From 6b084ae396099b5a592de9de57ae8b155ee92d60 Mon Sep 17 00:00:00 2001 From: Melvin Alvarez Date: Mon, 16 Feb 2026 16:59:21 +0100 Subject: [PATCH] docs: add execution outputs to working notebooks Successfully executed and saved outputs for: - 01_hmm_tutorial.ipynb (HMM regime detection examples) - 03_optimal_control_tutorial.ipynb (Optimal control and Kalman filtering) These notebooks now demonstrate working code with real outputs, validating documentation examples for v1.0.0 release. Note: Several notebooks require API updates to match current library: - 02_mcmc_tutorial.ipynb - mcmc_sample API changed - 03_differential_evolution_tutorial.ipynb - parameter names changed - 04_kalman_filter_sensor_fusion.ipynb - syntax errors - 04_real_world_applications.ipynb - requires investigation - 05_performance_benchmarks.ipynb - requires investigation - mean_field_games_tutorial.ipynb - requires investigation These will be fixed in follow-up commits. --- examples/notebooks/01_hmm_tutorial.ipynb | 179 ++++++++++++++--- .../03_optimal_control_tutorial.ipynb | 183 ++++++++++++++++-- 2 files changed, 324 insertions(+), 38 deletions(-) diff --git a/examples/notebooks/01_hmm_tutorial.ipynb b/examples/notebooks/01_hmm_tutorial.ipynb index 1059dae..5e10ba8 100644 --- a/examples/notebooks/01_hmm_tutorial.ipynb +++ b/examples/notebooks/01_hmm_tutorial.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "c263c5be", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:24.084253Z", + "iopub.status.busy": "2026-02-16T15:56:24.083938Z", + "iopub.status.idle": "2026-02-16T15:56:27.205603Z", + "shell.execute_reply": "2026-02-16T15:56:27.204497Z" + } + }, "outputs": [ { "name": "stdout", @@ -42,9 +49,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "f6141fe5", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.209928Z", + "iopub.status.busy": "2026-02-16T15:56:27.209535Z", + "iopub.status.idle": "2026-02-16T15:56:27.242263Z", + "shell.execute_reply": "2026-02-16T15:56:27.240411Z" + } + }, "outputs": [ { "name": "stdout", @@ -111,10 +125,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "23ca412a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.245427Z", + "iopub.status.busy": "2026-02-16T15:56:27.245137Z", + "iopub.status.idle": "2026-02-16T15:56:27.943682Z", + "shell.execute_reply": "2026-02-16T15:56:27.942559Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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EQeQpOTYaEwRBEERe4PV6mTPPPDNhxNa5557L7Ny5M+J3n3/+Ofu9QqFgOjo6GIaJjNaUy+XscYYZGMG1Zs0a9rtnnnkm4jubzcZ+l2hJabwyd999N/vdzp07I7775z//yTBMMMo2PIrqkUceiTjn7373O/a7srKyiDQQgy3vTVQmPLoLAPPmm29G/M7v97PRuoMRHWnr8/nYqMXq6mrm448/Zr+/8847B0SkRkfAMQzDHDlyhFm9ejXz/PPPM7///e+Zp556ihk2bBj7m8cff5wtG32+6dOnM/39/QnrefbZZzOXXHIJ+3dNTc2ACO/wiOCZM2dGPPsvvvgi4pq7du1iv4tehp4qyUQzjhkzZkB/2LVrV0SZjz/+OOL78Pu96qqrIr4L/12saGCuIm3r6uqYnp6eAeePjh4PjwZes2ZNxHehSOjm5mb22Pjx4wekTvD5fExra2u8xxxBeBtVKpUDvrdYLBF1SCWCd8mSJezvpFIp89VXX7HfffXVVxEpRcKj2+NF2i5fvjyiLh988AH7ndlsZoqKitjvQlHmDDPwGYfLp2T58MMPmaeeeirpf6mkpwgnlUjb6PYSIt02G56uZ8yYMRGypL29PSK9yz/+8Y+k7ic80jbevzlz5jDd3d0Rv3v22WfZ74cMGRLxvd1uZ1POAGCeffZZto4SiSRmW3W5XMzYsWPjPttk+/H3vvc9tr+9/PLLEd9deuml7O8eeOAB9nhpaSl7/B//+Ad7XCaTMd988w37nc/nYyZNmsR+v3Tp0gHP87PPPovoU9HpkQiCIAiCYSjSliAIgiA4QS6X4+OPP8aTTz6JV155BWazeUCZzz77DN/97nexd+9eGI1GAMEI1zPOOAPNzc3wer147bXXcP/990dE2V5yySVxI8iqqqpw5ZVXsn+PHTs24vuenp6MNuYJRR3FOzcAHDhwgI2iAoDHH38cjz/+eMzzdXd345tvvmEjQTPhs88+Yz+PHz8e8+bNi/heKpWitrY2rXOHdvi+//770dbWhptuuglAMJr3zjvvxPHjx+P+tru7GwsWLBg0GuzYsWNxv7v33nuhVqsT/j58Y7uRI0fi448/xogRIyLKfP755+znjRs3Joyo27RpU9Y2BNPpdPj5z3+OKVOmRBwPry8AXHDBBXHPsWnTJl7qNhg//elPUVJSkrCMTCbDokWL2L/j9Z3x48ejrKwM3d3d2L9/P0aPHo3TTz8dY8aMweTJk3HRRRcNeKfx6OzsZD8PGTIkybtJjvC21tjYiIkTJ7J/T5w4EY2Njfjyyy8HlE3mfEajERdffDH7t8lkwsUXX8zKwETn+/nPf578TfyPOXPmYM6cOSn/jk+GDBmCn/70p5ydL7wfffPNNwk3udq0aROuuOKKjK85evRoPP744wNWSITXpaenB2VlZQnrctddd2H79u3sxmYAcPPNN7OfVSoVbrzxRvziF7/IqL7z5s2DRCIBgAHjxPe//33286hRoyLqHyL8vvx+P8aMGRP3WrFkVfhzCAQC6O7uZvUCgiAIgghBRluCIAiC4Iji4mL8+te/xhNPPIF9+/Zh69at+O9//4u///3v6OvrAxA0rLzxxhtYtmwZ+7u77roLP/zhDwEAf/7znwcYbX/0ox/FvWb0ZDN8WSoAdll8uoSfP965T548mdI5Ozs7OTHahl+3rq4u4/NFc+utt+Kxxx6D0+lkjbQXX3wxTjvttIRG2x//+MdJLd8NLTWPRarPp7S0NGY6iVTeTbjRj2ueeuopWK1WrFq1CocPH4bD4cDNN9+MQCCABQsWsOWyWd9woxCQ+H2Ek8y7qaioiDC6x+s7arUaf/vb33DLLbfg6NGjOHz4MJsuBACUSiWefPLJCHmRLmVlZVCr1XC5XACAr7/+Ounfhr+XWA6k8GPhhi0+z1deXp7QABiPtWvXYs+ePUmXnzhxIu9G3lGjRkEuH3xalmyb5bsfjRw5Erfffjva2trw2muvwWaz4eDBg5g1axa++OILTJgwIaO69Pb2RhyvrKxM+Hc6hFL7AMF+Fu+78PcS/vwzfcbR75IgCIIgYkFGW4IgCILgGIlEgvr6etTX1+NHP/oRfvGLX2DUqFGsoSaUvzDEDTfcgPvuuw+dnZ349ttv8fzzz2P//v0AglFnl156adxrKRSKAdfmkvDzxzt3tLFwwYIFEZF40aQb/Zroui0tLZycM/r8P/jBD7BixQr22F133ZXwNw6HA//+97/Zvy+88EKsWLECI0aMgEwmw9SpU9mIxETodLpBywwfPhw9PT1wOBzYtm0bLrvsMqxduzYiqq60tJTNuXruuedGRGVHEy+vMRfce++9AIK5ghsaGlij9z333IO5c+eyeSyj29Ljjz+eMEowFaRSacTfoXyfQNCIeujQoaTOk8y7SaVfXnDBBWhpaUFzczN27tyJgwcPYtOmTfj000/h8Xhw33334YorrhiQEzua8vJy9nMsQ6dUKsXMmTOxdu1aAMCuXbuwY8cOnH766YPeT/h7ibWKIPxYMlG+XJwvmfcQi7feeguvv/560uUXLFjAu9E23r2k22bDn299fT3rFIxFIlkdj+rqarZPf//738d3vvMdBAIBOBwO3HnnndiwYUPMugwdOjShA6K6uhoABkSyR+eNDs91my7RfTScZAzo4felVqvxy1/+Mm7ZWPmJw42+Uqk0LQcEQRAEkf+Q0ZYgCIIgOOD111+Hy+XCjTfeCL1eH/GdTqeDVCpljbbRE1KVSoWFCxfi17/+NQBEbKh00003JTWBTIboSarT6YRWq834vGPHjmWXeANBw0JoQh+OxWLB559/zk7Mo+sU2lAsWc4991x88cUXAID9+/fjrbfewg033MB+zzAM2traUFNTk9J5w7nrrrtYo+24cePwve99L2F5q9UKv9/P/n3ppZeyG9AcOHAAu3fvTrsu0YwaNQoPPPAArrjiCni9Xvz3v//FNddcgzVr1rCRYzNmzMCaNWsABA0dt91224D22d/fj3feeSfCaJvJe0lEeXk5fvWrX7Eb63V3d+OZZ57Bo48+ytY3uvztt98+4Dx79+4dYJiUy+Xw+Xxx6xzd77Zs2cJu/Pd///d/vEYax8PlcqGlpQXjx4/HmWeeyW4exjAMhgwZAqvVikAggF27dg1qtA3f6Mjj8cBiscBkMkWUWbJkCWu0BYJLxNeuXTsgBYPT6cRzzz2H+++/H0DwvYT62vbt27F3717U19cDAPbs2YPt27ezv03G+D9jxgx286rOzk58+OGHbIoEi8WCDz/8MKXz5Svpttnw93XixAnceOONGDZsWEQZn8+Hf/3rX5g2bVpGdTznnHNw0003sYbwjz/+GJ988gm7eVz0u/7e9743IA0LwzDYsGEDm4qgsbEREomEjUb961//yhrO3W43/vrXv2ZUZy4Ib5culwv19fURaT5CbN26dUCkPQC0tbWxn0eMGDHAQE8QBEEQABltCYIgCIITWlpa8Nhjj+Huu+/Gueeei4aGBpSWlqK7uxurV69mjUkAYkZt3X777fjd734Hn8/HLl8GwBq3uCB60j5v3jzMmDEDUqkUN910U9o7r0ulUixbtgz/3//3/wEA/va3v+Hw4cP47ne/i+LiYnR0dGDbtm3YunUrzj33XFx11VUx6/T+++/jgQceQHl5OcrLyxNGhwFBg+qLL77IRp/NmzcPb7/9NhoaGtDT04ONGzdi5syZeOaZZ9K6LyAYpbZu3To4nU6MGjVq0Ehmk8mEkpISdnnvr371K1gsFvh8PrzyyitJL8FPljlz5uCVV17BzTffDIZh8OGHH2L+/Pl46623IJPJcM899+Af//gHGIbBwYMHMXHiRFx99dWoqKiA1WrFV199hU8++YRNVxAi/L10dnbilltuwYQJEyCRSPDTn/40o+jXH/zgB/jFL36BI0eOAAD++Mc/4p577kFRURGmTJmC7373u1i/fj2A4A7yH374IRobGyGVSnHkyBFs2rQJ+/fvx6OPPopzzz03os6hcz799NPo7u6GRqPB6aefjgsvvBB6vR5jxozBN998AwB44oknsGPHDvT39+Pjjz9O+34yobe3FxMmTEB9fT2mTp2KqqoqaDQafPbZZ7BarWy5wXLoAsEI9mHDhrFRzM3NzQNkzZw5c3Dbbbexjoivv/4a48ePx1VXXYUJEybA5/Nh//79WLt2LaxWK2u0/elPf4oXX3wRbrcbgUAA559/PhYsWACJRILXX3+ddUgplcqkcrMuWLAAv/zlL1lHzzXXXIMf/ehH0Ov1WLVqFex2O4BghPLdd9896PlS4bXXXsNrr73G6Tn5It02e+edd+Kll16Cy+XCyZMn0dDQgOuuuw7V1dWw2+3Yt28fNm7ciN7eXrS0tGScA/nBBx/EG2+8wbaDJ554gjXa/vCHP8SvfvUrdHV1wefz4ZxzzsF1112H0aNHw+1248CBA9i4cSPMZjOamppQV1eHoUOH4tJLL2VXLfzlL3+B1WrFlClT8O9//xsHDhzIqL5ccOmll2L8+PHsqpi5c+fi6quvxoQJE9go6P/+9784cuQIXn31VTQ0NET8ftu2bezn8847L5tVJwiCIMREjjZAIwiCIIi8InpX83j/Fi5cGPcc1157bUTZs846K2a5eDuyMwzDNDU1RZyjpaWF/c7lcjFDhw6NWa8vv/ySYRiGefXVVxPueB7+3auvvsoe9/v9zE033TTo/UfXN3wH7vB/9fX1bJl4u4EzDMO8//77THFxcdzrhe9kn4jwZ1pWVjZo+ejnHL6r+29+85uYdZk4cSLT2NgY814Svbd49Qx/lk899VTE73/4wx+yO6P/6U9/YuRy+aDvJpwTJ04wWq02ZrnOzs6UnmesdvT8889HfP/b3/6W/c5sNjMNDQ2D1vfRRx+NOOfSpUtjlvvpT3/Kllm5cmXMMiNHjmTGjRsX891E7zof/q7DCZcBI0aMiPgu3jlOnDgx6H1OnTqV8Xq9gz7z6Of+yCOPxCzj8/mYBx98kJFKpSm1ib/97W+MWq2OW1alUjF//etf49Ynuu9/8sknTElJSdzzSaVS5ve//33Sz1hoDNYHEj2bcNJpswzDMO+99x6j0+kGfcfxZE00I0aMSFjf6PFr69at7Heff/45U15ePmhdwvtWS0sLU1lZOaCMRCJh5syZE/F3OPHGi0T9OJE8TzQmHjhwgKmtrR30vsLHyhAzZsxgv3/jjTeSegcEQRBE4UHrMAiCIAiCA+6++26sXr0ad9xxB6ZOnYqamhpoNBoolUoMGzYMV1xxBd59992I/KjRROdLTbQBWTqoVCp88MEH+N73vjdgiXymSKVS/OUvf8H777+Pa665BsOHD4dSqYRKpcKIESNw+eWX45lnnhmwrPWKK67A888/j/Hjxw/YDCYZLrnkEuzduxf33XcfJk+ejKKiIigUClRVVeHSSy9llxJnk/vvvx9/+tOfMGbMGCgUClRWVmLhwoX45JNPUFRUxMs17733Xtxzzz3s36+99hqWLFkCALjjjjuwY8cO3HbbbRgzZgy0Wi3kcjkqKipw/vnn4+GHH8auXbsizldZWYl//etfOOecc9LOHZqIH//4xxGR3X/4wx/YiGmTyYStW7fixRdfxAUXXIDy8nLIZDLodDqMGzcOP/jBD/Dmm29GpBEBgtF9S5YswfDhwyGTyeJe9//+7//Y9lZZWYnbb78dX3zxRdqR5pkwZMgQPP/887jxxhsxYcIElJaWQiaTQa/X48wzz8Qvf/lLbNiwIekUKeEyY/Xq1THLyGQy/PrXv8aBAwfws5/9DFOnTmWvG4p2vvfeewfkXr7uuuuwc+dO/OQnP8Ho0aOhVquhVqsxatQoLFy4EDt27IhITzIY3/nOd7Bnzx7cc889qK+vh1arhVKpRE1NDebPn49NmzZFtOlCJd02O3fuXOzZswfLli3DpEmTUFRUBJlMhrKyMpx99tm477778Pnnn3OWY/yhhx6K+PtXv/oV+3nGjBnYu3cvHn74YTQ2NkKv10Mmk6GkpASNjY1YvHgx1q9fj+985zvsb2pra7FlyxbccMMNKCkpgUajwdlnn43333+fjeIFkotC54sxY8Zg9+7d+N3vfocZM2ZgyJAhkMlkKC4uxuTJk3Hrrbfivffew7x58yJ+d/z4cWzevBlAMN/t1VdfnYvqEwRBECJAwjC0dSVBEARBCIETJ05g2LBhYBgGGo0G7e3tOZ2QEgQhPiZOnIi9e/cCAHbv3o1JkybluEYEkTqBQAA+n2+AM8/v90fk7P3ud7+Ljz76KBdVTJvly5ezG7ItXrwYzz33XI5rRBAEQQgVymlLEARBEDlm48aNcDgcePbZZ9mNV+bPn08GW4IgUuaxxx7DtddeCwB49tlnsXLlyhzXiCBSx2az4bTTTsO8efPQ0NAAk8mE48eP47XXXmMNtsDAFSpCx+/3409/+hMAQKPR4IEHHshxjQiCIAghQ5G2BEEQBJFjoje3GjJkCHbv3o3hw4fnqEYEQYiZ6dOnY+vWrVAqlWhpaUFVVVWuq0QQKdHb25twgzSJRILHHnsMDz/8cBZrlTnvvPMOvv/97wMIptL5zW9+k+MaEQRBEEKGjLYEQRAEkWNCRtshQ4bg7LPPxm9+8xta0kwQBEEULB6PB7/4xS/Q1NSEw4cPo6enBwqFAtXV1Tj33HOxaNEinHXWWbmuJkEQBEHwChltCYIgCIIgCIIgCIIgCIIgBIQ01xUgCIIgCIIgCIIgCIIgCIIgTkFGW4IgCIIgCIIgCIIgCIIgCAEhz3UF8pFAIID29nYUFxcP2FyGIAiCIAiCIAiCIAiCIIjChGEY9PX1oaqqClJp/HhaMtryQHt7O6qrq3NdDYIgCIIgCIIgCIIgCIIgBEhbWxuGDx8e93sy2vJAcXExgODD1+v1Oa4NfwQCAXR2dsJoNCb0DBAEkXuovxKEeKD+ShDigforQYgH6q8EIR7yvb/abDZUV1ez9sN4kNGWB0IpEfR6fd4bbV0uF/R6fV52IoLIJ6i/EoR4oP5KEOKB+itBiAfqrwQhHgqlvw6WUjV/75wgCIIgCIIgCIIgCIIgCEKEkNGWIAiCIAiCIAiCIAiCIAhCQJDRliAIgiAIgiAIgiAIgiAIQkCQ0ZYgCIIgCIIgCIIgCIIgCEJAkNGWIAiCIAiCIAiCIAiCIAhCQJDRliAIgiAIgiAIgiAIgiAIQkCQ0ZYgCIIgCIIgCIIgCIIgCEJAkNGWIAiCIAiCIAiCIAiCIAhCQMhzXQGCIAiCIAiCIIhEmO1mdDo7YdKZYNKZcl0dgiAIgiAI3iGjLUEQBEEQBEEQgsThcWBF8wo0tTTB7rGjSFmEWXWzsKhxEbQKba6rRxAEQRAEwRuUHoEgCIIgCIIgCEGyonkFVu9dDZlEhhp9DWQSGVbvXY2Xt7+c66oRBEEQBEHwChltCYIgCILIGma7GXsse2BxWHJdFYIgBI7ZbkZTSxObEkElV7Gfm1qaSI4QBEEQBJHXUHoEgiAIgiB4h5Y4EwSRKp3OTtg9dtToayKOG1QGtNnaYHFYKL8tQRAEQRB5C0XaEgRBEATBO7TEmSCIVDFqjShSFsHqtkYct7qt0Cl1ZLAlCIIgCCKvIaMtQRAEQRC8QkucCYJIh4qiCsyqmwWLwwKLwwK3z81+nlU3i4y2BEEQBEHkNWS0JQiCIAiCV0JLnA0qQ8Rxg8oAh8dBRluCIOKyqHERrq2/Fn7GjzZbG/yMH9fWX4tFjYtyXTWCIAiCIAheoZy2BEEQBEHwSvgSZ5P8VGQcLXEmCGIwtAotlk5fivmT5rM5bElm5Ddmuxmdzk561wRBEETBQ0ZbgiAIgiB4JbTEefXe1QCCEbZWtxUWhwXX1l9Lk3KCIAaFDHj5D21YSRAEQRCRUHoEgsgyZrsZeyx7aDkwQRAJyTdZQUucCYIgiETwsWFlvo2lBEEQRGFBkbYEkSUoeoAgiGTIV1lBS5wJgiCIeERvWAmATafT1NKE+ZPmpzRm5OtYKgQofQVBEET2IKMtQWSJUPSASWdCjb4GVreVXSq8dPrSHNeOIAihkO+ygiZ5BEEQRDShDStr9DURxw0qA9psbayzL1nyfSzNBWQIJwiCyD6UHoEgskB09IBKrmI/N7U00ZItgiAAkKwgCDFBy64JgjvCN6wMJ50NK2ks5Qc+0lcQBEEQiSGjLUFkgVD0gEFliDhuUBng8DhIeSQIAgDJCoIQAw6PA8u3LMfCfy3EXR/ehVv/eSuWb1kOp9eZ66oRhGgJbVhpcVhgcVjg9rnZz7PqZqVktKWxlHvIEE4QBJEbyGhLEFmAy+gBgiDyF5IVBJE90o2UpWgzguAHrjaspLGUe8gQThAEkRsopy1BZIFQ9EAol5ZBZYDVbYXFYcG19deS8kgQBACSFQSRDTLJy8j1ZkkEQZyCqw0raSzlnnBDeEjmAWQIJwiC4BuKtCWILMFV9ABBEPkNyQqC4JdMImUp2owg+MekM2GiaWJGhsBUxlLKTz04XKavIAiCIJKHIm0JIktwFT1AEER+Ey0rQtg99oLendlsN6PT2Umyk8iITCNlKdqMIMRBMnp3dNS9QqrAlMopuOOsO1BbUpubiguYkMG7qaUJbbY26JQ6cioTBEHwDBltCSLLkMGByAUWuwVHeo9AopOgorgi19UhkkCn0GH94fVpLeHOJzJZyk4Q0YQiZWv0NRHHDSoD2mxtrHEnHrTsmiDERSK9OxR1X6opRZ+7D8dsx7Dl+Ba8/+37uPWMW2mciYICUAiCILIPGW0JIk+gKDQiFiGD18aWjSgPlKNrRxdm1s2kiYgICE0mTToTavQ1sLqtrKFo6fSlOa5d9qDnkBvydUzhIlKWos0IQvyER9132DvQZmuDWq6GQqZAt7Mbf/3qrwBonIlFvo0LBEEQQoaMtgQhcigKjUhEyOBVoauAUWtEj7uHDF4igDY7CkLPIfvk+5jCRaQsRZsRhPgJRd0bNUa097VDLVdDo9AgEAjAH/CjSFlE4wxBEASRc2gjMoIQOZlsqELkNxEGL60JCpkCJm3QuNDU0kQbbggY2uwoCD2H7JOtMSWXG/9wtdkfF5slEZlBG0jlD9l+l6Go+67+LvgCPihlSgCAx++BXCaHUWukcYYgCILIORRpSxAihqLQiERkmruRyB202VEQeg7ZJRtjihAieSlSVvwIoR0R3JCrdxmKul+1exUCTAAunwsyiQz9vn7UDamDx++hcYYgCOJ/5GvaLDFAkbYEIWIoCo1IRLjBKxwyeAmf0GTS4rDA4rDA7XOzn2fVzSqYd0fPIX3SiVpLZ0xJ9TpCWh2Sb5GyhRR1KqR2RGRGLt/losZFmDd5Hkq1pbC5bej39aPaUI1yTTmNMwRBEAg61pZvWY6F/1qIuz68C7f+81Ys37IcTq8z11UrGCjSliBEDEWhEYkIz90ogQQlqhJY3Bba5Vwk0GZHQeg5pEYmUWupjCnpXIdWh/BDoUWdUjvKH3L9LkNR91eNuwovfvkidpl3wev3QiKR0DhD5A0UIUlkAm0InHvIaEsQIoaLDVWI/CY04djYshFdzi74penlbiSyDy3hDkLPITUyUa5TGVPSuQ6lbOGHQptQUTvKH4TyLmtLavHb7/6WXclB4wyRDxSaQ4/gnlw71oggZLQlCJGTD1Fo5AHmj5DBa179PLQeb0XtsFpUFFfkulpECoixX/DRp8X4HLINF8p1MmNKuteh1SHcU4gTKmpH+YPQ3iWNM0Q+UWgOvXwk13NkoTjWCh3RG23/9Kc/4amnnkJHRwemTJmC5557DlOnTo1Zdu/evXjkkUewfft2HDlyBMuXL8fdd9+d0TkJgm8GE9ZijkIjD3D2MOqMYEoYGHXGrF0z14oGkX2oT+cWLpTrZMaUdK9Dq0O4pxAnVNSO8gd6lwTBD4Xo0MsG2ZrbCEWfFppjrVARtdH27bffxrJly/DSSy9h2rRpeOaZZzB79mwcOHAAJtPABuR0OjFy5Ehcd911WLo0tncp1XMSBF+kKqzFaBgjD3B+IhRFg8g+1KdzSyzl2ul1or2vHXKpPKUxItGYkqoSH5rkAMC51efC7rbjy/Yv0WZrg1wqxzk15+CqcVelersECndClQ+rjIgg9C5zDznZ849CdOjxSbbnNkLRp8mxJgwkDMMwua5EukybNg1nnXUWnn/+eQBAIBBAdXU17rzzTjzwwAMJf1tbW4u77757QKRtJucMYbPZYDAYYLVaodfrU78xkRAIBGCxWGAymSCVSnNdnbxj+ZblrLCOFpD5YPww281Y+K+FkElkEQLf4rDAz/ix8oqVNBBwSLb6q9luxh82/wFNrU0YVjwsL9turhD6pIr6NHdk0l9DY0epphQd9g4csx2D0+fEcP1w3HrGrZxNMJIZo0KTnPWH1uPb7m/R5+lDsaoYY0rH4PShp8PhcWBf5z54A15y7mRAvusLiRBCDlLSh7lBCO+y0ChEJ3uh9FfSybglm+Os0N6d0+vEy9tfRlNLExweB3RKXdbkRL7312TthqKNtPV4PNi+fTsefPBB9phUKsVFF12EzZs3C+acBJEOmSxpEbphJ0Q+e4DF8g64JKT4r/12Lbaf2A65VA6ZVIZSTSn7DGg5VnqIZVKVz31aTISi01Y2r8Rx23Go5WqMKRuDSl0lp1EayUTHhSJFbG4brG4r5BI5rC4rjliPYF/nPgBAQ2UDOwGiqOz0KORIxUIaZ/MdepfZRyjRfAT3UIQkd2Q71UQm+jQfc1Axp2LMF0RrtO3q6oLf70dFReSGOhUVFfj666+zek632w23283+bbPZAAQ9A4FAIK26iIFAIACGYfL6HnOFxWGBw+NAjb4GEkbCHi9RlaDN1gaz3YxyTXnEbxweB1buWImNrRtZw87M2plYeMbCrBt2LHYLOvs7YdKa4uZQLVeXo1hZDJvbBpPslOC3uW0oUhbBqDGKrm0J6R1Ew3d/XbF9Bd7d9y7UcjVUUhUUMgWO9ByBBBJMNk5O2HaJxISerUlnwgj9CFjdVry7912AAZZMW5Lr6rHkY5/OFZn0V7VMjRsn3Ih1365Dpa4Sw/XDoZFpAAAKqQIbWzZiXv28jPJbh2T8vPp5mFc/DxanJULeBwIBWOwWbGzZCIPKgHZbO4oURdAoNHB5XbC5bPD4PZBKpNCr9FDL1FBr1ZBAwkn9Cg21TI0lU5fEfRdEeiSjywDZ14eTrRdBJCIkoyt0FTBpg2N2IcjhQpq/Ljx9IcAAG1s34pjtWNChN+FaLDx9YUHcP1fs69wHi92C2pLapOflmZCOPp2NOWi5ppy9z2y1n3zvr8nel2iNtkLiySefxGOPPTbgeGdnJ1wuVw5qlB0CgQCsVisYhsnLcPVcouhXYJxmHKReKUpkJezxXm8vxmrGQtGvgMViifjNPw78AzuO7kCNqgY6vQ4OrwM7Du7Am543ceXYK7NSb5fXhXWH12G3eTdcXhfUCjUmV0zGnFFzoJKrBpS/pOoSfH70cyhcCugUwToXeYtwTs05YBwMLA5LjKucore/F1a3FQa1ASXqEp7uKnmE8A7iwWd/7e3vxcG2gzi9+HRo5BqoXMF3LYEEjI+BwW+A0+uM23aJ+IQ/21AbH64djmHSYTjYdhDfDP1GEG0/xCzjLGxuC65MKVGVoNfVC7lLju9UfyepPk0EybS/Huk9gmHSYTAWGaGQKdjjJaoSdDm70Hq8FUxJ6tmxEsn46Pd7pPcIygPl0Cg1CKgDUClUkElkCKgCsLvtgASQSqQY4h+CYlkxJ/UjACOM1NcyJFVdJlv6cKr1IohEhGS0UWuEAtyNE0Kn0OavN9bdiIuHXgyr69R8yd5jhx32jM4rtDkYH4Rk7vb27dB5dDjZdRKKIgWq9dWQSWQJ5+WZkuocWchz0EzI9/7a19eXVDnRGm3Ly8shk8lgNpsjjpvNZlRWVmb1nA8++CCWLVvG/m2z2VBdXQ2j0Zj3OW0lEgmMRmNedqJcYoIJoztGB6PrApG5c66ZcA3G1IyJKG+xW/BB+weQKWTQqrXoRS8gA+wBOz5o/wBzz5ibFW/5s1ufxbsHgxGBBq0BJ9wnsOvgLjiVzpgRgfOHzIdT6cTG1o1w9Adz5MwcPRPzz5if0CsoxIhWobyDePDZXzs7O/F1/9eo0dfAK/OiR9aD1t5WKGVKeP1euNQuuH3umG2XSEzEs4WXPe5WuNFma4NX44XJmPslSqE++R/zf3Cw7yBsXTYEmEAwklKth9PsBKNjBBF1LgYy7q9aoGtHF3rcPWwEFQBY3Bb4pX7UDqtNSx6lJOP/Vwevx4sDrgOQuCVspK034GUjbYdWDoULLk7qRxBckKouky19ONV6EZFQhHIUPI0TQiff56+x2rkJ3OmJQpyD8UW4zO1T9KGlpwWwAXWuOgwvHh53Xs4FqcyRhT4HzYR8769qtTqpcqI12iqVSjQ2NmLDhg2YO3cugOBL3bBhAxYvXpzVc6pUKqhUAz3cUqk0LxtXOBKJpCDuMxcsOnMRIAnmyjlqOwqdUodr6q/BosZFA553l6sLfZ4+1OhrwEhOecX1Kj3abG3o7O9ERXFF9CU4xWw3o6m1CUadkR0YjHIjGDBoam3C/MkD8/0UqYqw9OylmD85tRw5K3euxOp9wRxc1frqYA6ufasBSe5ycAnhHQwGX/3VpDNBp9Sh190Lk86E8cbxYMCgtbcV3oAXCpkCl429LGbbJRIT/WxD9Lp7oVVqUVFUIYhnGt4nz64+G1uPb8VR61HUGGowbdg0QfRRsZFJf63UV2Jm3Uys3rsaDJgBuezSkUWpyvjwOhSpimB2mOHyueBjfDDpTHB4HACCy/0kKknG9SMILkhHlwH414fTrRchnrzw2YaPcUIs5OP8NVvtXIhzMD6IlrlDNEMgk8rQ2tuKwz2HUaopjTsv54JU5shimINmQj721xDJ3pNojbYAsGzZMixYsABnnnkmpk6dimeeeQYOhwO33HILAODmm2/GsGHD8OSTTwIIbjS2b98+9vPx48exc+dOFBUVYfTo0UmdkyCyRSpJv41aI4qURbC6rWxidACwuq3QKXVZUeQzSZqeSkLzbCeDT5Zk30E+blIWa7ODyqJK+AI+zKqbhXtn3Js395ptxLCRRHSfdHqdcHqdMKgMcPqcCCBAm9HlAK43p0pHxoeutf7Qerh8LvR5+mBQGzDCMALfqf0OJJDgs6Of5XzzrHyUy0R6CHVDRaHWSwwU4mZbycq0Qt7EMN94evPTeG//e6gsruStnQt1DsYH0TJXLpVjcsVk1Bhq0NrbigfPfRDn157P6TVj9dtk9BIh2AEIfhG10fb6669HZ2cnHnnkEXR0dKChoQFr165lNxI7evRohPW6vb0dp59+Ovv373//e/z+97/H+eefj40bNyZ1ToLINskIayEYdrI1YAh14jLYO9ApdFi+ZXneRnrEUvznTZ6XN/eXS4Q+qYruky6fC76AD1qFFv2+fvT7+qGRa3LeR/OFZCfjXO/2m46Mj66DBBIwYCLq8sOGH+ZsN2KKwCOiMWqNUEgVOGo7GtzETx7cxC/Xk1+alKdGSE4CSGhk+u7I7waP5YnDJlWZRrvCix+Hx4GnNz+NF758Af6AHyddJ9Fb3IsJ5RMAcGtMFeocjA/iyVyP34OKogqMN47n7FqZ6iJCsAMQ/CJqoy0ALF68OG7qgpAhNkRtbS0YZvCE6onOSRBCJdeGnawNGAwQYAIwO80RSoMQJi6J3sHL21/O60gPUvz5Q+jPNlqxVcvVkEvlcHqdUMgVGRs9KAoySDJKfbpRGsmQiYxPVIdcvtdCjMAj4uPwOLBqzyoc6zuGY7Zj2Ne5D9WGalTqKnGy/2Tcdm6xW3Ck9wgkOglvS1BpUp4c0XIywARwvO84plVNiyinVWjxxfEvsPiDxZBKpAmNJGIag9KVaWK4N7GRrXazonkF/r7/7/AzfhhUBvgZfzD3KoCxpWM5NaYWkvMomzKXC10k13YALhCTrM02ojfaEgQRRAiGHT4HjHBF/LjtOLr7u9FW3IaGigY4vA5BTFzivYNCWk5EAy1/CPXZxlJs9So9jliPoEZbAymksDgsKfdRioKMJJFSf9sZt2XlWeXDpCBEIcllIjlCfWxkyUho5Vocsx3DN93foN/bjx+f8eMB7Twkoza2bER5oBxdO7ows24mbzIqn/ofX0TLSbPDjG5nN3aad+Kc6nPYcrvNu9Hd343RZaNRoa2IaSQR2xhEMk0YZLPdhN750KKh6OnvgY/xQaMIOsrb+9pRoi7h1JhaaM6jbMhcrvqtEOwA6ZKoz6hlyW3Ule+Q0ZbgBPKMCIdcvoNUBoxU20y4Ij5t2DTsMu/C8b7jcPvdGF8+XlATl+h7KqTlRERhEq3YVhuqMap0FLx+b9qKLkVBnmIwpd7utmPtwbUpP6tk5HB0GbFOCqIhuUyEE93HqoqrML58PI73HYdcKsf8SQN37A7JqApdBYxaI3rcPbzKKDFPyrNBLDlZY6jBMdsxHO87jqO2o6jQVsDsMON433FUFVex/T+WkURsYxDJNGGQzXYT/s57Xb1o6Q1G2MolctjddnT0deDmhps5fe+F5DzKhszlut+KcVxI1GeWTF2S49oJAzLaEhnh8rrw7NZn0dQqDi80kR0SDRjpeKBjKeIzqmegzdoGp8+JJy98EvWmet7uJ1MKaTkRUZjEU2xDEbapKpEUMRRJIqX+UM8hbGjZkNKzSkYOJyojxklBNLmQy3a7HU6nEzqdDjqdjvPzE+kTq49pFBpU66tjTpwjZJTWBAUUMGlNYMDwLqPyof/xQTw5OaViClw+F1xeF9psbfAzfpRpy9BQ0RBRLtxIwjCM6MYg0jVzT7Z1l/B3PsEYzGHbbm+H1WOFTCrD1eOv5tyYWojOo1j3yFXAmhj6LZ/BeYP1mXn18zi9nlghoy2REesOr8O7B9+FUWcUhReayD3peKDjKeImnQlttjYwGDxXdS4ptOVEROESrdClq+BRxFAkiZR6mVQGX8AHg8oQ8ZtEzyoZOSy2KLNUyaZc9ng8aG5uRktLCzweD5RKJerq6tDY2AiFQsHZdYjkiZ6EpjpxJhklPOK9Q4fXgfHG8XjywidZffGhDQ/B4XVApzzlPAl/1xaHRXTvl3TN3JNtuRD9zseWjcUQ9RC029tx9fir8fD5D3N2rWgKwVgbC67TXwi532Yj1cegfcZpgRFGTq4lZqS5rgAhXix2C3abd7NCWyVXsZ+bWppgcVhyXUVBYbabsceyp6CfS7Q3Ldk2E66IhyMkL+RgLGpchGvrr4Wf8bORHvm0nIjaN8El+dDnuSSk1Icil90+N/v5groLUKopTfpZJSOH05XVYiNaLju9TpxTcw6uGncVp9dpbm7G3r17IZFIoNfrIZFIsHfvXmzfvp3T6xCDc7jnMO5ffz9ufu9m3PXhXbj1n7di+ZblKFYVx+1js+pmDehHJKOERyI5OatuFupN9ZhomoiJpomDvmsu3m8u9CKudE3S6dIjF3Ih+p3LZXIsaFiAe2fcy/m1iFMObZlEhhp9DWQSGVbvXY2Xt7+c9jmFOkfk416jGbTPaGksBSjSlsiAzv5OuLwuGLTJR/cUIlx5qfIhb3C6HmgheyGTJV+XE4ltow5C2ITLObH3ea6ZO3YuOvo6sMu8Cza3LSKP3MvbX076WSUjhwGILsosHUJyee7YuXhp20vY2bET29q34a4P7+JMjtntdrS0tESkRJDLg+p3S0sLJk2aRKkSskBorFrZvBLHbMegkWtQbaiGTqFj+04quRrD9RIJJChRlcDiTn3DRYJbkn2Hg5XLRO/MpV6Uqa4Zq+5nVp2Ji0dfjBElI6hdD0Iu5iv5Or8QInylvxDiO8xWqo/B+oxRZyTnEchoS2SAUWOEWqHGCfcJGOWnwtYpyiCSTJeY5pNRLJO8PfmS+D7bA3HICGbU8LO0JN+XUBPZIVrOKaQKTDBOwAV1F2CXeVfcPp8PzqzBiPVsGqsaccdZd6C2pBZAcvIx9KwADCqHGYYRfI41LllzYA0+O/oZTDoTO2HgSo45nU54PB7o9fqI4yqVCjabDQ6Hg4y2WWBF8wqs2r0KJ50nYVAZIJPI0GZtg1wqR6Wukp2EpjJxDvWvjS0b0eXsgl8qjOioQiR8LEjmHSZjJElX7xSCXpTumBhe96FFQ7HbvBufHf0Mb+x+A+PLx4t2/pFNcjVfyWc9SCjwnf5CSO8wm6k+8mWOzydktCXSxlRkwuSKydh1cBcYMBQJFQMuvFRCUP64IhMPdLa9kGI3BkUbeoqVxbik6hLMHzIfRaoiTq5Bm0URXBGSc6WaUvS5+3DMdgxbjm/BcP1wXF9//YAon3xyZg1GrDHg86OfY2jxUHYMSCQfYz0rqUSKDnsHgPhyuFAinfmWY1qtFkqlEm63m42wBQC32w2lUkkG2ywQesd6lR5SiRRquRoyqQwA0N7Xjhp9DbqcXRF9J5l3Hup38+rnofV4K2qH1aKiuGLAtcWsSwidwTZMHIxE7yUdvVPMelF03Xebd6PT2Qm1TA2XzwVvwCva+Uc2EVLUZCHKHz7vOdXgIzFvPprNDdIS9ZlAIMDZdcQMGW2JjJgzag6cSieaWskzEotMvVRiVv7ikWiJbzLwrXjkizEo2tBjc9vw+dHP4VQ6sfRsbpRt2oiF4IJwOddh70CbrQ1quRoKmQLdzm78+5t/o1hVjLOGncX+Jp+cWYmw2C0pjQGx5GOsZ3Wi7wQqiyvZ/Gmx5HChRD7wLceKiopQV1eHvXv3AghG2LrdbjgcDtTX14tuIidGQu/YqDFCLpXD4/dAI9VAKVPC7rGj09mJImVR2u/ZqDOCKWFg1J1a0ZIvugSfcGFcycZYkEr9hKwXDfa8w+vu9DrR3tcOtVwNlUzFtmG1TC3a+Ue2yaWhtBDlTzbuOdngo3zYfDQXqT4KybmQKmS0JTJCJVdhybQlmD85995EIZKpl0rIyl+qJLPENxbZ9hLngzEoprFfZoLCpcDG1o2YP5kbZTubXlgiR5jNQGcnYDIF//FAuEElNEnUKDQIBALwB/woUhZFTBLz0ZkVj85+/hx/fsbP7qYeS74KKVqIT7IhxxobGwEEc9jabDYolUrU19ezxwl+Cb1jT8CDquIqtPS2AAACTAB+xg+7x47Lx16e8rtOlH4oH3QJvuByrwehjQVC1IuSfd7hdZdL5fAFfNApdfD4PZDL5NDINZDKpRFjj5gjOS12C7pcXaKs+2Dkk/xJNlo1W/ecjEM7tPmoTqeDXq+H2+1mHbfTp0/nrC58UyjOezFARluCE9Id8MQ82CdDpl4qISp/6ZLMEt8QZrsZR6xHsO7gOnzZ/mXWvMSDTQC+O/K7wWMCb6/xjP06hQ6Ofgdnxv582CCOiIPDAaxYATQ1AXY7UFQEzJoFLFoEaLntfyE519XfxU4SAbATRaPWGLF0udPZiZP9J1GmLUO/rx8auQaAOJ1Zg2HU8Ov4Y8BgomliwnMIXd5lSjbkmEKhwPTp0zFp0iQ2hy1F2GaP8Hdcri2HL+DDMdsxOH1OVOurceOkG1OahA6WfshsN2Ptt2uhkqtQrCqGSq7KuTFRSHBlXBFiYIMQ9aJkn3d43UOpROxuOwIIoG5IHTRyDSwOC3RKHXQKHZZvWS7KSE6Hx4F/HPgHPmj/AH2ePlHVPRmE6MxIh1SiVbN5z4M5tPNp89FCcd6LATLaEjmhkJZtZOKlEqLylw7JDqbh7WJ/535093ejqrgKDRUNcHgdvHuJ4xmDtAotvjj+BRZ/sBhSiVTw7TWesd/hdQxq6EnVkUJe2DxlxQpg9epgdG1NDWC1Bv8GgKXc9r+QnFu1exUCTAAunwsyiQz9vn7UDamDx+9h263D48Df9/8dB08exIGuA9AqtagqrsKE8gmidGYNhqnIRI6/LJAtOUbG2twR/o71Kj0mV0zGlMopEat9kh3/EqUfuq3xNjy9+WlsP7EdCqkCh3oOsTIqHx1LqcKlcUWo8k1IelGqzzu87mq5mtXDR5WMgsVhYceeNQfWiDaSc+WOldhxdAdkCpno6p4MQnRmpEMq0apc3HOq85945fJx81Ey1uYeMtoSOSGflm0MRqZeKiEpf+mS7GAaahd6lR4unwtqmRpdzi4c6j2EyabJAPjzEicyBu0270Z3fzdGl41GhbZC8O01lrHf5rahyFuEmaNnxnx26TpSxOyFzfdI/7Qxm4MRtuEpEUL/NzUB8+dzniohJM9WNq/EcdtxqOVqVBuqUa4pjzBQLt+yHOsOroNRa4TZYYbX58Whk4fQ5+6DQWUQlTMrWcjxxz9ilmNEcqS6WV+88W+w9EN2jx1NLU1QSBVQyBSQQoqWnmA6hkpdZcE7S7g0KAlVvglJnqT6vMPrfqT3CNYeXIsv27/ECfsJduyZO3YulqxdIspITrPdjI2tG1GjqoFWrQUjYURT92QRqjMjFVKNVs3knrkOJKPNRwk+IKMtkXXyZdlGsoQbhgZbhhqLRMqf0I1OofoBGHQwDW8XcqkcASaAIlURvH4v2vvacVrpaXGVTK42s4hlDOrp74HFYUFVcRWr9IqhvUYbeoqURTin5hzMP2N+zPKZOlKE2gZjUUiR/mnR2RlMiVATOcmDwQC0tQEWC+dG25Ccu2rcVXjxyxexy7wLXr8XEomENVCGy4hx5eOwr3Mf2u3t8Hq96HJ24fr660XlzEoWcvxlDzHJsVQRur6QLaLv32w34w+b/4Cm1iYMKx426PiXKP1Qj70HG1o2YLh+OORSOVp6W6CWq6GUKdHS0wJ/wI8bJ91Y0M+fa4OSkOWbEPpaus87VPezhp3FRtiGju2x7BFtJGeo/+r0OvSilz0uhronSy6cGVyPL6lGq2Zyz1wHktHmowQfkNGWyDr5smxjMLg2DKUbFZILYtVPKpGiw94BIPZgGq4E+hk/u8NzaNfafl8/fH5fhJLJx2YWsYxBJeoSNFQ0RPxG6O012tBj1BjBOJiYz6XQHCmFFOmfFkZjMIet1RppnLVaAZ2Otw3JAKC2pBa//e5vB0wSAeBwz2FWRsilckyumIzTSk+D1W3Fyf6TuGr8VYKQf3yR7mSIy6gvMvyJD6HrC7ki9FzWfrsW209sh1wqh0wqQ6mmlG3bMcc/JriBmdlpjtBjHV4HZFIZvAEvDCoDSjWlABDUJfxe+AN+zKqdJQhjYi6JZVwxO8w4YT+Bq8dfnbJcEVJUawghyclUjVmx6h76bLabsceyB8DggRhCJWTEdngdgOzUcTHUPRWy5czga3xJJ1o1nXvma/5Dm48SXENGWyLr5MOyjWTg0zAkdKNTrPqd6DuByuJK+Bl/zME0ol3oTOwOzx6fBzKZDHaPHTaXLULJ5GMzi2hjUIe9AxqFhs0HG0Is7TWkiAQCAVgclphlCsWRAiSvoIVHiQPCiJjJGhUVwU3HQjlsDYagwdZiAa69llejbYhYzzvW2KFRaNDn6cMQzZDCeT9pkkkbFrXhz2wORo+Hp/soIISuL+SK0HNRy9VsKoNQGoPJpskDxr/wPnDcdhzd/d1oK25DQ0UDnF4nirxFmFU7C9tObGP1mJAucbzvOORSOe6ZcY/w+0sWCOl96w+tx+dtn6PP04diVTG2HtuK5VuWpyVXhDBGZ0tO2u12OJ3OpHNkJ2PMSlR3hmFSCsRgGAZ7LHsE8U6iqSiqwMzamdhxcAfsATv0Kr0gUmpwTbacGXyNL+lEq6Zzz7HmP06vEwEmwK60HOwcsRwdtPkowTVktCWyjlBzUHEJn5GLQo+KTFQ/P+PHkxc+CQbMgME0ul2MGjIKdo8dx/uOo0xVBoVUEaFkxruO3CfH5q8346qRV6HWVJtUnRMZgyqKKnBW1VlYe3AtgPxsr4XiSAEGV9Bae1vx5ldvYv2h9fi2+1t2MjmmdAwuGnWROIxUXLDof5O5pqZgSgSdLmiwXZS7KLFCGDuESjITM8E5OhyO4IZ6TU3BdB9FRUFnxKJFgLYA+jCEry/kivDnUqQswsGTByGRSKCRa9h0TH3uvojxL7wPTBs2DbvMu3C87zjcfjcmlE8Iph+aPh//t+P/ImRUn6cPLp+LZFQYIeOK3W3Hib4TWd8vgK9IWL4dJB6PB83NzWhpaYHH44FSqURdXR0aGxuhUCji/i4ZY1aiugNIKhDj8rGXw+v3YuG/FgraubfwjIV40/MmPmj/IOMoVCFFVceCz3rxPb6kG62ayj2Hz3+GSIZgf9d+tPe1w+lzQiaR4b3972HkkJEx228yThoy1hJcQUZbIicIOQcVF/AZuSj0qMjB6seAiZvbN7xdnLCfQN2QOlxXfx0uHn0xRpSMiLiv6OtI/BJou7Qw2AzweD1Y98E6TBk3JUKZjadcDWYMWtS4CEWqorxtr4VkDBtMQXu06VH0unph99hhdVshl8hhdVlxxHqksKLTtFpg6dLgpmOhHLYCiFLM97EjW6Qy0RxsYjZ37FysObBGeI6OFSuC0eImUzA/s9V6Knp8aQH0YQhfX8gV4c9FJVexK3uUMiW8fi+O2Y7B7XOz41+sPjCjegbarG1w+px44oInUM6UQ6vQkoxKErPdjC/bv0RtSW3WHAp8RsJmw0HS3NyMvXv3QqfTQa/Xw+12s5GI06dPH/T38eR9orqv/XbtgN/GC8R486s3RRHVr1VoceXYKzH3jLno7E/P4Crq1Sccwff4kmm0ajJ6Tvj85+DJgzA7zJBL5JBAgnJtOdYeXIsiVVHM9kurWIhsQkZbIicIMQcVl/AZuSj0qMhM6pdKu4i+jrZLC3WvGv3oh1/ph1qhZpXZSWdMiqlczR07Fw6vAyadKeFEi4/2KjTvfKFMNBMpaCXqEmw9vhUmnQn93n5oFVpoFBq4vC70efpQbagWXHQa7+1IIMbaEPk+dvBNOhPNwSZmL217CZ8d/Qw2t22Ao2PV7lU40XcC9864N7vvyWwORtiGt9/Q/01NQWeEgNo1XwhdX8gV0c9lgnECAKC1txXegBdKmRKXj72cHf/i9QGTzsQ6o0OQjEqOXDgU+DSy8H0/drsdLS0tEYarUK7PlpYWTJo0Ke2IvkR1b+9rBwAMLRo64LvwQAwxRvUbdUZUFFek9Vsy2GVvfEnVWJuqnrOocRH63H144csXwDAMFAoFRhSPwITyCTjZfzJm+xVjeyfEDRltiZySr8osn5GLQo+K5KJ+ybSL8OvIfXIYbAb0ox996MNI/UiU6kvhkDnQ0tKCz92f4+8H/84qV9393fjjlj9iZfNKVOgqIgb0RBOtVNtrLIOaUL3zhTTRjKegDVENgdlhxknnSUilUuhVwV1rlTIl7B578H+3XRDRaUJtR9kiun0KzQkiVNKZaCaamMmlcuzs2Am9So9jtmOso8PpceJ433EopAq8suMV7OrYhTmnzcle++zsDKZEqIk0QsBgCKb7CEWP5zlC1xdyRaznUllUCV/Ah1l1swY4GQY1TmhNYBxMxDVIFiUm2w4Fvo0sfN+P0+mEx+OBXq+POK5SqWCz2dhIRK7rXqIuYT8nuq9Ciuong10QoY4vsfScRA5krUKLq8dfjY8OfYQybRkMKgM0cg2A+O23kNo7IQykua4AQeQrixoX4dr6a9l8T37Gz1nkIp/n5oJs1S90HYlPAo/XA5/Mh5FDRmJ8+XgAQWXW3m/H1patrHKlkqvQ5eyCzW1Dt7MbRq0RMokMq/euxsvbX4ZJZ8JE08SMBluHx4HlW5Zj4b8W4q4P78Kt/7wVy7csh9PrZJUJmUSGGn1NxLWFABf3L3RCCtro0tGYUTMDM6pnAAyw27wb/d5+9Lh60O/th9vnBgB4/B7IZXJ4/B7BRKcJvR1li0R9jYgkeqKpkqvYz00tTXE3KgxNzCwOCywOC9w+N/t5SuUUNjLRF/BBKVMCAPq9/XB4HJBJZFBIFfAGvNltn0ZjMIet1Rp53GoN5mcuAINtCKHrC7ki1nOZN3kefjHzFwNkfKI+MKtuFow6Y47uQrwM9ky5HmdDRhaDyhBx3KAywOFxxJV/ycL3/Wi1WiiVSrjd7ojjbrcbSqUy5WXjeyx72HtOVPc5p83BnNPmDHpf4YbfcPIxqp/vtsQn0e8+U4Q2vkTrOaEN847ZjuGVHa/gpr/fFFNHNGqNKNWUQgopa7AF4rffQmrvhDCgSFuC4Ak+IxeFHhWZrfqFrnPVyKuw7oN1UCvUKNWXst+73W4wUgbWgBVDVcGlXU6vE+197dApdfAH/AggwNaNKw95tJfX7DDj9Z2v40TfCXzd9XXBe+eFQLiC1trTipbeFqjlamjkGti9dnj8HnT3d8Pr98LH+GDSmWBz2QQRnSbWKA8+omFpiWLyZBIZEi99ytyxc7Fk7ZKgY0MadGwooIDda4dcKodcJodUIsVw/XD0ufuy1z4rKoKbjoVy2BoMQYOtxRLcUK+AjLZC1xdyRarPJdMUQuHyj2EYWhmA7KZlykZkL5/3U1RUhLq6Ojbtl0qlgtvthsPhQH19fVJG20QrdJKpe6LvhBp1yQdiTDvD1+osoY0v0XrO/q79bL5yAKwDGYjUEVNtv/HKH7Mdw6y6WbzfJ1F4kNGWIHiGzwEs14PjYGSrfrWmWkwZNwV79+6FQ+aIUGZrR9dC1a5ilSuXzwVfwAeZVAa5TD7oEphUCTeoDVFHbnT1yo5XoFfpMWP4jIjf0HKa7BNSuFbtXoVjtmNQypSQQAKlTIkqdRXcXjf6PH3wMT4Y1AaMMIxgN1XKNZ3OTpzsP4kybRn6ff2ct2Gu4WuyIFbjda7gK994aOKiV+lhdpjBeBj4Aj5oFVp4/V7UDamDRq6BFNLsts9F/+urTU3BlAg6XdBguyj3fTgXCF1fyBXJPpdEfSAQCAAALHYLulxdcVMiWV1WdPV3AQj2R71KX1BpbaLJpsEnG0ZFvu+nsbERQDCHrc1mg1KpRH19PXt8MAZzciaqezL3VYh7IwDiMFDz7eAWyvgSrucUMUVo72uHWq6GBBJI5JKEDuRU2294+dbeVnT2dwIAvjj+BW79560FLdsJ7iGjLUHwAOVXzD6JlNm92/eyyolSqoQ34IXda8dppaexBi+uPOThXt6Qh1ctV8OgNKDH1YNuZzd2mnfinOpz2N/kyjtf6O10UeMinOg7gVd2vAIAkMglGFk6EhPKJ8DusaO1txUPnvsgRpeNZn9j99hzqoA5PA78ff/fcfDkQRzoOgCtUouq4ipMKJ8g2CgPviYLlFMsNZKdaCaSC7GOhSYu6w+th8vnQq+7FwqZAiqZCnVD6jChPLjJU9bbp1YLLF0a3HQslMO2QCJsC12280msZ+rwOPCPA//AB+0foM/TF+GYCpd/Tq8THX0dAIIGviHqIbQyANkz+GTLqMjX/SgUCkyfPh2TJk1ic9gmmxYhWSdnoroPdl9Ci7rkEzEZqLPp4M712BOu59jctuDqH5kCHr9nUAdyqu03vPzTm55GU2sThhUPY3Urku0El5DRliA4pNA3B8oliZTZcKPCHsse9Hv74Q140WZtg0QiQaWuEif7T3LiIQ95ec0OM+vh1Sg0cHldKFIVQavQor2vHUdtR1GhrciJdz66nSqkCkypnII7zroDtSW1WamDENAqtLjn7Huwq2MXvAEvhuuHs0Z8j9+DiqIKTKmcgjUH1gimT69oXoF1B9fBqDXC7DDD6/Pi0MlD6HP3waAyCC7Kg8/JghiXKOaaRBPNdMev6ImOBBL8Zddf0NTahEpdJfwBP072n8xdFFIBGWtJB8kNK3esxI6jOyBTyCIcU33uPmxr3waTzoQiZREsDguKVcWQQAKLw8Lm36eVAdkhX4yKqRhrQ2TTySnW55oKYmpL2Xj3Qhp7QnrO2m/XwhvwggGTkgM51XfJMAz2d+3HsOJhtOqL4A3aiIwgOIQ2B8o9Op0OJpMpQqENKVdnDz8bRcoinF19NiaZJkEqkeKb7m/Q0tvCmYc85OU9YT8Bp88JuUQOl9eFfl8/qoqr0FjZiDJNGVxeV86S9ofaKcMw6HP3Ybd5N17e/jIuXXVpwW3iVFFUgTmnzYHb50afu2/AJhtrDqwRTJ8ON4BOHTYVo4aMgkKuAAMGXc4uzBk9R3BRHnxu2JHtjWzygZAsXHnFSjx78bNYecVKLJ2+FFqFNuPxy6QLbmJYb6rHozMfxY2TbhTM5iSFAukg2cdsN2Nj60YYVAaYtJEb/H3c8jFO9p+EQWVgUzMpZcrgxn1+H/p9/RnLQq43FioEQrKqkMYI2jiJH8TQlrLx7oU09oT0nDeufgM/Pv3HqDHUsA5kPnREMW9MR4gHirQlCI4opOUnYsRsN+PL9i9RW1ILk86EupI6jC8fj+N9xyGXyjF/0nzOvMGLGhehz92HF758AVa3FVqllvXynuw/ifHG8XjywifBgMn6O7TYLWw77bB3oM3WBrVcDYVMgW5nN/761V8BFNZynsE2WRJKztTwaAm5VI7JFZNxWulpsLqtONl/EleNv0pw0XR8R8OKaYmikIiWO1yPX2KKQsoXKMdzbgjJZZ1eh170sscNKgO6nF2QS+XB/IrKInazPgkkbE79dGWhkCLb8pV80rXFmIeV4Aa+332ssaeIKYLNbcPab9fmbOwx6Ux4dOajqNxeyauOSKu+iGxARluC4IhCW34iNmK9H41Cg2p9NedLw7QKLR45/xFIIMHf9/8dlcWVqNBWRCwRrjfVD/yh2Qx0dvK6nLezP/gcjBpjRPqGQCAAf8CPImVRdif4WbjnwYhnYNpj2SOonKmxFEONQoM+Tx+GaIYIUjHkIo9qIsg4yA18jV/0PrIH5XjODSG57PA6ANmp41a3FUM0Q3BW1VlYe3AtgGB/ONxzGAAwsnQk+tx9aRtOkskVbrfb4XQ601pOX8jkq65NTs7Chc93Hz72eP1edgNmj98Db8CLxzc+jgUNCzCiZATnY9BgMi4bOiI5RIhsQEZbQvCIxdOdDU8b37t/CplM20EuPKH3zLgHRaqiwZUkhwNYsSK4y7ndDhQVAbNmBXc513I7QTBqgs+hq78LvoAPOmVQyfH4PZDL5DBqjehydvE/wc/iPSdLdNsSmvdcrIohH3lUoxH6+CB4GCDABGB2miOMfhQpIh6SlVdi0akGQyj3UVFUgZm1M7Hj4A7YA3boVfoIubyocRGrB+gUOlQWV0ICCXQKXdppQwaLqv7+2O+j7UAbWlpa4PF4oFQqUVdXh8bGRigUCs6fQb6Rr7o2OTkLFz7fffjY02HvYDdglkllsHvsePOrN7Hu8DqMLx/PmfPD4/Ggubk5aRnHd1snhwjBN2S0JQSL2DzdmRhUkomGKNSlj1y1g1wYvJJWklasAFavDkaa1tQAVmvwbyC4+zmHmIpMmFU3C6t2r0KACcDlc0EmkaHf14+6IXXw+D3ZMdJk8Z7TRYhGUjEqhon6wfIty/NyciwWwuXrcdtxdPd3o624DQ0VDXB4HYJ3CBCnGExe6RQ6LN+yXDQ6VTzS0Qn4NvAuPGMh3vS8iQ/aPxggl2PJPwAZGU4Gi6r+YtsXOHn0JHQ6HfR6PdxuN/bu3QsAmD59euY3nMcUgq5NxtrChc9I01W7V+GY7RiUMiUkkMDqsgISQCPXwOVzwRvwcqbfNTc3Y+/evbzLuGTHDnKIEHxDRltCsIjR052qQSUVT2GhLn3ksh3kyuCVcPA2m4PRpuHpAUL/NzUB8+dznjYgdL8rm1fiuO041HI1qg3VKNeUZ8dIk4N7ThehGUnFrBjynUeVSJ1w+Tpt2DTsMu/C8b7jcPvdGF8+XvAOASKSRPLq5e0vi06nikUqOsHhnsN4edvL2NmxE96AlzdDtVahxZVjr8TcM+aisz/2BD/6WCayLVFUtUFqgLXDGhEEIJcHp3stLS2YNGkSpUpIQKHq2gSRCYsaF+FE3wm8suMVAEBAGoBcJodeqYdarmYdbGqZGmu/XYszKs/AeOP4tPqS3W5HS0sLrzIu3YAhMenkhLggoy0hSMQ6mU/VoJKKp1BoS7WzQUFsjtPZGUwPUBM5QYDBALS1ARYL5wbM0HO4atxVePHLF7HLvAtevxcSiSQ7Rpoc3HO6CLLNID8UQ5oc55ZY8nVG9Qy0Wdvg9Dnx5IVPxs69TQiWePJKrDpVNMneR2jCvbJ5JY7ZjkEj16DaUA2dQserodqoM6KiuILz80aTKKr6qpqrIGmXQKVSRfxGpVLBZrPB4XDkjdGWjwjqQtS1CSJTtAot7jn7Huzq2AVvwAudUofm9mao5Co2/ZpcKkdrTytaelvws/U/Y+VYqk40p9MJj8cDvV4fcZxLGSe2wDGhpAsi+IOMtoQgEftkPhmhmaqnUIhLtfmmIDbHMRqD+Vyt1khDpdUK6HS8Gi9rS2rx2+/+FhaHJbsGyRzec7oIqs3kCTQ5zi3x5KtJZ0KbrQ0MmBzVjMiUaHkldp0qRLL3saJ5BVbtXoWTzpMwqAyQSWRos7ZBLpWjUleZlqFaaJPieFHVPxj7A/xn7X/gdrtZnRIA3G43lEplXhhs+UyfVoi6NkFwQUVRBeacNger966GSqaCVCKF3W1HAAHUDalDa08rDvcchkKmQG1JLTx+T1qGUK1WC6VSyZuME5OTU2ypJIn0IaMtIUgKYTKfjqdQaEu1+aYQ2gEqKoIbcIXyuRoMQeOlxQJce21WDJhZn4QK4J6J3EOT49xSEPKVAJA/7zqZ+whNuPUqPaQSKbshDgC097WjRl+T0mabQp0UJ1oFUldXx67aUqlUcLvdcDgcqK+vzwujLd9RcIWmaxPcITTnTrYJ7ztquRrd/d2oKq5CVVEVNrVtAgDUDalDibqE/U2qhtCioiJeZZyYnJxiiwgm0oeMtoQgKYTJfDqeQqEu1eaKaGUnm+0gp4rWov9NBJqagukBdLqg8XJRHk8QCvGeiQHQ5Dh3FMI4SwTJl3edzH3sseyB3WOHUWOEXCqHx++BRqqBUqaE3WNHp7MTRcqipO9Z6JPiWDpLY2MjgOCqLZvNBqVSifr6eva4mMlGFBwfunahG/PyHaE6d7JNeN850nsEaw+uxZftX+KY7Ri8AS9Glo7EhPIJbPl0DaF8yjixODnFFBFMZI7ojbZ/+tOf8NRTT6GjowNTpkzBc889h6lTp8Yt/8477+Dhhx9Ga2srTjvtNPz2t7/FJZdcwn7/wx/+EK+//nrEb2bPno21a9fydg9EbPJ9Mp+JpzBXSp/dbofT6YxI6cAFiZQdvtuBIBQtrRZYujS4AVcon2u+R5sW4j0TA8h3R5TQyfdxljhFvrzrwe4jNOH2BDyoKq5CS28LACDABOBn/LB77Lh87OVJyRmxTooVCgWmT5+OSZMmsau28iHCFshuFBwX45EgdEyCd4Tu3Mk2ob5z1rCzYHFYsK9zH5789EloFVrIpafMT+kaQvmUcWJxcoopIpjIHFEbbd9++20sW7YML730EqZNm4ZnnnkGs2fPxoEDB2CKMfnftGkTbrzxRjz55JO47LLLsGrVKsydOxfNzc2YOHEiW27OnDl49dVX2b+jk/kT2aEQJvNiiYbweDxobm5GS0sLPB4PlEol6urq0NjYCIVCkfH5B1N2+GwHglK0CtFwWYj3TAwgH+W7GCiEcZYIki/verD7CJ9wl2vL4Qv4cMx2DE6fE9X6atw46cakDdVinxTnk7E2hFii4ELkWsfMVoSvECKJ+QosGQyxOneyRei57OjYwbkhNPxdc9kGxeDkFJssJDJD1EbbP/zhD1i4cCFuueUWAMBLL72E999/H6+88goeeOCBAeWfffZZzJkzB/fddx8A4Je//CXWr1+P559/Hi+99BJbTqVSobKyMjs3QQyKWCcWySCWaIjm5mbs3bsXOp0Oer0ebrebjRCePn16RudOVtnhox2QokUQBJHf4ywRSb6860T3ET7h1qv0mFwxGVMqp+COs+5AbUlt0tegSbHwEEsUHJBbHTNbEb5CiCTmO7BkMJJ17uTKqCwU+DKE8tEGxeDkFJMsJDJHtEZbj8eD7du348EHH2SPSaVSXHTRRdi8eXPM32zevBnLli2LODZ79mysWbMm4tjGjRthMpkwZMgQXHDBBfjVr36FsrKyuHVxu91wu93s3zabDQAQCAQQCARSvTXREAgEwDBMXt9jttBoNNBoNAAguOdpt9vR0tICnU4HrTY4+IX+b2lpSTrpu8VuQWd/J0xaE4w646njDgscHgdq9DWQMBL2eImqBG22NpjtZpRryjm+q9xfO9tQfyUI8VCI/TXeGEEQqaKWqbFk6hLMq58Hi9MS0aZS6VNGrRGzamfh3X3vQgIJOynudHTimgnXoFxTzur6hdZfY2G329Hf3w+tVsurUWrh6QsBBtjYuhHHbMeCxp8J12Lh6QvRYesQjBzJpY65YvsKvLvvXZh0JozQj4DVbcW7e98FGGDJtCWiu04itm/fjn379g0ILGEYBtOmTRtQnuv+Wq4uR7GyGDa3DSbZKUOZzW1DkbIIJfISbN68Ga2traxRuba2FmeccUZWjMpCgSu5HA2fbbBcU872USHK90SyUIj1TYd8H1+TvS/RGm27urrg9/tRUVERcbyiogJff/11zN90dHTELN/R0cH+PWfOHFx99dWoq6vDoUOH8NBDD+Hiiy/G5s2bIZPJYp73ySefxGOPPTbgeGdnJ1wuV6q3JhoCgQCsVisYhoFUKs11dQie6O3tRSAQYA21IVQqFZxOJ44fP46SkpK4v3d5XVh3eB12m3fD5XVBrVBjcsVkzBk1Byq5Cop+BcZpxkHqlaJEduo8vd5ejNWMhaJfAYvFwsu95fLa2Yb6K0GIh0Lqr4ONEQSRCUYYwTgYWBzpjeVXV18NrUeL3ebdcDvdGKoYitmjZ2NO9RxWPyik/hoLr9eLw4cPw2w2w+v1QqFQoKKiAqNGjYrYaJdLbqy7ERcPvRhWlxUGtQFqmRpvbnlTUHIkVzpmb38vDrYdxOnFp6NEHbzucO1wDJMOw8G2g/hm6DcoUZegt78XVnfw+YXK8XEdPunv70dbWxuKi4uhVqsBBANLpFIp2traMHToUPZ4CD766yVVl+Dzo59D4VJAp9DB4XWgyFuEc2rOwaGvDuHo0aNQqVTQ6/Xwer04ePAgPB4Pxo4dy8n1xUamcjmEENpgromWhSXqEth77LDDnvG5+/v74Xa7oVarB/SjbJHv42tfX19S5URrtOWLG264gf08adIkTJ48GaNGjcLGjRtx4YUXxvzNgw8+GBHBa7PZUF1dDaPRCL1ez3udc0UgEIBEIoHRaMzLTpRrshWxMBharRY7duyA2+2OMNy63W5IpVIMGzYsYf2e3fos3j0Y9IAatAaccJ/AroO74FQ6sWTaEphgwuiO0UEvacAUsbzjmgnXYEzNGN7uLZfXzjbUXwmhQZGV8Smk/jrYGEEQuWZh1UJ0OjoHRIeFKKT+GoutW7fi4MGD7Iost9uNgwcPQqlUxox05AoTTkU1ClGO5ErH7OzsxNf9X6NGXwMvvOxxt8KNNlsbrHIrPmz5EBtbN7LLyWfWzsTCMxamtJx8sOt4NV6YjPwu0e7s7ER/f/+A+bZCoYDNZoNGo4HRyH9/nT9kPpxKJza2boSj3wGdUoeZo2fiqrFXYcO6DVAoFKzRSyaTIRAIoL29HWeccUZBpkrIlNAcuQ99OW+DQiBcFnKBx+PBjh07BBEdnu/ja7LGcNEabcvLyyGTyWA2myOOm83muPloKysrUyoPACNHjkR5eTkOHjwY12irUqliblYmlUrzsnGFI5FICuI+s0muczNFo9frUVdXx+awValUcLvdcDgcqK+vR3Fxcdzfmu1mNLU2wagzspMco9wIBgyaWpswf3Iwn9eiMxcBkmCeo6O2o9Apdbim/hosalzEe9vK5bWzDfVXQggIIQeeGCiE/prsGEEQuaaiuAIVxRVxvy+E/hoLu92O1tbWiDydoeja1tZWTJ48mXejlJDlSC50TJPOBJ1Sh153b8R997p7oVVq8dGhj7D24FqYdCZU66uDm6PtWw1IUtscbbDrVBRV8N4fdDodlEol3G53RDtzu91QKpUoKiqKWQeu+2uRqghLz16K+ZMjc6BaLBZ4PB7o9XpIJKdSZKhUKthsNvT39yecRxGRRM+RGSmDOkcdTipOwlh8yjifzTaYj+zcuXNAypF9+/ZBIpFkvJdNOuTz+JrsPYnWaKtUKtHY2IgNGzZg7ty5AIKW+A0bNmDx4sUxf3P22Wdjw4YNuPvuu9lj69evx9lnnx33OseOHUN3dzeGDh3KZfUJIi58bvqVLo2NjQCCOWxtNhuUSiXq6+vZ4/FINjl/LhO+iyHZPEHkE7neTZsQDsmOEQRBCBOn08kapcIJGaVCm+zyiZDlSC50zEQbFM0ePRtftn/JyeZo2dwIKd4mXkVFRQkDS7IdxRr9frVaLWtUDk8VEjIqU5RtasSaI9d6auGwOGCRWmgzLg4I38sm2hHX0tKCSZMmUbvNAaI12gLAsmXLsGDBApx55pmYOnUqnnnmGTgcDtxyyy0AgJtvvhnDhg3Dk08+CQBYsmQJzj//fDz99NO49NJL8dZbb2Hbtm1YsWIFgGAjfeyxx3DNNdegsrIShw4dws9+9jOMHj0as2fPztl9ChWL3YIjvUcg0UkSRh8QySNUQalQKDB9+nRMmjSJVcCTqUeqOy/n0mBKxlqC4J9c7qYdTqHv4iwUUh0jCIIQFkIwSolBjmRbx1zUuAhAcFxts7UFNyiqvxbnVp+Lja0bOTNwx7tO6HimJLP6MFZgyejRo1FdXZ0Vp0EihGZUziVmuxmdzs60+0K8OXKdqQ6SXgm2e7ejzc19Gyw0hOCIIwYiaqPt9ddfj87OTjzyyCPo6OhAQ0MD1q5dy242dvTo0YiQ4xkzZmDVqlX4+c9/joceeginnXYa1qxZg4kTJwII5pjZvXs3Xn/9dfT29qKqqgrf+9738Mtf/jJm+oNCJbS0dWPLRpQHytG1owsz62bS0lYOELqgTNXAkU0vPEEQwifXEVFCSz9T6NAYQRDiRghGKZIjA4kX4Wu2mzk1cPMdSZzM6sPwwJLe3l4cPHgQ7e3taG1tFcQYn+5qxXyBq5RY8ebIWo0Ww73DcfV5V8Ov9VMQToYIwRFHDETURlsAWLx4cdx0CBs3bhxw7LrrrsN1110Xs7xGo8G6deu4rF5eElraWqGrgFFrRI+7J+bSVopkSh0xCcpk3y/fXniCIMRDriOihJh+ptChMYIgxI0QjFIkR2ITbcDiy8DNh6Es1dWHOp0OX331FbspnlDG+HRXK+YLXKXEGmyOXGOsKajnyhdCcMQRAxG90ZbILhFLW7UmKKCASWsKJvv/39LWEkUJRTKliRgEZaqRapQzliCIELmMiBJq+plCh8YIgmsyXYZLpIYQjFIkR5JHLAbuVFcfCn2MLzRjLcBtSiwxzJHzBSE44ohIyGhLpEQyS1sPHz5MkUwZIHRBmW6kGinQBEEAuZswCjX9DK1KCUJjBJEpXC3DJdJDCDKM5MjgiMXAnerqQ6GO8YUM1ymxhD5HzheE4IgjIiGjLZES4Utb1Vo1ezy0tLUIRfiq5SvBejnFgJAFpdC92ARBCJ9cTRj5Sj+TblRfolULMpksrboQRCHD1TJcgigEhGqsDZFqZKWYUswVClynxBLyHDkfydXzDQ9m0Gg0Wb++ECGjLZES4UtbJZCgRFUCi9vCLm3VQkteTo4Q4kBUqF5sWmpJENyT7f7E9dK6TKP6Nm/ejP3796O4uHjAqoWpU6emfoMFBkUoE+FwuQyXIAhhkCiyMnoMoOXzwoOvlFg07ucnsYIZamtrUV1dneuq5Rwy2hIpE1rCurFlI7qcXfBL/ezS1oA7QF7OPKbQvNi01JIg8gsul9alG9Xn8XiwefNmfPnllwgEAnC5XCguLkZ5eTlbt/r6+jTurjBINa+6ECADM/9wvQyXIIjcEyuyUqFQYPv27THHAFo+LzzEkkOZyD2xUjDu27cPHo8HVVVVua5eTiGjLZEyoaWt8+rnofV4K2qH1aKiuCL4pQIDvJwOhwN2ux3jx4+nyYrIKTQvNi21JIj8gquldZlE9TU3N2P//v1gGAYqlQoMw6CnpwcAUFpaCpvNBqfTmeYd5j/p5lXPBWI0MIsVrpfhEokhR8RAaFUWf4S3sy1btiQcA2j5vLAQSw5lIrckSsFoNpvhcDhQXFycyyrmFDLaEmlj1BnBlDAw6owRx0PezEOHDqGtrQ0ejwcqlQrHjh3Dli1baLIicgrFi01LLQkif8l0IpduVF9IKS0qKkJ/fz8YhmHHw76+PqjVaiiVSmi1WjgcjrTrl6+ILa+6mAzMYoevZbhEJOSIGAitysoeyY4BZKwVHmSsJRKRKAWj0+mE0+kkoy1BcEkoksntdqOvrw9lZWXQarU0WckTCiUJfD4vtaRoEILIjHSj+sKVUpfLhd7eXgCARCJhx8yGhgbodDoy2sZATHnVxWZgFgqZRHDSMlz+IUfEQGhVVvYQ0xhAJA9F7mcXIT7vRCkYFQoFtNrCdoCR0ZbgBbvdjvb2dpSUlNBkJU8RkqDng3xcaunyuvDs1mfR1ErRIASRCelG9YUrpUZjcJWK3W6Hx+OBVCrF+PHj827VApeIKa96towLQpx8pQMXEZy0DJdfyBExEFqVlV3SHQNoN3phQpH72UXIzztRCsbRo0cX3NgSDRltCV4gTyghdvJxqeW6w+vw7sF3YdQZKRqEIDIknai+aKW0rKwMarWazft+/vnnAwACgQD/NyBCxJRXnW8Ds5AnX+nAZQQnGWvTwGwGOjsBkyn4Lwak2w8kn1dlCZFYY0CivVNoN3phQ5H72UXozztWCsYJEyZQfwUZbQmOCXkyAYgmGoYg4pFPSy0tdgt2m3fDpDOxeagpGoQg0ifdqL5YSmlDQwNF2CaJWPKq821gFvrkKxW4iOCktD9p4nAAK1YATU2A3Q4UFQGzZgGLFgFRy1HFFOmeLfJxVZbQSWXvFNqNXrhQ5H52EcPzjpWCUaPRwGKx5LReQoCMtgQnxPJkSiQS2O12AMKOhiGIeOTTUsvO/k64vC4YtIaI4xQNQhCZkapcKJS84HwhpufHl4FZDJOvVMgkgpM2gcqQFSuA1auD0bU1NYDVGvwbAJZGrsARU6R7tsjHVVlCJ9m9U2g3emFDkfvx4SPtkZied/h908qzIGS0JTghliezr68PxcXFYBhG0NEwBDEYYjbWhjBqjFAr1DjhPgGj3Mgep2gQgsgNQjY2igExPD++DMximnwlQyYRnPm2CVRWcxSbzcEI2/CUCKH/m5qA+fMHpEoQS6R7NsmnVVliIZm9U2g3emFDkfsD4TPtET1vcUNGWyJjEnkyGYbBhRdeCEAcEyyCyFdMRSZMrpiMXQd3gQFD0SAEQRBZgmv9J98mX+lGcObTJlA5yVHc2RlMiVATmY8VBgPQ1gZYLAOMtmKKdM8W+bQqSywk47ii3eiFDUXuD4TPtEd8P+982RRVqJDRlsiY/v7+hAMnAJjibGpAEET2mDNqDpxKJ5paKRqEIAhCrOTjZDedCM582gQqJzmKjcZgDlurNdI4a7UCOl3cDckACsSIBRlrs0cyjiudTiea3egL1eBFkfunyEbaIz6ed75tiipUyGhLZIxGo8mriA+CyFdUchWWTFuC+ZMpGoQgCELM5NtkN50IznzZBCpnOYorKoKbjoVy2BoMQYOtxQJce21Coy1B5JJkHVdC342+0A1eFLl/imykPeLjeefTpqhChoy2RMZkM+KjUD2RQobeifggYy1BEIS4ydfJbir3kS+bQOU0R/Gi/620aWoKpkTQ6YIG20W0AocQNsk4roS+Gz0ZvILky/iVCdlMe8TV8863TVGFDBltCU7gO+Kj0D2RQoTeCcE7ZnMw5174JikEQRAES6FPdvNhE6ic5ijWaoGlS4ObjoVy2NJ4S4iAVBxXQtyNngxeRDhiTHuUb5uiChky2hKcwHfEB3kihQe9E4I3HA5gxYpg5I/dHsy5N2tWMPJHxBtHUFQ6kSp2ux0ul6vg2gz1FSJZ8mETKEFM1slYS4gUsY4TZPAiohFb2qN82xRVyJDRluAUPgZOUXkiCyQyUFTvhBAfK1YEc+yZTMFdra3WUzn3li7Nbd3SoKenB9u2bUNHRwcCgQBFpROD4vF4cODAAbS3txfUSgYhruAgA7I4EKOxNpxMJ+uhdhqC2itBCBsyeBHRiC3tUTyHo81mQ11dXY5rl1+Q0ZYQPFnzRGZicM3TyMB4kHeY4A2zOdiPwvth6P+mpuASTpE4REIGqObmZthsNsjlchgMBigUCopKJxKyY8cOHD16FAqFoqBWMghpBYcQDchE/pLuZD3UTg8dOoTu7m54PB6oVCqUlpZi1KhR1F4JQqAIIsKeECRCN9aGE+5w7O3tRX9/PwDg+PHj+Oc//0l6E0dIc10BghiMcE9kOJx5Ih0OYPlyYOFC4K67gFtvDf4dFrEwKKHIQJksGBkokwX/fvnllKpit9thsVjgcDhSvInswvs7IQqXzs6g48NgiDxuMAT7qkA2j0iG5uZm7N69G06nEyqVCnK5HFarFf39/dDpdGhpaRF8Xyeyj91uR2trK1QqFbRaLeRyOavA53ObiV7BEe++kxknuRhLQwZkiUQCvV4PiUSCvXv3Yvv27Wmfs9CJfi/Jviex6EZcoNPpYDKZktajQu3UarWyOpnL5YLVaqX2ShACp7GxEfX19WAYBjabDQzDCHo5PEFEE3I4XnHFFRg+fDgUCgVKS0thMBhIb+IQirQlskeakay8eyIzXYrNQWSg2CJ6yDtM8IbRGIxUt1oj+43VGtzVWiRRtiEDlEqlgkQigVwuh1Qa9JP29fVBr9fD6XRSVDoxgEJdyTDYfff29uKrr75KOE5yNZZSCiBuiX4vcrkcMpkMfr8fPp8v7nsSm26UbcLHGZvNBoVCAYVCAa/XC4/HA4PBQO2VyCvyLV2N2+3GyJEjMXLkSADiirAkiHAYhkFXVxeKi4tJb+IBMtoS/MNB6gDeEnNzsRQ7FBlYUxN53GAA2tpO7cabgKwvCeUg967YkqUTIqGiIigfQo4TgyFosLVYgGuvFY3RNmSA0mg0kEql8Pv9kEqlkMlk8Hg8cDqdFJVODCA0IZVKpfB6vZDJZOx3+b6SYbD8fgcPHsTBgwcTjpNcjaWFajjni+j3cuLECVitVhgMBgwdOjTuexJSugw+yNQAFWqnSqWSzZcOgB1nZDIZ61Cn9pq/5JshMxb55sBJdD8EIUZIb+IXMtoS/MPBpkK8JebmwOCaaWRgViN6OMy9K7Zk6YSIWLQo+H9TU7Af6nRBg23ouAgIGaACgQCKi4vR29sLIOiJZhgGHo8HY8eOpT5DABg4gXM4HHA6nSguLoZGoymIlQyJVnCMHj0a7e3tCcdJhmE4G0tpgxjuiNZxvF4v3G43FAoFPB4PALDPM/w95XO0M1cGqFA7DTkFw/8PRTJTe81f8s2QmYh8c+Dk2/0QBOlN/EI5bQl+iY5kValOfW5qSjk/Zaq5vgYl3OAaTipLsUORgRZL8J/bferzrFmDniPkmVKpVBHHVSoVO3nnDI5y74bD+TshCK026NBZuRJ49tng/0uXimpTv5AByuFwQKvVQq/Xw+fzwe12Q6vVYtKkSRRRUUAMlpMzOn9qSUkJAKC3t7eg8tzFy+83evToQcdJLsfS8P7rcDjg8/nYz3V1dTTepUBXVxfsdjsbNe7z+RAIBKBQKNj0CMDA95RV3SjLcJUvOdRO3W43VCoVvF4v+vv74fV6oVQq4XK5qL3mMYWSdzvZfOdiId/uhyAA0pv4hiJtCX7hIpKVT7haip1BZGDWPFNcpIIYhEJYokVkkUTpOzhI8cE34SlEVCoVKioqUFlZibPOOos1yhH5TTKRULEiCouKiiCXy+F2u3HeeefBaDQWhEyNt4LDbrcPOk4yDMPpWEopgDIj1Pa//fZb9PT0wGq1YsiQITAYDGz6D7lczr6r6PeUr1E7XEcQh9rjoUOH4PP54PF4oFarYTAYMGrUKGqveUo+R6JHk2/LrvPtfgjxwPc8nfQm/iCjLcEvYthUiIul2KHIwPnzTxmik7y3rG3qxaMBvZCWaBE5hsMUH3xDKUSIZJZAxpvAKRQK9Pf3Q6vVFly7ie4ryY6TXI6l1H8zI7ztl5SUoKenB11dXQgEAlCpVLBardD+T2aHonHC31O+bnjKtcEmup2GoPaa3xSS4S/fHDj5dj+E8MnWPJ30Jv4goy3BLzxtKsSppygDg+sA0vxtVjxTPBrQKTcTkTU4yJGdbUhpKUySjYSKN4ELLXGmthMkmXGSj7E03f5byCtPott+aEPG3t5e9PT0oLKyEqWlpfD7/QnfUz5G7fBlsCnEdpZ3pLCCqJAMf/nmwMm3+yGET7bn6TQecQ8ZbQn+4XBTIV49RTlcZp0VzxSPBvRCWaJF5JgspPggCK5INhIq3gTO6/Vi9OjRJD//RzLjpBCiPGjlycC2L5VKUVFRAYPBgN7eXnznO99BbW0tG2Eb6z2FjN6TJk3Kq6idWP3d4XDAbrdj/Pjxwr0/EaQkEi1prCAqNMNfvjlw8u1+COFC8/T8gIy2BP9wGMma7xGdvE9IODSghyikJVpEjhF6jmwi/+EpEirWBK6mpgZnnHEGP/chYpIZJ3Np3Mt3PSUZtFotpFIpbDYb9Ho92/79fj+KiopgNBoBxH5PhWD0Ds9D29bWxm64duzYMWzZskVY9yqilESiJc0VRIVk+BOCQ45L8u1+uKKQV6jwBc3T8wMy2hLZI0PvPHmKOIDLVBDsKQtniRaRY8SQI5vIT3iOhIqewGk0GjgcDuEYboikID0laHTds2cP+vr6YLPZ0NnZCYPBAJ1Oh/7+/kGjAAvB6B3q7263G319fSgrK4NWqxXmvYowJZGoyGAFUSEa/vLtHvPtftKlEJx1uYLm6fmBNNcVIIhkCXmKVCpVxHGVSgWPxxOxAQMxCCYTMHEiJ0aukGEitMzR5/Oxn+vq6mgwILgjlOLDYgn+c7tPfZ41i4y2BH+EDBcyWdBwIZMF/3755YQ/a2xsRH19PRiGgc1mA8MwGD16NKqrq2OOWTqdDiaTieSmSMmmnmK322GxWASn+4SMriUlJSgtLQUAdHd3o7e3d9AowGijt1wuZz+3tLQI7l4zwW63o729HSUlJWw0suDuNdqgqFKd+tzUFBx7icwIrSAyGCKPGwxBZ2ESzzhfxw2hyjiCe0LjhkQigV6vh0Qiwd69e7F9+/ZcV0300Dw9P6BIW0I0kKdIuBTSEi0ix/CQ4oMgEsJRJFRvby8OHjyI9vZ2tLa2UiRJHpINPUXIEUnRRtfi4mKUl5ejr68PUqkUkyZNSljHQlrGKYp7pZRE/EMriAYgZBnHFZQG4BS0QoV/aJ4ufkQfafunP/0JtbW1UKvVmDZtGr744ouE5d955x2MGzcOarUakyZNwgcffBDxPcMweOSRRzB06FBoNBpcdNFF+Pbbb/m8BSJJyFMkXEKGiSuuuAIXX3wxrrjiCkyfPj2nylXWPfRmM7BnD0We8E0oxcfKlcCzzwb/X7qUcuslCUWupAFHkVBtbW04ePAgRZLkMdnQU4QckRQr0lihUECv1yMQCAwqd8KN3uHko3NeFPcablAMp4ANipyTwQqifB3PhSzjMsXj8WDLli3417/+hQ8//BD//Oc/sWXLFni93lxXLWfQSlr+EeI8nUgNUUfavv3221i2bBleeuklTJs2Dc888wxmz56NAwcOwBRjkNu0aRNuvPFGPPnkk7jsssuwatUqzJ07F83NzZg4cSIA4He/+x3++Mc/4vXXX0ddXR0efvhhzJ49G/v27YNarc72LRJRkKdI2AjBY5x1Dz1t0pEbaAfrlCiEyBXe4CASiiJJCgc+9RSht6NMI41TyQMtdkRxryGDYiiHrcEQlHsWS3CFC43B3JDiCqJ8Hs+FLuMypRBydqcKraTNXuS1EObpRHqI2mj7hz/8AQsXLsQtt9wCAHjppZfw/vvv45VXXsEDDzwwoPyzzz6LOXPm4L777gMA/PKXv8T69evx/PPP46WXXgLDMHjmmWfw85//HFdeeSUA4C9/+QsqKiqwZs0a3HDDDdm7OSImhZh0n0iNrCtEtEkHIQJoopABHBguRLEUmuAEPvUUobcjLgyRheScF8W9Ukoi/klxk+B8Hs+FLuMyId8N0ukiCgcWT+SzA4bgFtEabT0eD7Zv344HH3yQPSaVSnHRRRdh8+bNMX+zefNmLFu2LOLY7NmzsWbNGgBBgdnR0YGLLrqI/d5gMGDatGnYvHlzykZbv98Pv98/4LhEIoFUKo0olwiZTCbIsoFAgL1HhmEyPm8gEIg4T6KyGo2GjXyOdY10zztYWalUColEkvdlGYZBIBCIWza8DQuprN1ux6FDhyLah1qtRiAQYBUirVab9HmBxG1YYrFAGpbr0h8IAOXlAMMAH38M3HADq3indF4eZESov4YjJHmSTFku+3IhyYi+vr64/eLw4cPsRKEQZETaZW+9FQgEgI0bITl6FNKiItZwkUxfDkWS9Pf3QxsWgd/f3w+5XM6+j+h+Hz2+xqpvqGwihNaXC0FGqNXqmHpKJn1ZpVJBLpfHbEcKhYKd3OZS9oQMjocPH0Zvby+USiXGjRuHhoaGiOcQr89JpVKcddZZmDBhAmugKSoqErSMiNaHk+2fUqkUU6dOjTDwJ9Jtc6JHqFTAXXcF9Zn/GRRlQ4dmft4clRWSjBhAWRlQVhbsc3HKRuu5UqmU7feHDh3ChAkT4hq5hKafDOhzZjNUbW2Q+/3o7++HTqdj27DL5WLHysH6xmB9Obx+2ZQnfX19cLlcKC4ujhjvVSoVent7YbPZYq7q5avfC0mPCI0bhw4dSjhu5JuM+PLLL7Fv374BDphAIIBp06bFPa/Q+jKfMiI0tsbSh0Uxfxik7GBtM4RojbZdXV3w+/2oqKiIOF5RUYGvv/465m86Ojpilu/o6GC/Dx2LVyYWbrc7IieVzWYDAKxduzZCqQ5hMpkiOuKHH34Y94WVlZVhxowZ7N8fffQRPB5PzLIlJSU477zz2L83bNiA/v7+mGWLi4sxc+ZM9u9PPvkEfX19McuGcvuG+Oyzz9Db2wuGYWC1WmEwGNjOpVQqMXv2bLbs5s2b0d3dHfO8MpkMl1xyCfv31q1bYUmQG/Dyyy9nP2/btg0nTpyIW/aSSy5hBeXOnTvR1tYWt+zs2bOhVCoBAF999RVaW1vjlr3wwgvZd7pv3z4cOnQobtmZM2eiuLgYAHDgwAF88803ccued955KCkpARAcsPbt2xe37IwZM1BWVgYAaG1txVdffRW37NSpU9n23NbWhp07d8Yt29jYiKqqKgBAe3t7wtxRDQ0NqK6uBgCYzeaEuaQnTZqE2tpaAMEdpDdt2hS37IQJEzBq1CgAQG9vLz799NO4ZceMGYOxY8cCCCpCGzduhM1mw/bt26HVaiMUEZPJBIPBALvdDoZhsGHDhrjnra2txaRJkwAEnUPr1q2LW7ba40GDwwHU1MDPMPgg1M58vmAezNWr2Q08hg4dijPPPJP97b///e+45+VDRoQGussuu4w9xreMiAXJiFNkS0Z8/vnnMftFIBBAZWUl7HY7NBpNQciIeIwaNQoTJkwAEIz0iSkjRo8GTCbUarWYdO65gNEYlBEJ+nJ1dTUaGhqg1WpRXV2Nt99+G2q1GgqFAl6vFy6XCzU1NWhqaoqQEYFAAP/5z38ixtdw8kWPiAXJiFPEkhHt7e04evTogHZ0+eWXQ6PRIBAI5FyPmDp1KkpLS7F161YoFAp0dXUNGEvzSUZE68Mp6RH/kxEajQZ+vz+hbpBrPQIASnp7cV7YPIlkRHZlRLSeO3HiRGi1WqhUKhw4cAD/+Mc/BkSphhDsXMPtBj76CPjqK8DlQntFBY6aTBg3dSqqqqvhdrtx4sQJ+P1+NDU1xTxvPBnhcrnYfKmhnKnjxo1j82zbbLbkZcThw9j44YdASQkQ4xkPpke4XC42V291dTVbX4fDwUZOR+d1BU7JCCBofIzejyccQciINPQImUyGqVOn4uTJk+ju7o45buSbjHC5XPjyyy8hkUigUqlw+umns/3+008/xbFjx2K2B0CYcw2+ZMS2bdsG2JtC5IMe4XQ645YPhxejrcfjgdfrzetw9nCefPJJPPbYYwOO22y2mInFFQpFhDCwWq0JvfDhZXt7e+MmK2cYZkBZl8sVs6zf7x9Q1m63xyzrdrsjyvb09MBmsyEQCMDpdIJhGNYQEH1vPT09sEZvYPA/ZDJZ0mUBRJQ9efLkoGVDQjKZsiFFKpmyISHZ3d2dsGxnZyc7SCVTNjT4JVM21F4GK9vV1cUKuK6urkHLhpbpRJcN9WmFQgGlUomuri52IBnsvN3d3ewzG+z5dnd3swOL1WodtGyoTdjtdlitVlYx8/v9EcYpn88HjUaD/v5+OByOhOc9efIke16Px5OwrK64GJZx4wCpFH69/lRZhwMYPhyQy9kNPFQq1YB+Hw8+ZEQgEGD7XOjZ8C0jkrk3khH8ywi32x2zX/j9fqjVavT398NisWQkI2KVFaKMSKas0+lMLCNKS2FhGMBiGVxG6HTseaurq1FVVYXe3l42d1tVVRXKy8thtVojZERo06bw8TWcfNEjYhFLRnR2dkaMQSEKUUaUl5fD5/MNaEfDhg1j708IekRIP3S5XDHbUD7JiGh9OCU9IkxG+P3+hGVzrUcAwpURhaJHxNNzvV4v1Go13G533HMLdq6xdStw6FAwf7xajXK3Gz67HZKeHjjLyqBQKFBXV4fe3t64546WEd3d3TCbzejt7YXP54NcLkdJSQkqKyvR3d3NRvv19fUN3u+PHgXWrYN92zZYW1sBpRKorQXOOAMIW8KejB5RVlbGvge/3w+v1wuv14uysrK4srKQZITL5Yo7buSbjAjpeOE6DRB8hwzDoLu7O64tTYhzDb5kRG9v7wB7U3hZsesR8Rwa0UiYRPHJg/DWW29h69atWL58OXvssccewxNPPAGGYXDZZZfhjTfeQFFRUbqXiIvH44FWq8Xq1asxd+5c9viCBQvQ29uLf/zjHwN+U1NTg2XLluHuu+9mjz366KNYs2YNdu3ahcOHD2PUqFHYsWMH69ECgPPPPx8NDQ149tlnY9YlVqRtdXU1urq6Yno7hbQcIZOygUAAnZ2dMBqNEfcjhuUI6ZYV2rIBvpcseTwe7NixA0eOHGFz7YwYMQKNjY2skBTSEgMg6CHdv38/dDodlEolu/PoxIkTMW3atJTOCySxtOi554B33w2mRyguBmy24BLCq68OLilM97w8pEfo7OxEZWUle24hyZNkypKMSL9svH5RX1/P5sCj9AiplwVS78sOhwNOpxNarTZCIQ8vGwgE0NHRMWB8TacOgPD6crJlPR4Ptm3bNmAMOuOMM9h8b0Lo95zKCIsluFLDZIK0oiJu2eh2xLs8sVgQMJvBGI1B48og5xVC/8xmeoRwfVgIy5kLRUakWjYfZET4eK5Wq9nxfNy4cZg6dWra5812WYZhEOjoAG6/HZDJIuVKZyecEglcv/oVtNXVKaU2YxgGmzdvjqnzjB8/HlOnTkV3dzeMRiMkEsng5/2fns8YjQjo9Unp+fHkidfrRXNzM44cOQKfzwelUona2lpMmTIlbg5TkhHZLZutfm+32/HBBx9AIpFAo9GwZZ1OJ/x+Py699FLRpDrhU0b4fL6Y9iZA+LpBMmVtNhsbvBFvlQSQYaTt008/jdNPP539e9OmTXjsscdw6aWXYvz48XjuuefwxBNP4Mknn8zkMjFRKpVobGzEhg0bWKNtIBDAhg0bsHjx4pi/Ofvss7Fhw4YIo+369etx9tlnAwDq6upQWVmJDRs2sEZbm82GrVu34vbbb49bl/AlF+EoFIqkkkjHmpCJoWwgEIBcLodCoYj7eyHVl9eyZjM7yYq1eYDg6psEMpkM27dvx4EDB6DT6VBSUgK3240DBw5ALpdHbHYQPiglc14+y06bNg1yuRwtLS1wOBxQKpWYNGkSGhsb2WeQynkHfW5hm3RIjx2L3KQjQf/P9nsO9VepVMqWEUJbo7LZKZtMv0hHRlDZsOc2yDgQKltSUsIuP0vEYONrzDqkUl8RlN25c2dSY5BQ6ptRWYcjuLFlUxNgtwNFRcCsWcGxJCq1CYCE7YjT+obVSxqjXokQQv/MRtnB9GHBtTUqK+qy4eN5X19fxAZ2yW5eJIR7AwBZT09Q3tXUAOFLnw0GGNraYAgEgP9FvCXbP+12O9ra2lBcXMwavVQqFaRSKdra2jBlyhTWeCKVShOf12wOymSjMZjPGQBCeWc/+QS46aa4432s8yoUCpx77rk4/fTT096oUgjvjspmXnbIkCEYNWoU9u7dC6lUOmADtmT0xGzWNxdlgaChM1l9WGi6QTJlk5XZGRltDx06hAULFrB/r1q1CpWVlXjvvfcgl8sRCATw7rvv8mK0BYBly5ZhwYIFOPPMMzF16lQ888wzcDgcuOWWWwAAN998M4YNG8Zef8mSJTj//PPx9NNP49JLL8Vbb72Fbdu2YcWKFQCCjeLuu+/Gr371K5x22mmoq6vDww8/jKqqqohoXoJgGWSSJWbEusspnzt3xyTFXX8JIhdkvV8UEnk8DuQSsY5BabNiRTAPuskUNGBYrcG/geAYQ/UiCAJ5Np4bjcEx02qN1J2t1mAQRBr6tNPphMfjGRC1plKpYLPZks4hCSDoiA0ZlcMxGIC2tlN6f4qk/M6ScAoT4iO0AVtLSwtsNluEA4YgwsnIaOt2uyN2Ofzoo49w8cUXs0r1hAkT8MILL2RWwwRcf/316OzsxCOPPIKOjg40NDRg7dq1bKLjo0ePRljkZ8yYgVWrVuHnP/85HnroIZx22mlYs2YNJk6cyJb52c9+BofDgdtuuw29vb0499xzsXbt2pi7ORJEPk9mBlN6QoqiUMm6EkuKVGaQQpoVRD25Eyp5PA7kErGPQSkRiuYKl3+h/5uagk7BXMhFodaLIIj8GM8rKoJOztCYaTAEx1CLJbhqLQ35otVqoVQq2ZzfIdxuN5RKJbRaLRwOR3In48GonBLkFM5r8soBQ/BKavHJUdTV1eE///kPgODueQcPHsScOXPY781mMy/5bMNZvHgxjhw5Arfbja1bt0bsgrhx40a89tprEeWvu+46HDhwAG63G3v27InYLRAIRts+/vjj6OjogMvlwn/+8x+MGTOG13sgREr0ZEalOvW5qSmocIiYcKUnnJDSQ4MKwQkOB7B8ObBwYTA32K23Bv9OJRKCIHJFno8DuaSgxqBQNJfBEHncYAjKyFy1I57qZbfbYbFYkjecEASRvyxaFDTQ+v3B6FW//1SasTQoKipCXV0dHA4HHA4HfD4f+7muri61sSNkVLZYgv/c7lOfZ83i32gbcgrLZEGnsEwW/Pvll/m9rkDJ17FDp9PBZDLll15DcEpGkbaLFi3CkiVLsG/fPhw7dgzDhw/HZZddxn7/+eefo76+PuNKEoQg4WnJjFAIKT179+4FgAG5dmhgESBijFalKEVCzOT5OJBLCmoMynU0V5bq5fF40NzcjJaWFnZjubq6upRycRIiR4x6CsEvPKQZ43TZedjeFWhri9y7gk9opQOL2MYOu90Op9NJkbMEZ2RktL3zzjuhVqvxwQcfoLGxEffffz80Gg0A4OTJk+jo6MBPfvITTipKEIJDqJMsDqFcOyJBrMun+FJIaVJIcEEy7agAxoFcUjBjEA9LhIVYr+bmZuzduxc6nQ56vR5ut5s1ysfaWI7II8SqpxDZg0OdLdGy80S7u8ckV3tXkFOYRSxjR0Lj8smTNDch0iYjoy0ALFy4EAsXLhxwvLS0FNu2bcv09AQhXIQ6yeIQyrUjEsQarcq1QkqTQoILUmlHBTAO5JKCGoNyFc3Fcb3iRRgNtrHcyJEjAeRJnk5iIGLVUwh+yJJznVN5km1jW7adwgINeBDTpqQxjctffQVs3IjpmzYV7txEoG1LTGRstCWIgkaokyyOoUmUgBHz8imuFVKaFBJckGo7ijEO2K++Gs6rr4YunzbLyiEFMQblKpqLo3oNtnw13sZyCoUCx48fxwcffACJRCL4Za9EGohZTyG4hZzryZMtp7BA30nIASiWTUnjGpcPHkTLiROYpFJBV1qa9blJTlM1CLRtiZGMjbbr1q3Dn//8Zxw+fBg9PT1gGCbie4lEgkOHDmV6GYIQJkKdZKUCeb/EjZiXT3GpkNKkkOCCdNpR2DjgaW9Hc2cnWrq64Nm4kQxQROoIdSwepF6DLV+Nt6O72WxGf38/ysrKoNVqBbvslcgAMespBLfkq3Odr7lUNoKDBPZOoh2AUqkUDocDCoUCxcXFbDmhbUoa07jc3w+V2QybRgOHyQSdz5e1uUm6eYA5NfIKrG2JmYyMtk899RQeeOABVFRUYOrUqZg0aRJX9SIIcSHUSVYiyPslTqIVQ7Hn1ORKIaVJIcEFmbQjkwnNhw9j79GjGedds9vt6O3thU6ni5ikELHJ+00/BO5cTWb5aqyN5RwOB/r6+lBcXMxOdIW67JXIALHrKQQ35KNzne+5VHRwUAi7nZvzC/CdxHIAejweWCwWSKVSwW5KGtMx6XLBzTBQSqXQhedSzsLcJNU8wJxv9ibAtiVmMjLaPvvss7jgggvwwQcfUAQJQYgN8n6Ji0SKoZhzanIVrU6TQoILMmhHXORdC1eaA4EAduzYQZG6CRDbjtIpIxLnarLLV6M3lmMYBlqtFhUVFQl/R4gcyv1NAPnpXM/WXEqnA9av534sENg7iadHmUwm9Pb2wufzsRG2QtuUNJZj0s0wcGg0qO/thU4iOVWY57mJ3W7Ht99+C7lcDpVKBblcPqg+yvlmbwJrW2InI6NtT08Prr322vxQjAmikCDvl/hIpBjmQ27lTCPIaFJIcEEG7YiLvGvhSjMtFR8csewonTYica7GS30QvXw1emM5ANiwYQO8Xi+USmXc3xF5QD7oKeEIPPpdkAjVuZ7uu8zmXIqvsUBg7ySeHqXRaOD1enHuuedCq9UKdlVNtGNSqVSivqwMjVu2AOXlWZmbeDwebN68GSdOnIBUKkVPTw+Ki4tRXl4eVx/lZbM3gbUtsZOR0Xbq1Kk4cOAAV3UhCCJbkPdLXCSjGIo9tzIX5NukMFvQ5DOSNNtRsoareIQrzdr/Rc6E/qel4gMR047SaZFL52qKMiFmhFGC5avh7yyV3xHpIYj0IfmwBwQgmuh3QSI057rDAaxcmf67zNZcis+xQGDvZDA9ymg0CnpciHZM6nS6YIStSpW1uUlo9ZFUKoVMJgMQDLQEgmNvLH2Ul83eBNa2xE5GRtsXXngBF198Mc4880zMmzePqzoRBME35P0SF8kqhmKdBHFFvkwKswVNPmOTZjtK1XAVjVh2SM4miYxNef+8cuFczUAmxIwwSmL5arq/y3e4MLQKMn2I2MdlkUS/CxYhOddXrszsXSY5l8q4L/M9FgjonWSqRwmFAe86S3OTkDNbr9dDKpWit7cXcrkcMpkMPT09CAQCEQ7tUNsEkFHQQVwE1LbETkZG2+uvvx4+nw833XQTbr/9dgwfPpy16IeQSCTYtWtXRpUkCIJjyPslLsjInhpinxRmC5p8JiaNdpSJASo8wkQbZiArxKXiyRibMo1sFjy5kPsZyISYEUZJvIN0f5evcGlozfv0IdmGUotljlCc6729wMaNmb3LQeZSnpISNG/Zknlf5nssyOE7iWXQzltHXhaea7gzW6PRAAg+Y7/fj0AggNraWjQ2NsYcZyQSCex2OwAOjeVC6e95QEZG29LSUpSVleG0007jqj4EQWQL8n6JBzKyE1xDk09eyMQAlS8RJlyQjLEp759XtuU+RzIhXaNroRtrQ3BlaM379CG5gFKLcUeujTdWa/BdVldHHk/1XSaYS3HmNMnWWJDFdzKYc4oceekR7szW6XSoqKhAaWkp+vr6IJVKMWPGDCgUCmzZsmVA2+zr60NxcTEYhknKWJ5SBHmu+3sekJHRduPGjRxVgyg4KIdi7iHvl7ggIzvBJTT55JV0JxnhESZOpxNSqTQ/IkxSIBVjUzYjcnKSFzSbcp9kQs7h0tCa9+lDcgGtesofDAZu3mWcuRTnTpM8mwMkY9AmY23qxHJmezwe+Hw+1pmdqG0yDIMLL7wQQPznz3naHbIJJUXaRlun04nq6mo8+OCDuPfee7msE5HPUA5F4UFCUhyQkV3YiE3poMmnIAlFmNTX1+P48eMYNmwYiouLc12trJKKsSkbETk5zQuaTblPMiHncGlozfv0IbmAVj3lDyUlwMyZ3L3LKNnMudMkj+YAtAqAXwZzZg/WNgHAlKBtcRZBTjahlEjbaKvVaiGXyyPyrhHEoFAORYLIDDEqamIzaKaCWJUOmnwKGp1Oh5KSkoKcuKRjbOIzIkcQeUGzITtJJuQcLg2teZM+RGj6Q55FPBY0CxcG/+fhXfLmNBFKP8gAWgXAL4M5szNpm5wa3MkmlBIZpUe45pprsHr1atx+++2QSCRc1YnIVyiHIkEUFmI1aKaCmJUOmnwSAkRIxqaCiwgimZBTuG77ot7QR6j6Qx5FPBY8PL5LIY1jQoNWAWSHeM7sTNomZwZ3sgmlTEZG2xtuuAF33HEHZs2ahYULF6K2tpbdqS6cM844I5PLEPkC5UsjiMJCzAbNZBC70kGTT0KgCMXYVHARQSQTcg6XbV/UG/oIXX+gvpE/8PQuhTKOCQ0yaOeedNsmZwZ3sgmlTEZG25kzZ7KfP/300wHfMwwDiUQCv9+fyWWIfIHypRFE4SB2g2Yy5IvSkW+TT6EtpyVSRijGpngTFIfDAYZhsl6frEF9J2fw0fZFZawFCkN/IPIeoYxjQoQM2rkl3bbJmcGdbEIpk5HR9tVXX+WqHkQhQPnSCKJwyBeDZiJI6RAWQl1OS6RNrie50RMUhUIBs9mMvr4+aLVabNiwIXubkhEFRa7bfk7JZ/0hVaciOSFFT0H35TiQQVsYpPPcOTG4k00oZTIy2i5YsICrehCFAuVLI4jCoBAMmqR0CItkltPSBJhIkfAJyvHjx9Hf34/i4mJUVFTA6/Vmf1MyghAYdrsdTqeTO8NLPuoPqToVyQlJFABZN9aSDpgxnBncySaUEhkZbQkiZfIpXxoJfoKIT6EYNLlSOkieZMZgy2nnzgXWrKEJMJEyoQnKyJEj8cEHH6CsrIzNcatUKgGksSkZ9XciD/B4PGhubkZLSws8Hg+USiU3kef5qD+kmqNX6Dl9U4HkHZFryAnCORkb3PPJJpQFMjLa/uhHPxq0jEQiwZ///OdMLkPkI2LumCT4iXBIGY1PIXhRM1U6SJ5ww2DLaV96Cfjss/yYABM5QyKRQBvVL1PalCzL/Z3zCMh40DhYkDQ3N2Pv3r3Q6XTQ6/Vwu93cRZ7nk/6Qao7efMnpe/gw8PLLwM6dgNdL+g2RO/LJCZJvkN6QFBkZbT/++GNIJJKIY36/HydOnIDf74fRaKT8JET+QYKfAMjYlgyF5EVN995InnBDouW0cnlw0ij2CTCRUzjZNTlL/Z23CMhoaBwsWOx2O1paWiIcAqF+kXLkeSzySX9INUev2HP6huTCypXAsWOARgNUVwcN7wLQb+x2O3p7e6HT6VBcXJyzehBZIl+cIERBI83kx62trWhpaYn4d/ToUTidTvzxj39EcXExNmzYwFVdCSL3RAt+lerU56amoCJFFAahybdMFlSsZbLg3y+/nOuaCQ+TCZg4kZSiaEiecEdoOa3FEvzndp/6PGVKMMrHYIj8jcEQnFzScyaSILQpmcPhgMPhgM/nYz/X1dUNbqDKYn8PRUBKJBLo9XpIJBLs3bsX27dv5+waAGgcLGCcTic8Hg9UKlXEcZVKBY/HA4fDwc2F8kF/CHcqhhMvR2+q5YXGihXAqlXAyZPBcVajCRqbu7pyqt94PB5s2bIF77//PrZv345///vf2LJlC7xeb9brQmSRkBOEdEBCxGRktI2HQqHA4sWL8b3vfQ+LFy/m4xIEkRtI8BMAGdsIbiB5wi2LFgWXz/r9wQmi3x/8+/bbczYBttvtsFgs3BkwiOxhNgN79kT0w8bGRtTX14NhGNhsNjAMk/yuyVnq79ERkHK5nP3c0tLCXVukcbCgCY88DyelyPNCIZFTcdasgWNQquWFREgu6PWAVAqo1cF/Gg3Q3g4olTnTb8KdWVqtNrEzK4b8J0SK2J0gBAGeNyKbMmUK3njjDT4vQRDZJR93tCVSR+xL1whhQPKEWxItp83ypjZZW55OcE+CJf8KrTb9XZOz1N9DEZChzdJCpJR7NxloHCxoQpHnoRy2KpUKbrcbDocD9fX1ZLSNJtUcvWLN6RuSC0ZjMDWRxxM02CqVweOdnUE5mGXZEO7MCuUlD/0fkc6DUr7kH/m4saGASDl3PuXATwtejbbr168fsGEDQYgaEvwEQMY2Ij6pKCMkT/gh1rPP8gSY1w16CH5JIu9sWht7Zam/c5J7NxloHCx4QhHmLS0tsNlsUCqVyUeeFxqp5ugVa07fkFzweICqKqClJXg8EAiufrHbgcsvz/q9JO3Mon0G8hOxOkEETMrBCdEOEYUimL7sjjuA2tqs119sZGS0ffzxx2Me7+3txX//+180NzfjgQceyOQSBCE8SPATZGwjokk3OoPkSXbI4gSY9w16CP7ge8OSLPT3rEVA0jhY8CgUivQjz/OFVKPGUh17xGKsDREuF8rLAZ8vuBmZ0xncjOzGG3Oi34Q7s8IDyiKcWbRhVf4iVieIgEk5OCHkECktBfr6gnJhyxbg/feBW2+laPZByMho+4tf/CLm8SFDhmDUqFF46aWXsHDhwkwuQRDCgwQ/AZCxjYgk3egMkifZJdHz5WjJVtaWpxPcw/eS/yz196xFQNI4WHDEWgpbkMbaLC+jT3kJci4Jlwt6PTB5cs4j6pJyZrW0UMqXfCfPdOxcyYWUgxPCHSIdHcH+pFYHo227u4G//jVYjqLZ45KR0TYQCHBVD4IQH3km+IkUIWMbEYKL6AxqP7mD48l31panE9yTrSX/PPf3rEVA0jhYMFCe7iiytIxelM9doHIh3JnldDohlUojnVmU8oUQCbmWCykHJ4Tnum5vP7U5YShtSlERRbMPgjSTH//3v/9FZ2dn3O+7urrw3//+N5NLEAT/xNohlHYNJZLFZAImTqRBppDJ0q7wBE+EJt8yWXDyLZMF/3755bROF4rocTgccDgc8Pl87Oe6ujoy2goZMe/aHgOdTgeTycR/m6NxMO8JLYWVSCTQ6/WQSCTYu3cvtm/fnuuqZZ9oR61KdepzUxOnY76on7vA5ELImXXZZZehsbERl112GaZPn37KyJVn8j8jaB4saHItF8KDE8IZEJwQakdA0DDb1RVMmaJUBo95PMENC41Gmi8NQkaRtrNmzcIbb7yBefPmxfx+w4YNmDdvHvx+fyaXIQqVVJeqplo+VnTVjBmAVAp89hntGkoQRHIILTqDdmZNHp5y2NEGPSKGlvwTRASUpzsKvtOo/A967vyg0+lQUlIS+9mJRf7zpedlOe0HkTpCkAuDphsBgOXLI9uRVAr09gaja12uYIBEfz9QVxc03lI0e0IyMtoyDJPwe7fbDZlMlskliEIklQHDbAaOHAHWrQO+/DK1Aebpp4H33gMqK08tbQpFVjU00K6hBEEkh1A25OFK2S4koy9Pk2/aoEfECHRpL0HkCsrTHUWWHLX03HOA0OU/30bVLKX9INJHKHIhYXDC888PbEcnTgQ3I3S5gOPHgykSqquDGxbSBqaDkrLR9ujRo2htbWX//vrrr2OmQOjt7cXLL7+MESNGZFRBogBJZsAIH7T27w8msa6qChpbHY7EA4zDETTYvvBCMI/KyZNBz09dXVCQMAxQXHxquRNAeVYIgkiMEKIzMlW2CzHCgufJNxlrRYzQJusEkSMoT3cUWXLU0nPPIUKV/3waVXlaeURwi1DkQtzghETtyO8HXn8deOcdYNcuwOsFJBJhRrMLjJRz2r766quYOXMmZs2aBYlEgieeeAKzZs0a8G/u3Ln44osv8OCDD/JRb5w8eRLz58+HXq9HSUkJfvzjH8Nutyf8jcvlwk9/+lOUlZWhqKgI11xzDcxmc0QZiUQy4N9bb73Fyz0QMUg2T1Ro0PJ6g4ZWtTqYJ+XQocHzSq1YAfz970HBYTAEw/VbWoD/hfhDIgmG64egvJQEQQxGKDpj5Urg2WeD/y9dmj1jJxc59jjO7SoKKIcdQRBEQihPdwwWLQoaGvz+oKPW7+fc8EDPnYiA71zKtD+DKBCaXBiQO3+wdqRWA7/9LfCXv+RmviRSUo60/f73v4+JEyeCYRh8//vfx1133YXzzjsvooxEIoFOp0NDQwMqKio4q2w48+fPx4kTJ7B+/Xp4vV7ccsstuO2227Bq1aq4v1m6dCnef/99vPPOOzAYDFi8eDGuvvpqfP755xHlXn311f+fvfsOj6Jc+zj+3XSSkISSEJCOShXpiO9RQVBALAhWUMGCiCIKNlBRwIK9oSiIggX1eLCADUQNiB4RpKggKiAoNQktIQmk7b5/PGez2ZCElN3szu7vc125MjM7u/tseWZm77nnfhgwYEDRfEJCgldeg5SiIpeqOhyunVZYmKmNEhtrAri7d8NJJ5V9aatzh9ewIRw8aIph16plbtu/3xx0hYS4lkHwjRoaTJdGi3hadftNVftfdS/zD+YMC3/IkhYR8WOq011CDV1Gr/ddini7lrK/jc8gZfLr7UJFv0eKM1RKpYO2bdu2pW3btoAJbp555pm0aNHC4w0rz6ZNm1i8eDGrV6+mW7duAMyYMYPzzjuPp556ikaNGh1zn4yMDF577TXeeecdzj777KL2t23blpUrV3LaaacVrZuQkEBycnLNvBhxV5GOnpbm2mkVFprAbV6eOeOYlWWyZAsKSt/BFN/hHTpkMmzBPEZWlhnNMCICDh82wVtf1KX0lWC8NFrEX1S3/1X3YLuGBlbxS/5ew06sQSc8JYCpTncZvNzfK/2+azsUuLwdVPWX8RnkuPx6e6zvkVdUujxCcSNGjCgK2O7Zs4eff/6Z7OxsjzSsPD/88AMJCQlFAVuAfv36ERISwo8//ljqfdasWUN+fj79+vUrWtamTRuaNm3KDz/84LbuLbfcQv369enRowevv/76cQdcEw+qyKWqxXda0dGmlu3Ro65Aa1ZW2Ze2Fr9vu3amjq3DYeZDQ+G662DMGK9e7uS3gvHSaBF/Ud3+V93L/ItvG4sLpgyLpCTo0CE4Xqt4Tna2GSV51CgYNw5uuMHM5+T4umUiHnfMpbBSI477vms7FPhqopxTDZT9kP9JTYUNG6pVdsJvt8f6HnlcpTNtS1q4cCH33HMPmzdvBmDp0qWcffbZ7Nu3j3POOYcHH3yQwYMHV/dp3Ozdu5ekEhumsLAw6taty969e8u8T0RExDGlDho0aOB2n2nTpnH22WcTHR3Nl19+yc0330xWVhbjxo0rsz25ubnk5uYWzWdmZgJgt9ux2+2VfXmWYbfbcTgcnn+No0aZ/8uWwc6drktVR40ypRASE83O6YMPTP3ZE080ByW7dkG9eiZTtvj6xZW8b5s2ULeuGdFw8GC4/36z3ogRroyrxETnC/bs6/QnaWnm/W7QwLXTj4oy79GyZTBsmOt9EEvyWn+1irQ0V/aJv32XPdX/jrftLE/JbaPzzHh6OgwdakZ3Ddbvjg8EfX+1ktmzTb9JSoJmzUy/+eADc9ttt/m2bVIj1F/F57QdqrBy+6s/HytC9Y7zKiIqynxfhg0Lrt/BNSk729RxXbbMdWVd797mMwyUK1s9+D0K9P1rRV9XtYK2n3zyCUOGDKFXr14MGzaMKVOmFN1Wv359TjjhBObOnVvhoO3EiRN5/PHHy11n06ZN1Wjx8U2ePLlounPnzmRnZ/Pkk0+WG7SdPn06U6dOPWZ5eno6R48e9Uo7/YHdbicjIwOHw0FISLWSto915ZUwcKA56IiPh4QEs2FzDjY3ZIjZsP3yiznT+K9/mVq2XbuajULJ9Ysred/mzeHCC2HAAPezXYmJJgvXm4XXDx1yf42+8vffJiiTmAjh4a7lCQlmgLft2817IZbl1f7qz44ehSVLTH93DlrYsaPp75GRvm6d4cn+d7xtZ3lKbhsbNoT+/Y/dNorXBW1/tZpDh2DLFujc2bUPb9wYTjjBLP/zT9/u26VGqL+KT2k7VCml9lcrHCs6Vec4rzJq4ndwMFq4ENatM1fVxcSYIO66dTB/Plx0UcUew1/iBxVRze9RoO9fDx8+XKH1qhW0nTZtGmeeeSYpKSns37/fLWgL0KtXL2ZV4tLqO+64g5EjR5a7TsuWLUlOTiatxAdfUFDAgQMHyqxFm5ycTF5eHocOHXLLtk1NTS23fm3Pnj156KGHyM3NJbKMjfakSZOYMGFC0XxmZiZNmjQhMTGRuLi4cl+Pldntdmw2G4mJid7pRMe7zGPUKHM2tOQZnIqozn09wR/Psu3bZwZnK/a+Zx04wBGbjeikJGJ0ybCleb2/+qvnn3dln8THm6z6n3822fn+lH1SSv8jLc1cUtS8eeW2UdXpq77eNgoQxP3VatLT4fffzY+v/HyzLCcHMjPhwAGzTPvOgKf+6i4rK4sjR44QHR3tf5ftBqLStkNgTr7u2KHtUAml9lerHCs66fO0prQ0+PxzUwItOtoEX8HEAj7/3Fz1W95xtz/GD7ws0PevUVFRFVqvWkHbDRs28Mwzz5R5e4MGDY4JrpYnMTGRxAr8QOzVqxeHDh1izZo1RaPkffPNN9jtdnr27Fnqfbp27Up4eDhff/01Q4cOBeCPP/7gn3/+oVevXmU+1/r166lTp06ZAVuAyMjIUm8PCQkJyC9XcTabzbevs0ED81fT962uOXNMvcqkJGjSxJwtcxbsHj++5tuTnGw2+gsWgMNBXkICa8PD2ZaYSF7DhkSsXEmL1NSifiTW5PP+WtNSU83AXomJroMg5xnflBQz8JQ/HPiW6H/HFO2v6e2UL7eNNSwrK4ucnBz/GsThf4Kuv1pRUpLJlDl0COrUgU2bYPdu80M/NBQ+/hhatQrYH1Piov4KeXl5rF27lm3btpGXl0dERAQtWrTQsaO3Fd8OFT+mOXTIbHsaNDBjfkgRt/5qlWNFsb59+8wYPE2bul9BFxdnTrCkp5d//O1v8YMaEsj714q+pmq98ujo6HIHHvvrr7+oV69edZ6iVG3btmXAgAGMGjWKVatW8f333zN27FiuuOIKGjVqBMCuXbto06YNq1atAiA+Pp7rr7+eCRMmkJKSwpo1a7j22mvp1asXp512GmDKPcyZM4cNGzawZcsWXn75ZR599FFuvfVWj78GCWLOgwPnyK6Rka7plBTfXYZSrGj42sJCNsbHY2vYkLjWrbHZbGzcuJE1a9b4pm3+xgPF46UGpKebM9Hx8e7L4+PN2Wp/+vxUtL9G5eXlsXLlSj755BO++OILFi1axMqVK8kvnqUkgcmT2+/iA8OsXg1bt5qsNpvNlDxZvFiDeUrQWLt2LRs3bsRmsxEXF6djx5pSEwNUBTIrHSuKtVVn0F9/jR9IjahWpm2fPn144403uP3224+5be/evbz66qucf/751XmKMs2fP5+xY8fSt29fQkJCGDp0KC+88ELR7fn5+fzxxx/kFBs189lnny1aNzc3l/79+zNz5syi28PDw3nppZcYP348DoeDE088kWeeeYZRzqLfIp7gPDho2tR9eXy8CdY4L0uuadHRMH48WRdfzLYlS4iJiiKmbl3AtaHYtm0bp5xyit9lpNWY7Gwz2ENKiuuylD59TGDNl5lUqamugRN0cO7irBH7zz+mvlutWmZ5RQ6Oatr/+h/Dh7u2Af7UvgDjDC7ExMQQFxdHbm4uGzduBCg6kSsBxlvb79GjTebMzJkmcyY83AwE1K6dKZGgTC0JAllZWWzbts3tqoWwMHP0GPTHjjXBeYI3JcX8lnAOUKUTv8dXPJBWfDvtj8eKYm3OEyzO7NiSV9aV913z1/iB1IhqBW0feeQRTjvtNLp3786ll16KzWZjyZIlfPPNN8yaNQu73c6DDz7oqba6qVu3Lu+8806Ztzdv3hxHiYFboqKieOmll3jppZdKvc+AAQMYMGCAR9spcgw/PzjIiY4mLyrqmHrMkZGRZGZmkp2dHbwH3rNnuy5LadrU95el+GsQuSK8HWjOzoZ33jGj6+7cCb/9Zi4lSk42gZTjHRz5ioK1XqfgQuAqt9yFt7bf0dFmEL8vv4R69cwPKOcJIi/8mPJKSQ+d+JNqysnJIS8vT8eOvqITv1VXnUCaSGVV9QSLn8cPxLuqFbRt3bo13333HbfddhuTJ0/G4XDw5JNPAtC7d29mzpxJs2bNPNJQkYDh5wcH0dHRREREkJubWxTIAMjNzSUiIiJ4D7pLXpYCrv++yqTytyByRdRUoNn53rRsaR53504zgvKRI3D99co+CWIKLgSe49bS9Pb2OzER6tY1dSOdAVvw6I8pr9QLtfKJP/ErOnb0EwrWVo0ylaWmVPUEi5/HD8S7ql3Nt3379nz11Vfs27ePH3/8kR9++IHU1FQWL17Mt99+S+vWrT3RTpHA4sf1K2NjY2nRogXZ2dlkZ2dTUFBQNN2iRYvgPfD2t5pX3q5t5K26vc5gamioCTSHhpp5T9Z9LP7eNGoEXbrAOedAt25wwgnmQEkBiaBVPLhQnIIL1nXcWpre3n7XQE1Jr9QLrYntsQQFHTuKpTkDaXPmwPPPm//jx+tYUbwnKQk6dKjc8YEfxw/Eu6qUaZuXl8eiRYvYunUrderU4fzzz6dRo0Z0796dnJwcXnzxRZ577jn27t1Lq1atPN1mCUQ1dWmev1wC6OeXMXXt2hUwlwpnZmYSERFB+/bti5YHJX+7LMVbtY28mXlVU9nKpb03tWqZ8giq+xT0nMEFZw3byMhIcnNzyc7Opn379gouWEyFyl3UxPbbi5laXinp4Y9Xj4il6dhRLM/Pfo+JuPHz+IF4T6WDtrt376Z3795s3bq1qGZsVFQUn3zyCREREQwbNoxdu3bRo0cPZsyYwZAhQzzeaAkgNXVpnr9eAuinG9vw8HBOO+00TjnllKJLhYM+kOFvl6V4KwjhzZILNVVE3x8C7P5ygkhKpeBC4KhQuYua2H578ceUV0p6aFAT8TAdO0pQ0PGd+Jq+e0Gn0kHb++67j23btnH33XdzxhlnsG3bNqZNm8aNN97Ivn37aN++PW+//TZnnXWWN9orgaamanI+/TR89JEZhMgqtT/9gA64S/CnmlfeCELURN3Hmgim+jLA7q8niMSNgguBo8K1NGtq++2FH1NeqRfqDye3JCBpeyoBScd3IuIjlQ7aLl26lGuvvZbp06cXLUtOTubSSy9l0KBBLFy4kJCQapfKlWBQE5fmZWebgO3Mmabuy4EDcOgQtGvn2ecJBDpzfHz+dlmKp4MQ3s68qslgqq8C7FYcHC6IKbhgfRUud+Fv2++SytkHe6Wkh79dPSIi4s90fCciPlLpoG1qaiqnnXaa2zLn/HXXXaeArVRcTVyaN3s2fPihCdjGx5v/27aZ21q31iWAoDPHVeEvP/Y9HYSweN1HN74I0ARDjUid3BE/VKlyF/723a3gPtjjJT1SU+Ff/zLPuXp12dtj9XkRF/WH4BQMx3ci4rcqHbQtLCwkKirKbZlzPr7kqLwi5fF2gMi5g23YEA4ehIICMxgRwO7dkJCgSwBBZ44Dgad+PFi87mOpavKHVSDXiNTJHfFjli53UcF9sMdeY2l9uVs3GDgQmjVzbaPU50Vc1B+CWyAf34mI36t00BZg+/btrF27tmg+IyMDgM2bN5OQkHDM+l26dKla6ySweTtAVHwHe+iQK8M2LMws37sXrrkmuHeyOnMsJVm47qPPBXKNSJ3cEQsoN5DpjxlyVdgHVzsgXVpfXrIEateG7t3LX099XoKV+kNwC+TjOxHxe1UK2k6ePJnJkycfs/zmm292m3c4HNhsNgoLC6vWOgl83gwQFd/BOmvY7t5t5kNDYcgQ3wwg5U905lhK8ve6j/4sUGtE6uSOWJk/Z8jV9D64on1Zfd4/+eOJh2Cg/hDcnP2ue3dYvNgsC5TjOxGxhEoHbefOneuNdkiw8maAqGQApXVrqFPHBG6HDIFSTjwEHZ05lrLoR2HV+GoANG/SyR0FS6zMnzPkanofXNG+rD7vX/z5xEMwUH8ITiX7XVSU2Wbn5QXO8Z2IWEKlg7YjRozwRjsk2Hnrh3BpAZQRI7SDdQrUzEARXwnETOVgO7lTPEAbE6NgiZX5e4ZcTe+DK9qXg63P+zt/PvEQDNQfglNp/S4tDfr3N8k/gXB8JyKWUKXyCCJe5cmMpkAMoHhaIGYGivhaIG1rguXkTmnZbCEhZp+UnKxgiRVZIUOuJvfBFe3LwdLnrcDfTzwEA/WH4FNev/vpJ7jpJn3uIlJjFLQV/+HNy7+qGkAJhktiFdj2P8HwvRNrCYaTOyWzalJT4ccfoVEj6NjRrKNgibVYIUOupvfBFe3LwdDnrcAKJx6CgfpDcFG/ExE/oqCt+A9/uvwrGOuHKUDoe8H4vRNrsOLJHefJD6fy2lxaVk1srBm0MiMDjhyBWrXMcv1osw4rZcjVVJ+qaF+2Yp8PRFY48RAM1B+Ci/qdiPgRBW3FP/jb5V/+FED2BGVuWoMVv3dW+25Zrb3+xgrvm/Pkx9KlsHkzHD4MtWvDySdDv36lnwQpLasmKsr8HT3qHrTVjzZrUYZc6Sral63Q5wNd27bm+wv+feIhGKg/BAcrnfATkYCnoK34B3+6DMXfAsjVocxN67Da985q3y2rtVeqznnyIzPT/MgKCzP///677JMgpWXVREdDQgLs2mW+MzEx+tFmRcqQEysqvs/KyDDzmzdD/foQF6cTDyLephN+IuInQnzdABHA/Qdzcb7IaHIGkOPj3ZfHx5uD5rS0mmtLdTmDF6GhJiAeGmrmZ83ydcukJKt972ryu5WaChs2VO89UF8IDs6TH3FxJmgbHW36UEyMybiNizO3l/wuObNq0tLMX26u+R8TA2eeCeHh5kdbYaF//mjzRB8JdElJ0KGDArZiDcX3WS1amCsFatWCHj1gzhxzIkInHEW8x3nCb84ceP559TsR8Rll2op/8KfLUAKljpHVMjeDnZW+dzX13fJUdqz6gnf4Y6kJ58mP2rWhoMD0HYCICLPc+b+0qzdKy6q5/HKzvPh9/OW1gjLIRQJRefus33/3Xbv8hT/ueyRw6XsmIj6moK34D3+5DMWfAsjVsWmTObBt3tx9ebANomOVg3srfe+8Xc7E+Zl99BEsXlz9Gr/+VH4lEPhzoNB58iMvz5RFyMsz2WnF58s6CVLeZfTR0f75HbFiHWwRKZ/2WaXz532PiIiIlyhoK/7Dn+rO+UsAuSqcB7WLF8PWraaOY4sW0K6dq7ajv2VueoMVD+6t8r3zVlZw8c/swAHYssXU72vTxnx3q5oda6UsZm/x5MkLfw4UFj/5ERdnXndensm6TUoyJROOdxLE30/wOCmDXCQwaZ9VOn/e94iIiHiJgrbif/zhB7M/BZArq/hBbYsW8Ndf8OefJmjRuLF/Zm56gxUP7q3yvfNWVnDxz6xePfjjD/OYv/0GHTu6nquymUZWymL2NE+fvLBCoNB5kmPpUjh61NSyjY+HZs2gXz//OwlSVcrGEwlMwbzPKosV9j0iIiJeoKCtSHn8NWhWlpIHtXXrmgzF7dth2zYTCPPHzE1Ps/rBvRW+d57OCi75meXkmKBifj7s3g0nnWQuc69qppFVspg9zdMnL6wQKCx58sNmA4fDGv2qMpSNJxK4gnWfVRYr7HtErMQq5eO8Te+DWICCtiKBpORBbViYyVBs2tQEbidNgrPO8mkTa4QO7r3P01nBJT+z6Gho1MiU+MjPN4Gow4ernmnkr1nM3jxY9MbJCysFCv3lM/YWZeOJBC5/3Wf5ipX2PSL+zIrl47xB74NYSIivGyAiHlT8oLa4vDzzA79tW9+0q6aV9T7o4N7zkpKgQ4fqv6elfWbt2pnvbWioqXFbWFj9TCNPtDc1FTZsMD+kqyo7G559FkaNgnHj4IYbzHxOTtUfsyRnIDw+3n15fLx5/qq03xkoTEszf7m5ruk+fdS3atro0aZPFBaaE1Ke6CMi4j88tY/1teruN7XvEfEM5xVYoaEmUSI01MzPmuXrltUsvQ9iIcq0FQkkyrwy9D5YT1mfWVwcXHopDBni+0wjT56Vr4may97KTNJlu/5D2Xgi4s88ud/UvkekeqxePs5T9D6IxShoKxJodFBr6H2wnvI+M3+4VMlTgdaaOlj01smLkoFCp6ws//icgpGCtdZVXokU1doTq/PkCUqdpBKpHpWPM/Q+iMUoaCsSaHRQa+h9sB5//sw8GWityYNFb568iImBpUtVD0ykKsrLQHQ4VGtPrM/TJyiLn8To0MHz7RUJdKoN7WK3m21K8WPxYHwfxBIUtBUJVP4U8PIlK78PwZpl5Y+v15OB1po8aPZmILwmSjyIBKry+g+ob4n1eWq/qQGDRDwj2MvHFd+W7NoF+/ebbVGnTq6xHoLhfRDLUdBWRMTf+OsPFH8IIvuqDZ4MtPrioNnT75fqgYlUXXn9Z/Fi17z6lnhSTe8/PbXf1AlCCUbe6q/BXD6u+LakZ0/4+WcTvM3NNYN1B8v7IJajoK2IiL/xtx8o/hBE9nUbPB1otfpBs+qB+cdJDLGm8vrP7t1mumHDY28Llr4lnuWr/acn9ps6QSjBxtv91Z9LkXlTaduS0083+9WcHJg+Hdq3920bfSgrK4ucnBxiYmKIiYnxdXOkBAVtRUT8iT/+QPGHILI/tMGTgVarHzQHc100X59AEOsrr/8kJLimg61viXf4cv9Z3f2mThBKsKmp/mq1487qKmtbkpRktiUOh2/a5WN5eXmsXbuWbdu2kZeXR0REBC1atKBr166Eh4f7unnyPwraioj4E3/7geIPQWR/aAN4LtBaMkPTigfNwVwXzR9OIIi1Ha//QHD2LfE8X+8/q7vfDOYThBJ8fN1fA5m2JaVau3YtGzduJCYmhri4OHJzc9m4cSMAp512mo9bJ04hvm6AiIgUU/ygojhfHVQ4g8jx8e7L4+NdRfuDoQ3FOUeuruxnkZ0Nzz4Lo0bBuHFwww1mPifHO+30ttGjTRCpsNCcUCgstFaJh6oo+YMqMtI1nZJS899Fsa7y+k8w9i3xDn/Zf1Z1v+k8wZGWZv5yc13TffoEbaBFApS/9NdApG3JMbKysti2bVtRSYSwsLCi6W3btpGdne3rJsr/KNNWRMSf+FsGY2lnpnNyTN3FsDBrDWbia4GWoWn1Eg9V4W+Z8GJdx+s/wda3xDsCYf9p9RrwIhUVCP3Vn2lb4iYnJ4e8vDzi4uLclkdGRpKZmUl2drbq2/oJy2baHjhwgOHDhxMXF0dCQgLXX389WVlZ5d5n9uzZ9O7dm7i4OGw2G4cOHfLI44qIeJQ/ZVkVPzO9ezesXQtffQU//QQ7d8L8+d7PFA2Es+OBnKFZ1QwqK/K3THixvvL6TzD1LfGOQNh/Ok9wzJkDzz9v/o8fHzg1xFNTYcMGax8HiGcEQn/1Z4G+Lamk6OhoIiIiyM3NdVuem5tLRESEArZ+xLKZtsOHD2fPnj0sXbqU/Px8rr32Wm688UbeeeedMu+Tk5PDgAEDGDBgAJMmTfLY44qIeJS/ZTA6g8Vz5sCuXRAVBSefDMnJ1hnMxNeUoRkY/C0TXkTkeKq6/yxZf93X/KUdnqJBLaU0Vj/etYJA25ZUUWxsLC1atCiqYRsZGUlubi7Z2dm0b99eQVs/YnM4rDdU3qZNm2jXrh2rV6+mW7duACxevJjzzjuPnTt30qhRo3Lvv2zZMvr06cPBgwdJcI7S64HHdcrMzCQ+Pp6MjIxj0s0Did1uJy0tjaSkJEJCLJu0LRIUqt1fU1PhmmsgPx8aN4ZatczytDSTCTxnTs0cADkzDqx2wJWaamrZhoa6t7um3z+pvpwcmDXL/KDKzjY/qDz8Q1v7VxHrsEx/rej+U8HEmvHss66SSSVPAFqxZJJFBFx/FWvxs5Nh+fn5rFmzhm3btpGXl0dERAQtWrSga9euhIeH+7p51umvVVTRuKElM21/+OEHEhISigKrAP369SMkJIQff/yRiy++uEYfNzc31y2tPDMzEzBfMrvdXqW2WIHdbsfhcAT0axQJFNXur2lpUFAAzZqZS/udEhJMJkBqKtSv75G2lqt+fdfzWGnbk5hofvR+8AHYbK4faOnpMHSoeU1Wej3BLCoKbrsNhg1z/aBKTDS3eegz1P5VxDos018ruv+cPdvsq5KSzD4/I8PMg9n2SfWlpcGyZebqDWfgJirKHB8sW2b2L879inhUwPVXsYbsbJOgsWyZ62RY794moaMiJ8PS0lzBXg9uG0JDQ+nRowft27cnJyeH6Ojoogxbf+gjlumvVVTR12XJoO3evXtJKnFmIiwsjLp167J3794af9zp06czderUY5anp6dz9OjRKrfH39ntdjIyMnA4HAF55kMkkFS7v4aHQ5s2EBJiArVOhw5B69bm9uPVYzt0yPz4i493f4xgMWSIOTD75RdTp6xhQ+jfHwYMUC07q0pMBIfD459fhftrsPcpET8QUMfDhw7Bli3QubNrm9K4MZxwgln+55/a1njC33+bgFxiojl+ckpIgD174L//hbZt9V57QUD1V1/QcUfVLFwI69aZMmkxMSaIu26dGRvkoovKvt/Ro7BkifntcPSoObnTsaP57VA8icZDsrOzyc7O9vjjVlWg99fDhw9XaD2/CtpOnDiRxx9/vNx1Nm3aVEOtqbhJkyYxYcKEovnMzEyaNGlCYmJiwJdHsNlsJCYm+m8n8tJZKRGrqXZ/TUqCE090Zd8Uv5Rv6FBT47Ys1T27HEhGjTLbpJIZmiLFHLe/qk+J+A1LHA9XVHo6/P67CSzk57uW5+aaq2ry8/3ikt6AsG8fHDzoej/z880gr+np8NdfULeututeEFD9tSbpuKPq0tLg889NibToaBP4BvM+fv45DB5c9u+B5593/+21Zw/8/LMp1RUEVz4Een+Nioqq0Hp+FbS94447GDlyZLnrtGzZkuTkZNJKZLUUFBRw4MABkpOTq/z8VX3cyMhIIks50xESEhKQX67ibDabf75O1eMSOUa1+2vxwRH++cecKR461Cwv7zHnzHHVbWvSxAR7a2oAM3/UoIH5EylHuf1VfUrEr/jt8XBlJSWZffuhQ+7B2UOHzPFzgwbl7++lYpKTTcBrwQJztUZ8PKxZYzJwmzaFVq20XfeigOmvNUnHHVW3bx8cPmz6dvHhpOLizMmw9PTSfxekpprfXImJrqCu8wqvlBQzYHUQnEQL5P5a0dfkV0HbxMREEiuQddSrVy8OHTrEmjVr6Nq1KwDffPMNdrudnj17Vvn5vfW44gOzZ7t2LE2basci4gnR0ab/DB9e8cERnAccxdd1/g+iAw4Rj1GfEpHqKmswnAYNTJKD85i55ABZ2rZ4TvET4Vu3ms+jaVPo2RPCwrRdF/+h447qSUw0CWQZGe7vU0aGOUlW1nuXnm6Sz5o2dV8eH2+Cvc7fYhLwLBmubtu2LQMGDGDUqFGsWrWK77//nrFjx3LFFVfQqFEjAHbt2kWbNm1YtWpV0f327t3L+vXr2bJlCwC//vor69ev58CBAxV+XLGAkjuWyEjXdEqKakdKcEhNhQ0bvPN9T0qCDh0qdqDgPOCIj3dfHh9vMuLVH0UqR31KRKoqOxuefdZc0jxuHNxwg5nPyXGtM3q0CdAWFprAQGGhmXcGGcUznCfC58yBCRNMCapu3UzA1knbdfEHOu6oHufJsLQ085eb65ru06fs31PFg73FHS/YKwHHrzJtK2P+/PmMHTuWvn37EhISwtChQ3nhhReKbs/Pz+ePP/4gp9hByCuvvOI2YNiZZ54JwNy5c4vKMhzvccUCdFZKgkVpmTJllQYZNco3bazq2WURKZ36lIhUVUWuRKvKVTVSdUlJcPrpMHeutuvin3TcUX3FM+t37DDv2/FOhunKB/kfywZt69atyzvvvFPm7c2bN8dRvGYIMGXKFKZMmVKtxxUL0I5FAl15NZvL+0F25ZU131YdcNScsi53lcCiPiX+Qtsca6nsJc76XGuOtuviz/T9rL6qngyrSrBXAo5lg7YiZdKORQJdWYHZw4fNyMOl/SBbtgwGDvTN918HHN6lgReDj/qU+JK2OdakK9H8m7br4s/0/fSMyp4M05UPgoK2Eqi0Y5FAVV6mzDffQEGBqYtWXHw87Nx5bE2kij5fdTOpdMDhXRp4MfioT4kvaZtjTboSzb9puy7+TN9P39L7HdQUtJXApB2LBKryMmX27TMDWJT1g6zkAALl8UYmlfqh52lE3+CmPiU1Tdsc69KVaNYQyNt1lVSxPn12IjVOQVsJbNqxSKApL1OmTh3o3h0WLzbLSv4gS0io+PMok8oadLmriNQkbXOsTVeiiS+opIqISJUpaCsiYiXHy5QZPdocDJf8QTZqlDlQrghlUlmHLncVkZqkbY616Uo08QUlAoiIVJmCtiIiVlNepkxZP8js9ooHbZVJZR2evNxVly2KyPHoEvvAoO281BQlAoiIVIuCtiIiVlORTJnq/CBTJpW1VPdyV122KCKVoUvsRaSilAggIlItCtqKiFiVtzJllEllLdW93FWXLYpIZegSexGpKCUCiIhUS4ivGyAiIn5o9GgToC0sNJkQhYXKpPJ3SUnQoUPlSyIUv2wxMtI1nZJiAjIiIqWpyjZHRIKLMxEgLc385ea6pvv00fZDROQ4lGkrIuJL/lpHVJlUwUGXLYqISHH+elwi1qWSKiIiVaagrYiIL1iljqh+tAU2XbYoIiJgneMSsR4lAoiIVJnKI4iI+IKzjmhoqMlyDA0187Nm+bplEkx02aKIiICOS8T7VFJFRKTSFLQVEalpqiMq/kT1i0VEgpuOS0RERPySyiOIiNQ01RH1LNXfqx5dtigioG1pMNNxifgLbYdERNwoaCsiUtNUR9QzVH/Ps/QDSSQ4aVsqOi4RX9N2qGoU5BYJeCqPIFJZqamwYYMuFZOqUx1Rz1D9PRGR6tO2VHRcIr6m7VDlZGfDs8/CqFEwbhzccIOZz8nxdctExMMUtBWpKO0cxZNUR7R6VH9PRKT6tC0VJx2XiK9oO1R5CnKLBA2VRxCpKOfOMSnJ7BwzMsw8mHqQIpWhOqLVo/p7IiLVp22pOOm4RHxF26HKKRnkBtf/lBTTh/V+iQQMZdqKVITOAIu3JCVBhw46uKqs4vX3ilP9PRGRitO2VErScYnUNG2HKscZ5I6Pd18eH2+uDNXvUpGAoqCtSEVo5yjiX1R/T0Sk+rQtFRFf03aochTkFgkqCtqKVIR2jiL+R/X3RESqT9tSEfE1bYcqTkFukaCimrYiFeHcOTpr2MbHm4BtWpo5oNDOUaTmqf6eiEj1aVsqIr6m7VDlOIPZKSkmyB0ToyB3ALLb7eTl5fm6GT5jt9vJz8/n6NGjhIRYL980PDyc0NDQaj+OgrYiFaWdo4h/0oF95aWmmrIveu9ExEnbA5GaoX1w2fSeVIyC3AEvLy+Pbdu2Ybfbfd0Un3E4HNjtdg4fPozNZvN1c6okISGB5OTkarVfQVuRitLOUUSsLjsbZs82J5+yskzZlz59zMmn6Ghft05ERCRwaR8snqbfowHJ4XCwZ88eQkNDadKkiSWzTD3B4XBQUFBAWFiY5YK2DoeDnJwc0v439lHDhg2r/FgK2opUlnaOImJVs2ebMi9JSdC0qSnz4iz7Mn68b9smIiISyLQPFpEKKCgoICcnh0aNGhEdxCd0rBy0BahVqxYAaWlpJCUlVblUQnCG7EVERIJNaqrJ7nGeeIqMdE2npJgrCERERMTztA8WkQoqLCwEICIiwsctkepyBt3z8/Or/BgK2opURGoqbNigAyoRsa70dHM5Zny8+/L4eHPJZnnbN20DRUREqq46+2ARCUpWzC4Vd574DFUeQaQ8qj0lIoEiMdFswzIy3Eu8ZGSYgRVLK/uibaCIiEj1VWUfLCIiQU+ZtiLlcdaeCg01tadCQ838rFm+bpmISOU0aGACrmlp5i831zXdp0/pPxi1DRQREam+quyDRUSC0Lx580hISCianzJlCp06dfJZe3xNQVuRsqj2lIgEmtGj4ZJLoLAQduww/y+5xCwvSdtAEZHAptI3Nasy+2ARX9P2Qapg5MiR2Gy2or969eoxYMAAfvnlF183zbJUHkGkLM7aU02bui+PjzcHWmlpOisuItYSHW1GqB4+3LUNK2s7pm2giEhgUukb36jMPljEV7R9kGoaMGAAc+fOBWDv3r3cf//9nH/++fzzzz8+bpk1KdNWpCzFa08Vp9pTImJ1SUnQoUP52zFtA0VEApNK3/hWRfbBIr6i7UNASc1KZUPaBtKyay5jOjIykuTkZJKTk+nUqRMTJ05kx44dpKens2zZMmw2G4cOHSpaf/369dhsNrZv315jbbQSZdqKlMVZe2rBAjMfH2+CFWlp5lImKx5opaaa7Dmd2ReR4wnEbaCISLArWfoGXP9TUkwWqLbvIsFJ24eAkZ2Xzey1s0nZlkJWXhaxEbH0adGH0V1HEx1ecxnTWVlZvP3225x44onUq1evxp43kChoK1IeZ42plBRzOXBMjDVrT+kyFxGpikDZBoqIiFGTpW+ULCDl0ffD/5S1fYiIgO3bYdMmfVYWMXvtbBZsXEBSTBJN45qSkZvBgo0mEWP8aeO9+tyffvopsbGxAGRnZ9OwYUM+/fRTQkJ0oX9VWDZoe+DAAW699VY++eQTQkJCGDp0KM8//3zRl6M0s2fP5p133mHt2rUcPnyYgwcPuo1KB9C8eXP+/vtvt2XTp09n4sSJ3ngZ4u8CpfaU8zKXpCSzE87IcGXPjffuRltELCxQtoEiImIUL31TfHvuydI3ShaQ8uj74b9Kbh/y802gdvt2M/3oo7B2rT4rP5ealUrKthSSYpJIijHb9KQw8z9lWwrDTxletNwb+vTpw8svvwzAwYMHmTlzJgMHDmTVqlVee85AZtlQ9/Dhw9m4cSNLly7l008/5dtvv+XGG28s9z45OTkMGDCAe++9t9z1pk2bxp49e4r+br31Vk82XazIyrWnNAK8iFSXlbeBIiLi4ix9k5Zm/nJzXdN9+nhmO6+amFIefT/8V8ntw6+/wp9/Ql4etGhhArX6rPxeek46WXlZxEfGuy2Pj4wnOy/b6/VtY2JiOPHEEznxxBPp3r07c+bMITs7m1dffbUo29bhcBStn5+f79X2WJ0lM203bdrE4sWLWb16Nd26dQNgxowZnHfeeTz11FM0atSo1PvdfvvtACxbtqzcx69duzbJycmebLKI72gEeBERERFx8mbpG9XElPLo++H/nNuBxYth2zYIDzcB23btIOx/4SN9Vn4tMTqR2IhYMnIzijJsATJyM4iJiPFqlm1pbDYbISEhHDlyhMTERAD27NlDnTp1ADMQmZTNkpm2P/zwAwkJCUUBW4B+/foREhLCjz/+WO3Hf+yxx6hXrx6dO3fmySefpKCgoNqPKeIzGgFeREREPCU1FTZs0JU6VuYsfTNnDjz/vPk/frxnLnd2JgvEu2d4ER9vLovX9ya46fvh/5zbh3vvhVat4KyzoGNHV8BWn5XfaxDbgD4t+pCWnUZadhq5BblF031a9PF60DY3N5e9e/eyd+9eNm3axK233kpWVhYXXHABJ554Ik2aNGHKlCls3ryZzz77jKefftqr7bE6S2ba7t27l6QSgaawsDDq1q3L3r17q/XY48aNo0uXLtStW5f//ve/TJo0iT179vDMM8+UeZ/c3Fxyc3OL5jMzMwGw2+3Y7fZqtcef2e12HA5HQL/GgJCYaC5z+eADsNlcI8Cnp8PQoVC/PugzDHjqryLWof4qfik72wT3li1z1aHs3RtGjQrq2oaW7q/165s/8NyxYP36ULs2ZGa6JwZkZprvTGKijjuDmY+/H5burzWtdWtITja1bG0213L1Za9zfk+df1VxY5cbwQEp21P4J/MfYiNiuaTdJdzY5cYqP2ZFLV68mIYNGwLmKvY2bdrw/vvvc9ZZZwHwzjvvcPPNN9OxY0e6d+/OQw89xGWXXVbqay5r2iqcr6e02GBFt0M2hx+98okTJ/L444+Xu86mTZv48MMPeeONN/jjjz/cbktKSmLq1KmMGTOm3MdYtmwZffr0KXUgspJef/11Ro8eTVZWFpGRkaWuM2XKFKZOnXrM8j///JPatWuX+/hWZrfbycjIID4+XiMB+rvcXHOJyy+/mOnISHPGdMAAMy0BT/1VxDrUX8UvLVwI339vTv7GxJggbkYG/N//wUUX+bp1PqP+Wgp9V6Q8Pvx+qL9WkvqyT+Tn55ORkUGzZs2Iioqq1mM5M2yLD0pmFQ6Hg8LCQkJDQ7EVP3FgIUePHuXvv/8mPj6e8PBwt9sOHz7MySefTEZGBnFxcWU+hl9l2t5xxx2MHDmy3HVatmxJcnIyaSXS8QsKCjhw4IDHa9H27NmTgoICtm/fTuvWrUtdZ9KkSUyYMKFoPjMzkyZNmpCYmFjum291drsdm81GYmKidnpWMGqUya511rD9Xz0ZCQ5B0V/T0sx3XN9vsbig6K9iLWlp8PnnZsCg6Gg4dMgsz8oyywcPDtrtrvprKYYPh5wck5WdnW2CPb17m+VBnJUt/+PD74f6ayWpL/vE0aNHOXz4MGFhYYSFVS9k1yi+EY3iSx/zySpKBjutJCwsjJCQEOrVq3dMAL6iAXm/CtomJiYWFSYuT69evTh06BBr1qyha9euAHzzzTfY7XZ69uzp0TatX7+ekJCQY8oxFBcZGVlqFm5ISEjA7wycRaUD/XUGjAYNzJ8EpYDtr9nZZiTilBTXJbt9+piBFHRAKRYVsP1VrGnfPjh82AxqWvwivbg4M5BVenpQH1+ov5YQG2tqYg4f7koW0BgK4uTj74df99fUVFcCgj/0GfVlnwgJCcFmsxX9BSuHw1H0+q36Pjg/w9K2ORXdBvlV0Lai2rZty4ABAxg1ahSvvPIK+fn5jB07liuuuIJGjcxZhF27dtG3b1/efPNNevToAVBUDHnLli0A/Prrr9SuXZumTZtSt25dfvjhB3788Uf69OlD7dq1+eGHHxg/fjxXXXVV0ch2IiLiZ2bPhgULzEFk06bmsq0FC8xt48f7tm0iIoGg+KCmxX+wa1BTKY8CPFIefT9c/D0BQZ+ViM/44emlipk/fz5t2rShb9++nHfeefzrX/9i9uzZRbfn5+fzxx9/kJOTU7TslVdeoXPnzowaNQqAM888k86dO7No0SLAZMy+9957nHXWWbRv355HHnmE8ePHuz2uiIj4kdRUc4DrPJiMjHRNp6RoZFsREU9o0MAEENLSzF9urmu6Tx/9mBcRqQ5nAkJoqElACA0187Nm+bplIuJjlsy0Bahbty7vvPNOmbc3b978mNHlpkyZwpQpU8q8T5cuXVi5cqWnmigiIt6Wnm4yEpo2dV8eH28u2XVeyiUiItUzerT5n5Jitq8xMXDJJa7lIiJSeSUTEMD1PyXFlCbQsaxI0LJs0FZERESX7IqI1JDoaNU2FBHxNCUgiEg5LFseQURERJfsiojUsKQk6NBB21cREU8onoBQnBIQRAQFbUVExOpGjzaX6BYWmoyEwkJdsisiIiIi/k8JCCJSDpVHEBERa9MluyIiIiJiVaoZLiJlUNBWREQCg4K1IiIiImI1SkAQkTKoPIKIiIiIiIiIiC+pZrhY3MiRI7HZbEV/9erVY8CAAfzyyy++bpplKWgrIiIiIiIiIiIi1TJgwAD27NnDnj17+PrrrwkLC+P888/36nPm5+d79fF9SUFbERERERERERGRQJKaChs2mLIbNSQyMpLk5GSSk5Pp1KkTEydOZMeOHaSnpwOwY8cOLrvsMhISEqhbty4XXXQR27dvL7r/6tWrOeecc0hMTKR+/fr07t2btWvXuj2HzWbj5Zdf5sILLyQmJoZHHnmkxl5fTVPQVkTECnywwxURERERERGLyc6GZ5+FUaNg3Di44QYzn5NTo83Iysri7bff5sQTT6RevXrk5+fTv39/ateuzYoVK/j++++JjY1lwIAB5OXlAXD48GFGjBjBihUrWLFiBSeeeCLnnXcehw8fdnvsKVOmcPHFF/Prr79y3XXX1ejrqkkaiExExJ9lZ8Ps2WY02awsiI2FPn3MaLLR0b5unYiIiIiIiPiT2bNhwQJTH7lpU8jIMPNgBr3zok8//ZTY2FgAsrOzadiwIZ9++ikhISG888472O125syZg81mA2Du3LkkJCSwbNkyzj33XM4++2wAHA4HBQUFzJ49mzp16rB8+XK3MgvDhg3j2muv9epr8QfKtBUR8WfOHW5oqNnhhoaa+VmzfN0yERERERER8SepqSbhJynJ/EVGuqZTUrx+5WafPn1Yv34969evZ9WqVfTv35+BAwfy999/8/PPP7NlyxZq165NbGwssbGx1K1bl6NHj7J169b/NT+VUaNGcfLJJ1O/fn3i4+PJysrin3/+cXuebt26efV1+Atl2oqI+KuSO1xw/U9JgeHDNbqsiIiIiIiIGOnp5grNpk3dl8fHw44dJmjrxd+QMTExnHjiiUXzc+bMIT4+nldffZWsrCy6du3K/Pnzj7lfYmIiACNGjGD//v0899xznHDCCcTExHD66acXlU8o/jzBQEFbERF/5eMdroiIiIiIiFhIYqIpqZeR4f5bMSMDYmJq/PejzWYjJCSEI0eO0KVLF/7973+TlJREXFxcqet///33zJw5k/POO4+CggL27NnDvn37arTN/kTlEURE/FXxHW5xPtrhioiIiIiIiB9r0MCMgZKWZv5yc13Tffp4/Tdkbm4ue/fuZe/evWzatIlbb72VrKwsLrjgAoYPH079+vW56KKLWLFiBdu2bWPZsmWMGzeOnTt3AnDSSSfx1ltvsWnTJlatWsVVV11FrVq1vNpmf6agrYiIv/LxDldEREREREQsZvRouOQSKCw0V2gWFpr50aO9/tSLFy+mYcOGNGzYkJ49e7J69Wr+85//0Lt3b6Kjo/n2229p2rQpQ4YMoW3btlx//fUcPXq0KPP2tdde4+DBg3Tt2pWRI0dy6623khTEv3ttDofD4etGBJrMzEzi4+PJyMgoM+U7ENjtdtLS0khKSiIkRPF/Ea/IyTGDjqWkQHa2ybDt08fscKOjK/ww6q8i1qH+KmId6q8i1qH+KlZw9OhRtm3bRosWLYiKiqregzkTfoqPkWIRDoeDgoICwsLCsNlsvm5OlZT3WVY0bqiatiIi/iw6GsaPN4OOWXSHKyIiIiIiIjVMvx0tT0FbEREr0A5XREREREREJGjomgARERERERERERERP6JMWwk8qamQnq7MRBERERERERERsSQFbSVwZGfD7NlmwKasLIiNrdKATSIiIiIiIiIiIr6k8ggSOGbPhgULIDQUmjY1/xcsgFmzfN0yEREREREREf+RmgobNpjBjkXELynTVgJDaqrJsC1eEsH5PyUFhg9XqQQR8SyVYhERERERq9EVqiKWoaCtBIb0dLPDadrUfXl8POzYYc4eKqgiIp6gA10RERERsSrnFapJSeb3c0aGmQcYP963bRMRNyqPIIEhMdEETjIy3JdnZEBMjAK2IuI5KsUiIiIiIlZU8grVyEjXdEqKSiWI+BkFbSUwNGhgMt3S0sxfbq5ruk8fBW1FxDN0oCsiIiIiVuW8QjU+3n15fLy5mkzHsuJFNpuNjz/+uMzbt2/fjs1mY/369TXWJn+noK0EjtGj4ZJLoLDQlEQoLDTzo0f7umUiEih0oCsiIiIiVqUrVMWL0tPTGTNmDE2bNiUyMpLk5GT69+/P999/D8CePXsYOHCgj1tpLappK4EjOtrU4Bk+3FXDVjsdEfGk4ge6xbcvOtAVEREREX/nvELVWcM2Pt4cx6almYQnHctKNQwdOpS8vDzeeOMNWrZsSWpqKl9//TX79+8HIDk52ccttB5l2krgSUqCDh20wxERz1MpFhERERGxMl2hGjSysrJIS0sjOzvb68916NAhVqxYweOPP06fPn1o1qwZPXr0YNKkSVx44YXAseURVq1aRefOnYmKiqJbt26sW7fumMfdsGEDAwcOJDY2lgYNGnD11Vezb98+AD799FMSEhIoLCwEYP369dhsNiZOnFh0/xtuuIGrrroKgP3793PllVdywgknEB0dzSmnnMK7775btO6bb75JvXr1yM3NdWvD4MGDufrqqwH4+eef6dOnD7Vr1yYuLo6uXbvy008/eeAdLJ2CtiIiIpWhA10RERERsSrnFapz5sDzz5v/48eb5RIQ8vLyWLlyJZ988glffPEFixYtYuXKleTn53vtOWNjY4mNjeXjjz8+JuhZmqysLM4//3zatWvHmjVrmDJlCnfeeafbOocOHaJv37507tyZn376icWLF5Oamspll10GwBlnnMHhw4eLgr3Lly+nfv36LFu2rOgxli9fTu/evQE4evQoXbt25bPPPmPDhg3ceOONXH311axatQqASy+9lMLCQhYtWlR0/7S0ND777DOuu+46AIYPH07jxo1ZvXo1a9asYeLEiYSHh1f5fTselUcQERGpDJViERERERGr0zFswFq7di0bN24kJiaGuLg4cnNz2bhxIwCnnXaaV54zLCyMefPmMWrUKF555RW6dOnCWWedxRVXXEHHjh2PWf+dd97Bbrfz2muvERUVRfv27dm5cydjxowpWmfmzJl07tyZRx99tGjZ66+/TpMmTfjzzz85+eST6dSpE8uWLaNbt24sW7aM8ePHM3XqVLKyssjIyGDLli2cddZZAJxwwglugeFbb72VJUuW8P7779OjRw9q1arFsGHDmDt3LpdeeikAb7/9Nk2bNi0K/P7zzz/cddddtGnTBoCTTjrJ4+9lccq0FRERqQqVYhERERERET+SlZXFtm3biImJISYmhrCwsKLpbdu2ebVUwtChQ9m9ezeLFi1iwIABLFu2jC5dujBv3rxj1t20aRMdO3YkKiqqaFmvXr3c1vnll19ISUkpyuKNjY0tCpZu3boVgLPOOotly5bhcDhYsWIFQ4YMoW3btnz33XcsX76cRo0aFQVWCwsLeeihhzjllFOoW7cusbGxLFmyhH/++afoOUeNGsWXX37Jrl27AJg3bx4jR47EZrMBMGHCBG644Qb69evHY489VtQOb1HQVkRERERERERExOJycnLIy8sjMjLSbXlkZCR5eXler28bFRXFOeecw+TJk/nvf//LyJEjefDBB6v0WNnZ2VxwwQWsX7/e7W/z5s2ceeaZAPTu3ZvvvvuOn3/+mfDwcNq0aUPv3r1ZtmwZy5cvL8qyBXjyySd5/vnnueeee0hJSWH9+vX079+fvLy8onU6d+7MqaeeyptvvsmaNWvYuHEjI0eOLLp9ypQpbNy4kUGDBvHNN9/Qrl07Pvroo6q9WRWgoK2IiEggSk2FDRtMCQcREREREQl40dHRREREHFNXNjc3l4iICGJiYmq0Pe3atSs1UNy2bVt++eUXjh49WrRs5cqVbut06tSJjRs30rx5c0488US3P+frcNa1ffbZZ4sCtM6g7bJly4rKGgB8//33XHTRRVx11VWceuqptGzZkj///POYtt1www3MmzePuXPn0q9fP5o0aeJ2+8knn8z48eP58ssvGTJkCHPnzq3y+3M8CtqKiIgEkuxsePZZGDUKxo2DG24w8zk5vm6ZiIiIiIh4UWxsLC1atCA7O5vs7GwKCgqKplu0aOG1oO3+/fs5++yzefvtt/nll1/Ytm0b//nPf3jiiSe46KKLjll/2LBh2Gw2Ro0axW+//cbnn3/OU0895bbOmDFjOHDgAFdeeSWrV69m69atLFmyhGuvvZbCwkIA6tSpQ8eOHZk/f35RgPbMM89k7dq1/Pnnn26ZtieddBJLly7lv//9L5s2bWL06NGkpqaW2radO3fy6quvFg1ABnDkyBHGjh3LsmXL+Pvvv/n+++9ZvXo1bdu29cRbWCrLBm0PHDjA8OHDiYuLIyEhgeuvv56srKxy17/11ltp3bo1tWrVomnTpowbN46MjAy39f755x8GDRpEdHQ0SUlJ3HXXXRQUFHj75YiIiHjG7NmwYAGEhkLTpub/ggUwa5avWyYiIiIiIl7WtWtX2rdvj8PhIDMzE4fDQfv27enatavXnjM2NpaePXvy7LPPcuaZZ9KhQwcmT57MqFGjePHFF0td/5NPPuHXX3+lc+fO3HfffTz++ONu6zRq1IjvvvuOwsJCzj33XE455RRuv/12EhISCAlxhTPPOussCgsLi4K2devWpV27diQnJ9O6deui9e6//366dOlC//796d27N8nJyQwePPiYtsXHxzN06FBiY2Pdbg8NDWX//v1cc801nHzyyVx22WUMHDiQqVOnVu/NK4fN4XA4vPboXjRw4ED27NnDrFmzyM/P59prr6V79+688847pa6/YcMGHnzwQUaOHEm7du34+++/uemmm+jYsSMLFiwATFHiTp06kZyczJNPPsmePXu45pprGDVqlNtodceTmZlJfHw8GRkZxMXFeeT1+iO73U5aWhpJSUluHUZE/I/6a5BITTUZtqGh7gOkpaVBYSHMmaOB0yxA/VXEOtRfRaxD/VWs4OjRo2zbto0WLVq4DdJVFc4MW+dAZFbicDgoKCggLCysaBCwmtS3b1/at2/PCy+8UOXHKO+zrGjcMKzKz+5DmzZtYvHixaxevZpu3boBMGPGDM477zyeeuopGjVqdMx9OnTowAcffFA036pVKx555BGuuuqqoi/Cl19+yW+//cZXX31FgwYN6NSpEw899BD33HMPU6ZMISIiosZeo4iISKWlp0NWlsmwLS4+HnbsMMFbBW1FRERERAKeFYO1vnbw4MGiergzZ870dXOsGbT94YcfSEhIKArYAvTr14+QkBB+/PFHLr744go9jjOiHRYWVvS4p5xyCg0aNChap3///owZM4aNGzfSuXPnUh8nNzfXrchzZmYmYM7k2e32Sr8+q7Db7TgcjoB+jSKBQv01SNSvD7VrQ2ame3A2MxNiYyExEfQd8HvqryLWof4qYh3qr2IFzu+p8y+YOV9/Tb4PnTt35uDBgzz22GOcfPLJ1Xpu52dYWmywotshSwZt9+7dS1KJTKGwsDDq1q3L3r17K/QY+/bt46GHHuLGG290e9ziAVugaL68x50+fXqpNSzS09PdRsILNHa7nYyMDBwOhy4vEfFz6q9B5Lzz4PvvITwcYmLMwGSxsfB//wcOh8m2Fb+m/ipiHeqvItah/ipWkJ+fj91up6CgIKjHV3I4HEWDjdVkeYTNmzcXTVf3/S8oKMBut7N//37Cw8Pdbjt8+HCFHsOvgrYTJ048pvBwSZs2bar282RmZjJo0CDatWvHlClTqv14kyZNYsKECW6P36RJExITEwO+pq3NZiMxMVE7PRE/p/4aRIYPh5wcWLbMBGxjYqB3b7M8OtrXrZMKUH8VsQ71VxHrUH8VKzh69CiHDx8mLCys6KrwYFYy2GklYWFhhISEUK9evWNq2la0XrFffQPuuOMORo4cWe46LVu2JDk5mbQSmUIFBQUcOHCA5OTkcu9/+PBhBgwYQO3atfnoo4/cvgDJycmsWrXKbf3U1NSi28oSGRlJZGTkMctDQkICfmdgs9mC4nWKBAL11yARGwvjx5sgrbOGrerYWo76q4h1qL+KWIf6q/i7kJAQbDZb0V+wcjgcRa/fqu+D8zMsbZtT0W2QXwVtExMTSUxMPO56vXr14tChQ6xZs4auXbsC8M0332C32+nZs2eZ98vMzKR///5ERkayaNGiYyLbvXr14pFHHikaURJg6dKlxMXF0a5du2q8MhERkRqmYK2IiIiIiCUFez3bQOCJ+tl+FbStqLZt2zJgwABGjRrFK6+8Qn5+PmPHjuWKK66gUaNGAOzatYu+ffvy5ptv0qNHDzIzMzn33HPJycnh7bffJjMzs2jAsMTEREJDQzn33HNp164dV199NU888QR79+7l/vvv55Zbbik1k1ZERERERERERMQTwsPDsdlspKenk5iYaNks0+pyOBwUFBQQFhZmuffA4XCQl5dHeno6ISEhREREVPmxLBm0BZg/fz5jx46lb9++hISEMHToUF544YWi2/Pz8/njjz/IyckBYO3atfz4448AnHjiiW6PtW3bNpo3b05oaCiffvopY8aMoVevXsTExDBixAimTZtWcy9MRERERERERESCTmhoKI0bN2bnzp1s377d183xGYfDgd1uLyoXYUXR0dE0bdq0WuVYLBu0rVu3Lu+8806Ztzdv3twtnbx3794VSi9v1qwZn3/+uUfaKCIiIiIiIiIiUlGxsbGcdNJJ5Ofn+7opPmO329m/fz/16tWzZA3q0NBQj2QJWzZoKyIiIiIiIiIiEmhCQ0MJDQ31dTN8xm63Ex4eTlRUlCWDtp4SvK9cRERERERERERExA8paCsiIiIiIiIiIiLiRxS0FREREREREREREfEjqmnrBc4BzzIzM33cEu+y2+0cPnw46GuMiFiB+quIdai/iliH+quIdai/ilhHoPdXZ7zQGT8si4K2XnD48GEAmjRp4uOWiIiIiIiIiIiIiL85fPgw8fHxZd5ucxwvrCuVZrfb2b17N7Vr18Zms/m6OV6TmZlJkyZN2LFjB3Fxcb5ujoiUQ/1VxDrUX0WsQ/1VxDrUX0WsI9D7q8Ph4PDhwzRq1KjcTGJl2npBSEgIjRs39nUzakxcXFxAdiKRQKT+KmId6q8i1qH+KmId6q8i1hHI/bW8DFunwCsMISIiIiIiIiIiImJhCtqKiIiIiIiIiIiI+BEFbaXKIiMjefDBB4mMjPR1U0TkONRfRaxD/VXEOtRfRaxD/VXEOtRfDQ1EJiIiIiIiIiIiIuJHlGkrIiIiIiIiIiIi4kcUtBURERERERERERHxIwraioiIiIiIiIiIiPgRBW1FRERERERERERE/IiCtiIiIiIiIiIiIiJ+REFbERERERERERERET+ioK2IiIiIiIiIiIiIH1HQVkRERERERERERMSPKGgrIiIiIiIiIiIi4kcUtBURERERERERERHxIwraioiIiIiIiIiIiPgRBW1FRERERERERERE/IiCtiIiIiIiIiIiIiJ+REFbEREREbEUm81W9Ddv3rwaec7mzZsXPeeUKVNq5DlFREREJHgpaCsiIiJicampqTz00EOcddZZNGjQgIiICGJiYmjfvj3XX389X3zxBQ6Hw9fN9FtWD8guW7bMLZDt/AsNDSUhIYEuXbpwzz33sHfvXo8958iRI4uep3fv3h57XBERERExwnzdABERERGpupkzZ3LHHXdw9OhRt+X5+fn89ttv/Pbbb7z++uts27aN5s2b+6aRAeC+++4jIyMDgNNPP93HrakYu91ORkYG69atY926dbz55pusWrWKJk2a+LppIiIiInIcCtqKiIiIWNQTTzzBPffcUzQfGhrKoEGD6Nq1KzabjS1btrBkyRJSU1N92MrAMGrUKF83ocIuv/xyunXrRmZmJh9//DG//vorAHv37uXZZ5/lmWee8XELqy4vLw+Hw0FkZKSvmyIiIiLiVSqPICIiImJBv/32G/fee2/RfFJSEqtXr2bhwoU88MADTJ48mTfeeIMdO3Ywe/ZsoqOjAdi+fbvbJfTLli1ze9zevXsX3TZy5Mii5SXv98033/D888/TunVratWqRYcOHXj77bcByM7OZsKECZxwwglERUXRuXNnPv7442NeQ3m1aaty+f2BAwe4++676du3L82bN6d27dpERETQoEEDzjnnHN566y23MhHO5/j777+Llk2dOtWtXU6llVB47bXXipbFxMSQnZ3t1p5Dhw4RFRVVtM78+fPdbv/kk0+46KKLaNiwIREREdSpU4ezzz6b+fPnV6ucxYABA7jzzjuZNm0aK1asICIioui23377rdT7rFixgiuuuIKmTZsSGRlJXFwcvXr14qWXXiI/P79ovXnz5mGz2XjjjTeKli1fvrzU71RZ36Xij1PyfS7tfhs2bGDw4MHUq1ePyMhINm3aVOr3+L333qNnz55ER0dTp04dLr30Unbs2HHMa120aBEDBgygQYMGhIeHExcXR6tWrRg8eDDTp0/HbrdX9i0XERER8Thl2oqIiIhY0IwZMygsLCyaf/nll+ncufMx64WHh3slS/Tuu+9mzZo1RfMbN27k6quv5vDhw8ybN49Vq1YV3bZ+/XqGDBnC0qVL6du3r8fb4rR7926efPLJY5anpaXx1Vdf8dVXX5GSksLrr7/ukee77LLLGDduHDk5OeTk5LBo0SKuvPLKots//PBDcnNzAYiPj2fIkCGAKVswcuRI3nrrLbfHO3ToECkpKaSkpLBw4ULeffddQkNDq9XG+Ph4YmNjOXDgAAD169c/Zp377ruPRx991G1ZXl4eK1euZOXKlfz73//miy++ICYmplptqYpffvmF00477ZiAeEmTJ0/mu+++K5o/cuQICxYs4Oeff+aXX34hKioKMMHia6+91u2+hw8f5vDhw/z1118sXLiQ8ePHF60vIiIi4isK2oqIiIhY0Ndff100XadOHQYPHlyjz79mzRoGDBhA9+7dmTNnDnv27AHg5ptvBuDCCy+kffv2zJgxg6ysLBwOB08++aRXg7YhISG0bduWHj16kJycTEJCAkePHmXdunV88sknOBwO5s6dy0033USPHj244oor6NChA48++igHDx4E4JxzzuHcc8+t0PPVrl2bSy65hDfffBOAd955xy1o+8477xRNX3HFFdSqVQswZS2cAVubzcbQoUM59dRT2bZtG2+99Rb5+fn85z//oVOnTm7Z1JWVmZnJvHnzigK2YALNxb333ntuAdv+/fvzf//3f6SmpvLGG2+QlZXFihUrGD9+PLNnz6Z79+48+eST/Pvf/+ann34CoGXLlowZM6boMVq1alXlNpe0bt06wsLCuPrqqznppJP4/fffSw2ofvfdd3Tv3p3+/fuTkpLC999/D8DmzZv5+OOPueKKKwBzcsOpe/funH/++RQUFLBjxw5+/PFHNm3a5LG2i4iIiFSHgrYiIiIiFrRr166i6ZNPPpmQkJqtenXuuefy+eefY7PZaNy4MaNHjy66bdCgQSxcuBAAh8PBY489BsDq1au92qZ27drx22+/8c8//7B69Wr27t1LeHg4Z5xxBmvWrCl6z5YsWUKPHj0YMGAAAwYM4MUXXywK2p5++unceeedFX7O6667rihou2TJEg4cOEDdunXZu3evW+mJ6667DjBZtk8//XTR8smTJzN16tSi+TZt2nD33XcD8MwzzzBx4sRKf7bXXnvtMdmk0dHRTJ06lQsvvNBt+RNPPFE0fc0117iVPTjrrLOKgrxz587lscceo3379rRv354NGzYUBW2bNGlSqfesshYsWMBFF13ktmz79u1u8z169OC7774jPDyc/Px8GjduTFpaGmC+d86gbfEB+1544QVOO+20Yx63eDkJEREREV9R0FZEREREKm3YsGFFtUibN2/udlvxbM7iWZfOwKi37N+/nxEjRvDZZ5+Vu97OnTs99pxnnnkmrVq1YuvWreTn5/PBBx8watQo3n///aLyFe3bt6dHjx4A/PHHH+zbt6/o/tOmTWPatGmlPvb+/fv5888/adOmTbXbefHFF3PTTTe5LcvJyWH9+vVF82+++WZRALqkgoICVq1axYABA6rdlsro0KHDMQHb0txwww2Eh4cDpiRIixYtioK2xb93Z5xxBr/88gtgsqp79erFSSedRLt27TjzzDM55ZRTvPAqRERERCpPA5GJiIiIWNAJJ5xQNP3nn39WeeCqkvdz1mA9nkaNGhVNl8xMLH5bWJgrR6C8Nla1HcVdf/31xw3YVvWxy1JykC1nSYTipRGKZ70WL1VQEenp6ZVu0+WXX86jjz7K+eefX7Rs/vz5XHTRRW7v88GDByv1valKW5yq+vlWNGBd8sRBZGRk0XTxgcUeffRRBg4cCEBWVhZLly5l5syZjB07lo4dO9K7d+/j1s8VERERqQnKtBURERGxoL59+7J582bABN8WLlxYobq2JS+1P3LkSNG03W5n69atFXp+Z1ZjaYoHastjs9mKgnnF2wEUvbaKys7O5tNPPy2a79u3L7Nnz6ZZs2aEhobSo0cPr5VnGDFiBA8++CB2u51vv/2W7777jh9//BEw78VVV11VtG7dunWPuW+HDh3KfOySwciKGDBgQFEg+aabbmLWrFkAfPPNN7z99ttcffXVACQkJLjd78ILL+SMM84o83G7dOlSqXYU/65V9fOt6OBnJb+PzizwkuLi4vj888/ZuXMnK1eu5M8//+S3337jo48+Iicnh+XLl/PEE0+4lawQERER8QUFbUVEREQsaOzYsbz66qtFl+CPGTOGFi1acOqpp7qtl5+fzxtvvMGFF15IUlLSMYG6lStXct555wHw6quvViubsrISEhKKLl1fuXJl0SBmS5YsYc2aNZV6rIyMjKL3Akxd3ZYtWwKmJIHzkvjSFA/45eTkVOp5wdR07devH19++SV2u51rrrnGrR0NGjQomm/dujX16tVj//79gAlmllYPNi0tje+//54mTZpUuj3FPfbYY7z33ntkZGQAphzDsGHDCA0NJSYmhk6dOhWVSNi/fz+33XbbMQHQjIwMvvjiC9q3b1+0rCLvWfHv2rp168jLyyMiIoJdu3a51c6tSRs2bKB169Y0btyYSy65pGj5bbfdxgsvvADA2rVrfdI2ERERkeIUtBURERGxoPbt2/PQQw9x7733ArB37166devG+eefT+fOnbHZbGzZsoUlS5aQmppKv379AJNpePLJJ/Pnn38C8Mgjj7Bu3TqOHDnCN998U6OvoXv37nz55ZcAvPXWW+zatYtatWoVLasMZ0D60KFDADz88MOkpaVRUFDA66+/Xu7l+CeccAJbtmwBYN68edSqVYvatWvTqlUrLr744go9/7XXXlvU7m3btrktLy4kJIQJEyZw3333AfD+++/z119/cc4551C7dm327t3LTz/9xI8//si//vWvCj9/WRISErjlllt49NFHAdiyZQv//ve/GTZsGAB33XUXw4cPB+D777+nY8eOXHDBBdSpU4f9+/ezbt06vvvuOxo2bFg0mBe4l+dYs2YNt912G02aNCEiIoJx48YB5vP96KOPip63S5cutG3blpSUlKKgdU278847WbVqFX379qVJkyYkJiaye/du5s6dW7ROyRMbIiIiIr6goK2IiIiIRU2aNImYmBjuvvtucnNzKSgo4OOPP+bjjz8u93533303N9xwA2BKIjjLCrRs2ZKIiAh+//13bzcdMAHDpUuXFpVIcAaN69WrR6tWrVi1alWFHyssLIyJEycyceJEwNSOfeyxxwAzmFWLFi3KzN4dMmQIy5cvB0zdVufAYIMGDapw0PTiiy+mTp06boNeNWjQgEGDBh2z7sSJE/n999956623APjpp5/46aefKvhKK+/222/nueeeK8qIffTRR7nyyiux2WwMGzaMDRs2MH36dAB+//33Cn3+gwcP5qGHHsJut2O324uyVGNiYoqCttdffz1PP/10UYB248aNbNy4kZCQEPr378+SJUu88XKP6+DBgyxYsKDU26KiooraLyIiIuJLGohMRERExMLGjRvHtm3bmDJlCv/6179ITEwkLCyM6Oho2rZty5gxY1i2bBnNmjUrus/111/Pq6++Stu2bYmIiCA5OZkxY8awatUqt0v5va1fv3589NFHdOnShYiICOrVq8fw4cNZs2YNbdu2rfTj3XPPPbz00kucfPLJhIeHk5yczKhRo1i+fDmxsbFl3u+WW25hypQptGzZssL1eEuKjIzkyiuvdFt21VVXlfp4ISEhvPnmm3z22WcMHTqUxo0bExERQWRkJM2aNeOCCy7gueee4913361SW0pKTEwsCtKDCZ46M2DBBHG///57rrrqKlq0aEFkZCTh4eGccMIJnHvuuTz66KN8/fXXbo/ZqVMn3n33Xbp06UJUVFSpz5uUlMTy5csZOHAgsbGxxMTEcPbZZ7Ns2TK3rN2adNddd3Hbbbdx2mmnccIJJxS97y1btmTEiBGsWrWK7t27+6RtIiIiIsXZHFUdalhEREREREREREREPE6ZtiIiIiIiIiIiIiJ+REFbERERERERERERET+ioK2IiIiIiIiIiIiIH1HQVkRERERERERERMSPKGgrIiIiIiIiIiIi4kcUtBURERERERERERHxIwraioiIiIiIiIiIiPiRMF83IBDZ7XZ2795N7dq1sdlsvm6OiIiIiIiIiIiI+AGHw8Hhw4dp1KgRISFl59MqaOsFu3fvpkmTJr5uhoiIiIiIiIiIiPihHTt20Lhx4zJvV9DWC2rXrg2YNz8uLs7HrfEeu91Oeno6iYmJ5Z4ZEBHfU38VsQ71VxHrUH8VsQ71VxHrCPT+mpmZSZMmTYrih2VR0NYLnCUR4uLiAj5oe/ToUeLi4gKyE4kEEvVXEetQfxWxDvVXEetQfxWxjmDpr8crqRq4r1xERERERERERETEghS0FREREREREREREfEjCtqKiIiIiIiIiIiI+BEFbUVERERERERERET8iIK2IiIiIiIiIiIiIn5EQVsRERERERERERERP6KgrYiIiIiIiIiIiIgfUdBWRERERERERERExI8oaCsiIiIiIiIiIiLiRxS0FREREREREREREfEjCtqKiIiIiIiIiIiIG4cDHnwQ+veHefOgoMDXLQouCtqKiIiIiIiIiIiImy+/hGnTzP9rr4V27eCzz9zX2b8fZs6EIUPg1Vd9085ApaCtiIiIiIiIiIiIuHn2Wff5zZvh/PNh+nT4/Xe46ipo2BBuuQU++ghuvBHuvddk6FbW0aMmOCwuCtqKiIiIiIiIiIj4AYcD3n0XvvvOt+347TdYssRMN2kCZ53luu3ee6FtW5g/H/Lz3e83fTrcdBNs2VLx59q6FU4/Hc47D1asqH7bA4WCtiVMmTIFm83m9temTRtfN0tERERERERERALcY4/BsGHQpw+sWeO7djz3nGt6wgRISYFHHjl2vfr14Y474KGHXMtmz4aTToLWrWHhwvKf56OPoGtXWLcOCgtNGQbVzjUUtC1F+/bt2bNnT9Hfd74+vSEiIiIiIiIiIgEtOxueftpMFxTA449X7H5HjpiAZ1kcDvj0U3jrLfMcx7Nvn1kXoHZtuO46sNlMhu2HH0LdulCvnsmq3bYNnnoK7r/fDFYWGup6nD//hMGD4dFHSy+Z8N57phZuRoaZP/lk8/hhYRV73YFOQdtShIWFkZycXPRXv359XzdJRERERERERET83NSpcMopcPXVpnzA4cMVv+/rr5uBvZw++MCUDijPyy9DdDQ0bQqTJ5sganH//AMDB8IFF8A110CzZjBlCuTklP2Yzz9vaswC3HADxMW5brv4YtizB9LSYOJEiI113TZiBGzaZIK5p53mWn7ffeb9cD4mmOm77nLNX345rF4NHTuW/3qDic3hqEp54MA1ZcoUnnzySeLj44mKiqJXr15Mnz6dpk2blnmf3NxccnNzi+YzMzNp0qQJBw8eJK74NzvA2O120tPTSUxMJCRE8X8Rf6b+KmId6q8i1qH+KmId6q9SE5YuhQED3L9frVo5+OUXB1FR5d+3oABOPtnG33/b3JaPGePgxRdLD90dOAAtWtjIynK/T9euDs44wwwWtmIFZGfbjrnvoEEOFi069nH37DHtyMmxER7u4PffHTRvXn7bS+NwmEzh++5zvR+nnebgww8dNGhgAsMTJoQUtWXhQge2/zUz0PtrZmYmderUISMjo9y4oRKOS+jZsyfz5s2jdevW7Nmzh6lTp3LGGWewYcMGateuXep9pk+fztSpU49Znp6eztHipxECjN1uJyMjA4fDEZCdSCSQqL+KWIf6q4h1qL+KWIf6q3hbfj7cemt9Sl7UvnWrjZdeyuTqq4+Ue/+PPori778TAOjRI48NG8LIyQlh7ly45ZZ06tU7NsD69NMxZGUdG6tas8Z2TD3c5ORCevTI47PPoigstPHZZzY++eQAPXu6jyR2771x5OREA3DNNTlERx8mLe04L74M110HDRpEcuut8Rw5EsLKlTa6dbMzceJhHnnE1e4JE/aTnu4qZBvo/fVwBdOvlWl7HIcOHaJZs2Y888wzXH/99aWuo0zbwDzzIRJI1F9FrEP9VcQ61F9FrEP9Vbzh6FFYtAgaNIBVq2DiRPPd6tHDwYQJDq64whuEuZQAAJErSURBVMyfdJKDjRsdbvVenbKz4Zln4IknTHYrwFdf2fnkExvPP2/mr7/ewaxZrkxUMGUXWrSwcfCgjdBQB8uWOfj2W1iwwMa6da4V69VzcNll8PDDDhISYO5cuOEG066+fR18+aUrLPjHH3DKKTYKC23Uru1g82YHiYnVf5/WrYPBg23s3Hlsxu8VVziYP989NBno/VWZth6SkJDAySefzJYtW8pcJzIyksjIyGOWh4SEBOSXqzibzRYUr1MkEKi/iliH+quIdai/iliH+qt4kt1uBtFasuTY22bMsNGjh43Zs+Gbb2DzZhuffGJjyBD39Q4ehNNPN2UMnHr3hrPPDuGkk+CVVyA3F157zUbbtjbuuMO13qxZ5v4AV11l41//svGvf5nBwv76ywRg27SB5s1t/wv2moDpiBGm5uzWrfD11zb++19zv9xcuPVW14Bmd91lo0GDY4OsVdG1qwlqDx8OKSmu5aGhMG2ajZCQY58nkPtrRV9T4L1yD8vKymLr1q00bNjQ100RERERERERERE/8NxzpQdsR46EHj3M9N13u5Y//rip81rcE0+4ArahoXDLLfDRR2CzmYHF5sxxrXvXXbBggZnevRueespM22wwaZL747ZsaQYfa9ECt+xcgLAwMzCY0z33wK+/wuDB8PXXZllyMkyYcJw3oJIaNjSPv2QJ9Oxp2vXQQ3DSSZ59nkCiTNsS7rzzTi644AKaNWvG7t27efDBBwkNDeXKK6/0ddNERERERERERMTH1q93D5RefrkJfDZsCE8+6Vp+7rnQsSP88ovJNP3kE7jwQnNbWhq88IKZjoiA1avNusVddZXJiJ0yxQR8r7zSDD42axakp5t1Lr0UWreuXPuvugoefthk5P73v+7PGxMD//63+e9pNpt5T84912T0llYuQlyUaVvCzp07ufLKK2ndujWXXXYZ9erVY+XKlSR6ooiHiIiIiIiIiIhY1tGjMGwY5OWZ+TvvhPfeg40b4auvoH5917o2m3u27bBhJngLJvM2J8dM33jjsQFbpwceMCUNAAoKYPRoWLvWzDdr5gr8VkZ4OLz4IkRFuS+PjYXFi+HMMyv/mJWlgO3xKdO2hPfee8/XTRARERERERERET/00EOwaZOZ7twZHnmk/PWvvBI+/ND8ZWfDeeeZwOvMmeb2qChTh7YsNhu89prJfHXeByAuDj77zAyCVhUDB8Kff8L778N//gNHjpgaur16Ve3xxPOUaSsiIiIiIiIiInIc69aZDFkw2apvvWVKG5QnJATmz3dlr+7fD48+ajJ2AW6+2ZRVKE9oqMmMfeghM1+rlqlv27591V8LQJMmcMcdsHIl/PyzArb+RkFbERERERERERGRcuTnw3XXmVqsAPffX/GgaVQULFwI3bu7L09KMgOBVYTNZp7z779h2zY455yKt12sSeURREREREREREREyvHSS2YAMoAOHWDixMrdPyHBZLSuXg2HD5vgb+fOJnBbGU2bVm59sS4FbUVERERERERERMqQkQEPP+yaf+2145dFKE1ICPTs6bl2SWBTeQQREREREREREZEyPP64qUULMHw49Ojh2/ZIcFDQVkREREREREREpBS7dsFzz5npiAj3jFsRb1LQVkREREREREREpBRTp8KRI2b65puheXOfNkeCiIK2IiIiIiIiIiIiJezcCfPmmem4OLjvPp82R4KMgrYiIiIiIiIiIiIlPPcc5Oeb6bFjoX59nzZHgoyCtiIiIiIiIiIiIsUcPAizZpnpyEgYN8637ZHgo6CtiIiIiIiIiIhIMTNnQlaWmb72WmjQwLftkeCjoK2IiIiIiIiIiMj/HDkCL7xgpkNC4M47fdseCU4K2oqIiIiIiIiIiPzPnDmQlmamL70UWrXybXskOCloKyIiIiIiIiIiAhw9Co895pqfNMl3bZHgpqCtiIiIiIiIiFRZbi689x5s3errlohU39y5sHu3mb7oIjj1VN+2R4KXgrYiIiIiIiIiUiV2OwwaBFdeCe3awYwZ4HD4ulUS7BwOWLYM9uyp3P3y8tyzbCdP9mizRCpFQVsRERERERERqZLZs+Hrr810Xh6MG2eyE/ft8227JLiNGgV9+phatDNmmJMLFfHCC/DPP2b6vPOga1fvtVHkeBS0FREREREREZFK27ED7r772OWffGIuKf/mm5pvk8iHH8Jrr5npI0fMiYT+/SErq/z7LVkC99zjmn/gAe+1UaQiFLQVERERERERkUopLDTZjIcPm/nrr4fPPoPERDO/ezf06wdvv+27NkrwSUuD0aOPXf7VVzB1atn3+/13uPxyV0bupEnQs6d32ihSUQraioiIiIiIiEiF2e0mYLtkiZlv1AieespcTv7zz9C3r1nucMDEiVBQ4Lu2SvBwOEzA1lmaY/BgWLoUoqLM/EsvlV7jNjcXhg6FjAzX/R5+uCZaLFI+BW1FREREREREpEIcDrj1Vpg718yHhZnphAQz37AhfPklDBhg5nftMuUSRLztrbfg44/NdGIizJplsr1vvtksO3IEHn302Ps98QT89puZPuUU8zghipaJH9DXUEREREREREQqZNYsmDnTTIeEwLvvwrnnuq8TEgK33eaaf/nlmmufBKcdO8zJBKdXXoGkJDN9zz0QE2OmZ82Cv/92rffHH66s2tBQE7CNja2ZNoscj4K2IiIiIiIiInJc6emm1qfTvHlwySWlr3vuudCypZleuhQ2b/Z68yRI2e1w3XWQmWnmr7oKhgxx3Z6U5DqJkJ8P06aZaYcDbroJ8vLM/IQJZgA9EX+hoK2IiIiIiIiIHNd998GhQ2b6mmvg6qvLXjckxATEnJzZueKyciU8/bQpIeFNDof5C1Tz5pmBxgBOOAFmzDh2nTvvhPh41/obNpj/y5aZZS1awIMPer+tIpWhoK2IiIiIiIiIlGv1apgzx0zHxcHjjx//PtdeC5GRZvq556BdOxMYc2Y21rTcXLjtNhtDhsC//+2bdhw9amr89ukDvXqZYOLw4d57PrvdBNcjIkzJgECTmeme/f3aa676ysXVqQP33mum7XZT5/aOO1y3v/yyq4SCiL9Q0FZEREREREREynX33a5szalTITn5+PepX989ILlpk7k03Rn8rWkvvRTDiy/a+OgjuOIKaNIEPvzQu8+5ejWMHWsu2R8wAOrVgwsvdGV4AixfDnv3euf5n30W5s+HggIYPx527vTO8/jKI49AWpqZHjoU+vcve91x46BpUzO9YgUcPGimr7yy/PuJ+IqCtiIiIiIiIiJSpk2bXEHGk0+GW26p+H2few6mTzdZpU7vv+/J1pXO4TDPc/vt8NtvsG0bzJjhPsJUWhpcfrmpuespf/8NOTlm+tNP4f/+D156yQROlyxx3QZQq5Zr+rPPPNcGp59/dmWXgsnyfeABzz+Pr2zebILSYDK6n3yy/PWjosx3sbiEBNdjiPgbBW1FREREREREpEzFM2PHjIHw8Irft3ZtmDgRvv/eBHzBZDmmp3u2jfn58OWX8PHHJjjat68JyD7/PHTrBkOH2jh61AaYLNuBA839CgpMhub69dVvw8MPQ/Pm0KgR3Hijedz8fPd1GjQwg2YtWuSqwwqmZIInHTkCw4YdWwJi3jz45RfPPpcvHD5s6io739877jB1aY/niivM98HpqafMZyLijxS0FREREREREZFS5ebCG2+Y6YiI8gcfK4/NBhdfbKbtds8GKdPSTEZr//7mOQYMgJQU1+1HjsDPP5uAbXKyg1mzzPMPHmxuP3zY3OeHH6rehr//hoceMtMZGfDqq66A6ZVXmqzQPXtg925Td/WCC+C00yApyayzdKnJhPWUV181GcYAnTqZgDKYDOS77/bc8/hCTo55/1auNPMnnOBe17Y8ISHw9tsmqH/33abusoi/UtBWREREREREREq1cCHs32+mhwwxNVmryhm0Bfjoo+q1y2nLFjj9dFM7tqQWLUzAtLgnnnAQFwehofDOOyZwCpCaCmedZYKdVTFtWukDm11yCbz5Jpx4oqkDHFIsChMSAoMGmemcHPjmm6o9d0kFBe6X/M+bZzJRmzUz80uWmCCyFeXnm+/h8uVmvk4dU1oiNrb8+xXXurXJcn78cffPQ8Tf6OspIiIiIiIiIqUqHsQcNap6j9W9uykdAKaUweHD1Xu8P/6Af/0Ltm418yecYLJdJ0yAGTNgwwYTmH3rLWjTxsE11+QwbJjr/rVqmbqzZ51l5vPzTVmDWbMq345588x0QoLJcH3sMXj6aVPLNiys7PtecIFr2lPZxx99BNu3m+kBA+DUU00915tucq3jqQBxTbvrLhN0BoiLM9+jU0/1bZtEvEVBWxERERERERE5xvr1rrqrrVpB797Ve7yQEFe2bV4evPceHDxYtcfauhXOPttkyAK0b2/KG9x/vwmWjh0L0dHmtquugo0bHTz+eCY2m/vj1KtnShOMG+dadscdZuCyinrgAVPyAcwl923bwj33mOBxRET59z3nHNc6n35qyhdUh8Nh6rQ63XGHa/rss13TVgzavvWWqVEMpq7yZ5+516cVCTQK2oqIiIiIiIiIm4ICuP561/yYMZ65lLx4iYQbb4S6dU190ZIDdpVn5UoTgNy928x36gTffgtNmlStTeHhJhg4erSZz842g4U5A7HlmTED3n/fTCcluQd/KyI21hVM3bnTvRZvVXz/PaxaZaZPPdW8t05dupiB4QCWLat+gLgmrVhhvi9OL75osqxFApmCtiIiIiIiIiLi5rnnYO1aM92+Pdx6q2ce98wzTW3X4r75xmSZHs+BAyZw16sX/POPWdaunblEvm7d6rftySehaVMzvWyZGdhs9Gj4979d63z0EXTsaGrVPvgg3Hab67bHHoOYmMo/b/HB3aZMqXow1eFwDYYGJsu2eGZxWJirFERammugMn906JApb5Gba7K9+/d3DdQ2erR7AFckUCloKyIiIiIiIiJFtm41l/yDCfrNmXP8y/wrKjzcBGhvvhnOO8+13FkTtizffmsyR4vX2O3c2QT0EhM907bateG111zzX30Fs2fDFVeY2rhbtsDw4fDrr/DBB2bwMWeA9b774Nprq/a8l18ObdqY6RUrXCUpKuvTT00AG0zw+fLLj12nTx/XdHWzer1lzx5zouCUU0zd2vPOgyNHzG0DBsALL/i2fSI1RUFbERERERERESlyxx2uINmtt8Jpp3n28bt2hZdegkWLzOBhAJ9/brI/iysoMEHM224zwcadO83y2rVNJvCqVdCwoWfb1q8f3HvvsaUgRo+GK690vS/FXX+9e4ZrZYWGmgxbpwceqHy2bW6uqaHr9OSTpQfaiwdt/bWu7d13u0pf5OW5SmdcfDF8/LHnTiCI+DsFbUVEREREREQEgOXLYeFCM92wITz8sPeeKzTUVRqgoMBkszotXgyNG5tyCi+84Kov27u3uaz/ttvM5f7e8MgjkJVlSjAMH26WZWXBTz+Z6RYt4Isv4PbbYfp0eOUVjhngrLIuvdRkl4Kp2duuHVx2Gbz+uikVcDzPP28ygcG8Z5deWvp6p54KdeqY6eXLK1a3tyatWAFvv22m4+KgdWsTQL/+elOmIjLSt+0TqUkK2oqIiIiIiIgIdrt7tubDD7sGrvKWESNc084SCfPmwfnnQ2qq67bwcFOO4KuvTDDX22rVMgObvfIKnHyy+22vvWYu03/2WZg40TPB45AQmDrVNf/77/Cf/5hgZXKy+Z+TU/p99+1zBddDQkwAt6wgckiICXyDqRG8eHHNDEh2+LApx5Cd7Xru2283g6MlJUFUlGlX8cHvHn/cvA8FBaZER3i499sp4k8UtBURERERERER5s93DT7WsaN7QNVb2rSBnj3N9M8/Q9u2pjZsYaFZ1q8fvPUW7NoFkyeb7NyaFBtrMjyjosz8rbe6lxjwpCFDTJmEjh3dSwDk5pqM2/PPdwU9i3vqKRMUBRP07NSp/Ocp3v5Bg6BZM/csZ09LSzP1h88+2zzX7bebz/n552HdOkhPN69x+XLYvNncp3NnGDXKTFc3i1nEqhS0PY7HHnsMm83G7bff7uumiIiIiIiIiHhFTo6p5er09NM1FyAdOdI1/fvvrulx42DJErjqKs8NNlYVnTqZYPZHH5laut5is8GDD5rgdXa2KZNw220mcAwmU3XAAFeAFkxA9MUXzXREhGsAufJcfLF7BvWOHaYMhDde29Gj5vm2bjXz+/ebYK2zfnFoqMlobtbMdZ+QEPOaajpAL+JvFLQtx+rVq5k1axYdO3b0dVNEREREREREvObZZ10DfZ13nslwrSlXXQU9epjp6Gho1QpmzDBBxJIDgvlK27YweHDNtScszGQgP/ccfP01JCSY5d99ZwK7Tk8+6cq+vfHGipWOaNwY/vzTDAbXt69r+fjxnq1h7HCYbNn//tfMx8e7B2IvusjUDf7nH9i2zdQqfvFFM0Da6ad7rh0iVmVzOGqieon1ZGVl0aVLF2bOnMnDDz9Mp06deK6Cp50yMzOJj48nIyODuLg47zbUh+x2O2lpaSQlJRHiL3tSESmV+quIdai/iliH+qsEir174aSTzGBboaHwyy9mIKyalp/vvbqlVu+va9fC//2fyVytVw9274aDB82gaEeOmAG6/voLGjWq3OM6HKZW8JQprmU//2xKNFRHXh5cd50puQEmGL9ihRkE7d13zeMPGqTSB1I6q/fX46lo3NBLYy1a3y233MKgQYPo168fDx/nVFNubi65ublF85mZmYD5ktn9bShGD7Lb7TgcjoB+jSKBQv1VxDrUX0WsQ/1VAsUDD9jIyjLRsxtucNCmjQNffK1DQ/Ha81q9v3bqBIMH23jvPRv798Onn9pZscLGkSPmcxs92kFyctU+t8mTIS/PxqOPmsd6/30HHTpUPb8vIwOGDrWRkmIez2Zz8MYbjqJauxMnmv8OR80MgibWY/X+ejwVfV0K2pbivffeY+3ataxevbpC60+fPp2pxYd5/J/09HSOHj3q6eb5DbvdTkZGBg6HIyDPfIgEEvVXEetQfxWxDvVXCQQbNoTx2mv1AIiNtTN27D7S0gIvUBII/fXCCyN47726ADz+eAG//GLSkqOiHFx/fXq1PrfLLgth+vREHA4b779fyNix+6r0OAUFcOWVdfjuu8iitr388iH+9a/cojq2IscTCP21PIeLF6Yuh4K2JezYsYPbbruNpUuXEuUcHvI4Jk2axIQJE4rmMzMzadKkCYmJiQFfHsFms5GYmBiQnUgkkKi/iliH+quIdai/itUVFMA999iw201G5KRJ0K5dfR+3yjsCob9ecgnccYeDPXtsrFoVUbR8zBjo0KF6n1tSkqkj+/33sHlzGPv3J9G2beUf5+67bXz3nfk+1a/vYNEiBz17xlerbRJ8AqG/lqei8UYFbUtYs2YNaWlpdOnSpWhZYWEh3377LS+++CK5ubmElhjCMDIyksjIyGMeKyQkJCC/XMXZbLageJ0igUD9VcQ61F9FrEP9Vazs+edNrVSA9u3hzjtD/GbgL2+wen8NCTGDtj35pGtZdLQJvIeEVL847NChJmgLsHBhCO3bV+7+//43PP20mQ4Lg48/ttGrl4rWStVYvb+Wp6KvKfBeeTX17duXX3/9lfXr1xf9devWjeHDh7N+/fpjArYiIiIiIiIiVrNlCzzwgJm22WDOHIiIKP8+4nvXXOM+f8st0KCBZx774otd0x98ULn7/vqrGXjM6fnnzcBpIlJ1yrQtoXbt2nTo0MFtWUxMDPXq1TtmuYiIiIiIiEhZ8vMhPNzXrSjdpEngHIJl3Dg47TTftkcqpkMH6NEDVq2C2Fi46y7PPXbz5tCli8m+XrsWtm83y47n0CET8M3JMfMjRpiSDSJSPcq0FREREREREfGw556DuDjo1Qt+/tnXrXH3xx+uTMoGDeDhh33bHqmc996D8ePhyy8hMdGzjz10qGv6ww+Pv77dDsOHw9atZr5LF3j5ZZO9LSLVo6BtBSxbtoznnnvO180QERERERERC3j1VRNUO3oUVq6Ebt1g2jRwOHzdMuPJJ11tmTDBZGyKdbRoAc88Y04IeNqQIa7pigRtH3sMPv/cTNerZ+5Tq5bn2yUSjBS0FREREREREfGQDz+Em25yX1ZQAA8+aDIkfW3nTnjzTTMdH39sWyW4tWkD7dqZ6f/+F/bsKXvd7793r4v83nvQrJn32ygSLBS0FREREREREfGAXbvg6qvNJeMAt99uasc6zZ3rk2a5eeYZU2sXzCBWcXG+bY/4H2e2rcMBH39c+joHDsCwYVBYaOYnT4Z+/WqkeSJBQ0FbEREREREREQ+4/37XYEzDhsHTT8Mjj0DLlmbZ119DWprv2vf22/D882Y6Kgpuu813bRH/VbyurbP2cUljxsA//5jpM880QVsR8SwFbUVERERERERKWL8eFi6seB3atWvhjTfMdJ06MGMGhISYy8avuMIst9vhP//xSnOPa948uOYaVxbwnXdCUpJv2iL+7dRTTd1cgGXLYP9+99s/+QTef99M160L8+dDWFiNNlEkKChoKyIiIiIiIlLMhg1w2mkweDDcfffx13c44I47XAHeyZNNMMvJGbQF39S1/fJLuO46V/tuucUMjCZSGpvNVSKhsNAEaZ0OH4abb3bNP/88NG5cs+0TCRYK2oqIiIiIiIgUc//9kJtrpp9+GlJSyl//o49MRiJAq1YmKFpchw6uwZ2++851WXlN2L8fRo50BWzHjTNZwDZbzbVBrKesEgn33WcGswPo3x+GD6/ZdokEEwVtRURERERERP7nxx9NWQQnhwNGjICMjNLXP3QIxo51zT/+OEREuK9js8GVV7rmnZeWe5vDATfeCHv2mPn+/eHZZxWwlePr2RMaNTLTX3xhTjRs2gQvvmiWRUfDyy/ruyTiTQraioiIiIiIiPzP/fe7puvXN/937IB+/Uw92vx89/XvvtsVFB00yHVZeUmXX+6afu01V21Zb3rzTfjwQzNdrx68/rqpsytyPCEhMGqUmS4sNGUQHnnElbF9//2uurci4h3aXIuIiIiIiIgAX38NX31lplu2hB9+gLg4M//TT3DZZabMwcaNZtmXX8Krr5rp2rXLzzw86SQ44wwz/fvvsGiR914HwMGDZrAxp1dfdWVOilTEzTdDVJSZfuUVePddM12/Ptx6q+/aJRIsFLQVERERERGRoJeaCtdc45qfMgVOPNEEV1u3di3fsgX+7/9M0GrQINfyxx6DJk3Kf46JE13T06e7sha94YEHYN8+M3355XDxxd57LglMSUmmNAhATo4rO3zCBIiN9V27RIKF3wVtlyxZwmWXXUa3bt1o1aoVLVu2dPtr1aqVr5soIiIiIiIiAaSgwAQ2d+8282eeCcOGmemzzjK1PL/6Cjp3NssyMkxtz4ICM3/uuXDTTcd/noEDoWNHM71qFSxfbgJhng7e/vILzJxppqOj4amnPPv4EjzGj3fPHq9T59iB9kTEO8J83YDinnzySSZOnEiDBg3o0aMHp5xyiq+bJCIiIiIiIgHu/vtNABVMCYH334fQUNftNhv07QvffmsGFPv0U7M8JATuuw8mT65YrVibzWTbOgPCgwfD0aOQkABLl4InfgLn5ZnL2p1ZkffdB40bV/9xJTi1bg0XXuganG/8eFfJEBHxLpvD4c0LMiqncePGtG3bls8//5zw8HBfN6fKMjMziY+PJyMjg7gA3prZ7XbS0tJISkoiRNXsRfya+quIdai/iliH+mtgSE01ZQ3y8yE83ARve/Uqe/3CQnjiCVi7Fu64A047rXLPV1BgAmF//eW+fNAgVzC4qgoKTFB5wQIz36qVqb8bGVm9xw0E6q9Vt3kzXHSROaHx0UemfrOINwV6f61o3NCvMm0PHjzIJZdcYumArYiIiIiIiFjHq6+agC3A7beXH7AFk4E7aVLVny8sDJ57Di65xJRFCAmB3Fz47DNThqFt26o9rt0Oo0a5ArZRUfDGGwrYSvWddBL89puvWyESfPwqXN2jRw/++OMPXzdDREREREREgkBBAbzyipkOCTFlBWrCBRdAVpYZ3Gn6dNfyZ56p+mPOm2f+wGQMf/SRGTBNRESsya+CtjNnzuTDDz/knXfe8XVTREREREREJMAtXAi7dpnpCy6A5s1r7rnDw03W7Q03QHy8Wfbmm7B37/Hvm50NX3wB775ratjm5cHUqa7b58+HAQO8024REakZflUe4fLLL6egoICrr76aMWPG0LhxY0KLV38HbDYbP//8s49aKCIiIiIiIoHixRdd07fc4ps21K4NN94ITz5pgq8PPQQzZrgPbJaSAo8/DocPm4HLNmww64IJzg4cCP/8Y+YHDoRLL6351yEiIp7lV0HbunXrUq9ePU466SRfN0VEREREREQC2MaNsGyZmW7dGvr29V1bxo2DZ5815RpmzjT1Q197DVq2NJm3Q4bAoUOl33fxYvPnNG1ajTRZRES8zK+Ctsuce0wRERERERERL3rpJdf0zTe7Z7bWtMaN4eGHYeJEM79sGXTuDB9/bLKBiwdsbTZTxuGss+C990zmrdOFF0K3bjXXbhER8R6/qWmbk5NDvXr1eOqpp3zdFBEREREREQlgGRmmfixATAyMGOHb9gDccw989RU0a2bmMzPhnHPgww/NfGIipKWB3Q5//QVz58K//w3FKwoqy1ZEJHD4TdA2OjqasLAwoqOjfd0UERERERERCWBvvmkG8wK45hrXQGC+1rcv/PorDBpk5gsLXbfNmGECt8VdeKEJ3J56Kjz2mPkvIiKBwW+CtgBDhw5lwYIFOBwOXzdFRERERETEcvLyYOFC+PNPX7fEf9nt/jEAWVlq14aPPoKRI13LLroILrus9PWHDoX1602mroiIBA6/qml7xRVXcPPNN9OnTx9GjRpF8+bNqVWr1jHrdenSxQetExERERER8V8FBXD++bB0qZnv39/USO3d26fN8jtff+0KavfuDe3b+7Q5pQoPh9dfhx49YMsWmDzZ1LIVEZHg4VdB297FjiZWrFhxzO0OhwObzUZh8WtEREREREREhHvvdQVsAZYsMfOLF5vaqGI8+aRr2t+ybIuz2WDMGF+3QkREfMWvgrZz5871dRNEREREREQsxeEwNVqdwciwMGjcGLZvN6UAJk6Efv2UqQmwfLkrsN2ihSk7ICIi4o/8Kmg7wh+G7BQREREREalBBQUmmNisGZx4YsXvt20bvPWWCdhu3epa/uyzJkOze3dYtw7WroVFixSgdDjgvvtc81OmmDIEIiIi/sivBiITEREREREJFna7GXCqY0eTCXvSSTB4MKxcWf791q2Ds86Cli3hwQfdA7YjRphL/kNDYepU1/IHHzTPF8wWL4bvvzfTbdvC8OG+bY+IiEh5/CrT9rrrrjvuOjabjddee60GWiMiIiIiIuI527ebwOHSpfDLL/D335Cf777OwoUmK/bdd+Hyy499jB07TH3a/ftdy2w2OPtsGDkShg1zlUE4/3zo1g1++gl+/hk+/hiGDPHSi/NzBQWm5q/TtGkmsC0iIuKv/Cpo+80332ArUWipsLCQPXv2UFhYSGJiIjExMT5qnYiIiIiISNXMnAm33lp2tmuPHrBrl/lzOMy6554Ldeq41snLg0svdQVsW7WC6683GaNNmx77mDabybYdNMjMP/IIXHxxcNa2ffppWL/eTHfuHLzBaxERsQ6/Ko+wfft2tm3b5vb3zz//kJOTwwsvvEDt2rX5+uuvfd1MERERERGRClu9Gm67zT1gGxMDp5xigoeLFpmSCH/9ZYKqAOnp7vVXAe66C3780Uw3bw6rVsGkSaUHbJ0GDoQuXcz02rXw3Xcee1mW8dtv8MADZjokxATQQ/zql7CIiMixLLGrCg8PZ+zYsZx77rmMHTvW180RERERERGpkKwsU7KgoMDMX3ONCeJmZpoSCR98ABdcYLJfIyLghRdMQBfglVdMaQMwAdoXXjDTERHwn/9A3brHf36bDcaPd80/+6znXpsVFBTAtdeaLGWAO+6A007zbZtEREQqwhJBW6dTTz2Vb7/91tfNEBERERERqZBx42DLFjPdowfMmWPqzJaV6dm4MUyZYqYdDhg92gQeH3rItc7jj5vHqKjLLoOGDc30xx+bjN5gMW+eCXgDtG7tPjibiIiIP7NU0Hbp0qVER0f7uhkiIiIiIiLH9Z//wNy5Zjo2FubPh/Dw49/vttugQwczvXatyRT99FMz37gxjBlTuXZERIDzgkWHw5WxG+jy800dX6dXX4VatXzXHhERkcrwq4HIpk2bVuryQ4cO8e2337J27VomTpxYw60SERERERGpnH/+gRtvdM2/+CKceGLF7hsebjJyTz/d1MF9+23XbffcA5GRlW/PjTeabN2jR+G110wwM9DHeH7zTdi+3UwPGABnnOHT5oiIiFSKXwVtpzivAyqhTp06tGrVildeeYVRo0bVbKNEREREREQqobAQrroKDh0y85dfbmrZVkbPnjBhAjz1lGtZcjJcf33V2lS/PgwfbgK2WVnwxRdwySVVeywryM+Hhx92zT/4oO/aIiIiUhV+FbS1Fx9OVURERERExIJmzoQVK8x006ZmQDGbrfKPM20aLFwImzeb+bvuqt7l/VdcYYK2AAsWBHbQtniWbf/+GnxMRESsx69q2n777bekp6eXefu+ffs0EJmIiIiIiPittDSYPNk1//bbkJBQtceqVQveew9OOgkGDoSbbqpe2846C+rVM9OffgpHjlTv8fyVwwHPPeeaV5atiIhYkV8Fbfv06cPSpUvLvP3rr7+mT58+NdgiERERERGRips0CTIyzPS111a/jmqXLvDnn/D551DdMZnDw+Gii8x0djYsWVK9x/NXP/4IGzaY6dNPh169fNseERGRqvCroK3D4Sj39tzcXEJDQ2uoNSIiIiIiIhX344/w+utmOj4epk/3bXtKU7wkwoIFsGyZyQz+6y+fNcnj5sxxTWtIFBERsSqf17T9559/2O4sNgT8/vvvpZZAOHToELNmzaJZs2Zebc/LL7/Myy+/XNSm9u3b88ADDzBw4ECvPq+IiIiIiFiX3Q5jx7rmp06FBg18156y9O1rAsoZGfDuuzB/vln+5Zcm6Gx1hw+bkhIAtWvDpZf6tj0iIiJV5fOg7dy5c5k6dSo2mw2bzcYjjzzCI488csx6DoeD0NBQZs2a5dX2NG7cmMcee4yTTjoJh8PBG2+8wUUXXcS6deto3769V59bRERERESs6fXX4aefzHSHDnDLLb5tT1kiIkyJhDffNIFmp1WrYP166NTJVy3zjPfeM6UfAIYNg5gY37ZHRESkqnwetL3sssvo0KEDDoeDyy67jHHjxnFGicJPNpuNmJgYOnXqRAMvn66+4IIL3OYfeeQRXn75ZVauXKmgrYiIiIiIHOPgQVPL1mnGDAjz+S+tsg0bZoK2YOrc5ueb6ddeM223suKlEW64wXftEBERqS6fH0q0bduWtm3bAibr9swzz6RFixY+bpVRWFjIf/7zH7Kzs+lVTvX63NxccnNzi+YzMzMBsNvt2Iufvg4wdrsdh8MR0K9RJFCov4pYh/qriHU4++sDD8C+fWbZ5Zc7OPNMB/7chfv1g1degQMH4PLLoX17G0eP2pg/38HjjzuIivJ1C6tm+XJYtcoM29Kpk4POnf37c5Capf2riHUEen+t6OvyedC2uBEjRhRN79mzh7S0NE488URiaviall9//ZVevXpx9OhRYmNj+eijj2jXrl2Z60+fPp2pU6ceszw9PZ2jR496s6k+ZbfbycjIwOFwEBLiV2PaiUgJ6q8i1qH+KmIddrudr77K55VXbADUqmXn7rv3kZbm/z8yL7rINT1oUDwffFCLgwdtvPlmBoMHW+83jMMBEyfWBSIAuPbaDNLTrfc6xHu0fxWxjkDvr4cPH67QejaHw+HwclsqZeHChdxzzz1s3rwZgKVLl3L22Wezb98+zjnnHB588EEGDx7s1Tbk5eXxzz//kJGRwYIFC5gzZw7Lly8vM3BbWqZtkyZNOHjwIHFxcV5tqy/Z7XbS09NJTEwMyE4kEkjUX0WsQ/1VxDrS0+107mxjz55QAB57zM5dd/m4UVWQkgL9+pntTb9+DpYs8d1PRIcDbLbK32/JEjjvPPMa2rRx8MsvDkJDPdw4sTTtX0WsI9D7a2ZmJnXq1CEjI6PcuKFfZdp+8sknDBkyhF69ejFs2DCmTJlSdFv9+vU54YQTmDt3rteDthEREZx44okAdO3aldWrV/P888+XOQhaZGQkkZGRxywPCQkJyC9XcTabLShep0ggUH8VsQ71VxH/53DAjTfa2LPHRBh794Y77wzBit22Tx9o2RL++gu+/trGtm02WrWq+XasWGEygJs1g0cfhYEDK3Y/hwMeeMA1P3WqjfDwKkR+JeBp/ypiHYHcXyv6mvzqlU+bNo0zzzyT7777jltKGW61V69erFu3rsbbZbfb3TJpRUREREQkuL31FixaZAKD9eo5ePttLJvZGRICo0aZaYcDnnrKN+148EEzqNv69XDeeSZoe/Dg8e/3/PPw009m+tRT4ZJLvNpMERGRGuFXQdsNGzZw2WWXlXl7gwYNSEtL82obJk2axLfffsv27dv59ddfmTRpEsuWLWP48OFefV4REREREbGG3Fz3zM45cxyccILv2uMJo0dDbKyZnjsXUlNr9vn/+suUaShu8WK4/fby7/fSSzB+vGv+4YexZLaziIhISX61O4uOjiY7O7vM2//66y/q1avn1TakpaVxzTXX0Lp1a/r27cvq1atZsmQJ55xzjlefV0RERERErGH2bPj7bzPdp08uF17o2/Z4Qp06JnALJij9wgs1+/zz5rmmhwyB+Hgz/fbb8PvvZd9n7FjX/P33w/nne6uFIiIiNcuvgrZ9+vThjTfeoKCg4Jjb9u7dy6uvvsq5557r1Ta89tprbN++ndzcXNLS0vjqq68UsBUREREREQCys002p9PEiRUbAdoKxo+H8HAz/dJLMGYMXHYZLF3qWufoUdi50zX/yy/QqROccQbs3Vu15y0sdAVtQ0JgxgyYONHM2+1QbKiTIqmpMG6ca/7ee2HatKo9v4iIiD/yq6DtI488ws6dO+nevTuzZs3CZrOxZMkS7r//fk455RQcDgcPPvigr5spIiIiIiJB6oUXwFmx7ZJLHHTseGzCiVWdcAJcfbWZzsiAV16B//zH1JZ9/XX48ENo0sT8jRwJ330HffvCzz+b6Ysugpycyj/v11/Djh1meuBAaNQIbr0VkpLMsn//2zxHcZMnw+H/xctHjDCBdJvGHhMRkQBiczgcDl83oriNGzdy2223kZKSQvGm9e7dm5deeom2bdv6sHUVk5mZSXx8PBkZGcTFxfm6OV5jt9tJS0sjKSkpIEfzEwkk6q8i1qH+KuK/du+GNm1MsDAkBH791U7duoHVX//8Ezp3rlrwFWDoUHj//crVlb3iChOYBfjgA1MeAeC551z1as8/Hz75xEyvXw9duphB02rXhi1bXAFekbJo/ypiHYHeXysaN/S7V96+fXu++uor9u3bx48//sgPP/xAamoq33zzDW3btsXPYswiIiIiIhIk7rrLld05apQJ4Aaak0+GdetMVu2PP8Jttx27jrOEglPnzq5BzD74AJ59tuLPt3cvfPSRma5f370m7U03UTTA26efmjINdrsZnMz5s3DyZAVsRUQkMPld0NapTp06dO/enZ49e5KYmEheXh6zZ8+mdevWvm6aiIiIiIgEmeXL4Z13zHTduvDII75tjzedfDJcfDH06GECsI8/DqGhJqt13jzYvBl69zbr/utfkJJiMmWd5Qlmz3YFVY9n5kzIyzPT118PERGu26Ki4NFHXfO33WYC58uXm/lWrdzr2oqIiASSMF83ACAvL49FixaxdetW6tSpw/nnn0+jRo0AyMnJ4cUXX+S5555j7969tGrVysetFRERERGRYJKfD2PHuuanT4d69UzWZ6Cz2eDuu+GaayAuDqKjzfJvvoFdu0wmrM0G550HZ55pAqp//gmbNkG7duU/9tGj8PLLZjo01P09drrqKhPY/fFH85ibNpnlISHmvpGRnnutIiIi/sTnQdvdu3fTu3dvtm7dWlT6oFatWixatIiIiAiGDRvGrl276NGjBzNmzGCIs8CRiIiIiIhIDXjySdiwwUx362YyQoNNcrL7vM0GjRu7L7v4YlcW7IcfHj9oO38+7Ntnpi+99NjHAxOcff55OO009+UvvgjnnFPx9ouIiFiNz8sj3HfffWzbto27776bTz/9lBkzZhAbG8uNN97I+eefT5MmTUhJSWHlypUMHToUm4YEFRERERGRGvL77zBtmpl2ZneGhvq2Tf7q4otd0846tWVxONxr3zoHHCtNz54wYoRr/q67YMyYqrVRRETEKnyeabt06VKuvfZapk+fXrQsOTmZSy+9lEGDBrFw4cKAHClORERERET8m91uBhzLzTXzEyaYTFspXdOm0LUrrFkDa9fC9u3QvHnp6374IWzcaKZ79TL1c8szY4apJdywIdxxhydbLSIi4p98Hg1NTU3ltBLXujjnr7vuOgVsRURERETEJx5/HL77zky3agVTp/q2PVZQvJrdxx+Xvs6hQ+71a++++/iPW7s2PPOMybLVT0QREQkGPt/dFRYWEhUV5bbMOR8fH++LJomIiIiISJB79124917X/KuvugbhkrIVL5Hw4Yelr3P33bB3r5k+/3y46CLvt0tERMRqfF4eAWD79u2sXbu2aD4jIwOAzZs3k5CQcMz6Xbp0qammiYiIiIhIkFm+HEaOdM0/9BD06eOz5lhK27bQpo2pBfzdd/Dzz3Dqqa7bly0zAXAw2bMzZ5pBzURERMSdXwRtJ0+ezOTJk49ZfvPNN7vNOxwObDYbhYWFNdU0EREREREJIrm5MHw45OWZ+VGj4L77fNsmqxk92gws5nDApEnw+edmeX4+FP+J99hj0KSJb9ooIiLi73wetJ07d66vmyAiIiIiIgLA3Lmwa5eZ7tNHmaBVMWYMPPcc/P03fPEFpKSY93LGDNi0yazTsyfcdJNPmykiIuLXfB60HTFixP+3d+dxNtbvH8ffZ2YY61iyRWRJi1bZvipZo5JIGyFSqRAiX0SWlD2VEkpCGypL2r5J1pIQIqUokWgUZsYyM8y5f39cv+Oesc4wM/c5Z17Px2MePp/73HPf12E+M+M617k+XocAAAAAADpyxKo/A0aNkqI8/x9T6ImOlp55Rgr8V++//7WWCIMH29znk8aPZ0MxAABOhx+TAAAAACDp7betOlSSbr5Zql7d23hCWZs20pVX2nj1aqlqVSkhweYPPyxVq+ZdbAAAhAKStgAAAAByvJQUadgwd36SLTeQAZGR0pgxJx4vUkR67rnsjwcAgFDDm30AAAAA5HjvvCNt2WLj+vWl667zNp5w0Lix9M030scfS0uXSrt3S2PHSsWKeR0ZAADBj6QtAAAAgBwtOdnttypJgwZ5FkrYqV3bPgAAQMbQHgEAAABAjjZlivT77za+6Sapbl1v4wEAACBpCwAAACDHOnxYGjrUnT/7rHexAAAABARd0jY+Pl4jRoxQkyZNVLVqVX333XeSpL1792rs2LHaEmg0BQAAAADn6JVXpL/+snHz5lLNmt7GAwAAIAVZT9s///xTdevW1Y4dO1S5cmX9/PPPOnDggCSpaNGimjRpkv744w+99NJLHkcKAAAAINTt2CENGWJjny9txS0AAICXgipp27t3byUkJGjdunUqUaKESpQokebxFi1a6OOPP/YoOgAAAADhpHt36eBBGz/yiHTlld7GAwAAEBBU7RG++OILdevWTVWqVJHP5zvh8YoVK2rHjh0eRAYAAAAgnMyfL82ZY+OSJaXhw72NBwAAILWgStoePnxYxYsXP+XjCQkJ2RgNAAAAgHB08KDUtas7f+EFqXBhz8IBAAA4QVAlbatUqaKlS5ee8vG5c+eqatWq2RgRAAAAgHDzzDPS9u02btRIatXK23gAAACOF1RJ2x49emjGjBkaOXKk4uLiJEl+v19btmxRu3bttGLFCj3xxBMeRwkAAAAgVG3YII0da+PoaOnVV20TMgAAgGASVBuRtW3bVn/88YcGDBig/v37S5JuvvlmOY6jiIgIDRs2TC1atPA2SAAAACAD9uyR7rpLOnJEGjdOql7d64hyLr9fevRR6ehRmz/1lFS5srcxAQAAnExQJW0lqX///mrXrp0+/PBDbdmyRX6/X5UqVVLLli1VsWJFr8MDAABADuc4Uq9e0po1VrFZrdrpz+/fXwp0ALvuOunZZ6Unn5Qiguo9bznD229L33xj44svlvr08TYeAACAUwm6pK0klStXjjYIAAAACEpffGEbV0lS48aWkL388pOfu2mT9MYb7vzIEUsUxsZKY8ZkfaxwHT5sCfSAV1+19ggAAADBKKhe369Zs6ZeeOEF/fnnn16HAgAAgBzkk0+k++6TFi8+87mvveaO9+61xO22bSc/t29fe0u+JNWu7fZOfeklaevWc4k4YxITLWHZt68lL3OiF1+UAv/NuO02qWFDT8MBAAA4raBK2kZGRqpXr14qX768brjhBr3yyivavXu312EBAAAgjO3YYT1n33vPEnljx0rr10u9e0sPP2zjgF27pI8+Svv5f/0lNWliCdzUFi2S5s+3cZky0pdfSk8/bfOjR6VBg7LuOaXmONbHddgwaeRIa82Q08TGSsOH2zgyUho1ytt4AAAAziSokrYrVqzQtm3bNHz4cCUlJalbt24qW7asGjRooNdee03//POP1yECAAAgzPTvb5WoklXF9uolXXONtS+YPNnG994rbdkivfmmu4nVI49Il15q419+ke64Q0pKsiTppElS06buPZ55RsqXz6593nl27N13pQ0bsv75vfCCNG2aO3/1Vemzz7L+vsFkyBApIcHGDz8sXXaZt/EAAACcic9xHMfrIE7lt99+08yZMzVr1iytX79eUVFRatCggT7//HOvQzut+Ph4FSpUSHFxcYqJifE6nCzj9/sVGxurEiVKKIKdNICgxnoFQgfrNXutWSNVr27jPHnc5O3J5Mljide9e63Nwdat9metWlbJKVmC99AhS+IG1K4tLVtmFZ6S9PzzbrVrs2YnVu5mpgULpJtvdls0BJQqZQnjYsWy7t7B4uefpSuukFJSpAIFLPlesmTmXJv1CoQO1isQOsJ9vaY3bxjUz7xixYrq16+fvv/+e02aNEl58+bVggULvA4LAAAAYcBxrPI1YMQI6YMPpEqVpP/8xypSX3hBKlHCHk9MdFsgNG4sVagglS9vSdc8eez4unVpE7aPPWZtEQIJW0nq3NnaJUjWPuGDD7Lm+cXHSw884CZsBwyQbrnFxrt3Sx07npjMDUd9+1rCVrJN4DIrYQsAAJCVgjpp++2336pnz54qV66cHn30UUnSfffd53FUAAAACAeffiotWWLjiy6yBOudd1ol5ooVNu/Rwypqn3hCSl3o0amTO65VS3rnHSlXLpvnzi1Vq2bJ3Fdfterc1PLmtQRx6mvt3Hnuzyc21jZT69jR+uwOGOBet3FjaxHwxhtue4b589PGEY6WLJHmzbNx6dJSz57exgMAAJBeUV4HcLw1a9Yca4mwY8cO5c2bV7fddpvuvfde3XrrrYqOjvY6RAAAAIQ4x3E3BZNsk6rcuU9+boECtjlZq1bSs89KlStLLVqkPadlS+mPP6w1QvnyaStrT6ZNG0smfvCBtG+f1LatNHSodMklUvHiGX8+KSlS69bSV1/Z/KOP3KrgfPmsx25EhHT++dLbb0u33ur+HdSsKTVqlPF7BrukpLRJ2ueeOzGBDgAAEKyCKmlbqVIlbdu2Tblz59Ytt9yikSNHqlmzZsrHb1cAAADIRHPmSGvX2rhqVauwPZOaNU/ff/b889N/f5/PEqnffGNVsYsXS3Xq2GODB0uDBqX/WpIlnQMJW0n69193PGSIJZIDbr7ZvYffb9W5v/1myelw4Ti2Udz339v8qqukdu28jQkAACAjgqo9QpUqVTRt2jTFxsZq9uzZuvfee0nYAgAAIMPi4601webNJz7m96dNig4daknU7Fa0qDR9etq2C5JV827dmv7rLFvmPp+ICDf5K9nGaD16nPg5AwZY8laS9uyRZs/OSOTBb+RIado0G+fNK02ZcubqZwAAgGASVEnb+fPnq23btipYsKBnMQwfPlw1atRQwYIFVaJECbVo0UKbT/bbPgAAALLdX39JzZrZZmHdu0vffWdVlan5/VLTplKXLrah2J9/pn181ixp40Yb16plrQK80rChtGqVbXgWiOPo0fRX2jqObWwW2FBs0CCr2p04Ubr/funDD6Wok7y3LiJCGjjQnU+dei7PIrjMni316+fOp0+3HsMAAAChxOc4x/+am322b98uSSpXrlya+ZkEzs8KN998s1q1aqUaNWro6NGjeuqpp7Rx40Zt2rRJ+fPnT9c14uPjVahQIcXFxSkmJibLYvWa3+9XbGysSpQooYjjS0QABBXWKxA6cup6TUiQZs6U/vc/qUwZqWtX2xwstc8/t7e4//NP2uOtW1uf1sBf18svS926uY/ffLNtOhaopq1RQ1q92sZffCHddFPWPKeMio+XKla01gY+n7R+vXTllaf/nC++kJo0sXGNGraBWnorSh3Heuj++qvNt22TLrzwrMMPCmvWWKXx4cM2f+456amnsu5+OXW9AqGI9QqEjnBfr+nNG3ra07Z8+fLy+Xw6fPiwcufOfWx+JikpKVkW0+eff55mPnXqVJUoUUJr1qzRjTfemGX3BQAAyIkcx97K/uyz0sGD7vGXX7Zk66WX2gZhn3wibdhw8mu8954lHwcNssRj6ipLyZK9b74pdexoydpAwvbaa4NrA66YGIv9ySft7+WJJywZXarUqT9n7Fh33KdPxloA+HxShw5S//42nz497eZsoWbnTun2292Ebbt2J34tAAAAhApPk7ZTpkyRz+dTrly50syDSVxcnCSpaNGiHkcCAAAQXhzHEobDh5/4mN9v1bGffnriY02bSi+9JH32mbVI8Ptts62UFGn+fDf5W7u2VZ5KlgCtX982/wp47DFvetmeTufO1iph505p4UKrOm7WzNodHJ+83bjRKpMlqUIFqUWLjN+vXTvrb+s41gN2wIDg+ztJj/XrpebNrX2GJF1/vfT666H5XAAAACSP2yMEO7/fr9tvv1379+/X8uXLT3leUlKSkpKSjs3j4+NVtmxZ7du3L+zbI+zZs0fFixcPy3J1IJywXoHQkZPW68CBPj33nJtVe/BBR/ff72j5cmncOJ/+/jttxq12bUcdOjjq2NFthTBqlNSv34l/Txdc4GjDBkdPPOHT1Kl2nSuucPTbb9KhQz7FxDjascNRgQJZ9/zO1ty50r33+nT0qPv8a9Z0tHixo+ho97yHH/ZpyhQ758UX/Xr88bO7X+PGPi1caNfp2dNR9+6OLrjgbKPPXo4jzZghderk06FD9hwqVHC0YoWj4sWz/v45ab0CoY71CoSOcF+v8fHxKlKkyBnbIwRV0rZjx4565JFHVKtWrZM+/t1332nixImaMmVKtsTz2GOP6bPPPtPy5ct1wWl+cx08eLCGDBlywvFffvnF003Vsprf71dcXJwKFSoUlosICCesVyB05JT1+tVXudWmjftOpuHD49Shw+Fj86NHpZ07I7VzZ6T27/epatUjOv98/wnXcRzpoYcK69NP8xw7dsEFKZo4cb+qVTui+Hifbr31PG3dmvYNZg88cFDDhiVkwTPLHL/9FqlZs/Lq7bfz6t9/redB27aHNHp0vA4e9Gns2PyaNCm/UlJ8ionxa82aPSpQ4Ox+rZ89O4+6dCl8bB4Z6WjQoAQ9/PChzHgqWWbTpigNHFhQX3/tZrKvuSZZU6bsP+nXSlbIKesVCAesVyB0hPt6TUhI0MUXXxxaSduIiAi9/fbbuu+++076+MyZM3XfffdlaU/bgK5du2revHlaunSpKlSocNpzqbQNz1c+gHDCegVCR05Zr3Xr+rR8uVVGjh3rV/fuZ3+tgwelYcN8SkmRmjd3VKuWW4krST//LNWu7VN8vFu5um6d/4ybfAWD77+X6tTxKTHRYr/0Uke7dklxce5zGTDA0ZAhZ/8rvd8vPfGETxMmSCkpdt2ICEdLlji67rpziz+rLFsm3XSTT0eOuH8Pbdo4mjTJUd682RdHTlmvQDhgvQKhI9zXa3orbT3taZtRf/31l/Jm8W9hjuPo8ccf15w5c7R48eIzJmwlKTo6WtGp36v2/yIiIsLyiys1n8+XI54nEA5Yr0DoCPf1uny5fUhSlSpS9+4ROpenWrBg6r64JzYxrVLFNiu77TarzL3hBunqq0Pj77Z6detn26GDzX/+2X1+0dHSU09J/fv7FBFx9s1bIyJs47e+fa038OuvS36/T+3b+7R+vYKyhcSgQdKRIzauWFEaPVq64w6fJ/tjhPt6BcIJ6xUIHeG8XtP7nDxP2s6bN0/z5s07Nn/ttdf05ZdfnnDe/v379eWXX6pGjRpZGk+XLl307rvvat68eSpYsKB2794tSSpUqFCWJ4wBAAByghEj3HGfPjqnhG163XqrNG+e9MknlpwMJe3bS7/+Ko0cKeXKJRUpYpusjRghXXRR5t2nTBnp1Vdtg7MVK6TffpNatZLuuEO69lqpatXMu9e5WLtWWrLExpdcYpuQnaR+AgAAIKR53h5h+PDhGjZsmCTp0KFDyp07t6Ki0uaSfT6f8ufPr2rVqmns2LG6+OKLsyyeU706/+abb6pDoMThDOLj41WoUKEzljmHOr/fr9jYWJUoUSIsX/kAwgnrFQgd4b5ef/hBuvpqG5ctK23daolInJnfnz0J7i1bpGuusbYTqb3zjnSKLmbZqkMHado0G7/6qvTYY97FEu7rFQgnrFcgdIT7ek1v3tDzZ96vXz8lJCQoISFBjuPojTfeODYPfMTHx2vXrl36+OOPszRhK1l7hJN9pDdhCwAAgFMbPdodP/kkCduMyK7/s1x0kTR+/InHJ0/Onvufzt9/W6sLSSpcWLr/fk/DAQAAyDKet0dIze/Pnl1eAQAAkP3++kuaOdPGRYtKDz7obTw4tfbtpXr1pB9/lLp0kbZtk5YulfbutX87r0yYICUn27hTJyl/fu9iAQAAyEqeV9oCAAAgZ5gwwd086pFHSLgFuwsvtF7Ad95p85QU6dNPvYtn9Wq3H3JkpCWTAQAAwlXQJW0/++wz3XTTTTrvvPMUFRWlyMjIEz4AAAAQWhITpYkTbRwVJXXu7G08SL/mzd1xqv2Ds9Xu3bYhWlKSzR99VCpXzptYAAAAskNQJW0//PBD3Xbbbfr777/VqlUr+f1+tW7dWq1atVLevHl11VVXaeDAgV6HCQAAgAx6913pn39sfPfd0gUXeBsP0u+666RixWz82WeWgM9OKSnSXXdJf/5p8+uvl8aOzd4YAAAAsltQJW2HDx+umjVrau3atRoyZIgkqWPHjnrnnXe0ceNG7dq1SxUqVPA4SgAAAGSE40gvvujOe/TwKhKcjchI6bbbbHzwoPTVV9l7/88/l77+2sYXXCB9+KGUO3f2xgAAAJDdgippu2nTJrVq1UqRkZGKirI90o78f+Oz8uXLq3Pnzho5cqSXIQIAACCDPv9c2rDBxv/5j1SzprfxIOO8bJHw9tvu+JVXpJIls/f+AAAAXgiqpG2+fPmU+/9fNi9cuLCio6O1a9euY4+XLFlSv//+u1fhAQAA4CwMH+6O//tf7+LA2bvpJilPHhvPmeP2ls1qCQlukvi882xjNAAAgJwgqJK2l1xyiTZt2nRsfs011+itt97S0aNHlZiYqHfffVfl2HEAAAAgZHz9tbRsmY0vuyxtxSZCR/780u2323jPHun997PnvnPmSIcP2/jee6VcubLnvgAAAF4LqqTtHXfcoXnz5inp/1+679+/vxYvXqzChQurePHiWrZsmfr27etxlAAAAEiv1FW2ffpIEUH12ycyomtXd/zKK9lzz9StEdq0yZ57AgAABAOf4ziO10GczrJlyzR79mxFRkaqadOmql+/vtchnVF8fLwKFSqkuLg4xcTEeB1OlvH7/YqNjVWJEiUUwf/AgKDGegVCRzit1/XrpWuusXG5ctKWLVRKhjLHkapWtX9XSfruO6lGjay7365dtvGY3y9VqCBt3Sr5fFl3v7MRTusVCHesVyB0hPt6TW/eMCobYzorderUUZ06dbwOAwAAABk0YoQ7fvJJErahzuezatuHH7b5yy9L06dn3vX37JFWrrTk/po10iefWMJWktq2Db6ELQAAQFYKv3Q1AAAAPLdlizRrlo2LF5cefNDbeJA57rtPKlLExjNnSgsXnvlzHEfavl06cMCd//CD9OGH0rZt0tGj0ujRVo3drJn0xBPWFmHfPjs/MlJq1y5Lng4AAEDQ8rTStkKFCvJl8CVzn8+nrVu3ZlFEAJA9EhKkqCgpb16vIwGArDF6tFsl2aOHlC+fp+Egk+TLZ5W2o0ZJycnSTTdZr+KePS05HxAba1WzX34pzZ1rSduICOnKK6W4OEvWBhQp4iZoU4uJkW691e5XuXJWPzMAAIDg4mnStm7duhlO2gJAqFu9WmrSxJIZK1dKF1/sdUQAkLn++kuaOtXGBQtKnTt7Gg4y2dNPS2vXSgsWWNXsiBHSyJFS9er2+I4d0u7dJ36e3+/2w00tkLD1+aSHHpKuv96StNWrS7lzZ93zAAAACGaeJm2nBn6bB4Ac4tAh2/16716bjx0rTZzobUwAkNlGj7YqTMkStoULexoOMlmBAtLnn0vPPy899ZS1N3AcadWqk58fFSXVqWM/+zZssIrb+vWla6+Vli+XVqywCtxJk6RatbL3uQAAAASroN+IDADCSf/+0i+/uPN337X/9ObP711MAJCZVq2Sxo2zcXS0tUZA+ImIkHr3tvYFb70lffyx9OOPVi17/vlSpUqWgK1VS2rUyE3cHzpk56RuD5ScbJvU8QY8AAAAV1AlbZcuXZqu82688cYsjgQAMt+SJdKLL6Y9lpAgffCB/ef10Uet8mjmTKtKAoBQk5Qkdejg9rIdMEAqVcrTkJDFLr/c2iOMGCHFx1vP29P9DDtZb2NaIAAAAJwoqNIC9erVS1eP25SUlGyIBgAyT0qK1LWrO2/dWnrvPRs/95z0xx9WaTR7tjR+vNS9uzdxAsC5GDJE2rTJxtdeaxtUIeeIifE6AgAAgPARVEnbRYsWnXAsJSVF27Zt02uvvSa/368RI0Z4EBkAnJtZs6SNG21co4a9lXTtWunnn6Vff0177oAB0p13ShdckP1xAsDZWrXKNqOS7K3uU6fanwAAAAAyLqiStnXr1j3lYx06dFCdOnW0ePFiNWjQIBujAoBzc/SoNHiwOx82TIqMlB580PoBBuTNKx0+LB04IHXrZlW3ABAKEhPTtkUYONA2lgIAAABwdiK8DiC9IiIi1KpVK02ePNnrUAAgQ95+29187MYbpYYNbXz//bZJjySVKSN9/71UooTN58yRPv00+2MFgLPxzDO0RQAAAAAyU8gkbSVp79692r9/v9dhAEC6HTpkPR4Dhg51d8cuUUL68EOpUyfpq6+kSy+VXnjBPbd/f7dqDQCCFW0RAAAAgMwXVO0Rtm/fftLj+/fv19KlSzV69GjVqVMnm6MCgLP35JPStm02vukmq7RNrWlT+who3VoaO1Zas0Zat85aJNx1V3ZFCwAZQ1sEAAAAIGsEVdK2fPny8gVK0I7jOI7+85//aNKkSdkcFQCcnY8/liZMsHHevNK4cWf+HJ9PevZZ6ZZbbD5woHTHHdYDFwCCzZAhtEUAAAAAskJQJW2nTJlyQtLW5/OpSJEiqlSpkqpUqeJRZACQMX//LXXs6M7HjrX2B+nRpIl03XXSN99IP/0kzZghtWmTNXECwNlatUoaNcrGtEUAAAAAMldQJW07dOjgdQgAcM4cxxK2e/bYvFkz6ZFH0v/5gWrbBg1sPnYsSVsAwcVxpM6daYsAAAAAZJWQ2ogMAELBq69Kn35q4xIlpMmT3c3H0qt+femaa2z8/fdWuZsdEhKko0ez514AQtfSpdLq1Ta+8kraIgAAAACZLagqbSVp+fLlmjJlin777Tft27dPjuOkedzn82n9+vUeRQcgJ0tIkA4ftkTsqWzaZJuPBbz55unPP51bbrHNyCTpiy+kdu3O7jrp9eab0kMPWV/KhQulmJisvR+A0PXCC+64Tx/aIgAAAACZLagqbceOHau6detq5syZio+PV9GiRXXeeeel+ShatKjXYQLIgXbssJ60F1wgvfvuyc9xHGuDkJho865dpVtvPft7Nmnijv/3v7O/Tnrs2CE9/ri91Xn1aqlTJ3s+AHC8X3+VPvrIxmXKSHff7W08AAAAQDgKqkrb0aNH6/rrr9f8+fNVqFAhr8MBgGN69JD++svGHTtKlStLNWqkPWfJEmn5chtffLG7Qc/Zql1bKlBAOnDAKm39fikii15q695dOnjQnc+cKdWtKz32WNbcD0Doeukl90Wdxx+Xcuf2Nh4AAAAgHAVVpe2hQ4fUpk0bErYAgsrnn0uzZ7vzpCTpjjuk3bvTnjd0qDsePFjKm/fc7ps7t7sZ2Z49bquEzPbxx9KcOTYuWNA93qOHtGFD1twTQGjau9daqUhSvnxWlQ8AAAAg8wVV0rZ+/fraQIYAQBBJTLQ2BwFlytifO3daJWogkfrNN9JXX9m4cmXpnnsy5/5Z3SJh3z6pSxd3PnGi1K2bjZOTz71aGEB4eekl6dAhGz/wgFSkiLfxAAAAAOEqqJK2L7/8shYuXKgxY8Zo7969XocDIIf7919Lvm7davM6dazfa9myNv/lF6lWLenBB6VHH3U/r18/KTIyc2LIyqSt41jSZft2mzdsKLVuLY0YIZ13nh2bNcuqfAEgLs6StpIUFSX17u1tPAAAAEA4C6qkbdmyZfXII4+ob9++Kl68uPLnz6+YmJg0H7ROAJAdVqyQrrlGmj/f5lFR0vjxUqlS0qJF0rXX2vHkZGnKFLeNQLlyUtu2mRdHpUr2IVm/3I4dpW+/zZxrjxsnzZtn46JF7S3PPp+1dejY0Y4nJ0tvvJE59wMQ2l55xRK3knT//dKFF3obDwAAABDOgmojsoEDB+q5555TmTJlVL16dRK0ADzx77/SbbdZ70ZJKlZMmj5duvJKm1eqZO0QnnpKeuEFd0MeSRo5UsqVK3PjadZMevFFKSXFEqvTpkkffii1aHH211y1Km2V3PTpbgWxZJXDY8bYc5s40c7NaPVwcjIbFAHh4sAB+34n2YaI/fp5Gw8AAAAQ7oIqaTtx4kQ1bdpUc+fOVURWbZEOAGcwcKCbsL3+emnmTLeXbUB0tPT885bM3LnTKlRLljzxvMzw9NPWQ/K996SEBMnvt2PNm9t9M2r/fmv7cOSIzXv3lpo2TXtOxYrSLbdIn34q/fGH/dmsWfrvMWaM1LevdN11luipVi3jcQIIHi+8YC9oSdZG5aKLvI0HAAAACHdBlRlNTk5W06ZNSdgC8MyGDVZZKkn581tP19MlYkuVsoTktddmTcJWstYFkyZJu3dbD11J2rhRWrw449dyHGt9sG2bzWvXlp577uTndu7sjseNS/899uyxxHdKirRsmVSjhm3m5vdnPF4A3tu82f0+EREh9e/vbTwAAABAThBU2dHbbrtNy5Yt8zoMADmU40jdu7vJxQEDpNKlvY0ptXz5pCeecOcZSaRKUmKi1KuXT3Pm2LxIEWnGjFO3c7j5Zqu4laQvv7SWEOnx8svS4cPu3HGsH/CUKRmLF4D3/H7poYekpCSb9+wpXXaZtzEBAAAAOUFQJW0HDRqkTZs2qXPnzlqzZo327NmjvXv3nvABAFnhgw9skzHJkpU9engazkm1bOkmkufNk37/PX2ft2qV1KhRMb30kttPYdo02zjtVCIj01bUDRp05vskJFjSVrLN21J//vPPU20LhJrXXrNNECX7vjhkiLfxAAAAADlFUCVtL7nkEq1bt04TJ05UzZo1VapUKRUvXvyEj6y2dOlSNWvWTKVLl5bP59PcuXOz/J4AvBUfb1W2AWPHSnnyeBfPqeTK5bYtcBzbzf1M/v1Xuvlmn7ZutTbmuXNLL72Uvh617drZxmuSVdsuXXr68ydNsp65ktS2rfTss9KNN9r855+lTz458z0BBId9+9JuOPbaa1bxDwAAACDrBdVGZAMHDpTvbHbVyWQHDx7U1VdfrY4dO6ply5ZehwMgGwwYIO3aZeNmzaTbb/c2ntPp1EkaOtTerjxunNSihVSnzqnPnzxZ2r/fvrdWq+Zo2jSfLr88fffKlcv607Zvb/NBg9xq5OMlJVmyW7IN0vr0sXHv3m6yd8yYjG1oBsA7I0e6L8K0ayc1bOhpOAAAAECO4nMcx/E6iGDm8/k0Z84ctWjRIt2fEx8fr0KFCikuLk4xMTFZF5zH/H6/YmNjVaJECTaPQ0hbvdo2+PL7rYps0ybpwgu9jur0+vWTRoywcYkS0po10gUXnHje0aNWKbt9u+TzOfr5Z0cXX5yx9Xr0qHT55dIvv9h88WKpbt0Tz3vtNemRR2zcsqX04Yc29vvt83/+2eYrV0o1a9r4q6+kv/6Srr7a+mRGBdVLiYA3guHn686d0kUXWS/s3Llt/Qf790XAC8GwXgGkD+sVCB3hvl7TmzcMv2cOABmwY4clGAO9VgcNCo3ExNChbtVbbKzUoIE0eLBtFpb6pbj58y1hK0kNGiTpoosyfq+oKOnpp9358OEnnpOSIo0a5c779nXHERFSr17uvFcv6cgRS/I2bGgVfFddZRujvfVWxuMDkPmeecYStpLUpUtofF8EAAAAwklQVdo+88wzZzzH5/Pp6dTZgyyWnkrbpKQkJQW2VZZlzMuWLat9+/aFfaXtnj17VLx48bB85QPh799/pbp1ffrpJ7d1wNdfO8qVy+PA0umff6RatXzati1tW5lx4/zq0sXGjRr5tGiRPf7OO3t1zz0xZ7Vejx6VLr3Up99/t2t9951f1aq5j8+cKd13n123YUNHX3yR9kdLYqJ02WU+bd9un3/77Y4++0w6ciRt7AULOtq82VHJkhkOEQgbXv983brV1mtKik8xMY5+/dVRsWLZHgYQErxerwDSj/UKhI5wX6/x8fEqUqTIGSttgyppe7p/CJ/PJ8dx5PP5lJKSkm0xpSdpO3jwYA05yXbKv/zyiwoWLJiF0XnL7/crLi5OhQoVCstFhPB25Ih0551FtWpVbklShQpHNW/eXhUv7vc4soz5+ecodelSSJs2uZnm0qVT9O23e7R1a5Tq17dMS4UKRzV//q8qUuTs1+v06XnVp08hSVLTpomaPHm/JKvsvemm8/TjjxbDrFl7VadO8gmf//33udSiRdETErVNmiTq338jtHq1/Vu0aXNIY8bEn1WMQDjw+ufr008X1OTJ+SVJvXsnqGfPg9keAxAqvF6vANKP9QqEjnBfrwkJCbr44otDK2l7Mn6/X3/88YfGjx+vpUuX6rPPPtN5552Xbfen0vbUwv2VD4S3oUOlwYPt67ZUKUfLlzuqUMHjoM7BH39IDz/s08KFlhB97z2/3n3Xp/nzbf788ylq3Tr2nNZrYqJ00UU+7drlk8/naMMGR5ddJn36qdSsmV2zRg1HK1Y4OtWekhMnSl26uPevV8/R55872rdPuuQSn+Lj7dqvvOJo6VKf/H7p5ZcdFS9+ViEDIcnLn68HDkhly9pazJPH0fbtjrLx1y4g5PD7MBA6WK9A6Aj39ZreStug3/IlIiJCFSpU0JgxY9SmTRs9/vjjevfdd70OK43o6GhFR0efcDwiIiIsv7hS8/l8OeJ5IrysWSM9+6yNIyOluXN9qlTpFFnGEFGhgm1OtnChzZ98MkI7d9r4/POlhx7y6dChc1uv+fJZP9onn5Qcx6d+/XyaM0d66in3nH79fIqMPPXf5WOPSWvXSpMnSxUrSrNm+RQd7VOpUtY3t3dvu3aXLu41HMen998/q5CBkOXVz9e335bi/7/QvU0bn4oXD+3vjUB24PdhIHSwXoHQEc7rNb3PKaSe+Y033qhPP/00y+9z4MABrVu3TuvWrZMk/f7771q3bp22B3bzARCyEhOl9u2tR6tkic5atbyNKbM0aCBdfrmNAwlbSRoxQipQIHPu8cgjlgSWbJOzNm2kDRtsXr261Lz56T/f57MNyFavtuRt6grabt100o3SPvjATUYDyDqOI73yijt//HHvYgEAAAByupBK2q5evTpbMuyrV69W1apVVbVqVUlSz549VbVqVQ0cODDL7w0ga/XuLf34o42rVrXqznDh81niM7WaNaW2bTPvHgUKSGPHuvOZM93x889L6fkW7fNJ1apJx78LJHdu6d137d/l1lulHj3cxx5/3PoQA8g6CxdKP/1k4zp1pKuv9jYeAAAAICcLqvYI06dPP+nx/fv3a+nSpZo9e7YeeuihLI+jXr16CvJWvwBO4cgRKTlZ8vstwZi6t+qcOW4VWXS0NH26JQrDSdu2Vj28d6/NX3rJEqn+TNxf7d57pddfl776yj3WooV0443nfu0aNaTvv7ex3y99+619/PST9PLLUs+e534PACc6dCjtCyXHvwAEAAAAIHsFVdK2Q4cOp3ysWLFi6tu3L9WuAE5p5EhpwAC39cFll0mLF0slSthGXR07uue++KJ0xRVeRJm18uWz9gNPPSU9+KD0n/9k/j18Pmn8eOmqqyxJHhVlf/eZLSLCErU1a9rbtp991p5ToUKZfy8gp+vRw30XwpVX2gsxAAAAALwTVEnb33///YRjPp9PRYoUUcGCBT2ICECoWLXKEpWpK0p/+smSuBMnSvffL+3fb8fvust6s4arO++0j6x06aWWHB45UnriCenii7PmPtWr27/dtGnSvn3SuHHh1dICCAYzZlj1vGQv/MycaS/GAAAAAPBOUP1KfuGFF3odAoAQlJxsFZiBhG21atLPP0sHD0qTJ1vF5tKl9tiFF1pywseG6OesQwf7yGpPP2072qekWD/dbt2otgUyy48/Sg8/7M7Hj7d3KQAAAADwlucbkSUmJurRRx/Vyy+/fNrzxo0bp8cee0xH2IkGwHFGjZI2bLBx1arWA3XwYJs7jjRpknvu1KlS4cLZHCDOSaVKVm0rWbV0t25S376WzD10yNPQgJC2d6/UvLl04IDN27WT2rf3NiYAAAAAxvOk7WuvvaapU6eqadOmpz2vadOmevPNNzV58uRsigxAKPjpJ2noUBtHRkpvvGFv6338cUv2pdali1SvXraHiEwwYID9+0q2gdzIkdbjljbnwNlJSZFat5a2brV51arWSoZ3IQAAAADBwfOk7axZs3TnnXeqYsWKpz2vUqVKuvvuu/Xee+9lU2QAgp3fLz30kLVHkKQnn7TEgyRFR0tjxrjnVqggjRiR/TEic1SsKD3wwInHp01z//0BpN8bb0hffGHj4sWluXOtny0AAACA4OB50nbDhg264YYb0nXuddddpx9++CGLIwIQKl59VfrmGxtXriwNGpT28ebN7S309epJs2dLBQpke4jIRC++aJW1AwZI9evbsX/+kT79NOvv/fffluT699+svxeQ1Q4dclvISLYRWblynoUDAAAA4CQ834gsOTlZuXPnTte5uXPnVlJSUhZHBCAUbN8u9evnzl9/XcqbN+05Pp/0zDPZGxeyTv780pAhNv78c2nRIhtPnSq1aJF19927V6pZ077mJk6UVq60ze2AUDVunLRrl41btJAaNPA0HAAAAAAn4fl/O0uXLq2NGzem69yNGzeqdOnSWRwRgFDQv7+7eU6nTlLdut7Gg+x1001S4MfBJ59IsbFZcx/HsbYM27fbfPVqiS49wed//7P2J3/95XUkwW/vXrdVTESENGyYt/EAAAAAODnPk7aNGjXS9OnTFXuG/3HHxsZq+vTpuummm7IpMgDB6pdfpHfftXHRorYpFXKWyEjb6V6Sjh51vx4y27hx0kcfpT02YIDEmz6Cx4IF0s03W+V9lSrWxsJxvI4qeA0dKsXF2bhDB+myyzwNBwAAAMApeJ607dOnjxITE9WgQQOtXLnypOesXLlSDRs2VGJionr37p3NEQIINsOG2SZkktSzp1S4sKfhwCPt27vjadMy//rr10upf+RUrmx/bttmbRLgvX370m5QFxdnmxPefz+J25P55hvppZdsHB2dtq8tAAAAgODiedK2YsWKmjVrlrZv367rrrtOlStXVsuWLdW+fXu1bNlSF198sa677jpt27ZNM2bMUKVKlbwOGYCHtm6V3n7bxkWKSI8/7m088M5ll0nVq9t43Trpjz8y79pHjlgV4pEjNu/VS5o503186FC3PQe807WrtHOnjc8/3z3+9tu2+SBchw9bgjuQzB4yRCpb1tuYAAAAAJya50lbSWratKl++OEHderUSYmJiZo7d67eeustzZ07V4cOHdLDDz+s9evXq1mzZl6HCsBjzz0npaTY+IknpJgYb+OBt1JvQDZ/fuZdd/hwSwRL0hVX2Ndd1apSq1Z27N9/pYULM+9+yLjZs922GIULS6tW2aZ0Ad26SQkJXkQWnAYMsNYyklSrlr0QAQAAACB4BUXSVpLKly+vCRMmaMeOHYqLizv2559//qmJEyeqYsWKXocIwGO//CJNn27jwoUtKYOcLfVreZmVtF2/3ippJeudO3WqvZVcklq3ds9btChz7oeMS0y01igB48dLZcpYW4Rbb7Vjf/0lPf20N/EFm/XrpRdftHF0tH1NR0V5GREAAACAMwmapG1qBQsWVJkyZVSwYEGvQwEQRAYNcqtse/aUChXyNh5478orpXLlbLxokRQff27XO3LE3kJ+9KjN+/aVqlVzH7/xRikiwr0fvDF2rNsOo3FjN5nu80mvvCLlzWvzl1+Wvv/emxiDheNIPXq4fcAHDZIuvdTTkAAAAACkQ1AmbQHgeOvXSzNm2Lh4cUtCAD6fdPvtNj5yRPrii3O73ogR0tq1Nr7iihMrNQsXtjYJkvTDD9I//5zb/c7FgQNSo0ZSqVLSt996F0d227XLNiOULIE+dqx9HQRUqCANHGhjv1965BH3xZ6caM4cafFiG1eqlLZCGQAAAEDwImkLICT07++On3pKohAfAZnVIuGHH07dFiG1+vXdcSAZ5oX//tf66v79d87qT/rUU9LBgzZ+9FHp8stPPKdXL/f46tXSxInZF18wSUxM+7UxZszJv6YBAAAABB+StgCC3gcfSJ98YuMLLrBEDRBQt65UoICNP/lE2rzZ3hKeEUeOSB062J/SiW0RUkudtPWqRcL//idNmODOv/lGWrPGm1iy09dfu5uNFS4sDRly8vNy5UqbqH3qKetxK0l//mntFO69V4qNzcpovTdpkrRtm40bNpSaN/c0HAAAAAAZQNIWQFD74QepfXt3PnSolCePd/Eg+ERHS02a2Pjff61f56WXZqxlwJnaIqRWp45V4kreJG337ZM6djzx+MsvZ38s2enoUalzZ3c+dKhUrNipz7/hBunBB20cH2/zadOk//zHWq3MmiXdcYdVo4aj5GSrrA14/vm0bSQAAAAABDeStgCC1j//WGXYoUM2b9cubQIXCHj44bQJqV9+sbYJ27ef+XOPb4vw5punfwt5wYJS9eo2/uknaffus487oxzHKs0DVaP161vFqSS99154V46OH2//VpL1FX7ssTN/zsiR1vNXkn7/3aqpd+50H//mG6lTp4xXZoeCt9+2qmLJ1sLVV3sbDwAAAICMIWkLIGh16eK+tbd6dXurL5ViOJkmTSyBOnq0dNVVduyff6yS8vDhU3/e8W0R+vRxE7Knk7pFwowZ2Zf0mzLFKkQlS9ZOm+ZWkyYnS6+/nj1xZLc9e9JWP7/6qlvtfDrnnWeJ2euvT3v82mulfPls/NZb1j4hnBK3KSmWsA546invYgEAAABwdkjaAghKX37pJqfOO892QM+b19uYENwuuUR68klrWVCxoh37/nvpoYdOnZAbOdJti3D55dLAgem7V4MG7viJJ6SbbpJ+/PHsY0+Pn3+WunVz56+/LpUtay0DAi9mjBqVsbYQoeL116WEBBs/+KC1OEivChWkJUuk4cPt7+uBB6Rly6wSNWDECPs6CSTvQ93s2VZtLkn16mXs7wsAAABAcCBpCyDoJCdLXbu689GjbQMyID2KFpXmzpXy57f5u++ePBn7ww/SM8/YODLSNrg6XVuE1OrVs4+AhQulWrWkTz89+7hPx3GsIjjQKqRTJ+muu2xcsaLUqpWN4+Olxo1tw65wcfSou+mazyf175/xa0RG2uZy27dbtXK+fFaFPX68m/CeMsX+Tv3+zIs9sx08aBvvlSwpfffdyc9xnLRVtv36ZU9sAAAAADIXSVsAQWfsWGnzZhvXrk0fW2TclVfa294DCblnn5UmT3YfP3LEKi4z2hYhIFcu6auvrDVChQp27OBB6x366quZ8xxSW7BAWrnSxpdcIr3wQtrHX39datjQxgkJ0s03u31vQ938+W5v1ttuc/++M0PnztLMmVLu3Db/6CNrwxKsxo2Tli613sU9epz8nGXLpDVrbFy1qlWBAwAAAAg9JG0BBJXt291NoSIiLAEWwXcqnIU77kib3Hz0UTfxOWqUtU6QMtYWITWfT7r3XmuLcPfddszvt17MH3xwbrEfb9gwd/zss24/1oD8+S252bixzQ8csJYi4eCVV9xx6gr8zHL33VaZHdCnj5skDiZxcfaug4AVK6xf7/Gef94d9+pFH3AAAAAgVJEKARBUevZ03wLepYt0zTWehoMQ1727W5GYkmKVlZs3uy8MZLQtwsnkzWsVt//9r3vsoYdsEz3HsarHrl2l88+3TdJ27crY9b/+2nqySlZle8cdp47juefc+bJlGbtPMNq0ySqaJalyZalRo6y5zy23uBu6JSTY10mwtUl44QVp3760x8aMSTv/5RdL3kvWUuaee7InNgAAAACZj6QtgKDxv/9JH35o4xIl3H6jwLkYPdraJUhWXXvjjVJSks179MhYW4RTiYiwzazuvdfmcXHWKuGqq+z648dLu3dLGzZk/Ot6+HB33LevJZpP5ZprpAIFbLxs2ak3YAsVqatGu3TJ2qr70aOtV6xkic+SJaX77pN+/z3r7ple//5rbWMkKSpKKl7cxnPnSr/+6p73wgvuv3m3btbGAwAAAEBoImkLT/31V/j0XcS5SUyUHn/cnY8eLRUu7Fk4CCNRUZY0DYiNtT8vvFAaMiTz7uPzWT/UQM/VjRvt43hTpkg7d6bvmhs2SJ98YuNy5aQ2bU5/flSU9YGW7HtrMCQcz9bmzVYFLUmFCtlGbFmpSJG0rRj++Ud67z3bcC4hIWvvfSbDh7sxPPigtT2QLEEbSOb+/bc0bZqNCxSQHn44++MEAAAAkHlI2sIzy5dLlSpJF10kLVrkdTTw0tGjUuvWbsXYDTdI7dp5GxPCS5060v33pz326qvWCzYzFSpkrRKiotxj119vG4V162bz5GTrqZseqZOIvXqlr3KyTh13HMotEgYOdFsU/Pe/9neb1e66y6psW7SQYmLs2Pbt0lNPZf29T2XrVunll22cJ4/Uv7/0yCNuRfUbb1hbhOHDpcOH7dhDD/GiFwAAABDqSNrCE8nJUqdOVl15+LC9BTVQ/YacxXFsg6jARkD580sTJ7J5DjLfqFFSsWI2btVKuvXWrLlPzZr2otS4cZZMW77ckmgDBrgbiL32mrVLOJ39+6W337ZxgQLprzQNh6Tt2rXSrFk2LlHCTXhnh9tus03c1q61PsGSVWr/739W+Zzd1ct9+tjPTMl6fpctawnZQK/mI0ekBx6QJkywed689jkAAAAAQhtJW2Q5x7HNZMaMscqpjRut795PP7nn7N5tVXDBtvELst7zz1ulmGRVhHPnSpdf7mlICFMlS0qrVknvvy9Nn56196pVy9p9VK7sHite3F6gkOwFq9GjT3+NadPcTfnuv9+t/EzPvQMVuaGatO3fP+04UFWanSpWdDd2cxzp5putR3HFivY1lNkcx6p6Dx50jy1b5vb5LlnSehoH9O1rm41J0jffuInd7t2lUqUyPz4AAAAA2cvnOKG+TUnwiY+PV6FChRQXF6eY9P4vOwT5/X7FxsaqRIkSijjF7jALF9qu6T//7B7z+SyhkJxsm8oUKWKbrEiWxHjyyWwIHkHh4EHr07l3r31dzJwp3X2311GFp/SsV2S9Xbss6ZeYKEVHWyVuuXInnuf3S5ddZo9L9mJXRl7MuO46acUKG+/e7W6wFQq++EJq0sTGZcta25ToaG9iSUmx9hYrV6Y9Xr689dzNnfvc77FypVXJfvGFfX3kzSs1a+ZIStT8+Xl0+LC97eD1161iO7WZM61qPCAmxiqBixY997gApA8/X4HQwXoFQke4r9f05g3D75kjKBw6ZG9nbdQobcJWsmqiQEVQ587W/zHwVvinn5a2bDn1dVNS7D+kn31mCWFecghtU6ZYwlaS2rYlYYvwd/757lv9k5Lse97JLFzoJmzr1ct49fmNN7rjUKq2PXrUWgAEDBvmXcJWkiIj7WdUs2bSTTdJF19sx7dtc6u1f/3VKl0D38vSy++XRo60pPC0aZawlaxl0KxZPs2alfdYwrZqVWuBcLx77pHq1nXnTz5JwhYAAAAIFyRtkem2b7f/hAY2TpGsx+PYsdKIEVZZK1kF1dChltjt3t2OJSba24ePT8b+8oslOs47z6rUbr3VPq9zZ1oqhKqjR91dzyWpd2/vYgGyU79+bmLtrbek9etPPGfiRHfcpUvG75G6r+2CBRn/fK+8/rr04482rlnT+p17rXx56aOPrBJ22jT3+LPPWp/hiy+2n3nnnSeVLm2bhC1YYC8ynsq//0q3324tDgLn5csnNWhg1wkoVMhRly5278jIE6/j81l7mZo1pebN0ya8AQAAAIQ22iNkgZzcHmHFCumOO6S//7Zz8uSxSqKuXa0VgmSb6yxbZn0XS5SwYwcOWCXZ9u02nzpVat/ekrc9e0ovvnjqOB56SJo0yb0+QsOMGVLr1ja++WarnkbWCfe3l4SasWOlXr1sXLeu9PHHbt/Wv/+2XqVHj1pv0u3b3R616RUXZ5+bmGifu2mTdNFFmfscMtv+/RZjoF3ON99ItWt7GtJJ3XKL9PnnZz6vWjXrR3vhhWmPr1xpFbKBn3c+n/V779fPqoqPHJG++sqv2Ng4tWxZSPnzs16BYMbPVyB0sF6B0BHu65X2CMhW//xjVa833OAmbCtVktassQrZ1GuscGF7q2kgYStZsiKw87VklbcrV1qyNnXCNl8+qyZ69FH3mpMnSx07nr6qKSdxnOCvPnYcadQod/7f/3oXC+CFLl3cZN6SJdK110qrV9v8rbcsYSvZi1cZTdhKUqFCblL4yJHQWGPPPusmbFu3Ds6ErSQNHpx2nj+//QyqV8/60QasWWOJ2yFDpDvvtBcmy5SxfsOBhG2xYpYAHjzYbQORK5e1YrjppqQ01wMAAACQs1BpmwVyWqXtn3+WUOPGEdq3z32sXj3pgw/Svs0zPe67T3rvPRvnz2+9/QIJyCFDbDf2QHuF99+3/9gHkrVt2liFblTUuTyr0LZ6tdSwoVXpLVqUNjEeTGbPtiSGZEmNVavcvsbIGuH+SmUo+vJLqUUL25BPsmTdzJlWcbl5sx375RepcuWzu/6BA/a5u3fb/L33bF6pkr14Fkx+/dWSmkeO2Ds0Nm8++QZtwaJ1a3u3wJVX2s+iSy6x4wcP2rsG+vaVtm49/TWuv97+vcuUOfEx1isQOlivQOhgvQKhI9zXK5W2yBaOIz32mO9YwjZ/fts45osvMp6wlaTXXpPq17fxwYNuwrZ/f3v7aCBhK9mmVbNmuUnad96R7r8/Z29O9sQTUny8vRV6wACvozm5o0elp55y54MHk7BFztSokbR2rVSjhs2PHJHuustN2Nate/YJW8newfDcc+68dWupenVLEh6/QaTXeve25y/ZZlrBnLCVrBp6wwbp++/dhK1kPwPvusteiLrllrSfkyeP/d1fcYW9CLlo0ckTtgAAAAAgkbTFOfr442itXm0ZtypVrCqsX7+zezuvZEmGTz6xHqcBt90mPfPMyc9v2dJ6Bgbu9957obVTemZaulRavtydT55sCaFgM3Wqm5S6/nqpaVNPwwE8Vbmy9PXXUtu2Nk/d2uTBB8/9+u3bS1Wrpj126FDadjReW7hQmjfPxuefL/Xp42086REVZcnXU72zo0gRaf58ezHx9dctwXvggPTnnzYeOPDsf04CAAAAyBlI2p7C+PHjVb58eeXJk0e1atXSd99953VIQefIEWnEiILH5qNH287Z5ypvXmnuXKsU7dFDevfd028ydvvt0ksvufNQ2ik9M6WuqJOs4rh79+CqPD58OG0/yJEjqbIFcuWS3nzTNnEMKFTIbSFyLiIjpTlz7Htpp05S7tx2fNas4OgD/vffllgOGDbM3ZAt1EVGWsufhx6yBG9kpNcRAQAAAAglJG1PYubMmerZs6cGDRqk77//XldffbWaNGmi2NhYr0MLKm+8If32m5UZ1a174ltBz0V0tDR0qPTCC1LBgmc+//bb3fGiRZkXR6hYtcpaUkhShQruW6qXLbN+i8Fi7Fhp504bN2tmlbYArGLzvfeke+6x8ZAhtvFiZrjwQvteOmmSdOutdmz3bqvO99KRI/Z8A98TbrzRWtwAAAAAAEjantTYsWP18MMP64EHHlCVKlU0ceJE5cuXT1OmTPE6tKBx4ID0zDNuiaTXFZNlyrh9BVeutPhykmHD3HG/ftLzz7vznj2lhITsj+l4O3a4cUZGpo0ZgL1YNXOmtS/o3j1r7tGqlTsObProBcexHtyBxHHp0vbcw3CPAQAAAAA4K/z36DjJyclas2aNGjVqdOxYRESEGjVqpBUrVngYWXDZtUsqVcrGLVs6qlXL23gkqUED+/Po0bS9XcPdb7+5/SDLlLFKtdtucyufd+60qj2v9e5tyShJ6tzZ3i4M4ERZ2ev0tttssyzJ+oEnJ2fdvU7F75cef1waP97muXJJH3zg/kwBAAAAAEin2EIj5/rnn3+UkpKikiVLpjlesmRJ/XyK7baTkpKUlJR0bB4fHy9J8vv98qfeVSaMVKokffedX6+9dkANGhSQ3+99/r9ePWnCBItj4UJHjRsHUTPXLPTKKz45jpU5d+7sV65cVsX20kvSokU+JSb69OKLjtq1c3Tlld7EuHixNHOm/dsUK+Zo0CBHYbo0gpbf75fjOGH7PQnpkzev1KyZTzNm+LR3r/S///mzdTNAv1966CGfpk1z35oxYYJftWqJ7wmpsF6B0MF6BUIH6xUIHeG+XtP7vEjaZoLhw4dryElKGffs2aPExEQPIsoefr9fDRvGqVChQoqN9T5pe/nlPkmWbP/ii6Pq1etfbwPKBgcP+vTGG8Ul+RQd7ah58z2KjbVkdcGC0uOP59fo0QWVkuLTY48d0ezZe7M9xs2bo3TvvUWOzfv0ideRI4dFi+js5ff7FRcXJ8dxFMF70HO0W26J1owZtiZbt5buueewunY9qNKls/4Xotmz82jatMKSpIgIRy+8EKemTRP5fnAc1isQOlivQOhgvQKhI9zXa0I6e1j6HCeY9pb3XnJysvLly6cPPvhALVq0OHa8ffv22r9/v+YF3oeeyskqbcuWLat9+/YpJiYmO8L2hN/v1549e1S8ePGgWUTXXuvT+vU++XyO9uxxVKTImT8nlE2cKHXpYn/3HTo4euONtMs5KUm66iqftmyxqrZffvGrUqXsi2/jRqlRI5/27LH7X3+9o0WLHHZR90Awrld4IylJqlTJp1273GrX8uUdrV/vqECBrL1348Y+LVxo950+3a82bbL2fqGK9QqEDtYrEDpYr0DoCPf1Gh8fryJFiiguLu60eUMqbY+TO3duVatWTQsXLjyWtPX7/Vq4cKG6du160s+Jjo5WdHT0CccjIiLC8osrNZ/PF1TPs0EDaf16yXF8WrbMp1R597DjONIrr7jzbt18iohIuxtc3rzSww9LffrYfO7cCPXunT3x/fOP1KSJtGePzatXl+bP9ylXLg93rMvhgm29wht580pffy2NGiVNn269prdt82nWLJ8eeijr7vvnn9JXX9m4YkWpbdsITzewDHasVyB0sF6B0MF6BUJHOK/X9D6n8HvmmaBnz556/fXXNW3aNP3000967LHHdPDgQT3wwANeh4YzCGxGJknz53sXR3Z45x3pp59sfMMNUtWqJz/vjjvc8ezZWR9XwJNPSrt327hGDWnBAoV95TMQKipUkCZMsH7TAZMmZe0933nHXmySpHbtRMIWAAAAAE6DpO1J3HvvvRozZowGDhyoa665RuvWrdPnn39+wuZkCD716lkvV8kSBIEqz3Dz77/SE0+48379Tn1u5co6tgHZt99KO3dmbWyStHChNG2ajQsVkubNkwoXzvr7AsiYGjWka6+18erV0vffp3388GE30XouHMeqegPatTv3awIAAABAOCNpewpdu3bVH3/8oaSkJK1cuVK1atXyOiSkQ4EC1g5Asr6Nr77qbTxZpXdvaz8gSXfdJd166+nPv/NOdzx3bpaFJcmSPI884s5Hj5bOPz9r7wng7KVer6mrbefMser4mjWlc91Tc+1aadMmG193nbK1tzYAAAAAhCKStgg73brp2EZX48efe7Ih2CxcKL35po1jYqSXXjrz57Rs6Y7ff9/6WX7wgdu+IDO98IK0dauN69SRHnww8+8BIPO0bq1jG5C9+66UkCDt2yd16mQvfq1eLX388bndY/Jkd3z//ed2LQAAAADICUjaIuxceKFVn0rWHuHtt72NJzP9+ad0333ufORIqXTpM3/eFVdIF11k4yVLrAfu3Xfb59av724OdK4OHJDGjrVxRIQ0caL9CSB4FSwotWlj4wMHpM6dpf793Wp+yV7sOVuLF9v3AkmKjpbuuefsrwUAAAAAOQXpFISlnj3d8ciR0sGD3sWSWZKSLBkdG2vzm26ySrj08PnSVtsGOI4lVJo0ObGX5dmYMMH67UqWXK5S5dyvCSDrdesm5cpl47fftrWc2scfS4cOZfy6e/dKbdu6fXEHD2ZDQgAAAABID5K2CEs1a0p169p4yxape3dv48kMvXpJK1fa+MILpffey1gV6xNPSFWrSmXLWhKld2/bpEySjh61JOvZJGUCDh2Sxoyxsc9nlXoAQkOVKlZNG0jcBhQrZn8eOiR9+mnGr/vII+7mh/XrS//977nFCQAAAAA5BUlbhK1Jk6T8+W38xhuW5AxVa9ZYf15JypNHmj1bOu+8jF2jVCmrpt2+XXrrLWnUKOnHH6Vq1ezxzZstkZtRf/8tzZwpdezoVgHfc4906aUZvxYA7zRvbr2uA4nbiy+Wpk51H581K2PXW7rUridJRYtK06fTLgUAAAAA0ov/PiFsXXKJm+iUrOIrsEFWKHGctO0ehg2Trr02c66dK5e9FTpvXpu/+mr6ewCvWGEbGF1wgdSqlSVuAwYMyJz4AGSv22+3vtdPPil99pm1TglU237yScZazTzzjDt+/nn7XgEAAAAASB+Stghr999vrQAk2xG9VSspOdnbmDJqzhyrWJOsnUGXLpl7/UsvtYRKQIcO0kcfnfr8o0et1cJ110kzZtg8tR49bOMzAKGpdm1p9GipYkUpKsrth33okDR3bvqu8fXX0sKFNq5Uyf0+DAAAAABIH5K2CGs+n1WPXnSRzVevDq1eq0lJaXtAjh4t5c6d+fd59FHpscdsnJJi7Q2++urE8+LirBLvxRfdY8WKWVuFjz+Wdu2SXngh8+MD4J1773XHvXu7mw2eztCh7rh/f0v+AgAAAADSj6Qtwl7BgvbW/UCfxjFj0l8t5rXp092WDvXrW8I0K/h80iuvSG3a2DwpyarrNm1yz4mLkxo0sLdMS5aEeeklaccO64/btKn1zQUQXurXlxo3tvGuXfYCj+Oc+vyVK6X//c/GFSpQZQsAAAAAZ4OkLXKEa6+1KtWAe+6R5s3zLp70SEmxZGjAyJGWXM0qERHSm29Kt91m87g4G8fG2tuib7vNNjKTbFOhBQukbt1sYzQA4cvns+8NRYrY/P33T9/7euRId9yvn/uCGQAAAAAg/UjaIsfo1s02zpKkI0eku+6SPvzQ25hOZ/ZsacsWGzdsKNWokfX3zJVLeu89qWpVm//+u7WWuOgiaflyO1asmLRsmVSvXtbHAyA4lC4tTZrkznv0kPbuPfG8zZvddzKULm19xQEAAAAAGUfSFjmGz2ftBgItAI4etV6NM2f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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(14, 8), sharex=True)\n", "\n", @@ -159,7 +191,14 @@ "cell_type": "code", "execution_count": 4, "id": "a2944703", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.946979Z", + "iopub.status.busy": "2026-02-16T15:56:27.946665Z", + "iopub.status.idle": "2026-02-16T15:56:27.957082Z", + "shell.execute_reply": "2026-02-16T15:56:27.955283Z" + } + }, "outputs": [ { "name": "stdout", @@ -208,7 +247,14 @@ "cell_type": "code", "execution_count": 5, "id": "9fb3e502", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.960969Z", + "iopub.status.busy": "2026-02-16T15:56:27.960665Z", + "iopub.status.idle": "2026-02-16T15:56:27.966470Z", + "shell.execute_reply": "2026-02-16T15:56:27.965236Z" + } + }, "outputs": [ { "name": "stdout", @@ -239,10 +285,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "98ad33ea", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.969492Z", + "iopub.status.busy": "2026-02-16T15:56:27.969199Z", + "iopub.status.idle": "2026-02-16T15:56:27.978475Z", + "shell.execute_reply": "2026-02-16T15:56:27.977040Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best accuracy: 89.40%\n", + "Best mapping: (1, 2, 0)\n", + "Interpretation: Predicted state 1 = Bull\n", + " Predicted state 2 = Bear\n", + " Predicted state 0 = Sideways\n" + ] + } + ], "source": [ "from itertools import permutations\n", "\n", @@ -281,10 +346,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "b4296f1a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:27.981874Z", + "iopub.status.busy": "2026-02-16T15:56:27.981566Z", + "iopub.status.idle": "2026-02-16T15:56:28.875069Z", + "shell.execute_reply": "2026-02-16T15:56:28.873742Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Apply best mapping\n", "mapped_predictions = np.array([best_mapping[s] for s in predicted_states])\n", @@ -337,10 +420,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "01055ea1", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:28.878681Z", + "iopub.status.busy": "2026-02-16T15:56:28.878389Z", + "iopub.status.idle": "2026-02-16T15:56:33.453294Z", + "shell.execute_reply": "2026-02-16T15:56:33.452167Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Per-State Accuracy:\n", + "Bull: 94.47%\n", + "Bear: 88.65%\n", + "Sideways: 81.90%\n" + ] + } + ], "source": [ "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns\n", @@ -371,10 +483,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "5db60bb9", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:56:33.456943Z", + "iopub.status.busy": "2026-02-16T15:56:33.456482Z", + "iopub.status.idle": "2026-02-16T15:56:33.653325Z", + "shell.execute_reply": "2026-02-16T15:56:33.652238Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Benchmarking Rust HMM implementation...\n", + "\n", + "✓ Rust-accelerated fitting time: 0.021 seconds\n", + " Dataset: 5000 observations\n", + " Iterations: 50\n", + " States: 3\n", + "\n", + "💡 Pure Python HMM libraries (hmmlearn) typically take 10-50× longer\n", + " Estimated Python time: ~0.5s\n" + ] + } + ], "source": [ "import time\n", "\n", @@ -433,7 +568,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.13" + "version": "3.13.2" } }, "nbformat": 4, diff --git a/examples/notebooks/03_optimal_control_tutorial.ipynb b/examples/notebooks/03_optimal_control_tutorial.ipynb index f62b3ea..521f52d 100644 --- a/examples/notebooks/03_optimal_control_tutorial.ipynb +++ b/examples/notebooks/03_optimal_control_tutorial.ipynb @@ -2,10 +2,32 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "118782fe", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:57:28.465029Z", + "iopub.status.busy": "2026-02-16T15:57:28.464741Z", + "iopub.status.idle": "2026-02-16T15:57:30.666978Z", + "shell.execute_reply": "2026-02-16T15:57:30.665798Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Libraries loaded successfully\n", + "\n", + "📚 This tutorial covers:\n", + " 1. Regime Switching Systems\n", + " 2. Jump Diffusion Processes\n", + " 3. Combined MRSJD Models\n", + " 4. Numerical Methods (Finite Differences, Upwind Schemes)\n", + " 5. Practical Parameter Selection\n" + ] + } + ], "source": [ "# Import required libraries\n", "import numpy as np\n", @@ -87,10 +109,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "b25e1746", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:57:30.670266Z", + "iopub.status.busy": "2026-02-16T15:57:30.669891Z", + "iopub.status.idle": "2026-02-16T15:57:31.331171Z", + "shell.execute_reply": "2026-02-16T15:57:31.330002Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📊 OU Process Analysis:\n", + " Half-life: 1.39 seconds\n", + " Theoretical equilibrium std: 2.00\n", + " Observed equilibrium std: 2.31\n" + ] + } + ], "source": [ "# Simulate Ornstein-Uhlenbeck process\n", "def simulate_ou(theta, mu, sigma, x0, T, dt):\n", @@ -219,10 +270,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "79238099", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:57:31.335006Z", + "iopub.status.busy": "2026-02-16T15:57:31.334669Z", + "iopub.status.idle": "2026-02-16T15:57:35.959770Z", + "shell.execute_reply": "2026-02-16T15:57:35.957422Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📊 Regime Switching Analysis:\n", + " Observed frequencies: [0.3002 0.3802 0.3196]\n", + " Theoretical stationary: [0.41573034 0.3258427 0.25842697]\n" + ] + } + ], "source": [ "# Simulate regime-switching process\n", "def simulate_regime_switching(Q, regime_params, x0, T, dt):\n", @@ -384,10 +463,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "733539e5", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:57:35.963250Z", + "iopub.status.busy": "2026-02-16T15:57:35.962947Z", + "iopub.status.idle": "2026-02-16T15:57:36.683892Z", + "shell.execute_reply": "2026-02-16T15:57:36.682687Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📊 Jump Diffusion Analysis:\n", + " Expected jumps: 40.0\n", + " Observed jumps: 50\n", + " Average jump size: -0.536 (theoretical: -0.5)\n", + " Std of jumps: 0.178 (theoretical: 0.2)\n", + "\n", + " Impact: Final value with jumps = -7.04 vs 17.97 without jumps\n" + ] + } + ], "source": [ "# Simulate jump diffusion process\n", "def simulate_jump_diffusion(mu, sigma, lambda_jump, jump_mean, jump_std, x0, T, dt):\n", @@ -576,10 +687,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "f104f849", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2026-02-16T15:57:36.687408Z", + "iopub.status.busy": "2026-02-16T15:57:36.687121Z", + "iopub.status.idle": "2026-02-16T15:57:41.069722Z", + "shell.execute_reply": "2026-02-16T15:57:41.068651Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📊 MRSJD Analysis:\n", + " Total jumps: 32\n", + " Time in Stable regime: 18.2 (90.8%)\n", + " Time in Volatile regime: 11.8 (59.2%)\n", + " Average jump size (Stable): -0.106\n", + " Average jump size (Volatile): -0.290\n" + ] + } + ], "source": [ "# Simplified MRSJD simulation (for illustration)\n", "def simulate_mrsjd(Q, regime_params_list, x0, T, dt):\n", @@ -865,7 +1007,16 @@ ], "metadata": { "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" } }, "nbformat": 4,