{
 "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",
    "m1 = 0\n",
    "m2 = 1\n",
    "m3 = 2\n",
    "\n",
    "job_1 = [\n",
    "    Operation(m1, 1),\n",
    "    Operation(m2, 1),\n",
    "    Operation(m3, 7),\n",
    "    Operation(m1, 2),\n",
    "]\n",
    "job_2 = [Operation(m2, 5), Operation(m3, 1), Operation(m1, 1)]\n",
    "job_3 = [Operation(m3, 1), Operation(m1, 3), Operation(m2, 2)]\n",
    "\n",
    "jobs = [job_1, job_2, job_3]\n",
    "\n",
    "instance = JobShopInstance(\n",
    "    jobs,\n",
    "    name=\"Irregular\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LFixg3rx5SJJE8+bN+eKLL8w6qJaSm+uaHdatW8fUqVOpV68e69atSxfAHhYWRsOGDYmMjKRp06a88soruLu7Y2Njw7Vr11i1alWu7TAkDcgoS5RhvbmZrcy+E5YGcueGjO6LzLZHRkYiyzIPHjww66Cbw3CNMrpnSpUqlW8OQm6+i1ldH4FAIMgpwkEohBw8eBCtVkupUqWyDPSzsbFh3LhxjBs3jvv373Pw4EF++uknfv75Z0JDQwkNDcXe3j7D/Q0dFq1Wm26buQ5DTjB0MvJqRDYjBg4cyM6dO1m1ahWff/45a9euRavVMnDgQJN2htmVd955h6+++ipX52zcuDGgBCvr9XqzGYwsIaOZomXLlhEeHs60adPSzXYcOXKE+fPnZ3jMe/fuUa1atXTrDbKo/Jxl8vX1pV27dmzevJnNmzfTuXNnli9fjkqlYujQoRYfZ8CAAQwYMICoqCgOHz7Mb7/9xvLly2nbti0XLlwwOtAqlQqNRmP2GOa+x7m5rpZy4MABBg8eTPny5dm8eTPOzs7p2nz11Vc8evSIFStWpMsWtm7dOuMMWG4wfM6Gz/1p7ty5Y9KuMJHVDKq57Yb3UbduXf7991+LzuPm5gYo90yNGjXSbb937166dXn17MzNd7G4FMwTCASFDxGDUMjQ6/XMmjULwKxePzN8fHzo2rUrGzZsoFWrVly9epWzZ89muk+JEiUAuHHjRrptJ0+ezNb5M6JRo0YAbNu2zaL2NjY2Oaom3bVrV9zc3FizZg16vZ5Vq1ahVqvTXceGDRuiUqk4cOBAts/xNC1atKBKlSrcuHGDFStW5Pp4T3PlyhUAunXrlm6bId1lRpjbHhYWxo0bN/Dz88twdDivMMQZLFu2jJ07d3L9+nVeeeUVk7gIS/Hw8KBdu3YsXbqUQYMG8fjxY/bv32/cXqJECe7du2eUh6XF3Pc4N9fVEi5dukTnzp2xt7dn69atGY7e58QOw+yLpfeIq6srlStX5tatW+liQgD27t0LwPPPP2/R8Qo7Li4u1KhRg9DQUONMbFbUrVsXUAZnnub69etmn4959ezM7++iQCAQ5AThIBQi7t+/T+/evdm3bx8VKlTggw8+yLR9UlKSWclKcnKy8Ycxq4rDBg3rihUrTEbCbty4wcyZM7P7FszSsWNH/Pz8+OOPP8zWGLh586bJspeXFw8ePEinxc4KR0dHevbsya1bt5g7dy6nT5+mXbt2JsXmQHGk+vbty8mTJ/n444/NdrSuXr1KeHh4lue0sbHhu+++Q61WM2bMGFasWGFWepGcnJyjKtiGGaSnc/j/999/fPbZZ5nuO3/+fJN0qXq9nvfffx+9Xm8MJs9PXnvtNcqVK8eOHTuM36U333zT4v337t1rtv7C/fv3AdPvdsOGDdFqtemctJUrV5q9R3JzXbPi4cOHtGvXjidPnvDLL79Qs2bNDNtmZMeOHTvMBg0DxgQGERERFtsUHByMLMu8//77Jt/3hw8fGtOoWpKmNyuuXr3KhQsXzDpqBcn48ePRaDQEBwebHc2PjIw0mV3o06cParWahQsXmnT4ZVlm8uTJZp8R9evXR6VS8eOPP5rc248fP06X/CAz8vO7KBAIBDlFSIyshGEqWa/XExUVRWhoKAcPHkSj0dCwYUPWrl2bZaaWhIQEmjRpQpUqVahXrx4VK1YkMTHRqMN//fXXqV69eqbHeOGFF2jWrBn79++nYcOGtGrVinv37rF582batm1rdnQsu9jZ2fHzzz/zyiuv0KdPHxYvXkyjRo1ITEzk/Pnz7N6928Q5ad26NSdOnODVV1+lWbNm2NvbU7t2bTp27JjluQYOHMiyZcuYPHmycdkcX3/9NZcvX+ajjz7ihx9+oEmTJpQqVYrbt29z/vx5Tpw4wbp16yzKENK6dWt++eUXBg4cSHBwMDNnzqR58+aULVuWxMREbt++za5du3j06BG1atXK1sj9gAED+OKLLxg3bhx79+6latWqXL58mS1bttC1a9d0xfDS0rhxY+rUqUOvXr1wd3dnx44dnD59mnr16mWrA5NTDLUOZs6cyeHDhyldujSvv/66xft36dIFFxcXGjVqhJ+fH7Isc+DAAU6cOEG9evVo06aNsa3BORs5ciS7d++mfPnynDp1iiNHjtChQ4d0hb1yc12z4qOPPuLq1as8//zzHDp0yKyDMm7cODw8PBg1ahQrVqygR48edO/enbJly3L27Fm2b99Oz549zdrRunVrfv75Z7p27Uq7du1wdHSkYsWK9O/fP0Ob3nvvPbZt28bvv/9O7dq1adeuHfHx8fz888/cv3+fCRMmmA3QzS6tW7fO0zoIOSU4OJh//vmHRYsWUblyZWPmpcePHxMeHs7+/fsZPHgw3333HaAEV8+cOZMPPviA2rVrG++ZnTt38vjxY2rXrs2ZM2dMzlGmTBn69u3LDz/8QJ06dWjfvj1Pnjzhzz//pFmzZmaDvs2Rn99FgUAgyDHWy7D6bEJKPm3Dn52dnezl5SU///zz8tChQ+Vt27bJOp3O7L5P5z/XaDTy7Nmz5VdffVUuX768bG9vL3t7e8svvPCC/O2338pJSUkm+2eUKz4yMlIeOnSoXLJkSdnOzk6uUaOGvHjx4izrIJjLdW7ITz5t2rR0265fvy6PHDlS9vPzk21tbWVPT0+5YcOG8qxZs0zaxcbGyiNGjJB9fX1lGxubdDaQQY59A1WqVJEB2dPTM901SEtSUpK8cOFC+cUXX5Td3NxkOzs7uXz58nKrVq3kuXPnyg8fPsxwX3M8fPhQ/vTTT+WmTZvK3t7eslqtll1cXOTnnntOHjBggLx58+Z0n21WudRlWZZDQ0Pljh07yiVLlpSdnJzk559/Xl66dGmWn8/Vq1flL7/8Uq5WrZpsb28vly1bVh47dqwcHR2d7hw5qSNgCREREbJKpZIBefLkyRm2M/ed+vbbb+XOnTvLlSpVkh0dHeUSJUrIderUkWfPni0/efIk3TEOHDggN23aVHZ0dJRdXV3ldu3ayadPn87Q/pxe16zqIBjaZfaX9hiHDh2SW7ZsKXt4eMguLi5y48aN5d9++y3De0mr1cqTJ0+WK1WqZKyXkvZ+yOizTEhIkGfNmiXXqFFDdnBwMJ7rxx9/TNc2q/oOGdViyOs6COaeI5ZsN7B582a5ffv2csmSJWVbW1u5VKlScoMGDeQPP/xQPn/+fLr2q1evluvUqWN8lvbt21e+deuWXKNGDdnd3T1d+8TERPm9996TfX19ZVtbW7ly5cryp59+KicnJ2erDkJefBcFAoEgL5Fk2cwcvqBYUrp0adzd3S3OZy8omgwaNIhVq1ZZfRRXICgOPHnyhFKlSlGnTh2zqV0FAoGgOCJiEJ4RHj9+zMOHD/OkKJlAIBAUNx48eJAudkKr1fLuu++SmJhIly5drGSZQCAQFDwiBqGYEx0dzZdffsmOHTvQ6XR0797d2iYJBAJBoePXX3/lo48+ok2bNpQvX96YKevSpUvUqVOHMWPGWNtEgUAgKDCEg1DMiYyM5LPPPqNSpUp89tlnDB8+3NomCQQCQaHjhRdeoEmTJuzfv99YTLFSpUp8+OGHTJw4EUdHRytbKBAIBAWHiEEQCAQCgUAgEAgERkQMgkAgEAgEAoFAIDAiHASBQCAQCAQCgUBgRDgIAoFAIBAIBAKBwIgIUhYIBAKBQCDIhLt37xIfH29tMwSCXOHk5ETp0qUtaiscBIFAIBAIBIIMiIqKIjExEVdXV2ubIhDkiri4OKKiovDw8MiyrXAQBHmGLOvRxYWTHPkPSff3oI+PQNYlIOs1INkg2Tiisi2BrXdj7LxexNa9JpKNg7XNLhY8iU7k1q1orl5+xP17sSQn69BqdYCEra0KO3s15cq5U6myF2V93XB0tLW2ycWCJ5pEQh/f5tjdcM48vEm8VkOiTouMjL1KjYPalqoePjQuXZkaXmUp5eRmbZOLBbIugeToUDSPjpD88BD65EhkXQLIOiSVnfKscaqAvU8rbEvUx8a5EpIkWdtsQRElMjISZ2dna5shEOQaJycnIiMjLXIQRJpTQa7QxoYRd2UhyY+OoE+OQtYlIidHIcs6zIe4yCDLqGzdkNROSGoXbJz9cao8Anuf1kiSCIuxhLg4DUcPX+fi+fvExWlITtaTlJiMViuTUT9IlsHOzkb5s1fj5mZPnefLUud5X2xtbQr2DRRRErXJ/BF2mt/CT3M//gnxWg1xyRoStBpUGVx4PTK2KhvcbB2wV9vi6eBMS98A+j/XiBL2TgX8Doomsqwn6f5u4q9+hy4uDFkbi6yNR5/8BOULb+7a65EkGyRbDyQbB1S2Hth6vYhz1bdRO1cq6LcgKMKEhYWJ2QNBsSEmJgZ/f/8s2wkHQZBtZFlH0p0/ib34Bbr4CPSaR4AqxyN0sqxHUjuhsvPGsUIfnCuPRGVXIm+NLgbIsszNG9Hs3nmZO7efEBenAZlcXHcZlY2Es5MdVauVpEXrynh6ig6rOW7EPGZRyN8cuH2Fx0lx6PT6XF13JAkveyeqe5ZhbO1WBHn5ihFuM+g1j4m7+h0JET+i1zxE1sbneBBB+anTo7LzwsapIi7V3se+zGtIknCOBZkjHARBcUI4CII8R9ZriL0wh4QbP6JPeoSsS8zTTo3ScQIbu5KoPergXmcuNk7l8+z4RRVZljn17y327QkjLjaJxERtnl93WQYnZ1s8PZ1o17E6Ff2Egwbw7/0IPjn5Jzdjo4hMikOFlKfXXi/LuNja4+3owsiazensX1s4CoAu/gbRp95BG3UKneZBrhxhc8iyrMwq2HvhWL4PLs9NRFIJ2Z3APMJBEBQnhIMgyFM0UaeJPjEYXfx1ZH3edlDNIct6VPbeuAS8i1PlUc9spykmJon1a//j1q0nJGt0BXDdZRwc1QTWKEXHTjWwtXs2R1cTtMnMPL6FnTfOE6PJW0fYHLIs46C2paZnWeY160lJx2ezMyLLMvFXvyb20lz0SQ/zXXIoyzKSSo2NU0XcG6zEzqNWvp5PUDQRDkLmjBkzhujoaFavXm1VOyIiIqhfvz67d+8mKCjIqrY8TWG5RiAcBEEeIes1xJz9iIQb69BrIgs0RsAwyqd2fY4SL6x5pmYTZFnmn5M32bX9EjExGlSqAnaQJPBwd6B779rP3GzCP/eu8/7hX7kTF01BPxx1sp6SDi6Mr/sy3SrXfaYcY138DSKP9UMbcyHPZyezQpb1qOxK4Fj+DVxrfixmEwQmmHMQevTowc2bNwvMhnLlyvHzzz9na5979+4xb948du7cyd27d/H29qZmzZoMGzaMZs2a5ZltT548QZZl3N3d8+yYWWGuw63T6Xj48CFeXl6o1YUrB09RdBAK1xUUFCq0MZeIPNo7zaxBwQYQS5IE+iSSo/7j4b7muDw3GWf/NwvUBmuQkJDM2lX/GGcNCtw5AJAhMjKBH1aepEbN0nTqWtM6dhQgOr2ej479wY6IcwUya2AOG0nFo8Q4Pj6xld+u/se3LfviZlf8M33FhS0h9sLnxlmDgr72kqRCr4kiPnwpSff+okSjn1C7BhSoDYKixc2bN7l69aq1zciQiIgIOnTogLu7O9OmTSMwMJDk5GT27t3LpEmTOHz4cJ6dy82tcGRns7GxoVSpUtY2o9ggUsYIzKKJ/JfHB9qhjb2ipA604kimJKnQJz0iJnQaMWc/spodBUFsTBLffX2Ea+GRaJNzHgibF0iSRFKijlP/3mbV9yfQavVWsyW/0ei0BO9ezaaw08QmJ1n/uuu0nLx/nR7bFvMwIdZqtuQ3siwTc/YjYkKno096ZNUsZpIkgaxDG3uFxwfbo4n8z2q2CAS5ZeLEiUiSxPbt2+nYsSOVK1fmueeeY+TIkWzbts3Y7ubNmwwYMAA/Pz/8/f0ZOnQo9+/fN26fM2cOLVu2ZMOGDdSrV4/KlSszbNgwYmNTn0tjxoxhwIABxuV69eqxePFiE3tatmzJnDlzjMs+Pj6sWbOGgQMHUrFiRV544QW2b99uss+FCxfo27cv/v7+VKpUiY4dOxIeHs6cOXNYv34927dvx8fHBx8fHw4dOkRERAQ+Pj6EhISg1+upXbs2K1asMDlmSEgIpUqV4saNGwBER0fzzjvvUL16dfz9/enatStnz57N9NreunWLoUOHUqVKFQICAhgwYAARERHG7TqdjqlTp1KlShWqVavGjBkzeFqsExsby4gRI/Dz86NmzZp89913dO7cmSlTphjbJCUlMW3aNGrVqoWfnx+vvvoqhw4dMm6/ceMG/fr1o2rVqvj5+dG0aVN27dqVqe3ZQTgIgnQkPTxM5JFu6JIeFJq0o5IkIWvjiA9bSvSpcelutuJAdHQii785wsMHcYVKWqLXy4SHPeb7JcdSaisULxK1yfTfuYIT966hkwuPEyRJEuFPHtJj2xLuxj+xtjl5jizLPDn9DvHhS5G1hec7L0kqdIn3iTzSlaSHeTfKKhAUFJGRkezZs4fg4GCz9RsMUiC9Xs+AAQOIjIzk999/5+eff+b69esMGzbMpP21a9fYtm0ba9asYe3atRw+fJgFCxbk2s4vv/ySTp06sXfvXtq0acPIkSOJjIwE4M6dO3Tq1Ak7Ozs2btzIrl276NOnDzqdjlGjRtGpUydatWpFSEgIISEhNGjQwOTYKpWKLl26sHHjRpP1v/zyCw0bNqR8eUWyPGTIEB4+fMi6devYtWsXQUFBdO/e3WjH0yQnJ9OrVy9cXFz4448/2LJlC05OTvTu3RuNRgPAokWLWL9+PfPmzWPz5s1ERUXx559/mhzno48+4sSJE6xevZqff/6Zo0ePcubMGZM2kydP5uTJkyxZsoS9e/fSsWNHevfuTVhYGACTJk0iKSmJ33//nX379jF16tQ8rddROHp/gkKDJuo0Ucf7ok96XGh+sA1IkoSsTyDxxnpiQ4vXTEJcnIbvFx8jMjKhUEp5ZBlu3Yhm1fKT6HSFpxOdW7R6HW/u+YEzD2+hL/CIg6xRSSpuxUXR76/viUyKt7Y5eUpM6FQSb6xH1iUUymeNPukxUcf7oYk6bW1zBIJsER4ejizLVKlSJdN2+/fv5/z583z33XfUrl2bevXq8fXXX3P48GH++y91Bk2WZRYuXEj16tVp1KgRPXr04MCBA7m2s3fv3nTt2hV/f38++OAD4uLijOddvnw5rq6uLFmyhDp16lC5cmXeeOMNqlSpgouLCw4ODtjZ2VGqVClKlSqFnZ1duuN369aN48ePG2NF9Ho9mzZtolu3bgAcPXqU//77j2XLllGnTh38/f2ZMWMGbm5ubN682azNmzZtQq/XM3fuXAIDAwkICGDBggXcunXLOLq/ZMkS3n77bTp06EBAQABffPGFiQwrNjaW9evXM336dJo1a0b16tVZsGABen3qb+vNmzdZt24d33//PY0aNaJSpUq89dZbNGzYkHXr1hnbNGzYkMDAQPz8/HjllVd48cUXc/25GBAOgsCILj6CqCPdC6VzkBa9Np648O+Ju/KNtU3JE5KTdXz/3TEeP4ov1NddluH6tUg2rCs+HaZ3DvzMvw8ikAuhc2BAJUlExDym347lJGqTrW1OnhB35Rviw5ej1xZep0dxEh4RdaQ7uviIrHcQCAoJls6wX758GV9fX3x9fY3rqlWrhru7O5cuXTKuK1++PC4uLsblUqVK8eDBg1zbGRgYaHzt7OyMq6ur8bhnz56lUaNG2NrmPGFAUFAQAQEBxlmEw4cP8/DhQ15//XUAQkNDiYuLo1q1avj5+Rn/IiIiuHbtmtljhoaGEh4eTqVKlYztAwICSExM5Nq1azx58oR79+5Rr1494z5qtZratWsbl69du0ZycjJ169Y1rnNzc6Ny5crG5fPnz6PT6WjUqJGJbUeOHDHa9uabbzJ37lzat2/P7NmzCQ0NzfG1MocIUhYAShaPyGN90SXeKzSyoowwyI1iL32JfenXULtkHY1fmNn6x3kePiw8EovMkPVw5dJDQk7fIah2GWubkyu2hIdw8M4VdEVArqaSVIQ/ecinJ7cxs9Hr1jYnV2hjw4i9+GWhkhVlhCRJ6BLvEXmsH14t/i709goEAP7+/kiSxJUrV/LkeE9nBJIkKVMnxNx2rVabreM6OORNcoZu3brx66+/8vbbb7Nx40ZatWqFp6cnAHFxcZQqVYrffvst3X4ZZWSKi4ujdu3aLFq0KN02b2/vPLHZcB4bGxt27dqFSmXaJzPIiPr160fLli3ZuXMn+/btY8GCBcyYMYOhQ4fmiQ2FuycoKDDiLi9EG3Op0DsHBoyje8f7IRci3Xh2ibgexdmQuxSBPqqRpCQtf245T3ycxtqm5JjIpHg++2c78clF5z3okdl2/SynH96wtik5Rpb1RB3vh17zqMh0tiVJhTbmIvFXFlrbFIHAIkqUKEHLli1Zvnw5cXFx6bZHR0cDULVqVW7dusWtW7eM2y5evEh0dDTVqlXL8fm9vb25d++ecTkmJsYkiNcSAgMDOXr0KMnJ5mdN7ezsTCQ5GdG1a1cuXLjA6dOn2bx5s1FeBFCrVi3u37+PWq3G39/f5M/Ly8vs8WrVqkVYWBglS5ZMt4+bmxtubm6UKlWKf/75x7iPVqs1iS/w8/PD1tbWRMb15MkTk6xYQUFBxrStT58nbaYmX19fBg0axMqVKxk5ciQ//PBDltfEUopGb1CQr2jjrhN3ZT6yLtHapmQLSVKhjb1C3KWvrG1KjkhO1vHzT6dJTChashFJkoh5ksSGn4qu1OjdAz/zMCGmyHRSDTzRJDL+wC9FVmoUe/F/aGOvFJmBCAOyLpHYy/OE1EhQZPj888/R6XS8+uqrbN68mbCwMC5dusTSpUtp164dAM2bN6d69eqMHDmSM2fO8O+//zJ69Gheeukl6tSpk+NzN2nSxBh4e+7cOUaPHp1uFDwrhgwZQmxsLMOGDePUqVOEhYWxYcMG46xI+fLlOXfuHFeuXOHRo0cZOhIVKlSgQYMGjBs3Dp1OR9u2bY3bmjdvTv369Rk4cCB79+4lIiKC48eP8+mnn3Lq1Cmzx+vWrRuenp4MGDCAo0ePcv36dQ4dOsQHH3zA7du3AUX6s3DhQv78808uX77MxIkTjU4ZgIuLC7169WLGjBkcPHiQCxcuMG7cOFSq1BTPlStXplu3bowePZotW7Zw/fp1/v33X+bPn8/OnTsBmDJlCnv27OH69eucOXOGQ4cOERCQd+mZi9ZTWpDnGEf0kh4Wuc4SgKxLIu7qN2hjw6xtSrbZ+sd5oqMKX4CmJUiSRMT1SEJO37G2KdlmS3gI/z28UWSv+524aD49uS3rxoUMbWwY8VcXIeuSrG1KtlFmLB8SeaxfscygJih++Pn5sXv3bho3bmwMhjUEFxvSjUqSxOrVq/Hw8OD111+ne/fuVKxYkSVLluTq3GPHjuWll16ib9++9O3bl9deew0/P79sHcPT05Nff/2VuLg4OnfuTJs2bVizZo1RltSvXz8qV67Myy+/TPXq1Tl+/HiGx+rWrRuhoaG0a9cOR0dH43pJkli3bh0vvvgiY8eO5cUXX2T48OHcuHGDkiVLmj2Wk5MTv//+O76+vgwePJgmTZowbtw4kpKSjMX0Ro0aRY8ePRgzZgzt2rXD2dnZ6JQZmDlzJvXr16dfv350796dhg0bEhAQgL29vbHNggUL6NGjB9OnT+ell15i4MCB/Pfff8aYEZ1Ox6RJk2jSpAm9e/fG39+f2bNnZ+s6Z4aopPyMk3BzI9H/jgR90fvRNiDLeuy8G+PVtOh0mqIiE1i04BAJCel1mUUFWZZx93Dg3YktCmXmJXPo9HpabZrL3bjoIukgGHCzc2BT+1GUdS64yqW55dGB19A8PFTkZg9MUNnjXu87HH27WNsSQQFSVCspFxTDhw9HpVLx7bffWtuUIoshtmHGjBn07ds3X88lKikLLCLu0v+QddapGptXSJIKXcwFdAm3sXEsa21zLOLvvVeJj08u4tddIi5Ow4Vz9wisWdra5ljE7psXeJxY+INjsyIqMZ4lZ/cz/YWO1jbFInQJt9DGXCjazgGK1Cju4v+EgyAotJ31gkSr1XL16lVOnjxpUihNkDUhISFcvnyZunXrEhMTw5dffgnAq6++amXLUinaT2tBrtDGXEKXcLPId5YAdEmPiLs8P+MGT57AF1/AqFGQohPMD3799VfefPNNdu3alaEUQavVceH8fbPbihraZD379lzNumE+888//zBkyBBWrVplNluGgW9D/kajK7qzNgYkSWLXjQtWfy93//2X/TVrsq99e55kMpoae3k++qSHBWhZ/iBJErqEG2hjLlvbFIHA6pw/f55XXnmFatWqMXDgQGubU+RYtGgRLVu2pHv37sTHx/PHH39kGBxtDYTE6Bkm6sQQEm5uQJJsrG1KrpFlGRvHMpR8JQRJlSZv8pMnsHAh/O9/YKiMOHYszJuX5zYkJibi6elJQkICgFH72bp1axMn7L+TN9m08SwWJGAoEjg4qhk5+iU8vZysZsOLL77I0aNHASW4a8qUKfTr188kjd71mEf02LaEJ5qiFYyfETaSio8bvU7XynWzbpxP/F23Ls1TgvkiJYnTrVvz/IoVuJUrZ2wj65N58FcQuoQ7xWIwQpZ1OJbvhUf9ZdY2RVBAmJMYCQRFFUslRmIG4RlF1sajebi/WDgHkJr2NPHWJmXFkycwaxb4+cGUKanOAUAeFHgxR1xcnNE5ADh06BAvv/wyTZs2NZlROLA/HJ2u+Pjl8XHJ7N2TN/m2c0raoj1Xr15l8ODBPPfcc6xcudI4o7DozN/FqhqxVq/j+3OHrGqDOs19VUKWabFrF7oKFdj38svGGYXEW78VqbSmWSFJNmge/I1ciIu8CQQCQW4RDsIzSuLd7cViyj8tsl5D/KWvM3YMrERaR2HL5p3ExiQVm84SgCTB1cuPrG1GOtI6CitWrODwnavYFHENfFokSeJhQiy346KzblyApHMUzi1A1hWdehOWoE96SOLd7dY2QyAQCPKN4vNrKcgWSfd2IctFX4ttRAZJk4zu3OFC4xg8zaFDhxg3bioPH0ahLQY6eAOSJKHV6nkSXTilO1evXmXo+LcJvxGRYa7sosoTTSIhjwouk0p2MDgK+vOH0SUkFKv0oLKsJen+bmubIRAIBPmGyGL0jKKN/o+i5B/aer2Ec9W3sXWvjY1jGSKP9SXpzlaQAY0GNEkgy8g2oHMDmyfWttg8FcvXQq+XiY+Lx0Ztg729PWqbwnsbVqxUgibNKlHW1w03Nwd+XP0v58+lD7BOSkzm1q1o3NwdrGBl1tiW90Fva0NCQgJJSUnY29tja2ub9Y5WYnfncfi6lEi3fu3F43x8YqtxWSvrOHz7Km0r1ChI8yxG5wYqO5C0WuSYGLRqNTaOjoV2Bs256js4lO2IjUtVZH0iyY+PExM6DV3s0xI6Fdqo/8weQyAQCIoDhbdnIsg3ZFlGr4kstD/S5pBsnNBGh5BwfQ0lXlijOAZJqY6BAdkRtH5gcybDQ1mVUqWqGEdSdVod8drC7SjY2dpw904M/568SZ/+z2fYTquVuXr5EdUDS2XYxprYV68INiqQZfR6faF3FLpvW2Iih6rq4cOKNgPZERFq0k6FxOlHtwraPIvR+in3JIAEqAu5o2Dn3Zj48GUkR/4LkhqXwKl4vvQbD3e/gKxLjTmQJAm95jGyLBe69yAQCAR5QeHrkQjyHV38dWSdeTmIyt4Hn9cu8eTMJBwr9EHtGoA2Lpwnp94h+fHRArY0Fc39XWju71IcA4DEBEhK/x5kW0iqAfaF1EFwcnBLt06n1WHjpOfjz19l8++h1G9QHu+SzkQ+juf3jaFEXI8qeENTuHzpIZcvZR2rIkkQcb3wyboM2PmXMXEkAfR6PS6oOd1vBh8f20K3qvWo7O5NREwk045t5t8HEVaylnTB1G/6NuF6zCOO37tmsl6SJB4nxhXajmpSTeWelNJk7JIAO7UXPl3uEPXPeJwrDyo0z5nII91NlqP/HUWpdldRe9Qh+dFhk22yLgldfARq54oFaaJAIBAUCMJBeAZJjjqDnBxldpvaPQgAx4r9eHJmIvqk+7gFfYpH/aU8+KsWqT30nOEcMB7ngPGZtnm4uxH6hKd01WmlRJCus2dED8kBUq7tzA+cnT2xsTE/Wu1bzgOA5+v5svGX/0hK1NOhU0169K7NV3P+zvDtWkqzFv40a5l5WrOFXx0kOodxBJIkER9fePX9KhdHs+treCsl67tWrstHBzYSrdMw9YUOfNG4G202zUPO5fdoeI2mDKvZNNM2HTZ/w534jAONbVU2vF6pFivPHzG7PUmn5V5CDKWd0juf1ia5qgRm0vmqPesA4FxpIE+OvU1y8iM86n9l/efMU6hslWsqa9I7v3JyJMlRp4WDICjy+Pj4sHLlStq1a5dl23r16jFs2DCGDx9eAJZlzE8//cSUKVO4csW6GfTMUViuUW4RDsIziKx5gKzXIqnSf/y27jWR9RqijvVBF6+MoMac+wTvln+jciyLW9Bs7LyboHnwN1EnTAujeDRck+E2A/Hhy0m89Vum9ukT76QxFpMYg6yQANk+y2ZWwcHeGUllPu7D19cDrVbHsu8O8vixMnq85Y8zjH+/Na5uDrR/vTqV/D0Ju/KIn9aeMu7n5u5A9161cHa2Q6+X2bfnCqEh99Id/8SxG5wNuZupfTExSTl/c4BOV4gLO2Rw3Wt4l0Wj0zJ42/fcjFE6gZ8d2cK27u9QysmVD+u3o2EpP47eDWPsgQ3G/VxtHVjRZgA2kgoblYofLhzj5yv/pDv+T5dPsu16aLr1abmfEJPp9tblnsPVzoHfwk6Z3a6X9cRoEgulgyDbK/fk09iWqI2s0xC1tzO6uOsAxJycTMkOJ5EcyuBea07mzxIbR0q2Pk7irU3EhE5NtznbzxmzSLgGfYbm0RG0MefTvze9FllTvDLBCSzHvUcPVJkUB8xr9OXKEZ2N6s1jxoxh/fr1AKjVajw8PAgMDKRr16707t0bVZpnYkhICB4eHhYdd8eOHTg5FWzNG3Md7k6dOtG6desCteNZQzgIzyD65Iw7JGr3IBJvbzY6BwCyNrV9fNh3JESswbH8G+n2zWyb8VjJUegymL0A0Gk0SIlJSMhmOxYWkUXstfzjj/Djjzk9eoZ4Ynaw1MgtGztWSCrMJXz0K+fB+VO30D6Ox9DNk2JTOuyxMRz56xz/Oqip+4KfUuMhBT0a/vzpJHdvRuHi5sDISW24dCKMZI3O5PgJTyCBPCAh3uT8adHfi0Yvtc7555YLMqtrKwONVSrMCaDqePuyM+wMT2Iijdddb5D3xMbyw7+72WjrQOfnGpi87zgphn6/zidRm4yj2o7NvSewM/QYUU9Jg6J5Qm6TkHb3q8WBiAvcv2c+1kCXqCGxdhByRMFX534pi+1yBvei2rM2iREbjc4BAMnK9ZViY4kP+YoEu6U4+g8AnQ5sTOu1uAS8i+bxiYzPm8VzxhLcan+JrVsgj/a/mmGbzJ6lguKN6uZN1FcLrop8TvLetWrVivnz56PX63nw4AF79uzhww8/ZPPmzfzwww/GQpKlSlkeO+bt7Z0DS/IeR0dHHB3NzwwL8oaik8ZGkGfI+iTzw3qArXsQ2ugQ03WeDdEnPUSfcBvNw4PI2liz+2a2zYBzwHh8OtzM8K9Ml/uoncvlqpMpZ7GzZKU/vY0NcgZ5+MuU9+DOzSiTdRX8vYiLSSQmKoFrlx+QlJj+JyL2SSJ3U/aLfZJIfKwGR2e7dO2ata3OlK+6ZPrnXiKXo0KSBJLKatc3oz85E23+c96+XHh422RdndJ+PE6I5V5sNMdvXyUuOb3sSi/LJGoVSZWdjRoJSXn/TzH8+Tb88+bnmf6VcfHI0L6yLiV4sVwAP5/LWJevV6lIVttY7fpmSkbPmRJ10EaeNl1X8kX0iQ/Qx99Cc28fsuYJIMNTqWltnP1RuwYoMUkZkNVzxqfDTVSO5TLc37XWHOxLteXxwY7oE2+bbySBrC+cqX0FAgA7OztKlSpFmTJlqFWrFuPGjWP16tXs3r2bn376ydjOx8eHP//8EwCNRsOkSZOoWbMm5cuX5/nnn2f+/PnGtvXq1WPx4sUARERE4OPjQ0hIap8hOjoaHx8fDh1SijgeOnQIHx8f9u/fz8svv0zFihVp165dOmnQjh07eOWVVyhfvjzPPfccAwcqM4edO3fmxo0bTJ06FR8fH3x8fABFYlSlShVASWXt4+PD5cumQ0XfffcdDRo0MC6fP3+e3r174+fnR2BgIKNGjeLRo8xr+Bw9epSOHTtSoUIF6tSpwwcffEBcXJxx+4MHD+jXrx8VKlSgfv36/PLLL+mOcfnyZTp06ED58uVp0qQJf//9t8k1B7h16xZDhw6lSpUqBAQEMGDAACIiUgdqDx06RNu2bfHz86NKlSq0b9+eGzduZGp7bhEzCM8gko2jMqz69I+3ygEb58pgUl1ZwrnySBIi1pEXuv6spv71Wh3ahLvGgEtVDsT3Uha76IDkfAro1Gdib7IuGWR9uquotrXBs6QLkkoybpMkeLFlAP8du66ss6BXVrZ8CSSVxJOohHRtThy8ytn/Mn+YxDzJ5RyDLKNBNttRzm8yu+7ISiTB0y3sbWyp6O6NKu11R2JAreb8dvEEemSl42+8mKbvy9XOgR86j6aiuzdfHNlMVGJ8ujY/hR5h2xXTjvDT3I97kuGd1aV6Qx4lxLLv+rkM26j0eqRkHYlWuO5qWc70R8TsvWjjgI1b1fTPmepjSbi6GpCRVSpFFiapwM7U4XWt+QkxZ6di5/VChufNjcTItdYcHMp04PHBDujir5ttAyi1V9QFK7UQCHJL06ZNqVGjBlu3bqVfv37pti9dupQdO3awbNkyfH19uXXrFrdvZ+AkZ4PPPvuMGTNm4OXlxfvvv8/YsWPZulVJ2bxz504GDRrEuHHj+Prrr9FoNOzerdQZWbFiBS1btqR///5m7QWoXLkyderU4ddff2XSpEnG9b/++ivdunUDFMelW7du9O3bl48//pjExERmzpzJm2++ycaNG80eNzw8nN69ezN58mTmz5/Pw4cPmTx5MpMnT2bBggUAvP3229y9e5eNGzdia2vLBx98wMOHqdJDnU7HwIED8fX1Zdu2bcTGxjJ9+nST8yQnJ9OrVy/q16/PH3/8gVqt5quvvqJ3797s27cPlUrFwIED6devH9999x3Jycn8+++/+Z6YQjgIzyAqtYvZ9bZugYCMY/meaB7sR58cjWv1D5Bs3Ym99GWenNuSqX+bpwNKtVoknRobp0pp2lRCXaI2es1j9HFPdXyzkMLb9OmDzdq12bDaMh49epTp9KunNpkesp6nQyQqlHUHIKhhRc5evE9CgobXOtTE3smOvQeug2uK+MXJGdS2qctpcHS0pdvghmz6NdTs9gQgIavBTmfXdKvs7Gzw9ErtBHn4elE6USIhPjldQLPK1xsHvXXiEKpUqcLVTKb7ffR6bJ5aV9mrDLIMHQLqs+fmZaI1Cbzf4DVc7R355twhJLeU6+jsBGo1uJlenxig8/bFeDk4s7BZb3bcv8qjxDiTNtFANFnEdri6mPX5JCS6Vm/EpvDT6DNoA2Dj5YDrmRAcPHwyP08+cMjPj8bXM+lEm/k62HoEATKOlfqiubMHfXIUrrVnINl5EH3xC1Rubsp7dXRUpEVptNL2pduhi72CLu4qZOIg5FRi5FbrSxzK9yDyaB9kbSwqe+Wa6pOfgJnZApVN+ntGICjsVK1alXPnzpndduvWLfz9/XnhhReQJIny5cvnyTknT57MSy8posS3336bPn36kJiYiIODA3PnzqVz585MnDjR2L5mzZoAlChRAhsbG1xcXDKVQnXr1o3vv//e6CBcvXqV06dPs2jRIgC+//57atasyYcffmjcZ/78+dSpU4erV69SuXLldMdcsGAB3bp1M8Y++Pv7M2vWLDp37sycOXO4desWu3fvZseOHdStWxeAefPm0bhxY+Mx/v77b65du8Zvv/1mtH/y5Mn06NHD2GbTpk3o9Xrmzp1r7PQvWLCAqlWrcujQIerUqcOTJ0945ZVXqFRJ6QcFBARYdN1zg3AQnkFUjmWRbOxBNtWpq92D0MZcIu7KAjwarkaydUNzfw+PD7ZHTo62krWAWo1t6SZ4NtliXOXW4CsAEq6sJPpwsHG9DEhxTx+gcJCQ8ATZTAfat5wH9+4+YffOiwS/+RKOjrZcvvyQ5UtPoEnKusNtYyPRZ0Bd9u8L50ZEVJ7aXLacO0OGNTQut+tQHYB//7nFbz+bStHU6kKsWNTp0q2q4e3Llah7LPpvL0tfHYybnSMHb19mwK6VxOstz8j0KDGOC5F3qe9TkR0R5n90c8JLZfzxdfFg49XMC3LZqCS8HJzz7Lx5iRSXfrJS7VkHbfQF4kK/wKPFL0h27iTd3cXjwx1RqTL3Ym096+Pg2xUH385INs6gUqPXxhB3cU6e2OvkPxQAr6ZbTdZH/zuKhAjTuCXJxh4bxzJ5cl6BoCDJLC1y79696dGjBy+++CKtWrXi5ZdfpmXLlrk+Z2BgoPG1oaP88OFDypUrR2hoKP3798/V8Tt37sz06dM5efKkUepTq1YtqlatCkBoaCiHDh3Cz88v3b7Xrl0z6yCEhoZy7tw5fv31V5P1er2eiIgIrl69ilqtpnbt2sZtVatWxd3d3bh85coVypYta+LcPP+8aU2h0NBQwsPDjZ1/A4mJiVy7do2WLVvSu3dvevXqRfPmzWnWrBmdOnXKVuxIThAOwjOIrXttJFt3ZM1jk/Vq95pon5wj8cZ6Em+sL3jD9HrQapXR2qeyzmgeHuTuJg9lQauFpCSznT5UYHeu8KU4BUhIfEKyNgkHTEcdfct5cOd2NGdO3ebC+UeoMohTyIiuPWoRdvUxp//L/TTw01wLe8zUSduzbCfLMq6uhbOKMoAuOg4bT9OZlRpeZbnw6A6/h51i+63z2Ng8PceQMV4OziRqk4nTanCxtad+qYr8dDnjoNmccOjOVZ5bMy3Ldo42dpQopA6C3XkZzXOSyUyCukRttFEhxIevJe7Wz9jYW552LPbcTGLPzQRIqdNSPc+cAyD1GWMBkq07ao/aWTcUCAoZly5dokKFCma31apVi5MnT7J7927279/Pm2++SbNmzVi+fHm6tioz2eGSk80PrpgrSKlPGTBzcMj9b0epUqVo0qQJGzdupH79+mzcuJFBgwYZt8fFxfHKK68wdWr6rGcZdbTj4uIYMGAAQ4cOTbetXLlymc5aZ4e4uDhq165tnO1Ii0GVsGDBAt5880327NnDpk2b+Oyzz/j555+pX79+nthgDuEgPIPYOJZBsnFMp2m2dQ8i6W7mncESL23C1r0mko0TJduGEnV8EMmRJ7LcZhHxCaBP6fTb2ip/KhUm448SiuzAySnFUdCk7gNISWCfPiNhoSE+PgpXlzQyJAnKly/BxYsPcHDIOCPDoCH1KV3GDVs7G96b3IL1a09xIyKKChU9qFmrNPfuxlA9UJFD/Lr+DPfuZR4sntfIMvhVKlGg58wOmsu3sKtcFvSp3/qaJcux99alTFP2LW89gOdKlMZRbcu+LuMZd2ADpx7epKyzBzNf6IgkKVEKay8e51JUwWcRkmWZko7mJYOFAbvzILUD0vQNbD1rk3BnOyrXjOU5uX6WFACSjSM2DqWtbYZAkC0OHDjA+fPnGTFiRIZtXF1d6dy5M507d6ZDhw707t2byMhISpQwfcZ7eXkBcO/ePYKClBpKZ8+ezbZNgYGB7N+/nzfeMJ8B0dbWFp25AcGn6NatGzNnzqRLly5cv36dLl26GLfVqlWLLVu2UKFCBWP2pqwICgri4sWL+PubryFUtWpVtFotp0+fNkqMrly5QnR0quKiSpUq3L59m/v37xsDrP/7z3RWuFatWvz++++ULFkS10yei0FBQQQFBTF27Fhee+01ozOUXwgH4RlFZe+NLv6myTSj2i2Q2Ev/y3S/yMOdc7TNMqNUqZ395OR02UssOkQiqDORRAOwYwfExytORgFz+84FSpcKQEaPna0tdvb2lC7rzv6/wzPdb+X3J82uj7gexbQPduSHqdnC1laFfxUva5uRIUkXI3BuVRdJbYNarcbe3p7nPEuz5NzBTPcL3r3a7PqQR7fo8ud3+WFqttDLMs/7FN5CXbbXlHtSbwt6SUK2s0NdIgjd1XmZ7mfJs+RpyU9BIssyKvvCke5RIMgIjUbDvXv3TNKczp8/n1deeYWePXua3efbb7+lVKlSBAUFoVKp2Lx5Mz4+PiayGQOOjo7Uq1ePBQsWUKFCBR4+fMjnn3+ebTvfe+89unXrhp+fH126dEGr1bJr1y7efvttAMqXL8/Ro0fp0qULdnZ2RsfkaTp06MDEiROZMGECjRs3pnTpVAc+ODiYNWvWMHz4cEaPHo2Hhwfh4eFs2rSJuXPnmp1BHjNmDO3atWPSpEn07dsXZ2dnLl68yN9//83nn39OlSpVaNWqFe+99x5z5sxBrVYzZcoUk/SrzZs3x8/PjzFjxvDRRx8RGxvLZ599BmDsf3Xr1o1vvvmGAQMGMHHiRMqUKcPNmzfZunUro0ePJjk5mR9++IG2bdtSunRprly5Qnh4eIafYV5RiEXDgvzErkRDno4gvL+1App7O61jEICTIzg45CoLjpQEqqyS8Tx6BCEhWTTKH27dOYdarcLFxQUHB0dUkopZ03dx+WLRLrhkZ6+mrG/hK9RlIPnGfRxUapydnXFycsLGxob6Gz5j/+3MKigUfuzVahqXybxCtjVRJYAmWUJnb4/K1RUbe3vrP2fyBD12JTIOkhYICgN79uwhKCiIevXq0bt3bw4ePMinn37K6tWrM5RUuri48PXXX/Pyyy/zyiuvEBERwbp168zKiUAJ9NVqtbz88stMmTLFJIuQpTRu3Jhly5axY8cOWrVqRbdu3UxG2SdOnEhERAQNGzakevXqGR7HxcWFV155hdDQULp3726yrXTp0mzZsgWdTkfPnj1p0aIFU6dOxd3dPcP3VqNGDTZt2sTVq1d5/fXXadWqFbNnzzZxPObPn0/p0qXp3LkzgwcPpn///ibJSmxsbFi1ahVxcXG0bduW8ePH88477wBgnyKvdHJy4vfff8fX15fBgwfTpEkTxo0bR1JSEq6urjg6OnL58mWCg4N58cUXee+99xg8eLAxFWx+IclyDvJICoo8iXd3EnW8L+jNle2yMjIQF6vEJGRzN/vz4Pl5Fl9pJyeIjEyXPjG3ZJbFSK1WExwczDvvTOC3DdeIj8/+7EhhRZZlPEo48t6kFlazIbMsRu3bt2fatGlMuHmA27FR+Z4ariApYe/Enx1HWy0GIbMsRhccHYkaO5aq7c+iefA3UjZjawo1Kjs8Gq7FofTL1rZEUACEhYWlk34U9krK+UXNmjWZNGlShilHBVlz7NgxOnbsyLFjx9IFJhcEMTExGcqm0iIkRs8o9j4tUdl5oku4U/g6TBLg7JJtJ0GlAec/LPB3a9bMc+cgIwyOwQcffEDFiooUxNPrPnFxedRRTUpUYjEcHUFleZBtXhNUq/BpsQ2OgaFQzmuqSL4/dwALyntlTUKCIoGzs1NmvayAXpap4OpZ6AKUDY7BC7NmIalUJN7fizbyJLIuD2p563SQmKgkMrAwuFmWZRISEkCScHRwyPV9J8syNnZe2PvkPrOLoOhSGDrrBUl8fDzHjx/nwYMHVKtWzdrmFCm2bt2Ks7Mz/v7+hIeHM2XKFBo2bGgV5yA7FKMhHUF2kFRqHHy7kBfFz7KFXg8ajRLVmhkSyki/hT/mMiDFgJ0lWSZbtbLomNnFzc0NT09PQHEMhg0bxpUrV1i8eLHROQBo2boKdnZ50JlP1ihB2jo9aLKakZBBk6Q4E3mMs4sdjZtZ90GX9kHbvn17jh8/zpYtW0yqaAYHvoSnQx4E9KaNj8nyuucfTmo73gpqYbXzAySXS61GfMHRkaOTJlEtNpZGn32GlDJtb1+yBZKdN7merJZlJZGBTqd87y1Eq9Uqf8nJJCZlUZPCMkNw8O2CpBLja4Jnhx9++IHhw4czbNgwk+eqIGtiY2OZNGkSjRs35u2336ZOnTqsXm0+vq0wISRGzzC6hDs82tsY/VPpTrODXi+j1WmxM5PCzCxxccoPvFptWZCwJhkSLRt5dPlFxmVzFo369YPFi/MtQPnUqVPs27ePLl26mDgFadHrZb6a8zdRkQk5H83U65Rrabh7nZ3AJpMOiyYJEpNSZ2cy0FxmF1mW8a/iRfCbDbNunI/cvn2b9evX07Rp00yzOgz4awVH74Wjyul1l2WIiUldtvR7nMfIskxZZw92dxmX7bS4eUn8w4ecGD0ap8BA6k+ZYnQKnib24pfEnP8kd3M38fGpDq6trTJrlpakJEjWgqODkuksBVmWiY2NNTooTk5OFmcxMYfKzhOvVodFBqNnCHMSI4GgqGKpxEg4CM84j/a/iubR4Wzrg2VAk5REUsqInI2NGmdnCzpKBgcBwMUVVBZ0GQxyjkxQxYD3BBlVfCaNKleGCxeUTp2V2b3zMvt2XyFHcpfkFKfJcOfa2UImKVIBZdYmMaUIlb29xfKMrLCzs6H/4Hr4VfLMk+PlNyfvXePNvWtI0OZg5D/tNTTg6pqroPqcIsswplYLRtcuGjIXfXI0D3fWQ6/JQTC+Xm+aAlmSwMXF9LrLpDhuslnnQZOcTGKCMtCgUqlwdnbJ0ccmy3rsvBvj1XRb9ncWFFmEgyAoTljqIAiJ0TOOS+AUVLbZe/BptVriYmONzgEoP5wWoU4z06CxcLrfwSHTEW9ZAtuLZO4cAEybViicA4AXX6qIk5Nd9mQXeh3ExykOU9rd7C3QwNumed+avAlMl2UZFzd7KvoV3voHT1PPpyIlHV2zd911OoiNTe8c2NlZyTmQ8XRwot9zRSeLjsrWHVuvRpY/J0D5jiclKYMKaWqdYKM2c91ljDeFmc/WztbWOGug1+tJSsq8YnNGqNSuuFSfkqN9BQKBoCghHIRnHHvvJth6vWjRD7deryc+Pp74+HhjBUQDFlehfbqjakkQsiSljAim74zJgE00uK/IosNXrRpkUITFGjg529G4aSXUaguum6xXZgxi40D7VLEYlWRZJ1VSpbaTZUjIypvKGgdHW7r1qFX4gtwzQZIkZr/UBVc7C5wqWVZkLXFx5r+neTQLk13sbdQEV38JD/uClzblBvc687FxKG2Zc5acrCQpSEpK3+G3zyLBQAbHd0gToKzRaNBaUHjJ9LB6bL1fwt67cbb2EwgEgqKIcBAEeNRbho1DmQx/uGVZJjExkdjYOLQZBLmqLHUQnu5MZtT5ehobG3BI3yFTJYHrGhmVJYWDb9ywzMYCoknzSpT0cc6kw5QSWBwbl3EwrKXXHUz9q2StkgEph0gS1AwqTYWKHjk+hrWoW7ICbSsEZi7uSkxUJCuZBXVbwTHSyzKV3UsypEbR66Sq7L1wDfoUlTqTrEu6lNiahISMnwvm5JBpO/s68/upVCpj3nGAxISELHMlGJBlGRuHMnjUW2rZDgKBQFDEEQ6CAJWdB2615iCp02d40WiSiY2NRaPRkFnGI4uDPp/+0ZdliIu3zEmwszORKMkS2F4Bx2MWnPfiRfD3h5YtISLCMlvzGZVKok//ujg5m5EaabVKRynRzAhqWnIToJqkyZGTIMsy7h4OtH8944I1hZ2pDdpTxtkj/XVPTlYcg6xkWNaSFtk7sbB5b6sGJucGx3LdsfVskH7GUpYhIdE0Rskskvm4JZPPS84wZsnOzg6bHEiNVLYuuNX+EpWdh0XtBQKBoKhTNH9lBHmOg28n7LxTpUZanY7YuDgSExMskgRkVIkwHeYcAVmvSDkscRIclXgEg7TIY1E2Y+z37QM/P3j5Zbh9O3v75gMlPJ1o0rQSanXK9dOnXIv4+AxHQk2wJMgbANm8o5FkJvA2s6PIMg6OtvToXQdbW+vVXcgtDmpb/tekG652Dsr3W69X4gwSErJOwQvkSS2FbGJvo2ZIYGPKuRSdmA9zeNRfbio10miUa59sQWyMue+7Tpd+pieTNKiOaaq1azQadFlIjWRZj63XSziU7Zi1fQKBQFBMEA6CwIhHvWXo7cqRmBBPfFwc+mxodDNKb5iOjDq9egudBElCdnBAlSDhtswCaVHNmvD33xAQkLpOlmHXLihXDl57De7etcz2fKJJ80pU8HVBSkpQdNfZqVVgsWMmZzwBZC47TwbY2tnQsFH5Iiktepq6JSvQ278uDnHxSgc1O5W7LXbM8gYVEnVKli+S0qKnUdl74VZnPiqdPXJsjPLds1TrY+77bq62gV6X4SyCSqXCIY3UKCEhIcNbQ5b1qJ398ai/zDL7BIJnlDlz5tCyZeZZ1Tp37syUKSLIv6hQOFK6CKxOXFwcs2d/xcolYaydrKW0p+W/2SDlXGL09Lb4eCWvfAYdX1mWUTl44JrUAYfT67M+3/Tp0KyZIjHasweGD4crVwwHg+3boWxZaNcOVq4Eb2/L3kdeodejWrGCAR9/xNImo7ld0p9sjU5bKjXJKgjdICHLJF2qWi1Ru04ZXnm1mFTRnDOHdz/6iMjuTdnc4Dk0ttl4HBawxKeGVxmWtupfZKVFJpw/j8M789HHPSCmv4TeIRvf+KefM+ZmDwwkaZSUp2aws7MjOTkZnU6XIjVKMnEaQHEObJzK4dl0Gypbd0stFDwjaM/0hMSbBXdCh3Koa22wuPmYMWNYv349AwYM4MsvvzTZNnHiRFasWEGvXr1YuHBhXluaIStWrMDW0ppJueDmzZtMmDCBQ4cO4ezsTM+ePZkyZUqu6p88i4ir9YwjyzLr1q1jwoQJ3Lp1C4A3PoEfp0iUsdBJUGVnNDWrUdpMnARZllHZuuESOB2ndoNh8yNlJiAjateGLl1Sl1u1gsuX4a+/YMQICA83HBi2boVSpaBjR1i+HDwLIK//oUMwdiz88w9qYMimGSzrMoO7XhWRLe0IWnrtLRkdNwRCm3ES1GoVgTVL0alrTcvOV5jZuxf69oU7d5CAT9buQqNW81fdKiRZ6iTYFExHXULiuRKlWf3yYOwzK4RXFIiKUhz2r78GnQ4nQLaTie0poXe00El4euAgs8rIhlmEDDokjo6OxMbFgSyjSdJgq1Ybs7HJsh4bx3J4NtmGjWMZSywTPGsk3oSEMGtbkSm+vr5s2rSJjz/+GMeU2iCJiYls3LiRcmmqoBcUJUrkvzxSp9PRt29fSpYsyZYtW7h//z6jR4/G1taWDz/8MN/PX5woBsNRgpzyzz//0KRJE/r27Wt0DgBuPYSeM2Qi7luaQTMbXyNLOqpm5EayLKOyc8et9lyc/YcoHYUfflA69RkxY4b5mYhXXoGwMMUpSFvtWK+H33+HkiWhe3elQ5Mf3LwJffpAkybwzz/G1XbaJN7cOJUKdy8hyRbIuyQsH8m2VD7zVOVqWZaxtVVRv2E5uvcqWilN03HnDrz0kuIo3rljXC0Bc1Ztp8ehs9hrtJmE4qchjypRZ3oKSeJ5n/KsazsER3UWqT0LMzqdUr28alWYP98kCNl5D7itVAocWnTd037fM5s9MJBJLIJKpcLezjBrIJOQmKhUU5D1qJ0r4dV8N2pn89XQBYKiQFBQEL6+vmzdutW4buvWrfj6+lKzpulgz549e+jQoQNVqlShWrVq9O3bl3DDIFoKt2/fZvjw4QQEBODn58fLL7/MP2l+wwA2bNhAvXr1qFy5MsOGDSM2NlUH/LTEqF69esybN4+xY8dSqVIl6taty+rVq02Od+vWLYYOHUqVKlUICAhgwIABRGSSaGTfvn1cvHiRRYsWERQUROvWrZk4cSLLly9PSbYisBThIDyDREZGMnToUBo0aMDhw4fNtrkXCd2nyxwJhYQs6pllT15koW4pjZMgI2HjVA6PF9bhWL57apvSpWHNGvNezPPPw+uvZ36Odu3g2jXYtEmJR0h77l9/BS8v6N0bnjyxzOas0Ongk0+Umgzr1pltYqtLZvAfM6kfuht7TVzmVys7cpPs6OtTnAS9Xo+zix2vtn+O9q8HFm3nYMwY5TM+csTsZgmY8vM+Jv36N56xCeizeq/ZSS+bTWRZxsXWnl5V6rOyzSAc1Pk/JZ9vHD0K9eopM3YPzVdRdjwKHvNkbB5bMGOZdsYss9kDA5nEIgDY29sZZw30Oh3xCXrsS7bAq8U+MXMgKBa88cYbrEvze/Pjjz/yhpmaQHFxcYwYMYK//vqLX375BZVKxaBBg4w1j2JjY+nUqRN37txh9erV7Nmzh9GjR5vURLp27Rrbtm1jzZo1rF27lsOHD7NgwYJM7fv222+pXbs2u3fvZvDgwUyYMIErKTLg5ORkevXqhYuLC3/88QdbtmzBycmJ3r17Z9jZP3HiBNWrV8fHx8e4rmXLlsTExHDx4kXLL5xAOAjPIiNGjOD777/PMjtRVCwMnC3z0QqZR08ynk3IVQajTJD1eqTHiTh6vErJNifNFyhq0wbMTRvOnGl5KspOnZQaCb/8osQjpLV3/XpFbtSvnxLImhvmz4epUxXHJxNs9DpeP/A9g/74BM8n95Ayih/IS2lXGmRAHR9Hhbg7jBr1Ag0bVbD8PIWRRYsUWYsF1+CNgyH89tla6oTdwS45k9mEfJpBkJAo71qCFa0HMu2FDtiqim6mKCIjlWxhp09n2dT+IpScKON4FKSETIYRDNfdktkDA5nMIgA4ODoiSRKPnsB7i+KIcJmJyq5oZ4oSCAx0796d48ePc+PGDW7cuMGJEyfo3r17unYdO3akQ4cO+Pv7ExQUxLx58zh//ryxU71x40YePXrEqlWraNSoEf7+/nTq1IkGDRoYjyHLMgsXLqR69eo0atSIHj16cODAgUzta926NcHBwfj7+zNmzBg8PT05ePAgAJs2bUKv1zN37lwCAwMJCAhgwYIF3Lp1i0OHDpk93oMHDyhZsqTJOsPy/fv3Lb9wAuEgPIs4OFhQRTYNfxyBDh/IHD0HCWZ+ay2WGFnYSZVT/mweg8f/kvEYfBTpZiY39rRp0LRp6nLDhsrsQHbp1g1u3VJG90uXTl2v08HateDhAYMHZ9nBz5BsXvdyD8J4+6fx1D+3C3tNPPLTKu1sSbuynrmRAb2kwjnxCa8eXs2wRUNxH/1m9rIqFUYcMw68NkfpqFjWf/kTEzfup0RsAjpJsnTeK8foZRlXW3t6V63P1o5jCPL2zeczFgAqlVK7xEIkDXh8J+MxP2U2ATOOgmHWzJLZAwOZzCLIsoza1pmHyVXo8IHMpoN6Bg8eTHImsw4CQVHC29ubNm3a8NNPP7Fu3TratGmDl5dXunZhYWEMHz6c+vXr4+/vT7169QCM8uOzZ88SFBSUaRxB+fLlcXFJradUqlQpHjx4kKl9gYGBxteSJOHj48PDlNnG0NBQwsPDqVSpEn5+fvj5+REQEEBiYiLXrl2z+BoIcoZwEJ5Bvv76a4YPH56tfR7HwIDPZd75Rib0GkTHpQ5g50kGI1I6AxrFMXD5XabkRBn7CygyoMwKnKnV8OOPSipTFxdlpD43cpjevRWN+urVkGaaEp1OyXTk7g5vvpmt+gGAIrOYMydbjoJap+X1/d8zZNN0qtw8jVPiE2Qp5VpZnMEogxoIhs2AJOtwTYii3vk9vLV+Ai+E7lTckZ9+UuIlinKHafBg+OCDbDlUEtB3/xl+/3QN3Q+fpeSTeFR6fcp1zxuplSzLyEAJeyealq3C6peDmfZCh6IfjGzA3V3JHFanTrZ2sz+vzCa4/K44CmhIve4S2Zs9MPDULIIs65BsPbD1qI17/eXU6xdC2YqKJvvUqVPMmTMne8cXCAoxffr0Yf369WzYsIE+ffqYbdOvXz8iIyP56quv2L59O9u3bwcwSnksGVh8OkuQJElZKhWezmokSZJRthQXF0ft2rXZs2ePyd+RI0fo1q2b2eOVLFkynVNiWE4rOxJkjXAQnkFcXV357rvv2LVrF35+ftnad+8p6DpNpvt0mV8PwMMnIKnUyLI+64JqZhwEGZBVIMWBXRh4LJQpOV7GdaMyomgkPFxxEm7cMH/scuUgNFQJLG7UKFvvKUP694d79+D7703Tn2q1sGwZuLnByJFZV901oFLB++8rkovG2ctnX+bRdQZtnsXb68bT4uSvuMc9Qm0Der2c4+uul1TYa+IpGXWbjn8vY/wPo+m691vc4iNNG//8s+I0FeUAr1mz4NIlqFw5W7uVio7jszU72fnRcqav20Ol+5E4J+vQ6S34vptBlmV0sh57GzWlnd0ZVbM5f74+hu9bD6C6Z+msD1DUqF0bjh+Hjz/OMJuQOSQNuG6EkuNlPBbK2IWBpLFF1uuQc1L9W69DTk4CSYXK3gfHCv3war4H75b7cSjzGnZ2dqxYscIol5w5cyahoaHZPo9AUBhp1aoVGo2G5ORks7UKHj9+zJUrVxg/fjzNmjUjICCAqKeSdAQGBnL27FkiIyPT7Z9f1KpVi7CwMEqWLIm/v7/Jn5ubm9l9GjRowPnz502chL///htXV1cC0tZDEmSJcBCeYVq3bk1ISAhjxozJ9r4R92HSUpnW78o41ZyLg29n1K5VUdn7INm6pzgMuvR/KuXHX4oBmwdgfwFcfpHxnirjNUPG4QxIGfW7wsIUJ+FmBrmn1er8CR4NDoYHD+C770zTnyYnK+tcXeHtty0fZQ8IgP37lZkOJ6dsmeKcGEOb4xt4d/VbvNHAkfoNy1G6jCuubnY4OqkBGb3+qT+dHr2kQqXX4pQYg3vsQ8rdv0KTU38Q/MdMxq57hwbn92Cry8T+jRuhZ8+i7SRUrqzUwJgxI9vfE8dkLT0Pn2X7jFWsPnSd4MDGBHn5UtrJDQ87R9SSCp1ej05W/vQp/3Upzpm7nSMlHV2pVqI0ParUY0GzXuzt8g5j67SihH32vgNFDltbmDIF/v0X0uiVLUGSweEMeM2Q8d7VDBfXgdiH6rB5oDxD0CgDDLIKZWbN8JeyLMWDKhrUd8DhtD3utRdS8pXTeNT7FrWLv8m56tevz/vvvw8oo6bBwcFoi7q8TiAAbGxsOHToEAcPHjQG5afFw8MDT09PVq9eTVhYGAcOHGDatGkmbbp27YqPjw8DBw7k2LFjXLt2jc2bN3PixIl8s7tbt254enoyYMAAjh49yvXr1zl06BAffPABt2/fNrtPixYtqFatGm+99RZnz55lz549fP755wQHB2P/VK0TQeYUk7lsQU5xcXFhwYIF9OjRgyFDhnD58uVs7e/k4kmJgMHAYABkvRZt7CWSH59AFxuGXheLrI1Hkm2Q5n6LKlrG7gqor4Mq+wOBcPWq4iTs2we+BazTHj5c+Vu4ED76KDUNqkajrFuyBN56C2bPVpyVzFCpFKeiQwcYOlTJzZ8NVMgE1PMnoEoVQBmZjopM4OaNaO7eeUJSkg6NRoskSdj/cxyHg9spd+8KZR+E4ZKQw6xMv/+uxGn88gsU5QftRx/BoEHQti1cuJDt3Wt4laVG/VeNy48SYwl9dIfTD2/wRJNEvDYJvSzjpLbDydaO6iXKUMvbF19nj6KdCSq31KwJhw/D3LlKsH524ggAm5LP4TrvKvypjCDoHUBbETRVQO8Gsj3IthJSkowqEWzuge1VUN8GSQ8QDTVU4JdxTMr06dPZtGkTFy9e5Pjx48ybN4/33nsvF29aICgcuLq6ZrhNpVKxePFiPvzwQ5o3b07lypX59NNP6dy5s7GNnZ0dGzZsYNq0afTp0wedTkdAQACff/55vtns5OTE77//zscff8zgwYOJjY2ldOnSNGvWLMP3Y2Njw5o1a5gwYQLt27fHycmJnj17MnHixHyzs7giyTmZJxcUS+Lj4xkzZgzLly+3eJ+6devy77//Zt3w/HlIE4yUa55/Hk6ezDM9eI746itlNPrpNKgODkrn/7PPLNO96/XKsVJGLy0mMdGyjnpwMKxYkb1jZ8ann8LkyXl3PGvy2WdKfEJ2+PprxREU5JyLFxUpYHZqjYwZozjiueG55+Ds2UxnkA4fPkyTJk2QZRkHBwdOnz4tpAnPOGFhYek6pIW9krJAkBExMTH4+/tn2U7MIAiM2NvbcyGbI6oVKliYAvPSpRxYlAlnzyoj99YcyR4/HsaNgy+/VDTWhjSoiYlKMPLChfDOO8q2zBwFlUoJss4OpUtb/t6vXs3esbOiAIqEFRg//ZT9ferWzXs7njUuX85+IcKU1Ie54sIF2LABzOSBN/DSSy8xduxY5s2bR2JiIkOGDOHvv/+2PJ2z4JlAdNYFxR3xxBMY+eabb4yF0/z9/ZkwYYJZvWJaKqatRJwZeeUgSJJSgfj33wuHzEWlggkTIDpaKYLm7Jy6LSFBGW13dVVmGjLK4rR4Mfz3X+ry+PFKStXMsPS6Q944CCqVktN+5crsz3QUVrZsgTNnUpfLl7cskPb55/PPpmcBjca0gx4UpMgGsyLtPZIbZs40qeZsjlmzZlE5JaD94MGDfPPNN3lzboFAICgiCAdBAMDVq1eZnEY2snz5cmbPns2JEyeoXbt2hvtZPIOQzdgGE1QqaNFCkXbcvAkHDsCrr2a5W4GiUikF2548UeoypA0+jo+H6dOVrEezZpk6CpGRihzJQPv28L//KRmZMqsEbel1T0xUajvkBEmCZs2UQmN37sBff8HAgcVnBiGNvhaVSkmje/s21K+f8T42NtmuZyF4ih49UmfbbG2VeKJdu1ID/vMbwyxCJjg5ObFs2TLj8qRJkwgPD89vywQCgaDQUEx+6QW5Qa/X8+abbxKfUgDsrbfeonnz5oASY3DixAlmzpyZLl8x5KPESKWC1q3h22+VTtvevYruO22l48KISqU4AzExirY9bWcyLk7J5uLhoUiQ9Hp47bXUzEDOzkq2IFDe56ZNivTITFEbix2EnHRqGjWCefOUlLJ//62kci1u+aNfeMF0FPnnn5X/3t5w4oSSxtZcka+0M0SC7LNzJ/zxR+ryvHlKZjCVSkkAcPasEjye31gwi9CiRQtGjhwJKPFZQ4cOzVFqW4FAICiKiCBlAYsXL2bEiBGAIhkKCQkxmyHg7NmzDB48mJMnTxrXHT9+3KTUeob4+iodfUsZMkTppBV1tFplZmH+/PRZWxwdFRmSgU2boFOn9Me4fx9Gj07txIIS3zB6dNbn37pVyZSUHe7dK34OQVp274Y2bVKXa9aEkJD07aKjlYrcKbI7APz8cuZ0CZR7wcsrNai/dm04dSp9O1mGVauU+J3sxilkh+3bs3RGYmJiqFmzJhEpRRoXL17MsGHD8s8mQaHEXJCyQFBUsTRIWcwgPONEREQYc38DLF26NMMHYc2aNTly5AizZ8/G09OTNm3aGMuxZ0psbMbOga2t0glbvlzR8BvYti07b6PwolYraU9jY5WA5rSj0mmdg2rVzDsHoHTWN2xQ0ov6+yv5/Lt3t+z8mcUf1KypBFBfuqRkdzEwa5Zlxy6qpJWnSVLG2nZ3dzh0CNauVSp0SxK8+27B2Fgc6dMn1TlQqxXJmjkkSUlDGxqqpNXNRoG1bOGYcbpTA66urixdutS4/N5773Ejo2KNAoFAUIwQMwjPMLIs89prr7Fjxw4Ahg4davJjmNW+Fud0j442Dbq1s1NG7rp3V3T2hm0ajSLJMXwl79xRsvUUJzQapZP5zTep79OAp6eSdjOrEUpZtjy968KFpjEOVasqVZF79YIaNVLX/+9/YMj3XqZM9mZ7ihLNmytF6gysWQN9+1q2r15ffOIvCpoDB5R4FgNffmm5sxUfr4z2Zzab8OABTJqkvHZxUWbsMiMwMFsV14cOHcr3338PwKuvvsqff/75bNe0eMYQMwiC4oSlMwjCQXiGWbFiBcHBwQD4+voSGhqKu7t7/pxs9Wqlk9CiBXTsqATsmiMwUKmZAIrE4Kuv8scea7J+vdJJzwhvbyVGYfDg3J8rNlaZEVCpFIesTh3zzoVGo4yoGgKob9yAcuVyf/7CxOHD0Lhx6nLVqnmffleQHr0eSpaEx4+V5erV4dy5vD1HeLgyuwbKue7fz9PDR0VFUaNGDWP11pUrVzJw4MA8PYeg8CIcBEFxQjgIgky5ffs2gYGBREdHA7Blyxbat29vZatQOsaGioflyikd1eJEfLziABjkRY0bK/KeVasUjXZafHwUB8nSEe7cUrt2atrP4cOVrDLFCTs7SE5WXkuS4hRlVfFakHsGDlQGCEDJAnXtWt47n/nsIIDyjOzYsSMAHh4ehIaGUrawJ00Q5AnCQRAUJ0QMgiBDZFlmxIgRRuegf//+hcM5AEUOYxjhvnkTHj60rj15TefOqc6Bvb0inVi2TJFhDRxoWuH1/n3o10+R/Kxfn/+2DR+e+tqQTam48Oqrqc4BKM6PcA7ynxMnUp0DUDJ8FdGZqQ4dOtCvXz9AmVEYOXKkyGokEKQwZ84cWmZRz6Rz585MmTKlgCwS5BYxg/AM8uOPP9I3ZVS6VKlSnDt3Dk9PTytblYbnnoOLF5XX77+vzCoUB/74wzQQeeVKxSlIS2ys0lFfvz59GkZfX0Vb3a1b/tin1SoxIIbzXrmiBEQXdf77z7S4WYUKcP269ex5VtDrlRiiBw+U5SpVclcPJTMKYAYB4NGjRwQGBnI/5fjr1q2jd2ZyQUGxwNwMwoYfz/PkiabAbHBzs6Nnn+oWtx8zZgzr169nwIABfPnllybbJk6cyIoVK+jVqxcLFy7ME/vmzJnDtm3b2Lt3b4ZtIiMjsbW1xcXFJU/OmREffPABx48f58KFC1StWjVTm55FxAyCwCz37t1jzJgxxuVvv/22cDkHAP37p77OoqBRkUGjUbK4GHjhhfTOASgBlmvXKnrtnj1Ng2Jv3VLiCCpUMM0ln1eo1UqMgoGZM/P+HNbgxRdTX0tSqvMpyF9GjUp1DlSqjLMWFSG8vLxYtGiRcXn06NFGZ0HwbPHkiYbIx4kF9pcTZ8TX15dNmzaRkCZjXmJiIhs3bqScFWbySpQoke/OgYE33niDThllBhRYhHAQnjHGjBnD45RgwZ49e9KlSxcrW2SGd95JlRldv56/udALim7dlEJpoGjh//wz8/ZubsoswqNH0LWrqaNw44YyE+Hnl/fpYNM4j2zZkrfHtgbdupnWn/jiC1EJuSA4fRqWLEldnjQJKlWynj15SLdu3ejRowegzCikHXARCAoTQUFB+Pr6snXrVuO6rVu34uvrS82aNU3a7tmzhw4dOlClShWqVatG375901UPv337NsOHDycgIAA/Pz9efvll/vnnH5M2GzZsoF69elSuXJlhw4YRa6iaTnqJUb169Zg3bx5jx46lUqVK1K1bl9VpJYnArVu3GDp0KFWqVCEgIIABAwYY65JkxKeffsqQIUOoWLGiZRdKYBbhIDxD/Prrr/ycUmzL29s7z6YW8xwnJ1NpyxdfWM+WvOCvv0w72wsWKClNLcHDA379VZFMvP66aQai69eVGhKVK8OuXXlja//+qdr8x4+VyrZFlYsXTWMpypQRdQwKAkOFcIN6tWLFYldb4+uvv8YrpcL5hg0b2FjcYnYExYY33niDdevWGZd//PFH3njjjXTt4uLiGDFiBH/99Re//PILKpWKQYMGoU/JbBcbG0unTp24c+cOq1evZs+ePYwePdq4HeDatWts27aNNWvWsHbtWg4fPsyCBQsyte/bb7+ldu3a7N69m8GDBzNhwgSuXLkCQHJyMr169cLFxYU//viDLVu24OTkRO/evdFoCk7e9awiHIRnhEePHjFq1Cjj8sKFC/EpzNVy02buSfNwK3JotZAy2ghA3bqmwcCW4uUFv/8Od+8qTkFaRyEsDF5+WUnbuW9f7uxVqSBtZey0xeuKGnXrmi5nVjROkHeMH6/UMAHle5pSZ6U44ePjYzLAMmrUKB49emRFiwQC83Tv3p3jx49z48YNbty4wYkTJ+huptBmx44d6dChA/7+/gQFBTFv3jzOnz/PxRRJ5saNG3n06BGrVq2iUaNG+Pv706lTJxqk+b2QZZmFCxdSvXp1GjVqRI8ePThw4ECm9rVu3Zrg4GD8/f0ZM2YMnp6eHDx4EIBNmzah1+uZO3cugYGBBAQEsGDBAm7dusWhQ4fy8CoJzCEchGeEsWPHGrWynTp1olevXla2KAvGj099HR6eWoG1qPHGG6bVY7dvz93xfHxg61YlHqFtW1NH4coVaNlSCfJOecDmiHfeSX2dW3utxYABppWqZ860qHKuIJecP6/MkBkYN06pEl4M6d27N6+//jqgxHa9k/a+EQgKCd7e3rRp04affvqJdevW0aZNG+PsV1rCwsIYPnw49evXx9/fn3r16gGKxAfg7NmzBAUFUaJEiQzPVb58eZMYg1KlSvHAEIeUAYGBgcbXkiTh4+PDw5TshaGhoYSHh1OpUiX8/Pzw8/MjICCAxMRErl27ZvE1EOQM4SA8A2zevJm1a9cCSv7ub7/9tvBXAXVzS81KAkWzYNr+/fDLL6nLX3yhdPDzgjJllM57RAS0bm3qKFy8CE2bKpWSjx3L/rG7dVPiJEBJv3ryZN7YXFBcuwY//JC67O0NU6dazZxnildfTZUWlS2rVEwupkiSxLfffotHSiX4H374wUTrLRAUFvr06cP69evZsGEDfdImy0hDv379iIyM5KuvvmL79u1sTxkcMkh5HCyI3VI/lTpakqQsUwHb2tqm28cgW4qLi6N27drs2bPH5O/IkSN0y69sfgIjwkEo5kRFRTFixAjj8rx58yhTpowVLcoGadMHpjg4RQa9Xql5YKBGDWU0Na8pV06JPwgPh+bNTbedOweNGkGtWtnr5KtUppl/ipp+PCjIdDm/UmsKTJk8WXFYQXFYt20zDa4vhpQtW5a5c+cal4cPH26sLyMQFBZatWqFRqMhOTnZbK2Cx48fc+XKFcaPH0+zZs0ICAgg6qnkIIGBgZw9e5bIyMgCshpq1apFWFgYJUuWxN/f3+TPzc2twOx4VineT28B7777Lrdv3wbgtddeY8CAAVa2KBu8/37q66tXlRoBRYWBA8HwILWxyf8UjxUrKvEHYWHQpInptpAQJa6gbl0lu4wlvPde6uu8CoAuCEaMMP2eTJigBHoL8perV03rlQwfrjimzwADBw6kbdu2gCLHeC/tvSMQFAJsbGw4dOgQBw8exCZtMc4UPDw88PT0ZPXq1YSFhXHgwAGmTZtm0qZr1674+PgwcOBAjh07xrVr19i8eTMnTpzIN7u7deuGp6cnAwYM4OjRo1y/fp1Dhw7xwQcfGPs15ggLCyMkJIT79++TmJhISEgIISEhIrA5mwgHoRjz119/sXz5cgBcXV1ZvHhx4ZcWpcXDQ+n4giJbmDfPmtZYzrFjsGZN6vLMmYrcoiCoVAkOHIBLl0xnAQBOnVLqHNSvn3V2og4dUtOBxsYqxyzs3L0LixenLnt4wOzZVjPnmaJtW2XWDBQZ3TffWNeeAkSSJJYsWWIspLVs2TJ27txpZasEAlNcXV3TFXszoFKpWLx4MWfOnKF58+ZMnTo1nYNgZ2fHhg0b8Pb2pk+fPrRo0YKFCxeadTjyCicnJ37//Xd8fX0ZPHgwTZo0Ydy4cSQlJWX4XgDGjx9P69atWb16NVevXqV169a0bt2au3fv5putxRFRSbmYEhMTQ82aNY35ghcvXsywYcOsbFUOmDgxdWQyIKDwF7l6unps1apKZ91anD8PgwbB8ePptzVsCKtXZxxE2rZt6szHa69lXbvB2nh4KDETBh48UOIPBPnLzJmQtjNx4oTihBYkBVRJOTMWL15slHNWrFiRkJCQTDsxgqJDUaykLBBkhKWVlIWDUEwZNWoU3377LaDoD3ft2lW0Zg8MPH6spPgERdccG6vUSSisDBsGS5cqr1UqRfJTGIq1nD2ryJ7+/Tf9thdfhFWrFGcmLXv3QqtWymtHR4iPz387c8q775oGso8eDYW1zkdxIiJC6ZjrdMrywIGwcmXB21EIHAS9Xk+bNm3Yu3cvAG+99RZff/11gdshyHvMOQgCQVFFOAjPMPv27TMGIjk5OXH27FkqFeUqphUqKNWDQZGMTJhgXXsy4tQpeP751CwuU6cqo6uFiVOnlBkFc7EITZooMwppvyvOzqmOwY4d8MorBWFl9oiKgrSp91xdi25a3KJG9epw4YLy2tNTmbWxRmByIXAQQOlIBgUFEZ9yz+zbt4/mTycPEBQ5hIMgKE5Y6iCIGIRiRlxcHEOGDDEuf/7550XbOQBIW9TFGqOTlvB09Vg/v8LnHIASg3DqlCI5qlnTdNvBg0onq2XL1Gw0hhkEKLx6/ipVTJfPnbOOHc8aX3yR6hwA/PFHsc9alBX+/v589tlnxuUhQ4YYnQWBQCAoSjzbT/NiyJQpUwgLCwOgSZMmvPXWW1a2KA+YODH19YULUBgzEbzzjhIkC4oUKr+zFuWWBg2U7EaHDyujwGnZt09xcNq0USRTBgpj5cqPPoK0FWwHD1ZSvwryl7t34YMPUpd79YLGja1nTyFi9OjRNE65FlevXmWqqMEhEAiKIEJiVIw4fPgwTZo0QZZlHBwcOH36NAEBAdY2K2/w9QVDWrP//c+00rK1OX9eqXNguJXee08ZXS1KHDwIQ4akD6iWJGVU2KAx37gRunQpePvMERuryIkMODsXrVS4RZnateHMGeW1uzs8fKhUCrcWhURiZODSpUvUrl2bxMREJEni0KFDvPh0VjFBkUFIjATFCSExesZISEggODjYWLXw448/Lj7OASjVfQ2sWGE9O8zRtm2qc+DrW/ScA1DiDy5ehN27TSU7spzqHEDhkhk9LS06dcoqZjxzfP11qnMA8Ouv1nUOCiEBAQHMTJEYyrJMcHAwiYmJVrZKIBAILEc4CMWEGTNmcDElBWjDhg155513rGxRHjNpUurrc+cKj8xo4sTUAGpJgpTy9EWWVq2UysM7dpgGKxs4dgxef13JLmVNZs+Ge/dSl3v2TO8wCPKehw9NZ+86dYLWra1nTyHmnXfeoUGDBgBcuHDB6DAIBAJBUUBIjIoBJ06coFGjRuj1euzs7Pj333+pUaOGtc3Ke8qUSdX5L1yopLK0JlevKrUZDAWiRo0qfgWitm2DkSPh+nXT9SqVIjVatqzgKxUnJippVw04OEBCQsHa8KzSoAGcPKm8dnFR4j/s7KxrExQ6iZGB0NBQ6tatS3JyMjY2Nhw7dox69epZ2yxBNhESI0FxQkiMnhGSkpIIDg5Gn9JJ/eijj4qncwDQuXPq62XLrGaGkVdeSXUOSpUqnnn3X3sNrl2DZs1M1+v1irTEywt69y7YtKJP12swdFgF+cv335te6/XrC4dzUIipUaMGH330EQA6nY7BgwejKSyznwKBQJAJwkEo4nz66aecPXsWgLp16zKhsNYIyAsmT059HRICWq31bJk+XSmCZmDr1uKd4nHJEvPr9Xqlo+jpCX375n+Q8DffwM2bqcsdOigB4oL85ckTZYbMQNu20K6d9ewpQkycOJE6deoAEBISYpIGVSAoLsyZM8dYfykjOnfuzJQpUwrIIkFuERKjIsypU6do0KABWq0WtVrNiRMnjD9ExZZSpVLlA999B8OHF7wNERGKPt8wezB4MCxfXvB2FDTe3qkpRd98EzZvTpV8GbCxgX79YNGivK94rdUqI9aGR5adHSQl5e05BOZp3FhJiQvK5/rokSLtKiwUUomRgaef1f/88w+1atWytlkCCzEnMRp59BfuJBTczGkZRze+bdQ964YpjBkzhvXr1zNgwAC+/PJLk20TJ05kxYoV9OrVi4V5NPM9Z84ctm3bZqwkbo7IyEhsbW1xcXHJk3Oa4+zZsyxcuJBjx47x+PFjypcvz8CBAxmWNmX3M46QGBVzkpOTCQ4ORpsyij558uTi7xyAEiBrIKNR7fwmrbTIy6twyJ0Kgk6dUl+fOAF37iiVl318UtfrdLBqlZL6cuhQJV4gr6hWLdU5ACU1qyD/Wbs21TkA5TMvTM5BEaBOnTpMSkm0oNVqGTx4sPHZLSia3El4wvW4yAL7y4kz4uvry6ZNm0hIE6OVmJjIxo0bKWeFejElSpTIV+cA4MyZM3h7e7No0SL279/PuHHjmDVrFt9//32+nrc4IhyEIsoXX3zBf//9B0DNmjWfnWm7tMWZTp9O7agXFLNnK+lADWzeXLylRWlJ0VIDSppLrRb691eyCX3/vTLDYECrVda5uSlBzrnVXa9caSrpat1aCZgV5C+xsYqjZ6BlS9OUwwKLmTJlijE+7N9//003qisQ5DVBQUH4+vqydetW47qtW7fi6+tLzZo1Tdru2bOHDh06UKVKFapVq0bfvn0JDw83aXP79m2GDx9OQEAAfn5+vPzyy/zzzz8mbTZs2EC9evWoXLkyw4YNIzaN7PRpiVG9evWYN28eY8eOpVKlStStW5fVq1ebHO/WrVsMHTqUKlWqEBAQwIABA4iIiMjwPffp04dZs2bx0ksv4efnR48ePejdu7fJNRBYxjPSsylehIaGMmPGDABUKhXLly/H7lkJFqxUKbUjahitLiju3IEPP0xdfuMNeJaKH1WsqEi8QHHMvv02dVtwMDx4oMi+PD1T1ycnK+tcXWHMmJw5ClqtcnwDajXs2pWz9yDIHq+/njoL5OAAf/xhXXuKMPb29ixfvhxVyoDCtGnTOH/+vJWtEhR33njjDdatW2dc/vHHH3njjTfStYuLi2PEiBH89ddf/PLLL6hUKgYNGmRMgBIbG0unTp24c+cOq1evZs+ePYwePdq4HeDatWts27aNNWvWsHbtWg4fPsyCBQsyte/bb7+ldu3a7N69m8GDBzNhwgSuXLkCKEqJXr164eLiwh9//MGWLVtwcnKid+/e2Qr2f/LkCR4FnW2vGCAchCKGTqcjODjYeHO8//77xlzbzwwdOqS+TttJzW/atk0tGubhoUgtnjXSjh4vXpx++/Dhij59wQLT9KcajVJgy81NyaOfHXlFrVqm0qLdu7NttiAH/PorpNUTL1umpDYV5JiGDRvy7rvvAqDRaAgODkaXthChQJDHdO/enePHj3Pjxg1u3LjBiRMn6N49fSxDx44d6dChA/7+/gQFBTFv3jzOnz9vrK+0ceNGHj16xKpVq2jUqBH+/v506tTJpP8hyzILFy6kevXqNGrUiB49enDgwIFM7WvdujXBwcH4+/szZswYPD09OZgiH920aRN6vZ65c+cSGBhIQEAACxYs4NatWxw6dMii93/8+HF+//13+vfvb+klE6QgHIQixrx58zh+/DgA1apVY9q0aVa2yAqkzWb0338FIzNauFDJnGTgWa0em3YG5dy5jGMMxoyByEj43/8Up8BAUhLMnavMKEycaFql2Ry//AJpR1lfeil9ylVB3pOYCAMGpC6/9JKSpUqQa2bMmGGscn/06FHmz59vZYsExRlvb2/atGnDTz/9xLp162jTpg1eXl7p2oWFhTF8+HDq16+Pv7+/sV7HrVu3ACX4NygoiBIlSmR4rvLly5vEGJQqVYoHDx5kal9gYKDxtSRJ+Pj48PDhQ0BRS4SHh1OpUiX8/Pzw8/MjICCAxMRErl27luV7P3/+PAMHDuS9997LMsOSID3CQShCXLp0yajfkySJ5cuX45i2YNSzQkBAqoxFq4Uff8zf8z18CCmjfoBSIKxVq/w9Z2GlbFnw9VVeyzJk1bkZP15xFGbPVpwCA4mJMGeOsu7DD807eVot9OqVumxjAxaOGglySZcuEB+vvLazU9L4CvIER0dHli9fjiRJAHz44YdcvnzZylYJijN9+vRh/fr1bNiwgT59+pht069fPyIjI/nqq6/Yvn0727dvBzCqFRwsSEygfmrQTJIkskqUaWtrm24fg2wpLi6O2rVrs2fPHpO/I0eO0C2LWKiLFy/SrVs3+vfvz/i01d8FFiMchCKCXq9nyJAhJKaM2I4dO5aXXnrJylZZkddeS32d39WLX31V0dKD0qFdvz5/z1fYSdtptyS9q0oFEyZAVBR88gk4O6duS0iATz9Vruv06aaOQsOGpstbtuTWcoEl/PknpHQOAOX+EvrdPKVx48aMGTMGULLKDB061ETLLRDkJa1atUKj0ZCcnGx2JP3x48dcuXKF8ePH06xZMwICAoiKijJpExgYyNmzZ4mMjCwgq6FWrVqEhYVRsmRJ/P39Tf7c0s5MP8WFCxfo0qULvXr14oO0iU0E2UI4CEWEb775xqjL8/f355NPPrGyRVYmrczon3/yT2a0dKlyfAPr18NTIx7PHGmv/eXLlhdHU6mU2YInT2DaNNM6CfHxMGOGIkeaNUvJDpWSpQuA559XHDVB/qLRmDqA9eqZZjES5BmffvoplSpVAmD//v18W5DxVIJnChsbGw4dOsTBgwexsbFJt93DwwNPT09Wr15NWFgYBw4cSCdf7tq1Kz4+PgwcOJBjx45x7do1Nm/ezIkTJ/LN7m7duuHp6cmAAQM4evQo169f59ChQ3zwwQfcvn3b7D7nz5+na9eutGjRghEjRnDv3j3u3btnlC0JLEc4CEWA8PBwYw5tgO+//x7ntKOwzyI1aqSOaiYnK1r1vCYqCkaPTl1+7TXTmYtnFW9vJaMRKDKj7KZrVKmU2YKYGCVtbdqp67g4mDLFtN6FSgXHjuXabIEF9OqV6vDZ2prOJAjyFGdnZ5alqaEyceJEi3TVAkFOcHV1TVfszYBKpWLx4sWcOXOG5s2bM3Xq1HQOgp2dHRs2bMDb25s+ffrQokULFi5caNbhyCucnJz4/fff8fX1ZfDgwTRp0oRx48aRlJSU4XvZvHkzDx8+5JdffiEoKMj417Zt23yzs7giKikXcmRZpk2bNuzZsweAkSNHsmjRIitbVUjo3TtV7tO4cd4XzkpbPdbZWYlFEAWiFKZMUUb6Qalge/Vqzo+l1SozC/Pnm6+MPHCgUgdBkL/s2aPUlzCwYIESbF4UKOSVlDNjxIgRLE7JCNamTRv++usvY3yCoHBQFCspCwQZYWklZeEgFHKWLFnC8OHDAahQoQJnz57N0HN+5jhzBmrXVl7b2iqBr3lVtGzNGqUImIGNG5XATYHCkydKtWQDkZG516lrtYrT9+uv6bd5eMDHH5vO6AjyDq1WmRmKjlaWg4KU+6uoUIQdhCdPnlCzZk1u3LgBwNKlSxkqZF2FCnMOgkBQVLHUQRASo0LMjRs3eO+994zLS5YsEQ+ptNSqldpJTU6G33/Pm+PGxsKbb6Yut2olnIOncXODKlVSlz/7LPfHVKsz/gyjopTRbC8vWLIk9+cSmNK/f6pzoFbDX39Z155nCDc3N5YuXWpcfvfdd7l586YVLRIIBALhIBRaZFlm+PDhxMTEABAcHCw0dOZo0yb1dV7lE+/YMTW/v6OjEjArSM+gQamv01TqzDGtWpkWUPv+exgxwjQo/PFjpRhbyZKWZVASZM2hQ/DTT6nLn34KpUtbz55nkLZt2zJ48GBAmVEYPnx4lukhBQKBID8REqNCyqpVqxiU0gErW7YsoaGholS4Of75B+rXV17b22dcuMtSfv0V0laZ/PFHMFOWXoCSecjFJbXK8b174OOTs2MdOwaNGqUuV64MV64orxMTFWnRqlXpKzD7+CjF2Pr1y9l5n3X0euUaPnqkLD/3nGlhuqJCEZYYGYiMjKRGjRrcuXMHgNWrV4vqr4UEITESFCeExKgIc+fOHcaNG2dcXrx4sXAOMqJevdQCXElJucuV/3T12MaNhXOQGU5OSofSgCFoOSekrY4sSXDhQuqygwMsW6ZIYAYOVAqmGbh/X5HHlCkj6lPkhCFDUp0DGxvYscO69jzDlChRgu+++864PHbsWO7evWtFiwQCwbOMcBAKGbIsM3LkSGORkr59+9KhQwfrGlXYSZt5Ze7cnB+nc+fU6rH29krBKEHmDBmS+vrnn3N2jA4dlPz7BhYtUnTwT+PkpGQzioqCvn1NHYW7d5UAZ19f80HOgvScPGmaHWrqVKhQwWrmCOD11183VrqNjIxk1KhRQmokEAisgpAYFTJ++ukn3kgZtfbx8eHcuXN4eXlZ2apCzpEjYKgq7eCgVOfNLlu2KLEHBr7/HoKD88a+4oxGo8RpGArVRURA+fKW7582ExUo+0ZEWLbvkycwbJjimDxdKK98efj6a9N6CoJU9Hpl1sUgxcltqlprUwwkRgYePnxIYGAgDx48AGD9+vX07NnTylY92wiJkaA4ISRGRZAHDx4wJk3e8UWLFgnnwBJefFGpUwCKTCi7MgmNxlRK1KCBcA4sxc4OatZMXc5uhe8XXjBdvnTJ8n3d3JTg2kePoFs30xS3N25Ap07g5ydmgswxenRqJ1qlElmLChHe3t588803xuXRo0cbnQWBQCAoKISDUIgYPXq0sRx49+7d6datm5UtKkK0bJn6+quvsrdvjx6iemxuGDEi9fVvv1m+X8+epkHlc+bkrBCdh4dSSfvBA8UpSFtk6vp1aN9eCXreuTP7xy6OhIRAGq07EyYo10dQaOjRo4fx+f/gwQPefvttK1skEAieNYTEqJCwceNG4w+Cl5cXoaGhlCpVyspWFSEOHEgNdHV0TI0lyIpdu+Dll1OXv/kGRo3Ke/uKM1qt0rHX6ZTly5dNaySY49IlqFYtdbl0aUjJ3pJr7t9XZoD+/DM1w5KBKlVg6VJo0SJvzlUUKVcObt1SXmdH0lWYKUYSIwP37t0jMDCQx48fA/Dbb7/RuXNn6xr1jCIkRoLihJAYFSEeP37MqDSd0gULFgjnILs0baoEsYISg7BvX9b7aLWmKU1r1xbOQU5Qq6FOndTljz/Oep+6dU2XL1/OO3t8fJSYktu3oW1b0xmFK1eU2aZq1eDgwbw7Z1Hh3XdTnQNJElmLCjGlSpViwYIFxuWRI0cSGRlpRYsEgtzRuXNnpkyZ8sye34Asy7z77rsEBATg4+NDSEiItU0yi3AQCgHjxo3j3r17AHTs2NEYpCzIJmlTZc6Zk3X7vn1F9di8Ik3sTJapZgcNMp3hmT5dqaeQ15QurcjFIiKUTFdpHYVLlxSnMjAQjh7N+3MXRi5eNM3yNWYMVK9uPXsEWdKnTx9jFru7d+/yzjvvWNkigaBoYM4ZWLFiBZMmTbKSRans2bOHn376iTVr1hASEkL1LJ7DISEhDBs2jBo1auDr60uDBg348ssv0T5dFyiPEQ6Cldm6dSs//PADAO7u7nz33XdIaTsyAst5773U1/v3Z9724EHYsCF1+fPPc17kS6DUIjCkJn38GM6eNd/u5k2l4JkBLy+YNi1/bStXTpGShYenlxadP68EuQcFKWk/izNt26ZKrsqUyV1KYEGBIEkS3333He7u7oBSQHPbtm1WtkogsB6atCmxs0mJEiVwyY/BqGxy7do1SpUqRcOGDSlVqhRqc2m9U1i3bh2vvvoqJUuWZO3atRw8eJB3332XJUuWmNTLyg+Eg2BFoqOjGT58uHF57ty5lC1b1ooWFXFat1biDwDi4uDQIfPt9HolmNVA9eqK9EKQc1QqJfuTgYyyGQUGmi4bqiUXBBUrwt69EBYGTZqYbjt7VrG/Th04dargbCooPvxQCdgGZSblzz9Nsz4JCi2+vr58lSbxwrBhw4g2zHwKBJlw7949fHx8WLJkCa1ataJ8+fI0bdqUowUwaxoXF8dbb72Fn58fNWvWZNGiRena1KtXj8WLF5usa9myJXPSKAA6d+7MpEmTmDJlCs899xy9evViz549dOjQgSpVqlCtWjX69u1LeHi4cZ8xY8Zw+PBhlixZgo+PDz4+PkRERKSbVUhKSuKDDz4gMDCQ8uXL06FDB/777z8Tezp37swHH3zAjBkzCAgIoEaNGib2mSOz444ZM4bJkydz8+ZNfHx8qFevXobHOXToEO+88w5fffUVs2bNok6dOlSqVInevXszdepUNmzYQFhYWKa25AbxC2FF3nvvPW6l6IHbtm3LoEGDrGtQcaBx49TXGd3Egwcro9ygFNsS0qK8Ia38wdwo51tvQUxM6vJ77ykZiAqaSpWUoPZLl5TZg7ScPq3ER9Srl/EsSFHj2jVlhszA0KGmMSOCQs/gwYN5OSWZws2bN5kwYYKVLRIUBUJDQwH48ccf+eSTT9izZw++vr6MGjUK/dO1YzJg3rx5+Pn5Zfp38+bNdPvNmDGDI0eOsHr1ajZs2MDhw4c5c+ZMjt7H+vXrsbW1ZcuWLXzxxRfExcUxYsQI/vrrL3755RdUKhWDBg0yvqdZs2ZRv359+vfvT0hICCEhIfj6+qY77syZM9myZQsLFy5k165dVKpUiV69eqWL9Vm/fj1OTk5s376djz76iP/973/syyTOMbPjzpo1i4kTJ1K2bFlCQkLYkUkc2Icffkjr1q3p1atXum0vpdR+MnzG+UHG8xqCfGXnzp0sW7YMABcXF5YsWSKkRXnBu+8qchKAPXvSbz9xAlavTl2ePl2RoAhyT7duSl0EjUYpYnbiROqswr17SoVkAx4e8MUXVjHTSNWqcPiwIjMaNAiOH0/d9u+/iuyoQQNFElWUtfqvvJJaSK5kSdMUp4IigSRJLF26lJo1axIbG8uSJUvo2bMnrdNWkRcInuLs2bPY2tqyevVqKqRUSZ88eTIvv/wyd+7cISwsjJCQEEaNGsXx48eNI9ZpGThwIK9nUXCydOnSJsuxsbH8+OOPLFq0iGYpsYELFy6kTg4HJvz9/ZmWRopa5aksefPmzaN69epcvHiR6tWr4+bmhp2dHY6OjhkmfImLi2PlypUsWLDAeB999dVX1KtXj7Vr1zJ69Ghj28DAQN5//32jLcuXL+fAgQO0MJMNz5Ljuri4YGNjk2kympCQEM6dO8fUqVPNbk9IKQhrZ2cHwIEDBwgJCaF+/fpmP8ecIBwEKxATE8Obb75pXP7iiy+MN68gl7z6qpJyMzFRqW1w7FhqMS69XsmJb6BKFSgEGQ2KDSqVMiL/99/K8qxZsGmT8vq550zbnj9foKZlSvXqyvfk7FnFUfjnn9RtJ04osqgXX1QchapVrWZmjpg1yzRD1NatQlpURKlYsSJz5swxZrwbOnQoISEhhUJTLSichIaG0r59e5P+Rdp0rU2bNqVp06YANGzYkIYNG6Y7RokSJShRokS2znvt2jU0Gg3PP/+8yXEq57DeSu3atU2Ww8LCmD17Nv/88w+PHz82zhzcunUry4DftDYmJyebvGdbW1vq1q3L5aey6gU+JY0tVaqUsWZVbo6bGYbMRjXTFiLNZPvTn2VeIH4prMDkyZO5nqIHbtGiBcOGDbOyRcWMtLKR2bNTX48apRTTAlE9Nr9IGWUBUmdy3n8foqJS148cqWQYKmzUrKkEKv/3X3oJzpEjEBCgZD5Ko3Ut1Ny8aRoA3r+/aZyIoMgxfPhw46jltWvX+OCDD6xrkKBQc/bs2XQdzBMnTuDl5UWZMmXo378/586dA2DIkCGcMhN/lVOJkSVIksTTpbjMZeZxMqQwT6Ffv35ERkby1VdfsX37dranFDfNTQBzZtja2qZbZ6lEK6ckJycDYG9vb3b7ihUraNy4sVE6ZfgsM/occ4JwEAqY/fv388033wDKl37ZsmWoxIhe3pI2sn/3buX/mTOwZEnq+kmTFC26IG9p3z61GnJcnJLy9MsvU7e7uJhKjQojdeooTsKJE4rMKC0HDyoFuVq2LPwFxtq2TS1eV6IErFxpVXMEuUelUrFs2TIcU5IxLFy4kAMHDljZKkFhJCEhgbCwMHSGZwBKp9YgT1OpVFy+fJmqKbOiFy9epFra4pUpDBw4kD179mT697TEyM/PD1tbW/7991/juqioqHQBtd7e3sYU76CoKyKyeK4+fvyYK1euMH78eJo1a0ZAQABRaQegUrC1tTV570/j5+eHnZ0dx9NIS5OTkzl16hQBAQGZ2pAZeXXcoJTfnsOHD6fb9s0333Du3DlmzpxpXGf4LDP6HHOCkBgVIPHx8QQHBxuXP/300xxPuQky4fXXTbXwJ08qWYsMIxUVKyrSC0H+0KxZ6uxM166m2wppQRiz1K+vOJZHj8KQIZAy0gYohfj8/KBVK6XjXdjiWP73P1N7N20S0qJiQuXKlfn000+NGmPDiOHTo6yCZ5vz588jSRK//PILTZo0wd3dndmzZxMdHc348eOJjY3F3t4eW1tb4uPjkSTJ6HimJScSIxcXF/r06cOMGTMoUaIE3t7efPbZZ+niLJs0acJPP/3E/9k77zAnqrYP35O6vdKbFAEB6R0EQUCKFeyi0gQLImKFV+yKhU9sqKiIBVBUFCugCAJSpCm9d5YO20v6fH+czSbZmuwmm+zuua8LnZnMzHlSNjm/87SBAwcSExPD66+/XuKCaVxcHAkJCXz55ZfUqFGDkydP8nIhVfMaNGjAv//+y/Hjx4mMjCzwHCIjIxk5cmSejXXr1mXmzJnk5OQwfPhwn55vIO7boUMHrrrqKiZPnozNZqNt27acP3+e+fPns3DhQj7++OM8EeF8L61Wa5HvY2mQvxjlyDPPPMOhQ4cA6NmzJxPcm0tJ/Isz7wDgzjtFV12Q3WPLA/dGNLluUkCEuDRsWO7mlJlu3WDXLlH5yH1lRlWFh6pBA5H7cuZM8Gx059w5z/fg5ps9mwhKKjwTJkyge24o5YEDBzwSOCUSEOFFTZs2ZeLEiYwePZqrr74au93OTz/9RGxsLHv37uWy3NywvXv3+m3V2clzzz1H165dufvuu7n55pvp0qVLgVyCiRMn0qNHD4YPH87w4cMZPHgwDUv4jdBoNHz00Uds376dK6+8kmeeeabQz/+DDz6IRqOhV69etGjRotAwqKlTp3Lttdcyfvx4+vfvz5EjR/jmm2+IK2N1PX/dd86cOQwdOpTnnnuO7t27M2rUKMxmM3/99RdDhgzJO8/5Xvr7fVTU/AFgkoDwzz//0KNHD1RVxWg0sm3bNr//QUrc+P57MTHKz6RJ4FZTXBIgIiM9uyVHRIiQo8rAypUwbpxn8i8I8Tl4MHz2WXCb7rVv7+rlEBMDFy+6mthVVo4cEaFfICo1nTsXXHvKgb1799KuXTvMZjMajYZ169bR1X1hROI3Dh8+7JHcWxF46qmnSEtLY1YRVcvmzp3LxYsXeeSRR5g3bx7nzp3j0UcfLWcrJf7A+V5Wq1bNq/cxIyODxs7vy2KQHoRywGQyMWrUqLxknBdffFGKg0AzdCjkTyyqU8czHl4SOPLHfrrFolZ4+vQRPRT++MM1KQXhUVi8WCRg33ADFFHlIqB8+KFno7eFCyu/OKiiXHbZZbzwwguAiC13ri5KJCA8CPmr77izZ8+ePA/C7t27iz1XEto430t/v49SIJQDL774Inv37gWgc+fOUqWXBxpNwVXcJUtkHHZ58Oab4D5R0Wg8Q3MqCwMGwKFDQhRcconruKrCzz9DzZqiN0QhCXQBITkZJk507V93nbBRUml57LHH6NSpEyAmCS+99FKQLZKEAqqqsmfPnmIni9OmTWPQoEEAbNiwgfbt25eXeRI/43wv/f0+ytlSgNmyZUteW269Xs+cOXPQyRW9wHP4MOR2qQZE0nKbNsGzp6pgMnmWOgXRf2LRouDYUx4MHiy6Ff/0E9Sv7zrucMAPP0BiItx6q0iYD7QdzpyPyEjhPZBUanQ6HXPmzMkrw/jaa695VI6RVE0UReHw4cP079+/2PMsFgv9+vXjqquuKrZplyS0CdT7KAVCALFYLIwaNSqv1NYzzzxTZNMLiZ+5+mrPfYsltJpzVVaaN3dVi3KnKuR9XH+9KH26cCHk1qYGhFD47jtISIDhw0UDP3/z2WeenaC/+kqIYkmlp3Xr1kzNbfhot9sZNWpUwOrBSyoXBoOB5cuX8/TTTwfbFEkZCNT7KAVCAHn11Vfzut21a9eOye6VRSSB46WXROhHfl59tfxtqUrMmuXZG+CKK1zbGzaIiXJV4KabRJOyBQs8G8LZ7WLiHhcnOja7J3GXhfR00XzOydVXC7EiqTJMmTIlr0LM9u3bed29QaREIpGUAlnFKEBs376djh07YrPZ0Ol0bNy4Ucb4lQcnTogGaM4k2Z49Ye1asZ2YGJzE0aqAzSZWrJ1fJ3q98NrEx7ti8OfNEyvoVY158+CxxwpW1tHpYMQImDnT1VyuNPTuLUqwAoSHi894VauJXwWrGOXn33//pUuXLtjtdvR6PVu2bMmrky4pGxWxipFEUhSyilEQsdlsjBo1Kq9l+OTJk6U4KC/cu8cmJIiSlFqt2L94sWBpSol/aNHCM7Ro1Srx/2uucR17993ytSlUuOsuOHsW5syBatVcx202+PRTUYr0gQeEoPKVb75xiQMQTduqmjiQAKKx0lNPPQWIzq2jR4/O+w2SSCQSX5ECIQD83//9X16iWMuWLfPiQyUB5v/+zzPP4OefxSqtuziTYUb+58sv4eBB1/6VV0JuEyeeecZ1fMuWqhNmVBijRsH58/DRR0K8OrFaRXhWdDRMmOC9UMjOFvd00ru3SIaWVFmeffZZWrRoAcDmzZt58803g2yRRCKpqMgQIz+zZ88e2rVrh8ViQaPRsH79erp06RJssyo/Z86ICjLOFbPbbhMx4CBWae+9V2xX0fCDgJE/tEin8+yeDOI1d4Z2ffKJ672o6sycKQRU/jKoBgM8+CBMn158D4P+/UUnZwCjUbzGUVEBMzekkSFGeWzYsIEePXrgcDgwGo1s3bo1r969pHTIECNJZUKGGAUBu93O6NGj8ypIPPbYY1IclBeDBrnEQWysiPt2MnKkK8zo/Hk4dqzczau0tGvnGVr0++8Fz3FPmH3//YCbVGF46CFISYG33hJhRk4sFnj7bTHZf/JJ1+fanZ9+cokDEMKrqooDiQddu3Zl0qRJAJjNZkaPHp1XSU9SOhRFCbYJEonf8PbzLAWCH3nnnXf4559/AGjatGlel0tJgHn/fdi2zbX//feeK69arWcPhFdeKT/bKjM//AC7drn2u3WDq64qeN6zz7q2t28v6GGo6jzyiBAKb7whwoycmM3CixATA//7nys8y2TyTPbu1g3uvrtcTZaENi+99BJNmzYFYP369bz33ntBtqhio9frZZdqSaXAbDbn9U0pCRli5CcOHDhAmzZtMJlMKIrC6tWrucK9zKMkMFy8CLVruyadN9wAP/5Y8LwPPxRhGyA63J45U24mVlq0WtekVastfKXbSa1aIlEX4J134OGHA29fRcThEHkyr74KWVmej0VEiCZ0mzaJ7s0gwpHOnhWlU6syMsSoAH///TdXXnklqqoSHh7Ojh07aNKkSbDNqpA4HA5OnTqF1WpFTpkkFRVFUdDr9dSpUweNpmT/gBQIfsDhcNC3b19Wr14NwMMPP8w777wTZKuqCF26iAkTiBCLixcLbxBls4k4beeE9sQJqFev/OysbHTsCO4dW3/5Ba69tujzx4+HDz4Q261awc6dgbWvouNwiH4eb7xRfL+Ejz6CcePKz65QRQqEQnn44YfzvAd9+vRh+fLlXk0MJBKJRAoEP/D+++/z0EMPAdCoUSN27NhBZGRkkK2qArgnHwP89hsMGVL0+W3bihAXEN4EGQ9fOpYuhcGDXftt28LWrcVfc/o01KkjthVFTHrLUvu/quBwiBCtGTMgJ8fzMY1GeBoef1xsV1bsdli3DtLSij7nzBkYO1Zsx8TA/PnF3/Oyy+DSS/1nY4iSmZlJ69atOXr0KAAffPABD7g31ZNIJJKiUCVl4siRI2pkZKQKqIC6fPnyYJtUcZk/X1UvuURV77tPVVNSij83LU1VDQZVFSmyqjpwYMn3f+cd1/m1a/vD4srBpk2q2ry5ql57raoeOFDy+Vqt63XUaFTVavVunLp1Xde9+mrZbK5q2O2q2qyZ6/Vz/xcTo6pvvRVsCwPHxImFP++y/tuwIdjPrFz4888/836foqKi1KNHjxZ7vsViUadNm6Y2atRInTJlSjlZKZFIQo1KvOwUeFRVZezYsWTlxgrfd999XFVYkqbEO156SVQY+ugjEYby669FnztkiKtefERE4XkH+bn/ftdK6+nTMg/BycyZsG+feL3btBFVdYqqenLFFZ6PzZ9ffClOd26/3bX92Welt7cqsno17N/v2ndW5QJIT4dJk0TX6pkzy9+2QBOov9MqEobUr18/xuWGoWVmZjJ27Ngi4+i3bdtGt27d+N///seRI0d47bXXSM1fhlcikVQNgq1QKjKffPJJ3spM/fr11bS0tGCbVHFxOFTVaCy4yjd8uKpeuOB57vz5nucsXOj9OK1aua57+GH/PoeKSu/eBV/37t1Vdc8ez/P+/tvznObNfRvnwgXXtYqiqhkZ/nsOlRm7XVXj4lyv3eWXq6rZrKoTJnh60Zz/EhJUddasYFvtP/76y//eg4YNxWtYRUhNTVXr1auX93v16aefejxuNpvV5557TtXpdHnnOP9t27YtSFZLJJJgIgVCKTlx4oQaExOT9yW6ZMmSYJtUsTlzpugf8xo1XCIgM1NVw8Jcj/Xp49s4//d/rmvr1vX/86iIXHJJ4a+70aiqr73mCiHS6z0n+N6GFhU11nPP+fFJVGLuvNP1mmm1qnrypOsxs1lVH3jA871x/ktMVNXZs4Nntz+58kr/CoRPPgn2Myp3Fi9enPd7FRsbqyYlJamqqqqbN29WW7duXUAYOP/9/PPPQbZcIpEEAxliVApUVeW+++4jPT0dgJEjRzJo0KAgW1XBOX686MfOnYObb4ZbbhEN0UwmcTwsTFTP8YXx40WSLMDJk1UmzKBI7HZISir8MbMZJk+G7t3FP/f+BXPmeB9a5M5dd7m2v/zS9+urGuvXw1dfufZfftmV7A2iYtcHH4gwo3vv9XxPLl4Ux2rUgLlzy8/mQPD88/67V8OGcM89/rtfBWHw4MGMGDECgLS0NMaOHcvkyZPp2rUrO3bsKPK648V9N0skkkqLrGJUCubOncs9uT8wtWvXZteuXcTHxwfZqgrO998LEeAL8+Z5NozylhYtYO9esf3446IZVVUlKQnq1/ftmkaN4PDh0o2Xni46XTtJSZE1/IvC4RA9Oy5cEPvNmolckeLIzhYieN68gn0patUS+SXuuSAViT59YNWqst/nk088q59VIZKTk2nVqhVnfMjrePLJJ3n99dcDaJVEIglFpAfBR86cOcPEiRPz9mfNmiXFgT84dsy38+PjoW/f0o3lvnr47belu0dlwdfXHWDBgtKPFxPjWV7y1VdLf6/KzrhxLnGg0cAff5R8TUSESABPSRHi2T2Z+cwZuOMOqFtXCPKKhj+8CFXUe+AkLCyMLl26+HTNsdJ8R0gkkgpPpfUgqKrKxYsXOXHiBBkZGZhMJqxWKwaDAaPRSGxsLPXr1yc+Ph7FGXLixT1vuukmFi1aBMAdd9zBV+7ufwkAGRlmTp9MJyUlG7PZjtViQ6vTYjRqiYgwULtODNWqR6LRuL3ujzwiOuz6QmysWBEdOdIVNuQN2dmiqZrzo3/xIiQk+DZ2CJJpNbPr4imOpF8g02omx2ZBUTRE6gzEGMJoFleTZvE1MWrdwlC+/hruvNO3gbRaeOopUZ/faPTd0FdegalTxXb9+sWHl1VV/v0XOnVyfUafeQZefNH3+6Snw333CSHsbBLopF49UfXohhvKbm954eZFUDVgrwXWS8ARBWoYqHpQTKAxg/Y86I6B1r19QhX2HqxatYoxY8Zw6NAhn67r3r0769aty9tXVZWUlBROnDhBWloaZrMZi8WCXq8nLCyM6Oho6tevT2Jiote/rRKJJPSoNALBYrGwY8cO9uzZw4kTJ8jOzsZqtZKTk4M9tyyjoih55d20Wi0RERHodDoiIyNp2LAhLVq0oGXLluj1+kLH+Pbbb7ntttsAqF69Ort376ZatWrl8wRDFIdD5fChi+zbc47jx1LJzDRjtTowm6xYrY7cebuCyHcT70F4uB6dTkNYuJ5ataJp2rwaLV59jPAfSrmaP3AgfPwxNGjg/TXNmsGBA2J78uQKuZK9O/kUf57Yyz9njnAmO50cm4Usq4VsmxlQcP40q7n/jTGEE6bVEaU3cklMIj1rN2HALyup+9TTpTOgRQuxWt21q2/X5RdoZ8+KOHmJwOEQq/zOMJCyhHQ5SU0VE+NFiwoKhUsuEXkMxTUZDAEcllRMK6Zj+eVVrA1AjRCCwBEJFDIPVayg5IBiAU06GM7GYHz6Owy1r0JRtAUvqKRkZGQwefJkPnB2MveRevXq8euvv7Jnzx6OHTtGZmZmib+t4eHh6PV6IiIiqF+/Pi1btuTyyy/HUFiXe4lEEpJUeIFw7tw5lixZwv79+8nKysJut6Moik8rF6qo5pQnFi6//HKuvvpqEtxWlc+fP0+rVq04f/48IMTCLbfc4vfnU1HIyrSw9u8jbNt6iqwsK1aLHUXB59cdAAWiUs9TJ2kP/Td+Q53zR3w3KDpa5BKMHetdV9mXXhIr4CDCDo6UYswgkGOzsujQf3y+dz0XczJJs5jQlubzDqiqg/hsM/WPnGT84n+4ctdRtL5+HWg0ogb/Sy9BeLj317VsCXv2iO0JE+Ddd30btzIzYYKrn4FGI/IO/NX1NzkZxoyBn35yCTQnjRqJHiQDBvhnLD9hTd1Kxu6XsaX+h918AXKywWYvTBMUiQoQbkQxxqAxJBJe/zYiLx2Pxli5F3iWLVvG2LFjSxUmFBkZSdu2balfvz61a9fGZrOV+rdVq9USGRlJ8+bNGTRoEDXkgoBEEvJUSIGgqirbtm3jjz/+IDk5maysLDTeTAq9vLeqqkRFRVGtWjUGDx5MixYtuPPOO1mQG3s9bNgwFi5cWCXdp0kn0vhj6T7OnskgK8sCqm+ioEgyMlBVCLNmE5WdSs+tv9Bh70q0jiIadhVF374wezY0blz8eZmZQlQ4SUsT8fEhysnMVN7Ztpy1pw+RYsrGrjr887pnZ6PabBitNuIzTdy4YTdj/txMTI7Ft/s0bQqffgq9enl3/owZ8NhjYrt2bTh1yrfxKiu7dkHr1q7J+xNPwBtv+H+cc+dg9GhYvLigUGjSRITilDbHx50dO+Daa0XlpV9+AS89rqrDSvaxeWQfmonDdA6HNQ1Fyf2Ot9shtzml12g0wmuFa2FCY6yGPqYV0a2eRx/fwbf7hThpaWk8/vjjzJ492+dr69atS/v27YmOjiYsLCzv99Afv7EOh4PIyEji4+MZOHAgbdu2rZK/oxJJRaDCCYSUlBQ+/fRTTp8+jdVqDeiXi6qqeTkLM2bMwGQykZCQwK5du6hVq1bAxg1FLGYbixbuZP/+85hNNj+/7iqkZ7jvoXXYic84x+1LZ1Ar2ccY9Tp1RJUidwFQGJdeCs543NLGeAcYh+rgwx2r+XLvPySbs9Aqfq4rkJmZF3LiLHxeMy2LZxas4OrtvsUqo9PBli2iG3NJWCzC4+AMdzl2zLcQscpK/fqusrP16sGJE4Ed78wZGDUKfv+9oFBo1kyIviuuKP39+/aFlSvF9jXXwM8/l+jhs6btInXTPdizjqI6iviuyc4uWKWpOMLDoZDQUVV1oNHHYqzZn5j2M9HoIr2/ZwgzYMAA/vzzT5+uCQsLo0+fPlSrVg1dvhLGznBcf6GqKnq9njp16jB69GhZ6EMiCUEqTBUjVVVZuXIl06dP59ixY3nuzkCiKAoWi4XTp09zww030KRJE955550qJw4OHrjAOzP+ZueO01jMdv+/7vliohXAodFyIbY2c258nqXd78Luy8T4wgUxAS0J9+Tc+fO9v385cSzjIjf8+iEf7lhFqjnb/+IAPCaFCuIL4VxsJJNHDuS+B24gPdyHmGGbzVV1pyQMBrj8ctf+yy97P05l5YknXOJAUWDp0sCPWasWLFkiEsX79/dM9t+/X3iEWrYU/Rh85a+/XOIA4LffRFGBIlAdVtJ3TCV5zRBsGQdALea7xpfkeI2mUHEAoCgaVFsGOScXcWF5Z8znVhZ6XkXj9OnTPp3fpEkTbrjhBmrXrl2oEPD3OqKiKNhsNo4ePcr06dNZtWqV38eQSCRlo0J4EFJSUpgzZw6nTp0KuNcgPzk5OVhzG0RptVratGnD6NGjicp1V1dmLBY7ixbu4MC+C5hMAXzdbTaxIlgIKqBV7cSnn+OOpW9SM7mEFdVGjWDWLLj66pLHzV+TPyMjLwwhmDhUB7N2/M0Xe9eTYs5GE6jXXVXFcy7qYaBGWhbPLVhO/+0lJMnGxorqROPHez/+rFnwwANiu3r1qt207sABuOwyl1h+6CF4773yt+P4cVEV7K+/Cj52+eWiQV7nziXfR1Whd29Ys8bzuE4Ha9dCvlKb1vTdpG68G3vWMVSHl9813noRivAeFDRZRaOPwVizP7Ht30fRRZR87xBlz5493HvvvR7VhwrDaDTSt2/fQr0G+c8zlqZimRdIb4JEEpqEvEA4ffo077//PmlpaX7LM/AWm81Gdu7EVVEUIiOF+zkhIYGJEyd6JDFXNrKzLXz60QbOnc2k0BIh/sRqgRxTsaeoQIQ5k1v+eJumSYV0/YyMhKefFgmzYWHej92oERw9KrZfeMGVuBwkbA47E1Z9w5rTB7HYA+wl8yKWWwUizRbuW7qR+/7YXPAERRGJ4S+95HslIptNvFe5lVDYv1/kMlRFGjd2JcrXqiW6fJfz950HR47AiBHw998FH2vbFj7/HNq1K/r6ZcuKFukNG8J//+U1yDOfW0Hq5jE4zBddeQbe4E0uglvugbeoKOijm5PQaykaQ5xP14YSqqry9ddf8+STT3Ly5MkCj0dFRTF48GCioqJKXL3X6/WE+1KEoBQ4HA7i4uIYP358lfPSSyShSEiHGB07doz33nuP9PT0chcHqqqSk5OTt280GtFoNGg0GlJSUpgxY4ZP3SgrEhkZZj56fz1nz5SDOABwlKxRFSDbGMW3Ayexs3G+spp33y0qvUyZ4ps4AM+usvPm+Xatn7HYbYxe/iWrTx3A6ghAKFd+vFgbUIAso4FZg7ry2rB8Cci9eomcg48+Kl2ZUp3Oc5JZVcOMnn3WJQ4URYTiBFMcgBDOq1cLz0aPHp6PbdsG7dtDx46wc2fBa1W1eKF99KgouaqqmE7+ROqmUTjMyb6JAxD9OEqKiy/FqreCijVjDxdX9cVuOuvz9aGCoijceeed7Nu3j6lTp3p4AGJjY7nmmmuIjIz0KrSnPNYRNRoNaWlpvPvuu7I5m0QSAoSsB+HkyZO8//77ZGZmBqXKgclkwpIbx67T6YiI8HQ3q6pKTEwMjzzySKXqhZCdbeGj99dz4Xy2ZyOzQJKTA7lhXCWhAuGWLG5e9i7Na+pFecxu3Uo/dnIyJCaKbUURSbsR5R9aYHc4GL38SzadPYqDcvqTtFjAVLznxp0wi40RK/5l0tYT8H//B7fc4luDusL44gsR0gKiO3ZyctnuV9E4dkx4D5yhRWPGiCpcocbeveJ92rCh4GOdO4v3sUULsb90KQweXOItTR+PJ63OzzgsaaX/ji/Oi1AK74E7qupAF9WExCtXoDFU/LCXo0eP8vjjj/P7779zzTXX+OQR0Gg05RZW66yaNH78eOrWrVsuY0okkoKEpEC4cOECb731FhkZGUERB4WFFhXmwVBVlfj4eB599FFi3WPZKygWi51ZM9dx7mw5i7LsLLB5X85U1ShERBgY/sAVXNIosezjX3KJq5vvtGnCE1GOqKrKw6u/4a+kfdhUR8kX+AuTybtk7lxUFCL0BiZ2GcTItn38Y4PDIVZ5nbHkO3Z4Ji9Xdpo3F6FVIEqAnj0bfO9BcezaJUKPtmwp+Fj37iL06K67YNOmYm9jaQopj2pwVItA0ZWxaVlRuQhe5h4Uh4qKProFiVeuqNA5CU7S0tJ46aWXSElJwZG/YV4JxJRjGejKugAnkVQkQu6XyOFw8PHHHwdNHKiqisltVdUZWlQYiqKQnJzM7NmzK0UFhkULd3D+XBA8Nl6EGAEi3sVoQImKIlsx8O3X2zGZfCh1WBS33ura/vLLst/PR749uIXVpw6UrzgAr0KM8tDrUaIiyQ4z8P7e9exP9VPohUbjmbD60kv+uW9F4LXXXOIARJ+AUBYHAK1awebNIocgfw7C+vVC8JQgDhxhkDpewRGhophyKLPDrLAwomIqF/mCgoI1Yy9p/z1U5nsFG1VVmT17NmazmaioKMLCwkrX2LIcUBSF9PR0Pv74Y5+FjEQi8Q8h92u0ePFizp8/H7TmKWazOe8LSavVltgaXqPRcPr0adbkr9ZRwTh44AIH9p2nXHIOPFDBm4mxXgeRUWAMA0Q3z7R0E4sWFpKw7CtPPeXa3rfPp7CbsnIuO4O3ty7HZPMuxMqvePPDq9VCRKRYjdVoxOtuyeHhVd9g87WJXVFMmuTaLo/SnqHAqVMwdaprf/jwsoXKlTft2gmRsGmTaOzmA2njFOzxud80DgeYckq6pHi0WvHPHT9W3FEA89llmM+t8ts9g8Hq1as5depU3oKXwWAgKiqqxN84J+U9UVcUhfPnz7NkyZJyHVcikQhCSiCcOXOGNWvWYLf7aeLhI3a7PS/vAPA6RtNisbBkyRJSUlICZVpAEU3QdvhnNd5XVLX4FUStRuQEhEcUWF1VUDh44AL7950vmw3VqommVE573n+/bPfzElVVmfj3N1w0BSfPpliBoCgi4TsyEvKFgGgUhROZKcz4b7l/7Bg2TPRFAFF6toQV6ErBwIGu6k1xcSKGvyLSqRNs3w7//COavJWAqQ1YWuVbhrBavc5BKhKDuyBQ/OI9cMdhTSftvwdQbYWXYw51UlJSWLp0aV7JbieKohAWFkZkZGSJjdCCsZJvt9tZs2YNZ89W3GRxiaSiEjICweFwMGfOHLKzs4MWWuRetSgsLMzrykmKopCRkcGcOXMqZKjRou93kp5mCq1JqscEtegfLrPJxk/f7yy7uLnpJtf2Z5+V7V5e8u3BLexJPoMmEA3QSkKl6BAjg0Ekdxazsmhz2Fl4cIt/Qo00Gs9KOa+8UvZ7hjLvvONZ/WfRooIr4BWNzp2hhLLPjjBIH63gKKzQmMnknUerKNxFbADCtBRFwZ5zukKGGqmqypw5c4ot+KHVaomIiCAiIqLI371gCARFUcjKyuLTTz+VoUYSSTkTMgJhxYoVFSq0KD8ajYZTp06xqYKtfp5MSgtSaFEulkJWDg16twlq8XY5Q41+/WlX2eyYPNm1vWePT8m7pSHTauadbSvIsQV2nCKxmAse0+nE6x4WVmJ1IkVRSLXk8NjfC/1jzxNPuLb//NM/9wxFLlyAxx937d90E/TpEzRz/MaiRaL8aTGk3+MWWpQfVRXVzPxBgKqvKaiYzy7DmvJfQO4fKDZt2uQRWlQcOp2OyMhIjEZjgd/iYHn2naFGK1asCMr4EklVJSQEgqqqFTK0KD9Wq5U/K9jkZtnS/cEJLQIxKXCvPqJRICoSwsJ9Kp8pQo0uYjGX4XnUqgW1a4tthwM+/LD09/KCr/ZvJNmUFRxBrALmfAIhIkL882H1VaMonMpKY+fFgk2YfGbIEFcPi6wsUYO/MjJwoOszHx0NCxYE1x5/4HDAc88Vf4oRLK1LkPt2exnyf9zuHMC/KYc1jYzdLwbs/oFg2bJlBUKLikNRFIxGY4Gwo2At3oEr1KgieuglkopKSAiEffv2Ba3fAVBoQ7TSoCgKaWlpJCUl+cu0UvPPP//w448/Ys4/EXQjK8vC6dPpwfviN5lcYS5aDURFg6Z0oRZZmWY2byrj6z50qGv7009LdYvDhw8zf/58Ll68WOQ5qqqyYP/m4P3YZeerGx8VVXLDqSLIsJp4d9tffjAK6N3btf3qq/65Zyjx8cfw77+u/e++K/XrHipYrVbWP/qoKH9aDDl9wBHtxQ0tltLlIygIj6Pin+pFRQ6jaLClbcdhLvrvuzxQVZU//viD33//vdiFtRMnTpCeXrrveI1Gkxd2ZDQaA95JuTgURSEzM5N9+/YFzQaJpKoREgJh6dKlHiv45YndbvcILTKWsfpFdnY2ixcv9odppebQoUN0796doUOHcumll/Lhhx8WKhTW/X2UrKwghbiggrNyj6KUuTmZqsI/646VbdLt3v9g167Ca6sXg81mo2fPntx11100atSIqVOnFioUNp49Gjzvgc3mSo4FMakqQ8y2RlHYcfEkaWY/hIe4v/6rKnbFmAKkpsKECa79a64R3oQKzuvTphH7zjvFnqMC2QMUVG8/7qXNRwgLg+jSi11vsZsvkHUosB7Gkvjzzz8ZOHAggwYNok2bNnzzzTeFCoUlS5bk9fQpLTqdrsy/i/7AYrGwtKpUOZNIQoCgC4SUlBTOnj0btFVsjUaDVqtFo9H4ZYVEo9Fw7NgxD69EeeO+ypKUlMSDDz5YQCg4HCpb/ztV9hrkpSa30ohGESU0y5ioK1aYzBw/VoZKUvXqQc2aYtvhgE8+8enytLQ0zpw5A0BGRgavvPJKoULhve1/kR2s3AP3z6UzEbyMJJuymbuvkA67vtKnj0hKB2Hn77+X/Z6hwuDBrryWyEj44Yfg2uMn4v/4g5YlnGNpKrwHXn/D+zMfIUDknPgatbz7lrixZ8+evO3du3dz++23FxAKOTk5HD16tNQe8VBDURTOnj1LampqsE2RSKoEQf/mWL16NRkZGUEb39kpOSoqym9fpJmZmWzY4IcJkx/JLxT27ztDTrYlqHGlhIWLsCI/rfhZzHZWrThctpvccINr20eBUBj5hcKRMyc5lHYeTTBe95wcz8pFzsl4mVFZdMhPiZtXXeXafuMN/9wz2Hz5pSgD6mT+/GIrRFUYbDaG7ii5D0nWDQoOX9de7HaRixKCKIqCw3IRy4W/g22KB/mFwvr168kK0dewtGRmZrKqsnkXJZIQJegCYf/+/ZVmhcOJqqrsKiEmN1g4hcJjk14mM8tEEF0IfkdRFC5cKOMP4v/+59revt3nMKOicAqFDkP6cS4tpfzzD+x2z9huo9Fv5SAVRSHbZiHD4ocGc08/7dpeu7bs9ws2mZkwbpxrv18/TxFakfnvP+p4sbhjrwVKaT7udrt4/craIyEAqLYszGeXBduMQnEKhQ8++CBoobuBQlEU9rt3H5dIJAEj6BlyGRkZwV3FDgCKohSbpBoKREfVxWwyYbWYMRiNGPR6glbq1Av69r+Uq/pf6nHs/LlM3p3h2cHabLZhMdswGEv50b7kEqheHc6fFxOUzz+He+8tpdUFsTeoTo7NgmK1YDAYMBgM5fP5d49D1mi87jTbqcYljGnZk1YJtakREcP4lV+zPGlvwdtbLexOPk3XWo3KZmfXrqK6T0aGqLT0ww+ikVpF5dprXRWjwsPh55+Da48/adqUM1FR1MrMLPIURxiF9z3wFodDeL5sNvH6BRh9Yg8imz6MPrYt2vDapGwYjvn0b4WcqcF6cV3A7SkrJpMJi8WC0WhEH8Dk7fLCmawskUgCT1AFQlpamk/l10pLbGwsAwcOpFmzZsTFxWEymTh58iQ//vgjp0+fDsiYZrMZi8Xicz+F8iIiIg4QuQimHBMWc+gLhbNnMvh8tqvPhMNRcFnSarFz+nQGlzSML/1A110Hc+aI7Vmz/CoQDE3rgkPNrTTq+owEVCjkDy3yISE8XKdnb8oZvj/0LzOvvKPI87JsFjacPVJ2gQAieXdhbn+FGTMqrkD49lvPZOvPPitzMn5IERfH49ddx4qvv0ZBfGtocv/v3G7dAKYZwV2OOvvMaN2bw6n5Nux2IQqcHrxyKoGtaCOwpe0g59g84rvOK/o8RcFuOlcuNpUGrVabJwgcDgc5OTmYzWa/CYXLLruMBx54oNhzPvjgg4BUHbJYLKSnpxMTE+P3e0skEhdBFQgnTpwIeDJvQkICjz32GAcOHGDevHmkp6cTFxdH27ZtsfkpfKQwLBYLp06domHDhgEbo7SEh8Wg13muIDuFgtEAL756Pb/9spsOHetRrXokKcnZ/PTDLo4fSw2OwW42ZmYW7zI3m20cOZxcNoHwv/+5BMLWrWIV00/hONoYz7h/VVUxm83Eao1sHfkCr2xazNAm7WkSW43jGSk8t+EX/j1/vPQDljG06O9TB/n71MESz9MqChvOHimNhQV55hmXQNi40a+vf7mRnQ0jR7r2r7gCbrstaOYEClVRKG6JZdBlIg/e7pbP67DbcagxNBl2mtRtTxJ5yV3oopthyzpC+tZJWJP/EZ2lDQaXUNCVz+q35dyfWM5518tGtWfjMF9EY0wMsFW+k5CQ4NHDAPwrFA4dOsTUqVPz9idPnsyaNWtYs8bl0Q3USr/JZOLEiRO0atUqIPeXSCSCoAqEvXv3YrfbA5qD0Lt3b8xmM1988UVe3HdycjKHD5cxmbUEcnJyOHjwYEgKhBrVG2EwFO6ur103DoB27evw06IdmE12Bl/bgltub8uMN1ZR1tD53n0a07tv42LPeW/GGtLSCsazJ1aL4In/9cFmdXDieCrLlu4vcJ6iKBw+eJE+VzUpvZFNmkBiIly8KCYo8+bBPfeU/n5O28KNKMbCf5RbJtYBYGijdry4/mfSbGamdBrM9J430f/Ht1FLmyuSG1p0X4f+jOvYv9hTr/3lfU5np5VqGEVROJOVXqprC9CmDcTFidKgVit8/TUMH+6fe5cXQ4e6KvEYjfBbYWEqlZ/uLRUPceDEmNAOgPD6wzm/eRJaRypxbV8jrtMnnP+jDXmeBK1W/PORyGaPEtns0WLPubC8G46c0vdOUa0ZWFO3YqzZr9T3CBQ1a9ZEr9cXmuvkD6FgtVrzvP+xsbFERUVx+PDhcik4YrPZ2Lt3rxQIEkmACapASE5ODnj8dXh4OHq9nvj4eJKTkwM6ljsiYfZCuY3nC9HR1dDpjDgcBd32devGYbPZmT1rDcnJ2Wg0CksXqzw86UqiY8K4+bY2REYacDhUVq44yK4dZ/OuvePu9jRqnMDhgxdZMH9roWNv2nCCnTvOFGtfRkbBng1Jx1P54bsdXDifRXR0GH37N+He+7vy3ltrsFhcz0NRFP/0dhgyBObOFdsffOAXgaCNjSxyJbxVtTpY7DZGLplNUkYKiqIwfdNSfrlxAjUjonmj5zASjJHYVQcf7FjF78d3A1ArIqbIx9wb0S3YtY4lp/cXW072XE7ZftwtDj965K65RlT7AXjnnYolEH7+Gf74w7X/0UdQRcMhEop42sb4tqh2Cyf/uhFb1jEArPap1Bu8AU14HeI6foTGUA1VtZO57w3Mp34CQNHHktDjR9DoQNGSfWgWOce+LHD/7CNzMJ1cVKxtDlPZwktVew72MgiMQOJN+I2/PAr16tUDRERAeVARcvwkkspAUAVCcV1+/cXff/9Ns2bNeOaZZ0hKSmL//v1s3LiRs2fPFnud3W4vs30///wzn332WZnuURrOnz9f7ON6fXiRVXTq1otj+9aTJCeLlWeHQyU9VVQGslotLP5lD2dOZxAVZeCBCT3Yv/cCVquYoK9fe4x/NyfRvkPdIsfOybGSk1N03onD4cBsMaPmyy/YttUzzGb//tNMfX4QzS5LYOM/xzwe27fvJAMHvlTkGN5QNzOTTxGx1LaNG7lmwIASw1xKqhii6HWi70MhtKpWlyWHt5OUIfo4qKpKcu6KvMlkYtrmpexNOUO1sCi+H3Ifq08eIMduxa46Cn/MYnbV3QfSVBtpWalF2uYMdXKU0KDKbDYX2XgpKTmdgX5q/uX++ts3bWKIF69/KKBzOFj41184/XN7Y2KY+NVX8NVXQbUrUGzfvr3Yx4t6y4wJbck4/kOeOACwmsRnPzsrC7Y9hSNjFxpjDRL7rOTC2WWo9mxUawYX1wwBew6KNoLEq9ZjOvULqtWz/4lqTcVuTS3WNpvNhsVipbhKbsV93jWKysx3XmP57vJ/b48dO1bs4zqdzutKaU6hYDKZCAsL81ko1KtXj5SUlDI3ZPOFyladSSIJRYIqEAKZA+AkKSmJF198kcaNG3PZZZfRrl07+vbty6efflpsKVKTyVRsC3tvOHv2LCtWrCjTPQKBXl90BZu69ePY9M9Rj2MNGyeSmWHi/LlUcrLFBDIz00J2toXwCD3WNPE6HT2cTMPGCcWO7U2I0asvLiUlpfgfm8wMG+fPZZCQGFHgc5SensEf7iu4pWQ6kAjoVJWEP/9kQVlvqNeiFOlBqMt3ezd5HOtYqyEXczI5kXqRZJsJjUbDBVMmKeZsYo3h5GRbOZ+TyfkcEevr8Viq24RJ0XBfxwGMu7xXseb1+fo1TmamFnuOw2Ev8u/WYsrhj2XLKHMcWi6vA9UBLdDgzz+Z7Ze7BpYfIU8cmIHu6emk+uGzWFEpQg9jjG9H+mHPlf+w6t2xmc5jyTyBw3SKiIgIHOZzOCzJKIZ41JxswAH23NAtTW5ifyFeaG9CjI79dDk2W/H5PXZ70Z93rQaOH9nLH38UrOoVbPLnH3iDqqqYTKZSCYTy8h44KY/iJhJJVSeoAkFbitjS0qCqKocOHeLQoUMsWbKE5557jo4dOxYrEHQ6XZkFQlmvDxR2e+E/eHq9lurVo1DcftUVBa7s24yNG46haFzvV526MSiKQnohuQLFUVKIkd1mIz295HsajDoSq0UWMb5/JqhLAWdgy0NQdoFgdxQ6eQ7T6mkUWw2N++uOwtg2V/Ldvk2gkJen0yqhNhpF4Ux2wXj/vMeSz4F7l9eICBYc2MySY0V/3h2qg3M5ZUwqVPGbOAD4CXDWj3oQQl4g9AOuz91WgYlAatCsCQ0K+zgo2jAMMU1RFPfvf4X4FhNJP/QloOZNUnWxbUHR4Mg56TpTH0vCFb+hi2xMxq5nUS0FQ0e9CTFSbMV7Wr3BHKLz1JI8gUVRGmFRv3591q9fX6rxSkt5zR0kkqpMUAVCMOoyK4qCTqcrscKC0WgsU4lSh8PByJEj+TkIdc//+OMPbrnlliIft1pyUJSCP96168QC0KnLJRzYd46cHAuDr72ciAgDf688QmSEqMATHq7npltb8+P3vjeDKynECCAyMrLAFH/QkObs3XOe1NQcoqON9BvQFFSFffuSiY6J9ji3UeP2zJxVumRbdzS7d6N2744C9NDrSTt3rtgwl+TkZBo1KrrMp2q1ozocBYrIXpZYG1WFm5p1Ym3SAdIsOTzReTAxxnBm7fyb6Gjx/GIN4bzWYxjP/lPwM5X32PofPUKLMBhAqyHNkkOapfiKYeGREYTl+1BE6Aw0iHZ5hS6tXofOdjNp5pwCCc2J1WqxP63sr3sex46htmmDArTTaEg7ezZ0OxDbbEQ3aoSSLoSbvXVr3lizhkrSC7pI7r33Xr777rsiHy9snmqMaw2oRDcaTvbpFTisqSS2fQGNIY7MvW8QFRWNRqOg6OOI7TiL9K0TPa5XrWlc/OsKNMbqxHWZi+nUTzjM5/OdU3KIUZhRj9Hg+RukaCPRRrk8nNGJLTCoF3BYUgomNKs2Xpv+Gm9+Xfb8JF+ZNWsWTz31VJGP+7rCrtPpMBqNPk+8IyMjiY+PJympfHMxQrV8uERSmQiqQIiMjERV1YAlKt91112cOXOGAwcOkJGRQWJiIgMGDADwql17WexSFIWEhISg1GqOKKHWeo4pvdAVprr14jh7Jp3ly/YxemwPwsL1HNx/njmfbMorR67VKtx5T3tWrzzCieOpAbAexPq5J7Gx4dx6R1siIgxkZVk4fjSFjz5YT06W1eNsVVUJCzP453Xv1g1iYyEtDcVqJWb5crjppiJPL+lH2ZFjhkJ6N7SqVpeDqWf54L+/+GTQKGIMYfx96iAj/vwcE8ILpddomXnl7Xyy62/+u+Dpzvd47Jhb3XFFETUmfSD/Z751tbp8OWBU3v7/Og0GYNGh/5iy/kePcw06nX8/761bQ61acOYMisNBzPz5MHFiydcFg1tugVxxgE6H7s8/q0Sd9pIWeUyF/EkYE9phSdtL8q7p1OmzEI0hlpzTy0heey0GrRnhMjMQ3/Ursg68jTV5Y6H3dpjPY0vbiT6xO+ZTpVuIyf8Vb0hoT8IVv+btx7SZBkDO8a9I+/fBfFdriYipR3gQ3uewEv6uTSYTiqKUmIdQWmHgpLwTlEF8x0dGRpZ8okQiKRNBFQhNmzZl8+bNAbt/UlISbdu2pW/fvhgMBlJTU9m7dy/z588nzZ8rnYWg0+m49NJLSz4xCJy/cAyzOQuj0fNLtm69OE6fSmPrv0ns2XUerbbgx2PYLW04fCiZbf+dKi9zAfj2621enaeqUK9+nP8GvvpqcK6QvvNOsQKhJBwpGai2gmFnrRLrsPfiaRYd/JfFJ3YVOul6rcdQNpw9ws9HCiaF5j22d5Pnkq0fmnJtPHuUy+Y9V+J5qqoSV0Tp3DJx003w/vti+5NPQlMgrF7t6tsA8PrrUKNG8OwJIbYdUmnTSPHQxcb4tphTd5BxZD7mpG8xGI1o8s3UYzt8gOXCakwnvvE4rjFWR7XnoNoyUXQx6Kv1IPvoHL/Za7mwhjM/xnl1rmKIRx/X2m9j+5MzZ87QqlWrIkuIl1UYOKlXrx7p6emkpxcMeQwUiqLQtGnTchtPIqmqBFUgNGrUiPDwcEwm3+LYvWXlypWsXLkyIPcuifDwcOrXrx+UsUsiNe0MNrsFI54CoV79OPbtPU9EROGrMw0uiePyNrU4eyaDFi3FBOj7b7Zz9qwI1xo5phO1asegN2h5fEofvpm/NYBehsLR6RSaNPVj46IpU1wCYcOGMt/OkZUjyp260ap6Xf5K2kdUVFSh13So3oDBl7RiX8pZ+tW7DICn1v3A/tRzno/VaSYe+3M++zMulKp+fGlxoNKmWj3/33jqVJdA2L1blG710SsSUBwOuPFG137LlvBo8cmxVYk1O+D2viKh14kxoS2m00uIiooqIAwA9AndCKs7DFv6Loy1rwEgbct92NJ3ow2vT0z7d3D2a84+/DG29N3l82TyoWiMaCP90Dk8AFy8eBGr1YrR6FmQwl/CwMny5ctZvny5X+7lLRERESHZX0giqWwEVSDUqFEDvV4fMIEQTPR6fV7seOihYjZnERkhug3rdFqMRiO168Tx96qjRV51/Fgqz/3v9yIf//zTMniD7DYRO6/Tgb708aXGMD1168aW3o78tG8vatinpwv7fv4Zrr++5OuKwHr8HPq61UFV0Wg0GI1GWiTU5pPda4u85t/zx2k5/4XiH8vMdHkPFAXK+bOnU7T0rFOG5nRFUasW1K0LJ08K99Dbb8Pkyf4fp7SMHAkpuRWjtFrP/gcSdh2FjGyIiwIUBYNejzG+NTmH3i5UHABYk//h7E/5qqHZbKDRYE39l4t/FV+NqzxQVRWNIR6lmL4iwcRkMmGz2fIEgr+FQTDR6XTUkB46iSTgBPXbTaPREB5edE3+ioqqqiEff3z+wlF0Oh2RkRFERESi1ep45fk/ObAvSM3dzGaw2iDHJLr/qqWrwqHXa4iJ9fMKcz+3Tqlvv12mW5l3H0WD8DBFRUWh1+vp9O2rrD51oAw3Nfs9tMhXYgxhtE4MgAcB4PbbXdtz/BdOUmY2bHA10wN44QUhZiR5nE0Bi03BYDAQFRVFWFgY535rgOXsMu9u4HBAVpb4TsjKCqyxPuFAF9sm2EYUS05OTu53fCQRERGVQhyoqkpERESRoVMSicR/BP2vrG7dupVSIDRuXHyt/2DSt29f7hl5PRER4YXmGQQF97h7mw0yMiEzA3Kyc8WDFez2YstoqqpKZFTRPR5KjfuKdRnK+TVv3pzpk6ZQJ7G6/yp4ORzi9XGi15draJETg1ZL7YgAieIpU1zbBw8Kb0mwcTjguutc+02bwtNPB8+eEMRoNDJx4kQaN++CsZA8gyJRVbDZhSjIzBJ/91Bov4NgoSg6jDX7lXxikLjpppu49tprCQsLK1IYqKqK3W7HarViNpvJyckhMzMzL6cgFHsNqKpKnTp1gm2GRFIlCLpA6N27N+HhAUhu9AGLxYLZbPabUImMjKRHjx5+uZc/6du3LytXrmTFihUMu+lKIiNDqFSc3iBWvt3nAA5VeBXMZsjJESuIGRlCOGRngSkHLGawWcHhQKNR6NI1AHkfXbqAMz/AZIIlS3y6vHnz5syfP59du3Yx/s4RxBkj/CeK3buXKgoE4W/JrjroUL1BwKqRkZgIzphjVYXp0wMzji/cfz84O5ZrNDK0yA2nMDh8+DBvv/02sc3vQ9EUsRDhUMWCgNkM2TlC/GXk/n3bbOT1NNFog+IZKwqNMRFjrcHBNqMAN910E9u2bWPhwoXceOONotmcw5HbNdqCyWQiOzubzMxMMjIyyMrKIicnB7PZjNVq9ahuF4oCISwsjCuvvDLYZkgkVYKgC4RGjRoRFRUVNC+C3W7HZDJhNpsxu6/ElhJVVYmLi6NmzZp+sK50xMXFeey7CwPnl2tYmJ56DeJwFFJ2M2jodGIiXtI805G7wmixgklMLNTMTCLPnKDtPQPFyu5jj8HHH8OqVXD6dNkbeF11lWt7xoxCTwkPD/eoz+0uDO688060Wi2KojDisu5o/RG7bDJ5hhYFSWjHGsJ5qE3fwA5y112ubfewnmCwdSvMdmvbNmWKS8BUMdy/a/ILA+dKb0T929HoE1DtduEJNOWGEeaJ/VwvYa7QL4BGA5GRxfYgKU9U1YE+vgsaffDCSPN/x1933XXMnTuX66+/nm+//ZZbbrmFAQMGsH//fjIzM8nOzsZkMmGxWLDZbF41Usuf4BxsVFUlOjpaJihLJOWEooZAfM/KlStZtKj4rpeBQlVVMjMz8wRKREREqbpJOtFqtQwfPpyOHTv6y0SfcTgcPPnkk5w+fZpx48YVueJy+lQ6n368EbOp8M7KQcNqEbkIPuBQNHTcs5xhf80q/IToaGjRAp59Fq65xneb1q2Dnj3Fdni458q9G5988gm//fYbt956K7fddluh7v0cm5X+P77FRVMZYqodDs9QG61WTKLKGVVVaRpXg1+veyiwA6Wni54UTi5ehISEos8PFA4H1KsnRCcIYXDkSPnbESIcOnSIyZMn06hRIx555BEhCtLSYPt2+O8/Iaa2biWt83ayezlQfE4tUiA6KrTCi3QxJPT6DX1s8EqcZmRkMHLkSDZs2EB2djYpzkT5fDRs2JBevXr5nH+g1+uD7tkvjKFDh9KnT59gmyGRVAlCIgC9e/fuLFu2rMTuxoFAURSMRmNeJSWTyURkZGSpwiWcDVzatWvnZyt9Q6PR8H//938lnle7TgzR0UZMOdbAhYeUBr1eVAyyez+biDSl02fLD0WfkJEBGzcKz0JpBEKPHmICnpUlwp2WL/dMXs5l7NixjB07tthbhev0dK/VmJ+ObCudJyG/OAAoojRtoNFrtIxtdUXgB4qJEXH+B3KTuV97Dd4IQp/iSZNc4kBR4Peiq3pVBZo0acJ3X38Nn34KEyYIQXD4cIHzIk+CqZ2C6uvH1GgIKXGgqira8FpBFQcA0dHRREVFcfLkyWLPO3bsGF26dCmxeWZ+Qs17ABAVFRWSobsSSWUlJHy2RqORpk2beuX2DAQGgyFvhcXhcJQp1Kh9+/YVqlpEr96N0GpD5wdYoIAPP1AqkJB+loT0cyWf3LcMoTDunhgvBFhxjG/ThziDjzHVqipCMfKLg7DwksOyAoCqqsSHRTD4ksvLZ8ARI1zbCxaUz5ju7NkD773n2p80CZo1K387Qo2FC0VOxg8/FCoOAHTnxD+f3NWKAoYQypMCFK2BqKah0azPm5V0VVU5evSoT/c1Go0hVyXI4XDQtGlTjxBOiUQSWELmW2DYsGHExMQELRfB3Z1qsViw2wt2vC0OZ+7BkCFD/G1aQGnboQ4JiX5MmvUXOj3oShZaKhBuyeLGFUWEFrnTqJHocltannjCtb16denvAzSKqUaP2j70DbBahTAoTLwa/FQRyUfCdHrGt+6DobwqYU2a5FpNPnECzp4tn3GdDBzoymWpWxfefLN8xw9VvKwqE/OpiibbB5FgCDXvgQNdZCPC6t0WbFMAGDlypFe/N//99x/ZRYRE5kdRlJCbhDvLhg8bNizYpkgkVYqQEQgxMTFcd911Qfty0mg0hLl1aM3JyfFp0hwWFsZtt93mcY+KgFar4Y67OhARoQ89keCFF0HrsNNhzwpqJR8v/kSNRiS3lqU/RZ8+rkTg7Owyi4RXu99IzYgSRLHd7gprKuy8MuTLlAWH6qBlQm1ua9qp/AaNiIDLLnPtv/JK+Y391FNClICYtC5dWn5jhzq9e8MDD5R4mv4EhK9WUbxZewkx74FojJZAXJe5RVdkKmcURWHOnDlUr1692POsVivr1q3zqiqR0WgMrXBThIf/uuuuC/neQhJJZSNkBAJA165dadCgQYULNVJVlWbNmtGqVatAmhcwatSMolPX+mi1IfVxAK0O9EX/GKtAfMY5rv7n65Lv9b//uZKMy0Ivty6uZYyBj9AbeLnbDUTpCxFCDtVV2rU4b1YQQgFUVSUxLIq3e91a/pMJ9/yO774rnzEPHfIMKXvgAbi8nMKqKgozZkCHDiWeFv0taC944UUIMe+BojEQ0Wg0uujmwTbFg5o1azLbvaJWESQlJXH69OliFyM0Go3/+rP4CYfDQYMGDejatWuwTZFIqhwhNSNUFIWRI0dWqFAjZ2jRXe5lGCsg/QY0JSExBLtaG42Fxtc7Q4tuXzoDraOEJclOnUT1In/w2GOu7ZUry3y7XnUu5Yo6TV0HVMBsgaxMEVZUEkGYRIXp9ExsexU1A9UYrTjGj3eJojNn4HgJniN/cPXVrvKbNWt65iFIBGFhQrC5V5oqBMUOce+VEGoUct4DB7qoRkRd9r9gm1Io119/PePGjSvxvL///pucnJwiHw8174EztGjkyJEhZZdEUlUIKYEAItToxhtvJCwsLCiTVY1G41HBobhQI1VVCQ8P54477qhwoUX50Wo13HF3ByIiDaElEjRazy7LuRhsZrru+L3k0KKICJg/v9B7lIqrrxaTIRCr+2XorOzk1e43Ui8yDofVKoSB2eR934Zy9iBoUGhXrX75hha5YzBAa7cKMi+/HNjxXnjBM/H2119Dph5/yNG4MXzxRYmn6U9AxHIVxVLUCaHjPVBVFY0xMaRCiwpjxowZNG3atNhzrFYra9euxWIp+MKHmvdAVVXCwsIYOnSoDC2SSIJESP7Sde7cmQEDBmA0GoMyWTUajR6hRoV9obp/gbVo0aK8TQwINWpEcfvwdoSHWj5CPi+Czm6l1aF/6Lfxm5KvnTHD/5Vm3Evt+aHUZsShw8ydu4Jap8/7Hl7nj4ZrXqKqKpcl1OKjvsODu6J3//2u7R9/DNw4x4/Diy+69keNEt4oSdHccIOnl60IohZC2CYgfwsWRRGlTUMAkXcQR1znL0MutCg/kZGRzJs3r8QKeidPnmTjxo0F8hFCaYFLVVWMRiNXX301neTfm0QSNEJSIAAMGDCAXr16BU0kuH9hms1mj1AjpzgYNGgQ3bp1K3fbAknjJokMu7k14eEhJBIUTV7Igc5updmxfxm24gPvKnvu2eN/ex591LW9fHnp75OaKu7VujW1F/3Kl28vpEZaFj5JBE35TdSbxtVk7oBRhOmCvNJ4772iMRzA+fOu3gj+ZuBAV2hRYqJn92RJ0bz6aon5PgoQ+7GKcSvgPlfV60PCe+AUB7EdPsRYvVfJF4QAiqIQW0KIF8DBgwfZunVrnkjQarVlag7qT5zioFevXvTv3z/Y5kgkVZqQFQggYiv79+8flHAjrVbrEWrkbKTmFAc33HADV111VbnaVF60aFWTW+9sR0Rk6IgEVW9A77By+cG13P77DO/L/r/zDjRp4t9Y9WuucVVYysiAzZt9u95uh08+EZ6Nt94Cm1hGbXg+lQVvfkOdlAwc3k6SyiHcRYPC5Yl1+G7wWCILS6gub3Q6aN/etf/SS/4f4403YO9e1/7PP8vQIm/RaoWgKgEFiJupErYRsICq+Nb/JFCIsKIE4jp/Rljt0C9bbbPZePnll+nRowfJycleXbNr1y42bdqE1WoNmaZozt/Wq6++muuvvz7Y5kgkVZ6Q/8UbOHAgQ4cOJSoqqtyrG7k3jLHb7ZhMJqKjoxk+fDg9/VERJ4Rp2qwad4/sRGxcGD62N/I7qqoSHmmgRzUTw1Z86J04qFbNtX34sIiPnjnTf0a5e45ee83761avFmEq48aJ1e981LuYzrdvLOCypPPobfbiX/kAhxepqkq4Ts+VdZsx/+oxhOtCI/QDEF17nfz6q3/vfeYMPP20a//22z3DyiRFc+aM+Fv7+WevTldU4UmIXKqiUSJRg/1dA2gj6hLf7TuMNUJ/Aejw4cNceeWVPPPMM9hyFxratGlDZGTJLav379+PzWYjLi4uaJUDnTgcDqKiohg6dCgDBgwIqi0SiUSgqKGyRFwCKSkpzJkzh1OnTmG1WsstBtput5OVlYXNZiM5OZnnn3+ezp07l8vYoYDFbGPR9zs5sO88JpOtXGPPVVVFq1WIT4jgjrvaUzNWB02bwsmTxV/4wANCDIwfD7PyNVDr0QN+/x2iospm3I8/wtChYjs2VoQLlcSiReBlsx+HArMGduGLqzqQEhWGprC/Uq0WvJgIlAZVVakeHs2zXa7h6gYtAzJGmXA4xGpz7qSIHTv8V3q0TRtxP4C4OCHkQiQEI6RZtEiIKfecrZo1vWtop9dj3b6Y1KSnsGcdRXWU/3eNRh+DseYAYtq/h0YXmL8rf6GqKl9++SUTJkwgIyMDEInGU6dOZerUqcyfP59Ro0YVew+tVsuuXbuoU6cOn332GcePH8disZT7667X66lTpw6jR48mPj6+3MaWSCTFU2EEAogvk9WrV/P777+TkZFRLu3gHQ4HNpuNZcuWcejQITp37sy6detCJmazvDi4/wKLvt9BepqJQuuO+hlVVQmP0NOxUz0GDGrm6tHw6aciBr0omjeHf/8V1YsA1qwRIUHp6a5zIiJEScaydL12OETTNOdkaNs2MbEsjuee80x69YKj1eOYMO46jtaIw6LTer7yer2rcZufUFWVCL2BLjUb8UaPYcQa/Xt/v9KzJ6xbJ7ZvuQW+/bbs93zvPXj4Ydf+8uVQSUMJ/cq4cSJszp1HHxWhWgMHlpyrM3YsfPwxqsNKxu4XyDk2F4clBaUckvBVQBteh9j2H2Cs0Sfg45WVixcvcv/997Nw4cK8Y40bN2bevHl0794dEH/Ht9xyC99//32R9xk3bhwfffRR3vkbN27k559/Jj09vdx+W6Oiohg0aBC9e/eWpUwlkhCjQgkEJykpKXz99dckJSWRmZkJ4NcvF+dLEh0dTcOGDRk6dCi9evVib25M8vTp03n88cf9Nl5FwWK28dsve9i39zzZWRYcDtXvr7uqQmSknoTESIbefDk1a0V7nmSziTKX7vHhTnQ6UXY0f+ULiwWuv154Dty5/XZRArW0P4ZXXAFr14rt226DBQuKPz89He64AxYv9mkYhwKfDOjEV73bkRIVhlmvE0LBYIQw/8QPO1SVaL2RauFRPN7+agY0qACVuRYuFMIARIfstLSy3e/CBahTx9V/4sYbxaq4pGiSk6F7d9i/33UsLEyEffXrJ/bPnhU5I6dPF34PrVYkmjdqlHfImraL9K0TsGUdwWG+AGj8/l2jaLRoDNUw1hpIdOvXQt5rALBs2TJGjhzJqVOn8o6NGjWKd955h+hoz+/Kixcv0rp1a04X8rqHh4dz8OBB6tSp43E8IyODBQsWcPTo0TzPRCB+W6Oioqhbty533nmn9BpIJCFKhRQITjIyMvjrr7/YsmULmZmZZQ49UlUVg8FAVFQU3bp1o3fv3kTkrkSvX7+enj175iVSbdu2jWb+Lp9ZQbBa7GzZnMT6tcfIyjSXOfTIGUoUEWmg+WXVufKqS4mPL2bl2j28x51XXhEdk4ti/nwYPdozBKJGDbG6WZrwlG+/FcIARChKSkrJ16gqzJsHEyd6d74bdkVh5eUN+WBIN5ISY0lOjEWjN5T6tRd/+gqJYRG0TKjDxLZX0bpa3VLdKyjk9+Js3AhlCf/r1Am2bBHb0dFCMIRQw66QY9kyIbxzCzgAwoO3bh0kJHieu3q18MQU1nhy1CiYM6fQIWxZx8ja/ybmM0txWC6WOfRIVR1o9LFojNWJuHQ8EQ3uRNGGsJcsF5PJxJQpU3j77bfzjiUkJPDxxx9z0003FXndH3/8wcCBAwscnzJlCtOmTSvyuuzsbFatWsU///xDVlZWmUOPnKFEUVFRdOzYkb59+xYQNBKJJLSo0ALBicPhYOfOnfz111+kpKRgsVgwm815X2qFfbGpqorD4cBoNOb9S0hIoH///jRv3rxQF+ujjz7KW2+9BUDPnj1ZvXp1ubhiQxVVVTmZlMbKFYc4dzYTi9mOxWrDnCsYinrdVRV0OgVjmB69XktUlIGu3RrQpn1tdLri63jn3kSEl7g3KbviCtHZuIQ64Fy4AH37ws6drmOKIpJSfa2G43CI1VLnivPOndCqlXfXnjkDDz5Y6hXqE4kxfDTzRTaHK2RYTZjtNtItOYCCQsFVP1VVcaCiVTTEGMIwanXEGSMYWL8ld13WlThjRKnsCDp9+7o6Wt9wQ+n7IsyeLcJcnCxeDIMHl9W6ystjj4keI+6MGwe5ISuF8vrrMHmy5zGNBvbtg0svLXY41W4mJ+k7co7Mxm4+j2rPQbWmoTosFOVdUFUHqA40hlgUbTiKLhpddHOimj+JPr6Dl080+Gzfvp3hw4ez0+07a8CAAXz22WfUrVuyoH/kkUd455138vYTEhI4dOgQcXFxJV7rcDjYt28ff/75J8nJyZjNZq9+W52LbUajEYPBQHx8PH379uXyyy+v0r+ZEklFolIIhPxkZWWRlJTE/v37OXToECaTCYfDIdzKioJGoyE8PJymTZvStGlT6tWrR7gXsdzZ2dm0adOGQ4cOAfDuu+8ywb2aShXHarFz+nQ6x46mcPDABbIyRRiS83VXFAW9XkP9BnFc2qwaderGEh1dyhCZv/+G3r3FdnQ0bN8ODRt6f/0LL4h/7h//Fi3EZLNGDe/v06OHS6gMHy68A96iqiIXYvx4IVx8JVeQWB12DqWdZ+v5E6w5fZDjGSk4VAd2VUUBNIqCTqPlsrhaXFGnCW2q1aN+VHzliPldvFjkmIBI2M4NOfSJ1FSRTOv0RAwe7HMYWJUhM1OI8W3bXMcMBuFNu+GG4q91OMQ57lWn7roL5s712Qy76Sy21K2Yz63AmrIJ1ZYDqh0VVeQtKFo0xuoYql+FoVp39LGtK4SnwB2Hw8Hbb7/NlClT8pp1Go1GXn/9dSZMmOD1RNtkMtGpUyd27doFwJtvvsmj7r1cfCAnJ4ekpCQOHDjAgQMHyMnJKfDbGhYWRpMmTWjWrBn16tXzqqKSRCIJPSqlQAgkq1atok+fPgBERESwY8cOGjduHFyjqiovvgjffy9WJgcN8v36XbtEnLR7lRW9XiRbjhjh3T3mzxeTHBBhFRcv+m7H+fOibOc3XnSGdic9XYijqk54uCvMZdUql3D0Fvdk54gI8R6GUGfZkGHtWpFwnJXlOnbJJfDPP1Crlnf3SE6GDh3g2DHhudu9Gy67LDD2VmCSkpIYMWIEK1asyDvWpk0b5s+fz+WlCIfct28fo0ePpmHDhsyZMydkeh9IJJIQRpX4zIMPPqgiil+offv2VR0OR7BNkpQWu11Vhw9XVbGe7/rXr5+qmkzeXa/Tua7bv790djRqVNCG4v7Fx5dunMrIwIGu12XQIN+unTvX83X9/vvA2FjRee45VVUUz9fqzjvF599X9u1T1REjVHXBAn9bWSn49ttv1fj4+LzfGEB9/PHHVZM330cSiUTiJ6QHoRRkZGTQunVrjh07BsCsWbO47777gmyVpEz8/jvcdJPn6mh0NPzyC1x5ZfHXdukCmzaJ7REj4PPPfRt7zhwYM8a1X7t20RVfnLRtC1u3+jZOZWXlSpGLAMKbkJ3t3XWZmVC9usv70LcvuK3YShCvzVVXeeb76HTiMz58eNDMqoykp6czYcIEvvzyy7xjdevW5csvv+QqWWpXIpGUMzJbqBRER0fziVvN7yeeeILjx48H0SJJmRk4EM6dg169XMcyMqBPH5G8Wlyn0QcecG3/9ptv49psnn0d9Ho4dUrEwNerV/R1DRr4Nk5lpk8fV8O4nBxYssS76667ziUOnKU5JS62bhWhQ+7ioHZtOHhQigM/s2bNGtq2beshDm699VZ27NghxYFEIgkKUiCUkgEDBjAmd9U3IyOD++67D+mMqeBERIhyjLNmeXbOnT1bTMgPHiz8uhEjXNWTLlyAI0e8H7N1a89EaWdDqcGDRY5EUZ6pSy7xfoyqgPskavr0ks///ntX9SMQDfgiKmglp0Dw5psiV8C9t8T110NSkvzs+RGr1crTTz/NlVdeydGjRwGIiYlh7ty5LFiwQPYIkEgkQUMKhDLw5ptv5pWZW7p0KV988UWQLZL4hfvuE5N899KLJ0+KGu+vv17wfI1GhPw4Kaa+uAcLFng2fOvRw9ODERMjxMqffxas0CQ9CJ48/bRre+1aT9GVH5MJ7rnHtd+jB9x5Z+Bsq0jYbNC/Pzz+uOs11Grhww/hp59K31RQUoB9+/bRo0cPpk2bhiPXQ9mrVy+2bdvGXXfdVTmqjEkkkgqL/LYvA7GxscyaNStvf9KkSR4dLiUVmHr1RHfXRx8V1VZAhBlNnixWVlNTPc93X+n/+eeS72+zeYZpaLWursz56dcPduwQlY5ATNKuvtrrp1Il6NpVCCoQ5UqL6y9x442uPAWDwfuQpMrOvn0ipMjpxQJITBTldO+/P3h2VTJUVWXWrFm0b9+ezZs3A6DT6Zg2bRp//fUXDX0p1yyRSCQBQgqEMnLttddyV26Zy9TUVB544AEZalSZePNN0aHXvTPsf/+JidT337uOjR7tWl09dw5Kyknp3Nkzr6Gk3IWoKHj3XTh6VIQ6uXssJAJ30ZS/iZeTX38VCelOPvjAJSyqMh99JJr8uZfp7ddPNPSTZUj9xrlz57j++ut54IEHyMnJAaB58+b8888/TJkyBW1JjR4lEomknJBVjPxAcnIyLVu25GxuPf2vvvqKO+64I8hWSfyKzQa33FKwU+/11wuhoNNBu3auBlL33y/CMgrj119FgqyTDh1gy5ZAWF212L7dJZz0ehFK5B4SY7GIFXFnM7VOnVzVp6oqDgcMHerp9VIUkcfx2GPBs6sS8uuvvzJmzBjOnTuXd+zBBx9k+vTpRMj8F4lEEmJIgeAnfvjhB2666SYAEhMT2b17NzV86cgrqRh8/71ojOasfgMQHy9WpTdscIUB1apVdKlSnQ7sdrGt0bi2JWUnIQFSUsT23LmuJnYgQot++kls6/ViddzdM1TVOHYMunf3/JzGxopSrx06BM+uSkZWVhaPP/64RzhqjRo1mDNnDtc4u4BLJBJJiCFDjPzEsGHDuPXWWwG4ePEiE5wTRUnl4qabxISqY0fXsZQUEQN/4IBrxfrMGVGuND/dunkKgu++C6y9VY0hQ1zb777r2l6+3CUOAN56q2qLg/nzRRK+uzjo1k18bqU48BubN2+mQ4cOHuLguuuuY8eOHVIcSCSSkEZ6EPzIuXPnaNmyJRdz43i///57hg0bFmSrJAFj+nSRtOyeS6DXg9UqtidM8Jykrlgh4rqdtGolEkAl/mPfPlfMvFYrwoocDqhWzVWys00bVyhYVcPhgLvvhq++ch1TFHj2WXj++aCZVdmw2+289tprPP/889hsNgAiIiJ46623GDt2rKxQJJFIQh4pEPzM119/zZ25JRNr1qzJrl27SExMDLJVkoBx6JBo1JWUVPCxOnVEeVQner3IZQAxKbNYPPstSPxD9eqiHwWI5NsVK+Cbb8S+Tifeq5o1g2dfsDhzRngJcjvAA6LB3O+/Q8+ewbOrknHkyBHuvvtu1rpVJevUqRPz58+nWbNmQbRMIpFIvEeGGPmZ22+/nRtuuAGAs2fP8sgjjwTXIElgadJETLgKa2h26hQcPiy2+/Z1iQOAzz+X4iBQ5P79AcLL4xQHIHpUVEVx8PPPosGZuzho00aIBikO/IKqqnz55Ze0bds2TxxoNBqmTp3KunXrpDiQSCQVCulBCACnTp2iVatWpObWyv/ll1+49tprg2uUJPCsWQPXXAPp6a5jOh288Ybop+Dk0ktFvoIkMBw7VrCxHIjQoz17yt2coHP//cKT4s6kSUWXgpX4THJyMvfffz/fueUUNWrUiLlz59JTCjCJRFIBkQIhQHz++eeMGjUKgDp16rBr1y7i4uKCa5Qk8FgscPnlRQsAGVpUPtSuLVbHnWi1ojt2/frBs6m8SU4W3gH3bt1hYaJU78CBQTOrsrF8+XJGjBjBSbdwwhEjRvDuu+8SI3tsSCSSCooMMQoQI0aMYNCgQYDwKDz++ONBtkhSLhgMxSfATp0qxUF50KuX5/5zz1UtcbB8uegG7i4OmjUTOTFSHPgFk8nEY489Rv/+/fPEQXx8PN9++y2ff/65FAcSiaRCIz0IAeTEiRO0atWKjIwMAP744w8GDBgQZKsk5ULz5rB/f8HjiiJEwosvlr9NVQWHQ+QZOBOVAXJyxOp5VeCJJ+D//s/z2L33wiefBMeeSsiOHTsYPnw4O3bsyDvWr18/vvjiC+rWrRtEyyQSicQ/SA9CAKlfvz7/5/ZDPXbs2DyxIKnk3HNP4cdVFV56SZQ4PX++fG2qKowf7ykOQPQ9qOxkZkL79p7iwGCAH36Q4sBPOBwO3n77bTp37pwnDgwGAzNmzOCPP/6Q4kAikVQapEAIMGPHjuWqq64C4NixY0yePDnIFknKhU2bPPcfegjcO2vv3g1168KXX5avXZWd7dsLJuQCfPZZ+dtSnqxfL7p3b93qOtaggci7GDo0aGZVJk6ePMnAgQOZNGkSZrMZgNatW7N582YmTZqERiN/TiUSSeVBfqMFGEVR+OSTT4iIiADggw8+YNWqVUG2ShJQ9u3z7NoLEBMjutbm9sgAREO1ESPg6qtF4rKkbDgcMHiw8NKAEGBODh4UK+yVkRdfFMnIWVmuY7ffLsRBnTrBs6sSsXDhQlq3bs2ff/6Zd2zSpEls3LiR1q1bB9EyiUQiCQxSIJQDjRs35rXXXsvbHzNmDNnZ2UG0SBJQOnQoeGzBAtBoYP58WLwYcgUjAMuWieZef/9dfjZWRh5/XPSeAJHr8eefrnKnqirKzVYmTCYhDJ57ziWKdDrhlfr6a/F5k5SJ9PR0Ro0axS233EJKSgogqtItW7aMGTNmEFZV8lokEkmVQ/6ClBPjx4/Pq4d96NAhpk6dGmSLJAHhnnugMPF3+LCrP8LgwSL/wL0+eno69O4tGq45HOVja2Vizx54+23X/sSJou/B3Xe7js2bV+5mBYytW0Up13XrXMdq1RKJ8e7PWVJq1q5dS7t27fj888/zjt18883s2LGD/v37B88wiUQiKQdkFaNyZP/+/bRt2xaTyYSiKKxdu5bu3bsH2yyJv8jfoKtaNYiOFqEeIFZ6n3/e85oPPhCTWfcuy/Xrw19/iS7NEu9o2NDVJbhOHThxQqygZ2SI8C4nFy9CQkJQTPQbM2aISkXuQvLaa0VYm/QalBmr1cqLL77ItGnTcOS+xtHR0cycOZO7774bRVGCbKFEIpEEHvlrUo40a9aMl156CQBVVRk9ejQmkynIVkn8xuWXe+4fOAB33OHanz+/4DUPPgiHDkHjxq5jJ06ImvXTpwfGzsrG//7nEgeKAkuWuCbK0dHQtKnrXLdQvwqHzQYDBsBjj7nEgUYjROYvv0hx4Af2799Pjx49ePnll/PEQc+ePdm2bRv33HOPFAcSiaTKIH9RyplJkybRpUsXAPbu3csLL7wQZIskfuGBBzyTYJ94AuLixP+dHDpUeKJsgwbisUceERNcEBPAJ5+ETp0gLS2QlldsjhyB11937Y8bB23aeJ4zcqRr++uvy8Usv7N/vwgpckuSJTERdu4Unz1JmVBVlY8//pj27duzefNmAHQ6HS+//DIrV66kUaNGQbZQIpFIyhcZYhQEdu3aRYcOHbBYLGi1Wv755x86deoUbLMkpeXMGTF5cxIXB7kJjYBn+MvLL8PTTxd9r02bRKdb9+vDwkT8/E03+dPqykHTpqJCEYhE7zNnCq6k5+RAZKQrkff0aRGvX1H4+GPhabLbXcf69oWlS0WfA0mZOHfuHPfeey+//PJL3rFmzZoxb948OnfuHETLJBKJJHhID0IQaNWqFc8++ywAdrud0aNHY5FlLisuLVp47h844Ll/222u7blzi79X585w7hzccIPrmMkEN98s6tm75ypUdV56ySUOAH77rfAwm/Bwz/folVcCb5s/cDjEe37ffS5xoCjCY7JihRQHfuC3336jdevWHuLg/vvv599//5XiQCKRVGmkQAgSTz75JO3btwdgx44dTJs2LcgWSUrF449Daqpr/8EHRXKyO08+6drev1+saBeHTgc//gjffQdGo+v4jz9CzZqQGwJRpUlKAvfwvHvuEeKqKMaOdW0vXBg4u/zF8eMiWf3HH13HYmKEh8n98yQpFdnZ2Tz44INce+21nDt3DoDq1avz888/8+GHHxIZGRlkCyUSiSS4yBCjILJ161Y6d+6MzWZDp9OxZcsW2uSPn5aELqmpEB/v2o+OdpUyzU/9+mJSC2IF2NtJXmoq9OsH//7rOqYoMGkSvPlmaayuHLRsKUqbgqhKdP588Um6FovwJDiTe48dE7kfocjXXwvB4+4t6toVVq4U4WaSMrFlyxaGDx/Ovn378o5dc801fPrpp9SsWTOIlkkkEknoID0IQaRdu3ZMmTIFAJvNxqhRo7BarUG2SuI17tVxAHbvLvrcW25xbbvVVS+RuDjYskWICucEWFVFqcumTV2ioyrx5psucQDelfc0GMC9421uNbGQwuGAu+4S3bad4kBRYOpU+OcfKQ7KiN1u59VXX6Vbt2554iA8PJwPP/yQX375RYoDiUQicUN6EIKM2WymY8eO7Nq1C4Bp06bliQZJCPPcc/Dii679ESOKn/ifPetKjFUUkVfgawz5oUNw5ZVw8qTrmE4H775bdSrZnDkjvDHOCfStt8I333h37Ucfwf33i+3q1UWuR6hw5gz06OHqmQGi2/bvv8MVVwTPrkrC0aNHufvuu1mzZk3esY4dOzJ//nyaN28eRMskEokkNJECIQTYtGkT3bp1w+FwYDAY+O+//2jZsmWwzZIURWamCCdyEhEBWVklX1e3Lpw6JbbfekuUNfUVh0Mkrc6e7Xn8iivEZDIiwvd7ViTatYNt28R2bCxcuCBEkjfYbGIV3pnwu39/QS9QMPj5Z+Fhci9U0Lo1rFnj2eRN4jOqqjJv3jzGjx9PRkYGAIqiMGXKFJ577jkMMtFbIpFICkWGGIUAnTt35vHHHwfAYrEwevRo7O4lDSWhRf5JpXPCWhLDhrm2P/20dGNrNPDJJ6LTsrtIWbMGatQQIqGy8sEHnq/19997Lw5AnJtbGAAIjTCjBx4QFavcxcHDD8P27VIclJGUlBRuv/127rnnnjxxcMkll7Bq1SpeeeUVKQ4kEomkGKQHIUTIycmhXbt27N+/H4A333yTRx99NMhWSQowfbpngvEtt8C333p37alTwosAYqKfk1O2UpUmE1x3nWfzLIDhw+HLLytXZ93kZBGi5czRuf56kXvgK3PnigRgEAnmycn+s9EXUlOhe3fYu9d1LCxMVC0aODA4NlUiVqxYwYgRI0hyy9G55557ePfdd4mNjQ2iZRKJRFIxkAIhhFi7di29evVCVVXCwsLYvn07TUMhBEIiMJlEJRwnYWEllyzNT+3aIt4c4L334KGHym7XF1+IMp7uCe41a8Ly5dCqVdnvHwp06SJKfAJERcHFi6UTVw6HKB3rzGHYsQMuv9x/dnrDihVw7bWen52mTWHduoIlciU+YTabefrpp3nTrcJXXFwcH330EbfeemsQLZNIJJKKRSVaYqz49OzZk4cffhgAk8nEmDFjcDjLMkqCT7NmnvsbN/p+jxtvdG3nzyMoLSNGiGpG7s3Azp4VcezPP++fMYLJp5+6xAHAggWl97xoNEJsOHFPNC8PnnxSlK11FwejR4t8CCkOysTOnTvp0qWLhzi46qqr2LFjhxQHEolE4iPSgxBiZGVl0aZNGw4fPgzAzJkzGT9+fJCtkvD++56r/UOGiM69vnL8OFxyidjWaMBs9i2OviSmToVp00QpVCetWoka+hVxApqeLnIrzGaxP3AgLF1atnt+/73oTA0izj8trWz384bMTOjdG/77z3VMrxc9D266KfDjV2IcDgfvvfceTz31FObcz4nBYGDatGlMmjQJTWUKtZNIJJJyQgqEEOSvv/7iqquuAiAyMpIdO3bQqFGjIFtVhbHZxIq180/FYHBNWEtDzZquEpsffQTjxpXdRnd27BCr1OfPu44ZDGIl/q67/DtWoLniCli7VmxHRIjQorL2A3A4RKiYMzF448biuzCXlQ0boH9/IRKc1K8vehvUqRO4casAp06dYuTIkSxbtizvWKtWrZg/fz5t27YNomUSiURSsZFLKyFI3759uT+3XntWVhZjx45F6rggctllnivyq1eX7X7XXefa/uijst2rMFq3FnkOt93mOmaxwN13ixV494o5oczXX7vEAYjEa380C9NoRM8BJy+/XPZ7FsWLL4pkZHdxcOutcPSoFAdl5Pvvv6d169Ye4mDixIls3rxZigOJRCIpI9KDEKJkZGRw+eWXc/z4cQA+/vhjxo4dG2SrqiBffili/J307SuSTMvCkSPQuLHY1mrFhD1QYRCLF4twGveY95gYER4Vyg24srMhMVEkhoNoELdypf/uv2SJCBMDiIz0nMD7A7NZeHHcBY5OJ/JO3D9PEp/JyMjg4Ycf5nO3xoS1a9fmiy++YMCAAcEzTCKRSCoRUiCEML///juDBg0CIDo6ml27dlG/fv0gW1WFyB9apNN5VgoqC9WriyZfAHPmwKhR/rlvYWRmwtVXw/r1nsfvv1/kVoRijHa/fi4hFhYmwqWiovw7Rni4S4CsXClEiD/Yvl3cKzXVdaxmTfH6y1DBMrFu3TruvvvuvBwtgGHDhvHxxx+TmJgYRMskEomkchGCMwOJk4EDBzIqd+KYkZHB/fffL0ONypO2bT1Di9xCGcrMNde4tj/80H/3LYyoKFFC8733hMfCyaxZ0LCh8GiEEosWeXppPvnE/+IAPAXBq6/6555vvy2asbmLgyFDRA8MKQ5KjdVq5dlnn6VXr1554iAqKorPPvuMhQsXSnEgkUgkfkZ6EEKc1NRUWrVqxalTpwD44osvuMfZ6EkSOBYuFE3QnHTrVnAFvizs3w/Nm4ttnU6EpJTHSv7x4yJMym0FFq0WXn8dHnss8OOXhMkkQouys8V+9+5C3ASClSvFawHCm+AcszTYbEIIuItIjQbeecc/vS6qMAcOHOCuu+5io1tZ4R49ejB37lwaO0P1JBKJROJXpECoAPzyyy9cf/31gGj6s3v3bmrXrh1kqyoxdrsILXL2oNBqXY21/ElioquT77x5ogNyeTFxovAouP/5d+okmqvFxJSfHfkZMkTkB4B4D86ehbi4wI0XFQVZWWJ78WIYPNj3exw4AD17elaNSkgQyeyVpVFdEFBVldmzZ/PII4+QnSvetFotzz33HFOmTEHnz/LAEolEIvFAhhhVAK677jqG504eU1NTefDBB2WoUSDp0sUlDgB++SUw47hPRmfODMwYRfHOO6LMpvvke/NmESu/aFH52uJkyRKXOADxmgRSHIDIdXAyfbrv13/6qWhQ5y4O+vSB06elOCgD58+f58Ybb2TcuHF54uDSSy9l3bp1PPPMM1IcSCQSSYCRHoQKwsWLF2nZsiXncuvnL1iwgNvcy1hK/MPixZ75Ae3bw7//BmasXbvg8svFtl4vwmvKO2HYZoOhQ+HXXz2PDx0K337r3yZuxWGxiEZuGRliv2NHIVgCzcaN0LWr2DYYRLUnb94Dh0NUh3IXU4oimtRNnhwYW6sIixcvZvTo0Zw9ezbv2Lhx43jzzTeJCkQuikQikUgKIAVCBWLhwoXckhsXX61aNXbv3k316tWDbFUlQ6cTIUYQmE7H+YmPdyW0fvONqJEfDL79Fu65x7MBXGIi/PEHdOgQ+PGHDXNNtvV6kdRbXp2fY2NFx2YQuScldTY+flz0UTh50nUsOlokVnfqFDg7KznZ2dk8+eSTvP/++3nHqlWrxqeffpoXYimRSCSS8kGGGFUgbr75Zm6++WYALly4wIQJE4JsUSWjZ0+XOAAxYQ/0CvrAga7t994L7FjFceutIiymXTvXsYsXxYT3yScDO/aKFZ4r8f/3f+UnDsDzPZgxo/hzv/kGLr3UUxx07iwa00lxUGr+/fdfOnbs6CEOBg8ezI4dO6Q4kEgkkiAgPQgVjLNnz9KyZUuSc5Nbf/jhB4YOHRpkqyoBq1d7lr1s0QJ27w78uNu2uSblvoS4BJJXX4WpUz3zMJo2FVV//N3912YTPSGcXpTWrUUfgfJkxw5o00ZsF1VRyuGAkSNh7lzXMUWBKVPglVfKzdTKht1uZ/r06TzzzDPYcgsBhIWF8eabb/LAAw+gKEqQLZRIJJKqiRQIFZD58+dz1113AVCrVi127dpFQkJCkK2q4Oj1rkpFiiJi4ssr/t49xOWHH0T8f7A5cEAk2+aW1wXE6/H++zBunP/GufNO+Pprsa3VwokTEIwKXQkJkJIitufOhdy/LwDOnRPlVt1Lw0ZEiITq3r3L185KxLFjx7jnnntYvXp13rEOHTowb948WrRoEUTLJBKJRCJDjCogd955J9dddx0AZ86cYdKkSUG2qILTr59nGdM5c8pPHAAMGODafued8hu3OJo2FZP10aNdx2w2uO8+4WkpS88AJ+vWucQBiJX4YJXvdU9Mf/dd1/avv0KDBp7i4PLLRTiWFAelQlVV5s+fT5s2bfLEgaIoTJ48mfXr10txIJFIJCGA9CBUUE6ePEmrVq1IS0sD4LfffmPIkCFBtqoCsmmTKGvqpHFjOHSofG3YvFnEsQMYjaKaUSixYgXccANkZrqORUaKvAF3ceMLDgfUqCHyHEA0jdu7t+y2lhb3xnVarQgzevhh+OADz/MmTPAUEBKfSElJ4cEHH2TBggV5xxo0aMDcuXPpLQWXRCKRhAxSIFRgPvvsM0bnrvDWq1ePnTt3EhsbG2SrKhhGowgngvIPLXInJsZV4vOXX+Daa8vfhuIwmcQq+4oVnsfvuQc++8z3vInRo8V1IK49ckSs1AeT6tXhwgWxXauWSDx2YjQKQVSaRmoSAP766y9GjBjBiRMn8o7dddddzJw5U35vSSQSSYghQ4wqMCNHjuTqq68GICkpiSeeeCLIFlUwrrvOJQ5AVBEKVgOmq65ybb/9dnBsKI6wMNFl+dNPRb6Gky+/hLp1Yc8e7++1ZYtLHAA880zwxQHAjTe6tt3FwaWXQlKSFAelxGw28+STT9KvX788cRAXF8fXX3/N3LlzpTiQSCSSEER6ECo4x48fp1WrVmTmhn8sW7aM/v37B9mqCoB75RqAevVEzH2wWL9e1NYHMRnPyQmeLSVx5gz07esZEqTRwHPPwbPPFn+twyEqITmbYAUjpKsoHngAZs3yPDZypKeYkfjErl27GD58ONu2bcs71rdvX7744gvq168fRMskEolEUhzSg1DBadCgAdOnT8/bHzt2bJ5YkBSDe94BiKo9waR7dxHXDyKc548/gmtPcdSqJTwGU6aIsCwQE//nnhOiyxmmUxgTJrjEgUYTGs8zO1v0MMgvDkaMkOKglDgcDt599106duyYJw70ej3Tp0/nzz//lOJAIpFIQhwpECoB48aNo0+fPgAcPXqUKVOmBNegUOe22zwTgd94Q6zaB5vc9xCAN98MmhleM20abN0qYved7NghQo6++qrg+Tt3wocfuvYffxyaNAm4mcWyYQPUrCnCnvKzaVP521MJOHXqFEOGDGHixImYcztzt2zZko0bN/L444+jCXafD4lEIpGUiAwxqiQcOnSINm3akJ1bfnL16tX06tUryFaFIAcPihKeTmrW9Iw3DybuzdrCw/1TSrQ8cDhEP4NvvvE8PmgQ/PSTaAAHIozL2YG4fn04frx87czPK6+I/Af3r8BrrxWlTUF4R7KzQ0M8VhAWLVrE2LFjueisTgVMnDiRV199lfDw8CBaJpFIJBJfkEs5lYQmTZowbdq0vP3Ro0fniQWJG23beu4fPBgcOwqjd2/RgAtEDsLKlUE1x2s0GliwQFRfcp8ELl0qSpmuXQuPPeYSB4oiHgsWFgv06iW6RTvFgVYr+l/88osQMiAee+ut4NlZgcjIyGDMmDEMGzYsTxzUqlWLpUuX8vbbb0txIJFIJBUMKRAqEQ899BA9chNdDx48yLMlJYxWNUaN8lyVf+YZiIoKnj2F4V4L3i23pEJw7bWi63C3bq5jaWlwxRUwY4br2EMPQcuW5W8fiDCnWrVgzRrXsRo1YN8+8fkAuGSgkFYAADWJSURBVP1212MyB6FE1q9fT7t27ZgzZ07esaFDh7Jjxw4GDhwYRMskEolEUlpkiFElY9++fbRt2xaz2YxGo2Ht2rV0c5+wVVWSkkRYi5PExOKTaYPF8uXgrEIVGenZnKwi8d57MGkS2O2ex6tXFyFdwYhDf+89eOQRERLlZPBg+Plnz/K2ycni8wHC25GWBtHR5WpqRcBms/Hyyy/z8ssvY899n6Oionj33XcZOXIkijOBXSKRSCQVDulBqGQ0b96cF198ERCVREaPHo0p1DrzBoP8K9bBrlpUFP36ucJ0srJEeE5FZMIEOHwY8te4v3ix/DsR22wiH+Lhh13iQKMRdixeXLD3RUICNGwotlW14nlyyoGDBw9yxRVX8MILL+SJg+7du7N161ZGjRolxYFEIpFUcKRAqIQ8+uijdO7cGYA9e/bw0ksvBdmiIDNhgqtLMcCjj0J8fPDsKYmePV3bb7wRPDvKiqp6vu4gJuiTJokys+npgbfh4EFRVen3313H4uNh2zbxuSiKu+92bc+dGzj7KhiqqjJ79mzatWvHhg0bANBqtbzwwgusXr2aJsGuSiWRSCQSvyBDjCopO3fupEOHDlitVrRaLRs2bKBjx47BNqv8uXDBswxnbCykpgbNHK9YsgSGDBHbUVEFJ9kVhWbNXJ4apychLc31eHi4SG6+/vrAjP/ZZzB2rGeYU+/esGyZq7JSUWRkCJudX48XLwrPQhXmwoULjB07lh9//DHv2KWXXsq8efPo2rVr8AyTSCQSid+RHoRKyuWXX84zzzwDgN1uZ/To0VgsliBbFQTcS5qCZ/ffUGXwYDAaxXZmJmzcGFx7SsMrr3iGcf3+uxBr11zjOpaTAzfcADff7JkXUFYcDnHP0aNd4kBRRN+GVatKFgcgcg4uvdS1/+qr/rOvArJ06VJat27tIQ7Gjh3Lf//9J8WBRCKRVEKkQKjETJ48mba5ZT23b9/Oa6+9FmSLypnJkz29BfffLyrYVAS6d3dtV7T3LSlJdFV2ctdd0LWriPX/9VfhNXAKIIDvvxeVhLZu9c/Yl1wi7ukkOlo0RPO1gaCzqhEIm6sgOTk5TJgwgcGDB3Mmt19IYmIiixYt4uOPPyYq1KqASSQSicQvyBCjSs5///1H586dsdvt6PV6tmzZQuvWrYNtVuBJTfXMM6hooTo//yxW1wFiYjxDc0KdVq1g926xHR8vPAf5qxYlJ8NVV4lcACeKAk88Aa+/Xrpxv/1WiBGr1XWsUyfhNXD2l/AFk0lc5/yKPH26cIF56JBoEvfDD8Jj8d13nt6HCsp///3H8OHD2bNnT96xQYMGMWfOHGrXrh1EyyQSiUQSaKQHoZLTvn17Jk+eDIDVamXUqFHYbLYgW1UO5A8t2rEjOHaUluuvd4XCpKfDv/8G1x5vmTHDJQ4Afvyx8JKmCQnCY/Dyy67HVVUkZTdv7lt3a4cDRo6E227zFAdTpsCmTaUTByA6KLdo4dp/5RXX9okT8Oab0LmzEANPPw1btojntGhR6cYLEex2O2+88QZdu3bNEwdhYWHMnDmTxYsXS3EgkUgkVQApEKoAzzzzDC1zy3xu2bKFN998M8gWBZiXXvLscXDXXa6ylRUJ99juihBmdO4cPPWUa//mmz0bvxXG008LQeE+6dy/X/SsmD3buzGbNYMvvnAdi4iAv/4SOQdlZexY1/Y334heCj17QoMG8PjjsHlzwWtCuUJWCRw/fpx+/frx1FNPYc0VW+3atWPLli2MHz9eli+VSCSSKoIMMaoibNiwgR49euBwODAajWzdupXLLrss2Gb5n8xMz6ZW4eGe3ZMrEgsXwi23iO2KUH2pfXtXHkFMjKj8k7/HQFE4HHDvvQU7F195JSxdKlbz87N4MQwbBmaz61irVqJLclxcaZ5BQU6dgnr1XGFG3rBiBfTt65/xy5GvvvqKBx98kLTccDZFUXjyySd58cUXMXiT2C2RSCSSSoP0IFQRunbtyqOPPgqA2Wxm9OjReQ2OKhXNmnnu//dfcOzwB8OGgV4vttPSYOfO4NpTHB9+6Jlk/N133osDEGFGc+aITtLuia+rVkG1auK4OxMmiIpI7uJg/HjxGpVVHKSmCqEyaJDwFPi6hlLBegGkpqYyfPhwhg8fnicOGjRowF9//cVrr70mxYFEIpFUQaQHoQqRk5ND27ZtOZBbfnLGjBlMmjQpyFb5kTffFGEfToYN86xmUxHp2RPWrRPbd9wBX30VXHsKIzlZJO864/+vvRZ++aX09zOZRKnXlSs9j48YAW+/DVdcAbt2uY4bjSJB2Nk7ojRkZIjE8G++ER4L91wGX9DrRflWrbb0tpQjK1eu5J577uHEiRN5x+68807ef/994vzlhZFIJBJJhUMKhCrGmjVr6N27N6qqEh4ezvbt27m0ElRcKVBxxmgUxyo6X38Nd94ptuPjxWQ81Oja1dWrITJS2OiPVedPP4UHHih+st64MaxfL8qkloazZ+GRR0QytT8+L82awb59Zb9PgLFYLDzzzDNMnz4d509AbGwsH3zwAXc6P28SiUQiqbLIEKMqxhVXXMFDDz0ECI/Cvffei8OfTaqCxWWXeYaCbNgQPFv8yW23uUJ1UlLAreRkSPDFF56N3L76yj/iAGDMGDh+XFQ1KoyRI0UzttKKAxDJ3wsW+E9MVoDwot27d9O1a1feeOONPHFw5ZVXsn37dikOJBKJRAJIgVAlefXVV2nUqBEAq1atYtasWUG2qIx89BEcO+baHzQIchvEVXg0GujQwbUfStWM0tPhvvtc+/37i/Ks/iQmxjPp3J1//y194vZrrxUshesPGjf2/z39hKqqzJw5k44dO7I1N19Er9fz+uuvs3z5cho0aBBcAyUSiUQSMsgQoyrK8uXL6d+/PwCRkZHs3LmThhWxFKjNJlasnR9jvR4sluDa5G+++EKslgMkJnqWcA0mvXvD33+L7fBwYVdpew4UxqZN0K+fZ4M7RfH0FBkM8OWXwtPiLT/9BDfeKLajokTeyvPP+2yeQ9FwPq4OSTUv5UCDdlyIr4v9koao1Wvkmqqg0SjExhpp0rQalzRMoGatKPT68s9POH36NKNHj2bp0qV5x1q0aMH8+fNp3759udsjkUgkktBGCoQqzH333cfHH38MwIABA/j9998rXp3zZs1EmImTdeuge/fg2RMIHA4xEXZWnTpwoPhOvXv2wMmTotRmoJJlv/kGbr/dtb9ggW+T9JJ49VXRI8H96+mmm8Q4d9whSsC6M2SIyCNwVn0qijNnoHVrT5E1YYIIDXrkkRLNygyPZU27a9nXsCMmQyQ2rZ4cYySgACpKRDjoPG1QVRVVVQkL16PXazEatdStF0fffk2oXiOq0HH8yY8//sjYsWO54PacJ0yYwOuvv054eHjAx5dIJBJJxUMKhCpMeno6rVq1IikpCYDZs2czZsyYIFvlA/Pmwd13u/Z79xZlMSsjnTqJTr0Ao0aJkqBOVFWU91y4UJQXdeYpPPMMvPii/23JzhalR3NyxH6vXrB6tX/ubbHAgAGe99NqRRiZ+2fz55+FQHHaAKK86ZIl0K1b4fdWVSEk3FbRASEq9u4V1+bm53hcBhyr3ZwVnW/jbGJ9ssJjQVUpVEpHRYKmZFHmcKhEROqJjQ2jd5/GtGpdC63WvxGfmZmZTJo0idluDedq1arFZ599xqBBg/w6lkQikUgqF1IgVHGWLl3K4MGDAYiJiWH37t3UrVu32Gt2797Nu+++S/v27bnPPQa9rMyfL0I9hgyBt94S8fdFkT+0SKcrfWnKisDs2a6uvtWri+o7W7cKUbBwoeg+nJ/bbxdVkEri9GkhJJo1E70ESkoyHjAA/vxTbBuNYjU+yg8r4bt2CZHnXqmpenXhFSrMY5KZKfIe8iekP/SQ6Hicn/ffL1QAAKJS1Pz5MGuWqJyUy/YmPfiz2+1khcdi1oejUMLXZUw0FC4dCkVVVXQ6DRGRBjp1rseVVzXxi1DYsGEDw4cP59ChQ3nHbrzxRj755BOqVatW5vtLJBKJpHIjBYKEUaNG8fnnnwNwzTXX8MsvvxQaamS1Wvm///s/nn/+eSy5cf6HDh2isb8SM2NiXPHmNWrAr79C586Fn9u6tWfjsOXL4aqr/GNHKGKziW7CzjCjBg1EhZ/imDoVXnqp5HtPmiT6C4B4XT/7DDp2LPxc9/h9gM8/F/0JysrMmTBxogincjJwoPgMlNRw7e23RR6Be+O/hg1FH4VLLhH7e/aIZO/iqhX9+6/oBj17NlkPP8a3/R/mRK1mWHRG76b8GgWiikioLgFVVdHqNCQkRnDHXe2pUcrQI5vNxrRp03jxxRfzGiFGRkbyzjvvMHr06IoXQiiRSCSSoCCrGEmYMWMGtWrVAuC3335j/vz5Bc7Ztm0b3bp143//+1+eOADYu3ev/wxxT0Y9dw66dBGTz/xlWH/4wVMcdOlSecWBqsI//8DkyZ4elZLEARTsKl0U7k3HduwQfQ2mTCk4mTaZYPhw137XrmUXBzab8BhNmOB6nzUaMelfutS7bsyPPAKHDrnEAMDRoyKv4J13RNjS8OEllzKdPBmA7Z2GMHPCFxyq3wart+LAaXcpURQFh13l/NlMZn/4D8uW7sfh8G3t5tChQ/Tq1YvnnnsuTxx07dqVrVu3MmbMGCkOJBKJROI10oMgAeCnn37ixtyV4fj4eHbv3k2tWrWwWCxMmzaNV155BZvNVuC6Dz74gAfcQjJKzbFjYtW3MBISxMr1FVeIfa3WNZnUasUkszLhcIjmXwsXik7Qbl1ufWL9+qLj8d1p3rzwEKXmzUWuQ48eYv/aa+G338S2wSASfuPjS2cbiEl9jx5CDDqJjxf5B5dfXrp7jh8PH3zgeaxOHTh1qsRLrVoD819exPFsHRazHcVm88xxKAmDHsLKnvTr9CYkJkYwYnQnYuOKv6eqqnz22Wc8/PDDZGVlAaDVannmmWd4+umn0XkjsiQSiUQicUN6ECQA3HDDDdxxxx0ApKSkMH78eDZv3kynTp144YUXChUHAMe9Wcn2hs2bi34sOVkkwt52mwh9cfcoLFrkn/FDgY0b4eGHoX59IYbefrv04gC88yCoatHeiH37hB2PPiqSgp3iAODdd8smDr74QggQd3HQq5cQHaUVByDyDNauhdhY1zEvxIFJH87HN73MoZPZWC0Osdqu14vyrd4uvCv++Tp1ehPOnc3k4w/+4eKFrCLPvXDhAjfffDNjxozJEwdNmjTh77//5rnnnpPiQCKRSCSlQnoQJHlcuHCBli1bcv78eQA0Gk2JXZbvuOMOvvrqq7IP/uyz3sXLu9OmDWzbVvaxQ4HffhMr9P7C234J585BzZoln+fef6BNG5EgXZqQFYdDCD33MqWKIt77p5/2/X5FYbHANde4kqmLwWQI56ObXuFCXG5yfv5SpTar8CSU9E0ZHl5ymVUfUVWV6Ggjo8d1KVAS9ffff2fUqFGcPn0679iYMWN46623iC6quZxEIpFIJF4gPQiSPKpVq8bDDz+ct1+SOAA/ehD27fP9mvXr/TN2KHDmjH/v522XYG/fP/d1hO3bRXlZLz4fHiQliTAyd3EQHS3eR3+KAxAhUF4IH6vWwOyhL3I+3q1yl8mMhxrQeelJKEMOQlEoikJGhpnPPtlISooId8rJyWHixIkMGjQoTxwkJibyww8/MHv2bCkOJBKJRFJmpP9ZAkB2djZTp07lbWc1Gy8pSiBkWc1cMGVittuw2u1oFA1hOh1ReiPVwqIKJkweO+a70TVrioZdQ4b4fm2ocffdIs/il1/KdBtVB/Z4oENN1FThXVG04SjaCDThdVDyh8GUVuDNny9CgXITe0tk4UJRStS9FG3HjiLfwJ/dl518/bWwsRhU4Ivr/sfZhPoo7t4Bh0PYqXcr96rTQzjFexI0gUkCVhSF9HQzcz7aQO9+MYwceTe7d+/Oe3zgwIF89tln1K5dOyDjSyQSiaTqIUOMJKxatYoxY8Z41Ez3Fo1Gw8WMNA5kXGDj2aOsP3OY01lpZNss2FUHjtwusoqioCgKWkXBoNGREBZJ28S69KxzKa0T61K7ZZvST1YHDhRddMPCSnd9qGA2i27B7rH+xaDqwFYPLE3B0lrBVhvUMFC1QFwsROeGpCgaUDQoigHFEIs+5nIMNftjiO+EdvYvKI8+Xjp7FUUImmuuKf680aNF6VR3Jk8W3ZIDwfHjIgwqLa3Y09a3HsQf3Ydj0xbS90Gj5PZ2yDfpLyrcSAGiY8pidYmYzWb27FvLr0umAxAWFsYbb7zBQw89JCsUSSQSicSvSIFQhcnIyGDy5Ml8kL/qi5foG9Yi+roeNO7eAQsOsqwWtLlCoCRUVcWBik7REmMII37vfsb8vpHrNu4lzGYv8foCRETAl1+KCXZFxmyGYcNg8eIiT7HVgMwbFCytQTWCIwIxYVXdprPhEaAv6CAUf+4qoKDRx6EkZxH+00Ui/wBNZins1WhELwT3jtZOLlyA7t3h4EHXsfBwIYD69i3FYF7gcEC/fqIHQjGkRiXy4S2vkRUWU3TkkNEo/uXHZoOcbE+RUIYeCCXhUB2YcnKw2exYrTks/uNt4uJV5s+fT6tWrQIypkQikUiqNlIgVFGWLVvG2LFjOeZraI9eR0SPy4ns2w5tdARKuIHI8Ei0Om2Z7FHT09E6HMRnmrhy1xEeXLKBehfTfb9Rnz5iVdsfnX2DhckEQ4eKPgC5qBowtxfCwF4NHFF4CoL8REaBFx151ZxssNrQZoDuGER/r6I/XAqb77xTVDZKTBT7S5aI52A2u85p2VJUGIqLK8UAXvJ//wdPPFHsKSrw0U3TOFHzUjTFff0piM9RYdWJ8osERRH5FH7GarViMplw/5o2GmHqC9cQExPp9/EkEolEIgEpEKokM2fOZMKECT5fF97lMmKG9kYTHe5RwSY8PBx9Waq3qGpekzQVcCgK8Vkmeu86wktf/Um4xcc+BzExcPp0YGLbywuTCW64Af74A0tDSBuvYI8HVe9l1c3oGO9OzMrK60CsKqDJAd1JiHtPRZvio81168KmTfDaa0IsuPPgg6IEaSDZulU0zXPPcyiEYkOL8mMwFB26ZrVATm7zNT+HGKmqislkwur2XDQahfDwcDRaLS1b1eLOu9v7bTyJRCKRSNyRAqEK0qdPH1atWuX1+ZqocOLGDMFwSS0UY0EhYDQaMRYWiuEtNjtkF1LrXVWplZrJ658vpevBk77dc/NmkQRbgVEzU0l/ox2musdx+FCOH43Gew9KRiaontWIVAW06RD5g0rECh/GBWjQwDOXxGgUCcr+LOFaGKoKbduKTtDFYNPqePPu98kIj/PueSkIb0xRFYrcBBZRkaApmycNwG63kZOT49FJWa/XExYWlhe+FxamY9yD3QqUPpVIJBKJxB/IMqdVkGnTplGnTh2vzg3vfBnVp96NsVmDQsUBgOooo8Z0FJFzoCicjo/mwQdu4IkRg8gpJKa+UPr0qfDiwJLyLxfWXUlOhzTUaJ1vk3Rfym2qBUuVKirYoyHjDoXkZ4XnwmvcxUHjxmI/0OIAIDUVdu4s8bTtl/Yk2xjt/eup4hkmlR+D29+EtawdvVXMZhNZWdl54kBRhNcgPDzcI7cnO9vKX8sPFnUjiUQikUjKhBQIVZAePXqwb98+/ve//2EwFBFmoUDcyMHE3tkPTbQzC7ZwHIVMMn3CXvT1CpAVZuCXzs25/um7ORNXzIppQoIoFfrXX2WzJ8hkHfqYlLU3Yss6CqgiVMqXjrjeCoRi+hgoAAawXAoXX1KweNlWIY977oEDB6BGDR8vLCXx8TBzphCGxXhP/u5wA3ZfV/mt1qJFrE7vKm9ahj4IDoedrKwszGaL69Y6LZFRkYWG72k0CocPJWOxlCKhXyKRSCSSEpAhRlWcw4cP8/jjj7No0SLXQY1C/H3XY7ysAYoXyccajYaosiQFZ2eLpM8ScChQOzmTeW99S333BGadDp58UnTjDUCzqvIkY+9rZB98D4c1s2A1KC9fJ8LCROx8SRQV2pUPFdBkQewslbDtJd+WIUO8LtUaEFRVNJ7btw/27xf/37eP06cz+LTDaMz6cN/vqSi5ZWML8T2oDjFmKcOLLBYLZrPJ1YtOgTCjMVe8F+PrUGDItZfRvWfDUo0rkUgkEklRSIEgAWD58uVMnDiRXbt3kfDgjRgua4Di5WRbQSE6pgwVXDIzve7K6wBqpWWyYPo31EnJgEGDRLO0mMDWoC8PMva+RtaBd1FtWYWXilURlXNKEgneehysuTX9vUAFNNkQ976KseRIHvjhB1HFKISY/+W/7N55RrhNHXbxmfP4V8JXoVYjyrT6Ic8AQFUd5OSYsLm9nxqthvDwcLRejKGqKonVInnk8V6yD4JEIpFI/IoUCJI8rFYr1332KtvNyaD1bcIRHR1d+klKRgb48DF0KFA3w8x3fe6mWpfupRszxMg69BGZe17CYc0o/nX0RiREFZNU647ZXHx8fSFDa7Ig/k0VQ0k99WJjYcsWaNLE6/sHElVVmT5tJRkZxTxfVc0nGOzCy+L+2VQQAkxbtib0quogMyvLI3/HYDBgDDOi+JBxEh6u4/6HepCQWIErdkkkEokk5KjY8RgSv/LF/g2cilKIjospOjehCBxeegAKxSeNqqAJC+dk7URGn/uv7PkPIYAleROZe14uWRyAmKCGFzdBVXzIQfBtbUABHJGQOlERfRiKIy0NbrlFlGsNMGvXrqVbt27cfvvtLF682GNF3klqqglbSQ34FAW0WtDrRfWl8AjR2yAq0tVTQsW7MK8SsNnteeJA0ShERESIKkW+paOTk2PlxInUMtsjkUgkEok70oMgASApM4WbF39Eijk7b5Jqt9sxm8zY7CVPiCLCI9B5W2UoP+leNkTLV5Ner9HyYOsreaD1laUbNwRQ7SYuLO+KLeuobx4YFZGTkP+98aXEqbc5DfmHVsC4AxKme/HVcd99MGuWz2P4wi233MLChQvz9mvUqMHw4cO5++67adeuHYqisGP7ab79ais+Fm11QwWLRSTUG41lznVRUTGbzKCA0WBAydeMrXefxrRoVZPqNSKxWu2cOJbKH0v2c+GCZ86Iw6HSoVNdbrq1TZnskUgkEonEHelBkOBQHTy0agHJbuIAQKvVEhEZIZozlTAhKvVKvjeeB60WoqILNKyy2G18vmc9xzIulm7sECB9+1PYs0/4Hp7lj1CXUnp9FBUsTSGnqxcnf/QRzJ9fqnG8JTzcM+n43LlzvPXWW3To0IE2bdowffp0tm89Vtqnm4sCBmNuDkLZvzYVFMLCwggzhhUQBwANG8Wz8Z/jfPz+P3zx6WY0WoURYzqh13vmJigKnDpZio7jEolEIpEUgxQIEubsXsfhtPNoipik6vV6IiMjMRqLjo8udYiRvZiwD0URk+DISFcpSY+HFVLM2UxY9U2FDDWyJG/CdHIRIvW6FDhFgvuE1Rd/YJEhRiWLFdUIGXd5EWoEwouwZ48PhvlG/fr1i3xs586dPPnkkyxZvAaTKQer1Yrq9iJFRRl46bVBdOt5CQ8+3INnXxrAhEk9aXBJXMDs9YYvP9vCf1tOcu5cJmdOZ/DDdzuIiw+nTj3PZHxFUcjJtiIdwRKJRCLxJ2XLtJNUeE5npTF79xrMdluxq9iKomA0GtHr9ZjNZqxWq8fjhcV9e4XFUvhxo1H8KwGNonAk/Tyzd61l3OW9SmdDEFAdNtI234vDmla2CjQKQkBlZDjv7N11DkfBcxWNiLX34r1UAHsspN6nkPBmCWNmZcF778EHH3hnm48UJxCcGI2R2Gw2bDYbigl0ej16vZ5adaoB0LFTXX77eQ+ZmRYGX3sZt9zelhlvrPItPaYQevdpTO++jYs9570Za0hLKz5XIyxM9ELIybYWeMxmd5CWZiIurhTlWyUSiUQiKQQpEKo4729fycWcLLRehk1oNKIMo8FgICcnp+zJyfk9CDo9hIcJ74GXWOx2vtq/kTEte3r9PIKN6fSv2E2n/VOeUlFEYq3VKl5Tm63kMqf5qxcZjCLHIyvT+2FVsDYBewJok4s5UaeDKwOXJ1KvXr0Sz9EortAcVQWrxYrVYiUhwYDN5mDu55tJTxNidfkfB3hgQg+iY8K48+72aDQKGo3C+rXH2LIpCYCwMB0j7+1c6GPubNpwgp07zhRrW7GVlRBv75BrL+PY0RTOnS34/qgOFbOp7InTEolEIpE4kQKhCmO221h5cn+RoUXFodVqiYqKwmw2Y7PZCMuXH+AV+WvwR0aKfAMfURSFZFM2K0/up1/9y3y3w49YrVbOnz9P7dq1i538Z+1/E9Vu9l/9eqdAgJJzC2x217koEBEuJvFms48VpcARDZnXQOxct4NNmkD79tCunfjXsSPUquXTfX3BGw9CUT096tSNY/vWJJJOXECr1aLX6zHliNdGUeDTjzZgtTrQ67VMmNST3bvOkpNtxWy2FfmYOzk5VnJyCq76+8K1N7SkRq1oZn/4T6GPOxwqVmvFC7GTSCQSSegiBUIV5tcj20k2F9GUy0uMRiNGL0KBCsU9lCU8vFTiwInZbuWDHSuDKhBUVaVv376sXbuWnj178vzzz9OvX78Cr68t8yD27OP+bW6l0wkPgMMhxEJxWNxWrMPCxLUO1aeeCICYQSsK5n5RqF2eR2nXCdq0KfemdSUJhMKSgJ3UrR/Hpn+OAqJql91up3rNmmRmmLlwPh29XpT71ek0oLgycFSVvEl5/sfcKWuI0TXXt6D5ZdWZ/dFG0tMLf39UVS2bJ08ikUgkknxIgVCFmb17LXaHIzhdWN1XqnW6kie1JaAoCicyUziRkUz96IQyGlc6UlJSWLt2LSBq8w8YMKBQoZC593UclmQUxT8defPw1ovjXE3X6cGgF6IiK6v4a5w9AjRakaeg1YJGI3ojaPSY+tYmvMEVZTK/tMTHxxMREUF2dnahj6uqo1DPiF6vpXr1KBS3BHhFgSv7NmPjhqPk5JgwGrU8MKEXCYmR/L54H9luHoKwMB1j7utS6GNOyhJidM31LWjZqiaffryR1JSiO15rNAo6nZ8/SxKJRCKp0lSMgG2J39mXcpbzOV405goUiiKaUEVEiH9+IMWUzaydq/1yr9JQWCUZp1Do1asXf/75Jw5bDpbzq/wvDnwhLEz0SogIF16crKx83YIVIR6MRvHeREW73qswoxBzbiE7qt1C1sF3gvBEXNSpU6fYxwurclW7TiwAnbpcQsNGidSsFc2IMd0Jj9Dzx5LdAJhMNt5/Zx0z3lhFm3a1iYxyNRAs7jEnOTlWki9mF/vPUUg1qWtvaEnb9nX4bsE2LGYbUVEGoqIMwluRD0WjoNPLr3KJRCKR+A/pQaii/JW0l1RzDrpgJvUqSsnJtD6gURS2nDvut/v5E6dQuGdYW166MxlDsBd8ne+7e96BVivEg4+hXoqi4DCfEzkV2lKGmxWBqqqkpKRw4sQJkpKSOHHiRIF/SUlJmEsIj7LbC67u160Xx9kz6Sxfto/RY3sQFq5n754zvPfWX5hMVoxGIwaDeD5ZmRbOnM6gYcN4du0863Gf4h4rLV27NwBgzH2ezSZ++G4H/2056XFMo1GIjvbv6y6RSCSSqo0UCFWUdWcOow2W96AUdKpxCWNa9qRVQm1qRMQwfuXXLE/a63GOoihkWE1YHXb0mmDPwAvHYNqGNUfBqugwGo3BDw3R6115C4WEKIU3HE1EozFoI0Scvy1jL5l738By7k+P81S7CVvGHvRx7XwaPj09vdAJv/t+UaFDvpCZeZGY6Boex+rWi+P0qTQ2bzzG5o3H8o7r9TqioqKIig7DarFjsdgxGnU0bBTPpn+EAI2MMhT5mD94ZvJSr881GHSEh5ctRE8ikUgkEnekQKiinM4qY/39ciZcp2dvyhm+P/QvM6+8o8jzTDYbB1PP0yIhcFVzykKPVgoOB6jYyM62odUGWSgYDOJfEThMp8jY/Tz2zEOAQniDO4jv9hUX/+qNLcMl0ByWVCwX//EQCFlZWUVO+p3H0tPL1gU4NjaW+vXrk5OTw6FDh4o870TSTurWaSXyEXKpWy+OXTtO5e0rGtHdWK8Tk+24uHBuGNYqt+Kuwj/rjnM2t8xocY+VJ6qqEhMjvQcSiUQi8S9SIFRBcmwWMq2Fh2RUC4tizc1P8MqmJQxt0o4msdU4npHCcxt+4d/zwQvf+fvUQf4+dbDE8zKsOWy9cCJkBUK96p7tyex2IRQMkXVpeNMJ0rdPJrzBneiim2HLOkL61klYkwsvb1kemM94rmRn7nmZiEZj0CV0xpK2G4eqojocOBwO1i/9P95e8mueAEhJSSnT2JGRkdSvX7/Av3r16uVtR0dHA/DJJ58wbty4Iu+VdGo3VqsJnc4lhurUiWXZUpFroDfoCTOGeYjmk0lpfPDuukLvV9xj5YmqQqPGwUnKl0gkEknlRQqEKsju5DPk2AqvzX5ZvJhY33Rpe17ZtJgLpiymdBzE9J430f/Ht1G97dRbBPe16lVix+Nrf3mf09lppRxBYc3pg9zRrHMprw8cYQaIKqLZrS72cgCM9e8kZeuTKLaLxLSeRlynTzj/Rxu87pBcBJHNHiWy2aPFnnNheTccOaLZl8PhcE3+8/6vEFl/GGgjSD2+Akum54q5mn2Y334rehXfnbCwsAKT/fwiIC4uzmsvV0mlTs+dP4LV5ikQnnpsERqNQkREBDo/5sKUJ3qDhkZNEoNthkQikUgqGRXzV1FSJo6mXyDTakJXSJz+ZfG1sNhtjF/5NSezUgF4Z9tyvh9yPzUjopl55e1oFQ1ajYa5ezfw3cEtede+1/t2utRsyD9nDjPx728LHXvBgc0sObarWPvO5WSU+rkpwPGM4tr6Bo/aCaAv4i/OGN8W1W7h5IobsGUdQ6vV4eDF/2/vXoOjKtM8gP/Ppc85nb53h04CMeESQkAlEVgQuchN3GGUEncu3i/jWM6U6+iOWzXrbNVsOfNBC7d2Z8aa0XEQZ9WZcS1LUcbdcvDCCoMuOsqCRBABQQkkoUk6Sd+7z7sfGlpDupMQkpzu5P/7AvQ5nfN0mk7e57zP+z6oWLUNsn0ifPOfBWQVkBREDz6O2JGnAQCyfRK8c38DWSuHEBn07F+PRMvLfb5+9PBGxI+9VDA2UwCRU4eQSSd7leEAgOa9CDVf2wFJMWCme3B867VIhj/u8zXspytdbDZbr4F/viQgEAgMa4nbQAlCKhVDKhWH3fiyR4OmadANHfk7GJQGQ7dhUvXo9p0gIqKxjwnCONSdigMFBkUz/ZXY8vnHueQAQK4cSZYk3PTnpxDPpGBXbNh89d3YcrQZncnsHu3P7H8XLx78ANdMbSp47XAyhnCy8J7uQgik0+kBGz+l0qmCO9ccO9aChx56qN/nj4SBFtPadUAuMBbV/Y3oPvoi0pHsYtlMJo1od3ZHnHQ6g9D2NUAmBkkpQ2DFO4i3bIZIdQBmGl17HkA6vAeyHkRg2VacbN0Ckekdi0h1IpPqLBhbMplEOpW/WVeyaz+O/OkSyDYPXLXfQOWi3+HYllXI9OyDJMuQJQmSLKPG7cfx4zsRDAYhj/LuWIPppry3+U0sXHAdZEWG3TCgKKX9408IgWClE4bBBcpERDS8Svs3JA1JNJ0seKzBV4lNh3b1eqyp/AKcikdwPNKVKzHSFDWbYnzlLvDO1s8wv2Jyv9ceTInRsj8+jGOxzn7PSacKJwhftHbgxz/9j36fbwXNlu0xlo/ua0LXoad7PWZMWIh0vB09oQNwuZzZO+6ylv3z9PfdTLTCTLSe/ntbtgGb5oOI9U4QBlNi9Pnm2UhGjuYG/LIkQZZlSJIM2TwBKdWG5MGHka64FOUX3Yeu//uHXs+XNRsmVAT77Vw8UtxuN1wuF7q7C88+7d33BpZdfgN0zYFCCXIp0XUVK1bVWR0GERGNQUwQxqFCJRW6oqLW5Yf8lQGeBAm3zLwUmw7tgoCAy2bgmdW3o9blxyMfbEFn4ty2oByoxCiVSuFE5Px2tjnfev2RIkT+yCTFgOaeflbzNAm+mfei62A2aZBsXgSWvArVMRXde38CkexbRqV6GgFJhhk71ufYQCVGAKDLYehO58AvRJL76Xdg3cD7ggsuQHNzc95jc+bMwZNPPok9uzLY19wGK9t/DAchBBxODbWTfVaHQkREYxAThHHIacs/uKv3VkAAWDtlNv73xCF0JeP4QeMKuG0GHtuT7VDcnYrjmlcfQ8Bw4NGl1+G1o3sRikcGfe2BSowAwCiz9+lKXKZqqHV/uRhzWqASc1MxdCaiOB7pvaC5YpofG17uW4c/0rq6unDzzTcXPJ5IAZk8lVO692IAAq4pNyJ6/E2YqU4EGh+ErHnR1fwwnE4HkA4j9NZiyPoEeOc/g3jLyzAT7bmvIdm88Mx9HF277s177YFKjApxzvoJEq2vw4x9AUl1wqj+BrTyxejYcW3fkyXF0q1z8yUIuq7jwQcfxP333w9VVRGc0IUjh08hkchYFOXwkGUJCxbWlNRWxUREVDqYIIxDbs1AvnHFTF8lDodPYkPzdvxy6bfh1Axsb/kUN2956vS6hS+F4hHs6ziBecFavHY0/13boVLydPJtqqjB01fcnvv3P8//OgDgpYMf4oF3NuUeF0Kg3BfA2qvWDmtMgxEKhfo9Ho1ne5KdTfc3IRneh1N7H8HEZS9AtnkQO7EFp7ZfBcOWAvDl7W4z0Y50+CPYAguRaHkl+6CswbfgD4gc+DlSp3YO4ytCNiGZ+zhkvQJmugvp8F507LgWyfatfU+WrG36dvY6hCVLlmDDhg2or6/PPTZxkhtenx0njneX7OA6O3ug42/mD7zugoiIaCiYIIxDdZ4g3DY7IuneNfwzfJX4pLMVrxzejVcO7+7zvIDhQDydQiSdhNOmY15FLZ478N6oxLyz9TM0PPsvA54nIDDdGxzwPCu0hIB0nhvXuq8Ric496D70e8S/eB66pkP+ympmWZ8AkYlBpHsgqW7Yyi9D9LONueOeOb9G8uTbiH/+n8Mec9eH9wzqPCEEJHUQ5UkjaN26ddi4cSPKysqwfv163HXXXXkXS3/rhib89rF3EYumSjJJ0DQFV/5tPTSdP76JiGhk8DfMOFTnDUJX1D4JwkxfJd46tr/g8yY6vPjpgqshSdlVDL/fvxOfdLbljm9ceQsafJWwqzZsXfdD3Lfteew6+cVIvYy8JMhYXFWcCzfTGaA7CgTO2pVS9zcidvy/4XQ6eyUGZyj2C+C+5BfI1vdLiB56Aumu0w2+/JfCmHQt0l17oVdlZ1XCf70rd3z0CNjcs0b5mr2tWbMGR44cgdfrhbOftRTBoBPzF9Rg+7bDMDPFuV6lECEEJlV70DR3ktWhEBHRGMYEYRzSFRVOTUco3tPrDmq9N4jHP3q74PP2hI5h3X89XvD4d954uuCx0eLWDMwur7Y6jII+bQGmVGUXLAMSbJoNuu9ixA7+PG9yAACpzg8Qeiv/zk+pU++i9eUi6KQrSdCCq6yOAtXVg3vvV1xRh+bmVrS39pTMLIIQAk6Xjm/f0FQyMRMRUWkq8b08aKimuAJ9dtSZ9/xDeLvlgCXxDBddUTHZXQQD5gK27xGQIMGmaXA6nbAbBtperUGydYvVoZ0X2eaFzT/P6jAGTVFkXH/TJbCX2fosiC9WttOlRU5XoR2kiIiIhgcThHFq0cS6Ph1zS50QAh7N6LVNazFRVRVTG/8OZe4K2A2j4IxBKZJkHaqrfuATi0gw6MSq1dOhG2rRJwmKIqFhZpClRURENCqKcyRFI25ldQP8hrWLSoebgMDy6garw+hDVVXceeedOHDgAH72r89B1T1FPyA9F0KYUMpqzurjUBoWLKzF4qVToGlK0b4nkgRMnRbAN69rZGkRERGNCiYI49QkpxfVTl/RDoqGwm84cfushZZdX1XVPv8+kxg88cQTmDx5MiRZhTFpHYq1mdtQyIoDjoYHrA5jyJavrMPCxZOh68U3kyArEqbWBXDjrXPG1IwTEREVNyYI49jdF18OQ7VZHcawMIXADG8FAhbOing8Htx2223weDx9EoOvckz/AWS93Jogh5kQApIegB5cbnUo5+WKK+uxfFVd0ZQbCSGgqBJmzgriltvnQVH4o5qIiEaPJIrhtyFZImOaWLHp33EiEi750oUyVcOGlTdjzoQaq0MZlNC2ryF58i+QinS9xGAJAM6GB+Bq+JHVoQyL/fva8cqLHyHcFUd2M9/RJ4SAw6FhybKpWLRkcsl/NomIqPSU9uiEzosiy7hmSlPJF7sIIRAwHLikvHQ6yzobfgzZ4sZiw0HRAnBMvcvqMIbNjIYJuOeHS3DhRRXQ9NFdl3Bm1mDiJDe+d89lWLx0CpMDIiKyBBOEce6OCxchaHcVRVnFUJXZNNzbuLKkBlNa+WIozqklvpOUDL3q65A1r9WBDCvDUHH9TXPwreub4PEYADCinw8hRG7WYNXqenz/nsvg89lH7HpEREQDYYkR4bUje/FP72xCLJ20OpRzZgoTi6rq8NSqW60O5ZylI58h9D/LYSZOlVRyA2QHtaqjFuUrd0JSDKvDGTGJRBrv/uUI3n/vc0R6kkgmM8P2XgkhoCgSHA4NDbOCuHz5NHi8TAyIiMh6TBAIAHDnm8/g7WMHSmqgKoRAud2JP111N3yGw+pwhqTnk39Dz76HAbO0kjNJdcN32QvQ/POtDmVUCCFw8NMQ3nr9U7S3RxCNfPl+nctn5sxsgb1Mg9utY8nSKbi4qQqqWnpbxBIR0djFBIEAAJ2JKK7a/Cu0x7pLJkmwqzb8bMFaXDVlttWhDJkQJkJblyLVubuEFizLsNfeCM8lj1odiCXC4Tg+2deGTw+E0HqiG4l4Gum0iWgsBWEKnPn4CJHtYWAYKmw2BZquwh8ow7S6AOobJqCiwmXtCyEiIiqACQLlvHakGQ+88xIiqURJJAmLqqbhyZW3WB3GeSulUiMhTKjOqShf8e6YLi06F5mMifa2CNrbe5CIp5BIZGCaArquQj+dFFRWumDTOEtARESlgQkC9fKr3Vvx273bEc+krA6lICEEZvqr8Mcrvwv7GOnjkGh7E53v3Q4z2Vm0SYIQJhT7RASWvg6lrNrqcIiIiGiElEpNA42Su2cvwzfr5kJXiqNh1NmEEJjqmYBnV39nzCQHAKAHV8DT9EvINneRft9NKEYF/Is2MzkgIiIa4ziDQHk98sEW/OGTnYgWWblRvTeIZ1ffAbc2Nstb4i2bEf7w74tqJuHMzIF/0WaorulWh0NEREQjjAkCFbRh73b85qO3EU7GIVs4WBVCQFdsuDBQhY0rbx1TMwf5JNq2Ivz+d5FJtEKSrK5bl6CU1cK/eDOUstJpREdERERDxwSB+tV86jju2/Y8vujpQMY0R/2utikE/HoZvnfxUtzasLBo7qqPtEy8FZ3v3YZ0x4cwM7FRf91CCMiaB0bVWrgbH4GkcH9+IiKi8YIJAg0oZWaw/q9/xqZDuxBOxkZlNuHMrMF0bxCPXn4dJjo8I37NYiOEQOzos+hpfhCZ+GjOJkhQ7NXwzNsALbBglK5JRERExYIJAg1a86nj+MftL6A12oXuVGJEEgUhBBRZhk8vw50XLh5XswaFZOKtCL9/B1Lhj2AmQyOSKAghAAlQtHLolWvgblzPWQMiIqJxigkCnRMhBHaHjuEXu97Axx0nEIpHIOHcusnmYwoBt2ag3HDijlmLcPWU2TDG+FqDc5WOHEbPvvVItr0BM3kSwsyc9/ddCBOSWgZZC8BecwMc074PWfMPU8RERERUipgg0JB1xCP43b53sPnwHkRTSUTSCcTTKciS1O/AVQgBAQEJMjy6AU1WcWFgIu5tXI5Z/omj+ApKk8jEED36HKIHfw2R7IDIRGGmugBJ7rcbc/ajnv24yzYvJEWHUlYDx4wfQa9YVUKdnImIiGgkMUGgYdGRiKI51IIdJw7hvdbP0B7rQdJMw/zKfy8JElRZhlszMNNfhcVVdWgsr0aNyweZg9MhEekoUuHdSIZ2INm2FZnoEYhMDBAZCADZNE0CZAWS4oTqmgE9uAI2/3yo7pmQZM7SEBERUW9MEGhEmcJEIpOBTZahylZv2Tl+CCEAMwFIMiDZxv06DiIiIho8JghERERERJTDug4iIiIiIsphgkBERERERDlMEIiIiIiIKIcJAhERERER5TBBICIiIiKiHCYIRERERESUwwSBiIiIiIhymCAQEREREVEOEwQiIiIiIsphgkBERERERDn/D2chVDIO/xhOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_disjunctive_graph(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",
    "    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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",
      "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       1.0          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       1.0          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       2.0          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       1.0          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       2.0          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       1.0          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          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 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       2.0          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       1.0          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          0.0\n",
      "jobs:\n",
      "   IsReady  EarliestStartTime  Duration  IsScheduled  RemainingOperations  IsCompleted\n",
      "0      0.0                2.0       0.0          2.0                  0.0          0.0\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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4RlUBsrKyREcgIpUxgdMPkWvsV8hT8IqqAgQHB4uOQEREHoT9CnkKFqpEREREgu3evRvh4eGcseEfeOtfAQoLC0VHICIiD3K79Ct3rVzmts/a+/Bw2e956qmnkJ2djWXLqi7nsmXLsHbtWhw+fBh5eXk4deoUAgMDq+zz3I1XVBXAZrOJjkBERB6E/crtw2KxoHv37nj66adFR6kSLFQVwN/fX3QEIiLyIOxXlMdqtWLatGlo2rQpatWqhf79++PAgQOljktOTkbXrl1Rq1Yt9OnTB8ePH7/heceNG4dJkyahdevWVRVdKBaqREQq44AGhxCKQwiFg0uoEqnCrFmzsHHjRixatAjbt29HVFQUHnzwQWRmZpY4LiEhAQkJCfjmm28QEhKCYcOG3dZXyFmoKkBOTo7oCESkIkUaHaZo4jBFE4cijU50HFIg9ivKkp+fj8TERMyYMQM9evRAo0aNMH/+fHh7e+Ozzz4rceyUKVMQFxeHpk2bYtGiRUhPT8emTZsEJRePhaoCeHl5iY5AREQehP2KsqSkpMBms6Fdu3bObQaDATExMTh16lSJY9u0aeP8OigoCPXr18fJkyfdllVpWKgqAH+gEBFRZWK/Qp6ChaoCcKk7IpLDW7Ljc2kDPpc2cAlVKhP7FWWpW7cujEYjkpOTndtsNhsOHjyIhg0bljh23759zq+zsrJw5syZUsfcTjiPqgJwqTsiksuMItERSMHYryiLr68v4uPjkZCQgKCgINSsWRPvvvsuLBYLHn300RLHzps3D0FBQQgLC8Prr7+O4OBg9OnTx+W5L1++jLS0NJw9exYAcPz4cfj6+iIyMhJBQUFV+n25AwtVBQgKCir11B8REdGtYr+iDA6HA3r9tVJr+vTpcDgcmDBhAvLy8tCyZUusWrUKZrO5xHumT5+O6dOn48yZM2jWrBmWL18Oo9Ho8jOWLl2KuXPnOl/fd999AICFCxfioYceqvxvys1YqCqARsPpZYiIqPLcLv3KrawW5U5XrlxBVFQUAMDb2xuzZ8/G7Nmzyzw2NjYWaWlpAICePXuW+zOeffZZPPvssxUPq1Aco6oAVqtVdAQiIvIg7FfEysrKwtatW7Fnzx506dJFdBxV4xVVBSgq4lgzIiKqPOxXxJo8eTIOHjyIJ5988objS+nmWKgqgL+/PzIyMkTHICIiD8F+RaylS5eKjuAxWKgSEamMAxqcQJDzayIiT8VCVQFyc3NFRyAiFSnS6DARPUTHIAVjv0Kegg9TKYDBYBAdgYiIPAj7FfIULFQVwNvbW3QEIiLyIOxXyFOwUFUASZJERyAiFfGS7FgubcJyaRO8uIQqlYH9CnkKjlFVAK4eQkRyaABEoMD5NdE/sV8hT6GoQnXdunVITk7GhQsXYDQa0bBhQzz22GOoUaOG6GhVymw2c11mIiKqNOxX1Gf37t0YNGgQTp06hcDAQNFxFENRheqxY8fQq1cv1K9fH8XFxVi5ciVeffVVzJ8/36PH22i1HIFBRESV53bpV0KKY932WVd1u2W/56mnnkJ2djaWLVtWBYmuXTl/8803sXPnTly4cAEhISHo06cPnn/+eQQEBFTJZ7qbogrVF198scTrCRMmYPTo0Thz5gyaNm0qKFXV41J3RERUmdiv3B5SU1ORmpqKmTNnomHDhjh//jymTp2K1NRUfPLJJ6LjVQpF/8pVUHBtDJafn5/gJFWLP1CIiKgysV9RHqvVimnTpqFp06aoVasW+vfvjwMHDpQ6Ljk5GV27dkWtWrXQp08fHD9+3OU5mzRpgiVLlqBXr16IiopC586dMW3aNGzduhV2u2c8aKnYQtXhcCAxMRGNGjVC7dq1yzzGZrOhoKDA+cdisbg5ZeXwlMvzRESkDOxXlGfWrFnYuHEjFi1ahO3btyMqKgoPPvhgqQffEhISkJCQgG+++QYhISEYNmwYbDZbuT8nJycH/v7+0OsVddP8lin2u/j444/x559/YtasWS6PWbduHdasWeN8HRUVhTlz5rgjHhGRMBKAFAQ4vyYiZcvPz0diYiIWLlyIHj2urSo3f/58tG7dGp999hkmTpzoPHbKlCmIi4sDACxatAitWrXCpk2bMGDAgJt+ztWrVzF//nwMGzasSr4PERRZqH788cfYv38/EhISEBIS4vK4QYMGoX///s7XGo06J2rJy8sTHYGIVMSq0WMMeoqOQQrGfkVZUlJSYLPZ0K5dO+c2g8GAmJgYnDp1qsSxbdq0cX4dFBSE+vXr4+TJkzf9jNzcXDz66KNo2LAhpk6dWnnhBVNUoSpJEj755BMkJydj5syZCA8Pv+HxBoPBI5aJ0+v1KCoqEh2DiIg8BPuV20teXh4efPBB+Pr6IjEx0SNqo+sUNUb1448/xq5duzB58mSYTCZkZWUhKyvL4/+xefLUW0RE5H7sV5Slbt26MBqNSE5Odm6z2Ww4ePAgGjZsWOLYffv2Ob/OysrCmTNnSh3zd7m5uXjggQdgNBqxfPlyj/t/r6grqlu3bgUAzJw5s8T28ePHO8drEBHd7rwkO97FdwCAiegOq0ZRP8qJ6B98fX0RHx+PhIQEBAUFoWbNmnj33XdhsVjw6KOPljh23rx5CAoKQlhYGF5//XUEBwejT58+ZZ43NzcXQ4cORUFBAd5//33k5uYiNzcXABAaGgqdTlfl31tVU9RPt9WrV4uOIERGRoboCESkIhoAdZHj/Jron9ivKIPD4XA+fT99+nQ4HA5MmDABeXl5aNmyJVatWgWz2VziPdOnT8f06dNx5swZNGvWDMuXL4fRaCzz/IcPH3Zegb3rrrtK7Pvll19czpqkJooqVG9XgYGByM7OFh2DiIg8xO3Sr9zKalHudOXKFURFRQG4Nhxj9uzZmD17dpnHxsbGIi0tDQDQs2f5Hpb8+3s8laLGqN6uPOHSPBERKQf7FbGysrKwdetW7NmzB126dBEdR9V4RVUBPP1hMSIici/2K2JNnjwZBw8exJNPPulyfCmVDwtVBVDrilpERKRM7FfEWrp0qegIHoO3/hUgMDBQdAQiIvIg7FfIU/CKKhGRykgAUuHj/JrI06l15UklU0ubslBVAC51R0RyWDV6DENf0TFIwTytX9FoNHA4HNBqeSO4MjgcDtUUqvw/rgB8OpOIiCqTp/Ur1apVQ25uLhwOh+goqudwOJCbm4tq1aqJjlIuvKKqACaTiQPfiYio0nhav2IymVCzZk1cvnwZkiRBkjjo5VZoNBpoNBrUrFkTJpNJdJxyYaFKRKQyRqkY87ETAPAM4lCk8ayrZ0RlMZlMqFu3rugY5GYsVBUgMzNTdAQiUhEtJDRCpvNron9iv0KegmNUFSAgIEB0BCIi8iDsV8hTsFBVAE8b9E5ERGKxXyFPwUJVAWw2m+gIRETkQdivkKdgoaoA+fn5oiMQEZEHYb9CnoKFqgKYzWbREYiIyIOwXyFPwaf+iYhUKAtG0RGIiKocC1UF4C0aIpKjUKPHA7hPdAxSMPYr5Cl4618B1LLeLhERqQP7FfIULFQVwMfHR3QEIiLyIOxXyFOwUCUiUhmjVIy50k7MlXbCKBWLjkNEVGU4RlUBuNQdEcmhhYSWuOL8muif2K+Qp+AVVQXw9/cXHYGIiDwI+xXyFCxUFUCv54VtIiKqPOxXyFOwUFUAu90uOgIREXkQ9ivkKVioKkBeXp7oCERE5EHYr5CnYKGqAFzqjoiIKhP7FfIUHMRCRKRCFuhERyAiqnIsVBWgoKBAdAQiUpFCjR73YZDoGKRg7FfIU/DWvwJIEudBJCKiysN+hTwFC1UF8PX1FR2BiIg8CPsV8hS89U9EpDIGqRgz8CMAIAEdYNNwvCoReSYWqgqQlZUlOgIRqYgOEu5CqvNrm+A8pDzsV8hT8Na/AvAWDRERVSb2K+QpWKgqgMFgEB2BiIg8CPsV8hQsVBWAS90REVFlYr9CnoKFqgLk5uaKjkBERB6E/Qp5ChaqChAUFCQ6AhEReRD2K+QpWKgSERERkSJxeioFsFgsoiMQkYoUavS4B0NExyAFY79CnoJXVBXA4XCIjkBERB6E/Qp5ChaqCsD57oiIqDKxXyFPwVv/REQqY5CK8TySAQBvoB2XUCUij8UrqgqQnZ0tOgIRqYgOErrgArrgAnSQRMchBWK/Qp6ChaoCmEwm0RGIiMiDsF8hT8FCVQGMRqPoCERE5EHYr5CnYKGqAMXFxaIjEBGRB2G/Qp6ChaoCcCwRERFVJvYr5ClYqCpAcHCw6AhERORB2K+Qp2ChSkRERESKxHlUFYBL3RGRHIXQ4V4MdH5N9E/sV8hTsFBVAA56JyJZNBoU8sc33QD7FfIUvPWvAH5+fqIjEBGRB2G/Qp7CI38lvyr9BzaHTXSMclPjkPevCpYjIyNDdAxZgoODVZcZUGduZq5iVivMzz0HLy8vXJ41C/DyEp2o3FTVzn9RY2YiT6GRJMnj1t9LT0+HzaaeQlWv18Nut4uOIQszu48aczNz1dIUFKB6dDQA4NKpU5B8fAQnKj81tfN1zFz1DAYDwsLCRMcgBeKtfwXw9vYWHUE2ZnYfNeZmZnJFje3MzETisFBVADUudcfM7qPG3MxMrqixnZmZSBwWqgrgcDhER5CNmd1HjbmZmVxRYzszM5E4HKNKRKQyah6jSlQWjlElV3hFVQGCgoJER5CNmd1HjbmZmVxRYzszM5E4LFQVQKPRiI4gGzO7jxpzMzO5osZ2ZmYicTxyHlW1KSwsFB1BNmZ2HzXmZuaqJZlMSD18GCaTCZLJJDqOLGpq5+uYmUgcFqoKoMbxtMzsPmrMzcxVTKOBIyQERQYDoKbcUFk7/4WZicThrX8F8Pf3Fx1BNmZ2HzXmZmb3YGb3YGYicVioEhGpjdWKwGnToH/6acBqFZ2GiKjK8Na/AtzrM0x0BNl+X9BedASi25bJasXRpUsBAJopU6CmOQZzcnJER5CNmYnE4RVVIiJyGy8vL9ERZGNmInFYqBIRkduosYBiZiJxWKgSEZHbqHExRGYmEoeFKhERuU1mZqboCLIxM5E4LFSJiMht1Li0JzMTicNClYiI3EaNS3syM5E4LFSJiFSm0GBA55enIefQIUje3qLjyGJV4byvzEwkDgtVIiKVkbRaXAgJRmFEBKBV149xNRZQzEwkjrp+whERkVNAQIDoCLIxs3uoMTNRWVioEhGpjMFux/NffgX9Cy8ARUWi4xARVRkWqkREKqMvLsbY776HfsECaOx20XFkyc3NFR1BNmYmEoeFKhERuY3BYBAdQTZmJhKHhSoREbmNt8pmKQCYmUgkFqpEROQ2alzak5mJxGGhSkREbqPGpT2ZmUgcFqpEROQ2ZrNZdATZmJlIHBaqRETkNlqVLVAAMDORSJX+N1mSJBw5cgQHDhyAxWKp7NMTEd32Cg0G9Hp+CvJ++kl1S6gWqXDeV2YmEkdfkTevXLkSJ0+exIwZMwBcK1JfffVVHDlyBAAQGhqKl156CRERERVPSkREAK4toXqqegQKoqIAlc2jWlhYKDqCbMxMJE6Frqju3bsX9evXd77+6aefcOTIETz00EN47rnn4HA48Pnnn1c4JBERlabGZTKZ2T3UmJmoLBW6opqRkVHiaunevXsRGRmJQYMGAQDuuecebNu2rWIJiYioBIPdjvHbvoU+LRMYPRowGkVHIiKqEhW6oqrT6WD/67bT9bGpLVu2dO43m83IycmpWEIiIipBX1yMyVu2Qf/aa6pbQjUvL090BNmYmUicChWqtWrVwq5du5CXl4cdO3YgNzcXd955p3N/eno6bz8QEZGTTqcTHUE2ZiYSp0KF6pAhQ5CSkoJRo0bhww8/ROPGjdGsWTPn/v3795cYw0pERLc3k8kkOoJszEwkToXGqLZo0QJz5szB4cOH4ePjg44dOzr35eXloUmTJmjbtm2FQxIRERHR7adChSoAREZGIjIystR2Pz8/xMfHV/T0RETkQTIyMkRHkI2ZicSplAn/T548iXXr1iExMRGXLl0CAFitVpw5c4ZzuRERkVNgYKDoCLIxM5E4FbqiarfbsWDBAvz888/ObW3atEH16tWh0Wjw2muvoV+/fhg8eHCFgxIRkfqp8SEfZiYSp0JXVP/73/9i3759GDNmDBYsWFBin9FoRPv27UsUsUREVHFWgwEDn5mEvO++g+TlJTqOLGpc2pOZicSpUKG6e/du9OzZE3fffTf8/PxK7a9ZsybS0tIq8hFERPQPDq0Wh+vURn7TpoDKrpxZLBbREWRjZiJxKlSo5uTkoHbt2q5PrtXCarVW5COIiMgFNY5DZGb3UGNmorJUaIxqSEgILly44HL/iRMnSiyxSkREFWew2xH//S7o8qzAI49wCVUi8lgVuqLaqVMnbN++HSdPniy1b/v27fjxxx/RpUuXinwEERH9g764GC9s+BqGF19U3RKq+fn5oiPIxsxE4lToiurgwYNx6tQpzJgxAzVr1gQALF26FHl5ecjIyEBMTAz69+9fKUGJiEj9tNpKmRXRrZiZSJwKFap6vR7Tpk3Drl278NNPP8HhcMBut6NOnTp46KGH0KVLF2g0msrKSkREKmcymVT3oA8zE4lT4ZWpNBoNunTpwlv8RERERFSpeG+AiIjcJjMzU3QE2ZiZSJwKX1E9ePAgvvvuO6SlpSE/Px+SJJXYr9FosGjRoop+DBEReQB/f3/k5OSIjiELMxOJU6FCdcOGDfjss89gNptRv379G86pSkREpNdX+PqI2zEzkTgV+pu8adMmNGvWDC+88AL/URARuYnVYMDDE5/Ax33uVd0SqjabTXQE2ZiZSJwKVZf5+flo3749i1QiIjdyaLXYG90AOXfeCTgcouPIosb5PZmZSJwKPUzVoEEDXLx4sbKyEBGRDGazWXQE2ZjZPdSYmagsFSpUR40aheTkZCQlJVVWHiIiugl9cTGG7doN3QcfALzFS0QeTCP98zF9GaZMmYK8vDxkZmbC29sbISEhpVbD0Gg0eOutt8p1vmPHjmHDhg04e/YsMjMzMWXKFLRr1052rvT0dFWNzxkROVl0BNl+X9BedASi25bJasXRZ18EAFw6dQqSj4/gROXn5eUFq9UqOoYszFz1DAYDwsLCRMcgBarQ4FI/Pz/4+/ujevXqlRLGarWibt266N69O+bOnVsp5yQiIuVQ42qFzEwkToUK1ZkzZ1ZSjGtiYmIQExNTqeckIiLl8PHxQWFhoegYsjAzkTiqflzfZrOVuMWv0WhgMpkEJiIiIiKiyiKrUD127BgAoGnTpiVe38z14yvbunXrsGbNGufrqKgozJkzp0o+i4iIKi4rK0t0BNmYmUgcWYVqQkICAOCzzz6DXq93vr6ZVatWyU9WDoMGDUL//v2drzkmh4hI2fz8/FS3tCczE4kjq1CdMWPGtTf9NcH/9deiGAwGGAwGoRmIiKj81LhADDMTiSPrb/I/b+FX1S19IiJyrUivx6ixI/HuPX0gGY2i48hit9tFR5CNmYnEUdSvXIWFhUhNTXW+TktLQ0pKCvz8/BAaGiowGRGRchTrdNhxR1NkxcYCtz4VthC5ubmiI8jGzETiVLhQPX/+PHbu3InLly8jPz8f/1w/QKPR4OWXXy7XuX7//fcS416XLVsGAOjatSsmTJhQ0ahERB4lKCgIGRkZomPIwszuocbMRGWpUKH6ww8/4P3334dOp0ONGjXg5+dX6hg5C1/dcccdWL16dUUiERF5PH1xMQb8sh8603KgZ0+AY/WJyENVqFD9/PPPERUVhRdeeAEBAQGVlYmIiG7AYLfjrRWrgBWroDl1CpKKCtWCggLREWRjZiJxtBV5c0ZGBrp168YilYiIykXOXTalYGYicSpUqNapU4djYIiIqNx8fX1FR5CNmYnEqVChOnz4cOzYsQMnTpyorDxERERERABkjlEta3lSHx8fvPzyy4iMjERoaCi02pK1r0ajwbPPPluxlERE5BHUuLQnMxOJI6tQPXfuXJnbQ0NDUVhYiPPnz5fax2VNiYjoOl9fX9XN8cnMROLIKlTfe++9qspBRES3ATUue83MROJUaIwqERG5X5Fejwnxw1C4bJnqllAtLi4WHUE2ZiYSp0KF6uHDh7FixQqX+1euXIkjR45U5COIiOgfinU6bI5picy77wb0iloJ+6ZycnJER5CNmYnEqVCh+sUXX+Dq1asu92dkZOCLL76oyEcQEZELQUFBoiPIxszuocbMRGWpUKF67tw5REdHu9xfv359lw9gERHRrdEVF6PPgUPQfvEFYLeLjkNEVGUqVKja7XbYb/BD0m63w2q1VuQjiIjoH4x2O95LXA7jY49BU1QkOo4sFotFdATZmJlInAoVqrVq1UJycnKZ+yRJwt69exEZGVmRjyAiIg+ixod8mJlInAoVqr1798aJEycwf/58nDt3DsXFxSguLsYff/yB+fPn4+TJk+jdu3dlZSUiIpXz8/MTHUE2ZiYSp0KPi3bp0gWXL1/GF198gb179zpXpXI4HNBoNLj//vsRFxdXGTmJiIiI6DZT4XlNHnjgAXTu3BnJyclIS0sDAFSrVg1t27ZFREREhQMSEZHnyM7OFh1BNmYmEqdSJuCLiIjAfffdVxmnIiIiD2YymZCXlyc6hizMTCQOV6YiIiK3MapsJS2AmYlEqvAV1QMHDmDjxo04e/YsCgoKIElSqWNWrVpV0Y8hIqK/2PR6TH3kQbzapRskla3prsan0ZmZSJwKXVH96aef8MYbbyA7OxsdO3aEJEmIjY1FbGwsjEYj6tSpgyFDhlRWViIiAmDX6fDFXW1x9d57AZUVqmocO8nMROJUqFBdv349GjRogDfffBNDhw4FAHTv3h2TJk3CvHnzkJmZifDw8EoJSkREJQUHB4uOIBszu4caMxOVpUKF6vnz5xEbGwutVgudTgcAzpWqwsPD0atXL3z55ZcVT0lERE664mJ0O3oM2s2buYQqEXm0ChWqXl5e0OuvDXP19fWFXq9HVlaWc39gYKBzyioiIqocRrsdH//7ExgHD1bdEqqFhYWiI8jGzETiVKhQrVGjBs6fP+98XbduXfzwww8oLi5GUVERkpKSEBoaWuGQRETkGewqvALMzETiVKhQbdu2LX7++WfYbDYAwODBg3H06FHEx8dj9OjR+O233zBw4MDKyElERB5AjUt7MjOROBWanuq+++4rMdF/69atMXPmTOdyqnfeeSeaNWtW4ZBEREREdPuplJWp/q5JkyZo0qRJZZ+WiIg8QE5OjugIsjEzkTiyC9U5c+bIOl6j0eDZZ5+V+zFEROSBvLy8VDd+kpmJxJFdqO7fvx8GgwFms7nMVaj+SaPR3FIwIiLyPF5eXsjPzxcdQxZmJhJHdqEaHByMjIwM+Pv7o1OnToiNjYXZbK6CaEREVBabXo8ZQwbhxY6dVbeEqsPhEB1BNmYmEkcjleey6D8cO3YMSUlJ+Omnn2CxWNC0aVN06tQJ7du3h8lkqoqcsqSnpztnIlCDEZGTRUeQ7fcF7UVHILrtJQ15WHQEokphMBgQFhYmOgYp0C0VqtfZ7XYcOHAASUlJ2L9/PxwOB2JiYtCpUye0bt0aBkG/6bNQrXosVInEOzpmPDIzM0XHkCUoKIiZ3UBtmVmokisVeupfr9ejbdu2aNu2LQoLC7F3715s27YNb7/9Nh544AEMGTKksnISEdFftA4H2v5+Brpdu4AmTYC/lrBWAzU+t8DMROJUaML/62w2Gw4ePIiff/4ZZ8+ehdFoRHh4eGWcmoiI/sHLZsPKdz+AsVcvaKxW0XFkUePSnsxMJM4tX1F1OBw4fPgwdu/ejZ9//hlWqxUtWrTAuHHj0K5dO3h7e1dmTiIi8gBqGpZ1HTMTiSO7UD1x4oTzQarc3FxER0fj4YcfRocOHRAQEFAVGYmIyEP4+/sjIyNDdAxZmJlIHNmF6ssvvwyj0YiYmBjExsY6Bz9fuXIFV65cKfM99erVq1hKIiIiIrrt3NKt/6KiIuzduxd79+4t1/GrVq26lY8hIiIPk5ubKzqCbMxMJI7sQvXJJ5+sihxERHQbMBqNqhs/ycxE4sguVOPi4qogBhER3Q7UuLQnMxOJU6F5VImIyP3sOh1ev68fptzVEZJeXT/GK7DGjDDMTCROpcyjSkRE7mPT6/GfHt2QHh8PGI2i48iiptWSrmNmInFYqBIRqZTZbBYdQTZmdg81ZiYqCwtVIiKV0TocaPHHOej27weKi0XHkUWrVV+3w8xE4vBvMhGRynjZbFg/fyG8OndW3RKqVpXlBZiZSCQWqkRE5DZqLKCYmUgcFqpEROQ2alxqm5mJxGGhSkRERESKxEKViIjcRo1LezIzkTgsVImIyG0MBoPoCLIxM5E4LFSJiMhtvL29RUeQjZmJxFHX2ntERAS7Tod3et+DCa3bqW4JVSIiOXhFlYhIZWx6Pd7p0wtp48erbgnVjIwM0RFkY2YicfiruAJ8mbcUWVlZomPIYjabmdlN1Jibmd2Dmd2DmYnEYaGqAGpc6o6Z3UeNuZm5ijkc0J86BV1gIBAeDqgou6ra+S/MTCQOC1UFKCoqEh1BNmZ2HzXmZuaqpSksRHj37te+PnUKko+P4ETlp6Z2vo6ZicThr1wKYLFYREeQjZndR425mZlcUWM7MzOROCxUFSAwMFB0BNmY2X3UmJuZyRU1tjMzE4nDQpWIiIiIFImFqgLk5eWJjiAbM7uPGnMzM7mixnZmZiJxWKgqgE6nEx1BNmZ2HzXmZmZyRY3tzMxE4rBQVQCTySQ6gmzM7D5qzM3M5Ioa25mZicTh9FRERCoj6fXIe+IJeHt7cwlVIvJoGkmSJNEhKlt6ejpsNpvoGERERFQOBoMBYWFhomOQAnlkofpk62dx+sBZ0THK7ZuLh0RHIAWz+B9Adna26BiyBAYGMrMbMLN7jIicLDqCx2sQE4XF+94UHYMUiPeMiBROjQ9FMHMVczigu3AB+txcwNdXVUuoqqqdiUg4FqpECqfGYSzMXLU0hYWo1r79ta9VtoSqmtqZiMRTz6/hRLepgoIC0RFkY2Zyhe1MRHKwUCVSODUuhcjM5ArbmYjkYKFKRERERIrEQpVI4fLz80VHkI2ZyRW2MxHJwUKVSOE0Go3oCLIxM7nCdiYiOVioEimcj4qe6L6OmckVtjMRycHpqYiIVEbS6ZA/YgS8vL0hcV5SIvJgLFSJFC4zM1N0BNmYuYp5eSF79uxrt9FVtrigqtqZiITjrX8ihfP39xcdQTZmdg9mJiJPxyuqRAqn16vvnykzVzFJgjYjA/ri4mvLp6roASVVtTMRCccrqkQKp8YlJ5m5amksFkS0aAHv2rWhsVhEx5FFTe1MROKxUCVSODXOO8nM5ArbmYjkYKFKpHBms1l0BNmYmVxhOxORHCxUiYiIiEiRWKgSKVxBQYHoCLIxM7nCdiYiOVioEhEREZEisVAlUjg1LjnJzOQK25mI5OCEdkREKiPpdCh44AF4eXlxCVUi8mgsVIkULisrS3QE2Zi5inl5IWvBAmi1WsDhEJ1GFlW1MxEJx1v/RArn6+srOoJszOwezExEno6FKpHCGQwG0RFkY+YqJknQFBTAUFQESJLoNLKoqp2JSDgWqkQKZ7fbRUeQjZmrlsZiQfXoaHiHhqpuCVU1tTMRicdClUjhcnNzRUeQjZnJFbYzEcnBQpVI4YKCgkRHkI2ZyRW2MxHJwUKViIiIiBSJhSqRwqlxyUlmJlfYzkQkBwtVIoWTVPZUN8DM5BrbmYjkYKFKpHBqnHeSmckVtjMRycGVqYiIVEbSamHp1w9GoxGSltcbiMhzsVAlUrjs7GzREWRj5irm7Y3Mf/8bOp0OKC4WnUYWVbUzEQnHX8WJFM7Hx0d0BNmY2T2YmYg8HQtVIoVT45KTzOwezExEno6FKpHCFavs1i7AzFVNU1CAGjVrwttkgkZl0z2pqZ2JSDwWqkQKp8YxfcxMrrCdiUgOFqpEChccHCw6gmzMTK6wnYlIDhaqRERERKRILFSJFM5isYiOIBszkytsZyKSg4UqkcKp8eETZiZX2M5EJAcLVSKF8/PzEx1BNmYmV9jORCQHV6YiIlIZSatFYffuMHAJVSLycCxUiRROjdP5MHMV8/ZGxvLlXEKViDyeIgvVLVu24KuvvkJWVhbq1KmDkSNHokGDBqJjEQlhMpmQl5cnOoYszOwezExEnk5x94z27NmDZcuWYciQIZgzZw7q1KmD1157jb+F023LaDSKjiAbM7sHMxORp1Ncobpx40b06NED3bp1Q2RkJMaMGQOj0YgdO3aIjkYkhMPhEB1BNmauWpqCAkQ0aACvkBDVLaGqpnYmIvEUdevfbrfjzJkzGDhwoHObVqtF8+bNcfLkyVLH22w22Gw252uNRgOTyeSOqERuk5WVJTqCbMxc9bQqnY9Ube2sZnqjHtXqhsLP7AujSdlXsms0iIDdbhcdgwTQarXQ3uChUEUVqjk5OXA4HDCbzSW2m81mXLx4sdTx69atw5o1a5yvo6KiMGfOnKqOSeRWwcHByMjIEB1DFmYmV9jOVS+kRhA6DmyDsNqh8PI2QnIo/0q2OSwQGo1GdAwSwG63Q5Ik6HQ66PWly1JFFapyDRo0CP3793e+5l9yIiK6nVWrE4b7JvaErdAOm+XaHzUw+ZquzWJBtx2dTgdJkmC322Gz2WAwGErsV1ShGhAQAK1WW+rWUFZWVqmrrABgMBhKfUNEnqawsFB0BNmYmVxhO1cd30Af3DuhJ6wFNkgOSXQconLTaDQwGAyw2Wyw2+0lrqwq6mEqvV6PevXq4ciRI85tDocDR44cQcOGDQUmIxLn7+Ow1YKZyRW2c9WJblsPWp2WRSqpll6vL7XMsqIKVQDo378/vv32W+zcuRPnz5/HRx99BKvViri4ONHRiITw9/cXHUE2ZiZX2M5Vp1HbBrDk8Io1qZdGo4FGoykxplpRt/4BoGPHjsjJycHq1auRlZWFunXrYtq0aWXe+iciuh1JGg2sHTrAoNdD4th8wrUn/P3MPigq4BVrUjetVguHw+GcCUBxhSoA9O7dG7179xYdg0gRcnJyREeQjZmrmMmEq2vWXBvHpbIpfVTVzipi8DLwgWLyCBqNBpL0v+Erirv1T0QleXl5iY4gGzO7BzPTdVqd5xWpKSkp0Gg0OHjwIABg586d0Gg0subijYuLw9NPP33DY+rWrYsFCxbcck61SkxMVMXdahaqRAqnxo6dmd2DmUm003+eRHzCQ5j/2RuVfu5atWrh0qVLaNasWaWf+3ZTVjH+4IMPlrmYktKwUCVSOKVP1F0WZq5amoICVGveHF61anEJVRLq+/3f4Z52vXHij+PIzKnchRx0Oh0iIiLKnASe4Jx79FaZTCaEh4dXYqKqwUKVSOHUuOQkM1c9XUYGNFeuiI4hm9ramVwrtBYi+eiP6N62J1pGxyDp4PfOfYvXLMR7ny8ocby92I4Jc0Y7jzt86iBe/fhlPPn643jk/+5H//798fvvvzuP/+et/3+6evUqHn74YdSsWRM+Pj5o3rw5Vq5cWeo4u92OiRMnIjAwEKGhoXjppZdKjIH8p6ysLIwePRphYWEICAhA9+7dcejQoRu2xa+//oru3bvDZDIhJCQEY8eORV5ennN/fHw8Bg4ciISEBOd5n3jiCRQVFTmPcTgceP311xEVFQWTyYSWLVuWWH3z+tCHzZs3o3Xr1vDy8kJSUhJ+//13DBgwANWqVYOfnx/atm2L7du3O98XFxeHP/74A//617+cT9UDZd/6X7x4MerXrw+j0YhGjRph+fLlJfZrNBp89NFHGDRoEHx8fBAdHY0NGzY492dmZuLRRx9FWFgYTCYToqOjsWTJkhu23c2wUCVSuKCgINERZGNmcoXt7DmSj/6I6qE1UD20Bjq26IwfDuxwFoAdWnTCwRP7UGj933RZR04fQpHNitZN2gEArDYrenfoh5ljX8erT78JrVaLQYMGlfuqe2FhIVq3bo2vv/4aR44cwdixYzFs2DAkJyeXOG7p0qXQ6/VITk7GO++8g/nz5+Ojjz5yed4HHngAaWlp2Lx5M/bt24c777wTPXr0cLn0b35+Pnr16oWgoCD8/PPP+Pzzz7F9+3ZMnDixxHHffvstjh8/jp07d2LlypVYu3YtEhISnPtff/11LFu2DB988AGOHj2Kf/3rX3jsscfw/ffflzjP888/jzfeeAPHjx9HixYtkJeXh759++Lbb7/FgQMH0Lt3b9x77704d+4cAGDt2rWIjIzErFmzcOnSJVy6dKnM72PdunWYPHky/u///g9HjhzBuHHj8Pjjj2PHjh0ljktISMDQoUNx+PBh9O3bF48++qizbV566SUcO3YMmzdvxvHjx7F48WKEhoY63xsXF4f4+HiXbV8WXk8nUjg1PsnLzOQK29lzfH/gO3Rs0RkA0LxBK1isi/FbyjE0iboDzeu3hJfRC/t+S0Zsyy4AgB9/3Y2YRq1h8jIBANo2vct5ruCIIHzy9CcICwvDsWPHyjUutWbNmpgyZYrz9VNPPYVvvvkGq1evRrt27Zzba9WqhbfffhsajQaNGjXCr7/+irfffhtjxowpdc6kpCQkJycjLS3NOZ567ty5WL9+PdasWYOxY8eWes+KFStQWFiIZcuWwdfXFwDw7rvv4t5778WcOXNQrVo1AIDRaMQnn3wCHx8f3HHHHZg1axamTp2KV155BTabDbNnz8b27dvRoUMHAEC9evWQlJSEDz/8EF27dnV+3qxZs3DPPff8r+2Cg9GyZUvn61deeQXr1q3Dhg0bMHHiRAQHB0On08Hf3x8REREu23Pu3LmIj4/H+PHjAQDPPPMMfvrpJ8ydOxfdunVzHhcfH4+HH34YADB79mwsXLgQycnJ6N27N86dO4eYmBi0adMGwLWxsX9Xu3ZtVK9e3WWGsrBQJVI4q9UqOoJszEyusJ09w6UrF3H2wu+Y/OC1QlGn06HdHR3xw4EdaBJ1x1+vO+DHw0mIbdkF1qJC7D/xC8YPmew8R+rVS1i7YzXOnD+NvMI8aP/v2i8x586dK1ehWlxcjNmzZ2P16tW4cOECioqKYLVa4ePjU+K49u3bl/gFqUOHDpg3bx6Ki4uh0+lKHHvo0CHk5eUhJCSkxHaLxVJiWMLfHT9+HC1btnQWqQAQGxsLh8OBEydOOAvVli1blsjWoUMH5OXl4c8//0ReXh4KCgpKFKAAUFRUhJiYmBLbrheB1+Xl5WHmzJn4+uuvcenSJdjtdlgsFucV1fI6fvx4qUI8NjYW77zzToltLVq0cH7t6+uLgIAApKWlAQCefPJJ3H///di/fz969uyJgQMHomPHjs7jly1bJisTwEKVSPH+PoZJLZiZXGE7e4Yf9n+HYkcxJs97wrlNggSDzoBhfUfCx9sHHZp3wuuJCcjJy8aRM4dh1BvRvMH/rvwtWPEmQsyhePy+sagbVRddHmiPZs2alfvvyFtvvYV33nkHCxYsQPPmzeHr64unn366Qn/H8vLyUL16dezcubPUvqqcyun6eNavv/4aNWvWLLHvnzNl/L0gBoApU6Zg27ZtmDt3Lho0aACTyYQhQ4ZU2b81g8FQ4vXfV5Lq06cP/vjjD2zatAnbtm1Djx49MGHCBMydO/eWP4+FKpHC+fv7uxwbpVTMTK6wndWvuLgYuw/9gId7DkOz+i1K7Hvnv3Px06+70b3tPYiu3QjBASHYe3QPDp86iLZ3tIded63syCvIxaWrF/H4fWPRqE4TBEcEITMzU1aO3bt3Y8CAAXjssccAXHsY6eTJk2jatGmJ4/bu3Vvi9U8//YTo6OhSV1MB4M4770Rqair0en2p29auNGnSBImJicjPz3cWkbt374ZWq0WjRo2cxx06dAgWiwUmk8mZw8/PD7Vq1UJwcDC8vLxw7ty5Erf5y2P37t2Ij4/HoEGDAFwrelNSUkocYzQaUVxcfNPvY/fu3RgxYkSJc/+zPW8mLCwMI0aMwIgRI9C5c2dMnTq1QoUqH6YiIlIZSaNBUcuWcNx5J5dQJbc7eHI/8gvz0eXO7oisVrvEnzZN78IPB75zHtu+eSy++2U7jp75FR2bd3Ju9/H2hZ/JHzv3fYvLV1Nx6LcDeOaZZ2TliI6OxrZt27Bnzx4cP34c48aNw+XLl0sdd+7cOTzzzDM4ceIEVq5ciUWLFmHy5MllnBG4++670aFDBwwcOBBbt25FSkoK9uzZgxdffBG//PJLme959NFH4e3tjREjRuDIkSPYsWMHnnrqKQwbNsx52x+4djdh1KhROHbsGDZt2oQZM2Zg4sSJ0Gq18Pf3x5QpU/Cvf/0LS5cuxe+//479+/dj0aJFWLp06U3bYe3atTh48CAOHTqERx55pNQDaXXr1sUPP/yACxcu4IqL2UKmTp2KxMRELF68GKdOncL8+fOxdu3aEuOAb+bll1/Gl19+idOnT+Po0aPYuHEjmjRp4tw/fPhwvPDCC+U+H8ArqkSKl5ubKzqCbMxcxUwmXNm06dotOJu61nZXVTtTmX448B3uqNccPt4+pfa1aXIXNu3egHOpf6B2RB10bNEJX+1ah9DAMETX/t/VRa1Wi/FDJuHTzYl48f0pqBlRC4mffYK4uLhy55g+fTrOnDmDXr16wcfHB2PHjsXAgQORnZ1d4rjhw4fDYrGgXbt20Ol0mDx5cpkPRQHXbmNv2rQJL774Ih5//HGkp6cjIiICXbp0KVF0/p2Pjw+++eYbTJ48GW3btoWPjw/uv/9+zJ8/v8RxPXr0QHR0NLp06QKr1YqHH34YM2fOdO5/5ZVXEBYWhtdffx1nzpyB2WzGnXfeiWnTpt2wHebPn4+RI0eiY8eOCA0NxXPPPVdqqeJZs2Zh3LhxqF+/PqxWa5nTcw0cOBDvvPMO5s6di8mTJyMqKgpLliyR9f/EaDTihRdeQEpKCkwmEzp37oz//ve/zv3nzp2DVivvGqlGutFkYir1ZOtncfrAWdExyu2bizeen41ubzneyShQ2aTuPj4+zOwGzOweIyLLvvqmJL5mHzw8bRCs+eocAxwcEYT+4+65+YEqFR8fj6ysLKxfv150FMUrLi6GJEnOhR54659I4by9vUVHkI2Z3YOZicjTsVAlUjg13vRg5qqlsVgQftddMDZqBI3FIjqOLGpqZyISj2NUiRRO7pOwSsDMVUySoD9/3vm1mqiqnYkqSWJiougIqsUrqkQKV5Vz91UVZiZX2M5EJAcLVSKFk/uEpBIwM7nCdlaPS1cuYtJbY2Gxqmt4iStxcXF4+umnhWaYOXMmWrVqJTSDCFeuXEF4eDjOX78TJAN/YhApnBqXnGRmcoXtLNbV7Cv4aP1iTJ77BEbOegTPvD0Bn25ORF5B6WnDPt++Anff1RsmL5NbM547dw79+vWDj48PwsPDMXXqVNjtdrdmKMukSZPQunVreHl53XKxOWXKFHz77be3nOHf//434uLiEBAQAI1Gg6ysrFs+V2Wx2Wx47rnnnKuD1ahRA8OHD8fFixedx4SGhmL48OGYMWOG7POzUCVSODV27MxMrrCdxUnLuIyZ/56GyxmpeHLIJLw1aSFG9B+NY2d+xayPXkJeQZ7z2KtZV3Dw5H50ahXn1ozFxcXo168fioqKsGfPHixduhSJiYl4+eWX3ZrDlZEjR+LBBx+85ff7+fkhJCTklt9fUFCA3r1733RuVXcqKCjA/v378dJLL2H//v1Yu3YtTpw4gfvuu6/EcY8//jg+++wz2SvTsVAlUriAgADREWRjZnKF7SzOsk2fQK/TY+qwF9G4blOEmEPRMjoGzw5/CZm5GVjz3f8mZt979EfUjqiD4IBg57ZdB3biydcfx8ET+/Dcoqcx5tVhWLRqPqxFViQd/B7/9/ZEPPnGSHy6aUmplZHKa+vWrTh27Bg+/fRTtGrVCn369MErr7yC9957T9ba9fn5+Rg+fDj8/PxQvXp1zJs375by/N3ChQsxYcIE1KtX75bPUdFb/08//TSef/55tG/f/pbPkZiYCLPZjPXr1yM6Ohre3t7o1asX/vzzz1s6X2BgILZt24ahQ4eiUaNGaN++Pd59913s27cP586dcx53xx13oEaNGli3bp2s8/OpfyIitdFoYGvY8Npa5VxClcohryAPR04fwv09HoTRYCyxz+xvRofmnZB8ZA9G9BsFjUaDk+d+Q90a9Uudx2qzYuveLRg/ZDIsVgsWrZqPhavmwsfbF888+jzSMy9j0er5iK7dCHc16wgASPzqP9hzeNcN861Z9BUA4Mcff0Tz5s1LrALVq1cvPPnkkzh69ChiYmLK9f1OnToV33//Pb788kuEh4dj2rRp2L9/f4ki8YknnsCnn356w/Pk5eXdcH9FffbZZxg3btwNj9m8eTM6d+5cqZ9bUFCA1157DcuWLYPRaMT48ePx0EMPYffu3QCAXbt2oU+fPjc8x4cffohHH320zH3Z2dnQaDSlHp5s164ddu3ahVGjRpU7KwtVIoWr6h+UVYGZq5ZkMiF9xw4YjUZIMq4yKYGa2tmTXM64BAkSaoRGlrm/RlhN5BfmIzc/BwF+gbialY6oGqWvHBY7ijGi/yhUC44AALRtehd2H96FRVP+DW8vb9QMj0STunfg+NmjzkJ1cLeh6NPx3nLlTE1NLbVU6fXXqamp5TpHXl4ePv74Y3z66afo0aMHAGDp0qWIjCz5vc+aNUvWOvZV4b777sNdd911w2Nq1qxZ6Z9rs9nw7rvvOj976dKlaNKkCZKTk9GuXTu0adMGBw8evOE5XC0pW1hYiOeeew4PP/xwqTsoNWrUwIEDB2RlZaFKpHB6vV7WLS8lYGb3YGaSS0L55t0tshfBoDeU2m40eDmLVAAI8AtEqDkM3l7eJbbl5GeXeB3gF1iB1PL8/vvvKCoqKlEABgcHo1GjRiWOCw8PR3h4uNtylcXf3x/+/v5u/1y9Xo+2bds6Xzdu3BhmsxnHjx9Hu3btYDKZ0KBBA9nntdlsGDp0KCRJwuLFi0vtN5lMspdQZqFKpHDe3t6qWxudmd2Dmam8qgVHQAMNLqVfAJqU3n8x/QJ8vX3h73vtCpifjz/yLfmljtNrdSVea6Apc9vfVyCTc+s/IiICycnJJfZdvnzZua8y3c63/m/mVm79Xy9S//jjD3z33XdljkfPyMhAWFiYrCwsVImIVEZjsSC0b1/odDpovvoKksm90weR+vj5+OOO+s3x7c9b0atDvxLjVLNys/Djr0mIbdkFmr/GPNeJiMLFdPlzXpZFzq3/Dh064LXXXkNaWprzaue2bdsQEBCApk2blusc9evXh8FgwN69e1G7dm0A11ZEO3nyJLp27eo87na+9W+32/HLL7+gXbt2AIATJ04gKysLTZpc+y1G7q3/60XqqVOnsGPHDpczGxw5cgRxcXGysrJQJVI4uVN5KAEzVzFJguHkSefXaqKqdvYww/qOxKsfv4S3lr+G+7s/iLCgcFxIO49V2z5FkH8whnR/yHls8wYt8cmGD+FwOCq8SIOcW/89e/ZE06ZNMWzYMLz55ptITU3F9OnTMWHCBHh5eZXrHH5+fhg1ahSmTp2KkJAQhIeH48UXXyz1fci99X/69Gnk5eUhNTUVFovFWcg1bdoURqPxxm92Qe6t/9TUVKSmpuL06dMAgF9//RX+/v6oXbs2goODb/Lu/zEYDHjqqaewcOFC6PV6TJw4Ee3bt3cWrnJu/dtsNgwZMgT79+/Hxo0bUVxc7BxPHBwc7GybgoIC7Nu3D7Nnzy53ToDTUxEpXmCg+8Z2VRZmJlfYzuJEhFTHzLGvIzyoGt7/fAGmvjMJS776N5rUvQMvj34Ffj5+zmNbNGgFrVaLo2cOuzWjTqfDxo0bodPp0KFDBzz22GMYPnw4Zs2a5TwmJSUFGo0GO3fudHmet956C507d8a9996Lu+++G506dULr1q0rlG306NGIiYnBhx9+iJMnTyImJgYxMTElJrbXaDRITEys0OfcyAcffICYmBiMGTMGANClSxfExMRgw4YNzmPi4uIQHx9/w/P4+PjgueeewyOPPILY2Fj4+flh1apVt5TpwoUL2LBhA86fP49WrVqhevXqzj979uxxHvfll1+idu3asocx8IoqkcLpdLqbH6QwzEyusJ3FCjWHYcyg8Tc9TqfT4d7Og7Dlx6/RvEErAEDnmDh0jokrcdygbg9gULcHSmwrz/lvpE6dOti0aZPL/WfPnoXZbEbLli1dHuPn54fly5dj+fLlzm1Tp06tUK4bFcbXc+n1esTGxro8xmq1ws/Pz+X+m5k5cyZmzpx50xw3K1QBYPDgwRg8ePAtZ7mubt26JcYku/LOO+/c0sINLFSJFE6NT0gzM7nCdlaPbq3vRkFhPixWi9uXUb2RTZs2Ydq0aQgKChIdpYRNmzZh7NixiI6OLrVPkiScOXMG3377bbnngr0VR48eRWBgIIYPH15ln3Errly5gsGDB+Phhx+W/V4WqkQKZ7FYREeQjZnJFbazeuh0OtzXpeJX3CrbW2+9JTpCmSZMmOByX3Z2Npo2bYq2bdtW6fKnd9xxBw4fdu9wjfIIDQ3Fs88+e0vv5RhVIoVT45g+ZiZX2M50OzKbzbBarUhKSkKdOnWEZomPj0dWVpbQDHLwiioRkdpoNLBHRkKn1XIJVSLyaLyiSqRwalxykpmrlmQyIW3vXlzdt091c6iqqZ1vd5euXMSkt8bCYvWM4Rrx8fEYOHCg0AwzZ85Eq1athGYQ4dixY4iMjER+fulFJG6GhSqRwqnxKWlmdg9mJrmuZl/BR+sXY/LcJzBy1iN45u0J+HRzIvIKcksd+/n2Fbj7rt5uf5Bq0qRJaN26Nby8vBRT1KWkpGDUqFGIioqCyWRC/fr1MWPGDNkPB06ZMgXffvvtLWXIyMjAU089hUaNGsFkMqF27dqYNGkSsrOzb/7mKlSeXE2bNkX79u0xf/582ednoUqkcCaVXTEDmNldmJnkSMu4jJn/nobLGal4csgkvDVpIUb0H41jZ37FrI9eQl7B/652X826goMn96NTqzghWUeOHIkHH3xQyGeX5bfffoPD4cCHH36Io0eP4u2338YHH3wg+8EoPz8/l6s23czFixdx8eJFzJ07F0eOHEFiYiK2bNmCUaNG3dL5Kkt5cz3++ONYvHgx7Ha7rPNzjCoRkdpYLAi9/37odTpg9WqAxR+Vw7JNn0Cv02PqsBedS6iGmENRJyIKUxdOwprv/ov4/qMBAHuP/ojaEXUQHPC/1Y52HdiJFVuWYtzgiVi5dTkysq+iRXQMxg6agJ+P/YR1Oz5HgbUAsS0645HeI255RauFCxcCANLT02/5Cfbi4mJMnToVn3zyCXQ6HUaNGlWuuT5d6d27N3r37u18Xa9ePZw4cQKLFy/G3Llzy32emTNnYv369TddnrQszZo1wxdffOF8Xb9+fbz22mt47LHHYLfbodeXr6S7nuHJJ5/Eq6++iqtXr6J///74z3/+c0sPO5Y31z333IOMjAx8//336NGjR7nPz0KVSOEyMzNFR5CNmauWRpJgPHTI+bWaFlFVUzt7kryCPBw5fQj393jQWaReZ/Y3o0PzTkg+sgcj+o2CRqPByXO/oW6N+qXOY7VZsXXvFowfMhkWqwWLVs3HwlVz4ePti2cefR7pmZexaPV8RNduhLuadQQAJH71H+w5vOuG+dYs+qryvlkA8+bNQ2JiIj755BM0adIE8+bNw7p169C9e3fnMbNnz77pcp7Hjh1D7dq1y9yXnZ0ta9nSsnz22WcYN27cDY/ZvHmzy9WcsrOzERAQUO4i9brTp09j9erV+Oqrr5CTk4NRo0Zh/Pjx+Oyzz6osl9FoRKtWrbBr1y4WqkSeJCAgQPgYJLmYmVxhO4txOeMSJEioERpZ5v4aYTWRX5iP3PwcBPgF4mpWOqJq1Ct1XLGjGCP6j0K14AgAQNumd2H34V1YNOXf8PbyRs3wSDSpeweOnz3qLFQHdxuKPh3vrbpvrgwLFizACy+84Fx56YMPPsA333xT4pgnnngCQ4cOveF5atSoUeb206dPY9GiRbKuppblvvvuw1133XXDY2rWrFnm9itXruCVV17B2LFjZX9uYWEhli1b5jz3okWL0K9fP8ybNw8RERFVlqtGjRr4448/ZGVloUqkcGp8+ISZyRW2s1jlvf5eZC+CQW8otd1o8HIWqQAQ4BeIUHMYvL28S2zLyc8u8TrAz33z52ZnZ+PSpUslCi29Xo82bdqUuP0fHBx8S1dEL1y4gN69e+OBBx7AmDFjKpTV398f/v7+st+Xk5ODfv36oWnTpjddUrUstWvXLlFodujQAQ6HAydOnEBERESV5TKZTCgoKJB1ThaqRApns9lER5CNmckVtrMY1YIjoIEGl9IvAE1K77+YfgG+3r7w9w0AAPj5+CPfUnoqIb225C8aGmjK3Pb3glDErf/yuJVb/xcvXkS3bt3QsWNH/Pvf/65whlu5xZ6bm4vevXvD398f69atg8FQ+hcKpebKyMhA/fqlh5TcCAtVIoW7lXnnRGNmcoXtLIafjz/uqN8c3/68Fb069CsxTjUrNws//pqE2JZdoPlrAYk6EVG4mH6+Uj7b3bf+AwMDUb16dezduxddunQBANjtduzbtw933nmn8zi5t/4vXLiAbt26oXXr1liyZMktPyz2d3Jvsefk5KBXr17w8vLChg0b4O3tfYN3unbu3DlcvHjR+f399NNP0Gq1aNSoUZXmOnLkCIYMGSIrKwtVIoUzm83IyMgQHUMWZiZX2M7iDOs7Eq9+/BLeWv4a7u/+IMKCwnEh7TxWbfsUQf7BGNL9IeexzRu0xCcbPoTD4ahwQSb31v/p06eRl5eH1NRUWCwW5xPyTZs2hdFovPGb/zJ58mS88cYbiI6ORuPGjTF//vxSy4bKufV/4cIFxMXFoU6dOpg7dy7S09Od+yIiIm7wzhuTc4s9JycHPXv2REFBAT799FPk5OQgJycHABAWFiZrWI23tzdGjBiBuXPnIicnB5MmTcLQoUOd30tV5EpJScGFCxdw9913lzsnwEKViEiVioODK+WKDt0+IkKqY+bY17Fux+d4//MFyLPkIdDPjNaN22Jg3BD4+fg5j23RoBW0Wi2OnjmM5g1auTXn6NGj8f333ztfx8TEAADOnj2LunXrAgA0Gg2WLFmC+Pj4Ms/xf//3f7h06RJGjLg2TdbIkSMxaNCgW36Qb9u2bTh9+jROnz6NyMiSD6T9fZjDzXJVxP79+7F3714AQIMGDUrs+3vb1K1bF/Hx8Tccu9qgQQMMHjwYffv2RUZGBvr374/333+/SnOtXLkSPXv2RJ06dWSdXyNVZGIxhXqy9bM4feCs6Bjl9s3FQ6IjkIJlGn6E1WoVHUMWLy8vZnYDZnaPEZGTRUe4KV+zDx6eNgjWfHkrJd3I9uRvcODEL5g67MVKO6crwRFB6D/unnIde/bsWTRs2BDHjh1DdHR0FScrv/LkeuGFF7Br1y4kJSVVSYaCggKEhIRg8+bNiIuLK/OYiszlequKiooQHR2NFStWIDY29obHFhcXQ5Ik59RWvKJKpHDXx4ypCTO7BzNTVerW+m4UFObDYrW4fRnVG9m0aRPGjh2rqCIVuHEuSZJw5swZfPvtt84rxFVhx44d6N69u8siVZRz585h2rRpNy1Sy8JClUjhfHx8UFhYKDqGLMzsHsxMVUmn0+G+LoNFxyhlwoQJoiOU6Ua5srOz0bRpU7Rt21b2sqty9OvXD/369auy89+qBg0alBoWUF4c4EREpDYWC0KGDIGxZ0/AYhGdhhRAcnjcKD6PYjabYbVakZSUJHuMZmWbOXOmW2/7VxSvqBIpnBqXnGTmqqWRJHj9+KPzazWVKGpqZzWxWW0VWsueSKl4RZVI4W5ldRDRmJlcYTtXDZvVDkser66T+hUXF5eY0YSFKpHCXX/yUU2YmVxhO1edk7+chbefl+gYRLdMkiRIksRClUhN7Ha76AiyMTO5wnauOieST0Oj1QCcWIFUqri4uNTCBSxUiRQuLy9PdATZmJlcYTtXndyredj8n2/hE+DNacBIVSRJgt1uhyRJpQpV3oMhUjg1LjnJzOQK27lq/fnbRXz1/jbEDmqDgLAAGPQGFNuL4XA4REe7Ib2XXvEZqfJJkgSHw+Fcqlev15f6JcsjC9VZW6bCZrOJjlFuReZg1f3gDg5mZncp30rUdLtxmEy8auYmXxUsV93Pjus/7zQajfOPkul0OhQXF4uOQW6m0Wig0+nKLFCv88hCVW0KCgpER5CNmd1HjbmZuWpJPj5IPX0a3t7ekFQ2eb6a2vk6NWe+/nCK0mm1WhgMBtExSIE4RlUB1PBD5J+Y2X3UmJuZ3YOZ3YOZicRhoaoAvr6+oiPIxszuo8bczOwezOwezEwkDgtVIiK1KSxE8LBhMAwaBKjs1j8RkRwayQPvD6Snp6vqYSqtVqu6px2Z2X3UmJuZq5amoADVo6MBAJdOnYLk4yM4UfmpqZ2vY+aqZzAYEBYWJjoGKRCvqCqAGm/RMLP7qDE3M5MramxnZiYSh4WqAqjxSUdmdh815mZmckWN7czMROKwUFUANS4pyMzuo8bczEyuqLGdmZlIHBaqCpCbmys6gmzM7D5qzM3M5Ioa25mZicRhoaoAQUFBoiPIxszuo8bczEyuqLGdmZlIHI9cmUqvV9e3pdFoVDeeiJndR425mbmKeXkBMTEAAL2XF6CW3FBZO/+Fmaue2vptch+Pmp7KZrOp6h8mERER/Q/7cfonj7r1b7PZ8M4778BisYiOUm4WiwXPPfccM1cxNWYG1Jmbmd2Dmd2Dmd3DYrHgnXfeUdUc6OQeHlWoAsDu3btVtcaxJEk4e/YsM1cxNWYG1Jmbmd2Dmd2Dmd1DkiTs3r1bdAxSII8rVImIiIjIM7BQJSIiIiJF8qhC1WAwYMiQIaoaiM3M7qHGzIA6czOzezCzezCze6gxM7mHRz31T0RERESew6OuqBIRERGR52ChSkRERESKxEKViIiIiBSJhSoRERERKZJHLa67ZcsWfPXVV8jKykKdOnUwcuRINGjQQHSsMh07dgwbNmzA2bNnkZmZiSlTpqBdu3aiY93QunXrkJycjAsXLsBoNKJhw4Z47LHHUKNGDdHRXNq6dSu2bt2K9PR0AEBkZCSGDBmCmL/WSVeD9evXY8WKFejbty/i4+NFxynT6tWrsWbNmhLbatSogQULFogJVE4ZGRn49NNPcfDgQVitVkRERGD8+PGoX7++6GguTZgwwfn3+e969uyJ0aNHC0h0Yw6HA6tXr8auXbuQlZWF4OBgdO3aFffffz80Go3oeC5ZLBasWrUKycnJyM7ORlRUFOLj4xXVp9ysH5EkCatXr8a3336L/Px8NG7cGKNHj0b16tUVm3nv3r3Ytm0bzpw5g7y8PLz55puoW7eusLwknscUqnv27MGyZcswZswYREdH4+uvv8Zrr72GBQsWIDAwUHS8UqxWK+rWrYvu3btj7ty5ouOUy7Fjx9CrVy/Ur18fxcXFWLlyJV599VXMnz8f3t7eouOVKTg4GI888giqV68OSZLw/fff480338Sbb76JWrVqiY53U6dPn8a2bdtQp04d0VFuqlatWnjppZecr7VaZd+wycvLw0svvYQ77rgD06ZNQ0BAAC5dugRfX1/R0W7o9ddfh8PhcL4+d+4cXn31VXTo0EFgKtfWr1+Pbdu2YcKECYiMjMSZM2fw/vvvw8fHB3379hUdz6UPPvgAf/75JyZOnIjg4GD88MMPeOWVV/D2228jODhYdDwAN+9HvvzyS2zevBkTJkxAeHg4Vq1ahddeew3z58+H0WgUkPjmma1WKxo3bowOHTrgww8/FJCQlMZjCtWNGzeiR48e6NatGwBgzJgx2L9/P3bs2IGBAweKDVeGmJgYVV3VA4AXX3yxxOsJEyZg9OjROHPmDJo2bSoo1Y21adOmxOuHH34YW7duxalTpxRfqBYWFmLRokUYN24c1q5dKzrOTWm1WpjNZtExyu3LL79ESEgIxo8f79wWHh4uMFH5BAQElHi9fv16VKtWTbH/Bk+ePIk2bdrgzjvvBHCtjZOSknD69GnByVwrKirC3r178eyzzzrbdejQodi3bx+2bt2Khx56SHDCa27Uj0iShE2bNmHw4MFo27YtAGDixIkYM2YMfv75Z8TGxrozqtPN+r4uXboAANLS0twViRRO2Zc8yslut+PMmTNo3ry5c5tWq0Xz5s1x8uRJgck8W0FBAQDAz89PcJLycTgc2L17N6xWKxo2bCg6zk199NFHiImJQYsWLURHKZfU1FSMGzcOEydOxMKFC3HlyhXRkW7ol19+Qb169TB//nyMHj0azz77LLZv3y46lix2ux27du1Ct27dFHsbvWHDhjhy5AguXrwIAEhJScGJEycU/Yt6cXExHA5HqcnnjUYjfvvtN0Gp5ElLS0NWVlaJnx8+Pj5o0KAB+0VSFY+4opqTkwOHw1Hqao7ZbHb+cKTK5XA4kJiYiEaNGqF27dqi49zQuXPn8OKLL8Jms8Hb2xtTpkxBZGSk6Fg3tHv3bpw9exavv/666CjlEh0djfHjx6NGjRrIzMzEmjVr8PLLL2PevHkwmUyi45UpLS0N27ZtQ79+/TBo0CD8/vvvWLJkCfR6PeLi4kTHK5fk5GTk5+crOu/AgQNhsVjwr3/9C1qtFg6HAw899BA6d+4sOppLJpMJDRs2xBdffIGaNWvCbDYjKSkJJ0+eREREhOh45ZKVlQUApYa+BQYGOvcRqYFHFKrkfh9//DH+/PNPzJo1S3SUm6pRowbeeustFBQU4KeffsJ7772HhIQExRarV65cQWJiIqZPny5sHJlcf786VqdOHWfh+uOPP6J79+4Ck7nmcDhQv359PPLIIwCAqKgonDt3Dtu2bVN04fd3O3bsQKtWrRQzZrIsP/74I5KSkjBp0iTUqlULKSkpSExMRFBQkKLbeeLEiVi8eDGeeOIJaLVaREVFITY2FmfPnhUdjei24hGFakBAALRabanfErOyslQ1Zk4tPv74Y+zfvx8JCQkICQkRHeem9Hq98ypIvXr18Pvvv2PTpk0YO3as4GRlO3PmDLKzs/Hcc885tzkcDhw/fhxbtmzBihUrFP+gkq+vL2rUqIHU1FTRUVwKCgoq9ctKZGQk9u7dKyiRPOnp6Th8+DCmTJkiOsoNffrppxgwYIBzTGTt2rWRnp6O9evXK7pQjYiIQEJCAgoLC2GxWBAUFIS3335bFeOYATj7vuzsbAQFBTm3Z2dn8yl6UhWPKFT1ej3q1auHI0eOOKe5cDgcOHLkCHr37i04neeQJAmffPIJkpOTMXPmTNX8wP4nh8MBm80mOoZLzZs3L/U07OLFi1GjRg0MGDBA8UUqcO1BsNTUVEXf3m3UqFGpoUEXL15EWFiYoETy7NixA4GBgc6HlJTKarWW+jur1WohSZKgRPJ4e3vD29sbeXl5OHToEB577DHRkcolPDwcZrMZv/76q7MwLSgowOnTp9GzZ0+x4Yhk8IhCFQD69++P9957D/Xq1UODBg2wadMmWK1Wxf7Gfr0jvy4tLQ0pKSnw8/NDaGiowGSuffzxx0hKSsKzzz4Lk8nkvILt4+Oj2FvUK1asQKtWrRAaGorCwkIkJSXh2LFjpWYwUBKTyVRq3K+Xlxf8/f0VOx542bJlaNOmDUJDQ5GZmYnVq1dDq9WiU6dOoqO51K9fP7z00ktYu3YtOnbsiNOnT+Pbb79V7JX2v3M4HNi5cye6du0KnU4nOs4NtW7dGmvXrkVoaCgiIyORkpKCjRs3OmdoUaqDBw8CgPPOwPLly1GzZk1F9Sk360f69u2LtWvXonr16ggPD8d///tfBAUFOWcBUGLmvLw8XLlyBRkZGQDg/GXSbDbzDultSiOp5dfactiyZQs2bNiArKws1K1bF48//jiio6NFxyrT0aNHkZCQUGp7165dMWHCBAGJbm7o0KFlbh8/fryifnj/3eLFi3HkyBFkZmbCx8cHderUwYABA1TzJP11M2fORN26dRU74f+CBQtw/Phx5ObmIiAgAI0bN8ZDDz2k+AdP9u3bhxUrViA1NRXh4eHo168f7r77btGxburQoUPOeaKVvOAGUHri/ODgYMTGxmLIkCHQ65V7rWTPnj1YuXIlrl69Cj8/P9x11114+OGH4ePjIzqa0836kesT/m/fvh0FBQVo3LgxRo0aJfTvzM0y79y5E++//36p/UOGDHHZB5Fn86hClYiIiIg8h/IHuxERERHRbYmFKhEREREpEgtVIiIiIlIkFqpEREREpEgsVImIiIhIkVioEhEREZEisVAlIiIiIkVioUpE5fbee+8pdkGKynL06FEMHToUR48eFR2FiOi2p9xlQYjILcq72suMGTOqOIlyJSUlITs7G/369RMdhYjotsKVqYhucz/88EOp14cPH8bEiRNLbG/RogX8/PwgSRIMBoM7I7qVw+GA3W6HXq+HVnvtptMbb7yBP//8E++9957gdEREtxdeUSW6zXXp0qXE61OnTuHw4cOltt8utFotjEaj6BhERAQWqkQkw3vvvYdjx445ryympaVh4sSJeOyxx2A0GrFx40ZkZWWhcePGeOKJJxASEoIvvvgC27dvR25uLlq2bInx48fDz8+vxHkPHDiAdevW4ezZs9BoNGjSpAkee+wx1KpV64Z5Vq9ejTVr1mD16tUltu/cuRPvv/8+3n33XYSHhwMAJkyYgFq1amHgwIFYunQpzp07h6CgIDzwwAPo2rWr871Hjx5FQkICZsyYgTvuuAMzZ87EsWPHAPxvmERYWJizDTZv3oxt27YhLS0NBoMB1apVQ//+/dGpU6cKtDQREQEsVImoEiQlJcFut6N3797Iy8vDhg0b8Pbbb6NZs2Y4duwYBgwYgNTUVGzZsgXLli3D+PHjne/94Ycf8N5776Fly5Z49NFHYbVasXXrVrz88suYM2eOs9CsDKmpqZg3bx66d++Orl27YseOHXj//fdRr149l0Xx4MGDUVBQgKtXr2LEiBEAAG9vbwDA9u3bsWTJErRv3x59+/ZFUVERzp07h1OnTrFQJSKqBCxUiajCMjIysHDhQvj4+AC4Ns5z/fr1KCoqwhtvvAGdTgcAyMnJQVJSEsaMGQODwYDCwkIsWbIE3bt3x7hx45zn69q1K55++mmsW7euxPaKunjxIhISEtCkSRMAQMeOHfHkk09ix44dGD58eJnvadGiBYKDg5Gfn19qOMT+/ftRq1YtPPPMM5WWkYiI/ofTUxFRhbVv395ZpAJAdHQ0AKBz587OIvX6drvdjoyMDADA4cOHkZ+fj9jYWOTk5Dj/aLVaREdHV/oUUZGRkc4iFQACAgJQo0YNpKWl3dL5fH19cfXqVZw+fbqyIhIR0d/wiioRVVhoaGiJ19eLVlfb8/PzAQCXLl0CAMyaNavM85pMpirNCVwrNq/nkWvAgAH49ddfMW3aNERERKBFixbo1KkTGjduXNGoREQEFqpEVAmuT+NU3u3XZ8W7/t+JEyfCbDaXOu7vV2PLotFoytzucDhuKY9ckZGRWLBgAfbv34+DBw9i79692Lp1K4YMGVLu+WmJiMg1FqpEJEy1atUAAIGBgWjRooXs9/v6+gK4doX2+tcAkJ6eXjkBy8Hb2xsdO3ZEx44dYbfbMXfuXKxduxYDBw7kNFdERBXEMapEJEzLli1hMpmwbt062O32UvtzcnJu+P6IiAgAwPHjx53bCgsL8f3331dqTm9vbxQUFJTanpubW+K1Xq9HZGQkJElCcXFxpWYgIrod8YoqEQnj4+ODMWPGYNGiRXjuuecQGxuLgIAAXLlyBfv370ejRo0watQol+9v0aIFQkNDsXjxYtx3333QarXYsWOH8xyVpV69etizZw+WLl2K+vXrw9vbG23atMGrr74Ks9mMRo0awWw24/z58/jmm29w5513Vvr4WiKi2xELVSISqlOnTggKCsL69euxYcMG2Gw2BAcHo0mTJujWrdsN36vX6zFlyhR8/PHHWLVqFcxmM/r27Qs/Pz+8//77lZaxZ8+eSElJwc6dO/H1118jLCwMbdq0wT333INdu3bh66+/RmFhIYKDg9GnTx8MHjy40j6biOh2ppFu9SkCIiIiIqIqxDGqRERERKRILFSJiIiISJFYqBIRERGRIrFQJSIiIiJFYqFKRERERIrEQpWIiIiIFImFKhEREREpEgtVIiIiIlIkFqpEREREpEgsVImIiIhIkVioEhEREZEisVAlIiIiIkVioUpEREREivT/kaHdNyQCFJ0AAAAASUVORK5CYII=",
      "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       2.0          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       1.0          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       2.0          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       1.0          1.0            0.0          1.0\n",
      "7      0.0              -12.0       1.0          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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",
      "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 Irregular 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
}