diff --git a/docs/example.ipynb b/docs/example.ipynb index eed0edbf..a55e42e9 100644 --- a/docs/example.ipynb +++ b/docs/example.ipynb @@ -83,7 +83,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAUbCAYAAAAAsYs1AAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeVyVZf7/8fdhF1AJRdxTMTV1xj0is+zRuC9porhgWVqNlmbfSEsdHWtKSxpNbc9qsizE0ZlcxhZxLbccLdFSQ0UFFBMhRZHlXL8//HGmE6CowLmB1/PxOI8e576v+7o+921w3lz3cmzGGCMAAAALcnN1AQAAAEUhqAAAAMsiqAAAAMvycHUBQFnYt2+f9u3b5+oyUMH07NlT1apVc3UZQIVGUEGlEBsbq5kzZ7q6DFQw8fHxatWqlavLACo0ggoqjVtvvVX79+93dRmoAPbt26fWrVu7ugygUuAaFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAAYFkEFQAlat68ebLZbI5XZGRkqY+Zlpam+vXra9asWcXeZtWqVU513n777aVYIYDrRVABCjFgwADHB5inp6cSEhKu2P7f//6304feX//6V6f1KSkpmjx5slq1aiVfX19Vq1ZNYWFhWrhwobKzsx3twsPDnfqx2Wxyc3NTlSpV1KBBA/3pT39SdHS0Lly44Nimfv36BbZ59tlnncYPCAgo0Kaw1y+//FJg38aMGVOsbVNSUhzb+Pn5yRgjY4w+/vjjazn0180YI5vNVuz2ffv2ddQ4evToUqwMwI0gqACFWL58uXbv3i0PDw/l5ubqpZdeumL7F198UZJ066236vTp005BZc2aNWrZsqXi4+P10Ucf6ezZszp69KiefPJJvfzyywoLC1NSUpIkadmyZTp27JiqVaum6tWra9++fTp//rxOnTqlxYsXq3r16nrmmWcc/UnS8ePH9eWXX0qSmjdvrtTUVM2ePdupvrS0NK1YsUItW7bUyZMnZYxRcnKyatWqJZvNpv/+97/Kzc1VzZo1C+zbe++9p9TUVNWuXVve3t6OD3djjPLy8pSYmKiwsDCdP3/+uo/3jQoMDFRSUlKBgAag/COoAIVwc3NT27Zt1apVK7Vr104fffSRjhw5UmjbtWvXOj7gGzZs6PRhv23bNt1///3q2LGjVq5cqQ4dOsjb21uBgYEaOnSo1q9frwMHDqhnz57KysqSJDVo0EBBQUHy8PBQy5YtHTMwXbt21T//+U/NnTtXiYmJ6tevn9LT02Wz2dSpUydJUqNGjRQUFFTk/jRu3FjBwcGSpDp16qhOnTry8vJSu3bt5O7uXuTxCAoKcmz3+34bNmyomTNnujSoAKi4CCrAVUydOvWKsyovvviipkyZUui68ePH69KlS5o1a5bc3Ar+uDVt2lQPP/yw4uPjtXDhwmLVM3HiRPXt21dHjx7V22+/XfwdKSUfffSROnXqpHbt2hXZJiEhQVOmTFHdunV15MgRzZ071xHq8vd7/vz5atiwoapWrapnnnnGaftjx45p8ODBCgoKkp+fnzp37qzdu3dLki5evKjFixfr7rvv1nPPPSdJOnDggCZNmqTg4GClpKRo2rRpqlmzpurWravY2NhSOhIASgNBBbiK+++/Xy1bttQ//vEPJSYmOq2Li4tTzZo11bp16wLbJSQk6LvvvlNgYKA6duxYZP/dunWTJMXExBS7plGjRl3zNqUhOTlZ77777lXbPf7444qOjlZKSoreeecd3XHHHfrhhx8UGhqqJ598UlOmTFGzZs30008/6emnn1Z0dLQ2bNjg2H7QoEFKT0/X3r17tWfPHh07dkzjxo2TdPl02YQJE7Rp0yYZYyRdvq7m73//u+M02KBBg5SQkKCmTZvq0UcfVW5ubqkcDwAlj6ACXIXNZtNzzz2nnJycAneVvPDCC0XOphw8eFCSVK9evSv237BhQ6f2xXHrrbdKkg4fPlzsbUrCpUuXnC6grVevnrZs2XLV7dauXes4Tg899JBCQ0MVEBCgsWPHym63q3PnzurZs6d8fX01fPhwSZdnRfLZ7XYNHDhQtWvX1i233KJ7773XcYHzyJEjHdfr5Nu8ebMmTpwoSXrmmWfUrl07Va9eXQMGDFB6erpOnTpVIscDQOkjqADFMGzYMIWEhOiDDz7Q8ePHJUlbtmyRl5eX4/qQ38u/AyUvL++KfXt6ekrSFa8R+b38mYP8vot7t8u13BVTmN9fTJucnKywsLBibVurVi1JkpeXl2OZv7+/JOd9z1+fk5PjWLZr1y6NGzdO27dvV2RkpGJiYpzWF3ZdTv54Pj4+jmW+vr4F+gZgbQQVoBjc3d01efJkZWdnO+6oeeGFFzR16tQit2nWrJmky3fl2O32Itvl39bbokWLYtfz008/Sbp8l48keXh4SLp8vUZRsrKyHB/UJaVOnToaO3ZssdoWdo1OcSUlJalXr1567LHH1KtXL0VERDjCWlF938h4AKyDn2SgmB588EE1aNBAixYt0vLly3Xx4kXdddddRbZv0qSJ2rVrp3Pnzmnz5s1FtouLi5MkxymP4vjggw8kSREREZIuP7fE29tbycnJRW5z7NixQu/cuZIVK1YU+myV3xo5cqQCAgKuqd9rcf78eXXp0kXVq1fXrl27NGLECKdZEgAVG0EFKCYvLy8988wzunTpkoYNG3bF2ZR8c+fOlYeHh6ZMmVLoBZxHjx7Vm2++qQ4dOujRRx8tVh3z5s3T6tWr1aJFC8cFpZLUuXNnJSQkFHmty9tvv62uXbsWWP7bmYnfysvL06pVqwp9tkphpk6d6vQgut/LP93y21Nh+TNNhS3LP16bN2/WkSNH9PDDDzudIvpt3fl9//YY59/ufaW+AVgfQQUowpEjR3Ts2DEdPXrUsWzMmDEKDg7WH/7wB/Xo0UPS5Q/MPXv2SJISExOVlpbmaH/33Xfr448/1u7du9WrVy/t2LFD2dnZSktL0+LFi9W5c2fdcsstWr16tePajOPHj+uXX35Rbm6uEhISlJ2drfPnz2vz5s0aMmSInnrqKbVp00Zr166Vn5+fY6zo6Gj5+/urX79++uKLL5SZmalz585p06ZN6tu3r7KysjRw4EBH++TkZJ08eVLZ2dnat2+f44M/KytLP/30k4YMGeIIKSdOnFBqaqqys7OdnkBrt9uVnJysiRMnKjk5uchTS9nZ2Vq/fr0kaf369bLb7crNzdUXX3whSdq4caNyc3NljNHXX38tSdqwYYMuXbqkunXrSpI++eQTZWRkKDY2Vt98840uXLig/fv3a8OGDY5Zqa1bt+rixYu6dOmS4yLf9evXyxijnJwcx51EcXFxRQY0ABZjgEpgxowZ5tZbby12+/vuu89Icrzuu+8+x7qXX37ZLF++3PG+efPmTm0lmRkzZjj1l5CQYMaNG2dCQkKMt7e3qVatmrnzzjvNW2+9ZbKzsx3tBg0aVKAvScbHx8c0aNDADBgwwHz00UcmJyen0Lr3799vRo0aZRo1amR8fHxMQECA6dChg3nttdectnnwwQcLHef3r6+//tqMHj26WG3XrVtnjDFm7ty5xs/Pz6muPn36FDg+I0aMcFoWERFhZsyY4bSsT58+xhhjJk2aZKpVq2Zat25tli9fbhYvXmz8/PzMU089Zf75z386bdOmTRtz9913Oy2bM2eOCQ0NdVq2YMECR32jR482oaGhxf7/Iz4+3kgy8fHxxd4GwPWxGcOfFaj4/vrXv2rp0qXav3+/q0up8ObNm6dp06aVqyfVjhkzRvHx8dq2bVux2u/bt0+tW7dWfHy8WrVqVcrVAZUbp34AAIBlEVQAAIBlEVQAlLjMzEzH02sjIyNdXU6hVq1a5ahx0aJFri4HQBE8XF0AgIpl4sSJjsfXW1nfvn258wcoB5hRAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlkVQAQAAlsV3/aDS+PXXX7V06VJXl4EK4MSJE64uAag0CCqoNJKSkhQREeHqMgAA18Bm+PpQAP/f0qVLFRERwbcKA7AMrlEBAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACWRVABAACW5eHqAgC4RlZWlpKTk52WnTp1SpJ0+PBhp+Xu7u66+eaby6w2AMhnM8YYVxcBoOylpaWpdu3aysnJuWrbXr16ac2aNWVQFQA449QPUEkFBgaqe/fucnO7+q+BYcOGlUFFAFAQQQWoxCIjI3W1SVVvb28NHDiwjCoCAGcEFaAS69+/v7y9vYtc7+Hhof79+8vf378MqwKA/yGoAJWYr6+vBg4cKE9Pz0LX5+XlacSIEWVcFQD8D0EFqOSGDx9e5AW1fn5+6tmzZxlXBAD/Q1ABKrkePXqoWrVqBZZ7enoqIiLiiqeGAKC0EVSASs7T01PDhg2Tl5eX0/KcnBwNHz7cRVUBwGU8RwWANm7cqK5duzotq1mzpk6ePCl3d3fXFAUAYkYFgKQuXbooODjY8d7T01MjR44kpABwOYIKALm5uWnkyJGO0z85OTk85A2AJXDqB4AkadeuXerYsaMkqUGDBkpMTJTNZnNxVQAqO2ZUAEiSOnTooKZNm0qSRo0aRUgBYAkEFQAOkZGRkqShQ4e6uBIAuMzD1QUAJWnp0qWuLqFcu+mmm9SoUSPFx8crPj7e1eWUWw0aNFBYWJirywAqBK5RQYXC6QpYQXh4uGJjY11dBlAhMKOCCicmJkZDhgxxdRmopAYPHuzqEoAKhWtUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAJSJefPmyWazOV6RkZGlPmZaWprq16+vWbNmFXubVatWOdV5++23l2KFAK6GoIJKa8CAAU4fSIW9BgwYoPr16xdY/uyzzzr1FRAQUGQfEyZMKHT8mjVrOrWLjo52rEtPT1d0dLRuu+02BQYGKiAgQF27dtWSJUu0d+9ezZkzR59//vlV689/Pf300wWWNW3a1KmelJQUTZ48Wa1atZKvr6+qVaumsLAwLVy4UNnZ2ZKkDRs23NC++fn5yRgjY4w+/vjj6/63uxbGGNlstmK379u3r6PG0aNHl2JlAIrFABWIJBMTE1Ostna73fz888/G39/f1KtXz2ldWlqaeeGFF0z37t2N3W43X375pZFkmjdvblJTUwv0lZeXZ1asWGFatmxpTp48ac6cOWPmzJljPD09jSTz5ptvFrpNbGysad++vUlLS3Ms//bbb02DBg3MLbfcYj799FOTmppqMjMzzZ49e8y4ceOMzWYzUVFRZsmSJSYyMtKkpqYau91uTp8+bSSZPn36GGOMyc3NNd99951p2rSpOXv2rElOTjYtWrQwkszmzZtNXl6eY8zVq1ebgIAA07t3b/Pdd9+ZrKwsc+bMGfPpp5+a+vXrm/bt25sTJ04YY8x179vcuXONn59fsf5trGL06NEmNDT0mrYJDw834eHhpVQRUPkwo4JKy2azKSQkRNWrVy+w7qabbtK0adPUpUsX2Ww2derUSZLUqFEjBQUFFWjv5uamtm3bqnHjxgoODlZgYKCioqJ02223SZLGjx+vuLi4Ire56aabJElHjhxRnz595O3trZ07d2ro0KEKCgqSr6+v2rRpo9dff12vvfaazpw5owsXLmj+/PkKCgoqdMbA3d1dHTp00PTp03X+/HnVqVNH9erVkyS1bdtWbm6Xf/y3bdum+++/Xx07dtTKlSvVoUMHeXt7KzAwUEOHDtX69et14MAB9ezZU1lZWde9bwBwPQgqQCHWrVun+Ph4TZs27Yb7mjVrlnJzczV48GAdOnToim2feeYZnT17Vq+88kqhAUqSnnjiCdWvX1/h4eHFCgGDBg1SrVq1ilw/fvx4Xbp0SbNmzXKEl99q2rSpHn74YcXHx2vhwoXXvW+FSUhI0JQpU1S3bl0dOXJEc+fOVcOGDVWzZk3HWPPnz1fDhg1VtWpVPfPMM07bHzt2TIMHD1ZQUJD8/PzUuXNn7d69W5J08eJFLV68WHfffbeee+45SdKBAwc0adIkBQcHKyUlRdOmTVPNmjVVt25dxcbGXnP9AEofQQX4nczMTH300Ucl1t8TTzyhyZMnKy0tTf369VN6enqh7c6cOaN///vf8vHxUe/evYvsz2az6fnnny8yyPyer6+vvLy8Cl2XkJCg7777ToGBgerYsWORfXTr1k2SFBMT47S8uPtWlMcff1zR0dFKSUnRO++8ozvuuEM//PCDQkND9eSTT2rKlClq1qyZfvrpJz399NOKjo7Whg0bHNsPGjRI6enp2rt3r/bs2aNjx45p3LhxkqRly5ZpwoQJ2rRpk4wxkqQxY8bo73//u1JTUzV79mwNGjRICQkJatq0qR599FHl5uZeU/0ASh9BBZCUlJTkuPDT39+/RIOKdHnmITIyUgcOHNCQIUOUl5dXoM2BAweUm5urevXqydvbu0THL8rBgwclyXFKqCgNGzZ0av9bxdm3oqxdu1ZTpkyRJD300EMKDQ1VQECAxo4dK7vdrs6dO6tnz57y9fXV8OHDJV0+TvnsdrsGDhyo2rVr65ZbbtG9996rhIQESdLIkSMVHx/vNN7mzZs1ceJESZdnr9q1a6fq1atrwIABSk9P16lTp4pdO4CyQVABdPmD2vz/Oz0uXryoRx991Gl9ce8aKaqdzWbT+++/r27duumrr75yfFj+VkZGhiSpSpUq11j99cuv92rhwtPTU9Ll614K6+Nq+3Yl+aelfjvr4+/vX2C8/PU5OTmOZbt27dK4ceO0fft2RUZGKiYmxml9YdcT5Y/n4+PjWObr61ugbwDWQFABfsfHx0cPP/yw0zIPDw9Jl697KEpWVpbjA68wnp6eWr58udq3b6+FCxfqzTffdFrfuHFjSdKJEyccpypKW7NmzSRJx48fl91uL7JdSkqKJKlFixaFrr/avl1JYdfFFFdSUpJ69eqlxx57TL169VJERITTsSus7xsZD0DZ4ycWKERoaKhat27teO/n5ydvb28lJycXuc2xY8cUHBx8xX79/f21Zs0aNW7cWBMmTNC6desc61q0aKEWLVooPT1dGzduvPGdKIYmTZqoXbt2OnfunDZv3lxku/y7evJPvxTmSvtWGs6fP68uXbqoevXq2rVrl0aMGOE0SwKgYiCoAMXUuXNnJSQkFHqdhiS9/fbb6tq161X7CQ4O1tq1axUQEKDx48c7rZszZ46ky3fi/Prrr4Vuf+7cOX3wwQfXVvwVzJ07Vx4eHpoyZUqhF5MePXpUb775pjp06FDglNjvXWnfipJ/uuW3p5/yZ3cKW5Zf4+bNm3XkyBE9/PDDTqeIfjujkt/3b/crKyvrqn0DsA6CCiq1Y8eO6ezZs8rIyNDPP/98xVMu0dHR8vf3V79+/fTFF18oMzNT586d06ZNm9S3b19lZWVp4MCBjvapqalKSkrS999/X6DfZs2aadWqVY5rP/L17dtXb7zxhn788Ue1b99eH374oZKSkpSTk6OTJ0/qk08+0bPPPquIiAin7ex2u/bs2SNJSkxM1NmzZwvUf+bMGR0/flyStHv3bscH9d13362PP/5Yu3fvVq9evbRjxw5lZ2crLS1NixcvVufOnXXLLbdo9erVjutErmffCpOdna3169dLktavXy+73a7c3Fx98cUXkqSNGzcqNzdXxhh9/fXXki4/HffSpUuqW7euJOmTTz5RRkaGYmNj9c033+jChQvav3+/NmzY4JgJ2rp1qy5evKhLly5py5YtjvGMMcrJyXHcSRQXF1dmp90AFJNrnjMHlA5dw5Np77vvPiPJ6ZX/VNei7N+/34waNco0atTI+Pj4mICAANOhQwfz2muvmZycHEe7p59+2qnfVq1aFdrfypUrTURERIHle/fuNQ8//LBp1KiR8fb2NoGBgaZz587m3XffdXqibL6QkJAC+/LCCy841k+ePLnA+pCQEKc+EhISzLhx40xISIjx9vY21apVM3feead56623THZ29g3vW2FPpu3Tp49TXzNmzDAjRoxwWhYREWFmzJhR6L/TpEmTTLVq1Uzr1q3N8uXLzeLFi42fn5956qmnzD//+U+nbdq0aWPuvvtup2Vz5swxoaGhTssWLFjgqI8n0wKuZzOGPx9QcdhsNsXExGjIkCGuLqXYTp8+XejdKRXBb/dt3rx5mjZtms6fP+/iqopvzJgxio+P17Zt24q9zeDBgyWJB8gBJYRTP4CLVdSQIlXsfQNQNggqAADAsggqAMpMZmam4wnAkZGRri6nUKtWrXLUuGjRIleXA1R6Hq4uAEDlMHHixGt+aq0r9O3blzt/AAthRgUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgWQQUAAFgW3/WDCmfr1q2uLgGV2IkTJ1S/fn1XlwFUGDbDt2+hArHZbK4uAVB4eLhiY2NdXQZQITCjggqF3O0sPDxchw4d0p49e0olxO3bt09//OMftWTJEkVERJR4/wDAjApQQe3du1dt27bV8uXLdd9995XaOCNGjNB3332nffv2ycODv30AlCyCClBB9evXTykpKdq5c2epnhI7dOiQWrZsqUWLFumBBx4otXEAVE4EFaAC2rlzp0JDQ7VmzRr17Nmz1McbPXq04uLidODAAXl5eZX6eAAqD4IKUAF169ZNFy5c0DfffFMm4yUmJqpZs2ZauHChHnnkkTIZE0DlQFABKpgtW7aoS5cuiouL0z333FNm444bN06rV6/WwYMH5e3tXWbjAqjYCCpABdO1a1d5eHjo66+/LtNxU1JSFBISopdfflnjx48v07EBVFwEFaAC+fLLL9WjRw9t2rRJXbp0KfPxn3rqKX322WdKSEiQr69vmY8PoOIhqAAVSFhYmAIDA7V69WqXjH/69GmFhIRo+vTpioqKckkNACoWvusHqCA+//xzbd++XTNmzHBZDUFBQXr88cf18ssv69y5cy6rA0DFwYwKUAEYY9S+fXs1btxYy5cvd2kt6enpaty4saKiojR16lSX1gKg/GNGBagAli1bph9++MGlsyn5AgIC9OSTTyo6Olpnz551dTkAyjlmVIByzm63q23btmrdurWWLFni6nIkSRkZGWrSpIkef/xxPf/8864uB0A5xowKUM4tWbJE+/fv1/Tp011dikP16tUVFRWluXPnKjU11dXlACjHmFEByrG8vDy1atVKYWFh+uCDD1xdjpPMzEyFhITowQcf1Msvv+zqcgCUU8yoAOXYBx98oMOHD+svf/mLq0spwM/PT5MmTdKCBQuUlJTk6nIAlFPMqADlVE5Ojpo3b67u3bvrrbfecnU5hcrKytItt9yi+++/X6+99pqrywFQDjGjApRT77zzjpKTky19C7CPj4+effZZvf322zp+/LirywFQDjGjApRD+TMVgwYN0rx581xdzhWVh5kfANbFjApQDr3xxhs6c+aMJk2a5OpSrsrT01NTp07V+++/r8OHD7u6HADlDDMqQDlTHu+msfLdSQCsjRkVoJx57bXXlJmZqaefftrVpRSbu7u7pk2bpsWLF+vHH390dTkAyhFmVIBypDw/8TX/CbqtWrXSp59+6upyAJQTzKgA5cjcuXNlt9v11FNPubqUa+bm5qa//OUvWrp0qb7//ntXlwOgnGBGBSgnzpw5oyZNmmjSpEmWviX5Sowx6tChgxo1auTyb3kGUD4wowKUE3PmzJGXl5cmTJjg6lKum81m08yZM7VixQrt2LHD1eUAKAeYUQHKgdOnTyskJETTp09XVFSUq8u5YWFhYQoMDNTq1atdXQoAi2NGBSgHXnrpJfn7+2vcuHGuLqVEzJw5U2vWrNGmTZtcXQoAi2NGBbC4lJQUhYSE6JVXXtETTzzh6nJKTNeuXeXu7q5169a5uhQAFkZQASxu3LhxWr16tQ4ePChvb29Xl1NitmzZoi5duiguLk733HOPq8sBYFEEFcACsrOz5eXlVWB5YmKimjVrpoULF+qRRx5xQWWlq3v37srMzNQ333xTYJ0xRrm5ufL09HRBZQCsgmtUAAsYP368HnzwwQLfhTNz5kzVrVtXDz74oIsqK10vvfSStm7dqrVr1zot/89//qNOnTopLi7ORZUBsAqCCmAB+/bt00cffaRmzZrpkUce0fHjx3Xo0CEtXrxYM2fOLHS2pSLo2LGj+vTpo2nTpskYo7i4OIWGhqp3797673//q59//tnVJQJwMU79ABYQHBys1NRUSZe/bdgYo0aNGkmSfvrpJ7m7u7uwutK1e/dudejQQa1bt9bevXvl4eGh3NxceXl56YknntCrr77q6hIBuBAzKoCLXbx4UadPn3a8z8nJUW5uro4ePaqjR49q3LhxOnnypAsrLD0//PCDXnjhBRljHF9WmJubK+nycTh48KArywNgAQQVwMUOHz6swiY2c3NzlZubq/fff19NmjTRX/7yF509e9YFFZa8H374Qf3791fbtm21atUqSf8LKPl+G14AVF4EFcDFEhISrrg+NzdXWVlZ+ve//62cnJwyqqp0nTp1Sl999ZUkXXGfjh8/LrvdXlZlAbAgggrgYj///PMVL5b19PRU27ZttX79etWqVasMKys93bp108aNG1W1alV5eHgU2S47O1vJycllWBkAqyGoAC6WkJBQ6KkfSfCZR6IAACAASURBVPLw8FBoaKg2btyoGjVqlHFlpeu2227T+vXrrxpWuPMHqNwIKoCL/fTTT4We/vDw8NC9996rL7/8UlWrVnVBZaWvffv2+vbbbxUYGFjog908PDwIKkAlR1ABXOzAgQMFlrm7u2vAgAFauXKlqlSp4oKqyk6LFi20fft21alTp0BYcXd3v+o1PAAqNoIK4EK5ubkFbj12c3NTRESEPv3000rz+PhGjRpp27ZtatKkidM+Z2dn69ChQy6sDICrEVQAFzpy5Ijy8vIc793c3PTYY49p8eLFV7xuoyKqU6eONm3apGbNmjnCCrcoAyCoAC7029MaNptNzzzzjN544w25uVXOH81atWppy5Ytatu2rSOsHDlyxMVVAXClyvnbELCI3waV2bNna/bs2S6sxhoCAgK0bt06hYaGSrr85N5Tp065uCoArkJQAVzo559/ls1m0+uvv65Jkya5uhzLqFq1qr788kv17NlT0tUfigeg4uJLCVGunThxQt9++62ry7huc+bMUadOndS1a9dSHWfIkCGl0m9pH/+8vDwtWLBA7du311133VVq45S20jr+QGVAUEG5tnTpUkVERLi6DMsrrR9zjn/x8GsWuH6c+kGFYIzhVcgrJiaG418Jjj9QkRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAACAZRFUAFjCjh079Mgjj6hx48Yl3vfhw4c1depU1a1bV0ePHi3x/gGUHg9XFwAAdrtdAwcOVEpKigIDA0u8//Hjx+vrr79WdnZ2ifcNoHQxowLA5dzc3JSUlKTevXuXSv+rV6/Wc889Vyp9AyhdBBUAllGrVq1y2TeA0kNQAYpw7NgxDR48WEFBQfLz81Pnzp21e/duSdLBgwc1efJk1a5dW8eOHVPfvn1Vo0YN7dixQ5K0YsUKdejQQVWrVlWnTp20fft2p74PHTqku+66SwEBAZo8ebI++OADnTx5ssz30Wrc3C7/StqzZ4/uvvtuValSRW3bttWWLVuc2m3cuFF33323/Pz8VLt2bY0dO1bp6elObb799lvdeeed8vX1Vbt27XT48GHHuvr168tmszlev/zyiyTpww8/dCx77733SnlvARSLAcqxmJgYU1r/G3fs2NH86U9/MikpKebgwYOmfv365vbbbzfGGNO5c2fj7u5uJJm///3vZseOHaZBgwbmq6++MitXrjQ2m80sWrTInD9/3rzzzjtGkpFk3NzczIkTJ0zHjh1NbGysuXjxotmwYYOpUaOGSUlJKfF9KM3jUxr9jx492vj4+JjZs2eblJQUs2fPHtOqVSvj5+dnTpw4YYwx5ssvvzRVq1Y1K1euNOfOnTMxMTHGz8/PdOzY0eTk5BhjjNm2bZvx8fExr7zyijl79qxZunSpqVKlipFkjhw5YpKSksy9995rJJmdO3c6xrfb7WbgwIHmk08+MXl5eTe8P6V9/IHKgJ8glGul+UHQvn178/rrrzveP/jggyYoKMjxftKkSUaS2bJli9N24eHhJjg42GlZx44dTZ8+fYwxxly4cKHAB+T8+fMJKuZyUKlRo4bTsj179hibzWaefPJJY7fbzS233GKeeOIJpzYzZswwkswbb7xhjDGmTZs2pmfPnk5tHnvsMUdQMcaYxMRE4+HhYZ588klHm7S0NBMWFlZi+0NQAW4cp36AIuzatUvjxo3T9u3bFRkZqZiYGOXk5DjW16xZU5LUvHlzp+18fX2VkZHhdIdJ7dq1tWvXLklSlSpVVKdOHd1zzz167rnnlJSUpPHjx6t27dplsFflT5s2bdSgQQN9//332rVrlw4dOqQ2bdo4tXn00UclXb5o9vvvv9f333+v7t27O7Vp27at0/uGDRtqyJAheu+993TmzBlJ0uLFizVy5MhS3BsA14qgAhQhKSlJvXr10mOPPaZevXopIiJCxhjHepvNVuh2zz33nKpVq6aoqCidO3dOO3bs0KZNm9SzZ09Hm6VLlyogIECzZ89W48aNNXXqVNnt9lLfp/IqKChI6enpSkxMlCRduHDBaX3dunXl6+ur5ORk/fjjj45triYqKkqZmZmaP3++JOnTTz/V8OHDS7h6ADeCoAIU4vz58+rSpYuqV6+uXbt2acSIEfLx8SnWti1atFBUVJR++OEH1a5dW4MHD9aYMWP0+uuvO9rceeedOnTokObOnasaNWropZde0rx580prd8q95ORkNW3aVPXq1ZMkRxj5LQ8PDzVp0kReXl6SLl8MfTXt2rXTvffeq4ULFyouLk4tWrRQ9erVS7Z4ADeEoAIUYvPmzTpy5Igefvhhubu7O5b/dkYlfwYkNzfXadvt27dr9erVWrdunTIzM5WYmKhXX31Vvr6+kqSsrCz97W9/k4+PjyZOnKgDBw7o1ltv1datW8tgz8qfbdu2KSUlRSNHjlS7du3UoEEDffbZZzp//ryjzYkTJ/Trr78qIiJCoaGhcnNz05IlSwqdpTp9+rTT+6ioKKWlpSkiIkKPPPJIqe8PgGtDUAEKUbduXUnSJ598ooyMDMXGxuqbb77RhQsXtH//fq1evVpxcXGSpJSUFKdtlyxZoo0bN8rDw8PpFtibb75ZX331lSTphRde0Ntvv62MjAxlZGTIGKN77rmnbHfSgurWrau0tDRNnTpVJ0+e1N69e/XQQw9p9OjR6t+/v7y9vRUdHa309HSNGDFCycnJSklJ0dixY9WjRw+Fh4erXr16+vOf/6x9+/bpgQce0PHjx3X48GGtWLFCktS9e3e9/PLLjjF79uypP/zhD6pVq5buuOMOV+06gKK4+GJe4IaU5l0VkyZNMtWqVTOtW7c2y5cvN4sXLzZ+fn7mqaeeMp06dXLcchwUFGSefvppx3bbtm0z/v7+jvW/fdWpU8dcvHjRLFy40Dz//POmVq1apl69euaFF14wdru9xPehvN31Y7fbzbvvvmtatmxpvLy8TIsWLcwbb7xR4NgsW7bMtGnTxnh7e5uGDRuaKVOmmKysLMf63NxcM2XKFBMUFGT8/f3NyJEjzaxZs0zbtm3N66+/btLT0536e/XVV83cuXNLbD/ycdcPcONsxvxmLhsoZ5YuXVrgIldXW7p0qX799VeNGTPGsezChQs6fPiwRo0apR07djgebFYWtZTm8bHi8b8evXv31uLFi1WjRo0S7beiHB/AlfhSQqAEHThwQGPHji1wHYSvr69atWqlwYMHl1lIwdUZY/TBBx+oZs2aJR5SAJQMggpQgg4ePKi0tDSNGzdOjz32mEJCQuTu7q6ff/5Zy5Yt07hx41xdIiStW7dO9913nzIzM1W1alXHVyMAsB7+tANKUL9+/bR69WodPXpUvXr1UlBQkNq0aaMlS5bo//7v/1SnTh1XlwhJ/v7+8vHx0R//+EetXbtWISEhri4JQBGYUQFKWO/evdW7d29Xl4ErCA0NdXwRIQBrY0YFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFkEFAABYFt/1gwph6dKlri7BkrZu3Vom43D8C1dWxx+oyAgqqBAiIiJcXUKlxvEHUFpsxhjj6iIAoCQsXbpUERER4tcaUHFwjQoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsggoAALAsD1cXAADXIysrS8nJyU7LTp06JUk6fPiw03J3d3fdfPPNZVYbgJJjM8YYVxcBANcqLS1NtWvXVk5OzlXb9urVS2vWrCmDqgCUNE79ACiXAgMD1b17d7m5Xf3X2LBhw8qgIgClgaACoNyKjIzU1SaFvb29NXDgwDKqCEBJI6gAKLf69+8vb2/vItd7eHiof//+8vf3L8OqAJQkggqAcsvX11cDBw6Up6dnoevz8vI0YsSIMq4KQEkiqAAo14YPH17kBbV+fn7q2bNnGVcEoCQRVACUaz169FC1atUKLPf09FRERMQVTw0BsD6CCoByzdPTU8OGDZOXl5fT8pycHA0fPtxFVQEoKTxHBUC5t3HjRnXt2tVpWc2aNXXy5Em5u7u7pigAJYIZFQDlXpcuXRQcHOx47+npqZEjRxJSgAqAoAKg3HNzc9PIkSMdp39ycnJ4yBtQQXDqB0CFsGvXLnXs2FGS1KBBAyUmJspms7m4KgA3ihkVABVChw4d1LRpU0nSqFGjCClABUFQAVBhREZGSpKGDh3q4koAlBQPVxcAwHqWLl3q6hKuy0033aRGjRopPj5e8fHxri7nmjVo0EBhYWGuLgOwFK5RAVAAp01cIzw8XLGxsa4uA7AUZlQAFComJkZDhgxxdRmVxuDBg11dAmBJXKMCAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6ACAAAsi6AC4IaEh4fLZrM5vTw8PBQYGKiwsDB9+OGHTu3HjBlToH1hr5SUFH3++efFamuz2RQcHFxg2bPPPus0dkBAwFX7Kar2DRs2OLWbMGFCocejZs2aTu2io6NL+pADlQpBBcANWbZsmY4dO6Zq1aopODhYxhidP39e//rXv5SRkaGHHnpIL774oqP9e++9p9TUVNWuXVve3t4yxjheeXl5SkxMVFhYmM6fP6/MzExFRkYqNTVVdrtdp0+fliT16dNHxhjl5ubqu+++U9OmTfXTTz/pyy+/lCQ1b95cqampmj17tlOtaWlpWrFihVq2bKmTJ0/KGFPs2rt27aozZ85ozpw58vT01IIFC/TWW28VOB6pqamKjY1V+/btlZaWpqioqNI69EClQFABcMMaNGigoKAgx3sfHx/dddddWrJkiSTpb3/7m7Kzsx3rg4KCFBwcXKAfNzc3NWzYUDNnztT58+d14cIFzZ8/X0FBQbLZbAXau7u7q0OHDpo+fboyMzPVqVMnSVKjRo2c6vlt/23btlXjxo0d419L7YGBgYqKitJtt90mSRo/frzi4uKKHOOmm24qxtEDcCUEFQClpnXr1nJzc1NWVpbOnj1brG0++ugjderUSe3atVN4eHixPuwHDRqkWrVq3Wi5Tq5W+6xZs5Sbm6vBgwfr0KFDJTo2gP8hqAAoNXFxcbLb7QoJCSl0BuX3kpOT9e677zreV69evVjj+Pr6ysvL67rrLMzVan/iiSc0efJkpaWlqV+/fkpPTy/R8QFc5uHqAgBULHa7XSkpKVq1apWmTp2qwMDAAhfU5rt06VKhp3Rc5Vpqly7PqiQlJenjjz/WkCFD9J///Efu7u5lVzBQCRBUAJSYU6dOycPDQ8YYSdLkyZP11FNPFTmb4u3traysLMf7lJQUDRo06LrHL27oKazdtdae38/777+vU6dO6auvvtLEiRO1YMGC6yseQKE49QOgxAQHBysnJ0eLFy+WJK1fv15Vq1Yt9vZ16tTR2LFjr3t8D4/Lf3tdvHixyDZZWVny9fUtsPx6a/f09NTy5cvVvn17LVy4UG+++eZ1Vg+gMAQVACXK3d1dkZGRmj59unbs2KFhw4YpLy+v2NuPHDlSAQEB1zW2n5+fvL29lZycXGSbY8eOFTlLcr21+/v7a82aNWrcuLEmTJigdevWXVf9AAoiqAAoFTNnztTw4cP1+eefa+zYsbLb7de0/dSpU3XhwoVrHrdz585KSEjQwYMHC13/9ttvq2vXrlfs43pqDw4O1tq1axUQEKDx48dfc90ACkdQAXDDjh07pl9++UUZGRk6cuSIY/n777+vzp07691339W9996rDRs2KDMzUydOnFBqaqqys7OVkpLiaG+325WcnKyJEycqOTnZ6RSN3W7Xnj17JEmJiYlF3u4cHR0tf39/9evXT1988YUyMzN17tw5bdq0SX379lVWVpYGDhx43bWnpqYqKSlJ33//veN6lnzNmjXTqlWr5OnpeWMHFMD/GAD4HUkmJiamWG0HDRpkJDm9evTo4Vh/+vRpExISUqDN1V7r1q1zGqewPl544YVCa9q/f78ZNWqUadSokfHx8TEBAQGmQ4cO5rXXXjM5OTklVnurVq0KHX/lypUmIiKiWMcvX3h4uAkPD7+mbYDKwGbM7/4kAFDp2Ww2xcTEaMiQIa4updw6ffp0oU/HLcrgwYMlSbGxsaVVElAuceoHAErBtYQUAEUjqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMsiqAAAAMvycHUBAKxp69atri6hUjlx4oTq16/v6jIAy7EZY4yriwBgLTabzdUlVErh4eGKjY11dRmApTCjAqCA8vr3y9KlSxUREVFu6wdQENeoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAyyKoAAAAy/JwdQEAcD2ysrKUnJzstOzUqVOSpMOHDzstd3d3180331xmtQEoOTZjjHF1EQBwrdLS0lS7dm3l5ORctW2vXr20Zs2aMqgKQEnj1A+AcikwMFDdu3eXm9vVf40NGzasDCoCUBoIKgDKrcjISF1tUtjb21sDBw4so4oAlDSCCoByq3///vL29i5yvYeHh/r37y9/f/8yrApASSKoACi3fH19NXDgQHl6eha6Pi8vTyNGjCjjqgCUJIIKgHJt+PDhRV5Q6+fnp549e5ZxRQBKEkEFQLnWo0cPVatWrcByT09PRUREXPHUEADrI6gAKNc8PT01bNgweXl5OS3PycnR8OHDXVQVgJLCc1QAlHsbN25U165dnZbVrFlTJ0+elLu7u2uKAlAimFEBUO516dJFwcHBjveenp4aOXIkIQWoAAgqAMo9Nzc3jRw50nH6Jycnh4e8ARUEp34AVAi7du1Sx44dJUkNGjRQYmKibDabi6sCcKOYUQFQIXTo0EFNmzaVJI0aNYqQAlQQBBUAFUZkZKQkaejQoS6uBEBJ8XB1AQDKztKlS11dQqm66aab1KhRI8XHxys+Pt7V5ZSaBg0aKCwszNVlAGWCa1SASoTTIRVDeHi4YmNjXV0GUCaYUQEqmZiYGA0ZMsTVZeA6DR482NUlAGWKa1QAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQAAIBlEVQA4BrMmzdPNpvN8YqMjLym7VetWuW0/e23315KlQIVA0EFQKEGDBjg9IGa//Lx8VH9+vU1cOBArV271tH+2WefLbT9b18TJkwodKyaNWs6tYuOji603Z///Gf997//LXRdeHh4gfE8PDwUGBiosLAwffjhh07tW7duXaD9xIkTndoEBAQ4rZ83b54kyc/PT8YYGWP08ccfF6glKytLffv2LbTOvn37OrYdPXp0oW0A/A9BBUCh/vWvf+nYsWOqVq2aAgICdOLECV26dElHjx7VggULdPDgQfXq1Uvz58+XJM2ePVvJyclq0aKFJGnz5s3Ky8vTmTNnNGfOHHl6emrBggV66623CoyVmpqq2NhYtW/fXmlpaYqKiirQ5tSpU/rHP/5RZIhZtmyZo97g4GAZY3T+/Hn961//UkZGhh566CG9+OKLjvY7d+7UZ599pho1akiSVqxYoblz5zr1efz4cbVp00b33Xef9u7dqyeffPL6DiaA60ZQAVCkBg0aKCgoSO7u7qpXr568vLxUu3ZtDRw4UOvWrZO7u7tmzJjhaF+nTh3Vq1dPktS2bVu5ubkpMDBQUVFRuu222yRJ48ePV1xcnNM4bm5uatu2rRo3bqybbrqp0FreeustjR8/XrGxsUpMTLxivfl8fHx01113acmSJZKkv/3tb8rOzpYkValSRREREfr888/l5uam559/Xjk5OU79ffvtt2rRooVWrFjhmIEBULYIKgCuS/Xq1eXt7a3c3FzZ7fZibTNr1izl5uZq8ODBOnToULHH+vXXX5WRkaHJkyfLw8OjwMzH1bRu3Vpubm7KysrS2bNnndbdcccdeuaZZ7R79249//zzjuUZGRl67rnntHDhQgIK4EIEFQBXZYzRxYsXHf/ds2ePIiIidOHCBf3lL3+Rm1vxfpU88cQTmjx5stLS0tSvXz+lp6cXa7s333xTDz74oGrUqKFhw4Zp0aJFBQLHlcTFxclutyskJETBwcEF1j///PP6wx/+oNmzZ2vnzp2SpIkTJ+rZZ59VzZo1iz0OgJJHUAFwVWlpafL19ZWbm5t8fX3Vrl07/ec//9Err7yiSZMmXVNfs2bNUmRkpA4cOKAhQ4YoLy/viu0vXbqk3bt3q02bNpIuh53z588Xeq3Lb9ntdiUlJentt9/W8OHDFRgYWOCC2nxeXl5avHix3Nzc9OCDD2r58uVKT0/XkCFDirVPQ4cOdbrotkqVKlq9enWBi3U/++yzYvUH4H8IKgCuKjAwUBcvXlReXp5++eUXrV69WqGhoZo0aZKGDh1a7FM/kmSz2fT++++rW7du+uqrrwrcafN7H3zwgQYPHux43759e4WFhWn+/Pm6dOlSoducOnVKHh4eql+/vv785z9rzJgx2r9/v+68884ix2nTpo1mzJihH3/8UY8++qjeeOONYu/TZ5995riTJ3/WqU+fPk7LjDEaOnRosfsEcBlBBcBV5d+W7Obmpho1aqh3795at26dWrZsqZiYGP3jH/+4pv48PT21fPlytW/fXgsXLtSbb75ZaLu8vDxFR0cXuPV469atOnnyZKG3BktScHCwcnJytHjxYknS+vXrVbVq1avWlX+78J133qk6depc0z4BKB0EFQDXxdvbW926dZMk7dix45q39/f315o1a9S4cWNNmDBB69atK9AmNjZWPXr0KDAzceLECXl5eenVV1+VMabQ/t3d3RUZGanp06drx44dGjZs2FVPMwGwHoIKgOtit9u1bds2SVLz5s2vq4/g4GCtXbtWAQEBGj9+vNO63NxcRUdHa/LkyQW2q1evnh544AH9+OOPWrFixRXHmDlzpoYPH67PP/9cY8eOvabTVABcj6ACoEiJiYk6ffq0cnNztW/fPmVkZOjcuXPasWOH7r//fm3fvl0tW7bUmDFjJElnzpzR8ePHJUm7d+92zGCkpqYqKSlJ33//fYEZkGbNmmnVqlXy9PR0LDt79qwef/xxubu7F3rKxm63O2Zzxo0bp2+++Ua5ubk6duyYfvnlF2VkZOjIkSOO9u+//746d+6sd999V/fee682bNigzMzMAn3u2bNHknTkyJFruqsIQCkyACoNSSYmJqZYbe+77z4jqcDLZrMZPz8/07JlSzNp0iRz5swZY4wxkydPLtA2JCTEPP30007LWrVqVeh4K1euNBEREcYYY5o3b+60zfHjx53azpkzp9Dafv/q0aOHY5vTp0+bkJAQx7rmzZs79XnzzTcX2H7WrFkF6pw7d67x8/Mr1jG8mtGjR5vQ0NBr2iY8PNyEh4eXyPhAeWAzpogTvAAqHJvNppiYmGLfdlvWTp8+7fRkWSuaN2+epk2bpvPnz99wX2PGjFF8fLzjFFpx5N8BFRsbe8PjA+UBp34AWIbVQwqAskdQAQAAlkVQAYBrlJmZ6XimS2Rk5DVtu2rVKse2ixYtKqUKgYrDw9UFAEB5MnHixKs+TfdK+vbtW+SzXwAUxIwKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLIIKAACwLL7rB6hktm7d6uoScANOnDih+vXru7oMoMzYDN+OBVQaNpvN1SWgBISHhys2NtbVZQBlghkVoBIpb3+XhIeH69ChQ9qzZ0+phKx9+/bpj3/8o5YsWaKIiIgS7x/AjWNGBYAl7d27V23bttXy5ct13333ldo4I0aM0Hfffad9+/bJw4O/3QCrIagAsKR+/fopJSVFO3fuLNVTVocOHVLLli21aNEiPfDAA6U2DoDrQ1ABYDk7d+5UaGio1qxZo549e5b6eKNHj1ZcXJwOHDggLy+vUh8PQPERVABYTrdu3XThwgV98803ZTJeYmKimjVrpoULF+qRRx4pkzEBFA9BBYClbNmyRV26dFFcXJzuueeeMht33LhxWr16tQ4ePChvb+8yGxfAlRFUAFhK165d5eHhoa+//rpMx01JSVFISIhefvlljR8/vkzHBlA0ggoAy/jyyy/Vo0cPbdq0SV26dCnz8Z966il99tlnSkhIkK+vb5mPD6AgggoAywgLC1NgYKBWr17tkvFPnz6tkJAQTZ8+XVFRUS6pAYAzvusHgCV8/vnn2r59u2bMmOGyGoKCgvT444/r5Zdf1rlz51xWB4D/YUYFgMsZY9S+fXs1btxYy5cvd2ktgJngNAAAIABJREFU6enpaty4saKiojR16lSX1gKAGRUAFrBs2TL98MMPLp1NyRcQEKAnn3xS0dHROnv2rKvLASo9ZlQAuJTdblfbtm3VunVrLVmyxNXlSJIyMjLUpEkTPf7443r++eddXQ5QqTGjAsCllixZov3792v69OmuLsWhevXqioqK0ty5c5WamurqcoBKjRkVAC6T9//Yu/O4qOrHe/xnNmQxRVDR1FxwFxNXXNBSUynNDRRxTy23VCxF+qS5ppiaWplLZaXVW3BPM9/1dcUVFxD3pSQFwV0kZZnl/v7wx7zBGZBt5nVn5jwfj3kUd+7cexjvDGfufd07ej0aNWqENm3a4PvvvxcdJ5cnT57A29sbw4YNw8KFC0XHIXJY3KNCRMJ8//33+PvvvzFjxgzRUUy4ubkhLCwMX375JZKSkkTHIXJY3KNCREJotVrUq1cPXbt2xapVq0THMSsjIwN16tRB3759sXz5ctFxiBwS96gQkRBr1qzBrVu3ZH0KsLOzM8LDw7F69WrcvHlTdBwih8Q9KkRkddl7KgIDA7Fs2TLRcfJlC3t+iOwZ96gQkdV9/fXXuH//PsLCwkRHeSGNRoOPP/4Ya9euxd9//y06DpHD4R4VIrIqWzybRs5nJxHZO+5RISKrWr58OZ48eYIPP/xQdJQCU6lUmD59OtavX4+LFy+KjkPkULhHhYisxpav+Jp9Bd1GjRrhP//5j+g4RA6De1SIyGqWLl0Kg8GAyZMni45SaEqlEjNmzEBUVBTOnDkjOg6Rw+AeFSKyivv376NWrVoICwuT9SnJ+ZEkCc2bN0eNGjWEf8szkaPgHhUisopFixbByckJEydOFB2lyBQKBWbPno2tW7ciJiZGdBwih8A9KkRkcXfv3oW3tzc++eQTTJkyRXScYmvTpg08PDzw22+/iY5CZPe4R4WILG7+/PkoXbo0xo0bJzpKiZg9ezZ27dqFgwcPio5CZPe4R4WILCo5ORne3t747LPP8P7774uOU2Jef/11qFQq7NmzR3QUIrvGokJEFjVu3Dj89ttvuHLlCkqVKiU6Tok5dOgQ2rdvj71796Jjx46i4xDZLRYVIiq2rKwsODk5mUz/559/ULduXXz11Vd49913BSSzrK5du+LJkyc4fPiwyX2SJEGn00Gj0QhIRmQ/OEaFiIptwoQJGDZsmMl34cyePRsvv/wyhg0bJiiZZc2fPx9Hjx7F7t27c03//fff0bJlS+zdu1dQMiL7waJCRMV2/vx5rFu3DnXr1sW7776Lmzdv4urVq1i/fj1mz55tdm+LPWjRogW6d++O6dOnQ5Ik7N27F35+fnjrrbdw+vRpXLt2TXREIpvHQz9EVGxeXl64c+cOgGffNixJEmrUqAEAuHTpElQqlcB0lhUbG4vmzZvDx8cHZ8+ehVqthk6ng5OTE95//30sWbJEdEQim8Y9KkRULOnp6bh7967xZ61WC51Oh4SEBCQkJGDcuHFISUkRmNBy4uPjMXfuXEiSZPyyQp1OB+DZ83DlyhWR8YjsAosKERXL33//DXM7ZnU6HXQ6HdauXYtatWphxowZePjwoYCEJS8+Ph49e/aEr68vdu7cCeB/BSVbzvJCREXHokJExfLXX3/le79Op0NGRga2b98OrVZrpVSWdfv2bfz5558AkO/vdPPmTRgMBmvFIrJLLCpEVCzXrl3Ld7CsRqOBr68v9u3bh4oVK1oxmeV06dIFBw4cwEsvvQS1Wp3nfFlZWbh165YVkxHZHxYVIiqWv/76y+yhHwBQq9Xw8/PDgQMH4OnpaeVkltWqVSvs27fvhWWFZ/4QFQ+LChEVy6VLl8we/lCr1ejcuTP++OMPvPTSSwKSWV6zZs1w5MgReHh4mL2wm1qtZlEhKiYWFSIqlsuXL5tMU6lU6N27N3bs2AEXFxcBqaynfv36OH78OCpXrmxSVlQq1QvH8BBR/lhUiKjIdDqdyanHSqUSwcHB+M9//uMwl4+vUaMGjh07hlq1auX6nbOysnD16lWByYhsH4sKERXZ9evXodfrjT8rlUqMHj0a69evz3fchj2qXLkyDh48iLp16xrLCk9RJio+FhUiKrKchzUUCgWmTp2Kr7/+GkqlY761VKxYEYcOHYKvr6+xrFy/fl1wKiLb5pjvJkRUInIWlYiICERERAhMIw/u7u7Ys2cP/Pz8ADy7cu/t27cFpyKyXSwqRFRk165dg0KhwIoVKxAWFiY6jmy89NJL+OOPPxAQEADgxRfFI6K88UsJiQRKTEzEkSNHRMcoskWLFqFly5Z4/fXXLbqe/v37W2S5ln7+9Xo9vvzySzRr1gwdOnSw2HoszVLPP1FBsKgQCRQVFYXg4GDRMWTPUm9TfP4Lhn8mSCQe+iGSAUmSeDNzi4yM5PPvAM8/UX5YVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIHER6ejrWrVuH9u3bY8aMGQCAK1euYNq0afDy8kJKSorghI6Hzz/Ri6lFByAi69i2bRsmT56MBw8e4LXXXgMAjB49GocOHYJOpxOczjHx+Sd6Me5RIXIQISEhiIuLyzVt3759CA0NFZSI+PwTvRiLCpEDKV++vMm0ChUqCEhC2fj8E+WPRYXIgSgUCpNpSuWztwGdToePP/4Ynp6eqFKlCrZu3Wqc5+rVq+jQoQPc3d0xbdo0fP/99xxTUQjZY1EqVaqEGzduoEePHvD09ERMTAyff6IXYFEhIgDAokWL0K9fP1y+fBnVq1fHe++9B0mSAAADBw7ExIkTkZKSgrfeegtTp04VnNa2jBgxAkuWLMHt27exefNmzJw5E25ubnj8+LFxHj7/ROaxqBARACA0NBS+vr4oX748evfujXv37uHOnTtIT0/HyZMnUaNGDTg7O+O1117DzJkzRce1KYcOHcKHH34IAGjVqhVatmyJGzdu4I033jDOw+efyDwWFSICALi4uBj/39XVFQCQkZEBFxcXVK5cGR07dsRHH32EpKQkTJgwAZUqVRIV1SZljw+qV6+e2fv5/BOZx6JCRHnKPvQQFRUFd3d3REREoGbNmvj4449hMBgEp7Mt5sYHvQiffyIWFSIqAH9/f1y9ehVLly6Fp6cn5s+fj2XLlomO5TD4/JMjY1EhciBarRYAcl1gLHuaXq83Tsv+tK7T6ZCRkYF58+bB2dkZoaGhuHz5Mho0aICjR49aMbnty/mc5sTnnyh/LCpEDmTfvn0AgOjoaDx58gQPHz5EdHS08T6DwQCtVouDBw8CAA4cOABJkjB37lysXr0aqampSE1NhSRJ6Nixo7Dfw9Y8efIEe/fuBQAkJycbp/P5J3oxXkKfyEHs3r0bvXr1AgAcOXIE9erVQ+3atXHgwAEAwJAhQ5CYmIhNmzbh1KlTAIBRo0ZBq9Xi888/x507d1C3bl1oNBqMGTMGY8eOFfa72JrOnTvj+PHjAIBu3bph6NChWLx4Mfr06cPnn+gFWFSIHERAQIBxcGZ+wsPD87wv+8sMqXCOHTtmdvr+/ftNpvH5J8qNh36IiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi21KIDEBEQFRUlOoIsHT161Crr4fNvnrWef6L8sKgQyUBwcLDoCA6Nzz+RfCkkSZJEhyAieYiKikJwcDD4tiAGn38iUxyjQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREsqUWHYCIxMjIyMCtW7dyTbt9+zYA4O+//841XaVSoXr16lbLRkSUjUWFyEE9ffoU9evXh1arNbnP29s7189vvvkmdu3aZa1oRERGPPRD5KA8PDzQtWtXKJUvfhsICQmxQiIiIlMsKkQObPDgwZAkKd95SpUqhT59+lgpERFRbiwqRA6sZ8+eKFWqVJ73q9Vq9OzZE6VLl7ZiKiKi/2FRIXJgrq6u6NOnDzQajdn79Xo9Bg0aZOVURET/w6JC5OAGDhxodkAtALi5uSEgIMDKiYiI/odFhcjBdevWDWXKlDGZrtFoEBwcnO+hISIiS2NRIXJwGo0GISEhcHJyyjVdq9Vi4MCBglIRET3DokJECAkJQVZWVq5p5cuXx2uvvSYoERHRMywqRIT27dvDy8vL+LNGo8GQIUOgUqkEpiIiYlEhIgBKpRJDhgwxHv7RarW8yBsRyQKLChEBAAYMGGA8/FOtWjW0aNFCcCIiIhYVIvr/NW/eHLVr1wYADB8+HAqFQnAiIiIWFSLKYfDgwQCe7V0hIpIDfnsyURGcP38e58+fFx2jxJUrVw41atTAuXPncO7cOdFxSlxAQIDZa8YQkXyxqBAVwcaNGzF79mzRMSwmODhYdASLOHfuHBo1aiQ6BhEVAosKURE1aNAAFy5cEB2DCuD8+fPw8fERHYOIioBjVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSISJhly5ZBoVAYb4MHD85z3p07d+aat3Xr1lZMSkSisKgQWUHv3r1z/ZHNvjk7O6Nq1aro06cPdu/ebZw/PDzc7Pw5bxMnTjS7rvLly+eab/HixWbnGzNmDE6fPm32vqCgIJP1qdVqeHh4oE2bNvjhhx+M8/r4+JjMGxoammt57u7uue5ftmyZ8T43NzdIkgRJkvDTTz/l+Rz26NHDON/IkSPznI+I7AuLCpEVbNu2DTdu3ECZMmXg7u6OxMREZGZmIiEhAV9++SWuXLmCN998E1988QUAICIiArdu3UL9+vUBANHR0dDr9bh//z4WLVoEjUaDL7/8EqtWrTJZ1507d7Bx40Y0a9YMDx48wJQpU0zmuX37Nn788cc8S8ymTZuMeb28vCBJEv79919s27YNqampeOedd/Dpp58CAE6cOIENGzbA09MTALB161YsXbo01/Ju3ryJJk2aoFevXjh79iwmTZpU9CeTiBwKiwqRlVSrVg0VKlSASqVClSpV4OTkhEqVKqFPnz7Ys2cPVCoVZs6caZy/cuXKqFKlCgDA19cXSqUSHh4emDJlClq1agUAmDBhAvbu3ZtrPUqlEr6+vqhZsybKlStnNsuqVaswYcIEbNy4Ef/880++ebM5OzujQ4cO+OWXXwAA8+bNQ1ZWFlxcXBAcHIxff/0VSqUSc+bMgVarzbWsI0eOoH79+ti6datxDwwRUUGwqBDJQNmyZVGqVCnodDoYDIYCPWbBggXQ6XTo168frl69WuB1PX78GKmpqZg2bRrUarXJ3o8X8fHxgVKpREZGBh4+fGic3rZtW0ydOhWxsbGYM2eOcXpqaio++ugjfPXVVywoRFRoLCpEViZJEtLT043/jYuLQ3BwMJ4+fYoZM2ZAqSzYy/L999/HtGnT8ODBA7z99tt49OhRgR63cuVKDBs2DJ6enggJCcF3332Xq3C8yN69e2EwGODt7Q0vL69c982ZMweNGzdGREQETpw4AQAIDQ1FeHg4ypcvX+B1EBFlY1EhsrIHDx7A1dUVSqUSrq6uaNq0KX7//Xd89tlnCAsLK9SyFixYgMGDB+Py5cvo378/9Hp9vvNnZmYiNjYWTZo0AfCs7Pz7779mx7rkZDAYkJSUhNWrV2PgwIHw8PDINaA2m5OTE9avXw+lUolhw4Zhy5YtePToEfr371+o34uIKBuLCpGVeXh4ID09HXq9Hvfu3cNvv/0GPz8/hIWFYcCAAQU+9AMACoUCa9euRZcuXfDnn3+anG3zvO+//x79+vUz/tysWTO0adMGX3zxBTIzM80+5vbt21Cr1ahatSrGjBmDUaNG4cKFC/D39zc7f5MmTTBz5kxcvHgR7733Hr7++usC/z4AcOjQoReeRUREjoNFhcjKsk9LViqV8PT0xFtvvYU9e/agYcOGiIyMxI8//lio5Wk0GmzZsgXNmjXDV199hZUrV5qdT6/XY/HixSanHh89ehQpKSl5nhrs5eUFrVaL9evXAwD27duHl156Kd9M2acP+/v7o3LlyoX6fYiIcmJRIZKBUqVKoUuXLgCAmJiYQj++dOnS2LVrF2rWrImJEydiz549JvNs3LgR3bp1M16LJPuWmJgIJycnLFmyBJIkmV2+SqXC4MGD8cknnyAmJgYhISEvPMxUVP7+/iYZc153hYgcC4sKkQwYDAYcO3YMAFCvXr0iLcPLywu7d++Gu7s7JkyYkOs+nU6HxYsXY9q0aSaPq1KlCoYOHYqLFy9i69at+a5j9uzZGDhwIH799VeMHTu2UIepiIiKgkWFyEr++ecf3L17FzqdDufPn0dqairS0tIQExODvn374vjx42jYsCFGjRoFALh//z5u3rwJAIiNjTXuwbhz5w6SkpJw5swZkz0gdevWxc6dO6HRaIzTHj58iPHjx0OlUpk9ZGMwGIx7c8aNG4fDhw9Dp9Phxo0buHfvHlJTU3H9+nXj/GvXrkW7du3wzTffoHPnzti/fz+ePHmSa3lxcXEAgOvXrxfqjCIiouexqBBZQe/evVGjRg3jNUx8fHzg7u6OsmXLolOnTrh69SrCwsIQHR2N0qVLG0/nvXLlCgCgQ4cOqFevHqZMmQIvLy8kJCTA398fjRs3NlmXn58fIiMjoVarAQBt2rTBmjVrEBMTAw8PDyQmJuaa//PPP0dwcDCAZwNn/f39odFoUL16daSmpiIjIwO1atVCQEAAgGeHqbZt2wZvb2/s378fHTt2RPPmzY3Lq1WrFt58800AQHx8PDw8PBAREVHyTyoROQS16ABEjmDbtm2Fmj8iIiLPP+55XfY+px49esDPzw8AcOnSpXznnTJlitnL7OenfPnyuHbtmtn7EhISCrUsIqL8cI8KkZ3Kefl7IiJbxaJCREREssWiQkRCPXnyxHhNl8GDB+c5386dO43zfffdd1ZMSEQicYwKEQkTGhpa4KvO9ujRI8/rvBCR/eIeFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLX7XD1ERPX78GFFRUaJjUAEkJiaKjkBERcSiQlRESUlJCA4OFh2DiMiu8dAPURHMmjULkiTZ/K1NmzYYP3688ByWuHXp0gUA0LVrV+zZsweSJKFRo0aCtxwiKiwWFSIHZTAYcPbsWTRp0kR0FIv4448/EB0dDScnJ3Tu3BlNmzbFunXroNfrRUcjokJgUSFyUNeuXcO///4LX19f0VEsxt/fHzt27MDp06fRuHFjjBgxAnXr1sXy5cuRnp4uOh4RFQCLCpGDOnPmDFQqlUMcDsnem3L58mX06NED4eHhqFGjBmbNmoVHjx6JjkdE+WBRIXJQZ86cQd26deHq6io6itV4e3tj+fLlSEhIwNixY7F8+XK88sormDRpEpKSkkTHIyIzWFSIHFRcXJxdH/bJj5eXF2bNmoV//vkHc+fOxaZNm1CrVi0MHToUly9fFh2PiHJgUSFyUGfOnLHbgbQFVaZMGUyaNAl///03vvnmGxw/fhwNGzbE22+/jZiYGNHxiAgsKkQO6f79+0hMTHT4opKtVKlSGDp0KC5evIht27bh9u3b8PPzMw7GJSJxWFSIHFBcXBwAOOyhn7wolUrj3pTo6GiUK1cOPXv25KnNRAKxqBA5oDNnzqBixYqoVKmS6CiyxVObieSBRYXIAZ05c4Z7UwqIpzYTicWiQuSAHPmMn6Liqc1EYrCoEDmYrKwsXLp0iQNpi4inNhNZF4sKkYO5cOECsrKyWFSKiac2E1kHiwqRg4mLi0OpUqVQr1490VHsAk9tJrIsFhUiB3PmzBk0btwYarVadBS7wlObiSyDRYXIwfCKtJbHU5uJSg6LCpGDiY+PZ1GxEp7aTFR8LCpEDuTGjRu4f/8+T022Mp7aTFR0LCpEDiQuLg4KhQKvvvqq6CgOiac2ExUeiwqRAzlz5gxq1qyJsmXLio7i0PI6tXnhwoWioxHJDosKkQPhQFp5ef7U5tTUVADgqc1EObCoEDmQuLg4FhUZyj61ef78+QDAU5uJcmBRIXIQaWlpuH79OgfS2gCe2kz0PywqRA4iPj4eBoOBe1RsBE9tJnqGRYXIQcTFxcHd3R3Vq1cXHYUKgac2k6NjUSFyENkDaRUKhegoVAQ8tZkcFYsKkYPgGT/24flTm2NiYvitzWTXWFSIHIBer8e5c+dYVOxI9qnNFy5c4Lc2k11jUSFyAFeuXMHTp095xo8d4rc2k71jUSFyAGfOnIFarUbDhg1FRyEL4rc2kz1iUSGyMx988AG6d++O6dOnY9OmTbh27Rri4uJQv359ODs7i45HVsBTm8meKCRJkkSHIKKSM2vWLMyZMwdqtRo6nQ6SJEGpVMLd3R3BwcHw9fWFr68vfHx84OrqKjou5RAVFYXg4GCU9Nvy7du3sXLlSixfvhx6vR7vvPMOwsLCUKVKlRJdD5ElcI8KkZ2pV68eAECr1Rr/4BkMBjx48ADffvstxo8fDz8/P1SsWBG3b98WGZWshKc2ky1jUSGyM/Xr18/zE7lWq4VOp4NKpcLkyZPh5eVl5XQkEk9tJlvEokJkZ+rWrZvvRd0UCgU8PT0RHh5uxVQkJzy1mWwJiwqRnXFzc0PFihXzvF+hUGDx4sVwc3OzYiqSI57aTLaARYXIDjVo0MDsdLVaDR8fHwwaNMjKiUjueGozyRWLCpEdatSoEZycnEym6/V6rFixAkolX/pkHk9tJrnhuxWRHapXr57JgFqNRoPg4GD4+/sLSkW2hN/aTHLBokJkh+rXrw+tVptrmkKhwMKFCwUlIluVfWrzjRs3eGozCcGiQmSHsq+lkk2tVuP//u//8MorrwhKRLbupZde4qnNJASLCpEdqlatGlxcXAD873TkKVOmCE5F9qC4pzYvWrQIKSkpVkhK9oJFhcgOKRQK1KpVy/jz559/ztORqUQV5dTmpKQk/N///R/8/f1x69YtAanJFrGoENkpHx8fAECLFi0QEhIiOA3Zs4Ke2rxs2TIoFArcuHEDbdu2xc2bNwWmJlvBokJkpxo0aACFQoGvvvoq3yvVEpWU/E5tTkhIwIoVK6DVaqHVapGUlITWrVvjr7/+Eh2bZI7fnkxUREePHpX1J8IjR44gNjYW48ePF5ahWrVqaNOmjbD12xpLfXuyKElJSVi2bBlWr15tLCg5DwlpNBp4enoiOjoatWvXNnl8YmIijhw5Ys3INql///6iI1gUiwpREfXr1w+bNm0SHUPWgoKCsHHjRtExbIa9FZVsKSkp8Pb2xtOnT03u02g0KFu2LPbv349GjRrlui/7+aD82dv28jwe+iEqhqCgIEiSxJuZW1BQkOh/HpKJzZs3IzMz0+x9Wq0Wjx49QocOHXD27Fmz84jeluV6i4yMtOQ/m2ywqBARkcXo9Xp89tlnMBgMec6j0+nw+PFjdOjQAfHx8VZMR7aARYWIiCwmMjISN2/ehCTlf3hCp9Ph33//hb+/P06cOGGldGQLWFSIiMgiJElCREQEFAoFnJycXnj2mU6nQ3p6Ojp37syyQkZq0QGIiMg+PX36FFOmTMGtW7eQnJyMpKQkJCYmIjExEXfv3kVWVpZxXpVKBY1GA0mSkJaWho4dOyI8PFxgepILFhUiIrIINzc3DB06NM/779+/j+Tk5FxFJiUlBYmJiUhKSsKaNWusmJbkikWFiIiE8PT0hKenp/Eqys/j6ckEcIwKERERyRiLChEREckWiwoRERHJFosKERERyRaLChEREckWiwoRERHJFosKERERyRaLChEREckWiwoRERHJFosKERERyRaLCpGNunLlCqZNmwYvLy+kpKSIjkNk09LT07Fu3Tq0b98eM2bMAMDXmFzwu36IbNTo0aNx6NAh6HQ60VGIbN62bdswefJkPHjwAK+99hoAvsbkgntUiGzUvn37EBoaKjoGkV0ICQlBXFxcrml8jckDiwqRDatQoYLoCER2o3z58ibT+BoTj0WFSOayj5NXqlQJN27cQI8ePeDp6YmYmBgolc9ewjqdDh9//DE8PT1RpUoVbN261fj4q1evokOHDnB3d8e0adPw/fff83g7kRkKhcJkGl9j4rGoEMnciBEjsGTJEty+fRubN2/GzJkz4ebmhsePHxvnWbRoEfr164fLly+jevXqeO+99yBJEgBg4MCBmDhxIlJSUvDWW29h6tSpon4VIpvF15g4LCpEMnfo0CF8+OGHAIBWrVqhZcuWuHHjBt544w3jPKGhofD19UX58uXRu3dv3Lt3D3fu3EF6ejpOnjyJGjVqwNnZGa+99hpmzpwp6lchsll8jYnDokJkA7KPnderV8/s/S4uLsb/d3V1BQBkZGTAxcUFlStXRseOHfHRRx8hKSkJEyZMQKVKlSwfmsiO8DUmDosKkQ0wd+yiDnENAAAgAElEQVT8RbJ3S0dFRcHd3R0RERGoWbMmPv74YxgMhpKOSORw+BqzDhYVIjvn7++Pq1evYunSpfD09MT8+fOxbNky0bGI7AZfY5bFokJkA7I/nT1/4SmtVgsA0Ov1ZufNyMjAvHnz4OzsjNDQUFy+fBkNGjTA0aNHrZScyHZkv55yvs74GhOPRYVI5p48eYK9e/cCAJKTk43THz58iOjoaADPLkxlMBig1Wpx8OBBAMCBAwcgSRLmzp2L1atXIzU1FampqZAkCR07drT+L0Ikc/v27QMAREdH48mTJ3yNyQQvoU8kc507d8bx48cBAN26dcPQoUOxePFi9OnTBwcOHAAADBkyBImJidi0aRNOnToFABg1ahS0Wi0+//xz3LlzB3Xr1oVGo8GYMWMwduxYYb8PkRzt3r0bvXr1AgAcOXIE9erVQ+3atfkakwEWFSKZO3bsmNnp+/fvN5kWHh6e53Kyv2iNiEwFBAQYB8fmh68x6+OhHyIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki0WFSIiIpItFhUiIiKSLRYVIiIiki216ABEtiwxMRFRUVGiY8hSYmIiqlatKjoG2QG+xsw7evSo6AhWwaJCVAzHjh1DcHCw6BiyFRQUJDoC2QG+xhybQpIkSXQIIiqczz//HJ999hlSUlJER6ESFBUVheDgYPBt2TaFh4cjKioKf/31FxQKheg4doNjVIhs0KlTp9C8eXPRMYgoh8DAQFy/fh2xsbGio9gVFhUiG8SiQiQ/LVu2RK1atbB582bRUewKiwqRjUlLS8PVq1dZVIhkqE+fPti4caPoGHaFRYXIxpw+fRoGgwEtWrQQHYWInhMYGIirV68iPj5edBS7waJCZGNOnToFLy8vVKlSRXQUInpO69at8corr/DwTwliUSGyMRyfQiRfCoUCffr0QWRkpOgodoNFhcjGsKgQyVtgYCAuX76MCxcuiI5iF1hUiGwIB9ISyV+7du3w8ssvY9OmTaKj2AUWFSIbwoG0RPKnVCrRp08fjlMpISwqRDaEA2mJbENQUBDi4+Nx6dIl0VFsHosKkQ3h+BQi29ChQwdUrlyZe1VKAIsKkQ1hUSGyDUqlEr169WJRKQEsKkQ2ggNpiWxLYGAgYmNjce3aNdFRbBqLCpGN4EBaItvSsWNHVKhQgXtViolFhchGcCAtkW1RqVQ8/FMCWFSIbATHpxDZnsDAQJw4cQJ///236Cg2i0WFyEacPHmSh32IbEznzp3h4eGBrVu3io5is1hUiGxAWloarl27xj0qRDZGo9GgZ8+ePPxTDCwqRDYgeyAtiwqR7QkKCsKxY8dw48YN0VFsEosKkQ3gQFoi29W1a1e4u7vz8E8RsagQ2QAOpCWyXRqNBj169OCXFBYRiwqRDeBAWiLbFhgYiCNHjuDWrVuio9gcFhUimeNAWiLbFxAQgNKlS2PLli2io9gcFhUimeNAWiLbV6pUKXTv3p1n/xQBiwqRzHEgLZF9CAwMxMGDB5GcnCw6ik1hUSGSOQ6kJbIPb775JlxcXLB9+3bRUWwKiwqRzHEgLZF9cHV1xVtvvcXDP4XEokIkYxxIS2RfAgMDsW/fPty9e1d0FJvBokIkYxxIS2Rf3n77bTg7O/PwTyGwqBDJGAfSEtkXV1dXdOvWLc/DP2lpaVZOJH9q0QGI6JnevXtDr9ejZcuWaN68OZo3b86BtHbs/v372Lt3b65px44dAwBs3Lgx13RXV1d0797datnIsgIDAzF8+HA8ePAA5cqVw4kTJ7Bp0yZERkZi4sSJ+PDDD0VHlBWFJEmS6BBEBISEhCAyMhIajQZZWVkAAJVKhVq1amHw4MHG8lKpUiXBSakkpKeno0KFCnjy5MkL5w0JCcEvv/xihVRkDampqahYsSJef/11nD17FsnJyXBycoJOp8PSpUsxceJE0RFlhYd+iGSiTp06cHJyMpYUANDr9bh27Ro+/fRT9OjRA5UrV0azZs2g1WoFJqWS4OLigj59+kCj0eQ7n0KhwMCBA62UiizFYDDg0KFDmDRpEurWrYusrCzs3bvXeE2VrKwsqFSqF24PjoiHfohkonbt2mYLiCRJucrL+PHj+WZmJwYOHIiffvop33lKly6Nrl27WikRWUJmZiaaN2+O8+fP5/owotPpcs0nSRLUav5Zfh73qBDJhLe3NwwGQ573q9VqvPrqq3jnnXesmIosqUuXLihXrlye92s0GgwYMABOTk5WTEUlrVSpUli8eDEUCkWuDx3PkySJH0LMYFEhkonatWvne79er8eaNWugVPJlay/UajVCQkLyLCJarZaHfexEQEAApk+fnu/r12AwsJSawXc8Ipnw8vKCi4uL2fs0Gg2GDx8OPz8/K6ciSwsJCcnzU3aFChXQvn17KyciS5k1axY6deqU514T7lExj0WFSEZq1KhhdrpGo8H8+fOtG4asol27dnj55ZdNpjs5OWHo0KFQqVQCUpElKJVKREZGokKFCnn+u7KomGJRIZKRhg0bmuwaViqVWLBgAU9LtlMKhQKDBw82+QOVlZWFkJAQQanIUjw8PLB582YoFAqz93MwrSkWFSIZqVOnTq4/WCqVCrVr18bYsWMFpiJLCwkJMTnjq3r16rzYn51q3bo1PvvsM7NlhXtUTLGoEMmIt7d3rlMW9Xo9Vq1axTcvO+fr64s6deoYf3ZycsLw4cPFBSKLmzx5Mvr27Wvy2uZr3RSLCpGM1K5dG3q9HsCzN6z+/fujY8eOglORNQwZMsT4RyorKwvBwcGCE5Gl/fDDD6hevXquwz0sKqZYVIhkJOcpyiqVCkuWLBGYhqwp5+Gfxo0bo0GDBoITkaWVLl0amzdvzjWwlmNUTLGoEMlIlSpVjNdR+OSTT1C1alXBichaateujaZNmwIAhg0bJjgNWcurr76KtWvXGn/mdVRMsagQyYhCoUCNGjVQo0YNfPDBB6LjkJUNHToUSqUS/fv3Fx2FrGjgwIEYMWIEAO5RMYfPCNmMqKgo0RGsokyZMujcuTO2b98uOkqxVKtWDW3atLHIss+fP4/z589bZNkiubi4oGHDhjh69CiOHj0qOk6JCwgIQJkyZUp8uYmJiThy5EiJL9eaOnXqhP3792Pv3r24fPmy6DjCtG3b1nRPskRkIwDwZkO3oKAgi20LM2fOFP778Vb427lz5yyyPURGRgr/3XgrmVtkZKTJvy/3qJBNiYyM5G5xG9CvXz+Lr6NBgwa4cOGCxddDxXf+/Hn4+PhYfD2SJFl8HWQ5eV0Ej2NUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIiIiEi2WFSIiIhItlhUiIiISLZYVIgcyLJly6BQKIy3wYMHm8wzevRofP7557nma926tYC0ZGkF2R6y7dy5k9uEnSvM9mCOpbYRFhWyS7179871gsm+OTs7o2rVqujTpw92795tnD88PNzs/DlvEydONLuu8uXL55pv8eLFZucbM2YMTp8+bfa+oKAgk/Wp1Wp4eHigTZs2+OGHH3LN7+PjYzJ/aGhornnc3d1z3b9s2TIAgJubGyRJgiRJ+Omnn3I9RqvVIiEhAR988IFxnpEjR+b7XNsCe94eirMtAPlvDzn16NHDbrYJbg9F3x4yMjLQo0cPszktto1IRDYCgBQZGVng+W/cuCGVKVNGcnd3lxITE6XMzEwpOTlZ2rJli9SwYUMJgLR8+XLj/Ldu3ZLq168vAZCio6MlvV4v3b9/X1q0aJGk0WgkANLKlStN1qPX66WNGzdKzZo1kx48eGA2S0pKiuTs7CyFhIS8MK+Xl5ckSZKUnp4uHThwQGrQoIEEQJo3b55x3qdPn0obNmyQPD09JQDS1q1bJYPBkGt5jx8/lpo0aSL16tVLOnv2rGQwGKSlS5dKbm5ueWbYsWOHtHjx4lzTRo4cKfn5+eX5GHOCgoKkoKCgQj2mMGbOnCk1aNCgUI+x1+2hqNuCJEkv3B7yUtht4ty5cxIA6dy5c4VeV0FERkZKhf1zxu2haNtDenq61L1793znkaSivW/k9R7PokI2o7BFRZIkydvbW/L09DSZnpycLKlUKsnd3T3X9M6dO0sApLS0tFzT27VrJwGQ1Gq1tGfPHpPlXb16VQoMDMwzx6xZs6SpU6dKarVaSkhIyDdv9htRttjYWAmA5OzsLGVmZua67/Dhw5JSqZSaNm1qct/u3bul4ODgXG9SL3ojGjx4sJSYmJhrmr0UFUmy7+2hsNuCJDl2UZEkbg9F2R5EFBUe+iGHVLZsWZQqVQo6nQ4Gg6FAj1mwYAF0Oh369euHq1evFnhdjx8/RmpqKqZNmwa1Wo2lS5cWKquPjw+USiUyMjLw8OHDXPe1bdsWU6dORWxsLObMmWOcnpqaio8++ghfffUVFApFgdbz9OlTPHr0CFWqVClUPntgD9tDSW4Ljo7bg7ywqJDdkyQJ6enpxv/GxcUhODgYT58+xYwZM6BUFuxl8P7772PatGl48OAB3n77bTx69KhAj1u5ciWGDRsGT09PhISE4LvvvjMpHPnZu3cvDAYDvL294eXlZXL/nDlz0LhxY0RERODEiRMAgNDQUISHh6N8+fIFXs/27dvRs2fPAs9vq+x5eyipbcGRcHuQPxYVsnsPHjyAq6srlEolXF1d0bRpU/z+++/47LPPEBYWVqhlLViwAIMHD8bly5fRv39/6PX6fOfPzMxEbGwsmjRpAuDZm9m///6LVatW5fs4g8GApKQkrF69GgMHDoSHh4fJgNpsTk5OWL9+PZRKJYYNG4YtW7bg0aNH6N+/f6F+t82bNyMoKKhQj7FF9rw9lNS24Ei4PeRvwIABuQbeuri44LfffjMZsLthw4YCL7OwWFTI7nl4eCA9PR16vR737t3Db7/9Bj8/P4SFhWHAgAEF3rULAAqFAmvXrkWXLl3w559/moymf97333+Pfv36GX9u1qwZ2rRpgy+++AKZmZlmH3P79m2o1WpUrVoVY8aMwahRo3DhwgX4+/vnuZ4mTZpg5syZuHjxIt577z18/fXXBf6dAODhw4dQKBQoV65coR5ni+x9eyjutnDo0KEXnjViT7g95G/Dhg3GM3my9zp179491zRJkjBgwIBCLbcwWFTI7mWfdqhUKuHp6Ym33noLe/bsQcOGDREZGYkff/yxUMvTaDTYsmULmjVrhq+++gorV640O59er8fixYtNTi08evQoUlJS8jwV1MvLC1qtFuvXrwcA7Nu3Dy+99NILc2WfDujv74/KlSsX6nfatGkTAgMDC/UYW+UI20NxtgVHw+1B/lhUyCGVKlUKXbp0AQDExMQU+vGlS5fGrl27ULNmTUycOBF79uwxmWfjxo3o1q2bySePxMREODk5YcmSJXg20N2USqXC4MGD8cknnyAmJgYhISEv3I1cHDt27HCI8Sl54fbwP/7+/iYZc15nwxFwe5AXFhVySAaDAceOHQMA1KtXr0jL8PLywu7du+Hu7o4JEybkuk+n02Hx4sWYNm2ayeOqVKmCoUOH4uLFi9i6dWu+65g9ezYGDhyIX3/9FWPHji3UbuiCunXrFsqVKwdXV9cSX7at4PZAOXF7kBcWFbJb//zzD+7evQudTofz588jNTUVaWlpiImJQd++fXH8+HE0bNgQo0aNAgDcv38fN2/eBADExsYaP6HcuXMHSUlJOHPmjMknnLp162Lnzp3QaDTGaQ8fPsT48eOhUqnM7pI1GAzGT2vjxo3D4cOHodPpcOPGDdy7dw+pqam4fv26cf61a9eiXbt2+Oabb9C5c2fs378fT548MVlmXFwcAOD69euFOmtgw4YNCA4OLvD8tspRtofibAuOhNuDDSnU1ViIBEIhLvjWq1cvCYDJTaFQSG5ublLDhg2lsLAw6f79+5IkSdK0adNM5vX29pY+/PDDXNMaNWpkdn07duyQgoODJUmSpHr16uV6zM2bN3PNu2jRIrPZnr9169bN+Ji7d+9K3t7exvvq1auXa5nVq1c3efyCBQtMcpq7oFNAQICk1WrzfC7t4YJvjrQ9FHRbkCTHveAbt4eS3R7M4ZVpySEVpqiIcOfOHdERXqgob0T2UFREsNftQZJsv6iIYM/bgzm8Mi2RDFWoUEF0BJIRbg+UE7eHomNRISIiItliUSFyME+ePDFes2Hw4MFm59m5c6dxnu+++87KCcmaCrI9ANwmHEVBtwdzLLWNqEtsSUQke6GhoQW6ymiPHj3yvIYD2Y+Cbg8AtwlHUJjtwRxLbSPco0JERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssWiQkRERLLFokJERESyxaJCREREssXv+iGbcvToUdERqAASExNRtWpVi67j8ePHiIqKsug6qGQkJiZaZT3cHuwTiwrZlGXLlmHZsmWiY1ABBAUFWXT5SUlJCA4Otug6yLZwe7BTEpGDi4uLk7y9vaWqVatKly9fFh2nSLZv3y4BkLZu3So6ik1JT0+XPvjgA0mpVEpz584VHcesgwcPSgCkhIQE0VHISpYsWSJ5eXkVaxk3b96UnJycpB9++KGEUonDMSrk0H755Re0a9cOL7/8Mk6cOIG6deuKjlQkPXv2xMCBAzFu3Dg8ePBAdBybEB8fj9atW+Pbb7/FypUrMX36dNGRzGrevDnUajWOHz8uOgpZyalTp9C8efNiLaNq1aro378/Fi9eDEmSSiiZGCwq5JB0Oh3Cw8MxaNAgDBo0CHv27EGlSpVExyqWFStWQKlUYvLkyaKjyJpOp8PChQvRsmVLuLm54dSpU3jvvfdEx8qTq6srGjVqxKLiQEqiqABAWFgYzp8/j927d5dAKnFYVMjh3L17F127dsWKFSuwYcMGrF69GhqNRnSsYnN3d8eqVauwbt06bN26VXQcWfrrr7/w+uuvY9asWZgzZw6io6NRu3Zt0bFeyM/Pj0XFQaSlpeHq1aslUlQaN26MLl26YNGiRSWQTBwWFXIohw8fRpMmTXDz5k0cOXLE7gbf9ejRA0OGDMH48eN5CCgHSZKwZs0aNGnSBGlpaTh+/DimTZsGpdI23gL9/Pxw6tQpaLVa0VHIwk6fPg2DwYAWLVqUyPKmTp2Kffv22XTRtY1XKVEJWLNmDTp16oRmzZrhxIkTaNy4sehIFvHll19CpVJh4sSJoqPIwo0bN/DGG29g/PjxeP/993HixAm8+uqromMVip+fHzIyMnDu3DnRUcjCTp06BS8vL1SpUqVElvfGG2+gWbNmWLp0aYksTwQWFbJ7GRkZGDlyJMaMGYPJkyfj119/hbu7u+hYFlO2bFmsWrUKP//8MzZv3iw6jlAbN26Er68vkpOTcfToUURERMDJyUl0rEJr0KABypQpY9OfiqlgSmp8Sk5TpkzBpk2b8Ndff5Xocq2FRYXs2o0bN9C+fXts27YNu3btQkREhM3s7i+O7t2745133sHYsWNx584d0XGs7s6dO+jbty+Cg4PRr18/nDhxosR2pYugVCrRokULFhUHYImi0r9/f1SvXt1mr0Fl/+/Y5LB+//13NG3aFDqdDidOnEBAQIDoSFa1dOlSODs7Y9KkSaKjWNWuXbvg6+uL06dPY8+ePVi9ejXc3NxExyo2Dqi1fyU5kDan7EPBa9euxb1790p02dbAokJ2R5IkLFy4ED169MCbb76Jw4cPo1atWqJjWV3ZsmWxZs0aREZGOsQhoMePH2P06NHo3r07/P39ERsbi44dO4qOVWJatWqFS5cu4dGjR6KjkIWU9EDanEaNGgUXFxd8/fXXJb5sS2NRIbvy+PFjBAYGYvr06Zg/fz5++uknuLq6io4lTEBAAEaMGIH333/frv/A7dmzBz4+Pti2bRu2bt2KqKgolCtXTnSsEuXn5wdJknDy5EnRUchCSnogbU5ubm4YPXo0vv76a2RlZZX48i2JRYXsxqVLl9C6dWscP34cBw4cwLRp00RHkoUlS5ZAoVDgo48+Eh2lxKWnpyM8PBxdu3ZF48aNERcXh969e4uOZRGVK1dGtWrVePjHjllifEpO2ZctsLU9rCwqZBc2bNiAFi1awNPTEydPnkTbtm1FR5KNsmXLYtGiRVizZg0OHz4sOk6JiYmJQbNmzbBq1SqsXLkSv/32GypXriw6lkX5+fkhJiZGdAyyEEsXlZdffhlvv/02VqxYYbF1WAKLCtm07Evhh4SEYNCgQdi7d6/d/7EqikGDBiEgIACjR4+2+YuGZV8C39/fH1WrVsXZs2dlfQn8kuTn54djx46JjkEWYKmBtM8bP348Dh8+jNOnT1t0PSWJRYVs1t27dxEQEIDly5fj+++/t5tL4VvKihUrkJCQgMWLF4uOUmQXLlxA69atMXv2bMydOxf//e9/Ua1aNdGxrMbPzw937tzBP//8IzoKlTBLDqTNqVOnTvDx8cGqVassup6SxKJCNunkyZNo0aIF/vnnHxw/fhzDhw8XHUn2atSogY8//hhz587F33//LTpOoWRfAr9ly5ZQqVSIjY21qUvglxR+k7L9suRA2ueNGTMGP//8s80MsHesVznZhTVr1qBdu3bw8fFBTEyMzV0OXaQpU6agZs2aCA0NFR2lwBISEtCpUyeMHz8eEyZMwKFDh1CvXj3RsYTgNynbL0uPT8lpyJAhUCqVWL9+vVXWV1wsKmQzMjIyMGrUKOOl8Hfs2GF3p6BamkajwRdffIEdO3Zg165douO80Lp16/Dqq6/i7t27OH78OCIiIhz+8B4v/GafsvcSW0OZMmXQv39/fPPNN1ZZX3GxqJBNuHnzJjp06ICNGzdiy5YtDnMpfEvo3Lkz+vbti0mTJiEzM1N0HLNu376NXr16Yfjw4XjnnXdw6tQpNGvWTHQsWeA3KduftLQ0XLt2zWp7VABg5MiROHv2LE6cOGG1dRYV3+lJ9vbt24cWLVogMzMTp0+fttvrZFjTsmXLkJycjOXLl4uOYmLTpk3w8fFBfHw89u3bh+XLl6NUqVKiY8kGv0nZ/mQPpLVmUWnbti0aNWqE7777zmrrLCoWFZKt7Evhd+nSBZ07d8aRI0fg7e0tOpZdqFatGqZOnYq5c+ciKSlJdBwAQGpqKkaPHo1+/frhzTffRHx8PF577TXRsWSH36Rsf6w5kDanESNG4Oeff8a///5r1fUWFosKyVJaWhr69euH6dOn49NPP8Uvv/xiF18sJydhYWGoUKGCLK7g++eff8LHxwfbt2/H9u3bsW7dOrz00kuiY8kSv0nZ/lhzIG1Ow4YNg1arxcaNG62+7sJgUSHZuXz5Mlq3bo2DBw/iv//9ryz+kNojFxcXLF68GL/88ouw49Tp6emYNGkSunXrhjZt2uD8+fPo2bOnkCy2hANq7Ys1B9Lm5OnpiZ49e+LHH3+0+roLg0WFZGX79u1o1aoVypUrh7i4OHTq1El0JLvWt29ftGvXDlOmTLH6uo8dOwZfX1+sW7cOq1atQlRUFDw9Pa2ewxbxm5Tth4iBtDkNGjQIBw8eREJCgpD1FwSLCsmCXq9HeHg4+vTpgwEDBmDv3r14+eWXRcdyCEuWLEF0dDR+/fVXq6xPq9Vi1qxZ8Pf3R40aNRzqEvglhd+kbD9EDKTN6c0334SHhweioqKErL8gWFRIuHv37hkvhf/tt99i9erVcHJyEh3LYbRq1QpBQUEICwuz+Cmv586dg5+fHz777DMsWbIEu3fvRtWqVS26TnvEb1K2H6IG0mZzcnJCYGAgfv75ZyHrLwgWFRLq1KlTaNGiBa5cuYKDBw9ixIgRoiM5pIULFyIhIcFipyoaDAYsX74cLVq0QKlSpXDmzBlMmjQJCoXCIutzBPwmZfsgaiBtToMGDUJ8fDzOnj0rNEdeWFRImHXr1qF9+/Zo2LAhYmNj0bJlS9GRHFbNmjUxZswYzJo1C2lpaSW67OvXr6Njx46YOnUqwsPDcejQIdSpU6dE1+GI+E3K9kHUQNqc2rdvjxo1ash2rwqLClldZmYm3n33XQwfPhwTJ07Ezp074eHhITqWw5sxYwYyMjJK7CJw2V8k+Oqrr+LBgwc4fvw4Zs2aBZVKVSLLd3T8JmXbJ3ogbTaFQoHg4GBERkZCkiShWcxhUSGrSkxMRIcOHRAVFYXNmzfzUvgy4unpidDQUCxZsgQPHz4s1rJSUlLQs2dPjBs3DuPHj8fJkyfRtGnTEkpKAL9J2R6IHkibU1BQEBISEhAbGys6ign+hSCrOXDgAFq0aIHHjx/j2LFj6NOnj+hI9JzJkydDqVQWa6/Kxo0b4ePjg/Pnz2Pfvn2IiIjgJfAtwNXVFT4+PiwqNkz0QNqcmjdvjldeeQVbt24VHcUEiwpZnCRJWL58Od544w107NgRJ0+eRIMGDUTHIjPKli2L0NBQLFu2DA8ePCjUYx89eoQhQ4YgODgYgYGBiI+PR/v27S2UlIBnZ2wdP34caWlpxlLYq1cv+Pj4iI5Gz+nduzfefvttzJkzB7/99htSUlJkMZA2m0KhQO/evbFlyxbRUUxJRBb0+PFjKSgoSFKr1VJERIToOFQAaWlpUoUKFaTp06cX+DG7d++WqlSpIlWqVEnauXOnBdORVquV4uLipNWrV0v+/v6SQqGQlEqlBEBycnKSFAqF5OPjIzomPWfAgAGSQqGQnJycJAASAEmlUkl16tSRZs+eLe3cuVNKTk4WmnHfvn0SAOnixYtCczyPRYWKJSsrSzIYDGbvu3z5stSoUSOpQoUK0v/7f//PysmoOD799OyKDlUAACAASURBVFOpdOnS0p07d/Kd7/Hjx9J7770nKRQKqV+/ftL9+/etlNAxvfvuu5Kzs7Pxj5xarTb+0cu+KRQKqU+fPqKj0nNmzJghlSpVyuy/V87y0rRpUykrK0tIRp1OJ1WsWFGaP3++kPXnhYd+qFgWLFiAefPmmUz/9ddf0apVK7i4uODEiRPo3LmzgHRUVBMnToSLiwumTp2a5zxHjhxBs2bNEBUVhfXr1yMqKopnb1lY//79kZGRAeDZ1Zx1Op3JPBqNBrVq1bJ2NHqB2rVrm72goiRJyMrKMv48fvx4aDQaa0YzUqlUePvtt7Ft2zYh68+T6KZEtuvChQuSRqORFAqFtGvXLkmSnjXymTNnSgqFQnrvvfekzMxMwSmpqN59910JgLRhw4Zc09PT06Vp06ZJKpVKCggIkJKSkgQldEz9+/eXNBqNySfz7JtGo5G+/PJL0THpOYcOHcrz3wyApFarpVdffVXS6/VCc27ZskVSKpUv3JtqTSwqVCR6vV5q3bq1pNFoJKVSKZUpU0Y6deqU1KVLF8nZ2Vn69ttvRUekYnj48KH08ssvSwAkV1dX45tWfHy81KRJE6lMmTLS6tWrBad0TMnJyZKbm1u+f/R27NghOiY9JyUlJd9/M4VCIR07dkx0TCk1NVXSaDQmH1BE4qEfKpLVq1cjJiYGWq0WBoMB6enpaNOmDa5cuYLDhw9j5MiRoiNSMYwePRp37twBADx9+hTDhg3DwoUL0aJFC7i5ueHUqVP8IkFBKlWqhHnz5uV7/aGaNWtaMREVhJeXF1xcXMzep9FoMHz4cPj5+Vk5lakyZcqgVatW+OOPP0RHMVJIkgwvQ0eylpycjLp16+Lff//NNV2lUqFnz57yPL2NCmzVqlUYN26cyRUqNRoNFi5ciEmTJvEifYLp9Xr4+vri0qVLZseppKWloXTp0gKSUX4aNmyIixcvmkx3dXXFX3/9hUqVKglIZWru3LlYvXo1EhMTRUcBwOuoUBGMHTsWmZmZJtP1ej22bduGr776SkAqKgnnz59HaGio2ctoq9VqBAYGsqTIgEqlwtq1a6HX603uc3d3Z0mRqYYNG5q8fpRKJRYsWCCbkgIAXbt2RVJSEi5cuCA6CgAWFSqkzZs3Y/v27WZHrwPPRrCHhoYiOjraysmouDIyMtCvXz+zf/wAQKvVYujQobL8LhBH1LJlS4wcOdLkDJHq1asLSkQvUqdOnVz/XiqVCrVr18bYsWMFpjLVokULeHp64r///a/oKABYVKgQUlNTMXbs2Bd+opYkCX379kVycrKVklFJmDBhAq5evWr2UAIA6HQ6REdHY8WKFVZORnlZuHAhSpcuDYVCAeDZp/O6desKTkV58fb2zvX60uv1WLVqlbDTkfOiUqnw+uuv48CBA6KjAGBRoUIICwvDo0ePYDAY8pxHoVBAqVTi/v37+PLLL62YjoojKioK3377bZ4lJZvBYMCUKVNw5coVKyWj/Hh4eGDRokXGnzUaDQfSyljt2rWNeyw1Gg369++Pjh07Ck5lXtu2bXH48GFZ7EFlUaECiY6OxjfffGP2kI9CoTB+IqhTpw7mzZuHxMREzJ8/39oxqQiuX7+OESNGGD+V50ehUCArKwvLli2zQjIqiBEjRqBVq1bQaDQwGAw89CNjtWvXNv6/SqXCkiVLBKbJX9u2bXHv3j1cu3ZNdBSoRQcg+cvMzMTIkSOhVCpzjV9Qq9XQ6XTw9vbGoEGDMHjw4FwvRJI/nU6H4OBgZGVlmXxyUigUUKlU0Ol08PT0RPny5ZGSkoL4+Hi88sorghLT8xQKBb799lv4+vpCr9dzj4qMValSBU5OTsjKysInn3yC/4+9+w6L6tr+Bv49U5AmRUBAFFQwFFEgib13JRZQbARNLFFj1FiiaLxGk18SjS3q9TXNaKJRg9HojTWaBAuxK82OJSJNQKpSnGH2+4d35ooMfWb2lPV5nnlizpw5e81prNntNG3alHdIlXrttddgYWGBM2fOoFWrVlxjoRoVUq3PPvsMSUlJKCsrK1dz8tFHH+HWrVtISkrCsmXLKEkxQIsXL8alS5dUNWUSyfPfLubm5hg4cCDWrl2LGzduIDs7G4cPH0ZhYSFiY2N5hkzU8Pf3x6xZswAAzZs35xsMqZQgCGjevDmaN2+OuXPn8g6nSlKpFK+99hrOnj3LOxSqUanM7t27eYegFx4+fKhqwnF0dET37t3RuXNnNGvWDJ07d9brXwQAkJKSgjNnzvAOQy/Fx8dj1apVYIxBJBIhMDAQwcHB6N+/Pzp27Fihg1/Lli3Rt29ffPPNNxg2bBinqPUbz/MtICAADg4OuHTpEhITE7nEUFOjRo3SynYN4Xq3sbFBnz598J///IdbDDXd/507d8aRI0e0HE0N8JoSV9+hiqmO6fX8FRUVxfswVSsqKor7fjKEV05OTo325549e5hIJGIPHz7U8pEzTHS+1exF+98w9r/yuT+FhYVaO2Y1QU0/VYiKigJ7/jwkk3zJ5XIoFAq17xka3vtS316lpaVgjCEqKgoAYG9vX6P9OGTIENjZ2ak+R9TjfXz19aWr84b399TXV233f2BgIBQKBfcaOkpUSKXEYnGNRoIQw2NmZlbnzw0fPhw7duzQcESEEH3TvHlz2NnZIT4+nmsclKgQQmolPDwcsbGxuHbtGu9QCCFaJAgC2rRpQ4kKIcSw9OjRA02bNsXPP//MOxRCiJYFBARQokIIMSwikQhjxozB9u3bwZjh9VcihNRcQEAAEhISqpyRXNsoUSGE1Fp4eDgePHiAc+fO8Q6FEKJFAQEBePr0Ke7du8ctBkpUCCG1FhQUhNatW2Pnzp28QyGEaJG/vz/EYjHi4uK4xUCJCiGkTsaOHYuoqCi1z38ihBgHCwsLtGrVims/FUpUCCF1EhERgezsbPzxxx+8QyGEaFFAQADXuVQoUSGE1ImHhwc6duxIzT+EGDkfHx/cvHmTW/mUqBBC6uzNN9/E/v37UVxczDsUQoiW+Pj44O7du3j27BmX8ilRIYTUWVhYGIqKivD777/zDoUQoiU+Pj6Qy+W4e/cul/IpUSGE1JmzszM6deqEffv28Q6FEKIl3t7eEIlEuHHjBpfyKVEhhNRLaGgofvvtN27VwoQQ7bKwsIC7uzu3fiqUqBBC6mXEiBHIy8vDqVOneIdCCNESHx8f3Lp1i0vZlKgQQuqlefPmCAwMpOYfQoyYr68v1agQQgxXaGgofv31V67PAyGEaI+3tzdu3rzJ5flelKhwVlxcjG3btqFbt25YsmQJAOD27duIjIyEs7MzMjIyOEdI6sNUjuXw4cORkZGB8+fP8w7FZNC9Q/8Y8/739fVFQUEB0tPTdV62ROclknL279+POXPmICcnBz169AAATJ06FTExMZDL5ZyjI/VlKsfS398f3t7e2LdvHzp16sQ7HJNA9w79Y8z739PTEwBw9+5dNGnSRKdlU40KZ2PHjq3wsKfo6GjMnj2bU0REk0zpWIaEhGDPnj28wzAZdO/QP8a8/5s0aQJzc3Pcv39f52VToqIHHB0dKyxzcnLiEAnRBlM5lqGhobh//z4SEhJ4h2Iy6N6hf4x1/wuCAA8PD0pUTJUgCBWWiUTPD41cLsfixYvh4OAANze3ciMrkpKS0L17d9jZ2SEyMhJbt241unZRQ6Fsm3ZxcUFycjIGDx4MBwcHXLhwwWSOZfv27dGsWTMa/aNDdO/gw1Sv9xYtWlCiQipatWoVRo4ciVu3bsHDwwNTpkxR9boODw/HrFmzkJGRgeDgYMyfP59ztKZr4sSJWLNmDR49eoS9e/di6dKlsLKyQkFBgWodYz+WgiBgyJAhOHDgAO9QCIz/fOPJVK/3li1bUqJCKpo9ezYCAwPh6OiIkJAQZGdnIzMzE8XFxbh06RKaN28Oc3Nz9OjRA0uXLuUdrsmKiYnBvHnzADyvWWjXrh2Sk5PRt29f1TqmcCwHDRqEK1eucBkZQMozhfONF1O93qlGhahlYWGh+relpSUAoKSkBBYWFnB1dUWvXr2waNEipKamYubMmXBxceEVqslT9hfw9vZW+74pHMtevXqhQYMGOHbsGO9QTJ4pnG88meL13qJFC6SmpqK0tFSn5VKiYoCU1Ye7d++GnZ0dVqxYgRYtWmDx4sU04RZH6voLVMfYjqWVlRW6d++OI0eO8A6FqGFs5xtPpni9t2jRAgqFAsnJyTotlxIVA9a1a1ckJSXhyy+/hIODAz7//HOsW7eOd1ikDozpWA4aNAjHjh0zyrkkjIUxnW+GyFD3v3IuFV03/1CiogdkMhkAlLuxK5eVlZWplikzbrlcjpKSEnz66acwNzfH7NmzcevWLfj6+uLs2bM6jJy86MXj8yJTO5aDBg1Cbm4uzVKrA3Tv4McUr3dbW1vY2trin3/+0Wm5lKjogejoaADA6dOn8fTpU+Tm5uL06dOq9xQKBWQymerptCdPngRjDP/3f/+Hb775Bvn5+cjPzwdjDL169eL2PUzZ06dP8ddffwFAuY6kpngsvb294enpSc0/OkD3Dj5M+Xp3c3NDamqqTsukKfQ5O3r0KIYNGwYAOHPmDLy9veHl5YWTJ08CAMaNG4eUlBTs2bMHly9fBgBMnjwZMpkMa9euRWZmJl555RVIpVJMmzYN7777LrfvYsr69OmjqkEYMGAAxo8fj9WrVyM0NNQkj+XAgQNx+PBhfPrpp7xDMVp07+DHlK/3pk2bUqJiagYOHFijp1EuXLiw0veUDyQj/Jw7d07t8hMnTlRYZgrHctCgQdi0aRPS0tJ0/lwQU0H3Dn5M+XrnUaNCTT+EEI3r3bs3zM3N8fvvv/MOhRCiQZSoEEKMgoWFBQ1TJsQIubm5ISUlRadlUqJCCNGK4OBgGqZMiJFxc3NDbm4uioqKdFYmJSqEEK3o378/8vPzcfHiRd6hEEI0xM3NDQCQlpamszIpUSGEaIWPjw/c3NxUwzgJIYZPmajosp8KJSqEEK3p1asXJSqEGBEnJydIpVJKVAghxqF37944c+YMiouLeYdCCNEAkUgEJycnZGZm6q5MnZVECDE5ffr0QUlJiUFMD04IqRknJydkZWXprDxKVAghWuPu7g5PT0/VVO+EEMNHiQohxKj07t0bf/75J+8wCCEaQokKIcSo9O7dGxcvXkRBQQHvUAghGkCJCiHEqPTu3RtlZWWqp8oSQgwbJSqEEKPSuHFjtG7dmvqpEGIkKFEhhBgd6qdCiPFwcnJCXl4eZDKZTsqjRIUQonW9e/dGQkICsrOzeYdCCKknJycnMMbw+PFjnZQn0UkpBormfjAeu3fv5h2CXtLVOd69e3cAQExMDEJCQnRSJk90vqmnq/ON9r96mtr/Dg4OAIDHjx/DxcVFI9usCiUqVVi3bh3WrVvHOwyiAaNHj+Ydgkmzt7eHn58f/v77b5NIVOh844v2v3bZ2dkBAPLy8nRSnsAYYzopiVTLz88PwcHBWL16Ne9QiIZt2bIFM2fOxNOnT3mHws27776L+Ph4nDlzhncopAo3btxA27ZtsXnzZrz11lu8w9E748aNw+XLl3H16lWIRKbZe6KoqAhWVlY4dOgQgoODtV6eae5lPfTw4UPcuHEDgwYN4h0K0YLMzEw4OzvzDoOrLl264NKlSygqKuIdCqmCr68vJk+ejMWLF5t0Yq1OcnIyoqKi8OGHH5pskgIAlpaWMDMz01mNiunuaT1z8OBBWFlZoWvXrrxDIVqQlZWFxo0b8w6Dq65du0Imk+HixYu8QyHV+Pjjj1FYWIi1a9fyDkWvfPHFF3B1daWmJQA2NjaUqJiaI0eOoG/fvmjQoAHvUIgWZGZmmnyi0rx5czRt2hR///0371BINRo3bozIyEisXLkS6enpvMPRC5mZmdi6dSsWLFgAqVTKOxzu7OzskJ+fr5OyKFHRA8+ePUN0dDQ1+xgxSlSe69KlCyUqBmLu3Llo1KgRli5dyjsUvbBu3To0bNgQEydO5B2KXqBExcScOnUKT548wcCBA3mHQrSEEpXnlIlKWVkZ71BINczNzfHpp59iy5YtSExM5B0OVwUFBfjqq68we/ZsWFhY8A5HL9ja2lLTjyk5cuQI/Pz84OHhwTsUoiWZmZlwcnLiHQZ3Xbt2RX5+Pq5du8Y7FFIDERERCAoKwoIFC3iHwtWmTZugUCjw7rvv8g5Fb1CNiok5cuQINfsYMcYYsrOzqUYFQNu2bWFra0vNPwZCEASsXr0aR48exe+//847HC5KS0uxYcMGvPvuu6r5QwjVqJgUGpZs/PLy8vDs2TNKVACIxWJ06NCBEhUD0qNHDwwdOhRz586FXC7nHY7ObdmyBTk5OXj//fd5h6JXrK2tdTZ8nRIVzmhYsvHLzMwEAEpU/qtLly6IiYnhHQaphZUrVyIpKQk//vgj71B0qqysDGvXrsXEiRPh6urKOxy9YmlpqbM5kShR4YyGJRs/SlTK69SpEx48eEDDXg2It7c3pkyZgsWLF6OwsJB3ODoTFRWF+/fvY+7cubxD0TsWFhZUo2IKaFiyacjMzIQgCHB0dOQdil5o3749RCIRTfxmYJYtW4aSkhKsWbOGdyg6wRjD6tWrMXr0aHh5efEOR+9YWVlRjYopoGHJpiEzMxP29vY0SdR/2draolWrVpSoGBhHR0csWrQIK1euxMOHD3mHo3WHDh1CbGwsPvjgA96h6CVq+jERNCzZNNAcKhW1b98eFy5c4B0GqaU5c+agSZMmWLZsGe9QtO6LL77AG2+8gaCgIN6h6CVLS0tq+jEFNCzZNNBzfipq164dLly4AHp4u2ExMzPDJ598gh9++AFXrlzhHY7WnD59GjExMVi4cCHvUPSWpaUlSkpKoFAotF4WJSqc0LBk00E1KhV16NABeXl5SEpK4h0KqaWxY8eiY8eORt0ksmLFCnTr1o1GY1bBysoKjDEUFxdrvSxKVDihYcmmgxKVigIDA9GgQQNq/jFAykngTpw4gcOHD/MOR+MSEhJw5MgRqk2phqWlJQDopPmHEhVOaFiy6aDp8ysyMzNDQEAAdag1UJ06dUJoaCg++OADo5sEbvny5WjTpg3VdldDmajookMtJSoc0LBk00I1KupRh1rDtmrVKty7dw/ff/8971A05t69e9izZw8WLVoEQRB4h6PXlKMYZTKZ1suiRIUDGpZsOuRyOXJzcylRUaNdu3aIjY1FaWkp71BIHbRs2RLTpk3DRx99hIKCAt7haMTKlSvh7u6OsLAw3qHoPUpUjBwNSzYd2dnZUCgUlKio0b59e5SWliIxMZF3KKSOli5dCrlcjpUrV/IOpd4ePXqEbdu2YcGCBZBIJLzD0XtmZmYAKFExWkeOHEFwcDDvMIgO0PT5lfP29oadnR01/xgwe3t7fPjhh1i7di2Sk5N5h1Mva9euhY2NDcaPH887FIOgrFF59uyZ1suiREXHkpOTaViyCaFEpXKCIODVV1816vk4TMHMmTPh5uaGJUuW8A6lzvLz8/HNN99g7ty5sLCw4B2OQaAaFSN26NAhWFlZoUuXLrxDITqQmZkJiUQCe3t73qHopaCgIMTGxvIOg9SDmZkZPvvsM/z000+4dOkS73DqZOPGjQCAqVOnco7EcFCNihGjYcmmRTnih0YQqBcYGIirV6/q5GZHtGfUqFHo1KmTQU4CV1JSgo0bN2LGjBmwtbXlHY7BoM60RoqGJZuerKwsmkOlCkFBQXj27Blu3LjBOxRST2vWrMGpU6dw4MAB3qHUyubNm5GXl4cZM2bwDsWgUNOPkaJhyaaH5lCpmo+PDywtLan5xwh06NABYWFhmD9/vk7+eGmCTCbDmjVrMHnyZLi4uPAOx6BQ04+RomHJpocSlaqJxWK0bt0acXFxvEMhGvDFF1/gn3/+wXfffcc7lBrZtWsXUlNTMW/ePN6hGByxWAwAKCsr03pZlKjoEA1LNj2UqFSPOtQajxYtWmDGjBlYtmwZ8vPzeYdTJcYYVq1ahbFjx6J58+a8wzE4uux3R4mKjtCwZNNEz/mpXlBQEOLi4sAY4x0K0YB//etfUCgUWLFiBe9QqvTbb7/h2rVrmD9/Pu9QDJourltKVDSMMYaSkpIKy2lYsmmiGpXqBQYGoqCgAPfu3eMdCtEAOzs7LFmyBOvWrcODBw/UrqNQKHQSC2MMxcXFat9buXIlhg4dCn9/f53EYmyoRsXANW7cGIMGDcKmTZtUN18almzcZDIZPvroI2zYsAG7du1CdHQ0Ll++jCdPnlCNSjXatm0LsVhMzT9GZPr06WjWrBk+/PDDcstlMhk2btyI/v376ySOrKwseHh44PPPP0deXp5qeXR0NM6cOYMFCxboJA5jpExUdFITyojGNWzYkAmCwMRiMQPAPDw8mJmZGZs1axYrLi7mHR7REh8fHyYIAhMEgQFQvQRBYPb29qxVq1asa9eubPLkyUyhUPAOV6/4+vqyDz/8kHcYRIP27t3LBEFgZ86cYYwxtn//fubp6ckAMKlUymQymdZjuHLlCgPARCIRs7S0ZJGRkSw9PZ3179+f9ezZU+vlGzsALCoqSuvlUI2KFlhbW4MxpuoN/eDBAzDGsGHDBtjZ2alqW/755x++gRKN6t+/P6RSaYVfGIwx5ObmIikpCTExMWjQoAFNAPcSZT8VYjyGDx+Orl27Ytq0aejWrRtCQkJw//59AM9rVpKSkrQeQ0pKCoDnTU1FRUVYu3YtmjZtimPHjmHcuHFaL59oBiUqWqBudkPlvAKlpaU4duwY3nvvPcTExOg6NKJFPXv2rHb+CJFIhDlz5ugoIsPRtm1bJCQk8A6DaFBqaioaNWqExMREnDt3DsD/+qYIgoCrV69qPYa0tLRyT0KWyWQoKyuDWCzG5MmT8cYbbxjstP/6QBAE6kxrqKqbhlkkEiE0NBQRERE6iojoQq9evaqsKZFKpRg6dCg8PT11GJVh8Pf3R0pKSrl+BMQwPX36FMuWLYOnpycOHz4Mxhjkcnm5dczMzHSWqCjn+3hRWVkZGGM4fvw42rdvj1GjRulkPhBjQ4mKAXNwcKj0PbFYDAcHB2zevFmHERFdsLOzg5+fX6Xvy2Qy6rxXCeXIi2vXrnGOhNQHYwyhoaH4+OOPUVpaWmkNo0wmQ3x8vNbjSU1NrTIBKSsrg1QqxZQpU9QmNKRqumrCpkRFC+zt7SESqd+1CoUCu3btQqNGjXQcFdGFgQMHqp6B8SKxWIygoCB06tSJQ1T6z93dHba2tkhMTOQdCqkHQRDwyy+/oGfPnuWaXF6mUCh0MsorOTm5Qm2OkiAIEIlE+PXXX9G3b1+tx2JslP0wdZHgUaKiBba2tmoPnkQiQWRkJHr16sUhKqILvXr1UvvsC4VCgcWLF3OIyDAIggA/Pz+qUTECtra2+P333zFy5Mgqf3E/fPgQRUVFWo2lsnlcBEGAWCzGr7/+ijfeeEOrMRgrZQJYVUKqKZSoaIGtrW2FGhWJRAJfX198/PHHnKIiutC9e3e1SaqbmxtCQkI4RGQ42rRpo5N+C0T7zMzMsGPHDixZsqTSdRhjWn9qdnp6eoVlypqUvXv3YsiQIVot35gpm9QoUTFQ6jrTikQi7Ny5U22zADEe1tbWCAoKKrdMLBZjwYIF1AZejdatW1OiYkQEQcDHH3+Mf//73xCJRBV+vInFYq0e75KSEjx58qRCTIIgYMeOHRg6dKjWyjYFyhoVavoxULa2tuWmiBYEAevXr6epmk3EgAEDyiWklpaWmDBhAseIDIO/vz+ys7ORkZHBOxSiQTNmzMDevXshkUjK/VHTdqKSlpZWYUSKMkkZPXq01so1FdT0Y+BsbW1VB1EqlaJv376YOnUq56iIrrzYT0UqlWLGjBmwtrbmHJX+a9u2LQBQrYoRCgkJwcmTJ9GwYUNIpVIAwLNnz7Q6yV9qamq5/xeJRNi+fTvGjBmjtTJNCSUqBs7W1haMMQiCgIYNG+Knn36imUhNSOfOnVU3Y8YYZsyYwTkiw+Do6IjGjRtTomKkOnbsiIsXL6JJkyaq60ObQ5TT0tJU912RSIRt27YhPDxca+WZGuqjYuBe7KPyww8/0NNzTYyFhQU6dOgAABg7diyaNGnCOSLDQR1qjZuXlxfOnj0Lb29vAM8fGpiTk6OVslJTU1U/GLdu3Yo333xTK+WYKuqjYuCUicq0adOoV7mJUj4ddt68eZwjMSz+/v6UqBg5V1dXnDlzRjVNg7aOt7JGZfPmzRg/frxWyjBlumz60WoJKSkpOHPmjDaL0EuPHz+Gm5sbOnXqhN27d/MOp146d+6Mpk2bamXbhr5vqsIYQ9u2bXHr1i3cunWLdzga0axZM61PWOfr64utW7dqtQx9c+3aNZOcP+add95RNcloowP12bNnMXHiRFhbWxv1vaY6AwcOhI2Njca3q5x1WNmMp1XafDRzVFRUucfd08vwXtp8hDfv70av2r3CwsK0di4oRUdHMwAsLS1N62Xpi6VLl3I/tvQy3tfVq1e1ct4mJiYyAOzatWta2f6LtF9nA+jkoUVE83TRATgqKgqjRo3SejmkfkaOHKmTcnx8fAAAN2/ehKurq07K1Ae+vr64fv067zCIEbl27ZpWp8QoKSkBAJibm2utDCXqo0II0RsuLi6ws7MzmuYyQoxVcXExAEpUCCEmyNvbmxIVQvQc1agQQkyWj48Pbt68yTsMQkgVKFEhhJgsb29vSlQI0XOUqBBCTJa3tzeSk5NRVFTEOxRCSCVKSkpgZmZW4WGT2kCJCiFEr/j4+EChUCApKYl3KISQSpSUlOikNgWgRIUQome8vLwgkUio+YcQPVZaWkqJCiHENJmZmaFFixY08ocQPfbkyRNYWVnppCxKVAgheoeGKBOi354+fYqGDRvqpCxKVAgheqdVq1a4c+cO7zAIIZV48uQJrK2tdVIWaXDNygAAIABJREFUJSqEEL3j6elJiQoheowSFUKISfP09EROTg5yc3N5h0IIUYMSFUKISfPy8gIAqlUhRE89ffqUEhVCiOlq3rw5pFIpJSqE6CmqUSGEmDSJRAIPDw/cvXuXdyiEEDUoUSGEmDwvLy9KVAjRUzSPCiln3bp1EARB9YqIiKiwTseOHfHLL7+UW3bw4MFyn+vYsaOuQiY6UpNzY+rUqVi7dq3BnQs08oevnJwcNG3aFMuXL6/R+hcuXMA777yDFi1aVLpOcXExtm3bhm7dumHJkiU1jkXdeV6T8gydPt/DCwsLTXMelZCQkHIHRfkyNzdH06ZNERoaiqNHj6rWX7hwodr1X3zNmjVLbVmOjo7l1lu9erXa9aZNm4YrV66ofS8sLKxCeRKJBI0aNUKnTp3www8/qNb19/evsO7s2bPLbc/Ozq7c++vWrVO9Z2VlBcYYGGP46aefKsRy69atCr8+Bw8erPrMpEmT1H4HQ2HM5wZQv/OjqnNDJpPhn3/+wdy5cw3uXKBERT1158r+/fvLrbN58+Zy73/66ad1KosxBkEQql1PoVAgNDQU33//PQoLCytdb//+/ZgzZw5iYmLAGKtVLC+e59u2batReTWl7n6h7NBdUxs3bkReXl65Zfv27UPr1q1hbW2Njh074syZM+XeLy0txZIlS9CiRQtYWVmhTZs2+Oqrr1T7Rp/v4Y8fP0ajRo10UxjToqioKFbbIpKTk5mNjQ2zs7NjKSkprLS0lKWnp7Nff/2V+fn5MQBs/fr1qvXT0tKYj48PA8BOnz7NysrK2OPHj9mqVauYVCplANhXX31VoZyysjL2yy+/sFdffZXl5OSojSUjI4OZm5uzsWPHVhuvs7MzY4yx4uJidvLkSebr68sAsE8//ZQxxlhRURH7+eefmYODAwPA9u3bxxQKRbltFRQUsICAADZs2DCWmJioev/LL79kVlZWFcr+6KOPmJ+fH7tx4wYbNGgQ++OPP9iHH37IGjduzB4/flxu3UmTJrEOHTpU+j3UAcCioqJq9Rltbt9Yzw3G6n5+VHZuKB04cICtXr263LK6nAthYWEsLCysVp+pr99++40BYAUFBTotV9eWLl3KfH19a7x+aWkpu3XrFmvbti2TSCTs0qVLrKysrNw6MpmM7dq1i/Xp04fdvHmzwvva8sYbbzAHB4cq10lOTmYA2OLFi2u83crO85qUV1Pq7hc19eTJE9ayZUuWm5urWhYdHc1WrFjBCgoK2NWrV1m7du2YtbU1e/TokWqd9957j23ZsoXl5+ez5ORk9vbbbzMAbP78+RXKqO11e/XqVQaAXb16tcafqani4mIGgP32228a37Y6epeoMMaYp6en2pMvPT2dicViZmdnV255nz59GABWWFhYbnmXLl0YACaRSNiff/5ZYXtJSUlsxIgRlcaxbNkyNn/+fCaRSNg///xTZbzKP0ZKsbGxDAAzNzdnpaWlquV///03E4lELCgoqNxyxhg7evQoGz16dIU/UJVdpCkpKezjjz9mY8aMYSEhIWzx4sVswoQJbM+ePRXWNYZEhTHjPjcYq/35UV2iEhERwVJSUsotM5RE5caNGwwAi42N1Wm5ulbbREVpx44dTBAElp2drfb9uLg4dunSpfqGVysTJkyoNnEoKirSWKJSk/Jqo7L7RXXGjx/PAJRLVNatW1dunYMHDzIA7MSJE4wxxjIzM9m2bdvKrVNWVsZ8fX2Zq6trhTL0KVFJTU1lAFhMTIzGt62OXjX9VMfW1hYNGjSAXC6HQqGo0WeWL18OuVyOkSNH1uqx8QUFBcjPz0dkZCQkEgm+/PLLWsXq7+8PkUiEkpKScpNWde7cGfPnz0dsbCw++eQT1fL8/HwsWrQIGzdurFFVK/B8ZERpaSkAoEGDBgCAsrIyiEQGdVg1whjODUCz50dRURHy8vLg5uZWq/j0RfPmzSEIAh48eMA7FL00atQouLm5Yfv27Wrfv3v3Ll577TUkJydj5MiRcHJygpWVFbp06YLY2FgAwO3btxEZGQkXFxckJydj8ODBcHBwwMmTJ7F9+3b06NEDixYtUm2zqm0BUN174uLi0KNHD1hYWCAwMBAxMTGqdSo7f3fv3o2AgAA0aNAAr7zyCvbu3VvtPqhJedeuXYOjoyM+++yzarf3slu3bmHBggVwdnZGeno6/vWvf8HR0RFNmjRR9QmcMmUKtm3bBgCwt7eHIAh48uQJpk2bVm5bCQkJ8PDwQIcOHQAATk5OGDduXIXv4+vrC3d391rHqkvK+5a9vb1OytPbv2iMMRQXF6v+GxcXh9GjR6OoqAhLliyp8R/jGTNmIDIyEjk5ORgyZEiFNsTKfPXVV3jrrbfg4OCAsWPH4vvvv6/VLJl//fUXFAoFPD094ezsXO69Tz75BG3atMGKFStw8eJFAMDs2bOxcOFCODo61riMb7/9Fvv27cOnn36K7Oxs9OnTB02bNsW0adM00m6rr4z53AA0d3785z//wdChQ2u8vr4xNzeHk5MTJSqVkEgkmDlzJjZu3FghOX/27JlqRMaIESOQl5eHxMRExMXFITk5GdOnTwcATJw4EWvWrMGjR4+wd+9eLF26FFZWVtiyZQtmzZqFU6dOletLUtW2lJ4+fYrff/8dUVFROHfuHORyOQYOHIjU1NRKv8vWrVuxceNG7N27F6mpqfDz88OoUaMq7QNWm/IYY1AoFLXuEwMAkydPxtq1a5GZmYkVK1ZgxIgRuHv3Lry8vDBlyhTI5XJ8++23qg7Hubm5YIzB2tpa9ePx/v37WLx4MTZt2oQDBw7A3Ny8yjJv3Lihd/1RXpaTkwMAOuujoreJSk5ODiwtLSESiWBpaYmgoCAcOXIEK1euxIIFC2q1reXLlyMiIgK3bt3CqFGjUFZWVuX6paWliI2NRUBAAIDnf9CePHmCr7/+usrPKRQKpKam4ptvvkF4eDgaNWpUodMk8Pwx9tu3b4dIJMJbb72FX3/9FXl5eRg1alStvteSJUtw/fp1eHp64vLly7h06RI+++wzPHr0SGe9sXkw5nMD0Nz5sXfvXoSFhdXqM/rGw8MDycnJvMPQW1OmTEFGRgYOHTpUbvmpU6fQs2dPAP/r6Ori4oJWrVqhT58+qo73MTExmDdvHgCgffv2aNeuHZKTk/Hjjz/i6tWrFcqraltKVlZWqlqagIAA7NixA0VFRVi1apXa7yCXy7Fw4UJ8++238PLygqOjIzZs2ACFQlHpZ2pTnr+/P3JycvCvf/2r2m297PTp06pO7fPnz0dQUBBsbW0REhKCvLw8PHr0qMrPp6SkoGXLlvj888+RlZWFbdu2VXmPiYmJgUQiwcSJE2sdqy4pExWTr1Fp1KgRiouLUVZWhuzsbBw6dAgdOnTAggULMGbMmBpX7wPPqxq3bNmCfv364fjx4xVGU7xs69atGDlypOr/X331VXTq1AkbNmxQNbW87NGjR5BIJKoajcmTJ+P69evo2rWr2vUDAgKwdOlS3LhxA1OmTMGmTZtq/H3Uad68OXx8fOq1DUNh7OcGUP/zIzc3F4Ig6OxGoi0eHh5Uo1IFOzs7TJgwAevXry+3XC6Xq37RX758GdOnT8f58+cRERGBqKgoyGQy1brKWjpvb+9y23BycqpQXnXbUicgIADNmjVDfHy82vcTEhKQmZkJX19f1YgbDw8PAM+bbWqruvJqq3HjxgBQribE0tISAKr97k2bNkVxcTGio6PRuXNnrF69ulyT7otkMhk+/PBD7Ny5E2KxWCOxa0tubi6srKxU55i26W2iohx6KhKJ4ODggODgYPz555/w8/NDVFQUfvzxx1ptTyqV4tdff8Wrr76KjRs34quvvlK7XllZGVavXl1heOnZs2eRkZGhdmgwADg7O0Mmk6nai6Ojo6ut1VBW73Xt2hWurq61+j4vi42NxZAhQ+q1DUNhCucGUL/zY8+ePRgxYkStPqOP3N3dKVGpxuzZs3HixAlVDcjt27fRunVr1fupqakYNGgQpk6dikGDBmH06NHlmkEq6zOirgm1um1VxsnJqdKm1aysLADPax/Yf4fiKl8JCQnVbru25dVWffv8mZubo2fPnjhy5Aj8/Pzw888/q13vgw8+wLx58+Dv71+v8nQhJydHpz+C9DZRUadBgwbo168fgOeTC9WWtbU1Dh8+jBYtWmDWrFn4888/K6zzyy+/YMCAARUumJSUFJiZmWHNmjWVXphisRgRERH46KOPcOHCBYwdO7bapgSiGXRulHfgwAGD7p+iRE0/1fP09MSQIUOwYcMGAM+TiWbNmgF4Pntot27dYGtri8uXL+PNN9+sto9EZeqzrbS0tErnJbG1tQXwvDOtplRVHi8NGjRAWFgY5HJ5hfe+/PJL9OzZE8OGDVMtq0ufGl3Jzc3V3RwqMLBERaFQ4Ny5cwAqVlPWlLOzM44ePQo7OzvMnDmz3HtyuRyrV69GZGRkhc+5ublh/PjxuHHjBvbt21dlGR9//DHCw8Px22+/4d13361VUwSpGzo3/ictLQ329vaq6mlD5u7ujszMTBQXF/MORa/NnTsXP/30Ex4+fAgbGxvV8tOnT+P+/fuYOHFiueaEF/8IKs/Bl/+AKps1lMtrsi11zp07h/T0dNUIl5e3GxgYCFtbWyxatAgrV65EWloa8vPzcerUKXzwwQe12xFqyquvkpISACj3w+LlfaaslapuX9y/fx/BwcHllv388894/fXXERoaCuD5/jl58mSdJ+nThZycHNNOVB48eICsrCzI5XJcu3YN+fn5KCwsxIULFzB8+HCcP38efn5+mDx5MoDns+M9fPgQwPPmD+XJlJmZidTUVMTHx1c4eV555RUcPHgQUqlUtSw3NxfvvfcexGKx2mp5hUKh+sU+ffp0/P3335DL5UhOTkZ2djby8/Nx//591fpbtmxBly5d8N1336FPnz44ceIEnj59Wm57cXFxAJ6fvLUZNWKqTOXcUG6zrufHzz//jNGjR9d4fX3m4eEBxpjqOBL1unXrBn9/fyxYsACvvfaaanmTJk0AADt27EB+fj5++eUX/P333ygqKsL169dx6NAh/PXXXwCA9PT0cttULj979iyKi4ur3daJEyfQpEkT5OTkYPHixcjIyEBiYiImTJiASZMmqWr4oqOjATxPfJ4+fQpzc3MsW7YMpaWliIyMhJubG+zs7NCnT59qawVrUl5CQgIaNWpU7aMA1N0vSktLVUOdo6OjwRiDTCbDiRMnVPuIMaZqBrl8+TI2b96M8+fPw9nZGW+//TaSkpKQn5+P9evXIyEhoVwflU8//RRjx45F9+7dVU3JZmZm6NmzJ9q3b19lvDzl5ubqtv+bNidpqe2Eb8OGDWMAKrwEQWBWVlbMz8+PLViwQDXramRkZIV1PT092bx588ota926tdryDhw4wEaPHs0YY8zb27vcZx4+fFhu3VWrVqmN7eXXgAEDVJ/Jyspinp6eqve8vb1V73l4eFT47PLly9XGWd2kXjVh6BO+mdK5wVjNzw9158bAgQOZTCardF8ayoRvjDGWnZ3NALBjx47pvGxdqeuEby/buXMn27BhQ4XlCxYsYDY2Nszf35/9+uuvbPv27czKyorNmTOHtWvXTnV+OTk5sXnz5jHGGNu3b1+5cy8gIKDabZWVlTGFQsG+++475ufnx8zMzJiPjw/btGmTapLCI0eOlNuum5ubKs5vv/2WeXp6MgsLC9auXTv2xx9/qN6r7B5YXXmMPZ/4zs7Ojn3++eeV7rvK7hc9evQot2zVqlWsQ4cO5Zb9+9//Zo8fP2adO3dmTk5ObOfOnezJkyesf//+zNLSkllYWLA2bdqwZcuWlZtIbvXq1ZXeKywtLVlJSUm5GPVpwrcBAwawSZMmaXy7ldGrRIWHzMxM3iFUixIVPoz13DCkRIUxxho2bMg2b97MpWxd0FSiYsw0cQ80dPqUqLRr107tNP/aondNP7qmbggeIQCdG/qiWbNmNPKHED2i66Yfk09UCCH6jUb+EKJfaHgyUevp06eqzlYRERE1+szBgwdVn/n++++1HCHhpSbnhiGfCzSXCgHqdg80dPp43SoUCuTn5+t01I9EZyWROps9e3a1M6aqM3jwYL0ei0/qr6bnhiGfCx4eHjh27BjvMAhHdb0HGjp9vG7z8/NRVlZm2sOTCSHkRe7u7khJSaHJEwnRA7p+zg9AiQohRM95eHhAJpMhIyODdyiEmLzHjx8DABwcHHRWJiUqhBC95u7uDgDUT4UQPZCWlgYAcHFx0VmZlKgQQvSam5sbpFIpJSqE6IGMjAzY29vX+ZlRdUGJCiFEr4nFYjRp0oSGKBOiBzIyMmr9NPf6okSFEKL3aC4VQvRDRkaGTpt9AEpUCCEGgOZSIUQ/pKenU40KIYS8zMPDgxIVQvQA1agQQogaTZo0UY02IITwk56eTokKIYS8zNXVFbm5uSgtLeUdCiEmizGGR48eUaJCCCEvc3FxUd0kCSF85OTk4NmzZzrvo6KTZ/3s3r1bF8UQA3T27FneIZAaSElJQdOmTbmVr/wFl5GRoZoAzpgUFBTQfZJoVEpKisa3mZ6eDkC3k70BOkpURo8erYtiiAFat24d1q1bxzsMUgNhYWHcylb+glPeKI1Namoq3SeJ3lM+xsKoRv2MGjUKjDGjfY0cORIjR47kVv7mzZshlUrRv39/pKena6WMUaNGae384H38NP0aMmQIxo0bp7Xtf/PNNxAEAf/v//0/Lt/vl19+0dq5UB1zc3PY2dkZ5fN+li1bxv3c1ZfXoUOHAACFhYV1+vz3338Pa2tr7t9Dn16tW7fW2Lmanp4OMzMznT6QEKA+KgZt0qRJOHPmDO7du4e2bdvi8OHDvEMyaQUFBbCxsdHa9qdMmYLVq1djxowZ+Prrr7VWjr5ycXExykSF/E9WVhbMzc1hbW1dp887OTnhyZMnKC4u1nBkBPjf0GRBEHRaLiUqBu7111/HlStXMGDAAAwePBjvv/8+nj17xjssk5Sfnw9bW1utljF37lx89NFHmD59OjZv3qzVsvSNq6srJSpGLisrC40bN67z5x0dHQEA2dnZmgqJvIDHHCqAjvqoEO1q2LAhtm/fjn79+uG9997D33//jV27dqFVq1a8QzMp2q5RUVq2bBlkMhmmTZsGS0tLhIeHa71MfeDi4mK0fVTIc1lZWXBycqrz55WfzcrKQrNmzTQVFvkvHrPSAlSjYlTGjx+PS5cuQaFQ4LXXXsP27dt5h2RSdFGjovTZZ59h3rx5GD9+PKKionRSJm/U9GP8NJWoUI2KdvCqUaFExch4e3vj7NmzmD59Ot5++22MHz8eT5484R2WSSgoKNBZogIAK1aswLRp0zBu3DgcOHBAZ+XyQomK8atvomJrawszMzNkZWVpMCqiRIkK0ZgGDRpgxYoVOHr0KI4fP442bdrg3LlzvMMyakVFRZDJZDpp+lESBAH//ve/MWnSJISFhRl9Z2plHxXGGO9QiJbUN1EBnvdToURFOyhRIRrXr18/xMXFwdvbG927d8eyZcugUCh4h2WUCgoKAECnNSrA82Rl06ZNGD9+PMLCwhAdHa3T8nXJxcUFpaWlyM3N5R0K0ZKcnBw4ODjUaxuOjo54/PixhiIiSoWFhcjNzeUy4SIlKkbO2dkZR44cwapVq/D5559jwIABVH2uBfn5+QB0n6gAz5OVr7/+GqGhoRg8eDBOnTql8xh0QdmJj85f46WJDunW1tbU3K0FyqeXe3h46LxsSlRMgCAIeP/99xETE4P79+8jICAAR48e5R2WUVEmKrps+nmRWCzGtm3bMGTIEAwZMgQXLlzgEoc2vTiNPjFOT58+hZWVVb22YWVlhadPn2ooIqKkTFR4jKaiRMWEtG/fHleuXEGfPn0QHBxMc65oEK+mnxeJxWJs374dPXr0QP/+/XHp0iVusWiDg4MDzMzMaIiykWKMoaioqN6JCtWoaMeDBw9gb2/P5ccYJSomxsbGBjt37sQPP/yA77//Hl27dsXdu3d5h2Xw8vPzIQgCGjZsyDUOqVSKPXv2oEuXLujXrx9iY2O5xqNJgiCgcePGVKNipIqKiqBQKOo8K60S1ahoR3JyMpdmH4ASFZOlnHPl2bNnePXVV7Fz507eIRm0/Px8WFtbQywW8w4FZmZm2LNnD4KCgjBgwABcv36dd0gaQ7PTGi9lLQjVqOinBw8eUKJCdM/Hxwfnzp3D22+/jYiICIwfP55+idSRrmalrSkLCwscPHgQvr6+6N27N27evMk7JI2guVSMl/Leo4kaFUpUNI8SFcKNubk51q9fj3379uHw4cN4/fXXERcXxzssg6PLWWlrytLSEgcOHICHhwf69euHe/fu8Q6p3mgafeOlqRoVavrRDkpUCHfDhg1DbGwsGjdujI4dO2L9+vU0sVYt6FuNipKNjQ2OHTsGFxcX9OrVC//88w/vkOrFycmJpkc3Usrkgpp+9M+zZ8+QkZFBiQrhr1mzZvjrr7+wcOFCzJs3DyEhITRxUg3pY42Kkq2tLY4fPw4HBwf069cPaWlpvEOqMwcHBzonjZRMJgPwvI9VfUilUtW2iGY8fPgQCoWCEhWiH8RiMZYtW4aYmBgkJiYiMDAQJ0+e5B2W3tPnRAUA7Ozs8Pvvv8PMzAy9evUy2H4ejo6OVKNipORyOQDUu0O6WCxGWVmZJkIi/8VzsjeAEhVSiY4dOyI2NhadO3dG79698f7779OvlCroa9PPi5ycnPDXX39BJBKhf//+BvkH38HBASUlJSgqKuIdCtEwZXIhkUjqtR1KVDQvOTkZFhYWcHR05FI+JSqkUra2toiKisLWrVuxefNmdOvWDffv3+cdll7S9xoVJWdnZxw/fhxPnz5F3759kZOTwzukWlE+B4aaf4yPMrmgGhX9o+xIKwgCl/IpUSHVGj9+PC5evIiioiIEBQUhKiqKd0h6xxBqVJSaNm2K6Oho5Ofno2/fvgb1kD9KVIwXJSr6i+eIH4ASFVJDfn5+uHDhAt566y2MGTMG48ePp+r3FxhKjYqSu7s7jh8/jkePHuGNN95AYWEh75BqRFn1bIjNVqRqmkpUJBKJqr8L0YwHDx5weWqyEiUqpMaUc67s3bsXBw8exOuvv46EhATeYekFQ0tUAMDLywvR0dG4f/8+goODDWLuCVtbW4jFYqpRMULUmVZ/UY0KMTjDhw9HXFwcHBwc0KFDB6xfv553SFyVlZWhqKjIYJp+XvTKK6/g2LFjuHnzJkJCQlBSUsI7pCqJRCLY29tTomKEqOlHPzHGkJKSQokKMTzu7u6Ijo5GZGQk5s2bh+HDhxtcx0xNKSgoAGPM4GpUlNq0aYM//vgDV65cQUhICEpLS3mHVCWaS4VURRAEmqxSg9LT01FaWkpNP8QwSSQSLFu2DMePH8eFCxcQGBiI06dP8w5L5/Lz8wHAYBMVAAgICMAff/yBCxcuYMyYMXo9FN3R0ZESFSOkHJZc39oQmUwGqVSqiZAIgLt37wJ43lTMCyUqpN569eqFuLg4BAQEoHfv3li2bJlJVb0qExVDbPp5UVBQEA4dOoQ///wTY8eO1dsOiVSjYpyUycWzZ8/qtR1KVDQrKSkJlpaWcHV15RYDJSpEIxwdHfHbb79h9erVWLFiBfr27YvU1FTeYelEQUEBAMOuUVHq1KkTDh8+jKNHj2LSpElQKBS8Q6rAwcGBRv0YIWVyUd/aPJlMVu9J48j/3LlzB15eXtzmUAEoUSEaJAgC3n//fVy6dAlZWVkIDAzEgQMHeIeldcbQ9POirl27Yv/+/di9ezcmT56sd8kK1agYJ00lKnK5nGpUNCgpKQmtWrXiGgMlKkTj/P39cfHiRYSHh2PYsGGYOnUqiouLeYelNfn5+ZBKpTA3N+cdisb07dsX+/fvx86dOzF16lS96pxIiYpxUj6MUBM1KpSoaE5SUhLX/ikAJSpESywsLLB+/Xrs3r0bu3fvRrt27XD16lXeYWlFQUGB0dSmvGjAgAH4+eef8eOPP2LOnDm8w1GhzrTGSZNNP5SoaM69e/e416hQQ14NZWdnq/oiKCknyLp371655TY2Ntwe3qRvwsLC0K5dO4SHh6N9+/ZYvnw53n//fd5h1dnVq1dx4cIF2NrawtbWFnZ2drh79y6sra1RXFwMCwsL3iFqVEhICHbt2oUxY8ZALBZjzZo1atdjjGmlDbu4uBj79+9HQUEB8vLykJ+fj7i4OOTn5+ONN95Afn4+8vLykJeXB3t7eyQmJmo8BqIbyg74165dw4MHD5Cbm4ucnBzk5uZi+vTpaNCgQYXPxMfHIyYmBvb29qpXRkYGBEGAXC6nvir1lJ6ejsLCQu41KmCkRrZs2cIA1Oi1ZcsW3uHqHZlMxpYuXcpEIhEbMWIEy8nJ4R1SnZw5c6bKYy8Wi5mtrS1r1qwZ27BhA+9wNebHH39kIpGILVu2rMJ7hYWFbODAgSw9PV0rZbdu3ZoJgsAaNGjAGjRowKRSKRMEodx+F4lEbMKECVopn2ieQqFgQ4YMYZ6enszBwYGZmZlVek21bNmy0u3ExsZWeT1aWFgwFxcX1rp1a7Z+/XodfkPjcPLkSQaApaamco2DEpUays3NZVKptNokRSqVstzcXN7h6q0//viDubq6Mg8PD/b333/zDqfW5HI5s7GxqfY8EASBXbt2jXe4GrVlyxYmEonYZ599plqWk5PDXn31VQaALV68WCvlbtq0iYnF4mr39549e7RSPtGOyMjICgmnuvvpjBkzKt2GQqFgjRo1qtEPyEuXLunw2xmHzZs3M0tLS6ZQKLjGQYlKLQwdOpRJJJJKLwSJRMKGDRvGO0y9l5mZyYKDg5lEImFLly5lZWVlFdb56aef9DaRGTNmTJXngVgsZt27d+cdplZ89913TBAE9sUXX7CsrCzWpk31KUWHAAAgAElEQVQbVQLfsGFDVlhYqPEyCwsLmaWlZbU1WXl5eRovm2jPgwcPmEgkqjbBOHDgQJXbefPNN6v8ESkSiVj79u119K2My8KFC1nbtm15h8GoM20tREREVDmRmUKhQEREhA4jMkxOTk44ePAgVq9ejeXLl6Nfv35IS0tTvX/nzh1MmTIF4eHhevmgvODg4CqH7CoUCsycOVOHEenO5MmT8eWXX2LhwoVo06YNbt68qer8WFRUhO+++07jZVpbW2PChAmVdpAUBAEdO3Y0yg7Nxszd3R1Dhw6tsuOrRCJBz549q9zOwIEDq51gcu7cuXUJ0eTduXOHe0daANRHpTaKi4uZlZVVpZm7paUlKyoq4h2mQbl48SLz8vJiTk5O7ODBg6y0tJQFBgYyqVTKJBIJmzJlCu8QK8jKyqqyytrR0ZE9e/aMd5hak56ezhwdHdV+d2dnZ1ZaWqrxMq9fv17pPpdKpeyLL77QeJlE+6Kjo6tszuvSpUu128jIyDDp61GbAgICWGRkJO8wqEalNszNzTF8+HC1vwCkUinCwsKMbtSHtr3++uu4fPky+vXrhyFDhqBLly5ITEyETCaDXC7Hd999h0OHDvEOsxxHR0cEBgaqfU8qlWLGjBlGOzzy4cOH6NSpk2qSu5dlZWVh165dGi/X19cXXbp0UftkXZlMhkGDBmm8TKJ9PXv2hK+vL0Siin+KpFIpBg8eXO02nJ2d4efnp/Y9iUSCWbNmGe31qE2MMb0YmgzQPCq1Fh4ernacv0wmQ3h4OIeIDJ+NjQ127NiBOXPm4NKlSxWqccePH4/MzExO0alXWZW1QqHA5MmTOUSkfffv30enTp2Qmppa5VwXn3/+uVYmiJs1a5baJjdnZ2f4+/trvDyiG5XN0fPs2TP079+/RtsYPHiwasK4l02ZMqXOsZkyvRmaDEpUaq1v375o1KhRheV2dnbo06cPh4iMw6NHj/Djjz9W+GXFGENhYSHeeecdTpGpN2jQoAp/rCUSCYYNGwY3NzdOUWlPYWGh6vlNVSUpCoUCt2/f1kotWGhoKJycnMotk0qlGDZsGNfnkJD6iYiIgLW1dYXldnZ2ldZcvmzAgAEVHmYolUoxZswYODs7ayROU3Pnzh0AoBoVQySRSDB27Nhyv6alUikiIiJocqE6UigUCA8PR0FBgdpfzDKZDL/99ht27NjBITr12rVrB3t7+3LL5HK50XaibdiwIaKjozFz5kxIpdIqq9LFYjE+++wzjccgkUjw7rvvlrvO5HI5NfsYOAsLC0ydOrXcOSWRSBAcHKy2SUidLl26VGh2l8lkmDVrlkZjNSX68NRkJUpU6mDs2LHlflXKZDKMHTuWY0SGbeXKlThx4kSVv9QFQcDUqVORnJysw8gqJxKJEBwcrLq5CoIALy8v9OjRg3Nk2uPu7o4NGzbgzp07mDZtWqUJS1lZGc6dO4czZ85oPIaXnzskEonQq1cvjZdDdOu9994r1+SrUCgwYMCAGn/ezMwMPXr0UPVhEolEeO2119CuXTuNx2oq9OGpyUqUqNRB586dy1Xvu7q6olOnThwjMlznz5/HkiVLqn1CL2MMz549w1tvvaU3D8gLDg5W3VxFIhFmz56tFxe1ttUkYZFIJFi+fLnGy3Z1dcWwYcMglUohCAI6d+5Mw5KNgIeHB9544w3VecQYQ79+/Wq1jeDg4HLXHw1Jrp/bt2/jlVde4R0GAEpU6kQQBIwbNw5mZmYwMzPDW2+9ZRJ/oLTBxsYGixcvRtu2bSEIAiQSSaVNaDKZDKdOncLGjRt1HKV6L/7iMzMzw7hx4zhGo3tVJSxyuRyHDh3C9evXNV7ujBkzIJPJIAgChg4dqvHtEz5mz56tqlX18fGpdZPDgAEDIJfLAQD29vYICwvTeIym5Nq1a5WOptI5jkOjDVp8fLxqnH5CQgLvcIzCo0eP2I8//siGDx/OzM3NmSAIameclEql7OrVq7zDZYwx9tprrzEAbNq0abxD4e6ff/5h77zzDpNIJKrj9vbbb2ulLG9vbwbA6B5TYOp8fX0ZALZgwYI6fd7NzY0BUPtMKlJzpaWlTCKRsF27dvEOhTFG86jUWdu2bdGqVSu0atUKbdq04R2OUWjcuDHGjx+PvXv3Ijs7G3v37kVERIRqlJXy6alyuRwRERGqX088DRs2DADw7rvvco6EPw8PD3z77be4c+cO3n77bUgkEuzYsQOpqakaL2vGjBlwd3fXn198RCOUT1avbbOP0uDBgyGRSGhIcj3dvn0bcrlcb64vgxqmcvbsWTx8+JB3GCqvvvoqBEHA7t27eYei0qxZM6PoL2NlZYXQ0FCEhoZCoVDg/Pnz+Prrr3H8+HGkp6cjLi4O4eHh3Kt3pVIpfH19cfPmTdy8eZNrLIB2j39trr++ffsiICAA+/fvx8yZMzFmzBiNxtKwYUMEBgbq1bUH8Ln+9G0f1IelpSUcHBzw6NGjOn0va2trdOzYEadPn9ZCdHzwOKeuX78OsVisN31UDKrpJywsrEZPyTTlV1hYGO/DpDV0/Pkef9r/fPd/ZXh/Z3oZ3zm1dOlS9sorr+i83MoYXNNPWFgY2POnPtPrpRfv2gVdePn4KxQK7vtdX166OP50/fHd/5WJiori/v3pZTzn1I0bN/Sm2QegUT/EwNFoK0II0azr169TokIIIYQQ/SOXy5GUlARfX1/eoahQokIIIYQQAM9npC0tLaUaFUIIIYTon+vXr0MkEsHb25t3KCqUqBBCCCEEwPNEpXnz5rCysuIdigolKoQQQggBoH8jfgBKVAghhBDyX/o24gegRIUQQgghABQKBW7duqVXI34ASlQIIYQQAuDevXsoLi6mGhVCCCGE6J8bN25AEASqUSGEEEKI/klMTIS7uzsaNmzIO5RyKFEhhBBCCOLj4xEYGMg7jAooUSGEEEII4uPjERAQwDuMCihRIYQQQkxccXEx7ty5g7Zt2/IOpQJKVAghhBATl5iYiLKyMqpRIYQQQoj+iY+Ph5WVFVq2bMk7lAooUamF27dvIzIyEs7OzsjIyOAdDtGi4uJibNu2Dd26dcOSJUsA0PHnjfa/7uXk5KBp06ZYvny5zstWdw0CwLp16yAIguoVERGh89hq6uDBg+Vi7dixI++QKhUfH4+2bdtCJNK/tED/ItJjU6dOxdq1a5GZmck7FKJl+/fvx5w5cxATEwPGGAA6/rzR/q+/t99+u9wfTuUrOzu70s8wxiAIQrllGzduRF5enlZjVXcNKllZWYExBsYYfvrpJyxcuLDCd/Ly8qpVeeq+0759+9C6dWtYW1ujY8eOOHPmTLn3S0tLsWTJErRo0QJWVlZo06YNvvrqK1W8gwcPVsU5adKkOuwF3UlISNDLZh+AEpVaiY6OxuzZs3mHQXRg7NixiIuLK7eMjj9ftP/r74cffkBaWhoaN24MQRBw5coVyOVyODo6ql2/UaNGSE1NxcKFC1XLnj59ii+//FLrsaq7BiuzYsUKpKWlwcfHBwBw+vRp3L59u8ZlqftOJ06cwO3bt3Hu3DmcP38eCoUCAwYMKJcoz5s3Dy1btkR8fDxu3ryJ119/HdOnT0dkZGSNy9YHjDEkJibqZUdagBKVWnNycuIdAtERdTdvOv580f6vP1dXV7i6usLMzAxBQUEQi8W1+vz06dNx7949LUVXXmUJlDqurq5wc3MDAAQGBtaqCUPdd4qPj0dkZCQaNmyI1q1bY+nSpXjy5Alu3LgBAMjKykKHDh0wYcIE2NjYoFmzZvj+++/h6+uLn376qcZl64MHDx4gLy+PalQMibIt3MXFBcnJyRg8eDAcHBxw4cIF1ckvl8uxePFiODg4wM3NDfv27VN9PikpCd27d4ednR0iIyOxdetWalM3QC9XdwOg468DdP3ph+LiYmzfvh09evTAokWLAABTpkzBtm3bAAD29vYQBAFPnjwBAOzevRsBAQFo0KABXnnlFezduxdA1cczOTkZI0eOhJOTE6ysrNClSxfExsaqYlB3DdbGrVu3sGDBAjg7OyM9PR3/+te/4OjoiCZNmuCXX36p8jtNmzat3LYSEhLg4eGBDh06AHieNI8bN67cOiKRCL6+vnB3d69X3LoWHx8PQRDg7+/POxS1KFFRY+LEiVizZg0ePXqEvXv3YunSpbCyskJBQYFqnVWrVmHkyJG4desWPDw8MGXKFFW7ZHh4OGbNmoWMjAwEBwdj/vz5vL4K0RI6/tpD159+2LNnD2bNmoVTp06p9u23336r6libm5sLxhisra2xdetWbNy4EXv37kVqair8/PwwatQoXLlypcrjOWLECOTl5SExMRFxcXFITk7G9OnTNfYdJk+erOrXtGLFCowYMQJ3796Fl5cXpkyZArlcXul3atCgAQDg/v37WLx4MTZt2oQDBw7A3Ny8yjJv3Lih9/1RXhYfH4+WLVvCxsaGdyhqUaKiRkxMDObNmwcAaN++Pdq1a4fk5GT07dtXtc7s2bMRGBgIR0dHhISEIDs7G5mZmSguLsalS5fQvHlzmJubo0ePHli6dCmvr0K0hI6/9tD1px/GjRuHq1evVrueXC7HwoUL8e2338LLywuOjo7YsGEDFAoFVq1aVeXxVCgUCA0NhYuLC1q1aoU+ffrg7t27GvsOp0+fVvVrmj9/PoKCgmBra4uQkBDk5eXh0aNHVX4+JSUFLVu2xOeff46srCxs27YNZWVlla4fExMDiUSCiRMnauw76IJyxI++okSlEsq2UW9vb7XvW1hYqP5taWkJACgpKYGFhQVcXV3Rq1cvLFq0CKmpqZg5cyZcXFy0HzTRGTr+2kXXn36oSZ+ghIQEZGZmwtfXVzXixsPDAwBw7do1AJUfz8uXL2P69Ok4f/48IiIiEBUVBZlMptHv0LhxYwAoVxOiPGeqK6tp06YoLi5GdHQ0OnfujNWrV+OTTz5Ru65MJsOHH36InTt31rrfD2/6OnW+EiUqlahL26iyenT37t2ws7PDihUr0KJFCyxevBgKhULTIRI9Q8dfc+j60w816ZCalZUF4Hntg3IorvKVkJAAoPLjmZqaikGDBmHq1KkYNGgQRo8eXWEocn3Vd14Qc3Nz9OzZE0eOHIGfnx9+/vlntet98P/bu/P4mO/8D+CvmczkmsghhxJH3XcpORSpEEuRaFXEpnXr6i7VJEtF0VbVum3iqC6L7hZdiWKrVLssiYQkiCNufq2uI44gDYkk5vj8/rCZNZJJMldmJnk9H495PPge7+/7OzOfyXs+38/3M9OnY9q0aTY7zkOfoqIiXL16lYVKXdO7d29cuXIFCQkJ8Pb2xoIFC5CYmGjttKiG8PW3Lj7/ptu5c2elc6s8y8PDA8DTAtEQhYWFCAkJgYeHB7Kzs/H2229XOf7DmpycnBAZGQmVSlVuXUJCAkJDQ/H6669rl5m74LKUnJwcaDQadO7c2dqp6MVCRY+yb2DPvynLugqfvU757LYlJSWYP38+nJ2dERsbi0uXLqF9+/bIyMiooczJXMpe62ffA3z9awbbn+Xp+0OqVquxe/du+Pj4VNgGynpHyvbv2rUrPDw88OGHH2LJkiXIzc1FQUEBDh06hOnTpwOo+PVMS0vD1atXMWHCBJ1LJc/mVdHxDVVSUqI9rzLP5/P8Oelz9epVDB48WGfZ1q1bERAQgGHDhmlzTk1Nxfz5843OuSadPHkSHh4eNjl1fhkWKhUoKirCgQMHAAC3bt3SLs/Pz0daWhqAp5NPaTQaKJVKHDp0CACQmpoKIQQ+++wzrF27FgUFBSgoKIAQAn379q35EyGTHDx4EMDTD9SioiK+/jWE7c+ycnNzcfv2bTx58gTnzp3T/nEuKSnBxYsXERUVpR1TUvY6ZGRkoLi4GMDTW3iBp+NL1q9fj/v372Pu3LkoLS1FfHw8/P394enpibCwMAwdOlTv69moUSMAwJYtW1BQUIBt27bh8OHDePz4Mc6fP4+UlJRybbAy9+/fx/Xr1wE8/eOrVqtRWlqK9PR0AE/fM0IIKJVKpKSkaM9PCFHunLKystCgQQOMGzcOV65cQUFBAVasWIGcnBydMSrz589HdHQ0Xn31Ve34HEdHR4SGhiIoKMiYl6fGHT9+HN27dzf5VnCLEnYkMjJSREZGWvw4wcHBAoAAIHx9fcW0adOEEEL06dNHuxyAWLhwoejevbvOsi+++EKsXr1azJs3T/j5+Ql/f3/x2WefCY1GY/G8a+r5sZaaPL+9e/fqvK7+/v51/vVn+6uctdofAJGUlFStbceOHavzfOl77N+/X+zcuVNnWZcuXYQQQty/f1/07NlT+Pr6iq+//lobe926daJly5bCxcVFBAYGiv379wsh9L+eQggxY8YM4e7uLjp16iR27NghNm3aJBQKhYiLixN79uwp1waFECIhIUEoFAqd84qPjy93Di1btiz3nlm6dKlOPgDEqlWryp1TYWGhGDBggHB1dRUuLi6ic+fOYu7cueLRo0faYy5btkzv8+fq6ipKSkp0cpw4caIIDg424JWtmffUSy+9JD744AOLHsNUEiHs5EIagBEjRgCAdqIe0lXbn5/afn6msvTzw+e/ctZ6fiQSCZKSkhAVFVWjx7WWxMREzJkzRzvRnL145513cPbsWWRmZlZ7H0u/p0pKSuDu7o5NmzZh5MiRFjmGOfDSDxERUR108uRJKJVKBAQEWDuVSrFQISIiqoOys7NtfiAtwEKFiIjsTFFRkXbw6qhRo6ydjl67d+/W5rlhwwZrp1NOdnY2AgICbHsgLQCZtRMgIiKqrtjYWO20+LYuPDzcpudTyc7OxqBBg6ydRpXYo0JERFTHPH78GBcuXED37t2tnUqVWKgQERHVMadOnYJKpbL5gbQACxUiIqI6Jzs7G15eXmjevLm1U6kSCxUiIqI6Jjs72/ZnpP0vFipERER1zPHjx+3isg/AQoWIiKhOefz4MS5dumQXA2kBFipERER1ysmTJ6FSqVioEBERke05fvw4vL298eKLL1o7lWphoUJERFSHZGZmokePHnYxkBZgoUJERFSnZGZmIjg42NppVBsLFSIiojri7t27+OWXX+yqULG73/q5ceMGkpOTrZ2GTbpx4wYaN25s7TQsiq+/fjXx+vP518+a7S8jI8MqxyXLssR7KjMzExKJBIGBgWaNa0l2V6hkZmZi5MiR1k7DZkVGRlo7BYvi6185S7/+fP4rZ632l5iYiMTERKscmyzL3O+prKwstG3bFl5eXmaNa0kSYcs/7WjjoqKiAIDfMMkoO3bswIgRI/Dpp59izpw5Bu+/YMECzJkzB4sWLcKMGTMskKF1jR8/Hrdv38bevXuN2v+1115Do0aNsHHjRjNnRmS/wsLC0LRpU3z55ZfWTqXa7K5Hhai2ePPNN7F+/XpMnDgRzs7OmD59ukH7z5o1C/Xq1UNsbCxu3ryJhIQESKW1Z9hZXl4efH19jd7f19cX9+7dM2NGRPZNo9Hg+PHjGDFihLVTMQgLFSIrGj9+PB4+fIi4uDi4u7tj0qRJBu0/depU+Pv74+2338bNmzexefNmODs7WyjbmpWXl4d27doZvb+vry/+7//+z4wZEdm3c+fO4eHDh3Y1kBZgoUJkdTExMXjw4AH+8Ic/oF69eoiOjjZo/zfffBPff/893njjDQwZMgQ7d+6Eu7u7hbKtOeboUcnLyzNjRkT2LSsrC66urujcubO1UzFI7eknJrJjn376KaZNm4axY8fiu+++M3j/vn37Ij09HZcuXULv3r2Rm5trgSxrFgsVIvPKyspCQEAAZDL76qNgoUJkIxYvXoyJEyciMjISP/zwg8H7d+7cGWlpaSgtLUXv3r1x5coVC2RZM0pKSlBYWGhSoeLj44OHDx+itLTUjJkR2S97m+itDAsVIhshkUjw+eefY8SIERg+fDjS0tIMjtG8eXMcOXIEDRo0QEhICLKzsy2QqeWV9YSY2qMCAPfv3zdLTkT27NGjR7hw4QILFSIyjVQqxd///ncMGTIEERERRhUa3t7e2L9/P15++WWEhoYa1TtjbWXFhbe3t9ExfHx8AIB3/hABOHbsGNRqNXr06GHtVAzGQoXIxjg4OGDTpk0IDg7GoEGDcObMGYNjKBQKfPvtt4iIiMDrr7+Ob775xgKZWs6jR48AwKRBwfXq1QMAFBYWmiUnInuWmZkJf39/+Pv7WzsVg7FQIbJBTk5O2LlzJzp27Ij+/fvj3LlzBsdwdHTEli1bMHnyZPz2t7/F+vXrLZCpZZQVFwqFwugYZfuyUCEC0tPT0bt3b2unYRQWKkQ2ytXVFXv27EHHjh3Rr18/nD171uAYEokECQkJ+NOf/oRJkyZh+fLlFsjU/IqKiiCRSODq6mp0jLJCpaioyFxpEdkljUaDzMxM9OrVy9qpGIWFCpENc3V1xe7du9GhQweEhYUZ1bMCAPHx8VixYgU++OADzJw508xZml9hYSFcXFxMmmlXJpPBycmJPSpU5507dw75+fnsUSEiyygrVtq3b4+wsDCcP3/eqDhTp07F3/72NyxfvhxTpkyBRqMxc6bmU1hYCDc3N5PjuLm5sVChOi89PR1ubm52N9FbGRYqRHZAoVBgz549aNu2Lfr164cLFy4YFWfMmDHYtm0bNmzYgDFjxkClUpk5U/MoKioyaXxKGYVCwUs/VOcdPnwYr7zyit1N9FaGhQqRnVAoFPjuu+/QvHlzk4qVN954A3v27MG3336LN998EyUlJWbO1HTmLFTYo0J13eHDh+12fArAQoXIrri7u+OHH35As2bNMGDAAKN/dC8sLAzff/89Dh06hMGDB2tvB7YV5ipU3Nzc2KNCdVpubi5++eUXux2fArBQIbI7Hh4e+PHHH9GoUSP07dsXP/30k1FxQkJCcODAAZw9exZhYWE2NYPrkydP4OjoaHIcuVwOpVJphoyI7FN6ejpkMhmCgoKsnYrRWKgQ2SEPDw/88MMPaNCgAfr164erV68aFadbt244dOgQbt26hbCwMNy9e9fMmRpHrVab5Xq6g4MD1Gq1GTIisk+HDx9Gly5dtBMg2iMWKkR2ysvLC/v27YOPjw/69Olj9I8QtmvXDunp6SgsLERoaChu3bpl5kwNp1Kp4ODgYHIcFipU16Wnp9v1+BSAhQqRXfPy8sKBAwfg7++PkJAQoyaFA4BmzZohPT0dUqkUvXr1MrqHxlzUajULFSITFRUVIScnh4UKEVmXh4cH9u/fr50ULicnx6g4L7zwAg4cOAA3NzeTxr6Yg7kKFZlMxkKF6qyMjAyoVCr07NnT2qmYhIUKUS2gUCiwe/dudO7cGaGhoTh27JhRcfz8/JCamgo/Pz/07dvX6MtJpjJnj4qtzhVDZGnp6elo3rw5GjdubO1UTMJChaiWcHV1xa5duxAQEIABAwYgKyvLqDheXl7417/+ZfLlJFNwMC2R6VJTU9GnTx9rp2EyFipEtYirqyu+++47vPrqqxg4cCCOHDliVBxPT0/s27dPO22/sZeTjMXBtESmKS0tRVZWFgsVIrI9Tk5O2LZtG/r164cBAwbgwIEDRsVxc3PTuZx09OhRM2dqeRKJBEIIa6dBVOOOHj2K4uJiFipEZJscHR2xbds2vPHGG4iIiMC+ffuMiqNQKLBr1y4EBgZiwIAByMzMNHOmFZPJZGYZW6JUKiGXy82QEZF9SU1NRePGjdG8eXNrp2IyFipEtZSDgwP+/ve/IzIyEhEREdi1a5dRccouJ/Xt2xf9+/fHwYMHzZxpeeaaUZaFCtVVqampCA0NtXYaZsFChagWc3BwwMaNGxEdHY2oqCh8++23RsVxdHREUlISBg4ciKFDhyItLc3MmeqSy+V48uSJyXFUKpXd/mIskbGUSiUyMjJqxWUfgIUKUa3n4OCADRs2YPz48YiMjMTmzZuNiuPo6Ijk5GRERERg0KBBSElJMW+izx2LPSpExjl+/DiKiopYqBCR/ZBKpfjiiy8we/ZsjBkzBomJiUbFcXBwwKZNmxAREYHw8HCLFSu89ENkvNTUVDRs2BCtW7e2dipmwUKFqA6ZO3cuFi5ciLi4OMycOdOoGA4ODti8ebO2WElNTTVzluYrVFQqFQsVqrUePnyITZs2ITc3V2d5bZk/pQwv3lbTvXv38PDhQ51lRUVFAICff/5ZZ7m7uzt8fHxqLDciQ8THx8PDwwNTpkwBACxcuBASicSgGA4ODvjqq68QFRWFIUOG4Pvvv8err75a4bbGjBPRaDQoKirCiRMnkJ+fr314eHggKiqqwn2Sk5NRUFAALy8v7aOoqIjzqFCtJZVKMWbMGABAy5YtMWjQIISGhuLw4cNYsmSJlbMzI0HVsnHjRgGgWo+NGzdaO12iKm3ZskXI5XLx7rvvCrVaXW792bNnxfvvv19pjCdPnog33nhDKBQKkZqaWm59amqq6N+/f6UxcnJyRLdu3USTJk2Eu7u7kEgketvWrFmz9MaZNWuW3v0kEolwd3cXTZo0Ed26dRM5OTmV5kRkLxwdHbXvc7lcrm0/7dq1EzNnzhT79u0Tjx8/tnaaJmGhUk35+flCLpdXWaTI5XKRn59v7XSJquW7774Tzs7OIjo6Wjx58kS7/D//+Y9o0KCBkEgk4uTJk5XGKCtW3N3dRUZGhnb5nj17tB+iR44c0bu/Wq0WzZo1q9aXgJSUFL1xUlJSqhWjadOmFRZmRPaoQYMGet/rZe3P0dFR/OUvf7F2qkbjGJVq8vT0xKBBgyrtwpbJZBg8eDA8PT1rMDMi44WHh2Pv3r3YvXs33nzzTRQXF+P+/fsICwvDgwcP4ODggD/+8Y+VxpDL5UhKSkLfvn0xcOBAZGVl4ZtvvsHrr7+uHSNSWTe0VCpFTExMlVPmu7i4VPorsD179oSrq2ulMWQyGeLi4iCV8qOPaofKhhk8efIEUqkUfn5+eOuttxDFvoEAACAASURBVGowKzOzdqVkT5KTkyvtlpZKpWLbtm3WTpPIYEePHhXe3t4iJCREBAQECJlMpvPe/vHHH6uMUVpaKoYOHSpcXV2FVCrVaSsSiURcuXJF774PHz4Urq6ulbat8PDwKnMIDw8XDg4OeuO4uLiIX3/91aDnhsiW9evXr9IeRIlEIg4ePGjtNE3CrxUGiIiIqPQbm7OzM4YMGVKDGRGZR2BgIPbv34+jR48iOztbZ/p6BwcHxMbGQqPRVBrD0dERv/nNb/D48WNoNBqd39iRyWSV3hJdr149jBs3Do6OjhWul0qlGDRoUJXn8dprr+kdGCyXyzF+/Hh4eHhUGYfIXjRs2FBvD6FMJsN7771n9zPUslAxgLOzM958880Kb3eUy+WIjIyEi4uLFTIjMo0QAitXroRKpSr3I35qtRqXLl3Cli1bKo2xZMkSvP/++xWuUyqVWL9+Pe7du6d3/5iYGL23JKtUKgwcOLCKswAGDhyo9zeCVCoV3nvvvSpjENkTHx+fCockODg4oGHDhliwYIEVsjIvFioGeuuttyr8MFUqlfZ9DZDqtA8//BB///vf9d7KK4TABx98gOLi4grXf/zxx4iPj6/0l4rVajXWrl2rd32bNm0QGhpa4Yeuv78/WrZsWcVZAK1atULjxo3LLZfJZOjbty/at29fZQwie+Lj41NhL6JGo8HmzZvh5uZmhazMi4WKgfr374/69euXW+7p6YmwsDArZERkmpUrV2Lx4sWVXtoRQuDevXtYs2ZNuXW7du3Cn/70pyoHqKpUKiQkJKC0tFTvNnFxceV6RORyOYYOHVrFWfxPeHh4uUtIarUacXFx1Y5BZC98fX3LfcGQyWSYNm2a3rmN7A0LFQPJZDJER0frXP6Ry+UYNWoUf/yM7I5SqcSVK1fg4uICBweHSid+U6vVmDdvHvLz83WWDx06FGfOnMGwYcMgkUgqnQk2Pz+/0ktIQ4YMQdOmTXXyqO5lnzIDBw4s1+vZqFGjao1xIbI3vr6+5caUNWvWDPPmzbNiVubFQsUI0dHROh+ESqUS0dHRVsyIyDhyuRyrVq3CnTt3sGbNGrRp0wYA9BbdxcXFWLhwYbnlHTp0wDfffIPTp08jPDxcb8EihMCCBQv09t5UdKuyVCo1aDBgWFiYTu9O2bfLqm5/JrJHz9+eLITAli1batd4SevdcGS/NBqN8Pf3197+1bBhQ6HRaKydFpFZpKWlieHDhwsHB4cKJzmUy+Xil19+qTRGZmameO211wSAcrc6AxDff/+93n3z8/OFs7Oz9tbKHj16GHwOPXr00N4e7eTkJO7fv29wDCJ7cP78eW27cnBwqHT2ZnvFHhUjSCQSjB49Go6OjnB0dMTYsWMN/q0UIlvVu3dvfPPNN7h27RpmzZoFLy8vSKVSnR6JOXPmVBojODgYe/fuxeHDh9GrVy8A/+ulkclkWLx4sd59PT09tbcqy2Qyo275HzJkCGQyGeRyOcaNG1fhuDKi2qCsR0UikaBVq1b4+OOPrZyR+UmEqGSYPumVk5ODLl26aP/duXNnK2dEZBklJSVISkpCYmIiTp06pS3KT548qW0DVdm3bx9mzZqF48ePQyKRQAiBEydO4OWXX65w+/Pnz6NTp04QQuDo0aMIDAw0KOejR48iODgYANsn1W5qtRqOjo6QSCTIzMxEQECAtVMyOxYqJii7nn/58mUrZ0JUM7KysrBq1SokJyejX79++OGHHwzaf8+ePZg1axZycnIwatQobNq0Se+2oaGhOHXqFB48eGDwlPcajQb169dH165dkZKSYtC+RPbGx8cHU6ZMwaeffmrtVCyiXKFy48YNHDlyxFr52JUdO3ZAIpFg2LBh1k7FLvTs2bPCOS7of+yl/RUUFODAgQMIDAw0+DUVQuDYsWPYsWMHPvjgA3h7e1e43fHjx3H48GHExMQYleOKFSvQq1evWvkN0xhsf4bJyMjA9evXrZ1GtaxYsQJTpkyp8TtPmzRpgldeecXyB3p+0EpSUlK1foGUDz4MfSQlJdXg8Cv7xPbHh6UebH+GiYyMtPprZuuPyMjIGnkt9JZfgleEyIw42NgwbH9kTmx/xomMjMS2bdusnYZNGjFiRI0di3f9EBERkc1ioUJEREQ2i4UKERER2SwWKkRERGSzWKgQERGRzWKhQkRERDaLhQoRERHZLBYqREREZLNYqBAREZHNYqFCRERENouFChEREdksFipERERks1ioEBERkc1ioUJEREQ2i4UKERER2SwWKkRERGSz7KZQefDgARo3boyFCxdWa/ujR4/id7/7HZo3b653m+LiYnz11VcICQnBRx99VO1cEhMTIZFItI9Ro0ZVe197tXv3bp1z7tGjh7VTohrE9mddbH+1W0Vt4fLly4iPj0eDBg1w+/ZtK2doXSYXKp06ddJpQBKJBP/85z91tlm/fr3O+vnz5xt1LCEEJBJJldtpNBoMGzYMGzZswKNHj/Ru989//hNxcXFIT0+HEMKgXBQKBYQQEEJg8+bNBu1bmZkzZ5Z7Plu1amVQjNWrV+PXX3/VWbZz50507NgRbm5u6NGjB44cOaKzvrS0FB999BGaN28OhUKBzp0744svvtA+L+Hh4drznThxomknSWbD9sf2R/avorbw7rvv4s9//jPu3r1r5eysz+RC5cSJE7h06RJeeuklyGQyHD9+HEOHDtXZZty4cfjHP/6BsLAwXLx4EbNmzTL4OPXr18fNmzcxc+bMKreVSqW4efMmBg8eXOl20dHROHXqlMG5WNKiRYuQm5uLdu3aAQDS0tJw+fLlau9fVFSEhIQEnWUpKSm4fPkyMjMzkZWVBY1Gg4EDB+o0gGnTpqFFixY4ffo0Ll68iICAAEyePBnx8fHmOTGyCLY/82L7I2uoqC0cPHgQsbGxVsrItphcqDg6OqJNmzaIj4+HWq3Giy++CKlUN6xMJkP79u2xePFitG3bttx6S/Hz86tyGx8fnxrIxDANGzaEv78/AKBr164GPV+TJ0/Gzz//rLPs9OnTiI+PR7169dCxY0d88sknKCwsxIULFwAAeXl5CA4Oxvjx4+Hu7o4mTZpgw4YNaN++vVm/rZL5sf2ZH9sfWUNFbcHX19cKmdges31iRUVFwd/fH5s2bapw/U8//YTu3bvj2rVrGDFiBHx9faFQKNCrVy+cPHkSwP+uyb3wwgu4du0awsPD4e3tjdTUVGzatAl9+vTBhx9+qI1ZWSwA2g+YU6dOoU+fPnBxcUHXrl2Rnp6u3UZfV3ZycjK6dOkCJycntGnTBtu3b6/W87B3714EBwfDxcUFzZs3x8qVK7Xrzp07Bx8fH/zpT3+qVqxnXbp0CTNmzECDBg1w69YtzJkzBz4+PmjUqBG2bdsGAJg0aRK++uorAICXlxckEgkKCwvx+9//XidWTk4OmjVrhuDgYABPG8Po0aN1tpFKpWjfvj2aNm1qcK5U89j+qs6H7Y9sWUVtoawNqVQqzJ49G97e3vD398fOnTu121y5cgWvvvoqPD09ER8fjy+//LLWjWkxW6Eik8kwdepUrF69GhqNRmfdkydPoFAoAADDhw/Hr7/+ijNnzuDUqVO4du0aJk+eDACYMGECli9fjjt37mD79u345JNPoFAosHHjRrz//vs4dOiQzrXsymKVKSoqwo8//oikpCRkZmZCpVLhtddew82bN/Wey5dffonVq1dj+/btuHnzJjp06ICoqCicOHGi0udg69atmDhxIpYtW4YHDx5gyJAhiImJwdatWwE8vcav0WgMvh4PAO+88472euWiRYswfPhw/PTTT2jVqhUmTZoElUqFdevWaQc75ufnQwgBNzc3ODk5AQCuXr2K2bNnY82aNfjuu+/g7Oxc6TEvXLjA6+F2gu2v6nzY/sheLV26FCNGjMClS5fQrFkzTJo0Sfs+fuutt/D+++/j9u3bGDx4MD744AMrZ2sB4jlJSUmigsXVkp+fLxQKhdi1a5fO8n379omSkhIhhBDdunUTn3/+uXbd2LFjha+vr/b/M2bMEABEenq6TowbN24IACI+Pl67rKpYEydOFN7e3jpxTp06JSQSiYiJiRFCCFFcXCwAiNmzZwshhFAqlcLPz09cuHBBu89//vMfAUD89re/FUIIkZCQIBQKhU7ckpIS4evrK9auXatddubMGVG/fn2xfv16vc+ZPmFhYQKAePTokXbZtGnTBABx/fp17bLly5cLAOLGjRtCCCEWLlwoAIj8/HydeNevXxcABADh5OQkpk+fLlQqld7jp6Wlic6dO1e4zcSJE0VwcLBB5wNAJCUlGbRPXcT2Z1z7q04+hmD7o8jISBEZGVljx3u+LQghxNKlSwUA8fPPP2uXLV68WAAQt2/fFo8fPxYAxLFjx7TrV65cKW7dumXxfGvy+ZGZs+jx9PTE+PHjsWLFCkRERGiXq1Qq7beK7OxsAEBWVhZWrVqF7du363yzKLtO17ZtW53YFV2rqypWRbp06YImTZrg9OnTFa7PycnB3bt30b59+3Lrzp07pzfu0aNHkZeXh+7du2uXderUCffv3680H0OUXfN/9hxdXV0BAEqlstJ9GzdujOLiYmRmZmLevHlYtmwZXF1d8emnn5bbVqlUYtasWfj666/h4OBgtvzJsupy+zM2H0Ow/ZG1uLi4aP9d9p4rKSlBgwYN0LBhQ/Tt2xfvvfce3nvvPUydOtVaaVqM2UfVxcbGIiUlBWfPngXw9Lp3x44dtetv3ryJQYMG4d1338WgQYMwcuRIna5YfdesKxrQVlUsfXx9fcvdPlgmLy8PAHDjxg3t7YBlj5ycHL0xy0bwl+1vCaYOgnR2dkZoaCj27t2LDh06aC9JPW/69OmYNm0aOnXqZNLxqObV1fZnSj7VxfZHtqTsvZ2cnAxPT08sWrQIzZs3x+zZs8td/rV3Zi9UWrZsiYiICO0g0ps3b6JJkyYAgMLCQoSEhMDDwwPZ2dl4++23jf7GY0qs3NxcvXMjeHh4AHj64huifv36AKB3MKMtcXJyQmRkJFQqVbl1CQkJCA0Nxeuvv65dZs4Pe7Ksutr+zHlulsb2R+bUu3dvXLlyBQkJCfD29saCBQuQmJho7bTMyiL3Kf7xj3/E5s2bcf36dbi7u2uXp6Wl4erVq5gwYYJOl+azDbGsEny+EZd1rZYtr06simRmZuLWrVvaUfbPx+3atSs8PDzw4YcfYsmSJcjNzUVBQQEOHTqE6dOn640bGBgIhUKBf/zjH/jkk09w584dPHr0CHv27MG8efMqzam6SkpKAABqtVq77Pnnq+wbcVXPw9WrV8vNc7F161YEBARg2LBhAJ4+N6mpqUZPEEbWURfbn7H5GILtjyzp+bbw7DJ977mSkhLMnz8fzs7OiI2NxaVLl9C+fXtkZGTUYOaWZ5FCJSQkBJ06dcKMGTN0xmw0atQIALBlyxYUFBRg27ZtOHz4MB4/fozz589jz549OHDgAADg1q1bOjHLlmdkZKC4uLjKWCkpKWjUqBEePHiA2bNn4/bt2zhz5gzGjx+PiRMnaifFOnjwIICnH3RFRUVwdnbG3LlzUVpaivj4ePj7+8PT0xNhYWHlJtJ6lpubGz766CMIITBv3jy88MILcHd3x1tvvYXIyEgAT6+/169fv8ppyO/fv4/r168DAE6ePAm1Wo3S0lLtbZ0HDx6EEAJKpRIpKSna50cIAS8vLwBPr9evX78eWVlZaNCgAcaNG4crV66goKAAK1asQE5Ojk4BNX/+fERHR+PVV1/Vzsjp6OiI0NBQBAUFVZov2Za62P6qkw/bH9my59tCfn4+0tLStOs0Gg2USiUOHToEAEhNTYUQAp999hnWrl2LgoICFBQUQAiBvn37Wu08LOL50bWm3HXwrK+//lqsXLmy3PIZM2YId3d30alTJ7Fjxw6xadMmoVAoRFxcnAgMDNSOjPf19RXTpk0TQgixc+dO7XIAokuXLlXGUqvVQqPRiL/+9a+iQ4cOwtHRUbRr106sWbNGaDQaIYQQe/fu1Ynr7++vzXPdunWiZcuWwsXFRQQGBor9+/dr1+m760AIIRITE0WTJk2Em5ub+M1vfiNOnDihXXfq1Cnh6ekpFixYoPd5i4+P18kJgGjZsqXo06ePzrKlS5eK4OBgnWWrVq0S9+/fFz179hS+vr7i66+/FoWFhWLAgAHC1dVVuLi4iM6dO4u5c+fq3M2wbNmycscse7i6umrvGCnDuw4sh+3vKWPaX1X5sP2x/RmiJu9qqagtPP+eW7hwoejevbvOsi+++EKsXr1azJs3T/j5+Ql/f3/x2WefaduYJdXk8yMRQrePMjk52eyD0GqbxMREzJkzB4WFhdZOxSreeecdnD17FpmZmdXeRyKRICkpCVFRURbMzP6x/VWN7Y/tryaMGDECALQT+pGumnx+7ObXk4mIiKjuYaFCRERENouFipGKioq0g95GjRpl7XQsbvfu3drz3bBhg7XToTqO7Y+o7jDrzLR1RWxsbJ37+e3w8HCOmyCbwPZHVLewR4WIiIhsFgsVIiIislksVIiIiMhmsVAhIiIim8VChYiIiGwWCxUiIiKyWSxUiIiIyGaxUCEiIvqvoqIiLF26FCdPnrR2KvRfnPCNiIjqvMLCQnz++edYvnw5iouL0bhxY2unRP/FHhUiIqqzCgsLsWLFCrRu3Rrz589HdHQ0rly5gk6dOlk7Nfov9qgQEVGdU1hYiA0bNmDhwoUoKirChAkTMGvWLDRo0MDaqdFz9BYqycnJNZkHET2D7Y/IMsou8SxZsgRPnjzBlClTMGPGDNSvX7/ctjdu3GBb1OPGjRs1dnlMb6EycuTIGkmAiMpj+yMyr0ePHmHNmjVYsmQJlEolJk+erLdAKZOZmcm2WInIyMgaOY5E8Cc5jRYVFQWA336JKhITE4NDhw4ZfffE+PHjcfv2bezdu9eo/V977TU0atQIGzduNGr/Ll26oF+/fkhISDBqf7INZQXK4sWLoVKpMHnyZMTHx8PLy8vaqVE1cYwKEVnEDz/8gGHDhhm9f15eHnx9fY3e39fXF/fu3TN6/4EDB2L37t1G70/WVVagLFq0CGq1mgWKHeNdP0Rkdr/88gsuX76MgQMHGh0jLy8Pfn5+Ru/v6+uLvLw8o/cfMGAALly4gGvXrhkdg2regwcPMHfuXDRt2hRLlixBTEwMrl27hkWLFrFIsVPsUSEis9u3bx8UCgV69epldAxz9KiYUqj07t0brq6u2L9/PyZMmGB0HKoZ9+/fx6pVq7BixQo4ODggJiYGsbGx8PT0tHZqZCL2qBCR2WVkZCAoKAiOjo5Gx7B2oeLs7Izu3bsjMzPT6Bhkeffv38fcuXPRsmVLrF69GjExMfjpp58wd+5cFim1BHtUiMjssrKyMHToUKP3LykpQWFhoUmFio+PDx4+fIjS0lI4OTkZFSM4OBj/+te/jM6BLOfevXtYvXo1EhMTIZfLERsbi7i4OHh4eFg7NTIz9qgQkVk9evQIFy9eRFBQkNExynpCTO1RAZ5+4zZWUFAQzp07h8LCQqNjkHndu3dP24Py+eefIzY2VtuDwiKldmKhQkRmlZ2dDY1Gg8DAQKNjlBUX3t7eRsfw8fEBAJPu/AkKCoJareYP1NmAvLw8zJw5E82aNcOaNWsQFxenLVDc3d2tnR5ZEC/9EJFZnT9/Hp6enibNWvno0SMAMOkPUL169QDApN6QZs2awd3dHRcuXEBISIjRcch4eXl5WL58OVatWgWFQoGPP/4YU6dOhaurq7VToxrCQoWIzOrChQto3769STHKiguFQmF0jLJ9Tb1s07ZtW1y8eNGkGGS4u3fv4s9//jNWrlyJevXqsUCpw1ioEJFZXbx40eRCpaioCBKJxKQ/SmWFSlFRkUm5tG/fnoVKDXq+QPnkk0/w/vvvw8XFxdqpkZWwUCEis7p06RIGDBhgUozCwkK4uLhAKjV+GJ1MJoOTk5PJPSrt2rVDWlqaSTGoanfu3EFCQgJWrlwJd3d3FiikxUKFiMxGpVIhNzcXzZs3NylOYWEh3NzcTM7Hzc3N5ELlxRdfxPXr16FWq+Hg4GByTqTr+vXrWLZsGdatWwdfX18sXLgQ7777Lpydna2dGtkIFipEZDa3bt2CWq2Gv7+/SXGKiopMGp9SRqFQmHzpx9/fHyqVCnfv3kXDhg1NzomeunbtGpYvX45169bBz88PixYtYoFCFWKhQkRmc/PmTQCwqULF1B6VsruXbty4wULFDFigkKE4jwoRmU1ubi6kUileeOEFk+KYq1Bxc3MzS4+KRCLRFmFknP/85z+IiYlBmzZt8O2332LRokW4fPkyYmJiWKRQpdijQkRmc/fuXXh6epr0Gz8A8OTJE5NjAIBcLodSqTQphpOTE+rVq2fSxHF12S+//IKEhASsXbsWDRs2xOLFi/H73//e6J81oLqHhQoRmU1BQYFZpjFXq9WQyUz/eHJwcIBarTY5joeHBwoKCkyOU5f88ssvWLhwITZu3IjGjRtj5cqVmDBhglleV6pb+I4hIrMxV6GiUqnMcoeNuQoVd3d3PHz40OQ4dcHVq1exaNEibNy4EU2aNMHnn3/OAoVMwncOEZmNOXtUbKlQYY9K1VigkKXwHUREZmOuQbDmKlRkMplZChVzzMdSW/38889YvHgxNm7ciKZNm7JAIbPjXT9EZDbmKjDM2aOiUqnMEkej0Zgcpza5cOECxowZgzZt2iAtLQ0bNmzA5cuXMWnSJBYpZFYsVIjIbDQajdkKFVsaTCuVSs0SpzY4f/48xowZg86dOyM7OxsbN27EmTNnMGbMGM7cSxbBQoWIzEaj0Zj0+zxlbG0wrbni2LNz585hzJgxeOmll3DixAls3LgROTk5LFDI4lioEJHZCCGsnYIOiURilpykUmmdvfRz9uxZjBkzBl26dMHJkyexceNGnD59mgUK1RgWKkRkNk5OTigtLTU5jkwmM8vYEqVSCblcbnKckpKSOvcrvixQyFawUCEis3F1dUVxcbHJccwxoyxgvkKluLi4zhQqZ86cQVRUFF566SWcOnUKW7du1V7iMcdlPSJD8V1HRGbj4uJitkLlyZMnJsdRqVRmGZT7+PFjuLq6mhzHluXk5CAqKgpdunTBpUuXkJSUhNOnT2PEiBGQSCTWTo/qMBYqRGQ2rq6uePz4sclxHB0d2aNSQ06fPo2oqCh07dpVW6CcOnWKBQrZDBYqRGQ2Xl5eePDggclxbO3Sz4MHD1C/fn2T49iSsgLl5ZdfxuXLl1mgkM1ioUJEZuPn54e7d++afKeNuQoVlUplcqEihEBeXh58fX1NzscWnDp1SlugXLlyBUlJSTh58iQLFLJZnD6wmu7du1fuR8mKiooAPJ1C+lnu7u7w8fGpsdyIbIWfnx9KS0uRm5uLn3/+GcePH8exY8dw/PhxnD59utqXTzQaDYqKinDixAnk5+drHx4eHoiKiqpwn+TkZBQUFMDLy0v7KCoqMmj+k+LiYnTp0gUBAQEIDAxEQEAAXnzxRSiVSvj5+VU7ji3KyMjAggULsHv3brzyyiv49ttvERERYe20iKomqFo2btwoAFTrsXHjRmunS1RjiouLRUZGhli1apWIiIgQAIRUKhUAhKOjo5BIJMLb21vv/jk5OaJbt26iSZMmwt3dXUgkEr1ta9asWXrjzJo1S+9+EolEuLu7iyZNmohu3bqJnJwcvXG8vb2FRCIRMplM51wiIiLEqlWrREZGhiguLjbpOatJhw8fFuHh4QKA6Nmzp9i1a5e1UyIyCAuVasrPzxdyubzKIkUul4v8/Hxrp0tUI2JiYrR/0GUymfbfzz+CgoL0xlCr1aJZs2bV+hKQkpKiN05KSkq1YjRt2lSo1Wq9cYKCgirc79nzk8lkIiYmxqTnztLS09NZoFCtwDEq1eTp6YlBgwZVequjTCbD4MGD4enpWYOZEVnP7373O+14FJVKVeEkbQ4ODmjXrp3eGFKpFDExMVVOIubi4oKePXvqXd+zZ88qbyGWyWSIi4urdD6Qdu3aVZjLs+cnhMDvfve7So9lLYcPH0ZERAR69+6N/Px87Nq1S7uMyB6xUDHAqFGjKr3erdFoMGrUqBrMiMi6OnbsiJiYmCoL+JYtW1Ya55133oGTk5Pe9VKpFGFhYZUOjJXL5ejXr1+lBY9cLsf48eMrzaVFixaVno9cLkdsbCw6duxYaRxzKS4uxpUrV6rcLj09vVyBUraMyJ6xUDFAREREpd/YnJ2dMWTIkBrMiMj65s6dCy8vL729FEqlsspCpV69ehg3bhwcHR0rXC+VSjFo0KAqc3nttdf03rlSVqR4eHhUGqNly5Z67ziSSCRwd3fHRx99VGUu5lBSUoLw8HBMnTpV7zbp6eno378/QkJCkJ+fj/3797NAoVqFhYoBnJ2d8eabb1b4rU4ulyMyMrLWTgpFpE+9evWQkJCg95ZkjUaDFi1aVBknJiZGb4GgUqkwcODAKmMMHDhQ728EqVQqvPfee1XGaNGiRaU/QLhy5coqix1zePLkCd544w2kpKTgxx9/xLFjx3TWp6enIywsDCEhISgpKcG///1v7TKi2oSFioHeeuutCj9MlUol3nrrLStkRGR9b7/9Nnr16qX3kklVPSoA0KZNG4SGhlYYw9/fv1oxWrVqhcaNG5dbLpPJ0LdvX7Rv377KGPqOI5PJEBwcjOjo6CpjmEqpVGL48OH497//DY1GA5lMho8//hjA0wKlX79+CAkJQWlpKQ4cOKBdRlQbsVAxUP/+/SucodLT05PfZKhO+8tf/lJhr4qLi0u15yCJi4sr1yMil8sxdOjQaucRHh5e7hKSWq1GXFxctfZv0KBBhT2jGo0Gf/nLXyw+KZparcaoUaOwd+9e7XOhUqnwww8/4KWXXkJISAicnJxw5MgRpKenjf2QxAAADLFJREFUo2/fvhbNh8jaWKgYSCaTITo6Wufyj1wux6hRo8zy42dE9qpjx4547733yrWDZs2aVTvGkCFD0LRpU51ioLqXfcoMHDiwXK9no0aNqjXGpUzTpk11/i+TyTB16lR06dKl2jGMoVarMXr0aGzfvr3cwH2ZTIa7d+8iMzMTe/fuxSuvvGLRXIhsBQsVI0RHR+t8ECqVyhrpDiaydfPmzYOnp6e20JBIJGjbtm2196/oVmWpVIrQ0NBqxwgLC9MZ2CuTyTBt2rQqb39+Vtu2bXXOwd3dHXPnzq32/sYQQuDdd99FcnJyhXcXqlQq3Llzx6DzIKoNWKgYoWfPnvD399f+v2HDhvx2Q4SnPx+xfPly7f/lcjlat25tUIwJEyZoe2UkEgkCAwMNGrxar149BAYGagsNBwcHjB071qAcWrdurdNrmpiYaNH5kYQQ+MMf/oAvv/yy0ikQ5HI55s2bZ7E8iGwRCxUjSCQSjB49Go6OjnB0dMTYsWP5Y15E/zV69GgEBwdDLpdX+46fZ3l6empvVZbJZEbd8j9kyBDIZDLI5XKMGzfO4F8+btmypXYQa1BQkEXnRxJCYMqUKfjrX/9a6d1GwNPe2927dyM7O9ti+RDZGhYqRoqOjsaTJ0/w5MkT3u1D9AyJRIK//vWvUKvVUKlU1bpb53lTp06FUqmEUqk0aHxKmQEDBmj3nzJlisH7t2jRAiqVChqNBmvXrrXoF5G4uDisXbu2yiLlWexVobqEhYqRXnrpJbRu3RqtW7dG586drZ0OkU3p1KkTJk+eDAAG96gAQIcOHfDqq6/Cw8MD3bt3N3j/gIAAeHh4oE+fPka1z7LiavLkyRYdQDtjxgysWLGiXJEilUrh6OioM9ZGKpXCz88PgYGB8PT0xOPHjy2WF5EtMettKjdu3MCRI0fMGdKmdevWDRKJBMnJydZOpcb07NmzwnkqyPpsrf0FBATA29sbx44dw4kTJwzePygoCEqlEt98841Rx+/YsSOCgoKMap9qtRpeXl7o1q2bxdp3UlISduzYof2/VCqFu7s7fH190bBhQ/j5+cHX11f78Pb2RkhICNsf1TkSoW86SSMkJydj5MiR5gpHNigpKQlRUVHWToMqwPZX+7H9UV1kkYk/zFj7kA3hgGH7wPZXO7H9UV3FMSpERERks1ioEBERkc1ioUJEREQ2i4UKERER2SwWKkRERGSzWKgQERGRzWKhQkRERDaLhQoRERHZLBYqREREZLNYqBAREZHNYqFCRERENouFChEREdksFipERERks1ioEBERkc1ioUJEREQ2i4UKERER2Sy7KlQePHiAxo0bY+HChTV+7OLiYnz11VcICQnBRx99pF2emJgIiUSifYwaNarGc6uu3bt36+Tao0cPa6dEdoTtzzRsf0TGsWqhMm7cOJ2GW/a4d++e3n2EEJBIJDrLVq9ejV9//dWiuf7zn/9EXFwc0tPTIYTQWadQKCCEgBACmzdvxsyZM8udU6tWrQw6XkXntHPnTnTs2BFubm7o0aMHjhw5orO+tLQUH330EZo3bw6FQoHOnTvjiy++0OYbHh6uzXPixIlGPAtUm7D96cf2R2Q7rFqo/O1vf0Nubi78/PwgkUhw4sQJqFQq+Pj4VLh9/fr1cfPmTcycOVO7rKioCAkJCRbPNTo6GqdOnarWtosWLUJubi7atWsHAEhLS8Ply5erfayKziklJQWXL19GZmYmsrKyoNFoMHDgQNy9e1e7zbRp09CiRQucPn0aFy9eREBAACZPnoz4+PhqH5vqDra/irH9EdkWq1/6adiwIRo2bAhHR0e8/PLLcHBwMGj/yZMn4+eff7ZQdrr0fYBXpGHDhvD39wcAdO3aFVJp9Z/qis7p9OnTiI+PR7169dCxY0d88sknKCwsxIULFwAAeXl5CA4Oxvjx4+Hu7o4mTZpgw4YNaN++PTZv3lztY1PdwvZXHtsfkW2xeqFSXcXFxdi0aRP69OmDDz/8EAAwadIkfPXVVwAALy8vSCQSFBYWAgCSk5PRpUsXODk5oU2bNti+fTsA4PLly4iPj8cLL7yAa9euITw8HN7e3jh69CiuXbuGESNGwNfXFwqFAr169cLJkye1OTzf5W2oS5cuYcaMGWjQoAFu3bqFOXPmwMfHB40aNcK2bdsqPaff//73OrFycnLQrFkzBAcHAwB8fX0xevRonW2kUinat2+Ppk2bmpQ3Edsf2x+RtdhNofLNN9/g/fffx6FDh7TXfNetW6cd2Jefnw8hBNzc3PDll19i9erV2L59O27evIkOHTogKioKJ06cwIQJE7B8+XLcuXMH27dvxyeffAKFQoGHDx9i+PDh+PXXX3HmzBmcOnUK165dw+TJk812Du+88w7+/Oc/4+7du1i0aBGGDx+On376Ca1atcKkSZOgUqn0npOTkxMA4OrVq5g9ezbWrFmD7777Ds7OzpUe88KFC7weTiZj+2P7I7IWuylURo8ejbNnz1a5nUqlwsyZM7Fu3Tq0atUKPj4+WLlyJTQaDZYuXYr09HRMmzYNABAUFITAwEBcu3YN/fv3h0ajwbBhw/DCCy+gdevWCAsLw08//WS2c0hLS0NsbCwA4IMPPsDLL78MDw8PvPHGG/j1119x586dSve/ceMGWrRogQULFiAvLw9fffUV1Gq13u3T09Mhk8kwYcIEs50D1U1sf2x/RNYis3YChvD19a1ym5ycHNy9exft27cvt+7cuXMA/netu23btjrrs7OzAQBZWVlYtWoVtm/fXuU3JkP5+fkBgE5cV1dXAIBSqax038aNG6O4uBiZmZmYN28eli1bBldXV3z66afltlUqlZg1axa+/vprg8cdEFWE7Y/tj8ga7KZHBUC1BsTl5eUBePrtp+xWwLJHTk4OAP3Xum/evIlBgwbh3XffxaBBgzBy5Mhyt0KaypBBfRVxdnZGaGgo9u7diw4dOmDr1q0Vbjd9+nRMmzYNnTp1Mul4RGXY/tj+iKzBLgqVnTt3Vjq3w7M8PDwAPB3MZ4jCwkKEhITAw8MD2dnZePvtt83+bc6cnJycEBkZCZVKVW5dQkICQkND8frrr2uXmfsDn+oOtr/y2P6Iao7NFCr6GrJarcbu3bvh4+Oj7Zp99sOh7NtZ2f5du3aFh4cHPvzwQyxZsgS5ubkoKCjAoUOHMH36dACARqMpFyctLQ1Xr17FhAkTdLpqn82rouMbqqSkRHteZZ7P5/lz0ufq1asYPHiwzrKtW7ciICAAw4YN0+acmpqK+fPnG50z1X5sf2x/RLbK6oVKbm4ubt++jSdPnuDcuXPaD4eSkhJcvHgRUVFR2mvaBw4cAABkZGSguLgYwNNbCIGn17fXr1+P+/fvY+7cuSgtLUV8fDz8/f3h6emJsLAwDB06FEVFRdo4t27d0ubRqFEjAMCWLVtQUFCAbdu24fDhw3j8+DHOnz+PlJQUHDx4EMDTD9WioqJKz+v+/fu4fv06AODkyZNQq9UoLS1Feno6AODgwYMQQkCpVCIlJUV7fkKIcueUlZWFBg0aYNy4cbhy5QoKCgqwYsUK5OTkYN68edpjzp8/H9HR0Xj11Ve1M3I6OjoiNDQUQUFBxrw8VMux/bH9Edk8YUZJSUnCkJBjx44VAKp87N+/X+zcuVNnWZcuXYQQQty/f1/07NlT+Pr6iq+//lobe926daJly5bCxcVFBAYGiv379wshhAgODtbG8PX1FdOmTdPuM2PGDOHu7i46deokduzYITZt2iQUCoWIi4sTe/bs0Tm+v7+/EEKIhIQEoVAodM4rPj6+3Dm0bNlS9OnTR2fZ0qVLdfIBIFatWlXunAoLC8WAAQOEq6urcHFxEZ07dxZz584Vjx490h5z2bJlep8/V1dXUVJSopPjxIkTRXBwcLVfKyGEACCSkpIM2odqDtvfU2x/RLWLRAjzXTxNTk62yAA4W5aYmIg5c+ZoJ7qyF++88w7Onj2LzMzMau8jkUiQlJSEqKgoC2ZGxmL7sx9sf0TVZ/VLP0RERET6sFAhIiIim8VCxQyKioq0g+dGjRpl7XT02r17tzbPDRs2WDsdIrNg+yOq3exqZlpbFBsbq52W29aFh4fXqfELVPux/RHVfuxRISIiIpvFQoWIiIhsFgsVIiIislksVIiIiMhmsVAhIiIim8VChYiIiGwWCxUiIiKyWSxUiIiIyGaxUCEiIiKbxUKFiIiIbBYLFSIiIrJZFvmtn+TkZEuEJaJqYPsjotrEIoXKyJEjLRGWiKqB7Y+IahOJ4M95EhERkY3iGBUiIiKyWSxUiIiIyGaxUCEiIiKbJQOwzdpJEBEREVXk/wEdQYuLnsxO5AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -114,7 +114,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -145,7 +145,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "" ] @@ -167,6 +167,89 @@ "source": [ "a" ] + }, + { + "cell_type": "markdown", + "id": "c23049f4-e640-4059-94e1-26e8d0de8700", + "metadata": {}, + "source": [ + "## Custom shapes\n", + "\n", + "It is also possible to use custom shapes for the output using the function `viz.visualize`." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e765eebe-f2f8-498b-b47b-ac840b30a97f", + "metadata": {}, + "outputs": [], + "source": [ + "from astx import viz" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "53feb116-87e5-496f-8d6b-1b6afa93547b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.visualize(a.get_struct(), shape=\"diamond\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b2543b53-7c97-4280-b369-deb514c4689c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.visualize(a.get_struct(), shape=\"circle\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a38ab2d0-7615-4c01-9bb1-08eedb6ca83c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.visualize(a.get_struct(), shape=\"ellipse\")" + ] } ], "metadata": { diff --git a/src/astx/viz.py b/src/astx/viz.py index 57e81235..03285cb6 100644 --- a/src/astx/viz.py +++ b/src/astx/viz.py @@ -17,6 +17,7 @@ def traverse_ast( ast: ReprStruct, graph: Optional[Digraph] = None, parent: Optional[str] = None, + shape: str = "box", ) -> Digraph: """ Recursively traverse the AST and build a Graphviz graph. @@ -30,6 +31,8 @@ def traverse_ast( parent : str, optional The identifier of the parent node in the graph, by default it is an empty string + shape: str, options: ellipse, box, circle, diamond + The shape used for the nodes in the graph. Default "box". """ if not graph: graph = Digraph() @@ -39,21 +42,29 @@ def traverse_ast( for key, value in ast.items(): node_name = f"{hash(key)}_{hash(str(value))}" - graph.node(node_name, key) + graph.node(node_name, key, shape=shape) if parent: graph.edge(parent, node_name) if isinstance(value, dict): - traverse_ast(value, graph, node_name) + traverse_ast(value, graph, node_name, shape=shape) elif isinstance(value, list): for item in value: if isinstance(item, dict): - traverse_ast(item, graph, node_name) + traverse_ast(item, graph, node_name, shape=shape) return graph -def visualize(ast: ReprStruct) -> None: - """Visualize the AST using graphviz.""" - graph = traverse_ast(ast) +def visualize(ast: ReprStruct, shape: str = "box") -> None: + """ + Visualize the AST using graphviz. + + Parameters + ---------- + ast: ReprStruct + shape: str, options: ellipse, box, circle, diamond + The shape used for the nodes in the graph. Default "box". + """ + graph = traverse_ast(ast, shape=shape) display(Image(graph.pipe(format="png")))