diff --git a/tpx3awkward/Timewalk_clustering_example.ipynb b/tpx3awkward/Timewalk_clustering_example.ipynb new file mode 100644 index 0000000..5880c9e --- /dev/null +++ b/tpx3awkward/Timewalk_clustering_example.ipynb @@ -0,0 +1,778 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "43856ba2-c0dc-444b-a236-96946ecb5da4", + "metadata": {}, + "outputs": [], + "source": [ + "import h5py\n", + "import json\n", + "import pandas as pd\n", + "import numpy as np\n", + "import numba\n", + "import sys\n", + "import os\n", + "from tiled.client import from_uri\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "import Timewalk_corr as twalk\n", + "\n", + "sys.path.append('/nsls2/data/chx/proposals/2025-1/pass-316251/packages')\n", + "\n", + "import tpxspdc as ts" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f69b4bb5-9d33-4bca-aa55-ca89d3ff3ebb", + "metadata": {}, + "outputs": [], + "source": [ + "## Example using 100 files (i.e. 100 seconds worth of data) of 1 position at 10keV\n", + "\n", + "j = 0\n", + "num_files = 600\n", + "\n", + "input_files = [\n", + " f\"/nsls2/data/chx/proposals/2025-1/pass-316251/Luna_software_testing/calib_data/15keV/rawBBKLP_{i:06d}.tpx3\"\n", + " for i in range(num_files*j,num_files*(j+1))\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d43153e2-83bf-4868-8335-fc09e723b77b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting for best timewalk params...\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After TW correction...\n", + "Fitting for best timewalk params...\n" + ] + }, + { + "data": { + "image/png": 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9TfuT9iF9wV/WXpH/Oj5UrZ8Xc/W9on0RXjyV+1DUH52+6Qq/uuOjyIf0+nk2imyvBcaiQnY/5I2Zoue66xatX7RuU6rGTp1188ZdlW2TvpWtpxP3onFe5kO8/9PntKo+mh73eetV+VDlf/ozIr28jg/ZHw6rz1N5/Sp7P/1e3meKqQ+ufgBrm7zPn/TnRdE4Mh3Dacr2Q/r9Kh+K7Jr6UNbXquUmPlS1ZTIW049l/QPKx24fMshnla1bt8LzvEz5s4cffjiTfUv0m/gHgbWOEAL79++neChQTLJQTLJQTLJQTLK4jEWn1JsjR47g7rvvTl7v378fX/va17BlyxZs2bIF1113HX7mZ34GO3bswL333ovf/d3fxdatW/GiF70IALC0tISrr74ar33ta3HyySdjy5YteN3rXocLL7wQz3rWs2r1qegCtWodk/dN+1LnQq5qeZVQZfK6iqqL8yrRIW/7Ips6605m4+gJBzrrla1j2wfTvvUBE0Er/dpkTJsc0ybHgulxULZcd926bdpYr+o4a+pDmYhv0jfdbUxf67RneuzW8cHURtn7eTGfhg+zTJ5/VXFsY182tdvUB51jwNZ5wvT4LvPBxK6UPg4fPtyp27bTPzrYtm2Tubk5POlJT8Ktt96aXAcAwK233ooXvOAFVtsiCIIgCIJwRadE29tvvx3PeMYzktdxndmrrroK733ve/H1r38dH/zgB/HDH/4QO3bswDOe8Qx85CMfmagr8Ud/9EcYDAa48sorcfz4cTzzmc/EzTffDM/zWvfHJk3E3lkhnW1EEGsZOh4IgiAIopiyZI4zzjgDr3nNa/DSl74UT37yk/HjP/7jeN/73ofvfe97+NVf/dUp9pogCIIgCEKfTil9T3/605NaEXl85jOfqbSxbt06vOtd78K73vUum10jiF4Rl3ggCIIgCIIAwlq9rup717Fblsxx880342d/9mfxgx/8ANdffz0efPBBXHDBBfjUpz6FM88801q/CaJLcN7ryoi1oJhkoZhkoZhkoZi0B5NlKiiRy/h2Ng70YHKUWcLWZGa6uGir62KnWj/T5URqRDV5E0b1IQO3Dz64xnWM2tgHXfQhr75sl8ZqXh1Vmz5Ma9z0wYc84u+Ty8vLMz1RUtzPh3/wP7Fx43pHbRzHqSf/5szHgugOXTm+CIIgiO7j8jOH5PGe0KWLyiKK6sSZ1g0uWjdvopF0RmnZpDp59vsoPhZNjKNTm9W0jixRTJFgq9K0HnbeJD5565S91m1bZ7Kfuj7kPZbZrTNRUfzY5Lg3mejIZIIwk7bzju86dnRw9YOYzgRPtshro2nddlvb6lI0cVid84dOPGyQ91md9/6s+FD3vNg1hPSd/gHAnj17cP755+Pd7373lL0l+gLlJ4VIKXHkyBGKhwLFJAvFJAvFJAvFJIvLWPTvG2WLLC8fmqlfbvsg3OZhMslJ3rKqiU9MJwPSfb/LmE6oVLU8/X6fY+cCnXFfJ6Ymx5HJOjpt1V2naBvdyYF01ylroy42j4+6E3q59sElbZw/6sS+SX9s+1J37HTVh6bnQBvb5m1Pn3H1ue2222bquzXRfWh28xAhBO6//37s3r2783O52IJikoVikoVikoViksXlZw1l2rZMVUZoVzMz2vbBRhtF2VJd3QddxWbW2qzQFR9sZ71Og7JzjksfbNueRrzb9KEr4ymNq8+2NuNhK1M8bXNaPqiPTW32ccy6RErf6R9BEARBEAQxCX0jbRmdjNAu0rYPNtopyozp8n6wQdv+9zFDqSs+6GSXzjrT8mEa2YW2adOHroynNK4+F9qMhwsfpvU5YdOXtXw3DUEQBEEQBNENSLQl1hR9yJxp40Ky63GSMlv/tWv0xQeCIAiiH0gZODuvSxk4sUsQjNGk0UAYh7m5OYqHAsUkC8UkC8UkC8Uki8tYdFsRIAiCyKHrYifQDx8IgiAIgiCmCedUDRAI43DOOedMuxszBcUkC8UkC8UkC8Uki8vPGvoUa8DS0mYA9sQV1zXiymaMdu2DbfsufegDefuhyzWTif7ieqwWzTLvoo30si75UNRuV3woq2vs2oey9pvaj1/bjpNLH4qOaZttpG218V3GRZzi75FdQQrf6R9BuIBmNw+RUuKHP/whxUOBYpKFYpKFYpKFYpLFZSxItG3A8vIhAPZuAXY9EUPeZA+2a90V+WDbvksf+kDefqCJPohZxPVYLZpl3kUb6WVd8qGo3a74UGSjDR/K2m9qP35tO04ufSg6pm22kbbVxncZF3GKv0cSBOEOlzN6dwkhBA4cOEDxUKCYZKGYZKGYZKGYZHEZCxJtG6Bm2ppkfKjrm2ZzFLVV1E7V9jrrF61b1o+ymZ6rslSq1k3Hr64PfaHufiiy0Qf6IE73wQeVqrGnc0zXOd8VtVW1vsn7pj64OAdXrW+6fVn2s44POj7XySDVGQ9Vn6FlfSrb3laGp866OnbrnLfbyFKtY7dO/HR8MImjyfGQfr+qjbztuphpC+m7/SMIgiAIgiAm6JdSMwV0L+JNttXZPr1tLPCoz9XX8fqms3unl5kIKi6F2yK7Reur/nddoDQVm0yF2zgDSGfM1KVoXKbHbxNc2FRRfUgfc2r7TSk6nm36lGfPVhuxnfT+VpfHy9THmLxsOhM/8myVZWWWteXKh7xzeNp2WV+rlhd9LpS1V9cHNUZ5y3R8yCNv3+ruj7w2q3woo26GZ9H4NPUhrx+mbdrOUs0bUyZ2y84/OmO0atzqfpdpU7gl8tmzZw88z8PevXuxd+/eaXeHIAiCIAhiqtC3y55QdLFp83a+PlyM9MEH1+gKF03QEYZst+XKbtmPJLbaKHptC1Ucsd2OjgBpqx3AjQ+xXVc+pMeSbVG+LDa2PiOq+m7LfvpHCxNRX7eNqs/TpvZVH9Lxsj2+XJ5DXPrgYozG0PeA+rg8j8d2b7vtNmzcuNFJG8TahGY3D2GMYXFxkeKhQDHJQjHJQjHJQjHJ4jIWVB6hxxR9sY5vy4uf573n6nZJohuoYyDvvbx1m46boozsumOwzq2qptnyaYqy6PL80M3Cz3tddmznvTb1oWgf6PqQ9jdPyNa98K+TqW/LhzKb8TKd/uatUzW2y8ZM3WMi/QNDVbtN1kmvl27X9JjIW6eqf2XHXpEPZZmWVf3R8SFut2r8p/tW5ENeu6Y+6KybZ7/qPGSaoaoTu6p+lq1L32cIYm3ickbvLsE5x65duygeChSTLBSTLBSTLBSTLC5jQd9g1yBlGTFtZfYR3UBX0Mp7z5ZwW8eWaTaQ6W3UJvaKtje57Vm3D00z7auyF3X7ZTPT0jSjcto+2LitvapPTc7LVTZMx25ZPE2PK5P46vZP533dPpvaarJ+Ok4mn9VNj7+q7XX7YmOs6bTTdF3CAOEDYuTONkE4gCbKCRFC4ODBg9iyZQsJLREUkywUkywUkywUkyw0ERlRm7JsnLx1CaIPF7dlwnFZdp1JNmfdvqQz/KoE6rIMMdMsx7qk+1uVIWeS6Ve2ravsOJs+VG1bNc50+lq03FasdPuom2Fb1deitk3tlrWn0xfT4103g9SEOsd20fumPpRlHNtst66POrjYJwRB9Asp5bS7MBNIKfHII49QPBTWUkyklDh69GjyV+TzWoqJLhSTLBSTLC5jQd9uG7C8fGjm6241yUwxfd8Gfbjg6oPo2Rd0M/1c1Mcssm2aEVf3mLU5Dk2zI4uW1RXuXJ0XitopytSus6xqnFWhm01qI/tWfW6abalrv+o9G+NWt726mZ42Mp6r2q3zedw0E7xOtqvOdnV91KHOPpmlz+jDhw9jaWlp2t3QJjw3es5sEwRBEPaRUuKSSy7Bvn37kmUXX3wxvvCFL4BqkhLE7EOZtgRBEIQz8rJzZ50u9pkgCIIgCIIg0hw7dmxCsAWAL37xizh27NiUekQQhAkk2lqi7u2uNm5nLbJparvu7a62fOgD6WxCW8KPqxqyfaUsq9OEJnV5XeKqdINt+jgmm56/Tctd1D2Pl/XTZhkF0+3qrmd7zOvatPU52taPADbHUFM7dSiKUxvxsznGphlDpwjf7R9BOIAyCUMYY1haWqJ4KKzFmHznO98pfX8txqQKikkWikkWl7Ho+LfH2aHuraJ1bwfTmYTE1Pa0fWhia5ZweYs9oF+nda3j+jZrl+221YbN27zXCk2Pb9OSFnXP4yYTR5naNrWhu24b5T6aTn5Vd/22jjGbY6ipnTrMYts27dC5liDahybJCeGcY8eOHdPuxkyxFmOyuLhY+v5ajEkVFJMsFJMsLj9r6FNsypDI1j6zEPNZ6MMkHgAPDIOJv3g50K1f0aYV39nbr+bY9KGPAkUffiDpS/mHLva/L+NHfewyNu58WlO0kGm7Z88enH/++Xj3u989ZWeJvuByRu8uIYTAgw8+SPFQoJhkoZhkoZhkoZhkcRkL+oZqCcYGuQKFujx+rl4YmIoaqg3VbpWtov5V9bXMh3Q/mvpQZKduW0XxTtto6kNst2idvDZ028uLdx0YmwNn68H5HDw+D4/Nw2MDMObBY0MwcDCW/xuOlOEJSEJAyCB6HEFIAYkAQvqQMlwmo+dS+pAYAVJAQgIQAKYzu2Sd/VuXOu3oHAeufLBxPKf712a826Lp8Zdnp+w8bhrPqnXyzlN1/UmfT22N3yo7ZT6Ynk/T9lyM2TIfdNYtswtM7r8yH5r4VrdfputWfZ663j/x8ybjSV0GlPvQx3OkTW677baZn+SX6BY0u3mIlBLLy8s49dRTp92VmYFikoVikoVikoViksXlZw2JtpbQuaXPxq3IVbe+Fl0MmN4GWvZcbaPJ7cG6PtRtq2w7Fz4U2a/bRl47dYUWKVcRyBGEHCIQ8+BsAM7mwRgHZwMwxsGQPyO0RDAh3I4FWgFARKLtCICAlAGAoI6rTmgqRpq0UZeqcaJmtdn2IW98NbGTZ6MNocK1CGLrPF4U77TQY3ruqFqnaJ808SH9uuy81OTzp8qGiQ9Vn3E2x1GRD0Xicx27ZTZUIbIuJuOqrg/q6/T3gHiZi2O76Bho4kd6WZEP3RZsA8BZ/2fnuwNBEARBEMSsQKLtjFL34rGNDJUmWSg27TfBdRuzeVEmIeUqpFxF329kKBPHpnU82LLf1SwtnR+XbNh2iW4WYd0fmJpiK67kg33qiKhN7gJx4UvbPswKtnyYNb8IgiAIgiCI2YdE2ylSdmtj0y/2dW/3M20DKBbEbPlgctulid34uU3befbT2bFN20rvU1c+dJUygbatC2bX5Qxs2psWNtquOrZcCYBlduu2V3U+1aFo/bLPGpvHSdl5SdefKh/y1nV1rJvs9yrU2OeN2bbOV019SNtSl7v2wcWdE3ljFqifRVzWRnoMdFHAZcIHE26mw2Cie/EgugHNbh7CGMPWrVspHgoUkywUkywUkywUkywuY9FdZaajFN2Wb/sCpI1b8couzmxckBTdvtgUndg0EULz7Je1Y6sNW7a7jmk2WJN93aQcSR1oX09S5rfLW91diC5VbdgS21z+2FN2Xmoas7ztXPw4WVY6x5YPRecMG4Je1fYuxM68tl34YPs7ge0fmlVUH0y+ExAEYR+XM3p3Cc45tm7dOu1uzBQUkywUkywUkywUkywuP2voU8wSjOnNxJ0WNtVH0/aKbNTNYLPRjxidC5Ki9nRjaWJTZ5t0lo2uD3lt6vajSIgwpSwLrWqbJvGeVdL+lB1rVfu6LDYmWYFNUPdRk329lkhnNJpQdlzXETvrnutVH0xFnrIxY/rDhmrD1Ie6MStq10Y2pOkx3fROiTwfyvwx+fzUPR/YPgeoY9OGD02+D5XZLqPIh6Zt9vp8K3y3fwThAJrdPEQIgfvuu4/ioUAxyUIxyUIxyUIxyeIyFj3+ZtkuTbIlbWxrI3ujrvBjQ3w2fa+uzaptbLbZ5MLNdix1tnGReTcr2DjWXG+ja28W+tMVbGZ12rDX5r6rynqta890W9t3XNgYy7PkQ1tjysU5oOk+KYuHrZjX6UPTNimbliBmC5czencJKSWOHj1K8VCgmGShmGShmGShmGRxGQsSbVtmrd7GTHSHPmcJtSVMuzzO6RySpSgmXYpVW33tw9jMa6cr+1qnpMes+1J2Hu2KD0B3xsxMIXzAUU1byrQlCIIgCILIQuURLFB2C2qastsWTcSytoS1Pgt4xNohvv22SSkEE/LKoJS91mlX9cEWXRcs1Iy2OmUjVHT3vUk5EZNze5NyDiaYttPUB53tq+7iyGtHZ1ldXPpQ1s90hqbNuzVs+1CVje7Ch6rl6nt1v4/Zpo4PBEEQBEEQBBFD3xotUHQrnMvb80zFCNu3CRPErFO3ZIXJxbTO8VF1XtCt/ejiWOy6cNC01qiKi/1gWt+zrQzYNn3Q2V6nHEU6g9NlvPLaLetn2XtNfLBV7simD2lm1QcbJUFsYLvUyrRh0geTbvI9WEdjQsw+NBFZCOcc27dvp3goUEyyUEyyUEyyUEyy0ERkHcBEIDLJdKkjPJVl9phm2XRd1CEIV+QdVyZZs3XJq0PcxEbXibP+TOPS9Fxo+jr9Xt552rRdXR/ysh7z+mDqQ5oyH4r6nfdcJysybsu2D+nlRZ+fdX1I2zbJ3K5DWlQtak/Xh/TyPB9s+6OK3GVt1NnXRe/bPpfnxbRP52GCmGUYY9PuwkzAGMOmTZsoHgoUkywUkywUkywUkywuY0GirSV0btfUuSjQyQ4pq4dXdXFjmhGjM0FILJrY+CuyZ7sd1a4LH4i1ie4Y0B0n8bGbHqt5y03o4zjNO1fprq/zXloczhPgTOzrntvL7NbxQf2cqOpznQzKstjlraPzGTMLPuj0W31eZiN+r8gHl+iMPR0fYvJ8sOFPlXCve/wUvVf1o4mNc3meUGs7Tq0jBCACR3/hrMt79uzB+eefj3e/+91TdpboCzS7eYgQAt/5zncoHgoUkywUkywUkywUkywuY0E/87dI1UW+DftVz1214cK+znJX7RGELm3dpq2zfK3ich+kcXUObMsHl21M04c2x4At8oTEpj60FYciwbkrPsTfx9o4ntPf/YhybrvtNmzcuHHa3SB6BM1uHiKlxOrqKsVDgWKShWKShWKShWKSxWUsKNN2Cti+MEg/2rg4qLJh46KsqC3XPti6eLId81mha8LHtElnneU9L6LqNmR1PZvjrE/jFcjug6b+Fd12r7u/6lA0juqS118Xt62r2Dp3lN2qX+SDSdtt3KJe5ENZKYEmPjTNvq9qo2y5TR/y7hZqA5vfOablQxsw4Tv9IwiCIAiCICbp3zfKGUe9LTJveV17edkiTbJVyjKZVLt5y0ztl93O6sIH9bEpVJ+OUMWSurfoF61bJsTYODbS5yMXgn1ZP21l1Nm+g0H39nFbuBA/TW8fb9pGumxEk7Z0Ph/Snz0mbRbZz7NR15eqO1/y4mXDh3S/m+yPqkz/tn0o61Md0nZtjdu8MWXjexlBEARBEASx9iCVqSVc3oan4rKNMoGYyhf0BxKf9Ukf1y4uyF2XSGjDhyJBx1Y7Lm7RTtuL22lzH9u036YPLvxJ+5D+7LEldKfHqm2RECj+PmD7mHbhQ/q2/xjbPqRj1aYPtmjjh5PWEQEgHN2kJwI3dok1D81uHsI5x+mnn07xUKCYZKGYZKGYZKGYZHEZC4qyJapuyc3LSDK1b9q2aTsm6zf1oez2yvRyuiWcmDVcCIJ5y/LESFttNLGnY6dIYJtlH3TO4WkfbJ/Pm6xbtH56PNkYV7rb2DqHV2Va1ompzv6u0/+ifaDe/p+3blU7Op+heVnnNnwoK11g04d0X9NZvSb9L+pnUVavie2qdun7BkHMDjS7eQhjDBs2bKB4KFBMslBMslBMslBMsriMBX2rbMDS0mYAkzvH5ELWFNNtmtyqaHPdvG2Kbnm10U5Z+3QhtXZoI6NJdxyb2CizU9cnXXs2b6Muu925Djo+NLmFumybskxk221VCax1bFftZ5c+uMqmNn0/b92qWLk+HtLLTfZT0bnHVnZnkf28mNj2Qac/VZTFocqHOrZ13utFaQThA8LRRQnVtCUcEQSUxQ2Ecbjnnntw7rnnwvO8aXdnJqCYZKGYZKGYZKGYZHH5WUOZtj0mnRVTlv2RztLRzZapyvbRyTgxyVpJ20svT6+r4wvRX0yznnQywKuyyorGqE6bZdlhNn8Q0mkz79gq6pdOTAA9oU93n+X1Jy24FZ0TdH008UHn3FO1L4uyMMvWNznfVWUa2vAhtq+bzVs2XupmV5p+jhXRJCO57ueQun6dHxp191/ZtmW2TETHvO8gutvlPZpsW4apD3X6ohM7+m5CEETbCCGm3YWZg2KShWKShWKShWLSHvSNsUfoXvxWXTwXXZzo1K9LL9e5ODLJWqmTXeSyZl0edCE2G5iIFXW308lqM8kQ1B3HuvZM2zQ5ZqrOAXX7VNdPnXOPbsafTns6tk3OV3nv666vs67pe3V9MG3bxpgvsmUzO9d0/TqfhU22092+yRiw3Rfb25mu67Ivuuejw4cP2+hmazARgDmqacuopi1BEARBEEQGyrQl1hwkqhJNMcmk7WJ7LuiyD33I2p9232203wcfpk0ffCAIgiAIgiCItQKJtoQVmt6Gqru+ya2dRZTd3lynT32j8zX3pojObf2m26dvq62zf0wE07oZyVXLi3xo2l7VunXOGUV3GUzr3FHXh7q3tZv2IW+99GPd9qvKBTQpWaC7ng0f0n/p9+rYKutz3nZAs/N7WckFEz/K4mBqS7evpvvcpI08GzZ8mElkAAhHf5IybQk30OzmIZxznH322RQPBYpJFopJFopJFopJFpex6OE3yvZYXj6EjRs3aq3bhy/vZRd9Nm9DVQWGoud122jDh1hY0O13HdI2bbeR9sF2O304HmJs7uey7ZuILmWCad4t0Tq+mNzurlJXhC4TTNP7QPWhzjmjatyb+lDn/KceIzZ9qDtOTc9/cZtq23XIE/jVY6FJyYI88vZ1U9Ljs0lcdPZ3+lxh63yrxq/JeKr6/M2zbdpOVXmCdIxslGIoik96XRffCQiCIHQYDPrz/dsWazkmR48excLCAtKz3q/lmBRBMclCMWkPksYJbUwvkJu0U/W8ie1p+uDCflttuGqnL7iKjSoEtBV/l+20Zdv2jxhlr22S3t+2z3ttnf/Sf7Nos6idvDZt2na9L9J9tulDkdjpAlfHs84POrbIa6fLn6NMiKiurYs/mtCEcANNlhMihMBdd91F8VBY6zHZtm0bnva0p0FKmSxb6zHJg2KShWKSxWUsSB5viS5/Sa9LG9mUfYir6zjNYoxmsU+m+2EWs4VtZe11iT74QBC2cH08tP2jZxftt9VGX9mzZw88z8PevXuxd+/eaXeHIAiiVywsLODiiy/GF7/4RQDAF7/4RRw7dgyLi4tT7hlBEEXMnupAzCyzKFKZ9qmNC6lZi9MsxqgNZm0/tMFa3dcEQYT04dZ78mGGEQEgWPV6dW0DuO2227RLjxEEQRBmMMbwhS98Af/xH/+Bbdu2Tbs7BEFoQOURLKEz6YSLiSnKJiVJT/KhY2stsFb8rEvZhCw2Y9dkMp687dPLiGpcxcuFXdOJl5q2YXr+bNpe0Xum5+6i49bVPimb+MpkQibdz09Xn6F5/bDZpmrHhQ9Vr5u2Wec7han9Mrs27oRo+pmj02bR97GqvhEEQRBEWzDGKLOWIDoEfXO0hE5GRXpymRhbEwylbaUnO6nK/OhlVogBvc2MqcE0hNs6touEW9qPehRN/pN+r6lddVm6Hd22yib9SZM+D+r6UlZPO29SpCaTMaltFG1f59xdtF6Tfuq0W9bXOvu3aB3TzzWTdvNsFn1u12mnTPi05UPR66Y+5B3T6ed5bZvaV+PUpKZtVU32dExsnP/SMYpt9qumbQDmKNOWRZm2BGEbmt08hHOO3bt3UzwUKCZZKCZZKCZZKCZZXMaCotwyVRcSNuwXTXbS5QsFmxRdwFJ8XMNy/hy1RJlMxqjnCVtCVZ69PFHMNmqbNuwXCTq2fCgTWm3ZLxOGbVD1uWNDNMwbN7bHatmjDR/Sn9Eujrey5bYE6DwfbB3LRbZsn9fzROGu+UAQBGGC79O1ThqKSRaKSRaKSRaKSXvQt8cWycviMc3qyMv2Sj8nyqkbwyb7rdswABwMDGADMHjKbaAcnA3Bo+cMHjw2AGMeGDh49AgAjGV/I5JSQEJAyABCjhBIP3wUqxByBUKsQsgTACgDxzauzh1Fx0Zee6bCapvnvCKBMH4v/brOuaNsO9v7pOnnRlnGtI4PTf2x9dlXljFdhU0fdJab2tHB1TFjy4dpHBPpZS6/j3X+O0MLNW0JwjY0u3mIEAL79+/H7t274XnetLszE1BMslBMslBMslBMsrj8rCHRtkXyMjlMv8AXbdv5C4GWyLvtv+xWz6LtddfvBxJAAAkA0ocEAySPhNkhAsbB2QBAKOD6jEcCbvwYnsh5jmgrpIgeR6F4K0LRVshVSLkCKVfr93pGxIlZx7a4ULVdkZhratu1yFa2rakP0z5v22i/yOcu+VC07TR80Fluamea2PJhmvuCvo8RBEEQBEEQs8ZaUJymSlF2bZe+1Hetv4RrIhFXBpBYBSQwazkMbQm2Xcy4zvOhS/3Po2s+lGX5dYW++WCrRu40cekDxYcAqKYtQRAEQRBE25Bo6xgb2bWmuMj+dJ1R2tYFVB8yY9u82OxavFzHpkmW6KzQBx/SdM0HG1l+06ZvPrSddesClz5QfAiCILoPTRqUhWKShWKShWKShWLSHt1SZDqMSc3DJm10lbLacCp0sVWOrSzKro6lWcx8ncU+meIyM60PWW9NfZiFGLj2oQ0fyQc9+0D981FZ/9rMZG3SRpUPMXTOy4Fq2hIdhOothnieh/POO2/a3Zgp1kJMpJQ4evSo9vprISamUEyyUEyyuPys6aYyM4NUfQkvEiHT76v28pbrtqePB87WgfM5cDYPzgfgbACPDaOapOHgiyeTAgAJEd0aLxDIEYT0J2uRiuOQqCcUVmUB5om4uhfaXRUiq8ibMClG5/blTl9AFpCe7CnGhqBgWuqkLN5pkaNM9HB1y3NRP1XySkLkLc+Ld7q9Kh90RKG8ZXXPA6bnWJ120narYlM2nsp+xKryoayPReeKsv1b1rau2Jlnx9ZYT7dRtP+KtqsaR0X7VGec6K6njpOqcZHX56ptTeKqazd+XhTHov3RJHZV58syf/LOv6rdvO3K3i9rK+/1ZFyklj2CIOojJR1nwFi8W1xcBGOOfnzpGH2PiZQSl1xyCfbt22e0TZ9jUgeKSRaKSRaXnzWU02wJ3S/y6Qsb9XXRek3aq4IxD2AcjA3AogmlYsGWsyG81B9nXvQ4TN7nbBCJveF2YAMA9Q7e+OIo7E/2z3R99f2+UOSfzp/u9n0gfZyllze1m46Tbtzy+lL0mN7O9njWFTrS2+Sdn3TOa6q9IiHH9LxnItak+1f3HFvmQ5PY5LWRZ1vXh7QtXV+KfDBpWz2fVPmQRkdsVV+nz11lfatqPy20FZ0Tq8TqIpExfc7Na0vnnJX+LpG3PG3blCK7qthZtF+q+pRep2p53ud51T6osqsj2MbLdY+1PFvp/Rw/SuljefmQts1ZgAkJJoSjPxLWCDe4nNG7SwghcP/991M8FPoek2PHjk0IthdffDEWFhZKt+l7TOpAMclCMcniMhb9UGc6xiyJYlKuQspVCPHotLuSuYAiiLrkZV9VZW7VaaPstY02ito0yS7TtalimsFWpz2b9osyEU1FHV1c2C3KuLS9j/NE+PQ6dakrpulQdvza3r9FWZE2zxkmP1aYkHfs2vRBtVf3R5Qq2vAhxtV5Lu2Dy2ODIAiCIKp46KGHcMopp1BWJEF0EMq0bcDS0ubc5UXZcDpZQLqQuLk2oQs9fYoyweL3AL3jKH0852VNFbVfZi/vdVHmWt6yJj5U2c8TFvKysnV9yGu7yIcif6qyHot8KLNR1q6uD0V9LaKozSY+mHwe6J5DdG3qZCrmbVM2zqvaLhqXuujuR/W9vAzcvO3LxmlR22XnmLzlOhmueTFSj7eyY3ZWfSg7Z5iOqapjL48qH1WKxFnT43XmEIHbP4IgCMIJdBs7QXSXDn9znD5Ft7UVfVl3lXXkwj4xm3T6Yk/BVdZUUTt131fXKboV2dSHsvNC3gV+3vOq9/KoEhpMbOj2TzezUCdr0ua+1GlX5xxbp6+mbeaNr6ZZpnVipbtekeBW5Wtdn+pkLpa1rfa1bP8WidW64zRuJ2/bqphWjU1V/KwzjqvGYRs+FNnPW1fnOKzK3G36WVBE2j59TyOI9iGhKoQxhrm5OYqHAsUkC8UkC8UkC8Uki8tY9EMBWqOoF2auxa90u1UX5Lo22ux3G+hm7Kx11AvZro4Bk4t9HTvN+zMHztbD4+sx8NZhwOYx4OvCOtUYgiOsRw1gYmJBAJAQENHkggIBAozgixUIOcJIHEcgVhGI4xDiaK1JBlU/bfibzrizE7/q85orH8qw8eOfi3iZUNeHvH7nZb7apGifV61XRJEPrn+sSv+g0qS9pjEwaaOoLRsxc+nDtL6PtY4MAFcl2yRl2hJu4JxuLAXCOJxzzjnT7sZMQTHJQjHJQjHJQjHJ4vKzhtSlDtM028pGu3XbrsrGIfpLX/a5rX43t+PB4xsw8BYx5y1iyBcwYPOYYwvwMMBQzoODw8MAXHBw8HzRFgKCCQTw4cNH4I0wkivwvRX4cgUrwRH4YhGj4FEIcQyA2QW2zUwzF+c+nXHpygfXtPVZ4eIHq7IyBDbRydZsarfNbEub+7zN/hb1e9Y/J7rab4JYC7ic0btLSCmxvLyMpaUlyo6LoJhkoZhkoZhkoZhkcflZQ6LtDDDNLNlZt+uirbJMHoAuslxjkjHXZF+XZUrapMqm+2MjQCCWEYgjGPnr4HkL8Pg8PDaPAZ+Hx4bjbFvmJYItZx4AQETZTRICAUYQCCCkj0CE2baBXIEfHIcQJyDkCZiKtYBZFqstpmGvyz40zQLt+h0GbX2GVe0DFRefczbQ9cFVNnob+8pVBr+6HACWlw82bqNNmBRg0s3FGZNhCu+ePXvgeR727t2LvXv3OmmLWFvQ7OYhQggcOHAAJ510EjzPm3Z3ZgKKSRaKSRaKSRaKSRaXnzXdvsrqCdPMkp11uy7acpVRRZhR59bwpvZd7OMqm+2NqwBCHoXwj2KU+74HBgYwjuwclAKQAhISdUTZKkyyWF212Ya9LvvQZhboWkZnH7hux6XtNnxoO1PZhZ14+eHDh6200yduu+02bNy4cdrdIAiCIAiCmAlItJ0Sruqf2cxyybNdlB1HPoxRbbnK7Ow6eZmXgLuLcVfjNLaV7v9s1jQMIAFgSncJuqz52FZGnqtxWmbXRf3c2Ryf06fo8wGws8/TdxnEtJE16qKdNj+rXd4lFOPKh14db8JhTVtBNW0JgiAIgiDSdF/96Siuap65vMjJE6SKsrOatD0LPjS9yFVt9uqCzRI6mZc24+Yii7DsGJ5t8XY6uDrnldlz2Y6L8Wn6Xl37qnBI43NM3vnaxTnDVYkK1Y5Oe00pO2839SFtw9VnqeuMZPrBhCCmD9VbDGGMYXFxkeKhQDHJQjHJQjHJQjHJ4jIWNJ2mBepmPjI2aJQ1GW+fZ8flhYEqSBX1v6rteLv0Y54dkxjlrZvXRpUPUvraPlQtt+1D1y/4ygQLnfV0sZWRXMeOiSBWtr+7vq/zsH2+LDuHND3uit5rUvfVpJ265PU3HSedc1ye3brn/FlHR+A03XfqsvQ+KPrcqepDVbvx2NQ9z+q+V9RWmro+5MWm7Mcw3T7qtF1327SdvO9k6c9/HR9mGiHc/hGEA1zO6N0lOOfYtWsXxUOBYpKFYpKFYpKFYpLFZSw6+q1xtrCRUWp7+zYuoJtm0eQ9Nm0nb92yNmz4YNKHunZN4tVVZjWDqo4dW/u7bvuzjO3zpa3j2/RHmqYCT5336rZhazxVbdu3sZrG9HOqKO6uMv5jTMXXJtvaFB+Lykeksfndx9WxUVV2oe/HCkHMEjQRWYgQAgcPHsSWLVtIaImgmGShmGShmGShmGShicg6QFHmVZOMrDa3K9u27u190/BB16ZNH/LWseFDlQ3ddqv2a9HFpW0fmvRXx4eyW1Hr3LJbp28u9nt6/5ica+qMTVdjVydOdX2oe3zr+NDZjLgG2D53N7EHVGe/2mzTNmkfbHxeuPnM8cDYEJzNg7EBOBuC8wEYOBjjYJicGVhGExZKKSCkDyFHkNKHEKuQcgUSzb6HzNLdBnXG2Kz5YA0hAOHo9j8S1ghHSDmlYv4zhpQSjzzyCDZv3jztrswMFJMsFJMsFJMsFJMsLj9r1t7VqCN0si5NLqqaXOC6yACrm11j0pe64pqu7XSfbPpQdWtsXdI2irKCym6JrZOhWLbchKosJts+pNerel+370XL0uPUhnhbdc4w2V+z5IN6XNv2Id1n2z70jaq4NBVsbf2QoSPW2jx/FYmhde3lbad7zjOx2aR/AANj8/D4enA2D4/PgbMhvFi4ZV4i3GbbFJAQCOQIQo6iRx+BWEEgTkCK47XF2/QPJra/E9j4Pla1fezDrPyAQBAEQRAEQXQPEm1bxPbFYB9Ji2suLtS6TFHmaJuZZraEdR0fuootX1zHpOx4cOGDy/GYZ79PY8omtsVV1WbZc5u4OOfZFUPrtde+wCch5Qn4wYmC9xkADoZsdqWEBCAA2M0syPtMsB0T17FP/1jVF5gQYI4SYhll2hIEQRAEQWSgAhSWqJuNWXSBYGKvWWbtHDy+hOHgFKybOx0L82fhpHW7sbT+fGxafwG2LDwOJy88YeJvy8LjsGn9BVhafz5OWrcbC/NnYd3c6ZgbbMfA2wzG1gE5F3i6/qg0ueDp04VSGh3RVBVjisaKSYzSPzKY7pu8rGHdi2TVB9vY8KFJW023j5fXyRxPCyOujrV0xlzZe6Z9KPoxzJSi7foi/MaxTe//vOdl+6HOOcTEVtX4KLNXNJZNxqcpOvEwveMkb7vpfZ5JAAEk/MwfEMC2YFsmdDb5/KqyFbed936d72OqD3mfxTFLSx27rZAmIiMq8H0f/+2//TecffbZWL9+Pc455xxcf/31E7X+pJS47rrrsHPnTqxfvx5Pf/rT8Y1vfGPCzsrKCn7jN34DW7duxeLiIp7//Ofj/vvvr9Unmt08hDGGpaUliocCxSQLxSQLxSQLxSSLy1j0V9VqmaoL+zqimXvh1kOs20spxrc6YhTaBIeESJ4DSF5LGSi3RfoQwoeQKxBiFZA+6l7I6V7cN7XXdUwy5MqylUx/NHAhOtoQLdOosUkvK1rXxK7aH5NMxTqZfGpGsoldnXV14mNqs8m2dW9pt4FO2+lxZSPjPMbkR70mtvNuz0/7YFI6ocxeOtuw6vxTdnyYjlWTcaWbdWnLhzq35dc5xvPaszFeTf2oYz/PB9uZ9OlY1Dke0usUfR4UxX15+RCWlpZq+0AQs8Y73vEO/Omf/ik+8IEP4LGPfSxuv/12vOIVr8DS0hJ+8zd/EwDwzne+EzfeeCNuvvlmnHfeeXjrW9+Kyy67DP/+7/+Ok046CQBwzTXX4JOf/CQ+/OEP4+STT8ZrX/taPPe5z8Udd9wBz/PKupCBJskJ4Zxjx44d0+7GTEExyUIxyUIxyUIxyeLys6afilZvYWBsCICDsWGqzlz8qP6SHYqwkCKaNCR+HmbOAAGkDBDI8LZIP2jPkzz6dhuhS9q4/bjL5N1e64I2bwN3Yb+tcgJt3+Zsm7I42Wq/7dvw1eW2fciz27SNts9zLkoltD1WXfhgy4au/TbOSellLmLUm89pIdSvmfZtE53nS1/6El7wghfgp3/6pwEAZ511Fv7qr/4Kt99+O4Awy/amm27Ctddeixe/+MUAgA984APYtm0bbrnlFrzyla/E8vIy3v/+9+Mv/uIv8KxnPQsA8KEPfQi7du3CZz/7WTz72c826pPLGb27hBACDz30ELZt20ZCdgTFJAvFJAvFJAvFJIvLz5pORfjzn/88nve852Hnzp1gjOETn/jExPtt327jGrV0wfq5M7A4fw5Omj8bS+v+Ezav+0/YvP4/YdO6c7Bl3W5sWXdu9Lcbm9adg6X5s3DS/C6cNL8Li/M7sW54KobeFnjeSeA1yxe4og1xjSAIgiAIgiAId1xyySX4h3/4B3z7298GAPzrv/4r/umf/gnPec5zAAD79+/HgQMHcPnllyfbzM/P49JLL8W+ffsAAHfccQdGo9HEOjt37sQFF1yQrGOCyxm9u4SUEsvLyxQPBYpJyNGjR5MYUEyyUEyyUEyyuIxFp9Iajx49isc97nF4xStegZ/5mZ/JvN/27TaukXIVgVxFIIARvDC7lg3B2QCIsmwZwj7HGbcyyqqVUgAQENKHlCNA+rVncXYNZdcSLjAtXTCL9M2HrkI+zAZrzYdZ9Ne0NIILH5ranIW4zkIfakGZtkQFv/M7v4Pl5WU85jGPged5CIIAb3vb2/BzP/dzAIADBw4AALZt2zax3bZt2/Dd7343WWdubg6bN2/OrBNvn8fKygpWVlaS14cPHwYABEGAIAhvJ2SMgXMOIcTEBXbRcs45GGOFy2O76nIgm3FVtNzzPEgpJ5bHfSlartv39PIgCCbW6YNP6b6b+hTHJH6/Dz6pfVHXUY+DNNu2bcNFF12Ez3/+8wCQjJdZ9Klsuav9FARB5XHTNZ/Kluv4pB47ffFJp+9VPrmiU2rZFVdcgSuuuCL3vWncbtMuYSkDKU84+75M9A+dC0PX9QmnQd3aqDo1LKts5LVf9wI9r55nVfu26zw2RVd0ttmujX2pkudDURvq+jba1rFTt57yWvNhFjD1IY9pCn5F7Zb1ydXxWBfT7W0fE50VbAlCg4985CP40Ic+hFtuuQWPfexj8bWvfQ3XXHMNdu7ciauuuipZLz1hi5QysyxN1Tpvf/vb8eY3vzmz/Dvf+Q42btwIAFhaWsKOHTvw0EMPYXl5OVln69at2Lp1Kx544AEcPXo0Wb59+3Zs2rQJ9957L1ZXV5Plp59+OjZs2IB77rln4uL97LPPxmAwwF133TXRh927d8P3fezfvz9ZxjnHeeedh6NHj07c9Tk3N4dzzjkHy8vLEyL14uIidu3ahYMHD+KRRx5Jluv6JITAwYMHcfjwYWzZsqUXPjXdT3fffTcOHjyIu+++G5zzXvik7qdjx44lz++++24sLCwkPu3evRtPfepT8eUvfxkAsG/fPvzbv/0bfvRHfxQrKytJTGbNJ6D9sSeEwIkTYTnJvvgENNtPvu8nx865557bC5+a7if1eLMNkx3NaWaM4eMf/zhe+MIXAgg/kM8991z8y7/8C57whCck673gBS/Apk2b8IEPfAD/9//+Xzzzmc/EwYMHJ369fdzjHocXvvCFuR/0eRw+fDiaOIJjlsoMEGuHvMlS2hIqbLRTNOGL+p4NTIUEU9tdR90HeROe2RLp1LZs2U23kXcs2GzLVXxi23n2bMWraIIwm/sjbct2lrjLY1m1A7gbq2UxcXHea3PCMFe4PmdM+3Mz/j65vLyciEqzSNzPH3x0OzYuuKmsdviYwMn/5cDMx4IoZ9euXXjDG96AvXv3Jsve+ta34kMf+hC+9a1vOb1ey8u03bVrFx555BFs2rQJwOxmZ7WRcSaEwKFDh3DyySfD87xe+JTuu6lPvu/j0KFD2Lx5MzjnvfBJ7cvRo0eTyS6Xl5exuLg44VNcl3Tnzp0AwmNmcXERP/jBD7Bp06bE5iz5VLbc1X4SQuCHP/whTj75ZADohU9ly3V8is8nmzdvxmAw6IVPOn0v8+nQoUPYsmWLk+8x3VcdIqZxuw1BTIOiyVKqBBKbF9i2Mp1MJ8ox9aFsXcp0ClH3hQsBo+1JhVyJMEVj1sZxVWTT9vFa9GjTh7y+2/CjjWPZleCctp/XlotjzoUPee24FKBd+VAVI1ftEUTfOXbsWGZSmlgcAsLspe3bt+PWW29NRNvV1VV87nOfwzve8Q4AwJOe9CQMh0PceuutuPLKKwEADz74IO688068853vLGx7fn4e8/PzmeXD4TBTAi/dx7rLi0rrmSxnjBktr9t3z/Nw6qmnVq7fJZ90lxf1fTgcTsSkbP2u+KQuTz/POw5UcSkWrk855RSnfe/a2PM8rzAmVXZm1acmy+OxlD52uu5T0+UuS612aiIyHVzdbrO0tJT87dq1y0pfCaIpatZflViVJ2xV3YKb977uxafJLf2621QJuk36UbVtHzJri1DHTtP9WzRu0u9VxbMo9lX7uYkPuu2oPuiMybKY5K1vIvCkbee1U+ZnVXu6+yttq6rNsj6W+WBqtw5lQp4uuj6ks7fr2i5bV9eHurGtk4Fe1FZR3Gwc02UU/Qhap62qY7DLnyVMCKd/RPd53vOeh7e97W3427/9W9x77734+Mc/jhtvvBEvetGLAITXaddccw1uuOEGfPzjH8edd96Jl7/85VhYWMDP//zPAwhve7366qvx2te+Fv/wD/+Ar371q/jFX/xFXHjhhUl5OxPSGVFrFSEE7rvvPoqHAsUkC8UkC8UkC8Uki8tYdPebY4rt27cDCLNpd+zYkSx/+OGHk+zb7du3Y3V1NUnlVte56KKLCm2/8Y1vxGte85rkdXy7TTswxNo6i0sxMFVrz9PdlQEjw+cSMvVeJ6tiECma1gTUyV6rm3Gku42tjLyiW8vTz03py8V2GTb3b1mWd90saZ0xYsOHsnbSPuiMBZ3jrKw/aru62+hkqptkVZv6kNcPnXOI7nnAZTZkXltqG66y/JvEVmddXR90+mUi+lZRV/SsazdG50cKnRgXxavqDhLKuiX6zLve9S686U1vwqte9So8/PDD2LlzJ175ylfi937v95J1Xv/61+P48eN41atehUOHDuEpT3kK/v7v/z6ZNBoA/uiP/giDwQBXXnkljh8/jmc+85m4+eaba2UydbQSoHWklDh69CjFQ4FikoVikoVikoVikoUmItNgGrfbuIZhAMbmwdgAnM+BsyEY4+BsAAYPnHGwHNFWQkBIAYkAUgoI6UPIEaT0IaQPKVcg5QizJtzWyTgixrRx6zlB1KFKxOgCTYU2W+02sTEt4chVeYQ2fOjDLfJdO9amCcWqAiHgbDZcytbpBSeddBJuuukm3HTTTYXrMMZw3XXX4brrritcZ926dXjXu96Fd73rXfY7SRAEQRAdolMK2ZEjR3D33Xcnr/fv34+vfe1r2LJlC84444zkdpvdu3dj9+7duOGGGwpvtzn55JOxZcsWvO51r6t9u83y8iHtIsO1xEjGwdgAHl8PLxJtPTaIHkMBFwA4Jn91FpFYG8hRJOCO4IsVBCKcKS8UdEfG3aGLGT3KMj5tYNtendtAZw0am92BxhJBEARBEARBEARBVDPbV88pbr/9djzjGc9IXsclC6666ircfPPNrd9u4xopVxHIAEKuIBDzkYA7n8m2TVOYZStWwyxbkCjhklkXpdLk3TraBx+I2YDGEkEQRE9oIdN2z5498DwPe/fuxd69ex01RqwliiaeWWtwzrF9+3aKhwLFJAvFJAvFJAvFJIvLWDBJhSiMOXz4MJaWlrC8vOw207bcIgAe1rlVhduJGraB1RbbEC+6JvCk6aLgaQ8PjA3h8fXjHxjAwdkwKeXB2OSPI1IGE+U8hPQRiJXkRwYhT8D2OCbGuD6m+3AskGhLEGPomLZLne+T0yDu58FbtmDjgpuLksPHBLb8/MGZjwXRHbpyfBGEK44ePYoNGzYACO9YXlxcrLUOQRDVuPzM6f637zVLKMrK+GkLuL5Ym6ULqbr04YK2HgyMDcHZfPjHB/DYPDgLRdtQvPUyNZglExAyAGcCUgYI4AEcECJ8lCLMGK8zyPswnlyzdscrQRB1oPPqGkdId7VnBeWQEG6g2c1DhBC49957cdZZZ1F2XATFJAvFJAvFJAvFJIvLzxq6YidmBhKQuoyElCcQyBMIxPK0O0PCAuEcxgadH2dt+kDxmg364INt4phQbAiin9BNpSFSSqyurlI8FCgmWSgmWSgmWSgmWVzGgmRxC5SJjfF7dCFAEN0n71hv+mND2z9W0I8jzSg6p8fL04+mdl3D2GBmfKjrc9lxqOODzmd2k77U3b7Klu66NuNq+p4tH3SwtW+LBNuiMWTzc2BpaXOt7aaGkG7/CIIgCIIgiAno6t0CZYKs+h7VjyS6QtfHqkv7JNzOFm3/IFbUXrw8/djUbhPyhCidzysXPuS9p2Nf14eivpu225YPedtX2dJdd5rv2fJBh7b2rcn4M2V5+RCWlpZqbUsQBEEQBEH0n/5cuROdZ21P4jU7UFY40Wf6cAu0rg+z7KctH7qwP237MIs+98EHU/rggzFCAII5sk2ZtoQbqN5iCOccp59+OsVDgWKShWKShWKShWKSxWUsSCHrEUUXD126sGjTB9dxSdvvgw9Ev4j3bR/2s0shs6349MEHXWz50MZdATbbsPG5ULZ+0W3+bfhg0s60fShq06UPBEFMB8Yc/dDQMRhj2LBhw7S7MVNQTLJQTLJQTLJQTLK4/Kwhabwlquq4ucwwdXXbrc4yW23ZvuAE8uNSt5ZjHq4E27yalHnjy4UPec+J7tOWIKmzrK5tlz7kHWdq22WvdYiPad1b7etQJTA1bUM9L+msWwfTTE5T8rYpOsfa8sH2uE33Vx1X6rImdW+LfLDlS5UPTfqv2s1r09YdP3k+VPWhEwjh9o8gHBAEwbS7MBMEQYBvf/vbFA8FikkWikkWikkWikkWl7Eg0dYiZV/C1QuBvItA04sdWxekdW2Y+tBEsMkTDm1e8OT5UCboVi3Lo8oHE3+q6unl+VAWN92YVo3h3lyUEhls/CiQJ4Y0EUhsnD9d+FBHHJXSN87ua3IuzPOh7HXZtlU+lAlkOuvWpa4PRefI9Dm2bN0y0vut6fgv+jxJfw6kl8X91/UhL0YufVD7nvZBHWtFbTfxwaaQnueD7TYIgiB0EfTjSAaKSRaKSRaKSRaKSXuQqtKAcNbfyTRo3Qs23fV1bbVV37BullCV0Gjafl1fmma92MoWbCrcNlm/iXCbt04d4ZYuWLtF1Y8CdeyULatry3Tbtn2wmWVp24e621bZMmmrrfNCmQ8m+7fOWEjvt6bjP8+Obr/q+tWGD3X6ZbKuLR9M6fxnn5CAq2s0qmlLEARBEASRgTJte4KO6GY789FVJmWbPhDTo4192Yfx0qYPJm1NK9vfZht1fqwhH6bHrMV+VnHpQ1vxIR8IgiAIgiAIgkTb3lGWxWFavsDGuultdLbV8aEoW5QukrpD3u25tkssNC07ku6bTqZ1lU+m6N5yrkPVMZJXUqPoedMMzzq3Vsf9N/Gh6jZpHYqyGOv6ULVNul8ufLBxrmz7fJvutwsf2siEbHJnh856Ln2oKkuQpg8+lFE2HjufVZuHFG7/CMIBNLt5COccZ599NsVDgWKShWKShWKShWKSxWUsSOFqAGMnwXiWOCkgEQAQkDJ8BOzcEtb0AsS28GBjGx17usuJ2SGvtmD8WqXti16T26bzRLO45mKZTRNcZZ03zc7U3d522ZYiATseR3m1L5u2WbdfVeuW+aJj36RN2+PSpg1dinwoipku0/JBHbdF/WhSfiivTZuose+6Dzp9KLNRtX2TH7oIgiBsMhjQNVIaikkWikkWikkWikl7UKQbsHF+FxjzjLaRkVgrIRDIEaQUCMQqhBxByFVIcRwSbX+xZ2BsCMbmwaPMNM6GYIyDgYOx7K8GMsqICP2J/hBEz/1o+QhjcZpmFiTGlGUuprOgmohTpjbS6+eJBaogWJQBadOHPpAnrNry0VbWqErZOCryIc/HKrtp+zZJ9zOvjSKxu6kPaUHP5Pgr2ibPZvqHwCohsaovefbz+qMTnzKhPC/ruai/pj5U+dbUhyJ/ynwoOoc29cHGtrb7VjZ24/Xy2u0M0mFNW0k1bQk30GQ5IUII3HXXXdi9ezc8z+z6ta9QTLJQTLJQTLJQTLK4/Kwh0bYBQ74e3OBiW0TCZShwCnA5gpAjMMYh5AB+AAgOoDXh1gNn68D5HLzIlwGfDwVbcHiRcAsAHOODUfUDCIVbEQnRofgcPkoICOFHYq4PIf0o03ikZByHFvqCCwGpj5hkkJrGs0is0rkY18lG1BGcy7avorMX8wU0ETlN7dsSucr2Y5UPOiJX2fK8Hw6q7OrY1Gnbpg/pY1Cn/2Xt58W4LG51sj6LhFqT41rXh6IM8ap2qnwosmHLh3Q7eUJ5VTu2fDCh7IcGG5/b6T6mf8Sw4QNBEARBEASx9iB1qQGPHPsGjMsjQESCpcT0s08DCHkUIjgKPziUes8DAwMYR37p43H9sdAXe2UeCMImbV0s08V4PmmRKr28adyqBFUb+6VIYHYxtlxkKdoQx03bK3vtwgdbvunu0zpietXYseGDqY2646Ko39PwwUY7RcK5Ddu9QjjMtBX0HZIgCIIgCCINibaNOAEpTUVbN9jP8AxCCZa+QxtRdx8wNgfO1oPzOXA2hMfnwkxncHA2BADwnFIcaoZzIEcQ0ocQPoRcQSCOQ8oVrMWd2McSA12n7f3hQkidBR/q9mGWjoe17MOs4eoHh67SBx8IgiAIgiCI/kCibQOWlw9h48aN0+5GQh8uNtZiaQHG5sDYfFJLmLMBGLyonrCXiLUslfEslXQXBg4GD2i9HvLapQ9jtQ/nDIIgCKIlKNOW6CA0u3kI5xy7d++meChQTLJQTLJQTLJQTLK4jEX3VQeCaBUWiqNR2Yj4eVpQndgiZyK3MZPvBWIFAVYqtgkJawrHE8HFtYNHmH7ZjelDYiRBEARBEARBjPF9H3Nzc9PuxkxBMclCMclCMclCMWkPEm2JmcJ+mYfmMLYumqhtHl5cviDJivWSyejUydqA7MRzABDIEWRS0iCeuM2HjJ4DInwtwufTmrBtFveDLiTYEgRBEIR95Hg6Aye2CcIFLmf07hJCCOzfv59me1egmGShmGShmGShmGRx+VnTTVWGyKWrIlvMrAqFUp6AH6yAwYPP5gHGwxIGcRmDKCs2nR0r44naIuF1IjMWIsqKFZAywCxmx5L4SRAEQRAEQRAEQRAEMR1mTyHrGCYTHhWtq2NDXcf2JEsMAzA2D87nJuuqsvD2f54SI4UiQgrpQ8gRpPSjjNEVSLlarx8zKNiOkZCIZqJ3WNJtFkjPoq2K6WXjLj1G8+xVzSIfv04/VlHWv7y+6Pig87rr5MVZXQag8P0ym/F2bVDlQ16/Tc+5uu3WtaWzXnocNx2LRfu3Tt9M24zbtWGr7ePR9NxUtH36edM2mvbLhCofTMdW2m7bPtR5v2o9l9/ZpgrVtCUIgiAIgmiVWVbJZp6lpc0AmJHYWLSujg11nfT69S4IGDhbAOdzhbf+h5Nh5WeQBnIU3eY/QiBHCMQqAjEHIVchxDHMYvZoG/Tl4kz1Q8enqvV1lsWv048mbZu8p9ufvNd92c9Avl9Fvlb53XZcyvpb1weddUzGqItx3DTOtuNh2uYs2arTbt32deJep42m/TLB5FzfBR/qvF+1Xl8/KwiC6DY0aVAWikkWikkWikkWikl7kGjbE+plqUoIeRQiOFpmGenJssI0C8qImDbTyjSzSZEPXcpMapJBP21sZZtNExtZrF2gK8e7TrbwLPtQ1Udb46gqTk2zqNvI8nTpQ5ktl7Zd0Zu7NgQcZto6skuseajeYojneTjvvPOm3Y2ZgmKShWKShWKShWKSxeVnDcnjRAUSYcas+udGsO3kBUyKNn2Q0u98zIp86JJfOplWs8qsZc3WwUYWaxfoyvFelS086z5U9dFW/1220VaWZxtxyrPVxYxtlz4QBFGOlJRoAoRxOHLkCMVDgWKShWKShWKShWKSxWUsKNO2Z7i8EGgzM8RVXbu2auUBbn0gynEV+75BY6maadWldH3+m4W6oU1tA90Wv7r6Gee6vT6cu/vgQy6UaUt0EJczencJIQTuv/9+mu1dgWKShWKShWKShWKSxeVnDWXa9ohYqDLBZP30rX0uBB81y0n3gqes1m+e/aJty5abxsmlD0Q1ebeipt8v2q5u/OPtVBs2jxOTMUljyD15x6xpbfIyXAs+rj8v4jZs2kvbNo2Ri8+tJueLOvGpOg/ofsbVJT3uq86zdX1w+ZlYZDuvv3Xbdu0DQRAEQRAEsTYg0bYj5F2g5t0CWXQhXnTBUHbBVbZdWVtV5AkcZRdKVYJIk1tBi3youpXRVJQzEZPVTDjCLlXZeenjzETkUceSejzaEK7yjgeTW5NpLDUjFqeKxoPujzSqHZO266yTd05Vzy11xoTad5MfvEw/f3R/VDH1Iz4ey3wwFe6q6vemX8f2dfZFUekYdZv054WuUKpDXqzzznNpn9S+6vqQ/rGr6Y8WZeOw6PO26ntWXhtF47HMh06fj6XjP4IgCIIgCGKCDn9zXFtUXYSpFwh5t4brXADp1BatY7fIZpmdIkG6KbpCg6ktmxl2TbchxqgX4nWEAFMRrsnxUNWG7vp12iDK0Tln1bWju43pOjrn1DqY+lBnvbIfVerYLrJj24eybYratHU8F/1w2+Tzs0zcrOqPie2itlzZLxNvbbWRbs/W8bcW2LNnDzzPw969e7F3795pd4foAYyxaXdhJmCMYW5ujuKhQDHJQjHJQjHJQjHJ4jIWpAj1jCbiUdpOmfibzu6xfRFiK9OGLo7WJrZENqD4WMhrzwW2fqyoK1wTIW2dk2yfw9Xnee2b+tWmD3ntptu33VY6E9e2D2o76eW6bVXtR9fnIxfjKB0bW7HPGze24pPng9pWUfZul5GCQQo3FyUyKgV32223YePGjU7aINYmnNONpUAYh3POOWfa3ZgpKCZZKCZZKCZZKCZZXH7WkGjbI0wzP3XtucoiTWM7E6VPF0oqbfhFGb5jyi70uzLG2hBzpkE6q9AFrs6rMbayR9Po3q1gO/vc1Rizmalaty1bdnWXm9hp89h2MY5cHwcux0lRW3073xJEV6HZzUOklFheXsbS0hJlx0VQTLJQTLJQTLJQTLK4/Kyhnx6JmUG3viBBomoVJj842Ginatmst9FV+hCHtsZqG5APs0EbPlCcZq+dVhCO/wjCAS5n9O4SQggcOHCA4qFAMclCMclCMclCMcniMhYk2hIzT7oUgylFt6SuZXp1EVmCjVvMXdrXwUUba2X/d4mirGHTOx3K1q9Th7tqvarza2zDxI4utmKj44Nue67R6UNdH0z8K2ujCpdx1N1XReUXXNSqzyslQRAEQRAEQRA60DfHBswPTwNj5rq3lCL8QxA9D2ueSYwg5QhYw1Po6ky4ZstuV7ElIPQpJnkU1Rs0wbRGo+k2JrZtlg+hHy9mk7zxqrOvqsZGni1Tu3XWMTnmdOrk1rmFXsdn3ZIPtn4EamKn7rY6PjSpqWuyfRs1wOuW8XBxjNjYZmaQDHBU03YNf/UlCIIgCIIopN+qjWMe410Ej80ZbydY+M1UQEBCQEDAZ/7E8wAjBHKEACNIiPC5HEHIEQLpjwVfhAKwiioIAwJC+qEYHG03q9+M26hPSawNbNZ81BWeZvlC3IaATbSLzf2jnltdTA5m+l4d+zYnp8prw8bkWmX2AXfniDwfbMZKd1I727hqw6UPdK4liNmD6i2GMMawuLhI8VCgmGShmGShmGShmGRxGQtSyBqwEQsYwEy0lZCAHJfuEpCQkBBSwI9ehcJtgAA+BBMI4MNnPgQXiYgrZBCtGT6qiEiwDWS87gi+WEEgViHkCoRYhZDHYCreNi1TUAUJtkRTdC6OTS+iXdg0xXZmbZ6I5DJTuC1c+dCm8OJyP7Q1sZateJVlDdsifSykBb2m7bV1a3zeHRgu2sqLie19omaGq/shbr8pRec/m7aLMuW7fp6VgkE6yrSVVBaPcITLGb27BOccu3btmnY3Zoo+x0RKiaNHjxpv1+eY1IVikoViksXlZw2pZA04yI7AY0OjbVSBVUTPBRPJ8zjbVkBAsDBjNs7IBTAh1rYNiarErKNzQexKXEgv60qGVdlt+F3LpnPV16rYdMkHV/2OcTlmXPZbbcNVdmyXP0PVc2udMhUm5JUocH1+ausHjewPZbN55xNB9AmaKCdECIGDBw9iy5YtJGRH9DUmUkpccskl2Ldvn/G2fY1JEygmWSgmWVx+1nT3CmIG+NbK/8+4pm28PoOXvGaMgyF+9MCj1+H7Hhg4ePSo2uCRjVmHsTkwNg/O5uDxeXA2AGfDxE+m+AaMhW0pg6QUhJA+hPCTTGEpVyAx+4IYMR3KbnVuIytWt41ZE3ZNBD2X2ZRN2rThg2kmYV0fisakSTZe0VhX+5YnuNWd+KvquMqzbzpO1P6mMy1Ve3XGYF5sy3yoe87I86Ev2Mq0TR8LMemY1amha3rs182A1fGh6FiQ0sfhw4extLRk1OZUEQ5r2pKuRjhCSvpxBAjj8Mgjj2Dz5s3T7srM0NeYHDt2bEKwvfjii7GwsKC1bV9j0gSKSRaKSRaXnzUk2jYgEAcBNPnyyoBEtBwCjIOzaKZteOB8EAm2KYFThiKuiETLPMFTyAAiKo/gi5VQ9JSjqL7tCtrL7gh9Gwu14aPHBrmC9IQP0TIZPzIBhgEYE5AYrdkElTYu/rucERaT50PeLcR1KcpOjd/TtTFt8rLa0s+rtmsLnTZt+KCTSVjXf50sQhPbOn2z1f8yOzazL3UzLdvyoWk7s3Cc28TWvi6LUdP4mR77Ln3o2/4nCIIgusNDDz2EU045hWqPEkSH6b4y02kkgABSBpBYhVrrtj8EEPIoRGBeU4eoT98yu7qKi8mA+rBv++ADMR1cjx0am9OnD/ugDz7kIln458S2G7MEQRBrGZosiiC6DxWgILQoyyokpk86czQW99Q/dT11WZENoj7pW23LJglK74ui/ZJ3K6/6Or2v82xU9bdsWdkYqvKhrE2dmNjwoeh4KOqHqQ9l/pRtV9Zf0/aKbOm+nzeGqp6XtVO2H+ueb8qOA7VNnWMhry9F5TLyXpv60JfPUF2/TeNUp0SBzrFUtp3OsrLzQdHyvuxrgugDJFiFMMawtLRE8VCgmGShmGShmGShmGRxGQtSaXpCum6abUjQm210bx22fasxkY/ObbK6t5Wn6zrW2Xd13q/yQffW5qr2bN0KX7WNyfum5S1M7aS3y9u3usdv3RIdpueMoudpH3Tt2TjfNB0nZT6oz12UTXCVien6s7quEFu3X1VxqlueQ2c/m9hZK0jBIB3VtJX9u9WMmBFokpwQzjl27Ngx7W7MFBSTLBSTLBSTLBSTLC4/a+hTrCeQqEoQ/WatiQNriT7s27754NqfPsTLBXl3jbiE9gNB9B+XM3p3CSEEHnzwQYqHAsUkC8UkC8UkC8Uki8tYkNJHrCnUmqCuaoS2cdHp2oc8bNtX++6inbZvW21rPHUFndvMbcRJvaU6/byNTEYXNYtt209nkMZ2XYxVV+eldHxcn+/64ENXyct4djVui7KrbdrNW97GZ7YTBAccZdpCUFFbwg0uZ/TuElJKLC8v49RTT512V2YGiskkR48eRRAE+OEPf0gxUaBxkoViksXlZ0031YAZYehtA2PmycoSweTriXvCRGa5VKcnS90/lraVsSMFJGT0mr60AOW3edu075I++uDKflu48Kergi2gf7t8U5qWOGjSngu7XY6Ry/OS6/NFG+217UNXKSthkX7uoi3bdvOW0xggCIIgZo1t27YBAJ74xCfiK1/5ypR7QxBETHcVgRngpPmd4MyrtS1HuB0Dn3zOvGgZB4uWc8kR/4vXG9uZFI0FxkKvDx+CCQQYwZcryeNIHMNIHIcfHEcgHoWUq7V86DJ1s2vysmTytk8vq8q6qVpmE9026/pgI4usKgZNY1Tlmw37AGqPgT5ic6zrblfn2C7b1uS8Ubb9rGRa1vGxbqagy8znuvtp1n0AijPWpz12XNHUrzazcPu8HwoRzGGmrRuzBEEQRDELCwu4+OKL8cUvfjFZ9i//8i84duwYNm7cOMWeEQQRQ6LtFFHFVx3BNl4/Fmq5zGb5cnAIFkq3HByQgGQcHhtCyAAsssPAoyzhtVnWuG52jW7WT1rUKLrwK9q2LjoXkbpt1vXBxkV3FU2FFtPXpqjCXJXNtXLRb3Os2xZs82w27W/Z9ro/mpi2aQPd85PpDz+2/dCdmK+sXVOxd1o+1H2vDVFxGj8yltFmFu5aOXcTRNeh2c1DGGPYunUrxUOBYhLG4Atf+AKOHTuGo0ePJtm2azkmaWicZKGYZHEZCxJtG/DoyvdrlUcAMLEdY2NBNl6eiLbKe+H746zcIpKyCjKAhEAgR5BSQEgfQo4gpQ8hfUg5gpSjWv3vOkV1MG3SRlaOq3p8MW1cqOoI2U2okxWoS5lduqCfpG0R0tX+jm27EofKltnCxb5o2wcXx7XL81BVe67suxZV2/Shy5mtffABAKRkkNLNRQmVHSVc4XJG7y7BOcfWrVun3Y2ZgmISwhjD4uLixDI6bsbQOMlCMcni8pgh0bYBo+AhAPTrQlfIuyAvEi/Ksj3zRNKqEgFVF2x1L+SKROe8SVtUn/K2K/NBZxKYJj7otF/0aBKHInt56+v4VeWvzi3ObfyAMA2KYpjnb9X26e1sUDSmitrSOd7jbcqOEVMf6tzen+5Pev0ye2U+FNmt6pNuPPL2QZEPRX2oirGOeKZb+kJnnFT5UNVG3XV097VO/5oKjXV80fmBROdzSacPNsZEmQ9xH/P7T0olQbiGZjcPEULggQcewGmnnUaCXATFpBg6bsbQOMlCMcni8pgh0ZaYKdoWq5pkSZZlZRW9tpGVWSR05S2Pl6XfU18XPS9736QPeehk5eXFt+hRx2aZPZN+mVC2rY4Pro8H3f1lw3bV66rti5bXjZGtsaTzuklfdcZQ0+V579c9Fky20znmTfug+36duOrYsOGDjXWaxMn2eaiOL3U/I+r0wcaYqOpf3jIpfRw+fBhLS0uVtmcGwR3WtCUBm3CDyxm9u4SUEkePHqV4KFBMiqGYjKFxkoViksVlLEgWJ2YGG8Jl1XttoNv+LPswi5jGxMZ+sI2rPtF4yTLLx9c0zxG2fG8jhkU/IlX90NTUvk102rB9vKdj1BQde019mNa+sGWvKEbTPtcQBEEQBEEQ3Ya+TRIzg80L17z38m5ZdQUJt+W0JTi5EkmbZnfatt92hnoXaJo15xIb48D1GGzLjmkbNrNAbWfW123D5vFuS9Cusl3n/ar10+UF2tgXtuzZzK6fZaQApKNMW0mZtgRBEARBEBko05ZYM9jOPiLWLiYlJWy3mSd0rOVxXVZGwXa2YdvYFuCmPVa64INtYdKVjb7iIqvXpO22bNEYIIj2oHqLIZxzbN++neKhQDEphmIyhsZJFopJFpqIjDAkzoLgYMwLH+FFF0M8fIQHzgdg4GCMw2PD6LkHFmn5nHmRtckBKBEWWRYySF5LGUBCIJAjSCkgpB89jgDEr8PnUgYABGgCDqIPtJGtp9psu+7trNNWhts04mw763DaY6ULPjStmWujjbVOG/vAtd1p+eAcydzVtJU0sS/hBsZobAFhHDZt2jTtbswUFJNi6LgZQ+MkC8Uki8tjhkTbBnh8Cxirq6iHwqeU0SMEIAUkIkFTCkhI1BM34/WDSCD1ACYACUjwUIJlgJQcYKEoK6QAZwCDBwmREWpVGHgi3Jb3Ihj7KAVIsCX6RB8ypaScnDG96LkLXNl34UOeHXXmetv2bdousueijTz7ttrIs2d7DPXhmO4Lrs9Fro85tQ3bxwJBEGa4nNG7SwghcO+99+Kss86i7LgIikkxdNyMoXGShWKSxeUxQ1coDXjM/DPgsaH2+kmGKgQEExAQCODDZz4CjODLFQQYYVUcQyBXMBLH4QdHEYjjkPJEg54GUSbsKiBRILd6UZbtEGA8ycCNK2jE4nQsMocCrFDE5pEiOpMg22XSF5lEvynLVC0TS5oKKW2Iw2lRpq5IUxWjvHVMRCedPjQRXouywdWSG3nr1PEhXi/vPJLur4mYVRTfqn65/vGBcI/u8aG7n4s+31yJuH0af1IySEcZsa7sEgTNbh4ipcTq6irFQ4FiUgzFZAyNkywUkywuY0HKTAO2yA0YYM5oGxlJt0JKBAgQyp0+fBZgxFaxghNY9RawKo+BR4JwWFqgiWirw6Sw2zfanISsq+Tdik3xWnuoYkV6HBRl5KrvmdjP265MQNRtJ2/dtMBnkhVqmkWaPm7KxOMi0oJwXuzz9oGOAJvXlokPVf1OP1eFXB0fisiLh876efuvT0Janygaw0U/WpiM+fQ41MHkhwvd41D1Y2lps3ZfCIIgCIIgiLUHKTINOIxj8GB24SdYqIjGWbaCRdm28BGwEUZyBYEMs26lDMDA4fF1gBQQ8gQQlRywC0O6/m2cbZuskcq0TZdzCMseuOibHfokPrq8TbuqLVv0aX/0CV1RL0+YKyItcNat9Wgj266p7Xjduj7otFUkLJdtr7s/0vFpmv1b1o5qo2j8mIyjOv1qsr+7imvfTAXvOgK56bg3PW/l9anqdVk7ee/r9ml5+RCWlpZK7c4Ugod/Tmy7MUsQBEEQBNFlSDlpwLeCfbVq2hbVi1VtMYSTgHE2xJw3BB9sMraXte9pbctz1ksjoonHAKBsErJY4JAYgerZuqPs1uH0OkVZTHUu9tOZTlTDr9vkZVfaLIOQ157JLclVGXXpsaf6oD439Usn81z3mKsqp1DWx6LjzdSHqvimfSjLckxvX7WeybmpSGQuO4dVPeZt00eaZBeXbVs17qp+GDDZ1vS1iQ9lVI0dk7FUtm14DND3IYJwDdVbDOGc4/TTT6d4KPQxJlJKHD16tLGdPsWkKX0cJ02hmGRxGQsSbRuwMvo+wixVUzgYWJTNqtaQHYCzIRjj4GwAxsKsV48NENab5eDRIzAWeTmqRVZbiCiblrMB4pq2IpqYjIFDMgEhhxByBI4BhPAj8XYAyQSkHIEmJLOLaQZSnQyiqraLHqu26zJ9zBa2OTbq2K47bqoy3PLer+OXTmaqbvt1+mh6nFW1U/RenaxD9XhIHxsmr6vWLVuulkMoe8zbJhbM+4LpsWWyrc4YqvO+abtNbJVRdZyZnCfLtpXSx+HDhzuVaSsFgxSOato6sksQLmf07hKMMWzYsGHa3Zgp+hYTKSUuueQS7Nu3r7EtOm7G9G2c2IBiksXlMdM/1aFF5oc7a2Xa6pKIonLkrI06jDNs48nIguh5Oqt2dssldJ0+1Ghs04c6mYmEG1yU82h7v7poj8bmdKH4EwRB9JMgoOsRIIzDPffcg3PPPRee117CzyzTt5gcO3ZsQrC9+OKLsbCwUMsWHTdj+jZObEAxyeLymCHRtgGLw1O1SgnkEQuywLjUgJAjiEgEnSwxEAmiSR3ZUfQYZ6m2XQiMsmOnTfo2Yde3/erYM21Txwd1vSbt6gq2ZW32WdQxndCnzEYVTWNYVI/SpjCve5u+Tdr2oU5bfT4GYmz5WHYsAWZlA0zbK3o+CzbL2gLcnnur7NQ5FnRKn5janmWkZJDSUaatI7sEQYwRgopHp+lrTB566CGccsoplDFrib6OkyZQTNqDRNsGzGE9eI0QSoiJqgqCBePlGJcgmJj0C6G4q75O7Mmsqj/eJp4sbCwUq2IwENagVScVGwvCXS9f4CVlKHJJfLbrY9HFeFtCqi3BR2dZnXVMt7PZbtP1iupwppfZokzgsdFe3m3pJrej11nHBul2VNHfxj7QvbXadtawKx+K9m3VPs+jj2VBVGwJkzqCrUmtWJP28s5NtmymsXXHRNUxZoOqfprs+7xj1fYPmwRBEARRl8XFRRJsCaIn9PvqyzEbsBkehkbb8KgeLZccHGEtWw4OLln0mmEAnjznUQVbBgbOwtfAWPPlqZOxkKEAGUquEkJKhHm8EiP4CCDgswAjrGLEVrHCjmMkV7CKY/DFCkbiOHxxHIE4DiFWIeWKE2GzGSycqI0NwNgwqv87AIMHzgdRfeCwHjCPBNv0hGthZvO4tIOQPgKxAil9CLkCKVdgy2ebQkyeXd3lhBtcxpv2cTXTjAXth/7iKpva5LXt9lzY7YMPbbTZm3OF4OGfE9tuzBIEQRAEQXQZEm0bMC/X1RJt8wRaDxxeJMwmjyyUGj3GwFks3CIUcSOtlqd+QBORzihl+P1XSCCQMvobYiQlRjLACOuwKn2ssAWssBPhIz8CzkKhcxVxZm4A5GTyuochb8K2tEDL4+eMh5O4KZO1lU3UJuI6vBAQMoCQIwR8PQK5gkDMIRBDSHEcEuYXWqaZQb25mCMIgnAEnScJgiCIOtDs5iGcc5x99tkUDwWKSTEUkzE0TrJQTLK4jAWJtlNAMAmBAFwySEiwKL2Ag40FXTmZZQsgN9M2j3GlW4lACgggzLBFgAACq2yEEVtFAH+caSuPYSSOYySOIRCrCMTx8CJ5ahfKEkAQ+iIBiVVAxokY5pm24VY8sjxZOiIRb4UflY3wIeVIqRnslqYir806fUQz2q71SOTjaszTsbS26MOEj2ls1s4tem/W46TrA0Dn3TRSMEjhqKatI7sEQYwZDOjSPw3FhNCBxkkWikl7UKRbRmA8AdmIReIhE8lyHz4EC8XEAH4ySVmAUZIdGshRYkMW1LkFiuvZykSs9JPlSX1X6acmOJulsggxMsyAlT6kPFFyR91ktm6+qfHW2YndZtH3LLq19wj30G21s8E0bqmeZVQRitDH9a3/06CpDzplBWY9Tn3wgSAIfWiynBAhBO666y7s3r2bZnuPoJgUQ8fNGBonWSgmWVweM3QV14AAPspzXvMRsVibEmoDjBDI6A8jCOnDFycQSB+BXEkyQYVchZQjAEKZhMzVIMnzrxtiZjpbty+4Fl9MJlapSx8EpDYysboep7ayFNvK7EvPFG+rzTbGkusZ7dvOTOxqVnsbmZyuj4c+ZaP2wYc2kZJBSkeZto7sEgRBEARBdJluKwJT5p7VLyd1U+tQtG3ecgYOj8/BwxyAxdpt2iKbtSvCzF2IUFCWfq16sMT0ybvg78ptr21CcTBjGhO22SIe965+0GhbcFbbtXVMt+VD3JaLHwTa8KEo5jbPra79qMpG7dLnRFEWepd8IAiCIAiCIPoLibYNGAUPoU6mrR4MjM3D4+vB2Tw8PgfOhvDYAJwNJybbyptoyyVCKbkAIJnMK3wcQcjwUa0TCwiIqFbsOEN4VssvEGmKLtJNL2xV8avLWaR1sy1JCAixnd2mU6PSxE56GxPbOu2ZbmfqQ0yZD3lCdFV76UzjtN2mx0NVJnMbPphi6kNRe67qzLqyV7ZOWxn1turz5u0v3XZMY5Vef2lpc+3+TwXBwz8ntt2YJQiCIAiC6DLdVU1mgOXlQ9i4caPWuuYClYSUKwgEIKMatx6PHiEgJAdjHpjk4CxftBVJ6QTV6uS3YqmxTr5ttRbsZN3c5HmUhcsYh5QAZwPIeDKwqESEWlM2bS+nVWWlWDCW+e9ri8Gx6M6jV2r923Ays/ANnkxkxpT3Eys52dEy8U2JiVo/OHkuMWsCtsl4NR3bbYi1bWb9zaL/s47t/aNTo9LEju42dcU30+3q+NBkPR0xzobwWCbK1o1j1Xu2s6Wb+mCDNo8nV23qUCXiu7LX9NgsGxPLy4ewtLRUaYMgiPrQ7OYhnHPs3r2b4qFAMSmGYjKGxkkWikkWl7Eg9WCmkZDyBAJ5AoEARgAALxRrMUzERQae2mosiE6KgwHaEwajfrJ5cDYAYwPw5HkohvIJIXRSeE5PsCbUMgxKaQaRZO7G5Rl0xdBokjLmRY9D8LiPfADOBvDYMMpuDt/zMASHB48NwcDBE6HXA5fZgzSeUE5AJHWK1VrFvlyBH5xAII5DyOOQctVK5JvS9SxYgDJaCYIgCMI2UjBI4aimrSO7BEGM8X0fc3Nz0+7GTEExIXSgcZKFYtIe3VZmpkx4W1vbXzIDSBlAYnWWEjNzCCLhlUMizAbmUWkHL3kcJhmqeSUehCLSAmHmcFJ2IRJsmeSheBtJ2gAPSzAwADlZxCosEW6H4CwqP8HnMODz8Ng8PDbEgM3DQ9hXD0MM5ABchmLzQA6iFnlGOAcQ9UvAZ34y4dyIrcDHCrg3ABOhzxIBRLCiHVkSI/XpuvjsGhpLBEGsVWbj82Gmv8gRRC9wOaN3lxBCYP/+/TTbuwLFpBg6bsbQOMlCMcni8piZhW+sRC4svDWfccTC4uTt+elb9ceEt+ULTN6OP4pE1HIh0zrSDyVXAQg5AmdD+IxPZNwCAFf8KCu9kJ78TPUzrpc7mWVb0jVIMOknIrBkYf3dQKyC8+MT2bYMPBGZ44zbRHCOsoRV4Xaizi+CJMM2ECP4YgWBXIEfHEcgjkLKFdCFm31m44KcIAiCmCXos6E+UjJI6SjT1pHdMu677z689KUvxcMPP4zBYIA3velNeMlLXtJ6PwiCIAiCIIqgb64NWFp3fua2flOK6tHG5GVw6hCLhgAmslMlgmhCsGiyMOnnTBBmT9iV8AHpI5BxJqlSB9YgS1nmipp5oqyu+CkBBOHaEpAYKZsq9W0Bpcbt+L3w/fJ956o0RZ3Jc6omUjG1N+v0ocRDG7RZRsLmOFNt2fShavIq2z7YPIarJtfSmSDLdl9039Od1MzWZG1NbBX1K93/9LpNJ/fKe7+tifBsrmPLBmA2MSaVzCHyGAwGuOmmm/D4xz8eDz/8MJ74xCfiOc95DhYXF6fdNYIgCIIgCAA9E22vu+46vPnNb55Ytm3bNhw4cAAAIKXEm9/8Zrzvfe/DoUOH8JSnPAXvfve78djHPrZWe0O+HtySMFRXnC1CQgAsLjEwhIzqqkoZQLIhgqS0wBBMjiDlAEL6YBCRgGl7gqzYRpBZMhuovQkmlxR0dFr9r3PhaTqRCl3czgZ92g82fXE12VPVRERttFVnfZ142IxZ3YmZTCZ6cjlZWxNbJv2yObFa3vttTYRncx2XNmyOD6IAyQHhaKKNKXyp2rFjB3bs2AEAOPXUU7FlyxYcPHiQRFuit9CkQVkoJoQONE6yUEzao3eRfuxjH4sHH3ww+fv617+evPfOd74TN954I/7kT/4Et912G7Zv347LLrsMjz76aKt9ZFENVIbwVnv1b8jWYY4tYI4tYB3bgHVsA9azJaxnS1jEZixiM07CyRN/Szgl+YuXbcDJWGCbscg2Y4GP/9Z7mzHvbcQ6bwnz3kbMeYsY8PXw+Hp4fB0YGySTnJlkwhIEYZd0Rl3X6bIPcd/74EOX6YMPBNFl4onIXP2Z8vnPfx7Pe97zsHPnTjDG8IlPfCKzznve8x6cffbZWLduHZ70pCfhC1/4Qq6t22+/HUII7Nq1y7gfxGxD9RZDPM/DeeedR/FQoJgUQzEZQ+MkC8Uki8tY9E60HQwG2L59e/J3yimnAAizbG+66SZce+21ePGLX4wLLrgAH/jAB3Ds2DHccsstrfUvzqjl8MK6qFGtVI8NMWTzGCCc+Goo5zGU85iX6zEv12G9XMj8LcgNWJAbsE4uJH8LcgPWywUsyg1YFBuwIE/CermIdXIR82xDKAhjAUO2HkO+Hh6bDx95OBEXY4PowjgeGr0bIr3CVMSou/54XNinqd0+CGpV2Lz93+S1id2q/VBVnsOkrSavy+wW+VCVaWt77Kn2TI+9PB9c3RpuElsbbencMq/Tj3RsTO3UIb0fdfpSZqPo3OzqXF3WjsnnRNF2Re3YpI+lgNY6R48exeMe9zj8yZ/8Se77H/nIR3DNNdfg2muvxVe/+lU87WlPwxVXXIHvfe97E+v94Ac/wMte9jK8733va6PbRMtIOVv39k0LKSWOHDlC8VCgmBRDMRlD4yQLxSSLy1j0TuW46667sHPnTszPz+MpT3kKbrjhBpxzzjnYv38/Dhw4gMsvvzxZd35+Hpdeein27duHV77ylYU2V1ZWsLKykrw+fPgwAGAkjteqactZKNYyxkPhVvJEwOXMg4cBBENyqxhHVL2VAVxWi6gMPCyPgHB9wTg4gIEcgIODR5NpBXIEjw8RYIShXEDAR0n927CUwnjyL5X0RGBC+spkZyNM5R63NYqtW4KLBBEXt4WX9amOuFTUx2ldmLsQyGzZrIpR3TZ0bgOvGmN12qrzWseuax9s9KVqW1clJPLasrVeExsmt92XxUbHTpPzlElfymxUnfds1JYtalu3L1V2qmJg+1zaxjGRpsqHw4cPY2lpqZW+2EBKwN1EZOFj/B07Zn5+HvPz87nbXHHFFbjiiisKbd544424+uqr8Uu/9EsAgJtuugmf+cxn8N73vhdvf/vbAYTf8V/0ohfhjW98Iy666CILnhCzhssZvbuEEAL3338/zfauQDEpho6bMTROslBMsrg8Znol2j7lKU/BBz/4QZx33nl46KGH8Na3vhUXXXQRvvGNbyR1bbdt2zaxzbZt2/Dd73631O7b3/72TK1cADi8ch8YM/vyGou1jA3A2RA8evSSx+gP8eMAnhwikl2BSMzlkTBbVAuXRbm8EgJzci5ZLiAACQgmJpcxAAyJ2JssL0BAQLBoYrNY5IVAgBECOYIvVyDkCL5YgZA+AnE8nPBMHLc6KRdhh1nJPJqVfjTBhQ8Ul9mgDz4QzenCOLAhck+bLvSxij740Dbp8gS///u/j+uuu87YzurqKu644w684Q1vmFh++eWXY9++fQDCrJiXv/zl+Mmf/Em89KUvrd1ngiAIgiAIV/RKtFV/bb/wwgvx4z/+4zj33HPxgQ98AE996lMBICOySikrhdc3vvGNeM1rXpO8Pnz4MHbt2gUpjxhmHER1YhkHwxCCDcD5HDjzIfncxM5gjIPJWOAV4DLOnjUrV5AWdb3otddAM42FXSFD4VZAIIAfPrIRAuYjkCMEGMHnK6GIK9YjkCsIxDpI6UOI1SgzN4C9yc7WBq7LAEjpd77UQPpC2XQWdxPqzsRuarvN2c9t3kY8rVuSbbc7jdnn2xirtkm34bI0gytf8nwA7I9hF3aL4tIHH6rea9om4PZ8MY1ziHVq1p7VtQ0A9913HzZu3JgsLsqyreKRRx5BEAS5yRpxIscXv/hFfOQjH8GP/diPJfVw/+Iv/gIXXnhhrTYJgiAIgiBs021lpoLFxUVceOGFuOuuu/DCF74QAHDgwIFkplgAePjhhzNf6NIU3Zp14fqfgcfmcrZojohLEtgQV+NHNn4tw1zZ5HWcNauuP5F1K4Nc+wLB+FEKBCLMuBVyFIq6cgQh/bDsgvTDbFs5AiA0BFuGsdA9AIMHMA4e1dwNa/BGZSai9znjiVDNojIUMTwqZRH7IqM+hP3N6atYhZQrkOj4RdYaJb5ATl8ou7yVPb2s6UX6NG7ntd3WtEQK22L3NPxw4YNrUdV1mZI8cc224ObSB7WvLnwo2t6VqOpCmCzb3pWo6vJzIW4rL1bLywetttsHNm7cOCHaNqUsWeOSSy6hW4DXAKZ3RfYVxhjm5uYoHgoUk2IoJmNonGShmGRxGYtei7YrKyv4t3/7NzztaU/D2Wefje3bt+PWW2/FE57wBADhrVOf+9zn8I53vKOW/XOHmzGsKdoKCchIrAyfA76UkDKUSgMpISARyFBCDSKRdVyQQECwaPtUGQOZEmMzmbAYZ8IGMv4LM2KF9CHEWLgMhc1RkRfZRUr9WzkhxqrrVinRkVjLPITi7DwYG8Dj8+BsgAGfh8fmS0tJcITiLQfP1gGOjqc4NjKJbTY+vowzhcNyD4FYhZArSqZw/2r4dj3LFigXFdLvp1+nn6dtlGW/lgkvbWVNVvW5bF113zfJ1tP11TTueW1X+ZC2X+VjVd90/Sl6ne5rmf/pfuYdm6Y+mAqSRf3S2W/pmBdl8TfZD3n7tcqfMh/K2inyoWqcVImcabtF/TEdw3n9KPNB9/iuOgZNfDDNqK06TsrOE2VtFfmWZ6PoB8G8/uUdcypLS5sL35tFpOSQGnMr1LNt97vU1q1b4XleklUbo5OsQfQLzmlSZSCMwznnnDPtbswUFJNi6LgZQ+MkC8Uki8tjpvvqjMLrXvc6PO95z8MZZ5yBhx9+GG9961tx+PBhXHXVVWCM4ZprrsENN9yA3bt3Y/fu3bjhhhuwsLCAn//5n6/V3pADw5qCulAmcxAsfM0ASMYgpIwmH2PgYBCQ4BIQ4AggomUcQspIGPVSwq0HwWS4lhTwmY9wV/sQ8MCgCqsiqT07IUhazzCNA8VTS3MCyDjCDFsPjIUzSatZtXkIGYTvsREgh0lLAQSEsg0Hn4iVKtiqdX5ZLPrGF3McEFG5CiEHEGweIskYDoVfyPxsjTiDWelt9EaewG0ibhN1KROuqrKvyt7XtWsDk4w63XVNxRqb65nEvWx51XpN+6a7jelrnfZMx5CN8WfjeGjSD932m4xNnTHUZP+U9S3PblUc29iXTe029UEnlrbOE6Zjp8wHE7tS+p2biKxLzM3N4UlPehJuvfVWvOhFL0qW33rrrXjBC14wxZ4RbUOzm4dIKbG8vIylpSXKjougmBRDx80YGidZKCZZXB4zvRJt77//fvzcz/0cHnnkEZxyyil46lOfii9/+cs488wzAQCvf/3rcfz4cbzqVa/CoUOH8JSnPAV///d/j5NOOqlWe0MGzHH9QTqxH1koz4lomYSEkAxShmJtnIkbZ+GKKAM3zsQVkbG8oSEgE0HXh0QgwzzbAAFGbIRVtooVNsSqPIYAYRatkD58cRRCHCmwWg+GAcAGSbZsWMogEmDjSdlQPONgLHhKGdfR9RGIVUj5aPJ++J5I1lEF1LFgqoqhUfmEqNxC2I/JvnE2gMeGkXAbZvIOouzeMIN3XHohLruQh5BK+Qi1jIQcl5EozXCWfiToUt1fE2wLpARBEASx5hEsqT3rxLYhR44cwd1335283r9/P772ta9hy5YtOOOMM/Ca17wGL33pS/HkJz8ZP/7jP473ve99+N73vodf/dVftdlzYsahEhghQggcOHAAJ510Es32HkExKYaOmzE0TrJQTLK4PGZ6Jdp++MMfLn2fMYbrrruu1iy0eXgs/NOGTcpuTIbbh/orSzJugbSIG72fKqkQrpdFqCUWpEQADyMpMIIPLkORUkJAsgA+VjACQrFQHC+w2IBIsPX4enh8LhJAw8xZzrwkk5WnhNs8cdMXK5GwuYJAHIeUK436K5P/crrN1sHjixh6i5jzPHA2jyHWhcIthhjIATwMMJCDpPxCetK3dJmKuESFz/1xaQqlBEMQTdoWiFUEYgUSHAIAk37rcq3J7cazBgm2BEEQBNF/br/9djzjGc9IXseTBl911VW4+eab8bM/+7P4wQ9+gOuvvx4PPvggLrjgAnzqU59KkjkIgiAIgiBmnW6qMjOCLwFeQ1BXNxGKGhdn1gLjrNx0Nm56myI4ALBIRpRhNqgnGeYxgC/nsCjXYYQAPjsFI74Kf97HaH4VARthJFdCURGjRDg1RaI8MBICQYltdYIwiWAiE1VIH7n1dC0i5QkEQkBGmb2rfA4DPp9k3XI2gIdQeA6zcfN/YcrNtBV1Mm2nQ1sCqOtZtctqENpuwxVt+NAWffDBNW2NJ5d00QfXE7W5xqSmdV370xg3ffChD0jJEJf2cmHblKc//emVtyO+6lWvwqte9aq63SIIgiAIgpgqJNo24KgPrLJmglqRIFcmzFa1yKO6Ih4AMIa5ZPmksKjWk01XeSgroxzLpUKG2bzxJGpB9OdLgRHCzN4RfKywFaywE1hhx7Eqj2Ekj2MkjmEkjiMQ8aRekzVhJ+vAjmvATtZ+dStmSrmKQK4iEMtO25lFTCZQKttO9/2qi9umk0LlZQ7Xvagu6ouJLVN/iiZbqhOX9PYxRYKw7iRNOj7o9KeOD2rfXfjQdAIonTbyfGliq8w2UP8HGZN2XQmqOhM82ULnPNdEoGtD3Msb6+n3dPtR57xfh7TNouO1zjnQhQ+uhea1xJ49e+B5Hvbu3Yu9e/dOuztED6B6iyGMMSwuLlI8FCgmxVBMxtA4yUIxyeIyFjQtYAN8KRv/BRK5fxLFfzok034xwGMs+Rsyhjke/s17wDqPYWHAwkePYXEQ/q0fMCwO8/9OGobrbBgwnDTk4XOPY9HzsOh5WPAGWGADrMcQ8xhivVyPebkOQxmWFojLCEgpIMQqhDwOIY5AyKPJn5QnlL/V8A8+gCD6o/quLsmbtKXJRDy67+tsZypUxX/pZen3df/aspHnf9l+qBPb2J7uxDq661S1VXf8lG3j0od0/G2M46p2mtoqs91ESJqmCFXnB5K6bZisM0vx1Nm/eeO4iz6k256mD1WfmX1BCub0DwBuu+02fPOb3yTBtsM88MAD+MVf/EWcfPLJWFhYwOMf/3jccccdyftSSlx33XXYuXMn1q9fj6c//en4xje+MWFjZWUFv/Ebv4GtW7dicXERz3/+83H//ffX6o/LGb27BOccu3btongoUEyKoZiMoXGShWKSxWUsKNO2ASMhADa7RboZC4vo8kjg5IxNiLkMDDzKFObJNuP3yxAyLOEQl28IJjJtJUZSILrJHyLKlB1ggCGbD9vxODw2j8BbTMoDSJmNpUxNKKZOOiYnMnADIMrWbTMbl2hO129H7jI62aWzTlnmaJfKYUwj3m360JXxlMZWhnKR3TawlSmetmnDjkl7VRn1dWwCxT50dcwSxDQ5dOgQLr74YjzjGc/A3/3d3+HUU0/FPffcg02bNiXrvPOd78SNN96Im2++Geeddx7e+ta34rLLLsO///u/J5NDX3PNNfjkJz+JD3/4wzj55JPx2te+Fs997nNxxx13GE96QxMqhQghcPDgQWzZsoWElgiKSTF03IyhcZKFYpKFJiKbUU6IAD4Lqldsmbg8QijYhs9Z6r2xSDv5mitp3UW6bSKJRhOeSXXiM0gEkWAbIAhFWybBweFhgKGcB2MePAwR8LCua4Cwrq3AZCxVYTauDStlgED6SZ1bKUVUBzasPzvOxhUIy5yVCbcMYYQYwDgYhgDj0eRoHJwNwaLXjHEwePDYACyqYxvGy4ssZU9WYc3auDbvKJlkTMgRAnECUq5AytWCvk2Pti9SbWat9Ylp3Dat+94sMS0fXGQXtk2bPnRlPKVxld3bZjxc+DCtzwmbvri6M6TPSMkhpZuLs6ratEQ3eMc73oFdu3bhz//8z5NlZ511VvJcSombbroJ1157LV784hcDAD7wgQ9g27ZtuOWWW/DKV74Sy8vLeP/734+/+Iu/wLOe9SwAwIc+9CHs2rULn/3sZ/HsZz/bqE80tkKklHjkkUewefPmaXdlZqCYFEPHzRgaJ1koJllcHjMk2jZgBCXbUxNeKIWq6xTDNLYXyoARkBNCbCAlOFgij7LU4OKatTjiNmTUhpAynEgNQAABAQEfatYrwCWHxwbgksMHh8eGofiK+QnbSUyZMpFXJI7Hk6PFgqhIJvQS4+ciFHXjrFxgnLGrwlgiVSeiLGPx81C05dFzlppwjEXbhFsXTEKGAAwcEiJcHxyMexByAM6GCMQchFydWfGWIGygU8t2rUPiEEEQBNEH/vqv/xrPfvaz8ZKXvASf+9zncNppp+FVr3oVfvmXfxkAsH//fhw4cACXX355ss38/DwuvfRS7Nu3D6985Stxxx13YDQaTayzc+dOXHDBBdi3b1+haLuysoKVlZXk9eHDhwEAQRAgCMLrCMYYOOcQQkxcYBct55yDMVa4PLarLgeyGVdFyz3PC5NflOVxX4qW6/Y9vTwIgol1+uBTuu+mPsUxid/vuk/qevG4N/FJfd7kuOnb8RQEQeVx0zWfypbr+KQeO33xSafvVT65gq6mG/AIPwiPDY2343GWpuTJc4bwOZfhMzaW+ZLX4baTom6eiBsLpfFQGkUlA0IpVUZSqoTPgmSJz/zkefKPTZYmUGGReMllnHHKo37GQiZP/GNRlq0HYF7MT8SgTIRWBd+wPzJ5LuP+MUAwMdH38frF/VcRmDzoVCFeyCC7LJ0RXCDcc3hAPPmbg7rUIhKmVQHblysQ0kcgVsJsXnE8yj7Wh24JnQ36sA9IsCUIgugPau1ZF7aJ7vOd73wH733ve/Ga17wGv/u7v4t//ud/xqtf/WrMz8/jZS97GQ4cOAAA2LZt28R227Ztw3e/+10AwIEDBzA3N5fJ4Nq2bVuyfR5vf/vb8eY3vzm3Txs3bgQALC0tYceOHXjooYewvDyeaHjr1q3YunUrHnjgARw9ejRZvn37dmzatAn33nsvVlfHCRann346NmzYgHvuuWfi4v3ss8/GYDDAXXfdNdGH3bt3w/d97N+/P1nGOcd5552Ho0ePTtTrnZubwznnnIPl5eUJfxcXF7Fr1y4cPHgQjzzySLJc16f4dubDhw9jy5YtvfCp6X66++67cfDgQdx9993gnHfeJ/X13XffjYWFBSOffH987XHPPfdgw4YNU/dpFsaeEAInTpwAgN74BDTbT77vJ8fOueee2wufmu6nY8eOwRVMUu67MYcPH8bS0hK2LuyJbqXXh0WFAuKsTQ8DMHgYyEFSQmAgB2DgGEgvWsYnxNuxNJoVPVXBNhFnozIFAcJyDiO2igA+VtkqfKxgVR6DL1cwEsfgixX44ng0QdgKEJUimCwx4IWZp2wenM1h4K2Hx+Yx5Osx4POYwwKGbB5DOY8h5jCQg8gvDx44BvAq/VB9if2B4lP4PJRq85YDSERedVm2DZHaZlIAjsVfibHADSgZwIqAmxZvxwL2ZDmFWKBn8BJhe7yH8wX9or7H/Qt74mPEVsJHeQIjeRwjcQwjcRwj/1EE4ghQIWAntjUEw6JatDZrDab70nSW9lmmiV/pGDWxl2c7PUN7TFUbsx7zWUEnjk32Q11maSzp2s9bbsO+2kbaB5vnvTxbLuLk0oe8vrqOk037sT3ArQ8h4f1Ky8vLiag0i8Tfe7/9/z0WJ82Z1RPV5dHVAOd9+BszHwuinLm5OTz5yU/Gvn37kmWvfvWrcdttt+FLX/oS9u3bh4svvhjf//73sWPHjmSdX/7lX8Z9992HT3/607jlllvwile8YiJrFgAuu+wynHvuufjTP/3T3LbzMm137dqFRx55JKmpO6vZWW1knAkh8PDDD2P79u3wPK8XPqX7buqT7/t4+OGHceqpp4Jz3nmfjh49mtSFXl5exuLiopFPx44dS86/hw4dSmxNez9Ne+wJIfAf//Ef2L59OwD0wqey5To+xeeTU089FYPBoBc+6fS9zKdDhw5hy5YtTr7H0BV1A84WP4IBm7NqU0yIo5PL0xmeOjbiDFtgLGKqArHAOizgpFD48wTEYCxQhtvni52q8Kja4zISnsWk4BzKtaH8GE6AFmcOT9bQTXsf+8JkLMqyqErtZAmIJJOYyUnRVZkoLk+4VUVbVbhVRVohg7AsQySNqtmtqg0pJ/dPnI2sxgzI1sFNl1lg4ElmblHphbDP4/aDqDREIEZhxq1YiernrkQC/AnoCrZhn/RODen14tdV29etJThLM5zbFiSb2MvbVsde2zO0E/WY1n5wUQPVlQ8uzhlFtvJ8sFlj1WWd77Z80Gm3aRuufCiy48KHWAztClIySOko09aRXaJdduzYgfPPP39i2Y/+6I/iYx/7GAAkoseBAwcmRNuHH344yb7dvn07VldXcejQoYls24cffhgXXXRRYdvz8/OYn5/PLB8Oh5nJy4omzjFdXjQpmslyxpjR8rp99zwPp512WuX6XfJJd3lR34fD4URMytbvgk/xXDXx++o6On1X23J53HRt7Hmeh507d+auV2VnVn1qsjweW+ljp+s+NV1uOkmmCSTaNuDsdYsYsuyXgyqSjFAJSAn4MlwWSMCXEkH050uBEUSYIQuBEfMRwIfPfIywmskCBZBIpECYrTlAnLWrCqteKKJKlsl6jQXV9ARmaYpq3/J4cfTIctbTmcIillfjSc7i6ri+FOAA/MhXgSAp9RDHJoAPHz4EE2OxVRaXNAhtKIKsnKyXG0QTnakTn4UTnUWZt1LklGCI7Eu1RAMltevgMoO3rL2idtcCeb6W7QegXLiI11XXJ6rR2Q/qciC7H3THbdX2ZRncZWOgLKM2r60Y3WMtL7tSpw9575n4UOab6flJZ10du3XOUW1kqZa1VbVuXbsm+8ykn1Xb64zHojZD6HtBmj179sDzPOzduxd79+6ddncIQy6++GL8+7//+8Syb3/72zjzzDMBhLecbt++Hbfeeiue8IQnAABWV1fxuc99Du94xzsAAE960pMwHA5x66234sorrwQAPPjgg7jzzjvxzne+07hP6YyotYoQAg899BC2bdtWKFysNSgmxdBxM4bGSRaKSRaXxwxdTTdgjod/JggJAAxSAoKFr5mUkDIsEMCgippxQXEPAhJcMgSKBpp72360PVMyNOPb7EPBNsx6HYAjLs7AwDBgoUwbCrZRanm8vebkZLYQUoIDyBv2nDEEORU9RPpfFJtYsC2qSZuXPRs+jibEWiFHkNKHkH4k0o6izNow75cwo0rIq5vBG2MivraR3dYHTLLMimKZFv5sC0Tptl0I7y58KBOfTDNIq4Ql3fbKjoeyNlRBtEq8N4ldXqzT4muVD+qyKh/KqJvhqSPA6/iQ1w/TNm1nqeaNqSbnDNMxWjVuTfug60PZcZH3w0V6Xcq0nbQNALfddhuVR+gwv/Vbv4WLLroIN9xwA6688kr88z//M973vvfhfe97H4Dw+uKaa67BDTfcgN27d2P37t244YYbsLCwgJ//+Z8HENYqvPrqq/Ha174WJ598MrZs2YLXve51uPDCC/GsZz3LuE9UCTBESonl5WWceuqp0+7KzEAxKYaOmzE0TrJQTLLQRGQzyhEfGDKznSMqVucsFCaHSY6rF22Tn9Fbak4VeFODKC2IpgeZlBKj8YvSPufZV1+lSz6k180jr55tbCtdu9YDx7ycAzCHMDNXr6atWkIhYGF2bsBHSU1YX64ktX5lICDkaq2JvYj2US+WSXytpiojsqltXTGsaTuAGx9iu658SI9V22JzWWxsHSdVfbdlPy2WV4nJddoo2tcufEjHy/b4cvljlEsfXIzRPNr2gSD6zp49e/Dxj38cb3zjG3H99dfj7LPPxk033YRf+IVfSNZ5/etfj+PHj+NVr3oVDh06hKc85Sn4+7//+6R+JgD80R/9EQaDAa688kocP34cz3zmM3HzzTc7vf2UIAiCIGYREm0bcGg0wsAwC1UtO8AZgxdltHqMgTOMX3NEGbAAY6GYG24z1mK50nT8PBaF40cZPU8e1XIMIhREAykhZJjBOn4to+kx4lIO+UKrOvEZlPUnaulCTiwPlymZrwXCN1eyOcaTco1LN/CkrMP4PTXGvEQbVidqE1LAj8pQjNgIq2wVK2wePlvBCfkopAwQsNXICxcXXh44WwfO58DZPDw+B86G8NgAnA2TycuAcf1bAJBJ6YXJydFk9FhU1kHNFg4fJfqYMVzvVtWscLOWyiQAk9mLQHlmqe6t+01EkbJboV37kO6vjg+6t2OX2Uj32cR2GXlZsGXtNllHx4ei98pI79ey/qmk21GXl2VEVvVLdzyl29bxs0zcTdupOj7qlB8oWlb1A0ZV34tsqv7o9Mt0v6j2q7LAdTPDy8azTr+WljaXrD17SMkgBdW0Jcp57nOfi+c+97mF7zPGcN111+G6664rXGfdunV417vehXe9610OekgQBEEQ3YFE2wYIKTNZpJUkE0yxcRmASKgVMnqbAUwCnEn4kmGAqOwBG4ux6nMgm8ErleV5gq2QqmCLjGAbIBZuJ0XZwlikJj8LfeQQEIm4KqKJxEIXlULpBiFUJy5LBGUEE8t1ptuKtw2ibNu4Ju6IrUYVcVfCbFuxgkCG5RHi+rR2YWBsmAi2nA9yBVvGeHZSMuZBIAADh5RiPCaiGd0YvHAsJaJ2uB4DL5xgrm/ollMo2sa0LINNpiEUV2Uv6mbt2cy0NM2onLYPOlmBVXaq+tRkbFTZ0ImzbjzLYtg0vrr903lft8+mtpqsn45T1XZNfNBZ1+QYquq7jk2dfjXZL7biZXpMptdbXj7UqfIIBNFF8ubXWIswxrB161aKhwLFpBiKyRgaJ1koJllcxoJE25YRUoKzUMDkYBhJCSYlglQtWc5YlFkbiovhBGGhjTjXsmxcxImxArFwKxUBVyYibVqg9ePs06RSbrGiytOZreBRhdzxxGaIlsV1ccsmOOOMTWT0xpm+cd/i7Nh4Yra8CchW2Woy+VggRwiiqdxkSnDNZKeKbHZqUsdWrCo1bJvDMADYAJzNg8XiLB+AswE8NgRnwzB/uEywJUopyp7qEjoZXKZZjrb6otrVzZjUzWg1zb6rQ17WXbodXR+qti2rzanb16K4Vfmgi24fdTNsq/pa1Hbe6zroHhcm2dvqOjaz8HWPC533TX1Q0fWnTrt1fdShzj7RPY5d9VV9vbx8sJHNtpGSQ0o3E45Q/UTCFTRJTgjnHFu3bp12N2YKikkxdNyMoXGShWKSxeUx021Vo6Oowi0QCpmxiIroPURZuECs2o9fA9WTg8Xip8D4i3As0koAfnRbvCqExiLtRGkDNn6etB3LsZJF2bRxyQKBUF7k0WRoLJrYLBag9Sc5E1E8pJQQLM4ElhhJgXiaMp8FGGEVI7aKFXYcq/I4VsUxjMQxjMRxjIKjSh3aACgRoN0QTivHwADGwTAEGAdnAzA2AIOXiLUMHjjjuYKtDdKidR+xLezNCnUzNk3jUSVyp983fV3WhoktG/tZJ2PP1rK8502zHvOW28i+VZ+bZlvq2q96z8X+LXqvbqZnnf2o0x+d5WXv1/Gh7vYm29X1UYc6+8SmDybkjfXDhw83tksQRDkuZ/TuEkIIPPDAAzjttNNIkIugmBRDx80YGidZKCZZXB4zJNo24KTBEEM2rL19VQI118iwZikrcWkCjzEIiUjejN+UQJTNOmA8FI2lAMASIRTR/3FpA6SeJ32LBFsGhgF4ItZ6kVCbPKZq9sYZw6F4W+ynkCzJFlZLOgRRlrAvhwgiETeQAqvwxzVpvVUEno/R3AoC+AhkmG0bxmfSj2S5Uh82XRtWSBGJvuF64XtC2WbSRrJvUoIri7Jl4+XxY2ITHIEcJeuFsSk/CQqlD0X1a6UcQcoR9ApHdBfbwt5aoIvZyHkZggRBEIR7pHBY09aRXYKgLO4QKSWOHj1K8VCgmBRDMRlD4yQLxSSLy1h074p9htg0ZJir8ctC0f5UJb9sjdrJBen3x7Ckjfj7r5AMEhJchoKtYGFmL5MIM0ClxLjogqgoicAzgq0HD0NwDBiHFwm1w+hxwMwnVVP9G0+kxnInUkueS8CPyz7EJR9E9JiaBG0c78mJ0pKyEFF2ccB8CCaiYgwiKsEwSoTd5HlO+YWwvXEJhvh1WgiOBVsh/OQ1YlEYAkgE45T9RKzt5yRiTemiGGmCjVt1+4KLW9V1Jziq06ZpuQvTNvJ8sFWCoK7vuuuaTCxVl7olEerYTy8H3P/IYHMM6S63SVGc2oifzTEGmJe0IQiCIAiCIIg0/VY2HMOZXjZshkRMTdlT6tDygnV0KBKF1a7GebXxBGE8WYpo4jMZZsUmpRXGdWsBRCUQGDx4GERZtSyywDGOjZpNmyfYqvHLm2iNKc85C/s8AOBLBo+Hs6mJeOatqI5uoPgV+yJSQQnFTp5IobFo6yMY1/dlHEKGJR985gMy9D9gI8RNyqg4hGQiydpVGkl8AcaThKkCb5K1Gwu4MpzNOhZqwzq6JMoSk9BF/xgXt6rXub3etA3d90zbyPPBVgkCF+URdNezNebrlkSoY7+JnbrYHENN7dRhFtu2aafr524pGaR0lGnryC5BEMRaIM58JAiif5Bo24DjAeDXUVUj1MnCgPGEYePn8fLxTf1STt7gnxYji8irHRsvGzL9Sa7yZsVL16dliMXXMAOWRQpneiK1sc3J12mX0vGZzMJVat9iHI94EjOgOkYTWbbxRGcszIgNJzbzMWJhqYWRPBGWW5A+fHECQSSwikQoycm4TZUwSFpVsmnj95Fk18YZtLE3hAlxpiGxNnGZzWYzs3da9KWUSBf3QV/GT9d9iGmaOU/YZ8+ePfA8D3v37sXevXun3R2iB1C9xRDOObZv307xUOhLTKSUuOSSS7Bv3z5rNrseE5v0ZZzYhGKShSYim1GOBxI+qyeopScKUycJizNDyyYKC7cNb+VPo5Yv4GAYwAOTDAOwqEwBT9WaZUr2a7bmLFCc+asKz2MxNa4/G4uqEnmToQFjYVU3Xq6IBVsJCcEkAvjwmR9NdLYCX65ghBMYiePwxQp8cRyBWAknOpMrlBFLOIXEhHzS4nwTIUnn1vymPwSUzXSv3lJt+xb+vNu16/pTFu8mt9VX2SnzoU6ZhqJ426LMB511y+wCk/uvzIcmvtXtl+m66eOraXkHHfLGW5PxpC4Dyn3o8vm8jUzb2267DRs3bnTSBrE2yUs4WYswxrBp06Zpd2Om6EtMjh07NiHYXnzxxVhYWGhkk46bMX0ZJzahmGRxecyQaNuAWJA03i71mrGwDEGcqSowLvY6FisHuS3lta9m1bLUMo7xgOKpdcMSBGF2bACAVXwxV2vEqtmvar9jUTp+rvYrLFCQ30ZZXMei9eS6qpitY0vdTq1lKyEgWGhjgEFYFoFxDDCPOb4AyQUCjJJatnGN22w/J/sh5eRkaOlJxNT3ktc5mbvxNuP3xxOOQfqQ6ObF4OzCwsnhWFj8Q50oDkhnSAewKdyrIk8XM4dt1FHVaUO1bePW/7L3mrST3jZPQCxqT8eu7vs2fEi/Lhufpj6Y3OJft0xD3nObY7TIhyLxuY7dMhuqEFkXk3HVpFxG3nhU4+RCsFUfy57r2tJZnt8G/dBLEK5xOaN3lxBC4N5778VZZ51F2XERfYzJQw89hFNOOaWxgETHzZg+jpOmUEyyuDxmuqcCzBArQiBgZjtHFVFjAXXAWCjcMiQZsCx+rmS9pifuKjsVxxN4qc/DzFckk3gJAIEMRdqRDLNh/SgL1k9u0Z8UR9Miq3qIsrjuLWPJenmicVJGoeTDJJ2ZyxlL+uTHJQwgECDAiI2iScL8qJzBCL5cQYARAjmeOCwWRFlcwZd54Gw8lZrHhvAwgCeHGGAADwMM5BwWMMBAeJOZyxj7yBXfJ/eBImoDECybJZ1kUauCcSQax6/j9ce2lOcsKeiAQI4S331xIswODo4iECcgxBG0dXHIMABj82BsEP1xcDYEYzx6P3xUBWohR5io6StXGonP9QVOD5ytA+dzYGwAj8+DswEYPHDGw72eKieiTi4novEWiBVI6UOIVQh5AkjXO16DuBRwp1kvNE0d32z138VkXbqQD+XUEVHrTnTnQuisa7uJD8TsIQUghZtMkoLfqAmiMTS7eYiUEqurqxQPhT7GZHFx0UrGX59i0pQ+jpOmUEyyuIwFibYN8KMsRxNiQTMWIkPBD4lg60WPAwZ4PHzPY/H7WeEWAHhKjBNgSU1c9TGI/wQD42E93ngSr1iwHUkR5ZCORdFYUEx8iEXPVBmG8I/DkzwRMtP+AlFmsRKPPOLIcikBxhBE24/iScIgMErKF6xihR3HqjyOVXEMI3EsKmNwHIE4gXH5glg4Y2BsCMbmwdkcBt56DPl6DPkChmw95tgCuOTwAHgYYCgHGIBjGMm1AxbKtYnYXuCLWtKhsgyGBIJYsJ0ojzEugZHOIE6EQiaivSXC2rvMxyo7Bl+uwGNDrAZH4YMjEEfgSjxkGIDx9eBsDh6fh8fn4LEhOAvF8FDs5OCpLFU1WzmsFRwK7YFYHZefEMdbyR626QNnAwRiFQAHJG/Nhy5gW5Apq89qezZ4V+vbJN121W30eTGycTt90S3wVZSVqCha16YP6TZt/digxj5vzLryIU1TH9K21OWufehTLV2CIAiCIAiC0IFE2wacOj+HIZsz2oanNMpxdmr0frw8ei0xFltHqe2zRRDG2wBZwTZ8lJAS8KPnIymjbFsJXwoEyaRc46zQMgQEOPhEHmj4fyhmhkJlKN5KGb2rCLi85BeJ8QRk43W8WBjGHObkAAJzUQbuEgREOIEYFxBcwGfRLZeRFJomFp9Dixxchn9Mxq9Zso6AxApGoTAtQ6Easri8w9iHVAmGcNqycV+ZSLKEw2X+RIawWoYh9iWxHWV4ShEkgmEgViHkKMrwPA4pV0v7ZwsJH1I8CgHAT3RhBiSZqVwpMaBuGJcUcFNewITYB4kBhJiHzwbgfC7JEo5F27zyCEmZDBFNTCdWrWQM9xHbYkuZyEfCTjYORaKqDcpul28qtpXVa7Up5JWV2rDlQ1npBBttlG3vMiPatQ9NynoQdmijpi1BEARBEAQxhkTbBmydB+bTKqwGqqgavxYSudmxsdAZlzVQl6k2Ju3LHPsyyfb0lUzPQIZy5kSWJ7JZnnkIJsElmxBuwxIKYRmFABhn4spxKQFgsl5uUbatSpLJG2frAkAknqW3162qoorC6cxXH/FjOAHcCD58FuUfK5mtPvOT+rKqMDyuWxsk4msQZZEKGZVviLNJxQkIeQyzUtsunQnWwBKAAONavmjNxSY+SES3/0ogmND6QxE6fMaidcdT6s3K/ptVmk78ZLpNE+Eob7KnLmMjY7SuGNe0NmnZ5G11a6qaippNaybn+RDbyrNtUoZDN7vVRUmSsn1i6kPaZlPoRxuCIGKo3mII5xynn346xUOBYlIMxWQMjZMsFJMsLmPR/avRKTJgwKBE1EwjlKxMIcNyB7E4G2u/8fNAMZuuQ6sKuEC+VKROBAYU35ofwxBnlYqwnAFkOP2SjIUpD2nSdVzHNV7Tmb/j/FCRrDsmyMm2TdfKFVCyc8Egka3pO85SZpllaQRCj2RSLzeq18uifQAgiMTn9ERmsbwdC7ZJLdrUZGSh7K1kwcoRArmi3P5/HIE4DilXMEuCXx9EKjeEInT8jNAjPZ7yJgGqa8vVNja2nSVs3LJeV7RsKpzVEQNt98mlDy6ydsvWt0nTfVIWD1sxN32vbQ4fPoylpaVpd0MbKTmkdHNR4souQbic0btLMMawYcOGaXdjpqCYFEPHzRgaJ1koJllcHjP9uCKdEr5EkkFqim6WrZ8SaHVRJ/4CMK63kLRfT3ZSEw/Tk4Vl6rRGr4MoWzVv0q1w+/y6wGr5AvW1Wkt3/JqltlGFW70SBoCaOTnuV5jlG9a2FZhLFLui8hHxdmot2gA+BA8fffgYsZVwojCcgC9WlBq8KwjEUUtCrgfGvKh2bzgpGGfD6Hl4m7+XCGgeWIHEPZ4wLEhei6SUAZLSAOFEYiIpF4BomWojPdOIq9IIfRDb+pDl2fX+9xGXGYhtZTfmtdOVzMqyfnalZmtZaY2u+AB0Z8wQBNGMIKDJYIEwDvfccw/OPfdceF42GWctQjEpho6bMTROslBMsrg8ZuiKugGx2KpLelV1+6KyCEi9jrNsq8hkobJ4efyEZeroRotzt0v3G5jsUxCJtn6qRm4siAYQWGUjjNgqAvhYZasTtVtFzgRZ8YRPDBycxdVsY1HWC2vQRv/UurThtpOC76TdyWXj0g1jwVfNGh4k/ZjMJE5nA6tIhDszFq4lJHwZJGUoRmwEP55IzVvBiK/ARyTkRhOphaUT4tq06kRqaqsewAZgkRjLWTiB1oDPg7MhBmweHhtigPDRwxBccgwwmKzlWxCviRq6TCSPSXZx/I+NRVw181jdt6qtxOYMTURGEH2kaV1WExEubz2d7YveK1quu6wuLn3QyQCNH5uIin30oWq5+p7LCfdMqOPDLCMkg3BUe9aVXYIgxghhNoH2WoBiQuhA4yQLxaQ9SLRtwGqDcaqKvRL5Qmj43nhFDkS378eTl5WLt1WTnHFWvI66Xpo4SVcVkQPBwpIDEghkWG7Ak2Et2yDOjI0eA/hg4AgwgM+GEyUGwn6nhddigXbyNYMqvIY29DNui0hnApv8hhJnGANhnHwWTNjzMABkmOnqYYg5toCAbUDghROQCemPJxxLlV8IJ/hS4hUJ24yFU7XFU7bFxLV1JePjLGLJAZYVsnXiEIu4oe1x3+L6xh4rFoATGzIAGBBghAGbH9f9ZSP4fC4Ub9kchFyFEMdgFv1uQ1mqawfXmYl5Y8lkfJmWtKhTEqPoPXW5rYmuqigS++rccl8mnFb50MQ/Vz6kmVUfpiHQ5lEnpgRBEARBEAQRQ6pAA5ZHwNCgpi2gP0lW2facxYJqsQipZtaqgixjsVirrhM+V1+rNvJQs4KFDGvMBhIIBIMfZd4GEhgJjkBKjKREIIcYyQAjCKxKHwEC+CxIMjazvmYF2TgLlieSZCg3smiSsliYDX3KZsRO+JD4UjwRmYCAH+XKJhORRZmlyXOMM1An+p/K+o39iZ/HGa/AHJgc+6luM1HmQVHR0yUd1NzXQI4nS/OjidN8RLV0UxOiBTKqyyv9cSmD6JExHpVRiB/DcgqMefDYEEzyJHuXIXwe+uhhKIcZkT0dlyRzV83aZQIBH0V+jMb9juoB+yKcwE3Ilage8AhrScjtGn0o8dAWRSJeWcZgnazJrlKUMZx+z2TSNZ0sSJ3Y5z0vyuzME6Hz/LNFXjzy2tP1Ib1ung+2x15ef0xLZFT1STdOpnarfFhePli57UwhGKRwlBHryi5BEARBEESHoavpBoyEBAxF2zSqMDop0EWPyro6pQtUW2VirSrU5gm4SRtFdVsZC4VbNhZwmQAYD0PCJQOX4XRhPFREI7yoTsQgzLeVPBLrciYjKxBqx6/DbM64um0o2o6LQMex4wUpwyKanI1H3WMS0aRkIlmWlDaIBFuf+RN1aZPb+pM6rnEcY3E2Ejgj4dKTQwwwiNodC5oD6SV+DTB+rvqRW4JB6Wcgg6hu8BA+AoywCsY4RjJ8DNcN4Mfip1yBHxwPSxDIERAJuOreZ2C55Rc4G2LA58PsWQZ4GCKOZpwB7WFQWn4hnORuLNzGZRfiMcGjjOEAIwRsBF964GwIn60gkIPk4leIVUiMokxkAZombPaoErq6hEsfdG77N71NvW9UCZ0mGZamWZBFsc97riP2lb22iW6mtbqsKDtaSr+VsgNVdk1LZFQJvGlBVdcHHSE4LdSrzw8fPqzVzlpiz5498DwPe/fuxd69e6fdHaIH0OzmIZxznH322RQPBYpJMRSTMTROslBMsriMBYm2DdgyxzDXYOeo0pJaHgHIL5GQXidQ6t7GjEsghFup4m0syHrRX/ycQ2ZEXdVObt+VtoN4IjUO+JKFGbdRmYSRiB/jzFuJQPKo5q1EEGe3KgJqHnkZp+lyB0LKUJ2WcR3d0F6QM+maTpatH02hlifYJlmicvpZnrEcCnjgkGGuq+QYYhDFVUxkNPvch+RRZuswW482v43snmFK6QUueUYrDeCHVtM/NiAWkCcnoov7ESAsCRFnBkspkkzbMEPYRyBWQsE2FpoTwbwLgm00QRyGAOPgbAAo2cwAEpEdGGc+qxO8CelHk7fFYvX0x2EROkJXU9oUgPvgQ9fpao3QPmWdx/E2yXY1te2SvExiV8dzn+44kJJBOqo9G9u97bbbsHHjRidtEMRaZzDox7nIJhQTQgcaJ1koJu1BkW7AlnlgnuuLRGmRdizQsmgyr3HJgVgIDWT4RdaXYQ3bQEzWks2bCI0zwEtq1UbZrmxSsB1ywGNSEW9lmLnKpSLchsbTiarpfod9ZlFfEZVHCMXaUKhVn7OwdIJAUkYh3L44jqqMKJX1VOE1jm8s0IoC8S7djoxyPeOM2rjMQDxhWCx2pgXbAKPcGq1togrZHsJ9HkYzR/pW3DaZPE+txxu+josZhPKqYPFUY36mZETARuPSB1Fd3tDGpMCYLJfjScmSSczkCELGj2EJByFHiVgQCrY+Yul9+iiTw8EDY2FGMGfDsNYwG4AxnmRfs3iCvegRmBRsY8bC7Tg2MnoM5CiKS158RpG4G2CagraaGWlLkCm7hT29rI7tMrsuRCXdW/p1cX3bfdtU3bJv4mcbGd99yCovIi9L2DRDNb1dUe3itrApNrdRd5kgCH1ospwQIQTuuusu7N69m2Z7j6CYFEPHzRgaJ1koJllcHjONRNuVlRXMz8/b6kvviSU2iVAUjXcrjzNEo/eYsj6Pyg+wSLz1PFWwjbZRtJhxxiwbZ9IqYm2SZZue4CxCSAbOIjE4zmhNCZ0i6qEq2KoZwjLqk5CTAmGRwBxEZQmKhNu4fwLj0gdSyonyB+lDpKhqhafEObQp4SHOuJUQ4BCQGEQCric9SEgM5XAs4EbCZFKHNaemrVrPlsvJydPGZQMYPHiFpR/Gk8TlZxarjEXq7DrpuHoYi7DVRPu6ZJuJEgeRwD2RMRsJ3LFYq5aRyNiIMpfVidc44wBC0VNKAY4B1Pq7ssQukt5DWT96nWwrkkzdsfhbV+AMxxGTPsLDk4NF4jPHEJIJQCIq/4DkgBdSKUuS0/SEsK0ItkKKxKdYsB1PfxfMlGCrPreVdVZnYitT+3lilG0hJu8W9Ka4uGW9DNeidlHd1DoCWdG+NK2TWqeNPpAWWm3vhxg1m9fFjxBpu03HbdGPSGpGcteF3DYybQmCIAiCIIgxRle1n/nMZ/BXf/VX+MIXvoDvfe97EEJgYWEBT3ziE3H55ZfjFa94BXbu3OmqrzPHqsjWGa0LhxyLNnE5gwLTZbVsx1SLNLEZXwKY+LJc3UCcEQzEpRLYRHZw/Dj+y2bX+kpZhLSwqNahHZdqGFdE5ZynavFO1vAN1690I+l/zDh7d7IsRSLyJpm88bbKxiUhj8VmpPoITPrKJpbr9F4tozGu0yuVfoaynVSE6XFmcbiOmMhMTmcpJxnIUVZtnHkcZ9iGWcijpJxBWC93PNGZkJFoK9I1cxFlo/JxFmo02VlcMzfOSPUwTCY683ImOUtP+jYRH4zr5caZwCO2kkx0Ftb4PYGROA5fHEcQHIOQx1Bf6AzCLaUPKU8U5P+GJRLCsghx1i1HUuwipzwCoAq0kTg746UR+nJLcJtZti6wLU4VtZH33KZ91Ye0QGZL6E6Lj10W2FxQ9UOGrXilRU6XpQvSbdqiaUY4QRAEQRAEQWhdUX/iE5/A7/zO72B5eRnPec5z8Nu//ds47bTTsH79ehw8eBB33nknPvvZz+Itb3kLXv7yl+Mtb3kLTjnlFNd9nzq+KK7BWkVcPzZ+DmQnCwsn1ZITIiSPUkjTel5sQ+RoiGpGbijoMaXEwrhUQzqDNm1PtRm/pwqGSW3bqESCxFiolQhr2qpCbSBlIhBmRFtlIi4wlhE5vSibeMCy2cXxxGtqXNIxy5PjJmInx1uIonWmXD81vw4yi2IdZS5HWdzRnHBJzOOavRNlISJRViU9UVgsek4ItXIEP6o3G9edDcSqUnd2BeNJztSYMcSiJWfz4HwOHp+PMmsBjw0xwDyGbB5DOY+hnMNADuBhgIEMc5TVSdvyJmxLRGo59jmuUzzCKlbYCYz4Ck6wI0kJAyl9iOAE3IqhQZJJLOUJh+0QtkjXp2ySOWeyjan9omxRoFhYc+mDrQzJKjt1Ylq2TV42qUlfi/ZB18mLm8nxULZu3oRddY+zohInRQKwrWOyaNKxvkCZtgRBEARBEO2idRVxww034H/8j/+Bn/7pn86dFe3KK68EADzwwAP4n//zf+KDH/wgXvva19rt6QwSZ5GaEIuIgRyLs0EkmHKMMyQTIVIqGaSRkBhPDlYmGI8zQSeFxzyhNi3Sqlm0RfVP06LupM0xLBJRhWTwmAQDg4xKIXhKqYO85N44szbORGUIyxuowmyeWKtOvAboZ6x6BesV14DVv8BIm8iI4anXVRVRhBz3V8ZCvoxiHcmWkgFcjmMdSIlo+iv4UmAIPpl1K4snIhPJ+2ORF8BE9q1gAoKPq97mlY7Iy7QFwnISavbsQA7GZSUkx0Cq4uxkKQkAuYJtTDxRWzjRHQuPNcngsQGGmEtKFHDuwWNhRu/IW8TIfxRCHIVE0wtvFmUUh8J0XOO2qL5tHrF4nlfHNq5hK8QqpFyZejmEPlJ2C33TW+fTVAmsNmybvmdjm6aiZVUcTOJUFtuqcgkm9uv2r2n7LsnrU9nxUHa8FNmJa4HntV2nv7o2bI7npsIwQRD2oNnNQzjn2L17N8VDgWJSDMVkDI2TLBSTLC5jofUN9Z//+Z+1jJ122ml45zvf2ahDXaKOaJtePyssslLRkU28ky9I5mfbjl+rgqwseE/N3qwim407XhD3LxQY1Rq81YJnOls2XQIhLdCWxa1MuC0qSZBrR/HNtPxCUSaz+jwvy7loiI3jPs6kFcgT0tXM6njyOi8ppxD2Te1v/MNBsYPpUxLPWdckZ0ZNsBGRiD9RgiLxLexbEiO1rENOTWSWTM4W1wT2wMHhg8GTHgbSw5DNQcoFrLJFBMyHP4iyiIdhuYcAo0gcDaKasWMRdTx5WCi4elG2rodhpqTDAIOxII2otrEcC9DjPk7WL06y0RHGQUKGAjmTE5nPcb3leAK4uFxFgFDgDaIyFVKZFG4cu6iIRqEQXE9oUG9p7zpVt2nr1PesyvBU39ddv6rNtYTpZFZV7zfJSK5bc7fpZFZV21dliZaNV9t96TM6vjM2wPLywSn1sB5Ccgjp5qLElV2CIMb4vo+5ublpd2OmoJgQOtA4yUIxaY/GV9NBEODrX/86zjzzTGzevNlGnzqDqWhbJGLF2bYxqgiqvpcrPKaSVIsyOtMCYEY4TIm0ZUKsKZl+a6p5LEecTpc+yJSYyGnTVLBVBeBYpK0qt5B+byJ+LErmlOMM6VjAZRiLq+kSF8kkdMgXbtX1GQv3IY+MhttFk8ohzNIOJ7+LsnBjv8AgkRJhC8TaYnGbTSxLX3bpiNvpEg/AWGCOM7MZ4tjF5Q7GjMXcbKSUirATWcJhXzkGEvAZMCfn4DMOTw4QYACB+UQAlUwkk4CFtqJJ0qJMYQYOHgm3at1dLxJoBzIWbL1EpB0kmcVpwTZLng9h/eJBFCcxMVFeuoyF2n+BHNE2EmzjLF4Rlb0Q0kcgVhCIE5DiuLF461qwbVMAMsn0LMrkLCtPkH5e9JiHybp9piwDVGd9U/s665pmTNfdTnd7E5HadV/6js5xubS0tr43E8Q0cDmjd5cQQmD//v0027sCxaQYOm7G0DjJQjHJ4vKYMb6yu+aaa3DhhRfi6quvRhAEuPTSS7Fv3z4sLCzgb/7mb/D0pz/dQTdnk0ACQc19owpZscyUJzimBbyqW/3TAl8ipKVs5pUCKC4DoPZuss/pbTNZojkZu+N1y4Vg9f1RSZxzEixzCW+PHzMp/uaVXVDKMbBsNm9a2M1vczK7Vn2MJ2uLXyc1gaNawGp2bGwj47valhxLcekJ3iRCwS+u7RrHI87i1BXlJ4T0iefF6wH5mbhxn9X21XINas1dnwWTWaUsFCfDOrvRRGdxjdiUIKmWHOBKCYJQMPWS0gzjZTwsmwCAi4VkeZHNpL1UCFVx2GehWDFi2RIU6f4W2UgvS5eciJdPxEJOisxl7THGARnWEk6WwQN4+CjYAEL6tcRbV7SVubcWMwVnkWnHf9rt26APPhDTQ0oGKUzuozGzTRAEQRAEQUxiLNp+9KMfxS/+4i8CAD75yU9i//79+Na3voUPfvCDuPbaa/HFL37ReidnFV8iylM0g0Wpl7HoF4uOsa4V3ekOYCwWxoKtrnCbx2SpgvJMUR2qsnfzhEqpOKdmVBbalpPZv/GEZrFAGchQiAygPKrZiMprFTXT0QOHB4YB4/AYw5AxeNHfgAEeR/RaFXNVQTyvkmp+LGJhNszSHk/UFkiZ/I2khC/DfMgAIjNhWCZWLBY8FdEurjHL8peFlsU4c1S6nHSrBBb3LUjKEMSZnr5YQSBWIeQKAnEcNifsYhjA807C0DsJc94GzPMNmGMLmJPrMUQ44dlQDuGFRQwmauimBep0Fmy8vwIEE2LzCKsYsRX4cgUjnAj9kysTfgrpA1GpgrHluCqvB7Coqi/jYd1HeGCMJ/VxGTxwxsNJ1ZTsXyASZTHODlbh8CAQTAi34fYCXPJw3Mi5ULTli0n5BCmjCeakHx1jUxpHKXQnRqoqUxBTlSnY9DZ8opo6t/vr2qhar6o0hk67adTxqb42sVWn9EaTcVi2D/L6VGYnvf5azQ4nCIIgCIIgiDKMvyU/8sgj2L59OwDgU5/6FF7ykpfgvPPOw9VXX40//uM/tt7BWWYdB+ZMlc6IvM3KRNSazWS2rVOnNd12LKh6bDLLVTA2FltZeR1d1U7cq8LsXalmnSLKQmWR+BkKnbGAGz6PBVyeEWwFREaAY4pgG2bWstx4q4KzWtKgSEgvqh089jqcVI4nvjPlPY4BAF+yiQnDMn1CaDzJvlRFaykmJgrzWSgeSjmeJCwWcD02yBWEJ9tK10Etzt4UKfGuKLszXi/v1nyJWLwMBUsJD3ZEQQ+cL8Lj6zHg8xiweXgYJqUN0lm1AnJiiZqxXVR6If0jQVk2rSkS4bSFUooktV7Aj0a0ADAEMAIDh5Cj8QRnMsw0FlGWbCzmqn2LSyjEdW+FFKFACwEh/Kimb1j3VspRJNZOd+KzIrEnr+RA3e2b9KOuPSJL0W3mdSaQKhJSywTJuqR/QEjXLK5jq2y5rTFdZsPVcVNUB9bmDx90LNZHSuYsI5YybQnCPTRpUBaKCaEDjZMsFJP2MP7mum3bNnzzm9/Ejh078OlPfxrvec97AADHjh1bc/UsTlsUWMfNRSShfDFVywfEE0aF60xmpxZNYlVG0a38eRN4xYcci7I2deqSZssS2BFuJifFUifRmoxHmLXKJrJXx6LuODM3Xaohzx91srP4NU+tm1e2IjapW9s4ztL12KRQK1IXK0UlH/Kkv3QJBbXMQixsp7OSAykmShHEWcnjdtKi41iQVIVgdRKs+F9SBxZqHdXYzqQHSdYnCx8HbF6JVfMPArXmLDAujxCXRognBWPgYZkEyZPXgklABggABIgnHsseCOPSDtn4xEL5uD8cAzYPJjmGfF04URgfTcRKFmQ9T4qrk6URZPJawBfHU8sm18kikvclxDjTdwYE2XZgYGwIhmGYvcw4EGUzpwljOFuiNWGXvAxr27bXao1XHYqydilWBEHUZa1dnxbheR7OO++8aXdjpqCYFEPHzRgaJ1koJllcHjPGou0rXvEKXHnlldixYwcYY7jssssAAF/5ylfwmMc8xnoHZ5lFT2Adr5dBF4u04+fj7NFQeGTJOv6E+DheJ87yzCMryhaLtXG251iclLVLJxTVdy2bjKrodvOxoM0U0ZZFsZIIJBuLtTLMSo2F3bFwySrF7SaY2E7HcGJiL168Xt76arMiEq+zpSjGYycuwxCXl/ClhJQyfMS43m2avFqzQo7LTgT4/7P35uG2HWWZ+Fu19j7n3HuTexNyw80IIRrUMAiStC0B7QCCKAqoCCoYaeEHTVAQaRqaVgMyPIhCnqZBTGsEB4aHbrVbm5ZRNBJsr6FpxCgyBBlMAiHhDmfYe62q7/dHVa1Vq1atca+1p1Nvnpu99xqq6vvWsM9691vvJzDGBgSSlKDkxDWRK2CKoqkCYkIpRC3yMfOX9Rf0sj1njQI2VcRS5kNrt1WJFsdLKZHNp/ofZ7IiZZkthU1uqzFGuljcGASJCGOYwmCS+T15VTt5RbKriBWI1Tr9L7UvgFTkYkoGy3ZJWADakjPtVXMMjG0i4gfA2SYivoER30wtJSI2VpYTHhsJU7AtU4Qr9bGQUwi5C0mTTjYew8fcHss4poD9gaEJ2mUigE+ePIkjR44sehiNMQ+l7ZVXXokoinDttdfi2muvHaSvgP0Falr8Ys1BRNje3sahQ4fAmlQJ3gcIOSlHuG4yhPOkiJCTIoa8Zlo/ZV133XV44AMfiC996Ut4ylOegs1NpYyLoggvfelLex/gMuN0EiHm3Rh1t0CXTeACxSn1ttoW8Nsc2Chb707llwA4Ma0qVOSaIFYgWf2+s77OPUrEludvO6UtZlba2ipbV2FrPGzNdm5em5LZTW9lXXyFjb+upHS2PBgUzTiCPm+48piQegsGBgGAMaaLlrGCuhZwyOFUzUt6XabuldqmIafITQlfstor9lFe3EyrnlNStmy7ZnCtDNT7vO+xIlyzdbYXcNaO/4eanBLWImrtgmGuj3BG9FaTwkXPWa7HxjO7BCYhaQyCANFG2nZK5pYqbpdLaTs8+Ucg2kMiDLm6eKXtMhKeixlTpO08xjn/ZteQxJyr2Q8SMZb9x4iA5lgHD+h1iGFROH78OA4fPrzoYQSsEYas6L1KkFLiy1/+cqj2biHkpBzhuskQzpMiQk6KGPKa6fRU9qM/+qOFZddcc83Mg1k13HaaYex5sK9CZlOgYE+9Z86ruxyoJ2tV2x5irEDCKpKTQT8GkyIshbVBPrJ8Aza5bNozn13VcFmBMnt/uw046/KetqRJ2Wzqf7mnrb8ImYqGaR1nsQDZmDNtYcAw5pmdAXdftXoZaEe2lqlzq8htWUL7RizLp/0+kRmRSwC4ZIgilaNIq5WVMplSla4am38Q3PMLWp0a21+erR6z+Df7kJ2jlOXHUhobu4hEK4djUgXECBJTNk1VxAKZjYEPpb616Q805cRsE89b10oCQKrOLbRXaoVQ3fcqetrODgLRFITpaoexgmAYgfED4GwDEd8EZyNwNkbERqkXM2eZCt/9wcP4X0tK9Pk5gZRTSNpDV/9r10fVYFYCzi441jehtx8IwrYx+rb3Hdu+j0OTsazy8ZLESn6w76ftgICAgICAgICAPDqRth/60IfwoQ99CF/96lcLjPKNN97Yy8BWAacTwpi1Y9Tzqk2WIwJVQaxM4WlIOM4y9aQhccuKX80Cnwq3bnvArwjO7AnyRG263FIa+0hMW8WZtWsUtXpKv0PYSpR7tdpqT63fgjKF4Ip8JUAylk6I5qz4zyZvOQgRb0aiu/nK/GzzyxnLE7dlRK29j8pVtozgz6cBS7W4htRl4IyssbH0XPPB9f61l9kkv0/JvAgYJbI5L1X0KsIEasxmHYeieUxsmWJYKU/TQmnIFLKLhiFyXULYpxK1YZO6tq1EarmiTxN17MaQFIPzESCVYljZXQBABCDO1LmB9WwNuzDVvoOlpjX/OOM5wtY+PzNvajOzQNlZAAAxCRBXbVo/RLUaTkWRrb6OUVmBvFlIPHdfX1tDFPLynbt99KEU7/nx9lGwzW3PPRb2si5xuMSsabPJ8QkICAgICAgICAjwofVTyCte8Qq88pWvxBVXXJH62ga0hyJIKVUWKLKOIFie0DVes76iYuazC6OKzKl3KSMbJWzysd7T1ke6FRW2WRwSVGlrAGu53VYeLNd+fjvm6T/brrrdfFyuutmQs+ZzxCi/Hv58lSHz4FVkscmJyUeiC6nZFg/ZP7LyVh9PU9jHU71XyuLa/az3PoWxj8h196uCTYPmjycVl+XI7ZL2nDayczFP9iekaFgBiQQSAgICCSST6ausUNjOA1WetkKrXZX6NfOzTdWwK+Rnux+xbwlbAERTCJpCSCBe9GDmgCryri9StawNW2E6az9DFwgra7Nvhaovjr5+RJlXDPPGPDxtAwL6RnhWVWCMYWNjI+TDQshJOUJOMoTzpIiQkyKGzEXrv0zf+ta34m1vexue8YxnDDGetYetYpSaqCVYCr9U3abVkHrbJspFQ5oZctEoQSMGjLjSxIExRFbbEVNT/A05mRYsgyIn7TG4yPvxKhLMVzxMxZoVEDP7lJF084KPWDSErHqfEbK2ota2n6i6NokAaVkUCAmAWJqnhBimEoglMJXAVBAmkrAnJSZSYA8xJoixy3cxwR5iNskpPBk4IozBiWOMDYxohAgjbNAYETjGGGEEhohxbQOh7B8ixrw/DLg5cdGElJ1FYWu4b9LXgI+oNgQ2kNllAH7S3oYkc376ldkCElMkiq5lIvWktVW2i4YpgGWmhSdyAkmJKoAlp5C0g/1Gyu5rleoSIRyHZigj7PqY+t8UQxGGfcVQ1c7QlhJlytgmbZS9d7HKhG1AwKqC86bygfUG5xyXXnrpooexVAg5KUe4bjKE86SIkJMihrxmWj9lTadTPPzhDx9iLCuHDa58ULuiipA1hFrVtvb2Nlz1qOvDahSlNtJp9YyBE0EyKJ9bVDsD5ouGmWUsR6LZPmVmWjVjBE55EtClxWY57VmF+tUHty+fBzCDVsla5HgVR5YpOzO1ra11NK82yT7Wtg0cACeGMY2wKceIcQiJ9i9V5af0NGFiUHXuufbojVKiliMjaUeMaQK/qOC2yf4u+SlTfrf1+TW2ETb5b6/PLDcyP2ObiFXb5XdMfzRIyV1jmwEYajbRZhoJE5Z/bYLEUtmqtmRtwbDcmD3b+rxm6whh12fW9fAUcrdzIaZ5EAhDknnrQhSuA5EzdAzrcKyryO228S1jPvqKYejYyojZWSwYhlYfLwuC0jZgFTFkRe9VAhHhxIkTOHLkSFDHaYSclCNcNxnCeVJEyEkRQ14zrf8yftaznoV3vOMd+MVf/MUhxrNSODJWxG1X5NSbHvsD+71d9AqoJsT8lgnWe2u5KkIGCMo7B6bvGobX5hxN+2F5uipy1zsoEtaW4tXto+G4/bYKmdVDnL7Xtg7Ofn77hjx8ZLYhyc04NyNgI7WOUMSt6/1bhTq1axWZ2vQMdversukoV4Nn8HnxSlI/Egi9AYEQS0XQTiQhlhIxSUwhMEWCCZsiZlPEmCJmEwiWpCRn3QCaELBtCnr5LAxUGHkbA7OeSP+z9nOPtOmfIDPf2J6Lfw05XXcZiaVlxapNm64r9BRQRLgelgPhPA0I2F8YsqL3KkFKiTvuuANnnnlmqPauEXJSjnDdZAjnSREhJ0UMec20foLY29vDDTfcgA9+8IN48IMfjPF4nFv/hje8obfBLTs2uPrXBS6ZZlsTmM/5dXr7GsuCKvhOI1vZIHzbNOSFfONx1a6+bWYlaG1Su2xfty/pXZYRqnmv4XJv3npf3noY+4omnrLLgirS10fW8oqTKCsOlrVD+p9R1koCYk3YTklgFzF22C622Wns4TR25D2YiJOIxSkIue1RnTIoR2GmCx+NdZEYrl4RgfMRuH7vVq43hZJULP4vpa6es4qINYW8Up1xab6GQCAvqjGv/KzacehDqThrf6uGQNouB2wbg8VjtZRMklhu9lTfbQcEBAQEBAQEBOTR+i/WT37yk3jIQx4CAPjUpz6VW7ffpNH32iRs8v4Y9aqCVjaaZNnXEnP+ICZCaiRqoohy65sfzyo7gmVzxMkpjXWIEcghTps/SNWpjO3ia3bLtm2CreR11bht+0k/u36w7vYNQvRtIjwLq9vyn0dunIKM1y+QSEJMpMhaIkykwBQCu5hgm29jj21jmxRZuxvfDSFOgFBG6ijXaG0hDcJUB8bA2BiMbYLTCJxtgvMRCAIRxrlK9SCkxK0PHBEkhNomVVBHkOBgLFLWBrrKvdSKWVdxq4ZXZqkgre1jrbadH4kVlGnVmDU/y5DfoWOYR4zrEEPA8FgOsjYgICAgICAgICCgHq3/cv3zP//zIcaxkjhnI8aBGSSSeT/Y/PT79LMzPd4mUuvo4oIvqD01XEsbzSYRiioHWjEFSBdEVuExzrJCZOaVM9I2FeQUKSsqnm3SXTrHyRw3oVUqxutW6mVEDAmp7YSj5DXkrmnLB7sYnOrfsR/wWDQYVWyprYP1Pj0PHaLVVh+b8dm+s+64i0QyWe0QBBESIsQkEUNighgxS7DLd7DHtrFHp7Er7sFecgJxcteMxCWBaAqiqfZZ3gKXm4j4AUieIGKb6ZaGuJWsXG2bLmfWelZtw9DEfsEcVUkCkmIISiC1r62QE0iaguRup1zY5EUVGeVWuS9b7np2rmOBqibEHtAsN+77OsuBsly2JRJ9/fj6KDvuvv2akp2+dvqyWXD7KCt0VbafOUZNikjZx7RJQS3fORAQsGogGs57NtgnBgyF/SYqKgNjDIcOHQr5sBByUo6QkwzhPCki5KSIIXMRnh5mQMQIUcuCVzbSqfnEUn/XCPoPYv2ZG5WiIb90f2R50JbRPua8MX8Im2nq0ipyZpNoLum46GvQVR6XTcOvskaoUvmyCsJ25CFr89tTpVVFZCmYzTFVOaXUckFIXXAMypqCMUBI/UqmaBsDA8E8I7lqaSBTTNt9mcJuxjfXnCOcCGCKuDW2BJy1s3dwFcAmTpeszRPIlL4vtpUVFEuIIGD+CRAIAokuAqaVpqZlrWrtAwwjrbpVtgmcjcCZUslyFqnPiMA66Majkn0IMk/wVkBCpH0zFkESR6JuEICUkGxTm583L5TmoguZ5O5T93lV0SSutrloU4SpLo99HLsht6nbrmnMPhLU3basyJSvjbI+28bU9FjOo8BW1Rj6UglX/QgxhBrZ90PQrIrqgICA/YMhK3qvEjjnuPjiixc9jKVCyEk5wnWTIZwnRYScFDHkNdPoL9fnPve5ePnLX97owLz73e9GkiT4yZ/8yZkHt+wQxCA6Kg6aqmwLy3L7deo6R3Lmikl1tAco72d2VNkuNOmjriCZTby66lofDE8GqGPCWGnJqxSGsC2OTXnnGnKaAeBc9TGGJneJvOeKOya1zihpKafQNUrfhAD1ewClhLCtyK2CIXbNa2SptO2CeXYRN3tsvvgzIjcbpyF4BQEJjRFLCYEDEFIpb6dIMOFTxJtZ8bGYJkgwgaAYguLUSxZQBKdBmUctA89ejZctOJhWznIy29af0dI6WpLlLQ+kRTjbRcrUuoxsrTqjOIv0cRhjxAFBKhbJNiFpQ/vmTjy+vt3B2IaykGAbiPgmIr6BiI0RsU1EbAzGOCKMczkEkCO47bgVAS8goNXCFGsFcQwhpzOrh/tGIHiWA2WErbtueZD30s4hZ4fSn7zQVhjbOeqbUK1SV/fRvk/FPCQpHNAcpGcGDdX2KuHjH/84xuMxHvSgBwEA/sf/+B/4nd/5HVx++eW47rrrsLGxseARtsO6xWMjFFRSkFLi7rvvxr3uda9AyGmEnJQjXDcZwnlSRMhJEQsvRHbuuefigQ98IB7+8Ifjh37oh3DFFVfgggsuwNbWFu655x7ceuut+Ku/+iu8613vwoUXXogbbrhhsAEvEyR6Jm0pv75I5ub7booyJap9ednkaNvLrooYXXavW1ctaxO2tprWhSFb7YcMe9uqhw/GCJwYpFZqE6liXBEAsoqg2arqDJYa2ulLkfyWkpcyC4NMwav6EsirbpuobcuOc250rgWHB9bZmNsuI24ZBKk4Es4htG2Csk4YQ2ALQkokWo2bqKiRMJESpbWXR1msHfkTm2iVkGoclBG16X9M+dkyxnXBMrWPItGrVbK2X64hbhk4iI0hWAzSpK2kLeV/qxWHBKE9cAnlhc4iMBal5OwoOoAxP4CIbWKDH8QImxizTYxpE2NsYEQjRBhhRBEiUhS3or4NwV2EduZVamydGQGJhAkIlmDKMiI+oQli7CGRE8RyF4nczcjcnknpgNVDG5sCH8qsC9qDgTFlqcKZ+kGDszEiNgJn49yPRMY+xS1aKCgGkUBCk9TyRMg9fZ5PW4/IR6ia+MrsI8o+u+247dmfzbZlx8NdXmUjUhaDO8amlh4+Ajj8GBMwK57znOfgpS99KR70oAfh85//PJ72tKfhyU9+Mt7znvdgZ2cH119//aKH2ArrFo8NCt4bAFQe7rrrLpx99tmLHsrSIOSkHOG6yRDOkyJCTooY8ppp9Ffrr/zKr+Bnf/Zn8du//dt461vfWihAduaZZ+Ixj3kMfuu3fguPfexjBxnoMkKi3le2CQzZF7GMgOMA4BCGeRKs/UlRpzq1x9IFdVYEfcAlQ335b1VAzezjtMfNMk1yElMyVcaUNopDE6B2XCX9+nyIbfWtUcW66+3PVXHZvseGsFUxUEruMwZwbaPAtT2GbWeg2vc2r9u2CFZLZWsIX/PeLbbmvnfH7EKd9+p/xCj1WjZxFcYMZa9g4rfhu3Fmyl/KjU2mql/KFMDOOrV99XmcKm3TY0K5V7uNvCq3vF17u5QA5pldhPlPsFi9arWxQAwJoYlckSqQM9WreuWMa2JJEUxKRTtGBPM6QkRji6gdKYrWq/q29dfF5TZh69DZaiz6v4iN1ZiZBHEzzhGEHEPShiajTa5t1aIESOocd7eKCKhCpBXsmRrdxryPQxNP3bJ9yj636B1Ee0jEBIyNkchNcDYC06QtS68tbW2CKFXeG9JWSvXDipRTTVhOZlKYz2K70caao2rbMtsI3/I624wyu4smSmt3m+ArPDvKZg711fYq4Z/+6Z/Swszvec978N3f/d14xzvegY9+9KN42tOetnIk57rFExAQEBAQsC5o/Jfrve99b7zsZS/Dy172MnzjG9/AP//zP2N3dxdHjx7FN33TN2E/mhDPMk3MVXimfqmMCmrP3Hpn/6bjtFFGBNp/iHehWOsy4XrU1sEdj+39a0g89QCht88tN8vs+OyxWO9hcmw+63gcz1uzzN7GXuZDWe7zea9YV9qy3Uf5uhFTxG3ee9nvL+ttOx1jZntgiqfZKl6lOldtmlezv8/j1oAXcg6MmbFcYNZ1oH2HPcvV/vlgGPMr090CbbYaOR+PWU/esbvkLSs5+30/lPh+3Ki7ffoKutlF3BIikLbSEKQJUe0PnFO3MsqI1bI+CYUbQBVZLVLtYDU5Z4hZQ1DbpHPCMhKWIVJUINtChDE22EEIrgjolOiifF9mXyIBodXFkhJImUDSBFJOIWmvdowBeSiv501wvqWUo3wEzkbKFkMT/Wo7dVaXHQchzTEwKun2x6FKobl45IsaBnRH08JuXdDPORNB+Z+PvQR9+zFJ7MX/3MO4AuYNIkqnQn7wgx/EE57wBADAxRdfjLvuumuRQ+uEdYsnIGC/gIiwvb296GEEBAQMiE5yg7POOgtnnXVWz0NZPdjKwjbgWlHLHELWNzXf9Vo12wP19gJF5aEhriwVpzXFv+n0/qZoQiyXTaMGkFoHAJkdQZnCwxC2wiJrMzKuuI/ZjjOCMGrUdJl+JYvINTyX116C5fZT4/UOs5wwT5e527c/Di6B6ZLSBpHz2T4WBe9kTf6anHIJSGO3wBVRaPJgCFDOYB0PP+EpiVmEeEbMRiwjaiO9bMQotw1nmRexO34XqdIzp9g1xKxFQBMguU3mshyJm43ff1xc8pZ7zpdCsbyGh9hnI5EVfsviEtrT2CZyU59jTea6cElZW2XsKoONSrawnOU/+5B5+Jp98ophQHkIS6bsQoyNBNO+wsSUH66dZtsXmEhipEldSTESNoGkEQQbAZIvjU/uKoBhBMYPIOJbiLhSkI7YJhiLLNI2m/YP5Kf+c634lhQrlTQbQ8gRpNzrRKB3UdS2xaqrMFd9/C6WybeYsQ1wdgARP1CwwTDe3tyjPK+DpGSlSNt5eNpeeeWViKII1157La699tpB+uoDV1xxBV71qlfhMY95DP7iL/4Cv/EbvwEAuO2223Ds2LEFj6491i0eG/tRWOQDYwxHjhwJ+bCw6jkhIjziEY/AzTff3Hvbq5qTIbDq58kQCDkpYshcrM9f9wvAN6YjbPJ2KSwqbDOyVpFQmpiCTdZm730EVRMFq30Kudu75KrPmmGeyJFvqXWEn1QarN8B0Ebh7COamxQ8c7etUvS6621wazujWuWg1AM34sq6ILJUtPliYrbCluVIbLvMm693nwrajMPEYQhhAYDVPEDaylpbge2qbG2lcLaOcqRtnT2CLVGtInBVbH649/u8YriospW2wjYlbLXPr62ydcjWrM38meVTwqrlRUsGu9ia2a6uNJ9Ro5nCbr6Cb5w4ODZyyjW7EJzZNhtzNkaBRL2yGAIJYtpTHrlyB7HcRSy2IeQ2iPYqx7nfQUhA8hSkPIU4tyayimsVLRLy9gj9FtqqQpl/aZc2VhWrPn4XQ6pumyEC5wcx4ocwjg5hxDcx5gcwxhZGbBMRlG1M5urNC/emOgiKcReODzT+1cTx48dx+PDhRQ+jFm984xvx9Kc/HX/8x3+Ml7/85fjmb/5mAMB/+2//DQ9/+MMXPLr2WLd4bIQiOQqcc5x//vmLHsZSYdVzsrOzkyNsr7rqKhw8eLCXtsN1k2HVz5MhEHJSxJDXzHr9hT9n3HZaTeVuA8PAK7UgS9WCEc/Ug0ZlmPtsqSXNOgMfGZSRvIrw5Po10ssjrl+1HUPkKHtNO00tDZqSjK38Zp1x2J/VWCklvdV7vV4rMg1c5WlpDB4KsaB8rRh/XWx5q4bMbsC3vqlFgk89bfvaCslTtbHXVsKym6iCyWcE0t7LZgVZ49ZkX2FqfT3cfLiF+Aq2BjJveVDWj7vOqONtojazfMgIWlX4TBGiwlGrqjFVR8U7KKSr4HruukW9csXYICFYkloOJJrENMSqz14AcBSrqpWcHYGU2iuXYhBJSEr0a6xGo7fNe8wqsFSZOULEVcGmEdvEiFvkhy50ZnxzTaEzU+DM0CJMteQOPpcPCUKMBAkTiNlU/RtNMKVdTEanMRGnMUm+ASFPoa7Y0zqoF/uNQaizseK6WwSWSZUZ0A+aeNUOBc4OYTw6gs3oTGxEZ2ADB7HBDmKTtrBBG4hIF2IEx0j/kNHlvp90KDa3SMxDabsq+PZv/3b83d/9XWH561//eoxGq/edsW7x2BiyovcqQUqJO++8E8eOHQuEnMY65eTOO+/Eueee25vaL1w3GdbpPOkLISdFDHnNrPa38AqC9JR7pRbU0/2ZEpSa4lAG9mdpCF5NJtn3Y/ehWUKTRozACWl9LNLTvY16NbVnsPb1EbZ1NgekrQvS/u1iasiTjsyyPOiCKsI2G69NcjenFCIUxyadL75KAtgoFEvis9vnhuxk2fZqfdaWISXLJlwS5Y8lEUsVssys5zKLiRgkI3DzqhWwHEpd6cZeeftl9tt8TlzbhSq48fq8cBnU+WzIW870OU5ZjmxSttBHxTrbwoFBWZaogm0M6mph4IwpNStjyIqbOedJSXyuFUHxWq0/P+02CNU6Vk5KAUngGNEoU6CSBJRxgFrG8qRqNp68WtYQuGB+Mle1nRU5s/e10aTQ2Zg2UrKWg6eEiEvWprMU7B85oM9ndRQBCOWMSwCwoa8ziRHTBdq4gIwU2SyErLRMWHXCFggxBKweXDXt/NS11TA/C9nfy+pzBKnvQwH7A5deeimOHz+Oc845J7d8b28P3/Ed34HPf/7zCxpZN6xbPDaGrOi9SiAinDhxAve+970XPZSlwTrl5NChQ71Ozz59+jQ45zh48OC+nwK/TudJXwg5KWLI75rwFDQDLjgIbHb4YYF7CC+juAXyxGnqqeohWN220mUlFgu2mtansLV9dPPjKJ6AOVWqQ/iZ/WyyMNuvOXFr+/5KQ0gyxUIrOk2RnAIsJXDt8dqEbZViuGkl5FlVIGX+tLZXr/2dGDl5L9wH0mnsaoIyQeU3MsQsNHmLLOeSGEj3Z4haCUUMV91ncrn0LC+z62iSsYxULaqBE8o+CzKWBkxbGLDMq9UoZhnzkrPuYArkKeU3cq+2Ou9qn6I3Ny4YZS/lPhMo8/2ljO7M3fRbnHaNft+riMW9naUzA+xt9LIqtX8V8lYZmpTWRDwYUh9eRbQW1c0+T159N9BjZTA/dXAwbbXAMcIICbawiQNIogRJdDS1TkhogkROIGiii5fFIEqKBLSZ8q+LbC1WZxqBsy1wvgHONnM+m4Yg56z4k48h2SXFEBTnCrYJuQuiCZZHPxuwX+HaXMxie9EFkrYxiXcQi1MY8UMYRVsY84MY8wOI2BhjtpX+4DTCKLVHaAtBcf1GSwSp/44Yqu1Vwhe+8AUIUfzxczKZ4Mtf/vICRjQb1i2egICA2XDBBRcAUJYLN910074nbgMCFonWpO2jHvUo/OEf/mGhENnJkyfxpCc9CR/+8If7GtvS48yxxBZvLoMuIzZ8vp1quVlGzvb1fRStBDKi1lfgLL8sU6wCRcJTEssRiqZQFWARiJoUtMebEq9op7hNM0yZys4mbwFFfgti4KCUxDVD5CwjxpYVjWwonHQVFLpMU9mpkhYedS3Som62Khcop2lcwtb+AcFWY/t+dGgSm8/awdg6JHoqpiCGhCglbiPKvGcFGW2lykXdY3NdIbCys7Ls+nXVwUC+uFneL5ellgwJufYMVlueP4zKfrAxilNf0TOgPt58H/m28j8cZWNw3zdpG8jsKYAuFhWKpOeMoaygmjmnDXGb3suIYYQIEUYYYwOCEiRsC4QzkbAEgseQkbZ+0GpiNcbs/m6WSUrSQmeCkpToFXIXknZr7RZmAWeHEEUHMY4OpQSS8dcc02ZKHtk+mzZIK62NP7GAstFIMCnx/q23jwhYHqyDlQeQqWpdgtZ8riJv+yV2CVKewlSeQiw2MBmiEFkojLhy+J//83+m79/3vvfhyJEj6WchBD70oQ/hfve73yKG1gnrFk9AQEB3HDx4EA9/+MNzPrkf/ehHsbOzg0OHDi1wZAEB+xut/7r/yEc+gum0+BC3t7eHm266qZdBrQoI7fRI2TTsDGqqN0vVsUBGtJr3LhFrlrvwkbsuweYjbHMxEYM049CkiOigfmCMUvLWLSbW1u3Dp+zM1vkJb6C5H29Ze03Qxn7BxazKXW4R5cZmgRNBMjNNPmUAvcRt15Eb0rfwHupYGYW0+WyrZ3w2GmZfW2FLZoyU2SIoL708+Zmpbw3xV660TQlFyh9n6a737WM++xq21dFMjSVilCNx3bFl61juPax9fLBX+dS9pi87rryytfqok9awp/tYP37kxL81RK27yDtuS3Fs+pbOMnXfymxCMouK7D5lwxC5BKTE7hg88wAmQgIBiQ313ngAU1IotAZkdhG5PrgpsAW9b0b0Cii/33SZVrOWeQAX8qaLe3E2BueagOWbKTHE2UjZSiCzmOCkSFq7EFKZ4o+ZNQRIJtPtIzaCxBjEJAQbY8SN/YWEkBiYuI20MngMxkZgmghTuUD66oIoyyFBaJJPl9tLc6yLou0T5fA6ELYGdbFUre87D4xtgLMDStXOR4qgZcryxadmX2cET1vgSU96EgA1E+Waa67JrRuPx7jkkkvw67/+6wsYWTesWzw+BIWgAmMMR48eDfmwEHKSB2MMf/mXf4kvf/nL2NzcDIWmNMJ5UkTISRFD5qLxX7af/OQn0/e33nor7rjjjvSzEAJ/9md/hgsvvLDf0S05YtG+UrBrfUBaK2or20zhMJtgHXnIV4N6ZWG9UtdWxho7A2FUdw3bVk6aFvnssVdoallQhVmKgflQyI/zua6oWVPits8HknzRMr0sJTm1DQKpm4cgltolgIqKW1iFy8rGzRxi1iVuoT8L6HyYwmJOW74fADJLAKatDzI7BGORIPRyQUAss/dCKjWusFStZd615tUmApmOh2uKylWN+tTu7vVgP7LnyczsmrXHANgWHs44i0O38mM+ZypeIV3rCJvQBhKJNDemeJuxZfBB5Y6c/ux12b5F0jjfpn1O+eLiVvA+qwUGlvoj8xb+Cy4JbMZo7CeM/UJqraHJ3XS5ib+C6GMFWtqoe+3POjBHEd0Edt9Z/im1zcjo5WysKdFs/zBScWVzTWZzcIDGAAM4IjDOIbCJiG1C8ANI5JlI5C6knELSRBOixSm0fjBVhI5tgjOtTuQbKRE9Yps5f2MGnhLRhnh2CWibUBcsTonzBBP1qtXCidhT6me5XelZvHxQRa3ARrAL+DHGwRCpV8b1ck1slyg8zY8LGbktU7KbtDe1+QHBJruVDUh6ZcNPequ7pz1WbpHuPFWhZmrU3DE2Fh6oj8EuoCgQ534cEaSOu5BTSIrT81RZmHQ57vqcdX5E4HykfjTRMagYo9xxCNgfMIVG7ne/++H48eM4evTogkc0G9YtHh9CkRwFzvlaHt9ZEHJSRBRFuO9974vt7e1FD2VpEM6TIkJOihjyu6YxafuQhzwEjDEwxvCoRz2qsP7AgQN405ve1Ovglh0SHVSjZip4WvAovz4tDuYQti5Za6txS/uqG4tHZeuD/XheIDgtQs9t2/aWtYuEqbH5iVwXvjG5RFeOK7L8YdugjKitGmdr0rmhTUATRCmxplW2Wq2tCnQhW6b9QgWsqeOGoLcVsMjIHio5pma7qvFzy/bCqG2r9nUJW7I+qzbzCltpLZdavUrIE7buyJleV6akzYraGUI3G69r9VD2A5rr48ud88d4TJu8ZNYR2bJce05+TE5UzJkXsWCZxYBRHnMicGMKqw+6KV6YnhvEKklJm7A1JG8dAZquK2nXkJoZic10jrMfh7j2JC4nz/PLbZjxRcyMX6lxzfgj3TY5heUkmEV+ZuP32i8w+5opks7cigVObL42fJApMatQSjKDkIBSwlaCQ4J0gT6pf5wpEp622hYMqaGIRAQGiQhj1a8uYmeakGwMIUeQNFXkXqmvryIdGdtUhBe3yFq2iRHfAmcjjLGVK0Rnq4VHNNJ5LaqGbTV0avGABDEbI8EkR6BlCtxlI21twlP9bOQStDwlQRVZ63oVG+sLE687NV9ahK25EyvVt/E0Vqpvgkx9nMFGShGOGCwlb814PT9Y6vGzlKTNvJVHfLNAyuc8YKmoDPfZeahYlKWHQAIJqSxNmFKxCyiiXvA8gSvkpMG5ahBlsaRkLc+pvjkbKdIcSmG7XxE8bTPcdtttix5Cr1i3eGwMWdF7lSClxFe+8hVceOGFgcjWCDkpwuTEtcLczwjnSREhJ0UM+V3TmLS97bbbQES49NJL8Td/8zc499xz03UbGxu4973vjSjaX3/Ijhlh3EEtaitRzZ+ohmATZrq0RPoYk7A80eMr/uSDryBUbpmnnVpVrv6jOlVZ6mn3zCJlDWFryFqWEmMWeasfnoZQ23ZBPi9ly221Zf24u1ondFHuGoVt+j4lOpXvr5BcEZxmmaPIBfLq3bJ+DNxbkrtN2fFx9zN3DELePiMlbXlmlZAjeJGRmHa7ZT88lCllq6xH2nhJ+8ZQ+ExZbGbSNsjYBGStl9kjZIpWc5yz9jJyNU9eMgCjKFvu/DRR2V/eVoGVLPdv7x2/s96n4HWtE8x6qdeD6vvx9u18NoSxy8L7iFoXPtLVXVL0SW5xv2IZoS7JfM7GZ8hywJDqGZlrtoG1jY00p4bsJYlEGzskTEAgQcymigTlqkBbjD1wtotETtJG1PGQ+qDmftZLCVtTIM0u4DTGFjbYAYxpE2NsYCw3MKIIisZTxNlIt6GOUZ7oB6zrAAQpCUIrjo0GM2ECMZsiHk0xHU+RYIIp7WCqvXoTuYtEbGvVcNuia466FJEm+ozasqh+baLCrNrGkK7SKVhV165tv2EUtll7RZVtWmQvp7RN72L+PkBgJEGI9ZZc7c4lSAoQExAss/KIMAbDBJwpf2mGqFRRDViqaiaVuhZGXRunqmpTQFDIiVbZdvGVFipCAgjTNFyGUXouMzZCxDdBEDoOPW7NZwe17f7Ehz70IXzoQx/CV7/61cLD2o033rigUXXHusVjMGRF71UCEWF7ezvkw0LISREmJ7a/9X5HOE+KCDkpYshcNCZt73vf+wIoZ5CFEPjjP/7j1BtpPyDihBGf/eCYB3ypZE/qEdhDPrXxW3X9cV1vXJ+vLbPfG9Wlt22lZuXIFJo2XW8TtBGzyFtYJG7B4mG4k7wJCVpm29BkuW99ZV8+xVKZsrWhOtcQg5QSsSxdn5G4GVnrErsGVEIuuf3YBLBZ7iOBXQKTl5CqZSrkWTyDm6Cp9UcV7BhNXm17B1VETb1CKsI2Tu0dzPpMKevaDvgy5rNaUGPOXt0flOatYfJlz/UeJhSLtCnLi6wQGUG9JtoeIHFIShs2yWerXpkmaXO2GCwjUzM1r1GJ95eHwhhL2s6T0Rkxn67Xy12bCntfNyM+EtpVSAsQBEkkRIiRQNABTFmMGFNMsKe8dHmm7FSNKKWmNkTJ96wVihE/gBE/gM3oDIzZAWyxM7BJB7Apt7BJm5rCG2HMOMaMI2IMI6aOSMRYqcLapwK3C9YlJiYpEUMiUVpMxCzGdDRFjCkEixHTJCUCZUpitsMsRJ1tWSBJWO/jNLc+L2RJSQnBWoYmcXW5z5qrkCutOsX63EogSSlUJU8sKwH1aiuF7eJdrspW9aCPjVRkrV38bzaStmmESqUtxQ4Y2wRRAs42QVyCs3G6XcSMWl0UFM/rBvWX3DA3yKHaHQqveMUr8MpXvhJXXHEFzj//fKy6r9+6xRMQEBAQELAumLlawz/+4z/ixhtvxNvf/nbcddddEKKp193qg7PyB/DObVY8PDX9+8mnyDUeueazTdjaKtwm6tuszaywWbrc7M8oN97uZa+qMQupV2V34CNru9ojNCFpfW01iS0ydgSaSFePUwxkyClNHJpXADkCF8gUtlWeu7a6M/cZ+Tbz7TmEcAN1tKv2dRW7RbVm9wuw7Fpr/ZzCCER2oSztIwykHr9MKh0Z59qiQCvpGVd8NSNFaEeGkGx4Wre5/7hNDv04Ztov9MugbTsUAWkIVFXADamlA2fG6kF520b6fBojU5y6cG0Isnubj6A1MwPMeJm1b/e4fWhyPCNPn2TdAyJkOTL2D4Ci5My+hX6ckzlT8BoFO+kfGDgEEcbEIUDYpDES2kSMA0jYYaVc5VPE0QQCSTot3RRcS7sDT1WVI7aJCGNs0hY2aAObMk/URmAYc44R08dXv5pjZY6T73q0i9iZ60WR/hnBL4gjIomYOEaIEJFSd44wQowpIozVFHskkCQyO4gGkKj+O8d/djrQU+wlBLgunEUkAbaZ2QJYZK5an/8sS4hmssbn+tmaZbbatpwIrlbaZp1Izd1LKMceTTLLjNgmcEiS4IxDkrIYYKQIXKDCGiG1c4g1cZtAyIkmh43H8tBQuZCUAOBgVBxraivSiCTPYI5xwOrhrW99K972trfhGc94xqKH0gvWLZ6AgICAgIB1QSfSdnt7G+9+97tx44034uabb8aDH/xg/NiP/Rje8pa39D2+tYVbiMgmUoGMZPX7YDZT0LkkZJm9QlVhs3JvU2f8JZYIBppK1Apd0qpilu4raiik4lR1rQS2/FPr9ilD0c/Wr67tApewbUoUtyGjfUS7jyD12hws2EOOSshf8yokT1W86r0imFTBMu61e6gCz53nxXyX2mTUkBYuUW0T2KpYmBkjtFVFpsTNCLR8QbiC5YS1PGe1YClXhVY6Z8XcMkLLtkfoYjEwJBiAsT6BCbCquzFnq+WEL591NhfN4Ltmm+/tuSuWttW48Fzhh5MMLhluk68Rzwj6jJy1PiNfxNIeaTobxVEU2+e2UaqrYoXQr4RYKhI3lhITkohJYkIxBCSmmrRNWN7z1iXe7OJnkhkSVKTLXIIRiHLErtue8uqNUpKbgyuvV6Z8fUc00gRzhAgROJiyj9CWERw6tzyzkPDB9T8W2hXW2GHETCmPYzbBlHYRY09bSEyQyF1dyG0Kogn8nrAEZS3AABIgCDBt/wLGIVL9urKRMLEDtkq5mfFMwcaBEn1uzudmprxxJQSbQMhtrzVGt3ZXy2vT/sF3iLZXCdPpFA9/+MMXPYzesG7x2Ah+iwqcc5x33nkhHxZCTooIOSki5KSIkJMilqIQGQB87GMfw2/91m/hPe95D8455xz8xE/8BG644QZcfvnl+Pu///uVIm3f8pa34PWvfz1uv/12POABD8D111+PRz7ykXPp2y1OZNsX+KwLmHn1EK+qvYq+KjxsffYEhWr2FeShS3q5xcbcPlzi1kAQq1U3ukSyIcls8rYt6Vmnbq2MvYdp+z4Fb67/DtYbrIVarE+VMlCfE3cf+wHNVv8ScQjBM9JWE7bpPzLvpVYIcuUhI3klr1dG0rpF57wEbgNioEx1TNwhlrlMLQJsf16zr41CITLzqtW8hvw1NguCCDEx5TtqqaNNoTJpvS4Cmao1e2+Td7nlORIv28/+7ENTstTdro0NkU/hXWiv4biWH+2JFO9xRrHgn/1dZxO2bq/lpK0658mxGImlIm7HPHs/YhEiyTCRDBExxJCIiENgjAQiJWZtuIWwVJ/5QmiMKRJRQqaKcRWvX5HrErZj2sQII4xpAxFG2KAxxpqsHYNjpK0jjH1EVKJEtq8J1xtaXfeU/ouJkJDElASmSDBhU8Rsil22gynfwYSdxpRxGNMBIQWK/sX5TOkts/OenLUre/4bKOob9jnYS0wrn5h9i2c961l4xzvegV/8xV9c9FB6wbrFYyNYPSgwxkJxKQchJ0WYnGxvby96KEuDcJ4UEXJSxJDfNY1J28svvxx33XUXnvKUp+B//+//jauuumqwQQ2Nd7/73XjhC1+It7zlLbjqqqvwm7/5m3j84x+PW2+9Ffe5z30at7PFJbZ4N5WE6y9rv3c9Zl1bg7SN0rYdMjX33iKM03apQFRVnXM+1WGp9yv8y+v6yPVXRmp6SDj3fVnfLqrsEMriqSM9qxS8advc9CW92zXpx0WVWsUtXtYGzMkLUMyVd5sa8llKVbKHLOI2ijShKSNIySClUtdKo7LVBK7Pp1fFZo+72GelurpGHe1DjoC2vXwt32Dbb9h4AmfbsBwR6FMMG6LX9GcI3ITyKl4C0mVGhShz+5TbSviKjOV9irN4i4pMfzsGNqmUJ/Pg3OPM9lQgadt4X+fzmR9j3rbDbF+EfVyrfuTK37OzbeyZFG4bWVvOZ5bftumPeO5MjPJZEvY+mcd42UwJ15PcjtvuD1a7WfyEiMv01bSTLosU6cmY3Td57yNpf9b9xNw3c/twpw3db7pdbn9/jtL7sWkrfZXZ50jklsNqm3ECzNjK7n/WvT/dhjttcb2OUbbO7GudON447G04wEbILrARg/JqYapSIefZP8bzn7EF8IOF5olHwGgE8Ag0GoE2tkCjDdBoDNo4AIo2QRsHQaNNULQFjLaA6ADAR2B8C4yPwJj+x0c6DvXKddGv/YCTJ3dwr7P+v0UPozEk1c9omaXtVcLe3h5uuOEGfPCDH8SDH/xgjMfj3Po3vOENCxpZN6xbPDaGrOi9SpBS4gtf+AIuueSSoI7TCDkpwuTELjq/3xHOkyJCTooY8rumMWn76U9/Gt///d+Pq6++GldcccVgA5oH3vCGN+BnfuZn8KxnPQsAcP311+N973sffuM3fgOvfe1rG7dzxijBgWi2k7SsQn0VOVtFQPrUtPaDecRk7qHcVyTM7qOrGrPvaW5dyNquRG1GwHiWtSQly8jYvNKzuLwt6WmQ2g1Yr3axMMYoVbNW7Z8bY9q/LIw7JVs4FQiUlMCoOZcKY5Z51a3Mfc4XVbPXu+OfN7oWhTP71Pn32n3Y7af7e7yE7eU+orLQvocUlvZ7axnBKB2NqjizbqiCj5T0fXYVl3WFAAt2EulxyD77SGd7zFX2FPb41JT+jDiNWL7w4ii3Tpb+SJblxI6teG+OeEZoRprk5BYharYr/vhWzJN7vXJDppr2HSLVJkFdAhQokpLZ9S7BIpnuzyMBHkmAS/BIKgI0kinBqUhKykhMm1z1/ThaRWxqwpLpZbBmr+dmspd9fZtpMNAH2xCcKdE58hOcnCsy0/zxav8Ry4sFqsjejkfqM4/0e9UOQROk6bJI76vbY/4/49S2mlS1X6MttZyNgNEBRZpGWzkClbFR6rPLtOcsd/pZLXotIKB/fPKTn8RDHvIQAMCnPvWp3LpVVHauWzw2QnVzBSLCdDoN+bAQclJEyEkRISdFhJwUMWQuGpO2X/ziF/G2t70NL33pS/GsZz0LP/zDP4ynP/3puPrqq1fqy3w6neKWW27BS1/60tzyxz72sbj55ptbtWWrebrAfV4sI3DTz6WqoPLlrpLKJWxzJK4VjztVvAlyJIfez1X0dSHV2hK2bfNURtj6iNUikZknZqv6LCNUurZtEEVISVj7Bx5D0nIowsoQtqZdQ3ja29twLSeq4JI8Jh5b7Va6LwCSPB0fizSxLBmIKL2/CKHJgxyBK8G5S1TP79c+O388NwZFbHKmFcRguaJw9jaqkJxlkVBChxAxRKm/KANAObUuUCRy7fbqSGB3n1Ql7Ng4GPLTePJGFoEr9fEuu859P0aVkbNlP1yVnpNO38z9bLUjrf4IlmI2p5h2idWs/4hlytfIQ9ZG+n4b8aKCVcXjv7/a9x+bqOWglFy1iVrO8oSrrdwvI2xNP+6PLpyLHEnLI5FtlxK3eQVqoX372jfjLCFqWSQArvrxKUzt9rIOrM82QQuARXmCNiVnjbrUsO2ARar6ZPjOOpuUjUZ+gjZHunKLWDVtFQnbAvmathflX02RMouEVZ9HpW2n69hI76NJWj4Gi7YANgI3RC0fIeJbYCwqELMBAS6Cp22GP//zP1/0EHrFusUTEBAQEBCwLmj8F/qFF16Il7/85Xj5y1+OD3/4w7jxxhvxhCc8AWeffTae9rSn4aEPfeiQ4+wNd911F4QQOHbsWG75sWPHcMcdd3j3mUwmmEwm6eeTJ08CAE7EY0zE2LtPGWzyobWHLbFKBZVLbPimvroqLpewdcmEJqRdGUlStp2NsulwTdTEZSRoU5Vwne1BlbrWhiEJfQSrS3zmpunaZLFjk+Dr0yUwSNq5kyBiKd/gEpiGXPQpcZuAecZt1Hq5dR7CtisYp5z0MYqEJpqzMTGXoCQG/0T32eHLlS2k8+XcVgczMBDLyFsJaN/LvAra/mHCJnBt0l31o7chv/VCldq2idIW1tjMvq7iNpcLfY8CkJK3VTBHSchykr3LkfTfZ6rbbXIdiLSN/P3OFmT6lpeRz2ofD/GJ/P2/SrnrszRw719Zu/n7kHvfZw4h7Cp4XeuCsh+X7PuBa4PAtSpWvUq13iKEWZSRtVU/+NgqX6WmtdqxyN+ciheAUfKafc2yQvumz5RETnRbe/CqeUdmPCVK3rIftl0i2ah5gey9bVuQbudR8no+F0jl1M5gnJLCNBpDeIhilyTOt+sod6MtpdrlW4hGZ4BHWxhHh/wxBwQEBAQEBAQEBAQ0RidZxaMe9Sg86lGPwokTJ/AHf/AHuPHGG/HGN74Rq6S4dcdqK/pcvPa1r8UrXvGKwvKv7Y2wyZun0C7OMmJGsaWm1o6s92bqrfnHGSGCJkIs4hYokgC2Utb3YO9Ou/U9uOfaaUG+AHnyyYzDX7Sn+lwx6/OxOkQnyxMUBbK1hVq4yuO0aRuuwrNMJesjbKvIz9IxcD/ZlCP2NMOp1LhVqlo/cebG4BuPzyOyK2Gbqm3Nq0PcAtJRFudJxq4a21kVPi5prGLI7BtSolaTtwI8JWx9xK2BIXDLPWjzhK2w1LsJca9SNhunH2UWAdJZ5muDM1NosLptlxQu892VhFTF6/PV9aGgXs2ty8aZLvO04RNgur64QnLLV1gtF1L5CZvCb+ZfLHUhKAm9LaWxeWNwxmEXnjJxqIJeLLddLUdoLS/2oXlC57Nv2zJvYbsolvs9x80rit91vh8tVXt5AtzfZ/H7sGp//w+e1fGYNn3FCpsUMqxCkyKH9hiaooqUN/7CtlJbEesJGIsL369lqm3z3cW1kppHQrUdSTBth2FsMRgjsJFWcxs/4DLvX06ItiaIztwFP1MCR7aAI2dBHj4b4vA5EIeOQh66N9jWuYjGZ2Fz45zGeQmYDWYWxlBtrxKurplp+OEPf3iOo5kd6xaPjeC3qMA5x0UXXRTyYSHkpAiTk4AM4TwpIuSkiCFzMdNcuCNHjuB5z3senve85+ETn/gEbrzxxr7GNRiOHj2KKIoKqtqvfvWrBfWtwcte9jK86EUvSj+fPHkSF198MbYiwmaN36iLdKamfjg1ZK1SUyFP1DIqPtBa6it/QTDdT468zU/NtaEqy2uCSRO5AMA1Q0KNyMoSQsn5AzxH5jZolzkxuAStqwYz+5QpbRuRtwV/xvICYU3a9al1mypV3ba9ijMoawHfeIzVgI1SFXSFcbavkE6T3FZZIvi2NXF4iVsAkPY6oabmaxFYU0sEKf3x16nEq2CrqW0rCjNozjN1sCFoI8ic6ta8puN0VaxmbMz0Z/bTPzhpIjiCugeQLhsvmdpGAKrYm+nfIYfdvtL+GaUkqbEOkFasvvFGjMppKLcNbanAwQBSy9UyfQ9iirjlLPvxx/D4ja5nt/v0VCo/zpyRpaotxmiTxy5hK/WdSBHN+XFIqPNiZN5DkbdNQFBjEvozS/Pd8vvHCdslgYE8EeySwNn+rDSDRRJYbRsx0yYh4tZ6mO+z/Hejb7zzRJ03c13m64gt9zxSliOqX2ER/4n0kP+UvUoi3YZ7T2b67wam/sYAU39jcCDS69T77NhEzD4u5DnuvjizeDJFf3YNEFQM5C7X13H2Ywh523XzZXKm1t8FwtcAfCb3I4gkSreDJzd2O/k+9fdAup6c5Vm7tn2KPXbZcn5AQtNW2wcsD4z/q0Ecx/jEJz6BT33qU7jmmmsWM6gZsG7x2FglUdGQYIzhjDPOWPQwlgohJ0WYnGxvby96KEuDcJ4UEXJSxJDfNb0ZmD3kIQ/Bf/7P/7mv5gbDxsYGHvawh+EDH/gAnvzkJ6fLP/CBD+CJT3yid5/NzU1sbhYrGZ+/NcUBj1VdHXIeqtarTcr6psAi3Ua30/KB3UAQ95ISZbCfd3LKI5/qCPlx5mMlNd20Sj0Kj0rKIWdT1TCXOeLTJWzr+in0W0HYVrXRpO0qNapNbtYVW/JXIheeZfVja+KXa8NHjBYUux5StDERGqk4lBrV03/FNPqmfeRVyEXlcV6NnPVXRvYC+R8jGPNZNuR9d137BLdfH9ljFzcz29ieuELy1AZBvVfXuU+BC1Qrd7M+kdu2zDLBLHPjKLTticcUNDPvbQLLbGdUuO4YfMgTO3kCKe1PE2B2W3kVbX0xNR8YAyIQxq1+ZK3Il0WGAZny2IwzH1f2Sp42DHzKWaOKtV+zmRp5xa35vkrbq4rMJYjte5sznqw99x5c0QHKbT5stFXvFcjCdHle7W2fpy4ZaffrO5fIs58kOArtTJmdECGWUr2SRAwJAYHEvDIBcq4Kpu8zHBycGDi4Umyn/+zPRs3N9FJF9qr9rTaZfX+wCEwi/YMQ6feEBAQBAQmCgETC1IgTlqhXJBAshlR7QVIxhrRfPQrOIj1y/QMfInDKPvM0GmTLKP/ZhSFZJZMAQzoes05CQnITRX6sEtlrlpd236uy4vt7GRE8bTO88Y1v9C6/7rrrcPr06TmPZnasWzw2hFit62woCCHwuc99Dt/0Td+EKOrwALuGCDkpwuTkvPPOW/RQlgbhPCki5KSIIb9r9mXViRe96EV4xjOegSuuuALf9V3fhRtuuAFf/OIX8dznPrdVO4fGMQ5E3f7ItP0ObSsDta7oU5hum3vwrX5itQkewCWk8svtKW9lZI0Zgxmj+gyMrGrmjCnCmUBgRAAvEpFValjAIXodojbd3yqc4yuq43rDuihdXlIJvcm+xbaKD29VNgxNFK2lfbkErIckLuunro/s+KsbEVmWBAwAbPJT+y6mJKOsLmbm9Ykt2z7qfiMsFNySHLa9BBFLx5qNSep1PEfo+wjcnLrZGT8HlGI1VQ+b89tPEJf1YY/VELDGGsGMW1kTKFUqk0ZJzy0f3fw17ubI3M6MqldCFT9T5KqhNBlgqaEBS4VbbDZdbn+dm+5zedPbkM6V1HnLk7j2eD39WOOPNPViVK7uD1WGrCVkKlmbRCtDQUnqIThtctNWkJr93LZ88ahxZMdLIstFgbyl/PjL8tN0/KbQmk/5at/70zbL09U77HOsbPaIjTqLkSq4hK1N1hqS1eTeqGRtEtZ3LrnHhyizzDAkrVLREuL0VSCGxAQxpixGzKaIMUXMJhBIIChOCUQv+uLCcj+KmB/ZEkgSkBRDUAJBEwg5gZRTSNoFzUVJGoGzLXC+hYhvIuIbiNgYnI0RsbGiphnXcxHyMHEQ5QlZIgFBinqWlIBIQlIM0u9JrwMlMJR1W+W7Qpd9FgcJ1ulaato2AFx55ZWIogjXXnstrr322kH6GhJPf/rT8a/+1b/Cr/3ary16KL1g3eLZ75AVM+v2K0JOigg5KSLkpIiQk/lhX5K2T33qU/H1r38dr3zlK3H77bfjgQ98IN773vfivve9b6t2piJC5HkIqILrsZeqSCkjcCVTxIvy2SUIMP3gzCzCh2A/iRlCoEqlB+QfXNN9oBRiHNnTvCFryuBT/0bGHw8Wgctlzt7AJWTdvOT6KCFso0jk2uOmeI7HbgAoU6cW0ZQgbQpbGWoIXNer1ya+SLLCWH0koLcv4o2Usz7Fb+0+1lhzbejubL6RpTdvrYSK8vsW2p7TAytzSFDb9iMlxqzjlVfAWioqmVkyuCgWeeM5z127AJmr6HW9ecvatn9osb1sc7Hq+wm49tYlmf+RxnngbnrPsAuf5cbk/DjkH3/+s30fctWzhnx2l2X7lvXh5AhF9a6QZhq6IeEM2aburcJRT5Yhbx1gF4ysJzlLCU5z++35PtQG3iJuDfbLq6jt5dZxyxHNNhmd77tJ/stWVU2pd8dTBruNAsGKIiGbJ87NMkr38/5AYrVr/I2FtjkQFlGbgBAjUf9YjKlF1iY0gaA4fSXS5GPL6fmzgrXWUAAA8d5JREFUQJJMSU0pk5TUVGRtjPkRkgKStiHFNhIBqJ+WVEE1ZpG21T8vmB/p9Gv6BadiTLdJ1xOss7ffcPY5jh8/jsOHDy96GJ3xsY99DFtbW4seRm9Yt3gCAgICAgJWDfuStAWQevHOgl0RgVqQtvbjgl1wxWeTkHnZ5guKAUXCUy1rN3Z7+yhtK2uzifWCrYQ144l4vvCJj6i1yd60rcK0WJsQ9qtrfWSt8YUt2CM08Fetmn6fbtNhaiBjVCBwbfLWnlpvVKw2uepTOrfpO+vXT9g2zU2hbx0SQzZuGA9d118RyClyO6Olh3SKkr6J8tqrJnYPxTYcslBbFRj1LhGDlFFmh2AVsDKErdneR8Km/eQIML8K3lb1cmt9nS2CLx63L7WuZHkjMqwdOVzsu7wP6eTGni0grNxmhK1anljvfcXQyuBTmdrkbapmZVTYzl1uo1BIC/nvCLsf97tD7V9Uwfpg58f+IcHkQxHcqjVfjoSTYxsuOWt8041nq12sLZaZb2us7QBi7dWaaPLSTL33ocpz1KzPlslse6vFOl/hMvdeXnHOV63LjVuPT0JCMsrsA5h5jRHTBAk0QSsnSOQEgiaaJJ1AUqKJxbiyz95BckaF6ZBQBg2gBER7ix7MeqHD30Bt2l4l/PAP/3DuMxHh9ttvx9/+7d/iF3/xFxc0qu5Yt3gCAgICAgLWBa1J29/93d/FU5/61ILH63Q6xbve9S781E/9VG+DWzfYGkRJSj1ryBVTgAeW+tUuyCOh5q5y5KcLZ4rN6r5Lq4k3JGe9+zqEbRVRUEbY+pSWZYStUZLa7ajti4Rtuq5lMSwfcoRrRxWc23aZyritdYHaptwawddul/yY7dxcuOrblHS2+kgf8LoSrn3A7TsdZ2aBoD6XqIo1fCSuyYO5nn1Q/USe/dqFUde377MNo56vfOhO70Fqm8jOid5NWSnY957qQOztbZB100iLa7FsfBEjixQsz1cES8Wu75USqgibmb1giEcOpZ1mjMAkBzFCZEhJHY8k6DaKyP/4lr13Z1GULVP7leeLWdu0IWt9RSh9MN8lkpj6bmHICsLpV5c8MQpSV6XseugCfisBH1mb6NdYEmIJTKVETISJVFYARmHq82vN+ZDq14IPKav2IVXbZlPjc8eAGR/UyPJI1X6qlq+q7alq/FRdL1W1r2N/Yo0/HR+k9nuNIShOXxM5gTSKWjlV1gM0VUpWM0V/6UjTgID1x5EjR3KfOef4lm/5Frzyla/EYx/72AWNqjvWLR4bobq5Aucc97vf/UI+LIScFGFyEsdz/jF4iRHOkyJCTooYMhetSdtnPvOZ+L7v+z7c+973zi0/deoUnvnMZ+4r0nYzEtjq4LPpV2a5ittqhW2X4nRdC5f5CJ6U3EJW3d1dbxO1LmHLrJi8Y3WIWbff/PiUayWgX7hFKHosCnx9ue0bsi6zWrD27WAxkIuhJXnZ13TpNgR2kzZ86ltjh+BDX+qcJurXyr5TKwKeKVGtomCSWKqWtfct67egzqWsfdv2wGtjwAU4z+/jg+1xm7dWsL2oWap4zRUd86hy7eVlsJW6QF5NG7GiwrLq+NpWK3n1rK22N7YG1o9XxPJEs30Ynf7tGQNEGZFrq4zz0/LtdUXFdB2GnISeK5KmP0t9LzMKViBPjOb2S1Ww1W275KttH5EVxsr8Wu1XsvrJWyIgHYPxabWn/RsFbUxSF9VKEENkXq0882qNaQ92oSebXCVISJlZAkiKc9P1bQ9S9TkGtFdpVfHGIsxUew6GMRgb6X8cnI3B9fvMOzUjd9Xe5gch4/edTb+XMvNPJUjlTUsJhJyoccspiCZKNRowIxhS2570XlP33eq9gnod1apBWt85Q7S9Svid3/mdRQ+hV6xbPAF+jEb7dpJtKUJOihiNRoG0dRDOkyJCTuaH1plWPqvFP6y+/OUvF36lXXdsconNlkSYb7osyxGzxYJkQOYba5aXtWmjC0nWZPq0rfatUox59/UQtr42bF9a16u2CYwXbN4zNk+I2QSkTdYqwlkCvKjeZVyWErt9YV7k5qz9tCWB2/ZWalfR8EcsO/6MxM8Ttql9ATFIEeWWETEIvUzt09+00PScL5w7fjLJZxNg7BUA5CwWzPaGxHXJS7Pep3y1QZby3x2DGrpD2jY8wvkCbNl4M+Uu5Zal7TpKZtdzO3ds9Nu8Utdsl70vFKhrTNgWtyu1kfBsW9aPTb4mxMC1AthYOSSSI5YMMTHEkiGRDBMJTCXDRABTCUwlYSKUvYAhSPPjND+4qen5yn5A+6kaxaeeuJ8wAYHEUoEmXhVrvn2LSIWlbtWFnoz/qqBEE63GC1UXdyoUeLIzY0Y+T5ip9gBh2rF793jvb+KvfzAwtomIHwBnqhCZKkI20sR6ZPnaFmEXIQOgzkdISEP8Q0JKdV7mC5HFS24TETAP3HLLLfiHf/gHMMZw+eWX46EPfeiihzQT1i0eAKFYjoaUEp/5zGdw2WWXhWrvGiEnRZicXHDBBYseytIgnCdFhJwUMeR3TWPS9qEPfSgYY2CM4dGPfnSOWRdC4LbbbsP3fd/3DTLIZUUnxYGZwssonaILSyHHrCnApiAZkBEZpjCZacNusy26qHWrkKmF8+raiGcFylzrAzWO4oMOTwnRfGEx2zKhys/WbddHMHJnO5ewdZEjeQec6u+1FujSTs0YbWuKLupVG7OMs4yc9bXpG2dt3zmValFda5S1PnBOkNKyS2AVRKGv6wakYJPc2Qpct2iZS9QCRgGfrW/qDVs3Zp8Hbfd2i+tspbDdZr5wWWU3jeG7dzcr+pfdl33qXbONq94tK7jlti2JpWpao3oVmqgVxDAVhrTNk7V7gjCVhD0hMbFUrIaAzcWeTs+n1FrAkLEpMQsJweKUmBUUZyQsZSRsPqdW0T4Y6xFbDSs18SW1wlTm1LOKVBtBTZcYg1ExS+qbU64YWbbs41t1EIgmEFJCMuX1y9kmEsZTJTTT9jTcIm5lTrktcipoc26m5ysl6pxOC5Ot2jnYD/r88dLX9irhq1/9Kp72tKfhIx/5CM466ywQEU6cOIGrr74a73rXu3DuuecueoitsG7xBAQEBAQErAsak7ZPetKTAACf+MQn8LjHPQ5nnHFGum5jYwOXXHIJfuRHfqT3AS4zdkUE16eyDew/T10CsYkvor2ft31nvyb+hzklcEnbNplstjMFyCImEXH1z/5cRrJWqWzt966vbVnRMUOsuvks9OGxOEgtEHLK2hIVs2SZj+sCHzQqSaYSJWxXwjklTC2C0yhTbX9bQ4DmyL4KUtibP0sR69uOSuwCCs14id9imz4LBHVeCUcZWm1f4FPlmvdEHELwjJjTP9YIPR6fpUEVmhDATZTz3v0sIjL32We/0IBQrSKCZYGozZOfapvysbrw3feazGQw623Y5GzWP6XxS8oKncWSp6rYWPKcGta8V58zb1fbYgAwlgLZq9Der4JI+8ASYuP9SgK7mGLCpthjO9hhp7BHpzARJzEV20jENiTtatK02p03LbaVElr2ushZl035LwNz2jGkmVmuPnNwPkr7MGSa3TZj/u9XHxHsWiLYakhljbA/SLX9CwLRFETTQa1LAgIMfvZnfxYnT57E3//93+Pbvu3bAAC33norrrnmGvzcz/0c3vnOdy54hO2wbvEEBAQEBASsCxqTtr/8y78MALjkkkvw1Kc+FVtbW4MNalWQEEdcNoW7IVLSzShwrXUFn9iatnzerNx5n6phyUwZV0SFhCpeZPg8Zk1Fri6ak7dtsFWwNmEbRTIlayOeV8/m8mDHY6ltzTZFVWxG1vqUs94xu3kt86utsT+widtFoJSwrVAEF2JvYHFgSE4WaWKWC0VuGk9bXiRlfV6xAHKqV29fVE74FjxaPeRrddsVxLEzrlyRtdx1VbQvIGKIIjV2W5VrrzeErZAckrgi+6T+LHnqr5oWcWoQT1trkqaoI2htIlcpSotEc5UatoyQbaJKdS0eDHw/enkLdyG754EhvQ+qfXVbHvsZcxnZ5K0dh03WTiXHRDJMJceeYNgTDLuCYU8A2zFhR0jsSIE9SrCLCRKWV6faitcECQSLEdMECSZIaIKJOI1E7iIR2xDyJLqTkXa/7hs0WlcOBmh/V/WqvF9BygcWyIhcrglcxiJEZp01lZ17fhi1PW7tImO2N6wicBMPiWtbL+wfhWRAQB8wPttDtb1K+LM/+zN88IMfTAlOALj88svx5je/eSULd61bPAEBAQEBAeuC1p6211xzDQBgOp3iq1/9asG74T73uU8/I1sBbEUJDkSzkbZtpxQ33dYma83numJnmf2A2adcBWvsDrhjWWATSWaKNodSIqqKehLCKmBVpYjNLCEYODdkiyZ8dcExsy9JDqmJ29TPtiGpSsTzxK1ZrvfP2uNgXObIvDIFaa01gY9w66FQmIsCmSrbK8OrCFRbVZtbV6OUrRqnj5hz1bs+ZWzdtZSf5l9vN1A2lrJ2s1dVgExKnhKbQtsyGKLWLBPSqDV5SoD2Nf2/btx9gDFKvWWjmm5s4ldZACi/WePbalSrtocrpe+hFa35wlmF8QDguR+RlK8t18vz9z9zH8vfh6ru6GnhL1IWBklK1mavU62o3RNMe8wCOwlhTxD2pMSOTFKFbMymEE6RKWkRtwTlKWusBhg4RnwTXE/7FvIAJE2WsGAVARCZIpb2KggZTfCCaTUvTwt/qbXFI5LaMninqrcvDhoQEBDQFlJKjMfjwvLxeLySHqrrFo+NUN1cgXOOyy67LOTDQshJESYnu7u7ix7K0iCcJ0WEnBQxZC5ak7af+cxn8G//7b/FzTffnFtuCpQJsX8emA6OEhzsQNrmpwbnl7lVwVUhHY/K0GlTEssRpilZyijVKdmERaQJ1ojJlKi1iVsg8zz1WxgUPWwLXqwsK1gGyWEXsTNWBzLXpkfhppdJafpQBC7nokDc+vLQFS7xaxO3AHLkrW/sBeWmx47Bp4idRQlrxp32X0KoFghQWSQrvXC8Yb19OsuqCEOfj2wZKVtWfMvdz9eWb0xue3YhL9u6wGdZ4OtL5toz5GumnBVGXUtcfdbqWiGtbZERgmUoOxuKtgjNtgOKP+54FarWPcP9gce2Vqm69mxlrtD5Togj0THHpAptTSTHVHDsSYY9odSqOwmwKzT5KSV2RALlsJr/vuGa/OOa6ouYWQKMGANjXL1Ck7hg4MzEnRG+qV2AL4cgRRqTsi4gEAQhLfolSCImRbXGSCAgMWUxYjZFjCmSKIGAKXQkCr6wWb6K36URG2sF6gFsRkppmo2r2I6vDaNIFVp1KimBkBMQJZByCkl7mC/xqQle89a8rKEAligBY6HSbsDqInjaZnjUox6FF7zgBXjnO9+ZFuz5yle+gp//+Z/Hox/96AWPrj3WLZ4AP5IkwcbGxqKHsVQIOSkiSZZFBLA8COdJESEn80Prp4ef/umfxmg0wp/+6Z/i/PPPz/k9BjSDPfVaaU+zZXZxMWnUqJoAlVCqMZ//ZOQQJjbZMrLIl4jJlHC1CduIZV6wRkGr2smPvdhHXmVrv7aFIUarYPvaetc7FgpmnGUoa6tuHEZ1m36uIcNcD1ylFuYpceuSw2X9+MbhjsFH2NrK2IIqFqi0LXB9XKuUt4AzTV6W7+vvq5ystcfiqmOr2vaRrlVkbap6dUlcSylaFpNtb2CTvi5RmRK5yIja9H1lhqpzWKoGrmwwoyhJK0/NxHFODKR/+BFQRKXxtFY/whCI6fsEMdgFE31jFlY+E+I5Za2Qym4mlkzZCwiOqQD2hCJstxOJ04nANsU4xXawx3YwZdNcP5w4uP4lJ8IIHDxdxohjJCOH2GW5z4DlheshbsmiRpWuUxkamGJfCVPKWMkkEpYoiwOWkbSCYkgS6rNV9MhFlWcss71lKywEdEMFSF1YiZMaUyInYJxDyKm2OjEFmZaLNQ2EZ0BfIFqeh9GTJ0/iyJEjix5GQAf8l//yX/DEJz4Rl1xyCS6++GIwxvDFL34RD3rQg/D7v//7ix5ea6xbPDZWXSncF6SUuO2220K1dwshJ0WYnJgfbwLCeeJDyEkRQ37XtH4C+sQnPoFbbrkF3/qt3zrEeFYK2/EYUhanEtXBXyhHwZCOESOMc9sWi4cZ1NoYlKho03WWYtbet64oWa49Q9YiT9y6xcfc/dx+3GW+4mW2n63xsuWR7XsrU2/aJoXIusKnFM2tdxcIn3I2u8l1IbrTvjxEaaWS1mNfUNZe1m65krYP+4La/q2xGr9j+95Y6j2s22LEcqSosSFIbQs0WRuLCFJ/Vt6zfvuCsuJa6fR/gldFa96nBCb8Pq4uXEUsYE3rdz977jFNYROsAtmxtVX+7owA895tw4YpuJXFr/IjCDrHygbBFOrK3qv9tiKGMRvhTBrhXNoC4V5O+5QjKdPxMKRkclpLT3+mdFt7lkLJeWRvo40LdAksJEwoFS1LMGF7SDBBTHuIaRex2EEsd5GIXUi511rJyjAC2Cj1hWVsBK7fq1flE8vAwVlU6wdrwFkEScCIb0KS2kfSCJxtKssFSkA0wbIU8VoHwnYdYlgHMDaaC3E7r37mCUnDWe7Ixd9mWuHiiy/Gxz/+cXzgAx/AP/7jP4KIcPnll+Mxj3nMoofWCesWT0BAQEBAwLqg9RPE5ZdfjrvuumuIsawcdsQIkto/hGWqV2NRkBG1ytGvvYWBjTwhmi3LE8BFArUJmVpo3x2Ph6j1ra/qo6wAmU3WRpFwlimi1iyz225iMWBQR8QCs03hIxGV+uDO3L6nXR8p26R93xiriFqbpC1Tx6bD9LTNO5LoPGc7kT/OWb+U65NDEZJmjEYVa/xmExkhERyxjCCIIxFcTeOXeWVsLqa0T1b47BKz5BCekvyFtmyoc5kVvFmNQ4jxZjXb+mwOTOw+2P0nyI6p8ZZNtAJWEDCRHIlUhbViUq9TAUwkYSoJsSTERJCU0ZwZqZxpSCPGwHNWBbCsCqhgXxDpN8rCwJ8n89CfEut6mbE0EJR9Vu+N/Qwh0ePljEGCvOStKsJjFLaUWh8IKLJ2wnYxpR1M5GlMxEnE4hQScRKz2A0QEoAS5H1hI3C2Bc43EPEDiPgGIjYGYayKeVFekeuCMQ6QyqUkpKQvsTEEi0G0oYt4bSEt4BWKeAVg9RXPNonaB6lqt+G2t26EbYDChz/8YTz/+c/HX//1X+Pw4cP43u/9Xnzv934vAODEiRN4wAMegLe+9a145CMfueCRNsO6xRMQEBAQELBuaP2X9+te9zq85CUvwWte8xo86EEPKpjWHz58uLfBLTsiTay2gU2eGKLFVtpKPT2ea5Ub9Nb2VGQQQ9NiYSBFrKopzMp+QbJUiKr6REbE1nnCuoSt22+1FUFx+7TdEtKurD3j2Zv52nIwKUGGyQIyhqoBEWvQSg1aQ77O1FeHtpvYGFT13dR/NucH28BztsxbNtd3L7MJ/KpCm2QlYpAyyhUKk8RTwlZKDh8pC2gLEeLKJ9pVu5vtGSm7EhMXyywxyvyr7ZaaKJjc69Pew1wXAgCMwrjhPcommN0iYIlUnrNCWxckUhG2EwHEWg1rCNE0TrvtdHyk7zcMkgjc+FyTupdxfWMzBC5AqU0BtwL1XdGpbYEhbo33LPLkrNSfBQyxTCkZazxyjfLWVuBSukwpawnKAsEobBNMMKUdTKVS1go5haTEGlk/YGwLnG2mZK0qTKbIWs5GiDAGR5Qqbwt50j66klmvJCEQQ1IMhii1bCCSkDQFUawVt/vHsz6gHC5JaUjcvkjKIUlht+0++rLb8BHBfednkdDzqQZrexVw/fXX49nPfrb3eefIkSN4znOegze84Q0rQ3KuWzwB1QhFg4oIOSki5KSIkJMiQk7mh9Z/rZppMq4p/X4sRLYVJTjQshBZ2dZpIS0AkDx9NC4QNDUETN5ygRBx86q8bI1qN2ISEdf+tUQAl6nCrdCmz76goviQT2VrK3tTUrmUqK3wcDWkluSQeswkmFbYMkDa1gpWOz3YIXRCraq2xmKhIYlcZl1QZ1vQxBPWHadLxtqvbrGufPvVsZYVFnNJzsL6igc9dx/pjLXoYZsVDTN9RFyCkfIbjhakLMzGnVkuGHsFCaSesIIYpvpVEanGMxa6EFqeQM7aV69kfVaFtoxKWJGy5l/2mSAk9BjU3iOtph2zYj+GNFV9EASARArlB6sVrIk2HkiYgIRMfWEJEon2i6WUXPXfK0wvdqEvCU1SQmjLBAliMi3WZQp0uW3k82R8aBXRqfaRmtyM1YgoUQRnqkjtes4wMDYGY5vgbAMR31QkLdvEiG+BsxHG2ELExogwAkOEEY20R6/29vV0LZWOWJPPym9XIEbCJkhoAsg9SFIErrJz2Jkhhv6w6gpPYD1isGFISBOXj5wsIzHXgcAsg09xa3KzTgTufsX/+3//D6973etK1z/2sY/Fr/3ar81xRLNh3eLxIfgtKkRRhPvf//6LHsZSIeSkCJOT7e3tRQ9laRDOkyJCTooY8rum9dPDn//5nw8xjpXEmBHGHX1Iq7RX9jqbPGqK1H6BSwihiFoJppSCXElRGRgYaZKX6eJmHtuCoqrPb21g2yLMgkrC1inmlRK3ZvyuwtamyK3fEqr6GApVhGVtca4Gqts66wKbpC0r6lU3rioitardajLYsRlwSV9YBLSnT9/nun4M6Zm1a6te88XDbDBGiFAsBOhuU4YqBXtVPUfbQ9cuasaYImTtH3kMgRunililkJ2KvE+sID8N57MXMMuNctWst60H7H1VrFodm+6vt2EM3LIiSEhRqTESxBBImMCE7SHGNLUayPvCbkPKKYgmmrhdPJnYLxgYIoApb1nGRjmylrMxRnwTEcbqH1OvhqyNMMoVY3MLmhkiOmEJGKRKHwOISTDiue0VKd3cz3ZoQnJostOnHu2bWPNNpa+aXt+1DxtDkIN1x6KJmnWdyGsf7PiMvYh5v8qQJTNR+mp7FXDnnXcWZhnaGI1G+NrXvjbHEc2GdYvHB/LYHe1HEBG2t7dx6NAhhELiCiEnRZicBGQI50kRISdFDPld0/qv5u/5nu8ZYhwrCYnZJr7aj9NNCgjxHGFa0qblW1umro20CjbiUm+TLbMLiAHVXqM+8tNHWkli6VRte4xVomxXmZuqdynvb2tvby+zi5GVjctLvuXUnh5LgAY2A2XwPZD4PHQbq2s99gc+P1np+MxWkZ1t1ba+PssUsUA7Vaw7xjIVr02uVo0/336eqDXrbbLWLThW1rbdv0zJcljtFAuRuctz/ZSMXVr7CGkpbLWCNpaKrDXWBbFU1gVTCeUzKxVZmhDlFK/FvmxLADtOyq3PF+Zyc+K53lJ9J6W+sAkTqZLWthmIaQ+JVMrPWO5AyCmE1MWxENcoWM3x4MpaIfV25ZoQzchJ5ftqvweYY7PBGAeR45esafJsuUzfEyRARg2s3mf58plH+CBTckcSV80wiRGXICkhWQLBYkSkrBASU4gMHIxFOeLWvBpVsoSEZMoOgSAR055S2soJBE1SclzIXRBNa8Zp52m1SThDmDYl17ooJn1+p317oLZtoy1RvOrHeV5YdXI2oBwXXngh/u7v/g7f/M3f7F3/yU9+Eueff/6cR9Ud6xaPD0NW9F4lSCnx5S9/OVR7txByUoTJyQUXXLDooSwNwnlSRMhJEUN+13T66/umm27Cb/7mb+Lzn/883vOe9+DCCy/E7/3e7+F+97sfHvGIR/Q9xqWFTYC1QY6INaQkMksDxtRyu+iYKUJm719lW8CZskYwbXJN0HJN1rKU1CVEkfTaGfgKhvniLSPtUpWno8CMS6bBuzkyRC3X4+ZcpmPlkCCmVIaIRLpPVUEyHwp2ARwOccvS4lqu3UAZkVsXW5llgKt4rVXgtlC+usRtbrvSok7N+y/bvun14SNsXVK2GGP9OH2xFZS6OdLXv427nduebVugSFWeEqqx5JpEVcrXieSYSqaLdzFMZb6QlyCkxGrWt+nLeLHK1FJA0Z4SMUsgkGDKpogxRaynu8dQBKikGAlNoKbyFwmFjLTkYEwRnFwTnIxlHqmMqfXGNxVA7j2AUi9VdUxkzqpAUgIpBSTFEJRAkiITpdTv0yJYsSZDbfKzEAUyslZZBqhp2xyMjVTBLcbB9TpvfA6Ja8MmZo31AhmPWG2RYMauLBQSmEJeaFjEi0BgJEEsBggQUoJYAslGkJSk4480UctYZL1Xx8UcR3/7auyq0JiAoAkExSkxLuQ2iCal4wtQWBdSbl3iWCasc04l5WdV9N32KuD7v//78Uu/9Et4/OMfj62trdy63d1d/PIv/zKe8IQnLGh07bFu8QQEBAQEBKwbWpO2//2//3c84xnPwE/+5E/i4x//OCaTCQDg1KlTeM1rXoP3vve9vQ9yneAWIjPvmxC2LlnrFgLLFQmz+CWXtJTEEJmCSYwgJdNG0kaJpcZExCrJWt/yJlPVOaeUoCwjVG1f3KrtimPJFyRjPJvObrdRqlJN33MvYeuStT7vVv/Y8gSKzzqgTvFaSU7myNrMnsBV1hqStsxioKxdH9x9qgj9OriEaB1Ba6tjG4+3ATkrc7mpHlvWbrbcFPCKc6SttiiQDFPBMZHAnmDYE8CeAHaFxI6Q2JEJdjHFhE0Rs2nOrzX1ZWVKqyp4rF4pTj1JJSVI5B4EJYqIkxMQJR3tBMw0fQ6GsZf4VCTnOCU+AaTkZxmyAleW16xWpRoymazPaXYZB6MxiAk1rR9RqmDNhqxUs7aa1ozbJmttspOBq88espN7CttJZhHPuoCX8cVliMEZh6AY4FDF9RgAJCBwMIK2IfDpkLMMKZ0yT4lbRmNIJPqzBGMcEgkkT1KiNnEIaDsO3zEgEilBLs2rnEJSO3VtQMAqYp1J1YDh8Z/+03/CH/7hH+L+978/nv/85+NbvuVbwBjDP/zDP+DNb34zhBB4+ctfvuhhNsa6xRMQEBAQELBuaE3avupVr8Jb3/pW/NRP/RTe9a53pcsf/vCH45WvfGWvg1t2jLnEmLeTQfvsD8rIWrUexWXIk7dlMLYEpBncWNj958lQV/1bN36znTsuo97NWRqkql1ZKErmtmmDp0pZWdje9rYVIgLjqhqSGkuUVwmXWDxUFe/KkaCyqBi2lav2/oU+bKVmiZq0zAO2bN+yPlwyNp3ubymeUzWoUYdaStsmfQDNyc8mY7fbsFFFlPquuCbkcs6KAEoNS3q9oKLtQL4Ql1HT+klbqT1iVYEulhbsMhYFyqZAKWl3hcAeCexiih22g21+Gju4B3t0AhNxSvm20m6OlKxTZ/YPpeMFAYTpHLqNNNnIwdgYnI0AcOXryo3yN1MAAwD3KGFd0pLbxCwydbBZzjXJyymzEuAlZCdQtBggbe8gSeTIc0GqsJchRSEnWT5ZrE/6suNJAIRaM7f8BwQEBNRDla9tP8OsadurgGPHjuHmm2/Gv/t3/w4ve9nL0lkxjDE87nGPw1ve8hYcO3ZswaNsjnWLx4fgt6jAGMPGxkbIh4WQkyJCTooIOSki5KSIIXPRmrT99Kc/je/+7u8uLD98+DC+8Y1v9DGmlUHECFHLQmSuR605tj51bbZNPWFrtjcEmE2ExWZKv0POFaefZ/uUKRjt8UVMZj65XGLEReqTO+ICEUlEEcCYyAheLj1kro6hZREzowQmYiAR6Vjao2CRUGMtUOUJ62vXtAPkiVlXAQv4iVdfezZcSwSXmBXEC0WszHt7an9VP9JZV+fNaohO377zRG6MmnR1fWCVGla9n6YesMCeUCTrREpMZIIpBKZIICAgrfPWuLRKSCTaoiDnzap9WadyW3mFilOKwAuwIEDaPgGUQPIDiPgWOB+Bs1FahMuQrbYy1sBVyJaRsxwc3Cq6ZT6b93ZbLsxxBoAECQgSCZLUI9aQtQxcqW2JI9F+tFLvD+JgXtff1YRdRCtg/bHqxzuobAP6wH3ve1+8973vxT333IPPfvazICJcdtllOPvssxc9tE4YMp7Xvva1+I//8T/iBS94Aa6//noAABHhFa94BW644Qbcc889+M7v/E68+c1vxgMe8IB0v8lkghe/+MV45zvfid3dXTz60Y/GW97yFlx00UWtx6BmEwZwznHppZcuehhLhZCTIkxOQjGyDOE8KSLkpIghv2ta/9V9/vnn47Of/SwuueSS3PK/+qu/2ncHTpGT3Q2H7aJhQLnilCyCjGveSxDL2yM0YADM9inR3JFDSy0bNOlqFzbjFsFMxDRJqUkUTbBKSXqqtY7fkLUVhcnU/s0Kn1Utd+FTy1YRrHV2Ak37zClgUVTF+rxpyzxV8+Rvpp61idp0uYestc8vNycGrlrVLqxlCNriOuT2Me/r0OZ2V3ecKTduFa8gpagVxJCkitjsvZCAIMr563HGEBHHyBB9OXlwpJWXBE4cEiNESDCCIhsTNsGIbWLEt5DwQ4ijMxGLbUi5B0k7CDLKPAgEUJwVdWPGFmBS8KH1ISVjWQRQ9tl41HptEFieqG3ryStkrD15td2ATCBpoqwpEIMoxroe51Ul7wJmQyA/9yek82Ny322vGs4++2xceeWVix5Gb+g7nuPHj+OGG27Agx/84NzyX/3VX8Ub3vAGvO1tb8P9739/vOpVr8L3fu/34tOf/jTOPPNMAMALX/hC/Mmf/Ane9a534ZxzzsEv/MIv4AlPeAJuueWW1kVvhqzovUogIpw4cQJHjhwJ6jiNkJMiTE5Go/D3nUE4T4oIOSliyO+a1lfjc57zHLzgBS/AjTfeCMYY/uVf/gUf+9jH8OIXvxi/9Eu/NMQYlxabkcBmNOyDS0rU6T9mRYNzwVewjIEKZKtR8ebtGBzf3ApSrKD2dUgJSQxSROBSWRaUtVdHvHFLgetaJfjG3LRdH+rUrG1gSOq0Da1wFcYbF+q9kEoJKyVPVbGKVOQF0rVqzOZcsT1ZDSmr1ufVu+5U/yrbAR85KzQxa1SrLiGqVK2ZZYBNghL8vxlwa2F2HhfXu/vyisNj+jX2BbbtgSAgkcjZGQgi/ZkgSRUJjMAAxhHRGJS6sVp9ICscJiGR6IJZSn0rUvWtiBIkoyRVZdpT6t3CVvkYTAEs7aMKqV5T/9es4FVWsKuNh+0yQcWoimNBFxUzhGqe0jdWCZT+4qPzlitYtoo5WB4wtgHGNsHZSNlVmEJuVrE6GzJn62G8iVF+zkJa56tc+mPH2AhESfradX/3/ax9zDquNqiLwRD5qxJDl/V12zU5zgEB64zTp0/jJ3/yJ/Ff/+t/xate9ap0ORHh+uuvx8tf/nL88A//MADg7W9/O44dO4Z3vOMdeM5znoMTJ07gt3/7t/F7v/d7eMxjHgMA+P3f/31cfPHF+OAHP4jHPe5xrcYyZEXvVYKUEnfccQfOPPPMUO1dI+SkCJOTCy64YNFDWRqE86SIkJMihvyuaU3avuQlL8GJEydw9dVXY29vD9/93d+Nzc1NvPjFL8bzn//8Ica4tGAsTyj1iVmIeqkHxcklN4uErfGgtb1mDcmr9pn9odme/t8Gad/CJpF5bp3teyvd/TDb+GeZzu9T7RrVrEvYCk3WkkXWClPISvKcMtaFz9agzsqgbBtvHKafGrJW2QxYfq5SEaOGDDXkbdnRsHvnzHxmKRnrkrU+8raMuC2QtjBEcvaakbTZe0Mb+agjm6ZShfssNTw4RkA6AX5Eyn+VE0fCOCIaQWCEhI1B0J6oEHoKvYew1YSkTX7ZBK+gBKQVn6qYVwyiRHmpkrRIXEKtnH1pkI2V0v/5t1p1zIPM6aaGjcD5QXC2gYhvIuIbiNhYFXXTPsGq7aI2vtm5OtbnqrT8k4FuJjfzgzlesxw3+3iUHRuzvM2x67JPWyiyPcl99m1Ttb6qbYN5KLjr+mg6Bne7JjlaVRDN9vdpXdsB64Nrr70WP/ADP4DHPOYxOdL2tttuwx133IHHPvax6bLNzU18z/d8D26++WY85znPwS233II4jnPbXHDBBXjgAx+Im2++uTVpGxAQEBAQsMro9Ffxq1/9arz85S/HrbfeCiklLr/8cpxxxhl9j23psRtHYLL7g4XtZwv4FbK57SyKookCtom6tvBaMoaZYXuANiRDfX3bPrYAIITx2vW3yUt8cqWnCJnrMVtV2MssKyvQ5badU79abSuyNuszMZ8t24IqYtVna+BaF5h9XfsCtdzfhtu+bS0gqUjQxtoX1i6+lUhCrFWrCVGqXK06o/IkbPbJpYXc411lqZDFQLpomBqDUcMmFnVKIExZrLxKjT8tEggeZ961VCQ+baLVJl6lozSUMltnFLW2ijZtj/LEVbaPTIlZQOaI2XWegr/OaKPoA+ZJAAlIeQoSQFLK9TP4r77lVMk2QV2eZ1FNrpuVRFUu9rO6tEx97JLS+zU/AeuPd73rXfj4xz+O48ePF9bdcccdAFAobnbs2DH88z//c7rNxsZGwVP32LFj6f4+TCYTTCaT9PPJkycBAEIICKG+yBhj4JxDSpmbylq2nHMOxljpctOuvRwoKq7KlkdRpP4+tZabsZQtbzp2d7kQIrfNOsTkjr1tTCYnZv2qxWTHRUSFsXSJybRlt222WdRxWvS5J4SovW5WLaaq5U3PPXPtrEtMTcZeF9NQaP0E8fa3vx0/+qM/ikOHDuGKK64YYkwrg1PxBhK50Xj7lAi1PnMob1yeflYk60grR21C1yVWywhVmww2bZr+qsjaNtYIs6Bp8bYmBb6AGhLYQzbYRb/M/sayIH0lDiEZYhlBEEciOBLiSCRHrFWw5tX8kyVh2QrQfCG6+uVq//J8+bxmAWVRkCdpM0sAQ7qadbYSNWvX5Eq9+uwEEgnERIglMJVSF+wS2EOMXTbFDjuNXbaNXTqBqTiNWO4ikbuakLSmUHumSKuiVKtL/MwG3/m8H/MQYGMWgsdMOe8fq6TerkZTBW0g2jJU5SLkKQ83H6uaHwIr9dfvo+2A1ceXvvQlvOAFL8D73/9+bG1tlW7n/vhORKUCjKbbvPa1r8UrXvGKwvLbbrsNd911FwDgyJEjOP/883HnnXfixIkT6TZHjx7F0aNH8ZWvfCVXgOm8887DWWedhS984QuYTqfp8osuughnnHEGPve5z+Ue3u93v/thNBrhM5/5TG4Ml112GZIkwW233ZYu45zj/ve/P7a3t/HlL385Xb6xsYFLL70UJ06cyJHUhw4dwsUXX4y77747jadNTESEU6dO4eTJk7jXve61FjHNepw+97nP4dSpU/jc5z4HxtjKxXT69Ol0+XQ6xYEDB2Y+Tpdccgk45/j85z+fLv+Xf/kXfMu3fMvCjtOizz1DiDPG1iYmYLbjJIRIr51LL710LWKa9Tjt7u5iKDBqSQmfe+652NnZwQ/+4A/i6U9/Or7v+75v3xlVnzx5EkeOHMH1l/0UDkTNSVsDl7TljBDllLCKtM2I1Yy0BfL2BeazC5e4Vf36VbbpWCyFrlnWBb2pc1Hv45p+Lvljv4rQddWzUlsRKMsChkRGmpyNEMuMsE1JWzK2AOWkbTq93/JnNQS9Wq7tAKzPLrmv2ik2bhO2aTz6NbFIWdvOgPRrQrZNAPMSt0DRTiCzPsiUtLEkTKTElAR2EWOXTbDHdrDDTmFXnsCeOImpOAkhdiBpD/MkeYZ8MF4X1dy8pucP1c86HIc6T8y+MKTP5roehz6xjjka6jxdBzTJi/l78sSJEzh8+PAcRtUNZpw3fNtPdvq7twl2xRT/3z/8wdLnIqAaf/zHf4wnP/nJOY9DIUSqfvr0pz+Nb/7mb8bHP/5xPPShD023eeITn4izzjoLb3/72/HhD38Yj370o3H33Xfn1Lbf/u3fjic96UleYhbwK23Nw745p5ZVnbWOirMQ0/AxbW9v48iRIwCAU6dO4dChQ73FdOrUqbTtkydP4swzzwzHKcQUYqqI6cSJEzjrrLMG+Tum9V/Gt99+O/7sz/4M73znO/G0pz0NBw4cwFOe8hQ8/elPx8Mf/vBeB7fs2OQSm7y9/56rqsyTqmq5BAPXhBpjpOqQEQNjWTEyXqG+cwlXm/TzKXXzxZ6qSddC2x7bhlyMFcuawLYjsJcVbA3g384Hc636rAqEVKraVEUrOWLrNZEcCcFS2WbK1iwnJh8m3mwiMYEQgXnymCfyAb1PSa4iRpCkat5LYpCMwInlSjKZ8cUy852NpSJtbTsD4+ea5iXNn3o1Hq/G5kAQISGJGBIxEkxYjJhNMWF7mLBdTOg0JuI0YrmDWGxDyD3lrTpHv8qqqahVxWPcffcr5lFIp23Bov00pXjoOLsUfNpP+W+K/ZaTqvuC7zNQT/SuYw7d62tdYnRtofpuO2D18ehHPxp/93d/l1v2zGc+E9/6rd+K//Af/gMuvfRSnHfeefjABz6QkrbT6RR/8Rd/gde97nUAgIc97GEYj8f4wAc+gB/7sR8DoJ4/P/WpT+FXf/VXS/ve3NzE5uZmYTljrFAoxzx4u2i7vKwAT5vlvvFVLe86dikl7r77btzrXvdKiY1Zx162fF4xNV1eNnbGWJoTe99VicnulzFWOhazvQvf9uY8sa8lM4ZFHadFn3v2tbMuMc2yPIqiwv2kbOxly5cxplmXL5U9wmg0whOe8AQ84QlPwM7ODv7oj/4I73jHO3D11Vfjoosuwuc+97khxrmUiLRCti3KSE93xo8EAwfBFH9ijHJSyMq/b+fwxy+zVKSuCtgohNNljk2D/VoFHzGb957NiNdsmUviFtvNedVahb4EcUV2OtYHiX61lbU2WWtbEwBKS8qhCHKux8KZIkY508WriAEpYZ8nbG2y1medIK3PklTbsAhbE7fUY4wl03YGDBMBTCUwlaTfSwhSqtkkV/md0r6U2yshgYDUHrAxi5GwBDGmiNkEMU2QYIKp2IGgCWK5CyEnkHIKolhbHiwW5sG57OG5qgr6OqJK4dmmkE4dIWFPz7fJjD76aFK5fdFwiZs2BE5XMruKGOuaE3vs60JCufBd81WxNvV0tfNm7+deF4tG3Tnju37L7pNVObP38eWlCRm8SDQ5lsHvN2A/4swzz8QDH/jA3LJDhw7hnHPOSZe/8IUvxGte8xpcdtlluOyyy/Ca17wGBw8exE/8xE8AUNNef+Znfga/8Au/gHPOOQf3ute98OIXvxgPetCD8JjHPKb1mIZ8kF4lEBHuuuuuglfwfkbISREmJxdccMGih7I0COdJESEnRSwVaWvj4MGDeNzjHod77rkH//zP/4x/+Id/6GtcKwFD3rUGmeJZ6sAawlERfIYo0ySfJm5tlClkq+C2UaXETbdp4aPp7m+PSxIDiIHMNp5m7fGUeda66tj0PbEcQesqc33+a7nCYFbRLyF5plC1iFtD1sYWWWtsBgRl7eRyAgKg1NFKacvAWZ6gZcwmafNqa1uFbT6n43dy5frWuuMzKlthjZeBYcwJnHEIImwQQIggrRtO6pFLqoiYwAiSCDEkBI0Rk0DCtjDBHmJsYsJ2wThHTNmvT0QSjBIAyVydWd0H+1kqqy8DSTAUXBKuC5nQZJ9Zq6l3rULfBzky6/G39+9yHjbZ1reNS4wZzOqPO2sbywrfcSr73La9IdofAnXjqjp/+8pRHfk767nX149xVeOqIp1X+dqRxEpnMPXRNgBceeWViKII1157La699tpB+gpYLF7ykpdgd3cXz3ve83DPPffgO7/zO/H+978fZ555ZrrNG9/4RoxGI/zYj/0Ydnd38ehHPxpve9vbSlVPAQEBAQEB64pOTwlGYfsHf/AH+OAHP4iLL74YP/7jP473vOc9fY9vqbGTjEDUPoV5n1lHYanVu5woJW4By0LBVrCWUGBeawLY/rW+cVSrYM2+7h/rTZWwAJCANyJU1fr857L9TB/2MpvIdMfptpkv1pVX1QqHqPVZDJiiXATk7AUUSnx2PevKiphRQ5qTlfTFPYsN+TtiwChl18vHqnxtyfK1VT62Rp0bk8CENjBBjAnbwi7bxJRvYY+N1E8OuvCYkDGwBGrbgAw2YTKkerKPdssUnmVqwD76sttcZVSpY4NFQsAyoq/zzHfu93X+VqmpZ/0hbD/j+PHjwdN2zfCRj3wk95kxhuuuuw7XXXdd6T5bW1t405vehDe96U3DDi4gICAgIGDJ0fpp9Md//MfxJ3/yJzh48CCe8pSn4CMf+ci+87I1aKu0NcSnIAamp7QbH1Kpp7dHTNkhSIaUuAUDOFnKXFLEq0+Fq9YX/VINmloW5NW82XszPoMyYtS1LrAVsT41rGqrvphYHUFrE8a+MdqwyVqpFap1hK2xGIhl5glriEyXeLUJXNsjNrUdSMle0uOw7Agoo2tlur1LpKsYuaZsOWP6RwCGEWOpejev8C0uA8oV21yJhVMLBqMoNhYPjEi15fyX5kBHTiQBkvDKrANKMe+H/SF9a/sgP8vaGkK1uA5krUEVWdX2mLe1CVglrNMxX3X0dT4NqQwvU9qusxqdMNy3ePjrIGAosKbTEtccjDEcOXIk5MNCyEkRISdFhJwUEXJSxJC5aP2EwhjDu9/9bjzucY/DaLS/H3A4I6+tQBXcQ0nah5RB+aAKoab9GPWt6ccsS/uu6qOgns3aMP6zRrFrk7a2Ktfutwwp8VpCyhIxJLq4l4QiQQ1B6vrAti1A0WR6Xt2RscchiGklqSZpNXGbEbQMU03UqlfCVCrFqVKbSk20WmS3h4Tm1sXMnfWsZLvIrGmQooSU3Dd24pdONlwCuEzRW+VnO2VTxGyKmE8wpR3EtItY7mCSnEIityHlaSzqMWxZ/CFnQVUBmz7VjkMqJ1f9GAS0Q1DhBqwS5nW+husiIGCxKCs8s9/AOcf555+/6GEsFUJOijA52d7eXvRQlgbhPCki5KSIIb9rWj9Rv+Md7xhiHCsJhkY8WilyxCMVHWR9xGSZatSFsVsAkBa1ynxU83YMtndqzlO1AWnresKSthcwRKjQJK1wiFHjG2vUpmXIE5kmNsfmwWxbQmq7FgFGEWsTx2YsSaqwNepaXbRLAHuCsCcJEymxJxNsY4oJm2KP7WDCdxHTBMaFWPUbgYEjwhgjGiHCyHqNECHCCFy/MjAwjFhG5RrVbEbeu5YKmTI385ylzHMWAjEEEiYwYXtpwbAp7SJme4ilIlmFnELISdH3Mi1rJqGKiAWl7CIwtF3BOheVCsijbTX7JnYTddPOXQuOJu00RdsibWXbr8v5v04/VnVF00J5Tc6FrkUAXQz5o9u8MQ9P24CAviFl06en9YaUEnfeeSeOHTsWiGyNkJMiTE7OOOOMRQ9laRDOkyJCTooY8rum8V/33//93493vvOdOHLkCADg1a9+Na699lqcddZZAICvf/3reOQjH4lbb711kIHuBxhy1SBqqeJN2/GQl65y1/XUVe9dNSYrJW5tL1l3OZAnl33vq/a1+7Q3E441gr2SM6QF3mz47CMyP1xjT2CKdJkiY5kFQqqu1YTtrhCYksAuYuyxPeyyHeyxbcS0h0STtgDAwLVpQIQIYyRsjAgjjLGJCCMIKPKWaKyVrBEYGEjbDYygCqJxKAU2hyJmjezeZ6UgQRAkkRg1LASmLIZAkiNsp7SDWO4glrtI5C6E3APRRBOz8/GcnddDbNMK8H2gLz/Vsrb7LGRTVUBneQkFhtQMhHEU5xsoCw51NQTvZBs+b822xeO6bNPmXOpCjvVVAG9e09mHvEcY7HflaNNj2cTmo69rpI99AgICumPIit6rBCLCiRMncO9733vRQ1kahJwUYXJy6NChRQ9laRDOkyJCTooY8rumMWn7vve9D5PJJP38ute9Dj/+4z+ekrZJkuDTn/507wNcZnT19kqVlA3Ur0b5yguWB80sDAzqFAxt7AlMgTRDfnIi7cHLAC4ByQGWTbg31g9q3NqTVxftkoZ/JaiFVh9q3Ho9bGUvLNUuLPsFpMsyQrZ4jNI2KSu0JUj5tSakLAYSkoilREwSUwhMEGPK4lRVO6VdTOg0YqHIT6NUzcDBGAdnYzDGEbFNRGyEEd8CZyOM2RYiNsYImzkVrqJ5R+DEECFSOUVmpWD8YqUmhyUotS+QkEiYAEEiYQkEEkzZFAIxEpooYllO1HhpAiEnkHIKolj7zc5XiTC02rOviuNNx7XMD+JVxbtcLEccERgbg7NNcL4BzsbgbKRfeapmZ0zZyZAucEeQEBSDSEJSAkkxpJxC0gREE3S5Y6+LenEIwrDqPOqz+BwwnCK8zyJtVe0Dw11bvhiGslBpqmTtu98h2h3yfCr7vOoY8i+FoIUMCAgICAgICCii8ZOoyxyHXy27TRNzC3zZhG3EpXplMiVqIyZz/rM2WVs0VCiCLIOBfEEvo4jNKzfLtsvFYEwAGGXqWCjiFkada7x6dWxp67ro2ggMUo+OiKVMtvmjPQJpIpflSFZBDEla/CsrCJakClnSy5TXrND/pLYNyPJCaV/Gp1W9KuIzxhQJS5RnK5so0hNFSwFJ0xKVqlYFsggMY3C+AcZGiPgmIraJqSZwR2wTEcaI2BgRGyGisSJumSJwOWWFvVhBWQhN1UpIpl4JEgkSCK2wFRSnpK2gGImcQNAEUiaW8s6oE+eLvkjVtmj7EN1k26EfzIdU1hrMQwXYBAwjMH4AEd9CxDfB2QgjtqkJW2U5wpj6ecOGhACRTIlbSbE6/9kYQo4gZaSuVXSLbxXJ26GvsTo7hCEKwvV9DFxC1SX0Zr22fUSwr79Z4BLb9vu+Y/C11/f9z1aG2zG4Y+kKH4neVwzuca07/gEBAQEBAQEBAQFVWK0n0CWDKa7VBoJYSmQKEWnyVRG2QkR6HdeELWlyIu8z66ptzXIfgeySs2nxMMtqgBxLg/RzSWyF7fR7qX15bU9b18NWUF4xazxlpcMZmo/SUdIaFW0skX6OJaWvirSVEI5VgFGk5vuwlb1aucoUDarUrhwjjLCJrXQb4hKSS2efcn0IOdO0zT6GMpZaIWjIVWAXEplq0Db1lZ4p34akklIpbIkEhFEY6leiRClqEStV7ZL50s5bxTUUueAuWxWFVRm5YK+bJwgJSJ6ClKcQm3FgBLARGCJAK20Zy/+IYa4FZZEQe35ImQ2rRtgCeYLIRxL2rcZcRbieu+61OzTRPWT76x5Dn+fvPH7QcJerc2+5vo/rQJT9zThE2wEBQyBUN1dgjOHo0aMhHxZCTooIOSki5KSIkJMihsxF46csxlhhIPv9IE2kKh7VHnZxKb1Ecrj+s24hMbMOKLo5+mBIUQApoSqtgmEZ2QpnmSJJbSK1rEiaTb4m2opAyDzJmlgEq9BWBEKrYwmUs0DI90G6bcp5tybat9IQsokuupUw9SlhSWoRIJnUZGhGlJojwMHBEKXkLAPPFQrjGCMCx4iU36zamoEzZpw19bEwauMs77DGa1S+AoQYCRJIxEz5zE7YHiZMWS1M5GlMxEnEySkIedKTkfVEV5Kh7QP7vMjUNn0sG7HbhtBrWoCnDzKPkACUqCtizpfFqpKRNsrI2y7tDGEhsCxwf8CY5Z5Rpng1mJU4b6p2nTWGJmRpHzG4uWlyL5rl/uSLoa7NrjH4jrt5f/LkybRWREBAwDAIRXIUOOc4evToooexVAg5KcLkZHt7e9FDWRqE86SIkJMihvyuaWWP8NM//dPY3NwEAOzt7eG5z31ualJt+93uF7RVHLCcZ6si+QxhyaFsAwDlDSuQkX+qCFVmO2B7xJaOzfSjiVjoNlySVlgErSJc86Qu0EwFm+5fQ9Iqv9iibUFe9QrrfbZOQiLRS5QlAGnKVqZEbfZepHYB0vK7BDRhy7JjYFPg3PovAsdIFwgbgSFiPCVrFXGrfrjICHjbioIgGdOEM4MAQfnGjgAk+nhm/UoINZ1bTiDkaVQxU+tCkMyKtnkYQnXWRE3VZf95wkeau+/r9utju2XFOpC2bQmvodtZVpQpSGfNVVU7XfPXVO3aVwxd+m7TflWbfY69SX9d++nz/FlWdLEFa9N2QMAQGLKi9ypBSomvfOUruPDCCwORrRFyUoTJialbFBDOEx9CTooY8rum8dPoNddck/v89Kc/vbDNT/3UT80+ohXCwUjgQDRMlfKqAmNNhGZVZK3Q9gSJtjAw/rCSkHtvF/JyiVtbHZsW/tKFvBQhm70mlmVBTFL5xmrTgoQJSCZzKtgquL6uDBxjjDCmDW+CeM1DQOYXq9SzdsGvbJlaL4kApgh2odW/IOMxzDLPCfhVtibuGAkmbIKYTTFhu5jSjvbK3YWQe+hjSvc6qN+GKKQz77ysQwxDYJVi6EstHLAaWOUCW6ZtYLWJwlW6P5RhHWIICFgXhDosCkSE7e3tkA8LISdFmJyEWSAZwnlSRMhJEUPmovGT6O/8zu8MNohVxUYksNETaesqdl3Fge8UqFIl+CwQDEHrkrXKD9a8WgpZidRv1i1Ulalss/WGoCVS3rIJydQSINb2Baqw1xQJEsRskhUNcohKrowI0sJDEcZeGwPu2BdwbXxgE64G3aws3JwXvXEBFA5Qpg6G1vzKnC2CIWwTmiAmVdwsEbsgudtpXO4Doo9o8k3XrJri6pv2WTZttY/psr4Y7L7d8brjqoqhinirI0NniaUqT2XHoiqGsjH5jnWbGJpMe/cVaDJ9dSmu1CYnfcRQdj3Y733n+7qiLF8GvmNZde2vOrldpYqsuxbaoK11Stvty7Zte89o0lfT7fqKoU0ffdzzzDKDNt8P63rvIAznUBMe+wICAgKWE8Yq4eDBg9jv9pgBAYvA6j5hLQESyZGw+cjB20wb82lWy3Sskir+6fXC+tXA/gHBJWylJmwTTWxS3qRAWxpkr6p/kS+8BaWelRCpfQRngEAMYhwSEpw4iEkkSMDBEaf+tNrYgDLiFsg8Z+cJQ+wSKOe1K5BgyqZIMMGUdjCVO5jK05gmpyDkqUaV7avIxyb72du5+zT97Gujbl8bbR5yqx5+66a4NiER66aw9jE119dHWb91MXQhCLqsr4uhybTgJv01yUnbNuv6aTqOpn3PikWo8prmuOmxWgdlYRlB3eR6boqm+WrbRx2h2Nc5XXa/73v7PsZU1pbvBzWz3LdtFVb9nA8ICAgICKjDsWPHAABXXXUVbrrppkDcBgTMGYG0nQFfn46xxceNt+fO/Y3DFBfLXFVNETKzvVt4rE0hMgNjZSCh/GcJinwlXZwsU91mnrS2zYGrtLWtEexiYYlVKMy1AzDEpfGgVYYBfirZLBfIiN3cepKFbb3bNbRcGAJEQvvpqlglJZAygaQYkqYgmoBourDx7Tesw4P1OsQQ4Mc6HNt1i2HoeOaRr3U4JkMj5KgdgqdtwCoi+C0qcM5x3nnnhXxYCDkpwuTkjDPOwFVXXYWPfvSj6bqPfvSj2NnZSWsa7ReE86SIkJMilqIQWUARe4KDqP3BcQlaxpSHbVbgihAxpdbkxFTRLKtIGWNkFdHqBolMKZsuM/61yPvSmuXZdtnUf9KkrXQIW6OuFbpgGDkqW6kJVXJes/Fp9S1lfreSVLEuY6lAJCEp0a+xUs9AgigGIEFkyrmFSXfLCF9lbaC/h+h1mKoNDJunPqd9N+3PRl8xmLbK7A76RDhfiyizTOjzGFRZZwyBVY2hiX1NQIYydXWf7fqWh2MSEDA/BFWgAmMsFJdyEHJShJ2Tm266CTs7O9je3k7VtvsR4TwpIuSkiCG/a1b3KXEJcGIKbLjy2RqYzQ1BywCMGIExRc5GWnXLmCJuMzJXKXNdVa4Pxh9XkarKw5YACKm8bGPtVxsTQyyVj20igZhIfyb9XitmSRY0q/b0f5lqZ7V3q2MHoF5jCIrTV0mJJl4zRWohDg9xSyT1Z6EVt/ozJXp7CZAEpfRzwLJilinG6w7flN0h8tTntO8u/fXd5jyUkvMgglcNrnXHEOfRvO8XqxpDU7uRAIWh7hllba36MTE/+A/VdkDAEBiyovcqQUqJL3zhC7jkkkuCOk4j5KQINyf7TVXrQzhPigg5KWLI75rVflJcML64IzBizf/wNqdzxBg4Y4iYKo41YkDEgTFjiLgidCPGMOKKxI0swjbSpC8vIW9twtYoZIU0xceQFhtzSdqplJiQxIQEJogxYVNM2B4EEsR8Apu2tZWv5rOEUL6zmmAVFEPKGFKrYCUlWg0r04d7m2T1wS1+lodvn6CoXRd0KSKzbqhTgA2dgzbFwJoUAeozhraFjbq02aSwWdtzdN5q0WXCkMrnrsep7ZjmHQNQ71XbR199tLuOWPQ9OCAgoB+E6uYKRITpdBryYSHkpIiQkyJCTooIOSliyFwE0nYGSF1wq/H2UOpapJYChoRlkFJZIESkSFzigBCasGWG6EVOdQsoawU4hbaIlHdtStpqn1rbtzaWirCdSomYCBMpMIUhbCeYsL20YJZRyOZjyatgpVbMEgkITcgWrAtsRSwllhq27QnuUzd3+YVnGOuEoR/yVl2VV4cm8e23B+UuBXJmQVtLhiZFjvqMoW/C1tfmrOOt2n8dz98m1+1Q9y5fu1UFF6v2rbp/933cuhYX7PpDRB/tLuLHo0VdL3Uq3HW8jutAxFJxwBBtBwQEBAQ0AxFhe3t70cMICAiYA9ab/RkY526NsMGaFyJzkRX0ovRzIglTABBZATDbU9YU/gLK2XxpbatoUYIkSr1mhS4HJiCQMLV0yqeplUG6hbEugPD2MzwYDBnLwADGwTDWrxyMcUC/MkTqVa8DoNcDDFGhZWOvQNpeQVIMKaf6AXoCwuwPY0GV0wxuXkKOFFzVp7usL1QRO332N2916ZA2BmVEW8BqY973oaH7mId36jxjWOXv0HWIISAgICBgOUBEeMQjHoGbb7550UMJCAiYAwJpOwPOHAEbHQSekpBTwQrJkJC6AScEJESYSJlTv27zbeyyHUzoNHblCUzESSRyF0LsaJIxI3ANwQkoMhOMg7MRAA7OxmD6M2McERtrAjQCAwfXr4bw5B7Ccz5gevx5slaNewSGCJyP9JjH4EzHZsUAKOLWF4O0SFtT4CyhifLalRMIuQeSu53JW5egqntg288PcmXKNl9RKd+rvY3dnk8puioom6bfNie+Nqr6KkOTojr2uNrEUIY208W7oKpoVpMYfOeq2acqX74YVvlcBVZ//C6aWl80Pdertuk6hrptqlS87tjqxjfr91OXWJr8QOK7H3YZQxNCdZYYzBj941+taYVDVgtYrUwErBKC36IC5xwXXXRRyIeFVc3Jzs5OjrC96qqrcPDgwV7aXtWcDImQkyJCTooYMhfr85S1AEyEsiJog0wxa2wM1HtBNumq/G05jzAijg2KcFBuIsbhTCE70mpYJuGWCUs9Z61XybJSYannrNbeCopT8lIVCYvTwmBZwa+yeCyvW7OPtW/2mYMxgLGN3Da+dphldWDUtOa9UdTm9xWaCJ+AMw5JZvuo8inAFEEzhdGkTCBpohW3s6lt2yoX9ytha6NqGq+bP18+y0i+VYT98F8WY5Oc+Pbrgrrzts004q5qxr6vkTbnUt36us91y+vWBcwXdcei6bU2y/1+1m2axtBk3VD3j7Z9NvmO6DKGuu/nJu3Xjc+3jCjByZMnceTIkdq2AwICumPIit6rBMYYzjjjjEUPY6mwDjm58847ce655/Z2nq9DTvpGyEkRISdFDPlds7qsxhLgaxOJMetmHcD1QWXpZ6WQ5Uyt2wQDY/l15j1Q7eCaFSEjXYRMkcIxEYTjX7vLdrHLdrCLk9ilE9hLvoE4OQFJs3vkMIzA2CY43wBjI3C2Cc5GqTLWVvj6kCeEtVWDQyYTJKTUfrkpwZyRx3YbdsEzuwiaUin3ZwHRR5Gk/ay8LcN+y8ksRbSG7HuIImBDYJmvr0XeI/qKfdE5HArzuJZmVbI2UZUC/arS69qbNYZ5FPoasr2yHK3bdUIY0NPWW68gIGB2CLEom7flghACn/vc5/BN3/RNiKJFzaRcLqxDTg4dOtQrWbQOOekbISdFhJwUMeR3TSBtZ8BpEWPU4iaZEa/MTPzHiDEwxjACQ8QIUhcii7jafsQAxpArQmZeYb3aMPYLghgoAoQEYgJiyRBLUkXNJAMjBkkSCUuwB65Up3LSC2ELQCtVRyCS4CxKCdsofR2X2hcAeQsDsDEkCTDEWh1rFULLFTvro9DZbGj6gNZV1bNOD4BtsF/jboKhVKiz9LXo47XM19DQ94g++m7bzqJz2hfmcS3NmrtZVKVd0JcyuGr7IWYIzLO9MIsmICBgFSDlUAYnq4uQkyJCTooIOSki5GR+CKTtDLiDfx1Ry0JkHBycOBRVOQKXDJF6p1+ZJms5IsYUwQpF9EaWGle1pWDzxrblAoEgtEeuUtpKxCQxQYwJi7HLd7DDTmGXTmA3+QYmyd1IxD19pGZmSMuWIS2IRrFjZRBDkrYyoBjzJmebYgilTZ1X3rwwS2zLEsOqoMx3cRZVXVvv1a6oU9XNeh4tIoZ5oMpHt2t7wOKut1WIYRZv1L76mLVtYLXvqfM4BkO3u6gYhoYRBQzVdkBAQEBAQEBAQB6BtJ0Bn9v5SPvpCFZRsIgru4AR3wRnY4zYJiI2RgT9HmOMaKQoXeIYkS68BQ5O6h2QKXgBpAXJJCQSpsjOKZtCIEHMJ4hpgil2EMtdTJPTiMU2hDwFomlfaekVBJkjbIWcKjWw3IOkPfRpa9AH5qEWGqrNLphlHMsSw7KiTInWp8JxXuqwujGvYgzzQBvPzrbtLQKrEMM8VKxDxrDoY9wH5q0kHqLdRcUQEBAQEBAQEBCwXgik7QwgbLf39qKs8q4QI8B4vfINZRnANxRxawhcTeJG2laAIVJKXcYt0pZbzWfFxxKmrAIEEgiKEdMeJCWI5Q4SOUEidyHlnlap9g/GNrLY+EhZITDlY8tZM+8TSRkpa6wQAJl50nZEmXptKFVs333UVbIfKoY+/TBXHVX5GFpFNZQirG9lZ9N+h2p3SP/WPhWNfaqny9p325uHmtqg73vGUOdo2b10iPvekDGsMky+VxnusV2nWSWE4eY0BaFtwFAI1c0VOOe43/3uF/JhIeSkiJCTIkJOigg5KWLIXKz2X8YrDkICUAJBexCd+ccy0phbW+htGM+tY9pLlvMz9GdrH1Z10vHcNgwRGOPqH8xrVCg2xq2iY2bfMj/boVCl8BuK4BlaaTuEt2RZDG3aHn76ZwTGIgAcjI3Tc8+F8UVWP05IEAn0pdCuIniGjH8eirC6GGaNbx7kcJ0lg7tNk3bc5U0KENXF2GQMsxCvZTMAzP5NfnxoGoPZzke+ueNtQ2aV5bfPaei+GOraa3O9lxH/i/rxZxnRH2Eb6b89xoD1t4kNY8FEZHvhC8xKH87jb4CAgICALhiNwqO/i5CTIkJOigg5KSLkZH4ImV55lD1ciOIWzqaECJxtgbMNRHwzVfmmRcL0Q868idV5wn64qiJdfPv59ilrx17nPuBXkTFlfdSNpQmR0CYG3/Z1MfRNXDK2hYgfAGfqXG1a1M74Iys/5BiClB+ykFNImkDIXRBNMOuDuhtvmcKqScXxMtRtX+V726WPsnH2GUPT665NP03OxzbXW1sVqUs8dTkWLiHsy73vGHQhANvGUDdu971LgtbFUAZfPpps3+Z6qNu2jMSui8NVXfq+C9xty+4hbWNaf+i/ZfhWq79lpP47SVICSSL9fhA00TZMU0jaRRf7qKb3sSNHzm7d9iIhiUG2nWHWou2AgCEQiuUoSCnxmc98Bpdddlmo9q4RclJEyEkRISdFhJwUMeR3TSBt9zWUzYCkKSCV6kTyBAwTcDZOlbIAtKJRgaioUiTLqkAa9Qry1gbudmZZoS1rf6IEkhIQxVoFM/xDaZXKKhtj83HUkaJNSdM2aEJotO3D3b6JkqhPEoFoD4nYAwAwKGsRxsapRzTXRQF9aipzLiqLjUSdhyRBiPX53J6wLVOENVlepkDMj7uo2m2q5Ks6Vk32r1veRkXWNk+zrGuybd3+ZWSljzAswyzXXdUPSU2W1ZGYTbed5dqtI+Z9y2c9R9ts2zTuJkR302utzfZlxHDVfvuXsAUAAUnbkGIbiWB69s8mGBvpfzydEWTDfDcY2yXzt4aalTHbbIymx+3EiXtw5MiRmfoKCAgICAgICAhYXwTSdgacuXlZjsysg0tskqXyMH6thqjMyKVYk0uzT9nzjYhoAqIJJHipjYIfhvQi9X4N3Mh8ajCg/iG+b1uFLgq3OlWXvU2fMbikYlW/fcJYixDtzeBs7CICY+OUCOZsU6mzrId+zvI+0qmHNKlieQQJKRNImujretJJpQXUHxOf2hWYTeHsO/dmOb/7m+q8WPjy7KLpNVenxPRdT74+2h6bJkRgWQxt7oV127W5NzVVubrtVr369inLQ5ucdf1c1Vab+/S6KG1934EtWwBBH7sF/VnS9PirOFfrbyeJWaoJ1LcdEBAQEBAQEBCQx3o8US8I4+iMxgW1bNiqU0lC+20K/dklf5QPp6QkVQb2S5aa/YVlo1A1RW3YB4x5P3RWPSB3Ubn1MZa27VWNaegY3H6axjCP49zlwV8Rs0W7EAaeWjAAmReztBS8wly3PIagLQg5hZAbkHIPkvYwi3Krrbpy1uPZR1vriCYKza5KWN82dQrVLsemSwyz3EfqYmiybZt+2tyTmrbfJGddPzdd13Tfdbhe1yEGg6rjT5Tg5MmTQWkbEBAQEBAQEBBQikDazoC7dz4BlBYCa4u+yVAzLldBqxSD+cIcWYEOdwphaWEna1ohkVIWzsu+YFasgyJpHfwMly+GbIqtEKPc9FquCVtmWYYYqB9d1D9JcarQI5r0ej0MrV4OaI4hztXFn/+zYx1iCAgIKAcRAw3kPTtUuwEBobq5Auccl112WciHhZCTIkJOigg5KSLkpIghcxFI25mwrNPaGFKyNiVl896f9rTvrFBHBAYOrl8BP2kLOMpCiiF0YSchJ5A0BcndmQirPh7+y6bFNpnyOm/UTdOti6HNNNo+xzdLn01isLfrq99GY6ucXus+WM7nPtAmxrrzqWx52/3qtpl9qvNyoI0XbFfY+e/z/lf3uU1fddv2lZeq89DuZ4gY+ra78S0H2lkftO2v7P0ytFnVF+A/h4Y+Jl368Z1784ghICAgYBYkSYKNjY1FD2OpEHJSRMhJESEnRYSczA+r/zQd4AEhtTvQfBJRDAID2AgyJWkVaSuMihBGSRjlipD5e8isHFTl5VhXWp6gzyIes5AYvumifZBTbdEkhrrlXQi4WeAj2pqQb10Jujqv0Lb7D/twPL8fa6oIHt9yg6bLfT6qbdpruk0b8qot5kGGlLXfVwxuP320V0bYuj+StLm/zot0qjpfyt63uffUbdvXDw1l7fjIz1nJ+rIf9WZBkx8q+poxUXeN9YG6cbYhpX3X6iJ+YJw3gqdtwCpiyIreqwQpJW677bZQ7d1CyEkRISdFhJwUEXJSxJDfNYG03TcwJK4q3rSM8D3M9EliNGlvKAXdEG3PM4ZVwzqoO+ehaBxaPVrV7hAxzBurcq3VHedViWPVUUYSln3uu78h2l2HGObRZ7jGAgICAgICAgICumD1mY2ApUV4SAlYJML5FxAQEBAQ0B+I1L+h2g4ICAgICAgICMgjOAcHDAZTxKnpP7NPm/b7GOPQfQyNdYhhKMw79iH6s6+PeWCovkIM+wturkLulgOzHocmVjbLfqybxrDscQQEBAS0RSgaVETISREhJ0WEnBQRcjI/hL9IA5YGXQtZzYKmvnXLjHWIoW8MZUnRtN9lb3MR/c0zjnWIYdXR97R54/kaMBv6OA5165b9OlmHGBYFCQZZKMbZX9sBAUMg+C0qRFGE+9///osexlIh5KSIkJMiQk6KCDkpYsjvmvAEFLB0mFexjqH66bs4ka/9NgVTZsEqxzB0boY+zm5fQ56rq4p5XQcGQ5238zyX3H5XKYY+Cl5VYR4x2IUph+prHve+oWOYF9YhhoCAgGpQ8N4AoPKwvb2NQ4cOgbHwIwkQcuJDyEkRISdFhJwUMeR3TdA0BywN5q1wqatQPku78yIu5hVD39NeF1EAa4gYFnmuBsyPcPH102ef8ziXfOd9n+rVecXgOxarFIPJedk9tq8+hoT9XT3Ud9C8UJarVYphnpA07L+AgCEwZEXvVYKUEl/+8pdDPiyEnBQRclJEyEkRISdFDJmLQNoGLCX69rht2k6Th922D3PLEIPPX7LNuMoI9SFz0WTftjH4FGizxDDP+O02gl9oHn1cN/a27j5tiJ0m/bXdr20MvnOk7LxvQ7q55/6s52HV/mUks4/o7DOGtmgbA+Af7yxEa9/Xf9dz2GDIGRpNx9CmPVs9b9CUUG+bK3f7I0fObjbYgICAgICAgICAfYn9/aQ/I06cuAeHDx9e9DDWEl1Ut0186vpA27aWIYa+/SW7ttNnDH31P0sbQ8ffhizYz8RtX9dN2/tO1/Op7X593UNm7a/u3J/1emh7bQ0RQ1vMGkMf6LufWXM/FPr+Hmva3qzXZtU5ceLEPThy5EhtG0sDAgab/ReUtgEBAQEBAQEBBezfp/yAgICAgICAgICAgICAtUXwW1RgjGFjYyPkw8Kq5YSIsLOzg+3t7cH6WLWczAMhJ0WEnBQxZC4CaTsD1LS2/XGiBk/NgICAtgj3jYCAgID1gQSDHOjv3qHaDQjgPLgBAioPl1566aKHsVRYpZwQER7xiEfg5ptvHrSfVcrJvBByUkTISRFDfteEb7GARtjPU68DAgICAgICAgLWD09+8pNx9tln40d/9EcXPZSAgTBkRe9VAhHhG9/4RsiHhVXKyc7OToGwveqqq3Dw4MFe+1mlnMwLISdFhJwUMWQu1oq0veSSS8AYy/176Utfmtvmi1/8In7wB38Qhw4dwtGjR/FzP/dzmE6nCxrx6qGPwi12W773bbfp0u882xqiSEyfBbDatNeXj2ofMbQ5N6q2nSWGWffZTz+GDHXd9ZnDuvvQUPe/WbdvUlyrz3tp18JMVfltcm30VaxtlrbKxtVHztt+l8yrEF6f2/TVxqznx1AFJX33JV/fq3rvJxr23yLwcz/3c/jd3/3dxXQeMBeE6uYKUkrccccdIR8WVjUnd955J06fPo2bbrqp9ynZq5qTIRFyUkTISRFD5mI1/2qswCtf+Uo8+9nPTj+fccYZ6XshBH7gB34A5557Lv7qr/4KX//613HNNdeAiPCmN72pQ28R+rBHYFVtsA68OkkQCIBE35UdhiroNa+iMX2207StRRSJabPPLEWOusbWRwxtzo2qbZclhr76WFbM+94xa7suhvoBqa/tq0gpoqTXnHW9n7Qp9FS27bISt2XL24yp7f1gXoXw+txmyDbanHtDFZT0FTMcqhBoQD+4+uqr8ZGPfGTRwwgICAhojEOHDuHQoUOLHkZAQMCcsHak7ZlnnonzzjvPu+79738/br31VnzpS1/CBRdcAAD49V//dfz0T/80Xv3qV+Pw4cOt+jqwcRFYC1KVIcp95npfBg7GIjAtfObWe8Y4uN6PIXtvPvtAkJAQEIhBJCEohqAJEjmBkFNImkDIbRAFhXFAwCqAsdHKP+ivagyrqohzsar5N1iX4xCwfBj62lj1a8+G1P+Garst/vIv/xKvf/3rccstt+D222/HH/3RH+FJT3pSbpu3vOUteP3rX4/bb78dD3jAA3D99dfjkY98ZC9jDggICAgICAgYGmv3FPS6170Ov/Irv4KLL74YT3nKU/Dv//2/x8bGBgDgYx/7GB74wAemhC0APO5xj8NkMsEtt9yCq6++ulVfh0ZHwbtMkTbkLBQ5y5lNynIwRODEwdPP6hVAutxty4D0n70SEglLQExiyqcQiJHQBDH2EMtdxHIHsdiGEDuQNFwFynScLR9azPbmQb3Jvm4fbT+3bb/p9vsthraY9YHWHqOvnbr18xpnVbsAKsfYV799n0/2fkC3GGY9h/uKqUkMq4ohz90u97X9CjsPvvtSXZ5856h7bx7qXl3VT5vvibL9hh6/adu9N1SNpWk7vvWmXfs1oH9sb2/j27/92/HMZz4TP/IjP1JY/+53vxsvfOEL8Za3vAVXXXUVfvM3fxOPf/zjceutt+I+97nPAkYcsAiE6uYKjDEcOnQo5MNCyEkRISdFhJwUEXJSxJC5WCvS9gUveAG+4zu+A2effTb+5m/+Bi972ctw22234bd+67cAAHfccQeOHTuW2+fss8/GxsYG7rjjjtJ2J5MJJpNJ+vnkyZMAgA12sBNp64MhX6XWMQjnmKdEbYNzQUKCoBS2EgKCYqWytdS2idwGyV0Q5vMw0XX6YZ9T92edotiWdNqvMbTFrKRh2Rh909mH9PKcFe4Y+yBTXfR9Pvn263qOdemry+cm7a4byTJUPD4CrAxBKes/x9qcd3X725+bEIt9fTe1+Z5ok4O+yf4hYqhbv24/WEhS/4ZqG8j+xjbY3NzE5uamd5/HP/7xePzjH1/a5hve8Ab8zM/8DJ71rGcBAK6//nq8733vw2/8xm/gta99bT8DD1h6DFnRe5XAOcfFF1+86GEsFUJOigg5KSLkpIiQkyKG/K5Z+qeo6667Dq94xSsqtzl+/DiuuOIK/PzP/3y67MEPfnBaDfZ1r3sdzjnnHAB+BpyIKpnx1772td4xnEFnIcK4aSgpDKlq/hMshkCibAy0IjaRexCUIJG7EHICKfdANJkbyRrQHOvwQLYsMSzLOJYB9sP+OuRlVWOwFYQBAauCNsTismIVxliHdYhh3nAfAn/5l38Z1113Xet2ptMpbrnllkJB4sc+9rGFCuwB641QKEdBSom7774b97rXvQKRrRFyUkTISREhJ0WEnBSxrwuRPf/5z8fTnva0ym0uueQS7/J//a//NQDgs5/9LM455xycd955+D//5//ktrnnnnsQx3FBgWvjZS97GV70oheln0+ePImLL74YY9roRNqSti5gkAASSET61ahi9zCV20jENoQ41Zio9SlshlB59DXdvKp9YNiHHbdIzxDtD/2wtogY+o5rHsd6lTH0tVzVL9DPcVnUMe6z30VZJgxxvYVrrRxl19q8LAf6atPX3jrEULdu1j6B4axoypatGkj/G6ptAPjSl76UqzFRprKtw1133QUhROHv+2PHjuVm1z3ucY/Dxz/+cWxvb+Oiiy7CH/3RH+HKK6/s1GfAcoJoqLN2tUBEuOuuu3D22WcveihLg5CTIkJOigg5KSLkpIghv2uWnrQ9evQojh492mnf//t//y8A4PzzzwcAfNd3fRde/epX4/bbb0+Xvf/978fm5iYe9rCHlbZTNjVrizYwwkarMUkQCIQxjZEwAYLEFFOMMELERpgiAouyXyuIJIQ8iTZ/JtsEQ98PDVVVs/siNmb1k6uD62Pntju0x2of8HkAlq2fpX23nXkSSOvwgDsrFjVlf8gpyfNC32T3IuIYIoa+fIzXGX3Zhvhgf/8MQQyX7T/UvXsIYrJq/6FI1b6vAd815svViRN399rvOuDw4cOtCwNXwZ1J586ue9/73tdbXwEBAQEBAQEBfWPpSdum+NjHPoa//uu/xtVXX40jR47g+PHj+Pmf/3n80A/9UFps4LGPfSwuv/xyPOMZz8DrX/963H333Xjxi1+MZz/72Z3+QDyAMUYtlbbKsVYRt5IkEkiMaYyYxYgwQoQxIjYGVG0yUKStFOSpRu2XPRy429goI/9sUrPOc25WVUxbRWFV0SCfArXsQbkshrLxNBlbU8K26iG9awx1y/qOoa4fe/zutr7x+pa36XOd0PXHizaeuGXFhcr6b3qMZr3uy2Lw9V0Xg9t+U4V6F5VzHSHqG2tV/O44fT/QtI2hLSFZNq6+CeVFo+56Kfuxz963yT23Sbtl51Hbc9g3jqoYml7fTe7dTWNo+7dD3XVSdZ+o6qssNl8bVT/MNrnmbBw5sloKFeVpO0yhjb69co8ePYooigo1K7761a9Wzq4LCAgICAgICFgmrA1pu7m5iXe/+914xStegclkgvve97549rOfjZe85CXpNlEU4X/9r/+F5z3vebjqqqtw4MAB/MRP/AR+7dd+rVOfGyzCiEWt9jF/kyYkQeCIQBDg4MTBwMEZBwiQECAuISiBpLhx0bC2D1t166oe8Ntu33RcbWNo0mdZm33E7MJ+8G6Cuu3c9VVq56ZtV/VZRi7Ubd9keZvzr+252mWbVUYfeW97vc56TlRt1/beUra8brsh7klNx9L03tLm2DYdT9froelxWafrre78a3t8mt7LynLpLh/6WPbR7qwxNMllX/eJttd3VQxt/5Y5efIkjhw50qj/gHbY2NjAwx72MHzgAx/Ak5/85HT5Bz7wATzxiU9c4MgC5o1Q3VyBMYYjR46EfFgIOSmiLifb29s4ePDgvspZOE+KCDkpYshcrA1p+x3f8R3467/+69rt7nOf++BP//RPe+nz2NYIG6yD0pYAAkFI9TmWBEGEiZSIpcQUAhPE2GW72B6fxs7oHmxHhzFJ7kYi7ull7AEBZVgX5VxAQEBAQEBAfyBS/4Zquy1Onz6Nz372s+nn2267DZ/4xCdwr3vdC/e5z33wohe9CM94xjNwxRVX4Lu+67twww034Itf/CKe+9zn9jjygGVHKJKjwDlP7QEDFEJOiqjLybFjx3DVVVfhpptu2jeEXThPigg5KWLI75q1IW0XgUMjYKPDsTHTywRB/2OIJWFDciREmMgIY8kREQeXWn07AggCQu6CaK//YAICAgICAgICAgJWBH/7t3+Lq6++Ov1sigZfc801eNvb3oanPvWp+PrXv45XvvKVuP322/HABz4Q733ve3Hf+953UUMOWACGrOi9SpBS4s4778SxY8cCka0RclKELycHDx7EVVddhY9+9KMAgI9+9KPY2dnBoUOHFjnUuSGcJ0WEnBQx5HdNIG1nwE4CJC3PUaKi2jYhICFCLCViIkxIYBdT7LE9bLPT2MVJ7IkTmCanloqwHUqROU+lZ1CVlmOdjsO8i8MN2f46nLPrEMPQmNf5NCRWMYZVL9TWxtO6a/uLOG/WIYZ1gNT/hmq7Lf7Nv/k3qKvW/LznPQ/Pe97zug0qYC0wZEXvVQIR4cSJE7j3ve+96KEsDUJOivDlhDGGm266CV/72tf2pSd4OE+KCDkpYsjvmkDazoAv7k4wYu0OjvmjVEBCQhUiExCIWYwpmyJmU0z5LvboFKbiNCbiFGJxqnUhsrbrmmzrq7bctdhVVeGPJoU9mjxYNyl84rZVVwzJF8O6PZiV5desM5+7HvcuXoqzFoWyj3/TsbYdS5u22sbjK0DUpR1fuwZl13Oba61pX1XbdInBvc77jmHWAlBN+vDFMktbVW0D3e9bbfodilBtUuCpLzS5z81C0M2D3POd6+66puPoct/vAt/fG771Xe6BQ8QwNNG8LJiHPcKVV16JKIpw7bXX4tprrx2ms4CAgICAVmCM7RtlbUDAsiGQtjPgHraNiE1b7UOarJVMQiCBhETMJhBIENMeYtpFIvYwldtIxDaEONWoAFnafsUDQpuHh6bEWtOiH32NpYwgqxpbHalW9mDYNYZ1eEiry+88jnvZfl0Jo6YxDDGWWdtoct53GUub66jNNk366rpN2T5V1/msMXQh5qva6aOftmOZVwxDoq8YmvTRZptZxtN3LF3PnVWNoY/78az7+vZfh78DFoXjx4/j8OHDix5GQEBAQEBAQMBSIJC2M2CXnQZvXYhMEbaktbaCYiQ0SV9juQMhp0jENqTcbkXYLhJ9qbja9tdnG/Oefj5kDKuEdYjBxarE0Jcyf5Gouueskh3GIvI9zxhW5XxyMdR32yLsZ2ZVirtt9tFOm/7s7+e+vj+B6tk0q3jODolls0cICGiC/VIsqQ6MMRw9ejTkw0LISREhJ0WEnBQRclLEkLkIpO0MOIW7wVumkCAhSYBIgjRpKylGIicQcgpJk5UsNjYPBZSvvz7bWKcYVgnrEIOLVYmhL2X+IrGoGBahLuwb84xhVc4nF0N9L8wzH0PEMO/j2XTmTJc2u64PCAhYDYQiOQqccxw9enTRw1gqhJwUEXJSRMhJESEnRQz5XRNI2xkwkafAWNRqHyKhiVuttqUEUiaQNIGUUxBNVkZdGxAQEBAQEBAQsD9ApArpDtV2QMAQGLKi9ypBSomvfOUruPDCCwORrRFyUkTISREhJ0WEnBQx5HdNIG1nwMm9fwQQJOEBAQEBAQEBAQEBAQHLhiEreq8SiAjb29shHxZCTooIOSki5KSIkJMihsxFoMVXFERJ4V8dGBul/+xl9uuscNt3++mr/XnHUBbXLO2vcgymPd/nPvrw5aivtqvaK+u3a9uLjKHPtt1zdYjroW7ZLO3br3b7fffhLlulGMr6XZUYytqYRwxV/c/avvncd56GjKHqvrcKMZh25vEdd+TI2TO3NU/QwP8CAgICAgICAgLyCErbGXDixD0rVeG2qmJ0X95tZe0M2f48YhjaC3DVYvC1Nw+vwXnFMETbQ/Tha2+IGPqq0F7VR92yWdsPMXTvt8+2hophHtdbVQx93vcWdU3P4949VJ7m+R3aZwwnT57EkSNHZm4vICAgICAgICBgPRGUtjPAKCTaqibt7duqOcr6Kuunbv8m25dtWzUON4amY26yrZu/rjHU9dU0hro+lzWGWfo069vE0BRDqpuq+ptXDF3abXrNdI2hyfFvE0Pbe4nv1bdfl/tdWV9dr9uq901jGOIeXLd92/19MTQ5B8rul1X3wTbXRJPzoe47tGpMVftXfRd0jaFum7bnfJd2h7rHtmm3S/6axNAmj22uB3d9XR++/RhbPaWtpGH/AcCVV16Jyy+/HG9+85sXG2zA2iD4LSpwznHeeeeFfFgIOSki5KSIkJMiQk6KCIXIlhQnTtwDoL3ikChJ/7i33zM2ylkdNFFvuZ9NG+5nu78ytFGLuX24/VVVeq4aQ9XDWJNty7YfgvT0vffl3tdfVT7qjkPZMfX117Tidtnyshjcfdoqw2aJoS2qYqhqv00MZddDXR91cK+nsj4XpdCr2xbIx+De9+ruFe7npsekawx1fQ0Vgz1u9xi3vWab3HOa9Nc1hrLvtKrrognK7g1Njoevz7oYqtBV4Vn1ndAmBt842vbZNYYm/bSJwTeesvaq2q07b2e5b1XtX3VduDH49gtK2yKOHz++UrPYApYfjIX6I4DKw1lnnbXoYSwVQk6KCDkpIuSkiJCTIob8rgnU+ALQlHDpgqoHlj4JnLIHkD77WEXYD99tyZamGOqY+voZqv2yGIbobx4xGNSRhl37KPvcdz9tVY9N225yXfTRj+mr7xiAZtd2V7jXw1DnkcnNEN8/PsKuz2vbHqd9fNuSg036KPuRc4gYuhCcXfos+zwL3Bj67GOov5FcuD8g+vrvCjcG33WxaiAa9l9AwBAYsqL3KkFKic9//vMhHxZCTooIOSki5KSIkJMihsxFIG17hEsWVClAq9Sj9r+ybXz9uSh7MLD3842xyfqqfppMR3S3XSe4OXJJPXdbd5+q/Ff16XvwbLN/VQxNtu0ybl+77nXS9Rxps5/vmusSS5mKzhdHVbt121Zd277PbWMoOwZNY/BdA11JkbLzogp9xVDVplnWZLy+berO7apzpus1UXUv8vU7yzbudm6/ba8J3zZNv0fbfM/52pzlWi0bW935746t7h49SwxNtvW1X3cfanIe2e+b5K5unFXblsVQFm/VOeS20/S7yt1m1ewRAgJWEaG6uQIRYTqdhnxYCDkpIuSkiJCTIkJOihgyF+vHmC0QdYqWvqY7zqo6qVLEtP086/hWWXFShjbHt2qaZ11bde102b/Jfk227XJc63LRtb2u285ynTWJYdYct9lvlvOozf2iavms96um58WiY+jjPl83pj6uiyZxd9mmbv+q/tt+Z3S5tnzrm465bVuzbO/mqc1386zXX9X+TX/86ELcVm3XZfsyMtZVu86Sr673WIMTJ+5ZKXsEqf8N1XZAQEBAQEBAQEAeQWk7A8oKkflQpuBr+sAxi9qwaTtdlDhtHsS6xrBKcB9sDXzHoalarQ3anFN1+1XF4Bt7nzFUjbeqvyYP9FXquj6uubr+yvJY1m8TlVfZuiFiKDuX68bVhbQZ6r7RZwx1+9adZ03GWra8r1w1HWPXe1abc7iP4930umh7vQ9xz+tybZetbxvDUN9Dy46m13HdPrP2u1/yHRAQEBAQEBAQ0B3hL8YZUFaIzAefqqONIqcPVW1dO12UOE2VTl1VKKuKIRTMXfptur6J0qhOuThEDLMq9Zru37fKt6q/tgqvrtdsn9dSW3VkG+VaW8VgH2hznsy6bNZrpe97bF1bTY91HzH41vVxzJv21zaeOvVrW7T98bPJ+jbEbdOxrMv3skEXZe0Q5yVRgpMnT87c7jwhSf0bqu2AgCEQqpsrcM5x0UUXhXxYCDkpIuSkiJCTIkJOihgyF4G0DQgICAgICAgYGKuqrFzVcQcEBAQAwJAVvVcJjDGcccYZix7GUiHkpIiQkyJCTooIOSliyO+aQI33hK7TXfuYzlrWZtu2u0537SsGX/vzmCpbt03btoeY3j1kDHX9DXF8+9xnyLYWHcPQfcx7WvSs51VbhWDX9ptOk+4aQxtlZdf7eNU4+7RRaLtf1+36PuebttnX92ggPpcffZ5j63oe0MD/AgKGgBBi0UNYCggh8E//9E8hHxZCTooIOSki5KSIkJMihszFav/1uEToOlV0CNuDrlM3Fx1D17H00U+fMQw5xb5q3VA5G+L49rnPkG0tOoah+xji3GnSX9c+29pldG2/y/T6tn00Xdf1Pl41zj6u6b7sEZpuNy/7lVn7rbKzWHXCDlg/qwQb8/y+DggICFgEpAwl/1yEnBQRclJEyEkRISfzQ1DaLhjr8BC3aliGnM86hhDDcmIdYhoyhkUoeodqe5WPdZ8zGRaJVR//qmIdrgGDPmaV7CcYT9uh/gHAlVdeicsvvxxvfvObFxtsQEBAQEBAQMASIPyF2hMYG3kVFPZy895+MGirurDbsNuta6tsfHVjrYrBHcesMZS107Wvsny7bcwag2m3bBtfH037K8t332qdNuevwaxjWEQMQ6NLP02ug6Fi6ON6dsdXFcMQcK/vPmIoW9fHDxVl+bbvJU3vjU3G7rZt0DWeqnzPcv7WtVMVQ9v7qdveENfXPO87y4Amf4eUbVv3fTr08bG/V7ueT/YyoDqG/XZutMXx48dx+PDhRQ8jICAgICAgIGApEEjbnlA1JdJ9P8sf63VTX8seBtpOA616b/cxy/TgpjF07atqvyFiKGu/ax++fpoc61n6sdE3SevDvGIY8iF51rbrcmyr2vqOoer86tJOXRtDHIM+7kl1+/V1Hy/Lt0v0tL3u6rZx1/cRg/u5igCe5funro02MdR9xw19Pxr6XmRjHv10/X5ocj7a18RQ942qsbRpo2xZWQyrTNgSqX9DtR0QMARCdXMFzjnud7/7hXxYCDkpIuSkiJCTIkJOihgyFyHLS4quiq4y1UefaKNCGbL9WTDPh9ll7aPu+KxTDE2Ipa6Yx7lkP/Sv6hReH5kxRNtDoo2KsG27fcTQV173cwxDoY0S1d1n6H6GbLtrDEORtV3QVwyreu8OCAhYH4xG4T7kIuSkiJCTIkJOigg5mR8CabtAMJZ5Crp/zPdFZhllzxCwx2/3adBXDG4/s8Idc9/58eXE9DMEIdG13arjUxaDu24WuO0MGUOT7fvEkNdcnzFUHdNViqHsGljEudo1trr7aRNUKf/LjnWf10nVfalpPHUx+I73UNd6H/coA/u7eJ4xuJg1BretecbQ93eQ21bZvWSIv8dWlcCVA/8LCBgCoViOgpQSn/nMZ0I+LIScFNE0J9vb26B9MkUinCdFhJwUMWQuAmk7Z9h/qNsqjL4ebHxKmKGIqqopf308kNi56TMGd8xlU9L7UAq7MfSlhG4aQ1dUTQd3j3Nfiuq+z9M2ivCuMZTtN+Q112YcTdrzkahDTq0e4jiXXVtDTXUf4scw3/10VhLX17at2O77OFfdl2bNmX2czb8hfpx0v6PdMfRxX/Wds30RenVj7PNvjXnHMMTfS75zto/23fPTXu4uCwgICAgIWDUcO3YMj3zkI/cNcRsQsEgE0rYnNCV+fMTmLFMgfW30TUC1GYfBLNOIhyDRmuxTRqjX7TuLwq8vsrWLwqlOydz0fB4yhqb71O1btV3dse5CgPRN6FUpJavG0WQ8vn1nJafKzqc+7nlNMUsMVdeEj4hp0p792hRlxE/TPqvUtW3Jqa4xdM1ZWb9lpGpfU/br7md9xVAVT5vvz6b3gyF+ZOgzhr4VqE2/v/rsd9VVtE0gAUga6N+igwsICAgIqMTBgwdx1VVXpZ8/+tGPYmdnZ4EjCgjYH1jfvyznjC4PcrMoLsrUj7OoNxYVQx/jmGXfdYqhyz7rHEPb7foeV1/oSk7Ne5+qfVcphr6viXmff+5+PsVo1/ba7jvrtdDnd1zXMQ0Zw7zOqSGUnbMek6p89JXzLmOYtc+gpg0ICAgIWEcwxnDTTTfha1/7Go4dO7bo4QQE7BsEpe2csc4KjID1x6qfv7OouNv2s4ptz6ufIZTI8+hnSITjOls/q3Ksq8a5KkrNqvvoqsQArMYYlw008L+AgCEQqpsrcM5x2WWXhXxYWJWcEBG2t7fn0lddThhjOHTo0FzGsixYlfNkngg5KWLIXIQs94CqKaguqqYttnmAWLYH/LYxtCHPZo11GWNocq60Wd8VTWMw2/nsPco+9zW+pmNrss0sVght0CZPsxyDvlB3r1pEDG2ORZ0HZhMMed23nao9JNr2M2sMTfZvS7rXKblnxZAxVI3TVWjOcj4MHUOdGn2IGOqW2+u6/j3WN9bhB6WAgID1QZKEGQAulj0nRIRHPOIRc1W2LntOFoGQkyJCTuaHQNr2gLKpcENOzxuCjOjaj03CtIm5bFvfQ9cQMbjtzzOGtudKGYE2a46axtCEJOl6TlaNu0mbdURs022a9mfQNN91eWoytiaEcxeYGNqcf2Wf+46h6XZ9kdlt7nVD3NuHIuRN275xNcGsMTTZv4kdhXtPHZL0cvtdVAyznA9DxeBinjE0aXPWv8f6RpecLjNoKD9bUm0HBAyBUN1cQUqJ2267LeTDwirkZGdnBzfffHP6+aqrrsLBgwcH628VcjJvhJwUEXJSxJC5CKRtT2gzXbON0qVNu2XrqxRzbfqyHzRnjaEKRq1lP3w1IS2bwIy9jCDpQgRUKXjcGLocT1/bVWTbkDGYbWclTMpiaKrW7Iq+fggAysmYVYjBzb097iHIsFnvCb727Bjca2vWY9DkOm372V3nu0+37bdpDD7Vo28MbWNwURVDkx+bqs5BHwk3RAzu8rY/mNXF4Lbdx/20Cu53XVl/TWNwl/ti6DseE0NdH12Oddn6vu/lvpwOedxXGVdeeSUuv/xyvPnNb170UAICAgKWCnfeeSduuukmMMYWPZSAgIA5IvzF2BOaKBF9D0/udk3UIXXKSJf0nEVl447NfngqIw5nVWD6lGxlMbRVq/jatZd3Ub+0UQS2OZ5N+3RzNmQMXdtv2k7fatiqfYdQOg2hInWvB/s67BpDGQHWZmxN4bsXufeotmhyr+rSRpP2y2Joc99ro76rardLDFXHedExNP2eWkQMZWMte9+kjVmuga5oE1vXGPqIqa7dtt8fdX+P1V3PTdv19VH2IwBRgpMnTzbqZ1lAhMG8Z43S9vjx4zh8+PBAvQQEBASsLg4dOhQI24CAfYigtJ0jfH+89/nAVkbc9d2Hr78h2m+yvI/+5vXQPAQZNkS788Q6KI2GJF7meT3MI4ah7kvzPI9WPYYh73mLjGEV7yVDxDCvPJR9//QVw9Dfa+7fY2ZZX+hCAAcEBAQMjVA0qIiQkyJCTooIOSki5GR+CJn+/9s79zgrqivf/043dNMPaJDGbhpQQCGKqMgjBhpE43uMjzGX+BoDkztmkuCDYG4SNSqaURKjZmZ8xsSAeRicOyOJxsSIRqEBEwmCQclVFBDRpoEI3XQ30NBn3z86dVKnnruq9q46dfr35XM+9KnatdZeaz+qap1VuxJAx41+0MezZeW6EdUGr0cEddug6qbWy+eq6u9lg6psJhWPy/od51bOzYYgemT6i7mMykdeAbnHp/30yNZfdd910+NXzk+m15jWYYO1DaLqcBvTqm0w49aPwuJUXx2PrZtRdW7zmnvcbAiiO45H1N1s8BpjUWzQ8SOe7DlUpQ1O2alxoPKaIykb4iCr+UOIDkpLS5OuQkFQWlqKsWPH0h8m6BM79Ikd+sQOfWJHpy8YtI0Z8yO2KgIxXpm1KuSacbppDhsM8MpWM2dR6bDBuJmKGtAw+97JhqiBEq+MOKsNYTF0yD5KLXNDHuTxbTcbgujx8pM5CGAur/JHCbeASVAbvGQ7tZPKseHkJ696+cl0enzayVZVNlgDPlEDV25jWlfmnPV8oEK+mw0qcQuWq5iXnP42f48yf3v1VStR5m+3v81zX9hzhd9TL+Y5SYUN1u26bHBqD1XnOyf9KgPFXnOcimsaQtLAwoULMWXKFPTv3x9HHnkkLrnkErz99tt5ZYQQWLBgARoaGlBRUYHTTz8db731Vl6ZgwcP4rrrrkNtbS2qqqpw0UUXYfv27aHqJPiWOwA9fmhvb6c/TNAndugTO/SJHfrEjk5fMGgbE04ZSV4Bs7DoenTXLM9Jh67H/3TaYK276iyxOHyjS7aOrC0ndNvgFZDWoUN3BqbM9qDEYYNbQEeVDda5VEdGqe4sWx3nA7P8uGww/tYh3+kHEpU6nYKPOs7Pbj9kqB7TurNvddpgDgxbdUXFzwZVxPHDSdxkBZAVQtMnaeuICpYvX465c+fiD3/4A5YtW4bDhw/jnHPOQUdHR67MPffcg/vvvx8PPvgg1qxZg/r6epx99tnYt29frsy8efOwdOlSLFmyBCtXrkR7ezs+85nPoLu7O3Cd+HbzHrLZLLZv305/mKBP7NAndugTO/SJHZ2+YNBWEX5ZIFGzy7yOcdMdVE+Q8lFt8Hq80rpdVYBBRyBHtpyKNveSE9a2ONvcT0ahZiAFsUGFfPM2t+w5FTqiyJOR4xRsiZLNFocNMnO41QbV83mUsm7l/X5I0mmDqjncLwAZxqcy7R2m/m5t4JRJHaQvyZxDrQFJs+4guJ1/nMawShusdQ37Q4yTzV59SNWYdLKBkN7E888/jzlz5uCEE07AySefjEWLFmHbtm1Yu3YtgJ5MpH//93/HLbfcgksvvRTjx4/HE088gc7OTjz55JMAgNbWVjz++OO47777cNZZZ+GUU07Bz372M2zYsAEvvvhikuYRQgghscOrSkX4ZU+Yb9TCZFp4HeOViWe9QQyrI0pZp2Nks090ZSHrlKcqsyaIHFU6vLar6Lc6bNAtz8sGFW0dxNe62znIfOEn3y0wotOGKJmFsn3TaoNqXVEz9WVkB92n4pioQSw/P4Q5f/n1W93jwbrdbzzKzD26524nn6i2QaY+fnj5wc+GMLJl9kWZ/woF8bePLtmk+GhtbQUAHHHEEQCALVu2YMeOHTjnnHNyZcrLyzFz5kysXr0a//qv/4q1a9fi0KFDeWUaGhowfvx4rF69Gueee66jroMHD+LgwYO5721tbQCA7u7uXIZuJpNBSUkJstkszI+yum0vKSlBJpNx3W7N/DVezGPNuHLbXlpaCiFE3najLm7bZetu3d7d3Z1XphhsstY9qE2GT4z9hWqTQXd3N4QQWtsJQK6/uNXRqrvYx5Phdydb02qT13YZm8xjp1hskqm7n026YNBWATIX4k43gk4ZN+btTtkmYeol86ikU1mZmw9ZG8LeyFh9YJXnlvnjZYvMdyc5XjiVcWtHL31eNjjZHbROXuW8bJCRZ66jV6aolzy/tvHTbdUZdAzJ6JexwaxPdiw5HWveH7Q9Zcu46TS2eflWtm8a22TnFCd9fnZaj/eaE2RtDGKDVZ7M/OjnA5nyfjp7E0Hnbr/9fvOTX13CtEvY42SP9zvf+p3PVdZF9XFONjhRKDZkMn3Q2vqxdF0ISRtCCMyfPx/Tp0/H+PHjAQA7duwAANTV1eWVraurw/vvv58rU1ZWhkGDBtnKGMc7sXDhQtxxxx227Vu2bMHu3bsBADU1NRg6dChaWlpyAWUAqK2tRW1tLT788MO8pRzq6+sxcOBAbN26FV1dXbntw4cPR3V1Nd577728m/dRo0ahT58+2LRpU14dxowZg8OHD2PLli25bSUlJRg7diw6Ojry1ustKyvD6NGj0drammdvVVUVRowYgY8//jhnTxCbhBBobW1FW1sbjjjiiKKwKWo7vffee2htbcV7772HTCZTkDYZ4wIA3n33XYwdO1ZrO40cORLZbDbnEyebOjs783QU+3gSQuDQoUPIZDJFYxMQrZ26u7tzY2f06NFFYVPUdtq/fz90kRFcPTgwbW1tqKmpQc/qEpmkqwMg/eukEUII0YPbD0Npguc4UowY15Otra0YMGBA0tVxxajnhf3/FX0zZVp0HBJdeHbfDwreF0SeuXPn4rnnnsPKlSsxfPhwAMDq1avR2NiIjz76CEOHDs2Vveaaa/DBBx/g+eefx5NPPol//ud/zsuaBYCzzz4bxxxzDB599FFHfU6ZtsbNvtGnCjU7qxgzzmiTGpv27duX67+tra3o379/4jZ1dHT8LRYCtLe3o6Kiote3E22iTa2trRg4cKCW65j038kRAMEygHo7xeArmQxmXXpV6UzCBh064+hPQTKeC5U028As1sIgaf8nrV8FxWADIaTwue666/DMM89gxYoVuYAt0JPtBPRk05qDtjt37sxl39bX16Orqwt79uzJy7bduXMnpk2b5qqzvLwc5eXltu0lJSUoLS21bXMi6Har3DDbM5lMoO1h625k2hrBtmKwSXa7W91LSkpyPjGySt3KF4JNpaWluXrqaidzPzH7xFyX3jaezD4pFpuibDeCrtZ+knabVGzXBYO2ERhUcTJKMsEbTCCLrOhGVhxCtzjc83+2C1lxENlsF7LiAIDgb0cFvINSQR6LlDkmSLmwj1UGkSOrI+zxcdvgVc76SLeKdpJZriCo/eZjnGRZbQiqw0uf07agssMsdRBGj9fxUdrASYaqfh60f7vZoHLZB6eyKuY9v/6jeu4IcrzM0gnFQJjH/WVl+JWTWd7DT68Vc/80fw8iK8zSGyr6oVMbONXJS461vJePVNQ1aJsH0eEkQ4UNhYj42z9dskn6EULguuuuw9KlS/HKK69g1KhReftHjRqF+vp6LFu2DKeccgoAoKurC8uXL8d3v/tdAMCkSZPQt29fLFu2DJ/73OcAAM3NzXjzzTdxzz33BK6TNSOqt5LNZrFjxw70798/9oBDoUKf2KFP7NAndugTOzrPNQzaRqBbHEQW8p1UiJ5AbE/QNousOITs34K2QhxGd3Y/hDiEsAHbHh3ON4JB1+5z2u51c6ljDTmvv8PqSNoGPzmy5cIGgYL4TyaIG0SXlywVASa/AHeYLE8/G8zbVGSw6QoIBwmYygYuZOYMJ8IGoYP80CEbaJO1wS9QqGPukA38BGmHoEGpsKgOwBkyDbnmsRBErsyPN14BybBY+6fZjqB+CXOuVmGDWV6QYKhfXZ22OckOqsfa1k5jWqacjA4nnda2DvtDAyFpY+7cuXjyySfxq1/9Cv3798+tTVhTU4OKigpkMhnMmzcPd999N8aMGYMxY8bg7rvvRmVlJa688spc2f/9v/83brzxRgwePBhHHHEEvva1r+HEE0/EWWedlaR5hBBCSOwwaBuBtgP/DyiQNW2tyASbosrUhVswpBhs0CE/Lh2q9ej2kVlunLp0yY3zJl+nrrhk6+qrqmW76UrbWHPTV8gy/fSo1hklQBhGj9v3KFh/DEnjeI4zaKr7PBo3WQHoyiPJMtG2KHjkkUcAAKeffnre9kWLFmHOnDkAgK9//evYv38/vvKVr2DPnj049dRT8cILL6B///658t///vfRp08ffO5zn8P+/ftx5plnYvHixczoIoQQ0utg0DYCra17+LIEQkhqSXPwwKAYbCBEFbrHQ1qD/nHKj0tHsTJlyhSUlpZi7ty5mDt3btLVIQGReb91JpPBggULsGDBAtcy/fr1wwMPPIAHHnggcp2s63L2VjKZDKqqqugPE/SJnaA+6ejoQGVlZVH7kP3EDn1iR6cvGLQlhBBCCCkCiuHRe9pQuGShMdP2b/+vWbOGCRFEKW4vnultlJSUYMSIEUlXo6CgT+wE9UldXR0aGxvR1NRUtAE89hM79IkdnecansUUYV5vL0qZsHqtcq3bZPSqKhMGt7oGtSGoLl3oqLeb/Kg6rOtEeslUaYvVR0FlO/nYzYYo7SFbPoxvZHzsZlsUPSpkBtGnQ6YOG3TPPV763PYFnZfd+pSuNnGTaz43qTi3BJEVBK9zpUqdTmvyqsJv7lZhQ5hriqDyveSqmLejnnNkdLpdj/nVjRCiD76IrIdsNovdu3fTHyboEzsyPqmsrERjY2Pu+6pVq9DZ2RlH9RKB/cQOfWJHpy8YtFWEzAtRvF6kE/Yi3tBrflmH20tz/HTIZIXosMEq16ir9QZLxoYoqAwKu9mgQo+XnDCyndYmtNrg9DKVKFhtsPbfIPU2/+30Mh5r3wnaj7z6vLnOTm0eRrbbS5CsLzCKosfPX1H7qFWu2zgI297m704+DBsg81pP22ssR5m/vY4PM3d7vahK9fxpPfeY/3ern5esIGVUzadWG6x+UjXnObW1qqCw3xq2qtaD97NBxTWA25gIaoPf3Grdr2L+c7oec9KV5gxcIYTWDyE6YN/qQQiB3bt30x8m6BM7Mj7JZDJoampCS0tLjDVLDvYTO/SJHZ2+4M/9MeN2I6HqZtorkKUy4OZ0E6IyIBAkQBNGtpsNKnCrq5vesPL9tqnQ4RYQ02mDjrFgfFdRd6t8pzGnSo9VntkGHQE4J52q5LrZoCOAodoGa31Vz61egVZV8t18obqdzf+bZUfVY5XnpicKbu2q0ga376ptcNuuev7WOX6tqJ4v3K6XVMytcdlACCGEJIGxpikhRD/MtI0Rp8wgp8xYGRlef+vEK4vUywYnm63bncqGqZ9MGbeMIVnZftk4bvtl2tkr687vbz/5Vtk6bfBrW7f9YW9oZfwWNAgW1oawuB3rFHCJcuOvc+7w6zdWG4Loj3PO8+o3btnDMrJks4BVBna85rwgY8Er29gJlcE9FTY4HWvd5oUKG9y2h7UhKLoChkHrJDNfW1E9Jty26bweS3vANqv5QwghhBBC8mGmbYx4ZeYFlRFVTli8skhljvP6W1aWrB4VdZE5Lmw9ohwbtu2DtFucNujUqdOOuPuv6ixhL5lhdQW1IWz/DdvHwujy26dy/tOBCv1uNqfJBrdjk7BBZntQOUmiyoYk2yJt12OEEDmK9eVIQclkMqipqaE/TNAndugTO/SJHfrEjk5fMNNWM27ZtWlCdTZhEqStvk5YbwTTZpNTNlnabfDLuC5EgmRbp4W02VCsc2qabQiadVuI6LSB/iEAwDVtSRrR+UbvNFFSUoKhQ4fSHyboEzv0iR36xA59YkenL+hlzajIrk0a1dmESZC2+sqQNpuKsR8J4f8CwkIjSqZroZI2G4pxLLhtK2SSyro1fuxR/TFk69ARd1ayDorBBkJIcPh28x6y2Syam5vpDxP0iZ2wPuno6CjaH9/YT+zQJ3Z0+oJB25gIsuahap1xZQOqyiZ2Wv8xiYxGHTboRmUWZVIZmW7rf6aVYrEhjbLjIqoNheAD3TYkMf+pPl6F/EJo6zDInMfizGRVeW6z7tPdTmntAwAgoG892+K81SeFQLEGkoIihEBrayv9YaLQfSKEQEdHR+w6w/ikrq4OM2bMKFhfRqHQ+0kS0Cd2dPqCQVtF+F2EW19g45bFYpYnc3Mko9PIBvTKzpGVaa2f+SbN69H3sI/SGnV3s0FGjle5MHJktxn/m+tv1hnF32518MuiDGuD0b5RA/NB+q3xt1tWlFNGmcx+lYGdIH3Y63i3/930qkK2LzotCSHrb6cyfnUKsi/MPBAkABWkfmb5frrNmOcGL31+c7gsTsf4zU9+ur2yF83nB5n6h+3rVh1udfGywUu30ziW7Sc6xm8SOPVV87nO+N+p31qJ4juzDlnfWuvpNC6t52vrflm8bDDrr6kZJC2TEEJI70EIgenTp6Ouri7pqrhSWVmJxsbG3PdVq1ahs7MzwRoRUpwUx11EASD7uJ35Yj3KS6Cc9ltvjK3lor7kyCzfekPjFyyUfZTWyQZz2TCP5DrdSFrlmYOSbrpkdbsF6KI8mukk0+0G2UtHFBus7RzFDrebZ2sbyMjys9VrTITBLcAWtN5OdfTr5079NAp+QSpAvt1l+7fVhiDLNYR9JN9rXAfRZZXnZINXHYO0mazsILK89rm1R1jdbgHdoGPEWk+n71Zdqs6tXkFp2fnH/L1YArfmPuO2L8icIbPd6RwRdUxbbVDV963HWAPYZhva2tpQU1MTWH5SZIVAVlNObJbZOoQQkqOzsxOrV6/OfW9sbERlZWWCNbKTyWTQ1NSEXbt2FXRwmZC0Uxx3EClD142b9SZJtR6/QK1qHSqDU07yw+yXwRogisMG1XrCBLmC4BWoU2WLV7BRhXy/YKOOMaKjX3kFyNJig5McnX1Yh1yn/qqjjd1+4FHVDqplGniNX9Xt69R3dJ3z0ojfj0tR8foRVcf5VEfbWm3QOTYIId7w7eY9ZDIZ1NbW0h8m0uKTlpYWDBkyJJZ6BvVJJpNBVVWV5lolS1r6SZzQJ3Z0+oLLI0TA7bE2t0f2zBftKgJSflhvcmUeV/TTY812serxq5/TI5VeZcx6zHUO8riilx5ZG7z+dgqCWGU7HRPk0U43W62PdfrJcPrbSb7VBrdjguJmg3WfV1agl2w/G6zyg/Qfp3p6HS9rg19/ctsWxQY/+U6BBa+xJzO3yNrgN17d2tPNBi8ZQfu37Bjw66dOf0exIchYlD33yMqUGbdOx3j1cz/dbv1SliBzmdM5Qqb/e807aUem7dx87NVvrb528rnbnBG0T/mNPSf8bDTjFpwNOl4LDaH5HyE64NvNeygpKUFtbS39YSItPqmqqkJcwbG0+CRO6BM79Ikdnb5I75VjAdDausdxu9vFepwZo37lozxOKCND5jFD2UcRnfwZxP6wjzy66Ytig98+mboYyARqo9TBr0yY/hw1GzJonwvSxn5l3PphlHZwkidTx6BjQUVmnKyMqGNCxXiVLaN6TMjUJahOp/4VNcs06lhzKucUxPQLTsn+iOOHqsCtW3anFWuQL0h7mP2lK4jrFGhWIdPqF2Obk/1+53GZ8eUk36ms7PWGrA1uyNhgxSq/WAL3hKQJvt28h2w2iw8//BDDhg1joOVv0Cd26BM79Ikd+sSOznMNPZxigmQmqdbr9T2IjCjZbGF1Gn/LZkz6yYvbBvMNeRptMMuSzXAqRFQFRsJkeKlCx9hyk6vShqj93k+mm1xdNnih4scSHf4qVpwChzLl3HALZusM3snaIItbfVUHhc3/u+2Pgk4bkroei5us5g8hOuDbzXsQQqCjo4P+MEGf2KFP7NAndugTOzp9waBtikkqe0NlxmWUbLawOo2/VWWrxW1D0AxFP3lux+qywSorrZlHOvqlXxnVvtJlg1d/UqFTR/9J0gbdFMN4S4qo/pLJQtWByjaPs74qz29x4nY9Vuj1LkSmTJmCcePG4aGHHkq6KoQQQgghiVO86QApQnfWTRy60mSD2/EqMyfdZKjyk1ddVehI2gYVupyO1dFP/WSq1hnHWLPqUD3m4mibJOSl2Qan5QGIevzawIyO85wKZG3QdR5KYg5ULcfwU2vrx5F1xEkWAllNa88actesWYMBAwZo0UEIIYQQkjYYtC0AksySLXS5OnS5HR9H5mRadCRtgwpduh/nlZVZqNmxQXSoHnNxtE0S8tJsQxJPbRQScdkdx9yqWlYQ2XHYkMQcqFqOsb2trU2JHkKIO1xvsYeSkhLU19fTHyboEzv0iR36xA59YocvIitCrGt6qrpBUJnl4iTbLTuONjjriSuzU6eeOGzQ8eIcJ3062tj4G0Ded9UZkob8uLLlVWdUp5U4+mncmfM6MxWd5ian7UGxjuE451ZATZub624mjqxRHXriPFfrnPcM0nQOTYqs0Jhpy3XxiCYymUzSVSgIMpkMBg4cmHQ1Cgr6xA59Yoc+sUOf2NF5rmFoPCGE0LMerSHX6cZQhWzA+SbH7UY3rJ6kbTC/VCSKHp02eG2LWn+zzDiyU83jwUCl33SNNfPf1u+AOht0zRdWHV7fw5D2gK0Vczuo7p86swqd2lbFHGGV6TY3qbTBbW5V9aIqp4Cq6qxL8znO6UcBFS8Os57jdM3jumywtoWOc6khV6d/3H6gJITEh843eqeJbDaLzZs30x8mCtUnxkuekqBQfZIk9Ikd+sSOTl8waKuAsBfhUW+ajeOd5MSRSeVVfz/d1hs7LzlBfORU1kmHnw0yN3Fu9XK66ddhg3lf2ECDrA1eZYPIDXKMisw8FUSxJWwbBGmXIPVx266jvYspOKFqfvWb83X1WbNec98MakOUc1ZQu91sMNfB6YeSKPXwkxPFBmsbuJ13/Orgp9fom24yovQ/J11Wwtrg5Bu3H5JUjiFVgX9r/zTb4HbtkUaE5n+E6IBvN+9BCIGuri76w0Qh+kQIgenTp6Ouri4x/YXmk6ShT+zQJ3Z0+iKdV40FRtjgUtSglNfxcTyKF0WHU9aUCj1eWagyGapBCJIZp9KGuAN6YXV4lVXdFrI64pKjqr1V1EVGnq4+m9bAhBVVWch+x+nqs2GCmzJyVR0r0/+SHM8yx/rZoKoNgtQpaPmg/VNHm8jMGyqvfXSNDadArVd5QgghBAA6OzuxevXq3PfGxkZUVlYmWKNgdHR0oLKyElyWhBB1MNNWEXEF0nQd53WsTHaNyrroCPTotEFXlmGxBLy8kPWdbKaoWzuHeWQ3TN10tLs1cytqkD1oNl0YgmQap4mw84FMOdXnkCjHxvEDkKy8sP21UOZPqw0qzhdeMnRkcsr0VdU2RMnqVk2YPlZoNqgiC6H1Qwgh5O+0tLSgqakpVQHQuro6zJgxgxmYhCikuK4mE0QmMy7II7VhH701Z6moysBJygad2UgqbdCVRVNsAS8nnPpWmMxTt4zRIBndMjqdsqmcMrWi9F+/8RY1wztuG1TJlMEqX8c84iczzNxilunWHmFwO1aVDW4yvewJgtdxfssARLXBvC2sPKfjZOe8IDL96qfaBrNMv21eyMjQEfQMeo0Rto+ZA7e94XxOSKHCt5v3UFJSguHDh9MfJgrdJ1VVVbEHbMP4pLKyEo2NjVi1ahUAYNWqVejs7ERVVZWuasZKofeTJKBP7Oj0Bb0cI043gypvSKyBKV03O2ZU64jDBpnsS11ZSmEyPosVqy+K6aa2EB7lliHoEhZh0PVYuIHXY8g69OmYm3T7yE2fyizxOJYCcNNnoNIG87Y02eA0n6q0oVjOXTp87ySrmM5rADNtSTpJU5aiTjKZDKqrq+kPE/SJnTA+yWQyaGpqQktLi8aaJQf7iR36xI5OXzBoq4iwj816ZULJynO68TZu0sI8ai5bxq9uXvLMdfcKXsusb+dVBzeZ5v+99MrY4KXLLEtWt5uOYiNItpPOx0yDyLWWDdo/o/5A4DUuwzyWbw3m6HqcPsg4CloHVT8keR3nNBe4+c3LBtkswrDBVBnfugW5rfZEtUGmjJMsmXnWb253Oy5o/WSQ8UcQ+WFtcDo+LMV83jHwux4L6nunHyGt532n/l1TMyhgzQkhQenu7k66CgVBd3c33nnnHfrDBH1iJ6xPMplM0WTWWmE/sUOf2NHpi+K/Mo+JoEE4c1DVKXgV5LF8r8dQwzxq7lbGLThs3ub3mLpb3b3khsXLBplHd2VtcNqnyo5iy9IxY/a9X/A2rB+8sjDDyHZq5yCPgQd9rNksV1VWrFtgQsdj+EGPDftIuwqC6g4zd/s9Ku8kP0r/dMqodZqzVdrgdF5z+4EmyPnKGhQLGiwupMCtbJuGGRvWOcl6bNh5qhhx+vFF1/WYm99bW/egpqYmtA1xI/72T5dsQohestls0lUoOOgTO/SJHfrEDn0SHwzaxojXDamuIKVK/G5idNmg0i6ZIEGa9KSZqMG6oDp0y9dtgw75SYwH1TriGFtBfrBRpUMlfj9YqLbBSS7nwPj7qu7zaZqJ+3qMfieEEEIIIWFIzfIId911F6ZNm4bKykoMHDjQscy2bdtw4YUXoqqqCrW1tbj++uvR1dWVV2bDhg2YOXMmKioqMGzYMNx5553g2w0JIYQQQrwxMqfTFoRMa70LDaFxPVtm2hJCCCGE2ElNpm1XVxdmzZqFqVOn4vHHH7ft7+7uxgUXXIAhQ4Zg5cqV+Otf/4rZs2dDCIEHHngAANDW1oazzz4bZ5xxBtasWYN33nkHc+bMQVVVFW688Uat9Zddu5OkH7Z1YRB06YJCpNhsSCu0gagiSDsUYpuldb1bp/XIk6QQ25aQYoVvN++hpKQEo0aNoj9M0Cd26BM79Ikd+sSOTl+k5ur7jjvuAAAsXrzYcf8LL7yAjRs34oMPPkBDQwMA4L777sOcOXNw1113YcCAAfj5z3+OAwcOYPHixSgvL8f48ePxzjvv4P7778f8+fOh841vXhfnThfvbmuihr3QdztO1Y1Dsdrgtt0rmKbqRqw33tT5+TrIcWHXKA2q21reSXfYtnRak9RPf9Q+o7rfyQadVepV0ZZmnGyIY86zEmUODDK3OZVP2gZjrdG0E7QdnOiN5waVhDk3OB2n+lomDWQzWWQyetawy4Jr4xGimz590n8eVQ19Yoc+sUOf2KFP4qNoQuOvvvoqxo8fnwvYAsC5556LgwcPYu3atbkyM2fORHl5eV6Zjz76CFu3bnWVffDgQbS1teV9wmB+gYrTW4TNuD3Gp+pmI6o8qy1uslWuqafKBisybeG1LUxQTwa/AIbxv9XP5m06Pir0uL1MyCkwI+NftzJe/V9Gj1+Q0Wksh7XBS4fVb+b9UfU4tYXfmAgq3/yCH6/5IooON70q5BvyZGwIM+e5yZS1QUa+0//Wvw1ZKmxw+zuKDV5zkuq5zeoPFR8vn8i2g6yvjP+LIdCtgyA+UnEtY9YTdS4ihASDL8vpIZvNYtOmTfSHCfrEDn1ihz6xQ5/Y0emLogna7tixA3V1dXnbBg0ahLKyMuzYscO1jPHdKOPEwoULUVNTk/uMGDEiVB2dbgSt21WjWrZVntMNbxyovBF1u6nWpS+qTLd+E6cNUdvbq+/7BUrD6Am6T1a2W/9XNR68gkmq9JjbwhxU0GGDrrnCLFOHDWYd1jZXMa6sdVVtg3W8WW1RaYNTYEqlDUH3BdVh2KDSN2b51r91BPJ0tG+x4ecj1T5L4jpJB7rWszU+hBBCCCEkn0SDtgsWLEAmk/H8/OlPf5KW57S8gRAib7u1jPESMq+lEW666Sa0trbmPh988IFFb7CLfeuFu1vWoRdemVNO9VCdcWMNMMjaIJPd4pWtFeYGV1aPOZPOilNAxc8GJ5+4BTVU2eAl180GL51+vvBCtr95Zf0F0a0jWB2kbkD0R7iDjJ8wMv18FCSwINP3vfbJ2ur1t1P5KDbI6jHbINMnZeffsHODX739zlGyNsjgFswO295+9dARkDTb4DRvyiBrQ5g5I2g9ZG2Q8W0xBB6dCPODmJu/ZK7HCCGEkGKmo6MDfNk7IWpI9Mrx2muvxeWXX+5ZZuTIkVKy6uvr8cc//jFv2549e3Do0KFcNm19fb0to3bnzp0AYMvANVNeXp63pIKVqNlv5syeIMdY/7fKUJ3p5FcfGRv8sovNMrzsCVo3me2ymc8y5dxskJEvU9cosszHhbUhiI4g5aL0U9U+sh4bxp4o+lTJlrFBd580Zy6GkR+XDV56rDbIBvGD1M3Ld7LH+AVgvTJiveT7lQsTLPYqn0Tg1smXZv+H7b8yeoIQtB6yNsjWS+b8rRqdsq16ADkfB7mGiPN6TCdGTqwu2YQQQoqDuro6NDY2oqmpCTrfG0RIbyDRoG1tbS1qa2uVyJo6dSruuusuNDc3Y+jQoQB6Xk5WXl6OSZMm5crcfPPN6OrqQllZWa5MQ0ODdHBYFyou4pO6EQhzQ+snS5W8MHrTIDdOXWm+wSxW0tYmfkGMNKDixxcVeqPIKJbAUZyo9FPS5+g06ykGGwghycC3m/dQUlKCMWPG0B8m6BM7UXxSWVmJxsZGrFq1CgCwatUqdHZ2oqqqSnU1Y4X9xA59YkenL1Lj5W3btmH9+vXYtm0buru7sX79eqxfvx7t7e0AgHPOOQfjxo3D1VdfjXXr1uGll17C1772NVxzzTUYMGAAAODKK69EeXk55syZgzfffBNLly7F3Xffjfnz5/MXIEIIIYQQQlzIQue6tj1MmTIF48aNw0MPPZSkqYQUJYcP84cpK/SJnbA+yWQyaGpqQktLi+IaJQ/7iR36JD5SE7S97bbbcMopp+D2229He3s7TjnlFJxyyim5NW9LS0vx3HPPoV+/fmhsbMTnPvc5XHLJJbj33ntzMmpqarBs2TJs374dkydPxle+8hXMnz8f8+fPT8osQgghhBBCCIA1a9Zg48aNmDt3btJVIUUC327eQzabxZYtW+gPE/SJnag+yWQyqc+stcJ+Yoc+saPTF6l5G8LixYuxePFizzJHHXUUfv3rX3uWOfHEE7FixQqFNSOEEEIIIaS4yWayyGT03JRkuaYtIYQQQoiN1ARtCSGEEFKYcC1QQgghhBBCCFELg7YJYbwJOa43IhNCCFFHMczdcdpAfxUGxWCDang9Jk8WWWQ0ZcQy05YQ/fClQXboEzv0iR36xA59Eh/0tAIyGffYt9s+p7d5m8tb/3eS66XXi6DHhS2vyoawdqqWEUWuDv26bNKlz+n4uG2Iig4b0taOUWQmPQ5VyDDKhZ27o+qPinneTdoGlecwt7oHHbNxt5v5eD9ZsmV1XBvI7lNlgwyq2tYtYOvWh1SeB2pqBoU6jhAiT2lpadJVKAhKS0sxduxY+sMEfWKHPrFDn9ihT+zo9EW6IiYFildmRtCsDWsw1+34KNkgYesUtLwqG1RkvujKnonThjhk6tTndHzaspp02OB0vM6Mr7j6opMNhWxT1LEsO+9F1R8EcxvIBJ7M23UEbqMEu8z+8RqHMu0Q9pwddvx7jWc/u8KUTXKfKhtkiKttZeaxsLa0tu5BTU1NqGOTgJm2JI0IIZKuQkEghEBHRweqqqqQyWSSrk5BQJ/YoU/s0Cd26BM7Os81zLTtpaQtw9GJYrAhSYrBf4WazRgVrwAAbYhGWvznRdBAZzHY7EYabPML6BXDPFYMNgSlGGwgpDfAt5v3kM1msX37dvrDBH1ihz6xQ5/YoU/s6PQFg7a9AKcbi7RlOOqwQfcNl2xmm0odQZDNENNNnDakrd87oSsjM06StCGM7jiXLpChGPpxGJI4l6lue6fzgsqs7DiWoXGzIYiepG1wk6/ThmJAIKv1QwghhBBC8mHQNib81nHTeYEfV4BE53qVKm1wW8/RvE+FLWb5Km1wWpPSqX/psMHp7zD42aASt3ZO01q0buNNVR3iCALqnDN0LicBePdRFT/OGG1ZKD+kFCpB2jhsO7jptM5/YdtB95Ih1vo6LZERpf5ey56ossXPhqhzn1c7Bw0+u+Fkg18dCCGE9E6MR807OjqKbjmPYrWLkDhh0FYhXhfh5hsBp5vAoDc7qm5Iw8oIaoOqtQxVBiSd6uF186nThqjZPU7rBMr6Tdanfn04yE2pmw1eMmT2uZWxlhXisBYbZOvpJV82i83NBhmilA87Bt1siBI8MssJc6wOG4LMg+bxFHRN3SA29MbM3LDt4DYmrXOsV1kvrO0Wtf97zXFGXZ22GfWXtcHJRzptMNfdaoPM3BfFBpXjxckG1TriJJvJav0QogOut9hDJpNBWVkZ/WGiEHwihMD06dNRXV2N6upqTJw4MbG6AOp9UldXh+rqasyYMSO1gdtC6CeFBn1iR6cvMiKtoydB2traUFNTg9bWVgwYMCDp6hBCCCGEkJSRlutJo56jq/4BJZm+WnRkxSFs7vhNwfuCpIe0jC/Su+no6EB1dbXjvvb2dlRVVcVco+gIITBjxgysWrUqb7thjxACnZ2dAIDKykoG/khRoPOcw0zbmIjrUTgvParroMsm3TaEzXANqyPIvjDyk7AhDfLj0qGbOG0IoiupbH+VOmTLxjHe3PSpKhu3DTooNN8XKjptKIRrmUKWnYQeQog3zE/qQQiBvXv30h8mCs0nY8aMyf3d2NiIysrK2OugwieZTAZNTU1ob29HS0uLTb45szgNGbiF1k8KAfrEjk5fMGgbEyrX7fS6+fZ65E7VSzOiBGuiPsrrt7akrHzZslb5brrd6um1z+2R8zTY4CXb+NtvKQAnG4IsTyBD1GVH/GxyO0ZlgEx2qQ4Z/PqMzBrGUR7vjbrUiVH/IDb4PSYtg9PyI2Y5YeZPWRvcyka1QfW5KA6s9dZhQ1LrO6ssl9T6zk4Ugw1ehL0eSysC3Vo/hOiAbzfvIZvNYseOHfSHiULzyeuvv4729na0t7ejqakpkQxUVT7JZDKoqqrKyxQ21rddvXp1btuqVatyWbeFSqH1k0KAPrGj0xdMA4gZp/Xlwsqw/m0QJqgSpqzOY8z+cfKV37quMrKDtkGUl6342RBEtnVdviRtcJLtJt8p2OW3HmjcN70ybWTgNM5k+2pSeAUDndaNdDpOtT1R5ymn8exkQ1idYevlV9bLFhn5QXTq6pdx9m03G6KcSw0ZceHUR73O12EC8l46VRAmaK66XFTMY9Dr/BNEltfxUX7oIoQQ0nswAp3FSl1dHSZMmJB0NQhJHcy01YhXlpdsppNXGa+MLb9MrSA3UU56gmSY+dkgmznnl9EoUwfzDayubBunbX431UH8aA5G+d0kBiGKDU7H+2UHOtkgk9katA5hMjnd5Jm3yfhelQ1WgraFG0F+6IiC03yhKoChKmvUjFc/crNBZk502xemn/hhrad5ro0yr/vZYJURdPy5HWMO0Drp8NrmV3c3/W71iXpedpr/3Oob9tztVi8ZOWHaLq0YbRH1ekD2ekzHWI+TrOZ/hBBCiovKyko0Njbmvq9fvz65yhCSUtJ75ZgC/DKp/LJsvLab93kFNd0ykcI+UuulO4oN1jqbv7uVjZrdZuiSsUFWvrXOYQIWUcuEKWs+xq3fAsHaUjZzzCmQ66crSB2cAvZBjvcqoyPL1k+m1/agep3GW9SsTi8dTrqijDurfKd+Gka+Vzv62RCmXZzmDy+bZJD1gde87ldeRl+QNvbS7+RjL7+F6cfWwLCbrCDnZTcbnPRY5+wwNrjJUGVDMWHuM1EDqV7XY24/UhJC4oEvOerByOKkP/4OfWJHtU+M9W137dqFuro6JTLjhv3EDn1iR6cvGLSNGRVBnaCy47hJUJk15/S/DnS2RbHgFWxTrUMXcY0DHfLdflBQPd789KnQ4WZDVD1+AVUVdrgFmHX0Lb+xFjYIrXrc+unz+q7DBl3nIDfCBNP9+o4KG4LKiLNfFBpOvleVBVusPs1CAJoyYntkE6KekhI+WAr0+GHEiBFJV6OgoE/s6PCJ37IPQgh0dHQA6MnMLbRAIPuJHfrEjs5zDc9ihJA8/G5ai/VmtJCJ2+c6A9BxoSOQWgg2hK1DIY3bYrGhkOoTlqhZ6MVGsdtHSG+EL8rpIZvNYvfu3fSHCfrEji6fWJdJMK9tO336dFRXV6O6uhozZsyAEIX1Ix77iR36xA5fREYIIYQQQhKHgc3ei0A3BPRkQAl0a5FLSKEFgJJCCIHdu3dj0KBBSVelYKBP7OjyibFMQmdnZ05P//79AQBvvPFGrtyqVavQ2dlZUC9kYz+xQ5/Y0XmuYdCWEJIHb8gJIYQQQgghhKjCvEyCsRwCIcQfBm0JUYyKl5okBQO2hBBCCHEiiyz0rWnLRywJIYQQQqxwTVtCFJPWgC2Q7roTQgghhBBiptBeapQUmUwGNTU19IcJ+sQOfWKHPrFDn9jR6QsGbSMSJMjlVlZGhrlM0PKqymYyfZTZEKSc03FB6mFs86q/9djeHLx08pef78zHmcv7+dStra3/y9TZq0/I1N+rPm7frdvMuoLa4FdWVZ90ahO3bV77veTHOX78bLBus/7tJzeI3rCyZMpF6Vde8mRlqWjTIGNRVlbcRPW/TD+MMnfE4ROZeT1NNoTZ71euWK8nBLJaP4ToQOcbvdNESUkJhg4dSn+YoE/s0Cd26BM79Ikdnb6glyMS5HFyt7IyMsxlgpZXVdbrbdkq62QtF+QN6l5l/d72HdTHxY7ZXzJvSrf6z3qMTDua9bkd41dXt31h+mjQvmjWFdQGv7Kq+qRTm7ht89rvJT/O8eNng3Wb9W8/uUH0hpUlUy5Kv/KSJytLRZsGGYuysuImqv9l+mGUuSMOn8jM62myIcx+v3K8niCkcODbzXvIZrNobm6mP0zQJ3boEzv0iR36xI5OXzBoS3otxZT9klbcsuXS1DZRss+TRlW2WZKoyGJNA0lllgZFJlu4kAnyREZUPbp0xJXlGYefnGTplK0LnTbESRbdWj+E6EDnG73ThBACra2t9IcJ+sROIfiko6MDHR0dBdMuheCTQoM+saPTFwzakl4Ls1+ciTtLMkgmdSESJfs8aVRlmyWJiizWNJBUZmlQZLKFC5kgT2RE1aNLR1xZnnH4yUmWTtm60GkDIYQQUkzU1dWhuroaM2bMYFCQEADp/KmfOJLJ9NF6I6BbvqED6Lmh0aEvDhsMdNkQB7rbIQ7SWu84ictHOvUUgw1x6TPLjGs+19nuQLqDX2k/x+nSVwxzdzHY4ITOtWe5pi0hhPRuJkyYgPXr1+e+r1q1Cp2dnaiqqkquUoQUAMy0jYkgL8QJ+9icEWALWy8Z+ebjdDzeF2YtvCCPglplyj7aHtRPOm1wOtb6Ahen9kmDDVZbotrgdpxXu0d9wZCfDWEJ4gtVL3pSKc9Nh86XYcX1aLgOG3QHfHSfLwwdKuVZZQf1kY7zVpT5Iox//OYB2XNcWKz93m+eDWuDzvnH63pM1TIGum0ghMjDt5v3kMlkUFtbS3+YoE/sJOmTpqYmtLe3o6WlJbetEJZJYD+xQ5/Y0ekLBm0V4Xex73Rz5nbT5nUj5xfYcrsRd7th8Lrh8jrOS5cfTgEOL9/5BUSiPArqZoPfo4xBg3JBgsnmTDgZnI51CmjEbUOQAIkKG2Twy86z6gxqg1W+TGApqO9lMgxlAzdu85J1X1QbrP3BrEP2x4Eg86WMj9yOsf5t1u3WH4LaEGTeDDs23Www/g4zd5vr7vXDh/V70POP7I8qQe0w+puXDUEDd25t7ibDkC/TFm793XyM9XwhGyiVwcnXTvOc1SZzXWVtsM4PUX+08OqHbudbmXOOm0zrdy8b0hzAzYpurR9CdMC3m/dQUlKC2tpa+sNE0j4RQqCjoyMR3W7E5ZPKyko0Njbmvjc2NqKqqir3Mairq0t8mYSk+0khQp/Y0ekLelkRfhf7TjdSYW5KDD1+ga0wumQCIqpssB7r5bugGZ+yhAnsONUpjG9lbtpk5MZlg9MNqEygTtYGtxtmP7z6htMPHNbtfh8nWSrLe9XJLCtM5rOTn5xwCqSqlG8uo8uGKGWdjnGbj1TZoNoWmbnbal+Y8WaWI3tsmDlS9keVOG0Iq8NJZ1QbvK43ZLfL6rHqDBKc9ZPt5ocggVMv+W76VF+POX23Xv/J9G/Sw5QpUzBu3Dg89NBDSVeFFAl8u3kP2WwWH3zwAf1hIgmfGIHa9vZ2TJw4EXV1dbHpliEun2QymVxmbXt7O5qammBkKloDusYyCUnBsWOHPrGj0xfp/bm/gDFno3gFKFVlk5h1RQm8eMk1sNqjSp+b/jhk6LLBC1ldhWKDTFAoqnwVbV5MhA1ke8my+tgcuNDZBjrmOifZquc/v20q5DqVAdTa4OY72ToFLa9jPvLrw6p0mc+jqseDdbxZt0c5L7hdb6hGVz/SNRf5XY+pkO2mS+UcXijEsabtmjVrMGDAAC06SO8k6UerCwUjWEh//J24fSKEwPTp07F69WrbvsbGRlRWVsZSDy/i9Ekmk3Fcr9YI6O7atasggtocO3boEzs6fcGgrQZkbwxUXMhbdam8cZWRF2eQULWMOG5wo1IMNvhRDDYUOrIZbGkYz151Vj3/+W1TIVeHHqscrzEWJkMyyv6wqMzCdMOa4W7dphInuUF0JfmIvY5+pKtddZ5f3OrMcxohhBAnOjs7bQHbCRMmoKmpCVVVVeD6oH/HLaBLSG+EQduYccp+0qUH0HPTEJcNhnxAz4152m2I+4ZQR9aZjmzGYsGrf6r0U1I+pw36ZCVFMdiQZrwyqnXpSjNx2VAMvjLoybTVs/asrgxeQggpRFpaWlBVVYXKykoGawkhnnBNWwU4rUPpVs4rK0xGhlHODyfZKuRGtSFMdpH10eegOB3nZ0NQebI2hEV1VlUYeUFtSDITrJjQ9cOLWb7utgojP8g4VGVD0LnLT5YKG4LO3bI2yMoNaoObjDDzqkz9gpRxK19sc5VbO5j/dyKIH7x0+KHT37IZ0m6B1DBjxI8w12OEEHXwRTk9lJSUoL6+nv4wkaRPjBduFVrAlv3EDn1ihz6xo9MXvHJUgGxQxS+zM6gcK14BVVWP5VoDqEHXivOzO6oNMjq91qCT0RPFhrAEtSGoPCtua/UFwau81411Wm5o3W7EdWe3q9Ah059U4tQ/oz5mr8MGr7nV/L/TPjeC7i+0wK1MOa8AmK45SeYYaxm38sWSBemFzPlN1g+6rmHM8qMQJHDrtz1M4DapJUTiQIgsstATYBCCmbZED4UWFEuKTCaDgQMHJl2NgoI+sVOoPuno6EgsK7lQfZIk9IkdnX2TofGYMN9EqL5g1xksckN1UDJOG/wyb6PKS8KGqP3Kz4Y032TGhRCF+8IZmcCgge7M3igyZIMpOpZTIcFQca6LIyNcNsCXNlTaYx13cWTnp5kwP4wQQvTBt5v3kM1msXnzZvrDBH1ip1B9UldXhxkzZiCJF18Vqk+ShD6xo9MXvJqMCdksziiyvdARLFaJTJaWKht0ZBG6ocvvqoOqsjYUej9KCt1+0ZlZa6DzhxPd2eYAgyOFhM65WvVYs56brU8uqNZnHWc65auywfojra5zczFh+CTOJzLioGfdWU2ZtlzTlmiCbzfvQQiBrq4u+sNEnD4RQqCjo0O7nqgUUj+prKxEY2MjVq1aBQBYtWoVdu3ahSFDhgDoebGbUU5nlmMh+aRQoE/s6PQFM22LELdMUtm1BWXRedPh9iisyvrHcaPpFRxTQdw2pPVGUxdON+Bpy9wz25BEIFTFo9Bp8XVvQOecZPRRne0ddLmcMPJ1zqlm+Tpt8PpOvJfiMAfsa2oGxVktQgghCSCEwPTp01FXV5d0VVJFJpNBU1MTWlpactvq6uowffp0TJ8+HdXV1aiurk4sA5eQuGDQViFh1k8LevPp9IiweZvb/wayj3CrWutNVnYQWTJrpcrIjHLzrzNoEJcNQQgaiOzNQbQgmW2F5ienx6BlykYhSMCn0PxF/o5TBmnYgLrbOc34mHVEkW2tu5MNKvQ42WDVHUa+13fr9rA2RNEdRL7qH5ULAa92B3r6WWvrniSqFhohurV+CCGkGOns7MTq1atz3xsbG1FZWZlgjdJDJpPBkCFD0NjYmNu2evXqPH+uWrUKHR0deR8GcUkxUTxXxwVAmJdPBM1Q8ctw8foeRJfMC1vCZtfI+EFGv99+mfqptEHVsX42qAj+h0Fl4LZYMrPC9tOg5XTi1t/CzGe6KQR/6aAY7VL5OL6bvDA6vOS4nYei6lFtg9NxfnORKl8F0R1EfjGPgWK0jZA0wbeb91BSUoLhw4fTHyaS8ElLSwuGDBmi9XH+KBRiPzEybnft2uWarTx9+nS88cYbue+NjY1oampS4udC9EnS0Cd2dPqCXiaEFCQ6XqQTdxZXMdigg2KwgSSD7r6ThiVB/GSnfXylvf5AcdjgRFbzP0J0UKjBsbjJZDKorq6mP0wk4ZOqqqqCboNC7SeZTAZVVVWu+80BW6An+9ZY81aF7kL0SZLQJ3Z0+oJB2whY1yLzu1lyCro4/W1+lC5MVmWQpQ2CyvcLHHnZ4yfbfFxYH/n5WAa3+ga1wem711IWXvUt1htAM06PjhrbvcaCV1ubH3cO+/hwlMeKvR6zduoTfjZ4lVE9Z/g9Qm7ty0HHXBCfeMlMexabW7t6tYnMnBq2zWXmX2tdvHT49aOgeI0Ds06ZseBUF5mnG6LYkMkEWzpFVod5npC1wctPMrpky4WxIWhdZOcLr/2yY0JGT9rnJUKKie5uLr0B9PjhnXfeoT9M0Cd20u6TzZs35/42Xv4WdbmEtPtEB/SJHZ2+KP5IkEasa5HJPk7s9zhy1MeSgyxtEPRxTb86+ukIs2RBEB+F1emnT0a3mwy/esk8alpsN4AqA03W7X43737BMFm9MuPE+j1M+5sDv24BGR1zhp8NXmMs7BIgUeeltOLUtrKP8atYSkZ2m1dbOQUjgyxFEIaoY8HLBvPfOpZN8AveBtXhFqgNcp6RJSkbguiQ7QdePgoip7cgRBaAnkySHtmEEJ1ksxxnVugTO4Xqk8rKSjQ2NmLVqlUAgAkTJmD9+vV5ZczZuOYlE6Iul1CoPkkS+iQ+GLQlhJAU0NuCA72JYmjbYrNBtz1x+Is2JC+fEEIIIWow1rY1lj0QQqB///6u5c1LJqxatQq7du0q6PWECXGDyyMkgNcjwGkh6iOuScl2kq9aT5THTmVwy3g0MvVUfNz06pSfdnT2J+N/1f1K9aPrMvp02BBk2QBV+lSP77jaWaePdM6tcZ8302pD0CUsVOnSJVf32PZ6SkOVXKftab32E+jW+iGEkGLDeESfqMFY29b4NDY25vY1NjaisrLS9di6ujpMnDgR7e3tiLJcAiFxw6BtAliDbGlE5SOuccp2kq9aTxwByrhtSGs/jROdbWH8r7o9VD72LatPhw1Oc2qabDDk6pJvzSCNo6+qlh/3eTOtNjhlC8ehS5dc3WNbV3a114+fqnURQrzh2817KCkpwahRo+gPE7p9IoTA9OnTUVdXp0W+DtLUT4zM2/b2drS3t6OpqckWyJ02bRqmTZuW+75+/Xr0798/F7yVWfM2TT6JC/rEjk5f0MsKCPsSD9mXpETRpQO/jJew65K67Q9ic9AXnoSVH7SdgqyVqruNg7yAxa+MW7lC6KdJ4uSDsOv4upWJo59E6QN+ZbzkydRNZTmnsmHmZ9njC2WMRDkHhT3vqSZKOxW6DVHmjCC6dMp1syMN2b9puB6LGyEEhMhq+jDriRDd9OnT++YtP3T6pLOzE6tXr85998sELRTS1E/MmbeZTMYWyF25ciVWrlyJffv2YcKECbnjjOBtdXU1qqurbUFcayBXxieqXnyWFtLUT9IOg7YKCJox4ZVp4Zf1UQjZGX4ZL351DLo/iM2yZcNm1zjZ7eYD8w2dUcZ6k6e6jWVuImV1hrVBJotMZumEIMst+MlTJcv8sT7G7vRIu3WbW1kvWW5lZI6TketEJuP88h+/7DGvcir7usxxbjbIyoxaX6/jrX09aNBOJ7LnIOs+v6CW6nOXITvMedRtn1+QLm4bZMebn3zZY8PY52WDsT3KWAo6BuLMwi2E6zFCiD98WU4P2WwWmzZtoj9M6PCJOXBnXhahpaUl0ouw4qIY+olTILe6uhqvv/66LXhrYA3iVldXY8aMGRBCSPnEyKq2HlusFEM/UY1OXzBomyBx3ZCr1uMUlNKNDht0Z705BQR03fTrkh/HjapTEFj1jXdvzIiSxSuwo7Id4g5C6giomG3QFRwyb9MVFDLsiMMGXegY12F/zFOhT5d83WMuThvSPI8Xgw0AIJDV+iGEkDRjDdyZl0UwAogkOczBWyMT1y2IC/S8vMx46Zkf1qzqIMcS4geDthGoqRmU+zvoo3MyF/AyQQ7rfqcsOmtGV5BHLr0COl7BC6dMQDe5bjaYv/tlpQXFnC3pZINsFmVQG4L4XtYOpwCMNShttcmtjm42OMlTaYOMfrf/vYLvZt94yXPSGdWutCCbteq1XaYdrBnK5rJe48wsQ2VbePUFGRuc6iYzRoLaIHMecdPj1pfdAsJ+Nni1j1edZP3h1AZe49HPBq/6hfGrkwy/c1vYOSVqGbdzm1Pd/OoXddyFscVcLz8bZHTo7hNOZcz+deur5utIQggh6cYauDNIy7IIvQVzJq41iNve3o6Wlpakq0hIHsUdjdBMa+ue3N9Bs4xkAiVhyvgdE7ROYW3wy9TzymgK+j0KUR4/DWND1MddZY91qlsUP8tkoEVtFxn9bv+76fezQfUj8cWKX5tHbYcodQiLqr4k891vu0w9g+wLq1/F4+BBjpOdc4LUQXZ/lPOzlwxVc2XUMiqvBVTP7WF1hukvMvtV9Am/+jltE+Iw2traUFNT4yu7UBCiG4Cexz2FYKYtIUQ9QohcxmNlZSVUZruaZRvfDVpaWlBVVaVFL1GLEcR1oqOjA+Xl5TCWvSgtLXUtZ8U4xomgfUJnPyaFDzNtE0BVtpjqzDNDpspyuuREzYjRiQofJtWuQcvH6etisCEtqOibSfuVc4Ta43TJCarDKztXlXyVyOhQPbfpyEqPkskqUz6ptlAlz+sJAUJIsvDt5j2UlJRgzJgxvcofXuuMCiGwf/9+NDQ0BA6ACSHQ3t6OiRMn2tZANTAyOdO2LEJv7Cde1NXVYfLkybjiiitQU1OT197mj3kpDANz37N+rGveur3EzKmvRVkvV9XL0thP7Oj0Bb2cAKoyxtwecY0qU2U5XXKiZsToRIUPk2rXoOXj9HWh2WCMvzR/wvikEPtGUP2FXDfZcjrmziTkBNVh7btR6hE2mziKDuvSCk7f/T5+5c26VHysdZexM6hfkmgLlfLc5tSk5xrVCJHV+iHEysMPP4xRo0ahX79+mDRpEpqampKuUqo5fLi45iQ/nNYZ7ejoyAXB+vfvj5qaGpx22mnSASwjENy/f3+sX78+b5/1e1rpbf3ESmVlJRobG3Pf33jjDbzxxhtSx5rXx/U6xrzmrduPC259bdWqVdi1a1fgwKvMy9KsL9Jz+wghcOjQISUBYKveOF/gZrXX8LtMXZyO1QWDtgmjMwujGDI8dNgguwaean2qZerItA5TjyjHxmWDW5ur0B9XdpUOG9yO05GpF+R7FNnm7TptiANVGaVmGUnOGWmwQXVGqapjexM62yAuuUnZQEgx8dRTT2HevHm45ZZbsG7dOsyYMQPnn38+tm3bFkhOkm83TyoQ4UQ2m8WWLVt6zdve3R5NN4K11iCY00ujnAJYu3btygsET5gwATt27NBiQxL0tn7iRCaTQVNTk+0lZRMmTMC+ffvy1r+1fpx+WGppaXFcL9etTxlBWev2MWPG5P6uq6vLBV6z2axr0NGr7xp6zNnnXtnB5s/06dMxbdo09O/fH9XV1Zg4cSLa29tt851TXax1zGazeXrNstyykWXs9ctkdrJ3+vTpntn5bnWurq5Ge3t7sI4WgIxI+gySQow1yFpbWzFgwICkq0MIIYSQAqcYAnXFljmaNGm5njTqWdZnKDIZPfkeQmTRdbi54H1B4uPUU0/FxIkT8cgjj+S2HX/88bjkkkuwcOFC3+ONfvvxxx9j0KCel/6FWRfSegwAmwzr2qbGcTNmzMgFBydMmICmpqacTqt+Lz0GfscY+5xk7du3D++++y6OPfZY13U5zXr87PTyn5M//I7xwk2eVaZRzup7N8aMGYNNmzYByF+D1pDlJ6OlpQVDhgwBAMyYMQOrVq0C0PPiMXNbp4nu7m5s2rQJY8aM8e0nvQEhRG7snHTSSejTx/tazug3bn2ho6MD1dXVgevR0tKC2tpanHbaaTnZBuZ+fPLJJwPwzvK10tjYiBUrVmD37t2OyzyEwZA5Y8YM28v5rHU0199NTmdnp+N49LLXmHMBOM7FnZ2dUva2tLSgsrIyT4ZTnT/44AOMGDFCy3UMg7YhCHuRncnY3yDstC0sbjeEhvyougz5quS56RDisO1/6/4o8gF3G3TapFKHWUacNqjur3EGAOK0Qbdtumzw6leq0SVfhw1uczegJojlNIZVyXaTp0OHk3xVOpzkqe5DbnOpyn6UdnScl53QPRfpHnNmHV5jgUHbv8OgLTHT1dWFyspK/N//+3/xj//4j7ntN9xwA9avX4/ly5f7yjD67QcffIBBgwb5BlGdsB5jDRBMmDABK1aswGmnnRb40Xizfj89Mse4BSjCBHFk7HTzn1ewU8bnVvyCp252m5k2bRoA5IJHxjHd3d0YOHCgdF3MWINxxfKiKAZt7QT1iVdfsAZ1zVj7qYG5rxmyOzo6QgdYnfRYg5DWHzEMnPS6BV03b96M0aNHB6qbkyyvoK4qwtTVwPDVwYMHMXjwYAZtC4W/v+23BEBG6iLf64ZA5uZE9qZFVk8Y2bIy4tKjGp0BHh16dKI6sCxbVmWQpBhsiJsgwZi4xosqeaqDNNaAjNcPckFtlA2yqrQh7Lzud4y5fm7fw9ggO87C9C+vcRAlsFsMQVvAuQ+at6sIuIYZM0HmasBuh+ogrkyd0ha07VtapzVoe6i7peB9QeLho48+wrBhw7Bq1apcgAEA7r77bjzxxBN4++23bcccPHgQBw8ezH1va2vDiBEjYqmvF2GCpkQNRnC2X79+AP6eOVxdXY1MJoOuri5MmzYNr7/+uq8MIH+pjaqqKpSWlkIIkbc9k8mgpKQE2WwW5jBL0O0lJSXIZDKu27u7u/PqabwEybqsgdt2t7oLIfDuu+9i1KhRuQBl2m0qKSmJ1E7d3d3YsmULjj322JyPothkvFzMur2yshLZbDYvq7y0tBQVFRW2OmYymbzgr9MPLa+88kqurNkmI5N+9+7dGDp0KKwYQWJj6QGr36dPn54L+E6bNg0rVqzA/v37c8s0NDQ02GR+9NFHqKysxOmnn+76g1JjYyOWL1+eW4LASY7ZrpkzZ+b9iPTKK6/k/B4kK7exsRHPPfec7QecCRMm+MqYNm0ali9fjj59+uDjjz/WFrQtjjuIhGht3ZNrEL+L8yD7nGR53TCa97vdTDrJMP53uqF2s8ftJieoDV6ynMo66XfTE/QmOogN5n1Ox7jJMe+z1s0rGOOmw68uMj4IYoNTeT8bggQurWX9spP86h/mGCd9Omzw85sXfuXd2j1sQMMr2KbKBtlxF0SPTH8MMt7c5l2v8mbCtIV17nbyfZC520tvUBv86m392+lc42WDG07+kCkf5ccIr3OT1znL67yUZtzmObfznlfw1m0ekZFnPj7IDzXmviNDkAC07Dg021FTM0i6LoT0RpyyON0yGBcuXIg77rjDV+bJJ5+MQ4cOYePGjdL1OP744yGEwP/7f/8PAHDiiSeipKQk7+b/+OOPR1NTE/r27Yt33303t72iogJjxoxBW1sbtm7dCiEErr76avzlL3+x6TnuuOOQyWRy+44//nj89Kc/BQDMnj0bb731lu2YcePGoW/fvrZAxAknnIA+ffrkthuy6uvrMXDgQGzZsgVdXV258sOGDUNVVRU++clP5vQfd9xxKCsrw5///Oe8OgLI+cLLZz/96U+RyWTQt29ffP7zn4/0oq7jjz8ev/nNbzBkyBBs374d7e3tjn406x0zZgyqq6vxzjvv5AXsRo0ahT59+mDLli342c9+hv379wMAjj32WBw+fBhbt27Nla2qqsqtV/nRRx/ltpeVlWH06NFobW3NW9O2qqoKI0aMwMcff4zdu3fnttfU1GDo0KFoaen5ccqgtrYWtbW1+PDDD/PW4DXaaevWrXntNHz4cFRXV+O9995ztMkpS/Hw4cPYsmVLbltJSQnGjh2Ljo4ObN++3WZTXV0dNm/eXFQ2qWin0tJSfPDBB0psMvclw6ZDhw452tTe3u5o07PPPpsrX1FRgaqqKgwePBi7d+9GZ2cnmpub82xqbm7Os2nw4MFobGzMBX6NsTN69GhkMhnbHGHY9OMf/zjng4qKChw+fBgVFRXYtGkThBCYOHFi3g8hEydOxN69e9Ha2oolS5Zg+PDhaG9vx8cffwwA2L9/P8rKynDCCSfk2skqZ/z48Vi8eDEqKyvR3NyMmpoavP7669i8eTNaW1tRUVGB5ubmXN/71a9+ldeudXV1aGhoyJU3GDZsGI488ki88847efqmTp2K5cuXY8OGDXntdNJJJ+Hw4cO580dFRQU2b96MsWPH4sCBA9AFM21DECYzImgAMQ343YSlgWKxAUj/WoNp83scBPkBolCJkk0ZRpcOHcVkQxz9SJeuuMdB0uMuaf1O6MyAjYtCqlPaMm37lA6Bzkzbw927Ct4XJB7CLI/glmm7bdu2vz0h2RMErq6uzmWEGfhlBvbr1w/mR56NTM19+/blylZWVuYyE/0yAw1Z1sxA41HqAwcOQAiBfv365QWpDxw4YKtjVVUVSkpK0N7e7rm9oqIC+/fvR3V1taethw8fznu0u6SkBJ2dnXl1NOriZKthk7nuRraf8QIfP787bTfqYt5u+NGc7VhRUZHT65fB2d3djc7Ozpzf487g9NqeVFZqJpNBe3t7nh/TblPUdjL6Wf/+/XP9Lu02GduN9jYycI2yfjYZPnGa98zjEoBtHpO1SQiB/fv3o6SkJJctH9bWIDYBf5/jg7TT3r17MWjQIGbaFjpeWbBemTtO2RmymZJBbzyswQe3TBS3LF0nOU42eOlQYYNbHd0yXYIEzb0ypnQGed0ysWSz8vxkyWY8ha2zU5vI1t8o59RmsjaEqbeXDWH0uPX9sMFXv6wua1+16g2KU9+L6munOpr1uc2FbvXzyqhzGz9ec2xUG6x18OuvfpmYXnWM0p9k+rSbDUHmQr9yQca19bvMHOb3v9Mxbn4I4rOw371kBZmno+gNIivoOV2nDWFlyV4L+I1DGbu8ju0ZA8ybIMSJsrIyTJo0CcuWLcsL2i5btgwXX3yx4zHl5eUoLy+3ba+urrbdQJeWloa6qbYe4ybDbd1L83Yv/U5rSXptB4D+/ft7bu/u7sZHH32UewO9EXyw0qdPH1vdnF6cFOZlSmGOccJcd5l2dGuPTCaT84m5jFP5TCYTaLubf1Vtl+ljftud6t7d3Y0PP/zQcf3WtNrktV2mjuax41aXtNlkxm3u8LLJ7BMjICs7v3nV3brdrW5+dQzb95zOFV7lzejMhWXQViHWC3a3GwOvctabCq+bizCBFL86yuqXsUGmnlFscKqjzN9u+mXqLbstDLI3lEHqpNsGt7aIKs9PVlSfy465qG2hwy9O24KMuSh6oiAj209XmHHstl/F/Om0L2hbBamjiv4UxoYo84ifDTJlg+gJMieFOb8FLavyfKiyHkH0FKoNUWR54dd3VPUlIQ6b3pGQDoToBjQFmoXI+hcivYr58+fj6quvxuTJkzF16lQ89thj2LZtG770pS8lXTVCCCEkNhi0Jb2OQno0MixRsqgKhThtCJvpWkiEyV4uRPyyacPKjNMnOvSluW8aFIMNhBBCCoPLLrsMf/3rX3HnnXeiubkZ48ePx29+8xscffTRSVeNEEIIiQ09C1MRabwet3Uraz4mk+ljkxFEpop6qUCnDW7LDcRtoxdudZG1wRooUW2bjLygOmVsUKVXNmDrpTOMT1XbYHzCygvaz4LUT9Y/sjYE0WO0b5B6BNHhNv5UErcNYXT5lVXlF69+aD3/ydRLRrbs/qh63OaEqHqd/BJVrg6ZXrpUzr1h5Oi4Hgsju7ARALKaPlwqgtj5yle+gq1bt+LgwYNYu3YtTjvttMAy3F5c1tvIZDIoKyujP0zQJ3boEzv0iR36xI5OXzBoGyNuwQa3fW5lrY/XuT1+Z9xAhLlZcLr59pMX5abEy4awsp38ZZbnZqNqZGzwe7TSra5BtkdBRl4YneYMWCd5UfW6Zae6tYWXTrftXuMiqg1eAZ4o/cksx9ju1W+i2uC2XcXcZA36q+j7so9Wh7XBT69qG+zraObrChJwjwOvec2or9kmlTao+lHP6/zipCOIDX76dNggO77D6nSbK3WMLze5Oq7HzBRP4JaQdOG2hmFvo6SkBKNHj6Y/TNAndugTO/SJHfrEjk5f0MsxEmUduLD6oma1BZGnywaVsv3kpcEGq1zZ7YWILt9Y5ctuD6tD5Thzki27PYx8p79V4tUGOgKscaKr3VXj185ptEE2sK5Cn0qZXm2hwwad5zTr307fVejSbUOQfVH0pWGc+SFEVuuHEB3ofDlMmhBCYO/evfSHCfrEDn1ihz6xQ5/Y0ekLBm0JIYQQQgghhBQd2Sx/EAB6/LBjxw76wwR9Yoc+sUOf2KFP7Oj0BYO2MSH7WJyq9ed06vGTUQw2qNShm2KwwY+wNsRte9xrPepAly7a0LtQ9dh8khSDDVZUrp3rtq/Q/SRrQ6HbkQQCWa0fQgghhBCSD69IY0L2sbgoj88FOVbnY8nFYINKHbopBhv8CGtD3LbH/RivDuJeJiFNuophLMWF7sfm46AYbLAS1QaZZQUK3U/FYAMhhBBCCOkdMGibEDpeFlUsxOUbXXqsL5vRId/8whTa4K9DB7p9ZNUVR1vopNhsUKkzzr5k1ZtWG3S0edozK3XPqQbWF0im+VqmGGyIlywAXW9H5rp4RA98u3kPmUwGVVVV9IcJ+sQOfWKHPrFDn9jR6Qsuj0AKjrhunnS9qVr3C0f8XiqkwwbVj70m8QIsHTYk2VfTIDsuPbptcArs6HiZnU6c+r058BaVuGxwaou0B1tVEVcA0pyNquscFBduvkqTDYQQb/h28x5KSkowYsQI+sMEfWKHPrFDn9ihT+zo9AW9rBmnNfGs2Voyx8nuM+sIIjuoPpkbmrDHmcupWuNWVo7MzW7Qm7lCsMGtH8ri9sioTl/IHBvUBqcMtCg2xGm/WYbKtTaTCE6oXi9Sxbgxl7UeEySwo2NuDGqDk3/d+n2QoJu170fth17HuwWZnYK1Km0g4fuwgc6Metk6BJHndD0m+6NAUF9Zy9fUDJKrbKEgsno/hGiAL8rpIZvNYvfu3fSHCfrEDn1ihz6xQ5/Y4YvIUozTmngy2Voya6557ffKenLaHlSfzE1Z2OPM5VStcas6K05XeV02+PVDVXJVl/c7VoX+KDLitN8sQ+Vam0k8Fqw6K1PVuAk678Q1Nwa1Qca/YfRZ+37Ufuh1fFg/+u3zs4FE970uVM57QeRFHZte/bq1dY/v8YSQaAjBpTeAHj/s3r2b/jBBn9ihT+zQJ3boEzs6fcEUE0IIIYQQQognQuOatoJr2hJCCCGE2GDQlhBCCCG9HmbdEkIIIYQQQgoJLo9ACCGEEEII8SGr+RM/v/71r/GJT3wCY8aMwY9+9KNE6kD0wreb95DJZFBTU0N/mKBP7NAndugTO/SJHZ2+SE3Q9q677sK0adNQWVmJgQMHOpbJZDK2z6OPPppXZsOGDZg5cyYqKiowbNgw3HnnnZHWnwjygoooLzDyku32UhtZfUFtUPXiFpn6qfSZWU6cslS/6CZM/f3aOOgL4mTk+snR/dIi2bJRbIh6TBC/q3pRlbl8nC9h0jXu4nihmVmXjvkvanmZl2vpOv+o2Cf7UjMdY0DFPlU+D3ouietFeCrLqJIRtX9EGQ8yevzOOXwBXmFw+PBhzJ8/H7///e/x+uuv47vf/S4+/vjjpKtFFMO3m/dQUlKCoUOH0h8m6BM79Ikd+sQOfWJHpy9S4+Wuri7MmjULX/7ylz3LLVq0CM3NzbnP7Nmzc/va2tpw9tlno6GhAWvWrMEDDzyAe++9F/fff3/oegV5QUWUFxh5yXZ7qY2svqA2qHqENOgL2VTqjVOW6kduw9Tfr43DvngprG0qbAjSN7zKRrEh6jFB/K7yJXVhXvQXFV3jLo4Xmpl16Zj/opaXebmWrvOPin2yLzXTMQZU7FPl86DnkrhehKeyjCoZUftHlPEgo8fvnJPepTgEIDR9EljT9rXXXsMJJ5yAYcOGoX///viHf/gH/O53v4u9HkQvfLt5D9lsFs3NzfSHCfrEDn1ihz6xQ5/Y0emL1ARt77jjDnz1q1/FiSee6Flu4MCBqK+vz30qKipy+37+85/jwIEDWLx4McaPH49LL70UN998M+6///7Y33ynO8uCWRyEFA/FMJ7TbEMSmcmqSXPdDYrBBlJ48HosvaxYsQIXXnghGhoakMlk8Mtf/tJW5uGHH8aoUaPQr18/TJo0CU1NTbl9H330EYYNG5b7Pnz4cHz44YdxVJ3ECN9u3oMQAq2trfSHCfrEDn1ihz6xQ5/Y0emL1ARtZbn22mtRW1uLKVOm4NFHH82LeL/66quYOXMmysvLc9vOPfdcfPTRR9i6dWskvUEfL1edZWF9FE+Iw4FuFIIspxC1fkHKq3x0P+pj8bRBz42nqke1ZR5tV6FHNTKP+quaL1T3J/NxYW1QuUyGzHcvuW42+GX16pwvg449t8ezdWT2hZ3XwurysiHIY/d+j67rwO0cG+S869RHneTqsMFLT5DzhNtxbnpU4rZMgfl6ScfyDenNqnVCaPsXJtO2o6MDJ598Mh588EHH/U899RTmzZuHW265BevWrcOMGTNw/vnnY9u2bT3WONxgcX0+QgghhBQSGZGy8PjixYsxb9487N2717bv3/7t33DmmWeioqICL730Em677TbcdNNN+Na3vgUAOOecczBy5Eg89thjuWOMX9lXr16NqVOnOuo8ePAgDh48mPve2tqKo446Ch988AEGDBig1kCSOmpqBqG1dU/S1YhEodhQKPWIgg4b6JfCoBhsINFJQz/wq2Mx2JAG/Gxoa2vDiBEjsHfvXtTU1MRYs2C0tbX9rX6lmjV1266ty8vL85It3MhkMli6dCkuueSS3LZTTz0VEydOxCOPPJLbdvzxx+OSSy7BwoULsXr1anzve9/D0qVLAQA33HADTj31VFx55ZXqTCKJ0draioEDB2Lr1q0YNGhQ0tVJnO7ubrz33ns45phjUFqqeyynA/rEDn1ihz6xQ5/Y2bNnD0aOHKnnmk4kyO233278tO76WbNmTd4xixYtEjU1NVLy7733XjFgwIDc97PPPlt88YtfzCuzfft2AUC8+uqrkerJDz/88MMPP/zwww8/QT/vvfee/MVzAuzfv1/U19dr90N1dbVt2+233y5VRwBi6dKlue8HDx4UpaWl4umnn84rd/3114vTTjtNCCHEoUOHxLHHHiu2b98u2traxLHHHit2796tym0kYd57773ExzY//PDDDz+966Pjmi7RhbauvfZaXH755Z5lRo4cGVr+pz71KbS1taGlpQV1dXWor6/Hjh078srs3LkTAFBXV+cq56abbsL8+fNz37PZLD7++GMMHjyYj1G5YGSPMBs5WdgOhQHboTBgOxQGbIfCgO2QPMaTW0cccUTSVfGkX79+2LJlC7q6urTqEULYrqtlsmyd2L17N7q7u23X93V1dbl7gT59+uC+++7DGWecgWw2i69//esYPHhwuMqTgsMYV9u2bSvoTPa44Jxvhz6xQ5/YoU/s0Cd2dF7TJRq0ra2tRW1trTb569atQ79+/TBw4EAAwNSpU3HzzTejq6sLZWVlAIAXXngBDQ0NnsFhp0ezDJnEmwEDBnAgFwBsh8KA7VAYsB0KA7ZDYcB2SJ6SksJ/xUS/fv3Qr1+/pKsRGGsQ2BoYvuiii3DRRRfFXS0SA8a4qqmp4RxngnO+HfrEDn1ihz6xQ5/Y0XFNl5pX2m7btg0ff/wxtm3bhu7ubqxfvx4AcOyxx6K6uhrPPvssduzYgalTp6KiogIvv/wybrnlFnzxi1/MBVyvvPJK3HHHHZgzZw5uvvlmbNq0CXfffTduu+02ZswSQgghhBBSBNTW1qK0tNTxCTuvp+sIIYQQQgqJ1ARtb7vtNjzxxBO576eccgoA4OWXX8bpp5+Ovn374uGHH8b8+fORzWYxevRo3HnnnZg7d27umJqaGixbtgxz587F5MmTMWjQIMyfPz9v6QNCCCGEEEJIeikrK8OkSZOwbNky/OM//mNu+7Jly3DxxRcnWDNCCCGEEHlSE7RdvHgxFi9e7Lr/vPPOw3nnnecr58QTT8SKFSsU1ow4UV5ejttvvz30WmREDWyHwoDtUBiwHQoDtkNhwHZIHrZBNNrb2/Huu+/mvm/ZsgXr16/HEUccgaOOOgrz58/H1VdfjcmTJ2Pq1Kl47LHHsG3bNnzpS19KsNYkLji+8qE/7NAndugTO/SJHfrEjk6fZIQQQrlUQgghhBBCCNHEK6+8gjPOOMO2ffbs2blEj4cffhj33HMPmpubMX78eHz/+9/HaaedFnNNCSGEEELCwaAtIYQQQgghhBBCCCGEFBCF/7paQgghhBBCCCGEEEII6UUwaEsIIYQQQgghhBBCCCEFBIO2RJoVK1bgwgsvRENDAzKZDH75y1/m7RdCYMGCBWhoaEBFRQVOP/10vPXWW3llDh48iOuuuw61tbWoqqrCRRddhO3bt8doRfpZuHAhpkyZgv79++PII4/EJZdcgrfffjuvDNtCP4888ghOOukkDBgwAAMGDMDUqVPx29/+NrefbRA/CxcuRCaTwbx583Lb2A76WbBgATKZTN6nvr4+t59tEB8ffvgh/umf/gmDBw9GZWUlJkyYgLVr1+b2sy30M3LkSNt4yGQymDt3LgC2ASGqueuuuzBt2jRUVlZi4MCBjmWcxuSjjz6aV2bDhg2YOXMmKioqMGzYMNx5551I6yqCMj7Ztm0bLrzwQlRVVaG2thbXX389urq68soUk0+sOM3V3/zmN/PKyPio2Hj44YcxatQo9OvXD5MmTUJTU1PSVYoFFdeyaYexHjt+PpkzZ46t33zqU5/KK6PCJwzaEmk6Ojpw8skn48EHH3Tcf8899+D+++/Hgw8+iDVr1qC+vh5nn3029u3blyszb948LF26FEuWLMHKlSvR3t6Oz3zmM+ju7o7LjNSzfPlyzJ07F3/4wx+wbNkyHD58GOeccw46OjpyZdgW+hk+fDi+853v4E9/+hP+9Kc/4dOf/jQuvvji3MmLbRAva9aswWOPPYaTTjopbzvbIR5OOOEENDc35z4bNmzI7WMbxMOePXvQ2NiIvn374re//S02btyI++67L++GnW2hnzVr1uSNhWXLlgEAZs2aBYBtQIhqurq6MGvWLHz5y1/2LLdo0aK8sTl79uzcvra2Npx99tloaGjAmjVr8MADD+Dee+/F/fffr7v6WvDzSXd3Ny644AJ0dHRg5cqVWLJkCf7nf/4HN954Y65MsfnEiTvvvDOvT3zrW9/K7ZPxUbHx1FNPYd68ebjllluwbt06zJgxA+effz62bduWdNViIeq1bNphrMeOn08A4LzzzsvrN7/5zW/y9ivxiSAkBADE0qVLc9+z2ayor68X3/nOd3LbDhw4IGpqasSjjz4qhBBi7969om/fvmLJkiW5Mh9++KEoKSkRzz//fGx1LzZ27twpAIjly5cLIdgWSTJo0CDxox/9iG0QM/v27RNjxowRy5YtEzNnzhQ33HCDEIJjIS5uv/12cfLJJzvuYxvExze+8Q0xffp01/1si2S44YYbxDHHHCOy2SzbgBCNLFq0SNTU1Djus963WHn44YdFTU2NOHDgQG7bwoULRUNDg8hms4prGh9uPvnNb34jSkpKxIcffpjb9otf/EKUl5eL1tZWIUTx+sTg6KOPFt///vdd98v4qNj45Cc/Kb70pS/lbTvuuOPEN7/5zYRqFB9Rr2WLDcZ67DidR2bPni0uvvhi12NU+YSZtkQJW7ZswY4dO3DOOefktpWXl2PmzJlYvXo1AGDt2rU4dOhQXpmGhgaMHz8+V4YEp7W1FQBwxBFHAGBbJEF3dzeWLFmCjo4OTJ06lW0QM3PnzsUFF1yAs846K2872yE+Nm3ahIaGBowaNQqXX345Nm/eDIBtECfPPPMMJk+ejFmzZuHII4/EKaecgh/+8Ie5/WyL+Onq6sLPfvYzfOELX0Amk2EbEJIg1157LWprazFlyhQ8+uijyGazuX2vvvoqZs6cifLy8ty2c889Fx999BG2bt2aQG318uqrr2L8+PFoaGjIbTv33HNx8ODB3JI6vcEn3/3udzF48GBMmDABd911V97SBzI+Kia6urqwdu3avHMPAJxzzjm95twT5Vq22OH1izuvvPIKjjzySIwdOxbXXHMNdu7cmdunyid9lNaY9Fp27NgBAKirq8vbXldXh/fffz9XpqysDIMGDbKVMY4nwRBCYP78+Zg+fTrGjx8PgG0RJxs2bMDUqVNx4MABVFdXY+nSpRg3blxuEmYb6GfJkiV4/fXXsWbNGts+joV4OPXUU/GTn/wEY8eORUtLC/7t3/4N06ZNw1tvvcU2iJHNmzfjkUcewfz583HzzTfjtddew/XXX4/y8nJ8/vOfZ1skwC9/+Uvs3bsXc+bMAcA5iZCk+Pa3v40zzzwTFRUVeOmll3DjjTdi9+7ducfhd+zYgZEjR+YdY4zTHTt2YNSoUXFXWSs7duywzUODBg1CWVlZbp4pdp/ccMMNmDhxIgYNGoTXXnsNN910E7Zs2YIf/ehHAOR8VEzs3r0b3d3djuenYrTXStRr2WKH1y/OnH/++Zg1axaOPvpobNmyBbfeeis+/elPY+3atSgvL1fmEwZtiVIymUzedyGEbZsVmTLEmWuvvRZ//vOfsXLlSts+toV+PvGJT2D9+vXYu3cv/ud//gezZ8/G8uXLc/vZBnr54IMPcMMNN+CFF15Av379XMuxHfRy/vnn5/4+8cQTMXXqVBxzzDF44okncovxsw30k81mMXnyZNx9990AgFNOOQVvvfUWHnnkEXz+85/PlWNbxMfjjz+O888/Py9TC2AbEOLHggULcMcdd3iWWbNmDSZPniwlz7xW6YQJEwD0rGdq3u40Lp22J4VqnzjZZZ1nCt0nVoL46Ktf/Wpu20knnYRBgwbhf/2v/5XLvgXkfFRshDk/FQO6rmWLDV6/5HPZZZfl/h4/fjwmT56Mo48+Gs899xwuvfRS1+OC+oTLIxAlGG9XtP5isHPnztwvMvX19ejq6sKePXtcyxB5rrvuOjzzzDN4+eWXMXz48Nx2tkV8lJWV4dhjj8XkyZOxcOFCnHzyyfiP//gPtkFMrF27Fjt37sSkSZPQp08f9OnTB8uXL8d//ud/ok+fPnkZIWbYDnqpqqrCiSeeiE2bNnEsxMjQoUMxbty4vG3HH3987gUibIt4ef/99/Hiiy/iX/7lX3Lb2AaEyHHttdfiL3/5i+fHeMIsDJ/61KfQ1taGlpYWAD3jzmlcAvbMsqRQ6RMne/fs2YNDhw7lzUWF7hMrUXxkBObeffddAHI+KiZqa2tRWlrqeX7qTQS9li12eP0ix9ChQ3H00Udj06ZNANT5hEFbooRRo0ahvr4+95ZkoGdtnOXLl2PatGkAgEmTJqFv3755ZZqbm/Hmm2/myhB/hBC49tpr8fTTT+P3v/+97fEktkVyCCFw8OBBtkFMnHnmmdiwYQPWr1+f+0yePBlXXXUV1q9fj9GjR7MdEuDgwYP4y1/+gqFDh3IsxEhjYyPefvvtvG3vvPMOjj76aAA8N8TNokWLcOSRR+KCCy7IbWMbECJHbW0tjjvuOM+P1xM2fqxbtw79+vXDwIEDAQBTp07FihUr8tY0feGFF9DQ0GBbIiApVPpk6tSpePPNN9Hc3Jzb9sILL6C8vByTJk3KlSl0n1iJ4qN169YB6Am6AHI+KibKysowadKkvHMPACxbtqxXnnuCXssWO7x+keOvf/0rPvjgg9w8oswn0q8sI72effv2iXXr1ol169YJAOL+++8X69atE++//74QQojvfOc7oqamRjz99NNiw4YN4oorrhBDhw4VbW1tORlf+tKXxPDhw8WLL74oXn/9dfHpT39anHzyyeLw4cNJmZU6vvzlL4uamhrxyiuviObm5tyns7MzV4ZtoZ+bbrpJrFixQmzZskX8+c9/FjfffLMoKSkRL7zwghCCbZAUM2fOFDfccEPuO9tBPzfeeKN45ZVXxObNm8Uf/vAH8ZnPfEb0799fbN26VQjBNoiL1157TfTp00fcddddYtOmTeLnP/+5qKysFD/72c9yZdgW8dDd3S2OOuoo8Y1vfMO2j21AiFref/99sW7dOnHHHXeI6urq3L3Kvn37hBBCPPPMM+Kxxx4TGzZsEO+++6744Q9/KAYMGCCuv/76nIy9e/eKuro6ccUVV4gNGzaIp59+WgwYMEDce++9SZkVCT+fHD58WIwfP16ceeaZ4vXXXxcvvviiGD58uLj22mtzMorNJ2ZWr16du4/dvHmzeOqpp0RDQ4O46KKLcmVkfFRsLFmyRPTt21c8/vjjYuPGjWLevHmiqqoqdz1XzKi4lk07jPXY8fLJvn37xI033ihWr14ttmzZIl5++WUxdepUMWzYMOU+YdCWSPPyyy8LALbP7NmzhRBCZLNZcfvtt4v6+npRXl4uTjvtNLFhw4Y8Gfv37xfXXnutOOKII0RFRYX4zGc+I7Zt25aANenFqQ0AiEWLFuXKsC3084UvfEEcffTRoqysTAwZMkSceeaZuYCtEGyDpLAGbdkO+rnsssvE0KFDRd++fUVDQ4O49NJLxVtvvZXbzzaIj2effVaMHz9elJeXi+OOO0489thjefvZFvHwu9/9TgAQb7/9tm0f24AQtcyePdvxuvjll18WQgjx29/+VkyYMEFUV1eLyspKMX78ePHv//7v4tChQ3ly/vznP4sZM2aI8vJyUV9fLxYsWCCy2WwCFkXHzydC9AR2L7jgAlFRUSGOOOIIce2114oDBw7kySkmn5hZu3atOPXUU0VNTY3o16+f+MQnPiFuv/120dHRkVdOxkfFxkMPPZS7v5k4caJYvnx50lWKBRXXsmmHsR47Xj7p7OwU55xzjhgyZIjo27evOOqoo8Ts2bNt9qrwSUaIv60oTgghhBBCCCGEEEIIISRxuKYtIYQQQgghhBBCCCGEFBAM2hJCCCGEEEIIIYQQQkgBwaAtIYQQQgghhBBCCCGEFBAM2hJCCCGEEEIIIYQQQkgBwaAtIYQQQgghhBBCCCGEFBAM2hJCCCGEEEIIIYQQQkgBwaAtIYQQQgghhBBCCCGEFBAM2hJCCCGEEEIIIYQQQkgBwaAtIYQQQgghhBBCCFHOrbfeii9+8YvK5E2ZMgVPP/20MnmEFDIM2hJCSBEyZ84cZDIZ2+e8886LtR4LFizAhAkTPMuMHDnSsa7G5/TTT3c8buvWrZ7HZTIZLFiwQLlNhBBCCCGEyJCma3Iz27dvR2lpKY477jjbPuMafP369b5yWlpa8B//8R+4+eabA9TWm1tvvRXf/OY3kc1mlckkpFDpk3QFCCGE6OG8887DokWL8raVl5cnVBt31qxZg+7ubgDA6tWr8dnPfhZvv/02BgwYAAAoKytzPG7EiBFobm7Ofb/33nvx/PPP48UXX8xtq66u1lhzQgghhBBCvEnLNbmZxYsX47zzzsMf//hHrFq1Co2NjaHkPP7445g6dSpGjhyprG4XXHABrrnmGvzud7/D+eefr0wuIYUIM20JIaRIKS8vR319fd5n0KBBAIArrrgCl19+eV75Q4cOoba2NndRKYTAPffcg9GjR6OiogInn3wy/vu//ztX/pVXXkEmk8FLL72EyZMno7KyEtOmTcPbb78NoOdi74477sAbb7yRyypYvHixrZ5DhgzJ1e+II44AABx55JG5bS+//DJOOOEElJeXY+TIkbjvvvsAAKWlpXm2VVdXo0+fPrZthBBCCCGEJEVarskNhBBYtGgRZs+ejVmzZuHxxx/P2z9q1CgAwCmnnOL5VBwALFmyBBdddFHettNPPx3XX389vv71r+OII45AfX297em4BQsW4KijjkJ5eTkaGhpw/fXX5/aVlpbiH/7hH/CLX/zCVS8hxQKDtoQQ0gu56qqr8Mwzz6C9vT237Xe/+x06Ojrw2c9+FgDwrW99C4sWLcIjjzyCt956C1/96lfxT//0T1i+fHmerFtuuQX33Xcf/vSnP6FPnz74whe+AAC47LLLcOONN+KEE05Ac3MzmpubcdlllwWq59q1a/G5z30Ol19+OTZs2IAFCxbg1ltv9bzQJIQQQgghJA0U4jX5yy+/jF27duHCCy/EVVddhf/6r//Cvn37cvtfe+01AMCLL76I5uZm1/Vl9+zZgzfffBOTJ0+27XviiSdQVVWFP/7xj7jnnntw5513YtmyZQCA//7v/8b3v/99/OAHP8CmTZvwy1/+EieeeGLe8Z/85CfR1NTkagMhxQKXRyCEkCLl17/+tS3T9Bvf+AZuvfVWnHvuuaiqqsLSpUtx9dVXAwCefPJJXHjhhRgwYAA6Ojpw//334/e//z2mTp0KABg9ejRWrlyJH/zgB5g5c2ZO5l133ZX7/s1vfhMXXHABDhw4gIqKirzs1zDcf//9OPPMM3HrrbcCAMaOHYuNGzfie9/7HubMmRNKJiGEEEIIIXGRtmvyxx9/HJdeeikqKirQ2NiI2tpaPPXUU/iXf/kXAD1PyQHA4MGDPeW9//77EEKgoaHBtu+kk07C7bffDgAYM2YMHnzwQbz00ks4++yzsW3bNtTX1+Oss85C3759cdRRR+GTn/xk3vHDhg3Dtm3bkM1mUVLCXERSvLB3E0JIkXLGGWdg/fr1eZ+5c+cCAPr27YtZs2bh5z//OQCgo6MDv/rVr3DVVVcBADZu3IgDBw7g7LPPRnV1de7zk5/8BO+9916enpNOOin399ChQwEAO3fuVGLDX/7yF9saWo2Njdi0aVNuHVxCCCGEEEIKlTRdk+/duxdPP/10Tn8mk8GVV16JH//4x4Ht3r9/PwCgX79+tn3muhr1Neo6a9Ys7N+/H6NHj8Y111yDpUuX4vDhw3nlKyoqkM1mcfDgwcD1IiRNMNOWEEKKlKqqKhx77LGu+6+66irMnDkTO3fuxLJly9CvX7/cYv7G21ife+45DBs2LO8464sT+vbtm/s7k8nkHR8VIUROpnkbIYQQQgghaSBN1+RPPvkkBg4ciE9/+tN59Vu4cCE2btyIcePGScuqra0F0LNMgpGd61RXo75GXUeMGIG3334by5Ytw4svvoivfOUr+N73vofly5fnjvv4449RWVmJioqKQPYRkjYYtCWEkF7KtGnTMGLECDz11FP47W9/i1mzZqGsrAwAMG7cOJSXl2Pbtm15j10FpaysLFJG7Lhx47By5cq8batXr8bYsWNRWloaWi4hhBBCCCGFQCFdkz/++OO47LLL8q6zTzjhBJx00kn48Y9/jHvvvTdXNz95xxxzDAYMGICNGzdi7NixgepbUVGBiy66CBdddBHmzp2L4447Dhs2bMDEiRMBAG+++Wbub0KKGQZtCSGkSDl48CB27NiRt61Pnz65X72Nx50effRRvPPOO3j55Zdz5fr374+vfe1r+OpXv4psNovp06ejra0Nq1evRnV1NWbPni1Vh5EjR2LLli1Yv349hg8fjv79+9uyAry48cYbMWXKFHz729/GZZddhldffRUPPvggHn74YWkZhBBCCCGEJEVarsnXr1+P119/HTfccAPefPPNvH0zZszAT37yEyxcuBBHHnkkKioq8Pzzz2P48OHo168fampqbDpLSkpw1llnYeXKlbjkkkuk6gkAixcvRnd3N0499VRUVlbipz/9KSoqKnD00UfnyjQ1NeGcc86RlklIWuGatoQQUqQ8//zzGDp0aN5n+vTpeWWuuuoqbNy4EcOGDbOtHfvtb38bt912GxYuXIjjjz8e5557Lp599lmMGjVKug6f/exncd555+GMM87AkCFD8Itf/CKQDRMnTsR//dd/YcmSJRg/fjxuu+023HnnnXwJGSGEEEIISQVpuSZ//PHHAQCzZ8/GiSeemPd56KGHsGvXLjz77LPo06cP/vM//xM/+MEP0NDQgIsvvthV7xe/+EUsWbIk0DINAwcOxA9/+EM0NjbipJNOwksvvYRnn30WgwcPBgB8+OGHWL16Nf75n/9ZWiYhaSUjuDggIYQQQgghhBBCCFGIEAKf+tSnMG/ePFxxxRVKZP6f//N/0Nraiscee0yJPEIKGWbaEkIIIYQQQgghhBClZDIZPPbYYzh8+LAymUceeSS+/e1vK5NHSCHDTFtCCCGEEEIIIYQQQggpIJhpSwghhBBCCCGEEEIIIQUEg7aEEEIIIYQQQgghhBBSQDBoSwghhBBCCCGEEEIIIQUEg7aEEEIIIYQQQgghhBBSQDBoSwghhBB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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "b_fit, c_fit = twalk.timewalk_main(input_files, dt_range_hi = 45)" + ] + }, + { + "cell_type": "markdown", + "id": "78a7c8d8-1620-44a7-9505-629b53686d33", + "metadata": {}, + "source": [ + "## Using timewalk corrections on SPDC data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5b0899e5-a400-458c-a0c1-6149c68c58f3", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_scan_info(filename): \n", + " with h5py.File(filename, 'r') as h5f:\n", + " scan_info_data = h5f['scan_info'][()]\n", + " scan_info_str = scan_info_data.decode('utf-8')\n", + " scan_info = json.loads(scan_info_str)\n", + "\n", + " return scan_info" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "163f4831-8e8d-4cb4-a96a-bf929de5af12", + "metadata": {}, + "outputs": [], + "source": [ + "def concat_sid_results_list(data_type = 'selections', directory = None, selections = None, sid_start = None, sid_end = None): \n", + " if (sid_start is not None) and (sid_end is not None): \n", + " selections = np.arange(sid_start, sid_end + 1, 1)\n", + " \n", + " dfs = []\n", + " \n", + " for sid in selections:\n", + " if directory == None:\n", + " filename = f\"{data_type}_{sid}.h5\"\n", + " else: \n", + " filename = f\"{directory}/\"f\"{data_type}_{sid}.h5\"\n", + " if os.path.exists(filename):\n", + " df = pd.read_hdf(filename)\n", + " scan_info = extract_scan_info(filename)\n", + " df['del_theta_found'] = scan_info['del_theta']\n", + " dfs.append(df)\n", + " else:\n", + " print(f\"Warning! {filename} not found... continuing to next file\") \n", + "\n", + " if dfs: \n", + " print(f\"Total amount files used: {len(dfs)}\")\n", + " dfs_final = pd.concat(dfs, ignore_index=True)\n", + " return dfs_final\n", + " else:\n", + " print(\"No files were found!\")\n", + " return pd.DataFrame() \n", + "\n", + " return dfs_final\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cbecb001-07c9-46c4-be5b-dba6b46704b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164278.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164279.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164280.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164281.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164282.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164283.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164284.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164285.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164286.h5 not found... continuing to next file\n", + "Warning! /nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs/pairs_164287.h5 not found... continuing to next file\n", + "Total amount files used: 64\n" + ] + } + ], + "source": [ + "pair_directory = '/nsls2/data/chx/proposals/2025-1/pass-316251/Results/data/pairs'\n", + "\n", + "df = concat_sid_results_list(data_type = 'pairs', directory = pair_directory, sid_start = 164274, sid_end = 164347)\n", + "\n", + "df_qgi_pairs = df.copy()\n", + "del df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "593afeb0-3ec0-46c4-a93d-c5b47ff2f2f3", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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t_1xc_1yc_1ToT_max_1ToT_sum_1n_1x_1y_1t_ns_1index_1...xc_1_pyc_1_pxc_2_pyc_2_pdel_theta_foundthresholds_1thresholds_2pair_idindex_1_tindex_2_t
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299.517120 0.039663 352.0 431.0 \n", + "\n", + " pair_id \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "28110077 (2235107, 2235105, 1802668551646.875, 18026685... \n", + "28110078 (2251566, 2251563, 1802683040784.375, 18026830... \n", + "28110079 (2253270, 2253271, 1802684562498.4375, 1802684... \n", + "28110080 (2268320, 2268322, 1802697990578.125, 18026979... \n", + "28110081 (2269071, 2269072, 1802698650712.5, 1802698651... \n", + "\n", + " index_1_t index_2_t \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "28110077 (2235107, 1802668551646.875) (2235105, 1802668551029.6875) \n", + "28110078 (2251566, 1802683040784.375) (2251563, 1802683040478.125) \n", + "28110079 (2253270, 1802684562498.4375) (2253271, 1802684563171.875) \n", + "28110080 (2268320, 1802697990578.125) (2268322, 1802697990787.5) \n", + "28110081 (2269071, 1802698650712.5) (2269072, 1802698651093.75) \n", + "\n", + "[28110082 rows x 53 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_qgi_pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7ace5eb3-5301-4929-8ebe-be6c047607b1", + "metadata": {}, + "outputs": [], + "source": [ + "df_qgi_pairs_dp = df_qgi_pairs[df_qgi_pairs['dp'] < 4]\n", + "df_qgi_pairs_dp_Etot = df_qgi_pairs_dp[(df_qgi_pairs_dp['E_tot'] <= 15.4) & (df_qgi_pairs_dp['E_tot'] >= 14.6)]\n", + "df_qgi_pairs_dp_Etot = df_qgi_pairs_dp_Etot[(df_qgi_pairs_dp_Etot['delta_t'] <= 55) & (df_qgi_pairs_dp_Etot['delta_t'] >= -55)]\n", + "dt_fin = df_qgi_pairs_dp_Etot['delta_t']\n", + "dt_min, dt_max = np.min(dt_fin), np.max(dt_fin)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4f515cf1-e0a5-42af-a571-1b1ab3ef71a4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.optimize import curve_fit\n", + "\n", + "N_bins = 1\n", + "\n", + "counts, bins = np.histogram(dt_fin, bins = np.arange(dt_min, dt_max + 1.5625*N_bins, 1.5625*N_bins))\n", + "bin_centers = (bins[1:] + bins[:-1])/2\n", + "\n", + "popt, pcov = curve_fit(ts.gauss, bin_centers, counts, p0 = [1000, 0, 25, 1])\n", + "\n", + "x_smooth = np.arange(bin_centers.min(), bin_centers.max() + 0.01, 0.01)\n", + "fit_curve = ts.gauss(x_smooth, *popt)\n", + "\n", + "plt.figure()\n", + "plt.plot(bin_centers, counts, '.', markersize = 3.5)\n", + "plt.plot(x_smooth, fit_curve, '--', color = 'red', label = f\"Gauss fit \\n A = {popt[0] :.2f} \\n t0 = {popt[1] :.2f} ns \\n sigma = {popt[2] :.2f} ns \\n const = {popt[3] :.2f}\")\n", + "plt.xlabel(\"Δt [ns]\", fontsize = 14)\n", + "plt.ylabel(\"Counts\", fontsize = 14)\n", + "plt.xticks(fontsize = 12)\n", + "plt.yticks(fontsize = 12)\n", + "plt.xlim(-200,200)\n", + "plt.legend(fontsize = 11)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "55150ebf-e8e8-415f-82e6-35fd646a8ffa", + "metadata": {}, + "outputs": [], + "source": [ + "def timewalk_corr_exp(ToT, b = 38.2, c = -0.0054): \n", + " return (b*np.exp(c*ToT)).astype(np.uint64)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6a840dcd-a75b-4d5f-980d-0366f4a1aff3", + "metadata": {}, + "outputs": [], + "source": [ + "def timewalk_corr_exp_ns(ToT, b = 38, c = -0.0093):\n", + " return (b*np.exp(c*ToT)).astype(np.uint64) * 1.5625" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d47709a4-0f5a-4a4d-8dc9-40a31e2f734c", + "metadata": {}, + "outputs": [], + "source": [ + "df_pairs = df_qgi_pairs_dp_Etot.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3b479bd3-f649-4f6f-8f01-61f4f4d23fac", + "metadata": {}, + "outputs": [], + "source": [ + "df_pairs['t_ns_1'] -= timewalk_corr_exp_ns(df_pairs['ToT_sum_1'], b = b_fit, c = c_fit)\n", + "df_pairs['t_ns_2'] -= timewalk_corr_exp_ns(df_pairs['ToT_sum_2'], b = b_fit, c = c_fit)\n", + "\n", + "dt_corr = df_pairs['t_ns_1'].to_numpy(dtype = np.float64) - df_pairs['t_ns_2'].to_numpy(dtype = np.float64)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "43c402fb-8ce7-4f0e-9eea-fd6e51ba6ac6", + "metadata": {}, + "outputs": [], + "source": [ + "#dt_corr = df_qgi_pairs_dp_Etot['delta_t_corrected']\n", + "dt_corr_min, dt_corr_max = np.min(dt_corr), np.max(dt_corr)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "07dbdb02-9eaf-4653-85f3-6f6c58fc8c8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N_bins = 1\n", + "\n", + "counts, bins = np.histogram(dt_corr, bins = np.arange(dt_corr_min, dt_corr_max + 1.5625*N_bins, 1.5625*N_bins))\n", + "bin_centers = (bins[1:] + bins[:-1])/2\n", + "\n", + "popt, pcov = curve_fit(ts.gauss, bin_centers, counts, p0 = [1000, 0, 25, 1])\n", + "\n", + "x_smooth = np.arange(bin_centers.min(), bin_centers.max() + 0.01, 0.01)\n", + "fit_curve = ts.gauss(x_smooth, *popt)\n", + "\n", + "plt.figure()\n", + "plt.plot(bin_centers, counts, '.', markersize = 3.5)\n", + "plt.plot(x_smooth, fit_curve, '--', color = 'red', label = f\"Gauss fit \\n A = {popt[0] :.2f} \\n t0 = {popt[1] :.2f} ns \\n sigma = {popt[2] :.2f} ns \\n const = {popt[3] :.2f}\")\n", + "plt.xlabel(\"Δt [ns]\", fontsize = 14)\n", + "plt.ylabel(\"Counts\", fontsize = 14)\n", + "plt.xticks(fontsize = 12)\n", + "plt.yticks(fontsize = 12)\n", + "plt.xlim(-200,200)\n", + "plt.legend(fontsize = 11)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87f25626-997b-4444-8239-2f635022f608", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (current)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tpx3awkward/Timewalk_corr.py b/tpx3awkward/Timewalk_corr.py new file mode 100644 index 0000000..22501d0 --- /dev/null +++ b/tpx3awkward/Timewalk_corr.py @@ -0,0 +1,200 @@ +import _utils as tpx +import pandas as pd +import numpy as np +import numba +import os +from tiled.client import from_uri +import time +import sys +import matplotlib.pyplot as plt +import matplotlib.colors as colors +from io import StringIO +import itertools as itertools +from tqdm import tqdm +from fast_histogram import histogram2d +from scipy.optimize import curve_fit +from _utils import cluster_df_optimized + + +TIMESTAMP_VALUE = 1.5625*1e-9 # each raw timestamp is 1.5625 seconds +MICROSECOND = 1e-6 +DEFAULT_CLUSTER_RADIUS = 3 +DEFAULT_CLUSTER_TW_MICROSECONDS = 0.3 +DEFAULT_CLUSTER_TW = int(DEFAULT_CLUSTER_TW_MICROSECONDS * MICROSECOND / TIMESTAMP_VALUE) + +tw = DEFAULT_CLUSTER_TW +radius = DEFAULT_CLUSTER_RADIUS + +def timewalk_corr_exp(ToT, b = 38.2, c = -0.0054): + return (b*np.exp(c*ToT)).astype(np.uint64) + +def timewalk_corr_exp_fit(ToT, b = 38.2, c = -0.0054): + return (b*np.exp(c*ToT)).astype(np.float64) + +def find_timewalk_params(df, dt_range_low = -25, dt_range_hi = 45, ToT_limit = 700, params_p0 = [38, -0.005]): + """ + Unique Parameters (see parent function for parameters not mentioned) + ---------- + t_ns_adjusted: dt mask to filter for dt values between the dt_range_low and dt_range_hi parameters + df_new: new dataframe using the t_ns_mask filter + df_means: dataframe to house the mean ToT values per t_ns_adjusted value (grouped dataframe) + + """ + + t_ns_mask = (df['t_ns_adjusted'] >= dt_range_low) & (df['t_ns_adjusted'] <= dt_range_hi) + df_new = df.loc[t_ns_mask] + df_means = df_new.groupby('ToT')['t_ns_adjusted'].mean().reset_index() + + df_means = df_means.loc[df_means['ToT'] <= ToT_limit] + + popt, pcov = curve_fit(timewalk_corr_exp_fit, df_means['ToT'], df_means['t_ns_adjusted'], p0 = params_p0, bounds = ((0, -np.inf),(np.inf, 0))) + b_fit = popt[0] + c_fit = popt[1] + + plt.figure() + + plt.plot(df_means['ToT'], df_means['t_ns_adjusted'], '.') + plt.plot(df_means['ToT'], timewalk_corr_exp(df_means['ToT'], *popt), '-r', label = f"Exp decay fit \n b = {b_fit :.4f} \n c = {c_fit :.4f} ") + plt.legend() + plt.show() + + return b_fit, c_fit + +def plot_timewalk_distr(df, dt_range_low = -25, dt_range_hi = 50, ToT_limit = 700, params_p0 = [38, -0.005], timewalk_applied = False): + """ + Unique Parameters (see parent function for parameters not mentioned) + ---------- + idx: Index value of the largest ToT value in a cluster + t_max_tot: Time value of the largest ToT value in a cluster + valid_clusters: clusters with more than 1 event + df_filtered: dataframe which filters for clusters with more than 1 event + x_bins, y_bins: Sizes of the x and y bins used for the 2d histogram + x_range, y_range: x and y ranges of the 2d histogram plot + histogram: Computed 2d histogram of t_ns_adjusted vs ToT values + tot_vals, exp_vals: tot and exponential decay function values to be plotted + im: plot of the histogram variable + hist1d, bins1d: counts and bins of the 1d histogram of delta t (t_ns_adjusted) values. + max_index: Index of the maximum hist1d count value to be excluded from the plot + sigma: calculated standard deviation of the 1d histogram + + """ + + # Compute max ToT per cluster + idx = df.groupby('cluster_id')['ToT'].idxmax() + t_max_tot = df.loc[idx, ['cluster_id', 't']].set_index('cluster_id') + + df = df.set_index('cluster_id') + df['t_max_tot'] = t_max_tot['t'] + df = df.reset_index() + df['t_adjusted'] = (df['t'] - df['t_max_tot']).astype(np.int64) + df['t_ns_adjusted'] = df['t_adjusted'].astype(np.float64) * 1.5625 + + # Filter clusters with more than one event + valid_clusters = df['cluster_id'].value_counts()[lambda x: x > 1].index + df_filtered = df[df['cluster_id'].isin(valid_clusters)] + + ## Finding best timewalk params + print("Fitting for best timewalk params...") + if timewalk_applied!= True: + b_fit, c_fit = find_timewalk_params(df_filtered, dt_range_low, dt_range_hi, ToT_limit, params_p0) + + fig, (ax2d, ax1d) = plt.subplots(1, 2, figsize=(14, 6), gridspec_kw={'width_ratios': [2, 1]}) + + # Histogram parameters + x_bins, y_bins = 27, int(300 / 1.5625) + x_range, y_range = (25, 700), (-150, 150) + + # Compute 2D histogram + histogram = histogram2d( + df_filtered['ToT'].values, + df_filtered['t_ns_adjusted'].values, + bins=(x_bins, y_bins), + range=[x_range, y_range] + ) + + tot_vals = np.arange(25, 725, 25) + exp_vals = timewalk_corr_exp(tot_vals)+1.5625/2 + + # Plot 2D histogram + im = ax2d.imshow( + histogram.T, + origin='lower', + extent=[*x_range, *y_range], + aspect='auto', + cmap='inferno', + norm=colors.LogNorm(vmax=1e3, vmin=1) + ) + if timewalk_applied != True: + ax2d.plot(tot_vals, exp_vals) + ax2d.set(xlabel='Event ToT', ylabel='Event Δt (ns)') + fig.colorbar(im, ax=ax2d, label='Counts') + + # Compute 1D histogram + hist_1d, bins_1d = np.histogram(df_filtered['t_ns_adjusted'], bins=y_bins, range=y_range) + + # Exclude maximum bin and compute standard deviation + max_index = np.argmax(hist_1d) + filtered_data = df_filtered[ + (df_filtered['t_ns_adjusted'] != 0) & + (-125 < df_filtered['t_ns_adjusted']) & + (df_filtered['t_ns_adjusted'] < 125) + ]['t_ns_adjusted'].values + sigma = np.std(filtered_data) + + # Plot 1D histogram excluding the max bin + ax1d.step(np.delete(bins_1d[:-1], max_index), np.delete(hist_1d, max_index), where='mid', color='black') + ax1d.set(xlabel='Event Δt (ns)', ylabel='Counts', title=f'σ = {sigma:.2f}') + ax1d.set_xlim(y_range) + ax1d.grid(True, which='both', linestyle='--', alpha=0.5) + + plt.tight_layout() + plt.show() + + if timewalk_applied != True: + return b_fit, c_fit + + +def timewalk_main(input_files, dt_range_low = -25, dt_range_hi = 40, ToT_limit = 700, params_p0 = [38, -0.005], timewalk_applied = False): + """ + Parameters + ---------- + + input_files: List of files to be input and analyzed to determine b and c fit values + dt_range_low: Low end of dt range for decay exponential fit + dt_range_hi: High end of dt range for decay exponential fit + ToT_limit: Limit value for ToTs to be fit + params_p0: Iniital guess of best b and c values + timewalk_applied: Boolean value to be assigned for other functions to determine if the timewalk correction has yet been applied + all_dfs: List to house all the dataframes to be concatenated + files_processed: List to house the file names of all files processed + df: Individual dataframe created from an individual tpx3 file + cluster_labels, events: The cluster labels and events found from the cluster_df_optimized function used to assign cluster id's + b_fit, c_fit: Found best b and c fit values to use in the exponential decay function + + """ + + + all_dfs = [] + files_processed = [] + + for file in input_files: + files_processed.append(file) + df = tpx.drop_zero_tot(tpx.tpx_to_raw_df(file, tram_correct=False)) + + cluster_labels, events = cluster_df_optimized(df, tw, radius) + df['cluster_id'] = cluster_labels + + all_dfs.append(df) + + df = pd.concat(all_dfs, ignore_index=True) + + b_fit, c_fit = plot_timewalk_distr(df, dt_range_low, dt_range_hi, ToT_limit, params_p0, timewalk_applied) + + + print("After TW correction...") + df['t'] -= timewalk_corr_exp(df['ToT'], b = b_fit, c = c_fit) + + plot_timewalk_distr(df, timewalk_applied = True) + + return b_fit, c_fit + diff --git a/tpx3awkward/_utils.py b/tpx3awkward/_utils.py index c4d03f5..bc376c4 100644 --- a/tpx3awkward/_utils.py +++ b/tpx3awkward/_utils.py @@ -97,7 +97,7 @@ def _shift_xy(chip, row, col): @numba.jit(nopython=True, cache=True) -def decode_xy(msg, chip): +def decode_xy(msg, chip, tram_correct = False): # these names and math are adapted from c++ code l_pix_addr = (msg >> np.uint(44)) & np.uint(0xFFFF) # This is laid out 16ibts which are 2 interleaved 8 bit unsigned ints @@ -120,7 +120,24 @@ def decode_xy(msg, chip): # '0000000000000100' dcol + ((l_pix_addr & np.uint(0x4)) >> np.uint(2)), ) - return rowcol[1], rowcol[0] + + ts_correct = 0 + if tram_correct: + tmp = dcol/2 + if chip == 0: + if tmp >= 97 and tmp <= 101: + ts_correct = -16 + elif chip == 1: + if tmp == 93 or (tmp >= 97 and tmp <= 102): + ts_correct = -16 + elif chip == 2: + if tmp >= 97 and tmp <= 101: + ts_correct = -16 + elif chip == 3: + if tmp == 93 or (tmp >= 97 and tmp <= 101): + ts_correct = -16 + + return rowcol[1], rowcol[0], ts_correct @numba.jit(nopython=True, cache=True) @@ -129,7 +146,7 @@ def get_spidr(msg): @numba.jit(nopython=True, cache=True) -def decode_message(msg, chip, heartbeat_time: np.uint64 = 0): +def decode_message(msg, chip, heartbeat_time: np.uint64 = 0, tram_correct = False): """Decode TPX3 packages of the second type corresponding to photon events (id'd via 0xB upper nibble) Parameters @@ -160,7 +177,7 @@ def decode_message(msg, chip, heartbeat_time: np.uint64 = 0): Arrays of pixel coordinates, ToT, and timestamps. """ msg, heartbeat_time = np.uint64(msg), np.uint64(heartbeat_time) # Force types - x, y = decode_xy(msg, chip) # or use x1, y1 = calculateXY(msg, chip) from the Vendor's code + x, y, ts_correct = decode_xy(msg, chip, tram_correct) # or use x1, y1 = calculateXY(msg, chip) from the Vendor's code # ToA is 14 bits ToA = (msg >> np.uint(30)) & np.uint(0x3FFF) # ToT is 10 bits; report in ns @@ -189,14 +206,14 @@ def decode_message(msg, chip, heartbeat_time: np.uint64 = 0): # Phase correction phase = np.uint((x / 2) % 16) or np.uint(16) # Construct timestamp with phase correction - ts = (global_time << np.uint(4)) - FToA + phase + ts = (global_time << np.uint(4)) - FToA + phase + ts_correct return x, y, ToT, ts @numba.jit(nopython=True, cache=True) -def _ingest_raw_data(data): - +def _ingest_raw_data(data, tram_correct = False): + chips = np.zeros_like(data, dtype=np.uint8) x = np.zeros_like(data, dtype="u2") y = np.zeros_like(data, dtype="u2") @@ -225,7 +242,8 @@ def _ingest_raw_data(data): elif matches_nibble(msg, 0xB): # Type 2: photon event (id'd via 0xB upper nibble) chips[photon_count] = chip_indx - _x, _y, _tot, _ts = decode_message(msg, chip_indx, heartbeat_time=heartbeat_time) + _x, _y, _tot, _ts = decode_message(msg, chip_indx, heartbeat_time=heartbeat_time, tram_correct=tram_correct) + x[photon_count] = _x y[photon_count] = _y tot[photon_count] = _tot @@ -235,7 +253,7 @@ def _ingest_raw_data(data): if hb_init_flag and (photon_count > 0): prev_ts = ts[:photon_count] # This portion needs to be adjusted # Find what the current timestamp would be without global heartbeat - _, _, _, _ts_0 = decode_message(msg, chip_indx, heartbeat_time=np.uint64(0)) + _, _, _, _ts_0 = decode_message(msg, chip_indx, heartbeat_time=np.uint64(0), tram_correct=tram_correct) # Check if there is a SPIDR rollover in the beginning of the file before the heartbeat head_max = max(prev_ts[:10]) tail_min = min(prev_ts[-10:]) @@ -298,7 +316,7 @@ def _ingest_raw_data(data): return x, y, tot, ts, chips -def ingest_raw_data(data: IA) -> Dict[str, NDArray]: +def ingest_raw_data(data: IA, tram_correct = False) -> Dict[str, NDArray]: """ Parse values out of raw timepix3 data stream. @@ -314,14 +332,14 @@ def ingest_raw_data(data: IA) -> Dict[str, NDArray]: """ return { k.strip(): v - for k, v in zip("x, y, ToT, t, chip".split(","), _ingest_raw_data(data)) + for k, v in zip("x, y, ToT, t, chip".split(","), _ingest_raw_data(data, tram_correct)) } """ Some basic functions that help take the initial output of ingest_raw_data and finish the processing. """ -def tpx_to_raw_df(fpath: Union[str, Path]) -> pd.DataFrame: +def tpx_to_raw_df(fpath: Union[str, Path], tram_correct = False) -> pd.DataFrame: """ Parses a .tpx3 file and returns the raw data after timesorting. @@ -335,8 +353,8 @@ def tpx_to_raw_df(fpath: Union[str, Path]) -> pd.DataFrame: pd.DataFrame DataFrame of raw events from the .tpx3 file. """ - raw_df = pd.DataFrame(ingest_raw_data(raw_as_numpy(fpath))) - return raw_df.sort_values("t").reset_index(drop=True) # should we specify the sorting algorithm? at this point? it should be sorted anyway, but I think dataframes need to be explicitly sorted for use in e.g. merge_asof? + raw_df = pd.DataFrame(ingest_raw_data(raw_as_numpy(fpath), tram_correct)) # ... + return raw_df.sort_values("t").reset_index(drop=True) # should we specify the sorting algorithm? at this point, it should be sorted anyway, but I think dataframes need to be explicitly sorted for use in e.g. merge_asof? def drop_zero_tot(df: pd.DataFrame) -> pd.DataFrame: