a.robotarium.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAAI8CAYAAABWC9UZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABhw0lEQVR4nO3deVyU9f7//+ewi8iYIiKK4jEXcN8DW2hDM7XFvmoWZZq5pKWSR+zUQWxRTEortc08nTKPLbhU/jhaLpm4JIrWEZejkijgQgouacJcvz84zMcRVECGC/Vxv93mlvO+3tf1fs17xnhyeV3vsRiGYQgAAACAaVzMLgAAAAC40RHKAQAAAJMRygEAAACTEcoBAAAAkxHKAQAAAJMRygEAAACTEcoBAAAAkxHKAQAAAJMRygEAAACTEcqB69A//vEPWSwW+8PNzU316tXTgAEDtGfPnnIdc9KkSbJYLDp27FiF1fn5559rxowZFXa8iwUHB2vQoEFOO355ZGRkaOTIkWrWrJmqVaumWrVqqXXr1ho6dKgyMjLs/Yrm2ywWi0WTJk0q835nzpzRpEmTtHr16mLbij6X6enpV12fMxXVuXnzZnvbsmXLyjUfFe1ydZj5eT9//rzi4uIUHBwsT09PtWjRQu+8844ptQDXKjezCwDgPPPmzVOLFi109uxZrVu3Tq+99ppWrVqlnTt36qabbjK7PH3++ef69ddfNWbMGKccf9GiRfL19XXKscvj4MGD6tChg2rWrKno6Gg1b95cubm52rFjh7744gvt27dPQUFBkqSnn35aPXr0MLnisjtz5ozi4uIkSREREQ7b7r//fq1fv1716tUzobKrs2zZMs2aNcv0YH65Osz8vI8cOVKffvqpXnnlFXXu3Fn//ve/9fzzz+vkyZN68cUXTakJuNYQyoHrWKtWrdSpUydJhQGpoKBAsbGxWrx4sZ566imTq3OeP/74Q9WqVVP79u3NLsXBhx9+qGPHjmnTpk1q3Lixvf3BBx/Uiy++KJvNZm9r0KCBGjRoYEaZTlOnTh3VqVPH7DKqlDNnzsjb27tCjmXW5/0///mP5s6dq9dee03jx4+XVPj/m5ycHL366qsaPny4atWqZUptwLWEy1eAG0hRQD98+LBD+9KlSxUWFiZvb2/VqFFD9957r9avX1/iMTIyMvTwww/L19dXVqtVjz/+uI4ePerQx2azadq0aWrRooU8PT3l7++vJ554QgcPHrT3iYiI0HfffafffvvN4VKbInFxceratatq1aolX19fdejQQXPnzpVhGA5jBQcHq1evXkpMTFT79u3l5eVlP1N78T/nX+ryidWrV8tisThcchEREaFWrVpp/fr1Cg8PV7Vq1RQcHKx58+ZJkr777jt16NBB3t7eat26tZKSki4z84VycnLk4uIif3//Ere7uPzf/5JLunyl6LV+++23at++vapVq6aQkBB9++239tcXEhKi6tWrq0uXLg6XXxS9povPXkvSoEGDFBwcfNnajx49qpEjRyo0NFQ+Pj7y9/fXXXfdpbVr19r7pKen20N3XFyc/T0teg8uNf8ff/yx2rZtKy8vL9WqVUsPPfSQ0tLSitXo4+Oj//73v+rZs6d8fHwUFBSk6OhonTt37rK1X61BgwZp1qxZkuTwWS16HYZhaPbs2WrXrp2qVaumm266SY888oj27dvncJyiz9SPP/6o8PBweXt7a/DgwZKkhQsXKjIyUvXq1bO/rzExMTp9+nSp6yjp8pUDBw7o8ccfl7+/vzw9PRUSEqKEhASHXwDT09NlsVg0ffp0vfnmm2rcuLF8fHwUFhamDRs2XHF+Fi9eLMMwiv2i/9RTT+mPP/4o1d8NAIRy4Iayf/9+SVKzZs3sbZ9//rkeeOAB+fr6asGCBZo7d66OHz+uiIgI/fTTT8WO8dBDD+nmm2/WV199pUmTJmnx4sXq3r27zp8/b+8zYsQITZgwQffee6+WLl2qV155RUlJSQoPD7dfkz579mx169ZNAQEBWr9+vf1RJD09XcOGDdMXX3yhxMREPfzwwxo9erReeeWVYjVt2bJF48eP13PPPaekpCT17du3QuYrOztbTz31lJ5++mktWbJErVu31uDBgzV58mRNnDhRf/3rX/X111/Lx8dHDz74oDIzMy97vLCwMNlsNj388MP697//rby8vDLXtG3bNk2cOFETJkxQYmKirFarHn74YcXGxuqjjz7S66+/rvnz5ys3N1e9evXSH3/8Ud6X7+D333+XJMXGxuq7777TvHnz9Je//EURERH2X2bq1atnD2BDhgyxv6cvv/zyJY87ZcoUDRkyRC1btlRiYqJmzpyp7du3KywsrNj9D+fPn1efPn109913a8mSJRo8eLDeeustxcfHV8hrvJSXX35ZjzzyiCQ5fFaLLsMZNmyYxowZo3vuuUeLFy/W7Nmz9Z///Efh4eHFfgHOysrS448/roEDB2rZsmUaOXKkJGnPnj3q2bOn5s6dq6SkJI0ZM0ZffPGFevfuXeo6Lnb06FGFh4dr+fLleuWVV7R06VLdc889euGFFzRq1Khi/WfNmqUVK1ZoxowZmj9/vk6fPq2ePXsqNzf3svPz66+/qk6dOgoICHBob9OmjX07gFIwAFx35s2bZ0gyNmzYYJw/f944efKkkZSUZAQEBBi33367cf78ecMwDKOgoMAIDAw0WrdubRQUFNj3P3nypOHv72+Eh4fb22JjYw1JxtixYx3Gmj9/viHJ+OyzzwzDMIy0tDRDkjFy5EiHfhs3bjQkGS+++KK97f777zcaNWp0xddTUFBgnD9/3pg8ebJRu3Ztw2az2bc1atTIcHV1NXbt2lVsv0aNGhlPPvlksXnZv3+/Q79Vq1YZkoxVq1bZ2+644w5DkrF582Z7W05OjuHq6mpUq1bNOHTokL09NTXVkGS8/fbbl30dNpvNGDZsmOHi4mJIMiwWixESEmKMHTu2WE1F833x66lWrZpx8ODBYmPXq1fPOH36tL198eLFhiRj6dKlDq/pjjvuKFbXk08+Wex9kGTExsZe8rXk5+cb58+fN+6++27joYcesrcfPXr0kvtePP/Hjx83qlWrZvTs2dOh34EDBwxPT09j4MCBDjVKMr744guHvj179jSaN29+yTrLo6jOn3/+2d727LPPFns/DMMw1q9fb0gyEhISHNozMjKMatWqGX/961/tbUWfqR9++OGy49tsNuP8+fPGmjVrDEnGtm3brliHYRT/vMfExBiSjI0bNzr0GzFihGGxWOx/Z/bv329IMlq3bm3k5+fb+23atMmQZCxYsOCy9d57772XfA88PDyMZ5555rL7AyjEmXLgOnbLLbfI3d1dNWrUUI8ePXTTTTdpyZIlcnMrvJ1k165dyszMVFRUlMOlEz4+Purbt682bNigM2fOOBzzsccec3jer18/ubm5adWqVZJk/+/F/4zepUsXhYSE6IcffihV7StXrtQ999wjq9UqV1dXubu76+9//7tycnJ05MgRh75t2rRxOPtfUerVq6eOHTvan9eqVUv+/v5q166dAgMD7e0hISGSpN9+++2yx7NYLHrvvfe0b98+zZ49W0899ZTOnz+vt956Sy1bttSaNWuuWFO7du1Uv379YmNHREQ4XJtc2prK4r333lOHDh3k5eUlNzc3ubu764cffih2qUlprV+/Xn/88Uexz0pQUJDuuuuuYp8Vi8XicOZYKnzvr/QabTab8vPz7Y+CgoJy1VuSb7/9VhaLRY8//rjDGAEBAWrbtm2xVWhuuukm3XXXXcWOs2/fPg0cOFABAQH2z/sdd9whSeWe35UrVyo0NFRdunRxaB80aJAMw9DKlSsd2u+//365urranxed6S7NZ+hyKwWZuYoQcC0hlAPXsX/+85/6+eeftXLlSg0bNkxpaWl69NFH7dtzcnIkqcR//g4MDJTNZtPx48cd2i/+J2o3NzfVrl3bfqwrHbNo++Vs2rRJkZGRkgpvjly3bp1+/vln/e1vf5OkYpdkOGs1j5JuTvPw8CjW7uHhIUk6e/ZsqY7bqFEjjRgxQnPnztWePXu0cOFCnT171n6TXFlqKhr7amu6kjfffFMjRoxQ165d9fXXX2vDhg36+eef1aNHj3JfIlPWz4q3t7e8vLwc2jw9Pa/4GidPnix3d3f7o0mTJuWqtySHDx+WYRiqW7euwxju7u7asGFDsSVES3qtp06d0m233aaNGzfq1Vdf1erVq/Xzzz8rMTFRUvHPe2nl5ORccm6Ltl+odu3aDs89PT1LNf6Ff/8vdPr0af3555/c5AmUEquvANexkJAQ+82dd955pwoKCvTRRx/pq6++0iOPPGL/IZyVlVVs38zMTLm4uBRbOjE7O9vhTG1+fr5ycnLsx7rwmBevHpKZmSk/P78r1v2vf/1L7u7u+vbbbx1C2OLFi0vsX9ozcUXHuvjGwIpce708+vXrpylTpjj92lsvL68Srw8uzev/7LPPFBERoTlz5ji0nzx5stz1XOnzV5rPSmk888wz6tWrl/15UdisCH5+frJYLFq7dm2Jx724raTP6sqVK5WZmanVq1fbz45L0okTJ66qttq1a19ybotqrwitW7fWv/71L2VnZzv80v7LL79IKlwFCsCVcaYcuIFMmzZNN910k/7+97/LZrOpefPmql+/vj7//HOHVU1Onz6tr7/+2r4iy4Xmz5/v8PyLL75Qfn6+fVWPon+a/+yzzxz6/fzzz0pLS9Pdd99tb/P09CzxLFzRFx5d+E/pf/zxhz799NPyvfD/KVphZPv27Q7tS5cuvarjllZJAUkqPFOakZHhcEmMMwQHB2v37t0Ov5Tk5OQoOTn5ivtaLJZiAXP79u3FVukp7dlVqfDG12rVqhX7rBw8eFArV650+KxcjcDAQHXq1Mn+aN26dZmPcanX1atXLxmGoUOHDjmMUZaxioL6xfP7/vvvl7qOktx9993asWOHtmzZ4tD+z3/+UxaLRXfeeecVj1EaDzzwgCwWiz755BOH9n/84x+qVq3aNbnePmAGzpQDN5CbbrrJvmrI559/rscff1zTpk3TY489pl69emnYsGE6d+6c3njjDZ04cUJTp04tdozExES5ubnp3nvv1X/+8x+9/PLLatu2rfr16ydJat68uZ555hm98847cnFx0X333af09HS9/PLLCgoK0tixY+3Hat26tRITEzVnzhx17NhRLi4u6tSpk+6//369+eabGjhwoJ555hnl5ORo+vTpV32Gs3PnzmrevLleeOEF5efn66abbtKiRYtKXGXGGV577TWtW7dO/fv3ty+ft3//fr377rvKycnRG2+84dTxo6Ki9P777+vxxx/X0KFDlZOTo2nTppXqC2d69eqlV155RbGxsbrjjju0a9cuTZ48WY0bN1Z+fr69X40aNdSoUSMtWbJEd999t2rVqiU/P78Sl1ysWbOmXn75Zb344ot64okn9OijjyonJ0dxcXHy8vJSbGxsRb78q1IUruPj43XffffJ1dVVbdq0Ubdu3fTMM8/oqaee0ubNm3X77berevXqysrK0k8//aTWrVtrxIgRlz12eHi4brrpJg0fPlyxsbFyd3fX/PnztW3btlLXUXS50oXGjh2rf/7zn7r//vs1efJkNWrUSN99951mz56tESNGVNh9GC1bttSQIUMUGxsrV1dXde7cWcuXL9cHH3ygV199lctXgNIy9z5TAM5Q0uoRRf744w+jYcOGRtOmTe0rLSxevNjo2rWr4eXlZVSvXt24++67jXXr1jnsV7QaSEpKitG7d2/Dx8fHqFGjhvHoo48ahw8fduhbUFBgxMfHG82aNTPc3d0NPz8/4/HHHzcyMjIc+v3+++/GI488YtSsWdOwWCwOq0p8/PHHRvPmzQ1PT0/jL3/5izFlyhRj7ty5xVZPadSokXH//feXOA8Xr0ZhGIaxe/duIzIy0vD19TXq1KljjB492vjuu+9KXH2lZcuWJR6zpPEkGc8++2yJdRTZsGGD8eyzzxpt27Y1atWqZbi6uhp16tQxevToYSxbtsyh76VWXynt2EUrarzxxhsO7Z988okREhJieHl5GaGhocbChQtLtfrKuXPnjBdeeMGoX7++4eXlZXTo0MFYvHhxift+//33Rvv27Q1PT09Dkv09uNTqNx999JHRpk0bw8PDw7BarcYDDzxg/Oc//3Ho8+STTxrVq1cv9tpLmqerVdLfn3PnzhlPP/20UadOHftn9cLX8fHHHxtdu3Y1qlevblSrVs1o0qSJ8cQTTzis3nOpz5RhGEZycrIRFhZmeHt7G3Xq1DGefvppY8uWLYYkY968eaWqo6TP+2+//WYMHDjQqF27tuHu7m40b97ceOONNxxWW7rUZ8UwrrwKT5E///zTiI2NNRo2bGh4eHgYzZo1u+JqRAAcWQzjom/iAAAAAFCpuKYcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADDZdbdOuc1mU2ZmpmrUqFHqb/kDAAAAnMEwDJ08eVKBgYFycbn0+fDrLpRnZmYqKCjI7DIAAAAAu4yMDDVo0OCS26+7UF6jRg1JhS+8NN9SBwAAADhLXl6egoKC7Bn1Uq67UF50yYqvry+hHAAAAFXClS6r5kZPAAAAwGSEcgAAAMBkhHIAAADAZNfdNeWlVVBQoPPnz5tdBpzMw8PjsssPAQAAVAU3XCg3DEPZ2dk6ceKE2aWgEri4uKhx48by8PAwuxQAAIBLuuFCeVEg9/f3l7e3N18wdB0r+iKprKwsNWzYkPcaAABUWTdUKC8oKLAH8tq1a5tdDipBnTp1lJmZqfz8fLm7u5tdDgAAQIluqItti64h9/b2NrkSVJaiy1YKCgpMrgQAAODSbqhQXoTLGG4cvNcAAOBacEOGcgAAAKAqIZQDAAAAJiOU30DS09NlsViUmppaKeOdOXNGffv2la+vrywWi06cOKHg4GDNmDGjUsYHAAC4VhDKy6nAZmj93hwtST2k9XtzVGAznDreoEGDZLFYZLFY5ObmpoYNG2rEiBE6fvy4U8ctSUREhMaMGXPFfp988onWrl2r5ORkZWVlyWq1lur4586d0+jRo+Xn56fq1aurT58+Onjw4FVWDQAAUHXdUEsiVpSkX7MU980OZeWetbfVs3optneoerSq57Rxe/TooXnz5ik/P187duzQ4MGDdeLECS1YsMBpY16NvXv3KiQkRK1atSrTfmPGjNE333yjf/3rX6pdu7aio6PVq1cvpaSkyNXV1UnVAgAAmIcz5WWU9GuWRny2xSGQS1J27lmN+GyLkn7NctrYnp6eCggIUIMGDRQZGan+/ftr+fLl9u02m02TJ09WgwYN5OnpqXbt2ikpKanYcXbu3Knw8HB5eXmpZcuWWr16tcP2NWvWqEuXLvL09FS9evUUExOj/Px8SYVn7NesWaOZM2faz9ynp6cXGyMiIkIJCQn68ccfZbFYFBERYd928uRJDRw4UD4+PgoMDNQ777xj35abm6u5c+cqISFB99xzj9q3b6/PPvtMv/zyi77//vurm0AAAIAqilBeBgU2Q3Hf7FBJF6oUtcV9s8Ppl7JI0r59+5SUlOTwhTgzZ85UQkKCpk+fru3bt6t79+7q06eP9uzZ47Dv+PHjFR0dra1btyo8PFx9+vRRTk6OJOnQoUPq2bOnOnfurG3btmnOnDmaO3euXn31VfsYYWFhGjp0qLKyspSVlaWgoKBi9SUmJmro0KEKCwtTVlaWEhMT7dveeOMNtWnTRlu2bNHEiRM1duxYrVixQpKUkpKi8+fPKzIy0t4/MDBQrVq1UnJycsVNIAAAQBXC5StlsGn/78XOkF/IkJSVe1ab9v+usCYV/42h3377rXx8fFRQUKCzZwvrePPNN+3bp0+frgkTJmjAgAGSpPj4eK1atUozZszQrFmz7P1GjRqlvn37SpLmzJmjpKQkzZ07V3/96181e/ZsBQUF6d1335XFYlGLFi2UmZmpCRMm6O9//7usVqs8PDzk7e2tgICAS9Zaq1YteXt7y8PDo1i/bt26KSYmRpLUrFkzrVu3Tm+99ZbuvfdeZWdny8PDQzfddJPDPnXr1lV2dvZVzB4AALgRGQUFOrM5RflHj8qtTh15d+ooSxW8HJZQXgZHTl46kJenX1ndeeedmjNnjs6cOaOPPvpIu3fv1ujRoyVJeXl5yszMVLdu3Rz26datm7Zt2+bQFhYWZv+zm5ubOnXqpLS0NElSWlqawsLCHL50p1u3bjp16pQOHjyohg0bXvXruHD8oudXWpHFMAy+CAgAAJRJ3vLlOvz6FOVfcGLPLSBAdV+cKN8L/lW+KuDylTLwr+FVof3Kqnr16rr55pvVpk0bvf322zp37pzi4uIc+lwcXEsbZov6lNTfMIwSj12Rio4dEBCgP//8s9iqMkeOHFHdunWdNj4AALi+5C1frkPPj3EI5JKUf/iwDj0/RnkX3JdXFRDKy6BL41qqZ/XSpaKpRYWrsHRpXKtS6omNjdX06dOVmZkpX19fBQYG6qeffnLok5ycrJCQEIe2DRs22P+cn5+vlJQUtWjRQpIUGhqq5ORkexAvOkaNGjVUv359SZKHh4cKCgrKXfeF4xc9Lxq/Y8eOcnd3t19jLklZWVn69ddfFR4eXu4xAQDAjcMoKNDh16dIRgn3+f2v7fDrU2RcRZ6paITyMnB1sSi2d6gkFQvmRc9je4fK1aVyLrOIiIhQy5Yt9frrr0sqvIEzPj5eCxcu1K5duxQTE6PU1FQ9//zzDvvNmjVLixYt0s6dO/Xss8/q+PHjGjx4sCRp5MiRysjI0OjRo7Vz504tWbJEsbGxGjdunFxcCj8uwcHB2rhxo9LT03Xs2DHZbLYy1b1u3TpNmzZNu3fv1qxZs/Tll1/aa7RarRoyZIiio6P1ww8/aOvWrXr88cfVunVr3XPPPVc7ZQAA4AZwZnNKsTPkDgxD+dnZOrM5pfKKuoJKCeWzZ89W48aN5eXlpY4dO2rt2rWl2m/dunVyc3NTu3btnFtgGfRoVU9zHu+gAKvjJSoBVi/NebyDU9cpL8m4ceP04YcfKiMjQ88995yio6MVHR2t1q1bKykpSUuXLlXTpk0d9pk6dari4+PVtm1brV27VkuWLJGfn58kqX79+lq2bJk2bdqktm3bavjw4RoyZIheeukl+/4vvPCCXF1dFRoaqjp16ujAgQNlqjk6OlopKSlq3769XnnlFSUkJKh79+727W+99ZYefPBB9evXT926dZO3t7e++eYb1igHAAClkn/0aIX2qwwWwyjpvH7FWbhwoaKiojR79mx169ZN77//vj766CPt2LHjsjcN5ubmqkOHDrr55pt1+PDhUn81fF5enqxWq3Jzc+Xr6+uw7ezZs9q/f7/9F4SrUWAztGn/7zpy8qz8axReslJZZ8hRehX5ngMAgGvD6Y2bdODJJ6/Yr+Enn6h61y5OreVy2fRCTj9T/uabb2rIkCF6+umnFRISohkzZigoKEhz5sy57H7Dhg3TwIEDi63UcbFz584pLy/P4VEZXF0sCmtSWw+0q6+wJrUJ5AAAAFWEd6eOcgsIkC61SIXFIreAAHl36li5hV2GU0P5n3/+qZSUFIcvgpGkyMjIy34RzLx587R3717FxsZecYwpU6bIarXaHyV9kQ0AAABuHBZXV9V9ceL/nlwUzP/3vO6LE6vUeuVODeXHjh1TQUFBsaXsLvdFMHv27FFMTIzmz58vN7crL6M+ceJE5ebm2h8ZGRkVUjsAAACuXb6Rkao/c4bcLsqhbnXrqv7MGVVunfJK+fKg0q6dXVBQoIEDByouLk7NmjUr1bE9PT3l6elZIXUCAADg+uEbGakad9/NN3r6+fnJ1dW12FnxS30RzMmTJ7V582Zt3bpVo0aNkiTZbDYZhiE3NzctX75cd911lzNLBgAAwHXE4urq9Js5K4JTL1/x8PBQx44dHb4IRpJWrFhR4hfB+Pr66pdfflFqaqr9MXz4cDVv3lypqanq2rWrM8sFAAAATOH0y1fGjRunqKgoderUSWFhYfrggw904MABDR8+XFLhNeGHDh3SP//5T7m4uKhVq1YO+/v7+8vLy6tYOwAAAHC9cHoo79+/v3JycjR58mRlZWWpVatWWrZsmRo1aiSp8CvUy/rlMwAAAMD1xOlfHlTZKuvLg3Bt4D0HAABmqjJfHoSqIz09XRaLpdTfjnq1zpw5o759+8rX11cWi0UnTpxQcHCwZsyYUSnjAwAAXCsI5eVlK5D2r5V++arwv7YCpw43aNAgWSwWWSwWubm5qWHDhhoxYoSOHz/u1HFLEhERoTFjxlyx3yeffKK1a9cqOTlZWVlZslqtpTr+Bx98oIiICIcwDwAAcD2rlHXKrzs7lkpJE6S8zP9r8w2UesRLoX2cNmyPHj00b9485efna8eOHRo8eLBOnDihBQsWOG3Mq7F3716FhISU+SbdM2fOqEePHurRo4cmTpzopOoAAACqDs6Ul9WOpdIXTzgGcknKyyps37HUaUN7enoqICBADRo0UGRkpPr376/ly5fbt9tsNk2ePFkNGjSQp6en2rVrp6SkpGLH2blzp8LDw+Xl5aWWLVtq9erVDtvXrFmjLl26yNPTU/Xq1VNMTIzy8/MlFZ6xX7NmjWbOnGk/c5+enl5sjIiICCUkJOjHH3+UxWJRRESEfdvJkyc1cOBA+fj4KDAwUO+8847DvmPGjFFMTIxuueWW8k8WAADANYRQXha2gsIz5Crp3tj/tSXFOP1SFknat2+fkpKS5O7ubm+bOXOmEhISNH36dG3fvl3du3dXnz59tGfPHod9x48fr+joaG3dulXh4eHq06ePcnJyJEmHDh1Sz5491blzZ23btk1z5szR3Llz9eqrr9rHCAsL09ChQ5WVlaWsrCwFBQUVqy8xMVFDhw5VWFiYsrKylJiYaN/2xhtvqE2bNtqyZYsmTpyosWPHFlvLHgAA4EZCKC+L35KLnyF3YEh5hwr7OcG3334rHx8fVatWTU2aNNGOHTs0YcIE+/bp06drwoQJGjBggJo3b674+Hi1a9eu2I2Vo0aNUt++fRUSEqI5c+bIarVq7ty5kqTZs2crKChI7777rlq0aKEHH3xQcXFxSkhIkM1mk9VqlYeHh7y9vRUQEKCAgAC5lvBVtbVq1ZK3t7c8PDwUEBCgWrVq2bd169ZNMTExatasmUaPHq1HHnlEb731llPmDAAA4FpAKC+LU4crtl8Z3XnnnUpNTdXGjRs1evRode/eXaNHj5ZUuNxOZmamunXr5rBPt27dlJaW5tAWFhZm/7Obm5s6depk75OWlqawsDBZLBaHY5w6dUoHDx6skNdx4fhFzy+uEQAA4EZCKC8Ln7oV26+Mqlevrptvvllt2rTR22+/rXPnzikuLs6hz4VhWpIMwyjWVpKiPiX1L1rKvjTHKS9nHhsAAKCqI5SXRaPwwlVWdKkAaZF86xf2qwSxsbGaPn26MjMz5evrq8DAQP30008OfZKTkxUSEuLQtmHDBvuf8/PzlZKSohYtWkiSQkNDlZycrAu/Uyo5OVk1atRQ/fr1JUkeHh4qKCj/dfMXjl/0vGh8AACAGxGhvCxcXAuXPZRUPJj/73mPqYX9KkFERIRatmyp119/XVLhDZzx8fFauHChdu3apZiYGKWmpur555932G/WrFlatGiRdu7cqWeffVbHjx/X4MGDJUkjR45URkaGRo8erZ07d2rJkiWKjY3VuHHj5OJS+HEJDg7Wxo0blZ6ermPHjslms5Wp7nXr1mnatGnavXu3Zs2apS+//NKhxuzsbKWmpuq///2vJOmXX35Ramqqfv/993LPFQAAQFVGKC+r0D5Sv39KvvUc230DC9uduE55ScaNG6cPP/xQGRkZeu655xQdHa3o6Gi1bt1aSUlJWrp0qZo2beqwz9SpUxUfH6+2bdtq7dq1WrJkifz8/CRJ9evX17Jly7Rp0ya1bdtWw4cP15AhQ/TSSy/Z93/hhRfk6uqq0NBQ1alTRwcOHChTzdHR0UpJSVH79u31yiuvKCEhQd27d7dvf++999S+fXsNHTpUknT77berffv2WrrUectNAgAAmMliXHidwnUgLy9PVqtVubm58vX1ddh29uxZ7d+/X40bN5aXl9fVDWQrKFxl5dThwmvIG4VX2hlylF6FvucAAABldLlseiG+0bO8XFylxreZXQUAAACuA1y+AgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFB+A0lPT5fFYlFqamqljHfmzBn17dtXvr6+slgsOnHihIKDgzVjxoxKGR8AAOBaQSgvpwJbgX7O/lnL9i3Tz9k/q8BW4NTxBg0aJIvFIovFIjc3NzVs2FAjRozQ8ePHnTpuSSIiIjRmzJgr9vvkk0+0du1aJScnKysrS1ar9Yr7/P777xo9erSaN28ub29vNWzYUM8995xyc3MroHIAAICqyc3sAq5F3//2vaZumqrDZw7b2+p611VMlxjd0+gep43bo0cPzZs3T/n5+dqxY4cGDx6sEydOaMGCBU4b82rs3btXISEhatWqVan3yczMVGZmpqZPn67Q0FD99ttvGj58uDIzM/XVV185sVoAAADzcKa8jL7/7XuNWz3OIZBL0pEzRzRu9Th9/9v3Thvb09NTAQEBatCggSIjI9W/f38tX77cvt1ms2ny5Mlq0KCBPD091a5dOyUlJRU7zs6dOxUeHi4vLy+1bNlSq1evdti+Zs0adenSRZ6enqpXr55iYmKUn58vqfCM/Zo1azRz5kz7mfv09PRiY0RERCghIUE//vijLBaLIiIi7NtOnjypgQMHysfHR4GBgXrnnXfs21q1aqWvv/5avXv3VpMmTXTXXXfptdde0zfffGOvAQAA4HpDKC+DAluBpm6aKkNGsW1FbfGb4p1+KYsk7du3T0lJSXJ3d7e3zZw5UwkJCZo+fbq2b9+u7t27q0+fPtqzZ4/DvuPHj1d0dLS2bt2q8PBw9enTRzk5OZKkQ4cOqWfPnurcubO2bdumOXPmaO7cuXr11VftY4SFhWno0KHKyspSVlaWgoKCitWXmJiooUOHKiwsTFlZWUpMTLRve+ONN9SmTRtt2bJFEydO1NixY7VixYpLvtbc3Fz5+vrKzY1/2AEAANcnQnkZbDmypdgZ8gsZMpR9JltbjmxxyvjffvutfHx8VK1aNTVp0kQ7duzQhAkT7NunT5+uCRMmaMCAAWrevLni4+PVrl27YjdWjho1Sn379lVISIjmzJkjq9WquXPnSpJmz56toKAgvfvuu2rRooUefPBBxcXFKSEhQTabTVarVR4eHvL29lZAQIACAgLk6uparNZatWrJ29tbHh4eCggIUK1atezbunXrppiYGDVr1kyjR4/WI488orfeeqvE15yTk6NXXnlFw4YNq4AZBAAAqJoI5WVw9MzRCu1XVnfeeadSU1O1ceNGjR49Wt27d9fo0aMlSXl5ecrMzFS3bt0c9unWrZvS0tIc2sLCwux/dnNzU6dOnex90tLSFBYWJovF4nCMU6dO6eDBgxXyOi4cv+j5xTVKha/p/vvvV2hoqGJjYytkbAAAgKqIUF4GdbzrVGi/sqpevbpuvvlmtWnTRm+//bbOnTunuLg4hz4XhmlJMgyjWFtJivqU1N8wjBKPXZEuPvbJkyfVo0cP+fj4aNGiRQ6X6QAAAFxvCOVl0MG/g+p615VFJYdTiywK8A5QB/8OlVJPbGyspk+frszMTPn6+iowMFA//fSTQ5/k5GSFhIQ4tG3YsMH+5/z8fKWkpKhFixaSpNDQUCUnJ9uDeNExatSoofr160uSPDw8VFBQ/uvmLxy/6HnR+FLhGfLIyEh5eHho6dKl8vLyKvdYAAAA1wJCeRm4urgqpkuMJBUL5kXPJ3SZIFeX4tdYO0NERIRatmyp119/XVLhDZzx8fFauHChdu3apZiYGKWmpur555932G/WrFlatGiRdu7cqWeffVbHjx/X4MGDJUkjR45URkaGRo8erZ07d2rJkiWKjY3VuHHj5OJS+HEJDg7Wxo0blZ6ermPHjslms5Wp7nXr1mnatGnavXu3Zs2apS+//NJe48mTJxUZGanTp09r7ty5ysvLU3Z2trKzs6/qFwEAAICqjOUsyuieRvfozYg3S1ynfEKXCU5dp7wk48aN01NPPaUJEyboueeeU15enqKjo3XkyBGFhoZq6dKlatq0qcM+U6dOVXx8vLZu3aomTZpoyZIl8vPzkyTVr19fy5Yt0/jx49W2bVvVqlVLQ4YM0UsvvWTf/4UXXtCTTz6p0NBQ/fHHH9q/f7+Cg4NLXXN0dLRSUlIUFxenGjVqKCEhQd27d5ckpaSkaOPGjZKkm2++2WG/so4DAABwrbAYF16ncB3Iy8uT1Wq1L6N3obNnz2r//v1q3LjxVV8SUWAr0JYjW3T0zFHV8a6jDv4dKu0MOUqvIt9zAACAsrpcNr0QZ8rLydXFVZ0DOptdBgAAAK4DXFMOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUH4DSU9Pl8ViUWpqaqWMd+bMGfXt21e+vr6yWCw6ceKEgoODNWPGjEoZHwAA4FpBKC8no6BApzduUu633+n0xk0yCgqcOt6gQYNksVhksVjk5uamhg0basSIETp+/LhTxy1JRESExowZc8V+n3zyidauXavk5GRlZWXJarWW6vjDhg1TkyZNVK1aNdWpU0cPPPCAdu7ceZVVAwAAVF1uZhdwLcpbvlyHX5+i/Oxse5tbQIDqvjhRvpGRThu3R48emjdvnvLz87Vjxw4NHjxYJ06c0IIFC5w25tXYu3evQkJC1KpVqzLt17FjRz322GNq2LChfv/9d02aNEmRkZHav3+/XF1dnVQtAACAeThTXkZ5y5fr0PNjHAK5JOUfPqxDz49R3vLlThvb09NTAQEBatCggSIjI9W/f38tv2A8m82myZMnq0GDBvL09FS7du2UlJRU7Dg7d+5UeHi4vLy81LJlS61evdph+5o1a9SlSxd5enqqXr16iomJUX5+vqTCM/Zr1qzRzJkz7Wfu09PTi40RERGhhIQE/fjjj7JYLIqIiLBvO3nypAYOHCgfHx8FBgbqnXfecdj3mWee0e23367g4GB16NBBr776qjIyMkocBwAA4HpAKC8Do6BAh1+fIhlGCRsL2w6/PsXpl7JI0r59+5SUlCR3d3d728yZM5WQkKDp06dr+/bt6t69u/r06aM9e/Y47Dt+/HhFR0dr69atCg8PV58+fZSTkyNJOnTokHr27KnOnTtr27ZtmjNnjubOnatXX33VPkZYWJiGDh2qrKwsZWVlKSgoqFh9iYmJGjp0qMLCwpSVlaXExET7tjfeeENt2rTRli1bNHHiRI0dO1YrVqwo8XWePn1a8+bNU+PGjUscBwAA4HpAKC+DM5tTip0hd2AYys/O1pnNKU4Z/9tvv5WPj4+qVaumJk2aaMeOHZowYYJ9+/Tp0zVhwgQNGDBAzZs3V3x8vNq1a1fsxspRo0apb9++CgkJ0Zw5c2S1WjV37lxJ0uzZsxUUFKR3331XLVq00IMPPqi4uDglJCTIZrPJarXKw8ND3t7eCggIUEBAQImXlNSqVUve3t7y8PBQQECAatWqZd/WrVs3xcTEqFmzZho9erQeeeQRvfXWWw77z549Wz4+PvLx8VFSUpJWrFghDw+PCpxNAACAqoNQXgb5R49WaL+yuvPOO5WamqqNGzdq9OjR6t69u0aPHi1JysvLU2Zmprp16+awT7du3ZSWlubQFhYWZv+zm5ubOnXqZO+TlpamsLAwWSwWh2OcOnVKBw8erJDXceH4Rc8vrvGxxx7T1q1btWbNGjVt2lT9+vXT2bNnK2R8AACAqoZQXgZudepUaL+yql69um6++Wa1adNGb7/9ts6dO6e4uDiHPheGaUkyDKNYW0mK+pTU3/jfpTmlOU55XXxsq9Wqpk2b6vbbb9dXX32lnTt3atGiRU4bHwAAwEyE8jLw7tRRbgEB0qXCqcUit4AAeXfqWCn1xMbGavr06crMzJSvr68CAwP1008/OfRJTk5WSEiIQ9uGDRvsf87Pz1dKSopatGghSQoNDVVycrI9iBcdo0aNGqpfv74kycPDQwVXcd38heMXPS8a/1IMw9C5c+fKPSYAAEBVRigvA4urq+q+OPF/Ty4K5v97XvfFibJU0rJ9ERERatmypV5//XVJhTdwxsfHa+HChdq1a5diYmKUmpqq559/3mG/WbNmadGiRdq5c6eeffZZHT9+XIMHD5YkjRw5UhkZGRo9erR27typJUuWKDY2VuPGjZOLS+HHJTg4WBs3blR6erqOHTsmm81WprrXrVunadOmaffu3Zo1a5a+/PJLe4379u3TlClTlJKSogMHDmj9+vXq16+fqlWrpp49e17tlAEAAFRJhPIy8o2MVP2ZM+RWt65Du1vduqo/c4ZT1ykvybhx4/Thhx8qIyNDzz33nKKjoxUdHa3WrVsrKSlJS5cuVdOmTR32mTp1quLj49W2bVutXbtWS5YskZ+fnySpfv36WrZsmTZt2qS2bdtq+PDhGjJkiF566SX7/i+88IJcXV0VGhqqOnXq6MCBA2WqOTo6WikpKWrfvr1eeeUVJSQkqHv37pIkLy8vrV27Vj179tTNN9+sfv36qXr16kpOTpa/v/9VzhYAAEDVZDGMktb3u3bl5eXJarUqNzdXvr6+DtvOnj2r/fv3q3HjxvLy8rqqcYyCgsLVWI4elVudOvLu1LHSzpCj9CryPQcAACiry2XTC/GNnuVkcXVV9a5dzC4DAAAA1wEuXwEAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYov4Gkp6fLYrEoNTW1UsY7c+aM+vbtK19fX1ksFp04cULBwcGaMWNGpYwPAABwrSCUl5PNZujQruPa/XO2Du06LpvNcOp4gwYNksVikcVikZubmxo2bKgRI0bo+PHjTh23JBERERozZswV+33yySdau3atkpOTlZWVJavVWqZxDMPQfffdJ4vFosWLF5evWAAAgGuAm9kFXIv2bj2itQv36PSJc/a26jU9dVv/pmrS3t9p4/bo0UPz5s1Tfn6+duzYocGDB+vEiRNasGCB08a8Gnv37lVISIhatWpVrv1nzJghi8VSwVUBAABUPZwpL6O9W48o6f1fHQK5JJ0+cU5J7/+qvVuPOG1sT09PBQQEqEGDBoqMjFT//v21fPly+3abzabJkyerQYMG8vT0VLt27ZSUlFTsODt37lR4eLi8vLzUsmVLrV692mH7mjVr1KVLF3l6eqpevXqKiYlRfn6+pMIz9mvWrNHMmTPtZ+7T09OLjREREaGEhAT9+OOPslgsioiIsG87efKkBg4cKB8fHwUGBuqdd94ptv+2bdv05ptv6uOPPy7fZAEAAFxDCOVlYLMZWrtwz2X7/PTFHqdfyiJJ+/btU1JSktzd3e1tM2fOVEJCgqZPn67t27ere/fu6tOnj/bscax5/Pjxio6O1tatWxUeHq4+ffooJydHknTo0CH17NlTnTt31rZt2zRnzhzNnTtXr776qn2MsLAwDR06VFlZWcrKylJQUFCx+hITEzV06FCFhYUpKytLiYmJ9m1vvPGG2rRpoy1btmjixIkaO3asVqxYYd9+5swZPfroo3r33XcVEBBQofMGAABQFRHKyyBrz4liZ8gvdur4OWXtOeGU8b/99lv5+PioWrVqatKkiXbs2KEJEybYt0+fPl0TJkzQgAED1Lx5c8XHx6tdu3bFbqwcNWqU+vbtq5CQEM2ZM0dWq1Vz586VJM2ePVtBQUF699131aJFCz344IOKi4tTQkKCbDabrFarPDw85O3trYCAAAUEBMjV1bVYrbVq1ZK3t7c8PDwUEBCgWrVq2bd169ZNMTExatasmUaPHq1HHnlEb731ln372LFjFR4ergceeKCCZxAAAKBqqpRQPnv2bDVu3FheXl7q2LGj1q5de8m+iYmJuvfee1WnTh35+voqLCxM//73vyujzCs6nXf5QF7WfmV15513KjU1VRs3btTo0aPVvXt3jR49WpKUl5enzMxMdevWzWGfbt26KS0tzaEtLCzM/mc3Nzd16tTJ3ictLU1hYWEO13J369ZNp06d0sGDByvkdVw4ftHzovGXLl2qlStXskILAAC4oTg9lC9cuFBjxozR3/72N23dulW33Xab7rvvPh04cKDE/j/++KPuvfdeLVu2TCkpKbrzzjvVu3dvbd261dmlXlF1X88K7Vfm8atX180336w2bdro7bff1rlz5xQXF+fQ5+IbIw3DKNXNkkV9SupvGEaJx65IRcdeuXKl9u7dq5o1a8rNzU1uboX3Ivft29fhunQAAIDridND+ZtvvqkhQ4bo6aefVkhIiGbMmKGgoCDNmTOnxP4zZszQX//6V3Xu3FlNmzbV66+/rqZNm+qbb75xdqlXVK9pTVWvefnA7XOTp+o1rVkp9cTGxmr69OnKzMyUr6+vAgMD9dNPPzn0SU5OVkhIiEPbhg0b7H/Oz89XSkqKWrRoIUkKDQ1VcnKyPYgXHaNGjRqqX7++JMnDw0MFBQXlrvvC8YueF40fExOj7du3KzU11f6QpLfeekvz5s0r95gAAABVmVND+Z9//qmUlBRFRkY6tEdGRio5OblUx7DZbDp58qTDNckXOnfunPLy8hwezuLiYtFt/Ztets+t/ZrKxaVylvGLiIhQy5Yt9frrr0sqvIEzPj5eCxcu1K5duxQTE6PU1FQ9//zzDvvNmjVLixYt0s6dO/Xss8/q+PHjGjx4sCRp5MiRysjI0OjRo7Vz504tWbJEsbGxGjdunFxcCj8uwcHB2rhxo9LT03Xs2DHZbLYy1b1u3TpNmzZNu3fv1qxZs/Tll1/aawwICFCrVq0cHpLUsGFDNW7c+KrmCwAAoKpyaig/duyYCgoKVLduXYf2unXrKjs7u1THSEhI0OnTp9WvX78St0+ZMkVWq9X+KGklkIrUpL2/egxrVeyMuc9NnuoxrJVT1ykvybhx4/Thhx8qIyNDzz33nKKjoxUdHa3WrVsrKSlJS5cuVdOmjr9ITJ06VfHx8Wrbtq3Wrl2rJUuWyM/PT5JUv359LVu2TJs2bVLbtm01fPhwDRkyRC+99JJ9/xdeeEGurq4KDQ1VnTp1Lnkp0qVER0crJSVF7du31yuvvKKEhAR179796icDAADgGmUxLrxOoYJlZmaqfv36Sk5Odri577XXXtOnn36qnTt3Xnb/BQsW6Omnn9aSJUt0zz33lNjn3LlzOnfu/26szMvLU1BQkHJzc+Xr6+vQ9+zZs9q/f7/9ptOrYbMZhaux5J1Tdd/CS1Yq6ww5Sq8i33MAAICyysvLk9VqLTGbXsip3+jp5+cnV1fXYmfFjxw5Uuzs+cUWLlyoIUOG6Msvv7xkIJcKv1DH09M5N1ZejouLRfWb31Tp4wIAAOD649TLVzw8PNSxY0eHL4aRpBUrVig8PPyS+y1YsECDBg3S559/rvvvv9+ZJQIAAACmc+qZcqnwmueoqCh16tRJYWFh+uCDD3TgwAENHz5ckjRx4kQdOnRI//znPyUVBvInnnhCM2fO1C233GI/y16tWjVZrVZnlwsAAABUOqeH8v79+ysnJ0eTJ09WVlaWWrVqpWXLlqlRo0aSpKysLIcbBd9//33l5+fr2Wef1bPPPmtvf/LJJ/WPf/zD2eUCAAAAlc6pN3qa4XIX03PT342H9xwAAJiptDd6Ov3LgwAAAABcHqEcAAAAMBmhHAAAADAZoRwAAAAwGaEcl5Seni6LxaLU1FSnHH/SpEmqW7euLBaLFi9erEGDBunBBx90ylgAAABVGaG8vAoKpNWrpQULCv9bUODU4a63wJqWlqa4uDi9//77ysrK0n333Veq/X788Uf17t1bgYGB9jAPAABwrSOUl0diohQcLN15pzRwYOF/g4ML2+Hgzz//LLF97969kqQHHnhAAQEB8vT0LNXxTp8+rbZt2+rdd9+tsBoBAADMRigvq8RE6ZFHpIMHHdsPHSpsNymY79ixQz179pSPj4/q1q2rqKgoHTt2zL49KSlJt956q2rWrKnatWurV69e9mBcZNOmTWrfvr28vLzUqVMnbd26tczjREREaNSoURo3bpz8/Px07733FjvGpEmT1Lt3b0mSi4uLLBaLw/a4uDj5+/vL19dXw4YNcwj29913n1599VU9/PDD5ZsoAACAKohQXhYFBdLzz0slfd9SUduYMU6/lOViWVlZuuOOO9SuXTtt3rxZSUlJOnz4sPr162fvc/r0aY0bN04///yzfvjhB7m4uOihhx6SzWazb+/Vq5eaN2+ulJQUTZo0SS+88EKZx5GkTz75RG5ublq3bp3ef//9YvW+8MILmjdvnv2YWVlZ9m0//PCD0tLStGrVKi1YsECLFi1SXFxchc0VAABAVeRmdgHXlLVri58hv5BhSBkZhf0iIiqtrDlz5qhDhw56/fXX7W0ff/yxgoKCtHv3bjVr1kx9+/Z12Gfu3Lny9/fXjh071KpVK82fP18FBQX6+OOP5e3trZYtW+rgwYMaMWJEmcaRpJtvvlnTpk27ZL0+Pj6qWbOmJCkgIMBhm4eHh0MNkydP1vjx4/XKK6/IxYXfIQEAwPWJlFMWF5zRrZB+FSQlJUWrVq2Sj4+P/dGiRQtJ/3ft9t69ezVw4ED95S9/ka+vrxo3bixJOnDggKTCGy/btm0rb29v+3HDwsLKPI4kderUqdyvpaQaTp06pYyMjHIfEwAAoKrjTHlZ1KtXsf0qiM1mU+/evRUfH19CKYW19O7dW0FBQfrwww8VGBgom82mVq1a2a/XNkq6JKcc40hS9erVy/tSLuni684BAACuJ4TysrjtNqlBg8KbOksKsRZL4fbbbqvUsjp06KCvv/5awcHBcnMr/pbm5OQoLS1N77//vm77X20//fSTQ5/Q0FB9+umn+uOPP1StWjVJ0oYNG8o0TkXYtm1bsRp8fHzUoEEDp4wHAABQFXD5Slm4ukozZxb++eIzt0XPZ8wo7OcEubm5Sk1NdXgcOHBAzz77rH7//Xc9+uij2rRpk/bt26fly5dr8ODBKigo0E033aTatWvrgw8+0H//+1+tXLlS48aNczj2wIED5eLioiFDhmjHjh1atmyZpk+f7tDnSuNUhD///NNew//3//1/io2N1ahRo+zXk586dcr+2iVp//799nkAAAC4VhHKy+rhh6WvvpLq13dsb9CgsN2JS/WtXr1a7du3d3j8/e9/V2BgoNatW6eCggJ1795drVq10vPPPy+r1SoXFxe5uLjoX//6l1JSUtSqVSuNHTtWb7zxhsOxfXx89M0332jHjh1q3769/va3vxW7TOVK41SEu+++W02bNtXtt9+ufv36qXfv3po0aZJ9++bNm+2vXZLGjRtnnwcAAIBrlcUozcXE15C8vDxZrVbl5ubK19fXYdvZs2e1f/9+NW7cWF5eXlc3UEFB4SorWVmF15DfdpvTzpCj/Cr0PQcAACijy2XTC3FNeXm5ulbqsocAAAC4fnH5CgAAAGAyQjkAAABgshsylF9nl9HjMnivAQDAteCGCuXu7u6SpDNnzphcCSpL0ZcjuXITLgAAqMJuqBs9XV1dVbNmTR05ckSS5O3tzTdFXsdsNpuOHj0qb29vp33ZEQAAQEW44ZJKQECAJNmDOa5vLi4uatiwIb98AQCAKu2GC+UWi0X16tWTv7+/zp8/b3Y5cDIPD48K+2IjAAAAZ7nhQnkRV1dXrjMGAABAlcApRAAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZG5mF3C9sNkMZe05odN551Td11P1mtaUi4vF7LIAAABwDSCUV4C9W49o7cI9On3inL2tek1P3da/qZq09zexMgAAAFwLuHzlKu3dekRJ7//qEMgl6fSJc0p6/1ft3XrEpMoAAABwrSCUXwWbzdDahXsu2+enL/bIZjMqqSIAAABciwjlVyFrz4liZ8gvdur4OWXtOVE5BQEAAOCaRCi/CqfzLh/Iy9oPAAAANyZC+VWo7utZof0AAABwYyKUX4V6TWuqes3LB26fmwqXRwQAAAAuhVB+FVxcLLqtf9PL9rm1X1PWKwcAAMBlVUoonz17tho3biwvLy917NhRa9euvWz/NWvWqGPHjvLy8tJf/vIXvffee5VRZrk0ae+vHsNaFTtj7nOTp3oMa8U65QAAALgip3950MKFCzVmzBjNnj1b3bp10/vvv6/77rtPO3bsUMOGDYv1379/v3r27KmhQ4fqs88+07p16zRy5EjVqVNHffv2dXa55dKkvb8at63DN3oCAACgXCyGYTh1Ee2uXbuqQ4cOmjNnjr0tJCREDz74oKZMmVKs/4QJE7R06VKlpaXZ24YPH65t27Zp/fr1VxwvLy9PVqtVubm58vX1rZgXAQAAAJRDabOpUy9f+fPPP5WSkqLIyEiH9sjISCUnJ5e4z/r164v17969uzZv3qzz588X63/u3Dnl5eU5PAAAAIBriVND+bFjx1RQUKC6des6tNetW1fZ2dkl7pOdnV1i//z8fB07dqxY/ylTpshqtdofQUFBFfcCAAAAgEpQKTd6WiyO11YbhlGs7Ur9S2qXpIkTJyo3N9f+yMjIqICKAQAAgMrj1Bs9/fz85OrqWuys+JEjR4qdDS8SEBBQYn83NzfVrl27WH9PT095evLlPAAAALh2OfVMuYeHhzp27KgVK1Y4tK9YsULh4eEl7hMWFlas//Lly9WpUye5u7s7rVYAAADALE6/fGXcuHH66KOP9PHHHystLU1jx47VgQMHNHz4cEmFl5888cQT9v7Dhw/Xb7/9pnHjxiktLU0ff/yx5s6dqxdeeMHZpQIAAACmcPo65f3791dOTo4mT56srKwstWrVSsuWLVOjRo0kSVlZWTpw4IC9f+PGjbVs2TKNHTtWs2bNUmBgoN5+++0qu0Y5AAAAcLWcvk55ZWOdcgAAAFQVVWKdcgAAAABX5vTLVwAAQBmc/1P66j3pwD6p4V+kR4ZL7h5mVwXAyThTDgBAVTFzolSnujTweSlmZuF/61QvbAdwXeNMOQAAVcHMidKYqcXbc/P/r/35KZVbE4BKw42eAACY7fyfhWfEc/Mv3aemm3TkNJeyANcYbvQEAOBa8dV7lw/kknQiv7AfgOsSoRwAALMd2Fex/QBccwjlAACYreFfKrYfgGsOoRwAALM9MlyyXmHthZpuhf0AXJcI5QAAmM3dQ4p74fJ9Jr3ATZ7AdYxQDgBAVfD8FGlGTPEz5jXdCttZDhG4rrEkIgAAVQnf6AlcV0qbTfnyIAAAqhJ3D+nR58yuAkAl4/IVAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkhHIAAADAZIRyAAAAwGSEcgAAAMBkbmYXAAAArh8FtgJtObJFR88cVR3vOurg30GuLq5mlwVUeYRyAABQIb7/7XtN3TRVh88ctrfV9a6rmC4xuqfRPSZWBlR9XL4CAACu2ve/fa9xq8c5BHJJOnLmiMatHqfvf/vepMqAawOhHAAAXJUCW4GmbpoqQ0axbUVt8ZviVWArqOzSgGsGoRwAAFyVLUe2FDtDfiFDhrLPZGvLkS2VWBVwbSGUAwCAq3L0zNEK7QfciAjlAADgqtTxrlOh/YAbEaEcAABclQ7+HVTXu64sspS43SKLArwD1MG/QyVXBlw7COUAAOCquLq4KqZLjCQVC+ZFzyd0mcB65cBlEMoBAMBVu6fRPXoz4k35e/s7tNf1rqs3I95knXLgCvjyIAAAUCHuaXSP7gy6k2/0BMqBUA4AACqMq4urOgd0NrsM4JrD5SsAAACAyQjlAAAAgMkI5QAAAIDJCOUAAACAyQjlAAAAgMkI5QAAAIDJCOUAAACAyQjlAAAAgMkI5QAAAIDJCOUAAACAyQjlAAAAgMkI5QAAAIDJCOUAAACAyZwayo8fP66oqChZrVZZrVZFRUXpxIkTl+x//vx5TZgwQa1bt1b16tUVGBioJ554QpmZmc4sEwAAADCVU0P5wIEDlZqaqqSkJCUlJSk1NVVRUVGX7H/mzBlt2bJFL7/8srZs2aLExETt3r1bffr0cWaZAAAAgKkshmEYzjhwWlqaQkNDtWHDBnXt2lWStGHDBoWFhWnnzp1q3rx5qY7z888/q0uXLvrtt9/UsGHDK/bPy8uT1WpVbm6ufH19r+o1AAAAAFejtNnUaWfK169fL6vVag/kknTLLbfIarUqOTm51MfJzc2VxWJRzZo1S9x+7tw55eXlOTwAAACAa4nTQnl2drb8/f2Ltfv7+ys7O7tUxzh79qxiYmI0cODAS/5mMWXKFPs161arVUFBQVdVNwAAAFDZyhzKJ02aJIvFctnH5s2bJUkWi6XY/oZhlNh+sfPnz2vAgAGy2WyaPXv2JftNnDhRubm59kdGRkZZXxIAAABgKrey7jBq1CgNGDDgsn2Cg4O1fft2HT58uNi2o0ePqm7dupfd//z58+rXr5/279+vlStXXvb6G09PT3l6epaueAAAAKAKKnMo9/Pzk5+f3xX7hYWFKTc3V5s2bVKXLl0kSRs3blRubq7Cw8MvuV9RIN+zZ49WrVql2rVrl7VEAAAA4JritGvKQ0JC1KNHDw0dOlQbNmzQhg0bNHToUPXq1cth5ZUWLVpo0aJFkqT8/Hw98sgj2rx5s+bPn6+CggJlZ2crOztbf/75p7NKBQAAAEzl1HXK58+fr9atWysyMlKRkZFq06aNPv30U4c+u3btUm5uriTp4MGDWrp0qQ4ePKh27dqpXr169kdZVmwBAAAAriVOW6fcLKxTDgAAgKrC9HXKAQAAAJQOoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMBmhHAAAADAZoRwAAAAwGaEcAAAAMJlTQ/nx48cVFRUlq9Uqq9WqqKgonThxotT7Dxs2TBaLRTNmzHBajQAAAIDZnBrKBw4cqNTUVCUlJSkpKUmpqamKiooq1b6LFy/Wxo0bFRgY6MwSAQAAANO5OevAaWlpSkpK0oYNG9S1a1dJ0ocffqiwsDDt2rVLzZs3v+S+hw4d0qhRo/Tvf/9b999/v7NKBAAAAKoEp50pX79+vaxWqz2QS9Itt9wiq9Wq5OTkS+5ns9kUFRWl8ePHq2XLllcc59y5c8rLy3N4AAAAANcSp4Xy7Oxs+fv7F2v39/dXdnb2JfeLj4+Xm5ubnnvuuVKNM2XKFPs161arVUFBQeWuGQAAADBDmUP5pEmTZLFYLvvYvHmzJMlisRTb3zCMEtslKSUlRTNnztQ//vGPS/a52MSJE5Wbm2t/ZGRklPUlAQAAAKYq8zXlo0aN0oABAy7bJzg4WNu3b9fhw4eLbTt69Kjq1q1b4n5r167VkSNH1LBhQ3tbQUGBoqOjNWPGDKWnpxfbx9PTU56enmV7EQAAAEAVUuZQ7ufnJz8/vyv2CwsLU25urjZt2qQuXbpIkjZu3Kjc3FyFh4eXuE9UVJTuueceh7bu3bsrKipKTz31VFlLBQAAAK4JTlt9JSQkRD169NDQoUP1/vvvS5KeeeYZ9erVy2HllRYtWmjKlCl66KGHVLt2bdWuXdvhOO7u7goICLjsai0AAADAtcyp65TPnz9frVu3VmRkpCIjI9WmTRt9+umnDn127dql3NxcZ5YBAAAAVGkWwzAMs4uoSHl5ebJarcrNzZWvr6/Z5QAAAOAGVtps6tQz5QAAAACujFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYzKmh/Pjx44qKipLVapXValVUVJROnDhxxf3S0tLUp08fWa1W1ahRQ7fccosOHDjgzFIBAAAA0zg1lA8cOFCpqalKSkpSUlKSUlNTFRUVddl99u7dq1tvvVUtWrTQ6tWrtW3bNr388svy8vJyZqkAAACAaSyGYRjOOHBaWppCQ0O1YcMGde3aVZK0YcMGhYWFaefOnWrevHmJ+w0YMEDu7u769NNPSzXOuXPndO7cOfvzvLw8BQUFKTc3V76+vlf/QgAAAIByysvLk9VqvWI2ddqZ8vXr18tqtdoDuSTdcsstslqtSk5OLnEfm82m7777Ts2aNVP37t3l7++vrl27avHixZccZ8qUKfbLY6xWq4KCgir6pQAAAABO5bRQnp2dLX9//2Lt/v7+ys7OLnGfI0eO6NSpU5o6dap69Oih5cuX66GHHtLDDz+sNWvWlLjPxIkTlZuba39kZGRU6OsAAAAAnM2trDtMmjRJcXFxl+3z888/S5IsFkuxbYZhlNguFZ4pl6QHHnhAY8eOlSS1a9dOycnJeu+993THHXcU28fT01Oenp5leg0AAABAVVLmUD5q1CgNGDDgsn2Cg4O1fft2HT58uNi2o0ePqm7duiXu5+fnJzc3N4WGhjq0h4SE6KeffiprqQAAAMA1ocyh3M/PT35+flfsFxYWptzcXG3atEldunSRJG3cuFG5ubkKDw8vcR8PDw917txZu3btcmjfvXu3GjVqVNZSAQAAgGuC064pDwkJUY8ePTR06FBt2LBBGzZs0NChQ9WrVy+HlVdatGihRYsW2Z+PHz9eCxcu1Icffqj//ve/evfdd/XNN99o5MiRzioVAAAAMJVT1ymfP3++WrdurcjISEVGRqpNmzbFljrctWuXcnNz7c8feughvffee5o2bZpat26tjz76SF9//bVuvfVWZ5YKAAAAmMZp65SbpbRrQQIAAADOZvo65QAAAABKh1AOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmIxQDgAAAJiMUA4AAACYjFAOAAAAmMzN7AIAXL8KbIY27f9dR06elX8NL3VpXEuuLhazywIAoMohlANwiqRfsxT3zQ5l5Z61t9Wzeim2d6h6tKpnYmUAAFQ9XL4CoMIl/ZqlEZ9tcQjkkpSde1YjPtuipF+zTKoMAICqiVAOoEIV2AzFfbNDRgnbitrivtmhAltJPQAAuDERygFUqE37fy92hvxChqSs3LPatP/3yisKAIAqjlAOoEIdOXnpQF6efgAA3AgI5QAqlH8NrwrtBwDAjYBQDqBCdWlcS/WsXrrUwocWFa7C0qVxrcosCwCAKo1QDqBCubpYFNs7VJKKBfOi57G9Q1mvHACACxDKAVS4Hq3qac7jHRRgdbxEJcDqpTmPd2CdcgAALsKXBwFwih6t6une0AC+0RMAgFIglANwGlcXi8Ka1Da7DAAAqjwuXwEAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYoBwAAAExGKAcAAABMRigHAAAATEYoBwAAAEzmZnYBFc0wDElSXl6eyZUAAADgRleUSYsy6qVcd6H85MmTkqSgoCCTKwEAAAAKnTx5Ular9ZLbLcaVYvs1xmazadeuXQoNDVVGRoZ8fX3NLumalZeXp6CgIObxKjGPFYN5vHrMYcVgHisG81gxmMer5+w5NAxDJ0+eVGBgoFxcLn3l+HV3ptzFxUX169eXJPn6+vIBrQDMY8VgHisG83j1mMOKwTxWDOaxYjCPV8+Zc3i5M+RFuNETAAAAMBmhHAAAADDZdRnKPT09FRsbK09PT7NLuaYxjxWDeawYzOPVYw4rBvNYMZjHisE8Xr2qMofX3Y2eAAAAwLXmujxTDgAAAFxLCOUAAACAyQjlAAAAgMkI5QAAAIDJCOUAAACAya6bUP7aa68pPDxc3t7eqlmz5hX7nz9/XhMmTFDr1q1VvXp1BQYG6oknnlBmZqbzi63CyjqPUuHXx06aNEmBgYGqVq2aIiIi9J///Me5hVZxx48fV1RUlKxWq6xWq6KionTixInL7nPq1CmNGjVKDRo0ULVq1RQSEqI5c+ZUTsFVUHnmUJLS0tLUp08fWa1W1ahRQ7fccosOHDjg/IKrqPLOY5Fhw4bJYrFoxowZTqvxWlDWeeRnTKHZs2ercePG8vLyUseOHbV27drL9l+zZo06duwoLy8v/eUvf9F7771XSZVWXWWZw8TERN17772qU6eOfH19FRYWpn//+9+VWG3VVdbPYpF169bJzc1N7dq1c26Buo5C+Z9//qn/9//+n0aMGFGq/mfOnNGWLVv08ssva8uWLUpMTNTu3bvVp08fJ1datZV1HiVp2rRpevPNN/Xuu+/q559/VkBAgO69916dPHnSiZVWbQMHDlRqaqqSkpKUlJSk1NRURUVFXXafsWPHKikpSZ999pnS0tI0duxYjR49WkuWLKmkqquW8szh3r17deutt6pFixZavXq1tm3bppdfflleXl6VVHXVU555LLJ48WJt3LhRgYGBTq6y6ivrPPIzRlq4cKHGjBmjv/3tb9q6datuu+023XfffZf8JXn//v3q2bOnbrvtNm3dulUvvviinnvuOX399deVXHnVUdY5/PHHH3Xvvfdq2bJlSklJ0Z133qnevXtr69atlVx51VLWeSySm5urJ554QnfffXflFGpcZ+bNm2dYrdZy7btp0yZDkvHbb79VbFHXoNLOo81mMwICAoypU6fa286ePWtYrVbjvffec2KFVdeOHTsMScaGDRvsbevXrzckGTt37rzkfi1btjQmT57s0NahQwfjpZdeclqtVVV557B///7G448/XhklXhPKO4+GYRgHDx406tevb/z6669Go0aNjLfeesvJ1VZdVzOPF7rRfsZ06dLFGD58uENbixYtjJiYmBL7//WvfzVatGjh0DZs2DDjlltucVqNVV1Z57AkoaGhRlxcXEWXdk0p7zz279/feOmll4zY2Fijbdu2Tqyw0HVzprwi5ObmymKxlPqyDRSe2cjOzlZkZKS9zdPTU3fccYeSk5NNrMw869evl9VqVdeuXe1tt9xyi6xW62Xn5NZbb9XSpUt16NAhGYahVatWaffu3erevXtllF2llGcObTabvvvuOzVr1kzdu3eXv7+/unbtqsWLF1dS1VVPeT+LNptNUVFRGj9+vFq2bFkZpVZp5Z3Hi91IP2P+/PNPpaSkOPxskKTIyMhLztn69euL9e/evbs2b96s8+fPO63Wqqo8c3gxm82mkydPqlatWs4o8ZpQ3nmcN2+e9u7dq9jYWGeXaEco/5+zZ88qJiZGAwcOlK+vr9nlXDOys7MlSXXr1nVor1u3rn3bjSY7O1v+/v7F2v39/S87J2+//bZCQ0PVoEEDeXh4qEePHpo9e7ZuvfVWZ5ZbJZVnDo8cOaJTp05p6tSp6tGjh5YvX66HHnpIDz/8sNasWePskquk8n4W4+Pj5ebmpueee86Z5V0zyjuPF7rRfsYcO3ZMBQUFZfrZkJ2dXWL//Px8HTt2zGm1VlXlmcOLJSQk6PTp0+rXr58zSrwmlGce9+zZo5iYGM2fP19ubm6VUaakKh7KJ02aJIvFctnH5s2br3qc8+fPa8CAAbLZbJo9e3YFVF61VMY8WiwWh+eGYRRru9aVZR5Leu1XmpO3335bGzZs0NKlS5WSkqKEhASNHDlS33//vdNeU2Vz5hzabDZJ0gMPPKCxY8eqXbt2iomJUa9eva67m8WcOY8pKSmaOXOm/vGPf1x3f4cv5uy/00Wu958xl1PWnw0l9S+p/UZS3p+vCxYs0KRJk7Rw4cISf6m80ZR2HgsKCjRw4EDFxcWpWbNmlVWeJKny4n85jBo1SgMGDLhsn+Dg4Ksa4/z58+rXr5/279+vlStXXpdnMJw5jwEBAZIKz3DUq1fP3n7kyJFiv5Ve60o7j9u3b9fhw4eLbTt69Ogl5+SPP/7Qiy++qEWLFun++++XJLVp00apqamaPn267rnnnqt/AVWAM+fQz89Pbm5uCg0NdWgPCQnRTz/9VP6iqyBnzuPatWt15MgRNWzY0N5WUFCg6OhozZgxQ+np6VdVe1XizHksciP8jCmJn5+fXF1di52JvNzPhoCAgBL7u7m5qXbt2k6rtaoqzxwWWbhwoYYMGaIvv/zyuvn5UV5lnceTJ09q8+bN2rp1q0aNGiWp8KSPYRhyc3PT8uXLdddddzml1iodyv38/OTn5+e04xf9z3LPnj1atWrVdfuX3pnz2LhxYwUEBGjFihVq3769pMLrt9asWaP4+HinjGmW0s5jWFiYcnNztWnTJnXp0kWStHHjRuXm5io8PLzEfc6fP6/z58/LxcXxH69cXV3tZ4CvB86cQw8PD3Xu3Fm7du1yaN+9e7caNWp09cVXIc6cx6ioqGI/xLt3766oqCg99dRTV198FeLMeZRunJ8xJfHw8FDHjh21YsUKPfTQQ/b2FStW6IEHHihxn7CwMH3zzTcObcuXL1enTp3k7u7u1HqrovLMoVR4hnzw4MFasGCB/STPjays8+jr66tffvnFoW327NlauXKlvvrqKzVu3Nh5xTr9VtJK8ttvvxlbt2414uLiDB8fH2Pr1q3G1q1bjZMnT9r7NG/e3EhMTDQMwzDOnz9v9OnTx2jQoIGRmppqZGVl2R/nzp0z62WYrqzzaBiGMXXqVMNqtRqJiYnGL7/8Yjz66KNGvXr1jLy8PDNeQpXQo0cPo02bNsb69euN9evXG61btzZ69erl0OfiebzjjjuMli1bGqtWrTL27dtnzJs3z/Dy8jJmz55d2eVXCeWZw8TERMPd3d344IMPjD179hjvvPOO4erqaqxdu7ayy68yyjOPF7vRV18xjLLPIz9jDONf//qX4e7ubsydO9fYsWOHMWbMGKN69epGenq6YRiGERMTY0RFRdn779u3z/D29jbGjh1r7Nixw5g7d67h7u5ufPXVV2a9BNOVdQ4///xzw83NzZg1a5bDZ+7EiRNmvYQqoazzeLHKWn3lugnlTz75pCGp2GPVqlX2PpKMefPmGYZhGPv37y+x/8X73GjKOo+GUbgsYmxsrBEQEGB4enoat99+u/HLL79UfvFVSE5OjvHYY48ZNWrUMGrUqGE89thjxvHjxx36XDyPWVlZxqBBg4zAwEDDy8vLaN68uZGQkGDYbLbKLb6KKM8cGoZhzJ0717j55psNLy8vo23btsbixYsrr+gqqLzzeCFCednnkZ8xhWbNmmU0atTI8PDwMDp06GCsWbPGvu3JJ5807rjjDof+q1evNtq3b294eHgYwcHBxpw5cyq54qqnLHN4xx13lPiZe/LJJyu/8CqmrJ/FC1VWKLcYxv/uogAAAABgiiq9+goAAABwIyCUAwAAACYjlAMAAAAmI5QDAAAAJiOUAwAAACYjlAMAAAAmI5QDAAAAJiOUAwAAACYjlAMAAAAmI5QDAAAAJiOUAwAAACb7/wFG5e19MwC2jQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAGxCAYAAABr1xxGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABcF0lEQVR4nO3deVxUZf8//tfAwAAio8gyIihkyiIq7g5mYRmQmVr6VaNI08wVU9AbbLkRWxST1EpoI9vM2xZcMn/cWi6RiCaCVuCSgqIMosTiSsBcvz+4mY/jIDI4A3p4PR+PeeRc5zrnel/DxLw428iEEAJEREREEmTR0gUQERERmQuDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMONZvPPvsMMplM95DL5ejYsSMmTpyIEydONGmbixcvhkwmw8WLF01W59dff41Vq1aZbHs38/T0xOTJk822/aYoKCjArFmz0L17d9ja2sLR0RE9e/bEtGnTUFBQoOtX93q3FJlMhsWLFxu93tWrV7F48WLs3r3bYFnd+zI/P/+O6zOnujoPHjyoa9u2bVuTXg9Ta6iOlny///XXXwgPD0fnzp1ha2uLrl27IjIyEiUlJS1SD7UMeUsXQK3P2rVr4ePjg+vXr2Pv3r148803sWvXLhw9ehTt27dv6fLw9ddf448//sC8efPMsv2NGzfCwcHBLNtuirNnz6Jv375o164doqKi4O3tjfLycuTk5OCbb77BqVOn4OHhAQB44YUXEBoa2sIVG+/q1auIi4sDAAQFBekte/zxx7Fv3z507NixBSq7M9u2bcOaNWtaPOw0VEdLvd8vXLiAwYMHw8HBAa+//jo6d+6MrKwsxMbGYteuXcjMzISFBf/Wbw0YdKjZ+fv7o3///gBqP3RqamoQGxuLTZs24fnnn2/h6szn2rVrsLW1RZ8+fVq6FD0ff/wxLl68iAMHDsDLy0vXPmbMGLz88svQarW6Nnd3d7i7u7dEmWbj7OwMZ2fnli7jrnL16lXY2dmZZFst9X7fvHkzSkpKsGHDBjzyyCMAgGHDhqGyshIvv/wyDh8+fNf9v0jmwThLLa4u9Jw/f16vfcuWLVCr1bCzs0Pbtm3x6KOPYt++ffVuo6CgAE899RQcHBygVCrx7LPP4sKFC3p9tFotli9fDh8fHygUCri4uOC5557D2bNndX2CgoLw448/4vTp03qH2erExcVh0KBBcHR0hIODA/r27Yvk5GTc/N24np6eGDlyJFJSUtCnTx/Y2Njo9ijcvCv/VodOdu/eDZlMpne4JSgoCP7+/ti3bx8CAwNha2sLT09PrF27FgDw448/om/fvrCzs0PPnj2RmprawCtfq6SkBBYWFnBxcal3+Y1/9dZ36Kpurlu3bkWfPn1ga2sLX19fbN26VTc/X19ftGnTBgMHDtQ79FI3p5v3sgDA5MmT4enp2WDtFy5cwKxZs+Dn5wd7e3u4uLjg4YcfRlpamq5Pfn6+LsjExcXpfqZ1P4Nbvf6ffvopevfuDRsbGzg6OuLJJ59Ebm6uQY329vb466+/MGLECNjb28PDwwNRUVGorKxssPY7NXnyZKxZswYA9N6rdfMQQiAxMREBAQGwtbVF+/btMW7cOJw6dUpvO3XvqV9++QWBgYGws7PDlClTAAAbNmxAcHAwOnbsqPu5xsTE4MqVK42uo75DV2fOnMGzzz4LFxcXKBQK+Pr6IiEhQS9U5+fnQyaTYcWKFXjnnXfg5eUFe3t7qNVqZGRk3Pb1sbKyAgAolUq99nbt2gEAbGxsbrsNkgYGHWpxeXl5AIDu3bvr2r7++muMHj0aDg4OWL9+PZKTk1FaWoqgoCD8+uuvBtt48skncf/99+O7777D4sWLsWnTJoSEhKCqqkrXZ+bMmYiOjsajjz6KLVu24PXXX0dqaioCAwN15/gkJiZiyJAhUKlU2Ldvn+5RJz8/H9OnT8c333yDlJQUPPXUU4iIiMDrr79uUNOhQ4ewcOFCzJ07F6mpqRg7dqxJXq+ioiI8//zzeOGFF7B582b07NkTU6ZMwZIlS7Bo0SL861//wvfffw97e3uMGTMGhYWFDW5PrVZDq9Xiqaeewn//+19UVFQYXdPhw4exaNEiREdHIyUlBUqlEk899RRiY2PxySef4K233sK6detQXl6OkSNH4tq1a02dvp6///4bABAbG4sff/wRa9euxX333YegoCBdQOzYsaMu8E2dOlX3M33ttdduud2lS5di6tSp6NGjB1JSUrB69WocOXIEarXa4HyyqqoqjBo1Co888gg2b96MKVOmYOXKlYiPjzfJHG/ltddew7hx4wBA771adwhu+vTpmDdvHoYPH45NmzYhMTERf/75JwIDAw3+qNBoNHj22WcRFhaGbdu2YdasWQCAEydOYMSIEUhOTkZqairmzZuHb775Bk888USj67jZhQsXEBgYiO3bt+P111/Hli1bMHz4cCxYsABz5swx6L9mzRrs2LEDq1atwrp163DlyhWMGDEC5eXlDb4+Y8aMQefOnREVFYU///wTly9fxi+//IJly5bhiSeegK+vbyNfabrnCaJmsnbtWgFAZGRkiKqqKnHp0iWRmpoqVCqVePDBB0VVVZUQQoiamhrh5uYmevbsKWpqanTrX7p0Sbi4uIjAwEBdW2xsrAAg5s+frzfWunXrBADx1VdfCSGEyM3NFQDErFmz9Prt379fABAvv/yyru3xxx8XXbp0ue18ampqRFVVlViyZIno0KGD0Gq1umVdunQRlpaW4tixYwbrdenSRUyaNMngdcnLy9Prt2vXLgFA7Nq1S9f20EMPCQDi4MGDuraSkhJhaWkpbG1txblz53Tt2dnZAoB49913G5yHVqsV06dPFxYWFgKAkMlkwtfXV8yfP9+gprrX++b52NrairNnzxqM3bFjR3HlyhVd+6ZNmwQAsWXLFr05PfTQQwZ1TZo0yeDnAEDExsbeci7V1dWiqqpKPPLII+LJJ5/UtV+4cOGW6978+peWlgpbW1sxYsQIvX5nzpwRCoVChIWF6dUIQHzzzTd6fUeMGCG8vb1vWWdT1NX522+/6dpmz55t8PMQQoh9+/YJACIhIUGvvaCgQNja2op//etfura699TPP//c4PharVZUVVWJPXv2CADi8OHDt61DCMP3e0xMjAAg9u/fr9dv5syZQiaT6f6fycvLEwBEz549RXV1ta7fgQMHBACxfv36BusVQojCwkKhVqsFAN3j//2//yeuX79+23VJOrhHh5rd4MGDYWVlhbZt2yI0NBTt27fH5s2bIZfXnjJ27NgxFBYWIjw8XO+wib29PcaOHYuMjAxcvXpVb5vPPPOM3vPx48dDLpdj165dAKD778270AcOHAhfX1/8/PPPjap9586dGD58OJRKJSwtLWFlZYV///vfKCkpQXFxsV7fXr166e2lMpWOHTuiX79+uueOjo5wcXFBQEAA3NzcdO11f7GePn26we3JZDJ88MEHOHXqFBITE/H888+jqqoKK1euRI8ePbBnz57b1hQQEIBOnToZjB0UFKR3rkdjazLGBx98gL59+8LGxgZyuRxWVlb4+eefDQ4zNda+fftw7do1g/eKh4cHHn74YYP3ikwm09vDAdT+7G83R61Wi+rqat2jpqamSfXWZ+vWrZDJZHj22Wf1xlCpVOjdu7fB1Wft27fHww8/bLCdU6dOISwsDCqVSvd+f+ihhwCgya/vzp074efnh4EDB+q1T548GUII7Ny5U6/98ccfh6Wlpe55r169ANz+PVRaWorRo0ejoqIC69atwy+//ILExET8+uuvGDVqFKqrq5tUP917GHSo2X3xxRf47bffsHPnTkyfPh25ubl4+umndcvrLv2sb9e3m5sbtFotSktL9dpVKpXec7lcjg4dOui2dbttNuZy0wMHDiA4OBhA7Qm8e/fuxW+//YZXXnkFAAwOx5jrKh5HR0eDNmtra4N2a2trAMD169cbtd0uXbpg5syZSE5OxokTJ7BhwwZcv34dCxcuNLqmurHvtKbbeeeddzBz5kwMGjQI33//PTIyMvDbb78hNDS0yYfHjH2v2NnZGZzvoVAobjvHJUuWwMrKSvfo2rVrk+qtz/nz5yGEgKurq94YVlZWyMjIMLgdQ31zvXz5MoYOHYr9+/fjjTfewO7du/Hbb78hJSUFgOH7vbFKSkpu+drWLb9Rhw4d9J4rFIpGjR8fH4/s7Gzs2LEDYWFhGDp0KGbOnIl169Zh+/btWLduXZPqp3sPr7qiZufr66s7AXnYsGGoqanBJ598gu+++w7jxo3T/WLTaDQG6xYWFsLCwsLgMvSioiK9PQrV1dUoKSnRbevGbd581VBhYSGcnJxuW/d//vMfWFlZYevWrXofbJs2baq3f2PvN1O3rZtPXjXlvYGaYvz48Vi6dCn++OMPs45jY2NT7/kWjZn/V199haCgICQlJem1X7p0qcn13O7915j3SmO8+OKLGDlypO553Qe4KTg5OUEmkyEtLa3e7d7cVt97defOnSgsLMTu3bt1e3EAoKys7I5q69Chwy1f27raTSE7OxudOnUyCFUDBgwAALO/r+nuwT061OKWL1+O9u3b49///je0Wi28vb3RqVMnfP3113pXM125cgXff/+97kqsG93819k333yD6upq3dU8dbvlv/rqK71+v/32G3Jzc3WXnwK1HwL1/bVYd5PDG3ejX7t2DV9++WXTJv4/dVcWHTlyRK99y5Ytd7TdxqrvQweo/Yu+oKBA73CYOXh6euL48eN6Qa+kpATp6em3XVcmkxl8aB85csTg6rzG7gUAak/OtrW1NXivnD17Fjt37tR7r9wJNzc39O/fX/fo2bOn0du41bxGjhwJIQTOnTunN4YxY9WFn5tf3w8//LDRddTnkUceQU5ODg4dOqTX/sUXX0Amk2HYsGG33UZjuLm54ezZszh37pxee917Q2q3SaBb4x4danHt27fXXS309ddf49lnn8Xy5cvxzDPPYOTIkZg+fToqKyvx9ttvo6ysDMuWLTPYRkpKCuRyOR599FH8+eefeO2119C7d2+MHz8eAODt7Y0XX3wR7733HiwsLPDYY48hPz8fr732Gjw8PDB//nzdtnr27ImUlBQkJSWhX79+sLCwQP/+/fH444/jnXfeQVhYGF588UWUlJRgxYoVd/yX+IABA+Dt7Y0FCxaguroa7du3x8aNG+u9uswc3nzzTezduxcTJkzQXYqcl5eH999/HyUlJXj77bfNOn54eDg+/PBDPPvss5g2bRpKSkqwfPnyRt1kbuTIkXj99dcRGxuLhx56CMeOHcOSJUvg5eWldw5G27Zt0aVLF2zevBmPPPIIHB0d4eTkVO/l6+3atcNrr72Gl19+Gc899xyefvpplJSUIC4uDjY2NoiNjTXl9O9IXWCJj4/HY489BktLS/Tq1QtDhgzBiy++iOeffx4HDx7Egw8+iDZt2kCj0eDXX39Fz549MXPmzAa3HRgYiPbt22PGjBmIjY2FlZUV1q1bh8OHDze6jrpDlTeaP38+vvjiCzz++ONYsmQJunTpgh9//BGJiYmYOXOmyc5rmz17NtatW4dHH30UMTEx8PDwwB9//IE33ngDrq6uBuf1kYS17LnQ1JrUd9VInWvXronOnTuLbt266a6w2LRpkxg0aJCwsbERbdq0EY888ojYu3ev3np1VwFlZmaKJ554Qtjb24u2bduKp59+Wpw/f16vb01NjYiPjxfdu3cXVlZWwsnJSTz77LOioKBAr9/ff/8txo0bJ9q1aydkMpne1SSffvqp8Pb2FgqFQtx3331i6dKlIjk52eCqqS5duojHH3+83tfh5qtQhBDi+PHjIjg4WDg4OAhnZ2cREREhfvzxx3qvuurRo0e926xvPABi9uzZ9dZRJyMjQ8yePVv07t1bODo6CktLS+Hs7CxCQ0PFtm3b9Pre6qqrxo5ddyXN22+/rdf++eefC19fX2FjYyP8/PzEhg0bGnXVVWVlpViwYIHo1KmTsLGxEX379hWbNm2qd92ffvpJ9OnTRygUCgFA9zO41VVvn3zyiejVq5ewtrYWSqVSjB49Wvz55596fSZNmiTatGljMPf6Xqc7Vd//P5WVleKFF14Qzs7OuvfqjfP49NNPxaBBg0SbNm2Era2t6Nq1q3juuef0rtq71XtKCCHS09OFWq0WdnZ2wtnZWbzwwgvi0KFDAoBYu3Zto+qo7/1++vRpERYWJjp06CCsrKyEt7e3ePvtt/WusrzVe0WI2199V+fQoUPiySefFO7u7rr/Z1944QVx5syZ265L0iET4qY7nRERERFJBM/RISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyZLcDQO1Wi0KCwvRtm3bRt+Cn4iIiFqWEAKXLl2Cm5ub3hc63ynJBZ3CwkJ4eHi0dBlERETUBAUFBSb9ig7JBZ22bdsCqH2hGnMLeSIiImp5FRUV8PDw0H2Om4rkgk7d4SoHBwcGHSIionuMqU874cnIREREJFkMOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZkrthIBEREZmHqKnB1YOZqL5wAXJnZ9j17weZpWVLl9UgBh0iIiK6rYrt23H+raWoLirStclVKri+vAgOwcEtWFnDeOiKiIiIGlSxfTvOvTRPL+QAQPX58zj30jxUbN/eQpXdHoMOERER3ZKoqcH5t5YCQtSzsLbt/FtLIWpqmrmyxmHQISIiolu6ejDTYE+OHiFQXVSEqwczm68oIzDoEBER0S1VX7hg0n7NjUGHiIiIbknu7GzSfs2NQYeIiIhuya5/P8hVKkAmq7+DTAa5SgW7/v2at7BGYtAhIiKiW5JZWsL15UX/e3JT2Pnfc9eXF92199Nh0CEiIqIGOQQHo9PqVZC7uuq1y11d0Wn1qrv6Pjq8YSARERHdlkNwMNo+8gjvjExERETSJLO0RJtBA1u6DKPw0BURERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJVrMEncTERHh5ecHGxgb9+vVDWlpao9bbu3cv5HI5AgICzFsgERERSZLZg86GDRswb948vPLKK8jKysLQoUPx2GOP4cyZMw2uV15ejueeew6PPPKIuUskIiIiiZIJIYQ5Bxg0aBD69u2LpKQkXZuvry/GjBmDpUuX3nK9iRMnolu3brC0tMSmTZuQnZ3dqPEqKiqgVCpRXl4OBweHOy2fiIiImoG5Pr/Nukfnn3/+QWZmJoKDg/Xag4ODkZ6efsv11q5di5MnTyI2Nva2Y1RWVqKiokLvQURERASYOehcvHgRNTU1cHV11Wt3dXVFUVFRveucOHECMTExWLduHeRy+W3HWLp0KZRKpe7h4eFhktqJiIjo3tcsJyPLZDK950IIgzYAqKmpQVhYGOLi4tC9e/dGbXvRokUoLy/XPQoKCkxSMxEREd37br/L5A44OTnB0tLSYO9NcXGxwV4eALh06RIOHjyIrKwszJkzBwCg1WohhIBcLsf27dvx8MMP662jUCigUCjMNwkiIiK6Z5l1j461tTX69euHHTt26LXv2LEDgYGBBv0dHBzw+++/Izs7W/eYMWMGvL29kZ2djUGDBpmzXCIiIpIYs+7RAYDIyEiEh4ejf//+UKvV+Oijj3DmzBnMmDEDQO2hp3PnzuGLL76AhYUF/P399dZ3cXGBjY2NQTsRERHR7Zg96EyYMAElJSVYsmQJNBoN/P39sW3bNnTp0gUAoNFobntPHSIiIqKmMPt9dJob76NDRER077kn76NDRERE1JIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLKaJegkJibCy8sLNjY26NevH9LS0m7ZNyUlBY8++iicnZ3h4OAAtVqN//73v81RJhEREUmM2YPOhg0bMG/ePLzyyivIysrC0KFD8dhjj+HMmTP19v/ll1/w6KOPYtu2bcjMzMSwYcPwxBNPICsry9ylEhERkcTIhBDCnAMMGjQIffv2RVJSkq7N19cXY8aMwdKlSxu1jR49emDChAn497//fdu+FRUVUCqVKC8vh4ODQ5PrJiIiouZjrs9vs+7R+eeff5CZmYng4GC99uDgYKSnpzdqG1qtFpcuXYKjo2O9yysrK1FRUaH3ICIiIgLMHHQuXryImpoauLq66rW7urqiqKioUdtISEjAlStXMH78+HqXL126FEqlUvfw8PC447qJiIhIGprlZGSZTKb3XAhh0Faf9evXY/HixdiwYQNcXFzq7bNo0SKUl5frHgUFBSapmYiIiO59cnNu3MnJCZaWlgZ7b4qLiw328txsw4YNmDp1Kr799lsMHz78lv0UCgUUCoVJ6iUiIiJpMeseHWtra/Tr1w87duzQa9+xYwcCAwNvud769esxefJkfP3113j88cfNWSIRERFJmFn36ABAZGQkwsPD0b9/f6jVanz00Uc4c+YMZsyYAaD20NO5c+fwxRdfAKgNOc899xxWr16NwYMH6/YG2draQqlUmrtcIiIikhCzB50JEyagpKQES5YsgUajgb+/P7Zt24YuXboAADQajd49dT788ENUV1dj9uzZmD17tq590qRJ+Oyzz8xdLhEREUmI2e+j09x4Hx0iIqJ7zz15Hx0iIiKilsSgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREkiVv6QKIiEiitDXA6XTg8nnA3hXoEghYWLZ0VdTKMOgQEZHp5WwBUqOBisL/a3NwA0LjAb9RLVcXtTo8dEVERKaVswX45jn9kAMAFZra9pwtLVMXtUoMOkREZDramto9ORD1LPxfW2pMbT+iZsCgQ0REpnM63XBPjh4BVJyr7UfUDHiOTiNptQKaE2W4UlGJNg4KdOzWDhYWspYui4jo7nL5vGn7Ed0hBp1GOJlVjLQNJ3ClrFLX1qadAkMndEPXPi4tWBkR0V3G3tW0/YjuEA9d3cbJrGKkfviHXsgBgCtllUj98A+czCpuocqIiO5CXQJrr67CrfZ4ywCHTrX9iJoBg04DtFqBtA0nGuzz6zcnoNXWd9IdEVErZGFZewk5AMOw87/noct4Px1qNgw6DdCcKDPYk3Ozy6WV0Jwoa56CiIjuBX6jgPFfAA4d9dsd3GrbeR8dakY8R6cBVyoaDjnG9iMiajX8RgE+j/POyNTiGHQa0MZBYdJ+REStioUl4DW0paugVo6HrhrQsVs7tGnXcIixb197qTkRERHdfRh0GmBhIcPQCd0a7PPA+G68nw4REdFdikHnNrr2cUHodH+DPTv27RUIne7P++gQERHdxXiOTiN07eMCr97OvDMyERHRPYZBp5EsLGTo5N2+pcsgIiIiI/DQFREREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUlWswSdxMREeHl5wcbGBv369UNaWlqD/ffs2YN+/frBxsYG9913Hz744IPmKJOIiIgkxuxBZ8OGDZg3bx5eeeUVZGVlYejQoXjsscdw5syZevvn5eVhxIgRGDp0KLKysvDyyy9j7ty5+P77781dKhEREUmMTAghzDnAoEGD0LdvXyQlJenafH19MWbMGCxdutSgf3R0NLZs2YLc3Fxd24wZM3D48GHs27fvtuNVVFRAqVSivLwcDg4OppkEERERmZW5Pr/Nukfnn3/+QWZmJoKDg/Xag4ODkZ6eXu86+/btM+gfEhKCgwcPoqqqyqB/ZWUlKioq9B5EREREgJmDzsWLF1FTUwNXV1e9dldXVxQVFdW7TlFRUb39q6urcfHiRYP+S5cuhVKp1D08PDxMNwEiIiK6pzXLycgymUzvuRDCoO12/etrB4BFixahvLxc9ygoKDBBxURERCQFcnNu3MnJCZaWlgZ7b4qLiw322tRRqVT19pfL5ejQoYNBf4VCAYVCYbqiiYiISDLMukfH2toa/fr1w44dO/Tad+zYgcDAwHrXUavVBv23b9+O/v37w8rKymy1EhERkfSY/dBVZGQkPvnkE3z66afIzc3F/PnzcebMGcyYMQNA7aGn5557Ttd/xowZOH36NCIjI5Gbm4tPP/0UycnJWLBggblLJSIiIokx66ErAJgwYQJKSkqwZMkSaDQa+Pv7Y9u2bejSpQsAQKPR6N1Tx8vLC9u2bcP8+fOxZs0auLm54d1338XYsWPNXSoRERFJjNnvo9PceB8dIiKie889eR8dIiIiopbEoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJJl1qBTWlqK8PBwKJVKKJVKhIeHo6ys7Jb9q6qqEB0djZ49e6JNmzZwc3PDc889h8LCQnOWSURERBJl1qATFhaG7OxspKamIjU1FdnZ2QgPD79l/6tXr+LQoUN47bXXcOjQIaSkpOD48eMYNWqUOcskIiIiiZIJIYQ5Npybmws/Pz9kZGRg0KBBAICMjAyo1WocPXoU3t7ejdrOb7/9hoEDB+L06dPo3LnzbftXVFRAqVSivLwcDg4OdzQHIiIiah7m+vw22x6dffv2QalU6kIOAAwePBhKpRLp6emN3k55eTlkMhnatWtX7/LKykpUVFToPYiIiIgAMwadoqIiuLi4GLS7uLigqKioUdu4fv06YmJiEBYWdst0t3TpUt05QEqlEh4eHndUNxEREUmH0UFn8eLFkMlkDT4OHjwIAJDJZAbrCyHqbb9ZVVUVJk6cCK1Wi8TExFv2W7RoEcrLy3WPgoICY6dEREREEiU3doU5c+Zg4sSJDfbx9PTEkSNHcP78eYNlFy5cgKura4PrV1VVYfz48cjLy8POnTsbPFanUCigUCgaVzwRERG1KkYHHScnJzg5Od22n1qtRnl5OQ4cOICBAwcCAPbv34/y8nIEBgbecr26kHPixAns2rULHTp0MLZEIiIiIgBmPEfH19cXoaGhmDZtGjIyMpCRkYFp06Zh5MiReldc+fj4YOPGjQCA6upqjBs3DgcPHsS6detQU1ODoqIiFBUV4Z9//jFXqURERCRRZr2Pzrp169CzZ08EBwcjODgYvXr1wpdffqnX59ixYygvLwcAnD17Flu2bMHZs2cREBCAjh076h7GXKlFREREBJjxPjothffRISIiuvfcc/fRISIiImppDDpEREQkWQw6REREJFlGX15ORERkLjXaGhwqPoQLVy/A2c4ZfV36wtLCsqXLonsYgw4REd0Vfjr9E5YdWIbzV//vZrOudq6IGRiD4V2Gt2BldC/joSsiImpxP53+CZG7I/VCDgAUXy1G5O5I/HT6pxaqjO51DDpERNSiarQ1WHZgGQQM73ZS1xZ/IB412prmLo0kgEGHiIha1KHiQwZ7cm4kIFB0tQiHig81Y1UkFQw6RETUoi5cvWDSfkQ3YtAhIqIW5WznbNJ+RDdi0CEiohbV16UvXO1cIYOs3uUyyKCyU6GvS99mroykgEGHiIhalKWFJWIGxgCAQdipex49MJr306EmYdAhIqIWN7zLcLwT9A5c7Fz02l3tXPFO0Du8jw41GW8YSEREd4XhXYZjmMcw3hmZTIpBh4iI7hqWFpYYoBrQ0mWQhPDQFREREUkWgw4RERFJVqs8dCWEQHV1NWpqeDtxqbOysoKlJY/vExG1Vq0u6Pzzzz/QaDS4evVqS5dCzUAmk8Hd3R329vYtXQoREbWAVhV0tFot8vLyYGlpCTc3N1hbW0Mmq/8GVXTvE0LgwoULOHv2LLp168Y9O0RErVCrCjr//PMPtFotPDw8YGdn19LlUDNwdnZGfn4+qqqqGHSIiFqhVnkysoVFq5x2q8Q9dkRErRs/8YmIiEiyGHSIiIhIshh0WpH8/HzIZDJkZ2c3y3hXr17F2LFj4eDgAJlMhrKyMnh6emLVqlXNMj4RERGDThPVaAX2nSzB5uxz2HeyBDVaYdbxJk+eDJlMBplMBrlcjs6dO2PmzJkoLS0167j1CQoKwrx5827b7/PPP0daWhrS09Oh0WigVCobtf3KykpERETAyckJbdq0wahRo3D27Nk7rJqIiFqjVnXVlamk/qFB3A850JRf17V1VNog9gk/hPp3NNu4oaGhWLt2Laqrq5GTk4MpU6agrKwM69evN9uYd+LkyZPw9fWFv7+/UevNmzcPP/zwA/7zn/+gQ4cOiIqKwsiRI5GZmckrp4iIyCjco2Ok1D80mPnVIb2QAwBF5dcx86tDSP1DY7axFQoFVCoV3N3dERwcjAkTJmD79u265VqtFkuWLIG7uzsUCgUCAgKQmppqsJ2jR48iMDAQNjY26NGjB3bv3q23fM+ePRg4cCAUCgU6duyImJgYVFdXA6jds7Rnzx6sXr1at4cpPz/fYIygoCAkJCTgl19+gUwmQ1BQkG7ZpUuXEBYWBnt7e7i5ueG9997TLSsvL0dycjISEhIwfPhw9OnTB1999RV+//13/PTTT3f2AhIRUavDoGOEGq1A3A85qO8gVV1b3A85Zj+MBQCnTp1CamoqrKysdG2rV69GQkICVqxYgSNHjiAkJASjRo3CiRMn9NZduHAhoqKikJWVhcDAQIwaNQolJSUAgHPnzmHEiBEYMGAADh8+jKSkJCQnJ+ONN97QjaFWqzFt2jRoNBpoNBp4eHgY1JeSkoJp06ZBrVZDo9EgJSVFt+ztt99Gr169cOjQISxatAjz58/Hjh07AACZmZmoqqpCcHCwrr+bmxv8/f2Rnp5uuheQiIhaBQYdIxzI+9tgT86NBABN+XUcyPvbLONv3boV9vb2sLW1RdeuXZGTk4Po6Gjd8hUrViA6OhoTJ06Et7c34uPjERAQYHDy75w5czB27Fj4+voiKSkJSqUSycnJAIDExER4eHjg/fffh4+PD8aMGYO4uDgkJCRAq9VCqVTC2toadnZ2UKlUUKlU9R5OcnR0hJ2dHaytraFSqeDo6KhbNmTIEMTExKB79+6IiIjAuHHjsHLlSgBAUVERrK2t0b59e73tubq6oqioyFQvJRERtRIMOkYovnTrkNOUfsYaNmwYsrOzsX//fkRERCAkJAQREREAgIqKChQWFmLIkCF66wwZMgS5ubl6bWq1WvdvuVyO/v376/rk5uZCrVbr3WhvyJAhuHz5sslOCL5x/LrnN9d4MyEEb/5HRERGY9AxgktbG5P2M1abNm1w//33o1evXnj33XdRWVmJuLg4vT43h4HGBoS6PvX1F0LUu21Tqtu2SqXCP//8Y3A1WXFxMVxdXc02PhERSRODjhEGejmio9IGt/q4l6H26quBXo636GFasbGxWLFiBQoLC+Hg4AA3Nzf8+uuven3S09Ph6+ur15aRkaH7d3V1NTIzM+Hj4wMA8PPzQ3p6ui7c1G2jbdu26NSpEwDA2toaNTU1Ta77xvHrnteN369fP1hZWenO2QEAjUaDP/74A4GBgU0ek4iIWicGHSNYWsgQ+4QfABiEnbrnsU/4wdKieQ6xBAUFoUePHnjrrbcA1J5kHB8fjw0bNuDYsWOIiYlBdnY2XnrpJb311qxZg40bN+Lo0aOYPXs2SktLMWXKFADArFmzUFBQgIiICBw9ehSbN29GbGwsIiMjdd8R5unpif379yM/Px8XL16EVqs1qu69e/di+fLlOH78ONasWYNvv/1WV6NSqcTUqVMRFRWFn3/+GVlZWXj22WfRs2dPDB8+/E5fMiIiamV4Hx0jhfp3RNKzfQ3uo6Nqhvvo1CcyMhLPP/88oqOjMXfuXFRUVCAqKgrFxcXw8/PDli1b0K1bN711li1bhvj4eGRlZaFr167YvHkznJycAACdOnXCtm3bsHDhQvTu3RuOjo6YOnUqXn31Vd36CxYswKRJk+Dn54dr164hLy8Pnp6eja45KioKmZmZiIuLQ9u2bZGQkICQkBDd8pUrV0Iul2P8+PG4du0aHnnkEXz22We8hw4RERlNJm48RiEBFRUVUCqVKC8vh4ODg96y69evIy8vD15eXrCxubPzaGq0Agfy/kbxpetwaVt7uKq59uRQ45nyZ05ERObT0Of3neAenSaytJBB3bVDS5dBREREDeA5OkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZDDpEREQkWQw6rUh+fj5kMhmys7ObZbyrV69i7NixcHBwgEwmQ1lZGTw9PbFq1apmGZ+IiMisQae0tBTh4eFQKpVQKpUIDw9HWVlZo9efPn06ZDLZ3fnBqK0B8tKA37+r/a+26d/m3RiTJ0+GTCaDTCaDXC5H586dMXPmTJSWlpp13PoEBQVh3rx5t+33+eefIy0tDenp6dBoNFAqlY3a/kcffYSgoCC9gERERNQUZv0KiLCwMJw9exapqakAgBdffBHh4eH44Ycfbrvupk2bsH//fri5uZmzxKbJ2QKkRgMVhf/X5uAGhMYDfqPMNmxoaCjWrl2L6upq5OTkYMqUKSgrK8P69evNNuadOHnyJHx9feHv72/UelevXkVoaChCQ0OxaNEiM1VHREStgdn26OTm5iI1NRWffPIJ1Go11Go1Pv74Y2zduhXHjh1rcN1z585hzpw5WLduHaysrMxVYtPkbAG+eU4/5ABAhaa2PWeL2YZWKBRQqVRwd3dHcHAwJkyYgO3bt+uWa7VaLFmyBO7u7lAoFAgICNCFzBsdPXoUgYGBsLGxQY8ePbB792695Xv27MHAgQOhUCjQsWNHxMTEoLq6GkDtnqU9e/Zg9erVuj1M+fn5BmMEBQUhISEBv/zyC2QyGYKCgnTLLl26hLCwMNjb28PNzQ3vvfee3rrz5s1DTEwMBg8e3PQXi4iICGYMOvv27YNSqcSgQYN0bYMHD4ZSqUR6evot19NqtQgPD8fChQvRo0eP245TWVmJiooKvYfZaGtq9+Sgvi98/19baozZD2MBwKlTp5CamqoXBFevXo2EhASsWLECR44cQUhICEaNGoUTJ07orbtw4UJERUUhKysLgYGBGDVqFEpKSgDUhswRI0ZgwIABOHz4MJKSkpCcnIw33nhDN4Zarca0adOg0Wig0Wjg4eFhUF9KSgqmTZsGtVoNjUaDlJQU3bK3334bvXr1wqFDh7Bo0SLMnz8fO3bsMMfLRERErZzZgk5RURFcXFwM2l1cXFBUVHTL9eLj4yGXyzF37txGjbN06VLdOUBKpbLeD12TOZ1uuCdHjwAqztX2M4OtW7fC3t4etra26Nq1K3JychAdHa1bvmLFCkRHR2PixInw9vZGfHw8AgICDM5xmjNnDsaOHQtfX18kJSVBqVQiOTkZAJCYmAgPDw+8//778PHxwZgxYxAXF4eEhARotVoolUpYW1vDzs4OKpUKKpUKlpaWBrU6OjrCzs4O1tbWUKlUcHR01C0bMmQIYmJi0L17d0RERGDcuHFYuXKlWV4zIiJq3YwOOosXL9YdsrjV4+DBgwAAmUxmsL4Qot52AMjMzMTq1avx2Wef3bLPzRYtWoTy8nLdo6CgwNgpNd7l86btZ6Rhw4YhOzsb+/fvR0REBEJCQhAREQEAqKioQGFhIYYMGaK3zpAhQ5Cbm6vXplardf+Wy+Xo37+/rk9ubi7UarXe6z9kyBBcvnwZZ8+eNck8bhy/7vnNNRIREZmC0Scjz5kzBxMnTmywj6enJ44cOYLz5w0/8C9cuABXV9d610tLS0NxcTE6d+6sa6upqUFUVBRWrVpV77kgCoUCCoXCuEk0lX39dTe5n5HatGmD+++/HwDw7rvvYtiwYYiLi8Prr7+u63NzQGwoWN6ork99/YUQ9W7blMy5bSIiar2MDjpOTk5wcnK6bT+1Wo3y8nIcOHAAAwcOBADs378f5eXlCAwMrHed8PBwDB8+XK8tJCQE4eHheP75540t1fS6BNZeXVWhQf3n6chql3epf36mFhsbi8ceewwzZ86Em5sb3Nzc8Ouvv+LBBx/U9UlPT9e9/nUyMjJ0faqrq5GZmYk5c+YAAPz8/PD999/rBZ709HS0bdsWnTp1AgBYW1ujpqbp5yFlZGQYPPfx8Wny9oiIiG7FbOfo+Pr6IjQ0FNOmTUNGRgYyMjIwbdo0jBw5Et7e3rp+Pj4+2LhxIwCgQ4cO8Pf313tYWVlBpVLprdNiLCxrLyEHANy8B+J/z0OX1fZrBkFBQejRowfeeustALUnGcfHx2PDhg04duwYYmJikJ2djZdeeklvvTVr1mDjxo04evQoZs+ejdLSUkyZMgUAMGvWLBQUFCAiIgJHjx7F5s2bERsbi8jISFhY1L5dPD09sX//fuTn5+PixYvQarVG1b13714sX74cx48fx5o1a/Dtt9/q1VhUVITs7Gz89ddfAIDff/8d2dnZ+Pvvv5v8WhERUetk1hsGrlu3Dj179kRwcDCCg4PRq1cvfPnll3p9jh07hvLycnOWYVp+o4DxXwAOHfXbHdxq2814H536REZG4uOPP0ZBQQHmzp2LqKgoREVFoWfPnkhNTcWWLVvQrVs3vXWWLVuG+Ph49O7dG2lpadi8ebNuL12nTp2wbds2HDhwAL1798aMGTMwdepUvPrqq7r1FyxYAEtLS/j5+cHZ2RlnzpwxquaoqChkZmaiT58+eP3115GQkICQkBDd8g8++AB9+vTBtGnTAAAPPvgg+vTpgy1bzHfpPhERSZNM1J2AIREVFRVQKpUoLy+Hg4OD3rLr168jLy8PXl5esLGxubOBtDW1V1ddPl97Tk6XwGbbk0ONZ9KfORERmU1Dn993wqx3RpY0C0vAa2hLV0FEREQN4Jd6EhERkWQx6BAREZFkMegQERGRZDHoEBERkWQx6BAREZFkMegQERGRZDHoEBERkWQx6BAREZFkMei0Ivn5+ZDJZMjOzm6W8a5evYqxY8fCwcEBMpkMZWVl8PT0xKpVq5plfCIiIgadJqrR1uC3ot+w7dQ2/Fb0G2q0Tf8278aYPHkyZDIZZDIZ5HI5OnfujJkzZ6K0tNSs49YnKCgI8+bNu22/zz//HGlpaUhPT4dGo4FSqbztOn///TciIiLg7e0NOzs7dO7cGXPnzr23vg+NiIjuGvwKiCb46fRPWHZgGc5fPa9rc7VzRczAGAzvMtxs44aGhmLt2rWorq5GTk4OpkyZgrKyMqxfv95sY96JkydPwtfXF/7+/o1ep7CwEIWFhVixYgX8/Pxw+vRpzJgxA4WFhfjuu+/MWC0REUkR9+gY6afTPyFyd6ReyAGA4qvFiNwdiZ9O/2S2sRUKBVQqFdzd3REcHIwJEyZg+/btuuVarRZLliyBu7s7FAoFAgICkJqaarCdo0ePIjAwEDY2NujRowd2796tt3zPnj0YOHAgFAoFOnbsiJiYGFRXVwOo3bO0Z88erF69WreHKT8/32CMoKAgJCQk4JdffoFMJkNQUJBu2aVLlxAWFgZ7e3u4ubnhvffe0y3z9/fH999/jyeeeAJdu3bFww8/jDfffBM//PCDrgYiIqLGYtAxQo22BssOLIOA4Re+17XFH4g3+2EsADh16hRSU1NhZWWla1u9ejUSEhKwYsUKHDlyBCEhIRg1ahROnDiht+7ChQsRFRWFrKwsBAYGYtSoUSgpKQEAnDt3DiNGjMCAAQNw+PBhJCUlITk5GW+88YZuDLVajWnTpkGj0UCj0cDDw8OgvpSUFEybNg1qtRoajQYpKSm6ZW+//TZ69eqFQ4cOYdGiRZg/fz527Nhxy7nWfZOtXM4dkEREZBwGHSMcKj5ksCfnRgICRVeLcKj4kFnG37p1K+zt7WFra4uuXbsiJycH0dHRuuUrVqxAdHQ0Jk6cCG9vb8THxyMgIMDg5N85c+Zg7Nix8PX1RVJSEpRKJZKTkwEAiYmJ8PDwwPvvvw8fHx+MGTMGcXFxSEhIgFarhVKphLW1Nezs7KBSqaBSqWBpaWlQq6OjI+zs7GBtbQ2VSgVHR0fdsiFDhiAmJgbdu3dHREQExo0bh5UrV9Y755KSErz++uuYPn26CV5BIiJqbRh0jHDh6gWT9jPWsGHDkJ2djf379yMiIgIhISGIiIgAAFRUVKCwsBBDhgzRW2fIkCHIzc3Va1Or1bp/y+Vy9O/fX9cnNzcXarUaMplMbxuXL1/G2bNnTTKPG8eve35zjUDtnB5//HH4+fkhNjbWJGMTEVHrwqBjBGc7Z5P2M1abNm1w//33o1evXnj33XdRWVmJuLg4vT43BhQAEEIYtNWnrk99/YUQ9W7blG7e9qVLlxAaGgp7e3ts3LhR7xAdERFRYzHoGKGvS1+42rlChvo/8GWQQWWnQl+Xvs1ST2xsLFasWIHCwkI4ODjAzc0Nv/76q16f9PR0+Pr66rVlZGTo/l1dXY3MzEz4+PgAAPz8/JCenq4LN3XbaNu2LTp16gQAsLa2Rk1N089DunH8uud14wO1e3KCg4NhbW2NLVu2wMbGpsljERFR68agYwRLC0vEDIwBAIOwU/c8emA0LC0Mz1kxh6CgIPTo0QNvvfUWgNqTjOPj47FhwwYcO3YMMTExyM7OxksvvaS33po1a7Bx40YcPXoUs2fPRmlpKaZMmQIAmDVrFgoKChAREYGjR49i8+bNiI2NRWRkJCwsat8unp6e2L9/P/Lz83Hx4kVotVqj6t67dy+WL1+O48ePY82aNfj22291NV66dAnBwcG4cuUKkpOTUVFRgaKiIhQVFd1RuCIiotaJl7EYaXiX4Xgn6J1676MTPTDarPfRqU9kZCSef/55REdHY+7cuaioqEBUVBSKi4vh5+eHLVu2oFu3bnrrLFu2DPHx8cjKykLXrl2xefNmODk5AQA6deqEbdu2YeHChejduzccHR0xdepUvPrqq7r1FyxYgEmTJsHPzw/Xrl1DXl4ePD09G11zVFQUMjMzERcXh7Zt2yIhIQEhISEAgMzMTOzfvx8AcP/99+utZ+w4REREMnHjMQoJqKiogFKp1F2SfKPr168jLy8PXl5ed3w4pEZbg0PFh3Dh6gU42zmjr0vfZtuTQ41nyp85ERGZT0Of33eCe3SayNLCEgNUA1q6DCIiImoAz9EhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0GlF8vPzIZPJkJ2d3SzjXb16FWPHjoWDgwNkMhnKysrg6emJVatWNcv4REREDDpNJGpqcGX/AZRv/RFX9h+AMPMXTk6ePBkymQwymQxyuRydO3fGzJkzUVpaatZx6xMUFIR58+bdtt/nn3+OtLQ0pKenQ6PRQKlUNmr706dPR9euXWFrawtnZ2eMHj0aR48evcOqiYioNeJXQDRBxfbtOP/WUlQXFena5CoVXF9eBIfgYLONGxoairVr16K6uho5OTmYMmUKysrKsH79erONeSdOnjwJX19f+Pv7G7Vev3798Mwzz6Bz5874+++/sXjxYgQHByMvLw+Wlvw+MSIiajzu0TFSxfbtOPfSPL2QAwDV58/j3EvzULF9u9nGVigUUKlUcHd3R3BwMCZMmIDtN4yn1WqxZMkSuLu7Q6FQICAgAKmpqQbbOXr0KAIDA2FjY4MePXpg9+7desv37NmDgQMHQqFQoGPHjoiJiUF1dTWA2j1Le/bswerVq3V7mPLz8w3GCAoKQkJCAn755RfIZDIEBQXpll26dAlhYWGwt7eHm5sb3nvvPb11X3zxRTz44IPw9PRE37598cYbb6CgoKDecYiIiBrCoGMEUVOD828tBer7wvf/tZ1/a6nZD2MBwKlTp5CamgorKytd2+rVq5GQkIAVK1bgyJEjCAkJwahRo3DixAm9dRcuXIioqChkZWUhMDAQo0aNQklJCQDg3LlzGDFiBAYMGIDDhw8jKSkJycnJeOONN3RjqNVqTJs2DRqNBhqNBh4eHgb1paSkYNq0aVCr1dBoNEhJSdEte/vtt9GrVy8cOnQIixYtwvz587Fjx45653nlyhWsXbsWXl5e9Y5DRETUEAYdI1w9mGmwJ0ePEKguKsLVg5lmGX/r1q2wt7eHra0tunbtipycHERHR+uWr1ixAtHR0Zg4cSK8vb0RHx+PgIAAg5N/58yZg7Fjx8LX1xdJSUlQKpVITk4GACQmJsLDwwPvv/8+fHx8MGbMGMTFxSEhIQFarRZKpRLW1taws7ODSqWCSqWq93CSo6Mj7OzsYG1tDZVKBUdHR92yIUOGICYmBt27d0dERATGjRuHlStX6q2fmJgIe3t72NvbIzU1FTt27IC1tbUJX00iImoNGHSMUH3hgkn7GWvYsGHIzs7G/v37ERERgZCQEERERAAAKioqUFhYiCFDhuitM2TIEOTm5uq1qdVq3b/lcjn69++v65Obmwu1Wg2ZTKa3jcuXL+Ps2bMmmceN49c9v7nGZ555BllZWdizZw+6deuG8ePH4/r16yYZn4iIWg8GHSPInZ1N2s9Ybdq0wf33349evXrh3XffRWVlJeLi4vT63BhQAEAIYdBWn7o+9fUX/zss15jtNNXN21YqlejWrRsefPBBfPfddzh69Cg2btxotvGJiEiaGHSMYNe/H+QqFXCrD3yZDHKVCnb9+zVLPbGxsVixYgUKCwvh4OAANzc3/Prrr3p90tPT4evrq9eWkZGh+3d1dTUyMzPh4+MDAPDz80N6erou3NRto23btujUqRMAwNraGjV3cB7SjePXPa8b/1aEEKisrGzymERE1Dox6BhBZmkJ15cX/e/JTWHnf89dX14EWTNdAh0UFIQePXrgrbfeAlB7knF8fDw2bNiAY8eOISYmBtnZ2XjppZf01luzZg02btyIo0ePYvbs2SgtLcWUKVMAALNmzUJBQQEiIiJw9OhRbN68GbGxsYiMjISFRe3bxdPTE/v370d+fj4uXrwIrVZrVN179+7F8uXLcfz4caxZswbffvutrsZTp05h6dKlyMzMxJkzZ7Bv3z6MHz8etra2GDFixJ2+ZERE1Mow6BjJITgYnVavgtzVVa9d7uqKTqtXmfU+OvWJjIzExx9/jIKCAsydOxdRUVGIiopCz549kZqaii1btqBbt2566yxbtgzx8fHo3bs30tLSsHnzZjg5OQEAOnXqhG3btuHAgQPo3bs3ZsyYgalTp+LVV1/Vrb9gwQJYWlrCz88Pzs7OOHPmjFE1R0VFITMzE3369MHrr7+OhIQEhISEAABsbGyQlpaGESNG4P7778f48ePRpk0bpKenw8XF5Q5fLSIiam1kQtR3rfS9q6KiAkqlEuXl5XBwcNBbdv36deTl5cHLyws2NjZ3NI6oqam9CuvCBcidnWHXv1+z7cmhxjPlz5yIiMynoc/vO8E7IzeRzNISbQYNbOkyiIiIqAE8dEVERESSxaBDREREksWgQ0RERJJl1qBTWlqK8PBwKJVKKJVKhIeHo6ys7Lbr5ebmYtSoUVAqlWjbti0GDx5s9JU9RERERGYNOmFhYcjOzkZqaipSU1ORnZ2N8PDwBtc5efIkHnjgAfj4+GD37t04fPgwXnvtNV4xQ0REREYz21VXubm5SE1NRUZGBgYNGgQA+Pjjj6FWq3Hs2DF4e3vXu94rr7yCESNGYPny5bq2++67z1xlEhERkYSZbY/Ovn37oFQqdSEHAAYPHgylUon09PR619Fqtfjxxx/RvXt3hISEwMXFBYMGDcKmTZtuOU5lZSUqKir0HkRERESAGYNOUVFRvXeydXFxQVFRUb3rFBcX4/Lly1i2bBlCQ0Oxfft2PPnkk3jqqaewZ8+eetdZunSp7hwgpVIJDw8Pk85DSvLz8yGTyZCdnd0s4129ehVjx46Fg4MDZDIZysrK4OnpiVWrVjXL+EREREYHncWLF0MmkzX4OHjwIID6v+26oW/TrvvOpNGjR2P+/PkICAhATEwMRo4ciQ8++KDedRYtWoTy8nLdo6CgwNgp3RMmT56se33lcjk6d+6MmTNnorS0tNlrCQoKwrx5827b7/PPP0daWhrS09Oh0WigVCqNGkcIgcceewwymazBvXpERES3YvQ5OnPmzMHEiRMb7OPp6YkjR47g/PnzBssuXLgA15u+J6qOk5MT5HI5/Pz89Np9fX0NvpW7jkKhgEKhaGT1pqPVCmhOlOFKRSXaOCjQsVs7WFjc4lvNTSQ0NBRr165FdXU1cnJyMGXKFJSVlWH9+vVmHbepTp48CV9fX/j7+zdp/VWrVt0yFBMRETWG0Xt0nJyc4OPj0+DDxsYGarUa5eXlOHDggG7d/fv3o7y8HIGBgfVu29raGgMGDMCxY8f02o8fP44uXboYW6rZnMwqxhcvp2PTyizsSM7BppVZ+OLldJzMKjbruAqFAiqVCu7u7ggODsaECROwfft23XKtVoslS5bA3d0dCoUCAQEBSE1NNdjO0aNHERgYCBsbG/To0QO7d+/WW75nzx4MHDgQCoUCHTt2RExMDKqrqwHU7lnas2cPVq9erdvDlJ+fbzBGUFAQEhIS8Msvv0AmkyEoKEi37NKlSwgLC4O9vT3c3Nzw3nvvGax/+PBhvPPOO/j000+b9mIRERHBjOfo+Pr6IjQ0FNOmTUNGRgYyMjIwbdo0jBw5Uu+KKx8fH2zcuFH3fOHChdiwYQM+/vhj/PXXX3j//ffxww8/YNasWeYq1Sgns4qR+uEfuFJWqdd+pawSqR/+YfawU+fUqVNITU2FlZWVrm316tVISEjAihUrcOTIEYSEhGDUqFE4ceKE3roLFy5EVFQUsrKyEBgYiFGjRqGkpAQAcO7cOYwYMQIDBgzA4cOHkZSUhOTkZLzxxhu6MdRqNaZNmwaNRgONRlPveVEpKSmYNm0a1Go1NBoNUlJSdMvefvtt9OrVC4cOHcKiRYswf/587NixQ7f86tWrePrpp/H+++9DpVKZ9HUjIqLWxaz30Vm3bh169uyJ4OBgBAcHo1evXvjyyy/1+hw7dgzl5eW6508++SQ++OADLF++HD179sQnn3yC77//Hg888IA5S20UrVYgbcOJBvv8+s0JaLXm+UL4rVu3wt7eHra2tujatStycnIQHR2tW75ixQpER0dj4sSJ8Pb2Rnx8PAICAgxO/p0zZw7Gjh0LX19fJCUlQalUIjk5GQCQmJgIDw8PvP/++/Dx8cGYMWMQFxeHhIQEaLVaKJVKWFtbw87ODiqVCiqVCpb1fGu7o6Mj7OzsYG1tDZVKBUdHR92yIUOGICYmBt27d0dERATGjRuHlStX6pbPnz8fgYGBGD16tIlfQSIiam3M+u3ljo6O+OqrrxrsI4RhKJgyZQqmTJlirrKaTHOizGBPzs0ul1ZCc6IMnbzbm3z8YcOGISkpCVevXsUnn3yC48ePIyIiAkDt19sXFhZiyJAheusMGTIEhw8f1mtTq9W6f8vlcvTv3x+5ubkAau9/pFar9c6NGTJkCC5fvoyzZ8+ic+fOdzyPG8eve14XxrZs2YKdO3ciKyvrjschIiLid10Z4UpFwyHH2H7GatOmDe6//3706tUL7777LiorKxEXF6fX5+aTdxu6yq2+9errXxdGzXlicN22d+7ciZMnT6Jdu3aQy+WQy2uz+NixY/XO8yEiImoMBh0jtHFo3NVdje13p2JjY7FixQoUFhbCwcEBbm5uBlenpaenw9fXV68tIyND9+/q6mpkZmbCx8cHAODn54f09HS9PW3p6elo27YtOnXqBKD2pPGampom133j+HXP68aPiYnBkSNHkJ2drXsAwMqVK7F27domj0lERK2TWQ9dSU3Hbu3Qpp2iwcNX9u1rLzVvDkFBQejRowfeeustvP/++1i4cCFiY2PRtWtXBAQEYO3atcjOzsa6dev01luzZg26desGX19frFy5EqWlpbpDhbNmzcKqVasQERGBOXPm4NixY4iNjUVkZCQsLGpzsaenJ/bv34/8/HzY29vD0dFRt6wx9u7di+XLl2PMmDHYsWMHvv32W/z4448AoDvv52adO3eGl5dXU18qIiJqpbhHxwgWFjIMndCtwT4PjO9m9vvp3CgyMhIff/wxCgoKMHfuXERFRSEqKgo9e/ZEamoqtmzZgm7d9GtetmwZ4uPj0bt3b6SlpWHz5s1wcnICAHTq1Anbtm3DgQMH0Lt3b8yYMQNTp07Fq6++qlt/wYIFsLS0hJ+fH5ydnY3+ZvmoqChkZmaiT58+eP3115GQkICQkJA7fzGIiIhuIhP1nQ18D6uoqIBSqUR5eTkcHBz0ll2/fh15eXnw8vK6o29DP5lVjLQNJ/T27Ni3V+CB8d3QtY/h115QyzHVz5yIiMyroc/vO8FDV03QtY8LvHo7N/udkYmIiMg4DDpNZGEhM8sl5ERERGQ6PEeHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh24pPz8fMplM98WaprZ48WK4urpCJpNh06ZNmDx5MsaMGWOWsYiIqHVi0LlHSC0E5ObmIi4uDh9++CE0Gg0ee+yxRq+bmJio+0qHfv36IS0tzYyVEhHRvYxBp6lqaoDdu4H162v/W1PT0hXdlf75559620+ePAkAGD16NFQqFRQKRaO2t2HDBsybNw+vvPIKsrKyMHToUDz22GNGf7EoERG1Dgw6TZGSAnh6AsOGAWFhtf/19KxtbyE5OTkYMWIE7O3t4erqivDwcFy8eFG3PDU1FQ888ADatWuHDh06YOTIkbqwUefAgQPo06cPbGxs0L9/f2RlZRk9TlBQEObMmYPIyEg4OTnh0UcfNdjG4sWL8cQTTwAALCwsIJPpf0dYXFwcXFxc4ODggOnTp+uFpXfeeQdTp07FCy+8AF9fX6xatQoeHh5ISkpq2gtHRESSxqBjrJQUYNw44OxZ/fZz52rbWyDsaDQaPPTQQwgICMDBgweRmpqK8+fPY/z48bo+V65cQWRkJH777Tf8/PPPsLCwwJNPPgmtVqtbPnLkSHh7eyMzMxOLFy/GggULjB4HAD7//HPI5XLs3bsXH374oUG9CxYswNq1a3Xb1Gg0umU///wzcnNzsWvXLqxfvx4bN25EXFwcgNq9Q5mZmQgODtbbXnBwMNLT0+/gFTSdmqpq/LluMw4uXYM/121GTVV1S5dERNS6CYkpLy8XAER5ebnBsmvXromcnBxx7dq1pm28uloId3chgPofMpkQHh61/Uxs0qRJYvTo0fUue+2110RwcLBeW0FBgQAgjh07Vu86xcXFAoD4/fffhRBCfPjhh8LR0VFcuXJF1ycpKUkAEFlZWY0e56GHHhIBAQG3nc/GjRvFzW+/SZMm1VuDvb29qKmpEefOnRMAxN69e/XWe/PNN0X37t3rHeeOf+ZGOLTyE1Hk4KT3nihycBKHVn5i9rGJiO51DX1+3wnu0TFGWprhnpwbCQEUFNT2a0aZmZnYtWsX7O3tdQ8fHx8A/3cuzMmTJxEWFob77rsPDg4O8PLyAgDduS25ubno3bs37OzsdNtVq9VGjwMA/fv3b/Jc6qvh8uXLKCgo0LXdfKhLCGHQ1tyyViWj9/wX4FxxUa/dueIies9/AVmrkluoMiKi1k3e0gXcU244xGKSfiai1WrxxBNPID4+3mBZx44dAQBPPPEEPDw88PHHH8PNzQ1arRb+/v6681+EECYZBwDatGnT1Knckkwmg5OTEywtLVFUVKS3rLi4GK6uriYfs7FqqqrhFhsDwPBYsAUALYCOixehZvYkWFrxfzkioubE37rGuOHD3CT9TKRv3774/vvv4enpCbnc8EdaUlKC3NxcfPjhhxg6dCgA4Ndff9Xr4+fnhy+//BLXrl2Dra0tACAjI8OocUzh8OHDBjXY29vD3d0dFhYW6NevH3bs2IEnn3xSt86OHTswevRos9TTGEe/+RE9btqTcyMLAKryC/jzmx/R45mWq5OIqDXioStjDB0KuLsDtzpMIpMBHh61/cygvLwc2dnZeo8zZ85g9uzZ+Pvvv/H000/jwIEDOHXqFLZv344pU6agpqYG7du3R4cOHfDRRx/hr7/+ws6dOxEZGam37bCwMFhYWGDq1KnIycnBtm3bsGLFCr0+txvHFP755x9dDf/f//f/ITY2FnPmzIGFRe1bNTIyEp988gk+/fRT5ObmYv78+Thz5gxmzJhhkvGb4tqZBg5nNqEfERGZDvfoGMPSEli9uvbqKpms9pycOnXhZ9Wq2n5msHv3bvTp00evbdKkSfjss8+wd+9eREdHIyQkBJWVlejSpQtCQ0N1l2//5z//wdy5c+Hv7w9vb2+8++67CAoK0m3H3t4eP/zwA2bMmIE+ffrAz88P8fHxGDt2rK6Pm5tbg+OYwiOPPIJu3brhwQcfRGVlJSZOnIjFixfrlk+YMAElJSVYsmQJNBoN/P39sW3bNnTp0sUk4zeFbWd3k/YjIiLTkYnGnJxxD6moqIBSqUR5eTkcHBz0ll2/fh15eXm6u+o2WUoK8NJL+icme3jUhpynnmr6dsnkTPYzb0BNVTUuOnWEc8XFeneRagEUK53hfKGQ5+gQEd1CQ5/fd4KHrpriqaeA/Hxg1y7g669r/5uXx5DTSllayVEYtwxAbai5Ud1zzeKlDDlERC2Av3mbytISuOHQD7VufeZNRRYAt9gYuN5wYnKx0hmaxUvRZ97UliuOiKgVY9AhMpE+86aiZvYk/PnNj7h25ixsO7vDZ/zjUHFPDhFRi+FvYCITsrSS8xJyIqK7CM/RISIiIslqlUGn7ossSfokdlEhEREZqVUdurK2toaFhQUKCwvh7OwMa2vrFv+OJDIfIQQuXLgAmUwGKyurli6HiIhaQKsKOhYWFvDy8oJGo0FhYWFLl0PNQCaTwd3dHZZmuokjERHd3VpV0AFq9+p07twZ1dXVJvvaArp7WVlZMeQQEbVirS7oANAdyuDhDCIiImlrlScjExERUevAoENERESSxaBDREREkiW5c3Tq7ptSUVHRwpUQERFRY9V9bpv6/meSCzqXLl0CAHh4eLRwJURERGSskpISKJVKk21PJiR261itVovCwkK0bdv2nr0ZYEVFBTw8PFBQUAAHB4eWLqfZcf6cP+fP+bfG+bfmuQNAeXk5OnfujNLSUrRr185k25XcHh0LCwu4u7u3dBkm4eDg0Crf7HU4f86f8+f8W6PWPHeg9nPcpNsz6daIiIiI7iIMOkRERCRZDDp3IYVCgdjYWCgUipYupUVw/pw/58/5t8b5t+a5A+abv+RORiYiIiKqwz06REREJFkMOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZDDp3gTfffBOBgYGws7Nr9G2vhRBYvHgx3NzcYGtri6CgIPz555/mLdRMSktLER4eDqVSCaVSifDwcJSVlTW4zuXLlzFnzhy4u7vD1tYWvr6+SEpKap6CTawp8weA3NxcjBo1CkqlEm3btsXgwYNx5swZ8xdsYk2df53p06dDJpNh1apVZqvRnIydf1VVFaKjo9GzZ0+0adMGbm5ueO6551BYWNh8Rd+BxMREeHl5wcbGBv369UNaWlqD/ffs2YN+/frBxsYG9913Hz744INmqtQ8jJl/SkoKHn30UTg7O8PBwQFqtRr//e9/m7Fa0zP2519n7969kMvlCAgIMH5QQS3u3//+t3jnnXdEZGSkUCqVjVpn2bJlom3btuL7778Xv//+u5gwYYLo2LGjqKioMG+xZhAaGir8/f1Fenq6SE9PF/7+/mLkyJENrvPCCy+Irl27il27dom8vDzx4YcfCktLS7Fp06Zmqtp0mjL/v/76Szg6OoqFCxeKQ4cOiZMnT4qtW7eK8+fPN1PVptOU+dfZuHGj6N27t3BzcxMrV640b6FmYuz8y8rKxPDhw8WGDRvE0aNHxb59+8SgQYNEv379mrHqpvnPf/4jrKysxMcffyxycnLESy+9JNq0aSNOnz5db/9Tp04JOzs78dJLL4mcnBzx8ccfCysrK/Hdd981c+WmYez8X3rpJREfHy8OHDggjh8/LhYtWiSsrKzEoUOHmrly0zB2/nXKysrEfffdJ4KDg0Xv3r2NHpdB5y6ydu3aRgUdrVYrVCqVWLZsma7t+vXrQqlUig8++MCMFZpeTk6OACAyMjJ0bfv27RMAxNGjR2+5Xo8ePcSSJUv02vr27SteffVVs9VqDk2d/4QJE8Szzz7bHCWaVVPnL4QQZ8+eFZ06dRJ//PGH6NKlyz0ZdO5k/jc6cOCAAHDbD4yWNnDgQDFjxgy9Nh8fHxETE1Nv/3/961/Cx8dHr2369Oli8ODBZqvRnIydf338/PxEXFycqUtrFk2d/4QJE8Srr74qYmNjmxR0eOjqHpSXl4eioiIEBwfr2hQKBR566CGkp6e3YGXG27dvH5RKJQYNGqRrGzx4MJRKZYNzeeCBB7BlyxacO3cOQgjs2rULx48fR0hISHOUbTJNmb9Wq8WPP/6I7t27IyQkBC4uLhg0aBA2bdrUTFWbTlN//lqtFuHh4Vi4cCF69OjRHKWaRVPnf7Py8nLIZDKTfuOzqf3zzz/IzMzU+70FAMHBwbec6759+wz6h4SE4ODBg6iqqjJbrebQlPnfTKvV4tKlS3B0dDRHiWbV1PmvXbsWJ0+eRGxsbJPHZtC5BxUVFQEAXF1d9dpdXV11y+4VRUVFcHFxMWh3cXFpcC7vvvsu/Pz84O7uDmtra4SGhiIxMREPPPCAOcs1uabMv7i4GJcvX8ayZcsQGhqK7du348knn8RTTz2FPXv2mLtkk2rqzz8+Ph5yuRxz5841Z3lm19T53+j69euIiYlBWFjYXf2N1xcvXkRNTY1Rv7eKiorq7V9dXY2LFy+arVZzaMr8b5aQkIArV65g/Pjx5ijRrJoy/xMnTiAmJgbr1q2DXC5v8tgMOmayePFiyGSyBh8HDx68ozFkMpnecyGEQVtLMWb+9dV8u7m8++67yMjIwJYtW5CZmYmEhATMmjULP/30k9nmZAxzzl+r1QIARo8ejfnz5yMgIAAxMTEYOXLkXXOipjnnn5mZidWrV+Ozzz67a97vNzP3+79OVVUVJk6cCK1Wi8TERJPPwxyM/b1VX//62u8VTf29vX79eixevBgbNmyoNxzfKxo7/5qaGoSFhSEuLg7du3e/ozGbHpGoQXPmzMHEiRMb7OPp6dmkbatUKgC1f+107NhR115cXGyQlltKY+d/5MgRnD9/3mDZhQsXbjmXa9eu4eWXX8bGjRvx+OOPAwB69eqF7OxsrFixAsOHD7/zCdwhc87fyckJcrkcfn5+eu2+vr749ddfm160CZlz/mlpaSguLkbnzp11bTU1NYiKisKqVauQn59/R7WbgjnnX6eqqgrjx49HXl4edu7ceVfvzQFq37eWlpYGf7039HtLpVLV218ul6NDhw5mq9UcmjL/Ohs2bMDUqVPx7bff3hW/35rC2PlfunQJBw8eRFZWFubMmQOg9o88IQTkcjm2b9+Ohx9+uFFjM+iYiZOTE5ycnMyybS8vL6hUKuzYsQN9+vQBUHv8c8+ePYiPjzfLmMZq7PzVajXKy8tx4MABDBw4EACwf/9+lJeXIzAwsN51qqqqUFVVBQsL/R2SlpaWur0dLc2c87e2tsaAAQNw7Ngxvfbjx4+jS5cud168CZhz/uHh4Qa/7ENCQhAeHo7nn3/+zos3AXPOH/i/kHPixAns2rXrnvjQt7a2Rr9+/bBjxw48+eSTuvYdO3Zg9OjR9a6jVqvxww8/6LVt374d/fv3h5WVlVnrNbWmzB+o3ZMzZcoUrF+/XveH3b3I2Pk7ODjg999/12tLTEzEzp078d1338HLy6vxgxt9+jKZ3OnTp0VWVpaIi4sT9vb2IisrS2RlZYlLly7p+nh7e4uUlBTd82XLlgmlUilSUlLE77//Lp5++ul7+vLyXr16iX379ol9+/aJnj17Glxee/P8H3roIdGjRw+xa9cucerUKbF27VphY2MjEhMTm7v8O9aU+aekpAgrKyvx0UcfiRMnToj33ntPWFpairS0tOYu/441Zf43u1evuhLC+PlXVVWJUaNGCXd3d5GdnS00Go3uUVlZ2RJTaLS6y4uTk5NFTk6OmDdvnmjTpo3Iz88XQggRExMjwsPDdf3rLi+fP3++yMnJEcnJyZK4vLyx8//666+FXC4Xa9as0fs5l5WVtdQU7oix879ZU6+6YtC5C0yaNEkAMHjs2rVL1weAWLt2re65VqsVsbGxQqVSCYVCIR588EHx+++/N3/xJlBSUiKeeeYZ0bZtW9G2bVvxzDPPiNLSUr0+N89fo9GIyZMnCzc3N2FjYyO8vb1FQkKC0Gq1zVu8CTRl/kIIkZycLO6//35hY2MjevfufU/eQ0iIps//Rvdy0DF2/nl5efX+vrj5d8bdas2aNaJLly7C2tpa9O3bV+zZs0e3bNKkSeKhhx7S6797927Rp08fYW1tLTw9PUVSUlIzV2xaxsz/oYceqvfnPGnSpOYv3ESM/fnfqKlBRybE/87sIiIiIpIYXnVFREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJL1/wNpQGztBSr1TwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 1.2505543937919692\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from rps.robotarium import Robotarium\n",
    "import math\n",
    "\n",
    "num_robots = 5\n",
    "bounding_box = [-1.5, 1.5, -1.5, 1.5]\n",
    "communication_range = 0.2\n",
    "num_iterations = 10\n",
    "std_noise = 0.05  # Standard deviation of noise\n",
    "\n",
    "class Robot:\n",
    "    def __init__(self, robot_id, x, y):\n",
    "        self.id = robot_id\n",
    "        self.x = x\n",
    "        self.y = y\n",
    "        self.leader_id = None\n",
    "        self.neighbors = []\n",
    "        self.leader_bid = 0\n",
    "\n",
    "    def update_neighbors(self, all_robots):\n",
    "        self.neighbors = [robot for robot in all_robots if robot.id != self.id and self.distance_to(robot) <= communication_range]\n",
    "\n",
    "    def distance_to(self, other_robot):\n",
    "        return math.sqrt((self.x - other_robot.x)**2 + (self.y - other_robot.y)**2)\n",
    "\n",
    "class RobotariumExtended(Robotarium):\n",
    "    def __init__(self, number_of_robots, show_figure=True, std_noise=0.05):  # Pass std_noise as a parameter\n",
    "        self.num_robots = number_of_robots\n",
    "        self.std_noise = std_noise  # Store std_noise\n",
    "        super().__init__(number_of_robots, show_figure)\n",
    "        self.robots = []\n",
    "        self.true_positions = {}\n",
    "        self.initialize_robots()\n",
    "        self.leader = self.leader_election()\n",
    "\n",
    "    def initialize_robots(self):\n",
    "        for i in range(self.num_robots):\n",
    "            x = np.random.uniform(bounding_box[0], bounding_box[1])\n",
    "            y = np.random.uniform(bounding_box[2], bounding_box[3])\n",
    "            robot = Robot(\"fb\" + str(i), x, y)\n",
    "            self.robots.append(robot)\n",
    "            self.true_positions[robot.id] = (x, y)\n",
    "\n",
    "    def leader_election(self):\n",
    "        for robot in self.robots:\n",
    "            robot.update_neighbors(self.robots)\n",
    "            robot.leader_bid = len(robot.neighbors)\n",
    "        leader = max(self.robots, key=lambda x: x.leader_bid)\n",
    "        leader.leader_id = leader.id\n",
    "        return leader\n",
    "    \n",
    "r = RobotariumExtended(number_of_robots=num_robots, show_figure=True, std_noise=std_noise)\n",
    "\n",
    "ground_truth_poses = []\n",
    "relative_positions = []\n",
    "errors = []\n",
    "leader_data = []\n",
    "reference_robot_data = []\n",
    "leader_changes = []\n",
    "\n",
    "for iteration in range(num_iterations):\n",
    "    poses = r.get_poses()\n",
    "    ground_truth_poses.append(poses.copy())\n",
    "\n",
    "    relative_pos = []\n",
    "    for i, robot in enumerate(r.robots):\n",
    "        robot.x, robot.y = poses[0, i], poses[1, i]\n",
    "        rel_x = robot.x - r.leader.x\n",
    "        rel_y = robot.y - r.leader.y\n",
    "        relative_pos.append((rel_x, rel_y))\n",
    "    \n",
    "    relative_positions.append(relative_pos)\n",
    "\n",
    "    error = np.linalg.norm(np.array(poses[:2]) - np.array([[robot.x], [robot.y]])).max()\n",
    "    errors.append(error)\n",
    "    for robot in r.robots:\n",
    "        robot.update_neighbors(r.robots)\n",
    "    for robot in r.robots:\n",
    "        velocity = np.random.normal(0, r.std_noise, size=(2,))  # Apply noise using normal distribution\n",
    "        robot.x += velocity[0]\n",
    "        robot.y += velocity[1]\n",
    "    \n",
    "    r.leader = r.leader_election()\n",
    "\n",
    "    plt.clf()\n",
    "    for robot in r.robots:\n",
    "        plt.scatter(robot.x, robot.y, label=f'Robot {robot.id}')\n",
    "\n",
    "    plt.scatter(r.leader.x, r.leader.y, color='red', label=f'Leader {r.leader.id}')\n",
    "    \n",
    "    plt.legend()\n",
    "    plt.title(f'Robotarium Simulation - Iteration {iteration}')\n",
    "    plt.pause(0.1)\n",
    "    r.step()\n",
    "    leader_data.append((r.leader.x, r.leader.y))\n",
    "    reference_robot_data.append((r.robots[0].x, r.robots[0].y))\n",
    "\n",
    "ground_truth_poses = np.array(ground_truth_poses)\n",
    "ground_truth_poses_flat = ground_truth_poses.reshape(-1, num_robots * 2)\n",
    "estimated_poses_flat = np.array([[robot.x, robot.y] for robot in r.robots]).flatten()\n",
    "\n",
    "mse = np.mean((estimated_poses_flat - ground_truth_poses_flat)**2)\n",
    "print(f'Mean Squared Error (MSE): {mse}')\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "for i in range(num_robots):\n",
    "    plt.scatter(ground_truth_poses[:, 0, i], ground_truth_poses[:, 1, i], label=f'Robot {i+1} Ground Truth')\n",
    "\n",
    "# Plot estimated positions\n",
    "for i, robot in enumerate(r.robots):\n",
    "    plt.scatter(robot.x, robot.y, marker='x', s=100, label=f'Robot {i+1} Estimated')\n",
    "\n",
    "plt.legend()\n",
    "plt.title('Ground Truth vs Estimated Positions')\n",
    "plt.xlabel('X-axis')\n",
    "plt.ylabel('Y-axis')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}