{ "cells": [ { "cell_type": "markdown", "id": "ed5f1428-ae23-4a9a-ac5c-28288849e371", "metadata": {}, "source": [ "# Powder diffraction with spotty data ... how to handle the spottiness.\n", "\n", "The data used for this tutorial are available on `http://www.silx.org/pub/pyFAI/pyFAI_UM_2026/spotty/`, it is a standard material SRM640, Silicon, recorded on the ID11 beamline with a sub-micron beam at 40 keV, using an Eiger2 CdTe detector at 200Hz. The Eiger file is the first data-file from a dataset containing 90 of them.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "1dab9899-88cc-428a-8857-7725244d066c", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:49.162622Z", "iopub.status.busy": "2026-09-15T09:41:49.162541Z", "iopub.status.idle": "2026-09-15T09:41:49.502870Z", "shell.execute_reply": "2026-09-15T09:41:49.502333Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "4fad3859-5c58-4109-8f0b-0fac75d2b9df", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:49.504315Z", "iopub.status.busy": "2026-09-15T09:41:49.504175Z", "iopub.status.idle": "2026-09-15T09:41:49.702422Z", "shell.execute_reply": "2026-09-15T09:41:49.701906Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using pyFAI version 2026.9.0\n" ] } ], "source": [ "import copy\n", "import time\n", "import numpy\n", "from matplotlib.pyplot import subplots\n", "import fabio\n", "from silx.resources import ExternalResources\n", "import pyFAI\n", "from pyFAI.gui import jupyter\n", "\n", "start_time = time.perf_counter()\n", "print(f\"Using pyFAI version {pyFAI.version}\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "db3c2a6f-d091-429d-99f5-5bd5729c234c", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:49.704596Z", "iopub.status.busy": "2026-09-15T09:41:49.704410Z", "iopub.status.idle": "2026-09-15T09:41:49.706394Z", "shell.execute_reply": "2026-09-15T09:41:49.706007Z" } }, "outputs": [], "source": [ "resource = ExternalResources(\"spotty\", \"http://www.silx.org/pub/pyFAI/pyFAI_UM_2026/spotty/\")" ] }, { "cell_type": "markdown", "id": "11f19abd-d876-4f9a-abf6-5d4207a402c8", "metadata": {}, "source": [ "## Display the first and the average frame" ] }, { "cell_type": "code", "execution_count": 4, "id": "68f697f3-82e2-4deb-86d4-c2ac9db16f06", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:49.707631Z", "iopub.status.busy": "2026-09-15T09:41:49.707542Z", "iopub.status.idle": "2026-09-15T09:41:49.839174Z", "shell.execute_reply": "2026-09-15T09:41:49.838584Z" } }, "outputs": [ { "data": { "text/plain": [ "200" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fimg = fabio.open(resource.getfile(\"eiger_0000.h5\"))\n", "frame0 = fimg.data\n", "fimg.nframes" ] }, { "cell_type": "code", "execution_count": 5, "id": "f5d37ad4-efe2-4404-8395-399e660f0599", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:49.840689Z", "iopub.status.busy": "2026-09-15T09:41:49.840595Z", "iopub.status.idle": "2026-09-15T09:41:51.549849Z", "shell.execute_reply": "2026-09-15T09:41:51.549111Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display the image:\n", "jupyter.display(frame0);" ] }, { "cell_type": "code", "execution_count": 6, "id": "cd37348f-5fdb-4a75-97bf-8804fe61548b", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:51.551518Z", "iopub.status.busy": "2026-09-15T09:41:51.551342Z", "iopub.status.idle": "2026-09-15T09:41:57.365116Z", "shell.execute_reply": "2026-09-15T09:41:57.363823Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.92 s, sys: 881 ms, total: 5.81 s\n", "Wall time: 5.81 s\n" ] } ], "source": [ "%%time \n", "# Average the dataset:\n", "num = numpy.zeros(frame0.shape, dtype=numpy.int64) # Contains the sum of all signal\n", "den = numpy.zeros(frame0.shape, dtype=numpy.int64) # Contains the number of contributing pixels\n", "for frame in fimg:\n", " num += numpy.where(frame.data<65535, frame.data, 0)\n", " den += numpy.where(frame.data<65535, 1, 0)\n", "avg = numpy.zeros(frame0.shape, dtype=numpy.float64)\n", "numpy.divide(num, den, where=den!=0, out=avg);" ] }, { "cell_type": "code", "execution_count": 7, "id": "c0381821-2d33-42ec-a450-56db015da619", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:57.368256Z", "iopub.status.busy": "2026-09-15T09:41:57.368031Z", "iopub.status.idle": "2026-09-15T09:41:58.831855Z", "shell.execute_reply": "2026-09-15T09:41:58.831131Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jupyter.display(avg);" ] }, { "cell_type": "markdown", "id": "056e04e6-b393-402b-8b35-2468635157d7", "metadata": {}, "source": [ "## Perform the azimuthal integration and compare with sigma-clipping and median filtering\n", "\n", "First one needs to load the azimuthal integrator." ] }, { "cell_type": "code", "execution_count": 8, "id": "f7e15731-dfec-4564-8b90-2ddc342545e8", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:58.833761Z", "iopub.status.busy": "2026-09-15T09:41:58.833668Z", "iopub.status.idle": "2026-09-15T09:41:59.872406Z", "shell.execute_reply": "2026-09-15T09:41:59.871587Z" } }, "outputs": [ { "data": { "text/plain": [ "Detector Eiger2 CdTe 4M\t PixelSize= 75µm, 75µm\t BottomRight (3)\t CdTe,750µm\n", "Wavelength= 0.305501 Å\tParallax: off\n", "SampleDetDist= 1.178702e-01 m\tPONI= 8.783056e-02, 7.342441e-02 m\trot1=-0.005004 rot2=0.001866 rot3=0.000000 rad\n", "DirectBeamDist= 117.872 mm\tCenter: x=986.856, y=1174.007 pix\tTilt= 0.306° tiltPlanRotation= 20.455° λ= 0.306Å" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ai = pyFAI.load(resource.getfile(\"ID11_40keV.poni\"))\n", "ai" ] }, { "cell_type": "code", "execution_count": 9, "id": "f90e9e40-7471-41e9-983e-1a22e49faa07", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:59.874765Z", "iopub.status.busy": "2026-09-15T09:41:59.874494Z", "iopub.status.idle": "2026-09-15T09:41:59.877099Z", "shell.execute_reply": "2026-09-15T09:41:59.876492Z" } }, "outputs": [], "source": [ "# Common integration parameters:\n", "kwargs = {\"npt\": 2000, \n", " \"unit\": \"2th_deg\", \n", " \"method\": (\"no\", \"csr\", \"cython\"),\n", " \"dummy\": 65535,\n", " }" ] }, { "cell_type": "code", "execution_count": 10, "id": "bcfc7e82-a77f-4b56-907c-839b7d661677", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:41:59.878558Z", "iopub.status.busy": "2026-09-15T09:41:59.878472Z", "iopub.status.idle": "2026-09-15T09:42:00.383372Z", "shell.execute_reply": "2026-09-15T09:42:00.382946Z" } }, "outputs": [], "source": [ "res_aver = ai.integrate1d(avg, **kwargs)\n", "res_sigma = ai.sigma_clip_ng(avg, **kwargs, error_model=\"azimuthal\")\n", "res_median = ai.medfilt1d_ng(avg, **kwargs)" ] }, { "cell_type": "code", "execution_count": 11, "id": "25c82450-ce04-48ee-9243-d4e95b877218", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:00.385644Z", "iopub.status.busy": "2026-09-15T09:42:00.385547Z", "iopub.status.idle": "2026-09-15T09:42:00.997810Z", "shell.execute_reply": "2026-09-15T09:42:00.996976Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = jupyter.plot1d(res_aver, label=\"Average\")\n", "ax.plot(*res_sigma[:2], \"--\" ,label=\"Sigma-clip\")\n", "ax.plot(*res_median[:2], \"--\" ,label=\"Median\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "a7408cb6-da11-40b6-ac9b-ec2366b989c6", "metadata": {}, "source": [ "## Calculate the spottiness for the first and the average frame:" ] }, { "cell_type": "code", "execution_count": 12, "id": "7ba8d9ce-9538-420e-828e-388667e0791d", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:00.999526Z", "iopub.status.busy": "2026-09-15T09:42:00.999429Z", "iopub.status.idle": "2026-09-15T09:42:01.064512Z", "shell.execute_reply": "2026-09-15T09:42:01.063756Z" } }, "outputs": [ { "data": { "text/plain": [ "0.025335838760482423" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kwargs[\"error_model\"] = \"azimuthal\"\n", "res_avg = ai.integrate1d(avg, **kwargs)\n", "res_fr0 = ai.integrate1d(frame0, **kwargs)\n", "res_avg.calc_spottiness()" ] }, { "cell_type": "code", "execution_count": 13, "id": "34770282-28e8-4617-97b6-54d7f518ea8a", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:01.065764Z", "iopub.status.busy": "2026-09-15T09:42:01.065661Z", "iopub.status.idle": "2026-09-15T09:42:01.069004Z", "shell.execute_reply": "2026-09-15T09:42:01.068414Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unweighted spottiness index: S(frame0)=0.156;\tS(avg)=0.025.\n", "I-Weighted spottiness index: S(frame0)=0.209;\tS(avg)=0.061.\n" ] } ], "source": [ "print(f\"Unweighted spottiness index: S(frame0)={res_fr0.calc_spottiness():.3f};\\tS(avg)={res_avg.calc_spottiness():.3f}.\")\n", "print(f\"I-Weighted spottiness index: S(frame0)={res_fr0.calc_spottiness(True):.3f};\\tS(avg)={res_avg.calc_spottiness(True):.3f}.\")" ] }, { "cell_type": "markdown", "id": "bc2923f9-f66d-4b10-bde1-a73a74480657", "metadata": {}, "source": [ "## Integrate all stack and plot spottiness for each frame in the stack" ] }, { "cell_type": "code", "execution_count": 14, "id": "39206d25-f5c7-4b2f-a886-aaa96448f7d5", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:01.069971Z", "iopub.status.busy": "2026-09-15T09:42:01.069882Z", "iopub.status.idle": "2026-09-15T09:42:09.302978Z", "shell.execute_reply": "2026-09-15T09:42:09.302183Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3min 35s, sys: 333 ms, total: 3min 35s\n", "Wall time: 8.23 s\n" ] } ], "source": [ "%%time\n", "res = [ai.integrate1d(frame.data, **kwargs) for frame in fimg]" ] }, { "cell_type": "code", "execution_count": 15, "id": "ecfa02f0-eb51-4007-bd88-1e1e48889c8c", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.306795Z", "iopub.status.busy": "2026-09-15T09:42:09.306664Z", "iopub.status.idle": "2026-09-15T09:42:09.438757Z", "shell.execute_reply": "2026-09-15T09:42:09.438012Z" } }, "outputs": [ { "data": { "image/png": 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eavj/f/zjH7q/jz32WLz11luG21dWVhqW39IYPXq06X6yBqRXVS4GSSRADISAsKKVEEGSgICAgIBLEA6K2Q4SKHTkYLqNBIjBEBDOl38XQZKAgICAgEsQQVK2I06l27wpVPQOKpMU1JgkoUkSEBDwI6rXAruFYXG2QQRJ2Q4SKMSjQKTV23PJNEiAGAwBIcIkCcdtAQEBnyEeB144HZg+MTeLbLIYIkjKdsSphpe5pkviapJE7zYBAQGfIR4B2vYCkRagZp3XZyNgAyJIynbEo9rvubZCoZmksOKTJZgkAZcxY8YMVFdXW94+FothxowZur5q6cY777yD3bt3Z+x4AjZBL2b3iCApmyCCpGyHFNd+z2kmSQmSYoJJykVEIhHMmDEDO3fu5P5/zZo1+PDDDxOe//DDDzFv3jzdc9FoFDNmzMC2bdsAAJMnT8by5cstn0tbWxsmT56M9evXG24jSRJmzJih9rBMFZdccgm+/fZbV/YlkAZIVJAkmKSsggiSsh25nG5Tq9uCQEgwSbmMlpYWTJ48GYsWLeL+f82aNTjzzDNRW1urPldbW4szzzwT559/vm7bRYsWYfLkyarT/3nnnYc+ffq4er6xWAyTJ0/GqlWrXN2vgE+hY5KMg2cB/0EESdkOeoWSazYAPCZJaJIEODjppJMAAHPnzlWfmzNnDo444ghEIhGsXr1afX727Nno1asXhg8fDgD4xS9+kRAkbd26FR9++CFWrlyJeDxumO7asWMHZs6ciWXLlumef//999XzmTFjBmbOnKn+r62tDXPmzMHMmTOxa9cu7vvZvn277vgCPgfN+AsmKavguZmkQIrQMUn1np2GJxCaJAGLqKysxOGHH445c+bg3HPPBSAHSSeffDI2btyIOXPm4NBDD1WfP+mkkxAIBADI6bZZs2bhlFNOAQA8++yzuPHGGzFq1Cg0NTWhd+/emDdvHmbMmIFJkyapx3zwwQexcuVKHHjggfjmm2/ws5/9DC+99BIA4O233wYAfPHFF1ixYgUGDBiA0047DbNnz8YvfvELDBkyBBUVFVi4cCHuuOMO3HHHHep+n3/+efzf//0fRo4cicbGRvTp0wfRKKVNFPAf6HG6fgsQaQfyRLPgbIBgkrIdUg6n24QmKTOQJKCzJfM/Lvt+nXzyyZg9e7b69+zZs3HSSSfhxBNPVJ/v7OzE/PnzMX78eO4+du/ejVtuuQVPP/00vvzySyxbtgxDhw5V+0LSiMfjWLNmDT7++GPMmzcPL7/8ssooPf/88wCAe++9FzNmzMBjjz2G2tpanHvuuXjqqaewcOFCfPrpp1iwYAH+9Kc/YeFCuZFzdXU1brjhBjz11FP48ssv8f333+OAAw7gHl/AR6DHaSkO1P7o3bkI2IJgkrIdNNWey9VtQpOUPkRagfv7Z/64d+0E8ktc29348ePx2GOPoaamBpIkYe3atRg3bhwGDhyI+++/H5IkYeHChWhtbcXJJ5/M3ccHH3yA0tJS/OpXv1Kfu/322/Hkk08mbPub3/wGeXl5AIDDDz8cPXv2xNq1azFixAjuvt966y0EAgGEw2GVaZIkCfvssw+++OILjB49Gu+//z6Ki4t1x7/jjjvwzDPPOP1YBDIBmkkC5Aq3vsO9ORcBWxBBUrZDMEnCJ0kgAXPnzlUrx/Lz8/Gzn/0M48aNQzAYxJw5cyBJEg4//HBUVFRgxIgRiEQiWLlyJWbPno3+/ftj6NCh3P1u3boVgwcPRjCokfADBw5EOJw4lFZWVur+LigoQHu7cRC/adMmAMArr7yie37YsGHo168fAGDLli0Jxx80aBD3+AI+gsQESTVCvJ0tEHdWtkNUt8nVbWHhuJ025BXLrI4Xx3WIL774Qq0cKykpwc9+9jOUl5fjyCOPxOzZsyFJkirmDgaDOP744zF79mzMnj3bMNUGyIEPqXojaG1tdUUT1K1bN4TDYcyYMcPW8VtaWoQmye/gMUkCWQGhScp2CCZJzyTFOnKvh126EQjIaa9M/yjCaScgWp8ZM2bg3//+t/o80SURPRLBiSeeiE8++QQLFiwwTLUBwJgxY7BhwwasWbNGfe69996zfX7hcBgFBQU6LdHEiRNRU1ODd955R7dtR0cH9u7dCwA47rjjsGHDBp11AEnNCfgYElOBKJikrIFgkrId8Ry2AOD1bgOAWERjlgQEKJx88sl4+OGHEQwGMW7cOPX5E088Eb/73e8gSZIpkzR69GicddZZOOOMM3DbbbehqakJTz75JEKhkFoNZxVHH300Hn/8cezduxeVlZU47bTTcPvtt+PCCy/EDTfcgEMPPRQbN27E66+/jv/+97/o3r07Ro4cifPOOw9nnHEGfvvb36KxsVE9voCPEWeYvtof5fErKL43v0MwSdkOwSTpq9sAkXLLQeTn5+O8887DgAEDTLc74YQT8POf/xzXXXcdKioq1OePOuoonH/++bjiiiswZMgQ3WtYM8nXXnsN1113HebPn4/GxkZ8+umniMfjKC0tBSCzROeddx569Oih288ZZ5yh2/err76K4cOH491331XdwB966CF8+OGHaGtrw2effYa8vDzMmjULRx11lPq6//znP7jpppvwzTffoLm5GfPmzcOFF16o6pYEfAiyoCvqLrPesQ5g72ZPT0nAGgKSJHITTtHY2Ijy8nI0NDSgrKzMm5N4eixQrVDvpX2A23KIxl35FjDjV8Dg44DLPgDu6y4//9sNQElPb88tS9He3o5NmzZh3333RWGh8HHhob6+Xhdgvf/++zjvvPOwe/fuBLF2V4C4JlzA7hXAs8cDJb3lcbpqBXDh68DQ070+s5yF1flbpNuyHTomKcfSbSTPHwjK4u1gntxtWzBJAmnEX//6V9TV1eHYY4/Fli1b8I9//AM333xzlwyQBFwCLQ0oqpB/72z27HQErEMESdkOWpMUbQOiHfrUU1cGCZJIXj9cCHRG5M9AQCBNuO+++/DSSy/hq6++QmlpKf7zn//gjDPO8Pq0BPwMWhpAxitWzC3gS4ggKdvB+m+0NwKlvbw5l0wjTg08gCzW7oQIkgTSinA4jCuuuAJXXHGF16cikC2g7UrIeMXaAgj4EkK4ne1gb7RcqnCTKAob0NsACAgICPgF6lgVluUB9HMCvoYIkrIdLGWbS01uWSaJ2AAIJklAQMBPiHPSbYJJygqIICnbwd5ouWQDYMQkiSApZYiiVwECcS24AHqsCghNUjZBBEnZDnLzFZTLj7kUJKmrM+UyDgsmKVWQhqytra0en4mAX0CuBXJtCDiAjkkS6bZsghBuZzvIzVfcHehoyC0bAF51GyA0SSkgFAqhoqIC1dXVAIDi4mLbTtICXQOSJKG1tRXV1dWoqKgQrt6pQGWSaOG2YJKyASJIynaQm6+oUnZwzUkmSWiS3ETfvn0BQA2UBHIbFRUV6jUh4BAkINJZAAgmKRsggqRsB7n5ihS36VwKkoQmKS0IBALo168fevfujUgk4vXpCKSKlj3AomnA8POAXgfZemleXp5gkNwA6d1Ga5KEcDsrIIKkbAcJFIoVt99csgBI8ElSTDSF47YrCIVCYoLsCvj+Q2Dho0DHHuDsp7w+m9wE10xSBEnZACHcznbEqXQbkKNMEhFuK0FSrNOb8xEQ8CMibfJjtM3b88hlxDnVbYJJygqIICnbQWjc4hwMkug8PwCEBJMkIJAAspgQk7J3oJkkUgghmKSsgAiSsh2qcFtokrR0m2CSBARUkMUEWVAJZB50WxI13Sb8p7IBIkjKZkiSVgZfUCY/RnLI30ZokgQEkoOMEcK80Dvo2pKIdFs2QQRJ2Qx60AspRm+55L1hxCQJTZKAgAY13SaYJM/Aa0si0m1ZAREkZTPolQgJknJptZjgkySYJAGBBMSFJslz8NqSiO8jKyCCpGwGvRIhRoq5tDoxqm4TPkkCAhoEk+Q9BJOUtRBBUjaDxyTl0uqErW4TQZKAQCIIu5xLY4PfoGtLoky7Xn0fP34GrP/Um2NnIUSQlM2gVyLBvMTnujqMHLdF7zZjSBLw0tnAaxd7fSYCmQKZjHNpbKDx7fPAV496ew7ctiQeSCNiUeC1S4DXL9H8swRM4XmQ9MQTT2D//fdHaWkpxowZg2+++cZ0+82bN+Pqq6/G4MGD0aNHD4wbNw6ffpoYFVvZr91j+w5xXrotlzVJondbUrTWAhtnA2s/EFYJuQIphy0A4jHgo98Cn90DtNZ5eB4+aUsS65RNRWOdQrtpEZ4GSS+88AJ+97vf4ZFHHsGGDRswduxYnHbaadi2bZvhax5++GGMGzcOCxYswNq1azFhwgRMmjQJK1assLVfJ8f2HUR1m/woerdZBz0wxkVftpxALgu3o+1agOLluKAzkwzqn8sk6EA5l+aKFOBpkPTwww/jiiuuwNlnn40+ffrgb3/7G8rKyvDMM88Yvuapp57CJZdcgn79+qFXr174/e9/DwBYtGiRrf06ObbvoA56gdwUAyb4JAkmKSnozyYXmYVcRC4zSRGfLArotiReptvoayCXsg4pwLMgae/evVizZg1OPvlk9blAIICTTz4Z8+fPt7SPlpYWPPbYYygpKcGECRMs79eNY/sCuV5WmlDdJjRJSUF7SMVycNLMRZD7JBcnRR1z6uH1rmOSPByr6WPm0oI6BXgWJO3atQsA0Lt3b93zvXr1wu7du01fO3PmTITDYZSWluK+++7D//73PwwZMsTyfp0eu6OjA42NjbofTxHnUbg5NBAm9G4jTJLQ2hhCpNtyD2q6LQeDYvp693JRoGtL4pN0Wy7NFSnAc+E2i2AwCClJT5tTTz0V7e3t2LVrF2666SacddZZWLx4ccr7TbbNAw88gPLycvVn0KBBpvtLOyQehZtDqwN1dcYwSUKQaAw6gIyJICknkMsNbv2yKOC2JfEgSKHnh1y8HhzAsyCpb9++AICamhrd89XV1ejTp4/pawOBAMLhMPr27Yt77rkHhx56KP71r39Z3q/TY995551oaGhQfzwXecd9QuF6hTgr3CZtSUS6zRAxoUnKOZCFXy5+3xGfpNv8YiYpmCTb8CxIqqysxEEHHYS5c+eqz0mShDlz5mDs2LG29hWLxVQGyMp+nR67oKAAZWVluh9PIeV4Z2mJFW4LM8mkEMLt3EMu+yT5Jd3mF/2o0CTZhqfptltvvRXTp0/Hp59+ioaGBtx9992oq6vDb37zG3WbX//61xgxYgQAWah94YUXYtmyZejo6EB1dTX+8Ic/YMWKFbjkkkts7dfKNr6HjkkKyL/n0oXPMkkhESQlBf3ZiHRbbiCn022UYaJgkhgmKYcW1Ckg7OXBr776atTX1+NXv/oVqqurMXz4cHz00UeqCBuQWaJoVP5iS0pKcMEFF+D//u//sGzZMhQXF+PII4/EZ599hnHjxtnar5VtfA+/rE68AmHSAqJ3m2WIdFvuIZd9kvxiAWC1LUntBqCtHhh4dHrOIy40SXbhaZAEALfffjtuv/12w///85//1Impzz77bJx99tkp79fqNr6GX1YnXsFMkyRJGrsmoEGXbhNMUk4gl32SdOk2L32SqEpcs0rkl88BGncCt60HiivTcB40k5RDc0UK8F11G4tgMIhQKOT1afgTuoqJHLQAMNIkSfHcnBCsQJduE59RTkASmiQA3jIn3EpkzljdtFtevLTWpuc8hHDbNnwfJAmYgPbeyMV0m5EmCRApNyPQZpKCScoNkHEil8YGAr9YAJDgJFklMtkuliavN5Fusw0RJGUzJE66DVLuCPKMmCRABElG8IsDsUDmkMvCbb9ZAJh52kmS9lzagiTBJNmFCJKyGfSNFwgmPt/VwTJJwZCcegSEV5IRoqItSc4hpzVJVHWbl5okK21J6PNLV9cAOjDLxfSrA4ggKZvB6ywN5M4Kga1uA4TrdjLEhHA755DTPkn09e7h+4/zPO2Y86GD2IwwSTmScUgRIkjKZvAoXCB3BkOWSQJE/7Zk8Eu1Dw/NNcD8J4CWPV6fSdeCmm7LQSYpQvsk+YBJoots2LYk9PllIkjKlYxDihBBUjaDJwYEcufiZzVJgGCSkoEOHv02aS58Bph5N7B4utdn0rWgE+vmCMtM4BfzVCt2LfT3lK5z1Tlu59i14BAiSMpm8NqSALnNJIUVJildK7Fsh5+F2/VKL8T2Bm/Po6uBngz99p2nG35x3JY4+lEzTVJG0m05Mk+kCBEkZTPiua5JEkySbdCDr9/SbS1Kw2kR4LqLnA6SfOIwz2tGzo7TGUm3CSbJLkSQlM3gtSUBcodSp8WQBEKTZA6/TBo8iCApPcjlpqYRvzFJPhJu54osI0WIICmboctz00xSjlz8gkmyDz+3JSFBkt+Ct2wHPR7k2mfrl0IFXVsSIwuATARJgkmyCxEkZTMkRpOTa61JuJokqn+bQCJiPm1LEo9rVW2CSXIXQrgtwxfVbdSC1jTdli7htjCTtAsRJGUzVCZJ+RpzrTUJl0lSgiThuM2HXyYNFu31lNuwj86rKyCXNUm6dJuXPkkW2pJk3CdJBElWIIKkbIZa3RbSP+ZKuo3rkySCJFP4VZPUXK39LoIkd0FPhrkyNhD4zQLArC2JznE7TeOXLvWaY9eCQ4ggKZsRZ5gUwSQJJikZ/JpuI3okQKTb3EY8lzVJPhNumzJJmfBJEkySXYggKZuR85okTnWb0CSZQ2cm6SPGhg6S/HReXQG5zB74psGtlbYkmbYAyLFrwSFEkJTNYJkkI0FgV4VgkuzDr2aSdCsSkW5zFzpNUo5NjH6pbuP12WTH6YybSebIPJEiRJCUzUhgknIs3WaqSRIWAFz41UyyRWiS0oZcZg/8sihQxyqz3m20cDsDbUlyZZ5IESJIymaw1W25JtzmMUl5RfJjRARJXPhVuC00SemD8EmS4RsLACtmkmliwnVMkpSeY3QxiCApm8FWt+WcJonDJJEgiRZsCmjwS7UPC5FuSx/iOZpui0X94zDNa0viSe+2HGYVHUIESdmMnK9uo1xsCVQmSQRJXMSygEkSwm13kas+SWzK3Q+aJMttSTJQ3ZYr80SKEEFSNoPVJOVaui1ODTwEYREkGUKS9CtUPwUjOp8kkW5zFfR4kCssM5AYJHl5vVtpSyLMJH0JESRlMxKYJJJuy5FcM1eTxOnd1tki/+Q62Io/X/kk0ek2H51XV0Cu+iSxCyU/+CTpNEkeCLclkW6zi7DXJyCQAiSGSVGrJnLk4udqkorlx0irts1TxwKBAHDDUv22uQZWDOqXCTPSBnQ2aX8LJsld5KpPkp8WBTpNksE4nQnHbcEk2YYIkrIZcUaTk2vpNq5PksIkkeq29gagYavyXCtQ0C1z5+c3RJngwy/pNlqPBIggyW3krCbJR0wSObZpdVuGhdu5FDCnAJFuy2bkuk8SW90HaOk2QrUTRgkQVVMJQlafTJhskJRLE3kmEM/R3m0sG+MHCwAzM8mMtyXJEVlGihBBUjaDNigDcssCgB74A5x0G1lFdlJBUq4Ej0ZgV6e+YZIUPVJJL/lRMEnuIlfTbawmydN0G9WWxFMLADpIyqFrIQWIICmbwaabcindRr9HXXUbk26LUIJtvwQFXiGh2scnjA1hkrr1kx9jEbHKdRO5Ktz20/VOj9WWLAAy4ZOUA4tpFyCCpGwGK1w2srvviqBvdh6TRNJs9Goy59NtrJDVJ58HKf8vG6A8IeUW45Fu5GrvNl9ZANBtSajxSmf0KTRJfoQIkrIZ6uokB9uS6JgkEwsAXbqti6yiI+1Aa5391yWk23zyeZB0W1l/7TmRcnMPudqWhG1N5AcmKRjSM9/0dxMTPkl+hAiSshnxHG5LYsQk0WaSkqQXbneVCeLfk4BHDwfaG+29zk8OxDRIuo0OknI9NeoWJEk/HuTCAoqAXO8kBe8bC4BQ4vNA5h23c+laSAEiSMpmkAs+F9uSGDJJRWQDOb3UFavbatbJvkJNu+y9LsECwCdBIy9I6irfldcwq6Dq6iBBUn6p/OhpdRu1oKXHKx3Ll2nhdg4spl2ACJKyGbnclsSwuq1I+z3axjBJXWTiJQOd3QnPr2aSrVR1G/kuRZDkDkSQBBSQIMkPTFLQmEnKRHWbLigTQZIViCApm5HLDW6NqttCeZolQqS9a1oAqEGSzUGfCLdJWtYvgQjRjuQVA6F8+XehSXIHZv3BujrIdZWvGMh6mW6jF7QBA01SRnySRHWbXYggKZuR0JYkoDyfAxc/GyDSUHVJrV2zuo1MdHYZQxIk5ftgZU2DnFe4kAqSush35TXYayQXWGYC4pXmKyaJTbdRVhc0052RtiQ5dC2kABEkZTMM25LkQJDEphpp0BVuXc0nKR7Xvl+7dDlJt+WXKK/3yeehCmwLgJDCAvrl3LIdfmCSop1A7QYPjssuCry0AKDaktBMkpFwO54mrzChSbINESRlM3K5LYkZk5RHVbjRTJJfmJNUkEo5d5QJkvzSloTLJIl0mytI0CR5MDF+/FvgiaOALd9k9rgRhknyip2UJABKwBMIyYy/WolsYAEApOd8hU+SbXgeJP3vf//DcccdhwMOOADnnHMO1qxZY7r9+vXrcc011+CII47A0UcfjRtvvBHV1dW6bYYOHYqBAwcm/EydOlXd5s4770z4/ymnnJKW95g2JGiScsgCwIxJom0AOikmyS9BQSpIhS5ngyS/sDU0kxTMk3/vCt+VH5AQJHnwuRIWae/mzB6XXO+kqbVXQQF9XLMFLXs/pmOhIDRJthH28uBvv/02Lr74YjzxxBMYM2YMHnnkEZx44olYtWoVevXqlbB9LBbDOeecgxtuuAHXXHMNWltbcdttt2HChAlYvHgxCgvlNMvs2bMRp1ZMixcvxrnnnovjjz9efW7v3r044ogj8Nxzz6nP5eXlpfHdpgGius2ASaLTbTST5JOgIBXoKHm71W3KoOsnTZIkaWnAcKEsvAcEk+QW2GvEi7GBMCKZvt6IJokIt726/+nPnDb+jUfMmeG0BEki3WYXngZJf/rTn3DZZZfhN7/5DQDg+eefR79+/fDMM8/gD3/4Q8L2oVAIK1asQJCqZnrhhRdw0EEHYcGCBTjppJMAAP3799e97r777sOgQYMwceJE3fNFRUUYOHCgy+8qgxDVbZpYnQbdmqSr+SSlxCSRah8fpdtogWq4QKTb3IZZf7BMgXyXmQ7QIj6xANAxSaQZOWesZsendAdJuTBPuADP0m2NjY1YunQpTj31VPW5cDiMCRMmYN68eYavowMkAIhE5AvLiAVqaWnBa6+9hiuvvDLhtXPnzsVBBx2EkSNH4pZbbsHevXudvh1vwFa3BTl57q4Ktm8dDbrJrZuO2wueAd651lt/kVSalfox3Ua7gIcLhXDbbfjBJ0llkjJ87AQzyag3jZN5xre8Ihv28xFMki/gWZC0Y8cOAEDfvn11z/fp00f9XzJIkoS77roLBxxwAEaOHMnd5o033kBLSwuuuOIK3fO9evXCfffdh3feeQf3338/5s2bh+OOOw7t7e3c/QBAR0cHGhsbdT+egk05qZqkHOigLjEsGg3CJEXb3O3dNu9hYNkrQO0Pqe0nFehWgnar20i6jQRJfmKSAnKqTVgAuIuE6jYvgqROb47NmkkC3lzzvBZKajNyM01SGu4BOmDLhcW0C/As3UY0Q+Gw/hTy8vIQi1n78u666y588cUXmDNnDvLz87nbTJ8+HaeffjoGDRqke/6+++5DQEnVHHrooRg+fDgGDx6M1157DZdffjl3Xw888ADuvfdeS+eWEYjqNnMLALa6LdVBh+yL7YGWSbiSbiMaDWVlzUtZZgp0f61AQARJbsMPPklepdvUIKlMey4e1XRvmQLN2Jj12cxIuk0It+3CMyaJCLP37Nmje37Pnj1c0TaLP/7xj3jyySfx0Ucf4aijjuJus379enz11Ve46qqrEv4XYCaGfv36YfDgwabVdXfeeScaGhrUn23btiU9z7SC1STlknDbjEmiq9t0PkkpriIJ6+Fpo8wo/3crIL3b8oud78NtkIkgrARHRLMhNEnuwA8+SV6l2yJMuo0+l0xCxyRRwm3AW+F2LiymXYBnQVLv3r0xePBgfP3117rnv/rqK4waNcr0tffeey8eeeQRfPTRR7qKNRbTp09H3759MWnSpKTn09bWhl27dqGystJwm4KCApSVlel+PEVOM0mkYSTnEqZ9ktxKt8Vj2uftqSldCj4nrJkk4D1jw3ZqF0ySu/CFJomk2zJd3eaTdJu6oAtqrC3XAoA5N7YhtRsQmiTb8NQn6dprr8X06dPx/fffIx6P4/HHH8fWrVtx9dVXq9vcfvvtOv+iv/zlL/jb3/6Gjz76CCeccILhvqPRKF566SX86le/SkjpdXR04Prrr8fOnTsBAA0NDSrb9Itf/MLNt5heCJ+kJBYALqbb6CosLydwV3ySuvH35wVUI8kC+ZGkQoRw2x34wSfJ63RbnsfMKc/4lsckZbq6LRfmCRfgqQXArbfeil27duHYY49FKBRCWVkZXnvtNRxyyCHqNnV1ddi9e7f6+913343i4mJceOGFun09/PDDuuc++OADVFVV4corr0w4bkFBAYYPH47jjz8ee/fuRVtbG0aPHo25c+di8ODBaXq3aYDEsCmiuk2Gmm5zsS1JjAqS/NDeALDPCqhBko/SbQlMkvBJchW+EG6TdFuGJ2WyQMorkk1K4xFvmSR6rFKZJLq6LRPpNup4IkiyBE+DpGAwiL///e948MEH0dDQgJ49eyZohR5++GF0dsoXS0VFhaEOiE2TjR8/Hjt27EC/fv242//617/Gr3/9azQ0NKC0tBShEGey9TsMfZJy4OI3ZZKUIKmjMTUNDw2a+vYLk+Q0SCKfD+B9Wot22waodJsPKu+6Avwk3M54uo0yKQ2G5SDJE02S8r51TBJnQZsQJKWjLYnQJNmFp0ESQX5+vqFYu3v37urvwWDQsvmjVc1QeXm5tZP0IxI0STmUbjOtblOCgNY6/fOpTLyxLpBuo52tvVxZ06AnMoBqSyKYJFfgtXBbkjTmNZMBmiRpjtt5RTJDGW3zKN1GGH8ekyQct/0Oz3u3CaQAUd1mziS11uqfTyVNRjNJ2SrcJgFJqMA/2h+RbksvvBZu0wuKTB47HtXee7hAq5r0WrhNYKZJUhcK1MLMLaSyyMpROAqS7rnnHq6XUUNDAy655JKUT0rAIvxe3fb+TcC716Vn32bVbWGjICmVdBvljeSpBYALjtt+aiRrKNwW6TZX4HmQRC8uMvid0gUb4SLKWsJDC4Aglbgxa3BLhOZpSbcJnyS7cBQkTZs2DSeccAI2btyoPvfll1/iiCOOwMqVK107OYEk8DOTFGkDvnsBWPoy0N7g/v6tVLclpNu6mHDb7iAXo4MkMkj7jUkSvdtchdcNbunvMZOTsq7dTYG3wTdXuM2RRpDvihRWpOMekFJgonMUjoKk5cuXo2fPnhgxYgReeOEFTJ06FePHj8e5556LRYsWuX2OAkZgq9v8pEmiA5JoOmhjM02SMsh0NjGvcUu47eEEnpJwWznvUL5/GBsjJslrQXlXgdcNbr1Kt7FO7uqiwC8WABzhNvmsiFwg7ZqkHGhf5QIcCbd79uyJ9957D7fffjuuuOIKhEIhvPfee/jpT3/q9vkJmIGlcXn9gLwCfTOmI0gyddwu5L/GLSbJU+F2Kuk2auII+iQYMRRuiyDJFeRsuo2pmvTyurJrAUDMXtNd3eaHjEMWwLFw+4UXXsAzzzyDSZMmYcCAAfj973+PtWvXunluAsnABgq8ztJegR6MvWKSEl7jEpPkJfuSUnUb1QLEy5U1DVVMnq9/FOk2d+B1dZsu3eYFk6SwMl4yp2oj8iTCbXJueUqQ5Pa4GY/r5wY/zBNZAEdB0uTJk3H99dfjH//4B95//30sX74cQ4cOxVFHHYVnnnnG7XMUMAK5qfwo3KYHo3RUaUicgYcgz4BJSmWA9A2T5IJPEl3d5jVjk6BJIlVIgklyBQk+SRmeGL1Ot5GxIOjhdWXKJJml21w+14TUqw/miSyAoyBp8+bNWLp0KaZMmQJA9hr673//i3/+85+44447XD1BARP4uS2JLt3Wbryd4/2bOW6nId0W9aFw284gF49r502n2/zCJCWYSYogyRWwxrJeMkleaZIAKkjyIDCw2pYkId3mMpuaIOL3wTyRBXCkSZo/fz7y8vISnr/kkktMG84KuIyEtiQ+qm7TBUlprNLgVrelId0W86Hjtp3vmWbCwvn+YWxEg9v0wnNNEvU9ZnJcihgESb7TJCn/o00389JU3caOf36YJ7IAjpikvLw8SJKEdevW4eOPP9b9b8iQIW6cl4AVGLYl8cHFr9MkZZhJMky3dYUGtw5LeOnzD1Hmen7zSVLPS2iSXIHn1W1eMUmKTxJrUurFosC0LYkSxNKfTbrSbQlBkqhuswJHQVJ1dTXGjRuHgw8+WFfRNnHiRHz++eeunZxAErArFPbG8xI6TVKGmSQi1lT/VgbKlNqS+MVx2yGTpAZJAXnC8E26TTBJaYWvfJIyGSSRPoVsus3LtiTUdBtgimzo81LTbW4Lt4UmyQkcBUm33HIL+vfvj9pavaPxXXfdhb/85S+unJiABWSNJinD1W3hAgBUo+SCssRzsgsdk+ST6jY774c2kgwEfNiWhHXcFkGSK/BarKsTbnvguE0WTF4yp7wFHWvXQl/v6Uq3+aHZcRbCkSZp5syZWL58OSorK3XPH3nkkfjmm29cOTEBC/BzW5K0+ySZVLcFAjJlHWmV/y4sA1qqU5t4ddVtWWgmqRpJsmktr5kkxidJWAC4C881SV6l23zU7obXloTVj+qYpDS1JUlIt/lgMZ0FcMQkNTc3o6hIjtADAW3FXltbi4KCAnfOTCA5VP8NH7Yl0ZW2ZphJArS8PqAxSakEBH5scGtnkGMZGy9LomkYMUleB29dBb7yScpkWxKFScpjmCS/WgDQ13umhNt+WExnARwFSWPHjsUrr7wCQAuSotEo/vCHP2DcuHHunZ2AOdSbz4dtSdJtAWCmSQL0uqRCkm5zi0nK8nQb4J+2JKrBJeu4LZgkV8COBRnXJHmVbjNYFHjZ4NbMAoCMTYFQ+thUwSQ5gqN021//+leMHz8es2bNgiRJuOaaa/D555+jqqoKX3/9tdvnKGAEX1e3pdkCICmTRFW4uaJJ8guTlGq6TRmAvZw0aIgGt+mFn5gkT3ySWCbJg7HRrMFtnEm3hfK0e8DtcdNrEX+WwhGTdNRRR2HJkiUYPHgwxowZg2XLluHUU0/FkiVLMHz4cLfPUcAIhtVtPrj4vWaS6HRbYbn8mJKZJPUestEnydBczy+aJNKWxCfn1VVA2AKiRWPNJdMNz9uS+KAgwLQtifI/MqYE87RzTruZpLAAsAJHTBIA7LfffnjsscfcPBcBuzBkknxAo6bbAiDOpBpZhDlBkmtmkl4Ktx02uKX7tgH+SbcJJim9IIFJKF9OuWacSfK6LQlhkjy83q1okugWU+lqGSQ0SY5gOUhqb7fOBhQWGpj5CbiLhOo2P2mS0mwmKTGidRY84bZbFgB+aXBrJxgm30HIB13RaYi2JOkFuQ+9Coq9SrclOG4r44QXekJLmiROuk1oknwBy0ESqWazAknQeOkHPUH6srrNa00SR7idysTrxwa3Tswk1WDEb9VtPmgf0RVBrhHyveeMmSTLUHqYbjPTJCWk28JpDJKEJskJLAdJtP/R/Pnz8ec//xm33HILRo4cCQBYvHgx/v73v+Puu+92/ywFEkFf4Gp1m0+F2+mwAEha3UaxmW6k27JduE08o4ibr+98klgmSaTbXAFZsKpBQo5Ut6npNh9o8HhMUkK6jQRSeVS6TTBJfoDlIOnYY49Vf7/xxhvxxhtvYMKECepzEydOxLHHHou7774bt9xyi7tnKZAIerDzPZOU4d5tgL7JbYHbTJJf0m02ziPC+sb4QJMkSf5a8XdFxClNEv13puBZuo3p3eapBQDRG9HCbabIhlzvobCWEk+347YfFtNZAEfVbatWrcIxxxyT8PzIkSOxcuXKlE9KwAJ0TJLfNUkZ7t0G6C0ACl22APCLcNtOMEyYJBIk+SEYiUe1azXBTFIESa5AYoMkL80kvXDcZoNvLywAOPpJtsgmI+k20eDWCRwFSX379sULL7yQ8PwLL7yAfv36pXxSAhbAY5JU7w0/BEmZYpIsVLcVuGwm6XVgof5u43tWmSSFYfNDuo2+LkSD2/SAZZI8NZPMZJDkI8dtO21JdOm2dLclEUySFTiyAHjooYdwwQUX4K233sLIkSMhSRK+/fZbfPPNN3jjjTfcPkcBHnhMkl/TbelgXmxVt3VTzsMtJqkrpNt84EdEf6Zs1V08Iq90qbZHAg6g+iT5gEnysnebl9WcdiwAQhkQbgeC8nXhh4xDFsARk3Teeedh5cqVOOyww7BkyRIsXboUhx12GFauXImzzz7b5VMU4IJX3eardJvXmiSFmQgXuTNB+JFJcpRuU5gkP6TbVFuCfI0RJOcFCDbJDSSk23LETFLVJJFFAQlKfCLcNmSSwto94LrjNgnEPNKnZSkcm0kefPDBeOqpp9w8FwE7yKbqNk80SUowkF/sTkAQ9YsFQIz/ezIYMUlevhdWtA3og6R4BEB+Rk+py4EERZ75JHlc3eaHXoVsj00gsS0J7bidbiYpVCB/Pn5YTGcBHAdJANDS0oK9e/cmPD9w4MBUditgBVZWJ17CayaJTLx5xRrVLsXlScNIx2QGneO2h4EF/d3aSrcxTJIv0m1K4BmiAiH691gngJKMnlKXg598kjLJYvnJcTvOkQawbUnilHCbbkviZsqZNqwE/DFPZAEcBUnLly/HZZddhmXLlnH/L8wkMwAreW4vkXZNksXebXnFmnEiIA9GwQL7x4v6Md3mRLjNVrf5QLhNM0m0uNVrD6euAMlrJsmrdJuPTEqtmEmqLA+VboMkPx9KicvQQL57NWAWTJIVOPr0r7rqKhx44IF4+umn0b17d7fPScAKuAZlyorDD0GqjklKg5kkWZ0ZsUJqkFSkn3jjUQAOgiS/MEmOzSQNfJI8Tbcx4lpAvoaDeXIgKgwlU0dCdVs8s4J4o3RbW71sbEqnV90C13/L52aSvHQbIN8DrgVJbIsaESRZgaNPf+XKlfj0009RUVHh8ukIWAZvdeLbdJsHjtv9RgD53YAhx2sBAeA8KPBN77ZUfZKIcNsP6TYOkwTIk4QIktwBK9wG3GUnkoFX3dZaBzx6GDDgaOCy99J0TGWh6AfHbStjNZ1u0wVJHQAoY1w3zoMOmAWSwtGdMnjwYDQ2NoogyUvwNDm+SrdR55COtiTJNEmV+wK/2ySvmugVk5NBMh7Xp9h8wyS5YAHgNyYJkCfwCLwN4LoKWCYJUCbLTAVJ1PVFJum9m4DOZmDbwvSwWjz/LS+ZU0ttSSgLAF3K2cXzZavb/LCYzgI4sgC49dZbce2112LXrl1un4+AVeS6cDuZTxKg0crBIFVN4mDiZYM8Tx23U+zdlkd6t/lUkwTYr+6Jx9NTQdkVwPokAZn9znlMEnmMtgNtiYU/KYPokRDQ3reXGjwrbUmI/i6YJweN6WhNIiwAHMHRcuLGG29ES0sL+vfvj+LiYgSYlUBzc7MrJydgAitiQC+RKQsAIyaJRTBPDnacrMzYdKEU887o0Ey4HYsCr5wL9DwQOOMR/f8Mhdt+ZJJsum6/fBZQuxG4/lu9iaiAQZCUwcmRGyRR13DjDqC40t1jRqm+beQe9dInyUpbEtonCZC/r1iHy0GSSLc5gaMg6ZVXXnH7PATswgqF6yVYJsntoIJ2j7WCkBIkOQkKeANVLAKEPfDw0fkkMQN+7Q/AprnAtkXJgyQ/tCUhDB3LJNlNBW5bJF9jDTuAnge4d35dAeR6CXvFJHHSbfRzjTuBvoe5e0wSfNP9G/2QbjNtS0Ia3ObpH9OSbhMWAHbgKEgSrto+AFcM6Ccmib4BJfkGdbOShbxHy0xSCgEkT3juldGhWbqttU5+5AWlfvZJMmSSrKbblPdA3qOABp5wO5Pjg45JiuofAZlJchus2zbgP+F2QnVbVL8N+b7cLHrh6tNE659kcKRJchOfffYZzjrrLBx77LG46qqrsG3bNtPtd+/ejd///veYMGECJk6ciD/96U9oamrSbfOXv/wFI0aM0P38/Oc/T/nYvgLPoMyv6TbAfV2SXSYplZUkGejpQdcrXZJZW5K2OvIPxqcqov3tq3SbkSbJxrlJ1Hslk6OABppxTkWX5xRJ02073T8mL/hWqzl9ItxOMJOkNElAeho9sz5J9LkJGMJykBQIBFTtEfnd6McqZs2ahZ/85CcYOXIk/vKXv6CqqgrHHXccGhoauNvHYjGMHTsWhYWFmDp1Kq6//nq8+eabOPXUUxGJaBfTtm3b0KtXL7z44ovqz1/+8peUju07cK3ufZpuA9zXJSWzAGCRSlBABt18qhTXqzSVWXUbYZIAfVBKMywsk+Rluo1tHUFgJ9VALwgEk5QIVQ8T9IZN0X2HklIpmu4giUktA1Shggdjo1lbEqN0W9gmm2oFbLoN8MeC2uewnG6bNWsW9/dU8Ic//AEXXHAB7r77bgDAcccdh379+uG5557D7bffnrB9KBTC6tWrUViorTz33XdfDB8+HIsWLcJxxx2nPl9eXo4RI0a4dmzfIZuq2wD3bQCSWQCwUJmkFKrbwoXyRBOPesfA6IIkZoBro4OkTs0zkzAsgRBV8efhyprADeE2Pemlo4oy20FP0F4sothJXooxmqR0pNs4wbeXlhdmrD/LrtHCbSC9wm3AH3OFz2E5SDrllFO4vztFc3MzFi5ciOuvv159rrCwEBMmTMDnn39uGKjQARIAFBTIN0I0qp/8FixYgLFjx6K8vBwnnHACbr75ZhQVFaV0bF/B921JmHNwewKzyySlUt1CWLBQvuIGHfXOX8jMTDIZk5RXrOkPfNWWhAmS1IDWwgRBn79gkhJBT9CeM0mQr18dk5QGGxn1uqKYJF80uDVJt8XYICmdwm2P9GlZCs80STt27IAkSejXr5/u+f79+9vSBt17770YOHAgRo8erT7XrVs3/PrXv8aDDz6ISy+9FC+99BJOPPFENZByeuyOjg40NjbqfjwDt7rNz5qkNHW0tsokpZJui1GMh9fBhZlwm2aSaOaOrWwDfNaWxECTZIlJooOkLqxJctpqiJ6gvSjs4DFJ9HWblnQbaW5LV7d5aAFgyUySctwGKCbJRQbeyH1dwBQZsl1NBNEQESaIoKCgQKcvMsPDDz+MN954AzNnztQxTPfffz/y8rS867HHHosDDzwQr7/+Oi6++GLHx37ggQdw7733Wjq3tMPK6sRLpFu4TWstrCCVoEDHJBHa3gfC7QRNEmXMF00SJPmqLYmBJslKQJsLQVLjTuBfpwBH/wo48bf2Xuu5Jom5T9hUdWcT0N4IFJa5d0xu42QPFwWW2pIweqG0pNs4wm0/zBU+h2dMUo8ePQAAtbW1uudra2vV/5nhiSeewO9//3u89dZbGDdunO5/dIAEyLqlIUOGYMWKFSkd+84770RDQ4P642k1XJwTJLB5bi+RoEnymElKxQJAxySloerEDsyq21qp69ko3UbgKwuAFBy36e+zqwZJ2xbJ2p31H9t/ra66LcPp+Hgs8Rpl022A+2xShBckZUuD23Sm25gGt4AIkizAtSBJskkH9+vXD/3798eiRYt0zy9YsABHH3206Wufeuop/Pa3v8Wbb76Jn/70p0mPFYlEUF1djW7duqV07IKCApSVlel+PIPvG9z6TJPkRnVbqCC1/bgBnZlkEuE2gW/TbUksAES6TQYJcp0EN7p0W4YDBd73J8UTn3dbvM27rry8b3nVbUZMkhokZaAtCSCCJAtwFCRt3rwZ9913n/r3fffdh+LiYgwbNgzr16+3vJ+rrroK//rXv7B582YAwH//+1+sXbsWV155pW7ftMfRM888g1tvvRVvvvkmzjjjjIR9dnZ24t5770Vra6v6980334yOjg5MnjzZ1rF9DaFJkh9tV7el4pNEp9v8oEmyaQFAM0lea6sA7ZowFG7bDZK6qHA7lSCJ9hPL9CKKN8HHo4nvw20miatJIgGiBwtIs7E6ocEt47jtqpkkHYgF9McXMIQjTdLNN9+sBhObNm3CAw88gGeffRZz587Fbbfdhvfee8/SfqZOnYqNGzdi6NCh6NOnD+rr6zFt2jQcddRR6jZbt27F2rVrAQB79+7Ftddei7KyMkydOhVTp05Vt7vnnntwzjnnIC8vD+FwGIMHD0ZFRQWqqqowaNAgfPzxxzjooINsHdvX8H11W7o1SbnKJBmk2yRJ3yw0loxJ8rAkmsCNBrfpbqTsB3SSIMlBQEsYfjpIytT4QF9bgZAm2mbvHdfTbVTvNgIn13u0IzGAdwLegk4NWCX9eaXVTJJqjxIMydeTHxbUPoejIGnOnDl46aWXAACffvopJk2ahMsuuwyTJk3SBSLJkJeXh5deegl///vfUVNTgyFDhqhl+gT33HOPygqVlZVhyZIl3H3ts88+AGSjy6lTp+LOO+/Epk2b0L17d1RWJjZQtHJsXyPnfZJIWxKrwu1UNEk0k2SjPD0dMKpua2/Qf+9cJsknbRoIDH2SbHg46TRJXZ1JchIkURN0phdR5B4h/lxRRaOUoElyO93G0brZXdxsWwy8+FPg5LuA429O7XwkKjghSDCTZNqSkHvCzXGTPgZ7fAFDOAqSQqEQ6uvr0a1bN3z66aeYOHGi+j87jtsEPXv2RM+ePbn/GzRokO64ZgaRNILBIPbff/+Uju1rcJkkKmDwuidPgibJY8ftlKrblICDZpI8S7cxPknke6b1SIBBdRsv3Rbx7lpJyiQJTRKA1IIkejGVcU0SVRVKt0Sh0z7xaBrSbSbMqRSXF1jJFlc7l8rnv21x6udjyQLAoLrNzXGTJ+IXTFJSOAqSTj31VFx00UUYM2YMZs6ciSeffBIAMG/ePJx44omunqCAAcyq2wD5hgh55vCQ/nRbJn2S1JVpvr/SbYA8yAVC+vJ/ILkFAL2q9epaccNxm14Jd9UgqdNl4XbGNEmk1QbtyxPXFhjlA4G9m9MQJHGuK931HgWCSZpTk/vbjYDSSpENW92WViYp7K9KaJ/DkXD7qaeewvDhw7Fy5Ur85z//wYABAwAAb7/9Nv74xz+6eX4CRjC78ej/ewXVk0NhCdxOT2XScVtdERd4XxXGnj8Z5BKYJIsWALx9Zgo0Q0fDjheVYJLMofNJynCDW/W+yaOMLKl0W8Vg+bEpXZokjuM2YO39k/vbjXGUu6A1YJISNEkujpt02s9Pnno+h6PlY2VlJZ555hndc5IkqTolgQzAjMKl/+8VyE2fXyJPhl4zSan0bqNXpl6aMNId79XnlM+hlQmSkgm3dZNGBACT8soEXOndJoIkU+iq28i1m6GJkU63kd9pM8kKRUrRtldmy+gG0qmAZ1KqWxRYua7SzSQZaJLI+JKWdButSVLS6yJISgpPLQAEUkBSTZLHFz+5IfNK5EevNUkptSWhStW9FG7zvlPyOVtikjg+SYB3rFgynyQh3JZB0m1OWA1yzeiE25yJPx4D1n8KtNQm/s8p1HRbnr4En3xnxT00drPJxR5uqgWA0fVuhUlStnFjsWmqSVK+H9YnKS3pNopJ8lMltM/hKEi6+eab1VJ52gJg9OjRuO2221w9QQEDmFW3AT5ItynHzydBkttMkt3qthQYIJ0FgIeO20aTG5DIJCUTbtPXimfpNiMmyWGD265qAeC2cJs3Nqz/FPjv+cCs3zs7Rx5oJonW4NDl7ukYH7iO20Fo3kAWPkfPNEmsT1K6mCQfeer5HJ5aAAikAJ6Lqy/TbcrE7LYFgG1NUgomkDFauG2jPN1t8L5TMshZqm6jVtaBgFZd5LUmybC6zcpkJswkTaHTJJkwSc275cem3faPYQQ6SCLXI92WJBhOj/bGjKGMdVq7d2MuBklmTBL5fsg5qem2NDpu6zRJgklKBkdMErEAAOQgacKECer/nFgACDiAKgY0YpL8km5TgiQ3nWOBDFe38YTbXvSA4jFJynOkbxuZGHRBEke4DXgrQo/Hte+CnczspDRzQZOUkpkkXd1mkmIh17Obk7Iu3UYdm9bfpMPBnue4DWjXlSUmycV0G3dByzpuM15KaU+3CSbJKhwFScQC4Pbbb8fMmTNx5plnAhAWABkFV5NEBaheX/wqk1QqP7odJGXSJ0nX4DbDFgB7fgD+fSawaZ61dFu3fvJjLAmTBHjbmoQ+v5TSbTlgAeBWus1Mh+JmeonAKN3mFZNkJyBLN5OUNN2WbuG20CRZhbAAyFaQC54NEvxy8auaJJJu87p3WwoWAFF6sM+wcHvth3KAtOxV/XdKBlEyyLYxQVIyCwDA29Yk9PkZBUl2VvyAHCTZbLSdFaCDJLvvj2YxzDRJ5Bpw81rQmUlS91+6gySeJgmw6eROgiQXhdvcFlJMui3IVLelnUnqgveLy3DNAgCAsADIJIyChGAIiMW8zzXTFgBAGnq3cdKNZkiFNeExSZlKt5HJI9qmn1zYSiViJllGgiQLTJKXrUnUFXJAb0cAOO/dRkTB4SRGgdmGTkprRcxDrULt3RYyXyioQQEngKheA3zzJHDi74CKfawf26i6jWZNQmlI+RLHbSMmyZJPEkm3uSncpqbbBAsA5ZEEcuE0FIjQC2v2+AKGcMQkAbIv0rp16/Dxxx+7eT4CVsFLtwE+YpLSbAEQp1bIVpBSWxJqRZzpdBs532gHI7xkuponMEl20m1eaJKoCZSFnYmTvc79Kt7uaHJ27UmS/j3ZnbS5PkmcfaiaJM7/Fk8Hlr4i/9iBLt3GMZMMhtJzDZJr30iTZOm6ctNM0kJbkoR0m8KuuilT4Dluey3LyAI4CpKqq6sxbtw4HHzwwfjpT3+qPj9x4kR8/vnnrp2cgAl4wm3APxd/2pkkh9VtqTJJmRY7k/ONtjNBEvU9R9q1iZQbJCVLt3mhSWLSCzRsTWZpbn/jBtrqgX8MA1451/5ro+0AqJSI3cWPrsGtSSsKMyapo1F+bK62d2w6EKaDArpPmdvpNkmiNEnsooBZWJjBTU2SFQuATPgk0YyWXxbTWQBHQdItt9yC/v37o7ZWbzx211134S9/+YsrJyaQBEZMkl/s5v2mSUqmR3j3WuA/k/kBg84nKcM6njjNJNETHjXIERYpEAJKeinn5/N0m/peeEySnXRbFjBJdRuA9gZg9wr7r+1k3o9jJimUyD7SMNMkdbbIj6177B2b7t2mM5OkNUkuLzqiJgUBQa80SVbakjDMajrSkPT44Zd5IgvgSJM0c+ZMLF++HJWVlbrnjzzySHzzzTeunJhAEvAoXMA/jQsTqtu8ZpJMtESSpKUSdn8PDDha/3/VcTtfm8Azlm5TzjfCapKoPlyksq2ou5ZiIJMFna5hmSRfpNs4QxCZ3KxcM2zQ4McKt3aFiXHC2LFBn90giXbcNvPGIfvlTcrkHOy6cSetbksDkxSlvv+ERYGNwCMtmiSz6jaGScpYuk0wScngiElqbm5GUZF8AdK+SLW1tSgoKDB6mYCbMNQk+Szdlg6fJEnSD/5WYBYQ0JPxtsWc/1NMkmfpNgNNkkQxScWVlE9Su/4RSG3ScBusBoMGCaw7m5PvJxuCpI4m+dFJMJoQJDlMtyXVJJmk2wib1eo0SMrTFxqo333I/WuQVLbR75fADnPqpiUCV5PEVJclpNvSUPXHswDwep7IAjgKksaOHYtXXpFX3iRIikaj+MMf/oBx48a5d3YCxjBikvzgpEo3Ys1PR5BE3dhuaJLoiXW7SZDkheO2mm5jNEk0Xa8ySZWJ/ioRk5V1Oih9qzATbheQIKnFwn6yIUhSmCQnEy77GdhOt1GpHis+SWZMUkrpNlqTRGljUr0GP7odmPUH7W9aj8QaG9tpTq025HXTTJITJBmm28h9nC4mibRoEUFSMjhKt/31r3/F+PHjMWvWLEiShGuuuQaff/45qqqq8PXXX7t9jgI88FxcAX8I8ugghrAC6fD7AGxUt5mIlOnVOi9IivGYpExZANBMEmewjceA9nr596LuiUwSeW+hgkTWLR3iUKtg0ws0iNi/wwqTxGqSfBgktVNBkiQlTt5mYN+P7XSbVcdtE+aEXENte+XXWmVvuem2uD4gSCXd1rYXWPSc/PvJd8uLGCO3bcCe43a6G9zq0o9xihlPZ1sSXupVBEnJ4IhJOuqoo7BkyRIMHjwYY8aMwbJly3DqqadiyZIlGD58uNvnKMCDUXWbH5gkehBS020u3uz0e7Ptk8RbKVMTUf2WxCoecu46n6QMmUkaVrdR6Ta65Jml6Y1E2wCl/fEgSDJjkujAOhnDkMAk+VC4TdJtgP0gxy1NEu2TZNdMkqTbpLhcqWcVRuk2t8wkI1QqmQT6Rm7b5HiAPQsAVzRJHGkAr9qPPse0ptuEJskOHDFJALDffvvhsccec/NcBOzAz5ok+qZPhwWAjklyOd0GANu/BQ7WrC00JskDnyRddRs1yKlahph+xW7EJLGibSA94lCrsKJJAuR0U1GF8X6yKd0GyO+bFxgaIVVNklWfJDMLgAiV8mutBUp6WDu2peo2F6w56GMZuW0DNtNt6dAkUZyEjkmiPnM13ZZG4TbdokYwSUnhOEgCgJaWFuzduzfh+YEDB6ayWwErSFrd5rMgyc0VkRMmyWwVmRAkLdaCJEmiqts8SLcZMUlq9/CoPkhiB1dLTJIH3kJ0k1MWpIow1imLt+0ESVEfBkntDdrvdoPrVC0AdOk2CxYAvJQgfQ6tewAcZO3YRtVtMZeYJDqAUJ3pzYIkG4GH2uDWjSCJEkwT0EEKPSaxbUmkmL0Up6XzCCdqogQM4ShIWr58OS677DIsW7aM+39J9INJP5L6JHl48cd8yCSZtSVhV+u0LokevL1ocKtqIyLauQRDQFyZxEgrDkBhktggyYRJCqdB92AVZmaSgHzdtHUmF2+z17nvmSS76Tbm/du9r+m0PG0bkbAd9Rzd2iUW0V/rdircdOk26thumUmaBUk8TZIdDR65PqWYfR0ZC25bEmrc0gVJyvhCt9aJdQJBziInlfMQmiTLcBQkXXXVVTjwwAPx9NNPo3v37m6fk4AVGDJJJuLM9kZg2njgwNOA0+9P47mRATegud7Go+6tiFKpbjNjkgrK5AltxxLtXOmB2BMLAOo4JGAIhgGQqpg4ZVFApdtiHYpHks+ZJF66DZBTbm17k4u3s8FMMiVNUqrCbaKHoRvcciZG+nqORwAokzQbpLbYqHDjptso4Xaq1W10YKWm20jfthQ1ePR9Z7dfXsK+TCwAAO3+CwS1QhTCegHy+fLuX6fnQbuvC01SUjgKklauXIlPP/0UFRUVLp+OgGUYVreZaJKqVgG1P8i+OpkIkoJhvetttEOzBEhp/06q20yYJJKi6XsYsGs50NkkN/XsO1w/EIcoC4BM+yQBTJCkQIrpV+zsCtQsSFLTDx4wSWbCbcC6V1KCJsmHbUnaKSbJq3RbIEhVt5lokgD9tc0GaY6YJNZMkk4BptJTsSPxd9Wug+PXZyfdRjN+8ajzxZ0kQW0rwzOTBCiGmLqv6fvCLaaXK9wWWZ9kcFTdNnjwYDQ2NibfUCB9cFLdRm621tr0piWMgiS3Ss3tum0D5qJN8lnklwL9jpB/r1olP5IBNZgnB2QZd9w2YJJ45nw0kwTIK1RL6TafWQAAWpo2WbotG4XbdsCm2xwLt5NpkpigQD0+E6TZCpJ4vdtoM8kU020xXrrNjDm10+6GZtZS0CXRnzWvLQmgH2PU/wfcdyPXmUkKTZJVOAqSbr31Vlx77bXYtWuX2+cjYBWG1W0WvFAAoHFnes4L4JSqK/l83gpu+7fAD5/Z3L/Nvm2A+YpVZVsKgcIy+XdCgceYlalXjtuAxqrQFgB0dVu4QBtYAfnzzkYLAIAylLTLJIl0mw66BrcOmCQ2SHXMJKWhd5tOkxTRP8djktjKTzPEXAqS6MUqz0ySPh92weB2hZtuXPaBdjVL4CjdduONN6KlpQX9+/dHcXGxrjUJILctEUgzDDVJRNDLoVHpFUnjDqDH/uk9t2BIPp9wobzC493s/z1f9l657QfrpcVOmCRTCwCabVF+V1em1EAPpFay7ATcdFtIS6fqhNt5ygq0QA7uoh3ZaQEA2Ei3UWLUeNSfTFJ7CkySqw1uLfgkAfqAiQ06bWmS6CCJ0sCkU7htpkmy42KtY5JSCCR0TFKSdBtb6RnOBzrhDpNEVzvr0m1CuJ0MjoIk0pJEwEM4qW7TBUkZYpIAxQm3LfFmj7RpK9OWGutBkhMmydRMklTEFCX6o9AeSUDmmSTdqp5iktR2BrHEcwzTQZJfmSQTCwDAuus22U9BN1no7TcLgFhUnzKzm6ZNSLfZCJJoPYxOk2TS4BZwkUnipdtoJimUWrWoTrjNWgDwmCQb1Zy69GMKQZIhk0Sn2wiTxCwY3GxNojOsDJlnHAR0cBQknX322S6fhoBt8AzKAOvptobt6TkvgBMkFQJoSKS5afdeOiWRDJKBHssMVtqS5BVrARMZSMlnRvQMbusEkoGXbqNZAdZMEpAngw7IgZL63kyCJE80SVaZJIuaJBIk+Y1J6mC0mymn22xMajRLYNUnif2dXD/BPDmQcTXdludius2CT5Kdas60aJJoJolOtxFNEptuo2wYUgXr6i2YJMtwpEkS8AF4Vvf030mZpB3pOS8gMUgyqqIiPccAuaLM8v4NKvvMYMVxO1yY2HaEDUB8kW5j2pLEGH0Prb1QmSQT4bYnFgAWfJIA65qkAkVL5rsgibmu7fokpdLglhUNW9Uk6dJtyudZPkB+dJxuo80kaQsAt4XblD6PhZ1qTtc0SUygSoN8H2p/RWbB4OYihn4PgZA+/SlgCsuzTCAQULVH5HejH4EMIJnjNtcLJVPpNiYdZjQZO2aSnFS3maXbKLaFXb2xQZKn6TZKkxTgMUnK50zT9EQPQ4TQNLy0AFADO4MgqaCb/GhVk0SYJ98FSSyTZDfdlgqTxKR6zBYKsSTptop95MdoW6JOyghG1W20qWFKmiROuo0ttKBhVbgdj0FNUwKpBRJG1W2ANj4a3aNuagYNmSRhAZAMltNts2bN4v4u4BFSrW5ryCCTZLQiaqNa2ljp+K7u30l1m0m6TXXpLU4ctFmWxqvebQDDJFFtE2ifJICaDDo0tq6wInHfXqbb1O/QKN1m0wKABFV+C5LamSDJtgVACsJtnelq0Jw9MEovkeOX9tFaxbTuAfL3SX58HpNEBzahsPl9mQx0sKNWtzGLGhpWLQDY7ygl4TbplxZMdO0mYzVpW5PfTf9/N5tps4yW0CRZhuUg6ZRTTlF/f+edd/Dkk09yt7vuuut02wqkCUZMUtAqk5RJTZLBiohOt3nKJFHiZlYjYcgkZSrdRg1iOgsATvpC1SRRTBJh64o4zvh+tgCwLNxWPh+yCvebBQB7XdtN3ZAgMVwksziO020ONUmdlF6vuAfQtEvWJVU4DZKowCbldJtN4bZVZoYdI9ywAOCllYNMkMQySW62DdI1tw1Q44fQJCWDI03SU089xX1ekiQ8/fTTKZ2QgEXwmiYCSZgk6mZr22udNnd8brRwG4mrfDrdZkuTZKDHMoMlC4CixNVbgibJxdWdFfAmLJ2ZJNOWBNC3JiFsHa9JbJewAIjqt/cbk8Sm22wzSaRljsIypJJuMxsbDDVJSpCWXwIU95R/b7Eo3ual2+hrLVUzSZ7jNlvpScPqoiCBSXJBuM1b0JHnyDWSz6bbyGLHxSCJjJmiLYlluCbcliQJ33zzDXr37u3WLgXMoFZ42WhLwt786dIlsekwIhpmJ7CUmSQb+je6LQmbh9cxSawmyY/pNrq6Lco5R1qTVC//bpZu86UFgM0giQi3/WYBQFgCAtvVbUpgTExObTFJTI9Dy5okuliAZpIq5d+tVrjxqtvo1G46ereZCbetppfZz8cVJokXJCnjV1ImyUVNEvkeAoJJsgpbFgDhcJj7OyAHSfF4HFOnTnXnzATMYaTLsVrdBsgVbj0PSMO5UWZxgFZ+zqZCdMJtB5okJ21JyPnRaR66Asxquo0EW+kuVNCl24yq25iJgRaoqum2isR9+9kCQHXcTqZJIuk2n2qSUhFuS5L2/gscBEk6TVLAfGzQOW5T4wRhkvKKgBKFSWq1WOFGB+/cdFuKPkk8CwCVSTIJkpIJt13VJJnYlbDptgRNkot2I3Em7SfakliGrSDpgw8+AAD85Cc/UX8nyMvLw5AhQ7D//mlycRbQw0iXYzXdBqTPBoBdtaSLSXKSbiPnxwuSwoUc4baBBQBvP+mALt2mfEa6dJuBTxIgp9rI5JOtmiS7wu1Yp8yEGDFUmUYqFgDRDqhVVmq6zU6QRHmp0UFSMk0SzwIgv0TWJAHOmCQ23RYMp96fTGcBwDJJnHSb1WrOBE2SC2aSPLsSVridUN3mZrqNGTPNtKsCOtgaSU4//XQAwOTJk9XfWVx33XWGom4eli5dimeffRZVVVU47LDDcMstt6B7d86ArqClpQUvvvgi5s+fj3A4jOOPPx6XX3458vLybG3zxBNP4MMPP9Tte8iQIXj22Wctn7unMGKS7KTb0lXhxgZJ+SRIMmGSSFqlYTvw6VTg2GuAfY412L+TtiR0V+2I3lxRxyQlqW7T7acz/UESPWCr3lhhbZDjpdtI8NNUpWyf5+O2JEnSbZYdt6kJJtoGhLrxt8802Oo2O4wJfb840SSx94mRcJsteTcUbhNNkgUmSZIorRyHSVI91Fw2k7TCJCVjTtlANl2apAQmKZPpNhEkWYUjTdIbb7zBfd6ucHvBggUYM2YM8vLyMHnyZMyZMwfHHXccWlv5guJ4PI7hw4dj7dq1OOOMM3DCCSfggQcewKRJkxBXaE0r2wDAqlWr0NLSgptuukn9+eUvf2njU/AYRlUTZmW+ZCAhN0jamSRWk8R8rzwmadXbwOp3gIXPGe/fCZNEBzNGTVHziijthEG6jRaEptsrSZL4AzQtwpXiiWJVMrg275Yfiyr4aUFPLQCYQZsFrUky83JhhduA5pruB6Qi3CYsWihfS6E6YZJUsa6BmaSZUFkn3FY0SXs3JQ9eYxGogVe4MNECgCw2XOvd1qHfP49JssqcpqW6zUS4bcgkKZ+Rm8LtAHMtiCApKVzjpJ0It++66y785Cc/UZmnSZMmYcCAAZg+fTquv/76hO0DgQC+/fZb9Oih9fg64ogjMGrUKCxevBijR4+2tA1Bnz59DBkx38PQTJKqemJBBqLygUD91jQGSUwAp2qS2Oo22idJCZLIKrWtzmT/DtqS0AJ3dlJQfZKKTNJtjHAbSG3wtAIj1oDWJPHSbSGGSeKJtgFv020s+8WCpNukmPz98NqqANpnFMrTyuQzYQPQWgcseQk4/HygrL/xdqlYANAMp5Ou7WxxB61j050Tcz8YMUkkUNs0D3hoCHDEL4CzDLIGtIA+r4hKtxEmibBbKVhq8ITbqpkkpy2JVeY0U9VtZEFrqElKgwWA0CTZhi0mKRwOq4Jt8jv9c9xxx2HKlCmW9tXW1oZ58+bp+sCVl5fjlFNOwSeffMJ9TSAQ0AU/ANSgrLm52fI2BMuWLcO5556LX/3qV3j++ed1TJPvoaZeDFxczTp9d99XfsxUus2ScFuZTEjgRAdQLIzeuxkCAb3oWt2XxHfcJhMH60EUCGgDXrqZJKPUTFKfJGWCaFaCJJ4eCdBPGpl23qX7d/FAgiTAXJdEX2tGwXg6sOTfwGf3AF/9w3w7km4zqywzAs3iOHl9QrrNKpPE6d2WXwwcMAE49v9kj6R4BFj6MtBcbXDuhM0L6Kvb6BQc/Zgyk9Spf8403WZTk5RKmbwVJolIDdJZ3ca2sRI+SZbhmXB727ZtiMViGDRokO75gQMHYvbs2ZbP6ZFHHkGPHj10DJGVbfLz8zFx4kSceOKJ2LFjB+6++268/vrr+OSTTwxbq3R0dKCjQ7tgGxsbudtlBGTwCjMrbCttSSr3BTbNzaBwm4hwqSBJkpjebcpAQRgkOoBi4cRMEpAH5HgksZKHfFZWzCTJfqKx9NsAGE2IOuF2NPEcSapBDZIq+PtRy6Ql+f3yUhTpQjILgGBIaTjcKgfQpLLKaD8kSGpDZmwAmmvkx5q15tuRdFtxD/n7sBNY09YURgGOGdjFRNCAZU4Imjj9AvNK5PM4/QFg4v3Ao4cDDVuB2g1AKSd7QDeapUXjZMJXNUkum0nGrKTbklW3sZokN6rbOAs6NnDKiE8Sq0kSTFIyOBJuL168GMccc0xKB+7slL/4oiL9JF9cXKz+LxlefPFFPP3003j77bdRWsrpTWWyzf3336/7+7TTTsPhhx+Ot956C+eddx53Xw888ADuvfdeS+eWdpAVKvFPIbBiGEeYpPZ6eRCkV+1uIEGTxFnhR9r0g5zKJNVr52a4fweaJIBP7dPsFle4zaTb1P20p59JMto/zSTFo1TAwTBJZIJOlm4D5Mkrk0FSMgsAQJ40Iq3mTBK9Us8kk0Q+29qN5tuR+7SoUg6S7ATWdKrLzC3bCCyTZFWTpLMAoAI1gkAA6LG/HCTVbQAGj0k8tprCVq5FMimzHe/JNSvF5IDCDjusY5Ii+ud4TBJ5Lh6VPxuj8SNjmiTmvRpVtwnhtqdwJNwmAVIkEsEPP/yA9evXIxKxN2FUVFQAAOrq9NqT2tpa0+o2gtdeew1XX301XnjhBZx55pm2t2GDqmHDhmHw4MFYsmSJ4THvvPNONDQ0qD/btm1Lep5pgSRpeezCcv3/rKTbinsAJb3k3zd84f75JWiSOMJtNgiKtMqva1Wuh/YG4wnBKZPEW41HqGqbEMcBmE1lAalV5NiBoSaJMpOkRcpsdRuBEZNETySZbnKbzAIAsGYDQAcCRmnddIAwn43bzYMymkkC7GlvUk23OdUkGaXbaPRQ/NVqf+Qfm7bVoI+dUN1GW2rYvJ9oRkh13LbAJNHb88CyWilpkkwKFNjxi9UkWe01Z+s8GMdtoUlKCkdBUiQSwdSpU1FeXo6DDjoIQ4cORXl5OaZOnWo5WBo4cCB69uyJpUuX6p5funQpjjjiCNPX/u9//8Nll12GadOmGVakWdmGRjweR319PfLzjVfTBQUFKCsr0/14gmi7NqAUsEySycVPp2WOVD6Tb9LQRsaKBQBhjOiBoaNJr0Vi3YrV/TtkknjGdWzakgzaydJt7H7SATNNEhlg6QmaFW4TGDFJwaDG5CRLQbiNZBYAAFXhZuKhpUu3GfhxpQO0ILtuE38bSdK2I5VhtiwA6HSbkyCJ9cYxYpIM/qbNLPMYtjlZkESCEDVI4vgkAUy1qM1ggNu7zYImCTBnZzJtAUCQwCRZ9HWydB5MkKQupg20iI07gZr1qR+3C8BRkHT33XfjxRdfxOOPP44VK1Zg5cqVePzxx/Hiiy/i7rvvtryfSy+9FNOnT8eePXJF06effoqlS5fisssuU7d59NFH8Zvf/Eb9e8aMGfjlL3+Jf/7zn7rtaCTbJhKJ4LnnnlOF2pIk4U9/+hMaGhp0QnLfQvVeCSTmsVUalXPx0xVFo66WJ8it84Ed37l7fobCbWryIkxSaW9tou5s1le1GaXcjFqyJEOQwwCx6QTL6Tb4I91GB56sBQCBkXCb3jbTNgCsKzsPVly36WtN7RGYgYCPLoGvM0i5dbZogYoaJNmYcNUApdg4wDGDZZ8kAyYp2g61jN+QSdrAP3aUua/Y6ja2hQ5g/35i023xuHbuvLYkwTAARW9qFngkfB4ppKTspNuMNEmupNsMHLeNNEkv/AR4bpz1Pn1dGI4sAF566SW8+eabGDt2rPrcsGHDcMghh+DnP/85HnroIUv7ue+++7BixQoceOCBOPDAA7FixQrcf//9OP7449VtVq5ciQULFgAAGhoacNFFF6G8vByvvvoqXn31VXW7m2++GRMnTrS0TSgUwsqVKzFw4EDsv//+2L59Ozo6OvDqq68mZbF8AULhF5TZrG6jWJGyfsDw84DlrwHfPAX8/Hn3zs+KTxLdnb5trxwcNVfrGQ0j8bZjTRIv3WYUJBlUtwEa25R2CwAT4TYvfUGuBavpNrJtZ3PmbQAsaZIU9sLMk4fLJGUg3aZjkgwCBbJNIEQ5gjswk3SqSUrwSTJgmRM0ScrfdKEFa0baQynQqd3A1xKRQJVciywTRjMagaDi95Uik0QHE7wGt4GAHEhH28yZU1ctAKwKtwOJ2lCSbnODSSLpYRKImWlXAdkiRooDu5bJVY05DEdBUl1dHQ499NCE5w899NAEjZEZSkpKMHPmTKxevRpVVVU49NBD0adPH902N998M+rr6wHIou733nuPu69hw4ZZ3iYYDOKJJ57An/70J6xatQrdu3fHAQccYJpq8xWMRNuAtbYkZAAZc60cJK16BzjlXqBiUOJrnMBIk0QPunR3+oJSOUiq36rfj5ENQCrVbYB+0FNXvMX6bUyDJBe1AmYwDJIoM0kykdLnx3rEGKXbAO9ct+N20m0WNEnBUGZ9n+ggyYhNURcz3ShrCQc+SflOgySFBSLVukYpOyMmiWiiaDNIgop95AA31iHrsir20f9frW5TFh8JizmGmY11pM4k0X/zmCRADjyibeb3rpsNbuOc8YOAHr/ySxMNX930SSLXqxokmVVBR7Xnq1eLIMnJi4YPH45nn30Wd9xxh+75Z555BsOHD7e9v0MPPZQbdAFaYAPINgPJzB+tbENQUVGB4447zvqJZhr124AVbwDH/EqfMukwEG0D1oTbJBDodzgwaDSwbaEs4D6an760DSu92+ju9ERXxQZJRuk2VXdgM6g1TbcV6vfp+3SbMshFmPQFkPi5JGOSAA+YpCQWAIDeddsIvHRbJvRVtE7KKN1GL2acXDO0HsgNnySj9I2RJkmtruMYeQZDQOV+wJ51cpBoFCSp1W1MkEUHx6F8JUhKhUliXm80NoQLATRkjkniaRoJ6MCT1SMB7gq3CRtLjmM2T9CfTdXq1I+d5XAUJD344IOYNGkS3nnnHYwaNQoAsHDhQixbtizBP0kgBXz5N+C7F+VB6thrtOdVG3sek2TBJ4m+YcsHyUGS2URkF1bMJOnu9GQyTGCS6vn776SqfuxATZNxhNsqk5Rt6TYlyDNjkvysSbKSbrMcJGXovdCCbMA4SOqg7lPetZcM6nVebFy+b3qeTLotz0CzleC4rYwT6r1hcJ/1OEAJkn4E9j9Z/z+j6jYCXZDkcNFBT+axTv3iycDrzpIY2k0zSTNneZZJYqH6JLlwPSek20zmCfp41atSP3aWw5Fw+9RTT8WqVatwzDHHqMLtkSNHYtWqVTj11FPdPsfcxd4t8mNLjf5503Sbxeo2gnxOKixVGFW3xSPaoKFjkhS9htV0m1qWbDNI4qUsWE2S2ruNZZKozyxTTJIVM0ly/nQ1D5tqME23uah7sAMrFgBOhdvpZsWiHfrvpnEH//4hgVQBzSTZCHJI772S3pSeLgWfJLIQiLbpCzuMHLeNyv8JeuwnP5J0I70fo+o2ghDDJAH2GBNJYpikCHWvGqTaAIqdMatuYz+PVIKkFJikdKTbCpggidu+ivpsatblvE2A495tBxxwgNpzTSBNaFIGSbb/Ey3cZmFmN89b1ZBVYsRkIrILI+E2IA+8oXI9k1RgwCQZpdvYVZFVqNooiplIWt3G+cwyZQFAjh0I6VezOp8kEiRR52dLuJ3BFBWNmA0myVS4TWuSSMCX5vdC348F5TJjtHcT0GeYfjtdus0B+9i4S34s66fZDDhy3FauFZphjHZozJKRJUAnw7KyoG0Alr4CfHALcPbTwGE/N65uI+AxSXbuJzZwoJkkM1NUK9e7m5okM2kAzXbxxjI3023qmKksSM3mCZ3/VLvMlPY8MPVzyFI4DpKi0Sjef/99rFmzBoCsK5o0aZLa203ABTQpgyQ7SVhhkqym29LCJDHC7VC+VsESaZO1VDSTZDvdlmSFawSSdqL3q6YFmCCJOACb+SRliknKL9VSN4ABk0Sn26ggKVRg3ByW3jbj6TYSfJppkpQB3TTdRl1rmWKSyCIlv1Su8tq5RJ5I2CCJ2FkUljsLBMj9362/rE8EnKXbyJhAXwfRNi1IMmSSkqS1SZC0cymwZb58DW35Wg6SEqrb2CCJs+iwcz+x3zFd3WbGJFlhTl3VJFlMtxE2nYabRRWqJkk5jpkFAPvZVK0UQZJdrFmzBmeeeSZ27typ9mr78ccfMWjQILz//vsYOnSoqyeZk4i0a4EEGZQJ1HYTHOG2neo2gNILpYNJIp4cAZmx6mzSUie0BQBhxMg5kJ5dRuk2p5okNUii9pvAJFGDWTzC/8wylm4jhqGcIEk15yPCbTqIoyYJMxYJ8FC4bcMCwJImia5uSzOTRDOZJEjiVbiRwKZ8IJXGtXjNxGMak1zWz6Fwmyk/D+VprGSkHSAxU4ImibEASMYkte7RniOvSahuSyLcBuwxJuy20U5tck+ZSfJAuG2mSUpLus0ikwTI4u1h56R+DlkKR5qkq666CkcddRR27NiBFStWYMWKFdi5cydGjBiBKVOmuH2OuQmiRwASJwkz4bad6jaASre56FLMs+JnDSVJAEin2wjU3nIGjttO023cIMlAuA0oq1Mv020Uk0SDZyZplG4zE20D3lsApNyWxANNkjrhdAMqFb8gnldSAwmSBvHtJ8zQske+hwNBRpOUgnAb0O5DugmwEXOSTJNU2ifx2iQLnWTVbSFOus1OMMBO5FaZJCsprATH7RTMJM2CJB2TlKl0G6tJMllME1TndoWbIybp22+/xZYtW3Q91rp3744nnngCQ4YMcevcchtNVJBkK91mk0lKq3CbMziTIIkwSbRwm6DHfnJVhVG6jQ1srIIXJKmDOYdJihkxSTZZAadQ020MY0an28hKkA6MaO2JmWibfp1XFgBmPkmqcNuASZIkKhDIZJBElVMTU0Vea5KG7fJjxSCgWSm+sHrNNO2UH0t6ywGFI58kwiRR92G4UP486Qo3o4a3tOM3D4EA0PsQYPtioOdBwJ712jhip7rNiag9Id0WscYkWVkUuMokmSwGkjJJbqbbqMCePrYlJim3K9wcMUmDBw9GU1NiP6XGxkYMHjw45ZMSgKZHAOwJt400SfE41QqCTrelQ7jNaJIAvRuyJOnNJNkBgjBJGUm3MV4wxAEYUFanPE0SYxOQLtAtFnTme6HESceQSaowP4bXmiQrZpJGwu04I2Z3s2TaDPSE032I/DupRCWQJCrdto99JokWbQPa52SnHD3OaJIAa0ySagHAGK3yMOkfwE//Bpz4O+U1JN2WpLrN7XQbzSSxFhg0rKRkM+WTRH8vXE2SA4bNCAlMkiIa52qSlM+xbID8uHezOZvbxeEoSLrppptw8cUXY9GiRYhGo4hGo1i0aBEuvvhi3HTTTS6fYo6iyUK6jWsmaSDIo1dH9ISaCQsA+jiRVvmHnA+PSapUSosNq9vSqEkC9IM2byWYqcCCbgJLnx+dbiMwEm4nY5K8sgAwW2ETJHPcpievTJpJEiPJ/G5At77y78279WX17fXaduUD7afLCJPUrb/86EaDW4Df386IOVGF2yZBUt/DgFFXaWMR+a6iDJOUUN3GE27bSbcxjXJ1Pklm6TYLZfVp0SQ5YJLcZHlZM0mVieb0+KSDpJJeACSgem3q55ClcJRu++1vf4uWlhaMHj0aQWVSJs1iV69ejdtuu03dtrnZRZPCXIIVJslUuM0wSTo3WlqTlIZ+V1xNEnUckkYLhuVAxyhI6myWJ1N2gEknkwTIgUO03TjdlqkUla5yqwAghwuGE3tBGQq3k2iSvLAAiMehNk5NRbidECRl6HuhmaRSpY1SrFO+rkgjW8IiFfdQ2orYFPsnMEkuNLgFKENJmklS9qn2UGOF2xbuM3YciTCapAQmifrbasuW7d8C8x4GTvuzdl/mlyqLKUkbF1JNtyVoklxIt/HapCTTJJFzlWLyd2m3VyUNO5okVXRfAPQ+FNg0F6hZCww82vnxsxiOgqRXXnnF7fMQYKHTJDXJET+hSNtN0m1Gwm16cNZpkiyIY+0imSZJFW13l98TGySRFAYgB1SlvfT/dzVIIoM5tVqmS5J5jtuZCixocTOdQqAdtwkSLAoCACQL6TYXO41bhY7VNNMkKddFpJU/SXjFJNFBUrhAZuva6+UGzSRIInqkcqUfol2xv1r+zwZJDjRJdN+0MCfdRs6JVKBaNZOkwTLSyarbeIUQyZikpa8A6z8B+h8JDFbaSRWUUVXAyvdihUmyo0ni6XasIpXqNjrYi3UCQRMrD9NziGrfJZkzTP30iLarAChVmFLCbGYKW76R5wGySPAQjoKks88+2+XTEEgAzSSRVVJBqRwsqek2G5okcuEHgkzwkg4myUST1NmqF20DiQNESS/5Zu5olAdANkhK1i7BCHSQRIJOVmAKMOk2Dl2eKcaCLpOnV6LBIGfSoQbUQEDePtpuQbidIbEzDTpgt8IkAfL1z17vdMAQCFlLpbgBNnXRra8SJO0Geh8sP0cq20jTaDUtZFWTpExKZamk2zgd6HmtScj3kVckB0lWhds0WG0jzUYA1swkk31vdNEHuV7pBRZhS0wtACykytXrU1lopCvdllSTRL2PaIe535kZaCaWddw2690WLgS6KUxpU5WzYztBzTrghdOBfcYAV3ySueMawJEmiUZbWxumTZuGv/71r1i+fLkb5yQA6JkkQLvQI63ahc0VbhusOI1WNJnSJNHBWGut/HtxD/mRHiCI+SFhQNgKN0miqGOHQVKsk0oLcCrldEwSL92WocBC5wHEMEkJJdXM90omg2RMkhcWAEb6OBY6h2gOOxSn0kTBYOZ8kthKoVLOREKMUcuVxq8pM0kuNLgFkjBJRfpj2KkiZccRo3Y/BFzhdpLPhnyvHY1akJNfDDmYgYtMkvL+yfXnSnVbEgsAM58kej9OQMZLerFFV8d2tgIrZmhjbZTDJDUz81E6QYogjHoiZhi2gqTFixdj0qRJ6t/xeBzjx4/H1VdfjXvvvRejRo3CvHnzXD/JnAQbJJEBgKTaAiF+kJAs3cberOoKsJUv4nMCXuUSnW4zC5KKK2UmhDAgbIVbtENbIdsNkvJLNOaC7Jcn3CbbRNu0z5FX3Zb2dBupRmSZJJ5wmwk2yACfVJOUoYowGjEmTWaEQMA8hSYxjGWmGD5auA1oQRI9kRgxSZaF20ST5LJwW70PaSZJ2ScJhshYQe4NK+k28lrSn9FRdVuyIEnZZ3uDXqRNXm+FSbKkSSJBoxtBklm6jWaSOEFSIEB9Nilc0yzzCeg1SUteAt68Evj6Ufk51aC2wBsmiWhujSxgMgxbQdJDDz2Eq666Sv37ww8/xHfffYdFixahqakJ11xzDe6//37XTzLn0NlClfkr4mwSJKnPd+N3ulZLOw3Sbexkqg6AknuGkqbVbS2aQy/Rb9BBEpnUCQPCVrjR2im7QVIgoB2TBElqjymaSSKDLsWu6dJtGWKSdOk2VpOUhEkiK9PinubHIPv1QpMUDBt3aycwC3zY68wLTRKgTSTN1do2qiZpoHKONoTbna1aSj0VTRJXuG3CJJF7lIwVarrNwn3GpkYTqtuYqUbnk8Q0lTYCuUY7GindTL527ZNgINUGt6r1BmHW3Ghwm6QtiZExrhtML9u3DaCqoONaQE4CITXA9YhJInNcrMNdk2OHsBUkffXVVzj++OPVv2fNmoUJEyZg5MiRCAaDuO222/D999+7fpI5B8Ii5ZVowjVyoatGkpzKNsCkus2ISWKaz7qBOG8FS4KkNqBV6WlFmCTaB6hICWJ4fdYATfMQLnRW7UH2S85BZZJoTZJyLnQun1vdliEmia7cIn+z6TZ29TzxL8AJt8kiVzN4YQEQ4zCNRjALfNR0G9PANZNmkgAlbqUmEtUjiQi3bTBBZNLKL9V0WG5pkngWACpzQtggi47bNEL5VD/BVk51m4mvl20mqZFhkpR9keCVV0lGYOUaYSvSUgqSTNJt9PjF0yQBzr2SOltlfyMgsSUJoNeukjGQfN8xKkiimSS3Mg3JQFdzG3VdyCBsBUmtra0IhbQvduHChRg7dqz6d2VlJRobG3kvFbADMth266vdPGq6zUS0DVhIt+Ulbk8GDrcq3JK1JWHTbYD2PgmDRNJtRkySXbdtArbCjWeYpzJJ1OcR9IBJUtNtYYZJCiVnkob+BJjwez2lz4MnFgDk+jDRIxGYfdZsMO6FBQBAeSUpK/FIO9CisEoViibJDpNERNtkv4BDx23y+SQxkyTfB/mf1d5tNAIBqlK2lWIjjHq3cSwAkgUCUQMmiXzvZFHDC0jYY1nRJLEaLSew2pbEiElyWoww41fAYyOAPT9o1yt9DFq7Sq4FMgbwmKRYh7FvnduggyQfpNxsBUkHH3wwXnvtNQDAhg0b8N1332H8+PHq/3/88UcccMAB7p5hLoIWbbKuw6TRaUEyJsmicBtwv8KNGyRRVgPcIImkhwiTVCE/spoktfzfZt82goQgycAnif5fMMyUUWcoRWXGJJlZANiBm/2hrEIN2G0wSTzanb3OSGoi1pHeVW+CcLu3/EiCJJJqyyvRrjc7wm1WtA04FG4btCUBjKvb6HNUzSQtprXzqJS6mm4zqm5z0AtRxyRRFVhpY5LcFG6bmEmy9zcNp0xv9RoAElC1UgseabbKjEmiWbq8Qi1rkSldUjtFtGQqMDOBrSDptttuw3XXXYdRo0Zh1KhROOKIIzBmzBj1/2+//TbOO+88108y58BlkpQLx6xvG5DcAoA3mdIrQDdglUkqofQypFJP1SQZpNuceiQR0EFSLJJYyQJok7fRytQTC4Bk1W0WWBkefM8k2dEkURNNOr+bBOE2SbeRIImk2gZqmis7FgBs+T/g0CfJYoPbOJNuI+doh0kCtLRcR7M23liqbrPIstGaJHUipzRJVpgkKxYARtV+TmCFScovNdbmORVuk4CxuZov3KYzDmqQxDBK5LPKtC4pm5mk888/Hx988AGOPvpo/OY3v8Gnn36qOm4DQHt7O6655hrXTzLnoK4kqSCJDABmfdsA++k2QL8CdANcTRIJkjgWAIDGDBFNUrJ0mxWdBA90kESzE2bpNsMgKVNmkjwmKUm6zSq8tACwEthZ0SSxwm2j7d2AJBkLtzsa5GuKrWyjz9GOJolmklSGOB2aJDa9FJHvYTIxWw2SCFvcVpd4PDbt66R3G/lOY5161ogVbpsxSVaYmRizcHJFuG1S3WakRwKcLcgkSZsnmnYnBvWA3gJAtUNp058zef+ZrnDr8BeTZNtM8vTTT8fpp5/O/Z+obHMJKpPUTwtuWAsAQ+G2gd28abqNYnncALe6jVgN0MLtSu3/hFUi5dRG6TZVTOqUSaL2q77fgH5gtRwkZbItCaNJSmhLYjIxmMFLCwBLwm2TgJQNxmmn8XS9n0ibFnyQlXlBmfz9RNvle5cVbavnBmvpNi6T5JJPEr1YUbdjmaSI/v9WFyRku1ZOkJTAfDowk6S/0xalQpa2ALDkk2SBOY0z6TY7TYVZmC1OyT1sJh1w0kw72q5dJ3TFpZEFAAmYBZPEhSPHbYE0g063kSChg2GSkgq3naTbMiDcbtursWI0k3TSnXKfoEN/Jv+t+iTV6/fN9iCyCx2TRKUTaLqbrW5LCJIylKLSpduo75OrSUox3eaFBYCVc1bTQxbSbcRXKdqWvvejDuABjTkJBOTgvn6LPCkRTZKOSSJBUlTfYogHepGkvt7lBrf0tctWt0kxbbxBQB+gm4G8njDFwbAWDFkyk0zy3nRBUo38SFsAqJWvZuk2C6yVmipMs08SCRx5HkkETppp05qe5ioteKXHTNUCQEpkkmjhNpA+Jqlxp3z88gH653VMkvfVbSJI8iNoup1Q92x1m1G6zVCTZCXdlk5NknIMMoEEw/r30He4/EPA67MGuFjdVq9NFHnMJJDAJLFGjZlikqjvjJ5UXU23eWkBYEeTZEG4DciTYLQtfd8NHaTTKaRufZUgaTewW+k8ULm/9n+aOYlHzQNEkq6iNXtOqttUJolT3UazxqwGB9AmqvyS5F5WBGSxRYKkMLW/hOq2vMTfbTFJSpBEM0kEZkySUXp51/dygHvgqVS6Lc2apCClSTI8X2Jsa+P+pJmY5irtOuJaAMSAiLJvnnAbSA+TFIsCz54AQAJuWaNn8nUWAPXuHdMhUm5LIpAG5BXLPzpNEptuMwqSHFS3ud2axEyTRFZExT3MB98SpV9b6x6951Nnquk2AyaJBmsmacgkZbItSRKfJMfVbV4Itx1Ut1lhknTbp+n90GauNEiF2+6VckURAAw5Qfs/HRRY9QPSfedONElKhR9Pk6RjkhjHbUBbjNlZjJBtycKGPv9Ue7dJkp5NIem2cIHxIoYH3vUkScArPwf+M1lm8RKE2+lKt1lgktSKTTtBEsW+NFeZWwDQ1W08CwBAs6Jwk0nqbJLH9tZazc+JQKTbBJLimq+0AW77t/Ijm26zLdw20yQxzSlThRmTRECn2ngo7Q0gIO+rtVZrcuu0bxsBEYa31Wk3IHtu5Ly91iSp2p08/WcZCLmYbvPCAiBNmiTd9mlOtyUEScpEsuJ/8mPfw4AS6hqn36vVUvcQExgDLrQl4Qi3eUwSCZLsFEjkM+m2PBMmKcRLt5l8LvGonh0nPlRhDpNkGiRxqsUatmn7a9rNaUuSLuG28hnkd0v8n3q+DtJtdJDRUsPPPtCaJNonKR6nzCSV989ru5MqaCazbiPQayj//AWTJGCIQED+STCTtCjctpNuc51JciFICuVp29A3Z8rCbYpJIgEoneYDOCXFzGcWMpm43QSdblP9ZpRmrmy1kNnEYAYj5qVhe/oaTMbtpNtsmEnqtk8Xk8QppwY03QZZFe93kv7/9DWUbNKN8Zgk5V6yIyLmCreV+5BOX7I+SYBDJolNt1Fp7EBAz2jxNElmwSP7/av9xfITNUh2hdtVq7XfO5pcbnBrEiQdeCrQZzgw/Fzj1ztJh9OaJCkup4EBAwuAuD5goVPV5HNNB5PEBkkEbNGAD5gkEST5HeTCVi0AiON2tplJFum3oSvbjMC7Od3ySYq2Axu+kH/fZ4x+m6TVbWTwjKS2ykwGnZkk097BLZ8kMqHEo1paU5KAaROAZ8elp3eSWcDOwo6ZJOAhk9RH/zcbJAVDULvVJ023ce5VmkmyapRpJtzWMUlUI2VyHLKCtxMksdVtrOCbvmZ1QRLxkLIRJBFwmSQrjttU0EHSo4A8zrpqJmnSu63/COCar+VgyQhOfJJoJgbQqi116TZak0SN+xE6SGKYpM4m94p76Pu5doP2O3vuPhBuiyDJ7zBqS2KYbktmJsljktyubmO6s9PHIEjGJAHazUmE7IAWLFppuslDQTdtsN62UH4cPFa/jVrdlkS4DaQ35UanpcgxyWfqlnCbnlDIQBztkNm7zqZE4bwb4F0fhudnU5OUbt8n1XOGYZJIug2Qvws28Aas2wBwmSTq+2bvbSPwfJJ4ZpK0kJ6we07SbWx1G1sQoWtqy+vdZlZxZvB92hVu0+krEmxWs0ySm5okk8WpFThJh7OBBpT3WcDRJEU79NcTHSSRz7Ggm/bdNrmUcjNikhKCpHp3jpcCRJDkd5B8dUez3sjOtnDbpNFi2pgkuj8To6uxEiSREmg63ZaqcDsQ0NgkSLLVQK9D9NtYZZKA9KbcdOk2hklyrS0J573Q7ykdTFK6zCSTbe8GVCaJuf+6UUzSwFH869NK/7YYpb3RMUnUvWSV2eBVt3GZJOr7CDFBkp3FCHnPZGJjmST6Pdjt3Wb0fYbzOYsYC47bUlz7HHXptkaOmaRDJike43+XdqAG/XaCJIP+qTozSYXVVK0eFETaEn2SiMUFoLXeSRVRi0GSSLcJJIWabmuSLyDVyM7NtiREk5RG4Tagp+4tBUkcf45UHbcBKkgCsM+xifqeZG0OQmH9Sixd4KbblOO6lW4LhqGmgchATE9I6Qg2HFkAWNUkpTvdZqBJopkkNtVGYEV8TX/ebCsaAquTNhkDjNqSECaFZizVdFsKTBKBWbqNvl7V6jazz8UlJinEsMDRDmDPeu25juZEJsmpmSQd9DlOhztJtxkESTxNUicbJLXymUxV+pAGJqlhmzb2kHMnBTaRFntGmmmACJL8DpJuk+JA7Y/y7/mliRofgqTVbTyfJFLd5jaTxBxLFyT1RFLw/DnUppsOzSQBfZDEptoATSNBPkPeZ5YJE0Y1mLCSbnMo3CYGjIABk5SGIMmRBYDfmCRGk1TSUwsCjIKkkIUgiZ5YecLtZK+nwRNuqy7Sce36MmWSHGiSCBLSbQaaJCs+SaaapILE54zApsr3rNePlR1NlCaJ0us5gS5ISjHd5ki4zVis8DRJYPRtOk0S9Vm5zSTRQZIUB+q3yr+T+6t8oPZ/j9kkEST5HXnF2gVNqrF6DTX2GEqWbuOt3t2sbovHqRUsyyRRgZ0l4bYZk+Qw3QYwTBIvSGJXppwBLhM2ALSgNiHd5pImCUjUPdDviWfimCpiBkE0D3l2gyQHvjJ2YBQkBUPAqfcBx14LDDia/1or6Tby2QdCxkGFVY2MmSYJ0BZFppokG/cZm5oLMws53fuxqUkyDZLY6lOTeyFI2WfEOoCqVfr/dzRSbUlSNJOkv+dU021ONEkV++if5/kksYi0Jgq3gfQySQBQp4i3ybkXVWjZEo91SSJI8jsCAS2XvH2x/MhqaGh47ZNEH5edyO2m23hMUqqO24AWJIWLgH5HJP7fVpCUTk0SFQRU7iufL/ETcSvdBiRaGmSMSUqHJinN34uRcBsAxl4HnH5/YvqWgCfcbm8EPrwN2LZI/puX6gD0gY7ldBsnHRnKh5ZebdefTyhPY7tUJsmAseaBZZIS3oORJsmKVstGui2ZHQYt7idBEvl86WqqVH2SyJgbzDNe1CYDz9cpGUjKqueB2nOsQzzb+1H3WoVdoj/XdGqSAE2XRPsAqk3Ova1wE0FSNoDkkrcrA2nvg423JTcjWyZsWt3mJpNEDeAsk5RvM0iimSTyflThtgvptoHH8EWeCStTXrotA0wSvcIv6Qncshq46A3lOTeZJBKIZIpJotKIyWCqSeIUCGTMAsBAE2gGlcGg7pGlrwCLpwFfPiL/zSv/B+T72q6hJC/dFggktiahNUnkuE6E2+y2bIClS7Gl6JNEQPduY/dnhDAnSOozTH7UNedNlUlKsbKNfq2TtiQ9mCCJBjt+ENCpLZpJImOmWwFLApOkBEntVJBUVJ54Th5ABEnZAELtE6M6MybJ6+o2syBJl26zwSTFOuRSdElK3XEbAAaNAhAwNnGzxCRloJ2Hmm5TPsfiSi2oc6u6DUhcraadSbLjuG3yOfPSul6ZSVoBj0na/JV+v0ZMEkAFSVbTbYRJYo1Hmc+IZpJSsQBIYJJYTRJ1HlzhtoV0GxuIhQoSFzrJmCTaBoCU/w86Vn5so4KklJkkG4ypEdTvysZihQQaPQ/QnmOvVyMmiU5t0WMKa0WTKshcQ643lUmi0tkqk1QPLyGCpGwAuwowY5KcpNtIwJH2IEkZRMNF1gbfvELtRmmukt8DeV+pVLcNPxe4cxtwzBX8//tNk8QLJth0m1nZczKwkyYdGKWDSaK1VslgxScp4AWTZNJKwggqk0QE03Fgy9fy72qqk9ynZkGSzeo2dkJMYJIoxjIh3Zam6jZu7zYzJkn5fOimv4ABk5Qs3aZs37Rb82AbNEp+pH3BUrUAcINJItrNVht+ZSqTRAVJ7BxiFCQR1iaUrw9qCXPqWpCkfJ9EPsANkgiTlAavNhvwvHfb5s2b8cILL6CqqgqHHXYYrrzyShQWFhpuH4vF8M4772D+/PkIh8M4/vjjceaZZzrar91jewZ6FZDfDSgbYLwt3ZOHhml1m5vpNguaJCssEkG3vvJKomm33tXYqZkkgdkkZ6UvWiaa3JqJ7Y1sC5yApfTTzSTZsgCw6bidbjNJXrNQq2CZoKqV2iqZfOYqk2TSNd4qs0Ec1NmAWrUBIEwSxViylWZ2GFt2W1MzSV7vNgtMUmlvrc0GIF8f9P0ZDBtrwujXAMCOJfJjxWDNk01NtwWoNGCKmqSUgiRlrGzdY/01RNdTNkBekEbbEsc7wyCJNCdmvjsyB7kWJCn3c59h8n2wd4s8LtBBUlGF/HsuM0krV67EEUccgdWrV+PAAw/Es88+i5NOOgmRCH9FEY/HMWzYMLz22msYMGAAunXrhilTpuDiiy+2vV+7x/YU9AVuVtkG6Ls701AHQl66jeTeI6l7UtCre/Y81SDJQmUbAS0YVH2LCqyVjzuFb4TbSbQ7Ot8ZF5mkdGuSbFkAONUkpUu4TdJtDjRJbLpt85fa/1jRvCtMEke4DWhaGy6TZGLbkQzJmCSjaj26wa1RyxUSPLLWIaxw24oVBglAdypBUp9hWhBAGDTa/DbV6rZU0m3k/bZYDJLicb1ujug6edWYPJAgiR1PyOtZXyWnIONKd6UgRYrJNgAkwCv0j3DbUybpd7/7HUaNGoU33pDFqJdccgkGDx6Ml156CVdeeWXC9oFAAB9++CH2339/9bkTTjgBJ510Em677TYceeSRlvdr99iegnZKNUu1Aaml2wC5eoxE8E5gliIiwZhdJgmQmaRU3batwkqQlG7GAtBWsEbBRDAMxGJK01uDQc8KEiwA0s0k2bAAMK1u47Q3SSfDRzveO0q3MWklokcCtPMlbB6PSVL1hikIt4FEWwWdJslER5gMeUWQK+eUQMdquk39XZLPmXe9k88nv1hmkUklLptus5J2ZpmkPsOooFc592Aexdx5mW5Txsq2OjkASsaSdTZDfQ+FZfIic+9mTrrNYLwwckt3XZOkBEn5xXLlbvVqOeVGV7eReShXhdudnZ2YNWsWLrjgAvW5Pn36YPz48Xj//fe5rwkEAroACQAOOEDOu9bU1Fjer5Njewodk2Qi2gaodBvruG2yqgnlazdNqrokt4MkHZPkgpGkFdiqbksjk5QsLUUG8VQGYcDcAiCtTFKqjtsZtgDobAG3D5ZV0ExSPKbpkQBOuo2T9ndLk0SnMHW+Zhwmyc6CJBDQb59Q3WbkuE33DzRIudHePXRLJidMEtmGpLB6H5oY9IYo9/FUHbfdCJKkuLW0EwliiEt/aW/5b6vCbRKQsMEmWahHWs2d0a2CzDN5xZpVQc1aIdymsXXrVkQiEQwZMkT3/JAhQ7Bhwwb+izh47rnnUFpailGjRlner9Njd3R0oLGxUfeTEdAXeDImyUlbEnpwS1WXZNa8lJib0YLCZKCZJNVtOwXRthXYqm7zSLgNaIGtU7dtAjYQod+T15okVj9Dw9RxOw3fCxnAA0FnPl0kSIhFFT0SlUZgmSTeNee4us1Ek0RX2oXCice1+z7p7dkqs2S924DkQVIoX5/qDOUxTJKNdBtBn+GcEnmKVZPiiYtOK3Clui0fKFAEzFZSbnSqLRAAuvWX/yYiaAIj5tmQSaI+HzdSbmRcCRdqC/9qJkgitgMeM0mepdva2uQVakmJfqXSrVs39X/J8P777+P+++/H888/j4qKCsv7dXrsBx54APfee6+lc3MVdpgkJ+k2QB7cOhpTN5Tk6UQIjrpMDpAGjba+PxIk6ZikTKfbzITbmbAASMYkpTAIA4ku1TR7lM7qNispQrUhaUyedOj3akWTJEnOjfxYqPYT3ZztM0gxSSTV1nsYUL2K0geZWQA4TbeZMEm0BjHISbfZvdfyiwEyhLCO27p0G8cCADB+bzEOkxQqkL8H20ESFQCECoDK/eTPNhDStyKiryspBtucghtMEiBrODsagNba5Nuq6Splzhh5pfzckb/Ub8e7JqLt+uo23f+V9i+xDjmQSUWSAVBMUpG28K9Zo/dJKlQupFxlksrK5Au9vr5e93xdXR3Ky8s5r9Bj1qxZOP/88/HQQw/h0ksvtbVfp8e+88470dDQoP5s27Yt6Xm6ArLKKSgDyvqbb5vUJ8lgQnXLUNKM/QjnA/ufbI8JIl5JTbsyGCRZ8CBKd/sLILnpolvpNjawyBSTZMcCAEgMSLmaJOp7ibQDzxwHvP0b5+dKg52A7EJNt0WBXd/Lv+93ovKckoKjGRMWdtM/vAa3gAmTlKJwG9BXnVqtbqONMpOm2wq0z59cG7rUnZV0G/XZ9j5Yvt8DAf33ygaMTnRJZhXFdkBsD6xUuNHCZ0Au9DnnWaCHXqaSECSRtB55PS/d62aFG7mX84q0hX/NOv09RtJtbTnquD1o0CCUl5dj1Sp975yVK1di+PDhpq/97LPPcNZZZ+G+++7Drbfeanu/To9dUFCAsrIy3U9GQGjH3ockX8E6ZpJcak1ixyjQCtR0G8UkpVr+nwx+M5NMmm5LcRBWNUkc4XY6NUlW0m1s13bdfpI0uK1ZK7M0q952fq401FSAQ00c7ZNEVszlg7T/Rzu0+9TUTNJFTRKtLwmGE78Tu6ltenuz6jajfmuWgiRl3CVpM6fCbUBm8gh0abywnvlyYgNgZuBrB6oNgAUmiWZizMBeE0VMxTHv+nOzwo0wp3lFcgAXzJP3S8YenQVAjgZJwWAQF1xwAZ5//nk0N8sf+sKFC7Fw4UJcdNFF6nYvvPAC7r77bvXvL774Aj/72c9w77334re//a2j/Vo9tm9w4GnAyCnAhHuSb+tEkwRkhklyAiLcjrQAzdXy775ItxFvoTRpkiQpucDZNSbJxAIgnY7bViwAgkHKx8kGkxTt0CaVaDvfZ8kuVLdtF5gkEnCV9NL+H22nmCQXgiSe2SagN5OkbSYCAReYJJMgiZ6Y2Uk6maEk+e7DBfp0G3lO3Y9NTVIfOkiigl9XmaRUgyQbNgBW2+aw7GJxd/3fvCCJiLc7XNDikvsxXCR/96xOlWaSOhqce1W5AE99kh544AEUFhbisMMOw89+9jOceuqpuP766zFx4kR1m6+//hrvvPMOAKCpqQlnnnkmunXrhlWrVuHyyy9Xf+bNm2drv1a28Q0Ky4AzHgGGHJd8W93qhwqUkqU43GpNok5cKZSk0ygo1dKNW7+RH9Mu3LbQVTzdTJLOlNPEAgCwpsMwQ0K6Lc1Mkh0LAEDTtthlkug+XG649qZS/g/oLQDIRFPUXTt/Okhyw0ySTKqsLxn9GbEiel1KjJN+SwbT6raw9sgy4rRXEg908JjAJFHnaIVJogOpPodqv9PfayifCZKcMElupdtsMElWU8JG6TYCMyapw2UmCdAXJOUVy58ZrXvykE3y1CepsrISixYtwrx581BVVYX7778/Id11xRVXqI7a+fn5eOqpp7j76tevn639WtkmK0H7aNBiw6RMEqlu81m6DQAOPgNY/jqw4XP577RbAPigLYlZexcCMtClOgirLKLy3aedSbJZ9RMuADqQyAap1xrdE4xi+GgNR2tdcj1fMqjC7RTTbXHGWThcqKUaYi4ySY075Uf2feuYJKY4gL7WnSxGrFS3cR3kk/RvowXtpFKLfEa2zSSpbXTpNjpIIs7diu+TIybJg3Qbua4Kk6XbWCaJCZJ4n6ObXkm0BQCg6JLe1h8nlKd5YrXX2zMhdhGetyUJh8MYP3684f/Hjh2r/l5QUIDLL7/clf1a3SbrwObR2eaRZtVtQHp9kpzi9AeBTfO0PkvpTrexg7gX1W2soJYHt9Jtqh5N+e7pYCQtTJINTRJgXNafzEySnlRcYZIs6j2MQNKLsSgTJBUoQVKHRSbJwoQd7QBalPQ028aIyyQp50Zfa060fzpNkkF1G29sSJpuc1OTpAQAxT01HyFAH/zSzFo84ixIMhPh24GddFu7QyYpQZOUKeG2chyaSaLP/YpP5PGe1u5lGKLBbVcDffFLNtJtftUkAfIK4uyntb+deNTYgaV0W5qZJLY0mwd1YktxEGa/ezeYpE1fAtVr+P+zo0kCjA0iTc0k2SCJSr05hapJcsokcTRJhEkClKDFpQa3ZEERKkhkCdQFUVsiq0d/lo6YJAvVbbzv3bJwm7IAUKvbHJpJ9jlUn/bTMUnk8zAohLECN3ySAKq6zQaTZFuTlEHhdjxOBUk0k8QcBwD6HS4Lu1P9DFOACJK6GhK8PRRkrLrNZU0Swf7jgXG3y+dvx2fJCfxgJmnWKJgg4DaTRNJttCbJQZDUVAW89DPglfP4/3fMJFkJkmhNkttMUoqaJDLQR1q19JEuSOrQBwMs7GiS6FRbQg9FE02SjklyECSZVrcp0w2XSSLNZJNpkvKB/kfKjwOO1r8WsKbP63cEgIBcEEODDixo/RTgsXDbQrqN6E87FO1OUiaJuSZsaZJSFG7T9zG5Rir31a5Bp0xtmuB5uk3AZdADULRDvrDjcfMGt4B7TBKZSOz0fLKK8VOBcb+1RqmnAittSYwqrtwCW3XEg1vpNlMmyUG6rXG7zGI27pC1QOwqNVnjXhZ5Ruk2nplkoXaM5hrt+VY3mCTl2k5Vk0SfS34pU5Jv0rvNzoTdsEN+ZFNtgL7BLcvq0YGrk7S2aXWbiSZJTUUaBEm0mWTvQ4DbN2nnZ9TixAhDTwfu2JLoQk0zhCyTlJJw26UgySjdtvJN4P2bgNG/pjRJyb0GdeaZViwA8l3SJNFjCpknQnlye5Lq1c4XIWmCYJK6GkJ5QLnS/oOkO6zoW2gKPhXUKW1dug9JbT9GSHeABGjuuwReMElW2Ba3hNusHi1VJoluI1C3KfH/MbvpNvJZs8JtniaJ+q6adlLn5AKTRNIMjqvbwvpzySuWPwM6RWjJAsAKk6QESeWcIMmUSaI+SycLHRK4hAsTg3uWnaFhOd2mbFdQqu3fLpME8IMI1kySPteUhNsp3p8kSIq2JS5iF00DZiiu2guekds3AdauUVqawVoAmAq3U0y3kXEmVKBf4PRSdEk+Y5JEkNQV0e9w+ZG4+tIDj9ENS26AVC3gazfKj6zDa7ZBp3PwwgLAgrbLNU0SU9lIvyezoLluI7D9u8Tn6WuobmPi/+2YSQLG+i+zdBsANO7SfveFcFt5v0QfxTpH05qkVJkko8o2gGGSWE1Siuk28hqztiq89HHSIInq9WX0WvZ3u2Cr2wB/pNsKumn7oCs2v38N+Og2AJL8/85m2UAVsHaN0t+DrXRbikwSK9om2OdY+TFdC2yHEEFSV0T/EfLjrmXyI01hG92whJYnK1CnqP1RfrTTxNaP0FH4vOq2DFkAmLEtrlW3mTBJpGcaDy+fAzx/mj6tBeg9TbhBUpKedCzsaJKCYW2FHKO+G1eCJJeE2+RcyKRDpxPJe+QySTaq2xpN0m06Jon5DHUWAE6q2wiTxGGhzBzi1eo2g/dG3OB5k7fOJykFzzAek2TU5skKzAJeOwgE+BVuK2bIj6OuBk78nf41dpmkgjJ+AYRuny5Vt7Hl/wTHXAFc/hFw/E2p7d9liCCpK6LfCPmRZZICQWMRcIVSYlm/NbVjk3RbZbYzSUl0Dulmkiyl25TvMtVB2EyTBBizSQ3b5Qm7fov+eV26jRMkuWUBIHHSbYEAn23whXCb0SQlMElt+lJ3Fk7SbXaZpFSF2+Q1LEsAUEwSJ/BP5pNkFjzSTW6tVLcZIZ9mkth0m4dtSQBKvE3p2QhrNOwcYMRF+qAnmU8SoJcU5BWZe1wBVHVbqkGSASsYypMNk1M1x3UZIkjqiuh3hPy45wd59WuF9iU+FK21zg0lW+u0CozK/Zztwy9Imm5Lc4PbTKbbaJ8kSUoM/HiBYIzyjmlhmaR67XdTJsmmJinBTNKgkpI3yLoh3E7ZTNKASaJZSbN71VG6zYRJirSZO247YZKISJ+n+TELktR0mwEzGzOp+qNfn8qCgatJssHesXAr3QZQrtsKk9TeCDQoDdZ7HSwHwwecqm1vKd1GTf/hQv1ny/VJUvaZLibJpxBBUldEaW+gW38AErB7hbUVTVGFNrDVb3N2XDIhduvnPCXhF1hOt6VZk2SabiPCbZeYJEjyxGmFSaJNR9kgyXUmKYkmiXUP5rEJvmCSlPdLGDDVFJFiJS0xSUkm7Gin1ueQW91GHc9tJmngKGD872UDWBZmZpLkGpzzoNyQWJL0/zcz2QSo83cp3eaqJskFjx/WBqBmnfxY2lcLTI+8RNveTrotr1hm42ihPu9zJIuDVIXbqiYpDRXQaYAIkroqCJu063vrNyupinOacqtVUm3ZrkcCrDNJaa9uMwmSzDQedkBPhpFWa0xSp0mQRDNJrXsS+y7ZbktiQ5ME6AMMouVoq0uceO0gHnehuo0J5hLSbUmYpIBFVqNpF1QxLyvIBfRtSVhNks4CwEGQFAwC424DBo/l/I/j6k1w3E1AjwOB5irgjcuB+U9o/5Mkc/8ogGKSUgmSDBy3AW/bkgCJmqQapXK5N2XCeNDpwEE/AY661Nq9Ra4ncj1YTbe5xiSJIEnAS9Dibau0bwUJkraYb2cEVbSd5XokwF51WyqTrxHUAMBksHNLuB0Mae+nvUFzaieDJi9I0jFJjH8LGxSxNgDsxJwMdqrbAP1ESgL2WGdqLXdol+FUG9yy+7HMJFkUEdOVbUHOEE+OJ8U0WwWViaEtAFxOh5il2/oOB675Ghj1a/nvFW9o/4tFACj3mNG1TpiPlIIkKkXliuO2m+k24rqt3GvVnCApnA9c9BrwsydgCYRJIho1OmgxC5JiHZqQ3gnY5rY+hwiSuip0TJLFaiISJDU4Tbd1EdE2QA3kAb7YnQwiUtzZKjMZrLAtbmmSAE1/Qrv6FlbIj7zWJHQKjg2S6HQbkJhys20mqQymhkySiSapYpAWnKSiSyKr52DYmM1IBva7JOkLcr4R2gIghXSbWWUboJ+c1PflkgWAGcikbFQ8Ei4Axvyf/Hv1Gm0ipnVKhkwSp0GvXeh6txFmzQ0zSTfSbUpKjVzDJEgi3kJOEGSZpCRBEv35pNKahIwdTu+jDEMESV0VJEiqWaulPywzSTbSbTXrgdXvymxKVyn/B6hqmXy+4zV9g6dDlxQzCABouNWWBNDE23QgQTRqvCa3uiDJIN1GxPtskGTXZM+wdxunug3QfzfFPbUJJhVdEi3aNnJATwY7TJKZmWQyVsOsso0+HqAFSSFOwO0k3WYGXkqPRcVg+bqLR4A9iu6GZhANmSQX0m3hfO1zT6hu81u6Tals632o832qmiRekMTzowprgXMqrUlUJkkItwW8RLd+QElvmenYuVR+LmmQ5MAG4L3rgP9dCix/ndIkdQEmiQ6SuP+nBmMe9dy4E5j9QGLqySospdtcEm4D2oRIjA5DBZR2hcckURWQRkxS/6PkRzrdJklU6X4mNEk9gCLFTTiVIMlq41AzsCJ8rk+SC8Jts8o2QLFJUL5blknSpdscVLeZwSzdRp9bX2KGu1x+VMv/8/npQ0BjQp1U5NEg34krmqQ0pdva9moNjHsNdb7PBE0SLdw2al/lgleSkZmkTyGCpK6KQEBuBAkAW76WH62m2+xUtxFX45l3y6vtQNB3jqmOwKv2oREMagMpj0ma8yAw90Hgy0ecHd9Kum3ICfKgNfAYZ8egQVZ1JN2WV0iluWwwSfG4FhgOIEESxSTRk41lCwC7miQ6SKqkgiQX0m2pVG2y58mrbiOpJa4FgEXhdrJ0G6B9t+T75jluu80kWS006HuY/LibBEkm7BrByXcBo68BBh+f2jmSIIlcmymZSbrUlgSQF7yA7E22ca78e/kga35IRiCMKFe4bRDAuNGaRFgACPgGpMJky3z50Wq6raXaeg83koYgE2XFPr4zA3OEZEwSYG4oSdzON85xdnwrPkmjfw3csdWdICmfSbfRvilcJokSQbfuobqQN0IV2ZIgnQ6SaPfutDFJdLqth9a80xUmKYXmm4bpNiqd6IaZZEOSdBugMRDbF+v3rbMAcJtJYnQ+RiBM0u4V8qPZZ0JwwATgJw+mbqxKgmC/+ST1OEBmZqPtwAc3y8+lokcCKE0SaSVD+yQZfNZuVLgJ4baAbzD4OPmRpqvNUFihuc5aZZNY48muINoGLAZJBgxHLApUK5qBXcudTc5WK8CSTThWkcek28IF5kwSbQEQj2o6JMIikW7tANC8W7tOrDRbZmHkuG3FTJJOt7kh3E4lSDJKt5H319kM0you2+k2kyBpnzHyIwlgub3bXJ7ESKos2TXdjwqS4vHkRpJugrB7rjhuuxgkBYPAT/8m/07u0d4pBkkJmqQkFgAAFSS5oEnita7xIUSQ1JXRf4T+wk82KQUCVIWbBV1SLKoNYN2UAbkr6JEASshq8pkZMRx1G6iKHAnY/LX949v1EkoV+Uy6LSmTxARORJdEgqXCCjk4IQEK0SXRvbnsMkmGjttJmKRiFzRJqbptA8mF27R+zakmqa1eDkoBWQRtBBIksedGB3LpSrcl+957HiSn1joagfrNyY0k3YSrmiSX7+GBR+sNI1MRbQNUWyOeJilJkGS1ui0WTVycCCZJwDcI5QGDRlF/Wxhk7FS40eLd8/4F7HcycPSv7J2jX5EKk0TSBASb5tk/vpV0m5tQq9uUQCJcQAmKkzhuA1q6lYi2iyrkR8Is1v4gP5LgLxA0FuGysKtJor8z14Tbyso5JSYpWZBErc651W3K52U2YW9bKD9W7q+1suBh0CgAVJUel0lyOd02aJQcZA45zny7UJ7GQu5ekdxI0k0ceKqcnt1ntPy3X4TbBBP+qFWdkh6dTmFa3eZSuu2Ny4C/HQTs3aw9R8aTLBFuZ2gEFvAMg4/TdDGWgiQbFW4khRIMywNfssEvm6AGSRaYJLbfVNUq+bG0r7yq3/yl/eNbcdx2E2x1W7iIaoSaRJMEaEESzSQBQM8DgR3fAnsUewi7LUkAC5okNt1GM0mVLgVJKbptAxwmiQi3lQmJBGKBIF/UbiX1s/Ub+XHwGONtADmI7TMMqFqp33c6LQCGHC9r6KykiPsdLuv6di0HBo1OPLd0YeQU4JgrNVGzX8wkCUp7Ab/6GNi7BeiTIpNk6pNkEMDYbU2ybZG8MNryjVbQIywABHyFwVTgYoX2tVPhRoKkVMtu/Qgr5nSE/mcZDjLxjLxSfqxerfXSsgq1d1uG0m1qdRutSbLBJBEnYJZJIp5ZLJNkJ/gzZJKSaJIKyuXPzzfCbbYtCTGTZNJtRhOUFVZjixIksek0HuhteI7b6dCMWNXQqeLt5VpwnCnzQdoHy8xMsm4T8PdDgTkP8ffjdrqNoM8w4OCfpr6fhOo2Ot1mcM52mKRYRFs8kTYqgLboEuk2AV9gwNHWUkcEdtJtbug0/IpUqtsIk7TvOKCPUs5sl03KdLqNBLptdHWbGZNkpElSJnqaSQKAPUqQpLq/23hfSR23DTRJxETSqnB789eyZQOvzQyZFFK51umJh3buJsFoMuYhGZMUaQd2LpF/txQkHUvtWzm34h5yqq98H+vp0HSArnBTXcgzwCSxMAtM130s2y3MfUhrOEvDzM7BDzDq3RYuNDZMtSPcbq6GWohAClkAbYElhNsCvkBeITBAKRG3sqIpt5NuUy72LskkWUm3cRiO1jrNp6b3IcC+J8i/b7IZJDlJS6UCMkDSbTFMmSTS80v5DBLSbYpuoocSJNX+KAcfcSfpNiPH7SQ+SaS5q1XH7bd/A3x+H7BpbuL/Um1uC+jfc0E3bSJiGRIjPUgyJmnnEvn7K+mtuZ2bQcckKfsuLAeung1c/kHy16cTpHKraZfeliLTMPvMq1fLj1IM+Oxe/f/iVLsi3wZJRJPEWACY+VHZEW437dZ+1zFJQrgt4Dfsd5L8SFbUZujWT35sqdG8b4xA0m1Zklu2BSt90XhMEmGRKvaRJxziVbX9W3vHjztgXFIBqz9JxiSR755o2AyF2/sBCMgrz+ZqZ2lEp47bJEiizSSNmhHXb9MqOkl7HRquWAAwQZJ6vszkbzRJJfPsIX5og8dYa51SPkBjjukArs8woLtJZVwmUFiufW+kPYkXwYZZkFRDsSPrPtQ+f8CZ1UWmkaBJIsGShSDJSrqNuIID8qKb6JiiIkgS8BvGXAtM+gdw3E3JtyX291IsuUNxzqfbOEwSCZJImo2U6db+mDzopOFVdRtBuJBikkzSbaoBKccCAJD3Qbap/YHyf3IQJMWj2uvjcahUPvsZDT5OZlOIboNMtvGo8QqYVIUB+kocAlc0SdR50u1N2EnJKK2ULN22dYH8aCXVRnDAqfKjmaeSVyBCX5LK8oJJImwL+5lLkpZCIrrPWfdo/yeMLOB/Jom1ADD7nJ0GSQCwZ738KJgkAd+hoBQ45gotADIDLXRNJjbu0sJtG9VtOiZJKf/vM0x+rBgs7yvaBjQoYvhIu9bOxQiZTrexTFIezSSZCLeJF48RkwTodUmq/5Md4TY1aBOdB72yZ8XA/UcAt60Hjr5c/juvWGNnjHRJpCoMkCuHWLgeJNFMEjNZGDJJJqxGPKYFenaCpFPvAy7/EBh2rvXXZAoJQZIHTv5GgWnDdqCzSf7/Oc/Jz21fpF1ftLO8X4MkUlTR6yD5sXJfOXCqHGL8GjvVbXS6DdCYN1W4nR0ZCBEkCSSiVOkT1JIkSIp0ZU1Skt5tgDb40UzSbqWyre9wZZuw5hVEVlLvXAM8ephcHmsEJ8FEKmAHLJZJ6mwFlv0XaFHMJtUgiTBJBhYAgF6X5MgCgG4mzAuSOJ8RnW4KBDRdEjHLZLE1CZPkBmtqmG6zyyRxgqQd38kpzfxSoM9w6+dUUCqX5nsp0jYCCZLIOORpkMR85mTC73GgnHImffLUAgWFSQoE3XPFdxtnPg7ctBLod4T8d8U+wPVLgF+8avwawoBaYpKUIIkwVtWKLkkVbmeHT5IP7wwBz1HSS35ku7uzUCeO7FgR2ML+J8vBzcGTjLdh22VE2rV0G6nOAbSV2p718op0/adyEDT/ceN9G7lJpwtsoBsu0DNJ370oB3df/k17DtCCpLa9cgBEqtt0TJKyYtUxSTaCpGBIC6rIcWnfGiufUbe+8iNp2UGjvUGzbQCA+kwzSRY1SWrqh5mwJQn44s/y70N/mrnAOt1gG2WbCYrTBaMgiYi2icCcsKW1TJDkxTlbRSisaQoJKvc1b+JM7uuWaj1bxgNJtxHTy5q1crqcjAEi3SaQtSBBkuV0WxfUJPU7ArhhCTDsbONt2KqrXd/LA0BJL/0A35MKkmrWaU7laz80riL0qrqNgGWSSBChpgyV1WD5QG3ybq3V0m2kug2gmCRak2Rzdc2mNpMxSSzISp9UHtLYthiApBUttDfIQV9nK/DutcATx2jvNx3C7VBYK8cG7GuSfvxMrsgL5QPjpzo/P7+BDZI8YZIMxPJEj0Q0h/Q9DlAeST5NtTlF931l/7FouxYoGoEwSfufLD/WrNVXyoogSSBrYTXd1pU1SVbAMknblfTZwFH6dE9PpeN6zXo5LUIgxYHF0/n7dmK6mAqSMUm1G+TfCVNEGJ38EqBY0bq11PDTbWSVvXeLFiDaDf5YkTwVKNz3wVpc8eJixOIGlWuAHMwBspaExTZF8LzfydoCYe8WOYhd+orGDuwzRtPrOQH9ntmFhZW+WeRaoFm0eAyY9Qf591FXJwYW2YyEIMkLCwDiuM0UXZAAoZfCJJGFgOosT5gkn1a2OUUwKPeQA4Dti823JUzSfkqQVL9Vn50Q6TaBrIXKJNWYb6em23I9SFLYDaIxGjRSv50qXF6vmf31UnpTLfk3XxidaQuAZExSnRIkEaaIeGTlFesDC3LedLqtWz85KJBi2iRid/JgDSXJcQIhvLxwC75YW41Ne1r4rwXMmSS1Kmy0NjHv3awFvYdNBm5ZK7eDSEW7Y1TdBuhZEjs+SSvflCfswgpg3G3Oz82PKBtojWFLJ3ifeTyuMUYqk0Td40B6WpL4BQOV8W2bSZAU7dCqo/sM08aIXcvkx3CRNZsKH0AESQKJsMwkkYkyV4Mkit2QJG1lNXCUfjsygLbukVMjAHDib2VX47a98kTHwkmpfCow80lqrdMLsyVJSz/lFWmNVImfTTBPH3QFAlolzVylhUO4AJKRZxEPCUyS/PlIwTAiMXk/Te0mGolyEiRRmiSitSLf2z5jtCCpfov2/EGnA2X9Uh/U6RQjm7ajV9V2giTizXP0ZdZ80LIJrGbGL2aS9Vvk6z9UIGt4AC3dtneTnGpLV0sSP4CMb2ZMEkm1hfLl65IwbjuURWKWpNoAESQJ8FBCgqRkTFKup9uUySzWITMUTbvkQbX/kfrt8ksSncwHjgKO+qX8+/pPEved6XSbmU8S3cC3rUGeAEjKJ69YY8UWTZMfiyoSAwrS1T0eASr2QezY63HeM/Nx+QsmFX7s+QCapoHT3Lap3aSnWRlJtylM0p4f5QrD92+U2al+RyiVSoqlQc06uSUGoK2cU0UgoAW9CUESFRglNZOk0m3E+JIwGl0NdMrNL2aSpEqr10Had1LWX76H4lGZhezKTNKAo+THug3GlhokSOrWV77uSQXd0pflxywp/wdEkCTAg+V0W44HSURXUr1GayzaZzi/2o+sNAE5CC0fCAxRWpZs+SbRCTrTDW5DYf2ATmuSaHQ06g0Z84qB42+SH4kGgdYjEZx4OzD2euCiN4AblmFb5Rgs2VqPOetq0NZpocM6CSL2/KC0fJBfIwW0INI0SCJMUtNO+bU/fCovAkr7AKf9BbjsfTmVRibltR/K30FJb62Czw2EjIIkugO7DQsAohUjTF1XAx0kealJogNT0mKDLA4AORBQqzjXd+0gqbhS02DRnQQi7bKh5q7vtbGAFEOMuU6+10hroLzs0CMBIkgS4KGUWABUG7dxALq247YVHDRRDghq1gIzlaoiI9aBDpIGHCUPqgOOklmD1j3aZEegptsyWM5Nr+5oJkkHifI/CcmTfll/4PhbtE3oyjaCyv2A0/4MHHQaEAxhd6NmwFnf1pm4PQuSSvr4duAfw4AfZgIA4jomySTdVtpXrsKLR+WqTcIGHH05MPY67ZxJOw4iQB80yl3tREpMEhMkdTTLQR9grVdbNkIXJHlQ3RbgBEm7vpcf+zDsHV3h1pXTbYA2ztEpt9XvAF8/CrxzrZ5JAuR09fkva9e/SLcJZDVIui3WqVUz8aCaSWYPdeoqSnoCE++Xf2+ukh8HjeJv24sOkpTqkHCB9vvW+frtM51uA/SMoBGTBGgTc36JFkCMvU7WWAF60bYBquggqTWJ3wogf86H/0IWPDftBD6Vg1KJEvY2mgVJobC2qm3coZkBEq0EAVtRNfCY5OdmB0SInyDcpjVJFpmkuo3yY3EPzSyzq8HrIIn9zCVJ04ENOla/rRok/di1mSRAK06hgySi96taAWz5Sv69G9XuZp/RwBmPyL9nEfPpuetYbW0t/ve//6GqqgqHHXYYzjnnHASTVJC0tbXh9ddfx9q1a3H11Vdjv/30q6h77rkHHR0dCa8bNWoUzj1Xtt9/5513sGDBAt3/+/bti5tuuim1N9QVkFcoD+IdjXJKwmjSy/V0GwCMuAhY/rrWOd4qk0QweIwcIG35BjjqUu15L1aiLJMUCsuTBOsRQ1qq0KvBvCLgjL8Br/9S62Vlgl0NWpC0t9UCk9RrKHDuczKl//xEtUomDouaJECucGvcIXs9kVYXvQ9J3IZ+z27pkQgq95ONKc08gKxqkkjFIXF074rQaZJ8ECTV/iiPieFC/X0MaBP/nvVA7BT5964aJJH7Ysd3cvo7GNSX96/9UH4kTBLB0ZfJTb/92CvQAJ4ySZs2bcJhhx2G119/HS0tLbj11ltx5plnIm7SCPTf//439t9/f7zzzjt46KGHsHVrohlfeXk5Kioq1J/Ozk489NBD2LFDK//95JNP8OGHH+q269YtBaO4DGNjTTM+WrHLXoWQHaiu2ya6pFxPtwEyk3Lmo3Larc9wY5+aXgfL6Z5AEOhPDa77jJUfWSapo1F+TMW80C5oRpCk2mg2iUwYZMXIUuYHTQTu2AqccAuSYTcVJDVYYZLo8zp3mnpesYCNIInokrZ/K3++wXBigBEMaSL7QDBRhJ8qfvk2cMNSLaVNQH+WhtVtjLEhEW1n0arcNjxnkpjPfLPCkAwcmXg+dLotmt0+SdPmbcQf31tlPL/0OkQWqnc0atchPVcQXynC3tLoeWBWLaw9ZZJ+97vfYciQIfj8888RCoVwzTXXYOjQoXj99ddx4YUXcl8zbNgwrFq1Ci0tLXj33Xe529xyi36Q/utf/4rCwkJccskluueHDh2KO+64w503k2H8dsZyfLdlL968ZgyOHpwGqr20t7xSNXPdFkySjMr9gBuXyStdI/1KSU+5EWYwpE+NDBoJICBXxDTuknP3gLYqI0aNmQBd4UbSP3mFciNPQK6g2r1cE2XyrB8sCjJ365gkG0ESIKcuT/sT8NFt6MirUJ82TbcBmlcSsWHocQA/tdV9iFzK3WeY+9d2QTd+4Ktjkiw6bqui7S7MJBV1l/Vi7Q3eBklk0ieptsFjE7ftsT+AgKxnI/dIFjJJrZ1RPPDxGsQl4NIxg7FfL84iOBSWCxpq1gCN2+V7spXTxoplkrIQnjFJ0WgU77//Pi655BKEQvKFuN9+++HEE0/EW2+9Zfi6Y445Bt272/MDef755/Hzn/884XWbN2/Gfffdh8ceewzfffedwav9ie17ZT3Q6p2N6TlACeWizEO0U1td5XqQBMiDeTJt1uHnA8PP0z9XWK41w6U70ZNGrCUZDJLo8ycTEmGSSvtortVNnHSbTdgWbrMYOQU4/yXMO/Q+9anGtmRMknL+RnokAuJ943aqzQxOfJK6EJO0o74N07/ahPYIp9LxsPPlCdkLmwP6M5ckYMvX8t+8ICmvSPN1Is76WcgkrdzRCGJeTy9mEtCtj/zYpOgxyVxBL554TFKWwbMgaevWrWhvb8cBB+hv8AMOOADr16937ThfffUV1q1bh6uuuirhfwUFBWhvb8eSJUswduxY3HabuWNtR0cHGhsbdT9eQJIkdfW90cxlOBUQ8bYRk6QrA/dPkNTQGsGb321HS0eSCdNPUFNuSpAUadM+30wGSawmCdCYocr9tQowo3SbDdCDryXhNotAADj0LGzP31d9yrS6DdCYJAJWj0Qw5jpgxMX6ir10w5bjdtdiktojMVz2/CL86YPVeGcpxxH9jL8BNy63VBBgF0nlCnSQVL9F1rQFw4mGsQT7jpMfifdZFjJJ32+rV3/fZRYklSosUbNSyUbY7yMu0LYRTJJztLTIk3tZmb7Ko7y8XP2fG/jXv/6Fgw46COPGjdM9f9ttt+Hrr7/G/fffj3//+99477338Mgjj2DOnDmG+3rggQdQXl6u/gwaNMhw23SiPRJHZ1Smf01bMZigrTNmnp5I5rpNUm2hAl91HX96zo+49Y3v8dI3nE7ufsU+SpUMaWtCBptgXmIVVDqRz0m3kQm7x36a/5EaJCWvaly0qQ7/Waj/LqKxOGqatcKKeivCbQO0dmrBsGVNEoERk9Rjf+DspxM7pKcTtPYrqXA7Kpv4kbYPWV7+/8QXP+DHanlRsLWulb9RGlpYNLRFcOLDc3DnW8uNN6KDpM0Ki9T/KGPW+KjL5UePqttW7WzAj9VNKe3j++316u8045sAwiQ1K1YxCpPUevilskyg18GZ1VSmCZ4FSaWlcp6zoUFfYl5fX6/+L1U0NTXhjTfe4LJILIM1ceJEDBgwAPPmzTPc35133omGhgb1Z9u2ba6cp13Q1UAba5wFSec9Mx8j//wZ/vXlRsR5jUFV4TYnzwz4Vo+0Zrc8QJBBNytA2paQ5qskt1/SK7P9jXhMEpm8K/fXVvLk/JKkF6OxOH798reY+vZKrNyh3ed7mjt1zWgdMUkKWjq09ExTRzImaaD+byMmyQvY7d1GWKSyAZ7cg/G4hEjMuMDGKlbuaMCzczeqf9c0JVYlpwuLNtVha10rPvh+l/FGdEWhmR6JYOAxQO9h2t8ZTLdt39uKc56ejwunLUypoGf5du1erTILkgiT1LRb1mEpaeA753UA1y4ErpyVNf3ZzOBZkLTPPvugpKQE69at0z2/bt06HHKIO4PXq6++ikgkgssuu8zS9rFYDO3txhdFQUEBysrKdD9egA6Stu9tRUfUgmMxhfZIDKt3NaIjGsefP1yDX/xzQWJ6qjRJuo10c7dQ2bZwYy3u/2hNRgbALbXyeRHNlhlicQl//WQt5qxL0qMu3SB5+9Y9cuk/CUxJT7RMgadJIm7T/Y9MdNJOwiR9u2WvmhbeXKsF8+zqNJUgqZm6bpNqkkp6aWZ2wTygcj/E4xKueulb/G6GCZuQCdCapKTC7SilR8p8qi0ai2Pio/Nw5hNfOQqUJEnCS99sxi+nL8T5z32DWFxCeZH8vVRnMEhaXyUvqJo6osasOm0mSSpQzSwuAgHZoJQgg0zS/77djs5oHDVNHWi14mLPQV1Lp47NM023qUxSFdAiayibpCJ8vHYvWvMqgEJv5ke34VmQFAqFcM455+Cll15CZ6c86a9evRpfffUVJk+erG731ltv4dFHH3V0jOnTp+Pss89Gr176cttoNJrgkfTmm29i9+7dmDBhgqNjZRL0pBKXgK21yQMCGnuUVEcoGEBJfgiLNtfhzSXb9RupTFKSdJsFI8k731qBf87biJ8+/iW+2VBr61xprN7ZiDveXI69Lfz0TCQWx/a9cm+vHfVtSfc3f8MePD1nA+57f7Xjc3IFRZXa5N1c5U1lG6Bpy4J52gr6jEeAX30M7HdSoiYkiSbps9VV6u87qe9jd4P8O1lkOhJuK6DTbc0dUfMVdDCoVQ/2PBAI5WFDTTNmra7C699uM7yuMgI7TJIU04IkDzySqpo68EN1M9bubsKKHSZmswZYvasRf3h3Fb78YQ9aO2PYv1cJfj9JFmVnMkhau1tLS+3YazBekM+8ba9m3kkMYI1w+GQt6M1QkBSLS3jjWy2zkbTS0wDLqVQbYINJUlJttVIZOqNxzP/R+TjvN3jqk/Tggw+irq4OY8aMwdVXX43x48fj5z//Oc455xx1m48++gj/+te/1L+/++473HHHHXjggQcAAP/85z9xxx134LPPPtPte+XKlVi0aBE31RYIBHDHHXdg/PjxuP7663HWWWfh4osvxtSpU7MiSGLN95KJt1s7o/gfNQkQRqdvWSEuP24IAGDNLiaPnax/G5Vui5qsJn+sblbPr6apAxf/awFmO2RunvjiB7y2eBte+HoT9/879rapaZzdDe26lA4P66vklNy2va38lGOmEAyivVD5vJt269NtmQRJ29CsRlGFnF4IBGwxSZIkYdYaOkjSBlsi2t6nUn69bQsACs1Uui0Wl5KvoEnKTdEjbajR0rL0pJlx0AGnIZOkeUKpfj0eVLZVUxOnk0XPWmWsOaRfGT6+8QTMuvlEHNJP1q5kMt22nvq+dxotqkiQtEcuJqoJ9EBTKAlDUtQd7UPPAgC0hjktetKAeT/U6FifhjanQZIc9O7fSx4LzKvbiHC7SguSIH82n69NHONrmzvS5+uXRngaJA0YMADLly/HrbfeikMOOQSvvPIKXnvtNQSoPOZ5552Hm2++Wf07Pz8fFRUVGDRoEB544AEcfvjhqKioQGGh3p+ltbUVDz/8ME455ZSE44ZCIcyZMwd//vOfcfDBB+OCCy7A6tWr8ec//zl9b9ZFsJNKMvH2C19vxu0zluOp2fLqkwxEPbsV4KA+8uD0QxUzQZB0W6RFC4hoKM/9WC/hmL98phs4acxS2IRj96vEKYf0RlyCuQaA7D4ax82vL8Nzc7WeZmRCW7K1nvsaOqUTjUvmqyBqf5GYlNEVLIulW/didbMcMEiNO7VSWgeVbbPXVSesBi2DsIJGTEYCk2QcJG2oacYWiuGkmb3djfJnfXBf+dpraI04HjzZNHEy8fZWSb6udxbur5ynds2s3e1NtSoAa0wSZZyJbQoT3mcYf9sk+O/Crbjn3ZWOFgf0veIkSCL33dGDK3BIvzIEgwH07iaP37UtHaaLLrfQGY3rAmRD5plm7wAsj+6D77clZ8+eLrwaf4xcimkd41M+V4KNNc2GQeTri/T62KSpZwOQsWPiMDkAqmnuME6plirpts5m2ecNMpMEAF+srdLd09O/2oSj//wZ3l+efOz3GzwvSyotLcVFF11k+P+f/OQnur8PO+wwHHbYYUn3O2rUKIwaZVCmqWDs2LEYO9ZEhOdT1DNpgY015iLlhZvkKhjC6JBBrlepFiStq2qCJElagJpfKot2o23ypM2KQ5UgaVtLEPXtESzf3oBTDk00Epy1Wi4PPePw/igMB/HZmmpdZRPB7oZ2LNhYi58d0R/BYADz1tfg7aU7kB8OYsoJcvXOZmXSXbatHrG4hFBQLwrcwqQdt+9tQ/8K45QQLe7eUd+KvuXedKb+dvNeDJRkD6/Nmzdg305l4im2p0mqbmzHFS8uRmVxPr69+xTdYsMS8jhMEg22ca1Jum3WanklWZwfQmtnjJtuO7hvGT5dVYXOWBytnTGUFCQfjpraI3h10VacNWIA+pQVJgRJje0R0+/xyehZ2DcaQ0PnybgDwAbqGljLsqmZhE6TZBAk5RXLflxte2UPp2OukNOgNiFJEh74aA2aOqI468gBOGofe75zdJC0eHMdOqIxFIRDiMbiCIeSr7vJfbc/ZVJYWZKPYECWD9S1dKJ3WXrvxU17WhClAkTjICmk+3ONtA96W0jlr6yV8EXsdJxS6w4P8Z+FW/D7d1aiX3kRZt92EvLD2n5rmjrwmcLadi/Ow97WCBodMEmSJGGZEgCOP7g3pn25EZGYhJqmDv44WlAqzxOdzUDVKgBakFTV2IFVOxsxfEA5IrE4nlUWu99trsPPjsieliSAaHCblahXboAByoVrxiTF4xKWbd0LQKOUyWqkd1kB9utVglAwgKb2qF5QGwhobBLp6ExDCZIaY3JqoLYlMfCpbmrHUsVz49RD+qBXtwLd8Wnc/c4K3PT6Mry6WG4zM3e9zKZ0RuPYUtuCnfVtqu1Bc0cUP3DKXGkmCZADHzPQweV2I01CBrByZwOqlCDpxw0/UkxSLyzaVIdj/vwZ3l3G8Y9hsKO+DZIE1LZ0qtR7Q2sEby3Zbk1vQ5gkI9dsNt1mUlVFBu1zj5LL7nVBknKd7derBPnKpFpvcVC/7/3VuP+jtXhmjjzotnSyTJL5fr6qK8dD0QuxuFoOIPXpNr8wSQbptlAY+M1XwPVLgCmfyX0DHVQPNbZF0aQEl+sdpBhrqHGiIxrHsq31eOPbbRj6+0/w5nfbTV4pg3zmB/TWgqRQMICepfJnkAlWdx3DnBtrkvRB0ur4YGxngqR4XMJtb3yPP763Sn2OjMmp+thJkoR/zFqPqW+vRFyS7/H3vt+p2+aLtVWIxiUcMbAcwwfICxknmqRdDe3Y09yBUDCAYf3LVXbP1AZAmSOkqhUA5HTbQX1KlfOSF0qzVlepY36tl7o/hxBBUhaCaJKO3KcCgHmQtHFPCxqVFASZOAmT06u0AAXhEPbtKU92RKOjgjgUN3ImaCVIapHkgW1Pc+LF//maakgScPjAcvQtLzQMkqKxOOYrtP27y3ZCkiTMWa/ltNdXNScEQEu21Cccb7PyOeSF5InDcOCD7M1Dn7OXQdKqnY2oVoKkppptiDZr6bbHP/8Be5o78PEKTqDKoJZ6P2S1/o/P1uOW/32PcQ/PxjNzNvAdjQmIJ5NR8GNRuF3b3IElSmB+6ZghAOQUMRFZE51D37JClBfLgvX61k6s3tmIX05fiGv/uwR/n7ku4breVteKtxWzQRJ0EQsAEmw1mqTbmtoj2Kkce82uRsTiki7dtq6qKamOLW2w4pMEyPdkihVt26nFQ8I9bwEsE/ze9ztx3werEYtLeG1xYi9NGpFYXGV892faXZDxobrJPE3uBtYpAXGPEjkgTapJUrBaGpyw7bqqJsz4bjtenL8ZNU1yeopUiG2tbU0pfThrdRUe+/wHAPI4Csh91ehUFhHPH7tfD5QVyveTEyaJBDXD+5ehKD+kMrKmuiQi3q6RNVu1Uhl+MVKuiP101W7E45LOJ62WM0/4HSJIykKQ6jZCk+9p7jQU6i1VJitAFvO1dkZRrWhCyKA0VEm5JawqSafmBl6QJA+urShUziFx9Uf0SKce0kd3vLqWDt1ktGpnoyq4Xby5Dgs31WFbnTYQ/VDVlDBhLqHeFwEZfI8cJH8uhEJvj8R0VVCAnkEArFkG1DZ32K4kTIbWzig21jSrTFJPqQ5t9fLntjvaDV/9KIu4TVdzCupaEoMk8v03tUfx0CdrMfXtlcY7GHyc3O7jpLv4/88rgkRP4AZB0pc/7IEkycLcg/p0Qzcljbazvh2SJKnvpV95EbqrQVIELy/YjC9/2IMPl+/C41/8iFv/t0y332fmblBTJGRFStJtZEA30yTR6dXWzhgWbqxFc0cUwQBQEA6iPRI3NjNMN6xoklwCLaJfz2oRLYCMH0cok/Z/Fm5VP/clW+tNGxZvqW1FNC6hJD+EfkxatLcJ0+w21u2Wr4UTh8rFEUk1SZAXhFukPglBEu1QvW53E7bVtarjWzQupbQA+065f39+9EC8fOVolOSHsK6qSWXaAbmNCAAMG1COsiL5fHmLhZaOqKkG7b1lMkM16XB53O9bZiFIUmwAAnH5O28Jd8ekw/shLxTAqp2N+NWLi/E1VelWJ5gkgUyAMEkDuhehT5k8sBixSUupGxiQ2SSVSVIGpQMVepSloNU2DmZMkhIksSuEzmhcneBPHSbfSD1KClTdAZ2eW6RopgDZuPXud/QT+frqZtU0k1D0S5kgKRqLY5sS6Iw9QNbybN/bho5oDKf9Yx4mPjpP56mzoVr/eSUbyCRJwoXTFmDC3+foBsVUsWZXE+IS0FEkD9a9A/UIt8mDyns/ap+RkTCexh7qM/2xphnRWFyt2LpotLy6W1dlklIK58sl/0NPN9ykNait/jsD/LQcGcBPPEh+TwO6y8HUjvo2NLRF0B6RV9a9ywpQUSSv5OtbI2oQM1G5XlbuaFRFo7sa2jDjWy2VU9fSiWgsjg4lBUuCpMa2CFo6onhmzgbVM4vgB8Zg9F1lUhjcowRDFRH52l0epdys9G5zCTv20kxS8iBp+95W/H3WenUhRNJhPxuhdzCvLMlHLC7hyx/1FbHvLtuB85/9Bjvr2zQ9Uu/SBM2cyiQ1pj9IIu97/MFyuqi6qUNN5+tApdvWSvtAQjAxSKIKJdbubkwYi512RQA0s+DDB5ajvCgPvxgl38fTvpTtCKKxONYo1+zw/mWGTNLmPS048r5ZuPrl77hFEjvq27Bocx0CAWDSEbJNBrmnLNkAKIgV90TvskL844IRyAsF1LFgUKU8BvBkGc/N3YDxj8zBrgbv2HwziCDJx4jFJXy8Yhd+8/J3OPyPn6riN8IkdS/OV1NlRuLtpUwl2K76duwhmiSGSUqocCPptgaOziAiD7RtSrqNvfi37W1FZzSO4vyQuv9QMIDKksTV4qLNcpA0uIesiSED6ah9K9XzIgPNOUfKA/OGmhZdO4tdDe2IxCTkh4M4ZrD8uh172/Ddlr3YWteKbXVt+M8CjfYlTBI5N7PUHCC3S1hf1YxITMJdb69wrQJn9U6ZKq/oLbfAGBSoRhHkQem/K7XJrLqpI2klUh2Tbtu0pwUdyncw+Wj5u9zboh887VSVSZKEmqjGHm1vSdTDxOMSvvxBHyQR0efO+jaVRaosyUdhXggVCpO0t7VT/d6vH38gygrD6IzF8YOSDvrnvI3ojMVVHV5tc4fObZusepvao3hryXY89MlaPDJT3wOSdWH/aKVcabN/rxK10m5NEo3Oml2NePKLH/Ddlr3qZ+eKfYQVM0mXsJNiBqqbOpK2hXlq9gY8/vkPaqsfkg4bOaQ7+isT6QXHDMK5yr05Z50+SJr+1SYs2lyHf8/frN53bKoNgKqB4RV2AHIrpc9WV/GDGRto6YiqjOGY/XqgIByEJBkwJhSTtCYuByg7G9p13zk9xq7dnch6m+mSzFg3QAuwyDj/q+OGIBQM4Osfa/FDVRM2Kvd4SX4IQ3qUoEwx5WQ1SYs316EzFsdna6rUlDWN9xWd06ghlehXLt9j5J6yZCipIFwq3/OTDu+P6ZeNRFGeHGRef7LcVaCupTPhfnnju+3YWNOinoPfIIIkH+Oxz3/ANf9Zgk9W7UZje1SlQwmT1L04D/spgw1tJU/Q0hFVc+9kEthZ36YGKGTldpDyv/VVzfoLWGWSOBevkm4zYpLIKn5wjxLdipHVJcXjEhYrQdJdPz1Ep0O9Sqlq21jTok5wRw/urg4YNEtGNEv7VBar/js76tswb73WVmXal1qXcbI/Qrdvr29DPC7h3WU7MPnZ+QmU/4KNGmW8amcjXpy/OfEzcYBVO+Xvp+8AuVFrSUA+bocUxubmEHqU5CMQkGn7ZKJHmsreUN2M1coK85B+Zaoolt7mb5+uw/EPzcY6i+Ld77c3oDamBUkb9ibqm1bvasSe5k6U5Idw9GA5hdi/Qr5Gdta3qQNuH2UAJkHSpj0t2NsaQSAgT6CH9pf1USuVIHLmKjkFefOpBwGQ0wkkxZwfCqJS0ZY0tUdUnQ2rYyOLgCMGVSjbyszi/r1KMbSvfLxkTNI9767C32aux3nPzMeo+z/HMX+ehQOmfoS731lh+rqkyMskk6RfECTTJa1SvoMfFM0W0fL17laIqWccirNH9MedPz0YJyuszNz1Neo4IkmSyoZ8sHyXet/Rom0CMyYpHpdw9cvfYspL3+IVarHjBIRR7FlagB6lBWrgzU25UbYLq6UhAGSWnNyLrZ1RHRu3dnejGhSFlerbTXv4n+/HK3bhiPtm4l9fbuT+PxaX1HGUjHkDuxeri49PV+1W2/0M61+OYDCAskIl3cZYANBM+Z8/XJNQyEFY1bModrAP0STZYJLyy3urv487qBfev/44PHvJUThHKeCIS/oiDUmSVGZuwcY6+BEiSPIxCI06WmFUttS2IBaX1Mmhojgfpx4qR/IzvtueoEtavr0BcQnoX16IEcrEsHZ3EzoVFoRMnIMri5EfCqItEtOnnYgmiZNukzrkm7dVIpok/U23eY+8UhvSQ++lwwZJP1Q3o741guL8EMYf3Bsjh8jvtU9ZASYc3BtFeSF0xuLqALZfzxIcqbyXpVu0lBuxBxjSoxh9ywsRCMiVN//f3nmHR1Xl//99pyYzkzLpIT0hJBAghN47SLNQrShSFNeya8W2lp9tXd1d3F3XgmUtoGL5LoqIiiAISjUQWkIEQiAhvbeZzMz5/XHnnLl3SjrJBM/reXg0d+7MPbed8z6fdujsRBDEuKmN9qq0dEY7vm8IFILY8ZXVm/DKtlwcyKvEt8flgdL0Baad+9+/P+U52FOC1Uaw8cB5jyZ3KgKSYqNlAbsV8AcgYNGwaHafWqv7VCbp+Mrrzdhjd3cOiPSH0S4iGputaLTHf205ehEFVY340yeH27S0zf8yC1BNHEHdp9yIJGpeH5MUwtKU+0gGocP2WXdCiPhcBOrEdh2038uoQF/4apRI6yPGu5worMGFygYUVDVCqRAwa2AEK/1A3at6rZLNoGubLEwcOYsBOjjOHyJPQU4KNaB/hKMUBqW01oRZa3exWl2EEJYBp1EpUFprQlmdWaz91dn6L20pAdBF0HeJJji4uNklWKw2JqLPlNajol5cd08QgBCDBnMHR2LtdRkI1GkwPN4InUaJ0loTE+gltSbm5i6oamRV2GmxQilhLQRuv/eLGK8GyCcs7cVqI6xPoBNHqTvYBYkl6YQtjv0/3feovY/V2p/1U8V1+M0uOkclin2Zp3eflmb52UOtqQuVDWi2EmhVCvQJcExOaJ///YliFo9EJxWeLEnSfr2i3oy/fJPN/s4trsXJizVQKwXMHugQPZFtcbc5WZJ0RvnffcP8MGtgJNRKBVt6pkLidahqaHbEo56t6JYaWe2FiyQvhvr+l46JgyAA9WYrzpbVgXpIAnzVmNwvFCnhfqgzWbBhn5hZcvh8FTYeOM9SRTNijcy/TIuFBfiq4WM3haqUCiSFuYlLou62uhLA4hRz1Ci+nNSS5ByMLbUkSQm1D/jUpL7/rNhBDIszQq1U4PqRottp3mCxXhKNlwIAvUaJUD8tMuwWCuqmA4BzZY7jaVQKhNtN97Qzu3uKWJn4jZ1nZOb21Ag/Zl4+cLbSpZYUIA6O++wd85NXDsDQ2EA0mK1uzdbO/JhTgoc+z8KfneKsADHT55Q9gHRgdKCjgi0An4AwTEkJxYoJCczs3ZpIqnByeW49Jgq9/pH+0GuULAOMWiLpPTh5sQb/+D63xd+2WG3YnFWIajju5/FS1+BQRzySoxBmlMTd9kO2OEhOThFnnNSSdLyAVvoV73eavdM/XliNfXaBOigqAAatigV703uo06gcM+imZma5KK83M0HYYLawgWLOoEh2LQAgKcwRk3SuvIEFg+88VYrsolp8aM/OqWxoZgGx+x+dhk9uG40v/iDWWatqaO7wUhCFVY0wC3ZhpFCJqf4SimuaMOGv2zHvXz/h7d1n2xX86s4VSN+JUQli7B61sLlzveaVN7C4r7Pl9ewZDNZrXGoiaVVKjE0S7ztdD9E5QYKWHmjJkuTsbsspqsULkkH9SAeKpZbXmbAjpwTXvfkL3t4tVuyn8UhUgLid9NhFko0IyCHRzEpN96VtmdgvFDqNEmaLjSWVTE0VBcNZD4uQn7c/v55E1BmJq00hqQk3rX8YBEG07NLrTFP/WUySi0gSj3XzGFHobTx0nrkXaYHHicmhbDIFyN1tHt3yEktSBTEg1N9zWRCaSSidUEuFaa3JwsQ1pb61pYa6AS6SvBhajyTaqGMvMi32ZdCqoFEpIAgCVk0U3VLv7jmL13eexjWv7sFDn2fho/2iaMqIDWTfp5YL2iFRUuxiRBbIqQu2z3AJUCt3uTU3ip2fv584mNkIZLEN1LJDLQaUMH+5JYnOpkbaLUjzM6LxzR8n4KFZKQCA5DA/9t34ENF1N76v2BEfOlfJZqlSSxLgmB0Cokj4w5S+CPXToqCqEbe8sx82AvhpVQj1c5jbP5GsfSR1t52vaERhdRPUSgHD4oyYPVAMbGxLZWsqOt3VdcotroPZaoO/jwrRRl/HQrcAjKF98O6tIxHm58OC81vLcKMuTyoi6IA+oI8/BEGAUU9ncmaYLFZZJtgbu07j0DnP5u7dv5WhrM4Mk8qxJMOx0mbZIFzb1Ixf7RahSf0cZndqSTpRWINjBTUQBMcARQO3adYaHTylliRqOaAzc+paoyLJoFXBzy6SyuvMKJQEgNJOmAbqhxg0CPP3YaIIABJDDAg2aJklg94zOsCfr2hkWYiAKPoCdRqMSgzG0Fgj6/zPdyAz7tvjRRj34nY8t6sSGHk7MMU1s3BnTinOVzTiWEENntl8ArPW7mpTXM7abafQ/4mtOCpxxZssVvZsT7a7mnOKanHoXAUGP/0d0p7YinF/2Y7nt5wE4LBmA6K1lbq4Q/3cB+1PSRV/k8Yl0RILfpJCoUqFgNggd5Yk8TdLauTLVzz+v6MwW2wY1zcYCkEsVNjahIFCCMGyd/dj2LPbcOu7B3AgrxJ6jRIvLBiEW+1LMjFLkru4xKAENMVMxPvWGbAqdRhkz+ijIumw/XpkxAayZ4o+y/QZL6xuYmJdChXt+RUNbqtaU3FFXW2UMD+HZ4AKqYFR1JLUsrvt6iFRGBobCELAJizf2a3mswdFyr5D+2qzxeZ5EWrJxK6cBDA3ujuCDeJ7IhX5zgkz+yQuN0IIVn94CEvf3t+p4PfOwkWSl0IIkWWh0aDmw+fFQYjOwAHgqvQ+iPD3QUmtiZlR02MCERukQ1ywDrMHRSLSHhdCM4uoRYdC45Jk61cJgscyADaTOGAEBQWxQVkaM9OqJalW7AhpZhsN0gZEUaNViVaufhJLEu0s4oPFuKNmK8HPv5WBEMI6c3q8aIlImpgcAh+1En9ZMAhqpcBcOzTDhu5LA47F9jk64b12a9fg6EDoNCpWr+SomzgwZ2jtpuIak0uNIipYqYiRdjjSxW3DmCVJPsM2WawyKwC9/tJrqRAcwelGu2urssHMBJVKIeDqIX1ACGSWsTWfZWHlewfQ1GwFIQT/sRdvjAx3tLHSrJLF/fxwsgQWGxHvj8TNSkUSFW1DYgKZC1H6HAMOS1JSqB5alQL1Ziu+sVvEqNs5yEmU6LVK+Nln0McLqyGdeNLBjIp/KsLooBKs17DZc2okjUsS95UGekvXIHQetKLt1oX2iiSL1YYXv8kGIcAvZyuAOX8FJtyPjQfP4+6PMtnzQsVgenQA/LQqlNSaXAS6yWLFvZ8cli1yuuXoRZgsNnx6yLHtoj3931etZJaknOJaPPhZFmqbLKg3W1FQ1Yg3d51BcU2TS4FNKlidJ1mUcXZLUtaFajQ1W5mwXDA0ignZuGCdrGI0hf6myWJjFqeSmiYcyBPf15cWpbNJU1szTA+fr2KCLTFEj0XDorH1TxNx/chYFivJEgsk4tpmI9h2ohg1ZhsOT/kvnrIsQ59AH9ZXUPFNlygZEhOI1AjHBCJILybV0OfbOT6OEMLcxVYbcfvsnLHHMjk/bwAwc4DjPdSqFOhrf28C3LjbLFYbm2BFG30x3e6u23aiGOcrGpBdVAuFAExLdUxsxN9VsgmAxwmar5ElGlTAj0003EHf23KJpdDZxSl1pe7IKcFPuWXYf7YCTosrdCtcJHkpVQ3NaLaKvX2oQcsGf/pS0gEPEOMjlo+PZ38/PDsV//vDWOx6aAp2PjgFUYG+zKVEobMEysA+dOCvkjdEErxdZ7LgkS+OYnduGQR7dltIUBCCDbSgpPjwN1ttbIYQ7yySJDFJpbUmlNSaoBBEAeIOumwKIHZygLhAMZ0F7zxViv1nK1BQ1SgLFo6SlNGfkCzuO61/ON68eTiLH6ADMu34pIOr1JJEX9zRdktGWlQABEGcIdL9fiupdRvTkCepq+Rcg4cKxEF2U7nUkiRd3JaavZ3LAPx1aw5m/GMXtmcXo95sZdaFkQmO5UwSQw3w1YiCkz4zFfUOkRRs0LDrQ2drFfVmfHLwPLadLME/vj/FrrFGpUBGSjz77UZomHm8vM6EZ78WrQ/Oyw6E+2llS8hM7++IW3AWSVTEqJQKJlrqTBYIAjDcbm2kz1s+E0kq5mZwXteQ3hMaj0QH2UFRgbLjAY4YFSoMpK6i3OI6dn0SneJpYplIal8K8xeZBUx45ZU7auv87bscfHWkkMWUnbOf59zBkRifLIqQfWflVr8d2eIyPi9uzQYhBGaLjbkdt2eXMMsMFY19An2QHG6AIIh9zZnSeoQYtPjmjxOYgNyRXcIWvqYJFdTt7GkwjAvWIcSggdlqw/HCataG1Eh/th6Yu8w2APDVKJnFiQZv08Ww06MD0CfQF+kx4rviLlHFHY6A5D7Y/sBkvLw4HTFBcus2C9yWWDW+OVaEle8fxJrPsiTXzFfmOi6pbUJBVSMEQXyH6SK9gEPY0P86W0IqJbE4gKuIkn4n0c31onFJgHhtqetTWgKA3vOL9sW+NUoFQg1aVrduz+lyVsl/RHyQzNVGCW+tVpIgsDXcyoh/K5YkmgntmEzTazsmUeyz9p+tgNVG0Gy14dnNYn9y6/h4l8l2d8JFkpdCY2KMOjU0KgWzJFGLifPgcvOYeCwfl4DXbxqG1ZOSXGqQOBduc7YkUetIXnmDPCWYiaQL2HqsCB/tz8fK9w9A0Sy+wBEhwWy2QQfewqpGWGwEPmqFS2cqjTugA6x0IHdGGpOUIBmcaIbHzlOlzE12ZXoftv4XNaFrVQoMj3esTTUlJQz/vXUkJqeEYqndPy91zVGkMUnUBDza/iIbtCrW0R8rqEZhVSPm/nM3rvzXbpesEWmtHmkhymarjRXbnEZFg9SSpHcIHU/utu/s6+LtO1vBZme+aqVDdEEM2qbQmVxlvZkJ2hCD1tGR2wc0qThY99MZVrfqljFx8A8UB2mLoIIFKpworAEhBI98cRRldSb0CzfgD1PkK9OrlAom9MTzdcxYqbuNIg3opXFJ9DzoABDs5G7TaxzuNmfowPeb3d1Jn6cFQ6Nw+6REPDqnP9s3VWJNbbbaZPfrVEmtR/dHjP35aU8hSpPFile2OeLAzBYbCqsaUd3QzCyGVGDQ340N0jNrmnPwMs1AK6szo6TWJFub7EKloz4RXVIjyqiDj1qJOIlgePqqNPSP9GdWih+yS1i2H02ocGS2uRdJgiCwIreHzlXKUv7vnNIXE5JDsGJ8gsfrEurkjqdVoGnmHJ1MtSUuSYyjE+NtrnYK1pcizW6jwoJmBW87WcwyUKMCfSXxS004aLdwJYcZ4OejZhZbwDE59CSSnC1HZ9zELXl63gBR3NNJ40DJe0IDt21EjGEFHC6tKKMvFAoBfcMMiAvWwWyxMQuxVHRJoVa2lp5tq07si8tJgMvkW4rzOAE43s/pA8Lhp1WJcUmFNXj/l3M4U1aPEIMGdzn1J90NF0leinOaPo21oR2f1JIEAD5qJZ64cgBmSbITpIizbcdA4mwuD9Rp2DFks7QAu0iqLmALkzY1W+FDxAG7T2gwc53QgZpaT+KC5AGH0uNKM2D6SwZyZ6ICfdnsMjHEIZjGJAVDo1TgQmUjK42weHgM+3xEfBCUCgFzB0WyAHXpd/9760jm1482OgaKZLtloaxOrEtEM6tUCoFZqQBgsF2IHLlQxdwaFfVmrN3mqM3TYLbIXGTnJB3N3jPlqG5sRohBwwYgmSVJ4m4Ld+NuK6puYpaLvLJ6NjsLNmjYOQCOrBcAjpikhmYmkoIlIqmwuknmIgHEzvZCZSMMWhXumNyXrd9mU9IYtxq8sesMvjtRDLVSwD+uHeJyvQFHGYCoQF/ZYELbBIgTgmCJeJeKpFES6xgVezROQq91FUk6u+imlqQcJ3ebj1qJR2b3Z+UAADB3SfbFGpwrly+Amltc59H9wSxJbajaTvn04AUUVDUizE/L3rvTpXWy2DUqMPIl5S1G2YX6oXOVsjgWOpCL/1/tkrFGLTJ0UIqy3w/67k3vH4Y5g8S+g8bS7DpVymoqzXHqV1pyq9D3ZM9v5Y6s1FA9EkL0+GDFKDbZcEcoW7+tCSaLFbvtGW20Tel2kXS0oLrVgN6fT5ejrM4Eo07NrKXukGbD0veITkiarWJ2KiAKBmmm5sf27VPsSQhSdxu1NiayOnZOIsnpWXEWUQ1mC7v2iW5EEiDWTFIIwFxJLJFWpXAs0WPPdqZB29RiLggCs+ZSa5bUfSeFTrici/dKafIRr22tUgxH8AQVSdKYJPp8xAbpMMI+AVj27n68uFUMG7l/ZgpzpfcUXCR5KTQNlgYzOpsbjbr2PzjSlZzdKX46YMj8/ZKq29S6okUzlILYQcVEhrKAPDrLdMQjyc3agEMk1TZZWDq41EztjCAI+H/XpOG2iYkyC4lOo2KxNxYbQd8wA4ba17IDRDfd3kem4YWFgzz+NkUav3SNvSBes5WgqrFZtmK5tAOQxiVJ078/3JfP4oTOOS1hIp090jibGQMcKe1yS5KjUw93k912UBJkfa68weE+s8fYhNjvicySpJNaksT9QwwaGHVqFsuQV17Pgm0XZESxwXDVhERRnND12+xLkuw6Vcri4O6bkcICrp2hQnR6/zCZlVNqSXJ2w0h/SxpnFezkFpCWAKBQi0tBZSMq6s1MUKZFum8fIGa5qRQCaposLN2cpckX1TLxLxXrgEMktceSRC0kK8YnsMH1TGm9rGbR6dI61DQ1MxdibLAOKeF+CNSp0WC2sjW7ALB6OeL/1zBLCC3mR49H3RvUenLvjH64fWIiXlw4mN2XtD7+CPPTsqy2aKOvTEwCjjg5d1CR9FNuKQgR42Sc75kn6O+W1ppw4Gwl6s1WhBi0LBwgJcIPGqUCVQ3NrV5v6mqbO1hMQfeERuWweNPrUySZkND4qCijL7M6V9SbscueyUmr2Qfo1Ky4psOSRLOG5bFd1LpDY7OcRRItoRKoU7t1gwHA0jHx+O25ORjb1zGhEgRBsjSJ+NxQISLt56Qu79QIP1kMoZShcYEAHMujSNl0uAB/+SYbF8Imo4rokaMb5vY3KEFOYRnStkUF+mKW3R1bXm+G2WLD4OgALJFMfHsKLpK8FCpI6Msb6+RHD9C1rdORInW5hRpcOzmHKVtqSXJU3aZxAsuHO17KkEBHEC6tus1qJLmZAflpVSwmiNYHacmSBIgZb4/O6e9ilaIuNwBYMjza7TIHNAC8JSIDfJlQmZwSygRoSW0TEzbOncgg+7Xad7YCh89XQRDEgdlqI3jm65MghLgsi0H/ttqII6NEOkOXxSQ5rjF1VdGsNADM1A+IwoZ2PNTK8uSVaVgxPgHjJB0o7WwrGszM6hdi0EIQBJnL7bRdGGbEGfHe8pF4ZHYqVk8WMygRngYYwqFImsziVDQqBf48bwBWT0p0d3kBALdNTMSiYdG408l07qNWsIHCOS08NUJc981HrWCiRzxHucB3Z0mi511Q1chEf2Koni2o6w6tSsmE2td24UtT2guqGmG22KBRKlzcszTG5UJFY5urb1PxPTg6kLmRz5bVy7JLz5TWM5dfsF4Dg1YFhUJglkfqBi6pbZK5h48XVrO1ya63L2NxMK8SNU3NbFCiE6Z+4X54ZE5/mQVPEARmHQHE99M5LqYlS9LAqAColQLopUgM1bu8m56QJnYwV1tKKHv3NSoF+tstjEfcxCVl5lfi6n/vxtK39+GbY9TVFuWynzN9nOKSit3E4EQF+sLfRwWDJFNvUr9Q2QT2zql9MbFfKCbaS2CMiDdCIYjCVSqEaL9Cs3o9LWXiyYpEce4TAUdcEq3mTQWZ1GI+PN7IJkaeXG2AGJAuCGK8nTROs6LejAc/y8LrO0/jjuMDMMT0JkqNGS22NcTJktRgtrD/jzL6YvHwaPxw/yT8785x+OIPY/HRqtGyWMaegoskL8XZ3aa3p6tTOmJJipRYktxlpwyxB0UePl8FQgiamq2o1dpfoJpCZt0aHy4+2EQXAkGpapclSRAEdmyavp/WikjyBE03VikEzM+I7tBvAGLH+8zVA/HAzH4YEOnvWB6h1iSJB5Gfy4BIfygVAjuHkfFB+OuiwdAoFdh1qhRHLlQzywM9X/pbB/MqUFZnRoCvGmOSJK4HaWE2nWN7oD0uDXAEtEotSU3NjvWb6GB3ZXof/HneAFknI41Jom4FanFiIqm8XhJHokf/SH/cPinJITZ9jcB9J6FatA63jInHyIQgfHnXOKwYn9DiQNg/0h8vL053sUAIgsCeZWdLko9aiY9uG41Pbhsjm00HOc2sDVoVtCqlLGOKiqSimiZ2rYY4WUPcQdO4aQbkyIQgdo0A8Zl27rgjA3ygVAgwW20ysUIxWay4a8Ov+Pd2MQapqdnK3C3S2JIzZXJ3W3m9mbm+pSKdCsZ99qxL6mqjzTpeWMPE1owB4UgM1cNiI9idW+ZiSfLEFEmmU/8IPwT4qtlkCPCc3QaI922gxOrrKVDbHdTC/dWRQhZUPNUp64ourOsuw+0/P57GkQvV+Cm3DA1mK6ICfTEs1uiynzPOVbepu016zlGBvhAEgbmOAWDp6DhIuXFUHN5fPpK5iML8fTDRPpn74lfH8k5UuEywB+JfrG6SLcJNXd4JIW2/dhQ/luFmsR9L7m4DALVSgdsmJiIhRN+itUYaayVdVPzTg+dZooiYfCCw2ElPBNnfI9r30IWWDfZQEEEQkBRqwJCYQAyNNbL40p6GiyQvpcRJJAGQBVk6xyS1hUjJAOVuJjggMgBKhYCyOlEcLHztZ8x8+zfxw4YyVNWIHW+E1V7FOjgJgLhwLSCNSRJFknNmG0V6TsF6TYsdbkv0DfPDK9cNwbqbh3f4Nyg3jIrFXVOTZSKupMbEXGbOIslXo5Rl3s0dHIm4YD1m2hdn3X6ymKX/047wfKVoaaCutun9w+VuAK0/ED0CCEoEAhwdlyA4OqCS2ibU2YMbATALCu3AWnJrSLPbWEyS/d5RkZRTVIvz9g7c4+BmX/TzqavSsPH2MbJYjI5ARam0dhFlYFSAi6tHKloAR/wRnUH7+6iQEu4HtVKA1UZYUc2MNoikVCfXb1KoXlary10QrUqpYANnfkUDDp2rxGP/d5S5O3bnlmFz1kW88kMuTBYrzpbVMzdUiEHDrDRnS+vZWnUUGkskff5oTM/BvEpYrDZWiJNaVi9UNjJB3i/cwKxCz3190sWS5InxySHM1UgtvdKsvjAPdZIoUmHinA3YEkNiAqGwZ46W15uhVgoso49C45J25JTICtjWmyzMBfbQrBT8cVoyXrtpqFtrizNSkdTUbGWrF9BaSoBjwVd67aICfWVi0hMLh4oTuC9+LWCWRiqSB0YFsElCXlmD2D8cvYhPD4mCqj3XjuJYmsTZkiS/53dO6YsdD0x2yfZzJsN+L2kNNJuNsAKrqZJ3tqXMNsDR11Q2iFXbpa62tloaewIukrwUmu4tnXlLzbrO2W1tgVqS1EqBmVql+EoWo/3jx4dxvLAGF80+sNqDdJV1ovk62GSvpxMkuldCJDMEseZHo7297l8+aWZd/0j/Tr0gVw+JalNH1R7CJBl4+R7cbYAjeFsQwALmaSXpHTmlTCyOSQyGSiHAbLHhYk0TW/JktnOQvSAAy78D7twPqORCgFYQL6o24XB+FWxE7PRoB0ZTtZ2tLFKYJalBEpNEEwPsg/9PuWWw2ggMWlWLLpWu5Kmr0rBmViorEtoazudIZ5x0cKAVimnZCxpjNSSmdYtCfyfBlxRqkNfq8jBoSeOS1nyehfX78vHenjwAYPFNzVaCnKJa2fplgiAwS1JhtcNtRq1etAyAdILUP9Iffj4q1JksOHKhmi1NMTYpRDYQ0rXJVoxPQGyQDgVVjWi2EigEx4DvCYNWhVUTEpEeE4hxdpFCMw/9tCqP2agUaZJDeyxJoxODsfPBKfj7knQsGxuPvy8Z4hK4OyMtHP4+KpwprceWo454wB9zSmGy2BAXrMMdk5Jw74x+HkuLOENdqIVVjSzd3VetxPUjYxHur8XIhCCWkEDfe7rYbGvMGBAOPx8VCqoasfdMuT0hROwjY4w6JrxzS2px09v7cMf6X5Ff0QA/rUrm9mwr0qVJLFYbWy9R6m5rD/Re0onYzlyxuGmArxqfrh7DYkGT3FRRl0LFICFiH1QgybrzZrhI8lJYIUmJoJCug9YRSxKd7YYatB5nV3TWfpiZsgXU+YjWkRCbOEszNIiVvKlIYvUv6sy4WN0Is1WM3XCuzUSRWn1aCtruKaSWpPMe3G2Ao/MYnRDMZtZ0Nn+0oJq5QZLCDGzw2nykEBerm6DXKF1myAAAhQJQugpYafA2XRB4eJwRCfZngs6ogw2ehY2Rudsk2W32bXSgpjECSe2II+ksw+KMuGNyUptm/ICYiSltGo0RoVY1KvikLiWtSuFiJXKHdB+lQkBcsB593dTqcibGPgB9daSQiaDv7CUedv/mWGQ560K1QyTZxYNRr5G5z6VrLdLsI+lsX6kQmAvq79/nsKKkaVH+LMAZcMzy+wT6YssfJ7Alf/qF+7UYyEx5aFYqNt05jlnoaMB6aCtuFQAYKhNJ7bOGxATpsGBoNJ66Kg1XOtXcAkSL4Ur74tf//CGXWWe22icfs9Ii2v3s0tT+gqpG5mqLCPBBkF6DnQ9OwcerRrN9/zClLz6/Y2yLpQyk+KiVrHbYZ4cuoKzOBLPFBoUARAb6MJfa81tO4ufT5dBplLhnWjJ+WjNFlp3aVhy1kiwoqpHXSOoIVAQduVANs8WGD38RrUiLh0XDz0eND1aMwls3D8f8jJZjv1RKBXvOK+rNKKgS+9bWXL89DRdJXkqpPfZEmoUW20mRNCI+CPMzovCn6f087kP9/VIqlOLAH4ly+PuooKrKEz9gIklsS53JwqpQRwf5epxlyUVS51w1lwLavuyiGtSbrRAEV1M1INbaeeaagXh5SbrsuzQLjy77ER+sZ4PcO3vs60b1D3ebKu8JqUiiMTbD44Ncsh5bcrfR7Daz1cZi3mjMhXOQfXtm/92NUiHInn/mbrPPoKmbVzpDHRQV0CZhEOHvwyxScUFiZeh+khmypxgRen/p2nWAKJR/za+UVe4+eqEav5U6LEmO33Vc/+RwPxdh4Xyf75+RAo1KgT2/lTOrRFqfAFnZBKk72KBV4YUFg/H1PePx/vKRLV0Cj9BMp1Q3blFnwv19sHJ8AhYPi3bJBuwKlo2Lh7+PCrklddhy7CKamq3YflIUpVd4KIPSEg5LUhPLIqUubh+1UibgfdRi0dr2CLGFw0SX2zfHitjSLpEBvlArFcylRkt8/G1xOu6b0Y8t/txepNltzjWSOkJCiB5GnRpmiw1PfXUc2+0u4Bvt8Vh6rQrTB4S36f2iVuCyOhOzJLXm+u1puEjyQhrNVpZ2KhUU0hifQH373W1qpQL/uHYIlozwHKhHrSNalQK32IstFkKctSYoikT3X8UZcecgcSblZ19HDgBes6+YPjbJcy0UaTxDR2ZKlxp6zak1LdLfx22WnEqpwNLRcS4zoSkpjqw7Px9xQVZqiaIdoYurrRVoh/310YssK3BUQpBLjEywwXPH6qtRwkctf+Vpp2VwSgxozXTe00hdbtSSRIOFacyO9L60JWgbEOO/UlkMjngNZFXfPVhFnOM66Iz5qS+PAxCTCwAgq6CaZQ9KRZI0eyw5zOCSTeZsyYwN1mH1REc2YUyQLwJ81UiLcrxPKRGu9zCtT0CL6fstMSwuCJvvHo+XFqW3vjOAx+cNwEuL0zs8OLeEv48aK8aL5//Clmy88kMu6s1WRPj7YEgbXWxS6EBdUW9mmWURHbxO7siICUR6dAAam614YpNYnJVOvKTv8PUjY1zWUGsv0qrbTCR1QohIC4Ru2JcPQoAbR8W6jc9rDWrprqg3s8Bt7m7jtBs6y/dRK2QLQyaG6qHTKBFi0Mq2dyXJ4X549YahWL9yFKu/kWWNBwCkC6cRrSNArT0OwG5JEgSBpXfSbJybx8R7PAYdjDVKhVdaLKiIc+fqaAuTJTFSCfZFeaXxWVqVgi2r0lZoDMmFykYQIq7mnRzu5xL31VJMEuCwJgFi4LA0I0za6bWWetzTSM+TxiQ9dEUKDj0+nWUMSjvfIZIaWq1BY04G2F1vRr0Gj8/tj0dmp8qynaRIRUxMkC/umCwmNdD3gaahnyquZYUF5SLJcb37hfvJ3gutyrVyPQDcMbkvq8tD3WzS2lIpnQyod8fAqACvyTpaNi4eEf4+KKhqxGv2ytFXpIV3SJRJU/t/tddvC28lbqs9CIKAJ69KA+CYKNEYoYzYQGhUCqRG+OHP8wZ0+ljSmCQaLuDOEt4e6JJAKoWAJ68cgGevGdih35FW3S5oY6ZlT+MdTztHhrSQpNSk6+ejxpd3jYdWpbik8SJzB4szGbrUwe7GONwBIF1xGv197O4EX6P4z06wQcsqxI7rGyybfTuTGuEHpULAqMSgNplouxvnTDl38UgtkR4dCKNOjcqGZuYmkf7GpH6hLVamdYfU+nZVeh88daXY4cYEiSnpLCZJ33LcgVGvYffJOUssIVjP1pPzdkuStO16+7UUBEEWkxUt6Xwz2pAGTrljchKijL6yGAsaA+OJGMkgtHhYDK5Ii8DzW7Id24ZHY+epEpTVmWEFgValkLkZEmXuNgPC/bXQa5SoN1sRG6RzO/D7apR4cdFg/Pl/x1gad5ifFhOSQ1Baa2qTW6w3E+CrxuZ7xmPdrjN4/5dzMFmsrBhsexEEAVGBvsgprmXVpbvSkgQAQ2ONWDg0Gp/bSwHEBIn3PzLAF3vWTIWfj6pdLnhPOLLbLGwhZOcaZO3lhlGxqGlqxswB4e16l5yhlu7sohrZorveDBdJXoi79H9KZx/29kBnOvsaItDsq0EAGjDC8qv4YZB80JC6eW5pwYoEiAP7njVTO5Sh1x04VyP3lKXnCaVCwOSUMPxfZgFbIiQ2yDEIzh7U/piJ9Bgx3iQ5zIC/LnK4MNRKBaKNvjhX3gCdRtlq1pHUAuMc5E0ztxRC+8+5u5Fbktyfc99wA9RKATFGHbO4tIVggxa3jmtbUK60PbFBOpTWmrBwWDSiAn2RGuGH7KJa6DRKDI01YlBUAHbQFelDDbKYPZm7LdxPrBkTZkDWheoWRfqE5FD8+OAU9rcgCPhgxah2tb03E2LQ4pE5/bF6UhKqGps75AKi9An0QU5xLYsl7GqRBABrZqfg2+NFqDNZZPe1syVMpFBLUkW9mdVIokVRO0qArxprZqV2um10EvfRfnFJF7EuXfdk0XYULpK8kFKnats9RYCvGv4+KtQ0AacUSUiznkR65ffih84iyf7wRxt9HQu2tkBrKcg9Ca3y3NQsFktrr7sNAB6d0x9JoXrcPDYeABAfomMu0qmprV8fZ3QaFb6+Z4Lbz+KC9ThX3tCqqw2QB/w7Z7tQa0ZskK5Nlcp7EmnVbU/unzA/H3zzxwnw91Ff8kw9QRCw8fYxaGq2MvfBzLQIZBfVYmxSMDQqBQZFBzKR5DzZ6RtqwJXpfRDup2Vun8QQPbIuVHfo+fu9YbQvx9MZnGNjutLdRgnz88G/b8jA5qyLHtfZ7Cw0Jomu32fUqb3GqiidTPtpVXj1xqFeXSMJ4CLJK3G423peYccE6XC8sAb7TPFIU51EcL195XInkTQi3ojPf72Au6f29YpS8p2BFpSk9Z7a624DxJnhXVOT2d86jQqf3TEWCgFua1R1hoRgHXah5fR/itySJB9UJvYLxYKhUZjWARHX3dDYBqVCYMvcuKNvWPcNDs7Cf/WkRCgEMLfdYEkV6r5OsXgKhYB/XS9f1mHJiBicKavvsAuJ0z6cs6wuhSUJEGupTe5A/aO2EuArH9bHJAVfkuD5jiANB3h5SXqnLH/dBRdJXghdeqIrTbAdJdroi+OFNci0Jck/cBJJ146IwayBER1OW/U2wvx8JEUxu+ZFdldRuiugHU1b6qBILUnOQcg+aiX+vmRIl7btUkHFnl6j9NqZqE6jkpXbGCQpr9EWt/nYpBB8edf4S9I2jivSAGJB8I7+tyP4OxXf7KyrrSsZnxyCsUnBmDEgHFekXRpLWlfDRZIXQgtJtlb6vzugcUmHScsiSRCEy0YgAQ7BYdCqOrROXndy9ZAo5BTXYnEbVswOkpSOaKlcgLdD227wkkyrthDu74PEUD3yyxtYLS2O9yAVSSEGrVcmlbQFf19nkeS5HEt3E+CrxgZJYc7eQO/pYX5HMEtSGyrbXmpo1s55EoZy4odgwb4AZ1DL2T69HRq8HROk81pLBcWo1+CFBYPbvC+ltUw4byYjxogR8UZMSG5fKYWe5r1bR6K83ux2mRtOzyKNSbpUrrbuQKtSQKNUwGy1IcLfp1e4tLwZLpK8EJbd1sEy8l2JY70fAUdJX0wWMsWFWHXeMzu5FNB4sLjLLGhWFrjt13stSb4aJT5dPbanm9FuYoJ0PBDbSwnz82HlNFpbrNWbEQQB/r5qlNWZMLZvsNdP8rwdLpK8kOfnD0RxrckrZpvSDv20NgWTmzPFStuX+Yt3VXoUfs2vwjLJKuCXA1KR1JstSRxOV6NUCKw4ZURA7343/H1Vokjyonik3goXSV7ITC8KaJMW+jriPxVo2g4MXNSDLeoeYoN1eGfZiJ5uRpfTUnYbh/N7J8roK4qkXmxJAoBbxyVg24liXJHm/Zmq3g4XSZwW0WtVCNJrUFFvRrOxL3BTbk83idMJwv21mJUWAZ1WCT8f7w5I53C6m9GJwTiQV4GhcR2vKu0NLB0dh6X2BWg5nYOLJE6rRBt9UVFv9oq6TZzOIQgCXl86rKebweF4JfdOT8aK8QldXsuM03vpnTmOnG6FxiVdigq0HA6H4y0IgsAFEkcGtyRxWmXVhESoFQKuGcIr/3I4HA7n90OPi6TGxkZs3boVxcXFGDRoEMaNG9fqd2w2G7777jtkZ2dj0aJFiI6Oln2+fft2ZGVlybaFhITgpptu6vSxf48MiQnE2usyWt+Rw+FwOJzLiB4VSUVFRZg0aRI0Gg2GDBmCxx9/HPPmzcN///tfj9/54osv8OCDDyIiIgI///wzhgwZ4iKSNm7ciB9++AFz585l20wmU6ePzeFwOBwO5/dDj4qkhx9+GL6+vti7dy98fHyQlZWFjIwMzJ8/H1dffbXb7wQGBuL777+HRqNBTIznZRjS09Oxdu3aLj02h8PhcDic3w89Frhts9nw+eefY9myZfDxEQOCBw8ejHHjxmHjxo0evzd16lQkJra+JMbFixfx5ptv4pNPPkFeXl6XHJvD4XA4HM7vhx4TSfn5+airq0Nqaqpse2pqKk6cONHp3y8tLcXevXvxzjvvIDU1FS+99FKnj20ymVBTUyP7x+FwOBwO5/Kkx9xttbXiQqmBgYGy7UajkX3WUW677Tb85z//gUIhasANGzbgpptuwsSJEzFq1KgOH/uFF17A008/3am2cTgcDofD6R30mCVJpxNr7ziLkpqaGvZZRxk6dCgTSABwww03ICwsDD/88EOnjv3II4+gurqa/Tt//nyn2snhcDgcDsd76TGRFBsbC61Wi9OnT8u2nz59GsnJyV1+PI1Gg+rq6k4dW6vVwt/fX/aPw+FwOBzO5UmPiSS1Wo05c+Zgw4YNsNlsAMRYoR9//BHXXHMN22/btm348MMP2/y7VqsVubny9cV27NiB8+fPY/z48e06NofD4XA4nN8vAiGE9NTBc3NzMXbsWAwdOhSjRo3Chg0bEB8fj2+//RZKpRIAsHLlSuzduxfHjh0DAJw4cQLfffcdqqur8dRTT+HOO+9E3759MXr0aIwePRoWiwXDhw/HgAEDkJaWhvz8fLz//vu48cYbsW7dOgiC0OZjt0ZNTQ0CAgJQXV3NrUocDofD4fQS2jp+96hIAoDi4mKsX7+eVb2+7rrroFI54slpCv+aNWsAAPv378eGDRtcfmfWrFmYNWsWANGatGnTJmRmZsJoNGLChAkYMWJEu4/dGlwkcTgcDofT++g1Iqk3w0USh8PhcDi9j7aO3z0Wk8ThcDgcDofjzXCRxOFwOBwOh+OGHl27rbdDPZW88jaHw+FwOL0HOm63FnHERVInoMUoW1pol8PhcDgcjndSW1uLgIAAj5/zwO1OYLPZUFhYCD8/P1ZaoCuoqalBTEwMzp8/f9kGhF/u53i5nx/Az/Fy4HI/P4Cf4+XApTg/Qghqa2vRp08f2QodznBLUidQKBSIjo6+ZL//e6jqfbmf4+V+fgA/x8uBy/38AH6OlwNdfX4tWZAoPHCbw+FwOBwOxw1cJHE4HA6Hw+G4gYskL0Sr1eLJJ5+EVqvt6aZcMi73c7zczw/g53g5cLmfH8DP8XKgJ8+PB25zOBwOh8PhuIFbkjgcDofD4XDcwEUSh8PhcDgcjhu4SOJwOBwOh8NxA6+T5IWcPHkSTU1NGDhwINRqdU83p1M0NzcjJycHOp0OcXFxUCqVss+zs7NRVlYm2xYQEIBBgwZ1ZzM7BCEEe/bscdmenJyM8PBw2bbm5mYcP34cWq0WqampXVp89FJy9OhRVFdXu2w3GAwYMmQIAKC4uBi5ubku+4wbN85rz9NsNuPQoUMIDQ1F37593e5TW1uLnJwchISEID4+vsP79BQXL17E6dOnMWjQILf1YKxWK06dOgWVSoWEhASoVPLh4PTp07h48aJsm16vR0ZGxiVtd3s4evQoGhsbMXLkSJfP9u7dC4vFItsWFxfnskKCzWbD8ePHAQBpaWktFhbsbpqamvDrr7+iT58+Ls9XTk4OSktLXb6j0WjY9aisrGTnJmXEiBFeEeRtsViQk5MDHx8fxMfHu4wPlLy8PJSVlSE1NRUGg6HD+3QIwvEa8vLyyODBg0lISAiJj48n4eHhZMeOHT3drA5hMpnIo48+SkJCQkhaWhqJiooiSUlJ5Mcff5Ttt3DhQhIREUHGjRvH/t1111091Or20djYSACQQYMGydr/1VdfyfbbuXMniYiIIHFxcSQkJIQMHDiQnDlzpoda3T7uuusu2bmNGzeOqNVqMmPGDLbPunXriFarddnPZDL1YMvdU1VVRR555BESFRVF9Ho9WbFihdv91q1bR3Q6HUlJSSF6vZ7Mnj2b1NXVtXufnuDAgQNk4cKFJDQ0lABw24c8++yzJDw8nPTv35/Ex8eTqKgol+f29ttvJ8HBwbJ7unTp0m46i5Z56623SHp6OjEajSQ8PNztPgEBASQ1NVXW/vfee0+2z+HDh0lCQgKJjIwkffr0IQkJCeTw4cPdcQotUlpaSu677z4SGRlJfH19yf333++yz5NPPunyzun1ejJo0CC2z1dffUUEQXDZ7+LFi915Oi6YzWby+OOPs/EhOjqaJCQkkB9++EG2X21tLbniiiuIXq9n79m7777b7n06AxdJXsT48ePJtGnTiNlsJoQQcv/995Pg4GBSXV3dwy1rPxUVFeS5554jNTU1hBBCrNFrw8wAABJ2SURBVFYrufvuu4nRaCS1tbVsv4ULF5Lbb7+9p5rZKahI+umnnzzuU1tbS0JDQ8l9991HCCGkubmZTJ8+nYwZM6a7mtmlnDp1igAg69evZ9vWrVtH4uLieq5R7eDkyZPkueeeI0VFRWTSpEluRVJWVhZRKBRkw4YNhBBCSkpKSHx8PLn77rvbtU9P8e6775KNGzeSM2fOuBVJFouFPPbYY6S8vJxte/LJJ4lOp5MNnrfffjtZuHBhdzW7XaxZs4ZkZmaSl156qUWR9Omnn3r8jebmZpKcnExuvPFGYrPZiM1mI9dddx1JTk4mFovlUjW9TRw8eJC8/PLLpKysjKSnp7sVSc6UlZURjUZD/va3v7FtX331FdFqtZeyqR2iurqaPPPMM2xss1qt5N577yUBAQGy8W716tUkOTmZPavvvvsuUSqV5MSJE+3apzNwkeQl0MFn27ZtbFtZWRlRqVTkgw8+6MGWdR3Hjh0jAMi+ffvYtoULF5KlS5eSAwcOkLy8PGKz2Xqwhe2DiqSPP/6YHDx4kFRUVLjss2HDBqJUKklZWRnbtm3bNgKAnDx5sjub2yWsWbOGBAUFkcbGRrZt3bp1JCYmhhw9epQcP37cKy1I7vAkku677z7St29f2ba//OUvJCAggA2ebdmnpzl//rxHS5IzRUVFBAD5+uuv2bbbb7+dzJ07lxw6dIj89ttvxGq1XsLWdozWRNKrr75KDhw4QEpKSlw+3759OwFAsrOz2TbaR3mTBb+tIukf//gH0Wg0pLS0lG2jIunEiRMkKytL9t56G9nZ2QQA2bNnDyFEtDYZDAaydu1a2X6xsbFkzZo1bd6ns3iP8/V3TmZmJgBg2LBhbFtwcDASExPZZ72dAwcOQKFQICEhQbb9k08+wYoVKzB06FD069cPu3bt6qEWdoy77roLt956KyIiIrB48WJUVFSwzzIzMxEfH4/g4GC2jcYL9Lb7arFY8P7772Pp0qXw8fGRfXbhwgUsWrQIc+fORXBwMP75z3/2UCs7T2Zmpuw9BMR7Vl1djTNnzrR5n97EgQMHAABJSUmy7d9++y2WLVuGMWPGIC4uDlu2bOmJ5nWYxx57DCtWrEBsbCyuuOIKFBQUsM8yMzOh1+uRkpLCtqWlpUGn0/W6dxMA3n77bcyfPx8hISGy7SaTCfPmzcOCBQtgNBrx1FNP9UwDW+HAgQMQBAGJiYkAgNzcXNTV1bm8Z8OHD2f3py37dBYukryEiooKKJVKlwDL4OBg2aDbW8nPz8dDDz2E1atXIzQ0lG1fsmQJiouLceTIEVy8eBGTJ0/G/PnzUVxc3IOtbRsKhQLvvvsuSkpKkJWVhezsbGRmZuKOO+5g+1RUVMgEEgD4+flBrVb3uvu6ZcsWXLx4EStXrpRtT0lJwfHjx5GdnY2zZ8/ijTfewJ/+9Cd89dVXPdTSzuHuntG/6T1ryz69hbKyMtx9991YsmSJTDBQUZGVlYWLFy/i+uuvx+LFi3H69OkebG3befnll1FWVoYjR47g7NmzKCsrww033MA+d3cPgd7Z5+7fvx/Hjh3DqlWrZNujoqKwf/9+nD59Grm5udi0aROef/55rFu3roda6p4LFy7ggQcewKpVqxAREQHA8R65e8+k72Fr+3QWLpK8BLVaDavViubmZtn2xsZGaDSaHmpV11BcXIyZM2ciIyMDf//732WfLVmyBIGBgQDErIy1a9eiuroa3333XQ+0tH1oNBosW7aMZXAlJCTg4YcfxhdffAGz2QxAvK9NTU2y71ksFlgsll53X99++22MGTMGAwcOlG2fMGEC+vfvz/6+4YYbMHHiRHz88cfd3cQuwd09a2xsBAB2z9qyT2+guroas2bNQkREBN566y3ZZ/Pnz0dYWBgAQKlU4oUXXoBarcaXX37ZE01tNytXrmTZUhEREXj66aexa9culrHn7h4CvbPPffvtt5GYmIipU6fKtmdkZGDEiBHs75kzZ2LBggVe9W6WlpbiiiuuwMCBA/HKK6+w7TSz2917Jn0PW9uns3CR5CXExcUBAAoLC2XbCwsLERsb2xNN6hJKSkowdepUxMTEYNOmTa2mner1ehgMBplZvDcRHh4Oi8WCkpISAOJ9LSwsBJGs/kP/7k33taioCFu2bHGZqXoiPDy8197DuLg4l7bTv+k9a8s+3k5NTQ1mzpwJpVKJrVu3ws/Pr8X9lUolgoODe+19pWU5aPvj4uJQXl4uG2AbGxtRWVnZa+4hADQ0NODjjz/GypUr21Ryw5vezbKyMkydOhXh4eH48ssvZW58Oia6e8+k72Fr+3QWLpK8hDFjxkCv18tmab/88gtKSkowY8aMHmxZxyktLcXUqVMRGRnp8gIAYu0ganGh7Nu3D9XV1S7WCm+kvr7eZdt3332HoKAgREZGAgBmzJiBsrIy/PLLL2yfTZs2QafTYdy4cd3W1s7y3//+FzqdDkuWLHH5zPk6NDQ04Oeff+4V99AdM2bMwK5du2T1oTZt2oSMjAxm1m/LPt4MFUiA+Mw6u/kJIcwyRsnNzcW5c+d6xX319G5qNBokJycDAKZNmwZCiCzOavPmzSCEuFhkvJmNGzeioaEBy5Ytc/nM+TpYrVbs2LHDK+4hFUihoaHYvHkzdDqd7POIiAgMHDhQNiaWl5djz549bExsyz6dhReT9BL0ej2eeOIJPProo9BoNDAajXjssccwf/58t4XSvJ26ujpMmzYNdXV1WLNmDQ4dOsQ+GzBgAIKCglBZWYnp06dj1apVSElJQW5uLp599llMmzYNc+bM6cHWt4333nsPP/74I66++moEBQXhm2++weuvv47XXnuNmfmHDRuGxYsXY+nSpXjuuedQXV2NRx99FI8//njXFjy7xLzzzju44YYboNfrXT5buHAhRowYgVGjRqG+vh5r166FxWLBQw891AMtbZ3du3cDEF1NxcXF2L17N3x9fVnw5y233IJ//vOfuOqqq3Dffffh119/xfr167F582b2G23Zp6coKSnBqVOnWKHBo0ePQqVSITY2FrGxsWhubsbs2bNx9uxZvPPOOzh69Cj7Li2E2tzcjGHDhmHlypVIS0tDfn4+nn/+eQwdOhTXX399T50a4/jx46isrEReXh6am5vZPR02bBh8fX2xdetWvPXWW7juuusQHh6OXbt24W9/+xuefPJJJghjYmJw55134o477kBdXR0A4IEHHsBdd93lUnCyu7FYLNi7dy8AUegUFBRg9+7d8PPzQ3p6umzft99+G/PmzWMTMymrVq1Cnz59MGHCBFgsFrz55pvIz8/H+vXru+U8PNHQ0IAZM2agqqoKL7/8Mn799Vf2Wf/+/dlE44UXXsA111yD6OhoDB48GC+//DJSUlJw0003sf3bsk9nEIjUD8DpcdavX49PPvkEJpMJU6dOxZ/+9CevqIzaXvLz82VBklJeeOEFTJgwAYBYJfXf//43jh07hpCQEEyfPh0333yzV1W9bYmvv/4aGzduRHFxMRITE7Fq1SqXisRmsxmvvPIKtm3bBq1Wy0RTb+HUqVNYvnw5Xn31VZcOGhA78ddeew27du2CSqVCRkYG7rnnHrdVnnsaq9WKSZMmuWyPjo6WxWmUlZXhxRdfRGZmJoKDg7F69WpMmTJF9p227NMTfPPNN3juuedcti9fvhzLly9HdXU15s6d6/a7Dz/8MObNmwdArNj9r3/9C5mZmTAajZgwYQJWrlzpFasAPPDAA0xESNmwYQNzs+zcuRMffPABzp8/j/j4eNx0002s36HYbDa8/vrrTNzOmzcPq1ev7vH+x9M9Sk1NlcWOlZWVYf78+Xj66afdWr/MZjPeeustbNu2DVarFQMHDsQ999zjsiJAd1NQUIBrr73W7WfPPvssJk+ezP7+4Ycf8MYbb6C8vBzDhg3Dww8/jKCgINl32rJPR+EiicPhcDgcDscNvWO6zuFwOBwOh9PNcJHE4XA4HA6H4wYukjgcDofD4XDcwEUSh8PhcDgcjhu4SOJwOBwOh8NxAxdJHA6Hw+FwOG7gIonD4XA4HA7HDVwkcTgcTjv5/PPPu2T9q02bNiE/P78LWsThcC4FvJgkh8PpVr766iuXNaUUCoXbdeG8FYPBgA8//BDXXHNNp34nIiICa9euxXXXXdc1DeNwOF0KX7uNw+F0K3fffTcMBoNskU2lUtmrRNKiRYsQHR3d083gcDiXGC6SOBxOt7No0SI89dRTLts//vhjTJkyBfX19Thy5AhSUlIwYMAAfP3116itrYVCoUBUVBQyMjJcVg2n3zWbzTh69CiCgoIwevRoAOIK9idOnEBiYiIGDRrkctympib8/PPPaGxsxKBBg9j6X5648sorZQuK0mNbLBZkZWUhKCgII0eOhCAIsu9duHABhw4dQkxMjNt18Fpry48//ghCiGyNuFOnTiEzMxMLFizwinXVOJzLCS6SOByO13D99ddj9uzZyM7ORkZGBm666SYMGDAA33//PYqKimCz2ZCTk4PKykp8+eWXGDJkiOy7EydORGFhIVJSUrBz507Mnj0b8fHx2LRpE5KTk7Fjxw488sgjePzxx9n3du/ejcWLFyM2NhahoaH4+eefsXr1ajz//PMe23nLLbfgww8/RFRUFDv2nDlzcOrUKaSmpmLv3r0YO3YsNm3axL6zfv16rFixAiNHjoTJZIJarUZjY6Psd1tri8ViwezZs7Fjxw6MHz8etbW1mDNnDubMmeNxwVAOh9MJCIfD4XQjcXFxZOHCheSjjz5i/zIzMwkhhAAg48aNI42NjS3+xr333ksmT54s2waAzJo1izQ3NxNCCPnmm28IAHL11VcTi8VCCCHk008/JVqtltTX1xNCCKmpqSEhISHkgw8+YL+Tl5dHAgICyPfff+/x+Hq9nvzf//2f7NgzZ84kJpOJEELIb7/9RpRKJdm1axchhJCKigoSEBBA/vWvf7HvrFmzhgAgH330Ubvacv/995O4uDhSVVVFbr75ZpKWltbq9eJwOB2DW5I4HE63k52djf/973/s7yuvvJJZhW677Tb4+Pi4fOfMmTPIyclBTU0NDAYD9u/f77LP8uXLoVKJ3dqYMWMAACtWrIBSqWTbTCYT8vPzkZqayoLItVotPv30UwAAIQTx8fHYsWMHpk+f3uZzWrFiBTQaDQAgKSkJMTExyMnJwYQJE/Dtt9/CZrNh9erVbP81a9bgxRdfZH+3tS3PP/88tm/fjgkTJuDUqVPYv3+/2+vF4XA6DxdJHA6n2/EUkwRAFusDADabDbfccgs2bdqEkSNHIigoCJWVlWhoaEB9fT30ej3b12g0sv/XarUetzU1NQEA8vLyoFKp8Pnnn8uOmZqairi4uHadU1BQkOxvrVbLjpOfn4+oqCgm4Gi7AgIC2N9tbYtGo8Gf//xnLFiwAH/4wx8wePDgdrWTw+G0HS6SOByOV+Ec7Lxt2zZ88cUXOH36NCIiIgAAmzdvxrZt20A6WcHE398fNpsNGzZsgEJx6crGBQcHo7KyUrbNYrGgrq6u3W1pbGzE448/jgEDBuCDDz7A/fffj8TExEvWdg7n9wwvJsnhcLyaoqIiBAYGIjw8nG377LPPuuS3Z86cicbGRnz44Yey7WazGWVlZV1yDAAYO3YsSkpKsHfvXrZt06ZNsFqt7W7LAw88gObmZuzbtw8TJ07E0qVLZb/D4XC6Dm5J4nA4Xs3UqVNRW1uLm2++GVOmTMH27dvx9ddfd8lv9+vXD8888wxWrVqFgwcPIj09HXl5efjss8/w1ltvISQkpEuO079/fyxfvhzz58/Hgw8+CJPJhFdffZW5/9rali1btmDdunXYs2cPDAYD3nnnHQwePBjPPfccnnjiiS5pK4fDccAtSRwOp1u58sorZYUkpVx77bXMpUaJjo7Gvn37EBoaip07dyI9PR3ff/89rr32WlldIOfvKpVKXHvttQgNDWXbtFotrr32Wlmc0qOPPooff/wRGo0GP/30E3x9fbF161aMGzfO4zk4F5N01+65c+eiX79+7O833ngDTz31FLKystDQ0IDt27dj2bJlsnijltpis9nw7bff4tVXX8WIESMAAGFhYfjwww+Rm5vr4s7jcDidhy9LwuFwOBwOh+MGbknicDgcDofDcQMXSRwOh8PhcDhu4CKJw+FwOBwOxw1cJHE4HA6Hw+G4gYskDofD4XA4HDdwkcThcDgcDofjBi6SOBwOh8PhcNzARRKHw+FwOByOG7hI4nA4HA6Hw3EDF0kcDofD4XA4buAiicPhcDgcDscNXCRxOBwOh8PhuOH/A3/7D+T6+GxJAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "ax.plot([r.calc_spottiness() for r in res], label=\"unweighted\")\n", "ax.plot([r.calc_spottiness(weighted=True) for r in res], label=\"I-Wighted\")\n", "ax.set_xlabel(\"Frame index\")\n", "ax.set_ylabel(\"Spottiness index\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "51dcc7ca-4398-42b7-a673-7f843eb9227b", "metadata": {}, "source": [ "## Accumulate frames to assess the evolution of spottiness with the number of frames\n", "\n", "This should evolve as $1/\\sqrt{N}$" ] }, { "cell_type": "code", "execution_count": 16, "id": "ac921d14-d31d-448f-bb62-d28e43baffea", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.440282Z", "iopub.status.busy": "2026-09-15T09:42:09.440186Z", "iopub.status.idle": "2026-09-15T09:42:09.444311Z", "shell.execute_reply": "2026-09-15T09:42:09.443678Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First 0.15621348906463955\n", "Second 0.16844202699901842\n", "1 + 2 0.1421854818656516\n" ] } ], "source": [ "# Accumulate 2 frames:\n", "print(\"First\", res[0].calc_spottiness())\n", "print(\"Second\", res[1].calc_spottiness())\n", "print(\"1 + 2\", res[1].union(res[0]).calc_spottiness())" ] }, { "cell_type": "code", "execution_count": 17, "id": "91de6506-0cf3-45ad-80d7-6ff220cfc8b4", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.445818Z", "iopub.status.busy": "2026-09-15T09:42:09.445723Z", "iopub.status.idle": "2026-09-15T09:42:09.568319Z", "shell.execute_reply": "2026-09-15T09:42:09.567702Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 120 ms, sys: 60 μs, total: 120 ms\n", "Wall time: 119 ms\n" ] } ], "source": [ "%%time\n", "tmp = copy.deepcopy(res[0])\n", "acc_u = [res[0].calc_spottiness()]\n", "acc_w = [res[0].calc_spottiness(True)]\n", "for i in res[1:]:\n", " tmp = i.union(tmp)\n", " acc_u.append(tmp.calc_spottiness())\n", " acc_w.append(tmp.calc_spottiness(True))" ] }, { "cell_type": "code", "execution_count": 18, "id": "866fb839-b246-4317-bb9d-f9f6ca59a246", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.570017Z", "iopub.status.busy": "2026-09-15T09:42:09.569908Z", "iopub.status.idle": "2026-09-15T09:42:09.698935Z", "shell.execute_reply": "2026-09-15T09:42:09.698337Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots()\n", "ax.plot(acc_u, label=\"Unweighted\")\n", "ax.plot(acc_w, label=\"I-Weighted\")\n", "ax.plot(acc_w[0]/numpy.sqrt(1+numpy.arange(fimg.nframes)), \"--\", label=\"1/√n\")\n", "ax.set_ylabel(\"Spottiness index\")\n", "ax.set_xlabel(\"Number of frames\")\n", "ax.set_title(\"Accumulated\")\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": 19, "id": "9acfe5a1-b807-4085-817e-86b9bebd7e24", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.700710Z", "iopub.status.busy": "2026-09-15T09:42:09.700616Z", "iopub.status.idle": "2026-09-15T09:42:09.859340Z", "shell.execute_reply": "2026-09-15T09:42:09.858720Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = subplots(2)\n", "jupyter.plot1d(res_aver, label=\"Integrated averaged frame\", ax=ax[0])\n", "ax[0].plot(tmp.radial,tmp.intensity,\"1\", label=\"Accumulated results\")\n", "ax[0].set_title(\"Average before integration vs accumulate integrated results\")\n", "ax[0].legend()\n", "ax[1].plot(tmp.radial,res_aver.intensity - tmp.intensity, label=\"delta\")\n", "ax[1].set_xlabel(\"Scattering angle\")\n", "ax[1].set_ylabel(\"Delta\");\n", "# ax[1].legend();" ] }, { "cell_type": "markdown", "id": "614325ad-56dd-461f-8ae0-f3694355e5c9", "metadata": {}, "source": [ "## Conclusions:\n", "* Merging data, especially when they come from a Dectris detector, requires careful handling of the dynamically masked pixels\n", "* Azimuthal integration and frame averaging can be interchanged, but only under certain conditions \n", "* It is possible to separate Bragg spots from powder signal using sigma-clipping or median filtering in azimuthal space\n", "* The spottiness of the integrated pattern can be measured if the \"azimuthal\" error model was used.\n", "* Residual spottiness evolves as $1/\\sqrt{N}$" ] }, { "cell_type": "code", "execution_count": 20, "id": "d177a861-85c0-4058-aad4-d7921de1d418", "metadata": { "execution": { "iopub.execute_input": "2026-09-15T09:42:09.861321Z", "iopub.status.busy": "2026-09-15T09:42:09.861221Z", "iopub.status.idle": "2026-09-15T09:42:09.863834Z", "shell.execute_reply": "2026-09-15T09:42:09.863315Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run-time: 20.161s\n" ] } ], "source": [ "print(f\"Run-time: {time.perf_counter()-start_time:.3f}s\")" ] }, { "cell_type": "code", "execution_count": null, "id": "d0ccac41-bc1b-4058-a0e6-33187246cb21", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }