{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Observers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from job_shop_lib import JobShopInstance, Operation\n",
    "from job_shop_lib.dispatching.feature_observers import (\n",
    "    feature_observer_factory,\n",
    "    FeatureObserverType,\n",
    "    CompositeFeatureObserver,\n",
    "    EarliestStartTimeObserver,\n",
    ")\n",
    "from job_shop_lib.dispatching import (\n",
    "    Dispatcher,\n",
    "    HistoryObserver,\n",
    "    ReadyOperationsFilterType,\n",
    "    create_composite_operation_filter,\n",
    ")\n",
    "from job_shop_lib.dispatching.rules import DispatchingRuleSolver\n",
    "from job_shop_lib.visualization.gantt import (\n",
    "    plot_gantt_chart,\n",
    "    get_partial_gantt_chart_plotter,\n",
    ")\n",
    "from job_shop_lib.visualization.graphs import plot_disjunctive_graph\n",
    "\n",
    "plt.style.use(\"ggplot\")\n",
    "\n",
    "CPU = 0\n",
    "GPU = 1\n",
    "DATA_CENTER = 2\n",
    "\n",
    "job_1 = [\n",
    "    Operation(CPU, 1),\n",
    "    Operation(GPU, 1),\n",
    "    Operation(DATA_CENTER, 7),\n",
    "    Operation(CPU, 2),\n",
    "]\n",
    "job_2 = [Operation(GPU, 5), Operation(DATA_CENTER, 1), Operation(CPU, 1)]\n",
    "job_3 = [Operation(DATA_CENTER, 1), Operation(CPU, 3), Operation(GPU, 2)]\n",
    "\n",
    "jobs = [job_1, job_2, job_3]\n",
    "\n",
    "example_job_shop_instance = JobShopInstance(jobs, name=\"Example\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LF/Pzzz9z/vx5Hj9+bOKvn9H4mnu+lS1bFoB69eqlO2bIwHXz5k2z/Zm7H5s0aYKNjY3ZsU/L5cuXefToEVWqVMnQ9dHR0TFPnlkCgUBgQCgIhYykpCQePXoEkOVkaO7cuQQEBLBixQq++OILvvjiC9RqNe3bt+f//u//zE748gpzqQcNPvZpazkYgvryM4VluXLlaN26NXv27OHChQtUr16d+/fvs2vXLurUqUOtWrWMbR8+fAgoisLJkycz7DMuLi7L65YuXRqA27dvmz1uUPRAmQwcOXIk036eJSYmhgYNGhAeHk7Dhg3p378/np6eqNVqYmJimD9/PsnJyWbPLVWqVIbXun79Oo8fPzb5DDNKJWnuM82KwYMHM2PGDFatWsX//vc/bG1tWb58OXq9nsGDB5uddD7Le++9h7e3N4sWLWLBggXMmzcPSZJo3rw5X375pdkJnKXkZlyzw7p165g6dSr16tVj3bp16XzTw8LCaNiwIdHR0TRt2pRXX30Vd3d3bGxsiIiIYNWqVbmWwxDMm1GWKMN+w32alsy+E9YOim3YsCHly5cnPDycli1bUrt2bbPtevbsyW+//UZAQACdOnWidOnS2NvbAzBv3rwMx9fcIovhXsjsmGGB4VnM3Y9qtdoYW5MZhmfWlStXzC46GLDkmSUQCASWIhSEQsbhw4fRarWUKlUqy0A/Gxsbxo0bx7hx47h//z6HDx/m559/ZuPGjYSGhhIaGmr8MTSHYcKi1WrTHTM3YcgJhklGXq3IZsSAAQPYs2cPq1at4osvvmDt2rVotVoGDBhg0s7w4z5+/Hi+/vrrXF2zcePGgBKsrNfrzQYnWkJGlqJly5YRHh7OtGnT0lk7/v77b+bPn59hn/fu3aNq1arp9t+9excwP8nJK3x9fWnfvj3btm1j27ZtdO7cmeXLl6NSqRg6dKjF/fTv35/+/fsTExPD0aNH+e2331i+fDlt27bl4sWLRgVapVJlmA3G3Pc4N+NqKYcOHWLQoEH4+fmxbds2s6vbX3/9NQ8fPmTFihXpsoWtW7fOaAHLDYbP2fC5P8udO3dM2hUVxo4dS3h4ON7e3uzcuZO1a9emC4o/deoUv/32G23atGHnzp0mSQL0ej1z5swpMHnv3buXLlW1VqslKioKNze3TM81fDZvvvkmmzZtyjcZBQKBIC0izWkhQq/XM2vWLAB69+6drXN9fHzo0qULGzZsoFWrVly7do1z585lek6JEiUAuHHjRrpjp06dytb1M6JRo0YA7Ny506L2NjY2Oaom3aVLF9zc3FizZg16vZ5Vq1ahVqvTjWPDhg1RqVQcOnQo29d4lhYtWlC5cmVu3LjBihUrct3fs1y9ehWArl27pjtmSHeZEeaOh4WFcePGDfz9/fO9+JShCNqyZcvYs2cP169f59VXX6VChQrZ7svDw4P27duzdOlSBg4cyKNHj/jrr7+Mx0uUKMG9e/fMrt6a+x7nZlwt4fLly3Tu3Bl7e3t27NiR4ep9TuQwWF8svUdcXV2pVKkSt27d4sqVK+mOHzhwAIAXXnjBov4KAxs2bGDJkiU0a9aMf/75h5IlSzJixIh0788wvm+88Ua6DGInTpxI586Vn5j7PA8fPoxOp6Nu3bqZnlutWjU8PDw4duxYhhYKgUAgyGuEglBIuH//Pr169eLgwYOUL1+ejz76KNP2ycnJZl1WUlJSjC5KWVUcNvi+r1ixwsSKcOPGDWbOnJndt2CWjh074u/vz9atW83WGHjWZ9fLy4sHDx5k+8fb0dGRHj16cOvWLebOncvZs2dp3769SbE5UBSpPn36cOrUKT799FOzE61r164RHh6e5TVtbGz4/vvvUavVjBkzhhUrVph1vUhJSclRFWyDBenZHP7//vsvn3/+eabnzp8/3yRdql6v58MPP0Sv1zNo0KBsy5Jd2rVrR7ly5di9e7fxu/T2229bfP6BAwfM1l8wuGOk/W43bNgQrVabTklbuXKl2XskN+OaFVFRUbRv354nT57wyy+/ULNmzQzbZiTH7t27WbZsmdlzvLy8ACV2wVIGDx6MLMt8+OGHJt/3qKgoYxpVS9L0ZsW1a9e4ePFivk5iw8LCePvtt/Hy8uKnn37Cz8+PVatWER8fT8+ePU1chjIa3/v375vEKhUEn376qUkcT1JSEpMnTwbI8n40PF/u3LnDu+++a/bZeOfOHc6fP5+3QgsEguca4WJkBQxuDXq9npiYGEJDQzl8+DAajYaGDRuydu1avL29M+0jMTGRJk2aULlyZerVq0eFChVISkoy+uG/8cYbVK9ePdM+XnzxRZo1a8Zff/1Fw4YNadWqFffu3WPbtm20bdvWrGUhu9jZ2bFx40ZeffVVevfuzeLFi2nUqBFJSUlcuHCBffv2mSgnrVu35uTJk7z22ms0a9YMe3t7ateuTceOHbO81oABA1i2bJnxh/dZ9yID33zzDVeuXOGTTz7hxx9/pEmTJpQqVYrbt29z4cIFTp48ybp166hYsWKW12zdujW//PILAwYMYPDgwcycOZPmzZtTtmxZkpKSuH37Nnv37uXhw4fUqlUrWyv3/fv358svv2TcuHEcOHCAKlWqcOXKFbZv306XLl3SFcNLS+PGjalTpw49e/bE3d2d3bt3c/bsWerVq8eECRMsliGnGGodzJw5k6NHj1K6dGneeOMNi89/8803cXFxoVGjRvj7+yPLMocOHeLkyZPUq1ePNm3aGNsalLORI0eyb98+/Pz8OHPmDH///TcdOnRIV9grN+OaFZ988gnXrl3jhRde4MiRI2YVlHHjxuHh4cGoUaNYsWIF3bt3p1u3bpQtW5Zz586xa9cuevToYVaO1q1bs3HjRrp06UL79u1xdHSkQoUK9OvXL0OZPvjgA3bu3MmWLVuoXbs27du3JyEhgY0bN3L//n0mTJhAkyZNcvye08qWkzoIMTExmVZSHjhwIP7+/qSkpNCrVy+ePHnC1q1bjXFN7dq14/333+err77igw8+YOHChQA0aNCAxo0bs2nTJl5++WWaNGnCvXv32LlzJ1WrVjUGHRcE1atXp0aNGiZ1EK5du8brr7+e6WdnYOrUqZw9e5bvv/+ebdu20apVK3x9fbl//z5XrlzhyJEjzJo1i6CgoAJ4NwKB4LnAqjmUnjN4JoWfnZ2d7OXlJb/wwgvy0KFD5Z07d8o6nc7suc+mN9RoNPLs2bPl1157Tfbz85Pt7e1lb29v+cUXX5S/++47OTk52eT8jFJBRkdHy0OHDpVLliwp29nZyTVq1JAXL16cZZpTc7nODWn7pk2blu7Y9evX5ZEjR8r+/v6yra2t7OnpKTds2FCeNWuWSbu4uDh5xIgRsq+vr2xjY5NOBjLIsW+gcuXKMiB7enqmG4O0JCcnywsXLpRfeukl2c3NTbazs5P9/PzkVq1ayXPnzpWjoqIyPNccUVFR8meffSY3bdpU9vb2ltVqtezi4iJXq1ZN7t+/v7xt27Z0n60hpeKKFSsy7Dc0NFTu2LGjXLJkSdnJyUl+4YUX5KVLl2b5+Vy7dk3+6quv5KpVq8r29vZy2bJl5bFjx8qPHz9Od428TBOalsjISFmlUsmAPHny5AzbmftOfffdd3Lnzp3lihUryo6OjnKJEiXkOnXqyLNnz5afPHmSro9Dhw7JTZs2lR0dHWVXV1e5ffv28tmzZzOUP6fjmlWaU0O7zP7S9nHkyBG5ZcuWsoeHh+zi4iI3btxY/u233zK8l7RarTx58mS5YsWKxnopae+HjD7LxMREedasWXKNGjVkBwcH47V++umndG2zSt+aUarVnNZByOrP8Nm99957MiC/++676frSaDRyw4YNZUDetGmTcf/Dhw/lkSNHyhUqVJDt7e3lgIAAefLkyXJ8fLzZscrsnszs+ZbRmBnGKikpSf74449lf39/2c7OTq5YsaI8ffp0symqM3rG6fV6efXq1XKrVq3kEiVKyLa2tnLZsmXlxo0by7NmzZIjIyPTnSMQCAQ5RZJlM3Z8QbGjdOnSuLu7c+nSJWuLIshHBg4cyKpVq/Ktmq1AILCcFi1a8Oeff5p1lxMIBILCjIhBeA549OgRUVFRlCtXztqiCAQCgUAgEAgKOSIGoRjz+PFjvvrqK3bv3o1Op6Nbt27WFkkgEAgEAoFAUMgRFoRiTHR0NJ9//rnx//Dhw60tkkAgEAgEAoGgkCNiEAQCgUAgEAgEAoERYUEQCAQCgUAgEAgERoSCIBAIBAKBQCAQCIwIBUEgEAgEAoFAIBAYEVmMBAKBQCAQCDLh7t27JCQkWFsMgSBXODk5Ubp0aYvaCgVBIBAIBAKBIANiYmJISkrC1dXV2qIIBLkiPj6emJgYPDw8smwrFARBniHLenTx4aREnyb5/n70CZHIukRkvQYkGyQbR1S2JbD1boyd10vYutdEsnGwttjFgiePk7h16zHXrjzk/r04UlJ0aLU6QMLWVoWdvZpy5dypWMmLsr5uODraWlvkYsETTRKhj25z/G44/0XdJEGrIUmnRUbGXqXGQW1LFQ8fGpeuRA2vspRycrO2yMUCWZdIyuNQNA//JiXqCPqUaGRdIsg6JJWd8qxxKo+9TytsS9THxrkikiRZW2xBESU6OhpnZ2driyEQ5BonJyeio6MtUhBEmlNBrtDGhRF/dSEpD/9GnxKDrEtCTolBlnWYD3GRQZZR2bohqZ2Q1C7YOAfgVGkE9j6tkSQRFmMJ8fEajh29zqUL94mP15CSoic5KQWtViajeZAsg52djfJnr8bNzZ46L5Slzgu+2NraFOwbKKIkaVPYGnaW38LPcj/hCQlaDfEpGhK1GlQZDLweGVuVDW62DtirbfF0cKalbyD9qjWihL1TAb+Dooks60m+v4+Ea9+jiw9D1sYhaxPQpzxB+cKbG3s9kmSDZOuBZOOAytYDW6+XcK7yLmrnigX9FgRFmLCwMGE9EBQbYmNjCQgIyLKdUBAE2UaWdSTf+Z24S1+iS4hEr3kIqHK8QifLeiS1Eyo7bxzL98a50khUdiXyVuhigCzL3LzxmH17rnDn9hPi4zUgk4txl1HZSDg72VGlaklatK6Ep6eYsJrjRuwjFoX8yaHbV3mUHI9Or8/VuCNJeNk7Ud2zDGNrtyLYy1escJtBr3lE/LXvSYz8Cb0mClmbkONFBOWnTo/Kzgsbpwq4VP0Q+zLtkCShHAsyRygIguKEUBAEeY6s1xB3cQ6JN35Cn/wQWZeUp5MaZeIENnYlUXvUwb3OXGyc/PKs/6KKLMuc+ecWB/eHER+XTFKSNs/HXZbBydkWT08n2nesTgV/oaAB/HM/kv+d+p2bcTFEJ8ejQsrTsdfLMi629ng7ujCyZnM6B9QWigKgS7jB4zPj0cacQad5kCtF2ByyLCtWBXsvHP1641JtIpJKuN0JzCMUBEFxQigIgjxFE3OWxycHoUu4jqzP2wmqOWRZj8reG5fA93GqNOq5nTTFxiazfu2/3Lr1hBSNrgDGXcbBUU1QjVJ07FQDW7vnc3U1UZvCzBPb2XPjArGavFWEzSHLMg5qW2p6lmVesx6UdHw+JyOyLJNw7RviLs9FnxyV7y6HsiwjqdTYOFXAvcFK7Dxq5ev1BEUToSBkzpgxY3j8+DGrV6+2qhyRkZHUr1+fffv2ERwcbFVZnqWwjBEIBUGQR8h6DbHnPiHxxjr0mugCjREwrPKpXatR4sU1z5U1QZZlTp+6yd5dl4mN1aBSFbCCJIGHuwPdetV+7qwJp+9d58Ojv3In/jEF/XDUyXpKOrjwXt1X6Fqp7nOlGOsSbhB9vC/a2It5bp3MClnWo7IrgaPfW7jW/FRYEwQmmFMQunfvzs2bNwtMhnLlyrFx48ZsnXPv3j3mzZvHnj17uHv3Lt7e3tSsWZNhw4bRrFmzPJPtyZMnyLKMu7t7nvWZFeYm3DqdjqioKLy8vFCrC1cOnqKoIBSuERQUKrSxl4k+1iuN1aBgA4glSQJ9Mikx/xJ1sDku1SbjHPB2gcpgDRITU1i76rTRalDgygGADNHRify48hQ1apamU5ea1pGjANHp9XxyfCu7I88XiNXAHDaSiodJ8Xx6cge/XfuX71r2wc2u+Gf6ig9bQtzFL4xWg4Iee0lSodfEkBC+lOR7f1Ci0c+oXQMLVAZB0eLmzZtcu3bN2mJkSGRkJB06dMDd3Z1p06YRFBRESkoKBw4cYNKkSRw9ejTPruXmVjiys9nY2FCqVClri1FsECljBGbRRP/Do0Pt0cZdVVIHWnElU5JU6JMfEhs6jdhzn1hNjoIgLjaZ77/5m4jwaLQpOQ+EzQskSSI5SceZf26z6oeTaLV6q8mS32h0WgbvW83msLPEpSRbf9x1Wk7dv073nYuJSoyzmiz5jSzLxJ77hNjQ6eiTH1o1i5kkSSDr0MZd5dHh19FE/2s1WQSC3DJx4kQkSWLXrl107NiRSpUqUa1aNUaOHMnOnTuN7W7evEn//v3x9/cnICCAoUOHcv/+fePxOXPm0LJlSzZs2EC9evWoVKkSw4YNIy4u9bk0ZswY+vfvb9yuV68eixcvNpGnZcuWzJkzx7jt4+PDmjVrGDBgABUqVODFF19k165dJudcvHiRPn36EBAQQMWKFenYsSPh4eHMmTOH9evXs2vXLnx8fPDx8eHIkSNERkbi4+NDSEgIer2e2rVrs2LFCpM+Q0JCKFWqFDdu3ADg8ePHjB8/nurVqxMQEECXLl04d+5cpmN769Ythg4dSuXKlQkMDKR///5ERkYaj+t0OqZOnUrlypWpWrUqM2bM4Flnnbi4OEaMGIG/vz81a9bk+++/p3PnzkyZMsXYJjk5mWnTplGrVi38/f157bXXOHLkiPH4jRs36Nu3L1WqVMHf35+mTZuyd+/eTGXPDkJBEKQjOeoo0X93RZf8oNCkHZUkCVkbT0LYUh6fGZfuZisOPH6cxOJv/ybqQXyhci3R62XCwx7xw5LjT2srFC+StCn027OCk/ci0MmFRwmSJInwJ1F037mEuwlPrC1OniPLMk/OjichfCmytvB85yVJhS7pPtF/dyE5Ku9WWQWCgiI6Opr9+/czePBgs/UbDK5Aer2e/v37Ex0dzZYtW9i4cSPXr19n2LBhJu0jIiLYuXMna9asYe3atRw9epQFCxbkWs6vvvqKTp06ceDAAdq0acPIkSOJjo4G4M6dO3Tq1Ak7Ozs2bdrE3r176d27NzqdjlGjRtGpUydatWpFSEgIISEhNGjQwKRvlUrFm2++yaZNm0z2//LLLzRs2BA/P8VleciQIURFRbFu3Tr27t1LcHAw3bp1M8rxLCkpKfTs2RMXFxe2bt3K9u3bcXJyolevXmg0GgAWLVrE+vXrmTdvHtu2bSMmJobff//dpJ9PPvmEkydPsnr1ajZu3MixY8f477//TNpMnjyZU6dOsWTJEg4cOEDHjh3p1asXYWFhAEyaNInk5GS2bNnCwYMHmTp1ap7W6ygcsz9BoUETc5aYE33QJz8qND/YBiRJQtYnknRjPXGhxcuSEB+v4YfFx4mOTiyUrjyyDLduPGbV8lPodIVnEp1btHodb+//kf+ibqEv8IiDrFFJKm7Fx9D3jx+ITk6wtjh5SmzoVJJurEfWJRbKZ40++RExJ/qiiTlrbXEEgmwRHh6OLMtUrlw503Z//fUXFy5c4Pvvv6d27drUq1ePb775hqNHj/Lvv6kWNFmWWbhwIdWrV6dRo0Z0796dQ4cO5VrOXr160aVLFwICAvjoo4+Ij483Xnf58uW4urqyZMkS6tSpQ6VKlXjrrbeoXLkyLi4uODg4YGdnR6lSpShVqhR2dnbp+u/atSsnTpwwxoro9Xo2b95M165dATh27Bj//vsvy5Yto06dOgQEBDBjxgzc3NzYtm2bWZk3b96MXq9n7ty5BAUFERgYyIIFC7h165ZxdX/JkiW8++67dOjQgcDAQL788ksTN6y4uDjWr1/P9OnTadasGdWrV2fBggXo9am/rTdv3mTdunX88MMPNGrUiIoVK/LOO+/QsGFD1q1bZ2zTsGFDgoKC8Pf359VXX+Wll17K9ediQCgIAiO6hEhi/u5WKJWDtOi1CcSH/0D81W+tLUqekJKi44fvj/PoYUKhHndZhusR0WxYV3wmTOMPbeSfB5HIhVA5MKCSJCJjH9F393KStCnWFidPiL/6LQnhy9FrC6/SoygJD4n5uxu6hMisTxAICgmWWtivXLmCr68vvr6+xn1Vq1bF3d2dy5cvG/f5+fnh4uJi3C5VqhQPHjzItZxBQUHG187Ozri6uhr7PXfuHI0aNcLWNucJA4KDgwkMDDRaEY4ePUpUVBRvvPEGAKGhocTHx1O1alX8/f2Nf5GRkURERJjtMzQ0lPDwcCpWrGhsHxgYSFJSEhERETx58oR79+5Rr1494zlqtZratWsbtyMiIkhJSaFu3brGfW5ublSqVMm4feHCBXQ6HY0aNTKR7e+//zbK9vbbbzN37lxef/11Zs+eTWhoaI7HyhwiSFkAKFk8oo/3QZd0r9C4FWWEwd0o7vJX2Jduh9ol62j8wsyOrReIiio8LhaZIevh6uUoQs7eIbh2GWuLkyu2h4dw+M5VdEXAXU0lqQh/EsVnp3Yys9Eb1hYnV2jjwoi79FWhcivKCEmS0CXdI/p4X7xa/Fno5RUIAAICApAkiatXr+ZJf89mBJIkKVMlxNxxrVabrX4dHPImOUPXrl359ddfeffdd9m0aROtWrXC09MTgPj4eEqVKsVvv/2W7ryMMjLFx8dTu3ZtFi1alO6Yt7d3nshsuI6NjQ179+5FpTKdkxnciPr27UvLli3Zs2cPBw8eZMGCBcyYMYOhQ4fmiQyFeyYoKDDiryxEG3u50CsHBoyreyf6Ihciv/HsEnk9hnMhdykCc1Qjyclaft9+gYR4jbVFyTHRyQl8fnoXCSlF5z3okdl5/Rxno25YW5QcI8t6Yk70Ra95WGQm25KkQht7iYSrC60tikBgESVKlKBly5YsX76c+Pj4dMcfP34MQJUqVbh16xa3bt0yHrt06RKPHz+matWqOb6+t7c39+7dM27HxsaaBPFaQlBQEMeOHSMlxbzV1M7OzsQlJyO6dOnCxYsXOXv2LNu2bTO6FwHUqlWL+/fvo1arCQgIMPnz8vIy21+tWrUICwujZMmS6c5xc3PDzc2NUqVKcfr0aeM5Wq3WJL7A398fW1tbEzeuJ0+emGTFCg4ONqZtffY6aTM1+fr6MnDgQFauXMnIkSP58ccfsxwTSykas0FBvqKNv0781fnIuiRri5ItJEmFNu4q8Ze/trYoOSIlRcfGn8+SlFi03EYkSSL2STIbfi66rkbvH9pIVGJskZmkGniiSeK9Q78UWVejuEv/hzbuapFZiDAg65KIuzJPuBoJigxffPEFOp2O1157jW3bthEWFsbly5dZunQp7du3B6B58+ZUr16dkSNH8t9///HPP/8wevRoXn75ZerUqZPjazdp0sQYeHv+/HlGjx6dbhU8K4YMGUJcXBzDhg3jzJkzhIWFsWHDBqNVxM/Pj/Pnz3P16lUePnyYoSJRvnx5GjRowLhx49DpdLRt29Z4rHnz5tSvX58BAwZw4MABIiMjOXHiBJ999hlnzpwx21/Xrl3x9PSkf//+HDt2jOvXr3PkyBE++ugjbt++DSiuPwsXLuT333/nypUrTJw40aiUAbi4uNCzZ09mzJjB4cOHuXjxIuPGjUOlSk3xXKlSJbp27cro0aPZvn07169f559//mH+/Pns2bMHgClTprB//36uX7/Of//9x5EjRwgMzLv0zEXrKS3Ic4wreslRRW6yBCDrkom/9i3auDBri5Jtdmy9wOOYwhegaQmSJBF5PZqQs3esLUq22R4ewr9RN4rsuN+Jf8xnp3Zm3biQoY0LI+HaImRdsrVFyTaKxTKK6ON9i2UGNUHxw9/fn3379tG4cWNjMKwhuNiQblSSJFavXo2HhwdvvPEG3bp1o0KFCixZsiRX1x47diwvv/wyffr0oU+fPrRr1w5/f/9s9eHp6cmvv/5KfHw8nTt3pk2bNqxZs8boltS3b18qVarEK6+8QvXq1Tlx4kSGfXXt2pXQ0FDat2+Po6Ojcb8kSaxbt46XXnqJsWPH8tJLLzF8+HBu3LhByZIlzfbl5OTEli1b8PX1ZdCgQTRp0oRx48aRnJxsLKY3atQounfvzpgxY2jfvj3Ozs5GpczAzJkzqV+/Pn379qVbt240bNiQwMBA7O3tjW0WLFhA9+7dmT59Oi+//DIDBgzg33//NcaM6HQ6Jk2aRJMmTejVqxcBAQHMnj07W+OcGaKS8nNO4s1NPP5nJOiL3o+2AVnWY+fdGK+mRWfSFBOdyKIFR0hMTO+XWVSQZRl3Dwfen9iiUGZeModOr6fV5rncjX9cJBUEA252Dmx+fRRlnQuucmlueXioHZqoI0XOemCCyh73et/j6PumtSURFCBFtZJyQTF8+HBUKhXfffedtUUpshhiG2bMmEGfPn3y9VqikrLAIuIv/x+yzjpVY/MKSVKhi72ILvE2No5lrS2ORfx54BoJCSlFfNwl4uM1XDx/j6Capa0tjkXsu3mRR0mFPzg2K2KSElhy7i+mv9jR2qJYhC7xFtrYi0VbOUBxNYq/9H9CQRAU2sl6QaLVarl27RqnTp0yKZQmyJqQkBCuXLlC3bp1iY2N5auvvgLgtddes7JkqRTtp7UgV2hjL6NLvFnkJ0sAuuSHxF+Zn3GDJ0/gyy9h1Ch46ieYH/z666+8/fbb7N27N0NXBK1Wx8UL980eK2poU/Qc3H8t64b5zOnTpxkyZAirVq0ymy3DwHchf6LRFV2rjQFJkth746LV38vdf/7hr5o1Ofj66zzJZDU17sp89MlRBShZ/iBJErrEG2hjr1hbFIHA6ly4cIFXX32VqlWrMmDAAGuLU+RYtGgRLVu2pFu3biQkJLB169YMg6OtgXAxeo6JOTmExJsbkCQba4uSa2RZxsaxDCVfDUFSpcmb/OQJLFwI//d/YKiMOHYszJuX5zIkJSXh6elJYmIigNH3s3Xr1iZK2L+nbrJ50zksSMBQJHBwVDNy9Mt4ejlZTYaXXnqJY8eOAUpw15QpU+jbt69JGr3rsQ/pvnMJTzRFKxg/I2wkFZ82eoMulepm3Tif+LNuXZo/DeaLliTOtm7NCytW4FaunLGNrE/hwR/B6BLvFIvFCFnW4ejXE4/6y6wtiqCAMOdiJBAUVSx1MRIWhOcUWZuAJuqvYqEcQGra06Rbm5UdT57ArFng7w9TpqQqBwB5UODFHPHx8UblAODIkSO88sorNG3a1MSicOivcHS64qOXJ8SncGB/3uTbzilpi/Zcu3aNQYMGUa1aNVauXGm0KCz6789iVY1Yq9fxw/kjVpVBnea+KiHLtNi7F1358hx85RWjRSHp1m9FKq1pVkiSDZoHfyIX4iJvAoFAkFuEgvCcknR3V7Ew+adF1mtIuPxNxoqBlUirKGzftoe42ORiM1kCkCS4duWhtcVIR1pFYcWKFRy9cw2bIu4DnxZJkohKjON2/OOsGxcg6RSF8wuQdUWn3oQl6JOjSLq7y9piCAQCQb5RfH4tBdki+d5eZLno+2IbkUHSpKA7f7TQKAbPcuTIEcaNm0pUVAzaYuAHb0CSJLRaPU8eF07XnWvXrjH0vXcJvxGZYa7sosoTTRIhDwsuk0p2MCgK+gtH0SUmFqv0oLKsJfn+PmuLIRAIBPmGyGL0nKJ9/C9FST+09XoZ5yrvYuteGxvHMkQf70PynR0gAxoNaJJBlpFtQOcGNk+sLbF5KvjVQq+XSYhPwEZtg729PWqbwnsbVqhYgibNKlLW1w03Nwd+Wv0PF86nD7BOTkrh1q3HuLk7WEHKrLH180Fva0NiYiLJycnY29tja2ub9YlWYl/ncfi6lEi3f+2lE3x6codxWyvrOHr7Gm3L1yhI8SxG5wYqO5C0WuTYWLRqNTaOjoXWguZcZTwOZTti41IFWZ9EyqMTxIZOQxf3rAudCm3Mv2b7EAgEguJA4Z2ZCPINWZbRa6IL7Y+0OSQbJ7SPQ0i8voYSL65RFIPkVMXAgOwIWn+w+S/DrqxKqVKVjSupOq2OBG3hVhTsbG24eyeWf07dpHe/FzJsp9XKXLvykOpBpTJsY03sq1cAGxXIMnq9vtArCt12LjFxh6ri4cOKNgPYHRlq0k6FxNmHtwpaPIvR+iv3JIAEqAu5omDn3ZiE8GWkRP8DkhqXoKl4vvwbUfteRNalxhxIkoRe8whZlgvdexAIBIK8oPDNSAT5ji7hOrLOvDuIyt4Hn3aXefLfJBzL90btGog2PpwnZ8aT8uhYAUuaiub+XjT39yqKAUBSIiSnfw+yLSTXAPtCqiA4Obil26fT6rBx0vPpF6+xbUso9Rv44V3SmehHCWzZFErk9ZiCF/QpVy5HceVy1rEqkgSR1wufW5cBu4AyJookgF6vxwU1Z/vO4NPj2+lapR6V3L2JjI1m2vFt/PMg0krSki6Y+m3fJlyPfciJexEm+yVJ4lFSfKGdqCbXVO5JKU3GLgmwU3vh8+YdYk6/h3OlgYXmORP9dzeT7cf/jKJU+2uoPeqQ8vCoyTFZl4wuIRK1c4WCFFEgEAgKBKEgPIekxPyHnBJj9pjaPRgAxwp9efLfRPTJ93EL/gyP+kt58EctUmfoOcM58D2cA9/LtE3UvkboE5/xq07rSgTpJntG9JASKOVazvzA2dkTGxvzq9W+5TwAeKGeL5t++ZfkJD0dOtWke6/afD3nzwzfrqU0axFAs5aZpzVb+PVhHucwjkCSJBISCq9/v8rF0ez+Gt5KyfouleryyaFNPNZpmPpiB75s3JU2m+ch5/J7NLxGU4bVbJppmw7bvuVOQsaBxrYqG96oWIuVF/42ezxZp+VeYiylndIrn9YmpYoEZtL5qj3rAOBccQBPjr9LSspDPOp/bf3nzDOobJUxlTXplV85JZqUmLNCQRAUeXx8fFi5ciXt27fPsm29evUYNmwYw4cPLwDJMubnn39mypQpXL1q3Qx65igsY5RbhILwHCJrHiDrtUiq9B+/rXtNZL2GmOO90SUoK6ix5/+Hd8s/UTmWxS14NnbeTdA8+JOYk6aFUTwarsnwmIGE8OUk3fotU/n0SXfSCItJjEFWSIBsn2Uzq+Bg74ykMh/34evrgVarY9n3h3n0SFk93r71P977sDWubg68/kZ1KgZ4Enb1IT+vPWM8z83dgW49a+HsbIdeL3Nw/1VCQ+6l6//k8RucC7mbqXyxsck5f3OATleICztkMO41vMui0WkZtPMHbsYqk8DP/97Ozm7jKeXkysf129OwlD/H7oYx9tAG43mutg6saNMfG0mFjUrFjxePs/Hq6XT9/3zlFDuvh6bbn5b7ibGZHm9drhqudg78FnbG7HG9rCdWk1QoFQTZXrknn8W2RG1knYaYA53RxV8HIPbUZEp2OIXkUAb3WnMyf5bYOFKy9QmSbm0mNnRqusPZfs6YRcI1+HM0D/9GG3sh/XvTa5E1xSsTnMBy3Lt3R5VJccC8Rl+uHI+zUb15zJgxrF+/HgC1Wo2HhwdBQUF06dKFXr16oUrzTAwJCcHDw8Oifnfv3o2TU8HWvDE34e7UqROtW7cuUDmeN4SC8ByiT8l4QqJ2Dybp9jajcgAga1PbJ4R9T2LkGhz93kp3bmbHjH2lxKDLwHoBoNNokJKSkZDNTiwsIovYa/mnn+Cnn3Lae4Z4Ynax1MgtGztWSCrMJXz0L+fBhTO30D5KwDDNk+KeTtjjYvn7j/P846Cm7ov+So2Hp+jR8PvPp7h7MwYXNwdGTmrD5ZNhpGh0Jv0nPoFE8oDEBJPrp0V/7zF6qXXOP7dckFldWxlorFJhzgGqjrcve8L+40lstHHc9Qb3nrg4fvxnH5tsHehcrYHJ+46XYun763yStCk4qu3Y1msCe0KPE/OMa9BjnpDbJKTd/GtxKPIi9++ZjzXQJWlIqh2MHFnw1blfzuK4nMG9qPasTVLkJqNyAECKMr5SXBwJIV+TaLcUx4D+oNOBjWm9FpfA99E8OpnxdbN4zliCW+2vsHUL4uFfr2XYJrNnqaB4o7p5E/W1gqsin5O8d61atWL+/Pno9XoePHjA/v37+fjjj9m2bRs//vijsZBkqVKWx455e3vnQJK8x9HREUdH85ZhQd5QdNLYCPIMWZ9sflkPsHUPRvs4xHSfZ0P0yVHoE2+jiTqMrI0ze25mxww4B76HT4ebGf6VefM+audyuZpkylmcLFnpT29jg5xBHv4yfh7cuRljsq98gBfxsUnExiQSceUByUnpfyLiniRx9+l5cU+SSIjT4Ohsl65ds7bVmfL1m5n+uZfI5aqQJIGkstr4ZvQnZ+KbX83bl4tRt0321Sntz6PEOO7FPebE7WvEp6R3u9LLMklaxaXKzkaNhKS8/2cY/kIbTr/9RaZ/ZVw8MpSvrEsJXioXyMbzGfvl61UqUtQ2VhvfTMnoOVOiDtros6b7Sr6EPukB+oRbaO4dRNY8AWR4JjWtjXMAatdAJSYpA7J6zvh0uInKsVyG57vWmoN9qbY8OtwRfdJt840kkPWFM7WvQABgZ2dHqVKlKFOmDLVq1WLcuHGsXr2affv28fPPPxvb+fj48PvvvwOg0WiYNGkSNWvWxM/PjxdeeIH58+cb29arV4/FixcDEBkZiY+PDyEhqXOGx48f4+Pjw5EjShHHI0eO4OPjw19//cUrr7xChQoVaN++fTrXoN27d/Pqq6/i5+dHtWrVGDBAsRx27tyZGzduMHXqVHx8fPDx8QEUF6PKlSsDSiprHx8frlwxXSr6/vvvadCggXH7woUL9OrVC39/f4KCghg1ahQPH2Zew+fYsWN07NiR8uXLU6dOHT766CPi4+ONxx88eEDfvn0pX7489evX55dffknXx5UrV+jQoQN+fn40adKEP//802TMAW7dusXQoUOpXLkygYGB9O/fn8jI1IXaI0eO0LZtW/z9/alcuTKvv/46N27cyFT23CIsCM8hko2jsqz67I+3ygEb50pgUl1ZwrnSSBIj15EXfv1Zmf71Wh3axLvGgEtVDpzvpSxO0QEp+RTQqc9E3hRdCsj6dKOotrXBs6QLkkoyHpMkeKllIP8ev67ss2BWVtavBJJK4klMYro2Jw9f49y/mT9MYp/k0sYgy2iQzU6U85vMxh1ZiSR4toW9jS0V3L1RpR13JPrXas5vl06iR1Ym/sbBNH1frnYO/Nh5NBXcvfny723EJCWka/Nz6N/svGo6EX6W+/FPMryz3qzekIeJcRy8fj7DNiq9HilFR5IVxl0ty5n+iJi9F20csHGrkv45U30siddWAzKySqW4hUkqsDNVeF1r/o/Yc1Ox83oxw+vmxsXItdYcHMp04NHhDugSrpttAyi1V9QF62ohEOSWpk2bUqNGDXbs2EHfvn3THV+6dCm7d+9m2bJl+Pr6cuvWLW7fzkBJzgaff/45M2bMwMvLiw8//JCxY8eyY4eSsnnPnj0MHDiQcePG8c0336DRaNi3T6kzsmLFClq2bEm/fv3MygtQqVIl6tSpw6+//sqkSZOM+3/99Ve6du0KKIpL165d6dOnD59++ilJSUnMnDmTt99+m02bNpntNzw8nF69ejF58mTmz59PVFQUkydPZvLkySxYsACAd999l7t377Jp0yZsbW356KOPiIpKdT3U6XQMGDAAX19fdu7cSVxcHNOnTze5TkpKCj179qR+/fps3boVtVrN119/Ta9evTh48CAqlYoBAwbQt29fvv/+e1JSUvjnn3/yPTGFUBCeQ1RqF7P7bd2CABlHvx5oHvyFPuUxrtU/QrJ1J+7yV3lybUtM/zbPBpRqtUg6NTZOFdO0qYi6RG30mkfo45+Z+GbhCm/Tuzc2a9dmQ2rLePjwYabmV09tCt1lPc+GSJQv6w5AcMMKnLt0n8REDe061MTeyY4Dh66D61PnFydnUNumbqfB0dGWroMasvnXULPHE4HErBY7nV3T7bKzs8HTK3US5OHrRekkicSElHQBzSpfbxz01olDqFy5MtcyMff76PXYPLOvklcZZBk6BNZn/80rPNYk8mGDdrjaO/Lt+SNIbk/H0dkJ1GpwMx2fWKDzrsV4OTizsFkvdt+/xsOkeJM2j4HHZBHb4epiVueTkOhSvRGbw8+iz6ANgI2XA67/heDg4ZP5dfKBI/7+NL6eySTazNfB1iMYkHGs2AfNnf3oU2JwrT0Dyc6Dx5e+ROXmprxXR0fFtSiNr7R96fbo4q6ii78GmSgIOXUxcqv1FQ5+3Yk+1htZG4fKXhlTfcoTMGMtUNmkv2cEgsJOlSpVOH/+vNljt27dIiAggBdffBFJkvDz88uTa06ePJmXX1acEt9991169+5NUlISDg4OzJ07l86dOzNx4kRj+5o1awJQokQJbGxscHFxydQVqmvXrvzwww9GBeHatWucPXuWRYsWAfDDDz9Qs2ZNPv74Y+M58+fPp06dOly7do1KlSql63PBggV07drVGPsQEBDArFmz6Ny5M3PmzOHWrVvs27eP3bt3U7duXQDmzZtH48aNjX38+eefRERE8Ntvvxnlnzx5Mt27dze22bx5M3q9nrlz5xon/QsWLKBKlSocOXKEOnXq8OTJE1599VUqVlTmQYGBgRaNe24QCsJziMqxLJKNPcimfupq92C0sZeJv7oAj4arkWzd0Nzfz6PDryOnPLaStIBajW3pJng22W7c5dbgawASr67k8dHBxv0yIMU/20HhIDHxCbKZCbRvOQ/u3X3Cvj2XGPz2yzg62nLlShTLl55Ek5z1hNvGRqJ3/7r8dTCcG5ExeSpz2XLuDBnW0LjdvkN1AP45fYvfNpq6oqnVhdhjUadLt6uGty9XY+6x6N8DLH1tEG52jhy+fYX+e1eSoLc8I9PDpHguRt+lvk8Fdkea/9HNCS+XCcDXxYNN1zIvyGWjkvBycM6z6+YlUnx6Y6Xasw7axxeJD/0Sjxa/INm5k3x3L4+OdkSlylyLtfWsj4NvFxx8OyPZOINKjV4bS/ylOXkir1PAUAC8mu4w2f/4n1EkRprGLUk29tg4lsmT6woEBUlmaZF79epF9+7deemll2jVqhWvvPIKLVu2zPU1g4KCjK8NE+WoqCjKlStHaGgo/fr1y1X/nTt3Zvr06Zw6dcro6lOrVi2qVKkCQGhoKEeOHMHf3z/duREREWYVhNDQUM6fP8+vv/5qsl+v1xMZGcm1a9dQq9XUrl3beKxKlSq4u7sbt69evUrZsmVNlJsXXjCtKRQaGkp4eLhx8m8gKSmJiIgIWrZsSa9evejZsyfNmzenWbNmdOrUKVuxIzlBKAjPIbbutZFs3ZE1j0z2q91ron1ynqQb60m6sb7gBdPrQatVVmufyTqjiTrM3c0eyoZWC8nJZid9qMDufOFLcQqQmPSEFG0yDpiuOvqW8+DO7cf8d+Y2Fy88RJVBnEJGdOlei7Brjzj7b+7NwM8SEfaIqZN2ZdlOlmVcXQtnFWUA3eN4bDxNLSs1vMpy8eEdtoSdYdetC9jYPGtjyBgvB2eStCnEazW42NpTv1QFfr6ScdBsTjhy5xrV1kzLsp2jjR0lCqmCYHdBRlNNMrEkqEvURhsTQkL4WuJvbcTG3vK0Y3HnZxJ3fibA0zot1fNMOQBSnzEWINm6o/aonXVDgaCQcfnyZcqXL2/2WK1atTh16hT79u3jr7/+4u2336ZZs2YsX748XVuVmexwKSnmF1fMFaTUP10wc3DI/W9HqVKlaNKkCZs2baJ+/fps2rSJgQMHGo/Hx8fz6quvMnVq+qxnGU204+Pj6d+/P0OHDk13rFy5cplarbNDfHw8tWvXNlo70mLwSliwYAFvv/02+/fvZ/PmzXz++eds3LiR+vXr54kM5hAKwnOIjWMZJBvHdD7Ntu7BJN/NfDJY4uXN2LrXRLJxomTbUGJODCQl+mSWxywiIRH0Tyf9trbKn0qFyfqjhOJ24OT0VFHQpJ4DSMlgnz4jYaEhISEGV5c0bkgS+PmV4NKlBzg4ZJyRYeCQ+pQu44atnQ0fTG7B+rVnuBEZQ/kKHtSsVZp7d2OpHqS4Q/y6/j/u3cs8WDyvkWXwr1iiQK+ZHTRXbmFXqSzoU7/1NUuW48Cty5mm7Fveuj/VSpTGUW3LwTffY9yhDZyJuklZZw9mvtgRSVKiFNZeOsHlmILPIiTLMiUdzbsMFgbsLoDUHkgzN7D1rE3inV2oXDN2z8n1s6QAkGwcsXEobW0xBIJscejQIS5cuMCIESMybOPq6krnzp3p3LkzHTp0oFevXkRHR1OihOkz3svLC4B79+4RHKzUUDp37ly2ZQoKCuKvv/7irbfMZ0C0tbVFZ25B8Bm6du3KzJkzefPNN7l+/Tpvvvmm8VitWrXYvn075cuXN2Zvyorg4GAuXbpEQID5GkJVqlRBq9Vy9uxZo4vR1atXefw41eOicuXK3L59m/v37xsDrP/919QqXKtWLbZs2ULJkiVxzeS5GBwcTHBwMGPHjqVdu3ZGZSi/EArCc4rK3htdwk0TM6PaLYi4y/+X6XnRRzvn6JhlQqlSJ/spKemyl1jURRKoM3GJBmD3bkhIUJSMAub2nYuULhWIjB47W1vs7O0pXdadv/4Mz/S8lT+cMrs/8noM0z7anR+iZgtbWxUBlb2sLUaGJF+KxLlVXSS1DWq1Gnt7e6p5lmbJ+cOZnjd432qz+0Me3uLN37/PD1GzhV6WecGn8Bbqso1Q7km9LeglCdnODnWJYHTX5mV6niXPkmddfgoSWZZR2ReOdI8CQUZoNBru3btnkuZ0/vz5vPrqq/To0cPsOd999x2lSpUiODgYlUrFtm3b8PHxMXGbMeDo6Ei9evVYsGAB5cuXJyoqii+++CLbcn7wwQd07doVf39/3nzzTbRaLXv37uXdd98FwM/Pj2PHjvHmm29iZ2dnVEyepUOHDkycOJEJEybQuHFjSpdOVeAHDx7MmjVrGD58OKNHj8bDw4Pw8HA2b97M3LlzzVqQx4wZQ/v27Zk0aRJ9+vTB2dmZS5cu8eeff/LFF19QuXJlWrVqxQcffMCcOXNQq9VMmTLFJP1q8+bN8ff3Z8yYMXzyySfExcXx+eefAxjnX127duXbb7+lf//+TJw4kTJlynDz5k127NjB6NGjSUlJ4ccff6Rt27aULl2aq1evEh4enuFnmFcUYqdhQX5iV6Ihz0YQ3t9RHs29PdYRCMDJERwccpUFR0oGVVbJeB4+hJCQLBrlD7funEetVuHi4oKDgyMqScWs6Xu5cqloF1yys1dT1rfwFeoykHLjPg4qNc7Ozjg5OWFjY0P9DZ/z1+3MKigUfuzVahqXybxCtjVRJYImRUJnb4/K1RUbe3vrP2fyBD12JTIOkhYICgP79+8nODiYevXq0atXLw4fPsxnn33G6tWrM3SpdHFx4ZtvvuGVV17h1VdfJTIyknXr1pl1JwIl0Fer1fLKK68wZcoUkyxCltK4cWOWLVvG7t27adWqFV27djVZZZ84cSKRkZE0bNiQ6tWrZ9iPi4sLr776KqGhoXTr1s3kWOnSpdm+fTs6nY4ePXrQokULpk6diru7e4bvrUaNGmzevJlr167xxhtv0KpVK2bPnm2ieMyfP5/SpUvTuXNnBg0aRL9+/UySldjY2LBq1Sri4+Np27Yt7733HuPHjwfA/ql7pZOTE1u2bMHX15dBgwbRpEkTxo0bR3JyMq6urjg6OnLlyhUGDx7MSy+9xAcffMCgQYOMqWDzC0mWc5BHUlDkSbq7h5gTfUBvrmyXlZGB+DglJiGbp9lfAM8vsvhKOzlBdHS69Im5JbMsRmq1msGDBzN+/AR+2xBBQkL2rSOFFVmW8SjhyAeTWlhNhsyyGL3++utMmzaNCTcPcTsuJt9TwxUkJeyd+L3jaKvFIGSWxeiioyMxY8dS5fVzaB78iZTN2JpCjcoOj4ZrcSj9irUlERQAYWFh6Vw/Cnsl5fyiZs2aTJo0KcOUo4KsOX78OB07duT48ePpApMLgtjY2AzdptIiXIyeU+x9WqKy80SXeKfwTZgkwNkl20qCSgPOWy3Qd2vWzHPlICMMisFHH31EhQqKK4in133i4/NoopqcpMRiODqCyvIg27wmuFbh88U2KAaGQjntVNH8cP4QFpT3yprERMUFzs5OsXpZAb0sU97Vs9AFKBsUgxdnzUJSqUi6fwBt9ClkXR7U8tbpIClJSWRgYXCzLMskJiaCJOHo4JDr+06WZWzsvLD3yX1mF0HRpTBM1guShIQETpw4wYMHD6hataq1xSlS7NixA2dnZwICAggPD2fKlCk0bNjQKspBdihGSzqC7CCp1Dj4vkleFD/LFno9aDRKVGtmSCgr/Rb+mMuAFAt2lmSZbNXKoj6zi5ubG56enoCiGAwbNoyrV6+yePFio3IA0LJ1Zezs8mAyn6JRgrR1etBkZZGQQZOsKBN5jLOLHY2bWfdBl/ZB+/rrr3PixAm2b99uUkVzcNDLeDrkQUBv2viYLMc9/3BS2/FOcAurXR8gpVxqNeKLjo4cmzSJqnFxNPr8c6SnZnv7ki2Q7LzJtbFalpVEBjqd8r23EK1Wq/ylpJCUnEVNCssEwcH3TSSVWF8TPD/8+OOPDB8+nGHDhpk8VwVZExcXx6RJk2jcuDHvvvsuderUYfVq8/FthQnhYvQco0u8w8MDjdE/k+40O+j1MlqdFjszKczMEh+v/MCr1ZYFCWtSIMmylUeXX2RctmXRqG9fWLw43wKUz5w5w8GDB3nzzTdNlIK06PUyX8/5k5joxJyvZup1ylga7l5nJ7DJZMKiSYak5FTrTAY+l9lFlmUCKnsx+O2GWTfOR27fvs369etp2rRpplkd+v+xgmP3wlHldNxlGWJjU7ct/R7nMbIsU9bZg31vjst2Wty8JCEqipOjR+MUFET9KVOMSsGzxF36itgL/8ud7SYhIVXBtbVVrGZpSU6GFC04OiiZzp4iyzJxcXFGBcXJycniLCbmUNl54tXqqMhg9BxhzsVIICiqWOpiJBSE55yHf72G5uHRbPsHy4AmOZnkpytyNjZqnJ0tmCgZFAQAF1dQWTBlMLhzZIIqFrwnyKgSMmlUqRJcvKhM6qzMvj1XOLjvKjlyd0l5qjQZ7lw7W8gkRSqgWG2Snhahsre32D0jK+zsbOg3qB7+FT3zpL/85tS9CN4+sIZEbQ5W/tOOoQFX11wF1ecUWYYxtVowunbRcHPRpzwmak899JocBOPr9aYpkCUJXFxMx13mqeImm1UeNCkpJCUqCw0qlQpnZ5ccfWyyrMfOuzFeTXdm/2RBkUUoCILihKUKgnAxes5xCZqCyjZ7Dz6tVkt8XJxROQDlh9Mi1GksDRoLzf0ODpmueMsS2F4ic+UAYNq0QqEcALz0cgWcnOyy53ah10FCvKIwpT3N3gIfeNs071uTN4Hpsizj4mZPBf/CW//gWer5VKCko2v2xl2ng7i49MqBnZ2VlAMZTwcn+lYrOll0VLbu2Ho1svw5Acp3PDlZWVRIU+sEG7WZcZcx3hRmPls7W1uj1UCv15OcnHnF5oxQqV1xqT4lR+cKBAJBUUIoCM859t5NsPV6yaIfbr1eT0JCAgkJCcYKiAYsrkL77ETVkiBkSXq6Iph+MiYDNo/BfUUWE76qVSGDIizWwMnZjsZNK6JWWzBusl6xGMTFg/aZYjEqybJJqqRKbSfLkJiVNpU1Do62dO1eq/AFuWeCJEnMfvlNXO0sUKpkWXFriY83/z3NIytMdrG3UTO4+st42Be8a1NucK8zHxuH0pYpZykpSpKC5OT0E377LBIMZNC/Q5oAZY1Gg9aCwkum3eqx9X4Ze+/G2TpPIBAIiiJCQRDgUW8ZNg5lMvzhlmWZpKQk4uLi0WYQ5KqyVEF4djKZ0eTrWWxswCH9hEyVDK5rZFSWFA6+ccMyGQuIJs0rUtLHOZMJ09PA4rj4jINhLR13MNWvUrRKBqQcIklQM7g05St45LgPa1G3ZHnalg/K3LkrKUlxWcksqNsKipFelqnkXpIhNYreJFVl74Vr8Geo1JlkXdI9ja1JTMz4uWDOHTLtZF9n/jyVSmXMOw6QlJiYZa4EA7IsY+NQBo96Sy07QSAQCIo4QkEQoLLzwK3WHCR1+gwvGk0KcXFxaDQaMst4ZHHQ57M/+rIM8QmWKQl2diYuSrIEtlfB8bgF1710CQICoGVLiIy0TNZ8RqWS6N2vLk7OZlyNtFplopRkZgU1LbkJUE3W5EhJkGUZdw8HXn8j44I1hZ2pDV6njLNH+nFPSVEUg6zcsKzlWmTvxMLmvawamJwbHMt1w9azQXqLpSxDYpJpjJJZJPNxSyafl5xhzJKdnR02OXA1Utm64Fb7K1R2Hha1FwgEgqJO0fyVEeQ5Dr6dsPNOdTXS6nTExceTlJRokUtARpUI02FOEZD1iiuHJUqCoxKPYHAt8liUzRj7gwfB3x9eeQVu387euflACU8nmjStiFr9dPz0T8ciISHDlVATLAnyBkA2r2gkmwm8zawXWcbB0Zbuvepga2u9ugu5xUFty/816YqrnYPy/dbrlTiDxMSsU/ACeVJLIZvY26gZEtSYci5FJ+bDHB71l5u6Gmk0ytinWBAbY+77rtOlt/RkkgbVMU21do1Ggy4LVyNZ1mPr9TIOZTtmLZ9AIBAUE4SCIDDiUW8ZertyJCUmkBAfjz4bProZpTdMR0aTXr2FSoIkITs4oEqUcFtmgWtRzZrw558QGJi6T5Zh714oVw7atYO7dy2TPZ9o0rwi5X1dkJITFb/r7NQqsFgxkzM2AJnLzpMBtnY2NGzkVyRdi56lbsny9Aqoi0N8gjJBzU7lbosVs7xBhUSdkn5F0rXoWVT2XrjVmY9KZ48cF6t89yz19TH3fTdX20Cvy9CKoFKpcEjjapSYmJjhrSHLetTOAXjUX2aZfALBc8qcOXNo2TLzrGqdO3dmyhQR5F9UKBwpXQRWJz4+ntmzv2blkjDWTtZS2tPy32yQcu5i9OyxhAQlr3wGE19ZllE5eOCa3AGHs+uzvt706dCsmeJitH8/DB8OV68aOoNdu6BsWWjfHlauBG9vy95HXqHXo1qxgv6ffsLSJqO5XTKAbK1OW+pqklUQusGFLJN0qWq1RO06ZXj1tWJSRXPOHN7/5BOiuzVlW4NqaGyz8TgsYBefGl5lWNqqX5F1LTLhwgUcxs9HH/+A2H4SeodsfOOffc6Ysx4YSNYoKU/NYGdnR0pKCjqd7qmrUbKJ0gCKcmDjVA7PpjtR2bpbKqHgOUH7Xw9IullwF3Qoh7rWBoubjxkzhvXr19O/f3+++uork2MTJ05kxYoV9OzZk4ULF+a1pBmyYsUKbC2tmZQLbt68yYQJEzhy5AjOzs706NGDKVOm5Kr+yfOIGK3nHFmWWbduHRMmTODWrVsAvPU/+GmKRBkLlQRVdlZTs1qlzURJkGUZla0bLkHTcWo/CLY9VCwBGVG7Nrz5Zup2q1Zw5Qr88QeMGAHh4YaOYccOKFUKOnaE5cvBswDy+h85AmPHwunTqIEhm2ew7M0Z3PWqgGzpRNDSsbdkddwQCG1GSVCrVQTVLEWnLjUtu15h5sAB6NMH7txBAv63di8atZo/6lYm2VIlwaZgJuoSEtVKlGb1K4Owz6wQXlEgJkZR2L/5BnQ6nADZTiauh4Te0UIl4dmFg8wqIxusCBlMSBwdHYmLjwdZRpOswVatNmZjk2U9No7l8GyyExvHMpZIJnjeSLoJiWHWliJTfH192bx5M59++imOT2uDJCUlsWnTJsqlqYJeUJQokf/ukTqdjj59+lCyZEm2b9/O/fv3GT16NLa2tnz88cf5fv3iRDFYjhLklNOnT9OkSRP69OljVA4AbkVBjxkykfctzaCZja+RJRNVM+5GsiyjsnPHrfZcnAOGKBOFH39UJvUZMWOGeUvEq69CWJiiFKStdqzXw5YtULIkdOumTGjyg5s3oXdvaNIETp827rbTJvP2pqmUv3sZSbbAvUvC8pVsS91nnqlcLcsytrYq6jcsR7eeRSulaTru3IGXX1YUxTt3jLslYM6qXXQ/cg57jTaTUPw05FEl6kwvIUm84OPHurZDcFRnkdqzMKPTKdXLq1SB+fNNgpCd94PbSqXAoUXjnvb7npn1wEAmsQgqlQp7O4PVQCYxKUmppiDrUTtXxKv5PtTO5quhCwRFgeDgYHx9fdmxY4dx344dO/D19aVmTdPFnv3799OhQwcqV65M1apV6dOnD+GGRbSn3L59m+HDhxMYGIi/vz+vvPIKp9P8hgFs2LCBevXqUalSJYYNG0ZcXKof8LMuRvXq1WPevHmMHTuWihUrUrduXVavXm3S361btxg6dCiVK1cmMDCQ/v37E5lJopGDBw9y6dIlFi1aRHBwMK1bt2bixIksX778abIVgaUIBeE5JDo6mqFDh9KgQQOOHj1qts29aOg2XebvUEjMop5Z9tyLLPRbSqMkyEjYOJXD48V1OPp1S21TujSsWWNei3nhBXjjjcyv0b49RETA5s1KPELaa//6K3h5Qa9e8OSJZTJnhU4H//ufUpNh3TqzTWx1KQzaOpP6ofuw18RnPlrZcTfJjn/9UyVBr9fj7GLHa69X4/U3goq2cjBmjPIZ//232cMSMGXjQSb9+ieecYnos3qv2Ukvm01kWcbF1p6eleuzss1AHNT5b5LPN44dg3r1FItdlPkqyo7HwGOejM0jCyyWaS1mmVkPDGQSiwBgb29ntBrodToSEvXYl2yBV4uDwnIgKBa89dZbrEvze/PTTz/xlpmaQPHx8YwYMYI//viDX375BZVKxcCBA401j+Li4ujUqRN37txh9erV7N+/n9GjR5vURIqIiGDnzp2sWbOGtWvXcvToURYsWJCpfN999x21a9dm3759DBo0iAkTJnD1qRtwSkoKPXv2xMXFha1bt7J9+3acnJzo1atXhpP9kydPUr16dXx8fIz7WrZsSWxsLJcuXbJ84ARCQXgeGTFiBD/88EOW2Yli4mDAbJlPVsg8fJKxNSFXGYwyQdbrkR4l4ejxGiXbnDJfoKhNGzBnNpw50/JUlJ06KTUSfvlFiUdIK+/69Yq7Ud++SiBrbpg/H6ZOVRSfTLDR63jj0A8M3Po/PJ/cQ8oofiAvXbvSIAPqhHjKx99h1KgXadiovOXXKYwsWqS4tVgwBm8dDuG3z9dSJ+wOdimZWBPyyYIgIeHnWoIVrQcw7cUO2KqKbqYooqOVbGFnz2bZ1P4SlJwo43gMpMRMlhEM426J9cBAJlYEAAdHRyRJ4uET+GBRPJEuM1HZFe1MUQKBgW7dunHixAlu3LjBjRs3OHnyJN26dUvXrmPHjnTo0IGAgACCg4OZN28eFy5cME6qN23axMOHD1m1ahWNGjUiICCATp060aBBA2MfsiyzcOFCqlevTqNGjejevTuHDh3KVL7WrVszePBgAgICGDNmDJ6enhw+fBiAzZs3o9frmTt3LkFBQQQGBrJgwQJu3brFkSNHzPb34MEDSpYsabLPsH3//n3LB04gFITnEQcHC6rIpmHr39DhI5lj5yHRzG+txS5GFk5S5ad/No/A4/9S8Bh0DOlmJjf2tGnQtGnqdsOGinUgu3TtCrduKav7pUun7tfpYO1a8PCAQYOynOBnSDbHvdyDMN79+T3qn9+LvSYB+Vkv7Wy5dmVtuZEBvaTCOekJrx1dzbBFQ3Ef/Xb2sioVRhwzDrw2R+mYONZ/9TMTN/1FibhEdJJkqd0rx+hlGVdbe3pVqc+OjmMI9vbN5ysWACqVUrvEQiQNeHwv4zH/qTUBM4qCwWpmifXAQCZWBFmWUds6E5VSmQ4fyWw+rGfQoEGkZGJ1EAiKEt7e3rRp04aff/6ZdevW0aZNG7y8vNK1CwsLY/jw4dSvX5+AgADq1asHYHQ/PnfuHMHBwZnGEfj5+eHiklpPqVSpUjx48CBT+YKCgoyvJUnCx8eHqKfWxtDQUMLDw6lYsSL+/v74+/sTGBhIUlISERERFo+BIGcIBeE55JtvvmH48OHZOudRLPT/Qmb8tzKhEfA4PnUBO08yGPF0MqBRFAOXLTIlJ8rYX0RxA8qswJlaDT/9pKQydXFRVupz4w7Tq5fio756NaQxU6LTKZmO3N3h7bezVT8AUNws5szJlqKg1ml5468fGLJ5OpVvnsUp6Qmy9HSsLM5glEENBMNhQJJ1uCbGUO/Cft5ZP4EXQ/co6sjPPyvxEkV5wjRoEHz0UbYUKgno89d/bPlsDd2OnqPkkwRUev3Tcc8bVytZlpGBEvZONC1bmdWvDGbaix2KfjCyAXd3JXNYnTrZOs3+gmJNcNmiKApoSB13iexZDww8Y0WQZR2SrQe2HrVxr7+cen1DKFtB8ck+c+YMc+bMyV7/AkEhpnfv3qxfv54NGzbQu3dvs2369u1LdHQ0X3/9Nbt27WLXrl0ARlceSxYWn80SJElSlp4Kz2Y1kiTJ6LYUHx9P7dq12b9/v8nf33//TdeuXc32V7JkyXRKiWE7rduRIGuEgvAc4urqyvfff8/evXvx9/fP1rkHzkCXaTLdpsv8egiinoCkUiPL+qwLqplREGRAVoEUD3Zh4LFQpuR7Mq6blBVFI+HhipJw44b5vsuVg9BQJbC4UaNsvacM6dcP7t2DH34wTX+q1cKyZeDmBiNHZl1114BKBR9+qLhcNM5ePvsyD68zcNss3l33Hi1O/Yp7/EPUNqDXyzked72kwl6TQMmY23T8cxnv/TiaLge+wy0h2rTxxo2K0lSUA7xmzYLLl6FSpWydVupxPJ+v2cOeT5Yzfd1+Kt6PxjlFh05vwffdDLIso5P12NuoKe3szqiazfn9jTH80Lo/1T1LZ91BUaN2bThxAj79NMNsQuaQNOC6CUq+J+OxUMYuDCSNLbJeh5yT6t96HXJKMkgqVPY+OJbvi1fz/Xi3/AuHMu2ws7NjxYoVRnfJmTNnEhoamu3rCASFkVatWqHRaEhJSTFbq+DRo0dcvXqV9957j2bNmhEYGEjMM0k6goKCOHfuHNHR0enOzy9q1apFWFgYJUuWJCAgwOTPzc3N7DkNGjTgwoULJkrCn3/+iaurK4Fp6yEJskQoCM8xrVu3JiQkhDFjxmT73Mj7MGmpTOv3ZZxqzsXBtzNq1yqo7H2QbN2fKgy69H8q5cdfigWbB2B/EVx+kfGeKuM1Q8bhP5AymneFhSlKws0Mck+r1fkTPDp4MDx4AN9/b5r+NCVF2efqCu++a/kqe2Ag/PWXYulwcsqWKM5JsbQ5sYH3V7/DWw0cqd+wHKXLuOLqZoejkxqQ0euf+dPp0UsqVHotTkmxuMdFUe7+VZqc2crgrTMZu248DS7sx1aXifybNkGPHkVbSahUSamBMWNGtr8njilaehw9x64Zq1h95DqDgxoT7OVLaSc3POwcUUsqdHo9Oln50z/9r3uqnLnbOVLS0ZWqJUrTvXI9FjTryYE3xzO2TitK2GfvO1DksLWFKVPgn38gjb+yJUgyOPwHXjNkvPc2w8V1APahOmweKM8QNMoCg6xCsawZ/p5uSwmgegzqO+Bw1h732gsp+epZPOp9h9olwORa9evX58MPPwSUVdPBgwejLerudQIBYGNjw5EjRzh8+LAxKD8tHh4eeHp6snr1asLCwjh06BDTpk0zadOlSxd8fHwYMGAAx48fJyIigm3btnHy5Ml8k7tr1654enrSv39/jh07xvXr1zly5AgfffQRt2/fNntOixYtqFq1Ku+88w7nzp1j//79fPHFFwwePBj7Z2qdCDKnmNiyBTnFxcWFBQsW0L17d4YMGcKVK1eydb6TiyclAgcBgwCQ9Vq0cZdJeXQSXVwYel0csjYBSbZBmvsdqscydldBfR1U2V8IhGvXFCXh4EHwLWA/7eHDlb+FC+GTT1LToGo0yr4lS+Cdd2D2bEVZyQyVSlEqOnSAoUOV3PzZQIVMYL0AAitXBpSV6ZjoRG7eeMzdO09ITtah0WiRJAn70ydwOLyLcveuUvZBGC6JOczKtGWLEqfxyy9QlB+0n3wCAwdC27Zw8WK2T6/hVZYa9V8zbj9MiiP04R3ORt3giSaZBG0yelnGSW2Hk60d1UuUoZa3L77OHkU7E1RuqVkTjh6FuXOVYP3sxBEANiWr4TrvGvyurCDoHUBbATSVQe8Gsj3IthJSsowqCWzuge01UN8GSQ/wGGqowD/jmJTp06ezefNmLl26xIkTJ5g3bx4ffPBBLt60QFA4cHV1zfCYSqVi8eLFfPzxxzRv3pxKlSrx2Wef0blzZ2MbOzs7NmzYwLRp0+jduzc6nY7AwEC++OKLfJPZycmJLVu28OmnnzJo0CDi4uIoXbo0zZo1y/D92NjYsGbNGiZMmMDrr7+Ok5MTPXr0YOLEifkmZ3FFknNiJxcUSxISEhgzZgzLly+3+Jy6devyzz//ZN3wwgVIE4yUa154AU6dyjN/8Bzx9dfKavSzaVAdHJTJ/+efW+b3rtcrfT1dvbSYpCTLJuqDB8OKFdnrOzM++wwmT867/qzJ558r8QnZ4ZtvFEVQkHMuXVJcAbNTa2TMGEURzw3VqsG5c5lakI4ePUqTJk2QZRkHBwfOnj0rXBOec8LCwtJNSAt7JWWBICNiY2MJCAjIsp2wIAiM2NvbczGbK6rly1uYAvPy5RxIlAnnzikr99ZcyX7vPRg3Dr76SvGxNqRBTUpSgpEXLoTx45VjmSkKKpUSZJ0dSpe2/L1fu5a9vrOiAIqEFRg//5z9c+rWzXs5njeuXMl+IcKnqQ9zxcWLsGEDmMkDb+Dll19m7NixzJs3j6SkJIYMGcKff/5peTpnwXOBmKwLijviiScw8u233xoLpwUEBDBhwgSz/oppqZC2EnFm5JWCIElKBeItWwqHm4tKBRMmwOPHShE0Z+fUY4mJymq7q6tiacgoi9PixfDvv6nb772npFTNDEvHHfJGQVCplJz2K1dm39JRWNm+Hf77L3Xbz8+yQNoXXsg/mZ4HNBrTCXpwsOI2mBVp75HcMHOmSTVnc8yaNYtKTwPaDx8+zLfffps31xYIBIIiglAQBABcu3aNyWncRpYvX87s2bM5efIktWvXzvA8iy0I2YxtMEGlghYtFNeOmzfh0CF47bUsTytQVCqlYNuTJ0pdhrTBxwkJMH26kvVo1ixTRSE6WnFHMvD66/B//6dkZMqsErSl456UpNR2yAmSBM2aKYXG7tyBP/6AAQOKjwUhjX8tKpWSRvf2bahfP+NzbGyyXc9C8Azdu6da22xtlXiivXtTA/7zG4MVIROcnJxYtmyZcXvSpEmEh4fnt2QCgUBQaCgmv/SC3KDX63n77bdJeFoA7J133qF58+aAEmNw8uRJZs6cmS5fMeSji5FKBa1bw3ffKZO2AwcUv++0lY4LIyqVogzExiq+7Wknk/HxSjYXDw/FBUmvh3btUjMDOTsr2YJAeZ+bNyuuR2aK2lisIORkUtOoEcybp6SU/fNPJZVrccsf/eKLpqvIGzcq/7294eRJJY2tuSJfaS1EguyzZw9s3Zq6PW+ekhlMpVISAJw7pwSP5zcWWBFatGjByJEjASU+a+jQoTlKbSsQCARFERGkLGDx4sWMGDECUFyGQkJCzGYIOHfuHIMGDeLUqVPGfSdOnDAptZ4hvr7KRN9ShgxRJmlFHa1WsSzMn58+a4ujo+KGZGDzZujUKX0f9+/D6NGpk1hQ4htGj876+jt2KJmSssO9e8VPIUjLvn3Qpk3qds2aEBKSvt3jx0pF7qdudwD4++dM6RIo94KXV2pQf+3acOZM+nayDKtWKfE72Y1TyA67dmWpjMTGxlKzZk0inxZpXLx4McOGDcs/mQSFEnNBygJBUcXSIGVhQXjOiYyMNOb+Bli6dGmGD8KaNWvy999/M3v2bDw9PWnTpo2xHHumxMVlrBzY2iqTsOXLFR9+Azt3ZudtFF7UaiXtaVycEtCcdlU6rXJQtap55QCUyfqGDUp60YAAJZ9/t26WXT+z+IOaNZUA6suXlewuBmbNsqzvokpa9zRJyti33d0djhyBtWuVCt2SBO+/XzAyFkd6905VDtRqxWXNHJKkpKENDVXS6majwFq2cMw43akBV1dXli5datz+4IMPuJFRsUaBQCAoRggLwnOMLMu0a9eO3bt3AzB06FCTH8OszrU4p/vjx6ZBt3Z2yspdt26Kn73hmEajuOQYvpJ37ijZeooTGo0yyfz229T3acDTU0m7mdUKpSxbnt514ULTGIcqVZSqyD17Qo0aqfv/7//AkO+9TJnsWXuKEs2bK0XqDKxZA336WHauXl984i8KmkOHlHgWA199ZbmylZCgrPZnZk148AAmTVJeu7goFrvMCArKVsX1oUOH8sMPPwDw2muv8fvvvz/fNS2eM4QFQVCcsNSCIBSE55gVK1YwePBgAHx9fQkNDcXd3T1/LrZ6tTJJaNECOnZUAnbNERSk1EwAxcXg66/zRx5rsn69MknPCG9vJUZh0KDcXysuTrEIqFSKQlanjnnlQqNRVlQNAdQ3bkC5crm/fmHi6FFo3Dh1u0qVvE+/K0iPXg8lS8KjR8p29epw/nzeXiM8XLGugXKt+/fztPuYmBhq1KhhrN66cuVKBgwYkKfXEBRehIIgKE4IBUGQKbdv3yYoKIjHjx8DsH37dl5//XUrS4UyMTZUPCxXTpmoFicSEhQFwOBe1Lix4t6zapXio50WHx9FQbJ0hTu31K6dmvZz+HAlq0xxws4OUlKU15KkKEVZVbwW5J4BA5QFAlCyQEVE5L3ymc8KAijPyI4dOwLg4eFBaGgoZQt70gRBniAUBEFxQsQgCDJElmVGjBhhVA769etXOJQDUNxhDCvcN29CVJR15clrOndOVQ7s7RXXiWXLFDesAQNMK7zevw99+youP+vX579sw4envjZkUyouvPZaqnIAivIjlIP85+TJVOUAlAxfRdQy1aFDB/r27QsoFoWRI0eKrEYCwVPmzJlDyyzqmXTu3JkpU6YUkESC3CIsCM8hP/30E32erkqXKlWK8+fP4+npaWWp0lCtGly6pLz+8EPFqlAc2LrVNBB55UpFKUhLXJwyUV+/Pn0aRl9fxbe6a9f8kU+rVWJADNe9elUJiC7q/PuvaXGz8uXh+nXryfO8oNcrMUQPHijblSvnrh5KZhSABQHg4cOHBAUFcf9p/+vWraNXZu6CgmKBOQvChp8u8OSJpsBkcHOzo0fv6ha3HzNmDOvXr6d///589dVXJscmTpzIihUr6NmzJwsXLswT+ebMmcPOnTs5cOBAhm2io6OxtbXFxcUlT66ZER999BEnTpzg4sWLVKlSJVOZnkeEBUFglnv37jFmzBjj9nfffVe4lAOAfv1SX2dR0KjIoNEoWVwMvPhieuUAlADLtWsVf+0ePUyDYm/dUuIIypc3zSWfV6jVSoyCgZkz8/4a1uCll1JfS1Kq8inIX0aNSlUOVKqMsxYVIby8vFi0aJFxe/To0UZlQfB88eSJhuhHSQX2lxNlxNfXl82bN5OYJmNeUlISmzZtopwVLHklSpTId+XAwFtvvUWnjDIDCixCKAjPGWPGjOHR02DBHj168Oabb1pZIjOMH5/qZnT9ev7mQi8ounZVCqWB4gv/+++Zt3dzU6wIDx9Cly6misKNG4olwt8/79PBplEe2b49b/u2Bl27mtaf+PJLUQm5IDh7FpYsSd2eNAkqVrSePHlI165d6d69O6BYFNIuuAgEhYng4GB8fX3ZsWOHcd+OHTvw9fWlZs2aJm33799Phw4dqFy5MlWrVqVPnz7pqoffvn2b4cOHExgYiL+/P6+88gqnT582abNhwwbq1atHpUqVGDZsGHGGqumkdzGqV68e8+bNY+zYsVSsWJG6deuyOq1LInDr1i2GDh1K5cqVCQwMpH///sa6JBnx2WefMWTIECpUqGDZQAnMIhSE54hff/2VjU+LbXl7e+eZaTHPcXIydW358kvryZIX/PGH6WR7wQIlpakleHjAr78qLhNvvGGagej6daWGRKVKsHdv3sjar1+qb/6jR0pl26LKpUumsRRlyog6BgWBoUK4wXu1QoViV1vjm2++wetphfMNGzawqbjF7AiKDW+99Rbr1q0zbv/000+89dZb6drFx8czYsQI/vjjD3755RdUKhUDBw5E/zSzXVxcHJ06deLOnTusXr2a/fv3M3r0aONxgIiICHbu3MmaNWtYu3YtR48eZcGCBZnK991331G7dm327dvHoEGDmDBhAlevXgUgJSWFnj174uLiwtatW9m+fTtOTk706tULjabg3LueV4SC8Jzw8OFDRo0aZdxeuHAhPoW5Wm7azD1pHm5FDq0Wnq42AlC3rmkwsKV4ecGWLXD3rqIUpFUUwsLglVeUtJ0HD+ZOXpUK0lbGTlu8rqhRt67pdmZF4wR5x3vvKTVMQPmePq2zUpzw8fExWWAZNWoUDx8+tKJEAoF5unXrxokTJ7hx4wY3btzg5MmTdDNTaLNjx4506NCBgIAAgoODmTdvHhcuXODSU5fMTZs28fDhQ1atWkWjRo0ICAigU6dONEjzeyHLMgsXLqR69eo0atSI7t27c+jQoUzla926NYMHDyYgIIAxY8bg6enJ4cOHAdi8eTN6vZ65c+cSFBREYGAgCxYs4NatWxw5ciQPR0lgDqEgPCeMHTvW6CvbqVMnevbsaWWJsuC991Jfh4enVmAtarz1lmn12F27ctefjw/s2KHEI7Rta6ooXL0KLVsqQd5PH7A5Yvz41Ne5ldda9O9vWql65kyLKucKcsmFC4qFzMC4cUqV8GJIr169eOONNwAltmt82vtGICgkeHt706ZNG37++WfWrVtHmzZtjNavtISFhTF8+HDq169PQEAA9erVAxQXH4Bz584RHBxMiRIlMryWn5+fSYxBqVKleGCIQ8qAoKAg42tJkvDx8SHqafbC0NBQwsPDqVixIv7+/vj7+xMYGEhSUhIREREWj4EgZwgF4Tlg27ZtrF27FlDyd3/33XeFvwqom1tqVhIomgXT/voLfvkldfvLL5UJfl5QpowyeY+MhNatTRWFS5egaVOlUvLx49nvu2tXJU4ClPSrp07ljcwFRUQE/Phj6ra3N0ydajVxniteey3VtahsWaVicjFFkiS+++47PJ5Wgv/xxx9NfL0FgsJC7969Wb9+PRs2bKB32mQZaejbty/R0dF8/fXX7Nq1i11PF4cMrjwOFsRuqZ9JHS1JUpapgG1tbdOdY3Bbio+Pp3bt2uzfv9/k7++//6ZrfmXzExgRCkIxJyYmhhEjRhi3582bR5kyZawoUTZImz7wqYJTZNDrlZoHBmrUUFZT85py5ZT4g/BwaN7c9Nj589CoEdSqlb1JvkplmvmnqPmPBwebbudXak2BKZMnKworKArrzp2mwfXFkLJlyzJ37lzj9vDhw431ZQSCwkKrVq3QaDSkpKSYrVXw6NEjrl69ynvvvUezZs0IDAwk5pnkIEFBQZw7d47o6OgCkhpq1apFWFgYJUuWJCAgwOTPzc2twOR4XineT28B77//Prdv3wagXbt29O/f38oSZYMPP0x9fe2aUiOgqDBgABgepDY2+Z/isUIFJf4gLAyaNDE9FhKixBXUratkl7GEDz5IfZ1XAdAFwYgRpt+TCROUQG9B/nLtmmm9kuHDFcX0OWDAgAG0bdsWUNwxPkh77wgEhQAbGxuOHDnC4cOHsUlbjPMpHh4eeHp6snr1asLCwjh06BDTpk0zadOlSxd8fHwYMGAAx48fJyIigm3btnHy5Ml8k7tr1654enrSv39/jh07xvXr1zly5AgfffSRcV5jjrCwMEJCQrh//z5JSUmEhIQQEhIiApuziVAQijF//PEHy5cvB8DV1ZXFixcXfteitHh4KBNfUNwW5s2zpjSWc/w4rFmTuj1zpuJuURBUrAiHDsHly6ZWAIAzZ5Q6B/XrZ52dqEOH1HSgcXFKn4Wdu3dh8eLUbQ8PmD3bauI8V7Rtq1jNQHGj+/Zb68pTgEiSxJIlS4yFtJYtW8aePXusLJVAYIqrq2u6Ym8GVCoVixcv5r///qN58+ZMnTo1nYJgZ2fHhg0b8Pb2pnfv3rRo0YKFCxeaVTjyCicnJ7Zs2YKvry+DBg2iSZMmjBs3juTk5AzfC8B7771H69atWb16NdeuXaN169a0bt2au3fv5pusxRFRSbmYEhsbS82aNY35ghcvXsywYcOsLFUOmDgxdWUyMLDwF7l6tnpslSrKZN1aXLgAAwfCiRPpjzVsCKtXZxxE2rZtquWjXbusazdYGw8PJWbCwIMHSvyBIH+ZORPSTiZOnlSU0IKkgCopZ8bixYuN7pwVKlQgJCQk00mMoOhQFCspCwQZYWklZaEgFFNGjRrFd999Byj+h3v37i1a1gMDjx4pKT5B8WuOi1PqJBRWhg2DpUuV1yqV4vJTGIq1nDunuD3980/6Yy+9BKtWKcpMWg4cgFatlNeOjpCQkP9y5pT33zcNZB89GgprnY/iRGSkMjHX6ZTtAQNg5cqCl6MQKAh6vZ42bdpw4MABAN555x2++eabApdDkPeYUxAEgqKKUBCeYw4ePGgMRHJycuLcuXNULMpVTMuXV6oHg+IyMmGCdeXJiDNn4IUXUrO4TJ2qrK4WJs6cUSwK5mIRmjRRLAppvyvOzqmKwe7d8OqrBSFl9oiJgbSp91xdi25a3KJG9epw8aLy2tNTsdpYIzC5ECgIoEwkg4ODSXh6zxw8eJDmzyYPEBQ5hIIgKE5YqiCIGIRiRnx8PEOGDDFuf/HFF0VbOQBIW9TFGquTlvBs9Vh//8KnHIASg3DmjOJyVLOm6bHDh5VJVsuWqdloDBYEKLz+/JUrm26fP28dOZ43vvwyVTkA2Lq12GctyoqAgAA+//xz4/aQIUOMyoJAIBAUJZ7vp3kxZMqUKYSFhQHQpEkT3nnnHStLlAdMnJj6+uJFKIyZCMaPV4JkQXGFyu+sRbmlQQMlu9HRo8oqcFoOHlQUnDZtFJcpA4WxcuUnn0DaCraDBimpXwX5y9278NFHqds9e0LjxtaTpxAxevRoGj8di2vXrjFV1OAQCARFEOFiVIw4evQoTZo0QZZlHBwcOHv2LIGBgdYWK2/w9QVDWrP/+z/TSsvW5sIFpc6B4Vb64ANldbUocfgwDBmSPqBakpRVYYOP+aZN8OabBS+fOeLiFHciA87ORSsVblGmdm347z/ltbs7REUplcKtRSFxMTJw+fJlateuTVJSEpIkceTIEV56NquYoMggXIwExQnhYvSckZiYyODBg41VCz/99NPioxyAUt3XwIoV1pPDHG3bpioHvr5FTzkAJf7g0iXYt8/UZUeWU5UDKFxuRs+6Fp05YxUxnju++SZVOQD49VfrKgeFkMDAQGY+dTGUZZnBgweTlJRkZakEAoHAcoSCUEyYMWMGl56mAG3YsCHjx4+3skR5zKRJqa/Pny88bkYTJ6YGUEsSPC1PX2Rp1UqpPLx7t2mwsoHjx+GNN5TsUtZk9my4dy91u0eP9AqDIO+JijK13nXqBK1bW0+eQsz48eNp0KABABcvXjQqDAKBQFAUEC5GxYCTJ0/SqFEj9Ho9dnZ2/PPPP9SoUcPaYuU9Zcqk+vkvXKiksrQm164ptRkMBaJGjSp+BaJ27oSRI+H6ddP9KpXiarRsWcFXKk5KUtKuGnBwgMTEgpXheaVBAzh1Snnt4qLEf9jZWVcmKHQuRgZCQ0OpW7cuKSkp2NjYcPz4cerVq2dtsQTZRLgYCYoTwsXoOSE5OZnBgwejfzpJ/eSTT4qncgDQuXPq62XLrCaGkVdfTVUOSpUqnnn327WDiAho1sx0v16vuJZ4eUGvXgWbVvTZeg2GCasgf/nhB9OxXr++cCgHhZgaNWrwySefAKDT6Rg0aBCawmL9FAgEgkwQCkIR57PPPuPcuXMA1K1blwmFtUZAXjB5currkBDQaq0ny/TpShE0Azt2FO8Uj0uWmN+v1ysTRU9P6NMn/4OEv/0Wbt5M3e7QQQkQF+QvT54oFjIDbdtC+/bWk6cIMXHiROrUqQNASEiISRpUgaC4MGfOHGP9pYzo3LkzU6ZMKSCJBLlFuBgVYc6cOUODBg3QarWo1WpOnjxp/CEqtpQqleo+8P33MHx4wcsQGan45xusB4MGwfLlBS9HQePtnZpS9O23Ydu2VJcvAzY20LcvLFqU9xWvtVplxdrwyLKzg+TkvL2GwDyNGyspcUH5XB8+VFy7CguF1MXIwLPP6tOnT1OrVi1riyWwEHMuRiOP/cKdxIKznJZxdOO7Rt2ybviUMWPGsH79evr3789XX31lcmzixImsWLGCnj17sjCPLN9z5sxh586dxkri5oiOjsbW1hYXF5c8uaY5zp07x8KFCzl+/DiPHj3Cz8+PAQMGMCxtyu7nHOFiVMxJSUlh8ODBaJ+uok+ePLn4KwegBMgayGhVO79J61rk5VU43J0Kgk6dUl+fPAl37iiVl318UvfrdLBqlZL6cuhQJV4gr6haNVU5ACU1qyD/Wbs2VTkA5TMvTMpBEaBOnTpMeppoQavVMmjQIOOzW1A0uZP4hOvx0QX2lxNlxNfXl82bN5OYJkYrKSmJTZs2Uc4K9WJKlCiRr8oBwH///Ye3tzeLFi3ir7/+Yty4ccyaNYsffvghX69bHBEKQhHlyy+/5N9//wWgZs2az4/ZLm1xprNnUyfqBcXs2Uo6UAPbthVv16K0PPWlBpQ0l1ot9OunZBP64QfFwmBAq1X2ubkpQc659bteudLUpat1ayVgVpC/xMUpip6Bli1NUw4LLGbKlCnG+LB//vkn3aquQJDXBAcH4+vry44dO4z7duzYga+vLzVr1jRpu3//fjp06EDlypWpWrUqffr0ITw83KTN7du3GT58OIGBgfj7+/PKK69w+vRpkzYbNmygXr16VKpUiWHDhhGXxu30WRejevXqMW/ePMaOHUvFihWpW7cuq1evNunv1q1bDB06lMqVKxMYGEj//v2JjIzM8D337t2bWbNm8fLLL+Pv70/37t3p1auXyRgILOM5mdkUL0JDQ5kxYwYAKpWK5cuXY/e8BAtWrJg6ETWsVhcUd+7Axx+nbr/1FjxPxY8qVFBcvEBRzL77LvXY4MHw4IHi9uXpmbo/JUXZ5+oKY8bkTFHQapX+DajVsHdvzt6DIHu88UaqFcjBAbZuta48RRh7e3uWL1+O6umCwrRp07hw4YKVpRIUd9566y3WrVtn3P7pp59466230rWLj49nxIgR/PHHH/zyyy+oVCoGDhxoTIASFxdHp06duHPnDqtXr2b//v2MHj3aeBwgIiKCnTt3smbNGtauXcvRo0dZsGBBpvJ999131K5dm3379jFo0CAmTJjA1atXAcVTomfPnri4uLB161a2b9+Ok5MTvXr1ylaw/5MnT/Ao6Gx7xQChIBQxdDodgwcPNt4cH374oTHX9nNDhw6pr9NOUvObtm1Ti4Z5eCiuFs8baVePFy9Of3z4cMU/fcEC0/SnGo1SYMvNTcmjnx33ilq1TF2L9u3LttiCHPDrr5DWn3jZMiW1qSDHNGzYkPfffx8AjUbD4MGD0aUtRCgQ5DHdunXjxIkT3Lhxgxs3bnDy5Em6dUsfy9CxY0c6dOhAQEAAwcHBzJs3jwsXLhjrK23atImHDx+yatUqGjVqREBAAJ06dTKZf8iyzMKFC6levTqNGjWie/fuHDp0KFP5WrduzeDBgwkICGDMmDF4enpy+Kn76ObNm9Hr9cydO5egoCACAwNZsGABt27d4siRIxa9/xMnTrBlyxb69etn6ZAJniIUhCLGvHnzOHHiBABVq1Zl2rRpVpbICqTNZvTvvwXjZrRwoZI5ycDzWj02rQXl/PmMYwzGjIHoaPi//1OUAgPJyTB3rmJRmDjRtEqzOX75BdKusr78cvqUq4K8JykJ+vdP3X75ZSVLlSDXzJgxw1jl/tixY8yfP9/KEgmKM97e3rRp04aff/6ZdevW0aZNG7y8vNK1CwsLY/jw4dSvX5+AgABjvY5bt24BSvBvcHAwJUqUyPBafn5+JjEGpUqV4sGDB5nKFxQUZHwtSRI+Pj5ERUUBirdEeHg4FStWxN/fH39/fwIDA0lKSiIiIiLL937hwgUGDBjABx98kGWGJUF6hIJQhLh8+bLRf0+SJJYvX45j2oJRzwuBgaluLFot/PRT/l4vKgqervoBSoGwVq3y95qFlbJlwddXeS3LkNXk5r33FEVh9mxFKTCQlARz5ij7Pv7YvJKn1ULPnqnbNjZg4aqRIJe8+SYkJCiv7eyUNL6CPMHR0ZHly5cjSRIAH3/8MVeuXLGyVILiTO/evVm/fj0bNmygd+/eZtv07duX6Ohovv76a3bt2sWuXbsAjN4KDhYkJlA/s2gmSRJZJcq0tbVNd47BbSk+Pp7atWuzf/9+k7+///6brlnEQl26dImuXbvSr18/3ktb/V1gMUJBKCLo9XqGDBlC0tMV27Fjx/Lyyy9bWSor0q5d6uv8rl782muKLz0oE9r16/P3eoWdtJN2S9K7qlQwYQLExMD//gfOzqnHEhPhs8+UcZ0+3VRRaNjQdHv79txKLrCE33+Hp5MDQLm/hP9untK4cWPGjBkDKFllhg4dauLLLRDkJa1atUKj0ZCSkmJ2Jf3Ro0dcvXqV9957j2bNmhEYGEhMTIxJm6CgIM6dO0d0dHQBSQ21atUiLCyMkiVLEhAQYPLnltYy/QwXL17kzTffpGfPnnyUNrGJIFsIBaGI8O233xr98gICAvjf//5nZYmsTFo3o9On88/NaOlSpX8D69fDMysezx1px/7KFcuLo6lUirXgyROYNs20TkJCAsyYobgjzZqlZId6mqULgBdeUBQ1Qf6i0ZgqgPXqmWYxEuQZn332GRUrVgTgr7/+4ruCjKcSPFfY2Nhw5MgRDh8+jI2NTbrjHh4eeHp6snr1asLCwjh06FA69+UuXbrg4+PDgAEDOH78OBEREWzbto2TJ0/mm9xdu3bF09OT/v37c+zYMa5fv86RI0f46KOPuH37ttlzLly4QJcuXWjRogUjRozg3r173Lt3z+i2JLAcoSAUAcLDw405tAF++OEHnNOuwj6P1KiRuqqZkqL4quc1MTEwenTqdrt2ppaL5xVvbyWjEShuRtlN16hSKdaC2FglbW1a03V8PEyZYlrvQqWC48dzLbbAAnr2TFX4bG1NLQmCPMXZ2ZllaWqoTJw40SK/aoEgJ7i6uqYr9mZApVKxePFi/vvvP5o3b87UqVPTKQh2dnZs2LABb29vevfuTYsWLVi4cKFZhSOvcHJyYsuWLfj6+jJo0CCaNGnCuHHjSE5OzvC9bNu2jaioKH755ReCg4ONf23bts03OYsropJyIUeWZdq0acP+/fsBGDlyJIsWLbKyVIWEXr1S3X0aN877wllpq8c6OyuxCKJAlMKUKcpKPygVbK9dy3lfWq1iWZg/33xl5AEDlDoIgvxl/36lvoSBBQuUYPOiQCGvpJwZI0aMYPHTjGBt2rThjz/+MMYnCAoHRbGSskCQEZZWUhYKQiFnyZIlDB8+HIDy5ctz7ty5DDXn547//oPatZXXtrZK4GteFS1bs0YpAmZg0yYlcFOg8OSJUi3ZQHR07v3UtVpF6fv11/THPDzg009NLTqCvEOrVSxDjx8r28HByv1VVCjCCsKTJ0+oWbMmN27cAGDp0qUMFW5dhQpzCoJAUFSxVEEQLkaFmBs3bvDBBx8Yt5csWSIeUmmpVSt1kpqSAlu25E2/cXHw9tup261aCeXgWdzcoHLl1O3PP899n2p1xp9hTIyymu3lBUuW5P5aAlP69UtVDtRq+OMP68rzHOHm5sbSpUuN2++//z43b960okQCgUAgFIRCiyzLDB8+nNjYWAAGDx4sfOjM0aZN6uu8yifesWNqfn9HRyVgVpCegQNTX6ep1JljWrUyLaD2ww8wYoRpUPijR0oxtpIlLcugJMiaI0fg559Ttz/7DEqXtp48zyFt27Zl0KBBgGJRGD58eJbpIQUCgSA/ES5GhZRVq1Yx8OkErGzZsoSGhopS4eY4fRrq11de29tnXLjLUn79FdJWmfzpJzBTll6AknnIxSW1yvG9e+Djk7O+jh+HRo1StytVgqtXlddJSYpr0apV6Ssw+/goxdj69s3ZdZ939HplDB8+VLarVTMtTFdUKMIuRgaio6OpUaMGd+7cAWD16tWi+mshQbgYCYoTwsWoCHPnzh3GjRtn3F68eLFQDjKiXr3UAlzJybnLlf9s9djGjYVykBlOTsqE0oAhaDknpK2OLElw8WLqtoMDLFumuMAMGKAUTDNw/77iHlOmjKhPkROGDElVDmxsYPdu68rzHFOiRAm+//574/bYsWO5e/euFSUSCATPM0JBKGTIsszIkSONRUr69OlDhw4drCtUYSdt5pW5c3PeT+fOqdVj7e2VglGCzBkyJPX1xo0566NDByX/voFFixQ/+GdxclKyGcXEQJ8+porC3btKgLOvr/kgZ0F6Tp0yzQ41dSqUL281cQTwxhtvGCvdRkdHM2rUKOFqJBAIrIJwMSpk/Pzzz7z1dNXax8eH8+fP4+XlZWWpCjl//w2GqtIODkp13uyyfbsSe2Dghx9g8OC8ka84o9EocRqGQnWRkeDnZ/n5aTNRgXJuZKRl5z55AsOGKYrJs4Xy/Pzgm29M6ykIUtHrFauLwRUnt6lqrU0xcDEyEBUVRVBQEA8ePABg/fr19OjRw8pSPd8IFyNBcUK4GBVBHjx4wJg0eccXLVoklANLeOklpU4BKG5C2XWT0GhMXYkaNBDKgaXY2UHNmqnb2a3w/eKLptuXL1t+rpubElz78CF07Wqa4vbGDejUCfz9hSXIHKNHp06iVSqRtagQ4e3tzbfffmvcHj16tFFZEAgEgoJCKAiFiNGjRxvLgXfr1o2uXbtaWaIiRMuWqa+//jp753bvLqrH5oYRI1Jf//ab5ef16GEaVD5nTs4K0Xl4KJW0HzxQlIK0RaauX4fXX1eCnvfsyX7fxZGQEEjj686ECcr4CAoN3bt3Nz7/Hzx4wLvvvmtliQQCwfOGcDEqJGzatMn4g+Dl5UVoaCilSpWyslRFiEOHUgNdHR1TYwmyYu9eeOWV1O1vv4VRo/JevuKMVqtM7HU6ZfvKFdMaCea4fBmqVk3dLl0anmZvyTX37ysWoN9/T82wZKByZVi6FFq0yJtrFUXKlYNbt5TX2XHpKswUIxcjA/fu3SMoKIhHjx4B8Ntvv9G5c2frCvWcIlyMBMUJ4WJUhHj06BGj0kxKFyxYIJSD7NK0qRLECkoMwsGDWZ+j1ZqmNK1dWygHOUGthjp1Urc//TTrc+rWNd2+ciXv5PHxUWJKbt+Gtm1NLQpXryrWpqpV4fDhvLtmUeH991OVA0kSWYsKMaVKlWLBggXG7ZEjRxIdHW1FiQSC3NG5c2emTJny3F7fgCzLvP/++wQGBuLj40NISIi1RTKLUBAKAePGjePevXsAdOzY0RikLMgmaVNlzpmTdfs+fUT12LwiTexMlqlmBw40tfBMn67UU8hrSpdW3MUiI5VMV2kVhcuXFaUyKAiOHcv7axdGLl0yzfI1ZgxUr249eQRZ0rt3b2MWu7t37zJ+/HgrSyQQFA3MKQMrVqxg0qRJVpIolf379/Pzzz+zZs0aQkJCqJ7FczgkJIRhw4ZRo0YNfH19adCgAV999RXaZ+sC5TFCQbAyO3bs4McffwTA3d2d77//HintREZgOR98kPr6r78yb3v4MGzYkLr9xRc5L/IlUGoRGFKTPnoE586Zb3fzplLwzICXF0yblr+ylSunuJKFh6d3LbpwQQlyDw5W0n4WZ9q2TXW5KlMmdymBBQWCJEl8//33uLu7A0oBzZ07d1pZKoHAemjSpsTOJiVKlMAlPxajsklERASlSpWiYcOGlCpVCrW5tN5PWbduHa+99holS5Zk7dq1HD58mPfff58lS5aY1MvKD4SCYEUeP37M8OHDjdtz586lbNmyVpSoiNO6tRJ/ABAfD0eOmG+n1yvBrAaqV1dcLwQ5R6VSsj8ZyCibUVCQ6bahWnJBUKECHDgAYWHQpInpsXPnFPnr1IEzZwpOpoLi44+VgG1QLCm//26a9UlQaPH19eXrNIkXhg0bxmOD5VMgyIR79+7h4+PDkiVLaNWqFX5+fjRt2pRjBWA1jY+P55133sHf35+aNWuyaNGidG3q1avH4sWLTfa1bNmSOWk8ADp37sykSZOYMmUK1apVo2fPnuzfv58OHTpQuXJlqlatSp8+fQgPDzeeM2bMGI4ePcqSJUvw8fHBx8eHyMjIdFaF5ORkPvroI4KCgvDz86NDhw78+++/JvJ07tyZjz76iBkzZhAYGEiNGjVM5DNHZv2OGTOGyZMnc/PmTXx8fKhXr16G/Rw5coTx48fz9ddfM2vWLOrUqUPFihXp1asXU6dOZcOGDYSFhWUqS24QvxBW5IMPPuDWU3/gtm3bMnDgQOsKVBxo3Dj1dUY38aBByio3KMW2hGtR3pDW/cHcKuc770BsbOr2Bx8oGYgKmooVlaD2y5cV60Fazp5V4iPq1cvYClLUiIhQLGQGhg41jRkRFHoGDRrEK0+TKdy8eZMJEyZYWSJBUSA0NBSAn376if/973/s378fX19fRo0ahf7Z2jEZMG/ePPz9/TP9u3nzZrrzZsyYwd9//83q1avZsGEDR48e5b///svR+1i/fj22trZs376dL7/8kvj4eEaMGMEff/zBL7/8gkqlYuDAgcb3NGvWLOrXr0+/fv0ICQkhJCQEX1/fdP3OnDmT7du3s3DhQvbu3UvFihXp2bNnulif9evX4+TkxK5du/jkk0/4v//7Pw5mEueYWb+zZs1i4sSJlC1blpCQEHZnEgf28ccf07p1a3r27Jnu2MtPaz8ZPuP8IGO7hiBf2bNnD8uWLQPAxcWFJUuWCNeivOD99xV3EoD9+9MfP3kSVq9O3Z4+XXFBEeSerl2VuggajVLE7OTJVKvCvXtKhWQDHh7w5ZdWEdNIlSpw9KjiZjRwIJw4kXrsn38Ut6MGDRSXqKLsq//qq6mF5EqWNE1xKigSSJLE0qVLqVmzJnFxcSxZsoQePXrQOm0VeYHgGc6dO4etrS2rV6+m/NMq6ZMnT+aVV17hzp07hIWFERISwqhRozhx4oRxxTotAwYM4I0sCk6WLl3aZDsuLo6ffvqJRYsW0expbODChQupk8OFiYCAAKalcUWt/EyWvHnz5lG9enUuXbpE9erVcXNzw87ODkdHxwwTvsTHx7Ny5UoWLFhgvI++/vpr6tWrx9q1axk9erSxbVBQEB9++KFRluXLl3Po0CFamMmGZ0m/Li4u2NjYZJqMJiQkhPPnzzN16lSzxxOfFoS1s7MD4NChQ4SEhFC/fn2zn2NOEAqCFYiNjeXtt982bn/55ZfGm1eQS157TUm5mZSk1DY4fjy1GJder+TEN1C5MhSCjAbFBpVKWZH/809le9Ys2LxZeV2tmmnbCxcKVLRMqV5d+Z6cO6coCqdPpx47eVJxi3rpJUVRqFLFamLmiFmzTDNE7dghXIuKKBUqVGDOnDnGjHdDhw4lJCSkUPhUCwonoaGhvP766ybzi7TpWps2bUrTpk0BaNiwIQ0bNkzXR4kSJShRokS2rhsREYFGo+GFF14w6adSDuut1K5d22Q7LCyM2bNnc/r0aR49emS0HNy6dSvLgN+0MqakpJi8Z1tbW+rWrcuVZ7LqBT3jGluqVCljzarc9JsZhsxGNdMWIs3k+LOfZV4gfimswOTJk7n+1B+4RYsWDBs2zMoSFTPSuo3Mnp36etQopZgWiOqx+cXTVRYg1ZLz4YcQE5O6f+RIJcNQYaNmTSVQ+d9/07vg/P03BAYqmY/S+LoWam7eNA0A79fPNE5EUOQYPny4cdUyIiKCjz76yLoCCQo1586dSzfBPHnyJF5eXpQpU4Z+/fpx/vx5/p+98wxzomrD8D2p2yu9SREQkN5BEASkWMEuKk1siIgVPrErFgQbKiqCCigqihVQBAEp0pTee6/bS/p8P85mk2xNdpNNdvfc14XOTKa8mWQn5zlvAxg1ahRbCsi/KmmIkTcoikLeVlwFVeaJcJYwz+Guu+4iOTmZadOmsWTJEpbkNDctTQJzUej1+nzbvA3RKilWqxUAo9FY4OuzZ8+me/fuuaFTzs+ysM+xJEiBUMasWrWKDz74ABBf+pkzZ6KRM3r+xT2zf9ky8f9t2+CTT1zbJ0wQsegS/3LNNa5uyJmZouTpW2+5Xo+K8gw1CkXatBEiYeNGEWbkzurVoiFX796h32Csf39X87r4ePj886CaIyk9Go2GmTNnEp5TjOH999/n77//DrJVklAkOzubQ4cOYXc+AxCDWmd4mkajYf/+/TTO8Yru3buXpu7NK3MYNmwYy5cvL/Jf3hCj+vXro9fr+ffff3O3paSk5EuorVKlSm6JdxDRFceKea4mJSVx4MABHnvsMXr27EmTJk1IcZ+AykGv13u897zUr18fg8HABrfQUqvVypYtW2jSpEmRNhSFv87bMue3Z+3atfle++CDD9i1axcvvfRS7jbnZ1nY51gSZIhRGZKVlcXIkSNz1ydPnlxil5ukCK6/3jMWftMmUbXIOVNxySUi9EISGHr2dHlnhgzxfC1EG8IUSIcOQlj+8w+MGgU5M22AaMRXvz5cdZUYeIdaHsvUqZ72/vijDC2qIDRq1IjJkyfnxhg7ZwzzzrJKKje7d+9GURQWLFjAFVdcQWxsLG+88Qapqak89thjZGRkYDQa0ev1ZGVloShKrvB0pyQhRlFRUdx55528+OKLxMfHU6VKFV577bV8eZZXXHEF8+fPp3///sTExPDGG28UO2EaFxdHQkICX375JdWqVePkyZO8UkDVvHr16vHvv/9y7NgxIiMj872HyMhIhg8fnmtj7dq1mT59OtnZ2QwdOtSn9xuI87Zr146rrrqKCRMmYLPZaN26NefPn2fevHksWLCATz75JFdEOD9Lq9Va6OdYEuQvRhny7LPPcvDgQQC6d+/OWPfmUhL/4sw7ALjzTtFVF2T32LLAvRFNjpsUECEu9euXuTmlpksX2LlTVD5yn5lRVeGhqldP5L6cORM8G905d87zM7j5Zs8mgpJyz9ixY+maE0q5f/9+jwROiQREeFHjxo0ZN24cI0eO5Oqrr8Zut/PTTz8RGxvLnj17uCwnN2zPnj1+m3V28vzzz9O5c2fuvvtubr75Zjp16pQvl2DcuHF069aNoUOHMnToUAYOHEj9Yn4jNBoNH3/8Mdu2bePKK6/k2WefLfD7/9BDD6HRaOjRowfNmjUrMAxq0qRJXHvttYwZM4a+ffty+PBhvvnmG+JKWV3PX+edNWsWgwcP5vnnn6dr166MGDECs9nMX3/9xaBBg3L3c36W/v4cFTVvAJgkIPzzzz9069YNVVUxGo1s3brV73+QEje+/14MjPIyfjy41RSXBIjISM9uyRERIuSoIrBiBdx3n2fyLwjxOXAgzJ4d3KZ7bdu6ejnExMDFi64mdhWVw4dF6BeISk3nzgXXnjJgz549tGnTBrPZjEajYe3atXR2nxiR+I1Dhw55JPeWB55++mlSU1OZUUjVsjlz5nDx4kUeffRR5s6dy7lz53jsscfK2EqJP3B+llWqVPHqc0xPT6eh83lZBNKDUAaYTCZGjBiRm4zz0ksvSXEQaAYPhryJRbVqecbDSwJH3thPt1jUck+vXqKHwh9/uAalIDwKixaJBOwbboBCqlwElI8+8mz0tmBBxRcHlZTLLruMF198ERCx5c7ZRYkEhAchb/Udd3bv3p3rQdi1a1eR+0pCG+dn6e/PUQqEMuCll15iz549AHTs2FGq9LJAo8k/i7t4sYzDLgumTgX3gYpG4xmaU1Ho1w8OHhSi4JJLXNtVFX7+GapXF70hCkigCwhJSTBunGv9uuuEjZIKy+OPP06HDh0AMUh4+eWXg2yRJBRQVZXdu3cXOVicPHkyAwYMAGD9+vW0bdu2rMyT+BnnZ+nvz1GOlgLM5s2bc9ty6/V6Zs2ahU7O6AWeQ4cgp0s1IJKWW7UKnj2VBZPJs9QpiP4TCxcGx56yYOBA0a34p5+gbl3XdocDfvgBEhPh1ltFwnyg7XDmfERGCu+BpEKj0+mYNWtWbhnG119/3aNyjKRyoigKhw4dom/fvkXuZ7FY6NOnD1dddVWRTbskoU2gPkcpEAKIxWJhxIgRuaW2nn322UKbXkj8zNVXe65bLKHVnKui0rSpq1qUO5Uh7+P660Xp0wULIKc2NSCEwnffQUICDB0qGvj5m9mzPTtBf/WVEMWSCk/Lli2ZlNPw0W63M2LEiIDVg5dULAwGA8uWLeOZZ54JtimSUhCoz1EKhADy2muv5Xa7a9OmDRPcK4tIAsfLL4vQj7y89lrZ21KZmDHDszfAFVe4ltevFwPlysBNN4kmZfPnezaEs9vFwD0uTnRsdk/iLg1paaL5nJOrrxZiRVJpmDhxYm6FmG3btvGGe4NIiUQiKQGyilGA2LZtG+3bt8dms6HT6diwYYOM8SsLjh8XDdCcSbLdu8OaNWI5MTE4iaOVAZtNzFg7Hyd6vfDaxMe7YvDnzhUz6JWNuXPh8cfzV9bR6WDYMJg+3dVcriT07ClKsAKEh4vveGWriV8Jqxjl5d9//6VTp07Y7Xb0ej2bN2/OrZMuKR3lsYqRRFIYsopRELHZbIwYMSK3ZfiECROkOCgr3LvHJiSIkpRarVi/eDF/aUqJf2jWzDO0aOVK8f9rrnFte++9srUpVLjrLjh7FmbNgipVXNttNvjsM1GK9MEHhaDylW++cYkDEE3bKps4kACisdLTTz8NiM6tI0eOzP0NkkgkEl+RAiEAvPXWW7mJYs2bN8+ND5UEmLfe8swz+PlnMUvrLs5kmJH/+fJLOHDAtX7llZDTxIlnn3Vt37y58oQZFcSIEXD+PHz8sRCvTqxWEZ4VHQ1jx3ovFLKyxDmd9OwpkqEllZbnnnuOZs2aAbBp0yamTp0aZIskEkl5RYYY+Zndu3fTpk0bLBYLGo2GdevW0alTp2CbVfE5c0ZUkHHOmN12m4gBBzFLe++9YrmShh8EjLyhRTqdZ/dkEPfcGdr16aeuz6KyM326EFB5y6AaDPDQQzBlStE9DPr2FZ2cAYxGcY+jogJmbkgjQ4xyWb9+Pd26dcPhcGA0GtmyZUtuvXtJyZAhRpKKhAwxCgJ2u52RI0fmVpB4/PHHpTgoKwYMcImD2FgR9+1k+HBXmNH583D0aJmbV2Fp08YztOj33/Pv454w+8EHATep3PDww5CcDG+/LcKMnFgs8M47YrD/1FOu77U7P/3kEgcghFdlFQcSDzp37sz48eMBMJvNjBw5MreSnqRkKIoSbBMkEr/h7fdZCgQ/8u677/LPP/8A0Lhx49wul5IA88EHsHWra/377z1nXrVazx4Ir75adrZVZH74AXbudK136QJXXZV/v+eecy1v25bfw1DZefRRIRTefFOEGTkxm4UXISYG/vc/V3iWyeSZ7N2lC9x9d5maLAltXn75ZRo3bgzAunXreP/994NsUflGr9fLLtWSCoHZbM7tm1IcMsTIT+zfv59WrVphMplQFIVVq1ZxhXuZR0lguHgRatZ0DTpvuAF+/DH/fh99JMI2QHS4PXOmzEyssGi1rkGrVlvwTLeTGjVEoi7Au+/CI48E3r7yiMMh8mReew0yMz1fi4gQTeg2bhTdm0GEI509K0qnVmZkiFE+/v77b6688kpUVSU8PJzt27fTqFGjYJtVLnE4HJw6dQqr1YocMknKK4qioNfrqVWrFhpN8f4BKRD8gMPhoHfv3qxatQqARx55hHfffTfIVlUSOnUSAyYQIRYXLxbcIMpmE3HazgHt8eNQp07Z2VnRaN8e3Du2/vILXHtt4fuPGQMffiiWW7SAHTsCa195x+EQ/TzefLPofgkffwz33Vd2doUqUiAUyCOPPJLrPejVqxfLli3zamAgkUgkUiD4gQ8++ICHH34YgAYNGrB9+3YiIyODbFUlwD35GOC332DQoML3b91ahLiA8CbIePiSsWQJDBzoWm/dGrZsKfqY06ehVi2xrChi0Fua2v+VBYdDhGhNmwbZ2Z6vaTTC0/DEE2K5omK3w9q1kJpa+D5nzsDo0WI5JgbmzSv6nJddBpde6j8bQ5SMjAxatmzJkSNHAPjwww950L2pnkQikRSGKikVhw8fViMjI1VABdRly5YF26Tyy7x5qnrJJap6//2qmpxc9L6pqapqMKiqSJFV1f79iz//u++69q9Z0x8WVww2blTVpk1V9dprVXX//uL312pd91GjUVWr1bvr1K7tOu6110pnc2XDblfVJk1c98/9X0yMqr79drAtDBzjxhX8vkv7b/36YL+zMuHPP//M/X2KiopSjxw5UuT+FotFnTx5stqgQQN14sSJZWSlRCIJNSrwtFPgUVWV0aNHk5kTK3z//fdzVUFJmhLvePllUWHo449FGMqvvxa+76BBrnrxEREF5x3k5YEHXDOtp0/LPAQn06fD3r3ifrdqJarqFFb15IorPF+bN6/oUpzu3H67a3n27JLbWxlZtQr27XOtO6tyAaSlwfjxomv19Ollb1ugCdTfaSUJQ+rTpw/35YShZWRkMHr06ELj6Ldu3UqXLl343//+x+HDh3n99ddJyVuGVyKRVA6CrVDKM59++mnuzEzdunXV1NTUYJtUfnE4VNVozD/LN3Soql644LnvvHme+yxY4P11WrRwHffII/59D+WVnj3z3/euXVV1927P/f7+23Ofpk19u86FC65jFUVV09P99x4qMna7qsbFue7d5ZerqtmsqmPHenrRnP8SElR1xoxgW+0//vrL/96D+vXFPawkpKSkqHXq1Mn9vfrss888Xjebzerzzz+v6nS63H2c/7Zu3RokqyUSSTCRAqGEHD9+XI2Jicl9iC5evDjYJpVvzpwp/Me8WjWXCMjIUNWwMNdrvXr5dp233nIdW7u2/99HeeSSSwq+70ajqr7+uiuESK/3HOB7G1pU2LWef96Pb6ICc+edrnum1arqyZOu18xmVX3wQc/PxvkvMVFVZ84Mnt3+5Mor/SsQPv002O+ozFm0aFHu71VsbKx64sQJVVVVddOmTWrLli3zCQPnv59//jnIlkskkmAgQ4xKgKqq3H///aSlpQEwfPhwBgwYEGSryjnHjhX+2rlzcPPNcMstoiGaySS2h4WJ6jm+MGaMSJIFOHmy0oQZFIrdDidOFPya2QwTJkDXruKfe/+CWbO8Dy1y5667XMtffun78ZWNdevgq69c66+84kr2BlGx68MPRZjRvfd6fiYXL4pt1arBnDllZ3MgeOEF/52rfn245x7/na+cMHDgQIYNGwZAamoqo0ePZsKECXTu3Jnt27cXetyxop7NEomkwiKrGJWAOXPmcE/OD0zNmjXZuXMn8fHxQbaqnPP990IE+MLcuZ4No7ylWTPYs0csP/GEaEZVWTlxAurW9e2YBg3g0KGSXS8tTXS6dpKcLGv4F4bDIXp2XLgg1ps0EbkiRZGVJUTw3Ln5+1LUqCHyS9xzQcoTvXrBypWlP8+nn3pWP6tEJCUl0aJFC874kNfx1FNP8cYbbwTQKolEEopID4KPnDlzhnHjxuWuz5gxQ4oDf3D0qG/7x8dD794lu5b77OG335bsHBUFX+87wPz5Jb9eTIxnecnXXiv5uSo6993nEgcaDfzxR/HHRESIBPDkZCGe3ZOZz5yBO+6A2rWFIC9v+MOLUEm9B07CwsLo1KmTT8ccLckzQiKRlHsqrAdBVVUuXrzI8ePHSU9Px2QyYbVaMRgMGI1GYmNjqVu3LvHx8SjOkBMvznnTTTexcOFCAO644w6+cnf/SwBITzdz+mQayclZmM12rBYbWp0Wo1FLRISBmrViqFI1Eo3G7b4/+qjosOsLsbFiRnT4cFfYkDdkZYmmas6v/sWLkJDg27VDkAyrmZ0XT3E47QIZVjPZNguKoiFSZyDGEEaTuOo0ia+OUesWhvL113Dnnb5dSKuFp58W9fmNRt8NffVVmDRJLNetW3R4WWXl33+hQwfXd/TZZ+Gll3w/T1oa3H+/EMLOJoFO6tQRVY9uuKH09pYVbl4EVQP2GmC9BBxRoIaBqgfFBBozaM+D7iho3dsnVGLvwcqVKxk1ahQHDx706biuXbuydu3a3HVVVUlOTub48eOkpqZiNpuxWCzo9XrCwsKIjo6mbt26JCYmev3bKpFIQo8KIxAsFgvbt29n9+7dHD9+nKysLKxWK9nZ2dhzyjIqipJb3k2r1RIREYFOpyMyMpL69evTrFkzmjdvjl6vL/Aa3377LbfddhsAVatWZdeuXVSpUqVs3mCI4nCoHDp4kb27z3HsaAoZGWasVgdmkxWr1ZEzblcQ+W7iMwgP16PTaQgL11OjRjSNm1ah2WuPE/5DCWfz+/eHTz6BevW8P6ZJE9i/XyxPmFAuZ7J3JZ3iz+N7+OfMYc5kpZFts5BptZBlMwMKzp9mNee/MYZwwrQ6ovRGLolJpHvNRvT7ZQW1n36mZAY0ayZmqzt39u24vALt7FkRJy8ROBxilt8ZBlKakC4nKSliYLxwYX6hcMklIo+hqCaDIYDDkoJp+RQsv7yGtR6oEUIQOCKBAsahihWUbFAsoEkDw9kYjM98h6HmVSiKNv8BFZT09HQmTJjAh85O5j5Sp04dfv31V3bv3s3Ro0fJyMgo9rc1PDwcvV5PREQEdevWpXnz5lx++eUYCupyL5FIQpJyLxDOnTvH4sWL2bdvH5mZmdjtdhRF8WnmQhXVnHLFwuWXX87VV19Ngtus8vnz52nRogXnz58HhFi45ZZb/P5+yguZGRbW/H2YrVtOkZlpxWqxoyj4fN8BUCAq5Ty1Tuym74ZvqHX+sO8GRUeLXILRo73rKvvyy2IGHETYweESXDMIZNusLDz4H5/vWcfF7AxSLSa0Jfm+A6rqID7LTN3DJxmz6B+u3HkEra+PA41G1OB/+WUID/f+uObNYfdusTx2LLz3nm/XrciMHevqZ6DRiLwDf3X9TUqCUaPgp59cAs1JgwaiB0m/fv65lp+wpmwhfdcr2FL+w26+ANlZYLMXpAkKRQUIN6IYY9AYEgmvexuRl45BY6zYEzxLly5l9OjRJQoTioyMpHXr1tStW5eaNWtis9lK/Nuq1WqJjIykadOmDBgwgGpyQkAiCXnKpUBQVZWtW7fyxx9/kJSURGZmJhpvBoVenltVVaKioqhSpQoDBw6kWbNm3HnnnczPib0eMmQICxYsqJTu0xPHU/ljyV7OnkknM9MCqm+ioFDS01FVCLNmEZWVQvctv9Buzwq0jkIadhVG794wcyY0bFj0fhkZQlQ4SU0V8fEhysmMFN7duow1pw+SbMrCrjr8c9+zslBtNoxWG/EZJm5cv4tRf24iJtvi23kaN4bPPoMePbzbf9o0ePxxsVyzJpw65dv1Kio7d0LLlq7B+5NPwptv+v86587ByJGwaFF+odCokQjFKWmOjzvbt8O114rKS7/8Al56XFWHlayjc8k6OB2H6RwOayqKkvOMt9shpzml12g0wmuFa2JCY6yCPqYF0S1eQB/fzrfzhTipqak88cQTzJw50+dja9euTdu2bYmOjiYsLCz399Afv7EOh4PIyEji4+Pp378/rVu3rpS/oxJJeaDcCYTk5GQ+++wzTp8+jdVqDejDRVXV3JyFadOmYTKZSEhIYOfOndSoUSNg1w1FLGYbCxfsYN++85hNNj/fdxXS0t3X0DrsxKef4/Yl06iR5GOMeq1aokqRuwAoiEsvBWc8bkljvAOMQ3Xw0fZVfLnnH5LMmWgVP9cVyMjIDTlxFj6vnprJs/OXc/U232KV0elg82bRjbk4LBbhcXCGuxw96luIWEWlbl1X2dk6deD48cBe78wZGDECfv89v1Bo0kSIviuuKPn5e/eGFSvE8jXXwM8/F+vhs6buJGXjPdgzj6A6CnnWZGXlr9JUFOHhUEDoqKo60OhjMVbvS0zb6Wh0kd6fM4Tp168ff/75p0/HhIWF0atXL6pUqYIuTwljZziuv1BVFb1eT61atRg5cqQs9CGRhCDlpoqRqqqsWLGCKVOmcPTo0Vx3ZyBRFAWLxcLp06e54YYbaNSoEe+++26lEwcH9l/g3Wl/s2P7aSxmu//ve56YaAVwaLRciK3JrBtfYEnXu7D7MjC+cEEMQIvDPTl33jzvz19GHE2/yA2/fsRH21eSYs7yvzgAj0GhgnggnIuNZMLw/tz/4A2khfsQM2yzuaruFIfBAJdf7lp/5RXvr1NRefJJlzhQFFiyJPDXrFEDFi8WieJ9+3om++/bJzxCzZuLfgy+8tdfLnEA8NtvoqhAIagOK2nbJ5G0ehC29P2gFvGs8SU5XqMpUBwAKIoG1ZZO9smFXFjWEfO5FQXuV944ffq0T/s3atSIG264gZo1axYoBPw9j6goCjabjSNHjjBlyhRWrlzp92tIJJLSUS48CMnJycyaNYtTp04F3GuQl+zsbKw5DaK0Wi2tWrVi5MiRROW4qysyFoudhQu2s3/vBUymAN53m03MCBaACmhVO/Fp57hjyVSqJxUzo9qgAcyYAVdfXfx189bkT0/PDUMIJg7VwYztf/PFnnUkm7PQBOq+q6p4z4W9DFRLzeT5+cvou62YJNnYWFGdaMwY768/YwY8+KBYrlq1cjet278fLrvMJZYffhjef7/s7Th2TFQF++uv/K9dfrlokNexY/HnUVXo2RNWr/bcrtPBmjWQp9SmNW0XKRvuxp55FNXh5bPGWy9CId6D/CaraPQxGKv3JbbtByi6iOLPHaLs3r2be++916P6UEEYjUZ69+5doNcg737GklQs8wLpTZBIQpOQFwinT5/mgw8+IDU11W95Bt5is9nIyhm4KopCZKRwPyckJDBu3DiPJOaKRlaWhc8+Xs+5sxkUWCLEn1gtkG0qchcViDBncMsf79D4RAFdPyMj4ZlnRMJsWJj3127QAI4cEcsvvuhKXA4SNoedsSu/YfXpA1jsAfaSeRHLrQKRZgv3L9nA/X9syr+DoojE8Jdf9r0Skc0mPqucSijs2ydyGSojDRu6EuVr1BBdvsv4eefB4cMwbBj8/Xf+11q3hs8/hzZtCj9+6dLCRXr9+vDff7kN8sznlpOyaRQO80VXnoE3eJOL4JZ74C0qCvropiT0WILGEOfTsaGEqqp8/fXXPPXUU5w8eTLf61FRUQwcOJCoqKhiZ+/1ej3hvhQhKAEOh4O4uDjGjBlT6bz0EkkoEtIhRkePHuX9998nLS2tzMWBqqpkZ2fnrhuNRjQaDRqNhuTkZKZNm+ZTN8ryRHq6mY8/WMfZM2UgDgAcxWtUBcgyRvFt//HsaJinrObdd4tKLxMn+iYOwLOr7Ny5vh3rZyx2GyOXfcmqU/uxOgIQypUXL+YGFCDTaGDGgM68PiRPAnKPHiLn4OOPS1amVKfzHGRW1jCj555ziQNFEaE4wRQHIITzqlXCs9Gtm+drW7dC27bQvj3s2JH/WFUtWmgfOSJKrqoqppM/kbJxBA5zkm/iAEQ/juLi4ksw662gYk3fzcWVvbGbzvp8fKigKAp33nkne/fuZdKkSR4egNjYWK655hoiIyO9Cu0pi3lEjUZDamoq7733nmzOJpGEACHrQTh58iQffPABGRkZQalyYDKZsOTEset0OiIiPN3NqqoSExPDo48+WqF6IWRlWfj4g3VcOJ/l2cgskGRnQ04YV3GoQLglk5uXvkfT6npRHrNLl5JfOykJEhPFsqKIpN2Isg8tsDscjFz2JRvPHsFBGf1JWixgKtpz406Yxcaw5f8yfstxeOstuOUW3xrUFcQXX4iQFhDdsZOSSne+8sbRo8J74AwtGjVKVOEKNfbsEZ/T+vX5X+vYUXyOzZqJ9SVLYODAYk9p+mQMqbV+xmFJLfkzvigvQgm8B+6oqgNdVCMSr1yOxlD+w16OHDnCE088we+//84111zjk0dAo9GUWVits2rSmDFjqF27dplcUyKR5CckBcKFCxd4++23SU9PD4o4KCi0qCAPhqqqxMfH89hjjxHrHsteTrFY7MyYvpZzZ8tYlGVlgs37cqaqRiEiwsDQB6/gkgaJpb/+JZe4uvlOniw8EWWIqqo8suob/jqxF5vqKP4Af2EyeZfMnYOKQoTewLhOAxjeupd/bHA4xCyvM5Z8+3bP5OWKTtOmIrQKRAnQs2eD7z0oip07RejR5s35X+vaVYQe3XUXbNxY5GksjSH5MQ2OKhEoulI2LSssF8HL3IOiUFHRRzcj8crl5TonwUlqaiovv/wyycnJOPI2zCuGmDIsA11RJ+AkkvJEyP0SORwOPvnkk6CJA1VVMbnNqjpDiwpCURSSkpKYOXNmhajAsHDBds6fC4LHxosQI0DEuxgNKFFRZCkGvv16GyaTD6UOC+PWW13LX35Z+vP5yLcHNrPq1P6yFQfgVYhRLno9SlQkWWEGPtizjn0pfgq90Gg8E1Zfftk/5y0PvP66SxyA6BMQyuIAoEUL2LRJ5BDkzUFYt04InmLEgSMMUsYoOCJUFFM2pXaYFRRGVETlIl9QULCm7yH1v4dLfa5go6oqM2fOxGw2ExUVRVhYWMkaW5YBiqKQlpbGJ5984rOQkUgk/iHkfo0WLVrE+fPng9Y8xWw25z6QtFptsa3hNRoNp0+fZnXeah3ljAP7L7B/73nKJOfAAxW8GRjrdRAZBcYwQHTzTE0zsXBBAQnLvvL0067lvXt9CrspLeey0nlnyzJMNu9CrPyKNz+8Wi1ERIrZWI1G3HdLNo+s/Aabr03sCmP8eNdyWZT2DAVOnYJJk1zrQ4eWLlSurGnTRoiEjRtFYzcfSL1PwR6f86RxOMCUXdwhRaPVin/u+LHijgKYzy7FfG6l384ZDFatWsWpU6dyJ7wMBgNRUVHF/sY5KeuBuqIonD9/nsWLF5fpdSUSiSCkBMKZM2dYvXo1drufBh4+Yrfbc/MOAK9jNC0WC4sXLyY5OTlQpgUU0QRtu39m431FVYueQdRqRE5AeES+2VUFhQP7L7Bv7/nS2VClimhK5bTngw9Kdz4vUVWVcX9/w0VTcPJsihQIiiISviMjIU8IiEZROJ6RzLT/lvnHjiFDRF8EEKVni5mBrhD07++q3hQXJ2L4yyMdOsC2bfDPP6LJWzGYWoGlRZ5pCKvV6xykQjG4CwLFL94DdxzWNFL/exDVVnA55lAnOTmZJUuW5JbsdqIoCmFhYURGRhbbCC0YM/l2u53Vq1dz9mz5TRaXSMorISMQHA4Hs2bNIisrK2ihRe5Vi8LCwryunKQoCunp6cyaNatchhot/H4Haamm0BqkegxQC//hMpts/PT9jtKLm5tuci3Pnl26c3nJtwc2szvpDJpANEArDpXCQ4wMBpHcWcTMos1hZ8GBzf4JNdJoPCvlvPpq6c8Zyrz7rmf1n4UL88+Alzc6doRiyj47wiBtpIKjoEJjJpN3Hq3CcBexAQjTUhQFe/bpchlqpKoqs2bNKrLgh1arJSIigoiIiEJ/94IhEBRFITMzk88++0yGGkkkZUzICITly5eXq9CivGg0Gk6dOsXGcjb7efJEapBCi3KwFDBzaNC7DVCLtssZavTrTztLZ8eECa7l3bt9St4tCRlWM+9uXU62LbDXKRSLOf82nU7c97CwYqsTKYpCiiWbx/9e4B97nnzStfznn/45Zyhy4QI88YRr/aaboFevoJnjNxYuFOVPiyDtHrfQoryoqqhm5g8CVH1NQcV8dinW5P8Ccv5AsXHjRo/QoqLQ6XRERkZiNBrz/RYHy7PvDDVavnx5UK4vkVRWQkIgqKpaLkOL8mK1WvmznA1uli7ZF5zQIhCDAvfqIxoFoiIhLNyn8pki1OgiFnMp3keNGlCzplh2OOCjj0p+Li/4at8GkkyZwRHEKmDOIxAiIsQ/H2ZfNYrCqcxUdlzM34TJZwYNcvWwyMwUNfgrIv37u77z0dEwf35w7fEHDgc8/3zRuxjB0rIYuW+3lyL/x+3MAfybclhTSd/1UsDOHwiWLl2aL7SoKBRFwWg05gs7CtbkHbhCjcqjh14iKa+EhEDYu3dv0PodAAU2RCsJiqKQmprKiRMn/GVaifnnn3/48ccfMecdCLqRmWnh9Om04D34TSZXmItWA1HRoClZqEVmhplNG0t53wcPdi1/9lmJTnHo0CHmzZvHxYsXC91HVVXm79sUvB+7rDx146Oiim84VQjpVhPvbf3LD0YBPXu6ll97zT/nDCU++QT+/de1/t13Jb7voYLVamXdY4+J8qdFkN0LHNFenNBiKVk+goLwOCr+qV5U6GUUDbbUbTjMhf99lwWqqvLHH3/w+++/Fzmxdvz4cdLSSvaM12g0uWFHRqMx4J2Ui0JRFDIyMti7d2/QbJBIKhshIRCWLFniMYNfltjtdo/QImMpq19kZWWxaNEif5hWYg4ePEjXrl0ZPHgwl156KR999FGBQmHt30fIzAxSiAsqOCv3KEqpm5OpKvyz9mjpBt3u/Q927iy4tnoR2Gw2unfvzl133UWDBg2YNGlSgUJhw9kjwfMe2Gyu5FgQg6pSxGxrFIXtF0+SavZDeIj7/V9ZvivG5CMlBcaOda1fc43wJpRz3pg8mdh33y1yHxXI6qegevt1L2k+QlgYRJdc7HqL3XyBzIOB9TAWx59//kn//v0ZMGAArVq14ptvvilQKCxevDi3p09J0el0pf5d9AcWi4UllaXKmUQSAgRdICQnJ3P27NmgzWJrNBq0Wi0ajcYvMyQajYajR496eCXKGvdZlhMnTvDQQw/lEwoOh8qW/06VvgZ5icmpNKJRRAnNUibqihkmM8eOlqKSVJ06UL26WHY44NNPfTo8NTWVM2fOAJCens6rr75aoFB4f9tfZAUr98D9e+lMBC8lSaYs5uwtoMOur/TqJZLSQdj5+++lP2eoMHCgK68lMhJ++CG49viJ+D/+oHkx+1gaC++B1094f+YjBIjs41+jlnXfEjd2796du7xr1y5uv/32fEIhOzubI0eOlNgjHmooisLZs2dJSUkJtikSSaUg6E+OVatWkZ6eHrTrOzslR0VF+e1BmpGRwfr1fhgw+ZG8QmHf3jNkZ1mCGldKWLgIK/LTjJ/FbGfl8kOlO8kNN7iWfRQIBZFXKBw+c5KDqefRBOO+Z2d7Vi5yDsZLjcrCg35K3LzqKtfym2/655zB5ssvRRlQJ/PmFVkhqtxgszF4e/F9SDJvUHD4Ovdit4tclBBEURQclotYLvwdbFM8yCsU1q1bR2aI3sOSkpGRwcqK5l2USEKUoAuEffv2VZgZDieqqrKzmJjcYOEUCo+Pf4WMTBNBdCH4HUVRuHChlD+I//ufa3nbNp/DjArDKRTaDerDudTkss8/sNs9Y7uNRr+Vg1QUhSybhXSLHxrMPfOMa3nNmtKfL9hkZMB997nW+/TxFKHlmf/+o5YXkzv2GqCU5Otut4v7V9oeCQFAtWViPrs02GYUiFMofPjhh0EL3Q0UiqKwz737uEQiCRhBz5BLT08P7ix2AFAUpcgk1VAgOqo2ZpMJq8WMwWjEoNcTtFKnXtC776Vc1fdSj23nz2Xw3jTPDtZmsw2L2YbBWMKv9iWXQNWqcP68GKB8/jnce28Jrc6PvV5Vsm0WFKsFg8GAwWAom++/exyyRuN1p9kO1S5hVPPutEioSbWIGMas+JplJ/bkP73Vwq6k03Su0aB0dnbuLKr7pKeLSks//CAaqZVXrr3WVTEqPBx+/jm49viTxo05ExVFjYyMQndxhFFw3wNvcTiE58tmE/cvwOgTuxHZ+BH0sa3Rhtckef1QzKd/K2BPDdaLawNuT2kxmUxYLBaMRiP6ACZvlxXOZGWJRBJ4gioQUlNTfSq/VlJiY2Pp378/TZo0IS4uDpPJxMmTJ/nxxx85ffp0QK5pNpuxWCw+91MoKyIi4gCRi2DKNmExh75QOHsmnc9nuvpMOBz5pyWtFjunT6dzSf34kl/ouutg1iyxPGOGXwWCoXFtcKg5lUZd35GACoW8oUU+JISH6/TsST7D9wf/ZfqVdxS6X6bNwvqzh0svEEAk7y7I6a8wbVr5FQjffuuZbD17dqmT8UOKuDieuO46ln/9NQriqaHJ+b9zuWU9mGwEdznq7DOjdW8Op+ZZsNuFKHB68MqoBLaijcCWup3so3OJ7zy38P0UBbvpXJnYVBK0Wm2uIHA4HGRnZ2M2m/0mFC677DIefPDBIvf58MMPA1J1yGKxkJaWRkxMjN/PLZFIXARVIBw/fjzgybwJCQk8/vjj7N+/n7lz55KWlkZcXBytW7fG5qfwkYKwWCycOnWK+vXrB+waJSU8LAa9znMG2SkUjAZ46bXr+e2XXbRrX4cqVSNJTsripx92cuxoSnAMdrMxI6Nol7nZbOPwoaTSCYT//c8lELZsEbOYfgrH0cZ4xv2rqorZbCZWa2TL8Bd5deMiBjdqS6PYKhxLT+b59b/w7/ljJb9gKUOL/j51gL9PHSh2P62isP7s4ZJYmJ9nn3UJhA0b/Hr/y4ysLBg+3LV+xRVw221BMydQqIpCUVMsAy4TefB2t3xeh92OQ42h0ZDTpGx9ishL7kIX3QRb5mHStozHmvSP6CxtMLiEgq5sZr8t5/7Ecs67XjaqPQuH+SIaY2KArfKdhIQEjx4G4F+hcPDgQSZNmpS7PmHCBFavXs3q1S6PbqBm+k0mE8ePH6dFixYBOb9EIhEEVSDs2bMHu90e0ByEnj17Yjab+eKLL3LjvpOSkjh0qJTJrMWQnZ3NgQMHQlIgVKvaAIOhYHd9zdpxALRpW4ufFm7HbLIz8Npm3HJ7a6a9uZLShs737NWQnr0bFrnP+9NWk5qaP549sUoET/6vFzarg+PHUli6ZF++/RRF4dCBi/S6qlHJjWzUCBIT4eJFMUCZOxfuuafk53PaFm5EMRb8o9w8sRYAgxu04aV1P5NqMzOxw0CmdL+Jvj++g1rSXJGc0KL72/XlvvZ9i9z12l8+4HRWaokuoygKZzLTSnRsPlq1grg4URrUaoWvv4ahQ/1z7rJi8GBXJR6jEX4rKEyl4tO1ueIhDpwYE9oAEF53KOc3jUfrSCGu9evEdfiU83+0IteToNWKfz4S2eQxIps8VuQ+F5Z1wZFd8t4pqjUda8oWjNX7lPgcgaJ69ero9foCc538IRSsVmuu9z82NpaoqCgOHTpUJgVHbDYbe/bskQJBIgkwQRUISUlJAY+/Dg8PR6/XEx8fT1JSUkCv5Y5ImL1QZtfzhejoKuh0RhyO/G772rXjsNnszJyxmqSkLDQahSWLVB4ZfyXRMWHcfFsrIiMNOBwqK5YfYOf2s7nH3nF3Wxo0TODQgYvMn7elwGtvXH+cHdvPFGlfenr+ng0njqXww3fbuXA+k+joMHr3bcS9D3Tm/bdXY7G43oeiKP7p7TBoEMyZI5Y//NAvAkEbG1noTHiLKrWw2G0MXzyTE+nJKIrClI1L+OXGsVSPiObN7kNIMEZiVx18uH0lvx/bBUCNiJhCX3NvRDd/51oWn95XZDnZc9ml+3G3OPzokbvmGlHtB+Ddd8uXQPj5Z/jjD9f6xx9DJQ2HSCjkbRvjW6PaLZz860ZsmUcBsNonUWfgejThtYhr/zEaQxVU1U7G3jcxn/oJAEUfS0K3H0GjA0VL1sEZZB/9Mt/5sw7PwnRyYZG2OUylCy9V7dnYSyEwAok34Tf+8ijUqVMHEBEBZUF5yPGTSCoCQRUIRXX59Rd///03TZo04dlnn+XEiRPs27ePDRs2cPbs2SKPs9vtpbbv559/Zvbs2aU6R0k4f/58ka/r9eGFVtGpXSeObVtOkpQkZp4dDpW0FFEZyGq1sOiX3Zw5nU5UlIEHx3Zj354LWK1igL5uzVH+3XSCtu1qF3rt7Gwr2dmF5504HA7MFjNqnvyCrVs8w2z27TvNpBcG0OSyBDb8c9Tjtb17T9K//8uFXsMbamdk8Bkiltq2YQPX9OtXbJhLcRVDFL1O9H0ogBZVarP40DZOpIs+DqqqkpQzI28ymZi8aQl7ks9QJSyK7wfdz6qT+8m2W7GrjoJfs5hddfeBVNVGamZKobY5Q50cxTSoMpvNhTZeOpGURn8/Nf9yv//2jRsZ5MX9DwV0DgcL/voLp39uT0wM4776Cr76Kqh2BYpt27YV+XphH5kxoTXpx37IFQcAVpP47mdlZsLWp3Gk70RjrEZirxVcOLsU1Z6Fak3n4upBYM9G0UaQeNU6TKd+QbV69j9RrSnYrSlF2maz2bBYrBRVya2o77tGUZn+7uss21X2n+3Ro0eLfF2n03ldKc0pFEwmE2FhYT4LhTp16pCcnFzqhmy+UNGqM0kkoUhQBUIgcwCcnDhxgpdeeomGDRty2WWX0aZNG3r37s1nn31WZClSk8lUZAt7bzh79izLly8v1TkCgV5feAWb2nXj2PjPEY9t9RsmkpFu4vy5FLKzxAAyI8NCVpaF8Ag91lRxn44cSqJ+w4Qir+1NiNFrLy0hObnoH5uMdBvnz6WTkBiR73uUlpbOH+4zuCVkCpAI6FSVhD//ZH5pT6jXohTqQajNd3s2emxrX6M+F7MzOJ5ykSSbCY1GwwVTBsnmLGKN4WRnWTmfncH5bBHr6/FaituASdFwf/t+3Hd5jyLN6/X165zMSClyH4fDXujfrcWUzR9Ll1LqOLQc3gCqAlqg3p9/MtMvZw0sP0KuODADXdPSSPHDd7G8UogexhjfhrRDnjP/YVW7YjOdx5JxHIfpFBERETjM53BYklAM8ajZWYAD7DmhW5qcxP4CvNDehBgd/elybLai83vs9sK/71oNHDu8hz/+yF/VK9jkzT/wBlVVMZlMJRIIZeU9cFIWxU0kkspOUAWCtgSxpSVBVVUOHjzIwYMHWbx4Mc8//zzt27cvUiDodLpSC4TSHh8o7PaCf/D0ei1Vq0ahuP2qKwpc2bsJG9YfRdG4Pq9atWNQFIW0AnIFiqK4ECO7zUZaWvHnNBh1JFaJLOT6/hmgLgGcgS0PQ+kFgt1R4OA5TKunQWwVNO73HYXRra7ku70bQSE3T6dFQk00isKZrPzx/rmvJZ0D9y6vERHM37+JxUcL/747VAfnskuZVKjiN3EA8BPgrB/1EIS8QOgDXJ+zrALjgJSgWRMaFPR1ULRhGGIaoyjuz3+F+GbjSDv4JaDmDlJ1sa1B0eDIPunaUx9LwhW/oYtsSPrO51At+UNHvQkxUmxFe1q9wRyi49TiPIGFURJhUbduXdatW1ei65WUsho7SCSVmaAKhGDUZVYUBZ1OV2yFBaPRWKoSpQ6Hg+HDh/NzEOqe//HHH9xyyy2Fvm61ZKMo+X+8a9aKBaBDp0vYv/cc2dkWBl57ORERBv5ecZjICFGBJzxcz023tuTH731vBldciBFAZGRkviH+gEFN2bP7PCkp2URHG+nTrzGoCnv3JhEdE+2xb4OGbZk+o2TJtu5odu1C7doVBeim15N67lyRYS5JSUk0aFB4mU/Vakd1OPIVkb0ssSaqCjc16cCaE/tJtWTzZMeBxBjDmbHjb6KjxfuLNYTzerchPPdP/u9U7mvrfvQILcJgAK2GVEs2qZaiK4aFR0YQludLEaEzUC/a5RW6tGotOtrNpJqz8yU0J1apwb7U0t/3XI4eRW3VCgVoo9GQevZs6HYgttmIbtAAJU0IN3vLlry5ejUVpBd0odx777189913hb5e0DjVGNcSUIluMJSs08txWFNIbP0iGkMcGXveJCoqGo1GQdHHEdt+Bmlbxnkcr1pTufjXFWiMVYnrNAfTqZ9wmM/n2af4EKMwox6jwfM3SNFGoo1yeTijE5thUC/gsCTnT2hWbbw+5XWmfl36/CRfmTFjBk8//XShr/s6w67T6TAajT4PvCMjI4mPj+fEibLNxQjV8uESSUUiqAIhMjISVVUDlqh81113cebMGfbv3096ejqJiYn069cPwKt27aWxS1EUEhISglKrOaKYWuvZprQCZ5hq14nj7Jk0li3dy8jR3QgL13Ng33lmfboxtxy5Vqtw5z1tWbXiMMePpQTAehDz557ExoZz6x2tiYgwkJlp4diRZD7+cB3ZmVaPvVVVJSzM4J/73qULxMZCaiqK1UrMsmVw002F7l7cj7Ij2wwF9G5oUaU2B1LO8uF/f/HpgBHEGML4+9QBhv35OSaEF0qv0TL9ytv5dOff/HfB053v8dpRt7rjiiJqTPpA3u98yyq1+bLfiNz1/3UYCMDCg/8xcd2PHvsadDr/ft9btoQaNeDMGRSHg5h582DcuOKPCwa33AI54gCdDt2ff1aKOu3FTfKYCviTMCa0wZK6h6SdU6jVawEaQyzZp5eStOZaDFozwmVmIL7zV2Tufwdr0oYCz+0wn8eWugN9YlfMp0o2EZP3EW9IaEvCFb/mrse0mgxA9rGvSP33oTxHa4mIqUN4ED7nsGL+rk0mE4qiFJuHUFJh4KSsE5RBPOMjIyOL31EikZSKoAqExo0bs2nTpoCd/8SJE7Ru3ZrevXtjMBhISUlhz549zJs3j1R/znQWgE6n49JLLy1+xyBw/sJRzOZMjEbPh2ztOnGcPpXKln9PsHvnebTa/F+PIbe04tDBJLb+d6qszAXg26+3erWfqkKdunH+u/DVV4NzhvTdd4sUCMXhSE5HteUPO2uRWIs9F0+z8MC/LDq+s8BB1+vdBrP+7GF+Ppw/KTT3tT0bPads/dCUa8PZI1w29/li91NVlbhCSueWiptugg8+EMuffhqaAmHVKlffBoA33oBq1YJnTwix9aBKqwaKhy42xrfGnLKd9MPzMJ/4FoPRiCbPSD223YdYLqzCdPwbj+0aY1VUezaqLQNFF4O+Sjeyjszym72WC6s582OcV/sqhnj0cS39dm1/cubMGVq0aFFoCfHSCgMnderUIS0tjbS0/CGPgUJRFBo3blxm15NIKitBFQgNGjQgPDwck8m3OHZvWbFiBStWrAjIuYsjPDycunXrBuXaxZGSegab3YIRT4FQp24ce/ecJyKi4NmZepfEcXmrGpw9k06z5mIA9P032zh7VoRrDR/VgRo1Y9AbtDwxsRffzNsSQC9Dweh0Co0a+7Fx0cSJLoGwfn2pT+fIzBblTt1oUbU2f53YS1RUVIHHtKtaj4GXtGBv8ln61LkMgKfX/sC+lHOer9VqIl77cx770i+UqH58SXGg0qpKHf+feNIkl0DYtUuUbvXRKxJQHA648UbXevPm8FjRybGVidXb4fbeIqHXiTGhNabTi4mKisonDAD0CV0Iqz0EW9pOjDWvASB18/3Y0nahDa9LTNt3cfZrzjr0Cba0XWXzZvKgaIxoI/3QOTwAXLx4EavVitHoWZDCX8LAybJly1i2bJlfzuUtERERIdlfSCKpaARVIFSrVg29Xh8wgRBM9Hp9bux46KFiNmcSGSG6Det0WoxGIzVrxfH3yiOFHnXsaArP/+/3Ql///LNSeIPsNhE7r9OBvuTxpcYwPbVrx5bcjry0bStq2KelCft+/hmuv7744wrBeuwc+tpVQVXRaDQYjUaaJdTk011rCj3m3/PHaD7vxaJfy8hweQ8UBcr4u6dTtHSvVYrmdIVRowbUrg0nTwr30DvvwIQJ/r9OSRk+HJJzKkZptZ79DyTsPALpWRAXBSgKBr0eY3xLsg++U6A4ALAm/cPZn/JUQ7PZQKPBmvIvF/8quhpXWaCqKhpDPEoRfUWCiclkwmaz5QoEfwuDYKLT6agmPXQSScAJ6tNNo9EQHl54Tf7yiqqqIR9/fP7CEXQ6HZGREURERKLV6nj1hT/ZvzdIzd3MZrDaINskuv+qJavCoddriIn18wxzH7dOqe+8U6pTmXcdQYPwMEVFRaHX6+nw7WusOrW/FCc1+z20yFdiDGG0TAyABwHg9ttdy7P8F05SatavdzXTA3jxRSFmJLmcTQaLTcFgMBAVFUVYWBjnfquH5exS707gcEBmpngmZGYG1lifcKCLbRVsI4okOzs75xkfSURERIUQB6qqEhERUWjolEQi8R9B/yurXbt2hRQIDRsWXes/mPTu3Zt7hl9PRER4gXkGQcE97t5mg/QMyEiH7Kwc8WAFu73IMpqqqhIZVXiPhxLjPmNdinJ+TZs2Zcr4idRKrOq/Cl4Oh7g/TvT6Mg0tcmLQaqkZESBRPHGia/nAAeEtCTYOB1x3nWu9cWN45png2ROCGI1Gxo0bR8OmnTAWkGdQKKoKNrsQBRmZ4u8eCux3ECwURYexep/idwwSN910E9deey1hYWGFCgNVVbHb7VitVsxmM9nZ2WRkZOTmFIRirwFVValVq1awzZBIKgVBFwg9e/YkPDwAyY0+YLFYMJvNfhMqkZGRdOvWzS/n8ie9e/dmxYoVLF++nCE3XUlkZAiVitMbxMy3+xjAoQqvgtkM2dliBjE9XQiHrEwwZYPFDDYrOBxoNAqdOgcg76NTJ3DmB5hMsHixT4c3bdqUefPmsXPnTsbcOYw4Y4T/RLF791JFgSD8LdlVB+2q1gtYNTISE8EZc6yqMGVKYK7jCw88AM6O5RqNDC1ywykMDh06xDvvvENs0/tRNIVMRDhUMSFgNkNWthB/6Tl/3zYbuT1NNNqgeMYKQ2NMxFhjYLDNyMdNN93E1q1bWbBgATfeeKNoNudw5HSNtmAymcjKyiIjI4P09HQyMzPJzs7GbDZjtVo9qtuFokAICwvjyiuvDLYZEkmlIOgCoUGDBkRFRQXNi2C32zGZTJjNZszuM7ElRFVV4uLiqF69uh+sKxlxcXEe6+7CwPlwDQvTU6deHI4Cym4GDZ1ODMSLG2c6cmYYLVYwiYGFmpFB5JnjtL6nv5jZffxx+OQTWLkSTp8ufQOvq65yLU+bVuAu4eHhHvW53YXBnXfeiVarRVEUhl3WFa0/YpdNJs/QoiAJ7VhDOA+36h3Yi9x1l2vZPawnGGzZAjPd2rZNnOgSMJUM92dNXmHgnOmNqHs7Gn0Cqt0uPIGmnDDCXLGf4yXMEfr50GggMrLIHiRliao60Md3QqMPXhhp3mf8ddddx5w5c7j++uv59ttvueWWW+jXrx/79u0jIyODrKwsTCYTFosFm83mVSO1vAnOwUZVVaKjo2WCskRSRihqCMT3rFixgoULi+56GShUVSUjIyNXoERERJSom6QTrVbL0KFDad++vb9M9BmHw8FTTz3F6dOnue+++wqdcTl9Ko3PPtmA2VRwZ+WgYbWIXAQfcCga2u9expC/ZhS8Q3Q0NGsGzz0H11zju01r10L37mI5PNxz5t6NTz/9lN9++41bb72V2267rUD3frbNSt8f3+aiqRQx1Q6HZ6iNVisGUWWMqqo0jqvGr9c9HNgLpaWJnhROLl6EhITC9w8UDgfUqSNEJwhhcPhw2dsRIhw8eJAJEybQoEEDHn30USEKUlNh2zb47z8hprZsIbXjNrJ6OFB8Ti1SIDoqtMKLdDEk9PgNfWzwSpymp6czfPhw1q9fT1ZWFsnORPk81K9fnx49evicf6DX64Pu2S+IwYMH06tXr2CbIZFUCkIiAL1r164sXbq02O7GgUBRFIxGY24lJZPJRGRkZInCJZwNXNq0aeNnK31Do9Hw1ltvFbtfzVoxREcbMWVbAxceUhL0elExyO79aCLSlEavzT8UvkN6OmzYIDwLJREI3bqJAXhmpgh3WrbMM3k5h9GjRzN69OgiTxWu09O1RkN+Ory1ZJ6EvOIAoJDStIFGr9EyusUVgb9QTIyI89+fk8z9+uvwZhD6FI8f7xIHigK/F17VqzLQqFEjvvv6a/jsMxg7VgiCQ4fy7Rd5EkxtFFRfv6ZGQ0iJA1VV0YbXCKo4AIiOjiYqKoqTJ08Wud/Ro0fp1KlTsc0z8xJq3gOAqKiokAzdlUgqKiHhszUajTRu3Ngrt2cgMBgMuTMsDoejVKFGbdu2LVfVInr0bIBWGzo/wAIFfPiBUoGEtLMkpJ0rfufepQiFcffEeCHAimJMq17EGXyMqVZVEYqRVxyEhRcflhUAVFUlPiyCgZdcXjYXHDbMtTx/ftlc053du+H9913r48dDkyZlb0eosWCByMn44YcCxQGA7pz455O7WlHAEEJ5UoCiNRDVODSa9Xkzk66qKkeOHPHpvEajMeSqBDkcDho3buwRwimRSAJLyDwFhgwZQkxMTNByEdzdqRaLBbs9f8fbonDmHgwaNMjfpgWU1u1qkZDox6RZf6HTg654oaUC4ZZMblxeSGiROw0aiC63JeXJJ13Lq1aV/DxAg5gqdKvpQ98Aq1UIg4LEq8FPFZF8JEynZ0zLXhjKqhLW+PGu2eTjx+Hs2bK5rpP+/V25LLVrw9SpZXv9UMXLqjIxn6losnwQCYZQ8x440EU2IKzObcE2BYDhw4d79Xvz33//kVVISGReFEUJuUG4s2z4kCFDgm2KRFKpCBmBEBMTw3XXXRe0h5NGoyHMrUNrdna2T4PmsLAwbrvtNo9zlAe0Wg133NWOiAh96IkEL7wIWoeddruXUyPpWNE7ajQiubU0/Sl69XIlAmdllVokvNb1RqpHFCOK7XZXWFNB+5UiX6Y0OFQHzRNqclvjDmV30YgIuOwy1/qrr5bdtZ9+WogSEIPWJUvK7tqhTs+e8OCDxe6mPw7hq1QUb+ZeQsx7IBqjJRDXaU7hFZnKGEVRmDVrFlWrVi1yP6vVytq1a72qSmQ0GkMr3BTh4b/uuutCvreQRFLRCBmBANC5c2fq1atX7kKNVFWlSZMmtGjRIpDmBYxq1aPo0LkuWm1IfR1AqwN94T/GKhCffo6r//m6+HP973+uJOPS0MOti2spY+Aj9AZe6XIDUfoChJBDdZV2LcqbFYRQAFVVSQyL4p0et5b9YMI9v+O778rmmgcPeoaUPfggXF5GYVXlhWnToF27YneL/ha0F7zwIoSY90DRGIhoMBJddNNgm+JB9erVmeleUasQTpw4wenTp4ucjNBoNP7rz+InHA4H9erVo3PnzsE2RSKpdITUiFBRFIYPH16uQo2coUV3uZdhLIf06deYhMQQ7GptNBYYX+8MLbp9yTS0jmKmJDt0ENWL/MHjj7uWV6wo9el61LqUK2o1dm1QAbMFMjNEWFFxBGEQFabTM671VVQPVGO0ohgzxiWKzpyBY8V4jvzB1Ve7ym9Wr+6ZhyARhIUJweZeaaoAFDvEvV9MqFHIeQ8c6KIaEHXZ/4JtSoFcf/313HfffcXu9/fff5OdnV3o66HmPXCGFg0fPjyk7JJIKgshJRBAhBrdeOONhIWFBWWwqtFoPCo4FBVqpKoq4eHh3HHHHeUutCgvWq2GO+5uR0SkIbREgkbr2WU5B4PNTOftvxcfWhQRAfPmFXiOEnH11WIwBGJ2vxSdlZ281vVG6kTG4bBahTAwm7zv21DGHgQNCm2q1C3b0CJ3DAZo6VZB5pVXAnu9F1/0TLz99deQqccfcjRsCF98Uexu+uMQsUxFsRS2Q+h4D1RVRWNMDKnQooKYNm0ajRs3LnIfq9XKmjVrsFjy3/hQ8x6oqkpYWBiDBw+WoUUSSZAIyV+6jh070q9fP4xGY1AGq0aj0SPUqKAHqvsDrFmzZmVtYkCoVi2K24e2ITzU8hHyeBF0distDv5Dnw3fFH/stGn+rzTjXmrPD6U2Iw4eYs6c5dQ4fd738Dp/NFzzElVVuSyhBh/3HhrcGb0HHnAt//hj4K5z7Bi89JJrfcQI4Y2SFM4NN3h62QohagGEbQTytmBRFFHaNAQQeQdxxHX8MuRCi/ISGRnJ3Llzi62gd/LkSTZs2JAvHyGUJrhUVcVoNHL11VfTQf69SSRBIyQFAkC/fv3o0aNH0ESC+wPTbDZ7hBo5xcGAAQPo0qVLmdsWSBo2SmTIzS0JDw8hkaBockMOdHYrTY7+y5DlH3pX2XP3bv/b89hjruVly0p+npQUca6WLam58Fe+fGcB1VIz8UkiaMpuoN44rjpz+o0gTBfkmcZ77xWN4QDOn3f1RvA3/fu7QosSEz27J0sK57XXis33UYDYT1SMWwD3sapeHxLeA6c4iG33EcaqPYo/IARQFIXYYkK8AA4cOMCWLVtyRYJWqy1Vc1B/4hQHPXr0oG/fvsE2RyKp1ISsQAARW9m3b9+ghBtptVqPUCNnIzWnOLjhhhu46qqrytSmsqJZi+rcemcbIiJDRySoegN6h5XLD6zh9t+neV/2/913oVEj/8aqX3ONq8JSejps2uTb8XY7fPqp8Gy8/TbYxDRq/fMpzJ/6DbWS03F4O0gqg3AXDQqXJ9biu4GjiSwoobqs0emgbVvX+ssv+/8ab74Je/a41n/+WYYWeYtWKwRVMShA3HSVsA2ABVTFt/4ngUKEFSUQ13E2YTVDv2y1zWbjlVdeoVu3biQlJXl1zM6dO9m4cSNWqzVkmqI5f1uvvvpqrr/++mCbI5FUekL+F69///4MHjyYqKioMq9u5N4wxm63YzKZiI6OZujQoXT3R0WcEKZxkyrcPbwDsXFh+NjeyO+oqkp4pIFuVUwMWf6Rd+KgShXX8qFDIj56+nT/GeXuOXr9de+PW7VKhKncd5+Y/c5DnYtpfPvmfC47cR69zV70nQ9weJGqqoTr9FxZuwnzrh5FuC40Qj8A0bXXya+/+vfcZ87AM8+41m+/3TOsTFI4Z86Iv7Wff/Zqd0UVnoTIJSoaJRI12M8aQBtRm/gu32GsFvoTQIcOHeLKK6/k2WefxZYz0dCqVSsiI4tvWb1v3z5sNhtxcXFBqxzoxOFwEBUVxeDBg+nXr19QbZFIJAJFDZUp4mJITk5m1qxZnDp1CqvVWmYx0Ha7nczMTGw2G0lJSbzwwgt07NixTK4dCljMNhZ+v4P9e89jMtnKNPZcVVW0WoX4hAjuuKst1WN10LgxnDxZ9IEPPijEwJgxMCNPA7Vu3eD33yEqqnTG/fgjDB4slmNjRbhQcSxcCF42+3EoMKN/J764qh3JUWFoCvor1WrBi4FASVBVlarh0TzX6Rqurtc8INcoFQ6HmG3OGRSxfbv/So+2aiXOBxAXJ4RciIRghDQLFwox5Z6zVb26dw3t9Hqs2xaRcuJp7JlHUB1l/6zR6GMwVu9HTNv30egC83flL1RV5csvv2Ts2LGkp6cDItF40qRJTJo0iXnz5jFixIgiz6HVatm5cye1atVi9uzZHDt2DIvFUub3Xa/XU6tWLUaOHEl8fHyZXVsikRRNuREIIB4mq1at4vfffyc9Pb1M2sE7HA5sNhtLly7l4MGDdOzYkbVr14ZMzGZZcWDfBRZ+v520VBMF1h31M6qqEh6hp32HOvQb0MTVo+Gzz0QMemE0bQr//iuqFwGsXi1CgtLSXPtERIiSjKXpeu1wiKZpzsHQ1q1iYFkUzz/vmfTqBUeqxjH2vus4Ui0Oi07reef1elfjNj+hqioRegOdqjfgzW5DiDX69/x+pXt3WLtWLN9yC3z7benP+f778MgjrvVly6CChhL6lfvuE2Fz7jz2mAjV6t+/+Fyd0aPhk09QHVbSd71I9tE5OCzJKGWQhK8C2vBaxLb9EGO1XgG/Xmm5ePEiDzzwAAsWLMjd1rBhQ+bOnUvXrl0B8Xd8yy238P333xd6nvvuu4+PP/44d/8NGzbw888/k5aWVma/rVFRUQwYMICePXvKUqYSSYhRrgSCk+TkZL7++mtOnDhBRkYGgF8fLs5bEh0dTf369Rk8eDA9evRgT05M8pQpU3jiiSf8dr3ygsVs47dfdrN3z3myMi04HKrf77uqQmSknoTESAbffDnVa0R77mSziTKX7vHhTnQ6UXY0b+ULiwWuv154Dty5/XZRArWkP4ZXXAFr1ojl226D+fOL3j8tDe64AxYt8ukyDgU+7deBr3q2ITkqDLNeJ4SCwQhh/okfdqgq0XojVcKjeKLt1fSrVw4qcy1YIIQBiA7ZqamlO9+FC1Crlqv/xI03illxSeEkJUHXrrBvn2tbWJgI++rTR6yfPStyRk6fLvgcWq1ING/QIHeTNXUnaVvGYss8jMN8AdD4/VmjaLRoDFUw1uhPdMvXQ95rALB06VKGDx/OqVOncreNGDGCd999l+hoz2flxYsXadmyJacLuO/h4eEcOHCAWrVqeWxPT09n/vz5HDlyJNczEYjf1qioKGrXrs2dd94pvQYSSYhSLgWCk/T0dP766y82b95MRkZGqUOPVFXFYDAQFRVFly5d6NmzJxE5M9Hr1q2je/fuuYlUW7dupYm/y2eWE6wWO5s3nWDdmqNkZphLHXrkDCWKiDTQ9LKqXHnVpcTHFzFz7R7e486rr4qOyYUxbx6MHOkZAlGtmpjdLEl4yrffCmEAIhQlObn4Y1QV5s6FceO8298Nu6Kw4vL6fDioCycSY0lKjEWjN5T43os/fYXEsAiaJ9RiXOuraFmldonOFRTyenE2bIDShP916ACbN4vl6GghGEKoYVfIsXSpEN45BRwA4cFbuxYSEjz3XbVKeGIKajw5YgTMmlXgJWyZR8ncNxXzmSU4LBdLHXqkqg40+lg0xqpEXDqGiHp3omhD2EuWg8lkYuLEibzzzju52xISEvjkk0+46aabCj3ujz/+oH///vm2T5w4kcmTJxd6XFZWFitXruSff/4hMzOz1KFHzlCiqKgo2rdvT+/evfMJGolEElqUa4HgxOFwsGPHDv766y+Sk5OxWCyYzebch1pBDzZVVXE4HBiNxtx/CQkJ9O3bl6ZNmxboYn3sscd4++23AejevTurVq0qE1dsqKKqKidPpLJi+UHOnc3AYrZjsdow5wiGwu67qoJOp2AM06PXa4mKMtC5Sz1ata2JTld0He+ck4jwEvcmZVdcITobF1MHnAsXoHdv2LHDtU1RRFKqr9VwHA4xW+qccd6xA1q08O7YM2fgoYdKPEN9PDGGj6e/xKZwhXSrCbPdRpolG1BQyD/rp6oqDlS0ioYYQxhGrY44YwT96zbnrss6E2eMKJEdQad3b1dH6xtuKHlfhJkzRZiLk0WLYODA0lpXcXn8cdFjxJ377oOckJUCeeMNmDDBc5tGA3v3wqWXFnk51W4m+8R3ZB+eid18HtWejWpNRXVYKMy7oKoOUB1oDLEo2nAUXTS66KZENX0KfXw7L99o8Nm2bRtDhw5lh9szq1+/fsyePZvatYsX9I8++ijvvvtu7npCQgIHDx4kLi6u2GMdDgd79+7lzz//JCkpCbPZ7NVvq3OyzWg0YjAYiI+Pp3fv3lx++eWV+jdTIilPVAiBkJfMzExOnDjBvn37OHjwICaTCYfDIdzKioJGoyE8PJzGjRvTuHFj6tSpQ7gXsdxZWVm0atWKgwcPAvDee+8x1r2aSiXHarFz+nQaR48kc2D/BTIzRBiS874rioJer6FuvTgubVKFWrVjiY4uYYjM339Dz55iOToatm2D+vW9P/7FF8U/969/s2ZisFmtmvfn6dbNJVSGDhXeAW9RVZELMWaMEC6+kiNIrA47B1PPs+X8cVafPsCx9GQcqgO7qqIAGkVBp9FyWVwNrqjViFZV6lA3Kr5ixPwuWiRyTEAkbOeEHPpESopIpnV6IgYO9DkMrNKQkSHE+Natrm0Gg/Cm3XBD0cc6HGIf96pTd90Fc+b4bIbddBZbyhbM55ZjTd6IassG1Y6KKvIWFC0aY1UMVa/CUKUr+tiW5cJT4I7D4eCdd95h4sSJuc06jUYjb7zxBmPHjvV6oG0ymejQoQM7d+4EYOrUqTzm3svFB7Kzszlx4gT79+9n//79ZGdn5/ttDQsLo1GjRjRp0oQ6dep4VVFJIpGEHhVSIASSlStX0qtXLwAiIiLYvn07DRs2DK5RlZWXXoLvvxczkwMG+H78zp0iTtq9yopeL5Ithw3z7hzz5olBDoiwiosXfbfj/HlRtvMbLzpDu5OWJsRRZSc83BXmsnKlSzh6i3uyc0SE+AxDqLNsyLBmjUg4zsx0bbvkEvjnH6hRw7tzJCVBu3Zw9Kjw3O3aBZddFhh7yzEnTpxg2LBhLF++PHdbq1atmDdvHpeXIBxy7969jBw5kvr16zNr1qyQ6X0gkUhCGFXiMw899JCKKH6h9u7dW3U4HME2SVJS7HZVHTpUVcV8vutfnz6qajJ5d7xO5zpu376S2dGgQX4bivoXH1+y61RE+vd33ZcBA3w7ds4cz/v6/feBsbG88/zzqqoonvfqzjvF999X9u5V1WHDVHX+fH9bWSH49ttv1fj4+NzfGEB94oknVJM3zyOJRCLxE9KDUALS09Np2bIlR48eBWDGjBncf//9QbZKUip+/x1uuslzdjQ6Gn75Ba68suhjO3WCjRvF8rBh8Pnnvl171iwYNcq1XrNm4RVfnLRuDVu2+HadisqKFSIXAYQ3ISvLu+MyMqBqVZf3oXdvcJuxlSDuzVVXeeb76HTiOz50aNDMqoikpaUxduxYvvzyy9xttWvX5ssvv+QqWWpXIpGUMTJbqARER0fzqVvN7yeffJJjx44F0SJJqenfH86dgx49XNvS06FXL5G8WlSn0QcfdC3/9ptv17XZPPs66PVw6pSIga9Tp/Dj6tXz7ToVmV69XA3jsrNh8WLvjrvuOpc4cJbmlLjYskWEDrmLg5o14cABKQ78zOrVq2ndurWHOLj11lvZvn27FAcSiSQoSIFQQvr168eonFnf9PR07r//fqQzppwTESHKMc6Y4dk5d+ZMMSA/cKDg44YNc1VPunABDh/2/potW3omSjsbSg0cKHIkCvNMXXKJ99eoDLgPoqZMKX7/7793VT8C0YAvopxWcgoEU6eKXAH33hLXXw8nTsjvnh+xWq0888wzXHnllRw5cgSAmJgY5syZw/z582WPAIlEEjSkQCgFU6dOzS0zt2TJEr744osgWyTxC/ffLwb57qUXT54UNd7feCP//hqNCPlxUkR9cQ/mz/ds+Natm6cHIyZGiJU//8xfoUl6EDx55hnX8po1nqIrLyYT3HOPa71bN7jzzsDZVp6w2aBvX3jiCdc91Grho4/gp59K3lRQko+9e/fSrVs3Jk+ejCPHQ9mjRw+2bt3KXXfdVTGqjEkkknKLfNqXgtjYWGbMmJG7Pn78eI8Ol5JyTJ06orvrY4+JaisgwowmTBAzqykpnvu7z/T//HPx57fZPMM0tFpXV+a89OkD27eLSkcgBmlXX+31W6kUdO4sBBWIcqVF9Ze48UZXnoLB4H1IUkVn714RUuT0YgEkJopyug88EDy7KhiqqjJjxgzatm3Lpk2bANDpdEyePJm//vqL+r6Ua5ZIJJIAIQVCKbn22mu5K6fMZUpKCg8++KAMNapITJ0qOvS6d4b97z8xkPr+e9e2kSNds6vnzkFxOSkdO3rmNRSXuxAVBe+9B0eOiFAnd4+FROAumvI28XLy668iId3Jhx+6hEVl5uOPRZM/9zK9ffqIhn6yDKnfOHfuHNdffz0PPvgg2dnZADRt2pR//vmHiRMnoi2u0aNEIpGUEbKKkR9ISkqiefPmnM2pp//VV19xxx13BNkqiV+x2eCWW/J36r3+eiEUdDpo08bVQOqBB0RYRkH8+qtIkHXSrh1s3hwIqysX27a5hJNeL0KJ3ENiLBYxI+5sptahg6v6VGXF4YDBgz29Xooi8jgefzx4dlVAfv31V0aNGsW5c+dytz300ENMmTKFCJn/IpFIQgwpEPzEDz/8wE033QRAYmIiu3btopovHXkl5YPvvxeN0ZzVbwDi48Ws9Pr1rjCgGjUKL1Wq04HdLpY1GteypPQkJEByslieM8fVxA5EaNFPP4llvV7Mjrt7hiobR49C166e39PYWFHqtV274NlVwcjMzOSJJ57wCEetVq0as2bN4hpnF3CJRCIJMWSIkZ8YMmQIt956KwAXL15krHOgKKlY3HSTGFC1b+/alpwsYuD373fNWJ85I8qV5qVLF09B8N13gbW3sjFokGv5vfdcy8uWucQBwNtvV25xMG+eSMJ3FwdduojvrRQHfmPTpk20a9fOQxxcd911bN++XYoDiUQS0kgPgh85d+4czZs352JOHO/333/PkCFDgmyVJGBMmSKSlt1zCfR6sFrF8tixnoPU5ctFXLeTFi1EAqjEf+zd64qZ12pFWJHDAVWquEp2tmrlCgWrbDgccPfd8NVXrm2KAs89By+8EDSzKhp2u53XX3+dF154AZvNBkBERARvv/02o0ePlhWKJBJJyCMFgp/5+uuvuTOnZGL16tXZuXMniYmJQbZKEjAOHhSNuk6cyP9arVqiPKoTvV7kMoAYlFksnv0WJP6halXRjwJE8u3y5fDNN2JdpxOfVfXqwbMvWJw5I7wEOR3gAdFg7vffoXv34NlVwTh8+DB33303a9yqknXo0IF58+bRpEmTIFomkUgk3iNDjPzM7bffzg033ADA2bNnefTRR4NrkCSwNGokBlwFNTQ7dQoOHRLLvXu7xAHA559LcRAocv7+AOHlcYoDED0qKqM4+Pln0eDMXRy0aiVEgxQHfkFVVb788ktat26dKw40Gg2TJk1i7dq1UhxIJJJyhfQgBIBTp07RokULUnJq5f/yyy9ce+21wTVKEnhWr4ZrroG0NNc2nQ7efFP0U3By6aUiX0ESGI4ezd9YDkTo0e7dZW5O0HngAeFJcWf8+MJLwUp8JikpiQceeIDv3HKKGjRowJw5c+guBZhEIimHSIEQID7//HNGjBgBQK1atdi5cydxcXHBNUoSeCwWuPzywgWADC0qG2rWFLPjTrRa0R27bt3g2VTWJCUJ74B7t+6wMFGqt3//oJlV0Vi2bBnDhg3jpFs44bBhw3jvvfeIkT02JBJJOUWGGAWIYcOGMWDAAEB4FJ544okgWyQpEwyGohNgJ02S4qAs6NHDc/355yuXOFi2THQDdxcHTZqInBgpDvyCyWTi8ccfp2/fvrniID4+nm+//ZbPP/9cigOJRFKukR6EAHL8+HFatGhBeno6AH/88Qf9+vULslWSMqFpU9i3L/92RREi4aWXyt6myoLDIfIMnInKANnZYva8MvDkk/DWW57b7r0XPv00OPZUQLZv387QoUPZvn177rY+ffrwxRdfULt27SBaJpFIJP5BehACSN26dXnL7Yd69OjRuWJBUsG5556Ct6sqvPyyKHF6/nzZ2lRZGDPGUxyA6HtQ0cnIgLZtPcWBwQA//CDFgZ9wOBy88847dOzYMVccGAwGpk2bxh9//CHFgUQiqTBIgRBgRo8ezVVXXQXA0aNHmTBhQpAtkpQJGzd6rj/8MLh31t61C2rXhi+/LFu7KjrbtuVPyAWYPbvsbSlL1q0T3bu3bHFtq1dP5F0MHhw0syoSJ0+epH///owfPx6z2QxAy5Yt2bRpE+PHj0ejkT+nEomk4iCfaAFGURQ+/fRTIiIiAPjwww9ZuXJlkK2SBJS9ez279gLExIiutTk9MgDRUG3YMLj6apG4LCkdDgcMHCi8NCAEmJMDB8QMe0XkpZdEMnJmpmvb7bcLcVCrVvDsqkAsWLCAli1b8ueff+ZuGz9+PBs2bKBly5ZBtEwikUgCgxQIZUDDhg15/fXXc9dHjRpFVlZWEC2SBJR27fJvmz8fNBqYNw8WLYIcwQjA0qWiudfff5edjRWRJ54QvSdA5Hr8+aer3KmqinKzFQmTSQiD5593iSKdTnilvv5afN8kpSItLY0RI0Zwyy23kJycDIiqdEuXLmXatGmEVZa8FolEUumQvyBlxJgxY3LrYR88eJBJkyYF2SJJQLjnHihI/B065OqPMHCgyD9wr4+elgY9e4qGaw5H2dhakdi9G955x7U+bpzoe3D33a5tc+eWuVkBY8sWUcp17VrXtho1RGK8+3uWlJg1a9bQpk0bPv/889xtN998M9u3b6dv377BM0wikUjKAFnFqAzZt28frVu3xmQyoSgKa9asoWvXrsE2S+Iv8jboqlIFoqNFqAeImd4XXvA85sMPxWDWvcty3brw11+iS7PEO+rXd3UJrlULjh8XM+jp6SK8y8nFi5CQEBQT/ca0aaJSkbuQvPZaEdYmvQalxmq18tJLLzF58mQcOfc4Ojqa6dOnc/fdd6MoSpAtlEgkksAjf03KkCZNmvDyyy8DoKoqI0eOxGQyBdkqid+4/HLP9f374Y47XOvz5uU/5qGH4OBBaNjQte34cVGzfsqUwNhZ0fjf/1ziQFFg8WLXQDk6Gho3du3rFupX7rDZoF8/ePxxlzjQaITI/OUXKQ78wL59++jWrRuvvPJKrjjo3r07W7du5Z577pHiQCKRVBrkL0oZM378eDp16gTAnj17ePHFF4NskcQvPPigZxLsk09CXJz4v5ODBwtOlK1XT7z26KNigAtiAPjUU9ChA6SmBtLy8s3hw/DGG671++6DVq089xk+3LX89ddlYpbf2bdPhBS5JcmSmAg7dojvnqRUqKrKJ598Qtu2bdm0aRMAOp2OV155hRUrVtCgQYMgWyiRSCRliwwxCgI7d+6kXbt2WCwWtFot//zzDx06dAi2WZKScuaMGLw5iYuDnIRGwDP85ZVX4JlnCj/Xxo2i06378WFhIn7+ppv8aXXFoHFjUaEIRKL3mTP5Z9KzsyEy0pXIe/q0iNcvL3zyifA02e2ubb17w5Ilos+BpFScO3eOe++9l19++SV3W5MmTZg7dy4dO3YMomUSiUQSPKQHIQi0aNGC5557DgC73c7IkSOxyDKX5ZdmzTzX9+/3XL/tNtfynDlFn6tjRzh3Dm64wbXNZIKbbxb17N1zFSo7L7/sEgcAv/1WcJhNeLjnZ/Tqq4G3zR84HOIzv/9+lzhQFOExWb5cigM/8Ntvv9GyZUsPcfDAAw/w77//SnEgkUgqNVIgBImnnnqKtm3bArB9+3YmT54cZIskJeKJJyAlxbX+0EMiOdmdp55yLe/bJ2a0i0Kngx9/hO++A6PRtf3HH6F6dcgJgajUnDgB7uF599wjxFVhjB7tWl6wIHB2+Ytjx0Sy+o8/urbFxAgPk/v3SVIisrKyeOihh7j22ms5d+4cAFWrVuXnn3/mo48+IjIyMsgWSiQSSXCRIUZBZMuWLXTs2BGbzYZOp2Pz5s20yhs/LQldUlIgPt61Hh3tKmWal7p1xaAWxAywt4O8lBTo0wf+/de1TVFg/HiYOrUkVlcMmjcXpU1BVCU6f77oJF2LRXgSnMm9R4+K3I9Q5OuvheBx9xZ17gwrVohwM0mp2Lx5M0OHDmXv3r2526655ho+++wzqlevHkTLJBKJJHSQHoQg0qZNGyZOnAiAzWZjxIgRWK3WIFsl8Rr36jgAu3YVvu8tt7iW3eqqF0tcHGzeLESFcwCsqqLUZePGLtFRmZg61SUOwLvyngYDuHe8zakmFlI4HHDXXaLbtlMcKApMmgT//CPFQSmx2+289tprdOnSJVcchIeH89FHH/HLL79IcSCRSCRuSA9CkDGbzbRv356dO3cCMHny5FzRIAlhnn8eXnrJtT5sWNED/7NnXYmxiiLyCnyNIT94EK68Ek6edG3T6eC99ypPJZszZ4Q3xjmAvvVW+OYb7479+GN44AGxXLWqyPUIFc6cgW7dXD0zQHTb/v13uOKK4NlVQThy5Ah33303q1evzt3Wvn175s2bR9OmTYNomUQikYQmUiCEABs3bqRLly44HA4MBgP//fcfzZs3D7ZZksLIyBDhRE4iIiAzs/jjateGU6fE8ttvi7KmvuJwiKTVmTM9t19xhRhMRkT4fs7yRJs2sHWrWI6NhQsXhEjyBptNzMI7E3737cvvBQoGP/8sPEzuhQpatoTVqz2bvEl8RlVV5s6dy5gxY0hPTwdAURQmTpzI888/j0EmekskEkmByBCjEKBjx4488cQTAFgsFkaOHIndvaShJLTIO6h0DliLY8gQ1/Jnn5Xs2hoNfPqp6LTsLlJWr4Zq1YRIqKh8+KHnvf7+e+/FAYh9cwoDAKERZvTgg6Jilbs4eOQR2LZNioNSkpyczO23384999yTKw4uueQSVq5cyauvvirFgUQikRSB9CCECNnZ2bRp04Z9+/YBMHXqVB577LEgWyXJx5QpngnGt9wC337r3bGnTgkvAoiBfnZ26UpVmkxw3XWezbMAhg6FL7+sWJ11k5JEiJYzR+f660Xuga/MmSMSgEEkmCcl+c9GX0hJga5dYc8e17awMFG1qH//4NhUgVi+fDnDhg3jhFuOzj333MN7771HbGxsEC2TSCSS8oEUCCHEmjVr6NGjB6qqEhYWxrZt22gcCiEQEoHJJCrhOAkLK75kaV5q1hTx5gDvvw8PP1x6u774QpTxdE9wr14dli2DFi1Kf/5QoFMnUeITICoKLl4smbhyOETpWGcOw/btcPnl/rPTG5Yvh2uv9fzuNG4Ma9fmL5Er8Qmz2cwzzzzDVLcKX3FxcXz88cfceuutQbRMIpFIyhcVaIqx/NO9e3ceeeQRAEwmE6NGjcLhLMsoCT5Nmniub9jg+zluvNG1nDePoKQMGyaqGbk3Azt7VsSxv/CCf64RTD77zCUOAObPL7nnRaMRYsOJe6J5WfDUU6Jsrbs4GDlS5ENIcVAqduzYQadOnTzEwVVXXcX27dulOJBIJBIfkR6EECMzM5NWrVpx6NAhAKZPn86YMWOCbJWEDz7wnO0fNEh07vWVY8fgkkvEskYDZrNvcfTFMWkSTJ4sSqE6adFC1NAvjwPQtDSRW2E2i/X+/WHJktKd8/vvRWdqEHH+qamlO583ZGRAz57w33+ubXq96Hlw002Bv34FxuFw8P777/P0009jzvmeGAwGJk+ezPjx49FUpFA7iUQiKSOkQAhB/vrrL6666ioAIiMj2b59Ow0aNAiyVZUYm03MWDv/VAwG14C1JFSv7iqx+fHHcN99pbfRne3bxSz1+fOubQaDmIm/6y7/XivQXHEFrFkjliMiRGhRafsBOBwiVMyZGLxhQ9FdmEvL+vXQt68QCU7q1hW9DWrVCtx1KwGnTp1i+PDhLF26NHdbixYtmDdvHq1btw6iZRKJRFK+kVMrIUjv3r15IKdee2ZmJqNHj0bquCBy2WWeM/KrVpXufNdd51r++OPSnasgWrYUeQ633ebaZrHA3XeLGXj3ijmhzNdfu8QBiMRrfzQL02hEzwEnr7xS+nMWxksviWRkd3Fw661w5IgUB6Xk+++/p2XLlh7iYNy4cWzatEmKA4lEIikl0oMQoqSnp3P55Zdz7NgxAD755BNGjx4dZKsqIV9+KWL8nfTuLZJMS8Phw9CwoVjWasWAPVBhEIsWiXAa95j3mBgRHhXKDbiysiAxUSSGg2gQt2KF/86/eLEIEwOIjPQcwPsDs1l4cdwFjk4n8k7cv08Sn0lPT+eRRx7hc7fGhDVr1uSLL76gX79+wTNMIpFIKhBSIIQwv//+OwMGDAAgOjqanTt3Urdu3SBbVYnIG1qk03lWCioNVauKJl8As2bBiBH+OW9BZGTA1VfDunWe2x94QORWhGKMdp8+LiEWFibCpaKi/HuN8HCXAFmxQogQf7BtmzhXSoprW/Xq4v7LUMFSsXbtWu6+++7cHC2AIUOG8Mknn5CYmBhEyyQSiaRiEYIjA4mT/v37MyJn4Jiens4DDzwgQ43KktatPUOL3EIZSs0117iWP/rIf+ctiKgoUULz/feFx8LJjBlQv77waIQSCxd6emk+/dT/4gA8BcFrr/nnnO+8I5qxuYuDQYNEDwwpDkqM1Wrlueeeo0ePHrniICoqitmzZ7NgwQIpDiQSicTPSA9CiJOSkkKLFi04deoUAF988QX3OBs9SQLHggWiCZqTLl3yz8CXhn37oGlTsazTiZCUspjJP3ZMhEm5zcCi1cIbb8Djjwf++sVhMonQoqwssd61qxA3gWDFCnEvQHgTnNcsCTabEALuIlKjgXff9U+vi0rM/v37ueuuu9jgVla4W7duzJkzh4bOUD2JRCKR+BUpEMoBv/zyC9dffz0gmv7s2rWLmjVrBtmqCozdLkKLnD0otFpXYy1/kpjo6uQ7d67ogFxWjBsnPAruf/4dOojmajExZWdHXgYNEvkBID6Ds2chLi5w14uKgsxMsbxoEQwc6Ps59u+H7t09q0YlJIhk9orSqC4IqKrKzJkzefTRR8nKEW9arZbnn3+eiRMnovNneWCJRCKReCBDjMoB1113HUNzBo8pKSk89NBDMtQokHTq5BIHAL/8EpjruA9Gp08PzDUK4913RZlN98H3pk0iVn7hwrK1xcnixS5xAOKeBFIcgMh1cDJliu/Hf/aZaFDnLg569YLTp6U4KAXnz5/nxhtv5L777ssVB5deeilr167l2WefleJAIpFIAoz0IJQTLl68SPPmzTmXUz9//vz53OZexlLiHxYt8swPaNsW/v03MNfauRMuv1ws6/UivKasE4ZtNhg8GH791XP74MHw7bf+beJWFBaLaOSWni7W27cXgiXQbNgAnTuLZYNBVHvy5jNwOER1KHcxpSiiSd2ECYGxtZKwaNEiRo4cydmzZ3O33XfffUydOpWoQOSiSCQSiSQfUiCUIxYsWMAtOXHxVapUYdeuXVStWjXIVlUwdDoRYgSB6XScl/h4V0LrN9+IGvnB4Ntv4Z57PBvAJSbCH39Au3aBv/6QIa7Btl4vknrLqvNzbKzo2Awi96S4zsbHjok+CidPurZFR4vE6g4dAmdnBScrK4unnnqKDz74IHdblSpV+Oyzz3JDLCUSiURSNsgQo3LEzTffzM033wzAhQsXGDt2bJAtqmB07+4SByAG7IGeQe/f37X8/vuBvVZR3HqrCItp08a17eJFMeB96qnAXnv5cs+Z+LfeKjtxAJ6fwbRpRe/7zTdw6aWe4qBjR9GYToqDEvPvv//Svn17D3EwcOBAtm/fLsWBRCKRBAHpQShnnD17lubNm5OUk9z6ww8/MHjw4CBbVQFYtcqz7GWzZrBrV+Cvu3Wra1DuS4hLIHntNZg0yTMPo3FjUfXH391/bTbRE8LpRWnZUvQRKEu2b4dWrcRyYRWlHA4YPhzmzHFtUxSYOBFefbXMTK1o2O12pkyZwrPPPostpxBAWFgYU6dO5cEHH0RRlCBbKJFIJJUTKRDKIfPmzeOuu+4CoEaNGuzcuZOEhIQgW1XO0etdlYoURcTEl1X8vXuIyw8/iPj/YLN/v0i2zSmvC4j78cEHcN99/rvOnXfC11+LZa0Wjh+HYFToSkiA5GSxPGcO5Px9AXDunCi36l4aNiJCJFT37Fm2dlYgjh49yj333MOqVatyt7Vr1465c+fSrFmzIFomkUgkEhliVA658847ue666wA4c+YM48ePD7JF5Zw+fTzLmM6aVXbiAKBfP9fyu++W3XWLonFjMVgfOdK1zWaD++8XnpbS9AxwsnatSxyAmIkPVvle98T0995zLf/6K9Sr5ykOLr9chGNJcVAiVFVl3rx5tGrVKlccKIrChAkTWLdunRQHEolEEgJID0I55eTJk7Ro0YLU1FQAfvvtNwYNGhRkq8ohGzeKsqZOGjaEgwfL1oZNm0QcO4DRKKoZhRLLl8MNN0BGhmtbZKTIG3AXN77gcEC1aiLPAUTTuD17Sm9rSXFvXKfVijCjRx6BDz/03G/sWE8BIfGJ5ORkHnroIebPn5+7rV69esyZM4eeUnBJJBJJyCAFQjlm9uzZjMyZ4a1Tpw47duwgNjY2yFaVM4xGEU4EZR9a5E5MjKvE5y+/wLXXlr0NRWEyiVn25cs9t99zD8ye7XvexMiR4jgQxx4+LGbqg0nVqnDhgliuUUMkHjsxGoUgKkkjNQkAf/31F8OGDeP48eO52+666y6mT58un1sSiUQSYsgQo3LM8OHDufrqqwE4ceIETz75ZJAtKmdcd51LHICoIhSsBkxXXeVafued4NhQFGFhosvyZ5+JfA0nX34JtWvD7t3en2vzZpc4AHj22eCLA4Abb3Qtu4uDSy+FEyekOCghZrOZp556ij59+uSKg7i4OL7++mvmzJkjxYFEIpGEINKDUM45duwYLVq0ICMn/GPp0qX07ds3yFaVA9wr1wDUqSNi7oPFunWitj6IwXh2dvBsKY4zZ6B3b8+QII0Gnn8ennuu6GMdDlEJydkEKxghXYXx4IMwY4bntuHDPcWMxCd27tzJ0KFD2bp1a+623r1788UXX1C3bt0gWiaRSCSSopAehHJOvXr1mDJlSu766NGjc8WCpAjc8w5AVO0JJl27irh+EOE8f/wRXHuKokYN4TGYOFGEZYEY+D//vBBdzjCdghg71iUONJrQeJ9ZWaKHQV5xMGyYFAclxOFw8N5779G+fftccaDX65kyZQp//vmnFAcSiUQS4kiBUAG477776NWrFwBHjhxh4sSJwTUo1LntNs9E4DffFLP2wSbnMwRg6tSgmeE1PXl5/QAAN1JJREFUkyfDli0idt/J9u0i5Oirr/Lvv2MHfPSRa/2JJ6BRo4CbWSTr10P16iLsKS8bN5a9PRWAU6dOMWjQIMaNG4c5pzN38+bN2bBhA0888QSaYPf5kEgkEkmxyBCjCsLBgwdp1aoVWTnlJ1etWkWPHj2CbFUIcuCAKOHppHp1z3jzYOLerC083D+lRMsCh0P0M/jmG8/tAwbATz+JBnAgwricHYjr1oVjx8rWzry8+qrIf3B/BF57rShtCsI7kpUVGuKxnLBw4UJGjx7NRWd1KmDcuHG89tprhIeHB9EyiUQikfiCnMqpIDRq1IjJkyfnro8cOTJXLEjcaN3ac/3AgeDYURA9e4oGXCByEFasCKo5XqPRwPz5ovqS+yBwyRJRynTNGnj8cZc4UBTxWrCwWKBHD9Et2ikOtFrR/+KXX4SQAfHa228Hz85yRHp6OqNGjWLIkCG54qBGjRosWbKEd955R4oDiUQiKWdIgVCBePjhh+mWk+h64MABnisuYbSyMWKE56z8s89CVFTw7CkI91rwbrkl5YJrrxVdh7t0cW1LTYUrroBp01zbHn4Ymjcve/tAhDnVqAGrV7u2VasGe/eK7wfA7be7XpM5CMWybt062rRpw6xZs3K3DR48mO3bt9O/f/8gWiaRSCSSkiJDjCoYe/fupXXr1pjNZjQaDWvWrKGL+4CtsnLihAhrcZKYWHQybbBYtgycVagiIz2bk5Un3n8fxo8Hu91ze9WqIqQrGHHo778Pjz4qQqKcDBwIP//sWd42KUl8P0B4O1JTITq6TE0tD9hsNl555RVeeeUV7Dmfc1RUFO+99x7Dhw9HcSawSyQSiaTcIT0IFYymTZvy0ksvAaKSyMiRIzGFWmfeYJB3xjrYVYsKo08fV5hOZqYIzymPjB0Lhw5B3hr3Fy+WfSdim03kQzzyiEscaDTCjkWL8ve+SEiA+vXFsqqWP09OGXDgwAGuuOIKXnzxxVxx0LVrV7Zs2cKIESOkOJBIJJJyjhQIFZDHHnuMjh07ArB7925efvnlIFsUZMaOdXUpBnjsMYiPD549xdG9u2v5zTeDZ0dpUVXP+w5igD5+vCgzm5YWeBsOHBBVlX7/3bUtPh62bhXfi8K4+27X8pw5gbOvnKGqKjNnzqRNmzasX78eAK1Wy4svvsiqVatoFOyqVBKJRCLxCzLEqIKyY8cO2rVrh9VqRavVsn79etq3bx9ss8qeCxc8y3DGxkJKStDM8YrFi2HQILEcFZV/kF1eaNLE5alxehJSU12vh4eL5Obrrw/M9WfPhtGjPcOcevaEpUtdlZUKIz1d2Ox8PF68KDwLlZgLFy4wevRofvzxx9xtl156KXPnzqVz587BM0wikUgkfkd6ECool19+Oc8++ywAdrudkSNHYrFYgmxVEHAvaQqe3X9DlYEDwWgUyxkZsGFDcO0pCa++6hnG9fvvQqxdc41rW3Y23HAD3HyzZ15AaXE4xDlHjnSJA0URfRtWrixeHIDIObj0Utf6a6/5z75yyJIlS2jZsqWHOBg9ejT//fefFAcSiURSAZECoQIzYcIEWueU9dy2bRuvv/56kC0qYyZM8PQWPPCAqGBTHuja1bVc3j63EydEV2Und90FnTuLWP9ffxVeA6cAAvj+e1FJaMsW/1z7kkvEOZ1ER4uGaL42EHRWNQJhcyUkOzubsWPHMnDgQM7k9AtJTExk4cKFfPLJJ0SFWhUwiUQikfgFGWJUwfnvv//o2LEjdrsdvV7P5s2badmyZbDNCjwpKZ55BuUtVOfnn8XsOkBMjGdoTqjTogXs2iWW4+OF5yBv1aKkJLjqKpEL4ERR4Mkn4Y03Snbdb78VYsRqdW3r0EF4DZz9JXzBZBLHOR+Rp08XLDAPHhRN4n74QXgsvvvO0/tQTvnvv/8YOnQou3fvzt02YMAAZs2aRc2aNYNomUQikUgCjfQgVHDatm3LhAkTALBarYwYMQKbzRZkq8qAvKFF27cHx46Scv31rlCYtDT499/g2uMt06a5xAHAjz8WXNI0IUF4DF55xfW6qoqk7KZNfetu7XDA8OFw222e4mDiRNi4sWTiAEQH5WbNXOuvvupaPn4cpk6Fjh2FGHjmGdi8WbynhQtLdr0QwW638+abb9K5c+dccRAWFsb06dNZtGiRFAcSiURSCZACoRLw7LPP0jynzOfmzZuZOnVqkC0KMC+/7Nnj4K67XGUryxPusd3lIczo3Dl4+mnX+s03ezZ+K4hnnhGCwn3QuW+f6Fkxc6Z312zSBL74wrUtIgL++kvkHJSW0aNdy998I3opdO8O9erBE0/Apk35jwnlClnFcOzYMfr06cPTTz+NNUdstWnThs2bNzNmzBhZvlQikUgqCTLEqJKwfv16unXrhsPhwGg0smXLFi677LJgm+V/MjI8m1qFh3t2Ty5PLFgAt9wilstD9aW2bV15BDExovJP3h4DheFwwL335u9cfOWVsGSJmM3Py6JFMGQImM2ubS1aiC7JcXEleQf5OXUK6tRxhRl5w/Ll0Lu3f65fhnz11Vc89NBDpOaEsymKwlNPPcVLL72EwZvEbolEIpFUGKQHoZLQuXNnHnvsMQDMZjMjR47MbXBUoWjSxHP9v/+CY4c/GDIE9HqxnJoKO3YE156i+OgjzyTj777zXhyACDOaNUt0knZPfF25EqpUEdvdGTtWVERyFwdjxoh7VFpxkJIihMqAAcJT4OscSjnrBZCSksLQoUMZOnRorjioV68ef/31F6+//roUBxKJRFIJkR6ESkR2djatW7dmf075yWnTpjF+/PggW+VHpk4VYR9OhgzxrGZTHuneHdauFct33AFffRVcewoiKUkk7zrj/6+9Fn75peTnM5lEqdcVKzy3DxsG77wDV1wBO3e6thuNIkHY2TuiJKSni8Twb74RHgv3XAZf0OtF+VattuS2lCErVqzgnnvu4fjx47nb7rzzTj744APi/OWFkUgkEkm5QwqESsbq1avp2bMnqqoSHh7Otm3buLQCVFzJV3HGaBTbyjtffw133imW4+PFYDzU6NzZ1ashMlLY6I9Z588+gwcfLHqw3rAhrFsnyqSWhLNn4dFHRTK1P74vTZrA3r2lP0+AsVgsPPvss0yZMgXnT0BsbCwffvghdzq/bxKJRCKptMgQo0rGFVdcwcMPPwwIj8K9996Lw59NqoLFZZd5hoKsXx88W/zJbbe5QnWSk8Gt5GRI8MUXno3cvvrKP+IAYNQoOHZMVDUqiOHDRTO2kooDEMnf8+f7T0yWg/CiXbt20blzZ958881ccXDllVeybds2KQ4kEolEAkiBUCl57bXXaNCgAQArV65kxowZQbaolHz8MRw96lofMAByGsSVezQaaNfOtR5K1YzS0uD++13rffuK8qz+JCbGM+ncnX//LXni9uuv5y+F6w8aNvT/Of2EqqpMnz6d9u3bsyUnX0Sv1/PGG2+wbNky6tWrF1wDJRKJRBIyyBCjSsqyZcvo27cvAJGRkezYsYP65bEUqM0mZqydX2O9HiyW4Nrkb774QsyWAyQmepZwDSY9e8Lff4vl8HBhV0l7DhTExo3Qp49ngztF8fQUGQzw5ZfC0+ItP/0EN94olqOiRN7KCy/4bJ5D0XA+rhYnql/K/nptuBBfG/sl9VGrVssxVUGjUYiNNdKocRUuqZ9A9RpR6PVln59w+vRpRo4cyZIlS3K3NWvWjHnz5tG2bdsyt0cikUgkoY0UCJWY+++/n08++QSAfv368fvvv5e/OudNmogwEydr10LXrsGzJxA4HGIg7Kw6tX9/0Z16d++GkydFqc1AJct+8w3cfrtrff583wbpxfHaa6JHgvvj6aabxHXuuEOUgHVn0CCRR+Cs+lQYZ85Ay5aeImvsWBEa9OijxZqVER7L6jbXsrd+e0yGSGxaPdnGSEABVJSIcNB52qCqKqqqEhauR6/XYjRqqV0njt59GlG1WlSB1/EnP/74I6NHj+aC23seO3Ysb7zxBuHh4QG/vkQikUjKH1IgVGLS0tJo0aIFJ06cAGDmzJmMGjUqyFb5wNy5cPfdrvWePUVZzIpIhw6iUy/AiBGiJKgTVRXlPRcsEOVFnXkKzz4LL73kf1uyskTp0exssd6jB6xa5Z9zWyzQr5/n+bRaEUbm/t38+WchUJw2gChvungxdOlS8LlVVQgJt1l0QIiKPXvEsTn5OR6HAUdrNmV5x9s4m1iXzPBYUFUKlNJRkaApXpQ5HCoRkXpiY8Po2ashLVrWQKv1b8RnRkYG48ePZ6Zbw7kaNWowe/ZsBgwY4NdrSSQSiaRiIQVCJWfJkiUMHDgQgJiYGHbt2kXt2rWLPGbXrl289957tG3blvvdY9BLy7x5ItRj0CB4+20Rf18YeUOLdLqSl6YsD8yc6erqW7WqqL6zZYsQBQsWiO7Debn9dlEFqThOnxZCokkT0UuguCTjfv3gzz/FstEoZuOj/DATvnOnEHnulZqqVhVeoYI8JhkZIu8hb0L6ww+Ljsd5+eCDAgUAICpFzZsHM2aIykk5bGvUjT+73E5meCxmfTgKxTwuY6KhYOlQIKqqotNpiIg00KFjHa68qpFfhML69esZOnQoBw8ezN1244038umnn1KlSpVSn18ikUgkFRspECSMGDGCzz//HIBrrrmGX375pcBQI6vVyltvvcULL7yAJSfO/+DBgzT0V2JmTIwr3rxaNfj1V+jYseB9W7b0bBy2bBlcdZV/7AhFbDbRTdgZZlSvnqjwUxSTJsHLLxd/7vHjRX8BEPd19mxo377gfd3j9wE+/1z0Jygt06fDuHEinMpJ//7iO1Bcw7V33hF5BO6N/+rXF30ULrlErO/eLZK9i6pW9O+/ohv0zJlkPvI43/Z9hOM1mmDRGb0b8msUiCokoboYVFVFq9OQkBjBHXe1pVoJQ49sNhuTJ0/mpZdeym2EGBkZybvvvsvIkSPLXwihRCKRSIKCrGIkYdq0adSoUQOA3377jXnz5uXbZ+vWrXTp0oX//e9/ueIAYM+ePf4zxD0Z9dw56NRJDD7zlmH94QdPcdCpU8UVB6oK//wDEyZ4elSKEweQv6t0Ybg3Hdu+XfQ1mDgx/2DaZIKhQ13rnTuXXhzYbMJjNHas63PWaMSgf8kS77oxP/ooHDzoEgMAR46IvIJ33xVhS0OHFl/KdMIEALZ1GMT0sV9wsG4rrN6KA6fdJURRFBx2lfNnM5j50T8sXbIPh8O3uZuDBw/So0cPnn/++Vxx0LlzZ7Zs2cKoUaOkOJBIJBKJ10gPggSAn376iRtzZobj4+PZtWsXNWrUwGKxMHnyZF599VVsNlu+4z788EMedAvJKDFHj4pZ34JISBAz11dcIda1WtdgUqsVg8yKhMMhmn8tWCA6Qbt1ufWJdesKj8d3p2nTgkOUmjYVuQ7duon1a6+F334TywaDSPiNjy+ZbSAG9d26CTHoJD5e5B9cfnnJzjlmDHz4oee2WrXg1KliD7VqDcx7ZSHHsnRYzHYUm80zx6E4DHoIK33Sr9ObkJgYwbCRHYiNK/qcqqoye/ZsHnnkETIzMwHQarU8++yzPPPMM+i8EVkSiUQikbghPQgSAG644QbuuOMOAJKTkxkzZgybNm2iQ4cOvPjiiwWKA4Bj3sxke8OmTYW/lpQkEmFvu02Evrh7FBYu9M/1Q4ENG+CRR6BuXSGG3nmn5OIAvPMgqGrh3oi9e4Udjz0mkoKd4gDgvfdKJw6++EIIEHdx0KOHEB0lFQcg8gzWrIHYWNc2L8SBSR/OJze9wsGTWVgtDjHbrteL8q3eTrwr/nmcOr0J585m8MmH/3DxQmah+164cIGbb76ZUaNG5YqDRo0a8ffff/P8889LcSCRSCSSEiE9CJJcLly4QPPmzTl//jwAGo2m2C7Ld9xxB1999VXpL/7cc97Fy7vTqhVs3Vr6a4cCv/0mZuj9hbf9Es6dg+rVi9/Pvf9Aq1YiQbokISsOhxB67mVKFUV89s884/v5CsNigWuucSVTF4HJEM7HN73Khbic5Py8pUptVuFJKO5JGR5efJlVH1FVlehoIyPv65SvJOrvv//OiBEjOH36dO62UaNG8fbbbxNdWHM5iUQikUi8QHoQJLlUqVKFRx55JHe9OHEAfvQg7N3r+zHr1vnn2qHAmTP+PZ+3XYK9/fzc5xG2bRPlZb34fnhw4oQII3MXB9HR4nP0pzgAEQLlhfCxag3MHPwS5+PdKneZzHioAZ2XnoRS5CAUhqIopKebmf3pBpKTRbhTdnY248aNY8CAAbniIDExkR9++IGZM2dKcSCRSCSSUiP9zxIAsrKymDRpEu84q9l4SWECIdNq5oIpA7PdhtVuR6NoCNPpiNIbqRIWlT9h8uhR342uXl007Bo0yPdjQ4277xZ5Fr/8UqrTqDqwxwPtqqOmCO+Kog1H0UagCa+FkjcMpqQCb948EQqUk9hbLAsWiFKi7qVo27cX+Qb+7L7s5OuvhY1FoAJfXPc/zibURXH3Djgcwk69W7lXnR7CKdqToAlMErCiKKSlmZn18Xp69olh+PC72bVrV+7r/fv3Z/bs2dSsWTMg15dIJBJJ5UOGGElYuXIlo0aN8qiZ7i0ajYaL6ansT7/AhrNHWHfmEKczU8myWbCrDhw5XWQVRUFRFLSKgkGjIyEsktaJtele61JaJtamZvNWJR+s9u8vuuiGhZXs+FDBbBbdgt1j/YtA1YGtDlgag6Wlgq0mqGGgaoG4WIjOCUlRNKBoUBQDiiEWfczlGKr3xRDfAe3MX1Aee6Jk9iqKEDTXXFP0fiNHitKp7kyYILolB4Jjx0QYVGpqkbutazmAP7oOxaYtoO+DRsnp7ZBn0F9YuJECRMeUxupiMZvN7N67hl8XTwEgLCyMN998k4cfflhWKJJIJBKJX5ECoRKTnp7OhAkT+DBv1Rcv0devQfR13WjYtR0WHGRaLWhzhEBxqKqKAxWdoiXGEEb8nn2M+n0D123YQ5jNXuzx+YiIgC+/FAPs8ozZDEOGwKJFhe5iqwYZNyhYWoJqBEcEYsCqug1nwyNAn99BKP7cVUBBo49DScok/KeLRP4BmowS2KvRiF4I7h2tnVy4AF27woEDrm3h4UIA9e5dgot5gcMBffqIHghFkBKVyEe3vE5mWEzhkUNGo/iXF5sNsrM8RUIpeiAUh0N1YMrOxmazY7Vms+iPd4iLV5k3bx4tWrQIyDUlEolEUrmRAqGSsnTpUkaPHs1RX0N79Doiul1OZO82aKMjUMINRIZHotVpS2WPmpaG1uEgPsPElTsP89Di9dS5mOb7iXr1ErPa/ujsGyxMJhg8WPQByEHVgLmtEAb2KuCIwlMQ5CUyCrzoyKtmZ4HVhjYddEch+nsV/aES2HznnaKyUWKiWF+8WLwHs9m1T/PmosJQXFwJLuAlb70FTz5Z5C4q8PFNkzle/VI0RT3+FMT3qKDqRHlFgqKIfAo/Y7VaMZlMuD+mjUaY9OI1xMRE+v16EolEIpGAFAiVkunTpzN27FifjwvvdBkxg3uiiQ73qGATHh6OvjTVW1Q1t0maCjgUhfhMEz13Hublr/4k3OJjn4OYGDh9OjCx7WWFyQQ33AB//IGlPqSOUbDHg6r3supmdIx3O2Zm5nYgVhXQZIPuJMS9r6JN9tHm2rVh40Z4/XUhFtx56CFRgjSQbNkimua55zkUQJGhRXkxGAoPXbNaIDun+ZqfQ4xUVcVkMmF1ey8ajUJ4eDgarZbmLWpw591t/XY9iUQikUjckQKhEtKrVy9Wrlzp9f6aqHDiRg3CcEkNFGN+IWA0GjEWFIrhLTY7ZBVQ611VqZGSwRufL6HzgZO+nXPTJpEEW45RM1JIe7MNptrHcPhQjh+NxnsPSnoGqJ7ViFQFtGkQ+YNKxHIfrgtQr55nLonRKBKU/VnCtSBUFVq3Fp2gi8Cm1TH17g9ID4/z7n0pCG9MYRWK3AQWUZGgKZ0nDcBut5Gdne3RSVmv1xMWFpYbvhcWpuO+h7rkK30qkUgkEok/kGVOKyGTJ0+mVq1aXu0b3vEyqk66G2OTegWKAwDVUUqN6Sgk50BROB0fzUMP3sCTwwaQXUBMfYH06lXuxYEl+V8urL2S7HapqNE63wbpvpTbVPOXKlVUsEdD+h0KSc8Jz4XXuIuDhg3FeqDFAUBKCuzYUexu2y7tTpYx2vv7qeIZJpUXg9vfhLW0Hb1VzGYTmZlZueJAUYTXIDw83CO3JyvLyl/LDhR2IolEIpFISoUUCJWQbt26sXfvXv73v/9hMBQSZqFA3PCBxN7ZB020Mwu2YBwFDDJ9wl748QqQGWbgl45Nuf6ZuzkTV8SMaUKCKBX611+lsyfIZB78hOQ1N2LLPAKoIlTKl4643gqEIvoYKAAGsFwKF19WsHjZViGXe+6B/fuhWjUfDywh8fEwfboQhkV4T/5udwN2X2f5rdbCRaxO7ypvWoo+CA6HnczMTMxmi+vUOi2RUZEFhu9pNAqHDiZhsZQgoV8ikUgkkmKQIUaVnEOHDvHEE0+wcOFC10aNQvz912O8rB6KF8nHGo2GqNIkBWdliaTPYnAoUDMpg7lvf0td9wRmnQ6eekp04w1As6qyJH3P62QdeB+HNSN/NSgv7xNhYSJ2vjgKC+3KgwpoMiF2hkrYtuJPy6BBXpdqDQiqKhrP7d0L+/aJ/+/dy+nT6XzWbiRmfbjv51SUnLKxBfgeVIe4ZgnDiywWC2azydWLToEwozFHvBfh61Bg0LWX0bV7/RJdVyKRSCSSwpACQQLAsmXLGDduHDt37SThoRsxXFYPxcvBtoJCdEwpKrhkZHjdldcB1EjNYP6Ub6iVnA4DBohmaTGBrUFfFqTveZ3M/e+h2jILLhWrIirnFCcSvPU4WHNq+nuBCmiyIO4DFWPxkTzwww+iilEIMe/Lf9m144xwmzrs4jvn8a+YR6FWI8q0+iHPAEBVHWRnm7C5fZ4arYbw8HC0XlxDVVUSq0Ty6BM9ZB8EiUQikfgVKRAkuVitVq6b/RrbzEmg9W3AER0dXfJBSno6+PA1dChQO93Md73upkqnriW7ZoiRefBjMna/jMOaXvR99EYkRBWRVOuO2Vx0fH0Bl9ZkQvxUFUNxPfViY2HzZmjUyOvzBxJVVZkyeQXp6UW8X1XNIxjswsvi/t1UEAJMW7om9KrqICMz0yN/x2AwYAwzoviQcRIeruOBh7uRkFiOK3ZJJBKJJOQo3/EYEr/yxb71nIpSiI6LKTw3oRAcXnoACsQnjaqgCQvnZM1ERp77r/T5DyGAJWkjGbtfKV4cgBighhc1QFV8yEHwbW5AARyRkDJOEX0YiiI1FW65RZRrDTBr1qyhS5cu3H777SxatMhjRt5JSooJW3EN+BQFtFrQ60X1pfAI0dsgKtLVU0LFuzCvYrDZ7bniQNEoREREiCpFvqWjk51t5fjxlFLbI5FIJBKJO9KDIAHgREYyNy/6mGRzVu4g1W63YzaZsdmLHxBFhEeg87bKUF7SvGyIlqcmvV6j5aGWV/JgyytLdt0QQLWbuLCsM7bMI755YFRETkLez8aXEqfe5jTkvbQCxu2QMMWLR8f998OMGT5fwxduueUWFixYkLterVo1hg4dyt13302bNm1QFIXt207z7Vdb8LFoqxsqWCwiod5oLHWui4qK2WQGBYwGA0qeZmw9ezWkWYvqVK0WidVq5/jRFP5YvI8LFzxzRhwOlXYdanPTra1KZY9EIpFIJO5ID4IEh+rg4ZXzSXITBwBarZaIyAjRnKmYAVGJZ/K98TxotRAVna9hlcVu4/Pd6ziafrFk1w4B0rY9jT3ruO/hWf4IdSmh10dRwdIYsjt7sfPHH8O8eSW6jreEh3smHZ87d463336bdu3a0apVK6ZMmcK2LUdL+nZzUMBgzMlBKP1jU0EhLCyMMGNYPnEAUL9BPBv+OcYnH/zDF59tQqNVGDaqA3q9Z26CosCpkyXoOC6RSCQSSRFIgSBh1q61HEo9j6aQQaperycyMhKjsfD46BKHGNmLCPtQFDEIjox0lZL0eFkh2ZzF2JXflMtQI0vSRkwnFyJSr0uAUyS4D1h98QcWGmJUvFhRjZB+lxehRiC8CLt3+2CYb9StW7fQ13bs2MFTTz3F4kWrMZmysVqtqG43KSrKwMuvD6BL90t46JFuPPdyP8aO7069S+ICZq83fDl7M/9tPsm5cxmcOZ3OD99tJy4+nFp1PJPxFUUhO8uKdARLJBKJxJ+ULtNOUu45nZnKzF2rMdttRc5iK4qC0WhEr9djNpuxWq0erxcU9+0VFkvB241G8a8YNIrC4bTzzNy5hvsu71EyG4KA6rCRuuleHNbU0lWgURACKj3deWbvjnM48u+raESsvRefpQLYYyHlfoWEqcVcMzMT3n8fPvzQO9t8pCiB4MRojMRms2Gz2VBMoNPr0ev11KhVBYD2HWrz28+7yciwMPDay7jl9tZMe3Olb+kxBdCzV0N69m5Y5D7vT1tNamrRuRphYaIXQnaWNd9rNruD1FQTcXElKN8qkUgkEkkBSIFQyflg2wouZmei9TJsQqMRZRgNBgPZ2dmlT07O60HQ6SE8THgPvMRit/PVvg2Mat7d6/cRbEynf8VuOu2f8pSKIhJrrVZxT2224suc5q1eZDCKHI/MDO8vq4K1EdgTQJtUxI46HVwZuDyROnXqFLuPRnGF5qgqWC1WrBYrCQkGbDYHcz7fRFqqEKvL/tjPg2O7ER0Txp13t0WjUdBoFNatOcrmjScACAvTMfzejgW+5s7G9cfZsf1MkbYVWVkJ8fEOuvYyjh5J5tzZ/J+P6lAxm0qfOC2RSCQSiRMpECoxZruNFSf3FRpaVBRarZaoqCjMZjM2m42wPPkBXpG3Bn9kpMg38BFFUUgyZbHi5D761L3Mdzv8iNVq5fz589SsWbPIwX/mvqmodrP/6tc7BQIUn1tgs7v2RYGIcDGIN5t9rCgFjmjIuAZi57htbNQI2raFNm3Ev/btoUYNn87rC954EArr6VGrdhzbtpzgxPELaLVa9Ho9pmxxbxQFPvt4PVarA71ey9jx3dm18yzZWVbMZluhr7mTnW0lOzv/rL8vXHtDc6rViGbmR/8U+LrDoWK1lr8QO4lEIpGELlIgVGJ+PbyNJHMhTbm8xGg0YvQiFKhA3ENZwsNLJA6cmO1WPty+IqgCQVVVevfuzZo1a+jevTsvvPACffr0yXd/bRkHsGcd829zK51OeAAcDiEWisLiNmMdFiaOdag+9UQAxAhaUTD3iULt9AJKmw7QqlWZN60rTiAUlATspHbdODb+cwQQVbvsdjtVq1cnI93MhfNp6PWi3K9OpwHFlYGjquQOyvO+5k5pQ4yuub4ZTS+rysyPN5CWVvDno6pq6Tx5EolEIpHkQQqESszMXWuwOxzB6cLqPlOt0xU/qC0GRVE4npHM8fQk6kYnlNK4kpGcnMyaNWsAUZu/X79+BQqFjD1v4LAkoSj+6cibi7deHOdsuk4PBr0QFZmZRR/j7BGg0Yo8Ba0WNBrRG0Gjx9S7JuH1riiV+SUlPj6eiIgIsrKyCnxdVR0Fekb0ei1Vq0ahuCXAKwpc2bsJG9YfITvbhNGo5cGxPUhIjOT3RXvJcvMQhIXpGHV/pwJfc1KaEKNrrm9G8xbV+eyTDaQkF97xWqNR0On8/F2SSCQSSaWmfARsS/zO3uSznM/2ojFXoFAU0YQqIkL88wPJpixm7Fjll3OVhIIqyTiFQo8ePfjzzz9x2LKxnF/pf3HgC2FholdCRLjw4mRm5ukWrAjxYDSKzyYq2vVZhRmFmHML2VHtFjIPvBuEN+KiVq1aRb5eUJWrmrViAejQ6RLqN0ikeo1oho3qSniEnj8W7wLAZLLxwbtrmfbmSlq1qUlklKuBYFGvOcnOtpJ0MavIf44Cqklde0NzWretxXfzt2Ix24iKMhAVZRDeijwoGgWdXj7KJRKJROI/pAehkvLXiT2kmLPRBTOpV1GKT6b1AY2isPncMb+dz584hcI9Q1rz8p1JGII94ev83N3zDrRaIR58DPVSFAWH+ZzIqdCWMNysEFRVJTk5mePHj3PixAmOHz+e79+JEycwFxMeZbfnn92vXSeOs2fSWLZ0LyNHdyMsXM+e3Wd4/+2/MJmsGI1GDAbxfjIzLJw5nU79+vHs3HHW4zxFvVZSOnetB8Co+z2bTfzw3Xb+23zSY5tGoxAd7d/7LpFIJJLKjRQIlZS1Zw6hDZb3oAR0qHYJo5p3p0VCTapFxDBmxdcsO7HHYx9FUUi3mrA67Og1wR6BF4zBtBVrtoJV0WE0GoMfGqLXu/IWCghRCq8/kogGo9BGiDh/W/oeMva8ieXcnx77qXYTtvTd6OPa+HT5tLS0Agf87uuFhQ75QkbGRWKiq3lsq10njtOnUtm04SibNhzN3a7X64iKiiIqOgyrxY7FYsdo1FG/QTwb/xECNDLKUOhr/uDZCUu83tdg0BEeXroQPYlEIpFI3JECoZJyOrOU9ffLmHCdnj3JZ/j+4L9Mv/KOQvcz2WwcSDlPs4TAVc0pDd1aKDgcoGIjK8uGVhtkoWAwiH+F4DCdIn3XC9gzDgIK4fXuIL7LV1z8qye2dJdAc1hSsFz8x0MgZGZmFjrod25LSytdF+DY2Fjq1q1LdnY2Bw8eLHS/4yd2ULtWC5GPkEPtOnHs3H4qd13RiO7Gep0YbMfFhXPDkBY5FXcV/ll7jLM5ZUaLeq0sUVWVmBjpPZBIJBKJf5ECoRKSbbOQYS04JKNKWBSrb36SVzcuZnCjNjSKrcKx9GSeX/8L/54PXvjO36cO8PepA8Xul27NZsuF4yErEOpU9WxPZrcLoWCIrE39m46T9v/27j06yvpM4Pj3vcz7TjKTmUkm5ALhEogxoBIECiIX5VJtrXWrvamtt1pre1xrq3u2tXtO99jurh7s2bV121pF7KptXbdbUWpbS1VWqVq0SkEiyk2QAEkIuU4y1/e3fwwMhmSSEJLMTPJ8zuEkmXdm3mcSJvk97+/5/Z6t3yZvytWYBdXEQ3tp3/JNYkf73t5yNEQO97yS3fnOv5BfeSNm0UeIttXhKIVyHBzH4dU//ID7fv/bVALQ0tJyWuf2eDxMnjy517+KiorU5wUFBQA89NBDfOUrX0n7XAcO1hGLhTHNE8nQxIl+NvwhudbAZblw2+4eSXP9gTZ+8qNX+ny+/o6NJqWgcnpmFuULIYQYuyRBGIfqjh6mO9733uw1hcmB9aerzuVfX/8dR8Ih7pz3Me5d/GlWrbsPNdhOvWncfNbSATseX7r+xxzqahviGTQ2HdrFVdUfGeLjR47bAm+aZrem/2wA7MlX07LlH9HizfjO+TcC8x+i6Y+zGXSH5DQ81bfjqb693/scef48nO5ksy/HcU4M/lMfNTyTrwAjn9b9LxDt7HnFXHXt4dln01/F/zC3291rsH9yEhAIBAY9yzXQVqeNTXuJxXsmCN+64yl0XSM/Px9zGNfCjCaXpVM5I5jpMIQQQowxuflXUZyW99uP0BkLY/ZRp19TWEY0EeeWjb+iPtQKwA//9jz/e8lXKc0v4D8vuBJD0zF0ncd2/IX/2fXX1GPvX3YlC0qn8drhPdz28pN9nvuJnW/w+33b+42vsbtjyK9NA/Z39NfWN3PKi8CV5h1nF9aiElHqX/g74qF9GIaJw/coXfUyet5EChc8DroJmkHX7gfo3vcoAHreJALzfoZuFaNUgs53VxM5+HSv5+/au5Zw/VNpY3MUhI7uIRGP9ijDAbACZzPl46+gGW6ceCeHNl5BtO2dXs+Rd6zSxeVy9Rj495UEBIPBYS1xGyhBiMW6icXC5LlP9GiwLAvbbdN3B4Pc4LZdTKoY3b4TQgghxj5JEMahjlgY0gyKZhaVseGDd1LJAZAqR9I1jS/+8RHCiRh5hov1n7yFDfvraI0m92h/7N3X+M3uN/nU9Dlpz90W7aYtmn5Pd6UU8Xh8wMZPsXgs7c419fUHufvuu/t9/EgYaDFtng16mrGoXVRLx/7fEA8lF8smEnG6OpI74sTjCZo3XQKJbjQjn+CKVwkfXI+KtYATp33bncTbtqHbJQQv3MiRhg2oRM9YVKyVRKw1bWzRaJR4rO9mXdH2d9n323PRXX4Kpn6GssU/p37DKhKdO9B0HV3T0HSdKb4iDh3aTElJCfoo7441mG7K2+teYNHCK9ENnTy3G8PI7V9/SilKyry43bJAWQghxPDK7b+QYki64tG0x2oKy1i3Z0uP2+YUT+ZoOMShUHuqxMgyzGSK8aGrwJsb3mdB6bR+zz2YEqMLf3UP9d2t/d4nHkufIBxoaOE73/uvfh+fCZYr2WOsL3bhHNr3PNrjNveERcTDTXQ276SgwJu84q5byY/Hvu9OpAEn0nDs88ZkAzarENXdM0EYTInRB+tnEw3tTw34dU1D13U0TUd3DqPFGonuvod46XkUn/0N2v/2zR6P1y0XE0pL+u1cPFJ8Ph8FBQV0dKSffdq+43kuvOBqbMtDugQ5l9i2yYpVVZkOQwghxBgkCcI4lK6kwjZMphYUoX9ogKehce3M81i3ZwsKRYHLzWMX3cDUgiLufXMDrZFT24JyoBKjWCzG4dDp7WxzuvX6I0WpviPTDDeW74yTmqdpFM68jfbdyaRBcwUILn0W0zOdju3fRUV7l1GZ/lrQdJzu+l7HBioxArD1Nmyvd+AXoun99DvI3MB78uTJ1NXV9Xls7ty5PPzww2zbkmBHXSOZbP8xHJRSeLwWU6cVZjoUIYQQY5AkCOOQ19X34K46UIoCLquczV8O76E9GubrtSvwudz8dFuyQ3FHLMynnv0pQbeH+5ddyXP7t9McDg363AOVGAG48/N6dSXONy2m+k4sxpwRLGNerJvWSBeHQj0XNJfOKGLN073r8Edae3s711xzTdrjkRgk+qicsgPnAIqCyi/QdegFnFgrwdq70K0A7XX34PV6IN5G84tL0O0JBBY8Rvjg0ziRptRzaK4A/nkP0L7ltj7PPVCJUTreWd8l0vAnnO4DaKYXd8VnsIqX0PLKFb3vrBkZ3Tq3rwTBtm3uuusu7rjjDkzTpGRCO/v2HiUSSWQoyuGh6xoLF03Jqa2KhRBC5A5JEMYhn+Wmr3HFzMIy9rYdYU3dJn607PN4LTebDu7img2PHFu3cEJzOMSOlsPML5nKc/v7vmo7VEYfnXznlE7h0Y/ekPr6nxZ8AoCndr/Fna+uS92ulKK4MMhll142rDENRnNzc7/Hu8LJnmQns4vmEG3bwdHt9zLxwl+ju/x0H97A0U2X4nbFgBOXu51IE/G2t3EFFxE5+EzyRt2icOEvCe28j9jRzcP4ikgmJPMeQLdLceLtxNu20/LKFUSbNva+s5bZpm8nr0NYunQpa9asobq6OnXbxEk+AoV5HD7UkbOD6+Tsgc1HFgy87kIIIYQYCkkQxqEqfwk+Vx6heM8a/jMLy3ivtYFn9m7lmb1bez0u6PYQjscIxaN4XTbzS6fyxM7XRyXmzQ3vU/P4Pw94P4XijEDJgPfLhIPNEO/jwrVdWEukdRsde35B+MCT2JaN/qHVzLo9AZXoRsU70UwfruLz6Xp/beq4f+5PiB55ifAH/z3sMbe/deug7qeUQjMHUZ40gi6//HLWrl1Lfn4+q1ev5uabb+5zsfTnrp7DQz99je6uWE4mCZZlcPHHqrFs+fUthBBiZMhfmHGoKlCCbZi9EoSZhWW8WP9u2sdN9AT43sJPomnJVQy/eHcz77U2po6vXXktNYVl5JkuNl5+O994+Um2HDkwUi+jTxo6S8qzc+FmPAEdXRA8aVdKu6iW7kO/x+v19kgMjjPyJuM794ck6/s1uvY8SLz9WIOvovNwT7qCePt27PLkrErbX29OHR89Cpdv1iifs6dLLrmEffv2EQgE8PazlqKkxMuChVPY9PJenER2rldJRynFpAo/c+ZNynQoQgghxjBJEMYh2zDxWjbN4c4eV1CrAyU88PZLaR+3rbmey3/3QNrjX3r+0bTHRovPcjO7uCLTYaS16yBUlicXLIOGy3JhF55D9+77+kwOAGKtb9L8Yt87P8WOvkbD01nQSVfTsEpWZToKKioG97Nf8dEq6uoaaGrozJlZBKUU3gKbz189J2diFkIIkZtyfC8PMVSVBcFeO+rMf/JuXjq4MyPxDBfbMJnmy4IBcxqbtik0NFyWhdfrJc/tpvHZKUQbNmQ6tNOiuwK4iuZnOoxBMwydq754Lnn5rl4L4rOV61hpkbcg3Q5SQgghxPCQBGGcWjyxqlfH3FynlMJvuXts05pNTNNkeu2nyfeVkud2p50xyEWabmMWVA98xyxSUuJl1UVnYLvNrE8SDEOjZmaJlBYJIYQYFdk5khIjbmVFDUXuzC4qHW4KxfKKmkyH0Ytpmtx0003s3LmT7//gCUzbn/UD0lOhlIORP+WkPg65YeGiqSxZVollGVn7M9E0mD4jyGevrJXSIiGEEKNCEoRxapI3QIW3MGsHRUNR5PZyw6xFGTu/aZq9vj6eGDz44INMmzYNTTdxT7qcbG3mNhS64cFTc2emwxiy5SurWLRkGradfTMJuqExvSrIF66bO6ZmnIQQQmQ3SRDGsVvOuQC36cp0GMPCUYozA6UEMzgr4vf7uf766/H7/b0Sgw/znPF1dLs4M0EOM6UUmh3ELlme6VBOy0cvrmb5qqqsKTdSSmGYGjNnlXDtDfMxDPlVLYQQYvRoKhv+GoqMSDgOK9b9B4dDbTlfupBvWqxZeQ1zJ0zJdCiD0vzyx4ke+TNalq6XGCwFeGvupKDmW5kOZVi8u6OJZ37zNm3tYZKb+Y4+pRQej8XSC6ezeOm0nH9vCiGEyD25PToRp8XQdT5VOSfni12UUgTdHs4tzp3Ost6a76BnuLHYcDCsIJ7pN2c6jGFzZs0Ebr19KWedXYplj+66hOOzBhMn+fjqreezZFmlJAdCCCEyQhKEce7GsxZTkleQFWUVQ5XvsritdmVODaas4iUY3uk5vpOUjl3+CXQrkOlAhpXbbXLVF+fyuavm4Pe7AUb0/aGUSs0arLqomq/dej6FhXkjdj4hhBBiIFJiJHhu33a+/eo6uuPRTIdyyhzlsLi8ikdWXZfpUE5ZPPQ+zf+3HCdyNKeSG0gOak3PVIpXbkYz3JkOZ8REInFe+/M+3nj9A0KdUaLRxLD9rJRSGIaGx2NRM6uEC5bPwB+QxEAIIUTmSYIgALjphcd4qX5nTg1UlVIU53n57aW3UOj2ZDqcIel879/p3HEPOLmVnGmmj8Lzf41VtCDToYwKpRS7dzXz4p920dQUoit04ud1Ku+Z47MFefkWPp/N0mWVnDOnHNPMvS1ihRBCjF2SIAgAWiNdXLr+xzR1d+RMkpBnuvj+wsu4tHJ2pkMZMqUcmjcuI9a6NYcWLOvkTf0C/nPvz3QgGdHWFua9HY3s2tlMw+EOIuE48bhDV3cM5SiOv32USvYwcLtNXC4DyzYpCuYzoypIdc0ESksLMvtChBBCiDQkQRApz+2r485XnyIUi+REkrC4fAYPr7w202GctlwqNVLKwfROp3jFa2O6tOhUJBIOTY0hmpo6iYRjRCIJHEdh2yb2saSgrKwAlyWzBEIIIXKDJAiihx9v3chD2zcRTsQyHUpaSilmFpXzq4u/TN4Y6eMQaXyB1tdvwIm2Zm2SoJSDkTeR4LI/YeRXZDocIYQQQoyQXKlpEKPkltkX8tmqedhGdjSMOplSiun+CTx+0ZfGTHIAYJeswD/nR+guX5Z+3x0MdylFi9dLciCEEEKMcTKDIPp075sb+OV7m+nKsnKj6kAJj190Iz5rbJa3hA+up+2tv8+qmYTjMwdFi9djFpyR6XCEEEIIMcIkQRBprdm+iZ+9/RJt0TB6BgerSilsw8VZwXLWrrxuTM0c9CXSuJG2N75MItKApmW6bl3DyJ9K0ZL1GPm504hOCCGEEEMnCYLoV93RQ3zj5Sc50NlCwnFG/aq2oxRFdj5fPWcZ19Usypqr6iMtEW6g9fXribe8hZPoHvXXrZRCt/y4yy/DV3svmiH78wshhBDjhSQIYkAxJ8Hqv/6RdXu20BbtHpXZhOOzBmcESrj/giuZ6PGP+DmzjVKK7v2P01l3F4nwaM4maBh5Ffjnr8EKLhylcwohhBAiW0iCIAat7ugh/mHTr2noaqcjFhmRREEphaHrFNr53HTWknE1a5BOItxA2xs3Emt7GyfaPCKJglIKNDCsYuyyS/DVrpZZAyGEEGKckgRBnBKlFFub6/nhlud5p+UwzeEQGqfWTbYvjlL4LDfFbi83zlrMJytn4x7jaw1OVTy0l84dq4k2Po8TPYJyEqf9fVfKQTPz0a0geVOuxjPja+hW0TBFLIQQQohcJAmCGLKWcIif73iV9Xu30RWLEopHCMdj6JrW78BVKYVCoaHjt91YuslZwYncVrucWUUTR/EV5CaV6KZr/xN07f4JKtqCSnThxNpB0/vtxpx8qyff7rorgGbYGPlT8Jz5LezSVTnUyVkIIYQQI0kSBDEsWiJd1DUf5JXDe3i94X2aujuJOnGcD/330tAwdR2f5WZmUTlLyquoLa5gSkEhugxOh0TFu4i1bSXa/ArRxo0kuvahEt2gEiggmaZpoBtohhez4EzskhW4ihZg+mai6TJLI4QQQoieJEEQI8pRDpFEApeuY+qZ3rJz/FBKgRMBTQfNNe7XcQghhBBi8CRBEEIIIYQQQqRIXYcQQgghhBAiRRIEIYQQQgghRIokCEIIIYQQQogUSRCEEEIIIYQQKZIgCCGEEEIIIVIkQRBCCCGEEEKkSIIghBBCCCGESJEEQQghhBBCCJEiCYIQQgghhBAiRRIEIYQQQgghRMr/A90bm/Gy35mjAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_disjunctive_graph(example_job_shop_instance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.  1.  2.  9.]\n",
      " [ 0.  5.  6. nan]\n",
      " [ 0.  1.  4. nan]]\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "1      0.0                1.0       1.0          0.0            1.0          0.0\n",
      "2      0.0                2.0       7.0          0.0            2.0          0.0\n",
      "3      0.0                9.0       2.0          0.0            3.0          0.0\n",
      "4      1.0                0.0       5.0          0.0            0.0          0.0\n",
      "5      0.0                5.0       1.0          0.0            1.0          0.0\n",
      "6      0.0                6.0       1.0          0.0            2.0          0.0\n",
      "7      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "8      0.0                1.0       3.0          0.0            1.0          0.0\n",
      "9      0.0                4.0       2.0          0.0            2.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                0.0       7.0          0.0                  4.0          0.0\n",
      "1      1.0                0.0       8.0          0.0                  3.0          0.0\n",
      "2      1.0                0.0       9.0          0.0                  3.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                0.0      11.0          0.0                  4.0          0.0\n",
      "1      1.0                0.0       7.0          0.0                  3.0          0.0\n",
      "2      1.0                0.0       6.0          0.0                  3.0          0.0\n"
     ]
    }
   ],
   "source": [
    "ready_operations_filter = create_composite_operation_filter(\n",
    "    [\n",
    "        ReadyOperationsFilterType.DOMINATED_OPERATIONS,\n",
    "        # ReadyOperationsFilterType.NON_IMMEDIATE_MACHINES,\n",
    "    ]\n",
    ")\n",
    "dispatcher = Dispatcher(\n",
    "    example_job_shop_instance, ready_operations_filter=ready_operations_filter\n",
    ")\n",
    "\n",
    "feature_observers = [\n",
    "    feature_observer_factory(feature_observer_type, dispatcher=dispatcher)\n",
    "    for feature_observer_type in FeatureObserverType\n",
    "]\n",
    "ealiest_start_time_observer = [\n",
    "    fo for fo in feature_observers if isinstance(fo, EarliestStartTimeObserver)\n",
    "][0]\n",
    "history = HistoryObserver(dispatcher)\n",
    "composite = CompositeFeatureObserver(\n",
    "    dispatcher, feature_observers=feature_observers\n",
    ")\n",
    "\n",
    "print(ealiest_start_time_observer.earliest_start_times)\n",
    "print(composite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 1 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=0, d=1, j=0, p=0), start_time=0, machine_id=0)\n",
      "Current time: 0\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0                0.0       1.0          1.0            0.0          0.0\n",
      "1      1.0                1.0       1.0          0.0            0.0          0.0\n",
      "2      0.0                2.0       7.0          0.0            1.0          0.0\n",
      "3      0.0                9.0       2.0          0.0            2.0          0.0\n",
      "4      1.0                0.0       5.0          0.0            0.0          0.0\n",
      "5      0.0                5.0       1.0          0.0            1.0          0.0\n",
      "6      0.0                6.0       1.0          0.0            2.0          0.0\n",
      "7      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "8      0.0                1.0       3.0          0.0            1.0          0.0\n",
      "9      0.0                4.0       2.0          0.0            2.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                1.0       6.0          1.0                  3.0          0.0\n",
      "1      1.0                0.0       8.0          0.0                  3.0          0.0\n",
      "2      1.0                0.0       9.0          0.0                  3.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                1.0      10.0          1.0                  3.0          0.0\n",
      "1      1.0                0.0       7.0          0.0                  3.0          0.0\n",
      "2      1.0                0.0       6.0          0.0                  3.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 2 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=1, d=1, j=0, p=1), start_time=1, machine_id=1)\n",
      "Current time: 0\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0                0.0       1.0          1.0            0.0          0.0\n",
      "1      0.0                1.0       1.0          1.0            0.0          0.0\n",
      "2      0.0                2.0       7.0          0.0            0.0          0.0\n",
      "3      0.0                9.0       2.0          0.0            1.0          0.0\n",
      "4      1.0                2.0       5.0          0.0            0.0          0.0\n",
      "5      0.0                7.0       1.0          0.0            1.0          0.0\n",
      "6      0.0                8.0       1.0          0.0            2.0          0.0\n",
      "7      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "8      0.0                1.0       3.0          0.0            1.0          0.0\n",
      "9      0.0                4.0       2.0          0.0            2.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                1.0       6.0          1.0                  3.0          0.0\n",
      "1      1.0                2.0       7.0          1.0                  2.0          0.0\n",
      "2      1.0                0.0       9.0          0.0                  3.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       9.0          2.0                  2.0          0.0\n",
      "1      1.0                2.0       7.0          0.0                  3.0          0.0\n",
      "2      1.0                0.0       6.0          0.0                  3.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 3 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=1, d=5, j=1, p=0), start_time=2, machine_id=1)\n",
      "Current time: 0\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0                0.0       1.0          1.0            0.0          0.0\n",
      "1      0.0                1.0       1.0          1.0            0.0          0.0\n",
      "2      0.0                2.0       7.0          0.0            0.0          0.0\n",
      "3      0.0                9.0       2.0          0.0            1.0          0.0\n",
      "4      0.0                2.0       5.0          1.0            0.0          0.0\n",
      "5      0.0                7.0       1.0          0.0            0.0          0.0\n",
      "6      0.0                8.0       1.0          0.0            1.0          0.0\n",
      "7      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "8      0.0                1.0       3.0          0.0            1.0          0.0\n",
      "9      0.0                7.0       2.0          0.0            2.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                1.0       6.0          1.0                  3.0          0.0\n",
      "1      0.0                7.0       2.0          2.0                  1.0          0.0\n",
      "2      1.0                0.0       9.0          0.0                  3.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       9.0          2.0                  2.0          0.0\n",
      "1      0.0                7.0       2.0          1.0                  2.0          0.0\n",
      "2      1.0                0.0       6.0          0.0                  3.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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jYjebxWCzGGwmPcvLy0P37t3x4osvyk6pFBxUdUDFE8TZLI6K3WwWg81isJkqQkFBAaZOnYpmzZohIiICAwcOxKFDh0ptt3//fnTt2hURERHo168fTpw4cdv3HT9+PJ5//nm0adOmstKl4qBKREREVMlmzZqFDRs2YMGCBdi2bRvq1auHESNG4Nq1ayW2i4mJQUxMDH766ScEBwfjySefrNJ7yJ1zUPXwkF2gSWZmpuwEzdgsjordbBaDzWKwmRyVk5OD2NhYzJgxAz169EDjxo0xd+5ceHh4YOnSpSW2nTJlCqKjo9GsWTMsWLAAqamp2LRpk6Ry+ZxzUFWMu7u77ATN2CyOit1sFoPNYrCZHJWUlASz2Yz77rvP9pjJZEJUVBROnz5dYtu2bdva/n9gYCAaNGiAU6dOCWvVGw6qOqDiXyhsFkfFbjaLwWYx2Ewkj3MOqordlkPFpe7YLI6K3WwWg81isJkcVbduXbi5uWH//v22x8xmMw4fPoxGjRqV2PbAgQO2/5+eno6zZ8+W2qYq4X1UdSA9PV12gmZsFkfFbjaLwWYx2EyO8vb2xujRoxETE4PAwEDUqlULn3zyCfLy8jBy5MgS23744YcIDAxESEgI3n33XQQFBaFfv35lvveVK1eQkpKCc+fOAQBOnDgBb29vhIeHIzAwsFK/LhGcc4+qYlT8jcRmcVTsZrMYbBaDzXS3LBYLXF2v7xOcNm0aBg4ciIkTJ6Jnz544d+4cVqxYgYCAgBKvmTZtGqZNm4ZevXohJSUFX3/9Ndzc3Mr8HEuWLEGPHj3w8ssvAwAeeugh9OjRAz/99FOlfV0iGaxWq1V2REVLPX8eZhcX2RnlFhQUhLS0NNkZmrBZHBW72SwGm8Vgc+UzmUwICQkp8/mzZ88qeW/YESNGoF69enjvvfdkp5SSlZWF+vXry864I+5R1YGCggLZCZqxWRwVu9ksBpvFYDNplZ6eji1btmDv3r3o0qWL7Byl8RxVHSgsLJSdoBmbxVGxm81isFkMNpNWL7zwAg4fPoznnnvutueX0p1xj6oOqHg4g83iqNjNZjHYLAabSaslS5bgyJEjmDp1KgwGg+wcpXFQJSIiIiJdcs5BVbElVLOysmQnaMZmcVTsZrMYbBaDzfJxr2TFU+V76pyDqmJMJpPsBM3YLI6K3WwWg81isFk+g8HARQwqkMVi4aBK5eeh2B5ggM0iqdjNZjHYLAab5atevTqysrI4rFYAi8WCrKwsVK9eXXZKuTjnVf/5+YBC91FV8Va2bBZHxW42i8FmMdgsn6enJ2rVqoUrV67AarU63dcnisFggMFgQK1ateDp6Sk7p1x4w38iIiKS6k43/KeqS1d7VNeuXYv9+/fjr7/+gpubGxo1aoQnnngCNWvWlJ1WqQICApRbl5nN4qjYzWYx2CwGm4nk0dWgevz4cfTp0wcNGjRAcXExli9fjrfffhtz5851uvNtbmY0qneqMJvFUbGbzWKwWQw2E8mjq0H1jTfeKPHxxIkTMW7cOJw9exbNmjWTVFX5VFzqjs3iqNjNZjHYLAabieTR9Y9cubm5AAAfHx/JJZVLxb9Q2CyOit1sFoPNYrCZSB7dDqoWiwWxsbFo3LgxateubXcbs9mM3Nxc26+8vDzBlRXDz89PdoJmbBZHxW42i8FmMdhMJI+uDv3fbNGiRTh//jxmzZpV5jZr167FqlWrbB/Xq1cPs2fPFpFHRERERJVMl7enWrRoEX799VfExMQgNDS0zO3MZjPMZrPtY4PBAE9PT6SmppZ4XO/c3NxQWFgoO0MTNoujYjebxWCzGGyufLw9FZVFV4f+rVYrFi1ahP379+PNN9+87ZAKXP+N7eXlZfulys1rb+Xqqtsd22ViszgqdrNZDDaLwWYieXQ1qC5atAi7d+/GCy+8AE9PT6SnpyM9PV2pnwrvhoq33mKzOCp2s1kMNovBZiJ5dPUj15YtWwAAM2fOLPH4hAkTEB0dXf43UmwJVSIiIiIqTZfnqDqKS6gSERGpg+eoUll0dei/qvL395edoBmbxVGxm81isFkMNhPJw0FVB1wU3PvLZnFU7GazGGwWg81E8nBQ1QEVLxZjszgqdrNZDDaLwWYieTio6oCKK2qxWRwVu9ksBpvFYDORPBxUdUDFc4nYLI6K3WwWg81isJlIHg6qRERERKRLzjmoKnaj4+zsbNkJmrFZHBW72SwGm8VgM5E8zjmoKkbFqzPZLI6K3WwWg81isJlIHg6qOuDp6Sk7QTM2i6NiN5vFYLMYbCaSxzkH1fx82QVERERE5CAuoaoDBoMBqv1nYLM4KnazWQw2i8HmysclVKkszrlHVTF+fn6yEzRjszgqdrNZDDaLwWYieTio6oCKJ72zWRwVu9ksBpvFYDORPBxUdcBsNstO0IzN4qjYzWYx2CwGm4nk4TmqOmA0GmGxWGRnaMJmcVTsZrMYbBaDzZWP56hSWbhHVQcCAgJkJ2jGZnFU7GazGGwWg81E8nBQJSIiIiJdcs5BVbElVHNycmQnaMZmcVTsZrMYbBaDzUTyOOegqhiDwSA7QTM2i6NiN5vFYLMYbCaSh4OqDnh5eclO0IzN4qjYzWYx2CwGm4nkcc5BlUuoEhERESmPt6fSAdWWugPYLJKK3WwWg81isLny8fZUVBbn3KOqGF9fX9kJmrFZHBW72SwGm8VgM5E8HFR1wNXVVXaCZmwWR8VuNovBZjHYTCQPB1UdKCoqkp2gGZvFUbGbzWKwWQw2E8nDc1R1QLWl7gA2i6RiN5vFYLMYbK58PEeVysI9qjqg4lJ3bBZHxW42i8FmMdhMJA8HVSIiIiLSJeccVBVbQjU3N1d2gmZsFkfFbjaLwWYx2Ewkj3MOqopR8TRhNoujYjebxWCzGGwmkoeDqg54e3vLTtCMzeKo2M1mMdgsBpuJ5HHOQbWgQHYBERERETmIt6fSAdVuIwKwWSQVu9ksBpvFYHPl4+2pqCzOuUdVMSoeomGzOCp2s1kMNovBZiJ5OKjqgMlkkp2gGZvFUbGbzWKwWQw2E8nDQVUHVFzqjs3iqNjNZjHYLAabieThOao6YDAYlLuVCJvFUbGbzWKwWQw2Vz6eo0pl4R5VHQgMDJSdoBmbxVGxm81isFkMNhPJw0GViIiIiHTJOQdVxZZQzcvLk52gGZvFUbGbzWKwWQw2E8njnIOqYlS6190NbBZHxW42i8FmMdhMJA8HVR1Q8X53bBZHxW42i8FmMdhMJI9zDqpcQpWIiIhIebw9lQ64uLiguLhYdoYmbBZHxW42i8FmMdhc+Xh7KiqLc+5RVYynp6fsBM3YLI6K3WwWg81isJlIHg6qOuDm5iY7QTM2i6NiN5vFYLMYbCaSh4OqDqh0eOYGNoujYjebxWCzGGwmkofnqBIREZFUPEeVysI9qjoQFBQkO0EzNoujYjebxWCzGGwmkoeDKhERERHpknMOqu7usgs0UXGpOzaLo2I3m8VgsxhsJpLHOQdVg0F2gSYqnvTOZnFU7GazGGwWg81E8jjnoKoYHx8f2QmasVkcFbvZLAabxWAzkTzOOagWFsouICIiIiIH8fZUOuDq6oqioiLZGZqwWRwVu9ksBpvFYHPl4+2pqCzOuUdVMR4eHrITNGOzOCp2s1kMNovBZiJ5OKjqgIpL3bFZHBW72SwGm8VgM5E8HFR1wGKxyE7QjM3iqNjNZjHYLAabieThOapEREQkFc9RpbJwj6oOBAYGyk7QjM3iqNjNZjHYLAabieThoKoDBsUWKADYLJKK3WwWg81isJlIHuccVBVbQjU/P192gmZsFkfFbjaLwWYx2Ewkj3MOqor9JGk2m2UnaMZmcVTsZrMYbBaDzUTyOOegqhhfX1/ZCZqxWRwVu9ksBpvFYDORPM45qHIJVSIiIiLlucoOqBQWC6DQ7ake9HpSdoJmf8xvLzuBqMrb96h6f3dkZmbKTtCMzUTyOOceVSKiKsBdsQtHATaLomIzkT0cVImIFKXiMMJmMVRsJrKHgyoRkaJUXFiQzWKo2ExkDwdVIiJFXbt2TXaCZmwWQ8VmIns4qBIRKUrFZTLZLIaKzUT2cFAlIlKUistkslkMFZuJ7HHOQdXNTXYBEVGlKygokJ2gGZvFULGZyB7nHFSNzvllERHdTMVhhM1iqNhMZA8nOiIiRfn5+clO0IzNYqjYTGSPcw6qZrPsAiIiIiJykHMOqsXFsguIiCpdVlaW7ATN2CyGis1E9jjnoEpEVAWYTCbZCZqxWQwVm4ns4aBKRKQoDw8P2QmasVkMFZuJ7OGgSkSkKBWXyWSzGCo2E9nDQZWISFEqLpPJZjFUbCayh4MqEZGiAgICZCdoxmYxVGwmsoeDKhGRoowKLm7CZjFUbCayx7Wi39BqteLYsWMwm81o0qQJPD09K/pT3JmbG29RRUROr7CwUHaCZmwWQ8VmInscGlSXL1+OU6dOYcaMGQCuD6lvv/02EhMTAQDVqlXD9OnTERYW5nipFkYjB1Uicnr5+fmyEzRjsxgqNhPZ49CxgYSEBDRo0MD28b59+5CYmIhHH30Ur732GiwWC7777juHI4mIqDQVl8lksxgqNhPZ49Ae1bS0tBJ7SxMSEhAeHo4hQ4YAAHr16oWtW7c6Vng3uIQqERERkfIc2qPq4uKCoqIiANcP+ycmJqJVq1a25wMCApCZmelY4d3gYX8iqgKys7NlJ2jGZjFUbCayx6FBNSIiArt370Z2djZ27NiBrKwstG7d2vZ8amoqDz8QEVUSFxcX2QmasVkMFZuJ7HFoUB02bBiSkpIwduxYLFy4EE2aNEHz5s1tzx88eLDEOaxERFRxpNxVxUFsFkPFZiJ7HDpHtWXLlpg9ezaOHj0KLy8vdOzY0fZcdnY2mjZtinbt2jkcSURERERVj8P3UQ0PD0d4eHipx318fDB69GhH356IiMqQlpYmO0EzNouhYjORPRWydMWpU6ewdu1axMbG4tKlSwCAgoICnD17lvdyIyKqJP7+/rITNGOzGCo2E9nj0B7VoqIizJ8/H7/88ovtsbZt26JGjRowGAx45513MGDAAAwdOtThUCIiKknFC2bYLIaKzUT2OLRH9dtvv8WBAwfwzDPPYP78+SWec3NzQ/v27UsMscKYTOI/JxGRYCouk8lmMVRsJrLHoUF1z5496N27N3r27AkfH59Sz9eqVQspKSmOfIq7w58kiagKyMvLk52gGZvFULGZyB6HBtXMzEzUrl277Dc3GlFQUODIpyAiojKoeB4im8VQsZnIHocG1eDgYPz1119lPn/y5MkSS6wKwyVUiYiIiJTn0KDauXNnbNu2DadOnSr13LZt2/C///0PXbp0ceRT3B0uoUpEVUBOTo7sBM3YLIaKzUT2OHTV/9ChQ3H69GnMmDEDtWrVAgAsWbIE2dnZSEtLQ1RUFAYOHFghoUREVJLRWCF3GBSKzWKo2Exkj0ODqqurK6ZOnYrdu3dj3759sFgsKCoqQp06dfDoo4+iS5cuMBgMFdVKREQ38fT0VO6iGTaLoWIzkT0Or0xlMBjQpUsXOYf4iYiIiMhp8dgAEZGirl27JjtBMzaLoWIzkT0O71E9fPgw/vvf/yIlJQU5OTmwWq0lnjcYDFiwYIGjn4aIiG7h6+uLzMxM2RmasFkMFZuJ7HFoUF2/fj2WLl2KgIAANGjQ4Lb3VCUioorl6urwvgbh2CyGis1E9jj0O3nTpk1o3rw5Xn/9dX39oTCZAItFdgURUaUyK3jPaDaLoWIzkT0OnaOak5OD9u3b62tIBbiEKhFVCSreK5PNYqjYTGSPQ4Nqw4YNcfHixYpqISIiDQICAmQnaMZmMVRsJrLHoUF17Nix2L9/P+Lj4yuqp2IUFckuICIiIiIHOXTMfv78+SguLsaCBQvwn//8B8HBwaVWwzAYDPjggw/K9X7Hjx/H+vXrce7cOVy7dg1TpkzBfffdpz2sqIiH/4nI6al4eJfNYqjYTGSPQ4Oqj48PfH19UaNGjQqJKSgoQN26ddG9e3fMmTOnQt6TiMhZqbjyH5vFULGZyB6HBtWZM2dWUMZ1UVFRiIqKqtD3JCJyVl5eXsjPz5edoQmbxVCxmcgenV2ur43ZbC5xCw6DwQBPT0+JRURERERUUTQNqsePHwcANGvWrMTHd3Jj+4q2du1arFq1yvZxvXr1MHv27Er5XEREepOeni47QTM2i6FiM5E9mgbVmJgYAMDSpUvh6upq+/hOVqxYob2sHIYMGYKBAwfaPuY5OURUlfj4+Ci3TCabxVCxmcgeTYPqjBkzrr/o/7/B/42PZTGZTDCZTFIbiIhk0d1iK+XAZjFUbCayR9Pv5FsP4VfWIX2HuboCVqvsCiKiSlWk4D2j2SyGis1E9ujqR678/HxcvnzZ9nFKSgqSkpLg4+ODatWqlf+NXF0BrnNMRE4uKytLdoJmbBZDxWYiexweVC9cuICdO3fiypUryMnJgfWWPZkGgwFvvvlmud7rjz/+KHHea1xcHACga9eumDhxoqOpREROJTAwEGlpabIzNGGzGCo2E9nj0KD6888/47PPPoOLiwtq1qwJHx+fUtvcOrjezj333IOVK1c6knQdD3kQERERKc+hQfW7775DvXr18Prrr8PPz6+imhzHJVSJqArIzc2VnaAZm8VQsZnIHqMjL05LS0O3bt30NaQSEVURWo5Y6QWbxVCxmcgehwbVOnXq8BwYIiJJvL29ZSdoxmYxVGwmssehQfWpp57Cjh07cPLkyYrqISIiIiICoPEcVXvLk3p5eeHNN99EeHg4qlWrBqOx5OxrMBjw6quvOlZJRESlqLhMJpvFULGZyB5Ng2pycrLdx6tVq4b8/HxcuHCh1HNc1pSIqHJ4e3srd79MNouhYjORPZoG1U8//bSyOoiISCMVl5BmsxgqNhPZ49A5qrrFNY6JqAooLi6WnaAZm8VQsZnIHocG1aNHj2LZsmVlPr98+XIkJiY68inuDgdVIqoCMjMzZSdoxmYxVGwmssehQXX16tW4evVqmc+npaVh9erVjnwKIiIqQ2BgoOwEzdgshorNRPY4NKgmJycjMjKyzOcbNGhQ5gVYlYpLqBIREREpz6FBtaioCEW3GQqLiopQUFDgyKe4OxxUiagKyMvLk52gGZvFULGZyB6HBtWIiAjs37/f7nNWqxUJCQkIDw935FMQEVEZVLxghs1iqNhMZI9Dg2rfvn1x8uRJzJ07F8nJySguLkZxcTH+/PNPzJ07F6dOnULfvn0rqpWIiG7i4+MjO0EzNouhYjORPQ5dHt+lSxdcuXIFq1evRkJCgm1VKovFAoPBgIcffhjR0dEV0UlEREREVYzD93F65JFH8MADD2D//v1ISUkBAFSvXh3t2rVDWFiYw4FERGRfRkaG7ATN2CyGis1E9lTIDUfDwsLw0EMPVcRbERFROXl6eiI7O1t2hiZsFkPFZiJ7nHNlKiKiKsDNzU12gmZsFkPFZiJ7HN6jeujQIWzYsAHnzp1Dbm4urFZrqW1WrFjh6KfRxtUVsNNBRORMVLyym81iqNhMZI9De1T37duH9957DxkZGejYsSOsVis6deqETp06wc3NDXXq1MGwYcMqqrX8uIQqEVUBKp6HyGYxVGwmssehQXXdunVo2LAh3n//fQwfPhwA0L17dzz//PP48MMPce3aNYSGhlZIKBERlRQUFCQ7QTM2i6FiM5E9Dg2qFy5cQKdOnWA0GuHi4gIAtpWqQkND0adPH3z//feOV2rFlamIiIiIlOfQoOru7g7X//8wu7e3N1xdXZGenm573t/f33bLKqE4qBJRFZCfny87QTM2i6FiM5E9Dg2qNWvWxIULF2wf161bFz///DOKi4tRWFiI+Ph4VKtWzeFIIiIqrUjBH8rZLIaKzUT2ODSotmvXDr/88gvMZjMAYOjQoTh27BhGjx6NcePG4ffff8fgwYMropOIiG6h4jKZbBZDxWYiexy6PP6hhx4qcaP/Nm3aYObMmbblVFu3bo3mzZs7HElEREREVU+F38epadOmaNq0aUW/LRER3SIzM1N2gmZsFkPFZiJ7NA+qs2fP1rS9wWDAq6++qvXTEBHRHbi7uyt3LiKbxVCxmcgezYPqwYMHYTKZEBAQYHcVqlsZDIa7CiMiottzd3dHTk6O7AxN2CyGis1E9mgeVIOCgpCWlgZfX1907twZnTp1QkBAQCWkOYBLqBJRFWCxWGQnaMZmMVRsJrLHYC3PbtFbHD9+HPHx8di3bx/y8vLQrFkzdO7cGe3bt4enp2dldGqSmppquxOBCkaFvyA7QbM/5reXnUBU5cUPe0x2AlGFMJlMCAkJkZ1BOnRXg+oNRUVFOHToEOLj43Hw4EFYLBZERUWhc+fOaNOmDUwmU0W2lhsH1crHQZVIvmPPTMC1a9dkZ2gSGBjIZgFUa+agSmVx6Kp/V1dXtGvXDu3atUN+fj4SEhKwdetWzJs3D4888giGDRtWUZ3aFBfL+bxERAKpeA0Am8VQsZnIHodu+H+D2WzG4cOH8csvv+DcuXNwc3NDaGhoRbz13QbJ+9xERIKouEwmm8VQsZnInrveo2qxWHD06FHs2bMHv/zyCwoKCtCyZUuMHz8e9913Hzw8PCqyk4iIbqHSKU43sFkMFZuJ7NE8qJ48edJ2IVVWVhYiIyPx2GOPoUOHDvDz86uMRiIissPX1xdpaWmyMzRhsxgqNhPZo3lQffPNN+Hm5oaoqCh06tTJdvLz33//jb///tvua+rXr+9YJRERERFVOXd16L+wsBAJCQlISEgo1/YrVqy4m09DRES3kZWVJTtBMzaLoWIzkT2aB9XnnnuuMjqIiEgjNzc35c5FZLMYKjYT2aN5UI2Ojq6EDCIi0krFZTLZLIaKzUT2VMjtqXTHxUV2ARFRpXNgvRZp2CyGis1E9jjnoCppRSwiIpFUWnnoBjaLoWIzkT3OOagSEVUBAQEBshM0Y7MYKjYT2eOcgyqXUCWiKsBoVO+vcDaLoWIzkT3O+TuZVzoSURVQUFAgO0EzNouhYjORPc45qBIRVQEqDiNsFkPFZiJ7OKgSESlKxWWr2SyGis1E9nBQJSIiIiJd4qBKRKQoFZfJZLMYKjYT2cNBlYhIUSYF7xnNZjFUbCayh4MqEZGiPDw8ZCdoxmYxVGwmssc5B1UuoUpERESkPOccVHnIg4iqgLS0NNkJmrFZDBWbiexxlR1AwPfZS5Ceni47Q5OAgAA2C6JiN5vFYLMYbCaSxzn3qFossgs0UXGpOzaLo2I3m8VgsxhsJpLHOX8nFxbKLtCkULFegM0iqdjNZjHYLAabieRxzkFVMXl5ebITNGOzOCp2s1kMNovBZiJ5OKjqgL+/v+wEzdgsjordbBaDzWKwmUgeDqpEREREpEscVHUgOztbdoJmbBZHxW42i8FmMdhMJA8HVR1wUXCBAjaLo2I3m8VgsxhsJpKHg6oOeHp6yk7QjM3iqNjNZjHYLAabieRxzkGVP0kSERERKc9gtVqtsiMqWmpqKsxms+wMIiIiKgeTyYSQkBDZGaRDTrmE6pt9P8CZQ+dkZ5TbuqxYZGRkyM7QxN/fn82CqNjNZjHYLAabieRxykP/BsV2Eqt40jubxVGxm81isFkMNhPJ45SDqhssshM0UfE0BTaLo2I3m8VgsxhsJpLHKQdV1eTm5spO0IzN4qjYzWYx2CwGm4nk4aCqAyoudcdmcVTsZrMYbBaDzUTycFAlIiIiIl3ioKoDOTk5shM0Y7M4KnazWQw2i8FmInk4qOqAwWCQnaAZm8VRsZvNYrBZDDYTycNBVQe8vLxkJ2jGZnFU7GazGGwWg81E8jjloFoM/iRJREREpDqnHFSLDGp9WdeuXZOdoBmbxVGxm81isFkMNhPJo9ZE56R8fX1lJ2jGZnFU7GazGGwWg81E8jjnoKrYEqqurq6yEzRjszgqdrNZDDaLwWYieZxyUHXnEqqVjs3iqNjNZjHYLAabieRxykFVNSre747N4qjYzWYx2CwGm4nk4aCqAwEBAbITNGOzOCp2s1kMNovBZiJ5OKgSERERkS5xUNWB3Nxc2QmasVkcFbvZLAabxWAzkTwcVImIiIhIlzio6oCKS92xWRwVu9ksBpvFYDORPE45qHIJVSIiIiL1OeWgqtoSqunp6bITNGOzOCp2s1kMNovBZiJ51JronJS3t7fsBM3YLI6K3WwWg81isJlIHuccVBVbQtVkMslO0IzN4qjYzWYx2CwGm4nkccpBVbUlVIuKimQnaMZmcVTsZrMYbBaDzUTyOOWgqpqsrCzZCZqxWRwVu9ksBpvFYDORPBxUdSAwMFB2gmZsFkfFbjaLwWYx2EwkDwdVIiIiItIlDqo6oOJSd2wWR8VuNovBZjHYTCQPB1UdsCp2lwKAzSKp2M1mMdgsBpuJ5OGgqgMq3u+OzeKo2M1mMdgsBpuJ5HHKQZVLqBIRERGpzykHVdWWUM3IyJCdoBmbxVGxm81isFkMNhPJo9ZE56S8vLxkJ2jGZnFU7GazGGwWg81E8nBQ1QEVl7pjszgqdrNZDDaLwWYieZxyUHW3FstO0KS4WK1egM0iqdjNZjHYLAabieRxykFVNSqeS8RmcVTsZrMYbBaDzUTycFDVgaCgINkJmrFZHBW72SwGm8VgM5E8HFSJiIiISJc4qOpAXl6e7ATN2CyOit1sFoPNYrCZSB4Oqjqg4knvbBZHxW42i8FmMdhMJA8HVR3w8fGRnaAZm8VRsZvNYrBZDDYTyeOUgyqXUCUiIiJSn1MOqlxCtfKxWRwVu9ksBpvFYDORPLqc6DZv3oyJEydi5MiRmDp1Ks6cOSM7qVJ5enrKTtCMzeKo2M1mMdgsBpuJ5NHdoLp3717ExcVh2LBhmD17NurUqYN33nnHqX86dHNzk52gGZvFUbGbzWKwWQw2E8mju0F1w4YN6NGjB7p164bw8HA888wzcHNzw44dO8r9HqotoWqxWGQnaMZmcVTsZrMYbBaDzUTy6GpQLSoqwtmzZ9GiRQvbY0ajES1atMCpU6dKbW82m5Gbm2v7pep949LT02UnaMZmcVTsZrMYbBaDzUTy6GpQzczMhMViQUBAQInHAwIC7P6hW7t2LUaPHm37NXPmTCGdFU3Fpe7YLI6K3WwWg81isJlIHlfZAY4YMmQIBg4caPvYYOBtqYiIiIicha4GVT8/PxiNxlJ7T9PT00vtZQUAk8kEk8kkJq4S5efny07QjM3iqNjNZjHYLAabieTR1aF/V1dX1K9fH4mJibbHLBYLEhMT0ahRI4lllctsNstO0IzN4qjYzWYx2CwGm4nk0dWgCgADBw7E9u3bsXPnTly4cAFffvklCgoKEB0dLTut0vj6+spO0IzN4qjYzWYx2CwGm4nk0dWhfwDo2LEjMjMzsXLlSqSnp6Nu3bqYOnWq3UP/ZbFwCVUiIiIi5eluUAWAvn37om/fvnf9erNiS6hmZmbKTtCMzeKo2M1mMdgsBpuJ5FFronNS7u7ushM0Y7M4KnazWQw2i8FmInk4qOqAin+hsFkcFbvZLAabxWAzkTxOOahyCdXKx2ZxVOxmsxhsFoPNRPI45aCqGhWXumOzOCp2s1kMNovBZiJ5OKjqQGBgoOwEzdgsjordbBaDzWKwmUgeDqo6oOLSr2wWR8VuNovBZjHYTCQPB1UdKCgokJ2gGZvFUbGbzWKwWQw2E8nDQVUHCgsLZSdoxmZxVOxmsxhsFoPNRPLo8ob/VY2vry/S0tJkZ2jCZnFU7GazGGwWwxmaVTgVoLhYrTv2kGNu/J40GAy3/f3plIMql1AlIqKqrLi4GG5ubnBxcVFiSDUajbBarbIzSKAbt1CzWCwwGAxwdXWF0Vj6QL9TDqqqLaGalZUlO0EzNoujYjebxWCzGKo1u7m5wWq1ws3NTYkhFbg+qLq6OuVIQuVgsVhQVFQEFxcXuLi4lHhOrYnOSZlMJtkJmrFZHBW72SwGm8VQqdlkMsFkMsHV1VWZIZXIaDTCZDKhuLi41CkgHFR1wMPDQ3aCZmwWR8VuNovBZjFUaTYYDDCZTNw7SUq68fu3SgyqbootoarieTlsFkfFbjaLwWYxVGl2cXGxneOnSjPRzW4cBbj5969TDqqqHey4du2a7ATN2CyOit1sFoPNYqjSfPOFU/n5+ZJriO6O0Wi0XWgFOOmgqpqAgADZCZqxWRwVu9ksBpvFUKX55nNSVTldgehWBoPB+feoqsbe7Rj0js3iqNjNZjHYLIaKzc5wIVVSUhIMBgMOHz4MANi5cycMBgPS09PL/R7R0dF48cUXb7tN3bp1MX/+/LvuVFVsbKwSP4Sp96fPCam41B2bxVGxm81isFkMFZuLioqEfJ6EhAQEBARg2LBhFf7eERERuHTpEpo3b17h713V2BvGR4wYgVOnTskJ0oCDqg6o+Jcgm8VRsZvNYrBZDBWbRa3y9PXXX2P8+PHYu3cvLl26VKHv7eLigrCwMN7BoAxWq9WhH0g8PT0RGhpagUWVg4OqDvj5+clO0IzN4qjYzWYx2CyGis3u7u6V/jmys7OxZs0ajBs3Dr1798bSpUttzz399NMYPXp0ie3NZjPq1q2LZcuWAQC2bt2K3r17IyIiArVr18bAgQPxxx9/2La/9dD/ra5evYrHHnsMtWrVgpeXF1q0aIHly5eX2q6oqAiTJk2Cv78/qlWrhunTp9/2rgjp6ekYN24cQkJC4Ofnh+7du+PIkSO3/V789ttv6N69Ozw9PREcHIxnn30W2dnZtudHjx6NwYMHIyYmxva+//jHP1BYWGjbxmKx4N1330W9evXg6emJVq1aYdWqVbbnb5z68OOPP6JNmzZwd3dHfHw8/vjjDwwaNAjVq1eHj48P2rVrh23bttleFx0djT///BMvvfRSieVK7R36//zzz9GgQQO4ubmhcePG+Prrr0s8bzAY8OWXX2LIkCHw8vJCZGQk1q9fb3v+2rVrGDlyJEJCQuDp6YnIyEgsXrz4tt+7O3HKQZU35SAiIqpca9euRWRkJCIjIzFixAh8/fXXtgFw+PDh+PHHH0sMa9u2bUNeXh4efPBBAEBubi4mTZqEnTt3YsOGDTAajRgyZEiJK75vJz8/H23atMHGjRuRmJiIZ599Fk8++ST2799fYrslS5bA1dUV+/fvx0cffYS5c+fiyy+/LPN9H3nkEaSkpODHH3/EgQMH0Lp1a/To0QNpaWl2t8/JyUGfPn0QGBiIX375Bd999x22bduGSZMmldhu+/btOHHiBHbu3Inly5djzZo1iImJsT3/7rvvIi4uDl988QWOHTuGl156CU888QR27dpV4n3+9a9/4b333sOJEyfQsmVLZGdno3///ti+fTsOHTqEvn374sEHH0RycjIAYM2aNQgPD8esWbNw6dKlMvd8r127Fi+88AL++c9/IjExEePHj8eYMWOwY8eOEtvFxMRg+PDhOHr0KPr374+RI0favjfTp0/H8ePH8eOPP+LEiRP4/PPPUa1aNdtro6OjS/0AcydOuT+90OBy54105OY/yKpgszgqdrNZDDaLoWLzzXvqKktcXBxGjBgBAOjVqxcmTJiA+Ph4PPDAA+jZsye8vLzwww8/4LHHHgMAfPfdd+jXrx98fX0BAIMGDbK9l9FoxFdffYWQkBAcP368XOel1qpVC1OmTLF9PHnyZPz0009YuXIl7rvvPtvjERERmDdvHgwGAxo3bozffvsN8+bNwzPPPFPqPePj47F//36kpKTY9krPmTMH69atw6pVq/Dss8+Wes2yZcuQn5+PuLg4eHt7AwA++eQTPPjgg5g9ezaqV68O4PrStl999RW8vLxwzz33YNasWXjllVfw1ltvwWw249///je2bduGDh06AADq16+P+Ph4LFy4EF27drV9vlmzZqFXr162j4OCgtCqVSvbx2+99RbWrl2L9evXY9KkSQgKCoKLiwt8fX0RFhZW5vdzzpw5GD16NCZMmAAAePnll7Fv3z7MmTMH3bp1s203evRo23/Tf//73/j444+xf/9+9O3bF8nJyYiKikLbtm0BXD839ma1a9dGjRo1ymywxyn3qKpGxfNv2CyOit1sFoPNYqjYXNl3Kjh9+jQOHDiARx55BMD179HQoUMRFxdn+3jIkCFYuXIlgOt7HTdt2mQbbAHgzJkzGDNmDFq2bIkaNWrYhpobewLvpLi4GG+99RZatGiBoKAg+Pj44Keffir1+vbt25e4C0KHDh1w+vRpu+fxHjlyBNnZ2QgODoaPj4/t17lz50qclnCzEydOoFWrVrYhFQA6deoEi8WCkydP2h5r1aoVvLy8SnRkZ2fj/PnzOHPmDHJzc9GrV68SnzcuLq7U570xBN6QnZ2NKVOmoGnTpggICICPjw9OnDhR7u/jzV9Hp06dSjzWqVMnnDhxosRjLVu2tP1/b29v+Pn5ISUlBQDw3HPP4dtvv8W9996LV199FXv37i3x2ri4OLz77ruautT70+eEPDw8kJubKztDEzaLo2I3m8VgsxgqNru6usJsNlfa+8fFxaGoqAiNGjWyPWa1WuHu7o45c+bA398fI0aMQL9+/ZCamor//ve/8PDwQM+ePW3bjxgxAhEREfj4449Rs2ZNeHh4oHnz5uXeG/zBBx/go48+wvz589GiRQt4e3vjxRdfdGhvcnZ2NmrUqIGdO3eWeq4yb+V0Y6/9xo0bUatWrRLP3Xq+8c0DMQBMmTIFW7duxZw5c9CwYUN4enpi2LBhlbZX3WQylfjYYDDYTtfo168f/vzzT2zatAlbt25Fjx49MHHiRMyZM+euP59TDqqqLaFKRESkiqKiIixfvhz//ve/0b179xLPPfbYY1i1ahXGjh2L+++/H+Hh4Vi9ejW2bt2KIUOG2Iacq1ev4vTp01iwYAE6duwIo9GIQ4cOaerYs2cPBg0ahCeeeALA9YuRTp06hWbNmpXYLiEhocTH+/btQ2RkJFxcSp8m2Lp1a1y+fBmurq6lDluXpWnTpoiNjUVOTo5tiNyzZw+MRiMaN25s2+7IkSPIy8uDp6enrcPHxwcREREICgqCu7s7kpOTSxzmL489e/Zg9OjRGDJkCIDrQ29SUlKJbdzc3O54J4imTZtiz549GDVqVIn3vvX7eSchISEYNWoURo0ahQceeACvvPIKB9VbqXab47JO0NYzNoujYjebxWCzGCo25+XlVdp7b968Genp6XjyySfh7+9f4rlBgwYhLi4OY8eOBQAMGzYMX331Fc6cOYONGzfatgsMDERQUBAWL16M6tWr46+//ipxYVF5REZGYtWqVdi7dy8CAwMxd+5cXLlypdRglZycjJdffhnjx4/HwYMHsWDBAnz44Yd237Nnz57o0KEDBg8ejPfffx+NGjXCxYsXsXHjRgwZMqTUYXcAGDlyJGbMmIFRo0Zh5syZSE1NxeTJk/Hkk0/azk8Frp83PHbsWEybNg1JSUmYMWMGJk2aBKPRCF9fX0yZMgUvvfQSLBYLOnfujIyMDOzZswd+fn4lhkd734c1a9bgwQcfhMFgwPTp00tdkFa3bl38/PPPePTRR+Hu7l7iAqcbXnnlFQwfPhxRUVHo2bMnfvjhB6xZs6bEHQTu5M0330SbNm1wzz33oKCgABs2bEDTpk1tzz/11FOoVauWpsP/PEdVB279g64CNoujYjebxWCzGCo2V+btqeLi4hAdHW33+/LQQw/h0KFDSExMBHD98P7vv/+OmjVron379rbtjEYjFi9ejMOHD6N9+/b417/+hQ8++EBTx7Rp09C6dWv06dMH0dHRCAsLw+DBg0tt99RTTyEvLw/33XcfJk6ciBdeeMHuRVHA9cPYmzZtQpcuXTBmzBg0atQIjz76KP78888SQ+fNvLy88NNPPyEtLQ3t2rXDsGHD0KNHD3zyyScltuvRowciIyPRpUsXjBgxAg899BBmzpxpe/6tt97C9OnT8e6776Jp06bo27cvNm7ciHr16t32+zB37lwEBgaiY8eOePDBB9GnTx+0bt26xDazZs1CUlISGjRogJCQELvvM3jwYHz00UeYM2cO7rnnHixcuBCLFy9GdHT0bT//zdzc3PD666+jZcuW6NKlC1xcXPDtt9/ank9OTtZ8v12D9XY3E1PUi63/iWOHtZ1ELNMPuV8r9xN7UFAQmwVRsZvNYrBZDFWaPTw8bIfWPT09K3WvakUzGo2lzr10JqNHj0Z6ejrWrVsnO0X3iouLYbVabRcxco+qDoi4jUhFY7M4KnazWQw2i6Fis6iVqYgqGwdVHVDpp94b2CyOit1sFoPNYqjYXJlX/BOJxEFVB1Q8/4nN4qjYzWYx2CyGis0eHh6yE+gmsbGxPOx/l5xyUHW6k26JiIiIqiCnHFS5hGrlY7M4KnazWQw2i6Fic0WcV3v69Gk0bNgQWVlZFVAkX3R0NF588UWpDTNnzsS9994rtUGG48ePIzw8HDk5OZpf65SDqmrs3XRY79gsjordbBaDzWKo2HzzkqE3u3DhAiZMmIBGjRohODgY99xzD1599VVcvXq11LYzZ87E+PHj4evrW9m5NkeOHMFjjz2GiIgIeHp6omnTpvjoo4+Eff7bef7559GmTRu4u7vf9bA5ZcoUbN++/a5em5aWhsmTJ6Nx48bw9PRE7dq18fzzzyMjI+Ou3q8i5efnY+LEibalZx9++GFcuXLF9nyzZs3Qvn17zJ07V/N7c1DVgRurVKiEzeKo2M1mMdgshorNty5zCQDnzp1D165d8ccff+Crr77C4cOHMW/ePOzatQs9e/YscQuu8+fPY/PmzRg5cqTIbBw4cAChoaH45ptvcOzYMbzxxht4/fXXS92TVJann34aI0aMuOvX+/j4IDg4+K5ee/HiRVy8eBFz5sxBYmIiYmNjsXnzZtviCjK99NJL+OGHH/Ddd99h165duHjxIoYOHVpimzFjxuDzzz9HUVGRpvd2ykHVZLXceSMiIqIq5J///Cfc3Nywbt06dO7cGREREejduzfWr1+PS5cu4a233rJtu3btWjRv3hw1a9a0PbZ06VJERETgxx9/ROvWrVG9enU8+eSTyM3NxdKlS9G8eXPUrl0br7zyyl3fHuvpp5/GRx99hK5du6J+/fp44oknMGbMGKxZs0bT++Tk5OCpp56Cj48PatSoUeZKVFp8/PHHmDhxIurXr3/X7+HIof/mzZtj9erVePDBB9GgQQN0794d77zzDn744QdNw9+NhoULFyIiIgJeXl4YPnz4Xe+ZzcjIwKJFizB37lx0794dbdq0weLFi7F3717s27fPtl2vXr2QlpaGXbt2aXp/pxxUjYpdTnXt2jXZCZqxWRwVu9ksBpvFULH51ltqpaWlYfv27Rg3blypPcTVq1fH8OHDsXr1atxYA2jv3r2lVjcCgNzcXHzxxRdYvHgx1qxZg927d+Pxxx/H1q1bsWrVKttqRjdf4f7iiy+iRo0at/11OxkZGQgKCtL09b/yyivYtWsXvv/+e2zZsgU7d+7EwYMHS2zzj3/8Az4+Prf9VdmWLl16x4bdu3eX+fqMjAz4+fnZbo5fXmfOnMHKlSvxww8/YPPmzTh06BAmTJhwV10HDhyA2WxGz549ba9v0qQJateujf/973+2x9zc3HDvvffe9uuxR9tXRpXCz89PF+eYaMFmcVTsZrMYbBZDxWZ3d3cUFBTYPv7jjz9gtVrRuHFju9s3atQI6enp+PvvvxESEoLz588jKiqq1HZmsxnz5s2z7VUcPHgwvv32W5w5cwY+Pj5o0qQJHnjgAezevRsPP/wwAOCNN97A5MmT7+rr2Lt3L1asWIGNGzeW+zXZ2dlYtGgRvvnmG/To0QMAsGTJEoSHh5fYbtasWZgyZcpddVWUhx56CPfff/9tt6lVq5bdx//++2+89dZbZS4Hezv5+fmIi4uzvfeCBQswYMAAfPjhhwgLC9PUdfnyZbi5uSEgIKDE89WrV8fly5dLPFazZk38+eefmlo5qOqAiifqs1kcFbvZLAabxVCx2Wi0f8C0vKum5+Xl2b0Xq5eXV4lD3yEhIahdu3aJvY+hoaFITU0tsU1Z68vfTmJiIgYNGoQZM2agd+/e5X7dH3/8gcLCwhKDVlBQUKkhPTQ0FKGhoZq7KpKvr+9dXayWmZmJAQMGoFmzZpg5c6bm19euXbvEANyhQwdYLBacPHkSYWFhd911J56ensjNzdX0Gqc89K8aFVcQYbM4KnazWQw2i6Fi863niNavXx8GgwEnT560u/2pU6cQEBCAatWqAQCCg4ORnp5eartbL9IyGAx2H7NY/u9akbs59H/8+HH06NEDzz77LKZNm1aur1krVQ/9Z2VloW/fvvD19cXatWvtXjgnsissLAyFhYWlfr9cuXIFYWFhJR5LS0vT/EML96jqwN3cV0w2NoujYjebxWCzGCo23zpcBwcHo1u3bvjyyy8xceLEEuepXrlyBStXrsRjjz1mu61Vy5Yt8fvvv1dIi9ZD/8eOHUP37t0xatQovPPOO5o/X4MGDWAymZCQkIDatWsDuH6e8alTp9C1a1fbdioe+s/MzESfPn3g7u6O9evX3/UKZMnJybh48aLtYrl9+/bBaDTa9jpr6WrTpg1MJhO2b99uO93j5MmTSE5ORocOHUq8JjExEcOGDdPUykFVBwICAkrcFkQFbBZHxW42i8FmMVRs9vDwKHVB1Zw5c9CrVy8MGTIE06dPR506dXDixAlMnz4dNWrUwPTp023b9uzZE5MmTUJxcbHDpz5oOfSfmJiI7t27o0+fPnj55Zdt5zi6uLiU+z18fHwwduxYvPLKKwgODkZoaCjeeOONUqdDaD30f+bMGWRnZ+Py5cvIy8vD4cOHAVy/R6ibm1u53+dmWg6xZ2Zmonfv3sjNzcU333yDzMxMZGZmArj+Pdby38nDwwOjRo3CnDlzkJmZieeffx7Dhw+37QHV0uXv74+xY8fi5ZdfRlBQEPz8/DB58mR06NAB7du3t22XlJSEv/76q8RFV+XBQ/9ERERVQMOGDbFr1y7UrVsXo0aNQqtWrfDCCy/ggQcewLZt20pcWd+rVy+4urpix44dQhtXrVqF1NRUfPPNNyVODWjXrp1tm6SkJBgMBuzcubPM9/nggw/wwAMP4MEHH0TPnj3RuXNntGnTxqG2cePGISoqCgsXLsSpU6cQFRWFqKgoXLx40baNwWBAbGysQ5+nLAcPHkRCQgJ+++03NGzYsMT35/z587bt6tate8fzVhs2bIihQ4eif//+6N27N1q2bInPPvvsrtvmzZuHgQMH4uGHH0aXLl0QFhZW6pZiy5cvR+/evVGnTh1N722wlvfMaoU81+ZVnDl0TnZGuX2b+kWJqzNVcOsVpSpQsRlQs5vNYrBZDFWaPTw8bOcruri43PW9TG/4f//v/2HTpk0lbjVVWYxGI7y9vcu17Y4dOzB06FCcPXsWgYGBlVxWfufOnUOjRo1w/PhxREZG2t3m9ddfx+7duxEfH18pDbm5uQgODsaPP/6I6Ohou9vMnDkT69ats+0RFqGwsBCRkZFYtmwZOnXqdNtti4uLYbVabbfc4qF/HShrqTs9Y7M4KnazWQw2i1FVm59++mlkZGQgKytL6DKqd7Jp0yZMnTpVV0MqcL3r2WeftTukWq1WnD17Ftu3b7d726+KsmPHDnTv3r3MIVWW5ORkTJ069Y5Dqj0cVHXAy8sL+fn5sjM0YbM4KnazWQw2i6Fis8lk0rxU5a1cXV3xyiuvVFBRxfnggw9kJ9g1ceLEMp/LyMhAs2bN0K5dO0ydOrXSGgYMGIABAwZU2vvfrYYNG6Jhw4Z39VqnHFS5hCoRERHpRUBAgG5OH5k5c+Zd3XtVFqe8mIpLqFY+NoujYjebxWCzGKo033zJya1X/BOpyikHVdXo6dyf8mKzOCp2s1kMNouhSrPFYrENq+7u7pJriO5OcXFxiVuJcVDVgRtXtqmEzeKo2M1mMdgshirNRUVFtkG1rCVUifTMarXCarVyUNUbR094l4HN4qjYzWYx2CyGKs1Wq9U2rN68hCmRKuwtMKHGj4lOLjs7W3aCZmwWR8VuNovBZjFUai4oKIDBYNDNhTtE5WG1WkvdP/UGDqo6oOLyfGwWR8VuNovBZjFUa87Pz4e7uzsKCwthNBqVuA8s9wJXTTf+u1ssFhiNRri6upb6/eqUg+ob378Is4NrExMREanKxcUFeXl5MBgMtl965uLiwgvAqiCDwQAXFxe7A+oNTjmowsMDMJtlV5Rbbm6u7ATN2CyOit1sFoPNYqjcfOPiFL0zGo225V+JbsaLqXRAhb9EbsVmcVTsZrMYbBaDzUTycFDVAW9vb9kJmrFZHBW72SwGm8VgM5E8zjmo8mpHIiIiIuUZrE54fCD1/HmlLqYyGo3KXe3IZnFU7GazGGwWg82Vz2QyISQkRHYG6ZBz7lFVjIqHaNgsjordbBaDzWKwmUgeDqo6oOKVjmwWR8VuNovBZjHYTCQPB1UdUGV5vpuxWRwVu9ksBpvFYDORPDxHVQcMBoNytxJhszgqdrNZDDaLwebKx3NUqSzco6oDgYGBshM0Y7M4KnazWQw2i8FmInmccmUqV5MJUGyPqmrnE7FZHBW72SwGm8Vgc+VzdXXKcYQqgFMd+jebzUr9wSQiIqL/w3/H6VZOdejfbDbjo48+Ql5enuyUcsvLy8Nrr73G5kqmYjOgZjebxWCzGGwWIy8vDx999BHMZrPsFNIZpxpUAWDPnj1KnUButVpx7tw5NlcyFZsBNbvZLAabxWCzGFarFXv27JGdQTrkdIMqERERETkHDqpEREREpEtONaiaTCYMGzZMqROx2SyGis2Amt1sFoPNYrBZDBWbSQynuuqfiIiIiJyHU+1RJSIiIiLnwUGViIiIiHSJgyoRERER6RIHVSIiIiLSJadaXHfz5s344YcfkJ6ejjp16uDpp59Gw4YNZWfZdfz4caxfvx7nzp3DtWvXMGXKFNx3332ys25r7dq12L9/P/766y+4ubmhUaNGeOKJJ1CzZk3ZaWXasmULtmzZgtTUVABAeHg4hg0bhqioKMll5bdu3TosW7YM/fv3x+jRo2Xn2LVy5UqsWrWqxGM1a9bE/Pnz5QSVU1paGr755hscPnwYBQUFCAsLw4QJE9CgQQPZaWWaOHGi7ffzzXr37o1x48ZJKLo9i8WClStXYvfu3UhPT0dQUBC6du2Khx9+GAaDQXZemfLy8rBixQrs378fGRkZqFevHkaPHq2rf1Pu9O+I1WrFypUrsX37duTk5KBJkyYYN24catSoodvmhIQEbN26FWfPnkV2djbef/991K1bV1ovyec0g+revXsRFxeHZ555BpGRkdi4cSPeeecdzJ8/H/7+/rLzSikoKEDdunXRvXt3zJkzR3ZOuRw/fhx9+vRBgwYNUFxcjOXLl+Ptt9/G3Llz4eHhITvPrqCgIDz++OOoUaMGrFYrdu3ahffffx/vv/8+IiIiZOfd0ZkzZ7B161bUqVNHdsodRUREYPr06baPjUZ9H7DJzs7G9OnTcc8992Dq1Knw8/PDpUuX4O3tLTvttt59911YLBbbx8nJyXj77bfRoUMHiVVlW7duHbZu3YqJEyciPDwcZ8+exWeffQYvLy/0799fdl6ZvvjiC5w/fx6TJk1CUFAQfv75Z7z11luYN28egoKCZOcBuPO/I99//z1+/PFHTJw4EaGhoVixYgXeeecdzJ07F25ubhKK79xcUFCAJk2aoEOHDli4cKGEQtIbpxlUN2zYgB49eqBbt24AgGeeeQYHDx7Ejh07MHjwYLlxdkRFRSm1Vw8A3njjjRIfT5w4EePGjcPZs2fRrFkzSVW317Zt2xIfP/bYY9iyZQtOnz6t+0E1Pz8fCxYswPjx47FmzRrZOXdkNBoREBAgO6Pcvv/+ewQHB2PChAm2x0JDQyUWlY+fn1+Jj9etW4fq1avr9s/gqVOn0LZtW7Ru3RrA9e9xfHw8zpw5I7msbIWFhUhISMCrr75q+74OHz4cBw4cwJYtW/Doo49KLrzudv+OWK1WbNq0CUOHDkW7du0AAJMmTcIzzzyDX375BZ06dRKZanOnf/u6dOkCAEhJSRGVRDqn710e5VRUVISzZ8+iRYsWtseMRiNatGiBU6dOSSxzbrm5uQAAHx8fySXlY7FYsGfPHhQUFKBRo0ayc+7oyy+/RFRUFFq2bCk7pVwuX76M8ePHY9KkSfj444/x999/y066rV9//RX169fH3LlzMW7cOLz66qvYtm2b7CxNioqKsHv3bnTr1k23h9EbNWqExMREXLx4EQCQlJSEkydP6voH9eLiYlgsllI3n3dzc8Pvv/8uqUqblJQUpKenl/j7w8vLCw0bNuS/i6QUp9ijmpmZCYvFUmpvTkBAgO0vR6pYFosFsbGxaNy4MWrXri0757aSk5PxxhtvwGw2w8PDA1OmTEF4eLjsrNvas2cPzp07h3fffVd2SrlERkZiwoQJqFmzJq5du4ZVq1bhzTffxIcffghPT0/ZeXalpKRg69atGDBgAIYMGYI//vgDixcvhqurK6Kjo2Xnlcv+/fuRk5Oj697BgwcjLy8PL730EoxGIywWCx599FE88MADstPK5OnpiUaNGmH16tWoVasWAgICEB8fj1OnTiEsLEx2Xrmkp6cDQKlT3/z9/W3PEanAKQZVEm/RokU4f/48Zs2aJTvljmrWrIkPPvgAubm52LdvHz799FPExMTodlj9+++/ERsbi2nTpkk7j0yrm/eO1alTxza4/u9//0P37t0llpXNYrGgQYMGePzxxwEA9erVQ3JyMrZu3arrwe9mO3bswL333qubcybt+d///of4+Hg8//zziIiIQFJSEmJjYxEYGKjr7/OkSZPw+eef4x//+AeMRiPq1auHTp064dy5c7LTiKoUpxhU/fz8YDQaS/2UmJ6ertQ5c6pYtGgRDh48iJiYGAQHB8vOuSNXV1fbXpD69evjjz/+wKZNm/Dss89KLrPv7NmzyMjIwGuvvWZ7zGKx4MSJE9i8eTOWLVum+wuVvL29UbNmTVy+fFl2SpkCAwNL/bASHh6OhIQESUXapKam4ujRo5gyZYrslNv65ptvMGjQINs5kbVr10ZqairWrVun60E1LCwMMTExyM/PR15eHgIDAzFv3jwlzmMGYPu3LyMjA4GBgbbHMzIyeBU9KcUpBlVXV1fUr18fiYmJtttcWCwWJCYmom/fvpLrnIfVasVXX32F/fv3Y+bMmcr8hX0ri8UCs9ksO6NMLVq0KHU17Oeff46aNWti0KBBuh9SgesXgl2+fFnXh3cbN25c6tSgixcvIiQkRFKRNjt27IC/v7/tIiW9KigoKPV71mg0wmq1SirSxsPDAx4eHsjOzsaRI0fwxBNPyE4ql9DQUAQEBOC3336zDaa5ubk4c+YMevfuLTeOSAOnGFQBYODAgfj0009Rv359NGzYEJs2bUJBQYFuf2K/8Q/5DSkpKUhKSoKPjw+qVasmsaxsixYtQnx8PF599VV4enra9mB7eXnp9hD1smXLcO+996JatWrIz89HfHw8jh8/XuoOBnri6elZ6rxfd3d3+Pr66vZ84Li4OLRt2xbVqlXDtWvXsHLlShiNRnTu3Fl2WpkGDBiA6dOnY82aNejYsSPOnDmD7du363ZP+80sFgt27tyJrl27wsXFRXbObbVp0wZr1qxBtWrVEB4ejqSkJGzYsMF2hxa9Onz4MADYjgx8/fXXqFWrlq7+TbnTvyP9+/fHmjVrUKNGDYSGhuLbb79FYGCg7S4AemzOzs7G33//jbS0NACw/TAZEBDAI6RVlMGqyo+15bB582asX78e6enpqFu3LsaMGYPIyEjZWXYdO3YMMTExpR7v2rUrJk6cKKHozoYPH2738QkTJujqL++bff7550hMTMS1a9fg5eWFOnXqYNCgQcpcSX/DzJkzUbduXd3e8H/+/Pk4ceIEsrKy4OfnhyZNmuDRRx/V/YUnBw4cwLJly3D58mWEhoZiwIAB6Nmzp+ysOzpy5IjtPtF6XnADKH3j/KCgIHTq1AnDhg2Dq6t+95Xs3bsXy5cvx9WrV+Hj44P7778fjz32GLy8vGSn2dzp35EbN/zftm0bcnNz0aRJE4wdO1bq75k7Ne/cuROfffZZqeeHDRtW5r9B5NycalAlIiIiIueh/5PdiIiIiKhK4qBKRERERLrEQZWIiIiIdImDKhERERHpEgdVIiIiItIlDqpEREREpEscVImIiIhIlzioElG5ffrpp7pdkKKiHDt2DMOHD8exY8dkpxARVXn6XRaEiIQo72ovM2bMqOQS/YqPj0dGRgYGDBggO4WIqErhylREVdzPP/9c6uOjR49i0qRJJR5v2bIlfHx8YLVaYTKZRCYKZbFYUFRUBFdXVxiN1w86vffeezh//jw+/fRTyXVERFUL96gSVXFdunQp8fHp06dx9OjRUo9XFUajEW5ubrIziIgIHFSJSINPP/0Ux48ft+1ZTElJwaRJk/DEE0/Azc0NGzZsQHp6Opo0aYJ//OMfCA4OxurVq7Ft2zZkZWWhVatWmDBhAnx8fEq876FDh7B27VqcO3cOBoMBTZs2xRNPPIGIiIjb9qxcuRKrVq3CypUrSzy+c+dOfPbZZ/jkk08QGhoKAJg4cSIiIiIwePBgLFmyBMnJyQgMDMQjjzyCrl272l577NgxxMTEYMaMGbjnnnswc+ZMHD9+HMD/nSYREhJi+x78+OOP2Lp1K1JSUmAymVC9enUMHDgQnTt3duA7TUREAAdVIqoA8fHxKCoqQt++fZGdnY3169dj3rx5aN68OY4fP45Bgwbh8uXL2Lx5M+Li4jBhwgTba3/++Wd8+umnaNWqFUaOHImCggJs2bIFb775JmbPnm0bNCvC5cuX8eGHH6J79+7o2rUrduzYgc8++wz169cvcygeOnQocnNzcfXqVYwaNQoA4OHhAQDYtm0bFi9ejPbt26N///4oLCxEcnIyTp8+zUGViKgCcFAlIoelpaXh448/hpeXF4Dr53muW7cOhYWFeO+99+Di4gIAyMzMRHx8PJ555hmYTCbk5+dj8eLF6N69O8aPH297v65du+LFF1/E2rVrSzzuqIsXLyImJgZNmzYFAHTs2BHPPfccduzYgaeeesrua1q2bImgoCDk5OSUOh3i4MGDiIiIwMsvv1xhjURE9H94eyoiclj79u1tQyoAREZGAgAeeOAB25B64/GioiKkpaUBAI4ePYqcnBx06tQJmZmZtl9GoxGRkZEVfouo8PBw25AKAH5+fqhZsyZSUlLu6v28vb1x9epVnDlzpqISiYjoJtyjSkQOq1atWomPbwytZT2ek5MDALh06RIAYNasWXbf19PTs1I7gevD5o0erQYNGoTffvsNU6dORVhYGFq2bInOnTujSZMmjqYSERE4qBJRBbhxG6fyPn7jrng3/nfSpEkICAgotd3Ne2PtMRgMdh+3WCx31aNVeHg45s+fj4MHD+Lw4cNISEjAli1bMGzYsHLfn5aIiMrGQZWIpKlevToAwN/fHy1bttT8em9vbwDX99De+P8AkJqaWjGB5eDh4YGOHTuiY8eOKCoqwpw5c7BmzRoMHjyYt7kiInIQz1ElImlatWoFT09PrF27FkVFRaWez8zMvO3rw8LCAAAnTpywPZafn49du3ZVaKeHhwdyc3NLPZ6VlVXiY1dXV4SHh8NqtaK4uLhCG4iIqiLuUSUiaby8vPDMM89gwYIFeO2119CpUyf4+fnh77//xsGDB9G4cWOMHTu2zNe3bNkS1apVw+eff46HHnoIRqMRO3bssL1HRalfvz727t2LJUuWoEGDBvDw8EDbtm3x9ttvIyAgAI0bN0ZAQAAuXLiAn376Ca1bt67w82uJiKoiDqpEJFXnzp0RGBiIdevWYf369TCbzQgKCkLTpk3RrVu3277W1dUVU6ZMwaJFi7BixQoEBASgf//+8PHxwWeffVZhjb1790ZSUhJ27tyJjRs3IiQkBG3btkWvXr2we/dubNy4Efn5+QgKCkK/fv0wdOjQCvvcRERVmcF6t1cREBERERFVIp6jSkRERES6xEGViIiIiHSJgyoRERER6RIHVSIiIiLSJQ6qRERERKRLHFSJiIiISJc4qBIRERGRLnFQJSIiIiJd4qBKRERERLrEQZWIiIiIdImDKhERERHpEgdVIiIiItIlDqpEREREpEv/H2EiiwCJBGo9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 4 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=2, d=1, j=2, p=0), start_time=0, machine_id=2)\n",
      "Current time: 1\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0               -1.0       1.0          1.0            0.0          1.0\n",
      "1      0.0                0.0       1.0          1.0            0.0          0.0\n",
      "2      1.0                1.0       7.0          0.0            0.0          0.0\n",
      "3      0.0                8.0       2.0          0.0            1.0          0.0\n",
      "4      0.0                1.0       5.0          1.0            0.0          0.0\n",
      "5      1.0                6.0       1.0          0.0            0.0          0.0\n",
      "6      0.0                7.0       1.0          0.0            1.0          0.0\n",
      "7      0.0               -1.0       0.0          1.0            0.0          1.0\n",
      "8      1.0                0.0       3.0          0.0            0.0          0.0\n",
      "9      0.0                6.0       2.0          0.0            1.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                0.0       6.0          0.0                  3.0          0.0\n",
      "1      0.0                6.0       2.0          2.0                  1.0          0.0\n",
      "2      1.0                1.0       8.0          0.0                  2.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                1.0       9.0          1.0                  2.0          0.0\n",
      "1      1.0                6.0       2.0          1.0                  2.0          0.0\n",
      "2      1.0                0.0       5.0          0.0                  2.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 5 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=2, d=7, j=0, p=2), start_time=2, machine_id=2)\n",
      "Current time: 1\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0               -1.0       1.0          1.0            0.0          1.0\n",
      "1      0.0                0.0       1.0          1.0            0.0          0.0\n",
      "2      0.0                1.0       7.0          1.0            0.0          0.0\n",
      "3      0.0                8.0       2.0          0.0            0.0          0.0\n",
      "4      0.0                1.0       5.0          1.0            0.0          0.0\n",
      "5      1.0                8.0       1.0          0.0            0.0          0.0\n",
      "6      0.0                9.0       1.0          0.0            1.0          0.0\n",
      "7      0.0               -1.0       0.0          1.0            0.0          1.0\n",
      "8      1.0                0.0       3.0          0.0            0.0          0.0\n",
      "9      0.0                6.0       2.0          0.0            1.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                0.0       6.0          0.0                  3.0          0.0\n",
      "1      0.0                6.0       2.0          2.0                  1.0          0.0\n",
      "2      1.0                8.0       1.0          1.0                  1.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                8.0       2.0          2.0                  1.0          0.0\n",
      "1      1.0                8.0       2.0          1.0                  2.0          0.0\n",
      "2      1.0                0.0       5.0          0.0                  2.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 6 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=0, d=3, j=2, p=1), start_time=1, machine_id=0)\n",
      "Current time: 7\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0               -7.0       1.0          1.0            0.0          1.0\n",
      "1      0.0               -6.0       1.0          1.0            0.0          1.0\n",
      "2      0.0               -5.0       7.0          1.0            0.0          0.0\n",
      "3      1.0                2.0       2.0          0.0            0.0          0.0\n",
      "4      0.0               -5.0       5.0          1.0            0.0          1.0\n",
      "5      1.0                2.0       1.0          0.0            0.0          0.0\n",
      "6      0.0                3.0       1.0          0.0            1.0          0.0\n",
      "7      0.0               -7.0       0.0          1.0            0.0          1.0\n",
      "8      0.0               -6.0      -3.0          1.0            0.0          1.0\n",
      "9      1.0                0.0       2.0          0.0            0.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                2.0       3.0          0.0                  2.0          0.0\n",
      "1      1.0                0.0       2.0          0.0                  1.0          0.0\n",
      "2      1.0                2.0       1.0          1.0                  1.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                2.0       2.0          1.0                  1.0          0.0\n",
      "1      1.0                2.0       2.0          0.0                  2.0          0.0\n",
      "2      1.0                0.0       2.0          0.0                  1.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 7 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=0, d=2, j=0, p=3), start_time=9, machine_id=0)\n",
      "Current time: 7\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0               -7.0       1.0          1.0            0.0          1.0\n",
      "1      0.0               -6.0       1.0          1.0            0.0          1.0\n",
      "2      0.0               -5.0       7.0          1.0            0.0          0.0\n",
      "3      0.0                2.0       2.0          1.0            0.0          0.0\n",
      "4      0.0               -5.0       5.0          1.0            0.0          1.0\n",
      "5      1.0                2.0       1.0          0.0            0.0          0.0\n",
      "6      0.0                4.0       1.0          0.0            1.0          0.0\n",
      "7      0.0               -7.0       0.0          1.0            0.0          1.0\n",
      "8      0.0               -6.0      -3.0          1.0            0.0          1.0\n",
      "9      1.0                0.0       2.0          0.0            0.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                4.0       1.0          1.0                  1.0          0.0\n",
      "1      1.0                0.0       2.0          0.0                  1.0          0.0\n",
      "2      1.0                2.0       1.0          1.0                  1.0          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       0.0          2.0                  0.0          1.0\n",
      "1      1.0                2.0       2.0          0.0                  2.0          0.0\n",
      "2      1.0                0.0       2.0          0.0                  1.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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EROSEjH20jJk9ncViwYwZM9CkSRNER0ejf//+2Lt3b7n9UlNT0aVLF0RHR6NPnz44fPjwVY87YcIETJkyBS1btnRVdKFYqBIRScYGDfYjDPsRBhuXUCWSwpw5c/Dll19i8eLF2Lp1K2JjYzFs2DBkZWWV2S8xMRGJiYn45ptvEBoaipEjR97QZ8hZqKpAbm6u6AhEJJFijQ7TNF0xTdMVxRqd6DgeT8Y+WsbMnqygoABJSUmYNWsWevTogUaNGmHBggXw9vbGxx9/XGbfadOmoWvXrmjSpAkWL16MjIwMbNy4UVBy8VioqoCXl5foCERE5ISMfbSMmT3ZyZMnUVJSgjZt2ji2GQwGxMfH49ixY2X2bdWqlePn4OBg1K9fH0ePHnVbVrVhoaoC7FCIiNRLxj5axsxEFWGhqgJc6o6IlPC2W/GpfQM+tW/gEqpuIGMfLWNmTxYTEwOj0YjU1FTHtpKSEuzbtw8NGzYss+/u3bsdP2dnZyM9Pb3cPjcSzqOqAlzqjoiUCkKx6Ag3DBn7aBkzezJfX18kJCQgMTERwcHBqF27Nt544w2YzWaMGDGizL7z589HcHAwwsPD8dJLLyEkJAR9+vRxeuzz58/jwoULOHHiBADg8OHD8PX1RVRUFIKDg136udyBhaoKBAcHl7vrj4iI1EHGPlrGzJ7IZrNBr79cas2cORM2mw2TJk1Cfn4+WrRogVWrViEoKKjMa2bOnImZM2ciPT0dTZs2xbJly2A0Gp2+x5IlSzBv3jzH47vuugsAsGjRItx7773V/6HcTGO32+2iQ1Q328WBgDVNdIxKKw46gMzMTNExFBkVNVV0BKIblrfdii+wHgBwJwaiSMNzDq70ReEy6frokJAQqTIbDAaEh4c7fT49PV3KuWGHDRuG2NhYvPzyy6KjlJOXl4d69eqJjnFNHKOqAhaLRXQEIiJyQsY+WsbMniQ7OxubN2/Grl270LlzZ9FxpMav4SpQXMyxZkREaiVjHy1jZk8ydepU7Nu3Dw8//PBVx5fStbFQVQF/f3+pLtEQEd1IZOyjZczsSZYsWSI6gsdgoUpEJBkbNDiCYMfPRESeioWqCuTl5YmOQEQSKdboMBk9RMe4YcjYR8uYmagivJlKBQwGg+gIRETkhIx9tIyZiSrCQlUFvL29RUcgIiInZOyjZcxMVBEWqirggVPZEpELedmtWGbfiGX2jfDiEqouJ2MfLWNmoopwjKoKcPUQIlJCAyAShY6fybVk7KNlzExUEVUVquvWrUNqaipOnz4No9GIhg0b4v7770etWrVER3OpoKAgrstMRKRSMvbRMma+0e3cuRODBg3CsWPHEBgYKDqOaqiqUE1LS0OvXr1Qv359lJaWYuXKlXj++eexYMECjx5vo9VyBAYRkVrJ2EfLmPl6hJZ2cNt7XdLtVPyaRx55BDk5OVi6dKkLEl0+c/7KK69g+/btOH36NEJDQ9GnTx/85z//QUBAgEve091UVag+/fTTZR5PmjQJY8eORXp6Opo0aSIoletxqTsiIvWSsY+WMTMpd+7cOZw7dw6zZ89Gw4YN8ddff2H69Ok4d+4cPvzwQ9HxqoWqv3IVFl4eg+Xn5yc4iWuxQyEiUi8Z+2gZM3s6i8WCGTNmoEmTJoiOjkb//v2xd+/ecvulpqaiS5cuiI6ORp8+fXD48GGnx2zcuDE++ugj9OrVC7GxsejUqRNmzJiBzZs3w2r1jBstVVuo2mw2JCUloVGjRqhTp06F+5SUlKCwsNDxx2w2uzll9fCU0/NERJ5Ixj5axsyebs6cOfjyyy+xePFibN26FbGxsRg2bFi5G98SExORmJiIb775BqGhoRg5ciRKSkoq/T65ubnw9/eHXq+qi+bXTbWf4oMPPsCff/6JOXPmON1n3bp1WLNmjeNxbGws5s6d6454RETC2AGcRIDjZyJSt4KCAiQlJWHRokXo0ePyqnILFixAy5Yt8fHHH2Py5MmOfadNm4auXbsCABYvXoxbbrkFGzduxIABA675PpcuXcKCBQswcuRIl3wOEVRZqH7wwQfYs2cPEhMTERoa6nS/QYMGoX///o7HGo2cE7Xk5+eLjkBEErFo9BiHnqJj3DBk7KNlzOzJTp48iZKSErRp08axzWAwID4+HseOHSuzb6tWrRw/BwcHo379+jh69Og13yMvLw8jRoxAw4YNMX369OoLL5iqClW73Y4PP/wQqampmD17NiIiIq66v8Fg8Ihl4vR6PYqLi0XHICKiCsjYR8uYma5ffn4+hg0bBl9fXyQlJXlEbXSFqsaofvDBB9ixYwemTp0Kk8mE7OxsZGdne/w/Nk+eeouISHYy9tEyZvZkMTExMBqNSE1NdWwrKSnBvn370LBhwzL77t692/FzdnY20tPTy+3zT3l5ebjnnntgNBqxbNkyj/t/r6ozqps3bwYAzJ49u8z2iRMnOsZrEBHd6LzsVryB7wAAk9EdFo2qunIi+hdfX18kJCQgMTERwcHBqF27Nt544w2YzWaMGDGizL7z589HcHAwwsPD8dJLLyEkJAR9+vSp8Lh5eXkYOnQoCgsL8dZbbyEvLw95eXkAgLCwMOh0Opd/NldTVe+2evVq0RGEyMzMFB2BiCSiARCDXMfP5Foy9tEyZvZENpvNcff9zJkzYbPZMGnSJOTn56NFixZYtWoVgoKCyrxm5syZmDlzJtLT09G0aVMsW7YMRqOxwuMfOHDAcQb2tttuK/PcL7/84nTWJJmoqlC9UQUGBiInJ0d0DCIiqoCMfbSMma/H9awW5U4XL15EbGwsgMvDMV588UW8+OKLFe7boUMHXLhwAQDQs2flbpb852s8larGqN6oPOHUPBGRp5Kxj5YxsyfJzs7G5s2bsWvXLnTu3Fl0HKnxjKoKePrNYkREMpOxj5YxsyeZOnUq9u3bh4cfftjp+FKqHBaqKiDrilpERDcCGftoGTN7kiVLloiO4DF46V8FAgMDRUcgIiInZOyjZcxMVBGeUSUikowdwDn4OH4m8nSyrjypZrK0KQtVFeBSd0SkhEWjx0j0FR3jhiFjHy1j5qvRaDSw2WzQankhuDrYbDZpClX+H1cB3p1JRKReMvbRMma+mho1aiAvLw82m010FOnZbDbk5eWhRo0aoqNUCs+oqoDJZOLAdyIilZKxj5Yx89WYTCbUrl0b58+fh91uh93OQS/XQ6PRQKPRoHbt2jCZTKLjVAoLVSIiyRjtpViA7QCAx9EVxRrPOntGVBGTyYSYmBjRMcjNWKiqQFZWlugIRCQRLexohCzHz+RaMvbRMmYmqgjHqKpAQECA6AhEROSEjH20jJmJKsJCVQU8bdA7EZEnkbGPljEzUUVYqKpASUmJ6AhEROSEjH20jJmJKsJCVQUKCgpERyAiIidk7KNlzExUERaqKhAUFCQ6AhEROSFjHy1jZqKK8K5/IiIJZcMoOgIRkcuxUFUBXqIhIiWKNHrcg7tEx7hhyNhHy5iZqCK89K8Csqy3S0R0I5Kxj5YxM1FFWKiqgI+Pj+gIRETkhIx9tIyZiSrCQpWISDJGeynm2bdjnn07jPZS0XGIiFyGY1RVgEvdEZESWtjRAhcdP5NrydhHy5iZqCI8o6oC/v7+oiMQEZETMvbRMmYmqggLVRXQ63lim4hIrWTso2XMTFQRFqoqYLVaRUcgIiInZOyjZcxMVBEWqiqQn58vOgIRETkhYx8tY2aiirBQVQEudUdEpF4y9tEyZiaqCAexEBFJyAyd6AhERC7HQlUFCgsLRUcgIokUafS4C4NEx7hhyNhHy5iZqCK89K8CdjvnQSQiUisZ+2gZMxNVhIWqCvj6+oqOQERETsjYR8uYmagivPRPRCQZg70Us/AjACAR7VCi4XhVIvJMLFRVIDs7W3QEIpKIDnbchnOOn0sE5/F0MvbRMmYmqggv/asAL9EQEamXjH20jJmJKsJCVQUMBoPoCERE5ISMfbSMmYkqwkJVBbjUHRGResnYR8uYmagiLFRVIC8vT3QEIiJyQsY+WsbMRBVhoaoCwcHBoiMQEZETMvbRMmYmqggLVSIiIiJSJU5PpQJms1l0BCKSSJFGjzswRHSMG4aMfbSMmYkqwjOqKmCz2URHICIiJ2Tso2XMTFQRFqoqwPnuiIjUS8Y+WsbMRBXhpX8iIskY7KX4D1IBAC+jDZdQJSKPxTOqKpCTkyM6AhFJRAc7OuM0OuM0dLCLjuPxZOyjZcxMVBEWqipgMplERyAiIidk7KNlzExUERaqKmA0GkVHICIiJ2Tso2XMTFQRFqoqUFpaKjoCERE5IWMfLWNmooqwUFUBjiUiIlIvGftoGTMTVYSFqgqEhISIjkBERE7I2EfLmJmoIixUiYiIiEiVOI+qCnCpOyJSogg63ImBjp/JtWTso2XMTFQRFqoqwEHvRKSIRoMidt9uI2MfLWNmoorw0r8K+Pn5iY5AREROyNhHy5iZqCIe+ZX8kv2/KLGViI5RaTIOef+icBkyMzNFx1AkJCREusyAnLmZ2cUsFgQ9+SS8vLxwfs4cwMtLdKJKk6qdiUg4jd1u97j19zIyMlBSIk+hqtfrYbVaRcdQhJndR8bczOxamsJC1IyLAwCcPXYMdh8fwYkqT6Z2voKZXc9gMCA8PFx0DFIhXvpXAW9vb9ERFGNm95ExNzOTMzK2MzMTicNCVQVkXOqOmd1HxtzMTM7I2M7MTCQOC1UVsNlsoiMoxszuI2NuZiZnZGxnZiYSh2NUiYgkI/MYVaKKcIwqOcMzqioQHBwsOoJizOw+MuZmZnJGxnZmZiJxWKiqgEajER1BMWZ2HxlzMzM5I2M7MzOROB45j6psioqKREdQjJndR8bczOxadpMJ5w4cgMlkgt1kEh1HEZna+QpmJhKHhaoKyDielpndR8bczOxiGg1soaEoNhgAmXJDsnb+GzMTicNL/yrg7+8vOoJizOw+MuZmZvdgZvdgZiJxWKgSEcnGYkHgjBnQP/ooYLGITkNE5DK89K8Cd/qMFB1Bsd8XthUdgeiGZbJYcGjJEgCAZto0yDTHYG5urugIijEzkTg8o0pERG7j5eUlOoJizEwkDgtVIiJyGxkLKGYmEoeFKhERuY2MiyEyM5E4LFSJiMhtsrKyREdQjJmJxGGhSkREbiPj0p7MTCQOC1UiInIbGZf2ZGYicVioEhFJpshgQKdnZyB3/37Yvb1Fx1HEIuG8r8xMJA4LVSIiydi1WpwODUFRZCSglasbl7GAYmYiceTq4YiIyCEgIEB0BMWY2T1kzExUERaqRESSMVit+M/nX0D/1FNAcbHoOERELsNClYhIMvrSUoz/7nvoFy6ExmoVHUeRvLw80REUY2YicVioEhGR2xgMBtERFGNmInFYqBIRkdt4SzZLAcDMRCKxUCUiIreRcWlPZiYSh4UqERG5jYxLezIzkTgsVImIyG2CgoJER1CMmYnEYaFKRERuo5VsgQKAmYlEqva/yXa7HQcPHsTevXthNpur+/BERDe8IoMBvf4zDfk//STdEqrFEs77ysxE4uir8uKVK1fi6NGjmDVrFoDLRerzzz+PgwcPAgDCwsLwzDPPIDIysupJiYgIwOUlVI/VjERhbCwg2TyqRUVFoiMoxsxE4lTpjGpKSgrq16/vePzTTz/h4MGDuPfee/Hkk0/CZrPh008/rXJIIiIqT8ZlMpnZPWTMTFSRKp1RzczMLHO2NCUlBVFRURg0aBAA4I477sCWLVuqlpCIiMowWK2YuOVb6C9kAWPHAkaj6EhERC5RpTOqOp0O1r8vO10Zm9qiRQvH80FBQcjNza1aQiIiKkNfWoqpm7ZA/8IL0i2hmp+fLzqCYsxMJE6VCtXo6Gjs2LED+fn52LZtG/Ly8nDrrbc6ns/IyODlByIictDpdKIjKMbMROJUqVAdMmQITp48iTFjxuDdd9/FTTfdhKZNmzqe37NnT5kxrEREdGMzmUyiIyjGzETiVGmMavPmzTF37lwcOHAAPj4+aN++veO5/Px8NG7cGK1bt65ySCIiIiK68VSpUAWAqKgoREVFldvu5+eHhISEqh6eiIg8SGZmpugIijEzkTjVMuH/0aNHsW7dOiQlJeHs2bMAAIvFgvT0dM7lRkREDoGBgaIjKMbMROJU6Yyq1WrFwoUL8fPPPzu2tWrVCjVr1oRGo8ELL7yAfv36YfDgwVUOSkRE8pPxJh9mJhKnSmdUP/nkE+zevRvjxo3DwoULyzxnNBrRtm3bMkUsERFVncVgwMDHpyD/u+9g9/ISHUcRGZf2ZGYicapUqO7cuRM9e/bE7bffDj8/v3LP165dGxcuXKjKWxAR0b/YtFocqFsHBU2aAJKdOTObzaIjKMbMROJUqVDNzc1FnTp1nB9cq4XFYqnKWxARkRMyjkNkZveQMTNRRao0RjU0NBSnT592+vyRI0fKLLFKRERVZ7BakfD9DujyLcDw4VxClYg8VpXOqHbs2BFbt27F0aNHyz23detW/Pjjj+jcuXNV3oKIiP5FX1qKpzZ8BcPTT0u3hGpBQYHoCIoxM5E4VTqjOnjwYBw7dgyzZs1C7dq1AQBLlixBfn4+MjMzER8fj/79+1dLUCIikp9WWy2zIroVMxOJU6VCVa/XY8aMGdixYwd++ukn2Gw2WK1W1K1bF/feey86d+4MjUZTXVmJiEhyJpNJuht9mJlInCqvTKXRaNC5c2de4iciIiKiasVrA0RE5DZZWVmiIyjGzETiVPmM6r59+/Ddd9/hwoULKCgogN1uL/O8RqPB4sWLq/o2RETkAfz9/ZGbmys6hiLMTCROlQrVDRs24OOPP0ZQUBDq169/1TlViYiI9Poqnx9xO2YmEqdKf5M3btyIpk2b4qmnnuI/CiIiN7EYDLhv8kP4oM+d0i2hWlJSIjqCYsxMJE6VqsuCggK0bduWRSoRkRvZtFqkxDVA7q23Ajab6DiKyDi/JzMTiVOlm6kaNGiAM2fOVFcWIiJSICgoSHQExZjZPWTMTFSRKhWqY8aMQWpqKpKTk6srDxERXYO+tBQjd+yE7p13AF7iJSIPprH/+zZ9BaZNm4b8/HxkZWXB29sboaGh5VbD0Gg0ePXVVyt1vLS0NGzYsAEnTpxAVlYWpk2bhjZt2ijOlZGRIdX4nFFRU0VHUOz3hW1FRyC6YZksFhx64mkAwNljx2D38RGcqPK8vLxgsVhEx1CEmV3PYDAgPDxcdAxSoSoNLvXz84O/vz9q1qxZLWEsFgtiYmLQvXt3zJs3r1qOSURE6iHjaoXMTCROlQrV2bNnV1OMy+Lj4xEfH1+txyQiIvXw8fFBUVGR6BiKMDOROFLfrl9SUlLmEr9Go4HJZBKYiIiIiIiqi6JCNS0tDQDQpEmTMo+v5cr+1W3dunVYs2aN43FsbCzmzp3rkvciIqKqy87OFh1BMWYmEkdRoZqYmAgA+Pjjj6HX6x2Pr2XVqlXKk1XCoEGD0L9/f8djjskhIlI3Pz8/6Zb2ZGYicRQVqrNmzbr8or8n+L/yWBSDwQCDwSA0AxERVZ6MC8QwM5E4iv4m//sSvqsu6RMRkXPFej3GjB+NN+7oA7vRKDqOIlarVXQExZiZSBxVfeUqKirCuXPnHI8vXLiAkydPws/PD2FhYQKTERGpR6lOh203N0F2hw7A9U+FLUReXp7oCIoxM5E4VS5U//rrL2zfvh3nz59HQUEB/r1+gEajwbPPPlupY/3+++9lxr0uXboUANClSxdMmjSpqlGJiDxKcHAwMjMzRcdQhJndQ8bMRBWpUqH6ww8/4K233oJOp0OtWrXg5+dXbh8lC1/dfPPNWL16dVUiERF5PH1pKQb8sgc60zKgZ0+AY/WJyENVqVD99NNPERsbi6eeegoBAQHVlYmIiK7CYLXi1RWrgBWroDl2DHaJCtXCwkLRERRjZiJxtFV5cWZmJrp168YilYiIKkXJVTa1YGYicapUqNatW5djYIiIqNJ8fX1FR1CMmYnEqVKh+sADD2Dbtm04cuRIdeUhIiIiIgKgcIxqRcuT+vj44Nlnn0VUVBTCwsKg1ZatfTUaDZ544omqpSQiIo8g49KezEwkjqJC9dSpUxVuDwsLQ1FREf76669yz3FZUyIiusLX11e6OT6ZmUgcRYXqm2++6aocRER0A5Bx2WtmJhKnSmNUiYjI/Yr1ekxKGImipUulW0K1tLRUdATFmJlInCoVqgcOHMCKFSucPr9y5UocPHiwKm9BRET/UqrT4ev4Fsi6/XZAr6qVsK8pNzdXdATFmJlInCoVqp999hkuXbrk9PnMzEx89tlnVXkLIiJyIjg4WHQExZjZPWTMTFSRKhWqp06dQlxcnNPn69ev7/QGLCIiuj660lL02bsf2s8+A6xW0XGIiFymSoWq1WqF9SqdpNVqhcViqcpbEBHRvxitVryZtAzG+++HprhYdBxFzGaz6AiKMTOROFUqVKOjo5Gamlrhc3a7HSkpKYiKiqrKWxARkQeR8SYfZiYSp0qFau/evXHkyBEsWLAAp06dQmlpKUpLS/HHH39gwYIFOHr0KHr37l1dWYmISHJ+fn6iIyjGzETiVOl20c6dO+P8+fP47LPPkJKS4liVymazQaPR4O6770bXrl2rIycRERER3WCqPK/JPffcg06dOiE1NRUXLlwAANSoUQOtW7dGZGRklQMSEZHnyMnJER1BMWYmEqdaJuCLjIzEXXfdVR2HIiIiD2YymZCfny86hiLMTCQOV6YiIiK3MUq2khbAzEQiVfmM6t69e/Hll1/ixIkTKCwshN1uL7fPqlWrqvo2RET0txK9HtOHD8PznbvBLtma7jLejc7MROJU6YzqTz/9hJdffhk5OTlo37497HY7OnTogA4dOsBoNKJu3boYMmRIdWUlIiIAVp0On93WGpfuvBOQrFCVcewkMxOJU6VCdf369WjQoAFeeeUVDB06FADQvXt3TJkyBfPnz0dWVhYiIiKqJSgREZUVEhIiOoJizOweMmYmqkiVCtW//voLHTp0gFarhU6nAwDHSlURERHo1asXPv/886qnJCIiB11pKbodSoP266+5hCoRebQqFapeXl7Q6y8Pc/X19YVer0d2drbj+cDAQMeUVUREVD2MVis+eO9DGAcPlm4J1aKiItERFGNmInGqVKjWqlULf/31l+NxTEwMfvjhB5SWlqK4uBjJyckICwurckgiIvIMVgnPADMzkThVKlRbt26Nn3/+GSUlJQCAwYMH49ChQ0hISMDYsWPx22+/YeDAgdWRk4iIPICMS3syM5E4VZqe6q677ioz0X/Lli0xe/Zsx3Kqt956K5o2bVrlkERERER046mWlan+qXHjxmjcuHF1H5aIiDxAbm6u6AiKMTOROIoL1blz5yraX6PR4IknnlD6NkRE5IG8vLykGz/JzETiKC5U9+zZA4PBgKCgoApXofo3jUZzXcGIiMjzeHl5oaCgQHQMRZiZSBzFhWpISAgyMzPh7++Pjh07okOHDggKCnJBNCIiqkiJXo9ZQwbh6fadpFtC1WaziY6gGDMTiaOxV+a06L+kpaUhOTkZP/30E8xmM5o0aYKOHTuibdu2MJlMrsipSEZGhmMmAhmMipoqOoJivy9sKzoC0Q0vech9oiMQVQuDwYDw8HDRMUiFrqtQvcJqtWLv3r1ITk7Gnj17YLPZEB8fj44dO6Jly5YwCPqmz0LV9VioEol3aNxEZGVliY6hSHBwMDO7gWyZWaiSM1W661+v16N169Zo3bo1ioqKkJKSgi1btuC1117DPffcgyFDhlRXTiIi+pvWZkPr39Oh27EDaNwY+HsJaxnIeN8CMxOJU6UJ/68oKSnBvn378PPPP+PEiRMwGo2IiIiojkMTEdG/eJWUYOUb78DYqxc0FovoOIrIuLQnMxOJc91nVG02Gw4cOICdO3fi559/hsViQfPmzTFhwgS0adMG3t7e1ZmTiIg8gEzDsq5gZiJxFBeqR44ccdxIlZeXh7i4ONx3331o164dAgICXJGRiIg8hL+/PzIzM0XHUISZicRRXKg+++yzMBqNiI+PR4cOHRyDny9evIiLFy9W+Jp69epVLSURERER3XCu69J/cXExUlJSkJKSUqn9V61adT1vQ0REHiYvL090BMWYmUgcxYXqww8/7IocRER0AzAajdKNn2RmInEUF6pdu3Z1QQwiIroRyLi0JzMTiVOleVSJiMj9rDodXrqrH6bd1h52vVzdeBXWmBGGmYnEqZZ5VImIyH1K9Hr8t0c3ZCQkAEaj6DiKyLRa0hXMTCQOC1UiIkkFBQWJjqAYM7uHjJmJKsJClYhIMlqbDc3/OAXdnj1AaanoOIpotfL92mFmInH4N5mISDJeJSVYv2ARvDp1km4JVYtkeQFmJhKJhSoREbmNjAUUMxOJw0KViIjcRsaltpmZSBwWqkRERESkSixUiYjIbWRc2pOZicRhoUpERG5jMBhER1CMmYnEYaFKRERu4+3tLTqCYsxMJI5ca+8RERGsOh1e730HJrVsI90SqkRESvCMKhGRZEr0erzepxcuTJwo3RKqmZmZoiMoxsxE4vCruAp8nr8E2dnZomMoEhQUxMxuImNuZnYPZnYPZiYSh4WqCsi41B0zu4+MuZnZxWw26I8dgy4wEIiIACTKLlU7/42ZicRhoaoCxcXFoiMoxszuI2NuZnYtTVERIrp3v/zzsWOw+/gITlR5MrXzFcxMJA6/cqmA2WwWHUExZnYfGXMzMzkjYzszM5E4LFRVIDAwUHQExZjZfWTMzczkjIztzMxE4rBQJSIiIiJVYqGqAvn5+aIjKMbM7iNjbmYmZ2RsZ2YmEoeFqgrodDrRERRjZveRMTczkzMytjMzE4nDQlUFTCaT6AiKMbP7yJibmckZGduZmYnE4fRURESSsev1yH/oIXh7e3MJVSLyaBq73W4XHaK6ZWRkoKSkRHQMIiIiqgSDwYDw8HDRMUiFPLJQfbjlEzi+94ToGJX2zZn9oiOQipn99yInJ0d0DEUCAwOZ2Q2Y2T1GRU0VHcHjNYiPxdu7XxEdg1SI14yIVE7GmyKY2cVsNuhOn4Y+Lw/w9ZVqCVWp2pmIhGOhSqRyMg5jYWbX0hQVoUbbtpd/lmwJVZnamYjEk+drONENqrCwUHQExZiZnGE7E5ESLFSJVE7GpRCZmZxhOxOREixUiYiIiEiVWKgSqVxBQYHoCIoxMznDdiYiJVioEqmcRqMRHUExZiZn2M5EpAQLVSKV85Hoju4rmJmcYTsTkRKcnoqISDJ2nQ4Fo0bBy9sbds5LSkQejIUqkcplZWWJjqAYM7uYlxdyXnzx8mV0yRYXlKqdiUg4XvonUjl/f3/RERRjZvdgZiLydDyjSqRyer18/0yZ2cXsdmgzM6EvLb28fKpENyhJ1c5EJBzPqBKpnIxLTjKza2nMZkQ2bw7vOnWgMZtFx1FEpnYmIvFYqBKpnIzzTjIzOcN2JiIlWKgSqVxQUJDoCIoxMznDdiYiJVioEhEREZEqsVAlUrnCwkLRERRjZnKG7UxESrBQJSIiIiJVYqFKpHIyLjnJzOQM25mIlOCEdkREkrHrdCi85x54eXlxCVUi8mgsVIlULjs7W3QExZjZxby8kL1wIbRaLWCziU6jiFTtTETC8dI/kcr5+vqKjqAYM7sHMxORp2OhSqRyBoNBdATFmNnF7HZoCgthKC4G7HbRaRSRqp2JSDgWqkQqZ7VaRUdQjJldS2M2o2ZcHLzDwqRbQlWmdiYi8VioEqlcXl6e6AiKMTM5w3YmIiVYqBKpXHBwsOgIijEzOcN2JiIlWKgSERERkSqxUCVSORmXnGRmcobtTERKsFAlUjm7ZHd1A8xMzrGdiUgJFqpEKifjvJPMTM6wnYlICa5MRUQkGbtWC3O/fjAajbBreb6BiDwXC1UilcvJyREdQTFmdjFvb2S99x50Oh1QWio6jSJStTMRCcev4kQq5+PjIzqCYszsHsxMRJ6OhSqRysm45CQzuwczE5GnY6FKpHKlkl3aBZjZ1TSFhahVuza8TSZoJJvuSaZ2JiLxWKgSqZyMY/qYmZxhOxOREixUiVQuJCREdATFmJmcYTsTkRIsVImIiIhIlVioEqmc2WwWHUExZiZn2M5EpAQLVSKVk/HmE2YmZ9jORKQEC1UilfPz8xMdQTFmJmfYzkSkBFemIiKSjF2rRVH37jBwCVUi8nAsVIlUTsbpfJjZxby9kblsGZdQJSKPp8pCddOmTfjiiy+QnZ2NunXrYvTo0WjQoIHoWERCmEwm5Ofni46hCDO7BzMTkadT3TWjXbt2YenSpRgyZAjmzp2LunXr4oUXXuC3cLphGY1G0REUY2b3YGYi8nSqK1S//PJL9OjRA926dUNUVBTGjRsHo9GIbdu2iY5GJITNZhMdQTFmdi1NYSEiGzSAV2iodEuoytTORCSeqi79W61WpKenY+DAgY5tWq0WzZo1w9GjR8vtX1JSgpKSEsdjjUYDk8nkjqhEbpOdnS06gmLM7HpaSecjla2dZeblY0R4dCj8gv1g8FLVr/tyajWIhNVqFR2DBNBqtdBe5aZQVf3Nzc3Nhc1mQ1BQUJntQUFBOHPmTLn9161bhzVr1jgex8bGYu7cua6OSeRWISEhyMzMFB1DEWYmZ9jOrlc7LhKt+8YjtFYwjF4G2Gx22G120bGuKig8EBqNRnQMEsBqtcJut0On00GvL1+WqqpQVWrQoEHo37+/4zH/khMR0Y0stlk0ej7YDea8IhQXlqC4sOTaL1IBk6/p8iwWdMPR6XSw2+2wWq0oKSmBwWAo87yqCtWAgABotdpyl4ays7PLnWUFAIPBUO4DEXmaoqIi0REUY2Zyhu3sOqG1gtFzdDcUZss5LIRuXBqNBgaDASUlJbBarWXOrKrqZiq9Xo969erh4MGDjm02mw0HDx5Ew4YNBSYjEuef47BlwczkDNvZdVp0vxklZrYvyUuv15dbZllVhSoA9O/fH99++y22b9+Ov/76C++//z4sFgu6du0qOhqREP7+/qIjKMbM5Azb2TU0Wg2iG9VCiYU3JJG8NBoNNBpNmdlBVHXpHwDat2+P3NxcrF69GtnZ2YiJicGMGTMqvPRPRHQjsms0sLRrB4NeDzvH5hOAgFA/GL2NKMq3iI5CVCVarRY2m80xE4DqClUA6N27N3r37i06BpEq5Obmio6gGDO7mMmES2vWXB7HJdmUPlK1s0QMXgZotfzSQvLTaDSw2/83S4XqLv0TUVleXl6iIyjGzO7BzHSFVqf1uJlvTp48CY1Gg3379gEAtm/fDo1Go2gu3q5du+LRRx+96j4xMTFYuHDhdeeUVVJSkhRXq1moEqmcjL/Ymdk9mJlEO/7nUSQk3osFH79c7ceOjo7G2bNn0bRp02o/9o2momJ82LBhFS6mpDYsVIlUTsYlJ5nZtTSFhajRrBm8oqO5hCoJ9f2e73BHm9448sdhZOVW70IOOp0OkZGRFU4CT3DMPXq9TCYTIiIiqjGRa7BQJVI5GZecZGbX02VmQnPxougYisnWzuRckaUIqYd+RPfWPdEiLh7J+753PPf2mkV489OFZfa3lloxae5Yx34Hju3D8x88i4dfehDD/+9u9O/fH7///rtj/39f+v+3S5cu4b777kPt2rXh4+ODZs2aYeXKleX2s1qtmDx5MgIDAxEWFoZnnnmmzBjIf8vOzsbYsWMRHh6OgIAAdO/eHfv3779qW/z666/o3r07TCYTQkNDMX78eOTn5zueT0hIwMCBA5GYmOg47kMPPYTi4mLHPjabDS+99BJiY2NhMpnQokWLMqtvXhn68PXXX6Nly5bw8vJCcnIyfv/9dwwYMAA1atSAn58fWrduja1btzpe17VrV/zxxx947LHHHHfVAxVf+n/77bdRv359GI1GNGrUCMuWLSvzvEajwfvvv49BgwbBx8cHcXFx2LBhg+P5rKwsjBgxAuHh4TCZTIiLi8NHH3101ba7FhaqRCoXHBwsOoJizEzOsJ09R+qhH1EzrBZqhtVC++ad8MPebY4CsF3zjth3ZDeKLP9b4OHg8f0oLrGgZeM2AABLiQW92/XD7PEv4flHX4FWq8WgQYMqfda9qKgILVu2xFdffYWDBw9i/PjxGDlyJFJTU8vst2TJEuj1eqSmpuL111/HggUL8P777zs97j333IMLFy7g66+/xu7du3HrrbeiR48eTpf+LSgoQK9evRAcHIyff/4Zn376KbZu3YrJkyeX2e/bb7/F4cOHsX37dqxcuRJr165FYmKi4/mXXnoJS5cuxTvvvINDhw7hsccew/3334/vv/++zHH+85//4OWXX8bhw4fRvHlz5Ofno2/fvvj222+xd+9e9O7dG3feeSdOnToFAFi7di2ioqIwZ84cnD17FmfPnq3wc6xbtw5Tp07F//3f/+HgwYOYMGECHnzwQWzbtq3MfomJiRg6dCgOHDiAvn37YsSIEY62eeaZZ5CWloavv/4ahw8fxttvv42wsDDHa7t27YqEhASnbV8Rnk8nUjkZb5BgZnKG7ew5vt/7Hdo37wQAaNbgFpgtb+O3k2loHHszmtVvAS+jF3b/looOLToDAH78dSfiG7WEycsEAGjd5DbHsUIig/Hhox8iPDwcaWlplRqXWrt2bUybNs3x+JFHHsE333yD1atXo02bNo7t0dHReO2116DRaNCoUSP8+uuveO211zBu3Lhyx0xOTkZqaiouXLjgGE89b948rF+/HmvWrMH48ePLvWbFihUoKirC0qVL4evrCwB44403cOedd2Lu3LmoUaMGAMBoNOLDDz+Ej48Pbr75ZsyZMwfTp0/Hc889h5KSErz44ovYunUr2rVrBwCoV68ekpOT8e6776JLly6O95szZw7uuOOO/7VdSAhatGjhePzcc89h3bp12LBhAyZPnoyQkBDodDr4+/sjMjLSaXvOmzcPCQkJmDhxIgDg8ccfx08//YR58+ahW7dujv0SEhJw3333AQBefPFFLFq0CKmpqejduzdOnTqF+Ph4tGrVCsDlsbH/VKdOHdSsWdNphoqwUCVSOYtFvnkRmZmcYTt7hrMXz+DE6d8xddjlQlGn06HNze3xw95taBx789+P2+HHA8no0KIzLMVF2HPkF0wcMtVxjHOXzmLtttVI/+s48ovyof2/y19iTp06ValCtbS0FC+++CJWr16N06dPo7i4GBaLBT4+PmX2a9u2bZkvSO3atcP8+fNRWloKnU5XZt/9+/cjPz8foaGhZbabzeYywxL+6fDhw2jRooWjSAWADh06wGaz4ciRI45CtUWLFmWytWvXDvn5+fjzzz+Rn5+PwsLCMgUoABQXFyM+Pr7MtitF4BX5+fmYPXs2vvrqK5w9exZWqxVms9lxRrWyDh8+XK4Q79ChA15//fUy25o3b+742dfXFwEBAbhw4QIA4OGHH8bdd9+NPXv2oGfPnhg4cCDat2/v2H/p0qWKMgEsVIlU759jmGTBzOQM29kz/LDnO5TaSjF1/kOObXbYYdAZMLLvaPh4+6Bds454KSkRufk5OJh+AEa9Ec0a/O/M38IVryA0KAwP3jUeMbEx6HxPWzRt2rTSf0deffVVvP7661i4cCGaNWsGX19fPProo1X6O5afn4+aNWti+/bt5Z5z5VROV8azfvXVV6hdu3aZ5/49U8Y/C2IAmDZtGrZs2YJ58+ahQYMGMJlMGDJkiMv+rRkMhjKP/7mSVJ8+ffDHH39g48aN2LJlC3r06IFJkyZh3rx51/1+LFSJVM7f39/p2Ci1YmZyhu0sv9LSUuzc/wPu6zkSTes3L/Pc65/Mw0+/7kT31ncgrk4jhASEIuXQLhw4tg+tb24Lve5y2ZFfmIezl87gwbvGo1HdxgiJDEZWVpaiHDt37sSAAQNw//33A7h8M9LRo0fRpEmTMvulpKSUefzTTz8hLi6u3NlUALj11ltx7tw56PX6cpetnWncuDGSkpJQUFDgKCJ37twJrVaLRo0aOfbbv38/zGYzTCaTI4efnx+io6MREhICLy8vnDp1qsxl/srYuXMnEhISMGjQIACXi96TJ0+W2cdoNKK0tPSan2Pnzp0YNWpUmWP/uz2vJTw8HKNGjcKoUaPQqVMnTJ8+vUqFKm+mIiKSjF2jQXGLFrDdeiuXUCW323d0DwqKCtD51u6IqlGnzJ9WTW7DD3u/c+zbtlkHfPfLVhxK/xXtm3V0bPfx9oWfyR/bd3+L85fOYf9ve/H4448ryhEXF4ctW7Zg165dOHz4MCZMmIDz58+X2+/UqVN4/PHHceTIEaxcuRKLFy/G1KlTKzgicPvtt6Ndu3YYOHAgNm/ejJMnT2LXrl14+umn8csvv1T4mhEjRsDb2xujRo3CwYMHsW3bNjzyyCMYOXKk47I/cPlqwpgxY5CWloaNGzdi1qxZmDx5MrRaLfz9/TFt2jQ89thjWLJkCX7//Xfs2bMHixcvxpIlS67ZDmvXrsW+ffuwf/9+DB8+vNwNaTExMfjhhx9w+vRpXHQyW8j06dORlJSEt99+G8eOHcOCBQuwdu3aMuOAr+XZZ5/F559/juPHj+PQoUP48ssv0bhxY8fzDzzwAJ566qlKHw/gGVUi1cvLyxMdQTFmdjGTCRc3brx8Ca6kRHQaRaRqZ6rQD3u/w831msHH26fcc60a34aNOzfg1Lk/UCeyLto374gvdqxDWGA44ur87+yiVqvFxCFTsPzrJDz91jTUjoxG0scfomvXrpXOMXPmTKSnp6NXr17w8fHB+PHjMXDgQOTk5JTZ74EHHoDZbEabNm2g0+kwderUCm+KAi5fxt64cSOefvppPPjgg8jIyEBkZCQ6d+5cpuj8Jx8fH3zzzTeYOnUqWrduDR8fH9x9991YsGBBmf169OiBuLg4dO7cGRaLBffddx9mz57teP65555DeHg4XnrpJaSnpyMoKAi33norZsyYcdV2WLBgAUaPHo327dsjLCwMTz75ZLmliufMmYMJEyagfv36sFgsFU7PNXDgQLz++uuYN28epk6ditjYWHz00UeK/p8YjUY89dRTOHnyJEwmEzp16oRPPvnE8fypU6eg1So7R6qxX20yMUk93PIJHN97QnSMSvvmzNXnZ6MbW653Kgolm9Tdx8eHmd2Amd1jVFTFZ9/UJKJuGAZP7YuCHLPoKNclJDIY/Sfcce0dJZWQkIDs7GysX79edBTVKy0thd1udyz0wEv/RCrn7e0tOoJizOwezExEno6FKpHKyXjRg5ldS2M2I+K222Bs1Agas1xn0GRqZyISj2NUiVRO6Z2wasDMLma3Q//XX46fZSJVOxNVk6SkJNERpMUzqkQq58q5+1yFmckZtjMRKcFClUjllN4hqQbMTM6wneVx9uIZTHl1PMwWuYaXONO1a1c8+uijQjPMnj0bt9xyi9AMIhQXFyMmJsbpFF9Xwx6DSOVkXHKSmckZtrNYl3Iu4v31b2PqvIcwes5wPP7aJCz/Ogn5heWnDft06wrcfltvmLxMbsu3f/9+3HfffYiOjobJZELjxo3LLeEpypQpU9CyZUt4eXldd7E5bdo0fPvtt9ed4b333kPXrl0REBAAjUaD7Ozs6z5WdVq7di169uyJ0NBQaDQa7Nu3r8zzRqMR06ZNw5NPPqn42CxUiVROxl/szEzOsJ3FuZB5HrPfm4Hzmefw8JApeHXKIozqPxZp6b9izvvPIL8w37HvpeyL2Hd0Dzre0tWtGXfv3o2IiAgsX74chw4dwtNPP42nnnoKb7zxhltzODN69GgMGzbsul/v5+eH0NDQ6359YWEhevfufc25Vd2toKAAHTt2xNy5c53uM2LECCQnJ+PQoUOKjs2bqYhULiAgQLolJ5mZnGE7i7N044fQ6/SYPvJpGA1GAEBoUBjqRsZi+qIpWPPdJ0joPxYAkHLoR9SJrIuQgBDH63fs3Y4Vm5ZgwuDJWLl5GTJzLqF5XDzGD5qEn9N+wrptn6LQUogOzTtheO9R1zXMY/To0WUe16tXDz/++CPWrl2LyZMnV/o4BQUFePjhh7F27VrHqk9VtWjRIgBARkYGDhw4cF3HmD17NtavX1/ujGNlXRm6sH379ut6PXD5xq5HH30USUlJmD59Ov7880906dIF77//PqKjo6/rmCNHjgSAcku3/lNwcDA6dOiATz75BM8991ylj81ClYhINhoNSho2vLxWOZdQpUrIL8zHweP7cXePYY4i9Yog/yC0a9YRqQd3YVS/MdBoNDh66jfE1Kpf7jiWEgs2p2zCxCFTYbaYsXjVAixaNQ8+3r54fMR/kJF1HotXL0BcnUa4rWl7AEDSF//FrgM7rppvzeIvnD6Xk5ODkJAQp89XZPr06fj+++/x+eefIyIiAjNmzMCePXvKXLJ/6KGHsHz58qseJz8//6rPV9XHH3+MCRMmXHWfr7/+Gp06darW9y0sLMQLL7yApUuXwmg0YuLEibj33nuxc+dOAMCOHTvQp0+fqx7j3XffxYgRIxS9b5s2bbBjx9X/LvwbC1UilXN1R+kKzOxadpMJGdu2wWg0wl5cLDqOIjK1syc5n3kWdthRKyyqwudrhddGQVEB8gpyEeAXiEvZGYitVa/cfqW2UozqPwY1QiIBAK2b3IadB3Zg8bT34O3ljdoRUWgcczMOnzjkKFQHdxuKPu3vvK7cu3btwqpVq/DVV19V+jX5+fn44IMPsHz5cvTo0QMAsGTJEkRFlf3sc+bMqZYzrVVx11134bbbbrvqPrVr16729y0pKcEbb7zheO8lS5agcePGSE1NRZs2bdCqVatrnvV1tqTs1dSqVQt//PGHotewUCVSOb1ej2LJihFmdg9mJqXsqNy8u8XWYhj0hnLbjQYvR5EKAAF+gQgLCoe3l3eZbbkFOWUeB/gFKs568OBBDBgwALNmzULPnj0r/brff/8dxcXFZQrAkJAQNGrUqMx+ERERiIiIUJyrOvn7+8Pf39/t76vX69G6dWvH45tuuglBQUE4fPgw2rRpA5PJhAYNGlT7+5pMJsVLKLNQJVI5b29v6dZGZ2b3YGaqrBohkdBAg7MZp4HG5Z8/k3Eavt6+8PcNAAD4+fijwFxQbj+9VlfmsQaaCrf9cwWy67n0n5aWhh49emD8+PGYOXPmVV97vW7kS//X4qpL/5mZmQgPD1f0GhaqRESS0ZjNCOvbFzqdDpovvoDd5L7pg0hOfj7+uLl+M3z782b0atevzDjV7Lxs/PhrMjq06AzN32Oe60bG4kzGX9Xy3kov/R86dAjdu3fHqFGj8MILLyh+v/r168NgMCAlJQV16tQBcHlFtKNHj6JLly6O/W7kS/9WqxW//PIL2rRpAwA4cuQIsrOz0bjx5W8xrrr0f/DgQcTHxyt6DQtVIpWT8Q5pZnYxux2Go0cdP8tEqnb2MCP7jsbzHzyDV5e9gLu7D0N4cAROX/gLq7YsR7B/CIZ0v9exb7MGLfDhhndhs9mqvEiDkkv/Bw8eRPfu3dGrVy88/vjjOHfuHABAp9NV+kycn58fxowZg+nTpyM0NBQRERF4+umny30OpZf+jx8/jvz8fJw7dw5ms9lRyDVp0gRGo/HqL3ZC6aX/c+fO4dy5czh+/DgA4Ndff4W/vz/q1Kmj6IYzg8GARx55BIsWLYJer8fkyZPRtm1bR+Gq9NJ/ZmYmTp06hTNnzgC4XPgCQGRkJCIj/zdUZMeOHYru+Ac4jyqR6gUGKh/bJRozkzNsZ3EiQ2ti9viXEBFcA299uhDTX5+Cj754D41jbsazY5+Dn4+fY9/mDW6BVqvFofTrm4bpeq1ZswYZGRlYvnw5atas6fjzz/GUJ0+ehEajueoUTa+++io6deqEO++8E7fffjs6duyIli1bVinb2LFjER8fj3fffRdHjx5FfHw84uPjHcUZAGg0GiQlJVXpfa7mnXfeQXx8PMaNGwcA6Ny5M+Lj47FhwwbHPl27dkVCQsJVj+Pj44Mnn3wSw4cPR4cOHeDn54dVq1Zdd64NGzYgPj4e/fr1AwDce++9iI+PxzvvvOPY58cff0ROTg6GDBmi6Ngau12yr+OV8HDLJ3B87wnRMSrtmzP7RUcgFSsOOiDdWaiQkBBmdiFNYSFqxsUBAM4eOwa7j4/gRJUnUztfMSpqqugI1xRRNwyDp/ZFQU71LXe6NfUb7D3yC6aPfLrajulMSGQw+k+4o1L7btu2DYMHD0Z6ejqCg4NdnKzyTpw4gYYNGyItLQ1xf//7/LennnoKO3bsQHJyssty1K1bF4mJiU6L1SvzqLp7Vathw4ahRYsW11ysoLS0FHa7HXr95Yv+vPRPpHIy3iHNzOQM21ke3VrejsKiApgtZrcuo3otGzduxIwZM1RVpAKXc40fP77CItVutyM9PR3ffvut4jGaShw6dAiBgYF44IEHXPYe16O4uBjNmjXDY489pvi1LFSJVM5srr4zJO7CzOQM21keOp0Od3UeLDpGOa+++qroCBWaNGmS0+dycnLQpEkTtG7d2qXLn958883XvWqWKxmNxuuevYFjVIlUTsYxfcxMzrCd6UYUFBQEi8WC5ORk1K1bV2iWhIQEt1/2rwqeUSUiko1GA2tUFHRaLZdQJSKPxjOqRCon45KTzOxadpMJF1JScGn3bunmUJWpnW90Zy+ewZRXx8Ns8YzhGgkJCRg4cKDQDLNnz8Ytt9wiNIMIaWlpiIqKQkFB+UUkroWFKpHK6XS6a++kMszsHsxMSl3KuYj317+NqfMewug5w/H4a5Ow/Osk5Bfmldv3060rcPttvd1+I9WUKVPQsmVLeHl5qaaoO3nyJMaMGYPY2FiYTCbUr18fs2bNUnxz4LRp0/Dtt99eV4bMzEw88sgjaNSoEUwmE+rUqYMpU6YgJyfn2i92ocrkatKkCdq2bYsFCxYoPj4LVSKVM0l2xgxgZndhZlLiQuZ5zH5vBs5nnsPDQ6bg1SmLMKr/WKSl/4o57z+D/ML/ne2+lH0R+47uQcdbugrJOnr0aAwbNkzIe1fkt99+g81mw7vvvotDhw7htddewzvvvKP4xig/Pz+EhoZeV4YzZ87gzJkzmDdvHg4ePIikpCRs2rQJY8aMua7jVZfK5nrwwQfx9ttvw2q1Kjo+x6gSEcnGbEbY3XdDr9MBq1cDLP6oEpZu/BB6nR7TRz7tWEI1NCgMdSNjMX3RFKz57hMk9B8LAEg59CPqRNZFSMD/VjvasXc7VmxaggmDJ2Pl5mXIzLmE5nHxGD9oEn5O+wnrtn2KQkshOjTvhOG9R133ilaLFi0CAGRkZFz3HeylpaWYPn06PvzwQ+h0OowZMwZVmTa+d+/e6N27t+NxvXr1cOTIEbz99tuYN29epY8ze/ZsrF+//prLk1akadOm+OyzzxyP69evjxdeeAH3338/rFarY97RymZ4+OGH8fzzz+PSpUvo378//vvf/17XzY6VzXXHHXcgMzMT33//PXr06FHp47NQJVK5rKws0REUY2bX0tjtMO7f7/hZplVbZGpnT5JfmI+Dx/fj7h7DHEXqFUH+QWjXrCNSD+7CqH5joNFocPTUb4ipVb/ccSwlFmxO2YSJQ6bCbDFj8aoFWLRqHny8ffH4iP8gI+s8Fq9egLg6jXBb0/YAgKQv/otdB3ZcNd+axV9U34cFMH/+fCQlJeHDDz9E48aNMX/+fKxbtw7du3d37PPiiy/ixRdfvOpx0tLSUKdOnQqfy8nJUbRsaUU+/vhjTJgw4ar7fP311+jUqZPTDAEBAZUuUq84fvw4Vq9ejS+++AK5ubkYM2YMJk6ciI8//thluYxGI2655Rbs2LGDhSqRJwkICBA+BkkpZiZn2M5inM88CzvsqBUWVeHztcJro6CoAHkFuQjwC8Sl7AzE1qpXbr9SWylG9R+DGiGX129v3eQ27DywA4unvQdvL2/UjohC45ibcfjEIUehOrjbUPRpf6frPlwFFi5ciKeeegqDB1+eB/add97BN998U2afhx56CEOHDr3qcWrVqlXh9uPHj2Px4sWKzqZW5K677sJtt9121X1q165d4faLFy/iueeew/jx4xW/b1FREZYuXeo49uLFi9GvXz/Mnz8fkZGRLstVq1Yt/PHHH4qyslAlUjkZbz5hZnKG7SxWZc+/F1uLYdAbym03GrwcRSoABPgFIiwoHN5e3mW25RbklHkc4Oe++XNzcnJw9uzZMoWWXq9Hq1atylz+DwkJua4zoqdPn0bv3r1xzz33YNy4cVXK6u/vD39/f8Wvy83NRb9+/dCkSRPMnj1b8evr1KlTptBs164dbDYbjhw5gsjISJflMplMKCwsVHRMFqpEKldSUiI6gmLMTM6wncWoERIJDTQ4m3EaaFz++TMZp+Hr7Qt/3wAAgJ+PPwrM5acS0mvLftHQQFPhtn8WhCIu/VfG9Vz6P3PmDLp164b27dvjvffeq3KG67nEnpeXh969e8Pf3x/r1q2DwVD+C4Vac2VmZqJ+/fJDSq6GhSqRyl3PvHOiMTM5w3YWw8/HHzfXb4Zvf96MXu36lRmnmp2XjR9/TUaHFp2h+XsBibqRsTiT8Ve1vLe7L/0HBgaiZs2aSElJQefOnQEAVqsVu3fvxq233urYT+ml/9OnT6Nbt25o2bIlPvroo+u+WeyflF5iz83NRa9eveDl5YUNGzbA29v7Kq907tSpUzhz5ozj8/3000/QarVo1KiRS3MdPHgQQ4YMUZSVhSqRygUFBSEzM1N0DEWYmZxhO4szsu9oPP/BM3h12Qu4u/swhAdH4PSFv7Bqy3IE+4dgSPd7Hfs2a9ACH254FzabrcoFmdJL/8ePH0d+fj7OnTsHs9nsuEO+SZMmMBqNV3/x36ZOnYqXX34ZcXFxuOmmm7BgwYJyy4YqufR/+vRpdO3aFXXr1sW8efOQkZHheC4yMvIqr7w6JZfYc3Nz0bNnTxQWFmL58uXIzc1Fbm4uACA8PFzRsBpvb2+MGjUK8+bNQ25uLqZMmYKhQ4c6Posrcp08eRKnT5/G7bffXumcAAtVIiIplYaEVMsZHbpxRIbWxOzxL2Hdtk/x1qcLkW/OR6BfEFre1BoDuw6Bn4+fY9/mDW6BVqvFofQDaNbgFrfmHDt2LL7//nvH4/j4eADAiRMnEBMTAwDQaDT46KOPkJCQUOEx/u///g9nz57FqFGXp8kaPXo0Bg0adN038m3ZsgXHjx/H8ePHERVV9oa0fw5zuFauqtizZw9SUlIAAA0aNCjz3D/bJiYmBgkJCVcdu9qgQQMMHjwYffv2RWZmJvr374+33nrLpblWrlyJnj17om7duoqOr7FXZWIxlXq45RM4vveE6BiV9s2Z/aIjkIplGX6ExWIRHUMRLy8vZnYDZnaPUVFTRUe4poi6YRg8tS8KcqpvudOtqd9g75FfMH3k09V2TGdCIoPRf8Idldr3xIkTaNiwIdLS0hAXF+fiZJVXmVxPPfUUduzYgeTkZJdkKCwsRGhoKL7++mt07dq1wn2qMpfr9SouLkZcXBxWrFiBDh06XHXf0tJS2O12x9RWPKNKpHJXxozJhJndg5nJlbq1vB2FRQUwW8xuX0b1ajZu3Ijx48erqkgFrp7LbrcjPT0d3377reMMsSts27YN3bt3d1qkinLq1CnMmDHjmkVqRVioEqmcj48PioqKRMdQhJndg5nJlXQ6He7qPFh0jHImTZokOkKFrpYrJycHTZo0QevWrRUvu6pEv3790K9fP5cd/3o1aNCg3LCAyuIAJyIi2ZjNCB0yBMaePQFz9V3qJXnZbfYqLRFKrhUUFASLxYLk5GTFYzSr2+zZs9162b+qeEaVSOVkXHKSmV1LY7fD68cfHT/LVJ7I1M4yKbaUwGaT6W8CUeXwjCqRyl3P6iCiMTM5w3Z2jbxL+Sgp5mIKJL/S0tIyM5qwUCVSuSt3PsqEmckZtrNr2EptOH3sHPRGLlFL8rLbLw9hYaFKJBGr1So6gmLMTM6wnV3nwPY0ePt6iY5BdN1KS0vLLVzAQpVI5fLz80VHUIyZyRm2s+ucP5mB7at2wSdIPVNJEVWG3W6H1WqF3W4vV6jyGgyRysm45CQzkzNsZ9c6/OMxFBeVoFXvWxAQ6getVotSqw12m010tKvSe+lhU3lGqn52ux02m82xVK9ery8317JHFqpzNk1HSYk8g8qLg0Kk67hDQpjZXSq3EjXdaGwmEyfPd5MvCpdJ13dc6e80Go0US+3qdDqUlpaKjkFuptFooNPpKixQr/DIQlU2hYWFoiMoxszuI2NuZnYtu48Pzh0/Dm9vb9glmzxfpna+QubMdrtdigJQq9XCYDCIjkEqpP6vWTcAGSdpZmb3kTE3M7sHM7sHMxOJw0JVBXx9fUVHUIyZ3UfG3MzsHszsHsxMJA4LVSIi2RQVIWTkSBgGDQIku/RPRKSExu6B1wcyMjKkuplKq9VKd7cjM7uPjLmZ2bU0hYWoGRcHADh77BjsPj6CE1WeTO18BTO7nsFgQHh4uOgYpEI8o6oCMl6iYWb3kTE3M5MzMrYzMxOJw0JVBWS805GZ3UfG3MxMzsjYzsxMJA4LVRWQcUlBZnYfGXMzMzkjYzszM5E4LFRVIC8vT3QExZjZfWTMzczkjIztzMxE4rBQVYHg4GDRERRjZveRMTczkzMytjMzE4njkStT6fVyfSyNRiPdeCJmdh8ZczOzi3l5AfHxAAC9lxcgS25I1s5/Y2bXk+33NrmPR01PVVJSItU/TCIiIvof/h6nf/OoS/8lJSV4/fXXYTabRUepNLPZjCeffJKZXUzGzICcuZnZPZjZPZjZPcxmM15//XWp5kAn9/CoQhUAdu7cKdUax3a7HSdOnGBmF5MxMyBnbmZ2D2Z2D2Z2D7vdjp07d4qOQSrkcYUqEREREXkGFqpEREREpEoeVagaDAYMGTJEqoHYzOweMmYG5MzNzO7BzO7BzO4hY2ZyD4+665+IiIiIPIdHnVElIiIiIs/BQpWIiIiIVImFKhERERGpEgtVIiIiIlIlj1pcd9OmTfjiiy+QnZ2NunXrYvTo0WjQoIHoWBVKS0vDhg0bcOLECWRlZWHatGlo06aN6FhXtW7dOqSmpuL06dMwGo1o2LAh7r//ftSqVUt0NKc2b96MzZs3IyMjAwAQFRWFIUOGIP7vddJlsH79eqxYsQJ9+/ZFQkKC6DgVWr16NdasWVNmW61atbBw4UIxgSopMzMTy5cvx759+2CxWBAZGYmJEyeifv36oqM5NWnSJMff53/q2bMnxo4dKyDR1dlsNqxevRo7duxAdnY2QkJC0KVLF9x9993QaDSi4zllNpuxatUqpKamIicnB7GxsUhISFDV75Rr/R6x2+1YvXo1vv32WxQUFOCmm27C2LFjUbNmTdVmTklJwZYtW5Ceno78/Hy88soriImJEZaXxPOYQnXXrl1YunQpxo0bh7i4OHz11Vd44YUXsHDhQgQGBoqOV47FYkFMTAy6d++OefPmiY5TKWlpaejVqxfq16+P0tJSrFy5Es8//zwWLFgAb29v0fEqFBISguHDh6NmzZqw2+34/vvv8corr+CVV15BdHS06HjXdPz4cWzZsgV169YVHeWaoqOj8cwzzzgea7XqvmCTn5+PZ555BjfffDNmzJiBgIAAnD17Fr6+vqKjXdVLL70Em83meHzq1Ck8//zzaNeuncBUzq1fvx5btmzBpEmTEBUVhfT0dLz11lvw8fFB3759Rcdz6p133sGff/6JyZMnIyQkBD/88AOee+45vPbaawgJCREdD8C1f498/vnn+PrrrzFp0iRERERg1apVeOGFF7BgwQIYjUYBia+d2WKx4KabbkK7du3w7rvvCkhIauMxheqXX36JHj16oFu3bgCAcePGYc+ePdi2bRsGDhwoNlwF4uPjpTqrBwBPP/10mceTJk3C2LFjkZ6ejiZNmghKdXWtWrUq8/i+++7D5s2bcezYMdUXqkVFRVi8eDEmTJiAtWvXio5zTVqtFkFBQaJjVNrnn3+O0NBQTJw40bEtIiJCYKLKCQgIKPN4/fr1qFGjhmr/DR49ehStWrXCrbfeCuByGycnJ+P48eOCkzlXXFyMlJQUPPHEE452HTp0KHbv3o3Nmzfj3nvvFZzwsqv9HrHb7di4cSMGDx6M1q1bAwAmT56McePG4eeff0aHDh3cGdXhWr/7OnfuDAC4cOGCuyKRyqn7lEclWa1WpKeno1mzZo5tWq0WzZo1w9GjRwUm82yFhYUAAD8/P8FJKsdms2Hnzp2wWCxo2LCh6DjX9P777yM+Ph7NmzcXHaVSzp07hwkTJmDy5MlYtGgRLl68KDrSVf3yyy+oV68eFixYgLFjx+KJJ57A1q1bRcdSxGq1YseOHejWrZtqL6M3bNgQBw8exJkzZwAAJ0+exJEjR1T9Rb20tBQ2m63c5PNGoxG//faboFTKXLhwAdnZ2WX6Dx8fHzRo0IC/F0kqHnFGNTc3FzabrdzZnKCgIEfnSNXLZrMhKSkJjRo1Qp06dUTHuapTp07h6aefRklJCby9vTFt2jRERUWJjnVVO3fuxIkTJ/DSSy+JjlIpcXFxmDhxImrVqoWsrCysWbMGzz77LObPnw+TySQ6XoUuXLiALVu2oF+/fhg0aBB+//13fPTRR9Dr9ejatavoeJWSmpqKgoICVecdOHAgzGYzHnvsMWi1WthsNtx7773o1KmT6GhOmUwmNGzYEJ999hlq166NoKAgJCcn4+jRo4iMjBQdr1Kys7MBoNzQt8DAQMdzRDLwiEKV3O+DDz7An3/+iTlz5oiOck21atXCq6++isLCQvz000948803kZiYqNpi9eLFi0hKSsLMmTOFjSNT6p9nx+rWresoXH/88Ud0795dYDLnbDYb6tevj+HDhwMAYmNjcerUKWzZskXVhd8/bdu2DbfccotqxkxW5Mcff0RycjKmTJmC6OhonDx5EklJSQgODlZ1O0+ePBlvv/02HnroIWi1WsTGxqJDhw44ceKE6GhENxSPKFQDAgKg1WrLfUvMzs6WasycLD744APs2bMHiYmJCA0NFR3nmvR6veMsSL169fD7779j48aNGD9+vOBkFUtPT0dOTg6efPJJxzabzYbDhw9j06ZNWLFihepvVPL19UWtWrVw7tw50VGcCg4OLvdlJSoqCikpKYISKZORkYEDBw5g2rRpoqNc1fLlyzFgwADHmMg6deogIyMD69evV3WhGhkZicTERBQVFcFsNiM4OBivvfaaFOOYATh+9+Xk5CA4ONixPScnh3fRk1Q8olDV6/WoV68eDh486Jjmwmaz4eDBg+jdu7fgdJ7Dbrfjww8/RGpqKmbPni1Nh/1vNpsNJSUlomM41axZs3J3w7799tuoVasWBgwYoPoiFbh8I9i5c+dUfXm3UaNG5YYGnTlzBuHh4YISKbNt2zYEBgY6blJSK4vFUu7vrFarhd1uF5RIGW9vb3h7eyM/Px/79+/H/fffLzpSpURERCAoKAi//vqrozAtLCzE8ePH0bNnT7HhiBTwiEIVAPr3748333wT9erVQ4MGDbBx40ZYLBbVfmO/8ov8igsXLuDkyZPw8/NDWFiYwGTOffDBB0hOTsYTTzwBk8nkOIPt4+Oj2kvUK1aswC233IKwsDAUFRUhOTkZaWlp5WYwUBOTyVRu3K+Xlxf8/f1VOx546dKlaNWqFcLCwpCVlYXVq1dDq9WiY8eOoqM51a9fPzzzzDNYu3Yt2rdvj+PHj+Pbb79V7Zn2f7LZbNi+fTu6dOkCnU4nOs5VtWzZEmvXrkVYWBiioqJw8uRJfPnll44ZWtRq3759AOC4MrBs2TLUrl1bVb9TrvV7pG/fvli7di1q1qyJiIgIfPLJJwgODnbMAqDGzPn5+bh48SIyMzMBwPFlMigoiFdIb1Aauyxfayth06ZN2LBhA7KzsxETE4MHH3wQcXFxomNV6NChQ0hMTCy3vUuXLpg0aZKARNc2dOjQCrdPnDhRVZ33P7399ts4ePAgsrKy4OPjg7p162LAgAHS3El/xezZsxETE6PaCf8XLlyIw4cPIy8vDwEBAbjppptw7733qv7Gk927d2PFihU4d+4cIiIi0K9fP9x+++2iY13T/v37HfNEq3nBDaD8xPkhISHo0KEDhgwZAr1evedKdu3ahZUrV+LSpUvw8/PDbbfdhvvuuw8+Pj6iozlc6/fIlQn/t27disLCQtx0000YM2aM0L8z18q8fft2vPXWW+WeHzJkiNPfQeTZPKpQJSIiIiLPof7BbkRERER0Q2KhSkRERESqxEKViIiIiFSJhSoRERERqRILVSIiIiJSJRaqRERERKRKLFSJiIiISJVYqBJRpb355puqXZCiuhw6dAhDhw7FoUOHREchIrrhqXdZECJyi8qu9jJr1iwXJ1Gv5ORk5OTkoF+/fqKjEBHdULgyFdEN7ocffij3+MCBA5g8eXKZ7c2bN4efnx/sdjsMBoM7I7qVzWaD1WqFXq+HVnv5otPLL7+MP//8E2+++abgdERENxaeUSW6wXXu3LnM42PHjuHAgQPltt8otFotjEaj6BhERAQWqkSkwJtvvom0tDTHmcULFy5g8uTJuP/++2E0GvHll18iOzsbN910Ex566CGEhobis88+w9atW5GXl4cWLVpg4sSJ8PPzK3PcvXv3Yt26dThx4gQ0Gg0aN26M+++/H9HR0VfNs3r1aqxZswarV68us3379u1466238MYbbyAiIgIAMGnSJERHR2PgwIFYsmQJTp06heDgYNxzzz3o0qWL47WHDh1CYmIiZs2ahZtvvhmzZ89GWloagP8NkwgPD3e0wddff40tW7bgwoULMBgMqFGjBvr374+OHTtWoaWJiAhgoUpE1SA5ORlWqxW9e/dGfn4+NmzYgNdeew1NmzZFWloaBgwYgHPnzmHTpk1YunQpJk6c6HjtDz/8gDfffBMtWrTAiBEjYLFYsHnzZjz77LOYO3euo9CsDufOncP8+fPRvXt3dOnSBdu2bcNbb72FevXqOS2KBw8ejMLCQly6dAmjRo0CAHh7ewMAtm7dio8++ght27ZF3759UVxcjFOnTuHYsWMsVImIqgELVSKqsszMTCxatAg+Pj4ALo/zXL9+PYqLi/Hyyy9Dp9MBAHJzc5GcnIxx48bBYDCgqKgIH330Ebp3744JEyY4jtelSxc8+uijWLduXZntVXXmzBkkJiaicePGAID27dvj4YcfxrZt2/DAAw9U+JrmzZsjJCQEBQUF5YZD7NmzB9HR0Xj88cerLSMREf0Pp6cioipr27ato0gFgLi4OABAp06dHEXqle1WqxWZmZkAgAMHDqCgoAAdOnRAbm6u449Wq0VcXFy1TxEVFRXlKFIBICAgALVq1cKFCxeu63i+vr64dOkSjh8/Xl0RiYjoH3hGlYiqLCwsrMzjK0Wrs+0FBQUAgLNnzwIA5syZU+FxTSaTS3MCl4vNK3mUGjBgAH799VfMmDEDkZGRaN68OTp27IibbrqpqlGJiAgsVImoGlyZxqmy26/Minflv5MnT0ZQUFC5/f55NrYiGo2mwu02m+268igVFRWFhQsXYs+ePdi3bx9SUlKwefNmDBkypNLz0xIRkXMsVIlImBo1agAAAgMD0bx5c8Wv9/X1BXD5DO2VnwEgIyOjegJWgre3N9q3b4/27dvDarVi3rx5WLt2LQYOHMhproiIqohjVIlImBYtWsBkMmHdunWwWq3lns/Nzb3q6yMjIwEAhw8fdmwrKirC999/X605vb29UVhYWG57Xl5emcd6vR5RUVGw2+0oLS2t1gxERDcinlElImF8fHwwbtw4LF68GE8++SQ6dOiAgIAAXLx4EXv27EGjRo0wZswYp69v3rw5wsLC8Pbbb+Ouu+6CVqvFtm3bHMeoLvXq1cOuXbuwZMkS1K9fH97e3mjVqhWef/55BAUFoVGjRggKCsJff/2Fb775Brfeemu1j68lIroRsVAlIqE6duyI4OBgrF+/Hhs2bEBJSQlCQkLQuHFjdOvW7aqv1ev1mDZtGj744AOsWrUKQUFB6Nu3L/z8/PDWW29VW8aePXvi5MmT2L59O7766iuEh4ejVatWuOOOO7Bjxw589dVXKCoqQkhICPr06YPBgwdX23sTEd3INPbrvYuAiIiIiMiFOEaViIiIiFSJhSoRERERqRILVSIiIiJSJRaqRERERKRKLFSJiIiISJVYqBIRERGRKrFQJSIiIiJVYqFKRERERKrEQpWIiIiIVImFKhERERGpEgtVIiIiIlIlFqpEREREpEosVImIiIhIlf4fZVP6y3Ul0LoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 8 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=2, d=1, j=1, p=1), start_time=9, machine_id=2)\n",
      "Current time: 7\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0               -7.0       1.0          1.0            0.0          1.0\n",
      "1      0.0               -6.0       1.0          1.0            0.0          1.0\n",
      "2      0.0               -5.0       7.0          1.0            0.0          0.0\n",
      "3      0.0                2.0       2.0          1.0            0.0          0.0\n",
      "4      0.0               -5.0       5.0          1.0            0.0          1.0\n",
      "5      0.0                2.0       1.0          1.0            0.0          0.0\n",
      "6      1.0                4.0       1.0          0.0            0.0          0.0\n",
      "7      0.0               -7.0       0.0          1.0            0.0          1.0\n",
      "8      0.0               -6.0      -3.0          1.0            0.0          1.0\n",
      "9      1.0                0.0       2.0          0.0            0.0          0.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                4.0       1.0          1.0                  1.0          0.0\n",
      "1      1.0                0.0       2.0          0.0                  1.0          0.0\n",
      "2      0.0               -7.0       0.0          2.0                  0.0          1.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       0.0          2.0                  0.0          1.0\n",
      "1      1.0                4.0       1.0          1.0                  1.0          0.0\n",
      "2      1.0                0.0       2.0          0.0                  1.0          0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 9 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=1, d=2, j=2, p=2), start_time=7, machine_id=1)\n",
      "Current time: 11\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0              -11.0       1.0          1.0            0.0          1.0\n",
      "1      0.0              -10.0       1.0          1.0            0.0          1.0\n",
      "2      0.0               -9.0       7.0          1.0            0.0          1.0\n",
      "3      0.0               -2.0       2.0          1.0            0.0          1.0\n",
      "4      0.0               -9.0       5.0          1.0            0.0          1.0\n",
      "5      0.0               -2.0       1.0          1.0            0.0          1.0\n",
      "6      1.0                0.0       1.0          0.0            0.0          0.0\n",
      "7      0.0              -11.0       0.0          1.0            0.0          1.0\n",
      "8      0.0              -10.0      -3.0          1.0            0.0          1.0\n",
      "9      0.0               -4.0      -2.0          1.0            0.0          1.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      1.0                0.0       1.0          0.0                  1.0          0.0\n",
      "1      0.0              -11.0       0.0          0.0                  0.0          1.0\n",
      "2      0.0              -11.0       0.0          0.0                  0.0          1.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       0.0          0.0                  0.0          1.0\n",
      "1      1.0                0.0       1.0          0.0                  1.0          0.0\n",
      "2      0.0                0.0       0.0          0.0                  0.0          1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------- Step 10 -------------------\n",
      "Scheduled operation: S-Op(operation=O(m=0, d=1, j=1, p=2), start_time=11, machine_id=0)\n",
      "Current time: 12\n",
      "CompositeFeatureObserver:\n",
      "------------------------\n",
      "operations:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  PositionInJob  IsCompleted\n",
      "0      0.0              -12.0       1.0          1.0            0.0          1.0\n",
      "1      0.0              -11.0       1.0          1.0            0.0          1.0\n",
      "2      0.0              -10.0       7.0          1.0            0.0          1.0\n",
      "3      0.0               -3.0       2.0          1.0            0.0          1.0\n",
      "4      0.0              -10.0       5.0          1.0            0.0          1.0\n",
      "5      0.0               -3.0       1.0          1.0            0.0          1.0\n",
      "6      0.0               -1.0       0.0          1.0            0.0          1.0\n",
      "7      0.0              -12.0       0.0          1.0            0.0          1.0\n",
      "8      0.0              -11.0      -3.0          1.0            0.0          1.0\n",
      "9      0.0               -5.0      -2.0          1.0            0.0          1.0\n",
      "machines:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0              -12.0       0.0          0.0                  0.0          1.0\n",
      "1      0.0              -12.0       0.0          0.0                  0.0          1.0\n",
      "2      0.0              -12.0       0.0          0.0                  0.0          1.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       0.0          0.0                  0.0          1.0\n",
      "1      0.0                0.0       0.0          0.0                  0.0          1.0\n",
      "2      0.0                0.0       0.0          0.0                  0.0          1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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VAqKjo81OAAA4COsV6ykuLtaDDz6oTp06KTk5WSNGjND27dsrLZeenq6BAwcqOTlZw4cP1549e6p93VtvvVV/+ctfdO6559ZXuqkYVAEAAOrZ9OnTtWrVKs2ZM0fr169XSkqKxo0bp2PHjlVYLjU1VampqXr//ffVsGFDjR8//ozeQs6gagEnTpwwOwEA4CCsV6wlPz9fc+fO1dSpUzVkyBC1b99es2bNUlhYmN5+++0Ky06ePFmDBg1Sp06dNGfOHB09elSrV682qdx8DKoW0KBBA7MTAAAOwnrFWg4cOKDS0lKdd955vvtCQkLUvXt37du3r8KyPXv29P09Pj5erVu31t69ew1rtRoGVQvgBwoAoC6xXoFTMKhaAJe6AwDUJdYr1tKyZUuFhoYqPT3dd19paal27Nihdu3aVVj2888/9/09JydHmZmZlZY5k3AeVQvgUncAgLrEesVaIiMjNWHCBKWmpio+Pl7NmzfXCy+8oMLCQl199dUVln3mmWcUHx+vxMREPfnkk0pISNDw4cOrfO0jR44oKytL+/fvlyTt2bNHkZGRSkpKUnx8fL1+XUZgULWA+Pj4Sp/6AwDgt2K9Yg0ej0fBwSdHrSlTpsjj8WjixInKy8tTt27dtGjRIsXFxVV4zpQpUzRlyhRlZmaqc+fOevPNNxUaGlrle8ybN08zZ8703b700kslSc8//7yuuOKKuv+iDObyer1esyPqmufnUVJZhtkZNVYSt1PZ2dlmZwTkuqQ7zU4AAEN8O7u32QkBy7hloq3WKyEhIUpMTKzy8czMTFueG3bcuHFKSUnRU089ZXZKJbm5uWrVqpXZGafFMaoWUFxcbHYCAMBBWK+YKycnR2vXrtWWLVs0YMAAs3NsjV3/FlBSUmJ2AgDAQVivmOvOO+/Ujh07dNttt1V7fClOj0HVAqKjo221iwYAYG2sV8w1b948sxMcg13/AAAAsCQGVQvIzc01OwEA4CCsV+AUDKoWEBISYnYCAMBBWK/AKRhULSAsLMzsBACAg7BegVMwqFqAA09lCwAwEesVOAWDqgVw9RAAQF1ivQKnsNTpqZYvX6709HT9+OOPCg0NVbt27XTNNdeoWbNmZqfVq7i4OK7LDACoM6xX7Gfz5s0aPXq09u3bp9jYWLNzLMNSg2pGRoYuvPBCtW7dWuXl5Vq4cKEee+wxzZo1y9HH27jdbNgGANSdM2W90rC8n2Hv9UvQ5oCfc8cdd+j48eOaP39+PRSd3HL+9NNPa+PGjfrxxx/VsGFDDR8+XPfff79iYmLq5T2NZqlB9aGHHqpwe+LEibrpppuUmZmpTp06mVRV/7jUHQCgLrFeOTMcPnxYhw8f1rRp09SuXTv98MMPuueee3T48GG9/vrrZufVCUv/ylVQUCBJioqKMrmkfvEDBQBQl1ivWE9xcbEefPBBderUScnJyRoxYoS2b99eabn09HQNHDhQycnJGj58uPbs2VPla3bs2FFvvPGGLrzwQqWkpOj888/Xgw8+qLVr16qsrKw+vxzDWHZQ9Xg8mjt3rtq3b6+zzz7b7zKlpaUqKCjw/SksLDS4sm44ZfM8AMAaWK9Yz/Tp07Vq1SrNmTNH69evV0pKisaNG1fpg2+pqalKTU3V+++/r4YNG2r8+PEqLS2t8fucOHFC0dHRCg621E7z38yyX8Vrr72m77//XtOnT69ymeXLl2vJkiW+2ykpKZoxY4YReQAAADWSn5+vuXPn6vnnn9eQIUMkSbNmzdK5556rt99+W5MmTfItO3nyZA0aNEiSNGfOHP3ud7/T6tWrNXLkyNO+zy+//KJZs2Zp/Pjx9fJ1mMGSg+prr72mbdu2KTU1VQ0bNqxyudGjR2vEiBG+2y6Xy4i8OpeXl2d2AgDAQVivWMuBAwdUWlqq8847z3dfSEiIunfvrn379lVYtmfPnr6/x8fHq3Xr1tq7d+9p3yM3N1dXX3212rVrp3vuuafu4k1mqUHV6/Xq9ddfV3p6uqZNm6bGjRtXu3xISIgjLhMXHByskpISszMAAA7BeuXMkpeXp3HjxikyMlJz5851xGx0iqWOUX3ttdf08ccf684771R4eLhycnKUk5Pj+P/YnHzqLQCA8VivWEvLli0VGhqq9PR0332lpaXasWOH2rVrV2HZzz//3Pf3nJwcZWZmVlrm13Jzc3X55ZcrNDRUb775puP+v7fUFtW1a9dKkqZNm1bh/ttvv913vAYAAICdREZGasKECUpNTVV8fLyaN2+uF154QYWFhbr66qsrLPvMM88oPj5eiYmJevLJJ5WQkKDhw4f7fd3c3FyNHTtWBQUFeumll5Sbm6vc3FxJUqNGjRQUFFTvX1t9s9SgunjxYrMTTJGdnW12AgDAQVivWIPH4/F9+n7KlCnyeDyaOHGi8vLy1K1bNy1atEhxcXEVnjNlyhRNmTJFmZmZ6ty5s958802Fhob6ff2dO3f6tsD+/ve/r/DYZ599VuVZk+zEUoPqmSo2NlbHjx83OwMA4BBnynrlt1wtykg///yzUlJSJJ08HOOJJ57QE0884XfZfv36KSsrS5I0dOjQGr3+r5/jVJY6RvVM5YRN8wAA62C9Yq6cnBytXbtWW7Zs0YABA8zOsTW2qFqA0z8sBgAwFusVc915553asWOHbrvttiqPL0XNMKhagF2vqAUAsCbWK+aaN2+e2QmOwa5/C4iNjTU7AQDgIKxX4BQMqgAAwNLseuVJK7PL95RB1QK41B0AoC45bb3icrnk8XjMznAMj8fDoIqa49OZAIC65LT1SpMmTZSbm8uwWgc8Ho9yc3PVpEkTs1NqhA9TWUB4eDgHvgMA6ozT1ivh4eFq3ry5jhw5Iq/XK6/Xa3aSLblcLrlcLjVv3lzh4eFm59QIgyoAALC88PBwtWzZ0uwMGIxd/xZw7NgxsxMAAA7CegVOwaBqATExMWYnAAAchPUKnIJB1QKcdtA7AMBcrFfgFAyqFlBaWmp2AgDAQVivwCkYVC0gPz/f7AQAgIOwXoFTMKhaQFxcnNkJAAAHYb0Cp2BQBQAAgCUxqFoAu2gAAHWJ9QqcgkHVAuxyvV0AgD2wXoFTMKhaQEREhNkJAAAHYb0Cp2BQBQAAgCUxqFoAl7oDANQl1itwCgZVC4iOjjY7AQDgIKxX4BQMqhYQHBxsdgIAwEFYr8ApGFQtoKyszOwEAICDsF6BUzCoWkBeXp7ZCQAAB2G9AqdgULUALnUHAKhLrFfgFAyqAAAAsCQGVQsoKCgwOwEA4CCsV+AUDKoW4PV6zU4AADgI6xU4BYOqBURGRpqdAABwENYrcAoGVQAAAFgSg6oF5OTkmJ0AAHAQ1itwCgZVC2AXDQCgLrFegVMwqFpASEiI2QkAAAdhvQKnYFC1AC51BwCoS6xX4BQMqhaQm5trdgIAwEFYr8ApGFQtID4+3uwEAICDsF6BUzCoAgAAwJIYVC2gsLDQ7AQAgIOwXoFTMKhagMfjMTsBAOAgrFfgFAyqFsD57gAAdYn1CpyCQRUAAACWxKBqAcePHzc7AQDgIKxX4BQMqhYQHh5udgIAwEFYr8ApGFQtIDQ01OwEAICDsF6BUzCoWkB5ebnZCQAAB2G9AqdgULUAjiUCANQl1itwCgZVC0hISDA7AQDgIKxX4BQMqgAAALAkBlUL4FJ3AIC6xHoFTsGgagEc9A4AqEusV+AUDKoWEBUVZXYCAMBBWK/AKYLNDqgPv3j/oVJPqdkZNWbHQ97/XfCmsrOzzc4ISEJCgu2aJXt202wMmo1hx2bAKVxer9drdkRdO3r0qEpL7TOoBgcHq6yszOyMgNBsHDt202wMmo1Bc/0LCQlRYmKi2RmwIHb9W0BYWJjZCQGj2Th27KbZGDQbg2bAPAyqFmDHS93RbBw7dtNsDJqNQTNgHgZVC/B4PGYnBIxm49ixm2Zj0GwMmgHzcIwqAAAwFceooipsUbWA+Ph4sxMCRrNx7NhNszFoNgbNgHkYVC3A5XKZnRAwmo1jx26ajUGzMWgGzMOgagFFRUVmJwSMZuPYsZtmY9BsDJoB8zCoWoAdj6el2Th27KbZGDQbg2bAPAyqFhAdHW12QsBoNo4du2k2Bs3GoBkwD4MqAAAALCnY7ABIl0SMNzshYN/O7m12AnDG+2bsK2pqt80NObJd888n0sxOCNiJEyfMTgDqhM1+XAAAYKwGDRqYnRAwOzYD/jCoAgBQDTsOfXZsBvxhUAUAoBp2vICjHZsBfxhUAQCoxrFjx8xOCJgdmwF/GFQBAKiGHS9HasdmwB8GVQAAqmHHy5HasRnwh0EVAIBqFBcXm50QMDs2A/4wqAIAUA07Dn12bAb8YVAFAKAaMTExZicEzI7NgD8MqgAAALAkBlUAAKqRm5trdkLA7NgM+MOgCgBANUJCQsxOCJgdmwF/GFQBAKhGWFiY2QkBs2Mz4A+DKgAA1bDj5Ujt2Az4w6AKAEA17Hg5Ujs2A/4wqAIAUI24uDizEwJmx2bAHwZVAACq4Xbbb1Vpx2bAn+C6fkGv16vdu3ertLRUHTp0UHh4eF2/BQAAhikpKTE7IWB2bAb8qdWgunDhQu3du1dTp06VdHJIfeyxx7Rr1y5JUqNGjfTwww+radOmtS8FAMAERUVFZicEzI7NgD+12jewdetWtW7d2nf7k08+0a5du3TFFVfovvvuk8fj0b/+9a9aRwIAYBY7Xo7Ujs2AP7XaopqdnV1ha+nWrVuVlJSk0aNHS5L++Mc/at26dbUrBAAAwBmpVltUg4KCVFZWJunkbv9du3apW7duvsfj4uJ04sSJ2hUCAGCivLw8sxMCZsdmwJ9aDarJycn6+OOPlZeXpw0bNig3N1c9evTwPX706FF2PwAAbC0oKMjshIDZsRnwp1aD6pgxY3TgwAHdeOONeuWVV9ShQwd17tzZ9/i2bdsqHMMKAIDd2PHsNXZsBvyp1TGqXbt21YwZM7Rz505FRESob9++vsfy8vLUsWNH9erVq9aRAAAAOPPU+jyqSUlJSkpKqnR/VFSUJkyYUNuXBwDAVNnZ2WYnBMyOzYA/dXLpir1792r58uWaO3euDh06JEkqLi5WZmYm53IDANhabGys2QkBs2Mz4E+ttqiWlZVp9uzZ+vTTT3339ezZU2eddZZcLpcef/xxXXzxxbrssstqHQoAgBns+MEkOzYD/tRqi+o///lPff7557r55ps1e/bsCo+Fhoaqd+/eFYZYAADsxo6XI7VjM+BPrQbVzZs3a+jQofrDH/6gqKioSo83b95cWVlZtXkLAABMVVhYaHZCwOzYDPhTq0H1xIkTOvvss6t+cbdbxcXFtXkLAABMZcfjPe3YDPhTq0G1YcOG+vHHH6t8/Ouvv65wiVUAAACgpmo1qPbv31/r16/X3r17Kz22fv16/ec//9GAAQNq8xYAAJgqPz/f7ISA2bEZ8KdWn/q/7LLLtG/fPk2dOlXNmzeXJM2bN095eXnKzs5W9+7dNWLEiDoJBQDADG53nZzJ0VB2bAb8qdWgGhwcrAcffFAff/yxPvnkE3k8HpWVlalFixa64oorNGDAALlcrrpqBQDAcOHh4bb7cJIdmwF/an1lKpfLpQEDBrCLHwAAAHWKfQMAAFTj2LFjZicEzI7NgD+13qK6Y8cOffjhh8rKylJ+fr68Xm+Fx10ul+bMmVPbtwEAwBTR0dE6ceKE2RkBsWMz4E+tBtWVK1fq7bffVlxcnFq3bl3tOVUBALCj4OBab9MxnB2bAX9q9S959erV6ty5sx544AH+owAAOFJpaanZCQGzYzPgT62OUc3Pz1fv3r0ZUgEAjmXHc5LasRnwp1aDaps2bfTTTz/VVQsAAJYTFxdndkLA7NgM+FOrQfXGG29Uenq60tLS6qoHAAAAkFTLY1Rnz56t8vJyzZkzR//4xz/UsGHDSlfDcLlc+tvf/laj18vIyNDKlSu1f/9+HTt2TJMnT9Z5551Xm0QAAGrFjrvR7dgM+FOrQTUqKkrR0dE666yz6iSmuLhYLVu21ODBgzVz5sw6eU0AAGrDjldYtGMz4E+tBtVp06bVUcZJ3bt3V/fu3ev0NQEAqI2IiAgVFRWZnREQOzYD/tj64/qlpaUVTsHhcrkUHh5uYhEAAADqSkCDakZGhiSpU6dOFW6fzqnl69ry5cu1ZMkS3+2UlBTNmDGjXt4LAHBmysnJMTshYHZsBvwJaFBNTU2VJL399tsKDg723T6dRYsWBV5WA6NHj9aIESN8tzkmBwBQ16Kiomx3OVI7NgP+BDSoTp069eST/v8J/k/dNktISIhCQkJMbQAAOJsdL2pjx2bAn4D+Jf/vLvz62qUPAIBVlJWVmZ0QMDs2A/5Y6leuoqIiHT582Hc7KytLBw4cUFRUlBo1amRiGQDgTJWbm2t2QsDs2Az4U+tB9YcfftDGjRt15MgR5efny+v1Vnjc5XLpkUceqdFrffvttxWOe50/f74kaeDAgZo4cWJtUwEACFh8fLyys7PNzgiIHZsBf2o1qG7atEkvvfSSgoKC1KxZM0VFRVVa5n8H1+qcc845Wrx4cW2SAAAA4BC1GlT/9a9/KSUlRQ888IBiYmLqqgkAAMsoKCgwOyFgdmwG/HHX5snZ2dm64IILGFIBAI4VyJ5Bq7BjM+BPrQbVFi1acAwMAMDRIiMjzU4ImB2bAX9qNahee+212rBhg77++uu66gEAAAAkBXiMqr/Lk0ZEROiRRx5RUlKSGjVqJLe74uzrcrl077331q4SAACT2PFypHZsBvwJaFA9ePCg3/sbNWqkoqIi/fDDD5Ue47KmAAA7i4yMtN15Se3YDPgT0KD64osv1lcHAACWZMdLdduxGfCnVseoAgDgdOXl5WYnBMyOzYA/tRpUd+7cqQULFlT5+MKFC7Vr167avAUAAKY6ceKE2QkBs2Mz4E+tBtWlS5fql19+qfLx7OxsLV26tDZvAQCAqeLj481OCJgdmwF/ajWoHjx4UG3btq3y8datW1f5ASwAAACgOrUaVMvKylRWVlbt48XFxbV5CwAATFVYWGh2QsDs2Az4U6tBNTk5Wenp6X4f83q92rp1q5KSkmrzFgAAmMqOH0yyYzPgT60G1WHDhunrr7/WrFmzdPDgQZWXl6u8vFzfffedZs2apb1792rYsGF11QoAgOGioqLMTgiYHZsBfwI6j+r/GjBggI4cOaKlS5dq69atvqtSeTweuVwu/elPf9KgQYPqohMAAABnmFoNqpJ0+eWX6/zzz1d6erqysrIkSU2aNFGvXr3UtGnTWgcCAGCm48ePm50QMDs2A/7UelCVpKZNm+rSSy+ti5cCAMBSwsPDlZeXZ3ZGQOzYDPjDlakAAKhGaGio2QkBs2Mz4E+tt6hu375dq1at0v79+1VQUCCv11tpmUWLFtX2bQAAMIUdP0Fvx2bAn1ptUf3kk0/01FNP6fjx4+rbt6+8Xq/69eunfv36KTQ0VC1atNCYMWPqqhUAAMPZ8XhPOzYD/tRqi+qKFSvUpk0bPfroo8rLy9O6des0ePBgde7cWVlZWXrooYfUuHHjumoFAMBwCQkJys7ONjsjIHZsBvyp1RbVH374Qf369ZPb7VZQUJAk+a5U1bhxY1144YV65513al8JAACAM06tBtUGDRooOPjkRtnIyEgFBwcrJyfH93hsbKzvlFUAANhRUVGR2QkBs2Mz4E+tBtVmzZrphx9+8N1u2bKlNm3apPLycpWUlCgtLU2NGjWqdSQAAGY5tafQTuzYDPhTq0G1V69e+vTTT1VaWipJuuyyy7R7925NmDBBN910k7766iuNGjWqLjoBADCFHS9HasdmwJ9afZjq0ksvrXCi/3PPPVfTpk3zXU61R48e6ty5c60jAQAAcOapkytT/VrHjh3VsWPHun5ZAABMceLECbMTAmbHZsCfgAfVGTNmBLS8y+XSvffeG+jbAABgCQ0aNLDdMZ92bAb8CXhQ3bZtm0JCQhQXF+f3KlT/y+Vy/aYwAACsoEGDBsrPzzc7IyB2bAb8CXhQPXUS4ejoaPXv31/9+vVTXFxcPaQBAGA+j8djdkLA7NgM+BPwoPryyy8rIyNDaWlpWrp0qd566y116tRJ/fv3V+/evRUeHl4fnQAAmOLX5we3Czs2A/64vDXZf1+FsrIybd++XWlpadq2bZs8Ho+6d++u/v3769xzz1VISEhdttbY0aNHfafMsoPrku40OyFg387ubXYCcMb7ZuwrZiecEYpjv9CxY8fMzghIfHy8rZpDQkKUmJhodgYsqFaf+g8ODlavXr3Uq1cvFRUVaevWrVq3bp2effZZXX755RozZkxddQIAYAo7ftbCjs2AP7U64f8ppaWl2rFjhz799FPt379foaGhaty4cV28NAAAprLj5Ujt2Az485u3qHo8Hu3cuVObN2/Wp59+quLiYnXt2lW33nqrzjvvPIWFhdVlJwAAprDToWSn2LEZ8CfgQfXrr79WWlqaPvnkE+Xm5qpt27a68sor1adPH8XExNRHIwAApomOjlZ2drbZGQGxYzPgT8CD6iOPPKLQ0FB1795d/fr18x38/PPPP+vnn3/2+5xWrVrVrhIAAABnnN+067+kpERbt27V1q1ba7T8okWLfsvbAABgutzcXLMTAmbHZsCfgAfV2267rT46AACwpNDQUNsd82nHZsCfgAfVQYMG1UMGAADWZMfLkdqxGfCnTk5PBQCAU9XiujimsWMz4A+DKgAA1bDTFZ5OsWMz4A+DKgAA1YiLizM7IWB2bAb8YVAFAKAabrf9VpV2bAb84V8yAADVKC4uNjshYHZsBvxhUAUAoBp2HPrs2Az4w6AKAEA17Hh5cDs2A/4wqAIAAMCSGFQBAKiGHS9HasdmwB8GVQAAqhESEmJ2QsDs2Az4w6AKAEA1wsLCzE4ImB2bAX8YVAEAAGBJDKoAAFQjOzvb7ISA2bEZ8Mfl9Xq9ZkfUtaNHj6q0tNTsjBqLi4tTTk6O2RkBodk4duym2Rg0G4Pm+hcSEqLExESzM2BBbFG1ADte6o5m49ixm2Zj0GwMmgHz8C/ZAkpKSsxOCBjNxrFjN83GoNkYNAPmYVC1gMLCQrMTAkazcezYTbMxaDYGzYB5GFQtIDY21uyEgNFsHDt202wMmo1BM2AeBlUAAABYEoOqBeTl5ZmdEDCajWPHbpqNQbMxaAbMw6BqAUFBQWYnBIxm49ixm2Zj0GwMmgHzMKhaQHh4uNkJAaPZOHbsptkYNBuDZsA8DKoAAACwJK5MBQAATMWVqVAVRw6qt517r77Zvt/sjBp7/6cvzE6AhRVGb9fx48fNzghIbGwszQag2RjXJd1pdoLjtemeopc/f9rsDFgQu/4Bi7PjhyJoNgbNAJyOQRWwODsexkKzMWgG4HQMqoDFFRQUmJ0QMJqNQTMAp2NQBSzOjpdCpNkYNANwOgZVAAAAWBKDKmBx+fn5ZicEjGZj0AzA6RhUAYtzuVxmJwSMZmPQDMDpGFQBi4uIiDA7IWA0G4NmAE7HoAoAAABLYlAFLO7YsWNmJwSMZmPQDMDpGFQBi4uOjjY7IWA0G4NmAE7HoApYXHBwsNkJAaPZGDQDcDoGVcDi7HjJSZqNQTMAp2NQBSzOjuedpNkYNANwOgZVwOLi4uLMTggYzcagGYDTMagCAADAkhhUAYsrKCgwOyFgNBuDZgBOx6AKAAAAS2JQBSzOjpecpNkYNANwOgZVAAAAWBKDKmBxOTk5ZicEjGZj0AzA6RhUAYuLjIw0OyFgNBuDZgBOx6AKWFxISIjZCQGj2Rg0A3A6BlXA4srKysxOCBjNxqAZgNMxqAIWl5uba3ZCwGg2Bs0AnI5BFbC4+Ph4sxMCRrMxaAbgdAyqAAAAsCQGVcDi7HjJSZqNQTMAp2NQBSzO6/WanRAwmo1BMwCnY1AFLM6O552k2Rg0A3A6BlUAAABYEoMqYHHHjx83OyFgNBuDZgBOx6AKWFxERITZCQGj2Rg0A3A6BlXA4ux4yUmajUEzAKdjUAUsrry83OyEgNFsDJoBOB2DKmBxdjymj2Zj0AzA6RhUAYtLSEgwOyFgNBuDZgBOx6AKAAAAS2JQBSyusLDQ7ISA0WwMmgE4HYMqYHF2/PAJzcagGYDTMagCFhcVFWV2QsBoNgbNAJyOQRUAAACWxKAKWJwdT+dDszFoBuB0wWYH+LNmzRr9+9//Vk5Ojlq0aKEbbrhBbdq0MTsLMEV4eLjy8vLMzggIzcagGYDTWW6L6pYtWzR//nyNGTNGM2bMUIsWLfT444/zWzjOWKGhoWYnBIxmY9AMwOksN6iuWrVKQ4YM0QUXXKCkpCTdfPPNCg0N1YYNG8xOA0zh8XjMTggYzcagGYDTWWpQLSsrU2Zmprp06eK7z+12q0uXLtq7d2+l5UtLS1VQUOD7w/n54EQ5OTlmJwSMZmPQDMDpLHWM6okTJ+TxeBQXF1fh/ri4OP3000+Vll++fLmWLFniu52SkqIZM2bUdyZgqISEBGVnZ5udERCajUEzAKez1KAaqNGjR2vEiBG+2y6Xy8QaAAAA1CVLDaoxMTFyu92Vdg3l5ORU2soqSSEhIQoJCTEmDjBJUVGR2QkBo9kYNANwOksdoxocHKxWrVpp165dvvs8Ho927dqldu3amVgGmKe0tNTshIDRbAyaATidpQZVSRoxYoQ++OADbdy4UT/88INeffVVFRcXa9CgQWanAaaIjo42OyFgNBuDZgBOZ6ld/5LUt29fnThxQosXL1ZOTo5atmypBx980O+ufwAAADiX5QZVSRo2bJiGDRtmdgZgCSdOnDA7IWA0G4NmAE5nuV3/ACpq0KCB2QkBo9kYNANwOgZVwOLsuGKn2Rg0A3A6BlXA4ux4yUmajUEzAKdjUAUszo6XnKTZGDQDcDoGVcDi4uPjzU4IGM3GoBmA0zGoAhZnx0sD02wMmgE4HYMqYHHFxcVmJwSMZmPQDMDpGFQBiyspKTE7IWA0G4NmAE5nyRP+A/iv6OhoZWdnm50REJqNQTOMFJ0QpdCwELmD6n4bV1yTWJWXl9f568K6Th0G5HK5qj0kiEEVAAD4Fds4Rt0GdlLLLslqEN5ALnf1Q8Vvfp/EGHm93jp/XVjXqVPVeTweuVwuBQcHy+2u/EsQgypgcbm5uWYnBIxmY9CM+nRWmya65LahKi8tV0lhqYry6u/44rDwMAUHM5KcqTwej8rKyhQUFKSgoKAKj3GMKmBxISEhZicEjGZj0Iz6kpjcUJfcNlRFucUqKSw1OwcO53a7FRISovLy8kqHgDCoAhYXFhZmdkLAaDYGzagvPYd3U0lBCbvjYRiXy+UbVn+NQRWwODuuKGg2Bs2oD0EhQWrasrHKy7jcLYx16vjnX/+cYFAFLO7YsWNmJwSMZmPQjPrQqHmCQsNDzc7AGcrtdvs+aCUxqAKWFxcXZ3ZCwGg2Bs2oD2GRDfx++howgsvlYosqYCd2XGHQbAyaUR9CGoTI6zH/EI0DBw7I5XJpx44dkqSNGzfK5XIpJyenxq8xaNAg3XXXXdUu07JlS82ePfs3d9rV3LlzbfGLIz8xAIuz4yUnaTYGzTDbN9/v1YTUKzTr7afq/LWTk5N16NAhde7cuc5f+0zjbxgfN26c9u7da05QABhUAYuz44qdZmPQDLN9tO1D/fG8Yfr6uz06dqJurzgWFBSkpk2bcn7VKni9XpWVlf3m54eHh6tx48Z1WFQ/GFQBi4uJiTE7IWA0G4NmmKmouEjpu/+jwb2Gqlvb7krb8ZHvsZeXPK8X/zW7wvJl5WWaOOMm33I79+3QY689otuevF5X/d+fNGLECH377be+5f931///+uWXX3TllVeqefPmioiIUJcuXbRw4cJKy5WVlWnSpEmKjY1Vo0aN9PDDD1d79omcnBzddNNNSkxMVExMjAYPHqwvvvii2u/Fl19+qcGDBys8PFwNGzbULbfcory8PN/jEyZM0KhRo5Samup73T//+c8qKSnxLePxePTkk08qJSVF4eHh6tatm5YsWeJ7/NShD++9957OPfdcNWjQQGlpafr22281cuRINWnSRFFRUerVq5fWr1/ve96gQYP03Xff6e67765wuVJ/u/5ffvlltW7dWqGhoWrfvr3efPPNCo+7XC69+uqrGj16tCIiItS2bVutXLnS9/ixY8d09dVXKzExUeHh4Wrbtq3eeOONar93p8OgCgAAApa++z86q1EzndWomfp2PV+btm/wDYB9uvbXjq8/V1FxkW/5Xd98oZLSYp3b8TxJUnFpsYb1uVjTbnlSj931tNxut0aPHl3hE9/VKSoq0rnnnqt3331Xu3bt0i233KLx48crPT29wnLz5s1TcHCw0tPT9dxzz2nWrFl69dVXq3zdyy+/XFlZWXrvvff0+eefq0ePHhoyZIiys/1vMc7Pz9eFF16o+Ph4ffrpp/rXv/6l9evXa9KkSRWW++CDD7Rnzx5t3LhRCxcu1LJly5Samup7/Mknn9T8+fP197//Xbt379bdd9+ta665Rh999FGF17n//vv11FNPac+ePeratavy8vJ00UUX6YMPPtD27ds1bNgwXXLJJTp48KAkadmyZUpKStL06dN16NAhHTp0yO/XsXz5ct155536v//7P+3atUu33nqrrr/+em3YsKHCcqmpqRo7dqx27typiy66SFdffbXve/Pwww8rIyND7733nvbs2aOXX35ZjRo18j130KBBmjBhQpXfe3/Yng5Y3K9/K7cLmo1BM8z00fYP1bfr+ZKkLm1+p8Lil/XVgQx1TDlHXVp3U4PQBvr8q3T16zZAkvSfLzere/tzFd4gXJLUq9Pvfa+V0DRer9/1uhITE5WRkVGj41KbN2+uyZMn+27fcccdev/997V48WKdd955vvuTk5P17LPPyuVyqX379vryyy/17LPP6uabb670mmlpaUpPT1dWVpYaNGggSZo5c6ZWrFihJUuW6JZbbqn0nAULFqioqEjz589XZGSkJOmFF17QJZdcohkzZqhJkyaSpNDQUL3++uuKiIjQOeeco+nTp+uee+7Ro48+qtLSUj3xxBNav369+vTpI0lq1aqV0tLS9Morr2jgwIG+95s+fbr++Mc//vd7l5Cgbt26+W4/+uijWr58uVauXKlJkyYpISFBQUFBio6OVtOmTav8fs6cOVMTJkzQ7bffLkn661//qk8++UQzZ87UBRdc4FtuwoQJuvLKKyVJTzzxhJ5//nmlp6dr2LBhOnjwoLp3766ePXtKOnls7K+dffbZOuuss6ps8IdBFbC44ODgCruH7IBmY9AMsxz6+Sft//Fb3Tnu5KAYFBSk887pq03bN6hjyjn//3Yf/Wdnmvp1G6DikiJt+/oz3T7mTt9rHP7lkJZtWKzMH75RXlGe3P93cpf0wYMHazSolpeX64knntDixYv1448/qqSkRMXFxYqIiKiwXO/evX27uyWpT58+euaZZ1ReXl7puvJffPGF8vLy1LBhwwr3FxYWVjgs4df27Nmjbt26+YZUSerXr588Ho++/vpr36DarVu3Cm19+vRRXl6evv/+e+Xl5amgoKDCACpJJSUl6t69e4X7Tg2Bp+Tl5WnatGl69913dejQIZWVlamwsNC3RbWm9uzZU2kQ79evn5577rkK93Xt2tX398jISMXExCgrK0uSdNttt+lPf/qTtm3bpqFDh2rUqFHq27evb/n58+cH1CQxqAKWFxYWpoKCArMzAkKzMWiGWTZt+1DlnnLd+cyfffd55VVIUIjGX3SDIsIi1KdLfz05N1Un8o5rV+ZOhQaHqkub/275m73gaTWMa6TrL71FLVNaasDlvdW5c+ca/yLzt7/9Tc8995xmz56tLl26KDIyUnfddVetfhHKy8vTWWedpY0bN1Z6rD5P5XRqT8O7776r5s2bV3js1JbdU349EEvS5MmTtW7dOs2cOVNt2rRReHi4xowZU2+/EIaEhFS47XK5fIdrDB8+XN99951Wr16tdevWaciQIZo4caJmzpz5m9+PQRUAANRYeXm5Nn+xSVcOHa/OrbtWeOy5f87UJ19u1uBef1Tbs9srIaahtu7eop37dqjXOb0VHHRy7MgryNWhX37S9ZfeovYtOiqhaXzAVy3bvHmzRo4cqWuuuUbSyQ8j7d27V506daqw3NatWyvc/uSTT9S2bdtKW1MlqUePHjp8+LCCg4Mr7bauSseOHTV37lzl5+f7hsjNmzfL7Xarffv2vuW++OILFRYWKjw83NcRFRWl5ORkJSQkqEGDBjp48GCF3fw1sXnzZk2YMEGjR4+WdHLoPXDgQIVlQkNDVV5eftqvY/PmzbruuusqvPb/fj9PJzExUdddd52uu+46nX/++brnnntqNajyYSrA4qo6gN/KaDYGzTDDjr3blF+UrwE9BiupydkV/vTs9Htt2v6hb9neXfrpw8/Wa3fml+rbpb/v/oiwSEWFR2vj5x/oyC+H9cVX2/XXv/41oI62bdtq3bp12rJli/bs2aNbb71VR44cqbTcwYMH9de//lVff/21Fi5cqDlz5ujOO+/084rSH/7wB/Xp00ejRo3S2rVrdeDAAW3ZskUPPfSQPvvsM7/PufrqqxUWFqbrrrtOu3bt0oYNG3THHXdo/Pjxvt3+0snd+DfeeKMyMjK0evVqTZ06VZMmTZLb7VZ0dLQmT56su+++W/PmzdO3336rbdu2ac6cOZo3b95pvw/Lli3Tjh079MUXX+iqq66q9IG0li1batOmTfrxxx/1888/+32de+65R3PnztXLL7+sffv2adasWVq2bFmF44BP55FHHtE777yjb775Rrt379aqVavUsWNH3+PXXnutHnjggRq/nsSgClhebGys2QkBo9kYNMMMm7Z/qHNadVFEWESlx3p2/L32/5Spg4e/kyT17dpfPx39QfHRCWp79n+3Lrrdbt0+5i868FOmHnppsl791yv629/+FlDHlClT1KNHD1144YUaNGiQmjZtqlGjRlVa7tprr1VhYaHOO+88TZw4UXfeeaffD0VJJ3djr169WgMGDND111+vdu3a6YorrtB3331XYej8tYiICL3//vvKzs5Wr169NGbMGA0ZMkQvvPBCheWGDBmitm3basCAARo3bpwuvfRSTZs2zff4o48+qocfflhPPvmkOnbsqGHDhundd99VSkpKtd+HWbNmKT4+Xn379tUll1yiCy+8UD169KiwzPTp03XgwAG1bt1aiYmJfl9n1KhReu655zRz5kydc845euWVV/TGG29o0KBB1b7/r4WGhuqBBx5Q165dNWDAAAUFBemf//yn7/GDBw9WedaBqri81Z1MzKZuO/defbN9v9kZNfb+T9Wfnw1ntpK4nbbbCpWQkECzAWg2xnVJ/re+OVWbHin6w/gBys8x7ljihKbxGnHrH0+/oE1NmDBBOTk5WrFihdkplldeXi6v1+u70ANbVAGLs+MnpGk2Bs0AnI5BFbC4wsJCsxMCRrMxaAbgdAyqgMXZ8Zg+mo1BM2APc+fOZbf/b8SgCgAAAEtiUAUszo6XnKTZGDQDcDoGVcDi/J2U2upoNgbNAJyOQRWwuFNXMbETmo1BMwCnY1AFAACAJTGoAhYX6PWvrYBmY9AMwOkYVAGLi4mJMTshYDQbg2YATsegClicHT98QrMxaAbgdAyqgMWVlpaanRAwmo1BMwCnY1AFLC4/P9/shIDRbAyaATgdgypgcXFxcWYnBIxmY9AMwOkYVAEAAGBJDKqAxdlxVynNxqAZgNMxqAIW53K5zE4IGM3GoBmA0zGoAhYXERFhdkLAaDYGzQCcjkEVAAD4lJeVy+VmyzesgUEVsDg7XnKSZmPQjPpQXFgieb1mZwCSGFQBy4uOjjY7IWA0G4Nm1IfsQ8dUWlJmdgbOUOXl5XK7/zueMqgCFhccHGx2QsBoNgbNqA9FecU6diSHD77BcF6vV16vl0EVsJOyMvtt2aDZGDSjvnz50R5FxIaZnYEzTHl5uYKCgircx6AKWFxeXp7ZCQGj2Rg0o77s/SxT2z74UhEx4Wan4Azg9XpVVlYmr9dbaVBlHwxgcXFxccrOzjY7IyA0G4Nm1Kf0VdtVmFukrgM6KjI2Ui63S+Wl5fLWwwetghsEy+Px1Pnrwtq8Xq88Ho88Ho/cbreCg4MrHXLiyEF1+pp7VFpaanZGjZXEJdjuB3dCAs1GSTA7ADjD/bvgTdv97KiPn3dut7vejlsNCgpSeXl5vbw2rMvlcikoKMjvgHqKIwdVuykoKDA7IWA0G8eO3TQbg2Zj0HxSfW7xdLvdCgkJqbfXh31xjKoF1MdulPpGs3Hs2E2zMWg2Bs2AeRhULSAyMtLshIDRbBw7dtNsDJqNQTNgHgZVAAAAWJLL68D9A0ePHrXVh6ncbrftPu1Is3Hs2E2zMWg2Bs31LyQkRImJiWZnwILYomoBdtxFQ7Nx7NhNszFoNgbNgHkYVC3Ajp90pNk4duym2Rg0G4NmwDwMqhZgx0sK0mwcO3bTbAyajUEzYB6OUbUAl8tlu1OJ0GwcO3bTbAyajUFz/eMYVVSFLaoWEB8fb3ZCwGg2jh27aTYGzcagGTCPI69MFRxsry/L5XLZ7ngimo1jx26ajUGzMWiuf3Zbb8M4jtr1X1paaqv/MAEAwH+xHsf/ctSu/9LSUj333HMqLCw0O6XGCgsLdd9999Fcz+zYLNmzm2Zj0GwMmo1RWFio5557zlafL4ExHDWoStLmzZttdQC51+vV/v37aa5ndmyW7NlNszFoNgbNxvB6vdq8ebPZGbAgxw2qAAAAcAYGVQAAAFiSowbVkJAQjRkzxlYHYtNsDDs2S/bsptkYNBuDZmPYsRnGcNSn/gEAAOAcjtqiCgAAAOdgUAUAAIAlMagCAADAkhhUAQAAYEmOurjumjVr9O9//1s5OTlq0aKFbrjhBrVp08bsLL8yMjK0cuVK7d+/X8eOHdPkyZN13nnnmZ1VreXLlys9PV0//vijQkND1a5dO11zzTVq1qyZ2WlVWrt2rdauXaujR49KkpKSkjRmzBh1797d5LKaW7FihRYsWKCLLrpIEyZMMDvHr8WLF2vJkiUV7mvWrJlmz55tTlANZWdn66233tKOHTtUXFyspk2b6vbbb1fr1q3NTqvSxIkTff+ef23o0KG66aabTCiqnsfj0eLFi/Xxxx8rJydHCQkJGjhwoP70pz/J5XKZnVelwsJCLVq0SOnp6Tp+/LhSUlI0YcIES61TTrce8Xq9Wrx4sT744APl5+erQ4cOuummm3TWWWdZtnnr1q1at26dMjMzlZeXp6efflotW7Y0rRfmc8ygumXLFs2fP18333yz2rZtq3fffVePP/64Zs+erdjYWLPzKikuLlbLli01ePBgzZw50+ycGsnIyNCFF16o1q1bq7y8XAsXLtRjjz2mWbNmKSwszOw8vxISEnTVVVfprLPOktfr1UcffaSnn35aTz/9tJKTk83OO61vvvlG69atU4sWLcxOOa3k5GQ9/PDDvttut7V32OTl5enhhx/WOeecowcffFAxMTE6dOiQIiMjzU6r1pNPPimPx+O7ffDgQT322GPq06ePiVVVW7FihdatW6eJEycqKSlJmZmZeumllxQREaGLLrrI7Lwq/f3vf9f333+vSZMmKSEhQZs2bdKjjz6qZ599VgkJCWbnSTr9euSdd97Re++9p4kTJ6px48ZatGiRHn/8cc2aNUuhoaEmFJ++ubi4WB06dFCfPn30yiuvmFAIq3HMoLpq1SoNGTJEF1xwgSTp5ptv1rZt27RhwwaNGjXK3Dg/unfvbqutepL00EMPVbg9ceJE3XTTTcrMzFSnTp1Mqqpez549K9y+8sortXbtWu3bt8/yg2pRUZHmzJmjW2+9VcuWLTM757Tcbrfi4uLMzqixd955Rw0bNtTtt9/uu69x48YmFtVMTExMhdsrVqxQkyZNLPvf4N69e9WzZ0/16NFD0snvcVpamr755huTy6pWUlKirVu36t577/V9X8eOHavPP/9ca9eu1RVXXGFy4UnVrUe8Xq9Wr16tyy67TL169ZIkTZo0STfffLM+/fRT9evXz8hUn9Ot+wYMGCBJysrKMioJFmftTR41VFZWpszMTHXp0sV3n9vtVpcuXbR3714Ty5ytoKBAkhQVFWVySc14PB5t3rxZxcXFateundk5p/Xqq6+qe/fu6tq1q9kpNXL48GHdeuutmjRpkp5//nn9/PPPZidV67PPPlOrVq00a9Ys3XTTTbr33nu1fv16s7MCUlZWpo8//lgXXHCBZXejt2vXTrt27dJPP/0kSTpw4IC+/vprS/+iXl5eLo/HU+nk86Ghofrqq69MqgpMVlaWcnJyKvz8iIiIUJs2bVgvwlYcsUX1xIkT8ng8lbbmxMXF+X44om55PB7NnTtX7du319lnn212TrUOHjyohx56SKWlpQoLC9PkyZOVlJRkdla1Nm/erP379+vJJ580O6VG2rZtq9tvv13NmjXTsWPHtGTJEj3yyCN65plnFB4ebnaeX1lZWVq3bp0uvvhijR49Wt9++63eeOMNBQcHa9CgQWbn1Uh6erry8/Mt3Ttq1CgVFhbq7rvvltvtlsfj0RVXXKHzzz/f7LQqhYeHq127dlq6dKmaN2+uuLg4paWlae/evWratKnZeTWSk5MjSZUOfYuNjfU9BtiBIwZVGO+1117T999/r+nTp5udclrNmjXT3/72NxUUFOiTTz7Riy++qNTUVMsOqz///LPmzp2rKVOmmHYcWaB+vXWsRYsWvsH1P//5jwYPHmxiWdU8Ho9at26tq666SpKUkpKigwcPat26dZYe/H5tw4YN+t3vfmeZYyb9+c9//qO0tDT95S9/UXJysg4cOKC5c+cqPj7e0t/nSZMm6eWXX9af//xnud1upaSkqF+/ftq/f7/ZacAZxRGDakxMjNxud6XfEnNycmx1zJxdvPbaa9q2bZtSU1PVsGFDs3NOKzg42LcVpFWrVvr222+1evVq3XLLLSaX+ZeZmanjx4/rvvvu893n8Xi0Z88erVmzRgsWLLD8B5UiIyPVrFkzHT582OyUKsXHx1f6ZSUpKUlbt241qSgwR48e1c6dOzV58mSzU6r11ltvaeTIkb5jIs8++2wdPXpUK1assPSg2rRpU6WmpqqoqEiFhYWKj4/Xs88+a4vjmCX51n3Hjx9XfHy87/7jx4/zKXrYiiMG1eDgYLVq1Uq7du3ynebC4/Fo165dGjZsmMl1zuH1evX6668rPT1d06ZNs80P7P/l8XhUWlpqdkaVunTpUunTsC+//LKaNWumkSNHWn5IlU5+EOzw4cOW3r3bvn37SocG/fTTT0pMTDSpKDAbNmxQbGys70NKVlVcXFzp36zb7ZbX6zWpKDBhYWEKCwtTXl6evvjiC11zzTVmJ9VI48aNFRcXpy+//NI3mBYUFOibb77R0KFDzY0DAuCIQVWSRowYoRdffFGtWrVSmzZttHr1ahUXF1v2N/ZTK/JTsrKydODAAUVFRalRo0YmllXttddeU1pamu69916Fh4f7tmBHRERYdhf1ggUL9Lvf/U6NGjVSUVGR0tLSlJGRUekMBlYSHh5e6bjfBg0aKDo62rLHA8+fP189e/ZUo0aNdOzYMS1evFhut1v9+/c3O61KF198sR5++GEtW7ZMffv21TfffKMPPvjAslvaf83j8Wjjxo0aOHCggoKCzM6p1rnnnqtly5apUaNGSkpK0oEDB7Rq1SrfGVqsaseOHZLk2zPw5ptvqnnz5pZap5xuPXLRRRdp2bJlOuuss9S4cWP985//VHx8vO8sAFZszsvL088//6zs7GxJ8v0yGRcXxx7SM5TLa5dfa2tgzZo1WrlypXJyctSyZUtdf/31atu2rdlZfu3evVupqamV7h84cKAmTpxoQtHpjR071u/9t99+u6V+eP/ayy+/rF27dunYsWOKiIhQixYtNHLkSNt8kv6UadOmqWXLlpY94f/s2bO1Z88e5ebmKiYmRh06dNAVV1xh+Q+efP7551qwYIEOHz6sxo0b6+KLL9Yf/vAHs7NO64svvvCdJ9rKF9yQKp84PyEhQf369dOYMWMUHGzdbSVbtmzRwoUL9csvvygqKkq///3vdeWVVyoiIsLsNJ/TrUdOnfB//fr1KigoUIcOHXTjjTea+m/mdM0bN27USy+9VOnxMWPGVLkOgrM5alAFAACAc1j/YDcAAACckRhUAQAAYEkMqgAAALAkBlUAAABYEoMqAAAALIlBFQAAAJbEoAoAAABLYlAFUGMvvviiZS9IUVd2796tsWPHavfu3WanAMAZz7qXBQFgiJpe7WXq1Kn1XGJdaWlpOn78uC6++GKzUwDgjMKVqYAz3KZNmyrd3rlzpyZNmlTh/q5duyoqKkper1chISFGJhrK4/GorKxMwcHBcrtP7nR66qmn9P333+vFF180uQ4AzixsUQXOcAMGDKhwe9++fdq5c2el+88UbrdboaGhZmcAAMSgCiAAL774ojIyMnxbFrOysjRp0iRdc801Cg0N1apVq5STk6MOHTroz3/+sxo2bKilS5dq/fr1ys3NVbdu3XT77bcrKiqqwutu375dy5cv1/79++VyudSxY0ddc801Sk5OrrZn8eLFWrJkiRYvXlzh/o0bN+qll17SCy+8oMaNG0uSJk6cqOTkZI0aNUrz5s3TwYMHFR8fr8svv1wDBw70PXf37t1KTU3V1KlTdc4552jatGnKyMiQ9N/DJBITE33fg/fee0/r1q1TVlaWQkJC1KRJE40YMUL9+/evxXcaACAxqAKoA2lpaSorK9OwYcOUl5enlStX6tlnn1Xnzp2VkZGhkSNH6vDhw1qzZo3mz5+v22+/3ffcTZs26cUXX1S3bt109dVXq7i4WGvXrtUjjzyiGTNm+AbNunD48GE988wzGjx4sAYOHKgNGzbopZdeUqtWraocii+77DIVFBTol19+0XXXXSdJCgsLkyStX79eb7zxhnr37q2LLrpIJSUlOnjwoPbt28egCgB1gEEVQK1lZ2fr+eefV0REhKSTx3muWLFCJSUleuqppxQUFCRJOnHihNLS0nTzzTcrJCRERUVFeuONNzR48GDdeuutvtcbOHCg7rrrLi1fvrzC/bX1008/KTU1VR07dpQk9e3bV7fddps2bNiga6+91u9zunbtqoSEBOXn51c6HGLbtm1KTk7WX//61zprBAD8F6enAlBrvXv39g2pktS2bVtJ0vnnn+8bUk/dX1ZWpuzsbEnSzp07lZ+fr379+unEiRO+P263W23btq3zU0QlJSX5hlRJiomJUbNmzZSVlfWbXi8yMlK//PKLvvnmm7pKBAD8CltUAdRao0aNKtw+NbRWdX9+fr4k6dChQ5Kk6dOn+33d8PDweu2UTg6bp3oCNXLkSH355Zd68MEH1bRpU3Xt2lX9+/dXhw4dapsKABCDKoA6cOo0TjW9/9RZ8U7976RJkxQXF1dpuV9vjfXH5XL5vd/j8fymnkAlJSVp9uzZ2rZtm3bs2KGtW7dq7dq1GjNmTI3PTwsAqBqDKgDTNGnSRJIUGxurrl27Bvz8yMhISSe30J76uyQdPXq0bgJrICwsTH379lXfvn1VVlammTNnatmyZRo1ahSnuQKAWuIYVQCm6datm8LDw7V8+XKVlZVVevzEiRPVPr9p06aSpD179vjuKyoq0kcffVSnnWFhYSooKKh0f25uboXbwcHBSkpKktfrVXl5eZ02AMCZiC2qAEwTERGhm2++WXPmzNF9992nfv36KSYmRj///LO2bdum9u3b68Ybb6zy+V27dlWjRo308ssv69JLL5Xb7daGDRt8r1FXWrVqpS1btmjevHlq3bq1wsLC1LNnTz322GOKi4tT+/btFRcXpx9++EHvv/++evToUefH1wLAmYhBFYCp+vfvr/j4eK1YsUIrV65UaWmpEhIS1LFjR11wwQXVPjc4OFiTJ0/Wa6+9pkWLFikuLk4XXXSRoqKi9NJLL9VZ49ChQ3XgwAFt3LhR7777rhITE9WzZ0/98Y9/1Mcff6x3331XRUVFSkhI0PDhw3XZZZfV2XsDwJnM5f2tnyIAAAAA6hHHqAIAAMCSGFQBAABgSQyqAAAAsCQGVQAAAFgSgyoAAAAsiUEVAAAAlsSgCgAAAEtiUAUAAIAlMagCAADAkhhUAQAAYEkMqgAAALAkBlUAAABYEoMqAAAALOn/AfCy42SR5W7TAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "solver = DispatchingRuleSolver(\"most_work_remaining\")\n",
    "plot_function = get_partial_gantt_chart_plotter(show_available_operations=True)\n",
    "for i in range(len(dispatcher.unscheduled_operations())):\n",
    "    solver.step(dispatcher)\n",
    "    print(f\"------------------- Step {i + 1} -------------------\")\n",
    "    scheduled_operation = history.history[-1]\n",
    "    print(f\"Scheduled operation: {scheduled_operation}\")\n",
    "    print(f\"Current time: {dispatcher.current_time()}\")\n",
    "    print(composite)\n",
    "    plot_function(\n",
    "        dispatcher.schedule,\n",
    "        makespan=11,\n",
    "        available_operations=dispatcher.available_operations(),\n",
    "        current_time=dispatcher.current_time(),\n",
    "    )\n",
    "    plt.title(f\"Step {i + 1}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 640x480 with 1 Axes>,\n",
       " <Axes: title={'center': 'Gantt Chart for Example instance'}, xlabel='Time units', ylabel='Machines'>)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_gantt_chart(dispatcher.schedule)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "job-shop-lib-gOF0HMZJ-py3.12",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}