From 4f5277668f629067f7512c3cede534b3d36cc494 Mon Sep 17 00:00:00 2001 From: Zhevniak Dmytro Date: Thu, 4 Dec 2025 09:45:39 +0200 Subject: [PATCH] small impruvements --- Batch2_DataExploration.ipynb | 2207 ++++++++-------------------------- 1 file changed, 519 insertions(+), 1688 deletions(-) diff --git a/Batch2_DataExploration.ipynb b/Batch2_DataExploration.ipynb index 192cf12..69bad17 100644 --- a/Batch2_DataExploration.ipynb +++ b/Batch2_DataExploration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 20, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -219,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -263,7 +263,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABmcAAAIPCAYAAACGzAqkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs/Xd0m/eZ7v1+0cHee++UWERKoqpVbMmSa+IUK47jOONJO5PZeybtndlJztnjzJvxvMm7d5I12ZNZk+qMHbfEcWIntmXZltW72ClSpNh7L2AB0c4flGnTvVAEKV2ftbgEAg+AGxQfEHgu/O7b4PP5fIiIiIiIiIiIiIiIiMiSMPq7ABERERERERERERERkWuJwhkREREREREREREREZElpHBGRERERERERERERERkCSmcERERERERERERERERWUIKZ0RERERERERERERERJaQwhkREREREREREREREZElpHBGRERERERERERERERkCSmcERERERERERERERERWUIKZ0RERERERERERERERJaQwhkREREREREREREREZElZPZ3AV1dXfzjP/4jzz33HNPT0+Tm5vLLX/6SdevWAeDz+fjud7/Lz372M0ZGRti4cSP//u//TkFBwfxtOJ1OvvnNb/Loo48yPT3Nrl27+OlPf0pycvJ7qsHr9dLd3U1ISAgGg+GKPE4REREREREREREREVkZfD4fExMTJCYmYjQu/joXv4YzIyMjbN26leuvv57nnnuO2NhYLl26RHh4+Pw2P/jBD/jhD3/Igw8+SG5uLt/73ve48cYbaWhoICQkBICvfvWrPPPMMzz22GNERUXxjW98g9tuu41z585hMpnetY7u7m5SUlKu1MMUEREREREREREREZEVqKOj4z0vBHk/DD6fz7fot/oe/Y//8T84duwYR44cecvLfT4fiYmJfPWrX+Uf//EfgblVMnFxcXz/+9/ny1/+MmNjY8TExPDQQw/xqU99CngtbHn22WfZu3fvu9YxNjZGeHg4LS0tREZGLt4DFJG35HK5eOGFF9izZw8Wi8Xf5YhcE7TfiSwt7XMiS0/7ncjS0j4nsrS0z4ksveHhYTIyMhgdHSUsLGzRb9+vK2eefvpp9u7dy5133smhQ4dISkriK1/5Cl/84hcBaGlpobe3lz179sxfx2azsWPHDo4fP86Xv/xlzp07h8vlWrBNYmIihYWFHD9+/C3DGafTidPpnP9+YmICALvdTkBAwJV6uCJymdlsJjAwkICAAL2gEFki2u9Elpb2OZGlp/1OZGlpnxNZWtrnRJae3W4HuGKjUPwazjQ3N/Mf//EffP3rX+fb3/42p0+f5u/+7u+w2Wzce++99Pb2AhAXF7fgenFxcbS1tQHQ29uL1WolIiLiTdu8ev03+td//Ve++93vvun8gwcPEhgYuBgPTUTegwMHDvi7BJFrjvY7kaWlfU5k6Wm/E1la2udElpb2OZGlMzU1dUVv36/hjNfrZf369TzwwAMAlJaWUltby3/8x39w7733zm/3xmTK5/O9a1r1Ttt861vf4utf//r89+Pj46SkpHD99dcTFRX1QR+OiLxHLpeLAwcOcOONN+rTHiJLRPudyNLSPiey9LTfiSwt7XMiS0v7nMjSGxoauqK379dwJiEhgdWrVy84b9WqVTz55JMAxMfHA3OrYxISEua36e/vn19NEx8fz+zsLCMjIwtWz/T397Nly5a3vF+bzYbNZnvT+RaLRU9uIktI+5zI0tN+J7K0tM+JLD3tdyJLS/ucyNLSPieydK70vma8orf+LrZu3UpDQ8OC8y5evEhaWhoAGRkZxMfHL1iuNzs7y6FDh+aDl3Xr1mGxWBZs09PTQ01NzduGMyIiIiIiIiIiIiIiIv7i15UzX/va19iyZQsPPPAA+/bt4/Tp0/zsZz/jZz/7GTDXzuyrX/0qDzzwADk5OeTk5PDAAw8QGBjI3XffDUBYWBif//zn+cY3vkFUVBSRkZF885vfpKioiN27d/vz4YmIiIiIiIiIiIiIiLyJX8OZsrIynnrqKb71rW/xz//8z2RkZPDjH/+Yz3zmM/Pb/MM//APT09N85StfYWRkhI0bN/LCCy8QEhIyv82PfvQjzGYz+/btY3p6ml27dvHggw9iMpn88bBERERERERERERERETell/DGYDbbruN22677W0vNxgM3H///dx///1vu43dbucnP/kJP/nJT65AhSIiIiIiIiIiIiIiIovHrzNnRERERERERERERERErjUKZ0RERERERERERERERJaQwhkREREREREREREREZElpHBGRERERERERERERERkCSmcERERERERERERERERWUIKZ0RERERERERERERERJaQwhkREREREREREREREZElpHBGRERERERERERERERkCSmcERERERERERERERERWUJmfxcgIiLyTnw+H16PD4/bi9ftw+Pxvnba7Z2/7PXn+YCErDDsQRZ/ly8iIiIiIiIiIvImCmdERK5hPp8Pn9eHx+PD6/bimQ88vHhcc0HIq4HHgtOvC0Xmr+d57bTX87rbcnvxvDFccb0hVHn95W+4L6/H94Eemz3IwsaPZLB6WxJGo2GRf3IiIiIiIiIiIiIfnMIZEZEVrrtplLoj3bhnPa8LWd4iJHmbwIQPln34jcEAJrMRo9mIyWyYO2169d+586YdLiaGZjj06EVqjnSz/VM5JOZE+Lt0ERERERERERERQOGMiMiKNtw9yTP/VoF71rtot2m8HHiYTMa50yYjJstrAYjJbJgPQeZDEtPC03PByeuu/+rpBde/fJuWhdd5/eVvdV/vZRWM1+Ol5nA3p59pZqjTwVP/u5zsdbFs+UQ2IZH2RftZiYiIiIiIiIiIfBAKZ0REViiX08PzP6/BPeslITuMnPVxC0MQ09sEIpcDk9cuey0kMRoNGAwrvwWY0WSk+PpkcspiOf10C7VHumg6109r1SBrb0qj9MZUzFaTv8sUEREREREREZFrlMIZEZEVyOfzcejRBkZ6JgkMs3LTl4oIDLX6u6xlJyDYyo678yjYnsiRxxvpbhzl9DMtXDjWw5ZPZJO1NuaqCKNERERERERERGRlMfq7ABERef8uHO+h4WQvBgPs+XyBgpl3EZ0cwh1fL2XPFwoIjrAxMTzD/p/X8KcflzPU5fB3eSIiIiIiIiIico1ROCMissIMdTk4/NhFADZ8JJOkXA26fy8MBgM56+O4+7ubWH9rOiaLka6GUR7/3mkOP9rAzKTL3yWKiIiIiIiIiMg1QuGMiMgKMjvj5vmf1eBxeUktiGTd3jR/l7TiWKwmNt6eyd3/tJGstTH4fFB9qIuH/+cJag514vX6/F2iiIiIiIiIiIhc5RTOiIisED6fj1d+28Bo3xRB4TZ237cag1HzUj6o0OgAbvpSER/9WimRiUE4J90cevQiT/zLGboujvi7PBERERERERERuYopnBERWSHqjnbTeKYPg9HA3i8UEBCsOTOLITkvgk99p4ztd+ViCzQz1OXgjz8sZ//Pa5gYnvF3eSIiIiIiIiIichUy+7sAERF5dwPtExx5vBGATXdkkpAd7t+CrjJGk5GincnkrI/j1NPN1B7poulcP61Vg5TuTWPtnlTMVpO/yxQRERERERERkauEVs6IiCxzs9Nu9v+8Bo/bS3pRFKW7U/1d0lXLHmxhx9157PtOGYk54bhdXs78uYXf3n+SpnP9+HyaRyMiIiIiIiIiIh+ewhkRkWXM5/Px8kP1jA1MExxpY9dfac7MUohODuGOr5ey5wsFBEfYcAw72f/zGv70o3KGuhz+Lk9ERERERERERFY4hTMiIstYzaEuLp3vx2g0sPcLhdiDLP4u6ZphMBjIWR/H3d/dRNmt6ZgsRroujvL4905z+NEGZiZd/i5RRERERERERERWKIUzIiLLVH/bOEd/PzdnZvPHs4jPDPNzRdcmi9XEhtszufv+jWStjcHng+pDXTz8P09Q/UonXo/X3yWKiIiIiIiIiMgKo3BGRGQZck652P/zGrxuHxlrolmzK8XfJV3zQqMCuOlLRXz0a6VEJgbhnHRz+LGLPPHAWboaRvxdnoiIiIiIiIiIrCAKZ0RElhmfz8fL/1XP+OAModF2dn1uFQaD5swsF8l5EXzqO2VsvysXW6CZoS4Hf/xROc//rIbxoWl/lyciIiIiIiIiIiuA2d8FiIjIQlUvd9JcMYDRbGDvFwuxBWrOzHJjNBkp2plMzvo4Tj3dTO2RudlArdWDrN2bRumeVCxWk7/LFBERERERERGRZUorZ0RElpHeljGOP9kEwNZP5BCbFurniuSd2IMt7Lg7j33fKSMxJxyPy8uZP7fwyP0naTrXj8/n83eJIiIiIiIiIiKyDCmcERFZJmYmL8+Z8frIWhtL0c4kf5ck71F0cgh3fL2UPV8oIDjChmPYyf6f1/CnH5Uz2Onwd3kiIiIiIiIiIrLMKJwREVkGfD4fL/3mAo5hJ6ExAVz/2XzNmVlhDAYDOevjuPu7myi7NR2TxUjXxVGe+JfTHHq0gRmHy98lioiIiIiIiIjIMqFwRkRkGag40EFr1SAms5GbvliILUAjwVYqi9XEhtszufv+jWStjcHng5pDXTz8TyeofqUTr8fr7xJFRERERERERMTPFM6IiPhZz6UxTvzxEgDX7cshJjXEzxXJYgiNCuCmLxXx0a+VEpUUhHPSzeHHLvLEA2foahjxd3kiIiIiIiIiIuJHCmdERPxo2jHLC7+owef1kVMWR8G2RH+XJIssOS+Cfd8uY/tdudgCzQx1TfLHH5Xz/M+qGR+a9nd5IiIiIiIiIiLiB+qbIyLiJz6vjxd/fQHHiJPwuEB2fiZPc2auUkaTkaKdyeSsj+PUM83UHu7i0vkBWquHWLsnldK9aVisJn+XKSIiIiIiIiIiS0QrZ0RE/OT8C2201w5hshjZ+8VCrHbl5Vc7e7CFHZ/OY993NpCYE47H5eXMX1p55P6TNJ3rx+fz+btEERERERERERFZAgpnRET8oLtxhFN/agZg+125RCcH+7kiWUrRycHc8fVS9n6xkOBIG45hJ/t/XsMff1jOYKfD3+WJiIiIiIiIiMgVpnBGRGSJTY3Psv8Xtfh8kLcxnlVbEvxdkviBwWAge10sd9+/ibJb0zFZjHQ3jvLEv5zm0CMNzDhc/i5RRERERERERESuEIUzIiJLyOv18eKva5kamyUiPpAdd2vOzLXOYjWx4fZM7r5/I1lrY/H5oOZwFw//zxNUv9KJ1+P1d4kiIiIiIiIiIrLIFM6IiCyhc8+10nFhBLPVyE1fKsJi0xB4mRMaFcBNXyrkjq+VEpUUhHPKzeHHLvLEA2fobBjxd3kiIiIiIiIiIrKIFM6IiCyRzoYRzvy5BYAdd+cRmRjk54pkOUrKi2Dft8vYflcutiAzQ12T/OlH5Tz/s2rGh6b9XZ6IiIiIiIiIiCwCs78LEBG5FkyOOXnhl3NzZlZtSSB/k+bMyNszmowU7UwmZ30cp55ppvZwF5fOD9BaPUTpnlTW7k3DYtWqKxERERERERGRlUorZ0RErjCv18eBX9UyPT5LZGIQ2+7K9XdJskLYgy3s+HQe+76zgaTccDwuL2f/0soj/3SSxrN9+Hw+f5coIiIiIiIiIiIfgMIZEZEr7MyfW+hqGMVsM3HTlwq14kHet+jkYD76tVL2frGQ4EgbjhEnL/yilj/+sJzBzgl/lyciIiIiIiIiIu+TwhkRkSuovW6Is8+1AnD9Z/KIiNecGflgDAYD2etiufv+TZTdloHJYqS7cZQn/uUMhx5pYMbh8neJIiIiIiIiIiLyHimcERG5QiZHnbz46zrwweptieRuiPd3SXIVsFhNbLgtg7vv30jW2lh8Pqg53MXD//MEVQc78Xq8/i5RRERERERERETehcIZEZErwOvxsv8XNUxPuIhOCWbbvhx/lyRXmdCoAG76UiF3fK2UqKRgnFNujjx+kcf/5QydDSP+Lk9ERERERERERN6BwhkRkSvg1DMt9DSNYbGb2PvFQswWzZmRKyMpL4J9317Pjk/nYgsyM9w9yZ9+VM7z/1nN+OC0v8sTEREREREREZG3YPZ3ASIiV5u2miHOP98GwA2fXUV4bKCfK5KrndFkpHBHMtnr4zj9dDM1h7u4VD5Aa80QpXtSWbs3DQz+rlJERERERERERF6lcEZEZBFNDM/MzZkBinYkkb0u1s8VybXEHmRh+6fzWL0tiaNPXKTr4ihn/9JK/fEeNn40A5/P3xWKiIiIiIiIiAiorZmIyKLxeLy88ItaZiZdxKSGsPWTmjMj/hGdHMxHv1bK3i8WEhxpwzHi5KUH6xk4FcBQp8Pf5YmIiIiIiIiIXPO0ckZEZJGc/GMzvc1jWAPM7P1iISaL8m/xH4PBQPa6WNKLoig/0M6559uYHTHzhx+Us3pbEhs/kkFAsNXfZS5rPp+PgbYWWivP4/V4KN61l8CwcH+XJSIiIiIiIiJXAYUzIiKLoKVqkIoD7QDsuncVYTEBfq5IZI7ZaqLs1gyy10fz1H8cZ7rXQu3hLprO9rHh9kwKtydiNClIfNWMw0FbdTktFedorTzP5Mjw/GVnnv49G+7Yx9pbPoLFavNjlSIiIiIiIiKy0imcERH5kMaHpnnpwbk5M2tuSCGzNMbPFYm8WXCknajSGUpy1nLiyRaGuhwcefwitUe62LYvh+T8SH+X6Bc+r5e+lku0VpyjpeIcPY0N+Hze+cvNNhupBcU4Robpb7nE0Ud/Q+WBZ9l2173kb92BwahgS0RERERERETeP4UzIiIfgsftZf/Pa3FOuYlND2Xzx7P8XZLIO0rMCWfft9dTd7Sbk083M9w9yZ9+XEFWaQxbPpFNaPTyXPXl9frwur14PD68Hi9etw+P24vX48PjmfvX63796Tds+7rzpx0TDLbXMdRRy3DXBVwzEwvuyx4cR0hMHsEROdhD0/H5TITZ3WCsZKjjRSYGB3j2//xvDvziEUJid2OypuB1e/F6fXjcc/cZEhVARnEU6UXRxGWGYTQa/PSTExEREREREZHlSOGMiMiHcOIPl+hvHccWaGbvFwswmfUpeln+jCYjhTuSyV4fx+lnWqg51Mml8gFaa4YovTGVjDXRc6HHq+HH5X8XnvbOBxFv/N7zFkHJO1134fVeF7i4ffOn8X3wx+vzefF5evG4WvG6WvF5et+whRWjJRWjJR2TJR2MoUyMwsQowMjrtkvDHHgvBmM57pnTuGZ6GG5/CKMlC3PAdoymiPktR3omGemZ5Pz+duzBFtKLosgojiF5VQRWu15+iYiIiIiIiFzrdHRAROQDai4foPLlDgB2/dVqQqOW54oDkbdjD7Kw/a5cCrYlcuSJi3Q1jHL22VbOPtvq79LelcFowGQyYDQZMJqNl08bMZoNmMxGfN5JnJPNOB1NTE9cwuueXnB9e0gCobH5hMfnExqTgdlqxWi6fJtm4+XTRkzm12731fOM5nXMznyKC4efovncK3hdl3B5Wsnbspt1t9xJQGgo/W0TtFYN0lYzxIzDRf2JXupP9GIyG0nKiyBjTTTpRdEER2h2jYiIiIiIiMi1SOGMiMgHMDYwzUv/dQGAkhtTySiO9nNFIh9cVFIwH/1qKc3lA5x5thXnpGsuiLgcUhhNxjd9Px9amAzzpxcEG/Pbvnp64bav38Y0H368ertvdR+v29ZkwPCGNmFej4fuxnpaK87TUnGW/pZLCy63BQaRVlxKeslaMtasIzgy6kP+1KLJ2/B1hjrv5PBvf0Xz+TPUH91P87kjbPzYPtbe/BFy1sfh8XjpbRqjpWqQlqpBxgemaa8dor12iEM0EJMaQnpxNBnF0USnBGMwqP2ZiIiIiIiIyLVA4YyIyPvkcXnZ//MaZqfdxGeGsemOTH+XJPKhGQwGstbGkrU21t+lvGcTw4O0Vp6ntfwcbdUVOKcmF1wel5lN+pp1pJesJTEnH6PJtOg1RCWn8LF//Cfaayp55aFfMtDazJFHHqTywLNc9+nPkb9lO0l5ESTlRbD1k9mM9E7RWjVIS+UgvS1jDLRPMNA+wZk/txAcYSO9OJr04miScyMwWdQmUURERERERORqpXBGROR9Ovb7RgbaJ7AHWdjzhQJMJh1AFVkKHreL7oYLtFSco7XiHAPtrQsutweHkL5m7fxXUHjEW9/QFZBauIbP/uuPqTtykKOP/RfjA/08+2//L+ef/RM7Pvt5kvMLMBgMRCYEEZkQxNq9aUyNz9JWM0hr1RDtdUM4RpzUHOqi5lAXFpuJ1NWRpK+JJq0wioBg65I9FhERERERERG58hTOiIi8D41n+6g+1AXA7vtWExJp93NFIle38cF+WsrP0Vp5jvaaSmanXzc7xmAgISt3rlVZyXrisrIxGhd/dcx7ZTAaKdixi9xNWzn35z9y+k+/p7fpIo//0z+Ss2EL2+7+HBEJSfPbB4ZaWbUlkVVbEnG7PHTWj9BaPURr5QCTY7NcKh/gUvkABgPEZ4XNtz+LiA/y22MUERERERERkcXh13Dm/vvv57vf/e6C8+Li4ujt7QXA5/Px3e9+l5/97GeMjIywceNG/v3f/52CgoL57Z1OJ9/85jd59NFHmZ6eZteuXfz0pz8lOTl5SR+LiFz9RvumOPhwPQBrb0ojrfDDzqwQkTdyu1x0XailpeIsrZXnGepsX3B5QGgYGWvWkl66nrSiEgJDw/xU6duz2Oxs+sRdFO3ay/Enfkv1yy/QePo4l86domTPrWz6xF0EhIQuuI7ZYiK9KJr0omh8n85loH2ClqpBWqsGGexw0NM0Rk/TGCf+cInwuEDSi6LIWBNNfGYYRq3eExEREREREVlx/L5ypqCggBdffHH+e9Pr+sH/4Ac/4Ic//CEPPvggubm5fO973+PGG2+koaGBkJAQAL761a/yzDPP8NhjjxEVFcU3vvENbrvtNs6dO7fgtkREPgy3y8P+X9TgmvGQmBPOxtsz/F2SyFVjtK93LoypOEd7bRVup3P+MoPBSEJuPhlr1pJRup7Y9EwMxpURRgSFR3Djl/4bpTffzuGHf0VLxTnOP/c0tYdfYtPHPkXJTbdjtljedD2DwUBsWiixaaFsvD2TieEZWi8HNZ0NI4z2TVHRN0XFix3YgsykF87NqUldHYk1wO8v7URERERERETkPfD7O3iz2Ux8fPybzvf5fPz4xz/mO9/5Dh//+McB+M1vfkNcXByPPPIIX/7ylxkbG+OXv/wlDz30ELt37wbg4YcfJiUlhRdffJG9e/cu6WMRkavX0ScaGexwEBBiYc/nC/RJdZEPwTXrpLO2mpbKudkxIz3dCy4Piogkfc1cq7K0ohLswcF+qnRxRKek8fFvfZfWqnIOP/RLBtpbOfTwr6h44S9su/uvyN10HQaD4W2vHxJpp2hnMkU7k5mdcdNRN0xL1SBt1UPMTLpoONVLw6lejCYDSXkRZBTPhTVquygiIiIiIiKyfPk9nGlsbCQxMRGbzcbGjRt54IEHyMzMpKWlhd7eXvbs2TO/rc1mY8eOHRw/fpwvf/nLnDt3DpfLtWCbxMRECgsLOX78+NuGM06nE+frPpU7Pj4OgMvlwuVyXaFHKiKvenU/Wyn7W9PZfmqPdIMBrr83D2uQccXULvIqf+53Pp+P0d5u2irP01pZTld9LR7X7PzlRpOJhJx80tasJa24lOjU9AVhxdWyvyWtKuRT3/tf1B95hRO/+y1j/X38+cffJz77KbbdfR8JufnvehsGE6QWRZBaFIHXk01fyzhtNUO0VQ8z1j9NR90wHXXDHH7sIlFJQaQVRZJWFEV0cjAG49sHQLL4VtrfOpGrgfY7kaWlfU5kaWmfE1l6V3p/M/h8Pt8VvYd38NxzzzE1NUVubi59fX1873vfo76+ntraWhoaGti6dStdXV0kJibOX+dLX/oSbW1t7N+/n0ceeYT77rtvQdACsGfPHjIyMvjP//zPt7zft5p1A/DII48QGBi4uA9SRFY0l8NI//FAfB4DIVlOwnJn3/1KIoLX7WK6t5upnk4muztwT04suNwcGERgQgqBickExidhtFj9VKl/eN0uRi9UM3KhEp/bDUBQSgbRJRuwvGEezXvlchiY6Tcz3W9mdsQEvBbGGG1eAmLd2GPd2KM8GNT5VUREREREROQdTU1NcffddzM2NkZo6Ad7r/5O/Lpy5uabb54/XVRUxObNm8nKyuI3v/kNmzZtAnhTmw+fz/eOrT/eyzbf+ta3+PrXvz7//fj4OCkpKVx//fVERWnAt8iV5nK5OHDgADfeeCOWt5i3sFy4Zz089b8q8HmmSMwJ45b/VoRRnzyXFepK73c+n4/hrg7aqsppqzxPV0Md3suhA4DRbCYpb/X86pjIpJR3/Xt+1fvIR5kcGebkk49Sd+hlJjtamO7uoPjGm9lwx53Yg0M+8E3PTLporx2mrXqYzgsjuJww2WFlssOK2WokOT+C1MJIUgsiCQy9toKxpbJS/taJXE2034ksLe1zIktL+5zI0hsaGrqit+/3tmavFxQURFFREY2Njdxxxx0A9Pb2kpCQML9Nf38/cXFxAMTHxzM7O8vIyAgRERELttmyZcvb3o/NZsNms73pfIvFoic3kSW03Pe5I482MdIzRUColT1fKMRm0wFMWfkWc79zTk3RXlNBS8U5WivOMzE0sODysNg40kvWk1GylpSCYqz2gEW536tJeGwcN/3NV1l36x0cfvhXtFaep+L5Z6g/cpBNn7iLNXtuxfwB/r8s4RYKtgZSsDUZj8tLV+MIrZWDtFQN4hhx0lo1RGvVEBggPiOU9OJoMopjiEgIVGi2yJb73zqRq5H2O5GlpX1OZGlpnxNZOld6X1tW4YzT6eTChQts27aNjIwM4uPjOXDgAKWlpQDMzs5y6NAhvv/97wOwbt06LBYLBw4cYN++fQD09PRQU1PDD37wA789DhFZ+epP9nDheA8GA+z5fAFBYW8OdEWuNT6fj4G2Florz9NScZbuhgt4PZ75y80WK8kFRWSsWUt6yXoiEhJ1oP89iklN5xPf/mdaK85x6Le/ZrC9lVf+6xeU7/8z2+/+K3I2bv3AP0uTxUjq6ihSV0ex7a5cBjsdtFYN0lo1SH/bBL3N4/Q2j3Pyj82ExgSQURRN+ppoErLDMJmMi/xIRURERERERAT8HM5885vf5Pbbbyc1NZX+/n6+973vMT4+zuc+9zkMBgNf/epXeeCBB8jJySEnJ4cHHniAwMBA7r77bgDCwsL4/Oc/zze+8Q2ioqKIjIzkm9/8JkVFRezevdufD01EVrDh7kkOPdIAQNltGSTnRbzLNUSuXjMOB23VFbRUnKW18jyTI8MLLo9ISCS9ZB0Za9aRvLoQi83up0qvDukl60gtLqH2lZc49vhDjPX18syP/h8Sc1ex47OfJzE3/0PdvsFgICYlhJiUEMpuzZhbRVM9F9R01o8wPjBN5csdVL7cgS3QTGpBFBnF0aQWRGIL1KfzRERERERERBaLX8OZzs5OPv3pTzM4OEhMTAybNm3i5MmTpKWlAfAP//APTE9P85WvfIWRkRE2btzICy+8QEjIaz3Yf/SjH2E2m9m3bx/T09Ps2rWLBx98EJNJk25F5P1zOT08//Ma3LNeUlZFsO7mdH+XJLKkfF4v/a3NtJSfpaXyPD2N9fi83vnLzTYbqQXF84FMeHzCO9yafBBGo4miG/aQt2UbZ57+A2ef+QPdFy/w6P/vm+Ru3sb2uz9HWGz8otxXcISNwu1JFG5PYnbGTWf9CC1Vg7RVDzI94aLxTB+NZ/owGg0k5oZfbn8WTWi0WtSJiIiIiIiIfBh+DWcee+yxd7zcYDBw//33c//997/tNna7nZ/85Cf85Cc/WeTqRORa4/P5OPRoAyM9kwSFWdl9XwFGo1oyydVvanyMtqpyWivO0VpVztTY6ILLI5NSyChZR0bJepLyV2O2av7SUrDaA9i67zMU797LsccfpvbQS1w8cYRLZ05QctPtbPrYp7AHBy/i/ZnJLIkhsyQGr9dHX8s4rVVzc2pGeibprB+hs36Eo080EpkYREbxXPuzuLRQDHquFBEREREREXlfltXMGRERf7pwvIeGk71zc2a+UEBgqA5Ay9XJ6/XQd6lprlVZxXl6Ll0En2/+cos9gLSiNaSvWUdGyTpCY2L9WK2EREZz0998lbU3f4RDD/+K9uoKzv35KWpfeZHNn7iLNXtuwWRe3JZjRqOBhKwwErLC2PyxLEb7p+bn1HQ3jTHcPclw9yTnnm8jINRKetFc+7PkVZFYrFq9LCIiIiIiIvJuFM6IiACDnQ4OP3YRgI0fzSQxR3Nm5Ooy1t/LWNMFnv23GjrraphxTCy4PCY1fa5VWck6EvNWLfrBfvnwYtMz+eR3/m9aK85x6OFfMdTZzsHf/Jzy/X9m+2fuI7tsMwbDlVnBEh4bSMnuVEp2pzIz6aK9doiWqkHaa4aYHp/lwrEeLhzrwWQxkrIqkvSiKNKLowkKs12RekRERERERERWOoUzInLNm51xs//nNXhcXlILoli7J83fJYl8aNOOCTpqKmmrrqCtuoKxvl4ABi5fbgsMIq2ohPTSdaSvWUtIZLT/ipX3zGAwkFG6nrTiUmoOHuDYEw8z2tvD0//7AZLyC9jx2b8mITvvitZgD7KQuyGe3A3xeNxeuptGaa2ca382MTQzv8KG3zYQmx461/6sOJqopKArFh6JiIiIiIiIrDQKZ0Tkmubz+Xjltw2M9k0RHGFj932rNDtBViS3y0V3wwXaqstpr66gt7lpQasyo8mENTKGNdt3klmyjvisXIwmtZ9aqYwmE8W7byJ/63bOPP0kZ//8R7rqa3nkO98gf+sOrrvrXsJi4654HSazkZT8SFLyI7luXw7D3ZO0XA5n+lrG6W+d+zr1dDMhkXbS10STURxNYk44JrPxitcnIiIiIiIislwpnBGRa1rtkW4az/RhNBrY84VCAoI1Z0ZWBp/Px2B7K21V5bRVV9B5oRb3rHPBNlHJqaQVlZBaVEJ8Tj4vHjzIxltuwWJZvJZlPq8PvD4MOtDuF9aAQLZ+6rMU776ZY48/RO3hl6k/dojG08dZe/NH2HDHndiDgpekFoPBQFRSMFFJway/OZ3JMSdt1XPtzzovDDMxPEP1wU6qD3ZitZtILZhrfZZWGIU9aPHb6PncXjxjTtyjTjxjl79GnXjGZvFMzGJJCCLkuiQs8UGLft8iIiIiIiIi70bhjIhcswbaJzj6RCMAm+7IIiErzM8VibyziaHBuTZlVeW011QyNTa64PKg8AhSi0ouBzJrFrQqc7lci17PbM8kQw/V4RmewRhiwRRuxxxuw3T5yxxunz9tDDSrpdUVFBIVzU1f+RqlN3+Eww//kvaaKs48/STVBw+w5ZOfpnj3zZjMS/uyLyjMxurrEll9XSKuWQ+d9SO0Vg7QUj03p6bpXD9N5/oxGA0kZoeRfrn9WXhs4Lvets/rwzMxOxe2jL4WvLhfF8J4He/8O+/qcjB1tg9bbgQh25KwZYfrd1RERERERESWjMIZEbkmzU5fnjPj9pJeHE3JjSn+LknkTZxTU3ReqKatai6QGe7uXHC52WYjZVUhacWlpBaVEJ2StmQHl2c7Jhj4VQ2+aTcA3gkX3gkXro6Jt9zeYDVeDmreGODMnWcKs2IwafXNhxWXkcUn/7//Qkv5WQ49/CuGuzp4+df/Sfnzf2b7Z+4ja/1GvwQQFquJjOK5lmY7vT762yZoqRqgtWqQoa5Jui6O0nVxlGO/byIiLoCsgkhSUkMJCzLjHZ9duOpl1Ilnwgne93DHZuPc71iYFVPYa793xgAL01UDTNcM4rw4gvPiCJaEIIK3JxNYHK3fRREREREREbniFM6IyDXp6O8bGRuYJiTSzq7PrdKnpWVZ8Ljd9DZdnFsdU11Bb1MDXo9n/nKDwUhcVjZpRaWkFZeQkJOPeRFblL1XztYxBn9di8/pwZoaQuSn8vBOu+dWLry6kmF0Zv601+HCN+vF3T+Nu38a51vdqAFMIdb5g+emiMshzuUD6uYIOwa7Sfvqe2AwGMhcW0b6mrVUv7yfY0/8lpGeLv70v75H8upCdtzzeeKzcvxSm8/nwzfjJsJuIjQvgsK4QKZ6HEy0TzA7NINxxo19xoXpfD/e8/2MvNONGQ2YQi//zoS9LuwLe+37d1qxFVgUjXtoGsexbibP9OLqmWTk8QbGn2sheGsSQRvjMdr1UllERERERESuDL3jFJFrTmf9MBeO9QCw+69XX5FZByLvhc/nY7i7k/bLYUxHbRWz09MLtgmPTyCtqIS0olJSCoqxBy/N/JC3M9M4wtB/1eFzebFlhhH1uQKMNtPchckhb3kdn8uDe2wWz+gMnpHXBThjTjwjcyEOHh+e8Vk847PQ/jarb2ym1622ed0qnIjL34fYMJgU3rzKaDKx5sZbyN+6kzNP/55zf/4jnXU1/PbbX2PVdTu57tP3Ehodu6j36Z31LGgz9uaZL7P4Zj1vup7t8hfGuf8/H+D0+Zj2+Jj2wrTXx4zBQGBCENH5ESSVxBKSHIzB+OH+v81RAYR/JIvQ3ak4TvXgON6NZ3yWsedaGH+5naCyeIK3JmKOsH+o+xERERERERF5I4UzInJNcc16OPhwPQCFO5JIzA73b0FyzZkaG51fGdNWXYFjaHDB5faQUFIL15BWtIa0olLCYuP8VOmbTV8YYui3F8Dtw5YbQfRnV2GwmN71egaLCUt0AJbogLe83Of14Z10XV55MzM/R8Q98uoB/Rm8k258Tg/uvincfVNvc0dgCn0trJlvmfa6QOdaXAlhCwzkurvupXj3TRx97CEuHDnIhaOvcPHUMdbd8lE23LEPW+B7mPPi9s6HLO5X24u9LoTxjDnxTrnfU03GQPNrbcZeXfXy+u9DrXgN0Ns0RkvVIO1Vg4wPTEPz+NzXs23EpIaQsSaa9KJoolOCP9SqKmOghdDrUwnZlsxURT8TR7pw903hONqF43gXAUUxhGxLwvo2AaSIiIiIiIjI+3XtHaEQkWva6WdaGB+cITjCxuY7svxdjlwDXM4Zui7U0lpdQXt1BQNtLQsuN1ksJOWtJrWohPTiUmLTMzEYl9+8i6mqAYYfawCvD3tBFFGfzsdgXpw6DUbDXEuzECvWlLc++D2/IuPV4Ob1Ic7lcACPbz4keNv7spsXzryJWLgKxxhi/dCrMZar0OhYbvlv32DdLR/llYd+QWddDaf/9HuqDx5gyyfuZnXZTnwOz8LAZdSJ+9XgZcL1nu7HYDMtDFzCXteu7nLLMaP13UM9E5CUF0FSXgRbP5nNSM8UrdWDtFQO0tsyxkD7BAPtE5x+poXgCBvpxdGkFUQRlRxMcITtA4U1BrORoPXxBK6Lw3lxhIkjXTibRpmuHGC6cgBbZhjB25Kw50Vetb8nIiIiIiIisjQUzojINaOvdZzKF9sB2HF3HtYAPQXK4vN6PfS3NNNWVU5bdQXdDXV43AtXE8SkZ15uVVZCUv5qLLbl3TJp8lwfI7+/CD4IKIkh8s68JW8fZrSaMMYGYol96xUePq8Pr2P2tZZpI28OcHzTbnwzbly9bly9k29zR4b5MMF8edXNqzNv5ofJv4dgYTnx+V5bmeQZcxI0GsDesi8xFt3DeFsvVq+NgIPB9L9y/t1vzGy4HLgsXPViCruyq5MMBgORiUFEJgaxdm8aU+OztNUM0lo1RHvdEI4RJzWHuqg51DVXps1ERFwgEQmBRMQHEZkQRER8IGExARhN7x4qGgwG7HmR2PMime124DjSxVTlAM7mMZzNY5hjAgjZlkxgaSwGy/ILU0VERERERGT505FJEbkmeDxeDj5Uj88HOWVxpBdF+7skuYqM9vXOzY2pKqe9tooZx8KZKSFRMaQVz4UxqYVrCAwL90+hH4DjZA+jf2wCIKgsnvCPZS/LFQMGo2GupVmoDVLfehuv071wtc3rV+GMOPGMO8Hrmzs94mSW8be8HWOgeeHMm9evxAm3Ywy2LNnPyOfz4ZvxLJzt8harXnD73nRdExBhjIXL2YLX52XaM4HH6iEsI5GgpGjM86te7JjCrBiDLB+qfdhiCQy1smpLIqu2JOJ2eeisH6G1apDupjHG+qdwOz3zK2tez2gyEBYbSGR8IBEJQfPhTURcIOa3Cd2sicFEfiqP0JvScRzrZvJUD+6BaUb+0MjYC60Eb04kaFMCJs0vExERERERkfdB4YyIXBPK97cz1OXAHmRh274cf5cjK9y0Y4KO2qr51TFjfb0LLrcGBJJSUHw5kCklIiFxWRzQfr8mjnQy9pe5NmzBWxIJuy1zWQYz75XRZsYYZ8YSF/SWl/u8PjwTl2epjMwsCHA8o3Pf+2Y8eKfceKfcuLrfZvWNybBwhkrEwhDHHG57T7N64HI7tzcELp6x2bnQ5XJtvlnPe3v8IZa5FS5vserFY/Nw9qU/cf65P+FxueASrN52PVvvupfg6OUdZpstJtKLoudDd4/Hy/jANCO9Uwz3TDLSO8lIzxQjfXOhzUjPJCM9k1A+8NqNGCA0yj4X1FwObl5dbWMLnAtdzGE2wm/JIPSGFCbP9OI42o1nzMn4gTYmXukgcF0cwdclve1sJREREREREZHXUzgjIle9kd5Jzjw7d4D5un05BIRY/VyRrDRul4vuhgu018ytjultbgLfaysRjCYTCTl5pBWVklZcQnxWLkbTymp99Xo+n4+JlzsYP9AGQMjOZEL3pq/IgOn9MBjnWnaZw2yQFvqW23hn3K9beTPXNs098roQZ/zy7JuhGTxDM297X8Ygy4KwxhRuw+fxvSGEceKdcr/tbSy4vUDz/DyX1wcvcytf7JhCre86I2j7Z/6KNTfezNHH/ov6Y4eoO3KQiyePse62O9jw0U9iDXjrlnLLjclkvByyBJFZEjN/vs/rwzHqnAtn3hDczEy6GB+cYXxwhraaoQW3FxhqfW2FTXwQkQmBRBTHELc5gZmaISaOdOHqcjB5sofJUz3YV0cRsj0ZY6JCGhEREREREXl7CmdE5Krm8/o4+FA9XrePtMIocjfE+bskWQF8Ph+D7a1zK2NqKum8UIPbuXDIfFRyKqlFa0grKiVldeGKOXD9bnw+H+P7W5l4pROA0BvTCLkh5aoPZt4ro92MMd6MJf5tVt94fHjGnW9onzbz2umRuZUu3kkX3kkXri7Hu96nwWrCFG6dD1/M4W8OYRZrDk5YbBy3/t3/xbpbPsorD/2SrvpaTj31BNUvv8CWO++m6Ia9KzZ4NBgNhETaCYm0k1oQteCy6YlZRnonGe6ZuhzezAU4jhEnU+OzTI3P0tUwuuA61gDz3Cqb+EBiYwMJ65vC2O1gpnaImdohLCnBhAdY8Hnf3FJOREREREREROGMiFzVag530XNpDIvNxI6783SAWd7WxPAgbVWX58bUVDI1Nrrg8sCwcNKKSkgrLiW1aA0hkcu71dMH4fP6GPtzM47j3QCE3ZpByLZkP1e1shhMBswRdswR9re83Ofz4Zt2v2HmzVyAYzAZ39RuzBxmxRBgXvLnrvjsXD51//9D09mTHPntrxnp6ebFX/yU8889w457/pqM0vVX1fNpQIiVgBAriTkRC86fnXEz0jt1eYXN5fCmd5LxgWlmp930tYzT1zJO/eXtg42QE2Ai2WLE1eEgixB6f3AO2/p4InckYwnUXBoRERERERGZo3BGRK5aE8MznHjqEgCbP5ZFSORbHyyVa9Ps9BQdddVzgUx1BcNdHQsuN9tspKwqJPVyIBOdknZVHYx+I5/Xx+hTTUyemZufE35HNsGbEvxc1dXHYDBgCLRgDbRAYrC/y3lHBoOBnLLNZJaup/LA85x48lGGuzp46vvfJbVwDTs++3li0zP9XeYVZbWbiUsPJS59YZs7j8vLaP/Um9qjjfZNUT7poc7gIcNmJMNqxDrpxnWok45XOugxm5iMDyIkOYSIhEAiE4IIjwvEatdLchERERERkWuN3gmKyFXJ5/Nx6JEGXE4PCVlhFG5P8ndJsowcfuRBzv35Kbye1wapGwxG4rKy5+bGFK0hIXcVZsu18Sl3n8fL8O8uMl0xAAaI+GQuQevUAlDmmMwW1t58O6u3X8+pp56g/Lmnaa+p5KH/8fcUbN/F1rvuuSpXkr0Tk8VIVFIwUUkLAzav18fE0DQjPVMMdI1z5EwjGb5Q4iZdBBkNpHm8eDrH6Wwe47TTw4R37nrBETYiEoIut0kLIjIhiIiEQAKCNSNNRERERETkaqVwRkSuSo1n+mirGcJoNnD9Z/MxGK/eFQ/y/nQ1XODMn34PQHhcAmnFJXNzYwqKsQcv75UMV4LP7WXo0XpmaofAaCDyrjwCi2Pe/YpyzbEHBbPjnr+mZM8tHHn0v2g4fpjaQy/ScOII62//GGW3f/yqmb30QRmNBsJiAgmLCSRpVRjds9VsvuUGTEYTY2f7cBzrwtQ/TZrNQJrNyIAPLk66GRxx4hhx0lE3vOD27MGWucAmIYjI+KD508ERtqt6JZ+IiIiIiMi1QOGMiFx1pidmOfJEIwBlt2QQ8TaDu+Xa4/P5OPLIgwAUXn8je/8/f+/fgvzM5/Iw+NAFnBdHwGQg6jOrCFgd9e5XlGtaWGw8t/39P7Dulo/yykO/pLuhjpNPPkbVi8+z9VP3ULjzRowmk7/LXFaMJiMRGxOI2JiAs20cx5FOpmuHiAFigs0QZWcqJZR+o4GRvmlGeieZGJphxuGip2mMnqaxBbdnsZnmV9lEJLy22iY02o7RZPTPgxQREREREZH3ReGMiFx1jjzRyIzDRVRSMKV7U/1djiwjrRXn6KqvxWSxsPmTd/u7HL/yOj0M/aYWZ/MYBouRqHtXY3/DMHSRd5KQk8dd3/0+jaePc+S3DzLa18OBn/0fyp97hu33/DUZJev8XeKyZEsLxZa2GvfQNBNHu5g624dvaIbAoRmywqwEb00i6IsFeIwGRl8/06Z3ipGeScb6p3E5PfS3TdDfNrHgto1mA+GxgQuCm8iEIMJjAzFbFZiJiIiIiIgsJwpnROSq0lo9SOOZPgwGuOHefEz6BLFc5vN6OfLobwAo2XsbodHXbusu77SbwV/XMNs+gcFmIvq+AmzpYf4uS1Ygg8FA7satZK3bQMX+Zzn55KMMdrTxh3/9J9KKS9lxz18Tk5bh7zKXJXNUABEfzSZ0dxqTp3pwHO/GMzbL2LMtjL/UTlBZPBHXJRKTGr/geh6Pl/GBubk2C4Kb3kncs16GuycZ7p4EBl67kgFCo+yX59rMtUeLvDzjxhZ4bczWEhERERERWW4UzojIVWN2xs2hRxoAWLMrhdi0UD9XJMtJ/YkjDLS1YA0IZOMdd/q7HL/xTroYfqgBV5cDQ4CZmL8uxJoS4u+yZIUzmS2su/WjrN5xA6f+8Djlz/+Ztqpy/usf/47CnbvZuu8egiPVMu+tmIIshN6QSsj2ZKbK+5k40oW7fwrH0S4cx7sIKIohZHsy1qS5mVgmk/FywBJEZulrIbPP62NiZGZ+hc1Iz1xoM9w7iXPSzfjgDOODM7RVDy24/8Aw61xbtMvzbF6daxMYatVcGxERERERkStI4YyIXDVOPnUJx4iT0Gg7Gz6S6e9yZBnxuF0ce/whAMpu/zgBIddmcGeeNTD8qzo8/dMYgyxEf6EIa4JmMsniCQgOYee9X6Bkz60cefQ3XDx5lJqDB6g/fpiy2z9O2e2fwGK3+7vMZclgNhJUFk/gujhmGkdwHO7EeWmM6coBpisHsGWGEbw9GXtuBAbjm0MTg9FAaFQAoVEBpBW8FoT5fD6mJ1xzK2x6Jhl+NbzpnWJy1MnU2CxTY7N0NYwsuD1boPm19miva5EWEml/y/sXERERERGR90fhjIhcFbqbRqk+3AXA9ffkY1FvfXmd6pcPMNbXS2BYOGtv/ai/y/ELz5iTvNpQPDPTGEOtxHyhCEtsoL/LkqtUeHwCt3/tf9DVcIFDD/2CnsYGTvz+Uape2s/WffdQsHMXRqOep9+KwWggIC+SgLxIZrscOI50MlU1gLN5DGfzGObYAEK2JRNYEovB8u6tOw0GA4GhVgJDrSTlLpwrNTvtnltd84a5NuOD0zin3PQ2j9PbPL7gOmaLkfD50Oa12TbhsYGYzGolKiIiIiIi8l4pnBGRFc/t8nDwoXrwwaqtCSTnR/q7JFlGXDMznHzyUQA2ffxTWO0Bfq5o6bmHphn+RS32GRPGcCuxXyzGHHXt/Rxk6SXlreLT//f/4uLJYxx55NeM9ffxwn/+G+efe5od9/w16WvW+rvEZc2aFEzkXfmE3pSB43gXk6d6cfdPM/JkI2P7WwnenEjQpgRMQR9sbow1wExcRihxGQtXE7pdHsb6p+dCm57XZtqM9E3hdnkZ7HAw2OFYcB2D0UBYTMB8W7RX26SFxwVitesth4iIiIiIyBvpnZKIrHhnn21ltG+KwFArWz6e7e9yZJk5/9zTTI6OEBoTR/Hum/xdzpJz9U8x8ItqvOOzzNg9JH+hQMGMLCmDwUDe5uvIWr+Riv1/5uQfHmOwvZUnH/ifpJesY8dn7iM6Nd3fZS5r5nAb4bdkEnpDKpNnenEc7cYz5mT8QBsTr3QQuC6OkOuSMEcvzr5ttpiISgom6vKcm1d5vT7GB6dfC2xebZPWO4lrxsNo3xSjfVO0VA6+diUDJGSFkVkSQ2ZJDKGLVKOIiIiIiMhKp3BGRFa0wU4H5fvbAdj+6VzsH/DTw3J1mnZMcObpJwHY+ql7MJmvrd+P2W4Hg7+swTvpwhwbQENKN2lhNn+XJdcos8XC+ts+RsGOXZz8w+NU7P8LrRXnaKssp/CGG9m67x6CwiPe/YauYUa7mZBtyQRvSWS6epCJw524uieZPNnD5Kke7KujCNmejC3tyszVMhoNhMfOtTDLWPPa+T6fj8nR2cthzWvBzUjvJNMTLnqaxuhpGuPY75uISQ0hsySazJJYIhICMRg0v0ZERERERK5NCmdEZMXyerwcfOgCXq+PzNIYskpj/V2SLDNnnn4S59Qk0anp5G/d7u9yltRsxwQDv6zBN+PGkhRM+L15uF/p8ndZIgSEhHL9575Iyd5bOfLIgzSeOk71S/upP3qIso9+gvW3fgyL3e7vMpc1g8lIYEksAWticDaP4TjcyUzDCDO1Q8zUDmFNDSFkezL21VEYjFc+/DAYDARH2AiOsJGyemFr0YnhGVoqB2guH6C7cZSB9gkG2ic49XQL4XGBl/9+xxCTGqKgRkRERERErikKZ0Rkxap8uZP+tglsgWa235Xr73JkmZkYHqT82acBuO6ue6+p4ePOljEGH6zF5/RgTQ0h+r5CPGafv8sSWSAiPpGPfP3bdNbXcuihX9LbdJHjT/yWqgPPsfWue1m9/fprar/9IAwGA/ascOxZ4bj6Jpk40sVUeT+z7RMMPXwBU5SdkOuSCFwXh9Hqn59lSKSd4utTKL4+hemJWVqqBmmuGKDjwjCjfVOcf76N88+3ERxhm2t9VhpDQnY4xiUIlURERERERPxJ4YyIrEhjA1OcfroZgC2fyCZIrZrkDU4++Rhu1yyJeavJXFvm73KWzEzjCEP/VYfP5cWWGUbU5wow2kx4XC5/lybylpLzC7j7e/+bhuOHOfLobxgf6Gf/f/yYc3/5IwXbbyB7wxbC4+L9XeayZ4kLIvKTuYTtTcdxvJvJUz14hmYY/dMlxg+0EbQxgeAtiZhCrH6rMSDEyuqtiazemsjstJu2miEulQ/QVjuEY8RJ1cFOqg52EhBiIaM4mszSWJLzIjBZjH6rWURERERE5EpROCMiK47P5+Pgww24XV6S8yNYtSXB3yXJMjPS00X1yy8AsO3uz10zrXKm64YY+u0F8Piw50UQdc8qDBatPBDweDy4XC5mZ2c/0JfJZCI3N5fVq1cTELD4A90NBgP5W3eQXbaZ8uef4dRTTzDY3sqhh3/FoYd/RUxqOtkbNpNdtpmYtIxrZp/+IEwhVsL2phNyfQpT5/qYONqFZ2iGiYMdTBzuJLA0lpBtSVjigvxapzXATE5ZHDllcbhnPXRcGKa5fICWqkGmJ1zUHeuh7lgPVruJtKJoMktiSC2IxGrX2xcREREREbk66N2NiKw4F4730NUwgtliZOdn8nWQTt7k2OMP4/N6yVxbRnJ+gb/LWRJTVQMMP9YAXh8BBVFEfjofg1mfNl9pfD4fbreb2dnZDxWmvPHL7XZ/6NoaGhr4y1/+Qk5ODoWFheTl5WG1Lu4qDLPVStlHPkHBzt3UHztM05kTdF6oYaC9lYH2Vk78/lHCYuPILttEdtlmEvNWqfXZ2zBaTQRvTiRoYwIzdUNMHOlitm2cqbN9TJ3tw54XQfC2ZGxZYX7/O2q2mshYE0PGmhg8Hi/djaM0lw/QXDHA1NgsjWf6aDzTh8liJHV1JJmlMaQXRWMPsvi1bhERERERkQ9D4YyIrCiTY06O/b4JgA0fySQsZvE/wS0rW19zEw0njoDBwHV33evvcpbE5Lk+Rn5/EXwQWBJDxJ15GEwKLa80r9e7qAHKq18+35WbD2QwGLDZbFit1vf1NTExQU1NDX19fTQ0NNDQ0IDFYiE/P5+ioiKysrIwmRYvJAkMDWPtzbez9ubbmZ4Yp/n8GRpPn6Ct8jxj/X2c+8ufOPeXPxEQGkbWuo3kbNhMauEazIscFl0NDEYDAYXRBBRG42wbx3G4k+m6IWYaRphpGMGSGETItmQCiqMxmPwf6JpMRlLyI0nJj2T7p3Lpax3nUvkAzeX9jA/O0FI5SEvlIEajgaS8cDJLYsgoiVF7UxERERERWXEUzojIinL4sYvMTruJTQthzQ3J/i5HlqGjj/0XAKu27iAmLcPP1Vx5jpPdjP7xEgBBZfGEfywbgwZpv4nH41n0EMV1hef4mM3m9x2ivNuXyWT6wKsktm3bRn9/P9XV1dTU1DAyMkJ1dTXV1dUEBASwevVqioqKSE1NxWhcvIP8ASGhFOzYRcGOXbhmZmitPE/TmRNcOn+a6fExag6+QM3BF7DYA8goWUf2hs1klq7HFujftl3LkS0tFNtnV+MenGbiWBdTZ/twdU8y/HgDpudbCN6aRNCGeIzLpHWYwWggPjOM+Mwwtnw8i6GuSZrL+2muGGCoa5KOCyN0XBjh0GMXic8II7M0hsySGH1wQ0REREREVoTl8c5LROQ9uHS+n+byAYxGA9d/dhXGZfAJX1le2muqaK08j9FkYsu+e/xdzhU3cbiTsWdbAAjekkjY7Zl+b0+03AwODnLw4EHq6uqu6IqUxQ5RrFbrogYciyU2NpZdu3Zxww030NXVNR/UTE5Ocu7cOc6dO0dISAiFhYUUFRWRkJCwqL+TFrudnI1byNm4BY/bTWddDY1nTnDpzAkcI8NcPHmUiyePYjSZSS1aQ/b6TWSXbSIoPGLRargamKMDiPhoNqG705g81YPjeDeesVnGnm1h/KV2gjbEE7w1CXP48lmNYjAYiE4OJjo5mA23ZzLaN0VzxVzrs76WcXqbx+htHuP4k01EpwSTWTIX1EQmBul5UUREREREliWFMyKyIsxMujj82EUA1t6URnRysJ8rkuXG5/Nx9NHfAFC8+ybC4+L9XNGV4/P5mHi5g/EDbQCE7EwhdG+aDkC+zujoKIcOHaKiomJBKGMymd5TMGKxWN5ziGKxWK65n73BYCA5OZnk5GT27t1La2sr1dXV1NXVMTExwYkTJzhx4gRRUVEUFRVRWFhIdHT0otZgMptJKy4hrbiEXfd9md7mRppOn6DxzElGujtprThHa8U5XvzlT0nMySd7w2ayyzYREZ+4qHWsZKYgC6E3pBKyLZmpin4mjnTi7p/GcaQLx7FuAoqjCdmWjDVp+f3NDY8LZO3eNNbuTcMx4qSlcoBL5QN0N44y2OFgsMPB6WdaCIsNIKs0hsySWGLTQ665fVVERERERJYvhTMisiIcf7KJqfFZIuIDWX9zur/LkWWo6exJepoaMNtsbPr4Xf4u54rx+XyMP9/KxKFOAEL3pBF6Q6qfq1o+HA4HR44c4ezZs3g8HgByc3PZuXMnsbGxmM166bPYjEYjmZmZZGZmcuutt9LY2EhNTQ0NDQ0MDQ3xyiuv8Morr5CQkEBRUREFBQWEhYUtag0Go5GE7DwSsvPYdvdfMdTVQdPpEzSdOUHvpUa6L16g++IFDj/8K6JT0i4HNZuJTddqMwCDxUhQWTyB6+KYuTiC43AnzuYxpisGmK4YwJYVRvC2ZOy5EcuybWJwhI2inckU7Uxm2jFLa9UgzeUDdFwYYax/mvP72zm/v53gCBsZl1fUJGaHaQWuiIiIiIj4lY5QiMiy11E/zIXjPWCA6+/Jx2TRwRRZyOv1cPTRuVkz626546ptYeTz+hj7czOO490AhN2WSch1SX6uanmYnp7m2LFjnDp1an4WTHp6Ort27SIlJcXP1V07zGYzq1atYtWqVTidTurr66murubSpUv09PTQ09PDCy+8QFpaGkVFRaxevZrAwMBFryMqKYWoj6Ww8WP7mBgapOnsSZpOn6CjrprBjjYGO9o4+eRjhMbEzrU+27CZpPzVGI2mRa9lJTEYDQTkRxKQH8lsl4OJI51MVw3gvDSG89IY5thAQrYlEVgai8G8PP8WBwRbWbUlkVVbEpmdcdNWM0RzxQBt1UM4RpxUH+yk+mAn9iALGWuiySyNISU/Uq8tRERERERkySmcEZFlzeX08MrD9QAU7UgmITvcvwXJslR3+CDDXR3Yg0Mo+8jH/V3OFeHz+hj5QyNTZ/vAAOF3ZBO8McHfZfmd0+nk1KlTHDt2DKfTCUBSUhI33HADmZlaFeFPNpuNNWvWsGbNGiYnJ6mrq6O6upr29nba2tpoa2vj2WefJSsri6KiIvLy8rDZFn/GSUhUNKV7b6N0721MOyZoPneapjMnaa08z/hAP+efe5rzzz1NQEgomes2kLNhM2lFpZit1kWvZSWxJgUTdVc+7pvScRzrZvJ0L+7+KUaebGRsfyvBWxIJ2piAKcji71LfltVuJmd9HDnr43C7PHReGOFSxQAtlQPMTLq4cLyHC8d7sNhNpBdGkVESQ1phFFa73iKJiIiIiMiVp3ceIrKsnXqmmfHBGYIjbGy6I9Pf5cgy5J6d5fjvfgvAhjvuxBYY5OeKFp/P42X4iYtMVw6AASLuzCVobZy/y/Irl8vFuXPnOHz4MFNTU8DcsPobbriBvLw8hTLLTFBQEGVlZZSVlTE6OkptbS3V1dX09vbS2NhIY2MjFouFvLw8CgsLyc7OviIt6AKCQyjYsYuCHbtwOWdorSqn6fQJms+dZnpinNpXXqT2lRex2OxklKwju2wTGWvLsActv5krS8Ucbif81kxCd6UyeboXx7EuPGOzjL/QxsTBDgLXxxFyXRLmqAB/l/qOzBYT6cXRpBdH4/Xk0d00RnP5AM0VA0yOOmk820/j2X5MZiMpqyPJLIkhozgae/DyDZ9ERERERGRlUzgjIstWX+s4VS91ALDzM/n6JKu8pcoDzzExOEBwZBQle2/1dzmLzuf2MvRIPTN1Q2A0EHlXHoHFMf4uy288Hg8VFRUcOnSI8fFxACIjI9m5cyeFhYUYjWpNtNyFh4ezdetWtm7dysDAADU1NVRXVzM8PExNTQ01NTXY7XZWr15NUVERaWlpV+T/1WKzk1O2mZyyzXjcbrrqa2k8fYKmsydxDA1y8dQxLp46htFkJqWgiJwNm8lav4ngiMhFr2UlMNrNhGxPJnhrItNVg0wc7sTVM8nkiR4mT/YQsDqK4O3J2NJC/V3quzKajCTnRZCcF8G2fTn0tY3PBTXlA4wNTNNaNUhr1SAGo4Gk3HAyL8+pCQpf/JVdIiIiIiJy7dKRThFZljxuLwcfuoDPB7kb4kgrjPJ3SbIMOaemOPXU4wBs/uTdWKxX14Ez76yHoYcv4Lw4AmYDUZ9ZRcCqa3Nf8Hq91NbWcvDgQYaHhwEICQlh586dlJSUYDJd27NCVqqYmBiuv/56du7cSXd3N9XV1dTU1OBwODh//jznz58nODiYwsJCioqKSExMvCKrokxmM6mFa0gtXMMN932ZvuYmms6coPH0CYa7OmirKqetqpwXf/FTEnLyyC7bTM6GzUQkXHsznwwmI4GlsQSUxOC8NIbjSCczDSNM1w4xXTuENS2UkG1J2FdHYTAu/xVsBqOB+Iww4jPC2PyxLIa7J2muGOBS+QBDnQ4660forB/h8GMXicsIJbN0LqgJj138WUkiIiIiInJtUTgjIstS+QttDHVNYg+2cN2+HH+XI8vUub88xfTEOBEJSRTu3O3vchaV1+lm6Dd1OJvHMFiMRN27GntOhL/LWnI+n4+LFy/y8ssv09fXB0BgYCDbtm1j/fr1WCxqOXQ1MBgMJCUlkZSUxJ49e2hra6O6upq6ujocDgcnT57k5MmTREZGzgc1MTFXZgWZwWAgPiuH+KwcrrvrXoa7O2k6c5Km0yfoaWqgp3Hu68gjDxKVnDof1MRmZF1T7fQMBgP27HDs2eG4+iaZONLFVHk/s23jDLWNY4qyE3JdEoHr4jBaV0Z4ajAYiEoKJiopmLJbMxgbmKK5fJDmin56m8fpa5n7OvGHS0QlBZNZGkNWaQyRiUHX1P+9iIiIiIgsDoUzIrLsDPdMcubZVgC2fSqHgOBreyizvLWpsVHO/vmPAFx312cxXkUrJ7zTbgZ/XcNs+wQGm4no+wqwpYf5u6wl19zczEsvvURXVxcwN2B+y5YtbNq06YoMjpflwWg0kpGRQUZGBrfccguXLl2iurqahoYGhoeHOXz4MIcPHyY+Pp7CwkIKCwsJDw+/YvVEJiaz4aOfZMNHP8nE8CCXzp6m6cwJOmqrGOpsZ6iznVNPPU5IdAzZZZvIXr+Z5FUFV6ye5cgSF0TkJ3MJ25uO43g3jpM9eIZmGP3TJcYPtBG0KYHgzYmYQlbW3/OwmEBK96RSuieVyVEnLZVzK2q6Lo4y1OVgqMvBmT+3EBoTQFZJDJmlMcSlh66IFUMiIiIiIuJ/CmdEZFnxeX0cfKger9tHWlEUOeuv7aHn8vZOPfUErplp4jKzydm41d/lLBrPpIvBX1bj6p7EEGAm5q8LsaaE+LusJdXR0cHLL79MS0sLAGazmU2bNrFlyxYCA9VK6FpiNpvJy8sjLy8Pp9NJQ0MDNTU1NDU10dvbS29vLy+++CKpqakUFRWxevVqgoKCrlg9IZHRlOy5hZI9tzDjcNBcfoam0ydoqTzHxOAA5c89Q/lzz2APCSWjZD2TBjPuWec1s8LLFGIlbG86IdenMHW2j4mjXXiGZ5h4uYOJQ50ElsYSsi0JS9yV+z+6UoLCbRTuSKZwRzIzky5aqwa5VD5Ax4VhxgemKT/QTvmBdoLCrHMzakpjSMwJx2jSHCwREREREXlrCmdEZFmpPtRFb/MYFruJHZ/OU5sQeUtj/X1UHngWgG2f/qur5vfEMz7LwC+qcfdPYQy2EP35IqwJK+8g5gfV29vLyy+/zMWLF4G5FRTr169n27ZthIRcWwGVvJnNZqO4uJji4mKmpqaoq6ujurqatrY22tvbaW9v59lnnyUrK4uioiLy8/Ov6Aore3Awq7ddz+pt1+OaddJWVUHT6RNcOn+amYlxLhx5GYCfnTpExpp1ZG/YTGZpGfbg4CtW03JhtJoI3pJI0KYEpmuHcBzpZLZ9gqmzfUyd7cOeH0nwtiRsmWEr8vnbHmQhf3MC+ZsTmJ1x0147THPFAK3Vg0yOzVJ9qIvqQ13YgsxkFEeTWRpLyqoIzJarZ4WniIiIiIh8eApnRGTZmBie4eQfLwGw+Y4sQiLtfq5IlqsTv38Ej9tNauEa0opL/F3OonCPzjD482rcQzMYQ63EfKEIyzUycHpoaIiDBw9SU1MDzM19WLNmDTt27CAi4tqbsyPvLjAwkPXr17N+/XrGxsaora2lurqanp4empqaaGpqwmw2k5ubS1FRETk5OZjNV+5lr8VqI3v9RrLXb8Tr8dBVX0vDyWPUHn0F99QkjaeP03j6OEaTieTVReSUbSarbCMhkdFXrKblwGA0EFgUTWBRNM62cSYOdzJTN8RM/TAz9cNYkoIJ2ZZEQFE0hhW6wsRqN5O9LpbsdbF4XF466ueCmpbKQWYcLupP9FJ/oheLzURaYRSZpTGkFUZhtettmIiIiIjItU7vCkRkWfD5fLzy2wZcTg8J2WEUbk/yd0myTA22t1J7eO4T6ds+/Tk/V7M43IPTDPyiGs+oE1OEjZgvFGGOCvB3WVfc2NgYhw4dory8HJ/PB0BBQQE7d+68YsPe5eoTFhbGli1b2LJlC4ODg9TU1FBdXc3Q0BB1dXXU1dVhs9lYvXo1hYWFZGRkYDReuSDAaDKRUlBMfO4qHFEJlK3Op7X8DI2nTzDU2U57dQXt1RW89Kv/ICE7j6yyTeRs2ExkYvIVq2k5sKWFYvvsalyD0ziOdjF1rg9Xl4PhxxowPddK8HWJBJXFY1zBoYXJYiS9KJr0omi8d3vpaRqjuWKA5ooBHCNOms7103SuH6PZQMqqSDJLYshYE63ZeiIiIiIi16iV++5HRK4qF0/30V47hMls5Pp78jVMV97W0ccfBp+PnI1biM/O9Xc5H5qrb5KBX9TgnZjFHB1A9BeLMIdd3cPuHQ4HR44c4ezZs3g8HgBycnK44YYbSEhI8HN1spJFR0ezc+dOduzYQU9PD9XV1dTU1DAxMUF5eTnl5eUEBwdTUFBAYWEhycnJV7StlsFgIDYji6TcfLZ+6rOM9HTRdOYkjWdO0HOxnp6mBnqaGjj66G+ITEohZ8NmstdvIi4rZ0W2+3ovLNEBRNyRTeiNaUye7MFxohvPmJOxv7Qw/mI7QRvjCd6ShDl8ZT8PGk1GkvIiSMqL4Lp9OfS3TdBcPhfUjPZN0VY9RFv1EK88DIm54WSWxJJZEk1whFYNi4iIiIhcKxTOiIjfTU/McvSJRgDW35pORPy1M2ND3p/uixe4dPYkBoORrZ/6rL/L+dBmux0M/rIa76Qbc1wgMV8owhRy9X6Cenp6muPHj3Py5ElcLhcAaWlp7Nq1i9TUVD9XJ1cTg8FAYmIiiYmJ3HjjjbS3t1NdXU1dXR0Oh4NTp05x6tQpIiIiKCwspKioiNjY2CteV0RCEmUf+QRlH/kEjpFhLp09SePpE3TUVjHc1cGppzo49dQTBEdFk71+bkVNUn4BpivYks1fTEEWQnelErI9manyfiaOdOIemMZxuAvH0W4Ci6MJ3paMNWnlz+gxGAzEpYcSlx7KpjsyGemZormin0vlAwx2OOhqGKWrYZQjj18kNj2UrNIYMktiCI+7NlpbioiIiIhcq66+d3oisuIceaKRmUkXUcnBlO7RAVp5az6fjyOP/AaAgp27iUpK8XNFH46zfZzBX9Xim3FjSQom+q8LMQVZ/F3WFTE7O8upU6c4duwYMzMzACQmJrJr1y4yMzOv2hUCsjwYjUbS09NJT0/n5ptvprm5merqaurr6xkZGeHIkSMcOXKE2NhYioqKKCwsXJJZR8ERkay58RbW3HgLM5MOWsrP0nT6BC0V53AMDVKx/89U7P8z9qBgMtdtIHvDZtKLS7HYrq6VFQaLkaAN8QSuj2Pm4giOw504m8eYqhhgqmIAW1YYwduTsedGXBXPFQaDgcjEICITM1h/Swbjg9Nzrc/KB+hpHqO/dZz+1nFOPHWJyMQgMktjyCqNISop+Kp4/CIiIiIi8hqFMyLiV63VgzSe6cNggBs+m49phQ4EliuvtfI8nRdqMFksbP7kp/1dzofibB5j8MFafLMerGmhRN9XsKLnLLwdt9vN2bNnOXLkCJOTkwDExMRwww03kJ+frwONsuTMZjO5ubnk5uYyOztLQ0MDNTU1NDY20t/fz0svvcRLL71ESkoKhYWFFBQUEBx85Vdu2IOCWXXdTlZdtxP37Cxt1RU0nTnBpbOnmJ4Yp+7wy9Qdfhmz1Ub6mlKyyzaTuW4DAcEhV7y2pWIwGgjIjyQgP5LZzgkmjnQxXT2A89IYzktjmOMCCdmWRGBJLAbz1fNaITQ6gJLdqZTsTmVyzElL5SDNFQN01Y8w3D3JcPckZ//SSmi0ncySGDJLY4nPCFX7VxERERGRq8DVdyRIRFaM2Wk3hx5pAGDN7lRi00L9XJEsVz6vlyOPzq2aKdlzK6HRK3dY/MzFEYYeqsPn8mLLCiPq3gKMNpO/y1pUHo+HyspKDh06xNjYGAARERHs3LmToqKiKzqMXeS9slqtFBUVUVRUxNTUFBcuXKCmpoaWlhY6Ojro6Ojg+eefJzMzk6KiIvLz87Hbr/yqFbPVSta6DWSt24DX46GroY6mMydpOnOC8YH+y6dPYjAaSVldRHbZJrLLNhMSFX3Fa1sq1uQQoj6dj/vmdBxHu5k83Yu7b4qR3zcy9nwr9rxI7Nnh2LLDr6pWkEFhNgq3J1G4PYmZSRdt1YNcKh+gvW6Y8cEZKl7soOLFDgLDrGSuiSGzNIbE3HB9sEVEREREZIVSOCMifnP66VYcI05CYwLYcHuGv8uRZazhxBEGWpuxBgSw4Y47/V3OBzZdN8TQby+Ax4c9L4Koe1ZhsFw9wYzX66Wuro6DBw8yNDQEQEhICDt27KC0tBST6ep5rHJ1CQwMZN26daxbt47x8XFqa2uprq6mu7ubS5cucenSJUwmE7m5uRQVFZGTk4PFcuXbEBpNJlJWF5Gyuoid936B/tbm+aBmsL2V9ppK2msqefnX/0l8Vg7ZZZvJLttMVPLKbvv4KnO4nfDbMgndlcrk6V4cx7rwjM8yda6PqXN9c9vEBc4HNbbMMIy2q+PtjT3IQt6mBPI2JeByemivG6K5fIDWqkGmxmapOdxFzeEubIFmMoqjySiJIXV1JGarnmdFRERERFaKq+Pdi4isOM5hE3WnegC4/p58LDqYIG/D43Zz7PGHAVh/+8cJDA3zc0UfzFTlAMOP14MXAgqjiLwr/6ppzePz+bh48SIvv/wyfX1zB0wDAgLYtm0bZWVlS3IQW2SxhIaGsnnzZjZv3szQ0BA1NTVUV1czODjIhQsXuHDhAjabjfz8fIqKisjIyFiS4NFgMBCXkUVcRhZb932Gkd7uuaDm9Am6G+vpvdRI76VGjj72X0QkJpNTtonsDZuJz8zBsMJXqxkDzITsSCZ4ayLO5jFmLo3ibBrF1e3A3TeFo28Kx7FuMII1JRRbdjj2rHCsqSFXxfOsxWYiqzSWrNJYPG4vnQ0jNJcP0FI5wPSEi/qTvdSf7MVsM5FWEElmaQzphdFYA/RWT0RERERkOdMrdhFZcm6Xl5GaudYwq7cmkJx35Qcvy8pVc/AFRvt6CAgNY92td/i7nA9k8mwfI09eBB8ElsYS8clcDKarY15AS0sLL730Ep2dnQDYbDY2b97Mpk2blqQFlMiVFBUVxY4dO9i+fTu9vb3zQc34+DiVlZVUVlYSFBTE6tWrKSoqIiUlZclmKUXEJ1J2+8cpu/3jTI6OcOnsKRrPnKC9upKR7k5O/+n3nP7T7wmOjCJr/SZyyjaTvLoQk3nlvvw3mI3YcyOw5869bvBMunA2zwU1M02jeIZmmG0bZ7ZtnImX2jFYjNgyw7Blza2sscQHrfhZLSazkbSCKNIKothxdx69l0ZpLh/kUkU/jmEnl84PcOn8AEazgZT8SDJLYshYE03AVdT+TURERETkarFy352JyIp1/vl23JNGAkOtbPlEtr/LkWXM5ZzhxO8fBWDTx+/Cag/wc0Xvn+NEN6N/ugRA0IZ4wu/IXvEHBwE6Ozt5+eWXaW5uBuYGrW/cuJGtW7cSGBjo5+pEFpfBYCAhIYGEhAR27dpFR0cH1dXV1NXVMTk5yZkzZzhz5gxhYWEUFRVRWFhIZGTkktUXFB5B8e6bKN59E86pKVrKz9B45iQt5WdxDA9R+cJfqHzhL9iCgshcu4Gcss2kr1mLZYUHqKYgC4FFMQQWzc0hcw/P4Lw0F9Q4m0bxTrqYaRhhpmEEAGOQBVtWGPbsCGzZ4ZgjV/bjNxoNJOZEkJgTwdY7sxlon6C5fIDmigFGeqdoqxmirWaIV34LCdnhZJbGkFkSQ8gKf9wiIiIiIlcLhTMisqQGOiaofHHuE/Zb92VhC1S7I3l75597hsnREUJj4ijefZO/y3nfJg53MvZsCwDBWxMJuy1zyT5Vf6X09fXx8ssv09DQAIDRaGTdunVs27aN0NBQP1cncuUZjUbS0tJIS0vj5ptvprm5merqaurr6xkbG+Po0aMcPXqUmJgYzGYzIyMjxMbGLll9tsBA8rfuIH/rDtyzs7TXVNJ05gRNZ08xPT7GhSMHuXDkIGaLlbQ1a8ku20TWug0EhKz8/dccacccGU9QWTw+rw9X3xTOphGcTaM4W8bwTrqYrhpkumoQAFOk/bV5NVnhmIJW7msSg8FAbFoosWmhbLoji+GeSZorBmguH2CgfYLuxlG6G0c5+kQjsWkh80FNRHyQv0sXEREREblmKZwRkSXj9Xg5+FA9Pq+PgDgXGWui/V2SLGMzDgdnnv49AFv3fQbzCppb4vP5mHipnfEX2wEIuT6F0D1pKzqYGRoa4pVXXqG6uhqYOxBYXFzMzp07iYhQa0K5NplMJnJycsjJyWF2dpbGxkaqq6tpbGxkYGAAgJ/+9KckJSVRVFREQUEBISEhS1af2Wolc20ZmWvL2P1FD90NF+bm1Jw5wVh/H5fOnuTS2ZMYjEaSVxWStW4DqUUlRCenrvg5NQajAWtCENaEIEK2JeNze5ntmJhfVTPbMY5neIbJ071Mnu4FwJIYhC07Ant2ONb0UIwreB5eZEIQkQlBrL85nfGhaVoqBrlU3k/PpTH62ybob5vg5B+biUgIIutyUBOdEryi/06JiIiIiKw0yyac+dd//Ve+/e1v8/d///f8+Mc/BuYObn33u9/lZz/7GSMjI2zcuJF///d/p6CgYP56TqeTb37zmzz66KNMT0+za9cufvrTn5KcnOynRyIib6fipQ4G2iewBpgJL3D4uxxZ5k4//Xuck5NEp6SRf90Of5fznvl8Psaea8VxeG6FWOjeNEKvT/VzVR/c2NgYhw8f5vz58/h8PgBWr17N9ddfT0xMjJ+rE1k+rFYrBQUFFBQUMD09TU1NDYcPH8bhcNDV1UVXVxf79+8nIyODwsJCVq1aRUDA0rVqNBpNJK8qJHlVITs++3kG2lrmVtScPsFAeysdtVV01FYBEBAaRkpBMakFxaQWFhMen7jiD9obzEZsGWHYMsLgxjS8TjfOlnGcjSPMNI3i7pvC1T2Jq3ty7vnbZMCWFjo3ryYnHGtSyIqdFRYaFcCaXSms2ZXC1PgsLZVzrc8660cY6ZnkbM8kZ59tJSTKTmZpDFklMcRnhl0VLThFRERERJazZRHOnDlzhp/97GcUFxcvOP8HP/gBP/zhD3nwwQfJzc3le9/7HjfeeCMNDQ3znzr86le/yjPPPMNjjz1GVFQU3/jGN7jttts4d+4cJtPK/bSbyNVmtH+K08/MtXfa/PEMLg2f93NFspxNDA9S/uzTAFz36XsxGlfG87nP62P0mUtMnugBIOy2TEKuS/JzVR/M5OQkR44c4cyZM3g8HgCys7O54YYbSExM9HN1IstbQEAAJSUldHd3s337dhoaGqiurqarq4vm5maam5v5y1/+Qk5ODoWFheTm5mK1Lt3AdoPBQGx6JrHpmWy58zOM9vXSdOYEbVXldNbXMj0+xsUTR7h44ggAwVHRpBYUzwU2hcWERi9dm7YrxWgzE5AfSUD+3Gwgz8Ts3LyaxrmVNZ4xJ87mMZzNY3CgDYPNhC0zbL4Nmjk2cEUGVoGhVgq2JVGwLQnnlIvW6iGaKwZorxliYmiGyhc7qHyxg4BQK5lrosksjSEpLwKTaWWvpBIRERERWY78Hs44HA4+85nP8POf/5zvfe978+f7fD5+/OMf853vfIePf/zjAPzmN78hLi6ORx55hC9/+cuMjY3xy1/+koceeojdu3cD8PDDD5OSksKLL77I3r17/fKYRGQhn8/HK7+tx+PykpwfQe7GOC495++qZDk7+eRjuF2zJOauInPtBn+X855NHO6cC2YMEH5HNsEbE/xd0vs2PT3NiRMnOHnyJLOzswCkpqaya9cu0tLS/FydyMoTHBzMpk2b2LRpE8PDw9TU1FBdXc3AwAD19fXU19djtVrJz8+nqKiIzMzMJf+AUXhcPOtv+xjrb/sYHreLnqaLcytpaqrovngBx9AgdYdfpu7wy5e3TyClsHg+sAkKX/mtDU0hVgJLYgksicXn8+EempmfVzNzaQzftJuZC8PMXBgGwBhifW1eTXY45jCbnx/B+2cLtJC3MZ68jfG4Zj101A3TXD5AS9Ug0+Oz1B7ppvZINwEhc9ut2ppIZIJm1IiIiIiILBa/hzN/+7d/y6233sru3bsXhDMtLS309vayZ8+e+fNsNhs7duzg+PHjfPnLX+bcuXO4XK4F2yQmJlJYWMjx48ffNpxxOp04nc7578fHxwFwuVy4XK7Ffogi17z64710NYxithq57lNZuN1uAO1v8pZGe7upfvkFADbvu2f+92W5c3U5GH+hDYCQ29KxrY1eVr/jr9bydjXNzs5y9uxZTpw4wczMDADx8fHs3LmTzMxMDAbDsno8IsvdW+1zISEhbN68mU2bNtHf309dXR21tbWMjY1RVVVFVVUVgYGB5OfnU1hYSHJysl9WZ8Rl5RKXlcv6j3wS96yTnosNdNRV0VlXTV9zE6N9PYz29VD90n4AIpNTSFldTPLqIpJWFWAPCl7ymhddmBnbuhhs62II8fpw90wye2mM2eZxZtvG8U7MMlXez1R5PwCmaDvWrDCsmWFYM0IxBvj9bdb7Y4CUgnBSCsK5zp1FT+MYLZWDtFYNMT3houLFDipe7CA2PYT8zfFkro3Gal9+j/Hd/taJyOLSPieytLTPiSy9K72/GXyvNpD3g8cee4x/+Zd/4cyZM9jtdnbu3ElJSQk//vGPOX78OFu3bqWrq2tB+5QvfelLtLW1sX//fh555BHuu+++BUELwJ49e8jIyOA///M/3/J+77//fr773e++6fxHHnmEwMDAxX2QItc4z4yB3iNB+NwGwvJnCMnQiwh5Z73HXsbRdonAxBQSd97k73LeE6MHVlWFYZ8xMRI5S3OuA1ZItxuv18vQ0BC9vb3zQZjdbichIYGwsLAV2bZHZCXx+XxMTk4yMjLC6OjogkDaZrMRGRlJZGTkkrY9eyde1yzT/b1M93Uz1dfN7MjQm7axRUYTEJc49xUTj9Fi8UOlV47BC8ETZkLGLISOWgicNGF43ZO+Dx9TwR7Gw1yMh7mYDHHjW6FdwXxemBkwMdlpYWbADL65x2kw+QiIdxOU4sIa7kF/KkRERETkajQ1NcXdd9/N2NgYoaGhi3777/vjTpGRke94+fDw8Hu6nY6ODv7+7/+eF154Abvd/rbbvfGgkM/ne9cDRe+2zbe+9S2+/vWvz38/Pj5OSkoK119/PVFRUe+pfhF5b4483kiPu5eYtBA++jfXYTTOffr+wIED3HjjjViusgM28uH0tzbz2CM/B+Cjf/s1YtIy/FzRezP+dDPTM/0YQyzkfnkd+YHL7/f6jfud1+ulurqaw4cPz68gDQ8PZ9u2bRQWFmI0rtAjiSLLxAf5W+f1emltbaWmpob6+nqcTic9PT309PSQmZlJcXExubm5y+pv5/TEOF0XaudX1ox0d+EcHsQ5PMjohSqMJhNxWTmkrC4ieXUx8dm5mJdJ0LRYvNNuZlvGmW0eY/bSGJ7BGYIcZoIcZhK6AsBswJoWenllTSjmhCAMxpWXZkyNz3LxdB8NJ/oY659mqsvCVJeF8LgA8jbFk7MhlsBQ//7f6jWmyNLSPieytLTPiSy9oaE3fxhtMb3vcGZ0dJQf//jHhIWF4fP5+Ju/+Rv++Z//mdjY9zcY9Ny5c/T397Nu3br58zweD4cPH+b//J//Q0NDAwC9vb0kJLzWs7+/v5+4uDhgrt3K7OwsIyMjRERELNhmy5Ytb3vfNpsNm+3NfaEtFoue3EQWkcfjpaV87kls80ezsNkWvmHXPidvdPL3jwCQv3UHidm5fq7mvZmuG2L6zFxbm8h9edjClvcKTLPZzMWLF3n55ZfnX2QEBwezY8cOSktLMZuXX5sakZXs/f6ty8vLIy8vD6fTSV1dHRUVFbS1tdHc3ExzczM2m42ioiJKSkpISkry++o2S2QUoVu3s2rrdgAcw0N01FbRXltFe00l4wP99Fysp+diPaf/+DvMFiuJeatILVxDSkEx8Vk5GJd4xs6is1iwrQmANXPvUdxjTpxNo3PzappG8E645lqiXRoDwBhoxpYVji0rHHt2OKYou9//H9+LsCgLZTdnsv6mDHoujXHhWDdN5/oZ7Zvm1J9aOPNMK2lFUazemkhqQSRGk/9Cfr3GFFla2udElpb2OZGlc6X3tQ90BOauu+6aD2P++3//73ziE58gMzPzfd3Grl27qK6uXnDefffdR35+Pv/4j/9IZmYm8fHxHDhwgNLSUmCuH/6hQ4f4/ve/D8C6deuwWCwcOHCAffv2AdDT00NNTQ0/+MEPPshDE5FF1NUwwsyki4AQC0l54f4uR5a5jtoqWivOYTSZ2LrvHn+X8554JmYZefIiAMHbkrDnLN+h2D6fj7GxMX75y1/S19cHQEBAANdddx1lZWXLpmWSiMyx2WyUlpZSWlrK8PAwFRUVVFZWMjY2xtmzZzl79iwxMTGUlJRQXFxMSEiIv0sGIDgyilXbrmfVtusBGOvvpb1mLqjpqK1icnSE9ppK2msqAbAGBJC8qpCUgmJSC9cQk5qOYYWv3DOH2TCviyNoXRw+nw93/xQzl8MaZ/MY3ik309WDTFcPAmAKt2HLngtqbFnhmEKW9/OxwWAgMTucxOxwtu3LpfFsHxeO99DXMk5L5SAtlYMEhVnJ25zAqi0JhMcu7w8tiIiIiIj4y/sOZ0JDQxkaGiI2Npbp6Wmmp6e55557+N3vfkdSUtJ7vp2QkBAKCwsXnBcUFERUVNT8+V/96ld54IEHyMnJIScnhwceeIDAwEDuvvtuAMLCwvj85z/PN77xDaKiooiMjOSb3/wmRUVF7N69+/0+NBFZZE3n5lYTZJbG+vXTk7L8+Xw+jjz6GwCKdt1EeHzCu1zD/3w+H8O/u4h30o0lIYiwven+Lulteb1ennzySZqbmwGwWq1s3ryZzZs3v2NrURFZHiIjI7nhhhvYuXMnLS0tVFRUcOHCBQYGBjhw4AAvvvgiOTk5lJSUkJubu6xWwIXFxlN0QzxFN+yZe97s6qS9tpKOmio6aquYmXTQfP4MzefPAGAPDiGloIjUgjWkFBYTmZi8IlaVvB2DwYAlLghLXBAhW5PweXzMdk5cXlUzymz7OJ5RJ1Nn+5g6OxecW+IDsWVHYMsOx5YRhtG2fFcWWQPMFGxLomBbEkPdDi4c66HhVC+TY7Ocf76N88+3kZgTzuqtCWSujcViXb6PRURERERkqb3vd24bNmzgb//2b/nSl77EU089RU5ODtu3b2fdunU88sgj3HDDDYtW3D/8wz8wPT3NV77yFUZGRti4cSMvvPDCgk8G/uhHP8JsNrNv3z6mp6fZtWsXDz74IKaV3h5BZIXzeLw0VwwAkL3u/bU9lGvPpbOn6GlswGyzsenjn/J3Oe/J5PFunBdHwGwk8q48DOblG0AePHiQhoYGDAYDGzduZNu2bQQFBfm7LBF5n4xGI1lZWWRlZTEzM0NNTQ0VFRV0dnZy8eJFLl68SEBAAMXFxZSUlCxoDbwcGAwGopJTiEpOoXTvbfi8XgbaW+dX1XTU1TDjmKDx1HEaTx0HICgiktSCYlIKi0ktWENYbJyfH8WHYzAZsKWFYksLJXRXKt5ZD7MtY8xcGsXZOIqrZxJX7xSu3ikcR7vAaMCaGjK3qiY7HGtKCIZl+oGXqMRgrrszh80fy6K1apC6Yz101A3R3ThKd+Mo1scuklMWx6qticSmhazo0E1EREREZDEYfD6f7/1coaGhgfvuu4/KykoyMjL49a9/TVlZGU899RRf+MIXrviQnCthfHycsLAwBgcHiYqK8nc5IleF9tohnvlJJQEhFv7q+9dhfN3gW5fLxbPPPsstt9yiPqmC1+vhv/6v/85QZzsbP7aP6+66198lvStX3yR9PykHt4/wj2QRvCXR3yW9rfr6eh577DEA0tLSuOeee7TfiSyBpfxbNzAwMN/2zOFwzJ8fFxdHaWkpRUVFKyKQ9bjd9DU3zc2sqamku+ECbtfsgm1CY+JILSyeC2wKigmOvLpeu3scszibx+ZX1niGZxZcbrCasGWEYsuOwJ4TjjkucFmHHI6RGepP9HDheA/jg689lqikIFZtSSRvYzz24MXbP/QaU2RpaZ8TWVra50SW3tDQENHR0YyNjREaGrrot/++V87k5eVx/PjxN53/sY997E1tykTk2vVqS7OstbELghmRN7pw5BWGOtuxBwWz/vaP+7ucd+Vzexl+tAHcPux5EQRtXl6fTH+9oaEhnnrqKQDWr1+Px+Pxc0UiciXExMRw4403csMNN9Dc3Ex5eTkNDQ309fXx/PPP88ILL5Cbm0tpaSnZ2dnLdoW5yWwmMTefxNx8Nn5sH+7ZWXoa62mvraK9porepgbGB/qoOXiAmoMHAIhMTCalcA2phcWkrC4iIGTx3zAtJVOwlcDiGAKLYwBwD03PrappGsV5aRTvpJuZhhFmGkYYA4zBFmxZ4fMra8wRy6tVZXCEnfW3ZLDupnS6Lo5Qd6yH5vIBhromOfq7Ro4/1UTmmhhWbU0gJT8Sg14zioiIiMg1ZFEbUufk5CzmzYnICuVxv66l2Vq1NJO353a5OPbEwwBsuONO7EHBfq7o3Y0934qrdxJjkJmIT+Yu208sz87O8vjjj+N0OklJSWH37t3s37/f32WJyBVkMpnmZzVOTU1RU1NDeXk5PT091NfXU19fT1BQEMXFxZSWlhIbu7z/RputVlIur5DZug9mZ6bpqq+bb4PW13KJ4e5Ohrs7qXzhL2AwEJOWQWpBMamFa0jKL8AWuLKH0ZujAgiOCiB4QwI+rw9X7+Rr82paxvA6XExXDjBdOXB5e/vcrJrscGyZ4ZiClsenag1GA8n5kSTnRzIz6aLxTB91x7oZ7HDQdK6fpnP9BEfaWLU5gfwtCYRGBfi7ZBERERGRK+59hzP/9m//9o6X/93f/d0HLkZErg6d9SM4p9wEhFpJyAn3dzmyjFUdeJaJwQGCIyIpuek2f5fzrmYaR+ZmAAARn8jFFGL1c0Vvzefz8fTTT9Pf309wcDB33nnnsv2kvIhcGYGBgWzYsIENGzbQ19c33/ZscnKSEydOcOLECRITEykpKaGoqIiAgOV/MNxqDyCjZB0ZJesAmHE46LhQTUfNXBu0oc52BlqbGWht5txf/ojBaCQ+K4fUwjWkFBSTmLcKi9Xm50fxwRmMBqyJwVgTgwnZnozP7WW2fYKZphGcTaPMdk7gHprBPdTL5KleMIAlMRhb9uWVNemhGCz+/1tgD7JQtDOZop3JDLRPcOFYNxfP9OEYdnLmL62cebaVlPwIVm1NJHNNDCbL8pyxIyIiIiLyYb3vcOZHP/rR/OmOjg4SEhIwm+duxmAwKJwREZrO9QGQXRqjlmbytmanpzj5h8cB2Hzn3cv+gJln0sXw7y4CELQxnoDVy3fOwalTp6ipqcFgMHDnnXcSGhqKy+Xyd1ki4idxcXHs3buX3bt309jYSEVFBRcvXqS7u5vu7m72799Pfn4+JSUlZGVlYTSujIPh9uBgcso2k1O2GYDJ0ZG5eTW1VXTUVDHa10NPYwM9jQ2ceuqJy23TVpFSWExqwRris3MwmZfHypIPwmA2YssMw5YZBnvAO+N+bV7NpVHcfVO4uhy4uhw4DnWC2YAtNRRbTjj27AgsScF+byMWkxpCTGoeWz6RTXPFAHXHeuhqGKHjwtyXLchM3oZ4Vm1NJDp5+a+uFRERERF5P953ONPS0jJ/OiQkhEOHDpGZmbmoRYnIyjXX0mwQgOz1y7tdivjX2T//kemJcSISkijceaO/y3lHPp+PkT804h2fxRwTQNity/fvXltbGy+88AIAe/bsIS0tzc8VichyYTKZyM/PJz8/H4fDQXV1NeXl5fT391NbW0ttbS0hISGsWbOGkpISoqOj/V3y+xIUHkH+1h3kb90BwPhA/+WgppL22iocw0N01FXTUVfNcX6LxWYnaVXBfBu0mPQMjEb/ryz5oIx2MwGro+Y/POAZn31tXk3TCJ6x2bnwpnmM8f1tGOwmbJnh2HPCsWWFY44J8FurTrPVRO6GeHI3xDM2ME39iR7qT/TgGHFSdbCTqoOdxKSGsHprAjllcdgCV26oJiIiIiLyqkWdOSMi0nFhmNlpN4FhVuKzwv1djixTU+NjnP3z3KD6rZ/6LMZl3nJr6mwfM7VDYDIQeVc+RuvyrHdiYoLf/e53eL1eCgoK2LRpk79LEpFlKjg4mM2bN7Np0yZ6enqoqKigurqaiYkJjh49ytGjR0lJSaGkpISCggLs9uU1aP69CI2JpXDnbgp37sbn8zHa2017TdV8YDM9MU5rxTlaK84BYAsKImV1ESkFa0gtLCYqOXXZzhV7L0yhVoJKYwkqjcXn8+EenJ6fV+O8NIpvxsNM3RAzdUPz2786r8aeHY4p1D8rWsNiAtj4kUzKbsug48IwF45101I5yED7BIfaJzj6+yay1saweksiibnhK/r/SERERESubQpnRGRRNZ3rByBrbaxamsnbOvXUE7hmponLzCZ34xZ/l/OOXIPTjD5zCYDQG9OwJi3Ptioej4ff/e53OBwOYmJi+MhHPqIDViLyrgyG/z979x0fx10n/v8126XVatV7L1aX5d57S+wE0k0LcITeSw4OuB8cV+CAAw6+kBA4QgoJ6QGHVDt23Lslq/euVa+rlXa12t3fHyuvo9hJLFuWZPv9fDzmodXs7Mx7JI12dt7zfn8UYmJiiImJYevWrVRVVVFUVERtbS0tLS20tLTw6quvkp2dTUFBAUlJSddM27O3UxSF4OhYgqNjmb/lZjxuNz2tzb6qmpayEhw2G7Unj1F78hgA/uYg4nPyScjNJz4nn6DI6Gv2/6qiKGjD/dGG+xOwIgaP24OzbdibqKntx9E0hGtojJEzXYyc8Z7LaSL8MKQFexM2KWZUhpn96KhSKSTmhJKYE8qodYyq4x1UHGmnz2Kj+ngn1cc7CQz3I2tlNJnLowkIntvtUYUQQgghhHinKZ9hFxcX+x57PB4qKysZHh72zcvPz5+eyIQQ1xyX001DUTcAaYukpZm4uKHuLs6+8TIAqz/8CZQ5fJHP43LT93QVnjE3+hQzprVxsx3Su3rjjTdobm5Gr9ezc+dO9Hq5SCWEmBqNRkNOTg45OTkMDQ1RXFxMUVERPT09FBcXU1xcjNlspqCggIKCAoKDg2c75MumqFSEJyQRnpDEwu0fxO1y0dVQR3NZMc2lZ2mrLGdkcICqIweoOnIAAFNouC9Rk5A7H1PotdX27e0UlYIu3oQu3gQb4vE4XTgah3DUeStrnG3DjHeNMtw1yvARC6hAF2fyJmpSg9AnBqJoZu7928+ko2BzAvM3xdPZOETF4XZqTnUy1D3K8b/Xc2JXPQm5ocxbFoHHPWNhCSGEEEIIcUWmnJwpKChAURQ8Hg8At9xyi+97RVFwuVzTHqQQ4trQXNHHmN2F0awjOsU82+GIOerIs0/iGh8nITefxLyC2Q7nPQ292YyzxYpi0BB8T8asD5z8bkpKSjh+/DgAt99++zU3ToQQYu4JDAxk9erVrFq1itbWVoqKiigtLWVwcJD9+/ezf/9+kpKSKCgoIDs7G51ON9shXxGVWk1U2jyi0uax9IN3Me500lFbRXNpMS1lxViqK7H2dlO2/03K9r8JQHB0jC9RE5+Tj3/gtXvuo2jVGNKDMaQHYwbcI04c9YMTlTUDjPeMMtZsZazZinVvC4pWhS7ZjCHV2wZNG22ckfdIRVGISjYTlWxm9d3p1J7uouKIhfbaQZpKemkq6UWlM3JsvJ7cNXEERxmvekxCCCGEEEJcriknZxoaGq5GHEKI60DduZZmiyLm7EVsMbt6WpooP7AXmKiamcPtYRyNg1j3tQAQfHsamqC5WYnS2dnJrl27AFi9ejWZmZmzHJEQ4nqiKArx8fHEx8dz0003UVFRQVFREfX19TQ2NtLY2Mgrr7xCTk4OBQUFJCRc2+O0nKPRaonLyiUuKxfu/ghOh522qgpfG7TOulr62y30t1so3vMaAGEJSSTk5BOfO5+4rBwMxrnZBvNSqPy1+OWG4ZfrTfaPD9jPj1dTO4B72Imjuh9Hdf/E8hpvRc3EeDWaUL+rHqNWryZrZTRZK6Pp77BRcaSdyqPtjFqdFL/ZRvGbbUSlmMlaFU3aogh0M9yWTQghhBBCiPcz5TPUxMTEqxGHEOIaN+500XD2XEuzyFmORsxVh59+HI/HTfrSlUSnZcx2OO/KbR+n7+kq8ID/wgj854fPdkgXZbfbefrpp3E6naSkpLBx48bZDkkIcR3TarXk5+eTn5/PwMAAZ8+epaioiP7+fgoLCyksLCQkJISCggLmz5+P2XztVpK8k1ZvICl/AUn5CwBwjNhorSj1VtaUnqW7uZGeienMq7tQFBWRKanE584nISef2IxstAbDLO/F5dMEGdAsjsK4OAqPx8N454gvUeOoH8Q9Ms5oSQ+jJT0AqIP158erSTWjDri6lVXBUUZW3pHGou3xvPjYHgKcsTSX9dNRP0hH/SAHn6khfVEEWatiiEoJvC4SiEIIIYQQ4to35eTMubtz380HPvCByw5GCHHtain3tjQLCNYTlRw42+GIOchSXUntyWMoiopVO++d7XDe08Df63D1O1CHGAj6QOpsh3NRbrebF198kb6+PsxmM3feeec1OUi3EOLaFBQUxLp161i7di3Nzc0UFhZSVlZGX18fe/fuZe/evaSkpLBgwQIyMzPRarWzHfK00vsbSV20jNRFywAYGRqkpayElrKzNJcW09/eRkddDR11NZz8+3Oo1Bqi0zNIyM0nIWc+UekZaK7Rn4miKGijjGijjJhWx+JxuRlrsfoqa8aarbj6HdhOdmA72QGANtqIPj0Iv5wwdPGmq1ZhrVKr8IscZ9v2HMZG3FQd66D8sIXBrlEqjrRTcaSd4Ch/slbGkLE8Cv/Aa7sdnxBCCCGEuLZNOTlz2223+R6/feyZc9/LmDNC3Jhqz7U0WygtzcSFPB4PB//6CAA56zcRGhc/uwG9h5GzXYwUdoECIffMQzVH26AcOnSIqqoq1Go199xzD0aj9NUXQsw8RVFITEwkMTGRm2++mYqKCgoLC2lqaqK+vp76+nr0ej25ubksWLCA2NjY67JqwT/QTMaK1WSsWA2AtbeHlrJimsuKaS49i7Wnm7bKMtoqyzj63F/R6PTEZmZPjFmTT2RyGiq1epb34vIoahX6JDP6JDOBmxNxO1w4Ggdx1Hgra5wdNpzt3mn4QBsqkw6/nFD8ckPRJwehqK/O34PRrGfhtkQWbE2gvXaQisMWas900d8xwpEXajn2tzqS8sPIWhVNQnYIKrXc4CCEEEIIIWbWlK84ud1u32OTycTZs2dJSUmZ1qCEENeW8TEXDWe9bSzSFkXMcjRiLmo6e4bW8lLUWi0r7vrwbIfzrsYH7PS/WAuAaWMC+qS52ZKntraWvXu9Y/ds376d2NjYWY5ICCFAr9dTUFBAQUEBfX19vrZng4ODnD59mtOnTxMWFuZre2YymWY75KvGFBpG9tqNZK/diMfjYbCrk+bSs96ETelZRgYHaCoupKm4EACdnz9x2bnEpGcSkZxKRFIKxqDgWd6Ly6PSq/HLCMEvIwQA1/AYjtoBRiv7sFf04baOYTvWju1YOyp/DYasUPzywjCkBaFopj9BoigKMelBxKQHsWbnPGpOdVJ+uJ2uxiHqi7qpL+rGaNaRuSKarFXRmMP9pz0GIYQQQgghLmZu3g4shLimNJf34XR4W5pFJklLMzGZx+3m4F8fA6Bg6w4Cw+ZmAs/j9tD3dBUeuwtdvInAjQmzHdJF9ff38/zzzwOwYMECFi1aNMsRCSHEhUJCQtiwYQPr1q2jsbGRoqIiysvL6enpYc+ePbz55pukpaVRUFBARkYGGs31+7FEURSCIqMIiowif9M2PB4PfW0tNJd6W6C1lBfjsNmoP32C+tMnfK8zBocQkZRCRFIqEcner+aIyGuu8kgdoMO/IAL/ggg8427sdQOMlvRgL+/FPTLOyOlORk53oujVGDJD8MsNxTAvBJV++iuJdH4actbEkrMmlt62YSoOt1N1vAPb4BinX2vi9GtNxM4LImtVDCkLwtHqrs1qJiGEEEIIcW24fj8FCSFmjK+l2SJpaSYuVHXsEF2Ndej8/Fh6292zHc67sh5oZaxhCEWnImRnxlVrs3IlnE4nzzzzDKOjo0RHR7N9+/bZDkkIId6TSqUiJSWFlJQUtm/fTllZGUVFRbS0tFBTU0NNTQ1+fn7k5eVRUFBAdHT0NZd8mCpFUQiNSyA0LoEFN92K2+2iu7GBlrJiOupr6Wqsp7+9DVt/Hw39fTQUnvK9Vu9vJDwp2ZuwSUohIjmV0Nj4a6YlmqJR+apqPC4PjsZBRkt7GC3rxT00xujZbkbPdoNGhWFeMH65ofhlhqDyn/7xeUJjA1h9Tzorbk+lobiHisMWmiv6aKseoK16AN1TGtKXRJK9KprwBNN1/3cphBBCCCFm3pSTM0NDQ77HiqIwPDw8aV5goNw1L8SNZHzMRUOxtDQTF+caH+fw048DsPjWO/APnJttwsZarQy90QRA0AdS0YT5zXJEF/fKK6/Q3t6On58fO3fuvO4G2BZCXN8MBgOLFi1i0aJF9PT0UFRUxNmzZ7FarZw4cYITJ04QGRlJQUEB+fn5N8xYWiqVmsiUNCJT0nzzxuyjdDc10tVYR1dDPV2NdfS2NOEYsdFaXkprealvWbVWS1h8kq+6JiIphfDEJLR6w2zsziVT1AqG1CAMqUEE3ZrKWKuV0dJeRkt7cPXZsZf3Yi/vpV+loE8145cbhl92KGqTblrjUGtVpC2KIG1RBNY+O5VH26k40o61107ZgTbKDrQRGhtA1qpoMpZFYTDKe68QQgghhJgeU07OBAUF+e4a8ng8LFiwwPdYURRcLtf0RiiEmNOaynoZd7gICJGWZuJCpft2M9DRjl+gmUU7bpvtcC7KPeai76kqcHvwyw3Ff1HkbId0UadPn6aw0Ds2wV133UVQUNDsBiSEEFcgLCyMzZs3s3HjRurq6igqKqKyspLOzk5ef/11du/ezbx58ygoKCA9PR31NVIZMl10Bj9iM7KIzcjyzXONj9Pb2kxXY70vadPdVM/Y6Cid9TV01tf4llUUFcExsb7qmnNf/QLm5jg/ikpBnxCIPiEQ881JONttjJZ5EzXjnSM4agZw1Aww8LdadEmB+OWE4ZcbiiZoehNQphADS3Yks/jmJFqr+qk4bKG+qIfetmEOPVPDkRdqSSkIJ3tlDHGZwVIxLoQQQgghrsiUkzP79u27GnEIIa5R51qapS269nqgi6vL6bBz9Pm/ArD8jg+hM8zNapTBl+sZ7xlFFagj6Pb0Ofl33NbWxiuvvALAxo0bSU1NneWIhBBieqhUKtLT00lPT2dkZITS0lKKioqwWCxUVlZSWVmJ0WgkPz+fgoICIiPnZgJ9Jqg1mokxaFKAzYB3XLeBrg5fdU1XYz1dDXWMDA7Q19ZCX1sLlYf3+9ZhCguf1BItIikFU2jYnHrvUxQFXUwAupgAzFsScXaP+BI1ztZhxhqGGGsYYvAf9WjjArwVNTmhaMP9py8GlUJ8VgjxWSHYbU6qT3RSccRCT8swtae6qD3VhSnEQObKaLJWRmMKmdtVSkIIIYQQYm6acnJm3bp1VyMOIcQ1yDnmorGkF5CWZuJCha/9A1t/H4HhkeRvvmm2w7mo0fJebMc7AAi5Zx7qOdiqxGaz8fTTT+NyucjIyGD16tWzHZIQQlwV/v7+LF26lKVLl9LZ2UlRURHFxcXYbDaOHj3K0aNHiYmJoaCggNzcXPz9p+9i/LVKUakIjoohOCqGjBXn3x+G+/smtUTraqxnsLMDa0831p5u6k4d8y1rMAX6kj7nEjbB0TGoVHOjWkkb7o92vT+B6+MZH7D7Wp+NNQ3hbB3G2TrM0GuNaCL90WcF42dT4/F4pm37BqOW/A1x5G+Io7vZSvlhC9UnOrH22Tn5jwZOvtxAfFYIWSujSZkfjlqrmrZtCyGEEEKI69uUkzMABw8e5KGHHqK+vp5nn32W2NhYHn/8cZKTk+WikRA3kOZSb0szU6iBiMS52SZDzA778DAn/v4sAKvu+SiaOTg2iss6Rv/z1QAErInFkBY8yxFdyO128/zzzzM0NERISAi33347KpVc9BFCXP8iIyPZtm0bmzdvpqamhqKiIqqrq7FYLFgsFl5//XUyMzMpKCggNTVV/je+Q0BwCAHBIaQsWOKb5xixTVTWeBM23Y319La1YLcO0VxSRHNJkW9ZjV5PeGKyr8omMjmV0PjEWX8/1wQZMK2OxbQ6Fpd1jNFyb6LGUTfIeOcI450jZGOmt7UIv9xw/HJD0cWZpq39WHiCiXUJGay6M426wm4qjlhoqxqgpbyPlvI+DEYt85ZFkr0qhtDYgGnZphBCCCGEuH5NOTnz/PPPc++99/LRj36UM2fO4HA4ALBarfz4xz/2tV0RQlz/zrc0i5hT7TDE7Du56zkcNhth8Ylkrp57FZcet4e+Z6tx28bRRhsxb0ua7ZAuau/evdTX16PVatm5cycGg7RNEULcWNRqNZmZmWRmZmKz2SguLqaoqIjOzk7KysooKyvDZDIxf/58CgoKCAsLm+2Q5yy9v5H47Dzis/N888bHxuhtbaazofZ80qa5kXGHg/bqStqrK33LqtRqQmPjz49hk5RKeFIK+lmqYFKbdAQsiyZgWTTuESejFX2MlHQzWtUHfQ6GD7QyfKAVdaAOQ04ofrlh6JPMKOorP2fV6NRkLIsiY1kUg90jVBxpp/JoB7YBB8V7Wyne20pEoomsVTGkL4lE73dZ90QKIYQQQojr3JTPEv/zP/+T3//+93z84x/nqaee8s1fuXIl//7v/z6twQkh5i6nw0VjSQ8gLc3EZMN9vZx59SUAVn/443OmLcrbDR+14KjuB42KkA9loGjm3h3XFRUVHDp0CIAPfOADN/Q4C0IIAWA0GlmxYgXLly+no6ODwsJCSkpKsFqtHDp0iEOHDhEXF8eCBQvIycmRhPYl0Oh0RKakEZmS5pvndrvot1jOj2EzMdmtQ3Q3N9Ld3EjZ/jd9ywdFRvtaooUneattAoJDZnQ/VP5ajIsi0eWHcOylV1ifvIyxygHsFX24hsawHW3HdrQdlVGDISsUv7wwDKlB0/L+bw73Z/kHU1l6awrNZb1UHGmn8WwPXU1WupqqOPxsDakLI8haFU1MepDc0CSEEEIIIXymnJypqqpi7dq1F8wPDAxkYGBgOmISQlwDmkp7GR9zExhmIDxBWpqJ84698BTjYw5i5mWRsnDpbIdzAWeHjcFXGwAI2p6MNtI4yxFdqKenhxdffBGAZcuWkZeX9z6vEEKIG4eiKERHRxMdHc3WrVuprq6msLCQ2tpaWltbaW1t5dVXXyUrK4sFCxaQlJQkbc+mQKVSExoXT2hcPFmr1wPg8Xiw9vZMtEWr9bVHs/Z2M9DZzkBnO9XHD/vW4W8OmlRhE5GcQlBEFMoM/B7cajDkhmJaEIXH6cZe289oaS/2il7ctnFGTnUycqoTRa/GkBWCf24Y+nnBqHRXdjOJSqWQlBdGUl4YI0NjVB3voOKwhf6OEaqOd1B1vANzuB9Zq6LJXB6NMUg/TXsshBBCCCGuVVNOzkRHR1NbW0tSUtKk+YcOHSIlJWW64hJCzHG1pzsBaWkmJutvb6P4zdcBWPORT8y5vw2P003fU1Uw7sGQEYxxRfRsh3QBh8PB008/zdjYGAkJCWzdunW2QxJCiDlLo9GQnZ1NdnY2VquV4uJiCgsL6enpoaSkhJKSEsxms6/tWUjIzFZ0XC8URSEwLJzAsHDSFi/zzR+1DvnaoZ2rsOm3tDEyOEBj0Wkai077ltX5+XvHsUlO8Y1lExqXgFpz9Vp+KVoVflmh+GWF4nG5cTQMMlray2hZL27rGKNF3YwWdaNoVRjmBeOXG4YhKwSV4cpi8g/UsWBLAgWb4+lsGKLisIWaU10Mdo9y7G/1HP97PYm5oWStiiExLxS1WpKHQgghhBA3oimfdX7uc5/ja1/7Gg8//DCKomCxWDh69Cj3338/P/jBD65GjEKIOWbMPk5TSS8AaYuk1ZI47/AzT+Bxu0kuWERcVu5sh3OBwdcbcXbYUBm1BN81b+4ljzwedu3aRXd3NwEBAdx9992o1XOvLZwQQsxFJpOJVatWsXLlStra2igqKqKkpITBwUEOHDjAgQMHSExMZMGCBWRlZaHXS+XClfIzBZKYX0BifoFvntNup7u5cVKVTU9zI2OjI7RVltFWWeZbVq3REBqf6KuuiUhKJSIxGe1VaEmnqFUY0oIxpAUT9IFUxlqsjJb2MFrag6vfwWiZN2mDWsGQFoRfThiG7BDUAbrL36aiEJViJirFzKq706k700XF4Xba6wZpLOmlsaQXv0AdmcuiyFoVTXDU3KvmFUIIIYQQV8+UkzPf/va3GRwcZMOGDdjtdtauXYter+f+++/ny1/+8tWIUQgxxzSV9jLudBMY7kdYfMBshyPmiM6GOqqOHABg9Yc/McvRXMhe08/woTYAgu9KR226/IstV8uxY8coKytDpVJx9913YzJJy0AhhJgqRVGIi4sjLi6Obdu2UVlZSWFhIfX19TQ1NdHU1MQrr7xCdnY2CxYsICEhYc4l669lWoOBmHmZxMzL9M1zjY/T19bytjFs6uhqqGdsdISuhjq6Gupg38TCikJwdOxES7QUX3s0/0DztMWoqBT0iYHoEwMxb0/GabExWuZN1Ix3jWKv6sde1Q8vgj7ZjF9OKIbcMDTmy0/o6QwaslbGkLUyhv4OGxWH26k81s7o0BiFu5sp3N1MdKqZrFXRpC6MQHeF1TtCCCGEEGLuu6wzvv/6r//i+9//PuXl5bjdbrKzswkIkAu0Qtwoak93AdLSTEx26KnHAMhctY6IpLnV5tJlc9L3TDUAxuXR+GWFznJEF2psbOSNN94AYOvWrSQmJs5yREIIce3TarXk5eWRl5fH4OAgZ8+epaioiL6+PoqKiigqKiI4OJiCggLmz59PUFDQbId8XVJrNIQnJhOemEzOuk2At1p0sKvTl6g5V2VjG+in39JKv6XVd9MHQEBo2KQxbCKTUjGFhV/xuaiiKOhiA9DFBmDemoSza8RbUVPWi7NtGEf9II76QXipHl28Cb/cUPxywtCE+V32NoOjjKy8M41lt6XQVNJLxWELTaW9tNcN0l43yMGna0hbHEH2qhgikwPlfFsIIYQQ4jp12bfj+Pv7s3jx4umMRQhxDRizj9NUeq6lWcQsRyPmipayYhqLTqNSq1l5z0dnO5xJPB4P/S/U4LaOoQn3w7w9ebZDusDQ0BDPPvssHo+HvLw8li1b9v4vEkIIMSVms5m1a9eyZs0ampubKSoqoqysjP7+fvbt28e+fftISUmhoKCAjIwMaXt2lSmKQlBkFEGRUcxbtso33zbQ762meVuVzUBHO8O9PQz39lB/+oRvWUOAiYikZMKTUolMSiE4PhGP231FcWkj/NFuTCBwYwLjffaJippexpqHGGuxMtZiZfDVRrRRRm+iJjcMTaT/ZSVQ1GoVKQXhpBSEYxtwUHmsnYrD7Qx2j1Jx2Ps4ONpI1spoMpZF4R8496p+hRBCCCHE5ZtycuaOO+54z+dfeOGFyw5GCDH3NZX04nK6MUf4ERYnFXMC3G4X+x77PwDyNt1EcFTMLEc02cipTuwTPeRDPpSJSje3xnAZHx/n2WefxWazERERwa233ip3yAohxFWkKAqJiYkkJiZy8803U15eTlFREY2NjdTX11NfX4+iKERERBAXF0dsbCxxcXGEhYWhUsnA7VebMSiY5AWLSV5w/kZAx8gI3U0TyZqJKpvethbsw1aaS4tpLi32Lauo1Tx98iBRKaneKpukFMISktDopp7Y0IQYMK2Jw7QmDtfQGKPl3kSNo34AZ4cNZ4eNoT3NaML88MvxJmq0cQGX9T5uDNKz6KYkFm5LxFIzQMXhdurOdNHfbuPI87Uce7GOpPlhZK2MJiEnFJVKzhWEEEIIIa51U07OmM3ne/0++eST3HrrrdITX4gbiLQ0E+9Uum8P3Y316P2NrLz7I7MdziTOnlEGXqoDwLw1EV3s3EsovvHGG7S0tKDX69m5cye6y7h4JIQQ4vLodDoKCgooKCigr6+Ps2fPUlxcTH9/P52dnXR2dnL69GkA9Ho9MTExvvFsYmNjpbXzDNH7+xOXlUtcVq5v3rjTSW9L06QxbLqbGnA67HTWVdNZV+1bVlGpCI2NnzSGTXhSCgbjpf/+1IE6ApbHELA8BpfNib2ij9GyHuw1/Yz3jGLd34p1fytqs97X+kyXFIgyxSSKoijEzgsmdl4waz40j5qTnVQcttDVZKW+sJv6wm6MQXoyV0SRtTIGc/jlt1cTQgghhBCza8rJmT//+c++x8899xw/+9nPSEmZW2MLCCGujsktzSJnORoxFzhGRjj89OMArLjrw9M6WO+V8rjc9D1ViWfMjT7FTMCauNkO6QLFxcWcOOFtz3L77bcTGjr3xsIRQogbRUhICBs2bGDDhg0MDQ3R2tpKW1sbra2tWCwWHA4HDQ0NNDQ0+F4TFBTkq6yJi4sjKioKrVY7i3tx49BotUSmpBGZkuab53DY2fXM02Qnxp9P3DTUMWodoqeliZ6WJsoP7vMtb46I9FXXnEvaGIND3vcGJLVRi3FxJMbFkbgd49gr+72Jmso+XIMOhg9bGD5sQRWgxS/bW1GjTzGjaKZWeaX305C7NpbctbH0tA5TcdhC1YkObAMOTr/axOlXm4jNCCJrZQypC8LRzLHqYCGEEEII8d4ue8wZIcSNp7G4B9e4m6BIf0JjjbMdjpgDjr3wFCODAwRHx1KwbcdshzPJ0JvNOFuHUQwagu/JmPKdq1dbR0cHu3btAmDNmjVkZmbOckRCCCHOCQwMJDs7m+zsbABcLhfd3d20trb6kjbd3d0MDAwwMDBAWVkZACqViqioqEkJm5CQ97/YL6aHSqVGFxjEvBVr0K7dCHjHnhvu6/VV13Q1esezGeruYrCrk8GuTmpOHPGtw98c5E3WTCRsYjKyMIWEvfs29Rr854fjPz8cj9OFvWaA0dIeRiv6cA87sZ3owHaiA8WgwS8rBL/cUPTpwVNusxoWF8CanfNYeUca9We7qTjSTktFH21VA7RVDXDgKQ3zlkaSvSqG8ATpbCGEEEIIcS2Q5IwQ4pJJSzPxdv0dFs684k0urP/4p1Fr5s6dwo7GQaz7WgAIviMNTdDcGtR5dHSUp59+mvHxcVJTU9mwYcNshySEEOI9qNVqoqKiiIqKYvFi71godrsdi8UyKWFjs9mwWCxYLBZOnjwJgJ+fny9ZExsbS2xsLP7+/rO5OzcURVEwhYZhCg0jddEy3/zRYSvdE5U13tZo9fS1tTIyOEDj2TM0nj1zbgUk5S8gd8MWUhcvR/MelVGKVu2tlMkOxeNy46gf9CZqynpxDzsZKexipLALRavCkBmCX04ohswQVIZL/1iu1qpIXxxJ+uJIhnpHqTzaQeWRdqx9dkr3t1G6v42w+ACyVkYzb2kUBuPcOT8TQgghhBCTTTk585vf/Mb3eHx8nEceeYSwsPN3En31q1+dnsiEEHPK2Og4TWXnWppFzHI0Yi7Y//jDuF3jJM1fOGnQ3tnmto/T91QVeMB/YQT++eGzHdIkbrebF198kf7+fsxmM3feeacMMC2EENcgg8FASkqKr8Wzx+NhYGBgUju09vZ2RkdHqa2tpba21vfakJCQSWPXREZGotHIfXMzyS/ARELufBJy5/vmOR12epqbfFU2nQ21dNbX+pI1BlMg2avXk7txK+EJSe+5fkWtwpAejCE9mKAPpjHWPMRoiTdR4xpweB+X9IBawZAe7E3UZIeinkIyJTDUj6W3JLNkexKtlf2UH7FQX9RNT8swB5+u4cjzdaQUhJG1Koa4jOA5V0UshBBCCHGjm/IngF/96le+x1FRUTz++OO+7xVFkeSMENephuIe3OMegqP8CYmRlmY3uqaSIupOHUNRqVj/8U/PqUqqgb/X4RpwoA4xEPSB1NkO5wIHDx6kuroatVrNzp075e5pIYS4TiiKQnBwMMHBweTl5QHem9k6OzsnJWz6+vp8U3FxMeCtzImOjp6UsAkKCppT7683Aq3eQHR6BtHpGb55/R0Wyt7aQ9lbexju7+PMq7s48+ouolLTyd2whcxV69D7v/e5saJS0CeZ0SeZMd+SgrNtmNHSXkZLexjvGcVe2Ye9sg9erEGfbMYvNwy/nFDUgZdW+auoFOKzQ4jPDsE+7KTqRAcVh9vpbRum5lQXNae6MIUayFoZTdbKaAKCDVf0cxJCCCGEENNjysmZtw+AKYS4cZxraZYqLc1ueG6Xi7ce/SMABVt3EBqXMMsRnTdS5G0XggIhOzOm1CZkJtTW1rJvn3cg4h07dhATEzPLEQkhhLiaNBqNr5XZOSMjI75Ezbmvdrvd1x7tHKPR6EvUxMXFERMTg8EgF9VnWnBUDKs/9HFW3v1RGovPULp3N3Wnj9NRV0NHXQ1vPfYn5i1bSe6GLcRl573vebKiKOjiTOjiTARuS2S8a8SXqHG223DUDeKoG2Tg73XoEky+RI0m1O+S4jUEaJm/MZ78DXF0N1spP9xOzYkOrL12TrzUwOlXm1izM53s1TFyTi+EEEIIMcvm1lUrIcSc5Bhx0lwuLc2EV/Gbr9PT0oQhwMSKuz8y2+H4jPfb6f+bt2WMaWMC+sTAWY5osv7+fp5//nkAFi1axMKFC2c5IiGEELPB39+f9PR00tPTAW87tN7e3kkJm46ODmw2G1VVVVRVVfleGx4ePilhEx4ejlo9tYHlxeVRqdWkLFhCyoIljAwOUH5gLyX7dtPX1kL5wX2UH9xHUGQ0uRu2kL1uI6aQsPddp6IoaCONaCONBG5KYLx3lNEyb6JmrNnqmwZfaUAbbfQmanJD0UT4X1ISKCIxkIjEQFbdlUb9mS5KD7TRUT/EW09U0VY9wPqPZqCbYzeyCCGEEELcSK7oTKyxsZFPfOITFBYWkp+fz6OPPkpq6txrISOEuDK+lmbRRkJjAmY7HDGL7MPDHH7mLwCsvPsj+AWYZjkiL4/bQ98zVXjsLnQJJgI3zp1qHgCn08kzzzzD6OgoMTEx3HzzzbMdkhBCiDlCURTCwsIICwtj/nzv+CdOp5P29vZJCZuBgQG6u7vp7u6msLAQAK1WS0xMzKSETWDg3Lo54Xrkbw5i8a13sOiW22mvqaJ03xtUHjnIQGc7h556jMNP/4WkgoXkbdhKyqIlqDWXNo6MJtQP09o4TGvjcA06GC33Jmoc9YM42204220M7W5CE+7nq6jRxga8b6JGq1OTsTyaeUujKNrTwtG/1VFzspOupiFu+mwuYXFz43xOCCGEEOJGc0XJmfvvv5/x8XEefPBB/vrXv/KVr3yFV155ZbpiE0LMEXUTLc2kakYcff6v2K1DhMYlMH/L9tkOx8d6oJWxhiEUnZqQnRko6rnTpsPj8fDyyy/T3t6Ov78/99xzjwz6LIQQ4j1ptVoSEhJISDh/s8Hw8PCkVmhtbW2MjY3R1NREU1OTbzmTyTRp7JqYmBh0Ot1s7MZ1T1EUYuZlEjMvk/Wf+AzVxw5Tuu8N2irLaSg8RUPhKfwCzWSv3Ujehi1TagWrNusJWBFDwIoYXDYn9vJeRst6sdf0M949inVfC9Z9LaiD9L6KGl1CIIrq3c+BFJXCgq0JRKWaeeP/ShnsGuW5/z7N6nvSyVkjbc6EEEIIIWbaFV0dOn78OM899xzLli1j7dq1vju9hBDXD29Lsz4A0hZKcuZG1tvWQtHr/wBg/cc/jWqOtFEZa7Uy9Ib3olTQB1IuuSf7TDl9+jRFRUUoisJdd91FUFDQbIckhBDiGhQQEEBmZiaZmZkAuN1uenp6JiVsurq6sFqtVFRUUFFRAXgTCJGRkb7KmtjYWMLCwlCpVLO5O9cdncGP3PWbyV2/mT5LK6Vv7aF8/5vYBvo5/Y8XOf2PF4lOzyB3w1YyV65B5+d/yetWG7UYl0RhXBKF2z6OvbKP0dIe7FX9uAYcDB9qY/hQGyqTFr/sUPxyw9CnmFHUF/8dR6ea2fn9pex5tJymkl72P1mFpbqf9R/NROcnN5AIIYQQQsyUKzrzGhgYIDw8HICIiAgGBwenJSghxNzRcLYHt8tDSIyRkBjjbIcjZtH+x/+E2+UiZeESkubPjfFS3GMu+p6qArcHv7ww/BdFznZIk7S2tvLqq68CsHHjRlJSUmY5IiGEENcLlUpFREQEERERvnHMHA4H7e3ttLa2+pI2VquVjo4OOjo6OH36NAB6vZ7Y2NhJCZuAAGldO11CYuJY+5FPsuqej9FQdJrSfW9Qf+Yk7TVVtNdUse/RP5CxfA25G7cQm5E9pYoVlUGDf0EE/gURuMdcOGr6GS3tZbSiF7fVie14B7bjHSh+GvyyQvDLDcOQHoSinXxTjSFAy44v5FO0p4Vjf6uj5lQXXc1Wtn0ml/B4aXMmhBBCCDETppycKS4u9j32eDxUVlYyPDyMw+GY1sCEEHNDrbQ0E0BD0WkaCk+hUmtYd++nZzscn8F/1DPeM4o6UEfw7Wlzqh2HzWbjmWeeweVykZmZyerVq2c7JCGEENc5vV5PUlISSUlJvnmDg4O+yprW1lYsFgsOh4P6+nrq6+t9ywUFBU0auyYqKgqt9tLGShEXp9ZoSFu8jLTFyxju76P8wF5K9+2mv72Nsv17KNu/h+CYOHLXbyZn3SaMQcFTWr9Kp8YvJwy/nDA8424c9YOMlvYwWtaL2+Zk5EwXI2e6UHQqDJkh+OWEYcgMRqX3XgY41+YsOs3M63/0tjl7/qfS5kwIIYQQYqZMOTlTUFCAoih4PB4AbrnlFt/3cvImxPXFbnPScq6lmSRnbliu8XHeevSPACy46RZCYmJnOSKv0bJebCc6AAi+Zx4q/7lzAcnlcvHcc88xNDREaGgot912m7xHCiGEmBVmsxmz2Ux2djbgfY/q6uqalLDp6elhYGCAgYEBSktLAW9lTlRU1KSETUhIiLyfXaaA4BCWfvAulnzgTtqqyindt5uqowfpt7Ry8MlHOPTUY6QsXELuhq0kFyxCPcXx6RSNCsO8YAzzggm6LY2xxkFvRU1ZD67BMUaLexgt7gGNgiE92JvUyQ5B5a8lKsXb5uzNR8tpnGhz1lbdzwZpcyaEEEIIcVVN+UyroaHhasQhhJiDGs5243Z7CI0NIDhKWprdqM7ufoU+Syt+pkCW3/mh2Q4HANfQGP0vVAMQsDYWQ9rU7jS92vbu3UtDQwNarZadO3diMBhmOyQhhBACALVaTXR0NNHR0SxevBgAu93uS9ac+zoyMoLFYsFisfhe6+fnN6kVWmxsLP7+lz52ivCOARSXmUNcZg4bP/lZKo8cpPSt3bRXV1J36jh1p45jDAome+1GcjdsISQmburbUCnoU4LQpwRhvjUFZ+uwt6KmtIfxXjv2ij7sFX30q0CfEoRfbih+OWFs/+JEm7MX66g91UV300SbswRpcyaEEEIIcTVMOTmTmJh4NeIQQsxB0tJMjFqHOPrskwCs2nkvBuPs96P3uD30PVeN2zaONtqIeWvSbIc0SXl5OYcPHwbggx/8IBERcvwIIYSY2wwGA6mpqaSmpgLe9tUDAwOTxq5pb29ndHSU2tpaamtrfa8NDQ31JWzi4uKIjIxErVa/26bE2+j8/MnftI38TdvobW2mZN9uyg/sxTbQz8ldz3Ny1/PEZGSTt2EL81asRmfwm/I2FEVBF29CF28i8KYkxjtHJhI1vTg7bDhqB3DUDjDw9zp0CYGk5YYS9blc3niqmsHuUZ7/mbQ5E0IIIYS4WqacnPnNb37zns9/9atfvexghBBzh33YSWtFPyDJmRvZkWefwG4bJjwhibxNW2c7HACGj1pwVPeDRkXIhzJQNKrZDsmnu7ubv/3tbwCsWLGC3Nzc2Q1ICCGEuAyKohAcHExwcDB5eXkAjI+P09HRManCpq+vj97eXnp7e31jk2o0GqKjoyclbMxms1zYfx+hcQmsv/c+1nz449SfOUnpvt00FJ7GUlWOpaqcvY/8gcyVa8jdsJXo9IzL+nkqioI2yog2ykjg5kScPaPYy3oYKe3F2WJlrGmIsaYhALZGGWkN1FLeMixtzoQQQgghrpIpn1l9/etfJy4u7qJ3QymKIskZIa4T9edamsUFEBQp7SpuRD0tTZzd/SoA6z/xWVSq2b8L1tlhY/BVb3vNoB3JaCPnTrs9h8PB008/zdjYGImJiWzevHm2QxJCCCGmjUaj8SVbli1bBoDNZqOtrW1SwsZut9PS0kJLS4vvtUajcdLYNbGxsej1+tnalTlNrdGSvnQl6UtXYu3roXz/Xkr37Wags52SvW9QsvcNQuMSyF2/mey1G/E3B132trRhfmjXxWNaF8/4gMOXqBlrHMTVYSMaiA7UYnV5sJT28Mp/nWDlZ3KJSAyctv0VQgghhLiRXdZtL6dOnZI2LUJc56Sl2Y3N4/Hw1mP/h8ftJm3JChJy82c7JDxON31PVcK4B0NGMMbl0bMdko/H42HXrl309PRgMpm46667pKWLEEKI657RaGTevHnMmzcPALfbTV9f36Sxazo7O7HZbFRVVVFVVeV7bXh4uC/ZExsbS0REBCrV3KmGnQtMIWEsu/0elt52N60VpZTufYPq40fobW1m/18e5uBfHyVl4VLyNm4laf5CVFdw7qEJ0hOwKpaAVbG4hsewl/cxUtqDo24AE5ChVsO4i/7fFTGUaiZ+Rwr6OBmLRgghhBDiSkw5OaMoipSkC3Gdsw87aa2caGm2UJIzN6L6MydoKi5ErdGw7t77ZjscAAZfb8TZMYLKqCX4rnlz6r3o6NGjlJWVoVKpuPvuuzGZ5GKFEEKIG49KpSIsLIywsDAKCgoAcDqdtLe3T0rYDA4O0t3dTXd3N4WFhQBotVpiYmImVdgEBkqFBng/g8dn5xGfncfGT32eysMHKN33Bh11NdSePErtyaMEBIeQs34zueu3EBR1ZTewqAN0GJdGYVwahXt0HHtlH8NFXdir+zGqFGgYovu3RejSgjBvTUSfIL8nIYQQQojLMeXkjMfj4f/7//4/zGYzRqORmJgYFixYwKJFi65GfEKIWVBf1I3H7SEsXlqa3Yhc4072P/4nABbuuI2gyKhZjgjsNf0MH2oDIPiudNQm3SxHdF5jYyO7d+8GYNu2bSQkJMxyREIIIcTcodVqSUhImPT+aLVaJ7VCa2trY2xsjKamJpqamnzLmUymSa3QYmJibvh2aHp/I/O33Mz8LTfT3dxI6b7dlB/cx3B/H8dffIbjLz5DXHYueRu2kr5sJVq94Yq2p/LT4L8gAv8FEbgc41Q9V4P1TBfRGoWx2gG6awfQzwsmcFMCeml3JoQQQggxJVNOzqxdu5bKykqcTidDQ0O0t7fT19fH/Pnzefnll4mJibkacQohZlDt6U5AWprdqApffYn+dgv+5iCW3XbPbIeDy+ak75lqAIzLo/HLCp3liM4bGhri2WefxePxkJ+fz9KlS2c7JCGEEGLOM5lMZGZmkpmZCXjboXV3d09K2HR1dWG1WqmsrKSystL32oiICGJjY31TRETEDdtKNDwhiQ2f+AxrPvJJ6k4dp3TfGzQWF9JaXkpreSlvPvx7MletJW/DViJT06+46lit15D90Sw6VsSw/48lxNldxOsUHNX9dFf3S5JGCCGEEGKKppyceeutty6YV1dXx8c//nG+9a1v8de//nU64hJCzJJR6xitVQOAJGduRCODAxx9/ikAVn/o4+j9Z79yamhPE27rGJpwP8zbk2c7HJ/x8XGeeeYZbDYbkZGR3HLLLXOq1ZoQQghxrVCpVERGRhIZGcnChQsBGBsbw2Kx+CprWltbGRoaoquri66urknt0KKjo4mNjSU6OpqxsTE8Hs9s7s6M02i1ZKxYTcaK1Qz1dFO2fw+l+/Yw1N1J8Z7XKN7zGmEJSeRt2ELm6vX4B5qvaHtRKWY++K/LePPRCqpLe5inV5OgV51P0qQHEbg5UZI0QgghhBDvY8rJmYtJTU3l17/+Nd/85jenY3VCiFl0rqVZeIIJc/jsX5gXM+vw039hbHSEiKRUctZvmu1wcNvHGZmo5Ar6QCoq3dy5M/b111+ntbUVvV7Pzp070enmTqs1IYQQ4lqn0+lISkoiKSnJN++d7dAsFgsOh4Pm5maam5t9yzU2NvpaoZ2bDIYra+91rQgMC2fFnR9m+e07aS4rpnTfbmpOHKGnuZF9j/6RA0/8mdTFy8nbsIWE/AJUqss7tzIYtWz/Qh5n32zh6At1VDtc5Jh1xCgeHDUDdNcMSJJGCCGEEOJ9TEtyBmDx4sUcOHBgulYnhJgltae7AKmauRF1NdZTsvcNADZ88jOX/WF9Oo2c7sQz5kYT4Yc+LWi2w/E5e/YsJ0+eBOCOO+4gJCRkliMSQgghrn8Xa4fW09Mzqbqmo6MDm81GVVUVVVVVvteGhYX5EjVxcXFERkZe1+3QFJWKxLwCEvMKsA8PU3H4LUr37aaroY7qY4eoPnYIU2g4Oes3kbt+M+aIqY8xqCgKBZsTiEo188YfyzjZZ8eoVViTEYTeYpucpNmUgD7pyip2hBBCCCGuN5eUnHnllVfYsGEDfn5+7Nq1612XUxSFW2+9ddqCE0LMrJGhMdqq+gFJztxoPB4Pbz36RzweN/OWryYuK3e2Q8Lj8TB8rB2AgBUxc6ZlWGdnJy+99BLgHYctIyNjliMSQgghbkwqlYqIiAgiIiJYsGABTqeTf/zjH8yfP5/Ozk5fhc3AwAA9PT309PRw9uxZADQaDVFRUZMqbIKDg+fM+cZ0MgQEsGDbLSzYdovvZpzKQ29h7e3m2PNPcez5p0jInU/uxq2kL1mBZorVwFHJZu75/hLefLSCxuIeXivtJzMvlPnhBuxF3eeTNGlBBG6WJI0QQgghxDmXlJzZuXMnZ8+eJSUlhdtuu+1dl1MUBZfLNV2xCSFmWH1RNx4PRCSaCAzzm+1wxAyqPXGUlvIS1Fotaz/6T7MdDgCO2gHGu0dR9Gr8F86NZKHH4+G1115jfHyc1NRU1q9fP9shCSGEEOJtVCoV8fHxpKSk+OYNDw/7qmvOTXa7ndbWVlpbW33L+fv7T6quiYmJwX8OjL83nSKSUtj0qc+z7mOfovbkUUr27aa5pIjm0rM0l55FbzSStXo9uRu2EpmcesnrfWebs8qSXizhfmz7SCba6n5spzpx1A7QXStJGiGEEEKIcy4pOWO1Wn2P3W73VQtGCDG7aifG9khbFDnLkYiZND42xv6//AmAxbfcgTlibvz+h496q2b8F0ag0k9bF84rUldXR0NDA2q1mltuuQWVSjXbIQkhhBDifQQEBJCRkeGrdvV4PPT29l7QDm1kZISamhpqamp8rw0JCfEla2JjY4mKikKjmRvnJVdCo9ORuWodmavWMdjVSelbeyh7aw/W3m6KXn+ZotdfJiIpldwNm8lavQFDQMD7rvOdbc6Gukd5/vclrL4rncz7FzH8VuuFSZpNCeiTJUkjhBBCiBvTtJ5VnhuEUVEU4uPjp3PVQoirbGRoDEv1AACpi8JnNxgxo06/8ncGuzoxBoew9La7ZjscAMb77NgregFvS7O5wO12s2fPHgCWLl1KcHAwAD3DDqo7rdR0DlPTZaW6c5j67mGSQo18a2sGK1JDZzNsIYQQQryDoiiEhYURFhbG/PnzARgfH6ejo8PXCq2trY2+vj7fVFJSAoBarSYqKmpShU1ISMg13Q7NHBHJqns+yoq7PkRzyVlK9u2m7uRRuhrr2PvnOvb/5WHSl64kd/0WEnLzUd7n5pRzbc72PlZBw9keDjxVTVt1OBvuzcK0Ph7rWy2TkzSpZgI3J0qSRgghhBA3nCknZ4qLiy86f2xsjGXLljF//nz0ej1Hjx694uCEEDOnvrDL29IsKZDAUGlpdqMY7u/j+IvPALDmw59AZ7jwd293uqjvtmEyaIg2G9Cor361iO14O3hAnxaENmJutBM5dqqQjo4OFI2Wg9ZQHn7oKDVdw/TZxi66fM/wGB/+4zE2ZUbwnZszmRdpmuGIhRBCCHGpNBoNcXFxxMXF+eaNjIxMaoXW2trK6Oio7/tzDAbDpOqa2NhYjEbjbOzGFVGp1CTNX0jS/IWMWoeoOPQWpXvfoLu5kcrD+6k8vJ/A8Ehy128mZ/0mAsPeve2swajl5s/nUby3lSMv1FJ3ppvuZivbPpNLxB3pmDa8LUlTN0h3XbE3SbMpEX2KJGmEEEIIcWOYcnKmoKAARVHweDy+eee+VxSFM2fOTGuAQoiZUXu6C4C0RXNjbA8xMw499RhO+yhRafPIXrOBsXE3VR1WitsGKG0bpLh1kKoOK+Nu7/98jUohOshAfLC/dwrxIz7En7iJx+EB+iu+c9TjdGM72QHMTtVMn21sohLGWwVT3WmlvnOIteOnMang1GgEJac6fcsrCiSE+JMeEUB6pIl5kQEkhBj5e1EbTx5v5s3KLvZVdXH3oni+sWUeUWbDjO+TEEIIIabO39+f9PR00tPTAW87tP7+fl+ipq2tjfb2dux2O3V1ddTV1fleGxQUNClZEx0djVarna1dmTI/UyALb/4AC266lc76Wkr3vUHFof0MdXdy5NknOPLckyTlLyB3wxZSFy9Hc5F9UxSF+ZviiUox8/r/lTLUY+f5n59m9V3p5K6LJfj29MmVNOeSNCkTlTSSpBFCCCHEdW7KyZmGhoaLzrfb7WRnZ09pXQ8++CAPPvggjY2NAOTk5PCDH/yAm2++GfCe/P7oRz/iD3/4A/39/Sxbtozf/e535OTk+NbhcDi4//77+etf/8ro6CibNm3igQcemHTHkxDivdkGHbTVDACQulBamt0o2mqqKdv/JgBVSRv5wO+OUNVhZcx14dhiJoMGh9PNmMtNS98oLX2jQO8Fyxm0Km+iJtibtDmXwPEmb/wx+73/RYmR4m7cI+Oog/QYskKueD/fTZ9tzJuA6RqeSMR4W5P1XqQSJkvdgUk7hkPREZWWx6qoIOZFBjAv0kRqeAB+OvUFr1mUGMwnVybx89ereLW0g6dPtfD3s218enUKn1uXgslw7VygEUIIIYQ32RASEkJISAh5eXmAtx1aZ2fnpAqbnp4eBgYGGBgYoLS0FACVSkVkZOSkCpvQ0NA5P36doihEpaYTlZrOunvvo+bEUUr3vkFLeQmNZ8/QePYMBlMg2avXk7thC+GJyResIzI5kHu+9842Z/1suDcLfbDBm6TZEI9130SSpn6Q7j+cS9IkoE8JmvkdF0IIIYSYAVNOziQmJl50vsPhmPLG4+Li+O///m/S0tIAePTRR/ngBz9IYWEhOTk5/OxnP+OXv/wljzzyCPPmzeM///M/2bJlC1VVVZhM3vYwX//613nppZd46qmnCA0N5Vvf+ha33HILp0+fRq2+8GKZEOJC9YXd4PF+cJKWZtencZebmq5hSloHKW4boKRlgPRTjxHt8VBlTOeNOgUYBMDspyU/zkxe7MQUZyY2yA+PBzqt9onkzAgt/SPex/0jtPaN0D5kx+50U9s1TG3X8EXjCDRoJiVt3pnA0WtUDB+xAGBcHo2iuvL+7f3nKmF8SRjv2DA9wxdvRwYQH+LHvAgT6ZEmUoJ11O4rYcwBd92yjUWLFl3ytlPCA3jwY4s43dTHT16p5FRTP7/dV8uTJ5r52qZ0Prw0AZ1mbl+UEUIIIcS702g0vuqYc0ZHR7FYLJMqbGw2G+3t7bS3t3Pq1CkA9Hq977XnpnOfc+cird5A9poNZK/ZwEBHO6Vv7aFs/x6G+3o58+ouzry6i8iUdPI2biFz1Tr0/udbu71nm7PEQDRBb0vSvNWK7WTHRJKmBH2KGdOmBAypQbO380IIIYQQV4HieXt/sivgcDjw9/fH5XJd0XpCQkL4+c9/zqc+9SliYmL4+te/zne+8x3fNiIjI/npT3/K5z73OQYHBwkPD+fxxx9n586dAFgsFuLj43nllVfYtm3bJW1zaGgIs9lMT08PoaEycLO48bz4izNYagZYdVcaBZsTrvr2nE4nr7zyCtu3b7+m2jtcK8Zdbuq6bRS3TrQmaxuk3DKEY/x8RUz6cC03de9mXNFQsfoLZKQmkB8bRH6cmbhgv8tqTTY27sYyMDopaeNN4ozS2jdy0YqUd1rpb+BnIzrGFXhpZRgRUcaJ5I3/+453MzAy5mtDVjORjKnuHKZn+N1vHogL9mNepIn0yICJZEwAaREB+OvO37vw5ptvcvDgQcLCwvjCF75w2Yl/j8fDG+Wd/PS1Suq7bQAkhfrzz9sy2Z4XddUHEpbjToiZJcecEDNvrh53Ho+HwcFBX6Kmra0Ni8XC+Pj4BcuazWZfoiYuLo7o6Gh0Ot0sRH1p3G4XTWcLKdn3BnWnTuB2efdJo9Mzb9lKcjdsIS47b9J5TmfDEK//XynWXjsqjcKqO9PJWx87aZnxAbsvSYPLe8lCl+ytpJEkzdwxV485Ia5XcswJMfN6e3sJCwtjcHCQwMDAaV//lCtnNmzYcNELSG73hW1wpsLlcvHss89is9lYsWIFDQ0NdHR0sHXrVt8yer2edevWceTIET73uc9x+vRpnE7npGViYmLIzc3lyJEj75qccTgckyp9hoaGAO8/OafTeUX7IcS1xjbowFI7AEBifsiMHAPntiHH25VzuT3U99goswxR0jZEqWWIivYhRp0X/k8O0GvIiTGRG+FH4CtPMw6svO1OvnnnxknLXexCwaVQgFizjlizjuVJQRc8b3OM0zYw6k3WvGNqGRjF5nCxccS77BueMX5xuH7S69UqhehAPXHB3iqbmCAD/SNOX6VO93tUwsQFGUiNCPCOCxNhJD0igNRw46QkzHke39+m1Wrl6NGjAKxfvx63231F73cb54WyNnUFz55p4zd762jsHeFLT55hfpyZ72ybx5Kk4Mte9/uR406ImSXHnBAzby4fd0ajkYyMDDIyMgDv59/u7m4sFotv6u7uZnBwkMHBQcrLywFvW7Hw8HBiY2OJiYkhJiaGsLCwOdUOLS53PnG58xkZGqTy0FuU73+TvrYWyg/uo/zgPswRUWSv20TWmg0EhIQSEufHHd8uYP8TNTQW93Lw6Wpaq3pZ95F56Pwmzs2MagJ2JOK3OgrbAQujp7sYaxik548laJNMBGyMQ5csY9LMtrl8zAlxPZJjToiZd7WPtylXznzjG9+46Pzx8XEeeOCBKVfOlJSUsGLFCux2OwEBATz55JNs376dI0eOsGrVKtra2oiJOT8g9Gc/+1mampp4/fXXefLJJ/mnf/qnC1qqbd26leTkZB566KGLbvPf/u3f+NGPfnTB/CeffBJ/f/8pxS/EtW64UctAhQFdkIuIFSOzHY54D24PdNuhZVih2abQOqzQYoMx94UJc73KQ5wR4gM8xBs9JAR4CDOASoG+kjP0lZxG428k4ZZ7UGmmnKefdh4POEcVlhYHofYoPBY5RBlueu3Q51DodYDL8/6VJSF6D1F+HqL8IMrf4538QH+ZXS6bm5vp7e3FaDSSnp4+rdUtDhfstSjstah8v8PcYDe3JriJukpvRR6PhyHPEEPuIYyKEbPKjFqRFqBCCCHEXOByuRgZGcFms/m+XuymGZVKhb+/P/7+/hiNRvz9/edUdY3H48HR281QXRXWpjo84xMXNRQF/+g4AlMzMMYkgErNcJOWwUo9eBTUfm5CF4yiM194I4zWoSKqzUBYlx7VxDmh1eTEEj/KcOC49y4hIYQQQohpNjIywkc+8pG5Uznzq1/96qLz7XY7DzzwwJQDyMjIoKioiIGBAZ5//nk+8YlPsH//ft/z77wQ5vF43vfi2Pst893vfpdvfvObvu+HhoaIj49nw4YN0tZM3HB2/eosMMSiTd52AjPB6XSye/dutmzZIqW476O0bYh/lLRT0jZEWfsQNseFCXA/rYqcmEByYgLJiwkkN9ZMUqg/6ouM1zLc18tjzz0GwKbbbiIzwwi2bhRbN4z0oNh6Jn3PSC8ExuJJXI07aQ2exNUQEHFV9nX4rTZsnha0cQH88+eWT3rO7fbQNeygtX+Utn5v9Y1l0E6gQUPaREVMariRAP30JZp6e3spKioC4M477yQ+Pn7a1n3O7UC31cH/21fHM6fbKO1XUT6g4u5FcXx1YyoRJv1lrXd0fJSmoSYahxppHGqkydpE42AjDYMNjHG+wkilqIjwiyDKGEW0Mfr85H/+sUFjmKa9FeLGIu91Qsy86/G4GxoamlRdY7FYcDqdDA8PMzx8fow/k8nkq6yJiYkhOjoavf7yziOmk9Nup/bEEcr2v4mlqpwRSwsjlhb8AgPJXLWe5R/cjGtHEG8+XIG1z0HP8QCW355MztqYi36mdw06sB20MHqqC5NVS0a51ltJsyEObXLgVW8TKya7Ho85IeYyOeaEmHm9vb1Xdf3TdhXrck+CdDodaWlpACxevJiTJ0/y61//2jfOTEdHB9HR0b7lu7q6iIyMBCAqKoqxsTH6+/sJDg6etMzKlSvfdZt6vf6iJ6parVb+uYkbynC/g456b1u/eYujZ/zvX4659/bE8SZ++Pcyxt3nCxwNWhXZ0YHkxwWRF2smL85MapgR9dgg2HrA1gYDRdDaNfF996TpaJmB8bFgYvwGyTnzdZTCSwikvwGlvwFV0ePe78OzIHktpKyDxFXgF3TF++pxebCf6gQgYGXMRf8u4vU64kNnbpDc/fv34/F4yMjIICUl5aptJyZEy0/unM99a1L52WuVvFHeydOnWtl1tp3PrEnms+tSL5p0cnvcdNg6vEmXoQYaBhu8yZjBRjpHOt91expFQ5h/GH2jfYy5x+gY6aBjpIOi7qKLLh9iCCHGGEN0QPSkrzEB3seBuum/c0SI64m81wkx866n4y40NJTQ0FDy8vIAbzvx7u5u2trafGPYdHV1YbVaqaqqoqqqyvfaiIgI3/g1sbGxREREXPbYeZdLq9WSv2kb+Zu20Wdpo/St3ZTvfxPbQD+Fr+6i8NVdRKdnkLtmE5a6CJpKhzjyXD0ddVY23puJ3n/y71EbpsVw+zzGNyZifasF24kOnI1W+v9cgS4pkMDNiehTzZKkmWHX0zEnxLVAjjkhZs7VPtamnJzZtWvXRedPV/81j8eDw+EgOTmZqKgodu/ezYIFCwAYGxtj//79/PSnPwVg0aJFaLVadu/ezT333ANAe3s7paWl/OxnP5uWeIS4ntWd6QIgOs1MQPDs31knvJwuN//xj3L+drScDKWLzYkKK6M9JBtGCFMGUY30wlA3WLrgrYkEjPv9/wdbRk1U9BcAsCGqCcUUBcZwMIZ5q2HOPTaGgzHC+9gvGHqqoeEANOyHjhLorvBOJx4CRQXR873JmuS1kLACdMYp77O9ohfX4Bgqoxb/vPApv366tbS0UFFRgaIobNq0aUa2mRYRwB8+vpiTjX38+JUKCpsH+M3eWp44Wc3OlQYy4u00W73Jl8ahRpqHmrG77O+6vhBDCEmBSSSZk0gKTCLeGE9jYSMf2fER/PX+uD1u+ux9WIYtWGwW2ofbsQxbaLe10zbcRrutHZvTRp+9jz57H6W9pRfdToA2gOiAaGKNsRckcKIDogk1hMoFEiGEEGKaqFQqIiMjiYyMZOHChYD3c7LFYqGtrc2XtBkaGqKrq4uuri4KC71342i1WqKjo4mNjSUuLo7Y2FjM5plLZITExLL2I59k9c57aSg6Rcne3dSfOUF7TRXtNVVo9HrCExfS15lA3RkPPS1Wtn0ml4jEC28E0Zj1BH8wDdP6eF+SZqxxiJ7/K5lI0iSgTw2ScxAhhBBCzGlTTs7cdttt7/rcVE98vve973HzzTcTHx+P1Wrlqaee4q233uK1115DURS+/vWv8+Mf/5j09HTS09P58Y9/jL+/Px/5yEcAMJvN3HfffXzrW98iNDSUkJAQ7r//fvLy8ti8efNUd02IG8655EzaoqvTpkpMXb9tjC89eYawhl2c0P8Bg+KETrzT+9EHvi25MnnyGMN465HXAAs5q1YT9eVdcKkDyYYkw7xt3se2Xmg8OJGsOQC9NWAp9E6Hfw0qLcQtPp+siVsCmvdP/A0fsQBgXBqFop3dAW49Hg+7d+8GoKCggIiIq398uNwuLDaLN/Ey0siCBQ24I6tpHGxgTD3E481A84Wv06g0JJgSSDYnT0rEJJuTMesnD5LrdDqxFdvQqrx3fagUFWF+YYT5hZEfnn/Buj0eD0NjQ7TbzidtLMOWScmcfkc/w85havprqOmvuei+6dV6X4u0mICJiptzj40xhPuHo1HN/rhHQgghxLVKp9ORlJREUlKSb57Vap2UrLFYLDgcDpqbm2luPn9SYTQafYmac5PBcHVbmqrUalIXLSN10TJsA/2UH9hLyb7d9Ftaaa8+ChxFrQ2hz5HNc//dx+p75pO3Pu6i1xvOJWkC18dj3d/K8In2iSRNqSRphBBCCDHnTflqiNt94eB8l6uzs5N7772X9vZ2zGYz+fn5vPbaa2zZsgWAb3/724yOjvLFL36R/v5+li1bxhtvvIHJdL6tza9+9Ss0Gg333HMPo6OjbNq0iUceeWTGy7WFuNYM99tprxsEBVIXSHJmLqjptPLpx06xZeBZ/lX3hHemfxiYot+7uuXcPK3fu6674uA+2lssaPUGVn/sM5eemHknYyjk3OadAIYs0HDwfGXNYAs0H/VO+38KGj9IWDaRrFnvrbJRT37rcXbacNR7/xaNy6K5VE63EzzeBMV0fuCurq6mubkZjUbD+vXrp229AENjQ77Kl4bBhklVMGPusQtfcO6tzGVi3B6GeyycGP8EPrZoMVvS84gJiLlqiQ1FUTDrzZj1ZjJDMi+6zIhzhA5bBxabZXLVzXA7FpuF7pFuHC6Hb+ybi1EraiL9Iye1S3t7AifaGI1OPXcGORZCCCGuBSaTiczMTDIzve/hbreb3t5eXyu0trY2Ojs7sdlsF7RDCwsL8yVq4uPjiYqKumrJDWNQMEs+cCeLb70DS1UFpW/tpurIQZyOPnAeYnz0MG/+KYXKwyu55asfwD/w4ue7arOeoA+kYloXd2GSJnEiSZMmSRohhBBCzC2Kx+PxvP9i5zU0NJCcnHy14pkVQ0NDmM1menp6CA0Nne1whJgRRXuaOfxcLdFpZu64f9GMbtvpdPLKK6+wfft26ZM64c2KTr7+1Bm+5nqUT2te9c5c/kXY+l+Xn0iZ4LTbefgbn2O4r5fVH/o4y26/ZxoivgiPB/obz1fVNBwAW9fkZfSB3nFqzlXWRGTTv6se27F2/HJCCb03+5I29Xrj6/zoyI+wOq0A6FQ6dGrvpFVpvY8n5mnV2vPPqya+f/vz55ZX69AoGnre7ME55CQsO4z4hfGX9Lq3z9OoNLTb2iclYc6NB9Nn73vXfdKpdCQEnq+COfc10ZyIyuPPH/bX8ceDDYw6XQBszY7k2zdlkhYRcEk/s9k47pwuJx0jHb5kzbnKm3NVOB0jHYy7x993PWF+YcQYY8gKzWJt3FqWRi3FoLm6d/UKcaXkvU6ImSfH3dQ4nU7a29snVdgMDAxcsFxISAh5eXnk5eURFhZ21eMaGx2h6ughSva+QXtNpW++Sm0kc/VGlt22g5CYuPdch2vIgfUtb5KGce8lD0nSTD855oSYWXLMCTHzent7CQsLY3BwkMDA6R9zd8q326alpbF27Vruu+8+7rrrrqte8iyEuDoqj3UAMG9J5CxHcmPzeDw8dKCeX71Wwv9oHuRWzTHvE1v+A1Z+Babhg+OJXc8x3NdLYHgki3bcdsXre1eK4m2BFpIMiz7hTdZ0V52vqmk8CPZBqH7VOwFuQxwjQ/8P0GLM8Xhf8z77fKz9GP9y8F8mXdQfc495K0+ucPizRGsii4cWM6Ya4+Hhh3Eenp7x1N4uwi/C134syXw+CRNtjEateveqz29uzeCjyxP53z3VPH2yhTfKO3mzsosPLYnna5vTiTDNvfdjrVpLvCmeeFP8RZ93uV30jPacb5lmm9w2rd3Wzuj4KD2jPfSM9lDcU8zTVU9jUBtYGr2UtbFrWRu3luiAS6+4EkIIIYSXVqslISGBhIQE37zh4WEsFouvwqa5uZm+vj7279/P/v37iYmJIS8vj9zc3EkdLaaTzs+fvI1bydu4ld7WFo7//R9UHt6H22WjfP9LlO9/iZiMLPI2bGXeitXoDBdW06gDJypp1sf5kjRjTUP0/EkqaYQQQggxd0y5cqa0tJSHH36YJ554AofDwc6dO7nvvvtYunTp1YrxqpPKGXGj6W6x8sx/nUStUfHJn67CYJzZOy7kbg8vu9PF914oYXdhDX/Q/pIV6nI8Ki3KbQ9A/vRUtwx1d/Hnb3yececYt37jX5i3fPW0rPeyuF3QUXy+qqbpKMOjGxgY/zwapYlI3ZdQAmPOV9Ukr4WgyRf1K3or+KfX/wmb08aWxC38cMUPcbqdjLnGvJN7DKfL6U3WvMc8p9t5wescYw7GD4yjOBTsKXZscbaLvu7c8mOuyev1cP7t1KA2kBiYODkJE5hMYmAiAbpLq3R5LzWdVn76WhV7KryDEfnr1Hx2bQqfWZOCUX/x+y6uxePO4/Ew4BjAYrPQam3lRPsJDrQdoMPWMWm5tKA01sZ5EzXzw+fLGDZiTrgWjzkhrnVy3E0/h8NBVVUVxcXF1NXVce7ygaIoJCcnk5eXR1ZW1lW/aXNkaJSXfvN3LJVHcDsbYOK8S2vwI3PlGnI3bCE6PfNdky2uIYe33dnxDhj3tmrXJZgI3JyIPl2SNJdLjjkhZpYcc0LMvKtdOTPl5Mw54+PjvPTSSzzyyCO8+uqrpKenc99993HvvfcSHh4+3XFeVZKcETeag09XU7yvlbTFEWz7dO6Mb19OKKBryM5nHj9NR0s9j+p+SqaqBXQm2Pk4pG6Ytu38439/StXRg8Rl5XLPD38ypz54esYcdP7yBOMDEBT5BgHDvwfXO8ZdCU72JmlS1tESlsq9+79Or72XJVFLeHDzg+jV+mmL5/Dhw+zevZvAwEC+8pWvTOlv0+PxMO4Zx+nyJn1MOhMq5cra0V2K4/W9/PjVSs62DAAQFqDnG1vS2bk4Ho168vavl+PO4/FQM1DDgdYDHGg9wNnus7g958fDC9QFsipmFWvi1rA6djXBhuBZjFbcyK6XY06Ia4kcd1eXzWajrKyM4uJiWltbffPVajUZGRnk5eWRnp6ORnN1bpLweDyUvNXGwacLGR8tw+Mqw+Xs9z0fnpjMts9/jciUtHddh2toDOv+FknSTBM55oSYWXLMCTHz5mxy5hyHw8EDDzzAd7/7XcbGxtBqtezcuZOf/vSnREdfG21GJDkjbiSucTePfOcwdpuTW74yn8Scmf+bv9FPKIpbB/jMY6cIsNbzuP6nxNADAZHw0ecgOn/attNaWcbTP/wOKAof+8n/EpmcOm3rng72mn56/lSKolcT/b2lqFROaDl+vrKm7Qx4vOOr9KhUfDwmkhatlgxtMH/e/jimoMRpi2V0dJRf//rX2O12brvtNgoKCqZt3Vebx+PhlZIOfvZ6JU29IwCkhBv5zk2ZbM2O9F1kuF6PuwH7AIcthznQeoDDlsMMOgZ9z6kUFflh+b6qmnnB8+Sii5gx1+sxJ8RcJsfdzOnr66O0tJTi4mJ6enp88w0GA9nZ2eTl5ZGYmIjqCsdOvJiupiFe/2Mpg92j4LEQEtFId1Mh42NjqNQaVu38GEtuvQPlPbYtSZrpIcecEDNLjjkhZt6cG3PmnFOnTvHwww/z1FNPYTQauf/++7nvvvuwWCz84Ac/4IMf/CAnTpyYzliFENOgqaQXu82J0awjPitktsO54fy9qI1vP1dMnquch/W/JJBhCE2Djz0PwUnTth2P281bj/4RgLwNW+ZcYgZg+IgFAOOiSFR6DaCBlPXeCcA+BM1HsdXt5Ysdr9GichPrHOfB5hJMv10K8z8My78I4fOuOJZDhw5ht9uJiIggP3/6EmQzQVEUduRHsyU7kr+eaObXb9ZQ323jc4+fZnFiMN/dnsWixOu3eiTIEMSOlB3sSNmBy+2iuKfYV1VT3V9NUXcRRd1F/KbwN0T6R7Imbg1rY9eyLHoZ/lr/2Q5fCCGEuCaFhISwdu1a1qxZQ0dHByUlJZSUlGC1Wjlz5gxnzpzBZDKRl5dHXl4eUVFR05bwiEgM5J7vLWHf45XUFSr098SSvHgzLvse6s8c5+CTj9BUfIabvvRNTCFhF12HOlBH0K2pmNbFYz3QyvCxdsaarfQ8XCpJGiGEEELMmCknZ375y1/y5z//maqqKrZv385jjz3G9u3bfXfEJCcn89BDD5GZmTntwQohrlzF0XYAMpZHoVLJh42Z4nZ7+MXuKn63r45tqpP8P8Pv0HnGIG4JfPhpME5vBVPZ/jfprK9F5+fHqp33Tuu6p8N4nx17ZR8AxuXvUmVpCMSZupGvNz5HhcpNsM7M7zM/RLjrWWgvgtN/9k7p22DFl7ztzy7jA/Tg4CDHjh0DYPPmzVflDs+ZoNOo+MTKJO5YGMtD++v5v0P1nGrq584Hj3BzbhTf2DT3EnTTTa1SsyBiAQsiFvC1hV+jw9bBgdYDHGw9yPGO43SOdPJc9XM8V/0cOpWOJVFLvMmauLXEm+LffwNCCCGEmERRFKKjo4mOjmbz5s00NTVRUlJCeXk5VquVI0eOcOTIEcLCwsjPzyc3N5eQkCu/QUzvr2XbZ3MpeauNw8/X0FIxSkDIRpbdkc/plx+jubSYx/75K2z93FdIX7ryXdejDtQRdEsKpnVx3jFp3p6kiTcRuDkB/bxgSdIIIYQQ4qqYcnLmwQcf5FOf+hT/9E//RFRU1EWXSUhI4E9/+tMVByeEmF4jQ2M0lfYCkLni2mg7eD0Ydozz9aeK2FPRycfUu/l37aOoPG6YdzPc9TDopvfu/bHREQ499RgAy+/4EMaguVc1YTveDh7QpwWhjbj4/rs9br5/+Pscaz+Gn8aPB7b8nqSwXFj6JWg+Ckd/B5UvQ83r3iky15ukyb0TNJc+Fs2+fftwuVwkJiaSnp4+Xbs4a0wGLfdvy+BjyxP51e5qnj3dwqulHewu72R5uIqlww6ig2+MEvgoYxT3ZNzDPRn34HA5ONlx0ldV0zbcxmHLYQ5bDvPfJ/6bZHMya2O97c8WRC5Aq7oxfkZCCCHEdFGpVCQnJ5OcnMz27dupqamhpKSEqqoqenp62Lt3L3v37iUuLo78/HxycnIwGo2XvT1FUcjfEEdUSiCv/7GUoR47JQcCWfLBf6Hu5F/oaqhj1y9+TN6mbWz4+GfQGgzvui61aXKSxna8nbEWKz1/LkM7kaQxSJJGCCGEENPsisecuR7ImDPiRlG0p5nDz9USmRzIXd9ZPGtx3Eh9Ulv6Rvj0o6eo6hziO7pn+YLqb94nFn4CdvwS1NM/YOrBJx/hxN+fIygymk/84gE0c+xn7HG6aP/JCdwj44Tem43fRcY98ng8/PzUz3m8/HE0iobfbvotq2JXXbiy3jo4/nso/As4veOtEBAJSz8Diz71vhVJnZ2d/P73v8fj8fDpT3+auLi46djFOaWqw8pPX6tkb2UXAEadms+tS+XTa5Lx112dAXvnOo/HQ8NggzdR03aAM51ncE2MbwQQoA1gRcwK1satZXXsasL8Lt4SRYj3ciO91wkxV8hxNzfZ7XYqKiooKSmhoaGBc5cgFEUhNTWV/Px8MjIy0Osv/eaad3KMjrPvsQrqCrsBSMoLws9YSOFrfwOPh+DoWHZ89Z+JTEm7pPW5rGNYD7RiO9aOx+kdk0aSNBeSY06ImSXHnBAzb86OOSOEuLZ4PB4qjnhbmknVzMw4Vt/LF/5yGuvIKP/P78/c6tnnfWL992Ddty+rBdf7Gejs4PTLfwNg3b33zbnEDMDI2R7cI+Oog/QY3mXco0fKHuHx8scB+PdV/37xxAxAaCps/zls+B6cfgSOPwTWdtj7n3DgF1AwMS5N2MUrYt588008Hg9ZWVnXZWIGICPKxMOfXMLBqk6+98xJWmwufrm7mr8ca+IbW+Zx96I4NOprs5Xb5VIUhZSgFFKCUvhk7icZGhviiOUIB1sPcqjtEH32PnY37WZ3024UFHJCc1gb762qyQrJQqXcWD8vIYQQ4koYDAYWLFjAggULsFqtlJaWUlJSgsVioba2ltraWrRaLRkZGeTl5ZGWloZarZ7SNvR+GrZ9NpfS/W0ceq6GxpIBTKFZbL4vm2PPP0h/extP/uv9rNr5MZbcegfK+7SxVZt0BO1IwbQ2zpekcbZY6f1zGdq4AAI3J2LIkCSNEEIIIa6MJGeEuEF0N1vps9hQa1SkL46Y7XCue08cb+KHfy9D5x7lKdMDLHaeAkUNt/wKFn3iqm33wF8exjU+TkLufFIXL7tq27lcHo+H4aMWwDvWjHKRcY9eqnuJX57+JQDfWvQtbk299f1X7BcMq78By78E5X+Do7+F9rNw6mHvdJFxaZqamqiurkZRFDZt2jRt+zhXLU8J4Zt5LohfwC/frKWlb5TvvlDCnw418J2bMtmUGXHDjkMVqAvkpqSbuCnpJtweN6U9pb72ZxV9FZT2llLaW8oDRQ8Q5hfGmljvODUrYlZg1F5+OxYhhBDiRmMymVixYgUrVqygp6eHkpISSkpK6Ovro7S0lNLSUvz8/MjJySEvL4/4+PhLHg9QURTy1scRmXy+zdmRvyksvvW7WCpeoPbkUQ4++QhNxWe46UvfxBTy/pWxk5I0B1uxHW3H2TpM7yOSpBFCCCHElZPkjBA3iMqjHQCkFISh95971RTXC6fLzX/8o5zHjjYRyiAvBP0vifYq0PjB3Y9Axk1XbdstZcXUnDiCoqhY/4nPzMkPiWMtVpxtw6BRMC65cNyyg60H+cHhHwDw8eyP88ncT05tAxod5N8DeXdD0xHvuDRVr7xtXJo8WPElPDl3sHv3bgAWLlxIWNiN0bZKpcD2/Gi2z4/liWPN/L+9NdR2DfOZx04RYdKzLSeKm3OjWJoccsNV05yjUlTkh+eTH57Plxd8me6Rbg62HeRA6wGOWo7SM9rDi7Uv8mLti2hUGhZFLvKNVZNkTprt8IUQQohrRlhYGBs2bGD9+vVYLBaKi4spLS3FZrNx6tQpTp06hdlsJi8vj7y8PCIjIy9pvRGJgdzz/aXse7yCujPdnHipnaT8W9jwyQUc/OufaC4t5rF//gpbP/cV0peuvKR1qk06granYFojSRohhBBCTB9JzghxA3A53VSf9CZnMldKS7Orpd82xpeePMORul4SlE5eMv8Cs70V/ELgo89C3NUb58fj8fDW438CIH/zTYQnJF21bV0J21Fvaz3//HDUxslJwuLuYr61/1uMe8bZkbKDby3+1uVvSFEgaZV36q2DYw9C0RPQWQJ/+zyVr/0frfY1aLUa1q9ffwV7dG3Sa9R8anUydy6K4/f76/jL0Sa6rA4eP9bE48eaCPbXsiU7kptyo1iVFoZeM7XWIteTcP9w7ki/gzvS72DMNcbpztMcaD3AwbaDNA01cbz9OMfbj/PzUz8nwZTA2ri1rIlbw+LIxejUutkOXwghhJjzFEUhNjaW2NhYtm7dSmNjI8XFxVRUVDA4OMihQ4c4dOgQkZGR5OXlkZubS1BQ0HuuU++nYdtn3tbmrLiX3tYgbv7yf3Hixd/TWV/Lrl/8mLyNW9nwic+iNRguKVZfkmZtHNYDbdiOWiYnaTYlYMgMkSSNEEIIIS7JFSdnrFYrNTU1pKamYjabpyMmIcQ0ayzpwWEbxxikJy7z4mN8iCtT02nl04+doql3hCW6Rp7w+x909j4ISoCPvQhhlzb46OXqaWmiq6EOtVbLyns+elW3dblc1jFGir2DtAasjJn0XMNgA19680uMjo+yMmYl/7HyP6ZvXI/QVNjxP75xaVzH/8ie4RwAVowfx7T/B+85Ls31zOyn5Ts3ZfL1zekcqe3ltdIO3ijvoH/EyTOnWnnmVCsBeg0bMyO4OTeKdRnh+Otu3Ps6dGodK2JWsCJmBd/hOzQNNfnan53qPEWztZm/VPyFv1T8BX+NP8ujl7Mufh1rYtcQ7h8+2+ELIYQQc55arSY1NZXU1FRuueUWqqurKS4upqamhs7OTjo7O9mzZw+JiYnk5eWRnZ2Nv7//Rdd1rs1ZVIqZ1/5YylD3KG8+2s7yD36N+Jy3OPWPFyjZ+watFWXs+Oo/E5ly6efr6gAdQduTMa2NnZykebQcbWwAgZslSSOEEEKI93dFV1j27dvHbbfdhtVqxd/fnxdeeIGtW7dOV2xCiGlSMVGtkLE86oYdU+JqerOik689VcSwY5w7Ayv4ufsXqBwjEJUPH30OTJfWguFKVB87DEDS/IX4B87NRLntZAe4POjiTejiTL75XSNdfH735xlwDJATmsOv1v8KrfoqtN7zD4E136RQv4reV17FTxljpecYnDrgHZdm3k3ecWmS1vjGpblR6DVqNmRGsCEzgv9y5XKisY/XSjt4vayDziEHu85a2HXWgkGrYt28cG7KjWJjZiRmvxu7RWJiYCL3Zt/Lvdn3YnPaOGY5xoG2AxxsPUj3aDd7W/ayt2UvAFkhWaQHpxOsDybIEIRZbyZYH+z7em6eVnVj/0yFEEKIc7RaLTk5OeTk5DAyMkJFRQXFxcU0NTX5pldeeYX09HTy8vKYN28eOt2FVavhCSbu+d4S9j1eSd2ZLo680EDy/EV88P583vzTb+hvb+PJf72fVTs/xpJb70C5xDFu4B1JmoNt2I5YcLa9LUmzKQFDliRphBBCCHFxV5Sc+eEPf8jOnTv54Q9/yEMPPcT3v/99Sc4IMcfYBh00l/UBkLVCWppNJ4/Hw+/31/Oz1yvxeOCfI0/zReuvUdzjkLIBdj4OetP7r2ga1Bz3JmfmLVs1I9ubKo/Lg+2YN0lofFvVjHXMyhf2fAGLzUKCKYHfbfod/tqL3/04HcbGxnjrwEEA1m29FUP09olxaV6F6te8U1QerPgy5NzhHcPmBqNRq1iZGsbK1DD+7dYcClsGeL2sg1dL22npG+X1sk5eL+tEq1ZYmRrGzblRbMmOJDRAP9uhzyqj1simxE1sStyE2+Omsq/SV1VT2lNKRV8FFX0V77ueAG0AZr2ZIH0QQYYg79d3Tu+Yb9BcWisWIYQQ4lrl7+/PokWLWLRoEYODg5SWllJcXExnZydVVVVUVVWh0+nIysoiLy+P5ORk1OrzbVm9bc5yKN0fxKHnamg420NPi4GbvvRfnH39MWpOHOHgk4/QVHyGm770TUwhUxuPUB2gI+jmZExrYhk+2Mbw0YkkzWOSpBFCCCHEu7ui5ExlZSUPPPAAsbGxfOMb3+AXv/jFdMUlhJgm1cc78bg9RKWYCYq8ehe9bzR2p4vvvlDCi4VtgIeHkvazreMP3ifzd8IHfjtjF/Z7W5vpbW1GpdaQsmjpjGxzqkbLe3ENjaEyavHP837YdbgcfHXvV6nurybUEMrvt/yeUL/QqxrHsWPHGB4eJigoiMVLloBGA0mroacWjj8IhU9ARwm8+DnY/UNY+hlY/Clv1c0NSKVSWJQYzKLEYL57cybl7UO8VtrBq6Ud1HYNs7+6m/3V3XzvxRKWJodwc24023KiiDLf2MkClaIiOzSb7NBsPj//8/SO9nKs/Rgdtg4GHAPnJ7v366BjkMGxQdweN8POYYadw7QNt13y9gxqg7cCxxA8qSInSB/kmxekD5o036g1ygUiIYQQ1ySz2cyqVatYtWoVXV1dlJSUUFJSwsDAAGfPnuXs2bMYjUZyc3PJy8sjNjYWRVEu2ubslQdqWH77R0kqWMi+R/9Ic2kxj/3zV9j6ua+QvnTllGNTB+gw35xMwMWSNDFGAjcnSpJGCCGEED5XlJwZHR319Xf19/fHbrdPS1BCiOnh8XionKhWyFwRNcvRXD+6hux85vHTnG0ZQKvy8FLqLjJbnvY+ueprsOnfYArtEK5U9UTVTGJ+AQZjwIxtdypsRy0AGJdGoWhUuNwuvnvwu5zqPIVRa+TBzQ8Sb4q/ujHYbBw+7P1Zbdy4EY3mbW+BYWmw4xew4ftw+s9w/A8w3AF7/wMO/A8UfGRiXJqrO3bQXKYoCjkxZnJizHxrawa1XVZeL+vk1dJ2StuGOFbfx7H6Pn64q4wFCUHclBPFzbnRJIRKUjjUL5QdKTvecxm3x411zMqAY4B+ez+DjkH6Hd6vb5/3zuTOuGccu8uOfcRO50jnJcekUWkuqMg5l+B5t3kmnWn6xoISQgghpkFERASbNm1i48aNtLS0UFJSQmlpKTabjePHj3P8+HFCQkLIy8sjLy+PsLCwC9ucPV9HUn4MO3/4C/b83//SWV/Lrl/8mLyNW9nwic+iNUz9phNfkmZtHMMHWxk+YsFpsZ1P0mxKxJAtSRohhBDiRjfl5MxvfvMb3+Px8XEeeeQRwsLCGB8fn9bAhBBXrqvJSp/FhlqrIm3x1R/35EZQ1DLA5x4/ReeQgwiDm1fjHyO05Q1AgZv+G5Z/fsZjqjk2t1uaOTttOOoHQQHjsmg8Hg8/OfETdjftRqvS8usNvyYrNOuqx3Hw4EEcDgdRUVHk5uZefCH/EFjzLVjxFSh7AY7+1ltJc+pP3mnezRPj0qy+4caleae0CBNpESa+tCGNlr4RXi/r4LXSDk4391PYPEBh8wA/ebWSrOhAbs6N4qbcKNIjAuQixLtQKSrMejNmvZnEwMRLeo3H48HmtE1O2LytIuft06BjkH57PwOOARwuB+PucXpGe+gZ7bnkGE1aE5sSN7EjZQdLIpegVqnf/0VCCCHEDFAUhYSEBBISErjpppuoq6ujpKSEyspK+vr62L9/P/v37yc6Opr8/HxycnLY9pkcyg4EcfDZGhqLe+htHWbTp/4/6k6+xMldz1Oy9w1aK8rY8dV/JjLl8m7QURu1mG9KJmDNuSRNuzdJ87gkaYQQQghxGcmZX/3qV77HUVFRPP74477vExISpicqIcS0qDzqrZpJKQhH73dFhXI3vMFRJ7/aXc1jRxtxe2BBuIe/BvwaQ8tJUOvgjj9Azu0zHlefpY3u5kZUajWpS5bP+PYvxfDE36FfdiiaID0PnX2Ip6ueRkHhJ2t+wrLoZVc9hv7+fk6cOAHA5s2bUb1fZZNGB/M/5G1R13gQjj4A1a+en6LyvUmaG3RcmneKD/Hn02tS+PSaFLqG7N5ETVkHx+r7qGgfoqJ9iF/uriYl3OirqMmNDZQLEVdIURQCdAEE6AKIM8Vd8utGx0cvWpFzrlLnYlU6NqcNq9PK32r/xt9q/0aEXwQ3Jd/EjpQdZIVkye9SCCHEnKFWq5k3bx7z5s3D4XBQVVVFSUkJtbW1tLe3097ezuuvv05ycjL5+fnc+vU89j1aw1D3KLt+VcyKOzZy178u4LXf/ZL+9jae/Nf7WbXzYyy59Q6Uy6yOn5ykaTtfSfN4OdpoI4GbEzBkh8r7qRBCCHGDmfLV2oaGhqsRhxBimo07XdSc9La4yVoZPcvRXLs8Hg8vnGnjJ69W0DM8BsC9WSr+begHqNurQW+GDz/praSYBTUTLc3ic/LxCzDNSgzvxW0fZ+SM9+/QuDKG56qf47dFvwXgX5b+C9uSts1IHPv27cPtdpOSkkJa2hTufFQUSF7rnXpq4NiDUPQkdBSfH5dm2Wch64MQmnrDV9MARAQauHdFEveuSKLPNsaeik5eK+3gUE0P9d02HnirjgfeqiM2yI+bJipqFiUEo1LJz26m+Gn88NP4EWW89HaXTpeT4p5iXq5/mdcbX6drtIvHyh/jsfLHSDYnsyN5B9tTtl/19oRCCCHEVOj1evLz88nPz8dms1FWVkZJSQktLS00NDTQ0NCAWq0mLSud4PBg+srVHH6ulqT8MHb+2y858JeHqDlxhINPPkJT8Rlu+uI3MYWGXXY83iRNkndMmkNtDB+24Gy30ft4hTdJs2kiSSPnRUIIIcQNYcrJmX//93/n/vvv9401I4SYmxqLe3GMjBMQrCc2I3i2w7kmlVuG+OGuUk429gOQEm7kf9ZoWXjwPrC2gykGPvYcRObMWoznxpuZt3xutjSzne7EM+ZGE+HPEc0Z/uPwfwDwmbzP8JGsj8xIDO3t7RQXFwPeqpnLFpYOt/wSNv4rnHoYTvzROy7Nm//unYzhkLACEldCwnKIzAP1DVqx5nZDbw0hLSe4x3KCe0YLGU8LojjkJh4fKuC16mHaBkb506EG/nSogXCTnq3ZkdycG82ylBC0ahnXZK7RqrUsilzEoshFfHfpdznYdpCX619mf+t+GgYb+G3Rb/lt0W8pCC9gR8oOtiVtI9gg7z1CCCHmDqPRyNKlS1m6dCn9/f2UlJRQUlJCd3c3VdWVAGjjdGiGQ6iu7Kf710Nsu++LJBUsYt+jf6C5tJjH/vnLbP3cV0lftvKKYlEbtZi3JRGw+h1Jmr9IkkYIIYS4kUz5qtGPfvQjPv/5z0tyRog5ruKIt5VUxvIouSN9iobsTn75xvkWZn5aNV/dlM6n41rRPvshcAxBeCZ87HkwX3oroek20NlBV0MdiqIibcmKWYvj3XjcHmwTLc3681x8++C3cXvc3J52O19Z8JUZi2PPnj0A5ObmEhMTc+Ur9A+BtffDyq96x6U58zi0ngRbN1Ts8k4AOhPEL4GElZC4AmIXgdbvyrc/F40OQNtp78+h5QS0nQL74KRFNMDCpoMs1Prz84IPUBhyM3/tTGB3ZTfdVgdPHG/miePNBPlr2ZwVyU05UaxOD8OglXFN5hqtWsvGhI1sTNjI8Ngwe5r38HL9y5zoOEFRdxFF3UX89MRPWRm7kh3JO1gfvx5/rZw3CiGEmDuCg4NZu3Yta9asoaOjg5KSEkpLSxkaGsJp6GDU0IHVVcXjD1WydOVCPvbj/+XV3/2Czvpadv3yx+Rt3MqGT3wWrcFwRXG8Z5Im6m3tzuTznBBCCHFdmnJyxuPxXI04hBDTyDbgoKW8F4DM5dLS7FJ5PB5eLGzjx69U0jPsAGBHXjTf35FFTNPf4ckvg9vpvdj+4SfBb3bvCj/f0iwX/0DzrMZyMY66AcZ7RvHoFL7U+W0cLgfr4tbxgxU/mLF+2vX19dTV1aFSqdi4ceP0rvzcuDTzPwTjDmg7A81HJ6bj4BiEur3eCbxjE8UsOF9dE78M/IKmN6aZ4HZDT5U3CdN60jt1VwHvOD/Q+EHsQohb4k1M9VTD2b9Cby2akqdYwlMsMSfgWr2TU0Hb+FuznjfKOum1jfHc6VaeO92KUadm40SiZn1GOEb9DVqJNIcF6AK4Le02bku7je6Rbl5teJWXG16mvLecA60HONB6AD+NH5sSNrEjZQfLo5ejUcnvUQghxNygKArR0dFER0ezefNmmpqaKCkpobysHLvDzoh/K28VtXKsxMTiDbcQltFA2Wu7KNn7Bq0VZez46j8TmTKFlrnv4oIkzRELzg5J0gghhBDXu8v6dPw///M/BAQEXPS5H/zgB1cUkBDiylUd78DjgehUM0GRcrfypahoH+IHf39bC7MwIz/6YA5r0sJg/0/hrZ94F8y+DW5/CLRXdpfcdDjX0ix92eyMd/N+ho9YANhjPka3q5f54fP5+bqfz9iFWbfbze7duwFYvHgxISEhV29jGr23OiZxooLJ7YKucmg6Cs1HvF+HO6DluHc6/L+A4m2JlzDxuoSVEDgHk6mj/dB6GlpPTFTFnPZWj71TcBLELYX4pRC3GCJzQa2dvMyab3mTOUVPQOmLMNiM+tDPWcbPWZawgv+6+cOcDljHy9U2XivtoGPIzktnLbx01oJeo2JZSigmgwaVoqBWQKUoqFQKakVBpZr4XlFQq5SJx3gfqyYeKwrKxPNqlYIyMe/8ephY9tx6Jq9TmVjf29ejmnjN+fWAQasmKyoQP92NVfUT7h/Ox3M+zsdzPk79YD2v1L/Cy/Uv0zrcyj/q/8E/6v9BiCGEm5JuYkfKDvLC8i4rUWt3ujjbMsCJhj7G3R4+tDSeaPN1WpUmhBBixqhUKpKTk0lOTmb79u3U1NRweN8JWjubsLusHDpyCIDwlVtwNFbT29HKk/96P6t2fowlt96BorrytqznkjSmNbFYz1XS+JI0/pg2JeKXI0kaIYQQ4npxWVfIDh8+jE6nu2C+oiiSnBFilnk8HionWkllrpyDF3rnmCG7k1/truaxo0243B78tGq+simN+1Yno8cFf/uC925/gFVfh00/hGn44HWlhrq76KitBkUhfenca2k23mfHXtkHwDOm10gxp/C7Tb/DTzNzF1DLy8tpb29Hp9Oxdu3aGdsuACo1ROV5p2WfBY8H+hsmJ2v66qCz1Dud/KP3dcFJ59ugJayE0FSYoSojwJtU6q6aSMSc9H7tqb5wOa0/xCz0tm2LW+qtjgkIf//1K4o3eRO/FG76b6h82Xt81e2F5qOomo+yROPHkqxb+cHdH+asdhmvVXTzWmkHTb0jHKjunv59vkq0aoXcWDNLk0JYkhTC4qRggvwvPHe6XqWYU/jygi/zpYIvcbb7LC/Xv8zrja/TZ+/jyconebLySRJMCexI2cGOlB0kBiYC4HG7GWtswtnWhv/CBaiMRkbGxjnd1M+Jhj6ON/RR1DLA2Ljbt60H36pj55J4vrA+lZggSdIIIYS4chqNhqysLLKysmir7eHvj71Fv7MVp26A7r4+CAyDwDDUw4Ps/ccu6orOcMuXv4kpNGxatq/y12LemoRp9duTNCP0PXEuSZOAX06YJGmEEEKIa9xlJWdefPFFIiIipjsWIcQ06Gwcor9jBI1WRdpCOU7fjcfj4W9FbfzXy+dbmG3Pi+L7O7KJDfLzVgs8fS80HgRF7R0IftEnZzfot6k5cQSAuMwcjEFzb9DtgaMt4IEzxgrGgj38ectDmPUz13ptfHycN998E4CVK1e+a7XnjFEUCEnxTgs+6p1n7TzfBq3piDdJ09/onc4+6V3GGAEJy71t0BJWeJM9qmmsxhjpg9ZTE+3JTngrZMasFy4XkjKRhFnsTaxE5ID6CiugtH6Qd5d3GmqH4qeh6EnoqcJ1+llGXt1FRnAIBZvu5l8++TEqx6M43dTPuMuN2wNujweX2+N77HZ7cE18dXvwPj433z2xzMTkcjOxnPc1Hg+43Ocev22959bpedvy7nPr8b7GM7EOlxvfawdGnXRbHRQ2D1DYPMBDB+oByIg0sSQ5mCVJISxNDrkhqj0URaEgooCCiAK+vfTbHLUc5eX6l9nXso9mazOPHXuAIy/+jlX9ESzo9ieorhvPkPdv0Gnw50TGSh6LWEyzcfLFrnCTnqXJIXQPOTjR2Mfjx5p4+mQL9yyJ44vr0yRJI4QQYtrEpoXx6e/exr4nKqk604LD0AMhfdjG+3EFmHEFmKlyuWj87x+zfM1a1my/BY1meirF3z1JU4km0p/AzZKkEUIIIa5l0vRbiOtM5dEOAFIWhqPzk0P8Yio7hvjB38o40eit7EgJM/JvH8hh7byJO//7G+GJu70VAzoT3PMIpG2etXgvpvrYuZZmq2Y5kgs5HQ76jzXhh57d4cd5aPNDRBmjZjSGM2fO0N/fj9FoZMWKuVdZBIApEnJu804A9kFvtcq5ypq202Drgopd3gm8f4/xS89X1sQuuvQWe24XgaPNqM48Au2F3hZlvTUXLqc1eseKiZ+oiIlbAsbpuQv0XQVGM551L9a2GKzHn8d2pgRc3jFslFeexj/8ccLTI7hz8wcw7Pg8SkDo1Y3nCnk8Hlr6RjnR2MfJhj5ONvZR32OjqtNKVaeVvxxrBiAu2M9bWZPsra5JDTfO2HhMs0HjUbHUFkle+yK+VAL9p4+ha+maeNb73uUBHBoFq85A2MgIq87uYRV7KInNpm39DqK3bGRZWjhJof6+n9XRul7+d081xxv6+MuxZm+SZnE8X9yQ5k22CyGEEFdI56dh6305xM4L5tAzNbhaYwkOGSdqiZvaxnIGBodwGAPZf6aIw4VnyS8oYH5BAfHx8aimoep+UpLmsIXhQ22Md74tSbMpAb9cSdIIIYQQ15opX7ldt27dRVuaCSFm37jTRc3JTgAyV0hLs3casjv53901PHq00dfC7Msb0/j0mmT0molqhNbT8NedYOuGwFj4yDMQlTu7gb+Dta8HS3UFAOnL5lbiwePx8PQLf2a9M4cubR//9MEvkhZ85YOkToXD4WD//v2A9z1Lr9fP6PYvm8EM6Zu9E4DTDpbC88maluPesV7q3vROAGqdt73Yueqa+GXgF+R9bqTPWxHTcgJaT6BpO82GMRtUvmO7IannEzHxSyE868qrYi6Rs60N6549DO3ezejpM972bxN0iQm4BvpwDQ5j6zBg6xii++BfUP3nY/inhmJcsxH/Wz6Gfl7GnEtoKIpCQqg/CaH+3LUoDoBuq4NTjX3ehE1jH+WWIVr7R2ntb+OFwjYAQo06Fiedr6zJjg5Eo579NoqXa7y3l9GzxYyePctoURH2khLcIyO+58+dTbYZQ6iOMlIbP0Jt0gDNEeBWjTG/Qc9dZwNIr+ojr62cvCfK0R54isCPfAT3HbejNnur8VakhrIidQVH63r59ZvVHKvv44njzTxzqoW7FsXzpQ2pxAXL+GtCCCGujKIo5K6NJTI5kNf/WMpg1ygtuxXW3nYnYRkedr/4Aq09vYxrtJwpLORMYSFms5m8vDzy8vKIjIy84hhU/lrMWxIxrYqZnKR5UpI0Qvz/7J13eBzV1YffrdrV7qr3XtwtudtyA/du0wwmmNCbIZAESAIkhEBICIQAH70GQygG03HFvfcqS7Ykq9jqddVW23fn+2Nl2bLkrmrf93nmmd2ZO3PP7O7duXN/95wjEAgE3RGZJJ0yEnKFUldXh6+vL5WVlQQGdu3ZuALB2Ti6p4xVH6WjD/Di9n+M7rKdcofDwfLly5k5cyYqlercB1wikiTx04Fi/rn8CBX1nhBmM5LCeHp2v+azqo8sge/uA6fFEz5q/mLwiWh3+y6UfSuWsP6T94no1Zdbnn+5s81pxht73yB5SSA9rTFUjHQx+LrxHW7D+vXr2bhxIwEBAfzmN79BobhMkrK7XVCWfjIMWv52MJWdVkgGof3BYfHktDkNp1yDPGYE8hN5X6KGg3dAx9iPpy3ac3KoX7OG+lWrsR4+3Gy/JikJw+TJGKZMxisxEUmSsB09innjGhrWLcWcnofb3vycCoMXuhHD8R43Bd3Ikaiio7ucWNMa9VYH+/Jr2J3nEWxOz6MCoFMrGBLr3+RdMyjaD42qa/6eJbsda2YWlgMHPGLMwYM4CgpalLOoNGT4RZPhH0NGQCyZ/jHUeunpHWpgRHwAiZEWKqUdbCxaxbG6YwCEVkvMOahm/EEXarPnByDTavGdMwf/W29F07tXszp25lbx+tqjbMupAkApl3HTME+4s+iAjhNpOvpeJxAIRLsTdBx2i5MNX2RwdI/HAzQuOZBJd/SjNO8wP3/0DnUyFU6DP5zSDw0JCWHAgAEkJSXh5+fXJna4zY4mkUayuQA6VKQRbU4g6FhEmxMIOp6qqiqCgoKora3Fx8enzc9/weLMjTfeyLBhw3jyySebbX/55ZfZtWsX33zzTZsa2BEIcUZwubDkjQPkHzYybGYcKdckdLY5Z6QjOxSZpfX89ac0duV5QpjFN4YwG9frlOTlkgQ73oFf/gJI0HMq3PgxeBna1baL5etnn6TwSBrjb7+XobOu62xzmvjyyJf8sHERrx37E26FROSfR6HQdWyH0WQy8frrr+NwOLjpppvo379/h9bfoUgSGHMbxZrtHg8bY27zMoE9G0WYYTjChrB8Tx4zZ83u0I68JElY09KoX7Wa+jVrsOflndwpl+M9dCiGKZMxTJqEKjLy7OdyOLBu/pmGZV9g3p+GuUyG5GruWaIMC0U3egy6kSl4p6SgaoNZqh2BzeniUGFtUyi0Pcerqbc6m5VRKWQMiPJr9KzxZ2hsAL7aznkoc5SWYjlwsEmIsaanI9lsLcoV+YaR5hvDkYBYMgJiKDCEglxOvwgfUuIDGdEY0i1A19wrW5IkDlcdZmnuUlYeW0mlpRIvu8TYwxJz9imIKHM0lfUePhz/W2/FMGkislN+27vyjLy+Nout2SdFmrlDovjNhB7EBLa/SCMengWCjke0O0FHIkkSh7cUs/nro7icbvT+Xky7LwnfEDmrP3iTrF3bcer9UEXFY5YrcblPTsKIiYkhOTmZ/v374+196fekJpFmaxGS9RSRZmIM2uT2E2lEmxMIOhbR5gSCjqfLiTPBwcGsW7eO5OTkZtsPHTrE5MmTKSs7fRZv10eIM4LLAVO1jf/9eSuSBL9+fiS+wV03hEtHdCjqrQ7+b81RPtnmCWGmUcl5ZGLP5iHMAFxOWPkk7P7Q837YPTDj3x0W1ulCaaip5r0Ft4Mkcd/bH+MTFNLZJgHwy7Ff+OPGP/KHojuYWDcC76GhBNzU69wHtjHLli1j9+7dREREcN9993ULD4o2pb4MCneBwguihjXziunIjrzkdGLeu4/61aupX7sWZ0lJ0z6ZSoX36FH4TJmCfuJElAEX6bnjtOM+vAzr8oU07DlAQ6kSS5UapObfuTo+Ht2okXinjMR7xHCU/v6XcmkdhsstkVlaz+4TodDyjJTXNxc/ZDKaPE5OhEIL9TnPHEQXgNtqxXr4cDMxxlla2qKcRasn0z+GVJ9oMgJiyfKLpkGtRSmXMSDKlxHxgaQkBDA01h8fzfn/Bl1uFztLd7Isdxlr89fSYDfRtwCm73UzIktC0TjWpQwNxf+WX+F3000oT+nP7Tlm5PW1R9l8tBIAhVzG3CGRPDyhZ7uKNOLhWSDoeES7E3QGFQX1TWHO5HIZI69LZOCkKNI3rmHdJ+/jtNlQ633oMeM6ykxmjh071nSsXC6nR48eJCcn07t370sOIe+2ODFtLaJ+yykiTUijJ007iDSizQkEHYtocwJBx9Pe4swFjz6aTKZWOwwqlYq6uro2MUogEFw4mTtLkCQI7+HbpYWZ9kaSJH4+WMw/lp0MYTa9fxhPz+7bMueAzQTf3QNZKwEZTH0eRj3sGfHsohzdtR0kibAevbqMMLOrZBdPbX4KX6eecfXDANB3Qs6jqqoq9u7dC8CUKVOuPGEGwBAKfed0StVum42G7dupX70a09p1uGpqmvbJvL3RX301himT0Y8bh0Kvv/QKlWrkA67He8D1eJsqCD70De49X2BOO4q5TE1DuRdWowp7Xh72vDyqv1wEMhleffqgGzkS3cgUtEOHodDrLt2WtkaSUNjr6KcqpV9oMXd4lyJFFVNfkU9FnZn9jlhWVkeyvjqQjNJ6Mkrr+d/24wDEBHg3edYMjwsgPkh3QW1BkiQchYXNvWIyMsDhaF5OLqc8OJqDhqgmMaZIFwQyGWqlnMHRftyTEEhKfACDY/zwVl+84K2QKxgdMZrREaP5q/OvbCjcwLLcZbwZtwWfGgdT9ruZdEDCr6yMiv97nYq338F35gz8b70V7YABDIsL4LN7Uth73Mj/rfGINIv3FPLdviJuGBzJwxN7EBvYBX8HAoFAIOgWBEcbmPfn4Wz43BPmbNv32RQfrWbSHROI7NOf5W++TFluNoe/+R/JE6cy56GHyDh6lEOHDlFaWkpWVhZZWVmo1Wr69OlDcnIyCQkJFxWaV65V4jM5Fv2YyCaRxlluxrgoA+VabaNIE9xlw18LBAKBQHClccFPyklJSXz99dc888wzzbZ/9dVX9OvXr80MEwgE548kSWRs98xi7ju64wfFuwpldVZ+99V+duR6QpjFBXrz7DX9Gd+7FRGjrgS+nAelqaDUwA0fQL9rO9jiC+fozi0A9Bo5tpMt8XC46jC/W/87HG4HD/MACkmOOsaAOqrjQ8KtW7cOt9tNjx49iI+P7/D6r0RcpgYaNm/yCDIbNjZL9q7w9UU/cSKGKVPQjR6FXNP2Hh1N6INh1EPIRz2EvvQQ+gOLIPVrXDWlmMu9aChTYzb6YqtyYTtyBNuRIxgXLgSFAm1yMt4jU9CNHIV28CDkXl7tZyeA0w6mUs9/UH3jUlcM9aWnvC8BR0Ozw2SAT+OSCNwISHot1b59yVT0ZHNDDMuNERwzhpBvNPPdvkIAgvReDI/zb/Ks6Rvug+KUARmXqQFrWppHiGnMF+MyGluYbfPx41hoArs1EaT6RpPlF4VN6fmsvNUKhsb6c0t8ACkJgQyI8m3uodiGaJQapsdNZ3rcdGqsNaw6voplPZbx3Zi9jMqQmLbXTa9iB7U//UztTz/jldSfwNtuwzBjBkNjT4g01byx9igbsyr4Zm8h3+8v4rpBkTwysQdxQUKkEQgEAsGFo9YomXJPfyJ7+7P566McO1TF1//cxbT7krjl+ZfZtvgLdv38HYfWraLwSDozH/kDY8YsoLy8nEOHDnHo0CFqampITU0lNTUVb29vkpKSSE5OJioq6oInHbUUaYpxllswLspEuTZfiDQCgUAgEHQRLjis2c8//8zcuXOZP38+EydOBGDt2rUsWrSIb775huuuu6497GxXRFgzQXenNLeW7/69F6Vazl3/Hota0zVDcp2gPVxxS2otzP9wJ3mVDWhUch6e0IP7rk5ofYCwLB2+mAd1heAdBLd8BdHD28SO9sRcV8t799+GJLm5982P8A0J61R7jlQd4d5V91Jnr2NE8HCeP3A/7joH/jf3Rje4Y716ioqK+PBDT2i6BQsWEBbWuZ9NV6St2p2zuhrTuvXUr15Nw7ZtSHZ70z5laCiGSZMwTJ2C97BhyJSd+F/kckD2GjjwBWSuBLcDp0VOQ4U3Zms8DUXgKKtqdohMrUY7ZAi6kSnoRo5Ek5R0/tfgdoPFeIrQUtxcgDkhupgrz/8avHzBJxwMYWCI8Lx2u6B4v2extfRYdqj9KPDuyz5HPKtqI9nnTKASX8/1SW562Y1MpoLB9YWEFWWjOJ7nsf0UJKWS2qgEMvxj2KIO55BvNOVa/yavQh+NkhHxAY1LIP0jfFAp5C1s6UiKTEWsyFvBstxlSIePMn2vm09m9rwAAQAASURBVNFHJFSeiC64/QwE3XwLAbfcgqrx/2F/fjWvrz3KhswKAOQyuG5wJI9M7El8G4g0IuyEQNDxiHYn6ApUFtbzy4fp1JSZkctlpFyXwODJMRQcPsSKt1/BZKxCrlAw5ubbGD7nBmRyOZIkUVBQwKFDh0hPT8d8yoQXf39/kpOTSU5OJjg4+Cw1nxm31YlpazH1m4uQGnPaKYMbPWkGXLxII9qcQNCxiDYnEHQ8XS7nDHhi+r/wwgscOHAArVbLgAED+Nvf/sa4cePa3MCOQIgzgu7O+i8yOLy5mN4jw5h8Z9f3YGvrDkVhtZn5H+4k32gm0k/LF/emnHn2c/ZaWHwH2Os9ydJv/QYCuoeXReralaz+4C1CE3rw63/9X6fakmnM5J5V91Brq2Vg8EDeCH8R89d5yHUqwp8agUzZcQO1kiTx6aefcuzYMQYMGMANN9zQYXV3Jy6l3TlKS6lfs5b61asx797dbDBfFRuDz9SpGCZPRpOcjEzeuYP0rWI2wqFvPUJNyYGmzXZXEGbFCBoq9TQczMBV0Vw4ket0eA8bhvfwwej6J+AVokbWUNZcgKk/xQvG7eC8UKhPCi6GMPCJaC7AGBoFGfWZBQLJbsddcgR33i6k/P24C9Nwlx5Fsjtxu2S4nXIkpwy3S4bZ6UN1lTdSuQOVw9niXDWGAGrje5PmF8sGeQiZhnAcipO/kUCdukmMSYkPpHeYoZn3TVdCkiSyqrNYlruMjYd+ZuCOCqbscxNU79nvlsuQXz2SmLsW4D1iODKZjAMFNby+Jov1p4g01w7yhDtLDL74EHzi4Vkg6HhEuxN0FexWJxu+yOTobk9O3tjkQCbf0Q8JK6s/eJOjO7cBEN1/ADN+8xiGwKCmY10uF7m5uaSmppKRkYHjlNCi4eHhJCcnk5SUdFEDRK2JNKpIPYG39UPpd+Hew6LNCQQdi2hzAkHH0+VyzgDMmjWLWbNmtbUtAoHgInDaXWQ3dvr7dEKej86mwGjmVx/soKjGQkyAN1/el9Iyt8wJ9n4KSx8FyQWxY+Hmz5olTO/qZO3YCkDPlDGdasfR6qPct+o+am21JAcl8+7kd7F+kgeAbkRYhwozADk5ORw7dgyFQsGECRM6tO7LGVteHvWr11C/Zg3W1NRm+7z69sUwZTKGyZPx6tmz6+f38Q6AlPs9S9lhOPglpC5GbSpDzXL8gkC6pT92/+toOFyA+fBxGnKMuBsaMG3ciGnjRgAUahfeoXZ0ITa8Q22oDa6WKap0wWAIR9KF4fYKxq0OQlIF4Fb54ZbrkeR63G4lbqsNt8WMZLHgrrY2vs7GbUnDbbE0vrd6XlstSGZL42srktmM5GhNCPI740egxAKATOFGE+DAFaLlmH84O3x6sN2rP5lSDI7GbmGYj4aUhBNiTACJwfqu/x03IpPJ6B3Qm94Bvfn90N+zd8Zelh9dQuWq5Vy900xSvgQbtpO/YTvVkT4UTE3CPHEY14wNY9wgL1YcNLEr284PBxz8dKCIawZG8PDEnvQIaYM8SQKBQCC4YlBrlEy5ux+RvfzY/PVRjjeGOZt6bxJzHn2KtPWrWffJ+xSkp/K/Pz7M1Ad+S8+U0QAoFAp69uxJz549sdvtZGZmkpqaSk5ODiUlJZSUlLBq1SoGDx7MjBkzWs0JfCbkGiU+k2LQj4loEmkcRSbK395P4G398Ipp+0EngUAgEAgEZ6Zrxz4SCATnJPdgBXarC0Oghsiefp1tTodyvKqBWz7YQXGtlbhAbxbdP5JwX23Lgm43rHsetrzqeT/gZrjmTVC2c26JNsRSX0d+2kEAejU+uHUG2dXZ3LvqXqpt1fQP7M97U95DY5RTm1sLctCldKxA6Ha7Wb16NQAjRozA39+/Q+u/nJAkCduRI9StXo1pzRpsR7NP7pTJ0A4ejGHKFAxTJqOOiuo8Qy+V0H4w9R8w6VnIWdcY9mw5svJ0vMrT8VJAQDJI/cFao8JcrqahzAtzhRcuu4L6Ai31BZ7/GaW/HlVIIG6nhGR34bY7cFusuC214LiA8GWXglyOXKtFptUib1xkWg1yrbfnvVqBXGbFKxC0+io0rgxkJk+OskQKmcRuAJwyNTW+ffGKGYY+cQSyyFgIiIau6Al1nshlcoaHDWd42HDso59mc+Fmvtm8iIBlOxiT5sK/qA7/hdswLdrG+gEyVg2RU+YvQ9/Tc7zk8mJ1vZ5V3+kI1QcxODKKOL9QArWBBGgCmi1+Xn4o5O2TZ0cgEAgE3ROZTEb/qyIJjfdpCnP2wyv7GHldAoMnTyGyT3+Wv/kfynKP8vOrL5A8cSoT7rgf1Sl5+tRqdVNIs4aGBg4fPkxqaioFBQXs37+foqIibr755guOAHJCpPEeHELV/9JxlJqp+CCVgBt74T2oY8MTCwQCgUBwJXNe4kxMTAybN28mNjYWf3//s86eNLaSRFYgELQfGdtKAOgzMuyKSuiYV+kRZkrrrCQE6Vh0/0hCfVpJOO6wwo8PQvr3nvfjnoDxT9FyunvXJmfPTiS3m+DYePzDIzvFhtyaXO5ZdQ9Gq5G+AX15f8r7+Kh9qN5+FABtv8CLCodwKRw6dIiysjK8vLy46qqrOrTuywXJ7aZu6VIq3nobR37+yR1KJbqUFI8gM2kiyouMcd5lUSih11TPYjZ6/iOOb/d42RjCkRnC0fqEozVEEGgIQ1JosRw6RMOOHZh37MSyfz/OahPOatPZ6zmXeKLVNO7zbvG65XEnX594L1OrL9yrpb4MivdB0d7GZR9Kaw1BNQeh5iCk/tdTzssXIgdD5FDPEjHEE3atG6JWqJkUO4lJsZOom1fH9ozVSMvWEbRiD/ryOubskpi920V6Lw3LBrvZF+cChQ2ZwgbqKird+awu2AcFrZ9fhgx/jT8BmgACNR7xxk/tR4W1Amu2lWBd8Ml92gC8ld7dxhtJIBAIBJdGUJSBm54a1hTmbPv3ORRn1TDpzr7c8vy/2bb4C3b9/B2H1q2i8Eg6Mx/5A2GJPVucR6fTMXz4cIYPH05eXh7ffvst5eXlfPDBB1x33XX07dv3gm1TBmgIfnAgxkWZWDOMGL/KxFFuxmdy7BX1bCkQCAQCQWdxXuLMiy++SFCQJwbqa6+9Jh4mBYIuQr3RSkFGNQC9R3bPAbOLIbvcxPwPd1Beb6NHiJ4v70shxNCKMNNQBV/Nh4IdIFd6vGUGze94g9uArJ2ekGa9OimkWV5tXpMw0yegDx9O/RBfL1/cVifm/eUA6EZFdKhNTqeTdevWATB27Fi8vc8Qzk5wRsy7d1P20r+xpqUBINNo0F91FYYpk9GPG4fC17eTLewgvANg+L2e5QzIAO8hQ/AeMgQeegi31YrlwAFcdXVtL560N4ZQ6D3DswBIEhhzoahRsCneByUHwVYLuRs8S9OxERA5pHEZChGDQdO9fic+ah+mDZgLA+YiPeGmYfNmjF98QcOmzSRlWknKBGVsNLK5s6ifPIwDtVX8mJrJkYoSZAoTMmUDQb52DDobDY4aamw1SEgYrUaMViPZZDerb82uNS1s8FJ4tfC+CdCeFHZOiDgBmgD8Nf6o5CKmuEAgEHRnmoU5W3yU42lVLP7nbqbe05+r5t9J7IAhrHj7FapLilj01z8w5ubbGD7nhjPm8ouPj+eBBx7gm2++oaCggK+//prRo0czadIkFIoL8+SUeykJvL0ftSuPYdpUSP26ApwVFvxv6oVcLbxCBQKBQCBoT85LnJk//+Rg5p133tletggEggskc2cpSBDR0w/f4FbCeV2GZJXVM//DnVSabPQONfDFfSkE6Vvx1qjKgS9u9Aw4evl68sskjOt4g9sAa4OJ46kHAOg5suPFmeN1x7nnl3uotFTSy78XH07xCDMADXvLkOxulCHeeCV07ADt7t27qa2txWAwkJKS0qF1d3fsx45R/sor1K/2DBrLdToC77+fgNt+jVyIXOeFXKNBN3JkZ5vRNshkEJjoWQbc5NnmckD54SbPGor2QcURqC+GjGLIWHry+MCeJ71rIodCWFK3CRspk8vRjxuHftw47MeOUb1oETXffY/zeAG8+h7a97yZfu01zJ8/n2xdCG+sPcov6WUUFnk+tpnJ4fxmSjwh/i6qLFVNAo3RaqSioYLU7FR0wTpqbDVUWT37LU4LNpeNkoYSShpKzstOH7VPk4hzeli1YG0wobpQwnRhBGgCkMu6byi6ywWH20G5uZzShtLmi7kUX7UvV0VdxZiIMejVIpeRQHAlcTLMmS+/fJjmCXP26n5GXpvA4CnJ3P7yW6z+4E2O7tzG5i8/4djBfcz4zWMYAoNaPZ+Pjw933nkna9asYfv27Wzbto2ioiJuvPFGDAbDhdkml+E3Mx5ViJbqH7KxHKrEabQSdHs/FL7d454uEAgEAkF3RCZJknQhBxw/fpzY2NgW2x0OB3/961958cUX28y4jqKurg5fX18qKysvOFarQNBZSJLEF3/bQW25hYm396Xv6O7jOeNwOFi+fDkzZ85EpTr/2cAZpXXc+uFOqhrs9A334Yt7UwjQtZIAM38HLLoFLEbwjYFbv4GQPm14BR3L4U3rWPH2qwRGxXDnK+90aN35dfnc9ctdlJvL6eHXg/9O+y8BmgAAJLdE2at7cVZa8LsuEf3IjvOcsVqtvP7661gsFubMmcPQoUM7rO7uisPhYOW33zI0J4far74GpxPkcvzm3UTwww+jDGr9wV8gaMJm8njUnBoSrSa/ZTm5yiPQnAiFFjXMI+B0k/w17oYGapcsofqLL5rlXvJOScH/17dS2Gcob27MY0VaadO+mclh/HZST/qEnUykfKZ7ndlhptpWjdFibBJsjFZjC3HHaDVSba3GJbnO23alBKHICZVrCFUZCPMKINQ7hDBDJGG+8YQG9CQgoAdyL59uF96zq+CW3FRaKluILqe+r7RUInH2RyylXMnw0OGMix7H+OjxROo7J2Tp5cbF9jEFgo7GbnU2hTkDiE0KZNKdfdHoVKStX826T97HabOh0emZ8sAj5/SeT09P56effsJut6PX67nxxhuJi4u7KNtsebVUfX4Yd4MTuUFN0B39UEe1LvaINicQdCyizQkEHU9VVRVBQUHU1tbi4+Nz7gMukAsWZ6Kjo1mzZg29e/du2rZnzx7uuOMOZDIZaY2hUboTQpwRdEdKsmv4/j/7UHopuOulMag15+UI1yW4mA5FelEN9360GaellsGhCv4zJx4fmQVsdWCrB2vj2lwFez8Bl80zKHjLV54QPt2YH19+npw9Oxl14y2MvunWDqu3oL6Au1beRZm5jETfRP477b8Eak/+R1qzqqn8OA2Zl4LwP6cg9+q4sAdr165l8+bNBAUF8eCDD15w+IYrDclup/Kzzyl7600UFisAuquvIvSPf8SrZ8uY5gLBedNQeTIc2omQaOaqluW8fCFqKEQN9yyRQz3h5LowkiRh3rmL6i++oH7tWnC7AVCGh+P/q19RMW46b+6tYPmhkyLNjCSPSNM33KdNHp7dkps6W51HvLFWYWwoo6r0IMaqDIy1x6kyV1CJi1KlggqFAuk8BBeVJBHichMmKQhVaAhTGgjV+BPmHUKoPoowvzgCfOORGUJBFwxehitGyJEkiRpbTTPRpaShhNKGUsoayihtKKXcXI5Tcp7zXCq5ijBdmGfx9qxDvUPJr89nY+FGjtcdb1a+h18PxkePZ1zUOJKDklHIxX3tYhCDVoLuhCRJHNlawqavs3A53Oj9vZh6T3/Ce/hhLC5i+Zv/oSzXk9sxacJUJtx5H2rNmaMlVFZW8vXXX1NRUYFMJmPy5MmMHj36osKrOo1WKj9Nx1lmBqWcgHm98B7QMv+gaHMCQcci2pxA0PF0OXHmb3/7G++++y6//PILSUlJPPPMM/zf//0fv//973nuuedQq1uZxd7FEeKMoDuy/rMjHN5aQp9RYUy6o19nm3NBOBwO1vz0FVMSFSgdDWCt9Qgrpwsttjqw1eG0eNZK3OdfSZ/ZcMOHoO7eIZpsZjPv3n8rLoeDO15+i6CYuA6pt8hUxF0r76KkoYR433g+nvYxQdrmnhWVn6ZjPWJEPzoCv2sSO8QugOrqat5++22cTic333zzRSU/vVKQJIn6Vaspf+UVHPkeDwd1z56EPvkE+jGdk79IcJkjSVBz/JRwaHuh+AA4LS3LBvZoFGuGQdQICOkHiq450cBRXEz1V19T8803uKo9ud5kajU+M2dSN+N63ixSsvxQCSd61dP6h/LQuHiO7d9yaQ/PDZUeb9CCHZC/E0oOgMvevIxSA5FDcUQNpzKkF2VWI6X1BR5BwVpJqb2WMqeFUhxUyqTzFnBCnU5CnS7C3BAm1xCq0hOmCSBUG0KYIQp/n2hk+hDQh4Cucd3FhRyT3dTM06WZ8GL2rK0u6znPo5ApCPYObhJdWogwutBzhpjLq81jY8FGNhRuYH/5ftzSyT5OgCaAqyKvYnz0eEZHjMZb1b37Mh2JGLQSdEcqC01NYc5kclljmLMY3G4n2xZ/wa6fvwNJwj88gpmP/JGwxDNPrLHb7SxdupTU1FQA+vTpw3XXXYdG00p+znPgtjoxLsrAmum57/lMjsEwKaaZ2CPanEDQsYg2JxB0PF1OnAF47bXXeO6554iMjEQmk7Fw4UKGDx/e5sZ1FEKcEXQ3HHYXC/+0BYfVxXWPDSayl39nm3RBOA9+g/vn36F2NVzwsRIyZF4+oPHxDAJ5Na5PfR/UCwbNh8tg1umRrRtZ/sbL+EdEcder73ZIYvFiUzF3rbyL4oZi4nzi+HjaxwR7N58p5zRaKX15N0gQ+vhQVMEdN3D01VdfkZGRQVxcXJPXpqAlltRUyl76N5a9ewFQBAVRNG4cY/76NOqLeEAXCC6aE/lrCnZB4R4o3A3GnJblVN4nw6Cd8LDpYp6PbpuNuuUrqP78c6zp6U3btQMHYp0zl3ekWJYcrmgSaZL93Tz/q9EMij2P/qUkQWVWoxiz07Nu7XPShUBMCkSPhJiREDYAlOc3OcrhdlBRc4wyYxal1bmU1RdQ2lBCmbWKUlstZS4zlZIT6Tz+VtVuiVBXo4DjchHqdBImyRs9cfwI8w7DTxfW6IETAvpg0J/yuo1Dq1mdVsrMZU1eLyeElxOiS2lDKSaH6bzOFagJbFV0ObEEaYNQyttOSKy11bK5aDMbCzaypWhLMztVchUjwkcwPsrjVROu7z5hbDsDMWgl6K7YrU42fplJ1i5PmLOY/oFMvqsvWr2a/LRUVrz9CiZjFXKFgjE338bwOTcgO0O4UEmS2LNnDytWrMDtdhMQEMC8efMICwu7YLskt0Tt8jxMW4oA0A4IIuCmXshUnucs0eYEgo5FtDmBoOPpkuIMwH//+18WLFjA119/zQ033NDWdnUoQpwRdDcyd5ayZuFhfII0/Prvo5DJu8ngtKUalv0B0r4FQArsiSy0X6Oo4tu4Pim0ZNXKee6XfErtXiRGhvHK7VdhMPh16Vm5bc3Pr7zA0V3bSLn+Zsb+6rZ2r6+0oZQ7V95JkamIWJ9YPp72MSHeIS3K1SzPw7SpEK+efgTfk9zudp0gOzubzz//HJlMxoIFCwgN7VoDt10BR1ER5a/9H3VLPQnbZRoNgXffhc8dd7BywwbRkRd0DczGk0JN4W6Ph42trmU535jmYk34AFB2fmJiSZKwHjyI8YsvqVu5EhwOwCOCumdey8KgISzOszSJNFP6hfK7ST1JivQ9eRKHFYr3Q/52jxhTsNNznzyd4L6niDEp4B/frvdBh8tBhaXC41FSl09pdQ6l9QWUNZRSaqmkzFFL5Xl4lwB4ud2EulweAcfpItTl9KydLsIkOaGaAPx0wch0oR7B5oQHzqneOIYwHCoNFeaK5qLLacJLta2Vz64VfNQ+ZxRdwrw9Xi9qRedFAnC4HOwt3+vxqinYQKGpsNn+3v69PXlqosbTP6j/Wb1zrkTEoJWgOyNJEke2lbDpK0+YM52fF1Pv7U9EDz8spnpWf/AmR3duAyC6/wBm/OYxDIFnzhlYWFjIN998Q21tLUqlktmzZzNo0KCLsq1hdynVP2SDW0IVpSfo9n4ofLxEmxMIOhjR5gSCjqfLiTNvvPFG0+uffvqJrVu38tRTT+Hv75m5/9vf/rZtLewAhDgj6G789H/7KcyoZsSceIbPiu9sc86PnHXw42+gvhhJpiArdDYJd76HStO6x8XuY0bu/HgXDXYXI+IDWHjncHReXTPcTXtht1p4995bcTrs3PbSG4TEJbRrfaUNpdz9y90U1BcQbYhm4bSFhOpaih+Sw0XJv3bhNjsJvL0f2n4d87/pdDp59913qaqqYuTIkUyfPr1D6u0uuEwmqt7/AOOnnyLZ7SCT4XvttQT//neowsJER17QtXG7PV4jJ8Sawj0eb5vTk6or1B5PkaZwaMPBL6ZTRXtnRQXV33xDzVdf4ywv92xUKmHsOD7U9+IHZQISMgKp5a6Ycm4OLSa4ev8ZQpRpPfl4Togx0cNBe37esZLbDU4nksuF5HKDq/G10wmtbXO7kZyus29zucDlQqZU4j1iBIrGhxGHy0G5pbx5SLD6Ikrr8j0ijrWSqvP0Ujkh4IQ5XYQ5nYS4XNhkMkqVSsoUCk8+HaXy9F9Cq2iV2jOKLmF6z7o7hQiTJInc2lw2FGxgY+FGDlYcbBb+LEgbxNVRVzMuahwjw0d2q2trL8S9TnA5UFVkYuUHLcOcIYO0DatZv/ADHDYrGp2eKQ88Qq+UM4eqbWho4Pvvvycnx+OJOXToUKZPn35R7cOWW0PV50dwm50ofNQE3tEfWYiXaHMCQQci7nMCQcfT5cSZ+PgzDwTLZDJyc3Mv2aiORogzgu5EXZWFz57eDhLc9o9R+ASdOSlkl8BuhtXPwO4PPe8De+Cc8zbLDpadsUOxI7eKuz/ZjdnuYlRCIP+9cxje6itLmAHI3L6Zpf/3En6h4dz9+gftGr6r3FzO3b/czfG640TqI/lk+ieE6VoPfdCwp5Tqb4+i8PMi7E/DO8xza8uWLaxZswadTscjjzxyUbGzL0ckp5Oab7+l4o03cRmNAHiPGEHIE39C279/UznRkRd0O6x1Hs+SE2JN4S4wV7Uspw9tLtZEDAa1rsPNlRwO6teswfjFF1j27G3argzVIfduQOPyeNJIbkCSebxqZGokL18klQGUOiS5GtxSozDiBKfrNNHF1Si0uFps4+Kc4c8bmUqFfvx4fObMRj9+PPJz5Jl0uBxNYcZarBtKKDWVYrTXnHf9Kkki1OUmTO1LmH9PwsIGEaaPJFwfTqh3KGG6MHzUPpd1qMtqazWbizazoWAD24q30eA4GR7WS+FFSngK46LGMS5qXKuTK64ExL1OcLlgtzrZuCiTrJ0tw5xVlxSx7I3/UJZ7FICkCVOZcOd9qDWtPxe63W42bdrEhg0bAAgPD2fevHlNE2wvBGeVhcpP03GWW5Cp5PjckMi6/J2izQkEHYS4zwkEHU97izMXPNqZl5fX5kYIBILzJ2tnKUgQ2duv6wszhXvghwegKtvzfsT9MPk5JJkKDi5v9ZBt2ZXc/elurA43V/UM4oPbhqFVd//cMRdD1o6tAPQcOaZdB5sqzBXc88s9TcLMx9M+PqMwI0kSpm3FAOhHhXeYMFNXV8fGjRsBmDJlihBm8HwXDZs2Ufbyy9izPbMh1XFxhPzpj+gnTLisBygFVwgaH0gY51nAIz5U5zUPh1Z6CExlkLHUswDIFBDa72QotKjhEJAIZ4jN3yY4rMiK9+GjP4LPTAfWCCvVaS5qj2txlnkG0O2c6Z5d37i0E3I5MoUClEpPfgKlEplCcdo2BTKFZztN+05uc1ZVYc/NpX71aupXr0ZuMOAzfRo+s+fgPXxYq3kPVAoVUYYoogxRZzTN7rJTZi476X3TUEaZuQy1XE24Ptzj8eKWCD22nYD0n5BXHgWKgMOg3QT9r4cBN4N/rysi5Km/xp9rEq/hmsRrsLvs7Cndw4bCDWws2EhxQzGbCjexqXATz/M8fQP6Mj56POOix9EvoJ+4JwgE3Qy1RsnkO/sR2cufTV9lkZ9exdf/2N0Y5iySW57/N9sWf8Gun78jbf0qijLSmPnIHwlL7NniXHK5nPHjxxMZGcn3339PSUkJ77//PnPnzqVnz5blz4YyUEvIQ4Oo+jIDW1Y1tV8fJSxaw0VGyxcIBAKB4IrnonPOnI4kSRQUFACgUCiIjIxsi9N2CMJzRtBdkCSJz5/ZQV2FhUl39qXPyC6aFNblgI3/hs2vgOQCQwRc+xb0mAScebbHpqwK7vvfHmxON+N6BfP+bUPRqK5MYcZhs/LOfbfitNm49YXXWn3QagsqLZXc/cvd5NXmEa4LZ+H0hUTqz/z/bc2pofLDQ6CUE/7UCBS6jpmt8+2335KWlkZUVBR333038vYcZO0GWDMzKX/pJRq2bQdA4edH0MMP43/zPGRnmEElZlkJLkscFig52DwcWl1Ry3Iav1Ny1wzzhA47z3BhrWKqgIIdkL/Dkyum+AC4Hc2KSEotFcSgcPYG7yhkgXGgNVBlcbIuq4o9BbU4ZQpcMjl9I/2YOSiShDBfZI3iCXIFMmWjWKJUekQWZXMBpUlgOdu2NhiUlyQJW2YmtUuWULd0Gc6ysqZ9yrAwfGbNxHfOHLx6924/EUCSPN/1oW88i+mkDfjFQvJNHqEmuFf71N+FkSSJozVH2VCwgXXHN3DYmIZ0SiA4rdyfANkgBgSM4vGrZhFqaOMZfxWZcORnyFwBCi8Y+3voObVTBDNxrxNcjlQVmfjlwzSqSz1hzkbMjmfQ5GiUagUF6aksf+sVTMYq5AoFY26+jWFzrkcub/0ZqqamhsWLF1Nc7JlsdfXVVzN+/PgL7ltLLona5bmYtnrOo0kOJHBeb2RX6LObQNBRiPucQNDxdLmwZqmpqa1ur6qqYvLkyQwcOJCgoCBWrVrVJgZ2BEKcEXQXMnaUsPaTI6i8FNz177GovLpg57c8A3643zOAAp7BkpkvNxsEa61DsT6znAc+24vd6WZinxDe/fUQvJRd8Po6iKM7t/Hzqy/gExzCvW/+t10Gu6osVdzzyz3k1OYQ6h3KwukLiTZEn/WYyoVpWDOr0Y0Mx/+6Hm1uU2scO3aMTz75BID777+fiIiIDqm3K+IoL6fijTeo/e57kCRkKhX+t91G0IIHmnJBnPFY0ZEXXCnUFkHRnpNiTfF+cLaSwD6od/NwaCF9obXBLLcbqo6eFGLyd4Axp2U5fShEp0DMSIgeiSOoD8t/WXPGNpdX2cBb67L58UARLrenO351r2CuHxzB8LgAIv20XdLbQXK7Me/eQ+2Sn6n/ZRXu+pNeP149e+Azew6+s2ehas+JWm4X5G2E1G88ooD9lPw24YNgwDxImguG1r1Auxt2p5tKk43yehsVjUt5vbVxfXJbRb0Nu8uNTFGPQp+JUn8Epf4oMvnJ3EaSW0WUZiA395/G7B6TCPYOvnCDJMnTro4s8SxVR1uWiRkFk/4GsaMu4covHHGvE1yunB7mzMtbSd/R4SSNi0StdbHmg7fI2unxuo/ul8yMhx/HEBjU6rmcTicrV65kz549ACQkJDB37lx0ugsPCVq7rZC6JbnIJBnqaAOBt/dDYTh72EuBQHDxiPucQNDxdDlxRi6XI5PJmrmtnngvk8lwuVxtbmR7I8QZQXfAWNzANy/uxml3M2JOPMNnnTn/U6fgdsPOd2HNc+CyeWYpz34Nkm5oUfT0DsWaw2U89MU+7C43U/qF8vb8IaiVV7ZnxLI3XiZj60aGzr6e8bfd0+bnN1qN3PPLPWTXZBPiHcLCaQuJ8Yk56zGOsgbKXtsHMgh9fBiqDgir53K5eP/99ykvL2fo0KHMmTOn3evsirjNZqoWLqTqvx8jmc0AGGZMJ+Sxx1BHn11QO4HoyAuuWFwOKEvzCDUFuzyiTXUrYXpVOogc4hFqwgeAMc8jxhTsBEt1y/LBfSEmxTMIHZ0C/nHNPAXOt80dq2zg7fXZfL//pEgDEO6rYXhcAMPj/BkWF0DvUAPyDgoleb64bTZMGzdSt2Qppg0bkBwnvYe0w4biO3sOPtOnofDzaz8j7GbIXO7xpsleA26nZ7tMDgnjIXke9J0NXob2s+EikCSJOquTinrraaJLSwGm2uw49wlPwVerItjgRbDei0CDDMkrm0r3fjLrd+KS1zQr29O3H1PjJzA+ejy9/c/i+eR2Qf72RkFmKdQVntwnV3k+676zoSoHdn1wUhDtOQ0m/RXCki/oGi4Wca8TXM5IkkTmjlJ2Lc2jvqqxjckgpl8gSeMiqK/Yz4ZPP8Bhs6LR6ZnywCP0ShlzxvMdPHiQJUuW4HQ68fHxYd68eURFnTkUZWs4HA42LVpFnzx/JIsLha+awNv7o47UX8qlCgSCMyDucwJBx9MlxZldu3YRHNx8llV5eTkjR44U4oxA0A44bC6+eXEP1SUNRPXxZ85vB3WtAZqaAvjxQTi22fO+x2S45i3waT3s2qkdirWZVTyyaB8Ol8SMpDDeuGUwKsWVLcw47Xbeue9WHFYLtzz/HyJ69WnT81dbq7l31b1kVWcRrA1m4fSFxPrEnvM447dZmPeUoe0fSOBt/drUpjOxc+dOVqxYgVar5ZFHHsHb27tD6u0qSG43tT/9TMVrr+EsLwdAO3AgIU88gfeQwRd0LtGRFwhOoaGyee6aon1gP0veF6XWEwotJgWiR0L08HOGRbvQNne8qoEvduazM89IelEtTnfzLrqPRsnQWH+GxwcwPC6A5EjfLhX601VbS92qVdQtWYp5926PdwWASoX+qqvwnTMb/YQJyNszZ1hDJaT/AKmLoXDXye1KLfSZ5fGoSZwIivb7D3S4Gr1c6hpFlhOvTdbGta1pbXe6z/u8SrmMYIMXIQYvj/Bi0DSuT24LMXgRpPc64+/C7Xbz+f7tLNy/nDLnPhTawmb7w3RhjIsax7iocYwIH4GXBORu8AgymcvBXHWysMobek6Bvtd41hrfk/vqimHjS7DvM094W2SQfCNM+DMEJJz/h3kRiHud4ErA7ZbIT6vi0MZC8tONTdt9gjTED1SRt+cLyo95cn4mTZjKhDvvQ61pfVJVWVkZixcvpqqqCrlczvTp0xk+fPh5e26eaHNTUyZQ+0UWzgoLMpWcgJt7o01q3XNHIBBcPOI+JxB0PF1SnCktLSUkJKTZ9rKyMiIiIoQ4IxC0A2s/OUzGjlK8fdTc/PQIvH26iKu4JMHBRbDiCbDVeR7Up/4Dht191jjjDoeDL39YjjM8iX+tyMTplpg9IJzXbh50xQszANl7dvLTy8+jDwzi/rc+bjXR8sVSa6vl3lX3kmHMIEgbxMfTPibe99xeWK46OyUv7QKXRPCDA/GKbfsb0umYTCbefPNNbDYbs2bNYvjw4e1eZ1eiYcdOyv79ErbDRwBQRUYS8vhjGGbMuKhQR6IjLxCcBbfLkzfjhFhTlga+0U0hyggfcMED+pfS5sx2Jwfya9h9rJrdx4zsy6/GbG/ex1Yr5QyM8mVYXAAj4gIYEuuPr7ZrtG1HaSl1y5ZRu2QptoyMpu1ynQ7D1Kn4zpmNd0qKJy9Oe2HM9YQ9O7QYqrJPbvcO9IQ8S57nCWl3Hv+nkiRRb3M2CS4nPFqallMEF2OD/ZznOxWDRnmKuKI5TYA5uc1Pq2rTiTm7jxl5fcNedpZuQaE/glKXjUx+iucTckZbrIwz1XO12UKg2+0RJHvNgL5zIHECqM7hQVuZDev/Cenfe97LlTDkDhj3p3YLOSfudYIrjZpyM+mbijiyrQSb2eM5KFdI6H0OUJ63ASQJ//AIZj7yxzPmsLRarfz0008cOeLpcyYlJTFnzhy8vLzOWf+pbU7hlFH15RFsR2sA8JkWh2F8VJcM0SkQdFfEfU4g6Hi6pDjz6aefEhQUhI+PD3FxcURGRgpxRiBoJ45sK2bd/zKQyeDaRwcT2esSEhi3JQ2VsOR3kLHU8z5qBFz/HgQmtigqSRKF1RZ25hnZmVvFjtwqCqotTfuvHRTBKzcNRCmEGQBWvPUKhzevZ8iMa5hw5/1tdt5aWy33rbqPI8YjBGgCWDhtIQl+5zeDtXblMeo3FKCO9SHkwYFtZtPZ+Omnn9i/fz9hYWHcf//9F5yotLtiy82j/OWXMa1fD4BcryfowQX4//rXyM/jIflMiI68QNCxtGWbc7rcHCmpZ9cxI3uOGdl9zEilqbkIIJNB71ADw+MCGBbnz/C4ACL82j/85LmwZmVRt2QptcuW4iwuadquDA7GZ+ZMfObMQdO/X/sN3kkSFO/zeNOkfQcNFSf3+cfDgJsx97mBXHcYORUm8qvMlLeS08V2gV4uQfqWXi2neryceN/Z3k9HSur4bO1ebBlLiNHtoEpfylZvL8qVyqYyMiDZEMf4xFmMi5lIT7+eF/Z9FR+Adc97ws6Bx5Np5AIY87tzeqBdKOJeJ7hScdhdHN1dRtrGIiryPZ6gLkcBbtsvuBx1yBUKxtx8G8PmXI+8lfxqkiSxfft2Vq9ejSRJBAcHM2/evBYRU1rUe1qbk1wSNUtzaNju+b/3HhyC/w09kamujH68QNDeiPucQNDxdElxptkJZDJiYmK48cYbefXVV4U4IxC0IVVFJr59cQ9Oh5uUaxIYNjOus03ykLkCfn7EM8AhV8GEp2D070DheZCXJIljVWZ25lY1CTLFtc2TMcuQ6B/hy4zkcBaMS0TRlcK0dSJOh4P37v81NnMDNz/3ElF9+rfJeevsddy/6n7Sq9IJ0ATw36n/pYd/j/M61m1zUvKv3UhWJ4G39UXbv/1DFBQWFvLRRx8BcPfddxMTc/Z8OJcDkt1OxRtvUPXJp+B0gkKB/803E/Twb1AGBFzy+UVHXiDoWNqzzZ24z+4+ZmR3npE9x6vJq2xoUS7ST8vwuJOh0HoE6zstLKrkdmPZt4/aJUupW7kSd21t0z51fDy+18zBZ/bs886jdaG43RJFxnqq01ahy/iO6PJ1qN0n+yYH3In86BrDEtcoqvBt9RwGLyXBPp5cLq15uoQ07vP3Vnet8LOtUVsEGcvgyM9wfCtIJ8WnXHcon6uS2BXgjz2oihJrTrNDI/WRXB11NeOjxjMsbBhqxXl6dB/b4slNeCLknMYXxvweUhaAum3Clop7neBKR5IkyvLqOLSxkOy95bjsZhzmNbgdRwEI79mfOY/+EUNg6/3548eP880332AymVCr1Vx77bX073/m55EztTnTjmJqfs4BN6hjDATe1g+FoYtEfxAIujHiPicQdDxdTpw5gd1up6qqitzcXDZs2MA777xDaWmpEGcEgjbCbnXy7Yt7qC41E9MvgNkPD0TW2Q/6tnpY+RTs/8zzPrgv3PABUlgy2eUmdjQKMbvyjJTX25odqpTLSI7yJSU+kGExPlRm7GbuNaJDcTq5+3fzw4vPofMP4IF3PmmTkGb19noeWP0AhyoP4e/lz0fTPqKXf6/zP35LEbVLc1EGaQl9bGi7/w7dbjcfffQRxcXFDBw4kOuvv75d6+sK2AsKKHrscayHDgGgnzCBkD/+Aa+EtovNLzryAkHH0tFtrqLe1uhV4wmFll5cy2lpa/DzVjEs1p9hcSfz1qiVHT+bWbLbMW3ZQu2SJZjWrUeynewzaAcNwmfObHxmzLgoYbre6iC3ooHcSpNnXdFAToWJY1UNWB0nBQhvrEyR7+E6xVaukh9CKfPsc6HguF8KRdGzsSRMJzDAn2C9R4TRqrtOjp+LojLbI8ZkLIWivc33hSVDnzlUxU7lowwNn+/Ip97mCZEUHmBjZFIZFtUh9pTtwuY6+X15K70ZEzmGcVHjuCrqKgI05/jOJMkzyWfd81B+2LNNHwbj/ugJeXaJ+YDEvU4gOIm5zs6RbcUc2lhIbek+nOb1gAO5UsuI6+9h9A3TWu3X19fX891333Hs2DEARo4cyZQpU1C0EorybG3OerSaqi8ykKxOFH5eBN7eD3WEvj0uVSC4YhD3OYGg4+my4szpHDhwgCFDhiCTyQgNDaW4uLgtTtshCHFG0NWQJIk1nxwma2cZOj8vbv7LcLSdPdPI7YIPJ0DJQSRkVA24n+VBd7PteAO7jhlbxFhXK+QMivYjJSGAEfEBDI31x1vt8awRHYozs/Ld/yN9wxoGTZvFpLsfvOTzmewmHljzAKkVqfh6+fLfqf+ld0Dv8z5eckmUvrwbV40Nv+t7oE8Jv2SbzsXevXtZsmQJarWaRx55BIPB0O51diZ1K1ZQ8tdncJtMKHx9CX/hnxgmTWrzekS7Ewg6ls5ucyabJ2/NiVBo+/NrsDiaT6LyUsoZGO3HiMZQaENi/fHRdKytLpOJ+lWrqVu6hIYdO8HdKKAolejGjMZ3zjUYJk5A7n3Ss8LlliiqtpBTYSKnwkRuZQO5FR4x5vTJIaeiUsiIDdSREKQjIVhPQrCOxGAdiVozfrlLPflpThUtVDroO9uTnyZhfJOHcLdBkqA0FY4sgSNLoeLIKTtlEJ3iyR/TZxYENM8/V2d18PmO43y8Ja8phF6ATs2vR4bRK66U3RVb2FiwkSpr1SlnlDEoZBDjosYxPno8Cb4JZw5/5nbBoW88OWlq8j3b/ONhwl88OYEucnJKZ7c7gaAr4nZLHD9Uyd6VB8k/uAjJVQaAxmcgI66/g+Rx8Wh0zduLy+Vi3bp1bN26FYDo6GhuuummFoNS52pzjgozVZ8exllpQaaWE/CrPmj7iTEXgeBiEfc5gaDj6TbiTHdGiDOCrsbhLcWs/zwDmVzGdY8NJqKHX2ebBJkrYdHNWOU6HnL/kXXW5p4XGpWcITH+pMQHMiI+gMExfmeMoy46FK3jcjp57/5fY20wMe+ZF4juP+CSzmdxWliwegH7yvfho/bho6kf0Tew7wWdw3ywHOOiTOQ6JeFPjkDWzrHxzWYzb775JhaLhWnTpjFq1Kh2ra8zcVutlP3rRWq+/hoA7ZAhRL7yH1Th7SOAiXYnEHQsXa3NOVxu0ovr2HPMyK7GUGinT6yQy6BPmE+zUGihPpqOs7G8nLrly6lbshRrenrTdpeXhpLkFPb0GMFGQxy51TbsZ8kBE6RXkxCsJzFYR0KQR4RJCNYT7a89d367ymyPSJO6GKrzTm7XBUPSjTDgJogY4kny0xVxu6Bgl0eQyVhyUvgAkCsh/mqPINN7FhhCz3k6q8PFN3sLeX9jDoWN+QJ1agW3jozlrjGxVNpz2FC4gY0FG8mszmx2bJQ+ivHR4xkXPY6hIUNRteYV47TB3k9h079P5gMKTYZJz0DPKRf8OXe1dicQdDWMxXX88t7HFGd6ckDJ5H54+c6m7+iBJI+PIjim+aSoI0eO8OOPP2Kz2dDpdMydO5eEUzy7z6fNuc0Oqr7MwJZdAzLwnR6H/uqo9ss1JhBcxoj7nEDQ8QhxpgMQ4oygK1FZaOLbl/bgcrgZeV0CQ6fHdbZJALg+vRZF3gbed87iX85b0akVDI0LICXeswyI8jvv0CiiQ9E6xw7u47sXnkHr48uC9//XarLO88XhdvC7db9jc9Fm9Co9H037iP6BF5a/RpIkyt86gKPIhM/kGHwmx160PefLsmXL2L17N8HBwSxYsKDV8AmXA7acHIoefQxbVhbIZAQ+cD/BDz+MTNl+s7JFuxMIOpau3uYkSSK3soHdeSdDoeUbzS3KRQdoGd4YBm14XACJwbo2HVBzutwUVFvIPeEF0xiKzJKTw6DMnUwo3Ee42dhUvtpLz8bIQWyJHYqjZx8SQwwe8eUUEcZX2waftyRB4R5I/RrSvwfzSQ8RAnvAgJsh+aYWHiedgtMOxzY1CjLLToocAEot9JwMfeZAr6mg9b+4KlxulqaW8O6GHDLLPMnG1Qo5c4dG8sDVicQF6SgxlbCxcCMbCjewq2QXDrej6XiFTEGEPoIYnxhiDbGetU8ssYZYwvXhKB1W2PkubH0DbHWeg2JGwaS/Qez5T9To6u1OIOgq5B04wPI3X8FqqgbkKLWjUXgNIyzBj+TxUfQYEoJC5Xm2q6qqYvHixZSVlSGTyZg4cSJjxoxBLpefd5uTXG5qluTSsKMEAO8hIfjf0BNZJ4TWFAi6M+I+JxB0PF1OnAk4R+xno9F41v1dESHOCLoKdquTb/61h5oyM7FJgcx6aEDn55kBGorS0H04BpckY5r0Bk/8ahoTegefe/bpGRAditZZ9cGbHFr7CwMmT2fKfQ9f9HnckpsnNz/JirwVaBQa3p/yPkNCh1zweaw5NVR+eAiUcsKfGoFC177fVWlpKe+//z6SJHH77bc3m5V3uSBJErU//Ejp888jWSwogoKI/PdL6EaPbve6RbsTCDqW7tjmyuqs7GkUanYfM3KkpK5F3poAnZqhsf5NodCSIn1RnUd/oLrBTm6liZzGHDAeEcZEvtGMw3Xmx5EQvZqrnaWMPbaXhLTtqEx1TftUsTH4zp6D75zZqOPiLvayz43LATnrPEJNxnJwWk7uixoBA+ZB/xtA14HPEfYGyF7jCVeW9QvYak/u0/hCrxmekGyJk0DtfebzXCCSJLEuo5x3NuSw93g14PG4mpEczoPjEkmK9AWgwdHA9uLtbCjYwOaizRitZ35GVMqVROmjiPGJIUYbSmxZJjHZG4m1mQlzulD0nObxpAlLOqd93bHdCQSdhcVUz+oP3uLoTk/oMrkqGpX3dGRyAxq9in5jIuh/dQQ+gVrsdjvLly/nwIEDAPTq1Yvrr78epVJ5QW3OtK2YmiU5IIE61ofA2/qi0Hdy+G6BoBsh7nMCQcfT3uLMBU/RdbvdSJLEo48+Snz8pc0U+9e//sX3339PRkYGWq2W0aNH89JLL9G798l8CJIk8dxzz/HBBx9QXV1NSkoKb7/9Nv37n5wBbrPZ+MMf/sCiRYuwWCxMmjSJd955h6ioqEuyTyDoSCRJYsPnGdSUmdH7ezHpzr5dQpipNTvY+tkLzAQ2MIyX7pnN0NgLT9ArODtul4vsXdsB6JUy9qLPI0kSL+x8gRV5K1DKlLwy/pWLEmYATJsKAdANC213YUaSJJYvX44kSfTv3/+yFGZcpgZK//4cdT8vAUA3ejQRL72IMji4ky0TCAQCD6E+GmYNCGfWAE94xXqrg335NU2h0A4U1GBssLP6cBmrDzfmLFDJGRzt3xQKLcxHQ15lA7mVDeSUn8wHU212nLFeL6Wc+CAdiU15YDzr+CAdhqYcOLchORyYtm6lbslS6teuxXE8n8q336by7bfRJCfjO2c2PjNnogwKatsPRqGCXtM8i63eI4gcWgy5G6Bwl2dZ+ST0mOwRanrNaFNBpAmz0SPEHFkCOWvBaT25Tx/qyR3Tdw7EXeWxuR2QyWRM6hvKpL6h7Moz8u6GbNZnVrAstYRlqSWM6xXMg+MTSYkPYHLsZCbHTvZ44prLya/P53jdcfLrGtf1+RTUF2Bz2ThWd4xjdcdOVhTiD/ijkiSizKnEfn8dMX4JxPa5jpjwIcQaYgnVhSKXiVn3AsHFotUbmPPok6RvWMO6he/jsBXgsnyB1m8aVlM8+345zv5Vx4lNDiJ5fCTXzLmG6Oholi9fTlZWFu+//z5z5869oDr1oyNQBmmp+vII9uN1lL91gKA7+6MK07XTVQoEAoFA0LW5YM8Zo9HIs88+y8KFC1mwYAFPP/00vr6+F1X59OnT+dWvfsXw4cNxOp385S9/4dChQxw+fBidznNzfumll/jnP//JJ598Qq9evfjHP/7Bpk2byMzMbEoS/eCDD7JkyRI++eQTAgMDefzxxzEajezdu/e8QuIIzxlBVyBtUxEbv8xELpdx3eNDCE+8uHbVllSZbCz4cB2f1tyBt8xG7syvSBgx45LPK2Z7tCQ/7SDfPP8XNAYfFrz3PxQXGd7qzf1v8kHqB8iQ8eJVLzIzYeZFncdR1kDZa/tABmGPD0MZpL2o85wvqampfP/996hUKh5++OGLvq90VaxHjlD0+0exHz8OCgXBv/0tgffdi+wiEx5fDKLdCQQdy+XY5uxON2nFtU2h0PYcN1JzFtHldMJ9Nc1CkJ0QYSJ8tcgvcEKKu6GB+rVrqV2ylIZt28Dl8uxQKNCNGoXvnNnoJ01GoW/HAb/6Ukj7zpOfpuTAye1qPfS9xiPUxF8NlxCmlPpSyFjqEWSObQG38+Q+/zjoM9tTV9Rw6MB7yqkcLq7jvY05LE0tbvK0GhLjx4PjezCpT8hZv1u35KasoYzj9c1Fm/w6j3Bzami00/FSeBFtiCbG4AmRFuMTQ6R3JNm7s7l51s2o1WI2vkBwvlSXFLHsjf9QlnsUgNgBV6HQjKP46Mlwl74hWpLHReEbL/Hjz99TU1ODQqEgMjKS22677YLudY5yM5WfpuOqsiJTKwi4pTfavmIsRiA4F5dj/1Ig6Op0ubBmJ8jKyuKJJ55gy5YtPPPMMzz44IMoLzFWfkVFBSEhIWzcuJGrr74aSZKIiIjg97//PU888QTg8ZIJDQ3lpZde4oEHHqC2tpbg4GA+++wzbr75ZgCKi4ubZnRMmzbtnPUKcUbQ2VTk1/Pdv/ficroZfUMPBk+N6WyTKK+zMv+jnYyr+pq/qr7AGtAbzSM72yQBruhQtGTNR+9wcPVykiZMZdqC317UOT5N/5T/7PkPAE+nPM3NfW6+aHuM32Rh3luGtn8ggbf1u+jznA9Wq5W33noLk8nExIkTufrqq9u1vo5EkiSqv/yS8hdfQnI4UIaHE/nKf/AecnHeTJeCaHcCQcdyJbQ5t1sip8LUlLNmV56RGrOduCBP7peEIF2TCBMfpEPn1T55tZyVldQtX0Ht0qVYU1Obtss0GgwTJ+IzZzb6sWORtef3UJHpEWkOLYaa/JPb9WGQfKNHqAkbcH79KGOuxzvnyBKPV86phPT3eMf0nQ2hSW3SL2srjlc18MGmXL7ZW4jd6QagV6ieBeMSmTMw4rzC352Ky+2i1FzqEWwKtnE88yfyG0rIVyopVClxnuXaNQpNU16bU8WbWJ9YAjWBIhG5QNAKLqeTbd98wa6fvgVJwj88gqvmP0xJnobM7SXYrR4RXKmWEz/UnyLnQY4X5AIwcOBAZs+efUH3O1eDA+MXR7Dl1oIMfGfEo78qUrRPgeAsXAn9S4Ggq9FlxZkTbNq0iccff5y6ujpeeuklrrvuuos+V3Z2Nj179uTQoUMkJSWRm5tLYmIi+/btY/DgwU3lrr32Wvz8/Pj0009Zt24dkyZNwmg04u9/MsHlwIEDue6663juuefOWa8QZwSdid3iZPELu6mtsBA3IIiZDyZ3eoe0qMbCrR/uIL/KxGbN40RSBnNeh6F3tsn5RYeiOW63i/cX3IG5toYbnnqO+EFDL/gcPxz9gWe2PQPAbwf/lvsG3HfR9rjq7JS8tAtcEsEPDsQrtu1vPqeyatUqtm3bRkBAAA899NAlC/1dBVdtLSVPP0396jUA6CdOJOKFf6Lw8+sUe0S7Ewg6FtHmOgf7sWPULl1G3ZIlHm/FRhR+fvjMnIHP7DloBw9qv76WJEHBTk9+mvQfwFJ9cl9wH0i+ybP4xzY/pizdI8ZkLIWytObnjBruEWT6zIbAxPaxuw0pr7Py8dZjfL7jOCabx9Mn0k/L/VcnMG9YNFr1JXgSHdsCa57DWbiLEqWS4zpfjveaRH5ADMcbijhee5xiUzFu3Gc8hbfSm1ifWKIN0c1EmxhDDAGagE7vhwsEnU1BeirL334VU1UlcoWC0fN+zcCp15C9p5JDGwoxFjcAICEhjyqn3JkJQFhYGPPmzTtnnuJTkVxuan7KoWFXKQDeQ0Pxv74HMqUIWSgQtIboXwoEHU+Xyzlzww03tNgWGRlJRkYGc+fOxXUipMAFIkkSjz32GGPHjiUpyZPssbTUc4MODQ1tVjY0NJTjjQ9bpaWlqNXqZsLMiTInjj8dm82GzWZrel9X50ks6nA4cDjOPzSDQHCpSJLE2v9lUFthQR/gxdXze+B0Os99YDtyvMrM7Qv3UFxr5WafdCLtZUgaP5x9r4c2ah8n2plobx6KMtIx19bg5a0jvHffC/5c1hes59ntzwJwW5/buKPPHZf02dZvLgCXhCrGgDxC267fU2VlJTt27ABgypQpSJJ0WfwuLAcOUvbEEziLi0GpJOjxx/C99VbcMhnuTro+0e4Ego5FtLnOQRYZid8D9+N7/33Y0tOpX7YM0/IVuIxGqr9cRPWXi1BGRqKbOBGvnj1RJyagTkhArte3nRHhQz3L5H8gy1mLPO1bZFkrkVVkwLrnYd3zuKNHIvW9DuoKkGcuR1ad13S4JFMgxY1F6jULd68Z4BN+8tzd4Pfkr1Xw+ORE7hsTw5e7Cli4/ThFNRb+9nM6r6/N4o6Rsfw6JRof7UUMKkWmwO3LkB1dSdSGF4iuOMLY3YuR9KG4x/4BW8pLrFy7ln6j+lFsKW7Ka3NiXWIuwew0c8R4hCPGIy1Or1fpm0KlxRhimr328/K79A9HIOgGhPXqy/x/vsq6j98le9d2tiz6lLwDe5m64Hf0GjmY0pw60jcXk3egCqkwFF+1mnr/DEpLS3nvvfe59tpr6NWr13nXp5sdizzIi/oVxzHvLcNRacbvll7I2znnpUDQHRH9S4Gg42nv9nbBnjN33XXXWfcvXLjwogz5zW9+w7Jly9iyZQtRUVEAbNu2jTFjxlBcXEx4+MmHkvvuu4+CggJWrlzJl19+yV133dVMbAHPIF9iYiLvvfdei7qeffbZVj1qvvzyS7y92yF5p0BwBkzHVdQc1oBMInikGS+/M8/y6whKzfD2YQV1DhkhGokfdf8kouEwR0NmcTjy4kNkCc5OxZ5t1GalY4jvSeio8Rd0bI4jh/81/A8XLoaoh3C99vpLmvEpd0HyXj+ULjnZveupDWi/m5AkSeTk5FBfX4+Pjw+JiV1/NvA5cbvx37SZoF9+QeZ2Yw8MpGT+Ldga72sCgUAg6ARcLryzc/A5sB99Wjpyu71FEYevL/aQEOyhIdhDQrGFhmAPCcHdRs8GSpeZiJo9RBm3EWQ6gozmj2AumYpyn2RKfIdS6jsYh7INxaJOxu6CnRUy1hXLMdo8fRQvhcSYUInx4W58LzY1jOQmqno7fUq+Q2evBMCkDiEjfC5F/ikgaznz3ik5qXZXU+WuospVRZW7ikp3JVWuKuqkOiTO/GislWkJlAd6FkXgydfyQLTy9s3NdypuyY0bNy5cuCQXLlw4cTa9Ptu21l43K3emsifKnWE/QLginDhlHHHKOELkIchb+fwF3QtJkqjPzaJi7zYkpxO52ouQEVehj4kHwGWV0VCgwlSgwuFwUOd3BKfaM/E10BBGVELYBeUT86lWkXBUh8Ilx+blIrtPPVbvzn0+FggEAoHAbDYzf/78rhvWrC145JFH+PHHH9m0aRPx8fFN29srrFlrnjPR0dGUlJSIsGaCDqMiv56fXjuI2ykx6oYEkidEdqo9h0vquPOTvVSbHfQO1fP5HD3Bn09Ekslx/mYv+Ea3WV0Oh4PVq1czZcqUK94VV3K7+fh399FQbWTO438mfvDw8z42rTKNB9Y9gMVpYULUBF4a+xJK+aWFBDNvL6F++XEUgRoCfzsQ2QUmaL4QMjIy+O6771AoFDzwwAMtPCC7G86qKsr/8hfMW7cBoJ8xnZBnnmnb2diXgGh3AkHHItpc18RtsdCwYQPWAwex5+Rgz83FVVFxxvKK4GDUCQmoExObvGzUiYkoLuWeVVeC/PB3yI6uAkM47j6zkRImglp38efsBjhcbpYfKuX9zXkcLfeERVIpZNwwOJL7roojNuAihTCnDfn+z5BvfQVZg+e7dIf0xz3haaTEyeedl8fmslFYX0h+fX7TcsLrptxSftZj/bz8iNZHN3nbqBVqnG4nDrfDs7gcTa+bbT91cTV/39rxTrcTp9S5Xvbng0FlYGDwQIaEDGFw8GD6BfRDpRD/g92VmtJifnnnNcpyswHoN24yV992N2qNx8N+1S+r6RU2hMNbS8kp249FVwyAVgrg6hFTGHBVHGrt+T2jOMvN1HyeiavahsxLge+8Hnj16t7PCAJBWyL6lwJBx1NVVUV4eHjXCWt2Og6Hg7S0NOLi4i54YE2SJB555BF++OEHNmzY0EyYAYiPjycsLIzVq1c3iTN2u52NGzfy0ksvATB06FBUKhWrV69m3rx5AJSUlJCWlsa///3vVuv18vLCy8urxXaVSiX+3AQdgs3sYO3CDNxOifiBQQyeEtup8a3351dzx8d7qLM6GRDly6d3jcB/3Z8AkPWZhSoooV3qFW0OijKP0FBtRK3VkjB4OMrz/DxyanJ4ZOMjWJwWUsJTeHn8y3gpWv6vXQiSS8K8zRMO0nB1FGqvi53Kem7sdjtr1nhysYwZM4aQkJB2q6sjaNixg6I//hFXRSUyjYbQv/wZvxtv7JJx60W7Ewg6FtHmuhgqFV7XXAPXXNO0yVVbiy0nF1tONvbsHGzZ2dhycnCWluKqqMBSUYFl585mp1EEBOCVmIi6RyJeiT3w6pGIV2IiiqCgc//3B8bAVY96FuBK8S9QqeDG4bHcMDSGdRnlvLMhm335NXy9p5Bv9hYya0AEC8Yl0D/C98JPPPpBGHobrm1v4978GqrydORf3wIxo2Hy3yBm5HmcRkUfTR/6BPdpsc/itJBf5xFsjtcdp6C+gON1x8mvy6fCUkGNrYYaWw2Hqg5dmO1tgEKmQCVXeRaFCqVc2ex90+szbVOcZd+5yje+t7lsHCw/yN6yvRyoOEC9o54txVvYUrwFAI1Cw4DgAQwJHcKQkCEMDB6It0pErOguBEfHcsvz/2HbN1+w66dvObxxDSVZh5n5yB8JjIlDJoeew8LoNyqaquK+rF2yjSPFO7HIjKze8QN71vYneWhvksdHERh59klLqkhf1A8Ppurzw9jz6qj5PBPfWQnox0R0yX61QNBZiP6lQNBxtHdbu2BxZu/evTz88MMEBATw+uuvM2fOHDIzM9Fqtfzwww9MnTr1vM/1m9/8hi+//JKffvoJg8HQlCPG19cXrVaLTCbj97//PS+88AI9e/akZ8+evPDCC3h7ezN//vymsvfccw+PP/44gYGBBAQE8Ic//IHk5GQmT558oZcnELQ7kiSx7n8Z1FVaMQRqmHh7307taO7MreLuT3bTYHcxLNafj+8ajo9kgoNfeQqkLOg0264Eju70PLQmDk05b2GmyFTE/avup9ZWS3JQMq9PeP2ShRkAS1oFrhobcp0K3ZD2FUu2bNlCbW0tvr6+jB07tl3rak8kp5PKd96h8t33QJJQ90gk6rXX8OrZs7NNEwgEAsF5ovD1xXvIYLyHDG623WUyYc/JwZadgy0np0m8cRQV4TIaMRuNmHfvbnaM3NcXr0SPUOPVswfqxES8evRAGRIiBhYbkctlTO4XyqS+IezKM/Luxhw2ZFaw5GAxSw4WM753MA+OS2REfMCFfWZeetxjH2O1MZJpuiMo9nwE+dvg42nQazpM/CuEJV2UzVqllt4Bvekd0LvFPrPD3CTa5Nd5vG1ckuuc4oZarm5134WKKwq54qKuqa0ZGe4RwJxuJ5nGTPaU7WFf2T72le+jxlbDrtJd7CrdBYBSpqRvYF+GhAxhaOhQhoQOwdfrAkU5QYeiUCq56pY7iBs4hOVvvUJ1STGL/voHRs69BUl+8jkkMELPvAemUlwwgEWLvqLeXEOV4QC799aStrmIiB5+JI+PImFQMApl69K0Qqci+J5kqn/MxrynjNqluTjLzfhdk4jsDMcIBAKBQNBduWBx5re//S0GgwG9Xs/UqVOZOnUqa9as4dVXX+Uvf/nLBYkz7777LgDjx49vtn3hwoXceeedAPzpT3/CYrHw0EMPUV1dTUpKCqtWrcJgMDSVf+2111AqlcybNw+LxcKkSZP45JNPUCi6RkdVIDiVQxsKyT1QgVwhY9p9SWg6MdHhpqwK7v9sD1aHm9GJgXx0xzC81UrY+hk4LRCaBLFjOs2+yx1Jksja4QmB1XPk+X3OlZZK7l91P+WWchJ9E3ln0jvoVJceBkWSJOo3FQGgHxWOTNV+/59Go5GtW7cCMG3aNNTq9vPQaU8cpaUU/+GPmPfsAcDvphsJ/fOfkWs7Lu68QCAQCNoPhV6PduBAtAMHNtvuNpux5eZhz8luJtw48gtw19Zi2bcPy759zY6R6/Wtetoow8ORya/MwUaZTEZKQiApCYGkF9fy3sZclqUWsyGzgg2ZFQyN9efBcYlM7BNyQXkrHEoD7knPohj9G9j4Euz7DLJWQtYvkHwTTPgzBMSf+0TnibfKmz4BfegT0NLj5kpEKVfSP6g//YP6c0f/O3BLbvJq89hbtpd95fvYW7aX0oZSDlUe4lDlIT49/CkAPfx6eISakCEMCR1CmC6sk69E0BrR/ZK5499vsfrDt8jasYVtiz9HGxJO/aiRBISdzBMcER3Gw797kJ9//pn09HQafHJxquspyulJSXYt3j5q+o2NoP9Vkej9W04ykynl+M/tiSpUR+3yXBp2leKstBBwa18Unfj8LBAIBAJBW3PBOWf0ej179+4lNjYWvV7PgQMHSEpKIi8vj6SkJBoaGtrL1najrq4OX19fKisrRc4ZQbsiSRKfPrmVhlo7Y2/qycBJbZfH5UJZfbiM33yxD7vLzYTewbz766FoVApwu+D1QVCbD9e8CUNub/O6HQ4Hy5cvZ+bMmVe0K25JdiZf/uVxVF4aHvzoC1Tqs3u/1NnruHvl3WRWZxKpj+TT6Z8SqgttE1usOTVUfngIlHLCnxrRrg89ixYtIjMzk4SEBG677bZuOZO4fsMGSp58CldNDXJvb8L+/nd8Z8/qbLPOimh3AkHHItrclYfbasWel9co2GQ3ed3Y8/PB5Wr1GJm3N14JCS2EG1VkJLIrcKLZscoGPticy7d7CrG7PInAe4caWDA+gTkDIlAqzi5ktdruKrNh/T8g/QfPe7kSht4JV/8RDEIA6AyKTcXsLdvbJNjk1ea1KBOpj2wSa4aGDiXWp3PDQAuaI0kS6RvWsG7h+zhsVrx0eqY+8Ai9Usa0KLdr1y5++eUX3G43Oi8ffGr64az1TM6SyWUkDAwiaXwUkb38Wv2OLRlGjIsykGwuFIEagu7ojypEhMUTXJmI/qVA0PFUVVURFBTUdXLOmM1mAgIC0Gg0aLVavL09N0Vvb2+sVmubGygQXE6Yqm001NqRyWX0GxvRaXYsOVjMo18fwOmWmJEUxuu/Goz6hIt45gqPMKP198wuFLQbWTs83iMJQ4afU5ixOC08vPZhMqszCdQE8sGUD9pMmAEwbSoEQDcstF2FmaysLDIzM5HL5cyYMaPbPWRLdjvlr76G8ZNPAND060fka6+ijo3tXMMEAoFA0OnINRo0ffui6du32Xa33Y792LFmIdLsOdnYjh1HMpuxpqVhTUtrdoxMo0GdEO8RaxIT8eqRiDoxEXV0NDLlJacN7bLEBel44fpkfj+pJ//dksfnO46TWVbPo18f5JVVWdx/dQLzhkV7JhSdL0E94KZPYMzvYe3fIWct7P4IDnzpCd875neg9WunKxK0RoQ+ggh9BHMS5wBQZalif/n+JrEmw5hBkamIIlMRP+f8DECgJpAhoUOaBJte/r26TEi3KxGZTEbShCmE9ujF1y88i81YwZJX/0XShClMuPN+1BptU7mUlBQiIiJYvHgx9fV12H32Mnz01TRk6yg+WkPO/gpy9lfgH64jeVwkvVPCUGtP/s9p+wQQ8uBAKj9Nx1VlpfztAwTe2hdNrwvLeSwQCAQCQVfkonr2H374IXq9HqfTySeffEJQUBD19fVtbZtAcNlRfqwOgIAIHSqvznmY+HZvIX/69iBuCa4bFMF/bhrYfBbizvc866F3gkqEZ2ovJEni6E6PONPrHCHNHC4Hj214jP3l+zGoDLw/5X1ifGLazBZHWQPWzGqQgWFsZJud93ScTicrV64EYOTIkQQHB7dbXe2BvaCAoscex3rIk+zX/7bbCPnjH5B307BsAoFAIOgY5Go1ml690PTq1Wy75HBgLyjAln3Sy8aWnY09Lw/JasV2+Ai2w0eaHSNTqVDHxzeJNarwCGQqpUewUXrWMqWqaZtne/P3Z9ymUnWZSRMhPhqemtmXh8b34LMdx1i49RiF1Rae+Smd19cc5e6x8fx6ZCy+2guYUBIxCG77HvI2w9rnoHA3bHkV9vwXxj4KIx4AtZiN3xkEagOZHDuZybGenLEmu4mDFQebvGvSKtOoslax+vhqVh9fDYBepWdQyKAmsSYpKAm1QvTJOhq/sAiipl6Dv7mGPUu+J239aooy0pn5yB8JSzyZgzE6OpoFCxbw7bffkpeXx7b9axk+fDg33TSGw1vKyNxZSnVJA5u+ymL7Dzn0HhlG0rhIAiP0AKjCdIT8ZhBVnx/BfqyOyoVp+M1OQDc6osv8bwkEAoFAcDFcsDgTExPDhx9+CEBYWBifffZZs30CgeDMlOV5xJnQ+LZ3gzsfNmVV8IdvDgLwq+HR/PP6ZBSnxvAuS4djm0GmgGH3dIqNVwrFWRnUlpehVHsRP2jYGcu53C7+vOXPbCnagkah4e3Jb7eajPZSOJFrRtsvEGVQ+wly27dvx2g0otfrufrqq9utnvbAcvAg+ffci9tkQu7rS8QL/8QwaVJnmyUQCASCboxMpfKENEtIaLZdcjpxFBZ6ctmcCJGWnYMtN9cj2mRlYcvKah+jFIqWgs0p21A1ij/Nypy2TXVCKDrLtmaCkgqZSoXC3w9lUBDKwECUQUHIdTp8vVU8PLEn94xNYPGeAj7YlEtRjYWXf8nk3Q053DoyhnvGxhNi0Jz/NcZfBfes9niLr/07VByBNc/Cjvdg/BMw+DZQiFAxnYlerWdM5BjGRHomMNlcNtIr0z1iTfleDpQfwOQwsaVoC1uKtgCglqtJDk5mSMgQhoUOY2DIwDbJyyg4NzK5nNHzfk3C4GEsf+sVqkuKWfTXPzB63q8Zfs0NyBs9nHQ6Hbfddhvr169n8+bN7N69m+LiYubNm8eo6xPJ3FFC2sYiqkvNpG0sIm1jEZG9/EgaF0X8oCAUejXB9yZT/UM25r1l1CzJxVFuxu+aRGTnCHkoEAgEAkFX5YLFmWPHjrWDGQLBlUFZo+dMaFzniDNf7ykA4PrBkfzrhuSWs4x2vu9Z950Nfp2XD+dypyjjMD++/DwAicNSUGlaH1CQJIkXdr7AymMrUcqVvDbhNQaHDG5TW1x1dswHygHQXx3Vpuc+ldraWjZt2gTAlClT0Jzhmrsi9uPHKVjwIG6TCe3AgUS+9iqqiM4LSygQCASCyxuZUok6Lg51XFyziQCS242juPikp83RbJxVVUhOBzicSM5Tl9a2OcHh8Lx2uVrPg+NyIblcSDZbB15x68i0Wo9QExiIIjiIqYFBTAsI4LBMxbJCG0eqlPy8rJRFGzOZk5LI/VcnEOFznp4TMhn0mQm9psGhb2D9P6EmH5Y+CtvehAl/gf43gFwM+HYFvBReDAkdwpDQIdzHfbjcLrKqs5rCoO0t24vRamzytPnw0IcoZAp6B/RmaOhQhoYMZXDoYAI0AZ19KZc10f2SuePfb7H6w7fI2rGFLYs+5XjqfuY8+iRag+f5Vy6XM2nSJKKjo/n+++8pKirivffeY+7cuQyY0IPk8VEUZlaTtqGIvIMVFGXVUJRVg85XTb+rIul/VQT+N/ZEFeJN7co8GnaW4qy0EHhrX+TeQlQVCAQCQffj8g1YLBB0MdxuifJ8T/i/zhBnbE4XGzI8g/B3jI5rKcyYjZC62PM65cEOtu7KIWvHFpa/9Qouh4PwHr2ZeNcDZyz75v43WZy1GBky/jX2X4yNHNvm9pi2FYFLQh3rg1ds+/0uV61ahcPhICYmhgEDBrRbPW2N02gk//77cVVXo+nfn5iP/4tcJ2ZhCgQCgaDjkcnlqKOiUEdFwfjxl3w+ye2G08QbyeEEp+Ps2xwe8UdyOk8e32Kb66RI1LTfeeZtdjsuoxFnVRXOykokiwXJYsFRWIijsLCZ3eHAvaddi3WJilwvA7n+Afjr1ZTv2Ys6OBhlcBCKRk+cUz1ympArYOCvoP/1sPdT2PRvMObCd/fAlv+DyX+DHpM9Yo6gy6CQK+gb2Je+gX35db9fI0kSx+qOsa9sX5NYU2Qq4nDVYQ5XHeazw55oHwm+CR6Rp9G7Jlwf3slXcvmh0euZ/fsnSN8wlHUL36cgPZWvn32SuX/5O4aAoKZyvXr14oEHHmDx4sWUlJTw+eefM2HCBK666iqi+wQQ3SeAeqOV9M1FHN5STEOtnd1L89i7/BgJg4NJHh9JwG19qf4qC1tOLeXvHCTwjn6ogkVoQoFAIBB0L85bnHnsscfOq9yrr7560cYIBJczxuIGnDYXKi8F/uEdP7i7PaeKBruLEIMXAyJ9WxbY9z9wWiBsAMSM7HD7LnckSWLvsh/Z+PnHIEkkDhvJrN/+AZVX6x4kn6Z/yoeHPCEknx75NNPjp7e5TW6bE9OOUgAMV7dfrpm8vDzS09ORyWTMmDGj28SFdlssFDz4II7j+agiI4l+710hzAgEAoHgskEml4NajawL5k5zNzQ0CTXOykpcVVU4KxvfV1XiqqxqJuRoXA7CzEbPZCOgLvPwGc99ukeOMrBRuAkOQtHvVZSlm1BmL0ZZmIb8ixshZrRHpBH94y6LTCYj3jeeeN945vaaC0BpQyn7yvY1eddk12STW5tLbm0u32Z9C0C4LpwhoUOavGvifeO7TT+1KyOTyUiaMIWwHr347p9/paown6+e+RM3/uV5/MNPPnP4+/tz9913s2LFCvbt28f69espKCjghhtuwNvbG0OAhpHXJjJ8Vjw5+8tJ21BESU4t2XvLyd5bTkCEjoHDw/BLq8BZaaH87YME3toHTU//Trx6gUAgEAgujPMWZ/bv33/W/SaTiX379glxRiA4A+WNIc1C4gzI5R3f6V91uAyAKf1CW9bvcsLujzyvUxaI2YFtjNvtYsP/PmL/iiUADJo2mwl33tcUf/l0fjj6A//Z8x8Afjfkd8zrPa9d7GrYXYZkdaIM0qLpG9gudbhcLpYvXw7AsGHDCA/vHjMUJZeLoj/8EevBVOS+vkR/+AHK4ODONksgEAgEgisCuU6HWqdDfR45TU8IOVlHjvHL5sPkHs3Hz2rC31aPv81EoN2Ev82Er7UOL6f9jB45zdEBOmQKCaUmG+V/b0URFISyVwrK6J7n9sgRdDphujBmJsxkZsJMAGqsNewr39fkXXO46jAlDSUsy13GstxlAPh7+Td51gwNHUrvgN4o5SLYyMUSFB3Lr/7+Mt+98FeqS4r56m9PMPfPfyck7mSeLZVKxTXXXEN0dDTLli0jOzub999/n3nz5hEZ6RFyFEo5vYaH0Wt4GBUF9aRtLCJrVynG4gbWFzeg0ygYG+iFpsFB5cI0/OYkoh8lQhALBAKBoHtw3j2N9evXn3X/gQMHGDp06CUbJBBcrpTl1QKdE9LM7ZZY3SjOTO0f1rJA5nKoLQDvQEia28HWXd44bFaWv/kK2bu3AzDu13czdPb1Z5yVtzZ/Lc9ufxaAu/rfxT1J97SLXZJLwrSlCAD9VZHI2kkw3LVrFxUVFWi1WiZMmNAudbQ1kiRR9sK/MK1di0ytJvrtt1okaxYIBAKBQNA1OCHkJMXE0HviKD79bjlHlXF8cKAYu9PdrKzGacPfVn+KeFOPn7W+Scjxs9XjbzXhb6tD43IguWQ4GpQ4GoCqOshcDaxu1Q6n2gunjx8u3wAICEAeGIjS3x+1jwEvHwNaPwNaHwNKgx65Ttd88fb2eDIJ2g0/jR8TYyYyMWYiAGaHmYMVB5vCoKVWpFJtq2Zt/lrW5q8FwFvpzaCQQU1iTXJwMl4Kr868jG6Hb0goNz/7Et/9629UHMvl62ef5PonniGqb1KzcoMHDyY8PJyvv/6a6upqPv74Y2bMmMHQoUObPTcFRxuY8Os+jL4hkYztpRzaWEhtuYXVRWYGeSuIVsup+SkHe2kD/tf0QKYQkw4FAoFA0LVps2kgwv1XIDg7ZY2eM6FxrYQUa2cOFtZQUW9D76VkZEIriTB3vu9ZD70LVN0nUXtXx1xXy4///jslRzNRKJXMePhxeo+66ozli0xFPL3ladySmxt63sCjQx9tt/9WS1oFrhobcp0K3ZCQdqnDZDKxYcMGACZPnoy3d/eIAW38eCHVX3wBQMRLL+I9bFgnWyQQCAQCgeB8CdbCHTP78ffrkqizODHZnJisTuqtDuobX5tsnqXO6sBkdVJgc3LE6qTe5qTe6sRkc+Cob0BZW43BUk8fWz7XOzfT15aP0yrHYVVQZvGnweqFr60BjcuB0m5DWVkGlWWQc9IeCbA2LtVnsduh9sKp8cat0SJpvcHbG5m3DoVeh0KnR+2jR23Q4+1nQOPr01LgOWWRqdXi+fwceKu8GRUxilERowBwuBykV6U3hUHbX7afekc924q3sa14GwAquYqkoCSGhg5lSMgQBoUMwqA2dOZldAt0fv7c/Ld/8cNLf6coI53v/vkMsx99ksShI5qVCwsL4/777+fHH38kMzOTpUuXUlBQwKxZs1CfFn7Ry1vFwEnRDJgQRUGGkUMbith/qJI6l0Q/jRzzzlKqM6sJvSsJfWj3eAYRCAQCwZWJ8NEVCDoAu9WJsbgBgND4jvecORHSbHzvYLyUp4XSKj0Ex7eATAHD28dL40qkuqSI7//1LDVlJWh0eq7949MtZoidisvt4s+b/4zJYWJQ8CD+OvKv7fZQLUkS9ZsavWZGhSNTtR5e7VJZt24dNpuNiIgIBg8e3C51tDV1y5dT/vLLAIT86U/4zJjRyRYJBAKBQCC4GLyUCoINCoINF+/pIEkSNqe7UbBxUlO4n6BdLxJevJkYjDjkGlIjb2G171zMtVbcVUbk1VUoamtQ1VWjbqhHbrWgslnQOKx4O21oT1m8nTYUkse7R2W3obLboK51CUcCbI3LOVEqG4UabxS6Vjx1mi3eTa8V+jN49Sjap6/YlVApVAwKGcSgkEHcwz243C6ya7KbxJq9ZXuptFSyv3w/+8s9Id/lMjm9/Xs3hUIbEjqEIG3QOWq6MvHy1jH3L39n6WsvkrtvNz/95x9Mf+hR+l3V3LNeq9Xyq1/9iq1bt7J27VoOHjxISUkJN998M4GBLcMwy+QyYvoFEtMvkLoqC+mbizmwtZhkuYRXjY3CV/ZQGu9H7ykxhCX6CtFSIBAIBF2O8xZn8vPzz7q/uLj4ko0RCC5XKvLrkSTQ+Xmh8+t4V/jVp+SbacEJr5l+14KPiM3bFhRnHeHHfz+Ppb4On+BQbnjqWQIjo896zH/T/su+8n3oVDr+ddW/2jW+tS23FkeRCZRydO0Uj9lut3Po0CEApk6dirwbhOow795N8RNPAuD/618TcNednWuQQCAQCASCTkUmk6FRKdCoGkWeoLEwaCnkbYa1z6Eq3M3QgoUMrfgBBs2HXkHg5QOanqDxaXztg+RlwKYwYEKDyeYRe+ptDootDhpMZiy19Vhr67HWmXDU1+OqN+FqaMDd0IBkNiO3mJFbLSisZrwcNrwd1hYij95lQ+20ewx3OnHX1uKurcXZFp+DVttMyFF465D7+ODVuxfaAQPQDhyIMqAV7/xujEKuoHdAb3oH9GZ+3/lIkkRBfQF7y/Y2CTYF9QUcMR7hiPEIXxzxeF33D+zPrIRZzIifIYSa01Cpvbjm8b/wy3uvc2Tzela89QpWUz1DZlzTrJxMJmPs2LFERkby7bffUl5ezgcffMB1111H3759z3h+n0Ato65LxDUrntx1Bbg2FKCXQ0xeDZv+rwopTEfyuEh6jQhD5XX5C44CgUAg6B6c9+hfXFzcWWcZSJIkZiEIBGegKaRZJ3jN5FaYyC43oVLImNDntPBVDVVw6BvP65QFHW7b5cjRXdtY/sZ/cDrshCb05PonnkHn53/WY9Iq03j3wLsAPDXiKaIMUe1qo2mTJwGublgoCp2qXeo4evQoDocDPz8/YmNj26WOtsSWk0PBbx5GcjgwTJlM6FNPinuaQCAQCASC1om/Cu5ZDZkrYO3foeII7HjnjMVlgAbQICOoUbDh9LW3DwT4nrIt/LQynn1Gh5rUolpSC2s5WFDDwcIaKk0eUUYuudE0ijX+MidJ/kr6+ijoYZATp5XhhwO32SP6uE2N6zMsLrMZHA4AJIsFl8WCq7L5dZnWrWt6rYqMRDtwAJrkAZ51v37INZdPuGSZTEaMTwwxPjFc3/N6AMrN5ewr29ck1hytPkp6VTrpVen8Z89/GBk+ktkJs5kYMxGdStfJV9A1UCiVzHjoUTR6PftXLGH9Jx9gNdUz6sb5Lfre8fHxPPDAA3z77bfk5+fz9ddfM3r0aCZNmoTiLN5cCpWcntNicY0Op/SjQ6jLzIzSKUgtN7Phi0y2fZ9Dn1FhJI+Lwk+EPBMIBAJBJ3Pe4sz+/fvPuj8jI4P58+dfskECweVIed6JfDMdL86c8JoZmRCIj+a0gfh9n4LTCuGDIHpEy4MFF8S+FT+z/tMPQZJIGDKc2b97AtU5HkrNDjNPbn4Sp+RkauxUrkm85qzlLxVHaQPWzGqQgWFsZLvVk5aWBkBSUlKXFzkc5eUU3Hc/7ro6tIMGEfHyy1dE+A6BQCAQCASXgEwGfWZCr2mQ/gMU7QVrHVhrwFbneX3q2mUHJLDVepaLJEAmZ7yXgfFeHrFGijBgVRowOjWUWtXkm5Xk1smpcmmpt2nZWqFjZbmWOrxRaH2Jj+xFn/5hDIz2Z0CUL4H6M3v1u+32k4KNydRMvHFWGbGmp2NJTcWek4OjqAhHURF1y1d4DlYoTnrWNAo26oQEZN3Am/p8CfEOYXr8dKbHTwegylLFL8d+YVneMlIrUpvy1WgUGibETGB2wmxGRYxCJW+fyVHdBZlczoQ77kdr8GHb4i/Y/u0iLPX1TLzz/ha/Dx8fH+644w7WrFnD9u3b2bZtG0VFRdx4440YDGfP96MwqIl4eDDV32VhPlDBIG8FgXol+412UtcVkrqukB7DQph4W1/hSSMQCASCTuO8xZmBAwe2px0CwWVNk+dMJ4gzJ/LNTD09pJnLCbs/8rxOWeB5wBRcFJLbzcbP/8veZT8BMHDKDCbetQD5eQzwv7znZY7XHSfEO4RnRj3T7kJG/WZPrhltv0CUQdp2qcNqtXL06FHAI850ZdwNDRQueBBHcTHq2Fii3n3nsprlKRAIBAKBoJ2RKyD5Rs9yJiTJMyGqmWBTe8r72pZijrX25PsTr91OkNyN5Wuh1uOVowUiG5ehAPLG5XTcQAE48+WY0FIneVOl0IPGB7XOD51PAH7+gai8/UDji1zjizxmJET1PutH4Kqvx5qWhuVgKpZDh7CkHsRVUYnt8BFsh49Q89XXno9Kp0OTnOwRbAYkoxkwAFVIyFnP3Z0I1AYyv+985vedT35dPsvylrEsdxnH646zIm8FK/JW4O/lz7S4acxOnM2AoAFdfhJTeyGTyRg19xY0egPrFr7PgV+WYjXVM/2hR1Eomw9TKRQKpk2bRlRUFD/99BPHjx/nvffe46abbiIuLu7s9ajk+N/cG2WoN3W/HCfaLRHVz480mZzcw0ay95RTW25h1m8GoPPt+PDjAoFAIBC0X1IDgUAAQEONDVO1DZkMgmPPPrunramot7Ev35NUdPLp4kzGUqgrAl0wJN3QoXZdTjjsNla89QpHd24D4Kr5dzL8mrnn9aC1Ln8d32Z9iwwZL4x9AV8v33a11VVnw3ygHAD9uPYLnZaZmYnT6SQwMJDQ0FbyHHURJKeTwkcfxXr4MIqAAKI//ACl/9lD0AkEAoFAIBBcMDIZqLSexXCRfSNJAoelpYBzqohz+tpa2yQCSY3bZJILpcyNHw34yRpAqgALnqWy9ardUcORD7kd+l8PXi2fZxQGA7pRo9CNGtVoqoSztNQj1qSmYk1NxZKejruhAfOOHZh37Gg6VhkW1kys0fbvj1zX/UOAxfjE8ODAB1kwYAHpVekszV3KirwVGK1Gvsr8iq8yvyLaEM2shFnMip9FnG9cZ5vcKQyeNhuN3sDKt18lY+tGbOYG5jz6JCqvlpOl+vfvT2hoKIsXL6a8vJxPP/2UyZMnM3r06LM+e8lkMnwmxKAK9sb4dSYUNzA4WMug+5NY/kUmFfn1fPvSHmb/ZiCBkfr2vFyBQCAQCFogxBmBoJ054TUTEKFDrenYJrf2SBmSBAOifAn3Pc1LYuf7nvXQu0ApZgldDOa6Wn56+R8UZx1BoVQy7aFH6Ttm3HkdW2mp5NltzwJwR/87SAlPaUdLPZi2FYNLQh3rg1dM+3lxpaenA107pJkkSZQ+9xwNmzYj02iIfu9d1DExnW2WQCAQCAQCQevIZKD29iyGsAs/HBoFHnOTcNNQb+RYUQlFpWWUV5RTbawCWx0+NGCQWQilmhT5EZSFu6FwN/alf6IkagbKYbcT3n8cckXrIcpkMhmq8HBU4eH4TJ8GeCbF2HJysBw82CjYHMKWnY2ztJT60lLqV63yHCyX49WjR2P+mmS0AwfilZiITNk9hy5kMhlJQUkkBSXxh2F/YEfJDpblLmNt/loK6gt47+B7vHfwPZICk5iVMIvp8dMJ0gZ1ttkdSt8x4/Dy9mbJqy+St38P373wDNf96Rk0upZCSVBQEPfeey9Lly4lNTWV1atXU1BQwHXXXYfmHN7v2qQggv01VH2ajrPCgnxJDtfN78XKn/KoKTPz/ct7mf5AMtF9A9rrUgUCgUAgaMF593BuuOHsM+tramou1RaB4LKkrDHfTEgnhjSb0ve0GXolByF/G8iVMOzuDrfrcqCmtITvX/wb1SXFeOl0XPuHp4nul3xex0qSxNNbn6baVk2fgD48MviRdrYW3DYnph0lABiubr9cM2azmezsbKBrhzSrfPddar75FuRyIl99Be2AAZ1tkkAgEAgEAkH7IpOBWudZfMLRhUD/ROh/SpGyOisHC2pILazlh8Ia/lqQx1THeuYpNpBAKbH530P+9+R+H8lO3xkYe9xAz4REBkb7Eepz5sFxmVKJpndvNL174z9vHuAJL2tJT/d41qQewpKairO0FFtWFrasLPjmW8+x3t5o+/VDM/Bk/hplWFiXnQR0JpRyJWMjxzI2cixmh5n1BetZlruMbcXbSKtKI60qjf/s+Q8jw0cyK2EWk2Im4a26MhLWJwwezty//J0fX/o7RRmHWfzcU8z989/R+bX0aler1Vx//fVER0ezcuVKMjIy+OCDD5g3bx5hYWcXLtWRekIeHkzlZ4dxFNRj+fYos2bGs35nGcVHa1j65kHG3dqbfmMi2utSBQKBQCBoxnmLM76+Zw+34+vry+23337JBgkElxudlW+mweZkS7YnNsHU/qd1Und+4Fn3uw58wjvUrsuBstxsvvvX37DU1WIICmbuU88RGHX+XhdfZnzJ1qKteCm8ePGqF1Er1O1orYeG3WVIVhfKIC2avoHtVk9GRgZut5vQ0FCCg4PbrZ5LoeaHH6l8400AQp/+C4aJEzvZIoFAIBAIBIKuQaiPhqn9w5qeHyRpBMeq5nAwv5qNGRuJzf+ekZbNJMiKSKj9CMeehazbNZinXOPJ1KWQFBPAgCg/BkX7kRzli49Gdca65DoduhEj0I0Y0bTNUVaO9VBqU/4a66FDnnBoe/Zg3rOnqZwiOAjtgIFok5M9XjZJSSjOkSC+K+Gt8vaENEuYRZWlil+O/cKy3GWkVqaytXgrW4u3olVqGR89ntkJsxkVMQqV/Myf5eVAVJ/+3Pzsi3z7z79ScTyPr575Ezc+/Ty+IS0FF5lMxvDhw4mIiGDx4sUYjUY++ugjZs+ezaBBg85aj8JHTcj9yRi/PYrlYAWmpbmMHxXOHj81WbvLWf9ZBnWVFlKuSeh2AqBAIBAIuh/nLc4sXLiwPe0QCC5L3G6J8uON4kx8x4ozm7IqsDvdxAZ60yv0FJfwhko49I3ndcqCDrXpcuGX917HUldLSFwi1z/5N/T+5+/6nl2dzat7XgXgsaGPkeiX2F5mNiG5JExbigDQXxWJTN5+DxlpaWlA1/WaMW3dSslf/wpA4L33EDB/fidbJBAIBAKBQNB1kclkxAfpiA/SwZBbgVtxmGso2r4Ir9QvCKo9xDTFHqYp9lBm9+O7zKtZfHgcL0ueCWAJwToGRfkxIMqXgdF+9A33QaNSnLE+VWgIqtDJGCZPBkByubDn5TXlr7EcSsWWmYWrohLT2rWY1q49YSjqhIRm+Ws0vXohU3V9QSNQG8j8vvOZ33c++XX5LMtdxrK8ZRyvO86KvBWsyFtBgCaAaXHTmJUwiwFBAy5b0SA4Np5b/v4y3/7zaWrKSlj0zJ+48c9/JygmrtXykZGRPPDAA3z33Xfk5OTw448/UlBQwPTp01Gd5buXqRQE/Ko39SHe1K0+TsP2Egb18sd3agy7V+Wzd8Vx6iqtTLy9D8qz/F4FAoFAILhUumfgVoGgm1BTasZhdaFUywkI79jElqtPCWnWrPO+/W1w2SBiMEQN61CbLgfqjZVUHM9DJpMz9y9/x9vn7F6Fp2J32Xli8xPY3XbGRo7llj63tKOlJ7EcqsBVY0OuU6EbEtJu9ZhMJvLy8gBPws6uhjUjg6Lf/g6cTnxmziT4scc62ySBQCAQCASCbofK24/ISQ/CpAeh7DDs/xzp4FeEWqp4SPkzDyl/5oC8H/+zXs3yihRyKxr4fr9nopBKIaNPmA8Do32bPGwSg/UozjB5SKZQ4NWjB149euA31xNq3W2xYD1ypFGwOYg19RCOoiLsOTnYc3Ko/eEHz7FeXmj69WsSa7QDB6KKjOzSwkaMTwwPDnqQBQMXkFaZxrK8ZazIW4HRamRRxiIWZSwi2hDt8bqJn0Wcb1xnm9zm+IWF86vn/s13LzxDZcFxvn72Sa5/8m9E9Orbanlvb+//Z++uw6O6tgYO/8YnMnF3wWO4FCdYsVK8pbSlRt2/+r11d7stFWiLFQrFKYUEKe4SQkIIcfdkkpmMf38MpKUEbQTofp/nPBkyR/YZcpIzs/Zai+nTp/PHH3+wZcsWDhw4QEFBAVOmTMHd/dyyaGdIJBJc4kOQeztQ+UsahrRKQnwccZnYhs3LT3FyXzG1lfWMuj8WtfPVH+QTBEEQrk0iOCMIzag4qxoAn1CX8zbMbA4mi5XE1BLgbyXNtEWw+yv74wHP2OtOC5cl++hhAHwj21xWYAbg80Ofk1aZhrvKndf7vt4ibwytOhPVv2UB4NzHH0kzzvw6fvw4NpuNwMBAPDyurkaapsJCcu+bhbWuDscePfB/520k0pa7JgVBEARBEK5Lvp1g5FtIhr4CJ9bBoXmQnkhn63E6K4/znmI+xz2Hs4IhrCjxpUJnIim/mqT8aiAHACeljOhAVzoHuxEX7Eb3MHd8NOfvXyN1cMCxa1ccu3Zt+J65rAx9kr1vTf3RJPRJSVhratAfOoT+0KGG9WQeHjjExKCOjTldFi0amZtbM704V04ikRDjHUOMdwxPd3+a3YW7WZuxlsScRHK1uXx95Gu+PvI10Z7RjIkcw4iwEXg5eLX2sJuMs4cnU155h+XvvkphWiq/vPESNz31ImFxXRtdXyqVMmjQIIKCgli2bBmFhYXMnj2bCRMm0K5duwseyzHWG7mHmrKfjmMu0eGyK58xU9qwfmUmhenVLH1vP2MejsPN59/R/0cQBEFoWSI4IwjNqDjTXtLMp4X7zezLqqBab8LDSUm30L/MFvrjfTDrIagntL+xRcd0vcg+an9zFxbb5bK221O4hx+TfwTgtb6vtdibp8qVp7BUG5B5qHHuH9isxzpT0uxqy5qx1NSQe98szCUlKNtEEvTF50iVzd/nRxAEQRAE4V9DroSo8falOg8OL4JD85BXZRNb9Cux/Mp/fDpR1X4qe12GcaBUyuHcKo7lV1NntLAns4I9mRUNu4v0dqJ3hCe9IzzpFeFxwWANgNzLC83gwWgGDwbAZrVizMo+u39NaiqWigpqt26lduvWhm2VoaGo42JxiInFIS4WVYcOV9W9olwqp19gP/oF9kNn0rEpdxNrM9ayq2AXx8qPcaz8GO/ve5/eAb0ZHT6a+JB4HBXXfiDBwVnD5BffYOWHb5J99BDL332NUY88Rfs+/c+7TZs2bZg1axZLliyhoKCAhQsXMmDAAAYNGoT0AhOzlEEafB/qTNm845jyapFszOamUaGs35xPdYmeZe8eYNSDsfhHXt7kPEEQBEG4GBGcEYRmVJx1ut9MCwdnNiTbS5rFd/D5s0RARSYc+MH+eOjLImvmCtisVrKTDgMQGnPpwZlqQzUvbH8BGzYmt5vMoOBBzTPAv9EdKkF/pBSk4DGtPVJV8/3Kr66uJifHPvvxagrO2IxG8h55FMPJk8i9vQmZPRuZq3hTJQiCIAiC0Gxcg2Dg/0H/pyBrmz2b5vgqJCXHcS95mRGyNxnRfhTEz8ASNpT0Mj1Hcqs4klfFwZwqUotqOFVax6nSOhbssd9ftvFxpneEhz1YE+6Jt0Z1wSFIpFJUEeGoIsJxvekmAKwGA4bU1LP615iyczBmZ2PMzqZm1Wr7tgoFqo4dcYiJwSE2BmVEBMqQkKviHtJR4ciYiDGMiRhDub6c9VnrWZexjqNlR9mRv4Md+TtwkDswOHgwoyNG0yegDwrptVuSS6FWc/Oz/2XdFx+Rtmsbaz59j/raWuKGnX+ioZubG3fddRe///47+/bt448//iAvL4+JEyfi5HT+UuMyVxXe98VS+Usa+qQyjIk53NjLjy0plZTk1LLy40PE39mRtt19m+NUBUEQhH8pEZwRhGZiMlooz68DwDe85YIzNpvtz34znf5y47jlbbCaITIewvq12HiuJ6U5WehrqlGoHfBv1/6StrHZbLy26zVKdCWEuYTxdPenm3mUduaKeipXpAPgMiQEVUjz/gweP34cgJCQEFyvgjeuYH/tC156Cd2ePUgdHQn+ZjaKwObNHhIEQRAEQRBOk0ohYqB9GVUJSUvtgZrCI3B8BRxfgcwliPZdptO+83Sm9IgBoEpnZG9mBbszKtidUU5KUQ3pJbWkl9Qyf/eVBWsApCoVDnFxOMTFNXzPXFlJ/bFjZ/WvsVRVUX/0KPVHj1K54M/tZW5uKEJDUIaEogwNRRkagjIkBGVoaKuURvN08GR6x+lM7zid7Jps1mWsY03GGnK0OazLXMe6zHV4qD0YETaCMRFjiPGKuar77ZyPTK5g9KNPo3Zy4mjCehK++5L6Wi09x08+7/nI5XJGjx5NcHAwq1evJiMjg9mzZzN58mSCg4PPeyypUobHLR2o8clBm5iDYU8RA9u5c9BVxamkcjZ8l4y2vJ4uw0OuyddSEARBuPqI4IwgNJPSHC02qw1HFyXO7hd/s9BUjhfWkF+lR62Q0r+tt/2bxclwdIn9cfx/m+xYVouFpE2/49emPb7hkU2236tV1pGDAAR3ikYmv7QZaKtOrWJD9gbkEjnvDHinRUoM2Kw2KpacwGawoAzRoBkc0uzHPFPSLDo6utmPdalKP/nUPgNSJiPw009Rd2y8iaggCIIgCILQzBzcoee99qXwqD1Ic3QJ1OTB1ndh63v2IE6XGbh1GMPwKL+G3plVOiN7Mu2Bmt0ZFaQUnj9Y0yfCi14RHng5X9r7L7m7O879++Pc314qy2azYcrNRX80yR6sOX4cY3Y2ltIyLFVV9sDNkaPn7Efq6toQqLF/DUEREoIyLAyZm1uzf5Af6hLKA50f4P64+zlWdow1GWtYn7WeivoKFqUuYlHqIkI0IYyOGM3oiNGEuoQ263iamlQqY+g9D+GgcWXP8sVs//kn9LVaBt521wVf29jYWHx9fVmyZAnl5eXMnTuXkSNH0qNHj/NuJ5FKcB0WisLHgYpfTmJMq6SzryNuff05sKOQXctPUV2qZ8At7ZC1YF9ZQRAE4fokgjOC0ExKzpQ0C3dp0Vk1Z0qa9W/rjYPydPP3xNcBG0TdDAGdm+xYW+d9z8HfVuHo6sZdn8xG5Xj+NPHrQUNJs9jGG1H+Xa42l7f2vAXAQ10eIsqzZcp9abfmYcyqQaKU4TG1PRJZ8/78VVRUkJ+fj0QioVOnTs16rEtVsXAh5bNnA+D/2ms49xfZYoIgCIIgCFcF/1jwfx+GvQ6pa+yBmowtfy5qN4idAl1mgH8sbo5KRkT5MeJ0sKayzsjerAsHa9r6OJ/Vs+ZSgzUSicQeXAkJwXXM6IbvW+vqMObmYszKxpiTgzEnu6EkmrmkBGt1NfVJSdQnJZ2zT6lG0xC4+TPz5nTGjYdHk75XlEgkxHjHEOMdw9M9nmZ3wW7WZq5lU84mcrQ5fHXkK7468hUxXjGMjhjNiLARLdYL85+SSCT0mzYDB42GLT99x4E1y6nXahk+6xGkMtl5t/P19eXee+9l5cqVpKSksG7dOnJychg7diwq1fl/LhzjfJB7OFD203HMxTpCak24DA9hy8Ycjm8voLainhH3RqN0EB+rCYIgCFdO/BURhGZSnPlncKYlnSlpNvxMSbOcPZD2G0hkMPilJjtO8tZEDv62CgBddRU7f1nI4DvubbL9X21MRgP5qckAhMZ2vuj6ZquZ57c9j86so6tPV2ZGzWzmEdoZ87TUbMwGwG1cBHJPh2Y/ZnKy/XUJDw/H2dm52Y93MdWrVlH82usAeD30EG4TJ7TyiARBEARBEIRzKNQQM8m+VGbD4QVwaIE9m2bvN/bFP84epImZDA5uALg7nRus+TOzppzUIi0nS2o5WVLLvN32++IzwZo+kZ70DL/0YM0ZUicn1B06oO7Q4ZznrDodxtw8jNlZmHJyMGbn2AM42dmYi4qwarXUJydTf/qe+e/7VYSeybg5nXUTZv8q8/L6R4EbhVRB/6D+9A/qj86kY1PuJtZkrGF3wW6SypJIKkvi/X3v0zugN2MixjAkeEiLZPn/U91Gj0fl5MyG2Z+RvDWB+rpaxjz2DHKl8rzbqNVqpkyZwu7du9mwYQPHjh2juLiYKVOm4O3tfd7tlMEafB7uTPmPyZgK6nA5UMSoESH8vimPnOMV/PrBAUY/FIfGQ90cpyoIgiD8C4jgjCA0kzPBGZ+wlgvO5FboOF5Yg1QC8R19wWaDxNfsT3aZDl5tmuQ4RelpbPz2CwAiuvYg4+A+Dq1fTcyQ4XgFt1yKvDFPi81iQ+HriFTdvL/O8lOSsZhMaDy98QgIuuj63yZ9y5HSIzgrnHm7/9vIpOefzdVUrEYLFT+fAKsNh2hPHLu1TLPKq6mkmTYxkYLnXwDA/bbb8Hr4oVYekSAIgiAIgnBR7qEw+AUY+CxkbIZD8yF1rb0/TeER2PASdBxrD9SE9bf3szmzqZOSkdF+jIy+9GBNO9+/ZNaEe+B5mcGav5I6OqJu3w51+3bnPGetr8eUm4sxO/usoI0xJxtzYRHWujoMx1MwHE9pdL+KM2XSTpdKU4aGoggJRe7jfVmBG0eFI2MixjAmYgxl+jJ+z/qdtRlrSSpLYkf+Dnbk78BB7sCQkCGMDh9Nn4A+yKVX78dF0YOGonZyZs2n73Jq/25+fecVbnr6JVSO5w8uSSQS+vTpQ0BAAL/88gulpaV8++23jBs37oLvY+SuKrzvj6NyyQn0x8qR7y5k7A1+/H6wlPL8Opa+u58xD8XhHaJpjlMVBEEQrnNX719bQbiG6WqMaCvqQQK+oS0XnElIsWfNdA/zwMNJCekJkL0dZCoY+FyTHKOuqpKVH76JxWQisnsvbnrqRVZ++Ban9u9m8w+zmfTSmy1Sxk13uMQeiDhN5qJE7uuIwscRha+T/XETBm2yjh4C7FkzFzu/o6VHmX3EXlLrxd4vEuAc0CRjuJjqtRmYy/RIXZS43dy2Rf4fSktLKS4uRiqV0qGRmYQtqW7XLvIffwIsFlzHj8f3hedFo05BEARBEIRriVQGbYbal7pySFoCB+dBSTIk/WJf3MOg823Q+VZwDTxnF38P1lTUGdn7t2BNWnEtacW1/LTr7GBNnwh7Zs0/CdacdTpqNaq2bVG1bXvOc1aDAVNe3l8CN9mYTj82FRZi1ekwpKRgSDk3cCNxcDgraKMICUEZGoYyNAS5jw8S6fl7oXg5eDG943Smd5xOdk02azPWsjZjLTnanIbHHmoPRoaNZEzEGKK9oq/Ke+o2PXoz8flXWfH+6+QmH+WX119gwvOv4ujiesHtQkNDmTVrFsuWLSMrK4ulS5eSl5fHsGHDkJ2nPJpUKcPj1o7UJGSj3ZSL9XApN7ZzY2t+HWWFOn798CAj7okiLObaKBEnCIIgXD1EcEYQmkHx6X4z7n5OLVqD9ky/meGdfMFqhYRX7U/0vLfRNy6Xy2I2sfrjt6mtKMcjIIgbH3oKiVTKoNvvIevIAXKOHeXknh206928/T2MeVoqlp4EQOoox6ozY6kxYqkxYjhZdda6Mlclcl+n00Ebx4YAzuUGbXLOBGdiOl9wPZ1Jx/Pbnsdis3Bj+I2MiRhzWce5Uvrj5dTtKQLAY3I7ZE6KFjnumayZyMhIHC8wU6256Q4dIvehh7GZTGiGDcP/jdcv+KZUEARBEARBuMo5eULvB6DX/VBw0B6kObYMKrNg8xuw5S2IjIcut0H7USBvvKyVR6PBGnu/mvMFa9r7augd4UHvJg7W/JVUpUIVGYkqMvKc56xGI6a8/LNLpWXb+92Y8vOx6fUYTpzAcOLEOdtK1GqUwcF/6W9zusdNSAhyP7+z7pFDXUJ5sPODPBD3AEllSazNWMv6rPVU1FewMHUhC1MXEqIJYXTEaEZHjCbUpeWqJFyK4KhYpvz3bZa99V+KM9L5+eVnmfTia7h4+VxwO41Gw4wZM9i0aRM7duxg9+7d5OfnM3nyZFxcGp9cKZFKcB0ehsLHkYqlaZjTqxjg68hhZ1cyTlaz7n9H6T+1HTGDLl5lQRAEQRDOEMEZQWgGJaeDM75hLZfaXKWzN8YEGN7JD46vgKKjoNRAvyevaJ82qw2J9M9ZUpt/+Jb81OMoHRy56f/+05A27ubrR49xk9i9bBFb5n1PeJfuKFTNU3fXUmukfF4KmK2o27vjeUcUNqMFU7EOc7EOU3EdphL7Y0uNEUu1fTGkVZ61H5mrCkWQM26jwi/al6WuqpLSnCyQSAi5QHDGbDXz4vYXydHm4O/kz0u9m67Hz4VYtEYql9mDVc79AlG3dW+R49pstoZ+M61Z0qw+NZXcWfdj0+lwuuEGAj78AIlc/HkTBEEQBEG4LkgkENjNvox4C1JW2QM12dshfaN9cfSE2GnQdQb4dLzg7uzBGn9GRvsDfwZrdp2yB2xOFGsblh8bCdb0ivC0VyloRlKlElVEOKqI8HOesxmNmAoKGi2VZsrLx1Zfj+HkSQwnT56zrUSpRBES/Gd/m4hwnPv1QxEQQKx3LLHesTzd42l2F+xmTcYaNuduJkebw1dHvuKrI18R4xXD6IjRjAwbiaeDZ7O+BpfKN6IN0157j6Vv/IfKgjwW/fcZJr34Op6BwRfcTiaTMWzYMIKDg1m+fDm5ubnMnj2biRMnEhERcd7tHDv7IPNQU/7TcSzFOuKcFLh28eLQoTL++DmN6jI9fSe0Oet9tCAIgiCcj/j0Srgm5KdVsmdlBiajBblChkwhRa6UIpdLkTV8lTX82z/SlZBOrXezWJxZDYBv+IVTqpvSptQSLFYbHfw0hLgpYeGb9idueMQ+6+wyVf56krp9Rcg9HVD4O1GuK6B0ZxpOCjeGP/IoHgFnZ+L0vGkiyVsT0JaVsnflUvpOua0pTussNrOV8vkpWKoNyL0d8LilAxKpBIlajirUBdXfSshZ9WZMJfaAjT1wY1+sWiOWagOWagNlpTp8HuqMVHX+X4fZSYcB8AmLOG+avMVq4cXtL5KQk4BCquDt/m/jomz+knY2m43KpWlY60wo/BxxHRHW7Mc8o7i4mLKyMmQyGe3bt2+x4/6VITOTnLvvwVpTg0OXLgR98TnSCzQDFQRBEARBEK5hSkeIm2Zfyk/Ze9McXgi1RbD7S/sS2N0epImaAOqL34//PVhTXmv4Sxm0xoM1Hfw0p3vWeNAzvPmDNX8lUSpRhoWhDAs75zmbyWQP3JzJtsnJxpidjSk7B2NeHjajEWP6KYzpp87aTh0VhWbYUDTDhqGKjKR/UH/6B/VHZ9KRmJPI2sy17CrYRVJZEkllSby/7336BPRhZMhIjDZjC535+XkEBDHttfdY9uZ/qCjIY/HLzzLh+Vfxizy3nNzfdejQgVmzZrF48WKKi4uZN28eQ4YMoW/fvkjPk4mvCnHB5+HOlP94HFNhHSE5Nbj09mXr7mKOJOSiLa9n6MxOKJTN33dUEARBuLaJ4Ixw1StMr2LNF0cwG62XvI1EKmHyc91bpSmfzWqjOEsLgG9Yy/WbOVPSbFgnXzi8AMrTwdEL+jx42fuyaI3U7S8CG5jL9JjL9DiipL/vRAAkq8yU7D2Cwt8JhZ+T/auvI4Nuv4fVH73NvlXLiBo4FDdfvyY9x6rVpzBm1SBRyfC8vdNFS5NJHc4TtNGZMBXVUf7zCcwleiqXpOFxW8fz1lLOPnIQgLDYLo0+b7VZeXXXq6zLXIdcIufDgR/SzbfbFZzh5avbXUj9iUqQS/CY1gGJouVKeZ0padauXTvU6ubJlLoQU0EBOXfdjaW8HFXHjgTP/hppK5ZWEwRBEARBEFqQZyQMfRkGv2jvtXloHqSth/z99mX989BpvD1QE9LHnoFzKbt1VnFjjD83xpwdrNl1umdNWnEtqUVaUou0/LAzC2jdYM1fSRSK02XMQqH/2c/ZzGZMhYV/6W+Tg/7YMfQHD1KfnEx9cjKln3yKMjwczdChaIYNxSEmhrGRYxkbOZYyfRm/Z/3OmlNrOFZ+jO3529mevx0lSvbt3MfYyLH09u+NQtYy5ZX/zsXLm6mvvsuvb79CccZJlrz2AuP/7z+ERMdedFsPDw/uuece1q5dy+HDh0lMTCQ3N5ebb74ZB4fGqyzI3dR43x9HxeIT1B8vxy21glG9fFh/oJSMQ6WsqDzE6AdjcXQRE8cEQRCE85PYbDZbaw+itdXU1ODq6kpZWRmenldHau71orKoDhdPB2RX+IFxSXYNKz8+hLHeQnAnD+Lig7EYrZjNFsxGKxaTFbPpzFcLFpOVwlPVFGfW4BXszOTnuiOVtWzficqiOha+sgeZQsq9nwxA1gLHrzdZ6Pr6RnRGC2vu7070skGgLYARb19RcEa7LZ/qtRkogpxR3uDB3h8W42hxxtc9HEebBiyN/9qQuasorckho/gwtFMx/pn/NLqeyWRi3bp1jBo1CoXi0m7ea/cUUrU8HSTgeUcUDh08Lvu8/s6QU0Pp7KNgseEyMgyXQeemvttsNmbffzt1VZVM/s+bhETHnfP8m3veZPGJxUglUt4f8D7Dw4b/47FdClOJjuLPDoHZiuuYCDT9/nlfoUtls9n49NNPqaqqYvLkyURFRbXYsQHMZWVk3zYDY1YWyvBwQufPQy5+f1/QlVx3giBcOXHNCULLE9edQG0JHPnZHqgpS/vz+55t7L1p4m4Fje8/OkTZWZk19mDN3/0ZrPGkV7gH7q0UrLkU5vJytJs2od24Ed2u3dhMpobn5L6+DYEax+7dG0oHZ1VnsS5zHatPrSavNq9hfY1CQ/+g/sSHxNMvsB+OipafOGXU61jx/hvkJh9FplAw+rFnaNujzyVvf/DgQdauXYvFYsHNzY2pU6fi7+9/3vVtVhs1G7LRbsm1fyPUhY3p1ejqzGg81Yx5OA4Pf6d/elqCAIi/c4LQGsrLy/Hy8qK6uvq8fcn+CZE5IzSbfWsz2bs6E3c/R0bcG41noPNlbV+eX8uqzw5jrLcQ0NaNG++PuaS0YF2NkYWv7KYst5bDCbl0HdGyTQuLT/eb8QnRtEhgBmBHehk6owV/VzVR+YvtgRnXYOh+1xXtT3fInoXj0NmL1cs+pqg4Da/gUHq9NBOFQoW5TI+psA5TUZ39a2Gdvb9LpQEPfPHwGkFRfhaZu/YT3qf7Pz4/Q1Y1VSvtqfcuI8KaJDAD9nR0t3GRVC1Pp+b3LJQBzqjbuXPq1CmkUinh4eGU5WZTV1WJXKkioH2ns7a32Wy8v/99Fp9YjAQJb/Z7s8UCMzazlYqfU8FsRdXWDecbAlrkuGfk5+dTVVWFQqGgbduLlwtoSpbqanLuuRdjVhbyAH9C5nwvAjOCIAiCIAgCOPtA30ftpZ1z98Khn+DYcntVgYRXIPF1aDcCusyAtsNBdvkfiXg5qxgV48+o05k1Z4I19p415ZwsaTyz5oZIL+I7+tAjzAOlvGUnEF6I3NMT98mTcZ88GUttLbVbt6JNSKBu6x+Yi4upXLCAygULkLm64jx4MJphQwnp25cHOz/IPZ3u4ZvV31AVUEVibiJl+jLWZa5jXeY6VDIVffz7EB8az6CgQbip3VrkfJQOjkx47hXWfvYe6ft2s/rDtxl+/6NEDxp6Sdt37doVPz8/lixZQlVVFd999x2jR4+ma9euja4vkUpwHRmG3MfB3gc0u4YRAY7sqDRSUlbPr+8fYOSsGILat0xfUEEQBOHaIoIzQrM4saeIvaszAags0vHL2/vpN7kNUQMCz1s66q+qinWs/PQwhjozPmEujH4o9pLrtTq6KOk7qQ2bfkpl75pMIrp44+bTcjN2ijNPB2dasKTZxuP2YMqY9s5Itn9s/+ag50Bx+aWmTEV1mArqQCZh75GVFKWnoXZy5qanX0Kptqd0K3ydUPiePfvHUmcvFWbMqaFqQyZ+DmEYV1RS51qKUyfvKz43c5WB8vkpYLXhEOuFZmDQFe+rMU49/TDmatHtL6bi51RyBthYv2UDAHfccQflyYcBCOoUjfwvM1NsNhufHfqMecfnAfDqDa8yJmJMk47tQmo2ZmMqqEPqKMdjcrsWbzh5pqRZ+/btUbZgjxdrXR25s+7HkJqKzMuL0DlzUFxgJpsgCIIgCILwLySRQEgv+zLyXUhebs+myd0DJ9bZF2dfCO4JHpHgEWFfPCPB2Q/O02ukMX8P1pRqz86s+WuwZs6OTJxVcga082JIB18Gt/fG01nVXK/CZZM5O+M6ejSuo0djNRio27kTbUICtZs2Y6mspHrFCqpXrEDi4IBz//44Dh5MqMmLWd1n8ULvFzhaepTEnEQScxLJ1eayJW8LW/K2IJPI6ObbjSEhQ4gPicfPqWnLX/+dXKlk7BPPs+Gbz0neksDvX31Cfa2W7mNuvqTtAwICmDVrFsuXLyctLY1Vq1aRm5t7wWwFp66+yD0dKP/pONZSPTc4KUgKceZUTi2rPzvM4Bkd6NBbvG8RBEEQziaCM0KTKzhZxaZ5KQDEDA6iplRP9rFyti5KIzelksEzOqB2On/6ZU25npWfHEJfY8Qz0Jmxj8ShvEhvkb/r0MeftL3F5KVWsmVBKjc93uWSgkJNoeR05oxveMsEZyxWGwkp9uDMbbZVoK8Ar3YQO+2K9ld3sAQAg7uRI3+sRyKRMvqxZ3Dzu/CNpMxJgSzSDXWkG7JIJ7I+24ar3JPKn1Ix9dfiOiIMyWXOELOZLJTPO4611oTC3wn3Se2a/P9RIpHgflMbTEV1JBec5I8txxueW758OYH6KuDcfjOzj87mu6TvAHix14vc3PbSbvSbQv2pKrR/2MsHuE9oi8ylZd/QWa1WkpOTAYiOjm654xoM5D3yCPrDh5G6uhLy/feNNkIVBEEQBEEQhAYqZ3vfma4zoPSEPUhz5GeoLYaU1eeuL3cAj/CzAzZnHmsCLhq48daoGB3rz+jYP4M1ezLL2XqilM0nSiirNbIuqYh1SUVIJNAl2I34jr4M6eBDBz9Ni71vvRipSoVm8GA0gwdjM5vRHTyINiEBbUIC5oJCtBs2oN2wgUiZjPwNG3EdPpzo+CF07v4UT3Z7kpNVJ0nMSWRTziZSK1LZW7SXvUV7eWfvO0R5RhEfEk98SDwRbhHNM36ZjBH3P4baWcOBNcvZOu979Noa+k27/ZJeYwcHB6ZNm8b27dvZvHkzhw4dorCwkClTpuDh0XglB1WoCz4Pd6b8x2RMRTqi5RJc27tx8EQViT+kUFOqp8eY8Kvm/1gQBEFofSI4IzSpqmId674+itVsI7KrN/0ntwUJHEnMZdfyU2QcLqUkp4bhd0Xh38btnO3rqgys/PgQtZUG3P0cGfdY5wsGcs5HIpEwaHp7fn5tL/knqkjZWUinvs1f9slsslCWZ6857NtCmTOHcyspqzUSqq4jJHWu/ZtDXrqiFH2b1YbusD04sz9lLQD9p99JWFzjKdzn4xTiie1GZ04uPUBb127UbsvHkFmN57QOyL0ab6h4zlhsNiqXncSUX4vUSY7n7Z2QXmL21OWSKKQU95SwbZ09MBPj3pYCaQXl5eXoa7WogNCYzg3rzzk2hy8PfwnA/3X/P6Z1uLJA2JWw6kxULkkDGzh298Uh2qvFjn1GTk4OWq0WlUpFmzZtWuSYNrOZ/Keeom7nLiSOjoR8Mxt1+3YtcmxBEARBEAThOuHdHoa/AfEvQ9Y2KE2DiozTyymozAazHkqO25e/k6vB/XTgxjPiz6CNRyS4BDYauPHWqBgTG8CY2ACsVhtH86vZlFJMYmoJyQU1HMyp4mBOFe//foIAVzVDOvoQ38GXPpGeqBXN8/7ncknkcpx69sSpZ098n3+e+uTjaBM2ot2YgPHUKfQ7d6LfuZOiV1/FoXNnNEOHEjZsKA/EPcADcQ+Qp81rCNQcKjlEcnkyyeXJfHboM8JdwxsCNVGeUU0auJBIJAy87S4cNC5sX/Qje1f8Qn2tlvi7H0AqvfhrK5VKGTBgAEFBQSxdupSioiJmz57NpEmTzlvaWe6uxvuBOCp+PkF9SgXBxXW4RLmzJbmSfWuzqCmrZ/CMDsiuotJ2giAIQusRwRmhydTXmljzxZGGUmRD7+zUUGqp89AQAtq6seG7ZKpL9Sz/6BA9x4TTdWQo0tPr6LVGVn5yiJqyely81Ix7rAuOLldeLsnV25GeYyPY+Ws6O5elExrtiZNr82YYlOXWYrXYcNAo0HhefkkxsAclVh0poLimHgeFDAelHAeFDEelDLVChoPS/tjh9OO1R4sAeNV9PZLKOgjoAh3HXdGxDaeqsNYYMVrrKahNp0PfgZec+v13UYOHsGjzbxTlZ9HH7ybIq6X480O439wGRdTF6+3WbstHd7gUpBI8p3dE7n5lr+elSEtLY8X6VdiA9pYAehYGYxgYxcKKlZicXXEICMUz2N67aEHKAj4+YC8d91jXx7g96vZmG9ff2Ww2KleewlJtQO6pxm1sZIsd+6/OZM107NgRubz5/4zYrFYKX3yR2oREJEolwf/7Hw5xcc1+XEEQBEEQBOE6JVNA5BD78lcWE1TlQEXmnwGbM8Gbyiww10Npin05Z5+qszNu/rq4BoFUhlQqoXOwG52D3XhyeHsKq/VsTi1lU2ox29PLKKiuZ/7uHObvzkGtkNKvjb382ZAOPvi5Nt/7ocshkUhwiI7CIToK94ceYuOPP9LdbKFu0ybqjx5Ff+gQ+kOHKHn/fVTt26MZOhSvYUO5vdPt3BF1B2X6MrbkbiExJ5HdhbvJrM7ku6Tv+C7pO3wdfRtKn3Xz7YZc+s/fa0gkEnqNn4yDs4aN333J0YT11NfVMerhJ5HJL20iaEREBLNmzeKXX34hLy+PhQsXMmbMGLp169bo+lKVHM8Znaj+PYvarXm45tcyqoMbG9KqObGniNrKekbOirmiiaiCIAjC9UUEZ65jJ/cVU15QS4/R4c0+K8NisrLu66NUl+rReKgZ/WAs8r9lOfiEujDlxR5sXXSCtD3F7FmVQd6JCobNjEKmkLLqs8NUFulwdldx0+NdcHb/54GUuPggTu4vpjRHy7bFaYy8L+ay92Gz2S559s6ZfjO+YS5XPONnw/FiHvv58MUGRY+qA5ikCg67xBIoKaN/9Sr7c/Ev22ssX4HafYUA5NQexyssjOGzHrni85BIpQyZeT8LXnySddnfMK7Ho9iKzVT8fAJ1V28udJ9dn1ZJ9W/2nkVuYyNQRbhd0RguRUZGBosXL8ZqtRITE8NQ755o12Wh3lZLWy8vTtSUUuvqTXl5OZsrNvPO3ncAuD/ufu6JuafZxtUY/eFS9EdKQQruU9sjVbX8TDqLxdKiJc1sNhvFb7xJ9cpVIJMR+MknOPXu1ezHFQRBEARBEP6FZAp7GTPPRiZBWcxQnXs6YHM6eFN+6s/AjcUApan25Zz9KsE97M8sm9NBHH/PSG7tEcytvUKoN1nYdaqchJRiNqWWUFhdT0JKCQkp9soGUQEuxHfwYUhHX2IDXRsmObY2k7c37qNG4XP/LExFRWgTE9EmJKDbuw/DiRMYTpyg7MsvUQQFoRk6FM2woUzsfDOT2k1Ca9SyLW8biTmJbMvfRrGumEWpi1iUugg3lRsDgwYSHxJPn4A+qOX/LDgVO3QkKidn1n3+AWm7tmGoq2XcUy809FW9GFdXV+68805Wr17NkSNHWL16NVVVVQwZMqTR98wSqQS3G8NReDtSufwkiqI6RoU5s6lAR35aFb++f4AxD8fhcomVJQRBEITrkwjOXKdsVhub56diMliorzUx8Nb2zVbX1GazsWl+CoXp1SjVMkY/HHvejBelWs6wmVEEd/Rg66I08k9U8fMbe3F2V1GWW4uDRsG4xzo32Q2KVCZl8IwO/PL2fk4dLCXjcCkRnS+9OX1RRjXrZyehclLQfVQYbbr6XLDxevE/7Ddjsdr4aEMaAN1C3fF2VqE3WdAbLehNFnRGM/UmK5qKTHpX7bMfy1TCXcGHkFlNED4AIgdf0bENNXXUHS1GhpxCaxY3Pf0iCtU/uwH2i2xLzOBhJG3awObCRYwd+gS1m/OoP1hKR7Urpu51KELcztrGVKanfGEq2MCphx9Ozdg0MScnh0WLFmGxWOjQoQPjx49HKpVizq9Df6SUniVtybBmYXJ04vuF37PQZSFIYGbUTB6Me7DZxtUYc0U9lSvSAXCJD0UV0jJl8/4uKysLnU6Ho6Mj4eHhzX680k8+pXLhQpBICHjnHTRDruznWxAEQRAEQRD+EZn8dFClkXtgixlq8v4SsPlL5k1lFliMUJZmX/5OqgD3MNQeEQz2iGBwYCS26HDSLcFsyFeQcKKCw7lVJBfUkFxQw2eb0vFyVjK4vQ/xHX3o19YbZ9XV8dGOws8Pj+nT8Zg+HXNlJbVbtqJNSKBu+3ZMeXlU/PADFT/8gMzLC82QIWiGDeXGXkMZFTEKg8XA7oLdJOYksiV3C5WGSlaeWsnKUytxkDvQL7AfQ0KGMCBoAC7KK3sv1L5PP1SOjqz88E2yjx5i6RsvcfNzr+DgrLmk7eVyOePHj8fNzY2tW7eybds2qqqquOmmm85bUcCpuy9yL7W9l2pFPfEeSvbqLBQW6Vj67n5GPRiLX7jrFZ2PIAiCcO27Ov6CC02uulSPyWABIHlbAZ6BzsQMCmqWY+1fl0XanmIkUgkj74vBM8D5ott06O2PX7grv393jLLcWuprTagc5dz0eBfc/ZyadHzewRq6DA/h4Pps/lh0gsD27qgcLv6jn3mklA3fJWM2WamrNrLhu2QOBGbRc0wE4Z29Gg12nQnO+Fxhv5k1Rws4UaxFo5Yz544euDo2nua86sO3OJltf9xOm05pXj2WQCWyoa9e0XHNRiO7PvqRNsSgNVcy4In7cPH2uaJ9/V2/W+4gbc8OSrIzyLIdp+O9fSn/+QTqGiMVs49hHR2BUx9/JBIJ1noz5T8lY6s3owzR4HZTZLMFFQsKCliwYAEmk4nIyEgmTZqETGbPRHGf2BZjoRZVCcSb4tioyERfoaeTpROxN8TyRLcnWqSJo81ixVSkw5inpW5PITaDBWWoC5pBwZe1n9zcXNzc3NBoLu1Nx4UcO3YMgE6dOjW8Xs2l/LvvKJ89GwC/l1/GdeyYZj2eIAiCIAiCIFwRmdyeGeMedm6pNKsFqvP+0tvmr0umPeOm/KR9OU0CtAXaSuU85BaKsUMY2fhzqNaNTSUaUuq8WX5Axy8H8lDIJPSO8GRIB3uvmhBPxxY88fOTu7vjdvN43G4ej1Wno3b7drQJCdRu3oKlrIyqJUuoWrIEqbMzzgMHohk2jP79+zEweCBmq5lDJYdIzEkkMSeRoroiNmZvZGP2RuRSOT39ehIfEs+QkCF4OVxeD86wuK5MfulNlr/zCoUnT7DkleeY+MJrOHt4XtL2EomEwYMH4+bmxurVq0lKSkKr1TJ16lQcHBqfZKoKc8XnoS6U/ZiMuVhHT7mEVD8HThTpWfHRIYbd1YnILk3z/lsQBEG4tojgzHXqTFN6mVyKxWxl25KTuPs5EtTBo0mPc2JPEXtX28tPDbylHcGdLn3/br6OTHqmO7tXniI/rYqBt7bHM/DigZ0r0WNUGKcOllBdomfXr+kMmt7hgusf+yOfPxadwGaD0GhPfMJcOJKQQ3l+Hb/NTsI7REPPseGERns2fEivrzVSU6oH7GXNLpfZYuWTBPsN+X39I84bmNGWl5G+fzcAfb2z2VUazIkab4yBNzDWqxOXW7XWbDKx6sM3CalsAw6g6RFAYPuOlz3+83F0caXvlNvYNHc2OxbPo90n/fB8MIaTs3fhWqmgatUp6tOrcJ/YlsqlaZhL9MhclHje1gnJFZbjs9lsmI2G82b+lJSUMG/ePAwGAyEhIUydOvWsmU5SpYyaaB2KjUaCVKG4SrKoANpXt2eK15RmCczYbDYslQaMudqGxVRQi81kbVhHopLhMaUdEtmlHz8lJYXFixejVCqJj4+nR48eSBtpVHopzGYzKSn2+tpRUVFXtI9LVfnzYko++BAAn6efwn3a1GY9niAIgiAIgiA0C6kM3EPty9+rHFgtUFNwdm+b8jM9bjLtPW4qTqGsOGUP1gBTJIAKrMgokHiTYg4kJTOYfadCmLcmBIVXJIM6+RPfwZeuIW7IZa3feF7q6IjL8OG4DB+OzWikbu8+tAkb0SYmYikto2btWmrWrkWiVOLUty+aoUPpMmQwPXr24Nkez3K84jiJ2YlsytnEqepT7CzYyc6Cnbyx+w3ivOOID4knPiSeYJdLm8QW0K4DU199l2Vv/oey3GwW/fcZJr30Ou5+AZd8Tl26dEGj0bBkyRKysrKYM2cO06dPx83NrdH15R5qfB6Io+LnE9SnVtDBbMYtxIk9OXWs/+YYN0xoQ+ehwS0yCVAQBEG4ekhsNputtQfR2mpqanB1daWsrAxPz0ubLXG127Mqg/3rsuh4gz9Wi40Te4pQOcmZ/Fx3XL2bZiZNwclKVn56GKvZRpdhIdwwsU2T7Le55KdVsuKjQwDc/FQXAtqe25TeZrOxd3Um+9dlAdCxrz+Dbm2PVCalvs7E4Y05HNmch/l0VpJvuAu9xkYQ1NGd7GPlrP3yKG6+jkx/tfdlj2/JvlyeWXYUDyclfzwzGGlaFaaCWnsatOefM3B2/PgFu9etJ8ixiqmhSWT6TGDVrmrMRiNBHaMZ/8x/UTle2v+xxWxi1UdvU3g4hbHBDyCRSPB7pgdyj6ZtNmm1WJj33GOU5WQRO3QkA++4j6+++oqaqmo0VgfcrI64S51xMzniJnWmzd29cAq/skBi9tHDJM75H3VVldz83CsEdTg7iFBeXs7cuXOpra0lICCA22+/HbX63PNd/9UnlO/JoL/fRKRIWeK7g5rqepydnXnggQdwcvpnGV5WnQljXu2fwZg8LdZa0znrSdQylEEalMEaHLv4oPC5vOt3zpw55OTkNPw7MDCQcePG4evre9ljPnHiBIsWLcLZ2Zknn3zyioM8F1O7bTu5s2aB1YrnrFn4PPF4sxzn38ZkMrFu3TpGjRqFQiGajwpCcxPXnCC0PHHdCdcVqxW0BWf3tvnrYq5vdDO9TUmaLYhUawhZ8jAcg+OIjOnFDdFtcXNsvPz4lfqn15zNakV/5AjajQloExIw/eV9CzIZjt272/vUDI1H4W8vd51VndWQUZNUlnTW/tq6t20I1LR3v3hp9+qSIpa++R+qigpxdHVj4guv4RMWcVnnUFRUxIIFC9BqtTg7O3PrrbcSEHD+II/NaqP6t0xqt+UDUOuqYnN2LVYgekAg/ae2RXoVBNSEq5P4OycILa+8vBwvLy+qq6txcWn6FgMiOMP1GZxZ+7+jZB0to9+UtkT1D2DFR4cozqzB3c+RSc92R3kJZb3Op67KwL51WaRsL8BqtRHRxZuR90ZfsBfL1WLzglSObyvAzdeRqS/1QK74syyTxWJly/xUUncVAdBjdBg9xoSfc0On1xo5tCGHpC15mE9nNfi3ccXRRcmpg6W07+XH0JmdLmtcBrOFIR9sJb9Kz4ujOjIzLpCi9/aBxQYScIj1RjMwCFnJWr55fw46s4IxYVm0v+0ViJlEXmoyy995FaNeh29EGyY8/yqOLheuW2sxm1n76Xuc3LuTTh43EOPaH2W4Cz6z4i5r7Jcq93gSS159HiQS2kycwaHk4xdc393dHW9vb7y8vPD29m543FggBaCuqpItP31H6o6tDd9z0Lgw/a2PcfWxByKqqqqYO3cu1dXV+Pj4cOedd+LYSCDLZrPx1QO3o6+sRBkVw826UZhlVlZ7HaG8uoL27dszbdq0y5rVZLPaqE+rRH+kFGOuFnOZ/tyVZBIU/k4ogzUNARm5l8MVX1tFRUV8/fXXSKVSBg8ezPbt2zEYDEilUvr27cuAAQMu64Zu2bJlJCUl0atXL2688cYrGtPFGLOyyJwyFWtNDa4TJuD/5hti9lgTETfygtCyxDUnCC1PXHfCv4bVCrVFUJ4OJSlQfAyKk7EVH0dibuR9BlBo86BQHYnENwr/dt3wbdsNiVc7kF35tdKU15zNZsOQdtKeUZOQiOF0xv4Z6uhoNMOGoRk2FFWEPYBSXFfMptxNJOYksr9oPxabpWH9QOfAhkBNnHccMmnjJZnrqipZ9tZ/Kc3OROXoxPhn/3vOBL+Lqa6uZsGCBZSUlKBQKJgyZQpt27a94DZ1+4rsPUUtNkwuShLz6jBY7ZU7ht8ThVItCt0I5xJ/5wSh5YngTAu4HoMzP72wE21FPeOf7EJgO3fqqg388vZ+6qoMhMZ4MuqBWKSX+YGvQWfi4O85HN2U2xCUCI/zYtjdUSiUzdt7oqkYdCYWvroHXbWRbiND6T0+EgBjvZnfvzlGzvEKJFIJg25tT6d+F05prqs2cOj3HI79kY/F/GfpqQHT2l12f595u7L4z8pkfDQq/nhmMPW/Z1O7PR+JWoat/s8bTLP1GNuKk9DZsrnno8+Ref05q6c4I51lb/0XvbYGj8BgJr30OhqPxuvvWi0W1n7+AWm7tiGTy5kY9TSSGhvuE9ri1NPvssZ+OdZ8+h7HkpKoD7K/7iNGjMDLy4vSohIKjmVTaayhor4avb7xNxQArq6uBAcHExwcTEhICN7eXhxL3MD2n3/CoKtDIpHSecRo8lOPU5J1Cq/gUG55/X0MZgtz586loqICT09PZs6cibNz42X0yvJy+PGpB7FIbZy41Zt3Kp7GkFJJpUbPCuseLBYLY8aMoXv37hc9Z6vBgu5gMbU7Cs4JyMg91SiC7UEYZbAGpb8zEkXTzZJatWoVBw8eJCoqismTJ1NTU8O6detITU0FwMPDg7FjxxIe3khT078xmUy8//77GI1G7r77boKDL6/vzaWwaLVkTZ2GMSMDhy5dCPnxB6TKpp3d928mbuQFoWWJa04QWp647oR/PasFKrOgKAlr0TGqsw4jKUnGzVDQ6OoWiRy9W1scgmKR+UWDbxT4RoOzD1zCBKnmvOaMeXkNGTX6gwfhLx9dKSMi7Bk1w4aijo5GIpFQbahma95WErMT2VGwA4PF0LC+h9qDwcGDiQ+Jp5d/L5Sys99j1NfVsuK918hPPY5cqWLsk88R0aXHZY23vr6exYsXk5mZiUQiYcyYMXTr1u2C2xgyqiifn4JVZ8bmKOePMgNVRitewc6MfjAOZ3fVZY1BuP6Jv3OC0PJEcKYFXG/BGYPOxHdPbgPg7g/7o3ay/8Iuya7h1w8OYjFZ6TI8hBsmXFoZMrPRwtHNeRz8PRuDzgyAX4QLfW6ObLQ02NUu41Apv81OQiqVMPmF7jholKz98iilOVrkSikj7o0mLObSmwrWVho4sD6L49vtN7zT/tMTd79LL3mlN1oY+P5mSrQGXr8piulxgRS+sxeb0YrXzCik+lNoV25Hr+8C2INgBkcD/jfH4RDldVZWRXl+Lkvf/A+15WW4ePs2WjfXarXw2xcfkbpjK1KZnPF3P49ioxHkEgJe6o20GWfopKccZ/6in0EqxVWl4OGnnznnhsJms1FXV0dpaSllZWWUlpY2PNZqtefsU2KzIdVpkelq8XJ1ZeTtMwnp0AlteRkLXniCuqpKQrp0p0TjTWlpKW5ubsycORNX1/NnFi1a8D4Fq7ZS6GXgobe+IVQVTMmXhzGX6knxKWFHTRJyuZxZs2bh7e3d6D7MFfXU7iqgbl9RQ4BNopbh1N0PVVs3lEEaZE7NdzOl1+v58MMPMZvNzJw5k9DQ0IbnUlJSWLt2LbW19t5UXbp0YdiwYY1mEZ1x/PhxlixZgqurK48//niTZ7PYLBbyHnyI2q1bkfv5Ef7LEuTneW2FKyNu5AWhZYlrThBanrjuBOE86msoPnWIzOQ91OUcxa0mjXaSHDSS80yKc/T6M1DjG2VfvDuA4uwqBi11zZnLytBu2oR2YwJ1u3eD6c9y0HJ/fzTx8WiGDsWxezckcjk6k46dBTtJzElka95WtMY/30c6K5zpH9Sf+JB4+gf2x1Fhfw9kMtSz5pN3yTi4D6lMxsgHHqdj/8HnjOWC4zSbWb16NUeOHAGgf//+DBky5ILvnczlesrmJtsn8ill7NVbKNSacHZXMfqhOLyCmqcvr3BtEn/nBKHlieBMC7jegjMFJytZ/uEhnD1U3PFW37OeS9tXxMbv7eWkhs7sRPte58+SsFqspOwsZN+aTOqqjQB4BDjR+6YIwmK9rulSQ+tnJ3HqUCmeQc6Y6s3UlNWjdlYw5qE4fMOv7EKrqzJgrDdfVmAG4Ns/MnhzXQqBbg5senoghq351GzMRuHvhE/PPUg2vgRWM8WS7hwvGku4Jha51P5HWO7lgHP/QJy6+jZkXNSUlvDLGy9SVVSIk5s7k158Ha+QMMBe0/f3rz8leWsiUpmMsU88j1eRN7U7CnCI9cLz1o5XdO6XQqvV8s0336DVapHVVuNcmse9n32H8wWCJH+n1+spLCwkMyODY/v3UVmnA9m5WVu+vr4EBwejUco58POP1HoHYXVwQqPRMHPmTDw8zt/Pps5Ux2tPT8KnSIZscHsev9/elN5UoqPki8NYjWY2+qSQU1OIr68v9957L3K5PaBls9kwZtdQuz0ffXI5nP7tKvdywLlvAI5dfZGqWibLbOfOnWzYsAFfX1/uv//+c67X+vp6EhIS2L9/PwBOTk7ceOONREVFNXptL1myhOPHj9O3b1+GDRvW5OMt+fAjyr/9FolKReiCBThEX14pAeHixI28ILQscc0JQssT150gXJo6g5kdJ0s5lHSUkvSD+NefooM0h46SHMIlRUgljXxMJJGBZxv4S4aNybM967YdZtTo0S12zVm0Wmq3/oE2IYHaP/7AptM1PCdzc8N58GA0w4bidMMNSNVqTFYT+4r2sSlnE5tyNlGqL21YXylV0iegD/Eh8QwKHoSLXMPvX31CyvYtAAyZOYsuI8de1vhsNhtbtmxh61Z7ue2YmBhuuummhveMjZ5TnYnyH5Mx5mhBJuG4VMrJ0noUahkj740mJOra/5xKaBri75wgtLzmDs6IIpbXobI8+2x4r8BzZ1i06+FHRX4dB9Zns3leKq4+DviFu2Kz2qgq0VGSraU0W0tJTg2lubUNje+dPVT0GhtBu15+l10O7WrUf1o78k5UUn76tXLxdmDsI3G4XWaz9b9yclPhxOWlHdcazHy19RQAj8W3RWGF8h32xoCa6Hokvz9nX7HTTRwpiyXpeAL1bS3cED2R2l2FmMv0VC1PpyYhG+e+gWj6BeLi7cO0V99j2Zv/oTQni8WvPMeEF17FL6ItG775guStiUikUkY/+n9Edu1J4dt7AXDsevkN4i+VyWRi8eLFaLVaPD09UVUWoK3Xs33hXLqNugkXbx9UjhcPaqnVakzFBZxc+hPmygqcgdBe/fHv1puS8nJyc3OprKykuLiY4uJi+0Yh7QGQmE30ad/mgoEZgC/2f4Z7qf1nfOLQexq+r/BxxGNKO8rnp9CvJJLlLvbjJCQkMGLocHRJZdRuz8eUX9uwjaqtG859A1G3c2/RnkxWq5V9+/YB0LNnz0aDLWq1mjFjxhAbG8uqVasoKytj6dKlHDlyhNGjR+Pm5tawrsFgIC0tDYDo6OgmH2/1mrWUf/stAP5vvikCM4IgCIIgCILQjJxUcoZH+zM82h+rdTjJBTUkpBQzO7WEk/kltJXk00GaQydJNrGKfDpKc3C01EDZCftybBkACuBGmSOyijjwi/kz28anIygvb9LipZJpNLiOGY3rmNFYDQbqdu5EuzGB2k2bsFRVUb18OdXLlyNxdMRl2DDcZ8zghugbuCHgBl7o9QJJZUkk5iSSmJ1IjjaHrXlb2Zq3FalESjffbgwZMoR2qiGkJW5i09zZ1NfW0nvipfcblUgkDB48GDc3N1avXk1SUhJarZapU6fi4ODQ+Dk5KfC+N4byn09Qn1xOJ4sFTZATB/PqWPPlUQbe0o6o/oFN+TIKgiAIVwkRnLkOnQnOeJ4n/bXXuAgqCuvIPFLGuq+ScPd1pDRXi+kvvU3OcNAo6DYyjOgBgciasBdGa3NyVdFvSlsSf0zBJ0TD6IficHRp+d4Wc7dnUlFnJNzLiQldA9HtLsSqMyPzUOOQfjow03k69UPfJeXBOwGIGTkC105haAYGU7eviNpt+ViqDdSsz6L+RCVeMzri5ObOlJff4dd3Xqbw5Al+ef0lQmPiSN+3G4lEyqiHn6Jd737oUyuw1pqQOitQt3VrlnO02WysWbOGvLw81Go1t956K+Wn0lj94Zskb0kgeUsCACpHJ1y8vNF4++Di5YNLw1dvXLx8MNbr2TR3NlmHDwDg5udP/N0PEhbb5azjabVacnNzycnJITc3l8LCQmQSUGSksScjmZDISII6Nh5gSClPIXH3ckZYfFA4OxIU0f6s5x2ivdAMCoYtufTXd2CD7DC7d+/GfZ+ZwLrTGUByKU5dfXC+IQDFZWZRNZX09HQqKytRq9XExMRccN2QkBDuv/9+tm/fzrZt2zh58iRffvkl8fHx9OzZE6lUyokTJzCbzXh4eODn17Q9ifTHkil88UUAPO+9B9cxo5t0/4IgCIIgCIIgnJ9UKiEmyJWYIFeeGNaO4pp6NqeWkJhawnsny9DrLYANXyqJVeQy3KucbqoCAgynUFWfQmnRQc4u+9JAAh7h55ZGcwsDadN9riBVqdAMHoxm8GBsZjO6AwfRJtj71JgLC6leuZLqlStx6NYNjxkz0AyNJ847jjjvOJ7o+gTpVekk5iSyKWcTKRUp7Cvax76ifaCEobFtCDpqYucvC9Bpqxlyx31ILmPsXbp0QaPRsGTJErKyspgzZw7Tp08/axLcX0kUMjynd6Rq9SnqdhUSXGvEKVzDtkwtWxacoKZMT++bIlt00p8gCILQ/ERZM66/sma/vL2PkmwtI+6Npk03n0bXMdabWfbeASoK6hq+J1dI8Qp2xjvUBZ8QDd4hGtz9HJHKrp+gzN9pK+pxclO1SjZQtc5Ev/c2oa038+m0zoyL8afo/f1Yqgy4da/C+dhtoHSGRw5y4I/dbPnpW7yCQ7n9/S/OmrVjs1jRHSqlavUpbAYLch9HvGZGIXdXY6zXs/L9N8g5Zq95i0TCjQ89SafTtXPLF6agP1qGc98A3MZGNst57tixg40bNyKRSLjtttuIjIzEZDKx4MN3kFaWoi0vo15bc8n7k8nl9Bw/hZ43TUJ+Cc3iTSaTvZzb/z4mbfd2HDQuTH/rI1x9zg4yWKwWblt3G4qdecSdcqVD34GMfvT/ztmfzWqjbO4xDCer2Ck/wXF5Hg42JZMU/fDuG4ZTT/9m7SVzKebPn096ejp9+vRhxIgRl7xdaWkpq1atIjc3F4CAgADGjRvHpk2bSEtLY8CAAQwZMqTJxmkuKyNz0mTMRUU4DxxI0P++RNJImTqhaYgUeEFoWeKaE4SWJ647QWha9SYLuzPK2ZRaQmJKCflVZ/eocZZb6KXKZXSQjlhFAYHGU6grUpHUFje+Q4UT+Hb6S9Am2p5xo2ravio2m436I0eoWLiQmt/WN/SokQf44zF9Om6TJiH7W3nt/Np8NuVsIiE7gUMlh7Bho0OWht7H7ZUXpFEBTH/iNXw0lzdZraioiAULFqDVanF2dmb69On4+/tfcOy12/KpXpcJgN7TgYRTNViByK4+DL2zI3KleM/0byX+zglCyxNlzYTLYrXaGgIuF2ocp1TLGftIZ5K35+Pi6YBP6PUfiGmMxkN98ZWaybfbMtDWm2nvq2FsbAC6wyVYqgxIneU4ZdszCej/JDYnb45sXAtA5xGjz0mnlsikOHX3RRHoTPncY5hLdJT87zBed0ajDHTm5mdf5rf/fUzG/j3E3/1AQ2DGqjejP14ONF9Js7S0NDZu3AjAyJEjiYz8MwDk3jG24YbCWK9HW1ZKTWkJNWUlp7/++e/aygqw2QiJ6Uz8XQ/gEXDpKd1nblhGPvg41SVFFGeks/zd17jl9Q9QOf5Zxm5p2lKOlR9jXLl932FxXRvdn0QqwWNaB0q+PEzPijYUqqqptGjZHZbLrYP6t3ovpvLyctLT0wHo0aPHZW3r7e3NzJkzOXjwIBs3bqSgoIBvvvmGMzH8pixpZjUayXv0McxFRSgjIgj44H0RmBEEQRAEQRCEq4haIWNQex8Gtffh1XE20oprSUgpZk9mBUdyq6jWQ6I5jMQTAJ2AoXg6KekfbGOgaymxyjyCjZkoy5KhNBVMdZC3z76cIVdD+1EQOwUi40H+zytaSCQSHDp3JrBzZ3yefpqqn3+m8ufFmAsKKXn/A0q/+BLXm8bhMWMGqtPvUQOdA5nRaQYzOs2gXF/OltwtJAYmskN5hD5H3CC5gLdfuA3nSb24I3YmbdzbXNJY/Pz8uOeee1iwYAElJSXMmTOHKVOm0LZt2/OOXTMgCJmrkoolaTiU6xkVoWFjdi2nDpZQV1XPqAdicdC0fOUPQRAEoemJ4Mx1prpEh9lkRa6U4uLdeD3TM5zd7X1khJZXVmtgzg77TJgnhrVDAmi35AHgHHAKSU42uAZD7wfJTjpMZWEBSgdHOp4OrDRG6e+E90OdKZ97DFORjtLZR/CY3hGH9h6MffxZzCYT8r/MrNAnlYHZhtzXEUVA05ffKi0tZdkyey3irl270rNnz/OPXe2AZ1AInkEhjT5vMZsw6HQ4urg2+vylUKjU3PR/L7HghScpz8th7WfvMf6Z/yCVyijTl/HpwU9RGqV4VNl/LYbExJ13XzInBb4Pd8aiNTLV1oFvv/2Wk+kn2bt3L7169briMTaFM71m2rZte9H+Oo2RSqV0796ddu3a8dtvv5GSkgKAj48PPj6NZ+JdLpvNRvHrr6M/eBCpRkPQl18g02iaZN+CIAiCIAiCIDQ9iURCez8N7f00PDTYfk9/sqian9b+gcQzjKP5NRwvrKG8zsiKk7ACN8ANiCbCexpd2zkzwKOazkp7ho2s5DgUJYG2AJJ/tS8OHhA9AWKnQlAPaIKJbwofH7wffRTPWbOoWbOWinnzMKSmUvXzYqp+XoxTv3543D4Dp379GsqWeTp4MrHdRCa2m0jtgFrWJvxEzvx1BJWoKVq0h6knV9Mj7Abu6HQHvf17X3SCnqurK3fddReLFy8mMzOThQsXMmbMGLp163bebRzjfJBplJT9lIKsop6RQY5sLTVQlFHD0vcOMPbhONx8r7xnriAIgnB1+HelSfwLnOk34xHg3CqluoRL8/WWU+iMFmICXRkR5Ut9agXmEh0SlRTngv/aVxr6CigcOLzBnjUTNTAepfrCATe5qwrv++NQtXHDZrRS/mMydXuL7M/9LeW17qA91dypq0+TZ3vodDoWLVqEwWAgJCSEUaNG/aNjyOSKfxSYOUPj4cX4//sPcoWSzEP7+WP+XAA+2P8BWpOWHkb77CfPoBA0Hl4X3JfUUYHC1wk/Pz+GDRsGwIYNGyguPk8KfwswGAwcOnQI4ILBsEvh4uLC1KlTmTp1KpGRkZdVHu1iKhcspOqXpSCVEvjRR6jCw5ts34IgCIIgCIIgND+JREK4lxM9vG38d0xHVj7cj6RXRvDrgzfw3zGdGBcXQIiHPXiQUVrH0kPFPJpYz4DfPOi0tRcTqh/jtbZL2Tp4KdrO92Fz9gV9Bez7Dr4fBp91hs1vQVl6k4xXqlLhNnEC4ct/JeTHH3EeGg8SCXXbt5N73ywyRo+hYuFCrHV1Z23nrHRm6qgHueU/7yBTq/CrVDNyjx8HMnZx38b7mLx6MqtOrcJkMV3w+Gq1munTpxMXF4fNZmP16tUkJiZyoU4Dqgg3fB6IReaqgmojA90UBHiqqCnVs/S9/RScrGqKl0YQBEFoRSI4c50pPx2cuVBJM6F1FVXXM293NgBPDW8HgHaLvceHs+cxpOZyCOoJ0ROpKS0h44A9EyJu+KhL2r9ULcfrzigcu/qAFSp/PUn1hqyzbvrMFfUYs2pAAg6dmyYb4gyLxcLSpUupqKjA1dWVqVOnIpdfPUl6fpFtGfnQEwAcWLuClcu/Ym3GWqQSKYMt9myZ0Ngul7XPXr160aZNGywWC8uWLcNkuvCNeXNJSkrCYDDg4eFxVgm5f6Jjx47MmDGjyfZXt3s3xW+/DYDPU0/h3L9fk+xXEARBEARBEITWpVbI6Brizl39wvnsli788cxgDrw0lDl3dufR+LYMaOeNq4MCg9nKwZwq5uzM4o7fjMTsHkQv3Wd85PsOKT6jscgdoTILtr4LX3SDbwbD7q+htvQfj1EikeDUqyfBX3xB5Ibf8bjjDqTOzhgzMyl+7XVODhpM8XvvY8rPP2u7oI7R3Prq+zi6uuFRo2TqgbZ4Gp04UXmCF7e/yMhlI/k+6XtqjOfvpyqXyxk/fjwDBw4EYNu2bfz666+YzebzbqPwdcLnoTgU/k6gM9NDCu2DnDDUmVn56SHSTk/GFARBEK5NIjhznSnLF8GZq90Xm09iMFvpHurOwHbeGDNrMOZoQQbO5fYPrRn5NkgkHNm4DpvNSkh0HJ6BwZd8DIlcivvkdmji7WXCtJtyqVyShs1sBUB3qAQAVaQbcldVk57fhg0byMjIQKFQcMstt+Dk1PQl0/6p9n3602fSrQCkLVmLb4WKqe2mUJOWBUDYZQZnJBIJ48ePx8nJiZKSEjZs2IDBYMBisTT10M/LZrOxd+9ewN5rRiq9+n69G3NzyX/scbBYcBk3Fo+7Zrb2kARBEARBEARBaEaeziqGdPDlyWHt+Omunhz+7zA2PTWQj6bEcXufUGKDXFHIJJToLHyWHcKNOdOJrv2CR40Ps1vWDQsyKDgI65/F9mF7mD8Jjv4CxrqLH/wilMHB+D7/HG22bMH3xRdRhIZg1WqpmDOH9GHDyXvkUXT79zdMdPQJi2Daa+/h4u2LpKqeqQfa8nDwTLwdvCnRl/DJwU8Y+stQ3t37LnnavEaPKZFIGDx4MOPGjUMqlZKUlMT8+fPR6/XnHafMRYX3rFhUbdzAZKWDzki3Ni5YzTY2zjnO/nVZF8zAEQRBEK5eV890dqFJnMmc8RTBmatSYbWexfvsWTJPDW+PRCJBu9X+byfng8gMlRAzGYK6YzYaSdq0AYDOI0Zf9rEkEgmuw0KRu6moXH4S3aESLDUGPG/rhO50STPHrk2bNXPgwAH27NkDwIQJE/Dz82vS/TelPpNuYW/yZkgpJP6gLzf1H8hvpbuQyeUEdbz8xvfOzs6MHz+eBQsWsG/fvobeLxKJBIVCgVwuRy6XNzz++/eioqKIjr78456RlZVFSUkJCoWCzp07X/F+moulto68Bx/CUl2NOiYG/9dea/JyeoIgCIIgCIIgXN0kEgkR3s5EeDszoWsQAPUmC8cLazicU8XhXPuyquIGVtXdgCfVjJHt5mbZdjpLT0H6RkjfiFnmiKHtKBy73YIkYhDIrvzjLZmzEx4zbsN9+q3U/vEHlT/9RN3OXWg3bkS7cSOqTh3xuP12XEaNwt0vgGmvvcuyN/9LeV4O6gX7+PGZzzkoS+fH4z9ysvIk81PmszB1IUNDhnJH1B3Eeseec8yuXbvi4uLCkiVLyMrKYs6cOUyfPh03N7dGx3imQkblryfRHSwhqEyPc0c3tqZUsWdVBjVlegZOb49MdvVN0hMEQRDOTwRnriP1dSZqKw0AeAWK4Exr0JaXsfqTd8Bmw8XLBxcfX1y9feyPvX1Zk1aHyWKjW6g7fSI9MRbUUn+iEiQ2NPr/gVIN8S8DkLZ7O3ptDRpPbyK7XXmTeacefshcVZTPT8FwqpriTw5iqTYgUUhxiLpwX5XLkZmZydq19v44gwcPpmPHjk227+aQo81hYdhBhhR44F2tYsPHHwAQ0K4jCrX6ivbZtm1bhgwZwpYtW7Ba7VlKNpsNo9GI0Wi84LYpKSmUl5czYMCAKwpanMmaiYuLw8Hhwr2JWprNaqXguWcxnDyJ3NuboC8+R3qFr7EgCIIgCIIgCNeXM+XQuoa4N3yvvNbAkbwqDudUcSg3kttzR+NhyGW8bAfjpTsIoxh56lJIXUq11J0Mv5EQO5WI2L64OiqvaBwSqRTNoEFoBg3CcPIkFfPmU71yJYbjKRQ+9zwlH3yI+9SpuE+bytRX32X5269QmH6C5W++zLinX2TZ2GXsKtjFj8d/ZGfBTjZkb2BD9ga6+HThjqg7GBQ0CJlU1nC8Nm3aMHPmTBYuXEhpaSnfffcd06dPx9/fv/Hxna6QIXNTod2Ui1thHSOj3NlwvJKUnYVoK+oZeV80KkdFo9sLgiAIVx8RnLmOlJ3OmnHxUqN0EP+1reHAupUUpqUCUHjyRKPr3C1Vo9H5sWluEuG1HVEgwUF1EDlFcMP/gZu9fNnh3+2BjtihI5HKZI3u61Kp27njPSuWsh+SsVTbA3gO0V5IVf9sv2dUVFSwZMkSrFYr0dHRDBgwoEn221xsNhtv7n4TvcRIzahQwn83UVtRDlx+v5m/GzBgAP369cNisWAymTCbzZjN5gs+LiwsZO/evWzevBmdTseIESMuqyxZdXU1qan2n7sePXr8o/E3h7IvvqQ2IRGJQkHQ55+h8PVt7SEJgiAIgiAIgnAVO1MObUgH+3sHm81GZlkdh3NHMienEn3mHmIrfme0dCce1kq6FCyCgkWkrwtgqXowhSFjCY3sSOdgdzr4a1BcZkaJqm1b/F97Fe8nHqfql6VULlyIuaiIsi+/pPybb3AZNYox06azYd1yso8eYvk7rzL60ae5oXc/bgi8gbTKNH5K/om1mWs5VHKIQyWHCNGEMKPTDG5qcxMOcvuEOn9/f+655x4WLFhASUkJc+bMYcqUKbRt27bRcUkkElyHhyFzVVG1Ih1Vfi2jO7ixIUNLXmolv35wkNEPxeLieXVN2BMEQRAaJz7Bv440lDQTWTOtwmI2k7JtMwC9J96CytGRmtISqkuL0ZaWUFVSjKlej6O1HktxFmkJlbQJ6gASCRuy9qFxiCOgrgOBGelYLRYK008glcmJGTK8ScanDHTG56E4yuYmYy7R4dTLXnKssLCQPXv20KtXr/PO0LmQ+vp6Fi5ciF6vJyAggJtuuumqL1e1Pms9uwp3oZQqeW7If1HFGvn55WcxGw2Ed+n+j/cvlUqRSqUoFJc2Y6lLly54eHiwfv169uzZg06nY/z48cguMSi3/3Qd5LCwMHyvssCHbt8+yv73PwD8XnsNh6uw5JogCIIgCIIgCFe3c8uhxVBvmklyXjn7D/+GZ8ZyorU7aCMtoI1xAaQvYF9aO3629CNB0oegwCC6hboT38GH7mEeyKSX9p5V7u6O13334jnzTrQbN1Lx0zz0hw9TvXIl1StX0qVbV6RhbcjMSmf1J+8y7N5aYuNH0s69HW/0e4NHuz7KotRFLDmxhBxtDm/ueZMvDn/B1PZTuaXDLXg5eOHq6spdd93F4sWLyczMZOHChYwZM4Zu3bqdd1zOvfyRuSipWJiKtLCOG4Od2FKqp6KgjmXvHmD0Q7H4hLo00asvCIIgNBcRnLmOlOWLfjOtKfPQfnTVVTi6utF7wlRk8rMvr0V7snll6QG6eFh5eYA3lm1VSKukFOpOUaCvBr0LJ+b/cNY27Xr3xcnNnaYid1Pj+0gXLDVG5B72slKbN28mLS2NY8eOMWbMmMvqV2K1Wlm6dCllZWVoNBqmTZt2yQGJ1lJjrOG9fe8BcG/svYS4hIAL3PL6+9SUleITFtEq4+rduzeOjo6sWLGCpKQk9Ho9U6ZMQam8cEq+2WzmwIEDAPTs2bMlhnrJbBYLRW++BYDb5Em43Ty+dQckCIIgCIIgCMJ1Q62Q0S3cB8LvAO6A+hpqDy/HeOhn3It30UOaRg9pGi/bfmRLQWeW5/bj9j+64OjoxJAOvgzr5MuAdl44Ki/+0ZhEocBl1ChcRo1Cf/QoFT/No2b9eowHDtLhAFjbhZDtoGDjN19QX1tLz5smAeDj6MNjXR/j3ph7WZG+gnnH55FXm8c3R79h7rG5jIkYw+2dbqeNexumT5/O6tWrOXLkCKtXr6aqqoohQ4acd/KjQ0dPvO+zV8iwlukZ5Kpkv6OCvEIdyz88yPC7owiP827Kl1wQBEFoYq3aKeyPP/5g7NixBAQEIJFIWLFixVnP22w2XnnlFQICAnBwcGDQoEEkJyeftY7BYOCRRx7By8sLJycnxo0bR15eXguexdXjTOaMlwjOtIpjWzYC0GnAkHMCMwAbjhdjkKno2zOOdrF9cKv1BKCjy3dM7lxL38nTCevcDZWjEwASiZSuo8Y1+TglcmlDYMZsNpOVldXweMWKFaxZswaz2XxJ+9qwYQPp6enI5XJuueUWXFyu7pk5JquJV3e+Spm+jDCXMO6KvqvhOZ+wCNp0v/LePk0hNjaWW265BblcTnp6Oj/99BM6ne6C2yQnJ6PT6XBxcaF9+/YtNNJLU/XLLxhSU5G6uOD95JOtPRxBEARBEARBEK5nahece9+BxwO/IXnyOAx/A5tfDEqJheGyA3yl/JR96gd51vgl+Yc38MD8fXR5bSN3/7CPn/fmUKo1XNJhHGJjCfzgfdokJuJ5/yzk7u50SsshsrgSgG0Lf2DTlx9js9katnFUOHJrx1tZc/MaPhr0EXHecZisJpanL+fmVTfzQMID7C/dz0033cTAgQPt+9m2jeXLl1/w/bkyWIPPg3HIvRyw1RjpbrPSMdIFs9HKuq+TOLIp9x+8oIIgCEJza9XgTF1dHXFxcXzxxReNPv/ee+/x0Ucf8cUXX7Bv3z78/PwYNmwYWq22YZ3HH3+c5cuX8/PPP7N9+3Zqa2sZM2YMFoulpU7jqmC1WKkoqANEcKY11FVVknFwHwDRg4ae87y23sSOdHtPkxHRftTuyAezDaU0FSdZEiHTXqf3pFuY+PyrPPT9Iu54/wtuf+8z/Ns074fteXl5GI1GHB0dGTRoEGAvkTV37lyqq6svuO2BAwfYvXs3ADfffDMBAQHNOtZ/ymAx8OSWJ9mQvQG5RM5/+/wXpezKGkU2p7Zt23L77bejVqvJy8vjhx9+oKam5rzr7927F4Du3btfchm0lmCpqqL0408A8H70UeTuTZcBJgiCIAiCIAiCcEEuAXDDI0ju3w4P7IJ+T4BLEC7omCbfws/KN9jt8BhPsIC8E/t57tcker6VwIT/7eCrLadIL6m96CEUvj74PP44bTZvIuDNN4h18aJDQRkAh/5I5NcZU6nZuhWb1dqwjUwqY1joMOaPms+8G+cxNGQoEiRsz9/OvRvuZeraqdSG1DJ67GikUilHjx5l/vz56PX6845D7umA9wNxKEM02OottKuup2esJ9hg+5KTbFuShtVqO+/2giAIQutp1eDMjTfeyBtvvMGECRPOec5ms/HJJ5/w4osvMmHCBKKjo/nxxx/R6XQsXLgQsDfB/v777/nwww8ZOnQoXbp0Yf78+SQlJZGQkNDSp9OqKot1WMxWFCqZaPzWCo5v24zNasW/TXs8g0LOeX7LiVKMFivhXk608XbCcNIeqNHIliDpOAbC+zesK5FK8QoJwyskrNnHnZ6eDkBkZCSDBg1i+vTpqNVq8vPzmT17NqdOnWp0u6ysLNauXQvAoEGDiIqKavax/hM6k46HEh9iS+4WVDIVnw75lB5+PVp7WOcVEhLCzJkzcXZ2bmgKWV5efs56+fn55OfnI5PJ6Nq1ayuM9PxKP/8CS3U1qrZtcZ82tbWHIwiCIAiCIAjCv5VvJxj6CjyeBHeug653gMoVX1s598tX87vqOTY7vci90tUU5Jzi3fWpDP1oK0M+2MLb61LYn1WB5QLBDalajdvEiYSvXMGg9z+lh7Mn2GxkmXSseutlTo4ZS+WiRVj/VhWhs09nPh78MWtvXsstHW7BQe5AakUqL2x/gecynsPzBk8USgVZWVnMmTOHqqqq845B5qTA+94Y1FGeYLbhn1vDkO72kmZHN+WxfnYSJsO/axKzIAjCtaBVgzMXkpmZSVFREcOH/9kMXaVSMXDgQHbu3AnYZ+6bTKaz1gkICCA6OrphnX+L8jP9ZgKdkVxiYzuhadhsNpK32IOB0YOHNbrO78lFAAyP8kWKDW+3d/BUvILavQjGftpiY/27M8GXyMhIwJ61MWvWLPz9/dHpdMyfP59t27Zh/ctMn4qKChYvXozVaiU6Oroh5fpqVWOs4b6N97GncA+Ocke+GvoVA4IGtPawLsrX15e7774bDw8PqqqqmDNnDoWFhWetcyZrJioqCmfnqydjrv5EGpU//wyA74svIGmkzJ8gCIIgCIIgCEKLkkohrC+M+wyeToMp86DDGJAqCLdk8oJiEbvUj7LW9T2mybdSWlbK7D8ymPT1Lnq+mcAzS4+w8XgxemPjQQ6JRIJT714M+P5HRt0xC6lEQrGbMzvRk/f665wcNJji99/HlJ9/1nbBLsG80OsFNk7ayKNdHsXLwYsSXQlf53/NZr/NoILS0lK+++67c94TnnV8hQzP6R1x6uMPNtCkVzG6uzcyuZTMI2Ws+OggddWXVrpNEARBaBlX7SdmRUX2D7N9fX3P+r6vry/Z2dkN6yiVStz/Vi7H19e3YfvGGAwGDIY//yCdKRlkMpkwmUxNMv6WVpJtPwf3AIdr9hyuVUXpaZTn5SBXKono0fuc199gtrL5RAkA8e29sCS8iuzURtQqB8yT14LSFVrh/6yurq7hxi40NLRh3M7Oztx+++2sX7+eI0eOkJiYSE5ODuPGjUMikbBw4UL0ej3+/v6MGjXqkvvT/NWZYzX3z2pFfQUPbnqQtKo0XJQufDHoC6I9o6+Za8TZ2ZkZM2bw888/U1xczNy5c5kyZQqhoaHU1dVx7NgxALp27XrVnJPNZqPozTfAYsFpaDzKbt2umrH927XUdScIgp245gSh5YnrThBa1rV9zcmg7Y32RV+JJGUV0mO/IM3dTZThMO/ID/Omci5HHPswt7YX6+uiWbI/jyX781ArpPSL9CS+ow+D23vj6XRuuew2w2/kpsBA1nz0NuXA3o5hdE/NpuL7OVTM/QGn+HjcbpuOuksXJBL7BFtHqSN3dryTW9vdyvrs9cxPmU96dTrrfNbRt6gv1MJ333/HpImTaNOmzXnPzOnGECQuCmp/z0GeXsXoKDc2ptdQkq1l6Tv7GflAFB7+Ts31wgrN6Nq+5gTh2tTc15vE9tcOZa1IIpGwfPlyxo8fD8DOnTvp27cvBQUF+Pv7N6x37733kpuby/r161m4cCEzZ848K9ACMGzYMCIjI/n6668bPdYrr7zCq6++es73Fy5ciKOjY9OdVAsq3eeAoUyOW1Q9ziHil3RLKtm7jZr0VDRhbfC9YfA5zydXSvgmVYaLwsZ3ETvomf0/APaHPkC+R5+WHm6DiooKsrOzcXBwoEOHDo2uU1ZWRl5eHjabDZVKhUKhoLa2FoVCQfv27VEoFC023nRTOo4SR/xl/g03rxdSZa3ih9ofKLOW4Sxx5k7nO/GT+bXASJuexWIhIyOD2tpaJBIJYWFh1NfXU1hYiKOjI+3bN29vosvhnJREwPwFWOVysp56ErOHR2sPSRAEQRAEQRAE4ZI4GMsIqthFcOUONPUFDd/XS53ZKe/FvPp+bDG2A+zvSSXYCNdAjIeVaHcbPn+rMl9fXkrBlt+wGgyoVA50rtTjefLP8uH1gYFU9utLbWwstr9VHLDZbKSb09lu2E62MZs+xX3wqffBhg1FgIIonyikkvMXxHEvUxKW7oTUJkHraGZXlQW9TopEbsOzix61lyhzJgiCcDE6nY5bb72V6upqXFxcmnz/V23mjJ+f/UPUoqKis4IzJSUlDdk0fn5+GI1GKisrz8qeKSkp4YYbbjjvvp9//nmefPLJhn/X1NQQHBzM4MGD8fT0bOpTaRHzd+wBjAwc0Qvf8Kb/QREaZzIY+H75AgCG3jKD4KjYc9bZsSIZyOfeDvX0yJwLgKXPI8QNeZm4lhzs36xatQqAzp07M2TIkPOuV1BQwLJly6ipqcFgMCCXy5kxY8ZZ1+XlMplMbNy4kWHDhl1SgGdr3lZ++OMHAAKcAhgSPIQhwUOI9Ypt9GY0R5vD/Yn3U2Ytw8/Rj6+HfE2Iy7m9gK4lZrOZ5cuXk5aWRlZWFiqVCoD4+HhiY8/9uWsN1vp6cj79DDPgeffdtLvtttYekvAXl3vdCYLwz4hrThBanrjuBKFlXb/X3O1gs2EqTrJn0xxbhkNdCfHGROKliRi8gjnkOpRvtDewqcSJDC1kaGWszIZIbyeGdvAhvqM3cYGuSKUSKuLjWfHOK9RWlJMc7MXop59GsmEj2jVrUefn4794CbKERFynTsFl8hTkXmd/LvUYj5FWmcb84/PJ2Z9DSG0I5gIzv5l/Y+DAgYyNGIuDvPHew8bMaqoWpqHRwUg/Jw5aIDu7lvIDTgy4pQ3te1+bExj/ra61a85msVG99CQOnb1RtnO7pIm2gnC1aawHdFO6aoMz4eHh+Pn5sXHjRrp06QKA0Whk69atvPvuuwB069YNhULBxo0bmTJlCgCFhYUcO3aM995777z7VqlUDR9s/pVCobgmfrn9nV5rRFdjBAn4hLiiUFy1/63XnfTd2zHqdbh4+xIe2wWJ9OxAgcVqIzG1FA9quLfgdSRmPbQZimzYq8ikslYatX0GTmZmJmDvM3Ohn/vQ0FBmzZrF8uXLycrKYsKECYSENE2g41KvubVZaxseF9QVMD91PvNT5+Pl4MWQ4CHEh8bTw68HCqmCk5UnuS/hPsr0ZYS6hPLtsG/xd77yQNLVQqFQMHXqVNasWcOhQ4eor6/H0dGR2NjYq+b3Vuk332AuKEDu54fPrPuQXiXjEs52rf6tE4RrlbjmBKHlietOEFrWdXvNBXezLyPehMytcHQJpKxGVZtL79q59GYu9W37sddtNHMrYtiWqeVUaR2nSjOZvS0Tb42KoR19GNbJlwn/fZfV771CZUEeq+Z/y8TnX6XN009TteQXKhcswFxSQsX/vqLy2+9wGT0aj9tnoO7UqWEoUT5RvO3zNsU9ipmzcg6GNAMBJQEkrEtgdtBspnSYwrQO0/By8DrrFBTtvFA+4EDZnGQsFQa6OitwifEkKamcrQtOUldpoufYcPGh+TXmWrnm6pKKMRyrwJSpxe/ZHkgVrfc5mCBcqea+1lr1U/za2lrS09Mb/p2Zmcnhw4fx8PAgJCSExx9/nLfeeou2bdvStm1b3nrrLRwdHbn11lsBcHV15e677+app57C09MTDw8Pnn76aWJiYhg6dGhrnVaLK8uvBcDVywGlWgRmWtKxLRsBiBoYf05gBuBAdiXVdToWqj9HXZcPHhEw8TtoxcAMQHFxcUN5sksJtDg5OXHbbbdhNpuRt3Bz91pjLdvytwEw78Z5lOvLSchJYGvuVsr0ZSxJW8KStCVolBoGBA1ge/52qg3VtHNvx+xhs8+5Ob2WyWQyxo0bh6OjIzt27KBPnz5N/kfCmJ2NRK1G8bd+XxdjKiig/NvvAPB95v+QXqMlIgVBEARBEARBEM4ilUHkEPsy+iM4sQ4OL4BTm1HnbmdA7nYGqF0x9J7MTpcbWVbgwdYTpZRqDSzam8uivbk4KmUMjrqVDpaf0RfnsOS15xn/f/8heNZ9eN41k5oNG6j8aR76I0eoXrGC6hUrcOzeHa+HH8Kpd++Gofg6+fL8rc+ze99u1q9bT2hdKA7ZDszRz2HusbmMiRzD7Z1uJ9ItsmEbha8TPg/GUTY3GVNRHZFGCy59/Nixq4j967KoLtUTf3tHZIrzl0gThMtls9rQbskFwLlfIFKlCMwIQmNa9ZP8/fv3M3jwnz06zpQau+OOO/jhhx945pln0Ov1PPjgg1RWVtKrVy82bNiARqNp2Objjz9GLpczZcoU9Ho98fHx/PDDD8hk/56LvjzPHpzxCnJu5ZH8u1SXFJFz7ChIJEQPajwY+HtyES/KF9CTZFA6w7RF4ODe6Lot6dQpe43bsLCwywq2tHRgBmBz7mYMFgNhLmHEecchkUiID43HZDGxt2gvCTkJbMrZREV9BWsz7Bk2sV6x/G/o/3BVubb4eJubRCJh2LBh9OvXD7Va3aT71h8+TNaM2wHwuH0GXg88gMz50n6vlHzwAbb6ehy7d0dz441NOi5BEARBEARBEISrgtIRYibZl6ocOLwQDs2H6lxUB79jMN8x2D8O8423scc5nvXpehJSiimsrmdtupYN6mGMUf9GkL6AJW/+l5633U//USNxHT0a19Gj0R85QsVP86j5/Xd0+/eTc+dMPO+9B+9HH0Xyl4l5vXv0xsvdiyVLluBT78OI0hEkeiXy68lf+fXkr/QP7M8dUXfQ068nEokEmasK7/tjKZ+fgiG9Cq8T5QwfGEDCtkJO7iumtrKeUffHona++rMxhGtD/fFyzCV6JGoZzn2u/WomgtBcWjUsPmjQIGw22znLDz/8ANg/hHzllVcoLCykvr6erVu3Eh0dfdY+1Go1n3/+OeXl5eh0OlavXk1wcHArnE3rqSrRA+ApgjMtKnlrIgAhUbG4ePuc87zNZkNyZCEz5b/bvzHhG/Dp0JJDPK8zGWuRkZEXWbP1rc9aD8CN4TeelWqtkCnoG9iXl/u8zKbJm/hh5A/M6DSDae2n8c3wb67LwMxfOTg4NGnquVWnI//ZZ8FkApOJiu/ncGrESCp/+QWb5cKNInX79lGz7jeQSvF98QWREi8IgiAIgiAIwvXPLQQGPQePHYHbfoWom0GqgMIjyNf/H31X3MDr1s/YOU3Bmof78mh8W9oEerHKdzQZjmFgMbP3xy946qFn+WDNUY7kVqGKiSXwww9ok5iA29SpAJR/+x3ZM27HlJ9/1uHbtGnDzJkz0Wg0qPQqJpRPYLj7cCRI2Ja/jXs23MOUNVNYfWo1JqsJqVqO151ROHbxASs4HCllTH9/lGoZhenVLHv/AFUlulZ4IYXrjc1mo2bz6ayZGwKQiio/gnBeImfxOjDwlnbc8XZfovoHtvZQ/jVsVmtDcCZ68LBG10k/foAnjd8AYOr/LHQY3WLjuxCj0UhOTg5w9Qdnqg3V7MzfCcDIsJHnXU8mldHNtxvP9HiGF3u/iJPCqaWGeN0ofu89TNk5yP38CPz4I5RhYVjKyyn6z3/JnDwZ3b59jW5ns1goevMtANymTEbdsWNLDlsQBEEQBEEQBKF1SWXQJh4m/wBPnYARb4NPJzDXw9HFSH4cS/Svg3lSvZrfZrZhy3PD6HbXE+RHDMSKhICyZKp+fpe7P1pBn3cSeWF5Eod0CvxffYXAzz5FqtGgP3yYjJsnULNx41mH9vf355577sHHx4d6XT2exzz5qvNXTGs/DQe5A6kVqbyw/QVGLhvJT8k/YZKYcZ/SDs1g+6RmyZFSxnTxQuOupKpYx7L3DlB4qroVXkThemJIq8SUX4tEIcW5r/isUhAuRARnrgMSiQRndxWOLsrWHsq/Rk7yUWpKS1A5OtGmZ59zVzDV47b2fhwlBo47dEMx+LmWH+R5ZGdnY7FYcHV1xcvr6u7HkpCdgNlmpp17OyLcIlp7ONet2q1bqfp5MQABb7+Fy403ErFqJT7PPYtUo8FwPIXsGbeT9/gTGPPOnq1V9csvGFJTkbq44P3YY60xfEEQBEEQBEEQhKuDkyf0eRAe2An3JELXO+wlzisyIPE1+DiK4PV3cZd3Kh+98Tjjnn8DmcYdd1M1Uwp/xTd3Hwt3ZzNl9i7umLOXvOjehC9fjkNcHNaaGvIfeZSi117HajA0HNLV1ZW77rqL8PBwjEYjCSsSGKkYyYaJG3ikyyN4qj0p0ZXw/v73uXnlzfyR9wcuw0Nxu7kNSMCSUsHwMBd8g52przWx8uNDHN2ci81qa8UXUriWncmacerlj8xJlMoThAsRwZlrVf4B+P1FMNa19kj+lY5tts9WkbbpwtFCHda/37RseAlv3UlKbS5k9PsQpFfPpfbXkmZXe/mp37J+A+wlzYTmYa6spOCllwBwv30GTn3swUaJUonnnXcS+ft6ezq9VIp2/XoyRo2i5NNPsdbVYamqovSTTwHwfuQR5O6t309JEARBEARBEASh1UkkENQdxn0GT6fBTf+D4N5gs0Dab/DzrfBRJ9qXLmPWf54msntvZDYrAyt2cJ9hC042A1vTShn9+Tae21GK9PPZeN5zNwCVCxeSNe0WDJmZDYdTq9VMnz6duLg4bDYbq1ev5sCOA9wbcy8bJm3g5T4v4+XgRY42h4c3PcwDCQ9Q0kGP5+2dkCikmDOr6ecsp22UBxazlW2LT7Lqs8PUVta31isoXKMMGdUYs2pAJkEzQGTNCMLFXD2fGAuXZ8s7sOsL2Pd9a4/kX6e+rpb0vbsA+LHMh4lf7aTvu5t4bfVxDmRXYD2+CvZ9C8DT5ofo1yWqNYd7jlOnTgFXf0mzMn0Z+4rspbRGhI1o5dFcn2w2G0Uvv4KltAxlZCQ+Tz55zjpyDw/8X32F8OW/4tirFzajkfKvvubUjaPIf/IpLFVVqNq2wf2Waa1wBoIgCIIgCIIgCFc5pRN0mQ53/w4P7YMbHgUnb6grgR2f4jB3ADd57GDI8O7I5HJUhak8VLWCSQH12Gzw66F8hn66k9kdRuH++f+QeXhgSEkhc+IkqleubDiMXC5n/PjxDBw4EIBt27axfPlypDYpk9pNYvX41cyMnolcKmdHwQ4mrpzI57Xf43hXJFInBebCOmLqjAwcHYZcISUvtZJFr+3lxJ4ibDaRRSNcmprN9jL6Tt19kbmoWnk0gnD1E8GZa1VNgf1rekLrjuPfxmrBYjAQ2W8IhWp/ipU+OChkFFbXM2dHJo98tZraJfcD8LV5LObwQbg5Xj3l5qqqqigrK0MikRARcXWXCduYvRGrzUqMVwzBmuDWHs51qWbVKrQbNoBcTsB77yJVq8+7rrp9e0J+mEvg55+hCA7GXFJC3U57PyDfF19EIhcN/gRBEARBEARBEC7Iux0Mfx2eTIGp86HtCJBIkeTupEvux9wakYy7iwJ9VQUBO3/k47ZF3BDhjtFi5fvtmQzbbmTr/32EukdPbDodBc8+R8Fzz2Ots1dVkUgkDB48mHHjxiGRSDh69Cjz589Hr9fjrHTmyW5PsuKmFQwKGoTZZmbe8XmM3zuVAzcWIvNUY6ky4H6wmIl3dsQnVINRbyZh7nF+/zaZ+lpTK794wtXOmKfFcLIKpKAZKD7HEYRLIYIz16raEvvXnF3/ztJmpSdgz2ywtODNQU0BvB+J05wbcFNks8VvEF1C3Tn032F8e3t3JsT58IXqS1yo47A1kg/MkxkR5ddy47sEZ7JmAgMDcXBwaOXRXNj6zPUAjAwb2cojuT6ZCgooev0NALwffgiHqItneEkkElyGDSNizWq8n3oSmYcHblOn4tS7d3MPVxAEQRAEQRAE4fohU0DHsTB9CTyRDENeAvcwfGQl3Oa/hSjXImw2KxkbljMudxnfTWxDJ38XtAYzb+4p45b20ymccDtIpVSvWEHm5CnUnzjRsPuuXbsyffp0lEolWVlZzJkzh6qqKgBCXUL5PP5zvh76NeGu4VTUV/BC8n95IfJzjP5SbHoz9ctPMurGUHqODUcilXDqYAmLXttD9rHyVnrBhGvBmV4zjnE+yD3OP/lTEIQ/ieDMtchqBV2Z/bHFCFnbW3c8TaUqFxbfBkeXXHg9kx7mT4LfnoE9X7fM2ABS14K+EmqL6Jf7DTvUj/KFw2zUJYcZ1smXj3x/p6vkBCaFM2vavsGQToGM73J11dc8E5xp06ZNK4/kworqijhYchCA4WHDW3k01x+b1WqfXVVbi0Pnznjec89lbS9VqfC6917a7dyB/6uvNM8gBUEQBEEQBEEQ/g1cAmDA/8Ejh+CO1SjjJjIyOIdRAakopGby005w4rOn+TQilU+mxBLk7kBRrYm7rLF8MvoJzB5eGDMyyJo8hcqff24oQdamTRtmzpyJRqOhtLSU7777jsLCwobD9g3sy7Jxy3imxzNoFBr2aw8xxeURTvkWgtlG5eITdHBRMunZbrj7OaKrMbLmiyNsWZCKsd7cWq+WcJUyFddRn2wP3mkGBV1wXZvNxraFP1CWk9UCIxOEq5sIzlyL9BVgs/7576YqbZZ/AFY8BHVlTbO/y2E2wC93QMpqWH4/5O47/7o7v4DqnD8fm1qoQV3GFgCyvAZxyNoGlcRMYPZK+HYIzB4If3wAgOKmz3hpxii+ub07LmrFWbuw2WwsS1vGyvSVmKwXz/rRm/V8dvAzJqyawLqMdf9o+FarlYyMDODq7zfze9bvAHT16Yqf09WVfXQ9qPjxJ3R79yJxdCTg3XdESTJBEARBEARBEITWJpVC+ACY+B08fYKOtzzLjB46fNVa6o02Vs1ficuP00nouot3hnrg7qjgd5k/03s9QmpYLDajkaJXXiX/8Sew1NQA4O/vzz333IOPjw+1tbXMnTuXkydPNhxSIVUwo9MM1kxYw6R2kzBKzTzq/gbrPLaDDarXZqA8Wsrk57oTO8T+gXvytgIWv7mPwlPVrfIyCVcn7emsGYcoTxS+ThdcN33/bvauXMrCl56mvq62JYYnCFctEZy5Fp0paXZGeuI/36fVCssfgMPzYcen/3x/l2vDS/bgEIDNAsvuhvqac9erzoftH9kfy9VQWwSHFzT/+CxmyNwGwGtVN3Kz8TU29l0EsdNAqoDCw4ANusyA6Inn3c2mnE28susVXtrxEjevvJkNWRvO21jvj7w/uHnlzXyb9C0nK0/y7LZneXXXq9SbrywYlZ+fT319PWq1moCAgCvaR0v5LfM3AG4Mv7GVR3L9qU9Lo/TjjwHwffZZlKGhrTwiQRAEQRAEQRAE4SwO7tDzXtyf/INbXv+Qbp3cAThU5MIv8zYyPPFm9oV9zWex2dicHXgibgbfRI/FIpWh/f13Mm+egP7oUQBcXV256667CA8Px2g0snDhQg4cOHDW4TzUHrzc52UWj1lMZ98ufO6zkO98fgWgdkcB1UvT6HdzG8Y93hlndxU1pXqWf3CAXStOYTFbEf7dzOV6dEdKAdAMvnCvGbPJxB/z5gDQddQ41E7OzT4+QbiaieDMtajO/gsPlyCQyqHiFFRknLueUQfaokvbZ3oClJ2uT3p8JZwnYHBFStNg4VQ48EPj+z22DPZ+Y3888XtwC4GqbFj71LnrJrwCJh0E94ahr9q/t+MTe/DkAupMdWzP347VdoU3DYWHwVCNUa5hS20gvi4qBgweARNmw5PH7fVhez8IN7573l2YrCY+OfgJAHKJnOyabJ7a+hTT101nX9GfmUJFdUU8ueVJHkp8iPzafPyc/JjcbjISJCxNW8r0ddPJrM687FM4U9IsIiICmUx22du3lNyaXJLLk5FKpAwLHdbaw7mu2IxGCp55FpvRiPPAgbhNmdzaQxIEQRAEQRAEQRAuQBbSnUEvz+Pmp5/HwUFFicGZ+ZldOHEwiXFpz3PE+THmBa/ieLs2PNn/IYocPTDl55N1y3TKv5+DzWpFrVYzffp04uLisNlsrF69msTExHMmi3b07MgPI3/g/YHvsyPkGO8EzMGEmfpj5eTM3ktgiIZp/+lJ+15+2GxwcH02S9/dT3m+yH74N9NuzQMbqNq5owzSXHDdg+tWUlVciJO7Bz3Hi88kBEEEZ65FZ4IzHuEQ3Mv+uLHsmV/ugE9ioCTl4vvc9fmfj6uyofDIPx8n2IMxqx6GtPWw+jGYNx4qs/98vjQNVj1qf9z/KYiZZA/QSGSQtASOLP5z3Zw99u8hgRvfga63g6MXVP1/e/cdXkW19XH8O6ek956QhCT0DoLSm1hAKXbBBooFO/arXq+9l2t97YqKCDYUUUEsdOmEDgGSECC99+QkZ94/DgRyQ1VIQH6f58mTc2b2zKwZsnPIrFl7p7kSPIfw7tp3ufnXm5myacpRhZ9SlML3277H3P47AEvpgBML1/WNx922J8HhE+YaH3bos+B28NLN6Vunk1qcSqB7ILMunsWELhPwtHmyLncd182+jgm/TuDdNe8y6rtRzNkxB6th5doO1/L9qO/5T+//8O7Z7xLkEURSQRKXz7ycmckzj+pctm3bBpz4Q5rNSp0FQM+IngR7BjdxNP8sOf/3f1Rt3ow1IIDIp57EMIymDklERERERESOQMLpfbnmlfeI6dAZh2llVkYbfsruQk1pIf1zpzHb7T7eifuEX8/qwcJmnaC2huwXXyTlhpuoyc/HZrNxwQUXMHDgQAAWLFjA9OnTqamp/7CrYRgMjR/KjAtm0H7A6Twe9y6llnKsuxxsfOU3SovyOeva9gy9sSMe3nZyd5by5bPLWT0nDafzGD7oKyeF2qIqylZmAeB35qGrZsoKC1g63XWfr/+Ysbh5eB73+EROdErOnIz2DmvmHQoth7he70ke1CnaBVt/gdpq2Djj0PtLT4SU+a6EyN5kz8bvj02sG76FnUvB5un6Sp4Lb/eB5R9AVSl8eQ1Ul0Jcfxj0kGubmDNg0L9cr3+8x1UV5HTCrAdcy7pdBVHdwM0Let/qWrbwFVebg9hW4EpM7L3xfyRM0+TuuXfz70X/5ocU13wvsyva4eth44qesUd1GcocZbyV+BYAE7pMINw7nFu73spPF/3E6DajsRk2Fu1exJuJb1JeU07X0K58OeJL7u5xN152LwB6R/Xm6xFfc0bEGVTUVPDgggd5bPFjRzTMWUVFBbt37wZO/OTMz6nHZkiz8tWr2X3//ZQtWXoswjrpObKzyf94EgARjz+OLTS0aQMSERERERGRo+ITFMwl/36SvpddhWFY2JTnx2e5w8gKHwqGlYSqTTztNYnL+v/JptOaU22xUbVoIevPG0nB4j8xDIPBgwczcuRIDMNg7dq1TJ48mYqKigbH8rR5ckvXW3jmqleY3mcJObYCAkq9SX9rBd8v/JLYroGM/s8ZNO8UjLPGZPE32/j+v6spzm24L/nnKpm/C2pN3OL9cI/zP2TbhVM/o7qigogWrWjff3AjRShyYlNy5mS0t3LGJwxanuV6nTwPaqr3tdk/ubLt10Pv7883Xd87XgQ9b9qz/Xd/f2gzRyXMecz1ut9dcPMiiO3jSsb8eA+83hVyNoFPuKtaxrrfpOT979nTtgS+uQFWfwrpq8HNF4b8Z1+708eDuz/kbIYtPx40lNyKXADW5qyte304m/I3sa3QldT5qjoDgEXOjlzVqzm+HvYjvgwAn2z4hPzKfGJ9Y7m09b6yzRDPEB7u9TDfX/A9w+KHEe0TzeN9HueTYZ/QOrB1g/2EeoXy3tnvcXOXmzEw+GbrN1zx0xXsKtl1yOOnpKRgmiYhISEEBAQcNt5yRzm3/34798+7/68PBfcXbCvYxtaCrdgsNs6MPfMv7aO2uJiMxx9nxxVXUjzjB3bedBPlK1Yc40hPPnkffIBZVYVnt274nqPh4kRERERERE5GFouVXheP5rLHnsU3OJTC/CKmLKhiVefXMYc8BgHN8aeYi1r/SctzsqjyteNemEf6+PHMf+gZahw1nHbaaVx55ZW4ubmRmprKRx99RGFh4QGPF+UTxYPDH8U5LoLdXjkE1vjR/sdA/vPpfawpW8n5t3Rm0JVtsLlbSd9ayNSnlrFpcfpB59eVf47a0mrKlrmmU/AbfOiHmLNStrN+7hwABo29EcOiW9IioOTMyalsb+VMCIR3clXQOMpg55J9bTZ8t+/17hVQnn/gfRXtgvWuSd7ofRu0OgdsHq5qlawNh4+l1gG7VtZPDO215C0oSgO/ZtDndghuAeN+hGEvgN3LlWQyLHDJR+AbXn9bixUueg88/F3xz7zLtXzg/a6k1F4e/nDGDa7XC14+aEJpb0LGxGTBrgWHPy/gh+0/1L1OdHdjkS2U3dYoru0bd0Tb73/sSRsmAXDnaXditzZM7MT6xfLCgBf4+eKfuajVRViMg3dNq8XKLV1v4f1z3ifYI5itBVsZ8+OYevPW/K/w8HAGDhxIjx49Dhuvw+ng7rl3M3fnXH5O/Zl5O+cddptjZW9lU9+ovvi7H/qJi/9lmibFP//M9vPPp/CLqWCa2GNjMauq2DnhZio3bjweIZ8UHNnZFE77EoCQ227VcGYiIiIiIiInuei2Hbj6hddpeXovnLU1/DF1Kt8tLqZ83Dy4fDLE9sE7oIrO56bhH1+GxTQJ/fYzfj7nIuYt3kCLFi249tpr8fX1JScnhw8++ICMjIyDHq97yzM47d7zKYyqwtP0YMLmC/jmq0nc+ced+HVxMvrfZxDZwh9HZS2/f7qZn99ZR3nxAe4VyT9G6aJ0TIcTezMf3FsFHLSdaZr8Mek9ME3a9h1IszbtGi9IkROckjMno9I9lTPeYWCxQIs9Q5vtnXemaBfsWgYYrsSI6XQNJ3YgS94Gs9Y1rFhUV3D33VeNc7ihzQp3wsfD4IMz4YMhkLNl37qSLFjwiuv1kEddQ5CBK96eN7mqaLpdDRe9D3H9Drz/gBgY8brrtemEoBbQc0LDdr1udiV70lc3HN4NqHXWkl+5Lzn1+86Gbf5XjbOGn1Ncw2uFGO4AfOQTzsWnxRDm63HY7ff3duLbVNRU0Dmk8zGd4L5nZE+mDZ9Gh+AOFFYVcuMvNzJt87QDtg0ODmZQ37707NnzkPs0TZPHFj/GovRFdcs+Wv/RMYv5QIqqivgt7TeeW/YcU7dMBWBo/NCj2kf1rt3snDCB3XfdTW1OLm5xccR+8gkJM77Hq0cPnKWlpF1/A1UpKcfjFE54+R9+6Kqa6doV7z59mjocEREREREROQY8fXwZec/DDLnuZqx2O8mrlvPZv+5kp7M5XPcz3DgXy2mXEdm7jKheBVhsTlpmbMV/whie/NfrZNd4cv311xMWFkZpaSkff/wxW7duPejx7F7udLjlTGxdArBi5a6Mq4la5cWo70bxcdq7nH1HG3pf2AKL1SBlTS5Tn1xKcmJOI16Rk091ZQ07NuQ1dRhHzVlZQ+nidAD8Bscc8iHQpCWL2L15AzY3d/pfMa6RIhQ5OSg5czLaf1gz2DfvzN7kzKY9FR+xvaDDha7X239ruJ/KIlj5iet1nzv2LW9/gev7oYY22zIL3ukHu/ZUa2SuhXcHwLL3Xdv88ZRr+LKo06DTpQ23D0qAUW9Cp0sOfa4dLoAzbgKLHc5/CWxuDdt4h0D3ca7XexNC+ymoKqDWrK17v2TnAir+rxd8NAy+uAK+vxV+eQTWfV03b83SjKXkVebhZfXjukzXkx6r/CoY1zfqgGGuyFzBM0uf4ZfUXyh3lNctTy5K5put3wBwd4+7j3nFQrh3OJOGTuK8+POoMWt4aulTPPnnkzicjnrtqnfsYOugwey84cZD7u/11a8zY/sMrIaVJ/o8gd1iJzEnkVVZq446tozSDD5e/zGT1k/i802f81XSV3y/7Xt+TvmZ2amz+aniJ8b8PIb+U/sz8Y+JfL7pc4qqigjyCGJwzOHHHnVWVVG+YgXZr75K8vDhlM2bj2G3E3LbbcTP+B7vnmdg8fAg+u3/w719O2rz80kbPx5HZuZRn8vJrCYnh4KprqRdyG23qWpGRERERETkH8QwDLqeez5XPPUygVHRlBbk8+WTD7Poy89xhneGi97DmLge/6tvpflIB+6B1bhXO7j0+3fIvWUEr371O0NGjSY+Pp7q6mqmTJnCypUrD348m4Xw0R3xHeya/P2q3PO5bfflTFr3MaO+H8mulmu45F/dCW7mTUWJg5/fWcdvn2ykuqKmsS7JSWXFj6nMfGMN86clNXUoR6X0z3TMqlps4V54tA8+aDtHdRXzP3c99Hv6yIvwC9H8tyL7sx2+iZxw9iZnvPf8QmtxJmBA1jooydw3pFn7CyC0tWtOmW2/uZIm+9+YXfWpa06XkDb7qmUAWp8LVjfITXLN5RK2X7lhrQN+ewIW76loiermGqZs7nOuBNBP98KG6bBjsWv9uc+4qmX+jmHPwzlPgs394G163+ZKDO1YCGlLXImpPfIqXE8gBHkE4WFCelU+S0tSGZS9qeF+8pNh4P1M3zoDgMqcVlxRPp3PaqLIsEFS6WLahI+ot4mj1sED8x8guyKbLzZ/gZvFjd5RvRkSO4Rf036l1qxlUMwguod3/3vX4SA8bB481/85Wge25rVVr/Fl0pekFKfw8sCXCfQIxDRNMh75D7X5+ZQtXEjFuvV4durYYD9TNk3hg3UfAPBo70e5sNWFrMlZwzdbv+Gj9R9xWvhpRxyT03Ry99y7WZ+3/tANq1zf4v3jOSPiDE6POJ1ekb3wtnu7xqd1OqG2FtPpxFlRQeXatZSvWEn5ypVUrluH6diXhPI6/XQiHn8M94SEeoew+voS+/777LjyKqpTU0m7bjzNP5+MLTCwQTiO3bvJ++hjqpKSCLn9NrzPOOOIz/lElffBnqqZLl3w7quqGRERERERkX+isLgErn72VX6f9C7r/5jDkm++YOeGtZx3+734hUTCkEfwGHAvcSM/J/Pl1yla5yBqay7XfHQvyRujqe52HW3ad2TLxvX88MMPFBYWcuaZZx7wAT/DMPA/Nw5rgDuF323jnKI+RBHBf8Lf4OGFD9M5pDP3X/8A5UuCWfVLGpv/zGT3lkKGjG1HszYN/xY/VRVklrHm950AxLYPauJojpyzupbShbsB8BsUg2E5+EOgK2d+R3FONj7BIZw+8uLGClHkpKHkzMnGNKF075wze5Iz3iGuIcnSV8Pqyfvmnmk/EjyDwOYJJRmQvRHCO+zbz3LXjXh631o/geLh5xoqLeln19Bme5MzpglfXgNbfnK97zkBzn7ClTS56htY9h7M+Q/s2DMkVvsLoHnvv3/OhnHoxAyAfzPoOsaVcFrwMlz5Vd2qvfPNhHqG0j0nlSk2mBvdnkFdb3fNxVORD/mpkDgZ/niaNc5IZqf+ChboUuqFFbjQ6cX/Uc3XSV8zokX95MzsHbPJrsjGz80PPzc/dpXuYt6ueczb5ZqrxWJYuOu0u/7+dTgEwzAY32k8LQNa8sCCB1ieuZxLfriEUS1GcfYaYNmyuraFX05rkJz5JfUXnlv2HAC3db2NC1u5Kq7GdRjHt1u/Zd6ueWwt2EqrwFYHjaF0/nxy33uPkAk3s6BZMevz1uNl82JI7BCqndVU11ZT7azGUeugurYaW5GNi3tcTK/oXoR4hmCaJjn/fZWMyQ+RXllZV8V0KNbQELy698D3rLPwO/+8g1aF2IKDif3oQ1KvuJLq5GR23nAjsZMmYfXxBqBq+3by3v+Aopkzocb1NE/aNWMJvPJKwu6+C4u392FjORHV5ORQME1VMyIiIiIiIqcCu4cH5064k9hOXfn1/TfZvXkDnz1wB+dOuJOWp/cCuyeWXtcT9eV4fCf/l/SXP6Qy343oOZmcXnQ/O6MjKA0eze78KhYsWEBeXh7Dhg3D19f3gMfz6RmJ1c+N/Cmb6ViUwCTLs9wV/jxrc9dy1S9XMrLFSK689QZWTk2nOLeS715dTZchMfQalYDNbm3kq3NiMU2ThV9uxVlr0rxTMHGdQpo6pCNWtiwTZ1kN1iAPPDsfvBKmND+PZd+57s8NuGIcdvejmyZA5FSg5MzJpqoEaveUG3jv9wuwxRBXcmb+S673Mb3Ab88QXPH9YesvsO3XfcmZ9NVQkOqaq+VAQ4u1H7UvOTPoX65liVNciRmrO1z8vqvNXobhmksmfoBrmLCSTFfi5jhYmpzHhvRixvWJw7J/dr7vRFdyausvruqdPUO65VS4Ko1CamsYlJPGlMhw5lprcLYfhcXYLyll94Tl77N1xb8hzA9LTSgvJdTAVrio2UDeyf2NVdmrSC5MJiHAVZ1hmiafbvgUgLEdxnJDpxvYWriV39N+5/e039mUv4mr211d1/54GxgzkM/P+5zbf7+dnSU7+Xrxe/R5vxZvIP2MOKKWpVL4ww9kjDuXHGsZOeU5ZJVnMWXTFExMLm9zOTd23jf0WZx/HGc1P4s5O+YwacMknu739EGPnffhR1SsWMnOG29k3dl+0M3k2o7XMqFLw3mCHA4HP/30E+fGnYvdbsc0TbKefZaCTz875PnZm8fi1b0HXt2749WjO/bY2CNOONijooj98AN2XHkVlevXs+vWWwm9807yJ02iZM6cuiH8vPv0xhYeQdH06RR8/jml8+YR+dRTePc69Hw9J6K8Dz/CrKzEo0tnvPv1bepwREREREREpBG06zuQyBatmfnaC2Qlb+X7l56i67nDGXjVddjc3MAw8L36bhKGjGb3HbdSsX4zuxcFEdSygPFdn2Oh7XT+oC8bN25k27Zt9OvXj969e2O32xscy7NdMKE3diZ30gb8CuBD55N80fUPPs3+ghnbZ/Cr7VduuPAm2m7syeZFWaz5dSdpG/I5+9r2hMYeOOlzKkhdm0vaxnwsNoN+lx78QdgTjVnjpGT+LgB8B0ZjWA9+T2bBF5/gqKoksnVb2vYd2FghipxUlJw52ewd0szNB9y89i1veRYseAlqKlzvO1xQf93e5EzfO13LNn7n+t7qHHA7QFVAm6GueV6yN0JOkquaZvaDrnWDH6yfmNlfWDu44XdX1cPfHc7sAEzT5PYvVpNdUkVUgCdDO0bsWxncwjVHJk0lAABSrElEQVQ/zdK34dsbwTOQnQFn8PJvK8ADgnO206OyCh/DTl5VAety19EltEvd5kUDnyBl5WJ+9XFVJo3veD5hf7rm5AlvNYwBHg7m7pzLN1u/4b7T7wNgZdZKNuVvwt3qzqWtL8UwDFoHtqZ1YGsmdJlARU0FHtbGfTKgRUALvh7xNX+k/Y7loZfwrspiWyT8e/BOXkyGmNwqprx2E7O71//3GRI7hAfPeLBBsuO6jtcxZ8ccfkr+idu63kakT2SDY5oOBxVr17reOJ2MmF1I5G4PLrzwAPMN/e+2pkn2c8/VJWYiHv0PPkOGYFitYLHs+W7FsNuwuB+mguow3Fu0IOb990kbO5bypUvZccUVdet8zz6L4BtvxLNTJwD8hp9PxiOP4Ni1i7Rx4wi8Ygxh99xz0lTR1OTmUjB1KgChqpoRERERERE5pQRERDLmyRdY8MWnrJw5ncTZM9m9eQPDJz5AUFQ04HqIsfkXX5Lzxpvkvf8+hdu8Kcn1pGef1ST4pfETZ5JeHcHvv//OypUrOfvss+nQoUODvy/dYnwJu6ULuR+tpyavkiuWDeb8kUN5Kv0l1uWu47X1/yXWN5YJl91Lziw7BRllfP3cCk4fHs9p58ZisZ5aU2LXOGpZ+NVWALqeFUtAmNdhtjhxlK3MwllcjdXPDe/u4Qdtl7FtCxvn/w7AmWNv1D0JkYNQcuZk879Dmu0VfTq4+0NVket9u5H71u2dT2bHn1BV6krG7J2XZv8kzv48AyFhEGyb46qeyUiEyiKI7Aq9bz98nMchMQOwJauE7BJX5dCMNbvrJ2cAzn0aStJdMU+9kh/jXyW7PAc3DwitKMLuG0n/mEH8nDaHuTvn1iVnap0md3y5nrVV1+L0fA2AC9bOgMIdriRVbG8u9XRn7s65zNg+gztOuwN3qzufbnRVzYxsMZJAj4bjpnraPI/LdTgcL7sX/be5sXtNFths+D16H+dbNzO/xyyunFXBsDVWcoZ2JcQrlDCvMOL94xnVchRWS8Oy4tblfrzwrTd5tcV81nIS9/d5sEGbys1bMCsqMHx9+ax/LaNnldNjfSXZ14zH7a03cYuOPmCcrsTM8+R/4rqOEU88TuBllx3bi/E/PDt1JPr//o+dN96IWVuL3/nnEXLDDbi3qv+kik/fviTMmEH2Sy9ROHUaBVO+oHTefCKffgrvXr0OsvcTR13VTOfOePfr19ThiIiIiIiISCOz2uwMuno8zTt24ee3XiFnRwqT/zWRM6+bQIeBQzAMA8NuJ+zuu/DqeQbp9z9AbV4e2+dEYXazcH38F6w32vAr/Skqgq+//pof5szDv/XpWHyCqXWa1NSa1Did1DhNbK28GFztIKykBq8vaxgYfxdOn6VsdUwlrSSNh0ruIKx1d/pvH0NogZ2lM5L55dcU1kfbKLEb1DhNgrztPDisHR2b+Tf15TtuEuekUZxbiXeAO92HNm/qcI6YWWtSMs9VNeMzIBrDduB7f6Zp8scn7wPQYeAQIlq2brQYRU42p1Zq+p9gb+WMT1j95VYbJAxwvY4+wzUHy15BCRAYB04HpC50JVoKd7jmoml1zsGPtbc6ZvHrsHkmWGww6k3XsZrIwq25da9/3ZRNSaWjfgOLFS56H+IHQnUpl225iyBbBgAhtU4Y/DCDmruSVXN3zq3b7KVftjAvKYeqwBSchkHnKgexuxNdK2POAHcf+kb1JdwrnMKqQn7b8RtpxWl1+7iq/VXH54T/otqiIjKfehKA4BuuZ+Cga3im/zM89vgfGB4eRGU5eDviLl4e9DIPnPEAl7W5DHdrw6qUoh9/JOXCi4jbUkT3bSYpP31J0d4E4H4qVq0EICvBnxldqvnoxliswUFUbdlC6sWXULZ4ccMgTZO8l14m/xNXdVLE48c/MbOXd6+etJg9i5a//0azF15okJjZy+rjQ+RjjxH78UfYo6Jw7N5N2rhryX7pJUyH44DbHCvOqioc2dlUbdtG5ZYtmHuGXTsSNXl5FHzxBQCht92qJ1REREREREROYfHdenDNC28Q27EzjqpKZr/9Kj+/+TLVFeV1bXz69iXhu+l49e6F4ajBsqyaJVuGkVntxy3mJwxiMXYcVBXlkL38J/789Qfemr2O//6axBu/b+Ptudt5Y0kqY0oKmI8DmwnDkiuIWduGvC13U5U7CNNpJdu+kq9b388vEUupMpz4l5ucnlSNNbmUTenFLNqWxyXvLOaHNelNeMWOn5L8Slb+vAOAPhe3wM3j5HluvmJtDrX5lVi8bXifEXHQdpsXzSMjaTN2dw/6jb6mESMUOfkoOXOyKTtI5QxAz5vBPwb631N/uWG45qQB19Bme6tmWh9kSLO92p4PhhWqigHY3uZGLv++lKSskr93Dn/Dom37kjPVNU5mrc9s2MjmDqM/pyCgI0GU0Ma+CQDTGYiz8xj6RffDZtjYVriNncU7mbk2nbfnbgcgJtbVdnjL/YZtSxgEgNVi5aJWFwHw9davmbxpMiYm/Zv1J8G/ceaUOVJZL7xAbU4ubgkJhNx8c91ym78/fuedB0DhtKkH3d5ZUUHGI4+Qfs+9OMvKsPj5ATBgZRVfbP6iQfvyVasB+CPQ9e9x0SX/Jv6bb/Do1InaoiLSrhtPUs9eJI8YQdp148l6+GEiJ39O4ad7KmYee4zAyxsnMbOXPTISe/jBS3D35927N/EzZhBw+eUA5H3wIalXXUX1rl2H3M6srsZZVnZEx8j/5BOSR4xk64CBbO7ajS1durJtwECSh48gZdQF7LzxJpyVlUe0r7qqmU6d8O7f/4i2ERERERERkX8un6BgLn74SfqNvgbDYmHTwrl89q87yUreVtfGFhpK7AcfEDpxIlitBCauIW6FlWnhL1PlF8sNxjS6sBGAeGshoz0SuT46i7E9m3Fd33huHJDA+EEtyBocxfZoLywY3IkHX4fF8Hzb27ipxdu09umFYXGSHD+Fmd3/S3VYBW4YnF3hxuOBoZwVF0ylw8ntX6zmpdlbcDqP/EHFk8Hib7ZR43AS2dKfVj2O7J7EicB0mhT/sRMAn37NsLg1HHkFwFFZyfwpkwDoeeFl+AQFN1aIIiclJWdONqV7KmcOlJyJ6wt3rXfNF/O/9g5ttm3Ovvlm2l9w6GN5BUG8qxrHDGnLtdsHsjQln9unrKbSUVuvaVJWCWM/WsaY95Zw9YdLGffxMu6alkheadWRn9thVNc4WZqSD8B5nVwZ+hkHe5LC3ZcHPR9huzOSXJvrA+O7isHM25aPn5sf3SO6u5Zt/YX7vnLNlXJBr3LSK7ZhM2wM7fMvOPsJCOsAXUbX7fbClhdiMSwsz1zOt1u/BeDq9lcfs3M8FsqWLKHoG1dskU8+gcXNrd76wNGuBEPxz7OoKShosH3Vtm2kXnYZhV99DYZB8M0TiP/qS0zDoGuKyS+LPqNi79xGuMpVK1atAmBjM5OekT3p16wf9ogImk/+jIBLLwFc1TxVW7dRtngxJTN+wHf9egAiHnu0LqYTmdXHm8jHH6PZ669h8fOjcs1aUi64kOJZsxq0dWRlkf3Kf9nafwBbBw2mMinpkPuu3rGDrBdepGrrVmqyszH3JmEsFqz+/hh2O2ULFrDzpgk4y8sPva+0NFXNiIiIiIiISAMWi5WeF17G5Y8+h29IKIWZGUz5972s/PG7utEaDKuVkAk30fzTT7BFRFCblkbPt1/m9LDBhD6wiguHDeF637nEkI4Tg5rcNPw3fs2Fflt5cFhb7h/alrvObcuAW0/Df1gcABGZlZy+IJvLN3gxuc2zvDvkHRL8E8ixp/FRwoNkd12HxWZQmlpKr63V3NrCNdftm39s48bPVrhGTTFNqKl2zXF8ktq1pYBtK7MxDBgwuvVJ9fd65cY8arLLMdyt+PSKOmi75T98Q2leLn6h4XQ//4LGC1DkJHXy1M6Jy8GGNTuc+P6uuVMKUl3vbZ7Q+tzDb3fmI2D35LfIG0ib5bohvyWrhP/OSeLB89oBUFpVw02frSQlt2GFQJC3G48Mb3/Q3eeXVfPtql2M6BJFuJ/HIUNZnVZAeXUtwd5u3H9uW35al8mibblkl1QS5lt/25355cxKqWWd8SC1tpcAWOXoxkeLUhjcNozBMYNZmrGUrzfNpsIxlm7N3Vjv+C8AF7a60DV/TN87XV/7ifSJpF+zfszfNZ+q2ipaBbaiV+SJNf+Ie5s2+I8ahcXbG6/u3Rus9+jUCff27ajauImi778neNy4unWO3btJvfIqnEVFWENDaPbCC3j37g2Ad98+lC9cRI/lBXx35neMaTvGtc2uXdTk5FBjge2RBpO731P3HwyLuzuRTz5J2H33UZOVhSM7m5qcHKozs9i2YgXtx4wmYMiQ439RjiG/c87Bs0MHdt9zLxWJieyeeBdlly8h/MF/UZWURP4nn1I8ezbU1NRtk37/A8R9Oa1BomyvnDffgtpavHr3Iuzee7H6+2P188Pi44NhsVC+ciU7b7yJ8qVLSbvhRmLefQerj0+D/VSsWcPOm2/BrKjAo0tnvAcMOG7XQURERERERE5Ozdq255rn32D2O6+xbfmfzP30A3asS2ToLXfh5eea68Wre3fip39LxsP/pvT338l66inKly4h8qmniD79eq7bMosNv09lTk4oRQ4/vvljNUsXzePcDqHE+DoxaqvxrXXg3s2D0l3xlOfGUL2jmLwdxcS7FfFpYHdm+pXxsjWLbz0/oE27CEZsu5rSsmi8VhbyttdaTvP+EJ/kYtyeqwX2/I3tGwkjXjuye1onEGetkwXTXA9udhjQjJBo3yaO6MiZ5n5VM32isHge+HZycW4Oy2e4HhYeeNW12A5yD0RE9lHlzMnmUMOaHYq7L8Tul0RodfahhzTbK7o75ugpvJTo+sXbv1UIAO8tSGZ5aj6mafLQt+tIyS0jyt+D10Z35b+Xd+GOIa45PL5csZPy6poD7to0TW6bsoqnftzExW8vZmf+oSsC9g5p1rdlCHEh3nSLDcBpwo9rMxq0/WqF60MjtkU8ZXseRDBq/VmwNZdt2SUMjB4IQF7NFrCUE9R8JlnlWcT6xnJvj3sPGcclrS6pe31N+2tOuCcdbIGBRD3/HOH/fviA6w3DIPByVzVQ4dRpdU/HmDU17L7vfpxFRXh06EDC9Ol1iRmAwD1Deg1eYzJ5zSSWZizllRWv8OwHYwFIjoBz24ygXXC7Bse0+vnh3qoVPn37EnDBBQSOv46cEcNP2uSBvVkzmn/2KcE33QSGQeG0aWwdMJDUyy6n+McfoaYGr9NPJ+r557AGBFC1eTO5b7xxwH1Vbd1K8cyZAITdcy+eHTrgFh2N1c8Pw+L6Fe3VvTuxH32IxdeXipUrSRs/ntri4nr7Kfn1V3aMHUdtfj7u7dsR/fobJ9zPpoiIiIiIiJwYPHx8GHnPQwwZfwtWu52U1Sv49P7bSVu/tq6NLTCQ6LfeJPyhB8Fup2TOryRfeCHla9ZitDufjrd+xm3jr+bMiFLsONhV7ceHq6v4Zv5aihZ9AEvewm3TywSV3Eak2zh8rVOxUExttT8lWYMZtPUevko+h07lfmzxyeT1Ti/hGTQdg1qSy3vyc94z5Fe3xc5+95VKMmDKZTD7YVclzUli/fzd5KeX4eFtp+fIE2to/MOp2lqIY3cpht2CT9+DV80smDKJmuoqott1pFXPvo0YocjJS8mZk82hhjU7nL1DmwF0uOCIN1uwNZfNmSV4uVl5c8xpXNo9GtOEu79M5MOFKcxYk47VYvDGFd0Y1bUZF3aLZuKQVsQFe1FSWcP01bsPuN+ZazNYvD0PgF0FFVz6zp8k55QeNI6Fe5Iz/Vq6EkSjurg+EL5PrD+0Wa3T5KuVrrlAzunsBYCnzZMhrWMA+HhRKtG+0fgYMRiGk5jWM1iW8ztWw8pz/Z/Dy+51yOvRP7o/XUO70j64PefFn3fItk1p7439A/E7/3ws3t5Up6ZSvnQZALn/9zYVq1Zh8fGh2WuvYgsJqbeN76BBWENCCCiHyMRdXP/L9Xy84WMCk1zzzBS3bcbdPe4+fid0gjHsdsLumkjshx9gDQ3BWVyMYbfjf8EFxH/7Dc0/+xT/UaOIePIJwDVPTfmKFQ32k/P6G2Ca+J59Np4dOxz0eJ5duhD78cdY/f2pXLOWtHHX1g1Ll//pZ+y6/Q7Mykq8Bw4g7rPPsIcfZXWdiIiIiIiInFIMw6DrOedx5dOvENQshrKCfL566mF+euMlUhJXUltTg2EYBF1zDXFffIE9Npaa9Ax2XHU1u+++h9x33qFiUw49z76Z28ePpWukDTBZRzvesFzPHzF3Ud3vfjjz31jPuQv/ER2JGJVJwGm52HwdmPjgXn0BL6Q9yys5dxFXHct/28wlfcCv+AUZlDlDmFHwGI9WTeOMirfpUfUOG2Jco3jw55vw8dB9I8ScwCpKqln2QwoAPUcl4OFtb+KIjk7xH2kAeJ8RgdXnwNUwu7dsYvOieWAYDBp7gx4WFTlCSs6cbPZWzhztsGYArc5xfbd7QasjL/98b34yAJefHoO/l53/jGhPswBPduZX8NSPmwC4/9w2dG8eVLeNxWJwde84AD5ZnFpXnbFXaVUNT/3omkRuXJ84Wob5kFlcyWXvLiEpq6RBDMWVDtbsKgKg757qnfM7R2ExIHFnIan7Dam2cFsuGUWV+HvaaR/tWhbsEcx1/VxPJnyzahfLUvLJz3FV9xQaiQBM6DKBTqGdDns9bBYbn533GdOGT8PNenKWaFp9vPEbOQKAgmlTKVu2jNx33gEg4rHHcIuObrCNYbcTcMnFAJy92iTII4iRLUYyMN81gd2oCx8gxDOkwXb/dN59+pDw/fdEPvcsLf/4najnnsWj/b6h/PzOPhv/iy4C0yT9/geoLd2XgKxYv4GSOXPAMAi94/bDHsuzYwdiP/0Ea1AQlRs3kjZ2HJlPPEnWM8+AaRJw+eXEvPUWFu8jqIoTERERERERAUKbx3PVM/+l4+BzwDTZtHAu3z77KO9OuIZfP3yb3Zs34tG+HfHffoPfeedBbS3FP/1EzquvsfuOO0k+fzi7h11Mp+8WM6qgkEirlRqnwbyd8EaiO2v8z8HZ+3bodTOW3uPxuexCwh8cTPC4Dri38AfToF1uK15LfYCXUu8hJ28333R7g5jerr9twwrcGFMdRVBVAMOTRvBJzFOYHv6weyW8MwA2fNe0F/Awlny3naryGkJifGjf7+CVJyeiqtQiqlOKwWrgO6DhvSIA0+nkj0nvAdBp8NmEx7dozBAPOJ+yyMlCyZmTTZmreuQvVc6Et4dLPoYrvwL3hvNVHMj63UUs3JaL1WIwvl88AL4edl68tHNdm8FtQrmhf8OSzEu6R+Npt5KUVcqfyXn11r3+21ayiqtoHuzFv4a1ZeqNvWgb4UtuaRWj31tCemFFvfZLk/OpdZrEh3jTLMATgFBfd/ruqaKZsWZf9cy05a6M/oXdmlFUne9q6xVKr4Qg2kb4UulwMn7Schwl+4bf6hrales7XX9E1+SfYu8wZSVzfiX93vvA6cT/oovwH37+wbe59FIwDDqnmszuOYknOt2P2w5X5YxXt26NEveJyBYURMAFFzSoNtor/KEHsTdrhiM9naynn6lbnvP6awD4jRiOe6tWR3QsjzZtaP7pJ1hDQ6hKSqJgyhQAwu69h4jHHsWwaSoxEREREREROTp2Dw/OnXAHVzz1Ml3PHY6nnz8VJcWs+eVHpj56P+/fPp5FM77GfsetxHz0IaETJ+I/aiQeHTti8fKCmhqqU1LwmP0L/T+fQp+Fi/AuLaWktJTp06fzfw8/TOKTT1LwxReULVlKbV4uHm0CCb2hM2F3dMPrtDCwGnSoaMEju2/i4bVXsbJwKqEXlOEd4I5bhZNR5e6ML3Fn+vpW3Oz5Ko7IHlBVBF+NhZl3g6OyqS9jA9k7itm42DUc/4DLW2OxnFwVJcW/u6YN8O4ejtXf/YBtNi74g6zkrbh5etL38qsbMzyqd+1m+9nnkPXc85jVJ88wdyJ76S7eycRRCVV75pn4K8kZgI4XHVXzDxe6yi7P7xRJdOC+4b76tAjhkeHtWZqcx3MXdz7gh4u/p52LTmvG50vT+GRxKn1auG5cJ2WV8NGe/T4+sgMediseditTb+zFZe/+SVJWKT+sSeemgfsy7Qu3uoZz69syuN4xLujajAVbc/kucTe3DW7Jy3O28NM6V7Lgsh4xJBatASDEMwTDMLiubzz3f7OWkqoaDKMZzX1bUuLI59n+z2KznFrdwaNtWzy7dKFizRpqsrNxi4sj4uGHDrmNvVkzvPv3o2z+Aoq/+RavHj0AcGve/KCJCQGrjw9RLzzPjquupmj6dHwGD8IWEkLZ/AVgtRJ6661HtT/3li2J++wzdlx7HbV5eUQ996zr6SURERERERGRvyGyVRsiW7Vh8NgbSFu/hs2L5rF12WJKcnNY/v3XLP/+a4KjY2nbZwBtL5hIVEQkpmlSk5VF1fbtVG9Ppip5O97JKcQsW86moCA2dmhPrrs739XWEvPLHLqsWYN3eTkWPz/cExJwS0jAvUUCvv0SqC0JonxTGZEVodyQcRGlWeVsj0uhbVB3NizNJbDMwdkVbpRttnOr77/4T/f5RG96HVZ8CDuXuh5KDm3d1JcRANNpMn9qEpjQumc4kS0Dmjqko1K9q4SqpAIwwHfggatmqisrWPDFJwD0umg03gGBjRafaZpk/ucRnKWlVK5fD3pYVU5C+qk9mewd0szqBh7+jXLIBVtdlTpX9WreYN34fvF11TQHM7ZPHJ8vTWPOxix276mGueOL1dQ4Tc7tEM6gNvuGZwvwcuOS7tE889NmVuwo4Kb99vO/883sdU6HcNynW0jOKeOKD5awJNlVKXPnkFa0j/Lj10zXdsEerqTOyK5RPDdrM/ll1VzYNYbnR32Jw+k47Dwz/1QBo0dTsWYNht1Os1dePqLhsAIvv5yy+Qso/HY6Zk0tAJ6nnXa8Qz3peXXvTvD115P3/vtk/udR7LGxAARcdBFuzRv2r8Nxi4ujxc8/4ayowBbYeP/5ERERERERkX8+i9VKXJfTiOtyGkOuv4WU1SvYvHAeyauXk7crjUVfTmbRl5OJaNmadn0H0rp3f3z69oW+9SeCb11URL+NG5m/bBnrCwrY2TyW9Oho2mzZTNuNm3AmJlKRmFhvG6/e/Qi46gEylqTiU+JFl9Tm1KZmE9HJm7KAKJYuyYTCKroUW/nqj0E0a9GTodWP45e1Ht4bBOe/BF2vaLyLdRBblmaSlVKM3d1KnwtbNnU4R61krqtqxqtLKLZgzwO2WfbdV5QV5BMQHkm3YSMbMzyKvvmGssV/Yri7E/nUk4ece1nkRKXkzMmkzFU9gncoNMLEWvll1eSWVgHQIcrvL+2jdbgvfVoEs3h7Ho9+v4HVaQXklVUT7O3GI8PbN2jfI841b82K1HxM08QwDLKKK9meU4bFgN4J/zNJvYeds9qF8+O6DJYk52OzGDx7UScu7REDQG6FKzkT6uWqNPKwW3l8ZAe+XbWL+4e2xW61Y7eeXBOxHUv+I4bj2JmGR8dO9eZJORSfgQOxhYVRk51NwRdfAOB52qk7pNnRCL39NkoXLqRq0yZqCwsx7HZCbp7wl/dn8fDA4uFxDCMUERERERERqc/u5k7rnn1p3bMvVeVlbF32J5sXzSNt3RoytyWRuS2JuZ9+SEyHTrTtO5BWZ/TBw8c1nL7V35+w3r25pHdv+mZkMHv2bFJTU9nYvj07TjuNflFRtCgqxpGSTFVyClXbt1P+50Ic6WnE/d/bbMnMIvOPJDqUJsDmCvypYHicH3mhofy4KB3Pcic527341HieNsGb6OZ4l5DvboaU+XDeS0c8rP+xVl1Rw+Lp2wHocV4c3gEHHhLsaNkcBuXLszCqTNxifHGL8cXibj0m+96fI7ucig2uKQp8B8ccsE1RdiYrZk4HYODV47HZG+/+miMri6znXwAg9M47cYuLa7RjixxLSs6cTEr3S840gqSsEgCiAz3xdv/rPyrX9I5j8fY8ft2UBbgSPe9e3b3eMGl7dYzyx91moaDcwfacMlqG+bApwzWUW4tQH/y9Gv6iv7h7M35cl4Gfh413rupOn/2qa/YmZ/afqH5ElyhGdDm5JmA7XgybjdA77jjqbQIuuZjc/3sbs9I1nquXKmeOiOHmRrMXnifl4kswq6sJGD0ae5R+FkVEREREROTk4O7lTcdBZ9Fx0FmUFRaw5c+FbF48j4ykzaStX0Pa+jX89uH/Ed+tB237DiThtNOxu7seKoyMjGTs2LFs3ryZX375hYKCAmYnJxMZGcm5d9xBQlwclUlJ7JpwM44daewYM4aWr71K1N3n8d8fn6P1tkgGFfWA1GJ8U4u5MsKbZW4mS7cV0azGSlJuO5J4lVj3VXRbNp1mOwdhXPYxRHRq9Ou0/McUKoqrCQj3osuQAyc3jpSz3EHFhjzK1mTTeVsAJaTsW2mAPdIbt+Z+uDf3wy3WD2ugO8bffKi75I+dYIJHh2Ds4QceZWXe5I+odTiI7diFFj16/q3jHQ3TNMl89DGcJSV4dO5M0NhrGu3YIseakjMnk73DmvmEHbrdMbJ1T3KmTbjv39rPWe3CaB7sxY68ckZ2ieL5izvj6XbgrL6bzUKXmACWpeSzIjWflmE+bM0qBVxVOAcyuE0YH47tQdtIP5oF1C+zPFByRv6+gEsuIfedd8HpxBoQgFtCQlOHdNJwb9WKqBdfpGTOHEJuubmpwxERERERERH5S7wDAjlt2AhOGzaCouxMNi+az+ZF88jduYNty5ewbfkS7B6etDy9F+36DiS2U1esNhvt2rWjVatWLF26lPnz55ORkcGkSZNo3749Z599NnFffcmuW2+jIjGRtBtuJOI/j/DEJc/zf4n/x7hV/2Z4wUBGFg3CKx+6A10CvfjRUcmu8lqaVdtIqzqNtKrTCCvdSrfXHyJh1CgsZ4xvlFFoAPIzylj7+y4A+l3WCqvt6Ifbqq10UL4+h/I12Ti2l4DTtdzAoDYAnF4mlnwTa6UFR3oZjvQyyv7MAMBhqabEWkiRmYfDv4aA9jE0a9eO0ObxWKyHr7KpyaugfI3rHqTfQapmdm5cx9alizEMC4PG3vC3k0FHo3jmj5TOnQt2O1FPP4VxBOckcqJScuZk0rwvjHwDvI9tcsY0TWqdJjZr/Q+LLXuSM63+ZnLGZrXwxQ292JFXTq+EoMP+wj49LpBlKfksTy1g9BmxdRU8LcMOXIpqGAZD2oUfcJ2SM8eHPSoKn/79KZ03D89u3Rr1Q/ifwO/cc/A795ymDkNERERERETkmPAPi6DnhZfR88LLyElLZfOieWxeNJ/inCw2LfiDTQv+wN3bG5/AYNw8PLF7euLm4UEHb3fSbQaZZZVs3LiRzZs2ERboT+h55+IVEYLX4j8pevZpgjZuYNytt9LJrx2PLH+caUGzGFEykCvLRuJeAqNwo9bLpMDDgd00XTc8zQRqq29n61dOrN/8jLFnwnjTNDFNE0wTAKvdjs3uhtVux2K14jSdZDuLSDfzSLcUUGKWY1gtYDVc3w9zC6S8uJqaoFpsblamz1kLc+qvd3Nzo1evXnTr1g1nbQ0ZW7ewY10iu9auw73InUhrHOFucdgs+0aPKazOJq10MzvLNlGaUli33NPqS7B7FCEezQhxb0agezh2pxtBzjCCCIM8qJ1XQ8ac5WyomYkZbODVKoSIjm2JbNUGD++G99pK5u8CJ7i3CsAtuuE9Qaezlj8mvQdA57OGEhobd9ifj2OlJjeXrKeeAiD0lptxb9Wq0Y4tcjwoOXMyCW7h+jpGKh21TF6yg3fmJVNa5aBnfDADW4dyRc9YPOxWkvZUrLSJ+Pvjc0YFeBIVcODJw/6Xa96Z7azckQ9AUvahK2cOptZZS36lax9Kzhx7oXffRW1pKUHXjmvqUERERERERETkBBEaG0dobBz9Rl9DxtbNbFo4j6QlCykvKqSqrOyA23i5e1IVHkOttx+Z+YVk5hdCQDAMOw9LZQXWvGysD96DtaKUC2sCgAAgie94iSjPFrT2P51wz+aEWNwOHpjzf97vSbKYNSYFtWWkV+eTbikgw1KAw6j9exfBBtVOqC4sP+DqGTNm8PvMGdhStxLmDCHWpx1neJ2N3Xvf3DQljnzSSjexu2o7lbYybO7uVHsbhIe0wt3TE5u7hyvR5e6OxcOTEvdqKu3ZeFX74F7ugVuxDSPPibXGRohHNCFEQxWwHkpX72ZF1XIqPStwi/UluFM8UW3b4esRRNkK17QEfoNjDxj7+j/mkLMjBXdvb/pcduXfu05HKfOpp6ktKsK9XTuCr7++UY8tcjwoOXOK+nrlLl6cvZms4qq6ZfOScpiXlEPizkJeG921rmKlVdjfq5w5WqfFBmIYkJpXTnZxJdv2xNE6/OiSRAVVBdSatRgYBHkEHY9QT2kebdoQ9/nkpg5DRERERERERE5AhmEQ1bodUa3bMXjsDeTsSKGyrBRHZSWOygqqKyuo3vu6wvVVWFZGYUUVpY4aykyDWsOC09Mbp6c3DlyjphjVVVgrSrFWlGJUlJJck0RqSQqxlpb4eASSVV5LVrlJjWEjLNCHeLtBUZYDBz6ADYvVSmC8P9YIg8ySbNLzc6h21k/GWGqdeFRUEVTrTox3NH7uwbjXuEP1Qc7VZsES6E52biVFlbUEtQ2k5aAYLF42KoqLyEzeSubWJDKSt1JWY1Id2oxSDKwxbWhVE09sbSwWLOBjxd7GF/dOQYTEnEYbz+FYLK5huxwOBz/99BPnnXcednvDOZkPxDRNavMqqUotonhjOlVpJVhLDXzsgfjYA12NdoNjZxXbp/+GzWYnxN6Maj8HuY50wh1e2PY7VlV5GQunfgZA74uvwMvP/yh+Iv6e4l9+oWTWLLBaXcOZHeE1EDmRKTlzisosqiCruIpmAZ7cfmZLOkcH8MeWbF6cvYWZa9MZ26c5heUOLMbBhxM7Xvw97bQJ92VzZgkz1qRTVl2L3WoQF3LgCcgOJq8iD4BAj0BsFv2oi4iIiIiIiIg0BYvVSnhCy6PaxjRNioqK2LlzJymrV5OSmEiBjw+mmzs1bu7U+AcDUGPUkO+ez2bvPC4+fRBXdzmbrxKzePyHjdQ6TbpE+PPf66JJ/nYS63O8KbbX4qxIg5R9x7LZbMTGxBDs64O9sozStGQydu+gqKyUIlbVtfOw+hAb05FmYW0I9AjHw+GJM68a0+GEbAjGDdyAZCB5J9VmJcWVWTiqc7A7iujs1pFon7ZUO2ChbQvp1nyW27eT4pfP8LOH0bxbq2M6dLxhGNhCPLGFeOLdIwIAZ2UN1WkllG7JomxrLkZuDXbcifCMq9vuz6TpZP4nBavNRnhCK6LatCOqTTvS1iVSUVxEYFQ0Xc89/5jFeTi1hYVkPvEkAMHXX49H+/aNdmyR40l3rE9R4/rGE+jtxiXdo3G3uTLw7aP8WJ6az9wtOTw8fT0AzYO98bA3/sRaPeIC2ZxZwhfL0gCID/HGbj26CdRyKnIADWkmIiIiIiIiInKyMQyDgIAAAgIC6NSpE44hQ0i+9TYyCvLJDY+gpHcvMisroQrCKsOgElbNWsWqWasICwvjwQ6hzN2aT2D2Bj79dM/wYp57hlUzwebww606AHtVAN62ILzdfPGyehMU6U27bsMJjPCkoiSL9C2bSN+ykd1bNlKUnUVS6hKSUpfUxekXGk50TCfKUtzxMWrxt3nibw/Gxx6Im+FBuGdzwj2b1zs3Ly8bl3QYynbfXH5ftYDcigI++eELeuX0YvDgwbi5HWJ4tr/J4mHDo3UgHq0DCQFMp4kjq5zK5HyKN2ZQUpWPT3A4nkn5VBQXkZ60ifSkTfDDvn0MumY8Vlvj3VbOevY5anNzcWvRgpBbbm6044ocb0rOnKJ83G1c2bN5g+U39E9g7pYcNmfuHdKscatm9jo9LojJS9LYnlO2J46jH1qtoLIAgFDP0GMam4iIiIiIiIiINC57s2a0nDwZr3vuIXzePFi7luA7bsd50UWkpqUyK3EWpdml+NT4kJ2dDdnZtATY86xvoelJi4QEzmkbQPOl/6E4q5LVNReRXBOLw+EkM7mIzOSiesd097YRFBlGUFQCZ1x0OV4+1VSUppG7I4ndWzaSnZpMcU4WG3Oy6m3nHx5BXJtuxMV2Jtg3BqPQiSO7HKufG16dQ3FvEYBhNQiiNe16d2b27NmsW7eOP//8k02bNjF8+HBatjy6SqO/yrAYuEV64xbpjV/fGADaMRTTNCnMytiTnNrE7i0byduVRute/UjodnqjxAZQOm8eRd9/D4ZB1NNPYXF3P/xGIicJJWeknj4tgmkf6cfGjGIA2kQ07nwze/WIqz9HTKujnG8GYESLEZwTdw4VjopjFZaIiIiIiIiIiDQRq4830f/3FtkvvEj+J5+Q9/ob+KWkcsZTT9LrjF78sP0Hnl/4PN5l3kTXRNMvoh8dW3bjw8QyZiUVwiYoDG7Ggzf8QtjsBzg38SVqTRuF4SPI7/gv8grs5KeXkZ9RRnFOBVVlNWRsKyJjW/2kjadvO4Iie9CsvY3qit1sXrQK01nMGaN6075/LwLCI474nHx8fLj44ovp3LkzM2fOpLCwkMmTJ9OpUyeGDh2Kt/fRDfN/rBiGQWBEFIERUXQYOASAmupqrI0410ttaSkZjz4GQNA11+DZtWujHVukMSg5I/UYhsGNAxKYOC0RgFbhTZOcaRbgSZS/B+lFlQC0/otxuFvdcbcqoy4iIiIiIiIi8k9gWK2EP/gv3OLjyXzySYp/+AHHrl1Ev/kGI1qMoH1we+6Zew/LipaxonIFt9tv582x1/L679t5/betfLgwhaSsEt4c8xr+8QOxzryL4OzpBC9ZQKsL34VRZwFQU11LQWY5+RlldQmb/PRSinMrqShxsLukkN1JAO7YPHvTaVA0fS5p/ZfPq1WrVtxyyy388ccfLFmyhHXr1rFt2zaGDh1K586dj83F+5tsx3G4tQPJfvElajIzscfGEjrxzkY9tkhjUHJGGji/cyT//TWJ9MIKusUENFkc3eOCSF+TDkDrv1A5IyIiIiIiIiIi/0yBoy/HLTaGXXdOpGL1alIvu5yYd96mRatWTDl/Ck8teYofkn/gtVWvsWDXAi5ufTGvhLbn4W+2sWBrLqPeWshVvU6n5aCvOWPlPXjlb4TPL4bet0G3q7GFtiE01pfQ2PoPDDuqainIdCVs8tJd3602g54j4//2Obm7uzN06FA6duzIjBkzyM7OZvr06axdu5ahQ4f+7f2fTMqWLKFw2jQAIp98EounZxNHJHLsKTkjDditFr6a0JvCcgcxQV5NFsfpcYH8sCYdu9WgeXDTlHCKiIiIiIiIiMiJybtPH+KmTWXnhJtxpKWROnoMzV79Lz79+/N0v6fpHt6dZ5Y+w6rsVazKXoXdYqdX715sSIonNasFT/1YDoA79/OQ7XPG2ubAn2/Cn29SZA0k1bc7+WE9qYzuh19kK8L9PYkK8CCsuR9hzf2O23lFR0dz0003sXjxYubOncv27dt57733CAsLw+l0Hrfjniic5eVk/PsRAALGjMa75xlNHJHI8aHkjBxQmK8HYb4eTRrDoNZheNg3cXpcEHarpUljERERERERERGRE497QgJx06ay+/Y7KF+xgp03TSD8oYcIuupKLm59MWdEnsHM7TOZlTqL5KJkVuQsgMAFBAS6EWR0wV7ZjbLCVjxdNJ4F1Z0ZZ51FD0sS/rUFdCn8FQp/hSTYZYbwZ2173jbbY8QPZHj/HgxoFYrFYhyX87JarfTv35927doxc+ZMUlNT2b17Nx9//DGjRo0iMjLyuBz3RJD96qs4du3CFhlJ2D33NHU4IseNkjNywooN9mL+fYPxdtePqYiIiIiIiIiIHJgtMJDYjz4k49HHKJo+naynnqI6OZnwhx4kxjeGm7vezIQuE9hauJVZKbOYlTqLnSU7yTGXg/tyvJp5cWGvQfSNGIK3580sLqqkducyvHcvJiJ/GbHlG4k2crnUNp9LmQ+73iH58wh+cOuCd5tB9Bg4ioCwZsfl3EJCQhg7diwrVqxg1qxZZGZm8t5779GnTx8GDhyIWyPPA3O8la9aTcFnkwGIfOJxrD6a6kD+uXTXW05oYX5NW70jIiIiIiIiIiInPsPNjchnnsa9RQLZL79CwZQpVKel0ey/r2D19cUwDFoHtqZ1YGtu73Y7G/M3MjtlNrNTZ5Nels5PKT/xU8pP+Np9GRw7mKGdhnL6uc9ht9ihugzSlkDqAiqT5uKWvYYESyYJNZmwYTZseJAM93hsLc8ktMtQiOsLbsduiH7DMOjatSs7duygtraWTZs2sWjRIjZu3MiIESNISEj4W/tPLUoltTiVvlF9sVvtxyjqo1dbWkbGww+DaeJ/4YX49O/fZLGINAYlZ0REREREREREROSkZxgGwddfj715c9Lvf4CyhQtJHTOGmLfewq1583rtOgR3oENwB+7qfhdrc9cyK2UWv6T+QnZFNjO2z2DG9hl42jxpF9SODiEd6BTSiY5njCd6yKMYVcVUbV9I6oqfsKctIqE2hciqFNjwIWz4kFrDhhHTE0vLwZBwJkR1BYv1b5+f3W5n1KhRJCcn8+OPP1JQUMCnn35K165dOeecc/DyOrq5o6trq3l/3ft8sO4Dapw1hHmGMabdGC5tfSn+7v5/O94DqS0txZGWRnVaGtVpO6lO24Fjh+t9TVYWANbQEML/9cBxOb7IiUTJGREREREREREREfnH8Dv7bOyTo9h18y1Ub9vO9nOH4hYfj2fXrnh264pXt264tWiBYbFgGAZdQrvQJbQL951+H6uyVjErdRZzdswhvzKfVdmrWJW9qm7f/u7+dAzuSMeQjnQ881I6BD/G2l3FrJ73PZ47F9DHWEs0uZC2yPX1+1PgEQDxAyBhELQYDEH1K12cTieZmdvYnrySXTvWUZWTTWCZgV+ZE+8qA3t0NB4tWlGVX0RNbQ1t2rShefPm/PbbbyxfvpzExETat29P69atj/garc5ezaOLHyWlKAUAb7s32RXZvLbqNd5b+x4jW4zkqnZXEecf95f/HcyaGkp+/53S336nescOqtPSqM3PP+Q21tAQmr3wAlb/45McEjmRKDkjIiIiIiIiIiIi/yieHToQ99WXpN97H+XLl1OdkkJ1SgpF06cDYPH1xbNLl7qEjWeXLlh9fOgR0YMeET14qOdDpBalsj5vPety1rEhbwOb8zdTVFXEovRFLEpfVHesWFsYfWojiHW6sWxrS5YWROFRW4W/WUkQFXiaNVhZCCwEnqLY4k6xxQ1nZS32ChOvchObE0JwfR1MJ2Djf98gI8QgP9RCSYiN8NBwPL2iiSpZDGYrTMBZUkJNbi412Tmu77k51ObmUpOTS1V+LqmFyWSUZTIacLPYSQhIINgjmJyKXNJLd1PqKMU0pvBF6BSMHl048/xbOD2uH4ZhHNG1r8nNpfCrryiY9iU1mZkN1jv8vCgN96UwxJ3sQCsFoe4UhXhSGOpJpbcNyj6BXz85wn/pA+sR3oNxHcZhs+j2t5y49NMpIiIiIiIiIiIi/zj28HCaf/YpNQUFVCQmUpG4horVq6lYtw5nSQllCxdStnChq7Fh4JaQgD0yEltoKLbQUAJCQxkUFsZZoedh6zIWZ5A/24uT2bbydwpXL8fYnEz4jiKic9OxmOkHicJG5f/cgrUCgTgatKxwN6n2NKn1MinzMinyNih2M/AuMgjJNwjPB69qaJFu0iK9FqgF0oA0Nn++GIfHC/iVW7A4ag95XSL2fLlUA5spB7yBVvu1O207sCQRx9s38lNzL/z69KXL0Kvw7dINw15/bppaZy0pC34mb8pkfBauw1LrBKDIC+Z2MtgeaZAZaJAVCBXu1UBew8CK9nwdA4t2L2L+rvm8MOAFIrwjDr+BSBNQckZERERERERERET+sWyBgfgOHozv4MGAa7ityi1b6iVsHLt2Ub19O9Xbtx9yXxarlda1DZMfjmA/ChNCyWruQ463k1JHKSXVJZRWl1LtrK7X1oqVQIsX3l4B+PmGEOofQbh/JO52D6y4kjduQOB+2zidTjampuBns7FhTTL+xUW0cFThnVeCd24l3lVAlYkrYQNlHlDl74U9NBSv8Cg2mhmsdaZR7AUBXsFc0PICEgLqD6+2P7OyipxlCyj5czFeBRUkJJdD8hx2T55Djacb9tO6UNAxmg2xULpuLW3nptA804nfnu2TomB2dwt/tjWosRn4ufkR4hlCR89ggj2CCd7zPcgjCLvVftA4/oqCygLeXvM2q7NXc8kPl/BMv2cYED3gmB5D5FhQckZEREREREREREROGYbNhmeHDnh26ABXXglATU4OlZu3UJOT4/rKzm7w2qyuhtpaLH5+eHbsiEenTnh27oRHx07Yw8MOerxyRzl5lXnkVeThY/chzj/uqIfbcjgcZP70E2eddx4ZS3fxxMyNWC0Gn40/g/YxfqTN+5wNC//Lco9S5gW7k+tuw1UVs3vPF1gNO+M6jGNClwl42DwOe8zA0Zdjmib5Sev584d3KV68iJbJlfhWVGMuWk7AouX03a99tQ02dQ+haHhvYroP4lb/5vzHw5WEOdYJmMM5M+ZM7p1/LxvzNnLrb7cytv1Y7jztzkaPQ+RQlJwRERERERERERGRU5otNBSf0NCDrjdNE2dxMc6yMmwRERgWyxHv28vuhZfdixjfmGMRKtf2jWN9ehHfrtrNbVNWM+O2vsSdfS1xAy/j/NkP41z5MVvc7CwJi2dJZBtWFybROrA1/+71b9oGtT2qYxmGQXCbTgxv8yaOWgezU37m898+wHdtCmfs8iAutRIz0A/3S0bS9orxdAk61Kw5jSfGL4bPhn3Gf1f+l8mbJvPJxk9Ynb2aFwa+QDOfZk0dngig5IyIiIiIiIiIiIjIIRmGgdXfH6u/f1OHgmEYPHNhJ7ZmlbJudxE3fbaSryf0wdPNG0a8iqXV2bT7/jba7Uri2sydmOc8hXH6eDCMv3Vcu9XO8JYjGd5yJKZpYhhG3fcTkZvVjQfOeIAeET14ZNEjrM1dy6U/XMqTfZ5kSPMhTR2eCEee4hURERERERERERGRJudht/LO1d0J9nZjQ3oxD367FtM0XSvbng83L4aEwVBTgfHTPfDFGCjLPWbH35uQOVETM/sbEjuEr0d8TefQzpRUlzBx7kSeXfos1bXVh99Y5DhSckZERERERERERETkJNMswJM3rzgNq8Xgu8R0PlyYsm+lXyRc9S2c+yxY3SDpZ/i/3pC2pOkCbkJRPlFMGjqJaztcC8CUzVO46qerSCtOa+LI5FSm5IyIiIiIiIiIiIjISah3i2D+fX47AJ79eTOLt+1XHWOxQO9b4IY/ILQdlGXD9Amwt8LmFGO32Lm7x928NeQtAtwD2JS/ictmXsZjix/j3TXv8sP2H1iRuYLdpbupcdY0dbhyCtCcMyIiIiIiIiIiIiInqXF94li3u4hvV+3m1imrmHFbP2KCvPY1iOgI18+Bl9tCQYqreqZ576YLuIkNiB7AVyO+4oH5D7AqexXfbP2mQZtwr3B+vfTXJohOTiWqnBERERERERERERE5SRmGwTMXdqJTM38Kyh3c9NlKKqpr6zdy94X2F7heJ37e6DGeaCK8I/jw3A95ceCL3NLlFi5oeQE9I3sS6xuL3WIn3Du8qUOUU4AqZ0REREREREREREROYh52K+9e3Z0RbyxkY0Yx//p2La9e3hXDMPY16noFJE6GDd/BsOfBzbvJ4j0R2Cw2hsYNbbDcaTopc5Q1QURyqvnHVM783//9H/Hx8Xh4eNC9e3cWLFjQ1CGJiIiIiIiIiIiINIqoAE/euvI0bBaD7xPT+XBhSv0Gsb0hMA6qS2DTzCaJ8WRgMSz4uvk2dRhyCvhHJGemTZvGxIkTefjhh1m9ejX9+/dn2LBhpKWlNXVoIiIiIiIiIiIiIo2iV0Iw/z6/HQDP/ryZ1Nz9KkAsFuhyhet14uQmiE5E9vePSM688sorjB8/nuuvv5527drx6quvEhMTw9tvv93UoYmIiIiIiIiIiIg0mrF94ujTIphap8kPa9Lrr+wy2vU9ZT4U6sF2kaZ00s85U11dzcqVK/nXv/5Vb/k555zD4sWLD7hNVVUVVVVVde+Li4sBcDgcOByO4xesiADU9TP1N5HGo34n0rjU50Qan/qdSONSnxNpXEfb54Z3imDx9jx+XJfBhAFx+1b4RGGN648ldQG1qz7H2f/e4xCtyD/D8f6MO+mTM7m5udTW1hIeHl5veXh4OJmZmQfc5tlnn+Xxxx9vsPyPP/7Ay8vruMQpIg3NmTOnqUMQOeWo34k0LvU5kcanfifSuNTnRBrXEfc5B1gMK5szS5j0zU+Eee5bFW22pzsLqFzyEb8WtwPDOD7BipzkysvLj+v+T/rkzF7G//wSMU2zwbK9HnzwQe6+++6698XFxcTExDB48GCCg4OPa5wi4so6z5kzh7PPPhu73d7U4YicEtTvRBqX+pxI41O/E2lc6nMijeuv9LmfC1eyYFseFSFtOW9gwr4V1QMxX5uMd3U253cKwoztfZyiFjm55eXlHdf9n/TJmZCQEKxWa4Mqmezs7AbVNHu5u7vj7u7eYLndbtd/KEQakfqcSONTvxNpXOpzIo1P/U6kcanPiTSuo+lzw7tEsWBbHrM2ZHPHWW3220kAdLgQVk/Gtn4atBhwfIIVOckd7883y3HdeyNwc3Oje/fuDUr65syZQ58+fZooKhEREREREREREZGmc3b7CKwWgy1ZJWQVV9Zf2fVK1/cN30F1WaPHJiL/gMoZgLvvvpurr76aHj160Lt3b9577z3S0tKYMGFCU4cmIiIiIiIiIiIi0uiCvN147+rudI0JINjnf0YRiu0NgXFQkAqbfoAuo5siRJFT2j8iOXP55ZeTl5fHE088QUZGBh07duSnn36iefPmTR2aiIiIiIiIiIiISJMY0u7A0z5gGK7qmT+ehsTPlZwRaQIn/bBme91yyy2kpqZSVVXFypUrGTBAYyWKiIiIiIiIiIiIHNDehEzKfCjY0bSxiJyC/hGVMyIiIiIiIiIiIiJyFAJioeVZYPOAmsrDtxeRY0rJGREREREREREREZFT0RVfgeUfM7iSyElFPU9ERERERERERETkVKTEjEiTUe8TERERERERERERERFpRErOiIiIiIiIiIiIiIiINCIlZ0RERERERERERERERBqRkjMiIiIiIiIiIiIiIiKNSMkZERERERERERERERGRRqTkjIiIiIiIiIiIiIiISCNSckZERERERERERERERKQRKTkjIiIiIiIiIiIiIiLSiJScERERERERERERERERaURKzoiIiIiIiIiIiIiIiDQiJWdEREREREREREREREQakZIzIiIiIiIiIiIiIiIijUjJGRERERERERERERERkUak5IyIiIiIiIiIiIiIiEgjUnJGRERERERERERERESkESk5IyIiIiIiIiIiIiIi0oiUnBEREREREREREREREWlEtqYO4ERgmiYAJSUl2O32Jo5G5J/P4XBQXl5OcXGx+pxII1G/E2lc6nMijU/9TqRxqc+JNC71OZHGV1JSAuzLHxxrSs4AeXl5AMTHxzdxJCIiIiIiIiIiIiIicqLIy8vD39//mO9XyRkgKCgIgLS0tONykUWkvuLiYmJiYti5cyd+fn5NHY7IKUH9TqRxqc+JND71O5HGpT4n0rjU50QaX1FREbGxsXX5g2NNyRnAYnFNvePv769fbiKNyM/PT31OpJGp34k0LvU5kcanfifSuNTnRBqX+pxI49ubPzjm+z0uexUREREREREREREREZEDUnJGRERERERERERERESkESk5A7i7u/Poo4/i7u7e1KGInBLU50Qan/qdSONSnxNpfOp3Io1LfU6kcanPiTS+493vDNM0zeOyZxEREREREREREREREWlAlTMiIiIiIiIiIiIiIiKNSMkZERERERERERERERGRRqTkjIiIiIiIiIiIiIiISCNSckZERERERERERERERKQRnTLJmbfffpvOnTvj5+eHn58fvXv35ueff65bb5omjz32GFFRUXh6ejJo0CA2bNjQhBGL/LM8++yzGIbBxIkT65ap34kcW4899hiGYdT7ioiIqFuvPidy7O3evZurrrqK4OBgvLy86Nq1KytXrqxbr34ncmzFxcU1+KwzDINbb70VUJ8TOdZqamr497//TXx8PJ6eniQkJPDEE0/gdDrr2qjfiRxbJSUlTJw4kebNm+Pp6UmfPn1Yvnx53Xr1OZG/Z/78+YwYMYKoqCgMw+C7776rt/5I+lhVVRW33347ISEheHt7M3LkSHbt2nXUsZwyyZno6Giee+45VqxYwYoVKzjzzDMZNWpU3YV94YUXeOWVV3jzzTdZvnw5ERERnH322ZSUlDRx5CInv+XLl/Pee+/RuXPnesvV70SOvQ4dOpCRkVH3tW7durp16nMix1ZBQQF9+/bFbrfz888/s3HjRl5++WUCAgLq2qjfiRxby5cvr/c5N2fOHAAuvfRSQH1O5Fh7/vnneeedd3jzzTfZtGkTL7zwAi+++CJvvPFGXRv1O5Fj6/rrr2fOnDl89tlnrFu3jnPOOYezzjqL3bt3A+pzIn9XWVkZXbp04c033zzg+iPpYxMnTmT69OlMnTqVhQsXUlpayvDhw6mtrT26YMxTWGBgoPnBBx+YTqfTjIiIMJ977rm6dZWVlaa/v7/5zjvvNGGEIie/kpISs1WrVuacOXPMgQMHmnfeeadpmqb6nchx8Oijj5pdunQ54Dr1OZFj74EHHjD79et30PXqdyLH35133mm2aNHCdDqd6nMix8H5559vXnfddfWWXXTRReZVV11lmqY+60SOtfLyctNqtZozZ86st7xLly7mww8/rD4ncowB5vTp0+veH0kfKywsNO12uzl16tS6Nrt37zYtFos5a9asozr+KVM5s7/a2lqmTp1KWVkZvXv3JiUlhczMTM4555y6Nu7u7gwcOJDFixc3YaQiJ79bb72V888/n7POOqvecvU7keNj69atREVFER8fz+jRo0lOTgbU50SOhxkzZtCjRw8uvfRSwsLC6NatG++//37devU7keOrurqayZMnc91112EYhvqcyHHQr18/fvvtN5KSkgBYs2YNCxcu5LzzzgP0WSdyrNXU1FBbW4uHh0e95Z6enixcuFB9TuQ4O5I+tnLlShwOR702UVFRdOzY8aj74SmVnFm3bh0+Pj64u7szYcIEpk+fTvv27cnMzAQgPDy8Xvvw8PC6dSJy9KZOncqqVat49tlnG6xTvxM59nr27Mmnn37K7Nmzef/998nMzKRPnz7k5eWpz4kcB8nJybz99tu0atWK2bNnM2HCBO644w4+/fRTQJ91Isfbd999R2FhIePGjQPU50SOhwceeIAxY8bQtm1b7HY73bp1Y+LEiYwZMwZQvxM51nx9fenduzdPPvkk6enp1NbWMnnyZJYuXUpGRob6nMhxdiR9LDMzEzc3NwIDAw/a5kjZ/kasJ502bdqQmJhIYWEh33zzDWPHjmXevHl16w3DqNfeNM0Gy0TkyOzcuZM777yTX375pcETH/tTvxM5doYNG1b3ulOnTvTu3ZsWLVrwySef0KtXL0B9TuRYcjqd9OjRg2eeeQaAbt26sWHDBt5++22uueaaunbqdyLHx4cffsiwYcOIioqqt1x9TuTYmTZtGpMnT2bKlCl06NCBxMREJk6cSFRUFGPHjq1rp34ncux89tlnXHfddTRr1gyr1cppp53GFVdcwapVq+raqM+JHF9/pY/9lX54SlXOuLm50bJlS3r06MGzzz5Lly5deO2114iIiABokNnKzs5ukCUTkSOzcuVKsrOz6d69OzabDZvNxrx583j99dex2Wx1fUv9TuT48fb2plOnTmzdulWfdSLHQWRkJO3bt6+3rF27dqSlpQGo34kcRzt27ODXX3/l+uuvr1umPidy7N13333861//YvTo0XTq1Imrr76au+66q250BPU7kWOvRYsWzJs3j9LSUnbu3MmyZctwOBzEx8erz4kcZ0fSxyIiIqiurqagoOCgbY7UKZWc+V+maVJVVVX3y23OnDl166qrq5k3bx59+vRpwghFTl5Dhgxh3bp1JCYm1n316NGDK6+8ksTERBISEtTvRI6zqqoqNm3aRGRkpD7rRI6Dvn37smXLlnrLkpKSaN68OYD6nchx9PHHHxMWFsb5559ft0x9TuTYKy8vx2Kpf+vIarXidDoB9TuR48nb25vIyEgKCgqYPXs2o0aNUp8TOc6OpI91794du91er01GRgbr168/6n54ygxr9tBDDzFs2DBiYmIoKSlh6tSpzJ07l1mzZmEYBhMnTuSZZ56hVatWtGrVimeeeQYvLy+uuOKKpg5d5KTk6+tLx44d6y3z9vYmODi4brn6ncixde+99zJixAhiY2PJzs7mqaeeori4mLFjx+qzTuQ4uOuuu+jTpw/PPPMMl112GcuWLeO9997jvffeA1C/EzlOnE4nH3/8MWPHjsVm2/cnrfqcyLE3YsQInn76aWJjY+nQoQOrV6/mlVde4brrrgPU70SOh9mzZ2OaJm3atGHbtm3cd999tGnThmuvvVZ9TuQYKC0tZdu2bXXvU1JSSExMJCgoiNjY2MP2MX9/f8aPH88999xDcHAwQUFB3HvvvXTq1Imzzjrr6IIxTxHXXXed2bx5c9PNzc0MDQ01hwwZYv7yyy91651Op/noo4+aERERpru7uzlgwABz3bp1TRixyD/PwIEDzTvvvLPuvfqdyLF1+eWXm5GRkabdbjejoqLMiy66yNywYUPdevU5kWPvhx9+MDt27Gi6u7ubbdu2Nd97771669XvRI692bNnm4C5ZcuWBuvU50SOreLiYvPOO+80Y2NjTQ8PDzMhIcF8+OGHzaqqqro26ncix9a0adPMhIQE083NzYyIiDBvvfVWs7CwsG69+pzI3/PHH3+YQIOvsWPHmqZ5ZH2soqLCvO2228ygoCDT09PTHD58uJmWlnbUsRimaZrHJuckIiIiIiIiIiIiIiIih3NKzzkjIiIiIiIiIiIiIiLS2JScERERERERERERERERaURKzoiIiIiIiIiIiIiIiDQiJWdEREREREREREREREQakZIzIiIiIiIiIiIiIiIijUjJGRERERERERERERERkUak5IyIiIiIiIiIiIiIiEgjUnJGREREREQOKi0tDR8fH9atW9fUoZzQFixYgI+PD0VFRY1+bB8fH2bOnNnoxxURERERkb9OyRkRERERkVPUuHHjMAyj7is4OJihQ4eydu3aujZRUVEkJibSpk2bJoz0xNejRw8SExPx9fVt9GMnJiYyePDgRj+uiIiIiIj8dUrOiIiIiIicwoYOHUpGRgYZGRn89ttv2Gw2hg8fXrfeZrPRsmVL3NzcmjDKE5+npyctW7bEYmn8P7FatmyJt7d3ox9XRERERET+OiVnREREREROYe7u7kRERBAREUHXrl154IEH2LlzJzk5OQCkpqZiGAaJiYn1ths0aFC9qhvDMHj11Vfr1o8bN44LLrig3jaTJk0iICCg3rK3336bFi1a4ObmRps2bfjss8/qrS8sLOTGG28kPDwcDw8POnbsWDeE14H297/x1tbWMn78eOLj4/H09KRNmza89tprh7wmc+fOxTAMCgsL65Z17dqVxx577KDncqBtgAbXaP/YDhT/oc5lr7i4uHrX2jAMvvvuu7r3u3btYvTo0QQFBeHt7U2PHj1YunQpkyZNOmA8hmEQFxcHwGOPPUbXrl0PeX1EREREROTvszV1ACIiIiIicmIoLS3l888/p2XLlgQHBx+2/Q033MATTzwBwOmnn37Ux5s+fTp33nknr776KmeddRYzZ87k2muvJTo6msGDB+N0Ohk2bBglJSVMnjyZFi1asHHjRqxW6xEfw+l0Eh0dzZdffklISAiLFy/mxhtvJDIykssuu+yoYz4apmkC8PHHHzN06FB27tzJGWeccVyPWVpaysCBA2nWrBkzZswgIiKCVatW4XQ6ufzyyxk6dCgA06ZN46WXXmL58uUAR3VNRURERETk71NyRkRERETkFDZz5kx8fHwAKCsrIzIykpkzZx52eK6qqir8/f2JiIgA/trN/Zdeeolx48Zxyy23AHD33XezZMkSXnrpJQYPHsyvv/7KsmXL2LRpE61btwYgISHhqI5ht9t5/PHH697Hx8ezePFivvzyy+OenHE4HACEhoYSERFBZWXlcT0ewJQpU8jJyWH58uUEBQUBrmHP9vL09ATA398fq9Va9+8nIiIiIiKNS8OaiYiIiIicwgYPHkxiYiKJiYksXbqUc845h2HDhrFjx45DbpeXl4efn98h2+xN/Oz9mjBhQr31mzZtom/fvvWW9e3bl02bNgGuie6jo6PrEjMHUlRUVO8YHTp0aNDmnXfeoUePHoSGhuLj48P7779PWlraIWM/FoqLiwEOOR/M3vh9fX1p0aIFd9xxR4MkTp8+feqd46FiT0xMpFu3bnWJmb9i3bp1+Pj44O/vT9u2bXnsscfqqoBEREREROTYUOWMiIiIiMgpzNvbu15lRffu3fH39+f999/nqaeeOuA2NTU17Ny5s26ekoMZPHgwb7/9dt37b7/9lmeeeaZeG8Mw6r03TbNu2d4qj0Px9fVl1apVde93797NoEGD6t5/+eWX3HXXXbz88sv07t0bX19fXnzxRZYuXXrYff9d6enpAERFRR20zd74TdMkKSmJ6667Dn9/f5588sm6NtOmTaNdu3Z17/c/v/91JNfscNq0acOMGTNwOp2sXLmS8ePHExMTw/jx4//2vkVERERExEXJGRERERERqWMYBhaLhYqKioO2Wbp0KZWVlfTr1++Q+/rfxE9YWFi99e3atWPhwoVcc801dcsWL15cl4jo3Lkzu3btIikp6aDVMxaLpd4xbLb6f+IsWLCAPn361A2dBrB9+/ZDxn2sLF++HD8/P1q0aHHQNvvH36pVK0aMGMHq1avrtYmJiTnkOe6vc+fOfPDBB+Tn5//l6hk3N7e647Vu3ZoPP/ywQUwiIiIiIvL3aFgzEREREZFTWFVVFZmZmWRmZrJp0yZuv/12SktLGTFixAHbZ2Zm8sgjj9CrVy88PT3rtq2traWkpOSQSZ3/dd999zFp0iTeeecdtm7dyiuvvMK3337LvffeC8DAgQMZMGAAF198MXPmzCElJYWff/6ZWbNmHfExWrZsyYoVK5g9ezZJSUk88sgjLF++/Ii2raqqorKyksrKSkzTpKampu793vlkqqqqGmzndDqZMWMGDz30ENdcc81h5+OprKykoqKCNWvW8Ntvv9GpU6cjPr//NWbMGCIiIrjgggtYtGgRycnJfPPNN/z5559HvA/TNKmsrKS8vJyFCxeyYsWKvxWTiIiIiIg0pMoZEREREZFT2KxZs4iMjARcQ2y1bduWr7766qBDZ40ePZp58+YB1G2313/+8x9iYmIYN27cER37ggsu4LXXXuPFF1/kjjvuID4+no8//rjesb/55hvuvfdexowZQ1lZGS1btuS555474vObMGECiYmJXH755RiGwZgxY7jlllv4+eefD7ttREREvfdr167l6aefrresTZs2pKam1ltWUFDALbfcwtixY+sNT3YgRUVFeHp6YhgGoaGhjBw5kkceeeTITu4A3Nzc+OWXX7jnnns477zzqKmpoX379rz11ltHvI+1a9fi6emJxWIhMjKSm266iRtuuOEvxyQiIiIiIg0ZpmZ2FBERERGRIzRo0CAee+yxAyZvJk6cSNeuXY84OXOyKywspGvXrg2SMyIiIiIiIoejYc1EREREROSIBQUF4ebmdsB1fn5+x2RC+pOFYRi4u7s3dRgiIiIiInISUuWMiIiIiIiIiIiIiIhII1LljIiIiIiIiIiIiIiISCNSckZERERERERERERERKQRKTkjIiIiIiIiIiIiIiLSiJScERERERERERERERERaURKzoiIiIiIiIiIiIiIiDQiJWdEREREREREREREREQakZIzIiIiIiIiIiIiIiIijUjJGRERERERERERERERkUak5IyIiIiIiIiIiIiIiEgjUnJGRERERERERERERESkEf0/CcaG3N0IOi4AAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -276,7 +276,7 @@ "plt.figure(figsize=(40, 6))\n", "fig, ax1 = plt.subplots( figsize=(20, 6))\n", "for key in data.keys():\n", - " ax1.plot(data[key]['Density'], data[key]['TravelDelta'])\n", + " ax1.plot(data[key]['Density'], data[key]['TravelDelta'], label=key)\n", "# Add color bar to show the color scale\n", "ax1.set_ylabel('Швидкість ущільнення')\n", "#ax1.set_ylim(400, 1000)\n", @@ -284,12 +284,13 @@ "#ax1.set_title('title')\n", "ax1.set_xlabel('Відносна щільність')\n", "ax1.grid(True)\n", + "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -337,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -900,7 +901,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -941,7 +942,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -960,7 +961,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -989,14 +990,23 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 13, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kernel: 1**2 * RBF(length_scale=1) -> test MSE: 1309.642096\n", + "Kernel: 1**2 * Matern(length_scale=1, nu=1.5) -> test MSE: 634.860565\n", + "Kernel: 1**2 * Matern(length_scale=1, nu=1.5) -> test MSE: 634.860565\n" + ] + }, { "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\_gpr.py:663: ConvergenceWarning: lbfgs failed to converge after 31 iteration(s) (status=2):\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\_gpr.py:663: ConvergenceWarning: lbfgs failed to converge after 12 iteration(s) (status=2):\n", "ABNORMAL: \n", "\n", "You might also want to scale the data as shown in:\n", @@ -1008,8 +1018,38 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mean Squared Error: 9.997685129076147e-07\n", - "Kernel parameters: 6.08e+03**2 * RationalQuadratic(alpha=0.00154, length_scale=2.24e+03)\n" + "Kernel: 1**2 * RationalQuadratic(alpha=0.1, length_scale=1) -> test MSE: 1310.007490\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\kernels.py:450: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__periodicity is close to the specified upper bound 1000.0. Increasing the bound and calling fit again may find a better value.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kernel: 1**2 * ExpSineSquared(length_scale=1, periodicity=3) -> test MSE: 1308.997298\n", + "Kernel: 1**2 * DotProduct(sigma_0=1) -> test MSE: 4410.157241\n", + "Best kernel selected: 1**2 * Matern(length_scale=1, nu=1.5) with MSE 634.860565\n", + "Mean Squared Error (best model on test set): 634.860565\n", + "Kernel: 1**2 * DotProduct(sigma_0=1) -> test MSE: 4410.157241\n", + "Best kernel selected: 1**2 * Matern(length_scale=1, nu=1.5) with MSE 634.860565\n", + "Mean Squared Error (best model on test set): 634.860565\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\gaussian_process\\kernels.py:440: ConvergenceWarning: The optimal value found for dimension 0 of parameter k2__sigma_0 is close to the specified lower bound 1e-05. Decreasing the bound and calling fit again may find a better value.\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" ] } ], @@ -1018,52 +1058,110 @@ "from sklearn.gaussian_process.kernels import RBF, Matern, RationalQuadratic, ExpSineSquared, DotProduct, ConstantKernel as C\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.compose import TransformedTargetRegressor\n", "\n", - "# Select the relevant columns - concatenate all training data\n", + "# Concatenate all experiments into a single dataset\n", "D = pd.concat([data[key] for key in data.keys()], axis=0)\n", "\n", - "#TravelRelativeCorrectedShifted\n", + "# Select features and target\n", + "X = D[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']].copy()\n", + "y = D['TravelRelativeTempCorrectedShifted'].copy()\n", "\n", - "#X_train = X[['seconds','Heating', 'Pyrometer', 'AV Force']]\n", - "X_train = D[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n", - "#X_train = X[['seconds','Heating', 'Pyrometer']]\n", - "y_train = D['TravelRelativeTempCorrectedShifted']\n", + "# Drop rows with missing target or features\n", + "mask = y.notna() & X.notnull().all(axis=1)\n", + "X = X[mask]\n", + "y = y[mask]\n", "\n", - " # Define the kernel for the GPR model\n", + "# Split into train / test sets (hold out 20% for evaluation)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=42, shuffle=True)\n", + "\n", + "# Define candidate kernels with sensible bounds (scaling will help hyperparameters)\n", "kernels = [\n", - " C(1.0, (1e-4, 1e9)) * RBF(length_scale=1.0),\n", - " C(1.0, (1e-4, 1e9)) * Matern(length_scale=1.0, nu=1.5),\n", - " C(1.0, (1e-4, 1e9)) * RationalQuadratic(length_scale=1.0, alpha=0.1),\n", - " C(1.0, (1e-4, 1e9)) * ExpSineSquared(length_scale=1.0, periodicity=3.0),\n", - " C(1.0, (1e-4, 1e9)) * DotProduct(sigma_0=1.0)\n", + " C(1.0, (1e-6, 1e6)) * RBF(length_scale=1.0, length_scale_bounds=(1e-5, 1e5)),\n", + " C(1.0, (1e-6, 1e6)) * Matern(length_scale=1.0, length_scale_bounds=(1e-5,1e5), nu=1.5),\n", + " C(1.0, (1e-6, 1e6)) * RationalQuadratic(length_scale=1.0, length_scale_bounds=(1e-5,1e5), alpha=0.1),\n", + " C(1.0, (1e-6, 1e6)) * ExpSineSquared(length_scale=1.0, length_scale_bounds=(1e-5,1e5), periodicity=3.0, periodicity_bounds=(1e-3,1e3)),\n", + " C(1.0, (1e-6, 1e6)) * DotProduct(sigma_0=1.0)\n", "]\n", - "kernel = kernels[2]\n", "\n", - "# Create and train the GPR model\n", - "gpr = GaussianProcessRegressor(kernel=kernel, n_restarts_optimizer=100, alpha=1e-3)\n", - "gpr.fit(X_train, y_train)\n", + "# Helper wrapper to provide predict(..., return_std=True) using fitted scalers + GPR\n", + "class WrappedGPR:\n", + " def __init__(self, x_scaler, gpr, y_scaler):\n", + " self.x_scaler = x_scaler\n", + " self.gpr = gpr\n", + " self.y_scaler = y_scaler\n", + " def predict(self, X, return_std=False):\n", + " import numpy as _np\n", + " X_arr = X.values if hasattr(X, 'values') else _np.asarray(X)\n", + " Xs = self.x_scaler.transform(X_arr)\n", + " if return_std:\n", + " y_pred_s, y_std_s = self.gpr.predict(Xs, return_std=True)\n", + " y_pred = self.y_scaler.inverse_transform(y_pred_s.reshape(-1,1)).ravel()\n", + " y_std = y_std_s * self.y_scaler.scale_[0]\n", + " return y_pred, y_std\n", + " else:\n", + " y_pred_s = self.gpr.predict(Xs)\n", + " y_pred = self.y_scaler.inverse_transform(y_pred_s.reshape(-1,1)).ravel()\n", + " return y_pred\n", "\n", - "# Make predictions\n", + "# Try each kernel inside a small pipeline that scales X and the target, evaluate on held-out test set\n", + "best_mse = float('inf')\n", + "best_kernel = None\n", + "best_wrapped = None\n", + "results = []\n", + "# Keep optimizer restarts moderate for better tuning without huge runtime\n", + "for k in kernels:\n", + " try:\n", + " # Base GPR that will be trained on scaled inputs\n", + " gpr_base = GaussianProcessRegressor(kernel=k, n_restarts_optimizer=10, alpha=1e-3, random_state=42)\n", + " reg_pipeline = Pipeline([('scaler', StandardScaler()), ('gpr', gpr_base)])\n", + " # Transform target (scale) so optimizer sees normalized y\n", + " model = TransformedTargetRegressor(regressor=reg_pipeline, transformer=StandardScaler())\n", + " model.fit(X_train, y_train)\n", + " # Get predictions on raw X_test (model handles transforms)\n", + " y_pred_k = model.predict(X_test)\n", + " mse_k = mean_squared_error(y_test, y_pred_k)\n", + " results.append((k, mse_k))\n", + " print(f'Kernel: {k} -> test MSE: {mse_k:.6f}')\n", + " if mse_k < best_mse:\n", + " best_mse = mse_k\n", + " best_kernel = k\n", + " # extract fitted components to build wrapper that supports return_std\n", + " fitted_x_scaler = model.regressor_.named_steps['scaler']\n", + " fitted_gpr = model.regressor_.named_steps['gpr']\n", + " fitted_y_scaler = model.transformer_\n", + " best_wrapped = WrappedGPR(fitted_x_scaler, fitted_gpr, fitted_y_scaler)\n", + " except Exception as e:\n", + " print(f'Kernel training failed for {k}: {e}')\n", "\n", - "#X_test = data1000[['seconds','Heating', 'Pyrometer', 'AV Force']]\n", - "X_test = data['100_1500_50'][['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n", - "#X_test = data1000[['seconds','Heating', 'Pyrometer']]\n", - "y_test = data['100_1500_50']['TravelRelativeTempCorrectedShifted']\n", + "if best_wrapped is None:\n", + " raise RuntimeError('All kernel fits failed — check data or reduce kernel complexity')\n", "\n", + "# Expose the wrapped model as `gpr` for downstream code (supports return_std)\n", + "gpr = best_wrapped\n", + "print(f'Best kernel selected: {best_kernel} with MSE {best_mse:.6f}')\n", + "\n", + "# Predictions and evaluation (for downstream plotting) — use wrapper to get mean\n", "y_pred = gpr.predict(X_test)\n", - "\n", - "\n", - "# Evaluate the model\n", "mse = mean_squared_error(y_test, y_pred)\n", - "print(f'Mean Squared Error: {mse}')\n", + "print(f'Mean Squared Error (best model on test set): {mse:.6f}')\n", "\n", - "# Print the kernel parameters\n", - "print(f'Kernel parameters: {gpr.kernel_}')\n" + "# Reset indices so plotting code downstream works as expected\n", + "X_test = X_test.reset_index(drop=True)\n", + "y_test = y_test.reset_index(drop=True)\n", + "y_pred = pd.Series(y_pred)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1077,7 +1175,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1090,11 +1188,8 @@ "plt.figure(figsize=(15, 6))\n", "fig, ax1 = plt.subplots( figsize=(15, 6))\n", "for key in data.keys():\n", - " if key == '100_1500_50':\n", - " ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='green')\n", - " else:\n", - " ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='grey')\n", - "sc = ax1.plot(X_test['seconds'], y_pred, color='red') \n", + " ax1.plot(data[key]['seconds'], data[key]['TravelRelativeTempCorrectedShifted'], color='grey')\n", + "sc = ax1.plot(X_test['seconds'], y_pred, color='red', linestyle='None', marker='o', markersize=4)\n", "ax1.set_title('Поріваняння передбаченого моделлю ходу поршня з реальними даними')\n", "ax1.set_xlabel('час, с')\n", "ax1.set_ylabel('хід поршня, μм')\n", @@ -1104,65 +1199,20 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " seconds TravelRelativeTempCorrected Pyrometer PyrometerShifted Force \\\n", - "0 1 0.0 503 538.0 16 \n", - "\n", - " Density \n", - "0 36.373454 \n" - ] - } - ], - "source": [ - "PredictionSet = data['200_1600_50'].head(1)\n", - "PredictionSet = PredictionSet[['seconds','TravelRelativeTempCorrected', 'Pyrometer','PyrometerShifted','Force','Density']]\n", - "PredictionSet = PredictionSet.reset_index(drop=True)\n", - "time = PredictionSet['seconds'].iloc[0]\n", - "\n", - "newRegime = PredictionSet.copy()\n", - "\n", - "heating = 1\n", - "\n", - "print(PredictionSet)\n", - "while time < 4000 and ( heating == 1 or PredictionSet['PyrometerShifted'].iloc[0] > 1500) :\n", - " TravelRelativeTempCorrectedPredicted = gpr.predict(PredictionSet, return_std=True); \n", - " #print(TravelRelativeTempCorrectedPredicted[0][0])\n", - " if PredictionSet['PyrometerShifted'].iloc[0] > 1600:\n", - " heating = 0\n", - " time = time + 10\n", - " PredictionSet.loc[0,'seconds'] = time\n", - " PredictionSet.loc[0,'TravelRelativeTempCorrected'] = TravelRelativeTempCorrectedPredicted[0][0]\n", - " PredictionSet.loc[0,'Pyrometer'] = PredictionSet['PyrometerShifted'].iloc[0]\n", - " if heating:\n", - " PredictionSet.loc[0,'PyrometerShifted'] = PredictionSet['PyrometerShifted'].iloc[0] + 33\n", - " else:\n", - " PredictionSet.loc[0,'PyrometerShifted'] = PredictionSet['PyrometerShifted'].iloc[0] -30\n", - " #print(PredictionSet)\n", - " newRegime = pd.concat([newRegime, PredictionSet], ignore_index=True)\n", - " newRegime.at[newRegime.index[-1],'STD'] = TravelRelativeTempCorrectedPredicted[1][0]\n", - "#newRegime.head(100)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "def calculate_TargetDensificationRateValue(value):\n", " value = value / 100\n", - " if value < 0.45:\n", + " if value < 0.30:\n", " return 10\n", - " elif 0.45 <= value < 0.70:\n", - " # Лінійне зростання від 0 до 400\n", - " return ((value - 0.45) / (0.70 - 0.45) * 400)+10\n", - "\n", + " elif 0.30 <= value < 0.50:\n", + " # Лінійне зростання від 0 до 450\n", + " return ((value - 0.30) / (0.50 - 0.30) * 450)+10\n", + " elif 0.50 <= value < 0.70:\n", + " # постійне ущільнення\n", + " return 450\n", " elif 0.70 <= value < 0.85:\n", " return 200\n", " elif 0.85 <= value < 0.97:\n", @@ -1186,1421 +1236,195 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABMIAAAH5CAYAAABj8pJpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAO8NJREFUeJzt3X9wnHd9J/DPZmU7P7DU/ML6sQInNNOWOnGpM5dLYIlCfjA0AXd23KYJcGFCZ0gLOamlkEu5GcLdXBzSaZDaNCk/etAmF8yMsmZ6HX7E9BKjTKZX4+DWCVzLDAZkZX25uzGSA8FONs/98SDZa8mOLK/87O7zes3sWPt9Pl/8seexwr71fb7fQpIkSQAAAABAhzst6wYAAAAA4FQQhAEAAACQC4IwAAAAAHJBEAYAAABALgjCAAAAAMgFQRgAAAAAuSAIAwAAACAXurJuYCleeeWVeO6552L16tVRKBSybgcAAACADCVJEgcOHIj+/v447bRjr/tqyyDsueeei8HBwazbAAAAAKCFTE5ORqlUOub1tgzCVq9eHRHpH667uzvjbgAAAADI0szMTAwODs5lRsfSlkHY7OOQ3d3dgjAAAAAAIiJedQstm+UDAAAAkAuCMAAAAAByQRAGAAAAQC4IwgAAAADIBUEYAAAAALkgCAMAAAAgFwRhAAAAAOSCIAwAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC50JV1AwC0oXo9YmIiolaL6OuLKJcjisXOnduufZvb2XPbte8s/74AAJI2ND09nUREMj09nXUrAPnz6KNJUiolScThV6mUjnfi3Hbt29zOntuufWf59wUAdLTFZkWCMAAW79FHk6RQaPwgGpGOFQrH/0DajnPbtW9zO3tuu/ad5d8XANDxFpsVFZIkSbJdk3biZmZmoqenJ6anp6O7uzvrdgDyoV6PWLs2Yu/eha8XChGlUsSePfMfVWrHue3at7mdPbdd+87y7wsAyIXFZkU2ywdgcSYmjv1BNCJdnzE5mdZ1wtx27dvczp7brn1n+fcFAHAEQRgAi1OrLb2uHedm+Xuba+7x6tqx7yz/vgAAjiAIA2Bx+vqWXteOc7P8vc0193h17dh3ln9fAABHsEcYAIszu0/P1FT6KNLRFrPHTzvNbde+ze3sue3ad5Z/XwBALtgjDIDmKhYjxsbSrwuFxmuz70dHF/4g2o5z27Vvczt7brv2neXfFwDAkU7BCZZNt9gjMQFYBo8+miSlUpKkazPS1+BgOt6Jc9u1b3M7e2679p3l3xcA0NEWmxV5NBKAE1evpye01Wrpvjzl8uJXY7Tj3Hbt29zOntuufWf59wUAdKzFZkWCMAAAAADa2mKzoq5T2BMArcTKCgAAIGcEYQB5VK1GDA9H7N17eKxUSjekrlSy6wsAAGAZOTUSIG+q1YhNmxpDsIiIqal0vFrNpi8AAIBlJggDyJN6PV0JttD2kLNjIyNpHQAAQIcRhAHkycTE/JVgR0qSiMnJtA4AAKDDCMIA8qRWa24dAABAGxGEAeRJX19z6wAAANqIIAwgT8rl9HTIQmHh64VCxOBgWgcAANBhBGEAeVIsRoyNpV8fHYbNvh8dTesAAAA6jCAMIG8qlYjx8YiBgcbxUikdr1Sy6QsAAGCZdWXdAAAZqFQiNm5MT4es1dI9wcplK8EAAICOJggDyKtiMWJoKOsuAAAAThmPRgIAAACQC4IwAAAAAHJBEAYAAABALgjCAAAAAMgFQRgAAAAAuSAIAwAAACAXBGEAAAAA5IIgDAAAAIBcEIQBAAAAkAtdWTcAwEmo1yMmJiJqtYi+vohyOaJYzLorAACAliQIA2hX1WrE8HDE3r2Hx0qliLGxiEolu74AAABalEcjAdpRtRqxaVNjCBYRMTWVjler2fQFAADQwgRhAO2mXk9XgiXJ/GuzYyMjaR0AAABzBGEA7WZiYv5KsCMlScTkZFoHAADAHEEYQLup1ZpbBwAAkBOCMIB209fX3DoAAICcEIQBtJtyOT0dslBY+HqhEDE4mNYBAAAwRxAG0G6KxYixsfTro8Ow2fejo2kdAAAAcwRhAO2oUokYH48YGGgcL5XS8Uolm74AAABaWFfWDQCwRJVKxMaN6emQtVq6J1i5bCUYAADAMQjCANpZsRgxNJR1FwAAAG3Bo5EAAAAA5IIgDAAAAIBcEIQBAAAAkAsnFYRt3rw5CoVCjIyMzI0lSRJ33XVX9Pf3xxlnnBFDQ0Px7LPPNsw7ePBg3H777XHeeefFWWedFe9617ti7969J9MKAAAAABzXkoOwHTt2xGc+85m45JJLGsbvvffeuO++++L++++PHTt2RG9vb1x77bVx4MCBuZqRkZHYunVrbNmyJZ588sl44YUX4oYbboh6vb70PwkAAAAAHMeSgrAXXngh3v3ud8dnP/vZOPvss+fGkySJ0dHR+NjHPhaVSiXWrVsXf/3Xfx0//elP45FHHomIiOnp6firv/qr+NM//dO45ppr4k1velM8/PDDsXv37vjGN77RnD8VAAAAABxlSUHYBz/4wbj++uvjmmuuaRjfs2dP7Nu3L6677rq5sVWrVsWVV14ZTz31VERE7Ny5M1566aWGmv7+/li3bt1czdEOHjwYMzMzDS8AAAAAOBFdJzphy5Yt8fTTT8eOHTvmXdu3b19ERKxZs6ZhfM2aNfHDH/5wrmblypUNK8lma2bnH23z5s3xiU984kRbBQAAAIA5J7QibHJyMoaHh+Phhx+O008//Zh1hUKh4X2SJPPGjna8mjvvvDOmp6fnXpOTkyfSNgAAAACcWBC2c+fOeP7552PDhg3R1dUVXV1dsX379vizP/uz6OrqmlsJdvTKrueff37uWm9vbxw6dCj2799/zJqjrVq1Krq7uxteAB2jXo944omIL34x/dXBIQAAAMvihIKwq6++Onbv3h27du2ae1166aXx7ne/O3bt2hUXXnhh9Pb2xrZt2+bmHDp0KLZv3x5XXHFFRERs2LAhVqxY0VBTq9XimWeemasByI1qNWLt2oirroq4+eb017Vr03EAAACa6oT2CFu9enWsW7euYeyss86Kc889d258ZGQk7r777rjooovioosuirvvvjvOPPPMuPnmmyMioqenJ97//vfHhz/84Tj33HPjnHPOiT/6oz+Kiy++eN7m+wAdrVqN2LQpIkkax6em0vHx8YhKJZveAAAAOtAJb5b/aj760Y/Giy++GL//+78f+/fvj8suuywee+yxWL169VzNpz71qejq6orf/u3fjhdffDGuvvrq+MIXvhDFYrHZ7QC0pno9Ynh4fggWkY4VChEjIxEbN0b43ggAANAUhSRZ6FNYa5uZmYmenp6Ynp62XxjQnp54In0M8tU8/njE0NBydwMAANDWFpsVndAeYQA0Sa3W3DoAAABelSAMIAt9fc2tAwAA4FUJwgCyUC5HlErpXmALKRQiBgfTOgAAAJpCEAaQhWIxYmws/froMGz2/eiojfIBAACaSBAGkJVKJWJ8PGJgoHG8VErHK5Vs+gIAAOhQXVk3AJBrlUrExo0RExPpxvh9fenjkFaCAQAANJ0gDCBrxWLE0FDWXQAAAHQ8j0YCAAAAkAuCMAAAAAByQRAGAAAAQC4IwgAAAADIBUEYAAAAALkgCAMAAAAgFwRhAAAAAOSCIAwAAACAXBCEAQAAAJALXVk3ANAR6vWIiYmIWi2iry+iXI4oFrPuCgAAgCMIwgBOVrUaMTwcsXfv4bFSKWJsLKJSya4vAAAAGng0EuBkVKsRmzY1hmAREVNT6Xi1mk1fAAAAzCMIA1iqej1dCZYk86/Njo2MpHUAAABkThAGsFQTE/NXgh0pSSImJ9M6AAAAMicIA1iqWq25dQAAACwrQRjAUvX1NbcOAACAZSUIA1iqcjk9HbJQWPh6oRAxOJjWAQAAkDlBGMBSFYsRY2Pp10eHYbPvR0fTOgAAADInCAM4GZVKxPh4xMBA43iplI5XKtn0BQAAwDxdWTcA0PYqlYiNG9PTIWu1dE+wctlKMAAAgBYjCANohmIxYmgo6y4AAAA4Do9GAgAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBcEYQAAAADkgiAMAAAAgFwQhAEAAACQC11ZNwDQMur1iImJiFotoq8volyOKBaz7goAAIAmEYQBRERUqxHDwxF79x4eK5UixsYiKpXs+gIAAKBpPBoJUK1GbNrUGIJFRExNpePVajZ9AQAA0FSCMCDf6vV0JViSzL82OzYyktYBAADQ1gRhQL5NTMxfCXakJImYnEzrAAAAaGuCMCDfarXm1gEAANCyBGFAvvX1NbcOAACAliUIA/KtXE5PhywUFr5eKEQMDqZ1AAAAtDVBGJBvxWLE2Fj69dFh2Oz70dG0DgAAgLYmCAOoVCLGxyMGBhrHS6V0vFLJpi8AAACaqivrBgBaQqUSsXFjejpkrZbuCVYuWwkGAADQQQRhALOKxYihoay7AAAAYJl4NBIAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBcEYQAAAADkgiAMAAAAgFzoyroBgKaq1yMmJiJqtYi+vohyOaJYzLorAAAAWoAgDOgc1WrE8HDE3r2Hx0qliLGxiEolu74AAABoCR6NBDpDtRqxaVNjCBYRMTWVjler2fQFAABAyxCEAe2vXk9XgiXJ/GuzYyMjaR0AAAC5JQgD2t/ExPyVYEdKkojJybQOAACA3BKEAe2vVmtuHQAAAB1JEAa0v76+5tYBAADQkQRhQPsrl9PTIQuFha8XChGDg2kdAAAAuSUIA9pfsRgxNpZ+fXQYNvt+dDStAwAAILcEYUBnqFQixscjBgYax0uldLxSyaYvAAAAWkZX1g0ANE2lErFxY3o6ZK2W7glWLlsJBgAAQEQIwoBOUyxGDA1l3QUAAAAtyKORAAAAAOSCIAwAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBcEYQAAAADkQlfWDQA0qNcjJiYiarWIvr6IcjmiWMy6KwAAADqAIAxoHdVqxPBwxN69h8dKpYixsYhKJbu+AAAA6AgejQRaQ7UasWlTYwgWETE1lY5Xq9n0BQAAQMc4oSDswQcfjEsuuSS6u7uju7s7Lr/88vjqV786dz1Jkrjrrruiv78/zjjjjBgaGopnn3224X/j4MGDcfvtt8d5550XZ511VrzrXe+KvUd/8AXypV5PV4Ilyfxrs2MjI2kdAAAALNEJBWGlUinuueee+Na3vhXf+ta34m1ve1ts3LhxLuy6995747777ov7778/duzYEb29vXHttdfGgQMH5v43RkZGYuvWrbFly5Z48skn44UXXogbbrgh6j7gQn5NTMxfCXakJImYnEzrAAAAYIkKSbLQEozFO+ecc+JP/uRP4tZbb43+/v4YGRmJO+64IyLS1V9r1qyJT37yk/GBD3wgpqen4/zzz4+HHnoobrzxxoiIeO6552JwcDC+8pWvxNvf/vZF/Z4zMzPR09MT09PT0d3dfTLtA63gi1+MuPnmV6975JGIm25a/n4AAABoK4vNipa8R1i9Xo8tW7bET37yk7j88stjz549sW/fvrjuuuvmalatWhVXXnllPPXUUxERsXPnznjppZcaavr7+2PdunVzNQs5ePBgzMzMNLyADtLX19w6AAAAWMAJB2G7d++O17zmNbFq1aq47bbbYuvWrfHGN74x9u3bFxERa9asaahfs2bN3LV9+/bFypUr4+yzzz5mzUI2b94cPT09c6/BwcETbRtoZeVyejpkobDw9UIhYnAwrQMAAIAlOuEg7Jd+6Zdi165d8Q//8A/xe7/3e3HLLbfEd77znbnrhaM+yCZJMm/saK9Wc+edd8b09PTca3Jy8kTbBlpZsRgxNpZ+ffT3gtn3o6NpHQAAACzRCQdhK1eujF/8xV+MSy+9NDZv3hzr16+PsbGx6O3tjYiYt7Lr+eefn1sl1tvbG4cOHYr9+/cfs2Yhq1atmjupcvYFdJhKJWJ8PGJgoHG8VErHK5Vs+gIAAKBjLHmPsFlJksTBgwfjggsuiN7e3ti2bdvctUOHDsX27dvjiiuuiIiIDRs2xIoVKxpqarVaPPPMM3M1QI5VKhE/+EHE44+nG+M//njEnj1CMAAAAJqi60SK//iP/zje8Y53xODgYBw4cCC2bNkSTzzxRHzta1+LQqEQIyMjcffdd8dFF10UF110Udx9991x5plnxs0/Pw2up6cn3v/+98eHP/zhOPfcc+Occ86JP/qjP4qLL744rrnmmmX5AwJtpliMGBrKugsAAAA60AkFYf/7f//veO973xu1Wi16enrikksuia997Wtx7bXXRkTERz/60XjxxRfj93//92P//v1x2WWXxWOPPRarV6+e+9/41Kc+FV1dXfHbv/3b8eKLL8bVV18dX/jCF6Jo7x8AAAAAllEhSZIk6yZO1MzMTPT09MT09LT9wgAAAABybrFZ0UnvEQYAAAAA7UAQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBcEYQAAAADkgiAMAAAAgFzoyroBoAPV6xETExG1WkRfX0S5HFEsZt0VAAAAOScIA5qrWo0YHo7Yu/fwWKkUMTYWUalk1xcAAAC559FIoHmq1YhNmxpDsIiIqal0vFrNpi8AAAAIQRjQLPV6uhIsSeZfmx0bGUnrAAAAIAOCMKA5JibmrwQ7UpJETE6mdQAAAJABQRjQHLVac+sAAACgyQRhQHP09TW3DgAAAJpMEAY0R7mcng5ZKCx8vVCIGBxM6wAAACADgjCgOYrFiLGx9Oujw7DZ96OjaR0AAABkQBAGNE+lEjE+HjEw0DheKqXjlUo2fQEAAEBEdGXdANBhKpWIjRvT0yFrtXRPsHLZSjAAAAAyJwgDmq9YjBgayroLAAAAaODRSAAAAAByQRAGAAAAQC4IwgAAAADIBUEYAAAAALkgCAMAAAAgFwRhAAAAAOSCIAwAAACAXBCEAQAAAJALgjAAAAAAcqEr6waAFlWvR0xMRNRqEX19EeVyRLGYdVcAAACwZIIwYL5qNWJ4OGLv3sNjpVLE2FhEpZJdXwAAAHASPBoJNKpWIzZtagzBIiKmptLxajWbvgAAAOAkCcKAw+r1dCVYksy/Njs2MpLWAQAAQJsRhAGHTUzMXwl2pCSJmJxM6wAAAKDNCMKAw2q15tYBAABACxGEAYf19TW3DgAAAFqIIAw4rFxOT4csFBa+XihEDA6mdQAAANBmBGHAYcVixNhY+vXRYdjs+9HRtA4AAADajCAMaFSpRIyPRwwMNI6XSul4pZJNXwAAAHCSurJuAGhBlUrExo3p6ZC1WronWLlsJRgAAABtTRAGLKxYjBgayroLAAAAaBqPRgIAAACQC4IwAAAAAHJBEAYAAABALgjCAAAAAMgFQRgAAAAAuSAIAwAAACAXBGEAAAAA5IIgDAAAAIBcEIQBAAAAkAtdWTcALKN6PWJiIqJWi+jriyiXI4rFrLsCAACATAjCoFNVqxHDwxF79x4eK5UixsYiKpXs+gIAAICMeDQSOlG1GrFpU2MIFhExNZWOV6vZ9AUAAAAZEoRBp6nX05VgSTL/2uzYyEhaBwAAADkiCINOMzExfyXYkZIkYnIyrQMAAIAcEYRBp6nVmlsHAAAAHUIQBp2mr6+5dQAAANAhBGHQacrl9HTIQmHh64VCxOBgWgcAAAA5IgiDTlMsRoyNpV8fHYbNvh8dTesAAAAgRwRh0IkqlYjx8YiBgcbxUikdr1Sy6QsAAAAy1JV1A8AyqVQiNm5MT4es1dI9wcplK8EAAADILUEYdLJiMWJoKOsuAAAAoCV4NBIAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBcEYQAAAADkgiAMAAAAgFzoyroB4FXU6xETExG1WkRfX0S5HFEsZt0VAAAAtB1BGLSyajVieDhi797DY6VSxNhYRKWSXV8AAADQhjwaCa2qWo3YtKkxBIuImJpKx6vVbPoCAACANiUIg1ZUr6crwZJk/rXZsZGRtA4AAABYFEEYtKKJifkrwY6UJBGTk2kdAAAAsCiCMGhFtVpz6wAAAABBGLSkvr7m1gEAAACCMGhJ5XJ6OmShsPD1QiFicDCtAwAAABZFEAatqFiMGBtLvz46DJt9Pzqa1gEAAACLIgiDVlWpRIyPRwwMNI6XSul4pZJNXwAAANCmurJuADiOSiVi48b0dMhaLd0TrFy2EgwAAACWQBAGra5YjBgayroLAAAAaHuCMAAAOl+9vvQV1nmb2659m9v6c5sxH+BkJSfg7rvvTi699NLkNa95TXL++ecnGzduTP7X//pfDTWvvPJK8vGPfzzp6+tLTj/99OTKK69MnnnmmYaan/3sZ8mHPvSh5Nxzz03OPPPM5J3vfGcyOTm56D6mp6eTiEimp6dPpH0AAPLo0UeTpFRKkojDr1IpHTe3dX5vczt7bjPmAxzHYrOiEwrC3v72tyef//znk2eeeSbZtWtXcv311yeve93rkhdeeGGu5p577klWr16dPProo8nu3buTG2+8Menr60tmZmbmam677bZkYGAg2bZtW/L0008nV111VbJ+/frk5ZdfbuofDgCAnHv00SQpFBo/eEekY4XC8T+A521uu/ZtbuvPbcZ8gFex2KyokCRJstTVZP/n//yfeO1rXxvbt2+Pt771rZEkSfT398fIyEjccccdERFx8ODBWLNmTXzyk5+MD3zgAzE9PR3nn39+PPTQQ3HjjTdGRMRzzz0Xg4OD8ZWvfCXe/va3v+rvOzMzEz09PTE9PR3d3d1LbR8AgE5Wr0esXRuxd+/C1wuF9DTmPXvmP5qVt7nt2re5rT+3GfMBFmGxWdFpJ/ObTE9PR0TEOeecExERe/bsiX379sV11103V7Nq1aq48sor46mnnoqIiJ07d8ZLL73UUNPf3x/r1q2bqznawYMHY2ZmpuEFAADHNTFx7A/eEel6lMnJtC7vc9u1b3Nbf24z5gM00ZKDsCRJ4g//8A/jLW95S6xbty4iIvbt2xcREWvWrGmoXbNmzdy1ffv2xcqVK+Pss88+Zs3RNm/eHD09PXOvwcHBpbYNAEBe1GpLr8vb3Cx/b3M7e24z5gM00ZKDsA996EPxz//8z/HFL35x3rVCodDwPkmSeWNHO17NnXfeGdPT03OvycnJpbYNAEBe9PUtvS5vc7P8vc3t7LnNmA/QREsKwm6//fb427/923j88cejVCrNjff29kZEzFvZ9fzzz8+tEuvt7Y1Dhw7F/v37j1lztFWrVkV3d3fDCwAAjqtcTvcdOtYPZAuFiMHBtC7vc9u1b3Nbf24z5gM00QkFYUmSxIc+9KGoVqvxP/7H/4gLLrig4foFF1wQvb29sW3btrmxQ4cOxfbt2+OKK66IiIgNGzbEihUrGmpqtVo888wzczUAAHDSisWIsbH066M/gM++Hx1deHPuvM1t177Nbf25zZgP0EwnchTl7/3e7yU9PT3JE088kdRqtbnXT3/607mae+65J+np6Umq1Wqye/fu5Kabbkr6+vqSmZmZuZrbbrstKZVKyTe+8Y3k6aefTt72trcl69evT15++eWmHokJLePll5Pk8ceT5JFH0l8Xea8DAE3w6KNJUiolSbold/oaHEzHzW2d39vczp7bjPkAx7HYrKiQJEmy2NDsWHt4ff7zn4/3ve99s8FafOITn4hPf/rTsX///rjsssviL/7iL+Y21I+I+NnPfhYf+chH4pFHHokXX3wxrr766njggQcWvQn+Yo/EhJZQrUYMDzeelFMqpT8Vq1Sy6wsA8qReT0+kq9XSfYjK5cWvPsnb3Hbt29zWn9uM+QDHsNis6ISCsFYhCKNtVKsRmzalP+860myoPD4uDAMAAICTtNisaMmnRgKvol5PV4ItlDXPjo2MpHUAAADAshOEwXKZmGh8HPJoSRIxOZnWAQAAAMtOEAbLpVZrbh0AAABwUrqybgA6Vl9fc+sAACDPbLQPNIEVYbBcyuX0dMhjnLYahULE4GBaBwAAHFu1GrF2bcRVV0XcfHP669q16TjACRCEwXIpFiPGxtKvjw7DZt+PjvopFgAAHM/sSexH7787NZWOC8OAEyAIg+VUqUSMj0cMDDSOl0rpeKWSTV8AANAOnMQONJk9wmC5VSoRGzfazwAAAE7UiZzEPjR0ytoC2pcgDE6FYtF/mAEA4EQ5iR1oMo9GAgAA0JqcxA40mSAMAACA1uQkdqDJBGEAAAC0JiexA00mCAMAAKB1OYkdaCKb5QMAANDanMQONIkgDAAAgNbnJHagCTwaCQAAAEAuCMIAAAAAyAVBGAAAAAC5YI8wWKx63eacAAAA0MYEYbAY1WrE8HDE3r2Hx0qliLExxzUDAECr80Nt4Oc8GgmvplqN2LSpMQSLiJiaSser1Wz6AgAAXl21GrF2bcRVV0XcfHP669q1/n885JQgDI6nXk9XgiXJ/GuzYyMjaR0AANBa/FAbOIogDI5nYmL+fzSPlCQRk5NpHQAA0Dr8UBtYgCAMjqdWa24dAABwavihNrAAQRgcT19fc+sAAIBTww+1gQUIwuB4yuX0dMhCYeHrhULE4GBaBwAAtA4/1AYWIAiD4ykWI8bG0q+PDsNm34+OOnoZAABajR9qAwsQhMGrqVQixscjBgYax0uldLxSyaYvAADg2PxQG1hAIUkWOkKjtc3MzERPT09MT09Hd3d31u2QF/V6upFmrZYuny6X/UcTAABaXbWanh555Mb5g4NpCOaH2tAxFpsVCcIAAADobH6oDR1vsVlR1ynsCQAAAE69YjFiaCjrLoAWYI8wAAAAAHJBEAYAAABALgjCAAAAAMgFe4QBAADAsdhoHzqKIAwAAAAWUq1GDA9H7N17eKxUihgbi6hUsusLWDKPRgIAAMDRqtWITZsaQ7CIiKmpdLxazaYv4KQIwgAAAOBI9Xq6EixJ5l+bHRsZSeuAtiIIAwAAgCNNTMxfCXakJImYnEzrgLZijzDyxUaXAADAq6nVmlsHtAxBGPlho0sAAGAx+vqaWwe0DI9Gkg82ugQAABarXE5/aF4oLHy9UIgYHEzrgLYiCKPz2egSAAA4EcVi+uRIxPwwbPb96KhtVqANCcLofDa6BAAATlSlEjE+HjEw0DheKqXjtleBtmSPMDqfjS4BAIClqFQiNm504BZ0EEEYnc9GlwAAwFIVixFDQ1l3ATSJRyPpfDa6BAAAAEIQRh7Y6BIAAAAIQRh5YaNLAAAAyD17hJEfNroEAACAXBOEkS82ugQAAE6Vet0P4qHFCMIAAACg2arViOHhiL17D4+VSun+xbZmgczYIwwAAACaqVqN2LSpMQSLiJiaSser1Wz6AgRhAAAA0DT1eroSLEnmX5sdGxlJ64BTThAGAAAAzTIxMX8l2JGSJGJyMq0DTjlBGAAAADRLrdbcOqCpBGEAAADQLH19za0DmkoQBgAAAM1SLqenQxYKC18vFCIGB9M64JQThAEAAECzFIsRY2Pp10eHYbPvR0fTOuCUE4QBAABAM1UqEePjEQMDjeOlUjpeqWTTFxBdWTcAJ6xeT09YqdXS5+rLZT9NAQAAWkulErFxo88u0GIEYbSXajVieLjxOOJSKV167KcqAABAKykWI4aGsu4COIJHI2kf1WrEpk2NIVhExNRUOl6tZtMXAAAA0BYEYbSHej1dCZYk86/Njo2MpHUAAAAACxCE0R4mJuavBDtSkkRMTqZ1AAAAAAuwRxjtoVZrbh0AAEArc0gYLAtBGO2hr6+5dQAAAK3KIWGwbDwaSXsol9Nv/IXCwtcLhYjBwbQOAACgXTkkDJaVIIz2UCymP/2ImB+Gzb4fHbVUGAAAaF8OCYNlJwijfVQqEePjEQMDjeOlUjpuiTAAANDOHBIGy84eYbSXSiVi40abRgIAAJ3HIWGw7ARhtJ9iMWJoKOsuAAAAmsshYbDsPBoJAAAArcAhYbDsBGEAAADQChwSBstOEAYAAACtwiFhsKzsEQYAAACtxCFhsGwEYQAAANBqHBIGy8KjkQAAAADkgiAMAAAAgFwQhAEAAACQC4IwAAAAAHLBZvlko153AgoAAMBy8HkLjumEV4R985vfjHe+853R398fhUIhvvzlLzdcT5Ik7rrrrujv748zzjgjhoaG4tlnn22oOXjwYNx+++1x3nnnxVlnnRXvete7Yu/evSf1B6GNVKsRa9dGXHVVxM03p7+uXZuOAwAAsHQ+b8FxnXAQ9pOf/CTWr18f999//4LX77333rjvvvvi/vvvjx07dkRvb29ce+21ceDAgbmakZGR2Lp1a2zZsiWefPLJeOGFF+KGG26Ier2+9D8J7aFajdi0KeLo4HNqKh33zRkAAGBpfN6CV1VIkiRZ8uRCIbZu3Rq/+Zu/GRHparD+/v4YGRmJO+64IyLS1V9r1qyJT37yk/GBD3wgpqen4/zzz4+HHnoobrzxxoiIeO6552JwcDC+8pWvxNvf/vZX/X1nZmaip6cnpqeno7u7e6ntc6rV6+lPIo61+q9QiCiVIvbssWwXAADgRPi8Rc4tNitq6mb5e/bsiX379sV11103N7Zq1aq48sor46mnnoqIiJ07d8ZLL73UUNPf3x/r1q2bqznawYMHY2ZmpuFFG5qYOPY35YiIJImYnEzrAAAAWDyft2BRmhqE7du3LyIi1qxZ0zC+Zs2auWv79u2LlStXxtlnn33MmqNt3rw5enp65l6Dg4PNbJtTpVZrbh0AAAApn7dgUZoahM0qFAoN75MkmTd2tOPV3HnnnTE9PT33mpycbFqvnEJ9fc2tAwAAIOXzFixKU4Ow3t7eiIh5K7uef/75uVVivb29cejQodi/f/8xa462atWq6O7ubnjRhsrl9Jn0Y4WihULE4GBaBwAAwOL5vAWL0tQg7IILLoje3t7Ytm3b3NihQ4di+/btccUVV0RExIYNG2LFihUNNbVaLZ555pm5GjpUsRgxNpZ+ffQ359n3o6M2bgQAADhRPm/BopxwEPbCCy/Erl27YteuXRGRbpC/a9eu+NGPfhSFQiFGRkbi7rvvjq1bt8YzzzwT73vf++LMM8+Mm2++OSIienp64v3vf398+MMfjr//+7+Pb3/72/Ge97wnLr744rjmmmua+oejBVUqEePjEQMDjeOlUjpeqWTTFwAAQLvzeQteVSFJkuREJjzxxBNx1VVXzRu/5ZZb4gtf+EIkSRKf+MQn4tOf/nTs378/LrvssviLv/iLWLdu3Vztz372s/jIRz4SjzzySLz44otx9dVXxwMPPLDoTfAXeyQmLaxeT08rqdXSZ9TLZT+ZAAAAaAaft8ihxWZFJxyEtQJBGAAAAACzFpsVLcupkQAAAADQagRhAAAAAOSCIAwAAACAXBCEAQAAAJALXVk3AAAAALQIJ07S4QRhAAAAQES1GjE8HLF37+GxUilibCyiUsmuL2gij0YCAABA3lWrEZs2NYZgERFTU+l4tZpNX9BkgjAAAADIs3o9XQmWJPOvzY6NjKR10OYEYQAAAJBnExPzV4IdKUkiJifTOmhz9ghjaWygCAAA0BlqtebWQQsThHHibKAIAADQOfr6mlsHLcyjkZwYGygCAAB0lnI5XdxQKCx8vVCIGBxM66DNCcJYPBsoAgAAdJ5iMX3CJ2J+GDb7fnTUdjh0BEEYi2cDRQAAgM5UqUSMj0cMDDSOl0rpuG1w6BD2CGPxbKAIAADQuSqViI0bHYxGRxOEsXg2UAQAAOhsxWLE0FDWXcCy8Wgki2cDRQAAAKCNCcJYPBsoAgAAAG1MEMaJsYEiAAAA0KbsEcaJs4EiAAAAR6vXfU6k5QnCWBobKAIAADCrWo0YHo7Yu/fwWKmUbq/jySFaiEcjAQAAgKWrViM2bWoMwSIipqbS8Wo1m75gAYIwAAAAYGnq9XQlWJLMvzY7NjKS1kELEIQBAAAASzMxMX8l2JGSJGJyMq2DFiAIAwAAAJamVmtuHSwzQRgAAACwNH19za2DZSYIAwAAAJamXE5PhywUFr5eKEQMDqZ10AIEYQAAAMDSFIsRY2Pp10eHYbPvR0fTOmgBgjAAAABg6SqViPHxiIGBxvFSKR2vVLLpCxbQlXUDAAAAQJurVCI2bkxPh6zV0j3BymUrwWg5grA8q9d9kwIAAKA5isWIoaGsu4DjEoTlVbUaMTwcsXfv4bFSKX2227JVAAAAoAPZIyyPqtWITZsaQ7CIiKmpdLxazaYvAAAAgGUkCMubej1dCZYk86/Njo2MpHUAAAAAHUQQljcTE/NXgh0pSSImJ9M6AAAAgA5ij7C8qdWaWwcAAAAny2FunCKCsLzp62tuHQAAAJwMh7lxCnk0Mm/K5fQbSqGw8PVCIWJwMK0DAACA5eQwN04xQVjeFItpqh4xPwybfT86agkqAAAAy8thbmRAEJZHlUrE+HjEwEDjeKmUjlt6CgAAwHJzmBsZsEdYXlUqERs32owQAACAbDjMjQwIwvKsWIwYGsq6CwAAAPLIYW5kwKORAAAAwKnnMDcyIAgDAAAATj2HuZEBQRgAAACQDYe5cYrZIwwAAADIjsPcOIUEYQAAAEC2HObGKeLRSAAAAAByQRAGAAAAQC4IwgAAAADIBXuEAQAAAO2tXrfZPosiCGt3/rEDAACQZ9VqxPBwxN69h8dKpYixsfRESjiCRyPbWbUasXZtxFVXRdx8c/rr2rXpOAAAAHS6ajVi06bGECwiYmoqHff5mKMIwtqVf+wAAADkWb2ergRLkvnXZsdGRtI6+DlBWDvyjx0AAIC8m5iYvzjkSEkSMTmZ1sHPCcLakX/sAAAA5F2t1tw6ckEQ1o78YwcAACDv+vqaW0cuCMLakX/sAAAA5F25nJ4OWSgsfL1QiBgcTOvg5wRh7cg/dgAAAPKuWIwYG0u/Pvrz8ez70dG0Dn5OENaO/GMHAACAiEolYnw8YmCgcbxUSscrlWz6omUVkmShowdb28zMTPT09MT09HR0d3dn3U52qtX09MgjN84fHExDMP/YAQAAyIt6PT0wrlZLtwkqly0OyZnFZkWCsHbnHzsAAACQc4vNirpOYU8sh2IxYmgo6y4AAAAAWp49wgAAAADIBUEYAAAAALkgCAMAAAAgF+wRBgAAAOSXQ+hyRRAGAAAA5FO1GjE8HLF37+GxUilibCyiUsmuL5aNRyMBAACA/KlWIzZtagzBIiKmptLxajWbvlhWgjAAAAAgX+r1dCVYksy/Njs2MpLW0VEEYQAAAEC+TEzMXwl2pCSJmJxM6+gogjAAAAAgX2q15tbRNmyW3wqcUAEAAACnTl9fc+toG1aEZa1ajVi7NuKqqyJuvjn9de1am/IBAADAcimX09MhC4WFrxcKEYODaR0dRRCWJSdUAAAAwKlXLEaMjaVfHx2Gzb4fHfW0VgcShGXFCRUAAACQnUolYnw8YmCgcbxUSscrlWz6YlnZIywrJ3JCxdDQKWsLAAAAcqNSidi40b7dOSIIy4oTKgAAACB7xaIFKDni0cisOKECAAAA4JQShGXFCRUAAAAAp5QgLCtOqAAAAAA4pewRlqXZEyqGhxs3zi+V0hDMCRUAAADQuur1pW+0345zO0CmK8IeeOCBuOCCC+L000+PDRs2xMTERJbtZKNSifjBDyIefzzikUfSX/fsEYIBAABAK6tWI9aujbjqqoibb05/Xbs2He/EuR2ikCRJksVv/KUvfSne+973xgMPPBBvfvOb49Of/nR87nOfi+985zvxute97rhzZ2ZmoqenJ6anp6O7u/sUdQwAAAAQaXC0aVPE0ZHK7FZH4+PHXuDSjnPbwGKzosyCsMsuuyx+/dd/PR588MG5sV/5lV+J3/zN34zNmzcfd64gDAAAAMhEvZ6uojpyi6MjFQrplkd79sx/5LAd57aJxWZFmTwaeejQodi5c2dcd911DePXXXddPPXUU/PqDx48GDMzMw0vAAAAgFNuYuLYgVJEuuJqcjKt64S5HSaTIOz//t//G/V6PdasWdMwvmbNmti3b9+8+s2bN0dPT8/ca3Bw8FS1CgAAAHBYrbb0unac22Ey3Sy/MPsc6s8lSTJvLCLizjvvjOnp6bnX5OTkqWoRAAAA4LC+vqXXtePcDpNJEHbeeedFsVict/rr+eefn7dKLCJi1apV0d3d3fACAAAAOOXK5XQ/rQUW8kREOj44mNZ1wtwOk0kQtnLlytiwYUNs27atYXzbtm1xxRVXZNESAAAAwKsrFiPGxtKvjw6WZt+Pji686Xw7zu0wmT0a+Yd/+Ifxuc99Lv7rf/2v8d3vfjf+4A/+IH70ox/FbbfdllVLAAAAAK+uUokYH48YGGgcL5XS8Uqls+Z2kEKSJElWv/kDDzwQ9957b9RqtVi3bl186lOfire+9a2vOm+xR2ICAAAALJt6PT1psVZL99cqlxe/qqod57awxWZFmQZhSyUIAwAAAGDWYrOiTE+NBAAAAIBTRRAGAAAAQC4IwgAAAADIBUEYAAAAALkgCAMAAAAgFwRhAAAAAOSCIAwAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVBGAAAAAC5IAgDAAAAIBe6sm5gKZIkiYiImZmZjDsBAAAAIGuzGdFsZnQsbRmEHThwICIiBgcHM+4EAAAAgFZx4MCB6OnpOeb1QvJqUVkLeuWVV+K5556L1atXR6FQyLqdppiZmYnBwcGYnJyM7u7urNuhg7i3WC7uLZaLe4vl4t5iubi3WC7uLZZLJ95bSZLEgQMHor+/P0477dg7gbXlirDTTjstSqVS1m0si+7u7o65CWkt7i2Wi3uL5eLeYrm4t1gu7i2Wi3uL5dJp99bxVoLNslk+AAAAALkgCAMAAAAgFwRhLWLVqlXx8Y9/PFatWpV1K3QY9xbLxb3FcnFvsVzcWywX9xbLxb3FcsnzvdWWm+UDAAAAwImyIgwAAACAXBCEAQAAAJALgjAAAAAAckEQBgAAAEAuCMIAAAAAyAVB2Cn04IMPxiWXXBLd3d3R3d0dl19+eXz1q1+du54kSdx1113R398fZ5xxRgwNDcWzzz6bYce0q82bN0ehUIiRkZG5MfcXS3HXXXdFoVBoePX29s5dd19xMqampuI973lPnHvuuXHmmWfGr/3ar8XOnTvnrru/WIq1a9fO+75VKBTigx/8YES4r1i6l19+Of7jf/yPccEFF8QZZ5wRF154Yfyn//Sf4pVXXpmrcX+xVAcOHIiRkZF4/etfH2eccUZcccUVsWPHjrnr7i0W45vf/Ga8853vjP7+/igUCvHlL3+54fpi7qODBw/G7bffHuedd16cddZZ8a53vSv27t17Cv8Uy08QdgqVSqW455574lvf+lZ861vfire97W2xcePGuRvv3nvvjfvuuy/uv//+2LFjR/T29sa1114bBw4cyLhz2smOHTviM5/5TFxyySUN4+4vlupXf/VXo1arzb127949d819xVLt378/3vzmN8eKFSviq1/9anznO9+JP/3TP41f+IVfmKtxf7EUO3bsaPietW3btoiI+K3f+q2IcF+xdJ/85CfjL//yL+P++++P7373u3HvvffGn/zJn8Sf//mfz9W4v1iq3/3d341t27bFQw89FLt3747rrrsurrnmmpiamooI9xaL85Of/CTWr18f999//4LXF3MfjYyMxNatW2PLli3x5JNPxgsvvBA33HBD1Ov1U/XHWH4JmTr77LOTz33uc8krr7yS9Pb2Jvfcc8/ctZ/97GdJT09P8pd/+ZcZdkg7OXDgQHLRRRcl27ZtS6688spkeHg4SZLE/cWSffzjH0/Wr1+/4DX3FSfjjjvuSN7ylrcc87r7i2YZHh5O3vCGNySvvPKK+4qTcv311ye33nprw1ilUkne8573JEni+xZL99Of/jQpFovJ3/3d3zWMr1+/PvnYxz7m3mJJIiLZunXr3PvF3Ec//vGPkxUrViRbtmyZq5mamkpOO+205Gtf+9op6325WRGWkXq9Hlu2bImf/OQncfnll8eePXti3759cd11183VrFq1Kq688sp46qmnMuyUdvLBD34wrr/++rjmmmsaxt1fnIzvfe970d/fHxdccEH8zu/8Tnz/+9+PCPcVJ+dv//Zv49JLL43f+q3fite+9rXxpje9KT772c/OXXd/0QyHDh2Khx9+OG699dYoFAruK07KW97ylvj7v//7+Nd//deIiPinf/qnePLJJ+M3fuM3IsL3LZbu5Zdfjnq9HqeffnrD+BlnnBFPPvmke4umWMx9tHPnznjppZcaavr7+2PdunUdda8Jwk6x3bt3x2te85pYtWpV3HbbbbF169Z44xvfGPv27YuIiDVr1jTUr1mzZu4aHM+WLVvi6aefjs2bN8+75v5iqS677LL4m7/5m/j6178en/3sZ2Pfvn1xxRVXxP/7f//PfcVJ+f73vx8PPvhgXHTRRfH1r389brvttvj3//7fx9/8zd9EhO9bNMeXv/zl+PGPfxzve9/7IsJ9xcm544474qabbopf/uVfjhUrVsSb3vSmGBkZiZtuuiki3F8s3erVq+Pyyy+P//yf/3M899xzUa/X4+GHH47/+T//Z9RqNfcWTbGY+2jfvn2xcuXKOPvss49Z0wm6sm4gb37pl34pdu3aFT/+8Y/j0UcfjVtuuSW2b98+d71QKDTUJ0kybwyONjk5GcPDw/HYY4/N+0nSkdxfnKh3vOMdc19ffPHFcfnll8cb3vCG+Ou//uv4t//230aE+4qleeWVV+LSSy+Nu+++OyIi3vSmN8Wzzz4bDz74YPy7f/fv5urcX5yMv/qrv4p3vOMd0d/f3zDuvmIpvvSlL8XDDz8cjzzySPzqr/5q7Nq1K0ZGRqK/vz9uueWWuTr3F0vx0EMPxa233hoDAwNRLBbj13/91+Pmm2+Op59+eq7GvUUzLOU+6rR7zYqwU2zlypXxi7/4i3HppZfG5s2bY/369TE2NjZ3CtvRKevzzz8/L7GFo+3cuTOef/752LBhQ3R1dUVXV1ds3749/uzP/iy6urrm7iH3FyfrrLPOiosvvji+973v+b7FSenr64s3vvGNDWO/8iu/Ej/60Y8iItxfnLQf/vCH8Y1vfCN+93d/d27MfcXJ+MhHPhL/4T/8h/id3/mduPjii+O9731v/MEf/MHcanz3FyfjDW94Q2zfvj1eeOGFmJycjH/8x3+Ml156KS644AL3Fk2xmPuot7c3Dh06FPv37z9mTScQhGUsSZI4ePDg3De42ZONItJ9LbZv3x5XXHFFhh3SDq6++urYvXt37Nq1a+516aWXxrvf/e7YtWtXXHjhhe4vmuLgwYPx3e9+N/r6+nzf4qS8+c1vjn/5l39pGPvXf/3XeP3rXx8R4f7ipH3+85+P1772tXH99dfPjbmvOBk//elP47TTGj8+FYvFeOWVVyLC/UVznHXWWdHX1xf79++Pr3/967Fx40b3Fk2xmPtow4YNsWLFioaaWq0WzzzzTGfda1nt0p9Hd955Z/LNb34z2bNnT/LP//zPyR//8R8np512WvLYY48lSZIk99xzT9LT05NUq9Vk9+7dyU033ZT09fUlMzMzGXdOOzry1MgkcX+xNB/+8IeTJ554Ivn+97+f/MM//ENyww03JKtXr05+8IMfJEnivmLp/vEf/zHp6upK/st/+S/J9773veS//bf/lpx55pnJww8/PFfj/mKp6vV68rrXvS6544475l1zX7FUt9xySzIwMJD83d/9XbJnz56kWq0m5513XvLRj350rsb9xVJ97WtfS7761a8m3//+95PHHnssWb9+ffJv/s2/SQ4dOpQkiXuLxTlw4EDy7W9/O/n2t7+dRERy3333Jd/+9reTH/7wh0mSLO4+uu2225JSqZR84xvfSJ5++unkbW97W7J+/frk5ZdfzuqP1XSCsFPo1ltvTV7/+tcnK1euTM4///zk6quvngvBkiQ9zvTjH/940tvbm6xatSp561vfmuzevTvDjmlnRwdh7i+W4sYbb0z6+vqSFStWJP39/UmlUkmeffbZuevuK07Gf//v/z1Zt25dsmrVquSXf/mXk8985jMN191fLNXXv/71JCKSf/mXf5l3zX3FUs3MzCTDw8PJ6173uuT0009PLrzwwuRjH/tYcvDgwbka9xdL9aUvfSm58MILk5UrVya9vb3JBz/4weTHP/7x3HX3Fovx+OOPJxEx73XLLbckSbK4++jFF19MPvShDyXnnHNOcsYZZyQ33HBD8qMf/SiDP83yKSRJkmS4IA0AAAAATgl7hAEAAACQC4IwAAAAAHJBEAYAAABALgjCAAAAAMgFQRgAAAAAuSAIAwAAACAXBGEAAAAA5IIgDAAAAIBcEIQBAAAAkAuCMAAAAAByQRAGAAAAQC78f5e6eR/Bkn/vAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot target densification rate vs density for values from 30 to 100\n", + "plt.figure(figsize=(15, 6))\n", + "fig, ax1 = plt.subplots( figsize=(15, 6))\n", + "for density in range(30, 101):\n", + " target_rate = calculate_TargetDensificationRateValue(density)\n", + " ax1.plot(density, target_rate, color='red', marker='o')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Target rate 57.999999999999964\n", - "0 105.088751\n", - "1 110.366890\n", - "2 115.484180\n", - "3 120.435904\n", - "4 125.217610\n", - "5 129.825121\n", - "6 134.254550\n", - "7 138.502309\n", - "8 142.565118\n", - "9 146.440019\n", - "10 150.124377\n", - "11 153.615896\n", - "12 156.912616\n", - "13 160.012929\n", - "14 162.915573\n", - "15 165.619643\n", - "16 168.124592\n", - "17 170.430229\n", - "18 172.536722\n", - "19 174.444598\n", - "20 176.154738\n", - "21 177.668376\n", - "22 178.987095\n", - "23 180.112822\n", - "24 181.047820\n", - "25 181.794683\n", - "26 182.356327\n", - "27 182.735980\n", - "28 182.937175\n", - "29 182.963734\n", - "30 182.819764\n", - "31 182.509637\n", - "32 182.037981\n", - "33 181.409665\n", - "34 180.629788\n", - "35 179.703658\n", - "36 178.636783\n", - "37 177.434851\n", - "38 176.103718\n", - "39 174.649387\n", - "40 173.077996\n", - "41 171.395800\n", - "42 169.609155\n", - "43 167.724497\n", - "44 165.748336\n", - "45 163.687226\n", - "46 161.547760\n", - "47 159.336549\n", - "48 157.060208\n", - "49 154.725339\n", - "50 152.338517\n", - "51 149.906278\n", - "52 147.435100\n", - "53 144.931394\n", - "54 142.401489\n", - "55 139.851622\n", - "56 137.287922\n", - "57 134.716404\n", - "58 132.142953\n", - "59 129.573320\n", - "dtype: float64\n", - "21\n", - "48.0\n", - "Target rate 68.29815897754838\n", - "0 -121.843122\n", - "1 -48.253275\n", - "2 -43.698346\n", - "3 -39.082178\n", - "4 -34.405659\n", - "5 -29.669714\n", - "6 -24.875313\n", - "7 -20.023459\n", - "8 -15.115199\n", - "9 -10.151615\n", - "10 -5.133831\n", - "11 -0.063007\n", - "12 5.059657\n", - "13 10.232925\n", - "14 15.455524\n", - "15 20.726143\n", - "16 26.043437\n", - "17 31.406023\n", - "18 36.812485\n", - "19 42.261373\n", - "20 47.751204\n", - "21 53.280462\n", - "22 58.847601\n", - "23 64.451044\n", - "24 70.089184\n", - "25 75.760387\n", - "26 81.462991\n", - "27 87.195312\n", - "28 92.955637\n", - "29 98.742232\n", - "30 104.553341\n", - "31 110.387189\n", - "32 116.241982\n", - "33 122.115908\n", - "34 128.007142\n", - "35 133.913842\n", - "36 139.834157\n", - "37 145.766224\n", - "38 151.708172\n", - "39 157.658125\n", - "40 163.614200\n", - "41 169.574512\n", - "42 175.537176\n", - "43 181.500306\n", - "44 187.462023\n", - "45 193.420447\n", - "46 199.373711\n", - "47 205.319953\n", - "48 211.257323\n", - "49 217.183984\n", - "50 223.098113\n", - "51 228.997906\n", - "52 234.881575\n", - "53 240.747354\n", - "54 246.593498\n", - "55 252.418289\n", - "56 258.220032\n", - "57 263.997060\n", - "58 269.747737\n", - "59 275.470456\n", - "dtype: float64\n", - "31\n", - "48.643634936096774\n", - "Target rate 75.32144899121911\n", - "0 -81.419991\n", - "1 -79.202431\n", - "2 -76.947312\n", - "3 -74.654681\n", - "4 -72.324590\n", - "5 -69.957097\n", - "6 -67.552265\n", - "7 -65.110159\n", - "8 -62.630853\n", - "9 -60.114422\n", - "10 -57.560949\n", - "11 -54.970519\n", - "12 -52.343227\n", - "13 -49.679167\n", - "14 -46.978444\n", - "15 -44.241164\n", - "16 -41.467440\n", - "17 -38.657392\n", - "18 -35.811144\n", - "19 -32.928827\n", - "20 -30.010578\n", - "21 -27.056538\n", - "22 -24.066858\n", - "23 -21.041695\n", - "24 -17.981211\n", - "25 -20.170648\n", - "26 -16.867828\n", - "27 -13.530213\n", - "28 -10.158035\n", - "29 -6.751539\n", - "30 -3.310978\n", - "31 0.163382\n", - "32 3.671262\n", - "33 7.212375\n", - "34 10.786416\n", - "35 14.393069\n", - "36 18.032005\n", - "37 21.702877\n", - "38 25.405326\n", - "39 29.138977\n", - "40 32.903436\n", - "41 36.698296\n", - "42 40.523130\n", - "43 44.377494\n", - "44 48.260924\n", - "45 52.172940\n", - "46 56.113040\n", - "47 60.080702\n", - "48 64.075385\n", - "49 68.096526\n", - "50 72.143540\n", - "51 76.215821\n", - "52 80.312742\n", - "53 84.433651\n", - "54 88.577875\n", - "55 92.744718\n", - "56 96.933460\n", - "57 101.143359\n", - "58 105.373648\n", - "59 109.623538\n", - "dtype: float64\n", - "41\n", - "49.08259056195119\n", - "Target rate 83.1039437851834\n", - "0 -80.161449\n", - "1 -77.834574\n", - "2 -75.479729\n", - "3 -73.097190\n", - "4 -70.687242\n", - "5 -68.250182\n", - "6 -65.786317\n", - "7 -63.295966\n", - "8 -60.779458\n", - "9 -58.237134\n", - "10 -55.669343\n", - "11 -53.076446\n", - "12 -50.458814\n", - "13 -47.816826\n", - "14 -45.150871\n", - "15 -42.461349\n", - "16 -39.748666\n", - "17 -37.013238\n", - "18 -34.255489\n", - "19 -31.475850\n", - "20 -28.674760\n", - "21 -25.852667\n", - "22 -23.010021\n", - "23 -20.147283\n", - "24 -17.264918\n", - "25 -14.363394\n", - "26 -11.443189\n", - "27 -8.504782\n", - "28 -5.548657\n", - "29 -2.575302\n", - "30 0.414792\n", - "31 3.421131\n", - "32 6.443218\n", - "33 9.480555\n", - "34 12.532642\n", - "35 15.598978\n", - "36 18.679060\n", - "37 21.772388\n", - "38 24.878458\n", - "39 27.996768\n", - "40 31.126819\n", - "41 34.268111\n", - "42 37.420145\n", - "43 40.582425\n", - "44 43.754457\n", - "45 46.935750\n", - "46 50.125815\n", - "47 53.324166\n", - "48 56.530321\n", - "49 59.743800\n", - "50 62.964128\n", - "51 66.190834\n", - "52 98.524277\n", - "53 101.589177\n", - "54 104.652813\n", - "55 107.714881\n", - "56 110.775069\n", - "57 113.833058\n", - "58 116.888517\n", - "59 119.941110\n", - "dtype: float64\n", - "51\n", - "49.568996486573965\n", - "Target rate 93.3959284987425\n", - "0 -25.181126\n", - "1 -22.846593\n", - "2 -20.495390\n", - "3 -18.127978\n", - "4 -15.744835\n", - "5 -13.346455\n", - "6 -10.933349\n", - "7 -8.506042\n", - "8 -6.065076\n", - "9 -3.611008\n", - "10 -1.144409\n", - "11 1.334133\n", - "12 3.824021\n", - "13 6.324639\n", - "14 8.835362\n", - "15 11.355552\n", - "16 13.884557\n", - "17 16.421717\n", - "18 18.966361\n", - "19 21.517807\n", - "20 24.075365\n", - "21 26.638339\n", - "22 29.206022\n", - "23 31.777706\n", - "24 34.352672\n", - "25 36.930202\n", - "26 39.509571\n", - "27 42.090054\n", - "28 44.670923\n", - "29 47.251452\n", - "30 49.830913\n", - "31 52.408582\n", - "32 54.983736\n", - "33 57.555660\n", - "34 60.123640\n", - "35 62.686970\n", - "36 65.244951\n", - "37 67.796893\n", - "38 70.342115\n", - "39 72.879946\n", - "40 75.409727\n", - "41 77.930813\n", - "42 80.442570\n", - "43 82.944380\n", - "44 85.435640\n", - "45 87.915764\n", - "46 90.384182\n", - "47 92.840342\n", - "48 95.283713\n", - "49 97.713780\n", - "50 100.130051\n", - "51 102.532052\n", - "52 104.919334\n", - "53 106.395104\n", - "54 108.301218\n", - "55 110.200294\n", - "56 112.092395\n", - "57 113.977584\n", - "58 115.855925\n", - "59 117.727484\n", - "dtype: float64\n", - "61\n", - "50.212245531171405\n", - "Target rate 103.34163183097719\n", - "0 38.622078\n", - "1 39.890979\n", - "2 41.148894\n", - "3 42.395544\n", - "4 43.630671\n", - "5 44.854031\n", - "6 46.065398\n", - "7 47.264566\n", - "8 48.451345\n", - "9 49.625567\n", - "10 50.787080\n", - "11 51.935755\n", - "12 53.071481\n", - "13 54.194168\n", - "14 55.303747\n", - "15 56.400168\n", - "16 57.483405\n", - "17 58.553451\n", - "18 59.610319\n", - "19 60.654044\n", - "20 61.684683\n", - "21 62.702312\n", - "22 63.707029\n", - "23 64.698953\n", - "24 65.678221\n", - "25 66.644991\n", - "26 67.599442\n", - "27 68.541769\n", - "28 69.472190\n", - "29 70.390936\n", - "30 71.298261\n", - "31 72.194433\n", - "32 73.079736\n", - "33 73.954472\n", - "34 74.818957\n", - "35 75.673522\n", - "36 76.518511\n", - "37 77.354281\n", - "38 78.181201\n", - "39 78.999652\n", - "40 79.810025\n", - "41 80.612719\n", - "42 81.408145\n", - "43 82.196718\n", - "44 82.978861\n", - "45 83.755006\n", - "46 84.525585\n", - "47 85.291037\n", - "48 108.776655\n", - "49 109.462269\n", - "50 110.153232\n", - "51 110.849794\n", - "52 111.552192\n", - "53 112.260652\n", - "54 112.975392\n", - "55 113.696613\n", - "56 114.424510\n", - "57 115.159263\n", - "58 115.901045\n", - "59 116.650014\n", - "dtype: float64\n", - "71\n", - "50.83385198943608\n", - "Target rate 115.31243332493301\n", - "0 85.775934\n", - "1 86.191415\n", - "2 86.593733\n", - "3 86.983206\n", - "4 87.360173\n", - "5 87.724987\n", - "6 88.078021\n", - "7 88.419664\n", - "8 88.750322\n", - "9 89.070416\n", - "10 89.380382\n", - "11 89.680670\n", - "12 89.971742\n", - "13 90.254074\n", - "14 90.528153\n", - "15 90.794475\n", - "16 91.053548\n", - "17 91.305886\n", - "18 91.552013\n", - "19 91.792457\n", - "20 92.027753\n", - "21 92.258441\n", - "22 92.485063\n", - "23 92.708165\n", - "24 92.928292\n", - "25 93.145993\n", - "26 93.361811\n", - "27 93.576292\n", - "28 93.789978\n", - "29 94.003405\n", - "30 94.217106\n", - "31 94.431609\n", - "32 94.647434\n", - "33 94.865093\n", - "34 95.085091\n", - "35 95.307924\n", - "36 95.534076\n", - "37 95.764020\n", - "38 95.998220\n", - "39 96.237127\n", - "40 96.481177\n", - "41 96.730795\n", - "42 96.986390\n", - "43 97.248359\n", - "44 97.517081\n", - "45 97.792923\n", - "46 98.076234\n", - "47 98.367348\n", - "48 98.666582\n", - "49 103.737522\n", - "50 104.376670\n", - "51 105.024944\n", - "52 105.682252\n", - "53 106.348502\n", - "54 107.023599\n", - "55 107.707445\n", - "56 108.399945\n", - "57 109.100999\n", - "58 109.810510\n", - "59 110.528380\n", - "dtype: float64\n", - "81\n", - "51.58202708280831\n", - "Target rate 127.84242190059643\n", - "0 81.036788\n", - "1 81.319757\n", - "2 81.605261\n", - "3 81.893502\n", - "4 82.184676\n", - "5 82.478975\n", - "6 82.776584\n", - "7 83.077681\n", - "8 83.382439\n", - "9 83.691025\n", - "10 84.003598\n", - "11 84.320313\n", - "12 84.641316\n", - "13 84.966749\n", - "14 85.296743\n", - "15 85.631428\n", - "16 85.970924\n", - "17 86.315345\n", - "18 86.664797\n", - "19 87.019384\n", - "20 87.379198\n", - "21 87.744328\n", - "22 88.114857\n", - "23 88.490861\n", - "24 88.872409\n", - "25 89.259566\n", - "26 89.652390\n", - "27 90.050935\n", - "28 90.455248\n", - "29 90.865371\n", - "30 91.281342\n", - "31 91.703195\n", - "32 92.130955\n", - "33 92.564648\n", - "34 93.004293\n", - "35 93.449906\n", - "36 93.901497\n", - "37 94.359075\n", - "38 94.822645\n", - "39 95.292208\n", - "40 95.767763\n", - "41 96.249305\n", - "42 96.736827\n", - "43 97.230320\n", - "44 97.729774\n", - "45 98.235173\n", - "46 98.746504\n", - "47 99.263749\n", - "48 99.786890\n", - "49 100.315907\n", - "50 100.850780\n", - "51 101.391487\n", - "52 101.938005\n", - "53 102.490312\n", - "54 103.048383\n", - "55 103.612194\n", - "56 104.181721\n", - "57 104.756939\n", - "58 105.337824\n", - "59 105.924350\n", - "dtype: float64\n", - "91\n", - "52.36515136878728\n", - "Target rate 140.21276983432514\n", - "0 104.061677\n", - "1 104.216418\n", - "2 104.366643\n", - "3 104.512480\n", - "4 104.654063\n", - "5 104.791534\n", - "6 104.925040\n", - "7 105.054736\n", - "8 105.180782\n", - "9 105.303346\n", - "10 105.422597\n", - "11 105.538716\n", - "12 105.651884\n", - "13 105.762289\n", - "14 105.870124\n", - "15 105.975587\n", - "16 106.078879\n", - "17 106.180206\n", - "18 106.279777\n", - "19 106.377805\n", - "20 106.474507\n", - "21 106.570102\n", - "22 106.664810\n", - "23 106.758857\n", - "24 106.852469\n", - "25 106.945873\n", - "26 107.039301\n", - "27 107.132981\n", - "28 107.227147\n", - "29 107.322032\n", - "30 107.417868\n", - "31 107.514888\n", - "32 107.613326\n", - "33 107.713416\n", - "34 107.815388\n", - "35 107.919476\n", - "36 108.025909\n", - "37 108.134917\n", - "38 108.246727\n", - "39 108.361566\n", - "40 108.479657\n", - "41 108.601222\n", - "42 108.726481\n", - "43 108.855649\n", - "44 108.988943\n", - "45 109.126572\n", - "46 109.268745\n", - "47 109.415665\n", - "48 109.567536\n", - "49 109.724554\n", - "50 109.886914\n", - "51 110.054805\n", - "52 110.228415\n", - "53 110.407925\n", - "54 110.593513\n", - "55 110.785352\n", - "56 110.983614\n", - "57 111.188461\n", - "58 111.400056\n", - "59 111.618553\n", - "dtype: float64\n", - "101\n", - "53.13829811464532\n", - "Target rate 153.64962818937894\n", - "0 64.212618\n", - "1 63.990176\n", - "2 63.773317\n", - "3 63.562386\n", - "4 63.357727\n", - "5 63.159678\n", - "6 62.968576\n", - "7 62.784753\n", - "8 62.608536\n", - "9 62.440248\n", - "10 62.280207\n", - "11 62.128725\n", - "12 61.986108\n", - "13 61.852655\n", - "14 61.728661\n", - "15 61.614411\n", - "16 61.510186\n", - "17 61.416256\n", - "18 61.332887\n", - "19 61.260336\n", - "20 61.198850\n", - "21 61.148670\n", - "22 61.110027\n", - "23 61.083145\n", - "24 61.068239\n", - "25 61.065513\n", - "26 61.075166\n", - "27 61.097383\n", - "28 61.132344\n", - "29 61.180218\n", - "30 61.241166\n", - "31 61.315339\n", - "32 61.402877\n", - "33 61.503914\n", - "34 61.618574\n", - "35 61.746970\n", - "36 61.889208\n", - "37 62.045383\n", - "38 62.215584\n", - "39 62.399889\n", - "40 62.598367\n", - "41 62.811079\n", - "42 63.038079\n", - "43 63.279410\n", - "44 63.535109\n", - "45 63.805203\n", - "46 64.089713\n", - "47 64.388650\n", - "48 64.702021\n", - "49 65.029821\n", - "50 65.372042\n", - "51 65.728667\n", - "52 66.099671\n", - "53 66.485025\n", - "54 66.884692\n", - "55 67.298629\n", - "56 67.726787\n", - "57 68.169111\n", - "58 68.625541\n", - "59 69.096012\n", - "dtype: float64\n", - "111\n", - "53.978101761836186\n", - "Target rate 162.18247732478233\n", - "0 31.800369\n", - "1 32.167373\n", - "2 32.545834\n", - "3 32.935759\n", - "4 33.337154\n", - "5 33.750021\n", - "6 34.174358\n", - "7 34.610162\n", - "8 35.057423\n", - "9 35.516132\n", - "10 35.986277\n", - "11 36.467839\n", - "12 36.960801\n", - "13 37.465140\n", - "14 37.980832\n", - "15 38.507849\n", - "16 39.046161\n", - "17 39.595736\n", - "18 40.156537\n", - "19 40.728528\n", - "20 41.311667\n", - "21 41.905912\n", - "22 42.511218\n", - "23 43.127538\n", - "24 43.754820\n", - "25 44.393015\n", - "26 45.042066\n", - "27 45.701919\n", - "28 46.372514\n", - "29 47.053791\n", - "30 47.745689\n", - "31 48.448142\n", - "32 49.161086\n", - "33 49.884452\n", - "34 50.618170\n", - "35 51.362169\n", - "36 52.116378\n", - "37 52.880720\n", - "38 53.655122\n", - "39 54.439504\n", - "40 55.233790\n", - "41 56.037897\n", - "42 56.851747\n", - "43 57.675255\n", - "44 58.508339\n", - "45 59.350913\n", - "46 60.202892\n", - "47 61.064189\n", - "48 61.934716\n", - "49 62.814385\n", - "50 63.703106\n", - "51 64.600788\n", - "52 65.507341\n", - "53 66.422673\n", - "54 67.346691\n", - "55 68.279302\n", - "56 69.220413\n", - "57 70.169930\n", - "58 71.127758\n", - "59 72.093802\n", - "dtype: float64\n", - "121\n", - "54.511404832798895\n", - "Target rate 171.26714409416016\n", - "0 58.624705\n", - "1 59.289334\n", - "2 59.963172\n", - "3 60.646216\n", - "4 61.338457\n", - "5 62.039886\n", - "6 62.750490\n", - "7 63.470254\n", - "8 64.199159\n", - "9 64.937185\n", - "10 65.684307\n", - "11 66.440501\n", - "12 67.205735\n", - "13 67.979979\n", - "14 68.763199\n", - "15 69.555359\n", - "16 70.356419\n", - "17 71.166336\n", - "18 71.985069\n", - "19 72.812570\n", - "20 73.648790\n", - "21 74.493679\n", - "22 75.347184\n", - "23 76.209250\n", - "24 77.079819\n", - "25 77.958831\n", - "26 78.846227\n", - "27 79.741942\n", - "28 80.645912\n", - "29 81.558069\n", - "30 82.478345\n", - "31 83.406671\n", - "32 84.342973\n", - "33 85.287180\n", - "34 86.239215\n", - "35 87.199003\n", - "36 88.166466\n", - "37 89.141525\n", - "38 90.124101\n", - "39 91.114111\n", - "40 92.111474\n", - "41 93.116106\n", - "42 94.127922\n", - "43 95.146838\n", - "44 96.172767\n", - "45 97.205623\n", - "46 98.245317\n", - "47 99.291761\n", - "48 100.344867\n", - "49 101.404545\n", - "50 102.470705\n", - "51 103.543256\n", - "52 104.622108\n", - "53 105.707170\n", - "54 106.798350\n", - "55 107.895557\n", - "56 108.998699\n", - "57 110.107683\n", - "58 111.222418\n", - "59 112.342813\n", - "dtype: float64\n", - "131\n", - "55.07919650588501\n", - "Target rate 185.8071143439453\n", - "0 111.147084\n", - "1 112.072158\n", - "2 113.002364\n", - "3 113.937645\n", - "4 114.877941\n", - "5 115.823196\n", - "6 116.773349\n", - "7 117.728343\n", - "8 118.688118\n", - "9 119.652617\n", - "10 120.621780\n", - "11 121.595550\n", - "12 122.573866\n", - "13 123.556672\n", - "14 124.543909\n", - "15 125.535519\n", - "16 126.531444\n", - "17 127.531626\n", - "18 128.536008\n", - "19 129.544532\n", - "20 130.557142\n", - "21 131.573780\n", - "22 132.594390\n", - "23 133.618915\n", - "24 134.647300\n", - "25 135.679488\n", - "26 136.715424\n", - "27 137.755054\n", - "28 138.798322\n", - "29 139.845174\n", - "30 140.895556\n", - "31 141.949413\n", - "32 143.006693\n", - "33 144.067343\n", - "34 145.131309\n", - "35 146.198540\n", - "36 147.268984\n", - "37 148.342589\n", - "38 149.419304\n", - "39 150.499078\n", - "40 151.581861\n", - "41 152.667604\n", - "42 153.756256\n", - "43 154.847769\n", - "44 155.942093\n", - "45 157.039182\n", - "46 158.138985\n", - "47 159.241458\n", - "48 160.346551\n", - "49 161.454220\n", - "50 162.564417\n", - "51 163.677096\n", - "52 164.792213\n", - "53 165.909723\n", - "54 167.029580\n", - "55 168.151741\n", - "56 169.276163\n", - "57 170.402801\n", - "58 171.531613\n", - "59 172.662557\n", - "dtype: float64\n", - "141\n", - "55.98794464649658\n", - "Target rate 209.11366689132967\n", - "0 156.119739\n", - "1 157.272668\n", - "2 158.430161\n", - "3 159.592091\n", - "4 160.758330\n", - "5 161.928752\n", - "6 163.103231\n", - "7 164.281639\n", - "8 165.463851\n", - "9 166.649741\n", - "10 167.839185\n", - "11 169.032059\n", - "12 170.228238\n", - "13 171.427600\n", - "14 172.630024\n", - "15 173.835388\n", - "16 175.043573\n", - "17 176.254460\n", - "18 177.467931\n", - "19 178.683870\n", - "20 179.902160\n", - "21 181.122688\n", - "22 182.345341\n", - "23 183.570007\n", - "24 184.796576\n", - "25 186.024940\n", - "26 187.254990\n", - "27 188.486621\n", - "28 189.719729\n", - "29 190.954211\n", - "30 192.189966\n", - "31 193.426893\n", - "32 194.664895\n", - "33 195.903876\n", - "34 197.143741\n", - "35 198.384396\n", - "36 199.625751\n", - "37 200.867716\n", - "38 202.110203\n", - "39 203.353126\n", - "40 204.596400\n", - "41 205.839942\n", - "42 207.083673\n", - "43 208.327511\n", - "44 209.571381\n", - "45 210.815205\n", - "46 212.058911\n", - "47 213.302426\n", - "48 214.545680\n", - "49 215.788603\n", - "50 217.031129\n", - "51 218.273193\n", - "52 219.514730\n", - "53 220.755679\n", - "54 221.995980\n", - "55 223.235573\n", - "56 224.474403\n", - "57 225.712414\n", - "58 226.949552\n", - "59 228.185765\n", - "dtype: float64\n", - "151\n", - "57.444604180708104\n", - "Target rate 239.0847424505784\n", - "0 196.024549\n", - "1 197.153852\n", - "2 198.287688\n", - "3 199.425939\n", - "4 200.568485\n", - "5 201.715204\n", - "6 202.865976\n", - "7 204.020678\n", - "8 205.179187\n", - "9 206.341380\n", - "10 207.507132\n", - "11 208.676321\n", - "12 209.848821\n", - "13 211.024508\n", - "14 212.203258\n", - "15 213.384945\n", - "16 214.569446\n", - "17 215.756637\n", - "18 216.946394\n", - "19 218.138593\n", - "20 219.333112\n", - "21 220.529829\n", - "22 221.728622\n", - "23 222.929371\n", - "24 224.131954\n", - "25 225.336254\n", - "26 226.542152\n", - "27 227.749531\n", - "28 228.958275\n", - "29 230.168269\n", - "30 231.379399\n", - "31 232.591553\n", - "32 233.804619\n", - "33 235.018488\n", - "34 236.233052\n", - "35 237.448203\n", - "36 238.663836\n", - "37 239.879846\n", - "38 241.096132\n", - "39 242.312593\n", - "40 243.529129\n", - "41 244.745643\n", - "42 245.962039\n", - "43 247.178223\n", - "44 248.394102\n", - "45 290.062722\n", - "46 291.202860\n", - "47 292.341032\n", - "48 293.477200\n", - "49 294.611330\n", - "50 295.743387\n", - "51 296.873336\n", - "52 298.001145\n", - "53 299.126784\n", - "54 300.250223\n", - "55 301.371432\n", - "56 302.490384\n", - "57 303.607054\n", - "58 304.721416\n", - "59 305.833445\n", - "dtype: float64\n", - "161\n", - "59.31779640316115\n", - "Target rate 275.68865454808883\n", - "0 265.593897\n", - "1 266.430008\n", - "2 267.267220\n", - "3 268.105457\n", - "4 268.944643\n", - "5 269.784702\n", - "6 270.625560\n", - "7 271.467144\n", - "8 272.309382\n", - "9 273.152202\n", - "10 273.995536\n", - "11 274.839314\n", - "12 275.683470\n", - "13 276.527937\n", - "14 277.372652\n", - "15 278.217551\n", - "16 279.062573\n", - "17 279.907659\n", - "18 280.752749\n", - "19 281.597788\n", - "20 282.442719\n", - "21 283.287490\n", - "22 284.132048\n", - "23 284.976344\n", - "24 285.820328\n", - "25 286.663953\n", - "26 287.507176\n", - "27 288.349951\n", - "28 289.192236\n", - "29 290.033993\n", - "30 290.875181\n", - "31 291.715765\n", - "32 292.555708\n", - "33 293.394977\n", - "34 294.233540\n", - "35 295.071366\n", - "36 295.908427\n", - "37 317.264637\n", - "38 318.064571\n", - "39 318.863525\n", - "40 319.661496\n", - "41 320.458480\n", - "42 321.254475\n", - "43 322.049480\n", - "44 322.843493\n", - "45 323.636514\n", - "46 324.428543\n", - "47 325.219580\n", - "48 326.009625\n", - "49 326.798682\n", - "50 327.586750\n", - "51 328.373833\n", - "52 329.159933\n", - "53 329.945053\n", - "54 330.729196\n", - "55 331.512366\n", - "56 332.294566\n", - "57 333.075800\n", - "58 333.856073\n", - "59 334.635389\n", - "dtype: float64\n", - "171\n", - "61.60554090925555\n", - "Target rate 321.64847936527786\n", - "0 283.945191\n", - "1 284.722799\n", - "2 285.505355\n", - "3 286.292715\n", - "4 287.084734\n", - "5 287.881263\n", - "6 288.682151\n", - "7 289.487243\n", - "8 290.296383\n", - "9 291.109411\n", - "10 291.926167\n", - "11 292.746487\n", - "12 293.570206\n", - "13 284.278338\n", - "14 285.083467\n", - "15 285.893213\n", - "16 286.707416\n", - "17 287.525913\n", - "18 288.348537\n", - "19 289.175119\n", - "20 290.005491\n", - "21 290.839478\n", - "22 291.676907\n", - "23 292.517601\n", - "24 293.361383\n", - "25 294.208074\n", - "26 295.057494\n", - "27 295.909462\n", - "28 296.763796\n", - "29 297.620315\n", - "30 298.478835\n", - "31 299.339175\n", - "32 300.201151\n", - "33 301.064582\n", - "34 301.929284\n", - "35 302.795078\n", - "36 303.661782\n", - "37 304.529218\n", - "38 305.397206\n", - "39 306.265571\n", - "40 307.134136\n", - "41 308.002728\n", - "42 308.871175\n", - "43 309.739307\n", - "44 310.606958\n", - "45 311.473962\n", - "46 312.340156\n", - "47 313.205381\n", - "48 314.069480\n", - "49 314.932298\n", - "50 315.793684\n", - "51 316.653491\n", - "52 317.511574\n", - "53 318.367792\n", - "54 319.222008\n", - "55 320.074088\n", - "56 320.923901\n", - "57 321.771321\n", - "58 322.616225\n", - "59 323.458495\n", - "dtype: float64\n", - "181\n", - "64.47802996032986\n", - "Target rate 381.02430177698375\n", - "0 398.094403\n", - "1 398.639085\n", - "2 399.182787\n", - "3 399.725434\n", - "4 400.266952\n", - "5 400.807268\n", - "6 401.346307\n", - "7 401.883997\n", - "8 402.420262\n", - "9 402.955029\n", - "10 403.488225\n", - "11 404.019777\n", - "12 404.549612\n", - "13 405.077657\n", - "14 405.603841\n", - "15 406.128091\n", - "16 406.650336\n", - "17 407.170505\n", - "18 407.688530\n", - "19 408.204340\n", - "20 408.717867\n", - "21 409.229042\n", - "22 409.737800\n", - "23 410.244073\n", - "24 410.747797\n", - "25 411.248907\n", - "26 411.747341\n", - "27 412.243036\n", - "28 412.735931\n", - "29 413.225967\n", - "30 413.713086\n", - "31 414.197229\n", - "32 414.678342\n", - "33 415.156370\n", - "34 415.631261\n", - "35 416.102961\n", - "36 416.571423\n", - "37 417.036597\n", - "38 417.498437\n", - "39 417.956898\n", - "40 418.411936\n", - "41 418.863509\n", - "42 419.311579\n", - "43 419.756106\n", - "44 420.197055\n", - "45 420.634391\n", - "46 421.068082\n", - "47 421.498097\n", - "48 421.924408\n", - "49 422.346988\n", - "50 422.765812\n", - "51 423.180857\n", - "52 423.592103\n", - "53 423.999531\n", - "54 424.403124\n", - "55 424.802868\n", - "56 425.198750\n", - "57 425.590759\n", - "58 440.692318\n", - "59 440.946611\n", - "dtype: float64\n", - "191\n", - "68.18901886106148\n", - "Target rate 200\n", - "0 436.331533\n", - "1 427.167165\n", - "2 427.543052\n", - "3 427.920054\n", - "4 428.298148\n", - "5 428.677305\n", - "6 429.057499\n", - "7 429.438702\n", - "8 429.820885\n", - "9 430.204017\n", - "10 430.588066\n", - "11 430.973001\n", - "12 431.358789\n", - "13 431.745394\n", - "14 432.132782\n", - "15 432.520915\n", - "16 432.909757\n", - "17 433.299269\n", - "18 433.689412\n", - "19 434.080145\n", - "20 434.471426\n", - "21 434.863214\n", - "22 435.255465\n", - "23 435.648135\n", - "24 436.041177\n", - "25 436.434548\n", - "26 436.828198\n", - "27 437.222081\n", - "28 437.616147\n", - "29 438.010347\n", - "30 438.404631\n", - "31 438.798947\n", - "32 439.193243\n", - "33 439.587466\n", - "34 439.981563\n", - "35 440.375480\n", - "36 440.769162\n", - "37 441.162552\n", - "38 441.555597\n", - "39 441.948238\n", - "40 442.340418\n", - "41 442.732080\n", - "42 443.123166\n", - "43 443.513616\n", - "44 443.903372\n", - "45 444.292375\n", - "46 444.680565\n", - "47 445.067882\n", - "48 445.454265\n", - "49 445.839655\n", - "50 446.223990\n", - "51 446.607211\n", - "52 446.989256\n", - "53 447.370064\n", - "54 447.749576\n", - "55 448.127729\n", - "56 448.504464\n", - "57 448.879720\n", - "58 449.253437\n", - "59 449.625555\n", - "dtype: float64\n", - "201\n", - "73.41673115446558\n", - "Target rate 200\n", - "0 512.898950\n", - "1 513.564196\n", - "2 501.668447\n", - "3 502.336312\n", - "4 503.003563\n", - "5 503.670134\n", - "6 504.335955\n", - "7 505.000956\n", - "8 505.665067\n", - "9 506.328214\n", - "10 506.990327\n", - "11 507.651332\n", - "12 508.311153\n", - "13 508.969717\n", - "14 509.626946\n", - "15 510.282764\n", - "16 510.937093\n", - "17 511.589854\n", - "18 512.240968\n", - "19 512.890355\n", - "20 513.537933\n", - "21 514.183621\n", - "22 514.827336\n", - "23 515.468995\n", - "24 516.108515\n", - "25 516.745810\n", - "26 517.380795\n", - "27 518.013384\n", - "28 518.643491\n", - "29 519.271028\n", - "30 519.895908\n", - "31 520.518042\n", - "32 521.137342\n", - "33 521.753718\n", - "34 522.367081\n", - "35 522.977340\n", - "36 523.584404\n", - "37 524.188182\n", - "38 524.788584\n", - "39 525.385516\n", - "40 525.978887\n", - "41 526.568605\n", - "42 527.154577\n", - "43 527.736709\n", - "44 528.314910\n", - "45 528.889085\n", - "46 529.459142\n", - "47 530.024987\n", - "48 530.586526\n", - "49 531.143665\n", - "50 531.696312\n", - "51 532.244373\n", - "52 532.787754\n", - "53 533.326362\n", - "54 533.860104\n", - "55 534.388887\n", - "56 534.912618\n", - "57 535.431204\n", - "58 535.944553\n", - "59 536.452574\n", - "dtype: float64\n", - "211\n", - "79.99764540409303\n", - "Target rate 126.50083719759213\n", - "0 360.546766\n", - "1 360.863888\n", - "2 361.182350\n", - "3 353.995558\n", - "4 354.279840\n", - "5 354.565148\n", - "6 354.851489\n", - "7 355.138872\n", - "8 355.427304\n", - "9 355.716793\n", - "10 356.007347\n", - "11 356.298974\n", - "12 356.591682\n", - "13 356.885478\n", - "14 357.180370\n", - "15 357.476366\n", - "16 357.773473\n", - "17 358.071700\n", - "18 358.371053\n", - "19 358.671540\n", - "20 358.973169\n", - "21 359.275946\n", - "22 359.579880\n", - "23 359.884977\n", - "24 360.191245\n", - "25 360.498690\n", - "26 360.807320\n", - "27 361.117141\n", - "28 361.428160\n", - "29 361.740385\n", - "30 362.053821\n", - "31 362.368474\n", - "32 362.684353\n", - "33 363.001462\n", - "34 363.319808\n", - "35 363.639397\n", - "36 363.960234\n", - "37 364.282327\n", - "38 364.605679\n", - "39 364.930297\n", - "40 365.256186\n", - "41 365.583351\n", - "42 365.911797\n", - "43 366.241529\n", - "44 366.572552\n", - "45 366.904870\n", - "46 367.238487\n", - "47 367.573407\n", - "48 367.909635\n", - "49 368.247174\n", - "50 368.586028\n", - "51 368.926199\n", - "52 369.267692\n", - "53 369.610508\n", - "54 369.954650\n", - "55 370.300121\n", - "56 370.646923\n", - "57 370.995057\n", - "58 371.344526\n", - "59 371.695330\n", - "dtype: float64\n", - "221\n", - "89.40994976814447\n", - "Target rate 0\n", - "0 325.710877\n", - "1 326.053913\n", - "2 326.397280\n", - "3 326.740973\n", - "4 318.374541\n", - "5 318.701032\n", - "6 319.027828\n", - "7 319.354926\n", - "8 319.682324\n", - "9 320.010017\n", - "10 320.338002\n", - "11 320.666277\n", - "12 320.994837\n", - "13 321.323680\n", - "14 321.652801\n", - "15 321.982196\n", - "16 322.311863\n", - "17 322.641797\n", - "18 322.971995\n", - "19 323.302451\n", - "20 323.633163\n", - "21 323.964126\n", - "22 324.295335\n", - "23 324.626787\n", - "24 324.958476\n", - "25 325.290398\n", - "26 325.622549\n", - "27 325.954924\n", - "28 326.287518\n", - "29 326.620325\n", - "30 326.953342\n", - "31 327.286562\n", - "32 327.619981\n", - "33 327.953593\n", - "34 328.287393\n", - "35 328.621376\n", - "36 328.955535\n", - "37 329.289865\n", - "38 329.624360\n", - "39 329.959015\n", - "40 330.293822\n", - "41 330.628777\n", - "42 330.963873\n", - "43 331.299103\n", - "44 331.634460\n", - "45 331.969940\n", - "46 332.305534\n", - "47 332.641236\n", - "48 332.977039\n", - "49 333.312936\n", - "50 333.648920\n", - "51 333.984984\n", - "52 334.321120\n", - "53 334.657321\n", - "54 334.993580\n", - "55 335.329888\n", - "56 335.666239\n", - "57 336.002623\n", - "58 336.339034\n", - "59 336.675462\n", - "dtype: float64\n", - "231\n", - "97.5051447809412\n" + "Starting density: 37.11039854577653%\n", + "Time: 21s\n", + "Density: 37.11%\n", + "Time: 31s\n", + "Density: 37.49%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 41s\n", + "Density: 37.93%\n", + "Time: 51s\n", + "Density: 38.43%\n", + "Time: 61s\n", + "Density: 39.00%\n", + "Time: 71s\n", + "Density: 39.65%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 81s\n", + "Density: 40.39%\n", + "Time: 91s\n", + "Density: 41.26%\n", + "Time: 101s\n", + "Density: 42.31%\n", + "Time: 111s\n", + "Density: 43.61%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 121s\n", + "Density: 45.28%\n", + "Time: 131s\n", + "Density: 47.36%\n", + "Time: 141s\n", + "Density: 49.95%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 151s\n", + "Density: 53.31%\n", + "Time: 161s\n", + "Density: 57.55%\n", + "Time: 171s\n", + "Density: 62.71%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 181s\n", + "Density: 69.17%\n", + "Time: 191s\n", + "Density: 77.51%\n", + "Time: 201s\n", + "Density: 88.71%\n", + "Time: 211s\n", + "Density: 104.54%\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n", + "c:\\Users\\arros\\miniconda3\\envs\\SPS\\Lib\\site-packages\\sklearn\\utils\\validation.py:2749: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", + " warnings.warn(\n" ] }, { @@ -2638,101 +1462,101 @@ " 0\n", " 1.0\n", " 0.000000\n", - " 503.0\n", - " 519.0\n", - " 16.0\n", - " 35.366072\n", + " 501.0\n", + " 541.0\n", + " 22.0\n", + " 37.110399\n", " NaN\n", " \n", " \n", " 1\n", " 21.0\n", - " 105.088751\n", - " 514.0\n", - " 494.0\n", - " 16.0\n", - " 35.366072\n", - " 18.718939\n", + " 99.774472\n", + " 595.0\n", + " 634.0\n", + " 22.0\n", + " 37.110399\n", + " 63.117483\n", " \n", " \n", " 2\n", " 31.0\n", - " 175.177935\n", - " 498.0\n", - " 502.0\n", - " 16.0\n", - " 35.366072\n", - " 73.534734\n", + " 212.452335\n", + " 634.0\n", + " 673.0\n", + " 22.0\n", + " 37.110399\n", + " 27.243071\n", " \n", " \n", " 3\n", " 41.0\n", - " 251.393756\n", - " 533.0\n", - " 564.0\n", - " 16.0\n", - " 35.366072\n", - " 65.038623\n", + " 337.399328\n", + " 673.0\n", + " 712.0\n", + " 22.0\n", + " 37.110399\n", + " 29.458555\n", " \n", " \n", " 4\n", " 51.0\n", - " 349.918033\n", - " 596.0\n", - " 628.0\n", - " 16.0\n", - " 35.366072\n", - " 18.151679\n", + " 475.311209\n", + " 712.0\n", + " 751.0\n", + " 22.0\n", + " 37.110399\n", + " 32.188364\n", " \n", " \n", " 5\n", " 61.0\n", - " 442.758375\n", - " 623.0\n", - " 650.0\n", - " 16.0\n", - " 35.366072\n", - " 8.856271\n", + " 627.412133\n", + " 751.0\n", + " 790.0\n", + " 22.0\n", + " 37.110399\n", + " 35.123225\n", " \n", " \n", " 6\n", " 71.0\n", - " 551.535030\n", - " 678.0\n", - " 706.0\n", - " 16.0\n", - " 35.366072\n", - " 19.724180\n", + " 796.170687\n", + " 790.0\n", + " 829.0\n", + " 22.0\n", + " 37.110399\n", + " 38.295459\n", " \n", " \n", " 7\n", " 81.0\n", - " 662.063410\n", - " 745.0\n", - " 784.0\n", - " 16.0\n", - " 35.366072\n", - " 60.403485\n", + " 986.003234\n", + " 829.0\n", + " 868.0\n", + " 22.0\n", + " 37.110399\n", + " 41.906813\n", " \n", " \n", " 8\n", " 91.0\n", - " 767.987760\n", - " 784.0\n", - " 823.0\n", - " 16.0\n", - " 35.366072\n", - " 73.201920\n", + " 1203.974278\n", + " 868.0\n", + " 907.0\n", + " 22.0\n", + " 37.110399\n", + " 46.208953\n", " \n", " \n", " 9\n", " 101.0\n", - " 879.606312\n", - " 823.0\n", - " 862.0\n", - " 16.0\n", - " 35.366072\n", - " 93.639957\n", + " 1460.118812\n", + " 907.0\n", + " 946.0\n", + " 22.0\n", + " 37.110399\n", + " 51.536822\n", " \n", " \n", "\n", @@ -2740,31 +1564,31 @@ ], "text/plain": [ " seconds TravelRelativeTempCorrected Pyrometer PyrometerShifted Force \\\n", - "0 1.0 0.000000 503.0 519.0 16.0 \n", - "1 21.0 105.088751 514.0 494.0 16.0 \n", - "2 31.0 175.177935 498.0 502.0 16.0 \n", - "3 41.0 251.393756 533.0 564.0 16.0 \n", - "4 51.0 349.918033 596.0 628.0 16.0 \n", - "5 61.0 442.758375 623.0 650.0 16.0 \n", - "6 71.0 551.535030 678.0 706.0 16.0 \n", - "7 81.0 662.063410 745.0 784.0 16.0 \n", - "8 91.0 767.987760 784.0 823.0 16.0 \n", - "9 101.0 879.606312 823.0 862.0 16.0 \n", + "0 1.0 0.000000 501.0 541.0 22.0 \n", + "1 21.0 99.774472 595.0 634.0 22.0 \n", + "2 31.0 212.452335 634.0 673.0 22.0 \n", + "3 41.0 337.399328 673.0 712.0 22.0 \n", + "4 51.0 475.311209 712.0 751.0 22.0 \n", + "5 61.0 627.412133 751.0 790.0 22.0 \n", + "6 71.0 796.170687 790.0 829.0 22.0 \n", + "7 81.0 986.003234 829.0 868.0 22.0 \n", + "8 91.0 1203.974278 868.0 907.0 22.0 \n", + "9 101.0 1460.118812 907.0 946.0 22.0 \n", "\n", " Density STD \n", - "0 35.366072 NaN \n", - "1 35.366072 18.718939 \n", - "2 35.366072 73.534734 \n", - "3 35.366072 65.038623 \n", - "4 35.366072 18.151679 \n", - "5 35.366072 8.856271 \n", - "6 35.366072 19.724180 \n", - "7 35.366072 60.403485 \n", - "8 35.366072 73.201920 \n", - "9 35.366072 93.639957 " + "0 37.110399 NaN \n", + "1 37.110399 63.117483 \n", + "2 37.110399 27.243071 \n", + "3 37.110399 29.458555 \n", + "4 37.110399 32.188364 \n", + "5 37.110399 35.123225 \n", + "6 37.110399 38.295459 \n", + "7 37.110399 41.906813 \n", + "8 37.110399 46.208953 \n", + "9 37.110399 51.536822 " ] }, - "execution_count": 35, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -2779,7 +1603,11 @@ "# ============================================================================\n", "\n", "# Start from first data point of the reference experiment\n", - "initial_state = data['100_1500_50'].head(1)\n", + "virtual_experiment_key = '200_1500_70'\n", + "virtual_experiment_start_density = data[virtual_experiment_key]['Density'].iloc[0]\n", + "print (f'Starting density: {virtual_experiment_start_density}%')\n", + "virtual_experiment_weight = experiments[virtual_experiment_key]['weight']\n", + "initial_state = data[virtual_experiment_key].head(1)\n", "prediction_features = initial_state[['seconds', 'TravelRelativeTempCorrected', 'Pyrometer', \n", " 'PyrometerShifted', 'Force', 'Density']]\n", "prediction_features = prediction_features.reset_index(drop=True)\n", @@ -2826,18 +1654,18 @@ " densification_rates = (travel_predictions - current_travel) / time_step / 1000\n", " \n", " # Update current density based on predicted travel\n", - " current_density = calculate_densityForVirtualExperiment(current_travel, 6.5, 48)\n", + " current_density = calculate_densityForVirtualExperiment(current_travel, virtual_experiment_weight, virtual_experiment_start_density)\n", " \n", " # ========================================================================\n", " # Step 3: Select best temperature option\n", " # ========================================================================\n", " # Calculate target densification rate for current density\n", " target_rate = calculate_TargetDensificationRateValue(current_density)\n", - " print(f'Target rate: {target_rate}')\n", + " #print(f'Target rate: {target_rate}')\n", " \n", " # Find which scenario gives densification rate closest to target\n", " predicted_rates_series = pd.Series(travel_predictions - current_travel)\n", - " print(predicted_rates_series)\n", + " #print(predicted_rates_series)\n", " best_scenario_index = find_closest_index(predicted_rates_series, target_rate)\n", " \n", " # ========================================================================\n", @@ -2879,7 +1707,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -2888,7 +1716,7 @@ "(-20.0, 45.0)" ] }, - "execution_count": 36, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, @@ -2903,7 +1731,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2918,8 +1746,11 @@ "#heating rate\n", "\n", "for key in data.keys():\n", - " ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='gray')\n", - "sc = ax1.plot(newRegime['seconds'], newRegime['PyrometerShifted'] - newRegime['Pyrometer'], color='red') \n", + " if key == virtual_experiment_key:\n", + " ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='green')\n", + " else:\n", + " ax1.plot(data[key]['seconds'], data[key]['PyrometerShifted'] - data[key]['Pyrometer'], color='gray')\n", + "sc = ax1.plot(predicted_regime['seconds'], predicted_regime['PyrometerShifted'] - predicted_regime['Pyrometer'], color='red') \n", "ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n", "ax1.set_xlabel('час в секундах')\n", "ax1.set_ylabel('Швидкість °C/c')\n", @@ -2928,7 +1759,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2937,7 +1768,7 @@ "Text(0, 0.5, 'TravelDelta μm/s')" ] }, - "execution_count": 41, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, @@ -2952,7 +1783,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -2962,7 +1793,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABlkAAAH5CAYAAAAC1Vi2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAA0X9JREFUeJzs3Xd4lGW+xvF70nsogYQSILQgAqGIICiiNBEp0nuRdV0LiuJa1i3ursKx64ptVQi9d6VXEUTpPaGXQEJISCGFtHnPH7OJRkWT8CZvyvdzXbnmZWbyzJ0955Iw9zzPz2YYhiEAAAAAAAAAAAAUipPVAQAAAAAAAAAAAMoiShYAAAAAAAAAAIAioGQBAAAAAAAAAAAoAkoWAAAAAAAAAACAIqBkAQAAAAAAAAAAKAJKFgAAAAAAAAAAgCKgZAEAAAAAAAAAACgCF6sDlAZ2u12XL1+Wr6+vbDab1XEAAAAAAAAAAICFDMPQ9evXVbNmTTk53Xy/CiWLpMuXLys4ONjqGAAAAAAAAAAAoBS5ePGiateufdPHKVkk+fr6SnL8j+Xn52dxGgAAAAAAAAAAYKXk5GQFBwfn9Qc3Q8ki5R0R5ufnR8kCAAAAAAAAAAAk6XdHjDD4HgAAAAAAAAAAoAgoWQAAAAAAAAAAAIqAkgUAAAAAAAAAAKAIKFkAAAAAAAAAAACKgJIFAAAAAAAAAACgCChZAAAAAAAAAAAAioCSBQAAAAAAAAAAoAgoWQAAAAAAAAAAAIqAkgUAAAAAAAAAAKAIKFkAAAAAAAAAAACKgJIFAAAAAAAAAACgCChZAAAAAAAAAAAAioCSBQAAAAAAAAAAoAgoWQAAAAAAAAAAAIqAkgUAAAAAAAAAAKAIKFkAAAAAAAAAAACKwNKS5dVXX5XNZsv3FRQUlPe4YRh69dVXVbNmTXl6eqpz5846evRovjUyMjI0YcIEBQQEyNvbW3369FFUVFRJ/ygAAAAAAAAAAKCCsXwny+23367o6Oi8r8OHD+c99uabb+rdd9/V1KlTtXv3bgUFBalbt266fv163nMmTpyoZcuWaf78+fr222+VkpKihx56SDk5OVb8OAAAAOY7eFAaPFg6f97qJAAAAAAA4CdcLA/g4pJv90ouwzD0/vvv65VXXlH//v0lSTNmzFBgYKDmzp2rxx57TElJSfryyy81a9Ysde3aVZI0e/ZsBQcHa+PGjerRo0eJ/iwAAADF4tlnpS1bpOBg6Z13rE4DAAAAAAD+x/KdLCdPnlTNmjUVEhKioUOH6syZM5Kks2fPKiYmRt27d897rru7u+69917t3LlTkrR3715lZWXle07NmjXVrFmzvOf8moyMDCUnJ+f7AgAAKJXOn3cULJJ04IClUQAAAAAAQH6Wlizt2rXTzJkztW7dOn3++eeKiYlRhw4dFB8fr5iYGElSYGBgvu8JDAzMeywmJkZubm6qXLnyTZ/za6ZMmSJ/f/+8r+DgYJN/MgAAAJPMmvXj9YEDkmFYFgUAAAAAAORnacnSs2dPDRgwQM2bN1fXrl319ddfS3IcC5bLZrPl+x7DMH5x38/93nNefvllJSUl5X1dvHjxFn4KAACAYmIY0syZP/752jUpKsq6PAAAAAAAIB/Ljwv7KW9vbzVv3lwnT57Mm9Py8x0psbGxebtbgoKClJmZqYSEhJs+59e4u7vLz88v3xcAAECp89130smTkre31KCB4z6ODAMAAAAAoNQoVSVLRkaGjh8/rho1aigkJERBQUHasGFD3uOZmZnatm2bOnToIElq06aNXF1d8z0nOjpaR44cyXsOAABAmZW7i2XAACn3dxtKFgAAAAAASg1LS5bnn39e27Zt09mzZ/X9999r4MCBSk5O1pgxY2Sz2TRx4kRNnjxZy5Yt05EjRzR27Fh5eXlp+PDhkiR/f3+NHz9ekyZN0qZNm7R//36NHDky7/gxAACAMuvGDWnBAsf1mDFSy5aO64MHLYsEAAAAAADyc7HyxaOiojRs2DDFxcWpWrVqat++vXbt2qW6detKkl544QWlp6friSeeUEJCgtq1a6f169fL19c3b4333ntPLi4uGjx4sNLT09WlSxeFh4fL2dnZqh8LAADg1q1cKSUmSsHBUufOP97PThYAAAAAAEoNm2EYhtUhrJacnCx/f38lJSUxnwUAAJQOvXpJq1dLf/mL9PrrUny8FBDgeCwpSeJ3FgAAAAAAik1Be4NSNZMFAAAAkmJipHXrHNejRztuq1aVatd2XB86ZE0uAAAAAACQDyULAABAaTN3rpSTI7VvL4WG/nh/7lwWjgwDAAAAAKBUoGQBAAAobWbMcNyOGZP/fkoWAAAAAABKFUoWAACA0uTAAcdxYG5u0pAh+R/LLVkOHizpVAAAAAAA4FdQsgAAAJQmubtY+vSRKlfO/1huyXL4sJSdXaKxAAAAAADAL1GyAAAAlBZZWdKcOY7rnx8VJkkhIZKPj5SRIUVGlmw2AAAAAADwC5QsAAAApcW6ddLVq1L16lKPHr983MlJCgtzXDOXBQAAAAAAy1GyAAAAlBa5R4WNGCG5uv76c3KPDKNkAQAAAADAcpQsAAAApcG1a9LKlY7rXzsqLBclCwAAAAAApQYlCwAAQGmwYIGUmSm1aPHjkWC/JrdkOXhQMowSiQYAAAAAAH4dJQsAAEBpkHtU2G/tYpGk22+XnJ0ds1uio4s/FwAAAAAAuClKFgAAAKtFRkrff+8oT0aM+O3nenpKoaGOa44MAwAAAADAUpQsAAAAVps503H7wANSYODvP5+5LAAAAAAAlAqULAAAAFay26VZsxzXv3dUWC5KFgAAAAAASgVKFgAAACtt2SJdvChVqiT17l2w76FkAQAAAACgVKBkAQAAsFLuwPshQyQPj4J9T1iY4/bUKSklpXhyAQAAAACA30XJAgAAYJWUFGnJEsd1QY8Kk6Tq1aWaNSXDkA4fLp5sAAAAAADgd1GyAAAAWGXJEiktTWrUSGrfvnDfy5FhAAAAAABYjpIFAADAKrlHhY0ZI9lshfve3CPDKFkAAAAAALAMJQsAAIAVzp93DL2XpJEjC//97GQBAAAAAMBylCwAAABWmDXLcXvffVLduoX//tyS5fBhKSfHtFgAAAAAAKDgKFkAAABKmmFIM2c6rgsz8P6nGjSQvL2l9HTp5EnzsgEAAAAAgAKjZAEAAChpu3Y5ihFvb2nAgKKt4ewstWjhuObIMAAAAAAALEHJAgAAUNJyB94PGCD5+BR9HeayAAAAAABgKUoWAACAknTjhrRggeN69OhbWysszHFLyQIAAAAAgCUoWQAAAErSqlVSYqIUHOwYen8r2MkCAAAAAIClKFkAAABKUu5RYaNGSU63+KtY8+aONa5ckWJibj0bAAAAAAAoFEoWAACAknLlirR2reP6Vo8KkyQvL6lxY8f1wYO3vh4AAAAAACgUShYAAICSMmeOlJMjtW8vhYaasyZHhgEAAAAAYBlKFgAAgJKSe1SYGbtYclGyAAAAAABgGUoWAACAknDwoHTokOTmJg0ZYt66YWGOW0oWAAAAAABKHCULAABAScjdxdKnj1Slinnr5u5kiYyUUlPNWxcAAAAAAPwuShYAAIDilpXlmMciSWPGmLt2UJAUGCgZhnTkiLlrAwAAAACA30TJAgAAUNzWrZNiY6Xq1aUePcxfP3c3y8GD5q8NAAAAAABuipIFAACguOUeFTZ8uOTqav76uSULc1kAAAAAAChRlCwAAADFKSFBWrnScW32UWG5KFkAAAAAALAEJQsAAEBxWrBAysyUWrT4sQwxW1iY4/bQISknp3heAwAAAAAA/AIlCwAAQHHKPSqsuHaxSFLjxpKnp5SaKp0+XXyvAwAAAAAA8qFkAQAAKC6RkdKuXZKzs2MeS3FxdpaaN3dcc2QYAAAAAAAlhpIFAACguMyc6bjt0UMKCire18o9iuzgweJ9HQAAAAAAkIeSBQAAoDjY7dKsWY7r4jwqLFduycJOFgAAAAAASgwlCwAAQHHYulW6eFGqVEnq06f4X4+SBQAAAACAEkfJAgAAUBxyB94PGSJ5eBT/6zVvLtls0uXLUmxs8b8eAAAAAACgZAEAADBdSoq0ZInjuiSOCpMkHx+pYUPHNXNZAAAAAAAoEZQsAAAAZluyREpNlRo1ktq3L7nX5cgwAAAAAABKFCULAACA2WbOdNyOHu04wquk5JYs7GQBAAAAAKBEULIAAACY6cIFacsWx/WoUSX72uxkAQAAAACgRFGyAAAAmGnWLMkwpPvuk+rWLdnXzi1ZIiKk9PSSfW0AAAAAACogShYAAACzGIY0Y4bjuqQG3v9UjRpSQICUkyMdPVryrw8AAAAAQAVDyQIAAGCWXbukkyclLy+pf/+Sf32bjSPDAAAAAAAoQZQsAAAAZskdeD9ggOTra00GShYAAAAAAEoMJQsAAIAZbtyQ5s93XFtxVFiu3JLl4EHrMgAAAAAAUEFQsgAAAJhh1SopMVEKDnYMvbfKT0sWu926HAAAAAAAVACULAAAALcqJkZ65RXH9ahRkpOFv2KFhkru7tL169LZs9blAAAAAACgAqBkAQAAuBXXrknduzsG3tetKz39tLV5XFykZs0c18xlAQAAAACgWFGyAAAAFFVysvTAA9Lhw1KNGtKmTVJgoNWpfjwyjJIFAAAAAIBiRckCAABQFGlpUu/e0u7dUtWq0saNUoMGVqdyoGQBAAAAAKBEULIAAAAUVkaGNGCA9M03kp+ftH691LSp1al+lFuyHDxoaQwAAAAAAMo7ShYAAIDCyM6Whg+X1q6VvLyk1aul1q2tTpVfixaO24sXpfh4a7MAAAAAAFCOUbIAAAAUlN0ujR8vLV0qublJK1ZIHTtaneqX/Px+PLqM3SwAAAAAABQbShYAAICCMAxpwgRp5kzJ2VlauFDq2tXqVDcXFua4ZS4LAAAAAADFhpIFAADg9xiG9PLL0scfSzabNGuW1Lev1al+W+5cFkoWAAAAAACKDSULAADA75k8WXrjDcf1Z59Jw4ZZm6cgKFkAAAAAACh2lCwAAAC/5YMPpL/+1XH97rvSo49am6egckuW48eljAxLowAAAAAAUF5RsgAAANzMtGnSxImO63/+U3r2WUvjFErt2lKVKlJ2tnTsmNVpAAAAAAAolyhZAAAAfs2CBdIf/uC4fv556W9/szZPYdlsHBkGAAAAAEAxo2QBAAD4uVWrpJEjHQPvH3tMevNNR2lR1oSFOW4pWQAAAAAAKBaULAAAAD+1aZM0aJDjmK0RI6SPPy6bBYvEThYAAAAAAIoZJQsAAECu776T+vZ1DIrv108KD5ecyvCvS7kly8GDjl05AAAAAADAVGX4XQMAAAAT7d8v9ewppaZK3btL8+dLLi5Wp7o1TZpIbm5SUpJ0/rzVaQAAAAAAKHcoWQAAAI4fdxQrSUnS3XdLy5ZJ7u5Wp7p1bm7S7bc7rjkyDAAAAAAA01GyAACAiu3MGalrVykuTmrTRvrqK8nLy+pU5mEuCwAAAAAAxYaSBQAAVFyXLjkKlsuXHTs+1q2T/P2tTmUuShYAAAAAAIpNqSlZpkyZIpvNpokTJ+bdZxiGXn31VdWsWVOenp7q3Lmzjh49mu/7MjIyNGHCBAUEBMjb21t9+vRRVFRUCacHAABlTmyso2A5e1Zq2FDasEGqWtXqVOYLC3PcUrIAAAAAAGC6UlGy7N69W//973/VokWLfPe/+eabevfddzV16lTt3r1bQUFB6tatm65fv573nIkTJ2rZsmWaP3++vv32W6WkpOihhx5STk5OSf8YAACgrEhMlHr0kCIipOBgaeNGqUYNq1MVj9yS5fx5KSHB2iwAAAAAAJQzlpcsKSkpGjFihD7//HNVrlw5737DMPT+++/rlVdeUf/+/dWsWTPNmDFDaWlpmjt3riQpKSlJX375pd555x117dpVrVq10uzZs3X48GFt3Ljxpq+ZkZGh5OTkfF8AAKCCSEmRevZ07OwIDHQULHXrWp2q+FSqJNWr57g+dMjKJAAAAAAAlDuWlyxPPvmkevXqpa5du+a7/+zZs4qJiVH37t3z7nN3d9e9996rnTt3SpL27t2rrKysfM+pWbOmmjVrlvecXzNlyhT5+/vnfQUHB5v8UwEAgFLpxg2pb19p1y6pcmXHEWGNG1udqvgxlwUAAAAAgGJhackyf/587du3T1OmTPnFYzExMZKkwMDAfPcHBgbmPRYTEyM3N7d8O2B+/pxf8/LLLyspKSnv6+LFi7f6owAAgLLgySelzZslHx9p7VqpeXOrE5UMShYAAAAAAIqFi1UvfPHiRT3zzDNav369PDw8bvo8m82W78+GYfzivp/7vee4u7vL3d29cIEBAEDZdu2aNGuW43rpUunOO63NU5IoWQAAAAAAKBaW7WTZu3evYmNj1aZNG7m4uMjFxUXbtm3Tf/7zH7m4uOTtYPn5jpTY2Ni8x4KCgpSZmamEnw1x/elzAAAAJEmLFklZWVKLFlK3blanKVlhYY7bo0elzExrswAAAAAAUI5YVrJ06dJFhw8f1oEDB/K+7rjjDo0YMUIHDhxQ/fr1FRQUpA0bNuR9T2ZmprZt26YOHTpIktq0aSNXV9d8z4mOjtaRI0fyngMAACDpx10so0ZZm8MKdetK/v6Okun4cavTAAAAAABQblh2XJivr6+aNWuW7z5vb29VrVo17/6JEydq8uTJatSokRo1aqTJkyfLy8tLw4cPlyT5+/tr/PjxmjRpkqpWraoqVaro+eefV/PmzdW1a9cS/5kAAEApdeaMtGOHZLNJw4ZZnabk2WyOI8O2bZMOHvxxZwsAAAAAALgllpUsBfHCCy8oPT1dTzzxhBISEtSuXTutX79evr6+ec9577335OLiosGDBys9PV1dunRReHi4nJ2dLUwOAABKlTlzHLdduki1almbxSq5JcuBA9Lo0VanAQAAAACgXLAZhmFYHcJqycnJ8vf3V1JSkvz8/KyOAwAAzGQYUpMm0okTUni4NGaM1YmsER4ujRsn3XeftHmz1WkAAAAAACjVCtobWDaTBQAAoETs3u0oWDw9pf79rU5jnZYtHbcHDjiKJwAAAAAAcMsoWQAAQPk2e7bjtl8/6SdHjlY4t90mubhICQnSxYtWpwEAAAAAoFygZAEAAOVXVpY0f77jetQoa7NYzd1datrUcX3ggKVRAAAAAAAoLyhZAABA+bV+vXT1qlS9utStm9VprJd7ZNjBg5bGAAAAAACgvKBkAQAA5desWY7bYcMcR2VVdD+dywIAAAAAAG4ZJQsAACifkpKkFSsc1xX9qLBclCwAAAAAAJiKkgUAAJRPS5dKN25ITZpIrVtbnaZ0CAtz3J454yihAAAAAADALaFkAQAApcoX+77QhNUTlGPPubWFco8KGzVKstluPVh5UKWKFBzsuD50yNosAAAAAACUA5QsAACg1LiQdEGPf/24pu6eqp0XdxZ9oYsXpa1bHdfDh5uSrdzgyDAAAAAAAExDyQIAAEqNd797V9n2bElSRFxE0ReaO1cyDKlTJ6lePXPClRe5JcvBg5bGAAAAAACgPKBkAQAApUJ8Wrw+3/d53p8j4yOLtpBh/HhU2MiRJiQrZ9jJAgAAAACAaShZAABAqfDR7o+UlpWW9+cilywHD0pHj0ru7tKgQSalK0dyS5YjR6SsLEujAAAAAABQ1lGyAAAAy6VlpenDHz6UJD3a+lFJUmRcEUuW2bMdt717S5UqmZCunKlXT/LzkzIypMgi/m8MAAAAAAAkUbIAAIBSYNr+aYpLi1NIpRC9cs8rkqQzCWeUmZNZuIVychzzWCSOCrsZJyepRQvHNUeGAQAAAABwSyhZAACApbLt2Xrnu3ckSc93eF51/OvI29VbOUaOziScKdximzdL0dFSlSpSz57FkLacYC4LAAAAAACmoGQBAACWWnh0oc4lnlM1r2oa13KcbDabGldtLKkIR4blDrwfMkRyczM5aTmSW7IcPGhpDAAAAAAAyjpKFgAAYBnDMPTmjjclSU+3e1qerp6SpNCAUElSZHwhSpbUVGnpUsf1qFGm5ix3frqTxTCsTAIAAAAAQJlGyQIAACyz7vQ6HbxyUN6u3nqi7RN594dW/V/JUpidLMuXO4qWBg2k9u1NTlrO3H675OwsxcVJly9bnQYAAAAAgDKLkgUAAFjmjR1vSJL+2OaPquJZJe/+vJKlMDtZZs923I4cKdlspmUslzw8pNtuc1wzlwUAAAAAgCKjZAEAAJb44dIP2npuq1ycXPRs+2fzPVbo48JiYqT16x3XI0aYGbP8Cgtz3FKyAAAAAABQZJQsAADAErm7WEY0H6Fg/+B8j+UOvo9Li9O19Gu/v9j8+ZLd7jgmrFEj07OWSz+dywIAAAAAAIqEkgUAAJS4yLhILTu+TJL0QscXfvG4j5uPavvVznvu75o1y3HLwPuCyy1ZDh60NAYAAAAAAGUZJQsAAChxb+98W4YM9W7cW02rNf3V5xR4LsuxY9K+fZKLizR4sNlRy6/c48JOnZKuX7c2CwAAAAAAZRQlCwAAKFHR16M189BMSdKLHV+86fPySpbf28mSO/D+wQelgABTMlYI1apJtWpJhiEdPmx1GgAAAAAAyiRKFgAAUKLe3/W+MnMy1TG4ozrW6XjT54UGFGAni90uzZnjuB450syYFQNzWQAAAAAAuCWULAAAoMQk3UjSp3s/lfTbu1ikAh4Xtn27dOGC5Ocn9e5tWs4KI/fIMEoWAAAAAACKhJIFAACUmM/2fqbkjGQ1rdZUvRr3+s3n5u5kOXXtlHLsOb/+pNyB94MGSR4eZkatGNjJAgAAAADALaFkAQAAJSIjO0Pv73pfkvRChxfkZPvtX0Pq+NeRh4uHMnMydS7x3C+fcOOGtGiR43rUKHPDVhS5Jcvhw1J2tqVRAAAAAAAoiyhZAABAiZh1aJaiU6JV26+2hjUf9rvPd7I5qVGVRpJucmTYqlVScrJUp450zz1mx60YGjSQvL0dhdXJk1anAQAAAACgzKFkAQAAxS7HnqO3dr4lSXqu/XNyc3Yr0PflHhkWGfcrJcvs2Y7bESMkJ36lKRInJ+ayAAAAAABwC3hHAgAAFLsVkSt0Iv6EKnlU0h9a/6HA3xda9X8ly893ssTFSatXO65HjjQrZsWUe2TYhg2WxgAAAAAAoCyiZAEAAMXKMAy9seMNSdKTbZ+Ur7tvgb/3piXLwoWOGSKtW0tNm5qWtULq399xO326tHixtVkAAAAAAChjKFkAAECx2nZ+m3649IM8XDz0dLunC/W9Nz0ubNYsxy0D729dly7SCy84rseNkyIirM0DAAAAAEAZQskCAACKVe4ulnEtx6m6d/VCfW/uTpbolGglZyQ77jx1Stq1yzFPZOhQU7NWWK+/LnXuLKWkSAMGOG4BAAAAAMDvomQBAADF5mDMQa09tVZONic93+H5Qn+/v4e/Ar0DJUkn4k847swdeN+9uxQUZFbUis3FRZo/X6pRQzp2TPrjHyXDsDoVAAAAAAClHiULAAAoNm/ufFOSNKjpINWvXL9Ia+Q7MswwfixZGHhvrsBAadEiR+Eyb540darViQAAAAAAKPUoWQAAQLE4l3hOC44skCS92PHFIq+Te2RYZHyk45iw06clb2+pXz8zYuKnOnaU3nrLcf3cc9J331mbBwAAAACAUo6SBQAAFIt3dr6jHCNH3ep3U6sarYq8Tr6SJXfgff/+jqIF5nvmGWnwYCk7Wxo0SIqNtToRAAAAAAClFiULAAAw3dXUq/py/5eSbm0Xi/ST48KuRkgLHDtjNGrULa2J32CzSV98ITVpIl26JA0b5ihcAAAAAADAL1CyAAAA0039YarSs9PVpkYb3R9y/y2tlbuT5cTVCNkTrjmGs99/a2vid/j6SkuXOnYLbd4s/f3vVicCAAAAAKBUomQBAACmSs1M1dTdjqHpL3Z8UTab7ZbWC6kcIlcnV6UbmYrykzR8uOTsbEJS/KbbbpO+dOxG0pQp0sqV1uYBAAAAAKAUomQBAACm+mLfF7qWfk0NqzRU/9v63/J6Lk4uauAfIkmKrCqOCitJQ4Y4ZrRI0ujR0qlT1uYBAAAAAKCUoWQBAACmycrJ0ru73pUkPX/X83J2MmfHSWi6lyQpsnkNqUULU9ZEAb35ptShg5SUJA0YIKWlWZ0IAAAAAIBSg5IFAACYZv6R+bqQdEGB3oEa03KMaeuGRsZJkiLvCHEMZkfJcXOTFi6UqleXDh2SnnhCMgyrUwEAAAAAUCpQsgAAAFMYhqE3d74pSXqm3TPycPEwZ+Hz5xV6IEqSFBnILBZL1KolzZ8vOTlJM2ZIn39udSIAAAAAAEoFShYAAGCK1SdX60jsEfm6+erxto+bt/CcOQp1bGRRZOp589ZF4dx3nzR5suN6wgRpzx5r8wAAAAAAUApQsgAAAFO8seMNSdJjbR5TJY9K5ixqGNKsWQqNd/zxQtIFpWUxE8QyL7wg9e0rZWZKAwdK8fFWJwIAAAAAwFKULAAA4JZ9d/E7bb+wXa5OrprYfqJ5C+/bJ0VEKMDuoSoelSVJJ+NPmrc+CsdmcxwX1rChdP68NHKklJNjdSoAAAAAACxDyQIAAG5Z7i6WUS1GqZZfLfMWnj3bcduvn0IDmkiSIuMjzVsfhefvLy1ZInl6SmvXSq+9ZnUiAAAAAAAsQ8kCAABuyfGrx7UicoVssunPHf9s3sLZ2dK8eY7rkSMVGhAqSYqMo2SxXIsW0qefOq7/+U9H2QIAAAAAQAVEyQIAAG7JWzvfkiT1bdJXTf6328QUGzdKV65I1apJ3bsrtOr/ShZ2spQOo0dLjz3mmJszYoR07pzViQAAAAAAKHGULAAAoMiikqM0+5DjSK8XO75o7uKzZjluhw6VXF0pWUqjDz6Q7rhDunZNGjhQunHD6kQAAAAAAJQoShYAAFBk7+96X1n2LHWq20nta7c3b+Hr16VlyxzXo0ZJUr7jwgzDMO+1UHTu7tLixVKVKtLevdLEiVYnAgAAAACgRFGyAACAIklIT9Bnez+TVAy7WJYtk9LTpcaNHTslJDWo3EBONiddz7yu6JRoc18PRVe3rjR3rmSzSZ99Js2YYXUiAAAAAABKDCULAAAokk/2fKKUzBQ1q95MPRv2NHfx3KPCRo1yvHkvyd3FXSGVQiQ5drOgFOnRQ3r1Vcf1n/4kHTxoaRwAAAAAAEoKJQsAACi09Kx0ffD9B5KkFzq8INv/ihBTXL4sbdrkuB4xIt9DeUeGMZel9PnrX6WePR1zWQYMkBITrU4EAAAAAECxo2QBAACFNuPgDMWmxqqOfx0NbTbU3MXnzpUMQ7r7bikkJN9DoVV/nMuCUsbJybEDqW5d6fRpacwYyW63OhUAAAAAAMWKkgUAABRKZk6m3tr5liTpufbPydXZ1bzFs7OladMc1/8beP9TeSULO1lKp6pVpcWLJTc3aeVK6c03rU4EAAAAAECxomQBAACF8u537+pMwhkFegfqD63/YO7in3wiHT8uVakiDR78i4c5LqwMuOMOaepUx/Urr0ibN1ubBwAAAACAYkTJAgAACuxi0kX9+5t/S5Le6vaWvN28zVv8yhXpb39zXE+eLFWq9Iun5O5kOZd4ThnZGea9Nsz1hz9IY8c6jgsbOlS6dMnqRAAAAAAAFAtKFgAAUGDPrX9OaVlpurvO3RrZYqS5i7/4opSUJLVp43iT/lcE+QTJ181XdsOuU9dOmfv6MI/NJn30kRQWJl29Kg0a5DgKDgAAAACAcqbQJcvFixcVFRWV9+cffvhBEydO1H//+19TgwEAgNJlw+kNWnxssZxtzvrowY9ks9nMW3znTmnGDMf1Rx9Jzs6/+jSbzcaRYWWFl5e0ZIkUGCiNG3fT/5sCAAAAAFCWFbpkGT58uLZs2SJJiomJUbdu3fTDDz/oL3/5i/71r3+ZHhAAAFgvIztDT615SpL01J1PqUVgC/MWz86WnnzScf2HP0jt2v3m05sENJEkRcZRspR6DRpIp09Ljz7q2N0CAAAAAEA5U+iS5ciRI7rzzjslSQsXLlSzZs20c+dOzZ07V+Hh4WbnAwAApcB7u97TifgTCvQO1D87/9PcxT/9VDpwQKpcWZoy5XefnjuXhZ0sZYS3iXN7AAAAAAAoZQpdsmRlZcnd3V2StHHjRvXp00eS1KRJE0VHR5ubDgAAWO5C0oV8w+79PfzNWzw2VvrrXx3Xr78uBQT87rdQsgAAAAAAgNKi0CXL7bffrk8//VTbt2/Xhg0b9MADD0iSLl++rKpVq5oeEAAAWOu5dcU47P6llxzD7lu3lv74xwJ9S95MlrhIGYZhbh4AAAAAAIBCKHTJ8sYbb+izzz5T586dNWzYMIWFhUmSVq5cmXeMGAAAKB/Wn16vJceXFM+w++++k6ZPd1z/xrD7n2tUpZFssinhRoLi0uLMywMAAAAAAFBILgV9YkpKinx8fNS5c2fFxcUpOTlZlStXznv8j3/8o7y8vIolJAAAKHkZ2RmasGaCpGIYdp+T8+Ow+0cekdq3L/C3erp6qo5/HZ1POq/I+EhV865mXi4AAAAAAIBCKPBOloCAAPXs2VOffPKJrly5kq9gkaR69eqpevXqpgcEAADWePe7d4tv2P1nn0n790uVKkn/93+F/vafHhkGAAAAAABglQKXLJGRkXrwwQe1ZMkShYSEqG3btvr3v/+tQ4cOFWc+AABggQtJF/Ta9tckSW93f9vcYfdXr0qvvOK4fu01qVrhd6KEVv1fyRJPyQIAAAAAAKxT4JKlbt26mjBhgjZu3KjY2Fg999xzOnr0qDp16qSQkBA988wz2rx5s3JycoozLwAAKAG5w+7vqXOPRjQfYe7iL78sJSZKrVpJf/pTkZagZAEAAAAAAKVBoQffS5K/v7+GDRum+fPnKy4uTp999pnsdrvGjRunatWqac6cOWbnBAAAJaRYh93v2iV9+aXjuhDD7n+O48IAAAAAAEBpUKSS5adcXFzUvXt3ffjhhzp//rw2bdqkxo0bF+h7P/nkE7Vo0UJ+fn7y8/PTXXfdpTVr1uQ9bhiGXn31VdWsWVOenp7q3Lmzjh49mm+NjIwMTZgwQQEBAfL29lafPn0UFRV1qz8WAAAV0k+H3U+4c4KaBzY3b/GfDrsfO1a6664iL5W7k+V0wmll5WSZEA4AAAAAAKDwXIryTTdu3NChQ4cUGxsru92ed7/NZlPv3r0LvE7t2rX1f//3f2rYsKEkacaMGerbt6/279+v22+/XW+++abeffddhYeHq3HjxnrttdfUrVs3RUZGytfXV5I0ceJErVq1SvPnz1fVqlU1adIkPfTQQ9q7d6+ci/jpWAAAKqrcYfdBPkF6tfOr5i7++efSvn2Sv7/0xhu3tFQtv1rycvVSWlaaziaeVeOqBfuABwAAAAAAgJlshmEYhfmGtWvXavTo0YqLi/vlYjbbLc9kqVKlit566y098sgjqlmzpiZOnKgXX3xRkmPXSmBgoN544w099thjSkpKUrVq1TRr1iwNGTJEknT58mUFBwdr9erV6tGjR4FeMzk5Wf7+/kpKSpKfn98t5QcAoKy6kHRBTaY2UXp2umY9PEsjW4w0b/G4OKlxYykhQfrwQ+mpp255yVaftdKBmANaOXSleocW/EMeAAAAAAAAv6egvUGhjwt76qmnNGjQIEVHR8tut+f7upWCJScnR/Pnz1dqaqruuusunT17VjExMerevXvec9zd3XXvvfdq586dkqS9e/cqKysr33Nq1qypZs2a5T3n12RkZCg5OTnfFwAAFd1z655TenZ68Q27T0iQwsKKPOz+53KPDIuMZy4LAAAAAACwRqFLltjYWD333HMKDAw0JcDhw4fl4+Mjd3d3/elPf9KyZcvUtGlTxcTESNIvXicwMDDvsZiYGLm5ualy5co3fc6vmTJlivz9/fO+goODTflZAAAoq9adWld8w+5/+CH/sHuXIp1W+gt5JUscJQsAAAAAALBGod/lGDhwoLZu3aoGDRqYEiA0NFQHDhxQYmKilixZojFjxmjbtm15j//8TR7DMH73jZ/fe87LL7+s5557Lu/PycnJFC0AgArrp8Pun273dPEMuzcMafRoqWNH05YODWAnCwBrGIahqKgoRUREKCYmRjVq1FCDBg1Up04d5kICAAAAFUyhS5apU6dq0KBB2r59u5o3by5XV9d8jz/99NOFWs/NzS1v8P0dd9yh3bt364MPPsibw5L7j5ZcsbGxebtbgoKClJmZqYSEhHy7WWJjY9WhQ4ebvqa7u7vc3d0LlRMAgPLqne/e0clrJ4tn2P0XX0h79kh+ftKbb5q6NMeFAShJOTk5Onv2rCIiIhQZGamUlJS8x86cOaMdO3bIzc1N9erVU4MGDdSwYUNVqVLFwsQAAAAASkKhS5a5c+dq3bp18vT01NatW/PtGLHZbIUuWX7OMAxlZGQoJCREQUFB2rBhg1q1aiVJyszM1LZt2/TGG29Iktq0aSNXV1dt2LBBgwcPliRFR0fryJEjetPkN3IAACiPLiRd0GvfvCZJervb2/Jzv/kgt0KLj5f+8hfH9b//LZl01GiuxlUbS5JiU2OVeCNRlTwqmbo+AGRkZOjUqVOKiIjQyZMnlZGRkfeYm5ubGjdurODgYF26dEmnT59WamqqTpw4oRMnTkiSKleunFe41KtXjw96AQAAAOVQoUuWv/71r/rXv/6ll156SU5OhR7pks9f/vIX9ezZU8HBwbp+/brmz5+vrVu3au3atbLZbJo4caImT56sRo0aqVGjRpo8ebK8vLw0fPhwSZK/v7/Gjx+vSZMmqWrVqqpSpYqef/55NW/eXF27dr2lbAAAVATPrntW6dnp6lS3k4Y3H27u4n/5i3TtmtSihfTEE+auLcnX3Vc1fWvq8vXLioyLVLva7Ux/DQAVT2pqqiIjIxUREaEzZ84oJycn7zFvb2+FhobqtttuU7169eTykxlThmEoJiZGp0+f1unTp3XhwgUlJCRoz5492rNnj5ycnFSnTh01aNBADRo0UFBQkLnzrwAAAABYotAlS2ZmpoYMGXLLBYskXblyRaNGjVJ0dLT8/f3VokULrV27Vt26dZMkvfDCC0pPT9cTTzyhhIQEtWvXTuvXr5evr2/eGu+9955cXFw0ePBgpaenq0uXLgoPD+csZAAAfse6U+u09PjS4hl2v3u39PnnjuupU00bdv9zoVVDHSVLPCULgKJLSEhQRESEIiIidPHiRRmGkfdYlSpV1KRJEzVp0kS1a9e+6X8rbTabatSooRo1aujuu+9WRkaGzp07p1OnTun06dNKSEjQuXPndO7cOW3atEne3t55hUuDBg3k7e1dUj8uAAAAABPZjJ/+C6IAnn32WVWrVk1/yT3+oxxITk6Wv7+/kpKS5Odn4jEpAACUUhnZGWr+SXOdvHZSz7Z/Vu/2eNe8xe12qX17R9EyapQ0c6Z5a//M4189rk/3fqq/3P0Xvd7l9WJ7HQDli2EYunLlSl6xcuXKlXyP16hRI69YqVatmikl9LVr1/IKl7NnzyorK+sXr5l7tFjt2rX50BgAAABgsYL2BoX+WGlOTo7efPNNrVu3Ti1atPjF4Pt33zXxTRoAAFAsinXY/ZdfOgqWYhh2/3OhAaGSpMj4yGJ9HQDF69ixYzp48KBcXV3l5uYmd3f3vNvcr5/++afXzs7OBSpB7Ha7Ll68mFesJCYm5j1ms9lUt27dvGLF39/f9J+xSpUquvPOO3XnnXcqOztbFy9e1OnTp3Xq1ClduXJF0dHRio6O1rfffis3NzeFhISoYcOGat68ObNcAAAAgFKs0CXL4cOH8wbRHzlyxPRAAACgeJ1PPF+8w+5fftlx/c9/SkFB5q39K0KrUrIAZV1SUpKWL1/+i50dBeXk5HTTEib3NiMjQydOnFBaWlre97m4uKhBgwZq0qSJGjduLC8vL7N+pN/l4uKikJAQhYSEqGvXrkpJSckrXM6cOaO0tDRFRkYqMjJSO3fu1MMPP6zg4OASywcAAACg4ApdsmzZsqU4cgAAgBLy3Prnim/Y/SuvOIqWZs2kp54yd+1fkbuT5WT8SeXYc+TsxPE6QFmzfv16ZWVlqVatWmrevLkyMjKUkZGhzMxMZWZm5v05977c69xSxm63Kz09Xenp6b/7Wh4eHgoNDVVoaKgaNGggNze34v7xCsTHx0dhYWEKCwuTYRiKjo7WqVOntG/fPiUkJGj69Onq1KmTOnXqZMpsTAAAAADmMW0K7YULF/Tmm29q6tSpZi0JAABMtvbU2uIbdr9nj/Tf/zquP/qo2Ibd/1Rd/7pyd3ZXRk6GLiRdUEjlkGJ/TQDmOXPmjI4dOyabzabevXsrMDCwwN9rt9t/UcTc7FqSGjRooDp16pT6WSc2m001a9ZUzZo1deedd2r16tU6fPiwtm3bptOnT6t///6qXLmy1TEBAAAA/E+h3/247777fvUNmdwzhClZAAAonTKyMzRhzQRJ0jPtnlGz6s3MW9xud+xcMQxpxAipUyfz1v4Nzk7OaliloY5eParI+EhKFqAMycnJ0Zo1ayRJbdu2LVTBIjmOCfPw8JCHh0dxxCsVPDw81L9/fzVq1Ehff/21oqKi9Omnn+rBBx9UixYtzC3KAQAAABRJoUuWli1b5vtzTk6Ozpw5o1OnTik8PNykWAAAwGzvfPeOTl07pSCfIP2j8z/MXXz6dOn77yVfX+mtt8xd+3eEBoQ6Spa4SD3Q8IESfW0ARbdr1y7FxcXJ29tb9913n9VxSrXmzZsrODhYy5Yt04ULF7R8+XKdPHlSvXr1kqenp9XxAAAAgAqt0CXLe++996v3f/HFF5o6dapGjBhxy6EAAIC5fjrs/p3u75g77P7aNenFFx3Xr74q1ahh3toFEFrVMZclMj6yRF8XQNElJydr27ZtkqSuXbuW690oZqlUqZLGjBmjHTt2aOvWrTp69KguXryofv36KSSEXXwAAACAVUybmtilSxcdOHDArOUAAICJnl33rNKz03Vv3Xs1rNkwcxf/618dw+5vv12aMMHctQuAkgUoezZs2KCsrCwFBwcrLCzM6jhlhpOTk+655x498sgjqlKlipKTkzVz5kxt2LBBOTk5VscDAAAAKiTTSpbNmzezzR8AgFJo7am1WhaxTM42Z019cKq5Z/jv3St9+qnj+qOPJFdX89YuoNCA/5UscZQsQFlw9uxZHTlyRDabTT179mSuSBHUqlVLjz32mFq1aiVJ2rlzp7788kvFxcVZnAwAAACoeAp9XFj//v1/cV9MTIx++OEH3XffffkeX7p06a2lAwAAt6TYh90/+aRj2P2wYdK995q3diHk7mS5dP2SUjJT5OPmY0kOAL/vp8Pu27RpoxolfLxgeeLm5qY+ffqoUaNGWrVqlaKjo/XZZ5+pR48eatOmDeUVAAAAUEIKXbL4+/v/6n2hoaGmBAIAAOZ5e+fbOnXtlGr41DB/2H14uGPYvY+P9Pbb5q5dCJU9K6uaVzVdTbuqE/En1LpGa8uyAPhtP/zwg65evSovLy/df//9VscpF2677TbVrl1by5cv15kzZ/T111/r5MmT6tOnj7y9va2OBwAAAJR7hS5Zpk+fXhw5AACAyc4nntfr21+XJL3d/W1zh90nJOQfdl+zpnlrF0FoQKiuXriqyLhIShaglLp+/bq2bt0qyTHP0dPT09pA5Yivr69Gjhyp77//Xhs3btSJEyf0ySefqG/fvmrUqJHV8QAAAIByzbSZLAAAoHQp1mH3f/ubFBcnNW0qPf20uWsXQe6RYZHxzGUBSquNGzcqMzNTtWrVypslAvPYbDa1b99ejz76qKpVq6bU1FTNnTtXa9asUVZWltXxAAAAgHKLkgUAgHIo/EB43rD7jx78yNyz+detcwy5l6SpUy0Zdv9zlCxA6Xb+/HkdOnRIkvTggw8yL6QYBQYG6tFHH9Wdd94pyXFE2+eff66YmBiLkwEAAADlEyULAADlzJHYI3ri6yckSf/s/E/dXv128xa/fFkaNcpx/ac/SffdZ97atyA04H8lSxwlC1Da2O12rV69WpJj2H1Ni48XrAhcXV3Vs2dPjRgxQt7e3rp69aq++OILfffddzIMw+p4AAAAQLlCyQIAQDmSkpmiQYsGKT07XT0a9NDL97xs3uI5OdKIEdLVq1JYmPTee+atfYtyd7KciD/BG4hAKbN7927FxsbK09OTYfclrGHDhnr88ccVGhqqnJwcrV+/XrNnz9b169etjgYAAACUG5QsAACUE4Zh6PGvH1dEXIRq+dbSrIdnyclm4l/1//qXtHWr5O0tLVwoeXiYt/Ytql+5vlycXJSalapL1y9ZHQfA/6SkpGjLli2SHMPuvby8LE5U8Xh7e2vIkCHq1auXXFxcdObMGX3yySc6fvy41dEAAACAcsGlKN8UFRWllStX6sKFC8rMzMz32LvvvmtKMAAAUDhf7v9Ssw/NlrPNWfMHzlc172rmLb5pk/TvfzuuP/tMatzYvLVN4OrsqvqV6+tE/AlFxkWqtl9tqyMBkGPYfUZGhmrUqMGwewvZbDbdcccdqlevnpYuXaro6GgtXLhQAQEBCgoKUmBgYN6tj48PM3MAAACAQih0ybJp0yb16dNHISEhioyMVLNmzXTu3DkZhqHWrVsXR0YAAPA7Dl05pAlrJkiSXrv/Nd1d527zFo+JcRwTZhjS+PGO61IotGqoo2SJj1SX+l2sjgNUeBcvXtTBgwclOYbdOzmxid5qAQEBGj9+vLZs2aKdO3cqLi5OcXFxOnLkSN5zvLy88hUvQUFBqlq1qpydnS1MDgAAAJRehS5ZXn75ZU2aNEn/+te/5OvrqyVLlqh69eoaMWKEHnjggeLICAAAfsP1jOsatGiQbmTf0IONHtQLHV8wb/GcHGnkSOnKFalZM+k//zFvbZOFVg3VKq1SZFyk1VGACu+nw+5btWql2rXZXVZaODs7q2vXrrrrrrsUHR2tmJgYXblyRTExMYqPj1daWprOnDmjM2fO5PueatWq/WLXi6enp4U/CQAAAFA6FLpkOX78uObNm+f4ZhcXpaeny8fHR//617/Ut29fPf7446aHBAAAv84wDP3xqz/qRPwJ1farrRn9Zpg7h2XKFMdRYV5ejjkspXieQmhAqCQpMp6SBbDa3r17FRMTIw8PD3Xpws6y0sjb21sNGzZUw4YN8+7LyspSbGxsXuly5coVXblyRRkZGYqJiVFMTEy+Nfz9/RUYGJhv10vlypU5bgwAAAAVSqFLFm9vb2VkZEiSatasqdOnT+v222+XJMXFxZmbDgAA/KbP9n6m+Ufmy8XJRQsGLlCAV4B5i2/bJv3jH47rjz+WbrvNvLWLQWhVR8kSERdhcRKgYktNTdXmzZslSffff7+8vb0tToSCcnV1Va1atVSrVq28+wzDUGJiYr7iJSYmRomJiUpKSlJSUpJOnDiR93w3NzcFBgaqbdu2at68uRU/BgAAAFCiCl2ytG/fXjt27FDTpk3Vq1cvTZo0SYcPH9bSpUvVvn374sgIAAB+xf7o/Zq4dqIkaUqXKeoQ3MG8xa9elYYPl+x2afRoacwY89YuJk0CmkiSLiRdUHpWujxdOcYGsMKmTZt048YNBQUFqU2bNlbHwS2y2WyqXLmyKleurCZNmuTdf+PGjbydLrnlS2xsrDIzM3Xx4kVdvHhRiYmJuvvuu9nZAgAAgHKt0CXLu+++q5SUFEnSq6++qpSUFC1YsEANGzbUe++9Z3pAAADwS0k3kjRo0SBl5GSod+PemnTXJPMWt9ulUaOky5elJk2kjz4yb+1iFOAVoMoelZVwI0Enr51Ui8AWVkcCKpyoqCjt379fEsPuyzsPDw/VrVtXdevWzbvPbrcrPj5e+/bt065du7R582alp6erW7duFC0AAAAotwpdstSvXz/v2svLSx9//LGpgQAAwG8zDEN/WPUHnU44rbr+dRXeL9zcN6/eektat07y8HDMYfHxMW/tYmSz2RQaEKpdUbsUGRdJyQKUsJ8Ou2/ZsqWCg4MtToSS5uTkpGrVqqlHjx7y9fXVhg0b9N133yk9PV29e/emdAMAAEC5VOjfcuvXr6/4+Phf3J+YmJivgAEAAMXjo90fafGxxXJ1ctWCgQtUxbOKeYvv2CG98orj+sMPpTJ2nn7uXJbI+EiLkwAVz759+xQdHS13d3eG3UMdOnRQ3759ZbPZdODAAS1cuFDZ2dlWxwIAAABMV+iS5dy5c8rJyfnF/RkZGbp06ZIpoQAAwK/bc3mPnlv3nCTpzW5vql3tduYtHh8vDR0q5eQ45rGMH2/e2iWEkgWwRlpaWt6w+/vuu08+ZWQHHIpXy5YtNXjwYDk7OysyMlJz5sxRRkaG1bEAAAAAUxX4uLCVK1fmXa9bt07+/v55f87JydGmTZtUr149U8MBAIAfJd5I1OBFg5Vlz9LDTR7WM+2eMW9xw5DGjpWioqRGjaRPP5XK4Pn5oQH/K1niKFmAkrRp0yalp6crMDBQbdu2tToOSpEmTZpo5MiRmjdvns6dO6cZM2ZoxIgR8vb2tjoaAAAAYIoClyz9+vWT5DjvfMyYMfkec3V1Vb169fTOO++YGg4AADgYhqFHVjyis4lnFVIpRNP6TjN3Dsu770pffSW5uzvmsPj6mrd2CfrpThbDMBi0DJSAy5cva9++fZKknj17MncDv1CvXj2NGTNGc+bMUXR0tKZPn65Ro0bl++AeAAAAUFYV+F9AdrtddrtdderUUWxsbN6f7Xa7MjIyFBkZqYceeqg4swIAUGF98P0HWhaxTG7Oblo4aKEqeVQyb/Fdu6SXXnJcv/ee1LKleWuXsIZVGsrJ5qTkjGRdSb1idRyg3DMMI2/YfYsWLVS3bl2LE6G0qlmzpsaNGyd/f3/Fx8dr2rRpunr1qtWxAAAAgFtW6I+ZnT17VgEBAcWRBQAA/Irvo77Xnzf8WZL0Tvd3dEfNO8xbPCHBMYclO1saNEj605/MW9sC7i7uqlepniSODANKwv79+3Xp0iW5ubmpa9euVsdBKRcQEKBx48YpICBAycnJmj59OnM9AQAAUOYV6Liw//znPwVe8Omnny5yGAAAkN+19GsavHiwsu3ZGtR0kJ5s+6R5ixuG9Mgj0vnzUv360uefl8k5LD8XWjVUZxLOKDI+UvfWu9fqOEC5lZ6erk2bNkmSOnfuLN8yeswgSpa/v7/GjRunOXPm6PLly5oxY4aGDh2q+vXrWx0NAAAAKJIClSzvvfdegRaz2WyULAAAmMQwDI1dPlYXki6oQeUG+rz35+bOGPnwQ2n5csnV1TGHpZycjR9aNVRrTq1hJwtQzDZv3qy0tDRVq1ZNd955p9VxUIZ4eXlp9OjRWrBggc6ePau5c+dqwIABuu2226yOBgAAABRagUqWs2fPFncOAADwM+98945WnVgld2d3LRq0SP4eJpYge/ZIzz/vuH77balNG/PWtlhoQKgkKTKekgUoLtHR0dq7d68k6cEHH5Szs7PFiVDWuLu7a/jw4Vq6dKmOHz+uRYsW6aGHHlLr1q2tjgYAAAAUSqFnsuTKzMxUZGSksrOzzcwDAAAk7by4Uy9tdAyjf/+B99WqRivzFk9KkoYMkbKypIcfliZMMG/tUiC0KiULUJxyh90bhqFmzZqpXr16VkdCGeXi4qKBAweqVatWMgxDq1at0o4dO6yOBQAAABRKoUuWtLQ0jR8/Xl5eXrr99tt14cIFSY5ZLP/3f/9nekAAACqauLQ4DVk8RDlGjoY2G6rH2jxm3uKGIf3hD9KZM1K9etKXX5aLOSw/lbuT5WzCWWXmZFqcBih/Dh48qKioKLm5ualbt25Wx0EZ5+TkpN69e6tjx46SpI0bN2rDhg0yDMPiZAAAAEDBFLpkefnll3Xw4EFt3bpVHh4eefd37dpVCxYsMDUcAAAVjd2wa/Sy0YpKjlLjqo3134f+a+4clk8/lRYvllxcpPnzpcqVzVu7lKjhU0M+bj7KMXJ0+tppq+MA5cqNGze0YcMGSVKnTp3k5+dncSKUBzabTV27dlXXrl0lSTt37tTKlStlt9stTgYAAAD8vkKXLMuXL9fUqVN1991353vTp2nTpjp9mjcyAAC4FW/ueFNrTq2Rh4uHFg1aJF93X/MWP3BAevZZx/Ubb0jt2pm3dilis9k4MgwoJlu2bFFaWpoCAgLUvn17q+OgnOnYsaP69Okjm82mAwcOaNGiRRxPDQAAgFKv0CXL1atXVb169V/cn5qaau4nbQEAqGC2n9+uv27+qyTpw54fqkVgC/MWv35dGjxYysiQHnrox7KlnMo9MiwyjpIFMMuVK1e0e/duSVLPnj0Zdo9i0apVKw0aNEjOzs6KiIjQ3LlzlZGRYXUsAAAA4KYKXbK0bdtWX3/9dd6fc4uVzz//XHfddZd5yQAAqEBiU2M1dMlQ5Rg5GtlipMa3Gm/e4oYhPfaYdPKkFBwshYeXuzksP8dOFsBcOTk5+uqrr2QYhpo2bar69etbHQnl2G233aYRI0bIzc1NZ8+e1cyZM5Wammp1LAAAAOBXuRT2G6ZMmaIHHnhAx44dU3Z2tj744AMdPXpU3333nbZt21YcGQEAKNfshl2jlo3S5euX1SSgiT7p9Ym5u0O/+EKaN09ydnbMYala1by1SylKFsBca9euVVRUlNzd3dW9e3er46ACCAkJ0ZgxYzRnzhxdvnxZ06dP16hRo+Tv7291NAAAACCfQu9k6dChg3bs2KG0tDQ1aNBA69evV2BgoL777ju1adOmODICAFCuTd4+WetPr5eni6cWDVokHzcf8xY/fFh6+mnH9euvSx06mLd2KcZxYYB59u3bpz179kiS+vfvz5vcKDE1a9bUuHHj5Ofnp/j4eE2bNk1xcXFWxwIAAADysRmGYVgdwmrJycny9/dXUlKS/Pz8rI4DAKhAtpzdoq6zuspu2DWtzzSNazXOvMVTUqS2baWICKlnT+mrrySnQn++okxKzUyVzxRHWRX35zhV9Sr/u3eA4hAVFaXw8HDl5OTovvvuU6dOnayOhAooKSlJs2bNUnx8vLy8vNS3b1/VrVtX7u7uVkcDAABAOVbQ3qDQx4UlJSVpw4YNOnfunGw2m+rXr68uXbpQTgAAUEgXki5o+NLhsht2jQkbY27BYhjSE084CpaaNaUZMypMwSJJ3m7eCvYL1sXki4qMj1QHr4qxgwcw0/Xr17VgwQLl5OTotttu0z333GN1JFRQ/v7+GjdunObOnavLly9r3rx5stlsql69umrVqqXatWurdu3aCggIMPe4TQAAAKAAClWyzJ49W0899ZSSk5Pz3e/v769PP/1UQ4YMMTUcAADl1dXUq+o+q7tiUmJ0e7Xb9dGDH5n7An/9qzRrlqNYmTdPqlbN3PXLgNCAUEfJEhepDsGULEBhZGdna+HChUpJSVG1atXUt29f3ryGpby9vTV69GitX79ep0+fVlJSkq5cuaIrV65o3759kiR3d3fVrl07X/Hi6elpcXIAAACUdwUuWfbt26dx48ZpxIgRevbZZ9WkSRMZhqFjx47p/fff16hRo9SkSROFhYUVZ14AAMq86xnX9eDcBxUZH6lgv2CtGbFG3m7e5r3A//2fNHmy43rqVKmCHu8TWjVUG89sVGQ8c1mAwlqzZo2ioqLk4eGhoUOHciwTSgV3d3f17t1bkmOn1aVLlxQVFaWoqChdvnxZGRkZOn36tE6fPp33PVWrVs1XvAQGBsqpAu3sBAAAQPErcMny4Ycfql+/fgoPD893f+vWrTVz5kylpaXpgw8+0LRp08zOCABAuZGRnaF+C/ppz+U9qupZVetHrVewf7B5L/DRR9LLLzuu33hDevxx89YuY0KrhkoSJQtQSHv27MnbGTBgwABVqVLF4kTAL/n6+qpJkyZq0qSJJMlut+vKlSuKiorKK1/i4+Pzvg4ePChJcnV1Vc2aNfPtdvH19bXyRwEAAEAZV+CSZceOHfr4449v+vif/vQnPfHEE6aEAgCgPMqx52jE0hHafHazfNx8tGbEGjUJaGLeC8yYIT31lOP6r3+VXnjBvLXLoNCA/5UscZQsQEFduHBBa9askSR16dJFDRs2tDgRUDBOTk6qUaOGatSoobZt20qS0tLS8gqX3NuMjAydP39e58+fz/tef3//vN0udevWVY0aNcrE8XjZ2dk6e/asIiIiZLfb1aNHD3l4eFgdCwAAoMIpcMly+fJlNW7c+KaPN27cWJcuXTIlFAAA5Y1hGHr868e15PgSuTm7afmQ5Wpbq615L7B4sfTII47rp5+W/vUv89Yuo3J3spy6dkrZ9my5OBVqFB1Q4SQnJ2vRokWy2+1q2rSpOnbsaHUk4JZ4eXmpUaNGatSokSTH38VxcXF5R4xdunRJsbGxSkpKUlJSko4ePSpJ8vHxUaNGjdS4cWPVr19fbm5uVv4Y+WRkZOjUqVOKiIjQiRMnlJmZmfdYdHS0Ro0aJW9vE48gBQAAwO8q8LsNaWlpv/mpGHd3d924ccOUUAAAlDevbH5Fn+/7XE42J83tP1dd6ncxb/HVq6XhwyW73VG0vPeeVAY+gVvcgv2D5eniqfTsdJ1LPKeGVfhEPnAzPx10X716dQbdo1yy2WyqVq2aqlWrplatWklylBaXL1/OK17OnTunlJQU7d+/X/v375ezs7NCQkLySpdKlSqVeO7U1FRFRkYqIiJCZ86cUU5OTt5jPj4+aty4sSIjI3XlyhVNnz5do0aNkr+/f4nnBAAAqKgK9ZHOdevW3fSXtcTERDPyAABQ7rz73bua8u0USdKnvT7VgKYDzFt82zZpwAApK0saMkT6738lBvpKkpxsTmpUtZEOXTmkyLhIShbgJgzD0Ndff61Lly7lDbovTZ/cB4qTu7u7QkJCFBISIslROJ4/f14nTpzQiRMnlJiYqFOnTunUqVNas2aNqlevrsaNG6tx48aqVauWnIrp79zExEQdP35ckZGRunDhggzDyHusSpUqefNoateuLZvNpg4dOmjWrFmKj4/PK1qqVq1aLNkAAACQn8346W9rv6EgvzzabLZ8n6opK5KTk+Xv76+kpCT5+flZHQcAUI7MODBDY1eMlSRN6TJFL939knmL//CD1KWLlJIiPfSQtHSp5Opq3vrlwOBFg7Xo2CK90/0dPXfXc1bHAUql3bt3a/Xq1bLZbBoxYoQaNGhgdSSgVMg9Xiy3cLl48WK+ssPT0zNvh0uDBg1uaR6KYRiKjY1VRESEIiIiFBMTk+/xGjVq5BUr1apV+9WdZklJSZo5c6auXbsmb29vjRo1SoGBgUXOBAAAUNEVtDco8E4Wu91uSjAAACqKVZGrNH7leEnSc+2f04sdXzRv8UOHpAcecBQs998vLVpEwfIrcueyRMZFWpwEKJ3Onz+vtWvXSnIMuqdgAX700+PFOnbsqPT0dJ06dUonTpzQqVOnlJ6erkOHDunQoUNycnJSnTp18na5FGQXiWEYioqK0vHjxxUREaGEhIR8r12nTp28YqUgx5T5+/tr3Lhxmj17tq5cuaLw8HCNHDlStWrVupX/GQAAAPA7CryTpTxjJwsAwGzfnP9GPWb30I3sGxoTNkbT+k6Tk82kI0VOnJDuuUeKjZXat5c2bJB8fMxZu5yZfWi2Ri0bpXvr3qutY7daHQcoVZKSkvT5558rNTVVzZo1U//+/ZnDAhSQ3W7XxYsX83a5xMXF5Xu8atWqebtc6tSpI2dnZ0lSTk6Ozp49q4iICEVGRiolJSXve5ydndWgQQM1adJEjRs3LvIA+/T0dM2dO1dRUVFyc3PT0KFD845DAwAAQMEVtDcoUMmycuXKAr9wnz59Cvzc0oKSBQBgpgMxB3Rv+L1KzkhWn9A+WjJ4iVycCjUG7ebOn3cULBcvSi1bSps3S5Urm7N2ObT70m7d+cWdCvIJUvSkaKvjAKVGdna2pk+frsuXLyswMFDjx4+XK7vhgCK7du2aTpw4oZMnT+rcuXP5ToJwd3dXw4YN5eTkpBMnTigjIyPfY40aNVKTJk3UsGFDubu7m5InMzNT8+fP19mzZ+Xs7KzBgwercePGpqwNAABQUZhashR0mB8zWQAAFd2pa6fUcVpHxabGqlPdTlo7Yq08XT3NWTw62lGwnD4tNWniGHpfvbo5a5dTyRnJ8v8/f0lS0ktJ8nPn73nAMAytWLFCBw8elKenpx599FFVpqwFTJORkaHTp0/r5MmTOnHihNLS0vI97uPjo9DQUDVp0kQhISF5u1zMlp2drcWLFysyMlJOTk56+OGH1axZs2J5LQAAgPLI1JkszGMBAOD3Xb5+Wd1mdVNsaqzCAsO0cuhK8wqW+HipWzdHwVKvnuOIMAqW3+Xn7qcgnyDFpMQoMi5SbWu1tToSYLkffvhBBw8elM1m08CBAylYAJO5u7uradOmatq0qQzD0KVLl3Ty5EnZ7XY1btxYtWvXLpGj+VxcXDRo0CCtWLFChw8f1pIlS5SRkaE2bdoU+2sDAABUJLd0dsmNGzfk4eFhVhYAAMqshPQE9ZjdQ+cSz6lhlYZaN3Kd/D38zVk8Odkx5P7oUalGDWnjRql2bXPWrgBCq4Y6SpZ4Shbg3LlzWrdunSSpW7duql+/vsWJgPLNZrOpdu3aqm3R39vOzs56+OGH5ebmpr179+qrr75SRkaGOnToYEkeAACA8qjQE3hzcnL073//W7Vq1ZKPj4/OnDkjSfrb3/6mL7/80vSAAACUdqmZqXpo3kM6EntENXxqaP3I9Qr0CTRn8bQ06aGHpD17pIAAR8HSoIE5a1cQoVVDJUmRcZEWJwGslZSUpEWLFskwDDVv3lzt27e3OhKAEmCz2dSrV6+8YmXDhg3asmWLCnByOAAAAAqg0CXL66+/rvDwcL355ptyc3PLu7958+b64osvTA0HAEBpl5WTpUGLBmnnxZ2q5FFJ60auU0jlEHMWz8iQHn5Y2r5d8vOT1q2TmjY1Z+0KJDTgfyVLPCULKq6srCwtWLBAaWlpCgoKUu/evUvkuCIApYPNZlO3bt10//33S5K++eYbrVu3jqIFAADABIUuWWbOnKn//ve/GjFiRL4BfS1atFBERISp4QAAKM3shl1jV4zVmlNr5Oniqa+Hf63mgc3NWTw7Wxo2TFq/XvLyktaskVq3NmftCiZvJwslCyoowzD01VdfKTo6Wl5eXhoyZIhcXV2tjgXAAvfcc4969uwpSfr++++1cuVKZrACAADcokKXLJcuXVLDhg1/cb/dbldWVpYpoQAAKO0Mw9Aza57R3MNz5eLkoiWDl6hDsEnnm9vt0iOPSMuWSW5u0ooVEmenF1nuTpaT8SdlN3gjCRXP999/r0OHDslms2nQoEGqVKmS1ZEAWOjOO+9Uv379ZLPZdODAAS1ZskQ5OTlWxwIAACizCl2y3H777dq+ffsv7l+0aJFatWplSigAAEq7f3/zb03dPVWSNKPfDPVs1NOchQ1DevJJadYsydlZWrhQ6trVnLUrqHqV6snVyVXp2em6mHTR6jhAiTp79qzWr18vSerevbvq1atnbSAApUJYWJgGDRokZ2dnHTt2TPPnz+dDkwAAAEXkUthv+Mc//qFRo0bp0qVLstvtWrp0qSIjIzVz5kx99dVXxZERAIBS5ePdH+sfW/8hSfrPA//R8ObDzVnYMKQXX5Q+/VSy2RxFS9++5qxdgbk4uahhlYY6HndckfGRqluprtWRgBKRmJiYN+g+LCxM7dq1szoSgFLktttu07Bhw7RgwQKdOnVKs2fP1vDhw+Xu7m51NAAAgDKl0DtZevfurQULFmj16tWy2Wz6+9//ruPHj2vVqlXq1q1bcWQEAKDUmH9kvp5a/ZQk6e+d/q4J7SaYt/hrr0lvveW4/uwzx0wWmKJJQBNJUmQcc1lQMeQOuk9PT1eNGjXUq1cvBt0D+IUGDRpo5MiRcnd314ULFzRjxgylpaVZHQsAAKBMKXTJIkk9evTQtm3blJKSorS0NH377bfq3r272dkAAChV1p1ap1HLRsmQoSfueEKvdn7VvMXff1/6+98d1+++Kz36qHlrQ6FVHXNZIuMpWVD+GYahlStXKiYmhkH3AH5XnTp1NGbMGHl5eSk6Olrh4eG6fv261bEAAADKjEKXLOPGjdOmTZtkGEZx5AEAoFTaFbVL/Rf2V7Y9W0ObDdWHD35o3qfCv/xSevZZx/U///njNUwTGkDJgorju+++05EjR+Tk5KTBgwfL39/f6kgASrkaNWpo3Lhx8vX11dWrVzVt2jQlJCRYHQsAAKBMKHTJEh8fr169eql27dqaNGmS9u/fXxy5AAAoNY7GHtWDcx5UWlaaejTooRn9ZsjJVqTNoL80f/6Pu1YmTZL+9jdz1kU+eTtZOC4M5dzp06e1ceNGSY7d53XrMoMIQMEEBATokUceUeXKlZWYmKjp06fr6tWrVscCAAAo9Qr9DlHu0QP/+Mc/tHfvXt1xxx1q2rSpJk+erHPnzhVDRAAArHPs6jF1n91dCTcS1L52ey0ZvERuzm7mLL5zpzRqlGPg/WOPOeaxMDOhWOTuZLmYfFGpmakWpwGKx5UrV7R48WIZhqGWLVuqbdu2VkcCUMZUqlRJ48aNU7Vq1XT9+nVNnz5dly9ftjoWAABAqWYzbvHcr6ioKM2bN0/Tpk3TyZMnlZ2dbVa2EpOcnCx/f38lJSXJz8/P6jgAgFJi/en1GrRokJIzktW0WlNtH7ddVTyrmLN4fLzUsqUUFSUNHCgtWCA5mbQ7Br+q2lvVFJcWp/2P7VfLoJZWxwFMlZCQoGnTpiklJUXBwcEaPXq0XFxcrI4FoIxKS0vTnDlzdPnyZbm5uemOO+7QnXfeyfGDAACgQilob3BL7+ZkZWVpz549+v7773Xu3DkFBgbeynIAAJQan+z+RA/OeVDJGcm6u87d2jpmq3kFi2FIY8c6CpZGjaRp0yhYSgBHhqG8SklJ0axZs5SSkqLq1atr2LBhFCwAbomXl5dGjx6tevXqKTMzUzt37tQHH3ygRYsW6cKFC8xoBQAA+IkivaOzZcsWPfroowoMDNSYMWPk6+urVatW6eLFi2bnAwCgRGXbs/XMmmf0xOonlGPkaHTYaG0ctVHVvKuZ9yLvvit99ZXk7i4tXCj5+pq3Nm4qr2SJp2RB+XHjxg3Nnj1bCQkJqlSpkkaOHClPT0+rYwEoB9zd3TV69GgNHTpUISEhMgxDx44d0/Tp0/X555/r4MGDysnJsTomAACA5Qr9EbfatWsrPj5ePXr00GeffabevXvLw8OjOLIBAFCikjOSNXTxUK05tUaSNPn+yXrp7pdkM3NOyq5d0ksvOa7ff99xZBhKRO5cFkoWlBdZWVmaN2+erly5Im9vb40aNUq+lLYATGSz2RQaGqrQ0FBduXJF33//vQ4fPqzo6GgtX75cGzdu1B133KE77rhD3t7eVscFAACwRKF3svz973/X5cuXtXz5cg0aNOiWCpYpU6aobdu28vX1VfXq1dWvXz9FRuZ/48MwDL366quqWbOmPD091blzZx09ejTfczIyMjRhwgQFBATI29tbffr0UVRUVJFzAQAqnnOJ59RxWketObVGni6eWjRokV6+52VzC5Zr16QhQ6TsbGnwYMewe5SY3J0sEXERFicBbl1OTo4WL16sCxcuyN3dXSNHjlSVKiYdaQgAvyIwMFB9+vTRs88+q/vvv1++vr5KSUnR1q1b9d5772nFihWKiYmxOiYAAECJu+XB97figQce0NChQ9W2bVtlZ2frlVde0eHDh3Xs2LG8T8G88cYbev311xUeHq7GjRvrtdde0zfffKPIyMi8T+o9/vjjWrVqlcLDw1W1alVNmjRJ165d0969e+Xs7Py7ORh8DwAV23cXv1O/Bf0UmxqrGj41tHLYSt1R8w5zX8QwpH79pJUrpQYNpH37JP7OKVERcRG67aPb5OPmo+SXks0t0IASZBiGli9frkOHDsnFxUUjR45U3bp1rY4FoILJycnR8ePHtWvXLl26dCnv/rp166pdu3YKDQ2VEzPnAABAGVbQ3qBIJcvu3bvzBt5lZmbme2zp0qWFT/s/V69eVfXq1bVt2zZ16tRJhmGoZs2amjhxol588UVJjl0rgYGBeuONN/TYY48pKSlJ1apV06xZszRkyBBJ0uXLlxUcHKzVq1erR48ev/u6lCwAUHHNOzxP41aMU0ZOhloGtdSqYatU26+2+S/03nvSc89Jbm6OI8NatTL/NfCbMnMy5fW6l3KMHK0dsVZVPM3/1H8lj0pqVLWR6esCuQzD0Lp16/T999/LZrNpyJAhCg0NtToWgAouKipK33//vY4dOya73S5JqlSpktq2bavWrVtzxDgAACiTCtobFHomy/z58zV69Gh1795dGzZsUPfu3XXy5EnFxMTo4YcfvqXQSUlJkpR31MHZs2cVExOj7t275z3H3d1d9957r3bu3KnHHntMe/fuVVZWVr7n1KxZU82aNdPOnTt/tWTJyMhQRkZG3p+Tk5NvKTcAoOwxDEP/2vYvvbrtVUlSn9A+mtN/jnzcfMx/sR9+kP73YQG99x4Fi0XcnN1Uv3J9nbx2Ug/MeaDYXmfVsFV6qPFDxbY+KrZvv/1W33//vSSpb9++FCwASoXatWurdu3a6tatm3bv3q29e/cqMTFRGzZs0NatW9WyZUu1a9dOVatWtToqAACA6QpdskyePFnvvfeennzySfn6+uqDDz5QSEiIHnvsMdWoUaPIQQzD0HPPPae7775bzZo1k6S881wDAwPzPTcwMFDnz5/Pe46bm5sqV678i+fc7DzYKVOm6J///GeRswIAyrYb2Tf0yIpHNO/IPEnSnzv8WVO6TJGz0+8fMVloCQmOOSxZWdLAgdLjj5v/GiiwZ9s/q7d2vqUcI8f0tVMzUxWfHq+Pdn9EyYJisWfPHm3evFmS1KNHD4WFhVmcCADy8/PzU5cuXdSpUycdPnxY33//vWJjY7V7927t3r1bjRo1Urt27VS/fv1bOrbTMAxlZWUpPT097ystLS3ftc1mU9u2bX/xXgEAAIDZCl2ynD59Wr169ZLk2FWSmpoqm82WN/yuqOXFU089pUOHDunbb7/9xWM//+XLMIzf/YXst57z8ssv67nnnsv7c3JysoKDg4uQGgBQ1lxJuaJ+C/ppV9QuuTi56NNen2p86/HF82KGIT3yiHTunFS/vvTFFxJzQCz1eNvH9Xjb4im6Tl07pUYfNtL60+t1KfmSavnVKpbXQcV09OhRff3115Kke+65R+3bt7c4EQDcnKurq1q3bq1WrVrp3Llz2rVrl06cOKGTJ0/q5MmTCggIULt27RQWFiabzfabZclPH/vpfTk5v/+Bif3792vAgAFq2LBhCfzUAACgoip0yVKlShVdv35dklSrVi0dOXJEzZs3V2JiotLS0ooUYsKECVq5cqW++eYb1a794zn4QUFBkhy7VX66SyY2NjZvd0tQUJAyMzOVkJCQ7xMqsbGx6tChw6++nru7u9zd3YuUFQBQdh2JPaKH5j6k80nnVdmjspYMXqL7Qu4rvhf88ENp+XLHHJaFCyV//+J7LViuYZWGurvO3fr2wreafWi2Xrz7RasjoZw4ffp03tzDNm3a6L77ivG/WwBgIpvNppCQEIWEhOjatWv64YcftH//fsXFxenrr7/W6tWrVYQxsXmcnJzk6ekpLy8veXp65vs6f/68Ll++rLlz5+r+++9Xx44db2n3DAAAwM0UumS55557tGHDBjVv3lyDBw/WM888o82bN2vDhg3q0qVLodYyDEMTJkzQsmXLtHXrVoWEhOR7PCQkREFBQdqwYYNa/e/8+szMTG3btk1vvPGGJMc/NF1dXbVhwwYNHjxYkhQdHa0jR47ozTffLOyPBwAop1afXK2hi4fqeuZ1NarSSF8N/0qNqzYuvhfcvVt6/nnH9dtvS23aFN9rodQYGzZW3174VuEHw/VCxxd4Mwe3LCoqSgsWLJDdblfTpk314IMP8v9XAMqkKlWq6IEHHtB9992n/fv364cfflBCQoIkRxnj4eGRryzx8vL6xX0/L1Tc3Nxu+t/E7OxsrV69Wvv379emTZsUExOjPn36yM3NrSR/bAAAUAHYjEJ+bOTatWu6ceOGatasKbvdrrffflvffvutGjZsqL/97W+FOu/0iSee0Ny5c7VixYp8Qzv9/f3l6ekpSXrjjTc0ZcoUTZ8+XY0aNdLkyZO1detWRUZGytfXV5L0+OOP66uvvlJ4eLiqVKmi559/XvHx8dq7d6+cnX//fP3k5GT5+/srKSlJfn5+hfmfAwBQyhmGoQ9/+FDPrntWdsOuzvU6a8ngJariWaX4XjQxUWrdWjp7VurfX1q8mGPCKojkjGQFvR2k9Ox07Rq/S+1qt7M6Esqwq1evavr06UpPT1f9+vU1bNgwubgU+jNSAFAq2e12Xb9+XW5ubvLw8CiWAtkwDO3Zs0dr166V3W5X9erVNXToUOa0AACAAilob1CokiU7O1tz5sxRjx498o7yuhU3+yVq+vTpGjt2rCTHL0X//Oc/9dlnnykhIUHt2rXTRx99pGbNmuU9/8aNG/rzn/+suXPnKj09XV26dNHHH39c4DkrlCwAUD5l27P1zJpn9PGejyVJj7R8RJ889IncnIvxE4yGIQ0aJC1ZItWrJ+3fL1WqVHyvh1Jn9LLRmnVolv7U5k/65KFPrI6DMioxMVHTpk3T9evXVatWLY0ePZpPXwNAEV24cEELFy5UamqqPDw8NHDgQDVo0MDqWAAAoJQrlpJFkry8vHT8+HHVrVv3lkOWFpQsAFD+JN5I1JDFQ7T+9HrZZNOb3d7UpLsmFf8xO1OnShMmSK6u0o4dUtu2xft6KHU2n92sLjO7yN/dXzHPx8jDxcPqSChjUlNTNX36dMXHxysgIEDjxo2Tl5eX1bEAoExLTk7WwoULdenSJdlsNnXp0kUdOnTgCEYAAHBTBe0NnAq7cLt27bR///5bCgcAQHE6k3BGHb7soPWn18vL1UtLhyzV8x2eL/5/RO/bJ02a5Lh+6y0Klgqqc73OquNfR0kZSVoRscLqOChjMjIyNGfOHMXHx8vf31+jRo2iYAEAE/j5+Wns2LFq2bKlDMPQxo0btWTJEmVmZlodDQAAlHGFPtT5iSee0KRJkxQVFaU2bdrI29s73+MtWrQwLRwAAIX17YVv9fCChxWXFqdavrW0atgqtarRqvhfOClJGjxYysyU+vWTnn66+F8TpZKTzUljwsbo39/8W9MPTNeQZkOsjoQyIjs7W/Pnz1d0dLS8vLw0atQodlkDgIlcXFzUp08f1axZU2vXrtXRo0cVFxenIUOGMKcFAAAUWYGPC3vkkUf0/vvvq9KvnCtvs9lkGIZsNptycnLMzljsOC4MAMqHWQdn6Q+r/qDMnEy1qdFGK4etVE3fmsX/woYhDRkiLVok1a3rmMPCP9QrtNPXTqvhhw3lZHPShYkXVMuvltWRUMrZ7XYtWrRIERERcnNz05gxY1SzZgn89wsAKqjz589r0aJFSk1NlaenpwYMGMCcFgAAkI/pM1mcnZ0VHR2t9PT033xeWZzVQskCAGVbtj1br259Va9vf12S1P+2/pr18Cx5uZbQETuffCI98YTk4iJ9+63Url3JvC5KtU7TO2n7he2a0mWKXrr7JavjoBQzDEMrV67UgQMH5OzsrJEjR6pevXpWxwKAci85OVkLFizQ5cuXmdMCAAB+wfSSxcnJSTExMapevbppIUsLShYAKJsMw9DS40v11y1/VURchCTp5btf1mv3vyYnW6HHjhXN/v3SXXdJGRnSO+9Izz1XMq+LUm/a/mkav3K8QquG6viTx3nDBje1YcMG7dy5UzabTYMHD1aTJk2sjgQAFUZ2dra+/vprHThwQJLUrFkz9e7dW25ubtYGAwAAliuWwfe8OQAAKA0Mw9CG0xt05xd3auCigYqIi1BVz6qa2W+mJneZXHIFS3KyYw5LRobUu7f07LMl87ooEwY1HSQvVy9Fxkfq+0vfWx0HpdSOHTu0c+dOSVLv3r0pWACghOXOaenZs6ecnJx05MgRTZs2TQkJCVZHAwAAZUSh3oVq3LixqlSp8ptfAAAUp11Ru3T/zPvVfXZ37bm8Rz5uPvp7p7/rzDNnNCpsVMkFMQzpscekU6ekOnWk8HCJDyPgJ3zdfTXgtgGSpPAD4daGQam0b98+bdy4UZLUrVs3tWrVyuJEAFAx2Ww23XnnnRo9erS8vb115coVff755zpz5ozV0QAAQBlQqOPC3n//ffn7+//m88aMGWNKsJLEcWEAUPodiT2iVza/opWRKyVJbs5ueuKOJ/SXe/6iat7VSj7Qf//rKFlcXKRvvnEcGQb8zOazm9VlZhf5u/srelK0PF09rY6EUuL48eNatGiRDMNQx44d1bVrV6sjAQAkJSUlaeHChXlzWrp27aq77rqLkz0AAKiAmMlSCJQsAFB6nUk4o39s/YfmHJojQ4acbE4aGzZW/+j8D9Xxr2NNqIMHHcPtMzKkt96Snn/emhwo9eyGXfU/qK/zSec1b8A8DW021OpIKAXOnj2rOXPmKCcnR61atVLv3r158w4ASpFfm9PSp08fubq6WhsMAACUKNNnsvAPPwBASYq+Hq0nv35SoVNDNfvQbBkyNLDpQB194qi+7PuldQXL9es/zmHp1YtB9/hNTjYnjQlz7PLlyDBIUkxMjObPn6+cnBw1adJEDz30EL9nA0Ap82tzWr788kvmtAAAgF9V4JKlgBteAAC4JQnpCXpp40tq8J8G+njPx8q2Z6tHgx7a8+geLRq0SE0CLBwKbRjSn/4knTgh1a4tzZghORVqvBkqoNFhoyVJG85s0KXkSxangZWSkpI0Z84cZWZmql69ehowYICc+G8IAJRKP53T4uXlxZwWAABwUwX+V53dbi+XR4UBAEqH1MxUTd4+WSEfhOiNHW8oPTtdd9W+S1vHbNXakWvVpmYbqyNKX34pzZ0rOTtL8+dLVatanQhlQIMqDdSpbifZDbtmHpxpdRxYJD09XXPmzFFKSoqqVaumIUOGyMXFxepYAIDfUbduXf3xj39UzZo1lZ6ertmzZ+u7777jg6gAACAPH50DAFgqMydTU3+Yqgb/aaBXNr+ipIwkNa/eXCuHrtSOR3bo3nr3Wh3R4fBhacIEx/Xrr0sdO1qbB2XK2LCxkqTwg+G8KVMBZWdna8GCBbp69ap8fX01YsQIeXh4WB0LAFBA/v7+Gjt2rMLCwmQYhtavX6/169dbHQsAAJQSlCwAAEvk2HM08+BMhU4N1YQ1E3Ql9YrqV66v2Q/P1oE/HVDv0FI0CDolxTGH5cYNqWdP6c9/tjoRypiBTQfKy9VLJ+JPaFfULqvjoAQZhqEVK1bo/PnzcnNz04gRI+Tv7291LABAIbm6uqpv37564IEHJEm7du3Srl38nQ4AAChZAAAlzDAMLY9YrrBPwzRm+RidSzynGj419PGDH+v4k8c1osUIOdlK0V9PhiE98YQUESHVqsUcFhSJr7uvBjYdKEkKPxBubRiUqI0bN+rIkSNycnLSkCFDFBgYaHUkAEAR2Ww2tWvXTl26dJEkrVu3TsePH7c4FQAAsBrvEgEASoRhGNp0ZpPaf9leDy94WEevHlVlj8p6o+sbOvX0KT3e9nG5ObtZHfOX1q6VZs1yzGGZN0+qVs3qRCijco8Mm390vtKz0q0NgxLxww8/aOfOnZKkPn36qH79+hYnAgCYoWPHjmrTxjEvcOnSpYqKirI4EQAAsBIlCwCg2BiGoT2X9+iljS+p0YeN1HVWV/1w6Qd5uXrplXte0ZlnzuiFji/Iy9XL6qg398YbjtsJE6R77rE2C8q0e+vdq3qV6ik5I1nLI5ZbHQfFLCIiQmvWrJEk3XfffQoLC7M4EQDALDabTQ8++KAaNWqk7OxszZs3T9euXbM6FgAAsAglCwDAVIZh6Puo7/Xn9X9W/f/UV9vP2+qNHW/odMJpebh4aMKdE3Tm6TN67f7XVMmjktVxf9vu3dK2bZKLizRpktVpUMY52Zw0JmyMJCn8YLi1YVCsLl68qCVLlkiSWrdurXsoaAGg3HFyctLAgQNVo0YNpaWlac6cOUpLS7M6FgAAsIDNMAzD6hBWS05Olr+/v5KSkuTn52d1HAAoc+yGXbuidmnxscVafGyxLiZfzHvMy9VLvRr10sCmA/Vgowfl4+ZjYdJCGjxYWrRIGj3aMYsFuEVnEs6owX8ayCabLjx7QbX9alsdCSaLj4/Xl19+qfT0dDVq1EhDhw6VE3OcAKDcun79ur788kslJSUpODhYo0ePlouLi9WxAACACQraG1CyiJIFAIoix56jnRd3avGxxVpyfIkuXb+U95i3q7d6h/bWwNsGqmejnqX7OLCbOXNGatRIstulQ4ek5s2tToRyonN4Z207v02T75+sl+952eo4MFFqaqq+/PJLJSQkqGbNmhozZozc3ErhrCkAgKliY2M1bdo0ZWRkqGnTpho4cKBsNpvVsQAAwC0qaG/AxysAAAWWY8/R9gvbtejoIi2NWKqYlJi8x3zdfNUntI8GNh2oHg16yNPV08KkJnj3XUfB8sADFCww1diWY7Xt/DZNPzBdL939Em/ClBOZmZmaN2+eEhISVKlSJQ0bNoyCBQAqiOrVq2vIkCGaPXu2jh07pg0bNqh79+5WxwIAACWEnSxiJwsA/JZse7a2ndumRccWaVnEMsWmxuY95u/ur75N+mpQ00HqVr+b3F3cLUxqorg4qU4dKT1d2rRJuv9+qxOhHEnJTFHQ20FKzUrVjkd2qENwB6sj4RbZ7XYtWLBAJ06ckKenp8aPH6+qVataHQsAUMIOHTqkZcuWSZJ69uypO++80+JEAADgVrCTBQBQZFk5Wdp8drMWH1usZRHLFJ8en/dYFc8q6hfaTwObDlSX+l3k5lwOP6n98ceOgqV1a+m++6xOg3LGx81HA5sO1IyDMxR+IJySpYwzDENr1qzRiRMn5OLiomHDhlGwAEAF1aJFCyUmJmrLli1au3at/P39FRoaanUsAABQzNjJInayAIAkpWela+OZjVoWsUzLI5Yr4UZC3mMBXgF6uMnDGth0oO6rd59cnV0tTFrM0tMdu1ji4qR586ShQ61OhHJo67mtum/GffJz91P0pOiyObcIkqRvv/1WmzZtkiQNHjxYt912m8WJAABWMgxDq1at0v79++Xq6qoxY8aoVq1aVscCAABFwE4WAMDvikuL01cnvtKKyBVaf3q90rLS8h6r7l1d/Zv016DbB6lT3U5ycaogf2WEhzsKlnr1pIEDrU6DcqpT3U6qV6meziWe0/KI5RrefLjVkVAEhw4dyitYHnjgAQoWAIBsNpt69eql5ORknT59WvPmzdP48eNVuXJlq6MBAIBiUkHeMQMA5Dp97bRWRK7Q8ojl2nFxh+yGPe+xYL9g9Q3tq4FNB+ruOnfL2cnZwqQWyMmR3nnHcf3ss5ILf02ieDjZnDQmbIz+ue2fCj8QTslSBp09e1YrVqyQJN11111q166dxYkAAKWFs7OzBg0apPDwcMXExGjOnDkaP368PD09rY4GAACKAceFiePCAJRvdsOuPZf3aEXECq2IXKGjV4/me7xlUEv1De2rvqF91TKopWw2m0VJS4ElSxy7VypXli5ckHx8rE6EcuxswlnV/0992WTT+YnnFewfbHUkFNCVK1c0ffp0ZWRk6Pbbb9eAAQMq9n87AQC/6vr16/riiy+UnJysunXrauTIkXLhQzwAAJQZHBcGABVYRnaGtpzbohURK7TyxEpdvn457zFnm7PurXev+oX2U5/QPqpbqa6FSUsRw5Deestx/eSTFCwodiGVQ9S5XmdtPbdVsw7N0l/u+YvVkVAAycnJmjt3rjIyMlS3bl3169ePggUA8Kt8fX01fPhwTZ8+XefPn9eKFSvUv39//t4AAKCcYSeL2MkCoHxISE/Q6pOrtSJyhdaeWqvrmdfzHvNx81HPhj3VN7SvHmz0oCp7cib0L2zfLnXqJLm7S+fPS4GBVidCBTDjwAyNXTFWjao0UuRTkbzpUsrduHFD06dPV2xsrAICAvTII49w9AsA4HedOXNGc+bMkd1uV8eOHdW1a1erIwEAgAJgJwsAVADnE89rZeRKLY9crm/Of6Nse3beYzV8aqhPaB/1De2r+0Pul7uLu4VJy4DcXSxjxlCwoMQMaDpAT65+UievndTOizvVsU5HqyPhJnJycrRw4ULFxsbKx8dHI0aMoGABABRI/fr11bt3b61YsUI7duxQpUqVdMcdd1gdCwAAmISSBQDKmHOJ5xR+IFwrIlfoQMyBfI81rdZU/UL7qW+Tvrqj5h1ysjlZE7KsOX5cWrVKstmkSZOsToMKxMfNR4NuH6TwA+EKPxBOyVJKGYahlStX6uzZs3Jzc9Pw4cNVqVIlq2MBAMqQli1bKjExUdu2bdPq1avl7++vRo0aWR0LAACYgJIFAMqIk/EnNfnbyZp1cJZyjBxJkpPNSR2DOzoG1zfpq4ZVGlqcsox65x3Hbd++UuPG1mZBhTM2bKzCD4RrwdEF+qDnB/Jy9bI6En5my5YtOnTokGw2mwYNGqQaNWpYHQkAUAbde++9SkpK0oEDB7Ro0SKNHTtWNWvWtDoWAAC4RZQsAFDKHY09qsnfTtb8I/NlN+ySpC4hXTSyxUj1atRL1byrWZywjIuOlmbNclz/+c/WZkGFdE/dexRSKURnE89q2fFlGtFihNWR8BN79uzR9u3bJUm9e/dWw4aU2QCAorHZbHrooYeUnJysM2fOaN68eRo/fjy7IwEAKOM4RwYASqkDMQc0cOFANfukmeYeniu7YVevRr303fjvtHH0Ro1tOZaCxQwffihlZkodOji+gBLmZHPSmLAxkqTwg+HWhkE+J06c0OrVqyU5Pn3cqlUrixMBAMo6Z2dnDRo0SNWrV1dKSormzp2rGzduWB0LAADcAkoWAChlfrj0g/rM66NWn7XSkuNLJEn9b+uvfX/cp6+Gf6X2tdtbnLAcuX5d+vhjxzW7WGCh0WGjJUmbzmzShaQLFqeBJF26dEmLFy+WYRhq2bKl7r33XqsjAQDKCQ8PD40YMUK+vr66evWqFixYoOzsbKtjAQCAIqJkAYBSYvv57eoxu4fafdFOq06skpPNScOaDdPhxw9ryeAlalWDT1Cb7osvpKQkxxyWPn2sToMKLKRyiDrX6yxDhmYdnGV1nArv9OnTmjt3rrKystSgQQM99NBDstlsVscCAJQjfn5+Gj58uNzc3HTu3DmtXLlShmFYHQsAABQBJQsAWMgwDG06s0mdwzurU3gnrT+9Xs42Z40JG6PjTx7X3AFz1ax6M6tjlk9ZWdJ77zmun39ecuKvRFhrbNhYSY4jw3iTxRpZWVlas2aNZs+erbS0NNWoUUODBg2Ss7Oz1dEAAOVQUFCQBg0aJJvNpsOHD2vLli1WRwIAAEVgM/hXvJKTk+Xv76+kpCT5+flZHQdABWAYhtacWqPXvnlN30V9J0lydXLVuJbj9OLdL6p+5foWJ6wA5syRRo6UAgOlc+ckDw+rE6GCS81MVdA7QUrJTNG3475VxzodrY5UoURHR2vp0qWKi4uTJN15553q2rWrXF1dLU4GACjv9u3bp1WrVkmSevfurdatW1ucCAAASAXvDVxKMBMAVHh2w66VkSv12jevaW/0XkmSh4uHHm39qP7c4c8K9g+2OGEFYRjSW285ridMoGBBqeDt5q1BTQdp+oHpmn5gOiVLCbHb7dqxY4e2bt0qu90uHx8f9e3bVw0bNrQ6GgCggmjdurUSExO1fft2ffXVV/Lx8VHjxo2tjgUAAAqInSxiJwuA4pdjz9HiY4v1+vbXdTj2sCTJy9VLj9/xuJ7v8LyCfIIsTljBbNggde8ueXtLFy5IVapYnQiQJH1z/hvdG36vfN18FT0pWt5u3lZHKtcSEhK0bNkyXbx4UZLUtGlT9erVS15eXhYnAwBUNIZhaPny5Tp06JCcnJzUp08fhYWFWR0LAIAKjZ0sAFAKZNuzNffwXE3ePlmR8ZGSJF83X024c4Imtp+oat7VLE5YQeXuYhk/noIFpcrdde5W/cr1dSbhjJZFLNPIFiOtjlQuGYahAwcOaO3atcrMzJSbm5sefPBBtWjRggH3AABL2Gw29enTR4Zh6PDhw1q+fLmuX7+ujh078ncTAAClHCULABSDzJxMzTw4U1O+naIzCWckSZU8Kmliu4l6ut3TquxZ2eKEFdiBA46dLM7O0rPPWp0GyMfJ5qQxYWP0j63/UPiBcEqWYpCWlqZVq1YpIiJCklSnTh09/PDDqlSpkrXBAAAVnrOzsx5++GH5+vpq586d2rRpk5KTk/XAAw/IycnJ6ngAAOAmKFkAwEQJ6Qn6bO9n+vCHD3X5+mVJUoBXgCbdNUlPtH1Cfu4cSWi5t9923A4aJNWrZ2kU4NeMDhutf2z9hzaf3azziedVt1JdqyOVGydPntSKFSuUmpoqJycn3X///brrrrt44woAUGrYbDZ169ZNvr6+WrdunXbv3q3r16+rf//+cnV1tToeAAD4FcxkETNZANy609dO6/1d72vagWlKy0qTJNXwqaE/d/iz/tjmj8xVKC3On5caNJBycqS9e6XWra1OBPyq+2fcry3ntujf9/1bf+30V6vjlHlZWVlav3699uzZI0mqVq2a+vfvr6Ag5mEBAEqvo0ePatmyZcrJyVFwcLCGDRsmT09Pq2MBAFBhMJMFAErAzos79c5372jZ8WUy5Oism1dvrkl3TdLQZkPl7uJucULk8/77joLl/vspWFCqjW05VlvObVH4gXC9cs8rnMV+Cy5duqRly5YpPj5ektSuXTt17dpVLi78GgwAKN1uv/12eXt7a/78+bp48aKmTZumkSNHyt/f3+poAADgJ9jJInayACicbHu2lh1fpnd3vatdUbvy7n+g4QOadNckdQnpwhuipVFCghQcLKWmSmvXSj16WJ0IuKnUzFQFvROklMwUbR+3XXfXudvqSGWO3W7X9u3btW3bNhmGIV9fX/Xr10/169e3OhoAAIUSGxur2bNn6/r16/L19dWIESMUGBhodSwAAMq9gvYGHEANAAV0PeO6Ptj1gRp92EiDFw/Wrqhdcvv/9u47Pqv6/v//47qyd0gICRmEhL0JK2GDKIooIlBQQajSVq1WreOn/bSfrm8/Wq3a2jqqbR0gCCpTZIgyBcIIhL2TEAIJIYPsfZ3fH1e5NDJMQpKT8bzfbueW6zrnXNd5nXC9Q3Ke5/1+O7nyYP8HOfTIIdbMXMPN0TcrYGmq/vlPe8DSty+MH292NSLX5eXqxY96/giADxI/MLeYZignJ4f333+fTZs2YRgGvXr14pFHHlHAIiIizVK7du2YO3cuQUFBFBQU8P7775OcnGx2WSIiIvJf6smCerKIyPWl5afx951/592Ed8krywMg0COQnw/+OT8f/HNCvDWmf5NXVmaf5D4jA+bNg/vvN7sikR+09cxWRn0wCh9XH9KfTtfcTjVgGAZ79+5l3bp1VFRU4Obmxu23306fPn0UgIuISLNXUlLC4sWLOXPmDFarlbvvvpvevXubXZaIiEiLpTlZRERu0L70fby641UWH15Mpa0SgK6BXfll3C+Z3W82ni6eJlcoNfbRR/aAJTwc7rnH7GpEamREhxFEt4kmKTeJpUeXcn8/hYPXU1RUxOeff87x48cB6NixI5MnT9a49SIi0mJ4eHgwa9Ysli1bxpEjR1iyZAkFBQUMHTrU7NJERERaNQ0XJiLyHTbDxqoTqxj74VgGvDuABQcXUGmrZHTkaFbes5Kjjx7l4UEPK2BpTmw2eOUV++MnnwQXF1PLEakpi8XCj/v9GIAP9n9gai1N3fHjx3nrrbc4fvw4Tk5O3HLLLcyePVsBi4iItDjOzs5MmzaNIUOGAPDll1+ybt06NEiJiIiIeTRcGBouTESgpKKE+Qfm89f4v3Is6xgAThYnZvSewVNxTzEwdKDJFUqdff45TJoEvr5w9qz9q0gzcebSGTq+3hGAlCdSiPSPNLegJqa8vJx169axd+9ewD5m/ZQpUzQZsIiItHiGYbB9+3a++uorAHr16sXkyZNxdtaAJSIiIvVFw4WJiNRAZlEmb+56k7f2vEVWcRYAvm6+/GzAz3g89nEi/CJMrlBu2F/+Yv/68MMKWKTZifSP5Kaom9iQvIF5++fxv6P/1+ySmoyLFy+yaNEicnJyABg6dCg33XSTLi6JiEirYLFYGD58OD4+PqxYsYLDhw9TVFTEjBkzcHd3N7s8ERGRVkU9WVBPFpHW6FjWMV7b8Rrz9s+jrKoMgEi/SJ6Me5IHYx7E100/C1qEnTshLs4+RFhKCoSGml2RSK3N3z+f2ctnE90mmlO/OKUJ3IHk5GQWL15MWVkZvr6+TJ48maioKLPLEhERMUVSUhKLFy+mvLycdu3aMXPmTF3bEBERqQc1zQ0UsqCQRaS1MAyDralbeWX7K3x+4nPH+iFhQ3h66NNM6TEFZ6vugG5Rpk2DJUvgxz+G9983uxqROikqLyLk1RAKywvZ8uMtjIwcaXZJptq/fz8rV67EZrMRERHBPffcg6en5skSEZHWLSMjgwULFlBYWIivry8zZ86kXbt2ZpclIiLSrNU0N9DE9yLS4lXaKvn08KfE/juW0R+M5vMTn2PBwl3d7mLrA1uJnxvP9F7TFbC0NCdPwtKl9sfPPGNuLSI3wMvVi2k9pwGw/Nhyc4sxkWEYbN68meXLl2Oz2ejZsyezZ89WwCIiIgKEhIQwd+5cAgMDyc/P5/333+fMmTNmlyUiItIqKGQRkRarqLyIf+z8B13/0ZXpn01n9/nduDm58dDAhzj66FGW37OcER1GaOidluq118AwYOJE6NXL7GpEbsjYjmMB2Hlup8mVmKOqqoqVK1eyadMmAIYNG8a0adM0/4qIiMh3+Pv78+CDDxIeHk5paSnz58/nyJEjZpclIiLS4mm4MDRcmEhLk1GYwRu73uCt3W+RW5oLQKBHII8OfpRHhzxKOy91m2/xMjMhMhJKS2HTJhg92uyKRG7IiewTdHujG+7O7uQ9n4erk6vZJTWa0tJSPv30U5KSkrBYLNx+++0MGjTI7LJERESarIqKCpYsWcLx48cBmDBhAkOGDDG5KhERkeanprmBbv8TkRbj6MWjvLrjVeYfmE95VTkAndp04umhTzOn/xw8XTSkTKvx5pv2gGXwYBg1yuxqRG5Yl4AutHFvQ25pLgcuHGBQaOsIGfLy8li4cCGZmZm4uLjwox/9iC5duphdloiISJPm4uLC9OnTWb16NQkJCaxZs4b8/HzGjRunXvwiIiINQCGLiDRrhmGw5cwWXtnxCqtOrHKsjwuP49lhz3JXt7twsjqZWKE0uuJie8gC8OyzoD8kpQWwWCzEhsey9tRa4tPiW0XIkp6ezsKFCyksLMTb25v77ruP9u3bm12WiIhIs2C1Wpk4cSK+vr5s3LiRbdu2UVBQwKRJk3By0t9HIiIi9Ukhi4g0S5W2SpYeXcor219h9/ndAPbJ7LvfxTNDn2F4h+EmVyimef99yM6G6GiYMsXsakTqTVxYHGtPrWXnuZ08xmNml9OgTp48yWeffUZ5eTlBQUHMnDkTPz8/s8sSERFpViwWC6NGjcLX15eVK1dy4MABSktLmT59uoIWERGReqSQRUSalcLyQt7b9x5/jf8rKZdSAHB3dmdOvzk8NfQpugZ2NbdAMVdVlX3Ce4CnngL98SgtSFx4HADxafEmV9Kw9uzZw+rVqzEMg6ioKKZPn467u7vZZYmIiDRb/fv3x8vLi08++YQTJ06watUqJk2apKHDRERE6olCFhFpFtIL0nlj1xu8veftapPZPzbkMX4++OeazF7sli6FpCQIDIQHHjC7GpF6NSTMPmHtqZxTZBVn0dazrckV1S/DMPj666/Ztm0bYL8gdMcdd+hOWxERkXrQpUsXpk2bxuLFi0lMTMTHx4ebbrrJ7LJERERaBIUsItKkHbl4hFe3v8pHBz9yTGbfOaAzT8U9pcnspTrDgL/8xf740UfBU58NaVnaeLShe9vuHMs6xs60nUzsOtHskupNZWUly5cv5/DhwwCMGTOGUaNG6Q5bERGRetStWzcmTpzIqlWr2Lp1K97e3gwZMsTsskRERJo9hSwi0uTYDBtrTq7h9Z2vsz5pvWP90PChPDvsWSZ1m6TJ7OVKmzfD7t3g7g6Ptez5KqT1iguP41jWMeLT4ltMyFJcXMzixYtJTU3FarUyadIk+vXrZ3ZZIiIiLdLAgQMpLCxk06ZNrFmzBm9vb3r27Gl2WSIiIs2aQhYRaTIKygr4IPED/rHrH5zMOQmA1WLlrm538cywZxgWMczkCqVJu9yL5YEHICjI3FpEGkhsWCwfJH5A/LmWMS9LTk4OCxcuJDs7Gzc3N2bMmEFUVJTZZYmIiLRoo0aNoqCggISEBJYuXYqnpycdO3Y0uywREZFmSyGLiJguKTeJf+z8B+8lvkd+WT4Afm5+zI2Zy2NDHiOqjS64VZObCzk50KmT2ZU0HQcPwurVYLHYJ7wXaaHiwuMA2HVuFzbDhtViNbmiuktLS+Pjjz+muLgYPz8/7rvvPtq10/xaIiIiDc1isXD77bdTVFTEsWPHWLRoEQ888ADBwcFmlyYiItIsKWQREVMYhsHGlI28vvN1Pj/+OQYGAF0Du/L4kMeZ038O3q7e9XvQqirIy7OHFJcu2RerFXr0gOBg+wX6pqaoCPbuhT177ENh7d4Np07Zt33wAcyZY2p5TUJlJfzkJ/bH06ZB587m1iPSgHq3642niyf5ZfkcyzpGz6DmObzH0aNHWbp0KZWVlbRv3557770XHx8fs8sSERFpNaxWK1OmTOGjjz4iNTWVBQsWMHfuXPz8/MwuTUREpNlRyCIijaqkooQFBxfw951/52DmQcf6WzvdyhOxT3Br51uvfWe2zQYFBd8GJJcuVQ9MrrXu8vOCgmsXFhAAvXpBz572r5eXdu0aL3wpL4cDB74NU3bvhiNH7Od9NU88AbfcAqGhjVNfU/XnP8OuXeDnB6+9ZnY1Ig3K2erM4NDBbD6zmfi0+GYXshiGQXx8PF9++SUAXbt2ZerUqbi6uppcmYiISOvj4uLCPffcw/vvv8/Fixf56KOPeOCBB/D09DS7NBERkWbFYhiGYXYRZsvPz8fPz4+8vDx8fX3NLkekRUrLT+Ot3W/xbsK7ZJdkA+Dp4smcfnN4PPZxurftfuWLkpPhN7+BHTvsIUle3rUDh9rw8gJ/f2jTBkpKICkJrvWjMDCwevBy+fGNhi9VVXD06Ldhyp49sH+/PWj5vtBQGDz42yUmBiZOtL9u8mRYurRp9sJpDHv3QmysvTfL/Pkwa5bZFYk0uOe/ep6Xtr3ETwf8lHfvfNfscmrMZrOxbt06du3aBcCgQYOYMGECVmvzHfJMRESkJcjLy+O9994jPz+f8PBwZs+ejYuLi9lliYiImK6muYFCFhSyiDSk+LR4/hb/N5YcXUKlrRKASL9IHhvyGHNj5tLGo82VLyoshBdfhFdfhbKyK7e7utoDEn//b8OSqz2+2jY/P/j+HwwlJXD8OBw+/O1y5AicPn398OVqPV+Cgq4MPAzD/l7fHfJr7177UGDfFxBQPVAZNOjqPVUOHoQBA+zhwqef2ofJam1KS+3fn8OHYepU+/ehtYZN0qosP7acuxffTZ92fTjwyAGzy6mR8vJyli5dyvHjxwG45ZZbGDp0KBa1WRERkSYhMzOT999/n9LSUrp168b06dN1I4SIiLR6CllqQSFLC1RaCu7uZlfRapVXlfPp4U/5+66/s+vcLsf6UZGjeCL2CSZ1m4Sz9SqjFdps8NFH8PzzkJ5uXzduHPzqV/ag4XJY4uHRKOdBSQkcO2YPXL4bwPxQz5fLgYufHyQk2MOV3Nwr9/X2hoEDvw1TBg+GqKiaBwW/+x388Y/2XjVHjtiP3Zo8+yy88or9/A8dsgdcIq1AekE6oa+FYsFC3vN5+Lg17blMCgsL+fjjjzl//jxOTk5MmTKFnj2b1zBnIiIirUFqairz58+nsrKSAQMGcMcdd+iGCBERadUUstSCQpYWZscOmD4d3nvPPl+FNJrMokze2fMOb+95m/RCe0ji6uTKfX3u44nYJ+gf0v/aL965Ex5/3D63BkB0tH1+jUmTml7vhMvhy3d7vfxQ+OLqCv37V++l0q0bODnVvY6yMntvliNHYPZs+PDDur9Xc7N1K4webf9+r1hh/5yItCKRf4skNS+VDbM3MDZqrNnlXFVVVRVHjx7lq6++Ii8vDw8PD+69914iIiLMLk1ERESu4dixY3zyyScYhsGoUaMYO7Zp/p4hIiLSGGqaG2jie2l5PvgA0tLg3nvtPQg6djS7ohbNMAz2ZezjjV1vsPDgQsqq7MN7hXiH8PNBP+ehQQ/Rzqvdtd/g/Hl7z5X58+3Pvb3t87A8+SS4uTX8CdSFh4d9XpSYmOrri4urDzt26dK3wUrv3vagpT65ucF//gPDhsG8efbP/G231e8xmqKCApgzxx6wPPCAAhZpleLC40jNSyU+Lb7JhSwlJSUkJCSwa9cuCgoKAAgICGDmzJkEBASYXJ2IiIhcT/fu3bn99tv54osv2LJlCz4+PgwaNMjsskRERJo0UwfY3LJlC3feeSehoaFYLBaWL19ebbthGPz+978nNDQUDw8PxowZw+HDh6vtU1ZWxi9+8Qvatm2Ll5cXkyZNIi0trRHPQpqc11+3D72UnW2fp6GkxOyKWqSzeWf58zd/ps/bfRj47kDeT3yfsqoyBocO5qO7P+LMk2f439H/e+2ApbQUXngBunb9NmB54AE4cQKee67pBizX4+lpD15mzbLPKfP22/DQQ/beJvUdsFwWFwdPPGF//NBD9gCipXvmGUhOhshI+NvfzK5GxBRxYXEAxJ+LN7mSb128eJFVq1bx2muv8fXXX1NQUICXlxdjxozhJz/5iQIWERGRZmLQoEGMGjUKgNWrV3P06FGTKxIREWnaTO3JUlRURL9+/XjggQeYOnXqFdtffvllXnvtNT744AO6du3Kn/70J2655RaOHz+Oj499/PEnn3ySzz//nEWLFhEYGMjTTz/NHXfcQUJCAk43MgyPNF/u7rBkiX2ui7174ZFH4P33m96QU81QXmkenx35jI8OfsTmlM0Y2IfGcnNy4+4ed/P4kMeJC4+7/ri9hgFLl9ovlKek2NcNHWoPxwYPbviTaIn+9CdYvtz+/fyf/4F//MPsihrO6tXw7rv2xx98ABriUVqpuPD/hixp8RiGYdp46YZhcPr0aXbu3MmpU6cc60NCQoiLi6NXr144O6vjtIiISHMzZswYCgoK2LdvH0uWLGH27Nl06NDB7LJERESapCYzJ4vFYmHZsmVMnjwZsP/RHhoaypNPPslzzz0H2HutBAcH89JLL/HQQw+Rl5dHUFAQ8+fPZ8aMGQCcP3+eiIgIVq9eza233lqjY2tOlhbq669h/Hj7ZOpvvWUPW6TWyqvKWXtqLR8d+IiVx1c6hgMDGNNxDLP6zGJqz6n4u/v/8Jvt328fBmzTJvvzsDB4+WX7MFcKwW7MV1/Z5yCyWGDLFhgxwuyK6l92NvTpA+np9s/RX/9qdkUipimtLMX3RV8qbBUkPZ5EVJuoRj1+RUUFBw4cID4+nqysLMf67t27ExsbS2RkpCbKFRERaeZsNhuffPIJx48fx93dnQceeIB27a4zFLSIiEgL0+znZElOTiYjI4Px48c71rm5uTF69Gi2b9/OQw89REJCAhUVFdX2CQ0NpXfv3mzfvv2aIUtZWRllZd9eKM7Pz2+4ExHzjBtnH7Lpuefswyn172/vMdFaZWRAUZF9QvkfuPBlGAbxafF8dOAjFh9eTHZJtmNbz6Ce3N/3fu7rcx8d/Gp4J9PFi/Db39p7INhs9t5Gzz5r/7fx8rqRs5LLbr4Z5s61z9Hyk59AYqL9+9ySPPqoPWDp3t0+1JxIK+bu7E7/kP7sPr+b+LT4RgtZ8vPz2b17NwkJCZT8dzhOV1dXYmJiiI2NpU2bNo1Sh4iIiDQ8q9XK1KlTmT9/PmfPnmXBggU8+OCD+Pn5mV2aiIhIk9JkQ5aMjAwAgoODq60PDg7mzJkzjn1cXV2v+IM+ODjY8fqrefHFF/nDH/5QzxVLk/Tss7Brl334sGnTICEBQkLMrqpxGQa8+qo90LDZoE0b+5w1gwbZh+caPNjeo8Ri4WT2SRYcXMBHBz7idO5px1uEeIdwX+/7mNV3Fv1D+tf87uSKCnsvot//3j4JPMD06fbeK5GR9X6qrd4rr9iH0zp+HP7f/4P/+z+zK6o/ixbB4sXg5GSfw8fDw+yKRBpdaWkprq6uWK32KfXiwuMcIcu9fe5t0GOfO3eOnTt3cvjwYWw2GwD+/v7ExsbSv39/3FtaqCsiIiIAuLi4cO+99/Lee++RlZXFggULeOCBB/DQ7+MiIiIOTTZkuez7F3NrMu74D+3zq1/9iqeeesrxPD8/n4iIiBsrVJomi8U+H8uRI3D0qP0C/9dfg4uL2ZU1jpIS+OlPYcEC+3NnZ8jNhfXr7Qtw0RM+ifNh/gAndnpfcrzUy8WLKT2mMKvvLMZFjcPJWss5jtauhV/+Eo4dsz/v398+78p/J1CUBuDvbw+17r4bXnoJfvQj+/e9uTt/Hn7+c/vj3/zGHhCKtCI2m40vvviCvXv3YrVaCQgIIDAwEC+bvSfg1uStFBUV4enpWa9DdNlsNo4dO0Z8fDxnz551rI+MjCQ2NpZu3bo5Ah8RERFpuTw8PJg1axb/+c9/uHjxIosWLWLWrFm4tJa/q0VERH5Akw1ZQv7b2yAjI4P27ds71mdmZjp6t4SEhFBeXk5ubm613iyZmZkMGzbsmu/t5uaGm5tbA1UuTY6PDyxbZu+xsXWrvXfL3/5mdlUNLzXVfrF971773f9/+xv87Gdw6BAlu7bx+eFlzK9IYG27fCqdCgBwssH40zDrANxVHIBXTAmc2AeDnWHgQKhJt/ATJ+Cpp+CLL+zPg4LsPSoefNBehzSsyZPt4cqnn9q/57t22cO15sow7MOf5ebaP4O//rXZFYk0KpvNxooVKzhw4IDjeVZWFllZWRRTDMCBiwf48yt/xtvdm7Zt2xIYGEhgYKDjcUBAQK0mny8tLWXv3r3s2rWLvLw8wD5cSO/evYmNjSU0NLT+T1RERESaND8/P2bOnMn7779PamoqS5cu5Uc/+pFuuBAREaEJhyxRUVGEhISwfv16YmJiACgvL2fz5s289NJLAAwcOBAXFxfWr1/P9OnTAUhPT+fQoUO8/PLLptUuTVC3bjBvnj10eP11GDIE7rvP7KoaztatMHWqfS6Utm3h00+xjR7FppRNfHT2Iz7L/YyCtgWO3Qf5dmdWRQ/uOWIleM8h+3BTnIXTZ+Gzz759365dvx1ibNAgiIkBT0/7trw8+xBVr78OlZX2C/uPPw7/+7/2HhbSeP7xD/jqK9i3zz6E2PPPm11R3f3rX7BmDbi52duw7paTVsRms7Fs2TIOHTqExWJhypQpREREkJWVRXZ2NhcvXuT9ve9TYCsgnXQiSiNIS0sjLS2t2vtYLBb8/f2vCF/atm2Lt7e3o/dLdnY2O3fuJDExkYqKCgA8PT0ZNGgQgwYNwsfHp9G/ByIiItJ0BAcHc8899/DRRx9x7NgxVq9ezcSJE+u1J62IiEhzZDEMwzDr4IWFhZw6dQqAmJgYXnvtNcaOHUtAQAAdOnTgpZde4sUXX+T999+nS5cuvPDCC2zatInjx487/tB/5JFHWLVqFR988AEBAQE888wzZGdnk5CQgFMN75rPz8/Hz8+PvLw8fH19G+x8pQn4zW/svSo8PCA+Hvr2Nbui+mUY8M9/2sONykro35/jH77Khxe/Yv6B+aTlf3vhLdIvkll9ZzGzz0x6BPWo/j55efYeMLt325c9eyAl5crjOTlBr172IanWrLGHOgATJ9rngenWrcFOVX7AvHkwZ449nNi/v3n+WyQl2dtoUZH98/SdYR5FWrqqqiqWLl3KkSNHsFqtTJs2jR49elyx36SPJ/H5ic955eZXmNlpJtnZ2Y7lchhTVlZ2zeO4uroSGBiIm5sbKd/5Od+uXTtiY2Pp06ePhgIRERGRao4cOcKnn34KwJgxYxg9erTJFYmIiDSMmuYGpoYsmzZtYuzYsVesnzNnDh988AGGYfCHP/yBd955h9zcXGJjY3nzzTfp3bu3Y9/S0lKeffZZFi5cSElJCePGjeOtt96q1RwrCllakaoqewCwbh1ER9vDg+8MNdeslZXBL34B//oXl9xh8ZyBfDDAifj0XY5d/N39md5zOrP6zmJ4h+FYLbXo2n3xov37tWfPt+FLRkb1fbp1g7/+FSZMqKeTkjozDPu/w7p1MGIEbN4Mzakrf1UVjB1r75U1ejRs2NC86he5AVVVVXz22WccO3YMq9XK9OnT6XaNoPT/tvwfv9n4G2b0msGiaYuu2G4YBkVFRY7A5fLX7OxscnNz+f6vgV26dCEuLo6oqCjdlSoiIiLXtHv3blavXg3AnXfeyYABA0yuSEREpP41i5ClqVDI0srk5NjndkhJsV+EXrWq+V+8zcigctoU1l/YwYf9YXlvZ8qoBMDJ4sSELhOY028Od3a9EzfnepqPyDDg3Dl76LJ3L0REwI9/rOGcmpIzZ+w9jYqK4M03v508vjl45RX7/Ene3nDgAERFmV2RSKOorKzk008/5cSJEzg5OTF9+nS6du16zf2/Tvqam+ffTKRfJClPptTqWFVVVeTk5JCdnU1BQQHR0dEEBgbe4BmIiIhIa7Fhwwa2bt2KxWJhxowZ17wpREREpLlSyFILCllaoX37YNgwKC2F3/4W/vAHsyuqs8MbFvHhGz9lfnQhGd8ZLr9Puz78uP+Pua/PfYR4h5hXoJjrjTfsPZy8veHwYejQweyKftihQ/YgtLwc/v1vmDvX7IpEGkVlZSWffPIJJ0+exNnZmRkzZtC5c+frvia/LB//P/tjYJD+dLp+3ouIiEijMQyDlStXkpiYiLOzM7Nnz67VqCIiIiJNXU1zg2Z++75IHcXEwLvv2h//8Y/w+efm1lNL2cXZvLnrTQa/GE3vrffyl372gKWtWxseH/I4e3+2l/0P7+epoU/pgltr9/Ofw/DhUFgIDz9s74HUlJWXw+zZ9q8TJ8KDD5pdkUijqKioYNGiRY6A5d577/3BgAXA182XXu16AbAzbWdDlykiIiLiYLFYuPPOO+nSpQuVlZV8/PHHZGVlmV2WiIhIo1PIIq3X/ffDY499+/jkSXPr+QEVVRV8fvxzpn4ylfavtuexNY+xpzwZ5yq461IIy+5cwLlnM3h9wuvEtI/RWPpiZ7XCf/4Dbm6wZg0sWGB2Rdf3pz/Ze5oFBtp7sehzLK1ARUUFH3/8MadPn8bFxYWZM2cSHR1d49fHhcUBEJ8W31AlioiIiFyV1Wpl2rRphIWFUVJSwkcffURBQYHZZYmIiDQqhSzSur36qv0u/7w8mDLFfrd/E7M/Yz9PrXuK8L+GM2nRJJYeXUqFrYKYdPjbGjhveZrlr55j8oD7cHVyNbtcaYq6dYPf/c7++IknIDPT3HquZdcueOEF++O334YQ9cKSlq+8vJyFCxeSnJzsCFg6duxYq/eIC/9vyHJOIYuIiIg0PldXV+677z4CAwPJy8tjwYIFlJaWml2WiIhIo9GcLGhOllYvPR0GDICMDJgxAz7+2PS75zOLMll4cCEf7v+QxIxEx/p2bgHMSqhkztZ8+hZ6wbx59nBI5IdUVMCQIZCYaP+cL1pkdkXVFRfb2+Hx43DffU2/x41IPSgrK2PhwoWkpqbi6urKrFmz6jSO+aHMQ/R5uw9eLl5cev4SzlbnBqhWRERE5Ppyc3N57733KCwspGPHjsycORNnZ/1eIiIizZfmZBGpqfbt4bPPwNkZFi+Gv/7VlDIKygpYcmQJdy26i7DXwvjlul+SmJGIq5MrU3tM5fOI50j7vxJe/Syfvl7REB+vgEVqzsXFPmyYk5P9c75ihdkVVferX9kDltBQeOMNs6sRaXBlZWUsWLCA1NRU3NzcuP/+++s8UWyPtj3wcfWhqKKIw5mH67lSERERkZpp06YN9913H66urqSkpLB8+XJ0X6+IiLQGCllEwD5k2OVw5f/7/2DTpgY/pGEY7M/Yz0vfvMTYD8cS8HIA0z6dxsrjK6m0VTI4dDBvTHiD80+m8dn+btwx9yVcCkvglltg927o3bvBa5QWZsAAePZZ++NHHoFLl0wtx2HDBvj73+2P33sP2rQxtx6RBlZaWsr8+fM5e/Ys7u7uzJ49m/Dw8Dq/n5PViSFhQwDYeW5nfZUpIiIiUmvt27dnxowZWK1WDh8+zJdffml2SSIiIg1OIYvIZY8+CvffD1VVMH06pKXV+yFySnL45PAnPLjiQcJeC6P/O/15/uvn2ZSyiUpbJZ3adOLZYc9y6JFD7PrpLh7tNovAex74dp6Kp5+G1ashIKDea5NW4re/ha5d7cPkXQ5czJSXBz/+sf3xww/DrbeaWo5IQyspKWH+/PmcO3cODw8PZs+eTWho6A2/r2NeljTNyyIiIiLmio6OZvLkyQDEx8ezfft2cwsSERFpYBocU+QyiwX++U84eNA+b8XUqbBlC7i51fktbYaNhPMJrD21ljWn1rDz3E5shs2x3cPZg5uibuK2zrdxW+fb6BzQ+dsXHz8Od91l/+ruDv/6F8yadQMnKN9XVlZGQUEBbdq0wcnJyexyflBJSQkZGRlkZGRQWFhIaGgoHTt2xMvLq+Zv4uEB//43jBpl/3rPPTBuXMMV/UOefBLOnoVOneAvfzGvDpFGUFxczPz588nIyMDT05P777+fkJCQenlvhSwiIiLSlPTp04eCggLWr1/P+vXr8fHxoU+fPmaXJSIi0iA08T2a+F6+JzkZBg6E3Fz42c/gnXdq9fILhRf48vSXrD29li9Pf0lWcVa17b2CejlClREdRuDu7H7lm3zxhX3y7/x8CA+H5cvtNUm9KCoqYseOHezevZvy8nKsVitt27alXbt21RZ/f38sFkuj12cYBvn5+WRkZJCenu4IVvLy8q66f1BQEJGRkXTs2LHmocujj8Jbb0F0NBw4ALUJaurLihUwebI94Ny61T5sn0gLVVRUxPz587lw4QJeXl7Mnj2bdu3a1dv7Xyy6SLtX7O+X+1wu/u7+9fbeIiIiInVhGAbr1q1j586dWK1WZs6cSXR0tNlliYiI1FhNcwOFLChkkatYtw4mTADDsN/tP3fuNXettFUSnxbP2lNrWXtqLQnpCdW2+7r5cnP0zdzW6TZu7XwrHfw6XPu4hgEvvgi/+Y398YgR8NlnEBxcX2fWquXn57N9+3YSEhKorKwEwMnJiaqqqqvu7+rqSlBQ0BXhi7e3d73VZLPZyMrKcgQpl5eSkpKr7u/v709ISAheXl6kpaVx4cKFK/YJCgpyBC6RkZFXD13y8+3z+pw9C089Ba++Wm/nVCOZmfbjX7wIzz0Hf/5z4x5fpBEVFhYyb948Ll68iLe3N7NnzyYoKKjej9Pp751Iyk1i3ax1jO80vt7fX0RERKS2DMNgyZIlHD58GFdXVx544IF668krIiLS0BSy1IJClsZ38eJF9uzZw+DBg2nbtq3Z5VzdCy/Ar39tHy5s61YYPNixKS0/jXWn1rH29FrWn15PXln1HgYxITHc1vk2JnSeQFx4HC5OLtc/1vnzsGMHzJ9vv7sf7PNTvP46uLrW95m1Orm5uWzbto3ExERHoBIWFsbIkSPp2rUr+fn5ZGZmcuHCBS5evMiFCxfIysq6Zvji6elZLXQJDg4mKCgItx8YWq6iooILFy5U652SmZnpCHy+y2q1EhQUREhISLXF3b16z6fi4mLOnDlDSkoKKSkpZGZmXvFe7dq1q9bTxdPT075h9WqYOBGsVti+HWJja/LtvHGGYR+Ob9ky6NMHdu++oWH5RJqygoIC5s2bR1ZWFj4+PsyePbvB/t+buXQmCw8u5A9j/sBvR/+2QY4hIiIiUluVlZUsWLCAlJQUvL29efDBB2nTpo3ZZYmIiPwghSy1oJClcZWVlfHOO++Qm5uLh4cHM2fOJCwszOyyrmSzwZQpsGIFuZ3C2Lzg/9iYs5cNKRs4lHmo2q4BHgHc2ulWbut8G+M7jSfE+zp35pSX2+d82bHj2yU11bHZcHbG8uab9qHK5IZkZWXxzTffcODAAS7/qIuMjGTkyJFER0dfdygwm81GdnY2mZmZ1ZacnJxrvsbf379a+OLh4cGFCxccgUp2djZX+5Hr6upKcHCwI0hp3749QUFBODvXftqsmoYulwOXLn/8I86LFkGvXrB3b+OEevPnw+zZ4OICu3ZB//4Nf0wRE+Tn5zNv3jyys7Px9fVlzpw5BAQENNjx/rHzHzy+9nFu73I7X9z3RYMdR0RERKS2SktL+eCDD7hw4QKBgYE8+OCD3978JSIi0kQpZKkFhSyNa+XKlezbt8/x3NXVlXvuuYeoqCgTq6ouvyyfrWe2svH4WjZ89S8S25RhfOd6vAULseGx3NbJPrfKoNBBOFmvMXH65V4ql5eEBCgrq7aLYbWSGRzM2dBQ9g0YQLuJE5kwYQKu6sVSJxcuXGDr1q0cPnzYsa5Tp06MHDmSyMjIG3rviooKLl68eEXPl8LCwhq93tvb+4reKQEBAQ0290tRUZEjdDlz5swVoYtHcTG/eOstPAoLufjoo3i9/HLD/rFz9qx9mLD8fPi//4P/+Z+GO5aIifLy8vjwww/Jzc3Fz8+POXPmNPgdm7vP7WbIv4cQ4BFA1rNZpswpJSIiInItBQUF/Oc//yEvL4/w8HBmz56Ni8sPjPogIiJiIoUstaCQpfEcO3aMxYsXA3DvvfcSHx9PcnIyTk5OTJs2je7du5tSV1F5EdvObmND8gY2pmwk4XwCVUb1oaK6X4Sx/v0Ze+//cFPUTQR6Bl75RuXlsG+fPUyJj7+il4pDYCDExZHXqxdbKyo46O5OuZsbbdu2JSsrC4C2bdsydepUjVdbC+fPn2fLli0cP37csa5r166MGjWqwXtLFRcXX9HrpaSkhHbt2lXroVKf87nUxXdDl5SUFC5evEjPQ4f40WefUWW18s5DD2Ht29fR06Vjx45XDFFWZ+Xl9uHJvvoK4uLsw/DVobdOS1FUVMTx48dJTk4mKCiIYcOG1an3kjQ9ly5d4sMPP+TSpUv4+/szZ84c/P39G/y45VXl+L7oS1lVGSceO0GXwC4NfkwRERGR2rh48SLvvfcepaWldO3alRkzZmC1Ws0uS0RE5KoUstSCQpbGUVhYyNtvv01xcTHDhg3jlltuobKykiVLlnDs2DEsFgt33XUX/fr1a/BaSipK2JG2g43JG9mYspFd53ZRYauotk+nNp0Y23EsN0XdxJhDhbS/77/Dd33yCfzoR/bHNeilgtVqn3di6FD7EhdHaUQEX2/YwJ49ewBwd3dn3LhxDBw4kJSUFJYtW0ZBQQFOTk6MHz+ewYMH647k60hNTWXr1q2cOnXKsa5nz56MHDlSIdUPKCoq4kxKCgE/+Qkh8fGkhYXx3ty5GN/5Q6d9+/Z07NiRqKgoOnTocPW5Z4qL4dw5SEv7dvn+8wsX7Pt6eMD+/dCl9V0AzsvL4+jRoxw7dozU1NRqw8cFBwczZcoU2rVrZ2KFcqNyc3P58MMPycvLo02bNsyZMwc/P79GO/7w94az/ex25k2ex/397m+044qIiIjU1NmzZ5k3bx6VlZXExMRw55136u9dERFpkhSy1IJCloZnGAYff/wxJ0+eJDg4mJ/85CeOO7ZtNhsrV65k//79ANx2223E1vME3OVV5exM28nGFHuosuPsDsqqqochHfw6cFPUTYztOJaxHccS4RdR/U2eew5efhm8vOx348fHX7eXiiNUGTwYfHwc34dDhw6xbt06ioqKAOjbty+33HJLtR4OxcXFrFixghMnTgDQrVs3Jk2apDFrv8MwDJKTk9m6dSspKSkAWCwW+vTpw4gRIwgKCjK3wObm/Hno2RPy8sh49ln2jBpFSkoK2VlZuJWV4Zuf71jCgeDKStoUFeGRnY3l3DnIza3ZcXx84J//hPvua9DTaSoMwyArK8sRrKSnp1fb3r59e6KiokhMTKS4uBhnZ2duvvlmhgwZoj80mzjDMCgrK6O4uJiioiLH182bN5Ofn09AQABz5sxp9N8rnlr3FH+N/ys/H/Rz3pz4ZqMeW0RERKSmjh07xieffIJhGIwaNYqxY8eaXZKIiMgVFLLUgkKWhrdnzx6++OILnJyc+NnPfnbFndqGYbBu3Tp27twJwJgxYxg1alSdLzJW2irZc34PG5M3siFlA9tSt1FSWVJtn1CfUEegMjZqLFH+Udc/XmUl3HYbfP31t+uu0kuFLl3gKu+TnZ3NF198QXJyMgCBgYFMnDjxmnPRGIbBrl27WL9+PVVVVfj6+jJlypQbnlOkuTMMg5MnT7J161bS0tIAsFqt9O/fn+HDhzfopNIt3r//DT/9qb2nybBhkJaGkZaG5b+B4A+xeXpiiYjAEh4O313Cwr593LbtVdtHS2IYBufPn3cEK9nZ2dW2R0ZG0r17d7p37+4YQqqwsJAVK1Y4emN17tyZSZMm4fPfgFYans1mo6SkpFpgUlxcfMXj7z632WxXfa+2bdsye/ZsU/79Pjn8CTM+m8GA9gNI+FlCox9fREREpKYuXycAmDhxIoMGDTK5IhERkeoUstSCQpaGlZ2dzTvvvENFRQXjx49n6NChV93PMAy2bNnCpk2bAIiNjeXWW2/9waClpKKEQ5mH2H9hP4kZiY6lqKL6heEgzyDGRo11BCtdA7vWPsTJzoY//cl+ofh7vVSupbKykm+++YZvvvmGqqoqnJ2dGTlyZI3nX0hPT2fJkiVkZ2djsVgYNWoUo0aNahLj1lZVVbF//3527NhBQUEBXl5ejsXT07Pa8++u9/T0rHX9hmFw7NgxtmzZQkZGBgDOzs4MGDCAYcOGNepwPC2WYcDNN8OGDVduCwiAsDAqgoPJ8/Ul09WVNJuNTFdX8n19yff1pczNDWcXFyIiIhzDi4WGhuLk5NT459LIbDYbZ86ccQQrBQUFjm1OTk5ER0fTvXt3unXrhpeX11XfwzAMdu/ezfr166msrMTT05M777zTtLmqzJKbm8uOHTsc7dxqtWKxWH5wqel+FosFm812RWBSUlLyA5Vdnaurq+PnnaenJ23atGHkyJGmzb+UmpdK5N8icbI4kf+rfDxd1ANSREREmq6NGzeyZcsWLBYL06dPb3W/+4qISNOmkKUWFLI0nKqqKt577z3Onz9PVFQU999//w8GGzt37mTt2rUA9O/fnzvvvNNxQT6zKNMRolwOVY5lHcNmXHk3cYBHAKMjRzuGAOsZ1LPRh985ffo0q1evJicnB7DfnT5hwoRa97YoLy9nzZo1JCYmAtChQwemTJliWrBQUVHBvn372LZtG/n5+XV6j8thS01CmdOnT7N161YuXrwIgIuLC4MHD2bo0KGmTyTf4mRlwcKF0KZN9Z4oVxmqzjAMcnNzSU5OJiUlheTkZMcweJe5uLgQGRnpCF1CQkKaREBYHyoqKkhKSuLo0aOcOHGi2kV6V1dXunTpQvfu3enSpcvV57G5hszMTJYuXcqF/85hExMTw2233Yarq2u9n0NTkp6ezrZt2zhy5Ahm/mri4eFRLTT57s+q76/38vKqUVjemAzDIOy1MNIL09n6wFZGdBhhdkkiIiIi12QYBp9//jn79u3D2dmZ2bNnExER8cMvFBERaQQKWWpBIUvDuXxXiru7O4888kiNv797E/fywYoPSCedioAKSv1LOZB5gPTC9Kvu39azLTEhMfQL7kf/kP70D+lPj6AeWC3mXMwtKCjgyy+/5NChQwB4e3tz22230bPnjQU9Bw8eZNWqVZSXl+Pu7s5dd93VqHf6lJeXs2fPHnbs2EFhYSFgP7dhw4bRuXPnK+YmuLx893lxcXGdj+/m5kZsbCyxsbGan6YJujz/yOXQJSUl5YreAa6urvj7++Pt7Y23t7cjTLv8/PK6uvR2agylpaWcPHmSo0ePcurUKSoqKhzbPD096dq1Kz169CA6OvqGLr5XVlayceNGtm/fDkBAQABTpkwhLCzshs+hKTEMg6SkJLZv305SUpJjfefOnenXrx9OTk4YhlFtsdlsV6yr6fbL26xW61XDEw8Pjyb5uautKYunsOzYMv5yy194ZtgzZpcjIiIicl02m41FixZx8uRJPDw8ePDBB2nbtq3ZZYmIiChkqQ2FLA0jLS2N9957D8MwmDp1Kr17977qfkXlRRzMPFhtqK+DmQcprrjyYrwFC10Cu9iDlOD+9Auxhyrtvds3iUmibTYbe/bsYcOGDZSVlWGxWBgyZAhjx46t1Z3s15OTk8OSJUs4f/48AIMGDWL8+PG4uLjUy/tfTWlpKbt27SI+Pt5x0dzPz4/hw4cTExNTq4vJ35334GrL9wOasrIyPDw8iIuLY8iQIbi7uzfUaUo9MwyDCxcuOAKXlJQUysrKavRai8WCp6enI3T57tfvP67phXGbzUZVVRWVlZW1/lpWVkZSUhLJycnV5uHw9fWle/fu9OjRgw4dOtT7Bfrk5GSWL19Ofn4+FouF0aNHM3LkyGYfBNhsNo4cOcL27dtJT7eH5xaLhd69ezNs2DBCQkJMrrB5e3nbyzz31XNM7TGVz6Z/ZnY5IiIiIj+ovLycefPmce7cOfz8/Jg7d67mJxQREdMpZKkFhSz1r7y8nHfeeYecnBz69OnDlClTMAyD9MJ0+1BfGftJvGAPVE5mn8Tgyo+hp4snXf264prjSpAtiD5BfXh65tO09Wuad7ScP3+eVatWOS4YhoaGcscdd9C+fft6P1ZVVRUbNmxw3OXerl07pk2bRlBQUL0ep7i4mJ07d7Jz507HxfGAgABGjBhB3759G2WujcrKSqxWa7O/qCz2C+tZWVkUFBRQWFhIYWEhRUVF1b4WFhbWurfT5UDm8lwn1wpK6uu/u7Zt2zqClfbtGz7gLSkp4YsvvuDw4cMAREREcPfdd9OmTZsGPW5DqKioIDExkR07dpCbmwvYh5SLiYlh6NCh+Pv7m1tgC7E5ZTNjPhxDmE8YaU+lmV2OiIiISI0UFRXx3nvvkZOTQ3BwMD/+8Y91k52IiJhKIUstKGSpf8tXLmf9vvXkeeQR1CeIw1mHScxI5GLxxavu3967Pf1D+lcb7qtzQGecrE6cO3eOBQsWUFJSQlBQEPfff3+TuqOltLSUDRs2sHv3bsA+pNW4ceMYOHBggwcDp06dYvny5RQVFeHs7MyECROIiYm54Yu+hYWF7Nixg927dzuGQwoKCmLkyJH06tVLgYc0KJvN5ujJdL0w5kaHn3NycsLZ2RlnZ2fH42t9dXZ2Jjg4mB49epgydIFhGBw8eJDVq1dTVlaGq6srEyZMoF+/fk2iF98PKSkpYdeuXezatcvxb+bh4cGQIUMYMmSIhv+rZ0XlRfj+2RebYePsL88S7htudkkiIiIiNZKbm8t//vMfioqK6NixIzNnzmxyc+CJiEjroZClFhSy3Jj8snwOXDjgGOorPiWeY7nHqKLqin2tFivd23avNtxXv+B+BHsHX/cYFy9eZP78+RQUFODv78/9999f68nj65thGBw+fJh169Y55ifp06cP48ePb9TJ2AsLC1m2bJljPoNevXpxxx131OmOn/z8fLZt28bevXuprKwEICQkhFGjRtG9e/dmcTFXWpeqqiqKi4ur9YCpSWhitVqb5ef50qVLLFu2jNTUVAB69uzJHXfcgYeHh8mVXV1eXh47duxg7969jsDW39+foUOHEhMT06DDHLZ2Me/EkJiRyKc/+pRpPaeZXY6IiIhIjaWnp/PBBx9QXl5Or169mDp1arP83V1ERJo/hSy1oJClZgzD4Gz+WftQXxmJjuG+knKTrrq/h9WDAWEDHD1T+of0p1dQLzxc6nYx8NKlS8ybN4/c3Fy8vb25//77adeu3Y2cUp3l5OTwxRdfOIKNgIAAJk6cSHR0tCn1GIbB9u3b2bBhAzabDX9/f6ZMmUJERESNXp+bm8s333xDYmKiY76J8PBwRo0aRefOnfULrUgTYrPZ2LZtG5s2bcJms+Hj48PkyZNN+/lzNRcuXGD79u0cOnTI8TMlODiY4cOHqzdcI3lk1SP8M+GfPDP0Gf4y/i9mlyMiIiJSK6dPn2bhwoXYbDbi4uK49dZbzS5JRERaIYUstaCQ5eoOZx5mz/k97L+w39FLJbc096r7RvhG0C+4H87ZzrjmuNIroBfPP/w8ri6u9VpTYWEh8+fPJzMzE3d3d2bOnEl4eOMNg5Kbm0tiYiLbtm2jqqoKJycnRo4cyfDhw5tEF+Zz586xZMkScnNzsVgsjB07lhEjRlwzJMnKyuKbb77hwIEDjvkqOnbsyMiRI4mKilK4ItKEnT9/nqVLl5KdnQ1AXFwc48aNM+1nkWEYpKamsm3bNk6ePOlYHxUVxfDhw4mOjtbPlEb0YeKH/HjFjxnRYQRbH9hqdjkiIiIitXbgwAGWLVsGwC233MKwYcNMrkhERFobhSy1oJDl6sZ+OJZNKZuqrXO2OtMzqGe1+VP6Bfcj0DOQhIQEVq1ahZOTEz/96U8JDr7+EGB1VVJSwsKFC0lLS8PFxYV77rmnwe7gLi0tJTk5mdOnT5OUlOSYqBkgOjqa22+/ncDAwAY5dl2VlpbyxRdfcOjQIcB+gfPuu++uNo/NhQsX2Lp1q2MibYBOnToxatQoOnTo0Og1i0jdlJeX8+WXX5KQkABAu3btmDp1aqP28jMMg2PHjrFt2zbOnTsHgMVioUePHgwbNoywsLBGq0W+dTzrON3f7I67szv5z+fj4qSh2URERKT52b59O+vXrwfgtttuIzY21uSKRESkNVHIUgsKWa7utxt/y5YzWxxDffUL7kfPoJ64ObtdsW9OTg7//Oc/qaioaJQ7TMrLy/nkk084ffo0Tk5OTJ06lR49etzw+1ZVVXHu3DlHqHLu3Dm+20SsVivh4eEMHjyYXr16Ndm7sg3DIDExkTVr1lBRUYGnpyeTJ0/G09OTrVu3cvz4cce+3bp1Y+TIkboQKtKMHT9+nJUrV1JcXIyTkxM333wzsbGxDfYzyjAMysvLOXz4MNu3b3f0pnFycqJ///4MGzbM9HmzWjubYSPw5UAulV5iz0/3MDB0oNkliYiIiNSaYRhs2LCBb775BoDx48czdOhQk6sSEZHWQiFLLShkuTE2m4333nuPc+fO0bFjR2bPnt0o4UNlZSXLli3jyJEjWCwWJk2aRP/+/Wv1HoZhkJOT4whVkpOTKS8vr7ZPYGAg0dHRdOrUiY4dO+LmdmXI1FRlZWXx2WefceHChSu29erVi5EjRzZYjyMRaVyFhYWsXLnSMVRXdHQ0kydPrtaL7fsMw6C0tJSSkpJqy/fXXW2fqqoqx/u4u7szaNAgYmNj8fb2bvBzlZq57aPbWHd6HW9MeINHhzxqdjkiIiIidWIYBhs3bmTrVvsQqBo6TEREGotCllpQyHJjNm/ezKZNm3Bzc+ORRx7Bz8+v0Y5ts9lYtWoV+/btA+DWW28lLi7uuq8pKSkhKSnJEazk5eVV2+7h4UF0dLQjWGnM82kIlZWVrF+/nl27dmGxWOjbty8jRoygbdu2ZpcmIvXMMAz27NnDl19+SWVlJR4eHsTExFBeXn7NMOVG+Pr6EhcXx4ABA5pVAN1a/H7T7/nD5j8wq+8s5t893+xyREREROrMMAw2b97M5s2bARg3bhwjRowwuSoREWnpapobmD9TtzRr586dc/ySc/vttzd6IGG1Wrnzzjtxd3dnx44drFu3jpKSEsaMGePoTVNVVcXZs2cdocr58+ervYeTkxMRERF06tSJ6Oho2rdv32SHAasLZ2dnJkyYQExMDO7u7vj7+5tdkog0EIvFwuDBg+nYsSPLli0jPT2d7du3/+DrXFxc8PDwqLa4u7tfse7721xdXVvUz8uWJi7cftPBzrSdJlciIiIicmMsFgtjxowB7Dd6fv311xiGwciRI80tTEREBIUscgPKy8tZtmwZhmHQq1cv+vTpY0odFouFW265BQ8PDzZs2MCWLVsoKiqibdu2JCUlkZKSQkVFRbXXtGvXztFTpUOHDri6uppSe2MKCQkxuwQRaSRBQUHMnTuXXbt2kZOTg6en5zVDE3d3d5yd9etASzQkbAgAJ3NOkl2cTaBnoMkViYiIiNyYMWPGYLVa2bhxIxs2bMBmszF69GizyxIRkVZOV1WkztavX092djY+Pj5MnDjR1LuZLRYLI0eOxN3dndWrV5OQkFBtu5eXl6OnSnR09HXnKBARaQmcnJw0KWgrF+ARQLfAbhzPPs7Oczu5vcvtZpckIiIicsNGjRqFxWJhw4YNbNq0CcMwHL1cREREzKCQRerk5MmT7NmzB4DJkyfj4eFhckV2gwcPxt3dna+++oqgoCBHb5V27dppSBsREWl1YsNjOZ59nPi0eIUsIiIi0mKMHDkSq9XKV199xebNmx1Bi/7uFxERMyhkkVorKipixYoVAMTGxhIdHW1yRdX16dPHtKHLREREmpK4sDjm7Z9HfFq82aWIiIiI1Kvhw4djsVhYv349W7ZswTAMxo4dq6BFREQandXsAqR5MQyDVatWUVRURFBQEOPGjTO7JBEREbmGuPA4AHae24nNsJlcjYiIiEj9GjZsGOPHjwdg69atfP311xiGYXJVIiLS2ihkkVpJTEzk2LFjWK1WpkyZgouLi9kliYiIyDX0Ce6Dh7MH+WX5HM86bnY5IiIiIvVu6NCh3HbbbQBs27aNr776SkGLiIg0KoUsUmO5ubmsXbsWgLFjxxISEmJyRSIiInI9zlZnBocNBtCQYSIiItJixcbGMmHCBAC2b9/Ol19+qaBFREQajUIWqRGbzcayZcsoLy+nQ4cODBs2zOySREREpAbiwuxDhilkERERkZZsyJAh3H777QDEx8ezbt06BS0iItIoFLJIjWzbto2zZ8/i6urK3XffjdWqj46IiEhzEBseC0D8OYUsIiIi0rINHjyYO+64A4CdO3eydu1aBS0iItLgdKVcftD58+fZtGkTALfffjv+/v6m1iMiIiI1Fxdu78lyKPMQBWUFJlcjIiIi0rAGDhzInXfeCcCuXbtYvXq1ghYREWlQClnkuioqKli2bBk2m42ePXvSt29fs0sSERGRWgj1CSXCNwKbYWPP+T1mlyMiIiLS4AYMGMCkSZMA2LNnD1988YWCFhERaTAKWeS61q9fT1ZWFt7e3kycOBGLxWJ2SSIiIlJLl3uzaF4WERERaS1iYmK46667AEhISODzzz9X0CIiIg1CIYtc06lTp9i9ezcAkydPxtPT0+SKREREpC4uhyw7z+00uRIRERGRxtO/f3/uvvtuLBYL+/btY+XKlQpaRESk3ilkkauy2WysWbMGgCFDhtCpUyeTKxIREZG6+m5PFl1YEBERkdakb9++jqAlMTGRFStWYLPZzC5LRERaEIUsclVWq5WZM2fSt29fbr75ZrPLERERkRsQExKDs9WZC0UXOJN3xuxyRERERBpVnz59mDJlChaLhf379ytoERGReqWQRa4pICCAu+++GxcXF7NLERERkRvg4eJB/5D+gOZlERERkdapd+/eTJ06FYvFwoEDB1i+fLmCFhERqRcKWURERERagbiwb4cMExEREWmNevXqxbRp07BarRw8eJBly5YpaBERkRumkEVERESkFfjuvCwiIiIirVXPnj0dQcuhQ4dYsGAB+/btIycnR3PXiYhInTibXYCIiIiINLzLIcu+jH2UVZbh5uxmckUiIiIi5ujRowfTp0/nk08+ISkpiaSkJAC8vb2JjIykQ4cOREZG0q5dOywWi8nViohIU2cxFNOTn5+Pn58feXl5+Pr6ml2OiIiISL0zDIN2r7QjqziL+LnxxIbHml2SiIiIiKkyMjI4fPgwZ86c4dy5c1cMHebu7u4IXDp06ED79u1xcnIyqVoREWlsNc0N1JNFREREpBWwWCzEhsXyxckviE9TyCIiIiISEhJCSEgIABUVFZw7d44zZ86QmprK2bNnKS0t5cSJE5w4cQIAFxcXwsPDiYyMJDIykrCwMFxcXMw8BRERaQIUsoiIiIi0EnHhcfaQ5Vw8T/CE2eWIiIiINBkuLi507NiRjh07AlBVVUVGRoYjdElNTaWkpITk5GSSk5MBsFqthIWFOXq7RERE4O7ubuJZiIiIGRSyiIiIiLQSl+dliU+LN7kSERERkabNycmJsLAwwsLCGDZsGIZhcPHiRUfocubMGQoKCjh79ixnz55l27ZtgL13zOXQJSwsDB8fH6xWq8lnI01RVVUVZ8+eJTU1FR8fH6Kjo/Hz8zO7LBGpA83JguZkERERkdYhrzSPNi+1wcAg4+kMgr2DzS5JREREpFkyDINLly5x5swZR/CSk5NzxX5WqxVfX1/8/Pzw8/Or9vjy4ubmZsIZSGO7HNQlJSWRlJRESkoKFRUV1fZp27Yt0dHRREdH07FjR302RExW09xAIQsKWURERKT16P1Wbw5fPMyKe1Ywqdsks8sRERERaTEKCgocvVxSU1PJzMykJpfd3N3drwhevrt4e3s3y94wlZWVFBUVUVhY6PhaWlqKs7MzLi4uuLq6OparPXdycjL7FG5YYWGhI1RJSkqioKCg2nYvLy8iIyPJy8vj/Pnz1T4vVquV8PBwR+gSFhbWLD8HIs2ZJr4XERERkSvEhcdx+OJh4tPiFbKIiIiI1CMfHx969epFr169ALDZbBQWFpKXl3fNpbS01LFcuHDhqu9rsViu6AHj4+PzgyGFq6trvV+Ur6ioqBaafPfr99eVlZXd0LGcnJyue27fX+/q6oqfnx9t2rShTZs2uLq61tNZ11xFRQVnzpzh9OnTJCUlkZmZWW27s7MzkZGRjuAkODgYi8UCQElJCSkpKY7X5ubmOuYD2rRpE25ubkRFRREdHU2nTp1o06aN47XNiWEYVFRUUF5eTnl5ebXH331eVVVldql14uHhQbdu3dQLqZVRTxbUk0VERERaj38l/IufrfoZYzuOZcOcDWaXIyIiItKqlZWVkZ+ff80QJj8/H5vNVuf3vxxU1CassFgsFBcXXzU8KS8vr9XxrVYr3t7eeHl54e3tjYeHB5WVlde9wH4j5/tdXl5eBAQEOEKX7y7e3t71ElAYhkF6erqjp0pqauoV4UBISIgjGOnQoQPOzjW75z03N5ekpCROnz5NcnIypaWl1bb7+/s7wpro6Gg8PDxu+Hyux2azUVJSckXPpGuFJNdb39K5uLjQp08fBg0aRPv27c0uR26AhgurBYUsIiIi0locvHCQvv/si5eLF3nP5+Fkbf7DMIiIiIi0VDabjaKiIi5dulQtfLkceFztYnZ5eXmNhimrKycnJ7y9vR3hyeUA5Wpf3d3dax1mVFVVXfXi/A89Lysr49KlS+Tm5lJSUnLdYzg7O9OmTZurhjD+/v7XDUIuXbpUbQiw7x/L19fXEapERUXh5eVVq/O/GpvNRnp6uqOXy9mzZ68Io0JDQx2BS0RERI3CHJvN5gjUfqhnUnFxcb1/rq7WG+nyuuY6XNyFCxfIyspyPA8NDWXgwIH07t3blN5VcmMUstSCQhYRERFpLapsVfi/5E9heSH7H95P3+C+ZpckIiIiIvXIMAyqqqquGr7UJLCoqqrC09PzmsGJm5tbkx+mqrS0lJycHHJzc6stOTk55Ofn/2BY4OvrS0BAAP7+/gQEBODt7e0IOXJycqrt6+rq6hjGKzo6msDAwAb//pSXl1cbluzixYvVtru4uDiGJfPw8LhucFJbHh4ejs+Ch4fHdXtJXe+5i4tLk/8c1YVhGKSmprJnzx6OHDniCMPc3Nzo27cvAwcOJDg42OQqpaYUstSCQhYRERFpTcbNG8eG5A28c8c7/Gzgz8wuR0RERESk0VRVVTl6vFwthPmh4awsFgthYWGO3iphYWGm97ooKChw9Kw5ffo0RUVFNX6txWLB09OzWpB2rd5Jnp6epp9rc1JUVERiYiIJCQnk5uY61kdERDBw4EB69epV4+HjxBwKWWpBIYuIiIi0Jr/++te88M0LPNj/Qf5z13/MLkdEREREpEkwDIOioqIrwpe8vDzatm1Lp06d6NixI+7u7maXek2GYZCZmcnp06dJSUnBZrNdNzzx9PTEarWaXXaLZhgGSUlJJCQkcOzYMUdPKg8PD/r168fAgQNp27atyVXK1ShkqQWFLCIiItKafH78cyYtmkTPoJ4c/vlhs8sRERERERFpFQoKCti3bx979+4lLy/Psb5jx44MHDiQHj16qLdQE6KQpRYUsoiIiEhrklmUSfAr9nGAc5/Lxd/d39yCREREREREWhGbzcapU6dISEjg5MmTjt4tXl5e9O/fn4EDB9KmTRuTqxSFLLWgkEVERERam+jXo0m+lMyXs77klk63mF2OiIiIiIhIq5SXl8fevXvZu3cvhYWFjvWdOnVi0KBBdO3aVUO6maSmuYFm1hERERFpheLC40i+lEx8WrxCFhEREREREZP4+fkxduxYRo0axYkTJ0hISOD06dOOxcfHh5iYGPr164e3tzfOzs4KXZoYhSwiIiIirVBceBwfH/qY+HPxZpciIiIiIiLS6jk5OdGjRw969OhBTk4Oe/fuZd++fRQUFLBlyxa2bNni2NdqteLs7OxYnJycqj2v6fLd14WEhBAcHGzid6D5UsgiIiIi0grFhccBsDNtJ4ZhYLFYTK5IREREREREAAICArj55psZO3YsR48eJSEhgZSUFMd2m81GeXk55eXl9XbM0aNHK2SpI4UsIiIiIq1Q/5D+uDm5kV2Szenc03QO6Gx2SSIiIiIiIvIdTk5O9O7dm969e2Oz2aisrKzRUlVVVeN9Ly8BAQFmn26zpZBFREREpBVydXIlpn0M8WnxxKfFK2QRERERERFpwqxWK66urri6uppdinyPZsgRERERaaXiwuxDhsWnaV4WERERERERkbpoMSHLW2+9RVRUFO7u7gwcOJCtW7eaXZKIiIhIk3Z5XhaFLCIiIiIiIiJ10yJClsWLF/Pkk0/y61//mn379jFy5EgmTJhAamqq2aWJiIiINFmXQ5b9F/ZTXFFscjUiIiIiIiIizU+LCFlee+015s6dy09+8hN69OjB3/72NyIiInj77bfNLk1ERESkyerg14EQ7xAqbZXsTd9rdjkiIiIiIiIizU6zn/i+vLychIQEnn/++Wrrx48fz/bt26/6mrKyMsrKyhzP8/PzG7RGERERkabIYrEQFx7H8mPLeWDFAwR7BTfIcYZHDOelW15qkPcWERERERERMVOzD1mysrKoqqoiOLj6RYHg4GAyMjKu+poXX3yRP/zhD41RnoiIiEiTdnPUzSw/tpxTOac4lXOqQY4R4BHQIO8rIiIiIiIiYrZmH7JcZrFYqj03DOOKdZf96le/4qmnnnI8z8/PJyIiokHrExEREWmKHhr0EN3adiO/rOF69oZ4hzTYe4uIiIiIiIiYqdmHLG3btsXJyemKXiuZmZlX9G65zM3NDTc3t8YoT0RERKRJc7Y6c3P0zWaXISIiIiIiItIsNfuJ711dXRk4cCDr16+vtn79+vUMGzbMpKpERERERERERERERKSla/Y9WQCeeuop7r//fgYNGsTQoUN59913SU1N5eGHHza7NBERERERERERERERaaFaRMgyY8YMsrOz+eMf/0h6ejq9e/dm9erVREZGml2aiIiIiIiIiIiIiIi0UBbDMAyzizBbfn4+fn5+5OXl4evra3Y5IiIiIiIiIiIiIiJioprmBs1+ThYREREREREREREREREzKGQRERERERERERERERGpA4UsIiIiIiIiIiIiIiIidaCQRUREREREREREREREpA4UsoiIiIiIiIiIiIiIiNSBQhYREREREREREREREZE6UMgiIiIiIiIiIiIiIiJSBwpZRERERERERERERERE6kAhi4iIiIiIiIiIiIiISB0oZBEREREREREREREREakDhSwiIiIiIiIiIiIiIiJ1oJBFRERERERERERERESkDhSyiIiIiIiIiIiIiIiI1IGz2QU0BYZhAJCfn29yJSIiIiIiIiIiIiIiYrbLecHl/OBaFLIABQUFAERERJhciYiIiIiIiIiIiIiINBUFBQX4+fldc7vF+KEYphWw2WycP38eHx8fLBaL2eWYLj8/n4iICM6ePYuvr6/Z5YjIf6ltijRNapsiTZPapkjTpLYp0jSpbYo0TWqb5jIMg4KCAkJDQ7Farz3zinqyAFarlfDwcLPLaHJ8fX3VeEWaILVNkaZJbVOkaVLbFGma1DZFmia1TZGmSW3TPNfrwXKZJr4XERERERERERERERGpA4UsIiIiIiIiIiIiIiIidaCQRa7g5ubG7373O9zc3MwuRUS+Q21TpGlS2xRpmtQ2RZomtU2RpkltU6RpUttsHjTxvYiIiIiIiIiIiIiISB2oJ4uIiIiIiIiIiIiIiEgdKGQRERERERERERERERGpA4UsIiIiIiIiIiIiIiIidaCQRUREREREREREREREpA4UsoiIiIiIiIiIiIiIiNSBQhap5q233iIqKgp3d3cGDhzI1q1bzS5JpEXbsmULd955J6GhoVgsFpYvX15tu2EY/P73vyc0NBQPDw/GjBnD4cOHq+1TVlbGL37xC9q2bYuXlxeTJk0iLS2tEc9CpOV58cUXGTx4MD4+PrRr147Jkydz/PjxavuofYo0vrfffpu+ffvi6+uLr68vQ4cOZc2aNY7tapci5nvxxRexWCw8+eSTjnVqmyLm+P3vf4/FYqm2hISEOLarbYqY59y5c8yaNYvAwEA8PT3p378/CQkJju1qn82LQhZxWLx4MU8++SS//vWv2bdvHyNHjmTChAmkpqaaXZpIi1VUVES/fv144403rrr95Zdf5rXXXuONN95g9+7dhISEcMstt1BQUODY58knn2TZsmUsWrSIb775hsLCQu644w6qqqoa6zREWpzNmzfz6KOPEh8fz/r166msrGT8+PEUFRU59lH7FGl84eHh/PnPf2bPnj3s2bOHm266ibvuusvxB6fapYi5du/ezbvvvkvfvn2rrVfbFDFPr169SE9PdywHDx50bFPbFDFHbm4uw4cPx8XFhTVr1nDkyBFeffVV/P39HfuofTYzhsh/DRkyxHj44Yerrevevbvx/PPPm1SRSOsCGMuWLXM8t9lsRkhIiPHnP//Zsa60tNTw8/Mz/vnPfxqGYRiXLl0yXFxcjEWLFjn2OXfunGG1Wo21a9c2Wu0iLV1mZqYBGJs3bzYMQ+1TpClp06aN8e9//1vtUsRkBQUFRpcuXYz169cbo0ePNp544gnDMPR/poiZfve73xn9+vW76ja1TRHzPPfcc8aIESOuuV3ts/lRTxYBoLy8nISEBMaPH19t/fjx49m+fbtJVYm0bsnJyWRkZFRrl25ubowePdrRLhMSEqioqKi2T2hoKL1791bbFalHeXl5AAQEBABqnyJNQVVVFYsWLaKoqIihQ4eqXYqY7NFHH2XixIncfPPN1darbYqY6+TJk4SGhhIVFcU999xDUlISoLYpYqaVK1cyaNAgfvSjH9GuXTtiYmL417/+5diu9tn8KGQRALKysqiqqiI4OLja+uDgYDIyMkyqSqR1u9z2rtcuMzIycHV1pU2bNtfcR0RujGEYPPXUU4wYMYLevXsDap8iZjp48CDe3t64ubnx8MMPs2zZMnr27Kl2KWKiRYsWsXfvXl588cUrtqltipgnNjaWefPmsW7dOv71r3+RkZHBsGHDyM7OVtsUMVFSUhJvv/02Xbp0Yd26dTz88MM8/vjjzJs3D9D/nc2Rs9kFSNNisViqPTcM44p1ItK46tIu1XZF6s9jjz3GgQMH+Oabb67YpvYp0vi6detGYmIily5dYsmSJcyZM4fNmzc7tqtdijSus2fP8sQTT/Dll1/i7u5+zf3UNkUa34QJExyP+/Tpw9ChQ+nUqRMffvghcXFxgNqmiBlsNhuDBg3ihRdeACAmJobDhw/z9ttvM3v2bMd+ap/Nh3qyCABt27bFycnpiqQzMzPzitRURBpHSEgIwHXbZUhICOXl5eTm5l5zHxGpu1/84hesXLmSjRs3Eh4e7liv9iliHldXVzp37sygQYN48cUX6devH6+//rrapYhJEhISyMzMZODAgTg7O+Ps7MzmzZv5+9//jrOzs6NtqW2KmM/Ly4s+ffpw8uRJ/b8pYqL27dvTs2fPaut69OhBamoqoL83myOFLALY/1gdOHAg69evr7Z+/fr1DBs2zKSqRFq3qKgoQkJCqrXL8vJyNm/e7GiXAwcOxMXFpdo+6enpHDp0SG1X5AYYhsFjjz3G0qVL2bBhA1FRUdW2q32KNB2GYVBWVqZ2KWKScePGcfDgQRITEx3LoEGDmDlzJomJiURHR6ttijQRZWVlHD16lPbt2+v/TRETDR8+nOPHj1dbd+LECSIjIwH9vdkcabgwcXjqqae4//77GTRoEEOHDuXdd98lNTWVhx9+2OzSRFqswsJCTp065XienJxMYmIiAQEBdOjQgSeffJIXXniBLl260KVLF1544QU8PT257777APDz82Pu3Lk8/fTTBAYGEhAQwDPPPEOfPn2umHRURGru0UcfZeHChaxYsQIfHx/HHUR+fn54eHhgsVjUPkVM8D//8z9MmDCBiIgICgoKWLRoEZs2bWLt2rVqlyIm8fHxccxZdpmXlxeBgYGO9WqbIuZ45plnuPPOO+nQoQOZmZn86U9/Ij8/nzlz5uj/TRET/fKXv2TYsGG88MILTJ8+nV27dvHuu+/y7rvvAqh9NkeGyHe8+eabRmRkpOHq6moMGDDA2Lx5s9klibRoGzduNIArljlz5hiGYRg2m8343e9+Z4SEhBhubm7GqFGjjIMHD1Z7j5KSEuOxxx4zAgICDA8PD+OOO+4wUlNTTTgbkZbjau0SMN5//33HPmqfIo3vwQcfdPyuGhQUZIwbN8748ssvHdvVLkWahtGjRxtPPPGE47napog5ZsyYYbRv395wcXExQkNDjSlTphiHDx92bFfbFDHP559/bvTu3dtwc3Mzunfvbrz77rvVtqt9Ni8WwzAMk/IdERERERERERERERGRZktzsoiIiIiIiIiIiIiIiNSBQhYREREREREREREREZE6UMgiIiIiIiIiIiIiIiJSBwpZRERERERERERERERE6kAhi4iIiIiIiIiIiIiISB0oZBEREREREREREREREakDhSwiIiIiIiIiIiIiIiJ1oJBFRERERERERERERESkDhSyiIiIiIiIiIiIiIiI1IFCFhERERERERERERERkTpQyCIiIiIiIiIiIiIiIlIH/z/5JC2nPJZ+rAAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -2977,15 +1808,15 @@ "fig, ax2 = plt.subplots( figsize=(20, 6))\n", "#heating rate\n", "\n", - "ax1.plot(data['100_1500_50']['seconds'], data['100_1500_50']['Pyrometer'], color='green') \n", - "ax1.plot(data['100_1500_50']['seconds'], data['100_1500_50']['PyrometerShifted'] , color='lime') \n", - "ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red') \n", - "ax1.plot(newRegime['seconds'], newRegime['PyrometerShifted'] , color='orange') \n", + "ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='green') \n", + "ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['PyrometerShifted'] , color='lime') \n", + "ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red') \n", + "ax1.plot(predicted_regime['seconds'], predicted_regime['PyrometerShifted'] , color='orange') \n", "\n", "\n", - "ax2.plot(data['100_1500_50']['seconds'], data['100_1500_50']['TravelDelta'], color='gray')\n", - "ax2.plot( newRegime['seconds'], newRegime['TravelRelativeTempCorrected'] - newRegime['TravelRelativeTempCorrected'].shift(1), color='red')\n", - "ax2.plot( newRegime['seconds'], calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48)), color='green')\n", + "ax2.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['TravelDelta'], color='gray')\n", + "ax2.plot( predicted_regime['seconds'], predicted_regime['TravelRelativeTempCorrected'] - predicted_regime['TravelRelativeTempCorrected'].shift(1), color='red')\n", + "ax2.plot( predicted_regime['seconds'], calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density)), color='green')\n", "#ax1.set_title('Швидкість нагріву в віртуальному експерименті в порівнянні з реальним даними')\n", "ax1.set_xlabel('час в секундах')\n", "ax1.set_ylabel('temperature °C')\n", @@ -2993,6 +1824,49 @@ "#ax1.set_ylim(-20, 45 )\n" ] }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15, 6))\n", + "fig, ax1 = plt.subplots( figsize=(15, 6))\n", + "\n", + "#densification rate\n", + "sc = ax1.plot( calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density), predicted_regime['TravelRelativeTempCorrected'] - predicted_regime['TravelRelativeTempCorrected'].shift(1), color='red')\n", + "sc = ax1.plot( calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density), calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(predicted_regime['TravelRelativeTempCorrected'], virtual_experiment_weight, virtual_experiment_start_density)), color='green')\n", + "sc = ax1.plot(data[virtual_experiment_key]['Density'], data[virtual_experiment_key]['TravelDelta'], color='grey')\n", + "\n", + "#sc = ax1.plot(calulate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['STD'], color='blue') \n", + "\n", + "#ax1.set_title('title')\n", + "ax1.set_xlabel('Щільність')\n", + "ax1.set_ylabel('Швидкість ущільнення')\n", + "ax1.grid(True)\n", + "plt.show()\n" + ] + }, { "cell_type": "code", "execution_count": 42, @@ -3009,7 +1883,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -3022,18 +1896,15 @@ "plt.figure(figsize=(15, 6))\n", "fig, ax1 = plt.subplots( figsize=(15, 6))\n", "\n", - "#densification rate\n", - "sc = ax1.plot( calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['TravelRelativeTempCorrected'] - newRegime['TravelRelativeTempCorrected'].shift(1), color='red')\n", - "sc = ax1.plot( calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), calculate_TargetDensificationRate(calculate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48)), color='green')\n", - "sc = ax1.plot(data['100_1500_50']['Density'], data['100_1500_50']['TravelDelta'], color='grey')\n", + "#Temperature\n", + "sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='grey')\n", + "sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red')\n", "\n", - "#sc = ax1.plot(calulate_densityForVirtualExperiment(newRegime['TravelRelativeTempCorrected'], 6.5, 48), newRegime['STD'], color='blue') \n", - "\n", - "#ax1.set_title('title')\n", - "ax1.set_xlabel('Щільність')\n", - "ax1.set_ylabel('Швидкість ущільнення')\n", + "ax1.set_title('Порівняння температури з єксперементальними даними')\n", + "ax1.set_xlabel('Час, с')\n", + "ax1.set_ylabel('Температура °C')\n", "ax1.grid(True)\n", - "plt.show()\n" + "plt.show()" ] }, { @@ -3052,7 +1923,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABNoAAAIhCAYAAACYDteqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAXnNJREFUeJzt3Xt8zvX/x/HnZeexjZmxMXPKKRmiyJilYTKn+v5kMlI6ybnSMJu+NETl20KpyDeL37e+DkVOZaRIYqWS03dryL4izDZms+v3R7ddP5cdLz7s2jzut9tut67P5/15X6/PtddWe/b+fD4ms9lsFgAAAAAAAIAbUqW8CwAAAAAAAAAqA4I2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAACXIy8uT2Wwu7zIAAAAAVAAEbQAAu7R06VKZTKYSvxo0aHBTa0hNTZWTk5M++OCDm/o+AAAAACoHx/IuAACAkixZskTNmzcvtP3555/X8ePHb+p7+/v767vvvlPDhg1v6vsAAAAAqBwI2gAAdq1Vq1Zq3759oe3Vq1e/6UGbs7Nzke8NAAAAAEXh0lEAQKVx6dIlRUdHq2HDhnJ2dlbdunU1atQonTt3zmpcgwYN1KdPH61atUqtW7eWq6urGjVqpH/84x9W41JTU2UymbR06VLLtri4OKvLV6tVq6Z27dopMTHR6tjhw4erWrVqhWr8+OOPZTKZlJSUZNl25coVxcXFqWnTpnJzc7Oa/+r37tatm1q1alVozrlz58pkMik1NbXQOV7rueeek8lkstqWnp6uESNGKCAgQI6Ojlbvf/WcRRk8eLACAwPl6uqqGjVqqEuXLtqwYYNl/+OPPy5vb29lZ2cXOvb+++/XnXfeaXmdn5+vN998U23atJGbm5uqV6+ujh07au3atVbnNXz4cKt5/vnPfxZ7KfG136+Cr2vnKJi7qLFXf68yMzM1btw4S48VN64oEydOVOPGjeXu7i5PT0+1b99eH374YYnHFDh06JAiIyNVu3Ztubi4qH79+ho2bJhycnIk/f+l1ld/v3bv3q3q1avrb3/7m/Ly8izbz507p4kTJ6pRo0ZycXGRr6+vevfurV9//VXS//d9cV/dunWzqi0jI0PPP/+81c/duHHjlJWVZTXOZDLpueee09tvv62mTZvKxcVFLVu21IoVKwqdb3p6up566inVq1dPzs7OatiwoaZPn251HlfX+a9//cvq+MzMTHl5eclkMmnu3LlW+w4fPqzIyEj5+vrKxcVFLVq00FtvvWU1JikpSSaTSR9//HGh2qpVq2bpn7Jc4l7wM7xnzx498sgjatCggdzc3NSgQQMNHjxYv/32W6H3kP76eS9pvoIxRf1OuJYtvw9MJpPi4uKstv39738v9L0v+IxMJpN2795tNT4lJUUODg6FPsPhw4cX+jk9cuSIXF1dy/T75urzKe2zkaTp06fr3nvvlbe3tzw9PdWuXTu99957he67Wdk+HwBA+WJFGwCgUjCbzerfv7+++OILRUdHq0uXLvrxxx8VGxurnTt3aufOnXJxcbGMT05O1rhx4xQXF6c6depo+fLlGjt2rC5fvqznn3++1PfbuXOnJOnMmTOaN2+eHn30UTVu3Fj33nuvzbXPmTNH06dP14QJE9SnTx+5ubnp119/1WOPPWbzXNdj2LBh+vrrrzV79mwFBQXJ0dFRiYmJevPNN0s9tkuXLho0aJBq1qypCxcu6J///KciIiL0448/qkWLFho7dqzef/99JSYm6oknnrAc98svv2jr1q1WAcfw4cP14Ycf6vHHH9fLL78sZ2dn7d27t8Q/LjMyMvTiiy/KwcGhxDoLvl+SNGDAgGLH9e7dWzExMZKkvXv3atSoUVb7J06cqPfee08vv/yygoOD5ezsrK1bt2ry5Mklvr8ktWnTRp06dZKvr69ycnK0du1aDR06VLVr11ZYWFixx+3fv1/BwcHy9PTUyy+/rDvuuEMnTpzQypUrlZOTY9XXBXbv3q0ePXooLCxMH330kRwd//pPvgsXLig4OFipqamaNGmS7r33XmVmZmr79u06efKk1WXao0ePVmRkpNW8Q4YMsXqdnZ2tkJAQHT9+XJMnT1br1q31888/a9q0adq/f7+2bNliFVSsXbtWW7du1csvv6yqVatqwYIFGjx4sBwdHfXwww9L+itku+eee1SlShVNmzZNjRs31s6dOzVjxgylpqZqyZIlVjV4e3vrzTff1N/+9jfLtg8++EBOTk6FPpdffvlF9913n+rXr6958+apTp062rhxo8aMGaPTp08rNja22O9DUR588EGr3nr22WclSQsWLLBsa9y4saS/gsFmzZrpkUcekbe3t06ePKmFCxeqQ4cO+uWXX+Tj41No/rZt21rmOnnypAYOHGhTfUb47bffFB8fX+zPmLe3txISErRs2TLLtgULFqhGjRo6c+ZMqfOPGTPGKkAtq86dO1tC1OJ+X6ampuqpp55S/fr1JUm7du3S6NGjdeLECU2bNs3m9yyKvX4+AIDyQ9AGAKgUNm3apI0bN2rOnDl64YUXJElhYWEKCAjQoEGDtGzZMo0cOdIy/vfff9e+ffsUFBQkSQoPD9epU6f097//Xc8++6zc3d1LfL+OHTta/rlevXpq06aN9u7de11B29dff62AgADNmzfPsq0gGLkVvv76aw0cONAqVNqxY0eZjn322WdlNpt15coVZWRk6JdfftGKFSt08OBBtWjRQq1bt1ZISIjeeustq6AtISFBnp6eioqKkiR99dVX+uc//6kpU6ZoxowZlnG9evUq8f1jY2Pl4OCg/v37a8+ePYX2X758WQ4ODlbfr6KCqYKxfn5+lrGXLl0qNObrr7/WfffdZxWslfUS5qFDh1o+q+zsbJ05c0YJCQn6+eefSwzaxo8fr8uXL+urr76yWu0ydOjQIsd/9913RYZskvTGG2/o559/1ubNm/XAAw9YthcV4NSvX9/qc5MkNzc3q9f/+Mc/9OOPP+rbb7+1XGbdvXt31a1bVw8//LA2bNig8PBwy/jTp0/ru+++U+3atSX9FWy2atVK0dHRlqAtLi5OZ8+e1c8//2wJSLp37y43Nzc9//zzeuGFF9SyZUvLnMOGDVNCQoJ+/PFHtW7dWpL01ltv6fHHH9ecOXOs6p0wYYI8PDy0Y8cOeXp6Svrr90ROTo5mzZqlMWPGqEaNGkV+rkWpVauWatWqZXldMOe1n5skPfzww5ZzlP5aydqnTx/Vrl1biYmJGjNmjNX4y5cvy9vb2zJXea1mGjdunJo3b17kCl1JeuKJJzR//nzNmzdPtWrV0sWLF/X+++/riSeeKPT5X2vNmjXauHGjnn32WSUkJJS5ppycHNWsWdPy2RT3+/LqUDY/P1/dunWT2WzW/PnzFRMTU2i12vWwx88HAFC+uHQUAFApfPnll5JU6JLAv/3tb6pataq++OILq+133nmnJWQrEBkZqYyMDO3du7fU98vLy1NeXp5OnTqlhQsXysnJSV26dCl2XMFXfn5+oTFNmjTR77//ro8++kiZmZnKy8vTlStXSn3vkuaU/lrld+3Yay+ZKnj/L7/8Ut9++60uXbpU4pxFmT9/vpycnFSzZk298MILeuCBB6wCsrFjxyo5OVlff/21pL9Wof3zn//UsGHDLH+cfv7555JUaAVZSX766SclJCRo3rx5xf6Re/HiRbm6upZpvrKMbdKkifbt26dNmzYpOzvb5s9qzZo1cnJykpeXlwYPHqy2bdsWWiV2bU1JSUnq37+/6tWrZ/W9LMqePXvUo0cPVatWTYmJiYUCiM8//1xNmza1CtluxGeffaZWrVqpTZs2VrX17NmzyMtpu3fvbgnZJMnBwUGDBg3SkSNHLIHlZ599ptDQUPn7+1vNWRDYbdu2zWpOf39/DRgwwLICc8uWLTpx4kShIPLSpUv64osvNGDAALm7u1vN3bt3b126dEm7du2yOiY/P7/Qz9D1yszM1KRJk9SkSRM5OjrK0dFR1apVU1ZWlg4cOFBovC29W5bayvr74GobNmzQmjVr9NZbb6lKlaL/bOjQoYOCgoL0zjvvSJKWL1+uGjVqlBqSX7x4UePGjdOTTz6pu+++u8Sx18rMzCz1f4ZIf/174YEHHpCXl5ccHBzk5OSkadOm6cyZMzp16pTV2Mr0+QAAyhcr2gAAlcKZM2fk6OhotbpE+ut+OnXq1Cl0iU6dOnUKzVGwrSyX81x9WZqbm5vefPPNQvdKysrKKvLytWtNmzZNx48fV1RUVKl/LP/8889lmlOS1q9fX6axH3zwgUaOHFnkKpyyiIyMVHBwsE6ePKnExETdfffdcnZ2tuzv16+fGjRooLfeekudO3fW0qVLlZWVZRWq/fHHH3JwcCjy+1KcUaNGWS5dLQjqrnX69OkiL8m7Vm5urs6fP1/q2Pnz5+vxxx9Xr169Sv0jvCjdunXTd999pzNnzmjlypXy8/OTh4dHseP//PNPXblyRStWrCh0L7OUlJRC93MaMmSIOnbsqB07dmjRokUaPXq01f4//vjDskrMCP/973915MiRYvvs9OnTVq9L+7mrV6+e/vvf/+rTTz8t85zSX5e59uzZU3PmzFFCQoJViFvgzJkzysvL05tvvlnsZdHXzj1o0KAix12PyMhIffHFF4qJiVGHDh3k6ekpk8mk3r176+LFi0XWcu3/DCjK1b8T3Nzc1KRJE40aNUpPPfWU1biy/j4okJOTozFjxmj48OHq1KlTiWNHjx6t6OhoTZo0SW+99ZaeffbZUleLxcfHKzMzUzNnzrS6D2NpLly4oMzMTPn7+5c4ruDy6W7dumnx4sWW+/2tXr1aM2fOLPSZV5bPBwBQ/gjaAACVQs2aNZWXl6c//vjDKmwzm81KT09Xhw4drManp6cXmqNgW82aNUt9v++++07SX6tktm3bpueee055eXlW4ZGbm5u2b99uddyXX36pSZMmWW3z9vbW8uXL1b59e9WsWVNz587VgQMHLJdVXq1x48aFApcPP/xQ8+fPLzQ2ODhYr7/+utW2V199Vf/7v/9rtS0oKEjLly9XmzZt9PTTT2vw4MHFzlkUX19f+fr6SvrrMryaNWuqatWqeuaZZyRJVapU0ahRozR58mTNmzdPCxYsUPfu3dWsWTPLHLVq1dKVK1eUnp4uPz+/Ut9z+fLl2rlzp5KTk0scd/jwYTVp0qTU+Y4ePSqz2Vzq2MDAQK1cuVKtWrVSaGioJkyYUOT3tDjVq1e3XGLZo0cP3XHHHcrLy9Ps2bOLHO/t7S0HBwc99NBDlkuiCxQVNPTt21cfffSRpk2bphdffFGhoaFWAXCtWrUMfVqvj4+P3Nzc9P777xe7/2pl+bnz8fFR69atNXPmzCLnLOq8g4OD1bRpU8XGxmrdunX66aefCo2pUaOGHBwcNHTo0GJXTjZs2NDq9ezZs3X//fdbbevatWuRx5bk/Pnz+uyzzxQbG6uXXnrJsj0nJ0d//vlnofHZ2dk6ceJEmXr36t8J58+f15IlS/T000+rdu3a6t+/v2VcWX8fFJg7d67++OOPYnvzav/zP/+jiRMn6vnnn9ehQ4c0YsSIEn82jx49aglFvb29S53/agXz3nXXXSWOW7FihZycnPTZZ59ZrQxcvXp1keMry+cDACh/BG0AgEqhe/fumjNnjj788EONHz/esv2TTz5RVlaWunfvbjX+559/1g8//GC1YiQxMVEeHh5q165dqe9XEJZIf/2B9q9//UvLly+3+gO+SpUqVuOk4u+z9NJLL+nYsWNat25diSuOXF1dC81Z3NMuvby8Co29dsWf9NdlZ0OGDFGrVq00e/ZsOTo6lvoEzeLk5OToypUr2r9/v9X2J554QnFxcRoyZIgOHjxY6I/T8PBwxcfHa+HChXr55ZdLfI8LFy7ohRde0NixY63u1XWtY8eOae/evZo6dWqpdRf88V3U5b/XGjlypFxdXbVo0SJ5enpe972z8vLydPny5UKf1dXc3NzUtWtX7dmzRy1atFDVqlVLnPPVV1+Vo6Ojpk+frk2bNikyMlK7d++2BA3h4eGaNm2avvzyy0IB0vXo06ePXnnlFdWsWbNQSFWUL774Qv/9738tl49euXJFK1euVOPGjVWvXj3LnOvXr1fjxo1tul/ac889pyeeeEJhYWFq1qxZoe+Lu7u7QkNDtW/fPrVu3dpq1WVxGjVqVOhnqLhLBEtiMplkNpsL3R/w3XffLfIy8bVr18psNpcp1Lv2d0L79u21fPly7d692ypoK+vvA0lKS0vTypUrNWfOnGLHXM3Z2VlPPvmkZsyYoZEjR6p69eoljh87dqyCgoL0+OOPlzr3tdauXSsnJ6dSL700mUxydHS0ekjBxYsX9c9//rPI8ZXl8wEAlD+CNgBApRAWFqaePXtq0qRJysjIUOfOnS1PHW3btm2h+zX5+/urb9++iouLk5+fnz788ENt3rxZs2fPLtO9fwru5VSwou2nn34qdKlWWW3evFnz58/Xhx9+aOhlfWUVFxenX375Rfv27bPpIQw//PCD3nrrLT3wwAOqXbu2jh8/rtdff105OTnq27ev1djq1asrKipKCxcuVGBgoCIiIqz2d+nSRUOHDtWMGTP03//+V3369JGLi4v27dsnd3d3q0sg16xZo9q1a5f4hMglS5Zo1qxZ8vT01JNPPlnsuJMnTyohIUFz5sxRZGSkAgMDSzznd999V2vWrNG2bdssN74vi9OnT2v06NHq06eP6tWrp9OnT2vhwoU6duxYqU8snTdvnrp06aKQkBCNHj1aDRo00B9//KEtW7Zo7ty5Rd6fzsnJScuXL1e7du00adIky+rEcePGaeXKlerXr59eeukl3XPPPbp48aK2bdumPn36KDQ0tMznVDDfJ598oq5du2r8+PFq3bq18vPzlZaWpk2bNmnixIlWDwjx8fHR/fffr5iYGMtTR3/99VerVZovv/yyNm/erPvuu09jxoxRs2bNdOnSJaWmpmr9+vVatGiRJZS72pAhQxQYGKg77rij2Hrnz5+v4OBgdenSRc8884waNGigCxcu6MiRI/r0008t93o0mqenp7p27apXX31VPj4+atCggbZt26b33nvPKnQ5f/68Fi5cqFdeecVSZ2kuX76sX3/9VdJf9z8seADA9TyYpcCyZcvUunVrPf3002U+ZuLEiQoJCbE8kKI4x48f17Fjx/Ttt9/a9DCCjIwMrV27VgkJCZYn5xaEqQXnf/ToUR0/flz16tXTgw8+qNdee02RkZF68skndebMGc2dO7fYh6HYwh4/HwCA/SBoAwBUCiaTSatXr1ZcXJyWLFmimTNnysfHR0OHDtUrr7xS6I+rNm3a6LHHHlNsbKwOHz4sf39/vfbaa1ar4UpScE8eFxcX1a1bV+PHjy91JVZRzpw5o+HDh+uRRx5RZGSkzcffqB07dmjWrFlasGBBiQFFUby8vPTbb79p9OjROnv2rLy9vRUUFKT169cXudpk0KBBWrhwoZ555pkiVwUtXbpU7dq103vvvaelS5fKzc1NLVu2LBREXblypcQHIEjSlClTFBISopdffrnE+74lJSXp3//+t2JjY0u9/PPIkSMaN26cJk2apODg4BLHXsvFxUXZ2dl68cUXdfr0aXl6eqp58+Zavnx5qd/3tm3bateuXYqNjdWECROUmZmp2rVr6/777y/xnlLNmjXTa6+9pmeeeUa9evVSeHi45YmbcXFxeueddzR9+nTVqFFDHTp0KDGQLE7VqlX11VdfadasWXrnnXeUkpIiNzc31a9fXw888EChe8j17dtXd955p6ZOnaq0tDQ1btxYy5cvt7oXmp+fn/bs2aO///3vevXVV3X8+HF5eHioYcOG6tWrV7Gr3FxdXUt9yEPLli21d+9e/f3vf9fUqVN16tQpVa9eXXfccYd69+5t8/nbIjExUWPHjtWLL76ovLw8de7cWZs3b9aDDz5oGfPzzz/rnXfe0ZNPPqnY2NgyBS2HDx9WixYtJEkeHh5q3Lix3n77bfXr1++6a83Pz9dbb71ltRqsNNWrVy/TQzauXLmip556qtDqsdLs3bvX8j9Mtm7dWuR90WbMmCEHBwfFxcXp/vvv1/vvv6/Zs2crIiJCdevW1ciRI+Xr63vDK8Xs8fMBANgPk/l67uQLAEAF1qBBA7Vq1UqfffZZeZdyW5k4caJlFVdZ7oOHysVkMmnUqFFKSEgo71JQASUlJSk0NLTEh5AMHz5cDRo0UFxc3K0rDACAa7CiDQAA3FS7du3SoUOHtGDBAj311FOEbABs5unpWerlsI0bNy7Tw1QAALiZCNoAAMBN1alTJ7m7u6tPnz6aMWNGeZcDoAJq166d5d6YxYmJiblF1QAAUDwuHQUAAAAAAAAMYPvzyQEAAAAAAAAUQtAGAAAAAAAAGICgDQAAAAAAADAAD0MoQn5+vn7//Xd5eHjIZDKVdzkAAAAAAAAoR2azWRcuXJC/v7+qVCl+3RpBWxF+//13BQQElHcZAAAAAAAAsCPHjh1TvXr1it1P0FYEDw8PSX99eJ6enuVczY3Jzc3Vpk2b1KNHDzk5OZV3ObiN0YuwF/Qi7AF9CHtBL8Ie0IewF/QiSpKRkaGAgABLZlQcgrYiFFwu6unpWSmCNnd3d3l6evKLAuWKXoS9oBdhD+hD2At6EfaAPoS9oBdRFqXdYoyHIQAAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAA5Rq0bd++XREREfL395fJZNLq1asLjTlw4ID69u0rLy8veXh4qGPHjkpLSytx3jfeeEPNmjWTm5ubAgICNH78eF26dOkmnQUAAAAAAABQzkFbVlaWgoKClJCQUOT+o0ePKjg4WM2bN1dSUpJ++OEHxcTEyNXVtdg5ly9frpdeekmxsbE6cOCA3nvvPa1cuVLR0dE36zQAAAAAAAAAOZbnm4eHhys8PLzY/VOmTFHv3r01Z84cy7ZGjRqVOOfOnTvVuXNnRUZGSpIaNGigwYMHa/fu3cYUDQAAAAAAABShXIO2kuTn52vdunV68cUX1bNnT+3bt08NGzZUdHS0+vfvX+xxwcHB+vDDD7V7927dc889+s9//qP169dr2LBhxR6Tk5OjnJwcy+uMjAxJUm5urnJzcw07p/JQUH9FPw9UfPQi7AW9CHtAH8Je0IuwB/Qh7AW9iJKUtS9MZrPZfJNrKROTyaRVq1ZZQrT09HT5+fnJ3d1dM2bMUGhoqDZs2KDJkydr69atCgkJKXauN998UxMnTpTZbFZeXp6eeeYZLViwoNjxcXFxmj59eqHtiYmJcnd3v+FzAwAAAAAAQMWVnZ2tyMhInT9/Xp6ensWOs9ug7ffff1fdunU1ePBgJSYmWsb17dtXVatW1UcffVTkPElJSXrkkUc0Y8YM3XvvvTpy5IjGjh2rkSNHKiYmpshjilrRFhAQoNOnT5f44VUEubm52rx5s8LCwuTk5FTe5eA2Ri/CXtCLsAf0IewFvQh7QB/CXtCLKElGRoZ8fHxKDdrs9tJRHx8fOTo6qmXLllbbW7RooR07dhR7XExMjIYOHaonnnhCknTXXXcpKytLTz75pKZMmaIqVQo//8HFxUUuLi6Ftjs5OVWaH67KdC6o2OhF2At6EfaAPoS9oBdhD+hD2At6EUUpa0+U61NHS+Ls7KwOHTro4MGDVtsPHTqkwMDAYo/Lzs4uFKY5ODjIbDbLThbvAQAAAAAAoBIq1xVtmZmZOnLkiOV1SkqKkpOT5e3trfr16+uFF17QoEGD1LVrV8s92j799FMlJSVZjomKilLdunUVHx8vSYqIiNBrr72mtm3bWi4djYmJUd++feXg4HCrTxEAAAAAAAC3iXIN2vbs2aPQ0FDL6wkTJkiShg0bpqVLl2rAgAFatGiR4uPjNWbMGDVr1kyffPKJgoODLcekpaVZrWCbOnWqTCaTpk6dqhMnTqhWrVqKiIjQzJkzb92JAQAAAAAA4LZTrkFbt27dSr2cc8SIERoxYkSx+69e3SZJjo6Oio2NVWxsrBElAgAAAAAAAGVit/doAwAAAAAAACoSgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGCAcg3atm/froiICPn7+8tkMmn16tWFxhw4cEB9+/aVl5eXPDw81LFjR6WlpZU477lz5zRq1Cj5+fnJ1dVVLVq00Pr162/SWQAAAAAAAACSY3m+eVZWloKCgvTYY4/poYceKrT/6NGjCg4O1uOPP67p06fLy8tLBw4ckKura7FzXr58WWFhYfL19dXHH3+sevXq6dixY/Lw8LiZpwIAAAAAAIDbXLkGbeHh4QoPDy92/5QpU9S7d2/NmTPHsq1Ro0Ylzvn+++/rzz//1DfffCMnJydJUmBgoDEFAwAAAAAAAMUo16CtJPn5+Vq3bp1efPFF9ezZU/v27VPDhg0VHR2t/v37F3vc2rVr1alTJ40aNUpr1qxRrVq1FBkZqUmTJsnBwaHIY3JycpSTk2N5nZGRIUnKzc1Vbm6uoed1qxXUX9HPAxUfvQh7QS/CHtCHsBf0IuwBfQh7QS+iJGXtC5PZbDbf5FrKxGQyadWqVZYQLT09XX5+fnJ3d9eMGTMUGhqqDRs2aPLkydq6datCQkKKnKd58+ZKTU3VkCFD9Oyzz+rw4cMaNWqUxo4dq2nTphV5TFxcnKZPn15oe2Jiotzd3Q07RwAAAAAAAFQ82dnZioyM1Pnz5+Xp6VnsOLsN2n7//XfVrVtXgwcPVmJiomVc3759VbVqVX300UdFztO0aVNdunRJKSkplhVsr732ml599VWdPHmyyGOKWtEWEBCg06dPl/jhVQS5ubnavHmzwsLCLJfSAuWBXoS9oBdhD+hD2At6EfaAPoS9oBdRkoyMDPn4+JQatNntpaM+Pj5ydHRUy5Ytrba3aNFCO3bsKPY4Pz8/OTk5WV0m2qJFC6Wnp+vy5ctydnYudIyLi4tcXFwKbXdycqo0P1yV6VxQsdGLsBf0IuwBfQh7QS/CHtCHsBf0IopS1p6ocpPruG7Ozs7q0KGDDh48aLX90KFDJT7coHPnzjpy5Ijy8/OtjvHz8ysyZAMAAAAAAACMUK5BW2ZmppKTk5WcnCxJSklJUXJystLS0iRJL7zwglauXKnFixfryJEjSkhI0Keffqpnn33WMkdUVJSio6Mtr5955hmdOXNGY8eO1aFDh7Ru3Tq98sorGjVq1C09NwAAAAAAANxeyvXS0T179ig0NNTyesKECZKkYcOGaenSpRowYIAWLVqk+Ph4jRkzRs2aNdMnn3yi4OBgyzFpaWmqUuX/88KAgABt2rRJ48ePV+vWrVW3bl2NHTtWkyZNunUnBgAAAAAAgNtOuQZt3bp1U2nPYhgxYoRGjBhR7P6kpKRC2zp16qRdu3bdaHkAAAAAAABAmdntPdoAAAAAAACAioSgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADBAuQZt27dvV0REhPz9/WUymbR69epCYw4cOKC+ffvKy8tLHh4e6tixo9LS0so0/4oVK2QymdS/f39jCwcAAAAAAACuUa5BW1ZWloKCgpSQkFDk/qNHjyo4OFjNmzdXUlKSfvjhB8XExMjV1bXUuX/77Tc9//zz6tKli9FlAwAAAAAAAIU4luebh4eHKzw8vNj9U6ZMUe/evTVnzhzLtkaNGpU675UrVzRkyBBNnz5dX331lc6dO2dEuQAAAAAAAECxyjVoK0l+fr7WrVunF198UT179tS+ffvUsGFDRUdHl3op6Msvv6xatWrp8ccf11dffVXqe+Xk5CgnJ8fyOiMjQ5KUm5ur3NzcGzqP8lZQf0U/D1R89CLsBb0Ie0Afwl7Qi7AH9CHsBb2IkpS1L0xms9l8k2spE5PJpFWrVllCtPT0dPn5+cnd3V0zZsxQaGioNmzYoMmTJ2vr1q0KCQkpcp6vv/5agwYNUnJysnx8fDR8+HCdO3euyPu/FYiLi9P06dMLbU9MTJS7u7sRpwcAAAAAAIAKKjs7W5GRkTp//rw8PT2LHWfXK9okqV+/fho/frwkqU2bNvrmm2+0aNGiIoO2Cxcu6NFHH9XixYvl4+NT5veKjo7WhAkTLK8zMjIUEBCgHj16lPjhVQS5ubnavHmzwsLC5OTkVN7l4DZGL8Je0IuwB/Qh7AW9CHtAH8Je0IsoScHVj6Wx26DNx8dHjo6OatmypdX2Fi1aaMeOHUUec/ToUaWmpioiIsKyrSCwc3R01MGDB9W4ceNCx7m4uMjFxaXQdicnp0rzw1WZzgUVG70Ie0Evwh7Qh7AX9CLsAX0Ie0Evoihl7Qm7DdqcnZ3VoUMHHTx40Gr7oUOHFBgYWOQxzZs31/79+622TZ06VRcuXND8+fMVEBBw0+oFAAAAAADA7a1cg7bMzEwdOXLE8jolJUXJycny9vZW/fr19cILL2jQoEHq2rWr5R5tn376qZKSkizHREVFqW7duoqPj5erq6tatWpl9R7Vq1eXpELbAQAAAAAAACOVa9C2Z88ehYaGWl4X3Cdt2LBhWrp0qQYMGKBFixYpPj5eY8aMUbNmzfTJJ58oODjYckxaWpqqVKlyy2sHAAAAAAAArlauQVu3bt1U2kNPR4wYoREjRhS7/+rVbUVZunTpdVQGAAAAAAAA2IalYAAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIAByhy0ff/99woNDVVGRkahfefPn1doaKh++OEHm958+/btioiIkL+/v0wmk1avXl1ozIEDB9S3b195eXnJw8NDHTt2VFpaWrFzLl68WF26dFGNGjVUo0YNPfDAA9q9e7dNdQEAAAAAAAC2KnPQNm/ePN1///3y9PQstM/Ly0thYWF69dVXbXrzrKwsBQUFKSEhocj9R48eVXBwsJo3b66kpCT98MMPiomJkaura7FzJiUlafDgwdq6dat27typ+vXrq0ePHjpx4oRNtQEAAAAAAAC2cCzrwG+//VYvvfRSsfsjIiL07rvv2vTm4eHhCg8PL3b/lClT1Lt3b82ZM8eyrVGjRiXOuXz5cqvXixcv1scff6wvvvhCUVFRNtUHAAAAAAAAlFWZg7YTJ07Iw8Oj2P3VqlXTyZMnDSlKkvLz87Vu3Tq9+OKL6tmzp/bt26eGDRsqOjpa/fv3L/M82dnZys3Nlbe3d7FjcnJylJOTY3ldcHlsbm6ucnNzr/sc7EFB/RX9PFDx0YuwF/Qi7AF9CHtBL8Ie0IewF/QiSlLWvjCZzWZzWQYGBARo8eLF6tWrV5H7P//8cz355JM6duxY2au8uhCTSatWrbKEaOnp6fLz85O7u7tmzJih0NBQbdiwQZMnT9bWrVsVEhJSpnlHjRqljRs36qeffir2ktO4uDhNnz690PbExES5u7tf1/kAAAAAAACgcsjOzlZkZKTOnz9f5G3VCpQ5aHvsscd05MgRffXVV4X2mc1mde3aVU2aNNGSJUuuq+Brg7bff/9ddevW1eDBg5WYmGgZ17dvX1WtWlUfffRRqXPOmTNHs2bNUlJSklq3bl3suKJWtAUEBOj06dMlfngVQW5urjZv3qywsDA5OTmVdzm4jdGLsBf0IuwBfQh7QS/CHtCHsBf0IkqSkZEhHx+fUoO2Ml86OnXqVN1999269957NXHiRDVr1kwmk0kHDhzQvHnzdOjQoesO2Yri4+MjR0dHtWzZ0mp7ixYttGPHjlKPnzt3rl555RVt2bKlxJBNklxcXOTi4lJou5OTU6X54apM54KKjV6EvaAXYQ/oQ9gLehH2gD6EvaAXUZSy9kSZg7bGjRtry5YtGj58uB555BGZTCZJf61ma9mypTZv3qwmTZpcX7VFcHZ2VocOHXTw4EGr7YcOHVJgYGCJx7766quaMWOGNm7cqPbt2xtWEwAAAAAAAFCcMgdtktS+fXv99NNPSk5O1uHDh2U2m9W0aVO1adPmut48MzNTR44csbxOSUlRcnKyvL29Vb9+fb3wwgsaNGiQunbtarlH26effqqkpCTLMVFRUapbt67i4+Ml/XW5aExMjBITE9WgQQOlp6dL+uthDdWqVbuuOgEAAAAAAIDS2BS0FWjTps11h2tX27Nnj0JDQy2vJ0yYIEkaNmyYli5dqgEDBmjRokWKj4/XmDFj1KxZM33yyScKDg62HJOWlqYqVapYXi9YsECXL1/Www8/bPVesbGxiouLu+GaAQAAAAAAgKLYFLR99NFHOn/+vKKiogx5Gme3bt1U2rMYRowYoREjRhS7/+rVbZKUmpp6w3UBAAAAAAAAtipz0Pbcc88pJSVFDRs2VI8ePcr0QAIAAAAAAADgdlHmoG3VqlXasGGDWrVqJRcXF506dUq+vr43szYAAAAAAACgwihz0BYUFKRPPvlEv/76q7y9veXj43Mz6wIAAAAAAAAqlCqlD/nLkiVLdOLECf3rX//SunXrrB5AAAAAAAAAANzuyryirXbt2lq8ePHNrAUAAAAAAACosFiWBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAcr81NFrZWdnKy0tTZcvX7ba3rp16xsuCgAAAAAAAKhobA7a/vjjDz322GP6/PPPi9x/5cqVGy4KAAAAAAAAqGhsvnR03LhxOnv2rHbt2iU3Nzdt2LBBH3zwge644w6tXbv2ZtQIAAAAAAAA2D2bV7R9+eWXWrNmjTp06KAqVaooMDBQYWFh8vT0VHx8vB588MGbUScAAAAAAABg12xe0ZaVlSVfX19Jkre3t/744w9J0l133aW9e/caWx0AAAAAAABQQdgctDVr1kwHDx6UJLVp00Zvv/22Tpw4oUWLFsnPz8/wAgEAAAAAAICKwOZLR8eNG6eTJ09KkmJjY9WzZ08tX75czs7OWrp0qdH1AQAAAAAAABWCzUHbkCFDLP/ctm1bpaam6tdff1X9+vXl4+NjaHEAAAAAAABARWFz0HY1s9ksNzc3tWvXzqh6AAAAAAAAgArJ5nu0SdJ7772nVq1aydXVVa6urmrVqpXeffddo2sDAAAAAAAAKgybV7TFxMTo9ddf1+jRo9WpUydJ0s6dOzV+/HilpqZqxowZhhcJAAAAAAAA2Dubg7aFCxdq8eLFGjx4sGVb37591bp1a40ePZqgDQAAAAAAALclmy8dvXLlitq3b19o+9133628vDxDigIAAAAAAAAqGpuDtkcffVQLFy4stP2dd96xeiIpAAAAAAAAcDu5rqeOvvfee9q0aZM6duwoSdq1a5eOHTumqKgoTZgwwTLutddeM6ZKAAAAAAAAwM7ZHLT99NNPateunSTp6NGjkqRatWqpVq1a+umnnyzjTCaTQSUCAAAAAAAA9s/moG3r1q03ow4AAAAAAACgQrP5Hm1Lly7VxYsXb0YtAAAAAAAAQIVlc9AWHR2t2rVr6/HHH9c333xzM2oCAAAAAAAAKhybg7bjx4/rww8/1NmzZxUaGqrmzZtr9uzZSk9Pvxn1AQAAAAAAABWCzUGbg4OD+vbtq3//+986duyYnnzySS1fvlz169dX3759tWbNGuXn59+MWgEAAAAAAAC7ZXPQdjVfX1917txZnTp1UpUqVbR//34NHz5cjRs3VlJSkkElAgAAAAAAAPbvuoK2//73v5o7d67uvPNOdevWTRkZGfrss8+UkpKi33//XQMHDtSwYcOMrhUAAAAAAACwW462HhAREaGNGzeqadOmGjlypKKiouTt7W3Z7+bmpokTJ+r11183tFAAAAAAAADAntkctPn6+mrbtm3q1KlTsWP8/PyUkpJyQ4UBAAAAAAAAFYnNl46GhISoXbt2JY4xmUwKDAy87qIAAAAAAACAisbmoO2xxx7T+fPnb0YtAAAAAAAAQIVlc9BmNptvRh0AAAAAAABAhWbzPdok6X//93/l6elZ5L6oqKgbKggAAAAAAACoiK4raJszZ44cHBwKbTeZTARtAAAAAAAAuC1dV9C2Z88e+fr6Gl0LAAAAAAAAUGHZfI82AAAAAAAAAIXZHLQFBgYWedno9di+fbsiIiLk7+8vk8mk1atXFxpz4MAB9e3bV15eXvLw8FDHjh2VlpZW4ryffPKJWrZsKRcXF7Vs2VKrVq0ypF4AAAAAAACgODYHbSkpKapZs6Yhb56VlaWgoCAlJCQUuf/o0aMKDg5W8+bNlZSUpB9++EExMTFydXUtds6dO3dq0KBBGjp0qH744QcNHTpU//M//6Nvv/3WkJoBAAAAAACAolzXPdqysrK0bds2paWl6fLly1b7xowZU+Z5wsPDFR4eXuz+KVOmqHfv3pozZ45lW6NGjUqc84033lBYWJiio6MlSdHR0dq2bZveeOMNffTRR2WurTIx5+fr8tmzMjs5lXcpuI3l5uZKWVn0IsodvQh7QB/CXtCLsAf0IeyF0b3o5OQkk8lkQGUVmLu7dJt9BjYHbfv27VPv3r2VnZ2trKwseXt76/Tp03J3d5evr69NQVtJ8vPztW7dOr344ovq2bOn9u3bp4YNGyo6Olr9+/cv9ridO3dq/PjxVtt69uypN954o9hjcnJylJOTY3mdkZEh6a8fstzc3Bs6j/KWm5sr08WLqlq7dnmXgtucs6R+5V0EIHoR9oE+hL2gF2EP6EPYC3rReLlnz0pVq5Z3GYYoaz5kc9A2fvx4RUREaOHChapevbp27dolJycnPfrooxo7dqzNhRbn1KlTyszM1KxZszRjxgzNnj1bGzZs0MCBA7V161aFhIQUeVx6erpqXxMq1a5dW+np6cW+V3x8vKZPn15o+6ZNm+Tu7n5jJwIAAAAAAHAb2rhxo66UcPuviiQ7O7tM42wO2pKTk/X222/LwcFBDg4OysnJUaNGjTRnzhwNGzZMAwcOtLnYouTn50uS+vXrZ1mh1qZNG33zzTdatGhRsUGbpEJLM81mc4nLNaOjozVhwgTL64yMDAUEBKhHjx7y9PS8kdMod7m5udq0caPOHT8uJ5Zhoxzl5uZq27ZtCgkJoRdRruhF2AP6EPaCXoQ9oA9hL4zuRS4dlXpWoktHC65+LI3NQdvVjVK7dm2lpaWpRYsW8vLyKvVpoLbw8fGRo6OjWrZsabW9RYsW2rFjR7HH1alTp9DqtVOnThVa5XY1FxcXubi4FNru5ORUKX7Rm6pUUVVf30pxLqi4cnNzpapV6UWUO3oR9oA+hL2gF2EP6EPYC3oRJSlrT9j81NG2bdtqz549kqTQ0FBNmzZNy5cv17hx43TXXXfZOl2xnJ2d1aFDBx08eNBq+6FDhxQYGFjscZ06ddLmzZuttm3atEn33XefYbUBAAAAAAAA17J5Rdsrr7yiCxcuSJL+/ve/a9iwYXrmmWfUpEkTLVmyxKa5MjMzdeTIEcvrlJQUJScny9vbW/Xr19cLL7ygQYMGqWvXrgoNDdWGDRv06aefKikpyXJMVFSU6tatq/j4eEnS2LFj1bVrV82ePVv9+vXTmjVrtGXLlhJXwQEAAAAAAAA3yuagrX379pZ/rlWrltavX3/db75nzx6FhoZaXhfcJ23YsGFaunSpBgwYoEWLFik+Pl5jxoxRs2bN9Mknnyg4ONhyTFpamqpU+f+Feffdd59WrFihqVOnKiYmRo0bN9bKlSt17733XnedAAAAAAAAQGlsDtoKnDp1SgcPHpTJZFKzZs1Uq1Ytm+fo1q2bzGZziWNGjBihESNGFLv/6tVtBR5++GE9/PDDNtcDAAAAAAAAXC+b79GWkZGhoUOHqm7dugoJCVHXrl3l7++vRx99VOfPn78ZNQIAAAAAAAB2z+ag7YknntC3336rzz77TOfOndP58+f12Wefac+ePRo5cuTNqBEAAAAAAACwezZfOrpu3Tpt3LjR6j5pPXv21OLFi9WrVy9DiwMAAAAAAAAqCptXtNWsWVNeXl6Ftnt5ealGjRqGFAUAAAAAAABUNDYHbVOnTtWECRN08uRJy7b09HS98MILiomJMbQ4AAAAAAAAoKKw+dLRhQsX6siRIwoMDFT9+vUlSWlpaXJxcdEff/yht99+2zJ27969xlUKAAAAAAAA2DGbg7b+/fvfhDIAAAAAAACAis3moC02NvZm1AEAAAAAAABUaDbfo02Szp07p3fffVfR0dH6888/Jf11meiJEycMLQ4AAAAAAACoKGxe0fbjjz/qgQcekJeXl1JTUzVy5Eh5e3tr1apV+u2337Rs2bKbUScAAAAAAABg12xe0TZhwgQNHz5chw8flqurq2V7eHi4tm/fbmhxAAAAAAAAQEVhc9D23Xff6amnniq0vW7dukpPTzekKAAAAAAAAKCisTloc3V1VUZGRqHtBw8eVK1atQwpCgAAAAAAAKhobA7a+vXrp5dfflm5ubmSJJPJpLS0NL300kt66KGHDC8QAAAAAAAAqAhsDtrmzp2rP/74Q76+vrp48aJCQkLUpEkTeXh4aObMmTejRgAAAAAAAMDu2fzUUU9PT+3YsUNffvml9u7dq/z8fLVr104PPPDAzagPAAAAAAAAqBBsDtoK3H///br//vuNrAUAAAAAAACosGwO2v7xj3+UuH/MmDHXXQwAAAAAAABQUdkctI0bN0716tWTg4NDoX0mk4mgDQAAAAAAALel67p0dM+ePfL19TW6FgAAAAAAAKDCsvmpowAAAAAAAAAKI2gDAAAAAAAADHBdl47+8ssvSk9PL3Jf69atb6ggAAAAAAAAoCK6rqCte/fuMpvNltcmk0lms1kmk0lXrlwxrDgAAAAAAACgorA5aEtJSbkZdQAAAAAAAAAVms1BW2Bg4M2oAwAAAAAAAKjQbA7ali1bVuL+qKio6y4GAAAAAAAAqKhsDtqGDx+uqlWrysnJyeo+bdJf92ojaAMAAAAAAMDtqIqtB/Tt21fu7u6KiorSjh07dPbsWcvXn3/+eTNqBAAAAAAAAOyezUHb6tWr9cMPP6hWrVqKiIhQ586d9cEHH+jixYs3oz4AAAAAAACgQrA5aJOkOnXqaMqUKTp69Kiee+45jR07Vm+++abRtQEAAAAAAAAVhs33aCvw9ddf6+2339b69es1cOBA9e/f38CyAAAAAAAAgIrF5qDtjTfe0OLFi+Xs7KyRI0cqISFBnp6eN6M2AAAAAAAAoMKwOWibMGGC6tWrp7vvvltbtmzRli1brPb/+9//Nqw4AAAAAAAAoKKwOWiLioqSyWS6GbUAAAAAAAAAFZbNQdvSpUtvQhkAAAAAAABAxXZdTx3Ny8vTli1b9Pbbb+vChQuSpN9//12ZmZmGFgcAAAAAAABUFDavaPvtt9/Uq1cvpaWlKScnR2FhYfLw8NCcOXN06dIlLVq06GbUCQAAAAAAANg1m1e0jR07Vu3bt9fZs2fl5uZm2T5gwAB98cUXhhYHAAAAAAAAVBQ2r2jbsWOHvv76azk7O1ttDwwM1IkTJwwrDAAAAAAAAKhIbF7Rlp+frytXrhTafvz4cXl4eBhSFAAAAAAAAFDR2By0hYWF6Y033rC8NplMyszMVGxsrHr37m3TXNu3b1dERIT8/f1lMpm0evVqq/3Dhw+XyWSy+urYsWOp877xxhtq1qyZ3NzcFBAQoPHjx+vSpUs21QYAAAAAAADYwuZLR19//XWFhoaqZcuWunTpkiIjI3X48GH5+Pjoo48+smmurKwsBQUF6bHHHtNDDz1U5JhevXppyZIlltfXXrJ6reXLl+ull17S+++/r/vuu0+HDh3S8OHDLbUDAAAAAAAAN4PNQZu/v7+Sk5O1YsUKff/998rPz9fjjz+uIUOGWD0coSzCw8MVHh5e4hgXFxfVqVOnzHPu3LlTnTt3VmRkpCSpQYMGGjx4sHbv3m1TbQAAAAAAAIAtyhy0jRgxQvPnz5eHh4fc3Nz02GOP6bHHHruZtUmSkpKS5Ovrq+rVqyskJEQzZ86Ur69vseODg4P14Ycfavfu3brnnnv0n//8R+vXr9ewYcOKPSYnJ0c5OTmW1xkZGZKk3Nxc5ebmGncy5aCg/op+Hqj46EXYC3oR9oA+hL2gF2EP6EPYC3oRJSlrX5jMZrO5LAMdHBx08uTJEkOuG2EymbRq1Sr179/fsm3lypWqVq2aAgMDlZKSopiYGOXl5en777+Xi4tLsXO9+eabmjhxosxms/Ly8vTMM89owYIFxY6Pi4vT9OnTC21PTEyUu7v7DZ0XAAAAAAAAKrbs7GxFRkbq/Pnz8vT0LHZcmYO2KlWqKD09/ZYGbdc6efKkAgMDtWLFCg0cOLDIMUlJSXrkkUc0Y8YM3XvvvTpy5IjGjh2rkSNHKiYmpshjilrRFhAQoNOnT5f44VUEubm52rx5s8LCwuTk5FTe5eA2Ri/CXtCLsAf0IewFvQh7QB/CXtCLKElGRoZ8fHxKDdpsukebyWS64cJuhJ+fnwIDA3X48OFix8TExGjo0KF64oknJEl33XWXsrKy9OSTT2rKlCmqUqXwg1ZdXFyKXCHn5ORUaX64KtO5oGKjF2Ev6EXYA/oQ9oJehD2gD2Ev6EUUpaw9YVPQ1rRp01LDtj///NOWKW1y5swZHTt2TH5+fsWOyc7OLhSmOTg4yGw2q4yL9wAAAAAAAACb2RS0TZ8+XV5eXoa9eWZmpo4cOWJ5nZKSouTkZHl7e8vb21txcXF66KGH5Ofnp9TUVE2ePFk+Pj4aMGCA5ZioqCjVrVtX8fHxkqSIiAi99tpratu2reXS0ZiYGPXt21cODg6G1Q4AAAAAAABczaag7ZFHHjH0Hm179uxRaGio5fWECRMkScOGDdPChQu1f/9+LVu2TOfOnZOfn59CQ0O1cuVKeXh4WI5JS0uzWsE2depUmUwmTZ06VSdOnFCtWrUUERGhmTNnGlY3AAAAAAAAcK0yB2034/5s3bp1K/Fyzo0bN5Y6R1JSktVrR0dHxcbGKjY29kbLAwAAAAAAAMqs8JMBisH9zQAAAAAAAIDilXlFW35+/s2sAwAAAAAAAKjQyryiDQAAAAAAAEDxCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwADlGrRt375dERER8vf3l8lk0urVq632Dx8+XCaTyeqrY8eOpc577tw5jRo1Sn5+fnJ1dVWLFi20fv36m3QWAAAAAAAAgORYnm+elZWloKAgPfbYY3rooYeKHNOrVy8tWbLE8trZ2bnEOS9fvqywsDD5+vrq448/Vr169XTs2DF5eHgYWjsAAAAAAABwtXIN2sLDwxUeHl7iGBcXF9WpU6fMc77//vv6888/9c0338jJyUmSFBgYeEN1AgAAAAAAAKUp16CtLJKSkuTr66vq1asrJCREM2fOlK+vb7Hj165dq06dOmnUqFFas2aNatWqpcjISE2aNEkODg5FHpOTk6OcnBzL64yMDElSbm6ucnNzjT2hW6yg/op+Hqj46EXYC3oR9oA+hL2gF2EP6EPYC3oRJSlrX5jMZrP5JtdSJiaTSatWrVL//v0t21auXKlq1aopMDBQKSkpiomJUV5enr7//nu5uLgUOU/z5s2VmpqqIUOG6Nlnn9Xhw4c1atQojR07VtOmTSvymLi4OE2fPr3Q9sTERLm7uxtyfgAAAAAAAKiYsrOzFRkZqfPnz8vT07PYcXYdtF3r5MmTCgwM1IoVKzRw4MAixzRt2lSXLl1SSkqKZQXba6+9pldffVUnT54s8piiVrQFBATo9OnTJX54FUFubq42b96ssLAwy6W0QHmgF2Ev6EXYA/oQ9oJehD2gD2Ev6EWUJCMjQz4+PqUGbXZ/6ejV/Pz8FBgYqMOHD5c4xsnJyeoy0RYtWig9PV2XL18u8mEKLi4uRa6Qc3JyqjQ/XJXpXFCx0YuwF/Qi7AF9CHtBL8Ie0IewF/QiilLWnqhyk+sw1JkzZ3Ts2DH5+fkVO6Zz5846cuSI8vPzLdsOHTokPz+/Up9YCgAAAAAAAFyvcg3aMjMzlZycrOTkZElSSkqKkpOTlZaWpszMTD3//PPauXOnUlNTlZSUpIiICPn4+GjAgAGWOaKiohQdHW15/cwzz+jMmTMaO3asDh06pHXr1umVV17RqFGjbvXpAQAAAAAA4DZSrpeO7tmzR6GhoZbXEyZMkCQNGzZMCxcu1P79+7Vs2TKdO3dOfn5+Cg0N1cqVK+Xh4WE5Ji0tTVWq/H9eGBAQoE2bNmn8+PFq3bq16tatq7Fjx2rSpEm37sQAAAAAAABw2ynXoK1bt24q6VkMGzduLHWOpKSkQts6deqkXbt23UhpAAAAAAAAgE0q1D3aAAAAAAAAAHtF0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKANAAAAAAAAMABBGwAAAAAAAGAAgjYAAAAAAADAAARtAAAAAAAAgAEI2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxQrkHb9u3bFRERIX9/f5lMJq1evdpq//Dhw2Uymay+OnbsWOb5V6xYIZPJpP79+xtbOAAAAAAAAHCNcg3asrKyFBQUpISEhGLH9OrVSydPnrR8rV+/vkxz//bbb3r++efVpUsXo8oFAAAAAAAAiuVYnm8eHh6u8PDwEse4uLioTp06Ns175coVDRkyRNOnT9dXX32lc+fO3UCVAAAAAAAAQOnKNWgri6SkJPn6+qp69eoKCQnRzJkz5evrW+IxL7/8smrVqqXHH39cX331VanvkZOTo5ycHMvrjIwMSVJubq5yc3Nv7ATKWUH9Ff08UPHRi7AX9CLsAX0Ie0Evwh7Qh7AX9CJKUta+MJnNZvNNrqVMTCaTVq1aZXU/tZUrV6patWoKDAxUSkqKYmJilJeXp++//14uLi5FzvP1119r0KBBSk5Olo+Pj4YPH65z584Vuv/b1eLi4jR9+vRC2xMTE+Xu7n6jpwYAAAAAAIAKLDs7W5GRkTp//rw8PT2LHWfXK9oGDRpk+edWrVqpffv2CgwM1Lp16zRw4MBC4y9cuKBHH31Uixcvlo+PT5nfJzo6WhMmTLC8zsjIUEBAgHr06FHih1cR5ObmavPmzQoLC5OTk1N5l4PbGL0Ie0Evwh7Qh7AX9CLsAX0Ie0EvoiQFVz+Wxq6Dtmv5+fkpMDBQhw8fLnL/0aNHlZqaqoiICMu2/Px8SZKjo6MOHjyoxo0bFzrOxcWlyBVyTk5OleaHqzKdCyo2ehH2gl6EPaAPYS/oRdgD+hD2gl5EUcraExUqaDtz5oyOHTsmPz+/Ivc3b95c+/fvt9o2depUXbhwQfPnz1dAQMCtKBMAAAAAAAC3oXIN2jIzM3XkyBHL65SUFCUnJ8vb21ve3t6Ki4vTQw89JD8/P6Wmpmry5Mny8fHRgAEDLMdERUWpbt26io+Pl6urq1q1amX1HtWrV5ekQtsBAAAAAAAAI5Vr0LZnzx6FhoZaXhfcJ23YsGFauHCh9u/fr2XLluncuXPy8/NTaGioVq5cKQ8PD8sxaWlpqlKlyi2vHQAAAAAAALhauQZt3bp1U0kPPd24cWOpcyQlJZW4f+nSpTZWBQAAAAAAANiOpWAAAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAOUa9C2fft2RUREyN/fXyaTSatXr7baP3z4cJlMJquvjh07ljjn4sWL1aVLF9WoUUM1atTQAw88oN27d9/EswAAAAAAAADKOWjLyspSUFCQEhISih3Tq1cvnTx50vK1fv36EudMSkrS4MGDtXXrVu3cuVP169dXjx49dOLECaPLBwAAAAAAACwcy/PNw8PDFR4eXuIYFxcX1alTp8xzLl++3Or14sWL9fHHH+uLL75QVFTUddUJAAAAAAAAlKZcg7aySEpKkq+vr6pXr66QkBDNnDlTvr6+ZT4+Oztbubm58vb2LnZMTk6OcnJyLK8zMjIkSbm5ucrNzb3+4u1AQf0V/TxQ8dGLsBf0IuwBfQh7QS/CHtCHsBf0IkpS1r4wmc1m802upUxMJpNWrVql/v37W7atXLlS1apVU2BgoFJSUhQTE6O8vDx9//33cnFxKdO8o0aN0saNG/XTTz/J1dW1yDFxcXGaPn16oe2JiYlyd3e/rvMBAAAAAABA5ZCdna3IyEidP39enp6exY6z66DtWidPnlRgYKBWrFihgQMHljrnnDlzNGvWLCUlJal169bFjitqRVtAQIBOnz5d4odXEeTm5mrz5s0KCwuTk5NTeZeD2xi9CHtBL8Ie0IewF/Qi7AF9CHtBL6IkGRkZ8vHxKTVos/tLR6/m5+enwMBAHT58uNSxc+fO1SuvvKItW7aUGLJJf90HrqgVck5OTpXmh6synQsqNnoR9oJehD2gD2Ev6EXYA/oQ9oJeRFHK2hMVKmg7c+aMjh07Jj8/vxLHvfrqq5oxY4Y2btyo9u3b36LqAAAAAAAAcDsr16AtMzNTR44csbxOSUlRcnKyvL295e3trbi4OD300EPy8/NTamqqJk+eLB8fHw0YMMByTFRUlOrWrav4+HhJf10uGhMTo8TERDVo0EDp6emSpGrVqqlatWq39gQBAAAAAABw26hSnm++Z88etW3bVm3btpUkTZgwQW3bttW0adPk4OCg/fv3q1+/fmratKmGDRumpk2baufOnfLw8LDMkZaWppMnT1peL1iwQJcvX9bDDz8sPz8/y9fcuXNv+fkBAAAAAADg9lGuK9q6deumkp7FsHHjxlLnSEpKsnqdmpp6g1UBAAAAAAAAtivXFW0AAAAAAABAZUHQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAAjuVdgD0ym82SpIyMjHKu5Mbl5uYqOztbGRkZcnJyKu9ycBujF2Ev6EXYA/oQ9oJehD2gD2Ev6EWUpCAjKsiMikPQVoQLFy5IkgICAsq5EgAAAAAAANiLCxcuyMvLq9j9JnNpUdxtKD8/X7///rs8PDxkMpnKu5wbkpGRoYCAAB07dkyenp7lXQ5uY/Qi7AW9CHtAH8Je0IuwB/Qh7AW9iJKYzWZduHBB/v7+qlKl+DuxsaKtCFWqVFG9evXKuwxDeXp68osCdoFehL2gF2EP6EPYC3oR9oA+hL2gF1GcklayFeBhCAAAAAAAAIABCNoAAAAAAAAAAxC0VXIuLi6KjY2Vi4tLeZeC2xy9CHtBL8Ie0IewF/Qi7AF9CHtBL8IIPAwBAAAAAAAAMAAr2gAAAAAAAAADELQBAAAAAAAABiBoAwAAAAAAAAxA0AYAAAAAAAAYgKCtkluwYIEaNmwoV1dX3X333frqq6/KuyRUItu3b1dERIT8/f1lMpm0evVqq/1ms1lxcXHy9/eXm5ubunXrpp9//tlqTE5OjkaPHi0fHx9VrVpVffv21fHjx2/hWaCii4+PV4cOHeTh4SFfX1/1799fBw8etBpDL+JWWLhwoVq3bi1PT095enqqU6dO+vzzzy376UOUh/j4eJlMJo0bN86yjV7ErRAXFyeTyWT1VadOHct++hC30okTJ/Too4+qZs2acnd3V5s2bfT9999b9tOPMBJBWyW2cuVKjRs3TlOmTNG+ffvUpUsXhYeHKy0trbxLQyWRlZWloKAgJSQkFLl/zpw5eu2115SQkKDvvvtOderUUVhYmC5cuGAZM27cOK1atUorVqzQjh07lJmZqT59+ujKlSu36jRQwW3btk2jRo3Srl27tHnzZuXl5alHjx7KysqyjKEXcSvUq1dPs2bN0p49e7Rnzx7df//96tevn+U/1OlD3Grfffed3nnnHbVu3dpqO72IW+XOO+/UyZMnLV/79++37KMPcaucPXtWnTt3lpOTkz7//HP98ssvmjdvnqpXr24ZQz/CUGZUWvfcc4/56aefttrWvHlz80svvVROFaEyk2RetWqV5XV+fr65Tp065lmzZlm2Xbp0yezl5WVetGiR2Ww2m8+dO2d2cnIyr1ixwjLmxIkT5ipVqpg3bNhwy2pH5XLq1CmzJPO2bdvMZjO9iPJVo0YN87vvvksf4pa7cOGC+Y477jBv3rzZHBISYh47dqzZbOZ3Im6d2NhYc1BQUJH76EPcSpMmTTIHBwcXu59+hNFY0VZJXb58Wd9//7169Ohhtb1Hjx765ptvyqkq3E5SUlKUnp5u1YMuLi4KCQmx9OD333+v3NxcqzH+/v5q1aoVfYrrdv78eUmSt7e3JHoR5ePKlStasWKFsrKy1KlTJ/oQt9yoUaP04IMP6oEHHrDaTi/iVjp8+LD8/f3VsGFDPfLII/rPf/4jiT7ErbV27Vq1b99ef/vb3+Tr66u2bdtq8eLFlv30I4xG0FZJnT59WleuXFHt2rWttteuXVvp6enlVBVuJwV9VlIPpqeny9nZWTVq1Ch2DGALs9msCRMmKDg4WK1atZJEL+LW2r9/v6pVqyYXFxc9/fTTWrVqlVq2bEkf4pZasWKF9u7dq/j4+EL76EXcKvfee6+WLVumjRs3avHixUpPT9d9992nM2fO0Ie4pf7zn/9o4cKFuuOOO7Rx40Y9/fTTGjNmjJYtWyaJ34swnmN5F4Cby2QyWb02m82FtgE30/X0IH2K6/Xcc8/pxx9/1I4dOwrtoxdxKzRr1kzJyck6d+6cPvnkEw0bNkzbtm2z7KcPcbMdO3ZMY8eO1aZNm+Tq6lrsOHoRN1t4eLjln++66y516tRJjRs31gcffKCOHTtKog9xa+Tn56t9+/Z65ZVXJElt27bVzz//rIULFyoqKsoyjn6EUVjRVkn5+PjIwcGhULp+6tSpQkk9cDMUPFWqpB6sU6eOLl++rLNnzxY7Biir0aNHa+3atdq6davq1atn2U4v4lZydnZWkyZN1L59e8XHxysoKEjz58+nD3HLfP/99zp16pTuvvtuOTo6ytHRUdu2bdM//vEPOTo6WnqJXsStVrVqVd111106fPgwvxNxS/n5+ally5ZW21q0aGF5SCD9CKMRtFVSzs7Ouvvuu7V582ar7Zs3b9Z9991XTlXhdtKwYUPVqVPHqgcvX76sbdu2WXrw7rvvlpOTk9WYkydP6qeffqJPUWZms1nPPfec/v3vf+vLL79Uw4YNrfbTiyhPZrNZOTk59CFume7du2v//v1KTk62fLVv315DhgxRcnKyGjVqRC+iXOTk5OjAgQPy8/PjdyJuqc6dO+vgwYNW2w4dOqTAwEBJ/LciboJb//wF3CorVqwwOzk5md977z3zL7/8Yh43bpy5atWq5tTU1PIuDZXEhQsXzPv27TPv27fPLMn82muvmfft22f+7bffzGaz2Txr1iyzl5eX+d///rd5//795sGDB5v9/PzMGRkZljmefvppc7169cxbtmwx792713z//febg4KCzHl5eeV1WqhgnnnmGbOXl5c5KSnJfPLkSctXdna2ZQy9iFshOjravH37dnNKSor5xx9/NE+ePNlcpUoV86ZNm8xmM32I8nP1U0fNZnoRt8bEiRPNSUlJ5v/85z/mXbt2mfv06WP28PCw/C1CH+JW2b17t9nR0dE8c+ZM8+HDh83Lly83u7u7mz/88EPLGPoRRiJoq+Teeustc2BgoNnZ2dncrl0787Zt28q7JFQiW7duNUsq9DVs2DCz2fzXo7JjY2PNderUMbu4uJi7du1q3r9/v9UcFy9eND/33HNmb29vs5ubm7lPnz7mtLS0cjgbVFRF9aAk85IlSyxj6EXcCiNGjLD8O7dWrVrm7t27W0I2s5k+RPm5NmijF3ErDBo0yOzn52d2cnIy+/v7mwcOHGj++eefLfvpQ9xKn376qblVq1ZmFxcXc/Pmzc3vvPOO1X76EUYymc1mc/mspQMAAAAAAAAqD+7RBgAAAAAAABiAoA0AAAAAAAAwAEEbAAAAAAAAYACCNgAAAAAAAMAABG0AAAAAAACAAQjaAAAAAAAAAAMQtAEAAAAAAAAGIGgDAAAAAAAADEDQBgAAAAAAABiAoA0AAKCSadCggd544w2rbUlJSTKZTDp37ly51AQAAHA7IGgDAAAAAAAADEDQBgAAUMmYTKZSx5w5c0aDBw9WvXr15O7urrvuuksfffSR1Zj8/HzNnj1bTZo0kYuLi+rXr6+ZM2faVMvXX3+tkJAQubu7q0aNGurZs6fOnj1r0xwAAAAVBUEbAABAJePj46M//vijxDGXLl3S3Xffrc8++0w//fSTnnzySQ0dOlTffvutZUx0dLRmz56tmJgY/fLLL0pMTFTt2rXLXEdycrK6d++uO++8Uzt37tSOHTsUERGhK1euXPe5AQAA2DOT2Ww2l3cRAAAAMM748eO1evVqJSUlKTAwUNJf92gLDQ3V2bNnVb169SKPe/DBB9WiRQvNnTtXFy5cUK1atZSQkKAnnnjiuuqIjIxUWlqaduzYcb2nAgAAUKE4lncBAAAAMNbUqVP1448/qkGDBqpataokFVpFduXKFc2aNUsrV67UiRMnlJOTo5ycHMv4AwcOKCcnR927d7/uOpKTk/W3v/3t+k8EAACggiFoAwAAqGRq1qypL774QmfPntWZM2ckSd9++60effRRy5h58+bp9ddf1xtvvKG77rpLVatW1bhx43T58mVJkpub2w3XYcQcAAAAFQn3aAMAAKikatSooSZNmqhJkyaqW7eu1b6vvvpK/fr106OPPqqgoCA1atRIhw8ftuy/44475Obmpi+++OK6379169Y3dDwAAEBFQ9AGAABwG2rSpIk2b96sb775RgcOHNBTTz2l9PR0y35XV1dNmjRJL774opYtW6ajR49q165deu+998r8HtHR0fruu+/07LPP6scff9Svv/6qhQsX6vTp0zfjlAAAAModQRsAAMBtKCYmRu3atVPPnj3VrVs31alTR/379y80ZuLEiZo2bZpatGihQYMG6dSpU5b93bp10/Dhw4t9j6ZNm2rTpk364YcfdM8996hTp05as2aNHB25ewkAAKiceOooAAAArkuDBg0UFxdXYtgGAABwO2FFGwAAAGz266+/ysPDQ1FRUeVdCgAAgN1gRRsAAAAAAABgAFa0AQAAAAAAAAYgaAMAAAAAAAAMQNAGAAAAAAAAGICgDQAAAAAAADAAQRsAAAAAAABgAII2AAAAAAAAwAAEbQAAAAAAAIABCNoAAAAAAAAAAxC0AQAAAAAAAAb4PwU1mnwB9Ga4AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -3066,10 +1937,10 @@ "fig, ax1 = plt.subplots( figsize=(15, 6))\n", "\n", "#Temperature\n", - "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Pyrometer'], color='grey')\n", - "sc = ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red')\n", + "sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Force'], color='grey')\n", + "sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Force'], color='red')\n", "\n", - "ax1.set_title('Порівняння температури з єксперементальними даними')\n", + "ax1.set_title('Порівняння зусилля з єксперементальними даними')\n", "ax1.set_xlabel('Час, с')\n", "ax1.set_ylabel('Температура °C')\n", "ax1.grid(True)\n", @@ -3092,7 +1963,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -3105,13 +1976,12 @@ "plt.figure(figsize=(15, 6))\n", "fig, ax1 = plt.subplots( figsize=(15, 6))\n", "\n", - "#Temperature\n", - "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Force'], color='grey')\n", - "sc = ax1.plot(newRegime['seconds'], newRegime['Force'], color='red')\n", - "\n", - "ax1.set_title('Порівняння температури з єксперементальними даними')\n", - "ax1.set_xlabel('Час, с')\n", - "ax1.set_ylabel('Температура °C')\n", + "sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['TravelRelativeTempCorrectedShifted'], color='grey') \n", + "sc = ax1.plot(predicted_regime['seconds'], predicted_regime['TravelRelativeTempCorrected'], color='red') \n", + " \n", + "ax1.set_title('Порівняння ходу поршня з єкспериментальними даними')\n", + "ax1.set_xlabel('час, с')\n", + "ax1.set_ylabel('хід поршня, μм')\n", "ax1.grid(True)\n", "plt.show()" ] @@ -3124,7 +1994,7 @@ { "data": { "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -3132,9 +2002,9 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -3142,15 +2012,16 @@ } ], "source": [ - "plt.figure(figsize=(15, 6))\n", - "fig, ax1 = plt.subplots( figsize=(15, 6))\n", + "plt.figure(figsize=(40, 6))\n", + "fig, ax1 = plt.subplots( figsize=(40, 6))\n", "\n", - "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['TravelRelativeTempCorrectedShifted'], color='grey') \n", - "sc = ax1.plot(newRegime['seconds'], newRegime['TravelRelativeTempCorrected'], color='red') \n", + "sc = ax1.plot(data[virtual_experiment_key]['TravelRelativeTempCorrectedShifted'], data[virtual_experiment_key]['Pyrometer'], color='grey') \n", + "sc = ax1.plot(predicted_regime['TravelRelativeTempCorrected'], predicted_regime['Pyrometer'], color='red') \n", " \n", - "ax1.set_title('Порівняння ходу поршня з єкспериментальними даними')\n", - "ax1.set_xlabel('час, с')\n", - "ax1.set_ylabel('хід поршня, μм')\n", + "\n", + "ax1.set_title('title')\n", + "ax1.set_xlabel('Microns')\n", + "ax1.set_ylabel('Pyrometer')\n", "ax1.grid(True)\n", "plt.show()" ] @@ -3171,7 +2042,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -3184,49 +2055,9 @@ "plt.figure(figsize=(40, 6))\n", "fig, ax1 = plt.subplots( figsize=(40, 6))\n", "\n", - "sc = ax1.plot(data['200_1600_50']['TravelRelativeTempCorrectedShifted'], data['200_1600_50']['Pyrometer'], color='grey') \n", - "sc = ax1.plot(newRegime['TravelRelativeTempCorrected'], newRegime['Pyrometer'], color='red') \n", - " \n", - "\n", - "ax1.set_title('title')\n", - "ax1.set_xlabel('Microns')\n", - "ax1.set_ylabel('Pyrometer')\n", - "ax1.grid(True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(40, 6))\n", - "fig, ax1 = plt.subplots( figsize=(40, 6))\n", - "\n", - "sc = ax1.plot(data['200_1600_50']['seconds'], data['200_1600_50']['Pyrometer'], color='grey') \n", + "sc = ax1.plot(data[virtual_experiment_key]['seconds'], data[virtual_experiment_key]['Pyrometer'], color='grey') \n", "#sc = ax1.plot(dataN1100['seconds'], dataN1100['Pyrometer'], color='grey') \n", - "sc = ax1.plot(newRegime['seconds'], newRegime['Pyrometer'], color='red') \n", + "sc = ax1.plot(predicted_regime['seconds'], predicted_regime['Pyrometer'], color='red') \n", " \n", "\n", "ax1.set_title('title')\n",