{ "cells": [ { "cell_type": "markdown", "id": "f7879156", "metadata": {}, "source": [ "# 01 · Basic single-cell workflow on the Apple-silicon GPU\n", "\n", "This mirrors the [rapids-singlecell basic workflow](https://rapids-singlecell.readthedocs.io/en/latest/notebooks/01_basic_workflow.html), but every accelerated step runs on the **Apple GPU via MLX/Metal** through **metal-SingleCell** (`msc`). The API is a drop-in for `scanpy` / `rapids_singlecell`: functions take an `AnnData`, compute on the GPU, and write results back to the standard slots — so plotting still uses `scanpy.pl`. We use the classic **PBMC 3k** dataset." ] }, { "cell_type": "code", "execution_count": 1, "id": "b9874bda", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:21.570323Z", "iopub.status.busy": "2026-06-23T18:23:21.570214Z", "iopub.status.idle": "2026-06-23T18:23:22.748313Z", "shell.execute_reply": "2026-06-23T18:23:22.747915Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "metalsinglecell 0.1.0\n" ] } ], "source": [ "import warnings; warnings.filterwarnings('ignore')\n", "import numpy as np, scanpy as sc\n", "import metalsinglecell as msc\n", "sc.settings.verbosity = 1\n", "print('metalsinglecell', msc.__version__)" ] }, { "cell_type": "markdown", "id": "23ca38cb", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 2, "id": "59f19267", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:22.749624Z", "iopub.status.busy": "2026-06-23T18:23:22.749455Z", "iopub.status.idle": "2026-06-23T18:23:22.816023Z", "shell.execute_reply": "2026-06-23T18:23:22.815586Z" } }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2700 × 32738\n", " var: 'gene_ids'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = sc.datasets.pbmc3k()\n", "adata.var_names_make_unique()\n", "adata" ] }, { "cell_type": "markdown", "id": "c2aba8de", "metadata": {}, "source": [ "## Quality control\n", "Flag mitochondrial genes and compute QC metrics (scanpy), then filter." ] }, { "cell_type": "code", "execution_count": 3, "id": "acd826e2", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:22.817253Z", "iopub.status.busy": "2026-06-23T18:23:22.817180Z", "iopub.status.idle": "2026-06-23T18:23:23.183860Z", "shell.execute_reply": "2026-06-23T18:23:23.183393Z" } }, "outputs": [ { "data": { "image/png": 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gP27cOGnVqlWQo0SIZTIYH/SJZj60JZfaZs+Qj5asEZEWrdr8EqgHkLKpU6eaYHxFRQVLEygQ6UiSsAfkGxsbAxsvgMxasGCBKS3LOToAAHlQsuaAAw7Y6LWVK1fKxIkT5YYbbgiiXUDWsvFzpS251Da3DHkVKSomIA8k4ZRTTjG1Ye3WrVsnn3/+uZx++unSokULlitQQILe99uD8ATkgfC7+OKLZcqUKc1eq66ulkmTJpmO4AcMGJC1tgEAgIAC8ltvvfVGr3Xo0EFuvvlm2XPPPZMZJRBTmILMYWpLLrXNWUPeek6GPJC4gQMHSpcuXZq91rZtW7nssss868gCgF/2IDydugLhp3fJOtdVzYo/99xz5cgjj8xauwAAQIAB+VtuuSWZjwEoYL9kyBc3y5CPBuoB+Hb55ZeztABkJCDPhXMg/M4+++xsNwEAAGSrhjyQqLDWO0fwamtrzd9Isa1kTXGJ1NbWsbgBAAgRStYAAAAAIciQHzRokO+R0os7EumENMx1zxGcmpqaDU+KbZud4lKprf35dQAx7bvvvjJ//nxfS+ndd9+Vnj17BrZEI5GITJs2zdSt7969uwwePNh1OO04TrftWqtWt+/pHAZA+hCQB8Lv5JNPlgkTJvga9pFHHpGddtop7W0CAAABB+TPO+88v4MCedEJKYJVV7chEz5iC8jr85qaDZnzAOJ35LpmzRpfi6mysjKwxfn999/LQQcdZDqN1dr1GpjfZJNN5LXXXosG/bWkhbbvlVdekSFDhsjkyZPlpJNOkv/85z9SVFQU6DAA0s9epoZOXYFwOvzww30H2YO8SA8AAFJHQB5ZRTA+8zTrNBvLvbq62jVDvrGhwZz4l5Ym1aUFUFCZcNmgHcW2bt1apkyZImVlZVJVVSXbbrutXHvttfLf//7XDPPvf/9b3njjDRNA79evn0ydOtUECXbddddou4MaBkD6UUMeyI2APAAAyE3UkAcKsExQNmr3a3atipSWR1+znq9duzbj7QHgj66fW2yxhQnGq1atWplguX291VvhjzrqKPO60uz2Aw880Lwe9DAA0q+pqcn1OQAAAIDUJZ2S+t1338nLL78sc+bMaXZbq7rzzjsDaBqAoLPbM1kmyNnW1atXm7+R0hbR16zn+l6HDh3S3iYgnyxatEieffZZs65ZnSZbNHu9Y8eOgUznmmuuMUFy/bv11lvL559/bvqK0ZI1VrBOM9lPO+20Zp8bNmyY/Otf/wp0GDc67/b591vWB0DsfiMK8W4+IJfp8fRTTz1lztOjd6b+7IILLpDNN988a20DAAABBOT1dvIjjzzS3Eb+/vvvy/777y9fffWVCQ7st99+yYwSQIY6wc1UMN7Z1lWrVrkE5CuavQfAHy3psueee5rOVXX/q/tjXe9mz55tyrs4L5SnQk/gR4wYIffcc4+pIf/111/LoYceKptttpl5X0vY1NfXb3QBoFOnTtF1O6hh3IwePdpcLACQnoB8poPzQR3vAIVkwYIFst1220m3bt1MB/C6716xYoV8++235sL2WWedle0mAgCAVEvWXHnllXLXXXfJuHHjzP9vvvmmOXjW+q7WbeYACrcTXLe2/hKQ3xCEtwfnCcgDibnuuuvkwgsvlE8++US6du0qDz30kPzwww+m3nubNm3Ma0E5/vjjZe7cuWb87733nunkdeLEifK73/3OvF9eXh4NqNvp/9Z7QQ3jRudZswKth7YVQHAyGZC3MuNz5XgHCItbb71VDjjgAHORXu9m04vV33zzjekUvaamxlzABwAAOR6Q1+w4vX1dlZSUmFviKioq5MYbb5QXXngh6DYC+FkunZw627pkyRKR4pLmGfLlrX95zyEbde6BXGHfD2uHyLofLi4uNoH68ePHR/tsCCIQ9+6778qxxx5r9vNWDXmd9pgxY8z/Gizv0aOHzJs3r9lnNTCuWa5BDuNG21VZWdnsASA1uj2x6LF+pvu5yaXjHSCsxwVKM+O1JJy+DyB/BXl3LIAQB+R1B68ZeKp79+4mW86MrLhY1q9fH2wLkZeSCbZmM0BLcDh1GmRrLG8rUlQUfa2pYkPgTG+tDUvns0Au0Kxxt/2wnnQXFRVtVDs2WTquTTbZJDp+i9an1eC5RbPyXnzxxWjnj1p6RvuZ0deDHgZA+tnvSrE6dE43MuOB5HkdFyjO0YH8F9SxP4Ac6NTVcuCBB5rb1rVcjXYup7VrgaBrg2aznii1TFO3du1a82hqv2mz15sq2kbrXtpxUg4kth+++OKLTSb52LFjTf3YLl26BLYIL7nkEvnzn/9sAnRah3bChAmmRI4+7KXsdthhBznuuOPk4IMPNp3KaUerF110UeDDAEg/zbDNdEBekRkPBHNcoPttvcttxowZsnjxYtlyyy1ZtECeB+Tbtt1wbg0gjzPkNfBuuemmm0wnb7fffrvZANx3331Btg95KJlgazYDtASHU2dlwEd+DsBHlZRKpKzVRiUqrOUOwJ3WhLXqxGstee1c/Y477pCVK1fK//73v0AX23nnnWf6itH67M8884zU1dXJhx9+KL/5zW+iw+gFU60r36tXL5PhrrVqP//8c3NxIOhhAKSfPQifyYA8gORo5+ZWnXgtM3fOOefIvffeK1OmTJHnn38+mj0PID/L1Dj7YAIQfkWRJHpq0mw1q5ZsIVmzZo20a9fOBCWoUQv499prr8nNN98sNX12k/ouA5u91/KbN6Vs7UJ59dVXpXXrDTXlAcRWqPthP9hXA6mbPn26nHvuuea53qmipasAhFeuHRewrwZSp4k4hx9+uHmuiTlDhgxhsQL5niGvdel+//vfmwy5JOL5yDPU+UY8M2fONH8bW29cRqOxdWezHfn2229ZkIBP2223nZx44onyxhtv0IkTgLTWkLc/BxBOhxxyiBx22GHy3HPPSU1NTbabAyBDAXnLqlWrWOZAIQTkb7nlFtOh24gRI8zt5VdccQU9txcoOt+E74B8cak0tWy/0XtNPwfpv/76axYm4NPf/vY3WbdunRx66KHSs2dPueCCC0xpFwAIAgF5ILdcdtll0qpVKznllFPMHS1nnHGGjBs3juQ5II9p5QYLAXmgQALyp512mrz77rumA7nzzz/fZOhttdVWsv3228ttt90WfCsRWtRXh59baL///ntpaNVJpGjjTY6VNW9l0WcKd3Ygl2kW3EsvvSSLFi2Sa6+9ViZNmiTDhw+XQYMGyXXXXWc6dgKAZNlLX+RSGQygUGmi3BNPPGE6cL3zzjtN/00jR46UzTbbTC699FJZvnx5tpsIIGD2ILw9Wx75ixhGfkkqIG/p0aOH6cFdAwH6aGxsNJ3LobDQ+WbhSWRHoHVom5qapKnNhg4onSLlraSpvI3pdCpTJbC4swP5omPHjtEScrNmzTIl5a666ipzQg4AySopKXF9DiDctPNW7XRdE+bmzZsnO++8s9x0000yderUbDcNyCm5EPhcv36963PkJ2IY+SelgLwG2d577z05/fTTZe+99zZZsCeddFJwrQMQugOERHcEerFONVR29xymsbK7ucL/448/SiZwZwfyyYQJE+QPf/iD7LrrrvLJJ5/IEUccIR06dMh2swAAQBZoMszll19u7px7/vnn5Ve/+pU5dgeQX4FPvRPdUldXl9W2IP2IYeSfpALyX375pfzlL3+R3r17y/77729umf/Pf/5jMvIeeeSR4FsJ5Jh07ryzfYCQ6I7ABOSLiqWxTTfPYRrabgjWf/HFF5Ip3NmBXKadIF999dWy+eabm+w3vcNE68rr/vh///uftGvXLttNBAAAGaLZ8DfffLMMGzZMtt56a3n77bflj3/8oyldM2bMGFO6BkB+BT7tAXn7c+SvsP8mkZhSScJ2221nAgDaecxxxx0nnTt3TmY0CAkN7LJiBx8wT9dOPBMHCPF+E36nrbfOaW34Bq0TX1LmOVxjZY9o8P7oo49OosVAYdFst8rKStNp2wknnGAukAMAgMKkZWo0KK/HBE8//bQMHDgwpfFNmzZN3n//fdlxxx1lp512ch3mo48+kq+//lp69eol++23n5SVeR/rA7kmF+Ij9qx4MuSBAgnIa2mafv36Bd8a5F3wuBAvRmQiYJ7uYLz9N5HKMpo8ebIpbWUF3L2YOvIt2snkyV9JQ0ODlJYmtWkCCoaWi2M/DCBddF9sqa+vp2NXIOQeeOCBQI4LNMCufdNoJ7Aa4P/Tn/60UUBej+01KU8D9hqI/+yzz8ydeXpswh16yFUkKQLIiZI1BAHyR67cjqWCLtGSztIvubA87ezLwP6bSHUZff755+ZvQ7uecYdtqOwp1dVVMmPGjKSmBaQi7DUindgPA0in6upq1+cA8vu4IBKJyPXXX2/q0Hfp0sV1mMcee0xeffVV+fjjj+Xxxx83JSdXrFgh1157bSBtADIt2yVhk9W6detmHTrnslxb9kDWO3VFfshk8DjZDW06dpK5dDEindyWrbVMUl1GEydOlEhJuTS1jl/Wygra62eATMrVg3AASBcC8kBh2mqrrWTPPfeMOYyWxBk5cqQMGDDA/K9Z8VoyR18HclGuxgXsQXh7cD7XcC6GQkVAHjmxoU3XTjLXdrrpEG/ZJruMFi5caG51bWi7ienUNZ7Gn4cjIJ8/shXgTnS6uXoQDgDpUlVVFX1OhjwAO72bdcstt2z2mv6vHciuWbPGdWFph5P6nv0BhEkungfYg/C5HJDnXAyFioB8Acl29meqG9pc3EnminQsW+2gVTX6KFdjlJRJQ5uu8vXXM2XdunWS67K9vmW7XdnKdEh2umxfAKB5p+yWfNgnAwjO2rVrpX379s1e69Chg/nrFWgfPXq0yaS3HnRGDwSbIZ/rJWs4F0MhIiBfIMJyGxAb2sJhBeQb2sbu0NWusW13iUSa5KuvvpJclq71LdXxZXI7kK1MBzIsACB1q1evjj4nkxWAXcuWLU1Q3s7aTrRq1cp1YV122WVmu2I95s6dy0IFUmTvRLmyspLlCeQYAvIFgiAVMkk7hNKAfKS8lURa+D84aKzs0SyYn6vSsb4FEUwPql1+25CtC3D26Wb7IiQA5CJ7EJ6APAC7zTff3BxP2v3www/SsWNH83BTUVFhAob2B4DU2Ncje3AeQG4gIF9AyE5HpuhB+sqVKzdkxxcV+f5cY+suUlPXIF988YXkunT0dxBEMD2IYLx1YSDswe6w3BkEBIHfMTKJgDwAL4cccoi88cYbsmLFCvN/Q0ODPPXUU+Z1AJlDQB7IbaXZbgAQ1sAHFzCS9+WXX5q/DZXdE/pc7drlMumTj0WaGsxBvleWTaEKw2/SujCgNNgd5s5QuTMI+cK6uBTm9Q35hYA8UJi0FM3DDz9snmtpmQkTJsidd94pPXv2lMMPP9y8ftZZZ8njjz8uI0aMkKOPPlrGjh0rS5culWuvvTbLrQcKi955ki815IFCRIY8kEJWLRmL7iZPnhytCZ+IinZdZNihZ0qLFi2i40D4aEAwV4LdYW8f4EeurG/IH1VVVa7PAeS3+vp6mTlzpnkce+yx0q9fP/N8zpw50WH0OP3DDz+U888/X1atWiUHHXSQTJkyhY5agSwqKytj+QM5hgx5IMnABxmL7pqamkwwvamirUQqEr9S39imq8iqb02W/T777MPvM8QIDgL5ub5xlxjWr19vFkJNTU30OYD8p3enakZ8PBqUP/PMMzPSJgDxlZYS2gNyDRnyQJKBDzIW3WmnTnq7a0OC2fGqdvVSmfr436S6rjHhDHnuVmDZAEgdfS9AaRBeg/GfffaZzJ8/n4UCAECIEZAHcg8BeSAFZAjHKlezScLLU0vWDD7zFinr2kfmzp0ry5cvD20AKUwXAGK1heAagERwsRlWmZqKth1k+PDhUl5ezkIBACDEiosJ7QG5hrUWQKCmTp2adEDeCso3tNmk2bjCFkByC3JnK0AfL+Ae5uBaMsssTBdCgHwVxu0FMquhoUEiRSXSolVr8xwAAIRXY2NjtpsAIEEE5AuUM6hl/U+wC8n8fiyRSESmTJ0qTeWtk6ofb2ls2y2hgHymA0jOIHc2s9D9BNzDGFzzWmZBZ/uzTQPSg3Urv5kgfFGxeRCQBwAg/B0yA8gtBOQLkDOoZf3/0UcfZS2oaG8bwi1WUHTBggWycsUKaWyzIaCerKZWnUSKSxIKyGeaBrmtZZDtLPQwBtzjcVtmQWf7U64HSA/WrQLJkC8ulggBeQAAQo+L50DuKQ3DhuPVV1+VmTNnygknnCCbbrpps/fHjBkjX375ZbPXunTpIqeffnqz19atWyevvPKKLF68WIYMGSL77rvvRtPyM0wh8Apq9erVK6tBResEP6zlNRA/KDpt2jTzt7FN19QWV3GJNLTuIrO++06qq6ulZcuWoVv8zt8rv9nEOZdZ0Nn+2b5QAuQr1q38V1+vZWrKyJAHACAH1NXVZbsJAHIpQ/6ZZ56R/v37y7/+9S+57LLL5IcffthomBdeeEEeeughWbVqVfSxdu3aZsPMnz9fhg4dKrfccotMnz5dTjzxRDnuuONM+YxEhikk9gCV/cQ6m4GrbJzg51NGfibnxes7+vrrr4MJyGuWfOsuEmlqklmzZkkYly8Bqcz8tlL9XROMB9KDdasAatEWFUtEiqhLCwBACDU1NUWfU7IGyD1ZzZDv3r27fPzxx+Z57969PYfbeuut5cYbb/R8/9JLL5UOHTrIJ598IuXl5TJjxgwTfD/mmGPkiCOO8D1MIcvmibUG3KzpZzoYny8Z+VpuaI899ojOi32ZZpLe6aLZ7U0tO6Q8rsbWnaNBfl1Xs8nrt5Lrv5uwy6d1FAByLiBftqGGPB3FAQAQPvYgPAH53JCtOA3CKasZ8hpA1DIp8Wh2u2bRP/zww/Ltt982e09PEjSL/pRTTjGBdrXVVlvJ7rvvLs8++6zvYZAe8bJbw94ZZi7QZafr0ocffhgNxmej40u9Te67776TxpYdTVDeS+3qpb7G19i6yy9B/izLl99KrmG5A0B2NDY1SqSoKKmSNfl09yEAALlQpoaAfPjRBxNyslNXLVGjQbnnn3/e1H6//vrro+/NmTNH1q9fLwMHDmz2Gf3fKp/hZxg3tbW1smbNmmYPBLvByXbALR8CrNYy1AtM6ej40u+JtZac0pN2K5DuFYyffu9ffAXlI+WtJVLWMuY6mkn58FvJRYksd4JAQO5gfQ0vLefYqEF4LVlTVJRQQJ6TTQAAMsO+f6aGfPhlO/aF8Al9QP7cc8+VqVOnyl133SUvvfSSPPHEE3LVVVfJ+PHjox21qnbt2jX7XPv27aPv+RnGzejRo81nrEessjpIfoOTygaJE/rmy9BaHkF1fJnIibWVyW6VmnFT0a6LDD7zFvM3rqIiaWzVWRYtWmT6jsgUflO5iSAQkDtYX8OtpqZmw5OSUpHiMqmu/vl/HzjZBAAg8zXkkRsIxiOnAvKaEV+kt8z+7Mgjj5Ru3brJe++9Z/5v3bq1+evMXl+9enX0PT/DuNGOZnUY6zF37twA56wwpHODwwl9cMvD63tK5MT6m2++MX+bYgTkla9g/M+s4L6zVFUiEi3dk60SSkgNQSAgd7C+hltVVZX5Gykul0iJBuSrEjrp52QTAIDM390GILeEPiDvpqSkJJrZvummm0qLFi1M7Wo7/X+LLbbwPYybiooKqaysbPbId7kUiOSEPjPLw+/4TEC+pEyaWjS/EyUVVkDeCvYnKtEAe779pnJpfQ4C5W2A3JEv29l8pGUelQbj9aGqq6ul0BXaPhUAAAAFGpDXzlinT5/e7LUxY8aYTl732msv839paakcdNBB8thjj5nhrVrW77//vhxxxBG+h0Hw2cGZOHHhhD4cy0NP1GfM+FoaWnUypWaCYmXbJ9uxazIB9nz5TWUy2z/XghTcCQEA3qykFxOMLylvFqQvVOw3AABhRoY8kHtKszlxrQ3/2muvRUvJaH34Tz/91HROqQ/dqJxyyikmw33w4MGmc9ann37a1JUfNWpUdDx///vfZdddd5V9991XdtppJ3nmmWdk5MiRcuyxxyY0TKGLV0s80exTDQYmk22c6LSyNU78QktIffbZpzLsoIGBXuXTTl2bKtqaC3O6PbCXr/KrkL53++88U9n+znU9rOtaNpYNAOSi5cuXR/fBEdtrXbt2lULFfgMAEMbKERZNQg1SWM/pgHyS1Qx57QlaO2vUupSXXHKJdOzY0fxvdSalG5UJEybIGWecYUrODB8+3Px/5513NhuPBoOmTZsmxxxzjLRs2VJuueUWefXVV6W4uDihYeAevEwmKyjZE5d0ZCCR1ZR+K1euNOtnWbcBgY+7sXUXs11YsGBB4OPOJ26/80wcRNnX9bCua9laNgCQi5YuXWr+RspbS1P5hr6WlixZIoWO/QYAIEzsQfggA/JhPacD8k1WM+S3335784hFA+YHHnigecTSqVMnOeecc1IeBsEF15M5cUlHBlIhZTVl60q2ZrDrRbN1bfx32OpXlVRIu5+n0bNnz8DHny/0e//www+z8v2HPfM8rO0CgDAH5DUYX1y0IXGFgDwAAOFSVlbm+jxVnDsBmUF6OHzJZCArHdMqhEBctq5k6x0uevdJU0Wlub3dUrt6wwl9KnQck1+429w1o9OAN/3e99hjj6xnMoR1XQtruwAgbKzge6S8TTRD3grSAwCA/M6QV5w7AelHQB7IE9m6kq3TXLt2rTS27dYskD793r/I2nnfbDR8IoH6inZdZPAZN0tF60qZPHmyhEm2A9+FnskQtuUPAPli8eLFIkXFG2rIl7cxry1atCjbzUIGsG8FgNysIR9khjyAzCAgD+TRCVQ2grFffvml+dvQtnuzQPrmx10us566oVkA3grUJxSUb99VGtt0M506Wx3N5cvdCPl+4puO+fvoo4+oawjkqDBt88LUlrBZuHChNGkgvqhIIqUVIsWlBOQLADWDASB3BZ0hDyD9CMij4E5ewzofybYr2ydQVkC+sfKXgLxq22ugDD7zFhOcb5bx7njNj4afxx2WLPkgstGD/t7SMb4wtccKxmtZnnnz5hXU3QBAPsj2viqsbfEjk+2sq6uTFStWSFPFhlI1GpRvLG8jizRrHnmt0O60A4B8QoY8kHsIyCPnT14TaVNY58PerkTbls0TqMbGRvnqqykb6sf/XGfWzi3wnmgw3kzn5+z7SZMmSVikuryD/t6CHF8Q60k6fpe777676bhW/xIwAHJLmIJ9YWpL2I5btH58JBLZkCH/s0hFG1mzerVUVVVlpA3InlxYJwAAGyNDHsg9BOSRlWBftk5Uw3oSbrVLJXPi7ZyfTJ24z5gxQ9atWysNlT3SOp2mVh0lUtpCPpswwQQK8kXQ61PYgvvpWM80GJ+qsF2QAwpFotuEdK6rYTsOCMtxy+rVq81feyft1nPrPQAAAACpISAP38KSeZvqiWpYT8K1XX7mJ96yS2UZJ/qZTz75xPxtaN9b0qqoSBra9ZJlS5fKd999J2GV6UBvOjMnw7qepCqsd8nkgvr6evnss8/k008/Nc/dzJo1S95+++3oBcZ0DoON5dPvOtfW1Xy5eLBu3TrzN1JSEX0tUlLe7D1kT66sDwCAzN+5DiC3EJBHzmd6WePKh5MUnYd4wfh4AYpkl3EywY/x48ebzt5WrVkr6dbQftPoRYAwftfZCB6F9Y6PMGOZJef111+XTTfdVE477TS5/PLLZYcddpCZM2dG329oaJATTzxRtt9+e7n66qtl6623lrPOOqvZHS1BDYP8CGDn07qaT8s+GnQv3RCEVwTkwyGffmcAgGA1NTWxSIEcQ0AeSUv2hCDZk+tY08uHk5Qgg+3JLONEgx8LFy40bV1WXyKznrlJ1s77RtKpoV0PkaJiefPNN9PyXac6Pq/ll+7fZC4Eq8KGZZaYadOmyeGHHy4XXXSRTJ8+Xd577z15/vnnZc2aNdFh/v3vf8sbb7xhOl7++OOPTRb9ww8/LI8++mjgwyD+NijM+8JE2pYr62ouXTzwnyFvC8j/HJwnQz678ul3BgAIlia1AMgtBOSRlEwHwONNLx9OUlIJtgdZAsivt956y/xtPWAn2fy4y6Vtr4GSViXlplb9ggULTMeeQX7XQf2enW366KOPcv5CkVNY5iUs7SgEN910kwwcOFAuvPDC6Gv9+/eXnXbaKfr/I488IkcddZT069fP/D9kyBA58MADzetBDwNvVjA+rNudMLctVbl8/GFXXV1t/kaKS6OvRYrLzN+ampqstQv59TsDAASLkjVA7iEgj6RkOgDuZ3r5cJKSzDxkI8Cht8S9/sYbIiVl0tChT/qD8T+r77xFNGM37L9n/T722GOPuBcPcikwFZZgmt92ZLud+WLs2LEyatQoWbVqlbz77rsyZcqUZlk4uj2YOnWqbLPNNs0+N2zYMPnqq68CHcZNbW2tyda3PwpZmC9Qh7lt2CDaP0RxyS+L5OfnXn1HAACAzLMfj9fV1fEVADmGgDySlukT6lSml8+BuUwGOKzlOGnSJFm8aJHUdexngvKZop3HRspamLI1Qd+WF/Tys76X3XffPfQB7lwLpvnt/DiXlm2YLV682HSmPHToULn++uvloIMOMpnrM2bMMO9XVVWZQF3Hjh2bfa5Tp04miB/kMG5Gjx4t7dq1iz56905zJ9M5INvraK62Db+c0EeKbAH5n59zsg8/2O8CCArbk9jsF8rZRwO5h4A88n5HVwiBuUwF463l+NprrzXLWM+Y4hKp79jfBOdMh7IBCfK3YR+Xn/JDfgLLYRKWYFoQyxb+lJeXy/vvv286VNZs+e+//94Evc8444zo+1ZA3U7/t94Lahg3l112maxevTr6mDt3Ll8tkKToCb0tQz5SXBwzQz5s+ylkTyEccwPIDLYn8RGQB3IbAfkCF9SOLswH3okG5sI8L2FYjkVFRTJu3PvS2KqTNLXunPF21HUZZP4+9thjEolEQnWwl8y4MpnlXWi/bYLxwdB67nvvvbf07NnT/F9WVibHHHOMfP7556ZepQbLe/ToIfPmzWv2OQ2M6+9XBTWMm4qKCqmsrGz2AJCctWvXbtSpq/bhYn/PjoAJ7LgYDiAobE8SC8hTVg7IPQTkC1wQO7p0nYwFOb5EgvF+56XQgpvWcnzooYckEmmS2p7bihQVZbwNkZbtTJb8t99+a+qzp2MdSPa7DfrAMcjxJbOeFuJvHBvTTlU1K95O/+/WrZuUlGzIoj3ggAPkxRdfNHXgrZOCl19+2bxuCWoYAOmzbNky8zdS3ir6WlNZq2bv2REwya39ZybaxcVwAGxPMt+RK526ArmHgDxSDkSmq0PMbNzyap+XWNMuhDsL3Gi5Cn00tu4ije3i12muXb00Le2wLgbcf//9KR18WMvfuQ6k8t2moxa9XSrtitfBrHM6uhw++uijpKaH/HHRRRfJ8uXL5Te/+Y0888wzcs0118jtt99u/lquvPJKmTNnjhx33HHy6KOPymGHHWY6W9XPBj0MgPTRoHuktEKkuDT6mhWcX7rUfZ9OADY37hoIa7sAAMmx96lGQB7IPQTkEciBerInY17TymbGlRWMj7UswnxnQbpoO/fZZx+pqamR2l7bx82O12D89Hv/kpagfKRFpdR13lxmz54t77zzTqDLP6zZftrOVILk+tk99tjD9+/NCuAn8plMKLSLYGHQuXNnU55GfxMakNeg3Ntvvy2nn356dBj9XU6cOFF69eplMtwHDx5sPqNZ9EEPAyB9lixZGs2IjyoulUhpC1myZAmL3oewHkeEtV0AgNQD8vbnAHJDUSSIIswFYs2aNdKuXTvTaVy+1qjVYFWmDtSt4KLbyUEm2+ElE20Iw3z6NW7cOLn00kultGtfqR44ytdnNBhf0a5LQtPx+5mi2nXSZtrz0q5ta3n44Yelffv2Eobln65xWuuK1tfWIHkyJ9XJtC1Mv9FY24xMfB65oRD21UA66J0wRx55pNS331RqNt+v2XutZrwiFbUr5fXXX4/ZyTIA+MG+GkjdDz/8IKeddpp5ft1115lzRAC5gwx5NJPJIJVXpk5YMsczsSysaWR7XuNZtWqV3HbbbdKiVRup2Wy3mMPaM+KTCcb7zaqPVLSRmp7bm6Dbv/71L0lGugLnQX+f9nVl9913TzqgnKnPhDW7j+xAAPA2bdo087epTdeN3mts09Vk32n/LQAAwF0mz+vtZWrIkAdyDwF5ZJVbYM1v0Mwq4ZHrwnIBIpZ//vOfJvBd02t7Uy4mXWVqNIA/+MxbfAfy67ttJQ1tusl7770nH3zwgQQlLJ26Osft9txLtn9P6Zp+qhexwnSBAQjjuhuWNmRCocxnogH5xjbdXAPy1jAsNwAAsn9eX19f7/ocQG4gII9Qnlj5Ccbrzs7PDi+M85eOevTp8v7775uOXDXwXd91q0AD6nZWED+hzxYVSU3f3U1923/84x8mkz9VYevUNRcv8qR7+tmePyBdwvDbDkMbMqFQ5jMRU6dOFSkukcbWnTd6zwrSa98i+bDccr39AIDwyfTduNSQB3IbAfkCF/QJaaZOcKydXbwdXrLzl+kTtaA6hw263XPnzpWbbrrJBLxr+u4RtyNXlWwwPtnM+kiLdqZ0jQbjr732Wl+368VaTvlQ1sSah2S5LZ9EflvpXob58B0BYf1th6ENmVAo8+nX2rVrTTmahladTVDeKVLeSpoqKuWn2bNl1qxZOb3cCuFiTD7PGwCEWSb3j3V1ddHnZMgDuYeAfIGzn5D6OXiPNUymT3C0zfYdntt0kznhDsOJWjLBTxVku6uqquTKK680f6v77B6zVE2qUsmst0rX1HfYTCZNmiT33Xdfs/ecy8P6fj/66KO0H0hl++4N5+/B7zru9rlEf1vJdB6biFwOBgFh/22HoQ2ZUCjz6cfnn38uTU1N0ti+l+cwDe16yfp162T9+vWSy4K6GBPWoHcYjmMBAJkNyNufA8gNBOQRDcbHO3iPN0ysE5x0nxTEaluiJ1w6vN6Sna0T9WSDn0Fm+0UiEbnxxhtl9uzZUrfJ1tLQqZ+kW7LB+F9K1+wpTS3ay1NPPSXvvvuu57K0vl/thT6dv8tY36N1N0M6T5idvwe/03P7HaU7kzQswYNsTx9AfsjEtiToaXzyySfmb0O73p7DNLTv3WzYXBZEMD4M+y033P0BAIWBgDyQ2wjIw/fBu99hgjhpSSZbNlbbEp12uoO16TqRCipg+thjj5lOUhsqu0ttrx0kJ5SUSdXm+4qUlMtNN/1dvvvuO89lufvuu2/0etDft9e0rfVBpbtcQrJBda/OlvM5eBDm4AoKUy79FsPS1jC0IxPbkqCmYX2+sbFRPvvsM2kqbyNNLTt4Dt/YdhNTwm58HgTk82G/FUtY2wUASF9APgzHQQD8IyCPqGQDdUGftKSjrn0inb+6ZRZnkk4vmydSml1+//33S6SijdT021ukqDip2u7xpGOcWk++qt+eUldXK5dceqksWbLE17JMVwDFK7CdrZP4MJ+gZ7ttYQ+uoLDk0gWisLQ1LO3IxLYkqM7greU1c+ZMWbNmjSlJE7OvmOISqa/sIXNmz5aFCxf6mkY+Y38BIFX5vp1E5gLyCxYsCMVxEAD/CMgjdAHmWJnFsabhVS/bz4mr8/OJlvnIl4CC1mC/4YbRIqXlUrX5SImUtUipw1Uv6RinpbH9plLTe7gsX7ZMLr74YtNRnZ/vO5NlivyWicol+TAfBFcQFrl0gSiTbc2VDrkz0YZUp2FfXlo/XpmAfByNPw8zceLEmMPl2z4OAILGdhKpqq6ujj5v3bp1aI6DAPhDQB6hPNDwKvPht369V4A91vTcdmCZPsFP5/S8aplbtMSLduLaGIlI1YD9oretp9rhqptUx+kWyLe/Vr/JYKnrtrWZvyuuuEJqa2vj3gWRiZryYQ0eBVH2gMALEKwwbBv8ylQwPt52JpeWWRhYy8sE5IuKpbFyk7ifaWjX85fPxBl3WPZxABBGbCcRZEBen7PPBXILAXnkxIFGovXrk5mu17BB7NgS7aA1aF53EFivLVq0SM4991ypqqqS6r57bagTawt0BxmMtyQ6Tivg7pZd7/pa7x2lvmM/mTJlitxwww3y/fffe16kKZROS3OtbYnI9fYDiI3ARXroXWQzZnwtDW26mj5Y4olUtJWmikr54osvpKGhIeawfkvGFcL2uxDmEUDiCKAiFTU1Na7BeQC5gYA8kjqRyFSA2T6dRMaT7Trs6a6Jn+j7boEM67VVq1bJWWedJW+99Zas7rilNHTsk5HSMomwt8Mtu941476oSGr67iENbbvL+++/Ly+++KL88MMPab3w4sVt+YclEB5EkCuoQFmyyyIsyxLIZ2FYv8KyX8+nZT116lSJRJqksbKH789olvz69evNnXWpsLbd2dp+h6UcYRjWLQBA7tF9sWXdunVZbQuAxBGQR8InEpkKfiU7nSDaF+S8BdX5mt+TOq/33aavO+5tt93WZMgPO+i3Utx/l2bvp6NcTTKc7XBrj9trtWtXSPXm+8p6aSGvvPKKueiQLdkuhxRLEG0IIhif7Hqb6rIkGAKkb/1EuJe1FVRvbN3Z92esYVMNyFvb7mzsCzO5nGPto1i3AADJWrp0Q9JcpLgk+hxA7iAgj4Q7SrP+T7dkg2yx2ufnxMvr5MgeFE9ndn+s9sRbJn47sLVua/vPf/4jw4cPl+JNt5PigSNchw8qGJ9qln0yJW40q37twh9l4vtjpCpSLk8++aQ8/vjjki1udeSzMd2wcK4jqQRlnHcfJNIGAo3IN0Gv82G6gJhrkulDJ5PL2gqqN7Xq5PszTa06NvtsKnQ+s/G7SmQ5B7E+pXLcBgCAm8WLF0ukpNz0/bZ4yRKJRCIsKCCHEJCH747SnO9nIoiVyglKrJrpyZYX+eijj6J/MxXkc7sgEm/4eO369ttv5a9//atMnz5dSnpuLbWbDjclXoIWq+57prLq2/YaaP42DTtcIhVt5N5775WXXnrJDJPM3RfJvJfNwG8y081EG93aFUSWfbwLak4EQ5Bv0rWtibd+hvXCXzqla7ufyeDsrFmzJFLW0jz8amrR3nQCG0RA3q90/L78BuODWp9i7YdyWSGu+0A6sU7Br8WLl0hTeWtpKm8jdbW1smbNmpxcePzmUagIyMN3VrWzQ8wPP/ww4ZOITJS5iVcz3U+bvcqL7L777ma+99hjj4TuKggLbY8G4x9++GGZOHGi1LffVGr67m6C8c5gearB83h13zPBXuImUt5a1m9xgAk63H777fLQQw8ldJLt1TGu13th+U0kOt2ggg/xOuoLcnnodKyLZcpPvf4gLwQAYRJv3UrHfrgQ7zQJ03Y/0Tv4LHqn3MKFC6Wx5YaMd9+KS6SxRTvTL0smZOL3le6Ltrm6jiR60SnX5g8Im1zdViDzdB++bt1aiZS3Mee5asmSJTn3VfCbRyEjIA/fWdf2ExLdcMYLSmd6Y+t20cAp1Y4rlQbl/ZycBXUC7me5+V2mDQ0N8sgjj8jHH39sOmWr6T/CZLk5M9iDyGj3U/c9EUFk10daVErVwAOkqbTCXJTQoLzf78ltHfBbSsg+jljStW4k8ltM9mKbnbVs/ASrUmVNS7dHVrvdLqjZ58lPXwxALosVjE/kDpJEphfGi9DpFNR2P1XOO/gS+S6tE/emijYJT7epoq1UVVVlpBO5dP++4u0TgupnJdfWkUQvOhFUAaQgtxXIjmXLlpm/TeWtpKmsVbPXcgm/eRQyAvLwzW+2ebZKQ2RyY56pbDe/2Y5+TsI1GH/ttdeawGRDZQ+pHrCvSHGpZ/A8iIz2IOvPB1XyRmvsVWmmfEmFCcj76ejV7SKPs6+CoLLn4pVDSrdkLrY5Wcsm1cB+ItOy7mDxM090sIdCFaskWxBB+UIThnm238GX6DFQtDO4nzPrEhEp33Dyn6lO5NK5rDN1/BiG30s6LzoRVAGCW/eAeKzge6SsVXSfnGpAPltJSWH+zZOohXQiIF8A0lU72isYn+4so0TbFPYNrXPabllusebLzwmQBuOvv/56+eCDD6ShsrtUb75fNBjvFTxPphPVoIZ1vh90yRvtkG79wP1NJzijR98o77zzjuew8X7TQfYV4KccUqqS6UMhWemeF4uVFZ/IxUA62EO+SLU+OUG03Oe3jxknK5iu9WcTZQXxMxWQT/c6E+ZgQDYlulxYjgCQ4YB8eSsTlLe/lgzucmKZIPMIyOc5+4Y1E51OJpM5nw5hKaWTTO1Ne+kNv5zZjs76cldddZWMGzdOGtpuItUDRm4UjFf2cjXpzGC3D+s2vNe4gq4/39Sq04aa8iWl8re/3RDt6DWR33TQgSwrwzFd/P7Wc/H2/CAvBhJQQK4gux2pSCVDvqksu/Vqkz1mI+AAAOnf1mZLrrU3FStWrDB/m8pamrI19teSQYIGywSZR0A+z9nLaqSj8zG/WUaZPAFKdFrp2vkk0+Gb/dZzP+OPN03dKf/xj3+S8ePHm5rx1ZuPFCkp9QyCr533TVKlYRLJYLeGVV6B96Cy4ePNR1NrDcqPMjXlb7vtNvnvf/8rTU1NGw0X7w6FoCXa2WwiMhUkt2rrB9E5rB8cRKIQ8bsP/92EYTZ//vxoPfhEWZ+xxpFJqRxTss4AQPq3tdmQa+1NVW1t7YYnxWXRZLu6urqUxhmGpKSwfX9hWCbIXwTkC4BVziGZzsdidXrottPLVv34VKeVjnYlu8z9dPzpdeeDfZpz5syRc845V775ZqbUdd5iQ2Z8SZnrOK0geNteA5MOhifyGR3WK/CuQfSggvF+Li6YoPyWB0lTi3by5JNPyt/+9rfowUymDggS6TPA74GnW6eNOqzbe2HqZNBtPIkE5YFCE+bffdhOqoLY1rjd2ZaJ9qXDvHnzTMfubhny8fad2kl6vIB8OjsqT+WYMszrDACERa5dwMy19qaqsbFxw5OiIrMvt8rU5rJCu6iSr/j+/CMgX0D8BtvjbRDtgT37Ti/b9eOd08r0hiATNUmdy1651ZufOnWqnHvuubJo0UKp7bmd1PbZTaQ49upu79A1EbFO2hOtKx9k561uAX+vEjmRirYmKK8lfd5991256KKLZNq0aRk5IHBbb/z+bpwdy8Ybp9+7ZdLRyWCs6fm9kBfrAiGA+DJdOi7VbU2m2pvISbx92EycOKZzGnPnzZNGzXT/+UTe4mdfHCltYfphMUH9DLdbFUrABQCyKde2tbnW3lRYwfeIXljPk4B8oV1UyUdcVEkMAfkClUw5FbfXne9lawPqddHAb7ZbENP3ungRJOeydwYGdCf8+OOPy5/+9CdZu269VPfdU+p6DNtw5TwNYp20xzuhd9aS1+cqyM5bdTz22vjO9jR7rbRCqrfYX+o79pWvvvpKrr/+b/LKK69kpCPiRDLi3XgF3zNR996LvQxTvEx+Pxfy4l0gJCgPxJbpdcXqqDqVztYz3d5Eh83E9jRd01i9erWsWb06mumecOm4oiJpqqiUefPmuwYAOKkGACB9ovteDcbnSUBeEYzPbRz/JYaAfIFwntAmW07F63V75na8aScqmUx+v/MXZId4zumlK5jgzDa2Bzx/85vfyL333iv1xRVStcX+0tB5QErTipepHuukPd4Jvdf7QQXjnRn39ulZ87VRG4pLpKbfCKntsa0sWrxIbrnlFrn11ltl/fr1ntMJ4vtNpTxNrAtnXp/P9IFOEBcIvNYxdvpA6uthOlidlCe7jcyVdTtTpfic/JTMifXelClTzN/G1t776Hga23SRurpa+eabb3y3GwAApG7dunXmr96ttqGGfFH0NSCbOP7zj4B8AYgVyAuK14lzokHpZLJf/QYkY2XwBSFTgUJn/fj6+noZO3as7LLLLrJo0SKp67KFrBt8uDRWdk+p1Ewi5WO8hol3Qm8vkxNkZrxbxr0VlHfO10YlbYqKpK7ntrJ+y0OksVVHkyV/yim/lc8++2yj32GqNdKDDGqn8nk3furSJyLWdBMp0ZPKBYZE2k/GPfJREPujRPp0cLuIVsgH9MlsV2LdWRRrHxTv+OmLL74wfxsqeyRdJs46zpg0aVJSny8k7FMAAEFas2aN+RsprTDnr/rXeg1AbiAgXwAyXaIi2Wm7dZSWaia/13ScGXxBBlXTnYlsLROt26rTOf744+Xhhx+WsrYdTVZ8bZ/dRUrLY47Dq3yL/T0VL0huDRtE3feggvHWuKy2O4PwsTqTtc+HdvZateUhpgb/suXL5YILLjDLW+vz2387qZRkSFSq0/Hbj4RbIMfrtVRlKns20TJWlMEBUl83MnHXWK5IZv7j3Rll76fDbx8jFhNELymT6gZJeh/e0JaAfCrfIwAUEraBwdoQfC8S0Qx5PXctrZDVBOQDkU+/1Xyal3xEQL5ApFLDNVPT9uooLZXa2k7ObDJrmn46jvQ77WQvgCQy3e+//94Eg4cNGybLli2Tuq5bbciKb9fT1+edQWmvgLWfDHcdNsjs9iDYLy648V1ip7jY1OBfP/hQKevUS4YPHy6XX3GFPPjgg9KuXbtoQCQXd5ZuF8Bi/YbdOlgNosPGVMaRyDqbbKeNAIJZN9J511guSGb+/dwZFW98btvYxYsXy5w5c6ShzSZS0b6r7334RvvU0gppbNXJdIJeVVXlb6YKEPuU3F1vAQSDC5PB075grOx4QzPk9bVIJA1TKxz59FvNp3nJVwTkEVhGaaz/09lRmt92emU063NnkFED937mK4hyQFbpmXjz0NTUJOPHjzeZ2tddd50JDrfp3k+qBh0otZvtbDLdEmE/+XYGoxMJrvsJ3GeSPWs/Xla8k1vWvGpq2UGqtjxIZPM9ZE1Vnbkj4Zhjj5X//e9/JqiRiztLrwtgFr0Dw94+6zNun09EMn09BLXskum0EUBw60Y6S7jlgmQvZKQyPbdt7Ouvv27+1nfYzPz1G4x3y6Rv6NDHlM57++23k25nIcjFfUq61qtEjtsB5AcuTAZLg+6LFi+WpvJW0deaylqbTl1XrFgR8NQKS7zfai7tm1jvwq8owiW0hG4L0qxYvRpZWVkphcBPhrp1YO0M7qUrw9StTYlk0scbToPxVuBe/9pv+Xabr1RK09iXlXIbT21trTnRffrpp2XWrFnSokULaWjXW+o22Voa227yy1XxOKzAdCrs40hkfEFMOxH2gIHfQINXCZuNAvmNDVK2/DspXzxNims21Onbbbfd5JhjjpGhQ4dKkc/vwyldJY6Smb59HVDWepBq+9K1bbC3PdnlmO3lj8LdV/PbY/llkgbP9YLyijXrZd02x0rt2pUp7cuL6qulzVdPS98+m8kDDzyQ9D4wXVi/kl9umT6WT2b6fL+5K9f21UCYrFy5Ug4//HCp79BHagbsY14rnzdRKhZOkTvuuEOGDBmS7SbmpUT3jeyjEA8Z8nnOrRxFvGHtkinv4OdKXLJZMalmpPsZzqrJav1VOk0VZDDeao81Tud4Vq1aJY888ogce+yxcsstt8isWd+ZjkVXbLqnVG8xUqoipQkF41Ot824fR6IdvgZRYz4RVtZ+Kll/yjWrvqRU6rsOkvVbHynVA/aVhjbd5OOPPzZ3Lpx11tmmg13NTkhUOoPBiWaP629fg/G9evXyXSffz7YmXVfpkymjE68+PhD2O9GCmHY+4EJaYvSC68oVK6S+0+YmGJ/I/tltnxopa2kCArptt/pYCQu27ckvt3Rn1fnpG8rPuQT7buSCfNnfIjzmz59v/jZVtI2+FqmobPYegpdMFQer8gLghgz5PL6Sb20E7JneXsHkIDNh4mWwx5uWn/cT6cgxiMwar3ly3hmQ6rJbv369fPrpp/LBBx/I+E8+kfq6OlMbrq7LIKnvtqXUVK1v1klpIrXbw5Ahn+lMeb+c7XIu33jtLl63RMoXTZOylbP1cEg6d+kiI/baS/bcc08ZPHiwlJSUSLakum4ncpeM866SbATKkrmrx+/nkBtycV+dzG82zNmvCCe9Kfa8886T6dOny7ohR0mkRWXc/Zuf/Xbx2sXSeuZrZp937bXXSpiwbc/vbQPfb+7KtX11oaxTyA1vvfWW3HDDDVLTZzep7zLQvFayZqG0+uYNOemkk+T000+XXJOP23PrrnPWf3ghQ74AruBZ2a7OYLxb56ZuQedErvK7Zav4nZaz3bHmK5kOXP201f5evGnGq8Htlx6IvvHGG3LppZfKoYceaurDv//++1JT0kpqNttF1g09Rup6bS+RslbNary7BeNjZbkFEQh31p1P5HOpZsoHmWHvHJdzXuzL10+7m9p0NbcLrhtypOlgd+nKNfLcc8/JH/7wBznqqKPk1ltvlYkTJ8bMnE9XLdVUstz8HhhZ09CMeqv+fLay1pLttDXfDgCRO5L9zaY6TT93vqQDmYLZ895775lgvGa0azBexQvG+9lv6z6wsU1Xk0zw5ZdfSpgEkWRSSBLd1mR7+bDvRthRwxnp8N1335m/jS3aR19rarnh+ffff59zCz1f73iyKi54JZmGVZjblm9CkSGvB+/ffPON7LPPPtK1a1fXziy1VMfixYtl6623lgEDBqRtmHy8ku9Vp9wr2Ga97pYBruJd5fdb4z1WsC+IrF79/DPPPCNHH310SpnviUzT7/DLly83Fww08D558mTz26ypqZGyjj2locNmppM0a6fqVzJZ85mWbIZ8kPMWb1xe9eT9vBbV1CQlaxdK6crZUrZqtqmxq9q0aSu77bar7LXXXrL99ttLRUVFIHeNpIPX+p/I9iOoO1mCEm+bw4l9fsjVfXUhZOxlerrO7Zbb+0G1I+zbEL0DT7PmVqxaI+u2PkIiFW0C3W8XVy2X1tNflk033VQeeOB+KS0tlbALqo55oUr33bXIb+yrgeSdf/75MnXadFm73W9Ein/Z37ae8qx0alUqzz//fOj6dImnkPYDYT6+CHPb8lFWM+Tfeecd2XnnnU2N7OOPP15mzJix0TB6Qq0dJmqW6b///W/ZZpttTCZxOobJV/aMc2emeqyrk24Z4CreyumVTe41HefrQWTvWZ/Xjjaddbvs04yV+Z7MNGNZuHChPPvss+Z2cf0d3nbbbTJp0iSpb9VZVnfYwlwsWtlrV6nrMcxXMN4tyzuoYLxz3EFlpyfbtiDnLda4vLIBvTp89VoutWuXS2O7nlLbZ1dZ3mdfqRp0oNR1Gyxr6iIyZswYufzyy+XQww6Ta665RsaNG2cuRDrLp2Q7u8Zt/bfWWa87YazP2f/G4jWudLDumHGr45evWRnIbUH8Hr3G4bZNycTvP9n9azKc2y2v94NazunYhgQ5vocfflhWrFghtd23McH4VOrGu2lq1Unqum4pc+bMNneIhZ2f7yxd+95c3tc4j6GD7PA9l5cLAGSK3nH9zTffSmPLDs2C8aqxdWfT4asmoIadn4oE+SrMd86EuW35KKsB+XXr1pmgpN5C6+WKK64wJxAarH/77bdNMOumm26Sd999N/Bh8pmuUH5OwJ0ny/bgmlfno8m2x60tVsBMn2u9rVQOzq1SPfbxJHLQn+rJQVVVlQmy/+c//5EzzzzTXHTSi0HT9HbxNptsKEezzXFSteVB0dpvfvkJHKdSGsY+7mx0yupsjwoy699rXPEC//a22Eva2JfN2nnfNO/89r6LpKqpRGo3HS7rhx4t67c6RGq7D5WqSLnpAPbqq682wXn9nTz11FNme5hKx8VBlsFxrv/2bYDzAkKsC2xe0453kc/P+ud3GN0O6B0zXtsVDjwQJkEEqOKNI1YZu3TLxLSc2y2v99N1TJOsZI5X4pk1a5YJkje1aCd1m2wdc7+eUufvPbc1nbw++NBDsmjRIgkzv99ZOoLxuRp8dmt72NYfAPktF7edQdPtZV1drTS23vh81Xrt66+/ljDL5X1hUMK8zwtz2/JNVgPyhx12mOyyyy6e72s1nccff9x0SqG3n1tB1p122kkee+yxQIcpFH5PwO2ZsG6fTYVXhr7+bwXMtAZ1MuNMpG5X0CcHtbW18tprr8n9998v5557rhx88MFyySWXyNNPPy2zvv9BGtr1kuo+u8vyviOletAoqe+6pUTKW0ky/ASOkw2iO8cdVHZ6Mm2xz4cGutPF3ja/y9ReX94egJ/11A2y+XGXm/c3WnZFRdLUurPU9dpB1m99hKwffLjU9thWakramIs3d999t+kQb8Tee8t9991nbjfU32EylcWc67dbsDzRAyGvmutuAfpExh/vbh0vfqdhtU/LV3ldCATCJIgAVSLjyGRALNPTSvSOvmxmdnndpZiK6upqufa66zaUxttsF5Hikpj90KR0Ab60Qmp67yS1NTVy/fXXx+w3pVBPOHM5+Bx029NxjgEgPNJx11ihB3HVhAkTzN/Gtt02eq+x7SbNhgmrXN4X5pJCX1dyQag7ddWg7KpVq0y9d7shQ4bI1KlTAx3GK8Cq9e3sj3zitSH0KnETxIoea0eqr2mJGc1qTySQHqt8hjU/znmLVzPU+Tk3eqI5bdo0eeSRR+RPf/qT7LvvvnLQQQfJvffeK9NnfC21LTtJbY9hUjVwlKzd9kSp3uJXsr68g0x78IqNTnbr1q5o9tfO68Q4VoBc37OCwslw6+Q0FW4n+X5O+K2ggS4XDXT7CconGkjwE4Cwaug6AxjWa87Xy9t2bDaMaxs1ON+qg9T13Faqtj5M1g07Xqr7jZC6LgOlsayNuVPkX//6l5x66qly+OGHm0D9K6+8YrZnfgL0biVnkr3V3O+t/fZhVTKdN9vXv3h9VcSbhlv7vLZ3HBAibILKPM3k9NI5rTCdVKQrKODcHgXxndx5550yd84ckxnfWNkj5rBBXIBv6NhP6jv2jx4f5cp3mkm5vL8JMhhPYA3IX+lYxzlm30A7UJeiYmlo19u1fFykvLV89PHHXBQvcJnezxbqMV1eB+S17rvq2PGX4Jbq1KmTCbAHOYyb0aNHm4x669G798YbvVwXK1jmlvXqZC8zkwh7Brx9vFYw3tm2eIFAe715q1Z0rNv0vd6LteFqbGw0JY60rIhmvmvwXevBP/DAA6Zj4qLKTWTbg06WpqGHbAjAb3mQrG3TWxoru0fruzlPdq0gsAZwNYDetteG0jWplouxMrUTDYAnMlysz8arbx9rvuxBdysQrsvFvnwSKbcTb34SudvAbRgrE97PuNzaaNHb/Bs69ZPaPrvJ+qFHybqhx0h13z2kvtMAWVFVb0rZ3HrrrfKb3/xGjjnmWLN90tJbS5Ys8ZyWW8mpdGWkuQXS/YzfmcUfr58L+3BktgOFIWzBu3QGBYIMeGpZNL1zr7FVZ1nTZrPoe7H2wSmXhysqkpo+u0hTRaU8+uij5vgoF77TfOV3+Wb6eyCwBuS3dK3juXxBMwhaG/6bb76RBr3AXlq+8QBFRVLffjNZu2ZNs8RT9rWFJ5P7WY7p8jQgX1FREa01b6f/t2jRItBh3Fx22WUmmG895s6dK4UmXo1oKxjut967c3h7QF//uo0n3gpurzev49HnsTqEjXURwb7h0jskdEf25JNPmj4I9hs5Uvbbbz+5/fbbTXmR9UUtpa7rVlI9YF8TgK8afIgUDdpXGtv1Eikpi1vn3XrfqjmuQflo3XFbANhPtloqAfBkMtm9XrPPT6z69l7zpZ+1MuGdbYkXjHeO115OJl5mfby7DdwuovgZl9cFCq9SAXba6V5D582lpt+esn7oMbJuyFGyuvNgqe/YV5asWmuC8RqU17tKTjzxRPn73/8ur7/+usyePdtk0Lutq8nuLP1kq7uVuUp0vInU9NV1PAgcQCCXhOWEqlCDd7lSYsParl1z7bXmeGRVlyEy/f6LXftBSYuScqnut5dEpEiu/9vfXO8wDct3ms/87t+ytR/kuwfyG+t48Kz4RUOHXy6yO1nvvf/+++Yv5zqFK1ProP3O97Ccq+SKUAfkN910UyktLZU5c+Y0e10DTv369Qt0GDcayK+srGz2yCexAtyJnDglWqfdPrw13l69esXsfM3vBsAKxltZ9m7z5HURQTv91dc1qKk14H/961/L+eefL//973/l448/NmVEth11vES2OsCUF6na+nCp3WznDTu90g0XfezinfBa72ugWf8qDR6rRE6U/XTw6jdzO14g36rl7jU9+/zEa7/b+/ZMeLe2+C1zY82LjksfzrsFYrGGswfx413Y8Mr012FXzPyseSevP3/HzosezuW8UcZhba1M/t9dsrrz1qYz4PVbHy41m+4sa8s7yrxFS83vVoPyp5xyiowcOdKcXF911VXy1VdfmYtLqQZA4tVhtpe5ilVCys6qk+x3OvbP2bcjqez4/dwJBGRKrN9fvLu/4n0+KGEL3iVyLJOt+fazPQzSZpttJr/73e+0EyWp3nRnKe/at9nFapW2YPzPmtp0kdqe28nyZctMp+Vu2O6mVyIXubk4AhSOsNw5U6jH3KnM96RJk8xft3I1Fq0tHykpl0k/36GWS9v4Qv1N5Au3OAByOCCvAXGty/3ss89GX1u2bJkp3aDB0iCHKTReHT7GOuG0nzilWlfeuUOwSk84g2t+Ozaz3tPh3ILxznnSzoT1qvGUKVPkhhtukBNOOEGOOOII+etf/2o6ljU14Cs6SF23wVLdf58NAdChR0nR4ANMWREtL+LGGVD1G5R2dgDqDABrUDfWOJIJgNsD3PHKstiHsXda6jaNWOPwYg9A2zPhncshkSx/K9te7zzwe4HDvrwTqVnvdleBfr7PQefIT6/eZf7av2Pl7CDWmdnvdsEjuty1/nzLDrKuRReZ9PYLsrzfr0wHsTWb7WpK3KypExk2bJhcd9118vvf/14OPPBAOeuss+Tf//63WQ+WL18uQbNfYHMGuN22KYlk7nl9zp71n2jZLK9pcRARm95Z9uKLL5q7hNx8/fXX8sYbb8isWbM8xxHUMPkmXh8rfu/+SsdBcLL9T6RbqtuXWON1Sna+nXcQZWIb8/bbb2+4pb1db2noNMC8Fmv/ki6mbn3rzmZdnjhxYvR153FerA7Ik5FrJ4J+2pvsPPn9vSbzu/bzGoDcOtbwM1y625HPUtnn6R3QU6dNk6aKthIpb+U9YFGxNLbuInNmz47eoeY34SmbCvU3EU+uLA+3OEAutT9biiJ+egdME/2y9KReM5M1I1mDoVtttZXpfNXqgHXy5MkmwKqdGmoQ9b777pOioiIZP358tBRNUMPEoxs0rSWv5WvyIVveGdCyZ5vGO+FXzg4jrcx05/j8tEM526J15jUA4Wc88aapwZ2qqirTyZg+pk+fbv63REorpKFNN2lq01Ua9dG6c7Tuu1/Wia6Vke03CKxB31jlWDQ4rEFdPzXUE22rsgeCvTogdZZriRe0TybDP1Y77MEDe1titcMtEzDexQJ7W7QjWbfl7dU+rzZbHdI6l4mf9vtZTs5hreG2OOrP8u1zt8q2B50kJeuXS+tItUikyQxTU1Nj1hNrW6sPXX+0LFc6gmwaLHdeKFOxtjWx1mvn56xSVX63Fc5x+d3+QUwfBnrRUi/yaGDe3sm1lk7SUkrbbLONyeA59thj5Z577pHi4uJAh8nnfXW8/W+iv++g2pTIPj2dbUlkOslO3+92J9k2pnu5rFy5Uk4++WRZW1Uj6wYfbsqf2fm5aJ7MhXWv8bQsK5HWM16Wbt26ykMPPmjq3zqXr9fxqP29dP9es8VPe1OZp0xtE5znAm7TZ/+KfNlX5zq3dTGI7W8Q7SgEsfZ5sWhsRI/D6zv1l5p+e8Uctnz+l1Kx4Eu58cYbZeeddw5sX5Tu76tQfxP5ckyTb+3P+4C8Zii73cZ61FFHmYfl22+/NQF0PYgfMmSInH322dK6detmnwlqmHw9cIh3QOwVMHMb3gqg607B+ow9IKbcDsq9xu0c1hq/33HYx6PT11u1P/nkE5PJOWPGDBN8/+677yXyczBSNbZovyHwrg+9raui0mQdu3ELeMYKpCorcKpindRaWdzxgu1W0N5PQDmRQHi89iXDK1Ds9zPOgL7f15zjcg6n4l0scFsmzvmIdwHF/jnn7yDRIHwiy8lruOh8n36TtCwtkvU/TJKv335Kdtp1T2lZVmSC89qXhu4JPvjgfbnpppvMurzllltK+/btJVWpHuD5Dbb5OelPR6CtkDz44IMmMN65c2cpKSlpFpC/7bbb5Prrr5cvvvjCLEvd7u64445mH69llIIcJp/31alK12851jFCKgfgyQRbsxHkz0agIll6Z5R2QK8lzeq7bZXw55O5sB5vPG3XzpGKhV+ZPk/OOecc38ecYb8YFGRQJpmLbcle1A6C23fovDhun77ipDx/fPrpp3LnnXdu9Prdd98tbdo0vwjopZD31WG8GJ3qZ8M8rTBLZDm8+eabJsBes9kuUt91y5jDlqyeL62+HWMC+GeccUbKbSGwmj25vq7kevvzOiCfa3L1wCHeAbFXVovzs/YVScv/6ImVV1Z8IhmrXsP6XXn1+5g5c6Z88MEHsmTJEvnii0kydux7Mnz48A2d9haXSkPrzj8H4LuZv/aa784Arlu2sbOciJ+scuUWSFaJBnjdxhevrX4lky0XL0vcfreAc95iTc+6QOGWTa78tMFtmfvNqo8X+I91AcVtGdnbHO8igt8Ae6z58mqD86KEaX/PLaRu6U8y7ZGrTd8IJeuXycQP3v5lvRGRHj16mLuWNDivjwEDBkh5ebkkyu8BnvJ7V43XiX28A8ZUM5ALlZa/GDFihOlP48ILLzSv2QPy2223nQmca58bFr2wrtm6GhwMcph83VcnI4jgZTqC6/Y731Idb7LD5+KyTpUeC2l5Mr1VvWrLgzwTDfzsi4O4Iy86jaYGaT39RSmrr5IbbxwtO+20U0Lfey4ElxKV6m8o2YteQSyTePtgr+klemEP4fXUU0/JmWeeuVFi3dFHH12wd55nUqwEk2zsm/L9TqawuP32282x9/qtDpEmvZs/lsY6aTvpMdl+++3l1ltvDWT6Yd6nArkq1DXkEdyGM9YOz6uTU+s9t529BuO1bIHXgbV20upshxevTmHd2ltfX29OODUDQ7MotbTB/vvvL5dccom89tpr8vnnn0tDeRvZbv9jRAbubXZYy/odINWDDpS6XjtIVVGLjYLxVr1xt9qqVt1uN/bPOjlrwtuHd07Dynz3W17G/pqzrV7B3njjTmQY+/9ur1ltcetM1Wt61risuuteQWVrWXu1N149/XjZ6c7POl+zOp3VuvTOttuXidWhayJtc7twY19mzs503foZcPuelPUbttpgAi1FRaaUgSnP02t7adrpNzL41BukaeihpiM+rT08f8kKefXVV+WOO+4wWY1apkTvLNL/33nnHZMh5eearpUp58V+sTBenbl473tt7+IFCK2Tg3jjL0TaKfBxxx0no0ePdu0IvampyZQC0xIzdtqPgfbTEeQwXu3TE3v7oxA4f7Px9vXJ8jNee1us57GGTaa96Zo/v+zbsVTbkq7tzEMPPWT+1vbaIW4w3mvfb+2Lg6gzH93fFZdKbY/tpLGxwdwdm+j3noxkt+mZ2gek+hvy+3m3YF2q8xhr2l7H8jpNt/MM5C4NvGv2rf3hNxgPScs6aJ3TZzoYn+h2Jdv781xOjtH68NqPWFwl5dLUotJUiAgq/5bvCxb25cEhIJ/H7DtI+wbULcDuFRRXbjt7HVazIJyvuU3HT6eLbtPVncfChQtNVqQ9IPjb3/7WBAU1UPjdT3NNPwRLSrvIyu47ytptT5QVm+4pMuTX5lau6oaITL//orgBdz35VG6Z2fqevcNTe8erbkFnO7fgrjPw6hbwdo7D/hln7Xev6fkJuMcLErsN49Yxqdt4NOgbL8Btb6PS5an18t2CyhqotzpajdXBq9u4/V5wcFsObq/Zg+/OiyVWx7dey9Kaptv8u7XZ+p1Zy9ONtdzsFzPs35P1G9Zl5wzka4376Px36imN7XpKXY9hUr3FSFnedz+zfq3qso3Udd3KdHT89cxv5H//+59ceeWVpj+Okb/6lVx66aXyyCOPmAtia9eu9X2wbg/cxQukOwN98S4yxpq+20EEJwfe/vznP5u7I3Tb60b749CLpR06ND9B6NSpk6xatSrQYdzohQLNsrMevXv3lkLg9ptN18mSn6Cf1ZZY65LbRYQg2hHkiYHXuFJtu0WPhdJx8U/7ytGLpA1tu0tjZfeYw+p234vXfjpVDR37SFPL9qaD10wE7ey/Q7/LOtMXZlNdX5NZf2LtZ7MxbeSu6upq+cMf/iDnnXee3HvvvebiOBKX7PbGax+b6Qtfya7biWybsaGPpe+//14aW3YUKS7xtUgaW3U252WLFi1iESIwJLEFi5I1CcjFW+vi3WKdjlvG3Mbpp4SN7jD0yq9mTy1btkxmzPhaVq9e1bzH8FYdpbF1V6mKlJnn5V36yNr530YDoPYOVS3OgKnyKrfiVQbF7TPOzybznrMTWL91zt0Cu842xpqnVNhvZU903LGWr4pXdsUKTLtliXs9tw+XSLu8hnOW4nFri31+vMbhVlbH7Tuzl/GxloNbCSWvzmOt8dvft7PXmo9VLieqqVGKq1ZIyfqlUr/4e2ktNVJc2zwIrwFRLXWjj0GDBkn//v1NnxPJlJCxymnZ+6iIt61yG6d1q7yfbR63ZP5iwoQJZrlpCRkrUK4BcHXZZZfJyJEjpayszATYtI+W008/PfrZm2++Wa655hrTn0ddXV0gw7jRIIA9EKD7av0N5tK+upAEvX4FeRyTSsmrRMbvt3+cRFx88cVmfa0adKA0tt3Ec7hYJeXSWVNela74UVp+P1ZGjRpl7mzMRJ3kZEojFVLQmNIRSLZkjSZLHXHEEebuNt1vFxUVmYuCXv0Psa/OzPqX7DYs09s+tj2J0WC8HhvXdRkotX128/WZskVTpcXcz80x9F57xe4EFkhEoR0rpRMZ8nnOmTnnlk1nBbkS5ZVt6jYdZwa+Bl609Mzzzz8vF110kbnNUQM7mmXxl7/8RcaOHSsraxqlvmM/Wd1xkKzf8iBZu91JUrXVIVK72c5SVdrG1L6uXbPMlA+xMs/tWcT2QLwzw9wtkO2Vqa7vxcsmc3LLfHf7nLbLKn8Saxpu07OXwHFmjDuzvuNlt9nLz9hfc/5vBYfdyvTE47Y8XLO0XbL+m5Vasb3mHK/bcz/8Bhmc7VD2ttvb5jVO63u2f9/2358zi9262KTDe92toH/tdyTEulBjtde5bPzccWAUl0h1o2zoLHDowbJ+6NGybtgJUrX5SKntMUwaKnvKnAWLZcyYMaaDzt///vcm+KJBVT150zte5s+fH7190s/OXEtg2bNvY3HLhrcyhjQoHy9rkqv+jq+7uNjcmfTSSy+Zchj6mDNnjnnoc72Qqv0K9OzZU+bOndvss/q/dUdDUMO40SC+Bt7tD2ROohlu2SipE9S4EsnQj3UnTtDB+Pfee88E43X7GysY77Uf8zpG8LoDLlkNHfqYZArtmO7LL79s9l4i2+NEttPJlEZya0cmZCNbNIj1hyzXwqPnbHpMpXfQ6XmcdYeklhP1Uqh3s2X6zpFkg/GZLtvIXTNJlKvRvKh4teNtmlp1lpqaGhNzCUoubO9zoY25jmB8cMiQz/MMea9MebeakvE6Z3LLtvfKXLXf0q2BNw3AzZgxw9R512D8rFmzzK1XupPQkhjbbLejfDXpcxl28KnS1KqjlG2yuUTKWnpmE1vZXRrMjtVRplu2sX4mXva5W+ZxMtlkyj5tr89r/W8tOeL8jFvbnNPRMiX6WWf73OYlVsa2ct5Z4JWJbWWp++mI1PmaNX+xssK9Pu/F+R0nm8HvZx6SyTR0Zu2v+n6ydNtu5EbDuP3WnNnt8ebHrWNcZzvdMuITvUsgZlsiESmqWWOy6KOPqhUikaboILoN1Y5iO3fuLHvuuacMHDjQNasqmexI+4GYtW3TDH37XTqJdEqH5g477LCNOnXVzt30hHzSpEkmiK/b+S222ML0N/L3v/890GHyeV+da9KV4RbGdTDWtigTdx96Wbp0qZx66qmyrrpW1m11qERaVAayTY+1rU9l31q8fpm0/vpV6dqlszzwwAPSpk2bpLbHmfqNZOq7zNVsUe46g0XL2v3www/ywQcfFGSGfCb3W+mYVhj3u/jFLbfcYsr1rh98mImV+FG7YqFMf+BSc4yg+9ts76fcfmNhvmsyHdK9nrnF+cK4HPALAvIJyNWTfPuGSXn1yu5VdzleMMti/a/LRzvhs4IrCxYslHXr1prXJ0+eLMOGbSttevSXxtZdpLFNF6lqLDalZzTb3SuwGyt46LcsjEo0sG5NN1Yw3euz9jZZQVK3afsJ6sY6YfbTvnjLyM7tYoLXOLymG+8E316mx29Zl1jTcgae3crBJMorsO1WTsdP0N5554b9+7b/Puzll6zgufOCRayLHV59DARVwijpEk6m1M1yKVm/TErWbQjS161eYi7I6fZCt63du3ePlrnRv1q33K3WsJ+yEvbtU6yLkRykBBOQnz17tuywww5mP3HwwQfL008/bTpo1cB6165dAx0mX/fVuSrR9Sje8PGCsyrI6aWrlE1Q2xer3JYbLRWhpWomTpwo1X12l4YuWyRVZsZru+21r0m0hI1zPOULJkvF/Emy//77m9JXYQ9mZTL4n4v7JD+l58IaHEFwtG+xxYsXewbk83lf7XVhNh2/edapzAnTNvm0006TGTO/lfpdzzBlfP0qnvCYdGpZbJIiS0r81Z5PV0mkTCUvZKNsk5/PpnvddY6fbUVuICCfgFw+cLA2Em71S/1kmrrVPNX3tJSEZrtPnTpVxo8fbzoN0VuqrCBaixYtpKlFuw3B99adZdWaddK6//a+OyNJ9OQvXg1uzTSOlSGf7HRjtcWeBd9x0HBfwyYyTLxgfazxuQXgvU7A3YLCbsH7eBnv8S4ixPoOrbsi7GVZYgXgk/0O3S6SOMeVyHJ3Zu1bdxm4TcuZKe+V7e71miWR34rbd+FV7sjrgk1Sv8WGWqn67nOZ+eq9sv1+h0nrSLUUNdRE39YDx379+kXr0Q8dOlQ22WQTU6fUz3YrjAGXfGCvIW+nZWzuvPNOE1TXfgO0szf9vtIxTL7uq/NBrHXJT38yXuOwjl9UIvXA/Zz8+D2RSueJmtvw1vLyqjn/3HPPmXWlvv2mUjNgX5Giouh7qV58jSWRYxbX/UKkSVp9/bqUrF8iV111leyzzz6SKZygZh771/zzwgsvyK9//WtTak7pRUHdRl177bXmImEh7qvd7iRPZ+CNY9bC2VdUVVXJPvvsK5999mnC57QVP30s5Uu/kfvvv98cU2dTJjLks/F9J/JZP0kpqZaQI/kstxCQT0AuHji4rdT2E2Jn5nu88WgNsvXr15sA/JQpU2T69OnNbj9cta5avvpigmy539HSpu+2UtUgUtGpp+/2+s3SipW15RXEjFe+JVYg2m87nW2JF7xNZJyJZC3Hm57bRQqvwHy85aqcGeDxbn2PFcz3ardVbsitI9x430W8THG3Oxqs2v7OeY31O7SXEbIuviT73cfKaPe6A8PPnQHO+XDeveF2QcASq6RRrLsInOWOnBcAom2q7CxFdeuiGfTF65dKadVyk12v5a2UXgQcMmSICc7rQ4PzGrSPlx3v5FWCS8cfhgNDFNa+OlmJHLinM1vPGq/9+EK5lcdLpUPTdFxsy3TGUqLDu2XINzY2mtvPH3/8cVPeT29h179h4bbPd+6PtKxZmxkvSnGkyfQ1omWpdHue6SSVsGblA2H2j3/8w1wM1NKDenz28ccfm7IY2ldQaWmpr3Hk+746jIGxMLQhlwS1vFLN2Na7ibUj9NVt+0jxoMQuYJcumyUtf/zQJLdoJ8wI/ntK9bNhvAiEzCEgn4BcO3Dwc9u3vv/MM8+Y2wzdNiQ6r1bwXQ+2nnjiCRk+fLjJfFeNLTuYDsQa23STxjZdJVLeWtbO/9ZXjXEnv8FyP8PFK9HiVnbEb1vdgp9u43YLOsYrrZPsLeD2oLkzg9wZKHVmm9sD4+sX/hCtR2+fR3uWdKzs91jz6dYeFas0jdt4Eym94hUcdgb07W2wlo+9Nr/9QkC80kVWfwDO7PpkLuwElc0f7/drLXPrc8pZb15Zw9vn0e1ijlsbrd9Wz31+I/Pfe8yzvRuNo6lJ6hd/L1Mf39BR2E677SUtfz7Xs/qgOOuss0wQUAP0Wm98wYIFMe/scbsQaQUSFQdCuS3X9tXJSjQjJ123BTtL4lkXtvyWxwuDdNcpD7JEyqpVq+S6666TL774wtyBWD1gH2lq2UHCxs9+r3jdEmn1/VgpqltvSpfdcMMN0qpVq4y0L5MZrJk4yQ7rupWobPcZAP9WrFhh+nxRgwcPNtv9RBTKvjosgbZ0tIH1Mn3L3f45LRGpj6pBB8btuN2pqK5K2nz1lOy4445y8803J/RZZF4urlO52OYwISCf5wcOsbKA7IEpq3PWCRMmyMqVK6NBeC0ZEFVULOuKWkpZ1/7S2HZDAF5Km9d39goCxxIvmOtVoiOIW7FjBgJjDO/Wgaq9402VyEUDt+xrt8+4tduZ6aycndE6M8vdgsVWkNXK7o5VniZe9n2ideWteXd2buvsWNdreVqfdz6PVT7FOaxbCRfnnQSJdKwaL3DvJ4PQOXy834ffdUnFqt9vLZdY7XbeBRDvN299pnX3fs06Brb/fmN10hz9Ls642VwQLFm3WErWLpaGpT9Iq6KG6HBl5eWy1ZZbmix6ra+smZfOWnrKrWxXMtm3CJ9c3Fensx67s55t0AfObtOwnqtsZpflegDF6Z133pH//ve/piPX+vabSU2/PURKNpSMyAVu++Wi+mqRqa/KF++9Kocffrjcdtttstlmm2WkPZms8ZzO33AYf6tBzke+zB/yZ1+dq0GrINvAepn+5a6f0/3hcccdJ4uWr5J1w45PqH68pdX0l6WibpW8/PLLGbvoHbbffiG3P538bAdYfrElvkYjp9iDUJoBap0gW6+1adNG7rnnHhk3bpyMGnWgXHTRRSZD6ZVXXpFvZn0vDe16Sm3P7cwV2WX9D5CaAftIXe8dpLF9b9dgvJ5o6cOrvIf11/7ca3iLvuYM0Dmztp3t8OJ8z23csT5vDW8PZlvzYGVV+yllo8FFa77tQdJYn3FmKjvbbZVYsXdgq9nI9iC9ttvefmtcOm57MN563T6MNW/WtN1YQVP968Yt0KrBWZ0/+wUB53Ssiwhey8a+TK1lZV9G9mWn07PYh7UPYy0fa5lar/m9g8FPB8DO9tm/Y3tb7L8R5+v2cXmtS26/Z12W9ved4/Izj2Vt2rv+Ju3sbdH3NBivbdTlam+vPvQ7tn83TtHl376rRFpUyvqy9lLbd3dp3Olkc4Ba3X8fqes2WGpK25qs+ccee+znO3p2lr/97W9y9dVXmwuQ3377rTlosDK5rG2hdbDAAReyxf5b9MtPKRZ7YNzvNBJpQ6z2JDo/Xm0JYjzJzIu943pnm5KR7Of04qIeq40cOVLmzp0rNb12NMdjfoLxyRwrpTJsLG7HLlpqJ7LtkTLsoJNNxu3vf3+WvPvuuxKJRGKOK4jfQzoz450np15Z30HSfVyyYrUllXYmuj1zO6n3eh3IJWH4/Qa5HWK9TG25+/kOrGWsnSU3VPZKKhivGtr3loaGBnNnXaZl6xguKLne/nSLtx1g+cVHQD6P2U/CrQx43aBoJ6x6Qnf22WfLhRdeaGqQatbV+vomqe/QR2o2HS4reu0hn33ysazqtp3U9RgmVU0lMv3+SzYKCrqdaHllt7oFTZVbTXL7c7fpuQUoY70e6z17MNMeKI/HmW2sQU4NKNuDwc75sAf0raCo2wlqMvTzVua7FUC3SoPYg6xuy9pqgzPj2aLLRefNHmh3W05WANseyI510cEKxGobddpWBrWTPcvfrd32ZepcJvbv1LpgoMF/t4C480KC1wWbWL/NRHhlqFtt8cpodwazrXG5Bdrt8+V2Qcm+PvqZH2s6uhzd1hnnhSZ7++zLM5HfvdtFBvu4a6rWSUPHPlK76XBZ2WtXE5Bf2X0nWd22rzS07ixTp02Xa665Rv7yl7/In//8Z3nooYeaBeHtGfRAtiRycuvnt+oVFPTTZ4zfk49YwwZ1sp7tk37n/CV7cpHM5zQQ//7778tpp51masar6n57SX33Ic06cPWSzLGS33Eky3WbX1QsxYP2NRdWa+obTEmec845x5TDcAvMp+MEL4hxOS/w+h021XbYj/OT+Xys5ZnKsg7yImMYgplAvkl1W8p6mTpNmIz1HWhpYSuonqyG9ptGx6V90LhJ1zlQto/hCr39QYj324i1bFh+8VGyJk9vrXO7feSDDz4wmfBffDFJVq9eZV5rbN1Z6jsNkIZ2vUw9Zs0+jVUmxeK3hrdbfXPnc2ftbnu5Enunkm6B+2RLv3iV87CmG6ucR6zSLc5sa3s9bvu8xfqsWzvdvgu3zzvbZq8p7/wO45UXcZblsdcZj7cMncsgXoee9qC49V3bl5/1mtUBrVsJGuf0vebFXhbHWaYmVkka50UFe415PxnxsdYX5/fpXBdilYBxlvhxrlvxyv14rY+x2u1crvZh7N+vn9I99nFa8+BWisl+94Z93F7rgjUuNfj0v0vD0h+lQ8sSKV/+nSmRoNu7rbfeWg488EAZMGCA2aZzS3x+yKV9dTZuE7c6CY1Vq1llu7PYbPAq7+fntWTH70aD0J988okJwn/33Xcm+F7XaXNZ23ZTKe+84cQ6FrfjiVjDJDK+RCX6We3stWL+F1K2YsPdCVp+TC9IbLvttjlReiGRdjmHTbUd8abt1kGwn8+msqz9XpzIl20I/MvnfXUu/abD2tZMtSub8x+vs3vtv++KK64w8ZqqLQ9KOkNetfhurJSt/NEkZB577LGu7cjlwHNYf8dhk0ipy3z5bYQdAfk8PnDQFahjx47y5JNPmluUtFSDdXtwfcf+Ut9lc6mua9goABgrGGcPxDlrkccSK4BuD8Y6OyW1B3ZjBZ791DZ3zkMiNdC9Tm5jBSudwVCLs1NRt/l3G8bZFrfAuFtw2rl8lLO0iPMzziCuW4ewzkCs1wUBa3i3jlJjXfCxXrOC8M7225dbrO8/3oUlv78L67dhnw97QNztd+C8MOFWu9/KXncGnd3a7XYBwT5Or0B+vIsBXsP57cDYuR4nsj7Ga4+Ow9kRrHM69nm1sy+j6HKJRKSV1EjZsllStmqu1FRXmYz6P/zhDzJixAg5+OCDpbT0515jkZNybV+dyRMPq/NizZI65phjMlqrOewnS37nPZ3zoYF4zQrXQPzMmTP1MF3qO/WX2h7DTKkuP5zb7VSC6anys1/1Uly1Qsrnfyllqzb0ZaQB+dNPP91cSM3n4E8qAX0/675X4CeM613YtxlITb7uqwlg5c4yDMN35bWd0778rrrqKlm1Zq2s3+pQaWrZPrUJNdRIm2kvSLk0mBJ4Vp9a9naoXNzmhuF7zIflFKsfF5Zr+lCyJk9NmjRJHn74YRk1apScddZZMmXKVKlvv6lUDdhP1g09Vta062uC8VbJCSto5VbuwlkWwyp5ocFD/Vy825itoKq9XrfFXkZFx+tVlsTOWfYimdIvbrXFrbY658m+HHRZubXfi73uuL2NOp/2tupfa3la7XOrWW5viz0Aai9J4lx21jic9bmt78RZYsSq8e0MemtmudU+q068sySJPRBsLyNjjc8qS+P8nu3Z585lak3TYv+duk3T6y4K+zzaf4/2ZWUfd6zv0yqro3XU3di/F+ddEvZ2LJ70dnT+rOC+210ebiUD3PoDsJcK8vs7jRWod24X3Nh/B851M1YnvG7Tc2u3jqPbdiObXXiwf++x+l+wl1CKDn/fRVJV1FJqBuwr67Y5TmTzvWSHPUfKV199Jddee63JGtFOEzUoBoSR3wNjt1tMNRCnAbmjjz46pVrNXrevxno9mzU4ky3xk2hpj1QC8Zo4ccopp8jFF19sgvH1HfvK+q0Pl5p+e/oOxtu32+koN5OoRI7LnKrrG6Vm831l/VaHSEO73vLll1/KeeedZ5bPjBkzfI/H7/eSqWB8vPUgkWB8IuuUte77Dcbb+5xK963uXsF46vYiFzl/0+nqnyETstW+TJW5CEM5DWfgU2mbttlmG1m0aJHU9Nwh9WC8Km0h1X12l/r6etNfoNaUd8rVbW4Yvke7TC/DRI5zYi2nWP24IH0IyOchXZG0NvzYsWOlrrS1DDvsd9Kw82+lZvP9pKq4pdSuXd4s09gZ2LMHLZVb8FKfa/DQyR68t4/LK+BvZz9hs0/T7cKAfRz2AHq8kz77vLmdqLoFda1ArZU1btX2jjXf9tedbbLmzTmcfXl6zYfbya1boNcZJFVWcNzeUaoGgZ3cas5b9fGtz3tdMFDOCwZWrXHnfDqz97wy250BXrc7Mpzzau+zwH6hwZqu84KINb14F5isaVgXUOzLwPm7sJaz9b693wBrOWvWt9L26MUKr8CFV1DDefHB2Va35168+k9w9gdg/fW6mOcMqLttD5y1+u3fl3MerPHZ22GN275c3LYPzt+PcznWVK2V+k0GS9OOJ8qi9lvL5MmT5etvvpMHH3xQdtppp5w8KEV+8xukijWcFZBLtlZzrNrXVgfyQZ0sBVFf297eVOpgpiN4WFVVJS+99JIpyXLuuefKo48+KmvLO8n6wYdJTf+9oyfhfrbh9m2eddFbeXXCninJBOPtx2dNrTtL9RYjZf2WB0lDZQ+ZMGGCqS+vySZjxoyR2traQL77sAXqEh2XH4kE4611OZUAjd/1wm0e3OYvDN8h4Id9HU9H/wyZkGj7gp6PTAUBwxJstJb3Dz/8IK+99poMHz5cSrv0lfpuWwU2jcb2vaWu8xamP0HtW8u+/wxbUFsF0f9IptsZ9HFHKsf7yR7nBiWs27awISCfh+bPn2/+rq7sJxM/eFvqu2xhytTYs5DtQSovVtDSLVt6/cIfNhreHvh0diIZqyNJO2cGuf01ZQ82u3V2GYs9uK5BRGfGuL0NbkFHbZOzc1FnZrl9fpwXMuwXEJxZx/blZA/uei0je/vq163aaDxewXKrw1drOCvTW9vqDHh7ZWM7g/Vu358zg90ta9r+e3IrzxJr3p3fqTMoa11ssLLPrWxB63drvyDizPCPlTFuv1PC6uTW+r6cnZyu+n6yec2aptUu633r9+RcXl683nPLUPe6oOX8Xu3z5hZYd9Zyt0/Hyli3fhfWeK113+03bF//7O2xf1/O9cptHpzLxbnt8fpdeX2fWp+59eY7mTZ8PX2KNFZUmsDFZptt5vl9AGGQrYNdrwyaVDqWdHIG+JMNXlgnmSrV4IfX3QmJnsjOnj1b/vnPf8qRRx4lt912m/z402wp6TFYhpx4hcg2h0pTq+YXQuNluTu3ec7tdzaz5J38tMMtOaK6sUiqBx4gVYMOlPr2m8nMmd/I6NGj5eijjzF3NS1cuND11vugvvtMBuoSHVfQrOWm+8FUAzSpXIhzK6cVVOY+kAmx9g1hDIAm276wX1zIBbqcv/nmG7njjjvkueeek/IO3aWm316+OnBPRO2mw83FbT1eu+iii2Tt2rXN2hAWufKbcrYz6GNOP3fVhXE7kivfXxhQQz4Pa929/PLL8o9//EOq+42Q9aVtXUt4uJ3I2QPgWp5EM3bt79kDc1bwzq0OuFsnkvbAmDMj3dkW5VVD3Z55bf+8/XW3AJw1H87a527DO9vqHM6tLrW9zrl9ePu8OpexF3udcg2Ye82PPRDsp/a4cx6cnZw665u7dZSZTKZbIsvWOazyqj/rbKP9f6sDWfvvZP7HL8jiT16M/m4tfufTPi6v9cJaH6zvxap97tbfQax588v67pRbfwR6sUZ/F7E6QLUvS68+IdzWH7dlb5Xdsdd8d24j3Jaxc31xritu07O/Z/119tng9Zux2mX9TpzfcbslX0nZqjnyyiuvSNu2bZP6bpA9ubKvTjUo7KcWZNC10P3U6XTrEEpZn1N+O3m06l5b00u1jmWsz/tZXrE6X4s3Dr09fPz48fLCCy+YDltbtGghkfLWUtdlUDRxQnldoPbTP06sC5Cp7r+DEK/z9FifUfbPFdWuk7KlM6V82bdSVF8jRUVFsssuu5i7mw4//HBfNVDTVRc1kbJS6ewsNRdr+vqpKU+94PyQ7/vqXF+Hszk/YVs2bsc1Qbdv/fr1pj8r7UNm+30OksjQQ0RKKxIah+/jgKZGafHjR9K4YLoM2nJL+ftNN0nXrl1D9x2F7XeQaDuDaH8mfnvpYt9n50qbs4EM+Ty0fPly87empjqaBW7PjndyZqBbQT4r+9eZze3MlrbGb43Let/ilulqDWtnvaeZxfbPW+Vl7J9xO1nVdtszmJ3tsmfg2sdjD5q7ZfTa/9ozia35tIKAXnXy3e5KcE7TzqrPr9+BPYvfnlFsTccKLFu1x51Z3F7LRturr+n/VkDXWfrHWWIo0Qw757D2DGs/GcxuWX5+svGd82LNvwbjNVBsBWDtd3o41xNnNrlz/bGXc7J/b1ZbrO+lff9hG/V34GfevJahc3laHcta47UvBw3G6/tWnXp7Br3bnQ3O0kdu7ztruDuXvQb/dbiyVu4nVl4XBb3uEHDL1ndmw9u/L2efDW6s+bRKabl9x5GyVubvihXud9EAmbz11ck6qPVTCzLWNFLJNo81bresVhUrY8jrdl9nhm6y5SusLPtYwXg/WUix7gDwKu+h2xEtRXPc8cebDto0GK8dSa/qtp2sG3q01PXYplkwPl4pvWQ4jzuywX785Hde7J9xLoNIRRup67WD6Reput9e0tC6i7ngcfvtt8vBhxxi+gGJlfkXq8SSH16Z2omMN5VgfCZLSSSzjJLN2ouXUZzKuIGwyMfs0SCD8eleNomM2+3unKDbp7GbCy64QL7//nvZbuSREhl2eMxgvNv+PNa5+kbvFZfI6k5bmmORmV9/bUrmpbJMwlqGJlN3VCVbAjLRcadSDicb2xr7BfR82tYFjYB8HtITkJqaGpny5N83lMiY83Xcz9gDhJqVbdXHtoK3ztrOFmdw1XpN+eno0XnSaWXWaqDU3iGoWw1752tWlrdVKsQKQluBaXuNdmcQzhom3omvFYC1Z1hbmVv2Mjv2eXLWZHcGzd2WnX4HXrXhlbOcj3P52i8S2Ou/WxdMrIC/NS57QNdqhzNAn0hAwO034TwR91PXNtGsPnvg2748rECxdg5qsb9uz6ZXzj4G9Ddlva6s36bzc/Z2OAPD1jJwu+ATaxm61Vu3X4zRjmXt43UuM70ooN+3V9DbYo3Pq88I53bAGeCxX4ywLhQ4yzv5vajjZx20XxRTbhd47O21pm+tp27lgrY+9Xppu36ByY5XmrUFZJLzYDuoDiDdPpdsQMtPdrvXdLzqQrvd7hsrq8Zr2bhdzLCy7GMFFWPVhnfrGNNtOJ2G9Z5mw+vzK664wnSge//998uyFaulrutW0rDDiWbbU7LpMJGiDYfhzn2tU7z9YLztq9/tb9BBe7cLC253YXmxf8ZzGRSXSEOn/lK15UGyotcepj7umrXr5d///rccccQRprNuDc43NjamXGLJGZBxuwgTb7xBnJSmo5SE1/t+1p9Y7fQ7TecyjDc8wXiEQbLrcyYvKmU6EJbq9ILsa8NNogFCP8cxydL9klY2OPXU0+S7776Tuq5bigw9SKS41PMzXvvzRJLYzGvtu2443th8D1m6dKn8/ve/l0ceeSRmvyyWZJeB27JP1+8z1n46k4KcbrLlcNIZFCfQnjpK1uThrXW6ot51113mhEA3qpWdN5G6TpvLuhadze3RKl6JEGUFhK3grVtJDGd5CLf33EqBOEtT2Ntjlcuxs5dYsbfXXi7E4qwbbm+jxV5+w63shxtr3pzlYZwdp7mV9nCW7rDPvzWsWykc+3dlv23bbfk62ZeZtayc34HzIoHfEjV+AuXOoLOzbEq8eXC2yTlNrzbHK3Pj9r59XHoxyPq9W8Ffq/yMPaAfb1rxlomfZWj9Nu19C9hv3bezyibZS8foXytgH6scjdcFMvv7zlIDbsvfbZz2Uj5u36Hbd+psq33dc5ZX8hqX3hmgF/esZWAtm43KB0Ui0qq4QcqWzNwQiI80ScuWrWTUqAPMwWlFRWK3iyL7cmVf7cUehA7qdleViXIdXqUknKVn3D7nlcHs9zP24ZX9szp9Z5mZeLfSuk0/1nzo8E1NTfLmm2/KW2+9JatWbejfpbF1Z6nvvIXUd+ovtetWbbTNU17l11QiF8LjXeSNtX+PtU1Pht/xJXrh3df0WldK008TpU3NYimpXmWSVHr17i0H7L+/HHDAAdKrV6+kysvYfw/234/f9StbpVb8lmPyapfb+pNqO2Ktr2FadkiffNhXB/GbTGc5h0yvN0FPL13tT2WZB/V9TZ482dSL16x4KSmXmp7bSb0G5H3UjA9qv2kpXfGTtJj7qRTVVUm3TTaRc84+W/bcc09TCi5oXvuBdJaPy1bJlHTOX6JlcvwcByR7gSXe/FGyJjYC8nl84KCdu7766qvy2uuvy5rVq80Jid6apAafcbO5MuoWCFPOAJpb0M4rqOj1GddgWIyOOp1tc6t7bT95NfPlCKhanNNwBr/d6rW7XQSwByWVlYluDxA6A5de9U+dy9Gtxn2sCwJuyzmVk+OgxuM2nHILrntN0/m+28UQZ6DXb/1wt/edFwnsd2bYa9LHG5db5rvb79m5PGItP+c82/sM8LqIo+xtdrs44/Zdev3v9bt0riNe667yCrI7l4Fb4N++HjkvjLixr3OWjS6KLZ8nZSt/kskv3ivDhw839ZwHDNhcdtllZzn++OOlVasNZWuQe3JtXx2EeEFlZa99Hi9AHmRb/NReT2Rc8YLoXhcz3E4Cn3nmGTnmmGNcA/fOQKvXfOhdie+++6688cYbpkM2pSVo6jv2M4H4plYd4m5vVTL7iUTE60vEPkxQ/OzjU51HtwsN0fGecbMUV62UqU/cIDvturu0LCsxww0dOlRGjRole+21l+9tfazAe6IXjsJYdzfdn3FbTvb12Vq39GKJ2/IkIJ9/8mFfner6nInfdaaDYUFPL0zBvCC+r0WLFsndd98t48aNM//rXV11vbaPlq5T8RKY0qKxXsoXfiUVi6aZ5KRhw4bJ+eefL/3790/rZMP0/aZDJi/+JPv7TOV3ne/fXyYQkC+AA4e6ujpzkKs1TB9++GGzga3s0sPsAExHYuWtmwU0ld+sZS+xAvVe7zvHr7yyuZ0dxzoDoW7DOFknnm4BdOWVVexcVvGydb2yjuNlpMcKbjqD/YlmaDsDzF7D+s2mT3QcsXjNk73zWWW/kGItF3vw2mvcXhc83N7zc8HJ7cJQvM5P/WY+2gPuzuC6V7DcK8vcartbh6levzu335zbuLyC+W4XS/wcYNrXGbe7WWJ9z/YAvr0Mj1kWkYiUrFtiOgLUYHxN1XpzkfKSSy6R3/72tyYbvl+/fmTg5bhc3Vf7kWwm+bx586IBeGUPfllSzcr3altQ2Un2oF2iFxNiZbsrfd1aRvGCgvq/3mb+xRdfmCC8jqe+vt6Un6lv10saOm8uDe16ixRvXBUykZPsIDPWnfuSWBf9ve6mSpSf47xEkgq8puGVsLHRNNp2kNKVc6Rs2bdSumaBGU4vxO69994mOD9kyBDPbMBEg+6WdF748pp+qgEjv+tqMvMWa9zW+LzWbwLy+Sef99WJSEfmahDTTcdn8yF4l+w8aGLkk08+KU88+aTU19VJQ5tusqb95lLWfYtmw8U7v/KSaKKe/TN2RTVrpGLu51K2arYUFRXLIYccLKeeeqq0b99e8lUyF86tBI50rp/xOjjP9LqZD+tvGBGQL7ADB914fPnll+aWau1ARE9G1kfKZeIHb8s2R10gjW27SKS0RUq3F6d6EmkP4Hll1bplvMYLZMbLDNa/9oCfvVSI2/zFmr6fZZHMibg9K9weoPZzQcAraBxv+srZlkSz6BLNvvcKuNqnay/nouJdgLHGbfVT4Pxt+CnZ41wuzmWj7Vsze4bpQDZWqR2VyPJQifyGYl2ocWZexmqL28WkWNP3ynpMdD2wt9/5vTrL+Lgtr+h7kYgUV6+UkrWLzKN03WIpqq82w2622Wayyy67yNlnn71R5nAQt+Yje3JtX51syQyvcfjNHldW9rxyKx2RyDy4Zb+6vaZSDQIkclKg67R14cFtuVmve5UksWjQXW8x/+CDD8w2I1qSpmV7kwmvdcztGW5BCDIrzs9+223fkUwb4h0HJrIf9DMtP/sn+2tFteukbPl3UrZslhTXbuj4tUuXrrLnnnuYbMD9999fSkpKEv7NuQXG490Zko4M22ROrO3bBK8LUcnc9ZJoFr3fO2CQ+3JtX50N6SzZkkpGbD5l4aZ7u7JkyRJTJ/6VV14xv3VNhKzptaOsL2kj0++7yNe5kZ9Ex1jlYOOd07rtQ0vWLJAWcz6V4upV0qJlS1Py7fDDD5dIJBJ4MDib3I79/Ca5OO+yTEfbUinfFmSQnYvi6UNAvoAOHKwVTk9Ou3TpIoMGDZLf/e53MnvOHFm1cqUJzqumFpXS0HYTaWzbXRrbbhKtO+8nc9pPZrGTVya4vV60spcnscTKjHKr9e6npr2zJIybRLPcErlSrexld9wuIlhBSrfAtVswPZms+nhB/USu1Pspz2IP9vvN+vdzV4F9HqzlagXlvTLF4wWQ7ReMnIFjFausip/5cy5v67lffj7jDMw714sgLqw5LybFyth3O6i0XzCxz49nYCnSJPWLvpdWRXVSsnahNCz9SVqW/ZKl2rVrV9luu+1km222Mds/q7MfZ+bw/7f3HdB1VVfaW09PktVsyXI3NmCbYgMGUxIDCaYEQgsDoWVS/oT0BJLMTCgJSYZ0kjCTP5mQwp9kSEgvlDR6MSSUhBJwwQVMsXG3bFlWf0X/2kecx9b2afe++yQ9aX9raUl6795zz21nn/Ptb+8tOWrLG+Vkq