{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# must use python2\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import pickle\n", "import sys\n", "sys.path.append(\"/home/anderson/res/eeg/cebl/cebl\")\n", "sys.path.append(\"/home/anderson/res/eeg/cebl/cebl/eeg\")\n", "import cebl\n", "import qdalda as ql\n", "import pandas # to print table of results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read two data files, one recorded using three tri-ring electrodes at C4, C3, and Pz, and the second recorded using just the outer ring at C4, C3 and Pz." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# for python3\n", "# tri = pickle.load(open('p300spellertri.pkl','rb'), encoding='latin1')\n", "# reg = pickle.load(open('p300spellerouter.pkl','rb'), encoding='latin1')\n", "\n", "trifile = pickle.load(open('p300spellertri.pkl'))\n", "regfile = pickle.load(open('p300spellerouter.pkl'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each has about 36,000 time samples, or about 140 seconds work of samples, at 256 Hz. Each sample consists of four values, the three channels plus a marker channel. The marker channel has positive values for segments when the row or column containing the target letter is flashed. Other segments have negative values." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "140.625" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "36000/256.0" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "((35961, 4), (36066, 4))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trifile.shape, regfile.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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patveyP292Y4xnRvatFIpp+6v7PKW1la0Y6MeihJHs1ClAowY0f39GmvE39kT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\nZrY73T9YKrwviizjyvK27su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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(trifile[:,-1])\n", "plt.xlabel('Sample Index')\n", "plt.ylabel('Marker Channel');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3Z4teksS++zbMmgoUWmOlbTFKU2R7AC+IyGxzvzcMx6OPFs7FVU5+9zsYOTK9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\nGABM93L82HeLLuZ+CDjOewFthltM/pI3/ZeKyO4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(trifile[:,0])\n", "plt.xlabel('Sample Index')\n", "plt.ylabel('Channel C4, tri-ring, in $\\mu$Volts');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m9OX1l7+ka+gR6Yt/jz1SMmj+Bf3UU/CNb6Rfz0ccATfdBCNHpssoP/rR9o/R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\n15zIzMysrv1/HwmLJccsRMAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(regfile[:,0]);\n", "plt.xlabel('Sample Index')\n", "plt.ylabel('Channel C4, outer-ring, in $\\mu$Volts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In plot above, we see some wonky values towards the end. Let's just remove them." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Tn9yw/PHHYa+96h+PVUdrayutra01/z6FXDRY0i7AHRGxT0nZWOC9He6RLW9vKUoaCvw6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\nmdVfw5eoMiuKX/w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JEjCGTiaGVyN01v/fVjXjbZ8UD+tPiq9J7OkfnnYnAI8VOHaAnwFP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\nHbJJiwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(regfile[:-2000,0]); # Plot all samples except the last 2000\n", "plt.xlabel('Sample Index')\n", "plt.ylabel('Channel C4, outer-ring, in $\\mu$Volts');" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "regfile = regfile[:-2000,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's use our CEBL (from CSU) software to create a CEBL EEG object for each of our two data sets. Arguments are the matrix of channel data, then a matrix of the marker values, and the channel names. After making an EEG object, we can apply the demean, bandpass and decimate operations to it. We are filtering between 0.5 Hz and 20 Hz with an order 3 IIR bandpass filter." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "((11987, 3), (10689, 3))\n" ] } ], "source": [ "tri = cebl.eeg.EEG(trifile[:,:-1], markers=trifile[:,-1], chanNames=['C4','C3','PZ'])\n", "tri = tri.copy().demean().bandpass(0.5, 20, order=3).decimate(3)\n", "\n", "reg = cebl.eeg.EEG(regfile[:-2000,:-1], markers=regfile[:-2000,-1], chanNames=['C4','C3','PZ'])\n", "reg = reg.copy().demean().bandpass(0.5, 20, order=3).decimate(3)\n", "\n", "print(tri.data.shape,reg.data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The values in the EEG channels in the two data sets are quite different:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vvy8ag9nW6IRXXwXGjEn8+zONU0+Vla/bpUiqgsYQTTAUFYmpxapstVPBMGuW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\nizSbk0pLZZV12WViM23eXGyp8TbT6ddPYs6NqAY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "plt.plot(tri.data[:200,2])\n", "plt.subplot(2,1,2)\n", "plt.plot(reg.data[:200,2]);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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//dx9Uw9A/YiDBrn76lKcjGpH1u+1116p52+/vRQM3KvmAl5eLgUJa1TcYKsL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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "plt.plot(tri.data[:,2])\n", "plt.subplot(2,1,2)\n", "plt.plot(reg.data[:,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make the values fall in similar ranges, just divide by the maximum absolute value in each data set. Don't change the last column, the marker channel." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tri.data[:,:3] /= np.max(np.abs(tri.data[:,:3]))\n", "reg.data[:,:3] /= np.max(np.abs(reg.data[:,:3]))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Y9Al33vROn+4sviOVln4P77vZtMldQXortmnTgMsuc4Toccc5rW5vPnV1iWni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\nEdFX2rnY8pN4Ps8nrplERDl16O+Tv38l0j+ViEYRUXPtv+z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(2,1,1)\n", "plt.plot(tri.data[:,2])\n", "plt.subplot(2,1,2)\n", "plt.plot(reg.data[:,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now segment the data. The segment() function uses locations (in time) where the marker channel changes from zero as an indication of the start of a segment. We form segments starting 0.2 seconds before this and extending for 0.75 seconds beyond this. The prior 0.2 seconds are used to do baseline correction, which just means the mean EEG in each channel for the prior 0.2 seconds is subtracted from the EEG samples from time 0 to 0.75 seconds. Thus each segment starts at roughly a zero level." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ditching last segment\n", "ditching last segment\n" ] } ], "source": [ "trisegs = tri.segment(start=-0.2, end=0.75)\n", "regsegs = reg.segment(start=-0.2, end=0.75)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trisegs.baselineCorrect()\n", "regsegs.baselineCorrect()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(360, 82, 3)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trisegs.data.shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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y/QJEbV4PzRco7tjYlUhJ2YW6dc8jKUmOiIgIhIeHIy4uDsnJyUhO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ZWKDDsvnvf4iGftBW69dSH5WyxuPv7U5KQREColvLMd487NosbSiiFeB6HSitAp7alw+ExheT7c\n3YeksBHK2q54hnvTXLKSSF05/0wwkHr4LheTkxE9nSjLWc9Go5oKh8+klKz5t938z8BfOXEmsrp6\nFIF2rOz7GnVdEn5WZnIKA9BW2hMU+JEHCX7sP7kZIpcTIqo52Dkd34MKzsY2IWJiFoq+hbyt78yb\nvD6c+W0Tqmoz1Q0CUYFmFvRypKC8FebrUZhtraFdW2Y8esxSvZl+R3czSHGXhFf3eHUb/MbYM/6D\nwLwvFeQth99cBvPR0xdN2hkqtXV8rwrA36Bi2QaBToNWsOCuKy97FRD+zYR7tjOoazHKTEi0MqQ1\nNmSiRO+dhdq7iGcOzXjZR0rTOD3hd8s4Kj1Dfk4Utt9bofE3gXQwaBdCp3qUFkWMSrzL8t33ue9Z\nxVnnPuQ2fcLvuUqS3ZtwsO1iAmrfsNnlAOvGNSLK4IbZYi/UeSBZch1lMwsmvE3jXmEEmqizNC97\nyD6akyH+zCdiODRMg0/bVySHjMfh3XbaZXgzMPsjblUC/hWQxGlWe5whc/547G7q8H/ega26Ykpt\nSlBIC/ikbI2Flwx5zFt2i1s4GGLD0olhaAwxbAwwYq52Y6f7ZsqlNvBkDz57j1NrtqF1mw08GXYW\nv8pIZh0JJ11IpVL8mxvuTpgys/FS2XFQe5gHbOMzMdRIJCTJBUzdwSJLZIbGTPPJII/rid/9mQge\nu2la+ZVHDrCqwIZs8Rkhgc/ZtX0JFicns8P2Ix3zkwn6NgOn349zPGUwZWJrXupMsD8VqTgRoaEd\njoKGar2apuYSVhlzeIIrHaQbWbYhlOKyD6guPOLKL77o1qzGrsaTpz5JbB+9HsFzCJPsHRhh8wf5\n69fgFNcaAwLWmHiHPUcJ4JD1NZy1NpgHPOHqByOtS1vjhTfmNp/5ohbYlRxOl8536BF6jqA2xVz7\nsw2nb/7D0D7LWPRwMJ7Sv/CofkKiowVpwyvQxSqxqaujaSmUWsEE3xk0j53Cau0TchwlyHU67Gt0\n3BzUkWdR61hal8J3Oh3PHSVE15sZ4QzRB0Ath2KdwMevDsS/dELXIYUwbynNldY08dRSWqlClqFh\nvxzUBoGyz+CnWMCdP3cgBryFHgvAPhm/Inv2XDzC+nG7iLf9ivxqLTPMAsPHOKHtq0eydw7Fgw+z\nYIOBup5SfozaikNhJw5uyGBI1FP+ub2JFiMboazR88crOW3nzaPq4AEeawdjUAZzfnkN/p2f0UyX\nTnmxE7fL67hbU0dkfE+6ugdwKi+Ngjv3sFN5U0QeXj7OeKQvYqC/muI1S3jySqAkT2D7uz28Cojh\nWORJpCXwfQuI9AJbQc7uXZdIFzywrFlC+uc0oJQ2KLhpJWWbXsYhw0oaqe05InHiVb/HbLn027/t\n5n8G/ruWD8DZKhfndilcl/SmOMdArM1AqrBG+iEM/dFg9EEN+IQeR+OyGVFuYnV+ACEjimg+Q8GT\nlu0J/tiVhnbV6OvtMSQ1Q22TyWPP+/iXPWNTjoECVzcM8+cj8/Bm3550JnzcSEe5SObEkRhuX0DQ\nwtCxcPdPKY085ewapSdit8jVECmTR8jBNA2OT0dd74SN0kBNjYCoVeOAkuW2UTSecBCvgqccSl1F\niVsFY6PD2eirxyTPQuP5NzlfKqFcg9CgQy11Z7z0OyplOVxyvoR1K1d0ykrcLquY6+XKpMIyPgR5\nsnXaVKIDWzIg5SWzXl3lzsA4HlQpWNQ4kFDJNyweOJAgGmgWWsncBS58VkQgnz0ZQ6gj6r/ssBiX\nhqQylbJ16+g4eSVrj4eR7v+BJRUf0JdZYQqcjmT497gWuPJDzHfsGbobS4MWu1RXNA90aFQjcOnc\nlYKJfuxZ8geuveLRhVbw4ZEnJr07VnZqnnZ5RerHCurvanAc40fU35XENPPnr0ZlPO8yi2pNFtI1\nMzHpAsHtAvitgI8eCPoMPHChNQIuQj+SXB35WLQdRy9PXGcfYf1GkUD9bC5YlnDQYESnVmC0NTGv\nsQcjxmsQJ5/kTZs7+G26xvNXCgY/NdDrs5br3o2YnPYGldifNrZfiJ4tY0VmJAfadKRbUCGDaq6z\ncK4EhdyEwmc3pi8DWS67i1RejZVowx2HUF62lbPpUTlhDSUIYg0paPGys0YpKhHqleQ7SSl2gZvF\nEt6N/JEepZ6MfTqF2rKmBFODER2lKNHLNSw1RmIUZRxaMg7p1aE4ZPny1O8bl4Lu0ckUwpQyFyxS\ngtE5lPHNNZ2nyTF8ch6PIPfgcc5GfEzvKPHw5nLXYTSPCUSfrcRdt4/VfSqw/taJMdnhOJob8Vxi\nS4PyOYMNDznno6JM8MPBuxd9nykok6SSo7yNa/0bqiVmLDZbUX9uCWHpYahbJiP0v4k0PA5Trivl\nZfBcYkuKOYkMuUCR1oCNQUKpKIDMBIBLjSVqzNRKLaiT6Nh9dg8fWydzcoozN7LX0OR3cE6DkHWr\n2XPTCptf1lJplPCupDvH1SuR/2rgWKYeZ/t/+KlwId3Db2PhWsvJoC2sOy0idwllcYsWuL+K5vQ0\nV7SdEpHdtif9XT6Xy/cwqzQAy5AYpnY8TYMug6BYM91awf2U//UtS7e5cpZvuMwCmR8Zri9p1mUJ\nvQQDZQZvJp7dzKWujzj25k9EvZkBPXqzeMEHoi+MZfWb7YhudfQMG8k4MY6Rl2GO9CC3GvtSn/o9\nLuZN2Eh74zvxLA9+2/hvu/mvlrns4/8tc9nx39wcAPoDdcAUURQ//1+yxBe+YWj3fONgmgMPtCMw\nlvlifbGAmp+HQRuQxNnA5qaY6xXIbOuRq3Mw2r3j907bMfqoqV15hDDqKJVISHOp4YOvAXOFHW0q\n5dwvX4lZ5cqAzo3ICnJk8F9BDKyYRoyLExEbJyL/ext6SwGztYhXmJlSnYgoiDSqFeieJLIgSo1e\n48ZG59XcmuUNQiSXfV2xK/ClYPUcHobHUvalF1OMDwk0XseCWmQM5Bj5PJCmkGhnQN6iKe2svpCv\nsSP3WxHmKj2SFuD60ZXO9iN4PO04B4//xhuXa9xLf4aXoKKjaRBPA35g/YbvuNXQk9vWI7Gsryan\n7i42z6JpmuTG8IF1NOuYSk62yLX89txtuxjhcy7EDMa6II6m9YuIzy3Ar1UYO+N2cGp6HW8GNeB5\nJ4vY2P2YI2oRG28HWRXS1L2suLKMfd5vMPAEQ5gCv88TsWveinhlG/pxm/c51VRqpmEbfB0X20TS\nnbSoJJ50ifVGVfgHj18n4u4m0q8j+HZqwhrvTVjNfk9JXiYm5U2ocwJ5DyQyNzY0NGek+IjpXu3J\nKe3OJm09XzBxhiiCrZ8wuc4KtXkwBxtvxqtFb+rfd8MvdwUXVblscF9EqY2Eg433MKmTFSWJbuTn\nOGJRb+BQTBKzHYbxungz0pEtMQr1OF53oFJbgSia+eOUBUl7R3Ij3p8k83zkkqFIzEVI5XoaZDV0\nkU8gpmYfzp7/oMtbw0VssJIHUbxEg/pRazTj7nFC1Q+3J+1IbiulZF8gld0XYnSLp3NqOFK9Cr/3\ntvSsGcQDfHjEBjLlJ1i2agav44eRNNiFH44pCM7Usm6tnvJgE17pL5C9/UzLbG+CPncksLIFzjTg\nSDyZbk44Vjhj/O4amV/VtI5zoUgMpZ56Yu2+ENvtCZ0qYun8tiWjJDf4amxMr3FhWE0ejfn8n3g8\nzyKodgWt6uyw0cuoaH8Bi8yxxOvjkWsuslpZTOJmkdowAfHGCMQ/J2Eccg3ZxAuY9XDp9nwuPR5E\nD/MzlhXcwqyqYFfLYMKbP0eS40mHJzNwrNcR1/0eH7xFOn+JoWuuPVe8pvO4R1/6XP7GXxMusiby\nAyaDlPNnV3LzynwG9OrL+JerWdDClwMDI+l1sJzlXd145CjnxYkCVmyPIPavRzjKmxNp2EmN7U2G\nF2WjS5uKbuYZVuVE8yG6AcYKqByqWOctsHWegflbnemR3JPMq6143+s4Md+OYpALTHE+gW/+R+ot\nfPCImceO7keQK54wfbrIxl/XEhe/BFF9CaRjGcNm9uefYLLVBrq1VBOyfCWbM0YRv/YPponbcB1V\nwsZT6//Hjv5P5t+qcZQA3/hfNY4FwAfge1EUk/+3m/7APFEUBwqCEA7sF0Wxw/8lT/zWwQ7jZxuG\njTaT9zqahm0ZmIsFpPo8zDcNiJ9G4NViI8+jj3HNbznn2krJygyl5lN7xg48Rd9KPXNeLMHcqAJj\nEz3KxrmMtzrPm/sJpH3OYo77r3TP8kTPE9opzhDtW8L3k+UoBANBZWoSXhaDQY2Tj8CRH2uxud6N\nkN/zmOy2j1elXoxkDruU6WhcrLnXrBV93ubi1egTQr4JVYGZZLkFUYYBxBLOWBJJ5Q5u8gbaW8mQ\nWsEbqyq2doL2tnDPDLlmEK6BtBBajgnDrhKqXl9kvSGP7obvGEFPLIe+YuoUDbfjgvkrZC2TnjzB\nNy+FoyNHk+HuijwnAzGzCkEnx7+lDI1XEI1v7ublsQTQGQEfXCz7M8+hNW3L/Dk5r5Ca0DRevhuK\nrvtfkHYE8awJWedAZM4ZdDy/mZSi31HjRAHnqZ38GTu7H6jVTScovhfJaw1IVixHSEzErNejlspQ\nmUz8aa2ErRJiyw0cOeRObkNvFObX1K+egiz2M10LL6Pyk1Dpb0vbh+s59m0Soc1ese+FyMmZX7n7\ncDTVmZ5Mkz+mq6GUGpmJHcbl2KKgJ0dwlVgit/iNCdq7/N7TGme3cOwuTGOB71Eq3RMI92hMg0mC\nVGuBk0lPcLkdK5Pu4NnyNLqIhTg6WVBfUYlVrQ0u39xwyKskJt0Wnf4pfScdoaaVNaN/tiXVpOax\nVxZJlU2Q1cXzC/W4WoZwdrQ7RzKXUD22kqptE5A2b0D1/Z+wYB+lllouNLMi7EEQRpevHBy4FZ0p\nAZmbSHBGI1bfOMAO52Z0XrSBwxsPwYYYFn35m1XnrnDGPIAm4nc0qCTMPypnwG0BVbaME1+a4iaZ\nzDDte4q5S6C9li6qbATXEsqrBJ7mJPHM+i2hDcFM0k/irXca04qv42p6y1jZGQJMmfj0ecPKOT8h\nHzmD1SM86DwinjazIMlyCjW5IyhS53HMbTvhq1LooRZx0oAyQUFRgBqZpRzJtoVIsjz4VepMkn8t\nFyVLcTOU822MDGOXGsq0TpxJsODndyPJyojk7thzBGfIWXP+HCqDQLY8nF1Th9HvYnPujExGlZNE\nv4KvWO96y5WLP/P6ZR/KVM5EOp+nS1ordjb3gY/WZGo9US4KY7eTHY1tc5lq2EvW8i0sqJ5CY5UH\n3moL6tZuZu0XE8k36miyohc9Pr3nRkMQBf4v6FZgZvFQJbKJ57k7eDsj5kRjMCnYvu0QyTEdkA+r\nwML1ETd2XaDQYje1s0+w8JovObmrgT9p7e/Gquy/aWP6zKDIgyQmzGGsejDdmjbBedYWfrk+nuS/\nThHcOpKUZ3//jxz9n86/hX8HYJ0oiv3/a/8/CtwFQTgKPBNF8dJ/7UlAhCiKxf9Nnmjpms1El1Fs\nSE7gomkvi295Yr75D8rjHWgQOyFnCK40UGY5Aql5IKaGcMzOX+mgz0YrtiXfWqTWz0CgIYayLvNx\n/6bi69diDKUQslxJoVFF2Jdwgoud2fLpHD1mBZEYMZ+fSk/w6/xwkKSBMYG+U5vTp3McpT8NZH/t\nNrTtjyHpso0hX/oSGBNAmEMy7fIs+dbIkacR7xgTmMjcg8NJzwikpRhEMp6UCbYw/gKRfawZW32c\n2CVl9G4wEyHAPX94FAy5xSq+xmopsgXBXsKFwovst4qhXd0EgvTVZM8/Q4dut1mSPp7Cv98gJL5H\niQJ5XQPPJLBreCPOdPOCd64gKsBsy2FVIqGjX1JRo+LqvE5cLrMngs3MpoQHghq5qoao9no+Db+L\nWH0O/NfCt3eguYL0bEdMlQlAJNacJpAaEhxNuH//N9nqDVC/BypfQthQJOeCMPtYIPXT417/F9t6\nb+D1KxeeXRlDM0M7ntdEUtWlBuOCdFZv/weJ7UdU4z7QxVYkZI2MvMwm9Da+YEJwT8AAACAASURB\nVKQ6hXeGfPT6lxj5nSKTliaNLZhRPI2Aqh5Ilq3D7lMFhoerqEBJueCPm9xIoVUdZ0zZPK7bzBDZ\nLDx1eh4wAg2NqRdUeFoXcad2GaebF7O9vRbh+in8y7wYYLuZ3+uOIwnwQV78EI/BP5MvvYm2aWt8\nknOxTbKgML8Nxdm7GaBcSxQPiJR2op/vMBotX477IRv2Vs7HsUsBnSP/oCKuPdeurKZxpgU+Cg2L\njD7YK3ZzU3ufXOtl/DL1D7LtEvjx7gwerGiMNsqG7P0dUFj2YEFDM/oZJ1AjSUZrakROYBwbF0Wi\n+KkFqwyH6K04S2tZBrMDxpPxdRu1ooKl0mgmWw5jpGo0g2qnUWst4UNwJaHp8TQvckVr4cXXoDh+\n+Tqb96r2fD91FsWH9rKcm/RX/0RtsD0lKT9wutd+bB67M14ch6H9e/RTT6LyLMZQLFD/dyjd72VT\nrnPig2wJ/iYpnspVlNhJ6DhHxLVRD9qJZUSfmEyvJDsGaSw53LyBrzY+nC2ZjZ88g4L+aoyZWs7Z\nnWDyjQz8pZsotHZEEp6FpoeC2Wve0rv3OfJjOpOVHEC3gGtE5gexcWQ9P/WZi5tzDZ9KVYyf0pYc\nN18Ot+zJqJtqjHb1nJp6gGc2npj3vqDXIF8W2ccj7QMb90IiYO4F233VKDaMQRJwknYaNZalKhoV\nlKITLagxqYkzNaPeQ8St1IIqw0IeChJei9nM4TkDuM1up+EcWDMD8y+tsewcjYdmCAvshlLsGkvY\niBSWnxxDK9GGy7f/f/jISxCEkUBfURRn/tc+AWgviuKC/+3mFrBNFMWo/9ofA8tEUYz9b/JEa883\n1EztyagzEzmYd5OeI46THN8Ceb6B1roMCo1N0OCEq5BMLkcJsSxjoLYZHcT2rLPYgN1YH+IfrafE\naIBOv4LjJSTnRdo3a0/nFrZYdnrN7gI1s1/XMeGNLzE2u9n/w2MSKq8hqjOQyRTwtw1hysYU523A\ntsSdOttcKurD8VNkkt5nG2HKVDZfX8O1mTriPQqJUralt9djJilPM/P5Ygx//47Jzhq0N3A3VzIg\nPJzKi1YMMumpb1bH0c461jyzZHiaDlFqIt4MiSFyypKUaExKOkvGMb+Xin5T8mnp+pqTz5cw+5Q9\n8U0d8Rw1jau1jSl+LuPG/Yd4ASsiZfzWVKDpWQlTQ/uzev5PvFi9B8O6W9Q7mXl5ah3NL3RluSSF\nrA4fCUjvT3nX81S5JiNeOA2CPczvDpZzYfMRBLfJhNbOpr/jN54P1RHXQUXX6+m8KH2PQXYBEsNg\n40Z4I9LqmZpuEVfoP+gUCQme7NxZQGBjS3r06EjK4cE83e/M4d920PtjNIsjJQx4NRvthLt4Dc4i\nI74VRUvHsEeMooonhKNijlM57tvN2F9WEPpUJNE0kTpxAFGyb5w1foefZzxNWj2l37RzGKPbkn/1\nZ0pzCtiuW4GLqh0FHkU07N+JY44Ut1hrhv6t4UO/ASS960tOlj/ufKSIz8Bw4DCtOzxi+YofmHnK\nFZ0b6Ft0oOWtK3x+/wG6byfU/gVGa0+STyeyp0kfmkxM4fWLMJq9TmSa4Ry21noO7YskZsolgjWV\n/MRMBti15CwPcOz9HL+Z70g0++Ob9SulmbXYVdpirk3CWDGbuqe/sNLmNn/+XIrk3TM8bsXRWtzK\nQclIDGPf46scD6IzqkI7osuisA/pQPtz1QxmIUntE+n6yxEalm3BNbUlckUxzXS/8euo6fzTXaBz\ntJTbcZa0LTHhUT6BL10MLBvugmNRKIYD89k07hc+X/rGisk+tJfYIvtnNKbs9jRItTgas7CVvOWj\ntJ5EuTfarb8TsWUHbqVqHK1/4nlwAwe7tSDl1EV62HxkZrEVFeIVUiKzWfA2hceVA5gbuB1hcTIq\njzpOTFKybIdIfiM9RkHAsiEDi70dqXrdmG3b+tM4+BO6ux58yUzGu0kE/qcWUjz/DBUWCvbnfqZ/\nzmKmP0mmVNWZEz0ucv/WczynLyPxr500dXLAxyINWZ1IRR64W8GiSZBQKWWNp4kb1+RkWNqS7qZh\nwmclW1aPZ3joWcoyHbD/IKXqSltEjYIQsRwdM7EU7nBPeYFftQaqUOLfbyoFY4eiWhJMePMTePlu\nQVuhwlvuQduGztwrT+XEm6j/kaP/0/mPwf9SsAvrekrxyf0B1y9n2V5QS4TrE5oV5tGFWOyUtjwg\nio0NsRxVu/LU2Ym1mZNJdSmjSaU7+Tbp2J5azNH903jzdDLgRWMhhVB3Xz4P/kie2wym+2rZsERg\n/8SxJFTPZMJpCXckZyhyKyJAt4WHWPKtUsZw80XWEEWxdC4al3zS1CrS80IZYijj4LBdfLCxoOr6\nRew06+gy7iNK61TunitGYTuI0A4DGNj2CGtXv0JulrNI9Y6bo5dTZZXCwYd2eIpKdjpu5l3mZlp3\nLiTISoFDbQscn7+mmU5FS0GDRKblq86OexIZBxrKaEsw7X274jb/Alv3iRR5t6Lzl7ec0cKe3nCg\nqS3SkkEsfjeQBzkdeaEIIXatDziKGL/I6f/bW0zBEfD9V9R6W46cXIF3WSB7RyxHq8vg9T0lQssV\n+A9qQ25zOdSWYUrL5s6JJDaVdeORLBn5z/sYRyT2TmZOhc3iN8MiXCzyuHXTTFqON9ZtfOi97T0j\n6pSsnjqV+Db2DN+2nuc2MLBYRscKEz4SKclTranrpeHYT0q6lVtTaJyCpcxAO6tPtK+JRWtW845w\nzqnGgqEJUygg0zOB0Eov5PuXYD4yG2N0a7TokGHLY0kax4XFWJpkhMsascY2i+DKemb7WHG1rpzg\nMiklYhsqGAyNP6FK24XBdJvm8vNM31vBg+c/cOf6QqTrPiG/6IV9ioq9kp3oAw5zqZ2CRzod6hcN\nTOg2kA7P5hNev4rvV4bi++YD4fWDaJobyEzNz5yqqaXIT83mgVNIOrMby0W3mfN2EScWb8c9/TpO\nz4rJcs5lWvRKolK78VynRGz0Dqm7Bn1NW5TxXgy2iiJSXsHK2WkEfYtHZTISTwxl/uWoCqz56c1P\neBV0Inr8Q7p1vonvLQeC7tkSb1zIw8ZF/LXSD4nEyNbtW/gh/T5qXVM+CjnobEZQrJnMsvGrKLpf\nwaiSoXwndkYpScZK9hGVrhINQ9DSCEce48Ut5JIykJjRAxc856Cqb0lRfSJ/1C9lovNj/CstkFms\nJUSZClIrYr9rhH2PLK7fncefV5Yzun8cPdPScdq4kLS0MB7emsSXorbkJbSF/vks/WEOAxIeUVml\nwzUMktJk3Ev6f9i7qyCr7vff8++1pffe7e7uNNJAI427SxIIroGgCcECwUKQ4BBCSIJrEhyCuzXB\nunHavWna3bbvvdZc/M+cmYuZU1P1OzO/qt+Zz9236rn4Xr2q1vM831rxjL47D43JFqtMJM8vjRAh\nE6t0iattJKbetbCwponPEZiDLZLKgkFupNyqQOXljJNPPYXJXTnXWc/xXs/ZGgMBahlypYRZp0Sn\nhfQ77nw86oZZLENOPY5KE1PNXtSwAy11lKoecVb2iCeKMsR2g3DpNY+QNb60FPPoIrcgqCyofIrQ\nhT5hwu2L/5Kj/2r+nW2fNZIkDfxv5/8nbZ8MoMf/XdvHxkVGlL0NKXVKWgjN6d0whiXOG8l1aU+h\nYjiFWoHxJT9TgS0naYYJR1w8wthkXo9i8SiCSp7zCV40b/mE71YEoLAfiDVyCtX12Vh6fYNwextj\n38v5Sv4rPd3v4mQ2Y61RYUSJGYEw9Qc++3Y1zjeS2fHqPYOG2vEoUcaAqCgG60dg/6Y9LwVH1sgi\nsU7vRpRlEHE3B/OiZAONZDN/exnnrhip6AHFH3zQVIym9u46QMJm9s+IvboiV0BQZQlOLxJ5d+M4\n5olWvEtGM6P3R/QZNhz7/Qm9e1qIe/wT+YY/GdHwngBByzcC3LZakckhIADaxgnEtgKnGiWj/zCx\npzXsbA+G5wrsczryY/E3dBCqyZ55ALtPU9n+2ofHNSa4oWeOTMufY8z4FcSQ75SH3a+OdFNt4Asx\njLOm45w2n8Iy509iwsz8tGYWM5oesKjDBHwiMqgvldHZ5MG24ct5GSfHdvl8tO+aEysks9sAFsGT\n+GZb+LDSBpd5M/Bz1xHsBkn5TtTWGVAYjHQElo+0x26UFo/VNqRUuCFvXcqz8i5oc/vQYG/ifkwW\n3+TY0qMylqa+H2DyGazuVZjNAmOnbKNT03m8javoh4Cb8AKzFMJBjnOV28TSio/KIvRqPdYoAceX\nJoYwkPv8RREanPosZvOTdnznvgCDpYZNS9QkPu/JvaS1VKojkTk8wS47Aq02mG6yQiZNWMGBovOk\n5fpwsnQ1aosP1QFZPPdTEpvsQP6aRZi86tic54lz6Dj0zl2wO/yU6verke98il35QezevaJr2s+U\nO+1GwMjiKwOZ6xxGSdUDIjr7UlUeginsHuHNyog5F8OwuiGs6/KYnIebWaUfyS+ed6iZXofo5M/e\nXeu52iqZ3p1eonbR8+PJfQS1LiK9r4bQXdc49Lic9yvzOXh/MCkvorloaQTRiwu9l3LXJpXQJ3BG\nL2C22PJU6EBJUBP2+ljcKvry0aYRvZOa6Eo3rPJaIq3HeeujJdBiwVoxBCMhWLHFn5P4c5FKhYqT\n4W68X9mVER4XeF9jppWryA/vt7FmTVvm6NpRpzYS3fwFuVntkOtUNCHgP2wk/QKdGPTJTcrNthSm\nGJiyzY63hp28kTnybPAfRPY/x/F8EztfS8y6AjX+0FNUY2lqTkdtCFlSEYliCRKhfDq2C6OGHmT9\ngtlsqezDFXU2NoPPcKbtbUafCCG9UYfOYotZdCayWzKa6/FYxZaU05x6k4FsewfW6O8wyFLGM1ln\nHK0d0aHHGVeqqaZAKCNT8uIJPRGoYRwVmNrtZcuL/297/g8fPuThw4f//bx27dp/C/5yIJP/GviW\nAknAOEmS0v9PNYOBr/7bwDce+Pl/NPClixKeWlD49ELV+BcL5ywgoqGQ7jez2LihK58vu4J/VRw/\nuYeRFVDCisTlZKoyyLBmctZ4lqX2y7HRybkev5qqPBfmmX9EZVaxbsxq4jM789mjifRgDhfie7F8\nxhCWP7nO6utPcZOPZklxf6LmrsdRnUHkz3oOCvVsFHWsV3WjlWEqciycwcQZhrKeI9i7VTJ1wEG4\npMHX2hd3Nw3fugYjW7eBWYccqeruA64t4VVPODADpWDFWa1H3qjEmVrcCOLFVE+ktNm4v/iScEU6\no7esxC8okflfK4lt6E27sE+paJvF1OQ8onOuUdoWcr60Yq1oS21YA7/fX07iQDemnvrI6r8X8ypQ\nzqX4tgw98xXPQp5yo/Vein3NjAqSMTpU4uSpxTxLaE1u7gIk9SyYsQlud6WLbgptm9w5Ze9N5XiJ\n0A/z6e6UTieHJrJ3xfCduQi9nwpLYzjH494zJNOKuqeBzr1/wq2sji0rD9EdCzayenrZ/0H66jQU\n635DaTDQoKzDCyW1JjO+dgJeBoE0qyMuFkfC5n1kTj+JfclQhZyaChGNRaJW8GL+jW+IiipBPvEo\nYq1E4B+t0C5Ox6Q2k/+mJdYPboTa2LMvoYpLqfdxcYhGGq7A/W83snUGbAjD3CUU5euReGNCpw9l\nMldIoTclNvCF1yViiqO4z332qX6mecx8Kt8uRfn9MfJamTEmr8WjwZbDL2cjW7yL5ccX8/72Dujo\nSmDVLP54E4NO6cSP8+opb1vHSt+1XDYN5GKNE9Rn4+QzlQaVira3XzL9WCt8dTKQRHRWJRsmLaVV\nsSdTH0zndOctXOj4js9LbHgeKqPEuSeuTZF4/uPKwpfdKRfT6GC7EG1pN4b5JaGbYkAhVzE0Yx5X\nv+jIAtkeNDUi6w4cxSO4grDgcsrbVRJlLCRj5nXKqq7xK28pXz+LNcYsPI/BIVcN822vk5PUiR5x\n+3F8J6M0LBt9xwvMfjIV15y+nO2QRJydCquuGTKrHLlZon1WDm6mVOykbBSWDPZFeGNf48/nNa9R\naozck/myqcUIFN1tmXszhlpFCZsyhmDUOaOx0SFXmDCY1Hw2qR1TRqQjitDQJKDTC6gdlHgqVGiL\nQ2nwzgGlgT/2LmNW6RkCG4pRtZRYl6ijyBFst61l+LrOyFId2KMMo/2EnxjW9zjpO6fT/lk7GnFg\nutAO2ZwM+nSbwsO0NIbckXGyGwx72ZJJX5RRfHouvjd64yhZUEhgQobZTku5PI9Ojfups9WRHuxG\nl3yBwx7N8dF3IbzWC1Gw5ayzjMs+FTQPaiTp0hf/kqP/av7dq567+D9WPTcLgjCL//oC2P/fan7l\nv36nrQW++L9q+fy3OslmvA0+RWMoTPoayZCI0OYvbMaEcuhWKbH573jWZhD2ObG4ZDVHrzBTa1fN\nsR5HqNZUYkoQyf6Qg9rXHUFWzf7tSv48uZFHjg8xGtR4XN5KH9cVrKk+Q9S+XUx3+Juo/Pt8/z2I\nJiVxfkNYtfshxbO206zclQp3JVnVmWyV1tNJOZIX6q9xM9byl/kLamxr2ejayPMKsI524EiwK77y\nD1jcHWl0sJBfpSPDtwsJ96vI0hRB/ny4sxxVRCaD7EooTvyH1Jif8O4hx2nPemIV/RizZD7y6FTK\nLO4o7EtZs6qRFuEqvvoajHIlqufRKK5ZUNca6LNtB86imUBNNp/86khwlol6nzOU5z3GsVjBO3c7\nHruJGNAz8YOZAgvkdFCyZIGV169HUVpawPHSRHAMpHVxLK+rb+A/wpGecS3p7VyArc7M+0Nqel7O\nw0GIZsKgGRTPiGbIwfd4h9/ksTqBh9sFfnKZza/7Pufz44kM+niWXaolVLqlk/lwN9N0Y6jtVUO6\nlzvh5g7My07CdeRR6iMN5D2P5/rfGu7lv8G/hYGv5unZXgPD7sowvx1Ov6apJH+xg+g+z9hc6kVu\nVTG74pQ4ZXvhuv0HxJ+XYwQynvQnT+7I61ddeZHUA6PRE+TlyOTVoKzCIewDLatdyAo/zp53znjW\n96dRZstc+whKGsIJlwwEyavJdD3Ph+pt7FkcgPLkZFJnFOLQ4TVdxEQsogQaA3qtiqQaP3YuLGWz\nzQ784zJwWfgbggBSjRuUeiFZBD7keLG57WwkyYF5u7SE2L7kaVE8bcpcuB9SwkvHkzhnL+H1nMGI\nijr65Cr5/M40VA09oPcVVne6gbPVjOrweoTxcnpfiKNjSS6hmvXk6kTe2hYySGXB1yjwqK3Eydg+\nXO+7iKBCiMizEtHhBL6Z9lz52IvnB2fT3e8ZrxxVmCb3x3A+n9ZDXeku68/W1X/g5P6I+poW2Edf\noCD3Kz742PF9Xw9et5iENrgbQ26XMenSMaZqD/Nz4xJcfBIYvqwN457PZsgtG8Qe27Ab+4JzmcPI\nuzSSNa92Y6fUku24lPduftxUVtN35C7clQKbfxyFjw9ERTUx4rNFeOQpSbRrhd5qxk2RRspbkZQ0\nkU9GC3RoL2CTIRK2QyJL7sCksQJt0rTUXZWY67eTEl0ce+pas8P2GZ5hKfDlQZ4sOUwbg5EkNOwK\neUbDnAjUa9oR77mdzzZtZ/MLOUEl0QSUdmTI0/GYZHJutf8Hc1wib0IH4nPXnj5JcloawLPeAwdu\nEs1RPsg68N7Hl0uhkB30jkzvNIwyM+FVzfBKH8qjpxv/ZUf/lfzHPPLyGD4Kt6v7sRNFPuFv/mI3\nOhoxzRvL+/3HuOcUz5k4Jyz+2cz5azELZs2mbUNHuqcGseDNYQTMmIwmPDz2sGjRJW4Zc3lsKMZS\nZQaNF5dulHAtIpbzX3/NBuN0Nk/zZNToJkYqRFQeeu4V2hB9NILX0nASA/rzxCuK+nd12JoH0BIZ\nSrmRbLmBcqkOd18FX3/jw2N1EYVWT8Y3dcG9rpwBt6t482UmBbXQ3BvsVND0WGDx5ZNkVg5FGv45\nvLoJE8HdLMNGrmBDnBwnjYRZIeeQeQROxV6Ifztx8+4ZwkRXPonxJ3pQMT5dXhGxBaQSG9LKf8Gk\nMfBYesk99W0yystwsbNFG1DJ7DyIESHPTsZbwZZXdU002kPbOHtGj3PnjVDHqfIGAm+KlOXCjLlq\n2nZVk1AUQMLzD8RfE1lT2MRNeWdmWG8gyqIIC67k++ngVaQkKUNG+zwlvQq1HO7bkV3jp2PQOVBc\nUI35tyXYRH1JZ7mG7qWhtC8OI0+lJcTpN6aNeczfiTIcO2qo6lVHWZWMEw916C7BeAcYUuOOs0lC\nLtehkPRYBIGrzSVsJsjICbHBycaAQ1oLmn7cxLEAB54XtMXg/hQb8y0Uuiv06pXHtWu/gDgNxoYS\nnG3Hj2/W4S16Ue7yju7119jadzDXR7kTnByC/zUlyjx3KiQVKcpv0LtfZs8eOdQE4VDuhhCTRk15\nIBUlLTE1BhAReRurcza/HG1JwuQeDPrnPULxIFqOPouzhw69aE+AshCxycr9LAPe+gY6Hl+IfUF3\nksJ1/ODdlkDDHowdd+PT4M4H1waGPdWieSbyhCiG8QndlD14GZ2EfeAlupdV0HndMbbPfs7Moh2Y\nFHZkuTuxmhJyhotMyunAmJRU1A31PO7hgPd4BeaE7rx9Opn0gtPU+t9k9M8Wpn/1HMOAJnw63cWz\nwJXy051oLPYgvOefaKdYaFIEUGXrAjKwCAo8tOWs2/UzL42tuft4K2ultQyUnSNNsQNFsyuEuP7J\nJf8f8LzdmbedCzgxMJiP3nIcTRI3Z50iWnuW9SuGEtXtGY/Pj6IiN4HefWpZs+YJfeJ+YWm/DVS3\nsuXelQG0zmqGs60e9Ve/85VpDbUbbhORepdrcvjY24PaaVp2XjBw47qVX1q1J8pkYZPyO8ZN/hEv\nl1oU3/yEusgDk62e3UIExZKGtt0LaFFQSXS2HXmiE/6L1mO2rWJtkRaZJKdzSl8ioj+Q3TERy73l\n9H7lz8xfbNiy8mdWCMMQBy/GPyMQuYOGgoB0ghosxBe6E/hxBHzsxlvDGS7qr+IQ/iX12f8Lbvv8\nz44gCBJOdXQxn+dHczWVHtfwrrWyQNGPZKdzRDbk8NSo5/RCOZlPv8C10YPeNqegvIkBhZXoJRUK\n2Rf4OQiUmI7QYU44r1xSUNx1YHbOUu6avLlYu5iI38/ytfdOTn/TiKwgjUQHPYnbJZQBFm5tncvS\nh/sJldyQlJuxBLbHMk8H5gYUv12gtWs1c2aeIdDbhpSSMK48biKn51QK646CXTQOSXUsMfvh/3gQ\nH6ZtxM2jmMeN3eihSSLYz8is2e+oqPFEMcAX394S27wVOHs3YRSUHKlrxbVCW8xl6QTp7Jii9qJt\nQApjln6FVX0CGutpp+pAgFs9C2re8EIUWWhR0FbWijZKXx4NzmCw2ZfzOQXU9v/Is0MSqV6gktnQ\nJ0skS7TwA/BMAa7dBBZNUeLjI6O0zMzOn+UUvLcwxSqyBKjVqHni78jf5b+jU7qyz3UKUSVFSGYF\nCpNIjqMT7uYaVBZokBwptoSyjFV8ZBx+wic8DxmF6ZOFBJ/5E5Oujpm+x7HRx9Mivz2NkopIbuEq\nvEcb8JawyhLMjnJe+JrYXyLyshYcfcHJX0aAOwwuldEnzYLBBQ6EeLK+bgKK5NVEyu9i9JqBqV4k\nImAiZrf2zI28QMnTOEpKItk7eyYbdh4lwfQ32d1bkb28HcfXriT2ZTQXWn5OdqScu4NVxDysJvLK\nQ1TTz/MyqZzGBonNm0BW405TagxFCV9hNDmgi0qh3O8l1cEpjHRPY0XdPDJ9uyOveIXVpi8Kk5FO\nxnN0c7lOL7saZFYBY14o1WeHkdBQjc77DvdiioiqBu8nPfig+YbPDXnsGLIFb1M1o31EbDQg6hRE\nVodjLuuA2/VPSe+YwLhnx8kIHM6dD56Y9DbEy7tQ422DQd6AW5kJV/E1nSx7eS1bQWVzK7bxKXxx\n/Qxzvlaw02ymuigUm4PPCBiYQu5sC67aajzs0tFpAvCtrsWl0MKDFnEEZtTQ4lUyHUxpfD9pNmKK\nBxN2JrGlbgXZyo1IxkAkpYhFYyTR3YrM5SqOin54ZPshF8woRSs3B0CLFsuZuD2NR07NqF6eQUOd\nBxvWP6ON8Jqq+uYY5Rp+cEjCzqOc31qc59bDZ3y6qhWDW5XwKPET9q7+jW9tPPjbLEcdUo7ObMFr\nkgyjyolDTg00qPyRLnxGXlZ3igLUVPkoGXRLQGEBQa/gsdWDZAcZsk6PqNG68CGtPUePtCZ58Y/c\naLGBl6Fm9GodzUoj8a/1As1rsoOtpLu5oWzKx1odhNy9EmdNPwzOPdH6tkQhN2NrMTDq/hNGXsgi\n1f4ZbxxD+OPZ/4LbPv+zIwiCFBG6jKr8bSxUq3Fqo8dlAlhUClacWE9ZrwDG/b6eDaXpxKOgUW1F\nKZNo1MlRyIbiKU5lprCRqc1ek1AgY9oAKwOivBjmaOLABj8uhmZyr30ga0cuouP3i0h5bWS5vA8H\nPYcwd9c6SnKbM+mPJyR3cua8YytKkgxobV7i2yGAwLgQotxS0OkdeFIZS2KxPSlSc+ybtaHnpXxC\nBv7G7oJCIgo6U2WqYPflhfw04hjtAhLoGmlkfQrUPZNRnxiA2ZCMw8QxnOxxByFApPadLwuiNxP9\njxVnfSB39B7InMahUOSjMdvTTd+FtIsbIH4UAU/88KvwojluTFcep6y7O0XfFGGpscf4qi3i0wjK\nk0N40SaF2x2uc+NwMNH6p1gEMIh2XA6x5a28hlt5Im4irLMRaOYmoLa1YlMDZS1sSJnmgDnQgkbQ\nU5zUgk8PpKAPlGPRCBgT4vl0Qi4FriW0rYTR6Wq+edpIDc5olU08VSpooZKhkXSssPel1Ks7Hv7X\niKwz0PlZe+w0NsTXZ2ER9DTJ3KlW+5BqHE0vyyZ6cgv7th/5dtFEqmrrKCoWKSqSqChXo2+y4Jfq\nx9YGPdsU40iU6sls+TfeoSZ+m2jmzcq1yLJ7YbSx0mrYn8y3f0d5viNtc6lmMQAAIABJREFUSvvQ\n1NmR5ItrwamO+NoYbtVm8JCD7Ay6S0bhA8I6lbBgsUhVmh8NwcUc2mQmzjmEcMcIfmo5gIZmTkg3\nLmHfwhbPEBeCitsTULyXod3fcfP+Do4PD0L5dgvinW6Mf92byQ0WNL5PqBpzhvxO2dyphgeV0LsW\nBpWAy3Bw9JBTVR+AZAS1uoKl6WbiHaxMCRNJz4TiQvAJEBiYJOF2XcGgnbvJX7sDsboU08D2yMbP\np/uuvRSbi/EOUPBdtJKQU4V4fCinl6Aks2VL5Kl5NPRqDS0eQoM9DiondAorkmMZUW4utIsZTq3g\nRh3OtCSZfuY7qCuh44p63g9QclwYTXLBKK4lTmHbjj70FpKRMiNJSeiJOak37aUaGtBjr7DnaRct\n9weK2JqtOIc8pW96OkGRCTTb0Ygl35NR2gQcZXp2Wnezq2sNVz98TX15HEOHHmbwsF9Ycr8Hmz5W\n0tE3AY/rFr7uPxfT3/d5oEhGFCE+9DPScw9gmdyPsVkKpj53ZFd8G/wbWvBodADLdhqxr1JT72Ag\nPSwFbUUwoRW+nLP401N6ynEG0H/6Stx6HODLLwQ6fSXjq6vLsY49QFlqMLZF8Ti5aHne1YHE8G64\nFepIae6NfeF+xt8qYdgjZ1QNsShd0jj3SSuSP1OwSLWduvOtmLL/wb/bzf8M/F/ZreG9wZ8fnL8h\nKk7H6E/kLF5iZUIrOYdXnsPyaiV3Nofgbm1guHkHBfigsS1i0sBfeZzwF+kzHFG0XUtEQzH5OTuw\n3y1xcINA4H2JlpehxZ+HcE3YS+lfqYycLBJ40UDpOOjs4UTbvQJiVSOfxHkS/f0A2vIWY2UehWkC\n2Ym9yNGMoVA8B8H+RPqpaOdowevkII58lk7QxRX4ftOGG1kp4LWPTxIlpt8ycW/kVPRVNoyYqMdk\ngSYJXr7ryaFtp5k0cAnfJV5g3vTFzDtziek9i7E1hDH/6lwEW38qXc28Cv2HR/77ic3oyuJbMylx\nKyLLJ5NR+c+5HNCKxZlHyLGupCHGgcxef6Du+YIQDTRlQ3EjnLSHho92GKs05JticfC9z6gX7vza\nSYvTleYo05IJtxUI/ro7fTrnE+yYi9kg512mN++z3Nh4tJzsTq7sX9CLgYYHuDmkczMtkAG/NaJS\n6hk7wsDen/qSZfeYc7ZO/BBdhXOBichS8NVCuT0IEjQYZTxVOhKjmMDx0O7sNShxGjGeO3sNxNRq\neMl0ZnRSMDNYwLHrI46u2kS52pPFi2fjH5FBXZMDK5ffINb7OoeTN5GvaUWXoSLyx6sYHpvKuP47\n8FomY2dkCG+bV1AdnkHonZ94/WIOik7pyKLG0fVuGB7ZHkyT7uAstOeKbReMC07TO7YQfa0CZUgp\nqjpXihasZknJeqxj21I/ehp+D7YSd+Zz3lQco8qtGJ+2gWx4uIRr476if18LDcfbsHTOUkKv/kSK\nRxoanReiezaiWcKtWmJ0NnQQwWko2LcAQQfmSsit8OZB1jzy7Evp+mdPzo9ZgYexjv72FXToAR02\nATWQthn2lHTivL47lGgRhg7gszerEUvy6O0p47v8Okz19qjv7GCyqpJltb/SRbSnyDYPvrEiyJQM\ntbenY1gtT/evpbSpOW9HLkHuM5i+xVYubtzPihFz6fXJn/j/pie5Cn5vDOZF3jtuq7vwoF8+1zsf\npijUyOAzf3LxwklWtPiTg5k/cFD6gqyQ7rg1e0rN5/c469uNNH1b+pw+xNN7b2ivXUgzbRlzzEep\noJGJcYN4Wbwaho2AGz2hqBUubq8JDLhH7TsVTVI5epWIp5+Cbp0tjB0LGrUMqyjx4LYr9xpDeeH1\nimuHHNlQfJ12ITK61+o4PE1PseF31hyZhFYuR2lwx9eaQCvpD9SUkKiIYZrDdjYfHcqHFd8j16zh\n1yh/gnRlLPtay7XkcVT/Pp3+UgWHxniTGQWr10qE5gjUOmcTa9pPgK6Ia8pYHGaUYdszjbyELpS9\nDGHZ88P/bjf/M/Bvwp3bXeej/GobK/coyH5ZQ1xXL2LbR3Iosg1THpoYfWQQMUxnB3b8MnYgXQIi\naRl7jh4+6eyXZpBYG4L0cTPahkIiH0YSkubEft8XnA2IZFXPCcjXncTRrRtVsQeIyId139visK0P\nzVIfMkJqYuJmuGzqxT+WGtRSNXG2SykwhZB/xhvrx0hYl4bCXcshy5ccuvwDjVltKVUdZMJXWRzR\nu6Etvs8pUzCOW1dgGf8HW2KvU3C3OVtnJbIuXY6L0or24FFepU4gYsQ17tz5nHK1lRR3W5b1daDS\nqQqfhgjCKprhaHRGbjTxT8QdGtRN+BW7UmFXj8VZT/uMeNbd6EFn/V7O2K7DzxBBmv8F+ulPoQlr\n4mlnM1WxtjR3BclsIr3JSqlWzqgsC0ozPGsfgNyi4sXrQk79JWGriMZfN4Quo2v5tP1fNJuv4Tld\nCbN/wYAvrJR0W0rrxgb2vTyEsU8h3HXnWJGZm40+GO5lEDrQgXctG7FkghAi0LdC4sIZSBFhuCRj\ngt92qux6cEyrghndiQrqz5ofXzCiII8Ga3NSeg1BNns3Oxb8SnV9ACN/mYvMoYo1Oc7UHdtJsNad\naV320/1OD0LF1STounFprCufNh0iupMJdZYCtxMiKV6wp5OaUV+oWZo3lo+HIuHdJGxC7hMfeRSD\nVcv5/H94t8oJ5cdgtFEpNCiM2N7ui+a3bzDb2XCmeRanU1ez0e4nmms1FOizMalyqNY/ZruqEEfB\nFo01gE8WFdPF14kHbwZzqGVbpBU/onRaSP/a12w1/kmjjchWLz8uNKtgRpqF+81tkHkpGFIi4Fmp\n4VXefC75zuRr/zFcTcjkY+tarB0E9jw00dKoYlmQFm0jLF2j5IB6AY/NPdgq+xYvfRNKdQMnri7l\n8t6p6Ke3RDA1IOWKLEq2YVqtkY4LQCfKUZ70QarZx7p1PyF3+8iKzc+xd9pNXf81bEuIosm/OVnK\nN6zKz6NoJeiRUVERhVhhR8eq1+y19+NhZig13USqvNchr6sl/rmAT1o97Qb8SVTHF2QJEdzMGMXL\nrR0R2x7GNGUkU1Y48XdmHNNl12kl7iCYdHY6yLhjaaDeIEGEHJWDHx2SQ/jElIFznAmmK3HztqC2\n1TFj8z/on0UQ5JSGR9xxOnc7T5BvNXuehJHinsfcZ26okg+yx9SD6uOv4K98PM+N5DcOM4jtSMgo\n1LQiR7+IvDYTmfLWwN1BPVANTOHe4v78NX8f0sm7fP/dEu6+78G1i2tQbnuDraKBehtnsBrotK6K\n49lL0dm5kBTrh2reDQJT7Zi36zZatZkuYbc4/vj/H/j+yxEEQUryHk2I+0WODZvOh58d+dO4D3NQ\nHZYx0CW9NYPyN+KWdprdllMkKExkdfZikW9PimWlfNmzkRCfEhIMAuczS3F/7sT05IW07XKRtrdT\nePinhm2/uPPP9UZ8bKvxiJBYsgYMp5X0PSMySKMhY/EXuLrcQCzPIdS+JZWxX1JhF4FDQz0m0RXt\n4wDEA6HIZqYR1eIBa3w3Mf3dORoNroRl1rJ21HCmfuiEe1Y93icmsLo2htnq1tTYVWMdP5goUwTR\nDZ1RjMnnwpe/YFcHbnEvuVo+ivDCSmaEd0DlGsvZrmcJyWtNYPIIXnV2pLhDI9x9j6LVccLTe/Gh\n3pMf09pR7ViJh3w3rarMiHIZ7cosPHUZArVT0No3UuZcj7UikFaOVaii71HvasKCmhj5Wcpsm7Fs\n4GTePujJX/vm84pyjiHDSDFJgp7tsnl03Ps3pQodB0vKmHLbnrT4GbyLiGLB0cO0bvuGnyutnL1h\n5qgIiR3g546AHFY+gJWP4VygG61itQTetOGeehGjLF8i+6YZk8Ml2l/rQffXKSydMZOdV/dT9l0J\n2Zt2smSEF98p92JxS2Xr7VF4JwVhU9id+3TBYOpJLpM5hoHZNr8QLeVSGiDy4jsD/hHw6COIR2He\nS1tOj/Yj6NNsnt3vy5YUESnpO2xwZti8ocxsV4n1nIBlvAybw19iSehGZZWFW6EPeD6kicJB09Gc\nPIPuwV1+Coyl+9NkkgR/4sUWqOUnkWkaUUpQrYOGxdAYBDtzZ1DZJHHk4CEU2LBc3pJbQhuc7LTI\nfZ+gUxYTVGqhqB4MNuDqAeMrZRzWjaJBcQPZsFA6Wjqw4nISvjap9BhmRhsJgsoJR7dAJM++zHP6\nh5wXffjwuB05xTGEhiSy6fF9fHWPyVC4sf9zOTcaX3E8w4rJBxICPDn7UMmyL6pQaOz5Ieg4im0x\nyN+oMXT7kTYBhzHfl3GhXseNabb4DdRR0+iM2OhN6PVM3jQTUbUBVZPAkT3jSHz7K8qOVXz2+U7G\nNjvBbaEfF4tHo9tRg7F2PaaycqZJ83gY+inZFR2I73Icvxu3KBLlZEg3GUkIg4Vq+gh1FDs74Kst\no9ClPQXzG9F5W0k+OYPMxM7EDD1Fm1GnOFT2PdEHPnC/xX1CGn2wRiUytUMNb++FkFdUwrnmZsyC\nAqHxUyyBMPh2AccevWBzZwWl1hhu1M6lm/sjRr8aRnqdyKeybZh2vedAxqc0FCdQpzJR4dyZRQNf\nMcu8ETHnHWuC9rJJeYRBT/P5/eBOfmzaTi9XF8zHRhJ6WqLpgYzAYmf62V5CiEkl58Wsf7eb/xn4\n794/mAG/JXLKuyU/PnnLGmkRO6btoOuTemJ0XYhuWstx8Vt0prYs7ZrNgCuPCZVJTPwmgBqnCZzv\n1Ar1q0lMlllp7e2Ij5uJFsvNrOs0iRRNOvO7vqe2QY+PD3zMB7+nCvz/FJnTPJSkwWVY5DrC7XtQ\nFTOdEfa3qG1UcrOpHSafUAIbGxh66x7B6QH88GYBpuZa+jj+Q4jNE85fa6CBJXgFN1Hs7op50lcI\nFYlorCbCjG6UeZUSbPbG4dUsXqZOprHBGU/9dWwbBlHjVEOjrz2/5H7LWNNFIlSnqZU/g7GHkGs9\niHjjQInpLXrH9WgC/LB2XMWWw0upclHxzGczs7PSGZJn5qVPCNklA+iquI6dpgaDQxjyWheqfZyo\nt7ZB+BCLn7APk6KJpHYBrJ4znJE3ntAn5R07cjeyRbsAleCAj/CYV6IjQwU5cjcjrXtIzB8u4mW0\nwynFymGHYfwR3g+feUspdq5g0Xpb2jo1Eb/dSlYhdCwGUVCxoX07ShzDyOw6nO+2VBCm/5nssAIO\nT7Cw6pkbcbdr+KvHULYsHcIOlqDaa4NtahS1Syt4rbcgWzoQJxr5UVzD2cBVnHL0Jir1Mz66PKK3\nah29i0zUKG25YrbnyxYQPa6J1W10WEQZ+RWdmbvqKWcVELRbAYdmkFjth/O0E7jITBQVmJh/sIDM\niQI3BW+ebA+nuaUP6l5d2T5fgWvmL0hFTyh/DmrJi40+4Uy9d5fnvgHsiRpGmnMW0Zr3tKxRkHn7\nAyvnWhFDTASutScpsAVbx4zjWVFfLEfCcR2Qj5//G9Ktv6B+/RlftE1G73OGU09UND1sAJ0MmUyG\nZ6CSL+tMTK4VSBMXUSm3Z5m0DpfR/Shu54E+MwelfxJ+Nko8E9rzdUESerMj1dYWWMUILnV4QVr4\nW0gVOV0LXV/I6DRMweQBFtRWBd9ZTyMmXcX95DX6W+LJl2bxfNpKZqU00WZ4AzSvZM2vMyi9+wMr\nuvdhWVoaOwaG8OJdKJrpCUwMl5Gf44SHRyW5ubD3rCvFbq2xSXhKoNyf3lJvNIxir6IFtgHXcA7Y\nR0FcL6TfjiLT22PvI8d+xGi237XiXhGBR20+ZYMqkOYex3y3C/a7l1JsdcCAGR9MNA68gt23R8lP\nGIH65CC+W6ylZ6obIy7mY92wiNQbInMuw57WMyno/BKT2objO19yeKo3yd6QUONIkX0eZlEkPrcT\nUSXhXGqI5mzjfqSfc1h5159M9UfGXnXl/rb1iJV1eN66TklIHj1zTWy5ZWXg9DDG/T2b0CU78Xhb\nSNUtBWNHSkwqGMrDz4bQ8u8rXD574t/t5n8G/jdD9/Jr1Co2vpJIjYhkc1Quzatg5WVvchWreTYi\nn9p2Rj5vtR7bk65o/yhF76DkxoIxnOgxgshX82mSfWTelVBiiuaQzXl6l6UQtWIF1hXbaBdbR5hB\nxtKyCQTVP6QaOcUuO4nc25muP6joo4tlxccP5L54wTFJjuKVEelsEn+VLkOeK2Eymdm+WaQsw5mL\nWT9Q4DUEr9JaDMkehDflku+Zyuo1x/glYT7FzR0wtTUQ/SKPQtVd6uIWgqhDJhqJytOSd7Yv5uch\njDR95Hb/RnRvg4ipyGEuWyjqeZvTvRrJssiQI6IQBYxGDc6/ZvOHx1UaZA/xk04TVWfDsfh4tDkS\nC/LeMlZ5iqeyTgQGp+OoaaBfeSWzletwq8/jTfjXGPQhlKXVMHPWcPxcS9iz9wZh3ffhct2ev81D\nGMJVrIKCSJd7aPutQC67hvGNCrIEFHINrmo9gtkevdiIdugAPGIKaJ8YTtOwJ2x0LEduAO17G3b7\nSpSVB9E2/Vu6Po3kCyECcVontrwu4+sXFgQT7I+Tc71NLPMGfmSbw1SyTgRyrPt8XN8oiPxNyTbb\nCfyg/4XFdm/INzlSYHJjmTyD3wIlelfdYYT2HM7WOoxoeBXpzMrvHChrKOGHlhqsMg3Hq6bx9/ff\nc2FYKDb9TcTIU5FJVrKq7Xn/eAKKN+5sfbORac1FHIomIk7pzoVebixbquSjlEhEZhBdpX3MNL6i\nvUZGP49WGGQuhCjzCKlowFFXS5GXG9MMRpoim7FjYAHmOC0vbgzjq78uImvy4FzYOBbbzUWX64Mw\nNg+x21XcN3UivNFIZI9PCW/fhH8IeGuUKOoEbJQmzNV2vEjpTc6z0TxvrSX9+DI2WlwZYrUwdGEg\n02pLqC8r4IhzRxRSExrbcuxw4WNsEKp9TwhppuXTMlfmJjVhDBdJ/snK3CcnUDhUsmrlXcpld/hD\np6ccCPHuyae7H2MqieFUYhjJb39H5pfPw7f9yJcFYlxSREhsI7W1UFIhw9FFxNMZrqaGcC4tkiqd\nCvWlu1iMAlZ+QUZP4tjHUOxIJ4O78gSsSxcyMj+OkRdEFCodNrpaTMH1SFNPI/MrRtr8HdacUJo0\nev7W2HK6uhfzZn9FaK4Le4aYWNjyImVaf5rv7In92yDa1azB5F/M298lTNsg+w3UjJSz5KLEyVnx\nJJhrMcocadH2Le3crOTVqtmXLlBkADHlE7weLuXOwDaUDRH4+Z4dL3suw6vJyJfOp1i2Io4Vnu+Y\n+SGDT1Z8RqUxnm3qv7CvzuXF1vF8+1lLPIcJuIhKVh7+nY/aYpa+Kft3u/mfgf82r31kVSZyjsOc\nCnIktF7L2R6DaH/lSzwtaRz7wsKRPu3odfotU6+uZJoASREOFNgFsyrKjncxz2jlLCe+YirTf9EQ\n3rSfaUu+xeWIE5PrdmGQ1RLk40NQXh7GwNa8kf2K37xAAma7kXzkJV5fD2KiUwy3617893sZCg2s\n2LaJfad7MbXRk0nNPmJYNRa/wyKpw91YFr4EB6GJox+q8F+4lclLYZJ3IF/P30GFoiut+n3A2r6J\n9OZyrEUaSHQEjRFFTAHWMl+kAy1xGJ9Fo1ZGszMHca0bzmupI2FCLh7UUOyfj3/QCfrnRTO8tBoP\n6R8qHfX87h3B6T5FqJ/OpvH9LNa6jGeKy32eDurPtGuLqKgLxL7On9liNv6qowziHHnmw0yLCqNy\nQw7vZs0jqKqO0k46zvfQYb7ei7lpjzhhnsZKuwX07duZkR/d8FJ6cUc9n8aMK6SXt2cZP7AlPhLb\nr2Qk+C1loX4HYdYnOK4A+WR7bFvpUGolrAoFJoWSZ+mt2VqeS7C2nAdJYP8ejjhCzGg5iv5WXI46\n4XfDRN6PBppqbJF22RNmMTDO8oI3BOCtaETv2MSvhlTOt3qLNeA9+69c4Zc5A0kID6dE1YzTa5Zz\nPrSOH2ZuJfzsJcYMS6BHoAiSgGsqJKsD2Rs6kQx5LD2Ff/CtzOH879/QxZRLD/+7XJnRkkSpBcMO\n/8b6m08JrbcAICGQiYoxmGgtF/ldhGJFEBovC83aTEWMusTXRbnsviZnVoc4xvdKoj7eynOhAx2T\ns4ldGYyTOZlrnXpzIrgnzuoq4jtfw9Mpg2cvnEl6/z02JY7sT1mBh7GG0d6/0Wr2bWr9kmkd3IRG\nEMk5NJRdp04xMCCao8XP+eDtxf2Z3oTFpnA63w0Hlyo8vTqz7XoMTReOMKL9YMY0dSE6djkxP1m5\nG9uaefMWsubsLDJzJnMTDdNL95AVGIT802zcImV8d7Q/YsJFIJt4OnMOLRPdg3ETbWltDsBH60cH\nRQ2/9kjmTvePzHUNoHlEEU1PbPF55sDywm1QCBt1b2lyyOCyTTZ/1ubT33MV8jExPGlvS/ertYwp\nSsJp+H2ksHxKn4wk681nOHzMZ0/f7RS7FTPozRhqqmbxqjoUw/a3jL/6kLBiD+JiH+EY8A78S7Aq\nRLRyW9QWHUq5lVYzoaoUjilhg0wJkeFAFijkCCqJQAcbRga54F3XmlPOudTJTaw+Mo0W69Zw0Wcw\nv5p78XzOYmp2SqRtHcGID5foNQOKg+Ggvjfu9u+4uWMyG/vMwGFEBiv+2Mul0htM8BWpDIzjh10v\n/y1e/u/5j8H/S5kbY8V9KDw28uW4Qk6e8sar1oMC8yKcnX9j16K2nOjcmS2zprNJZofb/M/JDerN\n0iW3mFv0MwcmS5xpNZW7375DYypn8vdziHxRRve3Jbzt7Mi8i+dROoeS67uGgOQ1qHzk2NjqEQoK\nIDqapUV6fq5XMXPmO3bu/K97HTgA69dLqKIS8Bq3kvPjTmMv5pOaMoLAzHaYbz5h5ZyxXJUNJ7ZW\nS48rZ3EZ+BjBIYCfHw6gNDCaby/4EZcksGVpLXaZBpQdKtC43UJec5vbax/gFO5D+cpiOBaA6wU7\nnIUaFKpaYg25NEmupNKKStzxEUoxSgoMbgLqpkLqjDFoHRoRxn6Gl0ri7EkD9dWeTJWdpnppDGLa\nYGxu7maguZZnkgfThTdc2ltLsPM9btmEE/n8GN7l2WS7NvDkEGyOc+ToPzncsQxjjrSPFFqC2oS/\nLI3uulR+Vn7F8PZdSE/eR1BoCrbDj/Km21jGiadof/geQW8aWT/tMLMKzuHY8z4q2ybul9jg5mAk\nDg0frSHkuyjopM7iY24vjhZOJNfLgEO0jlqlLw2CC4hGSPWAH5vD3pcgCgTq6nGqB0FVwtTbN3Gv\nqWXq58MYGvaesLxr3Eyp4MYpBy75ObHUWMaAYi++jKxhR6waR6UdJ04WkzpD4q+QUA4qv0Yf3hKQ\nUFcp6ZrynujKXNacO8jbkHAq7V3o8/YtB3oPZEPej1ib1HhOOkPVqV9QW+tZMrOJjo4K8DMw5b3A\neGcvbIqq2HdIwe3OEquyTqL8JJ2u3f+mhZiGjWBBapDjkmOmrMaJlHcK8t4I1Db7mubmIha+OYZO\nJWfozCCWdCti1c1jZA3R0K3uEks1f6ESZZSWeLJ5Sx5fVDjRx9udXvs2s63sG0KDi6kwebOtaQ7Z\nE7cxYImRLwUfXIJKsC8y8uF6Dwa8+ofrcUORtbEhodCVy/fm89ranuOTeuI++iYJh+EPLx8CD5wh\nRCxkgXU/FWoV2jA9JbnxVNvYYx9dgp1/PZ1fWrnrm8n+Lhns/CeShiBfKqJsaRf4CDv/GkSTSM5r\ngSU/SWyZ6EeUVwAK+2pEt2KqA1UYzbacN46i/9JBBOXC6d6/c77NQ+xKPqPG5zrhFX7UOVYw7+pM\neua7YiQElfCOn2Y3w8P+MnU1HRn8wJkHQ+5yJ8hMJ98PjHJI4dmd4bS794iTbfRc9pxI60QDLZ6H\n4SE6EyNo8JBsSVG+4YniKW8+fUZ1qC0BAZ8zy3kfHgemoknypwuHcXLO56YG3O0VyKc6IkqunLz7\nKUdm9sSjuonfFh5iRuNohs+Yz+ef6Nh/OYoLv2b8D1T7fz//MfgHf6dkkGEHg/aFoBQFVCYNok0j\n0ea92Ng/54cp0zjevjVmdzfMWh0aO1vW7T3Anw4mPOyu88dZNS56kQLlMHpuXUhZkSv2zxQscFvB\nqtv3yDYuwthuMP7z/HEfYIvs7k2IiIBmzUh6+5bRo0dTV1dPu3bp6PXeVFZCUBBs3QqtW0tsfbKV\nXYm7ODHyBB29AkhLm4DSaIPDjgJyp5Rx8kNXqqydeBTdAU9lCf7p1TQ75c2VtM30bujGCOEzNs4q\noJ/vHra8iMHh7l2cXNwpK3vF1GZZ7P2pEUV1NRO/qeSLxn8obzsbEhU8FtyQIt/zV8R5pKzRGNP6\noZBENJTRrc0UOo9TcepBDClR53jwh4kLisFsr16PWaUC0R6sNjhErUXdtQzP5lNZengmM4YXYDLa\n0rzMl4MPc0n1EvlddowwmwoWOi8h/B7oJCVJmrD/jXuzDq/q3Pb1O5evuLsTLCQESIASCCG4u5QW\nd4rDLsWKFCjSUooXKVoKFHcP7oSEkIS4u/vK0nn/6Ln73iP7nL13z7n7Pvv335xrjPF943vmep9v\nfnMM3MqsCBQ/stRnKeHrj5Gc1IoHB+fwvqwLnu6V1CyPQe5awoexUwmf6MmcS2uwq3fEyj0fsdd9\nqryqaWyRjcSilhyTN4d1s8nAC1OZllBJDJ3NX/Pz1WU0lLpiirWDQhWOfrls0S3AydxIlmkBe2c1\noJIWcGf5VwTPX0inDmUokp9ysT4Vd8fZPF6+ixqTEZOhCfnaTdxT7OBLxQt+mqOgq58e781WZFu7\nsX9YexLvxXLoSSAe0nRsJC+p1NshxYhc1UiarZTZY1aT0MaFZk8P4pU9ijqtPX2H7+baxbd8TJdi\n09cLM4OOsBhHojpHs+XkEL4z+4idbw4LVhopz/PnoksE0YaOfLlRR7RlNhcCf2HM1XrccxrxCHNH\nLbGjSUERThWVnPy6Dc3bvmGvOJtosQ3Tik/hUViBqzYPL30hSKGcu/PUAAAgAElEQVQuWM/tRxbE\nnGhFx6BhPBygYMydq7xyyuddbCrergIr+yqxTjNQqzQx12sisa4TSRg3B1dDJmU+zThuPZYOWReI\ncXel5Q8XWfteiSFqHcmtv2fHmXV0KijDnd1E6uNJxgGVZSEat2qme8Vz7L0JWUkEayngQPscUpM6\nolTJWFJaiJkkg7Iesxj7sYTwaoh0X8B8LxtkkbeouBCOYKEns1kBVwK6Yq7VsXHLVSaNeYp9tS8/\nXLXFsaYQS1kuJjnc9VGwpK+C4Pe9ePM0CC/DBmpDR5K1ahzShir0dvYoCl/hlWjHqIwPeHR6hcpJ\nYKV0C+b1UnrelhEQB2VKE46FRWR538NR+xijQUpbXQY+1QJxHpbEOumotmjgoR/orARCC1vTvqwp\nLfs/QeVZiiAKYASDQkCKEUEvUFjtysfYCAIbtEgfdiE5MIuVJ378R3PznwP+d8yusKXvLuplGn68\n5s3F1ZUs3R7F5TAJP1/VctzkidJCS9vv11FdF42b31CyZOXIosexsCnYZY4m7IeujFkSSomPiEdW\nNTd//RJJWip7e/dmx7mLSOSSfzd2YWEhXbt2Zfny5Vy/fp1Bg4ZQXz8Bf3/o0+df297LuMe4C+MY\n1mIYDmY2+Eue48o7tPpGlBID+Teh3a9Q+6mcVy56CtJtmOQ2knj5TRLvuRHyaAXP1W+ROEuxcnQk\n4r0X92w1HCvpzXz/98RGNHCjh5rVX5fRPfse6+d8gvgyFO93SfQX87BRb2ej9ksuy/rjZ1dGZYMr\nYWbXeRbigHC1Gy07r+Zk9CHm95Zwzd4WraoYUmfDi2WwPYlh124y6okVZ4d8w313uHjUCmvbBm6O\n6Ma2NZdZEbmYU133ky7AnDxYehRS7SF+MLj3luC+25ruToG0e9YPclvzkEi0qFC3KueGrDeHAvK5\nGBKGp3w6ysYG4r0zsTALQq5V4fdBoDpbSeZTf3RFJgYP2c3nQw5x4PtlFAgmbJ1MvFI0RxYdTk+v\n9rRIzSC89jtsNNm04DRqk4o0myb8+lk/znpGkWuKRmz9Hb65Nsy8lcGkez8iEU0gMbEnciVpI94y\n3Psi+7PHEiVYc/SHOEZl3aACJxxryhEwUGEmUGAt4lRnToKxHa0bEqg1N2Aj0WHZoMckE5GaTBQo\nlMRoWrLHZMZ94jHZNIOhsSgcBPq8MbDtDXSWCCwdLeIxxglrSQn7mc5doR++Gb+hPHyJvHdwtJeM\nI1MmMmbvOyIyozm50pFX3r25aBqCtPIt32SeZdCHNBR5MpI8vSiytmbE0Rh+meFEoZ8NoT6pRF1X\nUnCzP5dqn2BbX80Xugb64kmhOJGRwnyM/d8jTtTB4mraNqzhiTYTvZkFr919aZ73nvuHpFy6Pplr\np7dj41yIPGwp7TKcOPv0Kg+Zxh5lZ1J1wRQK1jQIcjCakFFLa0U+sWILQoQKbDtuJa7dCfofGUx2\nTRcS6ESdVTvamsYxRzseZd8bWN3vzL0Aa3atbGT1coFPUgrYO6OGm4FPCI65xrWfLailNVZEU0cD\n5nIdOVZGrBqh90QVjqXdiQkZQmNbd6T6RrT6fKyuHWHohSr2V1YSpxxHqkUHJJu/puZFW+xj4Ey/\nIG6GfYJeMNDl9Q3ObD3AR0eBl772vGw2lOLmIcw9fB33kgcI6no+yQNRCrnOAkn2IrGOEmSa9pgn\nzuT6NBGtg4Q1p85yIGIawa/raBNnj969EF2XZ3y0N2f5d7v+3wDyL+ifBv4RvYYT6/+OpBN5bIgQ\nmRVl5KRJwglnEyMGyPn6voSjGcEEO5Ywdt92Zkd/y/eyNzip4FBwEKoNMzjWLIC7n0pYffxnply/\njmAwoLlyhchly+jfvz+rV6/+V+OWlZXRrVs3Pv30U1atWsXBgwd5+PAhJ0+e/Itzza7K5nT8aXRG\nHXqTHrUxhxb2fvgIj7FXhlF+pZas07twXQI//yqlRitn8/ABeLecSoNNEHvPJFNUWo9YraB/cgEy\nu0xWpw/Bos6CimU5hGou8UvXPvzw8hs+2/4OU60NRr0FdWrYymROiwsIWTiA5xYvqUrsAzd3gXU6\nQv8tKG2e0z5f4NIZHdOGOfEIHRXmajDthrPdkfeayZnbI3kX/BULEnIR3PUM6dSWwie7EVsfoajp\nLwRmtUHnnMKd6+XUhsCTgRKqjBL2pYp8dqUpGxmEvs9hen5wYnymO12SNbwxW46N5hoSlzfM/DKX\n8hoVte8Ooa71g2wzWjfm048M2pZZURpxC6sZR5BL5FjZ1FBUZUVxgZqN2Vq0Oz/ScsF9qjysOL3k\nNz6auhDE9+wzfcE26SKeNTfxRQ8TLtVWSP3mU1ZnhZ9RRoVdII0WFaw7sZ2WWdk4NVZQ0FNGXPwq\nnHM+4Gp+FRtdLbYa0NtAnZdAkb+I6Awmdyhv/zsE3jzvQ/Rvw3ib1oUyqZq6YCkOygqGlz+lje1D\nAmqTaZaYzHo/Jb/ka5C5mqj2hhU9QMyAo0fAVi3QbJA3wb0LKEiz4vBuLUJ4V0aOtqFE35zw+ykU\nuUuJigwhV+aLVWUG4/bfZ8GT55i7VHKtbRP2TJ5AlsqPA9u+p9TMnjlzF2NCwEv7jsHpO+nuXYYm\nOojU4hEcLKqjNi2bzj0mEtVLQ20tsLQ55LggeL/latAsXJ/U4qks5cNqFfcKBrBpz1ZAAMEN57bf\ns6x2O8FZ1pysmsZFw3wEJPSSFnBJcAXpPCY7hiCtasGTmcV0u5zP3LQ0slxukOaUS9fULhzQVRAt\n1rLBNAaNlQpntzzOGdoibR9Hn6sFtKlLBKGaU+a9+WLBTeTBe7GqacTiSTYzotsxIHcpv/nakOjn\nyv1ePmgcmqNL+YZeBZ5MeZaDjcaEk84S94ICzPUyXiuXkGneBLleyU/SIJb+1BPb7QMIeHEdo7yR\nY10smPAqjwmz+5MdMJSIuGQi4mLpmJiNvKQJp8wC2GHXAe2I8TzfY+ByExUVQTMIz4nCrSgNn6JG\nauUqUhW9kDV0Jz7MgbwmGpJSzLgZ0wN1nyV84lnCjW13/2fB+F/onwb+ilWw4wo8iIMvBHgvwNef\nOKDxsyUmKZVHGliYKzClyRS8bFuz/fMyDKnruf5aoKBhEqcHhPOypT13lszHecgQ7L284NYtuHuX\noqIiwsPD8fb2ZsmSJfTp04fa2lp69OhBjx492Lx5M4IgkJOTQ2hoKEVFRUgk//4t4T+TRpNJdHR7\n2rV7xqeX/sSyhDIIecOtE905/CaRrVu3MnbsWAA2ZGezNSeLAcpklscUU3F2GGPjWqGeEMvo+Ark\nGpHdi2TM3mnES3ORooh8tu05gMGg55uVEbSRW/Hw6nDqB71l995lCFV3MermY9nrNnufSKl3O8ak\npIdEObTj09HNqRk4EMnNk5iOb6GfmMXump1Yy29xiGnstpiL3CWHscv6ULtrDgPeDCRIsRyxWQEJ\nW4rQGkUEtYKUDJGNuQYklRIci8xJa65j8cu59HveGf3gExiHXyVsioyTC5pw1yuR+2UiM5SujM4v\nQXXOwKdDrTG3UfK1rQcqVSNVxe4sOTqLwjwLzMeswuH9Fzjhi9otnjYqV7o9tMXoeRaflAbMzJ+z\npakDx3sm0UbZha6lTiw8dxah1pV9kj/xozgKW8dEPv98D2NzrhFwrppGozlqYyO1WKGmkQRXEzWr\nTGTYibjZmqh5G8JvV5uw5PUFnMX+PFiej+j7BgdHM7b/cABLhzgsHet5ox1IkdYTn+p3SOqNOOSo\nWZp7GDdjOoudPiHe6Qm1Fbnoy0TsHSC4CLIkMnINBmzkcqZG+mMb4clLu2CUBRJ0fgYa7Q1Y1up4\nbtmBB+OXk2zRBPWC96y4fJjX0WH0lt5HOjePw7s2s/dzf1QdGzlzejDRz1MQDY+x7j6YXkGWjG16\nDxu7YhIKu5Ja1wqb13r2vOnC6KJabsx7T8kzBdr46bxoHkH18hIa7jgRcLaenZ517Ncdx+Dkx77S\nN4zKmclgcycSyz7SIFdirn+DUupHB+MoJqOgC3ospB8osbNGrLbHqG9Cg+jEu4CXJKvz2BvdwF75\nAKylSlq0uENxqTvlLuaQ2gzfGjdOq1zY1DgLx8GDCddYEZYRyI++r1E3G0hDsC/lbnK8cjIJzErh\nQ3Y2aQkxtCq0oGBiLiFRw7EQWmHv+JiBr0djcMlDkeLPcVslN+rb0V6nZVPrGdSvu8OspaeJ9JvB\nxoeVVCrk1Ni05277Jlzv0JWXrT2waJDjmg8bv4aJXZXUFJXi03EMT37S8Sc/S2z9DnFqnop5506g\nL3lPl7QcWhfqudzcjl3lV6iwy6F64BbkmYPokRvB1fvd/ydw+Ffrnwb+EwfCS2/QiTJ6vHPntMUo\nZMHX2f2iBLtyLZ8Vadi8zQGngC78cOs1r4Va3DxnYHAMRa1XMuxWInbqQhxmTGdqfT0MHAg3bkD7\n9gDodDrOnDnDtm3b0Ol0mJmZ0bFjR3bv3o0g/J/1a9myJSdOnCA0NPRvziMvbxclJWcwOf/A0DPD\nudu8OZLnz7BM6s+UlFTqrK1ZvXo1nTt3ZmdZGSszMxlp70h5VAVFRQ4kHfHBZkwy3+58y+nQCzxZ\nMQufzfcRPg6gRtGcdetG4fO0JYd/K+Gm+IivvtFQVaNm2499wJACtr9h1SCyurGGNPNc5hh24aRM\nZGPXQMT4dOYUOOChy+AxkcxmL22FD7QXHpLu4EWRwZXiBjeKtW7YKCtp1SKZ+0mHmNHVQI/5T/lN\nNhxMJnSpj7hQXYZ3tQNfH9hNQpfjjKu6x5zWG1nz4ABXfNJIGmVNR3M9O7JrsTEIhDvL8K22pJt1\nFXUuCj5e6I33mc8wb55DlmMMv8iNxDzYz+eD1hN5vzs+FRlcG5/CpcggPDPesW3fQYInR6Av+A7F\nTX981PnYig0MND/JpMrD6KxkJC8zku7jxAdJIJequuJ28ixuF+cxU3YRN1MKrSQJ5Ev1vLSzp9TH\nBf9PilE3sUZ3YhDWSUeZZVvFgmUS/NxNmNQSGuotKIm1piCzjOJOYZzwn0Obiou41T5kcHEujkU2\nBO8W+ME4l0vygXxlWItCcZscg4k4IzwHdMAoiZSOXp5YuLjSIf4Dhro6CpCQKhVYsXAh5j6NjLXZ\nw64oJypQINjXgLKGuD0qVk79gmvXnDCkPEEmeUF/9y5MdmqLRutPnVzFT/aeqPM1zBryLS7toqHc\nnlMlAkmWaUjNbPEubgrJvRgzfAfNtjXytXc/ih19WXv/Lj6FqZzRf8H42gf83KKRA7a9afJiMJ8o\n79JDdp92mncUCyJ6ZRcSHXxZsbonn9zVMu2MP0/83+BV4YxXhSeblN9SYVlHonwzA3zO02XOO5aa\nrWHmnDKGFLpw3iqB80J/GtwKEIcN4dd9+7CqdKSMEuwFW164PqCqxEh3RQ/KPd7QJ3cLKXZabnpb\nEmPTgRcBb2iSFMmiOzM4PNSGfA8JFT+0xF3ykUHei7kUmcv8u1+SM+YEnS1eEvKtwHuL1eRWhDKA\n9ViRSj79STHrS6mVI5aVOtQ6JRq0HJB48cQnDf/Icdw6pmOHmSUWPm44jE6jspmBRokt1Vf96HE/\njaDqKnZ2UHM81B5bjY6A3CAunL/330TAv0//NPDf0tWDSW/ziHGBXZ/AMy+BkVlmBGULfFVcR/tP\nw/Bsmc+r4jw0BhPrvbx56hRBmhBJdoE3Ui8l4Y42HDUYEHr2hMOHYcCAfzeWKIpERUWRkJDA3Llz\n/90Of+HChTg6OrJy5cq/OQ9RNPHhw0BE0cCGj9DdtxehpiNYJyvw/1M2icHt+KaykutJSQS0aoVZ\n/1YorcpxrsvDgnKqc4fz+NlMGotsGdLyDganYk48nE/P/r8w2/M46muj2ZnXjTm9j+GkyaT00UBq\nDi3g3JVAzp8uB1MekIQUOwZL8qmf+BS86zi+7giiKCetmYq7vZI4sWcDjkTyBlushXgGiFfxDM+j\nWO9Kbst7xGdb0jTqO9IJog4FfW2jGbp3HFH24byNCaH90xg6Pu7K/XZ3OBV+GiQy6PgL0w4uYsKr\nIi43c6TDrFK2XrSjok0V+Q1y3K18afN2INPibmL91Uce67uT9CySgbnl7Hk6D0+Dnp6WiZQFPMM8\n4TLt3JPZPUvCgk0i58M9KAtvjW9NGm3dKpG7VKE3yig1arA0KmjyDNwPyfl26Rfsd/PmgM2X7N2r\nwbWkLzOXfOD6rwu5dHMqfiTixxY6cp1OCjn+GKlrYSB3oEhVa1BpJKiKRCwTRfIHSzA/7IDHq2pk\n9SKlNi4sXjmVXs0u4JSfh+OCGprW6bEB7pg3Y6LsNJ7VDUxhK/2sXlDXuo7VI4bz+JkW7kRhq7Vj\nrHYOl7o3sO9ZB+K6JeE75BgT1c2RZ/9G8O2uvC21wVRRycrGV3xiVU//qQoUPuMZfPUDzXzkqB3i\nUJrX4d9U4KpkEO/T1LTLtubgsR/w6HSF7aW52HZ9gGhfQb1dDeVGJY7aHNJia3lSKvDdTSdGNj+M\n54ynDKu6x6CNRViQw8/NzNgfZmD3kSDiXLW80mTwsdGaL/VbkQly1m6woEmOlPm7pRSrizDpnVg9\nYh0LL45mhW4Vmq7TUYfsZ3ZzOYct9rF2TQUtcryRKKtJkReypupzXCZ1o/uHPgSpGrlKIHOfBnDR\n4QKx+ljGD55EY3ETmj7S8ir4MV1TyrCs9SbaVUKRZSPPmz/nbZPXNH8fzofP5tE5OY7xV3dx2Kgg\nyd+ZouAY+r1ty4Unr0mY5c7rcysotq5hr8Vg7N0uEmavR2vXSI6zE5IGGWZaBTKDgjw3FR9iWkNc\nNC1Dp3LgF/Cpa+S8xJv8kXLuPt5Pfkk7JqjjkLa+zpTUg7hXVvHQx5cn2uFsyP3u7yTef4/+aeD/\nUWFP4YpKHjVtw/30UqqqytBJlKRVVCF3kSOqBXRGHdZKa55Nfog2dxY2d+ooXbMS78lyXPYNg5wc\nCA//vUTns8/+rrncvHmTTZs28fjx47/L32QykJm5krzCE3wdb+TmpA+kJn2G1CAj4ExTTJfOUtyp\nnrw+Io2WBrRFttTWKXGtUOGS0MDzQCdumPWi7FQXqou8GNIhjW1z7Ri+Q0tqvBe+Q/Zw6fjX/Mmw\nneJ25gg57YjcPYGNG04Sm/4ck3AIXALxSJ1EgecATHlKrDzKUFcmYBBaUlNhhUydwBCTEXvv6xzN\nrybC5wmT7BPRDJMxd9kb6id1wjXbiRU3l5JFW87RjCrBnOETNuE+9jF20wZRXVxDRo8qnupENO1r\nqA8KQPZ6BRkHDDz/FQ4Xwc0SCfpjVwmRfuRlk3yMHX4GxxC+fluBjXc532hrCHs8gXeZi9m5JhzB\ntpDyapFco8ANrYnOsbDuMfw6R0F9jjet4ofwqlRL+7X72HxY5H2UghAxlJyZQXTwNWf3hgNc92jg\npNaBFeolGKceISqpExffSBFTymlbtYGrUg80xgKw3otz1W42Y2AEAlJBikyEOL6han4y0iEnaGw0\nIyuzBe4W2UhsKlGqDcSccmH0RQO3unTi1w6f4pUC825uJd05hRmK76hPnYB8wjNkg8H5bTHTzNfQ\nwl3Dz3siePf2Nk1cLRkwyJKAoEbWF1WQrzPDMXQGh2LWo9rtwdjSazyhG5uG9abppDMsTPRGbrTk\n67oedKmupDQjkbKScowTq/ALqiEpriWbf/iWvIZefNL/Z8Y/asJzcwn+BWZ0M+Qh00g50ekmKfIo\nxtW6MSHmDaJJQCtYoFVYMGvKIq4fmErjn3xYtG871xo24W30ZEaT2Zzxe875AQaUkiasWVBNqamM\nKmrox2dYIWeK5Sya1w+hn0tTtgybR42jjCWXFtMjtgsGeSMavTXT6cCgwF08Ct/D0f1r0GEDWFAn\n1GFltCLVKoe0dm4YxChC9IF4vnQBNGhkKhI9EvCVZdPW4RpX8iP5qfdDKiyLqbJSo6MSpU5G09ym\nTL87mU/LNnOiQ0s0n0to7pHCMjZjzHDFNVuJe5mIb3k9bjXpVErzyHWsw9ddgldMAX4ffLhSNZKd\nQQno+y9i6OElTCvdThjViKixpBEpRsqlVpz3CqS2SS/8Kk4S18KftSdv/F2M+O/S/3P4C4JgC5wB\nvIEsYLQoitX/xsYDOA44AybgoCiKO/+TmOIIz+7cK35J1z425OVVkJLWiE4E63AlnSf0xcvaCw9L\nD6a0nUJpzhJMRg2m1atQilU0K10BNTXQ0ACLFsGcOX93fg0NDTg7O5Ofn4+VldXfHae09Dxv4j6j\nXtWLENfWlJScQqcrQxAk2Ku64ZLXCtsnDQhIqLaz45DRyHOFOfkd2pOilNCrJpmdm1Zhl1LDowOn\n+MzBnmGvizm7Ppz1387h6KHZ2MYZcA3yp7nlG0JXzOLagzH89iGaqjIJ2uWraBVvpMeGdI6r3zFj\nho7k1Pc0DRFob1VDbdIU7PeGs9JtB/mVL5jm7MHQHxLZurwp1/KcsZyRy8xYI93frsVU48UFPHgq\nOFOnMjHZ6j3K2V9TfWwiJ/IGIzv/ju9WXcFcdoYwfRVHmsGqZqATzVHobNBn9MO8tQcjnM7xrCaB\ndK2IZYMlY3Dhzk+X6dB1GX7JV2hqK2Nvb5EcMyNNZYEc2VPByh79sExyp/+7QA4M38ikkbmcPrqC\np7HZzPvajtMpGrKiHmPMTmOQypmfq8vQalpy609GPCJfcfCQGdklVSS2gHbSIMYe28HZkCpePwnD\nlUJK5depEz8y2CKPbySZuGrz2TdQxaOkAAz6IurNi6iqbEqkwpuJWdaENNwmXjGZIpUZH8IMvHPs\nQJp7Casv/YTS8IGhQasxRS3GuzGHO9pw+kuu037GQYLCjlGNM8n7LLjxPh1pFykBHn2ZXVbMt6Nm\nME59jDCLx9gvVqJ1c6LP62dIpCYWb+3OFpMfprL3NH3bg9YPZyHTWOM97gDO1nlkaL35+eQqIiIu\nc7l2AE6PbFEFl5GzMR25xEDTqLMMu9OUjsmhFDuK6IoSeNT4hDFM4QtaUSS4gSCgGNsLMgpxqvcC\n+VvykisQ+g9FHDmWz/Y+YuDDMPaoJ2GmkbKMHdyQlrONw0Q238Xg+jjs9UGUqtPZPPgb7GvsSHdO\nxdTgSbOC5pS7xdIrrifOjbb0e9WXu8Zz3GqWCBFmrD28kA2jtlFrnMYRvQTL53uYMrYFidbPCGu2\niKtfzUf29iMjZixhkP0gVDkqrCRW3Au14HhH8LuqZ9XzjVR6Kpm14AsstAqWpl+ivd8lZKvXUJVp\nzz1TFjfcNJQ5HSRM3h5zcyUm2zhqnVyJ6rQUh6VuDK1v5Gz3LdQ1vUfvu+G0fZ/IeTGHpgYYEtqC\nUHkLGl6O4UyXffzWMZqBKcM5ePn4382H/w79I+C/BSgXRXGrIAhfAbaiKC77NzYugIsoirGCIFgA\n0cAQURT/w64IQRDEpw+8KFv+I2/Fd3T5ugut2wVhY2NEqXRGIlH82TYn53uKC0+i+PYnxHolra+3\nRqIQ4MoVKCuDqVP/7tz+t/r06cP06dMZOXLkH4rzMvM3bkRPYXzbhViaN6Oy8gGlpWdRKFywtAzF\n0rIdomigsTETjSaT6oZ0BEMRR8QJlAmufGo8gZc2B0Fv4I3ZUDbIZ7FeMLFtUlM2bOhPqzodzdcV\nE99kJo1VNjzun0GriCvciHfkaPCP7JScoWnmK/BLxaQ158M7CSk5EuotzBjWtZzM+d/RoHQgPcSc\nXg8tiV80jcakDAxxX7G3YCrOYwKpCZiGU1Ewo/aV06mwIx+x57DME4NdFVNmLKOmuSf3HJuwTVyI\ntEJG9i9gVyhnRcpFEgQ3DG4VCL12Y2l2G1uDSIe4CCzS7clp/5bXVcPRZLVHGDMQK70alUzHaG8T\nrS935eXdz5jPCuJ6L0H1LITV2xqY5PElpRoZSc+GcCt5GOr29XhJtATfzWXIYwcMgo5H8odMt7uG\nvUMpQ3Uqtu1T4+7xOZs+FHA07hTTH49n2MOW+Jo20I995KoHQ+tGbGs06AsbGFN9j3XieuYrl5Jm\n35GP9Z749EhjSdRxhpqf59SAVoxpKMfiTQWNdUZ+rfwUt4Z+HCaayWZR4B7NaP1ljDm9sRUq+YWB\nTOskp2T6VEQRQtMu87HgPuJ1EY8yT1oM/YqguVHsqh3N5dhxdNhZxXej/Fm97yMSSQ22NhXU6S3Q\nhm9B5hNF21trMHfOIr/UiYx0D4xiGU6u9Vh3dST1Zk/8LAo5XBiHmfk29gd+wrG+ezG0P4y9xpIl\nO/Jp+8wFrUnHQ+fzHKn4glp9W2Rt92AMNEM0P4Z44B4WljEE9Eoh+TMX7iz8ElPOMvT8xHDhFZck\nm6kwKRgs24vUbxErU0OwbVWLVw5Y1pp47fWKzT23oJOqGf5iOraKSm52uYBfTgCvm7yhUa/DUefI\n2hd57Bs9HunHj6w8tZLoLhmkuP7A+QADZtX2GMyHMbH+CjYP6pljtKb24EEi+vUjOTmZ97HvWTxq\nCZlePZmqMvFp8Tk2jJzLyItNsTE94nbIYxI7vmVeILxKcEF2bjShb3tQrK5CNCtEUJRQYmbPw8A3\nxDp8pEvvqRwL/4K42HcMeDQAQSfw5dNptIi25I0+miPGR/gLzVFMzCHLC767vpuORzviFej1h1nz\nR/SPgH8SECGKYvG/QP6hKIot/gufS8AuURTv/4XfxZKSi9iqBpI0IYnG3EZanWmFuon6X9mVlV0l\nOXEG0uUHsGvTHP8f/f/D2v0/qv379/Pw4UNOnTr1h2MNPT2UcK9wloQtAUAUjTQ0pFBb+5a6uncI\nggKVyhe12g+Vygel0p1yo5zmr1/TzcYGH4WCrbs2ook6waW5g1jQYjIba/ZSGeVHm+6n6Tpdh3k9\npHhsJTq/GXP9mmHcFkdExs80kxTQ1TcT9fkBnA2eQ6K8mldfjgev+wQ0zWHdp19gNWEv9TKYop2C\nS9NqNm2W0XqqkgPaRfym6EbjV2NxdI3E7G5Hlhxx4YTsPl5V+bUAACAASURBVFLH0TSUehMvWFHo\nLTDQ4yOdJdkc9F2LT5maK5fTOMMNsmzUBFsWIdbVY9kzCtMnL9D8PBbLjx1Jt29kcXU39ocfx946\nk3qHe1h3ycTqy1nEl4UywjSfZGEhNWII1WZVSG1rUQkSGnT2NMrkWFZJMIgSshvV5IhlPBfUvBJD\n6Rj2FV8u3I96rgWeRgWT7KV8uyeQly9j+XDPka8epVPNCZ74x1G2sp59s8wZMUrG2PHb+Ek6gzu1\n/ky9VMCPx7ez3W0uW6pX8kPdElqRwHiHn+j++Y84ybV06boe+/hMGk6c5VDAbuovfyTa8JH9yh8o\nbRLNRLE5djXD0JUsZqrxezSbDDxX3iKvIBuPEx6sK1vPacuT3Kq4h0uP/tgN6MiRbdu459KeA5Vr\nSMkKxNFUz2DhERPE/ailr5jXtJy3lSKGYnBEgr1UioW1lJcN7pga61DQnUFAoKQfCg8TK6fNA9c5\nyIzlGPTxKDwnMf24GwOuqokx2bLD6IujyyISAh2gdgz0647gdAYcbBAyLRAPeDAyvZoQ8lmmesky\nZTucqq34xuoCVdZ36Lnensjty1BrwVpSwM7Q7YQlfUqXpBBi3F9wOuwQBW7ZRL7shtlTKS3MOyFr\nKbAj/DsCaxyJt8pGq5CirJdhYbDCQgyl6GYMOo0dCnMbwtw/kp01gpqsX9lhE8o843QqampQmzah\ncF5Ot0oFe4U/ca7TOlokOlNtG01A/kMWd3hGaeU9qiTDmDrTRCtnA9nJEvxOBfJa3YUSow1O0m60\nfKXG3qRFK28k174AjY2Cl/43yLTNJNk5GXudBW3MVHSI8eGc+Uvi7Rsxv2bCysmFAZEj2L1t9x/m\nwx/RPwL+FaIo2v2l6//A3gd4CASKolj3F2xEk8n0v5Mhf3c+2d9k47/LH+dPnamrSiQjZQ3VdY9g\nzXr8xg7E/Qv3vzuH/0rFxcU0b96cwsJC1Gr1f+3wnyihJIHIY5GkzkvFWmX9V/vNTE7GSibj1+Ji\nfg0IIGL5coiK4sGypYz2dGNNwwFaqG5TXNKMoWeceW3lwMHguVz0N6B/5sTDiOuU6JZQGdsaO9kp\n1Fdr0F9rwtbxVbyMquS3gCrsG+oxdL5L7YPWTCtdy6Sty+kVvAvz8wPptHsHI4IuIwYF4+Wxjchd\nkawdfQ/3umLeXLqEcfNWwj/oeWzRG+NvKuq0loTaxNI335MZwgSyXEYhL/agrlUhkvk/UVOuwDzW\nE+Wol8RE9WTj+Z2M9TvKqMXrME+D6mBoNcMReXY9jZhRZa0mxXCIe0vqGd/5AdqSOFq1+hWZ3Ion\nNdXMLkmlduOXrG0TSW10e3yzX+DAQCwvzsOn2UpSktwwzJmD3ceP9BFFAq1lnNUbSAmzokQ5CWLb\nEv39XNxpRFttzdbNt7EIOIVibBWf7+hGi+L9DMp9hkZQkin6sq7rBB4kDaW6xgM7r/c4KkR09Q7Y\n5VchdVBiFCA23wsBKbfl3UgISGV2J2/QOMH9b0GUIPW9iTqzGxIpNDQYsGz0QlFvoFxcgozndJUq\nKJV+TYTcj662e6gvfsQriZpHSkuyaspp29SVp33dkVinss5FinuJAzOvXUGoEBjbeizp9UpiozKp\nFQQk/WtoW7SQaN8YvC2bgkUonzy+T9iHiSw1D2SqZSphmio2jJaSEVyL0R4o3YbStjUOju3odmkH\nec9cmRc7jwWCN70Q6CYWcGLcO+5cWUPASFsWfNhFg8rENpkrpcnu6GsUmIxSvFRFfK7T8GL0Dp4p\nL6JGit65lpYaAScdmPuOoV1xCFvElWyM8mFn4DT0r5rTLL4lmeZVFHVwYnrHg3Tt1JX8/M6cOjGH\ndy9OY+IMerUvEtGG7ZKVTDC7x1OrBcjs4BO/aCw+xP9e4efjA8DSpUvZuXMnMxcOpE/vOyiFOhoF\ne5KlHXn2ojNBe4NpUWLDC50j6oDXqI0ZBGUFMnvWLJa9n426XRRJOj9eVSbhINSx4HU5k0JKUSWL\nrBy3nsnzV/whNvxR/Y/AXxCEu/x+Xv/nW4AIrAKO/hv4l4uiaP8X4ljwO/jXi6J4+T8ZT3z1qhUu\nLpOwtx+AKOqoTSwmc1MC+uB7iG2eIbs3FrOUcfguC8C2u+1fnezfq8jISBYuXMiQIUP+cKzJlyfj\nYenB+u7r/2qftIYGOsXE8J2fH99kZ/O+XTssJ04EnY6Xhw4xODGRELUR76r9tNIloIxXszzka1aJ\nbym4nUdk5AVsUmfz2ZIfmN+yBd1tDvKi2IK9VV500K3gbu051ivWs9VyA1s/6Yb60UhcBnhS7XQE\nueNl2j3yp+HNaz6XXmdyaQOvOhzgTMRFip1bosurxlBcCROPYfNiLT0T4lBFredq1UIaRRlDJZfo\nbPyJFksTkIeU8sPPCr5YdIFwr658O2I/uwvHM/OL5Xz07YCLJoeJ3hupLfXC2iKX64e7svLBOxJk\nO5B4X0C/6hqKTCUtn7ShQO3ME7WabEtL3r15w8w1a+g/bNjvC3brFvFnl1EZJKHz9GdIzNUgihhW\nrkRy8CASvZ6y4ZtIlmThtEBO1pQWvGxxlVbzPfh68g1mTv6BXWva4NFYRoPRBomsiO2GebQlhiob\nFapq0Dd34mJFb1aVrGak7SEG/ekbipVNid0xgrN5w3GR1HCEsfxg/JItih3k2lryqV8W+eVWtC+b\nTELFHMycszHv+xylbT5OimcM9KuBW+3oc+kKS1r35U1jKpqUd9gIKpo380HnKiewZSlO8W1o9nwi\nyd0aWTc+HX5RwMtFMPAVmzv9hLHhHXnOLqQ5teH++QsoLtRjrG6FjG+xlHyCvUmHGiPxWBEgvcM6\nYQe6lv5YpPcnN/Q5iwbextYhHL/83ygRRlLfoQ1bVuURl1hKO5Mj7hpP1s+y5k7sQUhzZo/lWMp8\ntGi+3Ex6cR7tijvg5pFIvUUSy+NNfN0miO8SSxjhHMIve/KoKi7HbkowztbZFNanUtcoIGQtxf3i\nWJY0rqeZPpYgaTH2xgYMgsBbi5b8WjuaW3QmT9IcI3qkpjhaS8w5KplPPfbUKKcj9r1LZOZrlN7+\ncOwYWFoCvzdwDhgwAIVCQWFhIffu3aKoqB+ZZgu4np1B29gcOrZ/i0EsQaFthcaiE+8/dudQ6mXc\nCvP56B7PplM/4VZlgzFAwd3eFzhmfoQNiQMZd/cOmk/H47Bn8x9mwx/RP2Ln/xHo9n8d+zwQRbHl\nf2AnA64BN0VR3PFfxBS/+moSdXWxNDZmERpqQ4cOrkgEC8wl7fFp8Sfkyv954P/f2rNnDy9fvuTE\niRN/OFZ2VTbtDrQj4YsEXCxc/mq/tZmZfKivx1omQyEI/OTjA337QlAQZd9/z42KCr5Pe0K5Tk+5\nwYEDjzbSfcoArr6U8tOREH5xcCLjVQpzsuZgSSDfsgTFEBVhS4KYvmM658+fx0Zpw499++HrL8BP\nM3EYaU55p+G4fThC0RUdptwGflEXc14/ktlfHsW6Tw47y8yobnCmpqAQy0t52L86gLOQwffyKVRK\nxhHbWMEBcTpyn2JKihIYIikndPw4npxN54Xamc7rj9OipYzwhh9QF9VRn+OE7IY3McFqJlx6S5Wq\nNzXhnWmcupktOcNIjrfDy84On/fvcXvxgk4SCREKBRY5OdCtG/TrhybMm+jqcahnrsK5Kg2P8+Og\nqgpOn4Zr1zA1GslWTMI1dhMqbzV1cXW87v6aKfOmMNJxGOfXnuS+XThHU1bSq8s1OsbuwNSkKcXT\nVLhseslZl43U+Lbji5W2FFo1Z/oCJfei9EgoZUDEOVxbXON10xKcniSx4pQv1rI6FBY1PPXSctiy\nJQkf8+nj5EWzvP7s0S4kKPgBERG/EGd4y7iLBbjVyLDTutLpxI/0uPiU1tKOxLm4MuhnKTOqXdAY\nH+Ly2TaGvDjG+aJASoNLodt4BBcDNnZ9aDCVYVFZREXJYxzzdSx4GsbZwtZk6I6itPNDEjqa6uxs\n1ohpfJl4hcLZs3HJTKA0o4b46kV88Ejkx/FpFFVcIXqvlGWhM5nyaggFHiZ0Znp+XaSluqqI3FVf\nMbHjcZqmW7G2qDUOPqWsmOVDt273UCjekJO/n0u51exN09DKCkZ5OdF60gHmRc6jNqoCVVAXyh0G\noyk00N9lA4fvlvKbnRmjayR8s/sAxWWWzLv4CKu3Igbb23gWF+MklmEU5BgUKvTaBtIkPSgwLWCX\nwp39tpPwmT8Sli2DfynbTkxMZNCgQYwZM4aNGzfy448/snPnTvZtXcg4G290X3fh8W47vFtVcy/6\nIi9un0DvFkeIax02KiPR1SbOZMvIrZKhMKmpU9TRJLsdS28txTnEjZ4FC1EvmgUTJ/5hNvwtevjw\nIQ8fPvzz9bp16/4hH3wrRFHc8pc++P6L3XGgTBTFxX9FTPH/t/LTgoICWrVqRVFREUql8g/HW3x7\nMTqjjt39//pzwkajkeC3b1nr48OyjAwmuLjQSSol6PPPMR8+nIERETRTqVikX0x5ZQ/qB8dicnGj\nzf0t+A+o45uZKjoHKTj6UyV3zp7mc/9YQlN6stBiIaWaUtq2bUtRURH379+lomIYnqrvKRolobaw\ngar2qWyLvs468wwiqit5dzaeKcvMMRiq0PjVkjlFA5OCoa6Q1q3X8v24FOyjLXG8JqPCUIuH62sm\na7vztKoNY22bU6qSUheox2pSMqGa3mxbNJ5DG8qwcBK5tdWSOc9qORk4lt41qVSottLkymvcfKbw\nsE7KZ/fuMSkvj7EREbRt2/b/9GaUlcHt24i3bhLX6QK2r024J3ei/K0MR+MDBBcnWLSIUrsB5CxP\noI3TJqTNfGD7dvD2Jnniewo/vCA/fR5btSKfyD9nePN6emQ+QHrwIMVhDWRmriLE/hzSHiNYWr2K\n4CNDyDEd4Nfjp0iOaoSQbFY6qohop0P/iZFcrTXPXtlhOD6bb/QrMK9RYXQ351Hn5jR88hgHa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UdAy5mYthpqCG7tpbYTZgwUdIgE/HV+H/mdm7dy9SUlJw8uTJT9bm5BuTYaxpjD0D9nxQvX0F\nBTjO5SLI3R2cv7+JhIUB69ZBVpiO6N8kMJC1guaxZ/h26ErE/TwB9+8HQk1tCfT0OsHBaDXUpq+A\nqFwBsaUrYT6VA6vDPaE4cyrq/U4hbqMQ7XsXorBwDyTSShyrno+reaXY+VgHjpMV4T5tDBQmTgTW\nrQOeZ0SVy/nwD3bEw/SheHqvDLk+4Thdeww2KhfRTOYDxcQYVBg8REHBbujqdoUo7j7cppejTtEC\nIZLDcD/jjvRTnmCWbIJlwQ3cF6fB29sbP126hB8zMhDi4QEbdXUQEbzPXoFGmDdUBt6Dyi+/Q9+5\nKeqi6qCkpQTjMcYwGWcCrRZaEHPFiGoVhdYBrcE0SYOPz2hMnVqEgKAbOF8agsORR+Ge0RuxFk9w\nKH0KjErssGWLDgrjRajasAFHHj/GWBcXqCspNbjURIQTJ07gyC+rsMljAqyj42EvCEQ5xxo29bVQ\nFtaxk3KzZhB17IjjTexw5VkncAx7QFRWiVoff3TQr8H25DFYunkdzp07B8fmzTF8xAg4dXXC7PDZ\n2Np7K6a0ngIqJUR3iobCYAVsaLYBqdwg9I21hwlfC1aVRvDIc0RQmwjoqTSBU0wH8MwlWJS/BS69\nukJDQwPlpaXILSwEl8uFjrYOajVrodlWEwIXAfRVlTHeXghn+9WY1WEjsscGwLD0NnTyriKdXwj+\nxEko6TwECtPV4bfdD2tnrIWhhiHOnj2LNWvW4MCBA/jmm29Qs3ci0m/fwKAhWlBqexqerbriGw4H\n/GQ+KjZdgs7jH7C3FWFQVhN0/nE+sHz5qxcTwQ/GYrTSGMyTHUN7jQiMW5IF5SF/gFRW4foVOTTn\nKuCZdUuc1d+F8x7tcaW8HIeKinDX1RWu2uwCSiQC2rYVw9o6DQnxIzFA1AuTti5Gb8E0aOSYIWPN\nZZiXZ8P/8lZsEl5GgrYEnY0BoxxbiKpNYaOuj2h+MGINhXCqb4VnhaZQjE6ANoBhQ4eid+/e0GIu\nw+FwDM51VUMLm0H4fvbuD372PyVfhf9nJi8vD23bUeClhQAAIABJREFUtkVhYeEn8foBAB6fB5ej\nLrg/4T48zD0+qO7K7Gz4VFXBt1UraCsrv14gMBCiPctR1DQRxTYySOzkIE11lJZYoVevQ6jT64AT\nXC7yRCKUZWairF6EemUjmBURHIU8uPZwQK1WMHiMLuQiW4yUfotNSX/ApEQT8YNVoayoiG4iEU79\n/DNUuncH9u8HFBWRmbkUUmkpnJ1Z11iRSIT43fFgzkjhzFsKqRIfqdcK4G52EVrbLoG58gdkjBJ8\nJGdhtLUrpHuz4XjGEWk6rSGt40PL6wymRa/Ghu0bUNihA04WFyPQ3R2yqutIT/8Jcihiv8IyNBMP\nwYJCfei30YVWS63XLgf3BBd5m/PgeNIRP3nNBcNJQYxdOnQYBkturYNFrSUi1qzFvjQRLpy6Apff\nXFDUWx0rt21DkLc3VA8cwGRra8w2N4eTlhYKCwsxY8YMVFZW4uzZs3B2dsbRyKO4+uQc+kbuwzVf\nQ1hJszFqvDr017tibkEqJpia4lc7O6hKJMD336O6sBDuOTn4/fJl9OzZEzt37sT27dsxcOBAzJkz\nB+oO6lj/dD1SSlNw5OIRmPQzwY8OP8Jcxxyewz1hqMGG2RAR4nrHweR7E1jMskBZbhnOuZ5DC+MW\n6B3SG2pmL3+vcrkcJSUl0FTXBP8iH6lbUpE4NxHXzY8iqiwdvRMGYY7fPIhviyFRF8H79zWY/lSO\nzkki3Bk0Gfc2T8IICwuohIdj5oyZuLbqGuy07FCv8RBcgxWY5ydDofME7Kidhv5FeqgLqQAn7hDM\nFB5i/RQD+CmlQ73KCHd35ELDnL1PDCNDDvd3fJOliO+adMKamCh4JXhizXFPHD3TBkF8VZxKLcMv\nEkXYaW9Bv5/mwDfnMdIr0vGoKAEhpamwV1NGR1NnmKuUQK02AXlR03HvwlBUysdDPrUeysqdcay7\nKooqi3GnIAVFCjWY0cIVs82mA9x4lKo+hUPsNCSVlKKwUyfku5ngbux+pJVG4/LoP2HIN8Tdu3fh\nf/tPZIREIZeU4GTmgvV712PkdyM/6Nn91HwV/l+AAQMGYMKECQ1cx/4pnjGeOBx5GGEzw6Cs2IgQ\nfwNEhB/S05EnEuGmiws0/7Yq/YuAM2cwYd48+BoYgOdiiS36J5E2VBG19rX4wdwcbtraMFZRgcmt\nW1DduBGJK4/gGZeDzHohyFQGPdfz0Ls7DI4eJ+DgYAD3Tmegr6ICMcNgU24urqSnI3jjRhgrK6Nu\nnAfiXc6jXfskqCoZAtHRQHAwEBYG8dNE1NnkQL1cgmpRZ2iWCqGLVNTodkaCYDIeddfAgBgNtFwj\nA4cfjwKNeygzT4ZYTYjS823x06MsBO4PxZHuDPwr07BdNh1aKtrgcIaDY7MDU1NTUSyR4Gjz5vB4\n1R7yCpWPK3F94g0sq/sFdes00E97LFZuGw6T8crgLK2AoUk/BBeEY822NVh/dT08rntAr5sexo8f\nj8c+PtB2cADP3BzGxsaoun4dP82fj02rV0NZWRk8Pg8tj7SE7xRfuJi4QCQCTu5Jw52NefBX6YYh\nI/j4dZURWljVASNGABwOcO4cnoaGYsyYMbh79y7at2+P6upqnD17FseOHQMAdO/eHa1TWkM5Vxk/\njfwJW7/bikWdFjXYewIA6p7VIWFoAlxjXTFgyAB4WHpgjuoc1PjXwHaTLfS76Tc6KYoKRMhcmIna\n0FowM25BcKALVs/ahHj9BNha9kW2alM4RYTgaPKPcJB4QjMnF9vadsS5Bw+wRmEHuvToDAWXNFT2\nmo3tkW3hq1uPI9FdMeGpH2r6zodh4D4oN7fAidG2+D31Ep5EO6OzKxe9DG2x9xdvVFf7ITv7F5yS\nj0WJRh/catUFCgoKGD1ajk6dyjB6tCdi8k/igmgI/J9dBqe0Clx9JXRy6AU3Uzc4GDqAr2KKfUX5\nkNVEo7kkFiqki8TsTJQploEhAp4pQAOAmSOhZ4EC+ogN8Z0fHyq2DkCPHqAR3yBKZxlsbNbAxKRh\nHq97Gfcw9eZU7Oi1BVMD6iD7dQXqN06CzrwTSEy8BQ6nGZo0cXvv5/Zz8FX4fwEePHiAX375BTEx\nMa89fB8LEaHfuX5obtQchwYfguIHGI9kDINZ6ekIqqnBKUdH9NDXb/B5fn4+OnToAC8vLyRoaeFu\nZCQyrG3Av9gUXiap+GbHQDYS8vx5Ngvqrl3A1KkAAEGaAJISCZKM9iO04jGGeFxDbXIP2NishpnZ\npBd9hNfWYmZsLObGRKG99XY0uaMKs2v1gEzGeoB07gx07owyOy5SKrfC6slS2Plfh7TPcIgVzZBz\nLQ3GuQ9QpTUWmjN5sDh7BKJxvaDq2hORzbfDSboI3MIjKNSrQu5Da7TkNEdp33hIZXpwjVsOQ/X+\nUDNRg7KpMs7p1GCnkIu2OrrYYG8L91cmAYYIf5aWYkbfAWhr44Bym1ScvHESzmecYTigYVaS2JJY\nLF63GOtvrIfzIWcYf2cMLpeLlJQUJCQnwzc5GcK+fRFpaoouenoYZmSEq0HLYaChjxU9tyFNKMRx\nLheZQiEOhIej9dUInIlrj9OC8WimkovR7fIx5Pdv4dCcnbBv376NWbNmwcfHBy1btnzxuwgNDUXa\nn2kwP2WO/e1OIDAlGFpaWhg8dCimjBqFjm4dIc2RQpgphCBDAO5JLp4WPYWfih9299sNZTVlCLIE\nECQKoKSjBM0WmrBeZg2joUZQUGz4+y27VoaUCSmgWUeh20kHeR3m4fscLsYfjoKfzRmsHLES/Xz7\nIW3PSdSL92CAsiLiu3ZFy5mjkStaA19xZ5zOi8eKdjswOTgCOH6c/Q1MmIBnxdEY5BqHMI35sF/8\nK8LOxGNw6SBs7ihHWxM7qFjtQt8sHcS2bQsrdXWUlgKOjkBeHqCnB9xLu4xfHs5BmbAOhmpNoFRQ\nghu1g9F023GAwwGPdx2paXORZnIIh2vtwOeJUVh8FVRyBqtzrGEYy8Xa5HoE/n4GLcaMYYPApFJ2\ncfL0KXD+PKocapE2j4/2HdOgqPtKogIipFw8gGHRyzCoVgcz+pvDbXQchMIsxMR0R4sWF2Bg8Aab\n0Bfiq/D/AhARXFxccPDgQfTu/em2bqsR1WDwxcFwMnLCiW9OQEmx8VX8m/AuL8e89HR8w+Fgh709\ndJWVQUQYPHgwmvbvj/y+ffGsrg46ubmIPnwYTGYx1lYvxjrNPdB3MgMqK1k3vVatGrRbIZWiQ2QI\njtNUuDufgKqqKeLi+qB1a39oabV4UU4gl2Nr1Ao4yYLxXccgqFZVAaqqgK4uiAilpWeRlbUCzk1u\nIq07wXqlNVRNVeF1RQl7buvgnOJF9FJdBaX6SvBvHkSelR8qK+9BWZkDI6NB0Nb2QN6do7iXHYH+\ntoCl5k+YYzoZmjXANn9dyEtlkJRJIC2Tor5eghtd5bg4mtCkFJCqKqDCgFCpB5jeCoDi1QvQ+1kV\nK6xXYEzvMQ1UIq9y8tlJ3Lh5A2vOrEGTn5vAaonVaxN+vUyG2xUVOJ/hC9/ghWjb+xr4CuowUVHB\nLAsLDDMygsormwRJuTzcvVSL20n2uHtPAQYGQL9+gLMzUFjog99//wWBgX+gaVM2/kNSJkG4eyRu\nr9eEV3M+RmVpIDE3EbEZTyGIDIZGeR3WGy7GQI+B0GymiYORB9EvoB+6xHaBfsuXC4HaqFqkTEiB\ngrICSM4+X1ZLrWA22QyKqooQc8WI7hQNuy120HCX4l7GGPysuhZHz5jCOF6AhaMWIlE5EUdzj2Lz\n083Ysn0LRg8ciEsHdqPZbW84VHNRWV8LA1UzmOrpQ2H4cGDcOODaNdSG+MGjZxq2DtmL71qxe2sI\nc4TYP34/Dn37G3YZ7MUZVTvYxjGYekURtpts4VVihowMBczZFImVPiuRX5OPTb02oasBH7k5K/C0\nqjN2Rz1ErxzCaOsBsOgUCfcuV1Ei4+Dahcu4kHMNMu1C3PmTgf54V2T0TsCdh3JcuSLB+fPtYWjo\nChubNVBTM2cvEBHw9CkScr6HXmANrGMdAW1t9igrA2Qy5K4agO/KDkBPtz0ujPRETspAWFkth4XF\nrA96Vj8HX4X/F+LkyZPw9vbG7du3P2m79ZJ6DLs0DOY65vAa4fVBKiAAqJZKsTQrC5d5PGgpKUEo\nEqGezwfH0BC/WFtjjoUFvktOxjBDQ8xMT0fapM1w4AZC2cSQ9Ug5cgTo0eNFe3IiDImPh4uWFlbo\nJSInZw3ato1BaelZFBTsRZs2EVBS0oJczkdV1ROkps7AUa0zEKnY4lKLFlBRUEBl5UPk5W2CTFaF\nli2vQkurJeqe1SFjQQYeCI2xP90cf84tQ1uzMGjvnAv07w/4+gLe3hC7WCInZyVKSy+BwxkBPb2u\n+P33DITfDsad8gqIOnRA/4ULYa+nhxOOjlD7205sdXwJ/EqrYKCgBFNFVehL5ejQwwNjRo7BTa2b\nOHn8JIyHGqPZ/mZQMVJ57XoSEUb8OQLujDuGbBsCRQ1F6HbQhU5bHUhbqoFbKURVlgD12XwkRsXA\nTWKBJnwDSIslIDlBw14D6vbq0HDQgEE/A+j30G8weTAM8OwZ4O8PpKUB6elAbKwAdXVyODkBndqo\no0t4JKJbSyAyUsSkWA1Y9+NA01kT6nbqqLBSxOBb51C+Zw/aOzqiZcuWuHv3Lq6Pvg5ZggwuN1wa\nfB9GyqDEswS5G3Oh0VQD0nIpxPliqJqrQsqTwmqZFWxW2aBeJoNbeBg2bE+BdZQuUG0K9XbqWDZm\nGYKzgzG6bjQun7qMqio/JCePx2/iH3E9bC9cOx9DRPcxUH3lPhARJlyfAB1VHRz/5niD8YRYhsDP\n1A+Hh5xChYEerrhsQ3etTni83gezxBmwHXQP5erZWNdjHaa1ngYVJfYeCYXZSEmZjFqJDAnFdrgT\nfAdhqvXQVlCDkkSOvhly9K7QRJdmhigbJ4ZJs9kwN58BQBWTJk2Hjo4KVq92RnHxadjYrIal5U9Q\nVGTbFgjSEf2sE9pqnIW6QAeorweUlFDTThuJKSPQwuUO1gadwb1UL5zuMxm9Wh/7oGf0c/FV+H8h\nhEIhbG1tERAQAEdHx0/btlSIUZdHQV1ZHYcHH4aFjsUHt8GTSFBdX48e3bvj6JEjGNi16wvBGFRd\njUmpqUhr3x5SoSK+acOFaz8z7Ol6A8rLFwMdOgCbNgFOTtial4eHlZXwadUKSgoKSEoaDbG4EM2b\nH0dh4T5IJFwAiqitDYGOTltYWs6HrtEITEoIhY00GGMVroGR18PGZi1MTMZAQeHl28wffwCLFwM+\nPoBz1h1g5kzg4UP2zePqVeDnn4HQUJCVFcLC7ODqehva2q6QSCRo1aoVtq5fj5HJyeCfPo0pBw+C\na22N666uMHuLIX7Xrl146v8U1aOqMb/9fIyxG4Ps1dngXeah+dHm4AznvH4t+Ty0OtYKZwZdBGXa\nITO0EsLoepimycHoKILfRAlZesUoNxFBZt8UidpiWFlrY5CxEcYJ9SHLFUOQLkD5tXIwYgbmM81h\nNsUMqqZvjhX5849HWDT7FDbozwHXTBX789rgm+4qWLNZGc2bv36vO4WHQ7ptG4oePcLSpUuxed1m\nRLlEwfGUY6OJD+UCOYoOFUGQIoCSnhLqouogSBVAu5U2lLSVcKaNEA53RGgRJ4PysbVQgTGkqxbh\n8SBf7FXaC5m1DMvbD4GW8DGC6lvBpyAeMue1mOQ0BKecXmZ0lzNybPLfhGsp1xA5K/JFPAAA8G7w\nkDIhBZyZphg7oRLdxZG4F7MPAqkAJFWDLG4QVhY1RR/bPnA75AZlvYYLISI5ysr+RHHxaVRX+0Gt\nph3EUUrQVM+DtB0fuuY9YWLyHYyNRzfYA6SmpgYeHh7YsWMHBg92RUbGfIjFXDg47Iah4QAoKCig\nsPAQ8vO3wNn5EgwMej5X73SFvf0xHDoUifPnD0CmLke5ohx9XPpg1c+r0KVLlzfezy/Bxwh/ENF/\n6mCH9N9n7dq1NGfOnM/StkgqooX3F5L+dn2afGMyxRbHfnAbCxcupGnTpjX62cC4ODpcWEhERFVV\nRP36EQ0aRFRTzCfato3I2JjiFywgjr8/5QuFL+oxjJy43FMUFGRM6ekLKStrFZWWXqG6ugSqrPSl\nvLydFB3dg/wDtMkzqCstiNhB9VJJg74rK4mWLCEyMyOKjyei/HwiExOi4OCGg9yzh8jFhai6mjIy\nFlJOzsYXH/n6+pKVlRXV1dURZWSQfPhwWr9wIVk9eULPamoa/c4FBQVkZGRE54POU7MDzUgml734\nrCqgikIdQinp+yQS88QN6kXX1tLgiEek+Pg2dY6KoF9zciispoakcjnJGTlNvjGZ+p3tR0Ipe51q\npFK6X15OQ+LiqFlYGHnzeMQwDDEMQ9Uh1ZQyLYUC9QMpZWoK1SfXN+iLkTNUcr6EHrUIofOWvrSg\nywX66eeFxOWKaMMGIg6HaOJEIj7/ZR0ul0utBw8m9Tt36EBoKHXr1o369u1LaSfTKMI1gmR8Gb0P\ngkwBlV0ro8jR8eSt40cBvaJIWCgkmYxPsbED6PBvTchAV5nOHnMik+0qpLwRpL1Vi8bdXUFGfvcp\noLKSmoaF0dniYiIiKq0vpX5n+1G337tRYU1hg75KL5dSkGkQ5e/Lp5XLwqhnTAwxDENimZgyKjJo\nzHcMHTpEJOPLKG1uGoXahVJ1SPVrY2YYhuLiBlJ21iZKPv8b+c+YS8URfiSXS9/6XSMiIsjY2JhC\nQ0OJYRgqK7tG4eEtKTLSnUpLLxPDyKi8/CEFBhpRfPwICgmxo4CA1eTubkudO+vSxYutyN/fh9Yf\nXU/a32rTkbtH3usaf06ey80Pk7UfWuFzH/+/CP/i4mLS19en8vLyz9ZHhaCCtgZsJYs9FtTrTC/y\nivWiOnHdO+tFR0eTiYkJ8Xi8Rj+Pqq0li+Bg4stYwSCREM2Zw8ranBwiSXU1eXh708nvviMaOZLI\ny4uEheUUEUF0/TrR6dMldPnyeHr0SI98fNTIz8+SIiO7UVraXOLxbpNMxiepXE6TkpOpa3Q0VUul\nJJEQ7d/PyvlZs4iKi4lIJiPq3p1o69bXB8kwRHPnEvXrR1VlPhQR0arBxxMnTqSlS5e+POHjQ5cn\nTybOnTv027NnJGOYBuXHjBlDa9eupb5n+9Lp6NOvdSfjyyhjYQYFmwUT93IJXSwpIY/ISLIOCaGN\nOTk068EqstxjSRufbqTiWi4J7obTjC39qfO65vRk1SGadfwPCjh0lJhffyVauZJo4UK6v2kTOd28\nSf0uXKCk3buJ/PyI+HySVEgoZ1MOBZkEUfzweOLd5FHezjwKbRpK911D6Ir5Uzq8+BnxystpxIgR\nxOFwaNGiRRQZmUrff0/Ut6+c/P3Dad++fdSkSRPasGEDhVdXEycoiEIqKmjdunVkZmpGj/s/plC7\nUKp4UPHG34pcLKfKJ5WUPj+dAg0D6cz4CFrik9SgTH5+DllYGNMfnjsoapoX3ZiygyJiA2jio02k\nsEWPfvbdTDHFMXS/KJWMAgPoeKovWe6xpNU+q0n6N0FccqmEgs2CqS62jjLL60j/hh89K30p2EtL\nifT02EXJX/Bu8ijINIhyNuaQqEhEzPN7y+PdohCfZhTmGkQxPWOoLv7dz8Zf3L17l0xMTCgmJoaI\n2IUNj3eLoqI6UGioHQUFmVBwsBUFBBjSunXmpKenQL/84ko83l1imJcTanJZMvH4jT9nX5KPEf5f\n1T7/gGnTpqFp06ZYvfrzJnWSyCW4lXoLZ+PPIjAvEMOdhmNa62noYdPjNQOkXC5Hly5d8MMPP2D6\n9OlvbPPbxER00tXFUmt2+zki4MABYOVKQM1QBiVrIca7qkCSlofIWGWk1pijuRYXtk2k4Nhow9jJ\nCPoWVUhNNUJ8vDpSUwFDQ8DJ6eUhkRA8o6uRl60IzVxdtHJVwO7dgMtfquhff2U9LR49AhpzU5XJ\ngGHDQJaWCJnqDdfWoRCqNIGcCApVVXBzdYWfnx9c/mpQLkfa6dP4QSaDyN4ep7p0gauODh49eoQ5\nc+bgzJMzmOQ9CRnzM6Cq9LrahSHCueA8bMzPg46CEja0csDQZiZQUVECiBB14xwOP9qBm/opaFqp\nDEZJDX1pHk4P7oHxAam44+EAY0aGZdVlGCURQklFBVIVFRwxMsJmXV1MiozE+v37ode0KTBpEuSj\nvkf+sSpwj3Ehq5GhwlUV6VoSmA0zxpSFzi/ubVZWFk6fPg1PT0/o6hoiK+tXaGkZ4rvvruC770ag\nX79+AIALpaXYU1CAyDZtEBQQgEmTJmFKiykYmDIQmp31EDFfC4JqCZArgVKeFHaJDPSDhdB00oTR\nYCPQeAO0LU1AYrt2MH+uPktISMDQoUOxYMECLFmyBMQQ8rfl40hSPs7NVMDp5ro4Ebwe2VXZqBHV\ngKfVEmLrafjdRgeTnRpGwnNPcpG7IRduD92g5KyBrjEx6HldhpWdmoLzDaty27ULSE4G/p5CS1wk\nRsaCDNQE1IDkBE03FdQt+BYqXsvRfMb3MPrG6IO9765evYoFCxbA19cXTs/VVUSEurooqKgYo6ZG\nHbNnz0J6eizOnz+DNm3+XY+et/FV7fOFSU5OJg6HQwUFBV+sz5K6EtobspecDzmT8yFn2h+2n6qE\nL5dJGzZsoF69epFcLn9rO4n19WQSFEQ10oYrs5iqOjL4M4o8b4hp716iAweIQkOJBBUCojt3iFat\nIurTh0hXl6hZM6JNm4gKCkguJ8rKIrp3j2jfPqLZs4l++olo716Gvj3OJYfLcZRc/4qaIyiIyNSU\nqKjojWMsEoloW0ICZdnY0MSNa0jZz5dMgoLINCiINPz9yeL+fTI6fJi25uRQQl3dixWhPD6eTvzw\nAxnfu0eL4+LIrn178vb2ponXJ9Lu4N2v9SOUyeh3LpdcIyKoXVQU3eaWUeaqTAo0DCQ/RT8K17hE\n1aqtSKBoQTyXmZR3+DbtCj9NbUN9qU9MDOU9V41VRdXQvhXPyPnEU+pxNZQEhS9VZqViMc1ISSHz\noCA6+fgxxU6ZSUUmVpSvMYKerLhNHSKiqMuzZ5RUX//a+P5CIpFQVFQUVVTU0jffEI0eTfTq7WMY\nhrpGR9OJ59e0pqaG5s+fT6bGVrSgkxfd131K3o5BdK1fOF2ZGU3zN4VRj0cRFPlcVTYrNZVWZGa+\naO/BgwdkbGxMly5denFOKpfTxpwcsvILpssdgin1h1SS1TdULe0vKCD70FAqeEVlmL87n0JtQ4mf\nwSeGYWhycjKNT0qi3B25lPZj2vPxEzVtyv7e3oa4VEyZPkco4mEPkovf/jt/F2fOnCErKyvy9/en\nquevGwzD0MWLF8nExIRWr15NIpHoH/XxJcBXtc+XZ+PGjTR48OAXgudLwTAMPc15SmOvjCW9bXo0\n4o8RtPjCYjJxMCEul/tebUxKTqaNOTlExArAVD6f2kRGvhAeb0UuJ4qIYPVFBgZEQ4cSPXz4xuLH\nioqIExREW3JzSVJYSGRjQ+Tt/XqzDENPKivp24QE0g8MpNmpqZT08CFJTQ0p+kmHF+VqpVKKqq4m\nhxkzqP3582QbGkrWISE0Ly2NikQiIoGAuEuWUPsVK0jl3j0aGBNFmkd7U25tKZWJxZQjEFBMbS2t\nysoi46AgGhwXRw8qKhreR4Yh5sRJYow4JFmznWR1rP0iXygk06AgOlBQQPJG7ntNSj21vhpEP0/w\np8SxiVQVUEWCbAFV+lTSvfNZ1PNiCNl6+ZHhfT9S8vEhw9u36di4cSQfNYro4EEif3+iuDiivDyi\n2lpWKv4NkYhowACi6dMbno+urSXToCCqlEioVCymMYmJZHX6NDVzdaWuXbuSl5cX1TwX9gzD0Jni\nYjINCqIJSUlkFBhIlRIJicViOnToEJmZmVFQUNCLttP4fOr47Bn1jomhAqGQpDVSSp6YTGGOYVRy\nqYTkkpeCeE9+PjULC6NCoZCy12ZTmGMYCfPZyeBAQQG1ioggvkxGdbF1FNY0jIiIHj8mcnVt9Os2\ngGEYiox0p/Lye28v+J6cOnWKPDw8SFtbmzgcDrVo0YJatGhBERERn6T9L8HHCP+vap9/iEQiQbt2\n7bB06VJMmjTp3RU+A+WCcvwR9QeWnVwGFScV2BnZwcXEBc0Nm8OR4wgnjhMcjRwbeFsAQLZQCPeo\nKOgoKYEnlcJaXR19DQxwpFmzD3uF5vOBK1eArVvZoK59+/CaWwqAPJEIs8PCUJqbi/1CIZxnzICR\nigoUFRRQJpHgTEkJThYXQ0NREXMtLDDB1BS6z9NW0IKfwEs/AX3vAqiqvtxVtKCgACNGjICTszOW\n7N+Py9XV8CotxalmzcC7exdL5s9HgI4ONu+bj8eGDqhXNYW2khK0lJSgraSEPgYG+MnSEs01NRsO\nlscDZs0CcnOBc+cAV1cAgIRh0CM2FiM4HKx4rjJrjEyBAJ2io/FnkgW0fyuHnC+Hup061G3VodFM\nA+bTzKFmqQY5EeREUC0uZlVgvr6sz2d1NXtUVgIqKoC9PXu0aAFMngw0bQo+H2jXDlixouFGUrPT\n0pAhFCKJz8dUMzNssLWFChGuXbuGixcv4unTp+jfvz969uwJQ0NDKOvoYCGXC15KCmwTElASGYlW\nbm7w9PRE06ZNIWYYnOBysTE3FxtsbTHP0hKKr/w+ym+Xo3BvIQTpAljMsQBnJAf8BD52lRfiqkk9\ntpxVR4ujzSHXV0K6UIjFmZkI9fCAnYYGiAihFqFwD3bHiLkaGDcOmDbt9ev5KtXVAUhL+wHt2yd/\n0myaRISSkhLk5OTAw8MD6q8mTfyP89XV818iOjoagwYNQlxcHMzM3n9rxk+FXC5Hv3790K1bN6xZ\ntwbRxdFIq0hDWnka0ivTkcJLQVZVFix1LNHCuAVGOY/CBNcJUFFSQY5QCCUFBViqqUHpn0YsSySs\n4WD7dvYJnjMHsLNjoymJgIMHQVu24Oz589jagpRKAAAgAElEQVStrw+uWIxauRzGKioQMgxGcjiY\nbWGB9jo6r08+9fWQOJuhbus0GE062OAjgUCAWbNmsWmqb9zApeRkrBYKYRoXhz/690cXRUW4XOqK\nIybT0GPl8RcJ6N7I3bus4J80iXV7fcV9dElmJtIEAni7ujYQgI1xksvFES4X4R4eDXzfPwgidgLI\nzmaPyEh2f9oOHYAFC5Bg1g+9+yggIIANFAupqcGc9HSkCgS41KIFvjU2fq3JyspKXLt2DdHR0aiq\nqkJmaSkSysow2N0dNR4eiHF0xIRmzVAlkyGez0emUIiOOrrYadwcCiWayM0F2rZ9sTf6C+rj61F0\nqAhVj6ug7a4NvS568OwgxFnlSqgrKkJdUREaSkrYaGuL3gYvXVBTpqSgwNII07xMkJ3d4HI3SmLi\nKBgY9IOl5dyPu6b/g3xxnT8AAwCPAKQBeAhA7y1lFQFEA/B+R5uf+IXoy7Bq1SoaOXLkF1f/1NbW\n0sKFC6lXr14kk73ZrU8ik1AKL4X+TPyTenv1Jpt9NnQ44vALF8VPSnEx69JjbU2kpUXUti1Rjx5E\nrVuzhoFXEMvlVCAUvmZ7aIzKK2tIbKZO1Ig7J8MwtHPnTtLS0iJHR0c6c/MmDYqLo+7R0eST40/N\n99kT08aD9WkND2+8g/p61lhhY8OqXv7G9bIysgkJoXKJ5PW6jcAwDA2Lj2+gR/8kCAREp04RubmR\nsEsXWr6llEwdxdQ3NI4sg4PpYkkJHSgooN7PXSjfhlguJ+fwcLpRVvbiXLZAQL/m5JBXcTHF1NbS\nrr1y0tdnzTytW7MaPhMT1r7zKSi5UEKDLato5853lxUIsigoiEMy2ZttI/8XwZfW+QPYAWD5879X\nANj+lrKLAJz/XxX+QqGQnJ2d6fTp190IPxSJREInTpygxYsX05gxY6hjx47k7u5Oc+fOpQsXLlBu\nbi4FBgbS1KlTSV9fn0aMGEHFz/2r35fQglAaenEoWe6xpJjimH885jdSXU0UEkJ08WJDB/WPQCqt\nJe5QFZLPmPLGMjk5OSR5LpzlDENjExPJwXM47QreRSQUsjp1Kyuivn2JfH2Jnj0jOn6cnaxsbIgm\nTWLH/DeyBAIyDgqisMbiCIRCohs3WF/WFSuIJk9mgxkKC6lULCaz4GDyf9V38R/AE4vpJo9HyzIz\nqdOzZ6T15Am1PXmKHPuWUt9JAqp7PolK5XJyj4yk/e9wRtiVl0cD4+IanSRkMqIFC4hatCDKyGio\niw8MJDI3J9qy5d06+neR/kxMugoSqix7t/E2I2MRZWau+Gcd/g/ybwj/VACmz/82A5D6hnJNADwG\n0PN/VfgTESUlJZG5uTmdO3fuo9vIz8+nzp07U58+fWjnzp106dIlCgoKopCQENq7dy+NGjWKTE1N\nydnZmXbt2kUlJSX/aMyXEy+T2W4zSixN/EftfCkSQwaQ1NaU6PLl9ypfUMcjxc3atDUj7uVJsZjo\n9GkiZ2eili2JpkxhJ4WoqEbbEMvl1DYqivbl5zf8oKaGaMcOVgr26UP044+sNPz9d6LFi1lD+I8/\n0pP4eLIOCaHK93xjaIxikYh+SE0lvYAAGhAbS5tycsinspLqZTKi27epxsiOmprUkKfnyzrZAgGZ\nBgXR0zdMPEUiERkFBlJ6I5Myn080YgRRr14Nfe5fpbCQqEMHolGj2PnvY/n5Z6LJZsVU9fTtE6RU\nWkOBgYYkFOa/tdz/Rf4N4V/5tv+/cv4KgNYAevwvC3+ilxPA2bNnP7ju7du3ydTUlHbs2PFOV81P\nyfm482Sxx4LSy9O/WJ8fC5d7mjL/7ENkbPyaCqkxDoQdoKF/jCGTxoRgcjLRuXNE69ezobO9erET\nwfbtrCdSRgaRVEqLMzJoWHw8uzoWCIiePCFatozIyIho/HjWM6cxSkqIli4lMjCgG8uW0XcJCR+s\nFuTLZPRrTg4ZBQbSkoyMN08gycmUbDOQTLVqG6hjHlVUkFlwcINI7b8Yn5REqxq5hpWVrFCfOJGd\nJ9+GSMROEj/88CHf6iXl5ewcGbIgl7JWvv1+FhTsp8TEsR/XERF77y5eZEPa1dSIDA3Ztz1XV9Zv\n1suL6A2Bkf91Povwf75ij3/lSHj+77BGhH9FI/WHADj0/O+eAG6/oz9av379i8PPz++zXrTPQVJS\nEllYWJCXl9d7lReJRLRkyRKysrJq4Fr3JTn17BRZ7bWi7Mrsf6X/90UkKqbAQH2S/7aXtSW8RTox\nDEMuR1zIN9v3pRCsqCDy9CTq1InI0pIV3mvWsOcePiQ6eZJdtQ8cSGRjQzJ1dUq3tSXxsGFsNLKW\nFlHHjmwUb0bG+w06P5/kbdrQnQEDyOs9Jqy/CKupIbvQUPouMZGyBIJ3VygtpRCbcWSsVU9hYS9P\n78zLo7ZRUSSUyYhhGMoUCGh3fj5Zh4Swbw6vUFFB5OFBtGjR+6tzamqImjcn+oj1Dv36K9G0aWyK\njUj3yJcfyGREd++ytg0fH5JnplFoiB1VV78jCKAxeDw26MTQkKh/f6JLl9hBl5cTZWcTxcSwb2sj\nR7KGja5d2fQiubkf3tcXws/Pr4Gc/DdW/il/U/ukNFJmK4B8ANkAigHUAzj7ljY/4yX7ciQnJ5Ol\npSXNnj2bSktL31guPj6eXF1daeTIkW9Mx/ClOBR+iJoeaEo1osbz4/xXiIhoRdVVgUTDhxMtXPjG\nck9znlLzg83Z1XZVFYX9+CNV6eqSZPBgolu3GkZINUKhSEQ2Pj4UFRjIqpnu3yeqe/8UAg3g86lq\n9GiKdnKirHdMGnKGoV15eWQSFNTAEPteFBXRHfOZZKpTT6mp7Cnmue2jbVQUWYeEkHlwME1MTqbw\nv9kvystZg+7SpR+ux4+PZ3MPJX6A9rCsjDUcJyURySVyCtALIHFCIas6s7EhateOfRPr2ZOKxxtR\nzG8KRGPHEkVHv18HDMO+2Zmasrqlv6vtGkMoZC3ZM2eyX6hNGzaQ8do1othY9v4zDDuhJCSwwQn/\ngUni3zL4rnj+91sNvs/L/M+rfV6lsrKSFi1aREZGRrRjx44XkYIMw5BQKKTdu3cTh8MhT0/PL+4l\n9CZm355NY6+M/c+MpzEyM5dTdvZadplqY0O0cyerf/gbQy4MoVNBB1m9PIdDzPTptM7Xl3pER5Pw\nLZ5RREQyhqGeMTG06XkQ3CeBYShkxQoqMTGhkoCARouUiMU0JC6OOj57Rrkfq0jPy6MznMVkY1j7\n4g2gXiaj8yUllFJf3+i9/UvwL1v28QZcT08iJ6f3mx8ZhmjIEKLly5+fkMspoeU1KtYcTjRjRgP7\nC8PIKTzcmSoKbxHt3s2+sfXvT/To0Zsn8ORktkzr1kSRkY2XeRdSKZGPDzsbDhvG2oc0NIiUlVld\nVYsWRL17Ez148HHtf0L+DeFvCODJc1fPRwD0n583B3CnkfL/p4T/X6SlpdGwYcNIR0eHdHV1SUlJ\niVRVValnz56Unf3fUrMIJAJyPeJKx6OOf9Z+siuz6WHmQzoaeZSWP1pOF+IvvHfdykofiopqz/4n\nJYVo8GDWrfT0afaBFQop58/jdKKbJjEW5kTffsuWI1aoj0lMpG8TEl5L/vYX1VIpDY2Pp4FxcW8s\n87EwDEPnjh0jnp4eHfvtN8oSCIhhGAqprqaJycmkHxhIKzIzSfJPbT5ZWfSH0Twy162j2T8wVFnZ\neDGZjOj8eSI7O9ZR6aO+rlD4ouKMGURjxrDtvo19+4jat2eTClJVFdGwYVRk/zMljXxdUJeVXaWo\nqPYvJy2RiL3XHh6sKmfCBKI//mBtMYsXEzk6smljd+x43sEnRC5vdKHxb/PFhf/nOP4Xhf9flJWV\nUXV1NUnfw6f93ySFl0KcnRyKK3mDIfMfIGfktPjBYjLeaUy9vXrTzFszabP/ZnI65ERzbs8hsewd\nFkYikstFFBCgQxLJKxlVg4KIevZk3Th1dCjNyYT8ZvZlX83/hkgup14xMTQvLe21VXByfT01Dwuj\n+enp/1wAv4XK8HCqMjenLTNnUrPQUHIIDaU9+flU8SHCimHeLq3z86mqRWf60fUpmZkxtG8fu0iN\njWWzZ169yi5eO3dmvV7fm9JS1nA6bx6RmxuRqiqRvj5Rly4kmP4j9XEupDGjpG+UkVFRr9jrY2KI\nHByIFiwgYVYtBRoGNsjX81cqBx7vVuONFRQQHT3KLgA6dCDauJHt4As6TPwX+Bjh/zXC9yuNci7u\nHLYGbUXkrEhoq2p/kjaFUiEm3ZgEnoCHm2NvwkDjZZRnrbgWk29MBk/Aw9UxV2GuY/7WtuLjh8LM\nbBJMTMa+PEkExMWhSF8Jrn/2QNaCrAZ9vEqNTIY+sbGolMnQUVcXHXV1oamoiFU5Odhpb4+p5m/v\n/5NQXAzZsGGobtIEhocPQ9HiPTbu4XLZHXB8fdmDz2cjkWfMeCVd6ivU1ACjR+OZ2AUHrXeiqFQF\nxcVASQkbobtpEzBo0LuDniGTAQ8eAKdPA35+QK9eQLduQNeugLs7m4oiKQlITITooT/GP54GgbUT\nrvtzoGWu+6KZujrAwwPYvLwWY5PXs6kzDh4Exo8HAER3iobtBtsXeypXVNxHdvZytOXcgsLuPezO\nWvr67Ma+JiZAp05A69aNZ4X9P8TX9A5f+aRMvzUdteJa/Dn6zw/eU/jvlAvKMezSMNjq28JzuCfU\nlF+P4WeIweaAzTjx7AQeTXqEFsYtGmmJpbDwIOrrY+Dk9Ptrny19tBRyRo59A/e9dUwMEVIFAoTX\n1iK8thaZQiG22dujna7uW+t9UgQCYONGVqguWQIsWgT8PacMEfD4MZs6IySEFbx9+gC9e7N5fzw9\n2cPKis2J3K1bw/pSKfDDD0BUFJt/aejQ95D2z0lKAs6eBc6fB2xsgOnTgbFjAR2dt1aTxSVh1qgK\npOWr49A3j5Cm3QaxIic8STaHh1oyTub2A77/HlizBjB9JVfTngIIUgVwPOkIIkK8b0c0vWwEravh\nwLx5gIMDO6FVVwNFRUBQEDshdu0KtGkDWFoCFhaAuTm7Nam+PqCry6YY+R/ma0rnr3xSRFIR9TrT\ni+bdmfePDMAFNQXU/GBzWvlkJcmZd7+On3p2ipwOOb114xo+P42Cgy1eG1eVsIoMdxhSXnXeR4/3\nXyEjg/VesrNj3UjXr2f9INevZ4PRXF1Zt8c3uXxKpaxHkrEx65nydxiG6MoVVk3j7s7uytOYakQi\nYaOe9+5ldeqWlqwxICnp9bLvQC4nWjarkpoZV9K3DtG0yf538uZMI/G4yW+M0RDkCCiIE0RyqZzq\nj/xCEj1FYubOZWMm3kRpKfvd1qxhjQ6DBhG1avVCBUiKiqyBdtAg1oUzLu7TqYX+I44R+Kr2+cqn\npkZUg55ePTHKaRTW9lj7wfULagrQy6sXZreZjWVdlr13vRm3ZkAgE+DiqIuNZhglIoSHO8DFxRva\n2i/VHTuCdiCRl4hzI8998Fj/E/j6AsHBgFzOqloYht3UvkeP91utx8SwK/u1a9nEen+HYYDbt9mN\ndNLTX66UTU3ZDKZxcWwyvo4dgXHj2LeMD1CpEMlRWxsBVVUTqKk1gaLiO7K0NcKzds/QrH8w1E8u\nRt3V7TDqvvSD22iAXA6UlwOBgcCTJ6zaTCIBli5l947W0Hh3G40hFAKzZwPDhgGjR/+zMf5Dvq78\nv/JZKK4rJvv99h/sAZRXnUcO+x0a3UDlXQgkAnI76kaHIw6/sUxa2hzKy9v14v9FtUVkusv0sxiq\n/78iM5M1oq5b9+aV6fPYB0pKYn3Vz55lrb5v2AP5fairi6WoqLYUHu5EoaG29PSpKgUHm1NS0vcf\nlJKhdPJJEuupUO6dCR89lncSEcGGJpuZsRHdH/q9CwvZOISxY/9xzqpPAb56+3zlc5FRkUHmu81p\nne+698oEmluVS/b77WlvyN6P7jO9PJ04OzkUWdS4n3ZZ2Q2Kje1LREQyuYx6e/WmDX4bPrq//ylK\nSljVx6pVDU4zjJxKS69QZKQHhYbaUnb2/2vvzuOjqs89jn+eLAQJJARISMKSgJCERUQ2F1zSi9Yd\n1HqpaC0uVWtVXFqvKLZaW2291Spau6CWokXFDUFfomgRd5B9C0kIEBKWhAAhIXsy89w/zsgNkECS\nCTlD5nm/XryYmZyZ882ZyTPn/M7v/H6/0YoK/7ob19VVaE7OA/rVV7G6c+fLB5vivN46razM1y1b\nHtEvv+yuubl/UI/nGN0kFy3S2piTdMWvUrWu5tg9v/y2bp3qtdc6Q3VMneqbXPoYvvlGNTHRmXv6\nBG72cb3YHxHIin/Aytufp1fNuUpPnn6yfrSp4QtbiiuLddp/pmm3J7vpc0ue83udb294W5OeSdLc\n4twjflZbW6JffNFZ6+rK9fEvHtfzZp6ndZ5jdDAPJrt3O305H39cvV6P7to1S5cuTdPly8doUdE8\nLS1dqdnZd+lXX/XQVat+oCUlzb8YqrJymy5dmqbr10/UqqrGC2dFRY6uXXu5LlmSooWFbx4yCfpB\n33yjnu5Ruv4vPfW7sQuPOdBbq9qyxRmYLybGGeH1vfecx74v7kVFzrAQN97onFd5//22y9YELSn+\n1uZvmu3DTR9y14K7SOuRxoj4ESR0SSChcwIZRRk8u/RZxqeM59fn/Zrkrsmtsr7pS6bz9LdPs/D6\nhaT1SDvkZ6tWncuu8PHc9NFTLL91Ob2jerfKOtuNXbvg3HMpvnYIOZdt5uSTnyEmZtwh51G83moK\nC19jy5YHSE5+jMTE2xqfyS0/35m1bc8eamKE3Mp/0HXwJOIu+9ORvZQasHfvArZte4za2n307fs/\n9Ox5PXV1pVR8+jJdrn+MzIfC6XvrYvY9F0NNQQ0Dnx/YShuiiYqKYMYM57zL2rVO39RevZyeReed\n55x/mTDB6VkVQKyrp2kzlbWVzNkwh237t7GrbBcFZQXEnBTDg2c/SEr3I6dw9Nes1bOY+p+pfDDp\nA0Ymjjz4+JrsaVwy73n+Pn42l6de3urrbQ/KMz4idNylhEx7jA53Tmt0uYqKbDZs+G8iI08hNfUf\nhIZG+l6g3Onu+frrTtfPK6+kOiGCfRv/RdeawZy0OxSysuDSS2HiRKdAHuWLQFXZv/9z8vL+QGnp\nt0St8zL44Vr2PvNjIq+6ly5dTqMiq4LVP1jNmdvPREL8nGHOH3v3Ql4eDBkCHTq4l+MYrPibdu29\nzPe49f1bmXbONLaXbmd14WpW7FzGxfEhzJ68z+14AcnjqWLlytEk111P7DUvOP39H3qo0Z5DHk8F\nmzbdSWnptyQn/5bY3L7IT37qzB180014LxjH3rKFZGffRkrK34iN/ZHzxIICePddePNNWLfOmcbz\njjucnkNHUbNoHuHX3IL8+9/Ol0Y9y05ZRsrfU4geG90q26I9s+Jv2r3FuYt5aeVLDI4dzPD44QyL\nO4XcdSMYNWoFHTs2PqF6sNq06R5qanYyePA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(trisegs.data[:,:,2].T);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jJ/HXiTq+iv6KgC8DeH7v8+3XVCphz55WdLotPPHEE8jlcubNm8eqVau6qyIg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fduJixvhGBFHqEBA0ohkuiYblz90/jV2l/j+OBvNK/+hcuNGxCv3s/MVKiUduLrjWaiOw7SA6xv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\n+iAjfRr8ahzzGhmKlLHGuAt1zMWrwlYyCBPwfI5CEUWbOYJ1H5SIacjGL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/OalxAbXsjR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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(regsegs.data[:,:,2].T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now partition the segments into target segments and nontarget segments. The target segments should contain P300's and other signals that correspond to noticing the intended letter flash." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tritargs = trisegs.select(matchFunc=lambda mark: mark > 0.0)\n", "trinontargs = trisegs.select(matchFunc=lambda mark: mark < 0.0)\n", "regtargs = regsegs.select(matchFunc=lambda mark: mark > 0.0)\n", "regnontargs = regsegs.select(matchFunc=lambda mark: mark < 0.0)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(60, 82, 3)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tritargs.data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the average of the target and of the nontarget segments. This is often used to see the P300 waves. Also we plot 6 target and 6 nontarget samples. There are three electrodes, so we have three plots per kind of electrode." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iM1PH0Ro2FNm+Pccuj0fkvfdUpx9+WMKeUxQRbTD4DEGfc44mcHGL884LT1/D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UZ//ZXlbbyBkpjo/bkiQNu2nJMPHODG/Kf6P2C+tMRPh+1ypr72Gre0x49r3t9gcuEC0yL4Gnqa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UKYf0F0z7kamzepiLv/CHGVqmJVjfHIlw/49/Mp9CuYWBFOnwaalr6OkEy+qOJ11S6PQHLg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\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L+v7XtCm0S5ejQAG9R3TFCmgCwzCqvL7S4vr16c1mkJzMCjbPPovlM26Yp8qeOQNVpXD/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\n47SZbpdhmlOH/IsbSgH8/L6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,12))\n", "tritargERP = tritargs.avgERP()\n", "trinontargERP = trinontargs.avgERP()\n", "regtargERP = regtargs.avgERP()\n", "regnontargERP = regnontargs.avgERP()\n", "for c in range(3):\n", " plt.subplot(6,2,c*2+1)\n", " plt.plot(tritargERP[:,c])\n", " plt.plot(trinontargERP[:,c],'r')\n", " if c == 0:\n", " plt.title('Tri-Ring')\n", " plt.legend(('Target','Nontarget'), loc='best')\n", " \n", " plt.subplot(6,2,c*2+2)\n", " if c == 0:\n", " plt.title('Outer-Ring')\n", " plt.plot(regtargERP[:,c])\n", " plt.plot(regnontargERP[:,c],'r')\n", " \n", " plt.subplot(6,2,6 + c*2+1)\n", " plt.plot(tritargs.data[10:16,:,c].T,'b')\n", " plt.plot(trinontargs.data[10:16,:,c].T,'r')\n", " \n", " plt.subplot(6,2,6 + c*2+2)\n", " plt.plot(regtargs.data[10:16,:,c].T,'b')\n", " plt.plot(regnontargs.data[10:16,:,c].T,'r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are fewer target than nontarget segments." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(60, 300, 52, 263)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tritargs.nSeg, trinontargs.nSeg, regtargs.nSeg, regnontargs.nSeg" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "((60, 82, 3), (300, 82, 3), (52, 82, 3), (263, 82, 3))" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tritargs.data.shape, trinontargs.data.shape, regtargs.data.shape, regnontargs.data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a handy utility function that accepts a function for training a classification model, one for testing it, a list of different parameter values for the classification model, the number of partitions (folds) to divide the data into, whether to randomly shuffle the data first, and an indication that this will be for classification. If for classification, data is partitioned separately for each class, so the proportion of samples in each class remains the same (or close to the same) in each partition." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def trainValidateTestKFolds(trainf,evaluatef,X,T,parameterSets,nFolds,\n", " shuffle=False,classification=False,verbose=False):\n", " # Randomly arrange row indices\n", " rowIndices = np.arange(X.shape[0])\n", " if shuffle:\n", " np.random.shuffle(rowIndices)\n", " if classification:\n", " isNewBetterThanOld = lambda new,old: new > old\n", " folds = {}\n", " classes = np.unique(T)\n", " for c in classes:\n", " classIndices = rowIndices[np.where(T[rowIndices,:] == c)[0]]\n", " nInClass = len(classIndices)\n", " nEach = int(nInClass / float(nFolds))\n", " starts = np.arange(0,nEach*nFolds,nEach)\n", " stops = starts + nEach\n", " stops[-1] = nInClass\n", " # startsStops = np.vstack((rowIndices[starts],rowIndices[stops])).T\n", " folds[c] = [classIndices, starts, stops]\n", " else:\n", " isNewBetterThanOld = lambda new,old: new < old\n", " # Calculate number of samples in each of the nFolds folds\n", " nSamples = X.shape[0]\n", " nEach = int(nSamples / float(nFolds))\n", " if nEach == 0:\n", " raise ValueError(\"trainValidateTestKFolds: Number of samples in each fold is 0.\")\n", " # Calculate the starting and stopping row index for each fold.\n", " # Store in startsStops as list of (start,stop) pairs\n", " starts = np.arange(0,nEach*nFolds,nEach)\n", " stops = starts + nEach\n", " stops[-1] = nSamples\n", " startsStops = list(zip(starts,stops))\n", " \n", " # Repeat with testFold taking each single fold, one at a time\n", " results = []\n", " for testFold in range(nFolds):\n", " # Leaving the testFold out, for each validate fold, train on remaining\n", " # folds and evaluate on validate fold. Collect theseRepeat with validate\n", " # Construct Xtest and Ttest\n", " if classification:\n", " rows = rowsInFold(folds,testFold)\n", " else:\n", " a,b = startsStops[testFold]\n", " rows = rowIndices[a:b]\n", " Xtest = X[rows,:]\n", " Ttest = T[rows,:]\n", "\n", " bestParms = None\n", " for parms in parameterSets:\n", " # trainEvaluationSum = 0\n", " validateEvaluationSum = 0\n", " for validateFold in range(nFolds):\n", " if testFold == validateFold:\n", " continue\n", " # Construct Xtrain and Ttrain\n", " trainFolds = np.setdiff1d(range(nFolds), [testFold,validateFold])\n", " if classification:\n", " rows = rowsInFolds(folds,trainFolds)\n", " else:\n", " rows = []\n", " for tf in trainFolds:\n", " a,b = startsStops[tf] \n", " rows += rowIndices[a:b].tolist()\n", " Xtrain = X[rows,:]\n", " Ttrain = T[rows,:]\n", " # Construct Xvalidate and Tvalidate\n", " if classification:\n", " rows = rowsInFold(folds,validateFold)\n", " else:\n", " a,b = startsStops[validateFold]\n", " rows = rowIndices[a:b]\n", " Xvalidate = X[rows,:]\n", " Tvalidate = T[rows,:]\n", "\n", " model = trainf(Xtrain,Ttrain,parms)\n", " # trainEvaluationSum += evaluatef(model,Xtrain,Train)\n", " validateEvaluationSum += evaluatef(model,Xvalidate,Tvalidate)\n", " validateEvaluation = validateEvaluationSum / float(nFolds-1)\n", " if verbose:\n", " print(parms,validateEvaluation)\n", " if bestParms is None or isNewBetterThanOld(validateEvaluation,bestValidationEvaluation): \n", " bestParms = parms\n", " bestValidationEvaluation = validateEvaluation\n", " if verbose:\n", " print('New best')\n", " # trainEvaluation = trainEvaluationSum / (nFolds-1)\n", "\n", " newXtrain = np.vstack((Xtrain,Xvalidate))\n", " newTtrain = np.vstack((Ttrain,Tvalidate))\n", " #nprintRatios(newTtrain,Tvalidate,Ttest)\n", "\n", " model = trainf(newXtrain,newTtrain,bestParms)\n", " trainEvaluation = evaluatef(model,newXtrain,newTtrain)\n", " testEvaluation = evaluatef(model,Xtest,Ttest)\n", "\n", " resultThisTestFold = [bestParms, trainEvaluation,\n", " bestValidationEvaluation, testEvaluation]\n", " results.append(resultThisTestFold)\n", " if verbose:\n", " print(resultThisTestFold)\n", " return results\n", "\n", "def rowsInFold(folds,k):\n", " allRows = []\n", " for c,rows in folds.items():\n", " classRows, starts, stops = rows\n", " allRows += classRows[starts[k]:stops[k]].tolist()\n", " return allRows\n", "\n", "def rowsInFolds(folds,ks):\n", " allRows = []\n", " for k in ks:\n", " allRows += rowsInFold(folds,k)\n", " return allRows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will try simple classifiers, either Linear Discriminant Analysis (LDA) or Quadratic Discriminant Analysis (QDA) (see [Chuck's notes on LDA and QDA](http://nbviewer.jupyter.org/url/www.cs.colostate.edu/~anderson/cs480/notebooks/14%20Introduction%20to%20Classification.ipynb))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def train(X,T,parms=None):\n", " if parms == 'q':\n", " model = ql.QDA()\n", " else:\n", " model = ql.LDA()\n", " model.train(X,T)\n", " return model\n", "\n", "def balancedAccuracy(predict,T):\n", " matches = np.equal(predict,T)\n", " classes = np.unique(T)\n", " sumAcc = 0\n", " for c in classes:\n", " sumAcc += np.sum(matches[T==c]) / float(np.sum(T==c))\n", " return sumAcc / len(classes) * 100\n", "\n", "def evaluate(model,X,T):\n", " predictedClasses, prob, disc = model.use(X)\n", " return balancedAccuracy(predictedClasses,T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Need a little function that collects target and nontarget samples into input (X) matrix and correct output matrix (T)." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def tvt(targs,nontargs,nFolds):\n", " if False: # all channels\n", " nt = targs.data.shape[0]\n", " nn = nontargs.data.shape[0]\n", " X = np.vstack((targs.data.reshape((nt,-1)),\n", " nontargs.data.reshape((nn,-1))))\n", " else:\n", " channel = 2\n", " X = np.vstack((targs.data[:,:,channel],nontargs.data[:,:,channel]))\n", " \n", " T = np.vstack(([1]*targs.data.shape[0] + [2]*nontargs.data.shape[0]))\n", " result = trainValidateTestKFolds(train,evaluate,X,T,['q','l'],nFolds,\n", " shuffle=True,classification=True,verbose=False)\n", " # result = np.array([r[1:] for r in result])\n", " result = pandas.DataFrame(result,columns=('Parms','Train','Validate','Test'))\n", " # print(result)\n", " # print('Means')\n", " # print(result.mean(0))\n", " return result.mean(0), result" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Train 87.666667\n", "Validate 57.583333\n", "Test 62.000000\n", "dtype: float64" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meanTrainValTestAcc, allTrainValTestAcc = tvt(tritargs,trinontargs,3)\n", "meanTrainValTestAcc" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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ParmsTrainValidateTest
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" ], "text/plain": [ " Parms Train Validate Test\n", "0 l 89.25 56.50 58.0\n", "1 l 87.50 65.00 55.5\n", "2 l 86.25 51.25 72.5" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allTrainValTestAcc" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Train 76.500760\n", "Validate 51.276601\n", "Test 53.682517\n", "dtype: float64" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meanTrainValTestAcc, allTrainValTestAcc = tvt(regtargs,regnontargs,3)\n", "meanTrainValTestAcc" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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ParmsTrainValidateTest
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" ], "text/plain": [ " Parms Train Validate Test\n", "0 l 91.452922 52.308505 57.302231\n", "1 q 50.000000 50.000000 50.000000\n", "2 l 88.049358 51.521298 53.745318" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allTrainValTestAcc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay. This seems to be working. Of course accuracy on training partitions is higher. Test partition accuracy is the important number. This is how well we would expect a classifier to work on novel data.\n", "\n", "So, let's run our cross-validation process for different numbers of folds, from 3 to 10. Let's repeat this 100 times because each time the data is randomly shuffled so we will get different folds. Sometimes we get a fold for which a covariance matrix cannot be calculated. We will catch this exception and just skip that result." ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 \n" ] } ], "source": [ "res = []\n", "for reps in range(100):\n", " print reps,' ',\n", " for n in range(3,11):\n", " try:\n", " r = n, tvt(tritargs,trinontargs,n)[0][-1], tvt(regtargs,regnontargs,n)[0][-1]\n", " # print(r)\n", " res.append(r)\n", " except:\n", " pass\n", "res = np.array(res)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 3. , 66.16666667, 56.70498084],\n", " [ 4. , 55.66666667, 47.10124434],\n", " [ 5. , 60.16666667, 59.43123543],\n", " ..., \n", " [ 8. , 61.83010299, 58.0458734 ],\n", " [ 9. , 59.17508418, 61.13377003],\n", " [ 10. , 62.33333333, 60.94903372]])" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res " ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": true }, "outputs": [], "source": [ "means = []\n", "stds = []\n", "num = []\n", "for nf in np.unique(res[:,0]):\n", " means.append([nf] + res[res[:,0] == nf, 1:].mean(0).tolist())\n", " stds.append([nf] + res[res[:,0] == nf, 1:].std(0).tolist())\n", " num.append([nf] + [sum(res[:,0] == nf)])\n", "means = np.array(means)\n", "stds = np.array(stds)\n", "num = np.array(num)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QVZV4DyAb6EewJOZG4Gvgf8AL7v5zTINTlXhUVafaeMd26ksvhUaNYhtfbahK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\n4i8AL0rqyLyPWsFxfgTc0oH9FV5LtDB28lh+Puz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a+z/AGTTYF5ES7Q3O0wgGAu9LujZ1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\nCsAF28zMrAD+P/BUuRBet+eVAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "# plt.plot(means[:,0],means[:,1:],'o-');\n", "# n = means.shape[0]\n", "sqrnums = np.sqrt(num[:,1])\n", "plt.errorbar(means[:,0], means[:,1], yerr=1.96 * stds[:,1] / sqrnums,fmt='-o')\n", "plt.errorbar(means[:,0], means[:,2], yerr=1.96 * stds[:,2] / sqrnums ,fmt='-o')\n", "plt.xlim(2.5,10.5)\n", "plt.xlabel('Number of Cross-Validation Folds')\n", "plt.ylabel('Balanced Classification Percent Correct of Single Trials (95% Conf. Int.)')\n", "plt.legend(('triEEG','EEG'),loc='best');" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }