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Created February 14, 2014 18:13
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{
"metadata": {
"name": "Triplet affinity matrix"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"source": [
"Fred's affinity matrix MDS stuff"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%cd ~/batchembedding/\n",
"import cv2\n",
"import tste\n",
"from numpy import *\n",
"import numpy as np\n",
"import pylab as pl\n",
"\n",
"import sklearn\n",
"from sklearn import neighbors, datasets\n",
"from matplotlib.colors import ListedColormap\n",
"from sklearn.neighbors import NearestNeighbors\n",
"import sklearn.metrics\n"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"/store/home/michael/batchembedding\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import affinity_test\n",
"cities,K = affinity_test.load_cities()\n",
"scatter(*cities.T)"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"There are 100 cities\n"
]
},
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.collections.PathCollection at 0x51c9250>"
]
},
{
"output_type": "display_data",
"png": 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GycnJZpmMRiPZ2dl4eHjYLIOo2GTtGlFoYWH9iI19HIgkbx63C3mrWewA7gOi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\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# create the traditional embedding\n",
"mds = sklearn.manifold.MDS(dissimilarity=\"precomputed\",\n",
" n_components=2,\n",
" random_state=25)\n",
"new_cities = mds.fit_transform(K)"
],
"language": "python",
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_correspondence(points1, points2, fraction_of_lines):\n",
" fig,(ax1,ax2) = subplots(1,2,sharex=True,sharey=True,figsize=(10,8)) \n",
" # Set plot boundaries\n",
" ax1.set_ylim(31,43)\n",
" ax1.set_xlim(-126,-112)\n",
" # Draw first points\n",
" ax1.scatter(points1[:,0],points1[:,1],s=5,color='b') \n",
" # Draw second points\n",
" ax2.scatter(points2[:,0],points2[:,1],s=5,color='r') \n",
"\n",
" # Draw correspondence lines\n",
" import random\n",
" which_lines = random.sample(xrange(len(points1)), int(fraction_of_lines*len(points1)))\n",
" for ((x1,y1),(x2,y2)) in zip(points1[which_lines], points2[which_lines]):\n",
" ax2.plot([x1, x2], [y1, y2], 'black',alpha=0.3)\n",
"\n",
" return fig"
],
"language": "python",
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def test_affinity(affinity_mat):\n",
" # after creating the affinity matrix, run mds on it\n",
" import sklearn.manifold\n",
" new_cities = sklearn.manifold.MDS(dissimilarity=\"precomputed\",\n",
" n_components=2,\n",
" random_state=25).fit_transform(affinity_mat)\n",
" mtx,mask = cv2.findHomography(new_cities, cities)\n",
" new_cities_mapped = cv2.perspectiveTransform(new_cities[np.newaxis,:,:],mtx)[0]\n",
" return plot_correspondence(cities, new_cities_mapped, 1) "
],
"language": "python",
"outputs": [],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Graph the found points.\n",
"import cv2\n",
"affinity_mat,long_count = affinity_test.create_probability_affinity(cities, K) \n",
"fig=test_affinity(affinity_mat)\n",
"fig.suptitle(\"MDS on the probibalistic affinity matrix, long arm\",fontsize=18)\n",
"fig.savefig(\"/tmp/correspondence-prob-longarm.png\")\n",
"matshow(affinity_mat) "
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 57,
"text": [
"<matplotlib.image.AxesImage at 0xd37b1d0>"
]
},
{
"output_type": "display_data",
"png": 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SFX/XVS0miad0VS0eqJox2YtGURSlwgrXaKjA4oUQVUxNOudr0r4IIaxjz/O+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\nBRw6dIj29vZTvqYrBau8vPyUo1cAhw4dYphVVwRJUlPBEhGRPi8tLY3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Tk0NOTg61tbXs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\nYrH/D2D+sFDxsqZvAAAAAElFTkSuQmCC\n"
},
{
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McewxCsRQz/Bo91MAuUCUauScCyM0PDnsquiceV224GLcQaUNO6yTbmiZAFLm\nB9EwVd6W7zue5k60MBXYoiHcCBhlsn6eFMvLj4Rldf/JY2TkdVlr0bWoiv1Wq6M1mfgbr32G3lPr\nUN0j1zUrlHcnHpq025jByPHM5b746T1VEoocf772vtJ76rrhAjipalHkeMxN+KGJAY+frvufDaD8\nC4TsiouLUVkpsdMOHTrg2GOPxfvvv49nn30Wl10m3Tsuu+wyzJs3b3+HSSmllA4Q+pvAOdlsFgMG\nDMCbb76Jo48+Gh9+KM0BwjDE4Ycf7r67gwcBMDlEWCIr1kcjvYMh/2J1jNTohnJZtbOhr16SCVjs\nX6W2a0RhTsIQWyY22SX2shRa239MdB8rBR5kuOMnMg7SiRlHSXiznD+4RY89T3jCP94q31/yvK5y\ntY7NWiMv72HDo+Cce3pHQSdsIAkAwTeoPYmU7ByKdrF5sak74Jw6cg3OofOmcf5k9Poulmfgmm6a\nsuSsprNprYBqFnQfAAA4VjUtm0/PGnnMsjv9Ta0jc7s/XrMqDgfXhdF5+t6UwO84dx1Va6q40/dm\nr3tUquIEH7P0uP5gJbNrERZrG9XGXCDP30j1S+9PN+Vdb98ZSlnVLvprFqctk83zz+Px6HC2jmZu\no1YyOoFH3vPwj0PkKzW2zWY+FxMkFquVN66/53nwYRmzo4HMwfuU9J/Ze799+3YMHz4cd911F77+\n9a9HfguCQNF3CbSoBjUahzzxiL/ilOrUd5hSSn932lALl3RxZ243HkufSdI3Nzfj7LPPxtChQ3Hd\ndYI9LS8vR21tLYqLi7Fx40acdtppePvtaJV9WQgewlthDQDgbvyb++3egCELCUuUhrKCrQ6KzRE0\nj75AV1mGNiKlRGXFzNsieMTmTlwRbYhDtYcCXRUTwh0TX5MiZtMHT5INC2XOTuIDKHlRWxMHWsSu\nUn6b/1o1AOCkvUsd7/KDxBhkwwf6Fb6HXzgeNm8YHkjDD9w0BgBw25TrHc8tpVqWhbeFLY/LHzbX\nx0WYAA5Kt6SGH7JtVijzcA08APwPTgEADNKOkXPVUKffxEJQ2cgxXpn28bVjHU9Rd9Ec6JOhrTs/\nMPNaPgaAbzTZfJ88t8dv9hkpbGc1AP+j8xCNowC5bahWjlQ1gvfL5q1X68hKN3z+Z+topTj9IdQG\ntSBPBAyT0ZHI8Z0JPPQJ1OpI7SBjePS8yyaKGc3QZmVgW1XznlH7paZgKjz31ypPS+4FcPXnt+nD\nMMTYsWOonxlrAAAgAElEQVTRq1cv9w8PAOeeey4eeUTU5kceeQTDhg3b1yFSSimlA4g+VdIvWbIE\np556Kk444QSnwk+ZMgX/9E//hAsvvBDvvfceMpkMnnjiCRQURKufCP9f8YKuLYOnmd9YxVNX5Nte\nFul2Y5O3Zw8u0M6ObnWLSzSAEmxWKFVrxx4mHv9o5icv8T4duWp64A3t8mB6LNJAiQ8gfEN5aNOr\nF7hhhNyXp8wZCas4oTK64eGfe54LNYHl0P+S4zX1Fzu5440mqjCd90D8Gk17RMLmjzBgEaZ96pzz\n79FoQIPvWUU7n+CVxu9ocoltKsqEKDqEx+jIfgVJzTe5v+bQvH65Zznh/2T86GjxI7TbLtd18D3+\nlVt2s9wgagp1mnBz5jXeu/2k3rMjwwqZu2oXR5iEGwJ3LtIezWyB7dpdwWsa1LAYhWFdfhvxIe8a\n3cZEMKsZMZo0KrBZVEC04o2mvo5T8/dBRiBsc0qJlryr/wx8KytgJb1qb4xuxNOpAZS8ppro8+XA\nmfv23n+qTd+/f3/89a9/Tfxt4cKFidtTSimlA5dSr1pKKbUyavF8+knhDzB5sMZxFi5xvw0Ixdux\neIJ4SM67k+Wl33M8j4cSBuqjuiOBCVbFohrGRhTnDZfjdDIVKOlIItjHgXPe82r0Wd0l1PPcm1Kt\nJNNbKjxm3zzW8QTHCwiDYbO71DE56ij1mproiau44nyOqvINMyGkWh0bH9YP30ScsqHkfrOhRXCx\nPi7rdGJONXuALCQ4xGYjavZaG3ZWZbFRYyqxipELd9JgYXsl20qJLcFiLcfG1XiWB/XzozXROT+K\nXKLzK6Pjlea3BTGenTFewDnsBkwR5rpdYiY0veIdw6UDpOgqW2exwCaLc5aUeUf0hq3yrlUVyoNc\ndr8247AALJ1XmKeqe1vdbs0gHpL23iIdTbdgYu2DP+h91+tc9lqlY6EjmP8D7PZrKwzRwbkyKATQ\nM82nTymllIS+hMo5c1GnFWdmmpDdrICpRGx2Icvk5sB64FRSdVPpSEmxJwFEwRW1nCE7K+UI7lFR\nnOAEGfmywF1nn6/QWgXeYFiN4+n8NNsrCS/ayG9PNp8FwIeWAO+Q2hBrdjHetDOiQ2lUcIaeSxw6\nE5+e7Him95kUnTMloAOhAD48Samd66j024R3evg0AOBDozWxj/wgzfVmyC5eDw/w2tYWFVnUpn61\n9zLHk79GnGv9ygS15BpSBB54gwU1Mmb0u/pab7vThy3pRDtVQ3aNW7VyTqF35DFTbnWfiujxbMiO\noTk9pQvrMRxnwVrUKrI6XpnAw3NQq9tfs4taHctj2wH37i66Qt4HV2EoWGqYqFnRj5ZbUwIFY2Rs\nnAbgplTSp5RSSkItnk+ft2UwPsFtuT/0ECBB3isigTYHIpWuCn1E4N7BmpjB1ZWJElmD/uNq7aCd\nXJJtm1+1XwkziFW8AUzyDCW8Am9sgoyz4duoDb9HeAhJ5Qh4qRZv/2ShrPxcoXXvVm2VexGphltH\n21sl9ZWqrSwwlVIzMuR1UoDLwyr5k6SSAlNOwv+TcxqbcPJi8b30HSCii1oK20ln0d3xUvoTFENA\nj01imlkmbbHG36+IIqdZmWR5AluoydTK8OOtP3Qs5xRKMtXmwQo9Vkla38kAsCjR6zQuXEf/SMbz\nzCGg5QkZ1mgIeAkrytowWsfotlpNQrI16XK6oser4gI+fKfHaaMAmnsMy5UikRuvkHdlN9+jWtPw\no/p1RCkrw3U1ftMM/bygBjjzJuyLUkmfUkqtjFrcpg9rgaCa0FNfCaQuFHux4mlZCa8/X7SB6adM\ncjwutZAmIFfzo8xJmJxwrlaU7ZsBELVDWfstj/0zYxVvACD4Rhg554IqSTbpE3iQSHE34Xlyndjw\nlOyjghgCB4CXGu1iv9l0UKmiMj0UrWRiH71PdS86jvCBWBLGMp3n/V7b+ahQvM8d3xIpG+QJT37G\nu/jZDuvGQkngmRz01V+MVBo0RsaF9ItQa4pXLgIcUKqNSiMnAY2voYdqI3pY3vdZU0Y5lrETHo/8\n5mxdK6ga9X7MVTg2NQaryeilXjVRGpjSu73GtLOmVkL/A2HFdRBNy/ZloLQl76z6KwAAnUs82IdJ\nT+El+iz4fiaBmFRx2aFKxfvm3euhAKevbYsmV4VjbvVMuv8r3St07nLfjzGQ9F9r2m4BGjE+mJXa\n9CmllJJQy9fIewlw9miB78pSsVZtHRWIJ50vnsrpZ/pdXUyTQpOrZoKkL71VYrCuXbTpAekq0Wpd\netapszXtcKGdL3BSH5lPpFK+mtP00nsb/nuxiQLek67Bc6Z4qh9A6AI9nqzQzotcZzQGputSQVDX\nA17wLB2PUjtaobD9rpWdrLazo61IhpNdhOFaHU3yC8+/UM/fXyVYVuduPeGUthkdKXWXmM5CZw+P\nHld5bJTDdXpxRSv0WmpNnbc5Is3yz5bEKda4oxcfAJq3iBZyinr44004Ae9nofSmNKcGYKUm/S3k\nXV5SpZfrywjXDRAb/kWFKVOns/oQt5WKWwJP6Dtn9b0erutRTBtcZJj0p2+dK+95s2IC8gzi96Qq\nua/xqsFxSiV9Sim1Mkr/6VNKqZVRy6v3JwMOJNLodZG3u0t1lvKTRR2n48WBGAAPpiCiltBFUzSG\nv23aJep0fe/OAEx/eMBF7+hvYyOK9la9z+r4TzIwH/5kLPM8CsIg8MaXRaZab7P/qMBpCHLPJwk8\nK/SwVZHjR3KkidplNht5PM7JZbF1PFRU4+VbVRUt9Koo89/XuDhTLBQIAG/zZHr+JTTHeC22eIoq\nrgyfuvBnxrPU6kjnnPJkLQ+vh4CWDnnR7QBchuGbGmulaWGhyKrR/rmsR+QcaxIy5zjSGRaZjxKd\nfAyfbjDNO0n19eIk5F36upqf7dp6noAmaam9kmjdHH/2WJUdC+vW/euL5P2m+VFQ5U04XofUcLCZ\nflFKJX1KKbUyanlJXwp4B4UHGHDlLC8VSe9AIlmzLyNhdHTEVk0ArnEipcDGvroiF3kWtovueKw6\niZLaNTEXSEuYseLN6ZWGpy46d5/4Q3fNIMNMkBGlJKX38Tk8C1ksz+V7GGdYrNYetNxAw535joXz\n6Hi03MvmWnElre5U4Y+jknS8gynTRWlcSkxscQ+Bv1FqJLioGuPtwy/0LKxIyzp4OodVV3hAkLvv\nW2LjmoQGpHEgj4W76n7Z4Rk5h75PSZKekF0m3rBJJZ2dgJf0dPJtflXUy8aMqRmRFa2kC98RamM2\nZEetRHn6qxN6xzbP0p5KxOpoGTqrXDTr/m/pdSWF7HjNSbBpS6mkTymlVkYtLunru3eGl/T/4bZz\nVerVm0AJXWXXeAhqwwBtnbxNGytyBbXSl+G77dHjWhus4CBZ+U6vVPs8SdJLJq2rWus0j5Of8Tx1\nqyO/uTnTEWArrzobnhI+q+MYc1LheeYxBZ2sp3QzUo7XSr/Gm7H5wUv6XUUaQiSwxZYbpM19JUNh\nlComKcdVg6XmQjFMSLOtuUffRDb63YRl0ajX0Vt/W54795xkFRcWtLBT1aDi7bZsLTr9zOfO0aXP\nwgNrNulc+fyasnKjdpT5+04f0Ya2+h6pJtFstR1WZWb2NW15mzbLd5Z+KH1F2tt3jxrCanPvgMh7\nvipfdoy/exb6TSDSc1v/BU4lTKBU0qeUUiujlofh/hAIfqzdY9rUuN/C99Xrq/XPZt96HgBg1A98\n04zwL8oTB+dY770uzplFWvRirS67Ww0P7adxelyV9LaZ5KG3KrxVO5g0XCtaxoKgyfF8Z5jwZJ8W\ne58e1GMDrqrGFneSkDY8XbE1hkck2KLwBgDAwAkKWpnhH0k45muR6wn+RedZZJKOqO2oT6DyYtFo\nLDCF2gA7ogwNntNfDAx3ss55ktrwlSqWsvq7SUV2EjmjI21xJrwAwEWaXBJLS60b3tOxVD7/bnR/\nevqvMefSOoXsjMM6f7YGILaIBjOrr0B81+rEkureeRiuPL/lEEhyD/jS0Tti4Jy7MR5AtOYepe5j\ngUSi+MRt0qtLetbb8qTeEpsOxjfkFOe0kF/D0qs9k8Jwm8+R8ZMOUeg1ADzVe6jOcQP6BStTGG5K\nKaUklP7Tp5RSK6OWD9mdA+DHqsDs8TXyXimScNK3KgVL/DJOlR8WmH2pKcazlxKw9/WLpSTJygGi\nkhZ092ELlkcuHiiqekBwjnUEcWqa+s+qNhceOt+xfKc2+pvPjadafwE80YHH0B0dZrlhPR7PhbZs\nMW2N5jlzRTXA5rmexal6haLqrXxHigus6uQdb83bRelcWMLzPxGbF4AFTEPU89eN1+9ataXRVuJR\nZXYNlVqqkuYe8J5mdFQH3MvDT/U8vA4+CwJuIoWWxRHcvECU5aZDEuoF6OelfeVeMlRngTcM1bHa\nDwFLBEdtMsApqvc0i1a/Ku/rpt6ehw1HB9N/e2hsBLxz759luECddptMyK4L3+d1MYfpEHMc/fxy\nfj+duzjwMr2zjuU19fzJNa/EviiV9Cml1Mqo5WvktQldDbnhpzznf1yiedf9NROLafRn1nieHvqZ\nbZCzOia1THa145iLbsMfitSZrM6vjG42WWP5Z4uImdxWJjI+UMdb7RjPVP2wfhCJx4o3l+JXAKLZ\nY5QeBN4889hIAMCi0Sc5Hkr4WwJ6yDS0OWhwzvX1my2Zc8uCg6O8ABx8s4eKnDVJdQIZjlLHVn9T\neYfElllZHc/kPl1yeV2VmDURnrwt/pzNnRQA9Ha89bVx9rkQZrSu38jQ43B5f4eeXysb5ukrO9k4\nM2MNMN25rDbAd4xOQt52luOzmh/fsXiLb9s0UzWz6avF4ZYURmMbs3jNxAfpVYZ3rvI3Qn9HTTCd\noGfwA5/JR7HvgH8nbgVwa+rISymllIRaXtJfF3o7bY5JArhPpVJVbKeqGvdxbCjL7DgVQbSvlpud\nXGuhPrIq5i2UFbBX4SrHw9DVzyAhH66kbV3CDHDE8+IDuO0MWfZv+YEUk2ua7Fft/DYqfYaJFpH3\noNakG6Q2pq0FQEFFiUHgzXVGatKGXxNvdXSDY5kZSmZND73OoYHa2cMSJDXPf2WNfrAS+qPoNlc5\n1R6Az4dGKo/DoJKt/RZtiOls+ckGoDRJjfoeqjURVDPVs+BiGv6xhKRHjaZWq+OD8Rp0BmvNqsj0\nCXEfm7hDjZHSP6tjvGoP4IE38RCi5dFzhMv03IwgWptezfRf9hZN77svSF8GW7WJ4Jxgkv4rqnax\n6GmvFTJkyCo/1Co2X27i13z+I14EMCSV9CmllJJQi0v6pj15yG/DDogPu99mhiJVzoGUFLlN0Qez\ngu85nt2Nsibl/aduoBDxTWd82qzWhXuyTPwHFphCyV5xl0oygnJsjbyOCnq5QFbtyd2lm+Ok6z2c\nMZguHtGJ4bOR404OTlMOa2fTe0/PPm2vHxke9ZIPUqntOtN4uDIba1JjCMbrdX54luMhSIT3sjJP\nAS/W/oy3XH6Qdr+xCXvUyLiGNjevh3a7TQiJ19rXKAervQLAHr3fC0ojc7hq9M8cy73nxyoed9PR\naoV88GwH0Ck2Ak6inzdFJCnvSXarr+DLOvmshUfNMbsrAwDo1dZrh/T+V+mB57+qmkwnD4Zhwk04\nXSU9fQS2KSjfsZE6/ji23fAHL1EllmcSPuUTpurPl5Rago2YEGarKy/UyNDsCd8FZuy7gWUq6VNK\nqZVR+k+fUkqtjFrekXdRiPBIVX9uML+drKdlqE0zwmxIa2DAEsB0cNGhZBPqlZar44dNL2xTAsTV\nVaqmHrwyMhSVeHagFXe0GQfWeDUzG8r+mT5qU2gjivABVcNegqd4HjwzpmzykwJvAu1PP3O2hHGu\nWT7LsQQnWnMAGBrKdc6fYEAwsco0DvCSNTtS1Vc1OPyRPhPjBxo3ZCYA4MHF4jR6ZYBcF9VhG4qi\nWskw0+lrNYPRTOuV12T/m9RzR+z7/MM8U8WHUt+cOeBsPLmgrfeKfusaMauK7pF6Abt3yTwK2nov\nJPdfeYq+ALwn3eCJ6jedfTQPqnV8M4GXjkA2SrEhQBbxzNTqhnhTT8DfEGYN8t3LGB4teT1D3yM1\nP4OZ5l9zfY1+iCH8Wbbczm07gDWpep9SSikptTwMtwM8hPSt2HbASyBdfasusjGWeN7SfvKYuMol\ntKxCI/dTSa+ZdNjjV+QNbof3osdZ47O02C7aO5BUUyCk0i7wdOZQ0m+NjeYzgTcMy0XARzEilDQS\nOuJ82ByR99ZAdZ0DL6ujVgGyDqUdQ9QppMpNZoAwF7+pmYYmQsYSzO3yd0T2CX2ncfTaq6WmD/Ia\nghwYOURYKZtyLG/rL/Bb20TSU8KTh6WwI/RK7qYcqo3Ng/ctCfQVr+EXgf6yNgEdnUmNQz+I8SS9\nw8rD94jPxJYcd/vxIeh7bzMfF6pkHxeYVlu5lEr6lFJqZdTikn76A1cj+ImuQNXePu6sIuEK7U08\nuVaaJ+Yf4lfv80IJv3SFrKiFEBivzZGmLXdvMEH23ymrJqUBADRvGQMAWFZmS+5Ea4kd2yer85JQ\nz+Z3ZHtTD1/aNMjodRASqc0kg0d1+3fhiRKCNjztRdu4kJL4OgGoDFUABgpqHcvQUMJ6lPDPBDKx\nitCLNIaVjtAw5eQqZnCYSjfzKCnk/gTlOmfbn+M6CePN1vZduJwtqgiUyRrmGDS3h/LcbbZRWjbS\ntlRfiEegYqVrG0bpKNc3HkMdz/g7FB98COcj4JzNkZqy7aLH5v239zujY7WOlNoMBVrtifuzDEIi\nJFns9PnhbwD4tt82jNao13wfpC3Wf+JfAZhmLwCe6i7XGlyu90ml97LV/n09das08Wh+UyW8ah4l\nZ3j1pH6CqiwzfFu0JEolfUoptTL6TN77vXv3oqqqCt26dcNvf/tbbNu2Dd/+9rdRX1+PTCaDJ554\nAgUFBTn7BUEA4EcIa8UL/9QAv3oPD86J8IZvSNJCcLxFLag3dJgaxvNiEgMAASPZMAMAyASs8mpW\n5EqVQrRjqd8Y8Eo4Ruz8oJJaycN67jGeibDZPSpxtF102Ed9BKbVFN0HDd2lAg/BIqc/7evoN58u\n48EFf9VzyXGefNoDb4ZP0CQllUIVo0XCrwxsDjJJpV2lRh6svUdNo1qGWU+PQpy++7RoVm+fL5Vg\nmBRCENJhRjOi155JQwSzvN9U4nh4XeGvVbYoPDW44K+OZ1J4MwCgu2oRd2tB/7q7+vmJaYSh4Xy5\nlwSmdN+bdSwd3xNP+tXdRbViaycLtWZCFCGtndSpMlDzeKMSuiBynSNULbO1FwkA67e4DhFa7z+W\njhZ/xOp31DNP15HxOXUeIFrvpsV67xTOGxz/smcapCoHBTvt/TU+eWloKP8n84MLAHxB7/1dd92F\nXr166T8xMHXqVAwePBjvvvsuBg4ciKlTp37KEVJKKaUDhT71n379+vV47rnnMG7cOLdyPPvss7js\nsssAAJdddhnmzZu3v0OklFJKBxB9qiNvwoQJ+OlPf4qPPvJOoQ8++ABduoj63KVLF3zwwQf72h1A\nF6ee+eYQgA9ZxDt0Ws+SquV0CLlQW252lQunueOakAj3J1AjXtQR8AlmrpWQ4szLDY9b2zpG9nf9\n4Y/yuGy2muI1u2s3VX9Y8cbHV6JljgF451InfhUPU3JdlE8i84pg03nNejzOZ4dRaRlCZLWZ6dMl\nAb1iopgULBIJAHO3Sspa8zV6L9QpubXZN+FwZhjvLbPP+BwRVb8j5zCVZZhrUfyChA6LuzZFjwu4\nMFdVd7k/dNJaZ+3pm8S0Wlp0UuQ3qv1J6j1Hhh8zB2UdT/FamQfVc4YUbcFOFttcfYg805Iy+V7/\njn+xXJ5ITpaeAaFldKTzkabbGl+S211rN0RMjDjt95/+d7/7HYqKitCnTx/U1tYm8gRB4NT+fRwF\nNert3nH+ByivTirIkFJKKX0xehdv1PyffGx6b7+c+/2nX7p0KZ599lk899xz2LlzJz766CNccskl\n6NKlCxoaGlBcXIyNGzeiqKhoP0f5V9RUizPqpepP4MM+DLfod1eO2lSNQTS/2K1ujWaR4RW4/bmo\nmHAO96O0I9Ai61mcYuCyqPQ4FozB8nILtUqM1qBzZYiNP4fNJNlqyjWiMAAQ1rRzFW8UQMNsOQC4\nZbvk9VPjOMJlD1qJasEg8NqKbXaR1VElfSVizifASdeBTRpGq+YuIj0z5oadVfhfAIBnNE+c99gB\neQCgm95DApLoozUOVNZDoCPPaTm2NzuBToQMJwGdrP8Xuc0qk34jxbUNS9SE2m3XZ9XB7KvnpKSm\nhpTXwT8P7l9a4rUkAJHmm+3LogAnn6WX0FwkJ8OwyI1n1Iiq8ObKScC8W7Ev2q9Nf/vtt2PdunVY\nu3Yt5syZg9NPPx2//vWvce655+KRRx4BADzyyCMYNmzY/g6TUkopHUD0mRNuFi9ejOnTp+PZZ5/F\ntm3bcOGFF+K999779JDduBAlD4h4qw+MgUwJ/bCOXPmuf9LzVGqeebyGmY1WxZNNpurlFBhtgGZd\nPNEiIaSVV63VcDrJap2/098eV4WVufJ3qEjVltr9ynzGDdtFs5kkW01VrPagGlathWsqqf6NNjV+\nXtU6jtHxYuWtvMrzZHSkhL/e7J9DqtIwochqMrzPtToufFg/fFNHK3kozeiPEMcuFhgfwZlaFedR\nnZhrrZUEHuGxBXiTv9Mn3GTaZgEAKwOChPSc/U11Hb5anDuvy1YGYtLMjFjod5hKUQt7ZUGf+HFt\njQJtczY9vBOAB+dsNGE9alSPQ0Kko/C47Gp6VtGPcdNWTUxiM4/fGVWNc3etz/R+dTN2/3pO+vcA\nbtpnyO4zI/IGDBiAAQMGAAAOP/xwLFy48FP2SCmllA5EavmEG3ivYr1VBrgCc3V1Esc0COS2htj3\nhHrnnlQCNRqJQwma1RWdEsd6t9XOdzBH3aepIWOYeLs+iZw7PyMTtJ7iTOFaAKZdtC7atqIP69I3\nxxOKrDTJ6uiSZ3SFt1oKr8Pa8DnEc8Q8/B0SWPmb84skJYnEa+Tp/S43lWUQu98OkPI+cinaUNMm\n0wxS8MzKNqoZ7dFz2udHor/GQX+Nv6OB70SsvvyWBEnPuWZ1jKRqk+TYBCZtgDTLZAtsADhY/QXL\n6k8BAJxUIpECW+eR701VofhOWJe/aad5oM4HEJP0222aOa/VthTPpRSGm1JKrYzSf/qUUmpl1PLq\n/dvADqqFNsed4bgtsQYUVvWjuhVXQQ9J+BznsVdGME883JGkImeonoqqZMMvzXGVVufMjL4dbb1J\nwZZJ8V7qFqDEVlPRRHzEqrPoSL8Ws+VslRfegyxilKSOx0KR9lw5ptZHsdGGBqOON/c8s3mGRyfU\nSVVQd79tgU2aDtGwow2rRcBKkX0M5YSy9L1ab8w8py0zzKXzIGjLvg869X2CYsw8CmM2ZntzLTTn\nKkpejXy3Zh7V+zUmezSHXLi6XXR75H+K9+X32B+lkj6llFoZtbyk7w/cpDXqxp79uN9OSGu1jvfx\nB7PaUUoS0LI9tt3+Fqc9NlyhZaizJ0T3txqDy62mpBJJ1t6AMZraqKjYo44Sxc3ceIWEWk42ba24\nao9nOO5KOe4PXQ1k30xyuqvprVLTNs1gmDHLDaoVVBueqtgYd9oB8FJA9483frCfGR6ap6G2Nrpv\nxJnF+8vmGSJZhw7wzTfn4/zo3N1zs1mS/Mw5C3N9/bmO42clUiZ7frXWm1uumkPS86uLt30y94B1\nFF13TD3n2/2jxwCA9frc1ygPocMGVMNrn/z87dH9DU/pRM2yu18cuhOrxRlZUuZf3PmL5bqmD5BM\nUzr/xm9/0PGgkcgd1trTd2WPbd9Gngz2R6mkTymlVkYtXg13dyNwcAHTQ7ztOj/8CQAPXmDu9i3B\nHY4nfENXV0IyKRATmgkUDRC464uKle1ipElhk0BD89hjIQ4LBRDcpM0uXpZz/nKctiEaNdvzzJbr\nmB6KWsJEjX7BLcrhsnXgV2T6KGjHDjU82i66/xgZaac33us4wgdk9SdqNtgq85w12+fD00/Aezmw\nVDWOjDkVpRAl/KQa5NA43fYgc7RZvpg2og0PxRpistlF5B6o7ZxVFUFryt3W93rHcct0fd5MECEY\nJmsOQ8DV3FhTCSvpdf+Jo6UMDv0Aa3CMY+mKjTpjAfcwNJaFNMSwCUWE1DpwzS6537YC74atAsLZ\n3S8/crnwxZZ84pAqLqGt5KMUsM7AOm1S4ppdnOKZFMtT312aXjA5yPo72Kp68oTb02YXKaWUkqcv\nBZzj7Svvmf8QUdiur6luVieunEw15ArqMxfdas+0xo1tuyqrB3fsypffSg7djAhZSUEpq8LMedmt\nVqE2HOfuV1l6sC1MNd5K+JMYr90GnjS2D3ySCbWSBMdsJD0WSPY0J3nr4+Q8wXGIbVLqdGzu7rqs\nZ13t4p3tI8ePpFjH/TXxltP2XDwOr8teX+zYfvRAGXrVKeH5W076c4RHtrl0WYOXad6ivh2mS/PS\nraQnKU8Qf56Af8/X8Z7G721uqvbWBGSS27Y956cIpZI+pZRaGaX/9Cml1Mroy+lae72q2jN8qZOr\nwt8CAH5xjXSHDb6u01ji97/tZXH4EKjBAoaLXGK7z/EeHkh+98jwIQAGEARgqVapfF0r8TjHnsvB\nB4IuvwAAdA7/BQBwkurR89Z6h1lwqcxx6MsSlmKoxZVQtqE2qq0Mua3X65tssv/4GyMz5Xp/eniH\n2djV9+j1iGo7O5BJh09d7Y9Dx6Q6jYLmhEcaB97YFkikOTUyFujYyGw4tgNbYZiJ79aQER/JCMPC\nfIGFdAyq2pq92fO4llC0W5g9+LDnuUkzAqfSOZoEalJT5KYxMrKEddawMGTYP/adU7A5D/Ge9XxG\nEdCXvJeLQrn4JDOBn3+FSwEAj+hYsdj/LyzQRLah5+tE9FmFt/t3JdNdOsXQeUhg120lP3A8t/zE\n1A3hwEkAACAASURBVF4YkTryUkopJaUWl/Th/wHBN1jK9w332+Ph8wCAkZueAQBcXSSli+897PuO\nJ1yhKx370zNN2datW6fn6iWXsajsJGXN7U9f8iN15NGJYkA+wfsasvuZnPOe7mMBANd8xzSTfFhK\nN08PvwfAO/QmB/TkJPWnz7pZCJkOj+xPv0AlmdMUfFnjsFYT8VUwBLfKPN9al3E8DC+x4s3BI/SR\nepZc4E11TPoCRsLriNE6xpsvAt5rFQP9uCajgIPCUhPSOUy6898dx+Q+CmyhZK3W0eBS3LHv0HMl\ntS7LyjByyi8BeCerLVldgA8B+Lp11J7YNNP2p+d+lXgNAPDMqxLCzct4Zy0zMsOb9TrpwEuqCHeF\njpfraAFmLHldxxrqco5whlebGq7N18vMRK7PvudzVc361dZL0dwpP5X0KaWUklCLS/pZ4UiMPUrh\nt+sfdr+dF8qyeLxK/2lbRaI1d/qD43lSK5Kc0yTAj6350cYRgF/pjr08CwAY+cAvI9sBL+lvWztF\nNiRJ+h/IbZj/YjUAYKqWuqld7ME0QbUYqf1CCfVQGtQHZcLQ39jrzjfxQXQDqwEBQB0hvgx3EZTj\nfRbLwmsAeN/FEYFoHhND3w2UVWudlKx6WD/Ytk+UUDRoGSeynQ6zOmZ0jDcOSaqcQ9J9bHOQeeoT\n6K91D1Uyl77ma/muDii2eZ8IKzXOnR4xmCwlfMazuGdJhG2tjlnDE6ss7ABB2djvQE5zEEKuIzUL\nlCf8tj53+k0SSkauHCJ+mor/WJ37o4aFg6uiba3Cd/z7dE+RaJ6suMN3z9YtvLde26JV5gGNqU2f\nUkopKbU4OCeDrKnBnXXbu6p9SOijqzRjDCJWSs3TxbGwVLzuXfO9FO+6Vz+XR/exLZhcBVlWBqbX\n3gIkdJU/VufjNIV19moE2lugtmqRSqd6HKSXlwRTXR3ZN5r+SrAS96M97KUvV3JfZVYkYTu86nhY\nl55Va2fhVP3FGpcqpV3yDCWp9YBTqyGkNm6vx9I6IzzZyCCk10cfjEpowmEBYHU3rSy0Xo9DVO8a\ncy8p4eldT5L0uq1zmTzkzQ2KgrEAHt2fVYybO6iPghI6UvVHwDD5vSV7pqm3ivikaj2M1FDC2yq9\n+q5VVOp78FZ0OwAPAGNCE6v+mLykrkXyPjbGQG02BbmkRGvqdyqP1gaMUSrpU0qplVGLS/r22OHP\nssdLit0Ku6VE3rSLEsPDVB2ssDBqB3nILrDjIIVmqjbBRAQLw3XVSV3nkAR6O7q/i/NH9qEYkjky\nUcN5tS2s1yXY0OOdUNuucV9QVl9kwl2rsxOzAKKajNOWnJhlpdWEIhouPdZqJSRGHDhnahxJqbqI\n/aZaSqTIRA87ZWd37zbPz+EXGNlZk2DTbx8ePU4SzFS3ba4/Qo+L6D6Ak9LN2ztGf+PYyRQA0W1N\n2eJ9n5vb2GszCSau1+y6ILHXgdUGHD+ldq5GxfeAtjwjD0cY3xVj+Il1Dw2lkj6llFoZpf/0KaXU\nyqjF1fsN6Grqe3lwxw7VhVhhhnnKTSYNzKmBqmKz4aNtNOjUX1Xd6OhoZxwcrjR1RP2OUafo8VyN\nu4h6/76e4+jocamOR9SqeCPNhDLLzgnGuVJ99qE2Xmtz2+g+FnTCZpJsNeWPk1TTjup0PPvPzqdj\nwm/7othxDkn4LaZuRrMCGZZSU4D16tYb84NhMjrRDol9N+fILxa9uamT7mTVcVdHT1Xs7arOM9xn\nw3H6GjqnX6eOuefkZz6bQ2OjIZqhHQ9tip4zwq/3pU18u38P6LhjuW2bbVdQKO/j5i0WRJVLqaRP\nKaVWRl+OpM/olzqPWmjUFX78YsFbst2vDSHtiEm5DQd11X192MJJ9O3RfZLyjZ0zjKE6K5WUnfsl\n59PL3LagDwBT9bSNrtAZw5pVCdZI5182l2cNJSthrpTGPtRGid4uP9p0cSlOcp/ZLto1k3QgHwum\niee7J1VepRMtnj+f1OwiSVNALKS1KWFbVEvJIVdfztR+y8R+2xkbAf/8t0dz9yOSnp87xCR8Ei+b\nn7Bi8f5qFNARl1Q5R981p5HyfYq8V0p8JHT+He0di7xnHDclYH1ZU8K3vkqmVNKnlFIroxaX9L2w\nyqygHc12gdvOXy4JKIMGCH5ytkEtMBSVpwCZrh0kPNHuIC/1XGiuOrqPheF2jYNzCLix4BzNbTj9\nzWUAgEzvrGyIdHT+JHKOQVq8b/webbdkq9LkVKFJaH0dryjrknF8RdnT18p8HManh0jANTA9yJnC\n6qSQNpOM2M6xxp6NbBRqKvkMUum6kJIio2NWR5tME7f39ftyu001DSYS6bVvfudoz0LE8ZaYtpRU\nj18bhe4PnDOoUN6jVcMFql3/js/OKi0T+G8njZetKRPRyjAfa9MDQLa3HLyyrbwAi888M/ec1GD4\njiTZ9PqYXNUmosytVkFNIaZ5uPbYAAbly3URfEaN9AOL+VUN45k2I/fRhksolfQppdTKqOVTaycC\nwXQpUIFuvr1y+KhKHJW6Ky8Wb23lD971PH9Rnmd1Ax26RlAQ5HD1s5Ka+4sXpCiHgzsCDvK4Q0vO\n/0UlvLV4e76tqbW36jmlWC9e/4bnqRgnPE33ie3UcausxEEXilqfOuxFwoUyFKgka5xmeESy52kD\nxeb7VBOq8Rxhb5lPqBLja3fLHHaf7ZMxmIhEqC7ThCOwUu08w7r08wOmARvbkL0HrtT9h+k5srrd\n2rNxDzol/Boz+evkc8mdgnxq3CV+kpVtvb2eeTUKT+48XGG0081Dvl4SdypCiZIwamJBPqxp9yvV\ncpJSa+n5pqZG/w+ryNpquJSk3MZW07ZJKY89JJBkGEKqrLVNfWiwvrvTVke3W/6rwUQkTa092VTD\nHagjs7gLY98BvF1VAgC4CVPwTDAqTbhJKaWUhNJ/+pRSamXU4up957Aem89XVW3e6+63ilBUrZXn\nixNswNNSMG5x8IrjmRWKqt9Xdcck5wUdecMfe06OM1qO0yMhU22EeryoorFWHgCcly+OrWeaBOd9\nZL40z9i0tsRfzzd+JB/ergEAzCyTBh3jS7XMy9nwVKsj87L3qHPsIqP8EV6+niE2Oso8z7LwXwEA\nvfaKmpnfSR2XjfaxqYrcTfdbzwNbRTOr4yBEySiag9QEYU46WCOP2YA2zEdnX6zX+3U3epYZNTIu\n0JH34noTfqzUc9Jxl5Fh7Mu+K8Ssy6WmQE5bswRwDk2J+lfVgVfrWTpPVNOB+PxsNHSXV2Wq4ijA\nhc6/1T+piMzPXk94WqxyjnXk0WlMNTziGFZSUyl4JIzM58mXz3IsNCVotjCkvNA8T4bsmg55A8CQ\nVL1PKaWUhFo8ZLdmbw/kX6zSKeMdOFWQlbzuSElRCgLxrpWGRzie5RoSo8OF0vtVU+KEWgAuFqnU\ndbSE52x1nbm7JB53Ultp9+SqluZ7p8z8QDwsB9fK6jhggGgMFiCBR2sAAP3KXgIAjL9fJfwY/d1W\nw+UUf6djb5W6tutTRscx6uCkpmBaH90EaY65+yB1WqmED39t1muG89SpGfTTFT4CQVVPUla/j1An\n304T1itXJ+NkldYLtOJNUqspOvUobfXaS4b7xoz1Z9bobzWI0HLzvYqTV+hxg8xnVmC8hqwafObD\n+oEuM9sIU6R0fVbnTq3CzHnz9TrZQfpMY00vm7sZzUjv3ereKuGXJGlPorneM0UcedRALUx8VZW8\nh/NfFaft4+OGAfC1IQFgcpE6n6k86aWzYhTgNU+npWiLsIl9Jzue6ddoBaXlxdEqQDH6TJK+sbER\nI0aMwLHHHotevXrhD3/4A7Zt24bBgwejZ8+eGDJkCBob95O1n1JKKR0w9Jkk/bXXXouzzjoLc+fO\nxZ49e/Dxxx/jJz/5CQYPHowbbrgB06ZNw9SpUzF16tTkAyS08GU7Xg+FFbjj7giGUYihFu5jk2l8\n3ny7RF4AOLjt7shvtOntcZxt2yF6TguQ4PzdsSmMsrHrBHLtT4a0bCXfOAyU381x2iMKv3XSzdqN\n/EywURKslHN158jL5eE9iNeiS2oRHifdh2E5AF7aximSgBOD8+7pEv1u55MDCEqo2cf3Kan1VaNK\n4ByEdlF0X0tuG+dl6w5mAfhnZGs4kBwwTJN8HI8BhrlnzOukj2FXLk9eB7nO5p3y/CLvMK/1i7a1\nampqwssvv4zvfve7AIA2bdogPz8fzz77LC67TGKil112GebNm7e/w6SUUkoHCH2q976urg5XXHEF\nevXqhZUrV6Jv376YMWMGunXrhg8/lDriYRji8MMPd9/dwYMAaBNiUbMkh9yN8e63Z1grfpwaubRB\nrnzdHEG9xT10haakWW+nrJ5TLQ+PqYSXJtRov0h9CnF7FEDe9ZpCWaz77XlYxsljPBMxOHU1+kG8\n7bNCOSdbVwO59ck5jsfdjudlrWU3PlB7+1GxR68a/TPH4/oAZHSD67hi7kEbvQesIVcX97oDcTv4\ntlDqqdnkpen1cv5JJRKl+A2+DcDXtLNgGPpZ6FUmtDZb5iMrmSArH5bHGk+W1/hpXVQTvT5tSz02\n/LljGadF8Pvdr65vSjLbkYYSuZo+Ar2nVpdVtDSW8B1jXT4dExJ4XJRkkN5jq81VxcYkjYiaHU1v\nNbsjUQB1gzw+Wux9F5Ea/JzncdBoQrSp5dg+CuRZCODWz++937NnD1asWIGrr74aK1aswKGHHpqj\nxgdBIP/gKaWU0gFPn2rTd+vWDd26dcOJJ54IABgxYgSmTJmC4uJiNDQ0oLi4GBs3bkRRUUKxbwDY\nW4NHaiRYuaV6FTpV90rmSymllL4A/QHAS/r5//bL+ZnAOaeeeioefPBB9OzZEzU1NdixQ5wHhYWF\nuPHGGzF16lQ0NjYmagAzw7EY/5iGtq7xv+U3iFdsQVuJ9fS7XFW3BZ6nYp0AdTKQ8tjMX88a3Yhl\nqJ8JjpMN2WNl3GlCbepQmj5cmj6ymKB1vAwPVHdfEHX2LOtb6Xj69dE58jLj2W3D/Cmd425J7Ltt\n18T9H4yVyx7m43oVT78CSysDaV01KfTAIl4HM7BGBd/TX6x6T2CN5gfcoWHCtw3Lg2oWVGqoTkNZ\nHvSTYFaRiBGxr8A4HeuochOgZOKWbJqZQ6P9x7mqqo+I1wlI6B/Vf4yMvG17bG55rMy2MxfVGVZg\nwpdU6yv1Ouv2DXiaGf5GdlFTyRZufUNNwGfqJWw8q0T8YJc0zXY8M/PlWUz8ieaoqKkyf2K14xn6\nfK09pTMlSiaaEOlgtSUWvg6gYp/q/Wfy3s+cOROjR4/G7t27ccwxx+Chhx7C3r17ceGFF2LWrFnI\nZDJ44oknPsuhUkoppa+YPtM/fUVFBf74xz/mbF+4cGECd5QKscWH6kwooaitrMCuhG9CuIHhDuY/\nM9Rm21D7xgmnA/AF/23oqKlBip8RjsvjRMNhmlfeSVZ7Niq0bYNy8rjpCIy3fwZyw2/bE3jctVJy\nfZLDk5tRJjzdo10lYtt4vK+bXxnu0nvHEtGR8I62i96ukp6SmY0oIlmEsco7zIe303LXwTCXziGT\nM3VDfLbmQFtKY7+R7PWpA5Y19niONUYy87d4A8yG/VQ+4ra6pIpDcn/4HkVKeyvx/WTtPobYbDjO\nhYB5vw7hqbOeyc7NzN3WjajvQK9hUlMSTykMN6WUWhm1OAz3tzjXhzRMtdHVTwq8cdpwjbVRGzBh\ntKW7JNTHFsK03+u0Rh0ANOIwHhEAUP+kxbkq6Qr62gCxz7to2Coi6Qt0JX9UBlY/rbvZ2/RutWXe\nea2OV+pYZYA8HWJQT4aULDyS1zwnVl2nm2dhG2VX+w3vAADuNphf5nx76DGr4SRVs83KQKEQAaqo\nnV+tX9l4okfsu50jryEjA/PhAWDzDE20oiQl8GZqkq0Zb6hhEoPcPdtHXT5LNHHX8BymQWdDrMGH\na7emx80araBR3403ed+zCeeW/ZbrBB2824RB+Uya5srL/+po4e1V5HP3Xb1DXqe+K8/BJ9w4nxCn\noZJ+WeZ0z8PfcmocRimV9Cml1Mqo5SvnPGBSBpc86X5bFEqlm9P7L1NeBWWYlMrrtT8wm1R2XCKS\ntGFAvuNx1WL6aKvp5moA0drqXG0n3SXnTGpgGfxYACkVoUjQG9UNPfIanxgRnCbnuG349QCAH2/9\nIQCguYfakzbhxlWS4aqrgJBBgz2PukRGhtJee/ZjgnrExb6NF1NrKU3GB9JkMpwxwh9nm46Sn4SC\nRWJHEn4MeK2mvv4Y2XCfaiKPmjmvZ1UfpsfSY10a+263qfSngmUiGGMnyrP0yTMiJceGex3PrOAM\n/ZTVkRL+Vn+gyhoZGU1wtrxts61+jDt0IpT4WcNCrWtE7DuToqwWRp8MNSJqdxbWq5rCW2EGgAcq\nWdue2+bqSX8JecbF1/voyyt3iNbbL0+jQ6oRh+eZVtX3SFIP32Wew4K9Ku+XVPR+V7yEZcHANLU2\npZRSEkr/6VNKqZVRy6v304DgRgUd0FEEYHejqC55N8v3X94jjRrGTnjc8YQdVb1RtdUl4CUUxix6\nVivdbNJKNzbVmqraqOj3Hds8y6E/0Dz1Ejln/cWdAQDLg82OZ4QWxnzrgQwAD8KoDIgTt+omvV90\nDrEqjlFbIcUp54dShXPo5bWy2QB4wu/pPdC5Bn11nt8w4Bhm2Wkx0MprxWQa5EvgOLWQOPbhQbwF\nFoCb1CSaqmo0MenxsCPgnbIZHemoXPii5xmnpkxMnV422gCenqyLnoMq9jh4Yq5DVl4Wl2lm2zep\nQ3HmANkxnvMAAAX4UE8hpa75/BapSWELY9I8rFI77W78GwDgYFOinZ2Wf3eI5LjHm4IBQJE2tQjE\nEsSL18loYVPf1LECWplJjxRWXu2Z1PL6aKCYZWyTVbzWmwmzu5+ne2/CwGBZqt6nlFJKQi0u6ZeF\nFej3jq7mBoY79EXJFnruBalJF3xPp5HxPP1eFCwxASrMYrMtnbg6Tw8khlQRiufFlj7e/LyoBjPP\nEClQqGIlCsOdIB/uE+lUcoV4gubgIj+fkXIdnWdrrbXBqnJoyC7/bF8woOlNFYWE2jJHepKpw7ag\nY5RnnoaJJnsnZOeb5Vy+/pkAaDaGYx1P8Qu62qtjMrhAP7QxsFJSNSJzjmSEXazOxjvUOcfMMGaz\nZQ0vQ32U/lr1p+JODxteOVLT2uY8rFtUq7jPa3y4ktBahuzorBvjebIqLjM/wb5J9y9QJyRDblhh\neCiDGXrkq78wth1wjsE26rBk1mUEECSa3cRQHMy+d7wHx1DTWP2YOOtuGy1O4HNcXXdgmqaIzn5e\nHbmqNdUN6Ol4KhdrafgYqOq8Kzyc95lSbWs2AsDUIJX0KaWUklCLg3N2oD1wiIJWOuRFtwNwAjmh\nKSEbGBCmmAR+8J9Firj87npfa89VdTH7AXEYrq7O2ej8Ivvo3Bq3FkTnqmEcGyLLydlX3vYd/Dmb\nDlHJM48rchQKDHgJ78E5wmMrAhd3VUm/lVvUt7DHVpZRi3N5aXR+Se214zDVpEo8tOFj1X9sMwj/\nLK10jB0nUv0G8D4Gv4+z4REnCzftGDv2/gBKYey3j2Kj+c21h0oCvAjPDj33joTqT7T76XOgH8HW\n0XOaQazqT6QJa7z6lN7bSKUp3m8bWU2gVNKnlFIroxaX9IXY4uuxmRpk9KS6Sq5coc3ixmQFJhVw\nLDKrrk9KENAJK+a2L/EStT5bHtk/OeFGj9k7Or8jTEID/Q1dC2VbvUJ1nSax1WgF8bbKen1NDYWe\nh6v3ZPXET1Lpbe5BQVuZK7WIzZq80n1v1jPFquGi/wk5x3F0SGxMqle3XbWBDKKjpZgGQ55I0ok7\nf6w2vq1443zeMW3AREKat5wQ+y0O2TWfqaWspyZkU2F1P1Ya2tM+xmPr36mmwEfqWo5b37ycs73e\neCaGWWAYIeTLimVih+m7ZzUi7hevkXeMjQZF7pnniWhWtjLxfqR9KulTSqmVUfpPn1JKrYxaXL1v\ni91ebVnvt7MKjmuzntHRmABUx6mGH+HU/I05PIA0zaDTz4IoqPJRFbI5yJ7+Ejk/5xcpa6y/uWNz\nrqrKR8Ai8Rx7l0+fl8vj1GBVO02P94Lh8X4CoqJ2fM+4tT6OjeXIpXjuf2I+vaqTWcWvx0t0J5XU\njv22BYW5PPF6AUmlpiNqs90HpnR6uxhvgpPOHZvgpQRnX3zuezom8CLK25jE007/yvtp1XqSy5Xv\nFv1uS1c7FT2m3tt3L6+TFm7NRB2WERO1U2zcB6WSPqWUWhm1ODinIlyGS/ErAMCvcKn7beUEAW48\nfqekZY0KLgEA5G3xWWjNk3VVi5cangtPzO6q1su4SFd4o1W4emlrRDoyBBQJn92h6sAkzQS8SEBD\nFbM92IQr8uI+mk5XJ9jIq0KR3qfgfxzvnxWGy3p+DCWOMJMnyGjWKYpa0vLI551hABenjIxewxgZ\nrnrAl8musqoBgLGlCmW2wBuu/pqpNjF8AEA0JDnrBzKPkVM06+8dAYt0Los1foSvBMNQ4qBCAbj8\nED92PBdhDgCg/nxVPSiF5/gsQvRXpyHz85kdd7FnmTlRG4UepvhkSmhTn8Ede02NfsjoaCvdUFqz\njDQdeMzsez2BV6sJ4QYd/2J4dH+CmLLIJV4P22I9Ki9sxWgDYvqB/C9MnCIHohbAEuQAsPowba/l\nGpeqc/Qm46icWiNjmxpgTwrOSSmllJRa3Kbvig1Yo6vtqq2m/LWu7Ie5kIOs+A6aCnjbVEcnccp9\nxk1eb7V1uMyySaaVchruYP082uTtjU24krBZQjH1KyvxAkDtrtO4UahOUiWyuvpbX0G82QUl/VoT\n/+J9cZKrVoZVZ5j7FG9EqEK90BTSywlB8qdIO2vauB9F5hUBH+mxXZKKzmdzg95voz01dSqOzH3V\n8NwEF9cumu2tnI1vKthQ4GV0ZMWbKp9Q5I7poLUqbdd7gJK/Ph4oq6MF1VDqxyG/v0/gjVUzcnBe\n60fQc1Xp9cShyYC/5iWSXMV32WpnK3uLpF+jYWe+l9Z35RppsnZfQ5fIFIQ0qWsP9kuppE8ppVZG\nLS7pD8YuJ/Wa3zRSnNBV56HUVco2PVQJzcq0TpIZQAnt8iYiVDqopLYeYuWPS0QLbFhJ6cgEC93f\nrrZNrxTHji3XtUaPZyU9pThH2sN/LvE2pqvfz3Pr4p/d2t3P3dTLA+DaWFvPbo6kd5dlpNL69pFt\nlCq+xiCccHTJSvo9p1EnkOO1r39HE53KfKKTqyEYP45961iX3lWtZQTBawNee4hL2wTgjZPm+6un\nR56/xHhza9rn9AuIQHX1c3lGxkM0MpPU6LNAJHR+bwlFREBfKv15nfHqz7pRiJGMRBg179n+3XSp\npE8ppVZG6T99Sim1Mmpx9b4Kr2I5+sqXTG6J6FOalukGrShz5c2eR4EsVOGJs68vP8axZNrKtpVU\n1ej8S1DvqX4nOfJcaIXqUjWUx4f1SgesBACsXq9OlTlHKs/retzcQpQcO5dszDmeA/lMQoSI7QeA\n+g4x0EpGBtsh9/RNy6I8Wp3FlZ4GfHhruZg/XbV/mL0Hm3eKw455B5ur1IFH3LcFfcScVqVlK/V4\n/vo6T1TH6/XKzP7wtkr5kljZb5apjjT8YDdkYzoASATeuOuJNeMA4FV0hui4TzY2Arkts3guq97L\n/i4L0GSROoqp4cyhOMyq7vobnwXfo/02u9D7k3emqc/AOY4Lou3TYpRK+pRSamXU4pL+V7gE34Y0\n+Ksr8U0q6ieLSJ75AKuo6LjcrJbq2GrKiphaXDVQNsz1PCur2XRcHXgs6Zw1k9DPC6fKCk/NIZL/\nTjDIVAVRaCnlpWf4Kj3O6VXDLdK/rxf+qqOvsUaJR2m+SSWH5SFkdfU1FZHj2hW+foGqLrW6oVqG\nuzHe8SwtOilyTsyIATgAwOXfC4iG2YgWNruy/7f0Nwltru4k83IQ0O1G6+gUrZFA55O9PgfmGaTP\ni9rBHAOC6RENkToyFb5Z0+4ZKFCJjqo2Pqzn4bLxSjxW4lPCx9uxscf7CuTSihiPdQzKsZvnJrT0\nIlGDXC+O5s3Piyaz8AzTzENLcFeVyQtPSR9pdkFMlwubyrN2ADYAgF77g2MSJuIplfQppdTKqMUl\nfSdsdVVCbFNJrvo+LKH51Fnk8HAk9LOp2IgFShzWF+2UaxO6cxVGQ1s2KWfzFgJ+Ou5jfkZy8fRr\nZM47dGW2ueS+8s5hke82KcNVPYmFxCKAGd6DDCLX1cmXyYmGdgDk5K8D8Pnq7fQwhZH5AfBVgjlH\nlSrN9CtkzeG2R8NTa8p6RPcFgGystZcjYy/Hk3ooycw+vvVzrOLNHnMuB4jhsRmGs7DZeFIPibBg\nK8X3VdHHbo9VOuIckuDPPLf6mgoSbPp4wk6kOWWn8ug56B+JJNfsqzZBlFJJn1JKrYxaXNKfhKWu\nJZOrEAs423Sgs6+0v33vMZ5HV8XOA8QLTDt0WZU/TmmJ2JCr6c2ujkEiASehaG8mSfrVtWpXd1Mb\nU6u79jVwyfk71a5j+6ol8r1Om0paT7iD4e7SBobql8iUeVgv7wuu1w0KTMruyvi5V+vIqIQmdww0\ndik9+QTsjB+mrtstCW2a3+6v8xP8a0SrqJWBTTOdZGckJOtZ4xKaWtBrJZW5PK4dlfoVeph5rVE/\nhIs0KO/vPM+iO+O2OKWtOY5LjyVvErSWF0D7nBKeXn3rsY830pwf2w4QSJR/trwQfMYRGC5PWSvH\nLhkgRr6Nvsw+U5LNmIBFLcBCdZdVaaPKeIq08X1gkrQ8w0XtoblOiZRK+pRSamXU4pK+EQVOQq/q\na9oYPyk2tK8KqityxuycVd53NH5cpvFaX14ejWW0SRXGGykKoaSr4gaINGrvapuZAgSMRbMybYN4\nhv9svL8lZbJK12+h2P29TllOGqlpprSjrdryZXJ99IwD3qO/ebv6E1Tws64aACyjdkQvsPLYkGD9\nXwAAGvhJREFUaqqfxGzBnDp4gPcb6L2g1mMlfX3v8sj5nUZVrn6TTiayEquYW1HyauS4AJBXpV7/\nbl2i87E2b4HOPaPf2S7aJBrxmMvwr7qFkt7WtKO3nmmz+4PW7gvOm1TxlloA+9BYm160yqb4M0qS\n9PpqEK68qswkVb0t97WXaq3UQKP+ER3jxVnM/4JLDTbp6UmUSvqUUmpllP7Tp5RSK6Mvp9mFEtV0\nAL5xhFMvVX2yqhE/a7MM5yizWXZORf8kuo8NEyk/w1wWLuvI8QeR+VkTYMPWrrE5ivNotx4vqYEB\nRzY9oLovv+lnqoUZGdZYQEm8aYb6dpIbfiix/HGSmrl+h36Vk0Vq2im/y7JzGY950WPIjkJ6n7K9\n5Xhb23oPqqsZGDe57Hfm/DNPnDnzOxPuU7zWXiQcR4rDce2k49Da+PGSiKAm8tpz6rb4M7Jmlcve\nlIFAp4hpqfxJNfYcxUuOJ4UHaeK8jf3Sp0r6KVOm4LjjjsPxxx+PUaNGYdeuXdi2bRsGDx6Mnj17\nYsiQIWhsjMeJU0oppQOV9ivps9ksHnjgAbz11lto27Ytvv3tb2POnDn405/+hMGDB+OGG27AtGnT\nMHXqVEydOjXxGBvQ1bVMZlIGAKyeW+F+F9LwR+/jHU/TAnWQKNRzVQd1fpiScPUd6FRTh14CuMNV\nhNHwGeG3kdWWjqMl2mpZnSFW6lYVyoGWZTV8oo68Xtiro3ditfv/7V17kBbVlf+1ggNoHOS9RDMf\nFVHCskJwdiMEnamIgskiREpLhRUSQDARQhwLdTVxVEx0S3zXKjpTkfWVclFHsyUgoztEzZASS1hd\nfKDxm1pE5KG8wcxke/8453fvuf31DFXJjkvt3FMFt6f7dPftx9fn9TvnuIQbbbdVNriEhxJ6Q78z\ngjnYUM2KdV8Lr1mTVWyDTh7HSQrekqK/PF+ZRqTBKKwP9gWATZUjddubAICWajkQc8BdSAoWmqvH\nK1tfcn183q7qi2tnbfK9RyXh/N7OXAP8/XiymzZ4ZGUYq+BQ2m5mqI5SPS/xJgu3ZVjuLbNuQGYd\n4eLWkafH/jeeO+dU1JbaxMnW2iQh4XVTjadSNbPhVWFIuREGqsvnX+Tx9B6+baDInOs+m9FUSh1K\n+uOPPx7du3fHgQMH0NbWhgMHDmDw4MF4/vnnMWPGDADAjBkz0NDQ0OFJIkWKdOTQYavhPvTQQ6ip\nqUHPnj0xYcIEPProozjhhBPw+ecSPkvTFH369HF/BwdPEixJr8Bt2op3+1Jj008UOz3tKRDLZKBO\nY6E5wELhIQCH4a7ffeGTYChh1iRabO3dWhmbzHGKMrDKqwfneNv+AbaqHscWUzKwvTUAzF+qoBfa\nV+xirVV2GbYCTCPNN/SaVfMYOsFoO2+oBLxWV/BrbvNBsrbbRAkrNacTHMvwP8n96blP5nFMP72X\ntlYapaIer3yfSm/bZqvQPZzHHTp21KqaGpUClmZNvd+x1N/KKr90Mqj0HW9q5DVmtvEkvX3YqeJz\nDZXyGbvQWl6lW61F56S5ld49Mzy05Qm8GW14KdEpNR9Ae1SRyotAmLlvNmqqRSmoqmq1pDTPxYOO\n5ye4F4AHODFV95q+XntefOsvZIGag74P5b827dF78P4mQGP71XA7VO8//PBD3H333SgWiygvL8eF\nF16Ixx57LOBJkgRJkrRzBGBV7evYj7vkjz2TgVOrOzplpEiR/gxqW/M7ACpQPmz/9wgc5ke/bt06\njB07Fn37ijS44IIL0NzcjEGDBmHr1q0YNGgQPvnkEwwYMKDdY/xd7TnYq7ZJ86pqv+GQSJU9JxLw\noV/8fuNKeIJ2vAi/pH8sYzJG2Go68BC7RJKcDiYkpmnyw6n7B55xmmGUhCpJWSDDVs4l7SrI/q0q\niWzNvW0j5Mu8e0Qmr7SfKTZSkrQi+1ibvnB0URZYxz/b7BDwNq9eHxtj2pTW3d3kD9YkbB0UJh8F\n95TreNyCHtcmkhTCOTswTZCAk7W9SyM0Hi6dTSSxCTR8ttkW1Tk17Uq2dZBMU5J4Y0kjMupLcVrT\nIQNiyrRgJ0DMRnrYjpwJZXw2AeiqnQiIO+epk+DUrW/1Aj66qd1Zd2jTDxs2DGvXrsXBgweRpika\nGxsxfPhwTJo0CcuWLQMALFu2DFOmTOnoMJEiRTqCqENJP3LkSFx22WWorKzEUUcdhdGjR+Pyyy/H\n3r17cdFFF6G+vh6FQgFPPfXUlzXfSJEi/YV0WHDOokWLsGjRomBdnz590NiYrT6STwOxDet2ql5s\nyluXV4ue6RoxdlO1vuh5iHXPNp4c3teHhVhlptmvEMrB4NMRyHBaUKesTTOuRoS92QM8/Uodqear\nRrp9jTjr1lf5EGBLi9bxo3qu4ZyNp3vM9e4m1a0Z8iki3AcAKvX+uMaXEvqxudaDPtotC2xguT4v\nP3xgMBJoFDTdbNNqLHQ+2XLkdn5AqSNP/95yuqlj5/ZnpRw9QKXBhq/nQT8Nx82+Jz2BTf4BHMyM\ngFfvaR4WdCytaVdaApvP2DgY3X7ZkJ8F+MhcXR5DRWlj1A3QcKyGIM/CKwDC51coKwrvG8K7+zh5\nL4af6t/zEpNNXx2algCwvbc6jf9ScE6kSJH+f1GnN7DEgynenydOsqEzzbbectr+d2nFVM26Syu8\n5zG5RKf2gQJmCFbobbyTzPJqlXDOhjn6ZbXOogZKYJUGdNq1+ayq+lRCdrOSH8mKa1Vi3ObruaW3\nS4gtadV5aVgvPUmOt/q//CkppwYyvfwbMqz2vSlxjgqWO98X4MdV6zQs5HtAIvnNi7ok0mhFKvUG\nz1vT5HhYb4DSgw1DLbCIbbAWr5LQTzpf78FJ/lwvvyTtvr8zTvWmmbqBksP6a+lbZcRPIqd4ZIln\nmblKxvvPnQXAh0pnLX3C8dw3d3awjTUGFmgYCwB2JC0AgIb0FgDecWbBVdTeXGiL2tgw7xR1VWuX\nhw7K8r/X8KWt90BHomphFTXvBucGvIR34WIzG09Z7eK1HB6Z1/5jxfm2VzW2QVPMT7NBtbeT9aXh\nVK07jeCgha1A4ZjYwDJSpEhCnZ5wgx0msHKsWc+Q2E4NiTG0YZMVXDKB1r9j7bd9tmKKfM1cCCvT\nbkkok5jRlk3gKIUD41AOlJHSzeGQDgRztt/ur/Ba+4T7Bikfx/IoOh9KzaBVEa99j546k1wDH/Jh\nEs3nZcLD8FBA1IAotc2EXHiS19kjw2sjp8dmtunfQVBN+T9VJteKyzwbnpP1Bfm3DUmehJZgHUOv\ntk6gu4dFXeGSX7x/xNWlJw/DXoQXW1uY+6v0JPDGgpnybHihvAQe+g34lpT6Bnrpu9KT9zl4h1Ur\n3aGSnu+ITbgpcl1O/X1DUdJHitTF6EuR9E7qGcQn3pfBeYr5VbPagEMYZsATbda4lG2UdlkwRLBf\nCXzT2/TePvxqOB9XR83MzR17b7A+gIrwa5259gAepNtctdesdhDM8aD+H1aqBbz0oc36iSb32Eq3\nLi2Z97QsM8JIegoh3mYKVPv8ONfMdeZpMiWVfcyz+cJUELZzsJWFeV8p4QnW6jAVNTf1NEPZNFUr\nWXuErA4QlitF+VQ7apaZpZzIip7TeaxKqggbytVolbJRlwxFSR8pUhej+KOPFKmLUeer99OBnv+i\ny/vNeg2pjKl6GQDQvFhz1E0etQsZ1UkaL0aV5lpjh+KemYfNUI1VjV5VFYsZdHTSNHln3RaXlqcO\nFwJI6i5wPNnilE71VzXWqu4J1V86XHJMAKrGP8Y/ywJ7VNj75Mo1i5q/S5mGTvPZegQdUd1lrrzN\nImQ4b2iN7hfmTemxS52EAOCg73mqMueqNU8DBVdDmBsrhwdzsM/vLS1oypwE9mi3jrwJau5wG8E6\ntoCou9ZsI1JLXEcevgfFzAj490dVZWeGmnvggDdaf8CTVenfymwr6GiLemoY79gM60SzvH40cqna\nLCt26Yqpd3aQExglfaRIXY46H5yzMkX6rkrY8822q+S0Q5/V6iqJhCL+uMt/7o7pnZkaP6BWihcy\nI7cVDc/mp2UcPzXkNTz9VytIKJGce1xcK6ORGOl35TqSF3RedbfL+lWaEP+8OScRnQTnsJTAvxqe\nb8mwsqoKgJduP3zRI3iSCexcKBrI0FQ+/5veG+mP0yOsO8BQVnPLmY6Fuf4blop0SreUgnNGzRZQ\nzvo1AtLZUCUXMXKbaDR7+non1oGjRaugI67i2e2y4RpzfYrBSRK9X8wenGKcYQ2yzrUsWy7hs/Om\nPeNYXrhHnlvCOgF0RtrkRDbzqGZ+vubMWyCXq65D56xKbzbfsBXMqQNrxRuMV7iV1XaosdQRPMYD\nWEdzVtKzGo6F/Eo+f7rqB/Knak/JAfP+T39EF/gj0Llf6+HKuE3mMTQdgE3JqAjOiRQpklDnS/o7\nUrxytXxtx00y2/5aTlteG9ZfSzcaGO4iwnBVUkPb9nQzoRrNaa9KxaBZ81M1hGwTANfih194fi39\nV3hFukDOkDwsKxbrl/iG1Y4n/fG5Mq8hOi8V8PvLZM5PGVucZxhHSaqHe/plz3OB2qq/2iktmJ2E\ntzDc1wjDFZDO+lRgpqPeeN/xVJwuRirzzhfgPgAerAN4e7rmPfEf/PdY1VpMMaMNb6pkP0XvE4sG\nvaNjXsiO4cXfy3C7gRlfo7fyydmTAXhwztSnX3A89VMvBeBhtG+ow+RqV7YHeCuRhKLfpzUAvHZh\nE6Zo089/XKsbqRRmfT/A10bcvkovWkNkbDXFRhSAqQHYJBK1aqq8XxbwxOSZ+oTqJb06eXn+fCPy\nEtVE09gKgYAzwHzKOPPTfFVDt+MyjUNsWytOY3qE4UaKFMlQ53vvYSAw1iutnlPacDdM+0dZ8brh\ncfY07Rb9ahYMj5pRTNBY008lvQVXMCmhgb7lbCNEYOK6Nbr01cw5XnM8TtLRe6/l4D6eJ6NtikTf\n7IHPZOylHvBthmebbqtTkfrD/SomA+89JyLXPvIjlcIGlOEklAq19VXiSFhnekNR0jNd2ZE518g1\neuysl57e+51mHXko6XU+efCUS7Y9F56r4Lf9w2655u56juEDxC8x6OrdjocJtZPUaUKwj63SQ02h\nbpokv7CC7l+ZFFZqBo0Txgf7s5mkbTXlEoC0ai1r2lmgEe9pPTVQB02yd4FvAm34PEkvPgC+P+6t\ntHk84/XYBf07W2sfQP+5pm1czllIUdJHitTFKP7oI0XqYtT56n2lCU5YYLaqhwSZLF4qDqpbhvzS\n8xR0ZH/zbpkMI8D5R67CnbKQ19aKnWhpJhCDsss7Ou6vnKVLqs5vZXWXKxwP9muxQWrI82T/k1XF\nPfmz0qn3IsZEeXwrD2CgOvl+Ts9dn5BXiKqi3INnhogq2X+IV+WoZvY6VVRS5nlb9ZfLK9YI2CfJ\nZsnBhw4n9l2TP588Rx7CbQH2Xk2sxQPEAefyG3xrdtx3utxfOuLYo33BHT6ffvQSeUdYSj0vy47X\nt+E6CUluGBFWrAFQkiPPv9kfnt1j7dxZr3Xj9aL6uxwP+Io33gDJ65RL8/DjzLbSsN7f6H0+SHPK\nOL7xaz32KN2far3pmbF9jjgoJz/8JJ5D+xQlfaRIXYw6PWSXPgwkcxRmihluWzEtAAAq/klcDj9b\ndB0AYPElv3A86fc0fPeSrqB0MWEmesaSOXIZn5wqYrzXn0xVFW0C0V0/6M6h9IVjQdJf9k+vl3Ou\n1RZPfRMPd2UI5aVXRBoRtjo1qVKOb8MTgRrMMKcz8j8Mj0y+PpXQz6wzFc3yqncJpncrAkW1iGSL\nznO6AZ1QAqsf7pizxAnGNlwyG1GJroU0UKhhcw/rdJqic2zQMGU31XZc0wzTBowOLUai6NjbbK6P\ngBbCSVX7euKXvtzLpbc2BNuc5JppTtVWK+NKHSmFrTanyzVzpavEB5AahYTuyowP6inW6dXINVC7\nsC25uI3rHmiZD8CDiABfaWd/lTwL5sMHTmS+s4Ljwqfao8Q6fSnhj/rsRlhKJ5ky1vfIsGGIaLt0\nKLLRCQDce7SEnQdjC2YlT8aQXaRIkYQ636bvAeS1+XVVVMoyf9twET+qX2TGHjk8bGetEv74naZh\nBIk29/7MCLgaduRhCCgIQam/gLapz/kO7e7SZUs2aLcnOJcPv5h9ec2cK+3SDoAyvbTpRdCGWskn\n4YR5+gDMfc20YHa+D5NSxDcnm5Nuq89yW6bKS5ltFd6jndFCbDdnACl5VWMOcYZh41Br9/Pas63K\n6Q84xqp+SnzWrFXgmoTAV61lTTvWUMjtL6M8vDu2Ru/B0tMG+wBw73nZkHDu1GIBoFe5zDVoOJJD\nUdJHitTFqPNhuLgR6bfVNvm52eYaOYrEqU9/BQC4Fwscz4aExiQ9nvSE2kpsIjmfSKX06qUJMaym\n4k1vTbTZpYaVk27eBk9fV4jte3o7plMS+uM0p9KQcUyi7ucmsavSRzK+B8CXX6f3nok3BmILOSWS\n7uoruEtsy+8866r4I1mg81Ep17xplM7BN4r08RGVH8v177xUWJXI6YAcecQ5MnHoEh23lbJSu9jz\nNfF4O7/J9zzLM69KpGHSbkkoIQAnmeZfuRWrqwH4/gUv4LsAgKuuNMmh+tgJE96pKpHtSUDt4SxI\n5IGpurZibvYcro+C2u22Eg8jBEUMkWvIAIPsfrO+r76YvMgR/RmsW8++lRZ4o1DadL8+EybcvGxs\n/JNrERC1nfVPu1X9078FoF78uvYbWEZJHylSF6P4o48UqYtR56v341KkP9Mw2Lk+B3xMoonlC1UV\n1XzoJTU/cjw1CaEsdCARx/wxPKmq/6Cq8POYT22To4s6MpeZ5oLPhhqT/icAoDl5L8PreXxDDIZS\nJDyV/kH1M6ve62W1qsq8sVwz2B4zZgfV+4HyCCangkO/Bz9xLAU239A5d98xTY57scnkKiAkYkVs\npqFzym3SOZ8CwKvnAHDa0XI9a7UizHLVO6kG2yKWVHNZA2C8YsrPuNGHOO+/SQBPN6tdR1W7JfEF\nO7EygynXKON902Y7litfrAcAJGX6qlJ9Nq2eXFbcyceH2ww23Z1jeWYbw4RFw8ttjHrO1NEWouQ5\npvOZ5jlvWfGG/R4Vpz/eAHgaZb/0D+q9VKeda/YCAB/U6kI2k8+Ax1wNgBTAUVG9jxQpklDnh+z2\nAVvPLQfgQRBC+lVsUpFYLYMFU/ivGr+WAcgzXFfk38yRz+srTsddqRNri+tgwVG9R71nGh565cJM\nqbVDRIM543wv5VoG9AcAvKPXw+saPslL+lfKx+iS3Iv1+CYA4MOgxloI23S12myyXKaJJDZnmkEC\nwC7eS5HmLUNkfrYuHptaFvsWdD6jAh5bt45Sm+voVDvjJH8PeM3bWyQHnWEv4HE/r6KRVIB7jvY9\n2HO2aiOsi7AVJdRa0PvC8GIxaZfXlQ+n1M424wS8E1Tn02FZabaa2jG0fZ5drNOY0WwAB60l8CYb\nlhPKltnmaMBQbXxvVnQw2SjpI0XqctT5kr6ftwXzWjJlW0tbaeJDc/zK5fRiolR0X+mgnURIbFxJ\n+9Yk7vhwTcbeNzahr0TT062x+7aaxhG0eQ9kxoPHeRvag3v2BDyfBskYGRsur/1XSW51HgSEtDeY\n305zga375Fwb+5ZWpLXzk20ivbfp/XLHMXggp0Vom+1W1yjCzCvbtEFH2+yC9fhKGljYkKSztTW+\nuFWfo03Ocu+IhvF29QrXW0nP42nbNBxKMueBBxBx5LnyGlDs0ueXBRgB7rmVNAUJKvrShs9WLLC/\nBfq6Mm3cMhQlfaRIXYw6X9I31qJimyTVDBxgUR5qFzeILXheKl+yFcn3Dc8yGU7UxI/NBFoYD7jS\n0Ifli7ypjl9CKy21djyxPllbDj69df5srbGmlW5x3DmOx9uZmta6sBYA8HWtW9/d4oEqd+k2uT5q\nO8e/42GThRFFXRLbe/scQfQcfNh88cfP1HnIUDFB67l9YJInP6AU0Gs+USMZ+4yN6STXaXotTyFL\nt1RI0hO99QSz0H63VWh2Bm5xo52Y6rqNGgGpOV2SYFw7afzA8bAFNM/ZXJD+B/NNq+pBH0kC0eS5\nEt1gWysLN+Uc668VAFVJhRkA3Seqh39xRotjnTlr/1OLeFskfPmVWsvRNLDsXyEAoO1LvhbuYyV9\ntY5Np4XzsrdPowdMnnHQWgO88V562vCU8AbENLtWxrqsNhBSlPSRInUxij/6SJG6GHW6el/+79/A\nkwOkBPITuNRvmCJq3BXPSsWbB7rPlPW23VKTriN4olLV3uVTPU+1DJsYhRuvAKCiOQ5xOgxzaUae\nDyEB85dQrX9EGMdJ3nnFKz425hxZDOPdXQsAePSuywAAYyt9SRg6/WgSML+7bIQPx7zpwO4aSlSc\ndqMDBsE7lxrFfGn5qZSCOS/1edRfNK3FwOphGKy1qpckBCjldEZV04jntmr6A7deBQCYdb3g+utb\n5gIAKiqkbRZDegDQu6+o1q6SjDox362scDzctuTKG2SFU7VfhbSC+iZazhGTpuU4LXFTlGHUPF/i\n+4m5kn//3FBNBqAabVVkLjfW6gKBXd7EaXVOUarEek9uYGFLW+uAvBIC3n31MMjL5u/p9t6q1s9E\nMPeACJRarzUKFou5GBSx1Io3906TvBNmyxFLDwDb6QN1YTl12s2u9eeq4/K0nIl46nRJ39q09vBM\nRxy9e3iWI4i2Nb13eKYjjrL93450avq/nsD/GnU+DLfsRqw41AQAOG9pk984T798C9VRRmk+3Tgm\nuqnzgo4WSj37m+QXfrqOV1PK2VCGwncXq6Qu6Gob9iKkskcrcNfNwD0q1VYa8MhEeuq05dJK6eF0\n3wSBjJ6J3zpWSngCbW7eKVDU3/Y9y/EQrFST0OmoEn+hdx66em7VOroWSobnK7VAea2/hw3MJrRN\nFwjUKeg5ZsponU6qaXSvzkBaeY/zwl8EAnWT+z251Xe7eC7RHdedE56ruhbyI6qGb9BJySrHG5N6\njWgxRFM4+zrVpPiIbYNHzlH9eL7aj3m9Z6s6WMd7oSHhizOhO8C/Y5zzCbXA12tD7YI82prL9a43\nQJ4rpoom24izAQCbWuS9oBMQAMYqEOx8/AaAd1BOneObgqCO18F2XwzL2caWvIePA7gpwnAjRYqk\nlHYiVVVVpZBPbfwX/8V/X+K/qqqqdn+XnareR4oU6cijqN5HitTFKP7oI0XqYhR/9JEidTGKP/pI\nkboYxR99pEhdjP4HCTPssGDu8ckAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig=test_affinity(K)\n",
"fig.suptitle(\"MDS from the original groundtruth affinity matrix\",fontsize=18)\n",
"fig.savefig(\"/tmp/correspondence-orig.png\")\n",
"matshow(K)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 56,
"text": [
"<matplotlib.image.AxesImage at 0xc97b850>"
]
},
{
"output_type": "display_data",
"png": 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IiMWUYImIiIhYTAmWiIiIiMWUYImIiIhYTAmWiIiIiMWUYImIiIhYTAmWiIiI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\nY4wxTzzxhCkvL3eWxxg3Y7q3PMa4GdMXypToMR0v1i/7mVi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},
{
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cPCwiyUF687IfC3G+P3dQk68f/EpMaIlBBLvV+DqPVV4YT8Jot4cGrCBVDWZW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\nwP/h8x5oDEEPNIagBxpD0AONIeiBxnwBwaef/LDPeesAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,(ax1,ax2) = subplots(1,2, figsize=(8,4))\n",
"\n",
"ax1.set_title(\"Groundtruth affinity matrix\")\n",
"ax1.matshow(K)\n",
"ax2.set_title(\"Probibalistic affinity matrix (long arm)\")\n",
"ax2.matshow(affinity_mat)\n",
"fig.tight_layout()\n",
"fig.savefig(\"/tmp/mtxes.png\")\n",
"# ax2.matshow(sigmoid(affinity_mat, 0, 1))"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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hlLOakeIlLfkw/wEAwPTECVom3lYNh/1Qd2wq878m41YtOxdUDn9//jxeGPay\nlvWvI+vKj1UCTSpCcErLBnZb4vOOG9atl2mEfGKEi+ETT4O3NhoI2Y+j00SWnU9Qbg5lP6iUl10L\n8HHSzzjdtKWW5ak880nSvG/kSDyvrfnmPcQSl4xJ8MlUVfieqZHv0l38XGYIFI/fc5OdQ3n8WHUr\n4lrMZTL5o/HPmCG+GeSvp6x2ZbLVKuTz004ycBrzdih/DMTHHY2kiwwzQs0vFNVHxXwzoXzK72UA\n4bptTL9M3rxLPJ4kpuG5z9R48hmAafI6M6+8jlN5uizfLLAJjCqWeLaFka1XITeLqa1C9oMUlnMI\nAHAuo7qWBVBWeTunOTsbi+i+s9T0a9HUQVIY0FfEatk+ZygA4NZuJl6KaAAAyMbzWuYkvKmuzCLJ\njCc3MRldm7EDf5MTrKXiDi3q1e8/AIBQf1P3Yqz6qGxN6Pxd5ksksw9eG0h6FUhK+I8Wee5pCwAI\nY7PoM2riNw7GaDrQ2eZbjtFqNvPqeiOLUTK2ZtX9gE2m9EKN/zjuni3D32prkZ6IsR/l1bnt8V7S\nPoxaaOoAh1UYb0SL3vuTvFg/2wjvHi7DIDPBwvEAn3dMv01O9nbDTJZSVaY3o5WW3Y9/AgCy2eRn\ns8pEPZgFNOEWrNLXUzEOpzEDp3CLeTZdPrvzEfPdKqswpJJJp8L7MnSeNbL1T8qQj4Q0H3bwJpPK\nbyhuGmdEE+Wk4/CtoVqUo8a22KNmAr2o6t1AAhCeJNtL9yLGk4u2WSmrHiUtLCxKH+x4YmFhURQu\nySncihUrMHr0aOTn52PYsGEYP368d+KOg/gvn8fmtYYFQFISACBW9NUiou5WvMbULEqN0ePQ/9Mi\notBohgYAWUq9U4GtqD/4u1ziXPfXn7SsvKLcOIOQgC/VPUPX0f2XnjKUVq+XP8Cx5B3YkfCwlo3B\nDADAM46hrYKz5Dvy8swK/exkpfPhWi+acc9nssOK5pnKBmiaSHMmaRZdGDq7n9gMwNCKAPBePznj\nb7boOy3Lhx9OJ29GnQSz0lg78HZ5wVfttPiPZDIiJPgKh6hDr/OzklXIV34EpqrTarkqWtJByFN0\n1zuGxiS1lxeBkQDgh2Rgb4KR0QqXr7aIfr6FyTjNWRToe/H30nVxfGRJ450FsCcZqJ/gLQMw/fkR\nLDk/FIYfcb2+jodsB83xo5alQDKTY8e/iYL485TX9DWt7jIQrmXE8gSy/vH7dMke6nqc6hR6sN2F\noiTjydz+VeijAAAgAElEQVQva+KhzmwFDNn/JgiTxwfwIQDgT3hHyzY6Mt+HREMti/4iU16YJohc\ntXQMYK9wtsnyTX/AfBNiDrh6ossHUu3gxbYolsXZbuooc04g1iWfx7+7GtbjzZfGynhPGyZxmEhB\nQcxzblYZMN/dqJ+42lu1Af8kI8pTjEUHpo9ZT89+rEXiiOp0O0w0J0G6p18qHjevRRh+ST6C2xPM\n2NvVUfpBo7EwbEcPJvvkv+qCn5xNbNAqJiMGPtVFVpnJqvrKYtQ4sp/Vy2hVb4eN6O5Fi3A8+Wd8\nfY9hsHSe+bi9f6m66GVkNLbwcYfGazZWtli3CQDwc3oTLcvdrvLqMaxMbOxvAICMHFOBmdtlJqJa\n7dWyY7/KMbx+w21atuutFsCvycBtCebFSpUjtjPKghiVCJZnYgMfZbLHC9wDpOYPgLOICyXLKj43\nlbXpVslgbkB7LTupGkU1ZhPxIfoDADa+pajdRwofTy5aDQQA3bt3R/fu3YuMUyWhObD2Ut5SOhCV\n0Jj33TKLSgnx8DagKaO4PsGoBcsy6iRc6xyUGpRkPGmdULHI+2UFHRPK4d/XOhOXAY0SqsF7IlE2\nEZnQpPhIZQENE651Dq4YrAdbCwsLCwsLi1KNK3o2kLTw34R0kaBlN2ArACDNWWwiBifJcKoRaRpu\nHLcWvFGFnDokSzhjsItZissdyb1g1tQ5MPCokKsn1DWz8QJpsZJZekFqRw1nLDsoQ8kEsztm/5eS\na4s4bSz2MipJo6P/wBi6LVR02L9PJ2rZvkrSwLBBHcZJq4Nbez1udC9LKyh9DLdHpANeR/KdU4r3\n4xQts1/2AVOBvLBuDAAgnXGH0/8tK+b5O5/Usok/TZMXwczgTKfHiLwsRUtGGs5cTJHf0OlcTJPs\nrVRMsxjl67Ib6IbH5Uf8KqeTlgXP59bUBZ7lyHCRucU/6yKj62J2WLm+l2TrXe5x9QIxrlwtR1Q0\nV9+pfnToXfPRSdVZ1eFqA8Ipdk2ZWWlEk5+QIakjD18+NVBxkOPJVGTmTdSyl/1k25vsBLKY0pC0\nhaipJdsCpOEn8phxpL8yjszjJoQrVGiejVKqo2POOywejTfcqJXMD9mOmTDZzqefNCqksf2USm5x\nkolXT1532mXqei0ZodYzu/dSdkmj2xZ7zM6jX+pIQ11u2P8zJFMw8ug8LdtUVVLz7RxTf5gjVRqv\nP/ygFo2qr3aOMNVG1FZJYx5zOB9EdWDqCv5K9eLV9n3bxwrRGYBRDQDAOkgVV0d8pWW0S7IGDmkZ\nqSf5DhzaKcN3A01bK8sZ12mjlpGqlKs2ZzvydyX0rDF+rVpetoldS41B9upeUqXRMdOkd3foUp+8\nhOEkAG9j/0VjlHEuH6OpfpkRL+aokPfhBBVy42EaC1KZbIAac8+a37NQj9R3ZY5j+qysAiHPAx93\nGrnkRb039a+mjZMZRXXnKxaR2obvRgWvH82eSTLUasFbCx1PLLNiYWFhYWFhUapxFZiVfRBbjbOn\nO+LkTHRFCDOmzUoCANQX92jRrn+qGe00liDN9FKZzGVle91GaVj7e1RTI6TZIWcSmJGVhjKOunWF\n8Z75xfdyu7WXoaayS8U0ttyNVw8vNyJR2cXPiiIn1jcyLM9SSD8mM755xsQjPyvPs080Wl6Prmto\nqFdfVIaIHhMt+v7fAQCHnV/Zi2kLKmOmPngMhYIZ9r7ZawgA4JQ2jDWrnjF4VcsmKYNHvkXXX63k\nuaEobc3jskND6wIAnJGmvDe08qUYtgyUBoIxC3z9WvD0HoPcaj7+G5O/um2kxRnfpkxMA88z3zpY\nENxIm4y9/eHC2BQDSsctL2nbGvk+wJpaOY80cDt/nO0/dPPHQlt2hYufFe5vg4wf3dggRoJGCbXC\nHq+MtC+jgW1xIGZFvGi2SP7yF8kqNPZyESCNS8VcY/zuvKHymMJ8K/VV35iVz/QRw9SK7+Sazmm9\njcVTloYdqhkR+aXgK1a1oBUdTf07k1ReGv3XxOugGAm+yn5Vtu+A4+Yd575SW0G/ZvFc/Kwcbibj\nRU/KNEI19jmvsO+lukZqK7NS9kxXg1UzE23CbXJcmuyYsdwY0TOfSh8kyZBvCiBj7AQjOtSQ07sS\n0SNVXtn22YlV5djGGZNwRXvybcCj1io2aLN5VlSTde61bbym45M/J1Pe3zjX/DhUV5s5XoRpa292\nkEbQXr8htB+iBpPRsMRs6hY9frdX3gHD7nCm5vVQyfbxrd9dFROR7cIkcTbt3qOSFfwjwjAr5LOm\nah3jayYjXT6rDXwBtOskHfccZ8z50RzZ7jKXGFam/gOyD+x8iVWC8hrgjDbuPjBatedkI9K/T5/M\n16LhQmocZo9RjO2rhY8nllmxsLCwsLCwKNWwkxULCwsLCwuLUo0rrwb6RWBYQ+0cBPNeU/6dmdqm\n/qOSWtrl/MsIlT8WxvQZgyS+pz3DRXa7dPmOV58wMqLQueqH/IS4GTrGMYp2gKK0OP3XWxkzrWTG\nuZR2khH1E9IoL4I5+CBfFutgPIimLZW0//Ber2jZPkjKdXln5s6akuGOWMmBLDfATFL532/eERwm\njSerVjI6qd8dpiojaANR0zQ6iFVeeQKANEcWOEpcp2XHhiv1gJufBTdfLm2NSLRStO1q7g7cy4mL\nRLz6cJuXMiF9B0ZJ15NqqmG7WPtzeEMpCr5u/i8/3CxxlfphyXAjclPN0LfmWrKeMghOMB4is1ZK\nt+v9ehnjUFI1ffCbMarELEWPcxUGvTeByYbMlGEjpT785eqqgTaKFtqjJ2D8NHADx5S328n4Dxlf\nSaRiJmobAJqUl6oF7iuFvIpyD8bLHPm+KGG85JKfC94Ph/1VtjNuvEmu4ac7xo0+6YTrCzMYDcIC\nAN7eTDco/c4xx7x3rJBG/O31eQcmz2RUC5j6SMSnWkYGrLM/Z+OiUo8Pa8X6yEI1RjOVij624QGm\nTiSPyca9Exw/1Ra4PyOPCn8xoudnPKkeNYbRk8e/AAAYPsWMgW+nyzbqidijZfQNw8pzL7myvNyj\n69Nqx8bjmKlla8lPDd+QMUeViZeXhgn+e6GM2eet669Fw+pLnz5eYy/1IQ+TpdBYxXR1dGQDuIt5\n6vchTPaRCrmxKpkQcK+29CwbFPyVTx2u6qS88r5O7XgVU5P+Iut0QkNjmjD5LfmNJjxsZGRgy48S\nGDZd1QvfAKDe132u8emzIkCZg8xXggFWDWRhYWFhYWFRRnHlmZUlAvV7MS971ZXh7GgW0aNCNvPW\nzMr6JC0KaCQNunIz2KyTDpzjC2Y6s4l7H6T7bMUfcItMr3yQWRr4+ctVZ+Y083DwaLlSzZoapWWx\nz8vMpjlsCUFnWzAHkTG9pLVVBDtog4yjiE0BoLestfjvJi3aly9ZjBP+bGsgpXO7MYQqN18aW4aE\nmW2nmX1V/rnBHq2U3bY4u7EevP6GqJCvNGiGztmvcS5bljXrwe+RcZ6hDf4h5Grrzw5zdTmOHx6n\nQCsgnj83r7HqO7R42NTptuGMyiG4MWtBLrKSeqYtKdzSU3Xa6XWzhZUMcLkhbgW1YueraTJCrIff\ntGw3pNFyqtcBnhK//8YcYZGHS74ipvxxGS1maSF+9iob2PYVBfq6Wm36M0NXZRhafysbdxRr+7ww\ny0lahfM6JINFfsDm2LVqqzFbedcfK9O+C5/5pMeZFWJUh+s9qcAiSO/dHsd4Gj6XIRtzYBj33yAd\n5A0Xhi2Y3VGxIrezaMkqTGWy3Sr/45ihODWplCT4wrBQq4VkdOLzTYFDg1SZ8vjhr2TlyzxOgxgE\n7l2WDPr5QEGDJGs7HVQb5AfoZRDDzb6v67ZYumY7GcYppmFqkhYRw3YOhq1Kc1TZYphXYGombNsu\nMbTzxow0QsorZ1boGTaGBMxSv10rWb3Qs4+wcXGzGitTWXpk6OxhMpW/0GZmQNbbk/lWY5WOeNj3\n4EEw23wyBs5l2oMAOiyTO6tVdtjOu+y7qbK3+JcZZwdBHjbk1rdWOGYjDT5Q+RpALgVGWGbFwsLC\nwsLComzCTlYsLCwsLCwsSjWuup+VxDhpLLTcMYfpIb6NDN1UQx2SmJCMijj9R4aQjF5brOi/vsks\nXrpvPK2K4D41FCf/C6M2E1R42NfjZ5QweqVjjvK10dZQ7uL9wv2sbGpkvCOSz5IZXzM/K8oWy3mU\n+1mRQdJNxqtlkkOGkoxm/US9l9lQ6jrlKg6i/bgRp4s32BVzEwAAxxnHOPB7aZX1SavbtOxxyMPx\n+KGKhHym7yAvlFw9ltJaGkYGrjS+IbgvAA3SEs0vOs/d75eGXP/5xhw85hxWdelWXq6OcfPB46b+\ncTN+LUpNxOMHFSF7Er7gVDOp8rinXUon2FcmPnPxs9L4S5eXMMNDXRBmRD5LUeXkS2jl1fazsg3i\nWdNvDj8n/YlUd6awmIMBAKFnzWGaT5aXDpsmehlYk4Ej75w0tph6iBL9AADHnEUsXrZPPKOq4Gpb\nef91MV9LRjnUd1NZPA8A4EPxlJb0d16WF7cYo0wxWH3H1TCIKxACONxJ+VkZyfysKJ8gfDwh1cbs\nzFFaFhhG/jKM6uVuIX1XkbGxBPVN5rE3zkWdSG2atV+xwvF5dHJV6cdkwh7jM+fjOlIVVpcZkqar\nMegcM84lA1vuj6XRSOlb5J1Z/bRss5deXGK28wgAoIUw4zsZi27IMQfxbSovVciNJhmfJe2fkx+C\n+ychb7vc4FR7sOXuk6gpchkZunJVDmXZzYiXm064eLCNbajMFeqzl7htNhmiwreZjH5OeJfxyED0\nYuOJGsKd0etYRFJx8v5B/YL5+XpQvXi++j/PGthaWFhYWFhYlFFcLlPBIt4Q4+XJr0YczTZ7GyFN\n+tgMThvTep3ls0WF3FCLrtnyVKdzI4tHKya+JZWuudGYSieYTWMP09KAGWCpLYF1EKolx9DJJyug\nY304GaQMlqo3MjNv8pjIJuPaM6BXcT0yX7XAzgtyO/U0Uq3GmBdKV2aFVuhuTAPb2kbvq8C3BofJ\nGTBfQdB1BVan+S7NLFvNuKuyVa34XWWTbVPcFdzCO0+8HHx7tEueQ+icG16nLkSNTxqA92rC7T7h\nSjErfMufNkJkEWn1xFdbRZ1FxOtAx+MMAPUFttTVjAqzyKZ64W3yaqLe9V47M6O/UMyBP9vqrYaW\nJuWNwR8Zv04EOxcHP8IXHhWaDltPreqP4WkWj1bh3Iuy22nm8lm+4teVF8a2sWbMBwC0RIqRxaj7\nnKWgInEPtkROsqEt+kSmbzxqW2zofVAtpQP+H88zPWRWxTWoLfRkeY4sEAJmvOGrdmoznAUgZogZ\neVZ8UI0ZLC+JD0uvrAG8miN2+Tybq8bKAD4sql3brWYZQ2FiYLgBNepJmQdm3IlUlUrb2wGgRv5B\n77wDCHtOUpvcqJrGQK93EDvCCI4Aj/yNqxhs4mWm+hrJRnVSXqN/ZdqIIMWiBBsWpX6szCs3HiZP\nuGm7mSsOzWywsfztweqCaRl2k7E0+91LOUIJG2gSnRtBExPGf79Ve4phWguqFxq3vbxJe8MyKxYW\nFhYWFhalGnayYmFhYWFhYVGqceXVQHnpXmoH47GQGdmkKpqZUe/GlwrXnxD3zL32VVEhO9pev4+9\nQxvTMmNBF2M6uh/EqLmzMSrB/ek+8U55eRpU1FwkewcxcrymlYzTdfqax3MxGsVZGe+Ml1Ew1YvH\n99lU+IK/I8blvos6gd6XzetK+afhXijpmh/25+YnJAdUDpOeo2hdrzp1U8dQfXB1loszWE3N+rF4\nbv5TivKzUlwPuVDfK24qH7e8cGodypiNGc7pT83bBhnburUhXgcavB/VdLlP72N9MKia73uvJnYf\nARqz/6n757E8LpZ59CxK1SLj78FNVcNB6RiKnFQ4G1k7N3XH9WGkVvqDyaTekRuIIkZ9z/3ckFC2\neX4wnValDGDRyCUH95ER4SKrVIRspxGRzycvx6ra8NjQ+hH4j7z4hOXZ38XHFbmJ4aorAveYSt/Q\nDIH6wD5eBemhUs0eUZ8ZCitkMxXIQT/5UI1go++sXF9WVjrrTKTS42obassV2Tcn9Qn3ZFx5fa5P\nnsmTcAbTi5AaqDrTvc6Ll75ZohoamwhSE3EPymvjuwIAQqPNbw3lOazhSfaszOvPwU1YPONfqWBe\ntuFRJqU+wNppnPo94d9od3d1wcZ8f9VQeLvSaiCuc6TxhKuGlIp5P1ePqfdyj+yFwDIrFhYWFhYW\nFqUaV55ZQTaYDSqy9KqZWYOdVct7vg2TPNN6GcTSKqYKk9F9NvvLKngPMLNIzqJUcZHJ2fpZ7iXX\n513mWW9mRd3PYrNJKjvfyatk/Fl9zepKr5hc6sX7vS6gZ7xYGRX6u8RzA3uW3uf13gxJDWTV9C0H\nN6otilkpzytGlT3rNH9HEXnmeXdhoU7Rko/XKbWN4rYu8xVGwXgcl2Jgm+ciCyoQ8vtuTBKH27OE\nUBeZF/5wkWX7iqhtF9VuriiOAMzOMFczAitYnPsAmDNzAM5YcKbW4yLzLfMq3KKu+FZvqi8en/q9\n73bN3zgDo42nObMln+UrdH02VyrbJkoOmI03CFMfnB2JK3CPP2OOC9JbeW9vvJZFpIRMOUz+GTOV\np1bKGSx/5CW3mK3Leug1O36xWtVzi0bGmpYYsRqhhqUg9jabsctUbxX8zKq9cm3pefwIMxr/XpWX\nbwAghou3F2J8U9BSy/R28NqG5dmA9l7vBwwbQ1uYAWjm4Fgj9kHU8JTWqC6LJ39/MqONe+6N8era\nzWiZeVXeMETm5UyWqZcmEcpAOIx9I+rDecyYngx/jeNswF+l43F5L29Xerzhv0lcq0Gg/sGspZco\ntxK/+ET2gWVWLCwsLCwsLEo17GTFwsLCwsLColTjKqiBArwOQqrg5vmRcsENtfQ1d4xBfDgzptXp\nMDrWlZYqGJ+n46sTCAg26eX6kyEXz0uqSo1z7tUKvB+m7FytoAy0+D58fc3j0bM8vWDfZ11B9edm\nbFmcP5GC8dn7uEEsgqXBGfe9QoZfFb38rEj1Tx5TA5EBrpffFlXeCpWMLMstf8EFwgJ5LZgXr4O4\nKvnGc+0FJayXItVARfk9Adz9rBT1bHHp0X1Ot1N6p+ECfrAkfVfeZ7gxuoJb3V9VVPDSxhq/Gr5e\nY7lxpGmPUSyerzGtG+KwFQCQ5mVM62ZguwW+kHQ490Wkjdr38zynFsgnoA2r+YGdJwqEgPGzwvxZ\naZWPm7NvZrytDX9d7Y7NeBem9X68faj88f5AfjPc1ECc6ncZ27ShKfOVUiNe1pv2cQLgjJ9UT3DD\nflLrlOeGs6peuKyV0pt4xVPl4O2FVDgZCNey6O2ZXukCxviaq4GoHF7fXJ3bGNDMqFvJv4qnfKqW\nbUtQer5I0zfJf0pGQ5MXaidpwcZxS1x56aPnXHlTL5SXbVnsAFdSL/J2f9xF5UMuf7i20kUbaOqD\nC0nFxA1sXZwzJaiQ1E/7faMQLLNiYWFhYWFhUapx5c8G2i7Qr+k7Wrbo7+qMBGZHdt2j8tyJ353P\njfBJdRQ6P8qBVnOcachykd2eJMNXk4zM7TwE2hLoZpDYjBnsPai2cPGJYV81813MVp/0DnbK+93Z\n8jyRSDYdp1n4V7hZy47NkxZLg4fN1rJ9anm0pnUPLdP5/4TlJVmFfOU9Tnkf3H2vFgVFyq1vkaEm\nL/sdrz2LBWBWeXRuBt9aecyRU++gjA5advYRZTnHPRzSN3JjMNiEXyTKFY7X8eMT5qoLVs9xQ2SY\nMp8lRIkz1s0jvZr228Pan1OUZSjPoNtqu6TWtCXdz0zvcGEwlv+16NdSW2PeXNFTBlUSjHHbiZVy\n9X73neZcG3/Fai397QHz7By1SnY7a6gDkz04U4aex2SYenXPBlohOqFvjnFzmblE0g5RDxha4ejm\nWBm/NdujmyzbOXkDBcyWUO5dloxpiU0BgGXOrwCAgONPaFnuZsU6bDevGD72FQDe7Ait+Cc7fU3E\nDtIjaMAnZpU9J0KeTzNs6YcmHnmDZX2EdvfWb7VNi47myNVr5nZGwag+F9vJ0Blpa9UqnLMek1XI\nPYdSf+XxbldGqMKslGPXSgNWbiPvfKnaAmf3iMlhxqBR/5Lf4VyOYQEyaVv8L8wYdJoK+fk5tPrm\n2/spzwlGNPw2+T1mLzTfDQPIkytjiMepBj6Vn/3mYgzqL+NF5Zo2dMxZo67cxgvuDZrGYe41mdLm\nmoL7VMgNVNVH11vK+fu4V3X67eDaA4kWopO+pjHcq+6p7Uw2z3T6l6Q7HsNMLXsCsk7TfmUfRHnT\n/TC2jxb1f0v9QKWyTKj2VH+uabu7HOWhnL7zk/ZsIAsLCwsLC4syCjtZsbCwsLCwsCjVuPJqIGxD\nZp7R5bT0k/Tq785yEzFSHRA2gT1MFPSTyUxIBxNyioysxpjh16vKq9/oJBaPaD1+sBLpdTgNryi0\nZCYbp8JNr7B4ilrcxERtlcoi/iEtOvSd1IdEZJq9+RmhUp/1GRK17J+4HwCw7HRPLdtXSVriNajD\nLM6elEGvRz/QoqWO0mdxQzzK82hmRBmkysRVNJxeLQimfnhxnTxCnnuDfGnZJADA83c/qWUTf1V8\nXhA33qT0mFrkrKR6y0Uay8/8SbJenETWJN38nfRV9PmrzODZ5SDDFk/Lj7PpdDstqzC/iObOtTbH\nXWRuuNwHGdKzXL3jZjhLRpqpTEbfldPjSq1z9P/5GptXdTjtTVS0G53NDEcnqAMD6Sj5w1dXDQS8\niXMZI7Ts9VCZn7GOL+UeJUxDPzZdOYZ48kUWjw4m5JVNNL3R+QYcbwMAyI3k/Z/AqXmi5LkhvszX\nBGHUepM7vqBey/ISJvNy90mjrlumVZaPaNkOUQcA0Gh7mpalNZNGw4eYipb8k/xpj0lvWx2pCotz\n3vAp2+IIo6bqFaC81bLxJHS31D9nBnE1Bqkb3IwoizZaThFxPnl+H4MAmMMVAeBtPAjA2wMw+Vfh\nRq3kYZur9CZ8MR0AkHCrUem7HTI4z6kuL1Lv0rLYWOkNNm2pGSBX9EoAANx+1Pikiau6EYC3etzN\nS+7afrfLCw8MyKyBj8E0rPM+nKBCPhbSNTdIpWaSymT0vmlMRs/y8YR+ole6yFzUbYemmLqvmC/r\nMtSf6fm0HyK39sLaxi1qPFlFfbCjVQNZWFhYWFhYlE1cha3LIfDLM+fElPcjayy2bY9mbnympydu\n/Dwe2lrGvW26eN7U6fAZ/5ECIWAMoPg5O4oRyGOuFbVRrsv5KV5bOJVxKZsB0xbdAGaEVj5f/hPo\nZ2beNAsvz+IFVlL/uHgu9dryS3VwnK3o9GqdMUS0UnLb8lvM9lnaBpzNt1bm0T0mU4wK3/qdnye3\nLJ9n7YD2b/Pj0fV2Rp6/ouxhi9neS1um/YrzGuvWC9y8/brFd4tX3Bbjgs+6gRuCF5VnbgTplp6q\nPz/2sH9+vktEt2281HZYu3fzpntV0ZxtVwbCQqmBxLI4st8f+9X0//pjpVHfrid5+YhZ4nsz//CR\n5W5mR9r7gK8c6X2+fdPLg+16Wjmy/qqKEek13lFHMFtC9RZitis2tqoydGXkkl7ps+TC6lBdGaNM\n8nDqtc2WvjEbx4xXVD6m0kqZtQ/ylJrBxlQ9npgVczVVJr6FmNwi8LzQdTgbCOgZ7oWWGF+vcuyQ\nQb1bzbckxsnrbCByqcDO3srI4fQz5U+Vie3QPVhV1vOxtOpaVjH2jHoHG8yJAeF91M3jdKoKeb/2\nOieswH0eL1mFbgzMcRcZzwvdT2UyYm+DfOMRmwIAldOJRWfGyJqpdfOMzRqqfl81l3jesMyKhYWF\nhYWFRamGnaxYWFhYWFhYlGpcBTVQHfjlndf/+ZUnCpoZutKhW5z69tAFN1YjY1oXg1i+t1ynw41p\niebmXibbqJBXQ4BvXlLpghvTKUozjJ9QqOhV5qnRrwidAL9XVDwvg1iVVa8DAInvzGN0bIbi8OJY\nNKL1eHpETxblywOFeLBVlCCpumT+5LWfv2+Cfv4mHhGH3FutVgPx/HGbLfMSr/dzEadAXQ97POwr\ncu0Fh4u4V5waqKQebItK2+1gL07bEiueymRudLG676768bDrj1TI+xZlxvjqKbJergbCOnjVg/Z6\nCmN0iw6KUmbHzt/1188AANO9fFAQbc0dKGX7yrQvFd7/ufqHQFQ2H7NkGyT1g8R7LunJ8YQbiAL9\nVWgMobWhPvdIrNQS4RFGVRLmp66Zp1ujcjE0fA18DaDAwX5Qhr8ZhprPPT5EXsQxvx7U3rjaVvt/\nYup2fWCeqTMqR06o8fWxATf55IWuqzP1DhnlhrnoiL3UQGqI9LBOsiSnNwAgsDxXA6l0mM+czMNK\nZ87GGPqG9541BrvHPq/tEy8tVVnM8g0PtBGjGZO5eYOmrEa6yPh453KQoTbUdVMHf8K/r4uKZj21\n94+NbLE6ZNDs+QA+ke20wjSXDRRhvcx1RpJLJghsPNEaOhcTiwKwzIqFhYWFhYVFqcZV2Lp8GuJD\ncyDLqH5y1j7LGWkiJijDJba9KsAjZ325kf81Qr1U5UaydNY48wK4WW2HiufGajSL5Ma05PHPl6mJ\nEr215Fh9NXvezatKro5uVFsJAeBbR3kJNI9CDFQGZ/zYBGW7e+weM6X+UK2iHp//DxNPJe0km/cG\njZZLpTlqyyYADHGmq6sYLdMrcz4r9qiQr4rJOW4xzMqOsfLh4+xM9+6n5T639ZVu0rLHlbdDt7OL\n8tnZQGSsFsGWCx8GyzqIy0rRst+O+J4ncb6nak9vM6ELszK8ldxq+ub8sVrmtHZp7qWRWbnd5R5f\nMXlc7lOe+XtVExMznYKx4dy7jP1HLGQVJnPxrLtSycip5rSrvXV5J0RcAyNUn9YZyCizMMkIDDs5\nS4t6K5qluzOEpUgsCh9PiE0wq87hQpZ5tpPI4h0pEB8AFrrkWo4nh8QULane0Xclj4zZKt54E6+W\nimVSeF0AACAASURBVDfaRBPfy+8omLNvh9jTxiw9kv2Nybqq+PXM99rxVw8AoNFrZiu0M3qdujL9\neqNoCQBo55i+6WqASVWeymSRvjLxh2qP7Kyuw38JBQBETzJuHjBEhfzcI3qGv7eqb7wzCUqUZYyv\nyfCYj0/t+skyTV9k2DliY7Yyavr519Q3NDu/MWvnMADe26iJ3eHMT6802ddoSzS/z9mgVenSg3IY\nY8mIbTsIY8RLhtg/5xjG7o7ycss5Z7/rQb5vusM8Yut2zwzLlVdlrzpdtatAfIC0B+RtHIBm75yv\nmet23XZMG4K/eoaPT/Q7RSzoBOvB1sLCwsLCwqKMwk5WLCwsLCwsLEo1ro6ZHLPtM0ZeLhQzy035\nIGkdleultiHqjhvJ0TXjljSVxd9B6bgY04IbC/mrfDIDVp0ep9LlM9779QvGhyk7t4dVdD43qtV7\n8nk8umZZ9ldGql57+F0OrjIeZF3qmcO/QFgI6H3cL0Jg0DkfGdUbz1++S+Ju6eXlUVZMgwkMykFB\nnA1SPHAQowvJoDfPlFd/Qy+vsUV5sOVtKIAyUzTc/I0UVaduHmxL+qybqskNxfjMcVdPURvi7YWu\nWZ25+Ya42uDGpVo1xnw3KFUg75vm2s2Qj/uC8O1LFbWzEm44m+0ic4OMx/1SuHofzvjDNx6pT7ih\npipbNusWFema14u6FkzmUDyPkWljVq9upsrk76s69Gp31AbcDi3McpHxeHt8k3Y1HqZr32HAGxSP\n+eA5pWRcHUPqGi/jXKUq5Ua8dL8a199THlg5IrysXr2f5eod8jvFx0VSRXnJlN8prqai64pMHUPt\nmRsKu6ne9ffl3zKPfguZij2yQOh1f5URkbbL7Rt5qYtIPcreS1YPvG3Q75SnmN8pWGbFwsLCwsLC\nopTjKjArFbxWcmabK5tJuazSzDZXN9egbqs/t6LwVZIb00D3+bMuZ1q4rkRlPK9tu26rTTfvo+qR\n8jlmVuxPW7rdVsAsXaoXzj4UackZXMi1fnHhj/J7VE6v8ha4x6/9XeOZfGrvsixerrrtylZdRJ7Z\ny9h9YmD8fWUlhVuTvBgD26Lgtv3wrMu1m7GvWzyX9ufKyLlWYDEr7KuKyt7l09vdfVdwfKVpVsC8\nzGRgyNkRYl7M+WNmKy0/f4jYGL493uXsE3pDOmNvKSt8FbtfPlN5L4vnthJV5T3FVrYV3dgHde3F\nwFA6bDzRzCZfKVPZ8ozhsWYi+NZbjwpTmYzyHOki4+PjaV9ZgAtzoa+98ucCSofFoy/k8TqXTZbD\na6u2yitneQ2b4eth+4zLdnA3JoTDMCambVCdejEmiinhbAtdu6bLZG7jpvb8m8eNyKlmmCy5gwzj\nWTS91ZwxjxmKZeVtTdc5M6Z1Yxxd2gYxTrlBllmxsLCwsLCwKOOwkxULCwsLCwuLUo1i/azs27cP\ngwYNwtGjR+E4Dv785z/jsccew4kTJ3D//fcjLS0NHo8HH330EcLCvA9/chwHMWKnlwfB9U+pQ8GY\n/49bb5J70L9wmDHtZBWP+SxBsOQEg9jhd2czJA3LD87LjZReGZHc3TxLNDhzxxD1gNyUX97Femu/\nw3wmvJokQ0aB1u+qDkZ7rYUReijvRnTDd/Loa35AGXlW3XigvYm4WPKYXcYu1yLy1LhjIPPESx4L\njQsJA071354MAIgVxjovRPmiqcrovzW1evg+6+KzpP5JWd59mbW07GzYp/Ji92ATcZyi43lToHTc\nVAcdzGXmg9KbZegsRmeOnuv7zJCHZDj/v773vNR80u9NB2EMxNY7bkfXu3hj1AZiF+Mspahn3FSO\nAb6y1FuKfm2WemaTEZXrIfnYNtW+0bKNaR0BADfEGhmp6I4zPvb3hU1VuuwdRMEnMFnc9zK8vZUM\nV16Yn5VLHU/Ed4CzlL1PqVSmzzU+Mp7oL32WOIuM5+x24ksAQH98qGXkv6Iu8zdBBw5y48jGjmzn\nE8Rin3jcM+1K5RzH7ZA3p9okk+dU6fNibOyLWjRt80QAwB3xS7WM1ASL1v7JPPuBCjldn6rC9UxG\n33EAk6n7oYvNIJiZrMYH5vOl39h3ALDDEAGsbSnLJoYwdRu54WBqEaeX+jZuRrepTJYAn/eit/J7\n1dP4kNLl4OUl3xxc1UTXXr8XMuje0HhlXeH4+g4JOP4EACA3kvdN5bcrjPnRIa+sk5OMbAKNQVy9\nSOMr8/01eYgMeXlJHci9VQ8ocA8wBxRyFRzd5/Xyqqp7L2NaWd55wrQ/N18zJHsfg7SMrm/fvFbL\nZsVLvzKj7mFOrlTdi4fNe9vHr/ZKFzC+tZ5lzn9GTVfpkL+vRpfgZyUgIAAzZszATz/9hE2bNuGN\nN97Ajh07MHXqVHTr1g07d+5E165dMXXq1OKSsrCw+B+HHU8sLCwuBhfswbZnz54YOXIkRo4cibVr\n16JatWo4fPgwEhIS8Msv3geaOI4DPCkg/mxmXL3rLwAALO3MpvzkufZVIwqeI489z6oXZYS0IGCO\nWjX4pJgWpXwWS8+mMhntzOKGX7QofoTJRifJMCHJJ70bd5hZ57edlQfbZMNciANq5eLiwXZ9LcOY\nLFVLghnbn9Gys8qDbYVX2SdSnk2ntzIrybHaG7DxQokkxSpxB7AeFXJD2/kqdGNW2Oz++wVyBcm9\nKCa+IWfPnz3aVcuegPQaG8JWFedQHgVBBracdfvPdfJsiSa/f69lOybe4J0nACDyiZMPLmxQ9Izf\nAQCHfqmrZc48VZdu5eXYX8Q9jgs1sHXxLuu6nXkOP27djfmhleFaJrtHBtHGqzIOS/ZAHGhqZMrA\n1hnB2tXyIra692DXlD8i7GZdmgfbCx5PJguIWDOe/NFP5jd0AGPjklTYyPTDVCHP4fE4X7MUVeeI\nYStR+u58jPG4ZHw9lfk9I+swxPdZ6kNvs2/o+bsMb0kyMlqd/tXkxZmo3vGJiSe+e05erGHvqF8g\nBJCrCNCA+Sye6qazmg3TItrKO2HPdC1zrqOJomEfooRkd46trW3S0waTpmzaYHI7M7D0qPsDTNsS\ngx2fPFftJMevo3uMx9mVdeSY2pidmZStVug5MOcKpasK7LJ9o0nwBRnkzjaiwBThnXcAaKvC5UxG\nTM0HRtRihqQxUz5op2XOaZVeKnuWGBD+u9KbGDN2tpJ/fd+8ZBA9xuovRj2zn/czaieMXe6gtBH8\n/DPKyyecdiMmsaaLjBviPuAST/Yf8d2tRkQebI+x/A2gSudG6YqlepDR6W/Pl2Gqepcn8PJ4sE1N\nTcXWrVvRpk0bHDlyBNWqyZdXq1YNR44cKeZpCwsLCwM7nlhYWJQUJd6AmJWVhV69euG1115DSIj3\nabaO46hzO1zwdRKSlP4yoQ28ZtIWFhZlDEeTgWPJXiTexeCix5PVSUhSpiwJjb3PVbewsChr+EX+\nzfit2Jglmqzk5uaiV69eGDhwIHr2lJaxRNdGR0fj0KFDqFq1qvvDG+/FQxte1/9+hZvlRbIxLsMt\nT8twghFlTVXqn8PmeHRNoe3nBxSSdRejzeopuuntV1g8orLYsey76eQvl4GRGzOR+ic5ycjC5PW3\nn3cysmT1vrZPaNGuGpITjqhhdCpEvaagpZZtVpZSJ5oZ7nAfFJfL1GP0xVa1YjqQIGXk52HH0BO1\nOIB751R1xA3TSE1UjB3pv5RFdDp/WF1uYPvrd33Twvv9HPwdSl2zI5L93PRRsoVM1gi+2Ky4+t6M\nb6eWzKhX8jFwrBHLDD3ipgbivaGkPmnc6q2k3mWDXGT07AA2q3fz1UNqmNRWRhZW4B4AZMg2kVaD\nqVMJy90O+jzlEi/ZXI97DEACM/B+zjd+Mbik8eRLD/oKoyYYh8fkxeIkE2exbI/1hUnD45DPCDae\nhKk69qLXFR2+31DfASmy4nMjmT5BjzdsPCG1cyqLpvoIN6adfovK6yqWZyXzNNthZKT+iTPxVsYn\nAwDat9ygZZv95NhxhFHuZPj76ONvatkGSIP+UQ6j4ccNkaE5ZxGop8Zj1o6O/aouEuaziDTJNEao\nuXo1ypkxUieZseiddf0AeB8A2F6pGGbVMWqqJUo9zg2e6aA+rl6mdDzNUrXsw7/LdGqGmpl1p07y\n8FVuXLoiT+UrcoiWmYN0ze/K05DqsbQBpi/FKuvYM8zTehhOqncYNdq2vlLF7dU3qf8nMNk09W34\nGE1q2MPsd4oMmI93MzI6/JQbyXtU2Ih987MdfOPFq3SSmYx+Az1MdljG2xRvNpZonzUO/+b0+8TV\nrqou32a//R2UyvE13rfcUawaSAiBYcOGoUmTJhg92hz/edddd+G996S+9r333tODjoWFhUVhsOOJ\nhYXFxaBYA9v169fj5ptvxvXXX6+p2SlTpuDGG2/Efffdh7179xa51RD+AmKqmRFOGSsHqGcqzDAR\naVyaagy16CjtNId75UtVITcCpCPtGYOQmiBD1/MGeHHJOI4bMMrZcH1hGJNdjdUskhsuqW1sd4uG\nWrSsllwt6BkuABGvys4nncrAlpgEAPh/VeX0uc/fmJWXWqQ450yeYwfLmfxcPKRltzqfFEgYCMqQ\njNPZ3lW0zNVQkOrejSFg2w8ze0tjtuN+5h1dILeDfofWWvY4XgPgvXLJU8a0/Iygc8o4LoJt6R7p\njAUAjBArtOzHfLZyVTjRV656A+aYb+6nvNCezTIrnAk15Ra5518wy8bAh6U3y/w8P/ZsvlcaAHD2\nMKu3gvBnbSjPzburKPweB52Lwb3p0llI9VzcIfPtoG7G4WSPyr+l6pJism9enJGb2X/EZrF4bowT\nbZUme72RF2Zge8njCc7jC7bG6qYWac5clge1en1+3ZNa9HSmNCANDNvJUqRVH1dDEUtgVsXzxLsA\ngGHhZtuzOVqGl32OCjmbKdPRhrEAnOnqGb49VbEs4kcWjwxs2V6Ew71lnZnNuMZv6PVxvsL5bxjR\nfepIrUr/NnnO7CD7YeWnzRjoTKc6Mtb5mXmSxQjtzcZjYj1ZOUJnyUEy87AZJ8jotiJzOZExVBnq\n8242VoV/Y7IhKmRn/qBSgZCnk2JEP6gh8vrfjeyP2vI3oUKWKW/gLFkfG/9qKpAM/1NgZLePlMbs\nS1md1hTyt4EzRHTGEPeI2xeLVbrmUKQaOATAe6wk9oufXdRK+av4jX0PemY3k/XGEp+80Lb8/g6v\nVAI34r9XBg+y/v82Ge9ydkRuK9/JKCLqKS2wjsVTP1586zexRYy1jt0qB620z1Vjur3w8aRYNVCH\nDh1w/vx513urVq1ylVtYWFi4wY4nFhYWFwPrwdbCwsLCwsKiVOOC/axcUOKOg4Djmcg9zoxfGymK\ndD3fh6/47eWM035E8sxRwuzrr6MotFOMtqVrfjDVrheV2iaBZYaopzDDpd9YU3r15AdA0cF6a18z\nupwbH5f0Hzemvfu2RQCAZc6vWoYlSaqM7L30umjG4R9X5ZzP4tH1dhZvt4o3ksXbrujLYKPianFK\ncvPct8n6ocpgagh7ltQD3MiL7nN1wlmXeNqgi8kSKJ9MtpwMGLmn2BAXGV2naslwIZ3RzHaYN8ip\nw73zzvPCTnnX4Fwh5X8Aq9M5bqdNuiDMRebmU+VSUIQfluF/fcXnFvmmAczhZj8yvw3NlfFoQxhV\nx69oAACY9dNffNJr3HSLvt6dLunk3MOsX1L+uCEeqYFI87j+0vysXAgcx8EEMR6Tu71ghKvkONFJ\nmEyuHSP77t0zFmnZMkd6q/5QGD8cLZXOgHvZJAqdU/PdlybL9HqZ9MgjdRPm/4O843p5sFUHE95R\nx3im/c92aWzJjWlTt0tjf6e58TRKvk1eIyNiAP1rqYpn9pLaqzXvh0Tx92SG2slUyPksnu9+qlQh\njSNj1x7TMmeA+sZcFU7tg/s7WkVl5x5dlZMpf6YSyKNxgsk6qOv1vD2Rwos7qiLVxwEmIz07G2Me\nTJLh20lG9oG65uVgvlQ0qDl5mIx8b610icdVtPQMG2o6TZEPpeQYtVLmJjlA1e+0TcsyEA4AOJZm\n/FnhrBzrYxsav0MH02WbjY8wqtyNb3WRF9yrrcqrCGDqHbJL5mo0SpqfRbhahRFMpg4tdL5h30jV\nwcatpmxk4M37VqqqGO71mQyTtzn0kgaXx8+KhYWFhYWFhcXVxhVnVoDfsVPcrGU3nJaruazgT0zE\naGUJxb3G0qr51T1MSJ45uUEsbV1mM/kktTpM4ufKkAUW8yDo5vSFZsOLmYy2Diez1W7ME973AKB3\nkgzjk7Qo5Tu5suVnA9Hq7d+4Q8s+VN4C/407tWyPmol2rGA8ukJtoKCZOgCsDVEsEPec2VeFSexY\ncX9lfMq3xbkxCC4Yu0MeeHScTbPfmydZj9HDjAHrq6vHy4sSbl3meRH/lrN/p1oxTfIRtWpMcvl+\nbIUTO0UuF9bCtD/P34/65sXNkPS4i6xgfP6+i2Fbinpmv4uMr96INdrtIuOMmCrH9tl1URDNHO4h\nllamJ3ziAYaBweghMtTt/uoyK8ASpIjxWva6Yh3mOadZTGksGCXM1tZjDg0obJyIUe3Hiy2gsrCV\nKFVTI769ktJhLqJjXLadqn7Qb907WrToHnXWD/NMi57yOupfe1me1TP+Jt7SXDlmtIfZukxGoHwV\nS6vXUZipZWS82d+5jb1X9uGx/zIHmk1vOcG3HDQ2917KhMTCMXZEGxdnu8gMazdd/AsAcJINQN8r\nSuAWGNsl2roc5kKjckNSGpc40/V+vjyzLHS3Yc7bNZSufzmbvtZRdOHKJJO4R4VzjOj5GdJgmwxZ\nAeBmfCXzkm7yUiPioHqHOXNuV8sW3ukC5reGe4imLPA+TCQ/Z7Vp/Exlskdc4tH7uC29GxtEbEwy\nkzUqcA/QfWH1w+ZcO2Ih2zkbWERivbgdGmfbFMKGyDCDtjOPs8yKhYWFhYWFRdmEnaxYWFhYWFhY\nlGpcLlPBwpFUx4uezCP/FgnGT4g+yJDTTcS0bWKHshF1H8n8p2QpCpLbTdI5XPHsHUR9ceabjhN3\ns7mczK43K4qceabV3v24MS2pfzYnadEhVXbuY4ToSzKmAoxXRl5X9Kw+aAvQdeDH9Rh0yctGRmNv\nG78jWk3E6V2qA04JUn0wepz8ofDDw4gizRnme1Chq6qEQ72DPEUC0MZbzLWBUWd5tdT6Xu/3us+M\nQdPi5MfZd38tI+Rqu4Lg7zhcaKzLB7cDD6nu+QGURfnASWVqvnj1rRNYPOUPhbcrjdGsH71KjcPl\nlNAeTHVK9Uf5210w8pVFwPFuyMbzvjfI6yqAgE2yTR1zjCpiuJB09OxurA8TXc78mCBVqX84Da/7\nH9dTk8En84hLPu74s6o9Llr7JyNz8UxLefAypvVXqvI8E4/6H++HpNLgahEyXMxmnlXpuoUwnrN/\nTpd1xTcoIIXKxPrmI0rFtbKXkXlkEBBp4uXOV6oeN1XENCNqj6fk+5mx5eS10nC6VSejs6B2W5U5\nqkpV5gBcNUTeYm/RVqFA5XRpLvB6wwe1bNRbb8sLLzW1GniWMBGNkclG9Lf0ZwEAiRGfatmxbmoD\nCBvj0sjrLf9dSVFqjhRu0OyRwWJ+UOBHMtjNfP+sVz5Q3LzBclmyy2YE135K35p7qyafKyw9f9Wn\nZrFoj0gVTcbDpq2Rzywks9+aBO55npAqAzoYGABeVdekgrt9nMtzEpZZsbCwsLCwsCjVuOIGtuJ3\nwLnOHD+OJ+XKZv/LxlCz5i5p1Ne//jwtW4eOAIB9uxqYZ8mLIV/Ih6qQ2df1bCO3EM5R3vYAsyWZ\nMxJVPlXT4XyWnrrdqo/xxvf9QZkXOucHAOq/JS0gnXhTfSmtZF4PsVVsdyeBSsleQquywUZ0i0p7\nFTfik6uFYcKsohZm9gfg7ZlWzFCrQTa7bxUv8/9lfhcty/GTFRd11NAPPavKuvJnlUAeZ0MYTfFB\nx4d83tH4O2l4uSOArRaI0XFjU9zO3uGrAPI++Yh5uENN7hVRYhDeBwC8j0FaRtt6+QpxzVpluZZg\nDK27CLYlsAhUU9+Ibxfm1wQ/r8bjHc/tHgetjnnd56jG/dn8+3wf4PVHWeFs5BoVbmIytdveGcr6\nIHlV/dwcxvVHV8mynPQzKyYqBz/j5Cm8DMBsk5/tjL2qBrYiGXAS3mRSudcyRfTWkhb/kqvEJ+8x\nDMz0jrKs4mFmOEv1xFfARMIxO2PnLlm+Ha08Wkar+ojMTC0LoOGGb/WmrZ7XmTqiPKyMN64QWjrS\nPUJ0jIm3dJ80puUsSn+HaEe+x5RWw9yAke5z19nyfKTpwmwDHttS1WXKf7VMzL1VXvA62CjzJd4y\n9fdHhGwzlXcw77cBMl6ox1CTZ5RX6acjpmrZZIfOtGKr+1uGyNBrDCQ2i1MDxCow9oE2D3ixkMoY\nuB5jg9Qr+DeaN0WOqcPGMA/FdJ/3L1r0Z5i6whLlIoIzNcQqMXZ2+Fi5OSOVWdjuhjR65/2LDITP\nsG9JZ8h5mDUtsRncoHhe2sMAgKjYQ1p2bK1kfsRA1u6pvfOty3T9rBGdUYTOAfbbWk/97JQ7Yb6l\nHk+GsHPCVDqb6pgzhIjtq8u+5QI1hlN/GuXMswa2FhYWFhYWFmUTdrJiYWFhYWFhUapx5Q1sjxb4\nXxmfRZw+4RMnor6xytIH3PHnidHkuaat7IzWI58mXhRtDnxBafN7ed5peOWvBrMao7wwz7T0TL5X\nBkn9w70tVitwD8woj/u5kAaiEfrseSAyVL5jfyQ7AYzKwVQvlJfKRwxFK+jgPFankVVlPK6yyNdq\nIEbRknaA0az6G3GDXdKUcSqcUJwaSFVvlWhT99VURecxFUxVVYAIZsVHdc49j5p8ZTMR+65FgNLO\nv4guUpQaiKshyeDRz0sNpCj/g+whtyxQdbj1Dy7T6fDD+ir4xKN24hdh6iffX6nW2KFvkaGyXoK9\njPOuItYAXoafYdL4t8Uediib0oq0v8f4fZhOviqM/aXRnnA63EUNVP856WG00fY0I6R6ZRS5+FyG\n2Ww8OUX3uVZPqevatzT5W0gXzDMt+VLxMmrHowUyD5jxhLmS9VdG6Mw4l/zPtGfqU+3DI4WplUid\nyDVIZB/8hRFVrqXaBTs8sN3j8mFu/HqmvGznN4H74XhchexbUl5Wsbx0UOqLVOZTidQYXPXiUSE3\n7F0v1V7owdRALj5LtM8aftA33Y9nPr2SlUH6YqPGCO0hD1oNLG/8tpDPFe65vaPyx1KDdWy65j5f\nSK1zjn1zUhNx9QmNHVwNtDlW6qz4YYkpneR4+F92ECQpmJivai37/+x9fXgV1bX+GklMgEgiCQER\nzaHCBZEWlNiCYomCH1hULLaKH1dasGqLVyzeqldso6JiK5UqrfYKLdYP0IoCWkHFNlyoqEVNlCpI\nLCcSNUDARCMkJHB+f+y19nrnzM45AYTG57ff59EZ1uyZ2bNnz87Z71r7XX01dpie5L6L3aCP/S7Q\nDckl8Nviw0PPVXXeZg7fyIRP9aRi0/b5oRfnhmdWPDw8PDw8PNo1Djyz0pUopGbIP6DqOudaU498\nw4DgUl67DM+Rl8AZYAs2uzQ4V396Z+2OUitd8vlXMwaD8iQX8w9JHXBpYNd8jp6q1ei8uiPzIuV0\n+ooqj44pcK0cxxnwlsj16r7Ik8oohGTBGR1f54t8/T3alGV+rXdt1AeWa7uYFWQz7P2ACbFthD+K\nZT8dsyJVQGaFX1ddrT7vp93zuE6pl35LnXFGom2UCabWnxchsx3XMYRcJ1255PJERDt5PuNkVvJD\nJ0UhzYHlZL+rwxZiQnZGykk/qcvStpf335Sr368ojra08Xm/dJxMFBpP6sw0bV3vImvqf7JhQDCY\n0S5BRbVQIZGwDY9OOkZEW5rMt1k1sJu1FRVy3hz4hCX2tRN8h51kzIrDPb5pNms6aPTmycQ5i0Bp\nVJRpceatjIprPAG10JadjnJv8i0ganRN+BgRqbA39iMppyur6bOjOcC2s7IPa7bx7D5fZ/e7eHCu\nDK3HdyyPXic3hrqskmXzOL+XMRICimXJeWjciZlNGZjk0aGc7Seo8irjE+Rg0+P6HPVrmRJHlkcC\na2Fc/KBfn/C9SNsD2WDZ3wFLzkP9mCEBuLigwCVPUFVlgnhRt/0wZhI7wt/MQNhFILDkKXFpCNZe\nwe8G81XxdaoK9ZsRNiivWP94ybNtpkK2AO2SBM+seHh4eHh4eLRr+B8rHh4eHh4eHu0aB9wNtKrv\nCUR0jRrmmc3zd2kSv//ov56IVFuFiKhqoQkufXWcrtM+or8JSNoFPh9xRSCV9n+cuO5ZOsfaDu1g\nqFQMcBx1/ssRW1aTKbf6I03UtOoooyMi692JiCZ/jzVhNIcf/eVe80zonlAtFZfOCugJLLuZd6Ct\nyKSQfx7cGA2PMq22TJ+3Yqnh3LKALl693uirLOmnbSDt1r2nUqovfAFJzZKQ0xlcB6tkR2nbigqW\n9myB5GbzOJgtnc6KeM/QDcQqnnvmacTjyknfpmR0zzf1X/FRiRpZGTkzB1wEts6qPPp/9Z86KhaF\nBDIjXK6PDEcQrZRzade4NFVCQbdNTP+eH61TwvG1vtX1WLt/QmfTX0Js8Ld4exVo+jA+OlsTc77G\nBdHlKC4p7FdldCrXWZ5DlWMPCvoShYP7jDsBKfD+fY0bCNVRrRsG1ZElWBADbIUG13yClur/ZAg0\nLLPWh+crpd3lWHaHYE5FcQmtApvJWQrUN9FpUi8IVpVnCruVxfUBwbTW/YOuEnGlfD1SbjmNVJNV\nvX5HbX2TtkRELNNTc6+676VeXY7WwOPmMhO2uaFAx20ZC64JJYKUkGKos83NGodychzdAxIaCm6g\nOnFaYAJFjmpeC6bnwnUiInr3Su4n+I5qk7ZERJVSF3CtieotLjKQa8O58XExcy/oky43kCQ/xL8h\n7zaZcyRQmUjdQKjRsvUN48Osi0F/iZu/Hd2x34t7D/u9uLGg3HAONt8Bwead5BPYgOEKDPg8gcxX\nSQAAIABJREFUmvk678HzunRWpD1ciSqT4ZkVDw8PDw8Pj3aNA86sPEEXEo2FRVKLzNqox+hia/oG\n/6oXNoWIbN6XJ8ZdaE1HUNuYla1zzS/MJybquRKkhrPYLfwLGVN5Z2TxjHGBBs4unGrUMTEwrXsh\n/8qep1V+/F4zZUL1QatMi/lCJJjWsilERHeYzaWlaqo0vzqrfw/FbG4bXbr4BCfQycIIW67XE3dp\nG0iQaneYzTTMYqYGewI3UUOBBkfZX94NUFDUagkUbBcJ8wKBcxYQrGaD5HS2UPSMmeZV9dV+0Jzd\nJVQnIqInL+C+8yhcr0XKg62Mt5eqemPjPIwaTALco7pX14jtSwG2c4PDxrOyp68cbU3OgGfGOxA6\nt+mo14iI6OtHaV4OywaOyadk4Df4OjMrn8IsXvoL9iv7jbqYs4OAqt7dKMys/JKIwjPWAQNFBRRy\nlVSa8aFmBAT2b2dpA5xhyswS0knJe8J7COuR10FnhKcN5iBZF7Pynpqaj4pej05ebLblyiDI8dBz\nSHRuBtAeNpgWAlMtOzEBbKbc4sdOV1O1jAXAcEgbILm4NlpnYVaaCiGoXVReHfmR6CrX9w9MSLUo\nl6ISr9AduB5fxhYMHo5Hbbysnerg2QbycQimtc+EAbZS51DeOPmugNVqTNriuRDEK/0FGcCtVUZN\nGxVn5W8SvvP6uGnMHf30OSTo++MsoDOYyWnGRcnVvFUCVhej4JAg38DRYOMuhgHjlpXZgCG7DGBl\n3s01J7/rYFZwKb6o+D6/7TtsQaXtMDyz4uHh4eHh4dGu4X+seHh4eHh4eLRrHPhEhq8SBUMh6dEM\nE5C3c7JS89lMMf74W0oBvUImwLX878P0XBH/Q9pcWF2g3Caca5JzPfjFj60ty6FgG4han0PBduRP\nnrWml9eaINXtA5UT7Hqb4f2CiUpjVh95JFdTqblvBlIHVKYVChSCacVV8WgplDPc3c8SNgqO/kSX\nERFRzfivWVviiiBUdyKiM88w6eVf2KKyjBKgGYA66qSB91NrwDX8s8//mdkBunPYUqNWufoITZZI\nCyhSziKdgi0Hq3W9R9V+T+lglB9RZ+UH9EciIvoj/cDaNOme1nlhBUfsDtZA0nEJE9SYTmel0JHI\nsK1IrWCrNnEXuoJuH/nlj/CkKKQ5hoJNFCQxkSFrHwQ3YPI/EwiaeORaNfErdOnyHFavL/OnuSbV\nvQTETQ/uOriJDH9OFNz2CzVmlBIRUeIjSNT2W7OZf+t51nTxTeZ7SHwO5VwKtkKDg+cg9rLx4cQ3\nApcuLhL8rCeZTQLcQKJm2/lWSGSYYepQc626pJYFxiX1g7FaLv6M6as7wSVwbCBjJATEWtcHBtOK\n6EUp2Iz74uXEz6xl5HWs3joL6jeB+wC4gYLvcCLDQmg/cZXp8ESDLzWuMFRqFXfRz+k2axsdPM97\nEMQ/nZ9jGgTTDmZfRBweQ8YOdNHEeIsBseWmr9JFEAR+VbRc+TiTgHbwC++r0SrYwvUm83Z5qTVl\n1prEvJ1ydNypr2H/Sq26veYOMS7XjaBU8oEjwFYTGeo7X0Mm6WMf+sDadjgUbO/jvyc9Sd1K4oZ5\nLFAdIukt6GwTx1H3u9W2kJsNHXDSw06xkcVaItFX/95KIsNmXd9BO3OiiS+fHjia62z6y7Cgwicy\n9PDw8PDw8Phq4sAr2PYmCkkh8qqlTZ17WVPf3iYKaBNEtW3azfu4fE4Cg7DWEiQEsxm5Dt7j0M5R\naqWoN6tQOpiVT4Adaewdvi4RUde+/Ou/Un/ebzwyFjlXA8ggeNj+VoWou0oJRMJIKJ7RUW9rqani\nOsShmLQRsBnyC/6jQm17CdDsnrU1Us61zDaUG0gCteAetj0gFbpdlZYuADPHYeOgvO2Vusx7Uz9z\nD2RW7PuF9+FiVrSN4HqhyL/WIQwHMiupGBPEl8GswCvX/t7BYcNysr/FYXMBvq2Pepp+gstkpR90\nAgVbafPw8vyDiHOI6DZgEFpMAOarhbpUduhgk49kJcGyd1kWCzNHOzNPkxuoaoX5ditGaIPl9TbM\nEi7r7jHSsCMBKtgK44vLYm83G2GPiYi+33kpERH9oEyLyfGdoQBbYVS+CzYJrAUFWzvuRJc4433t\nUl56Wm2yshkDbHki3QwTajtTzteZcsV6Q/W9W6AB9s0Npp8vL8K6PJlUTyJadnW0LuXCPkNutTqH\nOm+l7OOsnNsI2z7GWxifVo7jfoJkgbw3HNts82qAd/Myw0nUZ0NQq2PZ8ytDTJujiq+ot+ICj1r+\ng4aLSGRhxxZ4XmFW8Hvd8Ib5BrYM1HL1ZWa8Ox3/jnZO2hLp39Zvqem7/KdjC3wL3eX72OQIeD4D\nTLy/Mlc9I6IuHhsYt7a3OCpXVXo1l1AyPLPi4eHh4eHh0a7hf6x4eHh4eHh4tGsc8ABbGpugyc/8\n0tpmX8PBXc9BQUkuhkqDZby9AGzCoKGLQWQOMNhK1stjsJUcRzFISRfuUlYFJUnrwZkFtnuStkTq\nAoGgx4l/m01ERPnAqQp19zypim/17w1P97Mrb7U2ocaeDDQpmA2YQ8pSAirx2ebwNgY2ebZeWE44\nUtRAEFpXXUjZdYZObKwBlx4Hqx2yQH1we8Ywt+hy82AwrdCs4JWpf87QhLm9IHGbrN3Hc5ezC64/\ncpuOcqz5MHXidGuaeeK0aDmXMzSVvopDk6bV46kg57quN8thcyR9DGlDcDBg9kDlbRvXmvf1o5N/\nE7n9//43BNhKH8JvJtV91z7EOz86qAG2lJGghc363Yw7hQM1V4GK8nBWUZ4GJ59VarZ9StUmY0sc\nykmwKCqSSlDmBS+BUXQmVIWWpnPwaQyK8TeXO0b9CdOzTMWuCSDzW9kEsy2ZBycbd8eghCpn/yf9\niYiITqJXrE3cBKhMu/ix8URE9PIl6vIR988tAX6c7NIYBdor/OzD5v/VmlYHh4bLE5Ed8PrAd1gp\nKrUYvinRypDIUN4RQsasONjOcqjGWoDL1w6+Wi6z1tShueAxLbaOXU2Y8LBYfIMTwChuLHVTjU+Y\nj03eARHR6PPLzM4i+AakH2AfEk0qvK98a9hPJYgXX9H1jnNd/TTO24Fg47+zMzdo8KtL7+QnZALw\ny0EsRRaKzJHIcdIgaVxEIgsxLr5ukd7Xjl+oqvyZwyb96Va79QG2Hh4eHh4eHl9JHHhm5dUEdS3W\n4KjtGRzsiDPHMVyFsbAsbi0zEatAZi/GlEoj5Lau43Pwl6jEcd0ItoykLRFlX2BmoBkZGuDYgffr\nB8OUX34VQ/xa0Q2sthoco8YbmZ2AmWj2NHMPzDVT94WhQGyeHyLbHj3e+5c12WDaGLIepWYjM0Ui\nIlkZngOvsg+3C/zYtc+OzMpgiZzFewiARXmQj8fhsLzD68E2XVQeUSkW83UIhL1RhcNHEmaqe1mg\nMxfqxcGFOLuX+iOrIECWghmuHiuhTQ//GrUJwlK1lTlJV87FojS2buu7VQPNJLgYg30lUPdf64+z\ntmP7mUBLXM74Ni82/OSLaPr4HQ0auLlnGTNiLmYFvy1hEuNiCA4uszIlEQ56XMAs24Mwuy+mKIpL\niYhoYkKnopN4Ko9BisJSYP6Si483H1Hmcg0aHZBv2hiX6P6azDJWXPIvAbhHvKBKt7efaT6YW25S\nWrZ+OrOKGdCpxxr2JnMOBKuO4kDOs7SY/Q5gCbFVpp0CjISw2ZXIEMn6bV3OfH/iv4iIqA+0weiA\nA13HOhgRrMtVpbyDTIhDcTZvgtmGUsLIkmVkTOV6uCxbAv9xXJF7QODxdL7ONIiw7cNsFrLzMn5e\nipG4jiDeR5lNK4Nic+Rdw2IEy7bB3zMJ8MZz5b2h90C+vzjYhFHBfl3tsE122Ph+idVQF/mTigG2\nHC/7h4HjremHL843O6jIzMN6MA2+ef6kXn5GWTxZRo359ITR2XoFyORK37Gs5RmeWfHw8PDw8PD4\nasL/WPHw8PDw8PBo1zjgbqCpidtp5jkQQfSccROMS2iytaNoExERzVp/k5abYjalS2+IlEN1P1ci\nwylvmMx/44bYTHvUkWk9TMp2Cq0koqREhkyvf/9lVbCdOdIEJy0HzYLr6F4iIjrjsJXWNuJzw/Vh\nssS/ns7RwxgIJdTnMgwQYzr2Igh0i/MW3SwShLas1JpmJYxiIbbBjx57hIiIxl2ibSC6GQUQ7Dv3\nMeYOXS4LDNgdI0G+Sg3To1zXS1+DgrJQvxlsLheTQOt8SI3pinuGAz8pzwtultzhxg9QvwxcdXLc\nFWgNVQ7F0KWCXPpAJjJ0adGwbfXJGugm7w21ZqSPvQP0eDG9QUREA5rUDfROljk+7ByIGOdn+t3S\nCVqOA0bRJbILAvAEC9ezKnCcDWcdXDdQfUsm5WZsAus8IiK6P6Gqp+eQkaa+XWQ0iWhu8BMiItpV\np/OzzD/zDnodROYIZCSCTPN8C/tpYK+4f9DlM+g3XAfUbWIKPegCCrHfNZT89N5TrW3a9UaZNpip\n7r+piSWRe0wPTuU9DHQVnRVUtZUgRlD7Ff2SUeDKWS7X1kUQiX9wsCO4lYJruA0+1TYQdVRpbyKi\nwZmsAotBnuLaQHfRHAnEhWDLPqVmW4liOPKc+BGLAjhom1h3zVI1ZfDfjhZQxF3WN1wnIrr6EqNw\n/cD5P43WGV3mCxxuKondx/Fd9sGjd95dxqWCif3i24wIUs98dSXG+MPC7zDeFCMiogFZ+l2LXksx\n3GTpG+wCK4CxN27G3sRMcAOJWxc99eLqGQ+225KOwTnBX9EXa95h4mnVOqo634Q4fABB1Zspqsgs\nf1PnX/dDY5jV+njimRUPDw8PDw+Pdo0DH2A7MEGJOfqr7uJvzSUiovkdf6gFS6PnHjLB/Jzb0wMS\n2djpXJ/k4mHcw7KdyEjYACxQjbXKprjMjqedyyGwahT/os2GlO6Nhp0YBDO6isOGhi5BRJT4Bz87\nCv7xr9OKwfoL/Qm6iIiI7vzr7VqODwf3wSviie2sQVda05TgCN6Labl5E8zWpd6IAZMSqOVaygvB\nb288NIAfQ5dqjn6hjIiIXj5TA6uuJbNEFlmeFkdyG1FoxADFF442eYxiH+o7qnqiP0VwY9IW64y5\ni35ill6+8ndd0hmsTUilouci61HtsLmwt0uXsXy247ice/0Gx0EMKJS+i8lpXLK25kESbx1FyQhO\nhH7VUsY7sBRXGLE8mEnKMl6ZWM07yAG2FyUocSTMEjkuNDgZ6iB1BOJNlvCODFQaQINLMXjTsRx+\nDQdWYh4m+x5dLADO+M24Mz6heWfmB6wg3Qdy1lSa9x1PKGMSO54HjXJloRMP8exVVxVrlbHqQszN\nBBt/BsFftK3un2+WpU5eM9faghORjTEYnTBtsPQ6CGCVQE5cUiuSCnGwCcsCTEPiF/wOIdZy0hkm\nT9mcFZoz7dUR5nljcEFZcoszdFlKe9rG1XpBruqrb+mM/0aOpsXxaenhpuCgTzWpluS+Km9ShnNZ\nlqGGhk5W9qtwdhUREe1qUhYyL6sudA0ioopTuPNg8KuwNjgeSyAuMjUlvEVpD5d0AXsjQkHyxcyy\nxMrAKAtecAmxvNe3wSb9OAY2MwYlZmmbCpMY3A/fYHUp72CgNf+dHTVBTVJX6UOVnlnx8PDw8PDw\n+IrC/1jx8PDw8PDwaNc48IkMYxSi5m0wa6+kMkShgK7D8sy69XqnyyfmsAGEosWcdbVMabUcCUas\nRCvXICKiKr4tuIHWmcXqh9ngNrgc6h00Jm2JLG2GSdBs4C/eV87BQFfWUgkl7LPtEacIYo59dD8I\nU+lyi0Cd5X4dHZopGKDsKrfb4QaSQGZMlpjgQC6kT6tcbpYCh00A5e19HYkq053b5sBal35Kqmuk\ns9nrQOI2G6zc4rChG0jcmegGikdPFVkh7P5x+S4cSqExR13zosUOCnIonGDvPbALxO2wTE3FFwlf\n7qClnTZHYjocT4S2rsNz2YWTAW6qFkO1fxzylXwYvV6lGeeKVmiSUe3nqrNiXzcy+BIoiW6gbUlb\n2EdlWqulgmOWA/YbRzeG1A89tfIeUGFbAmvjYJN4bwje3HEGu3XAAxobYU7qsbZejeypbAa5rY65\nOyLnJriZB+zWwNRdHaJB464/JxJcjlpEa7LMww/drm4gcf9guUOzQIFb8GrU5ESZo07SvviOHEG8\ndrxGN1CtLG7AAOWoOq92KCwnfduhRozDjrzDkFtbzkW3Mn9T+K0uZ5fPpCB6+yR4ZsXDw8PDw8Oj\nXePAB9iuTdDw41QxcdV4Xu4KaTF6/MQojNYEH6hxLJebABeUX5M4i5VJOP5aG855QmbBEr2WpPJE\nNliVsnGZLSP2d90vLYncI3uS+WnZOAXWf8V4q6uF6YQNq7jqOsWR5dar15+mBeeZzRl3LbamjXzB\nDb0hmCkevYdztj6h1GzXlqotz/z07nakRvtuDVDGUCC/xnVGl9toGr0+DtPB/lzpNRPUJmkkcOYt\nk0rX8mjoB5/ca0464jJ4SY8uTDqBiAZfaLblv4YLyjuEWUCOUeKUJeVERCsCXPYqcC2tlpmBo2/s\nF/Be0r7YMDzbKb9UTanYGAyg5lXyffvpzG9Dhek73xy0InKJ1z+CfPBzeFqE34fcYzDYJvG3nMff\nZ93BDbCdmbiapt7xOzVOM1PpbgmdZl9JDxIR0fSb7tRyLBZ7XvN8a+pJZsl/PkxFZaklsnsPBNcR\nEVFuo9IZMpNurlUGZnU/bCgKXefY4+PW1u0tM+Xful6jS+v7sIJtDGblqPItkO8eVU9ldl0GNgnG\nnA02YTuWY6fhZ8rTsXL0p2aJMzKmi4P1REQ0KKHrj2XZ7BEQJD89kEBuYIPstwR00EUcXIxsQTkv\nZ+51tdqq5fv/BhSMJ10X0AfKlfJ2Mhyvk74KKx4m8XXmYLC0Q8FWWIJ74O/K9VI/VLB1LNyYxAMd\nMiHyjmJgE1aw1lEOWS1pNxg/aYErj5IJmF3KqsRERJ/y4IwByrJU+kHShRt/pu8REdGgjUpXPd17\nNBERjbvieb0F/11cfa/2/29v+z8iImpeCwwlMz9FZ+pLr7qOaaNZXsHWw8PDw8PD4ysO/2PFw8PD\nw8PDo12jTW6g3bt3U3FxMfXq1YueffZZ2r59O1144YVUVVVFsViMnnzyScrLi0bcBUFARK/SrjoV\nKDgh93UiIlobYEI5Y6PqU9U0j2lppEKFIouDzZUMrowfqQ/y50y/I1PrUhBlSqvoH0BVPcZU1aVA\nbUpCMUzvXcJBXnOUXqufYOjdLpvVnfBFvvmNuCTrHGt7goxrY9GWi63to0LjYup1KkTJ8Vr6ceep\nH2jhFewyiEFdxvJ2YCkYJVgZqLnrzzVbl4sGAqam3f4/RETUYNUjieZ8YXw+t3S+zdpu2mx0DDqE\nkkOaC+5u0Zs0NzBFCuUS9xlbcIJ2yZwxEHDIaBjKCSCfihwKuUwuP87QyvO2aHr0YCfT7FAX4vph\nXaiOH/7L1llJhwx+9nUYpOm4lwTHopCkSy+G9xuGR4Occ7LheYVixm9CrlO+UW3lHLwrGjfL9t4N\ntH/jyS8oUaZaKU+PYFo6OCdSPvEOvPevSxQgBC6P5YjURVh/cQ9oP48nYkREFAseg3JMtQ8Gt4ME\njWL785iVmKDvMxjM9yuZB3WZYLbPqYla2MWwTN0OieP5Oi9COY7rremda02ilHraM6o70sxe50Pz\n9sB9zfUWPqPKtOOuY4of3A6DLjERohUBRC1bgLtjMLt30C0vbowSNc195mJKxg+fMS66decXWdsc\n9iujiu/h7FoTbRUiolfI6OhUwoKMj+rNdfB5E4/w/By838F3zfFpiZutrTf/kbmP1H1S/pthZge0\nYWrON22+GQJJe+8253b5UMf8H/c2gjfocpQFFifRK9YmCQAxbGAkZ9B1uW2wDS7gARFtomM1bAUo\nWAuqdbfvJcZ1vGE9hBw0JG2JqNsI48LcskLfkSRGDL6uau40iv1T6OaTvyegUDw6Yb7BpYHovOyn\nzspvfvMbGjBgAA8WRDNmzKDTTz+d3n//fRo5ciTNmDEjzRU8PDw8DPx44uHhsbdIOwesrq6m559/\nnm6++Wb69a9NQOOSJUtoxQoTsHf55ZdTSUlJigGmD+3K1t9Euow1H8qYX805eRqk1NDCP8NiUAz3\nBQ5mJbvgU3MoG4JfJS4Ul2u6ZsU8I8AltXrfLlFbaNlpp8g9mjqYwL8EBPE2ZRm2RVRciTTvSwKe\nwyq/4pKwjKRjWJcYlMuThsGl35XRgjIDSsOsyK96zMuU0/nzyHPsaTH1QmZFsLsF6izMBjIcMjGE\nNpV7IBoKDLNySN4XkWN74B4yc8E2zeY+hiyPMD8ZUOcdjvpreT0Weqak465jrV0nGc0x6GsOZuWQ\nXqzwnAFTRHlfIWbFzFJ2Zzjq4pIPcLGNwqYQEeVxP85Jle+pdez/eNI9NLPVHCqO5ZUv43kSMA9M\niA3YRxZLZshq0+XEeI+O4WsQaXvi9xrjLQoS26BIZW/s8tRFWOcu4WsQ0Wf5pt27HKXjyWdHGxvm\nk7H7IFy8M8e1jNXMbDFnjWVUCtBkIkM1dBsBS2Clrtgu0h7A1Ej9cDwRMiEODzxzpqGuB03Vtb8D\nyCxFfmqbRhk3T+a2ArZ1W7MMKBBMK+8B1xXw+0cpieR7EZEu1z1WTT1eNEuqe/SEpdVyDxieinub\n9sPAbdk/bYuyX68UnhQpJ8yLi1nBdy5LtGMd4lq/jaZewogQ6XLr+hr9G9yHzOKWDaDSXtTP2KrW\n69p0qziOf75tW8La+RhvMVBY/tZU6thmn1O+HWB7kpGWWbnuuuvoV7/6FR1yiBbdvHkzde9uaNDu\n3bvT5s2bWzvdw8PDw8KPJx4eHvuClMzKc889R4WFhXT88cdTWVmZs0wQBJbOdeNuuuN24xM85dsB\n0Rn7WlUPD49/O1avIHp1BdE/U7NGLnw548lzVMpxbCVDKax/5+Hh8ZXC5rJ1tKVsPVH9h2nLpvyx\n8sorr9CSJUvo+eefp8bGRvrss8/osssuo+7du1NNTQ316NGDPvnkEyosLExxlRvozom/4v0E3c2U\n3HsYP1dngt4KOytd19CLgyiRUnXS3FFbQa7hE6vzwA0kFFTovq3XuhA1AeRcl3IqqlAWRMt128LR\nScBEdm00XHv3nnqP7ny/API2ds9i+hnp+l5yCwi6lfpBW4mWytZQUrUYb+OR66VzA0l7YKBbd36o\n7tBWct8s0GjowJKpTbmqHrkzz1CaIVeJtBHIf3QPZYA0qOlhgrPzu2sbdOBK79qtLqlCV5sONNdD\nVd0OFHXHdOy8M3Td1rDb8QmlO6ctqKkDF0EL//GGyx6abdq3MQ9o9OTyRERcrsvHafRi5LtwuYHg\nEbt+71ii7x1L269nLYn3bnWc4MaXM558j0pLVONhj+3LqEzNNlQuJtaFIQjek+8Ug0HruO3wtdrr\noH7FkdFz5XvBNpTqoQepQN4FXE/o8lFQjpOpZhZoYH+X9/hciJfs0tnYuhxdpVUu5G8NAhy75PO5\nfYCuZ9mUc2iJNd3SwKI0oEyrWioaxEsONWvr4sJxMc5bcAMNJkfAJ7tZRtaDJlCJnKoCJZLU8Oz8\nv1jb4oHjzQ68D6t62wvaWYYM9CBzEPQx4B6TANuQe0zcivBnxbokHUrBFPVSh5THwyrkrdtc7ikB\nutE6NoiLFq7BdcCEseJmy8zR9yfX6VsEbi8BBPF36hdVCtb2cGjr4N9Mu6/f9/El24hKTqS1FbxS\nZVHr40lKN9Cdd95JmzZtoo0bN9KCBQvotNNOo0ceeYTOPfdcevjhh4mI6OGHH6axY8emuoyHh4eH\nH088PDz2GW1WsF2xYgXNnDmTlixZQtu3b6fvf//79OGHH6ZfaliaoPG/+IO1zb/sh2YHA2lE9RRE\nO+0v5AlgExYAJ64uBdtS3paATWZKeO5FScdwH5ckSxwX5neQ46VgkyVeMLM6b6NZjodMiARFvfDF\nmXrqLMMkTbxZJSdFwfavAbatsdGjQLfIJCXUBny/6yESSo4jUzNJHgADJqMzv+w6s7S6sRqmFbKU\nHJensYpqiMFyzdbFNlBN254x08/8Y2HGFudtKG+PMDnAPuhB3Z1kWKXLH3rAmh4ORB0Tu30qt8PB\nBtdrWZqlyzKLxz7Js9rsYk3c0fiqeV/jzkTJY4OFv4cPTgI7MSBO3hH2l2XSbs/y9rx9UrDd5/Fk\nUoKKHgJZgYCn//gNz+MtLusWpdHBqD7KW0zbIytzUS1Ujs+A58zj94PsrJyLs0n55taqKbPEzECb\nC7Sf5zaaa9dnIxPKecfuAZlS/r6G9dP8Pmu2mco2l8G5vLR80AbtIBXrWUKiv34PNhg5o1RNJbyd\nAMUu5XMGg7psjLeoono9XCcCoJf68BJn7G/yPsrAtnwe75wARlduG2FFLlfTMmYdzgLF3ke5svjO\nr3qJopB7aIB/bqOhoWJZcWurCCRgG4KWh7MNcyaV8RafV/rOFLDNcijsjuVxGL0M8kiue8CYSuWG\nApmZuNeaRMH2E1jiLEzX46RLyi+mx80lQO9DAo5v3KYB8J2Yyal/Dug0eaZqjD/jNu0FzF61PIgE\nwN/Y6njSZkWIESNG0IgRI4iIqGvXrrR8+fK2nurh4eERgh9PPDw89gZewdbDw8PDw8OjXWN/tDbb\nhpakAMa23tHlttmfuEUXlS77rjq5yrlsSM053EAZ/OzYBq6ATlcdMmw5dNFkRsu76ue6rkvh1F67\nOaXNapC42ioDaLsMR4Ci85zosYzdjnukfOf70iGkriGBHN4GjnIutLXcfiBd/2tM2sJx1JARm7PP\npbtH2or9e4AaFFXiLUJ3jHyTSLlLoDnaahzlah02C3A71ElgI9Dccabr0cUgLiF4T5rcTc+tr4nx\nniOpJdQlN2YqjW0QyzcKwxsKQH2UGXkMrHyXA3WbQ9G+XGd0HcR5G1KIZgofXc3ybBiityg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dHj2y6JVC8/X+m+mvU8tUcGUOqHAqoSLyeE59rgoDIr3RJVtPX8o9W4yCzDHZTQvlVx\nvun7I55ZZm0rAjO4zE28b21DeBqOy5CF6cMA23GPPW+ud4lerw83BObFuYAHNfwO8+sN63Be7kJr\nW1xvcsscmVtlbVs2mhlm8LVf6LOtKyUiovv7TbKma/ryQIHfdRlv14KthYNUL4L5szDO1Q9AQek/\nWm51wlDIA3brrD23gNujDt81MxG94B7VchOct8d5ixGsApi3j+JxYjkeFxbjI7BJ8CkG4gorAsG0\nU5iqn1WqtmW8j211PfedwRAULN9BTE0TV84mIqK5V0xWo4x9LpkHCDwWRqfqDWDOy8ym21RgbySH\nUDyqYJtZDAs3WPEVg3M33DEoUmd5zsSpwCgKU4oeCgkKRyYEg3IFzGYFD0M/4PotXHm2NQmjg0yS\nLNVfDv1Ali7XZwtTeIZnVjw8PDw8PDy+mvA/Vjw8PDw8PDzaNQ64Gyi7bht9O3eltb1403lmp1jL\nnTDOUIdvBnE13mgCbO26eCK3GmydwzaQKfQFV6hNaHhwYxxyqYmEOzQbouQYjXlK29I0vg4weF0v\nMrTk9nvArSAuphlqGr7R0JjdgbL8lAuu3PZta2t+1NB6510739o2MSf35mgQfRH6UuOO9ZnQFXGp\nqX9Og94jp/PnXBcNJKvoODR6rrglgNrsmzB04ydfqCJhQw4HrsYnaMEpTF+iTolQpc4IUd3dOcFQ\nlR1nQZecVho95yy2LZvnqDSaTB8a3YyBfS6lxKgqMDnUFt3lMh02VzlXeaHAM6K2NdB3XZA2Rdcp\nuwb6HgfU8BuGGh4xZBklo7xJ/ZX1s3uEr0uk7x/eEY3hqNTic7meB9cNVN+SSbmLQAOFvQ4T751t\nTXMmX2PK/1YjXfsmTLQgapZIcGIf0IIQinoIRGpeHPyEiIjGJ1RAJc5c+7tNSnM/nWUCWDFgUlxC\nxwZXa53LjHtixAh9J0t2m/bMXaDPNuwS4xZd/fvT9FxxT+C4uI63z4FNXLT47uR2E8Am7iRtPhpx\npimI6uGrg1OJiCjxCMxvRYcFgpGDYdwXsB+JWyQOtgv4G2mE76E/BwNPh5UWUmcYe+11cMyXe0C7\n2EULL8DJMnYg1rCtGIVleFzPANdQyzyu0wS4HttCekYOl9RYfiZ0P8XluuAeF0cGUSEAACAASURB\nVFcYumPLecxCd5u070Aot8rlgjNu0vsTS61FXJ2o0STumqVvfNfaHh9ihLTGb1lsbdMLTZD5LTPv\n0Vvwe9h1kbqaxMVp3VpERLXmXU8dMt2aZl4xzexcxYbi1scTz6x4eHh4eHh4tGu0ScG2rq6OJk2a\nRP/85z8pCAL64x//SH379qULL7yQqqqqKBaL0ZNPPkl5eS7ZzyTsT2p5V22dT+Ca7X7J9xW0MQAT\n1Ud3uwtEjtn9tOq3ba3YvhezxVuiuZPafF0XexNaQrw/v51bl5d15XtKD9f6Y+lXqZgTxH70Q1dw\nbmvHI4eiebKwDZx5tFJ9W20NKG4j9ns8wVkns4qHouKsXdIKuY9C668NhAHBcyVwOaRgy9dBxkTO\nOTRLy8lxDLDVHEMQSJoTLk8E6p/A/Np6IYMQ561LwRaDPIUYQkbCkbPG2uB6nUKB8AJmCzAoU/ZR\nNsKZ78ZRP55lh9WId0bqkiovjhNwrl2evNZdNFI/V66hFscC35AqsEtFN5r3zJmnTPbrgL1x5C6y\nyXzS5mWTuuIigjgRhd9puG8bWCXmguZoOXi/9jqOQPzMpmi5zBxtg2Zm0UJ5t5z579xo01+Ha6+9\nls4++2x677336O2336b+/fvTjBkz6PTTT6f333+fRo4cSTNmzEh/IQ8Pj//v4ccTDw+PvUXaHyv1\n9fW0cuVK+uEPf0hERBkZGZSbm0tLliyhyy83QjeXX345LVq0KNVlPDw8PPx44uHhsU9IG2BbXl5O\nV155JQ0YMIAqKipoyJAhNGvWLOrVqxd9+umnRGQULLt27Wr/bS8eBER9EvTIBs3iddlfWGBlDAQf\nXcoqiuvgZGGAMYAwxlukAV0BtnJuOaYpFwCnPZTpN1fyu15gExpxTbXaLuACSLNOlwAtlQH838Rl\nRKRJGE2VTQWfJ12X/mSVUR9cWHSetUmA7ZTger1Hsbl27irli+v7c3AkUogud5EcR/2UBalScysl\nODrxOhERbQNVxtfPMUkLhz+rio6rbjnd7ISSmznqIu8Q2jlxhAnQCpZCl4w7riNaCYNLo8ewb3DQ\n4JMjz7Gm75/4rOOCDHR31LVaar9cNE5XmOvc4Y5jeK60L2ohDEzaEtm+O/fei61J3EAThj2h5V6V\nd439QWzwkmJM38clmO+UvQqw3e/xJCNBLzefZG33kQmmXRyAQMQkbjwI4qer3uYdyG0vWkXYZ6rl\nWUCX4kbezoCge06gGApmvIgT8TkCPzOvB42MHpLcdJ6Wmz7BbFF/qryUd1RLZ27C1OEkesXabLAv\naFrI/jV0n7WtJBNsf00AMqWPmsDPqy/5tTU9cPhPzU4M6iJtOQfedQa3Efa3cpcuigSf6hh4e8Jo\nAdVBJP7MKlOXaUWqNfMEXUhERD3pE2uTwF9UeRVdD5uUkIji/VhhGxdurOFz8B31LzXbi0rVFuPt\nDH3eiYnfEhHRJBHFIqJhv+cPEN0Y0h74d6Uk+rfBfuuYXHWV9FPoV31435E8MKR7M4rfB7poipO2\neC5eT/6OTQcbx76G+gH/jX78krHWJO6icac/r+VsMkpd3KDuse+CTcqJuM6trY4naWNWWlpa6M03\n36TZs2fTiSeeSFOmTIlQtEEQmIHEhW2l9HSpibo/tqRbutt5eHi0Z+wsI2osI8Lsu3uB/R5PdpfS\nw6VmVc6gki5hwUQPD4+vGN7i//6VtmRaZqWmpoaGDRtGGzcaZdJVq1bRXXfdRf/617/ob3/7G/Xo\n0YM++eQTOvXUU2ndunWhc0XB9ozjdOnTi1czcwC/xnv9xPzqrA7eVuOlRuWR9AecMib4i9XFrJTM\nM9tZE9Qms1L81XmpXM/RBH1ARvHG08P3J6LMSeZXYnNpFzUKc/GgmoZ/YmYa+XDjOjqciIhWfFSi\nBeeZhxpz85+tSZiVimPhp7c0MbLkqCoruIpnSut+ak2H5JlIqfzuutZwayCVdk35NX17D048VPOR\nLl2mXgv4HhPUJmKbbV26DI9WX2pmTLlTIABs9rzoOYP5fnbmSeQMZs27mYiIRn+KS5fjjkoIsIJd\nHcdbD+Ldt3ISfOZYzvwqLHV1sTcyK0LmkZdtFg3R77DqNTNlGv4tZb+EWVlRNVLPncN1QEZJ7ouz\nsknMxhSYGS/V7t3S5f0dT+5PTKRrHtOZrSgw59boR7AsyzTEsCuAduIlsIM2aYPFyNShEwRCCktR\nCAzT4uA4PnisXk+W3ELw5sxxPyYioiMkWJFg1hkAZbKMZ/fAhK4eYpaRDzse6iy/4ZBtkXEOx0UJ\npl3lsEFT2evMQfaMZ/xjlcob9Ax2KoOKYAUREU1LaB4gebZjYOm3LPN2K85CPqN7uH/jK57DfXTw\n6WpzLdt1sV8CFMmV9psEtnJhOKANLuJnX1AavV4IrAL9FLAjF4gaMLL4DtmD4RPMFptWVIZDLApv\nQ2wfB6TmQSCuMCqDoQ3KW1cPvj+hLKqwWU2wNF2UsBdXqRdkbpFxy15Wr3Ia9+ea9zb1DsjPxX+P\nl04tsabRL5Th7Q3470DRVBifTmdKZ7n87R+070uXe/ToQUcddRS9/76RqV6+fDkdd9xxdM4559DD\nD5tkeg8//DCNHTs21WU8PDw8/Hji4eGxT2jT0uX777+fLrnkEtq1axcdc8wx9Mc//pF2795N3//+\n92nu3Ll2qaGHh4dHOvjxxMPDY2/Rph8rgwYNon/84x8R+/Llyx2lo3dAjRFn8jYLoMNdTLpL98Gp\nBZHR+j2c56YRjXDcowOf41TcgHKahC4jYiPULGlJOkZp9EHSBWqm0ALpsA8iGar54qgTUpauwN5U\nt4NjTR2yHOVdeicCdJ/I83aJlEK6s41dnlSjw6Wzkg6pyqXLbpii77oug+WYjg3pqPBxZ1/KwHKZ\nbaseaJfsK/ZnPMmn2rDbk6nlwiyl9a0bJidarie4aApYehV1UXbw82FAJ5FRkC0q0gSRouFRX6PR\n6pLUEK+n+hbqUqUCQ+dnxtR1YBMiYqBmzFZUUZu0JXJqpdjruGwhl0VUO0Tqvyv03ZhyvR0R72Gb\nXBsVXcXNBn1H1iqE9DX+zjZwA4m7phpdG+JOgmBpQS24SqRaIV0U0SABDZRY9DIK7O98wdq+rRwX\nyLPDWCQx6nivyu7hY0S6+AHbpaZT9Nx4ELWVSxthu5j2Q52V8Hs1kP6eCwl3RQ8F9VOs9g+2abZU\nJa42rJfA8Q1W5Uhkb/pxxSvYenh4eHh4eLRrtHWaue9oDAewudQMlXmBco78NPbXpmsJbAifh8vj\nOWiz14OZsG2RzGg5COxtbOiUVJ6cCpHy69T1yzak7pedGSln910sCgYZy31D5EPHiG0PsyK7dqOa\nZyraQ9kZqcsh2Rr8ukfukQMBUdlBtH6pAOU6NfHzOnslGJ3vXGYxMGvkax+Gs9qUz4s3lnPSqdXu\nj6ptitxArr6LcKmR8v4OnKWwDVUjrcJtQ3aknPO+ofb+rPU6HQQ8S+eGA355Jrph4SBrunscrzVG\nBobZiVeadNnzgCyzShGDacvpeCLSIHi+OhERVS10rCeHGeZbI0yQLObest9wHjADnNeruUBn3uU3\nc56mGFxbAvXLwGZzqEB/y8mM1MV+V9hW0h4LUHU1OruXnFE7GoCloPVERHQfJN+R3Eq4ZFq/G5ey\na1x3ZUIdUmzloNsSMFXycvA+DhsyEvJsMTV1G2dWrG2ddTSU42dCZdoZroBO+YbwOTh6F9vU9h3X\n8wIkprQS78WByTV9k0sr84T3iEOd67hfrcV3FHfUxZy7BiotAba4bFzeYf1TyhS+cYk5Z0Dhu9b2\nCvH3g23AfQ2lOGyAdxzK8diyOga5ruzxVBIaBp5Z8fDw8PDw8GjX8D9WPDw8PDw8PNo10uqs7NfF\ng4AmJu6nua9NViOr4p3wkooCXEBGlfF/+t6r5Vi0dfSVqpEhdD4mHvuc/Uroaprf20h5D9qoi9ol\nwPBzCPw6m4ziXhZBBBFjVnCj3e+RMHoMh0Pg3DgWLZh+953WVnQDpyR/AmRthVVDulMug7oIZbxF\nfaw4b5Hencdb0BMY9guTSh6DKF8/zKjLXv75A9YmughIe0+/QuufElN4Wwk2WV0K2cJtmnpHcKMr\nGBR1Vh6/2Vzw4t+CiMwUikLSxl/gOIbup5pSs321VG1jHOe4XBq9UhxDW7bD1laZFVewOdvGb/qD\nNbmCY0W98x1QNy2hvxERUTG9YW0r6RQiInry5cv1ZL7f1BEqV/kMnU9E4e9jV5NxV4q7hIho9fFM\n4Yp2xeS901nZHwRBQImHiIKH4X6rzNjxcmKmNZ02fDWXB/XRlUbO+HrorD13m0C/LqvUpVIzIpeI\niHqsVT2R4HhznaXNJdYm7Y8ukGm/4TrgcMJJ4ILbVJV1UMK4Um6Aj338ZKNFFZyqdb59nBkEb9v2\nc2tr7sOuI/XGKOVeiVQ661aMgmBVjl8en9C+Nf8xM1bSpRusbXXie3xZ5fqvCUYTEVFiFnx023n7\nspryXjaBmq4Ej1VVx2jBB9l19ShUufpu3rkBjDJI9k1jY9cQeup4fJo4dbY1zQ1kYNK/FxMTu/nY\nmXBynLco3HKr2aBytujAhAKKZZAEl/Q9XDHUlZFb4Ph+gcMmYyq6XmTsQAV1cRvi2MvupPcSMWsS\ntV8MtBXbUzCo/oFM3+hxvX4Lr95j3K3DMkEPiP/GJc5TzZfZsycSUfj7kPuhqvLg3xsJg2FXmr9h\nq4OR+66z4uHh4eHh4eHx78QBZ1YSrxIFQ3+jxhn/RUREDVN0tti5fA8REU361v3WJr/qy18bpufK\niiecaObyFtJYX3z2XCIi+sMXE62tg2OGnPkM7+Axjj085coXrWnlujOIiGhrf/3J2u1OQxcEl4P6\n5ZEmkEuUZ4mITgkkIg6DniTI8io1Xcq/Sh/9NZQzy+ymJnTW8xiZHC81l33N2hJX8bkwoys5bSkR\nEZVtGa3leEYd6MoxmjAQlAiTgGzVA99jJVwItvzms0bV8vWjRqhRZkqu5czIILhyBzFj0rVU1S+/\n1eE1IgqzC5Kb44/0A2uT5ckYTLv4tfFmZ2iptZ2X6Oe4MfE9tILdmX1qSbV8nCBYFZDqHCzfRCbQ\nGZeS7+QZ+xMzJ+BJ4S3uDwHbX3mLKpn8aoIpM8FoTk48fq2aWMz2s3wNAJal5Id9oVG313aeRURE\n+bzs967g9oPLrNxNFNyAfdYEZe6q01ldphEupj/MHm9tE697nIiIEl1A8VMYAYw3l1hMXcFJhUuq\niIhoy5YiNUoMLfbzi6O2Hcw+dL5J2yhRZOpQdammH1kTbCUiogsmabn3HooRUXjp/eDgt7yHFKdE\nn+LyXmHcbgXbyUREtDRxh7WMvqLM7IDSbeIn3Ebb1RYMMfVKfA3ar7NUVE2DrzWs1iib60Vn15hT\nZ1zwF96DcfFGDhadAQyR5MVxLcHGHGcx3iKzupwVcScBu+RgLlZfwurBC4EtkOMh9WbeonJ23HS2\n0GKJWma/IMD7/hHmZFf+pjzSHFjCiuI7f5nZHQloJlJmr9jSakT3kfnbeij8IdjSZNrvuewjrE16\nCYo8FLJgd6AkHr3ErDZqEZ/A20H0C7CaKyYG/1hNTJJ9NlLHkx0dTJ17bFSmZn7v8/gK5oMaGaz2\nzIqHh4eHh4fHVxP+x4qHh4eHh4dHu8YB11kJCvbQmIRm4nruv802Z57S4V+78p9ERPSvAFQtrzKR\nl8FZQAkJb4VUn1CCncEWGFfK/NlwrjDtqL3gSmQoarbBUr3c9Xwc1vVnXsnBU7O0MrFs5oZnabnT\nEiY6qgB4ZVnf/n/1Sv81zjM83LhHCq1tE/OcM0+8UC8o7C8kNwvWcv3QnTXyIXMsroFu2XnGRdJ9\noOpAVAUSoYXUm1C9GiDWN1Fh6lSvLq7XA5P9luKg+TCZaT908zh1URgQYLvzRnPfjtO0LktnRNff\nv1j8rNlZgy4zh9ItBzWj62dxsD5FZRCidJlOUER8CG0VHkGfg7is8DM0HfTJVY6+i5A2XQw2Dh7u\n9TN1G1avMEGI0g/N3cy3F3wEFPz93I9diQwxhf0E9vP1EhfS7Y7KHTi8+rNBROdBkkeO3T8vd6E1\nPX+uSYI6se/jWi5mNie9pNGgebeahz2JXrE20ZFAyn1rYPxrgxOrre3jQhOQuPUF1fC4/31D9WPS\nUglqp0ATSQYPmndbBNGWCxIXmR31XNG36f/MPU4HnRD+7nPHaGB1/doeoWNEZPtH5jRNZNq8zAyg\no88Ht8gi1uuYrnodhTcbt5cEWBMRUbZp35pErjX1eJHpfKheRWACXSsysNMYLC35buQ5qBF0Qi7l\noOB7vqE2iQGHxLc2MBUXLci4DgH0g14yQa8V0KZ01jze0b4/rIHdP1c9AAVFZwXHnwl8/5vVFDMu\nNbfKkuodXZPHLrC6HXD8Td5qctjFtgPgeGxcaqvpe2AzY/P8jB+qqWUe72Cwr/GtL0rodyrBtKjH\nJC6pDY+pXtHtCRPgfQ4tsbYZxAtPXoD78tBRMUIXyAxeYQJnaQFUhf9Wn3elJkZc3Jef18b1tpJt\nnTyz4uHh4eHh4dHOceAVbFta/6UkaHMOnH05vtflHE3iyHez25Ujp4336OAIykx5bH/aAJ5nN++H\n21t+we9LDhwG5pjZ23MBriDog4t9qbur0jLP2ve2SJtb6ctoK0duqvT3+Pe+pB3UiSg7qt4qAYdE\npBNVZPR4v5byrUkkEFDJ06XuKbPwj2EGvLXqCLlg5FyEKlKDqnAcniX5XKhz3baoTRhLXBpsWUxk\nGvicTjk6k6/PZmp6Ec7amd0r0LoIoxJWsDXlNpMyvz16MrMCwciW+m3B/EMc0rkGlhrnJG2JyLYR\nBs66lJUdiuIuRWeboynE7CLrkHzOZ9FjoYUR5txQMK3jDH3XEMJq74Fq2i7V24Tj2GdJWzge+hxd\nKrCm3A6oizAqu4DllUBc9DxIkO9O6KeWjcG253e4DTugfBfoyeD3gPe17wZlPFqBZ1Y8PDw8PDw8\n2jX8jxUPDw8PDw+Pdo0D7wbKaEWDAe7sdH24tCUc56Ysl+56zmsLr9YcLYd1ZtfHntbqlQKp3F7O\nY219thDYBZGhPGEH3g+3t7jp0jV0CrhcYuku59Be2e28XVsTBDqw1x6LfbnX/nxCcq4jueE+vfO9\nvT30gwzpL457hO6V8eXdfx+QT7VEtdBeTEejVgVJfDG6Dpih7kmfWJOkqseU9aLuHEp3T0Z5tQ9o\nm3QqYlXWuEqIynXyIEpZ3UBA0Q+M1vkIqUNMi/XMN7YqSHgo9Lp1EREp1e5I+lpfo24vS81PB9f8\nNHbrAIOfl2Xqj66mrRxw3nt3XAtKO6MbaPg3ItezyHbsh9xA3EYN4C6KJW0RDrcXlrMKraG6yOIC\ncKnY4F3UqXG4i/j9N9d+w3EM3HzWhQOuHHFtVRdCObkfnJvB76alk6PckWBjdxJ6HutEbwcVVEwd\nOsFLksUe6IYUlerVPdQHJ4rt2J/tQhHUveG2Pwa1fzAgOqkcXs++G1FkTuEO8syKh4eHh4eHR7vG\nQZkfpQygpbCCZwRpmZAUJ7X16TLaOAUPMSvmnGbX8X1p1f2JW3Ss2tVjOnvOyGg9sDfVkrHWkaLS\n+xMU2mZWoW0dYrezHLIZLkbFFRy7ty9pXzrC3gY3R/dDzJkzXtx8j4dAf9izH8TawUQW7QrP6jj3\nCaot04e8jUE5nskjiyKsxxFgE+YFyxEZFW3MSWZVQiEYVGaM4XMFEFiZHa2zXeIM7IO9RyjfldlY\nlVQibQ+XyiuyUHI8xDTwd69CqJQ3DtevC8zsv8uH8K18kbQlCueqEcj9HO8txH7JzDwOCX4cgbN2\n35V/DMrZYOoQeyOMCvQXbF+LLg4bn4tBo65gWlfgrL0HjrOOc6Wu+LwtXZLKA/DZ6lzlOvL/NdA6\nFIzOsH27V9SG51pWxMGsZMH3kVlg2qo5Fg0y7gTXs33DxcQlwTMrHh4eHh4eHu0a/seKh4eHh4eH\nR7vGgSd66wIbtEZESpsC06jruCFzltBmSLnlJB0jclOCQsM5qKrQ9WQ/20W9Q7CVUJZwj8YazvyE\nAU41SVvSBE2oain0WkGuBj1V9zLXKyRVl5VEdyHvg9wPtQgkKCnkpeD612lj7WDav2PnVOv7iZSq\n1AtKsNXOXKUQq5ln79pL67y94MhwPYn0HbkCbKFctrDnoXcp7wFOtn2nK5QT6hPo9l5yBdQfwCC1\nZGA/iKc5LkjlQkoXsOuos9iqwZRKwRbL8f7mPoURW3foV4I9NSD7LH0W6We5R8grUNV6nQ4CLqIF\nNPNMTZj2pzP/k4iI5l+niprn3MuKm1NU1TZz+emRcpKkbm7xZLWJsip4IuTbWDEeKHxpd0gaOa7S\nyAmjDofVOZkOH+wFpl4VF43T55pvpD5H3LXM2lYcz1GH5Xdb29XzTd86hdVtiYg+6GcCK+PjYtYm\nmjAXgKztK0OMOu/cU+B5+XbnnQmqoqeMjzybJPH7cW9NiFncG3xHAomNxWBfofjL9Tuc+pBR2EZt\nmrlxU6/xd/3B2uZPMO+rW78PrU00bnJ76PgpmjCj8jWB4s/pNiIiuuhelVGtit9gdvBvSAlHCg+f\noDZxh6yDcqx4LkkJiUCZFr8bedV4j8pS3omBUQJiYTyuExVdDPYdxdunwcbuleq/g+1nvMXxxHTk\n6XeAKU5RyHOu0gjXax41zzbnEu0IFTcZZeKpd023NnETfZtWWFtzH65fHf5dMWPQ3Buh/y0vNduy\nUkelwvDMioeHh4eHh0e7xsEPoXMsWd1rtDlw1rHf5mXPLdFy+1AvCS7GIE9nwHFL9FiqcqGZbaol\nv45jKQOaXdcI3T5ap90uJdR0CqwupAoUbrOMb3PEFK7z/lACbV3a3NZyjjoLs7IfS5dDgdRcDvuS\nDcDdp3v8e6Nue9LHVGlnpETvbjM5TTAw8HBLBekSWMmLEwoA5f3QrL2/SXSTOVCXtjbLVDQGS1aF\nOYAlmkVFHxARBMaSBtFWrEUqlK8DphhtJCKisqZT0WhQfoI1xXnWjEG8cS4o+V2IlFnZCDN5227I\nApSZzbtn6rnCOIXAJAoyxBJsGQqYlMN1qXONSV1Dqr9rwsewfltrIAERs1r1BdCA/EzvjtNz5TpV\nb8BLX8vbEHvL/QSZpBhvK+E5ioNo/WyuH2Az7PJkDKaVC8bBJkxTH7C5chL93WETNgYZmDeTjsF9\ni2E5uDBd2A+kPVadrDZutmKIvq4YaJiVSl7OT6R9HGUBNgzkHENxaIOa7qEqGXCOqzYMy55Z8fDw\n8PDw8GjX8D9WPDw8PDw8PNo1DoKCbZLORVvdQK5ybdaCOEDRf657pblVKo0Zl0ulrecebLjr+iWo\ny7bVnZVW92Q/kgamvN5+PKMT6erpuF9KHZ1W9pOQti+1Q00VFw6lJuv2ICJqXsvunRwsI3oPX1ej\n0P/gtsmMGbdEyI3B1wklABSp1hxwAzkUWF1uEbFVYLB/Rt/wNUgp9PpXwbVhj8esqZKvjW4gce+g\ne0yCUD8oUpttN6wLM/zxbb3VBi41i9lmg1oaTjeQDcYGV0R1p4hN3Ah1dLiWi5sNJoy0XhN024jN\nob1StV5dPh/34+uUOc7F69nvC9wsleJeAVXWuHlvITeQ0/XiUKa178blyiFHOQySlXPQ5RNPKk9E\n9A5vMeEh7/ePqUkWlIQSPDLy1G2TO9BE3aMOkbiGsA1E1dapTOtaIONywVErSvcAz6x4eHh4eHh4\ntGsc/PmUK89OqtxAe3vdvbjv/qTDsTmPMiCA6EtuTWcg5H7co8NeK9gqC5Dhekf7A9f7SMm6OXI1\npWuMg7K8tq3Lmb8E7M+7b+s3lvZ9fBkM1r6jmN6gNTREDTFu6xyt1yn1q3nvVi131c1mC4quwp5g\nHqCq/mbGH8tSW4XMcjE418GsCNvhCrANLYGVc0oIypm69B1RYW0bqjlIccGRUO5tvseuyLnIcHQr\n+iRis/WaRhFIHiIioqoch3przGxOoles6bQtq6PlpvC2BlRShSxao8xUT14zjSq+WxtNEC3mTNpa\nzIG1mGvGpXrKzErfftp+8uzdpkIA9fV8Uh3UT5aprwLmQtilGghMZUYqlIcKWSCLVKq2fSiKd2Bf\nlinjufGkLVGYZUm+LzIr5jq4nL45x/ENO1gPyQ11ODImwjzCe5O+GMqnFXNUj9sv8ywMXuc6T+K/\nP3Mc5zE8s+Lh4eHh4eHRruF/rHh4eHh4eHi0axx4N1BLK7oeENzTJKm8Wzk/sp/OJo+FtsakLe6j\n0qA9xxEUHLqvw23iCFhy0e9ia7Nrpa0SI2mSB4oeijuxn0sXIerOCNe5jS6B/epljnukbA8ony23\nxzpnOS7iqmAqV05bkyC6jjk0VVzn7ss7F10Zl+4NwPZJ7K9t/rZ2tq1+Bwh/osvoQnrC/ru86Hgi\nIqqarj6a+x+6mveu1hPXcLuC6Gp93PgnVhSPVONTplxFyVC4K7svHgVTPGlLRMtnGAofg3OFShf1\nUyIimsEqofeoTO4rZxp12VDAaansPGlNA2gPb9+1NnF3oPtpC7sJsJwk9tsweVDkHiFX2DJuyzKo\nc4nZ3EfXaJ0LTwrdn4iIZsk4gorJojui6rJ9OHDVJhskoorhQ/nYB9a2ocDUVRLjERE1N7CLpAC+\nJXZtSLAnkT67BBsTEdEo7gfoQlrwNlcKAqhRFkdwgdkU0xvWtJhY7RfHTwkNCCUZFGVaV9DtKLAt\npyi+y9s3HcfedJTDwF1zj+anwO0Vd1xG3JTVG6xp6wvGBbb8TKjfc2ZT3E8/JHEDPU9nazkRTkaF\nbe4nzdPRxcXtMmeCo1JheGbFw8PDw8PDo13j37dgMQN39zJ4c19qvT8BtvuhYOvCfi1JTjWjPQhv\nM91y61ZOMmhr/fZr1h5VsP0SL773ddhXuAJdWzv+Zdxjb0/6N40cBbQN5wFxqQAAIABJREFUcokR\n1TXlyQELXUJ5mBrjFCkn+5hjpr4HT6lx1k4fsS0abBm6b350Ka+wHVtrQYFVgicddQ6xADK7r9Tn\n2MGz2F3ARu/g9kBWRmw7oK12CavoWAYcUpKVesWgXK0c0rbKCyeNYgijgkGeUn9lFYRRCTFJjeG6\nE5GdmTdj0C/XmRqA4eRzK/tpAKu9ThzK4bJti+6ha5hrh++P54Y9AcKoAJvR0il8DbxHaOmyLE92\nBDSHIGwHMiafOcrtdBzjexRAm0q9XPmbsC7MTOc5AmxD74iBy+mrCvqH70WkQc34Ddp2OYzSwTMr\nHh4eHh4eHu0a/seKh4eHh4eHR7vGv0/BNttZ2nm+cz/ZFjrWErWlUsR13sORyDBUTug/lz6JQhMZ\nRt0nzqSArkSG+5HULqRnwzorbU9kqPRpKgXbUCLDtmKvFWxd5dIo2DoTGaa4bghtDZLdW6VbrKcr\nkeFeulkcfTddIsOU10mb6PPfq7NyEr1CayDTXr0kCCzRMiNtkKIGptLACWYL4063EUZ/ow+olK4u\nNtfrW6SBqRtEW6TEkQwuriYJ6HS5gTaUQVBrLw7kHKOmIRz5u7Txu2o8i7er1FZO6/ke6hKwiQyb\nVFVUgodj/TZam2236/UWouwbb4qprYS3qCsz3WxGQgCoaK6gqu01Y1koo9ahWbJOA4rjnDUw5H4q\nM5vypsEEBQ3w74XYHG4bdKO9VTQ4Wq5c3DCFauvDda2EQGGrEwNum+dMuZfvdQXEouuFr9eC7h05\n5+9gk2vHwSbvegPYRIcFtVXk/WNdliYdIxIF3twxZ1mL9I2Qi0aqUKb3KBphom5RW2f+WZcREdEr\ndJK1iZsIEx6uLj7N7KDLR1xwF4Bt2mizvYjbewG1Cs+seHh4eHh4eLRrHJQwuQ4uluLLjnN0LV1O\nV87FtqRZ/qu21IyKQJaJupYwuwKLsdxeK/umy1O0LwyIvW3rQdCplXGp7YxYykBc14w+TfdNeTjd\n9drKlOxtMK2LlaGozdVPXWjjd5S2X7X5egdInbeNqKO8EBPy7hDDjmxdqAGsGoALs+IYb+Nq2rqe\nFVP/X3tfH6ZVVa5/vzDjDIjMyPAVofOaEkh44Oj8jl/kTCmpqaViJUpKfqHlN1xGv6ymxKR+WlR2\n1ID8iNCKPGiexCQbLin0hApJaIL5TiHyMeiMDF/O4Pv7Yz3Peu797jXvjAg4ntZ9XXPtPc9ee++1\n1957vXs9z73uZzgpkkouk+bhRPzUHEMJwqSACJvr4Eb17PXwXhZWYF0gXtn11oe8LFNMq4eb1G1j\nk7o2bDSelUocyjlrBNvKjPS4bbi7dp4GrNOZN7US2VecLSPLzJO0VL1VrLor5ZjcvD1AsvQeEPaE\nKKGX2kq9UOxZaRw1Il0X8XRhBD13/eUd4enFcm9GV9u0Yj1HaQ1Nex46KF0/9bxU0vVkZZkjb4a2\nFU0HX4rPyBp7VlRxmKcpPyhLJtjqsXNkK5ZriPdVsPrtkYG6OG+g90ACdl9DnhV6rDTP0qrhlAvp\nRdf2I8nzqN7DBOlWj8eEZl3nfEGiyIymcegM0bMSERERERER0a0RP1YiIiIiIiIiujX2SRgorJga\n8a40S95PKBbe6WrY7V8G7zDMshuv1rvS+XmPUajvoKEcJlFaaOFIM7YWLAGg3LU1h20sURuRLXU7\n79uULA+YBgknGUyVB+BJ+VRnPd+6zZQYz5/PiJpvybE5BLNNwg3bKOywcacLHSRCQ7oPh3eybrGG\nE+zpNTE5UriTHLZJkGMVSwrrDgsJrN1GJndiVrDVfdZxcsCVukIhUz0et6m0ZW5U1ps2l7kLaGsi\nomsolKe2ZlKhzck9aqbnYEdau8ZCLhy22YI0+gbK5WQZSkrIoZztge0KIgr7fbakbayto/eVQ2Ha\nltSfqGpw4l2QfUI6KwnoOULaNQmld3lm+ZnsANGzEhEREREREdGt0em47JZbbsHcuXPRo0cPHHHE\nEbj77ruxdetWfO5zn0NjYyOy2Sx++ctforIy8JUNdJwbqKvoam6gzvbt6jk8OskN9A7BbRDMDVSS\n3Fa4nqpWiJiaqN/emWIayg3UMzBVttMpsMXIzZ1NlS16v9Llw7mBdgehNn2nuYEYoddv7+QGKkqq\n7eh8e+C5L8S77U/WYQhOoumzw4avAACsnj86UcbB2IIVoxxJtmUhEQ0ln8yqPkQgFA9CYx+etytk\n24CaKeca0qnDPh8QaFRqs62BJY/LMYxUqJ6Nmiqa/pmT6Z9EsB0p95FJnr3kHOwhWlc2JFVOPSEr\n+lPeoxpd2HkfXXZw6togs47Z66HHS4yytdlytG9WlmvM8zMGyxPHAIDVNaNl23Pe1ljnDlgxyliZ\nOvU2mS/IHXtM2XJv02vXZwQAVo+S54S9CovEozKGJk1onVemr43b6v6Si9wKvyN6SezNWKv3kL0o\n5M3yCOX/0enJTKYdGLBpLiz2ysg5HuG6BE6hHqz2v3hTW4ObYr9sPD284jkbWZvOTbWIp1FrE+Xo\nHO3Szit5corUv3UsOkNRz0oul8OsWbPw7LPP4vnnn8euXbvwwAMPYMaMGRg3bhxeeuklnHjiiZgx\nY0anJ4qIiPjXRuxPIiIidhdFP1b69u2L0tJSbNu2De3t7di2bRuGDBmChx9+GBdeeCEA4MILL8SC\nBQv2SWUjIiLev4j9SURExO6iaBioX79+mDJlCg4++GD06tULJ598MsaNG4cNGzZg0CDnzho0aBA2\nbAjN/xaUUwItgOa0m8lc1J0o3Ybm8AcVcbenbXreUHgiqKabJt0l6yIu/nYKDQTCHZr0KqlP0Eu2\nUbsI+YhJcn6dXYw7CpYd1j+d6KpTPZQi0Lom6ixttK2V9ARC9Qu1fXug3P4BW4hcVhLa1p627UjW\n3SFEfgu9BnpNncVAegVsuk9nWi5FiHPsQi5WhcD7UVZuYYgdnhBn9fRhMa6KHif0XCWaJ3S9XcOe\n6E8+hYcxA9P8/5vukpDFRAu5nb1RlTx/620tusu1Vk5ValmL5E+TnDInhxMWi9oqLq+3ijTIkqJF\nnyxz50sq2Lp7ccfM4VZwrIR/TFQU52A+AOCqu2ab8XI91xXeNKfR1X9ZtbnmNTSz6RnST5Ew1bqT\nTdF19TMSAslZMVzpFo+OIOXca2XJz8Ip7p6cc/98bxq5y7Vfr1YKdzbIkp9ZT9409/+8necBAFrW\nE8FWLv2hyyeY7Va3aBlF4Tupf1t/Is7KORafYo06b7wLA66+mdSDlygDmMIxJ4ky8aIlZlse0EC5\n0923H95ytdna75EVemabJfTSzAq2N8iSwzwawuF3Su8D9w36PBNh3PfvV5DtDnSE6innWvUk+ee2\nVvtNalupdf03b6sdvxAAMBl3etuqr7pQ5x2NV3lbaR9X1y9XmUd0xSQJNXqCNIAd7v5XXEkhvany\nkOvjvAgdoujHyssvv4yZM2cil8uhoqICn/nMZzB37txEmUwmg0ymiEDaj+vx/EAXgxxYN7zjchER\nEe8DrAawBmh5/R3vuSf6k8fq/4yt+D4AoLTuGAAHd1g2IiKiu6PB/b3cuchq0Y+VZcuW4bjjjkNV\nlfv6Pfvss7F06VIMHjwY69evx+DBg/Haa69h4MCBHR9kcj3GjJ5l//8xXcSmUnaidNtlEmAXSYpF\nQaPiIJmxayq5JQEFW1O1TV8vk0GDI+AuK9ju2eniWtckWdqdI5SLJoGuKtgGHGzFr4M9F4EDetJy\nZwmIQh4Q9cDsjmLru1F5lfrtznNfpFxJZ8TtLk8hP8T9VVzv/t3yzVChIPZEf/If9eOwhYh8S3fK\nyg67h28O1XUaKfcfmyr3VoBsraPNt8r2I6uMfHNkCkzD3FbM60ReBa/gSdNoPdGUibhKUqT7MKD6\nNQBAFq+gEM1Zc1e3yVTZIXjN2zaOct6ChJdC0Z+e2Zy0UWK6tduXCbbZnjm30oemtrJSr0K9hKRc\nWlnm8smwCm1LiRBns0ScHSwjfp5Gre3GNj1Hls4hOWvYZh6VD5qpqXAbYOTXtIddFVsdDkAa6qXg\n50H7E/aYvFmw5O2d2bYEbCHIFHby7HtvFr0LIY+4KjJzVOCtne69qBi82dv0XiYUjYtMEU9403C0\n+zta9n2l4/6kKGdlxIgReOqpp7B9+3bk83ksWrQII0eOxBlnnIF7770XAHDvvffizDPPLHaYiIiI\niNifRERE7DaKDr9Hjx6NCy64ADU1NejRoweOPPJIXHbZZdiyZQs++9nPYs6cOX6qYUREREQxxP4k\nIiJid9FprOCGG27ADTfckLD169cPixYVYcIUnOEtkEu1KME2QNQMEWxDxMB3Gn7g9WArkLsueF5x\nBbYH2K1kMmLqfmQT0u1OcpsFyKB+vTOCbfA6pP4leRRHZ9sd1GWeqLO4IHfuCBCouS4JwmwBeJse\nJhF+6CrBtiRt26EWrnMii1bBPhwO6lWwBIprqoQqyNvaArbC8lSXEIk8hMD7wTof6rreGdKX4Wej\nPK2quqcJtsC7708GYSOWbaZYiRD4Kursvvb9h7R1CWk35NyCEwVqmGAI1nnbyCpHGs1SzGeprmSp\nIgE3txJ1exHB9kANRbSvtoKjhqWO5xMTLqQD6mWSHMemxY6js7zWztHYeKhbydGzJVoaq44yDZmW\nBom5sOZGTpe0b420XxM/q05/g9tq8CstbmUrFVuu1xlKxGdhFlXqTajLtrtrMrInkgTNwjpzGKgp\nbVt31JDAMVRHJGemGiE8LyebJ8wScXatI5+qOrCD3jC+Xl3nd0WfxSzZNITDRFy92TwRQPWChgX2\nDWm1cP1c/RN6O9XrUIgVEEIsEcZPwJMAkvc8W5Zz5Z8xrZ6WPu65GjnczhEMB8rjp6FMANhUKZyz\nqGAbERERERER8X5HJp/Pd21ovTsHz2SAaXnkhxq57HtfclOtpkz4Tyuo0wopPbVOm1p8EM3vU+U9\n/qLW0R+PPmcXLAEbUPMXXMgjoSPL5TSKzubcciJ92coMviu2f8+b7viCkA5J+TE/Ra6dP2aVX3SW\nmR4ceCoA4OzvPmrGQ9wiM9Bu0bBap8Z4Hy70tmMzv5K1V23f5XVuyWqFWVmW0y1fI/ULcVCJYJf/\nmCv3+hAbyle9+gYAoGWwjQyu7+nag0eXmhuKc9Lo+kH4p7fVZr4LAJiT/4m3zX3m0mSdALuvEwN1\nphHvhNqfAgDm3Xaxt2WOkWvvjHO7tsg2Rkh1N0QOLywPGCmQbdq8p9QHduaRmo6eeDrjb2R5VsqW\nnzUNhcj8gp4D5aLyu6XXQcKUqCvYdm4Ge7ELSSCTyQB35vHS5dafDJsk2yqtDgO+/w8AwKZf20yh\nfLXbJzOBn31RkuULrJRj03M0us1NXV5xKSm/6ruxgHMIyf1hMm27G9nOyV/nTRdnvuhWppHnZ4Yb\n8ee/Y9NsM21S1xutWP4gd+zH7bXxk00HjaGqHO4Wj99vpnHSfX3vJZvuev0yme76LSuX+c3vZM06\n5EfzvwAAnLq4wdsG1Lp25pH3BbhP9rQRf5U01vTHvm3XcZW00UF23id+fywA4ONjl5pxkiy531b+\nNTsLtU+1Gee45zY5xGNmu/0Tri/g6eUX3zUPAPCjyZd4m25fRoznq/FDAEBTptHbFuRvApAksOq+\n3AdOv1munQnUI9xvjE79BYC2+WlCccXp7serZSWrL8uSvGTVU15M1UU9KoszTyEN7k+0D2dPzR8D\n5Vxdt+5vRNgt4lkbfCa9WwvEw3YY/WZq9ZmSpv2sSgpk9+uwP4melYiIiIiIiIhujfixEhERERER\nEdGtsWfFOEJoL/y3SHp6KhtOY6/uIXazFjlOVxMedgpVq+1i8VA5bunApfnr5W2BcIKGVMLtSKGr\nYm3QHmi/Lups7OILkYR57T2tLlovLhe6l8Weg+C976oOSOgZ6jTpYxeP3WWNm3d4ji4/p6GNTPot\nUsGutkFntmCyyX2IpiQd0ases2bJZmHvh8jCCbK3hk03mqlVwmvt5or22iJMqvXrAUXk9jQJnfVJ\nfHhlRyB5G4c23tAVCjXJdbBj/gBtg37p4zDVUtsqkXhQwyesmOzbxTQ83kA6saRqbuSINPpGmSun\nGh0JsG6LhnKogl5rhtugvKA8b9+fbAPTNq+AQsfbIAXLQCT01oLzwyaFsE3v4UFoTNlYY6c/NouN\n2jnnNxrKHYG5rU9puhw9a5q4MREK0+NQmF+VaVnHJESmNYQUtImL4a8pTdjtTc9aL23fBOlciMlN\nFAbSZ4zfwZzaOk+8Gz0rEREREREREd0a+8azEjpLKHcMwY+KE9tkWMdfYSGCbei4oVw0xQi2IQSm\nECe8AKF9i7RwPpEKKeBNCAj77gp4LuwLOdAIQc9KJ7YQilxH0ouSLhjylIQ8RCVFyifwTr1ke+op\n36deBR4764m76EXp8DgFu4amxHf2HhVWaV+jiTwJgHkGXjKTn/rKIz3dJzFzPaAM2j6wYJt5EMJ9\nFiuI6jTXw1I2JnR69dTESHR1sp6Jc5D3Rrazd6lXyNMg7ZK4+7KdZRQQ8sr467A28NP/aSSvI3gm\niL5W5jwNzTjQ23rrcbjtywqWIC8GD+T1dmwmm95zvt5AG/jDkC0pYyDwshH7pTaFvC3c9upRYTXk\nbaFzKPied1XSobVgCQTzwflcP0EvRZokm0RoCnSo/KDU+b2fPqF4HEDoOhShKeoFiJ6ViIiIiIiI\niG6N+LESERERERER0a2x9x3aQxEklHICqx5ZN1H77RfNX+fnqA+lfdS9lSVbsRDT0EC5ZrL1KdjG\n+7ayK217qs7qNUsktdLt7MLrWbDsqM6hbbpO5LdgEkSflCtAsKU26DHUtfN+5VbnHWv7pescql+7\nnp/OK/eDbT0D8YFQ4jwtVxLYxvoE3mXIdQoRtUrSNu+ODd3fznRWQkq8IbzT0FCXibiDAjY+iRLh\n+CH/YMBWmt5VkQ0cLs2jLHgHZdk/UG5fYCLQ6z76X9VTSb/i2NonAABLp3/cjKrMOYn2nS1aRWN6\np8s1UeK3lb1T5/Au7yXkPh8rDnFumwZHol2HBjJKY6tyKgDMPtstmUTpz0fqt9JFslM/o90mk2QD\n4SKNVHwJpHGl3GJWoYXUhdRbm6XgsPNXeJsq9nLYY4wInexHBFbVYRk2xfZFMtm2nCP08Ak4d2Ao\nfKL1/4eZfPCCNGlW1YxM1AmAv+fP4wiqs1NZXQVTAFYy7ckUMtPtrGo7ssxpm3Ab+PuaIDIHbFqO\nn6FcwRKw54/CJz78Se3jlWnxXODEHPp5PrA9K0tK+qjaK/sjDZJEw/IjAwUEdbQuAsBXjHf6XHd0\nvFf0rERERERERER0b+x9z0ozgBPt3+dVb5GIWm83yWcaZXRfdeFI218RyosTgh4nR7amgC2Uv0Bb\nJCH4t1j2PcpMQjDy1wPY6DRHngEdHdHsSCWIPdfvcG/S40w45iErJwq2IBXKv/f/iCs/3EYBwOsF\nS1gb0Mfz2yWunXdU0khSrzPkpSDC1IsXVgMomIIp51g+/N/pOly9ejNBMUBcU2ItE96+IWS6a2iE\ng5DwoqpU8kAsoGD7/GlyHLptoOZNgd+GtZ1sVxSb4hzy3oTUakO2hDJtKCeRujsayPZZt6ik8XTz\nf7jl0VRMnVncFkp+DJHk1gbKDQ2U2xdoAjJfp/8/JcvrqcgUecEW2XvYJorTiVGdPntM+NNUL1my\nTbdze+R05UGzlY93Sx4Vy/t/Hy4go1NWTty6S8QrczzZfqsrfzSbXPuwh6mczg5lBVsR7x3EI2B5\nBpZTwXWj3Pt80QTqZO7R/Dk2jfVOTAYArP6bKeyuLnd99LBqywkzD+cBAJY2ftTbRlc/48rfZfv6\n+0YKttpG10+28fWKWndxo8eYd+nNKuct3NbT+g4lx1bvv8nbxqkQL53j0WfEa9Sf3im5vw/VnONN\nFYMdo7dlvrnT55/vtl/0dWur1T+XayLy8NLBsg+/I0uks1xCN1jVktmzslavk97hBvHa8Kxi35/8\nhYzyW8R9uc/1w14UPlAx6D6ck0imtX+HTOrVYg45JBlpM523Wa6pgX4zlzsV6UX8kdABomclIiIi\nIiIiolsjfqxEREREREREdGvsG52V39u/NWNclr+5fS5NlgESCY40AdP69g+ly3FoKORK1+Ow+zpE\nDExoLiTL9TjdGGdva2I4DjsIEeoImBtu8WBhGNVQmOUJWVKmcQ0DHbn/C970z4OedivUVj4MRMS+\nw4c/K6ZnqKDeRqLdnS5L9vgF5ub7zOWdJDIc8YpTbRxysBHTtI2O3vm0t9WUuXqxrkRIQ0Z1CbIU\nl3tUQmVHENnr2dMDKp9635jQpddGLv06/MGtPEHlTkfH2NNhoBC6Ggaa+Rsyhg6opLfPkk1dr2eQ\nTUKY3AZ6Pg5rqCs6RJxlN7Xm/As9S/sCK4ElU+3fsfq+fMRsnuz4or2HpXr9CW/4r2V5qtlKZB9K\niFf7nCRVvY4eOHXxPzDebIvUhZ8mLt6Hq73lVMxyKxyGvlGSKrJ6q7rwS77sTdvOdgkpf0mEWD3b\nWAp3qOf+13TfzxZi6LrNFsq96HcS0qBEhhaCMNLor/AZAMCYVhO0qR7+MgpxHlxSwOOq/+RtSmad\nUmeJIPPHuWXGck3i3kskVEY/DaMvkTa1rhJ9q1wIp+/+LWZU0qt1RfiO7PplupfzLnE/DqxgO/5G\nF2+bU23JYZXk/8z51vlOxa0AgMevtePdlHcPI2u0HCg/UEywvWquZF8dYftWjHId2X5lVm7TY3Lj\n6P2qrnU/No1/s51L+zt9nzYKqWjyX1YPPgFPumubzS97QHvJxz352V1UsAT0mdhwslm80lCiq5Z3\naixNFNBrylKx6Y5kvroxFOpOInpWIiIiIiIiIro19k2GD/ra9aNmHsHJSK9PnZGjdFrcE6GpXlzr\nQM6PfnWOBPT6AzzlKgCdJhZQ8jx6kFV66WCZAslTl2Wf4SydqdvrqJwSRJlgq6MA4qoecdBfkuVp\nn/JPGnFWPU4jd66igocULIFhw900wdU5IrV5UpblBiqvccfe1W6N2rPEXdyOZp9dA5BZh3032xdw\nTY3zku3/x7etfse7enXVs8JTCLXF9d4DwLCPrJCq2xTnF0Y58mn1UTbPU6dHc44O732iNh16A00D\nLQBPsd5wmGP7lpSkp1Yz2tvT11ZsHy5fVv5WaruOsjapN69DyNA+QaZVjwp7Zc53i6emUCUKloAN\nqPi91EeCPIo96kRmoLWISudeBjspPbmP6q2kyBvP/79m/LMsE/2JjkpppJmVJXkkr8YPAQCL+5Nn\nRfsdTne/QEnlPBJ1485Tli0m2weT5wLgSbRVZNJB/e1mevVyt+Q20F5uG/Hre8tUX+52Nsr22bjE\n2y7aKp6VxNRlrZi1y+hX5L0hz6Uf6ZOHenmtI+8uI3ewvuPVw3leNlLnHb1YzhGaQMFTl1XNlstp\nn0r1C+m0Ttj4UOq8ermfbzHibKmcb+RA62cHT3WenIUwnIGH5Vz2PlSKZ4UlGGaf7zqhGizztg9I\nuxxIoYJFJ5+UOAYAHAfnpVo13KZRa/+6bLy182TcmaqLtv0ckPfQe8y4hfQpYjItP8cK1y/y8+c9\nK/zbdZKcI0u2gPd2wGSaaw5gEzpG9KxEREREREREdGvEj5WIiIiIiIiIbo29HwYqB1Br//o5/qxt\nIO6h1oUDvGnN+EPdSlcJjGR7faG4tJiIq+u59HlDCqesE4D14gpsNjecusb/hg+bzata0vHU+86Z\nutXVS9oXy+G0Sj409lEzSlRnx0qTTPzL8U475Pky1llRNmjOW1avELZTQhFX0t6zgu1Tcmxq57YA\nwRYnuMWbQ0zZ938aHUvuzWPMpjorB1DytZ0J1qCDaq9ssUTuOB6PAAB+jkPtOp4ZjRREtbHxaWKr\nBXRWnqx19/DK2jnetnYxuzkLECLYdlXBtqPjFCm/I0Sw9WEKFjJQMDFO2lx1VAB4Mq2GfgAAP3cL\n1u9Q8PuxMmDT68ia6e2F+xfUcx+jJumo9h5tCgmoyur0u77tbTcdcotbydK+y8WZXRJIY088w+vh\n1DUTfZa+GwvyZJSwEhPxm93222suJqOEfNaTgi2ucIut3zSTRk0ut3McJq/rYRTyycqyN4WVNSzC\nvcQgIeB+ndm0/QqWACw8YM7+Bw9xYYQBh5jbXkMMvYdbuEPD1BzG0PVHF5/tbV51d6A3YWGt+6E4\npYpCZqH6hRIZFm4D0YOJrDp9oOuQE4klhQv8o6Ou8CYlx/4Jx3nb1be6cOCRt5kS7ww4wjOHn/tL\nnIrbYMVXHLl4xSgjGXuyLb9Lj6Rt95/yebfyYiCBL2uTfdX9PvnEmwCyZTlZ4+CV3ldWyVYtn1fJ\nptvpJgmN4wi6H9v154R5/Q/IOcbQOTT8QxNGNl3qGNafnuVCcMVksKJnJSIiIiIiIqJbI5PP5/Od\nF9vNg2cyyL8AZA6/zYzTnNTka7fY8GPwi464dN4IGwE/LW6Hl1+k+X3qnWBOY4UsiTB15vFu+tws\nXOZtPhfNLiM/9n1YyKI8spX1oyY86U3PrHMj9MYh5vmp/rGjAmXqrPlWfuRQqaYNcT6RUaIkkVW9\n18GmyuF0GRI8ks6OcFneiJjztjqFyNZzrS75mzKp6zi6pgEA8MROy4+yq8Q1XN91RpI956CfAUiS\nS3dJA/ciAtbcU2U+IY1gD/+Dm0b9wgGktqo5P5j8FsqfExqZC/es9EpP2cJxVX9K1AkAvoC7AQB3\n4wuBOtuI6Ynfyzzlk77nbR/PkyesCAYJNZHPq+uhXEeMYuXYpqMxJg+rF+o3s2lKcjFPIivT6jRV\nJrqJRyVz6TfI6EZo+f++0Vu2nujGLc1l9l4qMZrViNXLUIk3AAC3Z76MvdiFJJDJZJCfBWQupdw2\n8g7l8llvqf6ueze/dsNXvG36BOdlyZ9m5HIvE8AjdJ1KS8zUzKX1ISPOAAASu0lEQVTu+l4bbm3T\ne5d7znq12rtUKgPgBHlTRp2ZAdZG+a+6OjxVY17DqowbrX94rJX7/ZNuVM85c8Zn1E3NrjJlA3Mf\no+RhVjh1FzUnb33bxR91fSWWmBclP1NmCpD3JrPO1Ss/kdpPvRjEWd/vBNeX11QZkXSNuKmmYYa3\nTclcJ2tE8jxT6rzgcbOViPcp4cHUd5xI3uoJ435nrVz7SaSYqhxp8hrPu8WxpM+7eYEZdTvng5ok\ny/Z6sy2UdZ7K31SwBDBlspPJXUNeY80rxO+XEnA535J6d9RrxdvZdkfjVQBMfRcAWla6e7m11u5b\nb/WKcJ31HSCHrk5PZjKtelR6vM79iUP+DPIK/sAtVhxiXksl/o7cZXX+YU83pV+9dBdn7u+wP4me\nlYiIiIiIiIhujfixEhEREREREdGtsW90VgKJ2DpzkQcRIjMGUBI4Dod/ih53V+AYnVSrONTF1ytg\nC6FzJT8A4bZ4V/VMoyefJKDN4e9XF+9LpyhyHH42dD30vCTuW0lqJfhs2OnTmimdPZPFtodCa4yS\nItdRUDHdIY1dgXLBdiRyXlefsQB67rGbvZsoB0jZARpSZUVS5XMnbBoeMA+5aXewhkd5oFy5ay8N\n/QBJvSEPDZtwGEjXD0+X45Cl7xGIxKsk0GQi0DT5tUB5pgCstPJm6rymeUHH0Pbg69CwLevAaOiA\nyJa9+7hjNyUKOrCiq52P+kIflqD7q+dt5tCA9KWBiREJErQeh0NDejyy+eeEwyLlSNtUR2ttQJWV\nw9qBhLva5hzyUSIut0uyjRwqvSLuztQ2JgqX9nHHriwzYm9LH1fpLXQve8n7QQE9A5V7s2AJEJm2\nk331/Sk7JH09HDrtXeHqX5lg9ocRPSsRERERERER3Rp7nWALPIn8gzYNePJZMwEAP8l8ygpWyhzd\nZYGqHBZQfgymuKaRzhqZQ3VYLlAuS+u/CWx3X+0fyhtJ9u9nSOKRR3i45Y59eN6+T1/IyETBa20U\nmz9VtgcUbF/9pA1Jfi6p1W+YS3KVwk3KzLd26THVfb7ePuhL3vbF0nvcSiIluXzWD6WhAW9XKMcy\nNGAm2/9c465tM42YLsB9AID/xmnedo0wq3j0tivgEtgu7dyHpjj//mB33z7wD1Ow3b4zrZTaUidD\nnAfonqtqbKtd75ThjtR26/1f87bMCTKyYeVZ2bcHKc++vV6GjZ1Mk/ejp93xUQaPLff6chr3hDwm\n2YLzA0bo43LCzcxfkR5HZU5jkpyuh8Zbr9jqU/KuPiD/z8zsU4It8A3kjyci39dl28krqKQbtc/J\n3+0tP5TcPCsy3Dg6Qv4j2ZSkai/svPxjAIDzMpxAR1illZQbqFnZiew5dUTY/J8/YdfxN2mviewR\nccdbmr/SW47NyJzaBnsH8vfI/eEcYpqThacui0JEIuePVCFTSiTe7zvy5sf/a6nV72qVOLBdl64e\nI3Wi/slPIqex93yxhVRoyeuRHxh4zrTOD5Ntgiw3Ig0iRr95sOtzE4Rn6ZYeXGLqrWe0OGmIUvIQ\nZM531/vo43XepjnLfotPetv1V8rkB3pcVjznrnczybIeKr9P7Nk7QWQFhuA1b1OvCOdH0/OxsreS\naJl0q+T8HKmWh9R0dd+Lz5pnldb7wNIUSjzmfFV3ypIJ++e4RX4r3T/xqGSeoP7ksHqkoN6n5b/2\npgH5/wPApjBjdsf9SfSsRERERERERHRrxI+ViIiIiIiIiG6NvR8GKs/jrfXmMjqmws3xfzZDSQYn\niiuLk6jVyfLMBjL2KlgC5oIk29Sj3PJW1hhQl+uzZFOlz0DK7LlEEJuorsW1VCALAChtsjBGW3+t\ni8VbWtodOa7vBnNPbq1y34iPlVme7XkSBpq/7vPe9uoQFyYa+lEKP0kOsisuNO2QOzKqc0JtWi/u\n2EfM5EMHrLCplxQKA5Hb9mdLnf9vI6kZTpnj9C7+8+JJ3nbNZqfyqEQ7ANglIRdO4vfWDklkOMjc\nnf88zWmgZL5Hj6TWn0Mm10pb3kik0YCC7Yf+318BAC9vNN9m5kdybL7ekoIlkEjOlirHeBcKtggp\n2KqNve0Kdq0r2Y/rGVBfVQ9z6/o0wbdPOZ9YQyusaqkXYsqjmCTvhcporNzHYaCxeeS/Zv3JU59w\nWiXHZn5lBa+VZ5/CnrdN+SIAYEqGNV31veeEp6rgSZold0qo53KWptZQdI5sJ8mS29Almjw2/1dv\nWZr5W0F5Kzcnf523XJzRe2L9WP7v4ofnMJBcbtsYM62qcMbRc0kERcNAg+x+fTrvlEN/gGu8LZv5\nYuo6SptcX9l2LiXOzCINFUoNPZfNVpf83927ruEbAPi3nu46n4KpvM6XuAOHRXYK4ZjDHaptdRIl\n3zvmGy40ePs3TT34WxI3ZGJqY+ZAqTvdN702k4vBj853ne+VvzM9sEyZtCWHVKS7Ke1v4bG2w/om\ntgGw37ss2eYXbANM6yUX2Jfq53VgmGSs55vICVxDhGz9Dfkl2SR8dhK1yyK3b/7vlNVXfp4yE6gf\nWFMvK/zbqs+OKQVbcl3dt0cMA0VERERERES8P7H3py63A80VNq+rGfIVS8RKP7IM5d5IfJlxjoJC\n0EjIz4Jiopuu8xTOfgFbSboufjvVWYiIbetppOE/fW1I90ZP58boWWXeEVUJZWXKN2RdvS6J7fzV\n3lSwDYC1C30BaxvwaDwwpS5IylRQG+j53uDzNuviQG9qa3Lt0bKDpluqR6WdHrcdrv2a+9Dx9Hbw\n9Sbug0JGBs00dA54VjTv0JtVdH9DM+RCb0HwvIHyxTwrnc3yDZEQ1cYjqxDBVpuN26p/wRKwe1TG\nz4uCSY767PCoS9uN3qMQOW9fohVY/4kK/6/lbqF6N4iroc5Mqhaa7E90NMmeEKRtOV15nrbzhE6F\nqsqmyaPrRPHXQdeJqVk5ScoxS3YRCvHUIc6TdMynjFDcONCpWb8Ay12m1zvyDBtRP1lxrKxZW2lO\nspcT7rh0Tpi2ldLPvUjF9Bng522tHpvuR7O2uXmIGg9xdeZ+bN1md+25qizVb0y6nLQRe0fUdihN\nvjjmINdGq6hdNjV+AIBN83WQ/Fk5GvErcraqx3nzROpPlGge8MS2Zem3Qade5+jZCHlv1dPN/Y+2\nL79z2k9Q/Xx+rxAOo/xXTUXyozXTczBWnoMsbZdcP6xMG5qebO9Z6DeYIh7tej7KidcBomclIiIi\nIiIiolsjfqxEREREREREdGvs/TBQSVK909QYAwqQgYSCySqWFiyBYHinqIJnZ8cThFz0jC66+vXa\nNYmg28Wt7yRlStUi2Vm2X6pcqF2SqpaB+hdTPWUUu046r54voZmyI1AXPV45ETo1/NOe1g5h0q0n\nl4ZCV4nr6DgBZaLOkip9Z1lZ0XJBgm0x/ZTgcxo4XghdJdi+mzezJL0eUucN79SJ0q22y3slZNs/\n+d4kwpKKrCzJlW7hFU72p65qDi9rCITc4cGQdAAl8nyzmqmss0aGnYPCBOLqzyV87nq+nLfocdro\nkVaiaVKHw61v72P3097TN1PlNiTaQM9L9fPvNRXT6+QwUFD3VGFhdK0z65O0tbrzrqqysE0yLJas\n8zp8wNs2Spvy8VQSKhEyb3Lt0baDn3OpK4deWpGyaftt69k7XS7UZyVCySIUs57Ci9p+iZCqhLaa\n6RyBxIj+2O1ERpXQeuK8gwuWfN5QqLuZ7nlInVeadzvS+lfJ5LR6nJBaO4ddldC+JVAuiehZiYiI\niIiIiOjW2PuelR0NiZwa+/VUMs5jVuYB+ZK+h/bzs4T5C1gJlcVyYcAUHe/haco6PfFspMFTpeTr\ntI5Mp8vykQazlUja8cTXqZzvdEtJrrkgWFlxZ4WzscJhmeR9OKDFPtF7V6jaKp0i8fUqqBSyU5Zs\nOo3xdlIfXS5TxPmu8+zJQtB5d0rClYQXRWYYJnLb8MhLURJw88godEcrfaHraJFJsHovE0+qPAec\nvl230whnZJlTbzxgK90kmxWZ3pdRLFVFVwm2IYQ8OqF9Q+fg0Zu+CjybXp8NdjZk3aJ3cIRDz4Z/\nL0LlZttqXb1bLg8U2xdYVI/qjZv8v4MGqrQpkVEXOJLlqXkbJT6aOUvW7rVyQ8e55VrKlQOe4ukw\nbJbrH1bP5rZRTwT1J6GJAjIS/TpJyV51ibTn7O9YuT6uLkwGBf7hFtfWe8uhcHIBpVTNyppm2Wbk\nUvU+9X3B+p3sqJysWf+56VL3gm2fRe/hSZOkTmaqPtkxaxvXPGTGNdq+5JUZKtO8W4nE6b0A1i+u\nSkyRdbip+isAktOUVd2VybQfkO2bky4dAAUeooPcYhF1clOOcqrWrLA9HV8AAFRPMfaw1mFp9uPe\ndhWcLMPgV1q87dOT3dTvt2CuLs1zw3WeM+1KvSCDtG/pKTTFebq0KV+azFZPEHK1L1hp3uqKK12B\nlvUmuzGg2inmbrrt4PS+/JzWybLB7pGva2Aa9chdq7zJ/7aRMq1NT2b5EPWo3GGmS+rdcnao30ki\nelYiIiIiIiIiujXix0pEREREREREt8beV7Bdksdlx//A235ymyglkkt7wFedu3NTZoEZp7rEYyG3\nWSLU0FqwDQDOde463Hi12dRFy660cwPHU9Q9Y+vniCIuSxHoviyFoC75mWaamJ8FAOhP7CglBTbg\nY97W+OsRAIArx3/X2/4pfsyHjpjgbf56F5rJh884xHDr4265fJzZKp27rt9Qywr2eokS2ELxCSun\nCpxMeGvMOHfogLwR3TZ9QdyNHIrQOofCHhTKyR/vXJqZh+iRnPYwUshKEszcL8iopEAi9o2ZCAC4\n7Dl6/jLqIu0sHtNYZFuI4B0ibgcIqglondvTtrmk+RAKNen7w6KqEq7sUWe52t9e6LK9Tbxwlrf1\nlAPe+zSdQ5OWsWtYz1FHtqn1btlflk37VsF2QL4RP4C91z+S9aVnmbv+iv9y6s53lF5vO98jywY6\nYE3BEjAF0TqyaZI3DpnmZMk5VTWKUE7J9ETPo+0eIi5OlcqMneRN1U+6nSsp/rjiQIlZNtd72015\nd4OOw5+oKlkAyRDSGhwKALgAP/O25yQ2PD1zs9VlvnvnJoz/qTfd/+8XuZXldF+vdeVO/f6D3qR1\n5bDNbZk6WWO3vrr/LXZ1Y971rxzKueNmd78u/qrJN89pnAwAqK625Kaqx1JZZW2lZPq6sj942wy4\nsNIxOy0TX8uVwjTl34uZ8hKdNNZsuj1H5S53i3mTz/Sm84bJbxaHaEN6R4vqZYUVlDVUxsRtbV8m\noWoiRg6p6D6s/SMV5LavlPDeJCqWQxpqW/642aa73w79fQYs4eBNs6Z6m4a7ZmCalSuV34F2DrEK\nmfYSChHOrpcVVZP/8HuoYPtsw14/xT7Bxob3ugZ7BksXd17m/YDtDe91DfYQ0hyJiI7xVsPSzgu9\nL/Bi50XeB9jQ8L/jOoDn3usK7CE0vNcV2GvY+wTbHzfggKvoNOpguMdMm1rlK2wEeUL047qOjqWe\nDf6K1Y9r/lLOynGIFxicEtq/YBtvP+Uosw0G0NgA3E6VUYIjOYP8KJc8MAfIlKw+NDVLp5EmiKly\nTTyy8sqwK21UDFzqFjkyqbeIvRmV4lGZRrY+pcBfl+D1p3mIGPBceNhocI1c1OYNlDNpjPMGbd9q\nhEdfL74foenCAZJXXjmQc6lczafS+y5fAuA+oP9PkQKXkzxKVaDcSkOvQQpdzfkTQleniHeElnqg\n4vq0PTD9OFEnfXZJxFef47eZtCz3oTKhoCp4gNY1xwhPj9TzMZnWe1Tq08fbB2g55QUcuMPekaV3\niUdlgY0I77hO2vMe2nGikPpKyJukz958Kqe/vey5vFWWU9mNpSNfyis0X9o9a563tnJZP92K4Zzz\nge9/C/iBEQ0bH3P1ajyFP16FgLuw3lsq5aGuohulpFLuO367+TQAwLQqI/HatOhvehvOcaq79197\nkdm0XS4hqYGZrn0fnUmE4qEAWurxxIk3puvM0569Um/WW6Zf9+3kuQDvwbpv8wVmG+Par7H/CLPJ\nM72pic4hyrkPlZAXWhxcLeXkfVg2OH3emYsANACLasmongsjIx872U2IGEQeZ09+5UdDPXHsWWmo\nd8tEvyIeBG7n2ZNkhabYnyvPVRN5yfU5bSVvUA2AlxcDR38sXe5a8vLqtG1SvL1ivPNGLsKJ3ra6\nMe0Z/vQsRyhmb5o+d+p1AUBTqlmZVn4DE2Ra9aj8PHWuQkTOSkRERERERES3RvxYiYiIiIiIiOje\nyO9F1NbW5uF8XfEv/sW//4V/tbW1e7MLif1J/It//0J/xfqTvTobKCIiIiIiIiLi3SKGgSIiIiIi\nIiK6NeLHSkRERERERES3RvxYiYiIiIiIiOjWiB8rEREREREREd0a8WMlIiIiIiIiolvj/wMkFwOH\nwNSvCQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(affinity_mat.ravel(), bins=30)\n",
"savefig(\"/tmp/mtx-hist-1.png\")"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(K.ravel(), bins=30)\n",
"savefig(\"/tmp/mtx-hist-K.png\")"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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2Z7ustKuqqqKxsRGAxsZGUw2y4OxZiE8//TRtbW1cfvnliTsYc+zgwYNGcXGx\nsWrVKuOpp56a681n1KFDh4ycnBxj/fr1RklJiVFSUmK8/PLL2S4r7UKhkLFp06Zsl5F2b775prFh\nwwbjhhtuMLZs2WLEYrFsl5RWe/bsMdxut7F27VrjvvvuM8bGxrJd0kW5++67jWuvvdawWCyGw+Ew\nnn/+eePDDz80KioqjKKiIsPr9RonT57Mdpmz9p/719DQYBQWFhrXXXddPF+++93vzrgOXegkImJS\n5jsdQkREAAW8iIhpKeBFRExKAS8iYlIKeBERk1LAi4iYlAJeRMSkFPAiIib1f0X6hCL6A/1KAAAA\nAElFTkSuQmCC\n"
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def sigmoid(X,A,B):\n",
" x= 2*(1./(1.+np.exp(A*X+B))) - 1.0\n",
" return -x\n",
"# matshow(sigmoid(affinity_mat, 1, 0))\n",
"for x in [-10, -1, 0, 1, 3, 5, 7, 10, 20]:\n",
" matshow(sigmoid(affinity_mat, x, 0))\n",
"# matshow(K)\n",
"# x=test_affinity(affinity_mat)\n"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 96,
"text": [
"<matplotlib.image.AxesImage at 0x1419f750>"
]
},
{
"output_type": "display_data",
"png": 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sscfQvXv3xG+jKML0OId5UcYhtudk6TQYtZvXhKyQ6xr5pTQaADfnjmpEc/WJ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\nerf/0K9DMtyWlyVl/WkbTa9NDL88fz4AYF6JaqO8fWu3yKJ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},
{
"output_type": "display_data",
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6wmeD6HUCTUJ2dWUa3lnhdcqJajIMZyMNzpnXZcsRxRpsNJ4tI00LAHgCkmXX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\nedRckhx5PEdFscKMqbU8DU99dNSQYkCJZvCzbBd9PWsd7KJGXpUuJaV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},
{
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qfKXhqZCh+1zNnHtD6w2YqirXT5wGwIeTFg2VLLLwDIOrp/XDUM+Po91PAWSE\n7HKHa3in2njyhmh4ctI10f15XbbgYtyZeZHo4zQtAODreU8AAOYHVGVFjS4IL3M8NQFrZqsZoyHc\nCBjlIf18dYVuoJlm25uxpPol0blawA23XRn7joe1JhO/47VzOtahWid6+dJQzslnZM0OdpddALnm\n+ZDn13+JD+s9NVZCkeMu124wem9dN1wAF4yVll5btD75AQ0dTsUdjmfcfNk/94Ja1Od3+Owhu4KC\nAvTrJ/V82rZti969e+O9997DkiVLMHGiXMDEiRPx9NOfUKMnoYQSOizo7wLnpNNpnHnmmaiursZx\nxx2HXbukQUEYhmjfvr373x08CICHQoQMZVxovvsPOW3uT1Ti5ItPcf9e3w++dVuNA9Fxx0YUFnRC\nJ1YqNtll9h/FpY6+JLqPkQLtF2rv8hbaTGJ8uYzGURKep1V+HtdbNk94wmek+SVe9LwOlMPxOB0X\nGB7p74inRkZBJ2wgCQDBEGpPIiVLQoEAV79l6g6ok4413+jQqXmru7++Hnp950roJzwtiM4PvprO\nmy9JGeqqwRJ6Kt4nUulAbkvHy3LYnHPRCm0WMsNc3wN6DUEYmSdKjIOxQkeGGR+R70be4XuzL79b\nNLQgpcdJ6xdWMtN5NSTWNiq/MJNnK+syqIO3SENmpjS3c3E36ARHl8loE0V5/nnxBivW0UyJTq2E\naoaFykqNhfCZs+RfNrA8xvw0RxMkxv0UoHbjqZ5nlrzn7RvOQm2LwoNK+k/tvd+7dy/GjRuHe++9\nF0cdFY2TB0Gg6Lss9JtylKu2U9YFKBuUnS2hhBL6B+gvFQCeAgB8ODVb3omnTyXpP/74Y5x77rkY\nM2YMrr9eYK5FRUWoqKhAQUEBtm/fjrPOOgsbNmyI7CcLwQLsbvgWAOC+nO+6724PuOyWAQCGhBLO\nqQzMysWElkLh8cVrbeF/WfkKQoFE1gTafTES4tBVv1CPzVN39BwzVk0BANz8NYVULi6XkRIfQP9f\nS+GxqkAN9SHy3eurRFL03+zttA3dxO9AO49+hcnve3jp6k7SCvq0QOvKzRJN5NEbvuF4rhj4q8hc\ncxdSM7LdQHmthCcTHGIBSvwstvPSUCoC7TQ34WWcDsC3t2KiDAEzFoLKvH5KelaGveelHziePoNF\nc6BPhiGx+YERGlvFt8NGkzUPi3bywlWnO5bT970CABjcRmoQ0p614TiG1FZMURwwL8uGr1gh5yc6\nUos7V0d0frzUAAAgAElEQVRr/9fHtqk7KOInScVaX2fLp6eQq9CR2kHK8Og50hMFYk1g0DGBLR/N\n58cDUZswFZ5Ha5WnZQ8CuPaz2/RhGOKKK65AcXGx+8EDwNixYzF/vhT5mz9/Pi644IKDHSKhhBI6\njOgTJX1lZSXOOOMMnHzyyU6FnzZtGr785S9jwoQJ+Mtf/oJUKoVFixYhPz+KFRX+EM9obfux15nv\nXtLT6or86FKRbt/aYOzZ3rTpK3SMSzSAtu7SsBwAMOZY5bWrtkuPpV0U9SYD3i4Pno9FGijxAYTL\nlYc2vZpnb2uTwqXmlEzwHULntJaF+/mvPc8YHY/VJoRhKzWRfux5gnlRv0a4Sf0KPzaPLdaauvtM\niQbUNZo67jF46jvDdCfT1gp8PrTLL9aRoCSbnMPkGzr/NeJQ6Z3JGMKKrMxjYbXe3/q5p68S6Xb8\n+5IwVdVJtJT+E7zW9ARbZ4dSb5CttGzCzZGNIum/liPMrNpjeQi0oUZDTYF1+W3Eh7Bbbvs6JBJR\nZ9z3TBUfFsQTuazTSdNjWSR4VoV+qDA8UgH6DYg/i2/n0EgXT9XeGN2glmKeSf9Vqom+MQTod/CE\nm0+06YcMGYK//e1vWb9buXJl1u0JJZTQ4UsJIi+hhJoZNTn2/v7wSpz/NVUz7vVOhwmh+AMWTZVY\nP/Oor+jd1/G8EEp57NJGaSnEvGyrYhEIwUYULFNtnTx0JF3yvgCBHDjH1J+cNFiAN2GuqM8DRorT\n6PUVUx1PMEp0VzbhuFf14Z5Fen3D4SnevmizOh8nmXAOFaUiCbUEsCWPhfbvFTAGG1oE52QCnVyl\nHHWrbApYdcZGVFRpzBf1MKjjucx8/ldVR4Y7f8PwF7HktpXS1th3airdWO5Z1NGJZeXROT/mWVKP\naW49HWcpHb37CCAWa4qOe2O8gHPYTbhB3ivmzG96yzdYGdJLiq7y/WGBzSf2isOyOG+d46UD9lR1\nlI17Uh2ng0xSwLOiW4fX6X2myeP9nXA9MjhX9q+w2Y0fqdlYEwVVpVf54qcsoc55bdS48zrzTPaz\nyUa/eIfbKCWSPqGEmhl9DpVznsF2hV3eBx+ymxZwWZQaXyWhNDKsDmx5FpU8RSqNKCkszF91FVc1\nJP8J/cJiCRSBUqQhuyzhnOuXCtx19uUKrVXgDSaVO56SuWyvJNVZkC/fvbJLEIuD3n/D8dIh9b6W\nqv4j+gAAvrvPw3pfbnMaAGBYoCVqFP46Y+4Ux3PzUA0h0nFDCehAKIB3cFIysNKQzXmLlv1eEMo8\nrNbEPvLD8QIAYDGkOUk8j93uR6cam138bPMNjqd1ewELjcpbDsA0pAg2Ox6sLQdgGkfMFhH46B0+\nbDm+UaopDc6R0kQ71fsYceTptVYOHSEbspWaZmjuhzryPWDgyWpPsWYX7r5bHp6DWt2hQnbU6kpi\n2wEHD14/LgXAVBgKLMyYGtVvdMysKYFCBZ9tnQHglqRyTkIJJSTU5DZ9QVgSae/rqFSABAWvSUvh\n6qAXAODO0Merbv+adjrk6koEY9ocR1drNpNkq6koMEVBPrdwUjqaFdklz1DC0x41CTK04YflazPB\nOuFhw8J6o6QQLELwCwElFsrKvPCRodhpf0Rme2VU0s5U6X29aitrfaVUSsn8PJHINfPVpreQ0ZSO\niuodqu3E1puqs1PektBTaS8JYTG5g+2kbUgr3gCDgB6bxPTLbiJ5nD3spK7RUtS+ry/Q56eHue2O\nnziWc3Jk/+qvKfRYn1tNgYcZu2NXaryxkiCvHp5nDiGsv9SRPgzeS9vKnJJU25CtjCUhAb7FNP02\nDfGquICH4VbIkK8AGhvlE3wS6kLRnlwDzA3GJ1MUR9lpWLC83G/i57XlQL9bcDBKJH1CCTUzanKb\nPvwVEHzjZ7rlTPfd9lAAEgUPSFmUf//OZADAzWPudzzhcF3puABTkvqipT6d9HaRjrsLZPV2raYA\nX/uN1XjjVW0ABMMVIKPpjFVjxSY/KvAgEXrpX1kvSzxX5GEBW2eXmYlV6Ng69p2102T1XhCKUXfp\nUK0EXFnhOMKpsSSM3TrP7xgpQICN5nu0PlVuSpe87Y6FsNnbcBcAYEpA6WY0ovFqEy4miIlaU7z+\nIOBr9+k8KAEbjBQv1XNQW1KepTeUOZYxUyui+9PWtd77rcpTqftRqlv7Wj/fOVFQMBtVK3nHSHpq\nJYzmEFb8KiTBqIdpa03tlO3RH26UZp5dcrwfgUlPB7SKbUt67a1bittUwG+9XEbT/gAp5cn7KJpc\nFZ7nI0fc/93BX1IOefeYbg4Av2ojaKp81GFcsDSx6RNKKCGhpq+R91vASZNCbz8WvKSFzyQEjzMg\ncXFYCL86yT+NpB/ykOzfbkVmM0lXn07r0rNOXaSeGz26mh7bv4+s8PdZHo3D00vvbfi7dKwwzIQK\nnycDUzzVDyAkdvVQqCbEa6/0GhFNSicapse2A/5+qBd41EjxlluvOyXD6VB/BFiA30h6ercX6/lH\n6/9pnXu2bjHxNOVlxvY8VyX9uRrb3ik7nd74sue5SEf1P7QfpCnAFSb1dI48i+4q5Zy/pK/HENft\nzo9cHz379EfY/Sjpqamxdt4JRtJTMzpZoxKv5wzI4GnVS/Zbqq8ydTrfTcHrRierW4NQ7Yikd3UK\ny3QUbfDj33melgrjPv4IbVHOZ/G25zl9rFx7tmiLpUTSJ5RQM6PkR59QQs2Mml69HwTgYVWkt3p4\n4J5BErpqt1bUccIKYXN4+ugYb8xg1ftY7/L6wfJ/7vpMHraaco0obPnntI6K42E+fH94RwlBGATe\n+LLIFTra7D867BRMUXdmFh5RhV9nCp5Lqvq9Z2FlG94D8ljIL++HmhuvauujHlnU1bSL3VENN+p9\ndWH0u5VqjrlGmBYQog68tP7rQlkmRMZnOSiab76xr+Hh9egzqW3bNbodAOG/m94T55wr8V1jsKxq\nHqQHp+QcOo9o5pzsx2w7hlE3Z5Rd8k4+hk+3RV46PVdjNzM7r9a3MzDc1jSD9DnyTPYt8Gdn5R0x\ncVoOMEy6f72ejKHfdu29w5rPVqDpr2TMl5RI+oQSambU9JL+RMA7KLyTh8kz7U4USepaE6fNvqyp\nR8BHbNWUA8lAKbCjqzh7Ovf+q2Nhu2i3X7YmDpRK3+NhZX5ndzOSXkEYhNb6qjNc488zByRckhKf\n197f8CzVU6vYdtVmjTPMXisAsP7oNX7Tng666muYsuYlAa3UdDTgFb3mb5doDUD8j46mMcOzDOMp\n8MNJeKpNVtKzai21A4aHTOtkXs+zOqqkXzfOO3SdklQTG9dYcJXCi7VCjWviYZuC6H4bB0cTUWzI\nzjeuEOn9gcY62aTSJawg08lX/Z6onTu7eudh7UbRSk5kzQSWd8wWslP4bZnysIEHABQSPf1+rKHF\ncebzKTKsayPXRWBXqlPasRDqLY05E0mfUEIJKTW5pK/vB3hQjgcbULIX9RNJup/Sco0BFAzTkfYs\nV1BbBZWhOW3WSFjp9jY+bJHfTT4XlajUzgLO0eIpbnXl/M4uNSumpsdyRT3glvEyPZFJU3U2PKW2\nSs8Wl3ieBpE4Dy7X/TdQuhkAD/0a1HZUem7o5Gv/M/klVZqWDSyUa2oAUsrWXs9QGKWKgYy6EofU\nXCp0pDZgpS+Pw2tWcWXCstiq/CV6LrXT1xnob0ayigsLWthpWXYeC4nVz6wzTwgx02cBD6whDyX7\ntt3yf5c8H+elpudseQ031ljbPq0jJT3fT1uNiK+IvlctlbfQainkf99qgYi85zVFoiLw3lHSf2i0\nk7RO5B58D4CvQBWnRNInlFAzo6aH4V4FBA9r4TRNRQWA8Hn1/mriwYsPaZrp3R64Eb6qPArgcatm\nFu/9gD9o0YuXhsqGDzJ5PlZoJ9tF22aSx85TeOvbek6tF/dz42b910nCs3+O8NCDmtdC4bMR6cQd\ndfVuoQkgDeWGR6rkrQ+liEPvqWnZbFhYa9/BcL+n86wxMNxjdVTn76gbxPA/xiCUqA38CHcCAAYE\nLKJhJP1DKpGv1ijLEJXiOq2s7bFTOtIWZ8ILAExW7Ohk/V897NsH+3TeY96oi+yfO0hTbK80nnmt\nU8jOOLTJbQ3A2hoRl0u7CqIou/de9iM4h9KSBVxS8Cm/1OLIe486e2w6L6XuTwOB8XLG1jKnznSi\nvk9P3CujBWPT+z8SrPUvmlXY6VrPdJOOX9GRv4U/e5bVI6UAzTHYhlTw1wSGm1BCCQklP/qEEmpm\n1PQhu3MAPKwqbp3PV363VEJrx78qoTWWJXYhKQC4Qsd47bEs6n3VW0MAADWDxeGRv8/HRNj3veVT\nOur/7Sw4p0JHLfvMRhRj4KvhMKzHijcHXJ0AqvUTzAG5TdHWDUT6jzE88p27doa2bL45/YF0Zi7U\n8U5zGN4XdQj9breYOMyvB4ADjcK0MofeUeaUG/X+6Wui31VSp8zmyFPVf60qs67MuAnZMQya0lGd\nbS8P9o0sXL08Nbkc4CbSGrEMAFCzXEOQ2bLs1HT43VVnAPBq/Uaj3juzAMxbF+Wb4Cg6+ADv5GNY\nr/I9uafdu3rAExuOjmXILVuNPIaZ1bobo9/tMO9eiqG+3bH7bFIw+HlD0fE6d5lfj+N8uW2aKYK9\nfxIHo0TSJ5RQM6Omr5GXH7oacqeNMT2Yl6k0G62AEGaP9Sv3PKX6mZlYaR3NYTJrx1XoBxv+UGn0\nkP6b0tE4proPFsfWTHwfADAu0BptG0yIrYhiSaQjK95cql0ph8KnRVF6EHjz4HJpaLB+VMrxUMJf\nEfTULWUyjC/LuL7z75cQzDMBATe2/Zc63kpV+q5hPrwF08Qq2vK+G3Its9IqbfupxGnRLoPXV4kh\ncEfOXRD6cj01gWT75daJo7J+r4aXCu81B4pXOpLx+tA3sOT9HXC5VhGap188BE8MT7IiDcN5tnoQ\ni/Ewv5/PnxmWNgRIYBGPm9bRhotVM1vwmpS+yRZGYxuzeM3Eh3CV46Fzld+xwvOwqSYbkXNviN6n\nCLjKvRPlAKYmjryEEkpIqOklfXnoV9s5ph73YpVKto44ABROdx9vDaWzzlW6pLPy6lpXnMy0Fhoq\nq2LBKqkzxzxowIeu7muUuEmreoGr5trKOdvlNjzaVyT8FXdL48jwQh8aC7prmGuShGoK5sq5aoaq\n9LW1AAg6ocQg8KbcSE3a8Gsq9ANH3xvqSW1NzescEOj9mZQpqV0+vGu6adM6KBkUVMPKqZH2X/p8\nWuizceFFak3Wpv/f2Da15R8yAKWr1YdTqhKIknS2Ocxo+nno81ADeZkB8NA3MCteg87cS3qnGN7l\nPjZxJ5a777pP8RUsNbxpHVnJ58rY/+Yc4Xx9RwiysTa9+mKWjRSjfPQ8LYRggWGqWAW/0OtT7W79\n3JRjYSVpVvlhSLH6+6ZlOd+/IRUAzkokfUIJJSTU9OCcTUDQnZ70B913T4ay4p2zTzzYP25zOwBg\nWuCr4YbrdQVdpBtOjI2AW0lZF+5/8s4GEAWmsN56wW06D66yRskITlPQSw85538NFjf+ty43DTXn\niaSfEcp10Bs8JaDdb92tTI+lF59wjHLDo36N8Sq1F/NReLgyG2sShBHM1jp9W7y2Q5DIOZDyLMcc\nrV57a39SulEbmMVnYWAi9KGsIcCmDJGTR2An8Vr7mmDEaq8AUKeaw9po34I7R93oWG6/PFbxmPkx\nViuk5sGWAbSzCzwLJfo1N0hFoDcVv2y99wTWMOWYXnwCefrgj46XiToDVHWY/54Ut2tf4FFfTLgJ\nr9D3NBZFAeDfMSaP8dbayJF674O1/J3ItYdzfHee+kkypttEW6AfMJWm2dVn9tRbgfKDN7BMJH1C\nCTUzSn70CSXUzKjpHXmTQ4R7Vf35jvnuGj0tcdl0XpiQVu9gnn6q0JEOJVN5hbRVnWkl0SotAICG\nuLrKUJYHplwfSkXM2YGug9qMA2u8mslmkq1H69y1EUU4VdUwW6wyboowW26O4VFrIEjL8Z68/xwA\nwIVLfKf74HzT8B3AxFCcc/OnmoR6Opd4zQTwpM2OVPVVDQ4v1mdicrZ/MElMrLselxDSuxcrgEp7\nx9tmHsw7YF2Eopc0g/FSz/PuJtn/JswE4CvXzD/Wz33kFgnNsZgjASYv4izHc/wEOX+fRWIyMSSW\nj12Op6MmW6wYc75s4D1J+fm4EN2zbichViGqzsJLRyB7R5gQoCvi2YLmT7ypJ+DBSjTzaBbZd1ic\noeEP9D1S8zNYbn6aG8r1A52z+g6PNyFlmkj1ANYk6n1CCSWk1PQw3FzAlZn7c2w74FsDKeyyqKep\nVOOcRMxV4iqXxaGk+c7ZWlZhK3O/NXTE5Kw6H4La5pLJNdPK5aL7EBTbRXsHkmoKhMjausb2M+Cz\n/rLwEHjDsFzkPsXItbyyoSPOp6N6jdrqvVhoeOjAY5iKUs04lFxNAz0/JTzBULkm8S23rYQ9Wx37\nbmSfPab0+PGbZf+PusXamqWQQR85YEsUGgsAx3+wVL87MsLjaxT6ppbR2noHoTg8mFqQlfR8/rEa\nfjbEycw+D5vm+2SLq1PqE8TEd9EWylZnKt8RPhOb1eje/Vg9BMtTqeON8KHLLJRI+oQSambU5JJ+\nwczxCB5W2+Ib3j4uCaXt81V4GAAwZaXgJ4P+3g65JpTwSxeIxMiH1HezOdIddHm8PZDQT/dQwmof\nmpW0brfYyhvyOsHS0Y0+ISVv6IHIvDbuFjG8v9bHX4JzdG6EemozyeAR3e5xRV5CMHGEUsQ2LqQk\nDgSg8gwPUOiBNxNj4cEHA5EmIw1MdYCW/WFIakohy6gaMM08SgiRPMFknbNpqIBAzjVb23fhDkow\n+lI2GubovUSpgmmeMdvO0NE9dp2Pj9hhRUANi9JRnsk4XG3mrp0igqhErTFamJOcPDbvvwUC0Yym\nDU+pTRiu1Z7iVYezQZIbBJz1eni/zlxUSBtG26kP/mGF3f4aXwNgmr0AWD1YkruC7+t917yf9Fx/\njwfphGreUt+Vah79+1Y6nqqUJJ2hvAKHokTSJ5RQM6NP5b1vbGxEaWkpCgsL8Zvf/Aa1tbX4+te/\njnfffRepVAqLFi1Cfn5+xn5BEAC4A+GvBGCy+uK+7rvTgqsivOFyqRISjPqb2ar20CRd0edxu4WD\nihdz/15Zv1q3ZZVXI4mGqBTi6k07yIBXwjPEmx1cpreDyTWTjHeUUrtOJY62iw4/Vk+49d5TarCO\nvta0K3rA+Cw0yzXoreecJMMrcz3w5rSpayPHGzlKROmK4A/IJJV2QzTyYO09ahoquZbOLcvYe/QD\ncgF7rhbP/EM58oyoZdh2SUxDZdIQwSxvbviy4+F1hbP0/qirwWkZAO4PBd/aQ7UIVqhZfpvBNDOV\nWoQkajoJmqVgsykpq76Enwy+ITJXa/ez5RUhreRhm+2ohO4Yuc6v4wkAwHaT100AWOqt9xGhtP84\nZNTzAIA1u0X7cklHe3MdT0kv0S7ffFzvnSqXwSjjoBiv/ig+Rz7bNb5S0cRQtJD5La8BGv5B7/29\n996L4uJi/RED06dPx4gRI/D2229j2LBhmD59+iccIaGEEjpc6BN/9Fu3bsVzzz2HK6+80q0cS5Ys\nwcSJEwEAEydOxNNPP32oQySUUEKHEX2iI+973/seZs6ciT17vEq9Y8cOdO4sIYTOnTtjx44dB9sd\nQGcHAKmDNQEIkFEV3qnGVkdWBxLDJy7Ulpld5cJpvrmQ52FIi46ctrH/AR8ma8vYjO5v8etMp9fv\nclMac2MYzlb00c9sROGu/Vij3rtsLHq6xIyJlIimmaDXQKfdiqzrtTrDeF22BDavWY9H9dWqtAwZ\nbcyRA9w8XxxUIyeKScEikQCwEJIjXzNFHUu8N2/Z+eg7w3tLjda8Blb9jpzDFjYlwEn9eQVddkeP\nCzjHVungNXqKusgIAEVr5N6XlkZ5Tt8nZc4JOAKAXTn5Og25Tww/Ht/GN1Hh+UsGi3rOkGJdD3+B\nJ6jZsq6tPNPiPLm+dbv9M3bFNukzdiCo3o4nowCpM938e340r7UHTDnzTDrkj/7ZZ59Fp06dcMop\np6CioiIrTxAETu0/yFFQLnUEcOTHdTi5LNP2TyihhP5RehuvlGvC0F8/OiTnIX/0L7/8MpYsWYLn\nnnsO9fX12LNnDy699FJ07twZNTU1KCgowPbt29GpU6dDHOVilA+QJXpDWR3gVl6GWzQMxMy3FmV+\nV9Zdo6TO1uSA29x1do2Nhie+v41AqcBjFlUtwRA235y+pcVyva4GHVPCLbhDV2u2mnKNKKx04srO\nijcKoGG2XGSuCrzxJZhtqqEFg8CjjW0Wmp6ekr40G3pDNZb+GxRIMlzOSe2ih7lhbPD4YIlUBHL5\n5raqUVG7yHGzNSshIIkSkY1EIgof7xM1qQ9io0woQqw+0zqmSdjvSL6ugm8GeXSuPNv9OUdmPT4A\n987ymTBbr1WOZ2atveKcdZFdbfPN1nk6R74b7ivrsNZ7yWfqnq1/3y8slx/Mq++WA/N8pmacDmnT\n33XXXdiyZQs2b96MhQsX4uyzz8aCBQswduxYzJ8/HwAwf/58XHDBBYc6TEIJJXQY0adOuPntb3+L\nu+++G0uWLEFtbS0mTJiAv/zlL58csrsxRP+ZAiCoajnEf0mpS4AKJeokUwl2iIJU4jXMnvUsGckm\nBGdY3IZriqijSk22PAaA+mpZXgsGazWcQGy57uEWx7MpoB2mufLzJIySe4GIslF5yx0v20WzmSRr\n+I18zaNXWLW2Pv8J3aK+EdMUxIFDKElHax78EJNwQxu+TMdJZv8MUp8HE4qsJsP7TJjqYhrqBOeY\nyrlOuyC8VME0a42p109VoGWxyjnjK7LMK1r7rXt4ivuGGsaKgKAlPedo4/ug9sBDxxtiAv76ymPn\nnJQF0sp7UHKQ/wGgUnwxC0J5uPTb2LbW1Kh+oZlIl2m9vzUGZkw/xvfx7wB8iHTTSz6f3j3/DdH7\nhCLzom+gylkB4JaDhuw+NSLvzDPPxJlnSlpY+/btsXLlyk/YI6GEEjocqekTbuDTHiM2ZtwL6VIW\njdd9Z4w3/n/8MwDXMtm2fWIF0Y167L2xlseAk0IO5qgedds6CeAx90fm0yVvO4Cop5jVWVy7aPWk\n24o+9AnURKrWIipN0jq65Bm9FiuVslWSySBGNXTuKf03Nwsrv3PqEkdrY8YkTgu5N+1LfFppLe1N\nSnjnizFVcRxFG2par/4wFbMr8jVttk41jmzXy3O4Uxhpt5PPLzb3miySnsdJx+duaY+ypAB4Cf+B\nKZ3D61jVKJjk03MEIPQ6Bjgepgifqs4hRgw27TWS3r3nvDC9B3utSkvtK0v1YkMJDDehhJoZJT/6\nhBJqZtT06n21Kf4fqWajI9WWFL8wql881Bbf/ml56mLhDqrDDogDoED03PY9tBqKqm6tcqz+G1ML\ndc7M6Ntvmhy4LD+eQq/dApTYaipaaQXRBg10VDIfntly2aq8pBEjm7NN1S8WirTnyo1vizdWOEQJ\nbH2eLBYpVCFDgaqg7vlb9ZN54tGwYysTI4uAlQBEwrGk+LMt0nGjMfMcWInnV7OKjlD7qNM6pnTM\nAMUANHusWQcAR5i5M5xXmrNG/xdT0Jp5NH/fyVYRisTz1sVU94jZwdB5xcGPg0TSJ5RQs6Oml/TD\ngdvwUwDAmAtG+O3zZMgdrq2UZhORYEAnXMWqY/9naz8Up8jiq8CIjcXR/duapV1X8tpbKEVE4zjS\nOoLydZXlaqt5RreNuwuAz+ICvHPn2yVSA6D2ejnuj0znSTaTvBm8Lyo1z4UnhicdLka1guGGZ1Bs\njDvtAHiJqmFBJg9maQLp6sHNK5OR151NU3PNM2SY2MuXOZ/PllXxphIRzYaf6cwU5nTjtx3HAzlS\nSHH+cD3eaj2Zlbq8jspDaCerqTFU6Kj3aa2GFK3Ws0Gf+xrVFKigWR7NrZ/yxiPROZh7OmSiZNlV\nPinP+HfDJUxLOC4AzH9LrmtBL2mPReffuL0GpLWVGjBr7el17bVaEG/0ITQGJJI+oYSaHTV9s4v1\nQNBb20HB5x2/Hkr+fP/3BWjxX52kucQVLX/leML/F8tTpxJgarURCtnnYgHMPK9Ss+B9k2tNGOjs\n2P/GpG+9QOyq/fdKuGXZj7QN0TCPBw1elOtYEP4IgG9YmQpYDqfMTIwrMldo2mLnGR5tCT1axS61\nlq1eWoZTr418F3SWx7X0fn8uJs8QCNJ7YFq+SJlTUfpQwl9djgy6UbfNYo42G1cQ9GESQNx1cZs2\nu4jcA7nm9g3qJ9Gaco92/ZbjuGK+Pm+dsgtXpuGJgCsWiaGEz2KDzxg1BYD3A1g7mfb1CbFmF6zE\nZBOKNuvNK1UI8lxIswtbgZchuu2dtZIT30s7L76GI2XYMw8Z1Fr5W+0mEEzuVzjHlPLREgv1OjI5\naF2Ol/QE/EyZ+kjS7CKhhBLy9LmAc7yn13vmo2m2xsPfYDZy5TwiNtq2QbnR/bn6HtnBgztatdGG\nlVyBeVyTREEYLrUJSs/IudRw5dzXO69yNu92vJXw/8bG+GcYW9CkKrMuPedqa9opRdJj7XGsxMkG\nbIqT03zoC+DzypY6HUvycSAdW0NOJM2He9V2VlDUTntTqd3w3JynrSVIvwr7J7iIjVHV9Nh1OFrH\n/MgIeFuZ2wii4Xx2GV4CZMjjQFo5/pR1u3UbUbd8r0x/AEfK0468WRpYYne2arrR/eva5GVcl5sP\nt2UFEnlKJH1CCTUzSn70CSXUzOjz6VrLvtvlXr2/MxSv2g8n3C28pyqPyeN5dKn0imf+MwsYrjTx\nKmZgnRZIIvf14TQAPt8bAFZBwiRvvq+FB+nIM2pQMPBnAICSUJwhQ7EKAPCzl27wPD+ROU5cKo42\nhlpc9pYNtVFtZciNlUweMjxaZSx3oYYt89UkKfV46ltfE6chG1HMDkSFC+dc648Ta6ThCm1aigNv\nbEr1C5YAACAASURBVAsk0pxyGQt13FqhX7Ab7+8Ns4bYWqiJw+zqiwwL8wUW0zEoamv7Bh+O8y2h\neC7NzzcdjjFLHYo30tFGE8KG/vQ4s9RTyZqSacPC5z089n+2DDp+R18ancAR0Jfc5/VhN/k3i0lB\nM3GBZtnNh5SZK3jcO5qrLhZn6IDL10XOEV7kgUUDBsv76LrVKrBrZs73Hc8VD//KX8eQxJGXUEIJ\nKTW9pK8EgiFcdqvcdy+Ekld89hqpT/aTUpGotx87y/GEC3Wl+7VuOFZHWzRGoxytLxFx94c8yf3u\n0uhhjq3q1ZFHoU2nmHGmBG20XPOVcs6nBo8BAFw41jST/I3wLAgFRMEVfUrAjCnbn57XSsAEATPf\nNDwaslurkowp1q7hJhD+SpEy7E//uMxhd7V33rGmHSveBLfrI02ZU8WBN0VR6QvASHgdXRJ3vPki\n4CGf1EqoxRmwCN3EbNqp2sX9d1zpWKYMVY8dNY4yHW2TCmZJzovBqa3DKi3D9TeIpseQnc1tJ1yW\nVXoIm2aoy/an36Iv26mq3Tz4nmhWBV39e8WMzPCCaInvSEiZxEvWugofGydyS+UPNrN8Oxtanu+Z\nrpPh3U7SFJRO5E4mDL4Y8l7OxSTUBCckkj6hhBISanJJvzQ8E2N6V8iGDa6cLK4JZYUiIOKn+AEA\noCb4i+N5RSuSDNrwhmzQFZGNIwAv0fNuEbv/+pmy0tuEBlYimfySVuikhDf2bLBAbsPrv5YVdIYC\nU554fJLn+YZUvTk/lANQGlQFWhFotLl42omUUrRZWQ0IACp56xm6+w8dxziWdChgHjaTDDrLHGaE\nzzseVq1lTTsULtZvbK4151GmI6W2zW2PwzgZNyOE14Yk42El3cc2B5lXIeNoPadK5iGr/Nwrg1Oj\n86CPoOFVx4NS5aEfghLeok11W+5q9Y+s1JclbXhonzPxJh0bbVsr1vrjPZ2eG90XcH6bsI9Keobq\nImFenfokbdBx/e7MLynp79H3gTb9f3ub/qlSeSeolbAJB+s2AMA9jdIopDbVFdia2PQJJZSQUpOD\nc1JIm2QRX021iy7NlPSu0oxJm3Stm9/WDT113w5eirf7i1YwVc8rIZY23dFVkKUSkcWm5ypfvE/s\n4i5tdB/TepneYvpmmSZZReM5bSSrk/CsIaee5nTm8dBC92tgLTpfMjfeLpr16o507ZF9XXpWrZ3m\nXOhZJL1LGqIktcAbQoQJqY0l6URSdRHj2RgZhFR60yuuQrOLvamsmMtkKHb0WmMgv5TwPM4hJH2P\nPHn+1SUqPo23PbdEtABXsait2vuaeJWt6k/3rnK8TSVaxcZKepJ2N0ee29mTvmMFa1TCb4puB+A1\nA14XX11zHN6zHtEbHElBTuXIRGoLumYvTqSUSPqEEmpm1OSSvjU+NAUAvKT4ENKokhLZe1m9h5je\n8YIOUTvowxxfrKJdG/0uzePKOWyNNXfsbPBIklbKZSKDi/NHashR+oj09i2zs9RYc6miHLPUtovY\nyPZ/fw/qdc65ziMsK73VZLy2RCkQK3BhPzuPt02eITEOz/NTS8mWqkvi9amGFrk+DbOkETn3RxY2\n7DqxaIx6bTz9FcDesVmPEyHVIrY1donypg1LgdzEmo76/qT14eptq+1oinPotm2pYyL/Z4sYOAnP\n98t67+PQ8Sz2vuNvoA2e2TwmDjMnbsNqTe49z1b30FAi6RNKqJlR8qNPKKFmRk2u3m9Hl6z1vfar\nes8KMz5P2etPLvMulmVn1UOqvwRsMMvqSKOKOlX4UGqPOmhoOrgadxGTQMtiq9nhVeyjshyfKhqv\nOZv6SwdePHTnHXA0N3LbsuWSgGIYsgF8M0kPPea1Z6lp57IYt8Z4/bG9yp5NnY9TLIswcn07smyL\n1hJ0b2CDmht0zm0wXrqM2oax7YB7bfJz5JnUFsTKbwOuyYlrXbY3ypNb4D1n9TtF53ZOPzUNIo48\nfubryNuf7T1rcwgefm4RyyI07x4zKem447O2kF/W2qvZ2R2HokTSJ5RQM6Mml/Tb0MXDQbd6Rwnl\n+ri3pA5YSa/XdMt2x+PyxHXl23OcSL0PzHJ7RBttRqirNR0c2fKNM/Lo7WrrNIVY0kQEUvmenp9h\nM3UW5usKbUNIaR23xhpGpAzPWtUCGphIQsnsG4JuyxHnTCvb4hrAyzjdfWa7aNdM0iWrZMvv5zPI\n4shzwJi4g5FhOduUgxI+pg1EGlAoTyzMtS3S0ztGDM+1MHDelI6EEmerlaifnYaWlUceuMvvj1Uq\nrt9rNBDd5ioWZ6uGy/kwlEgn3RGGR/1sziF7KIcew5Wcs7lNrkqPjlbTIznNeEP8+UUpkfQJJdTM\nqMklfTHWGbhrO7NdoZiaizO8l+BWq42ELm5UCaigmnZHiF1b3Gm943FthjVdsg/eBBANZbikBG5i\nKTKbVnqR/FO0QiRqt5Fp2W5bL6tU4zmY6rtiryZG2Ko0TsLQXu+UyePsa2oDTMb5pWMpekklPPE6\npaz9ZtAdRDe7PBZtJtnChH54LpcfQ3CPkQoXqHRdTHufqgvjVbbefKzqDyX+artNj820W732jbtP\n8Czuu5i2ZO8TpWu8WWkWcM4oSBPRNwdLy+t1JV5jKM0T8FIHFdHv9JUDbCsR6cna9ACwsat8x7qD\niy6QlFikzEvDtmhMn85mr+s756o28f7Y1tfUJuPaieFhay8C1rI1yyQ9mP9vsWrQUUokfUIJNTNq\n+tTaSUAwTwpUoMi3Vw5/pCu7roQ1NwjC4Zi7/RIVvio8H6+Q/1t20y+OhSd1uP6kUvJmfzhPinIY\nJKuDPG69V0ZaodYaPbVOq+FeqMbWj2WoNN21h96o6bfX6ty1eEUwkO2nfeqwF0MqvQt1n60zDI98\nVxCKX6LmYfW63uI5wqNlvz16n/Ke0Tkcb6Q4JYVqJayYG4GVaucZ1qWfH+i8bE07Fr0Yr+MkHSno\ns3UWog1PCbam3POUy+f+d0gZW0ZW/rTPV6toXadPQYEyJYPFt1M9f6A/zqQKAMDIUIBYjJrYKA79\nPI/pPV2fJbWWxVgIZqLPiEksthouJSm3/QKX6bl9NVza18WBJIvxTlo3EN+xsarozXg/ut3yXwdW\njRYtKiwyGUDM2ubl0Cdgfgt7viI+r1typuPB4IYk4SahhBISSn70CSXUzKjJ1fuS8PeovlxVtXle\nfRoZiv694nJxgk2YOx8AsCjY7HiWhhUAgH6qt2ZzXjBsdtpy4ZkwSo5zgskzJiZ9fKPkmbf7QIEu\nJotpUpGYIPM2SIWUPkWCQ3/zpS/76xlyBwAgt+67AIBf5knu+LiB2n7I1shjPj1r5dWpU2tyu0ye\nDQyxMcvOO8zSoWw7frPm05+hjyuSRaXHZsbaBmbQWccbdfQyRMk8/vFqMmjtPjRUIHoyW7KImXc0\nIXQO5Td7FlXvsZajbp9kzjlEz8nwV0qGW5f+yLFM+77aWrEQWyQUqOYGTYmq97QM0UrvVSuZKKYD\n8fmu2aYet6DvJsfL8tZ0/lU+PCIyPwA+n76DXgMdeRbQRacx1fCIYzjKH6xmqW8ZXlnaz7HwnWdF\nIJbmtvUiGbLbFPwVwFmJep9QQgkJNXnI7s3NX0ZwJWu2+fDJAPUaLd8nMZsgEFjukNCXw12jSx5X\nMIYr1mCA42HbIYyuAAB0CcXjtc6AT55QmOrpOdJgclcn0Q6O7uCdhvMDkVTztXHhBIjGEImILCsH\nAIzKexwAMO5JlfAMlZ1rwjmDYuGcEpXCZeZ4KRlyr5T51Q9Xl45p9HATZgIAPuqmTisVuuEs48ij\n05LVcGdHJQYA3y5aBX77S0RCO6AKgPp8abaJh1RaP62TzdZqio48SlsNvfUfXOlYqi4olw/9yhGh\nrcZTWUgRr1JXQ3fTgp6eh9KxH2OT2arhyvOrSuvcqWGZ9PPqSSr9qdHEml7WFBn4qt67yhKV8Muy\naU/iuH0qlKo2lMYfmroDlMzz35O2WC+MPRuArw0JAP9VKi3d+Mrx3rqKUQD6FMmzcVqKtgib0dVX\nw735+1pBaWt9tJRCjD6VpK+rq8P48ePRu3dvFBcX49VXX0VtbS1GjBiBnj17YuTIkairO0RgMKGE\nEjps6FNJ+uuuuw7nnHMOFi9ejIaGBuzbtw8//elPMWLECNx0002YMWMGpk+fjunTp2c/AFdU0+bX\nQVid/SOr74dZqrOQ14/7M75jzndr/e4IDc9YntY6Ht0oCxSr5ArpMbVVEnkjIAq9DndsSrs0r8+g\nMuJAC4a0stRWd/BP8hpgSuu+HyJKajtnS9jgvTwETJX2KyUFoalC+6Pnj+1zyHZJug/DcgCy268A\nctv6a6qP+wTqKKIM+MfdjzggKEvNvnhzSxtmZFusCFQYyF4PIb5/19gIUI2Iv5+WWF2JST5HZnmv\nGEp0v48s95uJNq1yZOQ9tL8FN9fIM82kT5T0u3fvxqpVq/Ctb0mn0RYtWiAvLw9LlizBxImCUpo4\ncSKefvrpQx0moYQSOkzoE733a9euxVVXXYXi4mK88cYbGDBgAGbPno3CwkLs2iVAhTAM0b59e/e/\nO3gQAPkh1u9KAQDuw3fddw8Gg+XDjVrplDiE8d7D75JCSnWF5sq3wbBQV6GScSPhpVlqtE9WnwIX\nQrPiF9wgntuao9Wuq1P78SFT3ZUmZWW5fhDP+tJQqtie3viyY2Utetp0HL+L+xwPk2bGBYq8WCb2\n6J2jbnQ8rg9ASjfwPvn2AL5oH7WIygr9YF38UTv40VA6pthmkjMaxdaemiNRCvpCCGm2YJj9sUou\nhNbuauGP17rt33QaUelUn+/vASaXR69PL/3W0Hvvr9K2QKknFdnC98A7t/0zLWJVXdUYrPTmvVvG\nd0x5SttFj2s/8xYSsGThwYNiY1wzAvwzoRuD76mF81bL5F8YJe+Di0h9zahKi6nVEKLN/20fBWpN\nSwFM/eze+4aGBlRVVeHaa69FVVUV2rRpk6HGB0EgP/CEEkrosKdP/NEXFhaisLAQAwdKrH38+PGo\nqqpCQUEBampk2du+fTs6deqU/QD7yzGnvA5zyuvwXsXG7DwJJZTQP0ivAPi5/lUckvNTgXPOOOMM\nPPLII+jZsyfKy8vx4YeifnTo0AE333wzpk+fjrq6uqwawJPhGIxbHgttAei+RXDGL+IsAEDq+6q6\nPet5Rq4XTDuBNkeoM2OzQUjQUfJgIJ0m2jcIhj8SitLe8wsGj9d9RF21jpfTgj/Ih7WqsWiVlXTX\n4xxPaqjOkW2aqO5ThbTNG+m4q4j9v9DwcP9ZsXLZk051LCPnPgNLKwKxbe4PfXIBr4MhzWHBXfqN\nVe8JrNH8gHmaB1FtWGbpZIeUyVgZB/0Y3rgLmNlys43aepHq3JWch6qfk/31uaaZGWRelkpVw4fE\n6wRYp5rS6FgDyzrj7GOeQTxvXcO0Lj8C8LeOuReVBwc8PRn+u5xK7awPTWUgmnVPNIqp9MscUcdH\nb/it43msaBwA4NKHtUmJ3rbXJ5oQ9xvr7Cnd3PtPNCHSr+lkF68DcNJB1ftP5b2///778c1vfhMH\nDhzACSecgLlz56KxsRETJkzAo48+ilQqhUWLFn2aQyWUUEJfMH2qH33fvn3x2muvZWxfuXJlFu4o\n5aMuMwQEL20779NmDm0zediaillVzHCybah93rxIg1SONCGsy/Oho00dRdL3iJWPbh0JsWg4qKM4\nq9io0DWbAJyDJjelrZNYNy1LSNI5c+LXXpOFx0mu/Rk8mRll+yPXYukEty2zlLbP69LqN+n4HACn\nltSX6f8q7tiIwmShuZp2JObDp024yN0PSkedVypj6oaooZnrq2EY76gYb7vMz0xu5LnXGh5+R0AR\np8rKR9nmxX0qeQ0W9SKaCzUtK+FJfD9Zu8+F58x77jTOWHWeHo3+Hrh3jjl5uv+xDucLVDmnpb0v\nmZTAcBNKqJlRk8Nwf4PzfEjDhMgqXxJ446zB2j96ZybPKpwBwLcQpv3+KnwSjG/gJ/Zw1UsmAZ6k\nK+iaXqV6nEybHoW6OioEtqZAQndVVxmJlpKhfrautlR0tP1w+0Emf70tYaW6QVfh3EGm4moNM6lj\ntfFMRRjmenvQkkiMe/A9x8Oc7z+iT+x4cTAL4CQoQ0lWO4HW2CvTf9l4ol/sfzvHmuj/zIcHgOqU\nJlpRCyDwxkckDcUbapT5rwZRHTlIXT5LjHK5IjjGr1ETw6ZSkLImYNpIyK1qD1cHMWYLCNqhp5Jn\nxCSYXab605v6TDYtl7ZYa0YJhLy41GtNqzBUPvB3ou/Kkhzf7LR+dawhp0r6Z1JfzbyeCDw5kxJJ\nn1BCzYyavnLOVCB4RU+xzDddXB8KUKeot9SAC1LCY1Mqb2mUaIBrUkmP7DBzElaL+bq2mt4l0uiA\nAZLQg/qt2yRRJmur6ocFkDIyPAUAcDOkws3ZE3xiRHCdnOPRwd8AANyGnwAAao5VQM8F8OQqyVAy\nqNd8fJnnURDj9R9Le+3Zy2+VDaO9dGJq7esqTcYFUv8u/MH5/jhawQfqED5hvbjkrSZDGGe6UcoP\n1c5WTcQk92CDVvVpoUkrrl00tZ0Kw6yinVVrmeFpIhi3TpRn6ZNnRPO4NfQVj6cF/6qf4qm/5f5A\nQ/QzownOtve1Ep1WM08jA4xKpA0LtZJLYv8zYmRbVdPmpkY0W0cL9tEp766Xd42Vi61t/75qb+xN\nMO99Sd2GyUB+d+6XAACpozU6pNqua4EN4KlFktTDd5nnsGCvY54ULfD8cY/jmeAbSWptQgklJJT8\n6BNKqJlR06v31wHBvVoYs4UpjPmmqi6qzS9bJPjzMVMrPM925SGOgSGWLIUx+1RqpZs1X45sB+DV\n+G/L8LFmOO0wzXCPfUgLTmomVr1WkX7GqHMXaWHM3dNFnWMLrGMCJhtZdZMqMZGKdIKVG54yAMDr\noah8A76vzp3ZniP8aqwI52XReQLw2XWK1xn1U5nPMPiQKtXCq/EwAOC0gB4v8/iZo3+jqtHEpGcJ\nuTqHa0pH3qfFFZ7nRrm+uDqdHuXRm6mX3o+eg067i0zor7IcANC+QR4gM81Y3QbwTtEne50DwF/v\nm865CXTQm8iy1lSRV6q9WGyeH5umDNB6Dfeot9ZmtTHv4KFAbAC2BLF5op01utxO/dVLFDe1w/Dw\nTRmKO7gXACDsdq1notXLApmxZw4ALw4+DYA4qnsH7ybqfUIJJSTU5JI+HX4JRbsFv1l/pS8OPPHX\nAqmcN09Ws+ABVtfx+5//a3G8EaByBiQz7HcMccCHq24OxIEzMhQnj62jV/2GhI6e7HtO5HhRGK6K\n18VlAID+4wTe+BQudDypKSKVSu7XMs1f05CUhuy6D/6T4930njZ0WKgSS6VkwR2+DlvNcnUAEpo7\nT+/BQ16Kl1wl5/L1zyREGe4wjjxFOdNBGUzW7Lb8LElQdLjpnCPSe7RqGvNUK/khJ6Fj2vAS4EIt\nSusDjrzDw4ZXTNE5ziHeWJ1ti73Gh/GE1tI5x3CT52nfIPvVtvh5/GoMqXwtVA8ZQ274veHRc7j2\nXdxeoWN/w6vaTr6G+Zh1GQG+iGYwIxTHK0tiW/AYNY3K5RKifnSUOIHPcQ8NmKFevdlvqCNXX5nt\nvbwmc8xbWqQmrRv0uV0z7j8cz4MDNeR6EYAbg0TSJ5RQQkJNDs7ZjyNxZFuxg+rbRrcD8DXoslR7\nYQMDVqph7rdtTukrtYg02IZeMjaa4nas6tI32tTShvWcpEjzuyMic7BzcznonKtel9UcXO44Wx85\nniyVTuZxA6HAXppQwntwjtZz65TneAq6qHOCoTvapnUWnKMhutWxPPNItRg9L+31+DOxWkEcNs1W\n0bafkuOPwUIjFXjizRZjcGEArXJ2IjtZ6zmeE89rzwLkcRKeknBPbDSf3fGyAV7k2HxXKOFt9Sen\nceo7yOdpaxM4zcBV+xH1KdKElbeAvo96Hs/cA871E9DxiaRPKKFmRk0u6fNR5+uxGalCT6rzPnKV\nMjBcwmX9uD0yAjbxRFr3MumEHl4AqE11jRyH0qiVqaPn/KkliPDYRpj0N3AbobpcfXf29VVjHMQ2\nVu+srtGs3ly1H9Lx6pikhU8yohZRowkfBZtN6IH3kJJ+dHHGcRxl1JCzGTcqzfaqNkCorW0USYpr\nA8pjJZhXkmJ18GzFG5eME08S8Z70ut3xC4lDds1nstbxeLbOg27jI2AEpIF+966ZvDze1t7R7QCo\nTbTSG8935ghTAI8Q8k0FJ0V4WKcR8Mk4vkaePJxUvm9PnluSPeHmaKtZ2crEy3BQSiR9Qgk1M0p+\n9Akl1MyoydX7Ixs/9KWhTYq0U4GoPad0NCYA1WiWtY6r+9HPXfW4VIe96pdbIKoRVatjrMruaE/k\n/K6scaPJxIs74zhXOgp3H8LxouqYM3UsD9UyPg3T473j4A+UlfupamsvgRo6tUpbZptENZXzSXNe\ntlyy2gnpUyNzzlrw8SBOvojj0z3LWL2ArBWa4+q9d0LW1xDY1DrGm8VJx3PyXjZkybmPl7quo9PQ\nhjiPivHyOK0zeI6MOfQsuXLpKSivvE+2/Hp+Gy0oG8/IPMYfJ7+TvLs1KZZLz9XZmHvAZ2zbfWWh\nRNInlFAzoyYH54wMn8alWAAAWIBL3Xcrpgpw44U7pOzvsEBqBBeEXkzVTFVHmWY/MRe9fqHpAF6m\nY5GOk3W0hWVUcrbfKQ4lOvmsNrDpYXG04GrNBJwsucwj7/dgE2oKi4ZKvX9USlbanaFU1zkdvgR2\nWpf2jerh2qaOxovwhOP5ndYLmDZGGzRqicFr+hrAxZh/i1wDS8fdOdMnpZf65HEAwJiBFfLBhsa4\n+mum2ozwNgDR5hTT7pZ5XH+DZP09tPsqAECPPAEE2TAonU8MGY3CcgDAVAclBS7EUwCAqsu1xgGl\n5hyT4z465jQkOtiUyHtyooCqxh37XPS6rH+Px15TjugBbdNNSnSWdqMD7zwdqwwvJXuFjrwuEwZl\nzT3WTMxW95XZfmyLtUxBZKMMiOlu+S3MuGEKAP9esgQ5AFQeq+213K1T7WmW0WRuLJcxvxyoS8A5\nCSWUkFKT2/THYJuTen80yQ+0cTyYQ1ZmB00FvG1aIsYkJU51iZf0Bb20SQUNTjbJtFJOj5PKkTbY\nXEktmGZTtUp6QjFVMtqW18sxyk4VqJRVe6OGl6yvgRKejTS3aJaQa7gJ4B2cEJ2rgire7Gvuk83x\nBpzEtyCYjBAkbUNbDJeakEoIJqREACB6bH5Xv1Lus7vfac9aW9A1Mvc3B8uc17vEItMumtKOtnwL\nU8GGGgz9G1RazHVzPh5aq9K2zkg59ybz4VDsWlANw260y5n2UpGFl1ogtYHfx7YDaNBzDdLroTaV\nDcSkEp7v8gDzHqwoEUmfhtQ6oL8rEi7mb8H5kfTaU+ZcfHcP1X4MiaRPKKFmR03vvcd+bFSJVvOW\nkeIZ0FVdzW0ddl3dWJmW1V+s99Xb5SqR2xZn8PBzRwVRsApuBDJK6Zgfhana1XbTWyfFjt1Dz/yx\n8nrQEKX4O7Tp1R5+J+cEx8P74qTc6th2ILNCq+YFWS0lo7qvq6ZrbLqN9EzvicwrIunTMjjoqP6f\n0agTyPDaryuR+74tz8CfV8aiNtmgv6xL76rWqnqS9tqAT4+NS1sDvHFeetrwh6qnR4m/J8abWdPe\n89Lez4Tqti+Re1ubq/tHKgwr6eV07yrvaVSKyw68zg76QkTeT/ov+K5khVGr5tGAQ1Ii6RNKqJlR\n8qNPKKFmRk2u3pdijSsR3L6HLREtYJOiDcQXlwvP9d/2PApkOdI1eBDVKF3SzfEQe7+Jzh06PLL0\nbz/Glb5mD3vTJJxmBdUlzTtvZXiG9HoeAFB5roZP5nTV472uo1e5qWpz/y45UaCRnYfW13RkVb+a\ntt2jX6oGZ8ODRWvejfIwD36nAZvQybS6WM/xWsacq+OZcgyVEvddYEKl2vaLIJHSPLkHNp+hZKLW\nHZikDj1i3YfD08pYkwqWqTYNP1yexqdpduHU71gzDgBeRR8T22djbAS8A4/Ec1v1XvZ3eR4uj8G8\nfDE1/MgspqXvNS8jAT09jBM5w8zT51kwytRn4PXciGhX4xglkj6hhJoZNbmkn4vL8XUFpDBkBvgS\nzI/NHKdbBIRSu9qs3urY2jRIHGh1g8TpVPuYd7isGE54qkIgWdLZLtppGZbPlJBbtpCdA4PcqCCK\nn0iI5eVfn+5YnNOLklR7hRdra6Fi0/aJEp7nIjjH8vB4lVeq5qDgHLvCVz2rwBbmSKuUvA/fdTyl\npWv0nCplB/KbTKnE8BRDkRFHnh6bmYqVHWVe+XkKAe3oSzu3LxDpy0ahdD7Z63NgnvEq4emMmmPa\nY5Wq4zUOHb3EsDCO10KBSnRU2fIIlKhbCbxhWM5KfEr4pbGTTdCxCpnEMuDsA2/vqRy75km29Mqy\nOzXIDeKgZBWnlX19Hff6p0WDGjAxqjH+t62pzupKrkGHOGkdgA0AtGw7ZpnKRFkokfQJJdTMqMkl\nfQfsdFBNC/nkqt/RxSDUZrISumN0JPTTAUPgJU4tw1MdM21Cfy7hjUvhKP9RkX2s7eUkl5NKIj19\nxRQvCX3lHdFEWCnIVutxVU8opfTaI9KX50pF55kNnOMpWyUY2qR8FvmR+QFw4TdX1Sitp2zLEJ63\nVWv3RsNT7/QVo9xeX+3GWGsvRwacw9AfD83nb/Zx9zVe8WZvlhqAzhYn8CabthMnntRWGopX9MnW\nKkw/F8Sq9tiQXexd4XVG8uD1+e+PJPPEmlPGgT81Me0JgA85xn0fUUokfUIJNTNqckl/Ol52LZlc\nhVjA2Y9l+1jUXuxj9DPGnK6KJb3EC0xbc9sgn3NYnCP2YSVX6+Fqz9gVMK28am/Ss24lfWWF2tVF\namNqdVcLm31iryZA0NRaJkk5r0Iq59powGYVzW/iZJnzbq3sk+ftdd4X5yNQ+2+jLVVDTzejeHah\nQQAAHIFJREFUEj/kZl8I7fR90norl+26JrFefZY2zWvFV/GOitKdVtLrIRlt8eCczNToODhnW4lo\nA2tySj0PJZ5rR6XzKTXzWqNSm5V72UzyWc+z8g7avxU6Kk+D8bC79NjzYrwWWssLmBD7n7a89djz\n3aAf4Dex7QBTkbsPllZo20rkGdfvNS2rqR1VyPX07yXvylCt7AwAv7jgMgC+yjM1UgvVfSbeBFY1\nodyLTEPUq7Xh5eTAJwFloUTSJ5RQM6Mml/R1ONp5iku6vum2V6fFi3kgt6VukRU5N2VWrrR4NTfu\nFg2BXmTf4hmoy6P9e4hkA10VCS+ld7S19d5Tks6L7vOOgcQW54mmUFXDdtji2aW33SbnkGgfd8mT\n2HsKPoJBj371XnW3q5BkXTXAJALRC6wrvrWd/T3UwgzZIJq0mdWFQq3HtlWuKhkSOT+jJu1L5NnU\ndvS+FBYmoVQrzVkTOS4AFPTVZKii7tH52GdUqBI+pf+zXbRJuGHnmWfwFd1CzcHCZmnfs0nqoaC1\nlOy0z+N+AEvkPTV2boDq06b39Pqqoz0OAHhtSVOG1+0WTXJdnk9Mqq2WOZ7XV+ZODTRi4/M49HXo\nc7S/Bafd1JRluQ5PiaRPKKFmRsmPPqGEmhl9Ds0uvIpCNR2AU4F25VC9FPUp4gRRHjbLcGAaU7bZ\nw2QbIvtEwkSqVhJAckSk9HWMn3dET2Fhsy77zKlv4jxi2WfbeCAexuO+to6aC41RdU/J8I515FEl\ndjBaGXYaNAvv4dG5Ggaijy+bmrlBHGd0NGZr5sHcf6qktVSRjSOvfme0FPPGrplZe65mYNzksv9v\njX23NTMctz/W6MOPNgR3VGwbn9uhoLWx2n1ZieZBtjComAeusUlBFvU+lhVHE9XCu/9/e1cfZFWV\n3H9PQECQj0FhBFyeFKsII5gBIzAYJroww1qg8uVqqWDFVcjKrgbBGD8YwiZARCXRRNFVh0BlERkj\nrFmQjO5bHXTMDohbyKCr5FnyMRLEEYEZlMnLH92/c/reuYxbqcyGqjld9eq8d2/fc879eLf7dP+6\nm0uvBuPybUbxlOONsRaAAyTZSNUE+lZJv2TJEgwdOhSXXHIJbrzxRpw4cQKHDx/G+PHjceGFF2LC\nhAmor4/7iQMFCnS6UouSPpvN4plnnkFtbS06duyI66+/HmvXrsX777+P8ePHY8GCBVi2bBmWLl2K\npUuXJvaxH31d/jQGZQBAVVZcZAdcXSsx1gzsd67j2fOKGJIOd5W37W+H69ux2oNEdn2PBhE9laz+\ntJWQVDrSfXZWLBgGgDccbc5Iq8YQa8i7XA13G7KEPoq7cYjG0Q+DN1TGg3oo6a2hi8CYLedcE5nD\nCJPzbmf1ZZFzoAuPRkDpR6R1g5bOTiw4mda2RiQoXZEWnFM1aryep8Stb/+eWBYZA74/7cekxPq6\nqaP219yQx/tdVaDuUFfO2syLNlEqNztT0XOAcV310AKPLeXI253RL5TqSYE378R+0y1nYbj9YtsU\nAhyR9AIyamSl8mzCUJS69XJd6rbK87qtyLg2dcqXXCTPD5/L12xkEu8/FRfK2R0wpHM9ejlaohYl\nfbdu3dChQwccP34cJ0+exPHjx9G3b19s3LgRM2dKcsiZM2fi5ZdfbqmbQIECnUb0rdlwn376acyb\nNw+dO3dGSUkJVq9ejZ49e+KLLyRXdy6XQ15envsd6TyVwurcVFeKd2eFiwRB3rXiUvn8XXlbpkbr\nNB7wx+c9IDwE4BCc86ZmkQW8hFmXEldYp3oJRGF+NwDuDcwsr50TAm4eTGksYqluUMWF5a0BYGqF\nZmOlhFEAD7Ps0m0FeMm+c59mfdHc/2OH/7vjqdqnJbfvUs2Fb/Nqs1BjXnpuulQkTTbn1/0D/lOy\n8VJxcdfSri1ja8KBX0hZbVtmy2V+yepgS4mOUga7PI7n0VfA0n1FDzmWJSs1y+9sSlbtf5qB4a6P\n7eMg/YsdS+GnAmjZnsrqFrrjrBTnWn6ctsyyY6U31/3sm1KbwBsrIY/EeB/FqagwJxKZMHNr23HZ\novS5nvHiKgDAHVjpeH6CvwfgYd4M1b0ff+t45q7USDJqDryPz5vy6Cl1704DsP7U2XBbVO8//vhj\nrFixAtlsFt27d8f06dOxZs2aCE8qlUIqlYSBFnqpbBc+w9PKfAwoKG5pyECBAv0vqCHzHwBelB/v\nt8ja8p++pqYGY8aMQa9esu6bMmUK3n77beTn56Ourg75+fk4cOAAevfufco+riwbg//GlQCADe8V\nu+0MyXRLypP6xs+/vBnP8e7RQISolZwgFdlGQE9Eyh0lb/MKJI4o8GgLYMFJG/wySiVgddRKywQZ\nSeCcQ/3kBOtU8tsEGVwr7ykYGjmGQUQAcLg6FrSiuda9LQQY0OW/ooMmVbjhmlfPj4Ux0c6z0HbC\nnIR156iUSsryym3sN90Y7RcwiR/6RdtIAA73UfpHKw0BFi4dD5ixv/lMxEtUJ5SfbhY88/vwJpHY\nDeiRodbknm2gWQFT78WxgVdii2FAGa9hYhnq2G+nqV0xAa7u+1UpoHbRKWfd4pp+8ODBqK6uRkND\nA3K5HCorKzFkyBBMmjQJq1aJmrJq1Spce+21LXUTKFCg04halPTDhw/HLbfcgpEjR+KMM85AYWEh\nbr/9dnz11VeYMWMGnn32WaTTaaxbt66lbgIFCnQa0beCcxYsWIAFCxZEtuXl5aGysvIUR0SpL/bj\nHRpIjHuh73BNF03DRA/lMcYiYt0ZddQ3wTV2gfOTiNJC7H7jUYtJFiLunepiJA69XlEiBapmqrqa\ntn6YV1Stp3tP66zv/EAMlGde5F2A2SbJ4+diyrWbXf085nrPe6rWv6Ib9NzdMQDyRinunYUvTwqe\nPVKEk/XpGWVXRcRLc/cSlwdUMyNFN+s1GwuNT3GQR9Z8p3rvinDKtTkw1aTAdsfTmKYnOKrY81TF\ni1Io/v0jf50cKMpdKKrjNrZdjXTt9TliIYrEeHoaAHk8L6ABRbl9xugIIArwkbnSTcllHrp7jjfS\nYqxt1IIhjK7rjYOOh3ket+yTzE4E+wzr7p/zZks2vf5uTACH++tzswMtUoDhBgrUxqjVC1hifQ7v\naY60YZPMvhEybMFCzZi6VaRl7nPvCUgt1qnVZHRLsTT25asGjQlfSEHALfMV6GLBOeU8Re2bwq3e\nS4FNOYlFnphinjGVGPd4sEnuJyKZUxdrf1os8+su0u+mL/2QlCXfZeJebTe+7nkmq/1zzWeSJ/Cm\njRWy4e88T2rrr/SbgJe25R4HAIz4wM+L+QZoJGTB0Ky3pDmtZu574vrJTdBrYQTz7ncHAAAGX6zZ\ndW/QHQwMNBIMXbSlQqVS/Zlyz/LD56V9aZaAX+ginViRcTwVU78f2cdY/h83/YPjeae9RA++m5ML\nTsOZBVdRe3OuLdXGGCEIeFdYXYVqMup2HFgk5m6b78FBazV/XeHMqsjYgJfwdBd7sobnuHaRSeCR\nuX+KReYXcOEs89csV+1tZKyE1g9MN1lp8h7Yh8Pt+4cCloECBRJq9YAbHDLvNJuL/ih394r8TuLx\nURkqmY8aV40uy926L+YiEeL6TNd9LpjDS3q/btT1XRKUkdKNfWtG0g768rfvbved0lGPjVgadJtz\n38QS+wpFzz3iQlSiy+ejWKmq/VaMk+guy4u1tu9On0TmFz+HyBxjc4441XRbPI+BvTcck+dAWPD+\ndn7ufSDzoZuSrldrk3ESmCYClYQOcAT4QK0sIvNgxhsXDw8TPJPlPAV4Y8FMdj0dpaQAnlpt+WTY\nOH/RRvrodW5IfIZVY2FdAE7VBtzoXCMuwwQKkj5QoDZGrS/p64zUs2JO31DOUpwUROFAHJTUKplt\niWLNjOoypsZyt0WOo9Q8yfWVWe+5cNv+seONO4HSze3TeakEjKzkyEvpqBIxSRK6ucelZ2SOIj2c\nVpD1HPWDRPpwzUrJaoNpXP4+XlNKCiO9naTnfeLhTGZk7x+P7xj9naTJHI9lebXS6XgsnPSLmOQH\nPHjWhyt31qFP4JSUlJk2okb6fS6cOwHQ5eepQDErRZ2Ng9taKpYZJ+t5EKnfIY4da5ZF2FCiNqC7\ndjb3XFkKkj5QoDZG4U8fKFAbo9ZX729rRLcl+t1qY6OlueainwMANjyg/qEp9lhtl8+Wdqwa4C41\nPJr037lbCJyxqtFmVdkZQcclRKU31vn4dDW4OADJZN8PPTPOTaK8CUasznH1N8HYR23zzoPPyheq\n0RGVlOWURM0/pL6xsSU+Wo/Rh8y8wshDG0VId97YmXpcAjT7ULPaUkoE/SSFLuyPthEFV2s17AKL\nZiogywBN/D7pgDXaD5ra84M61kb2cfliE4i6bEjxQqSWuI08PN1s1GgHwLt8ldctQ829IfAGiBv0\nrEofL5VFAJD1O2ek0eUQ05zaqlao+mMkki0GqhHui4vuwYPJ3ACCpA8UqM3RH8Bl1wnd5un375vt\niqH4fKa+btcrkGCx4blF2/Yq4fmWtTk70to+oG9rSvisnYSmRe6qUptveJNmebUb7N+kyejPexLG\ncghkZZJ0ARj2S8P7XW0p1b6jm60tSRWN7b1FMhycINKtdP+vPc8vKClE2q3EHQCAmi9HOJZdXUVa\nMu/AP+NmAMCbTSbvgMb6V1VoFpsJusN49VbrcTfdJiChuhvEUpVfo6gja2BUqdSobSc9r8lm6ky1\nt2rfrQBM9OBfepYXMlJAhBFme14VANTakusdT+k86bTqVZ273uM9+SY6Ma3tZo3W3KwX1wpUl12H\nblDVzbQQRQS+St56gqAUFmwMZ4TWeslei28nPhhWG9D5MBUBNSuLCmYxmL16/F41b1Z6uDKqMgCA\nV1EC4JFTziBI+kCB2hi1Pgy3PIcts0RSjy8y+66TYQfOEwgkyz41rPHiJEX4bA0LGCiOt4eH6vLN\nO+MbCfVdt0jSeEVguE9pe5JveL7+PZR1W24aAGBEaoseozyzM44nN/1PZV5X67zukubTeoXhmiHT\n2harW6eDwnBfMNJkoq6R32qUbC+l5Soml3me1G7CcGXuBxSKet4+b7Qo7Mc1vKyo78ZjAICPTH4/\nrqd/+KUkNPmsj1znbkbS1+1Ryd5HJTthuHu0tZI+7l7UrD/LDMz4XrUbvP7QaJ2f2BhGb/UXYVNR\nMQDvMq2BaDALDvq6TBs1xuVQTibk4s8NOId9T31V1a0CUQuZs8DysFw0bSosNcVCFIApz71V1vIz\niuT5soAnBs8sSVF20mKTlKWXEj5eJhtgEM+H+HMA3i4yvNT8NTer27lU+6YmYmG4+szn3RZguIEC\nBTLU+mt6eKO0W6sAbl3NNdzjJWqqt5Zrt/7VklUMmLFrHRUalG7r8lXSW+sta2KWE6ST0dbDcAs3\ncj2m8Mg0YrzwyBPaAtQucXiatmZIVyhJhWZ/PS9bOOkz9WY8pev0UhbzjGBOeLIiRfK3aofnmIzA\nKqFY4uiKi0QCbYNf9zMUl+HKjsw9yf+59P2Njt8hgccRh6ek12OS4ClX1rwd4WHYMgCU7tZzVo1t\nyEid373+eF6zSfildiMApZ5NXtKf2ShBORNKJPCKGXRtpiJqBpXDpSAmy0VTYttSUwzmYdZa5rSz\nGW8YHrsE+sw5aK0F3lCr5Bo+SdL3i5ynu4bVhmWaSvi0/ubzbcBsBVN/477bZzFOQdIHCtTGKPzp\nAwVqY9T66v0oE0+UgL0nyGRuhejKd/Z61vNQs61S/HmPWIQR4IA6P2JB7qSyVuXatlf1LV9bU1Lp\npckseKDqpqv8+Ree6YRapgjuULU+rUattFHL09r2J8ZE1WDrqEmrke8h+il5fWzculuCiPJXXTQc\nAFAAr8pRhe3cXQxVjPO2SSqZfWjVB3OEl9fQ3JPtN8jsCu+vje7r1Zw3DmPnviTs/XMjxQDn4hte\n9QevKZFcAjSyvak12u96/jHHc3G5JP5kKnUXZdfOq/c9usi5bnlE8ilsKdC8CgV+KRGPkaeKzPrw\nrB4bOb+MNLvukGfGxgQMcnEZ72qbVClXO3APW58EHnHLDtPn6Aifo5sMyxP6HIx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},
{
"output_type": "display_data",
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U+5saSR88K+d1x8vQWOWz0YKUZxT7JvYrVw8AADxeKCGkJVp/+y2DTFleWySX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},
{
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HtNePuHxWxd2aoxfbBlS1JiT8tV4jsp9attGrdNSC0f2vyf1lOXEu10MdFwo4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\nTzJlR0JJ5zjterFExTQFGaEqldDaLq/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bjo+cykO19w4b14h9hvZajLPSF9wQpcx1FGxU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},
{
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ND5pEdOicavooUnT5KrE8NgarI2MAgOtVG92j2oNYlSS/UPy8GECy50dwz8/G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\nEAQIgoT67Cq/B/CMlifv/Teg9ykNdk0llVQ+p6z9B7Bnmmio+w/7e6N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},
{
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nn302rrrqKmzbtg3FxcV46qmn8KUvfSm58yhCJr4DcZRdxpkh51As2L1iwbQl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\nWVNrSdThGp4WnlH9RMRePAUbB/CaZwKW8rtU7lleY31O6R1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},
{
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318kL0a0nlx5IiDdMyzFot1yaL+rn6PCTJkNtOgCYtiw/rcclRk/Tmawpx9Jk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\n1mWtGSjRRNp3SrjXSlqzTN/xGG3oLBY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LtZLH8bX95dtPi34EAJhTQktPCispqD19r+6l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\nu7tuJ6xn6gAAAABJRU5ErkJggg==\n"
},
{
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cPCwiyUF687IfC3G+P3dQk68f/EpMaIlBBLvV+DqPVV4YT8Jot4cGrCBVDWZW\nKimnZpS4BoWIgq9pjMPN9lFKy741zTjcnEWONu/gBADAzXgUgHG4qY2ktVJsbjclucyllYubgls1\nzQ2hijD8Qd2xkKi4zEhhGU+o+8fuuzVVahXn7k6/0jT33j8RAHDItSoGIUfwkYZc+vhy+WxYSGed\nQJBavQSbP9cKsYDNi4+xrLWk4Y2tR2JHG3lv6LUJ74v2H9wkfZLZZZxoXCbAHFZwEYCb9mFOP3Dg\nQOzdu9e5b/78+fUd7uHhcZDBW+R5eDQzNHkI7Iyt27GHgzr2EMqnRVRXSLLQXJJ/rlukSQ4LlW97\nF6wF4M602opEz9UPkFheTDukQidb9XFiJ2X8wDbh0u58waNKVj/xZlqWI6Xdhec8p2leDj5RGy+W\n0PnQDhbn8oVct5XOZzqi5UpBs4ZoeFVuJYmQWWaK0vdbJbPxstmiH5Hx0jhxfiwqsnKI90mps8ai\n4f9bBU0xj4vKuaxI5WmQXLWptsoyAMD1oVm3/ENAtuOTro+O0xVZhsGyp1R0jaYDnqjHfQywAqvC\nrXhrDGKW866/67eRahnUk70QPyBl9LFQ17Q7PtU0n6AbAGDKh7dH2unZ24S3XrNNzRP2lFsBUqXB\nFIv3swEs8iGwPTw8CAcg2cXn+DRUqZ367zBfrqosUlDlk9KKjWPkl3/yWtpgQwZWwDny05fQF7CE\nTT6lQoeW/FhzxpCMYxb3SSUvyxWIZBe8b1SJKotUufwd9aV2pbX6G84HADxLkU/+hu9rmrWkgTu9\nFZlPkp5z0MR5mmZBW9IW8nIVR0cpEdFs0smEmVffbG7nwK2rlA2xjJwzY5riyBOuUoqzya//XO1I\nYcmO+w7/JtJa5SV5tK5bbbZLrHtCTL3zRBNaZgGlBiv89VfRvl1LdnHJLpJFzkkFcbQbrP9SkmGJ\nZY31X0oyNOaVfzg60kyfQIbXYS1xBaIQyS4mjFPlZADwnN7Dw4PQ9P70JV10ksRakSwBxcTh2QyX\nk1XK2G+LicPzl709zXWrRMoq5tbs60OppiJzHf5gsgOPa2pIzjNYSl9UMrzRRjuAmcMTh8dSVbLj\njIwsw5y+Et8DYKLOyoSRfBwnfzRxB8QEkjf5HDge21QRGYilAOb0fJ6S4/A501IkL7HtgnGQwROq\n2HWVZW5rc0gJalfHNpTRcDliL0sn+vII7v6EtY/u27p+xqJn/aWWEZMLfLwdMXd/wWWqy9c0zhiK\nr1kZSWZYApUXAAAgAElEQVRFdN+KBQ2pseSzAQCYIJafJ/NNtmzRhx0naMR41iApPKf38GhmaHJO\nH/4wQBA8rP7cZubZG/6l5pKdVqs5yhXhNADAQpyuadYf1402qIIZUDvRAXGWESc9CwB4AmpeKjXz\nzDl11FreJb7MA55WEWjf/VL1z6a1Xf/HTNiCGjVH4jk8c+rzgmKikKa/rMUmN9WzVXsnzr9B0CjN\n91Wh8qV9ZvsVAIA3hhgvivAdmiPT0AcUqXH+q+4sTbMrTV2Yw75SbHLEWnUtZMQbNqxpS6z0F6c/\nEmkXAHq+o+aHf8ggKYelCnvOqhpXoPn+nlKlUwkOEfPIAtX4wLULIfFD/Elv/wk/BGA03rwa88YC\ncw1OD5TC56xQeuq4kUfXnduTmnSGHS3Ijv7jAktE8pruogfylemXRInlW8XdsyT7BpWLBQ3ZM+n3\nhJ6L8O9GP/LNQ4rrf52WHRlza2Fg9jM8CECt9Pwhxs7Ic3oPj2aGpp/TS3dTobHM3VER2Z/bVakw\nc4UGXB/LikserYyBQXNA1pxzuuiMxDgZpj3eJzi91rzzeNh5RprW0jo805o5PHP4jYI4L7pPn7vU\nvqp5ay75A7dvp9rd0F6sPPCYa6LjPHSzceMM2USUaNt3UDSSc9VpTk8OG6zhF9dAX3vWDfD00U41\nDSQ6uHA7Yt0/J1+1l0cXkaWNDuKh4Hj5fC11jP1IJphqqpIOKG7Y7aWCOE7PUmI1RVdOi3B60od8\nSRWuLpnT28+yfC/4eG0H0SqBhu93Wi49e+kkGVWZ56B9O3XuWbZTjgXP6T08mhn8S+/h0czQ9OJ9\nDqBNNYXoV9lGaePyc5U4zktbldKyhO1GeBnIpcijOr1E1k7Jm5wfXoJTTWnllZDmtGlvbrS9nFyx\nBkSmtZWdsiM0Rg4TS4m2HLeV90lT1q+iY9+RzZ0bsKS/KzrOHbnme72rpRIzc2pqIu25xHvtKcd9\nCPFeXwO+T1zGifd2+GZhyFO5VY3j6zxWPqVHxqe2vxcZH3vtRc1zM5zn5VLSsYm1ax8j7vhktNUk\ncjvF+1xNnAi+TrlWKW3HtH0Ui+XVCTR8vytbqmvA93FXO6PI+xrRfcngOb2HRzNDk5vhLgz74/SA\nElfmH6r3Tduklqe6QTmxjIaKRrvuJWOU8dZIZd1xOGk6OEabdLhhxc8Z+D8AwCTcCSCaaIGVMWfj\n9ch/TkQBAFlblTixsJOKGsMRb276apo5n4nqUj3wyE8AGC41MbiGKFxLdpw08y4qpXCl4ggVhIqT\nbfgfMlq5zpjYLg/VNeC0UT0/KQMAPNvdBC3h68IKsx/s+DOSIauN4iblwVFUI5ygltP96feSKkdQ\nvDuXUY4V6UZzeplkkgxEMsbLKD/ARbl/1dsvbLyUjlfcSUc3nmqeFdyprntmZTQGowusDGW4uJ6d\nvINpXEucXMfLc9JwqnqXUu5VbjdxBgEgdMjP7+WoqE3911PsKOkqT/lVg05bI8dsCLvp7SVExNIO\nSxkyLdmv8P9ojHX4POjjzXA9PDwUmnxO/zwuBUbQV3u2ydP8DBSnPw4fABAc/glx7EjFBVLh9Fum\nKTfc569Sx7g4PaeLZndHnWoK0HHpX7pV2bByTLu8DmLNbroqnn1EOc+waS0b3kSdKGgOP485/K9V\nMbrE0KxRsdE2/A/912am/9Ykz5MNq47VT2N4fuKlmobnyszpqyZTrDV5d4lBVbWnfTz3rhJEOuUy\nRWmZzRw6yqkV2ESU74Xiep3/apxE1nVV93RPZtQd9IVRV4g+MyL79nACylLR1WhlaVIzPSYqDh2/\noSAn8n+fYZkHR64pSUB/uVZFKE7Qmwiwa+36I5R797FHvK/3sVSJYbmRY/gdAYC3idPzvJ3vuczh\noN8hl2Qm4Dm9h0czQ5PP6cPFQHAyecNMukPvq75Jfb0zKU79DScpE8Q3caqmWf7vU9SGbfwgtff0\nBR53we8BAE/sUGauLR3GOQELGg7jnME3vgIAeH3lcAAmam3Or8xnM7hKzTc3dOpEw1JmuCcGbFor\nDW+YA6r5P3MrzCwRNGqed3uouOOfMAYAUH75UZoivDqIjPWcocol+e9fmTk9zyEDuk7j+zyOZGAz\n1ykXUcAGwRVOeU3ZiL51OJn4srtx3JzeNs4RDlM5DyljpdPTlL6FudOP8JSmeQo/on1sVqrG99IK\noRzop9ycR4Yq4nKc9r2DZYabCuKNc1QdS3UuM9ynf3MNEyeCrxM7Vb1OpTTDpexAwR2/pwq1yhQ+\nfbOhoVvCWnxesWm73dycW9qpCNPZqMR9wUQ/p/fw8FDwL72HRzND0xvndAG0lYHw8V3fhrzYuigX\nLk78sL7OJFTUbtdslGMbOgDacEcfT+0e0iZRvu/chVJmOcR79pjjVFPcXk5XEeWFYtqt7VQYOcbE\niZNZHXjJjpZoSGnHIr3cV0aRgcrX0bmXCRK+BiTFcbSdjR2MUosVR3ktt0Ro3F52ZADCnnNCdNfJ\nN9geaU0iTQLsqDpCmVmxRk2D1ndX7bJ4r/sR27Z4H7kGtBS6PqIpdYNFbpeXXTIvun0V73Vgp3R9\nkAHXdbFKaXsvMlxFIMIObOyo7nelZYDTWhjn8LXkpeRk8Jzew6OZock5fXBtiJvC3wAApvzE1Hfr\nQk7y7DbNiSdLxbGjSBHBkUmY40gTTTYOIWOHbluHResB41FG4eYSDEsAgILetupBffLy2UOChqLW\nnr6GYtqRcob94XP1SZgv8qtgwxtVf/tbZkmLOfwLAccCpOUqoQwLHguj5zBVFQWFwgiFz4O94qZy\nRGGZ+IO9sZSSUCfNEMkhNpypWEuLciU+7R3WRu1IJUYeMeHtc0Wq6gK1bLqs38DIMRPmC1GthxUj\nj9u901TdGipp6+ETLo3SpJKySiJZospU3gJXn1QXcAJSV1orvnYcVJn86jPPN0rfmpXqHlwTPhrp\nMviZUMTdRiXb78T1tdJKDW7Bc3oPj2aGpo+GuzhETpFauqlIF2aqzEmHUfcjaGlqpeBgi4gjcGz8\nGvauEWFB+OvGOR+ZQzgipWaOUl/XdEqHJNMibe9HrIoNVCh5T+c7hLFJQNFK74walGTerdqVJqDs\nPFM1k4xh6HzzV5kUzHoOr1Nxlaji3BIzdo79l8VSD537bEOiz5U5fT+esLtSfBFnf4L2lYldfE+Y\nq9zHBiQsDVQjESxBKJ3F0+EovWdMQBFyCiguHHMlGeZNmqMCiUtcAPIXqmtW/r2jUC8ccQIS2kYS\nGgcXj42gS3Vdt6wAYHQWLj3C55+oNNQ9u6voRL3wkaZ5nxKsbtoRjZG3s8rEQdw7j6Qum9NLKYyl\n0jLAR8P18PDQaHJOf2t4Lx4eTnmo5xrTw5Gh2j6CAuBN/oRirJsclyh57Y4IzU4y9XSZ4U54V02a\nRw5QrLqV4Epsqng6VKw2bYYrNLGXvK6Mcx4erAxt5pPo8FM8ommGtlXHD/pWxaVn814d005Ge2G9\nwzx2niHT2suGGJoyKpmzTuVjSjTJ5HBT5DyveeZpdZ5XaptZrcnlyDLTniHlg4tzMSccxnoEsaQy\nk8Y2eglVkCeI5uYuyYGhxtei3DxOewcSd+LzojG0G2jclbfPy4+Oz9LRRIY4LqZ7Biv497cZrmsF\ng+reOq0fdckrBubC8zPyAXHzIih9UK9dhtN/0FLtO2X4clBDAIDfvzbO0JAZL+uKdssoxoSXPiGD\npjIA53pO7+HhQfAvvYdHM0PTK/L6hAinKuXTFScZ3/TnWv1YbZREj2kxzmRL2JvPRvdlVB6DpHiI\nLBxYVI54hpGBjPZ3J+84KQPOJ6+4s0nsyiRjmhqjnOtLS0cr2p4cOVyHqZYGF6T7WtFPLUmxt9z9\nb9xraDg/PS/LkXQ2ue+1mmRCwL7ahaqYPk6VJs+nyU/PSh3W47mSN9K0490ne9GQO2iS8/5eCgB4\n/Rzl/xCXn57Bno8dyUHi70can4DCL9R1X/d8j+hBdzq2LTH6lBvf0CRv/nswACBYaS2NudJabXDs\ns9GQJTt72uE67rbV1g6p8ORnjpfobGsdgAcdvicM0wAEJ4hXs7aUNvh+0VQrWyx5cmq4cgDTvXjv\n4eFBaHoz3ELor/chMnZ1gdgP6LRNbbNN+N7tCZy9EElhp2veKiKv1PLX1koJ5Doe66gr4vQfG0OS\ntpwskJvh1bwaqwS0qS9HNtF+z5LLMD0r12hZTpuiqoFQWRYdb6Fjm7mRI/6dzUm5j1aOZTi+TzaN\ny3ONlaFs3huKtFbZNJB1Nmdtj+Qg2khfDrPpZMelpMBLZtwTk47a+V8fz6HP9ziI7KSrLGVKTl8W\nPYz1y/JxLeNnWMZhRPQ5sJW1SeA5vYdHM0PTz+lXhhjY+58AgEWXi+UqsszMv5EML4LPVMUIQTOO\nSuYM1rwUgJnHDqS4bpMprpv82DI9u2hn7kECCmlJraQ40m7meGEuOYEm6oVUQatm/VcvomGa+T8v\nK771CTlCT1fF0Ikvaxp2jFndpa+qKIu2m3AeADCuRJUrS0xdtmLfh3VSSoUtQRskgpfblK6jXY26\nmNvLhBNLDxrk0nGqHM/tUymj4tomrXQ/Nz1i2MzhY+jCz3wpStzPRP3BckoJrjkiccKs/9IkvES6\nIFiPKFxLiMwJHfe4UYhet6h4QFLScnqw4iQF1sHQ6m7X7is0yeoV6v6f2HdB5NC3N55k/kwlMc6W\n4vqJA8ar9wzZQ4BKP6f38PAgpMTp6+rqUFRUhIKCArzyyiuoqKjApZdeinXr1qGwsBAvvPACsrMT\nJxJBEABYjN2VStvdv93bet9KHY2V6jacqcrpQk3KZqGcLrqMSjl35g9vKZup8idQcAH+GtoGFsKE\nsfM7aoK+7hnSNI+mL/vZQjdANkYopjk3pYvePk4ZSshUUxzhZE5LFYnneSjuNvsrE/eM3WMLziQJ\ngQyTRl5oWP1LVxMXKaQKVo73KREnwroPGuttF6jSZZxDl/fue38BAKgShk5TdyjW/ss2vwIA/Hyz\nsgFO02bLhpXV1arG91QRZyaa8LFWmibor+5J1rAtkKg6+TDz50VEQV2M7f0HXTX9K2UwFVRT3EPq\nG2I83D8q6QT3l/Y+Dun0zH0cjW4UaZ/n5WyPlG6VYrtqYFRnkpUpXH05AaZtDrx8raFZTnqCOwHM\n20dO/+ijj6JXr170EgOTJk3CkCFD8Omnn2Lw4MGYNGlSPS14eHgcLKj3pd+wYQNeffVVjB8/Xn85\n5syZg7FjVQrmsWPHYvbs2XFNeHh4HESoV7D56U9/igcffBDffGOMXTZv3oy8PKUwycvLw+bNm5Md\nDuAY7M5U35bokg8vhSlROYuW6qpqhXhfaJUMh3if2V4lQqjJJGWbDLLCIpYt1gnxXkeU0X0dmti3\nXuppHWmX88OHQkHIgQt360guaqAyEYI2duFTTrfqZf9cZvPJy+XMNVEiPq8Y8Z6zsLI/A2ASYfCY\n91ICCumNyKijfVrU5lIGLa2NtsvQYbgBtMjeEdnHfcokDnzNMukZ4amFnG6w5+ROx1gZfB567PXU\nu2hc2FMYDfEtn7MWBRSbIJ2Uq9a9VtuKmXImWg25ZFdIpT1FXS6W/rLp+cuK85Go56WfO3cuOnTo\ngOOPPx6lpaVOmiAItNjvxgP49b17AQA7zl6KNsVFMbQeHh6NQynwCIXa/TA+EnDsS//mm29izpw5\nePXVV1FTU4NvvvkGY8aMQV5eHsrLy5Gfn49NmzahQ4cOMa3cgfuvelC11+VIsK3qKtb7VSrDhg5t\nVH1VgVDyZFpljBJE53bPJk4v/Yx1X8lH2YETTvJxLgOSfGsflYd9RWtZwgyXk0nmdVTtciKK4EtD\nwzHt9Be9gJsVMQV4PHQN9LIchILRNuDh9mI4PZ9vK2EIlEcnwGPlvtiwKJK8sZ2SZKqzlaSguaQ0\nRT4p2i6jPN/4xefmbaO21QB317WMjA8w1yyvTzS8tSumXas21ZH2XLBz18fRpoLySlKG1loKPQCH\nZKprV5PdOnpQrWCURHPolzHLjPwM25xen0oxch5WJrkVt3UCVv130qZi5/T3338/1q9fj7Vr12LW\nrFk466yz8PTTT+OCCy7AjBkzAAAzZszAiBEj4prx8PA4iJCycc6CBQvw8MMPY86cOaioqMAll1yC\nL774ov4lu5IQl9/zvwCA58b82Oxkxwg2AGHDGcmhx1Fpz8ldxjklVBZT6eJyl1n7JA0vx3Hgl8VW\nveyDjVToq3vhWhUATXJo9nv++45z1CGUauqqu6ZoGjbOeSPga6f+Y6aYzJGLtTlP6uM2EWeO9/Fh\n43mgrhh5SheTWamWEGs2iFRRvDTK5sUcvzAZl5F1dOy2v5olu9yeZLxSRhV6zit1QDJ1tyAabySZ\nsU+q5bsZwfVUw49s3LTyQIDGMS9myY6lVH6eyIgps0gYfS1W92DkOdIqC3jpf0TCD9aVc+Qcvu5y\n3j+Pr8srAC5MumSX8grloEGDMGjQIABATk4O5s+fn+qhHh4eBxGa3uGmVsy9UunNxaEbM+WqdWyn\nEkU1WQmYr7bF6dnpRM4xE+abjj5N5J6MaJnKNXC5leo6bk/OEaN1rO12Xgs2OkkPkrSfvO/0urrE\nfbH3ryE3lzmX60YGFo0LqdA0AnHPjO2MxQ5FtWLsVJfwzMQ9w7EDiYc3w/XwaGbwL72HRzND04v3\nEEY5cdKHSxS0xcqGSIINPbM4EZZhK7JI3DcBEc36aILvuWPsxghnj70jZlwZiTQJop8rkGXUi622\n1nFP9HWOUUwl65PK2rS0RJpYv/WG3CgWz+OMT1JR7u1nBWDcKdj3j0ppWLSH6hqSabfhAzHwnN7D\no5nhgHB6beIqDV7KqGTlWC0pV/LFV5g5q/TjlvWAOAMyMqm1EitI+qSGDaKPrRaNPIaNc9jqlTyn\n2tLB+jxhuDiboLLpqTSGMfRsrELLZ3L1k5cn9TjIHDpTGOfYRkxOn3JeSlPGUNntVMNfcQIRAHtr\nlakom8bubd8mOp64JTu6t9+rEER8vT6GBTmub5PsM8YsrXV0n28s2jiNrMvQxaXglPWNxFbLDNdJ\nEy1rKtsm7OMIRdpYSLZXZZVOKYyNoKThViI8p/fwaGZo8sg5T4cjMWYIOU2LL/79638KAMiGcpR5\nFlcCABb92kTOee2uYgCpJbu4Dk8AAK7AM1RfnUBzKt4EYGLAySWSIVBRR2bhcgDAX8lx/Wd1JoNl\nu3OVE8it/7wPAJBLxji/OJ0SYrg4NEdMsdNvAdpAKXM+JZOcRZz+OuMj/W74/cg5nLxLWXn8pOVj\nmoadZ9h09Z7tygQzXTiJ8ByeOXw5p5wSjjs5tSqmQUU6ObsM6xI9F1dEWK7jeyuNmciUo+vTKyBx\nDD7T2+9RsAM2jeXzXPehiKBbQu38OdqOC9+zbK2l81K6w2xX0iTbD5i01NJklx2TPvjyxCixY8n1\n446dAQA91lIMxg8EzfGqCK6JRvt9+5/HapJP0B1AYrILnS4bwCtQsRvW4BhsCTr7yDkeHh4KTT6n\nr0S2mfdtMPXbyLWWv5zrQTG/TcYjbKWJIs91qmleKjn9Tqr7Eh2p3fZEuzOBZiv1yW6bktOv3676\n/7Ld4ZF2tqYJc9etXKi6XZxayDK8iG7TPLSKLnWNcLzgvJycLrqMd6zRJByXnq8Bx7Sr6i6vQWui\nUeesTWsdHMfM4ZnDm74q1rDZJ4knZcTpeR7pelqY0/N9ky7NVMeJGVna+F47w43LN1LSRtrXInO3\nPSx9nfgexaG6nboWrhj9DObocTQ2rYvTV+9SfVV0VBfBduSR9Px8djxSeQ8dus3oFb7pSDoF6zna\nBvPs8XPwNXF67kumt9LvwGbxzDrgOb2HRzODf+k9PJoZmlyRl1X1Fbq1+QQAsGzMQLOTPN76f1+J\nkssC9q4qNjScpiebhkh+xzr4IQBkkZhU+JoqZ1NQSClqk1ieNVr5rx+SuRs2KtIpfPCUcaqkJajO\nl4r89D8l5RJ7oyndIXq+o5Jg5DpCYK9YQSmwyIHqlAdNuiae0mw4k1ITsSfWVDEw26//3OnqXKq+\nr6t4WZD91lcEJyMBloFTTq1auqtY08nQ9CihcVDJGYTjQmAz6NaW3WtiKxT+lJaQJj8ZpR12tdme\nO91qiJcWTZjsE0MVGvrthBDYEnzDC636uKW7OBqblhXD8sRp6raB7oUr8k4NHU8zphbD1HJoUZ5J\ny/v2OpVGrGdnpd3jaedmkdhiy7Qj1Ya9hCtv9dmUbbjfScByHwLbw8OD0OSc/tnwQlzRlpyBBae4\nN1SZJgtJe3ULVNKDLQ8cqWlm36F80Tk5IivOZNhmVnCdu11x+rva3Q8gmhqKv5zF+BcAtyKv22df\nAABeOVqtqb2J0wBE89N3GK446oRXJtJ4lHLnDxm3KALJldkYo5YTPfRXRb6IaUaKrhblZAwzhYxh\n7luiSV4P1dImLzOe/q7Kb/7AgJ9oGl464og313yicthrbzlAm9Zqw5t8NuTYaGgWE7s+uUSVRVTa\nxlGAYXgsdDHneUjQcHjru6OcdGDnUr296JMh0eMptRdmCyMtDoW+iNrhpUgHZ80poOg6MfHubNTF\nxALkup0U6lsug+4ipejW7PY0nOT56ZfTutxJu9S9bbN0r6b55mQlDbTL5hDfqni72izZLcUAAEAl\nvgfAKPDkM/wYVIKQ6h2tUJXVwXN6Dw8PhSbn9PnhZyj/G5mZDis1O1cWAwCO6v0hAODz63ur+icM\nV+gcKiMOm9NHjXMUp19xOU1uSmiHTF1FX+dBnVT/rphvr/3gYgDGAGT1EpVq6PKT/lfTPBdQUM/5\nx0VPlLl6gaNuOpWzaf5XKkwkeVmKdANY+j5tmPb7hO8AMJLL28erQCYt5omU3sSpdPy8riQtufzy\nrfh+kbyYWRbt0hLa4DFLjs1EPAdX47omXKQp/hiQfmWETNYIoxMBgFKrOZcBEA/jIcc+G3xe+xb2\nzsBK/Bm5plR31Z+nUJfJOf0HUFy7CEpS64WPNA3vm/byTZGuT7nQ6H+WblPP3h42+eXxyOvF6SfK\nAJT6Ob2HhwehyY1zWqM60VkE0Fp3bezgSK/L81g2OmHOLL+keu7OxxOHz8gyZrjsxsi03G7E7JKO\n104wWVb7ALQG144rz0ZHcu5rRdfR514jOL2ex3IFx6szHDUhpXQ2n5OI0kPbOh02XwsXp7cjA8sx\ns6RSxhU81m+s/y6o6ybj6GtwnzwGV6Rim9O7HKbkcUD8+TUVp3fs4+fTZZzDYImU72drl+OV1Yd0\nzmqdpba315AxTqZDZ5FNKwX2dbLgOb2HRzPDAXGtjR8AcSzNcRLdHPkLWhcXrMLSMMdpb51fZDp+\nt3BgAGxTTStyq+vrv09g6cRcg4QAHTROGYSBoXUUrvknw54LutyLNVjisDm+HCPP6dvSGOS4Widp\n19GnfTry2tY66hrankSyoCwuySGFOX3c88n3hLXtfD/lc6WdZqzxyOfUZBSyMgvJ5yCVc4fn9B4e\nzQ7+pffwaGZocvG+DmmO0MzQ4okWczSNUWLZYrhLfEo4ntrdW5uo6LJjkEVE0SRx3KJjqI7sSzg2\nlbDUccFeUgHHU6tNFP041ZQTqfSRMGb7IFfMvbhAejuj7blIkz2BrmsZRxMX3jwZGhHbzoV9j21X\nfx+1CQlD2XhJHJRiLEnP6T08mhmanNPvRGuxhCAUYVXqS8VRXxL8z2GUH+xHzwoPGS0kIUFADX8B\nDQ3zJF5O4iU71xfaVphJf2XN6VlhwsqwLKsEHMYTbRNpeFsruhIdP1ixqBWedJ32VJn0Ufz152SS\nTqWTrQxjI5a4aDhoZe2Q/7lBvl/q2sgU0wnx7+KWv5KOAcmXoOKi9Lr+J3vaG5IExUFTZynnXMY5\nvI/vp1QY62fMOs9qcb13cxyEGitScbojsm8919dzeg+PZoYDYJyzU3xtRbLE9upzpOfk7CI4xXya\n2VW1A7mMcgQcbYQCYbRCx7dor8xT2ZgBMOmLc8k21uVww66h7AC0qn3/yBhAR6ixK+KMQsXl9pQ6\noqEmzF8dUXoZOtpMLyrN2NkEmQ043mbvZOkcQpxeL+uwmWucGW4plSJSETj5MCdLJNNaw7HlkiU3\nyMuMqsHNFMtNgZI0DrQOkVz85CT7XE+m7THsorGNvBrL6RuwZMcxHM2hiXH5WKLl54vvKxA1K5fI\nEpJSxzxFX5mlTpDn+DVVwhiqiC5eFUxsRgc8p/fwaGZocoeb8Hwg6KW6GPjgP/W+hTcNVRvsN3KH\nKp7sMVrTXH2CijwRfk7tkecp2olO+Hj+sv3KqhfbO/+hylqeFwsukLFLaaYP7Urz6h+o4qPfGJop\n4cMAgN//6tZIu8EhdAllzHyenxF36jxSBePQgTgAzeG336bmdHPSlIPK2M0zNEndCaqhkPravE2d\nfP4d2007fD3IW7Zisvriy2SS7PbJcelbvMJ5BkwzZeeoABiFf1cNXXPOowCMLiTNIaaw1LSZYri9\nHHyi9/08VO6j/2/Hvepc0hWPafN34Vb6fXXdd6WpOWvrXUrKmdNyuKa54pdK9Ki+U81f03hlxcG5\nM5mBurTuybTacVpvruNnT6qQaJpdmocIXALFQIot8hrdoyVi32lUDi2JRsMNZ4j5OnvZsrDMEpG0\nJSN/nbAD0CIX3uHGw8NDwb/0Hh7NDE0u3mNliMwCSuaQLRR5HFWlkEqOD3fT85okY+t5iiRXJX9g\nhUfVDhE5h5R0W35NPuT9aIfDk6trX+Urz8qVQ8Ty0opHlRze82YV727VM0qRN+jKeZpmQUBJKJ64\nPtpXgRKZc/KN0q9yq+p073SSCynuXc7HJlKNjk9XTBXlpMA7xihnOq/+mE5BucWtGEPzhWHi/FgE\nZVGd3bJdoi3TsEedVOSxApCXEKeuRRTSg46VjaxsUvf456HxAZ8YEE+5ryTajAiFniBa838xC8q5\njvLkbWIAACAASURBVOL53S3i+dng4+yYAC4aJKFpqCKPaEbfo2IAuozH2FOOfeaPpSwXMuHHGhwN\nAHh225WR4eTmmvli+ScUk4KreDwytwfHZ5gJYKX3p/fw8CA0OafPrNyGM9otBAD84+cXmp0UhKb/\nSI6GW6Yq7jSKPJxLpW38Ir9uXNeHIq7Ookir8ivOsehGK23YIZm7YKMmm2LZ3U3HE6fJuUxw5oeI\n0/CyEEUqGbhWKSg5Rh1gkhIs3HYGAGDPTLWsd+HNz2kajoa77Dxa01pJO2Ymjl2fz2g1zqyqMzRJ\nQjTcVidHjwESOFbXUEk9nIgCAKqyaK2ubJwqJ2REzzeFaLjV44zyqdVkerTuLonSniv+z5vubjDd\nPAfn7fkLAOC1YHOUxhnFNi8Fmv0VDZfqlorovjb4mrEkSxJa194mRdfqd1WUpkEDjFQJAMt39dPb\n26fkR9tjTi8CTGPYHFUWXQAs3UdOX1lZiVGjRqFnz57o1asXlixZgoqKCgwZMgTdunXD0KFDUVlZ\nWX9DHh4e3zlSeulvvvlmnH/++Vi1ahXef/999OjRA5MmTcKQIUPw6aefYvDgwZg0aVL9DdWKX0OQ\njkQHDLsOGdjnlMOuviTssVu0tUjTvzqkR5116Fiul7/IdbF/9Q6icSSatDZN/xrUnl3H55feQv8a\nhuSDrkNaA5xa7BuYgdSfjQzHrxFdprBPPgGM2POMewfsffvqcLN9+3YsXLgQP/7xj1Vf6elo164d\n5syZg7FjxwIAxo4di9mzZ8c14+HhcZCg3jn98uXLce2116JXr15YsWIFBgwYgMmTJ6OgoABff63S\nTIdhiJycHP1fNx4EwDEhnl49CgAw5m8vmp3DyFFjNJmwciIZaUbJ86BCKl0aS57T83HLZXQXBn0G\nTybts8vUk7XZPK9eSirmUSLELWuU71tNGyozzR/DMQCMubAaohrQqzgfAPDCuisAAC91NnoNntNP\nCFQOABSp9totMir17T1oLmdHeZVfc97HmvlZ9txXQs1fzwvfBhBNkvj2cGV2O/AVpaNY9EuKSe9y\neLEdeOgyhYebOX3wGj1aZdax80rMdr+S6D5ub4qpemGwMtS55IRXHAMh8L2Mm2WmEjHHRpwzDtcN\ntOpl+3ztllPZxyoB/cxNe0Q9I2wePu4Us5KFxax34HvL/8XzWUiSSdkiAKc3fk5fW1uLZcuW4YYb\nbsCyZcvQpk2bBFE+CAL1gnt4eBz0qNfhpqCgAAUFBTjhhBMAAKNGjcLEiRORn5+P8vJy5OfnY9Om\nTejQoYO7gW0l+EsJxfhuWQocV7yfhu7h4WGwAPiabdG/iKVMacnujDPOwNSpU9GtWzeUlJRg505l\ncJCbm4s77rgDkyZNQmVlpVMCwMoQQ3u/DAD4x/ViyY7Em4Iblai8IaBED6NHGhr2+tLhral0iffF\n01U5eZwqpYjFBg28CpTpOOVj5qvyziGRPjPGm+nCnhKairA4TUkqBm5S4nCuML7n9EMLNhariulq\n8MPu+rOmYfF+RU9aYuMpjlSPSOMZALjut0R7i67iVFW5eco4aEvgyvjA33e1vJdPxvw6PzwAFMyi\ntsepcjzVp7JkR6ewvcTEH2g3gYyfpkyP0vYbZ7aXl9CGpTTLvktvnvc1L9mVITl4QDlW/b461DMS\ng5bqusXXJ3bF4OkKT1VpGbrzAJEYdYmaNw48ST1HLN4vWDfYtDOV+uVnn/sqEn2Np+lA+0uBrcmX\n7FJyrX388cdx5ZVXYvfu3Tj66KPx1FNPoa6uDpdccgmmTZuGwsJCvPDCC6k05eHh8R0jpZe+b9++\neOeddxLq58+fn1IP2r+4JlofBX3JXB/muHhl6dZGnMJFlzFrGhatDDWdYMLB8eocEVP00ouObWbV\nIya2WixzSm5I4vKCSwY9Vmd6ZWsccWHwEN3H3nJR+jg3Nuacdrhtg106elEqjytHm+G+Ul2qS4Zk\ndsJiuyGx9khajcRysJ4jUy9prBiLTuHEjnTkhjfD9fBoZmjyyDmoMSl9XDHkTJSR6sQRMcexg/g7\nY4B966aVdXqfKzJtRpSGvsiRyCS28wXRtnKkKuK4Z5xea09mRgKN3ra/2jKyjM11+Wsuzo8TWO6u\na2kTO7An0neLTON0tJfb5nTRmUHieJKBaNgfHoDj6aIK5/2zEmqIPnXap5QyWDBtKqa1cTQ2bYwZ\nblySCfsZpnKn5MrWc2QSwGQm0MS/C98kH4eA5/QeHs0MTe5wc1X4OKYtIV/Pu82+/v9UywujoBxI\nftH1EbXjNkNz3rVKa8tfenaF/VaIDCxFPNdFWQz2XavUpHJ+xC655+NVANEYe4zJwZ0AgPxQuZN+\nj9SkI2EMiu574H4AQOc7KArO82Stw0Yx7WHAWlZeRSmlUi5wlFFpp7U+25Cccs8bkfN5u60yoBn7\n7R80DUev6UCGG/ddfX/C+SVgApVrRB2vlnBK6LlUJkTtRaJUQtr7Z+8aoUmu+N3saF8M6VcyytrH\n7ZWXmLrFtD3MonVxtIKYfXYcvhQi3WrExMi7fL1KZ+7S0XDUIXatLca/AJiU1QCwEKcDAF54fWyk\nj1sH3adp/oqLAJhnefcuJUn2amlSXr91/FlqYzyAm7xrrYeHB8G/9B4ezQxNHxhzMRCcrAIsYtJ/\n6X1VE5Qo1Ga5CpI4/qTHAQBLhbXB8iWnqA0OdsjSkyMw5hXnTwMA/O+OqxSpQ7zL+Ctt8D6xInL6\ntSpq5sKPVcDOLT2UTHvY/UamDcaqqURZJxWlh41rTg+uI4pqGLACiPaNJqXYzN8KGuWff2uoDJSe\ngbK9Lh9zlKYIr6PjaEZSfNZrAIDSr84zNCQOBnSdxvX5PZKBp0N/+AEZ9whF0ImvLAAAvH0Ehb5m\nv/4EZSISI9UwhOieU6JiEZyUpsJAsvg7nsMIAXgKPwJgluV4KvfykstNQyeXAAAuDGV47Sh4CZJj\nGtTGeOVJz7ZUaTnBilwW5bDWzz88jomjpdweQCUHFlosaOhyBxMejhwUPnuzoSE7nW9yo4FE2+4w\nz+fNbSYDUGHbJwb3evHew8NDocmX7IL2ezEsVMqwuT8z9VnT1Rf0qGs/BAB8HpDxz3Umo0FwLn2p\neDWHFTBSocShiQPFQZ+bEg0jDMCYstpmuNJIJ1AcNLiN9pFCKONa4bVHoaULM8mbTn1YcVaoNF7t\nRWIM9rL7v+3K87BmujIPHfm08VFYTxrAh0+4VFWwUk04IwYrrfMZrCIEBWVmqS0zmyLn9FHjWhew\nO6D80rNDlDofjpyzfvsRmuLtgJI2lNFS1k0krTA3j0uXRLeNw1QDQKu7Vf+vTYp6/f2jSHjLLWXJ\nx7I6EUpR5vAyvHZycBy9uHWrVJY2bVpeCpSvjHqwXljkeOYYfM1eppKUkQW3r9YkGxYo70p+jli6\nCDYKyfFxevhtM1yZAGQciWYFNwO413k2gOf0Hh7NDk1vnFMb73IbGxEl2Yc4lQ90SjSO07eWcepc\nZqoptJ2QWDOuPgXz1sR6YfLLaa30tWQOLw9uQFQhbf7Z8EhELl3KgUFDxmoPko10Ghl5Kc5MeV+u\nh3z2XJGLGtmZ5/QeHs0MTc/p05MsDrBDi835nM401v84mrh2EtqTX8Y9Tto04fSgkzGlcNWSSTDO\n+lQcNjTYhNiMnZ2CzLVk6SrO+ygGtnQT14xl2OJKNZWauas9hoYe0JA+GvPY8zEO19oG3b+GdBnj\ncON8plNwAILn9B4ezQ7+pffwaGZoevEe8cq6WB/wpGJ5DHEqZxTnT2815/SnTzauODRWoZM0mKMR\n/dLT3UpDI+aniiSDbKyCKpWpVwo3ty6hLs5LzlbGNeTCN/R1aIhyNFq6/OkZbCzUQk4tU3oHUoPn\n9B4ezQxNz+krA+39JXOhs5FBtU6KqBIgRny32aiGjUNcxjnaDJSUKnaCP9kOl5muLzSlQ9oQbbem\nXMRc41hxVnucTkrGyGOPwPbtlMHOhgLVjgyTzaadmhlx+/I6sZeeZlg0zkpzoXYSR+BkngYu4xzV\nEHsRVrcz8QI2UKzxnAI1xor2Vhovl5edNXadHx4Q94ZTTdFBkTDVfH3Zv5yMYERkZ5MuLCaBpea6\nZUnqJWwJIRX/emt8so6fmTjjnA3RcvMxIpAs1eWJZwMA9pa3MX/4mbPTWkWu5brk4xDwnN7Do5nh\ngMzpNVIJTBqHlObrDtrYZQ5GbcP7IMTGyLOaj42R5zLySBYjzzHO1GLkRbmZy9mkzorrl1KMPIYc\nVwJ9KlZIexJIzRgboxhJZSkvFRprfAA0p2/Ekl1ED2PFyNPz/Qa3m9pL5Tm9h0czwwEwzpGRV1Po\nOS4abuyx+9n+09VHki7iVifi3DZTT8q4/+Ee1z4Y0cRGn4kzc21I1NpUBtKQ+HepIG5cVh/JVlrk\nvpg3LvZ52I9vquf0Hh7NDP6l9/BoZjiwijyHci3W9r6hbdbTV2rTBJtGLHulB6kflwISFDaNbDet\nQcY5GdRVsmMaCHvsDVZCJjnpJvXWs0X2/TUVIDT2PqbyLiTxeVBIbYrkOb2HRzPDAfCnT7KURMYF\nJmWR+9jYMrJtKQulcU6NVdohkF3H69LBLa0IMi4fea5LiaOmspIV40/NS2yJ5qou45woV4uOrx5O\n0einxWo3losTrTDSMmO0I964BtSYJBdxyj+uc6WMcqRis5Hk2a2N8ZXXz5N8zlJ5F9hAzRvneHh4\nSBzYOb2j5wbNLRsy2sbO6RthnONCo5bjUsnatJ8Rt6ToIDZIZTyNmpcnGufsY4Op99lYpLJUty/t\nNvQA70/v4eEh8d0Z56SSFDEVDq23LTPaOCMfZ7u1SWhc8+IojBluIte0OanTDLcxkVdEPWvvUzPD\nzXCOS0FxPGdcwGRokHGOiyaJcY7TDDdJexGkMj9vTAJLlxluQ9y5rUNizHBTOd79DHvtvYeHhwMH\nZE6fZnNRYP9Nz2ztfRyNzY1SCQ5RTzRfwGhbXVp8W2chaRpkoxBzvRrEmZOMSyLpun+cDiSldXoX\nJ0rmkZJkcPW2s78cbGxaV5+W9r4xUY0F4p6j1NpJ7bw8p/fwaGbwL72HRzPDARHvE41Gmg8avSR2\nMCJOdN/fiR7+I9CAaUIDXoGm9r6sl9NPnDgRvXv3xrHHHosrrrgCu3btQkVFBYYMGYJu3bph6NCh\nqKysrK8ZDw+PgwSxL31ZWRmefPJJLFu2DB988AHq6uowa9YsTJo0CUOGDMGnn36KwYMHY9KkSckb\nITPc1JaTEo+t95fsmIa2i3T1q6/9GPB5ql8d0lCHdPpx81wvfxrpjl/CeDKw777nsksxRmo7Lb1O\nKfNc47F/9tjlWDWNNWbn9WXixPMz40tlIDYyHL9kNHGwxyd+cc9Kkue2tjZN/7gu6XMh24lrN0XE\nvvSHHnooMjIysHPnTtTW1mLnzp3o2LEj5syZg7FjxwIAxo4di9mzZ6feo4eHx3eK2JlGTk4Obr31\nVhx55JFo1aoVzjnnHAwZMgSbN29GXp6KcJqXl4fNmzcnbyQT2M2OEtKBgKKnmi9ajAGPXTqNfKqj\n/2Vf9rKS0zCIjrcj72aKeVutO7UQOw2ZyL5ANTlo6Ii3FMV0p3Dc0Nu2k5Ace8JYv7ErYlxrk4PH\npccHgK/BzqpW7vG4rqk9dhHA1dBbUXojTx3vq43+F33tSkgX7WyIwNc3jvXZzjNx0Xu4DzvSsAA/\nM3FdWs9wy0yTaryG6vh50Mup8vTs55r/Ry6ByykoEbEv/WeffYbJkyejrKwM7dq1ww9+8APMnDkz\nQhMEAYIgZi37dyX4oMN7arvsKKBLcUoD8/DwaAA+KQXwmtreXhFLGvvSL126FKeeeipyc3MBABdf\nfDHeeust5Ofno7y8HPn5+di0aRM6dOiQvJFrS9Cv75MAgJW/Lk7YbTSVMQY8MW6lZjsFN8dYJDG0\ncKWztvpOdxhVGEOL6HlJo5iEL3pKxjn7ZyWExxXVtai2tYloQxyUuKxz7Kt3zu1oSJoZJ7XxdXFm\nlgYaY4DTUFjSadwKRgo0rucooZ1k/7sXA1imttvdAnz73+4ho545fY8ePbB48WJUV1cjDEPMnz8f\nvXr1wvDhwzFjxgwAwIwZMzBixIi4Zjw8PA4ixLKNvn374oc//CGKiorQokUL9O/fH9dccw2+/fZb\nXHLJJZg2bRoKCwvxwgsvHKjxenh47CPqlRVvv/123H777ZG6nJwczJ8/P+UednN0nFhFXqtEGluB\n51LENUYEdZ61pQjUfe0yJLWWVo3+GqWYiQKklXu7SLlXE6WNbMcp8hLGzDnRpfefjbh9Cqxc1eMD\nwErCXTWW4pX7tiIGRcD7pF5Qi6CpKPIshVmNpOAxliMK2S6L+q2sMpUkl+mO+mQ293Lw1jPTAEXe\nIS2NIo8VgVGlKqL3OJP0ZvtBkefNcD08mhmCMAzrZwuNbTwIgDtDhAXqK/XbG6/X+269/Pdq406q\nWKOKQSPnaZoFR5yrNjZQRXsqJcPlr+tUq5RM4WMqba4pOddy+rIXlqlydFdVvmhIrq/+LQDgDz+6\nRVUsVUV4K32FZfLGXCovUsVfOpwHALj4N68Zmi6qCDqoW9B10AoAwJ8wVpOcEvyZtjbSOItVuQEG\nhVRm0q1cQ+Nxmc1Sjs3wTEVT0dFczNyNXwMAtucfCgC4JU2dbyvsBOBO28XlEVgPABgU/EbTTAv/\nCACY+e7V0TFMhcFoa3y0tHn5oP/VJM8+fBUAIDg5jJ6XS2LbELOPYR+fitela1mOL925JdZBkuNy\n8s7+VL5C5UWCRtWFT94JieB58WouopLfAR7z2eKAYrHvsgDJXm3P6T08mhma3hMmNgJKIp3b2YC/\nWA4OZveTim9zLOJitCXpkyGvpnUa+rxkvcVhmJPGppxynZ+uC5LTJBlzxBmK/PJr09Ii42CaVCID\nRdtOkqAzrs71HNicuCF+6w2JUZBKu87l4voaBoyOIGZAqZxnKsvX9bzVntN7eDQzHBhO7+rFpamG\n9YXX++gTVpMYEz3hy1fjqLe10Kloo22NuhybfVzMVQy1/YaDI1p2Sa6U14lmqo6/yaScOM4VM2bD\n2dOtekdaa0s6Sa+Hvt5xubAvT6lLr7HfYZv+OuLopXS8dYjrGU72vEvUc309p/fwaGbwL72HRzND\n04v3BUhQagEA8lXRonAHAGDvx8o9i5eH9LGAEesL6X/cdKHAQcMxPrKsfVI0qmIjjOrI+HCMITkE\nu6L7+Pg0q0w2Rruet7P4cFco605UWoq8AkPRokBdw0PIkKhmQ050fK7x1HKfoi+6zm67/GTpu2qp\n+cR9+l5WWWPIEkRJDIB2Co/FhPsVp7Cy23MhRYVXhDbZfwBmWY4hG6a1aH3DOln/AW0AZI+n0NFM\ntkUjm+Fzb49YeE7v4dHM0PScvhLAYLX5AY4z9WREsXcrOWCT8cFHY3tFjwWSKv0iYOOFMiq3in1c\n18c6Rp79Yt5YQMcMUKVQGurx81e3jDhZEf3/SrRHxjnv5fSMHHv5yS8bGjLOwXOq+Lx9b0Xb/VjR\nUEW05PMUEsjedHUNa7JbR8/Fxenpunw8tjMA4Et0NDTU9vLux9OY1Thak/Sz25FslBV4bCp7j3C4\nvJmON9eWsFxsM+eyjHM++L64BnQrIC5dAvj4DUnqo4N207iUflwXG8uBDW9cJr/MikupvEQV2Yca\nksoTVXkS/WehSZ4vG5vJ5xqIni/TFCAWntN7eDQzHJglu9fVZlG/pbp6ZtbVZj8AkHduL3ykacpr\nj4rSMOd3Ldmxdy9/+SSX4zmO7a8haFoMI90Cm0cyB/rY0ByL9wEAC/LJPLiIOOsbRCADCBGn799m\nFQBg/RFLVMXrgoY5PUkKPbsvo7/vCiK+RbSsM4z+rhEkdnSdgVTGmOH2WLsOANDxSGM7zNfgpF1q\nrEUt1Tha09zctezIjjuFJE69JqSdY/EBAGDZsIHRg+R9ONc6B+L0xfiXoeHrOwzJsT84vQupcPrJ\nbFrraojn8MThQR6plcMFDUmXfJ7ch+TqrAex5+tSP8ImufWkjPOc3sOjmaHpOT0AEJPjLz8A88Wi\nr1pW8RYAwDH4TJO8Ib9igNu1lrh1TrFySKmY1QlJwVzbYXhzUp4a5Fv5Z6mKfIsWQHd8Gt1XTCXP\nWeWcnhToPGU+9oj3o7SCPvN8NV9nKafXro8EUZdI2bW7cspZXdbXkOj5pzLDzSxS7dWJqD9p6epE\nairbqgrVDA7dZuahRUVKEmvz771qHKepcaTC6TuSt9ESsY/vZdfeK2iYarK6qk9/TdN5gLopvDLA\nceIi0g5ds4LbVyf0r8+Pjt98jFIqpMfEDay10oClQitj2jHYPXZLxHnGBk2weQ6vOfwrguZKVSy+\nlTpFtASMDsd2uBHa/BbFJK1WSXfpRHhO7+HRzOBfeg+PZoamF+8zAQxSm8vRz9SzwQaJ8FXzDgMA\nrBl5tKFJReFCdRXzSKxnZZ9MulMW7ctlnPPWutPVRjmJ1pW0dCjEp0/QTW2wgoWXz0gqc/rT0zLM\ncqhlsKMGJvrT16xUc4H3T1PLVB+0lEt2rJlSJ7F6xcDoOQAmwgob5yymuYW4fnssRR7OUMU3HU1k\nmLfXnarqTlZ1vGTXloJNJkR2gVnG+xZq2nAa5up9z0Ddy9Xv9o0etNJsrlvSI3o+9FwsHHS6prlp\n0DQAwIYFXRP617AVeQ3xrkuBtsalyNPTzwesg6QtPV1fXpZjpR2L9ACAZ1RxmtWMfIZXWnU85kJD\nsndeG2tcbnhO7+HRzNDkkXPCVUDQ82FVcectet+miYqF5n+8HQBwRQ/1NV+iLRSAzz4maxrmoKx/\naSc6UboLjDjtWQDAk7iGSM0nOb1OKWoOnZPcJ33A5QsBAO9+qTjMuo5K8uj8uy3mfIrVpVrZ+2ga\nltLSDQ1YkdNWDIxDMVMUnGHE+uf+ATauCZVC6NkdVwAAqi47TO8L7436yJ9UVAoAeGPXWZqmLl1d\nmEO/VOc36oinAUTNZtnjrRUZ2sw8j5ZMhbTT819qyXBVW1K0zUSUxrUEaHMVsyqLjJtUzL1Tc9+M\njOFHeErTPIUfWeNTSsM3Xhfrc2erCD5nhd1QH/JIO2pH9gGS531nGreZcVTBKM2NWfJ5ZSotx8XF\nZ+THmpflpEKXOHxw9T1UoaSD8G93a5IdgxV/rmyp3htWqrYWcQJvgbpO2fgaU4I7fOQcDw8PhQOz\nZOcwT7S/qsm+wgBS8r+2HT6Yu8e2F8kdWZdQlzr4a9vKUWcjhcQKrvNt1LgSoSUgh7Sj70Gjow7F\nH2scihKTgjCcKZ04CUfMRbCXE+Oep2T7XJKRPa6UnlPXW1Vn0TivE+tXGpd8I9UksZ7Te3g0MzR9\nNFwsRPgXNU++9qLJet8fgwvURjapsJc6hnEMazrZ4GZNIg1/FdeQ0cMxZQ6aQipfseoNZz4qVPPz\nz4crpxfM3UZ7THs9QzW/XhWQdn0Czb3Oo3m3wzhn4/lq4xmo+frtM6cYGlJGBy+qc29xm1JQTMm7\nUZPckDFdbbATxSKaYBcICyXbwYKngjEx1t6+WZ3DNr3MAPwQfwIA/A3fBwDcjEcBuKPhMjhRZxbp\nMF4/0piXHv6FMs6JxtYHthfnmz+z6P6xgUyVOq9bu9+nSR567pcAgOAMkp7YuEYY1bSg7b3lpMGO\nm1+n4n6b7NhIHT2z18XEJiy0+tzqoKEVovD6aE7I4Pv3iH+8beeNXGs2F9O7NAvAZB8N18PDg+Bf\neg+PZoYDYJwzEHtodWmpdowW4JWZKSS2FLsaYZ9yFvNljnYS0Z9gsYeXyqTLG+faY4OIxPQ/nz/D\nS2qsROE+jJ34mm1W25OVXP3NQ0rMP3SzUcDsyFXfU16CfJvXbM4y4v3GjjQHuE0VbFzxwVgRd6C2\nVJVldO5TaU5QZEi0CMmGRLP5WCSCjF8+ubk7AOArGAf4LdOOBAAsvUrdp6XbVCets0i8FzbrbJO+\nm1JgdcyjdVVhV1T+CXlJsr0OP22LhaJqKkeNyYiM768PGnv2hwYr8R6PZ0bPK90YFu3ltm1Pyib1\nsqNnbhGikB6ePCPlcfESp4iHwIY3O160ebAU7zkLLUfp4UFfbEieoFIsm7rgOb2HRzPDAfGnr2yn\nPm+V+J7Y8a3eD8CY5UYigzBH7oDkIIMYbbJYbZWAWQrJsf6L06+yaZmrG8XJnnKOdlJGpeL0X6cp\nFpuWu03TshFFJbHfr6lkCUDu0+e81aoHYM49j3cqSG5iRxZyKYsYVdE+vpZ9VXKh7tOerep8t9dQ\nxBzpncYefDXq+lRmUTs5hkSPowoWhBRWSVpIywz3W2Ho9E0um7Jazbie3oS+HPSpRM6x4YraZMek\ncyny+PJutWilXzxf95Z2ADyptGMOz9fOiukIJHmHEuE5vYdHM0PTc/p0Y+gQjbFmGSA4jRZ4eBlW\n6eDiCV9pmWI4WTsCyeLvySuUhBNok890MeelOk5Zzctdu1oekkBjn3v0OlljTSWSawpJPHZb45LH\nJaQWz+RxyhRY0WUq7aPuiHWQuEQm7n2SBB27d4m03y1bumldkYXjluOSGcbsa+ScxrxFjrHHpn1L\neIYdBjzJEmJY8Jzew6OZoek5fU0pWtcp7e8haTL6yN9VMYtcWKdTdSTGGX/V2PpEauQtcBi26cto\nQ0bQudgithJiAmbVgFcT5paqMl1o0vV8kfoYpvax00OrKvP13dVO1bXEbiqV22vb7YYNt27HxiZU\n4XKJzCZtfSH9Z+/kKcIoYzkZZfDdPBvJQX2xs0hEqjhZFdrU1I61lu7wuElX17CGo7VI71uegw+M\nHhKxJiqy9tHl6dXSRA9qu6MqMj57CBHY834XfWM4fZyxj92ulLT4VPm55nssp++FqmidYLot7rF+\nhm2aqWazuESVyxELz+k9PJoZ/Evv4dHM0PS294/9C9f8RAVG/OPDN5udJAIddtcXAIAtAVmUzxAc\n+wAAAoZJREFU3PZfhqaQShaJrDDJkX2XPabKu+l4KcKxYcRlVjsSxRSIcdQA4KtS4NTi6DEAMJ9K\nFtXIlWB0+CQAoL1YK+GlsFKcCQBY95KKEHPTyN9omvU4AgDw8rGXR89rnuhzOqLn89A/Vbl8iKFZ\nNR84ZRByCpTxf0V6R+sgwMigiuaU8EMA0WQX6wIV2+Cw8HAAwJYfKWMdLYrK626LuySmh6eZKVPw\nMj1ad86J0hZeAFSXAq2KgbLnqZKXZ8koqt9oTX7Ne8oH4I8B+wnEydzrYvbZiuAUlGMaG6CcJeQ1\npTHPvD46LAkW9dmAh6aPHMQSMEZZo8eq54i95WYsud60w4Y3fA+43WLR120lqmxfAmz9Lm3v3ytt\n8i72O7aUftcjaBgWL6if5mBDTel3PYIGwuXs9Z+JplfkvWlirEWMBqarYksVcZMexKGFE5r+irHJ\nIn/dpLKGOX0hHc96DcnN+SzbW/vk2Z9LJsL5UMyCxyE92Ni81UotxeeXpQ16zPKLVorR2LPF4LWx\n0sonqYai2ZSJPllKYW6bTRz+TkGzLg3YmIGKAlZeWpw1AmVws4YGv22z8bJDPyWNVO/YEh0HX+P/\nr507OEEYhsI4/m2gYI+O4f1t4NUFPOsKHcdBOoAzuID05DEefKFJSKGXFiH/HwRKm5ZQ8kj7EpKO\nZGXSykegkO4GHXfeOZ3ze56DpJc0DlJ3yZsX61ynUwf5oqfjPa+7ZIltzZJpz9L4kXa3+rW5hJ40\n9bnYj7zvZdtU+/vd650/95Ecx6W15cKrNGnX9V6nr7fT8U8PtCasyMyCfvNjFAplw2Jms3G5aiIP\nwP/h8x5oDEEPNIagBxpD0AONIeiBxnwBwaef/LDPeesAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 96
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(-sigmoid(np.arange(-10,10, 0.01), 1, 0))"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 78,
"text": [
"[<matplotlib.lines.Line2D at 0x10703190>]"
]
},
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 78
}
]
}
]
}
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