+kEF+FTwYQo6aI8w1SVSlO1xFlsufK0074hksg3GXIt9KLJd0wbEYh1eLAgKJLwDz/yCHR2dLyWkqZ5X8i0HAD5+klBOV+HIvQ8ibZ94oUoDuVSqf/jpNYxHlNFTW2F9I7nVA2R3o7dKmrqTW86Fd785tNg3rx5ioAIeZ9MivGk31faZogTzvYdPy63gyHK9NB3NO75CUY/yslWDyeSfCdCx41S9SluaizXPKkYhIxRca4ZktbowL/11lvV+Ir1ZVDwiEVb+6YdClBZVVSaOBevYeNVoooDB04kr2psVW9ZAam+jkL6YySisWi6dlzbHLXD8YwlcSyXU1g/Lzi/LKVCPkp/i3m2o+SAt10nsdvFQQj5MTJx0C+c9uTpkGx8ibLZrKrsjYbjwQcfhPXr10NnZ2dh33xNoyLmO2Ec5Bomw4qfXmPMBc+VwyHGwBYiTdNO0FzQfFHoyoMaqvLiBHbSSrCo7WjYyHYXKWlSNJs+MxXOdfUL4VLMm8hXntM8ysI8hFSIEqlB+6zTl/iU4vT68hzsPI2KTpuDn2U62vaqRxAaAUD7hHDVTbCRIyEEisuRxhX/tvQGPoQ4OGz33nZOPLd/zfgWSHW2DqjfUQWPCvhcn9pHTxqvvPJKlZIASXgk1xCcFDRNtmVyUb4oN1ttU6YWo0KLQn4hoqpj+D5RJvW+4yWxiOCLJj3fCWkL5z+PPfaYmifhbxxLEPnqBsg27wvZ5v0g1zAlEgmf9HxBtxW66C6mfe6kRYQ62EPajQpXdGBRx8znobJjC2RfWQ6NfbugItNVsCOf/OQn4V/+5V/gmGOOKYhXKKIoxot9X11pm2xKdldUTUjfS02q8L6EEG9io8sf5Wari1WXDrejqZwVrq4IniTaDpkfhBy/u7sb7rnnHkXE631ydZOgb+p8yE7cHyCVLmzrWhsV6/QuZlsj+vOQbtsAVdtWQXbbC8oOTp06VdnFs846S73HiCgip9DrPlSOn1CM1Ehqm/M9SvSsrV1XXRc9H4kz/xEMQAj5MTRx0AOIbSDRLxaS8+jJvfvuu2Hz5s3wzDPPwPbt29WiBIsf5qtqoWrKHKWg7+yvgurJ+6mFqY1MtJHEPkU0VSLToqucaKXtFmuo4u7Dz83VL1d7GqYc7zYveshi2aSu96W6Me0XpTAowhY6ZzuHKNcqJAetL2pDf46wpaIxXS/uMKLpi3ykiOt5D3Fq0cKztpoPPIqEbuMj7PnzFHIPQ4gh23sSkoeeXrfD3v5pqOzcBvX93ZDu2AY9nXsKBAmSblgjA8n35uZmmDRpkjF9gFbM2iYP5bxoEZSvrfZNpkP3L2X4aWhaCx/x7luI2fY1EXc+Qj5U2XzdddepVH6oiEehAiI/bgJkmvdTRHy+rsVIwsexX8VuX+xCPuSYtvYRcZXvoU4Dn4ACEaV2TmRHBaY7w3oju16C7OZVUJfKq4+xzghGV51zzjmwePFiqK+vTzw0PGRxHMWBF3pMhH639N+lgilyhjrITefH9xcbXf4oV1sd1REX9XlNWn1uI+XiRsMNBeKSh6Xui+34GzduhNtuuw3+cvvt0IWiRqwp07y/IuLz9ZMLcwe+LuXr/dD1bRI2P+6+mMIGifnq1udVIdiq6mp40ymnKMX8AQccEEwCR4lMGOqICpsdHAqhTMj2UZzvtu/jrC9snw9VvZzRCiHkx8jEwRWO6vMCz549W32nCfqnn34Gdu8eyJ2qQ7ez9VOgC2ogXz8RcrUTAVKVVpI4lKxz5TrXRmyQWjYBtVnoQhHByUoNqnKPUsTSpdK3KcJMimYbeWpSfPtUzKGkLL1/3CFhIxNCnCiuyQInnX33zRcW6FLMc4W87TtXv6M4B2znwe+bbXtTDnbuNNAIceLY+mQj1U33nTsvfJEJ+viHX/TvUFuRgcrO7ZDdsQHG1QyEeSKQcL/55pvhW9/6Frzzne+ElpaWIGICf9MCjjZSXiYV5YlyttUuhKiJoipVbG26FECcvDNFl5hS04RM3H2KXleOd9P/up8mFdvy5ctVTR38QcGBVnjl6loKSvh8bVPR84ZiF8y+UPO47UdZ6PtscRSngMsWm2yKbZso516UowLJ+a6dkN71EuQ2rYLHH7pHiVPqGxpgwfz5sGjRIvWzYMECRdgXS0CEFnEr1oFnOi51WJcyJ24IMRCVkBCUH0aDrfbZszhEeJL52aN8HsXhHdXpFwXl4nDDaDpMZ4f8CGYZwDQ1/VV10DflYMhMPmivmjJ8XWXiR0xRaXEd3D67XXQR91wfVO14Hqq3rYJUz2710UEHHQSnnXYanHzyyUoY5UKSNszUNqKYdwmRREHVOA65KOR6qBjH5QgPOY+Qfo/k93UkQwj5UT5xoAMSTrQRdOJgM6qmhaz+Dg0OprVB44Pq+RUrVsBzzz2n/ke8/vWLoaplJuTqp6iw7q58pTJKNU1TrAvIEJKewqRMjgIbYcqPZ3MU8NzjCK5exn5p+Ayri/gOSXOit7UVvHSR7a5IBtq+axFN74fvvriUd6GFQE3HdDk/TEV+TdfQl989jjrPdc5Rtovahj5X2mfdbwR9jk0RGfS6+PqK4PdMf+aqCzHomCr/+/Ow/BdfgSNPuxAqu1sh1ddZUL+nUilVbO+www5TKviFCxdCU1OTdTFkIw0pxKM/OlGOtjoJxU9SShVTXnlbP2yh3HwOEcVhEKKQd10f04Jj+vTpsHLlSkW+Y2o+VLPlcrmBnStSkK2fDNnm2YqE769pjHS9QsfJYlVsJoI8rkMgjgAhil2yzd9CbZwtIi/OOcSBy6me2boO6nMdkG5bD5VdOxRhj6iqqoJZs2bBjTfeCLfffju86U1vUp9RJBEa7qrTEHoc27HjKOTjHivKMYo9nmBkYrTYah8JpxFCdtvai9sP0+cmAi/U4W3artRpZIZKyU+FCLZ2MXruiSeeUCT83/72MPT1DaTCxNp7HbXToHLWEbhgsR6D23GEy5bHVciH2McoNducwFos7ZuUar5q9ytqPYdrtte97nWKnD/++OOVs9qHUjxLxbxLiKhkfKhDvZh+m9ICJZkurxRkvcANIeRH8cTBNBmgL62LyIoSPqq3/5//+R9oa2uDrVu3wpo1a2DPntdSSaDHuKOiFp665xZY+PZPQXraAYPyqCGiKKkROne3aYEahbD0kYsIX35znjPdtL8tVYzJI25Tt7vOTffBVpTWdX19DgFEiDMB+0jz/kf12ocq7ULOlffXlfKHO1NClPRJOIGibhc6MeMTPh5tYlJphNRQMLVrI2Js158+Hwsv+g+oU+r3bZDu3AGQzxbyNaNi9SMf+YiayKHyENME1NbWBi0O6Oe2XLu8HcHoQbnZ6lIofop5rnUESUg+6dBFM+0/Ig4pGdJvvX1fXx+sXr1aLZo3bNgAzz77LGQymUJO8KNPPAPS0+YNFK9vmAp7Nq8LckrGUVqH7OObv9jGbN+cJ0Rh7+qTzTa41PMmm8O/s0U+miIPXSSF7f745pNRr5m13zksIL4VspvXQH2+Eyq7WtW4g+MPEhDoOEYHMiroDzzwQEinB897oxDVfM5uGw+SIvxCt0lSzVuq/QQjE6PVVmvQdxRhI7uHuk9RlPT0O80flFohH9Jf33fFCBEw/SVtF4WIa9euVfOJ++67T3EdhZR2LfMg0zIXenq6iybUi4rkcrSdlFM7ZO1ekemG9M4Xoar1eajEdR0A1NXVwYknnginnnqqSimKZH2xzuS4NqzYuXFIusZinsVQpz0l4ENEOFH75UtvXer0W2MNQsiP4omDaWKvXzCX2kbvy0ktXRTNZIj5cdBwYdjS9ddfDzt27IAVK1bC9u3b1GJYkfQVKcjVTVQKeq2k76+uL+SiD1WUI+iijRPKtsWaqeiohq8gJodtoRZSTDVU3RaayxvPSyvzo4axuchcV75+0zWKS1qHgKutQxfqvjZD73cS/Y9KFIQSOiYSwXZeJpWGi5h3tW/q66D227bByh9dAUec92Gogz7I7HhpkPq9AtXvc+bAIYccotLOYA7C4447zhuuxxcHLnIeIZOCsYHRYKuLXVCEKuWSzL1ZjPrXdI4up4BJtYZCAFTAL126FNav31BQrgFUqDQ0ufHTlYqtK5+GmonTC/vaIqhM9i9ueLgLNiI6xE6EOOvj2BSXI94kQDDtbxMhuFR5pnlTiMPddh2pQ9hH8vM+uIQXtv5Atg9W3ng1LDrrHVCf64TK7l2F7Wpr6+DwwwcI+smTJyuCorKy0vnu+VSqocVdoy6oQ6Ns4qgIo2yT5H6CkYdys9VxMdLmoHHmB3Ej75J4X10OgCScA3ofrpBHEdC9994LN99yC+xsbVWf96fHQWbiHMhMmrdXXZlQWxX6va1dH0LEU662bZ/55gN87VfRvVsR81U710Gqt0N9NmXKFEXMz58/P7Ltipv+DZFUNIfpeUvKKWRqy7cGMEW7hLQbpR++dyyu0l7wGoSQH6UTB9tL7XrBbO3oXMu2sPTQ8Jwnn3xSqeZRqYah47h41oXTXlPR18FT99wMh73zs1A1dS70trc6F5kIF6loSoFCc1ibCmPGUcT5jLBrcRvicQ4lmV2KNlvfQvthWoyWajLha8eljismhD1UTRjlGfFNjFzKx6jnFEXBbptsuRw/wc/fe78GdZV5qOzYqtSD6c7t0NM1MBlDEn78hAlwyIIFioDHH3TeoYIiChloSqth219S04wtlJOt1s8mIiRaLc5k2ve5aX9Ekjkv6XYhfXKlzUGgo//+++9XSjVUwj+7ahX0dHe/poBfchpUTZ0H2fEDCnhIu8OlXRFUiKh2Ne4C2jVXcEWKaee07p/r+DZbbrNJpjkWrwUS9VhxUrOFKAldwgJTYXbT/j4Fv+ke2/5GtWDlni2Q2bIWGnKdkOppKzyjJ550Ehx91FGKmNA/WnkZJborKtlnUtrTdQI9vis9jk3YM5SLcCHnyxvlZKujOMhLrZItdvu4iEp+l2IsiKuYDyEN9913X5WS99FHH4WHH35YpeTFejM4Xh952vkqpV2uYRrUNE+x9i8qhxBS3yyqij1EPBXneDYhF03Ta5wrYUqbjq2Qbn0eqne+pCLLNDl/xhlnKAEWRpC9/PLLwc9LFCW5K1VzHEQhpEOPZSLWfe9PlOc97phSTB/iHHesQgj5CBitEwfXtiZyK8pgYWpLv+AzZsxQuec1QY+GDxfZOty3v7Iacg2TlfHLNU6FXP2kvdLcmOBSBdtSy/DtijVsNpKVHjOUWA/1XIf2z6aWdhV38S1SkzwXWxtabedzJMQh/0MU6j5HT0jqFhcZ7vve9LnrPGz/29Iw0b7acsrbMEA6bFUTLpVft6K3kFe3oqIC5syZo973L3/5y/DII4/A4sWL1ecmRDHeJqKdk4nF5NcTlCfKxVaHRqDZJsVxVCnFLhBccBWCjdO+bq+rqwseeOABdV9XrVoFjz/xBOzauVMtkrG4Jjr5crXNkGvEucJ06OxPQ03LPs5jF6M4820TZ94Q145RhTwixKnqStlHFeWuaIGo86EQp7Dr3JNwtkdxmiNM18N1j13nqretyPZAHWQGCPp8Z6EQnsa06dNVoViMFJs3b55KcXPKKafEmqvzbbiynqeuRNjasTnpXDY4JAqmWNJS1HfljXKx1aFCN9tnxR4nye19bUWZHySRPs+n7I1Cupv28QkMUBiIqWhwu4cffgQ2bnzl1W8qoKOyASpnHQ6dlQ0AlVXeGmLFkOcIm9BMf+dqp9TrYFe/+frR5qxX7TY2Q7ptA6Rb10FV+0aA/EAtn0mTJilx1tFHHw1nnnlmUM75KJEPtjl2lHaK4b187YfM2aOo5ZPKZR+yj5DuxUMI+VE6cUDEUdMhonrUQhbhdIJuGyjw/+3bt6sF9tVXX62U+egtLQDT3NRPgmzD1AGC3qF6S4IE1tsi6KLMpSwzHYe3EWKwQ0Loo7TnW0S6CsKGXjfXdaDn7zoXW7u+fLShqsTQhb5vQmRKPWQivk01BUzhfjyvu88hUIxC0/U8ajjvS38/VPTuUao/pXjYsxVSve2FdFRYxA5zvmPxVfxBBXxDQ4ORfPQhNBTPRmQiklJECMoH5WSro6ph4mzr+iykfyEq/aiLD4SJyMCxAX8r1fuzzyoCftWq1fD3vz+m5gYIJOIPOPoEeO6Jh2Dhv14J6WkHqsVyFAI2DrkbuugNtfl6f1fId9S+6WPT44fYuyj9jdKfkOOH7OdrM9T+0/N0zenodqb5WMhcjP7PSQrdfm/rRqhLA1R2bofKju3qN5L2WkWPuPjii1VxvIkTJ8Ill1wCv/71r9Vn/H1C2EQ0rhRv1Cab5vM+wt83LiVBWtrGM1N/BOWDcrLV5aiQLwXBHqX9YhT0SZCKtrGrs7MTHn/8caWCf/TRx6CjY8/ADpVVkBm/D2SbZkFnxThYeeNnjLZBw7RmjGq/dapZW9rd0LS2xeSBj9MGgts+V9o94zFyGUi3b1IF0rOb18I/HnlIzfOamprgmGOOUcp5FHA1Nzc7++NbI+oaDr6oM9f+LjFMkgr5OJFtpn7GcWaFIKrwRhAGIeRH6cQhzmQXUYp9bAoa00DCyToM30Xl/PLly2HZsmUqN30uN+BNRShVHCHo+2saIi/SbOBKMpeyzKcsj7OwNSnUbOcTGm5v2991HqEKONMxill8m87DtxiPkquPXjPaD7745oQ1zYuLk6ioKj8TGUCP5eq7TfkYqt5zXV/r89mfh1TXzoICPt2xVSniNeobGmD2rFnwgx/8AO6880446aSTYNOmTVbFqy09BwcdE3x5BpNUKQl5X/4oJ1sdooBJYj/f++CaZPtU+hS+PiDoe33bbbepe4XH/9znPqc+w4Ksur4ELpCzdZOgE6qheupc6MqloLene1BR7zjOyajzAhfZ6iN4TcfjY7rJ3kQhv11pzzi47SuWfHf1J9Tum+Yqrj67iAAbSULVjRqh8x7uhHedh0shz4+7F3mBDu++DkXMY7RZqmsXNECPKniO2LZtm3JSXXjhhSoPL747SM77Cr3a0raZ3knbNqHjko3U95FqtuOUQoUsGBkoN1s9HAgh/5Ii35KY/9qicWzHiaqQj9JXeg1Q8IcF3jFK959PPw25V1Pm5qsbINs0W5HwGGXXu2enkYB32ZI4NpvPI/QxbOuxOM5q03Yu4Rc9z6htFNtPrDWGa836XAekd6+Hyu6B9G0YTY0ir+OPP14R9JhWiEZY+xzGvCZRHGeXL596krbI9S5Tp3pcmxh6/iY7bkslyd9nRLEOirEGIeRH8cShmLCUKIt7hM8z6TPIoXmeUTWEixFN0K9YuVLljdXIV9cPhKxX1CqSvr+qNpKh5MR2iHLNVaAsqqG0Le5C1dMulTaiFOpxX1+LdYxE7S/vp+kzXwQCLxjLF9VIymc62vaKKIhzjq78gba+m55Rei6+Z9IJTcC3b4b0nk2Q7tgGPZ17CgTZ5MlTVGE6rYDHdxVzLurxgNac4O+xLy80By1C7ZsAuRYpoZP60HFNMLJRTrba9szxSa0r4qPYiXiU99L0vmi4jo/fYeqq3/72t2q/F154QTnb8dg67Qza9y6ohuV//yscfv6lUDXtAMiPm6Ci4xBccWwj5UMIaj62hi5EXSryqI5t25gex1lA++9bENtsui+XbRREOQdbkViTvTaqzC22PqSGkHaqh+wbYk998yPevobTgbFrG9RWVw6o6Du3w54Nq6GuIlOwyfje7DNrFsw/+GBVEL2xsRHe+ta3RlqsuyLNhiJ9Bh1LQvPhCiFf/ignW50UuRRF3Y2g8wP6vykChgraKAk5FDA5A22CvGLTSIa8//hM3XXXXcphiXnK77jjDlVQG1OhVLWgCn42dKYaVL06XZiVj/U6chxhi6KyRVC55htRIrtN+5jaNf3v2sY0B4oSbZ/0ep4fu6KnfSC1Tdt6SHdsKaRBxfSnRx11FBx++OHqBwukm549PmcuNo2US5RSyqKuvA+2/22f+c6Jnx99b0Pqw/A1jM2Oi812Qwj5MTJxiIKkvWym7VxqnRCFnd4Gc7+tW7euQNDjz5YtWwqhvseccApk66dC1fQDobO/yppXFo0BVT5zwjNqwZW46juX+j6O15mnQ7Ep+UPC6fii1kYguIgKm7I7KlwTmtBculTx5iPy+XnSYnq6jaJI8IBztH2mjx0atbHX+YyfpPLYVu7ZDJUYOrhnC1RkewsL/ZkzZ8Itt9wCN910k1LkTZs2zdgWV9rZwt5DJ+EhBELIYsM3wbEpfmWxX74oN1ttWnjTSS39PyRixNS+b+IeNwxVv4eUCOjv71d2GAu3Y50YjGxbu/Y52Lp1S2E/tNHHvOEkyNVOhKqp+0O+fjJ0ZQBW/u9VzrGLLoT1Ytlkj/Q2tv85sY8ItY+uxWuoY9vXThSiN8QB7nPu25zUcRE6XzHNczRcEW38e1vbCP0/bYM7AVxzuGKVgyF9szlVbApK/AzTNdWlspDq2KEKp1dkugrH0rYbC+XhDxL1SOBjbnpUF4YoSxEhAh2OuGMJzfNL+0H7EDeaSDAyUW62OinHU5T80wgqdEHwd4BHn/qIsbjvje39c4lZTPuECPB8/eWfP/PMM7Br1y71++mnny70RaXTrGuA1kwKVvztnoH+nf1RqJ8+JyiVnN7WNf67os6S4AhM+5gEg/y4iBDBnislqk9s5+prFN7CuU+2F9K7Xxkg6NtfgYrsQFFYTdCjowV/MLUNproxOXiTshc2MWlSdcpKGTFCtzXVWaPvpM2O+yLbRCEfD0LIj4GJQxyEeOL49ogoCpqog5dPQaOJANwOU2eg+g63w4JwOh/n0UveDFVT56nccOkZ81U4PDUynZtfGKS2ixJ+blM/xVGJ0QVkyPFNsJEOoUp+aszpfq6ULq7Jhm0y4Uv9Yjs3BJ8k0MKv9Hs6OTEtcuPkEzZNwOh1Cl3Eh54n/SyuSk+jorcDsptWwTM3Xw+vO34J1JJaydOnT1fqA5zkvOMd74hUW8I0DvgW0K7PXAv70ElQCLHP++w6R8HIR7naavrMcXKKF1+MM/HmbdF3J040Cf6NSve5c+fCz3/+c3XdkYBfs3YtdHZ0DNo3XzMeOvur4al7boaFb7sCcrVNRge5yTnKv+cpxELrrHCHN0J/jghxqMa17yb7Su1WVKc/bZMvmH15aG3XNbSYt8++uIhpG8FM+4kwRfb51IAuIgRhIitsjnht30Md7T5Hvun4PgW/i1gx3S8k5DNbnoe6yjykOluhsqsVUn2vvYc0L/1Xv/pVOPbYY1URPXSyY70mU+RLaD2LYtWCLuWdJgrob8lhOzpQzrYaUWqFPFXl+tSqNmKMfxZXbMKV+L6C9HFSf7hEM/Q8EK2trWqtv3XrVpULHoVDOtoOUmnoSNWr9X62cRrk6ycBpCrVuInrfO3I9609qSAtCky2Oc5a0OeIt4njQuYptjRwxaSj1XZJr+19xeVdjgLr9VJR3LsG6pjt2TyQRvVVERkC7Rkq53EtO3/+fFV/hae4SXq9Z3ImJw0XdxZFWW/6PK4QLYTPk7V0GISQHwMTh2LVKyGEVsjkHeFTtiRJ/GsFPRIETz31FNx///2wfsMG2LF9u/Kev/71iyE9aTbkxk+HropxkKttgZU/vtK4QApZ8CehfDMpxl3qPp+3nReLsU0sXItDE2luS+UTlSym/YuS79x0/ghXugATYV6MWkH3nxM8JmLB55yIcq6+7U33oSLT86oCfrMqoINFWPUCfTqG/x15JBx55JGwaNEiNYkJnSDbwtF8YYIh4X++4jtJKORDvheUH8rJVkd9x+LaTf5+XX/99XDZZZc5FTLcQYDf/eY3v1F5WC+//HJ497vfDVu2boW2XbsKx8LFcG5cE+TrWiBX36J+d2XyUNMyM9J4ZrO/+juEi/Tln5nSovhIWVubLnsbpQZLFPvnIp9N5xBagybKXIUfN0p/+fGo89zUn7iOc5PjX89dXAXU6XXQKev075CIDdMci5ITJmLE5ARwbUs/C05Vl+2BSk3Od7ZCpnWDIukLNRpwfpBKwdIHHoAvfelLiqRHRT2OAbNnzy5s47L1nGSj6etM9pmuQVzEPm1b9yGKslYw8lFOtno454w+2x/FQVYMQUbfP63aR3CHf1RyzkcoIvB7jNRFAh7X8M8//7xyMCoSvn48dKTqCgR8N0bb/fgKq70ITRMXut63jeu+OYprfuCztSGOcVefo6ajNX2uwde92i6ZSH/fuUdej/f3Q6pbE/RbXo3y7il8PWnyZFh0xBGKpMcIMcxDH5pyJpQvC40QSUqN7yPeTc48dBjwaFa+bxxHo0scJ+vrcAghP8onDvzFwKriF110USx1uusF9Q0SPsJ+qCY5GEJ/8MEHw5VXXgkdHR0qH30+nx/48lWPenr6QZCbsI/KXdvbvsNrMIrx9IYsOH2G07UwD1Xy2XLgUYRMSnypUlze9igG2FXE1kd+uBbEUeAL8eeTlWJJdtdnnBTAfqlw9nwXZLeshXp4TT1QX1+vQvtQBY8kPC+QEwKfQj5KARxX+FucyXtIf00Lf1ncjx6Ui622vQshz3fItrbnnk6gubpN/8bFLqa5uO6661SNiO985ztw2MKFsHzZMtUWKo+mTJ2qyPcuqIGn7vyN+vyQ934NoDJttY9RnJE20pZuE8WpahonQ+2tb8w2pc9xqatN9jkK0c/PJySyzhXirvsQgmLUftzR7yNFTPeYk9Mu+04JAls9INN14IXSXeejoytprmEEJyd8bZj6pWF6JmlEZ8j8q4BsL2S3Pg+p7jaoq8hCqqsVMm1bBuWkR6Lr/PPPh5tvvll9hmMFkvWVlZXeyDftLDct0vnYE+rcpxDF3ehBudhqjiSewZCotNB2bA4yX1/jHJvWdtJwRd/Zjkv3433ByHacgwyku1ur0tLiOekxqj9dDbmGqapeXHr6wdCNTv+mKZEJa40oqcZCIp1ca1xuB30cQRzHN98mJL0bTx0X2i7CFHlGjxuimo96Xlb090Nm2zpVZ6WyfYvKP1+RGag1iOMMOnMuueQSlYIV18P4vmDdFYSJ/HbVQPSpzEMEYVE5MZfC39QHms5Kw1bwne8bCt4GvZZir8MghPwonjiY1G0ILKp24YUX7rVNksfjn2v4jlWKUCLXMTo7O1W+uXvvvVd9juH3GvmaBsiO3weyE/ZRKnpMb2NDMZ7eEFLBtAA1fR81Tx393qQYiEKkmIyzq6+m/rra1ucfldDW58YnAZRAiZv73RfyFzIRsu1r2w5hmgAe+u4vQm7LGmgel4LcthdgXHW6sLB+//vfDyeeeKIi4ZFk04vqUr2HvogYW1tRakvEHRd8ixdB+aOcbLWNWHc5ilyTX92mb2FAt8EoMnTK4cL30Ucfhe3bt6uUb+i0xsULAp14DdPnwM6uPnj2wT+rzw646CponL1gr1yrNjsUhYz3EcUhTnFb27pN25htOqbrHPTxaU0R2wLXRTCbziGq45cel9Z+0e27SPChKOqqiXPdX3oOtntuutemNHoI0/khGeCLRAh5Rk3fuaIQ9bF96Yh0/2zOBJvYgp4vzmeqGpqCUw7tNVfLZaCya6ci51FNj4VjJ9aload7gMhAIgxTQi5cuFAp6DHVDf5gFCqmrPrd736317rCRtyZFPI+p7nY59GJcrLVPkSdI4dEgnLYFLv8ndJwkX0Il+MrSr/pu26ry8QVyQhsB5XLlHzHiPbNmzcPiuLpT9dAtmEq5BqnQ278NMjXNhuLvSOirldNa8BQO+ATzPm2KYZ4jjrv8c2j6FyDO68RUbkJvtYPJftD182+8yjs39+vCsTmNq+Cp2/5Psw/9AhYteJpNafV89uTTz5ZZVH47//+bzj++OPVs4fPJX/f6HsTWs/JZeNChTdR3knk+LjwVvebKuT5uehti6knpdsrRe7+0Q4h5EfpxMFEOnE13FCQUcWq3ovxLsYJAUIv6RNPPKFITIwm2LNnj9qmp6cX0lP2GyDnlXq+qVCVvVgU4+HmiLKg9hm90GPaFF0hqjLXdnx7hG+C4CJLTMpFV2GfKEgqSiKSmrFxIlR2bIV02yuQ2bIWKnvbC+GbuGDG35g7D8cqXDgX45WPo0iPSnrTSYWvqnvouYQcRyYLow/lZKtDVS6hClPXQh/3Xbx4scoXjdFiuPhFO4cKeHTSaQeeXqgsOuNfoae/EtIt+0LV1LnQu2enagcJRAQdn6iiGBHiSDQtSEOcyyGLYA4X6U23cbXrU7zTz7TDl6qlbQt/V+oZfVwbGW9qlxPwIbVabDVd4ogEfPYQYbNrtN++9DL0+dGEdOj1NcFlr239cLVt2ocq+en14NckhAjRqsOZJ78TNt7/80Ft+ECdBaY5nLoHF10FEyZOUgR937YX4Z93/ua1HM1ESX/CCSfAQw89BFdffTWcccYZezkL9QLdtki32X76nTjNRyfKzVbbHOXFzpFDiCt0epki3E3Odl4UXoM755GgQ5hS1blEdvR7riSm+bR5X7DoJgoAcJtly5bBjTfeaBxTEEec/X+gesr+kKubpD7nCniXYzREZOWyecVGMfPPfaK6uCiG0DfNZ/i8jDq7o6yRTXY9Sj9tTg20dU1zj7CusxFcHLFXu+MnQV/rBqir7Fd2rbJ7l4oix/ktPof6GTz99NNVFDmK2JAbwucYRW1R3lmNEEdVXPD3DRFC9JuccVEibunnvA3bWCO1X+wQQn6UTxxMChP+IiKSIrtd/fAZdw7tpXNVeo5bgIKH8pgWArlcDlavXg1/+ctf4Kqrrho0achXN0B2wkzoStVD5cxDoLejLZZRTMLDHactW5u8DZOaz3fMqOrG0H7StnzHDVEhhBS08fXJpeIzkSm2bWz3gav9+ra/BPX93QPV5ts3A+Sz6nN8LnHigM/0W97ylkF54F3vfxSvfKin3qbGDZ20+NRyfPtiw+tKHZEjGHqUm62mcBVvpcSVq5Ca/gxVZwgk3h977DGVI/r4N7wB0iRCBp3Nf//7Y4p8x8VvV7ZiEPnOFzoapoVWiD3QsBHJNId31MLhNvgUdLaFs2mhxx27lFzlxL1eFJoIZN4/1/jvI8XpfTI5N1z52vnimyrJTe1SwhYRNb9tiC03FY439duk6DMp0qM+Kza7HrVGAD83k5KfRwzEESxohwSKC1xzEtoef9f4/aYpBgbNXxqbIdW189Wc9Dsgs3091Kf6YNvWrTBlygBhhkp6HH8w3/NPf/pTmDNnjpqToNOPzw80bKq6pEgLwchEOdlqTi4XO3f0OaVM3+sId98cGf/XalibQwxBlepU4e6qJ2M6T66QR/zzn/9U+2PkOX6+bds2lf9dA+95dd14qJq0D+TqsN7MJFV3BqNyOre8uFe0WYgjHeFzZtL9uG10rRn1PiGfm9bSoWlxkoLrXGxrTNs2oYVteZ2WKBHovnu29al7rI5neo40+j1KQd6Kvq5ChJhaa0MvpPo6CwQ9ckA4RmFEGD7/mIse195HH320N+2rzWlWLEFv47B8Ueq2z+jnIbwBj3axOdRNqn3BYAghP0onDj7YiLNSqVKiHkcPMvolDi0WG+fcQwYI3BbvPaoJ//GPf6gfnFxQNeER534QKmctHPDkR/CqFxMmblMXIuIa96jG27Y9ohQTENskw6Uoj3Mc132JkhuYTmhcRIfxPMdPgsqObZDe9TKkd2+AVM/uwveY+x0nCPhz2GGHQXV1dSJKnCjEu+04xYSpRRl7or7/vkWFqPFGB8rVVofkX3UpYPB8MQUbLoTRmfz8unWQ6esbRL5XTZw5UGy1ftLAIri2WZHvLuU0JeR4kcoQopwTx5wE5KShq12bzbMd00a6m8Zlajds33HSGGFadNoKiIbae1f4OO+njbR3ERW2nK4h100Ttjz1DD2u737Q7XABTdVsJqLEl4c+ZM7h66Npmyg223cck8PJpuiPmkqPvx+mviP4c47Yi3S3OEasx3uVpM9uWwe1FVlF0lf2DsxVtIgFf8+bNw8WLFgAU6dOVTUo6urqjOIgV5SPYHSh3Gx1sQ4i17zYl8vZt26n25iKr9J0tfx86DlxQs4X8Yr53jHKDtfFfX19KuUMkvBtbW2vFV0dNw66swBVLbPU/KOtvQNW/+XHcMDFn4bGWQcH1TRzjYO8hojPsWmzjdze031ta8ooQoQQhwLdjtvGUITYkVAb6JvbmewF3gtTBJbtGCFOfkSI45naWF97PmDueVVjZesLUJfKqqLoj//1fvWd5n5OOeUU9TeOYyiMQ8czkvV0PLMR8JzwRviiwfkYxFPDhbyztrZD+8v31WOMb0wyFZQVDEAI+VE8cQiBL1Q0yRcnrkLeRx4WmxInzn6onseQ/9tvvx3WrVunCBAa6nTEOe+D9KyFkK9tGrSfaTEdt8CJS3mICCruFeF4UcL1Qz6Pu7h1TYiiFomzwbcQ9akGTJMUG/m01/75PFTu2axI+Kq2lwvFaMbV1sLRRx2l0tDgz7Rp0yIpzxE+B1Soej5qSJupDdd2oU6BuCHCcVQDgvJBOdrqOAo4DP3GolS4KMBFMNoiVKcqVKQgVzuRkO+TBuxRqjLYGWpb1LqUt6HFL01jNR1XKWwLYh5OTeFb3JnGZa68po4D07nbFPL83HX7UYkGF8lK23PZUZ5KiEY5UDLblmfd5ADxkfk2coLeDxM5zR0Y9N6brqeL5Pdd1xAVuul62wrD2/43talTPpnSxfD7HerssDkp6HXSiPLu2tIa8PmrfiYoEXLY26+GunReKekrO1uhsqcNerq71BwZU2ehcv6QQw6B0047DQ499NACeS+E/NhBudrqOHNEU2Smy867cjm7BCXakcXzQrsIM99cGttCJxqmu8O0rrjWxb+RiN+xY8cgFTG+x/nqeuXw7+qvgqopc6A7B7Dixs8anda2MTJq+lWELZrLRLK7xlebzdL7mvpgEgro4+t2XPvzbfVcidemcRHktjbjkNI2Z7zL1tMoO3rtXMegtthG4kfhErjds9lX3zm7rsPBb/kQTBjfCJntL0I99MGebRsGhJmvkvT4HkydOg323Xe2Es/Nnj0b0um0snvokE6lBuofcBJdw/dum+pBckLfVKuF/033DU1ZZYOr/6bjCAZDCPlRPnHwwefZ8u2LSPrFKjbsL+k+hfQHlQCPPPKIyqP50F//CtVVAwVgc7VNkG3aF7LN+0F3Jgcrf3RFcGhcCHltMn4Im7osBK7j+RwDcZVjUfvnmxD5jHeIs8KlZExCjTfoujU2Q2X7Jsi9sgIaMrugIturtmlqalLvJv4sWrQIql59ruIaN9eknLbrI6mLec+KMcom5U6xIcIyORh9GA0KeR4ujs8qqt6xrgmS75hK7Y9//GNBmQOpNGQbpqiiZ9nx0yFf16LIdw7TwiqE9IySWzuqCspGFptyl9IUHya1sd5eI9TRzc+Dhj1rO0DzwrtITb4Yt5EQpqiuUFsSSt5y4pTCpmyzXRPeJid9XSS3i8ymTgPfM2mLZnAVpLddR9P94dAKRUrQaIIkJCqPPx/6GULwwrv6eebRAqb7wa8xf4dsDo4oUYumuhCm546/iyZHlkI+C5WY5mbTaqjs3A5P3v/nAoFXmU7DIQsWwKxZsxRJf9ZZZ1nTdhUTgScYWSgnW+2KTgsRmVCHO/0sDkkeJd0E7butz/pvLNK8ceNGRbTrHyzw/stf/nJQ2lYNTN+Kjv78uAnQne2Hqsn7qRpr/VWDt0PYnI8Il83h+5ra1XCNazbi3gY+7oXaFISJvOafm2CqMWKyL7QtCts8JGS859+FHtvlYKDfu9blIakMQ+efJoeOaS7kaiuKiELvd9A5H4EJE1ugb8d6lZ8eHdCp3j2qqCxFdXUNzJ49S+Wl/9a3vqU+W7p0qSLrsZixT/CGvzFbg61wK4+Q4fyYSZhHU0TbUlXxbXnfdNsIW6Fosdt2CCE/SicOITClsoi6LyKqUjbECxhHfevLZRUHcUi7jo4OpRR48MEH1W98XpRioKYROqqaVVqbfP3kSEVhfYSuRhSlVtTjFbN9qLc7DmzGMUQZWWwfopzHXtvmMpB7ZTnUZ3dD1e5XoKdzj3pezjjjTDjjjNNhyZIlamGK4W82xDFuUVPS2JTlQx2ZEqKaK4agF4welKut5jZ5xowZ8Oyzz6oILCTgd7W1QS6bLSjgW3sroGG/hZAbPx1yaFMYAR+6AApRMyOiqIpsn9Nj8z7wvNW2xToCt0HoPNy2grIh/eELRlMhM/3Z1GPPhZnHn2d1MPDrR8HJTn6ursgrn1rNRkyHhI2bFrD0XoXYV1e0QEh0Xeiim/fT1naobXZtp8lzSsBnOtoGkc4IG3Fgehb0/6ZCrNwJ5CIbXNeTf8/TTnGYniGeh9fk2DFdb59TZdBz8fKz0NQ0ATKb10BDvlOlA9Aq23RVFbzumGMUQY8KeixMj+IhkwJY7Hj5olxstWu9HDof1kVZQ9JA2L7TaR9ca3eTSI1vv3LlShWV8pOf/AR6e3sV8Y6K902bNqkI8EFIVUJnrhLy48ZDdcs+0J0BqJqyL+RrJgBUpsMvInMcmpzuoTaH243QiHCbrQvtu89+6XPh5+BqI+Q86TYIU0SSPrbN+eCaQ4Scr2mu5LteIc5g6oy2pTI0iUi4I59ui+CRBT5ntm5T2zvdH22rXY5s67XM5yCz/SVI9bRDbVVqoJhsKq9SuuGaH989BI6BmIe+oaEB/vznP8MXv/hFJcJDZT3+oDiPw1dfkZP1egzAtcRll122l+DHZFf5uGZKq6m3u/7661W7+Bsd6qEpoQUDEEJ+FE4coqCYiawtH1SI11/DpYAJbTOK4t8VAliKa4RpbQ4++GC4/PLLFbHS2dmpPu+vqoNM82zItByg0gnEJeeTJLZdxym2HZunPQlCPKqaIuT7uH3xTrTe9w2oz3dC9pVl0JjdrYw1hnrOnTsPliw5QRWLOfnkk70FYkqJqKldkkz7Eqr6KWaMEIx+lJutps8zFmLFPPAPP/wwLF+xAva0t6vPkag6+sQzID1tnlLBt7XthsZ9FwQ5bH0EJ1dFx80T71pEm5RfCFz00JygrkWgJl8pmWlV47K+2c7DFobN1cv4WxcVows0Ckp+I/i50tyqppRoJkeAq+8+J4otGiGUYA9JUUefF19Ofr54dhVvtRERPgW6DSHPLP/OFLFBnQKU3KbnxJ0i+ntKPFCFPX3WXNEC/Pl0kUo8ksT0XGjwyEoTUWZKfRRK5pj2oc9F4TlrmADZTauhvr9Hpe3L7NxYIOibmpth//32gx/84AcqPzWmzdAKQckzX74oJ1sdlTzn32vS6tJLL411HEqG4dob4RLLYPo6TAv1pz/9Sane8QcLu7/5zW9W6w78oYr37kw/5GoaobplhlK5o+od1e/91fXQ297qVRj7YHI6m8ZHk0PeRiYjTA5KbmeoQzLK+tPWjqktmy0KnS+ZHJku5za1Q3wehzA5VX3zONs14Ofl66fNftm2MUV2mbbl6QRt0XEmEt01T9bHtqVg89lb1/3jTnj13Pb3q4wJGgtOPAeaG+qgsme3qunEI1Ey2Swc+SpBjylw8AffeSykbuILbCp2Xk/Ctba2ranRsUijfKgi/wtf+AJcc801g2pX4HiFEGLeDSHkR+nEwYQkVSTFhNNxJF3A0da3kIJ5pYC+FplMRikd8fj4g2luELnaZshMPggyLXMB0jXOtpIks5M4ThSDHoUwj7Jd1LaLJeOjkl+IzNZ1sPxnX4TXHXcCVOR61SITDRrmgr/iiivUAhONaimJ5JAFQ9TUT0mq5237RWkP33GEGP6xjXKy1fT5RnUMLpiRkEd0wjh44sG7YOHFn4Rc/SSomThDfc6JvJAUYzYilKd5MamIKBlnW/xykpCrjkxEsylHKu+/KeWLJrURJmLbtni3qcA5GYDQZCY/X77ItS0o+TF0Oxq21CS2kHV6P2xtm9qk+4U4sDnB7sp1b7u2voU3fW5tefpt/Yzj3DdtZ7q2JhKZwpcehzuybPfLRLAgbOkBfM8CJwO4M4aCPmOmc6MOI0QcMsd0n02RnF5yP9sLuU3PQqpjO9TnO6Cyu02RiEcddRR873vfE4X8KEA52epiUzZ+97vfVQpS1xqUk+6cJNNkGCXCsIDktm3blMIdf3CdiantXnzpJWjdsWMQuYfvT/WEyQNkO5Lutfh7AnT3ZWHFjZ9R25jec1ctLB/xSmFrh3/PI5D4tnT+4FJUc1tmqw9m6r+pHVdKMd/5uoQAprHdtp2pDzZ7uWPF31REn+1emfpL7Ti1BTxa0BcZRvvDi9Py54A6FGz2GqHPH0UcJkc/v5YatvM22UqXDab3h8N2H3hknU6Bp7HXc1w/AVI9uyGFKW+6d8OejWtg5d/uVjUckIDHdxiB7zU63VD0iWMBkvU1NTUwc+ZMNSbY1sxaTIsISY9jWo/r8Yn+TQl4PXbp8Qwhank3hJAf5ROHUqpH46SHiJN7z7d/lL6FFIoNQbH7Y0igTkOAOedVGoJUGjLN+0Fm8oGQa5hqVc3HIZRDDDHfDhF1kZsk4rTv26fYPrv23+va5rKQ3vUiVG1fA9kd69VH02fMgDPPOEOFik6fPr1g8BDF5lUv1oHGi7oU8675lO6uthBxFPe2lFWmCYXkoI0OjO7BYkUYYnnYYYfB5Mnm92f58uXqGs+bN09NIEu5zWix1XieeL4//vGPlaN2T80k6Jt5JPR2d1qLS1OS3BTOS8EXF3Qh48tjTsk1StLZ1M42VT0l0um5mPKy877zNkyKJptzgC58bItW+r0JptBnU55TU95S2i/qgKDnbGuT9o8Trpx4dYVV80W2i4w3ORZcC37dNxNMzyJ3Bpmuo2uuYiK0Q8/N9VzzcHlXqhh6bfD4CN9z6bo+/B7r49N2aDFkU55/0zOlwQl2UyFekyIQYSp8HJLywVY02UY88f9NpBQWuJ/QugrS7RuhobER/uu66xQZIShflKOtdqVr1dsgTESWVsi7ojxRvYrRHwgaAYLrRpwP6dQQH/jAB+CHP/yhEvbU1tYO7gQWdR83/lXSvUmlmcmPa1SpU2uap+3VZzpemGypKZKJj+WmsdM07mrY1lJccGDalhL3muC0jf0mMthF4tpU77a5is1WmZyttn1szkm+XWgf+Nxg6pGn7nUMeq9N151H9vG5ii0SjPdHRxbSe6VtVlVD017zSr6/zelNbaLp+aN2zxVJaZrHmM7HFHFI++pz/NOIBv68+eYN+r4fdN7HYc2t/zOw/TFL4LnHH4T58w+BKVMmDSqsjAVkkWNArgHHGU3UY556jJSh44xNvGqLkqeptzQJTzNeIDifgDnvtapeYIYQ8qN44sARUuQldN+k+lDs98Xkoi4m/3WSzg0kYO666y6VN2zDhg3qM5xE9U0+ELIt8/YqjhOVkHct9uNsV0xffG0hQiY6rjaihFLH7adr/1RXK+ReegLG92wHyPUVjORvfvMbeOtb36oMpc/gRQ2DtbVj+9vWVkjqKNNniBCi3ffeuPJ0hkCH5Jny5ply5Ul6mzB85StfUYpEvHb4/OLk6nOf+xx86lOfKmyDEUBve9vb4IEHHlC5DzGlwHnnnQf/+7//C6lUKtFtRpOtXrduHdxyyy1w5ZVXwutfvxh6Zx4BT9/yg8L3vpQsnMzzKYsRXM3sUgrTY1DVq/7fpTB2LbT5gli3YQNdgOMizhTybtrWRFLaFlkm2NTiGrY+UHvKF7c07z1tzxd9QMkPmvYE4XLc2L4zPS9cPW0jTX21WEKc16brGDWdAL/GrvzrpuNzYikKIcDVg/RcXEXhbdePv4sISrab8s5T0gfBHVHUycS/MxEWJgeUz2HjOz99TWxkXAghVvj8/ddB1bZVMGH3C9DX1weXX/5JZR+GM82fID7KyVabIr1daVldUdq2aG3cX0dTX3zxxXDdddepOS1ep7Vr16pUdljIHQk2/GzVqlVqvyNPuxCqJ+2jCqumJ8+B/ppGgFfnS/S9RdiUxzZynKp7qTKZK899RaRt4gGbiID3UcM1ZtBt6LnzMc3UN9q2aUx2CRZs6nZbTRgOOiaHRPGF1JlBtK17WtkMTlrzaC4Nfh1d/eGf0QhDPr/UTgH9nFC7xZ2/fA5pmjfqvpocMtz2mdLOuOyz6Z5yB5DpvPW8yUb40+9M/fW9C/y86ZzgwPP/DSY0T4LM9pehLt0Pfa0b4YmldyhyHoEcBAIJeXTq4Vrqpptugv/+7/+Gt7zlLapWCyruffnnEfp7hBa4+gpGF7OuHysY8YQ8FhrBUCwK9ARjsUMO3A5/MGdaXV2dsb2QbUbTxKEYLz/fttTkVdTjmMi20P6VQiEfJ2KAbo+vIqokkZh/YOlSyPT1KZXDnuqJkJqzGPINU6we2FDi3KUicG3najMJuLzPcdqKSuIXfR75PKRbn4fq7ash0/rKq8VZz1Ae4TPPPBO6u7v3Mk40rMuEKHUTbIYvJBd8KFzpaRAh6ntEaGoqUzGZOKloRCFfPG644Qb413/914LdwzEKJ3GPPPIIHHvsseqzb37zm4q4x4Ukhk7iQvHoo49Waq5LLrkk0W1Gi61esWKFijbASXO+uh76Dz1L1RTBMUmnZHEV5LTZA9eigI+znJyzOWRNuTttCmd+fGpXUNVEVVI2RbIJWiXE+28LEzaRrK7rZbvOXJVmUzjxdmkoMg3JNkUTcIKDngfPZU+LjXKFmE2pZ1t8mvLr2ort2chvG0wLUf49b4cuwl1EBr8WnCx3kQk2p5Xr2bM5m0z99B3DdN6241AlIY9o4ap5fb4mhSm9B5xYR1BSH+Hquys9kal90zjBc9Lz/tkIPAR+NueUt8ML9/1SjZ1Y9PUzn/mMIikF5YVysdUh82EagY1w1TnSylJMT7dr1y547rnnVLoZnBPcdtttKioQ5z6afO9PVUF18zTYumMnPPeP+2HOyRfDC/f/BvY7+yNQ1dDsLAJtcn4iTAp3TpTr9rTdpm3yOhW2yDmf/Q2JanbVtdDHQZgU6dReaoeCjUB3fW6zD/TYrnkJJaO5M547THQfXGOgbW6jv7c5PrhdMTmVbVGALtLY5Pzlz4ueQ+J90HMieq62627L38+vF++TqW2XSIHv6+qDK62PqR19XUIcND7nAI9UMZ1Hb9s2GFdXD6nuNsjseBkqetqhLpWDyp42qMj2qjEXx16ELiiL3Cr+xqib5uZmFQlN+TXtVNTq+pA0NFoohxAhXBkT8h/+8IfVjUcCXQO9O7/+9a8L/6NKAhfqN998swrR2L59O/zf//t/VThXlG1G68TBBjppKFa5nkRf4pDqLvKxVH309aXY9Dv4XUtLC9xzzz3wq1/9Cn7/+98PhCBNPQB69zkKujO5YO+9CyETjVLsa2uPIiminx/DNomIfR79/ZDe+QLUbPwnpHrbldcZc7dhjtNzzjkHKisri1KMF1uE2FWgJc47bSsUg0h6/KD7DFX9h1KPc6MJ6ND+r//6L/joRz+q/kc1O45TWHRPAydsO3bsgPvvvz/RbUaLrf7jH/8IX/3qwEQ+NesI6Ju5CPqraq0OSp+SzLewtJHiPB0NzZ9OF/pcaWRb6NF+2/LVmxZgPmWRqX0XyW5atNJrwo/lUua6iH2+8HPl4OaKe9oWJ5Bd+W59Bd1M4OfvIg1M18pUhJS27Vqk2whek1Kcq+dshLcplYKNvOH9ChEm0L+LdfRHmavRa09rFpjeRa7YM0WH2NJEccWgLSWVre+uzzVMBELIfbI5AGj/D3nj6dDQt0sp+7785S9L7ZgyRLnYat/83TdH1XNLTFOK57p161a1T2tr66Diqv3pcdDZX6VSy/zzjl/BwWd/EFb/+f+p76j91Q44UxFtk9PbRkoi6Dhqas9kX2xOPRNxbJvD8PHC53zlds+W9sNkC6njlh6L94f32ebY123w62BL48IL0ptSglHY5hema2+KtMOoBiS9fbWAbNfMNrfjSns+P6DPpcnuaieyBo/4M91322d8jhbKg/DnyEW2hziLqHPc5Gyi0WcavE2eVomCR0H66tSEoK91A6y48bMw/83vgKbx46Fv5yvw5H1/Ug5AHI91ZD8C69yddNJJipfSinteqNXG4dEc8no/qfFmRlj89zDj5JNPVmHr+oeS8QiciGF4O3qY0ThiHtYPfehD8OSTT0baZqwBXxqaxoGG4Zm2LRXo8aMcB7fVkyH6d6n76OtLCHA7HJhsCgqcpGF6E3RG3XnnnUqFmt69AepX3gYTdqxUnk49GOuBWQ/+nNy2Qe8bZ0AvZl8K7Cv3rEc5hyjHMbUb+zz6+6GybQPUPfsHqH3hQajOdcEFF1yg7heONRhCbSPjEfq++9K3oCFzvZeutk1/89Qtvrbp97b+6PcvpE9RzoW2iQY81BMfCr5t6DURDIQ/YtSHjlTL5/OwcuVKWLhw4aDLg/8vW7Ys0W1MwLz2uLCnP+UAjKI5/fTT1fXMb3gaGpb9FmpeegTG1dSocck0uTeNYfozvbigi1Q6xuqFCC4OcJKvt8WFCP6mizvcHif+ejv8DhcMentTH3BRgsBFp/5ML7b0Meg50XHXRubqH3pu2BfaBravj8cXq3h8/AwXPPi5jjzgMNlSSibzVB8Ifb78HumFk96Pts2VyBp6gUzvL+5rKyLKi87qvphArwt9hrj90/dL33P9mYY+Jj0H/nzxa6qvg4nMwd/6uaDPMX6G91TfP9xWL0ppv3V/qMpOX3NNeJiui6kvun3aN/23fnZ88xK9Dz+Ghu3Z523Q+4TvnH5/6DuAn+t3Uh9X3z/6ruL563uKwN+ayKdEjr6GnPjXY4bp3untKWGD7ev3jI4BlCSh9880zvFj4/6YhxiR2fp8gdyo2rNFjZ1vf/vblRBCICg1eK0iDV0kEX/TOSRG5P/sZz9T+2Akx9lnnw3veMc7VArL1rZ26KhqUs/w1vEHQ8cR/wodi94O/UdeCBWHnK7ei7qDj1e/eW0HagNMhOfGh28dNL7zcY2Tsdg+fsbto37/XOMffq/fZe1EtDliuZ2mJDhtnx9L/0/HEt02nRdoe8uB5DTdXrepx3fdJreJpmvM5yT6nvBt6Xnp75rmHlG45nqs1teF9s3Wjt5Wny8d2/V2+Bk+A7Sf2iGg7w0de03XjNspk22lfaLPlHbq8PuJn6EiX++voZ9teh702Hp//szQvpnskAl0/kTvv742/PguMl5Dz6n5eem5qf5O3zMTGY/b0ONzm06dQqb5valfLlS3zFLtrbrrF9DeNBf6F12g/sc6YTtnHgdw4BI48tS3wuuOOwEeeugh+PrXv67Sap5xxpnw/ve/X3EByHGgpluPiUi+69+UM0BeRI+VepwUlKlCfvPmzXDttdcqrw0WJeCYMWOGekC++MUvFj5DomDJkiUq723oNqPRk19sLvahUoyOVGVqlBzcUdv1VbfmQGcUFvBZs2YN9PT0QmrW4dA34wjo6e40KiKLQYiHudjjmHKMJtW2CUm1W7lnC1S/8gSkO7ZBRUUKzjjjdHj3u98NU6dODW4jTjqaJBFyfFOqmaRT3iSJKO3bth2p49BIAta8wDyEeJ3QWYjo6OiAxsZG+OUvf6lS22h8//vfh4997GOQzWYT28aEz3/+8/CFL3xhr89Huq3Wz+EvfvEL1U+MiMKCS6hOqZyxAPqmL4R83URnzm6uwnGFq9OUFr78zxq2UHhTATAe2m7qd5RxmPeDni9XsNGipgi6OOP5Nl05WKkt1TCFW1NFFIIr4F0LOb4NJSVsIc+6H/oz04LONAegyjZTUV3TNecRDTx3K78mrpBx1zmZ+smvIcJ2TXk7/H+TEpz3j7fPr7Utd6ypHVtUi/7O5fyn95Seh+351t9TB5Qt3YJ+ZrlSkm5jU0nS87Llp6fvon7GeMocrrY0XRP+/vGigIe84TRoyOxWBCamAkQi/p3vfKfUgiljlLtCHkGFLkjAo4oUyStMuYv8BdpzFA2Mb5kMG7btgglzF0F6+sHKtve2txrtgWlsRJhyt+P/U489F7Y+eptqY8eKv6m/fe+fhun9ttkX3g5XQ5vGSz628THJZHdN6nebfeNt8HHONGfQ4x9Pg0fb121zlbwtqounaOH2yJR2JST9jGveRPui74XOG0/nO9i2VmHTfkVdF5vulWlewuecdN5DVfH6uaJRHa55BJ2/UPvO06H55mD8nqADS78/puPTa+Wqj8KV+vTe8ueQ9oMq5Pn77stNHzL3NI0ptrFm0Dvetg1W/ugKOOKtH4a6fA+kO7ao4uo63U0+3w9HHXUkdHZ2qrRxOOadcMIJe0UO6TRdrjS9Yx1loZD/05/+BOeee64i0OfOnQv33ntv4Ts0dvhzzDHHDNoHDeJTTz0VvM1YgkkJaiKFS6UYNbWXJNGdFPj5R80P74JLUW87DuZRxjQOH/nIR+Dvf39sQFG5/PfQ2P4SHHLJtU7vehRwJYXr+2KOoQ0z73eSZLyNzIiDVNdOqF17N9Stvl2R8ejM+8lPblQT7yhkfJSIilIZrpDj620QcSJY4hyzGND+xu2LTBTcQMIciZD6+vpBkWrV1dXqd1dX117b61DspLYx4dOf/rSaIOofXRx7pENHSqFi7tBDD1VFllCEgIRTbtOzKiIKx5zshmWDxksO/JyGxPIFF47XXClLt6N/68WGVr3pdkxkPL1+A8cAAE4wSURBVC74eMoJXjiNKqC1ejZkDKbKIKoc533Rampd7FJvQ7fVamIsKkZV165+6Da02kqfr1aeodKLbqv7ZFJ8cztEVU70WDZni0nZTqFD03FBZjsvrX7kKnwO3TcaNaGfG71I1OfGbThv16Qwo4tNem30trqvtF1+vWzt6Oukn3G8Li4yXm+v1YL6+pmA9901H8J9bVEtVKVP3zPehv6MXk/9fuHzjc85whQ1QtWf/Jris0qfC00O0OgX/XzQeR9+pxWzWkGrj6nbptEp+r1C0PdMny9V0Ott+NyPXj9c+Ode/ifsV5dRofSTKntVblssgo11TI4//ngh4wVDDh0VqlWfv/vd71TqOVwLYOQ9cgtowzdt36lqgOHfqDxd1z8FXlz+BLRlqwZqxbS3FsYfrvDlYw1VgNMxDX+jXUIyUWPm8ecNcpSbIoAQ9D2mkW/aVmto+8ltuB6bKXT/OLnI15M4nnI1Po6TtrGBKslt4yZVKGubrb/T9oN/rs/NFVWoz4nbTt1/PfbR/eg4Z9qGn4tpjqP7o8dpuq/+TW2XjpTT8xw639GRUZTEDY38otD2QtsG17xEq/WpKp8SzDpqQT8PejutFKf2kKb4wc95pBedc9H3yXYO9J6gwxffH23LKPj9pM4Zyl3Qd4nPP+k7YotY0XM4er7ULpsc5fSY+tpwlT5/luk5mZwfvG81TVNU+6k5x0LPvJOg4/C3QevsE9V4tqkLo4Qegm9961tKLHrKKafAl770JXjPe96jxFoo3tKKeF0zQ6LQy1ghj4YOQxFRGY+VxzGXEaabweKXaBB1UTSsPE5DFtEw3nrrrSpFTcg2JqBHG3+oJx8rEZeTJ7/YfOhJkFSuPNZJohSVnOMUbx2KIrjPP/+8em5vvPFGpcjor2mArjknqsKvScCmYKLfF0ucJ9GGr32XAiv42P39ULV1BYx75UmA/rxyjGDtiYMOsqsMRwKSjugoRaRIsX0ZrgLUYxFIimOKFVRCoFN84sTB4bloG9/73vcOUqqjqv3BBx8spJtJapvRpLrjzywqSnC+gznzMVIAi9vqfI7HvPEkqGqZDV39acjXToRcbTOsvPG1xaQGVxNRZQ+Cq5PoPno7W05yU3FXvig3KZS4WigEuI8tNyeC9o/32WVfXAoxk7KLq6N4kVXT8ej5uiIb6PU35YOl4OdjKg7HtzMp06JG0/Ec4LRtm211XX+bcpH32ZXHnB6f/qaFTn0F6UyOK5NSEYGkFxIcHHQb07zCFEliqsWg75FJOYrgilPb/ePPFa9ZwPus+8Vz+5qeS35PuXLU9KzR8+Z/0/uD5HuqcwdUdrVC3/aX4Kl7blUkPC788TfaHoyawrUcQmz96EA52WoOTK/3b//2b2o+hCR8T7YfnnnyHzD/tLdD/bxjIF/bDL3tOwa9E5jbm0bamNZatnGJ222T/UNQFTHNFY/gdt80htjqVvCaD4XrYLFdNCKPv/emqB1XHnt6jTTwO6pw16DzmK5t6wsqcaokNxWl1pE4um/8+tBtQ4tSm+6RyY7Z7oUtYo3bc3otTEp//oyFFDbl52zrjy8akEdV8WeYPqNa1a9/80K8tneJXlv+HNjOyWZf+bb6WtI5oGnOG1Iglr8npoKw9H1D8HmMi5fRxzFFGrqeN3qvTPfddk597a1QkemCnldWwfp/3D1om1NPPRU++MEPKs5ERxAhMS855MtUIX/hhRcW0tRUVVWpInJYOBGrkOvPEJQ4R2B+W/1dyDYm6DQ5+geJgtECE8lsy81ejBrdpDKPUvg0yrE08IVPygvH+6lzZPny7ZeaEMTCxvPnz4ef//znKl1Kqq8L6lf/Bao3PaNI42LAFVA2z2yxsBlKV79CtqPt8/5T734IcJGICtVxGx6HlonN8I1vfEONQTU1Ncbtoz5zSUV0FJsPPSSiI067ScN3fF3JXf8WJAMk4VEZbyPjEUiYoIM7l8sV7C0WLcXPk95mNIHaCx3eiWlrMKIPC89/9rOfhfPPP19t21RbBbnNq+HpP/wYlv36Omh49g9wzBtPhgnbl0Nj12ao7NgGNfXjB03GaT5wnGxTBZvejo+VppyiWmmjF0N6wcrzpnICQIOqhbjKS6t1TaC5Oanahyp++DG5cs4ElxpRK7votTNdG05G88U5ni/NrWu6HvpvqsCj50iPY7rOPH8svQa6Hd0HU/5RG+i9sanquW21qb9oW7Q9vo+Gfna5gs9GeNNtaNFD3RZXuXGFGVWKmxbVmhwwPU/6HGyLf33NdX9oxAYlu3QeZx2Boa+PVm9SskD3m98Tep3oc0zzxXPFrSYxtNqQq+25wo+fG71muD0/X+280u3g34de8mVoaqyHI855L0zY9gzUP/MbaHj6V5Ba/ieo2fgUNPbtVLlqMd/2pZdeqkh5XNhrMn6o5tkCgQmYOg+FgZdd9jFlqxecfB60zXg9VJ74UfUO1S5886vpaHYMUgbju4h200Ti8vGDKqP1u0MdeZxcM9V+QdDaELS4JFU38/GZ15jQ0OdB99dtm2yXHsMp4ahtkSZZ9bGpjaK2ka9H9Tnq60Pzc9OxC/dDwlZHzuHfGnrc5XZKb6sjilzrXu1ooHaab2cisnk9DrqdycbyiDX6N1WGI/ScTEcacDtHnxv9PNmix+j1odEVPJc5F4PQNrQ94H2gz7BuU0Pn2Efnt45I1BFmmjDWz5tW/Otri9vRZ8EEHuGht6WpfOg10NFv+hz080y3pfn5+b3lEWF0Xx21SiM09HGow4NfU5MzR+9H6xuZlPymyA19nnTc4PML07Op2qmogLW3fBsaDz+tcB6HvvuLMP/Ui6F9T4ficDGzw6pVq+Dxxx+PVRdvrGDEE/Ic6XQaJk+eXCBcMByioqICNm3aNGg7/H/27NnB24ymMHgXdCqaqClsELpQg20fE0yTZu0p8/VTtx/1WOh9C01dEQW6QIWpGKupL6WEvib4DF9yySXw7W9/CyZPmgQ1G5+E2jV3QUVfZ6x2ObFgUvSFkOFJHNv2XZR+mEglX8i+RuXuV1TKiHT7RhVZgxNwDJe2PY9xSPAkyG3b+xvF8RWlH8O5CHadFy0gI0Y/WWDKOEzvhulU7r//fvj973+vflAhpoHE8ZYtW1QxagxfRDIFA/Auv/zyxLcZbdDPMy0Mp59pVJlgUW/EDT/4gUrhh5GDWGTpxBNPhBkTG6Fq10vQ//zfYNmvvgFVj/4YJr68FBp3roH5p74NmlB1mO0zLt5NpL0JVEnEF83cRmgC0ARNftJwaf2/KZ0OJbX1wlcvzviCjv7PCW7TudDtuLJNp+IwFWmznZeJWEbQxY8JPCyekg8mgltDb0/TCvG0B/p+ceKcX4+Qa0T7SrejoAtXE3nC+0SJIGrf9blxgsHUR/28cQKZL2ptzhG6mNbPC12U4vZIEtgK/OntbKQKVa3Rc6BEhb5Wmqg3kRWue2Rz4mjSnaYqoM8G9kHfM01+8GeEO524U8KUE3kQyVjfCJW7N0Jj5yYY9/x9inxveeEeqFt7N0zYvQ5yW9bClPG1KiUpRgF94hOfUA7Z22//C7zvfe+D7373u9Y5t5DxgqEG2mRMG3r99dfDlp1timh69v5bYc2t/wM71/xj0LtG7QJ3huq0G/R91OD2S48F+v3UBSlN6zWa2oZ+hvtoIpTaDT228vGZOwD5edDzocQwtV16DKdpNLiCGWG6Bnpb03pUt0/HY31sav+QWMdxTd03RgLTc6XnyIluW5o9OjbTVGLcnlLCWN877hSnY7fL8U3tjG7bJDijThfeXz1+azU9JdvpveAkMncO0WNzu8BtE/3c5MTV111fR90+TUOorx1+Th1D+nN9jymJbeoXT/3InxlOxNPzp2lyuHNGO7vo/npOoY9Hn1falv6c3n/Te0bnZPQ603PU10YLbrh95nNlep9NUXT6+XUJTvSzpq99f3UdrLrnN7B9/EFw9JI3w9KlS2HBggVw0UUXqfW52O0yTFmDXevr6xukRn3hhRfgwAMPhBtuuEFN1hBIluENxvBurXyfPn26KjCAKW5CtxnNoXWm6vA0bMSXhkIr9+h+cVNXxCloGTVlRqnCWYc7XYerL3v27IHrrrtOVcSG9DjYNekQSM86PHK73MiHfOfaJ8qxQo8d93hB++ZzyrFRvWWFiqDByfd5552nnHpRiyAPRXqVODUOTG1oha4tnCxqf0tZkNZ1TanDb6Sk2Sl3vOtd71I2k+OCCy6At73tbYX/0VGORdJffvllVe/lsssugylTBqfRSmqb0WqrbWOI7RnGedL27dtVse9HHnkEWltb4al//hPuezWMXufe78qn4fG/3gdz33A2TFzwBujOZKF64j6wZ+PavSbtxYzxejtbkTO68OZKZlvhVv0ZLxbJ7QHfz2Yz+Pa4aEfSlYbE8wU7wmerbP32OTt43/mxbCHRfB96bFORMJOyykRM0O9pu/Q68DZtIfCUTKHXgpIUum1TUTJfu6aULKbrayv0ZksJYTqeaT9+Tem1oufDz81UWNV0H+l94s81/Y6mMeCEie1Y/Hvfs+oq4quLvx189gdhXGVORfFgiq26VF6l3NLjUEtLi0r3h1FWc+bMUdE/uK5AJ6St0DpCiq+PTpSLrUY7e/PNNyvuAdPJYdTGARdeCZnuDvW9JteQgDYVT6fjIB37NLHoGrts6UJstonvS8cLmgLOVnyZtkHbDxkDKXjkGu0vH7NMY7OpmCw/Hk2vQ+cE/HN+nWxzBnre9Prwe8S34efG5xEIE+HJ7aftWpr6rK8ptwmUHKWpWHi6Qf0d7wtPWcTHfZMtM6VV4c+p6TN+v/R1Qui+6j7S8+L3xFTA3ZY60Ta/NV0D/p7wvvP3jD4DGjwNHW3flkLK9v6a5oX8GrvO10To294/nmrKVPSdzmXoeFe4Hxd9Guq7twBs+KeKdkaHO6YkdWUnGasY0YQ8kvFHHXWUIsRQPYHVe7FgQF1dHTz66KNQW1urtrvvvvvg9NNPV8o6VJJ9+9vfVso9zDerDXzINqNl4uCCzuGkqx5HIaxcZF2cfpSSzC/mGFH6Uoo8+MW0ia8zFrv6xjeug7/97a9wxLkfgtS81+omlIKQ903KXMeJs19JkctA7fP3Qbp9E8yaPRuu+c//VOmB4iDkWS2WTE/S8cSdbqb3PfT5LKVDLKROBN9O8sqPLYwGW12MTUA78MQTTygiDIl6/YO1R1DRh+nO8PfrjnsjVDVPh3ztBMiPa4LdbW2w+s8/hEPef50q5hTXPtCx3bRgpbDZAFsee05QargWXCaiVC8ceN5Y1+LKRQyEXB8fTOQr7z9ffJs+N5HYroUoPU/XotpE4NDrz50GlIQy3Q+6yNOfmXKl+66HiRCwke4mpwY/D+rM8N0v23PLlaD0+tjIA30tbM4XH4Gk+0+vJapEbWRJSC0Hfg+ReMcIzBU3fR6O+JcPQF26H1LdbZDq2Q3tO7crohIdgYjpM2bAtKlTVcg6RlRhRA8KR6hN/stf/qIcrjabzucS+n8uKhKUJ8rFVqM91VF6mZa5sKmvBiYevNhKsOk0VzQtFILaLBxPTTnFNWy2zET68jHZ5ODTZDwfY02OUO48NzkqXSQyH+Px2Kbc+YgoY7bJqUtT8dBzNtXJ4TbHRKry89ZjKE8zZrM33BHjyuVNHav0O36+9HoguB02kd20noqLuDY9a9RJywlphM/xbiPkXc5qeq31tafFTvn5637w98slnPDNg1zzJwrT+enP6buCqZLos2lyqPD77nPQu8YJXtvANlfwOeP5PeSkve176sRB8LkQzg2uuuoqJXIUlBEhj0ASHiv4YmGz5uZmRRh99KMf3SuHM4bRYwjZ1q1bVZ5BJN512HeUbUbDxKEUhVbjKNSjkghRyL7hVr3brlkxfUtioaGPj5Ekl156GezatRMq5iyGvhmLVK4vH3xEQ9IkhG3BPizI9qow6srO7WqcufrqqwtOv7gYigLAUVT5PiAJj2Oidtol8SwmDe3ESHrMEowejBZb7XNARSk6jlM9zOF4++23q3f8mWeeUflv8Rphvn5dOBbx+sXHQa6mEapbZiqiPl/bBLlxTdDT26tUsCYFjmmRyhfBNlLZ1hbCZm80XNuZ9qEhunSRyskCkzLRpzxC2BZ7UZ3ctrZNZLTJceEqMmaDTT2F4AVJEa7Cbq57aCMg6HW2kRiua+RylrieMxtx4FPVma4fd0RxEocq8XkEA72mIYo503Xj748GLUobpBzM5yCz/UVY/rMvqX+PPO0CqEvloLJ3t/qOqt4xlSjW2Np3332hvr5eRSRjJPOkSZNUZCGNwNNiIISeZ2AYO+aatYGPabQdsevljXKx1fi8Y9TeX26/HTo7OpStnH/6/4FVd960V1QKVYxSJxslj+m7Sh3ErmgUkxqXtq1hGjso6cltnc9ZqffVTgZOcNvU/dwpSK+T3t9mt13OXJNj0UQ0UtU/vQYIkyqYE+TUBpkcCrZ+2xwJpmvms5Mm1bbuv0m9zO2+Jkap0t12r+m5cztCyWVThGKUYqImAp7fR3qv9LXhxYoRXLlPnQi2CE1XtB+9R/wcbeIHOrc12X0K0/vL/+a/eT99EaJ0joHXlztW9PWk98zF95j6SY/LRQgFh8TFn4bKzm2w+s8/VoXZkbdFYfTHPvYxFSknKDNCfiShXCYOHCHpNVxh8VHVpi6S0dWX4VCxRnFG+IjPJM6hmIUGPz6SL5jzHD2SqdlHQu/s1weT8lHIg7gImZQNFSr6uqBu7V2Q6t6lDAYqYXCxOBTPok8lH4VMLvYZpPuP9GroQrILRpOtdtlGBH+vTe+67TOqLEVQW45CBUwdgemB7rrrLvjqV7+q8vZjpBVNeaNQkYLOfBqqJ85QJH13BuCZ338bDnnf16GmeZpxYUEXiFSN40vL4VLI831NhIYNtsWa/pv3w+Q4MLXpW1TbFsE++2fahl5bGyFuOjefw4IvukxpZfi9cREnNmLCFSbNFXlxnAouRZmJyLE5hmzX3wVTqibTNbY5mUzvg8s54brOWoHbtu7pQhQIdQKodnIZyGx7EZb/4itwxNnvhrrKvFK7V/a2oxdPEZEIHAfG1dbCfvvuq4h3rL+F4wr+jdu4IgnpGKbT0+jxCethYPpQV6q8kPm3oDxRbrZ627ZtKvUtPrfoyO7Op2DZ44/CIe+7Dmqap3jTSWjwz+j4QolThCmVlolERLjsjC+tlw08xY7NdvI2qBrbRApzJyLCRLbz8/DZZm6P9fWZeuy5sPXR2wZ9bhrnaT90HnZfiiDbeXP1MU/DY/uM3xvq4KDb+lKW2NLU6LY1qE2m10fD5sygx6QRHzzikD9HHLi/tlP8meB95AS4yeGt+2kSgui29HFN9p9HjdB5o4ng1+fOr4fP0U+vK3V48XvLnxV6j0zzZh0dQe+Xhi2NE33e+N/6f1e0YqG98ZOga/VfoaHjFXjiwbsUGb9kyRKVrgYd9GK3zRBCfhRPHHxK7pDFfJIKeR9ZGJIbuhQIyfONi4gQojyJfiaZzgfDh7/zne/AunXrVJhlz35vBEgNfy1n0+RnuFDR0z5AxvfuUTmxMQIHI3OGykHke++i9qPYZ7BUETACwVChnGx1nIgP12c01ZQp3QPCRNDz7zHKCiOEkKjXPzguvvjSS0ohqKGVsvmaRpWn/sl7b4P5p78LVt35M5Vj97nffcMYsmz7W8OnnvMRpjbS00a+u/rBw/RNpIbJgcCJc5saz2f/TGHFlHRAmMKSbWHPpuvpW5A7F2CGNk3Xg4dTm/b1kUema+f6bWrLmQs9MHerrV9RnlvbtaPbu6JMTO3aPtu58mGYPHsepHraoG/H+gHivXs39LXvUO8vVbyPnzAB9t9vP0W6I+Gufzo7OwtjRpR5PRX0ILjAB2GKxos6/xaUH8rJVtPnEvPIH3PMMXD88cfDzp07oWHSdEjNWQyZiXMAKquMjj8EJe5sqlOuNOW/TSSibUyLMoaZxiSuyqX9tjnTTYQlH48Rmpg3pfWwpSEzpUWzHZvm8qekJ9aL4dcCt8F+IInMbaEpNUpIZIApRzjf32SjbPfKZjddTmD9Pfadp5wzpU3hJL3p3tHnQF9bmqKJK9vp/vRaUmgCWd8ffo6cJMft6b2iOcxNogvania1ddQYz31O0+aY7rsp1Q4nv3kknOs9p+8Az+tve1ZMggguoOBOAurU40IO23vMnzengCGfhfTuVyD//CNQ2dMGtbV1MHfuHHjPe95TiLgXO26HEPKjfOLgyv0eJdzdhDj7lzI9TKmLSCbV/lA7FzBn56c//WlYsWIFZJr3hZ45J40YUj4JIr6YdpCMr19zh8qJioVGsHilLt5aimc5TlsjjfwermgWW1+Guw+CkYdysdWhNRHitBfiQKd1I2xFFTkwqBIJCCTnkaTH9vHvl156GTZt2qi20QQfIl9VC9UTZ0K+thm6sgBVU/ZXaXB6O3ZZlXGhaUpsn4coefhxbEozvgi05V91Hc9FnvgIWk6Wm/ah+9muoc9OcueBK3WKhk1lRlV5poJyeiEdQlybvqPXw5bDVMNVzNVHOpjCw1395ESAqd/0mTJdO9o3073zXZuahibIbF0Hy395LSw6650DaWa626Ai01V4JzHdBka/TJzYAnfccTtcc801ql6XVr43NTUlEvlq+55H7eiUNa66NWLrRyfKxVbbnEQ/+tGP4P3vf7/6TkeU5avroau/CrpzKWiYvQC6M/2w/JeDVe6u3OtUlU0JOkpI25xwCD3O0AKuprGFR6/ZxiSTg5PbCK5UttlZbgfpeXJFte24Noek6di0rwhbejeatxwJWVps3qSUNqUT4ufIU8RwYtw29nP1Nz1PX2ShCbZUcJqwdTnpqePddg+oapsWNg6tXaLPH9vRcwP+HNJrop8Z7tixOdlN568dCNSRQB1DproE9BnXxzA5AaLOpeh1pO86f9b4OxsyX3EVdOb1e0zzYY1BURfrn4Xnfvt1OPyCj0PtqzVkcI6Bosbdu9uUEBSBUURo13mKOqn/YoYQ8qN44jBUxRVDc9EXkyPelx5mJJGErsXEcPUTF2Kf+cxn4Mknn4RM837QM+dEKykfheAullSPu79NgRGXjMeiYqiOD8VIfd6GCkO5OI6b5koW8GMX5WSrk3hOuSqeE1iutA88jU1IdIxpO90Wpr3JZrPw1FNPwec+9zk488wzlbIWQVW4qKjv7K+Cp+65VU3sB4j6CdC7Z6d3gRgy1rsU66a/XSo1uvDlBIlrUWwjTUzHMqUuMBEiwcRsEXbZVhiMnycl5/l3vtB8hO9cfJ/z3y7y3ebc4dfUVGwOYWrTROYjeJ5muo++TlzlZko/4XzW89mBYqrdu9TvTOsGePLePxRIQfquYUoYrMH1/e9/H37yk58o59uxxx6r0m9Emcf40l/Gia7j+eVDF+ti30cHyslW2553JJ4uuugiuPLKKyGfz8PKlSvhjjvuUNvq9xHPD4mqQ49/EzTOPAi6cmgDx0PV1LlKUU8LjCNsKlYTKcpJbkr60toRfIyi+cB5OhRToVealx1hsn+2HNqutFohY7ZpvDbBZCN960XdD0rI8utuIsfpebnsBCdnXYV8eXFgU2o1XgzYlbKPO8JdcxZ+bSlBzp0uJntKBQtURW+7p7R/plQuJuKZO4D4febnRfflkRi8rgKfh1GFOW3XdO1sESq2uZRJwc/PkcL2/NpSQNly2yN8dSz0cfY768NQk07Dmj9cX0hn17FpHSx7/BGVhgbHbQ104ldVVani7TjP+MhHPrLXmgLHy5GeCnc4IYT8KJ84FKMkj6MQLjZHfBSiMySnexSio5gJvo0EMYXbDtdCAhdoqJTHAsmKlJ97osoJHJf0MC1IQydKUY9VzHF9ZPyll17qLCg2XOmJhkqBP5Lgc7z5tg/dz7e/oLxRbrbaRXL7nk9OZPEUOPpvaofosfixeVobF4Ef4jjH/zs6OuCRRx6BN7/5zUqNi1FbL7z4IuzauXMQcYg1TnI145WaHnPUD/xuhu6ePpWfN3SstxHcNtjy1ZvatREjiFA7ZCo45yNpfbaTkuOh1yjU8eFyBPj6GdJvG0kSMj8wkS60Hy6nSMjClrdnu4a6Taq4cxXOczkINNQ2+ZzK6a6Jd/yd2bkJ6lLZvfpTV1cPhx56iHpHMd3U4sWLlepdF6cvNiqWg441IfNcn122RfOajjuWBRGjCeVmqxEhdvGee+5R0WTonL733ntV4eMVK1bC5s2b1PnqIupI2FePb4GtO3fD2icfhtmvOw1qp82F+rlHwp7NL1oLSyJM6mFKhvucolwly4k8nqrNVNjV5My05btHcMW1RqhNKFYAxvus+8FT5ZjO3Tem22rT6P91mhWbk51HltF5Ar/HpmgL+kzQZ0PfM36dTWpr03XgfaAw2WxXBAi/ZjZHjck+m5wBphSCJoKep5Vx3ScN1xzPplRHcIe+rWAtd87Q70wKfS104DUA+JhAaxjQ95tGF9B29Xt4+Pkfg9oqUPOMjk3Pq9oYOD4htJMfx6wTTzwRzj33XDXO4Q/OMTADA1+HRFnLC4SQH/UTh6hhp4hSKbmTcgSEHitK/5MopmrKjzXSwm0HkfIT94eeOUuMpHzopMenPKDbJTnBKmZilgQZPxTvYkiapmKP49tvKJ/ZJM85ZL+k04UIRg7KyVbbVOqh760t7QxvR3+P8I07CFu+R5vzwNY3Ojnn7yTeH/wMfzB6C//H4+H909CLgKNPOBWqWwZS3+BPrrYZ+msarYXKXUQqRchi29a+SWHtI4UpOYFwhZ/zBSVVXYe0aTsHl72OSuz7rpOtXRfJz9v1OQ9sRebo3zYCnLaDsKVXCDl/m/KQHsM6R2rbpkK+l//si3DEWy55Ncd7G1T27lbFVRE05Qym2EOVGr6v+IOLYsxrbRs7krbnJvsZEgmaVD9GypxaMHZsNUKr4W12UUM//zRNAwL/vummmxRRj9/hz65du1S0Cv7gNcD3G99tVNQfdco5UN2yz6s2rwl279gOjfsdotqiJLopH7lpzOXjnImEtY2BvEgrT8dCSUZTqg2EiYDkTgF6bkkIsbgC2ZRax7Yu5dfYBldxVZfN5zaBE66mPvLUJjT1DyfDeToZnkLO1Bd9LC5U0E4FHkVA+2az2TauwHZdTfaZ207f3M2WcsdXKN7qHLfca0p4m3L0I0wKdptTgKvqTU4Y6jQz3UdaK6EwLlx4FUyYNAUy216Cit52qK/MqTlG3+7t0NvbCzU1NQVxTPPEiVCVTqv5O84t9Bzj7rvvVuOfTjOH4GsM2/o91OE+ViEK+VE8cbDBpVxBDLeSO2nVesh2ejCJO1iMNOLdhe7ubvjUpz4FzzzzzKvpa04ASKWLbtc3QSpW3ZAE0PhgAVck4zGk6uKLLx7W/kRRyBfjJIsTLTIc3uyhXqxzNfFIf3cFo9NW6+dQL95tNtj2XFPiG8G34Q5n37hDETcdlD4mTtxxAu+yr3S8wUk/EhT4N36Ov5ctW6bIxq6urkH79VdWQ65+EuQapkCufrL6DekaiIJiFdohhVFNqnBb/laTnaREiEvZxdv0Ee82ot6ncIsKnp/Ydk2iOPPpOZsK3vrU7fw6mJwooQp9E/niu+YVmW6o7NgGqY7tkNn+Ijx5/5+VGg0XxjoUvLGxEebMmaPetfr6evjQhz6k5m04prmc+AgaGh7F2R3FBpvSYsVRu5d6ji8YuSgnW01tmknIQ+0sghJRmqhCQh+LweraCZrcnzJliqrJgmS8JupvuOGGQsob6px+3bFvgHxVHTzx0N2w4MRz4Nmlf4T5Z14C9bMXQPv2LbD25v825nnnJCsnLbnj1zSWmVTH1ObZFNu2VCA+56mJyLXlYPc5n1252/nxfOdvU4aHKK9Nn3OHiM8xYYo+MKXT0/dJFyq13WvdNs+Pb3LY6GOh2l9vYzp3rjY33S+fjfUR/KYiv1TFbsun7nLA2J4Xfv25c4l+TuFK9eM6Z30O3NHFHUrqs5kHQkW2R3EbnS+vgFW336j2P/LUt0KqrxOeePAu9T8dTyjxjuMS4vbbb4fjjjtOzcFt62LqlFTPwqtrCoQtlfTjjz9udGQKXoMQ8qN04mBDyEK8FC/LUCp74/QrlPiIS7yPtIUDkvJXX321UspnG6dB97w3AaSrYaQiCTI/1bEN6p+7ByDbCx/96EeVcSg3lELlVoqUOcP5vMcZN0ba+ykYe7ba5xgOSd8Ukt4p5FkPjd5B2I5FScEQh4CvXxj+v337dtWG/lmzZo0iMfA7TVhUN00tkPP4g6lveBQYh0+hHQoTuWtaiEcl+33h5a42XYtP3zlEXTz6SH6+OKbXyBdhZ2sXYSJYQhSVcY7ruwbG/fJ5yGx9XqWZQRK+snO7UsNrVKRSMGXyZPVeff3rX4c//OEPcPzxx8PEiRMHFZlH+KK+EKa0UiEOfv5Z6Jhh2s9ng4t1hksI/OhAudlqm6NJP48mst4URW0qcGh6jzRRryPJ0Dnd19cHW7ZsgdbW1kH56V+rH9EL+eo6ePyv98ORb74IurN5GL/PQdDd2wfLfn0dHPK+r0NN87S97ApPcUMdnj6iVcM11tJ9bOpq/r8tYowT0i4nskuNbCM/Tap/qg53kfQhNpFeK9p/U/oWem1pPylpbEuVxlMU8TQ8NrLZpd5G0O9NynCTMCGqjfU5hGwiCq5QN6WmcznQTecUcn/pfvS8ozgd6PaD+lDfBCt/fCUs/NcrYVxNtSLZe3duhlSmE56870/w+sXHwbiagVoUNJoOxwP8QYf+pEmTVPq6U045RQlfcIzB8UQ7GdFRGBqdbiPgEdwxj3A5MgUDEEJ+FE8cSj2BjapAHwplb9S2baoh1+e2UP6oxxlqIpAfCyd11157LTzwwAOQq5sI3QeeBv1VdTCU8CkUisk1T5HdsAxqX34U6mpr4KqrrlK5jEvlRCoXYte2+E663eFAOd0HQfIoV1sdQnwV+30IUcbJOIQpPN9lJxG29G1JptPAfPSrV6+GBx98EK644go48aSToD+ff22DyirI1qGKfoCkz9dPhv6q2thEfJRIMBdZUKyTOcR2mvaJkpc9pA9R08PwfXnRuijwkfohSrwQFX1oXwrq974uyG5eowh4FAJkWzfA3x8byMeKi+MJE5pUrvcFCxaon4MOOgjq6uq8EaxR5pyIOGMBf09NtSdcDjUaYeMaY4pNF4dtSIG48ke52moTQe8qTBxKYIWIZPR+WCwdCbatW7fC8uXLlWMa097g//iz4ZVXVLornaueFnvuzvZDPl0HTzx4Jyw6653QX1UPT992Axz0L5dCw34LoX3LS/Dcb65Vx+EK4JDipK7x3FYA0zWGu9rWxUdpW3RbVx9NEQLUKUFz6qt7RYqjmtr32USTI9mWH51uS7fn14AWX0WYnBWmexUSIRA6n+DKeno9TQXOQ0GdQnupwg2pZ/izZSsOGyJucBH7ruvBnxFXuqPCsS64Ep77/Tdg4cX/Aam+LoBMFzz955vUNocf9XpoahhcqF1DO+PQgY9E+9SpUwf94D6HHnqocuyb6k3puTrCl8qag35nEt3w1F08nY1gMISQH0MThyRVr3EWCCMx9YVNGT8UCvmhJC5tx3rhhRfgT3/6E9x6660qH+/OaUdD9ZTXBuhQRFXVFavyi4Lci4/DMzdfr/6+5ZZb4LzzziuZyjpUFTYSjBLty3A56wSCUqDcbHVce5X0sThRhggp4mqyo4iQ6JskHYO47+zZs1UBWSTqn332WVi5cqVqW6voEfma8dBZMQ6euut3cNg7PgNV0+YVVPShC3gbkW/K4RvVNtL2iiWKbW26nBFRU/X4QsJtMKn0bG1HObco33ECJXI/8jnIbHkOlv/yWjjytPOhvr8b+tpbCyQYEu3z5s2DadOmqQUrEvAzZswoKN9DUQqBQOj3ocVbbc44W5tRFv98G99xBOWBcrPVFCYC3pa2JnQdbXsneQo4Ddfzj3nqMaoMI6GxqCyq6pGwX7t2Lfzwhz+EN7zxjZDp6xuUEocq7g86/ChY88yTsOiMt0FN83To7s2qOi67WzEtzresY2aIndRw5VDn+5iOwxXJURy/tigqW6FQEwnsciLYVOi2tDD6WvI+Ivix+TGoIp1eCx4B4Muf7jov+p3ukyn9kS3iIOSYpugGU2FUl3OBO+J5gV7+HLgKw9Lztd0b272lfTjw/P+A8ZOmQaqvQ6nbK3oHfqPja/k//qZqRtAc7lrhnslk4KmnnlI1Yw444IC9CPfJkyfDj370I7jsssv2KqhqmltzJ7bJgc73R7gEqrp2FSf649TEGssQQn6MTByKRdKqtlIi7os/HAOGzSEwVMfC80VSHid73/zmN9UkDEOi0jMHigb5wEMIo+adjaPyC26vPw/Vm56Gmk1PQ2VlpVLGH3jggZEIdkSUqIYQsgtRzDOWFCkX530eqe+8QFCutjqUkC5VRIvpOAheCNY2TiSldtUo1gabxjZUEqKKHsl5JOnxZ8OGDa+F+dc1QGbCLMhO3A+yE2ZBb8cuq13y2Se+QI4a2RWi6vbtO9REON0PEZfQ558X45yPKg4w5Yu19aO3dRPU93dBetdLUNW+EXq6OtXnuJhubm6GQw45RKWaOPHEE9Wcg6rahsqGJjmf1X02FWk2zSMQIWOY6TtESFouDZmPlDfKyVZzUFLKRHJFTSHHVaa8reuvv14Rb766LCEOcjwWqmrxumNB9erqaqWqR9t4zTXXKLVtQ0ODIvG5KreQHq5xIvRX10O+uv7V3w2F/3t6e6C/sqZQdN1HgrsIXJ94y1aPxVSDJWqOdhNM+/gcAfwzTtraFPq2a2ZKc0MdHSFOEpfttc11uGrfld4GEZoXX5+/y/7S86J9tO3Lj6+3o9efO0d80QM8+gFx6CVfgYq+blj+iy/DEed9WKnb66oqVT53JN33bN84KKUURUNDI5IVcPjhhyuCHecN6ET7+Mc/roh4/Hz9+vVOO6dzuuu0M7a0c3HWGaYxSYN+x2vWIPjxJaLNDSHkx8jEIQn4JtpRiM6hUIQXo5AfDvgWUKXoGx+sFy06Uj3bvTOPhL7pCwuTKQ5uBItRARYLE4FRke2FCTtWQLp9E0yfPh2+9rWvKYVk1KgOX47VqChWIV+KRfZwHFsgKCXKyVZHiVRxEWFJw0YO2NJcIOL2yacqjAqT6ocCj4PFMq+77jpIpVJq4YOLBYVUGjIT9oHOqiao3OcwlfImZJFebMRYaN7z0H192xWTKsZ3fERSbXI1WpRzjOIUcN1f1Y/6CZBuWw+5jcvhyXtuKyyuUaH2+9//Hn7+85/DySefrJTwNO+7zXlVSmdaqJM91AnvStWYRLSorf+mz0UUMLpQTrbaBBdhFUJ6IahNt+WUpznnuZPc1rZN5cqP79oe1080DQ79wc/xB5X4GlrZi8AoIY0j33yhKkQL1bXw9C0/gMPe+VmomjQbejt2Q03TlMJ2oQp5rk52bedK22KCKc941Chul6LeZNsp0W2yQ7bipSZluAkmNbePALeR9TRv/dQjT7VeR9O1cTkXbE4Vm8M8ZM5hKuxKc7Ob0i8hCn1smDCgaO/rhMzOjQB93VBXjWR7B/S1bYdUpruQu52nlMG5JeZtR5Id1e8HH3yw+hvnCPgbCXidqk5Dv3+2fOu2MQVJeb09d/aFONJdx/DZbD428bFFzx0Qwh/YIYT8GJo4FAvXYjx0kTGSSL0klH2l6FNUZVGSx+7q6lLqCPTQolKwe84JAOmaWAvvJMn5UBUd/p/qbFXh47hgRpXHpz71KWhsbExs8TjcC8LhdhqVikgYSQ49QXmjXGx1MZFnw+HYjqt+LaaYbWjfTCQJwqSm5eeBzlrcbunSpeoHQ/pVypHFx0HltAMgO3F/2LWnC5773Tci5V/32cCoEWK+70JJ6GJU+C64iufFgamfiJDzs20XSuQoZHsVCV+18yVIt29UUXcIXEi/5S1vUQp4XIDa5gmuHO1Jw6Uwj9I/W9uI4Zi70/OKOkYIRj7KxVZz0HcqzrpCg75TlFSzHYfv4+sb3c82JvC/o9jjfD4PbW1tipjHApEXX3yx+vwTn/iEKjqLPzt37YLenp6CShih89mjnT3sdccrQhQJ+3/e+Rs44vxLoWriTPU9kvboFA9RXSNMjtUopLUt7YmviCsvbmvLO+47fmhaHNO+oan2dB9sKWxC1ts2gtz3t+l/lwOEHjfq9TRFXAxyvs+YC307NkDtuHHQsf5ZWHXnTbBgyVugecJ46G3bBnVpgIpcn9pPP6tU5Y5F15FY5z/opMff+D1G57vGClv0iitSxrdeoNuaomls7Uddg5uOw/k06hSIUntxLEII+TEwcRgqwjiURECMlBdyOBcaUTFURCQ+31/5ylfgH//4h8or3zX3JMjXTxq0TQjRkNRCP8Rjr4x42zZo6N0B4zb8A3q6u+ETn/g4vO1tb4ucqzUOypkkHu6+l6tDTzByUU622qUKjRuFU2xbcQm8JPvs296X+oIqCSmhRxU8pmNqcv7mm2+G5StWwPqXXx74IpWGPekmSM86VDmrOUlgC2kOzTfvQ+iiPERZz8O946SEcfUPUaz9N5EcUdTuJvLetbD3kfDz5h0AJ510IixZsqTwXPngU5ZFUaGFvNO46OWF05IQ0oT0sZSgKjyx/aML5WSrk7CFpuKHlLCyKWNdbfsIv5B5NScEfWS8a47Az+H5559X+a9/8pOfwKxZswrKevx55pln4M9//rPazkTW42eoUkayvr+6AboyefjnHb9U22F61aqWWWq9t/LHV1qJ4hD4CG1vGjND1DjCRTy7+kD3taW/iaqQN6W7iVrg3UW6m+w//Tt0TmJT7vPr6UR/XhVX73x5OYxvmVpIHzOgbH+VbM++Fs2BwDEIxyIEivg0wd7R0QGLFy9WzqeWlhZYtGiRUr5XVe09B+SIEo1iem+1TTeJR22CHr4tV8/r9FeXXnqp+iwKWW6KmNPHSSIibyxDCPlRPnEYSRgqMi3OS1/uA0XSRAganp/97GdqAtVfkYKefY6BzJT5xhQ2Lm96KRXygyYDrRth5Y1Xq8nbtOnT4fPXXKOKpAwFhoMkTup5jRq6VioUq5CPSmYIRjfKyVabQswRUVXjLgWNKxLMtIC3qXBG0nsWhYTghJ4rlyXflyrnXybkfGbi/tA37VDI1zZbFW4+G+hThlGELkh9anLXgjyOIz1UFVfqNDW8DZdaEsHbSnXugOoty6Fq18sFEh5JJFTBh5DwUW2YaWHucjD5Ukf52kjKvg/n/Fps+ehDOdlqCp8tdDnBTKQ7fvf4448XVKZxxhJE6Lhi62ucfeKkuqPXT+/z6KOPqtQemqzHui87d+6E3t5e2LptG3R2dAxKi0PTg3Rn+6F6whRVsL0L/26ZCf014yE/rhH607XW9KsUUWxW1HVvUFq0V1XrptQ6dK7AU64UU6cm6dRvtL+8sH3U/jm/6+8HyPVCqmcPpHrbIdWLv/dARU/7q4VTu1RudhPwudH52rWanavba2trB+VnDxFz2GCKcrH9T0GddJgbPmoUnm1NYDon/XcIoU5T4Nj6bttXbLgdQsiPgYnDSEKpX8Y4i5KRiGIWd6EI8YriBPHLX/6yeuazE/aBnv3fCP1VA4YqSSV81MU7PW5dRRZqX3wIettbFSH/n//5n8qLPZRIQoE6XA4A12I9SjqN4VTPRSEzBKMf5War6WSV54yNGjmCML0HCP4u2GwAX0CELtCHI6WEiVCwTfx9EXG2tjRwIYOkPIbe65zzqJbvm34YdOVSsPJHV6jPothDvQBHhIach7bpU/xFTZnDkXTKG5c6Lo7T36dIxEV95e5XFBGf3rNFfTR37lxYuHAhXHDBBTBz5sySKWajvGMhTjPTdkkj7nmWyulfTnN6weiw1aGw2SEXYW2r0+A7Dp8zUAIvikKeE24uuLbxRe+Eri34dphSFYl6tL/pdFqlVqVq+82bNw/KZ19AKg25mkbI1zQWSHr8G8l7VN1DKhXJ9iXhbPY5yREm24ygUV6m7ZJEHCd7VBW+T+U+QLa3K+Hd03/+KRy95M1QV5kvpJOhwLztmmzXedo56Y7FijFy3iXqQJiiVoq1Ob45pmnO6XLS+dbvtjGFvr++ebGpPVMBWd85xxnfxhKEkI+A0TpxGG0IMey+7YcTUUnEOKRjFAIFcwB+/etfH0hhU1UL3fu9AXJNsxJTwsdd1Pfu2gqNHRugZssylaftve99r0pRg3+PZCRBEoc+s0lMHkIVeMNJfI9ER4Fg+FDOttq3SLBtH2Vblw2w2U9f20OZI9KkMqILfd/E33U+VP1DxzSal37dunWqqN2vfvUrlTcXkaufBHvqZ0F2wsxBRepCFuIIWmAsSl5X/p0r7D1EFRcVw9Ve6LzB2F4+B+mdL0D1lhVQ2b1LfYQh6Zj/uKmpSRX8jauCizr/1AghwUzHG2rwfvrmCC4VXRTHQlSiX1AeKGdb7UOc57uYCBR9PI24a0KfHY+7RqV94oSgy1kZ+t7ncjlVoB3J+o0bNyqCftOmTervjZs2FRT2g1BRAXlMhZOrgCfv+xMc8S8fgOqWfV4l7cfvlZouaSc0bTfUPsdRncftT7FqeW9f89kBZTuS7oPU7vi7oxCtpoHRERhFgY5zdJjPmDFj0A8S8Hj/feAiFlvEGY9mScLumgQ4NkdVMceMOqb4FO+6Ha6wF4V8MhBCPgJG88Sh3FDMpIV/NhIn9UOhuI6yD+bVvfXWW+H73/8+ZDIZ6JsyH3pnHaOUB8OxqK/o3g21LyyFyq5WZZQ/97nPqQrmQ4mRruwqxbMtxLegHDBabXXI4pRu41OxIWzt8e+i9M83vhWzwEDQxb3pHIohNlzqJVOO7lWrVsGvf/1reOihv0J/f14t4vumHQKZSQco+2grqGYqPIa/EVHTs5jy2ZoW00Ur1kpI0pdin72+z/VB1bY1ULPtWZVTtjKdhjedcooi4pGET+L5jCP8GKp5aLHzDu2U0k483/iTlKJ+uCICBKXHaLHVLqXqUIpFtI1ExLF/iJCxKI4DUffJRYbGGTNC+o7fY5FNTdDjb/2D/+/YsUORvTQNDgJFaPnqRqKqb4SevizkaxqgeuI+QalwhsqZnVQfokaq2b5XZHx/v4ocPOztV0NtTRr6Wl+BuqqUIuAre9uVAt4EdIxTwl3/vX79ejjrrLMSsZWhCnnbs5kkOW/7P2nEdXbx/aO+/wI/hJAfgxOHoVDTlhJJL17G0qS+2HPFa/6lL30JXnjhBcjXNkE3FnwlOXSHAunta6F2/WPKs3722WerwiQ639tQYaQ6csbys13s+Y/1azWaUK62Og5pZyPAdPi6KQrKRxwi4o5vJuV9VJLOd/4USUcbxR0H8Hqjcuj2O+6ATF8fdGf6IbXvkar2Sk/Xnr0KltnU6/TzUPj28+WVj3qskLyzocVqef+KSaFja7Mi0w2N3VuhevsaRcrX1dXBOeeco0KujzrqKBjqqBZfG6VAsWQCVQzSEPpQ51vI8UzbFuNgE4x8lKutLjY6bCSvY0Pe6bhFbfn3PqdeaH/pvCfKfEcD89Rv2bLFSNbzVDiFgrOLj4OqpimQr52oIuTwJ1/fEiRUi0t6J4kk7a5u67B3fEalk+nb9iL8885fw+uOfQNU5DN7FepFG4xqdhPpPn36dPV9yNyy1GJF2/zQJV4ZSbbKNvdG2NYTCJtzsRx4j3KFEPJjbOJgQ7Ev2lC/qCNpwCsXJHWPcOLyox/9SJEPOPHo3vc4yE6al2hfjZOCXBbGrX8UqnY8pyqgX3nllYUUAsVgpC6gBUP3vMtEY3ShHG11yGIjlNRC+FQsPoVL1ByxfF/tDDAVwrIp3HyLex9RV8xCPqmxvK2tTaV4+9rXvqYWnuPqGqCvZZ4qANs/bnzsQqUuhISTJ7HQDw1bp7nbEXFC8JO4Tpktz0PV9jXw1F2/VfcCF/wYfo6OfFREJlH3oFS2o1Tq2VAVqm//pN+zKMp4wehBOdrqELsdxQEVZR9XH4byPUky4seVBitKfxClSE2LqXDQXlCCHgvQ6tQ4nZ2dajulsK+thdy45lfJeSTpJw+I1gx56otNC5MEYs8L+vsh1bMbUp3bobJzh/rJ7NwI42qqC5vk83mYN2+esrtIsuuaLEcffbQztUxSUSVx3osoDiLTMzeS3kXfudjm4XFqvoTeF+FN7BBCfgxNHEaLQl4AI+IePfzww/DVr14LnZ0d0DfpQOjdd3FiKWz45GRcdTXUrbsfUt27YMGCBXDNNdcog14sZME3uiEK+bGJcrXVSeRhDyX2Qwo4FVMvgp4LIq7izkXUcRV+MSRjUtD9uPfee2HPnj1KUYwLeUSmeV/om3YY5BumRE+34kFo7tli1XhRcrwjQhwFppQ7sRX9/f2Q3bgSGjs3Qrp9o/po0uTJ8IH3vx9OPvlkqKqqCn7fklpkRrVDiDhEQtRjFHPOUVGsQl4wOlGuttpHrCdBBBbTh+FGlLGT2vJiroNrXIvaTuh8Zd9991UE/dKlS+Ed73gHvPvd71ZKeyTnC0hVQq52InRCDfzz9l/AYe/6T6iaMseY7ia0VsyQor8fKvo6CsQ7kvDprlaAXKawCZLruCbHqDNMH4s/s2bNilzTbSREjthU5SFOgqSewSh99UW7FnP+xfYhznZjFULIj7GJw1BhpE0OBKUBTkQ+//nPw5o1ayBXNxG6556sVIBJAScg9dk9UPvyw8r4X3DBBfChD31o0KI6SeMbF/K8F4fhJAEEow/laKvjqk/jEvvFkIg+hXucc4l6PNM5xlUcloKU1+2hug77innmMd88ItswBTLTDoNs02zrojxppZwpl/1QqPHiOAq0yj4k5U1h33we0rtehPwLj8ETD96tFPHHHXecKvSOJEGFJdev7ZmJqxQzbRdalyHKtqF9jUIWJrlgjvvuy6J9bKEcbXUIhnotUs5zXVOu7jjXLomxKwq5aBtr0ea//PLLal28evVq9fP8unWQy2YLeer7K6shV9fyqpJ+svrdX11vzUk/lOp5TPFGle/4U5F9zcFQUZGC/fbbt0C8408qlYIDDzxwyG3HUCCOrS9VdFvod0NtR0UhXzyEkI+A0TpxSBp8IBhqj6FgaNHX1wff+9734LbbblMV6bvmnAi5plnFN9yfh5r1/4Dqbc+qfHJXXXUVLFmyxLr5cC3kZAE5Mq+f3Jexi3Kz1SabWYpFTTEh8VGIxKEah5MIm49KgsYFFkZfvnw53HDDDfDss8+q//PjJkDf5IMh2zJHFY8rtRouCYV83GNF3TdEWY/A7Y44530wvnuLUvEhMbBo0SL48Ic/DAcccEBRId42x1JUsj6K6j3u4j/KojzK4r7U5JgtAkbWC2MD5WarOZJ8Vouxz+WuPB1JwqhSjD+4Tsbaa5qgxx8k7XEeoIFzACTmMxPnQrZ5v0Kam5Kr5/v7obJ9o0oHW9mxDVJ9Ayl4NDCvOyXf0a6a6rbFUVaPhmiQUvdtpER/CkoLIeTH0MRhKMGVO4iROFkYqwNWKc77vvvug29cdx309vZB95wlkJ04cN9DMWhC0Z+HcS/8Fap2roM5c+bAF7/4RZWLeKTez7H6HCUFUcgLxrqt5jYzJLd1VBVqscVUQ4lEX376KMeOq/AP3UZvhyg1qaGvJV6fxx57DO68807IZDIAFSnITJgFmckHQG7CPur/coGJCAgt7GojEbxFandtgZU/vgqOOuUcSHdsVYpDzN37lrPPVlF0rnR2Ucl0W7RJCKmvUQqiOUToUqw4ptRjRineZUF5oRxtdSmIsmJJdXk/yg9dXV3w3HPPFQj6VatXw5bNmwvkfN/kgyAz+SClnPeR8bHU89leRcJXb18NqZ529VFLS8sg8v2ggw4qyXs5VLZlqJCEIztK+4LRByHkx8jEYTgxUhXyI3VgL+fzXrlyJVxx5ZXQ1dkF3fu/AbKTzAo154SicSKMe+FBqNr1Ehx22GGqOF59fX2i/RQIBKMX5W6rsWD2RRddFLkI4lApkpJQpocccyhSa/B2h1LVj88nOrLvuOMOtTDXC/FMy1zITDpAFYMbqryxcY5Di7eaUs7YvnORCFZyAYvIdbVC1Y61kNv4LFTk+hQRj3OE008/HU466SQVSUfhIs2jqNCjFn6lDh5EqaK/ojjtQsUxSRELSTsfxuJcfSyg3G11HFVwKQqPCkYHsEjsH/7wB7j99tuho6NDpbDZU9UCT91zMxzy/uugpmlK0fZb2dGtq6B65wsA+SxUV9fAqae+Cc4991xrVFkpMBJsSxIwOb7FXgmiQgj5MTRxEIz8gX00nPfatWvhk5dfDnva26Fn3+MgM+XgoP3UhKKxGWqffwDSuzfAkUceCV/5yleMoXECgUAwGm11qRTyUftQDOGeVPi5LZXFcDn5S2k3161bp4j5u++5B9p371afdVbUwhNL74RDLvkq1LTMhFIhjsIuRAXvywPvUsjrzzGfbbp13UA4ffculYP373//O1x77bXwzne+0xo5l5R6NVS9jTARbKbPh6sANO9PaDSA7fi6CONQvIc06maszttHI8rZVseFPL8CH9DO3X///XDrrbcqZz3+X9U8DTJT5kOmZZ5KDxsJ+Rykd70E1dtWqbQ0iBkzZ8J5556rHNqNjY1yU0awQl4w+iGEfASMxYnDaMZoGDBH6jlgrrz/+OQnoW3XLuiZvRgyUxf4d8rnoPa5uyHdvhkWL14MX/jCF6CmpmYouisQCEYRyt1WD+e4HqLgK7Z/URTKlDzUjgoXaViqnL5DpXrCFDY6nc2jjz6qwtrH1dVDpmm2Us7nxs8ESFUGtRVFNReSnzZKDnqfQt6JXBZyryyD+r6dULX7FZXCDgu5IyF7xhlnqLD6ysrKxNOcxM257lOej8SUbDZVX4gjUBP3v/3tb72RPEmA9g0dMKI+HDnAQtU4V8ffeG8++clPwsknnzxmbLVAUEpgjnmsOYM12h544AHIZrOKjO+bdCD07nO0fy7Q3w/VW5ZB9dZnlXMbi5sfe+yxSg1/9NFHq5orgpGHkcrtCEoHIeQjQCYOowejIaRopJ/Dhg0b4N/+/d+hdUcrdM4/C/IN5lA7DVXAdesKOOGEE+Bzn/ucWoALBAJBVIitLg6lyHGbRDs+h0CSNtFEUA71Imnnzp1wzz33KOW8Vjf3p6sh07SfqtGSGz8dettbI6WEMW2nv/flgw8l2ENzyA9CPjdQWK71BchtXgN/f+wReP3rXw+HH364IuFPOeWUgoovCnEeVbkWRzXuUsKP5Hma6VxDVe+ubUvxntD7gBhp13KsptdYuHAhnHPOOfDBD34Q7r77bvjyl7+siMPQFE9iqwUmCCG5N3bt2qVS2WBKm23btkFm4hzombNEpbWxoXrjU1Cz6WloHD8ezj7rLPWuTp8+XR66EYyRPGcQlA5CyEeATBxGF0aDwR/p57BixQr42Mc+Drnqeug85FxrmF1l+yaoW3MnzJ69L/y//3eDyg0rEAgEcSC2euTYm6Ei7Ipp27ZP1LQgpTovPD4q5zGE/b777oft2wdCzruz/fCPhx+ChW//FKSnH7zXwtynkKekPcJG4NsU8jagOr66caJ/2/48VLZvhvTOF6Gq7SWoyPapj2fO3AeOOOJwuPDCCyPlOjelOComt2vcHPK+vg4l4uTLj5oKZ6jIhKQidATJ4Morr1T1TjDdllbannXWWUrFe9ddd40JWx0n2kvgv1ZCSNrR29sLV1xxBSxbtgx6px0GfbOOMW5XtX0NjHvpYZWa5nvf/S40NTXJo1cmkPFi7EEI+Qgo94mDQDAc+N///V+46aabVJG6nv3fuPcG2V5oWHkbpHO98P3vfw8OPPDA4eimQCAYJRBbPTJQygJ2SRaftOWqD2mXF80sVQFP3W4+n1ch7EjOoxJ18+bNyoHdX10PmYn7K9Vcvq7FqZqLopCPCp2qxqqO7++Hyo6tAyT8rpdUGD1iypQpKtUFKuHnzZunQuujwuf8iXOPynlhHHq+nOgu9t0qtcNNyLqRgWOOOUbVerrhhhsKn33ve99TaWuwICWmlRrNtjrK+yXPbPRrW67j7lAA35vLLrsM1q9fb0wLW9m2AeqevxcmjB+v3smZM0tXg0YgEBQPIeQjoJwnDoLSQyYQZqBaBicOq1evhr4pC6A/PTgvfOWeLZDes1mFvL797W+XR1UgEBQFsdVDC1/KjqTT3xSrfHb1MYoTwdSPUih4be3lcjl45plnFDm/dOmD0NGxR32erxkP2abZ0B+18FtC2L3tFZgwZe9iqxXZXqhqexkq+jrV/83NzXDSSSfBQQcdBKeeemqkfLbFOGDGEtET4lByvTsjkUwca/dwpGLatGnw4Q9/GD7/+c8XPrvlllvg/PPPh61btyonm0ndiz/UVs+aNats19WikI93PUpxjYcKI6U/W7ZsgY985KOwa9dO6Jt6KLH3/VCzdQXUpCvh29/+Nhx88MHD3FOBQOCDEPIRIIt8gQ0jcdEykvDKK6/ABz7wAejuHlDDcSxatAj+67/+K0hRIxAIBC6IrR46hBS1tO03EhTyoX0LzVs+XHMBTGnzxBNPKHL+r3/7G/RYbO1wo6GhEU48cYlSw2N+eKw1E0e1LvOt5BA1r75AgJg8eTL8+7//O1x99dWFC/KXv/wFzj77bJVffsaMGXtdKCTvsQgsR7kS8oLSjssjbawfaf157rnn4OMf//hea2t0bmM9h+OOO27Y+iYQCMIhhHwEyCJf4IIsWvwF6nDxzYETh/nz50M6nZYHTCAQFA2x1SNHIT+aUC5qSFSgrl27VqW3GUlAG48p6XjB9iTz/gsEgqEBKm/PPPNM+OY3v1n47Kc//Slccskl0NnZCbW1taNeIS8YDFHIj4y1NUanSPFWgaB8IIR8BMgiXyAQCASCkQ2x1QKBQCAQlA7vete7VEHXRx55pPDZhz70IfX/8uXLg9oQWy0QCASCsY7whI0CgUAgEAgEAoFAIBAIxiyw7tPf//53uPXWW9X/Tz/9NPzqV79SeeUFAoFAIBCEQQh5gUAgEAgEAoFAIBAIBF688Y1vhO9+97vw7ne/G6ZOnQqLFy+G973vffDRj35Urp5AIBAIBIGQlDURIKF1AoFAIBCMbIitFggEAoGg9MCc8Js2bVJFXhsaGiLtK7ZaIBAIBGMdUkVRIBAIBAKBQCAQCAQCQTBqampg//33lysmEAgEAkEMSMoagUAgEAgEAoFAIBAIBAKBQCAQCIYAQsgLBAKBQCAQCAQCgUAgEAgEAoFAMASQlDUCgUAgEAhGFJYvXw4vvfQSzJs3D+bPnz/c3REIBAKBQCAQCAQCgSAxiEJeIBAIBALBiEAmk4Hzzz8flixZAt/61rdg8eLF8J73vAfy+fxwd00gEAgEAoFAIBAIBIJEIAp5gUAgEAgEIwLf+c53YOnSpfD000/D7NmzYdWqVXD00Ucrgv6SSy4Z7u4JBAKBQCAQCAQCgUBQNEQhLxAIBAKBYETgZz/7GVx44YWKjEdgupqzzjpLfS4QCAQCgUAgEAgEAsFogBDyAoFAIBAIhh2YlmblypWwcOHCQZ/j/8uWLbPu19vbC+3t7YN+BAKBQCAQCAQCgUAgGKkQQl4gEAgEAsGwo6urS+WQb25uHvR5S0sLtLW1Wfe79tprYcKECYWfWbNmDUFvBQKBQCAQCAQCgUAgiAch5AUCgUAgEAw7qqurC8Q8RUdHB4wbN86636c//WnYvXt34WfDhg0l76tAIBAIBAKBQCAQCARxIUVdBQKBQCAQjAhCfp999oH169cP+hz/nzNnjnW/mpoa9SMQCAQCgUAgEAgEAkE5QBTyAoFAIBAIRgTOOOMMuPXWWyGXyxXyw//xj39UnwsEAoFAIBAIBAKBQDAaIIS8QCAQCASCEYHPfvazsGXLFnjrW98KP/zhD+Hss8+G/v5+uPzyy4e7awKBQCAQCAQCgUAgECQCSVkTAUgKINrb25O5+gKBQCAQFInGxkaoqKgYFddx9uzZ8NRTT8H3vvc9WLp0KRx77LHwi1/8AiZPnhzchthqgUAgEIw0jCZbnQTEVgsEAoFgrNvqin5tDQVevPLKKzBr1iy5UgKBQCAYMcBCpuPHjx/ubowYiK0WCAQCwUiD2OrBEFstEAgEgrFuq4WQj4B8Pg+bNm0ShYNAUAQwwgQdWxs2bBASUSBIAKK6Gwyx1QJB8RBbLRAkC7HVgyG2WiBIBmKvBYLytdWSsiYCUqkU7LPPPqW7GwLBGAJ6HkXVKxAIkobYaoEgOYitFggEpYDYaoEgWYi9FgjKD1LUVSAQCAQCgUAgEAgEAoFAIBAIBIIhgBDyAoFAIBAIBAKBQCAQCAQCgUAgEAwBhJAXCARDipqaGrjmmmvUb4FAIBAIBCMPYqsFAoFAIBj5EHstEJQvpKirQCAQCAQCgUAgEAgEAoFAIBAIBEMAUcgLBAKBQCAQCAQCgUAgEAgEAoFAMAQQQl4gEAgEAoFAIBAIBAKBQCAQCASCIYAQ8gKBQCAQCAQCgUAgEAgEAoFAIBAMAYSQFwgEAoFAIBAIBAKBQCAQCAQCgWAIIIS8QCAQCAQCgUAgEAgEAoFAIBAIBEMAIeQFAoFAIBAIBAKBQCAQCAQCgUAgGAIIIS8QCAQCgUAgEAgEAoFAIBAIBALBEEAIeYFAIBAIBAKBQCAQCAQCgUAgEAig9Pj/8JIq/h7ZDzAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.var['mt'] = adata.var_names.str.startswith('MT-')\n", "sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], inplace=True)\n", "sc.pl.violin(adata, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "code", "execution_count": 4, "id": "f0caa75f", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:23.185080Z", "iopub.status.busy": "2026-06-23T18:23:23.185005Z", "iopub.status.idle": "2026-06-23T18:23:23.321783Z", "shell.execute_reply": "2026-06-23T18:23:23.321392Z" } }, "outputs": [ { "data": { "text/plain": [ "(2698, 13714)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msc.pp.filter_cells(adata, min_genes=200)\n", "msc.pp.filter_genes(adata, min_cells=3)\n", "adata = adata[adata.obs.pct_counts_mt < 20].copy()\n", "adata.shape" ] }, { "cell_type": "markdown", "id": "1bc58cb1", "metadata": {}, "source": [ "## Normalize, log1p, and highly variable genes\n", "All on the GPU." ] }, { "cell_type": "code", "execution_count": 5, "id": "c59909ed", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:23.322960Z", "iopub.status.busy": "2026-06-23T18:23:23.322889Z", "iopub.status.idle": "2026-06-23T18:23:23.341742Z", "shell.execute_reply": "2026-06-23T18:23:23.341413Z" } }, "outputs": [ { "data": { "text/plain": [ "np.int64(2000)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.layers['counts'] = adata.X.copy()\n", "msc.pp.normalize_total(adata, target_sum=1e4)\n", "msc.pp.log1p(adata)\n", "msc.pp.highly_variable_genes(adata, n_top_genes=2000, flavor='seurat')\n", "adata.var.highly_variable.sum()" ] }, { "cell_type": "code", "execution_count": 6, "id": "6ddf1823", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:23.342887Z", "iopub.status.busy": "2026-06-23T18:23:23.342825Z", "iopub.status.idle": "2026-06-23T18:23:23.358923Z", "shell.execute_reply": "2026-06-23T18:23:23.358493Z" } }, "outputs": [], "source": [ "adata.raw = adata\n", "adata = adata[:, adata.var.highly_variable].copy()" ] }, { "cell_type": "markdown", "id": "0240ca04", "metadata": {}, "source": [ "## Scale and PCA" ] }, { "cell_type": "code", "execution_count": 7, "id": "65f2a3f9", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:23.360310Z", "iopub.status.busy": "2026-06-23T18:23:23.360230Z", "iopub.status.idle": "2026-06-23T18:23:23.441577Z", "shell.execute_reply": "2026-06-23T18:23:23.441134Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "msc.pp.scale(adata, max_value=10)\n", "msc.pp.pca(adata, n_comps=50, use_highly_variable=False)\n", "sc.pl.pca_variance_ratio(adata, log=True, n_pcs=50)" ] }, { "cell_type": "markdown", "id": "cfcbf9d2", "metadata": {}, "source": [ "## Neighbors, UMAP, and Leiden clustering\n", "`backend='gpu'` runs the Metal parallel Leiden." ] }, { "cell_type": "code", "execution_count": 8, "id": "9d82a2d6", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:23.443051Z", "iopub.status.busy": "2026-06-23T18:23:23.442944Z", "iopub.status.idle": "2026-06-23T18:23:27.180266Z", "shell.execute_reply": "2026-06-23T18:23:27.179665Z" } }, "outputs": [ { "data": { "text/plain": [ "leiden\n", "7 929\n", "5 489\n", "4 414\n", "1 348\n", "3 234\n", "6 233\n", "0 36\n", "2 15\n", "Name: count, dtype: int64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msc.pp.neighbors(adata, n_neighbors=15)\n", "msc.tl.umap(adata)\n", "msc.tl.leiden(adata, resolution=1.0, backend='gpu')\n", "adata.obs.leiden.value_counts()" ] }, { "cell_type": "code", "execution_count": 9, "id": "e0af3527", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:27.181766Z", "iopub.status.busy": "2026-06-23T18:23:27.181655Z", "iopub.status.idle": "2026-06-23T18:23:27.195483Z", "shell.execute_reply": "2026-06-23T18:23:27.195073Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color=['leiden'], legend_loc='on data')" ] }, { "cell_type": "markdown", "id": "d1da886b", "metadata": {}, "source": [ "## Marker genes per cluster" ] }, { "cell_type": "code", "execution_count": 10, "id": "40278e90", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:27.196889Z", "iopub.status.busy": "2026-06-23T18:23:27.196815Z", "iopub.status.idle": "2026-06-23T18:23:27.232140Z", "shell.execute_reply": "2026-06-23T18:23:27.231625Z" } }, "outputs": [ { "data": { "image/png": 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davcH0bZt29z111/vzjnnHHf55Ze7r7/+OtGbBAAAAAAAAAAAjlPmzJmtnfKECRPcL7/84ho2bGhfAQCJRUuCgHvwwQetjM/cuXNdpUqVXPbs2d3mzZvdu+++61q1amUL7kHUs2dPC3oYPny4mzNnjr0W9ToCAAAAAAAAAADB8M4777hPP/00zfvLly8f1+0BAByOgIGAu/DCC62Mz+TJk93q1avdX3/95c477zx31113WQBBUC1YsMCNHTvWXoMiDvX9li1bXMGCBRO9aQCABFPJOgXGRSpbtqy144mkgLMXX3zRKu6obc/DDz/sChQoEOetBQAAAAAAyLgULPDaa6+5Nm3auLx58x52/0knsUwFAInGnjgJ5MqVy7Vr184lEwU+5M6dO3xd3+/Zsyeh2wQASB9++uknd+qpp7o+ffqkOBZGmjVrlmvSpIn1xdMx8tlnn3WXXnqpW7JkicuRI0cCthoAAAAAACDj6d69u8uZM6d78803Xa1atVznzp1d1apVE71ZAIAImSOvIJimTp1qWfhnn322y58/v1UduP/++91vv/3mguyqq66yckS6bNiw4bDrAICM64wzznCXXHJJ+JK6fJ2qCbRt29Y9+uijrnHjxnas/PXXXw+rQgAAAAAAAIDYKVy4sOvbt6/7/vvvXdOmTW2u5qKLLnJffPEFbzsApBNUGAg4LXz07t3b9e/f38otK2ty06ZN7tVXX7VovRUrVrisWbO6oFGJor179x5xoQgAkHHppPLyyy93p512mqtdu7br0qVL+Hi3c+dOt3jxYgsa8OTJk8fVqVPHffTRR+6OO+5I4JYDAAAAAABkPFmyZHE1a9a01sojRowgKRAA0hECBgLu7bffdoMGDbL+P54yZcrYooj6Oav08sUXX+yCpkaNGoneBABAOqX2AzfeeKMFxv3yyy/uscceswoCH3/8scucObPd5kWwR9L1b775Js2f+88//9jFs2vXrhi+CgAAAAAAgIzh008/dSNHjnTffvuta9++vVu4cKErUKBAojcLAPD/EDAQcPny5XMrV6487Pbt27e7rVu32v1BdeDAAXfo0CGXLVs2t3nzZjd79mxb7Klfv36iNw0AkEAKlNOxITLI7Pzzz3czZsxwzZs3t+OHRD5GsmfPHr4vmgEDBliJPAAAAAAAAPjjkUcecS+++KK7+eabXceOHS3ZQ2sa3rpGqVKlXNGiRWP+dh88eNCSQ4K8ZgIAsULAQMA9+OCDrm7dum7u3LmuUqVKthiixfV3333XtWrVyp1zzjlx2Y4pU6ZYpmf+/Pl9+XkqGa1Fn1AoZIMJvU4NHFatWmXVFJ5//vn/j727AG/qfP8GfuPOhg939+Huw91lMGTogOE+BsPdXYYz3N02hrs7w91tDBnv9b1//5M3bZMO6JO0Sb+f6zoXTVJ60rTNeeQWISKi4Ml3IAAq6sSPH1+OHTum1w60KYBHjx75+LyHDx9KjBgxnH7dbt26Sfv27W23MYl0x4SViIiIiIiIiMhbYS0mUaJEWhkSh28//vij1KtXz2Xnv3DhgrZ2RhtnJIvUr1/fZeciIvJUDBjwcJkyZZIrV67I0qVLtffPy5cvJU2aNNKmTRsNIHCXAQMG6Ma+qYCBIUOG6IFgiGzZssm0adOkdu3aGgyBwIFhw4b52TAiIqLg6c2bNxocEClSJL2dJEkSDRo4cOCAFC9e3PZ5KHdXrlw5p18H1xVeW4iIiIiIiIiIzGnbtq0e7oR9ErRznjFjhvz5559Svnx5WblypWTPnt2tz4OIyFMwYMBLejk3aNBAvAn6TxcrVkxSp06tQQgIGoC4ceNKnDhx5NatW5I0adLAfppERORmL168kClTpkjr1q0lTJgw2mKgQ4cO2sKmcuXK+jkobYd+eOiN16hRI71uzJs3Ty5fvqzl74iIiIiIiIiIyPug+iSqE6NtZZEiRbSa5KJFiyRfvnwMFiAi8gcDBrxY7969pUaNGpI+fXrxNO/evZNQoULpx6FDh9bNHwvuR78hIiIKftB65/79+/LVV19JvHjx5ObNmxpYtmbNGq1AY+nXr59cunRJg8vQrgAVahBAgMo8RERERERERETkfRAssHHjRq0uUKhQIb0P1ZmJiMh/DBjwYr///rtG0ZkyceJE3ZhxBBn/ppUpU0bChg0r169ft30MuE1ERMETgsbQb65Pnz7aigd98FB9xlFgwYoVK+TGjRsaYJAqVSpbywIiIiIiIiIiIvI+v/zyi6RIkUKaNm2q60CoNPnkyZPAflpEREEeAwY8XJUqVWT37t0OH0M/Z9NloJ1dXPE8YseObexcs2fPllevXjl9HNmiREQUfCGILEOGDP/5eQkSJNCDiIiIiIiIiIi8G5JKunbtqseuXbtkxowZWnEALZDDhQun+xhMKCEi8osBAx4OQQHItMyRI4efx0z3aUYf6C+++EJbBLha3rx5XX4OIiIiIiIiIiIiIiLyPvny5dNjzJgx2qJg2rRp8ubNG2ncuHFgPzUioiCHAQNeAP2ZHWVZxowZU0s3m1KyZEmZNGmSZM+eXdzh5cuX8uuvv2oFhX/++UfSpUsnTZo0kUSJErnl/ERERERERERERERE5LlQUeC7777T4/3794H9dIiIgiQGDHg4RMZFjRrV4WPr168XT/XgwQMpWLCghAwZUkqXLi0RI0aUffv2yahRo2TdunWSP3/+wH6KRERERERERERERORit2/f1tLyx44dky+//FLKly+vh702bdrI+fPnfdxXokQJ6dChg79fG2vNCxYs0OS1woULS4sWLSRMmDAu+T7I9f7991/p37+/HD58WP/ds2eP/PLLL/p7M2DAAClTpgx/DEREDjBgwMPFihXLz30fPnzQC6PJ6gKWQ4cOyYsXLxw+li1bNokSJYqR8/Tr108rCixatEiDBiwTJ06U77//Xs6cOWPkPEREREREREREREQUNJ06dUoqVKggderUkerVq8uVK1fk22+/lebNm8ugQYNsn4cqtZkyZZIaNWrY7osfP76/X3vq1Knyww8/SJ8+fSR27Ni6Jv3HH3/IkiVLXPo9kevgZzdnzhxp27at7iPcu3dPqxjfvHlT6tWrp0ElqMxMREQ+MWDAwyEw4KeffpKuXbtK5MiRZcWKFVpa5+3btzJ06FBp2bKl0fMNHDhQwocP7/CxpUuXSvr06Y2cZ8eOHTJu3DgfwQKAgWDnzp3l7t27EidOHCPnIiIiIiIiIiIiIqKgJ3HixHL69GkJFy6c7T6sg2ND+Oeff/axVp0qVSopVarUR31drJ9369bNtrYOWNvOnTu3ZqXnyZPHBd8NuRp+ds2aNZNWrVpp8AeCTVA5AubPn6+P+65OQUREDBjweNOnT5eHDx/qIAmVBTp27Chr166VR48eadQloi1NZf1bEXrZs2cXdwgRIsQn3U9ERERERERERERE3gPr3r6hGgA2/F+/fu0jYGD58uW6IYzKAtgURqtbZw4cOKDr6pUqVbLdlytXLv2/GzZsYMCAh0KS4bNnz/Tj6NGj+0g6xO8KEjCJiMgvn+nb5HHWr19vG/icPXtWy/jny5dPB0QpUqSQixcviicqVKiQVhhAEIQ99KrCoI3VBYiIiIiIiIiIiIiCl/fv38uoUaN0DRx96S3YHC5ZsqQm0MWIEUOqVasm3bt3d/p10NoAEiZM6OP+BAkS2B7z7Z9//tHNaPuDgpbGjRvLmjVr5OnTp9reGNWY4cGDB3LhwgUpUqRIYD9FIqIgiS0JPFyYMGHk/v37+vHevXt9ZP+/evVKIkWKZOxcGTJk8FH6yZV69uwp+fPn1++nbNmyEiFCBNm/f79s2bJFKygQERERERER2fv7779l165dmnWIHsaO3LhxQy5fvixRo0aVtGnTum2OS0RERGb8+OOPcvLkSV0Lt7ds2TJbNQIEC6A9ATaL0cc+adKkfr7Omzdv9F+sO9uLGDGi7TFH7Xr79OnDH2UQFitWLNm8ebOEDRvWx/337t3TlgQYAxIRkV+sMODhqlevrr2W0Iqgb9++UqNGDb3/3LlzelFMmTKlsXNhIIYoSkDvnxMnTogrL+wHDx7UiFBUTsAAME2aNHL8+HEpWLCgy85LREREREREngUZZO3atZPkyZPrHHnIkCF+PgcL/3gMQQIIUMfH2DzYtm1boDxnIiIi+nRdunSROXPmyMaNGyV16tT+ti5AEhrKzx89etTh17KqE6C1rz20KYgWLZrD/4N1eIw7rOP69ev8MQZBqDZhHwiCnxXaNiMhkoiIHGPAgIdDtOTkyZP142nTpummOmAzH/eHCBHCJee9deuWLXjAVXARR8TookWLZOXKlRrB6SgalIiIiIiIiIKvx48fS6JEieTUqVPae9iRWbNmaXlazJX/+OMPLUlbokQJadq0qdufLxEREX06bNZPmjRJgwVy5sz5n59vBQL4zjS3ZMmSRf89cuSI7b6XL1/qGCFz5swO/w8qEyFD3f6goKd169Zy7do1W0vnuHHjSpIkSaRWrVqB/dSIiIIsBgx4gcqVK8uwYcOkWLFiPgIJ8ubNK97mzp072ofor7/+CuynQkREREREREEAFoBRYcBZNqCVWfbFF19I4sSJbfdhMwD3ExERUdCG6kATJkyQTZs2OQwOPH/+vGzYsMF2+/Xr1xpgEDNmTB/Valu1aiXDhw+3jR/wGG6/e/dO7xs1apSEChVKqlSp4pbvi8xD4iGSHRFMCj/99JMGi6IaBCpLOas4QUQU3IUO7CdAngWLMFhkuXjxou1jCwZUKVKkMHKeu3fvSps2bbQtQbJkyTR6FIO+n3/+WRo0aKBRgUREREREREQfo2HDhrJw4ULtZVypUiW5ffu2jB49WkaOHOn0/6Cqnn1lvWfPnvHFJiIicjNs9vbv31/XiHv37u3jMQQR4H6UoO/atas0a9ZMgwPR4varr76StWvXahVby65du7SKgOXXX3+V0qVLa1VbfI0rV67I3LlztV0ueabff//dFiTy4sULef/+vWTPnl1vI+ESvxtWdQkiIvr/GDBAH61Xr15y//59/RgLLM76PpnQvXt3ef78uQ76duzYoaUiERG6b98+HQQSERERERERfSxsAtSsWVOGDh0qly5d0up1CHjPnTu30/+Dtnh9+vThi0xERBSI0qVLp2XlHbE29rFuvGzZMg0IRKJbvHjxNAggZEifBZax1mwfQIDPQUsjtCV49eqVfP311xI5cmQXf0fkSmgTgbEe/Pnnn7ZgAXjw4AGDQYiInAjx4cOHDxKE4c19zJgxcvr0ae03hJJDyDy335xGiaERI0bI1q1bJXz48LoIUL9+/Y8+B7IEkCmPUoTsOxQ0oDQkekxa0X6ICEU5IWf9KImIvBmvU3zdiYiIODb4OKVKldJNA2QH2sOaQb9+/eTw4cNaghhLIehvu2bNGjl37pz2JP6YCgMJEybk2gEREQVJXDvga07/a0+BIIGiRYvKoUOHZNGiRZInTx65ceOGFC9eXFsSYA+JiCg4ePYJ+98+Q+yCGJSlR7T/tWvXpHPnztKkSRNZunSplCxZ0sfn1apVSzeXW7RooZnv6EU0aNCgQHveFHAoDWUfzYmPY8SIwZeWiIiIiIiIPhl6HmPhGMECECJECG1PcPXqVS1N6wiCCLCoYn8QERERUdCVKlUqOXDggFYsXrJkiQYLwK1bt2TmzJkMFiAi8sSWBOgphDIx6CWECAiIECGC9hXCGzxKC+3Zs0czz3ERsMrLYLO5Z8+emi0QKVKkQP4u6HOVKVNGq0rA9evXfdxGGSpkdhARERERERH9F1StO3HihI/7rHK1eIyIiIiIvEPq1KklefLkEipUKNt9OXPmDNTnREQU1AXpgIFMmTJJmDBhZPfu3RokYAURICMgduzYehttCDC5t+9FU7FiRWnXrp3s3btXihUrFmjPnz7f7NmztW+UMygxSURERERERGRVEPj333816eDt27eyYcMGzSArXLiwPo7Whsgwq1evnlSuXFlu3rwp/fv319tx4sThi0hERETkBdC+uk6dOtp2CntLHTt2lD59+gT20yIiCvKCdMBAihQpZPPmzVK7dm2JHj26Vg7Avzt27JDQof/31FE+EJUG7MWPH9/2mCOO+hBS0JIoUSJJkCBBYD8NIiIiIiIi8gCjR4+W9+/f24LLR40aJbFixbIFDHz99ddy8uRJmTJlisybN0+rGA4dOlTq1q0byM+ciIiIiExBtWq0uD527Jg8fPhQW1hXqVJFMmfOzBeZiMhTAwaQGdCyZUvJlSuXNG/eXAMG+vbtK+3bt9f+M+g5iMwB9BW0h8ixkCFD6mOODBw4kFFlQRwu4jg6derko3SQq1y4cEGDUJImTSpnzpzRoJSMGTNK/vz5XX5uIiIiIiIiCpi1a9f+5+ekTJlSgwSIiIiIyDshQLRhw4aSNm1avV2qVCltS8WAASIi/4WUIGzy5Mly//59+e2336RkyZK6gbxw4UJZtmyZbN++XT8HFQcePXrk4/89efJESxHGiBHD4dft1q2bPH361HZcv37dLd8PfTyUDDpw4IDky5dPzp0759KXbu7cuTpgyJ07t0ydOlUKFiyo5SurVq0qI0eOdOm5iYiIiIiIiIiIiIjITEsC+wRTtKjCfURE5MEVBhAIgBKCYcOGtd1ntR+wggRQVnDs2LHy+PFjiRYtmt63b98+/Tdr1qwOvy4uGL6rElDQEjt2bFm6dKkGiBQvXlzKlCkjESJEsD3es2dPW6nJgMLvz6JFi/R3CRUG5s+fr8ECp0+flkKFCkm7du2MnIeIiIiIiIiIiIiIiFynWbNmWrEakFg6c+ZM2220p2rUqBFffiIiT6owgEzvs2fPyqZNm2z3jRkzRjf7c+bMqbcrVqwoX375pfTv319vv3nzRgYNGqQbvcmTJw+0505mPHv2TN69e6eRgPYH2lGYguCTdOnSaTAK+liiBQbgPvw+PX/+3Ni5iIiIiIiIiIiIiIjIPLSfunr1qly5ckWPa9eu+bhdq1YtvuxERJ5WYQDBAD169JBKlSpJ4sSJ5dWrV1o+ZtasWZIoUSL9nChRomgmOt7o0brg5cuX+rkrV64M7KdPAYA2EU2aNJG///5bdu3aJcmSJXPZ64k+Rn/88Yeeo0+fPtrmAu7du6fBKPgdIyIiIiIiIiIiIiKioAtVqK1K1I4gOZGIiDwsYAD69u0rXbt21egvtCZIkiSJhA4d2k8lAkSKnTlzRqsPpEqVKtCeL5lRuXJlqVu3rrRt21ZChnRtIYxffvlFRo0aJR8+fJAWLVrY7p88ebJWtCAiIiIiIiIiIiIiIs/w9u1bCRUqlG1v4datW9KtWzetTM2WBEREHhgwABEjRtTy8P5BEEHGjBnd9pzItRo3bqwBA64OFrD6GPXu3dtPm4NevXq5/NxERERERERERERERBRwqFJds2ZN2bBhgyaXDhs2TPeXOnTooBWNq1WrxpeZiMgB1+/GEn2G4cOHa0sAd0Awyt27d91yLlQxwGDl8OHDenvr1q3admPu3LkauEBERJ8GwV1oH4OWMvZatmyp99sfRYoU4ctLREREREREROSlZs6cqfsKJ0+elE2bNkn//v1lyJAhsm/fPhk4cKBEjRo1sJ8iEVGQ5BEVBoi8BdprLFiwQNtroPTRtGnTpGzZstp6Y//+/WyBQET0CRB0tXjxYp3s/f33334iykuWLKntZSy+WxoREREREREREZH3OH36tNSvX19Sp06tt9GCIEeOHJIsWbLAfmpEREEaV84pyEL03xdffOHwsZ49e0rMmDGNnQub9dGjR3f4WK5cuSRMmDBGzjN//nyNbESma7x48eTYsWOSKVMmuXLlimTNmpUBA0REHwnR4g0bNpQlS5boRNARvHfj/ZaIiIiIiIiIiLzfP//8o60ILOHDh5dIkSIF6nMiIvIEDBigIAsXdlzQHQkRIoTRc7Vt21ZChQrl8LG9e/caC054+fKlxIkTR6JEiSIhQ4aUuHHj6v34F9mxaFlg+nsjIvI2eK9s0KCBNG3aVHLmzOn089avX6/vrwgIQ0Q52hbEihXLrc+ViIiIiIiIiIjcp1mzZtK8eXP9GG2A0abAuj1lyhSt/EtERD4xYICCrI4dO0qKFCnccq49e/bIV1995fLzZM+eXbp06SIRI0bUigLdu3eXFi1ayKxZs/QxBgsQEf23YcOGyYsXL6Rbt25OPydRokQyduxYKVCggFy7dk06dOggBQsWlCNHjjgNRkMUOg7Ls2fP+OMgIiIiIiIiIvIQQ4cOlZ9//tnp486qDBMRBXcMGCByo0mTJmmQAAIGduzYIa1atZLy5ctLmjRpZNq0afxZEBH9h4MHD8rgwYP1X2eVYaBv3762jxMmTCjLly+XBAkSyNKlS6Vu3boO/8/AgQO1CgEREREREREREXmeaNGi6UFERJ+GAQMUJA0ZMkRL97tDiRIlnGabmpYsWTJZuHCh7TYqCxAR0cdDsNXTp08lS5YstvueP38uo0aN0sCrBw8eOPx/aE0QP358OXfunNOvjYoF7du391FhAMEGRERERERERERERETeKmRgPwEiR6pUqSJRokRxy4szZ84cuXDhgvbEhpMnT8p3330nbdq0kfv377vlOZw5c0Y6deokb9++dcv5iIg8VevWrfW9+cqVK7YjefLk2t7l0qVLTv8fggzu3LkjsWPHdvo54cKFk6hRo/o4iIiIiIiIiIiIiIi8GQMGKNibP3++9rkOESKEbthXqlRJM1FPnTolDRo0cNnrg8zVqVOnSp48eaRQoULaNztkSP5JEhH5B5v6X375pY8D7524/4svvrC9vzZt2lQuXryowWA3b96Ub7/9VgPRatSowReYiIiIgqXHjx9rEKUVtI4KTStWrLAFzxMREREREVHwxJYEFOyNHz9eRo4cqa/Dnj17JHfu3NrH+smTJ9oW4f379/72yf4UWIj5448/ZMaMGbJ27Vpth4A+3Fi4iRw5crD/WRARmYDAgHz58mkAGKoOhA0bVgOzdu3a5W+FASIiIiJvNW/ePA2IR5Dl8OHDpU+fPpIjRw45dOiQ/P7777Y5MREREREREQU/DBigYO/evXuaoQqHDx+WvHnz6se4D4spf//9t7HN/HTp0mkGbKNGjWTMmDH68fLlyyV0aP4pEhF9rgMHDkiYMGFst1ExBgviON68eaMBA0RERETBGYIEli1bJqlTp5YMGTLIpk2bpEiRInLjxg1JkyaNjBgxQsdQREREREREFPyw/jkFe9mzZ5fBgwfLkSNHZNasWVK8eHF9Tc6ePSsJEyY0mvmfLFkyuX79upw/f14XZoiIyExFgfDhwzt8jMECRERERKItmlBNDwEDmOOmT59eX5YECRLoeAlV74iIiIiIiCh4YsAABXsIFkDJ6rJly0r16tUlVapU+pqMHj1a+vbta/T1QRuCvXv3amWBChUqaAnId+/eye3bt4P9z4GIiIiIiIhcA632Qob83xIQWu5ZHwM+/vfff/nSExERERERBVOsg07BXqJEiWTHjh1+XoeJEye65LVB1YJevXpJz549tVfkzJkzJXPmzJIzZ07ZsGED2xMQERERERGRcZkyZdLgAFQTsD4GVhcgIiIiIiIK3hgwQMHe27dvZd68edrr2r5n44oVKyRv3rwSO3Zsl7xGOFfhwoX1GDdunPz222/B/mdBRERERERE5m3dulXnvs58+eWXfNmJiCjIe/HihUSMGNFHpZzP+RzLw4cP/VwfI0SIoNVhiYiIghMGDFCwN3LkSHny5ImPYAF48+aNtGvXToMJTLp//74sX75crl69qmUfUXGgSpUq0qRJk2D/syAiIiIiIiLzUN3u+++/100QIiIiT/L69WutBDthwgS5c+eOttkpXbq0jBkzRuLHj//Rn+NIyZIl5dy5cxIpUiTbfTVr1tRWtURERMHJf4fZEXm5JUuWSNWqVf3cX6FCBVmzZo0OME2eK2XKlLJu3ToNSEDAwLZt2yRNmjQya9YsY+chIiIiIiIisvTt21devnzJF4SIiDwONvSvX7+urVyfP38uV65ckbt37/pYz/2Yz3GmR48eGmRgHQwWICKi4IgVBijYu3fvnpap8i1s2LC6qY8yVqbKUHXt2lUWLFigEa729uzZowEKaItARERERERERERERCKZM2eWESNG2F4KtI/t1KmTVKpUSVsKxIgR46M+xz+PHz/W9jy+K9ASEREFFwwYoGAvQ4YMsnHjRkmbNq2P12LHjh0SK1Ysoz2rHj16JOnSpfNzP8799OlTrTjwMf21iIiIiIiIiD5F69atJVy4cA4fGzdunESOHJkvKBEReYS//vpLwocPL1GjRg3Q50DPnj2lX79+8uHDBylXrpy2r40XL54LnjUREVHQxYABCvaQ9V+2bFl59+6d9q3CAgoy/rt16yZ9+vQx+vpUqVJF+2DhnKlSpdKo1UuXLsnw4cM14pXBAkRERERERJ/vwYMHEiZMGH8Dv9F27tWrVxIlSpRg9VKjPZ6j6noQKlQotz8fIiKiz3H16lXd4G/ZsqVe8z/3c6By5cqyaNEiSZYsma7R1q5dW9dod+/eLaFD+906+eeff/SwPHv2jD9EIiLyCiE+IHQumMOFHYsJyPD+r4hD8k6bN2+WXr16yYEDBzTLP3Xq1NKlSxdp2LCh0fNgQDl27FhZuHChDlwhQYIEUq1aNWnXrp3TxRsiCt54neLrTkRExLGBc2glh9ZvEydO1DkdFvvnzp3r5/PQbq5jx44yb9483QRInjy5TJkyRb7++muvH5PFjBlTzp49q//6tn79eilWrJi25SMiIs/lydepT2ktW7hwYYkfP76sXbvW4bXrYz7HmUOHDkn27Nll7969kitXLj+P//zzzw4TzLz5NadPc+LECU1IRLIgEZEnjQ1YYYBIREqUKKEHMk0QMOBf5GlAYLCABSocREREroAFDmyYOIPFj+bNm/PFJyIir4GMwG3btmkJYWdV4pArgSxCVCA4evSoBgucPn1ag8c/NmDAW3377bdOgwmIiIiCivv372uA21dffSWrVq1yGAjwMZ/jnxQpUtjaGTgKGEBF2vbt2/vYiEmYMOFnfT/k+R4+fCh16tSRixcvyogRI2TmzJk6Jn39+rUGsM6aNSuwnyIR0UdjwACRrzKMri7FiIHr8uXLtcIAghMwqESrAgxkiYiIAgoLG/Pnz5caNWpIhgwZ/DyOLAsiIiJvkjZt2v9ckEWG4ZYtW+T48eMaLADp0qXTIziYM2cOMx+JiMhjIeAPgQAIbluzZo1EiBDhsz4HG7yoMoRsSwQTol2svX379um/SZMmdZoMhoMIJk2apHsJ06dPl6ZNm2qCxpMnT/T3LHPmzFptIGPGjHyxiMgjhPzc/4ioKSxG79q1S28/f/5cHj16ZPK5EXmdJUuWaN/IdevWadlMBAwg6jBNmjSMOCQiIiMqVKgg06ZN08CBlStXakDaDz/8YKtwU758eb7SREQU7CBgAK3nsGj76tUrH/2Hg4PSpUuz5QAREXmkx48fS/HixXWjHxuzyOq/c+eOHu/evfvozwEEFLRt21Y/RtuBWrVq6drs5cuXZenSpdKkSRP9Oo6qCxD5dv78ef0dQgsMJGxgvBUyZEiJFSuW5M6dWy5cuMAXjYi8u8LAkCFDpGfPnhql9/3330u+fPk0axoL1CjthwszEfnVtWtX7a2JwYO9PXv26N9PgwYN+LIREVGAoOQiSuLhOHPmjEyePFnLM7dr105atmzJV5eIiIKla9euaXW3evXqyYoVK3TzIEuWLDJhwgSnLQkQVGAfWIDNB0+FzZO///7b4WMom0tERBRUYb8BG/+QN29eH49t3bpV0qdP/1GfA6g+gOoCkCdPHrl3757udWBjN168eNKmTRtp3bq1m74z8nQYJ1ptL/CvfZtj3EbCIBGRp/jknX0sPA8aNEj7427atElu376t9ydLlkxL+S1btkxL4BKRX6jC4ajkJUpoPn36VCsOIAqRiIjIBFQXQClFTFSxEEJERBRcoeQwWhL069dPZs+erQu8SIBA5R1kh0WKFMnP/xk4cKAG3XkDVId0FvBQqlQpllcmIqIgq0iRIrZggIB8DmAsYK9ixYp6EH2uMWPGaDAqEgIRoIqPAbcrVarEF5aIvDdgwHqjQxk/BAzYw0bosWPHGDBA5ESVKlWkZs2aWmkgVapUumh16dIlGT58uP5dMViAiIhMwHgNlQV2794tdevWlc2bN2u2hGmnTp3S4FGUbAT0j+7evbuWekYpx6FDhxo/JxER0eeIHz++BgXgOoV5GCom9u7dW+bNmydHjhyR/Pnz+/k/3bp1k/bt29tuY8MdVQo80YwZMwL7KRARERF5FVQLPnfunH6MFgT2cNtZFSsiIq8IGEDZPmRBAybZ9q5fv6792YnIsfHjx8vYsWM1q+Xq1at6X4IECaRatWpaKpqIiCigEM2OdgSo+ITMyFChQsn+/ft9bJjkyJHDWGAC+j4iYADXNZRuXLJkicSNG1ezNAoVKiTlypUzci4iIqKAQOYhAttQWSB8+PB634sXL/TfiBEjOvw/4cKFY+Y9ERERETmEqttYX0GrCyKiYBcwULhwYY2yv3Llio+AAZTzmTt3ri4cE5E4XXDq2LGjHkRERK4QI0YM7dl448YNmThxop/HCxYsaCxgwN6+ffukaNGi8s033+htlHneuXMnAwaIiMgt7t69Kx8+fNBesa9fv9ayxAiaixUrlj5etWpVGTBggDRu3Fh69uwpL1++lLZt20rOnDklU6ZM/CkRERER0SdBtSpUDa5VqxZfOSIKfgEDKKOOTGhMqOPEiaMl1Ldv3y6HDx/WUn0ss0L0edavXy8lS5ZkWwIiIgqQAgUK+OnL6EqPHz+WkydPys2bN31E1WOD5vLly257HkREFLxly5ZNKyJasmTJou14sFYBYcKE0RY9SIBA9Ru0J0BCxE8//SShQ3/y0ggRERERERGR1/isWTGi8ZFBtmjRIl0cRiZb//79pVSpUuafIVEwUblyZXny5ImtPCYREVFAoIUUAjvtIesSpZijRIli5MWNHj269uuzoumRvWkPmZ5ERETugMo6/wVJDzNmzHDL8yEiIiIi74dkWqvNlW/YQ0PbAiIirwwY2LRpkzx9+lSqV6+u5W6J6OP16tVL3r596/Ax+2wYIiKigBg2bJj8/PPPEjlyZOnbt680bdpU71+1apUsXLhQlixZYuQFrlKlih6OVKxYUYoVK2bkPEREREREREREQc2BAwc0qdaR1KlTGwsYQEKGfYtw34+h3RbWgIiI3BYwcPHiRTl9+rQGDBDRpxk6dKi0aNFCe2kSERG5wtWrV6Vfv34a5InJ4g8//CD379+XHj16uPUFX7lypezdu1emTZvm1vMSEREREREREblD586dbVUX7T1//lzChQtn7DzNmzfX8xQpUsTH/VeuXJHGjRtLly5d5JtvvjF2PiIKfj45YABVBSZOnKhZ0ugBSESfZuDAgQ7bDowbN44vJRERBRgCO/PkyWOrBIV+zcj2HzBggKRKlYqvMBERERERERGRC33//fdSqVIlh8EEn+Pbb7+VBg0a2NZ3EIyAfTpUlezevbuUKFHCyHmIKPj65IABZEaHDRtWcuXKpVUGYsWK5ePxTJkySc6cOU0+RyKvgfLQzgJtFixYoH9bREREAZE2bVo5f/68rVwdJpHLly+X0qVLy8aNG/2M3YiIiIiIiIiI6NOUL19e0qRJ45aXLX/+/HL06FH58ccfJVu2bBI7dmxd99m1a5ckT57cLc+BiLzbJwcMoLTsw4cP9ePJkyf7eRw9chkwQORY165dnb40lStX5stGREQBliRJEo0snz9/vtStW1fvixAhgqxZs0ZKlixp9BV++vSp3L592+Fjd+7cMXouIiIiIiIiIqKgwlpzcRe0ncyePbu2gHzw4IG2Pk6cOLFbnwMRea/Qn1NKBQcRfTpE/SESMGvWrHr78OHDMnbsWI0IRG/pqFGj8mUlIvoE7969kydPnkjEiBH18O3ff/+VV69e6aQqOJk0aZKf+/AaIPLcpFWrVknr1q2dPl6/fn2j5yMiIiIiIiIiCgquXr0qjx8/dvgY1qpM+uuvv6Rx48a6v7B//36JEiWKNGvWTNtRzpkzR1KnTm30fEQU/HxywIA7PX/+3FbNwLf48eP7Ke1+//59LbvLTVcKqlCV4+TJkzJu3Dh5+fKlVhWoU6eO7NixQ27evClz584N7KdIRORRMFmaPXu2dOnSRQYNGuQjUAD3oZ/bmzdvJFGiRPoxe7qZhR56OIiIiIiIiIiIgpOBAwfKihUrnD6Oao+mdO7cWapUqSKtWrXS9pOwbNkymTVrlhQuXFjWr18vWbJkMXY+Igp+PjtgAFFMKG1748YNiRs3rhQvXlyKFCliPGsNWdf2ELGFQAKcN168eHrf8ePHpV69enLp0iV5+/atPhdEVcWIEcPo8yEKKAQKLF26VD/etm2blCtXTgcW169fl0yZMvEFJiL6BAiyOnfunMNebUOGDJEZM2bI77//ru+vCCaoUKGCnDlzRkv2e7vt27fr9aZUqVKSMGFCbRmFaw1eA1S28R10GRAIyHj//r2PiTDGYzgcVX0gIiIiIiIiIvKG6o6OKjy6AgIDHK2xNGjQQPflsAZDRBQQIT/nP3Xs2FFy586tG/rI6t+0aZMUK1bMeNlZ9IC5cuWKjyNz5sz6BmgFC/z999+66ZotWzYNJrh7964eDRs2NPpciExAP+do0aLpx4cOHdKSQfDVV1/p7zJKChER0X+7ePGiRlcjaCB0aL/xj9gURy83jA+wOd6zZ0+JHj26TJ061etfXvSxQ2AAqi6hygLGRG3atJH58+fL3r17NZDCpLJly8q+fft83IcKUTly5JBnz54ZPRcRERERERERUXDjKFgAiSLYM0NVTUfJNERELq0wgJ7rKKuOEuoFCxa03X/s2DEt87tu3TopU6aMuMKFCxdk586dsmDBAtt9qHKAUu7IHAwbNqwevXr10lLvyKRDVh1RUJE9e3YZPHiwlm9etGiRbNmyxfZ39fXXX9vKCRERkf8Z7TVr1pR+/fpJihQp/DyO6/+tW7ckf/78tvvw/orbvje2vREC0nLmzCnDhw+XNGnSyJIlSzQIExA4gLEU+tyZcPDgQQ0KQPk7ewiEsyo+oVyeN8Hrh99BBMsSEREREREREbnanj17NFHWXv/+/aV8+fKSNWtWTUyMHTs2fxBE5L6AAbwxoVeKfbAAIPP/u+++08ddFTAwffp0bTOAYADLgQMHNHoqTpw4tvusDQIsYjNggIKSUaNGaSUOZMR269bNVikD9//888+B/fSIiDwCKgugrUCjRo0cPo7qRxArViwf9+P22bNnnX7df/75Rw+Lp2bHo3WTVc0G/0aJEsX2WNSoUfVxU5y1hIBkyZL5+3p7EgSgoPzfzJkztf3C6NGjA/spEREREREREVEw0adPH/nrr798rHXhNqoMbN26VZNGGDBARG4NGEB/2kePHjl8DOVnXVX65N27d7pQi81WlNi13xRAEIE9lBwOGTKkbcPAWzcEyPMg03P//v1+7revmkFERM6hMsu8efPkzz//1NL7gA1ctHXBOARjAqtaC+73PZbA+MCZgQMH6gTMG1y7dk2D0xBYaX0MuG0SJqpnzpxx+BjuT5AggXgqVBFYvXq1tnBAECp+t0qVKiVjxowJ7KdGRERERERERMHIL7/8Iu3bt5fmzZvbqkhijeLHH3/Uf4mIAsr5qrkTJUuW1MV6ZEPfu3dP70MAwYgRI7TsLEqguAJaHaD/e5MmTXzcj4V/bADYwwbBv//+K6FChXK6IfDFF1/YDlYhICIi8gznz5+XDx8+SL58+TQICwciqqdOnSrp06fXz7Gqt/gu1YbbcePGdfq1Ufnl6dOntgOtDTwRqi6hksCvv/4qp06dsn1s3c6UKZOxcxUqVEgDN9BuB2Mvy9q1azVIoUaNGuKJ0MYBVSzwmqGSBX4X8L0gKJWIiIiIiIiIyJ1y5MghmzdvlqNHj0rVqlV1r4yIKFArDMSPH197r7do0UKz8EKHDq0b9si6QsuAjBkziitMmzZNNwfSpUvn435krm3atMnHfdabJZ6rsw0BRGPZVxhg0AAREVHQ17JlSz3sIWigUqVKMmjQINuGeapUqTTA0QpkRLb4jh07tJ2BM6hgZF/FyFMVKFBAv3d3wOu1fPlybVeF8ndJkybVwAwEk2JciJ+DKZcuXdJAUZzD1TA2fPv2rQafYDwZNmxYl5+TiIiIiIiIiMiZ8OHDy9ChQ21tw2/cuMEXi4gCL2AAsPhevHhxOXz4sL4pIVsva9asPnrkmnT79m1Zv369Bg34VrhwYenbt6+cPn3aFkywYcMGXdjNkyePV28IEBERkWM9evSQpk2bSq5cuSRbtmwyYMAACRMmjN5HZmXPnl0uXrwoO3fu1HEhsvALFiyoVZxMQnsABHwWLVpUGjduLJUrV9bJsiugqkCFChW0/QXK/aGVFb6fIkWKGD/XkydP9GtbrTSIiIiIiIiIiJzBvtfWrVtl8eLFkiFDBr5QRBQ4LQksESJE0Iz/mjVr6qKwq4IFYNasWRIpUiSpXr26w4ABnL9Bgwaya9cuXUzu3r279m4xvVBNREREQU+0aNF0nGCvfv36Mm7cOBkyZIhuMKNs/vbt27UiEpmF6g1oB1WsWDEdjyGwNGLEiPLq1SvjL/X333+vP9uJEydq5n/r1q3l2LFj4goxY8aUtm3bark/BA4gMGLKlCk6Mcfvkilo5xA7dmwd544fP16DYImIiIiIiIiInEFCLNbCtm3bJi9evOALRUSBEzCALL0DBw74uO/ChQvSpUsXcQW86SG7C4vPviEba+XKlZI7d27NGuzdu7d07NhRnyMRERF5P5Ri69Wrl5/7mzRpopu9N2/elLVr10r69OkD5fl5u7Jly8q+fft83Pfw4UPtr4fS/iYhYBUBA3/88Yf+3HG7ZMmSupm/ceNGcZWvv/5aA1Bu3bqlQalPnz419rUHDhyo7TIQBIt/UcUAbTUQlIvACJyTiIiIiIiIiIKv+/fvS5YsWWzrEW3atJGffvpJ+vfvr+syRERub0lw5MgRWbZsmWbx20uZMqWcOHFCNm3aJN98842YhK/pny+//FLGjh1r9JxERERE5L+DBw9qUAA2u+199dVX2r5qzpw50qpVK5e8jKlSpdIKEpgco8IUghRMWbVqlR7OoF2BSQhmwWG9Vgh0QV/CH374QV6+fKnBsEREREREREQUPI0ePVpq166tVbXRNhFJE6dOnZJ3795JkiRJNKEXe3RERG4LGEA2F7K4HEEm2e7du40HDBARERFR0HPu3DlJnjy5w8eSJUsmZ8+eNXau6NGjy99//+3n/jBhwkiVKlXEpMOHD8vy5culXr16kjBhQoftCkx6+/atVu9ChQEcly9f1qoGWBCoVKmS0XMRERERERERkWdB+0JUXISTJ0/qXlzYsGH1SJs2rdy+fZsBA0Tk3oAB9P5F1pOz6gPoE0xERERE3i9WrFhy5swZh4/h/gQJEhg7lzUxdod27dppUMD06dM1YKBZs2ZSunRpCRnys7p5+QtVstCWoFixYlKwYEG9nTp1auPnISIiIiIiIiLPhKQMtNtEUgESHPLnz2977NKlSwwWIKIA++RVz1KlSml5k9atW2tPYLh375707NlTNm/ebDzDi4iIiIiCpkKFCsmDBw9k8ODB8u+//9ruxyR27ty5UqNGDWPnGjVqlPz444/iDijxh3YACIbt0qWL/Pbbb9oyYN26dcbPlShRIq3SsG/fPvnzzz9l165dOtknIiIiIiIiIgLsx6ENAdpzL168WL799lu9Hx8jeCBu3Lh8oYjIvRUGsICKCKZatWrJuHHjJHTo0NonJVq0aLqYikVPIiIiIvJ+4cKF03EhAkaHDx8uSZMmlbt378qjR480Oz9VqlTi6TC2xfeFtluPHz82/vUrVqyoB9ot4BxoSTBz5kwtJ5g7d25p27atlhokIiIiIiIKzhBcfezYMd0wRZXjr776ys/n3LlzRwPYX758qQHumTNn/s+v+zn/h8jdEidOLBcvXtQWhlijwHoMYN2gZMmS/IEQkfsDBgDlUv/66y/NgsIFFSVbEcUUKVKkgD8jIiIiIvIY2bNn10nrzp075caNGxI9enQdKyLI1DRs2J89e9bhYzhv7NixjZwH1RLWr18vkydPlitXrsj3338vhw4dcsn3ZIkQIYK2JUiSJIlO/nH+BQsWyNdff82AASIiIiIiCrauX78uFSpUkMiRI0umTJl0jta0aVOZNWuWVK1a1fZ5CMBGdeS8efPq3LBbt27Su3dv6dy5s9Ov/Tn/hyiwvHjxQq5duybPnz+3rROgjSIRkQkhPnz48OFT/9M///wj+G/hw4fX28iEwuItLtzx4sUTT/Ps2TNdAH769KlEjRo1sJ8OERGRD7xOBQ6+7kELWhKgPQA21h1p0aKFDBw40Mi5+vXrJyNHjpQGDRpo8INvadKk0cMEBFkgOADj6d9//10XAAoUKCBFihSRwoULS5YsWSRkyE/uIkZEXo7XKL7uREREwWV8cOvWLbl//76PzH9s7E+cOFGr21nzpbRp02q2NSq2wbx58+S7776Tc+fOaf93Rz7n/wSH15yCnhMnTmgFDPy+PXz4UMqUKSMLFy4M7KdFREHcp1ynPnn1Ee0H8MZkZXetXLlSihcvrgurOXPm1OgmIiIiIiLTEBTw5MkTh4epYAGrDUHWrFnl+PHj2oLL97F//35j55oxY4asWLFCz4d/seC1evVqad++vVYXYLAAEREREREFZ0hQ9N0mANWOsfmBjVM4efKk7legOpylZs2aWpUAbfQc+Zz/QxRYJkyYoMEsqPyNY9u2bXL+/Hn+QIgo8FoSbNmyRWLFiqXZTjBp0iTtWYv+qqVLl5bFixdLo0aNzD1DIiIiIiI3ql+/vh7u8NNPPzlti8BgASIiIiIiIr+WLFmi7dywTwFnzpzRf1OnTm37nNChQ2uVAOsx3z7n/6DyMg77zE0id0ArglatWunHMWLE0P25q1evSqpUqfgDICIjPrnCwOXLlyVx4sT68du3b+XPP/+UGjVq6O18+fJpDyEiIiIiIpPixo2rC0LugEWfV69eOZ2k4zAJAbgoeQmnT5+WlClTauuFH374weh5iIi82cGDB6VJkyby1VdfaUUa/1y8eFH7vbrrukJERETmoG3A7NmzZezYsbb70NoNUHbZ3pdffml7zLfP+T+obIfPtw72jyd3ef/+vVbFQDtDHKi0eOTIEdttVCskInJrwAAugjt37tRIOpTmQclWLOACggWsYAIiIiIiIlNQGrJBgwa2SfCHDx9k2rRp0qZNG9m+fbvRF3rEiBGSPn16bUngqIUADlOOHj2q/TKtrAD04uzcubOOt3/77Tc5cOCAsXMREXkrvF83b95ccuXKpVmC/rVKfPPmjdSqVUtSpEghDx48cOvzJCIiooBBe2RUN0Z59nLlytnujxQpksOMf7QtsB7z7XP+D+ZreNw6rl+/zh8puQX25bAWgTEvDvze2t9G8gERkVsDBkqVKqXlUVH2pE6dOtKxY0e9H29QiGSqVKlSgJ4QEREREZFv7969kxIlSsitW7f09tSpU2XcuHEaxIq2WFaGvinI8scClKt7V65fv15KliwpIUKE0CAIlL5ED82cOXNKxYoVNaCAiIj8lzFjRq0wgPdPVGjxT5cuXSRDhgxStWpVvqxEREQeZPXq1RpIPnLkSGnWrJmPx6wAbFQRss/IRoKjs5Ltn/N/woULJ1GjRvVxELkD1kDOnj3r9MifPz9/EETk3oCBMGHCyO7duzWaDyVPGjZsqPc/fPhQI5oQSEBEREREZNKWLVu0qhU2eawylEuXLpXJkydL/fr1ZdWqVUbPlzdvXtm2bZv06tVL+vbtq5v5roAemVaG66lTp3z0z3z9+rVEjBjRJeclIvImCLr6GGvXrtXNBvsSxkRERBT0rVmzRqpXr67V4Fq2bOnn8cyZM0uyZMlk1qxZtvswR3z8+LEGYltQ3Q3jgU/5P0RBHapr3b17N7CfBhF5uNCf858QsV+sWDEf9yVNmlQPIiIiIiLTUOoRfanh33//1clw8uTJ9TZ6UKN/n2koV71nzx6pW7euZrL8+uuvxs9RoUIFyZYtm4QNG1aDcn/88Ue9/9WrV7Jv3z4ZNmyY8XMSEQVHqFDTpEkTWbZsmUSJEuWj/g+q2OCw+C5ZTERERK6Hvu3VqlWTtGnT6rV40KBBtsfQniB27NgaPDhp0iSdXyGxMU6cODp/69q1q6RJk8b2+aNHj5YsWbJI2bJlP/r/EAUVSDY4dOiQxIoVS77++mtdG8HvbM+ePWXRokX6O0xE5NaAASIiIiIid0L2R+/evXWx6MCBA5I9e3bbYyjbjw19V8Cm0ooVK3QCjhJ/WFxKlCiRsa+PigIbN27UagktWrTQll9WP+6ff/7ZFiRBRESfD1Vi6tWrp+WL8+TJ89H/b+DAgdKnTx++9ERERIEIwdVWYLXvQHG0ELCghR3mi2grhwBsVAsoVKiQj89HgAEq133K/yEKClDtu3DhwlrhGwEuzZs3199dBNHg99Z+jYSI6HOE+OCq+qoeBG+qX3zxhTx9+pR9h4iIKMjhdYqvO/1Px44dZcKECZIgQQItI5kyZUo5ffq0brIjyj5UqFBGXips1Nv/a1m4cKEuMHXu3NnPY59r165dEilSJA1EICL6WBwbOFeqVCmJGTOmzJ0710eLF1RKjBYtmoQMGdJ238uXL3XRdfjw4dKgQYOPqjCQMGFCrh0QEVGQxPEBX3PyXgh8/fLLL2Xw4MHy6NEjrbhRunRpbbPxse25iCj4efYJ+9+sMEBEREREHgHl+YcOHepjMpwuXTqtMGASIvUdqVWrlvGNfWSyoIoAAwaIiFwnfPjwcv/+fR/3TZ8+XX755Rc5e/asRI4c2eH/CxcunB5ERERERIHpxo0bUrFiRf04evToWoURrToYLEBEpjBggIiIiIg8wokTJ3TjJlWqVD4mzTdv3pRcuXIZO49/bQDYy5KIyDOh6oA9VHdxdD8RERERUVCD9htoQRAxYkRbew5UXLQCXzNlyqSBBEREn4sBA0REREQU5D1//lxq1qwp27Zt83E/JsQoP71u3TpJlCiRsfNNmTJFcuTIIVmzZpVJkybpAQULFpQxY8aISStWrJArV644fKxy5cpSrFgxo+cjIvJGCPZ69+6dllxE24ENGzZIvHjx5Pjx44H91IiIiIiIAgRtsWbMmKGHxf72tGnTJH/+/HyVieizMWCAiIiIiIK87du3S+rUqf1k/yO6vnjx4rJy5Upp3bq1kXNdvnxZRo0aJceOHdPbd+7c0Wj9+vXrS69evTSqP0OGDGKyVDZ6ETp7jIiI/tupU6fkw4cPPu4LFSqU089v0qSJ1K5dmy8tEREREQV5U6dODeynQERejgEDRERERBTkoe1AtGjRHD6G+/G4KTt27NDI/DBhwtjuS5YsmQYmbNy4UascmAwYQIWEjh07Gvt6RETBUYwYMT7p8xGQxaAsIiIiIiIiIgYMEBEREZEHSJMmjWb9o9x06NCh/WzwN2jQwNi57t69a+sDCD179rR9jPO/fPnS2LmIiIiIiIiIiIiIAlPIQD07EREREdFHKFSokESJEkXLR6Mf9YsXL+T8+fPSokULuXLlilSvXt3Y65gqVSrZtWuX7TYCFHCg1DXuR2sEU+rUqSNly5Y19vWIiIiIiIiIiIiIPgUDBoiIiIgoyAsZMqSsW7dOQoQIITly5NDggXTp0snly5dl69atEilSJGPnKleunNy/f1/atGkjt27d0vvwb+vWreXRo0dGN/i//vprGTdunJw5c8bH/QhM6NWrl7HzEBERERERERERETnCgAEiIiIi8gixY8eWRYsWydOnT+XGjRvy7Nkz2bhxoyRLlszoecKFC6df98iRIxI/fnwJEyaM/ovKBrgfj5uCYIcLFy5I2rRpfdyfL18+Wb16tZw6dcrYuYiIiIiIiIiIiIh889kAloiIiMgDoDT8X3/9pb3ksVnsO7scG7DoQ28PGemZM2d28zMlVwgfPrxu4LtSypQpZefOnVpp4N69exqsECtWLOPn2bNnj+TOndvhYzlz5tTH06dPb/y8RERERERERESOTJs2TXbv3q3tIevXr6/VHqFLly7SoEEDrfhIRN6FAQNERETkUZYsWSLdu3fXEvU4rl+/rhOWnj172j6nf//+Wr4evegtadKk0QkP0adAkIArAgUsmHQ/efLE4WOPHz/W33EiIiIiIiIiIneYMWOG9OnTR5o3by6//vqrVlqcM2eOhAoVStsnli9fnj8IIi/EFUgiIiLyKMj43r59u5w9e1ZOnz4tv/32m/Z6//PPP3183jfffKP3WQeDBSgoKlasmCxYsMBPRYxz587Jhg0bpEiRIoH23IiIiIiIiIgoeFm5cqUMGzZMevToIdu2bdOKi/Xq1ZP3798H9lMjIhdihQEiIiLyKC1atPBxu3DhwpqlffPmTR/3//3333Lo0CGJHj26JE6cmJnaFCShHUGNGjW0nF+dOnW01QLabcyfP1+6desmSZMmDeynSERERERERETBqA2k1YIA/44aNUpatWqlrQkYNEDkvVhhgIiIiDzOo0ePtGrA2rVrpXbt2pIrVy6pUKGCj89ZvXq1NGrUSPvAJ0uWTDZv3uzv1/znn3/k2bNnPg4idxg/frzMmjVLXr9+Lfv27dMyf/j9ResNIiIiIiIiIiJ3ady4sbYlsDdu3DgNJNi7dy9/EEReihUGiIiIyOOcOnVKs6/RnuDhw4ca7RwhQgTb4+inNnz4cIkRI4a8e/dOOnToIFWrVpWTJ09KokSJHH7NgQMHao82osBQrlw5PYiIiIiIiIiIAgtafP7777/y6tUriRgxoq3SwNSpU6VEiRKSKlUq/nCIvFCIDx8+fJBgDhmEX3zxhTx9+lSiRo0a2E+HiIjIB16n/IfKAWXKlJElS5ZIxYoVHX7O27dv9VqPIALfLQ3sKwzgsH/dEyZMyPEBEREFORwb8HUnIiLi+CDwcUxGRETecp1iSwIiIiLyaIhuzpIli6xfv97p54QJE0aiRYsmN2/edPo54cKF04GT/UFERERERERERBRcoLJA27ZtpU6dOnL37l3p1auXJtTky5dPDh8+HNhPj4hchAEDRMHQsWPHAvspEBF9FrQXsK8CAOj7fuPGDW0/AO/fv9f7fLcwuHXrlmTIkIGvPBERERERERERkQPDhg2TQ4cOaXIOKnqisqdV1bNGjRq67kZE3ocBA0TBcLMtW7Zsgf00iIg+y8uXLyVHjhwyZswY2bRpkyxcuFBKlSqlj1mtBv7++2/Jnj27jBo1SjZu3CiTJ0+W0qVLS968eaVq1ap85YmIiIiIiIiIiBzYs2ePdOvWTTp37qx7Cfg4V65cehsdzi9fvszXjcgLhQ7sJ0BE5uHCPX78eIeP/fvvv3zJichjoefSunXrZNy4cfpvlChRNGBg+fLl2nIAIkeOLBs2bNDPwb+oPNCzZ09p1KiRhA7NoQ8REREREREREZEjceLE0b7nEDNmTIkVK5btsfDhw3N/gchLcdWcyAuhLFCbNm20RJCjYAIiIk+WIEECGTRoUIA/h4iIiIiIiIiIiP6/9u3b2/YWtm7darv/9OnTmqSTKlUqvlxEXogBA0ReKmTIkFqq2zeUEVq6dGmgPCciIiIiIiIiIiIiIgqaMmXKJIsWLdJKAqFChbLd//z5c1m8eLGECBEiUJ8fEblGSBd9XSIK5GCBZs2aOXwMF/kRI0a45XlgEFG/fn23nIuIiIiIiIiIiIiIiAImduzYEiZMGB/35cqVSzp06CAHDx7ky0vkhTyiwsDr169l/fr18tdff0nWrFmlSJEifj7n6NGjsn37du2hUq5cOUmYMGGgPFeioBIwMH78eIePIQIQJYXc4Z9//tEe40RERERERERERERE5Llu376t+3VE5H2CfMDA+fPnpXTp0vLFF19I0aJFZdu2bVpmffLkybbPQbZ0r169pHr16vL48WPp2LGjrFq1SooVKxaoz50osHz48EGmT5/ub0BBo0aNjJzr0aNHTvsW4XmwRBERERERERERERERERFR0BSkAwbev38vVapUkQwZMsjy5ct1k9OqJmC5du2adO3aVWbMmCH16tXT+5o3by7ff/+9XLp0iZuVFCxho37NmjW2j1evXi0VKlTw0ZbAVMAAehnhb3XPnj1+Hnvy5IlW/CAiIiIiIiIiIiIiIiKioCdIBwxs2bJFTp06pRUFrGAByJIli+3jlStXahuCGjVq2O5DsAAqEBw6dEiyZ8/u9udNFNjw97JixQr9+N27d/o3Yt12BQQgpEmTxmH1AVQHISIiIiIiIiIiIvocKIG+aNEirah69+5dOXz4sESMGNH2OFoZo0qxI/369ZNq1ao5fAz3nzx50sd9lStXloEDB/IHRcFW4cKF5c8//3T4GBIHicg7BemAgb1790qMGDEkQYIEOhh49eqVZM2aVfLnz2/7nLNnz0rixIklbNiwtvus8uh4zFHAAPqq47A8e/bM5d8LkbfC3+jp06cdPhY9enSt9EFERERERERERET0OSpVqiSxYsWSAgUKSP/+/bXiqb348eP7SZaaO3eubvznypXL6de9cuWKlC1bVhMQLUx+ouBu8eLFPvbPfIsdO7Zbnw8RuUeQDhh4/PixhA4dWvLly6cXdmRJ//TTT3oRxwUfXrx44eciHiVKFM14xmOOYKDQp08ft3wPRN4uRIgQDgcJGFSECxcuUJ4TEREREREREREReQdUGcY6o7MKqkgm9F39dPPmzVKqVClJmDChv18bgQiOKqcSBVf4myCi4Of/1/kPgiJFiqQlhvr27SszZsyQCRMmaJuCefPm6b/W5/iuEIBAAZRGwWOOdOvWTZ4+fWo7rl+/7pbvh8hdPnz4IL/++qses2fP9nHbus8kVPMYPXq07TaiclEWLFGiRHL8+HGj5yIiIiIiIiIiIqLg41OTktBmYP/+/T4qBziDfYfMmTNLmTJlZOLEiX6qFxAFx5YESOR1duzatSuwnyIRBbcKA1ZkH0oNWbJlyyYRIkTQDcrixYtL6tSpNYDg7du3EiZMGP2cCxcu6L94zNkAg5nP5M0QILBw4ULb7RIlSvi4jQoc9evXN3a+Nm3aaCAOoL8R/j4vX74sI0aM0KogzqJ/iYiIiIiITEAywJw5c2TNmjW6yNm1a1c/n7Nx40adm9y+fVtSpkwprVq1kiRJkvAHQERE5GXQ3jhu3LhSrlw5fz8vefLkUrJkScmUKZMcO3ZMunfvLnv27HGabMVWxxQcsCUBUfAUpAMGENWHKgG4SFesWFHvw4X777//lrRp0+rtChUqSMeOHWXZsmVSs2ZNW1QgMpuzZ88eqM+fKLCEDBlSNmzY4JZzYaC8d+9eKVSokN7evn27NG3aVBInTixt27bVwB4iIiIiIiJXQdIA5iOVK1fWKoXIKvQN6wanTp3SNQRsDCxZskTSp0+v6w3YJCAiIiLv8ObNG21njPVJZEP7Z/78+ZpYBdhLQNtVjBWQGGXtP9hjq2MKDgKzJQECezE+T5o0qWTNmjXQngdRcBSkAwZixIghY8aM0UzounXrSvjw4TVj4Ntvv5VixYrp5+CNo0+fPtK4cWPZsWOHPHr0SHsaIWsAm6ZEwRFacuDv58mTJy4/Fyp7YCCOc0WPHl0v6NWqVbO1B4kSJYrLnwMREREREQVf8ePH16ABJBygV7EjyBjEfMVSqVIl+frrr2Xs2LEydepUNz5bIiIiciXsCzx8+FD3C/6LFSxgKViwoP6LIENHAQMIJGjfvr3tNlolJ0yY0MjzJgqOatWqJf3799dqH4cPH9Z9PwT1njlzRjp16uSwahgRuUaQ31Fv1KiR7N69WwMDsAiwdOlSPyWBMPHfunWrVhXIlSuXnD592ukiAVFwaUmAzXp3QGBOlSpV9G8Okbv379+3DahXrVqlC3FERERERESuEjFiRA0W8I99sID9fS9fvuQPhoiIyMvaEWDTMVmyZJ/8f69du6b/fvHFFw4fR5vjqFGj+jiI6POhMhgqisOgQYO0KhhaHmNPcMCAAZqoSETuEaQrDFgQUYTDPwgUwEFE/9+NGzccvhwhQoTQABxT0AZk0qRJtgofVtDCv//+q5GAREREREREQcnBgwe1SqGzHsXAPsVERESeBRv+W7ZskQULFjh8HO2L0qRJo60Fjh8/rpuSDRs21ECAe/fuSevWrSVJkiS2SgNE5D6XLl2SLl266MepU6fWFiHXr1/X6gNE5HoeETBARJ/XlgADXEfQv+v169fGXla0C/nxxx/9BCW0bdtWywqtWbPG2LmIiIiIiIgCGliNKmk46tSp4/Tz2KfYvO+//14mTJigre2IiIg+Vr9+/WTu3Lm2iqrZsmXTtUckMBUuXNj2eTNnztQKQs4qnv7111+26gGoaIzPjxMnjlYKuHv3rpQoUUIDDhBAQETuMWrUKIkZM6YmI9r/7WHPwao+QESuF+ID0oCDOfQawkDh6dOnLCNEXuHdu3d6QcW/genBgwcatYt/iejz8ToVOPi6ExFRUMVrlHNolYYFR2wqOHLr1i3dWEiVKpUsW7ZMwoYN+0kVBtCnmGsHnw/z1CdPnui/RERkljePD7CZ//jxYz/347ps35bIqraaIEECh1/nypUruiEZN25cH0lXGB8gcMC/cUFwe82J3NVCBC2OLU2aNNGxPFSrVk0GDx7MCgNEAfAp1ylWGCAiIiIiIiIir3f79m0pUqSIpEiRQpYuXfqfmwLYUGCG4adDS0n7QAt77ENLRESfA5v5OP6Ls0ABi6NqrKFChdLAAyJyv8aNGzt9bMmSJW59LkTBHQMGiLwQSnKlTZs2sJ8GERERERFRkHDnzh1bsAAqCzAQwLX9Zzdt2uQwIKNQoUIuPDMREREReZr9+/dL1qxZtWXVhQsXpH///tpSuVevXpI4ceLAfnpEwQYDBoi8EDqNnDlzRj/+999/pXTp0rJx40aXnAvlwHBBdwTnJiIiIiIicrWSJUtqSeGjR4/qYmPx4sUlVqxYsmDBAn28Xbt2cu7cOb2vbNmytv+XLl06GTNmDH9AhuXMmdNh2wEEtxMRERERwfr162XChAmyevVqvV2lShXdy0DgQNWqVeXgwYN8oYjchAEDRF4Om/Zbt2512dePEiWKLFy40OnjWKwjIiIiIiJypS5duvgJWLbfsO7WrZvDkqfo50hmHT9+3GkFh9evX/PlJiIiIiI1ceJEadGihX58+vRpbQ8yZMgQbWOFQN8HDx5IzJgx+WoRuQEDBogoYG8ioUNL7ty5nT7OHpVERERERORqRYsW9ffxTJky8YfgJrt375bkyZNrT2giIiIiImfu379vC+A9dOiQ5MmTRz9Ga6to0aLJy5cvGTBA5CYMGCDyUsiu+fHHH7U9gfWxBQs3w4cPd3nvoRkzZsiWLVvk4sWLLj0XERERERERBQ3NmzeXWrVqMWCAiIiIiP6zjdWwYcO0OtWkSZNkxIgRev/du3fl7du3kjhxYr6CRG4S0l0nIiL3CRkypHTu3FlLcEaIEMH2sf3hqohAXNQzZMgg+fPnl9ixY8uGDRtcci4iIiIiIiIiIiIiIvJMvXr1knfv3kmlSpWkYMGCkitXLr1/3Lhx0rdv38B+ekTBSogPSD8O5p49e6ZlT54+fSpRo0YN7KdD5FHwFrJ27VqtJrBr1y6pXLmylC9fXho0aKA9hrwJKiV06tRJli9fHthPhYIZXqf4uhMREXFsEPg4Jvs4CFBHL1pnLQkGDRqkre2IiMgsXqfcj685ERF5y3WKMzQiCpCHDx9qgECjRo3kr7/+kogRI3pFoMC1a9ekTZs2Pu57/vy5HDhwQCMeUQ5p9OjRgfb8iIiIiIiIiOjToG3irFmzZM6cOXzpiIiIgoBly5bJ7t27JV68eNK0aVOJHDlyYD8lomCJAQNEFCDRokXT6gIzZ86UNGnSSP369aVcuXIe/6r++++/sn37dmnZsqUkT55c77t165acPXtWv7/o0aMH9lMkCtYQFblv3z55+fKlZMyYUVKkSOHnc9DrbOfOnXLv3j3JnDmzpE2bNlCeKxEREVFwM3DgQJe1wgssGHdikzl16tRSqFAhDSA/fvy4FC5cWCvsUdDx6tUrnb87gkSHx48fu/05ERERkV9oPfDzzz9L9erVZcGCBbJy5Ur5/fff+VIRBQIGDBBRgKDMZMOGDfVAyX4EDuAC/+LFCxkxYoTUrl1b4saN63GvcpIkSXQzslWrVhrd+MMPP8ipU6dk0aJF0qRJk8B+ekTBGhZnR40aJenTp5eQIUPKtm3bpFq1ahq8hNtw//59KVasmC7spkuXTr7//nv9e0YJXCIiIiKiT4Xg+OvXr+tmdJ48eeTMmTNStmxZ6devn5b6bN26NV/UIALzA7RLjBQpkp/H0CcZQR5EREQU+JYuXSrTp0+XihUryuvXr3UfAWt6sWLFCuynRhTs/G9VnYjIAGT49u/fX65evSorVqyQvXv3Ss6cOT32tUXFhE2bNmnwQ6lSpeTy5cuB/ZSISESSJUumC7Rr1qyRVatWyZ9//qllRfH3aunUqZOECBFCTpw4IatXr5a1a9fK4MGDGaVMRERE5GKTJk2SMGHCuO11xuIyFpbtffjwQbP/TXn//r2OJ1HOft68ebqwjQy4bt26ydSpU3UsSkFLyZIl5cmTJ36OhQsXBvZTIyIiov+D1sZWdV9Up4ofP75WCiUi92OFASIyDhm+2GDH8fz5c4+voIBFoAoVKkijRo3cdl6UXsLgqECBAvLVV1+57bxEnqB8+fI+bidKlEiDA7BYbLUiWLx4sQYIRIwYUe8rWLCgZMmSRebPn68lZImIiIjINbCBjvKyzqBHbdiwYY2cC5v4NWrUkDdv3kiJEiW0ZUCMGDHkn3/+0eB1a3xoImAAi9gYW2IhG635cB4rmPXhw4dGzkNm4OcUJ04ch4/Fjh1bsmXLxpeaiIgoCECQ59ixY20VBbAePmbMGNvtNm3a6LWbiFyPAQNEZGTxBBkd2NjGQg0yfq3N9kqVKnnFK4zS52hRgO/VtEOHDsnQoUNtmQ4odbl161aNrmzWrJns2LFDMmXKZPy8RJ7s2rVrWmr06dOnmuVVp04dWyAB+pKiVCz+bu1lyJBBTp486fRrYmEZhwWlZYmIiIjo06BEv+95E8ZuAwYM0OptCPQ0pX379jJt2jSpWrWqjB8/Xr755hutOuWoFH1AIMABY01UuCpXrpysW7fO9hgq67HEfdBStGhRPRxBIIknV0IkIiLyJljPu3XrllYBAgSCgnXbFWvxROQYAwaIKMCQPYINOvQUxwZb7dq1JV++fBoR+Pfff+uF31vg+0Hm8p49e2TKlClGviayXtAL01pIw+IT2h9EjRpVAwmGDx/OEpdEDkqWIZgGwUr4+0H/WGvxGUEE8OWXX/r4P9GjR5cjR444fS0HDhwoffr04WtNREREFABFihTxMWZDoAACPH/44Qfd4DfVrgAZaZiHVq9eXUKHDi3t2rXTDDQEDaAllWmY7yKIHOfKlSuX7TmcOnVKhgwZYvx8wQkCSQ4cOODjd8dV/v33Xzl//ry2ICQiIqLA1b17d/4IiIKIkIH9BIjI840cOVIXfixffPGFbuTNnTtXJk6cKN5g165d0rhxY0mQIIFWAihdurSxr40SSxcvXpR3797J48ePJWHChBosABkzZtQoSyLy6euvv5Zff/1Vy9Ci0gDaD1i9YyNEiKD/vnz50sf/QYsU6zFH0H4EwQbWYQXyEBEREdGnbwAjEDNdunR6+/Tp09KrVy+jmf8IFs2aNauPgNC6detKixYttD2eaWhBUKZMGT/PAd+nVTaXPm+ejTYPVsU9V7l06ZL07NlTEidOLIMGDXLpuYiIiCjg1q9fLzdv3uRLSeQmDBggogBB2W9k+KKHuNUrsEOHDvoxWhRgUu6pbt++rZuQyDxANgw28REwsHHjRqlcubKx86RKlUrbD6ASA7JtEDCA3pvHjx/X6gLOSikS0f+kTZtWg2tQ+QOSJEkiIUOGlCtXrvh4iXAbf2vOhAsXTv/O7Q8iIiIi+jToQ5syZUodex08eFBGjBihm+2ugIps06dP93FfkyZNpHnz5jp3MwnV4Bo2bCiFChXSagZWVSv6/Hl2zZo1Zffu3do2bPLkyS5Zr5g9e7a2jMB8Yfny5bJ06VINPCYiIqKgYdGiRbqfMGbMGG0VeuHCBQ3SbNu2rbY8JiL3YMAAEQUINrjfvHlj6/WNgAFk6QKyc1FtwBNhYIIgCLQGwKAFWSvIfHCVlStX6uYksqYRPVm/fn0NFMiTJ4906tTJZecl8jR4v0G7E3uozIG/WWQLQeTIkXVR8LfffrN9zo0bN2Tnzp3ac5aIiIiIXAfzFwRvYnyGoOj8+fP7ODCeM6VgwYIyadIkbQ1w9+5dDWaHli1bahU3k2rVqqXzXszVUD6/Y8eORr++t0OGYPny5XXOiyp6CxYs0KoCCCZB0LxJ+PpNmzbVQGK0p8DvJM6XNGlSyZkzp9FzERERUcAqF7du3VqD/NDCCsGEWBMvWbKktn1CQiIRuUdoN52HiLw4YAAbc8OGDZO+ffv66AuI+3Bx90TodY4qAsuWLZP3799rJokrgx9QwnLatGkyZcoUXUhB2fSYMWO67HxEngoLzOhtWqxYMc1KevTokWYNYZGxVatWPrLNsICMReps2bJp5hkCcGrXrh2oz58oOEGfZwTBIYgHmyvoK01ERN4PG7SYQzkTOrS5pSgECiBbHZXZHjx4oPdhYblHjx5aJc4UZLshiByt98KGDauBD2XLljX29YODO3fuyKZNm3QjH8H4mTJlkj///NMl5zp69KhWEUC7CLSo+PLLL2XNmjUuORcREREFLIkOa3ZI8MF4K27cuFqtCm2miMi9GDBARAE2evRoDRr4448/dEPu7du3snnzZv0X2R6eCFkOqCyAzUhENyLSEaUTUQYJ/TetXpymIRPHPrviyZMnuuHiqYEXRKZh4xEZXfPnz9eFwChRosiAAQM0wMe+TBkyl44dOyYzZ86U8+fP699wo0aNWMqMyE2wAVCiRAn920Qg3Pjx4+XMmTMSPnx4/gyIiLwc3v/dZerUqVq+FteZAgUKaKDC1q1bpX379hInThypXr26kfM8f/5cIkWKpMEC1nwRczX6eAjiRQU/BPtWq1ZNx/E5cuRwyUuIMsZbtmzRuQDaYxQvXtxWjYyIiIiCjocPH2pFIKtVaLx48TSokIjcL8QHhGMHcygph8xh9J9jv2Kiz4MS4ZiMo/cgNu1y5cql2YRYVHEHbEbgfFgcchVsPs6YMUMDCPLly6cRkK6At+Vt27bpuVatWiXfffedRlZS8MXrFF93Ik/Tpk0brZTz008/2YJ40MMaAYZEFHAcGwQOvu4fB3NBZIg5s3//ftvGu4lN6J49e2qAmj1Ub0O5e2wam4DqBVjARolcQHA82l1Zt7GmZN8Oiz4uuBBzXlT1y549u1YL8/1zNOHFixeaDIBznThxQjMWmzRpomMTIm/D6xRfcyJPkyFDBl1nR/VdQPVdjAes21hbYLVCIveMDVhhgIiMwIW7S5cuPu7DmxDKCZkq/Yc2B8j4dxawcOnSJXGlzJkzazUFlDrfu3ev8a9/9epVLZuIA9CWAH03kRlDRETkSdBDOm/evLbbqVKl0t7SRETk/fr16+e2lgQIWLc27e0hoxxtCUxBNjwWsO19++23to9NVtB5/PixtllwJlq0aH7m3p4IbR1wIDgeG/q7du1yScAAKpSh0hiOCxcuaODA5MmT9SAiIqLAhVait27dslVuqlGjhv5r3fZvTElEZjFggIhcBlkXJjfWr127JkmTJnX6uOkSg8j0R49FBDygggE28JMnT64Z/+iNbsr169d18eLs2bM6SFq3bp2WY+ratSuDBYiIyCPhGrp8+XINfAO088F9WKiHKlWquKy9DxERBY+WBKhiECJECM2Y8e2rr77SNgKmoEQu5oHugMB7BKmXKlVKMmbMKN7izZs38u7dO4kYMaKP+1GVsGHDhm55DmhPMHDgQLeci4iIiP5b9+7d+TIRBREMGCAij4KggCtXrvi5H/eZLnPcoEEDDXjAJn6WLFl0QQolDFG6cO7cuVo9wVR5S5RjREuFqlWrStq0afU2ERGRp0K2J0pOW9fsnDlz6r/W7ZcvXwbq8yMiItdBmwD/WhIcPnzYSEsCBKIh62zQoEF+HsPGNCrUuaK8PVoPoLIBNr7z5MkjZcqUkZAhQxo7R8KECXW+iQx4zAubNm2q2XYmqxgEBowLSpcuLTVr1pTGjRvra+duBw8e1AoDCCaZM2eO289PRERERBRUMWCAiDwGFmGc9VlBxkfWrFmNnev27duyYsUKuXHjhp9zorrA8OHDjQUM4HmjegIWhdBLEYte6PtJRETkqbC5gYOIiIKfkSNH2jbrv/nmG63YZh8gYKolQahQobQfPSq1OWLfMsAEVM1BQBwy4nPnzq1t8WbPni2pU6eW1atXa6U4BICb+L5q166tB743BA788ssvertv377iyZIkSSKJEiXSoHxU8EPgAALnrT7FroAAfcy1ESiAyoHNmjWTdu3auex8RERERESeKMQHhGQHc8+ePdMSdij75mwzkoic91d0tlGPRaJXr17pBN3ToE1ApkyZ5M6dOxqMYG/VqlUyZMgQl1UBsLIeFi5cqOWaf/jhB6lVq5ZLzkWegdcpvu5E3uLRo0cyb948HTugbzERfR6ODQIHX/dPh6x49KD19Ox4KFasmM4RETxuVRR4/fq1VKtWTf/F94m5nElYstu8ebOMGjVKq/P8/vvv4qkwf0bbPfxrfV/Tpk2T9evXS8mSJaVVq1ZSpEgRI+dCEP7GjRt1Xv3HH39IxYoVJX78+PrzQQALkbfidYqvORER0eeODVhhgIgCJEqUKLqx7UyYMGGMvsIoLekM+lciG8NUGUiUT0Y1gUaNGkmCBAm05yJaEowdO1aGDRsmrpI9e3Y9RowYof2fcU4GDBARkadCACE2BbBoj00BZGdiY4CIiMjEAtjWrVulcuXKPu5H2wBsEpsKVECLBWw8r1y50kf7AXz9Pn36SL58+bRNgSmoXjBz5kz59ddfJXPmzNK5c2fjLfgCE+buqD6BAwkGqNSwYMECYwEDGzZs0N+Jfv36aesBVDNAoIDpgA4icr/Lly/reyTW7Hy3g8H7MFrH2EMFk+TJk//n17106ZIGZqFNqOm1TCIiIk/AgAEiCtibSOjQWo7RHdD3OGnSpE4fT5w4sa03sglYDMLCxdq1a7VFASoNYJKxdOlSDSQwDQEJx44dk1u3bknkyJElRYoUWnaSiIjIUxfzsNkxa9YsDcRD5uWECROkXr16gf3UiIjIS/Ts2VPSpEnjsH3AwIEDdTPfVOA6NqZ8V58DzN2wIYX5mwmYD2LeiQC7/v37S+zYsfV+q8IdghQQYO4tYsaMKe3btzf6NfH6oFIf2mNs27ZNGjZsaKwVBhEFDqzNocLL4cOHNUvy+fPn+v5r77vvvtNggnjx4tnuK1u2rPTq1cvp18V6HwLMzp8/r5mXWJtDRTRUlSEiIgpOOFomIo+BgABMCHyXGkTWBRaDkJ1gEhZi3NWDef78+bpIgn6YKJX4999/y7lz56RAgQIatBAjRgyXPwciIiJTUHIY/YKxaIeFemyioFoOF+uJiLxfrly5NCMfsPGC28got+zfv1/Chg1r5FyLFi3Simy+Va9eXTeATAUMYJ6WMmVKrVzgO/AN81HTQfSpU6eWmzdvSt++ff08ho2wdevWGTsXMvxXr14tGTJk0JZ4vXv31ixdtA7C9dzUtTtv3rxaccgd4sSJoxX7Bg8erJUFEMCIcyOAcdOmTboRaKo6IRG5x5EjR6RHjx5aWaZKlSpOP69ly5b63vWxEFCEaxJakmIdsFu3btpqBsHP0aJFM/TsiYiIgj4GDBCRx8Aik3308JIlSzSjJEmSJFriGP2QTUJfRSwmYIEBizUoY4hMD2x+JEuWzOgCTfPmzTVaGgECFvTBbNy4sfz0008yfvx4Y+cjIiJyta+++ko3iZCpc+HCBX8rBBERkXdBGXgEdjtjagMaLW8wl/KdYQrIEsXmj0nYgMYm1c6dO7UFAa5zGzdulO3bt9uy/01AQMDRo0fFXUqUKKGbZMiyzZIli26QlS9fXqsCYRMN7RBMQIUGzKndCWXF0ZoAB34f0J7gxx9/lPTp08vixYvd+lyIKGCw/gcrVqzw9/OQaITgAiTjWBVanLlx44a+j69atcrWwgYBA3i/X7Zsma7JERERBRc+G/0QEXmALVu2SI4cOWTYsGEyadIk7U9oOlgAGjRoIK1bt9bsfpQww6LQ/fv35euvv9YgAlP++usvSZQokY9gAcBkBS0JUGmAiIjIk2AxHm2CypUrp9l9qBK0Z88e45s3RET2duzYIR07dtQKJ84CgtFeDJsBQ4cOlevXr/MFdNEGdKlSpZwevntOfy58nVSpUsnWrVv9PIbAb2TLm4SKdggMQKDAmDFjZMGCBRq8fubMGYdtETzBtWvXtAXCrl27ZNy4cXLgwAGZMWOGtGrVSkt/YyPN9Fwe82nM55EAYNm7d6+ULl1aXB3M2KlTJzl9+rRuBpqC6gz4vUYAAn43iChw4e/722+/1UQfVLjB37wzaG8AeE+yDzjDezqCDogo+EAFqbt37wb20yAKVKwwQEQewyo7hgUN9HJEloCrILsCUcuINsZkwV7BggV18QSbICZgIoLvaerUqTqpsaKaL126pOfJkyePkfMQERG5U8SIEaV+/fp6oKQnygFjAQ/Bfsjws1+YIyIKCIzZsZmLPvIYVyM4yXfZeKhRo4ZuTOJ9CRukv/zyi/z+++8uCT4m90DZ6SZNmmgACAKwUdkAAQQICpk1a5bx8yEDH9cz39BSzmT2PKoYNGvWTF6+fKmb99joRsU9BOMVLlxY/zXh8ePHEjduXA2+SJAggf4NWe0jsMH+6NEjMQWvEQLi0fIAlYfQUxx/uwgyfPfunZ/2gwH18OFDrZKA1kiY32NenzZtWi1Xjk1EU/AzwvcxatQo/dp470FWMlo8EJF74f2yZs2aOg95+vSpvudUqlRJjh8/bltrs2e9x0WPHt3H/UgcwnuII2i5Y7XdsdYqicjzISgUYxWi4IwBA0TkMTCQx+IPeg2iJ6VvyO64ePGikXNhwQLnCRcunMP+lW/fvhVTokSJoplOyIZq0aKFTlTQjgAlNlHlAAspREREngwZPtiYQy9pZBc6ur4SEX0ubNRiPI3NQGT6OoKe7/gc9Ga3Ms8RAIzNSgQNkGdC8AfmTX379rXNBfHznTJlirEAb//88ccfmpGP6hamNvEBgeRt2rTRIAi0eMD3NnnyZDENVTcw98TfBQLWrY8Bt/G4KWhThOCEH374QW8j8AGV/BCgkC1bNjEJm3l58+aVTJky6esYJ04c3dg/ePCgVjKYP3++0/eKz4HggIULF2q1iWnTpknRokU1KAKBA7Vq1fKThEBErtGwYUPbx1988YUGK2NsgOopvqt6Wm1LrPcMtGCxYNPQesy3gQMH6pyGiIjI2zBggIg8Bsr2IwPCGVOlLSFhwoSSM2dOrSbQqFEjzbZAecETJ07I2LFjtR2CSUWKFJFDhw5pBDOyHxCUgH5r9hMWIiIiT4ISvblz59ZsRQuudchYxAI+EZEpyATE4Z+VK1dqKXT7MvXYbMZmHgKTfWcXkuf47rvv9MCGMDafkVnqSjdv3tTqBag0gJL+yJhHUJwpDx48kBcvXkj79u319vLly7WKQvPmzbWigkmhQ4fW82Hz3mL/ccaMGY2dC/NblPpFEAJ+TpjzotUfWljs27dPTEIlEQQSoU2APZwrWrRoMnv2bKMBAxZsTKJKIDYU8Z6D4AEEJM2bN8/4uYjov2HeYb1vO4K2aYDqRKlTp7bdj9vFixd3+H9QwcZ6f7YqDGANkYiIyNMxYICIPAYCAr788ku3nQ8TfCwkrF27VjfxkQ2ZPHlyzUxCIIFpCEhAyWZMTCJHjqzfrzV5ISIi8iT79++XQYMGaVk/ezFjxpTy5ctr4ACrDBCROyG7GWN5e7iNzUtkbyNY2DeWHfYs2IB2FVQxWLZsmVYTQF9rlLyeOHGiBpx0797d6Lms4JUnT57o/BfzQmw8o9R927ZtjZ4LmfEIGHAHjAEqVqyo38v333+v92Heu379et2Yc1Qu/HMhWACvn6NWEZhvuzqoBIH/qIqIg+WNidwDFVIwv7DaqgAqm4F9sCASgfAegDFA9uzZtQIIAp2tgIGjR49qMFixYsUcngfn4DyGyDPh79pZAJGz+4mCEwYMEJFHweLChQsXZPDgwbb70KcSF3z0J7SfBAQUFiyaNm2qh6uhJCIilK3KAlhUOHfunJZMQ9DCf2VMERERBSUIrqtcubKPBTtAeV6UB8VmC6oPmDBkyBA5fPiw08e7dOnC/uREJK9evdJWYPasMuF4zBGWHSYLqlBg8xfV53CNwya0qzbaESCASgL9+/eXoUOH2u7DvBCBCiYhKOavv/7yd06M1n+mjBs3TitB2ENQBFo7+FdN8FPlyJFD0qRJI1myZNH+5cgyxnlRlhznQgsJU1CRAZUFnPEdsEBEnwdtX+7cuaMBgIC/Z/x94W8d7yOnT5/WFiR4n8b7FuYbaOmCakL21c3Q8gXvDb/++qu+x/3888/Ss2dPDWBC+5IePXpIyZIlfVRbISLvgLEVgov+qyoJUXAVpAMGMGlHyUBHk3YsQFqeP3+u5d/Q2xwXekyg0BPNZHlyIgoafvrpJ432tRcqVChp2bKlTgSw8e5qaBuALAhkeJiAhSaUl0QlA/ueahjAoOchvufx48cbORcREZE7oOQwggMcwWIcHjdl586dcurUKWnQoIEu8vnGoDsiAgQLIOPYnrVB6TuQwMKyw2Sf9Y+5JtoQICu1Tp06Uq5cOZe9QB06dJC3b9/6aR+waNEiLX9tCqprOMuixXlSpUrlZ/4d0Mx7+7Z72ABEyX6s/Zlsf4CAxXXr1umxfft2rWyE8UfRokW1SoTJsQE2F3CgWsm7d++c9j33RFirQOY1vq8yZcpocgNRYEGwltVmJFeuXHqNBrQByZcvn76PIChp0qRJ2gYkXrx4MnXqVKlWrZqPr4PgAfuKQ+3atZPYsWPLggULdC8C+wqdOnVy83dHRO7gX9ICruM4iIKzIB0wgJJvyLBduHChZM6c2XZ/3LhxfXxelSpV5P79+9pTHBP+Zs2a6W2TPeSIKPDh7xqLJhjI+5Y+fXrp06ePW54H2hOgzLKpgAFkdCRKlMhHsAAgAKp27doyatQo8TaooICDvWKJiLwTrsubNm3SgDh7GKsfPHhQHzcFmzc4kCWE0sqYC2BDgIjIHiqRbdu2zcd9Z8+e1eBjbIo6wrLDZEFCCuZmOFCqetasWRrcjQSWAQMGSN26dY22k8OGt/3GugW/r9GiRTN2HlyPkbHre96NDDxsniFT16S+fftqpSG0Vrh69aqWA0cZcFQK2rx5s+TPn9/ozwxBHa4M7LDgdwDJTQj6L1WqlK5jurJFhjs8ffpUN1axBou1ic6dO2uAJjZhiQIDAqlw+AeVAxAw4B9Ua/EN7+E4iCj4uX79uo7rsKaAhGSTlZWIPI1HpOBj0oXyQtaByYUFpcTQj2jOnDna8wwl4jCxQfCAyahrIgp86DGGSeuLFy/8PIbFBvv3BhODBUQhOzrQOsAkvK+hjyIin+3LIl26dEkjpR31U3UFZFxhAcAdVq5cqVUhiIgoaEA1G2wMmIINhj179mjVL2wC4LqKjQBkp5UoUUJSpEhhtCcysoBOnjypPZHRUxpZirhNRGSpUaOGjnX//PNPvY2MWYy/S5cu7bTCAJEjCPbu1auXZudv3LhRA08KFixo9MW6ceOGVtCzKgqgpDY29xs2bOinUoYpCH5AaW6cB9UMzpw5o+W9TcE8Htm/1jwQgX44365du7QEONoPmoTzjR49WipUqKAtCvC3joAF02uFVsvEVatW6XsMgiP/a8PSE6ACIgKtUJ0BPyOM4X777bfAflpERERGWjJhjIUgPwQIYCyHCkQmgz+JPFGQrjBgwWQC5UBQLggZQ1hktKC0GKJb7UuXlS1bVv/P3r175ZtvvgmkZ01EpiFCH+USEdk+ZswYXcSw+kn27t1bFwFNQWACNjqwEOQbNveXLVtm7FxYoERptY4dO0qLFi006x6BA6iygvLKjp6DK+A9E9UMNmzYYOTrIfNm9+7dDh/Da0tERO6FBXJnfboReGcyYwylfhHYixKfefLkkTdv3uh93333nW6AuAKyMdHHFAcqEr1//94l5yGioAlZh/i7x4If3gd+/PFH7WmMDUlA5jLek6yMY3we2qOgHDrR51530OMaB6qnmVS+fHlJkCCBzhOxyZ4tWzbNYsfHmB+OHTvW6KL5hAkTZMiQIbqehkA/nNs0bKwj2MIq2b9v3z6d11vlxTFuMAUBQYUKFdLqIVmzZtWN/Fq1aukaIqoR4dy+q5d+LnxtVDYqUqSI3m7SpIns2LFDPB0qK9pXe0XmNu5zF1RpAPzciIiITDh27JhMnz5dgwUQTIhrNq7jWKNgZQEiDwgYwMQLpcowkEfPcES0Tp482VYWDdlKvgf56B1mRWQ7mwzhsLASAZHnwN8/goZSpkyp/cmwMIPNZ7xXYFHQJJR69F1KGZCxaDJgALC4gMj9hw8f6iQcwRHoD+ioDGVA2x84ywo4f/680XMhWAA/EyzI+IbFWZPlqImI6L8h4A7ZtNjg8A1BatjYNwnX6jVr1ujXxvXavjQvxuIo9W0qyA/VxvC9JUyYUK/dyFpEKWIiCj6QEYT3G/s5ge/KASNGjNDe82iNgqxjrC+grzlRQCFIxRRkqF++fFl/T7F5j0QYBLbg+o0NdwTfmYJ1M/T+Rts/lOJF9Ttstl+5ckUfx3zUVEAhghAw58Q5MSZART2rjzi+X5PVh/bv368BRFb1JKwTYkMA4xKsJ44cOVIDJExAsL/9mAbl++0rB3oqJG5h7cOq/HDgwAEdc1m30a7AVDVEtLHCYc9KPsDfAf4GmBBGREQBVbFiRQ0MwDUNaweABD4i8oCAAUwg0DfEWuxDxDFKpHXr1s0WMIAJgO8NNUQr4/9gkuMI+oq5q9c5EZmFBZITJ07oRB8Tfvz94z2hQIECRs+DQQNamziChQxkergCsi9xWPAeh00WUwuZ586dk/Hjx0vJkiUdVk4wDYEcVmaAPdy3YsUK4+cjIiL/4RrgKBjO0X0mIDAXi+hWsACuQ8gC/vbbb6VmzZpGzoGvhQVt9JLGhiFKNc+fP99HUB6C8IjIu31s6XT0TMdBFFTh2ong9VChQkmsWLG09Z4V7If7sWlrCq6ZL1++1MDyevXq+Xkc1TyRlW8CvpemTZtq1j/m8Wgniu8LgT5TpkzR/sGm4OtaFQkBH1uvG6ooINDQJGQqLlmyxLbRjsO6jfHOvHnzxFXWrVunwRetW7c2+nURzIFKCfbzdqy3Wrex7moqYADJE4sXL5batWvb7rPWgvGzYxAoERGZgFZFSEZEdQFUsDEZhEnkDYJ0wAAG+L4zoNAXDlkBDx480H6l2FjDx/ZQnhwTDvtNN3vYXLTvQY7JmBVRRERBFzIt0Je4e/fuWkYUmYv27UhMwqIM+hg5goyB1KlTizugekLXrl1tvVZNQGa/o/6QaEWAlgSm4H01d+7cTp8DJ/1ERO6F4DNnGZAIhjNVmtcaj6OcMrLDcN1EJh/aIQwaNEgrHVSqVMnYuRBUjGsKsgRw+IZsSQYMEBGRp8BmM4LGMT9DZTbrY8Btk1ANzveamishKB9t+HDdTpo0qa3qEDbw06VLZ+w8qEaIsQjammLdYPjw4bY2DghkdJZg9LnZimjH50zEiBGNnQvrAr4D8pFIcf/+fQ3KRCKFqYDMypUr6+EOnTp10p8J2iRizQeJIlY7GetfIiIiE9dsHDdv3pTZs2dre2O0Z5w0aZIGNSZLlowvMgVrQTpgwBEMwhFdag24EQ2EDS4MjhGtbF+2ylnWACYHpkqgEpH7ICMAmQcIGEA2PDYirFKJrnDnzh2ddKP3IeC9BpkD6OOHhQ770soBDYTYtWuXw8dOnz4tJmFRplq1ak4Xi9DX1RSUtsThCAI9XBXsQUREjjmrnOOKMnxY7EWAAtrsYDKO0t8oaYwqQXHixDF6rh49ehj9ekRERIEJ2fcI4kPgONh/DCY31rFJ6ztgAJUNkKDjqIWRCQgQwBoeqiV8+eWXGsxo8nsCrPkhOx5jnyNHjuhc3poHIxHJZHs8PH+0W3AG36spaN2ANYnvv/9es/0B6xKoxoqfmak1iv8KaMFr++LFC12TMQHrvL169ZLjx49rpQtH1S6IiIhMQUIBkopxIBhvxowZkiVLFg3CY2IxBWdBOmAAg+Do0aNLsWLFdKJy9OhRbSdQvXp1W8AABqdYdOzZs6dMmDBBM5f69eunmcEoSUpE9LmQjYDDCkRCVn6XLl20fNHQoUONRbpjMIJeqo4WSTDxx0KKKaiM4Kw6AhY5/Fvo+FSrV6/WPoRWJgcREQUulHrFxDhv3rxaehiLyuhZ7AoIuKtbt672DMaBkrXWuN009CBGj2dncO3OmjWr8fMSERG5AgLssP7lDmjp4+gaiU1wbNpiLmcy4QYtkNB6AGt9r1+/lm3btmlAvisgS33MmDF+7o8aNaoeroSkALQhwAYEAvORxWhC/fr15c2bN1qRAd8bXjtkReL3xdWZ+NevX5dff/1VDwSVYE3EtEyZMmlrWqzrjhs3znibBWcBEBcuXNDfc64jExF5NwTxof2v72qLAwYM0P1FBN8RBWf/awgVRGXLlk0nJ4g4xoQJi5uICEaGsQWBAytXrtSeamhBgCoDuA8DWCLyPpjMYWEBWQnWx9aB+0xO8FEOr0yZMnob7zO9e/fWPsmYvP7+++9iemKM8/k+0FfJJEy+rcwKVC9w5WY+emGazKYgIqKAXwOQuQWDBw+WZcuWuewlxWI2An6tazSy4HBYt9E+zJSdO3fK/v37JW3atFK4cGE/h7M2ZURERMEdsukwr7Y/UHUAG9DYRDW5KYwqgQsWLJDz589r9SGU/kXLIlfZvHmzFC1aVNcWUY3o7du34koY2yBgHj2RsYaJDe8+ffpo0IBJTZo00YABZEX27dvXaHsF37DG8ttvv0nJkiW1wivGjkjqws8QJZ1dAeNFvG4IZvnhhx+Mf30Eb6xfv14/xmuH7w3trVB1Aq8tERF5L1zLkiRJ4vBAIt+9e/eMnQvjjrlz5+q1E+MrVDsqXry4Vgky3WKKKFhUGEiePLlu0qFfG3qPYcDtqCQaWg9gsIpoV0SEuipTioiCRlsS+/7L9h8jGtxUiwJsdqOvogWZiy1bttSPo0SJYnSxARUEcufO7fAxZIKin5IpeN4oHWi9lmvXrnVp1D4WTbAx5AiyEqwyikSf6o8//tCgGpRsRVlR9Cn1nUl96NAhH/ehgoYrFp2IyHkWHA77v0vrNjYMsKBuwsyZM/VAwDCy+FAdCBsERERE9OkwT0uVKpWWiO/fv79m3JmAHsFYjLdK/aIyKILyXQEJAAiU79y5s64t4jxYU2zVqpXxc2FzAcEBqJyANYkGDRropjoCNU2V7HdUPQFzeVQXQGWBypUrGz/HqlWrNKgjT5480qJFCylbtqxWW0TrRtOs6gj4d8mSJfqxs1aKAYW1HWwMlS5dWivbPnz4UINZsAaEAJoDBw7ohhIREXkfrBMcPHhQGjdurNdrJCq7SocOHWTjxo1a2RGBA9jfRIXhdevW6bk3bNjgsnMTeWXAgP2GIDbN/gv7ixB5N0yKMfF3xn6DP6CwmIALOjIRsMCAvo5WeTpkMhYqVMjYuRDJ7qyvdNKkSaVNmzbiqbA5hMORmjVrysKFC42eDyW2rV6YFkRtorUDSkyR50PWcv78+bWaEEqcIwAGi5j4O0EJMQsW0I4dO6a/ZxYE+xAFd8gUw98NMqqsjy3hw4fXHrImIJsOi9jOmOyxi7KBnTp1ko4dO+ri/MSJE6Vt27YalIAAAiIiIvp0GCuYnGOjBDDaiCLo12pfZFX2A7QJcNSm73OgolLGjBl1Pm99L5gfuCJgAG0V0B5pxIgRGrSIgAvT81xHkFCFjXwEYJqs3GQ/78LPDPMujNvwfbkDKgu4MmDA3okTJ6RKlSq67owDQQSYQzJggIjIO2GdAkFiaDuM6jIIikO7JGeJfAGxZs0aPbBniXXqM2fOaEAmWj6hCiKuse66troDEgbxfTpLHCTP4BEBA0REgMUKV0b++T4XIttR5g8LGNOnT7dNmnft2mWsB6EzqJqCViuooIISiiahsgAyIDBQsT62ICjCZBYEJt/Wa+cbMsNNwsYwqtLgZ4dNI5RnhNWrV+vPEINB8nxYGJswYYL+bVhQ0qtq1aoaIYwAH/tgnK5duwbSMyUKmn788Uc97G9bsNGOybIJWFzGgYAtBCK4o6IM3h+sBV9U1PHdm5CIiIh8wkYzNvHt4fp56dIlzfY2WXYe44GnT5/6qTBk3cYmrbNg80+F8Yf92gE+xn2ugNcIrQRR7WjgwIG6EWAyMPK/IGAelVmRvYh/UerYBGzYowoEWhKgRQDK9ceNG9dPZTdPZK0PIGgF1eos+LnZB9MSEZH3QZLgTz/9pEGFaBOApCSMe6xEQVMQFIlzIXkJh1UVHeskqJKO680XX3whngStFbAv4gj2TMjzMWCAiMgJlKOzetvZb3JjA9o0DFJixYqlGzeXL1+WvHnzSubMmfU2ngN6MJvw1VdfadbGjh079Lb9x5A1a1ajAQPYIHJHkAcm/Pv27dMoUWwYYTEDGedjxoxx+bnJvfA7ZR8sANaiFVoT2QcMXLx4URe3okePLgUKFNC/aaLgDGVknVW0sRbyTXny5IlUqlRJfv/9d61aYPXZdQVsPqCX79SpUzV6H0EPaE9gMiuSiIjIGyETH3NA35D5hrK57dq1M3YujOFNtRD8GFjQtjIGMS5B5TnrNjYH/BsTfQoEKqK0MA5sOGAMMmXKFA28QOWBunXrflTV1M+xf/9+zZbEpj7mOlZFBVMiR46sQdk4kNSAoAgkT6A9HIIjTK4d4Gv269dP/wV8bMGmvv3GfkAgm3Tz5s26hoB5on01KmzgmE5sICKioAXJBStWrNBgP2za45rtius0NtdRyQbBAhgTWB8DbuNxT4Mqlbgeo1KCb574/ZBfIT7wJynPnj3TaB4sNqIEGhGROyHTAZuc2OzGpgr6KyJyHxsegwYN0koA6IfoaZDtj2AH/0pSm4KSjzgfyk9bA69vv/1WgzBQitLTKwzwOuU/LCZhwermzZu2AJWGDRvqgh0CBVBJA/0pUXkCfVj9G/jisH/dsfnI8QEFF8hKw6K3Cbh+bdq0SbPd8LdZsmRJ2bNnj6ROnVpMq1ChgpavxWK2o6yAIkWKuGyhniiwcGzA153IVRUGUB7X1HjgU1y9etVYdh+CAzDu8C+Q3hXlh+1f1y1btuhmPgIyEURgyv379zVQEl8bMMbB64YND3fAXBs9mTFvqly5spGvuWrVKj38G+vhoP/G8YH78TUn8hxYE8T1s2jRotrWx5VVc7D2gfVEZxCI52l7kf61HWBLAu+4TrHCABFRILtw4YIkSpTI1jcaWQLjx4/Xj9GOAD0RTcHGqX8TcZMtCVCaEZN6LJZYWZ67d+/WhRts3pgclKF8JUpmWufCIhcyH6pXry4bNmzQTWPyTvj7QNYyMqftq1kguyZFihS22/hdwO9kuXLlNKvEEQQdoCIBkbdDlh2uOcgaAwTXdOrUSTf10XvXBAS7fffdd1qCD0ehQoXk9OnTLgkYQO9BvPcfOHBAD9/SpEnDgAEiIiIn5WP9y/rHoiI2pE322EWQ37179/T6jRLwqBLWpUsXefjwoW5EmxAnThytdOQODx48kLNnz/q5HyWHf/jhB81iN2XZsmUaIImqBQhCQNUGBOgfPXpUXAHjOWTdJ0uWzHbfnTt3dGxnsnqbuwMCkKyBdQJUE8D80F2tL4mIKHChKiHe+48cOSJNmzb18ziqCiOJzwS0vfE2WHfB+M0RjBWRvEeejQEDRESBDMECGERgoQYLJn/99ZdtQo6S6o7K/HyuR48e+WhB4JvplgQ1atTQnpToL79z507tg4jN/Z49e2oLgUyZMhk5Dyo01KxZUxeYSpcurfdhMwylGVEa0tRgj4IWBKAgCKBr164aGWzPPlgAsACF0qr4PXQWMICS6e3bt/dTYYDIW6DcXtmyZbXUK94jEWyDvrfo34eSw3i/NAVZZ2gRY0Weo50Izm/dxiTdVMsA0+V3iYiIggvMN/1rf4fqA9hMXbJkibbNCyhUAUN1OIzLYfjw4dK6dWtp2bKlBi+aniu8fPlSSpQooeMStFhAsDG+X1RAwtzbBFQSaNSokY9NdXuYnw4dOtTIuVBBL2bMmJpkkD59eh/t2FxRCRHz+K1bt/q4H+WUv/nmG/2+Tc6zETiC4AT0eEYgC1pGIPsSPzecz+R5UIUQAaX4/e7Vq5cGsZj6fSAioqALYxBH2fEWrI+YDLpDVR5n0CbY09ooYh0HbScdwZoPAjLIszFggIgokGHC36ZNGw0MwIV35MiRev+7d++0n5JVZt8EZAFgsccdEASBwREWGQAtAZD1jwxWbMrOnz/fWMAAOMoMx+tp8vWjoAOVKkqVKqV/Ox/bFx0VKPybGGCBCgeRt0ImGv4Obt++LY8fP5YyZcpo5iCy0pApZlr9+vX1sCxevNh2G+/NCCgz4caNG3otRclf3w4fPqyBP1hgJyIiIp/Qvx0Z8v7Bpv6AAQNkzZo1AXr50KJo+fLlcvnyZd1oRsAfAgiw+W3fR94EbDhjEx+96q25KOaGCDBHcAJut23b1tgcO1++fLrBjmxFjG9QXcAVUDkPFQoR/ImSytjsxhgHm98IijA5l0FAQNq0af0EBWDsiMpRaAmINoomIKgUczu0s7JaW2FDAq8tAsSxrpAkSRJjm0UIJsfaBLr0IoAErRSR3EBERN7Nle2IfMN1xVFLArSCREIf1mQ8tcINqg0h4TFlypS6FkPew7NCWIiIvLiHEi60iKD//vvvbQEDS5cu1Um6O+zdu1cXTkwGDNhnPGDTxspeQUQ/ylCahAUo9L0EbIgNGTJEKxygvyN5F1SnsIIF8LfjG4ICDh486OO+efPm6WC8WLFibnymREELrjF4X0TfXlxb0B7GahtgGhax8Tfn7LCCyUzAYjUW0HEd8A3VE/CeQURERJ8Hldz8q0LwKe3xkE1nbUAjaxwB5KaDBQClhlHFwKoWho1oVLnLmTOnVjTwPVcICGzWIzABVQuwsZ05c2Y9h6M2BaYULFhQA0FRpbBjx45y//59Hd8h4cAUKyDTEdyPx01ZsWKF/mzQ/sJqvYBEBwSrVKlSxVirCkDgLCorAqphISgBLQqIiIhMOnXqlF4rrQOtIJFAhwBGBBh6amWbmTNnaktjBPRhnIVgUPIerDBARBREWJNjCzIlXVliEO7evasb6tjYQTk+lHY3BVGGKAOJCTmyVpCJYGU8IJjAZCDE27dvNUvACg5A4AMWHbCp3KpVK0maNKnkz5/f2PkocHuvo0oFeq8jqMb+dxbZPFjwwcLPjz/+qH9D+D3DQhoW8VCJANk/RMEVsu0QUIUsLkD5OxzWbfzNoFWBCVg0x2Is2tC4Q+rUqfV9HpUL3Jk1QERE5O0SJEigm9IBhbK8aBGAQHVrTogsO+s25osIKDABmePI+Lc+xrmwsQ8YC6FsrmloiYbWAwgWQFYh5sCurnaHOVHjxo31QGAogjJMzuenTJmir5fvksmocIDqECYzFa0y0PgdwXzOuo3AVmusagK+nwMHDmjABSDIAwEX+P0DBC6Y+j0kIiLC+GfWrFlaGTdXrlx6DcU11lMhKQNr7mi5hHFO7969pXLlyi4/L67fVnAmKh1hzd/k18Z6WXgHVSuDGwYMEBEFM9hkXbdunQYJ7Nq1SzM60Cdw+/btOjE3BRu1yGRFtCEuuMgSsDZ88TFKypuCvvTIILEm9shGwAIA2jxgEWrDhg0MGPASoUKFchrYYi38ITDlzz//1AOl1tFvddy4cRoBSxTcIZgGh+/7YOLEicZKy6JHMBZe3RUwgIAhLNDj359//lkaNGjglvOSWcgAReULV2zkEBFR4MKcEKV5fbcksm5jzID2RSYgaBHlfjGuwfwXm8CYRwDmhtWrVxeTEJSA+fSkSZPk5MmTupluckPdUbsABOcjASB69OhaqaFSpUo6/zWlePHi+i+qUaH1AVoCIBN/2LBhWh3RZAn/7Nmzy7fffqvVLKyxgAXVIBy1HwzIOgWqP6A1ASAYAr8r1m2Uh2bAABERmYDKwahwhOBLrIVny5bNo19YJOxh7GFt1pcvX95WKdk0BBMiKQz/Qrt27XSMgEAFrPdgPIKxgwlol4Vz1axZU4MwsY4cXDFggIgoGMHmadmyZbUlACb+mBTv2LFDRo0aZTRYwDJ+/Hid3GNxCNkP1mbu2rVrNUsAm/wmICPgiy++sC3WIKPcWiyJEyeOrVWBKzx79kwXGACbY1iwIdeJEiXKR1fCQLYxK0sQ/X+jR4/WSZUznh5NjWh9BAohuv348ePamoY+HjIdTp8+rRsEyJK0YIyAMYM7+ivWqVNHF/HZB5GIyPtgUxjzNHfAnHPr1q069kGmevfu3fX+hw8famU/k5vdhw4dkvr162u1IwQolChRwiVza2uhHq0csHGPxXq0IcB8FKX7e/TooYH0mP+agKpTCK5o1qyZVmdA9h2+L2T14bU1WUoZLS8wBkDVQMzjscECaCuF8SlaMJiC7wcHERGRK+F6efHiRc3AL1q0qN6H25ZkyZL5qeDjCdUSMBY4duyY3kZWPsYm2G8AfD8IYjQNY5CpU6fqWkGiRIk0sHDQoEHGAgYA+wpJkiSRevXq6TgSgQMY3yHJMjhhwAARUTCCizou3tYFHRdcV/O96B8hQgRdVEH5IiuKP6AQoYlJ//r163XwZR+xiXKDWHgwCYsZiKDEAAVlGrEAhR5UGLRgk8pUSW8iIpMw6cGB7D68Z+H92JWQ6Y/qHo4gmKxYsWLGz4lNAGx8N2nSRMqVK2e0hK03Q0sfVGjAdQ0/G5RUxkTZChhA1qKpgIFffvlFyw07gvZIREREJmADf8KECT7uQ8D6iBEjjL7AFy5c0OPmzZtaYcm3qlWryvTp042cC/NdjONOnDihYzl7uG5jbopqACbHVWvWrNH2Dvfu3dPXzxoPIFDfZGDE4MGD9fAdDIrv2aT9+/drgKQzbElAREQmIDMeG+wo4Y/DN7QSstrheAqrZZB9OwD72wjyc0VwKMY+ESNG1HV3q5KUyTZMgPWxXr16aUUIVHJCu2OsjSAQFAGhCNgMDrijQUQUjGTOnFkv3Bs3bpSZM2dK+/bttSQfYBBjlWn0NMiE7N+/v7Rq1UqzLObNm6f3o1TijRs3jGaQIGoSPTDtyyS2adNGs3YRfYhACJPnIyIyBZuxCKBCVhgmei1atNBKMK6CUnH58uVzuojvKpikorcdKgx069bNZefxJiihjKABlBTEwgb+RVAhIupNQ7YnSv25OmCFiIiCL1Qc8t2CyV6BAgVk5MiRRs5VsWJFLWXrDBa4TS6Yo+Wf72ABSJ48uT7uqipvOAAt/xBYiPUDk60CnEEgBpICkKlpwpEjR2T58uVOH2dLAiIiMgFrx94GCShWiwB3ePz4sa1FEs5tQaIeEiFdIUSIEBokgAOVqWbPnq0BqAwYICIir4SggDJlyuiBCx821xE8gOwBlHr3b2ElKEOwAA57SZMmlcmTJ+uCkakFBlRHsK9ggHNYWRYoJ4WyTAwYIKKgaNasWZrZjYXXJ0+e6AQIJdxy587tkvMhK8wd74coTWe1pbHXuXNnjXSPFy+ey5+Dp8PiP/oqAgLvEFiIibmrAgmxweCo7cCvv/7qkvMREVHwgsDEfv362TLK0RLPfnPbZHlZBMBZ11BXw9itbdu22scXgQrI+Ef2P6orIQAC12+TOnbsKDNmzJB3797pxzh/rVq1dOzouxpAQCHrH/2dAa2QYsWKpedAoOHEiRONnYctCYiIyB3QPsi+si82onFtcxT05w3wvaLtsdV+IaDQ8hfjN4t9wACCMevWrSuuFiNGDB1z4QguWGGAiCgYw4UP2fE4EGmPcvomB0aHDx92+BjO5S4IFti7d6+xgAEsltiXUkaJScv9+/d1QENEFBSdOXNGateurRvoOEqWLKn3uSpgwF3ixo3r9DFX9M/zRmg5sHLlSi3tB7iWoW8xJvu3b982ei608XHW9xgBjJ5WlpGIiIIeLMhb5XExf0PQgH35XJMWLVqkLeucQVUdqwJeQCGob8+ePTJ8+HD54YcfdP6J4HVUEsR1O0+ePGLK77//LgsWLNBsfCzSN2jQQAP7cNhX2zMBVRBz5Mih2XtodYAWDunTp9dgDKwdWCWIXQEljRGogO8R42RTLZiIiCh4w1oEEjXs4RqHKkcIxkPSmTdAdV/M45GggkQOU3sLCKywqgv4hjUDjIVMwc8CLY2JAQNERPR/sElgbRSYcPLkSe1f7Qw2qjwRFmHQz+jRo0c+ggOQnblq1SrtG0lEFBS9efNGJ6gvXrzQ2yFDhpRnz57ZbqOUP0q7mYA2LShdi6w3fN0wYcKIq+B7QosdvDcjEK5p06a2HsJYTPfUyjnuhGoM+JnZtydC9uXmzZtl4MCBRjfxmzRpor8TjqAVAhERkSfBtcu/fr0mWxJY1RPcMec8ceKEVK5c2RZ4X69ePbl+/brxYAFABmGVKlW0PRIgaxBj1MWLFxs/V4cOHSRx4sSaNHH16lXJkiWLBkhizDpixAitGGj6Z0ZERMHPgwcP/NyHSr8DBgzQObG1ZuGJsAa+dOlSDXw4deqUrpEjYQ9VJk3C+Ap7CwhKQLVffOyKBAOsjUWLFk3HOajImSZNmmAbQMgKA0RE5BLIDvDG/j6IEEV2CjJysciQJEkSHUygDzgGFM6iH4mIggJsnvveQLduo9xr8+bNjZwncuTIWioX2WkIQujWrZv07dtXXAGLyeijh2ABq8JNixYtJF++fLrg/P333zvNaPc09hv6JmEDHwEXjqo3jBkzxui5EL1/9uxZhy0JiIiIPI07WxJYtmzZIrt375a7d+9qEDvmqKgWZDJA8/Xr1z4C/PB9uqoKEDZVkidPbrudMmVKDQh1VclkVJ0AVFBABYhJkybZkhrWrVvHFoNEROQSWLNAQD42o101t3clPGe0A0b1IVRKQKl+BBJibm86WABq1Kih6+7169fX6kNdunQx2qbIHgI5evfurT8bJNsgmDF//vwS3DBggIiIPN6hQ4d0sOLI0aNHtXSjSSjDOGHCBC0/iVLNKHmJTang1NOIiDwPesAii9wZZ1nfnwMLr4jSRkAVDizA4n0SWXGmITK/WLFittuYdKdNm1YDu5BBhlK2njjRe/z4sW7iow3OL7/8otH0s2fP1o0BvL7I+jMFGQGYfKMMH8r+YhEDpYCJiIg80a5duzSTHFAOGBvr9i2YMC7wb0z0qe7du6fX66RJk8r58+d10xkQSFCtWjVj53n79q0G5SM4EkHsmOciEx9leXv06CE7d+6UOHHiGDvfuHHjZNq0afrxP//8o5v41u3WrVvr+MQEfN0//vhD+vXrp7fxMVi3CxYsqIcJ8ePHl4MHD+rH2BCwb22FjzH+oqAL2aYofY2/acxt7HtaW4EuyHpFpQhs+pQtW1ZbdvgH415Um/BdWRJtOIiIXLHpHiJECD088bnjPRjVlTDOwnsl3ndd4dWrV1q9AGM6BERiHGffFtgkjAf69++vLaxQfXno0KEaQGCN54ITBgwQEZHHw4Xdd18oCyIR8+bNa/R82IzCAgkOIiJPgQU134tqrnLmzBn57rvvJF68eHqgnO3p06ddEjCA/r32wQ4rV660fYzFbVdNYF0N0e3YdMA1DKVys2fPrpn5e/fu1aoJWABFXz8TUAHiwoUL0qtXL81axOYGfoauDPRDf0NH8H2aao1BRETBU4oUKaRr165OHzcdUF69enXd3EbAwOHDh2XUqFEalIAAvwwZMmglOhPWr18vT58+1XYBvscAaBmAVgW4lpvQqFEjKVeunNPHrcpOJnz99ddy48YNW2sHq6+zdRsVFEzB6zRo0CCtsIWA1j59+uj4FC26kE2I266GDQmUccb4DtmT9HFatmwpGzZs0N8HjPcR9GM/t7l48aIG1KDKGD4Hvz/YYMLGD9qUOYMAg4QJE/pom4kAWiKigMD12ne1HAQ7DR48WAoXLqwJFp4GYw8kzs2dO1ffk9GaoE6dOi45FwIi0ebSqp6EcYeztf+AQiAmWjJm/b9WzQiIQEWD4IgrMURE5PEQ0YgjsGETB5kl9pmuRETBETbqETFvbdZjkoeFWOs2JpqmJsioJoDWB1gA9p01f/LkSWOL9O6GTXUsJmDDARNyBKmhXC8OLGZjETRVqlRGzoWyxugbjD6+6CGMyTj6K5rcDLCHgAdnP39UhED/QCIios+FLHuU6HcHBETimonSvBZsUuLajcABVAdClpqpzQdsbDoKGMT4AI+bgopGONyhQoUKergDgkX27dsnP/30kzRs2FCrQ2CMhQBNBGSgOpUrIMAVYy0ECmATBOWV7X9n6OPGj6h6sWrVKh8BwhaMH/fs2eOjygY2/jt16qRt1/wLSEUpbVOt2YiIANcT39dltPbBmjEC/Ewn0mHMgeA7tNpB4JQFt9GCx9T6C8YGaNGLA1V9cV1DS0qsy+PahvaQpqDqDyoqWd+j/W08j/nz5xs5D1oVoXrC0aNH9fb169e1woF1G8FpWHcKDhgwQEREXguRjsuWLdNNqmbNmrn8fH/++af20WbAABGR6GQRh2Xx4sW225iw1qpVy8jL1KRJE93oxkI5ggYwccTifceOHaVMmTJu7ytsCgLQMPEGRNZHjBjR9hg+xgTWlOfPn2vZVkCgBxYycJ+rAgaQfYk+h0SBFYxz6dIl/T3PmTOn2zbEiMg7oUIPxiCWHDly2K5x2MDENc+UEiVKSNu2bbUVXsWKFfU6jes1SviPHDlSNm7cKCZ1795dJk+erAvpaC01fvx4l5RQRtsl698lS5boxyZbOfiGn9e8efP043///de2iYLKTtgkQFCGCdh8QBACNlOwVoB2UtjMRnUDjF/p01iZn844GrdigwcBy9i0829cu2PHDs2aRcuK0qVLS8aMGfnjIaIAQTUB+woDuH66quIjritIYsP7Fyo94narVq1sVVTsr3UmYR1mzJgxWvEFgVzYwDcVMICKhBiD2LNfX4oQIYKYgoAyBCSU+r9gBIt1GxWkEJAWHDBggIiIvA56MGNS/ttvv+lEDwsdpmCgNXXqVIePIdvTv7KNRETBBd6DUYbXmUiRIhk7F1rPYDEWpUZRWh/QouDbb7/VxXNPhqxEtAhAVpr1MeC2aVjEthYwsGBqf3v58uU+evyS357SKEftDDJBFy1axJctkCGAFIto2NxDL2yUnkSPY/ThdOXGFBF5Nyxo2/c/t6oBAYKTTAbIITseC9bDhw/XcQ/GAwj4Q492lGo3WXUPG9wYzyHgE4vyGFdhPIBKRK6E6lDgrvdl+w2UCRMm6LgSGy0moHLB6tWrZciQIbqJgvEpAwXcCyWl0RbEv2ABjHdRihqBIhgX9OzZU+cQ1mabo0pqOCyoGEFE5BuC0BA45giuB3jPMbUugmQ5jA+wsd25c2ctqY9gBf/asZiE+S7mWadOnTL2NTH2QPCDO+DajwRAYsAAERF5CSyWoOwjFjUwIEPpJ5ShxG2T/vrrLwkVKpTUrl3bz2Pr1q0zei4iIk+FDHj7jHhXwwI5soZRog6ZdlhQd1Su15OULVtWNyBQKrdIkSL6Lw7AbZNZ0SiJ6F/FAmyGmIIqPI5+NtjMRaAfKk+YDChx12aDFTCILExsEEycONH2uH8lcMl9Zs2apZm++LuyNvDws0KmLgMGiOhzof0AApAWLlzoo3oSgslxLTAdMJY6dWrjpYwdwcZp1apVpWjRonq7QYMG2jbI1QED3gRjA1x3sAGNYDW8huQ+aO2FqhuoHuAf/I2isoAle/bs0r59ew2ejRcvnp/PHzhwoLYHIyLyD+YXzloFIZsdVXERUIb5SEBhfo02kNbcfe3atfLNN9+4pKoA2jDh/RXXNVRrQ4ACKkh26dJFz+lqVosfrMFbCRWuTg7YvXu3FCpUyOXnQuIGkmEaNWokgYUrF0RE5PFQ9ghRh3Xq1NEIcgxYpk2bpuWYXAFl7Xz3ygZEIzIikYgo8KD0Lw5v0L9/f7edyx0TewuCAuzt3LlTg/uQFYHrt6OAvKAOgYRWxiDK3rLUcNCEgFIEMtm/R2CDACU6iYg+F7IEUQUIGwPor44NfSxmb926VTP7EOTnDpcvX9aNif8q2/6xsJFhX+4XHzvb+DABbRX69eun/wI+tqAqDA5Pg9ZYONAqC9VsEOCKllMYN2Az2lWtn+h/1SJ++uknbXGBoB7/2AcLANaVMJZDMLKjgAFUNENAgX2FAVNtLIjIe5w7d87fxxGEh2sbxgoBbfeDNXEER/fo0cPW0hAbzwjWd1bl4HOhLQCSDVBRAFV4N2/erEEEqKjz9ddfiyvYt/jBvxUqVJBOnTqJK50+fVrPh+CEbNmyuSVg4ObNm3r9YsAAERFRACBLLFasWLJ//35Jly6dpEiRwmWvJzIq7MvP2cNmgemBGBERBT2PHj3yk+F/7do1vRaZ6qXXpk0bXfx3ZuzYsVpy0BSrvyIWKzDh3759uyRIkOA/F1k/BzIxsaCBxXNUEzhz5owumCAgj8hVsPCCTEMsMCHrExkcKBHtX6Yuyw4T0cdAj1tk2mHhHFVMkiVLppuVyFR2l02bNsnRo0f9bQn1qRAAgUB86/0QYwXrNjIif/nlFyPnwQbDjRs3tCoDXjvAx5ZMmTKJKVgzwCaAI7gfZYlNwxrF0KFDNTMdGZHYgEiUKJHMmzdPqyKSWfgbQPUgtNNAWe5PheBPcLa2gxYGrupDTkTBBwL82rZtq9dXBB8GBFrx+q56i5ZFGBsgcAqBaqZgnQDzKFQyqFGjhq5JYKPbUYCVibYOuGaionDKlCn1PR3Z/r6TEEx59uyZVozCObEWg7WRbdu2Sfr06Y2dA+NFZ1UlgkKLG1YYICIij5cvXz4dRCBLEZsPvXv31k0bDCYw2QvowMuetYDhCAZjRETkvbCYXaJECc0WwKQRm40ZM2a0ZSMNGjRI8ufPb6x3MBYPsMkZJ04cl15zUKrVKjGMjQBMYNHLFZNkZDyYrHaARYVdu3ZJzZo1dfECmwBW4J9pCERgEAJZsLiP3wds6CGwB4ErCPxBCxNnWHaYiD5W3LhxXd4rGIvkzlocnDhxQue/pmD8YbXbccRkdjwCuXC4AwIUly9f7vAxlG52RcCAfYsi63tFmylUGyCzEASI6gAIFnD2O4VxLYJi0SICAT5oZ5YhQwZ9DEExKLWNgNYCBQrwx0NELmVfTScgsO6NqoFTp07V8QBgvQLV+5o1ayamYI0d1dmsloWYR2GO5YpgAVwnUbWpcePGun6A1sOo6os2DqZhox5juA0bNmgQ6IABA7RyDKoomAwWAFRrwh5G3759HbZBRhXlwMSAASIi8hqY0OFAH2RMEBERiMELJoStWrVy+fkxgMHmyrfffuvycxERkfthcporVy5dbEbpPWyyY+HeVPlfe8gG+PXXX/Vahklq8+bNtaxxQMsVOoLrJDIhUSoXZQsnT54sdevW1QkrFlDRpxWL3CbgayIYAQF4WKx1JUz2cf3v0KGD0awKR30NrVYKWEDBbZSmtu8pieASClzY/Ec258mTJ20bXb169dJy0fi9RLsC31h2mIiCkuPHj2uQPBawfTOd8YygO2yk4lrqagiSxOEMgjFNBWRi48Tk5sl/OXz4sG7eIGASm9PIfkfQZ8uWLY1WigoOkFGKzFar+gQCAzA+xVgPAbwHDhzQ8TIqOiDT1j7btmfPnrZxJ9aKsmTJogEDGB9iMwp/PwgWOXbsmNy9e1f7cbNlBBF5CmT8582bV8KECaNJdVgzGDlypM7zsVZtsm0K5rpWm15r7mvdxrwX6xcmICgBbQcwf8P1E20X8D26wuPHj/V9/7vvvtPAgcyZM8vFixfFVRC07qjV8cGDBxkwQEREZFrkyJGlYcOGeqDUj305QxPWrl2rpZQxKEIWJianKB2NQdj06dONnouIiIIOVBZAz1JE8KMcHsrJYmMYC4+mIeu+Y8eOutmNMngTJ07Uaw6i3k33ScVmKbII0dIHi9hWGwIsZGMyi0h+U5v7WMzF9RIVgRCIULhwYe2TjGuqaSg73KJFC91kwHU7VapU4grISMT3YSlatKiPx00FW1DA4PcOvwv2GwAoBY3MHmR5YPPAN5YdJqKgJkeOHA4zErERjZYEpuzZs0ev/+4IGHjy5InDOTuyC5Fph+AuUwED/7VhgGpSVvUoE8ECGB8g2BSBpgiKwHXn1KlTmuiAfzlG+Hjx48fXazUO+1YO9pmu6P3siH3LMAQPWGMBjG/37t0r+/bt07UjBBHg54U1JSIiT4EWQWjvg3L6CBqAd+/eaRIAqvCa2sTH10YVFns4r8XkNQ3zMCRsINt//fr1+j0gQAztYnAblR9NnQ/VCxCUMHv2bA3wQ5UZVGxwBVSDGjVqlMPHMP5YsWKFBCauXBARkVfDhdhkacazZ8/q4AEbRhi8IKMQGzdYSMHgxVTvaiIiCnpQSQCL8SVLltTbiDxH5jgqDTjrcxpQ+LooW4cDE1dXZMpjMcGabONf+3PgYzxuErIecIwePVrbEmBDANlgeB3Hjx9vrJUQWjksW7ZMswUKFSqki/b23xsWBLDZH1D4mq4uQ00BhwAflPNGJoz1c0e2LpgOwiEicgVUAkJwnyOoloJrqydC0KJ9+wOUBh42bJhewxE8iR7PJl2/fl038LHxgbEHxh0IuEB54HHjxhkLGEALHIwPsNmBjYeqVavK8OHDbYEfqBaB6lH0cf6r0gSu5agw8F/sq0ABMnERLGsFzBIReRpUJ0QSgxUsYM3rESxgrV2YgHkvrsuOYM0ACQGm4ftAsgaO+/fvy5w5c6Rz5866TnL69Glj50Fbha5du+qBQHOs8T948EArMH7//fdSq1YtI+fBPNTZ3gH2GVxdhfG/MGCAiIi8wtChQ7VkMxZKUMLZmiimSZNGDh06ZGyDBVkBmGAiehNQphFtCEz1nSIioqALJfGw2IvFX2zeWwu+mLTWrFnTxwQ9oBDhPm3aNM0SKFiwoJYTxLlcpXLlyjpBRTlD62PAbVfBa4hMLhyXLl3SqgNv3rwxFjAAqF6ASgOYlCMjzX48YKq9wz///KNZb87g+0HGIgX+3y/+hhDkWbFiRbl586ZuDKGkMcsOE5EnQKCif0FRpq1evdpptT70h69fv77R86E3MgIHMbfH+zSCNE33RUZVpUyZMmlQwMuXLzVQAOdAdYGtW7faetmbgM0TBC9am9lYm7AgqQGl74mIiALq1q1bDgMKcR+qBbkDrnm4flvr5a4QK1YsTeDDgSo9rpLv/xIcxowZo4EYqPJoKmAAVSuxZ4H2A0ERAwaIiMjjYTMDpZqR/W8NUpApgNJFKF+IyH5UBTBVLhEDFAs+dlVWKRERBS3YVNyxY4ef+zGZNL0hjFKr2Dxv0qSJllpF8BsOS/Xq1Y1tck6ZMkVevXrl9PHYsWOLqyVPnlwDJNq1a2fsayKbHO2JEHCBnrRRokSxPYY2D6YgSwD9GlOnTq2T/2zZsvl5nAIfWlKg3DACfLDAhL8rVLhwVblJIiJXwHgD80+Uz8W/WJxH6XuMG+rUqWP0XNjktm+54/u6bQq+DwT9IzMRWd7IvDdZJdDeokWLdAxllWfG94fAvy1bthg/F86DLEhrc8MqnY9KNydPntRgUCIiooDCuoGjrHXMUT98+OCjoqCnQFAdxjrOoA2NqRbEqOaI5AVnnI2FvJFn/ZYQERE5gKg8ZAlgIATYEECGBcr4oJcSNgxMBQz4zrRAz1ssMFi3XZFpQUREQQcy0F68eKGL6A8fPtQFZlxzUCbYJFTMQZWBEydOOH3cVMAAFg9QqjCw2+pgIQMLGqZ8++232svWURlGbBIjk9HEwgkqS1y7dk37LE+ePFlGjBihZQvRtsiqREFBA4JfOnToENhPg4joszcEUJIX1YcA15w1a9ZoH99mzZpJsmTJjJZVR2Ued7TcGTRokPz0008a8ICgu7Vr1/p43GS5eGxA2LccQNUG/zYkAiJ79uzSpk0bze5ENUQL1ifQhzlp0qQuOS8REQU/X375pcP7PTXJDRUPERSA6jwIyvc9DjDZqhGtDjBHLFGihJ7TN6takMnzocKRs/kqkiADCwMGiIjI46HHoT2UhcZhtQxABL8pxYsX91Eq2XeUoclMCyIiClpQ2h497FDKfvTo0doTEIvMCB5DJjsWvE1xZ9ZZo0aNtHJCkiRJdEF7/fr1Lilt7G5HjhyRqFGjuuVcCDxAuwocaK+A34Xu3bvLvXv33HJ+IiLyfrhWx40bVyvaAKqkzJ49WwMFEMyIkrme2IcdG/gYRwEy733D92cK1gYOHDigFQ3gzJkzunBv3c6ZM6ekS5fO2PlQ+cG3/Pnz60FERGSqzL1/gfemqgu8ffvWdr32zeTauxUAgXn1unXrdHO9b9++GpRfr149H5UDTUAyCKoUz5w5UyJHjqwBCta6j6v2MTBmcwRtJBgwQEREFMDMB5T4wwXX98YALsDfffed0XPhICKi4Af9znv06KFZYShvjokkggaQOYbF+65duzqN7P9Up0+f1smiVT3HHqoaoBe7VdrWJPTzNT3Zt4cNdGdf32R1AXBXsIC9PXv26ILG3r17pW3btm4/PxEReS9sbNuXtUfPYmszHdlvyJ43BRX6UEnPHVD1B4d9YL6rpE2bVlsZWlUa0Dbo0aNHttsYx5kMGEAQJqoYxIsXTytHtWjRQn9OGCOwMiEREZngruQ1XDP9WxNH0J1JqCKAyko4UNEPbYcHDx5srBWBfTUDVBjo0KGDti5EBSdcp7Hu07JlS3HFz2vFihUSFLHCABEReTxkQ6IUdOnSpXXwgAsvJuEoQ3z79m2pVauWsXOh5CN6G9WtW1c3A7CxgqhD+O2333SxAYsARETkfbDZjTL3iGhHNn7BggX1fpStw7Xnr7/+kqxZsxo5F8ryIrp92bJlWpbOXseOHTUTzhMD2LAIj1YO7oCsS3cEJ+BrTZw4UaZOnaq/CxgHoDeyyTKJREREKHGPFgEbN27UzHgED1qQNW+yDR8qDaFSDhbN0TII89/x48e7JNvOqtD0888/i6uhdQMOd0C1BKxP7Nu3T29j8wEtF+LHj69jBVQvRCABERFRQOA6g2s05r/2mjRposFp1rpFQGF+i7UIQNAixiIIIsC6vO81C1Mwn0eVAYxHbty4oQkcrlS0aFGJHj26/PLLLzqnd0XAQFDGgAEiIvIKCxYs0Mk4SiMh0xNZhejv/Pvvv0vEiBGNnQfZCPj6WDD5888/9WMrYOD69et6m4iIvFORIkU0gxy97VDG34rkx4YxAtRM96JFRlrevHm15LCrgwMqV66skfX4PqyPLcuXL9cSyCY8ePBA3AWBfM56NuJniMUNE5CBieyDQoUKaYYngjxwWMKECaPBBERERAGBakbYVMdmM67L8+fP1/svXryoQY24fpuCuS4WyhcvXiwRIkTQgEmMBwKzTK4rYUNi06ZNunZgamNl0aJF2qoIGywIusDGipVRuHr1am115ahlARER0adAgB/WxH1DwAA2+HFNNwVz38aNG+sYJFq0aDrfRjtgtAtA0IKpoPk3b95oNYE5c+Zo5YIuXbq4tJ3Pq1evdP0AgQkYC6CapMlxlQXjN5OVkE1jwAAREXkFLGIMGzZMDwxWrAEKNvgvXLigi/jkHV6/fq0DU1R4QKlu/GyrVavmJ9vl1KlTMn36dF08w0YbokJNBo8QUfDz448/6kT177//1gmxBdn+rVu3NtaOwIJzVK9eXSpWrKjXN3zsClOmTNEJsjOuaH3gCDY8kNHoqA3D51i7dq24AwICxo4d6/KekURERMhS993yBi2Mtm/fbvTFOXbsmG52I9MOGjRoIEeOHHFZwACyBjG/cyRBggR6uAL6I6Nn8axZs3S8g80OUzC2sgIw0WoqQ4YMPtYvXNkCioiIgo9Dhw45TDBAAsLhw4eNngub+MePH9cqOlYLH5y/Zs2aWukX6yImoIIv2j9izRfrwKNGjdLDgmAFU0H5qJaQMWNGrV7cs2dPSZMmjd6PVkKA9QmsU5gKuEAAh7MgDiSl9O/fXwILVy6IiMjr2Ecz4gKMhQcGDHgHDBIxIMXCFSJMX7x4IW3atJGlS5fa+k5a5bgKFy4s9erVkwIFCmg/aWR47Nq1Szd2iIg+BxZ97SepFlS32bFjh5bajxEjhtEXF+9l+NrIQDtx4oT06dNHTEPf4MCCxXRkLyKLEZsTmJSbChhAcJl/i/GoFmSitDLGHSgRTURE5C0QHIlNbQs+Rms+V0E1pS1btjgN2MRhcuyB82HsgeQCtJpCtqTplgioRIivixYEmItarRKRNYkNnHHjxhk9HxERBU+4RqPire8EBtxnfy03NcdGFr4VLABotzN06FAZMmSIsYABBPHhOu2Mye8L12WsFR88eFCrMviGSpKoNGkCxhxY4/Ht5s2bmoSAwIXA5FEBA+gJisEpemL4XuzHQhCiQsOHDy8JEyYMtOdIRETeD+UDr1y5IufPn9fIQHwMuB2Ymy7BAa7/u3fv1h7RFvQLRwABokCtrI3OnTtrSwor2hQbbYgGnTdvXpAu/UREngvvQejB64oyeZigIuAJ/QeR7YdFfNPsq/NgoowALfj6669dUp0FE24sAKC88ePHj/X9unbt2kYn/s5aEqACDa7dWLg3kf2Pc6CiDco1+37+KEGM8pADBw4M8HmIiIjcCRva06ZN048x70ULJus2NgTQ39cUBASY3rB3BGOPbt266WI9qkZh/t6hQwfjVaKgdOnSWiYac9AcOXJoMDts3rxZWxnZz2mJiIg+V9myZaVv374ye/Zs2/wWc1Rk6OMx01UBcU3zDUldCMIzBfNqd63fJkmSxG0thmPFiqXtDuwrKWAdCVUrUUEKLSQCk8cEDKB0E34REQWKHtH2paiw2ITFJTyGI1OmTBopGi9evEB9zkRE5H2KFy+uwWngOyIQt7F5Ta6DzSzfCyvWmAAbToDeWTt37tSFGQt6SqMX5bp16xgwQEQeKXLkyFpNBYvpVv9bU5DZjww49NINGTKktnnB+y02BrAJbrKqwejRozUjAddSlDfGRjpK/lWoUMF49sPKlSt93MYCBjbvEWyODQ9TrQLevn0rzZo106AH/GyQSWgfMDBy5EgGDBARkUdp1KiRlCtXzunjpisqucvLly91fBM9enT9Hkz1WnYGFYh8VyHC5o3pDRwiIgq+MKcuUqSIZv0jgQFV9FBxF9c4ky2LEDyIObSjhAJcU3GNNQVrvNjzdQbXcVQ7MFVhAPvP/lWaTJs2rZiE1wprIzjQzgEtHmLHji2BzSMCBpBBg+wPLGL57g2JUsSVK1eWGjVq6IuLTBhs5mDxCRGbRETk/dArCRmKjhxbfDbTAAA1B0lEQVQ9etRo5D56QjnqC0WBB2ODmDFjagksQNYoFoF895fCbWyK+TfwxWF59uyZC581EZH/tm7dqmX47GHij817TCgRBW8KSgcikh3BAvbnR7AVqhsgM8H+sYBAPz4E1w0fPtxHL19XQk9CZFxgM79Tp07ap9jqKWwKvh6yBbFAgxY5uXLlMvr1iYiI3AkL8TjcIUWKFOIuqIyANea5c+dq2WFkYKIVkquy/ZHtibUKBEVinJAvXz6XnIeIiIIvZK1jbRxJ1PjXqoBYvXp1W9KbCVhrRbC8VTHHHoLy8bgpeN5WKx9HTCYbYL2gVKlSTh832ZIAr9+UKVNkwIABWi0XLXVNru0Ei4ABlKXCgApZJ74DBlatWiUPHjzQRSwsoOEXBeWeEAWLFgb4YRIRkXdDJOCTJ08cPoaLbt68eY2eb86cOZoNaV+C6dy5c9pzEYsA5D74WUyYMEGzbq0IV2vT33fEK7JzrRLbziJyXdEbnIi8x+LFi7W3nLNJpkn+Ze7Z9ws04cSJE1qe14KJOXrrYW6FQIG7d+9K3LhxjZwLPXuxYY+gbwRENGzYULPwXQFZCSjvh/LDqACA1kFRo0YVV0HJRIwP8PrheoIWEkREROQ/RxsPrt5YadeunR5ow4RxAoInscaMgMY8efIYOc/69et1TRvBig8fPtQWBVg3MDWmIiIisg9gr1u3rh6ubBM7ePBgp4+jLYEp3tqS4NixY1p5CElvqADhux2TlbARWIJ8wACiYn7//XddWELPYt8QMZM8eXIfC2rWwA7/hwEDRETeD+/7pib1/+Xq1asaBeg7Uz1VqlS6MYDgBLYlcN/GHaoPoQR0xYoVbfdbGblWiwILFmn8602JzbL27dv7qDCQMGFClzx3IvJMp06dkrNnzzqdHGMB2mSVNUwkERSFyT+qqKFMHWAT3OTkGUEB6J1nwdcHbOQjONtRycHPhTYyPXr00OOPP/6QmTNn6nlQbhDX0Tp16hgrD4yMRQSLYRKOagmbNm3y8XjVqlU16Nyk3Llza/lHBEQcP35cKxsQERFR0JQ9e3Y9RowYoZUAUMnWFFRrQgUnKygTwQJY28b4g4iIyNNgno7rmiOY07syCQtf31qLwfMw3SLAXRInTuwnKd5eYLclCNIBAygp3LJlS43IdLZIhcV/39k30aJF00UvLG45wpLDRET0ubC5gTLDKFtoDxsO6BeFKgMMGHA9VBRAJsqkSZM0O9UeggWxQYSNGpR3suA2SkU7gw050yWqici7+I7+dqUxY8boJrf1voS5zfjx4/U9DqUF0YLN1GZ34cKFNfiqYMGCPu6fPn26tg3w3RrBFJwPBybMixYtksmTJ0uZMmWM9UXG5j1KDa9evdrh41WqVDEeMADx48fX8QJKHaNKHhEREQVtKH3sX6/kz4EqiKg8ZMG4zndQOxERkTfAhv7QoUPll19+MfY158+fr/NqrP1iPSRz5syapIHkipUrV+o6hik3btzQ5HQkpKHCYocOHfR+rP8jicNUawc8fySGBFVBOmAAWYNly5bViBH0oL506ZLef/r0aV3YwUIMymDY9xu2+kCgZwYec4Qlh4mI6HMh4wCbD47g+vPy5Uu+uC6GzA9koE6cOFEaNWrk5/HQoUNrOWj0hMJYAmW1kVWKktsYZBIRuaIlAdSoUUPixYtn5AVGlTWUsbXgvQzVbDJmzKjzI7RfS5YsmZFzIfMNwXCYcGPDHuX/0EsPk/B169aJ6fdw3/M3QIA4Js74Pk1Zu3atuAPmpsgUsIcFBfRHRslGU/0OiYiIyLNg/rlhwwb9GBsRWN+2brdo0UKKFSsWyM+QiIgoaEK1Pvvgf2y2o3UAggjQSshkwADaFNX+v8DB58+fy8aNG7Uq4oEDBzRxwwogCKjLly9L586dnT6Oavr+tX0I1gEDyKY5cuSIrdymVRYKPzzchx5QKBXseyHI6h/qrIwwSw4TEVFAshWRYYrSzdGjR7fdb0U3YhBBroOI0po1a2r2KTax7Dey2rZtKwUKFNCPMXAsWbKkZnRggw0bXyiNhZYRRESuaEkA6E1rCq4z9gHQO3fu9HHNefPmjbFzIeMN7dzGjRsn27dv1wC4dOnS6eTYPjPOhKZNm2pbApzTEQQs+K7iE9Rh3ooyw4506dJFDyIiIgpe0Ec6S5Ysttu+Nzbixo0bCM+KiIgo6Hv16pUma6RMmdIWkF++fHn9OEmSJLZ2jaaqI6DK/fz58233ocoiEjiwJoL2taYCBpAg4V+gA1sS+MN3NgvKPJcoUUKjO7DIBCg13Lt3b43QtAZha9as0awYZ/2sWXKYiIg+F9oN4FqEwIHWrVtraWgMYFCeCIOYb775hi+uC0WKFMnHAM6efXYn2hPt3btX9u/fL/fv35dMmTL5yf4kIgrKLQnQCgC9b9Huxh4CFlDi1lR1Adi2bZvOnX766SdxtV69emkFmKhRo0qzZs10PueKtgBw+/ZtrUaDzATAfBGLATBv3jwtaegKHz58kKtXrzqtPkBERETeD2M43+M4IiIiT4XEAt9tYS2o+G6alSiBhIIvv/xS2ygCWgaYahFgrRtgIz/M/yVsIBF9xYoV+jHO/fDhQ2PnYksCF0MvYmTyIGoT2YTIxEGpiK5du2r/YiIiItNmzZqlGxDot4xBRcyYMbVEPirguGrTg/4HAYHVqlX7qJcjZMiQGthBROSJ2rRpo1VTMDGuVKmSzm1QBQCR7aioYjILH+1dduzYoZH66dOn1+j6RIkSiau+LwTcIUhh8uTJ+r1g0QH/oqWMSQiAsL8OIAsBwedo54Cgc2sRwAQEt2N8MGfOHG25gIBCBLkhQGHZsmVaOYGIiIjIatGEdkyoikdEROQJsM5qXznHt5w5cxo7F66RSP5CoL/vIAXMu7EvbHIT//Hjx5pwho+RcI4EDjh27JjTSvaf49KlS/5WK0iRIoUMGzZMAkuID0h/8BAoJ4wsFPQhti/NgH7RgwYN0kUn/DBRqhilLj920+bZs2daYuLp06ea6UJEROQMBg+IqDTVo/pj8DoVOPi6E1FgwyZ+x44dNVAA0zZMXrHh3r17d52sm4JAAStgwP5jV0NvwOHDh0v//v3l3r17Wh3GJGza//7777bgBwQkvH79Wt6/f6/Bfji/Kfny5dOJPSo14BwI9MC/aLGHgEK8pibxGhU4+LoTEdGnmD59uvZfxsYHWuQiIxJr21hXQOW8jBkz8jrl4Tg2ICJyDVRcrFixotSvX18TARCYv2HDBvnzzz+1oqzJSn716tXT9YFff/3Vti5x4sQJKVeunAwcOFATBU212rUSF1CVEAkHPXv2tD2ONR98z4F1nTKbwuFiuXLl0tYDviFz45dfftGDiIjIlRDFeOfOHd0UmDlzpk70O3fuzBediIiMQ2+7gwcPav8+TI5Nb6gHFgRATJo0SQO+Eex98eJFl3xvCELAXNGC1zBUqFC6kY/DFARzIPMAbYsA57BaFKF1BB4jIiKi4AWBAl26dPl/7d0JuE3l28fxR5EkQ2lAKJGhiDQYSpIUGgyFJEMpGdIgSqmkkr80IfVPpopIUokoaSBFKkUDylBEpcxDhPVe3/t913m37ZyD45xjP2v/Ptflcs4++2x7WXs96xnu+35c9+7drZzxVVddZRWiqKpE0AD9BREREUldnTp13MyZM92AAQPcwIEDLQGAwIGvvvoqZcv6zDJo0CDXrFkzSxBkDM8czKpVq+wenlnBAiBx4aabbrKvmeuhumP4fSLwKmBAREQkkTDoZzFCREQkK5GVxp+s1LhxY6vWxlY74dexZXOLFCmSKf8Oe/lSIa5Dhw6uX79+KfsEbt682f7OzG3lypYta9kHYYR+ODHPpEOZMmUy7d+hsh17K7LHIpmDHNPEiRPtZwQWhscoIiIiyYMqR5QdJmgAixYtsvLKnTp1OtRvTURExAsE5ZP1n9VIYJg2bZptY7hw4UIL8GOLhcKFC7tkooABERERERGRJDZkyBCLoE8L5esyC2X9CLibO3eua9eu3V4/Z4GdqPvMwPYNt956q2UiUK2Bhf0ZM2ZYsEJs2b/MQKbD2LFjXceOHfd4nMdq1KiRqf+WiIiIJL7169e7cuXK7VFmODPLJ4uIiEjmqlChgv1JVgoYEBERyUBpweXLl7vFixdbeWO+DlFmkL2VREREfBGWz88O7NmXXdq2bWuT9W3atLEghTBzoGfPnu7mm2/O1H+rT58+rkGDBpaNULNmTbdr1y7bcoGAAYIUREREJPmwBRP7LYMSymy1G35PkCHllkVERCQ5LF26NGVr43Xr1tn311xzTcrPS5UqZZUYDxUFDPzfnpPYuHHjITsRIiLiBzIIU/s6RKmizL6fhK8X3q8ke6h/ICLivxtvvNECB3755Rf7vkSJErY1QWbfqytVquQmT55seytSvYBqBpUrV7ayhiVLllTfICLUNxARkf3VqFGjPSoMxM8f5MuXT/2DCFDfQEREDkRsf6B+/fp7/Ixqi4dyXSFHoNUHt3LlSle8ePFMPQkiIiKZbcWKFa5YsWL6j80m6h+IiEiiU98ge6lvICIiPlD/IPuobyAiIlHpGyhgwDm3e/dut2rVKovsJBMksxHBQUACJyR//vwuKnRcftH58ovOl1+y+nwR27dp0yZXtGhRd9hhh2X660vq1D/IGLVffoni+YriMUHH5Rf1DaJJfYOMUfvlF50vv+h8+SM7zpXmDqLXN4Cuc3/oXPlF58svOl9Z3zfQlgTO2X9SdmRs0hmM0qRlSMflF50vv+h8+SUrz1eBAgWy5HUlbeofHBy1X36J4vmK4jFBx+UX9Q2iRX2Dg6P2yy86X37R+fJHVp8rzR1Es28AXef+0Lnyi86XX3S+sq5voDRFERERERERERERERERERGRJKSAARERERERERERERERERERkSSkgIFskDt3bterVy/7O0p0XH7R+fKLzpdfonq+JGtF9XOj4/JLFM9XFI8JOi6/RPV8SdaK6udGx+UXnS+/6Hz5I6rnSrJeVD87UTyuKB4TdFx+0fnyS+4EajdyBEEQHOo3ISIiIiIiIiIiIiIiIiIiItlLFQZERERERERERERERERERESSkAIGREREREREREREREREREREkpACBkRERERERERERERERERERJKQAgaywcqVK92XX37p1q9f76Li33//dd99951bunSp27Vrl4uaVatWuU8//dT9+eefLio2bdrkvv76a7d27VoXFVu2bHHz589333//vfvnn3+c75+3jRs3pvmcX3/91dqR9J6TaJYvX27Hlda5CduRZcuWud27dztfLF682I4rCIJ9tv0876+//sq29yb+2LZtm/vqq6/czz//fKjfSqZavXq1+/bbb+2eEzW0U7NmzbLjiwrasUWLFrmFCxfus03zBcfBfYXry+d+3M6dO93s2bPt/KTXD+I46Y/7gj7BZ599Zn2EtPz222/Wv9u8ebPzBf0z2gf6dPs6rzxvwYIF2fbexC/0C7iu6SdEBcfyzTffWN84in766Sfr8/vUZu0L4xfmDrjPRMW6devcvHnzbCxHW+yrJUuW2OctvWPgGDl/27dvd7744YcfrH+Qlq1bt1o7Qh/BJ7xn2vT9nWPgOEXisZ7AfGCU7qPhmM33+dy0cP/kmqaPEBXcdxjD/PLLLy4qmJdmvE3/wOd1O/qgjDFXrFiR5nNYD5o7d67N2fmC95ze+hztCP0i+hA+9Xn++OMPO659feaYV+V5HGO2CiTLbN++PWjevHmQJ0+eoHz58sGRRx4Z9O/f3/tjuu+++4LjjjsuOOOMM4KTTjopKFWqVPDxxx8HUbFp06agXLlyzJoHI0aMCHy3a9eu4O6777bPYeXKlYOTTz456NGjR+C7vn37Bnnz5g0qVKgQnHbaacExxxwTjBw5MvDJnDlzgsaNGwfHH3+8fd5mzpy513O2bt0aNGzYMDjqqKPsc8l5HDx4cJDIpk+fHlx22WVBoUKF7Lh++umnPX6+bds2+0wee+yxdv6KFi0alClTJpg1a1aQyN58883gggsusM8ax8VxpGX9+vXWNvK8MWPGZOv7lMT3+uuvBwUKFLC2K3/+/Pa5+vvvvwOfTZs2LTj77LODIkWKBGeeeaa1WV27dg12794dREWfPn2Cww47zI4zCmbMmGHtFH25s846KzjnnHOCJUuWBD5bsGBBcPrppwcnnHBCUKVKFfsccg/dsmVL4IvNmzcHDzzwQFC8ePEgX758NpZIzejRo+3n3D/5u3bt2nbvSVRr1qyxNoE2gr7MXXfdtddzJk2aZO0Hn8mKFSva+evZs2eQyJYvXx60b98+KFy4cJAzZ87g6aefTvf59957r7UjtWrVyrb3KH7gGqlRo4b1D0qXLm1/T5gwIfD9mG6++WY7lkqVKtnY4Nxzzw0WLVoURMXSpUtTxgZz584NojAXcu2111r7S3+He9HQoUMD3+dDOnTokDIfwjHx54MPPgh8MnnyZLvXM4bm88b1FW/16tXBeeedFxQsWDA49dRT7bncWxMZ/RnaBa6j3Llz7/Xz33//PbjhhhusHeH8cUzVq1dP+D7rs88+a31SzgX97fTQJjIm5LzSlxWJxToC6wmsK9COMTZgbt5nL730kl0XJUuWtOPi+uaaiZLrrrvO+vxt2rQJooC2mrUg+qi0bZdffnlCjz33x5QpU2w+mnUS7i9cZ7fddptXc1i//fZb0LlzZxtjH3HEEcEjjzyS6vN69+5t91jOHX+3bds22LlzZ5CoFi9ebO+R40prfe6FF16wc0dbUrZsWetHDBs2LEhk8+bNC5o1a2bzVRwXn8H0NGnSxNqRW265JchOqjCQhfr27es++eQTi1Qi0mXChAnu7rvvdjNmzHA+R8jlzZvXMpnIDCbruUGDBq5x48aRiajv1KmTa9iwoYuKnj17uhEjRlgUGRFzRHCWKFHC+YyIxnvvvdeNHDnSviYa+5577nHt2rXzKiKQa6hly5bpRtI/+OCDdt645n788Uf38ssvu1tvvXW/otQP5XHdfvvtbuLEian+fMOGDa5QoUIWlcr5ox256KKL7LpL5IhAIp/79OnjhgwZss/ntm/f3l1zzTXZ8r7EL3zer7/+evfII49Y20WWAO0W17XPiHjl2iC7lgx8+jrPP/+8e/HFF10UfP7553Ys1157rYsCMh3q1atn9yCi0MlCGzZs2D6zoxNd586dXdGiRe264j5JH5zP4sCBA50v1qxZ4w4//HCrLnDhhRemmYHctm1b9+STT9ox0q5w7u68806XqLjnc26475cpUybV59BHHT16tJ0/Kgy8//77rn///u7VV191iXwtnXXWWfZ3gQIF0n3u9OnT3fjx423cJBKvY8eOlmFH9iyfp/vvv9/aaN+yaWPx3s877zxr18iy5X7DGCAq91Ky0lq0aGH9/qjgeBjzMPYkm5W+ao4cOZzP3njjDeuj0pdjXM39qG7duq5169bOJ4yxmdsZNWpUms+5+eab7XzRJ6BvTr+A6y2RKy5R5WrQoEHu8ccfT/XntBv0h6h6wfmjz5MnTx4bTyUyrqHXXnvN5kXSw/wH56hDhw7Z9t7EH6wpsI7w9ttv27oC18tHH33k/vOf/zif0T/44IMP7DrhuBhnd+nSxTKko2D48OFWTa1GjRouCqZOnepatWplbTV9VPoJnC/6d74iM537COMyzhX3l48//tjmDSZPnux8wb2+bNmytl5QpEiRVJ/D8TD/OG3aNDt3jMffeustN2DAAJeoOJ6aNWva8TE3kl6WPnMjtI1PPfWU9YM4l4nq+++/t8/c/rzH5557ziosnH322S7bZWt4QpIpUaLEXpncZG9FJbos9N1331lUDNnSvnv55ZctI23Hjh2RqDBAxioRcgMHDgyihAx2zs/KlStTHiM7n8fI8vDNsmXLUq0wQFQjmTiPPvroHo8TgUsEYaL7/PPPU60wkJovv/zSnvvtt98GPmSHp1dhgCjHatWqWYaOKgxIvMcee8yu69hoXjK3cuXKFWzYsCFS/2EXXXRR0KpVq8B369ats+yHDz/80NreKFQYIFOLqjU+Rc/vD+6P8X1vslrJbPcRmRupVRh48MEHLdo+9vyRlUOfj8pEiY5zklqFgdQwdurYsWPgA9r2tCoM/PHHH0GxYsWsb8RYUBUGJNbatWuDww8/PBg1alTKY2QPknHne4XCeGPHjrX+sU+VX9LSvXt3y8YnIzgKFQaYz+E46O9ECdX5qMQTe8988cUX7Z5J9QHfkI2WWoUBMvFz5MgRjB8/PuUx+gRUZRw0aFCQ6DgnqVUYSA2VJcm4+/fff4NE16tXr3QrDHTp0sWyKGk/VGFA4rVu3drmlmJ169bNsmqjhuz1fv36Bb778ccfrfIYc9P096OwBkQVGDKdo4R+NtXhYvvezNFxHxo+fHjgI9qF1CoMcO4uueSSPR6j8hKVw33AGGl/1+d8qMoM+nDpVRiYP3++zfesWLEiqFq1qioMRAURIES+xkeBEGGfyJEuGUHm+mGHHeZKlizpfEaUXLdu3SyzKVeuXC4KiM4kU+XKK6+0CE4+e+yx6rtatWpZZYubbrrJvfvuuxYZR/Q8mTm+fw7jo+n//vvvvdqRc889N5LtCFGDp5xyivMZ0dEPPPCAZX7kzJnzUL8dSUBcu5UrV94jSpa+AVlqRJtGBftvcj2ULl3a+Y57DRVDateu7aKCTOfLL7/csprIxKfPSpS973r37m2VeMhSIWuFakRUtfG9gkdq7UiVKlX2yPqkHaHPR3R9VHDu6J/73o5wbbVp08YyHqpVq3ao344kIDJ9du3atUef/4gjjnCVKlWKZJ+/cOHC7qijjnI+owLKuHHjrJpSlPoG+fLls7E22Vp8Lrdt2+aiUDXh1FNPtf4c542qNWTnUhGUeayooMIX95vYdoRM/DPOOCOS7cjJJ5/s/Xj7nXfesfksnyphSfbi2k1tXYFKKevWrYvM6aDSAOsovvf5GVs3b97c9evXLzJz04zHqDjEugJfM3dAZrfv6Gc/9NBDlnlPNRj6B1Qeou/dtGlTlwztCFn8iVzlNyOVmOi3+t6ObN261dqRZ555xhUrVuyQvAe/e1cJjBsdKLkXi+/Dn0UBE8yUR6J81vHHH+98tWPHDisDxkRzuXLlXFRQio5B8NNPP20lUI877jgrK8ji+mOPPeZ8xUIbk/+33HKL6969u52/3LlzW3neZGlHvvjiCxcVlBiivCLl+vLnz+98RcckHByUKlXKFm5EUruuU7umw59FxW233WaTlrTTPmMhgAmMRC6JntH+we+//259nmOOOcb6c0ymM1jmb1+xvQ2lH++77z5XvHhxO3f0E5hUjhLaCu4zUW9HGF8cffTR7oYbbnA+e+KJJyxgl76OSDLPHbANG+VsmQDzGRPljDvHjBnjChYsaNuoRKVvcMIJJ7gmTZpYsACT6TzG9jcstvuKfg6lk9nCkEUPAvJPO+00W/yIkmRpRygZ/cILL+zXNoGJjIQeAglJfiFQRyQjcwe0b74jcYJ76plnnul9u9y1a1cbX/u25U16mDNgXmfOnDmuR48etsUc6wokU5Bw6fMc7tVXX+2mTJli8wVcS6tXr7ay9ow/k6Ed2b17t22PeuKJJzrfMR/PnEH16tXdJZdc4nzWpUsXC+ho1qzZIXsP0QmnTTBhhnr8ghEfYAZeUcBA+dJLL7V9O2lQfUaEOeeqQoUKtv8Jf0BWk8/R2HwOuQGw3xsRqESdEzXH/nDs5ecr9h+84oor3LPPPmsZuZwnFqVYKGDRIyqSoR1hEuqyyy6zBR7f92EjMpVgFqIZaUOYFAX7S3PtiYTXdWrXNKJyXVNlg4Vn9lr0efDBRN5dd91l1WsI0uK6ZhC5efNm+5oIe58/h5MmTbJ97OjnUNGGLLR27do5n1E1gSBCFm++/vpr6yOw99vDDz/soiQZ2hGCW9kvk+w7nydDCYqkTST4gf4rbQd7SdN+8DXtiUgy9Pnnz59vCwEskHFf9X0ijyov9Pu5jsP5Avr79Pt9/hzSZpGFxt9knhHwRPtF1ShfvfTSSxbISgUFzhHzBRUrVrTFjihUUEimdoTM1kaNGlmige/BhLSDzIHs3LnT2pFwvoD2hPktkWTo81Nd6brrrrP5aoJnfK72O2PGDDdy5Eh3/fXXp6wr0N+n38/XXOs+Cs8JwVr0BRhj00egX+dzMPSmTZusohILzOF6CRVfCJAk4TJKot6OMP9DRVCCH1jr8rl61Pv/V8GMZMSwHeGzSuAOX7PGlx1UYSCLEHHFBclkcyy+L1GihPMdN7yLL77YsrdYECC722e8fyYjiZaL9frrr9skOuVtfRSWd+eGF5Zrq1mzppWlmzlzpkXT+YibOGVZrrrqqpTHmMhgcpkSxDfeeKOLAtoKyg1HtR0hWICJmrJly9pN3efBAVhsIxI1bEfC8t5kH9GODB069BC/Q0kEZDqT3RQrvMajcF1T1o3MQSK1GXz5jEEUCwJMNIfIWKfDznVOliRBk772D8qXL28ZdqA0dKtWrax6D4MQHwdZBLJSonbixIkp/dKTTjrJJpZ5jM9mlNoRykVHtR0hy4MJNwJafL3GYksKnnPOOZYNGWIhgEkb2pFhw4ZZP0iSW1gFheuY8XWI75nM9B3Z6nXq1LFMGe6dvmPegHFM2OfnOgfHRp/f1/tNOHfAuDrEuLpz584WCH366ac7HxEgecEFF1iZYdDHYbGW88XiLIu2UWtHYqt/8j33Id+xSFW3bl0LFCCQxXdkd9IfCNuRMICQ6qAsfFAtS4TrOrX5QObO2N7H92CBli1bWuY6i9G+V4Sjb8+4hYqjsXMHYX9h8uTJrkCBAs43jKdZT6APd+yxx9pjJIUwxv7kk0+cr0gIYW2rU6dOKdv8ca+sWrWqzR3QDke9HaG6jc+B+bHBAgTs0o4UKVLE+X48lSpVcn369El5jLEFVSJoR5gfYe0hqylgIItw82ZwTyMTlm/j5vHee+9ZtprP1qxZY8ECXIQc35FHHul8R3k6/sTihkEn3ecy9yzWUB4o9sZAuSduij5vIcF7p7Fkcibc/5KsTzqcPh9XPG7eYWeFLTPAQtWHH37o9ZYS4fkiWICSyhMmTIhEVCMZhPwJ0eZzI2fSMDx/Ikx0sb86GdDhflQE3rHIV6ZMGa//g8jipmwtQV1MzPourBYSiwX12bNn7/W4b6jsQrZzLD6TDBh9DBYA753JjPjS0AywotQ3CNsRSkDSn6N8dNiOEADi+2QbW53RRjIYjsICB1ms8e0FY4vly5fbpIYIWIgl4YA+f7Vq1VImmVlof/TRR73+T6LSC8ECBKpT8SWclPVZbABQuGcq1zrBwT63W1SPjF9w5j7D/IHP91HeO9USCOYOP3/0DcKfRUXlypVtC0raEb4Gx82iNP0Gn33zzTd2DAS3sqAeBSNGjNjjewLKzz33XEtWovKpCPjcDxgwwPYZDwOi6fNTXdXnhBvmbsnEJxiN/rDPW+LF3kPD+2iI80QwHoHQvuJzx3HELzgz5vb5Hhq+d46jZMmS9jWJE1EJsotvR9hikyoXYTIp7YjvpfvpnzZt2tQqX9COhPOrPrviiivsTyzGhvTr/vvf/2bb+1DAQBaXpyZooFu3bu7CCy+0E0v2KdFLviLqlQE/f7PATkmw2ImOMNpMEgOLlXwOydQiSokgDzKZ6Jz5nIVPaRairRo3bmyLNxxb3759LVvSpxse2ZAM4CktAyYFwWR/mF3EcbKwQweGPWwGDhxoE4qJXDaaCRhKOoWlK2knOEYWMohEpSwX7QifQwKoyAgNMThmL9BERNktAh0WLlxo3zO4IdAhkd+zJB4isbmW+ZugNLKEua7JYvd5Ep2tiXr16mXBTBxHuEDGtaFJr8RclCUDgqzBhg0b2oQywR4+L0zRHrM90f3332+LAgR8UHWIzEIGxD7h/sKExbp16yz4jOuJ46PtCPtBXHOcO84l548FLLYCSVRMUBBsgy1btthkDMdFcGSY9UnQEVmDfBaZGA3bEbLw6OMlIo4lLEfOMS5btszedyK/Z0k8BGoxliHRgM8O/X7GcATfxU8a+YTrgUQD2mOyCGfNmpXyMyZjo5B4ECXsu8yWESzK0qdjMYot42ij69Wr53xF32D48OEWrNWiRQsLguD4OCY+m74g0IyFDYJwQFYu2arca2g3WARg7oDtF3icrFAC17kG4xexEglZgSQlMSai/xbe+/nc0Udgr2zmeBhPsDAQG4RHvyhREw+Y22Hegy0wwr5cor9nSTysHwwZMsQ1adLEqr+wKMb4xufMbnCvefPNN+3YyMDnD2i3wsVbSRzcW5jD5dwQ2ETFYsbXJIr4insKSWysjXCvZD3rlVdesc9iIs+3x+P+ElYwZfzMPYf7Tew83B133GFBK8wh0BeiGijz8PEJJImE+2e4RgLWTjgu1hTCKpmMLdhuioBd+kj8AclYiVp18a+//rI1hXB7U/p0rBWzBpRIiR85grBmsmQJOvGUOmORiTLwLLJzA/QVDQ/7C6WGSQ7K3UcFEzTsx1O/fn3nO8q9k4lGRj43jK5du9qis8+YaGaRjYwOBseUjWZw7FM5HRYxmISJ1759e9e6deuU7+mMkZHD5AYDZ8rQhBmFiYioeDr+8XjfTHoyGZBW5Q4WCaiqkIhYxGBftf19zwSyMEHTu3dv61yLhDZu3Oj69+9vHXQm9Cit6fOCANgSJjb4J8SAMiqZQOBY6NRHYYsR+nSPP/64DVgoaUklFN8/hyyyM9CfOnWqDcYYdDEJ4Fu5Ye4ZDPhjsRgQG/jAHn2UvOS6o+/DQiMBhomKQfHll1+e6gJVeD2xqBMuhMQi8DpRKyul1adJ7z3zOGPDKJRml8xFZjABhPQTqBRH0DcLZr5iYYMgrtQQ4OTzvEh8YASL7FHYYoSAbsZxjFMJZGGMw37xPn8OQSA742kmnDkW5q245/gUtDJ48GDb6i4ewZ5kf4ao3kdfiCQfjpMA/bx587pExUINC6Dx+BySlMR+vgQUpoYFx0TNcGWhlz2+9/c9EzjBIhXnTgumEj/3SZ+fPjJJYF26dEnYObP9RdDz33//vdfjlL1nXjcqOFecsyhsMcK2MMzBE7hG1QQCWHzPxGcLyueff94CWgkCp+InSYk+Vf6kfSAQYF/zcCT10Y5wryETnyCCRN76j4B8rp94DRo0SLmeCIYMtwWL1aZNGwtKSkTTp0+3oNV4VFyJ3RIsFv1VgiRISM8uChgQERERERERERERERERERFJQn5uUioiIiIiIiIiIiIiIiIiIiIHRQEDIiIiIiIiIiIiIiIiIiIiSUgBAyIiIiIiIiIiIiIiIiIiIklIAQMiIiIiIiIiIiIiIiIiIiJJSAEDIiIiIiIiIiIiIiIiIiIiSUgBAyIiIiIiIiIiIiIiIiIiIklIAQMiIiIiIiIiIiIiIiIiIiJJSAEDIpKpPv30U/f111+n+fPZs2e7OXPm6H9dREQkSfz+++9u3Lhxaf78r7/+cmPHjnW7d+/O1vclIiIih87kyZPdkiVL0vz5e++95xYtWpSt70lEREQOncWLF7upU6em+fOlS5e6d955J1vfk0gyUcCAiGSqJ554wg0fPjzNnz/77LPu+eef1/+6iIhIkvjmm2/cddddl+bPFy5c6Fq0aOF27NiRre9LREREDp3bb7/dTZs2Lc2f33PPPVoUEBERSSLvvvuu69atW5o///DDD12XLl2y9T2JJJOch/oNiEhyqV69ujvsMMUqiYiIyP86/vjjXfPmzd3hhx+u/xIREREx9erVc+XKldP/hoiIiJhSpUq5K6+8Uv8bIllEAQMiSbhlwFFHHeVOPfVU2x6Ayfm6deta9h8ZfjjmmGNcpUqVXOHChVP93dNOO83NmzfPbd++3VWrVs3ly5dvn6UG8+TJ4y6++GJ39tlnuxw5chzwa27ZssXNmDHDnnvWWWdZiaJ///3XAhBERETk4LYM4B7btGlTN3fuXPfrr7+6OnXquFy5crlJkybZc4444ggbnJ955pl73MfD323WrJn7/vvv3bJly2xyv3Tp0un+m5QYpu9Rv359V6hQIdeoUaOUgIEDeU22QVq1apUrX768vQ7lC6+++mp77yIiIpJxjOO5/zIGp39w4oknuqpVq7pPPvnErV692voDPFa5cmVXsGDBVH+3QIECNs4/8sgjbZyf3v2Z8f1bb71l/Y0qVaq42rVru1NOOeWAX5Otjj777DN3wgkn2HubNWuWK1KkiDv99NP1cRARETkIzMezLQDzBZ9//rmN3Zs0aeL+/PNPG8ODfgP36zJlyqT6u5dccombP3++9SWY4y9atGi6/2Y4R9GwYUN38sknu0svvfSAX5PtD+kbbNq0ydY8du7caX0JXlNE/p8CBkSScMsAbp4MosuWLWs3UQIGmJAP9wBas2aNmzNnjuvfv7/r2LHjXr+7bt06m7T/5Zdf3MaNG20AXqJEib3+rSAIrEwQiw1hqUG2JMiZM6dNNOzva7KoQLBB3rx5XcmSJe17shGZSFDAgIiIyMFh4Z4tAUaOHGkDfe7HTNRz32XiHgT0ffHFFxbgR5lAJgFif/fll1+23z322GPdRx995J588kl36623pvrvzZw501111VXuoYcecvnz57fgQV6DoAEm//f3NVu1auXefvttd/7551vfgEmJKVOmWJ8ifuFCREREDnzLABbsf/75Z1t4v+yyy2wczwIB92rG+0zgcw9+9dVXrSJA/O8S9MdC/bfffmtjeMb53Ovjbd261QL+1q9fb4EB4ZYE119/vc1b7O9rfvDBB65x48b2OyQh0I/4559/3A033KCAARERkYPEXADrBQTiMV/A3yy6//HHHylzB5s3b7Z7M5UAGNPH/26xYsVsPoFFfIIBXn/9dXf55Zen+u+NHj3a1iZGjRpl6wlsSfDoo4+mVBnYn9fctm2b9WFIlDznnHPcggULLOGAAAMFDIjsSQEDIkmIGyODayb9Qy1btrQ/IaICuZkSJUjWQIjJAH6XiL5du3ZZRP+AAQNsEj8+O6B169Z286WTcNJJJ6X5fvb1ml27dnUVK1a0wAM6BwQz1KhRwwIGRERE5OAxsCZIgMF3rLFjx6Z8zYQ7999BgwbZJH7s79asWTPlsRdeeMH2HezUqdNe2xARnEh/Y/Dgwbbgn977Se81eZ1x48ZZhYEzzjjDAhoILhQREZHMQ9YeGXhUIQz16NFjj+c899xzrn379hb8H1uFiMQAfpfgQJICqHI4ZswYW7yPRaAfk/os8LPgzwJEWtJ7TbIFO3To4Nq1a+eeeeYZez7BkPH/noiIiGQcFf769etnQX0hEhJj5w4I2KM6IQH+sYvy/C79hvCxO++80z344IOpBgww78DPGPvXqlUr3feT3muSvLhkyRL33XffWfUhkigJHBCRvWkjcZEkROR/bLBA7ED9448/tgl4brZMyLPgH6tBgwa2sA9KB19wwQW24B+fHUDmIJH/ZBGmFyywr9ckCpBoQW72BAuArIYLL7zwIP8XREREJNZtt922138I2YMsypMtwJ/ixYtbpYF4sRWJLrroIssqoC8Ri+wCggXIQkwvWGB/XnP8+PHWfyBYALlz5071/YuIiEjGsRgQGywQ4n5MFcHXXnvNvl+xYoWVJY7FPZ+FffA3iwnxcwe8DmN7+hcsCKQXLLCv1ySQgAWB7t27pzyfJAYWB0RERCRzUAEwNlggNnmQKkRvvPGGVQJIbe4grEgQO86P7xuABX+SGXid9IIF9uc1mTuI7Q8cd9xxCiYUSYMqDIgkIW6k8Yi8Z6Kdkjws8LNXMdl9RATGdwpiMUFPxmEsIgp37Nhh2xzEPz816b0mEw+I3bsw/J5gAhERETl4BOzFT6gz8c9egBs2bLBKP0zMMxEfv3DA74aT9+F9HLH9A/oUt9xyi20pcMUVV+zX+0nvNekfsPdgrPi+goiIiGT+3EHPnj0tg5/sPLYE4B4P5g5in78/cwdsUXj00UfbvsLMQRzs3EGuXLn2SFggCSK17RNFREQkYwoXLrzXY2xVxDifwL8yZcrY3/QLMrKuwJzDI4884oYOHWqBgfuyr9ekf5DauoKI7E0BAyJJKLZMIBjgd+nSxcr3hBl/PJYnTx7LLDxQbdq0cWvXrrWOAhUL9lVhYH9u+uxlGF8NIbW9D0VERCRzPP744xYcQLWhcGsBFvyZDDhQ/D77CDZt2tSqArRt2/ag3hv9g9T6BiIiIpJ1cwdsUfDYY49Z9aFwEp89gd98880MzR306tXLTZgwwSoUTp482fYfPpi+AdmNVCQiCCGk/oGIiEjW9Q1w33332dbGw4YNS3mM5IOM9A3Ygpitjm6//Xbbeqh27doH9X41dyCy/7QlgYjYgJo/ZcuWTfnfmDhxolUJyAiyAkePHm0TCNzU40sSHwjKBBGZyJ5HIfYqJBBBREREsg4VBtjCKAwWIEqfyfyMIpCQoAG2GnjppZcO6r2df/757r333nPbt29PeSy2ryAiIiJZ0zdgoYAxemyp34wqUKCAe//9992WLVusn8D2hhlF5SEyGpnLCFH1kCAHERERydr+Qey6wm+//WbbE2QUVZD79OnjrrzyyoNeA2DuILZvgPjvReR/qcKAiFjJXxb2KRXcuXNnt3LlSjd48OCU8r8ZkTNnTtujuEWLFrZ3EDf3okWLZui1+vbt65o3b26LAixcEK3I66cW0SgiIiKZo1GjRrbXH+X62K5g+PDhltV/MJWDWAwYN26ca9asmd3Hef2MoM8yaNAgy1pg/8QFCxbYXolQ/0BERCRrVK5c2Ur8X3PNNVY1iKpDjPsPRhg0ULduXesnTJo0KUOVBqiK1KNHD9ehQwe3bNkyly9fPjdw4ECb71DfQEREJGvnDvr3729bA5FwwP13f7YaSg8VBqhQQN+AxIVatWpl6HXuvfde6780adLE1a9f302bNs3mD1hbEJE9qcKASJKpWbOmO/vss/d6nKw8Ju9nzpxpUf0s8FMuOHZPn9R+lyj+2NJAsc/hxjtmzBjXsGFD98ILL9hNvnr16q5q1aoH9Jrc0Mki3LRpk5U7fPjhh+3nTACIiIjIwWG/YQLz4tEvoCIA2QFfffWVu+OOO9yQIUNskT693yW7j8fC+3T8c8gS4HW5t5P1x/7H/JwKRfv7miwkzJ4924ISv/jiC1eyZEn34osv2uQEzxUREZGDwwR96dKl93iM+++sWbOsmiBzBpT55Xvu0SzYp/e7F154oatSpUqqzylYsKBN4FN6eNSoUfZYvXr1XLly5Q7oNe+//37rq/z888/Wf2E+gn6F5g5EREQOHlUEWHSPx/2XgIHvvvvOLV682BIRe/fu7c4777x0fzd+7B//HOYgnnrqKffKK69Y8gLbFTCfcCCvydrG3Llzbc7gyy+/tPmMBx54QH0DkVTkCDKykYiISDbasGGD3cTDksiUK6SDQMeDDEMRERFJPmvXrrWFilC3bt3c9OnT3bx58w7p+xIREZHE6BsQOFC+fHkLbqAksYiIiCSf+P4BQYisNRBYKCL/T3U3RCThUU6wS5cuVvaQUoIjRoxwhQoVci1btjzUb01EREQOEbYzqFChgm1XRLUBMhI14BcREUleVC8aO3asZRtu3LjRti+69NJLFSwgIiKSxOrUqWMVjAsXLuymTJliFZYJJhSRPanCgIh4gXLD48ePt2oDFStWdO3atXN58uQ51G9LREREDhH6BEOHDnU//PCDK1q0qJUdJIBAREREkte7777rpk6dalsiUgqZRIOwWqGIiIgkn5UrV1oC4vLly21rArZhLlas2KF+WyIJRwEDIiIiIiIiIiIiIiIiIiIiSUghtiIiIiIiIiIiIiIiIiIiIklIAQMiIiIiIiIiIiIiIiIiIiJJSAEDIiIiIiIiIiIiIiIiIiIiSUgBAyIiIiIiIiIiIiIiIiIiIklIAQMiIiIiIiIiIiIiIiIiIiJJSAEDIiIiIiIiIiIiIiIiIiIiSUgBAyIiIiIiIiIiIiIiIiIiIklIAQMiIiIiIiIiIiIiIiIiIiJJSAEDIiIiIiIiIiIiIiIiIiIiLvn8Dz52NfT40taDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "msc.tl.rank_genes_groups(adata, 'leiden', method='t-test')\n", "sc.pl.rank_genes_groups(adata, n_genes=15, sharey=False)" ] }, { "cell_type": "markdown", "id": "ddec2cdd", "metadata": {}, "source": [ "## Batch integration with Harmony (illustrative)\n", "PBMC3k has no real batch, so we add a **synthetic** one purely to demonstrate the `harmony_integrate` API; the corrected embedding is written to `obsm['X_pca_harmony']`." ] }, { "cell_type": "code", "execution_count": 11, "id": "92f410a7", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:27.233573Z", "iopub.status.busy": "2026-06-23T18:23:27.233486Z", "iopub.status.idle": "2026-06-23T18:23:28.695946Z", "shell.execute_reply": "2026-06-23T18:23:28.695506Z" } }, "outputs": [ { "data": { "text/plain": [ "(2698, 50)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs['batch'] = np.where(np.arange(adata.n_obs) % 2 == 0, 'A', 'B').astype(str)\n", "msc.pp.harmony_integrate(adata, key='batch')\n", "adata.obsm['X_pca_harmony'].shape" ] }, { "cell_type": "markdown", "id": "7334148e", "metadata": {}, "source": [ "## Diffusion map" ] }, { "cell_type": "code", "execution_count": 12, "id": "fe3c3f7b", "metadata": { "execution": { "iopub.execute_input": "2026-06-23T18:23:28.697349Z", "iopub.status.busy": "2026-06-23T18:23:28.697255Z", "iopub.status.idle": "2026-06-23T18:23:28.715512Z", "shell.execute_reply": "2026-06-23T18:23:28.715223Z" } }, "outputs": [ { "data": { "text/plain": [ "(2698, 15)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msc.tl.diffmap(adata, n_comps=15)\n", "adata.obsm['X_diffmap'].shape" ] }, { "cell_type": "markdown", "id": "578248b6", "metadata": {}, "source": [ "Every accelerated step (`normalize_total`, `log1p`, `highly_variable_genes`, `scale`, `pca`, `neighbors`, `umap`, `leiden`, `rank_genes_groups`, `harmony_integrate`, `diffmap`) ran on the Apple GPU; the AnnData object is identical in structure to a scanpy run." ] } ], "metadata": { "kernelspec": { "display_name": "metalsinglecell", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }