https://github.com/jmp448/ebpilot
Tip revision: 8b9b9700063610b4f9f2406131b646542bfa7af2 authored by Josh Popp on 02 July 2021, 13:42:31 UTC
Comment and clean up splitGPM analysis
Comment and clean up splitGPM analysis
Tip revision: 8b9b970
lineages.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home-2/jpopp4@jhu.edu/.local/lib/python3.6/site-packages/anndata/_core/anndata.py:21: FutureWarning: pandas.core.index is deprecated and will be removed in a future version. The public classes are available in the top-level namespace.\n",
" from pandas.core.index import RangeIndex\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as pl\n",
"from matplotlib import rcParams\n",
"import scanpy as sc\n",
"import seaborn as sns\n",
"from scipy.sparse import csr_matrix\n",
"import random\n",
"random.seed(2021)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sc.settings.figdir = \"../figs/\""
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"adata = sc.read_h5ad('../data/harmony.batchind.h5ad')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which cell types are present?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/umap_batch.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.umap(adata, color=['Batch'], save=\"_batch.png\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"adata.obs['Individual'] = [s[6:] for s in adata.obs['individual']]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/umap_individual.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.umap(adata, color=['Individual'], save=\"_individual.png\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/umap_clusters_res1.png\n"
]
},
{
"data": {
"image/png": 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MfqNCdWwXmmHTmJ2gMXOQMAiIoggpIyLfJdk3THrJSpK9g4eXHIWNMmG9TG1iD57bJN4zgGFaCMCtl6ge2EEURfiNCvvG7ifZ3YVmWlTHd+M12mPAXr1C0Nkx62gz3jzdRhY3ai9ZeuXm3yIIfUx0uo0M3y3exq3Fe1hmD3Fr8W7+59IPUA9bvKHnWu6rPs61uSt4SfZFdBs5Bq1eLkytptvIMB9UaEXOGbvOyqJ4tjR356ozWed/oJ1taAMwBXz2ZAtQ3cuKchxB5NSRgUVqaAXNmXH8ZgUzkcJv1olCHyuVw7Bs0HQCp45pmBh2gkTPIEIIjHiK0G3iVIsQhu3tJqUk9F1Muz1pK2jWIYroI01p7xbsrjx2zxCt+UnMeAphmNTnJkkPrcBvlNEMgx+1HqEZtNjc2Mked5wRq5/XdL2U7xXuYi6Yx6c9Keu+ymNM2NOYmskH9nwSTcLm+k4cXL66+jOMuVOsiS/ne/N3cnX6RbzBfgn3RVu5Lnflc3ztlQU6U2nuziZnrM5SysMTMIQQNwO3nGwZKugqytPk11yCWythWHE0y8bs7EDVmD6AZmvolo1mmEgp25trxJKY8SRRGCBDH79Zx0qmCTpjtFEYEu/KE/k+scCnVZpFs+PIMEBGnZnLoYdbmMQtTAJQ2Prg4fOZdWHO2YtLQBBr8oPgId4/+Ha2NfbwmYP/hK7p5K0sXuRQiNqt5O+V/gMTg/cMvplW5BAXMa7vejHX5DbyuclvERHyO0Nv5+rcJdxRuo9vNm7lM8s/ii6OHVdWnnfOSJq7s8wZq7MQYlBKOdW5eSNw0rO5VdBVlBOw00eGagy7nREoNTgKgN+sU96/ld51lxN6DlYyg1OZx0pm2xOygGZhEk03iWXzRKGPZlhohoUB2OkcURTh1UtYyQzFXU8iXR8sk3bueh86mYTQTTLZBPHU+expHmQotHiFdQmXyBFmzXneO/QWus0c35u/g9d3X8ukP8v9lSf5QM+vcPPkt/jWzI+4Ib8JIQRrkqP0ml3c0HMNw/aRdcXXd13F9V1XLf5FVc6E51Wau9PkjNUZ2CSE2ED7DbofeN9Jl6sSHijKyfMaNaxkmigMqBzcCWGAlelB6Bp2uhvNMBDaM7caA6eFU54lNbCMKPCpbNlO18UXEjSa+G4dO5dH0zS8egUrlWVu904S+T68ehM7mSDwAwIbspkuKmNTpPt6+VzxO7xv4K0ccCcZtvqphHU+c/BmfqX3NVyV3XAGr45yqk5HwoPFmL18tluM2cuLRQVdRVmgytguNN1AyohEfggZBmiWTeQ6GIl2IgKnNIuRSB9uNT9dFARoRrvjKWg1EKZN8eA4vStGjzwmDPFaDrHUM2cCmt29l94VowhNzZF8PlJZhs59qntZURYgCgMCp0nkOSAj3NIceixOsn8Et1IkmD5AvKuPWK73WQPhoYALYMTbQfXogAug6fqzBlyAvvNWnHplFEVZdOrjsKIsgKYb9Jx/MVY2D6K9RWToNGnMTWPGU+SWX0Csq0+1PBVFAVTQVZTTIju8ktzy9eipdsIALZ7CsC00TXvGDS4URXnhUUFXUU4TM5Gke3Qd+XWXk+ruZf7uv6A6M/dcn5aiKGcRNaarKKeZ0HQMO87Aa87lTYAURTkVqqWrKIqiPCshxIgQ4i4hxFYhxBYhxIef63NabM+UzlAI8UEhxPbOdfjzky1XtXQVRVGUXyQAPialfFQIkQYeEULcLqXc+lyf2CL6MvD/A189dEAIcS3wRuBiKaUrhOg72UJV0FUURTmH3PWzLcdtFHHtyy5YaJq7Kdob/COlrAkhtgFLgLMi6FZu+8vj6px95UcXI7Xf+4HPSCndzmNmT7Zc1b2sKIpyjugE3OPS3HWOnxadQPQi4IHTVeZCdALucXXuHD/dVgEvFUI8IIT4qRDispMtQAVdRVGUc8eiprkTQqSAfwP+q5SyejrKPA3OZGo/A+gGrgR+D/iWOMk1gSroKoqinDsWLc2dEMKkHXD/VUr53YWWdxqdyXSG48B3ZduDQATkT6YAFXQVRVHOHc+Uzm5Bae46rbkvANuklH+5kLIWwaLU+Rl8D7gWQAixCrCAwskUoIKuoijKueMTtNPaHW3Bae6Aq4FfA14uhHi88/XaBZZ5uixKnTup/e4DVgshxoUQ7wa+CKzoLCP6BvBOeZJZg1SWIUVRlLPE6cgytBizl892izF7ebGooKsoinKWUKn9zn2qe1lRFEVRzhAVdBVFURTlDFFBV1EURVHOELUNpKIoCyKlJIokun5mP8PvC6Bbg98tw+8l4ddL8GILyhLWGBDT4B0JyGkgAVOlNVbOAiroKopySqSUOI5PJCX1ukN/XxaAKIooFGpkswlMy2B8Yp6lw3mCIETXNY7ewGfHrkkMQ2d0WS+u45NI2FSqTTQhiGSEYRgkEzYHDhYYGe7mwJ5xHu0f4pczBlMh/MSFjOcRNGv0Wz2sNeFrLbjPa+8HuMWDqQgcCZ/Kwvc7993eB1JCRbaDsqKcKSroKoryjIIgpFJpYsdM4nGLqakS+w7MEoYRl126kiefOsBVV6xm954pUqkYibjF7r3TpJIxmk2X8nSJ/t4spXKDYrHG8JIeDo4VSCZterrTeF5ArdYil4uzb+8cLdcjCKLDr5/NxLFtk0bDodlqkY5ZXI/H7j1zbFwxyK3NiG4Nlg918z8CuNiIeI0ZcZtn8EQAb0jAVRa8qQCfrsEvx+BFFrgSqhHc5sBLbVhqwDYfDoTw6thzeMHPUkKIGPAzwKYdN74jpfzj5/asFpcQ4ovADcCslHJ959g3gdWdh+SAspRyw0mVq5YMKYrydFJKDhycY3yyiGnouF6AbRm4XkAYRsTjJp4XYNsm+Z4MU1NFpJR0d6XRdEFXLkXL8TB0jXKlCUg0XbBu9QieF7B56xiWpVMsNdA0QW8+TbFUx/cjoqj9NykWM4jHLFotjzCM8IOIXCZOte6QiFtcdOFSDN2gXKozPVelkEuz1HNBSn5aDygO9fHRbpP/04KkgJfH4LtNWKnDTzy4KQFfasL5BnylAa+y4F4fKiHkdejVISbggyno0c/MdT9blwx1dqRKSinrne0g7wE+LKW8/zk+tUUjhHgZUAe+eijoPu3+zwIVKeWfnEy5qqWrKAqF+Rq2bVCttjBNgy3bxgAYHuxifKoEQLPlARCzdXwvIAwlzabHwWYBw4AghNlCFcvS0DWd/oEsu3ZNsW7NEh56dA+maXD/gzsZGc7juB66ESORsHAcH9+PSKfiFObrh8/JcQIcJzh8WwgoV1toGnh+wK7d01RLVQaH8hD69JXL9I70o2mCi4v7GXF13GaWC7ft4LZkN5fmbN400M+nKmAJSY8u+N00fLkB/9QFHyrBFj9EQ2dP2O6eBrjHhY+m4OoYZJ8HXdHb7vzpcRtFrL3umoWmuZO0AxCA2fk6/S22U1T+XPy4Oud+u7UYqf2Awx9C3gq8/GTLVUFXUV7A6k0Hp+kRSZiaKdNsuoRHde9Oz5WPe47jhliWTtwUtJwAIUDXTSwLAj9CRhLP89i+fYKenjQPP7YPTRMk4hZhKNm7bwahwchQN/sPFkglYyAhiCREEbGYgW6aNBouqaSN43oEgUTXNDRd4PshIIgkpOIW8bhF6Dj49Sr7Hp3BzvcSDz2cSp3WfAm3XufVukZpUvITO0u8WOUdUY1G2MOttZCXD/VwpwtDuuRqLWJNQqcSwO/X4EIDNlrw6Tpc0IKXx+GtT89ncxbpBNybOZJ1Zxlw87Y7f8pCA68QQgceAc4D/k5KeVak9usE3OPqXP5cnIUG3mfxUmBGSrnrZJ+ogq6ivMBs3T7OujXD+H7I7EyFSEoyqTiaEAz0Zpgv1qnW2o8VQsMyJZ4fIUR78hG0x3rlUbOVXdfHMnXicQvX9anUHHw/oFFvYRiCRNymVncAgWnqeF7Irr3TpFM2s3N1BO1mUzxp4zo+BC6aJjrlGsTjGkEQ4jgB6XQMXdOIoghh2oyNF/A9n3w2CV4LyzIIah74BqHvoVsWmf5+XMdh5ZOPsEYIqrpGo1xhS26Y5FNbGNEE12aT+FIjyIzwySZsNNvjwd9swUts+LkDd3vwGhvSZ6i7+RQ8W5q7hbb8QmCDECIH/G8hxHop5eaFlHmaLFqdn8Xbga+fyhNV0FWUc1gUBBBJAgS6rrF33zQx1yEIQkxTJ5/P4DgeM7MVfD9gYqJIJCVCgKYJZBThhxLL1PD8CMPQCIKIKGrPUoYjgdjzQ3TdJwhDgqB9sNZwyGYTzM/XEQK6u9MUCjVMU6fV8mm1fAA0HcIQHMdHStA1QW8+Q6lcx/UCupNpyq0GmXScSrXF8tFeJibn6com8eo+ttdENlyEYRK3dcpCxw1DTF3HiscojU3g1GromiAyDHZYSdY4NV5WmqKvVkYD5gpzxLJplgz08ikcuvM5al7Ab6cMTA0CCe8pwvYQLjt7g+6ip7mTUpaFEHcBrwbOhqB7JlP7IYQwgDcBl57K858HIxSKopyK4kyJ1kwRv1KjUm3iuh5OoUwscNm9Z4oDY3MAZDJxNE1QqbYwTI18T4pU0sbQdQTtsVS/0+V89MxiAK0z8GlZ7SjUcgKCQJJIWAD4fkShUEe2e44pFGqd4+Ex5YSdm1K2Xw8khfkanhdi2yae5+MHIY7THlfet3+OKJLUqk3CKCIe0yl6Fg03YnrnXqhsR/dmaBTm0XQDPWaT6ssjhEBHsKrVPo+lBGjakT+DTrWO57iElQqF/Qeo7t6N2bnbEPClHrjdWfCPZjEtVmq/3k4LFyFEHHgFsH0hZZ5GZzK1H8D1wHYp5fipPFkFXUV5Hgs9j9bkDGHLIWi2o0Hk+dR27iUsVyAMKBZraMUi1VqLdZetoYGB7wX092Y5uGUv+w/M4boBAjAMjVrNIRazcL2AIJJICaZx/J8KjYiurhRwJIg2aPId7RaaTY+R4Z5TqpOU7SAcBBFStstutTxMU8e2TExDI2abBIFESokdjxHv7Qd8MtUHIZXDj2K0ah4ilmB/MEWzXKFeKAKC0PeQvk/oeXi1CkQREnCFBlIy9ujjFPYdYG7vAWqzBWqF+WPO778k4QHvlKp2JixWar9B4C4hxJPAQ8DtUspbFljm6XImU/sBvI1T7FoGtWRIUZ5X/EaT6pPb8Ms1ZBCAaZJevRwZhIT1Jmg6Vn8PlSe2QhhhZdK0KjVaS4Yxq1USoUfq/OU0ZucxV44ys3ucutDI9+bYu2+WbDaOaeiHZxHrGnR1JSnMNw6fg23puF47yA70Z5ieqR4e703EDYJQksslKRSqRNHxddA0gWVqOG54/J2/QCxm4DgBht6eLa0Bug5CSgxDY8As4pQL1I1+9NYkdiLPT/XtXOOsOVyGHs4R6r3owiFsTEBiiIg4B80YKwmJwhAjZiOEwGs0SY8MYVsWvaPLAGjJ9preS6yTPv1f6HQsGVqM2ctnu8WYvbxYVNBVlOeJ0uNbcPZPtG8YBoQhIhHDSCbwKzU0Q0fLZXFiCYx6jcxAnsSyJbjzJTw/Ys9cnYvXjQBQbbrkskkO7BojlcsQjE+wowm5TIJ4wmJ8onT4dTVN0NWVwHU86g3/F56naeiEUUgUgaaBpmnIKCKM2t3RuqHh+0eisWm2d6nyvBBNtCdUJRIWjcbxzcmjJ3MdmsdlRR6RZmAn4nTVnkBrjmFV76CevI5082f4y34L10sh5u4gsJcjY8O093gAiMCvQVQDe7j9GoaOkUgQOi2QAj0eQ5OSJResoTozR8/SETRjcQZ1z9Z1usrpoyZSKcrzhDM9dyTqBJ31q2GEX65CEBC584h0nYxYgZ+IU9+9Hwmklo8wtnuK4Z4kjd37qc3MU8p0U+zKYMbjTM6UkfN14pqBJMl8sd2qFUAyYVFveswf1dIFQEYIoZ1woWYQhocDo2HopJM286Umui4IQ0nUmQmdTsYQmkbL8fC8dn0iCXglGrILTeNwS/nQ7GYpQRAiaIFIo0URSTlGqv4oiWaJctBLSxskbV9MFFWInALuzC6EdPFTL4GoCWjt6B/J9vd6CszUkaoFIUGz1f4+9BEt8H2fic3bELqO22gwuGYVumku/IeqvOCoMV1Feb4I5ZFmXqahdJsAACAASURBVId0XPCcTgBJI9xuWhMz1DQDe8UotXKN6sEpuqbGSWsSaeg0ESQrZcR8kXjM5sL1y+hdt5IgmcQyNVzXJ5dJIIF689jWpmVpgMQSoAUnHtg8+hQDP2S+1B5uC8Mjd2RSCepNl2q1eTjgAhiGAKsLgGTCPnxc0v68oftTpFJxwCYMPfDmcT2XudirqLTi0DiIiPfjxtegE0eTIZa7CzuVwfS2Ey9/GwK/c73aRDCN0I9tucogwEglELaNEbPRbQu30STwfTzHVQFXOWUq6CrK88D0bT/DSMWPbJN0tLCGljawB/uw+/MgI7JC4u47yFzNI5grEHgezf0TOHWHMJNFaBJ3vsi2nePs2D7ObKFKmhA/iBge6iKiPUb6dJ4XAQIPjdB45kFNQ9eONCafxrYNWq5LFMnjWspBINE00HVBre4edY8kFTOI9G6ceomYnCHbeJAYLmHXBgLDoideIycnWLL7I8ScCTQRR5c1GuYAzWgJImgQxdaRnv/Hoyo0ixHMIU8wvKzJ9ocaw7ZI9vSAJognk+iGjjzRYLWi/Ceo7mVFOYvJICRotdBsi8jzQRMYmTRBtdZu+YYl0DNE9QC3Nos7NYuWiNGamqWQ72GoXMadaYEfQHcOKxMnM1sibLZIGxrzQUisWED09VENQuK6Tsvx8TyfAa/OrJXC6ywTiscMWp1tGQ1DoGsarheSiJk4nk8um6RUbmLoYJgGrc62kUePwwKEQUQQHh20DkW8dmuzvbzoyBPirc0MJ0scCDeRzwpK1YiWGMZPpohCQf++/w8rCplLryQT7kEETeYS6xnMRJTkm7GtJQTuNF58LSJq4SY2QOiAHgOjB9848Sxrt1IFoFEoohkGhmURy6bxGi2EptoryqlRvzmKchaLgoD61t1ELRerrwdCSdhyOPzW1buODHZ2CNNEc1pY0zOYtS8iNNASFs3xGWrb9jLni/ba1h6JbWn0DOWpVJqsXDFIymlgGQarl/XTfd5yLEMnZrWb1y0nwOrMXkrYJnpnMlHT8UkkLMrlBiDRNB3X9Rjoz2LoAtPQ0TWB3VnLe2zABdAxjSOf/2XQort5L7a7j+7id/GMPpoTPyM1/U2MXX+P5kzRXfg6IxOfJdRjTPb8Fo3YavyeV1DrewfYvfRU7yGY/ClWZjWRFBj+BMLKY/WsBj3d7jGIvPauHNqxXcvB085OMwyiICAMAub27Cc72E8YBMzs2kNpYnIBP13lhUgFXUU5i+kxm64rNtB3/dVYuXa+Wul6hELSOrRrg9CP2Xo+rNQgjMi5Li3tV5BulZjztyTjW+m7dJjuRER39mdohR+SKR+g0Aw4b+UAifpDLHvRauZLdabnqxSqLcIIpGy/TjZukklY5BIWYRTRPGq8t9n0sGyDRMzC9wKiCGrVFmEkaQQ1chm7vcwo8o75gGAaOgKJHxw5FrNMAq9JJGJYtsmyub+lmn45ljdJsftNGDRJhhPM599GzB3H8sbJVb4H8z9HKz5Io+9d+NkX4+mjuK5JYK1AEzp6VMWt1cHQQYuhx9qTpwKO3bn/6d1/UWfSmmla6JaJEILZXXtxG01S+VNbi/x8JITQhRCPCSHOlvW5i0oI8UUhxKwQYvNRxzYIIe4XQjwuhHhYCHH5yZargq6inOW8UgUZhBjJOEZXFpFMoEUSq7PsZlfZBnmiSU0heDPYQ6M0eTeetY7iT/8Be/pRfP31xC/5KH7XIEEYkUrGCOaeoPyty1maKRPOPEDKrLJ+sMRIVwpBe8JvueHS9HwarQCDiC6rvalGFIGMQsLO5KqYpdNoee3NLQhI60WssEC8tRktaCdRMA0NPwjpn/tHkCEJrUXf/FfAm8HNXUVf8WtoRpzx/PuJiyrV/I1k80Nkmo/jxpdj+/sZnv0bInuQueEPEwYBWCPMxzYQGr3I+PmEdj8REBg5pF8lMmykZpKsfIfQbc9QNji0C9Yz0y0T33UJXY+xJzaTGehj5KILmN6+i0ap9OxPPnd8GNj2XJ/EGfRl2ltdHu3Pgf/ZyaH7R53bJ0WN6SrKWU5oGo3d+4ktGUBPpwkOjiM4NAIKS1MuR2YChURoSARCM4E8/vRWsPrwqgGWP06oW8RlhcYjFqnQIlaVTO58kFhzCoZvwC1sIbviFZTHNlOsbqeUegOV6d0wsII4NbJJnXJdkkxlqdRqJGsPoPllqtmXM1L+CoWB38YUIY6UCOGRlQJn65cwExvRRUDL7AIZYVYfx+i6hEb3KzGCAhVjD9hrSZs6kR2nGb8Aoz5LXu7C39dPJn07WreLFpSJrXgFsW2fYm/P+8nGTTy5mqGpmzGFR0qbxPWT2JXbqQx/nMiII0UCKTRk4OJgYBkrOhe3888z7FcgTB3ph4R+gOjseRlJycFHn0DoOjIM8V2X7uEl5IYGFu+X4CTc8fFPHrdRxPWf+W8LzTA0DLwO+CTw0QWf5GmWe/z4DUHKGxaczvBEqf0kkOl8nwVOenxBbY6hKM8Dod/elGL+pw+gxWP41Tq4z7wXoQQCA0xDQH0Oo3cFgWUTVbbhhbsY2vg2aI3jTs+i+48xNVukkbie7OBS7M2/B10XEDWmmVvz1+QLXwfdZDfXMjz1l7j2SiIzzVzqWkaKtxPaIY7MYPljNLLXE8ssJbH30wTSotV1FdXEi+lOJ3DrkziOi2fmiAcF9LCMHUwRq25mrv83cJmmC42weoC6a9DbuIMwfzW+niWQCfrLXyOKr2K2+43ENQ3Xr9E//1VaA29hvjFBXPSSlzuwCrdTTd2Il7kcV0JSq2C5M4Tx84mCJlEI6MnDQRMg4j/f7aeZBpHf7nIWhoEMArpGhhlYtfLUf8AdC90coxNwj05zB+0tEd+zkMArhPgO8GkgDfyulPKGUy3rdOsE3BPWeaGBtxN0bzmUxF4IsRb4Me2PaxrwYinlgZMpU3UvK8pZzitVaB2YpPbkwyRHBDvHfHbOWZ0tmXa0HxSzj3mOAMwQ8AXS1IlqE4hajXj3GtKB4EA9RmPXLoLZ+6nM7KE08hHMYAeN2ceYHXgfB2I3Itd+kGbLY9q7iIK4Bts0ecj8XbZOpfADjXhUpbb8bcykbyDTN8hUzxtIxwTZym3M9Pw6hZ4348bXYVo+9epuhus/QMQHCNEx42ksd4yeaAf1/htJRHOkWxWShR/RSl1C3jiAdclHqWeuQvS9jIwxj2EmcVe+i0iYhGEZKzdKc9WncbKXsnTFq3C1LA2/m+ryTxMmzwfNYkm6hBnvR+Q3IoWFzA3ipAaJWZV2wO3MQtbso66fpqFZR63DParvWbesY3ajkkGAZpkE3lmzGfOzpbk7JUKIG4BZKeUjCzmxRXTa6/ws3g98REo5AnwE+MLJFqC6l8+gsYky1bqLjCTr1vTz1NZpDF0ghGBkOIeha4RhRKncYmRJ7rk+XeUsocdjEEXEB/soPrKX9RevwC2WCaouUbgaTRPguASAQKIjwDTA9yGMILKJArBzDo2DT2HHinRt/SxRz69SSl5KX59N74SH73dhLV1LqGXo97Yxa1xJ0KyQbT1EGPWQ8GsM916Lsfy11Oo+pl+kWnPQ9Bjjziq6K/9BPbGcGXElqWQT2XLwMGH+UaRpoI9cQ+jspW5aLJ98gGmWE+Y3UfBgtPG/0Xo24SxZS0bro2vZB5mpeKS6NJCCSvqVBN2vxJq9m/TAdThuH10xi2DfV+hf/UtUyyEbzk8zOXMZfmAyNDDPZMmjZq1EOC5hEGCYJmEYkTYhjLqA6HC3sg5Euo5mmYQth8iL0HStvc64nWsQwzSJZdI4tfoxP5/I86nNzFIb6CPV0434RQPEi2sx0txdDbxBCPFaIAZkhBD/IqW8aQFlnk5nMrXfO2mPbQN8G/inky1ABd1FsG3nLKvP7+V7P9xCMmHS15Pix3ftQAhBFEWsWNrDPffvZWqmTixukE7aNFsehqHjuQHLl3VTKDaIInjvr1/BXffs4dXXrQbgqW3TLF/aRSpp/4KzUM4VmmWSWrWcyPWIDdRBgD7UC7ogKNfAcUEIDCmJDv3B9w/NyQ0RWgJwkFJHWksJy5uxYk3YdhOs+jPk/ruwV38Sw0gTq/wYL3UZXqNE6E4SEw4WZcZTbyLW2oGGhlMN0YMSvpFF4qE3xpDJldQSl9DVFSdDk6I/gLR24doGc4bF6sSL2O4J3MYcSRLUo24enz2f60bjmK5kNn49Q2YL0SiC3aCprcISEj2KwPdI5AzShoaWeAVduoGRMHHndxDYPczNl+llDnd8HLP/RqJanXltOcm0QEbg+D4kE1hCJ5lIUpwYa6+zPWoBcei2N+KIgnbLV3SWCbVvCAgjAunj1usErSO5/XTLJPR8NMNg/sBBKtMzDK9fd4Z+M07oILDsGY6fEinlHwJ/CCCE2ES7e/lsCbiwCHV+FpPANcBPgJcDu062ABV0T6M9++fZvbfAvv3z/PCObTSbHtlMjHsfaHf5G3p78/cde+fQRXs3nlYroNU6tDKwPW63c/ccEZKL1w3xN5+/m/6+NN//8WbyXSme2jbNutV9QHsDAU17Tj9VK4ssqDXwimXiwwPUduwlaLmkLlhFdW4OdI3s+tV4lSrO+BTS9XDjGnYj7Iwbae0vIZCxLPUojhmPwFxGFLZg4GpyM/9KKbEB44GPkqzex3z364hqW/ACDTIztMR5uD2/RqEM2dRK7AgMf5rAHqIpaiAlmXAaR19FGOtjr7uPmNVHb7dJoTyE6ZisrDdopgzmrTG6sLDDcWrJl3Je4g7S+/fiDL2fuj/ATKtBo/8AXVEXLT+kHC9gTjSo5CFb7qN/z3upLP1/aOoD6LqBRpJ4/kISc1uJRi7FDzfgRx4JO061WcRK9WNqOpneXgoT48iYies0Sffk8X0XKxajVavjN49khRMCNMsiPNRdLMCTYAmwEgmiqPNe1TTMeIxEV4bqzDyxZJJ4No2mGwSuh2EvQgqi/5xPcOLxzYWm9jubLUqdO6n9NgF5IcQ48MfAe4C/6SSyd4D3nnS5aiLVqZNS8vXvPs7GDUt44JExPC/g4EQFKcEyweskZCk1fLqSR8aIbEvgdrbTeyaHUpc9na6DjGDl8m5iMZO+fJprXrziNNdMORv5lRrufAnpB/iVGjIMyW1Yx74Hd3Fw0mVtvNjZyD8AYaD39xBOF8AyCYRGMxRYXWkSfVnYu4XUSBf+9C00yzo624l1X46+7td5Yvs+0maTephl96TG8rzGlBtnZQ/Umy2kbqFr4Hf2Us51xZkvzZPmIFrKwIytZI8YZyiImKvtYCRYjdl3IYXZH2BoFzMY3MN86o00mtMsWdaFq2dxCruwrH40LU0zXSSn53AnCyRnv0112W/QKErW1v4JO5uj5WVoxboIamOEUqc/kWEmcz3ScFmSXEJxZpL4tt8kXP0pmrKHKAwxTQuSCUQUEhb3kexdTaU4R+C6WMkkQgjcZhM7Hgeh4XkupmngNZock3nhaEcd1y2TZZdcjG6a6KZ5yl3MpyPL0GLMXj7bLcbs5cWigu5JajTbybR37pnj5w/tZ3qqClo7e4rW7oXCrtZw06nDEzDC6EgastMpl7ZACAb6M1z/svPYc6DIVRtP1MuinEsefLLBgF4h45exB3rZ/vO9jPeuY3ljFz1hGaFPI538Mc9xARuP+Hnn45cqaIaB13KYXJZhaOz7sPp93HP/QV5/3SpK41so+MNots307DTTs7DR/Dq1kXdgxBOMV8rkl2gUy2ViyQT1RpVKOM+F6Qt53H+cAW+Unq4srYkHyfReQtLOsa8yRt2fpdc5HzdRpyfuom27Hy1l8uhAH/2tkL7KE2Qdj7tHX8x6ezVa6RFqVZsDvQmu6FnD4J4vM3vBf2EoMvjnO/Zyrf1t4ladWt8bSO2/BT/VbgFH4RJ0I05TG0WPxSAIiKfS7XW2YYDu7iewloIQ7bW9h8ZsDZPAddEti93JOQZbw2S0sN3arTcwYjGCzixywrD9/hbicODNDg8xcN5KtAW82VVqv3OfCrq/wNx8g1K5yaqVvezYPcctd+4gcHwaLR8hIBEzaDrBMcv8/EoDM5M4ZtajlJIwkhjP8IYMAU3KYz4hHxpyOpSXFNrBO4wO3ReSjpn4CIYGMkRNlw2XjnLJxcOLcSmUs0S5FuL6kkLR54Lz4jhuRMzWKG/Zxbd25HmlvQXbP9JlimEQBi2w4qT6e3HmS0i/hr1yDQ/v2832gyu5af0BqsU9JAyX2Z438vV7Q9YtrdOVbFIp51i6XNDTnWRwKMPuvdO43hb8xDA5O48Zk/TGenik+hilRpm8MURQD1iu7WE2OI+aFZDvSrOmZwWPbf0SK1f8KvNb/4NSsorjr8c1wI23WJ9exkRjFxU3oGzMsbwZZ95JYWR9lszcznz/SygakgsTF7KvdJBVQYXY5FM4MQex5NfQZ+9mV99SzivmiSwNYaeg2QLfAwQaEHXeTIbZmXEsj2RuOrT8R5gm2b5eGpUqpm3iNR2SuRyVmRlM28L3/HbQPaTT4k3lexi5eP2CfrYq6J771JKhZ9FqeUQyYma2xuObJ/j8Nx9jarZJo9X+tCsltNzguHX1ZjZ5OOD6h96b4kgM1rX2ly/B72wmf7DoM98IjylLSkkURRy9t/qh79uP02l4EYmYweRUlf3TVe66dw+33LaVaBE+TClnh2TUJObWSNRm+dot88Ts9i9FcniAK6MteH5w1MiFh2bqCPkEnl9j55hHfYlF3NhMbsUQ2/YKrl1VoWj0MJO+hq9XX8GTrX1IPyQVd1naHXHhJT3Mie0cmP0urmsg9Yh65TF6RZFUUvBU5SkIQ9aaeTJBjrgXY83IclIj1zA8Okpvcyvlylb2TIzjtmaYKj1KadkAMe8irg7/DxvPW8WwHhKYLhf1XMYrB1/MppbN5q2Xsm7NalZYF9ErAqzkEBf4K5D1WfpmiuzYNo7d2kkiezGi7hNmX8oKzkcODxJv3YvRA+lVy5GmAYaBnkhhizlsymhCtNP5HfU+kbL9XpS+T9nTGLlwLemeHmQYUp2dJdPbi+84R1q5h3RauvFclmalwmI0ZJRzh2rpdhSKDTLpGFu3z7Bn/zwgKVUcHMc/PJP4UKqyibLPkpyBrgnCSAICw2jnFXeDCPuolGhhGKEL8KWk2IgQQtCXNnCDCCnB0ASGfuLxnyiSIEA7ifGhfHeSyy8ZJmabDPSnGehL4/khW7ZN86KLlizwKilng2bd49/uqvO6a7Lsn/T52o8qvPfGHKuW2RSe2kPgOFhahDs9x72lJIOZFBcvP0h5n0V29XIwdHbOm7gNn4OTNdYn/40JZy0XbbyQ5tg3EEs2cctdLc5fX6DZuIZlfREXxO5l/95Hmcu9h/08xNrEEiaSLkbDAM+mWXiUy6wJDq58GUvzF7N37wye9hhlM/F/2XvvKMvO6tr3t+PZJ4eqUznHzkEd1FK3Wi0kJIGQENkYRAYbh3cxNthwfW18x32YYV8bMOYZGJINCEQQKKPQEpJarc45VK7qyvHkfM6O74/TSiDAWAIE1hyjRnWf8NXO81vrW2tOViuXUPEUEUUvRmkBT6aCUrOefUOTtHXBrubNHDn/b4TcHfjLEeSWzdz1oxJ+r8DmrRAoZZEyOQyXmweGRbo7bbb01dMWqSU7u8BItkhYshDCAdREmnlfhRalDluW8Jk2kqxg2Q7ZZB6faGIZNo5t4jgOpqGj559XSCWKOEDT6j7y8SRGuYykKOTjiReehBdZ55VdLhpW9eKLhP/LLkSvRrq/+3g10r2I/YcvMDS6zInTs5wfWuTY0BKji2kSqeKz99YzbmPtNSogYNmgXqx8fKa7oDqJqX5QNx2KBtVme0EgoImYlkOhbOHzyPg08VnCtV/MeBSnOiP/OZyryOD3ishydVKQTBd4+sg0J8/NceDIJJlsGUUWaWkOEU8UXvJxehW/eXh8Ki5NJpMzOT5YpL9VQlVEvvmjNPOuRh49YVKpWMzaEc6nmzk7J4BmclLtYXp+ngdOSewfz/DlH0usXqVQ43dz2UaZUPL7XHA+SFbso7m3j6XEBpLxkxjqKQZr+vHt+CMKdbPsqm/kgrpMvRolpRYpuWMErATnuq9iW+u1LBYSmJEslqeblfF1hIe/QHYpS2p6mkq2Fl/HBjqjdexc14kpljAdi3jiLcynt+Ft2EQ5L7NplYdssUBNUEarD5P317FU9PO6LT7EVBpLMBhfzHDfWIpBfRZqgziShdFQC+UyXiT0hWVszYUjCJQXl6iPBDB0HUmRMcpliunMc4R78R7T/H4kWaKQSKNoLkrZHJKq4AmHcPm81Y/KL4yQBVlGcqnU9Xbhr6151fbvVfxc/Le+OhzHYd/BCywuZ+nprOXAkSni6SIej0JDyItmVQukfhLm817TPd7njQeaIjG4WMGyLfIVm3jBZDapkyzauFSJGq+Exy0Sz+gvqE6u1mM8N3MuG9azaUPHgY7m56qf3RdbdEWx6mtq2U6V9C2T2hoP2VyZQlFn5EKcO+87w7FTs8iySCL1vHW+V/FbCcN0iKVMdNPmjkdy6IbN720sUshVSM+ssJRwqOtv4pFxL+eWVN7QX0BpauDUYgtPjjsc9KcZWyzyhuYcb3vNj7DtRZ6y/hDb3YJ7+99y6SYv7akfsmWtwMYNOg2BQc7EZ1kj15JfepLpXIqphSSrrCRJq0Ko1ENWTqI2RpgrLfKdiR/gk7z47BaC+e1cvinA2Kr3oDW5yQgyqaOPcmbYYmBymuOxU0iOwmMnF2mJhBEoMzBTYmTG4pK1Nh+8Jk1T0Mddj5nY+gIXYgK6Y7DGfRLLsrEo0ddex/UN/aiChFlw4ZEUIhU3sUKCxt4e/H4/bkkCUaAg2lRsAX80gmGYzypLyW6NUGMjzevXoJdLIEnkUyn0UplQcyOldAZZc2GUK8iahmM9J6qh+rxIskxtZ1u10vlVvIpfgP+W6eVkqsjTRybJFyosxwo4DmSzJZ4fbP6k8fZPIlcycSki6sVUcrpooikCLlmkYjpofpFFTaAx7aAV8uiyTCCqEc86iLaD+CKz4ZWsScQrvkixlY3jVJWrVEXEtGxsGzxuKCrQHVJYituUyhZBv4t0toID5GSHTYJOWXbR1BymbmaC7R97B9gm+vx5XG2bX/rBfBW/NoxM6ziOwxPHi1yz3cOFeYPL/PP4+ro4vH+OaF8znRGTux9cpMdZZN4Ocy4dIGepfOydEb5+V5y0Pssbm77CVPCjNHCWffM19O4wkJIFllObafIPsXr4Vob13UwZLbT3JphevJ5EpY53vybLOOOsLM4hGCViBR+B9iIVVSJIFKcSwKWMsav9ZmKVFZrUDsaKQ8grbYwvVFDaxvAgkzcELmvZwNDyIkXm2Fq3hfRCjiPnLT76+/2UrDJPLhyix1zPqYkS61eZPHLAjU9eQFTruLLmx5RqryNXVFjfAolMhtrWFj53W4b3XZejpJRISTqdCRfB1mbmTp6BOi+eikwqkSMQciOKIuVCEW9NmEIqherScBwHQRTRiwUc26lqM1/UWK7v62V5dAxRlnEcB8eyqlKRtoMgidS0thBqbkSSX5r0wSs5vSwIwhSQo1r3ab5St/PlgiAI/w48I4H5jPbyRuArgA+YAt7lOE72lxn3v0Wka1o2hmkzOFbgwLFlLsxUiCdLTM+lyeZNimYdDuBxVw+HzydfJFwRSa36ZSqY1GqlZ8fUFBFFEljJGhiWTUCTkEUR07ZRJRGrDPLFiLjsddPR68dxRGQEakMimlpNB8Nz/Y51ARlJEnEcB49bwLYd6mtEJNskEqxum3WRcAEyBYfOOpWlFROvJiJLkMvrSBL4PQp1hRL+QAl7cZmRb9zP2YUkD37gM9iOgBF8tbf3twm33pPG5xZoisps7NMQRfj+Y1mMli6G5mx2XNXBNx/IYCkakfoA0qYt1EUkBmdshqcNPnv7JB29NleE9jLc9BHGMjb1m3YRbomw/0frmIr3s2RMI3lLnFj7F+TXvQZPrYeY2swlV+ts2TnLI8tPc+icitzspbZBotWXxHZCiBWLRL7MfDqF6m4kVsiQzBf5/oV78RBk2YmzlFBYG22nOdJAriAznZ1nWRhg4HQrQ8XzeN1uHC3BVCLNkeVT+GQ32dIE/ZEKpmbxvjcG2bJV5U1XB4l3baSpzo8ZHGB5bIL27i6MeJK//WCI2kCYBXMZ46yKJxBEFiXqu3tIhsu4fB5qmyLo5TKK240jgjDyOUzBppLLI4oSA9oMYmUBQRRwDBNRqWaYYuMTQNVb91mThGca8R2HcEvTSybc3xJc5TjOpt91wr2Ir/PT1n63An/lOM564G7gE7/soL9zkW6pbHPyfI4Nq72cGsjT16Fxz8MX2LS+mdGJOI1RhUOn0mDnQVCx7QoiAtglRBH8cplESQFBQlMFJEmgUDR+6u8YpkO6aOBzy4g4pMs2Ua/8nEJUNo/l9SBKIhXdBEHAdsCjSoBNyGWQLil45ArpssBCTqQtrGLaNnU1Ik1RF6eGitQEJYrl52o2nt8aqEk24XKcXLCOxqjKUtwk6HdjJxeouEPk5lJofg+bmzzowSB9rDAwsUDH6l7OHprh8g1ucnGD+i0baNi2hng8jqZp+Hy+X98JexU/F0+fLrJr0wu13IenKtQEJQYmKgxM6rQ3KFx/uRdZErj13jS++DQVUWEsppJDI5aBqH+KgCvI2o1RlpIWb9odxlQy3H6nzFU1f4/e+3G2djTwhe+m+dO3hxiaLvDIwQqbdk4xN+NjZbqWSFBieErnf7zLjeLN8+DoMayZrXS3qUzrQ8TLSfyFdsaWdRRBRRANgi2L1NUKXFW/k8dHJ7G1OF3yJk4tj9PTk0WXCwzv28wfvlNmJHeB3MQaNvW6mbRO0BYrMFu5iph1G7v6PsCZmUPYqcNsu/QD/OhHBXZsLXFBz/PW9bsxKhUKtkV2apbHLSv+nwAAIABJREFUJou8blcHQVtEVl2kFxbRNJCT+xjR3kSyNMeVq3oZGzxFTbiB1Ow8Vq1KSTHxzJlgWYiKjKK6sEUBR9cxbfuitObzIIAnHKZpTT+K6+WRZX05It3Pu3b9lFDEn1WefslCERcj3a2O48Rf6lgvN26bHPqpff5g5+qXY587eKHLUAYIOY7jCILQCjziOM4vpfv5O0W6hmlTqdiMTReZmtNRFFiJ6ciiSXO9wbmBBbJ5B9kVRBJ0ZFmkXLHQNBfFMvgUHdUbQXLiLMUtHLuMKCp4VJt8UefETJntHS4QNQyjRK6sE5YAByqyQlEXCLhFVMVhOW2gKhKaLFLULfJlC0l0qAvIgECtVCBXUihKKrlElpDPBf4acoUcPk1EEoVniba5XmYlUSHsMlnJKbg9EqWygyJVW5IkCZqjArNLFq11KrMrOpgGq5sFrm+b5d8eCCI98Tg9H7qWgTseo9nvxY4laVnfTN913Yw+cIrWz3yOtX0+CstJ0kODSL4aGrau/rWfw1fxQpwbLzMybXDzHh/nxisUSjaXbXDzD99MoqkCb7vGz8OHCrTWyeRLNumsxYmhEpoqMLlkocrQ1y7T06zyxIkyt/51A8mcTTpn8S/fS/EnbwvR0+ria3el2bJGxTAEjg+VqY/IzC9m8emD7F/qoqsuwMCETkejzJouF1oozXy8jCllibiidERVziyO0llfz0xpmmN717JtW4bpWAmvquKYbppCbjpWrXDmTIBUKUNvfw5BrbC0ItDYvYyFwergKiwMForLFFNBtnn3YCbOkzCh2LHEZaHdpI49Rs3mbaQreQ4Nu7h+vcr89Ci5JomkniSa7SPQ6uAk8uSlMv3uLpLuPOHpDNOmTkU0qSeIGvSizyUQRQnN662mjQVIZ7PUhMIUkj/fnF6UZTq2bsIyTTzB4Mtyvl8q6V4k3Be1uXupxCsIwiSQolop+lXHcb72UsZ7uXCRcF90n18q8b4I6R4E/sFxnHsEQfg4VUN7/y8z5m91PmQlrpPNm5R1m+W4zuRshYBPZDluUB/JUy6CgJdcEc6NlAiGQmxYo3F6aIWnh4rctGstC4sxJElGsgo4pQwVSUY3VGwzhluT0S2HYqmCILnp6FQwLR3sCm5VYNPaOhayEkdPL9AWhpIBPk1iNlEm5BFxHBBEqNNseqMqEwkb0wJZElnQfazr0xiaLGF5fMhhiVFfgQ5DQMYi4JOJp6vVyfPLOqoqEUuZCKqDR4XVXRoXpovYjoRl6OQLMpc0Zqg4XjavjWIuJ1HFIla4A192mFWva0KfHWFNsExiZgXHcWNk4wx/b5ZSTueJj36GMb+Jvm49l2/SiZ3IYMaGaLzyagTZhahqv+nT/d8S63s0uppVhqd0Tg6XSOdtdm5088n3RDg+WCZXtFmMm9x0hZfTozpnRkrs7irjCnpYTgn0dDq8re9+hOb3cMsNYURRoC4s4lYFelsUwn4ZWRLYudHN0YESV2/ReMdr/fjcAp/8UoFSZS1Xb/aQydvsjOxluHQ9V2/3cOfBGDt6WhgYLxNtmkerK7B0op7pKYd0bC2qy+TEOYm22lrqa0EwNU4Nl4mpMVZtSDMfL7C1YRsnFqYpLQeJrpJZSuaZkWeIanVcWb+bUc8wFpP0t67n8cWn2ejvZ/Gpj/Nw6g/Yumacgpnj0kv6OJwboM/XRLbo0BzQ6AgFKYg6cqMfJ5bmYPYkXVovowEDK1/GlkE0RZYyixTVPJIj4i8XEb0uPBkBGTivj9EpRKuFHYJQTTdb1Vmwr74Ozesh3NKErCg//wT++vHzbO5eauS3y3GceUEQ6oBHBUEYdhznqZc45suBX+U+/yQ+APyLIAj/C7gP+KU9HX/rSNeyHJZiOs0NLrIFk0eeSrB9U4DxiQSreyPE0zZgMzGrYZkFRFnHq5YxTIV8ocCTJwrItkRPU5R8PgFY5AoqCDYxVyMrcwWCbpmQO0xvt4eR8RiO34ffElh2ylDUEMjTGqiw94hDjVcgtlKg28hR11iHYeqEPSJlw8KyBTRFBJeLxbTBcq9K85yFbBpkcjlmYhGu71zmruE6jDK8r2GJpxZrsFSVUFAhGjK4MAf1nhItvgKn7QiyKLG9o8iJGbArOju0SWLhOsZTPk7FXGxsziAmK3TnRpgKdDE1vsgNb5AoWU3ow5McGMmgbl1D3Zo+PKlhAoEIQ/eN0dyus3JilM46L0/+v8Nc8q7VlJYXWX7kW6QDzXSvXY2xMIzStQdn5Ryurm0I8qtORy8nDNNBkQXOT1Soj0hoqsj0ksG6bhem5SAIDrm8xcOHClyz3Us6X11b1FSBT34pxtuu9nN2wkCU3LS5Nf7+TzyAwAM/fg2rNJNcweLYYJmGGplYyqK9USGRNfnqXWn+5sO1xDMW9z2ZY90qD+fGKzREJHpbXQxOVZhftvjke36PLamqqtpHruviq/cmuHRHkskFhYxd5K9vWcftD+bYcpWHew4s0dvpcOigi1A0i1gK8s7rVA6cuATJBzeth3RKYEt0PVpW5/xBlXfcKBJQvSwUlygaZXZGdzGVWWCiPIhXUxlbGKLp0j9hVXmG6XycoCvAieRpilaRpJAhb2TpNXo4nxrAVZEQfBpNSgPLdgYrPk5UCZMUsiw7eSbmQwTb44SCQSaMeVwViSY9TKQhSjDt4tKG7YynLlDJ5YgaATzhCP5ohEA0iqS8oh+bvzKbO8dx5i/+XhEE4W5gO/BKIN1fm7Wf4zjDwLUAgiD0ATf8smP8VhRSPfRkgsHxAifOZ7nrkRUKJYu9+xM8dSRNNu9waiBHIufi6ZM5hi+U0A1wcAgFFBwbLNzYVgkbBQSBmmgNIY+PRFJALAooigtJdtMYdtFWG8KlaCAFmJrLc2LeoWKI+M+cpE4XOTqVxVZqOTApohsGi2mDtd0hcuEwx6aKpAslsiULSVKQJJC8EgXDy0jCpHbOIp02sRyJppow+wbLPDG3ln2DWbJlm5PxRsL1fiwBzs46VBam8Jw8yppNndw9VYduygwvFBmaho3RJJNJndFhgwR17GhK0tHuI1FyEbWXcUkQjU0QMWJ4rALFI4OcvP08V3z1E7Ssa8AXP4fSGCLY4aecM5h65CTuGg2ZFHquyIk7hogPTDBwzxinPnU30+eGSS4UGLv/2xjpBY6eSBJ/9CtUYhc4+MDjnBwuE0+bL9pi9SqqiKdNSpVqtJQv2pwZLfOFO5IsJUy++J0kew9X+6j/9fsp/vX7KfYezlMsW3z2P2Lcty/LA/uLeN0SG3td3PFwBp8m8tSpIsmMSX1E4shAmd5WCUlUaKqVaa1XyBZsNq5rZG2XizVdKvURmTe/xk9jrczjx4o0RGR6WlWWEib37cthSRIPH8zz7usD3LjLS7kiUKoINDcI3H+gyJ4tXlrrFb77WBq3ZCFk26hRarFntlDrDXLTZVGKORWvE2XwbC1dzSrdoSZsG358wEJ1LKYG0txxr8mj+02mYgWWEgZvuTLK6kg3iuClP9DP4RMSblnBK3upmBKr/asIRptJWEWub3ot14qXUStEcMsarZ5mynYeRJjIX6BAmZSrQMpIMVAcQhQdElac0coECdPBY4ooTYPYgkOtGGZTZCNuW0VGJp2OI9X5yMUSNDgRWlyNtG5YS0NfF+Gmxlc64cLPtrN7STZ3giB4BUHwP/NvqsRz/qWM+TLiV7LPL4aLUT6CIIjAX1OtZP6l8Iq9gjJZg/t/nGDjai9nhwsMjhXwuEWKZZuAV+TcWAnDAFmGbN6muV5hMWZg21DRLQRBIleUcLkchucSNIZkbMGHpvpYSZRRVY2cLiJoAjIOjhgkX9DRFB1F8VGu6JyaN+hraCDiVxnfcBUDg+OEQ26++fQca1trGVlI0xaWeXwkQ8CjsqUjysboOMPJKHsHslzWW0t8Os9iIU97QEI0wlhiknnRptESCfpEcnqc6zaHqY2olEsG7VEBtyJyYCjP+VAH29+ykUQ6x6YW8FOmTiuwo9GhVIHLO21qQz2srs9y/KF5AvUumuPH8QeamdDr6eiVyI8MEcsImMH1ZJUk+R8/gl+tZ80ffIQ0Afb//sdoXB1gfD5J285uRh4cpriSR4yXOZssUcmVaNrUhlbJ0rjrGjzH9+IYRSLp4yylHE7deYSN28Oci2c5fSrLa69q4/HDKW65IcjAlE1ns0YqZxH2S/g8Pz3HOzNaJhqWaYq+Yi/F/xIyeYuJOYOhyTJnxyrs2erm/ITOStJiU7/G4XMlXrPFw5ouheW4wfB0mVLF5uGDeerCIvmSwQNPG+iGg246hP0SG3oVJBk+87UY9RGF40Nl/voDNYzNGtx2b4Ytq2VcssbWtW5uvTvFJatd3P9Ujo++NUTIL5MtWBw+XyKVs5hdNlFVgW89nGVossKjR/JEAiI4YNkC334ky8feWcMla6p96JbtMHih6jl7690x9qwXqdhhomEZl1rD/zeY5v6ncty4218VY6lT6G5VsG340veSvHmPj7ueyPPabX4OnjBJZ2X6+kXqgyqpSJm2Gj+WbWPZNi6Xwo7+CAW9gm7aRJQGapIi3ppe8hUJ3TSocUXQgkFGVoZIaxUys5PUd63BxsawTAwMHGz8oo+iXUQRZApOCbeokVYLdDnNhIM1DGUmEC0J0+uwIOVo8bZguhWCgg9POITb70f47bLP/FVZ+9UDd1/UhpeBOxzHefgljvly4ddp7ecTBOGPL37kLuA/ftlxX3FPulzBZO++JCNTVaPoXF4n4BepjSjML1YIySaLj5/DauzBcaoFhc0NMqZp4dUgVwSXImGaNqemVtjYWU9HXQ0gYJllECUcQQAHIgEv4EJRFBYTBbyailsNIkuAJrOmrZmybrBvYJaGUIjGpjBGxWBHdxjbAZ8m09cQJF2y2NAk0RkRWCwG+NbRNF4sQr5uhhcz7OwwECWVH5ycQhQc1AhccV0rwbk8c0t53G6RY2M6Ec3Cby0iijIRr59Pfmg70wtJjp6ewiNZmGWdhrYmzk7MUycs8xWjnY/PjeOq6aCuq5OpA2NEdwUY33uexjU91Eseyjs20qY5nLn3AoHNaygXZKbufIRgayOHP3s7sgpzJ1IIsoCVzyC7XDimg2UaFC9qTM8emiK8Jc7KwH24G1voedNOWDBQj+/l/MEYG67ZxBr3LEtTNhemglipGZ540sfpaY2p+Qo9rTKhuqrrTW+bSm1QJpWzWN/joqVewaNVH2qnRsqs6XRh2Q6aKvzGvYIty0F6nmJYMmuhqQLJrM09T+b4k7eHcByB0ZkKdz2e58bdPi7MG/z7fRlcLuhtVhidNbBsGLhgcNOVbg6cMVAVgeWkyd1P5nCpAqs7VOIZm1JZ5/U7PRw6X2El4aAbDmUd/vQdIVRFIJG2GJ2tiqpUdBvLdlhKWNg21IVFTo1UWNvlYnO/xrWXe7nniTwNtRJLcYvBSZ3LN3joaVGpCUgsJ0yaoyonR0vEUzYeFUanbSYXTC5Z5WJ8VufzdyQYmtTxagK9bQo9rS4m5nMYlgSSxoP7C3zq/bXYtkO54rBzo5uJOR1Nhe8/lmZ7j8hcVuYTt9RwdLDE+28K8r29OTR/gL9/T4iHDxZY36nhVVX8PpGx+AqqJGGpFoKnyHyuWrEjAMWQSC6xxGjRYNd8GLvbzcLiCGJI4+aGq+n0tXE2eZ6MkcWneEkbGQBydr56Lp3q0ltZTSEgkFByLOTi1HvqKWQhGBCJVWLgQIu3CW/I+2KXxCsef1Z5+o7Pu3bBy1y97DjOBWDjS9/Clx8f7Fx9x22TQ/AyVy87jvPOn/HWF1/KuK+46uWB0QL7jqZIZ6tpuGc0jZ+p1MW20CSbslMtYIiEBIoLGXRvAEW2MEywHQkqRQRZRlRkLLsaYZ2bXaS/voaCYRJwazi2g3xRleYZjC4mkUSRxnofo9Nx9nSU0R0v//ToHLv7G6gLeMjl49iijyNjM2gyNIZdrG0NELCW+O6An7CrxGWNcZ6YDRHSS7iCPmJlcLlU3KJF2XRIlRTWtSu8s3MCwddEytXB/7ljlDdeEuTQRJEP7QlSW7Tw1aU5cE7n3ZdVGMqFKAphVjISkdQsU0PLXLfTTV4K4r5wluFH52jY2k6kzmHq4BI1/W1kYtC+tYa2a3fzH/96lKbkHPF9x4is7aZh2xqWjg4SH5ik9+YraOwyOf6tIVKDUwiKhCOL1eowQHar+FuChPp62fqnr2XfMfAfe4K1//hnRJUs58Z1+pRZFi4sEamNMOTewukLNl6PzC3bVnh0sp1YyuLmq/x89a4Uva0qjx4tUBOUCHhEPG6BoUmdzmaZjd0aJ0crvOeGII8dKfLhN4Uolm1OjVR4/Fie//WhKLbtcGaswub+aoGXbTvPknS5YpMr2EQj1TlloWSTylq01CvkizZl3eb0aIVyxaajSWV1h4oowmNHi/S2qrQ1yHz/sRyFkkWh5PChm0N855EszVGZ2WWdsg4jMwbvus5PMmtxz5M5Vne4qAmKPHyoyPtu9PP48RKzSwbhgER3s4IoQjLncMvrAvzfbyXwuWHbGg8LCYvmqMKujW4WEyZHz5eYj5m0Nyr43CJDkxXWdbsYnNLZuspNOmfxht0+/uEbCd7+2gCJjEWlYnPofIkrL9E4O2ay+xI3jx8v8qdvD/OJfxmjpfEAkv1G/vzdESRJ4HPfSBAJVAvzEmmDTMFGVUSW4hZtDQJet8zYjIFpQ1ejQjQiMDhpsKpDo6NRxusW2bpaI5Wz6WlRePhQgUNni4QDEpdvcHN2XKeim5wfLREOSDTWadgO1NdIXJjTed3lXrxuiQ29GgsxndsfzPGx3w+TqRSIxRJIhk5a9nNh2mbjWhFJEBAEG1kUiSgqlC2OVs4QIciGxg2cSJymUClT567jbOYMCjJLlRVsxwYu2nRJL7zPAeqUWgKuAJIgMV2YoS/Qy6pgL7Io0+Cu/y89v14qXsniGK/i5YH0mc985mUf9Gtf+9pnPvKRj/yXvru4orOS0CkUbUSqNnZBv4BpVs3bHUHEpHoDuVWwTCghIYigyjaGJWPbNoKiAjqWIzKfzOFRZZrDXuq0LCemczQE3JiqgypJSEYZWxbAERheSNAQ0Xjo2AWu7bdYLteSMVy013iRkfjO4RHqliZ5ZF7Htm18qkBg4jwrssZjkwrFcgmjUgAcnpqU2N4FdX4Hn9tNvqQzGTdYzhtMxioEXSL7JyVOH1vi1IpDa73GU6MFHNvC69XYyAqxR87Rtlblr34cYjKjsctf4ckLZS5d52LDrn5+/G/HSB+ZoP6SHRzdfCVbmj089c/7aNjcy+aP/wGnvvwDfB29GNkEUb+X+s4Qji3jC+aZfWqUttdsZW7fSSqpPIE1m0gOTiHI4HLLmCXrWSEARxDwNTdxxWc/ypjTxuL+o7zrG58kEvISO3aa+89H8B9/mJm+txFZ1cfaTomHDhVJ5kWmD47h726jKaogSQJPnSoiCNASVVBkmF406WhUmFsx6G5SOXCuQnuTQl+rSnujwp9/cYnD58rYjsOFeYOQX0SSBL58Zxq/R+Dw+RInhiosxk0CXpHb7k1z6FwJx4Fv/igDCJimw8iMzn/clyFTsBGopkyjIZmJeYN03ubStRqRoMS//SDNFZs9bO7XODdWYXhG50NvDKEpcP/+An/z4SiKLLDvVJEDpwvs2uSmpMOhsyVcKuSLMDFfjUhNG67Y5GZ60UBzibx+p5/+NpV9J8t86v1ROhurdQZrOl00RRXG5wzWd7tYSlQLnVRFoKFGYUOPi6u2ejk1Uuay9R7CfolMweLqbV762l2Mzuhs6vMwPF2hLiJz5WYPK9ksXo/Ge6/fxl1PFtmzxYMiC8wsGQgifOjmEG+4IsDuS7ycnyjztqv9qKpMW4PMjnVuultVNBe4NZlS2UaRRd79+iAPH8jx8KE8F+bKdLUoOI5AKm+xGDd5+FARRYZM3kZ1ybhcAsPTOi5F5NC5EpeucbHvVJmeNhdnxyoIAswuGyQzNtGAxvCcQLwiki3Amn4BURAIqhqDhTM0uOupd4WRFZWKaOLT/NQYftojHdTQxEh6nLKQ553db2M6N4NhG5hYvMDi6yKCcoCcmSeo+Am7wlzTdBWrg30E1QA+5TfXp/53f/d3i5/5zGdeEa04r+JXg1cc6TZEVTau8hEKykQjMvGUgaKIGIaDrAj4PALli0XaplX9Qag6g6iqSEI2cGkidibLqekUs702a8QgimxzcipGb62I7AoSyxVpdjuoLoGKXjWpdbtlsrkEO5rKrK03yOoCfdESewdLuCwLfynDhbzNrOhnfVcYLIOzizreRj+XNuV4cFhEN20SRYnhhIKqSLREAswnMjwyarFnlZ/zixVaQwp5w2E+abBdj9PTHiKnuNErNkVb4PdWJ4jpAcbxYAdE4oVaXPoKV3dm8M/H2L7Dz/5BlZHbD9Bw1WbE+UVKl11G/7njyJ4AgQaZYLOfmadGyXf10N7fxMgPD6PIAh1XdCG4wywcn6NubR1mJoYUCONtqGHl5AiKz02k008pnqWcq6CG/dX+RdNg/QdvJDezzJpr+qiL6Jx9fIa5/Wc4+8gApZFxbvjfbydedvP0mRK7L42yqtvL7o5FNu3soFbJkKp4WUlZTC3quF0SV2/zsvdQkS/8eZS13Rr378vzsXdGyBVsrrzEw9CkztSCydZVLrxugXPjBq/b6ebuJwrIokBzVMHjErj7iQLRsEgiYxNPWfS1KRw8V+LYYJkrNrn5/mMZSiWHRw4Xec8NAYI+EZ9bpKLbjM/pPHQwjyxCKmfT2azS0aQwu6Qzs2hQMQVuusKH1y1yYrjMzo1uShWHY+eLJDIGHY0u3C7Ye7iEbkKxDB++Oci58QoV3WHnejdnxnUW4hYtdVWls4cPF7hxtw9ZEjg2WOaa7V4M02HvoQLTSwaxtEk4KHHtDi/zMZOWBhnLgqaowqaLkX1TVOauJ/JcvsGNZTkYlsPmfg2XIrCqXeHhwwXWd/nZvsaPg0hvm4uGmmrk39GkYpgOXc0qtu3w3b1ZbrzCTyprk8rZeLSqFOmbrwrQ3+6irUHhjody9LZKnBquMDtfoDFcXQqSRIcrt/rpbFIRBPiLd4c5PFCiM1jkxmuqk4p0zsHnEairkZlaNHnrVX429GqsJEzqIjLdLSpruqrb19eiEQkJePwmgiDgkVXCbg/rIv2ENB/mch7JpdAQaCDiCnNw+QhuzUONz093qJV2XxuKJRAfHqettQ+v5KHd146DTcEs0u5ppS/QgyZrvLPrrawO9dPma0WTXC/wsv5N4VXS/d3HKy69/GJ4/FCKPZeGEEWBBx6PM7tQIZW1ONuQZcOSHxAQJIuybuIOqdg5ARydlUSacGcAJeciVSjiOCKiZJPK6URDLhaSeRqDAdrqPSzYBRaLFXZpJvsvJGiLNhPP2Jy9MIYsK8xm4O1rM3xxv4NlywQ8MhXdJlsx8SoWBaMafTdoDl67ghD2EvTA6SkLATAdqPNLVCoWWb3az6vms+zcEuHBsyU8ikjYJ3HTpUGOjWS4uWaJ2+bbWNvhRz8/xLpO6O+N8E+PC9y+ZwlXRGD2R+PUXdLNzP4JlFAY1aex/g/ejsutk49lGDg8iiets+od13D8n7+N229w+affSzFR4sD/vpXmSxoZvvckC2dWqFnVTimRRpAkSrEUtuXgqQli6ga+hhrS47N4m6K89aEvEOpqxiiWGRnO0NhdS8Ar8pVvz/NHtzQj6AVSqRL3HZVomTyHPXmG0cvfzdrIMu2ruwl6Rb7+owz97SrXX+bjzz+/zNpuF4YB6bzFJ26J8JdfWiFftOhucfHGK73cem+G8RmT9kaRWNrmL26p4fx4hfllg4HJCg01Mm5NIJW1uXStiyMDOsWSRa7koKlQ1qs+5s+zNqYmCJIskMo4WBb0tAoksgJf+VQDuYLFJ78UJ+gR2LxKw+eRiIZFbn8oy63/s5F7nsxxerSMS6mKU9z1eJ7asMT8is7gRYWosu6wulPh3ISBJEDAJ1EsO9x8pY/uFpV//naS998UZG2Xi0zeIuiTWEmaKIrA6LTOpevcP/N+ODpQYmOvhkt9br353qdydDWpNEZlzk9UyORt6sMync0KZ8crXLfDy+CFCrYDuUJVYOMZGKbJxJzFzJLBay/1/hT5jM/p/N9vxVnX7eItVwX48p0p/uaDtfzjt5I01EhcudlD2XDQdYfByTKnR3X++G1hnjhRZDlhcWFex+8VedNVfg6eKdJYK7OuWyPsF5lbMblic7X+5flr6MlSAbes4jgObkVBEAQmUwlaRS9y8KJOsiAwV5gn7ArjlT3k8gZ+n8LBlSMkKkk6fe2sCz8nFpQ38r/RKPY/g1fTy7/7+IWkKwhCAIg6jjPxE69vcBzn7It951epSHX0TJZ4yiASVHhkIEHKb9CZ1IgEZTJ5k2K5ugYsCFXN5WyhQrHOoVZXCckyRyaWWN1Qw97zU7SEA2zrq2E2Vsbvljk3k2BtYRlXbzNnZuMcmaxQKBYJ2SW6+7uZXFohVbQxDRtHEKl1CsxabsAh6FHJPE8uss5r8datHr57vELyeY56fnQCpWV0NUJzd5iZmIlgOwSW51mKtnDLVptjUwa7203Mos7JdCPdgQLrOv2sabZIG36WT5xjX6WF/8c1QEuPi9JKjnLHVo59Yy+NPh8t61ycvGeYDX+0mflL9tC/fz8D946z5p17iPb6OfSP9xHdvJrlE2PoJZ3OG3YxdPtD2KaJ6tHILado27OZmceOo4V8rHrXdZy/7X6im/po3b2ZHZ9+3wvOSSmeZvHoIF2vv/zZ1yq6xXe/Ncl7P9DDgVMp7n5Sp79dwbAFhifLLMUtGmuhpd5NS53MyEyF33ttkJMjFY4OFCiWbPIluGKzm4cOFvF7wKWItNTL/OFbIgxcqFCq2OSLFjNLJidHyty400OmIBDWQLL0AAAgAElEQVTwCpwbKzEXt+lpUVlOGSTTNo21IssJm2IFelolWuoU+ttdTMzpGJaNzy3zpqv8LCVMNvW9UAzEth1MC1TlZ0dDP0mGz6BYtlEkmI+ZdDSpAEwtGng1gZqgxF1P5Hnr1VVRmy9+J8kbr/TT0fSzRRfGZnS6mhWml4eYWRllz6abn33vieMFIkGJ9d3VHur5mElrvcJ8zODEUJlrd3gZn632/j6DudQct93p4s2v8bO+56dFUC7M69g2RIISkcAL10b/7Qcp+tsVtq5x88XvpMjkLaJhEZcqMrtksX2di+5mhR8dKPC3H44yvaSzGDOpr5HpvHgsnsHIeIb+niBLCZNi2aar+YXvp8slVEnCo6gs53PU+/wMjaaJBQfZ4t/O1EwOf0uemYkhOup7EQMaebNAX6DnZx7LVxpeJd3fffxc0hUE4e3AF4AVQAHe5zjOsYvvnXQc55IX+96vknRjSZ1oRGV4oshDRxMEGyXaFI183mRkskw4KLKYLmIbIrpu4fdo3Hl4mNdva8Wrajw9uMi68/t5Wq3l9967m9qAxpe+fxY1m2LL+ka+dmCFgAbtjTXkigYj81nWunTOlZVn14UUAQwH6oUKy44LgSohlI0Xmlq3hSwCbo25tEW6ZCNRjbYafRaJkoQqQ7ECtXqWsCaQdntRFZEat8VK2maPtkxTWz0Bf5HHTkBTdgFtxyo+VDvLxNAizbv6UeZWqEwv07guRConUGrqZenre5Eck4ZLe/C//a1k7niQw/ceor7OhdflYtPHPoji1Ri96wlSIzOAg1mqoGcKuEI+mq7YyPC3HsERQJQk1r33BhInjtKxs5nNf/f3z0ZCZd3GNEGTTHLTS4T7nutFn//Bfr4+14K/MciVDQPsnV7FtTu8/NO3U2QLDh2NIrYFr9/lJ523ePx4Eb9HIJ2rVu1uX+vG6xZIpE2OD1XQXNASlfG4Za7b4aW1QaY+UiWmhw7m6W1V6WlVGZvVuW9fjq1rXIzNGLznhiD/45+WaamT2dyv0dOq0lijYNrVNpxXGorlanr3xVAo53AcG5+7KjloWgYVo4xX+2kVunQ+wUJ8kZVEF3u2ePju3iw3X+mjUHa49f47+Mt33/KCz+uGU7WKlF58UjE2o7OUqEalt96V5P03h7Ftk+nJAscuCPg8Eo7jsHODm/v354ilbD761jDFss3p0TLb1roJ+yX+z21xPvKmENGw9Ox1NLtsMHChwvWXVaPQZNaiXHFe0EZ2dKCEqghs6FVxHJBEkXiyTCSsciR2nO2127BMm0LFYDmeRIqU6A12//In4DeMV0n3dx+/qGXo08AWx3EWBUHYDtwuCMKnHMe5m2dtn3+9iEZUTMthcrZEZ1RDlURiAZ30koWqgiKLuEQXmk9gaDaNKIrcvKMbj6JQjC1wemIReeOVXNbo4vN3DrOjyUNLXS0jNhw5OEWbDSN5D8ZShkzBZFuXj22xGQYqEdwaFMpVwkWAuC1CtfsITRUoXwx0RaFqeC9hc37xuej3j9XT7I+sZjBW7V/c0efhx+eKyH6VaUMjosq0BkoMr8i0RwQ+fI3KmXiZx4Z9RLUYHRvqefPqBQI1EShlWfrhfpqu6MXurcU2KqRHCqxunSO4uwFvcyOyW8M++SDnnjzDTf9+E/+ccbPzr+8jPTGHWa4wcd9+FK8byzTRUzlCfa04jkCgOUSgKYATL1EUwCiUuPmBL/PkX30VQRCeTe3Nr5jMLBlcuVHBX1clQN1wqBgOTlc7u3tqaKyVGBjuo6PJxX1PFS4+aB2WEjalCnz5zgx+j4DfCyNTNr1tF4t2JEhmbXZt8tHRpOJzS0wuGNy428fRgTKmzbOke/1lz6VEe1tVfv/6II21MtvW2Hzv0Rw3XO5jQ5/GctKkr+2VraL1swgXYHJxCMs22dhdzSjIkoIsPRcRj8+fp6d5HQDnJ4/w4OFv8YHXf5qBySIe7yhz8Y0Ypsgbr3jtT42tKgJlvcTsyhSdjav54g8/ybb+q4lnFrhp5/s5f6HCm/ZUyf19r/MhiQKfvvVddEX/iht3rqMmJONSq9v+vhvDz47r1gTu31/gkn6NyXmdd1wb4PRohS2rNWqCEqZl01qv0Fr/3H78ZDQNsH1tNR1eMgxsx8EtK+i6hSiI9KhriMXLLMdKdLX7WdXZ9J8+3q/iPw9BEEJUXXbWUX3sfcBxnEO/2a361eCimcE3qfYnO8DXHMf5oiAIEeB7QAdVa7+3O47z80W6f3LsXxDpnrtoYfTM/xuBB4BvUI16f+2R7jNwHAfTtrlzeoV6xcXGGj8BReQbP1wmr1qU/AZMgGBL5GOzCNEwq4NFziZcTMyVCXhlZpMZTo4l2NNe4uiSn3KhyDYnTcblYcDUyFeqVa7vcBb4Lk109QWYXM5jZ2yUVSrmiP6s564sVjsTbMCtCpT0nz6uPquIrrrRrSrxvGWdwT3nZf7nngL/dNCPoghcWl9i6HyOpi4Pf6pNYQQUYqIbO+Dh88f8vCm6wp9dY5Es+GiNFkilDQK1GmdvH6D33es4fPsw3e0eZJ+XUKMPrb6eyZhOVsjSlilz4mtH8NR5SIxn0OpqMQsVut94BSM/eBwjW8BdG6IUS9B0aTdWsUIplSO9rNN3dS+XfvxGanZcS+XCEcTmTaiaxqNHCkiYpFM53nx9Cw/sz/PggRzr1DhqVwu5gs3gpM76XoXjAxUCfomFFRPdqCYORKHazWFf7Ln++LtCPH6syIZeF5GAjGk5BLwiG3o19h4u8JbX/GJt8XjaIuAVn00F33pPmpv3+AgHJKTfLqGDXwrv+ex23nLlH3LF+jdw/6Gvc+Nl78OxHT7x1Tfz5t1/wOMnf8Cn3vUVoqEqKR0feYK1HdtRFY2ByaM0Rjr43Hc+yj/+4V18+tZ38rfv/Xdciofv7E3zruvDP/X3npl8HR0o0d2iUhP82ZmDY4Ml5ldMQn6JPVue0zCYmMrR3up9EQ/pn49S2SSd0Wms91QL/ZzqkoZt23g96i8e4BWKV3KkKwjCN4D9juPcKgiCCngcx0n/prfrV4GLXNfoOM7Ji0pcJ4CbgfcBScdxPicIwl8BYcdx/vKXGvsXkO5B4Jbnr+de3IB7qIpfv2jY8Ot0GTpdzLHJU30QW46DCIzNlzhwLsu+yWXqSyrR5AwPJl10NQQRZWhu9fKDRy4wvpwiGvTgVww2r27ktdvq+fRtZ5AFgaVkmVVtARAFZhdzOKKAo4rk8waOAUGvTK5g8kxCWRLAqwkUKg6v6dZ5cqK6fikBQc3BtE2yuoLHJbKrtcjTkwq9dQKaZDK8ouAp51kRvSiSyOs3u0km0nT4DWIpm5mUTF72sL4J3pg7Tf3qEIGlZUo1AVrrRDSPRjGRpRArMpuSWXdZBEtSkDIZzvxwFv01l+CyVlAOTeKJejCLFtm0yvzTg0j+/5+9946T86rv/d/nKdPL7mzflbTq3apucpONjY1LYjAGTDeBAAm5lBtuQkwu8IObhDRCICSUwAUuHWzA2GBckLst2ZZlSVZvu9reps8zTz2/P2ZU1uraXWklPe/XazQ7z8ycOWe0+3yfc873+/mEwfFwTZOpF7cwtLeIEokyGE/RVu5B1XTSwx7X3PMGpl9/PVt+/DjtH7mbLXssXn9ZRUDg+c0lXt5m8md31vLQcwXWbumjoSbBm6+rxXHhV2sKzJqq8YtHc0gBQU2hf8SlOaXQP+KBANOEpfN0/uItdZQtSd+wzeUXvVbD/ORY96rBjFadhtrKQk7Z9Hh+c5kV84MkopNvSXm86BrcQ+/wPlbMXY2qqDy18QFcz2Vv71Yaa9v48s8/iYfLB27+DK9beSc79q9nIN3Firmr2de3jbpEE5//3vtZPuca/uad/4Xj2vxu3Q8xLYUrFl/DlIaT92DuGXQoGB5zp1UCoONKbEcSDo4Orp1dBaZNiVUuoosmeuzkjTVG0ibprMms6QlG0iap2iDDHfuR0RTpnMOcmePj/HMmGY+ge+vHu46wuXvwy1PG6raTBDYAM+VEZN+OkS2DfUeMeWFD87iZHQghfg38R/V2bXX1twV4XEo575TaOkHQXQoUpZS7XnNcpzKt/uHR3nc2rP2eKWT4Un8H32tfxFcHu1gcjlIcdliuxPmv9V384fkO/umPV/Lozj4eG+mn/5kMAU2he9AgElZQhEJTbYid/QWEhIiuEI9oZIsOAkHJrOS+6hqEAyrxsE73cHlUH95xTZLunMaWHQMMlg6d3FVkNXO2MsuKaB5NSYXOEXAlxAMuUqiUTI/acMWyb2nEpmwXCUsoxWr51LIBOsMLuP+5Hl4/t8htCy12P7mf7wxO55/fpuAUXMoDQ2zqVHmmtIL/dfUWhvblWfvdrQg8oq0tlPrTzLimmc0/3UzdopkMvboHLajjmBYL7rqRHT/9PY7p0rBiHsOv7ibZEsUhTMtli1j50btovnjBwdnN4ezorNRwJYf3Mry1g4XvuBGozDA/8MYapJT85OE8MuXQlSxylVHHl348wjtujDOU9Vg2L0AspPLNX2b48l8288s1ed50XRxpuTiDRfS2xGn/XmQLLk++bPBHV0/urNUzwf975Es89uLP2NXzKqqiEA/NYyi3hYtmrmDTnuepSzSjaRqqonHfF3awbutjqIrKsjlX87Vf3sNH3/yPANz75De44+oPHrfEJltwMS1JY1WgZF+PTe+ww6qLRmdlF4o2xZKDpinURFXUwMmL5NmORzpdpqE+TG+/QWtz5SJtcKhMIq4TDJ57F1hjDbrVgHtUm7uxBF4hxDLgm8AWKspULwEfk1IWj/vGM0A14B51zOMReKv2fk9SWVbvlFLWVI8LIH3g8Um3dxLZy28EZgObpJS/P5lGz2TQfdUosLNssCAU4V/7O/lY01S+O9TNbsvkW+0LMEc8XshmiDzdwbyrZlNo0HkoN4L3TIH7/tDLiG2wq1BEGfGY3hzBFRAPa/QNFKmNh+joL9KSCrFvoBJgF01PYFoO6YLFcM4hGoCiBVMaAvSPVEQH1FIJQz9wcvE44CsR0CoiDfGIilMyMUSlbrMp5uGg4TkODgoRHT65KstvdkZ5/ewyjhqhNj/CuiEdw1G4oq3MzU3DfPKlqbxnaj8xU9LzcjfLr2zCyOTo25ZnsN+kTrXIZ8pEUxpt1y5k4/dewmtrh+5Opl0xiz1P7kEYBaSUlYLngIYiBJ7jVlRJAC0RRSBZ/pG3cMVn3o9Qjr0M+MrX72PJh9508GScfmErnS9tZemH72DDdoO+YZeFM4MMpl2WzgmgaRUt7SfWl9jfZ/Pm6xOkwvDQiwY3X3H0IFkxVYCmukmnYHpOMJTtZWfXRp7Z9Fue2fwyS2dezdJZM/jOQ39HU3IKwQKMBHJ872/WsWPd07TOnk+qqW1UG/sHdjG1cXwzgg+ch/Z2FpjZfuwthIEhg/pUCEURDI1U/ibDIY2tOzIkEzrT2mLnZLA9wDgE3X1A+1Ge6njwy1Omj6FfFwPPA1dKKdcKIf4dyEkp//fptjlebBns28cxxrywoXn6WNoWQsSAJ4C/k1LeJ4TIHB5khRBpKeWRey/H4bhnLiHEfwKLgGeBLwghLpVSfuE0+j5hzAlW9nQ6rTLfnL6Ap/IZ5odj/FnjNEquww9+eR8zUouYd90CzECZW3+1nt/ffhk/utxhtVXPL5/YTySmEnF0ugZKJKMBhkYsFAE7uotMaQiRKzm0N4ZRFMmWfTkklT3cgAYlq7Iv2TVooatg2TCtOExnzRSgMis+sL/ruBIPKFkuYVUFFxQ8ZqdsLNfhsiV1/Ofv8zRGbH64OcaeEYXl0xPs63fJdau8/xob1/Mob+imjzBGZ4ltdQ1cPtVC2dxLIB7jmR9vxt0/THzuNJ7994/ygR39DDz3KE8+10PrtEYyr2wmMn82ZYIEsPHCAfRQELtYBlWgh0IYg4fyAhxFY8Gtq1B0jb0PPT+qLOi1tL/+stGzn5EcC971BgCWzQtXD7mkcy6aVgnekZDCzVfEcD2JqgicwSKLph27XMa0JY5zOr8pPgD1yRaioQQd/du5512343qVZKR73vV18kaGVLyFVLyBgB6kS/TRoM89oo3xDrgAQ8MmQuHgbPVY6JpyUFyqPhVif3eRYEClpTnEcNoiX7TP6aA7DkyUzV0X0CWlXFt9/AvgU2Nsc7yYkDFXV3TvBX4opbyverhfCNFy2PLywKm2e6LpwjXAUimlK4SIAE8BkyroDjs2XxnYjy2hQQtQch2uUxNsMQq4wDvufjOf7dnDD+xdhDYPcHN7C+97ZAN/v2we359bJDISYcWeIH2OQb5kMT9osX5OGHWvi265BFSFkoChTJmiJakm3zK1MUzngAGiEoAdr5IMBBwMuKqASEjDsCyQLh4aqbBDwVTJeYIbl8XoGrJ4phMSQcmWR7MsaXLZO6Jw3fwAF8+N0DMwwPSUxvLZkv/1aIpff7CGgjDoerYbWuby225J2YNnoqvIdWV5PjyHyO1zmRfUuPW/fsSzu0tYhk3zu1civvUUQlfRzCJun0ogEaHQNYhbMtGiIfRIGDyPaGs9xZ4hGpbPoXHZHKy8wapPv4/d9z913P+LmlmjZ0S1N112xGvCQUF9zZEnxQMJTlpD9Lh/KW0Nk840/JwjHIzypqs/iJQeG3c/x6Lpl6JrAQL66BSNixddT02s/qhtuJ6HZTqEw2NPWsrmLGzHGxVwDwhdvJbamkofD2htN6Z09KCGYTi0tUQIBTQ8T2I7HsHABRl8Ozn6rG9MNndSyj4hxH4hxDwp5XbgeipLzZOBcR9zden428BWKeWXDnvqfuC9wBer978+1bZPFHQtKaULIKUsicmgk3YY240if9O9i6LrkHZtPrNzO61agIuKGtubFT7YOAVFwKpogi927OVTs+fz7Qd2Yc3Q+eFTHaypL7D8lnoS/ZI/d2p4dV+WvftzbNzaTyFr03hpEqXTRXoexQPZyNW7fNEkFBAUyxLrgNSRhD+9pMwTezR2DGsk4wEcxwEEitDwgIsaXXYMC9KGyrPbihiWRKJgOGC5kn0ZnYDm0jdU4KFdLvFgiJZ+wX+vS5EMgyLy/O36adQG23lhUOHuuSXevjqI8kyUoZ0dLC5009M5jdTgNvZ6Bt2WSk3/CH/ILGPVYJ6golDoHyFUk8A2LOKz2sjv7sbOFlE0DadkMOWaFSAgvbMLp2yx6B03ATDrj68e8/9ZOKjQ1nhO2Dif1wT1SsLSpQuu56UdTwCwcu7qUa+pTzYf8/2FXR04iVrC4QCF3hHKMZf6eMNp9SWZCBDQFfZ3F2hujGDZHrv35Zg7K0EkrGPbHrbtEQ4fqu3t7iuRqgnQvb+A5UEoqJErWOiawszpcQaHTaa0RhCAeoqZ0ec4E2XtB/A/gB9WM5f3AO8bhzbHg4kY85XAu4FNQogNh33OF4GfCSHeD3QAbz3Vhk+USFUCDiRRCWBW9bEApJRyydHedyb2dH8y0k+/ZfJYfgTTdNiRLdBaG+GtTpI16REa22tYvN2kY2GEvUaJtT/qZvZdTdQVBZvKBa5tqed3D3fT6mjctKqVKd0KuqrQM1Tmlee28WJnkdrsMMOE6A3WVAXyIRQEwzx6n2rsAlk9hgRWzE6yYXcWKQ/GaQTV0iJZuSnA0hYby4OtgzquJ4lpLtEAfOgyg39/OkzWVkhEVO5amKernOTPlg/x5aeDrKov8pJYTLss0LjzGfqWXc/M9Ks0bthE75ZBltx6Kd3PbaLUO4TnOOBKtHgYp1AmlEpQt3gWfS9uxS0aoAj0RBRp2ujJCGamiHQ9pAK3//Tvab/h0nPBvNtnnMgYGUBQUxXhKFklIoHRy75OoQR5FxHRkaaL2hA5amLV0RLvjsZLW0tEgx4zpoQPzlD37MsTDqu4riQa0egbMJg7O8mBqq+O/QWKBZOy6VIyPWJRjcb6MMlEkK6eEqGQQjIRoDYZxHUcXNshED757OizwWTNXp7sTHT28nhyoqB7tCn7QaSUHUc7fiaC7vpijgfTg/zrUBcJB8qehIBANTyu7HDpXhRnm1vmKjRewUEIhZL0cIAEUPLgrWYNsyM2DwZgeF2ei4wwl9zUwvyOIp/vGmDzjwfQVUGp7KAIgTJVQ3bZGKbEPcrXpgqOOH5AharCoaQq8FCFoCXh4biCvoLCwikBdnaXsaVgZo3D3StKfOYPcRa0BnnLwgJfeiaC43h85vZ2vvHQPlK5QS6PDLAxMof3qZ0U5sboezlHw+YNXPWJt7H+P36GEtAp/vF78P7jn4k01mKm83jSI5SIYAznKsWyniRUl6Q8lCExoxUtHGLOHasxBjMsfMdNGENZZt565cT8R/pMKoZz/aTijQAIIShaJXqzvcxuOLq6k3QqJV9CVbAdh+HhAs1NNZiWZNOuMg3NA7SnKqeR3lwfteEaQnpFO7lsl9m5N8vUtgi/e1py5ZIQLQ06ezvyzJ2VYF9ngaJhUyg41KUClEou8+bUMDxSZiRtUijazJqRYGDQYDhjUiq5rFyaorE+Qldvke07Myyan6KxPohrWmzdleWixY2TwtjgWEzmOl2f8eG0DA+EEFcBb5dSfuRoz0900C24Liu3rEV6kgHXJmh5mFp1c9WjWpkj8coeelg9JHRvg7RciKgEXzVZfWkzWwoF/jo8lcZwEFlw+M+XO8jvL/Ohq2ayZm0vP13TiaYIamI6I00e7rYyJevQ/u3JkAwrZA3vKM9IUiGPkbJ68HFzQlDIQ0GCqkhS8QC5ksOVC1NkRtJMb4mwIjPEV7pDfOKyPD1bh5m3cD7N27ezu62dNU/u5oakQV9vlvZcD8PpIg1T6zB2dhGpj1E7O0XvK31EmmqwcgZu2SYxvRm7YNC8oA6jFCAxtYn2Gy5h6rUribWO3tMbyrjs6LS4YsmxBfl9zk0Ms8iDz3+fO1f/GdLzMPuHCLU0HvE6x3MYzA/SkmyhPz9AbbgGTdXYO7SXmkA9dckkZctmX6/F/PZDZvBD+SFCgRCelAwVhjBNj6TWhKMUmNbQzIbNQ+SLNjOnJalPBfGkZDhdZm9HgXzBob4uAAhyeQshBKGggudBa1OYjq48mg71qSjDIya27VFXG8CTYFoe82YlD+4HT2b8oHv+c9JBVwixHHgH8BZgL3CflPKrR3vtmZjpXrxlLbus0XWywoGwArYCtZ5K94t5ai+NYAEhBDYSAxCOR4OtYe02yQRdGqeEub6lno4hi7fn42y0svz03i7+v08u5/7v7uHpTQPcuqqFZzYOsrfPQK0mTh3ggOzj8XgrvTxBikE06rEYIExT1GV5i81Du45c8kpiUhBB7lpscu/2MH9zRYZvvBQhWlNDIiAY6c1geoI7spuY+edvZ2ggy+pkicCuPTStnM+Wn6+h3DtAYcp0mr0iVrFIrqMXK1/GzBXRw0HKQ9nqRgGEm1MYw1lqZ7Rx96Yfkd65n2hzHdv6FBbPCh40iLcdSa7oHVd9yOfcxfVc0qU0ddE67HQWtSaO4znoqk7RLBKv6jw7rkPBLBAPxVGVyu/C/vR+TNsiFopiORZl26S9rp1dg7uoCScZLg7jeZI5TbMJakFUoWLbHjv25AgHVUIhlV2dw9iuQ32iBtf1GBgqo6kCRZGYFsyYFmNvZwFVBdet/Pq2NofI5W0sx0MoEumBIgQgWHVJI1JCKKhO6hnuAfyge/5z3AwDIcRcIcRnhRDbgK9SWSsXUsrrjhVwzxTzQkeWFkgVSgqEhEIRjzkrkkzpUrgxnkIiWBqOo1HZY83tNdC2Fpk3I0RJkWwwihQfyPLhBzbySLzMrPYY2bzFivkpPvO+xdz2oTksmlVLfVIfFXDhgM7y8bmPJvoJ4qEyQGWW2F9UeWhX5er7wOkgrLosb5FMSam8Ve3lvu0h2hsj/HR9kJypUcoZyM5urux8mfr8CDsLCm+7eS6L1DxdbpB9Oii6RqK5lsv/9k+oN9LMvO1KVn/hbtSAhlu2iLU2UB7KUr98buXLEAJVVXnzg//G3Zsq2yC1c6YSiEewnUN70gC6JvyAex6jCIWfP/41+vL9lMKC7kw3I8URAByvsmZUtss4nsNAfgDbtRkqDNM50slAppdNu54kEoigqTpCEWSNLLrQGMgNULZN5jTOIaJX/nbz5Tx7RnaiB10K5RKBWIlYrUUkEKI2GaBkOAgBqirBg1hMZWDIqGg8H5bXODhsUrZcTFNSNsB1wLQkRtlj7fohtu/KMvk0lHwuVE6UHbONSpnQbQdUqYQQn5jwXp0EX2idxbXxFLUIPt27l6CEThwWBsIkNY2lZpQrS1Fii4N8acdepuxzqb1OI5KGxmSQ2jkxXtEE+V4HpVZjZ28e5WIPrRCh+6k073nfIh7ZNUik12Swq8Rnr2okVzIoFW1iIZVC2SUeVimVXVx5+L7taIQAKcF5zfWNAHTFw/EEHjC9JUL/sIHnKewZkaxeOYXOLrC7JHnDJm9HqQlLvnp9gkf2hVk2R+Wmrm6Cl8wg29FHsnMv6zYOsOhDq3j8k1+hZmYrc++8jmhTPS996SeE65Pcfu8/0/PcZgY372Lj13+FnTdIzW8j0tzE7ff+A4FY9Ij+r1wQYmDEOags5HN+I4TgAzffAxKKVpFoMEZ/rg9PSnLFMoZtUBupoS/bjyclHSOd6EIjbaRB02hrXczeob3YroPnedRFUgwbI6iouLh0jnRgew6mYxLWQtiugys6sHWPPftTRGMew/1lBjIeUlb0zK3qdo5dcvE8CAYOarcA4HoVT+QDOIf9XDYcXMfj5U1DrFhSf07Mdn3Ob050Jr0DuAtYI4R4CPgJZ8ld6LXMDEWYWZ3t3tlQEXD/r4H9PJgd4oE5ywH4SOdWgqJE8Xc5rrqxiTfKFp76/l5a22vIOQZ1HWV0VUF7V5LCDouRJ3LIt8cp9Vp87f9uY15dlL988wK+de9O0ntKbMdm6WhHaL8AACAASURBVDWN2D0OPcMGg8MGuiZwbYmmQG0iwGDGGtXPY11hS8DyFBo0j7QjyBRs3qiP8AuzlkvmhFlAHysu9vhlg4oIJlmx7td8XyznB88OctHlS1n07DqyV15NrD5GfVDiXrGYW1aFcB9ZQ/vffZiZb1jFY+/8LI3zpjH9w28idfUyHv7gFxncuJNbvvc59vzmacr5IoFQkMXvuw09GsExTNZ+8XvUvve9FMselyyszMjXbSlz86roQYNxn/MbXdUZKY7Qle6mMdFALBij2LEfM5GgJ5MmoOiUnTJZI4siFFxZjXLVQFiyjYNtZY3cwYAb0SJIoGyVcXEx7DKOrMisokrqa0IMlHvQoxHSGXBcAYokGAhgWpUADNVlZQGKUvnZdcHDo0SRGKPVrFwPsD1s26Wzq0j7VF8O1OfsclJ7ukKIKHA78HbgdVQsj34ppXz4aK8/G9rLJ8J2PHRN4YWtQ1yyoJ5fPrmfyxbUMZQ1qU0FyaRNhnImf9g1wFce303zJQmSU0PM79JpbY7wUO8QkY0WkeYA/VsK9A6VcD2YNyXGCzsqRhtzkzBgKmTKR0uaqtCaCtAzYhHUIBoJsGhKEM0tElCiPL6rQH0iSGsqyB1qP/P+eAmvvDrAxp0ZVuzbxp3vupzGay9m76+e5ddbs7x5aCfSdHh1TwdLP3YXC//0dgY37ULu7sbtT6M3p3jq2/ez4M7X0fPEempWzGNkWwczb7mCx//nl7nha39F77pXuexT7x3VR9er1Dn5QfbCxZMefbk+RoppwnqY9MgATkCgKzqzGmZSNEvsz+wnFoxhuzaWYxIPJsibeVRUbCqWlgKBruo4roPEIxqIoSoK2XLu4GcFtSCe46FhYJXzmOU56CJINBAhZ+VwjSCm6WEfRYmskk8hq5aTkCdPnKPLSCbjOssuqp3ULkSTdU9XCDGPiqXdAWYCn5FSfvksdWlCOY6131uAzwELgEullKcc6E45e1kIUUslmeptUsrrj/aayRh0j8dTGwcolR1mt8XpHjLY1JGmflGM/pjHu2JNvOmeJ1i9pIG1W0Z4/cXN/PeDO+kbLrN0di0D6TLpvEmmYOO6oGkVk3sAoakUDJeALlg5p4b1W4Z44+pp3Pd0NzEN5k6vQXgWc5s1krZgVm8n/2628PTXbuSV3RkWtCd58uU+6tY+wIt7IvzVP7yRYGtFgGD4wWfo//qv8IoG4SuXoE9rou29t1DsG2brt++nfUYbmDbx269m38Nrye7uItLaQKylHoFE3bSH6Z++G4DeIYeWen/52Gc0e4f2UbSK5M38wWMqKkKpBF/DMYjo4arNpktQDVK2DZzDNlt0NFKxOgpmgbLtoggXD+/g7DikhHBxK9nIeghNaIwMCRAOs6c2MzBYpizziFKKdKaMoigYr7mo9fCoq9XZke6hgQZAOWpyo65VdJqvuvzYoh9nm8kadA9HCKEC3cBlxyobPdc5jrWfpLKm8w3gk6cTdE+kvZw6xlO/qN7OC65ecqgsYlZbnGuWVh6bnkexYPM/75xPyXL5/PuX8c37d/InN8+mbLnM7NjFX3ZKpjdHSeQtPE9QGM6zskklGA2jNCT59dO9JMIqI3mHlYsbeXBtH0FdcGOjJF3MEZ/WQLY/R1c0zsP5Oi5eUkf+H7/HZe+8kWi8jsaExqUf/QDln73A/i98l9jyOWzduJPG3b3oUxtxCyVU26XouIxs2k3Dyvms/MTbyfxhPfV3rMYzLUT3ICCZdcsVxNoa+P3dn2fZNSso7+lGb6hl3e+7uOVtc9A1f2brcwhNUSlZpVHHXFzwQEhBPBjHdEwWNM9nsDBE0Szi2KOzG2wckuEEWSNLMhyhJdmM67nsGdqLgoJDZe9XIlnQPJ9cOY/WVEQIDYlNIQde1KA2opBIJOjqHm1q09IYonegTDrtUkuKA7mhnuSgiIaqVOrnbQecosOW7WlmTIsTDp+fF5p//5+dRwhF3PPn08ZTKOJ6YPdkCriFzqEjxhybVn/aY5ZS9gK91Z/zQoitQJuU8hFgTLkBJ9JHG6Liofhi9fbSYbdzZyp7mgQVhVQiyO1XT+Wl7ZUMztuuaOOWVW3sfmoLV//Jtdy6LIVlw6zWBBfNTPLuG6Zyw+vmki7ZPP9iD5oCpbKDUbLoGykjFMHsqTVcErG5s9HimkiZywJFVux7hdVt8G8NAzx55808V9T4t8/+kiVxDy2dY2XvLhKrl5N/YStzpjajpRLguASaUtS/9XW0LZ+L3Fr5G9Bq4tTfUZH0K27cRdf6bQhdZ+CVnQhF4Q3f/xwNb389gSmNiKDOTVcl/IDrcwRTU1NZ3LqYqB5FqZ4qgkqAoBogoAaQUhJQAmzv28FAboDcYUvGiUDFjlEgSBczCCEYMUYYLg6TNXPYnoWHh5SSkBYioOr0dFsElQjhQAjDNmhMNLJkQQOi0EQgYtE/YCAEJOKC1uYQugrpjHXQAEFjtFbzAeU32z20Hywl9A2WsI+mbnMeUA2436KiRSyq99+qHh8v7gJ+PI7tjYlqwD1izNXjY6Zq7bccWHv8V54cJwq6XwHSwENUxJ1nSilnVG8n72h9HvAvf74CgNb6CItn1nDHn1zFut153jPF5YVv3sRXP34J87Uym9fuY1mjxp+tiDM17BJU4F8/sIT/oe7nljqL+97SiFc0eHnqHNoKWX7ycpZXBywa5k1H7ehH6BpT1q/jposb+eBNLQR7BhDFEnVveR3RRTOof+v1WF2DOLaN3lhDdOFMwnOn4QznCE4/tGxmdg0w9Is/0Pu1+1jyluu55K/exazbrjr4vBoNowR0lIBOqH3yLrf5nF0igTBLplzE8qnLqAnVoA3m0VyVolPE8RxKdhEpJRKJikpAqeyX5qxKAJZIBkuDmI6JJjQigQie66KgYnkWmqoRCYbRVJ1gTQFbljEdi5AWIl1KEw5pXLq8kcZUgrmzEqxYWseiefWkM1YlGdGpZDlrx6hiUxSIxUaf5splycCgwXMv9FMq2RP59Z0N/p7RGsRUH//9eDRe1V3+Y+Dn49HeODFhY65a+90LfFxKmTvR60+G466vSCk/XjU5uJaK+PNXhRAPA/8lpdw7Hh04V7n9qoqTENe1UzZdvvO73cy+bDa33TiXBYUBfvrcq0yfOpc3pHt5ZcsAr2SjBM0CSqZAWalj5dwUjxVm8N/RPegCvm3E+d93zuYfXijxmbctoPMffkR49hT0uIoaCeFZNvZQGi0ZxRrKIDMFpCuxBoaRnkfhha0kVleytsv7eglMbST1R1eRuv0anKEMWmDyJo8cC88yUAK+8tVkIKAFCAfCaFPbGC4NowmNhlg9mVIWVVFwPJeCVaAt3kZ3tvvg++oidfRnsiiqg6J69Gb7iAajhANhSlaJkBYiU8wyt3EOqqpSskvoqo6iiUpWM5Xa4VgoQlj32L53hIbaGM/GHuPq0uuwbIktR5cQHY6UYJkemnZotut5kMma6Lp6Pi4xT5S13wFuBtZLKfvHqb3x4Exa+42ZE9pvyAprgL8Cvk7FWeKG8erA+UAoqPLx5DDvXJlisZslumQ2y2fVEh0YoJAu8hdTTZrqIjQvmsZV71vNl2OdXPPk77nrHStpe+frafvE27g7t53Sq3v4cM+L5Ne8gNU9SO7Jl8k9vxknXyL7+Et4jsPgL9YgTRutuY7Shh0krlqG3T+CVpdEqUuw5Y5PUd6xHy9vMPijh1F0jUDLISnH3NOvUHxl51n8tk4eu3cL0j32TMTc+wLSsY75vM/40lbTyuzGWcxpnENjohHTsTAcg6JVxLAMBBUxjFggdjBgDpeGEVKgCBVFKEQDEbbtEhSsAh4eIHFx2T6wnd2Du1GEggAaYo148lAkdT2Xzb2bsYK9NNSF+EDbnUxpi4MQJGLaMUvzZk2PoagKjlPZ4z2wFzcwZBIInJfuQ8eysxuTtd9hvJ1JtLRcZdzHfBxrvzFzIsODA6VCbwMagPuAn0kpjzuYcy17eaLofWYz/Z3DPK3Uc+Mzj9DbMcygGqJw2/Vc3LkdJxSkJpum4Z03kf7ts9Tesgo1FmH4vscJzZ5CYf12tHiElr+4k64v/gCzZxBrfz/173wDuSfXIwtlAtObeUBZwk3mK0TbG9HqEjTe9fqzPfQzgnRthFrZxyubHqHgeXkSndQ4nkPZKtOb6yMRTJAtZ7Fci4JZQEEhoAdIRVIUzSIz6mewrX8bRjGEGsghAU0oNCWbGC6OYNglWuKtjBiV/AnbsYmFYgS1AJlSltZkC7qmEwlE2N3TT0xLsn1HCVWpzF6lPDJjWVUgHFExSi6ud0iytaEuwJKFKUYyFqGQSm1ycugyjzV7+bA93dfa3P3pWJOpqvGgk8o2Y3YsbY0nh+3pHjHm002mqvoLPAVs4mAFOvcAQSrqjA1ABtggpbzplNo+QdAtAjupiGLsZLQiIMeacvtBt0Jx025co0znup3MvHEFmQeeJbxkFo/8ZB2XNamk7riW7JqXELpOZEE7tTdeRvr3a7G6B9EbU2SefJmWD7+RYFsj+//uu3hFAxSF8s79KMlY5UyjCOz+NDU3XkrdrVeSf3EryauW4uSK7AlPQVVg4czJcUIZT9yeIjJhYnW8hCnDrMss5qaras52t3yo6DIXrSIhPUyunCMVqT2ozwzQm+nFczX6MoMI3UJKQY3SRkkMUCjnSISSZM0cqiKojdYS0cNEAhF0VadcljieiesKUBwGMhlq1Fa2786hiNHLzKoK06eE6ekrY9mVU5dUAA9uuKYVTZt8F2njUTJ0BrKXJx3jnb08kZxoQ+Nn1fu51RscUqSSVGa+PsdAb6zFfHEbi//ijdjDWZR4GC0eYakxiJ2Lk3viZayeIdx8kdTtV7P9ff8Hr1Ai9cbVFDftxOkfwRlIs/ej/0bNLavIrnkJN10A6VWKxRwHUXVVMnuGCM+bhlaXwM2VCLTWMyeuH1zmO+9wPQRhdHUukfnt3Oh4fOdXad491UZfeaQzjs+ZQ1M1klUv3oZY/RHPt9S0ABBRE6i6RySk47kCV8YxDI/hwgiaqaOLIKaepy6SIhVNYZQdzHIJqUq6BzI45QCCKMOFPFIeaavpurCn0xi19CyqpUSTMeCOF9UAOykDzkRRDbDnxJhPFHQ3U5XErz6WwCDw9IWeSHUyBJpSpG69AoDhe9fgZApEFs8kuXo5Wms9xZe2VcziTRtj2z6C05rRElEURcHsGyY4p42eb/wKtaGG0qY9BOZMxXhuM0jwMgW0KY04XQNErryIjW4LxprdNGe6iC2dg16XfE0BxfmFUhPE7cyjTmlBmi6PPjjEm+MvINuuxbQkP30kx3tuTZ7tbvoch1FWe2rln3AQUjVtGGWHYEClq7dIKlrRBM8XbFxbQXEjrJxbz6NP9qAIUDVBbVIDIUlnRstWRUKCkiFBQDKu0dQQpmwdWzHOx2eiOVHQPZpQaTvwaSHE56SUP5mAPp2XJK9biVAVlFAQJRJEGiZ6bZLi+u14pTJDP30M13ZwB9JgO6gt9dj9adyBDAh5sK7QQaBVV/mdrgEASpv3sOSqWqZd0sLQvdsJTG85a+M8U4h4AHVeLUKtzFgWXpUiMrgK9/FuREzn3Te2n+Ue+oyFcKhyaprWdugUNJI2mTMziWW76LrC5Rc3EApqrH9liFRtANOUtDXHyBUs8nmbdNambEricRXTkixekCIRP/ey+H3OL07XxD4FPCqlXHG05/093eOTX7eF8ILp7P7Iv+CVykjHxcsWRu+YR4JgmK/ZRYe94TamO304tougctU0WN/GSLiOa9+8gHKilhfV6dy++uj6s+c77mAJ+9FOaIwQun68qiR8JjOeJykZDp4nDwZVKSW5gkUsEjinNMTPBRlIn7FxWkVqUsoR4XtknTbxSxcC0PTeW0DX6Pr8dyARhULp0MZUyTzqe2cYlRpInUMpdQ1D3TSIbpI3vJu6WIS2Ce7/ZEZtiOAtrsfdPIS5rgd9eg1K45Heyz7nD4oiiEVHb6YIIUjGz78EQp9zn9PKJhBCXEdFqcpnDNRcfzE11yxj6ufeT3TB9ErNQzIK+smZxB/+n6ck45Re2TUh/TznMF2MuRputoyzK4NnHcvt2MfHx+fMciLDg00cscBJCugB3jNRnbrQSFy+mND0FobuayBx2SLyL24h9/xmZKGMm86jtNbj9QwdUnCvFiMGZ7fh5IqoNTFaP3QHoTlTzuIoJg/aikZCmSDqFAWl4OFuG4H2BEq1FlO63sG9YB8fn5NDCPEJ4ANUYsIm4H1SyvLZ7dXEcBxrv38G/giwgN1UvoPMKbV9gjrd12ajSGBYSlk82usP4O/pjh/55zYTaGsg0FqPZ5iUtneiRkNodUn0hhrcbAGt5sLcvz0asmQjHYmSCOANlxEBBW/IQET1yn0qhNdVQL+4CSklXncBEQug1PhLkT5nn8m6pyuEaAOeBhZKKQ0hxM+A30opv3t2ezYxHMfabwrwBymlI4T4RwAp5V+fStsn0l6eNNZNFyrxVYsP/qzGI8Qvnj/qeT/gVpBSYq7ZDwNFKB5WEtIQRGmKojRGkIpABFT0i5sq77E97Mf2g3PowlMsThG87PzP/vY5f/nto11HCEXccsOU8ahh1YCwEMKmov7UMw5tjgvGM0cKgoSvPH1BkONY+z182MueB+481bbPO7VvnwuL8n07IV3VXz7aivGgiTds4m0eAU3gBgROTRjCKrKrMCrgAgjdX3b2OXepBtzDJRHbgW/99tEuxhJ4pZTdQoh/oRLQDODh1wSgs0Y14B4xZuOZTsYSeA9wHGu/PwF+eqrt+UHX55zFGymD6UFYQVxUR2BeHSJQSUKTjoeztg/l4kbkriwyruNuGobBEuX+IigKQder/AXoSkX+JaQTWNF0Vsfk4zNGjmdzd9oBSAhRS0WHfwYVzeGfCyHeJaX8wem2OY5MyJjh2NZ+QohPAw7ww1Nt0w+6PucsojZI8G1zEcqR1WtCU9CvbK08WFQHgFobwvr9PoJZuyLSqwFCQFhHSYV4qhhg/wNZ7r7NV7LyOWeZKGu/G4C9UspBACHEfcAVwGQIumfU2k8IcTdwG3C9PA2hCz/o+pyzCCE4JWlpAUp7Am/zcKXI2QEPB+aGCS2awnWeJFPwJQJ9zmk6qSyvHu34WNu9XAgRobK8fD0wWbJlx33Mx7L2E0K8gYrN7WopZel02vY3sHwuGJRYgMAlzbDikCGCkAp6qLbyvCJIJU6uRtrHZ5JyDxVbu8MpVY+fNlLKtcAvgPVUyoUU4JtjaXMcmYgxXwm8G3idEGJD9XYL8B9AHHikeuzrp9rwaclAngi/ZMhnslN+ugu2VyxBxUUpAiub/Npdn7POeJQMTWD28qRlvLOXJxI/6PpcsFhPd+PtyIAO+g3TUVuiZ7tLPhc4k7VO12f88Pd0fS5YAle1YXg2Tv8IIT/g+vj4nAH89TSfCxptSR25rq0Yu/dTeHkrZqmE9PxkKh8fn4nBn+n6XNDoNXGabnwD6pQk9kgas1hC03VUxb8e9fHxGX/8M4vPBY+bdOn/4f2gKoSEhqrrJ36Tj4+Pz2ngB12fC57glEbily+tehmPTiw0tu/D6hs6Ox3z8fE57/CDro8PYHX2ojfVodfX0v/9+7F6BwEItreg19ec5d75+Jx9hBAfE0JsFkK8KoT4+Nnuz0QihJgqhFgjhNhSHe/Hqse/IITYWK3RfVgI0XqqbftB18eHikuRk83jWTYN77gVtIpIxr//5h6E5qc++FzYCCEWA38KXAosBW4TQsw+u72aUBzgL6WUC4HLgY8IIRYC/yylXCKlXAY8AHzmVBv2zyY+FzTScen8p2+jqCrl/b14pk3iimUgJSD4xFv+9dBrpcTa/gOC89996p/jeQg/OcvnDND7q4ePEIpoeeONYxWKWACsPSB9KIR4ArgD+KcxtjsulL/96hFjDr1/0URY+2057GVRXrsfdRL4ZwGfCxspwfPwCkWcdA6vZJK+fw3G9n3knnoJKSXFzTtxjTJCCLTGlQB0dQ9jWc5JfYRnOxR37ZvAQfj4VKgG3G9R0SIW1ftvVY+Phc3A1UKIuqr+8i3A1DG2OS5UA+4RY64eHzOvtfYTQvydEGI/8E5OY6brB12fC5rub/0cyhU/XulJZL6AWhPH6urHLRkM3/couec3YuzqJPfMesyBEEP3PUpLcy2BgHYwyWrz/3ucDU/uPupnKLpGbO7MMzYmnwua49ncnTZSyq3APwIPAw8BGwB3LG2OIxMyZji6tZ+U8tNSyqlUbP3+4lTb9IOuzwWJa5TJb9gOpl2x95NA0UBtb8HNFvBKBqHZ0yjt2Edw1lSckRyFl7fhFEqISJCub/yEkSdepP+Hv6Gwfivz33Y1F60aq3uaj8+YmShrP6SU35ZSrpRSXgOkgR1jbXOcOKPWfofxQ+DNp9quv6frc0HiGmXyL23CzeWq+7cV1GgY16lcwGd+9zSEA8hymVJHL2p9DemHn0EoKpQtSvZW1FiE0MwpaAEV8B2KfM46E2XthxCiUUo5IISYRmU/9/KxtjlOnElrvzlSyp3Vh7cD2061bX+m63NBkv7NEwgtQHjhHKKXX4TW1gTxCNaWPViJGEpzA0ptnMZ33EZp406C05rB81BUDTURRalLEJrTjhaPYuzswEnnDpYZ+ficRSbE2q/KvUKILcBvgI9IKTPj0OZ4cCat/b5YLZvaCNwIfOxUG/ZdhnwuOIqbdzH8mzVIKUlcvRJj2x6c/mGkqqAGAzgXL4HnNiAMAyTozfU4s2YTsQsUn3sFwkECzfXgeVg9gwRntKIl4mjxKDXXX07msedJXL0SJeArW/mcGuPhMjRB2cuTmvHOXp5I/KDrc8Fgj2TJr9tEbPkCins68bJFBuwyLQvnkr/vMWpedxle2ST/wmbcoTSEQ1AuoyycS25nDw2Lp2Js2Q2erOwDm5UELIRAa28mPLUVZyRL3R9dixp7bV6Hj8+J8a39zn/8PV2fCwY1EsItlCjv7SbUXE9h/wAL3noTnmESfNP1mPv7iF+1gsyataCpRBbPxti6F2/ffmKWgfHKdnBf40CkCAgEcPb1kt/fD65H17Y9KHU1hNtbqL/9+rMzWB8fn0mJv6frc96zq5AlZ1tkXYeugMC1LKTl4Hge+3/xMCO/fQK9oRaA4V8+hhIKokTClDZuR6jiYEkRXnVVqCaBUl8LkVDlWNmsHHc9UBVwPbyBEYovvErXV3+Id2BG7OPjc8HjB12f8xLH89iWHebhvk6Kts2W3DDbMyP0TatnTVIlWzYoXL6IvTPqKW7eRe7ZDRUZyHIZKcDLFcBy8LIFcN1KyX1AQ5vehhbQ8EYyBNuaKh8WDlbuVVEJvEEddUoTCHD7hxl54Imz9j34+PhMLvzlZZ/zBikl3UYBW0raI3EKrkNfuUTGLFM2yszd1EkoEqDZdNlRE6F+TxftXQMQDlDe14OIR7C6+sDxKsvGQgHpVWazEnA9nO4+wgvnEF+1DHs4jdk7SM21l5B9bC2J1SvIPvUy2DZuV//BfhU7utGffAmhayRWLT17X5CPj89Zxw+6PucNElg7PEBE09iTz5ExSlyUTFHyXEqGjdNSz1TboyERZHdPD51NNbQFWklu2IE9kkGxbCiZKE11ePkCGBajpFW1Sn2usXkHVm8/btFAb0iRX7uR+HWXUHplO5E57dj9Q6Ao2NkCFEqQyZNZU8lollJSKQH08fG5EPGXl33OaUzXZXchS1cpz6BpMD0SI2uW2WfkqdvThyxb6J5kWk+WHC47W2p4bloN4UyB2Tu6ST63Ga2+lvjlS/Gsyt6r1z8MJRNP00bLmZs2REKIaBgvX0IgiMyfgZvOY+7sQEvGUTSN1BuvZzjSCF5VJS8ShFiE4sYd5NduPPNfko/PGBFCfEcIMSCE2HzYsZQQ4hEhxM7qfe3Z7ON4cixrv8Oe/0shhBRC1J9q2/5M1+ecouTY6EpF+enpoR56jBJ1gSApPUjGLIMiWFxTx4vpQfbPbEK3DWKeSv+8ZvKOQ2Aoy+xgCDOg0ZeK0+pKQv3DlczjYKWuVmlK4fWPoNj2oQ9WRGWZuVQ+FIeDOtmHniGwaBZuJo+r2Rgd3djpDNGGVkJaG9LzMPf3EahJkLh0MZnH1hKc2kKwrfHMfnE+PmPju8B/AN8/7NingMeklF8UQnyq+vivz0LfJoID1n7rhRBx4CUhxCNSyi1CiKlUhDFOS/HKD7o+5wxSSjakh5gVT7IpO0y/USSi6piOy6ZymgBgAZ0d3cRb6hFCEBIqw7aJkjfQBDR3DtK4axA3YxAvWcRqkpj5EtJy0JJx3HwRr2CgtTTgmWUS115OacNWhKrgGiauYSI8Dy9fBF0H28V6dTdqXRJ3OAuqgrm/F7V7AGXR7Eo2844y8RULcYplIssXoNfXnO2v0uc8puNvv3KEUET7//nomIQipJRPVt12Dud24Nrqz98DHucsBd3Pfe5zR4z5c5/73Lhb+wFbgH8D/gr49em07Ytj+ExqhkyDsKJyb9durqpvocMocl1jG08N9uC4Lj1GkTIVez4koCpYa14hct1SgmWXYqiqh+xVEpBbShZzH99GsrWW2puvJv3bp4gsnYuxuxu7e4Dm97/p4Gd7ZRMlFDyiT07RwMsVCLQ0kH16Pfm1G3HLJlpDHU7/UEU0o1o6FJjbjvQkgWSM8Lzp4Eoii2f7+7o+R2Ws4hjVgPstRrvulIA/HWvgrQbdB6SUi6uPM1LKmurPAkgfeHwmqQbco455LIH3ANVxPwksBq4DXiel/JgQYh9wsZRy6FTa82e6PpOW54f66CjlKbsODrBmqJekpvN/925lSihGV7nAQakK16tkHYcDBK5bSnsgSr6/GxGtR0eheSBNfN4MFs1MoVx0KIO4/s4bAQjPbkfao/1xjxZwAbRoGKJhAKJL55G4YjlCVjnkFgAAG8FJREFUEUhPkvnDWsp79uM6Nm7PENaODhCQvOsWtGQCJaj7AddnIjmezd2EySJKKaUQYvxncCfHhI35cGs/KkvO91BZWj5t/KDrM6mwPJd+o8TDA12jjocRhHQN25O0BMOsbmzl8YEurmloY1chQ0s4Sm0ghCIE23Np5iVq6apNEdcCRDQNrW0GtpAoxwh4QgjEaWgla/HooTYUQe0Nl3PAfMUeyZJ++BmcXJH0758mNH0KNa8/ZMzimRZKMMDgtm6e3hfkTW845ZwMH5/XMmHWfkehXwjRIqXsFUK0AAMT8Bknwxmx9hNCXATMAF6pXjhPAdYLIS6VUvadbLt+0PWZFDzT38W2Un7UsTgqIV1jVV0zI47FvPjolasbWypuXotrRgereYlKEuWUSGzU8cB4d/oE6KkkjXfdgpMvYnb3o9UmkbaLNZxBT8TIPb2emusvJxHXuf3a+Bnunc95yoRZ+x2F+4H3Al+s3p/WHuc4cEas/aSUm4DGw16zD3952edcIl02uK93H57noSiV6rVZoRhXNLYQUEf/ajYcsXp07qDFo2jzZwKQe24jTjYPeKTecDWAn8nsM57cw9H3N8dk7SeE+DGVpKl6IUQX8FkqwfZnQoj3Ax3AW8fyGWNgIsZ8wNpvkxBiw4HPkVL+dgxtAn4ilc9ZYMPwAC/lhg8+btIC3Ng6nYB6/pvAu9kyxp59eJZF4rIlZ7s7PpOM8XAZmojs5cnOeGcvTyR+0PU5Y/xs7zbyh6lNXF3TSHMsTkI/0wu/k4P8uk1IzyNxuS8N6VPBt/Y7//GXl30mnL5ykQd7K9srCvCeaXNRL4BZ7YmIX3oR5X09o45JKZGGgxI59aQuHx+fyY8fdH0mnLgW4JpUM3OS541K3LgRmt466rEzVMIxLcKRyneVz9nc/0iWu26KI00Xre7c3dv28fHxg67PGSCq6X7APQmk4yEzZcpKiUAxipc2iLTEqHXLlDaU0ATYOoSWtyF0f6XAx+dcxDc88PGZJAhNQZteQ1SNIVQFrS2BsDyW13kcTOa2wTXds9pPHx+f08cPuj4+kwRpu1hbh5BC4A6VMHcOIzWF2qkRRE0YopXIa7/Sh9WROcu99fHxOR38oOvjM0kQukpgXh3SdnE6M8ih/7+9Ow+S4zzvO/59u3uunWt39r4AcHEfxEEQ4iHSpgiLEGVK1GXZpOzYClNlKVIiJbFTiVROnLiSuGgpSaUcH8WIJR+iJTmkKIqmaB6heOIgAOJeYHEt9sDeM7szO3d3v/ljBsBycZCLvYHnU4Xambdn3+53qoAH/Xb3+8tQ2NuLinghmQe/BzwGRL24eRsnkUXbLmfPZSnapbvCbUeTybkfsCchpuYq0X6/Vo69c5VSN9Qd11eL9lNK/aFSqlcpdaD855NT7VuKrhALiOGzMDxGKbxBg23buJ2jUHQhngVDQ9ZG5x2MqB83lae/v3Cx6PYM2Hz3b+PX3Ifruvzf1//i6ttt+6rbPkghncF1ZPr7BvR94BOT2o4An6MUBnCjuRDtt47Suq5fU0qtK2/7H1rrzeU/U14sQ26kEmKB8TRFUEEf9olhLMMCh9Lf1FgA4rlSsINTIHfwPFgmt9V58fkNtO2yJKr5g3927TWcDcPgznVXX7M9fbKT8NoVaNdl4FA7DZvXX/Fzyd4+/NEI3lAQO5cj2dvPmZffYP0XP00gJvGF8+XIfV+7bKGIDb/43zMe7ae1bgcWRIDHrl27LhvznXfeORvRftMmZ7pCLDDKY+KpqcC3qQGjqRyoYIMZ8oNTXlzE0VBwIVnAjWcpdI9RGEiSPx3HSeU/cB8ttW3sPZYlV7g0FZ0eHCYzHCe8dgXpwWH69h+moubSXeeu4zLccZqnnn2cfDGHnSsw3j9I75732PPnf8WBv3kabRoEYpWMdfVi5y8/Dnv4INrOTe8LEldVLrhPUFqLWJV/PlFuvyGVC+5lYy63T1v5PxtbgN3lpq8rpQ6Vp9yn/FiGFF0hFigj5MW7LIaxNAoK3ME0WAZUXMgILhfgnIPTNYaO5zD8FspQOGOlwqZtFzdbvGL/0bCJaVw6SzEsi+539vLkC/+VYoWimM3Rf/AYqb4Bjv79zxjvH+Dc67tYHVyHz+PnxM9eou+9I4wPDNO2/R42/NpD3P7Yl+h4/hW01qR6By7bp84Og1uY2S9KTHStmLsb1ayNeWK0n9Y6Cfw5sBzYTOlM+LtT7VOml4VYwJRSeJsjFA1wbQ39KYygH2t1BJSi0DEEWYdiKo1Hgc4UyGeLoBRW1I9RFQA0BC6tcOU6DnY2x8rW4Pv2FYhVEo5GeGTd79Lz5gEC1VWMD8U58dxLJPsGGO8bIJsYI2jbvHv6r8knk3hWLWfsXDejnT1kR0bAMGi7/16O/vg5PKEKbnvsUc6+9g5uPs/qT+/Aar4fZcz/dOQNbC6j/RaKOYn2A9BaD0zY/gTw/FT7lTNdIRY4pRTepiiWx8SoDOAmc9i9KSi6ZIoZXKXxNFZB2AM2KL+Fsgyc8TyF40M4iRx2Pk+qr/TvRT45TuJsNwDx0+foevtdRs/1cO6tPZx47S32Pvl3pAaGOfz6a7xdOETyfD8ohTcSRvm9pAaGsHM57EyOnt378AQrSA8OYgWDrP/1T9Ozay/5VJrU+UHe+m//C8MwyIwk6N3zHgOHjs3nV3kzuFqc3WxE+y0UMz7mK0X7ldsbJ3zss5RuJpsSKbpCLBJWYxjfqhqs2hC+ldW4Yzm8fj85nUY3+MA0ocJCj+fRCqzmCIQ8uPki+TNxMsNxEme76N17AMu0OPLDn1IYH2e0s5v2n7xAqq8fJ18gn0oTP36KgDdA29K1bPjipwnX1xBurMfj8WL5vOTGkmAYuEWb0a5eXNumMD7OmZffoH7TegzLpG37PZheH9mRONGlLeRTaepuXTvfX+ON7luUYu0mmqlov53AaqVUj1LqMaXUZ8sxf3cB/6CU+sfp7GMaZmPMF6L97p/0eNDjSqnDSqlDwMeAfzXVjiVlSIhFKHG2i0IiRWYgTmxtG+3PvsCSzbeD7VLV3Aqui5PKYcYqKAwn8cWi9J48wkj3OfLJJMFQDMdwCDXWYfo8ZBNjxE93ogwDb7ACbyRMZmgEpTWFTBbD50W5YHos6jeuo/9IO24ujzccJDNYimlUPi+6UAANFQ311Ky8ha63dhNd0sS2r/4OUAp0WAh3uy5UM5EyNBt3Ly90M3338mySa7pCLELhcDU6GCN+ppNQcz3p4ThD3acYHxgmEAhhORYFJ4fP8tN17AA1G1czeq6H9PAw3ooABSdLtLWVNZ/awe4/fRInn8fJ5cHV2OksqYFBTMsDdumZW6dYenbXNg0SZ85hGAaG30/1mpUXi67OF8BrEa6rJZdI0rt7PxW11Zj+AHv+7Pv4IiEqly1h6T0fmbfv7WZQLrALsuDMlnKBXRRjlqIrxCJkVgVwM0XWfOZBlGXQuGUDfrOCzGCCwQOHSKkc1S1L8J/IUrnhFlxTE1xShzJNAg2V+KJRMiNxut7eTcsdW0j2DeIeP0V+dAwz4IdcHiYscuEJBwlUx9B2EcvrAaUwPCb9+w5R0VRHZiiO4TExUKSHRoi0NlFMpYkuayEbH6WYyxFbsYxzb+ykesUyQg118/jtCTF/ZHpZiEWs9/X3qFy3hGBtNU7BpphKc+ynLxKurKaheQXZdJJDLz8PhkKhcCyNGa1g6a1bSPcPMtbbh3Yc7GyeQHUVudExXNtBGYrYyuWMnDiJx+/H9HlZ+kt3UlEd48iPn6Plji0MHjlBbiyJWyyiXY03FKSivobc6ChKK+xCgUBVJaH6Ws7veQ/D56VmZRtD7Sdp2LKBus0bsMfHady8Yb6/xgVDQuxvfHKmK8QiNho0qA6XHv0xvRY51yYbj2PnsvR3tOOLhKmsa2RsdAidL2K4oF1N91u7Mf1+os0N5MczjOcHyY0lS4/zuC6eUJBkVw/Lf+WX6T9wFH9VhMJ4msbN66lZs4JCKo2rNWiNv6qS/FiSQFWUsc4efJEgDZtvpe/gYfLJFJnBEaxQEIXG8HqoWbOCgQNH6dt/CFBSdMVNRYquEIvY+ts3AaVrrm6xSEWsCn80QtPWWznx/CvkkymKmSy+cIhcPlFa03k4jaMUTrGIN7KK4Y7TGF4vFTUxTNMkWFfDUHsH3mAA13WwAj5c26Z3zwHipzoxvF6SXT04hQKhulrMigAVtdVYXg9j3b34olEGj53AHs8SW7OcZHcv+bEUps9LqrcfFFQtX4bhNYm2NJEeHCZYd+2lK4W4UUjRFWKRKJ5N4LmlCqdokx4YJNLSdHFbNp4gN5oktmwpzRs3UsjmMCwL13Vp2raZZFcvrnYxTYvs0AjeyjCxtqUMtZ8gUFWFnc2S6j6PMg0My0QrRXpgmLO/eAeKNhX1tRh+L6m+ASpqYtyy/R66336X8NJmEmfO4eTy2H4vdRvXMXjoGA2bN1ARq2ToyHEMy8IbiVC5rIVIcyN9+w5RubSZlrtuxxPwz+M3KsTck+d0hVgkBjxp+vv76e3pITeevtheLBbZ234UpRSZRJzkyBBjXT2s2HEfltdL87YtxFa1YWiFW8gTXtJKsLaG/GgK13bQrk24tRmzwo+2HZxikeJYCoBgbTUAmcFhcoMjGJaFLxrG8ngpZHP07TmAnc2TGRkh3TfI4IGjGJbF0PGTDLV3EGqsxx+rxB+uIDuSoGfnXly7yPn3jnDyhVdJnb98qUix8Fwl2u9PlFLHy+sQ/0QpdcOkXFwt2q+87V+Ux31UKfX4VPuWoivEIlAsFjl8+DCRSISCY1PZtpSDBw/iOA6HDx9m7dq1RFqbCFTHiDTX4w2HadxyKx/9va8Sqqtm7FwvucQo+VQGy2OglCJYW4OdzRFqbiRx9hxKGQRqY+SSaZTHAk/pjBfAWxkBwE5nGDl+ipEz5whEQmAoIo111N+6Dtt1wWPhFoo42RyGaeEJ+MmPpVCGiZ3JoNFEWpvIxUeJn+5kuOM02pX830Xg+1we7fcysEFrvRHoAP79XB/ULLpitJ9S6mPAw8AmrfV64DtT7ViKrhALkOM47Nq1C9u2efnll/F4PDz44IPE43Fs28br9dLQ0IBpmtx2223U19fjCfgxPRZ9boEVn/jYxTWOlWFw22OP0Hj7JmJtS3BtB1yXTDzOht/6PMPtJ3FzeexMFgxFIZkkUFUJRYdMb3+pLTF26eBczdChY2SG4uBq8ulMaanIfGHCwhcKZSiyiVGUYVBRV0N0aSsKxXj/ENpU5OKj9Ozeh3Zn/gmKm1ls512Pxnbe1RnbeZdb/jnttB2t9RtAfFLbS1rrC+HLu4CW6e7nerX28WhrH52tfbjln9Mas9a6T2u9v/w6BVyI9vsq8Mda63x52+BU+5aiK8QsyWaz7N69m0QiQTab/VC/UywWeeKJJ3jmmWc4e/YspmlSWXlp1q6pqYmVK1cCUF9ff8U+WlpaMC3zfW1KKdZ/4SGqVtxCqm+Q0c5ukj3nOf7MC2jbwRerRJkG2aE42nbQgOHzgKHwhsrBCBP6NAOB0k+fj1xiDF84iOHxoB0Hf1UU5bGwQkFMj4diapzzu/czePQE2dEk47394JTObj0VFRiTjlVcv3KBvSzmbiYK7wf4p8DPZ3kfV1QusJeNebqF94JJ0X6rgHuVUruVUq8rpbZNtT+5kUqIWRIIBNi0aRPf+c53sG2bjRs3snz5cjZt2vS+zx0/fpxkMkk6nebuu+/m4YcfJhqN4vP5ANi27dLfa8P44P8n19bWXrFda43p9RCqr8H0ecmMxAk1NZDpG6SQzqBtB7Qm0tpIdjSJmy9i+nzU3rqW3t37UYaBprRgRqCmkvGeHJbPi+PY5EdT3PPvvkbH868w1tOHth0MQ5UeKwIMr4dQfS2ZeALtutjjGZRlYXo8OIUiptdzxWMWU3atmLtZWbFJKfVtStOxP5iN/j+EWRvz5Gg/pZQFxChNOW8DfqyUatNTWPBCiq4Qs8jn87F161ba29s5ffo0Z8+e5c0332TlypWcOnWKaDTK2rVraWlpoampdDdyXd3srNaklKL1ztsJNzVw7hfv4AuHGDnaAYbC8vuBIlgmtu1gF4pgGjj5POd37cPweHFz5fB5yyQ/mkSZBlXLl+Kp8JM408VoZy+161fji0boevtdsomxi8tI1m1YQ6q3n6plS8iNjtH60AP07NpHzZoVUnBn1pxG+ymlfgd4CNg+lcIzw+Ys2g/oAZ4pj3WPUsoFaoChD9uvFF0hZlGhUKCxsZEdO3bw+OOPk8lksG2bYrFIS0sLhmGwdevWOTseZSiCNTEqly+j792DpUatia1qY+TEaZxsjszAEKDwV1eSG0lQtaqN7GCc7IWi67qYPj+gaN62mUN/+zSm30vfoaOkz/eTGUmgLAuKDp5oCOVqUIr6zetp+9hHKWayoBSNm9fP2bhvIl2Uplev1D6jlFKfAP4t8Mta68kpP3Npxsd8tWg/4FlK6UKvKaVWAV5geCp9S9EVYhb5fD5O7XyPN198Ba01Pp+Phx56iPXr56/g9L13hNOvvIFSCk8oiDINBo91gOviq6okn0yB4+DkChiGSeJkJ6bXi+n3o7WLJxjAUJrQslb2PfEDltx7B/GTZ0h1n8cfqyQ7lqIiVonWULN6OXXrVxOsrcbyl6bLPRWBeRv7TeBblK5vTpxunalov/uAmnKc33+kdLeyD3i5fAPdLq31V6azn+s0G2O+EO13WCl1YMJ+ngSeLD86VQB+e6pn+FJ0hZglzz33HPv37wegra2Nz23fTnNz8zwfFfijYZTWBKpjFMbGUJYHb8CP6fFiFwt4gwEM0+KW+z9K1869VC5fiqEhmxglfqoTNNjZPHVrVzDe20ewuop4h2bTb32BUy++xsod9+GLRKhZ3Ybp9c73cG8q8bt2PhXbeRdMirmL37VzWtc2tdaPXKH5e9Ppc6Z0N/JUax8waczdjdd/PVdr/Ralm7Ku5Devt1+QwAMhZtxrr73G66+/fvH9N7/5zffdgTzfut7eQ+JcL/GO03jDIdyijWMXcYs2yjRAQ/O2LQy3n8ApFPEEA9SsWUnzts10vrGbYjZLum+AUEM9dRtWk0+m6H57D6s+tYNQQy37/s9T1K5byepf/fh8D3XRkcCDG5+c6QoxQ5599lkOHDhw8f327du599575/GIrswbClK1rAXT8jB09Hjp0SCtcW0HyzCILGvGLhRQponlNyiMZzA9Htqf+TmhxjpGTvRSuaQFp1ggfuoshsdDoK6GQ089Q82qNjY++lnCjQ3zPUwhFiQpukJM09NPP83hw4cvvn/ggQe4++675/GIri3c1MDw8VOMdnXjFIs4+fzFbY5jEG8/DeWFNZpu34xTtIk0N2Jnc6z85Haatm5k4FA7Q0dP0Lh1I+mROMPHOtBFm6GjHXhDIdZ+9sH5Gp4QC5oUXSGuU3d3N9/73qXLWt/4xjeoqqqaxyP6cJx8nqq2pZz6x9cINdcz3t13cZthGASXtJDs7SNUX4u/MkK0pZGqtiXkRkdxbYf0wBD+qijrvvCrOI7LmR/8BM2ly1Sy2IUQVydFV4jr9Oqrr2KaJl/+8pdpaZm3FfCm7EI60abf/Dy9+w6RT4zhi4TJp9Lcct/dpHr7GD/fT/Mdm9G2S/Wq5QA0f+Q2jv/0RRpv24i/MoIvHCLR2YMvGqZ2zQq01rR+dBvBmur5HJ4QC5rcSCXETaz7nb307jtIsLaaho3rGOs+T2YkgZMvoF0Xp1Bg45c+hy8SBiAbH8XO5Rk8epzmbZsxLIvcWIpIs1zDnQlyI9WNT9ZeFuIm1nr37Wz7ym/TuGUDhfE0ruswcuoshXSG0XPd1G9cizcUuvj5QKwSp1gk1duPUyjiDQWl4N4ErhLt90flWL8DSqmXlFJN1+pjMblatJ9S6kfl8R5QSnVOeIb3w/ctZ7pCCNdxGW7v4PjPXiJYV4Pl9WJ4vCz/+D1Yfh+ZkQRDRztYeu8dF3/nYhCCmDEL9UxXKfVLwDjw11rrDeW2iNY6WX79L4F187Q4xoxTSjUCjVrr/UqpMLAP+IzW+tiEz3wXGNNa/+ep9C3XdIUQGKZBuKmBulvX0vPWHpTPi2VZuE4RZZgkTney4TcelkK7CPz3Y3/6KJMWivjX674+3cUx3iin7UxsS054GwTmLaPx9t9Vl41571/q6SyO0Qf0lV+nlFIXov2OwcVlIr8I3D/VvmV6WQgBlKaO1zz0cfy11eh8gWI6A4ZB/NQZbtl+D9UrbpnvQxQfoFxwL4u5K7fPOKXUf1FKdQNfAv7DbOzjg5QL7mVjLrdP26RovwvuBQa01ien2p8UXSHE+9zzb75Cw7ZS/ODQwWM0f2QLS+5acDOe4squFXM347TW39Zat1KK9fv6bOzjQ5i1MU+O9puw6RHg766nTym6QojLrPnUjouv86PJa3xSLDBzGu03wQ+Az8/yPq5mLqP9KGfqfg740fX0K9d0hRCXsbwe7v79f45TLOKPRub7cMSHN5fRfisnTK8+DByf6X18SHMZ7QfwK8BxrXXP9fQtZ7pCiCuqqK4i3FCHJ+Cf70MRH963KMXaTTRT0X47gdVKqR6l1GPAHyuljiilDgEPAN+Yzj6mYTbGfCHa7/4Jjwh9srztN7jOqWWQR4aEEGLBmIlHhmbj7uWFbqbvXp5NUnSFEGKBWKjP6YqZI9PLQgghxByRoiuEEELMESm6QgghxByRoiuEEELMESm6QgghxByRoiuEEELMkVl5ZEgpNQScm/GOhRDixrZUa1073wchZs+sFF0hhBBCXE6ml4UQQog5IkVXCCGEmCNSdIUQQog5IkVXLCpKqWVKqSOT2v5QKfV7SqnvK6UySqnwhG3/UymllVI1E9o+U25bM6nfbDlN5JhS6i+UUkZ524tKqVGl1PNzMUYhxI1Liq640ZyilO1JuWjeD/RO+swjwFvlnxOd1lpvBjYC64DPlNv/hFLMlxBCTIsUXXGj+SHw6+XX9wFvA/aFjUqpEHAP8BilXMzLaK1t4B1gRfn9q0Bq1o5YCHHTkKIrbjQdQK1SqorSmewPJ21/GHhRa90BjCiltk7uQClVAWwHDs/2wQohbi5SdMVic7UHyye2P0PpLPYO4M1Jn5tYiH/I+6eYlyulDlA6O/4HrfXPp3+4QghxiTXfByDEFI0AVZPaYsDZCe9/BOwD/kpr7SqlAFBKxShd471VKaUBE9BKqd8v/96Fa7pCCDEr5ExXLCpa63GgTyl1P1wspJ+gdGPUhc+cA74N/NmkX/8C8Dda66Va62Va61ZKxfreOTl4IcRNT4quWIz+CfAH5ang/wf8J6316Ykf0Fr/5eQ2SlPJP5nU9jSX38X8PkqpN4G/B7YrpXqUUjumdfRCiJuWrL0shBBCzBE50xVCCCHmiBRdIYQQYo5I0RVCCCHmiBRdIYQQYo5I0RVCCCHmiBRdIYQQYo5I0RVCCCHmyP8H4ijP8vEsFwEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"adata.obs['SCT_snn_res.1'] = pd.Categorical(adata.obs['SCT_snn_res.1'])\n",
"sc.pl.umap(adata, color=['SCT_snn_res.1'], title=\"\", save=\"_clusters_res1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/umap_clusters_res0.1.png\n"
]
},
{
"data": {
"image/png": 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dOxkoLMZsMbP81t9I5+imBtKJBBdd/30Ge7rJrxjBvvWrGTFiJGNWbcA0exojp0w/yXdf8UFECY1C8Ro+8etbaXx1M7nlI8jKL6CougZfcSmr7vk7OaUWvHkFOLOy0FNp4tEwhZXV5FdUEY+EiQwO0HFgH8U1tVjtdjBpxMMRxi08jXB/gGgoyK6VK/AVl9EeCpJOtqNZrAx0dbLqwYcoePo+qt09/OG69Rh6Cp9DZ7PezabNjZjMGuWjR5EyLMw6/8P0tDSz9sG7MZnNYuEk48SCQQDqN6zFZDYz9ewLSCYSWGx2qqfNpGbcZDrvuZu2bDczzruYivGTCK1axcCoURR98UtoZvNJvvuKDyIqRqNQvEW6Ght48Eff5ct/u5+199/FpA8to6vhIBUTJ7Fv7WrCmT1pnN4saufMJzIwgK+o+Jgx9FSKhle3UD5+Ind++6s4031EzLm4s7zogRZKjWZMTi8+r5XRZ17OAb+F3qaDmNMRTHkjKRw3HSOtE+hsw+HJon79GsonTCLk99O6bzdzls5j2xMPMKj7qJ09D0wmJn/oLAorR5Lq6sJaUnKS7p7i3/FBjdEooVEo3gYdB+opGTWaWCjEE7/5GYlolNFz52N1OKmePhtnVhZWm/0Nj+9rb6XupRUs/ugniAaDDPzrOxRfewv9nR207t3FhEWno5ktNO/cRuWkqbTf/31K5l2A1r0H8kezv1vDm5dP4cgaTBv+BOMvYtOqDUw/5wIGurvw5hcQD4dZ98DdjFu8lIpxE97Fu6N4uyiheQsooVGcSjxzy69xZvlIJxNMP+dCosEBsgtLCHS2UTZmPJqmUffy85SOHkduadnxB4mHwC5Fm91NDRSWFMC6P8KS7w59JhGBQBMUjX/jyTx/E5z+PbDYTtj1Kd49lNC8BZTQKE4VYqEQD/5IguvxWASr3YGvsJgFV36c/RvW0dfeyoTFS5lw+ofUpmKK/4gSmreAEhrFqcby229h37qVJCIRAGpmzKFq6nQmLVmGyWz+j9srKxTwwRUa9a9foTgBLPvMl7jqR7+iZtZcAAqqqqkcNw6z1apERnHKo9KbFYoTRH55BRdffwPJRJygv4eu351DzjU/hAkfPtlTUyhOKkpoFIoTjNVmJ7e0nNybd57sqSgU7wmUTa9QKBSKYUUJjUKhUCiGFSU0CoVCoRhWlNAoFAqFYlhRQqNQKBSKYUUJjUKhUCiGFSU0CoVCoRhWlNAoFAqFYlhRQqNQKBSKYUUJjUKhUCiGFSU0CoVCoRhWlNAoFAqFYlhRQqNQKBSKYUV1b1YoFO8MXYdUDGyud/e8vQfBlQePfxmW3AB3XQbVp0GkFwongM0B068DZw5ggFntcHqyUEKjUCjeHroOAy2QSkDnDph0mbyfSsDeJ6FyPrjyYcOtMP8rEA+CzQOaNjTGk98AVwEsvh76myF/FLRuAZMF9CTYs6BgNKz5Lcz9Iqz6f+AphtmfhsE2OPA8JOOw50nIKoHC8bDlH9C0BjQTtO+AYAcko3D+r6HuX9C8Gr6wDgwDYv0ZIVIMJ0poFArFGxMPwqFNkF0OvhGw7S54+WZIhGWx/ueF8LUdsPz7UDIFcmtg+Q1QNAl69sGhf8rGb01rYP8KmPM5WPt7KBwLY86DUDd0bIeqxfD8DyDQBMkwpKJgskHlPPCWQPce8DdAQS2UTodnvwdn3AS7HgNXDsz7AtQsgeKJULMUGlZCx1aYeBlULYS/LYPnb4TJV0HZDEjFITYAe5+GmtMhpwo66+T8484/mXf8A4lmGMYJH3TmzJnG5s2bT/i4CoXiXcIwYNUvYeOfwVMEA61iMQQ7IRkT0Ql1ye/GXyRWhGaRRdtsFWumvxnsXmhaK1aMxQUfvlWOe+A68BbCgRfBYoOJl4oQRXohEQGbF7xFkDdKBCsRFNGrmA1tmyG/Fq56AOxuqF8OG/8EI0+T8xg67Hocas+As34sVozdA7XLYPv9cuyB52HmJ2HDbVAwFjbdDqPPhabVEB0QK8tbAFYHLP5vcOe/K7dd07QthmHMfFdO9i6iLBqFQgH7ngFfJRzaIIvqA9eCyQozrpNFHA1ig0Aa8kaLIMQCkIjBql9AVhmEu2H73fKzxS7Ww7PXw4dvh9sWgacQ/jAN5n0FBlvB4RVXV38zhHugdCrsfQosDrFqBlrEwjDbIBkEmw8aV4tohHrg2e/Cwedh9ufFRRdogflfknMffFHGDjSLCEb7Zf5TroDlP5Ax3fmw9AbY8Ge44h54+DPQsk7cdf56cb1hQMMqWPJdGLkYnL6T+S29b1FCo1CcyvTsk6C6noKtd0LvfkinwOKFVAjqHgUM+WOyyo/9h8BTAIWToXunCIPFCnm1EvMwUhAJwKOfg9FnwV+XyeKfWwOpCLzwQzlm3pfh5Z9D0TiJ9yRCEpfxFoG7BDpeheIpIkpoYDaLGy0WEMslHYGiCZA7UkSpZx/ccaFYLoYulk/zanG7VcyBV++CYBe0rIeKWfL3ljvg9G/D/ufkvBMuhomXiFXzxFehZBqUz4IVN0LxZBl7+kdP7nf2PkQJjUJxqvGvz8Alt0M0ADsfhnQMSqeJC2vyVVD/tIgMgMkEWaUw2A5mJ6TCkI6KdZBOgGaWz/U1grcUcqsh5IdD6+Uz3XvBliVB/vYtYLKDu0gC+U//t8Rbdj0CGvK7gvFyrsgecbsNHpLMMl8WxPokplM8SayOdEo+88otEvCvWQrRPhEM/14RrrBfgv3jLhD336pfgs0tyQNtWyEWgruuAGcejD9fxskfAyt+AOWzxYrZ+k+J/zSsgoaXYfwF4Mg6Wd/e+xIlNArFB5lEWAQhnQJHtgTEU0kJhDtzYMy54rra+bBYChv+JFljNjeYzGJhhAPgq4L+VnF/hTokmB7vB8xijWASYQl2Siwl7BeR6toFlQtg31Ngz4ERc2H3w+AtEyukt15cYhYzRPpEDBJhmevEi+HgKhGX6nHQ3ARFk6F1Ayz5Hmz6qwhBd0ZU/PvA6oasCjA0EVKrG/JqJBbTtVuuyXDKPehrEEurv1nuVetaGDEf+DRMvxZGLYXBTpj/VbHY0im47+rMNc07aV/p+xGVDKBQfFDZ/bi4kFy5IiwFYyX2kjdKFvK8aqheKrGK5/8Xdv1Lfi6fJS6mUJcsrrEBcYeloqBZ5Wcy64azQAL1nmKxPkwWSSQoGAtdO8HskM/pCXlfXshfZpe47Izk0HgA1ixZ2M0WcWHljhSrpnmtxJGCnZDOuNisThE2Vy6EeuV6Y33gzBW3W9NKSTTQ0yIy+54Gh09ea5okOPQ2issPXRIWrnkMGtdIOXugGS783bH3dcUP4MwfDstX9kFNBlCdARSK9zORgLiBBtvFGgB5kl/9a+jYIRliB16Up/C2LfDZl8RiiPTBpI/AY18Ud9Jgm7jGvBVyXFaZjBntFZFwFcjYRlIWYwAtk36cjslCrVkgHRcryF8Pi76VsaZimWM0WdxNGUdKOgJGgmNEBiAZERdYPCJCFBuA/hbJcPOWSjJAXjUE2wET5FTDmPNlNYsFpFgzNgCtm8BXRaAvKPGY+uUifLEgxAcloaBjtwgT+lAM6o4LYNXNcl/2PAH7njt2fgu/Ac3rhuPb/MCiXGcKxfuJQIvENjq2SaGiwwuLvgl1j0gg3+KA2rNg8z8kc6t4sgTFq0+HXY/CulskXXfvEyJM7gIptpxwiSzGdhd4J4mrCxPYsmHkItj35NAcPIXQ3ygi4SkSgdGToMeheDpE/VC1ANbfAqSlHiadlJ8NixRteoqgd99RF2biiKWjaWL9JIMydrB96GMWp4irlnlGDnVKRllvvaREj5kjgmpxyPEpL92tLeRoHRmRswKGCKArDyJ+Edh0VETNWyCimTsajLQkSux5DLp3w6KvyznNtsw4pxaapp0N/A4wA38xDOPnb/pY5TpTKN4nPPEN2PJXwCxptqmYuJJ8GSvE7pGnebtHrJHxF8C0a6DlFYmZbP4bXHWPLOKH4wzPfQ+qFkHdY3DwJaiYAfmjYf3/ydO9Hpc4x6hl0N8kmWAgc7BYZQ7AkFBYJCMtGRNLyOrOuMx0sbRsWSJmoS5xw2lmEUubGwIHJVEgGYHCcdC6UURKTwBWqWk57MKzOEVM9GRmLjYpuowFxUIxdIiHwJ4N5dPEwuprQLLXHCI0ZOZ1+HpMJhE2uxeyS2GgTUTFlSduvEv+DHUPS7ac3TMsX/GJcJ1Vfeepq4GfAiOAFuB7TT8/7553OC8zUA+cCbQCm4CrDMPY/aaOV0KjULxP+PUkCcTrSXmt2aToUdclTpKIwbhzZMGNh6Q6fsFXYOYn4JnvSCrwwCHY85TENEbMlUW0cTU0vCRP9DVLZUEONIsFUDAeevZIWvIRLEDqKBHIvD6MPVvEQk+BtxjKZkH9cxJPSYTFUrC5pHuAySRJBgPNssgbR43jyM3U7mhgtct46fiQNWHPEqHzFIrQeArBf1DcYnpaXHSpjOChccRFZ7KJVRUbHJq3yTokWqQlxmO2i+vQVQDhXigaI8e5C6WdjSv3BH/B71xoMiJzO3B047kI8Jl3Ijaaps0DbjIM46zM6+8CGIbxszdzvIrRKBTvF5LhIZEBcV0NdkCkR7KuSEuG1u7H5fX8L0ssYeudEph3+sS9lAxJGm/Hdgm0X3U3nJspunT4ZIzKBfLU3113rMjkjgFS4lLTE5k3U8hSkhGAZCST9qxBPCxuOj2ZyVID0KF0lrij2rYOxZYMQ+pnyKRM51VLlwGLVeZsMkt9T9m0zNghEZ5gVybeslPm7swVS0TXM0F/k4is2Z45fUKsnqNarg31O0uDZpfMO2+RpD1nlYmg+w9KckKwfVhE5gTxU44VGTKvf/oOxy0DDh31ujXz3ptCxWgUivcDv50mrVPaQ4AF0uHML9KymJZMk7YwxZNg899lcdz4J8nIMtsljrH1TonJ5NbIgty8QWI9tWdnKvWz5fOzvwAta0R0ov1HTUKDvnr5MRE8dn4W15AgGYg7TDOJy+6w6JgckgCQUwN9+8VCSUUzQ5vF0okFxGowm6Bnv4id2QqYpb6l41UpwLR5M9aKLmIZ6hTLqXuvJDYYhpzfZBKR622QDDrMGcspfqz1FO4e+tmIQ1oXd17YD2XTpc5o96OQXyMtctLJ92o36BFv8f13BWXRKBTvZRIR6KmXJ+pwr7h9iseD4zUdh3sPQv0KeOknErvY+RBkjwBPCexfLjGK7BFQNFHGCPWAMysz/j4RMZNJYg99+6W2xOYWd9dhCiYgKmKRli++ank/dxRoOow5G6wecZe5C8SFhS61KkZaAu6aRd4fbJVaHM0mY2iHM9FiQFqslcSAnC+dgrHnipiMOVcW+eTgUGC/Z58E9Tu3i3AZKbF+Rp8NVpfEhVIRGZd0JtPtP6AnJZ3aSIoLcuf9ErspmyXdCd6bIgMSk3kr779Z2oCKo16XZ957UyihUSjey8SD8OKPpO1LzVJZRIMdEuw+msSgWAuYJe4SD0rfLhhq/7L9bmn/0rldXGu1Z0n215QrxMV25g8lhuLKlTYseaNkwbZn3EQ9dRLAJyVBfmumRqavBQonQtO6ocyuYAdM/mhmoXeL+GVVZNrT9MhxxuEaGqsI15FrCcn4mhUJ1uuy7UCwU7LhUlGxdJLBo+pwTOAplyQBk1Xeb1wNOSPF4gOJ+ZTP5Vif2eEl0HzUz5ZjP2PNxHOSMXjxxzD5I3J/l/9AWti8t/geEpM5mkjm/XfCJqBW07SRmqbZgCuBx9/swUpoFIr3Mt4iuOJO+MomKJ0isYOInwHdwSvp8a//vGaCtk0SD0nEoe+APO278qWlytX3y9+TPyJWS8QPnTvh7J/JQnrlXXDgBfAfELHQzEOrhGaV1isWpwhKX0PmFwlJL3b65Dz9LeICO7hCBDHslw3JBl/7UG2SQk+zCUKZh2OzXSyl+KAIiKc8IzpmQBfLR3PIezbPUJqzhmStDbZLMoLVBYl+6N4llpPJIhZb2+ZMY0yzJE0cyTpLc0RcNE3mhibjR7rktSs3M1+LbIXgr5debu8hMgH/zwDNiPnZzDtMBAAwDCMFfBl4DtgDPGAYxq43e7zKOlMo3uu0bYHsCnGhvfhjiA2S7m9lIFgwatsAACAASURBVJEkV3vtw+tr0CxSI7P/OQmIt27ObBA2DhZ+HZbfCNllkkW19U7Yfq+41xpXwtgLxC226mYJnluzxGWlWTNWxFGZXCBuulQCYr1SWBlsH/rM3K/C5r8cm1hg9w21sSGdyTIbEAvIbBWrIWck9NaTyhqJOdaLVjVf+o1ZnOJCS8dFzLyFIjImmyQCmC1ihdhcsukZmlhntmwRtlRcxFBuklhch+NFJgfoMY4hq0KsqGhA3ItX3C2NOR+4BuZ9Sfa8OQF8UDsDKKFRKN7rdO2C7fdJZ+FX75ZiTIv9NSnHx+FwvYinWNJ/IwFxjZVOls2/2l+VjK/sEVIjEx+E6jNFTEaeBuv+COgw9jzYdm/GLWbPbCz2gizo8UGOERtTppjR4sykOMdkHofnaraLOBwmZ6TEicI9kvkV7RUxINPNGTNYnTyemkuN0cgEmoAUzPqspEwPtkHpDDlu4JAkNFicInJ6EixZYLOLgJlsGTFJD4ml1SPxo8MicwwmSZkO94gFhSZxI1ceRPrFuosPQslUmPUpmPbOuzp/UIVGuc4Uivc6RRPgtG9LG/6m1VDzoUwK71GBeu04wWmrVzovhzolFlMxC3JGSHuXiZdIK5W8GkkXTsQAMzg8knK8+3GxAEpnSHFl7TlDBZz1T8n48YFMwWWuHKtZOeJ+ivdnWsyYxeLwVYIjL1MoaQaTU+pgYiEId0m8JxEB30hZzM12mbPFCnqCC40VTDAdkuu2ZcHux6SC354F6OLG03VJRw73iMhYPZAaFCtLT8tqd7jrspEcSvVOHeU2OxrNKvfOSItoJjJiqVmANCQz9TYd2yVVW/GGKKFRKN7rtG4RS2b592HmZ6WHVywg7iVnCaBlrJZMcN6U+TsVyrRrMYvF0tcA5TNlQd70N1j3e3FP7X0KcqvApMmWyzaPtNmfeKnEWw68KIkA3sJMEoKRqc53SDp1rF+ywtChYLRkZx32lLhzIJ2WNOl0TMSPtMRJkgkRQkdOpk9aVKwSkOvLHSVWk7dY+pnZ3TByoZw7GZGmmVaHzHfS5aAZMm/fCLFATGYRyNyR0gXB5pW5W1wi2okgWDPWU96Yofttz4bsyqHV8bA1Q1JcaI4sJMU8Kq607DIRN8UbooTmXWRrcx/P7OzgyR3t6LrBo6+28fTOdp6t68AfjDMQTdITjLO1JfCfB1OcOmSXSc3I2Avgxf+FeV+UgkqbC6IdshhHe4fawRg6uItlQU4l5ek91C1xmZ0PycJ+aL24qixOWPA1CXSnM50Bas+EaR+XGptAE2ASwQp2AYY86ZvskEpBz15pOXPwRTBMMNgN4U4gLQt2KgkkxRqYdIW0n8keIVlhekIsnFhAXIFml8xds0iWXLhL4kU2r2wpkIpJyrGW6RAdaBRrI7dKgv5n/SxjJQVgzudlo7SmVXJstE9iP5pFMuSMtFyDZojAGmmxhvLHiaUWbBMhdRXKNTuypP6nYnbGU5iSOBCaJFXUPSZNOw9nuCmOQcVohoHndnVy5rgivv3wDnLdNmqLPPzs6T1ogK7rzKvJp7U/Rl3bADlOC/leB4FwHLvVTDieYl5NPge6w6QNg0e+tIDfrqjnhvMlw+iJ7e3Mq8kj32M/uRepePdIZxa1cC88fb0ULtq94kbr2CmuLZNJSk50A7PZlKlHMWX+pCRuUrUAWjaIAGVXQqRb3F55o+D078Guh6F9q1gpgWZJJw77JegeDwCaFHHGjn4QyvQ48xSLm6n2HMnw6tgqTT8NDWJ+qFwMPbvFgkonM33FTDD5ath5n7w37gJJfIgGMokFUYkLRfrExaXZMkWWmggTSFA/q1xiNa4cyagbOCTH5FRIjU20X9xtOSPk2N56yUpLhkUszRa5hnQassulHY4jV1LGTQ4Ro2RYhDOrTJqX6obMzZNpT+PMkZ1C3QVw6e1v+6v+oMZolNCcQNbu72Hl/h5eOeAnEEnSF45T5nOyvyeCGXBYwdBMGLqBxWwQjB9/HJdVI60bfHh6OS/u7WZssZeqXBeV+R6e2NHOQ5+fj8VskkXFdBzfsuKDg38/HNogbqwVN0mn5Q//SarUW9bDpMugsw7qHoKwn3BbCmdeHJMZjojA4XiHq0AWTMjsU5MHfQczHQFCmY3CnPIn4h/aCdOeJZlbepxjYxmZtcPsyCzQrUOpwbVnygZl8bAs2M58if84cuS4YBdEeiUd2tBlXumkdJnGELGKBcWCsbnEPRbqymwxoItFhFmsnXRc3FiHsXghFZQsuRFzxEXmr5fryx8trkS7R9x2HTtl3npChM9bJtZNuFtcjI5ciPWIUJfOkB1GO3dJxlx2OVTNk3hWwWgROZsLpn1MkgjeBkpo3gKnitAYhsHn7tzCR+dU8I91TUTjabY0B0ga4LVBKHHsThuHk0Gz7SYG4ik0TK/diePI5xwWjWjKeN37NrN4DRaOKsDjtFBb5OUrS2uH7RoV7yE666D5Fcl06twhC/N5v4Knvwlt28V9ZrKJBaTpUpC552mJkxhpWdhLp8uulHseF/dY26uymDt9UDJFFsl7rwRfjVgdgQbJGLO6oWActG8GTBnLpk/caFXzJR3a5JCMNlcmQJ5OSCDelScxka7d0hTUWwrObNnyYMF/wSu/l3IWZ7ZsmFY0Tqrvdz8u1zlivrj6cqthxDwpLo0HM90DMq1w0jGkM7M9k3Cgg8Ut15CMSixHs4OvFHoPZI7Rpd1M8TTJcOtvkY3ftMy+OQ4fdO2Rhp6phLggNbPEfkx2saqifYAh8/344+DyyfWa3l5U4r0qNJqm/Q04H+g2DGPiWz5eCc1bozcUx2Wz8NLebv66poHdHf0YhkYyLdZFKm0cKQF756Q50mDwOIzIcaAbML40i+vPGsvaA34+sWDkCTu74j3Krkfl6b57N4w5T/anmf9l2Pkv2c7YWyz9wNA5UqMCgAnmf0XSmq1Oacipx+UpftLlYoHM/SKs/IX09rI64elvyQJrsoubyFMkC3X1Uvl8dFDiLtEAVM6XhTkRzMRmUpJFNv0ayVQbaJM52FwSyN+/Qp78o30icr0HJP3abIXR58HO+0l7ijBF/GgTLxOXXfksKBgj9SuGIS6wvFGSIGGkxGqL9CCPZYddh2mx2mL9iLVkEyExO2QMIyUxGJtHYlLZI8RCSiXEYnL5pO9adlkmucIQYdKscpp0UqyyOZ+Fpf8z1DHhbXBChOam7NdtE8BNA+90m4DFQAj4pxKaYeBAd4hDgQhLxhSysr6bnzyxh75InEA4icUEWU4LvZEU+hvcRosm7tzXis9rSt2Oi1mD9Gs+ZDdrxNPGkXGLsuxEEykmlmWTyrjbrph1UvvnKYabUI8ExnsboOY0WZxtbnGtpWKyI2R/I/Iv7PDeNUmJYVTOg0ObJGtrxidg212yMOaNlv5jmglGLoGdD0owvvZsEa9kHEadAbM/AQ99UgLljlwSXe3YJi6F8umw4TbpKBAfFLGoWij75MSDkk495wty7JSrYPUvpIbGv0+sHZNZxK19m2xLYOjg8BHU3JitDlyRDnGXaRpM/7hYTCarXIs7V9xcqaiInMk6tE2AMzdTm5MlVk8yky3nzJV7kIxm3G4WGSfcI9sAVC+RztXZ5dK1eeQi2Ha3zDnULXU56EjcKlsSCMacA1e+o/X8nQuNiMxxtwk4AWJTBTz5doRGZZ39G/ojCdK6zt72QR7d2srX7n2V5kAYfzhJGojrMBBN8e+0OvUakTns4TYA+1HubvdxyiBeKzIAlsw3ZmTG7Q3Fcdkt1LUNsLExwO9f2M+Nj9Whv5HyKd7/hLvl6b95HTz3fREZgEmXikBEe+Vp3exA9nJxZlKT05JJVjBW2q/M/5K4uWJBcclZHIAJ9j0tMZOaM8TVNf0aOf7gclnQc6rEjVc4jkjuZVK8aXXBlI+J1VM2QzK73IVQOF7Eq2kVPPFVKaTs3Q/jL5brmHSpJB/EgzLGzE/JFtOL/hsq5uCtmYvLkyUimVUs17T1Lsl266rLiExarJXU4RqdTD2Pp1gEw0iLyNg8IhzeYhEGk/mo2I4+1Kom0ieJDZf9Q2JNybC4IEunZdrr9MlYhzdOi/WLxVd1OhzaeLIzz4Zrm4B3hNomIENDT4iSbCfP1nWwur4HTTM4FIgxEE3Q0BMmqYPdJOICcuMsZohl6sA8No1gwkBDxOSN3GdmhraIih+lBeHk8T49xOGtpcJJOSiNnDehQ/tA/Mj+hi6bmZH5bh7b1sbYkizGlWQRTaR5ckc7l8+seMPxFe8jHD7Ydg/M/6qk9f5lmfQqK58B06+Vxdxsh72PS98wsx1GLYFX/gBzPpdp7xKCFT+QRdFbLH3NqpfI3jGJoCyug+0SNzn4Asy4VnbjvOMCKYasWgztm/D1NgE6PP7lTPHnTKmpWX4DtIXEQhiT2YytaY3s1NnwUkZcQpIsMO8rEosZ7JAuCDaXNAS1ODLbHFjFaiuaCFqbuO9CXXDtYxLHefHnMidnjtTQ9OyXXUOjPeDOgyU/kN/vf052ID20QWI9elL2l+nYKtcQD4r4WF0w9aOw8ueStFA+A/Y9C4e65XOYXlPfaUhCwvpb4JybM7VGb+zyHmbUNgHvZW5deZDluzu4d0MLT+9s5+FXO9jYFKDJHyGZUY3DIuO0yKIfyzy46EAwIQJw9Oawx+OwyPgcb/4fok0b8rIfzdHncVpECFv6wty+qoEHNrVw+6qDtPdHcVhNTB+Rw8Ge0Js+p+I9THaZuH5CPVK7UTRe3F8v/AhGni6us0ifFDmaLFJvklcD4y6EHQ/IFsn7V0h1vd0jC+sZN0qsImekVPF7S+V1157MDpN+WHQ9FE+Ahd8UMXP4ZAU5bF67CuCsn4g7rnIh2BwyftvmjFttv2R/zfoULPup1KSkE2KtDHaK665yniQsTMo0/TTbZE55tdK7zGyV6/FVwvM/lms1ElLj4sqX8UnL7qH+A5IWPdAiyQrZFSIcWaUw0C6p3p3bxBoxO0VkiqdI8H/Xw1LL07ZZUq0rF0DpVLn/rjxIxohjBzSpv8kuhzNvkq0STu4WAsO1TcA74pQWGsMw+MML+9nVPsDpowv4y8oGGnvD+Fw2qnIdUoFwHP9VNPX6sd4q/bE3b16njOPHc2wm+QLtZginRIyq8120DcTojcR5cW83/3Xfq9y9oRm7xUSTP3ycURTvK1IJCaqnE/LEnQhLIWagBXY9IjUgsz8Hg5ldJ7OKpUdaX5MkAehpOLRVFsOcKrEwRi0VN9PSG2DZj6RVzaLrxeWWjkH905KpFmiUcTp2SPDeWyJFmFa7VO0ffAH+MFNqTYonwNjzpXFn0WSY/RmxUHrrYc+T8PJPxIXWewCe+bYUofbslUSHnj3i7pp0OXziaQnQd+6UTtS6IW6twQ5ofEk6AYy/SDLAHD5JIkglYOcDcMFvYdxFYgmZbZJRFmyXoH3En6nwN0mT0enXwuX/EHeeI1uy8XoPSByraRXkVMo8cqslXoWByWKXDeecPlj831Kzc/IZrm0C3hGnZDJAc2+YP608SG8ozt7OIIZh0DkQI6kPBektGiTfwa3xWiH4H9xhb56MuQ54bCbiKZ2kDg7zkFVV4LEQCKco9tnp6I8fecicV51LKJ5kYlk25Tluvnh6DfGUzn0bW7hOZai9v2jdIgvwjgdh6tXiburdD4u+Cc9+XxZQRxY8db0UPvpGSEzD5oSLboEnvi570VgcEkdpWiMB9vwxQ5ZFOpGxCjK7Y+ZUgq9KepdNvlJcWq2bJJ4RD0oRpZ6AgloJuHfvFvdRuEtiJT37RAA6t4s1kQhLED6vRqyuYCdM/gjpg5sw5+bDxx6S9++9SroUdOyAQ+ugYDw0r5EWMBG/WDzZ5dKn7ZVbZKFf9UvJTKuYL5u9FY4R6+neqyF/rLjWWtZB8UQRpq49sjlawwtD3QosNilWjfSLNRYbkBjT+b+Ex6WDgpGOkYoEseZWiqhZbDD70zDzE1JI+w54D2ed3QucDuQDXcCNhmH89U0ffyoITSKloxsGK3Z30RqI4LabeWpHJ/u7BglGU6QMEZg8txl/OE2J10Z78Pi78P2nGMy/43Ac5TB27dg4zfEz0dKgxcBwv+G4ZsBhM5FK66Bp6GmDfK+NaDxFCo2SLAftAzF0w2B2VQ63fXwW7QNRago8b+MqFCeF574vT9euXKl78VVKiu91T4trqHw23H0ZXHm3dF0unwUb/ywt9dEkDjPxYul47KuWXTTn/xds+ovEYjxFsg1y6VRZONNxyQDLKpPjgj1Se6OZJTHAZJVizmi/LMQWm7jQSqbAxMvE0tjxgATQc0eKJTT2XLGytt0NxZMlYyzeD4UTCITnkZNXJ9fRuUPSnpMxcZdZHTDufFj7f3DuzbD6V3DGTbDmVxLT+fJG6QU3+myx2rb8XayvyoViqaz8uVyHnpbxmtZCzemy744eF2sn0ifxpWCHXJfVLTEkT4HUH1kdcuxr/+e7CqSzwFdfPXY30rfJe7WO5p3ygROagUiSO9c3cfnMCu7Z0MJZE4v45v3b+fC0Ml7c28XUch+3rW7EYjp2k0KrBTIOZ9K6QUqHLIcJu8VMdyh5jEgcXZlwPF4rKO8Gh0VqSqmH7e0hNMQqy3VbuWRmBYlkmoIsB3esbeTK2ZWsb+hlUlk2TruZJWOKmFrh44nt7YzIdTGlwvcuz17xhux6VFxfR9O6WYSjeZ10BygcBzOuE3fY8hsy/cx8kobrLspUuacyrrIzpMHmwq/L++tvFRGYcS1MvgIe+yKc/1to3gDb7pTzRPxiwXhLJJB+7i+lduSxr4iLrHiKWAU9+yR+EeqS+hMjLenDjmw47zew/haMgTa0KVfC2t/J+yaLpCWf+ytp8mn3wITLoO5Byewaey6svBk+cifJp27ENNiA6aLfoT3zbREwuweuukdcaS0bYMe9koBw3u+k0DQRlC2ucyrFNTf6HHHxnfYtuO9j0vZm/a0S0zHbof7ZTP2MXdr0mK2ZFjhRsb7MlkxxKNJ5oHIuXPQHuU8nACU0b4GTJTSxZJpgLMULe7tYu9+Py2ZhT8cATpuZilwXa/b78YfiWE0aDqsJm8VMKJbE5bDQG0pS7LGSRqMrY83YNQne5zgt9EVSUrxsGYrReGwmQonXS0q2XWMgfrz7eriFhw04vHHUm0/8s1sgflR86HCdzdEutBG5Dlr65D/CiBwb0SQk0zqDsRQfm1PBA5tbGZHjJJ7SGZHrxmUzsbMtwEtXZWMfOZeeYJzV9d3UFHqV4LwXaFojwjLvS/JzbBDGnc+t9z/K5Y4t5C+6Drb8U9xfsYCIy/4VEuDv2SuLZ9lUsSx2PAD/tV2e2sM98PhXRVRKp8Cz34GaM2URPbBCFtmuXRIP6dollkbLK5J4UDFXXGw9++Rpv2i8WEkbb5WWOAdekP5fZVOhoy6zqVgEvOUk/N3YzEE5j6MAnB6JJ6WjYi3NuE7GbtskDTA/9D/S8mXz7RhmB6kFN2I8cwO2C/8H+luhfYtc2+a/yy6e/noR3qKJkrKdDIu4Wp2S7dZZB5jEjVY2Xawrq1NayKRTIiwtG2WshpczT6Om12+EppnFTfap5eJeq5h9Qr5uJTRvgXdLaPZ2DNLeHyUYS7KnI8iq/T2UZjvZ1THA9AofybROdzBOIJKguS/GxBIP1QUeVuzuIpYymFqRzd6OAXwuO/5gHLsF3HYL/dEU8TT4nBaiiRQmk4lockhQLIDNqnH1nEr8oRiPbus8Zl6vtWjMliDl2W6aeyXOIhaRgdggR+VjaDEwbIDpiNVkMUEqM5jHphFKHPt9FbpN+MO6JP1YNbwOK2U+B067hf2dIebW5LG5qZfekBSYxlIGJgNys+wYaZ2ecBIDnfnePhI5NbjsVvpCcdKGwcyqXD63uAaPw4LPZTsRX5ni7RAbkMV+39MQ8sOHb5UFsH65BLjX/hbOvlkW0l2PSK1L4QSoe0DqWPKqJaZRMWeoNUokIOnNi6+Xp/2GleJWq5wvx7hy4Pal4j6acrVU2+97RrLdrvinuPKmfkzET9MkJXn342INpGJIunBImkx6CqWav+Fl+Z3ZJrEaV4HUAAU7JM5jIFaTp0AC/B2vSmxm8pXw1NdgzLmw5reAJnMGCfbveQzD6iLUacM7pVZa2GgWEZBdj5Ju3oxp7mfRWlZB115xg7lyJfMs0JjpMOCU+qK+BpmbkZL34iHp04YOUb+cc/KVEv+Zfp2McwL5oArN+66OJpHSqWsfYPqIHDoGo9z0eB2fWjSSl/d1c9bEIvZ3hTFh8NyuLlKGuI9Ksu24rBp1HSHqOkKYEGtgIJLADHQMxjNxDiu94SS6ITdmydhCXtjTxfjSLJr8IToHJbqfAhyaib+taTpmbi6riUhSP1ZkgGy7l+ZeA6/dRDCuZ9xuGia0Y11sxlDrisNykjrqA7ohdTomDdx2jcGYQTA+1PImljSIJBOYTQaRuE4wnuaFPV2EEzpum4lYQsdAHsZG5rnY1Bggy6GhaTZivmrqWgeZUu6lwR/GMCDbaeW6v2+gYyDOLy6bzKPb2vnJhyfx97WNfOH0GryOk5rG+cHjcGC5aa0spIetksr5mf5dJrEgtvxDkgHCPWIUW13w97Nh4ddk4R+5RFrkX/skYEiQvL9ZWr3ULxcX2mCrPPkHO+HZb8NV90lG1upfiVVxaJOIxIgF0njSv1eq3gdaJT5z8W1w14clHtOzV7aZ/vgj8NKPJVby8s1QtUTa1Ngy+9NMvgKa1onwDLZJ0eSsz0DbRhlj4TfENdWyQQojp35M3GbJmATuu/dKzGXPY5J0kFMlMaZwD1o6iTsegL5L5P5E/GLV+KpI93agvXovWkGNnDPcRToRx5SOolUuyHQvGMi41s6VLtPTroEd90P7JkmRrl0mqctjzxvaPE3xpnlfWDTf/dcOFozKZyCa5OV9XVwxs5K1+/1sbuljT/sgtUVu9nZK6q6BuLoGoykq85w09kbxOS2E4ykSugjMyDwXDf7IkQXaaQFD0yj12mnIuJ3MJijNshOOp6gq8LKtpR+HFSJJcZkl0jrJ9H9uI1PotdGdccVZtExrJMBi0rCYtSOLvynTUqbM52AwmqDU52Rvl1zTnCofh/qidAzGj5zPqmWOAYqyHHT0x6jMc9DaHyetG5T4HLQGYq9LMPj8oipuW90kY6CjaSacdjMDsTRWs4ZVg2jKwGXViCQNynOc2C0mJth7iDqL2d4ZpzrfzS9nBrj8OQs//vAUtr38CN84s1aeCD1Fmbbritcx0CZxCbtHgugd22UxO+1bsOpX4sKa9Wn44xzwVUjbk/xxso1yOiYWwdjzYMn3hgLqe5/MWAS6WBXxkDxlj14mi3LzOhGnkikS89h6hzSyXH+rnPujD8KWO2DKFXD/tWLNBA7CpX+TLK/mdbIAh3shfxRcfb9cy52XiFW04CuSpRXqhnN+Jot2e2aHzsPp1RXzJOtsoA36GkU0EyGpe3Hni1UzcjGc8QN46adSR7P8BvjMi5JB17pZujAPdkrXg2U/5B+7/sn50QT54T5wFZA+uBJzIlOhrx/dYDMpVlIyCmYT4cYw7uIkuq5DVimm6tOlTmfNb8Rtpsdh9ueliafVI+c77duQXysxoWFGWTTvMq2BCNc/sI2rZo/g4S2tPLWjnXy3HX8oTrnPwSOvthNJpLFbzRwKxJg2wkdd2wCptEF/NIXVBO19UTwOM/3RFG6rhoGBbsAB/7Fp5ok0pA2D9sEYXruZcDxNWofW/jhOqwl/KE51gZvG3jDjCt3s6x4SteNxdMykO5ig2GujM5ggZUCey0IwkiKZNtAwMAFuh5lspwV/KEEgksCsQX1XmCyHhZp8F5tb+tF0cFqlHLncZ6M3lEYzi1VUXeCmP5LEbjWTSBvkua2kdQO7Wa6t0GPjkqkl/GlNM0/u7OTaeRVcMLmMErq59K4musNJwESR104gksDAIJo0cFigPRAlx2NlwFvAN5ZN5H+f2E1vJMFdTdlkJ1t4fsXjGHnj6elsoueVpxl/1mfp33A3pjP+B3v7euylk2QR8hRKvcFraVgpaap5NSfmH857hXCvtHtp2SBWxqTLZdEeOCT9yfY8DVM+IhXqgeZMBlYQNv9DCgujA7DxL5nNyxJy/0YuFrfT3ZdL1tn+5+CKe2VhX35DJhbhkKfv574vWz5vvB3O/UUme6pPzhvqkliGzSUL+6GNUmTpKUb2ZdHh5Z/DxX+EKVfK9ehpidEAPPolOVfBaFmkR8yHp74JG/4knQcsdimwLJkiCQFPfA3mfRnW/UE2JNtwm2S12byS5bbnCWnmmYiKKOZUwbSPSqzk0CvSIicehJxyqF5E1JWPkT+KfN8UEcx0jNBgNdmF3VLtHw+JFZKOyX0KdokbLNyPye4AXceUXyvdA+qfxXDuRMsql1YfI0+TrbMdWSL0xVPUg9MJ4D13B7sGY9z4WB3P7urCrEHXYJRyn5NRRR62Ngco8Dq4Z0MrmibtVxKJNDMrs4kn0uS6LXQOJsm2m4mm0sR0MFJiMcSSBm9UZ+myiUsrloJYKo3bAvG0FEpGkjqhaBw0EyVeO019Yaxm2S4cwIqE9Y8mnj42TtNzVKp0b0RmsaAml7UH+9CAeEqnczCBbhgYhoFJgxy3lb9cO5M1B/zs6hikINtObyRBKm3g7+snafGQTKbJcljw2C2cOS6fXZ1hzBoEwkkml2WRSOoUeO047RY2NvczutDNtBE5PLS1nYocN19a3UYKM1azTjwNrf0x8j02wokEOkNJD4FQnJJaH/dtOsRlMypYPCoHo2cPAWMsvbtfZtHsCp4edJAzuJPSph2sbugj+5m/UtW/nnRHHcniqYyuGiHKXDZNqs5D3bIRV/7oodqDgy9J9o+eymzFe5LriQ9vOAZiMQQ75Ok71AXrbpGCQEOXhX7t72WR7dgBz98o7qySD3nJDQAAIABJREFUqRKsPrxIz/mCpAhbHVJg+cr/yQJYMUfcVomQ1H3sfVJcXam4tGi58Ley/fBgu7RL0ZMSXE+npHmmkRJxanhJAvU1S8SaeeWPsmgHmiRbbNz5EqD3lsj580bBgZfEHWbPgtatEnivWSppwo9+UY6zZ4uVUTpF3GhWp4jIxj/DR+6Qe5MMZ+Iq26U9/6r/J12Sc6vhktsl/nPmTWK5lU2Xljlb/i7dp6sWi+j9caYIlwG88BPp/NzfCjY3rTllbIy0szTYwedf+R4/mfYNHlv3Cy4qmQJn/pDsUXfAptsl1dtbDH0hiYL2N0sUNJ0C0jh9ccAsls6uh6F0JuGde3FNHIupZ7ecu2qRpHArjqBpWgXwT6AIuUt/Ngzjd2/6+Pea6+zxbW38cvk+Wvqk2Z3LaiKd1jGbJf4BkGXXCMYNDKC20M2B7jCWTPuh/8/eeYfHVV5b/3fa9NGMepdsyU02rrhjwBhjIBBabiCEBEhIIxDCTe/c3JveyHchJIQQAgm9XAjNVINtwB33bku2eh1Nb+ec9/vjHckFGxswYEDrefRImjltZqR3nb332msfLALTFOnqbSEHjyXfQhOlikyhWfagD+5hyarIZ9ATkwcf6LVxapDcTwdt5FRiOc9XGsq9bG6PM7zAzbThQR5Y3Y4hFdaoqsKCsaU8u7mDjCXTdQ5DY1SJV/bE2ArRdJasJRhd5mNzWxS3Q8Xv0umJZnAZGrUFbirz3URTFhedWMWvnt7K6BIvrzeHaajwM7k6yNrmMNs6opw5toRljX3oqjI4qE3fz9vNUMGhq8ysK2JCmYuR/Ut4LDudS6ZVk8raePY8zzJlEk2NO6mrG81nPK/ibV2K7gnydMXX+A/zCbmgzbpWdoKXT4J1d8tFwV0oF7OW5TKvPvwUqVw6/cfS0+usX8g72l2LYN29cOm9cnFrfEkuiiB/HyCmdFzWI4I5b7dUWBJb0UiZssrEZSSVTUjFVNV0aT+y9h55h13cIHs0khGZu1/wM7lwFoyQkUA2Ia1JTv1ejnRulgu8vxTW3AWn/xdsuF+qsnzFUDZJHj/WAfN+CA99URbVR58pu8+LRsiidqhRemr17ZJpSHe+XOhrT5LfR8yXkuTpX5IuyCd/SxJUNgWbH5dRU9NLUvm17n74+B8x/3IOcWU6gYqQHJim6fDg52T0EmmRBfGBPpFQo0zVuQKSaKwslI+DvBpoeU32mZSOk8+PPEO+p+UTZepty5My6hr7cWhcIlNV256Wdi9ludHJwVrZ4T/lSumhNvxk6UD94s/g3BtlOvCl38o6VbJPfqbkrP8L6rE1B11n/JCWeDsnbn6ONm+AylO+D6/djNnZglI1FW3DHfJmoHU1wpY3eJa9z4z2AJRNkk2thlsq7cZdKF2mDbdsaH0fcCxSZ+PvHP+Ghs0NV2x4pw2b5UC5EGKNoih+YDVwgRBi89Hsf9xFNGnTwu/SUZFDvhJZm5p8J32JLIYKWRsiOelwoUejP55EkCVrG7Iumttm4O9KZV/EIUlmX5f9wIAxoQjynDpdMRNNgUKv/FnP1UBUBTxOlUjKPqy9f08sS4FLpS9lD+rJ9icZ2Oc0MHCMPb1JVKCxL0ljX5I8l0YqY5ERMKrQzVMbO3DoCsISZCw5ldOyBR3hNJOqg4wsK2bhxnZiKZNvnzWaTS0RinwO7l/VzJgyP7/+jwl88a5VnDWunNVNfVw+q4b+ZBaPw+DV3T20hlKcNbaUFY19vLa7jwunVPHE+nZ8DjAthYNvQoYVebl23gj8/Zu5t62YWz8v/x/ufLWRM3pf5KZoLX8/oQOlpoqI93wyG+7DG2/B0fkPGF8iZaiRNpmrd/hkmiIdl35TIxbIO39fCaz6u/S8IldAvnG8JKTKqdDfLBfV0rHw/E+lJX3vbpkuCdbIdNGin8n+ibEXwqZH5F2zr1hGHqvvksV1T75cgRQVtj8tJz9OuEQuxE9+KzclsVSmll7+tfTw6t4Br98lawev3y0Xxvb1cnGK98iah8ML256UdQ0zkxs2NlHWV5x+WQO58M/w6NVwyjdlD0vXZkk2RSOgdY20gNm7DIJVcrHPq5C1m1EL4Pn/ku/RnOsl6Uz6tPxwurdIJVTjIplqOvV7xF96Eq10DnkX/AjuPFum4TS/JDEzDRf8WdaLYl3w2LWydtO5SU6VHHeBfE3RDkngvnL5eqZ+Hp78Dqy5W76HZ/1Ceq/l10hiffSrMmIxMzKaMTzypqG4QfqSTf+i7Jc56TpZyM8fLtOB6+6BEafLesz2hVKFNoCxF0LvTtTamagFdVT7K1BiUSpcQdaEdzLltB+QXb8eddkf0XQHXLUQ+46zUbu2QSqFqhxsvaTJaws1yWsPVMKXX5KuA+93FP0OkSOZ/ccE1AK3jb9zPO+EbIQQ7UB77ueooihbgErgqIjmuItoQCrLHlvXSnNvnH8t20vQbdAVTWHoGn6HRls4xcDwyQH5r1OFoMcgksjidOlkshYZU2AKcOgKGVOgIyObgVec51Dxuw3aw2kUZLqqP5EdPHaZX8fQNHqiGZIHeZ7V5rvYE5LCAeMo7WpcOmRyIZFDB1so6IogYQ60ioLfJQmtwKXRn7ZQBEwbHmRlYz8WMK02SMYUFPsN9valmDu6mA0t/ZQHPQQ8BlX5bh5f24rD0JhQEWRze4SLTqzkqfVtVOV7KPa78LsNFm5sI2sJ4imTPJeO12nQHUvh0FU6w0nawrJW5HNqJLIWWQuumzcCQ1c5ZUQRT25oZZq3m27bz8ade/AnmjhpwScZH3kZpXEJgUv/Ct3beXpnktriPPp7u5jt3CUJYe29Mto48Qq5qH/pZbmw3DILrnpOpmTGni+JIRWWd9+hvXIRnXwlrLoNJlwsF+FgNSz6pbzbt3MppPxaqXrKxqXv1/K/SHJpWirvnC2ZCiWa88zavlA2BhaNlDWJcIvsik+FZQQz/YuyjrT+Adlh7s6XaZ+ubTIN5S2BFX+RUYttSgXX09+TC/XYC6B7kzxP/akw4gxJfmMvhPIJ0ipl5tVyYV77L2kdo2iSWGd/DV7/p6wTZBMyitgf//dlGaVYpiTLho/LHprSCbDyVpk+y8/ZpHRu2HeXngzJqGPseTJqeOG/YNxF0na/c6MkWIdf2qrEe6W67S9zYOxF8g915yJ53GSvjMRO+Za8gdj2lDznw1dJ8jrrFzKCXH2XJGDblGMHTrpeRq3bFkLJmH2fm79Ufqav3CRTbHZaplJP/pbs5Afu2nQXMytmMip/FLaw2fPY1Qyfea10g7ZtCO8l4Svhtae+xunBsdCzWX5mTa9A2zrpUF02Xl7H+TeTm3l93OCdRjTj7xzfhCSXg7FnwxUbhr3d4+6P3FyaxcAJQojIUe1zPBLNwfjl01v4zplj0FSF7zy4jpV7QjT2xDEUBiXMXqeOpik4VEFHVIoBMjZMrQmwem940Lss6NYJJ02KfQ4sYdGfsKgt9BBPmyiKIJwwURGkLJnmcubqMQ4dUvvlzfTcud8Mzlx0NZDN27+e43GopLL2AQPT9FxqbeChqqCTQq+Dze1RsjaMLPbQHEpREXDSFzcxdIWxFXl0RFJUBtw4HRpfO20Ee/vi9MWzLN/dQ2W+h/MmVXLLiztp6U/ylVNl0f0Pz25DVxV2dkUxbRhR6iMUz6AqCn3xDLYtyPc5yGZMigNuGnvilAbc3P2FGdQWeklmLOJ7XqeotBI8BcQe/wG+839DZyxLtLedYTv+wb9Dw9jsOIEfaf9iqT2WOTNmSqXRCz+VFilTroC/zZckYKakJPWi2+DvZ8tFvnwCzLxG+ni1r5a9IeEW+MRtkjT6dsGeZTKScfplGmv0x2REkY7KgrrhkYXhbBYYuEvWJHnphiwU26Y8V6wTrlkuF+I7zpZd7nWn5WahVMGin8N1a+C1P8t6iO6SktzXbpKLWc9OqVYqaZCF7arpsHeJlAN7C2Wz5cyvynM9ejXM/6mM3OK98vn+vfKYLask8R0O25+RC/WA5Ylty6J42QnyTn3Pq5LkgjWyc79pqZwps3eZjBqTIVmvycGKRtH6t8qIZPJlsi9mf7Stg0e+LEc2z74OnviG7MZ/5AuyjnLCJ3JDx5LyHI0vwbl/kMTcv0c2SXryZdp0079lX0/tbBmZ9WyXESFgp9OoTqc858rbZV3IyshmSEWBv53B2o//hkmlk3ODzTRJIEUjwVdCeudOnCNG0LHkN6R6tjGsdq4ckjaASLs00DyOcQyIZiAzfzDEhis2vONwTVEUH/Ay8HMhxCNHvd+RiEZRlDygWAix66DHJwgh1h9qn3ezYfPvSxvZ1RWjptDDX1/ehUNXsWyb4cU+WkJJ+uMZElkbp66Q2o8JdKDAZ2Da0J/IYuhy/HJl0EV7OIVbV0iZYNviAHsZDVmnUVVJNPsX+X1OjVj6LQ45sm0QJrruOIBUAByaTFft1xvKyGIPVjJMDA+1hT5aQgkyponfbeDUVKJpk2TG5uITK3l0bRtjKgLs6orRF0+TtQRXzhnGsp0hUGzmjiohmjJZtK2LacMK2NYZxRKCM0aX8NCaVkzbxm1o9ESSzBxZzNIdPeS5DC6aUsl9K1sYV+5nRn0R150+8oCX1BfPsLY5xLwxpfsezKbY8/gvqb3op+xd+yI1q34JVVPlHWvzchmh5A+X6aLCUbmax3dg1/NyIU2F5de4i2T04M4H3S0b/87+lSyuZ+JSYtuzVaZnpl8DiQ5JEE1LpeFk+USZbot2yPOFmmTRvXySFCJUTYG2DVIS6wrKkcihJqib+8bPzcq8+ZjegwlgAKlIzrl4h6xxAHRulsomf4VMJc25Xj7+2Ndg5lf2bXcotK6BsgmkG5vINDXhnz9/33Pr7peLae0c+XvvTqkO690lo6cpV0g1XO3swV16/vxnCn2LUOZcB8PnvPF8HRvk6/eXyahjfzz5Lfm5jlwAj10jlW2Baqk869kmLV/KxsOq26U0umurvEEI1kpi3A9dN/6Rkv+8Xr7/6ajcb3+su19KjKunw7M/lk7Tz/wQVI3M6C/Qd+ddlF02h+U7nyA79gJ8Dh/dyW7OqD0oEjyOcTxHNIqiGMATwDNCiD+8pX3fjGgURbkY+CPQhbwhv1IIsTL33BohxJRD7fduEs32ziijSv08vbGdXz21hXEVASryXXRHMizc1M7wQi+WbdMRSRNNW4MpqTGlHmJZQWtfUvbaeAwunlqN16Fy57I9KCiMr8xjyY4eVBt8Hg1Uld7Y4dUDbu2NdZg3gwIIYcnUyEFwqAcKGQacAeoKXewNpch366RMi4DLwGkYNPbEKfIZgzY64ZSFS1eYWJPPptYIlm1TXeDm+tNH8ti6dp7f3IklIM+l8d/nj8fj0HhyQyu7uxMIAWnTJJK2yXPpzByWz8Ovt2LbAkPXuHhqNQ+ubsYWsP6GBSi5O95kxiJj2bgMldZQkrr9TDrvXbKZ+bt+TnFBId+NXswvnXeiTrlcpnsSvfKu37Zk7SHeJesbrnzZgW4m5QLlzJMRx46FMvVSOFIWoqd8Vlqu5OdmOa26Q9Z/KibJIvbyW2WKqnWN7M249RRJKnWnyW3yh8koxnccKovS0cM6AFuxOAgbzS+fF9ksdjqD5nuj4aoZCmG2NeOyt0txwOLfymgqFSFy1+/Ju/Z3B+6QTckI4XCzVFpfl2KBEy6SYoJP/A2RTsBzP0LJqwRPUH6eYy+A5X+VMu5zfy9vFna/DKPOlO/3fZdJxVmgel/k1L1duiqfeKX8Pdopbwb2l7xvf0aSV+XUwSFn8WXL8E6fBi//Fvukb2DH45jtrezZ8Ap7Z9Z9oAhmAMeAaA47yvmd1GgU+U9/J9AnhLj+Le9/BKJZC5wthGhXFGU6Ut72fSHE/ymK8roQYvKh9nu3LWjSpsV/P76ZeNok4DHwOnQWb++mLZykNt/N5vYofrf0L5NSYQe6At3Z3Vipcpy6wehSL1vao2iqgq6peB0aoVgGK6dQC7o0ommLkSU+tnXKgWEu/fCzaPKcyqBI4XCCgUNhIMYVQJ4DIhmplNM1hbQp0FUIunRSpj3oq1ae5yCSMmXHv1MllXMbqMhzEEnJxX94gRuf20FzKCHVeKbAtG3y3AaXTKsimbG587UmPA4d07IIJy3qilxoqsYpo4p5aHULkaRJwKNz9gkVfPW0em56cQe//sREbFugqgqb2sKkunbT0HAC2zpjTK7JlwuWmWRbcxejM5uhoI7uLS9T7LSgeZW8m4735JoLo1Ie7M6XBei+nZIw0jGZk0/1y2FdPTvBnSdTMDO+IvtHCur3pZeEODDd09co73xTERkteIqld1X/XllQ/4AiuX49wrTwTDnkvx2p7dtxjRoFQPTllwn/+98UffnLiFSKzK4dOMeOR7HTaE4Tve6Nx7BTKbKtrTjr6+n87W/xzJiJ1d1N8BMXSSv+WdfIDbcthNFn0XL99RTPCeCcezkEKg7tXmxbcOupsjE00SMJvmOjrKnllWMnEqiegycPvwna10E6hqiaQeSZZwicc45MnyX7aLvzVQq/cBXOESOO/njHGY5j1dkcYAmwgX1JnR8IIZ46qv2PQDQbhBDj9/u9HBk63YmMbt7ziGYAti2wbJu/LW2k1O9kVn0RAbfBhbe8iqoI8j0G7eEkrf0pqvM9lAVd1Jb30NxRyPLd/QTdBh6HSlPOCcDQQBWypuLUQMn5m+1PGtX5MrqAAwkCDnR0Ptj8cn/sfzynJntuBh53a5Cw9m1T4NbJ2jYI2eMzoKbTVagv8bGlIza47YDBJrnni7wOLGFTX+RD1xRWNIYo8hm05Wx0dBWqgm6Sps2Z48p4am0LkbRNgddBRzRNqd9BxrIJJ0wcmk1Fvpf5Y8v53lljuHnRTj43oxK/zwOv/4ukpdLU2UfDOdfCitvoXvEQHb5xjC/3yMWleQXUngI7n5E1mt5dMmohl5NUNWmLYKfg/D/L3H7dKbIobWXkPsPnwJp/SrXSkRBpk/LhgTTXMz+Ud/P+suOu+Hss0fgfnyT/0k/hO/VUwo8+St4FF4KwafnadQQ/dQmxZ5+l9IYbcJTK9Fd82XLcE8ajOJ0k169Hr6yk86f/TdVN/0vrN79J+c9/juZyIV76Ncq877/hfEIIGd1uWyhTlG9W/9j+rEwd+kplhJVD79/+Rv6nP/3WyAbItrWRXLeOvLPPlmk92yTb0wdmGqPqUJmjDwY+rM4ARyKaV4HP7l+fyWmoHwXmCCGch9rvvXRv3tga5oTKAACWLb3Alu7s4falu1m7NwSKgmlZxDOCoFvHqasUeg02d8QHrfSzAmbXFXDh5Ap+++x2VGST5YgSD4qi0NKXQFVVTFsM9vL4nSqxtD1IGirSXsqyZE1n/zrL/nDqcnAZSCm2acvtbcGgMKDc76AnF12pKuiqisehYmgKPdGsHGuuSosYONBFekABN5CKK/QYuB0qbf3pQWG3ABrKfWxuj+E1FCyRM9tUwOvUCDh1FFWhPZzCUMGn2UyrK+Jzp4xi8Y4evnmiLmskkz8DQGzrIv53W5AfnD8ZVv+D3zeP5nL3EopnfErWZF77k5T4LrkRS6hohlM21gVrZbFYKFJVVXcqfPxGWXsJNUm7lbeDbQtl/j9QJX/PxGVPR/28Y26CeDwh09xMprUN77SpKJpGdNEihG2T3rULR0kp7b/5Ddg2hV+9msCZZ5LevBmzsxPPtGmkd+9GLyyk7Yc/wjt9GmU33IAwTSKPPw5mAs/suTiqq4/+Ynp3yYh0QOlmZaWk2nngDKTQ/Q+Qf8nFkizW3w+TLj3qUyRWriSxdi1FX/wiiZUr8UybBq/8LwltIvFVGym+9pqjv97jBB9VopkIxIUQOw963AAuFkLcfaj93o8xAct393LLop386bITuW3JbsaW+2kJJagv9nPDvzeSMW3On1zJ9s4ojd0xoikTQ1fpCKdxGwqqolDkd9LUm5TRhaHgderEUiagkDT3LeQOh4rPqdMZOXA4mopUua3YGz7i9eoc2PxpHEROtYVu9vQm8TsUAm4nGdvG69TY05McJIyBzfM9BnkOleZwGp9DIWtJvzKXBj6XQca0qCvx0xtLE05mSWYsRpfKlKBTU0lbNudPquChNW0AnFDhZ3NbFEWBMr+DKcMK+MLJ9UysDu67i90P65r7AdBUhV2dUc6fklvgn/mh7D8RAhb/hmatllfilXyqul/2W5z6XYi2ysK7KyCt6r/0kmyAnH0t3Ylunmp8iivGXXHE9/OwiPfAxkfk9MmPOHruuIPwwmfIbNuGous4ilyk20K4JkwmtXYtalERqq6DpjHymYXEX3sNVA3P1BPpvvFGSr71LQBC991P8JKL3/B3cADivVJeHszV0To3HfLmId3YSKaxEdXnw1vrk/1RRwkrkSCxYiW+U04msnAhgY/JVGpsyRJcY8eiFxa+pffneMBHkmgAFEW5ABgBbBBCPHM0B30viWZrR4RdXTFGl/m5+cWdfOXUeu5ZsYemngR//NRkWkIJNrSGeWFLJ5+dOYyKgIsXtnahKXDr4l0YmkJnVNZyqoNOTBv8Tp2uSIKAx0lrf4qSPCct/WkARhV7SJsWkaRFKGXiViFpQ7l/X8PnIUbUAJJMLBvchko8aw+Sha5I+XQiK39WFXmTryuSfIQAv1MjlrHABqcB8ZxGQQOqgi4i6Sz5XoOmXmkjk86axFKyhpPI2lQXeAjFUnhdBqFEloqAi+a+JFZu5rOZuz4UGZUNvAS/QwFF5YrZw/jGGaNR1cMvLv98rYnPzKwdXIBe29XDzq4Yn501DHa9JBea2lmyUDzsVCkvTkVg48NSWnvS1+kxDAo2/Rt16ucPfZJwa26I1wc3PfJ+ItvVRWrbduKLXya14gXcUyajNcwgdOut2GXFbFW7GB/JY9iDD/D82oc5YdgMKkrqDjhGZs8eHLXH9v0fWIf6/n4HhVcd5rMHYi+/jHf2bBTDkEQIGJWVdP7q17jGjSX/kkvQi4qO6bW9l/hIEo2iKLcA44BXgdOBx4UQ/3Okg76XRJMxbXZ3R+kIp5k7poTXdvWysyvKySOL0TWFz96+nMtm1DKlJh9dhc/fuYr7vzSLh1a3kDZNXtjSRXt/Ep/bIJbM4nfrpLI2CgqxjEWZ3yCZtfC6dDQBLeHMYE1EzRHBQJ3kUL01bl0hmXtwkFhy+atD9eEMbOPUZDahPOhkbyh9QATjUHMjQDQpi89zG0TTJrWFXra2y/6pYYVeRpX5mVCVx28Xbsfn0nHoCt3RLCV+B4aq0J80URA4DY1E2kJVBW5DpyeeHUwJ+pwqC8aWUVvo5YTKAKc3HCRv3Q97euPUFu5TQD28uoWzTijD69zPgCLaKbvm6049cOdcX8STu59ktqOI/KoZhz5J7y5ZtylpOOx1DOHNYScS9D/8MM6RIxGWJZtXLQszEkEvLkIvLMRVX0/H448QnDoTV3nFu35NsSVLUAwDR10dRsnh1YCJNa/jnjgBRZO1tv6HHsI9aRLJ7dtJLF9B4Oyz8M6c+a5f77uFjyrRbAQmCiEsRVE8wBIhxBFNgN5LoumIpPjVU1vIWoKvnFpPVzRJecBDS18CUwjGVwb41dNb6Yml6IpkmDY8n81t/fzwY2O5b2UzWzqiBF063bE0beEUhV6D7mgGTy7qqAg4iSRN0qZF0txHKjVBBy39mUEPNAv53AGzaBTwu+QgtUPBYyhkDmP2WZXnwOdxsLUjRtCl0p+y0RX41LRq7l/VjKrKIWfhRIasDZUBB0GPg5b+JJYtGFbopTOSwrIBYaGpGmnLJpmxKA+4CHoddEfSchaPAm6HitehY9kCXVPpjKQ5ocLPuIo8YmmLmy87kWc3dbBg3DscWZuOyZ6Wog+uMujDADudBtsmuXYtrgkTUAwD1XHgcDuzuxstPx9FP4RTVTYlvdvyh73ja0lu3ESmqYnAufvSagPNl4eDyGRQHA7sXctQaqcSf+UVVK8XvbgYo7wcKxodSp0dRzhSp2hGCGEBCCESHLrj9H3Djs4o335gLc19cba0h/n+I+u5f2Uzd73WxAtbOxle5EVVFaYOy2d7R5TPzR7GptYw8YzN/73extKdvZTlOSkLuPnmgjF8+ZR6TqwtxGVoxLM2QY8DVVGxhf0GWXNLfwaXoSCQaSeBJBmHtu8t8rt0LOvQJKOrOcnxfr+DJCeAlkiGrR0xSWI59wNdU1jfGiZrw+hSH7FUlup8Fx6HxsTqfDJZG4eqke9xEE5k6Y5lCSeyhJI20bRJPG2hKgo90RRCKCSzJrVB2TgaS9tkshbRtMWYMh9leQ4ae+Ks2RNibIUUW7xjkgFZDB4imfcdqtOJ6nbjnTWL1KZNJNeufcM2enHxoUkG4LWb6WxZDsDji2+j94l/v+1rcZ8wDs/kSYQeehgrEiGzdy89f72NTEsLAFY4TKa5+QDvvfDjT5BpaqLvn3fS8YtfkNyyhb5/3U3v3+8g29FBZOFC7EQCO5l829c1hGOHI5lqjlEUZaD7XwHqc7/L3kMhJryrV/cmeGRNC52RJFnbJmsJmnoSjCz1UhFw8+K2Lk6szefGZ7dTkudkT28cFIUHVu+lyO9g6Y5eJlTkYVom3dE04yoC9CezVOS7MTSF7kiarR1hEuks/YksthCD8mFnbtaMDYOqr/2RyWmMx5X72NQee8PzGnLf/SdnakrOqJZ9EuWBVJkFWLaNJaDIbbC5TabGNrZGmTOyAI/DoLG3E8sS9CUzWBbEYiZnjitDNPXRFU0jLEHKFHgNec1Bj4HXoZIxbfYkLRSkx1rSFPidGq/t6sXOpQS/d85YTh5ZfGw+tCEcl/BOP3DefeyVV1AUBe9s6R5wqOgiNe4CXupeTV3HSrSqSgqGn33IYwvLGkxzvRnUvvVoWhphmjhqaqj8za/pvf129KoqRDKJo7aW0L33Unz99SiaRuCiC+m7+x5zwFj6AAAgAElEQVRM08BqW0fidRvHuHG4TzwRYZpk2zvo/79HcY8bi3vSJFkLTIaGantvE4qiuJD+Zk4kbzwkhLjhaPc/UkTTAHw893Xufr+fm/v+vqGuyEssZbJsd4htbRFsoLEnzj9e20NXJMmG5hDPbunk8XVtLNvdi2nbbO2Isnh7Ly5D5alNHcwbU0YiY/Hqrl7ueKWRZbt6cRkan5lVS2W+B1VVpT2/puDQFBltKId/0/Z//FAkAweaekKu+C/r8VQG9nVl75+C8zsNvA6NWDqLpsJVs4fhd2msbArxzKZOagrctEdSRFMmFQEXHkNjbHkepm1TFnBw85j1OT84A5euEE9n2dwWIZkVgxGUrmqkTBuPQ2dYkY+vzqvnkhk1BD0OFm/vfqsfzxA+oDB7evDOmoUnV+dIbdtO79///obtXIUjuGTMJYwuGM3c6rlSAJLokzYxIMcE7HiOrj/scyrp+9fdg1GKsCzSuxtpuf4/ib36GlrvOvyzJoGu0/WHG2XtSNOIL1tO+LHHiC1bjhnqxwr1E37iSdpvuIHIs8/iXfBJ1NqJYAti/34cNRjAWVeHc/Qoev76V7JdXXKaZqqfzt/94Q2O5B9GbBnT8OktYxqatoxpsHPfP30MDpsG5gkhJgKTgLMURTnqYtjbMtXMdYleKoQ4pFD93a7RxNMmp/3uJWxhD86AORz2L6Lv32TpNRRm1BWxtSPCN+aPojDPCTb849UmElmLz8ysZdmuHv69rg1DG5Azp+TYAftAIjgS/A6IZo68HchCv7nf8fPdOvGMxYSqAI3dMUoDLrxOnW3tEdKmHCd9+ewaNrdFqSnw8PzWTuqLfNIRQNh0xUyqgi5a+lN4HBqGJkhnbQq8TmKpLKYNlfke4pksQkBNgYeKfA8njyhi9ogiSvMO8vaKtEmH4Yb39T5jCO8C7ESC8GOPkX/ppbLvZcdzhzT3tGIxwo88QsHllxN68EF8p5yKURggdf9PUBrOxDllHlZvD6JtPfr4eYP7hZ99Fkd1NSKZJPLkU2S7u/GfeSbZ5maKv/Jlmr/7XTI7d1J05ZV4Z81CmCbx5cvpu+MfpHfuxDtnDtg2qe3bQVXRy8oQqRSBM+fTd/edqIESfHNOIrFsGVY4jHvWLEilsHp6Kb7+63gmH9pR4XjCO63R5EjlkBY0DVu3vCN3gAHk6vVLgauFEMuPap+jJRpFUSYDnwY+CTQCjwghbjrUtu+FGGDe7xax+6CRzCDJRFOk5X93LIvHkO7LLodGNmsNjlgu9jkQQtAXz1LkMzhlVDG7ehJ8eloVi7Z1s2pPP/85fyQvbO1iVWMfp40pZlVTH8396QNcAOBAMjtWGJBCAxi6gmXJkQfDC924nTrNvQksy8JpqHzxlJF0RVLUFHroCKcZXxXg8XWtdEfTFHgMDF0jnMjSHIqRzghiWROXoRFKmIPihmKvlD3XFnl54ZtzaeyJU+x34mt7TQ7eGpjTMTBj5Th3wR3C24MVixN76SUCHzsb2tZg5zcMFtZTmzbJNBRgRSIk12/APWnSoNda9003k+loxz12LNnOLszWVkq++13avvddvLNnE3n+eUQ8QeXvfotRWYnq9WL199Pzpz+hl5ail5bRddNNWKEQeafPw06miL3yinR0drmwu7spuOIK+v75TxTDQMRi4NDJO/9C0pvWY4YiqGoSYYFwBlCEYNi99yAyGYzSUpQPwKyZY0A0TRzGVLNh65Zhb/e4AIqiaMiBZyOAPwkhvnu0+77pO68oyihFUW5QFGUrcBPSN0cRQpx2OJJ5rzCyxHfIxwXgcqjE0xY1+W5qC33MayhG2ILxVcHBVFE8naUvnpW1lozF+tYIWdPiu49sZENrhNpCN9G0yYTKANfPH8VpY0oZU5ZHgUc/gGRg/1FqxwZeh4JDV7EBQ4fKgAunAS5dJZw0aQtJZVnSlMPcPjGlioDHIJLK0hlJYGgKJXkuvj5/JEJRmN9QxufmDEdVNDICyvxOQgmTceU+BDly1lT++YWZvPDNuQAML/Lic+pydsv+yT7dMUQyH2KoHjfhJ56g7777iO/NYC/5f0SefQ4hBFY0CkCmpQUrEqX/oYewwv1Enn+ezj/+P7JtbaguN86GBqn40jWpBgsECT36KJnGJip//zucOT+2xLp1tP34J+Bwkty6FWwLIz8f5/BhuCdNJtPaCkKgeL3Y4TCOkSOJLlqEVlCAGChqCkH8pZfIdPZgdXaS7YpiJW2snh7MvXvZ+/mr6P7DjbI57KOBmrf4+FFDCGEJISYBVcB0RVFOONI+AziSGGAr0kjt3AF3AEVR/vNtX+kxxPc/NpbZI4sIOg1+9tRmnJpCSzjD6BIveW6DEyoDzKovwuvUueWlHdQW+Qi6ZRG80Osg6HOyNVdYt2xBY3dMNiMK6IsmuXRGFYu2dRFwG/TGMlx3+ki6YmmiKQuPIe1fvIZCMiuwOXxEc7QGm9VBJ92xNCkT4hnBGaOLeHlHN1kT4mkLUPG7NM6fWMH2rhjJrEVnOMWY8jxa+hOEEhle2dHL3NHF/M8Tm6ku8HDuhHKKfQ7++vIuCnwO/vXFGazZE2JrW4R/Lt9LPG1RGXBSU+jlb5dPxes6hHPviPnSjDL4jv9Oh/ABgKKqVPz8Z6AopLZswSyeiXvbnwndJ0i9vpb0zl345p5K6J57EdkMXTfeiFpYROz551F0HTsaJbFxI3ZvL3Yigf+884gtXIhSVITIZun63e+x4nEyLS04hg/D7AuR2rQJKx4js2sXenU1iZcXE164EDuTkamv7m7IZMjs3SsnZhYVQWYgF61iZTKQSOQ8z0DE4qDroKpkWluxo1FavvVtqv5445u7GXw4sJdDRzR7j9UJhBD9iqIsAs4CNh7NPkcimouATwGLFEVZCNzHcSJxHlbkZVjRcIBBy5Pbl+7muU2d3PflWQB868F1OHUV04YZwws4e3w561oiDC/xE01lKQ960DUF0xSkTJNYSvbLpC2467W9jCjx8qWT67h3xV5iKZOWviQN5X4URaEzkqQ7mkFXFTK2QAMCbp2+g3TQRyIZR856JpyyMFQVU7GpznexuzdORb6bjCkYXxVgVVMf4aTJA6tbuWRaNYt3dPOl6r0Eg4W4jFFMG17A+IoAK5pCfPesMZwysoir7lxNdYGbi6ZUMq+hhO8+tJ5NbRH+99LJPLelk1gqi9Ohc8m0GjxOnVTW4uYXd/KthpBU6Qw4HW9/Bk78nBxzPIQPPfTCQqIvvkj3n/9C/ic+QZY5KK/9jXR3KYm1a9Grqsi0tpBYthzFMLBNE+JxMAzIZsn098tF3zBILFmKkudH9PdjjBqFUBQyzc3YoRAZw8Du6UFxOiGZwnvyyYQefEiS3Nq1kE6DpqFWVGB3d0MyCZqGnc3KVG4wCP39EIthWxamouAQQkYvAxFMLIZl25jpFKEHHqDgkkve3zf33ccPOHSN5gfv5KCKohQD2RzJuIEzgF8f9f5HU6NRFMULnA9cCsxDjgv4PyHEs4fa/v3wOjsSspaNoamsbe5nUnWQhRvbmVydT28iQ8BlEE1l6Y2neXVnL7cv3U2B14HXadBQnkeJ38mLW7vwOzVcDo2+eIauaBrLEtQVuVjfJmeS57t10pZN4nAeNECJ36ArmsVQpYFlaZ6bvliKygIvm9siFHgMCv0uFASnjSllW2eEvT0JemJpvrFgFNOGFfLg6mY2tUZo7uojaQo0w8XVc+u4YvZwtrSHWbOnn5ZQkqp8F89t7uTMceUs3dXN1Jogu7rjzBtTyn89volfXjSB1/eGuHbegYPMsC3pezNELB9ZiEyGvn/dTWzRIozRo4i/+G/Mfgu9oIDyn/+M9KbNdN16K+4xYzC7u8l2deGZPp3EmjVofj9Wc7M8UDCI7vNhxeOIRALXuLEoPj/JZcvk1FOXC6OsDMu20V1gdXeguArRi4txNjQQX7kSRVEww2FEdze4XJBK7bvQAbJxuyGdJmPbDLadqso+p1pNw3nCOCp/+1ucNcdvdH4sGjZzgoADxgS8UyGAoigTkK79GrJS8IAQ4r+Pev+3qjpTFCUfKQi4RAhx+qG2OR6J5s2worGPZMZiWJGHjnCKrZ0RAk6DrmiaT06r4kt3rmZmfQGv7+3n5JHF3LtiD93RDGPL8+iJpwknMkSSJqaQRfxcBg5D04hnLBwqnFAZYE1zmHPGFfPM5m4MXWFkiZ9o2iToNsh3O2gJJUiaNg9fPZst7VFGlnhZurOHXz+9hXyfk9uvmDZo8XLfij386umtRFMmHxtfTn2Jj6/OHUF3LM2drzbicWgkszZfmDOcRVu72N0TozLooTTPhS1sXtjcxW8vloXdvb0Jagrfmk37ED786Pjlr0ht2UJyxYrBx5SyMhTTRC8tJbN9O47RoyGTwY5G0UtLyLS1Y/f2So8k20atribv5DkkN2zE7O6SEUkyhejpAYcDvb4eu68P1TBw1Nej+v2ktm6FWJTSH/6Q2Asvkm5sxCgvJ75uHYrTidXaKklKzXkxWRbuU06hZ9mreE07Nw3UD7ma0gDUggL08nLqH37ovX4rjxofVmeAN71lVRTlcJ7qD+W+PhSYPnzfy6wt9DKjTlpXpE2LZMbii6fUkcxafHPBGO5evodLplWTzlrs7IqzqztGVdBN2CmFBZ3hNBVBF36nRnnAxbNbevA6NfqTJlNqgry0oxeHBhVBN7FklvoSP53RFEnToj9lMnVYPt95aD1Xz60n4HFgC3j02jncs7yZr9+7ltn1BfTEMjy5oZ26Yg/RZJZ4xsTj0NjUGmZybT5fPqWeJ9a3cf3s4aSyFts6ojg0ldMbSinLc3Htva8zvNDD1o4I5Xlu7nilke99bAxO/cM7q2UIbx1afpD09u0HPCb6+hCZDKbHg3vyJLIdndTe9ldCjz5GeucO7HXrZTQMYBjYnZ14Z8wkvmIlnomTKPjclVjRKB0//gn4/di9PYh4AlNRqPn2t0isXoPu94OqYEWiZFpayLS24pkxg8KxY+l/5BGsbK6lQVHwn30W0SeeJLlmDa6sdFpHVSEWk2RjmihuNyKVwk4lyezcSccvfkHhFVdgVFa+t2/oRxhHyo30AC3sc7Tfvz4jgLo37PEhglPXcOoaC8aV8bMnNnP+pErmN5TSn8hy3b1ruOWyyQhbsLs3Tk2hF5ehMaNOpzLg5fH1LSzZ2YuGHHnsMExMW5p1Div2Y+gqbkPF69RwJBSiqSzjKvyUB9zUl3jpS2S48o4VXHtaPdGUyZ7eOOdMKOPRtW2MLc+j2OcgawkqAm6+MKeOlGnx6u5eJtfmU+hzcsVsWb9asbuXbR1RThyez+a2CBVBN7dcNoVoKosj53tz2cyaIZIZwhtQ/JWvkLdgAW0/+jGplhbo7kYvLQVNQysuQpgWWnU1e756DXY8jh2LDZKM58wFJBYvAVUlumIFqq4TXbIErbAA1enEDIflSIKsiVFfj51KEnn+BTxTJmOnU8QWLaL8xz/Gd9JsWr/9bRRdJ/r88ygOB8aUKTiH1RJfvITEqtXg8YBloaHI8+u6rNFEo6AoiFRq3xRWIYi8vJjgJz/JYYZWD+FdwJFUuf8LhICFwBVAnRBieO7rQ00yB+NH58o5GaV5LkaX+fnmgtFs6YhRW+zj8a+dzP9cMB5NVXh5Ww9lASez64twOzQUFb555mg0FUp8Dj4/ZzjRtMmwQi+xtMWy3X20h9MU+12s3duPQ1d5cUsXs4YXMr+hlJ6YnB/zhZOHM7kmny+eXEdjT4y0aVGR52ZybQEnVAXojmYOkHw39sT5+9Ld/OypLZw+toRr5o5k/th9zst+lzFIpCNKDj2jfghDcNbVMfyeuxnx4IN4zzoLj7EdI+gkvXIVVrif9IYNsqaXSqF6vWg1NaAoJJ55Vhbv43Ei99xDpqkR1TBwjh6NnUqh+HzYe/eiBQO46+owvD4wTbLt7WRb23DU1BJdtAijrIya22/Hf8Z8ir9+HVV/vJHK73yH9MqVCNPECodlzSYvb18klc3u83RyOtEbGsDhGHze2rOH6OLFNH72ctI5p4IhvLt4U6IRQlyPtBt4EPgs8LqiKL9RFGX4e3FxxzMWjCvj3AkVfOesMZi24IFVzZw2uoSfXzQeh67w4rYuRhT7qS7wsLY5TCiWYXdPnCfWt6OrCuOrghT7nNQXexlW5CGeNrlqznBWN/VxyYnV/PCxDVi2Tcq08Dp1NFWlO5om32PQGUnRl8hi2jatoQS2LViyo1uOfUaajdbku/n0jFqe/Noc5jeUDUYvHySE4kdppzCEdx1GaQnOinKY/BmSjR0otbUELrgQ15gxOEeMwDFiBHZ3N8ELLpAFewDDwH/+eeBwIBJJ7ESC0L/+hchkcQ4bBoEARk0t0cWLKfr6dfjmnQamiV5UhKO2FsXlBkB1OHA3NOCZNo2+u+/GisVom9CAUVqC6vXKFFkqJSOWg6Fp2KGQ3MbvB7+8GUusX4+eH8QxlD57T3DE1UdILAK+A/wF+Bww/92+sA8SXIZGvsfgpJFFWJZg2rBCGsoCtPYn6YllGFbkoSTPxZSaAq4/YyR+l87CDe1cPbeeq0+r5+cXjCecyLB6b4im3jiPb2ijqSfOwg0dLNraRSSV5Yl1bWQtm9uX7iZt2lTlu1m2u5ezxpfR2p+kxO+kxOtk2s+eY2NrmP5kllte2oWha1QX7Cv0P7upg+W7e9/Hd+vo8fCaFlLZwzfa/eXlXcTSh3bHHsKxR+FVV1HxP/9N1S9+TsFZZ2G2t5HZuZPUtu1kduxA8XqJL16Me9w4cLtACKJPPAmmCcEgqtuNc/QYHPZuUitXQCKBgsCOxWj++vW0//gnKF4fCJvgRRciEvHBc9vJJI2fvozk62vxzTmJyedeSPCiT4Ci4Kyvh3B4X0Sz/zV/4SoUXZM1G8NAQQFNI7HoJbS8vPfy7ftI40jzaAZkzZcAxcAjSFnbmzb/fNBUZ+8Wntvcwe4u2Qj63OZOdnbH0BT41PQaGrtjOA2NUCLLNXNH8MCqZj45tZqAx+AfrzQxtjyPV3Z2E/Q4+MnHx/HtB9fR1BunsTvOV0+r59mNHfSnTEYWe7ksfid3uz9FTXEBpXlOvnTqR8OGP5W1cBm52lImDg7vm+8whGMOKxol09xC77334J0yhfjiJZihPpIbN6E4HDgqKvDNP53UuvWU/fhHtFz9VVwjiogs3QimiVpSTMGllxJ+9DEye/dScOWVxJ55BoQgGwrhbmjAKCsltnIVhVdegZ5fgKu+jq4/3Ih7+jS6b7oZ1euVxpnx+IHSZ4BAAEdFhTTzTCTA54VwBM9pc6n42c9IrlyFUVY6aK3zfuPDqjo7EtHEgR3IRs0dHNR/KIR45FD7DRGNxMqmPuKZLC9v6+YTU6q4b0Uz04fn89fFuykPeLjypBqeWNeO09CYWBXkwilVPLy6hT29cSqDbp7e0Mb3PzaW2iIv19+3llgqi6oqbG4LE/Q4BscXtPQnuWhKFZ+aXsOS7T0sGFdGfyLDVDaDqkPNB3fi4OHQsi1EOl/nb0sbKTKyfLV4He6Zhx8BPIT3DmYsRnrLVhw11SRWrMA/fz6q2z34fO9d/0RxOAjdfx8imQIFAuecQ2zValIrVuCZO5fE4sXg9eI/4wyclZU4R43EKCwkGwph9fRgp9IIM0v0iSfxn3sO3bfcAqomIxu3W9aH8vIIXnE50UcfwwqFQFHQ7CiW7mf0opdQPcefpP94Jpqc19kqoFUIce5b2fdIqrMHct9H5b7gQBPkQxLNECQqgm6W7ohxw8dPoCuaIs9tkOc2iKUs+vUUT2/oZG9fkv5Ehsum17DgDy8RSWW5fNYwVjT20hpO0xZO8slbX+PiqZU8uT5ETzyDsIQcuGbJOTWaorCnN874yiAlfhf9iQw1BR5wTTl03vpDACtrU6jrnBEMMG9eLWZ2EuZTP2a1+TlmnPeR0qkcd9B9PvRpcq0MfPyNLt+Fl38WANeoUSgOOb5ZpNMEzjuPbFcX0WefxRwzBj0/H7O5mbxTTibv9NPJdnSQbGxEJJOE7r0XVA3F6aT3tr9BPLFPAADgdEIqRf9fbpXiAADDwHJ4UUz7uCSZY4U/feXFNzRsXvOXecfCufnrwBbgLeccj0Q0G2HQd5Hcz93AUiFE41s92UcNlUE3l0yTXch3LG2iN5bmxNoCzp5QTm2BhyU7ujEtm6Rps64lzMgSHwGvgaqqtPQnGFvh51dPbaYyz8nqPSFOqPDz/NYeBNAbzzK8yENjT4IFY4qZlHyVjatMVmermTm8kJKD7f0/ZNAq3Ty+pZPzxpeSimfpePSv/LLldG74j3w5C2Xx7+D0H7/flzmEN4Fnyn62/R4P5OfjqKnBO3Uq2fZ29OJi+h95BP/psi88vX07pNOobjfDH3yQ7SfNQclNCnVPny5HU69YIa1rcqSjNYzBatoD2SzO8ePJO30eZkfn+/Fy3xPkSGZ/C5pa4LY/feVF3gnZKIpSBZwD/Bz4xlvd/0hEcyiL5Frgh4qi/JcQ4r63esKPKs6dWI6mKngcOj6nTjxtUZLn4tVdvcRSWW5bspusadIWTpM2BdUFTtr6k7T1p1EFDEzd0chi5ToAGnNjEtbs6aZs7Gxqx03ixVebGF3y4a9VVOV7uGR6zaCabtiZZ3LNBifP37EFX9DJudd8f58VyRA+cDDKpUN4/sUXDz4WX76c4uuuwwqF0Hw+au+6E6OsjOavfQ331KlYnR0Ezj2H5PYdZLZvI7l6DVZLC64xY8i2tVFxw09wjR79fr2k9wq/4ECfM3K//wJ4J1HNH5GCsLfVC/GmRCOE+OmhHs85BjyPrN0M4SgwriIw+PP4ygATqwNc9KdXcegqAbfBjs7YAQ7QfbEsyYwtRznv9/gkdrJRacAUGSxUQKdadJPYtpFHq0qYUGDDilth5tXv0St7/3CAZLtoBBNOg9K6AE/fso4X7trC2V8e//5d3BCOOUq//W0A1LIyADwTJwIw/G45uVNkMrhGjyYfEEKQ2rEDZ22tnGfz0cExHxOgKMq5QJcQYrWiKHPfzjHelmuiEKJP+Qj4bb9bOGVUMQBfnz8Sh67ytXtfJ9+j0580sXJyi9hhjDlX0wACVBwMDCd4PVXMWor5yaQK8twOYMx78CqOT5TW5jHpzFrWPreHVx7ZQf2kEsrqAkfecQgfWCiGgXP4ga19iqLgHjXqMHt8qPFujAk4CThPUZSPAS4gT1GUfwkhPnO0B3hbXXyKopyGdAwYwjvAeZMqOeuEcv706SlMrA4iBBS4dZxH8alIitm3YYHXwfLGoY8EIBnJUnW+Rm+on23LOsgk3nzc9xCG8CHCD5BjAfbHOxoTIIT4vhCiSggxDDk25sW3QjJwZFPNDbxxpEoB0AZc/lZONITDY96YEkaX+ahZ2sTcMSUs2dbNS9u6iKRNumMZagpc7O1LYQBCATP3iYwt99GfMCnw6Hz/Y+MYVznUgAYw47w62uJOqHKQaBdsXNpG3cRigqUydW2ZNtoH0ClhCEM4Eq75y7x7/vSVF+HdUZ29bRypj+bgEEwAvUKI+KG2H8BQH82xw4tbO6kt9FJT4CGRttjQ2o/fqVOS56Is4KIvnqHQ95HKQb8p4uE0ZsYiUOyhpyWKw63T1RTFV+CkqylCUbWfPRt7mXVBPcIW7N3ch7/QRUH5h19AMYTjH8dzH807wZHEAHveqwsZwqExb8w+I8yAR2XOyOIDnh8iGQlhC57520Y694SJ9e7zSCut91E2PJ9yJQ9VU3B6dGZdUA9AJm2x8LYNmGmZiFRUmDi/mpMuGnnIcwxhCEN4exgaoTiEDzRu+v3DqDvyAVB1RXZ8qQwUsejcFaOnOc665wWGU8Xh1sgv9+HJc9C8uXeQZACEDbox9C8xhCEcawz9Vw3hA4ve1hgdSjMjgyVMWlDL2FkVONzyT9rMWrzy4E5mXFDH9uUd5BW5eP25vXQ2Ruhp6kHVNTJpMJwqulNDMxScbgczPv6RNyYfwhCOOd7yKOejwVCNZgjvBYQQCFugakdX2I/0JHn85nX0dyRAAd2poCgqeUUuiqv8jAm8QqWvDebf8C5f+RCGcGh8JGs0QxjC8QxFUVC0o2/nUhSom1jM2u492BaYKQFYTD1rGCNOLAV7DMS7370LHsIQPqIY0ngO4SMDf6GbWRfWM/P8A8WU9kBUr6rgLz3EnkMYwhDeCYaIZggfOUxeUM/YU6SXFgr0tkSxsod2YhjCEIYgoShKk6IoGxRFWasoyluqjQylzobwkcRpn24AobDllTY2LW2jZmwRlaPy3+/LGsIQ3jF+f8m5bxgT8P/bu/Moqeo77+Pv361be1V3dfW+0jRb04AsImIQFbeo0RhHkyHbxIw66nPMnJPMkMdMkid5eJ4zkzkmM2YmeSbqZJnRKJoYnahoFBQEBdlstgaa3um9unqpfb33+aORiGgGlaa37+scTnfdvrfu716gP/Vb7u/3N08+f64e2FxjmubAhz1IajRi2lrzxVoWrC7DV+iSkBFTwsmQeYTR+c7Uya+PnNw+biRoxLS29NoZRIaTdB4d5OjOHhhogqzMjSYmrT+1TMDHZQIvK6X2KqX+6sMcKE1nYlrLyXey7NoZFFR6cXisENgL7nxwSg1HTErnfJmAd7nUNM0upVQR8IpS6qhpmq+fzYFSoxHTXuEML394+BCaRWPYf6WEjJjMPmg5gI+zTAAApml2nfzaDzwDrDjbYyVoxLRXWuNj0RXlGNkzR561HRxgoDMyDqUS4iM558sEACil3Eop7zvfA9cCh872eAkaIYCelhD5ZR58xS6e/8l+AifCAJTN9pFX/N4mbyEmppOjy+4C2hntU2kH7joHo86Kge1Kqf3ALuAF0zRfOtuDpY9GCEanswkPJnDm2Lj+noWEBhIADP34RxTf/z/HuXRCnL2ToXJO19DmDA4AAB9OSURBVJ8xTbMFWPxRj5egEdNaNmPwy/u3Y7Fo9LaOkE5mWHxlJebJVrTTQsY0of5xWPrFj3CiNFis56bQQkwy0nQmpjXTNDGzJrFwivBAnFQkzdYnjtF+MMi+lzswTZOmvf0kounRydLKl40e+NbDED3L59YSIXjzX8buIoSY4KRGI6a13z2wh1Q8CxoYhkksnCGn0EFfW4iiGV5e/c8jhIIJDNMgNpIit7CA1peOcOXaL4LNzUBnhIIKD28+8iKfKHoBbv7JmSdx5MDqvzn/FyfEBCFBI6alZCxN28EBUgkDpY0uepYIZyid5aG/I4IJVM73s3tjGxesqSASTNC4q48L1lRQndfEs99/m8rLP8Hh17tYcWMNK79yNZirx/uyhJiQJGjEtJSIpmnY3k14OH6qPwbA4bWdmhjgjd8dx+a0koym6W0ZwVfs5M1nmrBYfCQTHmI7e3Dl2imfl4dmswLSByPE+5E+GjEtvb6hEavNwqwlxSy8ooyiGR6cuTqt9YP47ScoqHCQk+/ghv9xAcf39FE0MxfTUOhWC+5cO7kFDirr8nHn2ug4HCQUjJ8aEi2EOJ0EjZh2mvb2E+gI09seIr/cTbAzwnAggWlAToGDi1aaJEeihINJnv3hPjx5DnIcUTwFVqLDKULBOA6PnUB7mI7DgzS/HWDvi2207h9dNO2t51pIJ7PjfJVCnFtKKZ9S6rdKqaNKqSNKqUvO9lhpOhPTRmggzsHXO6ldWcryT1URCaZpPxRkyTVVbHvyOCtunEkyluGtbYpwOI7DrZGIZfHlw6EtJyhdPBub04JhmAQ6wqQTWVDQeXSQ4lk52N06Lz10kMu+OBer3TLelyumqc77t52xTEDFD1afi+dqfgy8ZJrmbUopG2dO3vmBlPnO6oLn0PLly809ez7UujhCjLlkPMO2Jxspnuklr8RNw/Yerr1jAclYmv72EL0tIZZeW8Uv/+c2MmmD+ZeU0rp/ABOIj6TRrGC8e2JnNfrH7lIkIyaaDkYGNB1yC12UzfZxxRdrx+lqxWSklNprmubyj3r8yZB5hNNDIAbc9XHCRimVC9QDNeZHCA1pOhNT3rG3ehkJxBkJxAh0hEglDDIpg0wqw4sPHWD7U8fxFbsBeO3RBmwOHafbRuOuPpSmSEUzoMDMjL6ft8CGr8SB3aOBAcnI6P+7d0LGyMBQT4zD27rZ8H93kEpkxuvSxfQzVssEzAQCwC+VUm8rpf795JxnZ0WCRkxJmXSWg9s62fhv+4kMJTj42gkatndjGAb1m9oY6o1SUpNLZCjJ8b39HHjtBJGhJIlYFjRFdDhFJm0QHUqRzZqggW7XKJvnxWqzMjKQoGiGDwC7Z7SZTJ0MGatTo6jac3KZ6Divb2gcz1shppexWiZAB5YB/2aa5lIgCtx/tgdL0IgpwzRNOhqCNO/rR9MUsaEUnceGOfxGDwde76R5Xz/R4RQOt5UDr3bSvK+PZCyDzW2h5/gw0ZE4fa0hktE0SgdNU2BhdGpCY/SBzr7WCAWVHi773FzyS9y4cqysuLEGh1tn5adn4/DqmIZJf1tk9Digp2WYfX9o58BrJ8bz9ojpYayWCegEOk3TfOvk698yGjxnRQYDiCnDNGH7b47jybNzfG8vAyciLL22kthQikC3lUwqg6/YTVFVDvtf7WCoL0FeqYt4NMVwfwxX2k4ymsFf4SQ6nCIVe9fIMRM03UI6lqFpbx+BjjCxcJK8Eg+Htnax/FPVHHurl6o6P4PdUTRNERlKEAtlCA8k2PVCM8uuqcY0TZRS43eTxFT3d7x/H83HWibANM1epdQJpdQ80zSPAVcBDWd7vNRoxKSWiKU5vqePjkNB+lpDzFpWyFBvlOZ9A2QyBqlYBovdgstjIzKYYiQQo+3gAEYGHB6d/tYwvmIXi6+sIJ0Y7ekf7IqTjGSxGGl418Oc6UQGh8eCw2MjGkqhKY2ZiwsJD8RpPzSIx+9At+ms+eJ8Sv1BssboqDS7W8eVY+P4nn4ObukcpzslpoOTHf5nLBNwjkadfQ34tVLqALCED9HvI6POxKQSHUlic+iYpsmWXx+l8+gQhZVe/OUuhvqiaEqjbF4eO59txqJpWJ06uUUOjAyEBmKk4lnqVpdybGcv6UwWu8NCOmGQSZpYnRbS8Sz+UheDPaevHfXONDXvZnVopBMGNRcWEA4k0K2Kod44BVVeKsuT9AacmKZJb0sIf6mHhZeXs+u5Vq75yzqKZuScx7smJouPO+psopKmMzFpmIbJno1tzF1RQv0r7fS2DuP22UnEU9RvGsTutpCMZjl4eIBSnwPNouH06PS3hMikTTQrWHQL4WASu8uKzdAprPTS1x4mk0zizbMTVUnikRQFlW6S8Qwrbqzm6I4+LLoiEU2TjGcwDYgOJ7HaNbIpg5a9A+QWOQl0xNEs0NM8RH+HxqwlOWiaIhHNMH9VKfFIinkri/HJQmpimpGgERNaoCOMM8fKE+t3suZL80nG0pTOyuXoDivl8/x0Hh8kPpTBwCQeSaOh0Wtm8YXSaFbFSH989HkXDUhncec7CR9ppnTZPFbdOps3ftvEVV+upaltiM6eKHf+r5Wnzp2KZ7A5dWpXlp9WpngkRXQ4SUGFl7df7uDQ1k4S0RSls3MIdkZIJQxMw+DIG71ULcyjsjaX7uPDzFiUj8tjk4c5xbQjTWdiwtr2VCOt+wPEo0kyowte4itxEQrGmLGwgPYDQYzs6L9fE0hjYmO0o3328kI6jgzicOrodh2bw0LN0iIuWFOBxXJm16RpmqSyBnb9w4VAdCSJy2tDaQrTMNn1fAudx4ZIJ7MEO6OjOym47q6FePMd2By61GjEB5KmMyHOg2Q8Q2/zEM//5OBp2115ow9RphMG5XPyuPor83nlF4e58i/qaNzVS9mcPPLLPWia4sgb3cxfVUbH4SA5BU7cPjsWXZFJGe8bMgBKqQ8dMgDuXPsf30NTXPzpWVx88vXIQJwdzzQRGUny5u+aKJvrY+WnZ53aP5XIYHPo9B5uw9f7HI6rvvahzy/EZCA1GjEhvPbEERq29px6rSyQk+/A4bZy6efmMNgdo25V2TiW8KOLjiTpbwuTU+BAt2uYJnh8dva+1M7FN9XQ3x4it8iF3Smf+6Y7qdEIcY4FeyJsWL8Lw/zjOPvaS4pZ/efzsDlO/6dZMtN3/gt4jrhz7cxcPFrz2fzKXiwhB1ZsrLp1DoCMQBNTngSNOO/2/qGFnc+0nXpdPtfLp+5dgt059RcOy1lkYGt1oSWn/rUK8Q4JGnHePPbd7YwEUqder7l9LmU1fnxF06dz/KKSi6Bk9PtDr3dhZk0WrakY30IJMcYkaMSY624a5pkf7gNAt8Od/3Q5FosM8V14WTndTcOnbTNNk9ZQKzW5NeNUKiHOPQkaMeZy8h2sub2WupWTszN/LJXNPr3v6eW2l7FEeqlZNBo0Q8NtdG/+HtoV99MT7eHKqivHoZRCfDwSNGLMefIcEjJnIZKKsL1rO3dlXRwbPMa2rm18te6rPDZ8jA0bbydhZvA7/Pz25t+Sa88d7+IKcdZkUk0hJgiPzcM3L/omT3scuKwuvrrgq3THuvkvLYZNPzlvWryX/mj/eBdViA9FgkaICWIwMch9r96H0+JkU/smvvfm93DpLlbNu4WV5ZewoGABAF/a+CV++vZPx7m0Qpw9CRohJgi/w88/XvaPDCYGeaj+IV5te5VPPfMplhUtY0/fHipzKil2FbO0eCndkW7e7HqTkeQIA22vQ+bkaL5sGpLh8b0QId5DgkaICaTEXYLP4SOajRLOhjHiIzy4+58ZTAyy7cQ2nJqTluEWeqO9XFhyIQcDBwn27OPUZHADjfC7u//kOUzDYGjDhg/eIRX9yOUfSgyRNtIf+XgxNUnQCDHBrK1dyz9f/s/YlZ24rhPJRMmz53Fd9XWE02GC8SCNQ4385Yt/yS8P/ZIXrAY4coikIjTbHfD5P73GldI03KtWffAOb/wYgKyRZWPLxg/crSHYwGBiEIBwKszunt18/bWv0xft+/AXLaY0GXUmxATjd/i5uvpqHst5jJdbX+aRQ4+QiCeoLajluZbnSJtphlPD2GN2AvEAwUQQn92HzWJjU/smvrH8G1xQeMGfPIetshKOvwIzVoFt9IHZluEWdE2nas3f0TLcwoGBA8zxzTl1TMbI8FbPW+zp3cM9S+4hmorSmGqkK9zFYw2PEYgFmOefR4W3ggOBA8zyzcJtdZ9+4p4DUDAXrI5zft/ExCU1GiEmqFp/Lfctu491y9fhsDh4tulZ3DY3S/KXYMVKMpvEwKB5pJkf7/sxW09spcJbgd1iZ2/vXgBCqRAnQife/wTuAtD++FnTZrHx+JHHGfjZQ1SZeYwkR3ix9UWODR7jO9u/Q+NQI7869CucFid2i50f7PoBL7S8QPNwM/csuYf1l67nkU8+wgO7H8AwDY4Gj555ztgAZFNnbhdTmszeLMQElzWyPHXsKWLpGE8cfYKVpSu5e8ndKBTffv3vaA61jPaLmODSXVR4K1BKcVHpRawuX41hGiwrXnbq/dJGmnAqjN/hP+Nce//wt9QuXMsjvdup8FSwtXMr0XSUY4PHKHOX0RProSa3BqUULcMt3DrnVvb17yNjZGgPt6MpjXsvuJcnjj1Bnj2Ph655iJ8f/DmRdIT7L74fwzTQlHy+/SBTdfZm+RsXYoKzaBY+P//zOK1OVpSuoD5Qz8MHHmYgPsCK8BAeU7G0YClLCpcwkhqh3FuOz+7j8MBhvv7a19nRs4NIKsKxwWMABGIB9vaN1nh29+7m10d+TX1/PY82PMp9wTe4bcd3aRpq4hd7H2boaAsNwQY0NEo9pXh1Ly3DLUTSEcKpME8ee5I8ex5Nw034bX5+cOkP2HBsA4FYgMZgI1f/5mosykJ7qJ2nG5/mpdaXxvNWinEiNRohJpmfvP0T7lt6Hw8feJjAUDsjiQD3rvgWD779ID2RHgzDoCavhlvn3MpvGn+DU3fitrq5sPhC8p357OzZSbGrmLd63mJN5Ro2d2ymdaSVuvw6ft/8e2zKRtJMMtczm0+4lrBkwaX86tCvWF6ynC0dWwinw8TTcWKZGAC5tlyCySAeq4fqnGouL7+cXx/7NbcvuJ0njj7B8qLlzPTNxMTkjkV3oGvSNfxBpmqNRoJGiElob99ejgSPsLt3N5+d+1l+tPdH1Pnr6In1kGPLIZ1J0zLSwmWVl7G7dzezfbNJG2n6Y/0MxAeIp+MUuYpYXLQYj+6hI9LBvt59aJpGviOfElcJjcONGKZBOBnGZXNhmAYOi4NPzvwkm9o2EUqFKHQV0jzSjImJV/cSzUQxMan11bKyfCX/2fCfLCpYxKM3PAqMThqqlBrnuzdxTdWgkY8WQkxCgXgAv92Py+piRckKOkOdVHoq6Y/2k0gnODp4lHxnPjNzZrK1cyuz82bz6OFHyZpZfHYfha5ClhUv4/6L72ftc2uJZqJEUhFSpBhODNM43IhDcxA34igU8UQcExM7dnb37kbTNHJsOVxWeRlNI00ARDIRXBYX1b5qeiO9PHXsKWbmzMRn8/GljV+iyFnE0uKlfLnuy+N898T5JjUaISahWDpGy3ALVblV5Nhy+P6b36cj1EF3uJtYNkauNZcidxGdkU7uXHQnDt1Bw0ADr514jUvLL6XYXUx7qJ25eXNx6k6ODx5na9dWeqI9+O1+QqkQhmmQJYuGht/upzq3mlgmhsfqIZ6JY7fYaRlpodhRTFu4DbvFDmp0GPQFBRcQSARYVrSME+ET9MX6uKbqGp5tfpafXv1T5ubNHe9bOCFN1RqNBI0Qk9i3Xr2fey68lxm5M4ikIrSOtPKv+/6VtJFmODkMJrSGWtGVjqlMdKVT5i3j6qqrOT58nIaBBrJGllAqRJWniu5YN0kjia50VpWu4vXO1/HavTitTr664KtU5lTy7e3f5rNzPsvmjs30RfuIZ+NkzSz5jnxm+2bTHenGVCbRdJQKTwWzfbN5+vjTuHU3K8tWsrVzKzfOvJGbam5iIDHAdTXXjfdtnDCmatDIqDMhJrG11puptJcDo7M/e21eeqO9ZM0s0XQUj90DCnSLTspIkcgmIAOPNjxKQ6CB+fnzKXOXoWs6PbEeLMqCYRrk2HLYP7Cfe5feS74zn1m5swgmgiwsWMjl5ZcTTAQxTAMDg3JPOTaLjTJPGfX99WTMDDfMvAG3xU1/rJ9X2l7Bb/dj0224rC5Wl69mY+tG7tp0F9/a/q1xvoPifJA+GiEmscWrLwEgmU2SyCQodheT78znljm38MPdP6Qv1ofdYsfv8BONRDEwaIo0YcFCMpvkSueVvNH1Bm6rmypPFbpFZ5ZvFltObCHPkYdhGnjtXlJGiqcbn2ZXzy4cuoP6QD2JTIJZvlnkWnOpzqnGoTs4GDhImbuMzR2bGUwNsrp8NYcGDtET7cFj9XAkeAQTk4tLLsZhdVDnr6NluIUan6woOpVJ0AgxSTyw+wHWXbSOZDZJ01DTqWUDAE6ETtAb62W2bzYXlVxEOBXGZrFhGAa3zbmN/YH9mKaJ3WKnOdRMqauUFaUr2Ny5mQpPBaF0iEPBQ1g0CzaLDQ2NxuFGug50ETfizPLNwqN7aBxqpCqninsuuIcnjjzB4sLF7OrZRTgdxmP1cH319bzQ9gKfrvk0FZ4KXml/BbvFTqm7lKWFS6nLr+OZ5mdYXLSYtfPX4rV5x/GOivNFgkaISeK66us4NniM0hE/I5bhU9uT2SRFe630z9cIpUIkjST7A/v562V/zSMHH+GWObfg1t083/o8sXSMpUVL8Vg8dEY7SWfTpC1pFuXVciD1NsFslEQmQX+8H4VihncGDSMNtA23kSZNvj2fQmchLpuLUCrE041Pk2fPYyA2gMViYXf/bty6my2dW4ikItQV1JHKpnDoDtrD7dQH6tGUxgutL9Ad7WZt7Vrm+eeN410V54P00QgxCZhpA+8egxJ3Cba0zsqSlUT39WFmTTa2bGR4KSwsXMiMnBnU5tVS6Crkxlk38twtzzEzdyb1gXq6Il0E4gFsmg1TM5nlm8VIaoQF+QvY01+PphQzvTMJxoJYLVacmvPUb4gidxEAwWSQbV3b2N21myJXEbrSmeefxzXV12BmTNyam1gmdqpG5bV6CcQC6JrOUHIIE5NFhYvoCHXwVs9bbO/cTtbIjuOdFeeDjDoTYgIyswaRnT14Li5l5OU2fDeM9mEkO0IYkTTOunzSvVGsJe4zjo3u6cWxtBCLxfLH9zNNvvfG9+iJ9YzWMCwOlFJ8Ye4XWLdtHfFsHF3pVHmr6Ix2UumupCnUhEJhURYyZgaFwmT094UFC1myWLEyO282AEeGjuC2uIllY1iw4NAdFDmLiKQjrKlaQyqb4u3+t3HrbtpCbUSzUSrcFfz+lt9jtVjPw12d+KbqqDNpOhNijBjxDLF9fdjr/Gh2HYvrv/9laqaz9D98EEueHdIGnk+Uoef9cUp9W4UXTn44fL+QAbBV5ZwWMgBKKdZfup6fH/w5/77/38mSxW6xs35wPclsknJPOcFYkI5wB1lztIbhtrpJZBLk2fMIJAJYNeupRc28Ni/DqWGcVic9kR4WFS7CFXaRMTKUe8oZjg9T6CzEYXHQEm7hycYn8dl8JDIJUkYKK6P3IteeKyEzDUjTmRBjRHPquC4spu9He+lZv5OBDUeJ7jtzUbDYkQEib3Yz8ko7pgF5t83B/2dzKfjKApRSeC4pO7Wv0hTK8qf/21qLXO+73TRNHLqDmXkzWVy0GLfuZnHhYsrd5QwnhskYGdJmmgX5CwilQiTSCTy6h09WfxKH5sCqrKdqNNXeaixYcFvd6EqnN9bLS7e+xLXV12LTRudKQ4FhGgB4dA+zfLPw2r347X6SJHFYHDh0B/FM/KPeYjFJSI1GiDGk7BZcK4qJHQ6SbBoi0TJEaMsJHHPySBwfQs9z4FxQgK3KO1pbAWzF719T+dhlUYrP136eOn8dPz/0cwqcBbxy4hV0dDx2D4lMAidO0tk0sUwMTWmMpEd4qvEpXBYXw+nRAQh2Zacr2oWu6VxccjFeu5ddvbuo769nTeUaStwlPH74cbojow9/amhcVXUVRwaPsLxkOV2RLtbNW8eTx57ksorLcOrOMbleMXFI0AgxhsxUFnt5Dnk3zqbr/+yAWJZsxsTIGlirvGiawrOi5LyVR1MaM3JnsKJkBc8cfwYAA4NVpavY1rWNkfQIzSPNKFNRmVNJR6iDVaWraAm1MJIeASBtpk8NS75lzi18fcvX8Vg9vNz6MocHD9MZ6sSqW0lmkhQ7i0fXoEHj+prruXPRnYwkR1BKccOsG87bdYvxJUEjxBjS7DqNRwM4XmvDa5hgt5B3y2zci4rGrUzPNz/Pz+p/hkVZyLfno1t0tpzYQtJIUuWpojfaS5o0kVQEi2ZhR88OXLoLr82LmTXJdeRiYrKsaBl3vHwHt9fdzhvdb1A/UE+Fp4L+aD/l3nIwYFXFKq6supKZuTPxWD3AaL+MmF4kaIQYI4HfHiW5J0ABYJudQ+6fz8RRmTPexaLYVUyGzGioxHqxKiseu4dCSyHxbByfw4dVs3L34rvZcGQDK0pWkDEz9ER72NmzExOTUCrE5ZWXczh4mHJvOQYGD655kAf3PsjXln2NIncRq8pW4bK+f3+RmF5kMIAQ59jAK0103r+N5J4AAEXfXEbxnYsnRMgADMQHuKL8Ck5ETpBrzyVLFiNr0B/vJ5lOkswmub76en5x6BcMJYfY2bsTt9XNN1d8k1tm3cKyomX47D62dW/jG8u/QTKbJJqO0hPt4Tsrv8PjRx5nf/9+CRlxitRohDhHep9uILM7eOq17bpyiq6YeHN4+R1+lhYvxaE72NS+CafuJG2myWQz6FadJQVLiKQi2DU7VpuVwcQgDquD9TvWMzdvLm93vc2SwiUkMgl29OzAoTuo8dawbss6Li2/lAeueIBaf+14X6aYQCRohPiYejccJFP/xylhnDdUkX/ZjHEs0Z82P38+r3e+zv7+/SSyCcKZ8Kmf6Vmdrd1bsSgLmqnxmTmfIZlNUuevI5QM8Y3l3+DmWTfzh7Y/sLljMzfNvomOkQ62hLeQMlJsOrEJv8PPdz/x3XG8QjHRSNAI8RElOkL0/+RtlFIopShctwx7/tgMTT6XoukoF5VcxL/s+xfm++dzIHgAYHQWAIuFC30XcmjwEDV5NZS4S1hQsIDlJcvpjnaTzqZpGmmizFPG+lXryRgZ1m1dhzIVBgYKhV23j/MViolGgkaIjyj0UhuaVcP1V7X4ZxSOd3HO2juzPv/Tmn/i98d/T1e0i2JXMQOxAe5YfAeHBw5zaPgQt825jTRpVpWvAuC2ubfx92/9PTfV3ESpp5QCZwH1/fUUu4q5rOIyDNPgC/O/QHVu9ThenZiIZK4zIaaxDUc38OzxZ5mRO4PrZ1zPgeABToRPEEvHyBgZYpkYP7riRxS5Rodjd0W6iKQibGrfxJ/N+TPsup3+aD+1+dIncy5M1bnOZNSZENPY2tq1/McN/8GNNTcSTAbJGBl29uxkODFMfX89N1TfQIGz4NT+5Z5yEpkEDcEG4tk4fodfQkb8t6TpTIhpzm6xc0nZJbzW8RovtrzIwryFOGwOZuTO4NKKSxlODNMZ7mTzic18ZcFXqPBWsH7VevKd+eNddDFJSNAIIdA1nbqCOq6deS2PNTyGR/eg6zrJbBJd6ezq3cU/rP4H/A7/eBdVTELSdCaEAEabxdZdtI7q3GpCmRCDiUGsysqOnh3cvfhuVpatHO8iiklKgkYIcZr/+sx/8bk5nwPghbYXuG3ObaytXTvOpRKTmQSNEOIM61asO/V9b6x3HEsipgLpoxFCnMGhO9h4y0ZS2RSF7snzjJCYmCRohBDvqzKncryLIKYIaToTQggxpiRohBBCjCkJGiGEEGNKgkYIIcSYkqARQggxpiRohBBCjCkJGiGEEGNKgkYIIcSYGpOFz5RSAaD9nL+xEEJMbTNM05xyUzGMSdAIIYQQ75CmMyGEEGNKgkYIIcSYkqARQggxpiRoxKSilKpWSh16z7bvK6X+Vin1K6VUTCnlfdfPHlRKmUqpgndt+8zJbbXved+4UqpeKdWglPqZUko7+bOXlFLDSqnnz8c1CjHVSNCIqaYJuBngZFBcCXS9Z5/PA9tPfn23ZtM0lwAXAHXAZ05ufwD48lgVWIipToJGTDUbgD8/+f0VwBtA5p0fKqU8wKXAHcD7rk9smmYGeBOYffL1ZiA8ZiUWYoqToBFTTSNQqJTKY7TGsuE9P78ZeMk0zUYgqJS68L1voJRyAVcBB8e6sEJMBxI0YrL5oAe/3r39d4zWVi4Gtr1nv3eHzwZObz6bpZSqZ7QW9IJpmi9+/OIKIWQpZzHZBIG892zzA63vev0ksBf4D9M0DaUUAEopP6N9NouUUiZgAUyl1LqTx73TRyOEOIekRiMmFdM0I0CPUupKOBUe1zHauf/OPu3At4H/957DbwMeNU1zhmma1aZpVjIaUKvPS+GFmKYkaMRk9BfAd082c70K/G/TNJvfvYNpmg+9dxujzWTPvGfb05w5+uw0SqltwG+Aq5RSnUqpT36s0gsxzchcZ0IIIcaU1GiEEEKMKQkaIYQQY0qCRgghxJiSoBFCCDGmJGiEEEKMKQkaIYQQY0qCRgghxJj6//QuquU69VWKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"adata.obs['SCT_snn_res.0.1'] = pd.Categorical(adata.obs['SCT_snn_res.0.1'])\n",
"sc.pl.umap(adata, color=['SCT_snn_res.0.1'], title=\"\", save=\"_clusters_res0.1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.neighbors(adata, n_neighbors=30, n_pcs=100, use_rep=\"X_harmony\")\n",
"sc.tl.paga(adata, groups='SCT_snn_res.0.1')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"def clust2type(c):\n",
" if c == 0:\n",
" return(\"Pluripotent Cells\")\n",
" elif c == 1:\n",
" return(\"Early Ectoderm\")\n",
" elif c == 2:\n",
" return(\"Mesoderm\")\n",
" elif c == 3:\n",
" return(\"Neural Crest\")\n",
" elif c == 4:\n",
" return(\"Hepatocytes\")\n",
" elif c == 5:\n",
" return(\"Neurons\")\n",
" elif c == 6:\n",
" return(\"Endothelial Cells\")\n",
"adata.obs['type'] = [clust2type(s) for s in adata.obs['SCT_snn_res.0.1']]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>orig.ident</th>\n",
" <th>nCount_RNA</th>\n",
" <th>nFeature_RNA</th>\n",
" <th>individual</th>\n",
" <th>EmptyDrops.Total</th>\n",
" <th>EmptyDrops.LogProb</th>\n",
" <th>EmptyDrops.Pvalue</th>\n",
" <th>EmptyDrops.Limited</th>\n",
" <th>EmptyDrops.FDR</th>\n",
" <th>EmptyDrops.knee</th>\n",
" <th>...</th>\n",
" <th>percent.rp</th>\n",
" <th>nCount_SCT</th>\n",
" <th>nFeature_SCT</th>\n",
" <th>SCT_snn_res.0.8</th>\n",
" <th>seurat_clusters</th>\n",
" <th>SCT_snn_res.1</th>\n",
" <th>SCT_snn_res.0.5</th>\n",
" <th>SCT_snn_res.0.1</th>\n",
" <th>Individual</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Batch1_Lane1_AAACCCAGTATCAGGG</th>\n",
" <td>human</td>\n",
" <td>4394.0</td>\n",
" <td>1935</td>\n",
" <td>SNG-NA18858</td>\n",
" <td>4394</td>\n",
" <td>-6116.937909</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>4370.0</td>\n",
" <td>...</td>\n",
" <td>23.486573</td>\n",
" <td>9958.0</td>\n",
" <td>2273</td>\n",
" <td>21</td>\n",
" <td>1</td>\n",
" <td>26</td>\n",
" <td>13</td>\n",
" <td>1</td>\n",
" <td>18858</td>\n",
" <td>Early Ectoderm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch1_Lane1_AAACCCATCGGAATGG</th>\n",
" <td>human</td>\n",
" <td>14661.0</td>\n",
" <td>3857</td>\n",
" <td>SNG-NA18511</td>\n",
" <td>14661</td>\n",
" <td>-12953.576567</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>4370.0</td>\n",
" <td>...</td>\n",
" <td>19.357479</td>\n",
" <td>11774.0</td>\n",
" <td>3836</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>18511</td>\n",
" <td>Mesoderm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch1_Lane1_AAACCCATCTTTGCTA</th>\n",
" <td>human</td>\n",
" <td>26229.0</td>\n",
" <td>5498</td>\n",
" <td>SNG-NA18858</td>\n",
" <td>26229</td>\n",
" <td>-18410.820369</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>4370.0</td>\n",
" <td>...</td>\n",
" <td>20.244767</td>\n",
" <td>11980.0</td>\n",
" <td>4409</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18858</td>\n",
" <td>Pluripotent Cells</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch1_Lane1_AAACGAACAATTGAAG</th>\n",
" <td>human</td>\n",
" <td>7502.0</td>\n",
" <td>2312</td>\n",
" <td>SNG-NA19160</td>\n",
" <td>7502</td>\n",
" <td>-7476.399733</td>\n",
" <td>0.013099</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>4370.0</td>\n",
" <td>...</td>\n",
" <td>29.752066</td>\n",
" <td>10117.0</td>\n",
" <td>2329</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>19160</td>\n",
" <td>Neural Crest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch1_Lane1_AAACGCTGTCAGCTTA</th>\n",
" <td>human</td>\n",
" <td>22399.0</td>\n",
" <td>4806</td>\n",
" <td>SNG-NA18858</td>\n",
" <td>22399</td>\n",
" <td>-16006.675799</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>4370.0</td>\n",
" <td>...</td>\n",
" <td>20.268762</td>\n",
" <td>11952.0</td>\n",
" <td>4216</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18858</td>\n",
" <td>Pluripotent Cells</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch3_Lane4_TTTGGTTGTGAATGAT</th>\n",
" <td>human</td>\n",
" <td>7724.0</td>\n",
" <td>2910</td>\n",
" <td>SNG-NA19160</td>\n",
" <td>7724</td>\n",
" <td>-9277.801282</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>3508.0</td>\n",
" <td>...</td>\n",
" <td>20.585189</td>\n",
" <td>14873.0</td>\n",
" <td>3145</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>19160</td>\n",
" <td>Early Ectoderm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch3_Lane4_TTTGGTTTCGAAGCCC</th>\n",
" <td>human</td>\n",
" <td>26242.0</td>\n",
" <td>4950</td>\n",
" <td>SNG-NA18511</td>\n",
" <td>26242</td>\n",
" <td>-17034.961823</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>3508.0</td>\n",
" <td>...</td>\n",
" <td>28.290527</td>\n",
" <td>16920.0</td>\n",
" <td>4715</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18511</td>\n",
" <td>Pluripotent Cells</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch3_Lane4_TTTGGTTTCGAGATAA</th>\n",
" <td>human</td>\n",
" <td>26900.0</td>\n",
" <td>5257</td>\n",
" <td>SNG-NA18858</td>\n",
" <td>26900</td>\n",
" <td>-18296.437323</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>3508.0</td>\n",
" <td>...</td>\n",
" <td>21.814126</td>\n",
" <td>17093.0</td>\n",
" <td>5018</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>18858</td>\n",
" <td>Pluripotent Cells</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch3_Lane4_TTTGTTGAGGATATAC</th>\n",
" <td>human</td>\n",
" <td>17489.0</td>\n",
" <td>4683</td>\n",
" <td>SNG-NA18511</td>\n",
" <td>17489</td>\n",
" <td>-15747.893273</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>3508.0</td>\n",
" <td>...</td>\n",
" <td>18.062782</td>\n",
" <td>16641.0</td>\n",
" <td>4683</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>18511</td>\n",
" <td>Early Ectoderm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Batch3_Lane4_TTTGTTGTCCTCTCGA</th>\n",
" <td>human</td>\n",
" <td>5085.0</td>\n",
" <td>2184</td>\n",
" <td>SNG-NA18511</td>\n",
" <td>5085</td>\n",
" <td>-7100.217233</td>\n",
" <td>0.000100</td>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>3508.0</td>\n",
" <td>...</td>\n",
" <td>22.949853</td>\n",
" <td>14556.0</td>\n",
" <td>2962</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>18511</td>\n",
" <td>Early Ectoderm</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>42488 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" orig.ident nCount_RNA nFeature_RNA \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG human 4394.0 1935 \n",
"Batch1_Lane1_AAACCCATCGGAATGG human 14661.0 3857 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA human 26229.0 5498 \n",
"Batch1_Lane1_AAACGAACAATTGAAG human 7502.0 2312 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA human 22399.0 4806 \n",
"... ... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT human 7724.0 2910 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC human 26242.0 4950 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA human 26900.0 5257 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC human 17489.0 4683 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA human 5085.0 2184 \n",
"\n",
" individual EmptyDrops.Total \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG SNG-NA18858 4394 \n",
"Batch1_Lane1_AAACCCATCGGAATGG SNG-NA18511 14661 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA SNG-NA18858 26229 \n",
"Batch1_Lane1_AAACGAACAATTGAAG SNG-NA19160 7502 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA SNG-NA18858 22399 \n",
"... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT SNG-NA19160 7724 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC SNG-NA18511 26242 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA SNG-NA18858 26900 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC SNG-NA18511 17489 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA SNG-NA18511 5085 \n",
"\n",
" EmptyDrops.LogProb EmptyDrops.Pvalue \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG -6116.937909 0.000100 \n",
"Batch1_Lane1_AAACCCATCGGAATGG -12953.576567 0.000100 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA -18410.820369 0.000100 \n",
"Batch1_Lane1_AAACGAACAATTGAAG -7476.399733 0.013099 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA -16006.675799 0.000100 \n",
"... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT -9277.801282 0.000100 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC -17034.961823 0.000100 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA -18296.437323 0.000100 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC -15747.893273 0.000100 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA -7100.217233 0.000100 \n",
"\n",
" EmptyDrops.Limited EmptyDrops.FDR \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG 1 0.0 \n",
"Batch1_Lane1_AAACCCATCGGAATGG 1 0.0 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA 1 0.0 \n",
"Batch1_Lane1_AAACGAACAATTGAAG 0 0.0 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA 1 0.0 \n",
"... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT 1 0.0 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC 1 0.0 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA 1 0.0 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC 1 0.0 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA 1 0.0 \n",
"\n",
" EmptyDrops.knee ... percent.rp nCount_SCT \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG 4370.0 ... 23.486573 9958.0 \n",
"Batch1_Lane1_AAACCCATCGGAATGG 4370.0 ... 19.357479 11774.0 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA 4370.0 ... 20.244767 11980.0 \n",
"Batch1_Lane1_AAACGAACAATTGAAG 4370.0 ... 29.752066 10117.0 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA 4370.0 ... 20.268762 11952.0 \n",
"... ... ... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT 3508.0 ... 20.585189 14873.0 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC 3508.0 ... 28.290527 16920.0 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA 3508.0 ... 21.814126 17093.0 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC 3508.0 ... 18.062782 16641.0 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA 3508.0 ... 22.949853 14556.0 \n",
"\n",
" nFeature_SCT SCT_snn_res.0.8 seurat_clusters \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG 2273 21 1 \n",
"Batch1_Lane1_AAACCCATCGGAATGG 3836 4 2 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA 4409 0 0 \n",
"Batch1_Lane1_AAACGAACAATTGAAG 2329 5 3 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA 4216 3 0 \n",
"... ... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT 3145 1 1 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC 4715 0 0 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA 5018 0 0 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC 4683 9 1 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA 2962 2 1 \n",
"\n",
" SCT_snn_res.1 SCT_snn_res.0.5 \\\n",
"Batch1_Lane1_AAACCCAGTATCAGGG 26 13 \n",
"Batch1_Lane1_AAACCCATCGGAATGG 4 3 \n",
"Batch1_Lane1_AAACCCATCTTTGCTA 0 0 \n",
"Batch1_Lane1_AAACGAACAATTGAAG 8 4 \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA 0 0 \n",
"... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT 2 1 \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC 1 0 \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA 7 0 \n",
"Batch3_Lane4_TTTGTTGAGGATATAC 9 8 \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA 3 2 \n",
"\n",
" SCT_snn_res.0.1 Individual type \n",
"Batch1_Lane1_AAACCCAGTATCAGGG 1 18858 Early Ectoderm \n",
"Batch1_Lane1_AAACCCATCGGAATGG 2 18511 Mesoderm \n",
"Batch1_Lane1_AAACCCATCTTTGCTA 0 18858 Pluripotent Cells \n",
"Batch1_Lane1_AAACGAACAATTGAAG 3 19160 Neural Crest \n",
"Batch1_Lane1_AAACGCTGTCAGCTTA 0 18858 Pluripotent Cells \n",
"... ... ... ... \n",
"Batch3_Lane4_TTTGGTTGTGAATGAT 1 19160 Early Ectoderm \n",
"Batch3_Lane4_TTTGGTTTCGAAGCCC 0 18511 Pluripotent Cells \n",
"Batch3_Lane4_TTTGGTTTCGAGATAA 0 18858 Pluripotent Cells \n",
"Batch3_Lane4_TTTGTTGAGGATATAC 1 18511 Early Ectoderm \n",
"Batch3_Lane4_TTTGTTGTCCTCTCGA 1 18511 Early Ectoderm \n",
"\n",
"[42488 rows x 28 columns]"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.obs"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 445.882x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.paga(adata, color=['SCT_snn_res.0.1'], threshold=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"sc.tl.paga(adata, groups='type')"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 445.882x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.paga(adata, color=['type'], threshold=0.1, fontoutline=2)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"sc.tl.draw_graph(adata, init_pos='paga')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"fa_rev = adata.obsm['X_draw_graph_fa']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 68483.46567422, 27912.09272282],\n",
" [-11081.27785594, 69776.97826096],\n",
" [-52521.00418938, -45448.03863125],\n",
" ...,\n",
" [-61249.44506165, -48800.59142553],\n",
" [ 52766.56395674, 7977.74013464],\n",
" [ 70645.78480464, 29352.91435787]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fa_rev"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-68483.46567422, 27912.09272282],\n",
" [ 11081.27785594, 69776.97826096],\n",
" [ 52521.00418938, -45448.03863125],\n",
" ...,\n",
" [ 61249.44506165, -48800.59142553],\n",
" [-52766.56395674, 7977.74013464],\n",
" [-70645.78480464, 29352.91435787]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.multiply(np.array([-1, 1]), fa_rev)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"adata.obsm['X_draw_graph_fa'] = np.multiply(np.array([-1, 1]), adata.obsm['X_draw_graph_fa'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/draw_graph_fa_clustid_res0.1.png\n"
]
},
{
"data": {
"image/png": 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SqGh0NZ6xjQoVAgJ6pR6tUotFa6GkvYSHJz18AUbcN+7CVgI2L54yG9a3j+ApaMM4LY6Yu+X0BDJDw7ASGqVKTUxKKrNuvr3X+1Ovv4nIpGT2rfmYhLFZhEVFcWTrpq64Z0qVmqzZvW8L7PrkfVz2DgRBQEJCHx6GgMDuT95j6qKlADSWHu1zbObYeBRK2RZ0JLKmbA0HWw5S56xDq9DS0Dkw45DxUeOxaC0YVUb8QT8GtYGpcVOHeLRnRjMqDIVOSev7xQTr3SgitETcMDALTRmZc2FYCQ2Az+3uEZ35BCq1mtHZufi9Xj758+/Rh4UzZdENXY6d/THzpu9gMJnxezwIgkDq5OlMXbyEKdcuxVpdyd1P/g2VVkv+2jXne0oylygOn4PHtj7GmvI1CJKAV/TS6mvt5njZFwalAb/kx6Q2ISERpg7jX4v/hVIxdF9GJElC9PafBlz0BXEdtlL/lz1InT7UY0wk/mJGv21kZAbLsBOa2ONnIn2h0muxW5vRmy0E/P4e970uJ36Pp8/2BksEHS3NlO3bjd/jwWlrw+d2s/r/nmT83HkolEqCgZ5mqzIjD0/QQ5o5jbrOOgRBQGDgZxf3TbiPxs5Gahw12P12FIKCMO3QhjEKdvhwH2rpUS5JEn6rm2CnDySJzi21aMdGYLkpA22SHFpJZugZdkKTt+TmrmjLvTH12qUkZmThcdipO1pIef4eOtusXfcLv95AW31tn+3Do6IIj4wmPi0TQaFArdWRc+UClEol9tYWjn69gcaykvM6J5lLi9Xlq9lWt41XDr/CByUfUNtZi0/0ndGEWYGiS4y0Si0aRSgBn0llIisyi9cKX+uqa//q/Oc7Ulm0GPPie94IiHgrOnAftiIoFETdOx79aBNBux/j7MTzPg4ZmdMZdna5J85BXPYODCZzj/uOtlbGXzkfU0wcGo2Obz5+h9ETJuF1ufC5XZiiY4lLy+izfzEQRKvXY62tQqlSoVSrMUZEgKDA5/HSWldDyc5t1BcfZep1S1Gq1EM2V5kLS72jnqf3Pk2ZrQyz1kytvZZmT3OPeipUBAigQYMPH3qlnmAwSJg6DK1Gi9Vp5Zn8ZwCQkLD5bFTbq3lp4UtdfYTNTbpg8xLUShR6FQqzEtehFrxlNszXpqI0aS7YGGS+3Qy7Fc0JSnZuw+d2dV3vX7uagN9P2b7dhEdFs3fVR+z48G3i0sdSX1qEy26jo6mRjLxZ/far0mjQGIy0VFXg83hwtLUiBoPc8th/c80PH2LWLXfS0dxIe2PDmU2lZYYNB5oPkN+UT7OrmatHXY1eocflc/Wop1PoGB02GgUKlIISNWpMGhO/mPkLsmOyafO0ISIiHf9nUBhQCkqWz1neFXamyl4F2sG/9SS/iOtgz62ybnVEiY4vKpB8QdxFrbgONmNalIJzXyNSYGBOpjIyg2XYCs3kRdejOcWcOCNvFiq1mqmLl9BcUU5bXS25Cxay57MPkYIiBRvXkTz+zFGdmyvLcXbYkJAQFAJpU/PQ6PQYws00lJXi6exAYwzj8IYvEUX5jTqcCYgBHt/2OI9+/ShvFL7ByiMr0Sg0vFr4Ktsbt+MQTzpWqlBh0VhAgPmj5yMiolKpyIzIRK/Wk25JR0QkEAx0xTXTKDSkR6RzQ/oNbK3byn1f3kejs5FCayGeQN/nhAPBvqEab30n6vi+Ter9zS4QQPSL6MZGYLkujej7JqAy61CaNKH7MjIXgGEpNM2V5XS2WruVhUeezDmTc+UC7vrDUySOzWbU+AnUFR9h5s230VBaTDDg75bErLPVyr41nwJQvn8PzvZWksZmM/nqxd18bvxeL/XFR1FpNCRkjEWp0fLBH347xDOVGQoqOir49NinFFgLkCSJBkcDexr3EAgE2N20G7900ogkShuFAgUahYZHJj1ChjmD9dXr0Sg0ZEdlE2OIYWrMVMpsZdjcNoxKI0qUzI6fTVAM0uHtoKazhv+c/p+suHYF8cZ4rku7DoM6JBDWFQUE3T2NVs6EJtWEJs6IOq53vy4pKOKr6UQQBDSjw5G8QQSVAkEQ6NxWi+QT0STKhgAyF4ZhKTRKlbpPnxVHexvW6koA9qz+iHGXXUnOlQsQFEq8Tgcdzc3UHj2ZgKrq0H6mXX9j6PeD+4lITKa1thq3o5Mvnv0rR7ZsBEAfHk7i2HGkTp5OeGQ00aNTiIhPpLOtFYCSXdtpra0ewlnLDJYNlRv4276/seyTZRS1FuH2u6lz1tHibsHpc1LRWdFVV4mSNFMacYY4NEoNQYI8nf807b52siOzuT3rdv4t99+YmTATjUrDIeshRFFEoVSgEBR4g14SjYn8PC+U0kKlOHkcKnoC2L+qoqitCMuyDJT67ud8QWdIeKSAiOgN4K2y46vtHnVCl2ZBoev9iFUSJTrWVmGcFgeAcXIsqih9131DbgxhshGAzAVkWApNZGISdUWFfd6XgLb6OprLyzm4/gv2f/kZao2WMZOnEZmYhCUuHr8v5AsRn57Z1W7e9x/EEpfA3X98GrVWRzAYICEzq+t+RHwipphYAj4vS3/2K/RmMyt+9jCNx0oZM2kqVQUH8Lrk7YhLkZcPvcyvt/8aJUry4vPIjMjkxxt+zJ6mPShEBX78+CU/BoUBo9JImDqMxLBEmlxNaJVa5o2ax6TYSXw/5/tMiZ9CfnM+QSlIQAywt3Ev7Z52og3R3J51Ow/kPkCprRSX38XMxJm8eu2r3cai0KkIXzCa0vZSVJbupvpSUMS1rwkAf4sbb4UddYweVbSegSIoBCzXhVKSe4rb8DU7sX1eTtAees0rTZdm9GiZkcuwszoDEBQKwqNjcNk7kEQRoyWi615YRCRhEZE42loZM2kKiWOz0BjC8Pu8qDWhN5jD1k5YZDSHv/qSqdfd2K3vhrISyvZ8g1qnY+zMOehNJ1Ptao1GlCoV4y67EoAr77qPd5b/gtb6GuIzMsm+7Cq0BjkMzaWCy++iwl5BSngKCcYEksOSSTGnsKJwBbsadwGQFp5Gm7eNtPA0fEEfSWFJHOs4xt3j72Zd1Tomx07GpDUxJ3EOk2MnY1AbaHI24Ql4mBw7mecOPMeS9CUoBAXhbj1v1bzHg7kPEqGNYFLMJPSq3gVCEASWpC/pWa5UoIrSEezwokkwYtvXhH7cuedDUsUZEdQCurERssDIXDSG5YoGICEjC6etHcfxravTCYuMIufKBUQkJPP1Gy9Td/TkCmhM7hR0YWFkzJjdVSYdP9jf+f5beJxOKvbvo2jb14iBk/vnMSmp3QwQ7NZmMmbOofLQfgD04abzOkeZc6fV3cpHpR/x7P5nWfbJMl4rfI2azhr+ceAfmLVmVIKK7MhsXAEXo8NGIyGRZErCoDFwx7g7WJK+hEAwQG1nLRatha9rv2ZD1QaeO/AcEboIjtmO8djWxxhrGUuLu4XazlpmenPJsmSxrmodUfooBEHA5rH1GFug1d3tWnR1P6PRJIejMKoRfUF0mRYGg8qiRWnUoMuIOHNlGZkhYtgKDUDM6DH9+sScwBwbR1J2To9yU3QswUCAgN/Pka2bsNZUYYlPJOfK+eQtuZnI5NG47B201dfRVl9HU0X3YJ4ZebNw2ztora1mzd+fovLAvvM2N5nBsalmEweaDzBv1Dya3c0UtRcRrY/G5rExMXoiChSoFCoUCgUqlYpUSyq3Z91OcngyMYYYnH4nKqWKJ694kgdzH8SgMrC/aT8P5T7ENw3fYPPa8AQ8LBqziDJbGRNjJpKfUEp6ZDoHmg4gSiLLMpfxVtFb3cYlBSU8Zd3Fx7G7EUmUuq6VZm3o4F4hoDCePL/xt7iQJInBEHT6sW+uGVQfMjJny7AWmv5oq6/tOi+57PbvdW2buTvt1JecDI7ZWFZK7dECcq5cQHh0DJIY5NCGdWx64yWiEpM4+NUXlO7ZgdZg4OC6UJwzUQzSWltNfUkRNz36a9QaLfUlR/j0r3+irp/Am6fir68n0N5+nmct80XFF7x55E12N+zG4XNQ3FpMrD6WJWlLuDXrVgJigAZXA0nhSWRGZPLz6T/noUkPIQgC14y5huvTricoBXnl8CvcNe4uMiIyCNOEEWeMQxIkntj9BGnmNH4545ekW9KZGj+VZZnLGBc5jqXpSylsLaTd286M+BlMj5/Ojyb/qNv4BKVA2IyEbmWmq0b1GppfUCnQJIfjq3fgOtSCr7oTgieFxltlP+u/j9KoxnTVqLNuJyMzGIblGc0JSvfsJDNvdq/3XDYbGr2hx5mJQqlEqT7pEZ2UlQ1AXfFR9nz6AfGZWXidDi67/Xs421rxuV1Y4hKpPLif0RMn095YT2ttNS5bBzVHDzP/vn/DYDKz4AcP897vH6PmyGFiR6ei1vYdjw0g0NqGIsyIKkLe0jhfrC5bzVdVX9HmbsMddNPh7cArenlp0Uv8dd9fuS71Og41H+KHuT9kY/VGvEEv81PmI0oiOdGhFW+0Phqr20qMPqbbGUqkLpLHZz2OWXcyGsWjeY/y/MHnuTnzZrRKLd//4vsApJhTWJqxtKte0Okn0OJCO6ZnJIuBoE4woo4zIJyW8fLE4b6MzKXOsF7R9Hcmkjx+AmERPQ9RtQYjcak9Q6J3NDcSNWo0KRMmkT33KhytLcSMTiXvxlvJ//xTlGo1toZ6Kg/ux2COwBQTw/X//ij6sHASssZxeONaJi+6jvqiIgq3buqyausNl70DVWYG2tTUc5v4t5htdduA0EH/qfiCPvRqPbWOWlRKFROiJ/DyopcxqoyMMY/h7/P/TpwxjieueIKitiIWjVnEz/N+jkIIbaG9dfQtHD4HccY4fjT5R/x0+k+7TJJ9QR9V9ir2Nu3lUMshADZVb6LAWsCDuQ/S5GziqT1PkROdw7H2Y3R6OmnztHWNzS26eaGmu+XZ2SAIAh1fVPYoN0yMOeu+bF9WDHr7TUbmbBnWQpM8rue5ywkCPl/X7wfXf9HDwfN0xl8+j2nX3ciRrRuJHZPGqPET2b3qA3TGMDwOO/pwExGJSVirK4mITwQEyvfvofLAPmYsuYWMvNnowsKxNdaT//mnfPPRu30+q6WqAru1/9AhMr2jEEIv2RWFKxAlkXZPO1X2KlYdW8Wh5kMY1AaeuvIpglKQ0abR/NeM/2L5juUUtxUDoFfpyYnKYUvtFvY07unq98HcBwnT9HRgFCURjVLDPePv4bKkyyhoKeBA8wHC1GEExSCrylaR35TP6PDRzE2ai16tZ0nGEsZFjuvqIyzcxH9c/tNBzdtyQ1q/9zu31BK0+/qtA4Tim8mhZ2TOAUEQrhUEoVgQhGOCIPzyrNoOxbeb6dOnS3v37j3v/Z4Ne1d9xIR5C9GFhVF56ABSMEDqlOl91nd12EAQUCiU+NwuDJYI3l3+CwzmCOzWJszRcThsbSRkjkMKBmgoLcXncZE5cw62xnquueVuAmXlBLIzObD+S6KSksldcO0FnPG3D6vbyra6bWRFZFFqK2Vp+lLym/JJCksiUheJWhk6SPcEPKgV6m65YJx+J76gjwhd/1uXKwpWsDR9KVH6KAA212zm9YLXeXjyw1R1VjEtdhq/2vorIrQRjAofhV6tx+V38ZvZvxnQHHbW7yQzIpNoffSZK8uMeARB2CdJUt8fVANgzC/X3AU8AYwGqoHHKp+8/q3+W51xXEqgBLgGqAX2AHdKknRkQO1HqtCcLQfWrkEbZkSrN9JWX8u0628i6Pdjt7bQVFZKxsw5VB3MZ89nHzLr1jv55qN3mLH0FhLHZtNYVoJWZyAmIhp1XCx7V31MIOCnYNN6ksaNZ/GP+v82662owLVrNxF39J45VAaeO/jcRUuBHBADqBQqPi79mFh9LAdaDqBQKLh/4v0cbT1KgjGBD0o+oNHZyL0595Jm6X/1cSpV9ipi9DFdIWnOFSko9jjDOVFuX1eFeXEq9q01uPJbiP/Jxc/yKdM7gxWa4yLzEnDqC8oFPDAYsREEYTawXJKkRcevfwUgSdKfBtJ+WG+d9UdrbQ2HNqzturZbW8j/4rM+65tj41AolAS83lB4G0lCpdEQmZhEe2M9657/G8nZE7j6gR9T+s12tAYjjWXH2PjqC+R/sYrEceNpc9op2bWdpsoydEYjl99xD5V69OQAACAASURBVK6OdlY90///hTY1VRaZM/Dd7O/iF7v7m/iDflpcQ7sFKUoi/zzwT/Y17WOMeQy5sbksy1yG0+tk9efvUWmv5Kebfoon4CG/KZ8VhSvOqv8UU8qgRQagc3Ntr9k1BaUC8+JUpKCEfWMtioiRmdbiyI5anLbBBSodITxBd5Hh+PUTg+w3CTjVLr72eNmAGLFCE5U8itwFi7quTdExTF28tM/6hzetI2v25YydPZfmijI2rniB0t07AAj4vIRHx3B441oi4hOZvmQZqZOn4XF0Eh4TQ8Dr5bOn/8ixvbswx8ajDwsnIj6JURNyMUXFkpQ9Eb/P2+3c6NuKy+/qM3JxUAxS2l5Kua1n+gVv0Ms7Re9gdVtpdDYCsKdpD3sbh3blrBAU/GTqT8iOzGZc5DjCNeEkhiWSHZVNS0IneXF5TIyZSJwhDq/oxel3drVdW7m2n57PL6YFo1Fo+04TLSgFdFkWDLlnb0BwqdJYYePN/97JPx/ayKY3Stj6YenFHtKlwOizLL8gDGvz5nMh4Pdjb2kmMrG7GC/92WNdvy966CdISFirQ1kQL7v9e9itzai1OlQaDQ2lxYzJncKURTfgsttpqjxG3Jh03PYOjBGRjJ15GQfWf874y+cx9857aK4qZ+cHbxPw+Zhy7Q3HjQnOjrZ/vUnkd+/uuhY9HiSPB6VlcJ7jQ025rZxYQ2zXQfth62GMaiMTonumbGh0NfLK4Ve4f+L9Pe5F66P53vjvsa5yHSmmFOKN8ZTbyrFoL8z8T1915CXksaF6Aw+GJfCDCT/gX0f+xSNTHmFp+skvMwnGhNO76cG2um3MTZo76PHZVpd3GQz4W1z4qju7gmoCBO0+lFo12vjwQT/rYrP+lQJK9oQS0qm0CibMS2TOsgzUmm/dx1lvVAMpfZQPhjrgVAes5ONlA+Jb8z/TWleDx+EgMjEJW2N9N6Fpq6+lsayU8ZfPA0Kx1AQgdkzojatUqXDbO7BkxNPeUEfW7MtRqtV0NDdReTCfSdcsBujK+OlxOshbcjMep4MPn/gds269g8zps6gvLearl/5J7tWLyZo9l4r9e0nMGj+g+GjGy+dS+5vf0rl+HXh94AmtCsbu+gal2UzA78fWWE/0qN5eYxePdm87Jq2JMEJCMzNhJhDakvKLfrTKk/G3wtRh3D/xfjIiQtEeDrYcJM2cxtHWo/zzwD95KPchjrYdZeGYhext3Is74Oa747/b45nPH3yeu7PvJlwzdB+qsYZY4oxxOP1OrG4r1fZqJLqfd+bG5J6xnxNWdIPlVKs0dYwBVUR3Py6lSYPlxvReHUOHA7ZGJ2v+v4PYWjwgQWSijstuHcvo8bIRxWk8Ru9nNI/1Xn3A7AEyBUFIJSQwdwB3DbTxiNg6qziwD4/T0W8doyUCc0ws+nATaVPzaDhWzGdPh7YtIxKSGDvzsn7bu+x2vn5zBTVHClBpNAiCgDk2jgnzriHg97P17de76mbkzaL68EHi0jK45de/p3DTejxuJ6qDhxhfXkfzM8/QUl1JWGQUSvXJPXPR6ez2TNHjoXPbNo5OnUb5omvp/OAD6LB3iQxAsDM074DPS+dFMplu87TxeuHrvd6bFjetm0VVvSOU46fcVs7PNv+s69wlKAZ5t/jdLpEBEBDY37wfd8DNiwtfZFzUOLzBkH/SZ8c+48pRoeCmza7mLvNlgIcmPXReReaEkJzOweaDrC5fTYophbKOMrKjss+6795WdoPF3+REUHV/azc/f5Cgc3ht3dYWt/HVyiO89NOvKd7ThCZMw+V3ZPLj5+dz5+NzZJHpheMH/g8AVYQC2VcxSEMAAEmSAsAjwFrgKPCeJEl9h9A/jRFhdWatrsRaW40pOobEsQN/swf8flRqNd989C5Trl1yxpWFJEld6XhL9+xEHxZOcnbPD4r2xnr2fPYhk65eTExcAvYv1xI2fx7NTz1FSVYq49ucNI5LZ/z0Waiio2l58y2cn3+OOikRT+kx9JMnoY6MQpUymsb/+kWf41GMGYNKpSJ99aoBz3mo8It+1IozHzS/efRN7s4ObQFKksTf8v/G4tTFlNpKuSHthjO2b3Y1E2uI7VZmdVuxeWzdRGowlHeUk2Y+uUKoc9Rh99q7CUmnr5NN1ZuINcTS4GzgUPMhlmUuIzf2zKuYU1l5ZCU3Z96MUd17ArNzwZnfhBSUME6J7SE4lzoBX5D8dVXsWVMJEggKmHtbBhOuGIVimK7GzobzYd58KTIihAa6iwDAjvffJG/JLah1PUPBBIq+oFlIITFrPABiMNhnIrWzxedxo9GdDA0vSRJtBYep+exTUmbNJmLB1QB4iorwlJTgO3aMY3VVjM3KIeqBB6i46y4i770X+6rVOLdsAX8/2RdNJlQRFtI/+wyF9tINAd/obGRP455ew+KfSmFrKMXxtLhpg3re6a+F3vAFfQSlYLcw/i2uFpx+J/ub97M0fWk3v5sTFLcVY/PY+NPuP3FX9l2MDh/NYethClsLSTWlcvf4u/v1iQn6RQSlMOQfmn6rG1WU7ox/h0sBSZSoPtJKY7mNvZ+HVo6WBD3zvpdNYtqlfQZ5vhmpQjMizmg6mpvwOB0nQ8t0NjF7ZjqCuucHhbTnVUoPFlHlTegSmvMlMpIosnfVx8z5zsmtS0EQiJqYi9Fg5OB7bzHzuND4amro+OADDmtgfJuTsH/7MdX3/QDJ6aTlqacJ1Nb2/SCNBkGrxXTdYvQTcy9pkYHQecYVyVecsV6qKZWAFDirvrfUbiFKH0VO1MkoEU/vfZpH8x7tt11RWxFOv5PZiSdj5flFP96gl2WZy/psZ1QbCYgBlIKSfY37+KjkI24deyubqzfz2K2PndHxsvpoGx5NJ9njhjb8kPosEqVdLCoKWvjq1SP4XCGz7PBoLWNnxjJzaTqmqEt//DIDZ0QIjUqjQSOe8sIs/AghIhWknqE2OkcvwtFkYcHV17H5jZe56p6eFk7niqBQdBOZU9GlpzPzV7/FuXMnuom5mK65Bv348Zi2bsW+cSOCQoEqNhbJ78dX04/IKJUoo6PRjhuHymIhfP48OlatxrzkzNtOFwKX38WrBa/yyJRHusoUggKztveAkl9WfklKeArZUdln9CfpbXtuRvyMHiuPM4kM9Dyo7/B2sK1uG7dl3dZvu+TwZDq8HQTFILMTZpMTlcOfdv8JEbErEkF/xI83sqZ8M9l8O+PcuTq97FlTQeVBK452HwiQNNbM1fflEBbRfyBameHLiNk6GyiSJFFXVIjBHNHDxPlC4C4oRJuRjr+ujpbnnif+8d9S8+NHEFtb0U2biioujrZn/9l3B0olCAKRDz6AIEGguRmCARKffLLX6qLPh+RynVcz6IAYYEf9Dq4oXAuL/jjovpSC8oxbPDaPjY+Pfcx9E+4b1PPO9AyLrvvfKb8pn9Gm0d1WKr/f+XuuTLqStRVrKWovwuV3oVQqWXPzmiEb23BGDIrUFrfTWG5jz5oqDOEqcq5MJm1SDNHJw9/c+nwyUrfOhtdJ4XlAEARMEWZ0YT0DKJ5PTs15cyr6CTkodDq06ekkP/UXVCYTo/72fyQ9/xzGvDzaXn6l9w5VKgSTCYJB0Ghoe/kVOjdvxpA3HV9jU5/j8NfW4dq/v1vZCYdHoFdrqjOhEBQhq65zFJlTvflVCtWAzhEsOsuQisyJZ5xKq7uVJmdTNxNsp8+JKIm8UvAKe5r3cOvYW4k2ROML+DjQfGBAz6k+0ntW2KHEU9pO0NnPed8QYG91U7yrgZW/3Ul7o4uS3c2kTY1mzq1jmXF9miwy3yK+NULTcKyY4p2hEPOmwtdCPi9FQ/cN1NHeduZKx1FFRqKJisLf3AzevtMLxP/uccIWLgzV8fnwFRXR8sKL6HPG07lxY69ttGmphM+b13UdEANsqtnUdb2zfueAx3kChaBgSuyUrmtf0Mff8/8+oLZ/2fMXNlZvxB1wn7nyRUalUJEekd5lKh0QA3xy7BNGhYWCZz674Fka3Y0khyWjUqqodfSz5XkqEt0yag4Fjm/qCVhP/o2VJg2Ceujf7ke21/PR/+7jvSd2s/rZgwQDIuNmxTNp/ii++/vZLH4gl6wZ8UM+DplLi5ErNNuegcBJv4GEjCzGzjruK7Pgt6Gfp32DpfBj8Id8VPoL8z8QTvjl1BUdwWk7cyZNhdFI+xtvQB9bmRH33IOnqAjnli1o0tJAp4OwMAINDUTdfz+KAa7QVAoVd467s+v69nGDj7GmUWr4j6n/0W+dOkcd7xa9y8/zfs7t427vsvYqbC2kqK1o0GM4V57Z9wxiL2d5AGatmUjdyZxGkiRR3VmNSWOi3lHPgeYDTIqaxP7m/YwOG83iMYsH9MzROVHs+LjszBUHQdisRFSnGASo44woNOfH6OVUHO0eao60su6Vw7z5u2/Y8VEphgg14VF6EtItGExaopLklctwRxCEVwVBaBYEoeBc2o9coZl2H6g03YqKd27F1tgADYfAXg9jTnPSjB4LylCbyQuvPy/D0BqNqDSafusEbTYaHn8cRS+J2k7g3L0bT0EhuqlT8VVXh5w2OzvB78f28ScYZ8w4L+Pti81vvNzvfavbyoqCvgNKJoUlccvYW3qUJxgT+LLiS+y+s09LfD74ydSf9Oudv6rspI/S20Vvk2BMwO630+Zu48ndT7KicAX1rnqK24sJSj2DWp7KM/ueISCGrOouu+X8+PxcaCRRoq60nS9ePMwHf97Lp8/sp8PqwVrnRETkjl/PwBxtwGBSM3tZOmMmRpMxLfbMHcucP5ab72K5uZLlZvH4zwF78PfDa8A55z35VhkDeF1O1DodCmspGCIh7PgboGYP2Gshp2+z1rPB1WGjYPNXzLjx1n7rBdraEbQaWl96CX9zC/aPPuq7skIBoogyNRVBqSRw7FioPCqK2AcfJOree3pt1rlpU7ets74YiO/JQPig5ANuHdt93i8cfIEHch8AoKS9pFtSsP7wBr3dzkeGmoAYoMXVQkLYyRhljc5G4o3x/GLLLwhXh/PjKT+mwdGAKIo8sfsJMiMyWVuxlpkJM3l63tNdWTlHGnarm5LdTRzcWIPH4Scy0YjBpEFQQFRSOF6XH587wLUPTrzYQx3WDNoYICQqvaYJYHnHYHPSjAFWS5J01uEsRs6K5qvlvZcf/gDaq6CpEK3BSO2RQspq7LDmP+GDH4bqjMo7byIDYDBbukRG8vloXfFar/WanniCxt/+FueOndi/Wt9/p2JoeydYXX1SZCIjUWo0eIpD4VeCDgf/2P+PbucfCv3AQtA/vffpAdUDcGzfTqAtdAa1qmwVG6o3YPPYAHp1trwr+y4UgoKAGKC2s/s5RnFbMZ8e+7TX57xT9A4d3o4zjqems4Z3iwa31Qkhb/+D1oMAbKjegD/o5/kDz1NuK+fu7LuZGDORCF0ERW1FNLobUSlUfFHxBRISBrVhRImM3xekqbKDHZ+U8M+HNrLyNzvZ9Vk5OqOSvCUpJGZY0IdryJoRT2u9g/nfy5ZF5tJgqNIEDIqRs6IJ+MBlBVMiuNtBHwEtJaANC527dNRA2pXd2wT9MADfh0EPrb0dVUTPTI6tb7yBt7KKzk0bUUVE4quuRjCZkOrrB965UokyNpaYhx/CtXcflltvGfJtNG95OeqEBBR6PY3ORjq8HYwKH9WvH4zVbeWzss/4wYQfDMmYREk86wCVkiRh89qI0EWwuWYzV426quteobWQ7KhsOn2d6FQ6tEotRW1FJIUlUW2vps5Rx1/3/ZVEYyItrhbcATcrr1vZbTV0ITk1evNgWfdqAdWFrfh9QU6kAFKqISHDQuLYCCYvGIUkgrXGQWJm6Jzz2L5mEtLNGC2XtvPwpc55WNGIQG9bExLLOwa1sJBXNBA6jyn8BLb8BQ68BT4nVO8MCU/BhzCml1DsnuPfloOB7iuiuvyTv6//XUiQzpXK7ajCTh7K+puaEL1ean/+cxzf7MK1cyeGSZMJv+YaFEYj2pgYMBpRREfDQDz+g0GCDQ00v/Qy/uYmOj7rO7nb+UKbloZCH5pTvDGerMisbiLT5GzizaNvdmsTrY8+K5FZX7W+z7w1vXEmkRElEZff1a2szdPG5prNAKyrXIckSbx55E2K2orIic7BE/Cw8sjKru27ekc9+5v282rBq6yrWsc717/DA7kPsCxzGQaVgX8e6Mf/aYg5V5Fpq3dibwmZIX/41D7eXL6TsgPNeJ1BJAmUKoHUSVHc9LOpXP6dLLJnJaDWqNDoVF0iA5CQYUYfPjKTqg0z+vJXGGyagEExclY0AOuXQ8JkmHBT//Xq90PiFNjxD5j5MB6PB53eEDoHgdB228T+z1cGSuDgGpTj5yO6fAg6HfW//BXKqEh0EyZgnDuXthdfRBkdjb+6Bmd+PpLHg1rjxPLQr2j83e8QwsKQHI6eZs+C0MNCzbDwGlwbN5Gxfh3qhIvzzfoEJ9Ifnysl7SWkm9N7jTd2LlTZq9het53t9dt5eNLDJIcls795P/NGh86vXH4XLe4W9jftxyf6WJy6uMus+V9H/sXCMQu7gnmuKFjBPePv4Q+7/sCEqAmIiETqIlkwesFZj8tl92Ew9W8scr6RRInGig4KttTRWN6B/3hmTrfdT9rkaJoq7ASDIim50RCUuPq+k+F9JEnC7w2i0Y2cbcJLiZF6RjMyhEaSoD4fIlKh/Guo2wPX/CFUpjFC7GkRnQs+gsxFoA1FzN354dvMvuXOXjoePO3vv49p0SLa33sP16FD4PWhnzoFQaEk+oH78VZU4Nq9m6DLha+yirBZM1FFG6j75f8gSRLBhgYwGsDh7P9BSiUYDCBJKC0Wxp7pzOdbSKu7leL2YuYkzsEf9FPvrCfFdOb8PaeL5t/y/8a94+/F6rbS4e1gf/N+Sm2l/PmKP5/1mLa9X0rO5YlExJ+/6M2nI0kShzbVUFXYSkO5jYBbAgGMZjVej5+AF0wxOqSgSN4NaXRaPSRmWkjMtKBQdl8p2q1u6kttjJt9cb/IjFTOS2SAkNg8QSirZjXw2HkQmbeBq4BooAn4nSRJfXiX92RkbJ1JIux7PbQVZoyBiHTY/GTICKCtZ1pgRs2AQ+90XfYqMofeA1tNz/KzxLxkCZ1fbyF8wQJUZguaUaMwTJmCbpQZyr9GHR9PxO23g06LMDGbhj/8EeeuAjQZGSErMK0WdWwcKJXoZs5And17GgR1UhLatDQ08fGIdjv1fxhcaJi+cAfctHkG7ow6EDbXbGZP455uZS2uFjZW9+6EejbkN+WzoXoDAFH6KOYkzgFArVTzYcmHXT40jc7GrnmdvmWnUqiweWysPLISgIcnPcw3jd9g89qoddRS0VGBIAnd0jgPlPQpMVQVDjxSQDAgYmt29VtHCkr4G51UFlhZ/2ohu1eXs/2DYzRXdhJwSyjUoNUrUaqVBDyhLJWmKD2pk2LJnp3IjCVp+L1BevsKaorWyyJzqbO84y2Wd4xheYfi+M9BiQyAJEl3SpKUIEmSWpKk5LMRGRghQTWp2AppV0HJlyHrLGdLyIpM9ENcL6s8czLkHbc4ayuHqh0w5bRMjZkLQWs69zGVbaTzmAulpwb7h1sx5v2V6IcfImizoR8/Ho400fLOlyhiS7HccSeOWKiqK2fivz+CNlBIR0Upxrlz0WZk4j58iIDfjyd/f+9pAzQa/O1tCB0d6KdPx1ddjSs/v2e980CDo4EmV1O3qMeD5dRD+I41azAtXIhFa2F81Phz7nNt5VoSjAlMjZvaZ52fTf9Z1++t7laMaiORukhePPRiDwdUi87SZbatUWq4dkzIpcBb66W2s5b7Jt7HPZ/fwz/m/4PE8IGn6rbEGag4ZB1wfb8nSFu9E0tsT8MLnyeARqfi0KZqag+00OkJ0N7o4rjrDnqzGkkS8btFJLXElIWjkUQJc4wBnydIxtST/i6pk2IGPCYZmTMxvIVm90uhrbFvXgBzEqh0ocP/Y+tDwuNoAmspTLilh/NmF5Fp0NsHg/4sg1Cu/TWBGY+iioigY9UqFN4anMfaCVOXMPrll+ncuhPXwUPoMtLR662g0hDz2J8A8FtbiK3YhUmbh7fwCF61hsjv3Yft448xzJmD92gRapMJX11daIsMQjHPILRd5gp9w5WUStxFRSgjIlAolQQdDgRBQGE8+20Z99GjuLbvIOr+H3YrT7OkkWbp++C59dUVmK6/HnXcuTnpaTMyQKVCLQjEG889VMmiMYvY17SPNk9bN+/+vsiJDp1D2Jpc3KS9u8f9gBjolrvmBJ2BTr47/rvMTpzNU3ueori9+KyERh+uwd7qwdnhxWg+s/GHWqckdVIowKfXHaClupOqAiuN5XYCvgAanRJbsxtXhz+0XyGCWi+g1qiITgyn2S8xbnYMU64ehc6oRjUE0QJkZE5neAvNjAeg4BOIyYLIFEiYCp/+CK78Bex6AYyx4LVByhwoXQdxubD7RRC9cNn/g+TpIes0R1NIcDobwdUKcTlnfvbpzPoRzteewPyTv2BesgSCAcK+/jNC9PWg1hO+YAHhC0KHxVLpJoT0+V1N3fsPYi/WkvyXk6sq9+HDOA8fpm3FaygsFiQxCCpVyGDhRCpnlQplRARBlwt8oXA7Ul0dQUEg2NGBc9cu1DEx6HPPnPWxzFaGUW3s+nBXaDTop07pt83pTp7t776HedlNvZpyDxRdVtY5tz0ds8aMRnF2B+3GCC0avaqHufTf9/+dn037Wbe69Y56Foxe0JW6wKwxExT7jw7QG5nTYmmrd/YrNMf2NlG4rY5AQMJl8zLx6iQqD7ZSV2xDa1DidQRBAI1BSVZeHM1VnVhrHaTlxVBXZGPsjDjUWiXTrh1Da53jrEPyH95cS+b0OHRhsmWZzNkz/I0ByrdC3Dj4162h2GXJM6C9HI58DqKLkJaeSKYlhLbDVDoIj4PJd4OzFYo/h+YS4HhsNNNoeGQXaHrxC/HYQaUNCZTh+DdlWzV8/BD+GY/jtXrRdmxHHW0K+fbYa2D+b7vqbqndguuT1Sx64HEEbRjOXbsRnU7UiQkISiXOHTuIvPdevBvfwHGoBu0Vi2l/9VVEUURQKPFWVCA5HJhuuJ6wK66k5oc/RIiNRWprOylAx4n60cPE/kcvMchK10PmNd2KTheaM+EpLsZbVIT5xhu7yoI226DSEfi9QWqL20nNvfi54NdVriPBmMDEmL6dENdXrWda3DQidZG4/C7mvTePX07/Jcuyzs7519bs5Ou3S7jxJyFh37++mppCK21NLmJTTDg7QiseZ1vvZvYKJUgC6A0qxs9NRBemxePwE2bRknNFErXF7dSXtpM7L7SKORc6WtyU7m1i+uIx59ReZmCM1DQBw1togn5YcS2kXwP5r0PnWTg6Aij1oFSFHDql3t7EAsx4ELRm0JlC23QdddB4MLSK0llg1sMhp1AxSMeaz1ElJKCL1dDx4fuYZqQh6eJxlTdjXng16COQOptwr3sLQ4opdC6kNYNCgb+pGUGpwLX/AOqYaHSZKTh27sV9tBhNcjItL7xAoL0d/H4st9xC2MwZuAqPEGxrw/7FFyiMRoItLaEtNUmiMU7D3I17e0/GVbYJ0s8clqYbvYjTCdrfeRfDzBloUweXzCsYFGlvcBKdHM7f8/9+xkCdA6HV3UqUPmrQ/QyEnfU7+ajkI3Kic/j+hO8PqI0oSgT8QV5+dEvvL8EBEDXKgCQJaDQKwiJ16MM0pE2OISkromvFKUkS7k4/kiT1WDkF/EFUvWSjBehs8xAeKScku1CMVKEZnlZnQT989d9gPQaNhfD1n/oQmd6md4rTbNAduu7zHS6BaRTsew3KNoK1BDrr4Mr/go5apOixdG7fE3LwrNmLrvAv6LKyUJoj0WTlEIiajWr8HMIjGmDD7+Gr30HQBwTxG7Jxv/EolIUsotRxsaiiozHOnoU6PR3XwaMIGi2B+nqsL79Mwq8fw3LDDRimTEaTMhpdTg6BlhY6PvmE9M8+RTc2k7DF1xKcNRllcjJ1ObH4xT7mdbYiA9CPT0zEHbcPWmQAlEpFV46SB3Mf7Hbv1YJXz8qB8wRfVHyBN9h36oWB4Hb4qDl6Zku76XHTqe6sZk7iHD4q7TtuXTAg4nH6+eDPu3juR5t46SfnLjKJY83c9JNpxKeYuOW/8lh0/0QmXJVMxUErXufJtNiCIODu9OGy+3r0UbK7Cbu1Z9qGgC/IoU01ONoH9/eTkRmeZzSuNrDVwutLod+8Jr2EfxdUx1M8H99L93novr12Gl/9FsISYOr3QubT2/8Pxl4LeT9EsNWgDEsIpReoP4h2+nzoKILkPMIi22Hs2P+fvfOOjqOwuvhvtq96791V7r3hhm0gGAOml4QSShJSIRCSj4QESCUhCQmBBAiE3jHNYNyNbdyb3CS5SrJ6b9vLfH+8lWTZarYkXJh7jo52Z2dmZ8byvHnv3Xcv5C1GiYiDsTdAzusQO5igq36Cv64U3ZDR7bKEv2z9C3eXDcGSnY3f4aD8d78n46038TucNK9ZTdx99+IuLaX+7Xeoe/NNkn77GN6aGpqWLiN84VWYhwxm0banWPCGg+SEJGweW7f2yN3BW1tLyb33kf7Kyx1+7jpyFHNW39sSWwztn6JvGHJD67LKwkZCIi09GnT81rBvdbtOC1RV5bndz/Hd0d9tt9xg0nfYP3E5vJitbf+FjHojwcZgNpRs4PaRt1Owp5r8TeVkjo6hoqABR7OHsfPS+OTpHBwNvTchU/Rw1U/H47R5GDErpXV5VEIw068fdJJIanRyx1YSwy7omLxgMOkZPj0Zo0UjDHzdoShKKvAKEA+owHOqqv6jx9ufU6Wz2iPwxo1QnQ86K/id0Mr2D1BslEDBGj9tgUYPllDwq7KeQQ/GUGg4Kh8rpkBW08G1sERCUDREpEH0EChaD6EJYLRAxgxoqoDireD3waQ7JQDGqVw8dAAAIABJREFUDsa76jFKrn+R9KBEeOsW6SPN/wv1H36IxbYJy+U/htxPKB9xJcsLl3N10xD8NhugopjNBE2ciKLXowRYZvYvluDNXYfDHkPwxEkET78ARVFwFxdjjI/HU1GB7csN2LdvI2jceEJmz8KYkEDz2rWEzJzZq8uuut0oHVgdqB4PDYs/JeKqNiUG16FDGFNS0Fl6V27xuH2UHqgnfcTJZa/q4maCI0xYQ/p+or7R3UiYqXtau9vhJXdDGaPnpuJx+zi6q4rolBB+turnGOO83D/xfha9u4asmrFUHWvCbq0nyBaB3tg7RaPjMfaSVKZdNQhns4eKgsYOr9WuFUWMmZfWo/35fH70+nOzyHG+oC9KZyNfHnnSwOae2/b0dmAzEUhUVXWHoiihwHZgoaqq+3uy/bn1V/XKVRJk4IQgA61BRfXJ8uNLPTpzwJWyQX7QCRtN0YPeDKr7hH0dd1n0JvB7YewtsPU5cDVKZmMMlpLZgc/F0vji30FwHJ6Yqbh2rsV5+xLWlG9hwxePwO0B/bEjXxCxcCGWb/5JGHEhCUQU1XHFwTCCJ08idM6FhM6Zw79qFuHavx9Fr6dppZTWgmZdimHs5QSPH0/IjOkoPg/UFWBKScFXX4/q8RB22XwMCYk4D+SjCw7GtnGjdIp7iS2V2yn+0x9pXLKk3XLFaGwXZDwlJdS+9jp+R+/dM3V6pZ12luvoURqXLQMgJiWkyyCz4f1D7d5XFzfhdrbPWNe/d7DDbXsSZABMVgOj56YCUNB0lC+r1rHoL9sZXjid8eGTSQlKxRNqw2VzY7bqidbHBFhhRhQDWEJ07f7MTuWfyWBSWPjTsUy7apC8N+sIje44sJ+KF8z2JYV4PafOmtNw9iAQZJ4H0pE+QTrwfGD5aUNV1TJVVXcEXjcBuUByT7c/dwLNmsehXY2+s0xMAXzgd9Paj/HbQW25+fmFwuzzSFDyuYAT/5f7QWeUQOSxQ9oUWP83SB4HaReIYsC+RTDzQRj0DSj4Era9KMEtNJld6aPZVLmNG4KyGDbqVioe/zOMu01UCwIOnjSVQdFGLEMGc8S8lu2r3kT1eqF4G/eNuA1v/mZw29CbPFBzmOZ163AdK8XfMrDpaoRyMbtT3W7cRwvw2+x4q6oIu+wyGj9fiqeiguBppzZY6di9+6RlVnMwkXfeTvCMGV1u2/DZZyT8+uFe0ZtboNfriEtvu+mbUlMJnnrcuWx9gdX73yKnKuekbadcNaDde7fDi9/X/u9l+rWDuj2GE7P93A2leNxtN+LSg3X4PH6adxnI9A7hhocnMXBiPHvWF/He26uZ0DSHlOxoUrOjmLQgk+EzEvG6fJgtBiyhFixBBoIiDCQMCG2dZ9GZIDTWAjoIipRAGxxlAgXC4swMGBfDLb+7oF3Z0GDUE5UYTP7mchpr2gf5U6ExT1qQydbFR/H5OnYc1XBOoN9tAgKaZ2OBzT3d5tzo0fi8Mgfj7lp6Q6AG+jBeOg9GPvA0t3+Pnta+jd4K1ihRFkgYCYdWgtEK1/0T3rkFBs+DumL47EE4sgJMYfJ9Bz7HeN3LTE4dBCnjYddbWCxh8Iufw/Jfo6ZNw68GoU/IgIhUaquGEdFQyYjKaupdzTT71xA6KhlTZByGiAo4vIYgDkC5C+vIWQRNsqIzm6l54QUirr0WffYCQORnfM02HHv2EH//TzHExGAdPhydxYKvuZmmpUuJuKbN3dLvdlP//iJ8zU3E3HFHa3kOwFNc3Dp349i7D314GKNSu5/DAYi49loU3XHPLkWbIGoAhPR+ylwxGNCHHmcJPPomLuyIfg7odO17E0mDug58Po+frZ8eZcrCAXjdPvK3lONx+qjxVZEwIIxgRyTpw6NJHhzJoe2VxKaGEpMSQn2Fg8jEYAZPSGTncg/4wbYxiLsuuYW8ygNkpESRnBqDw+bBbDUwdGoSzmYvY+am0lDjoDivjppSG811brLGxlJ+pIH6cgdj5qaw/p1D6PU6pl8/iIqCBuyNHjJHR1N5tImgMFOH/amMUTGYzHrqK+3UldtPiyY+9apz0/lTQys6q5P2rH7aDRRFCQHeB+5VVbXHtrhnf0ZTfVAYW+ihp3a/aieN/S7hAxTQh4LPCY5qsFfBkZXgaoLh18KbN8iq4ZlQXwhHVst7d6NkPh6nOHXueU+WZ0yDyIBo40WP4YuZSOPSz2UwFAi7/HJ0ZVvwDb2V0BkzCJ03D1SVyqeeQXd4CTjraKgfhDrsCvQREegCtgFBEydKWew4WIYMRjHo0YVIw3dp2WrqGioouvMuTAMGoHo8qH4/9m3bqH7m30Refx3GMDP2z14DxL7AmZdH2Pz5rfvUR4Tj3Ne+BGvfsYPaN9446WkfODmTMYd1rsjQW3QSZE4HeqOOKQslC9IZdMSmhqLoFYZOTSA+ORKjWS8ZRYyV7KmJxKTINW6OqCav8gDB4WamXzsIvVHHmHlpVOW7yHFuY9/yCmrLbRTurUGnVzi8owqf109YbBBFe2qZddMQdMCQyQn4fTBxfiZGq46cFcUMHB/HtQ9OIH14NLFpYVhDDBhNBi66o/NhYrPVgKJTCI20kJDVC/kkDecy+s0mQFEUIxJkXldVtQs74JNxdmc0tQXCLPO5pNzV79CBrwlM0aIegFvozfZqyHlNym3BsbDuz5JltTDYEkZD1X6ISIGtz4Peiur3U/3Uk8Te831wNUPpTgxGK6aiD6BmJBxehaGuALKvwOLYDkPnCtlh99vE/+Q+sD4MgNmzAiXvUwhkLwA+hwN9dNvTat1bb+EpLRNPG4uFhk8WM2rGKKw2D+4pU1AUhea1azHExqK63cR877soej0RV1wOjaW4Dh5EHxGBYjCg+v3UvfUWUTffjCn/RdxBs1u/x5mXh7uoCH1wMKrTiWI9WZKlHeJP0CqrLxK5H33f/tn5/RL0TsxkTgc6nUJceli7sp0rxUNTjZOjOdXEpITgdvnIHBVDemY8Dru7VWOsocpBWLQFfXgY2TsnMP+eUTRWO6grt1FZ2Eh8RhixaSH4vH4uunM46987yOU/HoPL4cVg1BMUZmLfuhJMVgMX3zmCozlVNNW5GNvDZn4L9EYdVuNXaz2g4azBQ3RsE/BQb3aqCIXxBSBXVdW/ner2Z29GU7gRnp4sN3nlq3Lt80FQHLhr5XVEhmQzqGAMgphBMPMBGHpZoF8zkdqGSXjSLochl0NQjDDUksag6HTEjnLB/o9g6cNShju4lOCF30H9+Mc0VcVJiW7Pu6LFBpDzluy7cAMs/SUAlnEzRW36OKgOB7aNG2le/yUAwVOmEHvfvbgLCwEwJUUSs2UptU89TWRCKdbRowmeNg3bhg2Y0tPbGGHWSIgfjmPnFgxhFtEZUxSCJk+h8m9/o75hGBiMNCxeLMcydCgRCxcSfuWVrcZnp4TirdJbOg1s+ugwql9F9Z+cSZXk11F6oO609tsVdq8uRvWruOxebPUuBk+KJ2lwRCu7Kz44HlN9KA2V0heJzwjDH28jbWg0Cy6aiSXEiE6vEBRmwudVKTlQx/51pa39ounXDsIcZCQs2kptmSg/DxgXR1ONk3cf30JFUSOVBY2UHarv83PTcH4iwC67GyhEegeFwN29ZZ0BFwC3AHMURdkV+Jnf3UYtOPvozdUH4Oh62PBPaCwPNOu/guakYhRyQGSG9Fwq9iKzNTpIGCPHkTZRmvilOWAJh/A0VGs0iqcJDq6AhBEiNzNgtthJ534CRVtkXyMWwvjbaXj2McIHGXDoR2K1rYdJd+PcuARfyhyCByeCsw7yP4fYwTIvFJ7SLpsB6Z2g+rGO7EQexW2n9pnHCb/rQfRWE80bt6APD8dvt2NMTMCU1v4J2Zu7Gl9VOR6S8RbuwxCsYhx1MYboaJq3bsWVl4d1xEhC55zGoGcfwef1ozfo+PL9Q1xwjfQRqp55hqhbbmnfu+lDNNY4CIvueUA9squK4sg8hsQMJj44nvXvHWTCpRns/aKYlFlWtpZvZYI6A3uTm9TsKJpqnUQnSRmuYHc1GaNiyN9UxoqXcjFadAwcH8/oOansWFrYZclMw/mD81UZ4OwLNLmLxVY5cRzsfUdu6M6v8IkucRyU7Qa8EJ4BtmpoKckYLZK11B6BkDgpmy34m+iehSULO+2tb8Hs/4P375SgU18gvQq3Dcp349vzGfpx10uGM/0nEByLWpmPr2A7vo0vYx4zD8p3Q0g8TL8PVW+G8JS2hv32l/DFjIPwtE51xVSvF29Vlbhs7n0fvzUBUieiC8zC1L37LkHjx2POEhXmxiVLUIKCsAzNRm8BX+lBjNkXwPq/44qYTuPqTYRdcQXm9O5NwrpC7RtvEDJ9+kmB7nzB+vcOMn5+GtYgMwe3VRAWYyU+Q0pwftVPk7uJcHM4AI4mN3XlNkoO1DPqwhTMQUaO5dViMOlY9MQOwmPMXPitYSQP7j2Dr7fY/PERJlyagd549hZAzhecr4Hm7PvLyV4Ak++B6lwp7ZyC5PrpQU+7y+C2BSydFWg4BnFDwBoN2ZeLz43fJ7pnxiAwBYZAv/yniG1+/n9iL1BfCLFDReqlYh8MmANTvgcLn0E/ZBZkzpASUv4SqD+GEjMQ/ea/YTB7Yc4v4eZ3YNbPIHYwtv3HqP7+XCjeJsdWV4Q+XVhgnopKOeZjW9pNAfoaG3Hs2gVA1RflkDCmNcgAGBMSqF+0SOjUgOvgQYInTkQfHoYSFitBBrDpJmPfd4SoW27BlJJC5RNP9OpKR918c4+DjDNnCYe2V/bq+04Hmz8+0o7CfCoYf0k6v976KzaXbeZw9E7iM8LYubwIp82D36O2BhkQe4CkQZFMvCwTvUGHqqqERlmoLbWBH9wO30lBpj8eCnuCiQsytSCjoVc4+zIagPX/hDUBh0jFII13v5dOZWL6EuZw8DhkDsdgDUjc6KX34rEBOhh1A+x9T4Y5YwZLQHE1isCmJUx6LdYICUBjb4WKPSK8OeFOKN0FBetFacBRixqRjhKWiD9zLk0fvET4JfOhdCcMuxz3sWOoXi/KZ/diSoiX0t6cX8HKR6m1TwNDMFHf/KbQr9MvkIzrBKh+fzvKsbe2lqI77yL91VfQh7SXJKl55VVUu43QSy6RcpRej85iQWfUgaKDjgQ6ewhnTS2WPc/B7F/0aH3/wZU4YqcTHNE3/bme+r2cKjZ9eLiVsQbg8XkoyKnBmVrFyNiRrYKVmz8+wqTLM0+ShQHI31RGfGY4EfFB1JbbePORzWSMjuaye0a3W2/D+4eYevUAFEUhb2MZgyfFn2S1rOHchpbRfFV4707R/xrzLRly1JsDDLDjpP7boY/9MVwNkrXozW06agoihun3SRkt92OIzpI+Smh8wOtmJHz0QxkstVVB8U4IioXRN4hdgKtZhkANZjFps1fjdeup3Q0UrENxVBFS+7YQAQ6vAK8LpWwbuvV/wHTdn2HCt8XMrWgjRGZhHT4UQ1RAcmTg3A6DDNAuyNS98w66kBCyPlh0UpABwO0iZO48Cn7xCPZt2zFERmLfvkMCY0nnjp21r7yCp7Rz5Wy/z8/+bU09DjIAukFz+yzIqKrKgc0VfbIvgCP1R9hdJYOtEy8Tnbey5jJA9M5CI6wUNQmbtNxZxtt5bzP5iqzWIFN+uIG1b+VL9gLEZ4aze00xTpuHDe+LYkFkwsn07WnXDGzdR1xGmBZkNJwz6FFGoyiKUVXb68sqihKjqmqHHrS9ymiW/gpCE2Hj0xA7CMr2SEO86kBAbfl0oQR+ekIsMIASUHVWjJKNOOskUOgtMqcTmog/JAVHnZlg71axDWgqg6jBoieiqDB4Pgy+SDIygKWB0trCf0sZzOsSn5r8z2UgdNuLIm+TfoEMOmYvkONoySRUVUpkLy2Q/Vz1H9m++hAUrIUJd8h6HqdI4wxf2OoR07RyJeYhQzGldK0a4XH5OJpTxeBJ4kvT/OWXhFxwwWld8fMVDa4GXD4XjbkQEmkmISuct/LeYnbQN0hIi6Akv44tG/K46tuiZOBxe9Eb9Kj4WXRoEYk5o3E0e5h+7SD2byijtqwZa7CR8ZdmULi3mi/fO8SdT4g+XeHemg41zPoSzXUuqoubyBh55n2Avu74WmY0iqJcqChKMVCmKMqygPRAC5b1yxFd/FvRM4seIIKVlgiR5lcUKWVhoC2rOZW5CZWTNNA6hE5u+rGDwRgmwcYZoM76PdK/SRgDIfHoYgdjnXmlqAcAjLkFBl8MCcNEWaAqV274URnyEz1Qspz6ooDtQEBvq+4o1ByWstqIq+HoF6DT43e5qXr6P8JoW/GoqESrfjnt7MvbjNcOLW8LMhAo6YnESuOSJfgaG9GHhZ0cZEp3CTPuOBjN+tYgA7QLMq4jR0/SO+sOdeU2ObeWIdYzDLunJ+oSXSPcHE5cUBwDx8eRkCV9lxuH3kh9iTwIBYWbuGhhmztpSV49VYVN6HV6piRMITzWSuboWHxeP36vjylXZDH9usGsf+8gRftruf3x6Wz86DBPf28Vmz85TH1Fc4fH0VewhBg6VXbWoKEv0F3u/WfgElVVY4DngOWKokwJfNb76biOoCgynDnl+2I0pgAjb5SnelMIMsHfUlI5xf6SwRro9XQBU7jI01TuA0+jKDubQkWYEyRbKN4oNOzcD9B98Vs5XkOwBKK4oZAwCoYukKCQdRwlePztEnyW/RpqCyFlopAFFJ3c8L+/UdSiY4ZC0mh0wSHExG3CbwjF0WARynTDMXERjW7rCzj1J9gf63StdtSRN92EPiyMoIkT8dbW4jp8uG29hFEw6JJ2m6oeDxVPPEHTmjUnX5r0tFNWgi4/0oA/PAMGX9Llet7TbMCfKl7a9xIAx+qLqa/ofdA5HkOnJuL1+MhZdYyQSAsuh5eCPUJbjs8U9llqWCrNdS78PhWjxcCAcXGYrUYOba/gWG4NB7dV8sL9a9nxucxEVRU2s+T5fX16nCfCYNRr5mYauoSiKBZFUbYoipKjKMo+RVEePZXtuws0JlVV9wGoqvoesBB4WVGUhZzyXf4UcOPr4vuSNg0aimHfh9Kgt9cEvvY0jZi8PbixeJrlO/RmwCwZjSkEwhJBsQb6RYCzWTKKcd8CFKg5INpe21+WwcTgWLBEwfLfwDu3SXksegBc9xJM+xEERUJjCVTlw7Ar4dYPRFZl0EUw5yGZ5wEUcyhKzAAwRcHO12HrCxKgqg/IcSz9Ja4KB2ruYhH37AKqx4PfcZwwqU53kkSMYjQSd//9rT0c+46dbZ/p9eiCg+X0c3NP/gK/H5qr2i3KnpaEzqAHc9ezLtuWFHT5eV/h+2O+D8DKglWSbQXgra6m5r//Pa19Hm8m9uy+/5A5MRJ7o5s9a4p5tfo5oE0t2uf1kzE6hoZKOx/9fQe2ehev/GoDh3MqRJHaDx6nH4MFLv3+CL7/7wu56VeTT/d0NXwNkTs0++bcodkFuUOz/YHfvVJuDsAFzFFVdTQwBvjGcUlHt+gu0HgURWmtowSCzlzgEaB7+dvThc8rcynV+XDjG9I8T5kgasroOL0Y110CFujhtLSifC7QqVK6ay6XiX3FB8mTA+u5ZJ5mx2vQXAk3vQnT74O0SbDrTSmNbXpKeilH10rv5b07hYqcv0To0REiM09oW6lKZnUCJTG3Dab+CEWvwxrlkBJb4mhRJSjfA3sXwSW/J3zBZSjZCyAjUOayndA6K94OdYUY4+OxjpBMp+qpf3V+JRQF67hxAHirJHDs/aKY+sq2QO06IIHOvmMnjUsDVVR7tZz3aWDKlQO6X6kPcfuYW8kc3Sb2aYiJIfquu05rX3kby1pf/2DMD0gfFE9QmIkJl2ZwUeMN+Dx+mmqcbFx0iA/+up0P/rqD/C3llMYdYOWiPRjNOg5tqaa21E5IlJmrHxjH3X+9kJBwC3Xlvc+6Gqrs/P6jv/d6PxrOfgSCykk2Ab0NNqqgpYZrDPz0+EbcJRlAUZR5QJWqqjknLI8AfqCq6u872q7X9ObPH5Kb1sGVwvxSAa/thJUCRmd9CZ1Ryl8n7t8SJeKYZTmyzBItVGO/BxY+CxufkowLIDhaynOX/FEYZgeXSeYw6BJ5bQ6XEt7SX8Dl/5Rh1KzZMgB6IvV15W/F2TMsBXa9JiWzA0thxn0SjOsKICagtrv5eSFPZM2GdX+DGT8VsgHgytmII+8oEdfd0CpG6bfZWrOTFth37CAoEGCqnvoX0XfdeXpSM+contr5FN8Z9R3M+r6jQZfbygkyBuEsg+BwM+vePUBVUSODJ8VTVlNF/WEPHpuK2+5Db1RY+NNxbP7oCJf/eAz2Bjd6o9InBm+1zlqiLFF9cEYa+hO9JQPkDs0uQILLiSjMzsvNON39AiiKokcMzwYCT6uq+vOebttlRqOq6ooTg0wAocDJ5uN9hQt+AnmfCfPKr0qQ0QXonkHxgZX6KMgYjruR+j2AXpalTYWQQMbhrIWyndKn0RnBVSdUZ78fPvyeTPJbI6G5QrYdOl9KUvYaGHYFDL4Udr4K426FvE/g6BoYea2w08r3wPq/Q1Ve++Ny1En2EpkBK34jA6GHV8ny/Z+IMGVwtByH1w1fPA6VgX0oOsmyirdB7ieYEyOImDsRDq9s3f2JQQbAV1fXOhQY+6Mffq2CDEg20l2Q8fq9/HVjz7OD0uZSah21ACg6hZBIC5fcNQKj2cj0i0bgbvKjNyiEx1n4xndGoqAwaGI85YfrCYk0Yw0x4S5txlPdOzM5Lch8bdBvNgGqqvpUVR0DpACTFEUZ0dNte0zEVxQlVlGU7yuKsg5Yg3hH9w8sYXJDryuQm6k1FpmjUcQ+ua/Gf/TWtlmZVvgkEyj6EpqPQdRAsX0GyUz8fmnye5rkJu9pljJY8Vb45vtQcwg2PC1inKt+J1nJtv+Jl075PkifJhnJ7F9A3RHJhJwNIm2z+D4pex1cAcsehmFX4Nv1ITUHI6BkuxAkRlwl2Z69Fj76gQSpVxfKLM34bwv9Of0CyZAyLoDMWdIfObJamGpdIHTu3A4HCs8H+DzyYPLE1s7VDXRK939XBp2Bua6ruiQvOG0eGgOBYVz8ODLCM9DpFRQdWIONxKWHM+7idBqqHESnhBCdGorPo5IyNJLq4iaypyaSOLBNXkhnNaAz994pVcPXAv1mE9ACVVXrgdXAN3q6TXf05lBFUW5TFGUpsAUYAGSqqjpAVdUHenW0XcFolf6FvQIaj0mm4fcKbffg5/RZNtPtXI5R+jCeJnnrtQE+MEcA+kA/RyfH5vVIgLj6WSl1fXKfBI/mchnAPLxKXDlTJsOnD8jNP22akAiKt8EH3xF9sz3vSYnu8n+Az4v+2Bqix5ggMhN2vgK7Xhe68BvXw4wHIDwV5j4iszklW+HIWhk6ff162W9ILJTtgohT0ylTPR4aPv4Y1ePpfuUu0PDJYhw5HSXF/YD6ItjyfIcf7f+yFFu9i/sn3N/rrxkzO6PVEbMjuB3eVoJAi610TEooKyuXYZ0kPRe/X6VgdzUmi4HIhCBGXJiMwagnaVAE9ZX2dgHfEGlBH6rJ/mvoER5CbAGOR1/YBMQGWiYoimIFLgLyut6qDd09wlUCdwC/A7JUVb2f/iyZHY87l0LGTBmY9LkBP/h8gdf9jZZA5g281gFGoTqDTPnjC3irmCRbUfyw4yX45F7p51giZE4lIgNuWyzZhjVSmG9uuwSTqjyY+XO4/mWoKxIpmfLdMPN+kbGpyoXYbGGYFW4Qllp9sZTTGkphdcCddduLcHApbPoP5H4oDLcLH4LK/cJqG3GN7Ldke5uVdHdXwOnEXXRMhkS7gbu4hNpXX+vwM+u4sTjz83v0nTSUCMuwM1QdkDJhZ4hIk+vcAUbOTiE4wvyVZGxhMdbW+ZrjbaUXZC1gYNBgivNqObC5jPpyO3HpoZQfbKC5Rvppa5tXsDOn7XqpqkpzXdcsy39+mkdFY8/+XTWc38jOy+3QJiCwvDdIBFYrirIb2AosV1V1cU837o4McC9wIxAMvAm8HfiCrK522msyQAuemiR0YkuUaInVFgFu8YyxfwWCi4pe/qkUYNL35YbuC5ASQpIk0/I5wOWA8CSZ9TFY5ck6aRwYgyFpJBgsYnlgjQRHDYy+SeZmorJgxyuSjcQOgsZSyeZMoYAqgcNRI9pnYSnS+E+ZBHmfCpU5fgREZ0omtOkZCSLjbhE6dvkeuPIpKfU1FstN+PBq8bYp2iRU6wCFuhXvfhsm3tXGXvuqUXVAypJxQzv+PH+JKGRbz7yi8enC7fJSW9bM3rXF6HR6XHYPl36nY6vsHUsLGT4zmY0fHGLiZZnsXnWsQ6vlfetKGD6ja8UHDecGvpbKAKqqPqmq6hTgysCiD4EkRVF+rijK4H4/uqQxIvkSM1jkXawhEDcCTFYwhtDnOmcnQvUBPvm982XAK2WzoBixebZXgdcXeF8nKs+mEIjPFvJA8jio2A9DLxd1gQEXwtyHpTwWMwhWPQajroPgGLEmCEuS3s6OlyRoVeyBgfPg1o9g4dMSBFInwbxHxPOmZIvQrhtL5Qbs80oQ2vKcEAOOrpcAfWSN2C+EJUFdoZAsguPan2vVAbjiqT4NMu5jx/BWVeGtq6P62ee63yB2cOdBBmDIped0kAH45+4naQirwDe1DINJR/LgiFa16KZaB6UH2ywxhk5NxGw1MO6SdKwhxg6DDNAnQUZVVVwFDb3ejwYNHaG7jCZNVdWiE5aNAG4CblBVtcO//D7LaHxeeO1qGX6sPSpP+xV7IXKAlIJSp0LRWpF7CTB7+g46KX85a2mdsTGHSunGEgaOBvA7hVCgKGANE6VpvwqRqTLxH5oI42+VQDRwrvRXTCGSUcz6udxYCzfIsrV/gRtebft6r0sa++bjpEHyPpNZmsxZci3czRKgqnIlUOjNMGAWLPuNBKOSrSKP42qWaxieKqQFnV7sCFqvs0ecPsf0xVxXG5yE6IZ/AAAgAElEQVR5eeiCgs5b/5neoGB3NcX5taQMiaKioJHJV2Tx5mObMAUZueaB8V/58aiqijO3Fuuw/tVV09A1zteMprtAs0NV1XGB1++rqnpNT3baZ4HmeLy0AKb+EDY/J70Ng1VkVvI/FZFLDEg/5XSJAnpE3gYJGEExYCtv/3lcNthqxC7A65RMxNUkfaPILJGHMQW1CW96XXLzLtoId6+E/R9LVrP0IZmzyXlLymcZ00+a0KdkJ9QclF5OykRZNnyh9FyiB0qwAAnGlfukxBc/XHo1m5+FkAQpo2VMl0D48hWAApf/XejPQTGw8V+QfaVkYN2hsUzUETR0Cq/Hx7ZPC9rZBvQE9RV2ivPrUP0qcemh1JbZyZ7W9bV+Pfd1rhp4FUHGk1WeNZy7OF8DTXdkgOM7p132ZfodFz4k1GFLmMyXOOuhYreU1yzRtDXuTxc+CRAgdGVbOeisgAKmCOnXVB8AW5koFVgjJKNw24UU4KqXXsnAi8DdAClT5NhslXLcrmbY8bIwzi76rfxOGAnr/go734AX5wsNuiKga1V3FHa+Bhf/Dg4uh/TpsnzFo3Bsc9th22sk22sqlWwleYJkPJPuknLjvg8kGI27DW5ZJMfrapYAljYVdr8lDX9VFcr02r/I+st/LSW5+mMyw7P/o15c268HDEb9KQWZZ3Y9g8/vw+30YjDpqC5uIi4jjOxpiZQfaaC27MQh5TYsyFqgBRkN5wy6CzRqJ6+/eqRPg4QR0qMIiYdR10rvpvZo21R+b+FzAYo0zhUD+B2BnkwEqG5hmEVkSC/GEiFN+4SR0vMYfbP0Yoq3SJM+JEb6JLYayJojbLSR18ORL8TbxWiR4GAOgaINYDTLQOWut6QMlvuJ7EdRpDfjdUL5XqE5WwJ9Cp9X/HASRoliQESqlMiyZsGBJRJ4bFVQngMjrxHNuHdvl+XRA2S9ix4VtlvBOjmu5AkyW5QyUczeqvMDpm7f65tr3BdY+4QExXMcd4y4g7XFayk71EBqdhQXfiu7lRUXGm1Bp+ucIXe8W2dP8d91R2iw946urkHD6aA7zfzRiqI0IpmNNfCawHtVVdWwfj26E5E1W5rYznqoK5aZEXzSFzll6AKSMwHqqDUeIlOkWV6dJ3MnjSXgsYvQpdcFLrsEh4ZSkfM/8JlYGIz+lgQLl00GLn1uGHWjBIHd78rwZHAMpE8VpteSByF6EKz6o9zUJ90tN3NnkwxjBseI/XNFrrDH8hbL9077iWjAbX1eyAQNxeLVs/9jycI2PCXDmkfWwqEVUpYzh0FyoOZvsMi5lOySntbIG2HZL2Uf0VkSxCLSpBeVfTmsfAzm/rr9ZXM2SkaVNE6GaU9Aw+JPsQwbhjkr8zT+TXqImf03wvVVwmKwEGoKZfTc1NZlPq+fLYuPkjQwgqM5Vcz+ZhfkiFPENyenY+1i/keDhv5Cd6wzvaqqYaqqhqqqagi8bnn/1QaZFsQPCygX+8BgbJOFOVUoAXOzpIny2lElN3aPHdBJAAiNh7G3CPuruVxsA0wBj5pjWyT46K1waJVkVQaz9GxMIdKrmfYjMAdLv0RV4fAaSB4LVz8vASAkTjIitwOaq4WBFjcU/ncZ2Othx//EsXPIArjwV/DxjyRT0hmEuWaNks9jBkPSWCjdIWy1yDS4/jV5HBhyKSwNNP6zL5Pjj0qTQBgUGZDPiYJhV0NYqvSZbDWSjU35gZT2jkdTufRrFEWo03UF7T4OnTsHU8apDYd+nTEhQcrxh+sPk1OVg96gwxJkoL7STkxq14rXncHj8+P0nKxcoAUZDb2Boih6RVF2KorS4/mZ1m174rB5qugXMkBHeOMmOLapA8aZQueVvsBn1ihhaQXHiEpyXSHglyDh90hwGHgR7P9ABkVdTQhZ4Lj96ozSu/G5ZLA0Ybg08L0uSJ0iQcZtl5KWrQbcTTKAWXsIJtwlAfPoWkAvDDaXXfYfFCmU6mELpd/y4ffgmhelrzPiGohKF1O4A0sgcSzUF0JUppS7Vj4q5a9pP5YS08Un2EbsfF1KgLZKCTamYPjyH1J+2/e+zPTs/0hUDK55sVOLaECymwOfw6jrIedtCZKJoztf/3Sx6w05voQeSyudMvx+tctSVX9ib/VeUkNT8fg9xFhjyN9cjtftY/iMZIr21xCdGExwZM/9YnYdq6fO7ubCIXHdr6zhrEJfkAGe/t6qm4E/IPpmRcBDP/jPnN4ObKIoyk+BCUCYqqoLTmnbczrQNJTA7ndkWNFWExiwdEuGorYYnJkAN5ijwVUjT/SKTgYfk0bDpn+LXpkpDNyN0pMxh0lgMZhPYJ51AMUk34le1vfaIWaIBIjcj+XmnzRGqMXDrpSy17CFQn1+fg7M/JkEOlOIBCZzqJS4EkZI094cIppqOr2QBjb/G4bMh0EXQ0ORMNCs0VJySwwM/rntUJkrvZmYIRI4s2bLZx98D8Z8U3o5NQclo3LUy3dWH4ADy4QBN/sXQiYIS4aizcK0i8qSjCZ7gZTmGssDfjx9C9XjAb0eRddHmnY9wB8+y+Wh+T1g3/UDPi/4nFkxc1j1Sh7z7xnZTr3gjUc2EpsexkW3BY7tK7wmGr569DbQBILM88DxTBE7cHdvgo2iKCnAy8DvgZ+eaqA5t/9qw5NFoPLOZXLDNZjkpqsAOhNED5bJ+bgR8mSvN0tpyeuAIyslmwiKlpusO9CK8jhEIdlVJzfvsDRxz+wMakASxWACVIgbBgPmSYO9uVICRXOVeM4YLVJOi0iV7772BRh2uRzPsAWiPOC2tz2573lHbuw6vWRJY2+WcpY1ElLGw5DLRGOt8Mu2IANStgtLlCAXniqlLoDKfDm/2KEyh1O+B7b+D9b8CTY9LX0Zo1mCrc4g5TOfW/pHfp/0elpYcfZaCTj9gOYvvsC5b3+/7LsznKkgA/CNjG9gCTYy/bqBJ0nkXP2zCQydnMCRD96Vf2cNGrrGH2gfZAi8/0Mv9/sk8CCnSe3tjgxwbiAqE360RW7KXpfIuiSOlqn5qnxY9hCkToT7AxpwB5aJXH/qNAk4WYHsIzQZwhJkmt/TJH2VxiIY/U3Ieb3rY/A6AJ3cnPVWqDssAS5tqszS6AN9pPzPYcg3xDPm0j/JsgkBfa6Wgc3ao9K/8ThEkqWxFDb8C77xB5nladmXwQQp4+SnBTtfk7JdzEBRAvD7pNe0930o2yODoyEBw6/E0VIi/OJxUQXY+LSc80UBAkD8MGHJRaRD2mTpy0z+LnzxZ5j1oCgOGKziszPzAQleS38Jl5xgU7TvAwnAsSdYTneC0Hnzul7B4xCZnx7u71yAoiiEx55MV7YEG7E1uHFFToFMrfeloVv0uU2AoigLgEpVVbcrijL7dPZxfgSaFrQ4Vc59uG1ZXDZMvqe9tImrQdhfKeOEvps8WuZUtr0gT+rmYLCbwB/IVnLe7fw7W8p0EVlQfwQwiPxMWIpkL2NubL9+wTrJvmb9TFhtHfUdqvKFRRYcJ32g/M8kewPp3zRXiqXzyGtlOHPWg23bjrqhLRBt+58oSyePFxbbiBPmbWMGS+bSsn3WbGnu+7zCoosdCplRos6QOk2yJNUnrL/SXRLQ3M1wEAkycHKQAZnZyb6i82t4qnDbhXF3HgWarnBoRyUmqwGv29elarQGDUhPpqMnkt7YBFwAXKEoynzAAoQpivKaqqo9rpuf2z2avoCrGd76ppTJEsZIz6I8R3TCGosB/wk9nw6gM7XJ0qROhAFzYeIdbZbMp4KOMoKOUJUvZawBc2R4tCO4bdLsb8HKx2Dmg103+EHYZJ/8GGb/n2R/Oj2UbJO+1tbnJQBOuF3miPa+B5f+WdQaksZ0vL/PfhYoGaZJgJx4Z/fnp6Ed7I1uDm2vZNSFKWf6UDT0I87WHs1xxzcbeODrRQboK/h9kPOmzOPseAlSJ0PhRqEcN/XgQSBqINz0RsBH5xzS9VrzJzFTs3TAVFdVCVQF6yXLicwQf5vUyWLUtu7PUlJ0NcPIq2Hrf8VJNDlQxmsJspuflXLbl/+Q79r1hkjlpAT+L1Xsk8DVUs7ToOFrjLOZdRY4vtlogaaXKMuBLf8VgoCtSoQmUcDXmdeHAabcIw3/C3/xVR5pz9BQLD2U4wcrD68Sdl7WrO63dzYIIy0yXcppVflQvFnKZvMegbdvkeVGC2TNgG0vQfIkoU7f8r6w8OoKheSg6ISwMGS+fL8+ULUtyxGlh5ayp4ZOsf69g0y/dtCZPgwN/YjzVetMCzSdYcnPhZVVuBnRUTsOihkypogczpxfnZHD6xFKtoM5XIgBILplYUmA0jOabF2h9JHSp0kD/ug6yJwhmduaxyU41ByCOQ9LT+fgCgkaTWXSu5l+HzRXSI/I54ZVvxcywsC5QriIH3bq59RC+bbXSh+ruzJgZ1jxKMz7zeltq0FDP+F8DTTnNr25P3Hp43D9qzDkkuMWKjDgYrjlXbjt47MvyFTskyHKFiSPbwsyIFI2On3PZzEi0yXIgJAGgmPamv6zfy5lwsyZoiZgiRDCgilYaNLRA6R3tPw34oVTlSdK0jWHZfuS7cLA2/+xvN/2P5mF6gpeF2z+T2D7HSepEnSKE9UNQPpP5xpqj+JsclOwp/pMH4kGDacELaPpCZ6bA2nTxD9m/K1f/fdv+g8MuyKQjXSBwo2igRYc0z/HcWiFlBWTxrZfnv+53PRHXC0DtNN+2PbZtv+JiGfBl6IgPfOnIp/j98ryywJBwF7b1tcp3SkBaeS1fXPcx+/7XMbO1/ENWUhjI0QmdDHbpeGcxfma0WiB5lxAizLAmYarOWBXbW6/fN3fYOoPTl4OYjcw59fw9rck6wmNF8maHa/B0PmBWSGfaMyFpwlrD0RiJzi2LftyNcOWZ2HG/f17jl8R7I1u9AYFc1DvXGI9Lh9G81nwt6GhT3C+Bprza47mfMXZEGSgvdvn8Zjx0863uegxoUuPuk5kcwzWgDacIv0ekCwoNFHKbhX7ZBDU2SgDqS2BxRwiqggdoWiziJ6GJspw6/CFp32KXxUaqhyYLPpTCzR+vwTlwJzUgS3l1JXbmXzFmbWK0qChO2iBRkP/Y+vzotJgDqgR6wPK2QAepzD9MmdKTykyHYZfLSy10HiRzXE2QNqktsZ/Q7Ho0bXQspPGys1XOTOimKeDxAHt/WQqm5ws2VPObdMyOt+obCc0lmEfOIcgYxAR8UEMnqSx9TSc/dDIABr6H5O/K543x2P0TbDrTSmZTb0HBl8sMzjLH4adr4oNw6FV8OE9oqZgr4WiTbJtXaEM2IKU3pY+JHM8DcVCpT4ejjr44i/9f469RFyohRsmpna9UvJ4PEMu4bXc12Sb9DPj1KHh6wlFUQoURdmjKMouRVFOqTei9Wg0nF1Y/huxOLCEiaPo/o8ha6YoS/v90rNx1AvrDcDrFtWCsCQZKvU4T5/yrEHDGUZf9Gj+esOCkwY27397cV+oAhQAE1RVPWXao5bRaDi7cNGj4iZauEFM4rJmiLZbzRGZW0oaBwPnyUxQ4SaoOyo215EZsv2RL+DVq4XZpkHD1wyBIPM8onemBH4/H1h+xqD1aDScfYga0FZqGzBHfscNh0V3SXnNHCakgbTJYK8TmwdDkCgSOBvhgnuFHFBzWJQQJt0N1QdFFXvwxWfuvPoJ+9aVMHxG8pk+DA1nB7qyCehtVqMCyxRFUYFnVVV9rqcbahmNhrMPpiDx3AEphQEkjhA9ORSo3C9ZjK1a7AfCk2ROZvXvIX6ElNeC4yTLGXuLbL/nvZPnf84TxGWEseaNPBprHGf6UDScefS5TcBxmK6q6jjgUuAHiqLM7OmGWqDRcHZj879lhgZkkHPh0zD+Nrj8H6IefWyjqGYf2wx3LoeYAeJLtO1FUZ7e96G8n3KPCHfufqdt317XmTmnU4Rf9WP32Dv9PDo5hOEzkrEE924mR8N5gc5UgHtjEwCAqqolgd+VwAfApJ5uqwUaDWc3pt/XNr8TFCMaayOuEZ20yDRRG5j1oMjrvLwAVjwCh9eIQkLZTqgvFHuE2qPw+UOiX7d3Ebx5kxjk2Wrg2FbY9Kz0glpQsF7Kc41lQjjoCxRuFCLDCViVV0FlY2fCrVDcVMzqY6s7/XzTB4eJTQ3FpHPLoKuGrzMeQmwBjoc9sPy0oShKsKIooS2vgYuBvT3dXgs0Gs4dZM1qY5uBkAIyZ8hczo1vwMjrxOF0wFzJYpz10tOJSBcF6/G3C21abxZa9OibwWOTgdiMafDJT2S/65+E2GzRcivdIUrefQGDWTTjTsCguFDCrJ1nI2lhaVyWdVn7hUfXtb6cdk1Az67wS6iQ//t/WZqHy+vD7+97VqmGsxcBdtndQCHSUykE7u4D1lk8sF5RlBxgC/Cpqqqf93Rjjd6s4fyCrQbW/hkSRsH+jyTQHF0bGPAMF5q03iRq0lPukcCz/yP44RbJdDx2yJgJ21+UYBMSK72e5PFn+szao8US/HjseBXGfgt8HjCYqClpprq4mSGTtaHOcwXnqwSNFmg0nJ+oPSoEAb0ZircIGy19mmQ6u94Wm25LKJTsBEctXPNfiMqU8lbxFjFxa66QIGOrajN0O5txYJnI9jSVw+gbu19fw1mH8zXQaKUzDecnojIlgzFaRN4mewFs/5946FTsgd1vi4inu1kYbJZwWPsEvH+XeOqsf1LcQD0OUa1e+ktxJHU2wsZnoOrAmT7DkxE/XBxQtSCj4SyDNkej4euDFoHOWxdBfTF8dr/0bfRGyX62vwwJI4RaXZkrcznBMZA5CwbNE1JAU5lYXMcOPqOn0iHCT5ilcTZIANWg4QxDy2g0fD0RkQLXvgjlu8VHZ+sLcOW/YNYvJPOZ80uxLHDUiZr0thfhhYtg7ZMw9pvSB+kL7Hxd2G19DWejZGQaNJwF0Ho0GjRAm44aiCFb8Q7I+wSufBpW/RaMIcJQ2/cRJAyXklpEOsQNFXr1+9+Vns9V/27b58rHYNbPO/bp0aChA2g9Gg0azmccb2+dMhESR0vZKfcT6eE4asRFdMIdYkRnDhPCwcHlsOi7sl3yeDi4THo9+Z/D3F93HmScjdLzOQdwcGv72Zw/fpar0aY1nBK0Ho0GDY2lElQaisWKYMCF4oWz4EnxxUmZALvekqwncbQMkIYlQ32BlNxqj4jeWn2BmK8NnQ+oYm2Q+4lQjnV6qD4EMQNFg63wS5j9i94dt8cp+9UfN4NzYJmcy/b/wVX/6fGujuysIjjCTHzmydYDYbHWdu//b372aR+yhnMXiqJEAP8FRiAzOneoqrqxJ9tqgUaDhqp8YanFDpGfmsOStYTEgqpCUTV84w/Sz6kvFguDsTfDsochegCkTZEMpWQblOWItE3KeGiqFAabTg8f/Ui2v2slmEJg6AL57r3vi+Dn6QSdgvVgjZBA2IK0KRIcx93W8TaqCiU75PiOQ8aoaBRdx8Zx8Rma7825hOJfrDvJJiDlTzP6omH3D+BzVVWvVRTFxMninZ1C69Fo0HAq8Hll6HPrCxCRKkOfzgbI/RgOrYSpP4F978PedyE8AxoKxV9nxNXiHrr4PogZAhnTheFWsh2iB7W5hfY3/D6R6xl2ZfvT8qvkljUyIlljqZ1J9LZHEwgyz9M+CNiBu3sTbBRFCQd2AVnqaQQNrUejQcOpQG8QnbXLnpCS2LYXRVZm4l1wzQugUyR4WKJEiy0iQwzcXvwG5LwDO94S9QJbJbx3B5Tt/uqCDEh2NexKjtXa8fr8rYsbHW5K6jtXf/4kp5Tyhs712DScNejKJqA3yASqgP8pirJTUZT/BjTPegQt0GjQcDpQFJmxGXebzOAse1ga/0dWy+8LfiKqBNYw8DnFAbT6ACg+cDXA+r+L+sCEb4uYZ/0J4rp+n7iNHo/CDdL3OQHvbS8++fj8bUGEpnIq6prYU9wgZbqyHHKK62l2eVtXeW1TEXOGxnV6ulMHRGMyKJQ1OMgvb+rRJfrX+nU9XldDn6G/bAIMwDjg36qqjgVsQI/rvVqg0aChNzAFHh4v/q1kC+NulZJYVDoMvxLSpsLUH8kQaNJoGRqtOQRxI6SXUr4Xlv4KKvZLWa65Etb+RfY175ETviukfeO/+iA0lDA8qS0jKmtwgNsOXzwuwWbZw1C0CYOzDotRJ0SBoGgWjEoiIsjUut2P5g7CqO/8dhATYqbO7uFotY0DFd0HD7/qJy2xjiEJoe2WN9g9rNivKUz3I/rLJqAYKFZVdXPg/XtI4OkRtECjQUNfIiwJLv0zZM2GkDhIGAleBwy6CJqrwGiFyEwJQFufhy/+DPZq8dopXA9VeTDzZ7IvnxtW/7Ft34mjwCw37ga7h/xKO3zyE7JD2kpan+4u43fLCuDC/wN3kwSn4QuJTkxjUHyoHFOLe+lxsLm8PLf2cJenZnf5GBQXyrj0SOpsYp3wxNJ8AJ5aeRCnx9e6rk7RccWAK07ah9WkJzO2xxUXDaeOfrEJUFW1HDimKMqQwKK5wP6ebq8FGg0a+hqKIqrQh1eLztraJ8SSOmmcSNtYI2DVoyJ+OeHbor1WsgOissAcDnmfipZa3qdtsjktePtWsNfiq9iPLSQNLvm9lO4CuGtGFr9aMAx2viaBLXF0O0sBXM00OT00u7xsOFTdWj4LNhu4eXJ6u68qPVjHwWMNOD0+3F4/RoOCXqfw+JJc8sobuerpL/n2BRkA3D0zC4tR3+2lMRl0DIgNOb3rqqFbBBr+J9kE9BHr7EfA64qi7AbGcAp9H411pkFDf8PvE8OzHS/B9J+KbcHO10TgU1Ul63E3Q1y2eOJkzobhC2W7oEgISRCqNUiJLX6YWAKMukHUmp0NMkCqHEdP3v6SCGzufE2CEYDLBl8+yfYB96BTFN7fUYxBp+ORK4Z3eNhVRU3sbmjGYNLzUU4Jf71uDErgO+xuL9sL67hgQAxNTi/Lc8u5dnxqv13CrwvOV2UAbY5Gg4b+hk4vxmst2UnWLLEseOMGuP4VWfbmjZA4VmwJ4obDur+KfUHmbGGvTbhD1osfJr/H3QIrHoV5v5Gh0OA4KYsljRHr68TRUmYbdiVseFrkcULiISiK8ZFOcNsYG/wenukPtB3n1hdg7C1gMOHy+ghLCmJuWij7Shtodnrxq/CfNYfILW3g6vEp+Hwqf1t+gMEJwfx1aT5TsqJQVYXUqB6PV2j4mkArnWnQcCagN0qmYQ6BxffCkAXSq8mcBbGDIGsm3LlcLKn3LhJVgTduaNv+y6ckyIDQrFMmiCMowOvX4ayv4on1NeC2UZp5NWWmTMlwQpOgbBd8+U9QwFi6DQ6txOdXaUydQ3GTF7vby86iep794gj55U0MTwpnYlA5e3dsZOHYZEanRjBzUCzljU5W5pbz4fZSKptcLPjHOv66LJ/V+ZUnn6+GrzW00pkGDf0Nn1eyGqXjyXtWPAqpkyAoWpQFJt0tGc3UH8MzUyD7cqjKhcQxYKuWnkvsYCEYjL9NmGohx1GT7bXSt/F54B9jOTrpYXz6YAaGusWzJiJdnESDooRyvfinfDz2Of69+iA/uySbIYmhJEdYKaqxkxhuxmjQg6OOo1XNNOlCuPn5zdw0IY3lueUYdFBc58DZxgPArFdYcf/sdpmN3e0lyKQVULrD+Vo60zIaDRr6G/s/hPI9nX8+7zcw5FIJNpPulmUjroGcN4UqHRIrA57ZC+DwKhnwDI6G/R/DG9eLHYCtRsgHHofYGgDYa2lInkFtyBAGTl0g6gTFW+Cd29i7dhH7iirh6FreHfgnZsc08cH0Y+wqriM+1Aybn+PxJXspqg0QmKyRZKalEhdq5ZErhrG1sBZFUciICWVAXAgR1jYigMunMv/JNdz2wmZ8fhWnx8dLGwr65dJqODegZTQaNJyNKNkJm56RgVBXAwy9TJZ/9qDM4Vz9PHz2AEz9IWz4JwyZDxV7Yd6jVOZvIi57GriasJXkYrMmEVe4WCjX65+EAbOxWZMwFqzBVHeQMoeBhNteRHHUsabITZTSzKgEC4SnUGdz89neMtKjgpk+KIZXlh0iyWAgNCOEJXvL2XykhsomF3V2Dx0JOg+OD+Gu6VlcP1EjCvQEWkajQYOGrw7xw2H2Q5BxgQSZhhJZPvsXMPNBKcVlzRJxTJ9bhj/D02DNH1i87QCseAR0RoJ3vUBcyXJxBq0+IH2gkDiCY1IxJQyHmiMkXvcXlI9/DK9fz2x1K6McW1tnbQx6hRFJYUzIiARg3PBYRk1IICs2lEeuGIHZqKPR4WFSRgQdkZsPVDTzyw93s+FwNQ32PjKL03DOQQs0GjScjTCYIDpT+jpluyVwgPRV0qdIX2fIfDi2FYZfDV/8UWRsag5zR+OzoBhEOaBiL5TmCKXaXgNeF/bqY9gPb5BgljwOVv0OdDr2D7uXupgJMOam1sMItRgZnRqJxagnv7yJoQmhVDe7qQ0MbFoNBsxGHZFBZmYMiu3wVPTAA+/s5PpnN3Q7FKrh/IQWaDRoONuROAqueb7t/bGtgCoEgIhUyW6uflHmca56FibdJWoE+xZB0lioPQzzHpXhUEWhxqmS406CFQ9Lb0hvhKPrIWksG8th3cEqANxeP29vDSiX1Bfxn0VLcfv8DEsKa5WWuTA7judvncixOgcxISYMHfAdnD4obXBTWN3MO1sLufWFzRyq1DTQvk7QejQaNJxrKN8Lh1YI26wqTwQ8g2PEbsBRC5v/A2O+KUoDOj28tABu+UACSmWuDIqaQsBeD5uekmVDLoMJt8v+649B8TawhlMYMZn06GCw1+L1enl9r53bpmW0P5wGJ5/klDAiOZynVh7kQHkT1R2UyfSADwg2KkwdGMPhShurf3Zhf1+tcwrna49G4xtq0HCuIWGEGLQdWQPpU6VEVl8MO18PiHsaAQX2fSAls6AY2P22kAGCY4Whtuc9GDgXLnpMnDqNFlEYMIbAq1dRaBnKpthrSR3pQK9TSNZ2yv4AABRwSURBVNn1LIYL/4+0qEoOFBQyONrCxkoDx+ps5JU1UdXkYvrAWFw+PxmxwZgbnZTWOWl5jNUrUj7xqeDwqOSVNZMZE8QvP9jN768adaaupIavCFrpTIOGcxF6o8zRRGSIXM3Ym2HU9eJxM+FOCTDF2+DSx0GnE4WAsGQpkS2+V7KdqCzZl9smWc3K34kEjttOuq6a6IZ95Jc34fr81zD9PkC0yqL9ddBQzJSsKHKO1bPhcA0D44KJDDbx4u2TmDUkjuQIK5MzI/jrtaOICdLjU0HRKegAP1BW7yAxwkJqZBAvbyjggXd28cqGAtYdqDpTV1RDP0ILNBo0nKtw2yD/UymbKYrIz6RMglW/leBjr4M1f4SrnoM1f5J1Ggph2ELJfna/C7mLhT5dtAXyP4eyPZAwCtKmMm/qRDJjgkkfMgnW/hl2v0NtYzOhJoUn80L577qj/HBaPJdkmQkyGbC5PLy84SgZUUGEWYzcMDGN1zYXkhARhEmvkBBqJjpIiihxYWauG5fK8v3lfL63lNGpEeQU1xMTYuKF9UfP8IXV0NfQejQaNJxPKNkJDUVCd855S6Rpao7CxDvY6U1nbFpk27qf3CuDoZkzoLYA3rqZfQlXMtB7CLOtFP+Aubztmc4NF05Ep1M48NYv2ZV/mOsH+HFbIjFd+6ww3RpLIW0KAO9vP0ZxnYORKREU19k4UmVjWGI4O4vqeHvrMWKCjQxKCCU2xExhrR2r0cBDl2Xz8oYCpmRGsvNYPT4//PGar2c57Xzt0WgZjQYN5xOSx0qZLPtyuPF1sSewRkDpLur2r4Zt/5P1dr8j62XOkPdRGfD9DSimINS0qbDw3zgqDmK2lfx/e/ceXGdd53H8/Xuec7/m5NamSZqkl9ReQ60FSgFZiwWEle0KuIBc1JVZZ3R0WBFXd9SdlfUyCo4XVoZBBHVhBUQUsFyE0qaEtrS0tE1Cm6Rp0qS5neSck3M/5znP/vGkN1oRlqRJ0+9rJpPJkzPP+T0nM88nv8vz/fHK1h28+sj3qQ/muK6hBCqW4fjA5VY5nD2/pyfQAMCWjjCVIQ9NHWFe2TfAzavqsGka162spjLkZmlVAFNBNJVnRW2IArBgpp+vPbGLpVVBdnZHiKbzfLAmxMZ9g9z9wluT8hGK8Sc9GiGmq5fuggu/DI6xjcZ6tkOsz1r6vHidtSLtQCN0brKqNg+1wuwLrF1D9z5pzdss+rg1xLbgSquK9B8+z7PmBZxbE8S78kY2tEXZdjDCHZctIJm19rbxuWw4bTr/9WwLX//YQgCG4hl2H4rwfHM/bf1xDNOktS/GssogxV4nRV47zb0xPji7iNa+UXxOG9/7xDKKvc7J+vQmhfRohBBTWuP+YxuZAfCRbxwLGYDKFVaNNN1uhQxA92tQMhe2P2gFysjY/EjtxeAqgsc+Y+0aWr0S8hnucX+R+yIr8ZXVkMum2Ng2xL98eA67d26jo6efOx/fyWd/+iea2sLcsqqGh5s62X5whM1tQzS+2kjIY6d9MM7CCh81IQ97emP86NoGGveH6RpK0NIbwzRhf/8oNz+wlZse2MLbvXkoQqFgEktLpYEzhQSNENNE3ihg0/5KhegjZp9vLWfub7YKcGYT0L2FDX1OOOcGKJrNL15pJ27oMPs8uOkP1vHORtjzBLcstnPNYj/9My4kWnBT7ndRHnBxbmmacwrNeNID3FnXwRNvdON22Pj9jkP0R1NcfU4lV5f28MbON1i7aAY7u2PMDLpxaBof//lm8oZByOegfzRNa98oRV4HmgK3TWPdzzfzQGMHHYNx9veP8lZfjJ5Ikheb+wE4GE4wFM+cdKl7eqI8+cahifioxXskQSPENNE2GH9X2ylT/gEYaIZD22D+WrjyRzQkN0M2CUrj1gtq8e19hE1bt/NWys/vdkegZB5gMmz6uSj6R7btepNSn5OVdSFeWf8YG/d2EX7pJyyZW8WBmmtRCnbv3kllooVN+4e49+U2GgMfY/HCRSRzBvPKfJT6nSyqDOCwKWy6RtdwEpddx+/QOTySpq7Uy65DEa4/bzYPv9pJ93CSvb0xOsMpmtqHWVwR4KFXOxlN50lljZMuc0llkHXLq8b/gxbvmQSNENPEP1805929sKIBll5jDaWF22HbA4QcJoRqwOHFpZngK2NecgcLZvq57kPVEKiApddRPmcx/5NfwzXnzWfLT29h/ev7uWhZPRcvX4x+7udYoPVyaVEvyUyejhg0RYK82jbI7GIPVyyuwOVy84WPzOfTF9bxj8srKfY4iCSyDMbSOHSNZKaAy6FRVeyhPODCZdfY3jlM/Qwfj2zp4nfbuplT6kFTMJzIMLvYzeBohnTuxKBJ5wx++JwsJpgqJGiEOIt8f30rv98xNpzk8FpFNUN18KknoPkp+Pkq69mcohoq1t5uPW+Tjln74Gz5BQGXna9fdzFvjtjYly7ihu5vk9V9tGxZz7f317D6kiv4wW4vanAf9zQOYne4KPfpvNoxyHeeaSaVStLf+hqJdI7/eHQD/p5NlPmd+Fx2bJpi3gwvdptOwGXjt68dZCieYX9/nIvqy9jbG2UonuGrj7/Jb147wNbOEZ558zCagh1dI3QPJxkctYbQXHadr1y2YBI/aXE8WXUmxFkkmy8wGM9QWeQ+dvCtP1vFNXNpaLzbKsS58YdQd7HV+9n8E1h6LWSiJD54G7s7epi/+XYGV/8nvplzeLE9wa2r6wD41eYD/G7TLhrsh2jK1bPAlyRjC7C1J8NVs+Js6HdTU2TH5S+io6cPPZfAVTyL/mia0bSBris+3lBB4/4hhuJZyv0O8gWYW+6jO5ygL5ah1OdAKUVDVRFdw0kqQ24aqoqIZ/KE41kCHhtfWlNP0G2n5XAMm6YYimdZNbeEXd0RGqqLJunT/9um66ozqXUmxFnEYdNODBmwQgasemd/93VrC+jBVlh0NTlniHZqcQRn8seWGKV7I1zU+yhFa75CSf1K0HSMtg5ebO5nx8FhvnppHR69wOBQBbU9SV48YMdUKZQJfzqoUxbQeb0vjz8Swa1spOwhBsMJMvmxWmiGydO7eplb7ieeyTM4mqXM76C5J0pVsYuRZBaPQ6cznKJjKE7XcIobzq9mf1+C3T1RPlxfynlzSigUTIbiGYIuO6mcQWJsNV7XcHJKB810JT0aIc5CwwlrT5l55b5TvyA+SM7m5Ue//C2fumAO9jmr0ZSizO/EKJhEUzma2sPMNbvYumUj8fp1tB0e4e6Kv8AlX+O2h7cxK+DkT7v7GEnkKGBVb1aawuvQSOUMgm4Ho+kcBdPE59AZTlnzLC4dSnxOeqIZSj064aSBQ4eMAQqOFuosctvwOHTiWYNCwcShKz5/yTxe7xxhZ/cIRR4Hs4vdaJrGjz+5HLfjXSyUmGTSoxFCTBuZvHH0ActT8pWhFUwuq1FUJfZAYA39I6Pc/9AjXPUPn6R92/Nc6enmnpYAcxev5ebV8xhJZMG+iJcbG+mLmvylZQCnTUMpsGMV08wXTKJpK1A0DNJ5EwXkMgnABVj71/RErbmWoaT12szYXP/x/xZHUnkiqWPXoAN3PdvKwhkecgWD9oE4h0aSFHsc/OC5Fuy6jsumcftaa+4mnTNoH4yTN0zp5UwwWQwgxFmoIuhmWdU731x1TJYHR61tB179KTN8Nq4KtlGx48fMb1hNb87Hc9Fq7mka4Y7HdvH0m71gFmjqTuNXaeY6hnHbFIYJOdPaIuB4/fFjK8VGC673fU1HztbSn2Q4YZA3ocit0x1J879buyjxOmhsG+JzD23jlbcGuO3h17lvQzvVxZ73/d7inUmPRghxSlsPRoiX3siHakMUkiNkUor1mQZuuuAqnm06wIXOEpZUh1hRE2IkkeO8OSW0ReC5bp2BWArDKMZU1u3/+CGvtxv/wftjeqJW9YBUzuTBzR0MjWYJemyU+Z0sry5iT0+UR7Z2cc2KKmYE3n/YiVOTHo0Q4pQWVvixaYo3Do5w/7YRDkfTXH3V1TR1xfn0JYtw9LyGHYNLF87kMxfWcTiS4pr7mhhKpClgkjWhZqy3cCRMJmuaxAT6YlnyJoQTeZ7a2cu9G9o4EE6Qzhk8tbOH3kiK+ze18/j2Q7Qcjk1OQ6cp6dEIIU7J77JzcX0ZAB9eUA5AKmtQEXRxOJri164bcBUY2/xsiKd29lAomDT44jSHTTTlom/0WGmYBSVuOoZTJ72P1w6J01y2LDFWSaBjKMlTOw4RTuWYW+bDpjRqSzwcDCdYWBE4vY2axqRHI4R4V7rCSR7b3s28cj8VQTcDoxkumFdCPJPDKFh11jx2je0RDxG8pEyIZ47Nw7wVTpF72ziZAlKTXBuzK5ImkTG447Gd3LuhjYc2HyCbLwDwnaebj77uyDHx3knQCCHeldklHm5eVQtA93CSZNag9fAofpedzW1hZgZd/PenVjAnAFDAr+Up8zmOO8PJ9cjsCjyOqXEbGk7mGYxnWb+3j+eb+9jXH+OTK6t5qdUq3nnPi/smuYVnLnmORgjxnjW1DxFw2egMp9jfP0rbQIym9mGUZuLTC3RFC6DArh1bmqxhzZUcWRhQP8ND+2ASgKnYWdAVzAg4+eyFdVy+dBZ90RT1M/wMjGYo9ToJeuzj/p7yHI0QQowZjGdZMDPAwoogP3tpHzZdw6YrnDadzpE0AA4FOQOcYw9b+p06aaNARdBJXzRD+2CSfAH8To10rkBuioWNYUJvNMNdz7Ry38YOVs0pYXl1iFK/k52HIiyY4WdlbTG1pd6/fbKznPRohBD/Ly+39vOLVzrY3jlMsdfOSDJHmc9OOJEj4LKRzBWwaRB02cjkTWy6RiyTJ5Mr4NQhnTfRFNh1HZtm/T5vmETSxjsuh54sTpuiOuTG67Izv8zLQCxNsc+Jx2FjZU2IdSuq3/d7TNcezdQYHBVCnHE+VFtMJmswu8TJQNya0e+N5cgYkMmbJLIFYukCqZzJUCJHqd+Jx6FjGCZel501C8tx2jTSOYNIusBwIn+0aoA+Be9MhYJJ13CSvd1RcgWTXT1RdvfEeHx7N7c/9ibz/u0Z7nletiY4lSn45xRCnAn8Ljt/+OKFDI1aZWCO74HEMgZ+p3V7cdl1XHadkUSOhsoiKkMuSrwO1u8dwO+2sbDCj9ehYY6dw+tUVAScp/16/pZcAfIG6LriqZ2HiaYMDg4lyBpWu/MmPPnGIQZi6clu6pQjQSOEeF9+9ZlzmRVwnjShP5o5cqBAImswms7x+sFhElmDjGFS6rXTE8myp3eURLaACbhsYBjQHTl5a+bJpmHVa6sKudGwaqvlx9I16NS5Y209G+9cQ7lUGDiJzNEIIcbFg5s7eHRrF4ejaWLpE5cy64DbqWMYBkGPAxOFAgZiGa5smMmLe/oooDAMk3co9TmluO0aC2f6WT23hH+9fOG4nHO6ztFI0AghxtWvmzp5elcv2zpHjg6H2bQTlzB77BpVITf7BhKAVfLf77LRH0uTPflxmynFocEVS2dRHnDyjSsXjeu5p2vQyPJmIcS4umlVLTeNPdj5uYe28ULLwAkho4BkrkAqm8dlU6TzJpFUnmgqf8JzNlONAkJuGzZdJ2cUxj1kpjOZoxFCTJj7b1nJo7edT1XIhcK64bjs1m2nO5LBLJgcqbNpvu37VOLQwalBNJUnnMjwQnMfl/14I0ZhKrZ26pEejRBiQp0/p4TGO9cQT+e465kWDkeTbG4LY9cUybw5Jf/bPTLxf4RhQI6xEBzbW6euxEMimyfgGv8KAdPNVPwbCyGmIZ/Lznc/sYzKkJdl1UVousacEjdO+9S6DSnAaTvWJk1ZVdqO77ssqwrwpUvrJWTeJenRCCFOq7vWLQVgR9cwqazBHY/tosZt1U1LT2IdGgXMLfOwYKaf1r5RFIorllbQM5zkiqUzeallgJtW1bBwVhCl1KS180wkQSOEmBSmqXi5dYAZATfhRIZCYXJCxqGB065zUX0Z9964AgCjYJXHOT5QPrq4YlLaNx1I0AghJsWKmhDzynx8988t3P7RFezoivD532w/LYsBjszBOHV445uX0TGUYEll8OjvdU16LONJgkYIMWmCHjvf+8QyADJ5g7oSNx3hk3fhHE82YNnsIJctnkk2X8DjtJ0QMmL8SdAIIaaEq8+pZFbQxa0PbkUpdcLunONBA7xOnXK/k2/9/RIaqoukLtlpIkEjhJgyVtaVsOtbl2HTNbYfDHPjfa+Rfh9TN04dbr6ghsqgm+tW1uBxnnjLk7pkp4cEjRBiSrGN7RGwoqaEbd9cSzSZpaVvlLxhsr8/yn2bOsnlrT1rNAWpPLjH7mSpPHzt8vkcjmapK/Vy6+q6ybsQcZTUOhNCnHF2dUeYVeQi5HGglOKt/hjlfhdFbvvRoDoTSa0zIYSYIhqqi074eVGFTOZPZWdu9AshhDgjSNAIIYSYUBI0QgghJpQEjRBCiAklQSOEEGJCSdAIIYSYUBI0QgghJpQEjRBCiAk1IZUBlFKDwMFxP7EQQkxvNaZplk12I8bbhASNEEIIcYQMnQkhhJhQEjRCCCEmlASNEEKICSVBI6YdpZShlNp53Fft2PEvK6XSSqngca8tUUq9rJSKK6V+NlltFmI6k8UAYtpRSsVN0/Sd4vgWIAv80jTNB8eOeYHlwBJgiWmaXzitjRXiLCA9GnFWUErNBXzAvwPXHzlummbCNM1GQDaPF2KCSNCI6ch93LDZk2PH/gl4FNgELFBKzZi85glxdpEdNsV0lDJN85y3HbseWGeaZkEp9QRwLSBzMkKcBhI0YtpTSi0F5gMvKKUAHMABJGiEOC1k6EycDa4Hvm2aZu3Y1yxgllKqZrIbJsTZQFadiWnn7avOlFIdwMdM02w97tjdQL9pmt9XSnUCAayeTgRYa5pm82luthDTlgSNEEKICSVDZ0IIISaUBI0QQogJJUEjhBBiQknQCCGEmFASNEIIISaUBI0QQogJJUEjhBBiQv0f9xxRzgKztjQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.draw_graph(adata, color=['SCT_snn_res.0.1'], title=\"\", save=\"_clustid_res0.1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/draw_graph_fa_type_res0.1.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.draw_graph(adata, color=['type'], title=\"\", save=\"_type_res0.1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"adata.write_h5ad(\"../data/katie.graphed_res0.1.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"adata = sc.read_h5ad(\"../data/katie.graphed_res0.1.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Trying to run `tl.dpt` without prior call of `tl.diffmap`. Falling back to `tl.diffmap` with default parameters.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1483.92x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"adata.uns['iroot'] = np.flatnonzero(adata.obs['seurat_clusters'] == 0)[2]\n",
"sc.tl.dpt(adata)\n",
"sc.pl.draw_graph(adata, color=['seurat_clusters','individual','dpt_pseudotime'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The raw data slots now contain log-normalized, SCTransform-corrected counts"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"adata = adata.raw.to_adata()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Subset to the cells from each lineage"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"endo = adata[adata.obs['seurat_clusters'].isin([0, 2, 6])]\n",
"neur = adata[adata.obs['seurat_clusters'].isin([0, 1, 3, 5])]\n",
"hep = adata[adata.obs['seurat_clusters'].isin([0, 4])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For downstream analysis, we can subset to the top 5000 highly variable genes. After doing so, we're going to revert our logarithmized data back to SCTransform-corrected counts data"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Trying to set attribute `.var` of view, copying.\n",
"Trying to set attribute `.var` of view, copying.\n",
"Trying to set attribute `.var` of view, copying.\n"
]
}
],
"source": [
"sc.pp.highly_variable_genes(endo, n_top_genes=5000)\n",
"endo = endo[:, endo.var.highly_variable]\n",
"endo.X = endo.X.expm1()\n",
"\n",
"sc.pp.highly_variable_genes(hep, n_top_genes=5000)\n",
"hep = hep[:, hep.var.highly_variable]\n",
"hep.X = hep.X.expm1()\n",
"\n",
"sc.pp.highly_variable_genes(neur, n_top_genes=5000)\n",
"neur = neur[:, neur.var.highly_variable]\n",
"neur.X = neur.X.expm1()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For downstream analysis, we would like pseudotime within each of these objects to go from 0 to 1; right now, some of them have a max pseudotime value less than 1"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Trying to set attribute `.obs` of view, copying.\n",
"Trying to set attribute `.obs` of view, copying.\n",
"Trying to set attribute `.obs` of view, copying.\n"
]
}
],
"source": [
"endo.obs['dpt_pseudotime'] = endo.obs['dpt_pseudotime']/max(endo.obs['dpt_pseudotime'])\n",
"neur.obs['dpt_pseudotime'] = neur.obs['dpt_pseudotime']/max(neur.obs['dpt_pseudotime'])\n",
"hep.obs['dpt_pseudotime'] = hep.obs['dpt_pseudotime']/max(hep.obs['dpt_pseudotime'])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"endo.write_h5ad(\"../data/endo.dpt.h5ad\")\n",
"neur.write_h5ad(\"../data/neur.dpt.h5ad\")\n",
"hep.write_h5ad(\"../data/hep.dpt.h5ad\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## High resolution trajectory inference"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"adata = sc.read_h5ad(\"../data/katie.graphed_res1.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.neighbors(adata, n_neighbors=30, n_pcs=100, use_rep=\"X_harmony\")\n",
"sc.tl.paga(adata, groups='SCT_snn_res.1')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/paga_res1.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 445.882x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.paga(adata, color=['SCT_snn_res.1'], threshold=.145, save=\"_res1.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sc.tl.draw_graph(adata, init_pos='paga')"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/draw_graph_fa_clustid_res1.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.draw_graph(adata, color=['SCT_snn_res.1'], title=\"\", save=\"_clustid_res1.png\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"adata.uns['iroot'] = np.flatnonzero(adata.obs['SCT_snn_res.1'] == 1)[2]\n",
"sc.tl.dpt(adata)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: saving figure to file ../figs/draw_graph_fa_dpt_res1.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.draw_graph(adata, color=['dpt_pseudotime'], title=\"\", save=\"_dpt_res1.png\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"adata.write_h5ad(\"../data/katie.graphed_res1.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"adata = sc.read_h5ad(\"../data/katie.graphed_res1.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"adata = adata.raw.to_adata()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"endo = adata[adata.obs['SCT_snn_res.1'].isin([0, 1, 5, 7, 11, 16, 18, 25, 6, 22, 4, 24])]\n",
"neur = adata[adata.obs['SCT_snn_res.1'].isin([0, 1, 5, 7, 11, 16, 18, 25, 6, 2, 3, 9, 13, \n",
" 17, 20, 21, 26, 27, 14, 8, 12, 15])]\n",
"hep = adata[adata.obs['SCT_snn_res.1'].isin([0, 1, 5, 7, 11, 16, 18, 25, 6, 22, 10, 19])]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Trying to set attribute `.var` of view, copying.\n",
"Trying to set attribute `.var` of view, copying.\n",
"Trying to set attribute `.var` of view, copying.\n"
]
}
],
"source": [
"sc.pp.highly_variable_genes(endo, n_top_genes=5000)\n",
"endo = endo[:, endo.var.highly_variable]\n",
"endo.X = endo.X.expm1()\n",
"\n",
"sc.pp.highly_variable_genes(hep, n_top_genes=5000)\n",
"hep = hep[:, hep.var.highly_variable]\n",
"hep.X = hep.X.expm1()\n",
"\n",
"sc.pp.highly_variable_genes(neur, n_top_genes=5000)\n",
"neur = neur[:, neur.var.highly_variable]\n",
"neur.X = neur.X.expm1()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Trying to set attribute `.obs` of view, copying.\n",
"Trying to set attribute `.obs` of view, copying.\n",
"Trying to set attribute `.obs` of view, copying.\n"
]
}
],
"source": [
"endo.obs['dpt_pseudotime'] = endo.obs['dpt_pseudotime']/max(endo.obs['dpt_pseudotime'])\n",
"neur.obs['dpt_pseudotime'] = neur.obs['dpt_pseudotime']/max(neur.obs['dpt_pseudotime'])\n",
"hep.obs['dpt_pseudotime'] = hep.obs['dpt_pseudotime']/max(hep.obs['dpt_pseudotime'])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"endo.write_h5ad(\"../data/endo.dpt.hires.h5ad\")\n",
"neur.write_h5ad(\"../data/neur.dpt.hires.h5ad\")\n",
"hep.write_h5ad(\"../data/hep.dpt.hires.h5ad\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:myenv]",
"language": "python",
"name": "conda-env-myenv-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
