT5e4MEVRqKioYPXq1RQWFjJr\n1ix273at8fq1btOmTdx3331dPY1uJyUlhcjISNavX092djbPPPMMmzdvbvOx8td8BUtNTeWvf/0r\nb731ltbVWlzcsWPHCAkJoXfv3phMJpqamrQu6eLi9uzZQ0FBA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,6), dpi= 100, facecolor='w', edgecolor='k')\n", "for idx,samplesize in enumerate(np.arange(10,101,40).tolist()):\n", " for idy,pipeline in enumerate(pipelines):\n", " if idy==0:\n", " lsty = '-'\n", " else:\n", " lsty = ':'\n", " subset = group[np.logical_and(group.pipeline==pipeline, group.samplesize==samplesize)]\n", " sns.distplot(subset.FWHM_zstat,color=cols[idx+1],hist=False,\n", " kde_kws={\"linestyle\": lsty,\"linewidth\":4},label=\"%i subjects - %s - zstat\"%(samplesize,pipeline))\n", " sns.distplot(subset.FWHM_resid,color=cols[idx+1],hist=False,\n", " kde_kws={\"linestyle\": lsty,\"linewidth\":1},label=\"%i subjects - %s - residuals\"%(samplesize,pipeline))\n", "\n", "plt.title(\"Distribution of group analysis T-values (whole brain)\")\n", "plt.xlabel(\"FWHM\")\n", "plt.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }