From 1ce156c8bfc48d97216c2852c30305386cd952dd Mon Sep 17 00:00:00 2001 From: Hans Dembinski Date: Wed, 6 Dec 2023 16:48:41 +0100 Subject: [PATCH] wip --- bench/plot.ipynb | 82 +++++++++++++++++++++++++++++++++++++++------- bench/test_cost.py | 19 +++++++---- 2 files changed, 82 insertions(+), 19 deletions(-) diff --git a/bench/plot.ipynb b/bench/plot.ipynb index 3a9df847..9d179810 100644 --- a/bench/plot.ipynb +++ b/bench/plot.ipynb @@ -2,26 +2,84 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../.benchmarks/Darwin-CPython-3.11-64bit/0019_776aca6abc84c0322f90672d62d15d0dbfa7c10e_20230509_133117_uncommited-changes.json\n", + "benchmark results\n", + " 2023-05-09T13:40:18.764520\n", + " Intel(R) Core(TM) i7-8569U CPU @ 2.80GHz\n", + "\n", + "UnbinnedNLL\n", + "UnbinnedNLL_log\n", + "nll_numba_stats\n", + "nll_scipy.stats\n", + "nll_numba\n", + "minuit\n", + "minuit_numba\n", + "minuit_log\n", + "minuit_log_numba\n", + "minuit_parallel_fastmath\n", + "minuit_parallel_fastmath_log\n", + "minuit_cfunc\n", + "minuit_UnbinnedNLL\n", + "minuit_UnbinnedNLL_log\n", + "RooFit\n", + "RooFit_BatchMode\n", + "RooFit_NumCPU\n", + "RooFit_NumCPU_BatchMode\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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iTZs25ezZswAsXryYChUq4ODgwKBBg4iJidHtu3XrVnx8fLCxsaFz587cu3cvx7Ifb9IaMWIEd+7coX379pibm7N27dp8xyqeH4qioE1MLPZbXt7zD2u0hwwZwoQJE2jVqhXm5uZ06dKFsLAwevXqhaWlJa1atSIiIgKAwMBA9PX1M5Xx1Vdf4ePjg7W1NePHj9c9NmvWLEaMGKG7/2RTrkql4u7du6xevZq1a9cye/ZszM3NGT16dJ6v56pVq2jdujVjxozB0tISX19fzpw589Q5HmrZsiU//fQTQL6e90MffvghNjY2VKlShT/++EO3fcWKFVSpUgULCwtq1qwpia0QAgD93HcRuUlK0+A74/diP89/H3fA1DB/L9nVq1cJCAhg8uTJ/PHHH8yePZv9+/fj4eHB66+/zltvvcWqVau4fPkyQ4cOZefOnTRo0IB3332XQYMGceDAgTydZ/ny5ezbt4+ffvqJZs2aFeTpieeIkpTElbr1iv083mdOozI1zfP+mzdvZt++fZQvX54mTZrQrFkzli9fzrp16+jcuTMLFy7ko48+yvLYbdu2ERAQQHJyMnXr1qVnz560atUqz+cePHgwBw4coFKlSnzwwQd5Pu6hgIAARo4cybfffsvMmTN5++23OXToUJ6Ozc/zDgwMRKPREBoayq5du+jduze3bt3CxsYGZ2dn9u/fj4uLCytWrKBfv37cvn0bIyOjfD8fIcSLQ2oWX1AdO3bE3Nwcb29vmjRpwrhx49iwYQNvvPEGvr6+mJmZMXfuXDZu3IiiKGzevJlu3brRrFkzjIyMmDt3LkeOHOH+/fu6MqtVq4a1tTXW1tbMnz+/5J6cENno3bs31apVw8LCgk6dOuHt7Y2fnx+GhoZ07949Ux/bJ02cOBF7e3vc3Nxo2bJljvsWh6pVq9K/f3/UajUDBgzI1/nz87z19fWZMWMGhoaGdOvWjerVq7N7924AOnXqhLu7O2q1mpEjR6JSqbh27VqRP1chRM5O344kLC6lpMPQkZrFImBioOa/jzs8k/Pk1e7du2natCnbt29nwoQJxMfHExwcTJMmTXT7eHh4kJycTGRkJMHBwZQvX173mLm5OXZ2dgQHB1OuXDkgYyCBm5ubbh9poiq7VCYmeJ85/UzOkx+Ojo66/5uYmDx1Pz4+PttjnZycdP83NTXNcd/8qFmzJnfu3AEyBsN07txZ1wS+ePFiBgwYUOjz5+d5Ozg4YGxsrLvv7u6u+1G4bds2Pv74Y27evAlAXFzcU03YQojite2fe0zZch5fF0s2vPESxvn4219cJFksAiqVKt/Nw8+CSqWia9eubN++nTlz5uDi4qL7owUZ04cYGxtja2uLi4sL169f1z2WkJBARESEbpRnXs8nygaVSpWv5uHnmZmZGUlJSbr7oaGh2e6b1Wfg/Pnzuv+3bNmSWbNm0bJly3zFYGpqmucYchMeHk5ycrIuYQwKCqJLly6kpKTQv39/tm7dSvv27VGr1ZQrV65AfaWFEPmnKAoL9l9j/r6M2nxnS2NKy8dPmqHLgMmTJ7N8+XI6dOjAsmXLuHTpEgkJCbz//vv06dMHlUpFr1692LZtG0ePHiU1NZUPPviAJk2a6GoV88LR0ZHAwMDieyJClIBatWpx8OBBQkJCePDgAQsWLMh23+L6DNSqVYsNGzag0WhYs2ZNph92+ZWWlsacOXNIS0tj+/btXLhwgY4dO5KSkkJqaqquVnLBggWEhYUV1VMQQuQgJV3DpE3ndIniqOYVWDywLiaGJV+rCJIslgk+Pj60aNGCf//9l2nTptGpUyc8PDwwMDDQ9T308fFh+fLlDB06FCcnJ65cuaIbbZlX7733HlOnTsXa2pp169YVwzMR4tlr164dnTt3pmrVqrRq1YqePXtmu++wYcM4fvw41tbWjB07tshi+Oabb1i7di22tracPn06U3eS/PL09ESlUuHo6Mg777zDxo0bsbGxwdLSki+++IIOHTrg7OxMRESETOAtxDMQlZDKa8tP8Ms/91DrqZjXowbTOvmgp1d6WutUirQx5Cg2NhYrKytiYmKwtLQs6XCEEEII8YK4GRbPsFUnCYxIxMJIn8WD6uJX2eGZnT+vOU7p62hXSvj7++Pv71/olU+EEEIIIZ70980IRv14mpikNFytTVg5tAFVnCxKOqwsSc1iLqRmUQghhBBF6efTd5m69TxpGoXa7tYse70+DhbPfj5TqVkUQgghhChFFEXh6z+usujPjEFqr9Qox1d9apWK6XFyIsmiEEIIIUQxS07T8O6W8+w4FwzA2JYVmdzeu1QNZMmOJItCCCGEEMUoIj6FkWtOceZONPp6Kub2qEGf+u4lHVaeSbIohBBCCFFMrj+IY+iqkwRFJmFprM/S1+rRpKJ9SYeVL5IsCiGEEEIUg6PXwxn102niktMpb2vKiiENqORoXtJh5Zski0IIIYQQRWzTySCm//Iv6VqFeh42fP9aPezMn/2I56IgK7iIAgsICKBWrVpFXq65uTnBwcFZPhYYGIi+fun7jePp6cmRI0ee2flK63UoCdWqVePYsWP5Pu7OnTtYW1sXSQw5vWdLm4MHDz7TlVnWrl1Lly5dsn181qxZjBgx4pnFk1ePf6bzE6NKpeLu3bt52nfLli24urpibm7OgwcPChzrs/Ks3zvPK61W4bM9l5ny83nStQqv1nJh7YhGz22iCJIsvnA8PT0xNTXF3NwcFxcXJkyYUCQTi6tUKszMzDA3N8fc3JyGDRvi5+fHuXPnMp27KBKm+Ph4XFxcABgyZAhz5swpcFmPXw87Ozv69OlDVFRUno5t2bJlvpc8zMqqVatQqVTMnDkz0/aPP/4YlUrFqlWrCn2OsuzixYs0btw438eVL1+e6OjoIomhKN+zL5qBAweyY8cO3f38JFMvuilTprBy5Uri4+N1a3LnV3H+UC2q78CyJDlNw5vr/2HJwRsATGhdiQX9apf6qXFyI8niC2jv3r3Ex8cTEBDAzz//zA8//FAk5V65coX4+Hji4+M5ceJEkZT5LDy8Hnfu3CE1NZXZs2c/8xgqVqzIhg0bMm1bt26d/Eovg1q2bMnBgwdLOowyLT09vaRDADJqt319fUs6DFFEwuJS6Pf93+z89z4GahVf9a7FpPbeqFSlf2qc3EiyWJRSEzJujy+Kk56asS09Jet9tdpH2zRpGdvSkp/etwAqVqxI06ZNOXv2rG7b4sWLqVChAg4ODgwaNIiYmBjdY1u3bsXHxwcbGxs6d+7MvXv3ciz/8SaJESNGcOfOHdq3b4+5uTlr167NtG9iYiKmpqYkJGQ8lzfeeIMKFSroHm/SpAl//PEH8KjmYfXq1axdu5bZs2djbm7O6NGjdfsvW7aMcuXK4ezszOrVq/N0PczMzHj11Ve5dOmSbtvcuXPx8PDA0tKSxo0bc/78eQBmz55NQEAAI0aMwNzcnLlz5wLw559/Ur9+fSwtLalcuTIBAQG6so4fP46Pjw/W1taMHz8+07k9PT2xt7fXJdknT57ExsaGihUr6vbRarXMnDkTd3d3ypUrx4QJE0hJefS+mTt3Lk5OTnh6erJ9+/ZM5d+5c4dXXnkFOzs7fHx82LNnT56uSWGlpWjyfdNqHr3ntRotaSka0lM1T5WbV4/XrAwZMoQJEybQqlUrzM3N6dKlC2FhYfTq1QtLS0tatWpFREQE8HRTvqenJ1999VWWr+GTzZBPNsfl5T2bm1WrVtG6dWvGjBmDpaUlvr6+nDlz5qlzPPR4rU9+nvdDH374ITY2NlSpUkX32QNYsWIFVapUwcLCgpo1a2ab2C5btowBAwYAkJaWhpmZGR9//DEAV69exdXVVfe82rZtC0D79u0B8Pb2xtzcXPf5SUpKonfv3lhYWNCoUSNu3bqV4zUaOXIklpaW1K5dO9P3W3afZ8h4fT///HN8fHx0r92bb76Ji4sL1tbWtG/fnjt37mR53icdOnSIevXqYW1tTcuWLblx40aejnucubk5Go0Gb29vGjZsmGM8Wq2WCRMmYG9vj7W1NQ0aNCA8PDzL792H12jUqFFYWlpSvXp1rl+/zsyZM7Gzs6Ny5cqcOnUq12uW3XcgZLSK2Nra4unpye+//57v5/4iuhoaRzf/vzgbFI2ViQE/Dm9Ez3puJR1WkZFksSjNdcm4JT72pXx0Qca2XZMz7/tFpYztMUGPtp1YlrFte+ZEg/k1ChTO1atXCQgI0CUkf/zxB7Nnz+a3334jMDCQpKQk3nrrLQAuX77M0KFDWbZsGSEhIVSoUIFBgwbl+VzLly+nfPnyulq8gQMHZnrc1NSUmjVr8vfffwNw5MgRtFotwcHBJCUlcfbs2aeaEgcPHszAgQP58MMPiY+PZ+nSpQBoNBouXLjA7du3WbNmDePGjSMuLi7XGGNjY9m2bRuNGjXSbatatSqnTp0iIiKCdu3a8frrrwMZf0j9/PxYvnw58fHxTJ8+nZs3b9KtWzdmzZpFVFQU+/fvp1y5crqytm3bRkBAABcuXGDTpk0cOHAg0/kHDhyoS6LXrl371PX94Ycf2LJlC8eOHePChQucPn2aefPmAbBr1y78/f0JCAjg7NmzmZJFrVZLly5d6NChA6GhoaxYsYLXXnuN0NDQXK9JYX3/1qF8326eDdcdf/NsON+/dYgdi85lKnfN+0cLHNPmzZv59ttvuX//PoGBgTRr1oy33nqL8PBwDAwMWLhwYbbH5vYa5ia792xeBQQE0Lx5c6KioujRowdvv/12no/Nz/MODAxEo9EQGhrK559/Tu/evXXdM5ydndm/fz/R0dG8+eab9OvXL9OPlof8/Px0yd6ZM2dwcnLSJe0BAQH4+fk9dczevXuBR60UD/f55ZdfGDt2LFFRUXh7ezNr1qxsn+fhw4epW7cuERERDB8+nB49euhqCrP7PD+0detWDh48qPvB2LRpUy5dusT9+/dxc3NjwoQJuV7noKAgevXqxfz584mIiKBnz57069cv1+OeFB8fr7sWD39EZhfP3r17OXr0KDdv3iQiIoLvvvsOY2PjbL93AwICaNOmDZGRkTRq1Ii2bdtiaWlJaGgogwYN4p133tHFkZ/vQMh47xgZGfHgwQOmT5/OG2+8ke/n/qIJuBZGz8VHuRedhKedKb+MbcJLFexKOqwiJcniC6hjx46Ym5vj7e1NkyZNGDduHAAbNmzgjTfewNfXFzMzM+bOncvGjRtRFIXNmzfTrVs3mjVrhpGREXPnzuXIkSPcv39fV261atWwtrbG2tqa+fPn5zsuPz8/Dh8+TFhYGGq1ms6dOxMQEMDx48fx9fXF3Dzv0wnMmDEDQ0ND2rdvj6mpaY6/7Dt27Ii1tTU2NjZcvXqVMWPG6B7r0aMHDg4OGBgYMH36dM6fP6/7En/S+vXr6dKlC507d0atVlO+fPlMtUsTJ07E3t4eNzc3WrZsmak/J0CfPn3YunUrKSkp/Pzzz/Tp0yfT4xs2bGDy5Mm4ublhZ2fHjBkzWL9+PZCRCIwcOZIqVapgbW3N1KlTdcedOHGCpKQkJkyYgL6+Po0bN6ZFixbs3r07z9fzRdK7d2+qVauGhYUFnTp1wtvbGz8/PwwNDenevftTr8vjcnsNi1vVqlXp378/arWaAQMG5Ov8+Xne+vr6us9Qt27dqF69uu790qlTJ9zd3VGr1YwcORKVSsW1a9eyjDUlJYVbt24REBDAqFGjuHjxIhqNhoCAAJo1a5bn2Nu0aUOrVq3Q19enX79+OT5vd3d3xowZg4GBAePHjyctLU2XbOX2eX7rrbdwcnLCxMQEgH79+mFlZYWJiQnvvfdenvr+rV27lu7du+Pn54darebNN98kMDCQwMDAPD/f7GQXj4GBAXFxcVy+fBk9PT3q1q2b4/elj48Pffr0QV9fn169ehEdHc2kSZPQ19enT58+ma5vfr4DIaOF5t1330VfX59BgwZx586dIuv7+zxad/wOQ1aeJC4lnYaetvwytikVHJ6/qXFyI8Mpi9L0/4+GNDB9tK3JW/DSWNB74lK/m7EuJPomj7Y1HAn1BoPqiY6wE//NVxi7d++madOmbN++nQkTJhAfH4+xsTHBwcE0adJEt5+HhwfJyclERkYSHBxM+fLldY89HBASHBysqz27ePEibm6PqtXz2+/Kz8+P+fPnU7t2bZo2baqrmXBycsqyFiI7arUaO7tHv9pMTU1z/HLbvXs3zZo1IyUlhZkzZ/LKK6/ommGWLVvG/PnzuXv3LiqVCkVRiIiIyPKL+O7du3h5eWV7Hicnpxxjsre3p1atWkybNo2aNWvi4OCQ6fEnXwMPDw/dCNv79+9n+uPr7v5o5v87d+5w69atTCN709PTqVevXraxFpU3FrTI9zFq/Uf9dyrUtueNBS14skvP6580oaAeHyhgYmLy1P2c3iu5vYYFVbNmTV2TYnx8PJ07d9Y1gS9evFjXnFuY8+fneTs4OGBsbKy77+7urvthuG3bNj7++GNu3rwJQFxc3FNN2A81a9aMgIAAAgICmDZtGgcPHuSff/4hICAgX7Wi+Xnej38HqVQq3NzcdLHn9nl+/FiATz75hJUrV/LgwQNUKhWxsbG5xnrnzh1+/PFHNm3apNuWmprKvXv38PT0zNPzzU528bRp04bRo0fzxhtvEBISwqBBg5g3bx4GBgZZlvPka29vb6/rN/fkeyE/34GQ8d7R08uoZzI1zfhbFx8fX2QzCzwvtFqFT/dc5vvDGZ+T7nVc+bRnDYz0n++BLNmRmsWiZGiWcXv8L5++YcY2faOs99V77CVQG2RsMzB+et98UqlUdO3albZt2+pGZrq4uGTqk3Pnzh2MjY2xtbV96rGEhAQiIiJ0Izzzes6cNGvWjBMnTvDnn3/i5+eHn58fR44c4ciRI9nWQhRlx2AjIyNee+01Tp8+TXh4OIGBgUycOJHVq1cTFRXF/fv3dV+WWZ3b3d290LUHAwYMYP78+Vk28Wf1+jy8/uXKlSMo6FGXhcf/7+rqio+PD9HR0bpbfHw806ZNK1SseWFgpM73TU/96D2vp9bDwEiNvqH6qXJLEzMzM5KSknT3c2riz+o9e/78ed1r06xZM3777Tfd/YeJYm5MTU3zHENuwsPDSU5+1Dc6KCiIcuXKkZKSQv/+/fnkk0+IiIggOjoaR0dH3WfiSX5+fhw6dIh//vmHevXq4efnx6ZNm4iIiKBGjYJ1n8nNkyOp7969S7ly5XL9PEPm1+bQoUMsXryYXbt2ERMTk+dBe66urowcOTLT5y0xMZGmTZsW6nnlFs/bb7/N2bNnOXnyJL///ruuS0thviPz+x0oMiSlahiz9rQuUXy7bRW+7lPrhU0UQZLFbPn7++Pr60uDBg1KOpRCmTx5MsuXLyc8PJy+ffuybNkyLl26REJCAu+//z59+vRBpVLRq1cvtm3bxtGjR0lNTeWDDz6gSZMmmfrk5cbR0THHZOphh+jVq1fj5+eHi4sLiYmJ/PXXX9kmi7mVmR9paWmsW7cOR0dH7OzsiI+PR09PDwcHB9LT05+a2ubJc/fv358dO3awa9cutFotQUFB+e7Y3qNHD/bu3Uv37t2feqxv37589dVX3Lt3j8jISGbPnq3rC9WrVy+WL1/OtWvXiImJ4fPPP9cd16hRI7RaLUuWLCE1NZXU1FQCAgLy3Flf5K5WrVocPHiQkJAQHjx4wIIFC7Ldtyjfs0/GsGHDBjQaDWvWrOH69esFListLY05c+aQlpbG9u3buXDhAh07diQlJYXU1FRdzdSCBQsICwvLthw/Pz82b95MpUqVMDAwoHnz5ixdupQmTZroap+eVNjrExQUxPfff09aWhr+/v7o6+vTsGHDXD/PT4qLi8PAwAB7e3sSEhLyPN3RgAED2Lx5MwEBAWi1WuLi4tiyZUuW+65atSrPtY05xXPq1ClOnjxJeno6FhYWGBgYoFZnJCaFuZ75/Q4U8CA2mb7fH+P3i6EYqvVY0K82b7Wt/MIn1pIsZmPcuHH8999/nDx5sqRDKRQfHx9atGjBggULaN++PdOmTaNTp054eHhgYGCg63vo4+PD8uXLGTp0KE5OTly5ciXf82u99957TJ06FWtra9atW5flPn5+flhbW+uaW5s2bYqLi0umZqjHDRs2jOPHj2Ntbc3YsWPzFc9DD0cK2tvbc+DAAbZt24ZKpaJ69eqMGjWKmjVr4unpiZeXF4aGhrrj3nzzTVatWoW1tTWffvopXl5e/Pzzz7z//vtYWVnRpk2bTH0688LY2Ji2bdtmagJ8aPjw4XTv3p2GDRvi6+ura7IGeOWVVxg1ahRNmzalZs2adO7cWXecvr4+O3fu5Pfff8fV1RUXFxc++eQTtI+PtBeF0q5dOzp37kzVqlVp1aoVPXv2zHbfonjPZuWbb75h7dq12Nracvr06UxdSvLL09MTlUqFo6Mj77zzDhs3bsTGxgZLS0u++OILOnTogLOzMxERETlO71SnTh0URdH92GvQoAFpaWk59lecMWMGPXv2xNraukDzAzZv3pyTJ09ia2vL999/z5YtW9DX18/18/ykl19+maZNm+Lh4UGNGjXyfD29vLzYsGED7777Lra2tlStWpVff/01y33v3r2b5xrHnOKJiYlh2LBhWFtb4+3tTdOmTXU10nn53s1Ofr8Dy7rLIbF08/+L83djsDE1YN3IRnSt7VrSYT0TKiW79gUBZIygtbKyIiYmBktLy5IORwghyqxVq1bx008/sW/fvpIOJU86duzI119/jY+PT0mHIgrp4JUHjF/3D/Ep6VSwN2PFkAZ42ue/i1hpk9ccRwa4CCGEEMWgrM5I8KL58VggM7dfRKvASxVsWTqoHtam2ddav4gkWRRCCCGEeIJGq/DJzkus+Ctjkvhe9dyY270GhvplrwefNEPnQpqhhRBCiLIlISWdtzacZd+ljFkH3u3gzdiWFV+4gSzSDC2EEEIIkU8hMckMX32Si8GxGOrr8VXvWnSplfdp5F5EkiwKIYQQQgAXg2MYvuoUIbHJ2JkZ8v3r9annYVPSYZU4SRaFEEIIUebtvxTKm+v/ITFVQyVHc1YOaYC7rWnuB5YBkiwKIYQQokxb+dctZv/2H1oFmlayY/HAeliZZL2cYllU9ob0iCITEBBArVq1irxcc3Nz3ZrITwoMDNStqSsEQLVq1Th27Fi+j7tz506RrWeb03u2tDl48GCOE23nh6enZ4Em1i6MWbNmMWLECN39RYsW4ejoiL29fYHLzO09pFKpnlpmsKStWrWKtm3b6u7nNcYnr19OEhMT6dixI5aWlkycOLGgoT5TLVu2zNeCEukaLTN/vcBHOzISxX4N3Fk1tKEkik+QZPEF4+npiampKebm5ri4uDBhwgQ0Gk2hy1WpVJiZmWFubo65uTkNGzbEz8+Pc+fOZTp3UfzhiI+P162JPGTIkDwvw5UVT09PPDw8SEtL020bPXo0s2bNKmyYWTp//jxdunTB2toaOzs7mjVrplvdYdWqVejr62Nubo6lpSWNGjXSXa+svsAlMc6bixcv0rhx43wfV758eaKjo4skhqJ8z4q8S01NZcqUKRw5coTw8PACl/P4eyg/ydSLbsuWLcTHxxMVFaVb7Su/nkxqi1Jhf/jEp6Qzcs0pVh+7DcC0jlWZ16MGBmpJjZ4kV+QFtHfvXuLj4wkICODnn3/mhx9+KJJyr1y5Qnx8PPHx8U8tcl+axcXFsXLlymI/z+XLl2nWrBm1atXi2rVrhIeH88UXX7Br1y7dPi1btiQ+Pp7IyEhat25Nr169kNmrypaWLVty8ODBkg7jhfDgwQPS0tKoUqVKSYdS5NLT00s6BO7cuYO3t7duHeoXSXB0Er2XHuPAlTCM9PVYMrAuo1q8eFPjFBVJFl9gFStWpGnTppw9e1a3bfHixVSoUAEHBwcGDRpETEyM7rGtW7fi4+ODjY0NnTt35t69ezmW//ivuhEjRnDnzh3dOsxr167NtG9iYiKmpqYkJCQA8MYbb1ChQgXd402aNOGPP/4AHjWnrF69mrVr1zJ79mzMzc0ZPXq0bv9ly5ZRrlw5nJ2dWb16dY5xvv3228ydOzdT7eJDT/7qfbI2T6VS4e/vj6enJ9bW1nz33XccPXoUX19fbGxsmD17tm7fjz76iNatWzNnzhwcHBxQqVQ0btyY77777qnz6uvr89prrxEaGkpERESO8YucPV6jPWTIECZMmECrVq0wNzenS5cuhIWF0atXLywtLWnVqpXuej/5Wnt6evLVV1/h4+ODtbU148eP1z32ZG3TkzUaeXnP5mbVqlW0bt2aMWPGYGlpia+vL2fOnHnqHA893tyWn+f90IcffoiNjQ1VqlTRffYAVqxYQZUqVbCwsKBmzZp5TmyTk5MZN24czs7OlC9fno8//li3Pnl6ejrjx4/Hzs6OqlWr8tlnn+mu38PXYcmSJTg5OVG+fPlMzYhhYWG6ptBWrVrx4MED4FEio9FoMDc3p3fv3k/F5OrqytWrVwGYO3cuJiYmpKamAjBgwACWLVsGPHoPHTx4kLlz57J69WrMzc3p2LGjrqwdO3bg5eWFvb098+bNy/Y6eHp68vnnn1OlShXs7OyYPHmy7jrcuHGD5s2bY21tjYuLC9OnT9cdt2rVKlq1asWoUaOwsrJi5cqVHD9+nAYNGmBpaYmHhweLFi3K02uRlJTE+PHjcXFxwc3NrUDrOs+dO5ePP/5Ydy22bduWYzx///03derUwdLSEldXV7755htu3rzJ6NGjOXjwIObm5lSrVk13jb744gt8fHywsLBgxowZXLlyhfr162NlZZXpc5PdNdNoNHTs2JGbN2/qWrweunbtGvXr18fS0pK+ffuSkpKS6bn9ezeGbv5/cel+LPbmRmwc1ZiONcrl+xqVKYrIUUxMjAIoMTExue6bkJqQ7S05PTnP+yalJT21b155eHgoAQEBiqIoypUrVxRnZ2flyy+/VBRFUfbu3as4OzsrFy9eVOLj45UePXoogwcPVhRFUS5duqRYWloqAQEBSnJysvLmm28qLVu21JULKEFBQZnOdeDAAaVixYpZnjsrjRo1Uvbt26coiqL4+PgoHh4eyr1795TExETFxMREiYuLe+pcgwcPVmbPnq0r49atWwqgTJgwQUlJSVF+//13xczMTImNjc3xevj5+Snff/+9oiiKMmrUKGXmzJmKoijKypUrlTZt2mQqX61WZ3reffv2VRISEpQ///xTMTY2Vnr06KFEREQoly5dUoyNjZUbN24oiqIojo6OysqVK7N9/o+fKyUlRZkyZYri6uqqKIqizJw5Uxk+fHim/Z+MpTRKTUrK902Tnq47XpOenrE9JfmpcvPq8ffd4MGDFWdnZ+XChQtKbGysUr16daVKlSrK4cOHlZSUFKVdu3bKjBkzFEV5+vp6eHgozZo1U8LCwpSgoCDFwcFB+fPPPxVFefr1efK9n9N79kktWrRQDhw48NT2lStXKvr6+sq6deuU9PR05f3331eaN2+e5TkelvPjjz/m+3kfOHBAUavVyrRp05SUlBTll19+UaysrJTIyEhFURRl586dyp07d5T09HTl+++/V5ycnJTk5MyvT1bXfvr06UqLFi2UyMhI5fbt20rlypV1n4eFCxcqtWvXVkJDQ5Xg4GCldu3auuv38DM9ZMgQJSkpSfnrr78UCwsL5cqVK4qiKErv3r2V1157LdNjD1+L3D4jffv2VZYvX64oiqK8/PLLipeXl/LXX38piqIobm5uyqVLl556Hll9FgGlV69eSlxcnPLvv/8qRkZGyvXr17O9JrVr11bu37+v3Lt3T/H19dXFcP36deXgwYNKWlqacvXqVcXd3V355ZdfFEXJeP3VarWycuVKRaPRKImJicrp06eV06dPKxqNRjl58qRiaWmpnDlzRrf/499dj78/xo4dq/Tv31+Ji4vTxbBjx45sn192ntw3p3gaNWqk/PTTT4qiKEpkZGS2cT68Ri1atNB9jxoZGSnt2rVT7ty5o9y/f19xcnLSffZyumZPfg4VJeNzUbVqVSUwMFCJiopSfH19lRUrVuge//3CfaXqB7sVj/d+U9p9fVAJisz739cXUV5zHOkQVYQarWuU7WN+rn4sbrtYd7/lppYkpSdluW99p/qsfPlRs+nLP7/M4X6H8xxHx44dURSFhIQEevTowbhx4wDYsGEDb7zxBr6+vkDGL8fatWuzcuVKNm/eTLdu3WjWrJnuMRsbG+7fv0+5chm/uKpVq6arop81axa1a9fOc0wAfn5+HD58mJo1a6JWq+ncuTMBAQE4OTnh6+ub6ZdhbmbMmIGhoSHt27fH1NSUGzdu5BjPzJkzGTFiBEOGDMlXzABTpkzB1NSUVq1aYWlpycCBA7G1tcXW1paaNWty/vx5KlSoQEREBM7OzjmWdejQIaytrTEwMKBatWr88ssv+Y6nNFk4uFe+j+k8cSrejTPeZ9dOHOO3+Z/i5ludvjMf1X4sGz+MscvXFSim3r1762owOnXqxKVLl/Dz8wOge/fu/P7779keO3HiRN1AiZYtW3Lu3DlatWpVoDgKomrVqvTv3x/IqPn69ttv83xsfp63vr6+7jPUrVs3qlevzu7duxkwYACdOnXS7Tdy5EhmzJjBtWvXqF69eo7n37BhA8uXL8fGxgYbGxveeecd1q9fz5AhQ/j55595++23cXR0BGD8+PFP1c7NnDkTY2NjmjRpwquvvsqWLVt47733+OWXX7h27Vqmx/Lq4XfO0KFDuXDhAuPHjycgIAAXFxeSk5OpWrVqnsuaOnUq5ubmVK9enZo1a/Lvv/9SsWLFLPd96623dN8Fb7/9Nhs3bmT48OFUrFhRd0zlypUZOHAgR44coVu3bkBGa9DD7ygTExPq1q2rK7N+/fp06tSJv/76izp16mQbp6IorFy5kuvXr+tq3MaMGcOWLVvo3Llznp9vVnKKx8DAgOvXrxMZGYmtrS02NjnPTThhwgTd92itWrV4+eWXcXd3B6BFixa6z15u1ywrI0aMwMPDA4BXXnmFc+fOoSgKPxy5xSe7LqEo4FfZHv+BdbE0loEseSHN0C+g3bt3ExcXx7Zt2zh16hTx8fEABAcHU758ed1+Hh4eJCcnExkZ+dRj5ubm2NnZZRrhefHiRaKjo4mOji7QyDg/Pz8CAgI4cuQITZs21d0PCAjQ/VHLC7VajZ2dne6+qamp7jlmp02bNri6uubaZJ2Vh3/gIOML/Mn7D89tZ2dHSEhIjmW1aNGC6OhowsLCOHjwIA0aNAAy/ng/2UyelpaGgYF8keVXXl+vrDg5Oen+n5f3VV7VrFkTa2trrK2tOXLkCJ07d9bdX7fuUVJcmPPn53k7ODhgbGysu+/u7s79+/cB2LZtG3Xr1tXF9+DBgzx1lcjq++Xh90dISAhubm66xx7//+MxPBlPWFgY6enpTz2WVw+/Y86dO0e1atVo2bKl7jvn4Q/jvMrPa5PVcwG4d+8e3bt3x9nZGSsrK+bPn5/p2j55XS5evEi7du1wcHDAysqKrVu35vpahIWFkZSUhK+vr+41nD59OqGhofl6vlnJKZ7ly5dz8eJFKlWqRLNmzXKdoSCv79fcrllWnnytYuPi+GDbBebszEgUBzYqz8ohDSRRzAepWSxCxwccz/YxtV7mDsIH+xzMdl89VeYcfk/PPfmORaVS0bVrV7Zv386cOXOYP38+Li4u3LlzR7fPnTt3MDY2xtbWFhcXF65fv657LCEhgYiICN0Iz7yeMyfNmjVjwIAB/Pnnn/j5+eHn58e8efNwcnLijTfeKFCZ+TFz5kxGjRqVqabIzMyMpKRHNbyF+UJt3bo1v/76a4FqL93d3dm3b1+mbbdv3870x7c0mrB6S76PUT+WAFdu2DijDL3Mr/PIb1cUOrailJ/3SVbv2fPnz+v+37JlS2bNmkXLli3zFYOpqWmRvVfDw8NJTk7WJYxBQUF06dKFlJQU+vfvz9atW2nfvj1qtZpy5crlaRDWw++Xh7VAd+7c0X1/ODs7Z+oDndUUL0FBQXh6eur+7+vri4ODA/r6+k899niim5Pq1asTFRXFhg0b8PPzo27dupw7d45y5cplmywWxXdOUFBQpv8/bJ354IMPsLGx4erVq1haWjJt2jRdIpnVucePH4+fnx/bt2/HxMSE/v375/pa2NvbY2RkxM2bN7G1tS30c8lrPN7e3mzatIn09HSWLl1K//79CQwMLPT1zOma5aXslHQNAdfCSTt+B5UK3u/kw/BmXjKQJZ+kZrEImRqYZnszUhvleV9jfeOn9i2oyZMns3z5csLDw+nbty/Lli3j0qVLJCQk8P7779OnTx9UKhW9evVi27ZtHD16lNTUVD744AOaNGmi+5LLC0dHRwIDA7N93NbWFk9PT1avXo2fnx8uLi4kJiby119/ZfvFnVuZ+dGuXTucnZ3Ztm2bblvNmjX5559/uHLlCnFxcQXqCP7QjBkz2L9/PzNnziQ8PBxFUThx4kSeBjm8/PLLnD17lq1bt5Kenk5ISAhz5syhb9++BY7nWTAwNs73Te+xkZV6anXGdkOjp8otTWrVqsXBgwcJCQnhwYMHLFiwINt9i/I9+2QMGzZsQKPRsGbNmkw/7vIrLS2NOXPmkJaWxvbt27lw4QIdO3YkJSWF1NRUXS3PggULCAsLy1OZffv2Zfbs2URFRREUFMTXX39Nv379AOjRowfz58/nwYMHhISE4O/v/9Txs2fPJjk5mb///pvt27fTs2dP1Go13bp1Y9asWbrHduzYkefnqaenR9OmTVmyZAl+fn4YGBjg7e3Nxo0bs23NcHR05Pbt24WapWDRokWEhoZy//595s+fT58+fYCMmRksLCwwNzfnwoULuc4HGBcXh7W1NcbGxgQEBLBz585cz62np8fgwYN55513iI6ORqvVcunSpWxnsPD09GTVqlV5el45xbN27VoiIiLQ19fHwsJCN4La0dGRu3fvFnh0d07XzNHRkbCwMN3AySfdjUpk08m7hMQkY2KgZumgeozwqyCJYgFIsviC8/HxoUWLFixYsID27dszbdo0OnXqhIeHBwYGBrq5s3x8fFi+fDlDhw7FycmJK1eu5GtiU4D33nuPqVOnPtW09jg/Pz+sra11NWZNmzbFxcUlU7PB44YNG8bx48extrZm7Nix+YonKzNnziQyMlJ339vbm/fee4/GjRtTq1YtOnToUOCyfXx8OHLkCKdPn6ZixYrY29szadIkXnnllVyPdXJyYseOHXzxxRfY29vTqFEj6tevn2m0pCg57dq1o3PnzlStWpVWrVrRs2fPbPct6vfsQ9988w1r167F1taW06dP06RJkwKX5enpiUqlwtHRkXfeeYeNGzdiY2ODpaUlX3zxBR06dMDZ2ZmIiIg8z2P34Ycf4u3tTdWqVWncuDH9+vVj8ODBAIwZM4ZGjRpRtWpVWrRoQY8ePTAyevQDQa1WU79+fcqXL0/v3r1ZtGgR3t7eAHz77beEhITg4ODAtGnTGDhwYL6eq5+fHykpKTRs2FB3X6PRZOp/97hevXoRHx+vmxWiIPr06YOfnx/Vq1enXbt2DB06FMj4QXngwAEsLS2ZMGFCju8jgM8++wx/f38sLS2ZP39+nvtrfvPNN1hZWVGjRg1sbW15/fXXiYqKemq/tLQ0IiIieOmll/JUbk7x7Nq1C29vbywsLFi4cCFr1qwBMlpcPD09cXBwoGbNmnk6z+NyumY+Pj507doVd3f3pybYPxcUTTf/o0QkpGBsoMemUY3pUC3nPuUieyqlMD+fyoDY2FisrKyIiYnB0tKypMMRQojn3nfffcfPP//M3r17CQwMpFKlSqViXsGi4OnpyU8//ZTvPpEl4dixYyxcuJD169eXdChFave/93l701mS07RUdbZgxZAGuFiblHRYpVJecxypWRRCCFGs4uLi2LdvHxqNhuvXr/P111/TtWvXkg6rzGvcuPELlSgqisLSQzcYs/YMyWlaWnk7sGVMk+cuUdRoNcSkxOS+4zMkA1yEEEIUK61Wy5QpU3SDFPr165ftoDYhCiJNo+XDbRfYcDJjcNHgxh582NkX/eds6b6LERf55O9PsDSyZEmbJaWmf2WZSBZ/++033nnnHbRaLe+9956s+ymEEM+QlZVVptVoHufp6fnCNEEDxTK4SeQsJimNcWvPcOR6OHoq+LCzL0ObepV0WPkSmxrLojOL2HR1E1pFi7mBOffi7+Fm8fQ0UyXhhU8W09PTmTRpEgcOHMDKyop69erRvXv3TPP0CSGEEOL5ExSZyNBVJ7n+IB5TQzWL+tehjU/WAyZLq99u/sYXJ78gMjlj8GUnr05Mrj8ZB1OHEo7skRc+WTxx4gTVqlXD1dUVyFjdZO/evbpVEoQQQgjx/Dl9O4o31pwiIiEVZ0tjlg+uT3VXq5IOK99Oh54mMjkSLysv3m/0Po3KZb8aXEkp9Y35hw8fpkuXLri4uKBSqTLNkfeQv78/np6eGBsb06hRo0zzSQUHB+sSRchYWP7xyWGFEEII8Xz57Xww/Zf9TURCKtVcLNk2rulzkygmpiUSlvho/tKJdSfyTr13+LnLz6UyUYTnIFlMSEigVq1aWU7iCrBx40YmTZrEzJkzOXPmjG6uvAcPHjzjSIUQQghRnBRFwf/Adcav+4fUdC1tfRzZNKoxzlalayL/rCiKwv7b++n6a1c+/OtD3cTvVkZWDKk+BAN16V1+sNQ3Q3fs2JGOHTtm+/jXX3/NyJEjdZOeLl26lJ07d7JixQqmTp2Ki4tLpprEe/fu6SZnzUpKSgopKSm6+7GxsUXwLIQQQghRGOkaLR88NuJ5WFMv3n/FB7Ve6RgxnJOguCDmHZ9HwL0AAPTQIyI5AnsT+xKOLG9Kfc1iTlJTUzl9+jRt27bVbdPT06Nt27a6RcwbNmzIhQsXuHfvHvHx8ezevTvHVTrmzZuHlZWV7pafReuFEEIIUfSS0zSMXXuGDSeD0FPBx12rMaOLb6lPFFM1qSw9t5Tuv3Yn4F4A+nr6jKwxkm3dtj03iSI8BzWLOQkPD0ej0Ty1VJyTkxOXL18GQF9fn6+++opWrVrp5vrKaST0tGnTmDRpku5+bGysJIxCCCFECYlNTmPk6lMcvxWJob4ei/rXeS6W7rsTe4ex+8dyO/Y2AI3KNeL9Ru/jZfV8TesDz3mymFevvvpqntfUNDIyyrRmqRBCCCFKxoO4ZAavOMml+7FYGOmzbHB9XqrwfEx952zmjAoVDiYOTGkwhQ6eHUrNJNv59Vwni/b29qjVakJDQzNtDw0Nxdm59P/qEEIIIUTW7kQk8tqK49yOSMTe3JBVQxuW6hHP6dp0dtzYQeeKnTHQM8BQbcj8VvNxMnXC3NC8pMMrlOe6z6KhoSH16tVj//79um1arZb9+/fTuHHjQpXt7++Pr68vDRo0KGyYQgghhMiH/4Jj6bn0KLcjEnG3NWHL6CalOlH858E/9P2tLzOOzmDdpXW67RWtKz73iSI8BzWL8fHxXL9+XXf/1q1bnD17FltbW8qXL8+kSZMYPHgw9evXp2HDhsyfP5+EhATd6OiCGjduHOPGjSM2NhYrq9L7BhVCCCFeJCduRTJ89UniktOp6mzBmmENcbQsnVPjRCZH8s3pb9h2fRsA1kbW2BrblmxQxaDUJ4unTp2iVatWuvsPB58MHjyYVatW0bdvX8LCwpgxYwYhISHUrl2bPXv2PDXoRQghhBCl2x//hTJ+3RlS0rU09LRl2eD6WJmUvvkHtYqWn6/9zPzT84lNzZhir2flnkysOxFrY+uSDa4YqJSHs0KKLD2sWYyJicHS0rKkwxFCCCFeSJtOBTFt679otAptfRz5dkBdjA3UJR1WluYdn8e6yxnNzVVtq/J+o/ep7Vi7ZIMqgLzmOKW+ZlEIIYQQL7bvDt1g3u6MKe961XPj0x410FeX3mEVfbz7sOvWLkbXGk1f777o673Y6dSL/ewKwd/fH39/fzQaTUmHIoQQQryQFEVh3u7LfH/4JgCjmldgaseqpWqKGUVR2HlrJ3fj7jK61mggY+DK3l57MdE3KeHong1phs6FNEMLIYQQRS9do+W9n//l5zN3AZjWsSqjWlQs4agyuxl9kznH53Ay5CR6Kj02dd6Et613SYdVZKQZWgghhBClUnKahnFrz7D/8gPUeio+7VGD3vVLz2ppiWmJfH/+e1b/t5p0bTrGamNG1Rr1XK6+UhQkWRRCCCHEMxOTlMaI1Sc5GRiFkb4e/gPq0ta3dMxgoigKfwb9yWcnPuN+wn0AWrq1ZGqjqbiau5ZwdCVHkkUhhBBCPBMPYpN5fcUJLofEYWGszw+DG9DQq/TMSxibGsuHRz4kLi0OFzMXpjacSqvyrXI/8AUnyWI2ZICLEEIIUXQCwxMY9MNx7kYl4WBhxJphDfEpV/JjAdK0aRjoZczlaGVkxcR6E7mfcJ+RNUZiamBawtGVDjLAJRcywEUIIYQonAv3Yhiy8gTh8al42Jny47BGlLcr+UTsaPBR5h2fx7sN3qW5W/OSDueZkwEuQgghhChxx25EMHLNKeJT0vEtZ8nqYQ1xsDAq0ZgeJD7gi5NfsCdwDwDLzi8rk8liXkmyKIQQQohisedCCBPW/0OqRksjr4zl+yyNS275vnRtOusurWPxucUkpCWgp9Kjf9X+jKs9rsRieh5IsiiEEEKIIrfhxB2m//IvWgXa+zqxsH+dEl2+79+wf5l1bBZXo64CUNOhJh80+gAfO58Si+l5IcmiEEIIIYqMoigsPniDL36/AkC/Bu7M6Va9xJfvi0iO4GrUVayMrHi77tt0r9wdPVUpWlIwLQkMSueKMKXoKgkhhBDieabVKsz+7ZIuURzbsiLzSmidZ62i5Wb0Td39lu4tmdpwKju67aBnlZ6lK1G8eQgW1IbAIyUdSZZK0ZUqXfz9/fH19aVBgwYlHYoQQghR6qVptLyz+Rwr/roFwAev+DDl5ZJZ5/lSxCVe2/Uag3YPIiIpQrd9oM9AbIxtnnk8uTq3HuJD4Mg3JR1JlmTqnFzI1DlCCCFEzhJT0xm79gwHr4Shr6fii9416V7H7ZnHEZcah/9Zf9ZfXo9W0WKqb8rXLb+mqWvTZx5LvqQmZiSKfpOeaVO0TJ0jhBBCiGIXnZjKsFUnOXMnGmMDPZYMrEerqo7PNAZFUdh1axdfnvqS8KRwAF72fJnJ9SfjZFY6lhLMJPIWXNkNjcdm3Dc0hdbvl2xMOZBkUQghhBAFEhKTzOsrjnM1NB5LY31WDm1APY9nu3yfRqthzL4xHLt/DAAPSw+mN5pOE5cmzzSOPEuMhGWtICkKzB2hRq+SjihXkiwKIYQQIt9uhsXz2g8nuBedhJOlEWuGNcLb2eKZx6HWU+Np5cmZB2cYWWMkQ6sPxVBt+MzjyDNTW6g/HG4egPKNSzqaPJE+i7mQPotCCCFEZufvRjNk5UkiE1LxsjdjzbCGuNs+u+X7Dtw5gIeVBxWsKgAQmxpLbEosbhbPvp9knqTEZfxr9P9kWqsBbTrol+xKNtJnUQghhBBF7q/r4byx5hQJqRpquFqxcmgD7M2fTdJzM/om35z+hoN3D9LQuSHL2y9HpVJhaWiJpWEprdAJvw4bB4JdJejzI+jpgZ464/ackGQxG/7+/vj7+6PRaEo6FCGEEKJU2PXvfSZuOEuqRkvTSnZ891p9zI2KN5VI06Sx/85+Nl3dxMmQkwDo6+lTw74G6Uo6BqqSWz4wT5KjIfImJMdA7D2wds/1kKQLFzFwdUHfpnRM8yPN0LmQZmghhBACfvr7Nh/+egFFgU41nPmmb22M9Iu3dmzL1S0s+mcRkcmRAOip9Gjh1oKJdSdSwbpCsZ67SF3ZDS51wSL3kdlx+/dz753JGFevRvkVK9AzLL7+l9IMLYQQQohCUxSFRX9e5+s/MtZUHtCoPLO7VketV/STbWu0GjSKRjdARV9Pn8jkSBxMHOhZpSc9K/fE2cy5yM9bpJJjYM80aPU+WLlmbPPumKdDI9f8SOi8eaAo6JmYQloaFGOymFeSLAohhBAiS1qtwkc7LrL62G0AJrSpzNttKxf5qixhiWFsvbaVLde2MNh3MIN8BwHQwbMDFgYWNHdvjoFeKW9ufmj7m/DfrxAVCEN2Qh6ulaLREPrZZ0St+REA6z59cJ7xISr90pGmlY4oBJcjL3M58jJtyrfBwvDZTz0ghBBCPC41XcvkzefYfi4YgFldfBnS1KvIylcUheMhx9l0ZRMH7hwgXUkH4PfA33XJoom+CW082hTZOZ+Jth9l9FFsPydPiaI2KYngKVOI+2MfAA7vTMJuxIgSWSYxO9JnMRfPqs/iR8c+YsvVLRjqGdLcrTmdKnTCz9UPY33jYjunEEIIkZWElHRG/3SagGvh6Oup+KpPLbrWdi2y8tdeWsuGyxsIjA3UbavtUJs+3n1o79keI3XJTimTL1oNhF6AcrUebVOUPCWK6RERBI0dS/K586gMDCj36TysXnmlGIPNTPosPmcqWVfCy8qLWzG32HdnH/vu7MPMwIw25dvQyasTjV0ao6fSK+kwhRBCvOCiElIZuuokZ4OiMTFQs/S1erSo4lCk5zgdeprA2EDMDMzoXKEzvav0xtvWu0jP8UykxMGmwXD7KAzfC+VqZmzPQ6KYcvMWQaNGkRYUhJ6VFe7+32Jav34xB1wwUrOYi2c5GlpRFK5EXWHXrV3subWH+wn3AXA1d2V3j92lqkpaCCHEiyc4OonXV5zg+oN4rE0NWDmkAXXKF3z6loS0BHbe3MmWq1v4vPnneFp5AnA+7DxXoq7QyasTZgZmRRR9CdBqYG3vjGSx53Lw6ZynwxJPneLuuPFoYmIwcHPD/fvvMapQdE38eZXXHEeSxVyU1NQ5WkXLubBz7Ly5E1dzV4ZWHwpkzDc1cNdAXnJ5iVe8XqGKTRVJIoUQQhTa9QdxvPbDCe7HJFPOypgfhzekkmPB+tBfibzCpiub+O3mbySmJwIw2HcwkxtMLsqQS87jzcyJkRAbDM7V83Ro7K5dBL83FSUtDeNaNXFfvBh9O7tiDDaHWCRZLJzHJ+W+evVqqZln8VDQIcb/OV53v4JVBTp6daSTVyfKW5YvwciEEEI8r84GRTN05QmiEtOo4GDGj8Mb4Wptkq8y0jRp7Ancw8YrGzkXdk633dPSkz7efXi14qtYGVkVdejPliYd9s0EExtonr/EV1EUIpYvJ+yrrwGwaNcWl88/R88kf9e5KEmyWERK26TcyenJBNwLYNfNXRy+e5hUbarusep21ZnScAp1HOuUYIRCCCGeJ4evhjH6p9Mkpmqo5WbFyqENsTXL/9x+yenJtNnchtjUWPRV+rQu35q+3n1p4NzgxWkBu7wLNvQHlR6MPwV2FfN0mJKeTsjHs4netAkA28Gv4zhlCip1yS75JwNcXlDG+sa082hHO492xKXGsf/Ofnbf2s3f9//mQsQFzA3MdfsGxwdjZmD2/P+SE0IIUSy2nwvmnU1nSdMo+FW2Z+mgepjlYfm+NG0aB4MOcijoELObzkalUmGsb8yw6sPQKBp6VO6BvYl98T+BZ61qJ2g8Htwb5jlR1MQncO/tt0kICACVCqdp07B9/bViDrRoSc1iLkpbzWJ2wpPCORp8lFcrvqrbNuXwFP64/QfNXJvRyasTLdxaYGpgWoJRCiGEKC3WHAtk5vaLKAp0rlmOr/vUxlA/51k3QhJC2Hx1M1uvbSU8KRyAH9r/QMNyDZ9FyCXj8k6o1Bb08z+dT1roA4JGjybl0iVUxsa4fvkFFm3bFkOQBSM1i2WMvYl9pkRRURTux98nXZvOwaCDHAw6iIm+Ca3cW9HJqxNNXJpgoH5OZsMXQghRZBRF4Zt911i4/xoArzf2YGaXatku36fRajgafJRNVzZx+N5htIoWADtjO3pU7oGHpcczi/2Z2/8xBHwFdQfDqwvzdWjylasEjRpFekgIajs73JcsxqRmzWIKtHhJsviCUqlU/NjpR65HXWfXrV3svrWbu/F32XVrF7tu7aKeUz1WvbyqpMMUQgjxDGm0CjO3X+Cnv+8A8HbbKkxoUynHPoX/PPiHsfvH6u43dG5IH+8+tHZv/eJXOpRvAqr5YFEuzxNtAyQcPcrdCW+hjY/H0MsL92XfY+jmVryxFiNphs7F89IMnRtFUbgQfiFjDsfAPQz0GciIGiMASExLZMm5Jbzs+TK+dr4vTkdkIYQQOinpGiZtPMfOf++jUsHHXavz2kuZawUVReFU6ClCEkLoUrGLbtug3YOo5VCLXlV6UcGqQkmE/+xo0uDxJDjyFtjmfQ7E6J+3cn/mTEhPx7R+fdy+XYTa2rro4ywCMhq6iLwoyeLjNFoNado03VKCO2/uZGrAVAA8LD3o6NWRjl4dX/wvBCGEKCPiU9IZ/eNpjlwPx0Ct4pu+telc00X3eGxqLDtu7GDTlU3cjLmJpaEl+3vv1/2dUBSlbFQknFoJfy+GYb+DqW2+DlUUhfBFiwhfvAQAy86dKTf3E/QM8z+y/FmRPosiW2o9NWq9R8P1Xc1d6eDZgUNBh7gde5ul55ay9NxSfGx96OjVke6VumNtbF1yAQshhCiwiPgUhq46yfm7MZgaqvn+tfo0q5wxUvlC+AU2XdnE7lu7SdYkA2Cib0J7z/YkpifqksUykSimJsCRbyD6NpxeBX6T8nyokprK/Q8/JObX7QDYjRqFw1sTUOm9GMv0Ss1iLl7EmsXsJKQl8OedP9l9azfHgo+RrqQDsKfnHlzNMxaQ1ypaWaNaCCGeE3ejEnl9xQluhiVga2bIyiENqOVuDcDqi6v58tSXun0rWVeir3dfOlfojLmheTYlvuBCLsD1fdD0rTz3T9TExnL3zQkkHj8OajXOs2Zi07t3MQdaNKRmUeSbmYEZXSp2oUvFLkQlR/HH7T+4Hn1dlygCvH3gbVK1qXTy6kTr8q2f7zU9hRDiBXY1NI7XfzhBSGwyrtYmzO5tj7lFBGANQEv3liz6ZxHtPNrRx7sPtR1ql40axMfdPgrpyVCxdcZ95+p5XrYPIO3ePe6MGkXq9RvomZriumAB5n7NiinYkiM1i7koSzWLuYlNjaXFhha6GkcjtREt3FrQyasTzdyaYaTO/xxUQgghit7p21EMW3WSmOQk3Fyv4e55jgsRZ2nn0Y6vW36t2y8+Nb7s1iLeOgw/dgdDcxh1CGw883V40oWLBI0ZjSYsHH0nJ9y/W4px1arFE2sxkZrFQnp8bWiRwdLQkl+6/sLuW7vZdWsXgbGB7L29l72392JhYMGImiMYVn1YSYcphBBl2oErDxi74Q805sew8jhNjCqemAhQq9ToqfQydScqs4kigHsjKFc7I0k0c8jXoXEHDnBv0jsoSUkYeXvj/t1SDJydiyXM0kBqFnMhNYtZUxSFS5GX2HVzF7sDd/Mg8QHTG02nf9X+AMSkxBAYG0hN+5plr1lDCCFKyLZ/7jHt0Efo2xzTbXM0daRXlV70rNwTR1PHEoyuFEiMzDzKOTkWjCzy3D8RIHLdOkLnfAJaLWZNmuC6cAFq8+cz6ZaaRVGsVCoVvna++Nr5Mqn+JE6HnqaydWXd478H/s7sv2fjau5KR6+OdPLqRGWbyjmUKIQQIicpmhRCE0IJTQwlJCGEkIQQ3f9H1xrNictmfPzbfxjY2KGPiiYuTejr3Yfmbs3R15M/99w8BJuHQNuZUG9IxjbjvFcCKVotD778isgVKwCw6tWTcjNnojJ4wScmR5JFUQT0VHo0cG6QaVtsaiwm+ibci7/H8n+Xs/zf5dga2+Jg4oC9qT1fNv9S1/xxJfIKSelJ2JnY4WDioJuqQQghyoo0TdqjJDAxhNCEUFqXb42XVcZk0NtvbOf9I+9ne3zkg6ocPZexb5+qPRjVcizlrdyfSezPjXunICkSzq6DOq9DPqa10SYnE/zeVOJ+/x0Ah4lvYTdqVJlpOZNkURSLETVGMNBnIIfuHmLXzV0cuXeEyORIIpMjuRZ9DRN9E92+P/z7A7sDd+vuWxhYYG9qj71Jxm1W41mYGpgCcDv2NunadOxN7LE0tCwzH1QhxPMrTZtGWGIYIQkhlLcsj71JxhyHR4OPsvDMQkISQohIjnjqOAdTB12yaGuc0XRqrDbG2cwZJzMnnEydMFbZsfdcMseuW6CngikvV2VU8wry3ZiVZpPAyBLqDMpXopgeFcXdseNI+ucfMDDAZe4nWHXpUoyBlj6SLIpiY6JvwsueL/Oy58vEp8ZzN/4uYYlhxKbGZpoU3NrYGldzV8KTwknRpBCXFkdcTBy3Ym6hp9JjXrN5un2//edb9gTuAcBQzxAHUwddjaS9iT2T60/W1UyGJoSip9LD1tg20/mEyE1IQghBcUHEpcZhamCKhYEF5obmmBuYY2FogaG69K7IIJ4tjVaDVtHq1ki+GnWVX679oqslDE0IJSwpDIWM4QFzms6ha6WuQMa8tRcjLurKMtQzxMnMCWczZ5xNnSlnVk73WAPnBgT0DcDKyEqXCO65cJ93N58nLiUde3NDFg6uQ5NK9s/qqZd+kTfh+HfQYS7oqTP6JTYcma8iUm/f5s4bb5B2+w56lpa4LVqEWaOGxRRw6SXJongmzA3NqWpblaq2T08rML3RdKY3mo6iKMSnxROWFEZ4YjhhSWHEpcZlSvQM9AywMLQgLjWOVG0q9+LvcS/+HpAx0m96o+m6fb849QW/B/6uSxgf1lQ+TCxH1xqt+6MfkxKDsb6xTP/zAguKDeJW7C0ikiJ0tdwRyRFEJmX8//v23+tqb1ZeWMm6y+uyLWtzl8269/K269v47cZvmZLJx//f0r2lrty41DhSNCmYG5hjpDaS2p/nRERSBP88+EfXT/BhM3FIYghhiWF81OQjXQIYlhjGT5d+eqoMfT19nEydMm2rbledha0W6hJEGyObbN8TRmoj3fdTmkbLp7sv88ORWwA08LTh2wF1cbKULjw6acmw8hWICwYze2j+br6LSDzzD3fHjkUTHY2Bqyvu33+HUcWKxRBs6SfJoig1VCoVFoYWWBhaZLsu9Vy/uQAkpycTnhSuu4UlhZGQlpBpdZlUTapumoiH+z2kVqkZX2e87v7Hxz7OmALI0AIHEwccTB7VWDqYOjCg6gBdzUGqJhUDPQP5Q18K3Iy+ybXoa7rkLzLp/wng/++vfnk1diZ2AKy9vJa1l9ZmW1ZEUoQuqXMxd8HT0hNLQ0sS0xOJS40jPi2ehLQEgEyT0d+MucnxkOPZlru5y2ZduRsub2DhPwuBjOThyRrLqQ2n6gaC/Rv2L2cenMHcwFy3j7mhue4YG2MbDPRe/I71xUWraIlMjsw8WOT/CWBoQiiv+b5GW4+2AFyOvMzbB9/OtqyQhBDd/ytaV2RotaEZCaCps67J2NbY9qnVr6yNrWlVvlW+4g6JSWbcujOcvh0FwKjmFZjcwRsDtayslYmBMbSfDceXQu2B+T48ds8egqe8h5KainH16rgvWYy+Q/6m13mRSLIonkvG+sa4WbjhZuGW7T4LWy9Eo9UQmRypSyjDk8IJSwwjKT0p0xd3dEo0kFHzE5cax82Ym7rH9FX6vOb7mu7+1ICpHL57+KmaSgfTjCSzS8UuupGHwfHBpGhSMFYbY6RvlPGv2kiaxXNwJfIKlyMvZ9T8ZVELuLHLRl2fr81XN2dZi/NQRHKELlksb1EeH1sfbE1ssTO2w87YDltjW919F3MX3XGDqw1mcLXBT5Wn0WpISE/ATP9RsviK1ytUsalCfGo88WnxGYllajxxaRn/2hjZ6PZN0aSgQoWCQro2naiUKKJSonSPp2vTdf8/HnKcBWcWZPvcfmj/Aw3LZTSH7by5k1UXVz2VUD5MQtt7ttetxBSVHEVkcqTuMRN9k2x/+Gi0GlK1qSiKglbRolE0Gf9Hi1bRYmFooavtSkhLICIpAq2i1d00igYFBY2iwdXMVbfGfFRyFNejrz8qS6vVlalVtFSxqaJ7PcKTwjlx/0Smxx+/1XasTRWbKkBG15M9gXvQKBlNw4qi6GJO1iTT3K059ZzqAXAs+Bij943O9vo2dW2q+7+ruSs1HWo+Sv5M/99U/P//P3w/AjibOTOpft7XFM6PI9fCeWvDP0QkpGJhpM+XfWrRodqLO7dfvqXEQXIMWP3/70KNXlCte0YTdB4pikLkipU8+OILAMxbt8b1yy/QMzUtjoifG5IsiheaWk+dkcSZOuCDT7b7LW+/nLi0OF3z9+NN4SmalEyJZURSBCmalExN4A/pq/R1zVEAc4/P5dDdQ0+dT19PHyO1EUf6HdEllgvPLORkyMlMSaWR2kh3f2K9ibo/zCfun+Bu/N1H+6iNdM3oRmojKlpX1JWbpk1DD71nmqA+nL71YRJyIfwCF8MvPkr6HksEI5Ij2N5tu+4P7rbr23JMACOTI3X7ell5Ucexji7xszP5fwL4//+7mT/6MTHAZwADfAYU6nmp9dRYGmaeasPb1htvW+88HT++znjG1h5LQlpCpoQyPi2e+NT4TD9+KlhVoHOFzk/t97CW8/HJlO8n3Ody5OVsz1vNrpouWdwbuJc5x+foHtNT6aFWqXWJ1dJ2S2ni0gSAX67/wkfHPsq23Pmt5tOmfBsADgQdYFrAtGz3/dTvU16p8AoAZx6cYeKBidnuO6PxDHpXyVhb92rkVd4LeC/bfac0mKJLFu8n3M+01vGTTPVNdcmis5kzKlTYm9g/nQCaOeFr66s7ztPKk7Wdsq+VLm5arcK3B67zzb6rKAr4lrNkyaC6eNjJcqs6ETdgfX9QG8LwvWD4/+QuP4liejqhc+cStW49ADaDBuE0bSoqtfy4l2RRCDKSGktDSywNLalgnXUT+EPftfuOsKQwIpIiMhLLxDBdzWWaNi1TYmmkNsLCwIJkTTJp2jTd9nRtOoqiZJr77Eb0Dc6Gnc32vBPrTdT9/5frv/Dbzd+y3fdw38PYGGfUaH16/FM2Xd2Evp6+Lgl9PLH0b+OPg2lG88pvN3/jWPCxLBNQI7URr1R4BSsjKwDOhJ7h3/B/iUiOeJT4PVYT+HvP33Xl7ry5M+cawKQIXQJYxaYKTVyaZKr5szXOqP2zNbGlvEV53XF9vPvQx7tPtuWWRnoqPV13i3KUy3a/1uVb07p86ywfe3IthU5enahqWzVTYvkwqYxPjcfZLHPtk5WRFfGp8boaOK2izbLsJ5tNH6dClWlfAz0DzAzM0FPpZdzQ0/1fpVJl6g9sbmCOp6UnapUalUqlW1nk4e3x2lhrY2saOTfS7adSqTKd4/EfBLbGtnSu0DlTWQ/3M1QbUsO+hm5fLysvTg86reteUlpFJqQyceNZDl8NA6BfA3dmvVoNYwNJYDLRN86YFkfPAGKCwCFvP+Ae0iYmcm/SO8QfPAgqFY7vTcF28GDpbvR/soJLLmQFF1FUHjbppaSnkKxJJlWTSnnLR4nPhfALhCSEkKJJIUWTQnJ6csa/mmRS0lN4q+5bui+u1RdXczLkpO6xh/ulalJJTk9mV49duumGPjjyAb/e+DXbuA70OaBL1OYen8v6y+uz3Xdn9526mD8/+Tk//vdjtvtu6bJFV+O248YO9t3el6nm7/HmYDcLNxlh/IwpikJSehLxafG65d/0VHpYGlrqXos0TZruB9DDpE+tUqNCJX9En4F/7kQxbu0ZgmOSMTbQY063GvSql33XmzLv3hmwdAULp9z3fUx6WBhBo8eQfPEiKiMjXD7/HMsO7YspyNIlrzmOJIu5kGRRPO9SNCkkpiVmSkAfT0hfKveSrnbl+P3jXIy4mPH4Y0nowwT3w5c+1NVY7rm1hwNBB3QJoJ2xXab/O5g6yKoRQhSAoiisPhrIJ7sukaZR8LI3Y/HAuviUk79BOknRsH08NJ0IbvULXEzKtWsEjRpNWnAwahsb3JcsxqR27aKKstSTZLGISLIohBDiWYlPSWfqz+f57fx9ADrVcOaznjWxMC7dzeXP3O73MkY621aAcSdBnf8fpgl/H+fum2+ijYvD0MMD92XfY1i+fO4HvkBkbWghhBDiOXIlJI4xa09zMywBfT0V0zv5MLSppzT5Z6X1BxBxPePfAiSKMb/+SvAHH0JaGiZ16+Lm/y36Nja5H1hGSbIohBBClLCtZ+4y/Zd/SU7TUs7KmG8H1KWehyQvOlotBB6GCi0z7htZwKCf812MoiiEL1lC+MJFAFh0fBmXTz9Fz0gWZMiJJItCCCFECUlO0/Dxb/+x7vgdAPwq2zO/b23szCV50dGkw8aBcHUP9PkRfF8tUDFKWhr3Z84iZutWAOxGDMdh0iRU+VgnuqySZDEb/v7++Pv7o9FoSjoUIYQQL6CgyETGrD3NhXuxqFQwoXVlJrSpjFpPmp0zUeuDbcWM6XE0qQUqQhMXx7233iLh6DHQ08N5xofY9OtXxIG+uGSASy5kgIsQQoii9sd/obyz6SyxyenYmBqwoF8dmlcpu8vJZUlR4GF/TU16Rh9Fx6r5Libt/n2CRo0m5epVVKamuH3zNeYtWhRxsM8nGeAihBBClDLpGi1f7r3K0kM3AKhT3hr/AXVxsTYp4chKEa0WAr7MWJWl+9KMhFGtX6BEMfm//wgaNZr0sDD0HRxwW7oEk2rViiHoF5ski0IIIcQz8CA2mfHr/+HErUgAhjb1ZFpHHwz1pc9cJg/+g4OfgqKB2v0fDWrJp/jDh7k38W20iYkYVa6E+3ffYeDikvuB4imSLAohhBDF7NiNCN5c/w/h8SmYGar5vFctXqmZ/XKPZZpzdej0ecY6zwVMFKM2biLk449Bo8G08Uu4LVyI2sKiaOMsQyRZFEIIIYqJVquw9PANvvz9CloFvJ0sWDyoLhUdzEs6tNLlxgFwqgbmjhn3G4woUDGKVkvYN/OJWLYMAKvu3Sn30SxUhrKcaGFIsiiEEEIUg5jENCZtOsv+yw8A6FHXlU+61cDEUF3CkZUy//wE298E95dg8HZQF2y1Gm1qKvenTiN21y4A7N8cj/3YsTKpeRGQZFEIIYQoYufvRjN27RnuRiVhqK/Hx69Wo28Dd0lcsuLeCAzNwa4iKNoCFZEeFcXdN98k6dRp0Nen3JzZWHfrVrRxlmGSLAohhBBFRFEU1p24w0fb/yNVo6W8rSmLB9aluqtVSYdWumjSHy3TZ18ZxvwFVu6PpsrJh9SgIIJGvkFqYCB6Fha4LVqI2UsvFXHAZZsMwRJCCCGKQGJqOpM2neP9Xy6QqtHSzteJHW82k0TxSbcOw7f1IOzKo23W5QuUKCadO0dg336kBgai71IOz3VrJVEsBpIsCiGEEIV0/UE83fz/4pd/7qHWUzGtY1W+f60eViYF63/3wlIUOPwlRAVmTI9TCLF//MHtwUPQREZi7OuL54YNGFWuXDRxikykGVoIIYQohO3ngpn683kSUzU4Whjx7YC6NPSyLemwSieVCnr+AEe+gTYfFriYyNWrCf30M1AUzFu0wPXrr9AzMyvCQMXjJFkUQgghCiAlXcPcnZdYfew2AI0r2LGgf20cLYxLOLJSJuYeBP0N1Xtm3Dd3gJfnFqgoRaMh9NPPiPrxRwCs+/fD+f33UelLOlOc5OoKIYQQ+XQ3KpFx6/7hXFA0AONaVeTttlXQV0vvrkxig+H7lpAYAWYO4NW8wEVpExK49+4U4v/8EwDHdydjO2yYjDB/BiRZFEIIIfLhwJUHvL3xLNGJaViZGPBN31q0rupU0mGVThbloGIrCL2YMYilgNLu3ydozFhSLl9GZWiIy2efYtmxYxEGKnIiyaIQQgiRBxqtwvx9V1n053UAarpZ4T+gLu62piUcWSmTnprRN1FtkPFvlwUZ8ycaFqxPYdL58wSNG4cmLBy1vT3u3y7CpHbtoo1Z5EiSRSGEECIX4fEpvLXhH/66HgHAay958EFnH4z0ZTWWTOJCYdPr4FIHOv5/tLOBSYGLi929m+Cp01BSUjDy9sZ9yWIMXFyKKFiRV5IsCiGEEDk4FRjJuHVnCI1NwcRAzac9a9C1tmtJh1U6BZ/JGMzy4BI0fQssyxWoGEVRCF+8mPBF3wJg3rIlLl9+idpcRjyXBEkWhRBCiCwoisLygFt8uucyGq1CJUdzlgysS2Uni5IOrfTy7givfAVeLQucKGpTUrg//X1id+4EwHboUBwnv4NKLbW4JUWSRSGEEOIJsclpvLv5HL9fDAXg1VouzOtRAzMj+bOZiSYN/loADd8AY8uMbQ1GFLi49PBw7o4bT9K5c6Cvj/PMGdj07l1EwYqCkne9EEII8ZiLwTGMXXuG2xGJGKr1+LCLL4MalZcpWrLy6zg4vxHunYF+awu0ZN9DyVeuEjRmNOnB99GzssJtwQLMXmpUhMGKgpJkUQghhPi/TSeD+PDXC6Ska3G1NmHxwLrUcrcu6bBKr0aj4Po+qD2gUIli3MGDBE96B21iIoaenrgvXYKhp2fRxSkKpUzMHtq9e3dsbGzo1atXSYcihBCiFEpK1fDu5nNM+fk8KelaWnk78NubzSRRzEpi5KP/u9aDif+CT+cCFaUoChGrVnF37Di0iYmYvvQSnhs3lOlEMSokgasnQko6jEzKRLL41ltvsWbNmpIOQwghRCl0KzyB7ov/YvPpu+ip4N0O3vwwuAE2ZoYlHVrpotXAHzPAvyHE3H20vYDzJyppaYTMmMmDTz8DrRbrPn0ov+x71FZWRRTw88na0ZSbZ8MIC4or6VB0CtQMffLkSbRaLY0aZe5LcPz4cdRqNfXr1y+S4IpKy5YtOXjwYEmHIYQQopTZ/e993t1ynviUdOzNDVnYrw5NKtmXdFilU3oK3PgTEsLg6p5CDWTRREdzd+LbJP79N+jp4fTeFGxef73M9gtNT9WACvQN1Kj0VLR+3Qd1KVo6skCRjBs3jqCgoKe237t3j3HjxuWrrMOHD9OlSxdcXFxQqVRs27btqX38/f3x9PTE2NiYRo0aceLEiYKELYQQQgCQptEy+7f/GLP2DPEp6TTwtGHnBD9JFHNiaAp910KvlYVKFFNu3SKwbz8S//4bPVNT3Bb7Yzt4cJlNFOMik9n65RkOrb2CoigAGBrrozYoPcligWoW//vvP+rWrfvU9jp16vDff//lq6yEhARq1arFsGHD6NGjx1OPb9y4kUmTJrF06VIaNWrE/Pnz6dChA1euXMHR0RGA2rVrk56e/tSxe/fuxUVmehdCCPGYkJhkxq07w+nbUQCMal6ByR28MShFNTmlxqUdoEmF6j0z7tt4ZNwKKOHv49x96y20MTEYuLjgtmQJxt5ViijY58/969Hs/u5fkuLSiItIJj4qBQtb45IO6ykFShaNjIwIDQ2lQoUKmbbfv38fff38FdmxY0c65rAY+Ndff83IkSMZOnQoAEuXLmXnzp2sWLGCqVOnAnD27Nn8PYEcpKSkkJKSorsfGxtbZGULIYQoWUeuhfPWhn+ISEjFwlifL3vXokM155IOq3S6eRA2DgJ9Y3CsBo5VC1Vc1KZNhHw8G9LTMalVCzf/b9G3L7s1uRcD7nF4w1W0GgU7V3M6jalRKhNFKGAzdPv27Zk2bRoxMTG6bdHR0UyfPp127doVWXCpqamcPn2atm3b6rbp6enRtm1bjh07VmTnedy8efOwsrLS3dzd3YvlPEIIIZ4drVZhwb5rvLbiOBEJqfiWs+S3N5tJopgTTz+o3B7qDQW7igUuRtFoCP30M0JmzIT0dCxfeYXya1aX2URRo9FyaP0VDq69glajULGuIz2n1MPSvuBraBe3AtUsfvnllzRv3hwPDw/q1KkDZNTuOTk58eOPPxZZcOHh4Wg0GpycnDJtd3Jy4vLly3kup23btpw7d46EhATc3NzYvHkzjRs3znLfadOmMWnSJN392NhYSRiFEOI5FpWQylsbz3L4ahgA/Ru6M7NLNYwNZPm4p8TcBQsX0NMDPTX0WwdqgwIXp4lPIHjyZOL/P8jUfsKb2I8ZU2b7JybGpvL7sgsEX4sGFTR6tQL1XvYo9dejQMmiq6sr58+fZ+3atZw7dw4TExOGDh1K//79MTAo+JuquOzbty/P+xoZGWFkZFSM0QghhHhWLt2PZeSaU9yNSsLYQI853WrQq55bSYdVOl3dCz8PhyYToMW7GdsKkSim3btH0JixpFy9isrICJdP52GZQ7ezF13YnTh2LT1PfGQKBsZq2g2rhlfN56N2tcAruJiZmfHGG28UZSxPsbe3R61WExoamml7aGgozs7SdCCEECJ7ey7cZ9KmcySmavCwM+W71+pR1dmypMMqveLuQ0psxvQ4zd4GdcEXeUs6e5agcePRRESgdrDH3d8fk5o1izDY58u1U6H8ufoS6WlarBxN6DSmJrblsp6f8uzvO0lOiOelHn2fcZTZK/DQrx9//JFmzZrh4uLC7du3Afjmm2/49ddfiyw4Q0ND6tWrx/79+3XbtFot+/fvz7YZuaj4+/vj6+tLgwYNivU8QgghipZWq/DNH1cZ/dMZElM1NKtkz6/jmkqimJt6g6HXCnj910IlijG/7eT264PRRERgVLUqXps2ldlEUatVOPbLDfYuv0h6mpby1WzpPbV+lomiJj2dfcsXs3/FEv7a+CPBV/Pe3a64FShZXLJkCZMmTaJjx45ERUWh0WgAsLGxYf78+fkqKz4+nrNnz+pGNN+6dYuzZ89y584dACZNmsSyZctYvXo1ly5dYsyYMSQkJOhGRxeXcePG8d9//3Hy5MliPY8QQoiik5CSzti1Z1iw/xoAw5p6sWpoA6xNZTWWp0Tegm1jIS350bbqPUG/YNdKURTCFi4iePJklNRUzFu3xnPtTxiUK1dEAT9/EmNSuHjkHgB12pfnlXG1MDJ9umk/KT6OrfNmcO6PXaBS0az/YMpV9n7W4WZLpTycATIffH19mTt3Lt26dcPCwoJz585RoUIFLly4QMuWLQkPD89zWQcPHqRVq1ZPbR88eDCrVq0C4Ntvv+WLL74gJCSE2rVrs3DhwqdWjykusbGxWFlZERMTg6Wl/CoVQojSKigykZFrTnE5JA5DtR5zulenT30ZoJglTXrGsn2RN+ClcfDy3EIVp01O5v706cTu2g2A7fBhOE6ahEotg4iCLkeSFJtKlYZZd5+LuBvEti8+JjrkPgZGxnR6czKVGrz0TGLLa45ToGTRxMSEy5cv4+HhkSlZvHbtGjVr1iQpKalQwZcmkiwKIUTpd+xGBGPXniYqMQ17cyO+e60e9TxsSjqs0u3Gn3DwU+i9CiwLvoBFelgYQePGk3z+PBgYUG7WLKx7Pr3IRlkR+G84Kj0VHtXsct331tnT/Db/M1KTErF0cKTbux/i4OH1DKLMkNccp0CdEry8vDh79iweHplncd+zZw8+Pj4FKVIIIYTIN0VR+Onv23y04z/StQo1XK34/vV6lLMqvXPWlZi0pIxBLLb/X1CjYmuo0AoKMW1L8uXLBI0ZS/r9+6itrHBdtBCzhg2LKODnz52LEexcfB5DY336TK+PlYNplvspisKZXds59OMPKIoW16q+vPrO+5haWj3jiPOmQMnipEmTGDduHMnJySiKwokTJ1i/fj3z5s1j+fLlRR1jifD398ff31/XH1MIIUTpkpquZeb2i6w/kdHHvWttFz7rWVPmT8xKbDCs7wdJUfDGITC1zdheiEQx7s8/uTf5XZTERAy9vHBfugRDj4IvBfgicPW2oVwFK2xczDC3yXo1Fk16GvuWL+HCgb0AVG/VjrYjxqLWL31TDz5UoGZogLVr1zJr1ixu3LgBgIuLCx999BHDhw8v0gBLmjRDCyFE6RMen8LYn85wIjASlQree7kqo5pXKPWTG5eYxEhY1gpS4mDgFnCtW+CiFEUhcsVKHnz5JSgKZk0a4/rNN6itSmetWHFLiE7BxMIAvf+vLZ6WqsHAMPsfLMd/2cSRDWtQqfRo8dpw6nZ6tcTet8XaZ/FxiYmJxMfH4+joWJhiSi1JFoUQonS5GBzDG2tOcy86CQsjfRb2r0Orqi/m36Ai9eAyGJqCdfkCF6GkpnL/44+J2fIzANb9++E8fTqqUrggx7MQfC2KPd9fwPulcjTtWSlPx6SnpvLrl3Oo26krXrXrFXOEOSvWPotJSUkoioKpqSmmpqaEhYUxf/58fH19ad++fYGDFkIIIXKy8/x93tl8luQ0LV72Zix7vT6VHM1LOqzSJz0Fdr0LPq9C5bYZ2xyrFq7IqCjuTXiLxJMnQU8Pp2nTsBk0sMzW5l44fI+ADVfRahXuXo4kPVWDfjY1isFXL1GukjcqPT30DQ3pMe2j5+q6FWiexa5du7JmzRoAoqOjadiwIV999RVdu3ZlyZIlRRqgEEIIodUqfLX3CuPWnSE5TUvzKg5sG9tUEsXs/L0YzqyGrSMzmp4LKeXmTQL79SPx5En0zMxwX7oE29cGPVcJT1HRpGs5uPYyh9ZdQatVqFzfkR7v1ss2UTy1YyvrZ0zhyMYfdduet+tWoGTxzJkz+Pn5AbBlyxacnZ25ffs2a9asYeHChUUaoBBCiLItPiWdUT+dZtGf1wEY6efFyiENsMpicmPxfy+NhcodoOcyMLIoVFEJR48S2LcfabfvYODqisf6dZg3b15EgT5fEmNT+XX+P1wMCAYVNO5ekXbDq+XYR9HU2gYUhZTERArZ86/EFKgZOjExEQuLjDff3r176dGjB3p6erz00ku6pf+edzIaWgghSt7tiARGrjnF1dB4DPX1mNe9Bj3ruZV0WKXT7WPg8f+lcPWNYOCmQhcZtWEDIbPngEaDSZ06uH27CH273OcPfBE9uB3L7qX/Eh+VgqGJPu2G+eJZwz7LfRVF0dUe+vq1wtqpHC5VCtcNoCQVqGaxUqVKbNu2jaCgIH7//XddP8UHDx68MINAZLk/IYQoWX9dD+fVb//iamg8jhZGbBrVWBLF7Bz8FFa+DKdWFElxikZDyNy5hMz6CDQaLF/tQvlVK8tsonj1RAhbvzxDfFQK1k6m9HqvXraJYujN62yYMYWE6Cjdtuc5UYQCJoszZsxg8uTJeHp60qhRIxo3zvgls3fvXurUqVOkAQohhChbFEVh5V+3eH3FCWKS0qjlbs2ON5tR2926pEMrxf7fBy4h78vtZkcTH0/QmDFErcnoY+cwcSIun32GnpFRoct+3mi1Ckd/vs4fK/5Dk6bFo4YdvabWx8bZLMv9r/59hA0z3yP46iUO/1Q0iXtpUOCpc0JCQrh//z61atVCTy8j5zxx4gSWlpZUrfp8Z9CPk6lzhBDi2UlJ1zBj20U2ngoCoEcdV+b2qCETbedGUeDOMfBoUqhiUu/e5e6YMaRcu47K2BiXTz/F8uUORRTk8yU5IY0/VlzkzsVIAOq+7EGjVyugp/f04BRFUfj75w0c3bwWAM9adXnlrSkYm5XuAVjFOnUOgLOzM87OmRfFbliGl/gRQghROA/ikhnz0xlO345CTwXTO/kwvJnXczdy9JlIT4GTP0CjUaCnzliJpZCJYuKZf7g7fjyayEj0HRxwW7wYkxrViyjg509CdArB16LRN9Cj9WAfKtd3ynK/tJRk9ixZwNVjAQDUe6UrzQcOQ0/94vzAKXCyKIQQQhSVf+/G8MaPp7gfk4yFsT7fDqhLiyoOJR1W6aQosOl1uLoHIq5D568LXWTMjh3cn/4+SloaRr4+uC9ejMETFUJljZ2rOe1HVMfc2giH8lmPKI+LCGfbF7N5cOsGemp92o4YS43WL95805IsZkNGQwshxLPx69l7TNlynpR0LRUczFj+en0qOJTu5rsSpVJB7QFw+yj4dClUUYpWS9iiRUQsWQqARbu2Gf0TTU2LItLniqIonN5zG9cqNpSrmLF0oVfNrAexANy/doVfv5xDQnQUJhaWvPrOdNx8Xsya2EIv9/eikz6LQghRPDRahS/3XmHJwRsAtPJ2YEH/Olgay/yJeZIYCaa2BT5cm5RE8NRpxP3+OwB2b7yBw8S3UOkVaOzrc+/c/iCObL6GiaUhA2c1wiiHeTwvBRzg9+8WoklLw97dg25TZmDlmHUzdWmW1xwnX++IGTNmcPr06UIHJ4QQomyLTU5j5JpTukRxdIuKLB/cQBLF7EQHweahkBzzaFshEsW00Afcfu31jETRwIBy8+bhOOntMpsoAvg0LYdDeQsadfHKNlFUtFoC1q9m17dfoUlLo2L9RvSf/cVzmSjmR76aoe/evUvHjh0xNDSkS5cuvPrqq7Rp0wZDQ8Piik8IIcQL5lZ4AiNWn+RGWAJG+np83qsmXWu7lnRYpZeiwMZBcP9sxmCWnssLVVzyf/8RNGYs6aGhqK2tcft2Eab16xdNrM+ZiHvx2LqYoVKpMDTWp9fU+lmOdn7oxPafObFtMwANu/aiWb/Xy0SCna9nuGLFCkJCQli/fj0WFhZMnDgRe3t7evbsyZo1a4iMjCyuOIUQQrwADl8No+u3R7gRloCzpTGbRzeWRDE3KhW8uhDcGkDbjwpVVNy+fQQOHER6aCiGFSviuWljmUwUFUXh/IEgNn5ykjO/P1p5LqdEEaB2+1dwqlCJjuPfwW/AkDKRKEIR9Fm8dOkSO3bs4Ndff+X06dM0bNiQV199lf79++Pq+vx/AUifRSGEKDxFUfjhyC3m7rqEVoG65a1Z+lo9HC2MSzq00kuTBurHmkMVJSNxLABFUYhYvpywr78BRcGsaVNc53+D2qJw60Y/jzRpWg6tv8Klo/cB8H7JmTaDfbKdoiky+C425Vx1j2u1GvT0XoxpcYqlz2JWfHx8mDJlCn/99RdBQUEMHjyYgIAA1q9fX9iihRBCvACS0zRM3nyeOTszEsXe9dxY/8ZLkijm5Po++LYBRNx4tK2AiaI2NZX7098n7KuvQVGwGTgQ9++WlslEMSEmhW3fnOHS0fuoVNCkZ6UcE8ULB/exevJ4Tu/cptv2oiSK+VGkU+c4ODgwfPhwhg8fXpTFlgiZOkcIIQrvQWwyb/x4mrNB0aj1VLzfyYehTT1lou2caLXw5xyIugV/Lchogi6g9Kgo7r75JkmnToNajdP0adgOHFiEwT4/Qm/FsnvpeRJiUjEy1af98GqUr5bzWtcpCQloNemEXL+Koihl9n0rU+fkQpqhhRCiYM4FRfPGj6cIjU3BysQA/wF1aVY5+3nrxGPiQuHoQmgzE/QLNog05cYNgkaPIS0oCD1zc1y/+QZzv2ZFHOjz4fLf9zn40xU06VpsnE3pNLYm1o65zyWpKAo3Tp+gYt0GL2T/xLzmOJIs5kKSRSGEyL9f/rnLez//S2q6lsqO5ix7vT6e9mYlHVbpFnkLbL2KpKj4I39x7+230cbFYeDmhvvSJRhVqlQkZT9PtBotR7fe4Nz+jLXGPWva026oL4YmWTesRoUEc/inlbw8diJGpi/++/WZ9VkUQgghHtJoFebuusTbG8+Rmq6lrY8jW8c2kUQxJ4oCB+aCfyO4dbjQxUWuXUvQqFFo4+IwqVcPz00by2SimJyQxo5F53SJYv1OnnQaXSPbRPHOhfOse/8drp88xoFVy55lqKWeLPcnhBCiSMQkpTFh/T8cuhoGwPhWlZjUrkqu05GUeYoWQi+CJgWCz4JX84IVk55O6LxPiVq7FgCrbt1w/vgj9MrgXMgR9+LZteQ8seHJ6BupaTvYh4p1HbPd/9wfu/hz5XdoNRqcK1WhWf/Xn2G0pV+Bk8Uff/yRpUuXcuvWLY4dO4aHhwfz58/Hy8uLrl27FmWMQgghSrkbYfGMXH2Km+EJGBvo8UWvWnSp5VLSYT0f9NTQ8we4/keB13rWxMVx7+1JJBw5AoDDO5OwGzGizA7ISElMJz4yBQs7YzqNqYm9W9ZrjWvS0zm4Zhlnf98JgE+zlrQb9SYGhkbPMtxSr0DN0EuWLGHSpEl06tSJ6Oho3Yhha2tr5s+fX5TxCSGEKOUOXHlAt2//4mZ4Ai5WxmwZ3UQSxdykp8ClHY/uGxgXOFFMvX2bwL79SDhyBJWJCa6LFmI/cmSZTRQBXCpb8/LoGvSeVj/bRDEpPo6t82bqEsVm/V6n4/h3JFHMQoGSxUWLFrFs2TLef/991OpH8w3Vr1+ff//9t8iCE0IIUXopisJ3h24wbNVJ4lLSaeBpw6/jm1Hd1aqkQyvdNGmwrm/GEn6nVhSqqIS//+ZWn76k3ryJvrMzHj/9iGW7dkUU6PMjNTmdP1ZeJOJevG6bV017TMyzboKPuBfEuvcncefCOQyMjOk6+QMade9TphPsnBSoGfrWrVvUqVPnqe1GRkYkJCQUOighhBClW3Kahqk/n2fb2WAA+jd056NXq2OoL+Mmc6U2ANe6EHQCbCsUuJioDRsImfMJpKdjXKsmbosWYeCYfb+8F9nRrTe4ejyUsDvx9PuwYY79ZG+dPc3OBZ+TkpiApYMj3d79EAePohmF/qIqULLo5eXF2bNn8fDwyLR9z549+Pj4FElgJU0m5RZCiKyFxCTzxo+nOH83BrWeipldfHntJQ+plcmP1h9CndcKNFXOkwNZLDt3ptwnc9AzKrvNp41e9SLibjxNe1XKNlFUFIUzu7Zz6McfUBQtrlV9eXXSdEytrJ9tsM+hAiWLkyZNYty4cSQnJ6MoCidOnGD9+vXMmzeP5cuXF3WMJWLcuHGMGzdONweREEIIOHMnilE/niYsLgUbUwP8B9alSUWZaDtX0Xfg5A8Zk2zr6WUs3VeARFETE5MxkOXoUQAcJk7EbtQbZS5RVxSFe1ejcfO2AcDE3JAe79bN8Tqc/u0XDv2U0exfrWVb2o4Yh76BQbb7i0cKlCyOGDECExMTPvjgAxITExkwYAAuLi4sWLCAfv36FXWMQgghSoHNp4J4/5cLpGq0eDtZsHxwfdxtc18Fo8xLT4FVnSH6NugbQavpBSom5dYt7o4ZS2pgICoTE1w+/6xM9k9MT9NwaO0VLv8dQqvXquLbNGMwVW4Js49fK87u3Umdl7tQt1PXMpdgF0ahV3BJTEwkPj4exxe0n4Ss4CKEKOvSNVrm7rrMir9uAdChmhNf96mNmZFM1Ztn/26Bw1/CoJ/ByjXfhyccPcrdiW+jjY1Fv1w53Bf7Y/yCdPvKj4ToFHYt/ZcHgbGo9FQ0612Zmq3cctg/CjNrG939tJRkDIyMn0Woz4W85jiF/qSbmppiaiq/LIUQ4kUUnZjKm+v/IeBaOABvtanMW20qy0TbeaEoGc3NADV6gW/XjMEt+RS5bh2hn8wFjQaT2rVx+3YR+vZlr+n/7pUo9i6/QFJcGkam+nQYWR13H9ts979x+jg7F35Jm2GjqdaiDYAkigVUoGQxIiKCGTNmcODAAR48eIBWq830eGRkZJEEJ4QQouRcC41j5JpTBEYkYmKg5us+tehYo1xJh/V8uLYP/poP/deDkUXGtnwmikpaGiFz5xK9fgMAVl1fxfnjj8vcQBZFq3Bm722O/3oTRQE7VzM6jq6BlUPOFVUh16+SlpzElaOH8W3eWpqdC6FAyeJrr73G9evXGT58OE5OTvICCCHEC2bff6FM3HiW+JR0XK1NWPZ6fXxdpCtOnqQmwq/jID4E/loIrd/PdxGa6Gjuvv02icf+BpUKh0lvl8kVWZIT0ti/6j8C/40AoGpjZ5r398bAUJ3LkdCk90As7B2o1qJtmbtuRa1AfRYtLCw4cuQItWrVKo6YShXpsyiEKEsURWHxwRt8ufcKigKNvGxZPLAuduZlqzar0O6dhlMr4ZWvQT9/azOn3LxJ0JgxpN2+g8rUFNcvv8CidetiCrT0CrsTx57v/yU2PBm1vh7N+1XBp2m5bBO/hOgojm1ZR4vXR8gqLHlUrH0Wq1atSlJSUoGDE0IIUfokpWqY8vN5dpzLmGh70EvlmdmlGgZqmWg7TxIjwfT/fehc62Xc8in+yF/ce/tttHFxGLi44LZkMcbe3kUcaOmmKAr/HQkmYOM1NOlaLO2NefmNGjiUt8j2mNCb19n25RziIzL61rYdMe5ZhVsmFChZXLx4MVOnTmXGjBlUr14dgyfmKZIaOCGEeL4ERyfxxo+nuHAvFn09FR91rcbARh65HygyBrIc+AT+WQvD9oBN/q+boihE/fgToZ9+ClotJnXr4rZoIfp2dsUQcOl2ZNM1zh+4C4BnTXvaDPbB2Cz7/p5X/z7Cbv9vSE9NwcbFjXqvdHtGkZYdBUoWra2tiY2NpfUT1eKKoqBSqWTVEyGEeI6cCoxk9E+nCY9PxdbMkCUD69KoQtlLUgosNR4u7YC4YLi+DxoMz9fhSloaIbPnEL1pEwBW3bvj/NEs9Azz13z9onD3seXCoXs06lqBOu3Ko8phRZa/f97A0c0ZK9l41qrLK29NwdjM/FmGWyYUKFkcOHAgBgYGrFu3Tga4CCHEc2zDiTt8+OsF0jQKPuUs+f61ejLRdn4ZWcBrv8DNg1B7QL4OTY+K4t5bE0k88b/27jquqvsN4PjnNt0NAmKiInY7Y24uf9PNzaW6cOVcONedbnPhwnV3dzhnzdaJ3QWISjcXuHl+fxy8iIoCChfweb9evC7ne8/33OdyrvLwzdWg0RB2zz0EXTvptPu9WlFqxdNXTY7ju4dw1ZMD8AvxrPV8m6WSOW+9ys4VSwDoff5FnHHVdWh1J574IuqvQcni5s2bWbduHZ1a8TgK2RtaCNGaWewOHv91K1+t3gfAeUkRvHhpMl5GWWi7TmyVkLOlelyiX1S9E0XL7t1k3HIrtowMtN7eRL30Ir7Dh5/6WJsxh8PJih/3sH1lJpc92Be/YDVBPF6iWFqQxy8znyZ77260Oj2jbriVpJFnN1XIp6UGjVru06cPGRkZpzqWZmXKlCls3bqV//77z92hCCHEKXWwqILL3lnJV6v3odHA3Wd1ZPaVvSRRrCurGb68DD46H9JXNOgSZYsXk3b5FdgyMjDExBD/9VenXaIIgBMydxdhMdtJr1oe53gO7tzOFw9OI3vvbjx9/bj0kaclUWwCDfqfYerUqdxxxx3cc889JCUlHTXBpXv37qckOCGEEKfW8t15TP1qHflmK/6eBl69vAfDO7XO7Vobjc4Ieg/QaMFhrVdVRVEo+OQTcl6YCU4nXn36EP36a+gDA09cuRXSGbSMvrEbeRllJPQIrfU8xekk5Y+fWfLVJzgdDkLaxDHm3kfxDwtvwmhPXw1aZ1GrPbpBUqPRtMoJLrLOohCiNVAUhXcX7+X5OdtxKtAl0o93ZHxiw9kqIH8PRHSrcxXFaiXzyScp/v4HAPzHXULko4+iOY0msihOhZS/03HYnPT/X0Kd6y356hNW//wdAB0HDGH0zbdj9JTP7slq1HUWU1NTGxyYEEKIplVmsXPPdxv4a3MWAJf0iuGZsd3wMMhkgDor2gd7/4Ve16jHBs96JYr2ggL23347FWtSQKsl/L57CZww4bSayFJptjHv462u7uaEHqHHXTvxcMmjzmXLv/MZeMkVdB91zmn1c2sOGpQsxsXJ2ltCCNES7M4p46bP1rAn14xBp+GxC7tyVf9Y+WVbH+Z8+PAcKDmgJolJ4+pVvXLnTvbfciu2AwfQ+vgQ/fJL+JxxRiMF2zzlpJcw593NlOZX7cZyRcfjJopOp4OMLZuIS+oBgF9oGNe/9p7szOImdU4Wf/31V84991wMBgO//vrrcc/93//+d9KBCSGEODl/bcpk+ncbMFsdRPh58ObVvegVe3qOjTspXkHQ7WLYORfiBtWraunChRy8ezrO8nIMsbG0eetNTO3aNVKgzc+h3VgWf7MTp12p024sDruNH2c8zr7NGxh7/2Mk9OwLIImiG9U5WRwzZgxZWVmEhYUxZsyYWs9rbWMWhRCipbE7nMz8ewfvLN4LwICEIF6/ohehvvLLtkE0GjjrKTjjXvCo29h1RVEo+PAjcl58ERQFr379iH511mk1kcVmdfDvFzvYsUod/hDfPYRRkxIxedW+GwuATm8gOCaWg7u2Yy0vb4pQxQk0aILL6UQmuAghWpK8Mgu3f7WO5XvUcWGTh7blvnM6o5f9netn1z+w4y8470U4xqTO43FarWQ99jjFP/0EQMD48UQ8/BAaw/GTpNakKLucv97ZRMFBMxoNDBjTjp5n1z78welwYKkox9NHbXG022yU5OYQFBXdlGGfdhp1gsunn37K+PHjMZlq/pVqtVr5+uuvmTBhQkMuK4QQ4iSszyjils9TyCyuxMuoY+a4ZM7vHunusFqe0mz45hqwV0BkMvSeWOeq9vx89k+9nYq1a9WJLA88QODVV51WY0R3p+Sw4LNt2CodePoZGX1DV6I71t6iWpKXyx+vzUSr1XLpI8+g1enQGwySKDYjDWpZ1Ol0ZGZmEhZWc22u/Px8wsLCWlU3tLQsCiGaO0VR+Gp1Bo//ugWrw0lCiDfvXNObDuF1m2kqjmH9V7BnAYx5E3R1axGs3LFDnchy8CBaX1+iX3kFnyGDGznQ5uPQbiwb5qubdkR1CODsG7ri7V/78Ic9KauY8+YsKstKMXp6cfmTLxAaG99EEYtGbVk8tJ7ikfbv34+/v39DLimEEKIBKm0OHv1lM9+u2Q/A6K7hvHhpMr4ep0+X5yljt4C+KrHpcQUkX66OV6yD0vnzOXDPvSjl5Rjj4oh56y1MCW0bMdjmpzings2LDwDQ86xYBoxJQFvL8AeH3caSLz8m5Y9fAAhPaM8Fd9xHQIS0hDdH9UoWe/bsiUajQaPRcOaZZ6LXV1d3OBykpqZyzjnnnPIghRBCHC2joJxbvkhh84EStBq4Z3Rnbh6WcFp1eZ4SigILnoa0pXDNT2CsWuy5Dj9HRVHIf+99cl95RZ3IMnAAMa+8gi4goHFjboaCIr0ZcXVnDCbdcXdjKcrO4o9Xnydrzy4Aep13EUOvnIT+NBrT2dLUK1k8NAt6/fr1jB49Gh8fH9dzRqOR+Ph4LrnkklMaoBBCiKMt3pnL7V+vo6jcRqCXgdev6MWQDiHuDqtlKjkA/70HlcWw8y/oVrffY06LhaxHH6X4F3U5ucArryD8gQdOm4ksh3ZjadM5iPC2ahdmp/4Rx62zY8VS5r7zGtaKcjy8fRh9612079O/KcIVJ6FBYxY/+eQTxo8fj4eHR2PE1KzImEUhRHPidCq8uWg3L/2zE0WB7jH+vHV1b6IDPN0dWsu2bxXkbIE+19XpdHtuLvtvm0rFhg2g0xH+0IMEXXllIwfZvKz9O50VP+3BJ8jEFY/2x+hRe/uT3Wpl0afvs+GfPwGI6pjI+Xfcg1+I7EvuTo06ZnHiRHVmmNVqJScnB6fTWeP52NjYhlxWCCHEcZRU2rj72w38szUbgMv7tuHx/3WVbfsawlYJ5hwIqPp9Fdtf/aqDym3byLh1CvbMTLT+/sTMegXvgQMbMdjmqesZ0excnU33kTHHTRTzD2Twx6znyd2XBkC/MZcy6NKr0OkblIIIN2jQndq1axfXXXcdy5cvr1F+aOJLa5oNLYQQzcGOrFJu/jyF1DwzRp2WJy/qyuX95A/zBrGUwtdXQkEqXDcH/GPqXLXkn384eO99KBUVGNu2pc1bb2KMj2+8WJsRRVHI2FpAmy5BaDQaTJ56LnuoL1pt7WM792/dzI/PPY7NUomXfwDnTplGfHKvJoxanAoNShYnTZqEXq/n999/JzIyslUOpp49ezazZ8+WxFcI4Xa/bTjIvd9vpMLmIDrAkzev6kVymwB3h9Vy2Sqh5CBUFEJRRp2SRUVRyH/nXXJnzQLAe9Agome9gu40GZ5kszhY9OV2dq7KZshlHUge2QbguIkiQGh8At6BgfiFhHLubdPxCQxqinDFKdagMYve3t6kpKTQuXPnxoipWZExi0IId7E5nDz313Y+WJoKwJD2Ibx2RU+CvI1ujqwVKMoAcy5En7iVy1lZSebDj1Dy++8ABF59NeH334fmNOlGLcwyM+fdzepuLFoNgy5uR49RtbdqF2Vn4R8W7mpIKs3PwzswEK1Whks0N406ZrFLly7k5eU1ODghhBDHl1NayW1frmN1agEAtw5vx91nd0J3gpYcUYvCdCjOgPgh6nFAG/XrBGw5Oey/bSqVGzeCXk/Eww8TePn4Rg62+didksOCT7dhszjw8jMyenJXojrUvhvLpoVzWfDB2wy9ahK9zv0fAL7BMku/pWtQsvj8889z77338uyzz5KUlIThiGUCpAVOCCEaLiW9gFu/WEt2iQUfk54XL03mnG7HX5JEHEdpFnx4jro0zsTfIKZ3napVbNnC/im3Yc/KUieyvPoq3gNOj2VeHHYny3/czcYF6mLvddmNBcBusWC3WcnYspGe51zYKoepnY4alCyOGjUKgDPPPLNGuUxwEUKIhlMUhU9XpPPU71uxOxU6hPnw9jW9aRfqc+LKonbeYRDaUU0a/aLqVKXk77kcvO8+lMpKjAkJ6kSWuLhGDrR5KCus5O/3NpO1twSAXqNj6f+/4+3GYnfNbO4x+gJ8AoNp33eAJIqtSIOSxYULF57qOIQQ4rRWYXXw4E+b+Gmdul3a+UmRvDCuO96m02Nc3ClXWQxGH9DqQKuFi98DrR68jj/BQlEU8t58k7zX3wDAe+hQol9+CZ3v6bHPdsa2AuZ+sIXKMhtGTz2jJiXSNvnYu7EoisK6Ob+xcd4crnjqRUxeXmg0Gjr0H9TEUYvG1qD/hYYNG3aq4xBCiNNWer6Zmz9fy7bMEnRaDfef05kbhraVlpmGylgN318Pfa6FodPUMp8TL/7srKwk88EHKfnzLwCCJk4g7J57TouJLIpTIWVOGqt+SwUFQtr4cM6N3fAP9Trm+RVlpfz91qvsWbMSgM0L/6H3+Rc1ZciiCTXoX8DixYuP+/wZZ5zRoGCEEOJ0s3B7Dnd8vY6SSjshPkZev6IXA9sFuzusli1vJxTvg/VfwMApoD/+ODsAW3YO+6dMoXLzZnUiy2OPEnjppU0QbPOw4LNtbF+RBUDi4EjOGN8RvfHYs5cP7NjGH6++QGl+Ljq9nmHXXE+P0Rc0ZbiiiTUoWRw+fPhRZYf/BSxjFoUQ4vicToVX5+/itQW7UBToGRvAm1f1ItJftu07aT2uAnslJF1Wp0SxYtNm9k+Zgj0nB11AANGvvYp3v35NEGjz0WlAJLvX5nLG+A4kDjr2uE7F6eS/335k6defojidBEREcsGd9xPetl0TRyuaWoOSxcLCwhrHNpuNdevW8cgjj/DMM8+cksCEEKK1Ki63cec361i4IxeAawbE8fAFiZj0sg5dg+z4C1a/C1d8rSaHGg30vaFOVUv+/JODDzyIYrFgbN+ONm+9hbHNiZfUaekURaEkrxL/UPWPk5hOgUx8ZhAePoZjnl9eXMRfs18mbcNaADoPHsZZk6dg9Dx2N7VoXRqULPr7+x9VdtZZZ2E0Gpk2bRopKSknHZgQQrRGWw+WcPPnKewrKMek1/Ls2CQu6V337ebEESpL4JcpUJ4Pq96BwbfXqZridJL3xmzy3nwTAO9hZxD90kvofFr/zHO71cHCz7eTujGPyx7oS0C4mvDVliju27yRP994EXNhAXqjiZHX3kS3EWfJmNrTyCkdtRseHs6OHTtO5SWFEKLV+Gndfh74cROVNicxgZ68fXVvukUf/ce3qAcPP7hoNqQugf431amKs6KCg/c/QOnffwMQdO21hE2/G43u9GjZ1eo0lBVasFudZKUWu5LFIzmdDlb+8DUrfvgaFIXgmFguuONeQmLjmzZg4XYN2u5v48aNNY4VRSEzM5PnnnsOu93O0qVLT1mA7ibb/QkhTpbV7uTpP7by6Yp0AIZ1DOXVy3sQ4CXb9tWbosC6zyG8C0TXbXHtw9mysth/6xQqt24Fg4HIxx8n4JKLGyHQ5ufQWsgA5mILxTkVRHUIOOa5lWVl/PrSM2Rs3QRAtxFnM/LaGzGYPJoqXNEEGnW7vx49eqDRaDgyzxwwYAAffvhhQy4phBCtUnZJJbd+sZaUdHWs9+0j23PHqI6ybV9DrXoH5twHgW3h5qVgqnu3ccWGDWTcdhuO3Dx0gYHEvPE6Xr3rn3C2NA67k+U/7AZg6PiOAHj7m467G4vRSx3LaPDw5KwbbiVx6IjGD1Q0Ww1KFlNTU2sca7VaQkND8fCQvziEEOKQVXvzmfLlOvLKLPh66Jk1vgdnJoa7O6yWLXk8rHobek8EQ90nVxT/9juZDz2EYrVi6tCBmLfewhgT3YiBNg+lBepuLNmp6m4sXYZEERx97ATbYbejKAp6gwGtVsd5U6djrawkKKr1/5zE8dU7WbTZbFx33XW8/fbbdOjQoTFiEkKIFk1RFD5clsazf27D4VToHOHL21f3Jj7E292htTxOB6QthYSqzSA8A+HWlWCoW+OEYreTO2sW+e9/AIDPiBFEzZyJzqf134uMrQXM/bDmbiy1JYoluTn8/urzhCe058zrbgHAJ0jW+xSqeieLBoPhqDGLQgghVGaLnft/3MRvGw4CcFGPKGZcnISXsfXvAnLK2a3wxThI/Reu/hHan6mW1zFRtGVlcWDa3VSsVZd7CZ58A6F33tnqJ7IoToU1f6Wx+vfDd2NJci2Tcyz5BzLI3LWDgoP7GXDx5XgHBDZhxKK5a9D/XldffTUffPABzz333KmORwghWqzUPDM3fbaGndll6LUaHj4/kYmD4mWJkYbSGyG4PexfAxWFJz7/MGVLlnDw3vtwFBai9fEh8umn8TtndCMF2nxUltn456Mt7NtSAKjdzkPHd0BvOH6C3LZHb0bdcCvxyb0kURRHaVCyaLfb+fDDD5k3bx69e/fG27tmc/7LL798SoITQoiWYu6WLO7+dgOlFjuhvibevKoXfeOD3B1Wy2O3gNMOxqrfK6OfUbfsC67bLiGK3U7u62+Q/847AHh06UL0rFcwxsY2VsTNRnZqCXPe20RZgQWdQcvwKzvReWDkMc8tzDrIvPfe4Oybbsc/LAKA5LPOa8pwRQvSoGRx8+bN9OrVC4CdO3fWeE7+ghZCnE4cToWX/9nB7IV7AOgbH8jsK3sR5icT/uotbxd8fy1EdIcx6mLZGDzrnCjasrM5cPfdVKxRN4YIvPIKwu67D63pxFv+tWQOu5O1f6ez5s80nA4F/1BPzrkpiZCYY49P3L7sX/557w2sFRXM//BtLr7/8aYNWLQ4DUoWFy5ceKrjEEKIFqfQbOX2r9exZFceANcOjufB8xIx6LRujqyFKsuG7C1QchBKs8A3ou5Vly7j4L334igoQOvtTeRTT+J3XutvKSs4aGbuB1vIP1AGQLueoYyYkIjJ8+hf7zZLJQs/eY9N89XFyKM7d+Wsybc1abyiZZIR10II0QCb9hdz8+cpHCiqwMOg5flLunNRD1li5KTED4Exb0PbM+qcKCoOB7lvvEH+2++AomBKTCTmlZcxxsc3bqzNhN6kpSSvAg9vA2dc3pH2fcKO2cOXv38fv73yHPn794FGw4CxlzFw3JVoW/lkH3FqSLIohBD19O1/GTz8y2asdidxwV68fXVvEiNlh6d6278G5j4M478A76plWpLH17m6LSeHg9PvoXz1agACLh9P+AMPtPpu55K8CvxC1JnNfsGenHNTN0JifPHyO3pHIEVR2LJoHvM/fBu71YKXfwDn3TaduO49mjhq0ZK1+mQxIyODa665hpycHPR6PY888giXXnqpu8MSQrRAFruDx3/dyler9wFwZucwXh7fA39Pg5sja4GcTvjtDsjeDAuehAtfrVd18/LlHLjnXhz5+Wi9vIh48kn8Lzi/kYJtHhRFYfmPe9gwbx8X3t6DNonqBKrYLsdeD9FaUc68D95i2xJ16Fhst2TOmzpdZjuLemv1yaJer2fWrFn06NGDrKwsevfuzXnnnXfUDG4hhDieg0UV3PLFWjZkFKHRwLRRHZkyoj1a2bavYbRaGPsOLH8dznqyztUUh4O82W+S99Zbardzp05Ev/IKpoS2jRhs86DRaLBbHSgK7N9e6EoWjyUnbS+/z3qewswDaDRaBl12Ff3GjEOrlW5nUX+tPlmMjIwkMlJdOiAiIoKQkBAKCgokWRRC1Nny3XlM/Wod+WYr/p4GXr28B8M7hbk7rJZn51xwWCHxAvU4ohtc/E6dq9tzczkw/R7KV60CIOCyywh/8AG0rXirWWulHVulA+8AtWt94Nh2xHcPIa7rsVsTFUVhwz9/sejT93DYbPgEBXP+7fcQk9itKcMWrYzbp+wtXryYCy+8kKioKDQaDT///PNR58yePZv4+Hg8PDzo378/q6vGp9RXSkoKDoeDNm3anGTUQojTgaIovPPvHq7+YBX5Zitdo/z4feoQSRQbYuff8OWl8POtUJRR7+rmlSvZO/ZiyletQuPlRdTMF4h88olWnShmbCvg6ydX889HW1CcCgBGD32tiSKorY/Ze3fjsNlI6NWXa55/TRJFcdLc3rJoNptJTk7muuuu4+KLLz7q+W+++YZp06bx9ttv079/f2bNmsXo0aPZsWMHYWHqf9g9evTAbrcfVXfu3LlERUUBUFBQwIQJE3jvvfeOG4/FYsFisbiOS0pKTubtCSFaqDKLnXu+28Bfm7MAGNc7hqfHdMPjBDthiFq0Gwkx/SC6F3iH1rma4nCQ99bb5M2erXY7d+hA9KuzMCUkNGKw7mWpsLP8+11sXZapFmjAXGzBJ/DYibGiKFgryjF5qT1mI6+9kcgOnUgaebasfSxOCY2iKIq7gzhEo9Hw008/MWbMGFdZ//796du3L2+88QYATqeTNm3aMHXqVO6///46XddisXDWWWcxefJkrrnmmuOe+/jjj/PEE08cVV5cXIyfn8x2FOJ0sC2zhClfrGVvnhmDTsNjF3blqv6x8ou3PhQF9i6EhBFw6Odmt4C+7jOV7Xl5HLz3XszLVwDgP+4SIh56CK1n7Xsct3Rpm/JY9MUOzEVqo0XSiBgGXJSA0ePYbTtFWZn8894bOOw2xj/+vHxGRb2UlJTg7+9/whzH7S2Lx2O1WklJSeGBBx5wlWm1WkaNGsWKFSvqdA1FUZg0aRIjR448YaII8MADDzBt2jTXcUlJiXRbC3GaUBSFb/7L4LFft2CxO4n092D2Vb3oFSuzR+vtl9tg/edw3ovQb7JaVo9E0bxqNQem340jNw+NpyeRjz+G/0UXNVKw7ldptrH0213sWKW2ZPuHejJyQiJRHQKOW09nMHBw13YUp5O8jHRCY+MbP1hx2mnWyWJeXh4Oh4Pw8PAa5eHh4Wzfvr1O11i2bBnffPMN3bt3d42H/Oyzz0hKSjrm+SaTCVMrX6NLCHE0s8XOwz9v5qd1BwAY0SmUly/rQaD30WvXiToI7woaHdgq6lVNcTrJf+cdcl9/A5xOTB3aEz1rFqZ2ddvyryXasy6Hf7/aSUWJFY0Gks9sQ7//JWAwHj3kwWG3k75pHQk9+wLgGxzCuVOmEd62nWuPZyFOtWadLJ4KQ4YMwel0ujsMIUQztiOrlFu/SGFPrhmdVsP0sztx0xkJsixOfTidYCkBzwD1eMAtkDAcwrvU+RL2/HwO3nMv5uXLAfAfO5aIRx5G6+V16uNtBspLrCz5Zie7U3IACIzwYuSERCIS/I95ftrGdSz65D3y9+9j/GPPEdNFnbjSsf/gJotZnJ6adbIYEhKCTqcjOzu7Rnl2djYREfIXlBDi5H27JoNHf9lMpc1JhJ8Hr1/Zk77xta9fJ46hNBt+ukkdkzjpd9Dq1HGK9UgUy//7jwN3T8eek4PGw4OIRx8l4OKxjRi0e+36L5vF3+ykssyGRquh19mx9Dk/Hv0xJlAVZh5g0WcfsDdFXQnEw9eP8tLipg5ZnMaadbJoNBrp3bs38+fPd016cTqdzJ8/n9tua9zNz2fPns3s2bNxOByN+jpCCPcot9p55Oct/LB2PwBndAzllcuSCfaRYSj1ZjOrW/c57ZC1CaJ61Lmq4nSS/9775L76KjidGNu1I2bWK5g6dGi8eJuBjO0FVJbZCI724cyJiYTG+h51jqW8nJU/fs3aP3/F6bCj1enoMfoCBl5yBR4+Pm6IWpyu3J4slpWVsXv3btdxamoq69evJygoiNjYWKZNm8bEiRPp06cP/fr1Y9asWZjNZq699tpGjWvKlClMmTLFNVNICNF67Mou5dYv1rIrpwytBu4+uxO3DGsn3c71oSjVs5yDEuCS9yGoLYR2qvMl7AUFHLz3PsxLlwLgf9FFRDz2aKvsdlYUBZvF4ZrVPPiS9gSEeZF8Zht0+ppLHjudDrYsms/Srz+lvLgIgPjkXgyfMJngGJlwKZqe25fOWbRoESNGjDiqfOLEiXz88ccAvPHGG8ycOZOsrCx69OjBa6+9Rv/+/ZskvrpOKxdCtAw/pOzn4Z83U2FzEOZr4rUrejIgofZFjsUx5O2GX2+DC2ZBWOcGXaI8JYUD0+7Gnp2NxmQi4tFH8L/44la59EtZYSULP98OClwwNfm473H/9i0s/PhdclL3ABAYGc3wCTfQtmefVvmzEe5V1xzH7clicyfJohCtQ4XVwWO/bubbNWq389AOIbwyvgch0u1cf19fBdt/h/ih6hjFelCcTvI/+IDcWa+Cw4ExIYHoV17Bo1PHRgrW/QqzzHzz9H8AXPpAH4Kjj+5CLsnLYfEXH7Nj+WIAjJ5eDBx3BT3PuQCd3tCk8YrTR6tYZ9GdZMyiEK3H7pwypnyxlh3ZpWg1cOeojkwZ0R6ddDs3zPkvq5NYznmuXtXshYUcvP9+zP+qCZHfhRcS+fhjaL29GyNKt7JU2DF5qr9iAyO8GTmxM6FtfAmMOPZ7/fezD9m5ciloNCSNPJsh46/Byz+gCSMWonbSsngC0rIoRMv287oDPPjTJsqtDkJ8TLx2RQ8GtQtxd1gty4EUyNwAfa5r8CXK165Vu52zstCYTIQ//BAB48a1uq5Vxamw6d/9rPxlL/+7vUety+AoioLdasFgUrfwK8w6yLz33+SMq64lvG3rXVNSNC/SsiiEOK1V2hw88dsWvlqdAcCgdsHMurwHYb7H3l9X1CJnO3xwtjqhJbwbtOlXr+qK00nBRx+R8/IrardzfDzRr87Co1PdJ8K0FEXZ5Sz4dBuZe9RlbbYtzzxmspi7L415779JUFQ0o2++A4DAiCguffjpJo1XiLqSZFEI0erszS3j1i/Wsj2rFI0Gbh/ZgdvP7CDdzg0R2gm6jgWHDULqN67QXlhI5gMPUrZoEQB+559PxBNPoPNpXd3OTqfC+nn7WP1bKg6bE4NJx6BL2tN1SNQxz7dVVnBwx1Zy01MZeuUkvPxkxQ3RvEk39AlIN7QQLcuvGw7ywA8bMVsdhPgYmTW+J0M6SLdzvaQthZi+1Xs52y2gM1YvlVMHFevXs/+uadgzM9EYjYQ/9BABl13a6rqd8w+WseDT7eSklQDQpksQI67ujG9QdQu23WYja89OYjp3dZVt+OcvEnr1xTdYPpvCfaQbWghxWqm0OXjq9618sWofAAMSgnjt8p6E+Um3c70sngkLnob+t8C5VRNY9HWfMa4oCgUffUzOyy+D3Y4hLpaYWbPwSExspIDdw+Fwsu7vdP77Iw2nQ8HoqWfIpe3pPDDSlRArisKelNX8++n7lBbkce3Lb+MfFg5A8lnnujN8IepFksVayGxoIVqOtDwzt36xlq2ZJWg0cNuI9txxZgf0Ou2JK4uaIrqrj057zYW368BRVMTBBx+ibMECAHzPPYfIp55C18p2G8nNKGXBp9vIyygDIL57CMOv7IR3QHVSnZeRzqJP3yd94zoAvAMCKc7JdiWLQrQk0g19AtINLUTz9sfGTO77YSNlFjtB3kZmje/BGR1D3R1Wy1JeAF6H7YedvbVe+zoDVGzYwIG7pmE7eBCNwUD4gw8QcPnlrarb2WFzsuavNNbOScfpVDB56zljfEc69A13vc+KslKWf/sFG/75E8XpRKfX0/v8MfQfexlGz9a3M41o2aQbWgjRqlnsDp75YxufrkgHoF98EK9d0ZMIf+l2rjNLKfwxHTJWwk1LwKPql0U9EkVFUSj89FOyX3wJbDYMsbHEzHoFjy71SzZbguLcCtb+rSaK7XqFccblHfHyMwLgdDjYMO8vln/7BZVlpQC07zuQYVdfR0BEpDvDFuKkSbIohGhx0vPNTPlyLZsPqJMKbh3ejmlndZRu5/py2iF9OZTsh9TFkHhBvao7ios5+NBDlM2bD4Dv6NFEPv0UOl/fxojWLRSngqZqFn1QlDeDLmmPT4CJdr3CXOekb1zPwk/eJX+/Ol42pE0cwydOJi6phztCFuKUk2RRCNGi/LUpk3u/30ipxU6gl4GXx/dgRKewE1cUR/MMhEs/AocV4gbVq2rFpk0cuPMubAcOoDEYCLvvPgKvurJVdTsf3F3Eos+3M+raLoTFqa2uySPbuJ4vzDrIv599yJ41KwHw8PFl8Phr6H7maLQ6nVtiFqIxSLIohGgRLHYHM/7czsfL0wDoExfI61f2JNLf072BtSTlBfDb7dB7ErQfpZbF9KnXJRRFofCzz8meOVPtdo6JIfqVV/BM6nbq43Wzzf8eoDCrnFW/7uXCqT1qPKcoCn+8+gLZe3ej0WrpMfp8Bo67Ek+f1tOqKsQhkizWQmZDC9F8ZBSUc9uXa9mwX90Z46ZhCUw/uxMG6XaunxVvwLbf4MBauH096I31qu4oKSHzoYcp/ecfAHzPOovIZ55G14om/zmdCtqqbuehl3XAw8dA/wvbAupuNM6qSSsajYahV07iv19/YMTEyQTHxLozbCEalcyGPgGZDS2Ee/29JYt7vttASaWdAC8DL12azJmJsvxIg9gq4ccbYOjdENWzXlUrNm/hwF13YcvIAIOB8HvuIfCaq1tNt7O1ws7yH3dTabZxzo1JRz2fuWsH8z98m44DBtPvonFuiFCIU09mQwshWjSr3cnzc7bzwdJUAHrFBvD6lb2IDpBu5zory4FN38PAW9VjgweM/7xel1AUhcIvvyTnuedRbDYM0dFEv/Iynt27N0LA7pG+JZ9Fn2+nrNACQO6+UkJja3YnF2YeIHvvLsyF+fQ+/yJ0eoM7QhXCLSRZFEI0O/sLy7nty3WszygCYPLQttx7Tmfpdq4PSxm8cwaUZoJXMCSPr/clHKWlZD7yKKVz5gDgM+pMop55Bp1/69jLuNJsY9n3u9i+IgsAvxAPRlyTSGisLzZLJYWZBwmLTwAgcchwSnJzSDpztCSK4rQjyaIQolmZtzWbu7/bQHGFDT8PPS9d1oOzuki3c72ZfNSJLFt/gcjkelev2LJFXWR73z7Q6wm/ZzqBEya0mm7nvetz+ffLHZSXWEEDySPa0P+iBPRGLTtWLOHfzz/E6XBw3StvY/T0QqPVMuCSy90dthBuIcmiEKJZsDmczPx7B+8u3gtAcpsA3riiJ22CZNeLOiveD3pP8A5Wj8+4BwbfAYa6d90rikLR11+T/ewMFJsNfVQkMa+8gmdy/RPO5qiizMqSr3eya00OAAHhXoyckEhkO3+yU/ew8ON3ObB9CwC+waEUZWe5WheFOF1JsiiEcLuDRRXc9uVa1u4rAuC6wW25/9zOGPXS7VxnexbAd9dCm35wxTeg1YJWB9q6J4qOsjKyHn2Ukj//AsBnxAiiZjyLLiCgkYJuOoqisDslhyXf7KSi1IZGAz3PjqXvBW2xlpcy953X2LTwH1AU9EYTff93CX3/dzEGk+wIJIQki0IIt1q4PYe7vl1PUbkNXw89M8clc063CHeH1fL4hIOtAsy5UFlUc6/nOqjcto0Dd96FNT0d9HrC7r6boEkTW0W3c1lhJUu+2cXe9bmAuhPLyAmJhMR4su6vX1jxw9dYK8oB6Dx4GEOvnIRfiOwvLsQhkizWQtZZFKJx2RxOXpq7k7f/3QNA9xh/Zl/ZS7qd68NurV4rMbwrTPxNXRKnHusnKopC0Tffkv3ssyhWK/rISKJffgmvnvVbWqc5S5mTzt71uWi1GnqdG0fvc+LYt2ktf8x6j8LMgwCEtW3HiEk3EtO5q5ujFaL5kXUWT0DWWRTi1MssrmDql+tYk14IwKRB8TxwXmdMetkirc42fgfzHoNr/4TA+AZdwlFcTNaTT1Hyxx8A+AwbRuRzM9AHBp7CQJte/oEydHotAeHqHx4leRUs+GwbQy7tgIYiFn32PmnrUwDw8g9gyBUT6DZsFBqtDHsQpxdZZ1EI0Swt2pHDtG83UGC24mvS8/y47pyXFOnusFoWpwNWvwslB2DFm3DeC/W+ROmChWQ99hj23FzQ6QibdhdB117b4hOmDfMzWPrdLhJ6hnLuTeri2n4hnoy5qxcOu433pjyIuagQrU5P7/Mvov/Y8Zi8pDVbiOORZFEI0STsDievzNvJ7IVqt3O3aD9mX9mLuGBvN0fWAml1MO4D2PANDLmrXlUdRUVkz5hB8S+/AmCMjydyxrMttttZURQcdid6g9oqHZMYiEYDGo0Gp8NJRWkxJi9v9EYjOr2BAZdcQdqGFIZdfR2BkdFujl6IlkG6oU9AuqGFOHnZJZVM/Wodq1MLALhmQBwPnZ+Ih0G6netEUSDlY/X7Ptc2+DKlCxaQ+dhjOHLzQKslaNIkQm+fitaj5c34VRSFfVsKSPkrDb9QT0ZN6uJ6rqzQgk+giYUfv8v6uX8w+pY76TJ0hKtea5i0I8SpIN3QQohmYcmuXO78ej35Zis+Jj0zLk7iwuQod4fVsuz8G36/E3RGiB8KIe3rVd1eWEj2szMo+e03AIxt2xL57DMtsjXR6VTYuy6XlDlp5GWUAZC7v4yhl9lw2MsxeXnjE2gCwNPXD6fDwcGd213JoiSKQtSfJItCiEbhcCq8Om8nry/cjaJAl0g/Zl/Vi7Yh0u1cbx1HQ+KFENMXguq3QHTpvHlkPv4Ejjy1NTH4umsJue22Ftea6HA42bU6m7V/p1OYpS5zozfp6DokkrC4Uv557xV2rVrO+XfcQ8f+gwHofta5tOs7gNDYeDdGLkTLJ8miEOKUyymp5Pav17Fyr9rtfGX/WB69oIt0O9eVosCm76HrWNDpQaOByz5TH+vIXlhI9tPPuGY6G9u1I+rZZ1rcTix2m4PtyzNZO3cfpfmVAJi89HQeFIhes4OtS79i1ff7Xefv37rZlSx6+fnj5dc69rEWwp0kWRRCnFLLdudxx9frySuz4G3U8ezFSVzUQyYS1MuPk2HTd5C3E0Y+pJbVI1Es+ecfsh5/Akd+vtqaeP31hNw2Ba3J1EgBn3rWSjtbFh9k/bx96v7NgIePnrZJNsoLV7Hm5+U4bDYADB6eJA4ZRvdR5xLetp07wxaiVZJksRayKLcQ9eNwKry+YBevzt+FokDnCF9mX9WLdqE+7g6t5el4Dmz9FXzrt5ONvbCQ7KeepuTPPwEwtm9H1LPP4tm9e2NE2Wh2rMxkybe7sJTbAfDydxIafZDctBWs+zPDdV5YfDuSzzqXzoPPwOgpy98I0VhkNvQJyGxoIU4st9TCnd+sY9nufAAu79uGx//XVbqd68rpAHMe+IZXlxXvB/+YOl+i5O+5ZD35pNqaqNOprYlTbm1RrYmHpG/O5/c3NuAbZMdoXEP2njXYrWrrot5kovOgYSSPOofwdh1kwooQJ0FmQwshmsSKPfnc/vU6cksteBp0PHtxN8b2rHuSc9orzYYfrofyfJi8AAyeankdE0V7QQFZTz1F6V9zADB1aE/kszPwTOrWWBGfUqUFlaz7Ox3vQBO9z4lHURRiuwZx/pTuhMUZeffWt3DYbITExtN91Dl0GToCk5dMkhKiKUmyKIRoEKdTYfbC3bwybydOBTqG+/DmVb1oH+br7tBaFo0GcneA1QxZm6BNvzpXLZnzt9qaWFCgtiZOvoGQW29Fa6z73tDulp1awqZ/D2AwVZC79xdKC3K59OGniU8KAWDktTcRHBNHVMfO0ooohJtIsiiEqLe8Mgt3fbOeJbvyALi0dwxPXtQNT6N0O9eJolRPWPEJg/GfgVdInddPtOfnk/XU05TOOdSa2IHIGTPw7Na1sSI+ZXL3lWIushDfPQRFUUjoGUrnQZHEdvHg95ffxelwkJeRTkibOAC6n3mOmyMWQkiyKISol4U7crjv+43klFrwMGh5ekwS43pLt3OdFabBTzfDqMchdoBadujxBBRFoXTOHLKefApHYSHodITcdCMhN9+Mppm3JmbuKSblrzTSN+dj9Cgkrksm5cVFjLnnYc6ckAjAsGuuJywugeCYWDdHK4Q4nCSLQog6KbPYeeaPrXy1Wp2N2j5M7XbuGC7dzvWy9BXYtwL+mA43L6nzkjj2vDyynnyK0rlzATB16kTks8/g2bX5tiYqisL+bYWs+SuNAztzcVh34LBspLIwi02Z6jmFWQcJjFB39Ol17v/cGK0QojaSLAohTmjl3nymf7eB/YUVAFw3uC33ntNJZjs3xNlPg7UcznykTomioiiU/Pkn2U89jaOoCPR6Qm68kZCbb2q2rYmKUyF1Yx4pf6WRtTcVh2UjDus2UCwAaHV62vcbSPKocwgIj3RztEKIE5FkUQhRq0qbg5l/7+DDZakoCsQEejJzXDID2wW7O7SWI3cn7JoLg25Tj02+cMl7dapqz8sj64knKf3nH7Vq585EPfsMHl26NFa0J8XpcLJrTQ4pf+0mL309dstGFMdB1/P+YeEknXkO3YaPwjsg0I2RCiHqQ5JFIcQxrc8oYtq369mbawbgin5teOj8LviY5L+NOivNgvdGgLUMgttBp3PrVE1RFEr++JPsp57CUVystibefDMhN05ulq2JDpuT7SszWf37OoozV+OwbgVF3ZpPo9XSvs8Auo86h7ikHmi0WjdHK4SoL/lfXwhRg9Xu5PUFu3hz0R4cToUwXxPPX9KdEZ3D3B1ay+MbAb0mQvZmiOpVpyr23Fwyn3iCsnnzATAlJhI141k8OnduzEhPyuYlB1j67S5s5iU4rFsA8A0OpfuZo+k24ix8gqQlWoiWTJJFIYTLtswSpn27gW2ZJQBc1COKJ/7XlQCv5tea1WxlbYKAWPDwV4/PegI0WtAef3ynoiiU/P47WU8/g7O4GAwGQm65mZDJk9EYDE0QeN1ZKuxk7konfeO/JA4ZTuKgWLYuPUhU+/PI3+dNj9HnEp/cC+0J3rMQomWQZLEWsje0OJ3YHU7eXbKXV/7Zic2hEOhl4JmxSZyXJJMP6mXD1/DrVOh8AYz7UJ3AojtxomfLySHr8ScoW7AAAI8uXYic8SwenTo1dsT1lrG9gDnvbMZm/oOK4i1YK8o5a/JtXP5Iv6pFs4e5O0QhxCkmyWItpkyZwpQpU1z7JgrRWu3NLePu7zawbl8RAKMSw5lxcRKhvi1vT2G3C2oHihPslWC3gMHjuKcrikLJb7+R9cyzrtbE0Cm3Enz99c2qNbEoK5NNC+fS5YyRhMZE4HQqeAb0JqSNkfZ91DUiZXcVIVovSRaFOE05nQqfrkjjuTnbqbQ58TXpefx/Xbm4V7T84q8PqxmMVXsVt+kLN8yDyB4nXBbHlp1D1uOPU7ZwIXCoNXEGHp06NnLAdeN0ONi0cAmrf/6NktydgILdamXExMmMu7c3QZHeaLSXuTtMIUQTkGSxmSjNz8NSbsbT1w8PH190erk1ovHsLyzn3u83snxPPgBD2ofwwrjuRAV4ujmyFsTphGWzYPW7cOMidTILQFTP41ZTFIXiX34h+9kZOEtKqloTpxB8/XXNojWxJC+H1T//zpbF87BbSlzlkR2SiEvqAUBwtI+bohNCuINkJM3E+r9/Z/Uv37uOTV7eePj64unrp375+OLp54eHT9Wxry++IaFEtm9+Y5pE86UoCt+t2c+Tv2+lzGLH06DjwfM6c/WAOGlNrC+HFTb/AKWZsOErGHLXCavYsrPJevQxyv79FwCPbt2IfPYZPDq6tzXR6XSQui6F/377jQPb1gOK+oTGk8Dovgy57CI69pf/a4Q4XUmy2ExotDo8fHypNJeBomApN2MpN1OcnVVrnaiOiVzx1EzX8UfTbsFhszL2vscJjmkDwL7NGzi4Y1vNRNNPTT49fP3QN4OWDNE0ckoqeeDHTczfngNAn7hAXrw0mfgQbzdH1kIZPGDcR5CxCnpefdxTFUWh+KefyZ4xA2dpKRqDgZCpUwm+7lo0bupFsFVWkrZxLVm7d7F50QLKi/Ndz2n1bYjqPIRhV51HRIIsni3E6U6SxWZiyOXXMOTya3A6HVSWlVFZVkpFSQkVpSVUlJVQUVKilpWWUFGqPobGta1xjZKcbOw2K3pjdQKYtnEd/x3WYnkkg4dndetlVUtmcEws/cdWj0XK3L0DvcFIQGQUBqNMemiJfttwkEd+2UxRuQ2jTsvdZ3fkhqEJ6LTSmlhnDjssmgEhHSF5vFoW2lH9Og5bVhaZjz6KefESADySkoia8Sym9u0bO2KX4pws9m3ZiJdfAO1690NxKhzcncuvLz1bfZLGA72pK+37jmDgJX0JipQ/IoQQKkkWmxmtVoeXnz9efv4QVfd6iqJwzQuvU1lWUmMB3Mh2HUkaeXaNJLOiVE08FacTW2UFtsoKSnKzXXWiOnWpkSz++tKzlBXkc/WMWYQnqL/gNs6bw4Z5fx2WaKpfrq5zH7+q1ky1+1ySTPcoMFt55JfN/LExE4Bu0X68fFkPOob7ujmyFmjDl7DkRTD6QLsR4HP8RcoVRaH4xx/JnvEczrIytTXx9qkEX9t4rYnlJcXkpqeSm7aX9n0HEhChLn2Uui6F+R++RduefWjXux8bFmSw7PvdaPWxaLS+6E1xdB12Br3PbYdfiIxbFULUJMliK6HRaAiKigaia5R36D+IDv0HHXW+4nRiKS8/utWypBgv/4Aa53r5BeB0OPD09XOVFWYdJCd1T53j05tMRLbvxGWPVrdk7ElZhd5oIrJ9R4yeXnW+lqibeVuzuf/HTeSVWdBpNdw2oj23jWyPQSfbrTVIj6tgxxxIuuSEiaItM5PMRx/DvKSqNTG5O1HPPHPKWhMVp5OinCxy0/aSk5ZKbvpectJTKcvPc51j8vEhICKSzYsPsGmJjZDYzkR1TAQgpnMQBg8dCT1uIbZrEPHdQ/D2lz/ohBDHJsniaUqj1eLh44OHjw+BEcdvwrzm+VePKksedS5tuiYdkWhWdZmX1kxAnQ4HdosFFKXGNea9N5uywgKuevYVItp1AGD78sXsWr0Cv5BQ/ELD1MeQMPxCwzB5SbdYXZRW2njyt618l7IfgA5hPrx8WQ+SYmS90HqxW2D9F9BrEmirdmC54svjVlEUheIffiD7uefV1kSjkdA7bido0iQ0uobvZpK9dzfZqbvVxDBtL7n70rBVVhzzXC//UCI7tMcnUO1hKM2vpCTPj479rmXAxV0BCI725vqXhqKTPxyEEHUgyaJokICISFcX1/EoioK1ooKKkmKcTmd1udNJaFxbjJ5e+IVWt9Jk7tzOzhVLjnktk5c3fiGh+B6RRAZGRhMWn3Dyb6oVWL47j3u+38iBogo0Gpg8NIFpZ3XEwyDbrtWLosDH58P+/8BSBoNvP2EV28GDZD7yKOZlywDwTE4mcsazmBLq/tm0WSo5sGMbZQX5dBs+ylX+99uvkpueWuNcncFASEwcXoHRKEoIpYU+lBX54NSY6HFOd+KTQgDo2D+cwEgv2iQGuepqNBp0OhmvKoSoG0kWRaPSaDSYvLwwedXsZtZotVz8wBNHnd9p0FB8Q0IpzculJC+Hklz1sbKsFEu5mdx9ZnL3pdWoE9OlG+Mfe851/Nus5zF6eDB4/DX4BKq/IK0V5egMxla7fmWF1cHzc7bz8fI0AGKDvHjpsmT6xgcdv6I4No0Gki6DwnR1QstxKIpC0XffkfP8CzjNZjQmE6F33EHQxAm1tiYqTieFWZnkpu/Fy8+fNl27A2AuKuKHZx5Bp9eTOGS46/Papmt3PP38CYtPwCcoGmtlIPkH9RzYWUJxUfUfYVothMX71VgGKTjKh+AoWRdRCNFwrfM3ZwtUkldBRZkND28DHj4GjB6603Ldu6iOia5xVYezVlZQkptzWBKZQ0leLiW5OYS3rR4H5rDb2LlyKSgKQ6+Y6Cpf9u0XrP3rV3wCg1wtkn4hofiGhOEXWt1KafRoeYP7U9ILmf7dBlLzzABcPSCWB85NxNsk/7zrzFIKi2dC17HVi2r3uQ6SLwcPv1qr2Q4cUFsTly8HwLNnTyKfeQZTQvVKBTZLJXn70slJ2+saW5iXnobNUglAxwFDXMmif2gYYW3bERARhbWiHE9fP2wWB217jUVnKmDflnyKcyuAMtf1vfyNxHYNJrZLEG0Sg/DwluWwhBCnlvw2aSa2LDnA2r/3uY61Wg0mbz0ePkY8vPWuJNLD2+D63i/Yg5jO1S1HilNB00qXQjF6eBLSJo6QNnHHPU9xKpxzy52U5uXi6Vc9Rq8sPw8UhbKCfMoK8jm4c9sx63v4+OIXEoZvSChxScn0POdC13PlJcV4+vo1myTeYncwa94u3vl3D04FIvw8eGFcd87oGOru0Fqefx6DNR/AvpVw3d9qy6JOD7pjJ4qKolD07XfkvHBYa+Jdd+Jx0f84mJ5Kzs9rXLOSCzMPoijOo66hN5oIiY1zrYkKaov71TNm1fiM/f3+ZtI3HbYGok5DZHt/YrsEE9s1mOBo72bzmRRCtE6SLDYTeqMOn0ATlWYbdqsTp1OhotRGRamt1joRCf41ksVPH1qOzeJg7N29XNtxpW3KY/+2QjXRdCWbh5JQAx4+evStaDyb3mik67Azjyq/4M77KC8prmqRrG6VLMnLobSqldJSbqayrJTKslJy0vZg8qxuZXTYbbx149XoDUZufPMj18zw9I3rMRcX4hesTsjxCQpGexITGepq84Fi7v52AzuySwG4uFc0j13YFX9PaVWqM0Wp3r956N2wf7X6eILEy7r/AFmPPkJ2yhpKPE206dmTuGefwdS2LUu+/LjGTkyHeAcEEhrXltD4BMKqHgMjo9Bqqz8riqLw75c7SN+czyX39sYn0AOANp2DKDhoJq5rMLFdg4juFIjRQ/7rFkI0Hfkfp5noe35b+p6vdl3ZbQ4qy+xUmq1UltmoNNupNNuoLLNWlduoNNsIPGzRXEVRqCiz4bA5MZiqfwEd3FXEhgUZx31tvVFbo9UypI0vgy+p7tpN25SHVqshPMEfk2fL/MhotFq8AwLxDggkssOxty2zlJtrJJGB4dUTeMoKCtTkQlHw8Kleo3DDP3+ya/Xymq/jH4Dm8CSAmrPAOw0cyvBrrgfU7vWP7rwJgOtfex+90QjA/A/fYufKZUfFqCgKFVYHFVYHQ1A4Q6PB26TDOFfL0qyenH/7Pa5z3755Ag6bjQkzX8c3SJ3ssPTrz1g/9/dDgbmuedgrHPZa6mNEuw41ljz68M6bKC3IY/xjz7lmsW/450/++/UHtDo9Wp0OrV6PTqdTj/U6dHqDWq6rKtfr8Q4IZPiEG1zXXfvXr5gLC+g6fBRBUTEA5O/fR/qm9ej0+lqv7bqmTo9Or0dnMNRYsL6itATF6cTo5a3uWFSWA/OeAK8gOPsp9ST/aLhpyTETRWtlBXn70igrLCA0NYOcF2biLC8nJTEOs1FPu/vuxtRWfb2wtu0JiopRk8LDEkPvgJq7oChOhdyMUvIPmEkcpH7ONBoNefvLKCu0sG9LAV2GqKsUJA2PpvvIGGk9FEK4Tcv8zd8EZs+ezezZs3E4HE3+2nqDDp9AtaWxPiY8M4hKsw3vw+pFd1J/SanJpq3mo9mO4lSwW52UFVgoK7AA4LDX7DJb+Pl2youtXPZgX0Jj1URp/bx9rJu7rzrJPLyL/NDxYS2Znj5GTF76Zt1NbvLyJjTWm9DY+KOe8w8L547Pf6K8qLDGL+3QuLZUmsvUFsq8PJwOO2WFBcd9HYu5erwZinLM8y3l5ZQXF9V6jcNHVjrKoQJ1Es/hKstKcdhsKM7qBNButWAxm48b35HsFkuNY5vVgt1iQaOtXnalorSU4pzsI6seV0B4ZI1kcfOieeSm7aVNlyRXsnhgxzYWfvxuva5r8PDk9k++cx3/8dpM0jeu45xb71JbnQ+uZ8+SP/llfxe0n4xBqze4EtgaiahOh8NmoygnCxQFPRrO2rAbDeDZuzexyZ0oKi2ukWB2GjiETgOHHDOuilIr+7YWsG9rPhlbC6gotaHRakjoEYLJS20R7neBmnRGdQhw1dPK8jZCCDeTZLEWU6ZMYcqUKZSUlODv3/zXp9NoNHj5GfHyM9Yoj+saTFzX4GPWUZe1OdRqaaeizIrFbMN4ROthSIwvZl8Lnr7VXZzlxVbKS9SvugqM8OLKxwe4jrcsOYBWpyE+KQRPX+NxajYPeoOhxjI/AAPHXcFArgDUGa7mokLMRYU1WuuObBE6fHFzvcnENc+/BlBjpvaQy6+h74UXA+B0Kvy8/iAfLU/D6nDiY9Rz25ntGdEpzHVtjUaDwcOjxuscuu7hrVr9LhpH91HnHhbbkd+AhsPi1WjQGWp+Hq548gUUpxPvwOrPVbfho4jtlozTYcfpcOC023G4HqvLnA6Hemx3YPSsOZmoy9ARlHZJwi8s3FXmHxZOx4FDq+pWXcdhx2F31PpaBlPNn8Mh2kM/345n4+h0Acr+VBx2Ow67ndoHe6hMdgd+5ZU4vDyJvvMuAq++injt8ZM4p8NJdmqJmiBuySdnX+nhDbcYTDpiOgdiKbe7ksXYWv6tCiGEO2kU5YiVkkUNh5LF4uJi/PxqnxV5uqkos1JWYHF1iR/dalmzzFrpILpTIGPu6um6xof3LqWipGaL5ZYlB9i2PBOfQA98gz3wDfLAN8jk+v7QL9XTRUZBOXd/t4HVqWrr47COoTx/SXci/I+dEIkjlGbDb7ejZG+FW1eiMalDN+xWK5XmMjXhtDtqJLQOux27pZLKbdso/vU3DOs3YrI78OrTh8hnnsYYV/skq7LCSldymLGtEGuFvcbzIW18qiamBBGR4I9OL62GQgj3qWuOIy2LokE8fYx4+tS9NdBhd2KzVHfpK4pC2+QQyvIr8Q2uTnzyD5rJTi0hO7XkmNcxeujwCapKJKsSyqAob9cCxK2Foih8tTqDp//YSrnVgbdRx8MXdOHyvm1k7Fp9mHwgaxOasmzYvwrajQTUiVA+xsNWElAUrHv2YF62DMuyZZSv/g+lshIfQOPpSdh90wi86soaXe+H6h26H06Hky+fWIWtsvpzbvLWE5sYRGzXYNp0CZIt9YQQLZIki6JJ6PTaGq0oGo2GEVd1Puq87sNjiO4YQGl+JWUFFkoLKl1fh1ooCw6aKThYPe4uulNAjWTx++fXoDdoGTkxEb9gtauztKASh82JT5Cp2c/+ziqu5L4fNvLvzlwA+rUN4qVLk2kTJPtnn5DTCelLoe0Z6rHRG8a+Az7hEFpzcW17QQHm5SswL1+Oedky7Nk1x1zqQkPwGTKUkFtuxhgbW+O5krwKlnyzk7IiC+Mf6geoYwvbJAZhLrIQ2yWI2G7BhMX5oW3G43SFEKIuJFkUzUpAuBcB4cdOimwWB6UFlZQdSiDzKyktrCTosFnhdpvD1Sp5+Kzw9f/sY+NCda9kTz9jVfd2zS5un6BDXd16t7TeKYrCL+sP8ugvmymptGPUa7l3dCeuG9xWEo66cNjhkwth33KY8AskDFfL2w4FwGm1UrF2HeZlyzAvW0bl1q01qmtMJrz69sV70CC8Bw/G1LEDGo0Gm8VB2qY8ANcfJR7eBvZtKcDpVCjOLcc/VP3Mjp7cTe6VEKLVkWRRtBgGk46gSO8ayeGRNFoNY+/uRWlBZY2dLJxOBb1Bi93mpKLESkWJlZy0Y3d1Gzx0+AZ5EN89hIFj2rnKs1NL8A4w4e1vPOWzuvPLLDz002bmbMkCIDnGn5cuS6Z9mO8JagoXnR4ikiBzAxQfULuW9+7FvGwZZYe6lisqAHBoDdhMAWg7dEXfvRe6zkkQFU+xXUNOuR3LZjvW/3ZQkldB5u5iHHYnYXG+rmTR6Kln5ITOBEX7uFqvAUkUhRCtkkxwOQGZ4NJ6KIpCpdlWs4u7qnWyNL+6q/uQzgMiOHNSFwAcNidvT10EwHUzh7hmb+9cnUVhVvlhk3E88Ak0oTNo69w6+feWLB78cRP5Zit6rYY7zuzALcPboZclU47J4XBirbBjLa3AkvI9lqjhWDW+WMrtVGbn4MxIJSpnDeZly7FnZbElcRJmrwgSd3xOgEclPoMHkR45nLXb6z5+0DfIg7ikYM4Y37FZL/8khBD1IRNchDiCRqNxTcwJq2VCq83qULu58yvx8Klumaw02/AN8sBSbqtRvjslh9QNecd4MdDrtegMWvQG9VFn0KE3aInvHkK/C9pSXGHjiZ83U7k8l94a2B/vw8zLe9A1yp/0LfkUZZXXqK83aNEbdFXXOrxcva7eqEVvbN7jMRVFwW5Tkz2nQ8E3qHpy0/YVmZSXWOk8MNK1BNSOlZlsXnwAS4UDa7kNS6UDu+XwtU/bAuk1XsOzvBLv1T8CoDEaqQhtR5k2iKBnXqTd2d3RaDQULTuIdtcOTF56jJ56TJ5Vj0cce/oaie4YQEC4l0wsEkKctiRZFOIwBqOOwAhvAiNqdnV7B5iY8Owgdf/tw5KGtskhePkZq1spCyqxW52ggN3mxG5zYjniNUJifFi8M5d7v99IQXEld9jUbsxXbh6It5eaJO1anc2OVVn1ij2uWzAX3JbsOv70oeWgwMX39HJtHbdlyQH2rs87IgHVHpaA6o5KUL38TcR0ql6rsSDTjEYDfqGe6KpaP7NTS8hOK8ZSbsdaYcdSYcdaXvVYYVfLK9VHp0PtzAiL8+XSB/q6rrv691RK8yuJ6hjgShYrymxk7T32cAGdYkNvLUNvr0RvL0dvr0Bvr8DLS0PQtdfiPXgwXn1645NWjsOhEBbn67p3iQMjSRwUKQmgEELUgSSLQtTDkV2QiYOiSBwU5TpWFAVbpQOb1YGjKlmsfnRQVm7j680H+PjD1QC0C/YitnckEd4mvDyqWyzD2/rhdFTVszuxW494tB12/aq9xHUGbY04SgsqQakZc/4BM/u25NfrPUck+BNzb2/X8a+z1mEutnLl4/1dSXXapjzW/JlW52seK0dLSA7FUm6rsaVkfFII3h4OnLs241j6I7bULDQ5uegcFWgVdachXXBw1aSUQXgPHIQhvObC6TGdj16TUrqShRCi7iRZFOIU0mg0GKu6MI+0OrWA6b9uZV+Bui3fpEHx3HdOZzyP0XWcNDyGpOExdX5dp8OJUnOXRi5/uB92q7NGt3mn/hGExvpWJZ6O6gTU5sRud+KwOqoeq45tzhp7kAMYvQzYbTXXzQyJ8aF97zCMXnpMHnr18Rhdu4e+N5h0R7XqDblM3WdasdkoX7OGsmXL1HGHmzaBoqABjKhdy179+lfPWu7U6aj1D4UQQpw6MsHlBGSCizhZlTYHL83dwftLU1EUiA7wZOa47gxq37oWEm8oRVGwpae7ksPylStxltfc59rUoT3ewUV4jx6L10U3o/WSNSeFEOJkyQQXIZqBjfuLmPbtBnbnlAFwWZ8YHr6gC34ep9e2hUdyFBdjXrFSXfNw+XJsBw7UeF7nbcA7zoT3NQ/iPWgQhvDwWq4khBCisUmyKEQjsDmcvL5gN7MX7sbhVAj1NfHcxUmcmXh6Jj2KzUbFxo2uNQ8rN21Wd1upojEY8OzdG+/Bg/Dp3g7T3CvROCqgTzRIoiiEEG4lyaIQp9iOrFKmfbueLQfVWbwXdI/kqYu6Eehd9720WzpFUbDt21eza9lsrnGOsX07fAYPVmcttwtFG5142JMvQnB7aNOviSMXQghxJEkWm4H8jz6mdN48dP7+1V8BAegCqo+1/v7oAwLQ+geg9ZY135qj/YXlfLQsjc9WpGN1OAnwMvDURd24MDnqxJVbAUdJCeaVKzEvU/datu3fX+N5XUCAa1KK9+BBGCIiwFoOP9wA//4Dt66E4Kodc3pe7YZ3IIQQ4lgkWWwGLHt2U5GSUvcKen3NpLJGklldpvX3R+cf4CrTentLktkI1mcU8d6SvczZnIXDqc4XO7NzGDMuSSLM9+hlW1oLxW6nYuMm117LFRs31uhaxmDAq2fPquRwMB5dEo+etWzwBHslOB2wb0V1siiEEKLZkNnQJ9AUs6Erd+zAmpqGo7i46qsIR1ERjuJinEXF1eVFRShWa8NfSKc7uvWyKsHU1kg8A2oknlofH0kyj+BwKszbls37S/byX1qhq3xI+xBuGNqWYR1DW/TPTLHbcRQWYs/Px56fjyM/H3tePo4C9dGem0vFhg04y8pq1DO2a6eOOxw8GK8+fdB6H7GPt6LA1l+g4zlgqEqkC/aC3QphnZvo3QkhhACZDd2ieHTqhEenTic8T1EUlMrK6uSxsKg6uSwuxllcjL2oCGdxMY4jk0yLBRwOHAUFOAoK6hegTofOz++oLnKtK/EMqJF4urrOfX1b3fp35VY7P6Ts54OlqaTlq8u7GHQaLkyO4oYhCXSJar7LKzktFjXpy8/HnpeHo6BATfzy83DkF1QlhXlqUlhUpCZ2J6Dz91cXwx48WJ21HBl5/ArfTYKtP8OZj8LQu9WyoISTfWtCCCEakSSLLYhGo0Hj6YnW01Md71UPzkNJZlFxVatldYJ5KKGskWAeSjIrK9Uks7AQR2HhiV/ocFqtK8nUBvij8/VD6+OD1tsLnY8PWm9vtN5Vj4eX+xxe5o3GaHR7K11OSSWfrEjji1X7KCq3AeDvaeCq/rFMHBRPuF/TdzcrioLTbMaRl4e9oEBNAPPzsecXqAlgXj72ggL1+fz8o1oBT0ijQRcUhD4oCF1IMPrgEPTBQeiCQ9AHB2Pq2AGPLl3Q6OqxH3Wn82DXXNC33u55IYRobaQb+gRO90W51SSzpGbXuCuZLHaVHZVkVlScuiAMBnReXmry6EokvdF6e6vJpZd3jXLdEcnmoUddVeJZH9uzSnh/SSq/rj+I1aGOx4sN8uL6IW0Z1zsGb9Op/XtLcTrVn2FVgnd4F7C9IF9NAA+V5eerLcb1YTCgDw5GHxyMLjhITQBDgtEFBaMPOVRe9RgYWL9E8EgOG/z3PkQmQ9ygqjeoQFk2+Nbvjx0hhBCnnnRDi1NC6+GB1sPjqP12T8RpsRzdcllahrOsDKfZjNOsPjrKynCWmdWyqucc5jKc5nKUQ7t42GyuRPRkaYzGIxLJqqTTu2ZimVYB/+43s6HARrneg/Z6E/GxYYwd0oFhyfEYfH3QGOr2z0ex2dQWPlcX8GFj/w7rArbn5+EoKASH48QXPYzWy6s6wQsJRl+V+B0qUxNAtVVQ6+fXdK20S16CRTMgvBvc+C/o9Oqm0JIoCiFEi9LqWxaLiooYNWoUdrsdu93OHXfcweTJk+tc/3RvWXQnxeHAWV6uJpGHEskjEsu6JJ3OsjK1O/0U05hMNVs0q1o4NUajOjmkqgu4IUmuzt8fXUjIMbqAg9G7ytXHZrv1XXkBfHAWDLwNek0A7Um0UgohhDjl6prjtPpk0eFwYLFY8PLywmw2061bN9asWUNwcHCd6kuy2DoodrsrkXSYzdWJpbmM0oJi1mzNYNOuTBSzGS+7BV+nlXbeEGMCg6WiOgktK2vYjHSdDl1QYFXSd4Iu4MDAeneXu53VDEtfgcpiOG9mdbnTCa1skpMQQrQW0g1dRafT4VXV8mKxWNQZxa07PxbHoDlsbcpDuzKn5Zn5YGkq321TqLQnQttEIvw8mDQ4nvH9YvH3PPb+zYrVqiac5nJXy2Z1y2cZisWKLjCgugs4JASdv3+rmxleQ9ZmWDwT0EDfGyC0anZ/a37PQghxmnB7srh48WJmzpxJSkoKmZmZ/PTTT4wZM6bGObNnz2bmzJlkZWWRnJzM66+/Tr9+dd8GrKioiGHDhrFr1y5mzpxJSEjIKX4XoqVQFIX/0gp5f8le/tmW7VodpkukH5PPaMv5SVEY9cdPcDRGI3qjEQIDmyDiZsxSCiZf9fvY/jD4TojpAyEd3RqWEEKIU8vtyaLZbCY5OZnrrruOiy+++Kjnv/nmG6ZNm8bbb79N//79mTVrFqNHj2bHjh2EhamTLnr06IHdbj+q7ty5c4mKiiIgIIANGzaQnZ3NxRdfzLhx4wgPD2/09yaaD7vDyV+bs3h/yV427K8eQziycxg3DG3LwIRgty/P02LYrfDHXbBrHty2Gjz81fKznnBvXEIIIRpFsxqzqNFojmpZ7N+/P3379uWNN94AwOl00qZNG6ZOncr9999f79e49dZbGTlyJOPGjTvm8xaLBcthy5GUlJTQpk0bGbPYQpVW2vjmvww+WpbGgSJ1OR+jXsslvaK5fkhb2of5ujnCFqK8ALyCqo/fHAQ5W2Dsu5A83n1xCSGEaLBWMWbRarWSkpLCAw884CrTarWMGjWKFStW1Oka2dnZeHl54evrS3FxMYsXL+aWW26p9fwZM2bwxBPSQtLSHSyq4OPlaXy1ah+lFrXVOcjbyDUD4rhmYBwhPiY3R9hC5O+BbydCRSHcual6DOKZj4JnAMQOcGt4QgghGl+zThbz8vJwOBxHdRmHh4ezffv2Ol0jPT2dG2+80TWxZerUqSQlJdV6/gMPPMC0adNcx4daFkXLsGl/Me8t2csfmzJxONVG83ah3twwNIGxPaPxMMjyLcdlzofyfAitGnfoFwVF6WCrgLwdEJaolnc6x30xCiGEaFLNOlk8Ffr168f69evrfL7JZMJkklanlsTpVFiwPYf3luxlVWr1vtcDE4KZfEZbhncMQ6uV8YgntPlH+HGyutvKxN/UMoMnXP4lhHet2Q0thBDitNGsk8WQkBB0Oh3Z2dk1yrOzs4mo597IovWpsDr4Ye1+Plyayt48MwB6rYYLukdyw9AEukX7uznCZsxhgz0LICAOwjqrZdG9wGlXZznbraCvWuux7VD3xSmEEMLtmnWyaDQa6d27N/Pnz3dNenE6ncyfP5/bbrutUV979uzZzJ49G0c9t14TjS+31MJnK9L4bGU6heU2AHw99FzZP5ZJg+KJ9Pd0c4QtwF/3wZoPoM/1cMHLallgPNyxQX0UQgghqrg9WSwrK2P37t2u49TUVNavX09QUBCxsbFMmzaNiRMn0qdPH/r168esWbMwm81ce+21jRrXlClTmDJlimumkHC/XdmlvL8klZ/WH8BqdwIQE+jJdYPbclnfNviY3P5xbp6yt8Cm76DfTeAXqZYlXgDbfgPv0JrnSqIohBDiCG7/7bpmzRpGjBjhOj40uWTixIl8/PHHjB8/ntzcXB599FGysrLo0aMHc+bMkXUSTxOKorBsdz7vL93Loh25rvIebQKYPDSB0V3D0etkl5Dj+v0uyFgF3mEw8Fa1rO1wmLYNdG7/L0AIIUQz16zWWWyOZG9o97Danfy24SDvL01lW2YJABoNjO4SweQz2tI7TiZbHMVugbWfwq656qQUXdV2hSkfw65/oN+NkDDMrSEKIYRoPlrFOovi9FNcbuOL1el8sjyN7BJ1cXRPg47L+sRw3ZC2xAV7uznCZkZR1CwaQKODf18Acw7sWQgdz1bLe09Sv4QQQogGkGSxFjLBpWml55v5cGkq367ZT4VN/ZmH+ZqYOCieq/rHEuBldHOEzUxhGsx/Ekqz4do/1DKdHobcBYoTonq4MzohhBCtiHRDn4B0QzeulPQC3lucyt9bszj0Sewc4cvkoQlcmByFUS/jEQFwOsFSou6aAlCWCy91AsUBt6+DoAS3hieEEKLlkW5o0WzZHU7mbs3mvSV7WbevyFU+rGMok4cmMLh9MBqNLKLtsv1P+HM6xA2GS95Ty3xC4fwXIbIHBLZ1a3hCCCFaN0kWRZMps9j59r8MPlqeSkZBBQBGnZYxPaO4YWgCHcN93RxhM1GQCkZv8AlTj33CoOQApC0Fh716BnOf69wXoxBCiNOGJIvNwMb9RaTll1ftXw0KCk4nKKhLx7geFbXMedj3rnJFwXlYGUecd+h7ULfHU8+rKkc9OPLazqpvlGPU4bDYjh1P9bUVBWwOJwt35FBaaQcg0MvANQPiuHpgHGG+Hk3yc24R5jwIK2fD8Adh+H1qWXRvuOIbSBguS90IIYRocvKbpxZNOcHl6/8y+HLVvkZ/neagbYg31w9pyyW9YvA06twdjntVlsD2P6DL/9SWRICIJNBo1ZbEQzQa6HSOe2IUQghx2pMJLifQFBNc3l+yl/nbctBo1LxAWzVeT6PRoNWApup712NVmfbQ95qaz9eoowENmqrrVn9/zOvUVud4r31EHe3h8Rz+ekDHcF+GdQxFq5XxiADMHgC52+CSDyBpnFpmLVcnsvjK3udCCCEal0xwaUFuGJrADUNlNmur5XRA+jJ17cMzH61eF7Hz+eC0qy2Jhxi91C8hhBCimZBkUYjGZjXDF5eCvRK6XFS9BuKwe2Hkw9XJoxBCCNEMSbIoxKlkzoP/PoCKAjj3ebXMww+SL1dn+hh9qs/Vm9wToxBCCFEPkiwK0VBluZCxEgJiITJZLbOWwaJnQWuAYfeBV9Ue1he+6r44hRBCiJMg22PUYvbs2XTp0oW+ffu6OxTRHDjskLUJDp8PtuQl+OZqWPd5dVlAHCRfAf97HfSyJJAQQoiWT2ZDn4Bs93eacjpAq6v+/sUOUJ5fc2u9LT/Dvy9A90vVPZmFEEKIFkRmQwvREHsXwV/3QWA8XPmNWqbVQXB7cNigMK06Wew6Rv0SQgghWjFJFsXpa81HsHMODLod4gerZSZfyN0OZdlql/Ohmcrjv1DHH2pP84XEhRBCnHZkzKJo/SxlsOl7WPR8zfL05WqymLakuiyiO1z+JUz5r+aSNj6hkigKIYQ4LUnLomhd7BbI3AgGT4joVl32w/Xq9/0mV89QTr4contBu5HV9XUGdbFsIYQQQgCSLIqWriwHPINAV/VRXvIS/Pu8OiN57NtqmXewuhi2byQ4rNV125+pfgkhhBCiVpIsipbrnWGQuR5u/Ld6V5SYvmryaPSuee5lnzZ1dEIIIUSrIMliLWbPns3s2bNxOBzuDkVkboR/HgGdEa76rrrcOwTQQO6O6mSx3Ui4d69soSeEEEKcIrLO4gnIOotNbMdfsONP6HoxtBuhluXthjd6q4tc358BeqNaXpgGnoHg4e+2cIUQQoiWStZZFM2bwwYZqyBzAwy4tbolcNc/sPZTMPpWJ4vB7eDC1yC6N2gP+8gGxjd52EIIIcTpRpLF5qI0GyoK1PF2vuFqmdOprvkHENqpeumWshww56mtan6R1dfI3qI+hnRUZ/WCel5ZNngEgH/0YeduBcUJIR1Ab6o6Nx9KM8HDT93v+JCcbeC0qwtTGzzVsvICKN6vrksY1Pawc7erk0iC21WPG6wohMJ0MHhBaEe1zGGDT/4HigMSL6x+vc7ng8kHOoyuvqZGA70n1vtHKoQQQoiTJ+ssNhfLX4M3B8DK2dVlThu8NVD9spZVl//3vlq25KWa13h7KLw1SN2W7pB1n6llC5+pee6Ho+HtwWrCd8jmH9Syfx6tee6nF8HbQyB/d3XZjj/hnaHqbieH++pytfxQ4gqwZwG8OwzmP1FdZvSCDmdDlzHq0jaHtD8TznqyepFsIYQQQriVtCw2F0Yf8AoBw+GzeDVq2aHvDzF4gXeo2gJ3OO9QtaWuxrne4B2mtgAeea7Bs+ZC0wZP8Ak/egygd5h6zcO7gPUe4BOhtm4ezicM7JVHnOt59LI1AFd+jRBCCCGaN5ngcgIywUUIIYQQrVFdcxzphhZCCCGEELWSZFEIIYQQQtRKksVazJ49my5dutC3b193hyKEEEII4TYyZvEEZMyiEEIIIVojGbMohBBCCCFOmiSLQgghhBCiVpIsCiGEEEKIWkmyKIQQQgghaiXJohBCCCGEqJUki0IIIYQQolaSLAohhBBCiFpJsiiEEEIIIWolyaIQQgghhKiVJItCCCGEEKJWkizWQvaGFkIIIYSQvaFPqLi4mICAADIyMmRvaCGEEEK0GiUlJbRp04aioiL8/f1rPU/fhDG1SKWlpQC0adPGzZEIIYQQQpx6paWlx00WpWXxBJxOJx07diQlJQWNRnPMc/r27ct///3X4PJDmX1zab2sLW53XK8+dety7onOkXvZeNeTe3ly5F7KvWyM68m9PDkt/V4qikJpaSlRUVFotbWPTJSWxRPQarUYjcbjZtw6ne6YH9r6lvv5+TWLD39t8bnjevWpW5dzT3SO3MvGu57cy5Mj91LuZWNcT+7lyWkN9/J4+c0hMsGlDqZMmdKg5+tb3lyc6vhO5nr1qVuXc+Veuu96ci9PjtzLky9vLuRennx5c9Ga7+XhpBu6GSgpKcHf35/i4uJm8ZeSaDi5l62H3MvWQ+5l6yH30j2kZbEZMJlMPPbYY5hMJneHIk6S3MvWQ+5l6yH3svWQe+ke0rIohBBCCCFqJS2LQgghhBCiVpIsCiGEEEKIWkmyKIQQQgghaiXJohBCCCGEqJUki0IIIYQQolaSLLYAY8eOJTAwkHHjxrk7FHESMjIyGD58OF26dKF79+5899137g5JNFBRURF9+vShR48edOvWjffee8/dIYmTVF5eTlxcHNOnT3d3KOIkxMfH0717d3r06MGIESPcHU6rIUvntACLFi2itLSUTz75hO+//97d4YgGyszMJDs7mx49epCVlUXv3r3ZuXMn3t7e7g5N1JPD4cBiseDl5YXZbKZbt26sWbOG4OBgd4cmGuihhx5i9+7dtGnThhdffNHd4YgGio+PZ/Pmzfj4+Lg7lFZFWhZbgOHDh+Pr6+vuMMRJioyMpEePHgBEREQQEhJCQUGBe4MSDaLT6fDy8gLAYrGgKAryd3fLtWvXLrZv3865557r7lCEaJYkWWxkixcv5sILLyQqKgqNRsPPP/981DmzZ88mPj4eDw8P+vfvz+rVq5s+UHFCp/JepqSk4HA4aNOmTSNHLY7lVNzLoqIikpOTiYmJ4Z577iEkJKSJoheHOxX3cvr06cyYMaOJIha1ORX3UqPRMGzYMPr27csXX3zRRJG3fpIsNjKz2UxycjKzZ88+5vPffPMN06ZN47HHHmPt2rUkJyczevRocnJymjhScSKn6l4WFBQwYcIE3n333aYIWxzDqbiXAQEBbNiwgdTUVL788kuys7ObKnxxmJO9l7/88gsdO3akY8eOTRm2OIZT8e9y6dKlpKSk8Ouvv/Lss8+ycePGpgq/dVNEkwGUn376qUZZv379lClTpriOHQ6HEhUVpcyYMaPGeQsXLlQuueSSpghT1EFD72VlZaUydOhQ5dNPP22qUMUJnMy/y0NuueUW5bvvvmvMMEUdNORe3n///UpMTIwSFxenBAcHK35+fsoTTzzRlGGLYzgV/y6nT5+ufPTRR40Y5elDWhbdyGq1kpKSwqhRo1xlWq2WUaNGsWLFCjdGJuqrLvdSURQmTZrEyJEjueaaa9wVqjiButzL7OxsSktLASguLmbx4sV06tTJLfGK2tXlXs6YMYOMjAzS0tJ48cUXmTx5Mo8++qi7Qha1qMu9NJvNrn+XZWVlLFiwgK5du7ol3tZG7+4ATmd5eXk4HA7Cw8NrlIeHh7N9+3bX8ahRo9iwYQNms5mYmBi+++47Bg4c2NThiuOoy71ctmwZ33zzDd27d3eNxfnss89ISkpq6nDFcdTlXqanp3PjjTe6JrZMnTpV7mMzVNf/Y0XzV5d7mZ2dzdixYwF1xYLJkyfTt2/fJo+1NZJksQWYN2+eu0MQp8CQIUNwOp3uDkOcAv369WP9+vXuDkOcYpMmTXJ3COIkJCQksGHDBneH0SpJN7QbhYSEoNPpjhoYn52dTUREhJuiEg0h97L1kHvZesi9bD3kXrqXJItuZDQa6d27N/Pnz3eVOZ1O5s+fL93MLYzcy9ZD7mXrIfey9ZB76V7SDd3IysrK2L17t+s4NTWV9evXExQURGxsLNOmTWPixIn06dOHfv36MWvWLMxmM9dee60boxbHIvey9ZB72XrIvWw95F42Y26ejd3qLVy4UAGO+po4caLrnNdff12JjY1VjEaj0q9fP2XlypXuC1jUSu5l6yH3svWQe9l6yL1svmRvaCGEEEIIUSsZsyiEEEIIIWolyaIQQgghhKiVJItCCCGEEKJWkiwKIYQQQohaSbIohBBCCCFqJcmiEEIIIYSolSSLQgghhBCiVpIsCiGEEEKIWkmyKIQQQgghaiXJohCi1Ro+fDh33nmnu8NwURSFG2+8kaCgIDQaDevXr69TvY8//piAgIBGja2xaTQafv75Z3eHIYRoAEkWhRCiicyZM4ePP/6Y33//nczMTLp169ZorxUfH8+sWbMa7fr1lZmZybnnnlvn81tDgixEa6F3dwBCCNGSOBwONBoNWm39/9bes2cPkZGRDBo0qBEia94iIiLcHYIQooGkZVEI0aiGDx/O7bffzr333ktQUBARERE8/vjjrufT0tKO6pItKipCo9GwaNEiABYtWoRGo+Hvv/+mZ8+eeHp6MnLkSHJycvjrr79ITEzEz8+PK6+8kvLy8hqvb7fbue222/D39yckJIRHHnkERVFcz1ssFqZPn050dDTe3t7079/f9bpQ3cL166+/0qVLF0wmE/v27Tvme/3333/p168fJpOJyMhI7r//fux2OwCTJk1i6tSp7Nu3D41GQ3x8fK0/s48//pjY2Fi8vLwYO3Ys+fn5NZ7fs2cPF110EeHh4fj4+NC3b1/mzZtX42eenp7OXXfdhUajQaPRAJCfn88VV1xBdHQ0Xl5eJCUl8dVXX9Uax+Hv/+eff6ZDhw54eHgwevRoMjIyapz31ltv0a5dO4xGI506deKzzz6r8fzh3dCH7vmPP/7IiBEj8PLyIjk5mRUrVgDq/b722mspLi52xX/oM/Pmm2+64ggPD2fcuHHHjV8IcQooQgjRiIYNG6b4+fkpjz/+uLJz507lk08+UTQajTJ37lxFURQlNTVVAZR169a56hQWFiqAsnDhQkVRFGXhwoUKoAwYMEBZunSpsnbtWqV9+/bKsGHDlLPPPltZu3atsnjxYiU4OFh57rnnary2j4+Pcscddyjbt29XPv/8c8XLy0t59913XefccMMNyqBBg5TFixcru3fvVmbOnKmYTCZl586diqIoykcffaQYDAZl0KBByrJly5Tt27crZrP5qPe5f/9+xcvLS7n11luVbdu2KT/99JMSEhKiPPbYY4qiKEpRUZHy5JNPKjExMUpmZqaSk5NzzJ/XypUrFa1Wqzz//PPKjh07lFdffVUJCAhQ/P39XeesX79eefvtt5VNmzYpO3fuVB5++GHFw8NDSU9PVxRFUfLz85WYmBjlySefVDIzM5XMzExXjDNnzlTWrVun7NmzR3nttdcUnU6nrFq1qtb7d+j99+nTR1m+fLmyZs0apV+/fsqgQYNc5/z444+KwWBQZs+erezYsUN56aWXFJ1OpyxYsMB1DqD89NNPNe55586dld9//13ZsWOHMm7cOCUuLk6x2WyKxWJRZs2apfj5+bniLy0tVf777z9Fp9MpX375pZKWlqasXbtWefXVV2uNXQhxakiyKIRoVMOGDVOGDBlSo6xv377KfffdpyhK/ZLFefPmuc6ZMWOGAih79uxxld10003K6NGja7x2YmKi4nQ6XWX33XefkpiYqCiKoqSnpys6nU45cOBAjfjOPPNM5YEHHlAURU2WAGX9+vXHfZ8PPvig0qlTpxqvNXv2bMXHx0dxOByKoijKK6+8osTFxR33OldccYVy3nnn1SgbP358jWTxWLp27aq8/vrrruO4uDjllVdeOW4dRVGU888/X7n77rtrff7Q+1+5cqWrbNu2bQrgSjIHDRqkTJ48uUa9Sy+9tMb7OFay+P7777ue37JliwIo27Ztc73uke/5hx9+UPz8/JSSkpITvi8hxKkj3dBCiEbXvXv3GseRkZHk5OSc1HXCw8Px8vIiISGhRtmR1x0wYICrGxZg4MCB7Nq1C4fDwaZNm3A4HHTs2BEfHx/X17///suePXtcdYxG41Hv4Ujbtm1j4MCBNV5r8ODBlJWVsX///jq/x23bttG/f/8aZQMHDqxxXFZWxvTp00lMTCQgIAAfHx+2bdtWa/f4IQ6Hg6eeeoqkpCSCgoLw8fHh77//PmE9vV5P3759XcedO3cmICCAbdu2uWIePHhwjTqDBw92PV+bw3+mkZGRAMf9XJx11lnExcWRkJDANddcwxdffHHUsAMhxKknE1yEEI3OYDDUONZoNDidTgDXRBHlsHGENpvthNfRaDTHvW5dlJWVodPpSElJQafT1XjOx8fH9b2np2eNJNDdpk+fzj///MOLL75I+/bt8fT0ZNy4cVit1uPWmzlzJq+++iqzZs0iKSkJb29v7rzzzhPWayxH3k/guPfP19eXtWvXsmjRIubOncujjz7K448/zn///Sczp4VoRNKyKIRwq9DQUEBdWuWQuq4/WBerVq2qcbxy5Uo6dOiATqejZ8+eOBwOcnJyaN++fY2v+s7eTUxMZMWKFTWS3mXLluHr60tMTEy9rnOsmA+3bNkyJk2axNixY0lKSiIiIoK0tLQa5xiNRhwOx1H1LrroIq6++mqSk5NJSEhg586dJ4zJbrezZs0a1/GOHTsoKioiMTHRFfOyZcuOeq0uXbqc8Nq1OVb8oLZyjho1ihdeeIGNGzeSlpbGggULGvw6QogTk2RRCOFWnp6eDBgwgOeee45t27bx77//8vDDD5+y6+/bt49p06axY8cOvvrqK15//XXuuOMOADp27MhVV13FhAkT+PHHH0lNTWX16tXMmDGDP/74o16vc+utt5KRkcHUqVPZvn07v/zyC4899hjTpk2r1zI7t99+O3PmzOHFF19k165dvPHGG8yZM6fGOR06dODHH39k/fr1bNiwgSuvvPKoFrn4+HgWL17MgQMHyMvLc9X7559/WL58Odu2beOmm24iOzv7hDEZDAamTp3KqlWrSElJYdKkSQwYMIB+/foBcM899/Dxxx/z1ltvsWvXLl5++WV+/PFHpk+fXuf3faT4+HjKysqYP38+eXl5lJeX8/vvv/Paa6+xfv160tPT+fTTT3E6nXTq1KnBryOEODFJFoUQbvfhhx9it9vp3bs3d955J08//fQpu/aECROoqKigX79+TJkyhTvuuIMbb7zR9fxHH33EhAkTuPvuu+nUqRNjxozhv//+IzY2tl6vEx0dzZ9//snq1atJTk7m5ptv5vrrr6934jtgwADee+89Xn31VZKTk5k7d+5R13j55ZcJDAxk0KBBXHjhhYwePZpevXrVOOfJJ58kLS2Ndu3auVpvH374YXr16sXo0aMZPnw4ERERjBkz5oQxeXl5cd9993HllVcyePBgfHx8+Oabb1zPjxkzhldffZUXX3yRrl278s477/DRRx8xfPjwer33ww0aNIibb76Z8ePHExoaygsvvEBAQAA//vgjI0eOJDExkbfffpuvvvqKrl27Nvh1hBAnplEO7zMRQgghDvPxxx9z5513UlRU5O5QhBBuIi2LQgghhBCiVpIsCiGEEEKIWkk3tBBCCCGEqJW0LAohhBBCiFpJsiiEEEIIIWolyaIQQgghhKiVJItCCCGEEKJWkiwKIYQQQohaSbIohBBCCCFqJcmiEEIIIYSolSSLQgghhBCiVv8HnO+Y8RjxiJgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import json\n", "import sys\n", "\n", - "if len(sys.argv) == 2:\n", - " fn = sys.argv[1]\n", - "else:\n", - " from pathlib import Path\n", + "from pathlib import Path\n", "\n", - " paths = []\n", - " for p in (Path(\"..\") / \".benchmarks\").rglob(\"*.json\"):\n", - " paths.append((p.stat().st_mtime, p))\n", - " paths.sort()\n", - " fn = paths[-1][1]\n", + "paths = []\n", + "for p in (Path(\"..\") / \".benchmarks\").rglob(\"*.json\"):\n", + " paths.append((p.stat().st_mtime, p))\n", + "paths.sort()\n", + "fn = paths[-1][1]\n", "\n", + "print(fn)\n", "with open(fn) as f:\n", " data = json.load(f)\n", "\n", @@ -132,7 +190,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.9.18" }, "orig_nbformat": 4 }, diff --git a/bench/test_cost.py b/bench/test_cost.py index 682ac0ed..838cee88 100644 --- a/bench/test_cost.py +++ b/bench/test_cost.py @@ -228,18 +228,23 @@ def test_RooFit(benchmark, n, BatchMode, NumCPU, EvalBackend): data = pdf.generate(x, n) + args = [ + R.RooFit.PrintLevel(-1), + R.RooFit.BatchMode(BatchMode), + ] + if NumCPU: + args.append(R.RooFit.NumCPU(NumCPU)) + if R.__version__ >= "6.30": + args.append(R.RooFit.EvalBackend(EvalBackend)) + else: + if EvalBackend != "legacy": + pytest.skip() + def run(): mu.setVal(0.5) sigma.setVal(0.1) slope.setVal(1) z.setVal(0.5) - args = [ - R.RooFit.PrintLevel(-1), - R.RooFit.BatchMode(BatchMode), - R.RooFit.EvalBackend(EvalBackend), - ] - if NumCPU: - args.append(R.RooFit.NumCPU(NumCPU)) pdf.fitTo(data, *args) benchmark(run)