gmt_dos-actors 3.0.0

Giant Magellan Telescope Dynamic Optical Simulation Actor Model
Documentation
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"dark_background\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['MCM2Lcl6D'], dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_parquet(\"m2_logs.parquet\")\n",
    "data.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'MCM2Lcl6D')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.arange(len(data))/8e3\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(t, np.vstack(data[\"MCM2Lcl6D\"])[:,:6])\n",
    "ax.grid()\n",
    "ax.set_xlabel(\"Time[s]\")\n",
    "ax.set_ylabel(\"MCM2Lcl6D\")\n",
    "#ax.set_xlim([0,1e-1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['MountEncoders', 'OSSM1Lcl', 'MCM2Lcl6D'], dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_parquet(\"data.parquet\")\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GIR')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.arange(len(data))/1e3\n",
    "fig, axs = plt.subplots(nrows=3, sharex=True, figsize=(15, 15))\n",
    "ax = axs[0]\n",
    "ax.plot(t, np.vstack(data[\"MountEncoders\"])[:, :4].mean(1))\n",
    "ax.grid()\n",
    "ax.set_title(\"Azimuth\")\n",
    "ax = axs[1]\n",
    "ax.plot(t, np.vstack(data[\"MountEncoders\"])[:, 4:10].mean(1))\n",
    "ax.grid()\n",
    "ax.set_title(\"Elevation\")\n",
    "ax = axs[2]\n",
    "ax.plot(t, np.vstack(data[\"MountEncoders\"])[:, 10:].mean(1))\n",
    "ax.grid()\n",
    "ax.set_xlabel(\"Time [s]\")\n",
    "ax.set_title(\"GIR\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_00 = pd.read_parquet(\"data_00.parquet\")\n",
    "data_30 = pd.read_parquet(\"data_00.parquet\")\n",
    "data_60 = pd.read_parquet(\"data_00.parquet\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GIR')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IiIiIDHcKeQHqnHjFdVy8JdH1dYuIiIiISLCUOgJkhXfMronhYqCePBERERERCZZCXoBCIW+tedf1evIU8kREREREJGgKeQEyjc7hmt7EKyjkiYiIiIhIwBTyAtS1Tp5CnoiIiIiIZIhCXoAsyx+uCbgKeSIiIiIikgEKeQEyO9fJcxwv5LkKeSIiIiIiEiyFvACFQjuGa7o4qCdPRERERESCppAXoJ1m13Qd9eSJiIiIiEjgFPICZBidwzVtb6089eSJiIiIiEjAFPIC1LkYutv5H/XkiYiIiIhIwHoT8rKAJcBbwFLgx/7+8cBiYAVwPxDx90f931f6x8d1u9b3/f3vA6d023+qv28lcGXfP8b+KeTPrunYLq7reNNsioiIiIiIBKg3IS8BzAVmAkfgBbJjgGuA64DJQBNwod/+Qv/3Sf7xa/z904Czgen+NW4BLP91M3Ca3+Yc/+cBzzS9njvHcXBcRz15IiIiIiISuN6EPBdo87fD/svFC34P+vvvBub72/P83/GPn4j3MNo84D680LgGr9fuaP+1ElgNJP028/r7gfYnpj+7puu6CnkiIiIiIpIRoV62s4A38HrnbgZWAc1A2j9eB1T521VArb+dBlqAUn//a92u2f2c2l32z9lDHRf5L6ZPn05NTU0vy8+c6urqrrrskENsKxx//HGYToh4E/tlzXLg6H5/iQw23V8SNN1jEiTdXxKkA+3+6m3Is/GGahYBfwGqe2jT+cRZT91V7l7299SbuKen1273XyxdutSdPXv2XkoeGjU1NXTWdfb5Z/PVL/6YF198kcOmzSTXGMv+WLMcOLrfXyKDTfeXBE33mARJ95cEaX+9v1y359jU19k1m4EX8J7JK2JHSBwNbPS364Ax/nYIKAQad9nf/Zw97T/gWVbnYugarikiIiIiIpnRm5A3Ai/QAWQDJwHLgOeBz/n7FwAP+9uP+L/jH/8bXs/cI3gTr0TxZuacjDdrZ42/PR5vhs6z/bYHPNPsDHkOtm2zh6AtIiIiIiIyaHozXLMSbyIVCy8UPgA8BryHN0nKz4B/Anf47e8A7sGbTKURL7SBt/zCA/55aeASvGGgAJcCi/z3uNNve8CzLC9D246N49hgGYQjEVLJ5BBXJiIiIiIiw1VvQt7bwId62L8ab2bMXcWBz+/hWj/3X7t6wn8NK53DNV3XxbZtCENWdpZCnoiIiIiIBKavz+RJHxiG9/V2DtcEyMvL3anN6Z85I+N1iYiIiIjI8KWQFyAr5H29ruOSdryQl5WT3XV8/hfm892v/YZHFj02JPWJiIiIiMjwo5AXIMvyRsPato2d9pYUzM6Kdh2fNmM6APnmZMKRSOYLFBERERGRYUchL0CG4S2Z4DgOadsPeXk5XccrKkd2bZ/8yZMzW5yIiIiIiAxLCnkB6lonz3VI+z15WdGsruOlxWVd20fP6WkOGxERERERkb5RyAuQafo9eXa3kJe745m8grzCru3Jk6dktjgRERERERmWerOEgvRT52Lotm2TtlMARKM7nsnLycol5KZxXYPykpE9XkNERERERKQvFPIC1H2dvFSyc7jmjpAXCWVhumkwHLIpGJIaRURERERkeNFwzQB1Trxi2zbptN+Tl7XjmTyTCBgp0m4Mw4n2eA0REREREZG+UMgLUGdPnm3bJJJJAKLRbkslOCHSbpKUncCx9Y9CREREREQGTsM1A2Sa/mLorks65Q3XjHZbJ89Oh0gYMVKpBCHDGpIaRURERERkeFH3UYAMs3O4ZppUyhuuGfEXPQ9HIthpk1i8nVg8husalIwo2+O1REREREREekMhL0BdwzXTDolEAoCIP/HKuEnjAIO29jba2tsAGDv+kKEoU0REREREhhGFvADtGK7pkEp5z+RFwl5P3vgJ4wBobmmmZXsLAFWHVGW+SBERERERGVb0TF6Aus+umYh7PXnhcBiAqjGjAdjWuA3HdmA8jBpVOTSFioiIiIjIsKGQFyDLXwzdcRyS/uyakYgX8ir9QNewZQuO4wJQNmLEEFQpIiIiIiLDiUJegHZMvGJ3hbzOnryyMm+SlQ21G7As7x9DSUnxEFQpIiIiIiLDiUJegCz/mTzbtkkmOkOe90xeUVERAOvWriMr6i2QXujvExERERER6S+FvAB1TrziOC5xf3bNUNgbwlmQXwjAqvdXk5uXC0B+bv4QVCkiIiIiIsOJQl6AOideSdtp4h0xAEKWN1wzJysH03BobmyiubEJcMnJzhmqUkVEREREZJhQyAuQ2TnxSrrb7Joh7yuPRrKxXLurrRVyyCI780WKiIiIiMiwopAXoO7DNTv8njzLD3lhK4rRLeSZlkOYSOaLFBERERGRYUUhL0Ddh2smYv5wTT/kmYTAcHa0NW0swpkvUkREREREhhWFvACZnUsopGxi/nDNzuUSDCxc0jsaG44X/ERERERERAbAHOoChrPOZ/Jc16GjvR2AkL8P18TF7tbaxsDKcIUiIiIiIjLcKOQFqGu4ZjpNR/vOz+S5jontpLraOqTBVcgTEREREZGBUcgL0I6JVxw62ryevM4F0l3HJO3sGK5pO2lw9I9DREREREQGRg+BBagz5KXTNrZtAy6W5S+r4Jik3GRX27STwnIV8kREREREZGCUKgJk+D9t2+uxM4xua+fZBsnUjpCXTCVx1JMnIiIiIiIDpFQRoK7hmrYLgGG4mIZJ2cgywCCRiHW1TaYSOLbZ1dMnIiIiIiLSHwp5QepaJy/l/+pimhYVlRUAxOLxrqZxP/CVV5RnuEgRERERERlOFPICtOOZvO7DNc2uINcR6+hq27ldUVWZ4SpFRERERGQ4UcgLkGnsPFwTf7hmaVkZAO3tbV1tO7fLR6onT0RERERE+k8hL0Cd6+TZqW7DNQ2T4pIiALZvb+1q29rmhbyy8tIMVykiIiIiIsOJQl6ADNMLeSnb9ne4GIZJUXExANu3t3S1bWnxtktKSzJbpIiIiIiIDCsKeQHqHK7pOg7gPZNnGCYFBfkANDc1d7VtbmoCoLCoKMNVioiIiIjIcKKQFyR/uGbKH64JLiYGeXleyGvc1tTVtHGrH/IKCjJaooiIiIiIDC8KeQEy/ZDn2F5PXudwzdycHAAatmzpatu53RkARURERERE+kMhL0CdwzXTqbS/xwVMcnJyAWjY3NDVdkv9ZgBy/WMiIiIiIiL9oZAXIL8jj1TaH65puBgYZGdlA7ChdmNX240bNgGQnZ2d0RpFRERERGR4CQ11AcOZ4S+G7s+7AnghLyuajWk4xNp3LIbe3NgEhks0kpX5QkVEREREZNjoTU/eGOB5YBmwFLjM318CPAOs8H8W+/sN4EZgJfA2MKvbtRb47Vf4252OBN7xz7nRv8YBz/A/RiqZ9Pc4gEk0nIVpObu1t0yHSDiauQJFRERERGTY6U3ISwPfBqqBY4BLgGnAlcBzwGT/55V++9P8fZOBi4Bb/f0lwNXAHOBof7szGN7qt+0879QBfKb9Rudi6Om090yeTRpci5AVwbTs3dqblkM4FMlojSIiIiIiMrz0JuTVA2/62614PXpVwDzgbn//3cB8f3sesBBvlpHXgCKgEjgFr8evEWjyt0/1jxUAr/rnLOx2rQOa4U+80jm7ZtpO4NoWlhEGc/eQZ5gOITOc0RpFRERERGR46eszeeOADwGLgZF4ARD/Z7m/XQXUdjunzt+3t/11PezvyUX+i+nTp1NTU9PH8oNXXV3dVZcTho4G+PvfX8Q0TJwQxBstopEImO5u9adTkBXK3i8/l+wfut9fIoNN95cETfeYBEn3lwTpQLu/+hLy8oA/A5cD2/fSrqfn6dx+7O/J7f6LpUuXurNnz95LGUOjpqaGzrr++uQjFIYKmHP0HAD+/NhDlESnY6dMbLONEz587E7nvvzyGzgpOP74/e9zyf6h+/0lMth0f0nQdI9JkHR/SZD21/vLdXuOTb1dQiGMF/DuBR7y923GG2qJ/7NzZe86vMlaOo0GNu5j/+ge9h/wOp/J69Ta1gpAKhkm7SR3a+9iA1YmStunuafO5RtXXEZeft5QlyIiIiIiIn3Qm5BnAHfgPYv3m277H2HHDJkLgIe77T/PP+8YoAVvOOci4BN4k60U+9uL/GOtflvDP7fzWgc0L+PtSNfNLc0AuK5BIpXYrb3tpsEZ+qULv/69r/Of37mFT590MYueeIWykWVDXZKIiIiIiPRSbxLF8cC/A3OBf/mv04FfAifjLYdwsv87wBPAarzlEH4HXOzvbwR+CtT4r5/4+wC+BvzeP2cV8OQAPtN+w8Cke2fe1m1bu7bjidhu7dNOCneIQ152bg5nf+orhMNpapuXkIxH+f1ddw5pTSIiIiIi0nu9eSbvJfa8bt2JPexz8ZZZ6Mmd/mtXrwMzelHLAcUwd/7atmza3LXdEWvfrX0qnSTc6xG0wbjx9htJxqO8/PafuOrbV/H3l16lJDmJsRPHsm7VuiGtTURERERE9m3oxwYOYwaAsWO4Zu36HZOLdj6f110ylcAe4p68aeNmEcmOc9W3rwLg9wtvxbYtfnbNz4e0LhERERER6R2FvAAZGDt1ga5btbZru8V/Pq+7RDIOrkFRSfFuxzJhxhEzSHbk0NC6o8du4e0LiWQlGF85dUhqEhERERGRvlHIC9Ius2uuWrGma3vx4iW7NY/FvOf0RlVVBFvXHnztGxcDBn99+KGd9m9P1pOO5TFy1MghqUtERERERHpPIS9AhmHs9DRjIh7nlXf+zB8f/TUP3fvn3dq3d3jP6VVUVe52LBMOm/IhwpE09/zunp32v/DS87iuycXf3NOjliIiIiIisr/oy2Lo0keGYWLssq77D7/1gz22b/Of0ysty/ySBXn5eZAsJGFtwbbtnY7d8ptbOP0jCzhu9vEZr0tERERERPpGIS9Axh4nJe1Za2sbAMUlRUGUs1fnXbQA27Z4/d3Fux1rbdmOGd1Otl2e8bpERERERKRvNFwzQIbBnhef6EFzszcZS1Fx5ide+fDxHwbgvv+9v8fj6zetIpWIMPu4ozNZloiIiIiI9JFCXoAMw8Aw3H039DU3NQFQWFgYVEl7VFU+lnA0yT+XvNnj8ZdfeRmA+Z+bn8myRERERESkjxTyAtTX4Zpbt24DIC8vL4hy9spyCrDN3dfu63TfwvvBcDl8+swMViUiIiIiIn2lZ/KCZBjQ+448GjY1AJCXmxtQQT2bdOgkUokwDR11e2zT2LCVSFacYkPLKIiIiIiI7M/Ukxcgg74N19yyeTMAWdk5QZXUo9PnnQHAu+8t3Wu7mN2Ek8zBsqxMlCUiIiIiIv2gkBcgw+jb17tpgxfysqPZQZSzR0fOOhKARY8v2mu71etXYqctTpl3aibKEhERERGRflDIC5DR9V+9k4jHMUyHaCQaVEk9qqoYgxWyWfzSa3tt9+wzzwJw2ukKeSIiIiIi+yuFvCAZBn16KA+wTJdwOBJMPXuQHSrEisT22e4v9/0F03SYNH5qBqoSEREREZH+0MQrATL6PL8mGJZDmHAg9eyJncgibmzcZ7tUMkkoK0E+JRmoSkRERERE+kM9eUEyjD4N1wQwTAfLzFzI+9gnPoZtW9RuXNer9gl7O24qs88MioiIiIhI7ynkBcjrx+vbcE0MG9PIXAfrSaecBMCSmiW9ar9p6wbSqRAzjpgRZFkiIiIiItJPCnkBMuh7Tx7YGGRuiYLqqdMAeOyhx3vV/p133wHgtDNPD6wmERERERHpP4W8IBnQ1548BxvczP1jKSuqIBxNsmH9nhdC7+6px54CYObhM4MsS0RERERE+kkhL0B9n3YFbDcNbuZ68kJuHq7V3uv2/1zyJqFwmsry0QFWJSIiIiIi/aXZNQPV92fybDtFqB/hsD+KSopJJiK02r2bdKWTGY6RRUFAVYmIiIiIyEAo5AWoPz15KTtFOEMdrJ/67KfANfhg5ft9Oq8t0UwWVViWhW3bAVUnIiIiIjK0qg4ZzbgJY3EMZ6hL6ROFvKD1MeclUwmiZmZC3rHHHQvA31/4R5/OW79hDZMqxvCxUz/Oc48/G0RpIiIiIiIDVjKijImTJzBm7GgqRlUyonwEJcUlFBUWkZebR3ZWDtFwFmErilFjJGUAACAASURBVGWEgRDYFo5tkbZNcL0/zLvhpqH9IH2kkBeovg/XTCTj5GcZFJUU09wY7M00bswETMNh0aOL+nReTU0Nkz51AnNPnKuQJyIiIiKBKSopZvyk8YwZO4bKqgpGlJdTWlJKYWEh+Xn55GTlEI1kd4U0gxA4Xkiz0ybuPiY0NA0HCwfDtcFI45DENpKkjAQxO0ZHrJ3W1u0cVnJYhj7x4FDI28/EYjHIglFVFYGHvILsEgw3QSIe79N5j/75Uc751LepnlodUGUiIiIiMhzkFxYwYcp4xow9hFGjKr2QVtotpGXnkhXOIhyKYhmRnUKaY5s4zt5DmmG4WK6N6dpg2LiksY0YKSNBwo3REe+gta2VlpYWtm7dSsOWLWzcWE/tuvWs/mANrS3be/U5ampqBuPryBiFvAD1ZzH0jlgHFEPZyHJ4Z1kwhfncVA5Jc1ufz6vfUE84mqQ0e2QAVYmIiIjI/iIvP4/xkycwZtwYRo0aRflIL6QV+SEtOzuXrEg24VCUkBHGIAyOhet4PWm9CmnYmK4DRhqXNI4RI2UkSTgxOhIx2tpaadneQmNTIw1bGti0sZ7adXWsWrGaxoatGfomDiwKeYHqe8hra2sFoGxkWQD17DDjiBmkUyE2tW7o1/mu1UHIyRvkqkRERERkMGXn5njPpI0bw6iqUZSPHElpaQmFRUUU5BZ4PWlR/5k0M4JJCNwQrm1ip60+hjTbD2lxUiRIuHFiiQ7a2ttoaW2mcVsTW7Zs6Qppa1atZutmhbQgKOTtZ1rb2gAoKy0N9H1OO/N0AN55951+nd/ctpV8ayJ5+Xm0tbYNZmkiIiIi4svOzWH8hLGMGTeWUaNHUV5RTllpKUWFReTnd4a0bCJWlJDpD3d0LVzb6lVIw3AJuY433BEbSGPT7vWkubHdQlpDQwP19fVsWLeBtavXsHnj5kx8DdJHCnmBMoC+Tbfa0twMQGFRUQD17DDz8JkAPPHo4/06f9XalcycMInT5p3On/73gcEsTURERGRYGTNuDGMnjPMmDxlVSdmIMkqKSyjILyAvN4+sSDaRUBTLjPo9aX5I859L2zsXyw9pRldIS/ghLU486Ye07c00NjWxtaGBTRs3U1dby9qVa6nfUJ+Jr0AyTCEvYH0brAmN2xoBKCwMdrHxUeWjCTlp3qp5q1/nv/bqq8yccCrHffg4hTwREREZ1sKRCBMnT+CQ8YdQNWY0FZUVlJWVec+l5ReQm527ywyP3nNpTnrnafh75mLhhzR/hkfbSJD2Q1osGaOto5Xt21v8kLaVTfWb2LC+jrWr17FhfV3Gvgc5cCjkBarvz+Q1+jNq5uXlB1DPDlGrAKxYv89//C9P8NV/+xETx08axKpEREREgpFfWMCkqZMYO/4QKkZVMrLCezatqKC423pp2YSsCBZh77k0x8JJm9i2tddr7z7DY4q00U7KiBO347TH2tjeup2m5h0hrXbdetatWc/61euwbTtD34IcLBTy9jMNmxoAyM3LDew9wpEI6XgWMaP/f/PT2rKdSDRJsRnsBDEiIiIi4P35ZfTY0YwdfwiVVaO6etNKSkooKCjECcOi558lGooSMqP+s2kh/9m0fc/yaOJgdfWm2ThGnLSRJEmCWLqDtnZvhsempka2bGmgfkM969eu13Npsl9SyAuUgdvHnrwtm7cAkJMdXMg76fQTcRyTdfVrBnQd22jH0gybIiIi0gtVh4xm3ISxjBpd5U0eMqKM4qJiCgsLu/Wkda6XFt7p2TTH3ndvWkcDZFu5uwx7bO96Ni2WaKe1rZXmlmYaGxvZvHkTG+o2sm71OtasWK2J5GRYUcgLkos3YrMPNm3cBEB2NGvw6/F97MSPA/Daq68N6DqNrQ0UhoopGVGmNUpERESGsbKRZYyfOIGqMaMYWTmSsrIR3oLWBQXk5eaTnZ1DViTLnzyk2zT8jh/Q0ib7+kORN+TRwXBsDNMLaY6R9J5NI0HCjtHe0U5bextNzU1eUKvfRG1tHevXrOd/77qHOUfPycwXIrKfU8gLVN9n14y1d2CYDtFINJiSgKmTDgVcHn3okQFdZ8Wq9zlq6lQ++enTWXj7wsEpTkRERAZVfmEBE6aMp2rMaCorKygrH0FZaSmFhUXk5eaRm5NLViSHSChCyNo5oHkzPJq4e504BHZMHuJ09aI5RhzbH+4Yd+LEYt6Qx+aWFhobG9m6tYHN9ZupXV/LutXrBrxemmnsaxZKkYOHQl7A+jq7JoBpuoTNyKDX0qmkoBzLSQ74X6b/ePEljpp6JkfPOVohT0REJCCVVZVMmDyBqkO8WR3Ly0dQXFxCQUEBeTl5ZEVziIa9NdJMI4yBBU7IH+Jo4u5rnTToWsx6x/NoSWwzRcrxF7SO+9Pwt7R0TR6yZdMW6mprWb+mVjM8iuxnFPKC5vY95pmWQ4jgQp7l5GIbAx93vujRRXzrq79k/CETB6EqERGR4SsvP4+pM6YyeepkxhxyCBUVFZSUlJCfm09OVo4//X4E0/AXs+719PvdJwxx/Jkd09hGjJSRIOnEiSW8YY4t25tpam6mcds2Nm/awobaDdSuq6VuXR2pZDJD34SIZIJCXpBcA4y+hzzDdAgRDqAgGDlqJMl4mObUwGeBSsTjhLOSFBilg1CZiIjIgcGyLCZMncjkQyczfsJ4Ro0axYgRIygqLCIvp4DsSDZhKwuDMK4dwklbe500xDCdrsWsvZCWJG2kSBkJ4naMjlg729u309LcTMNWrwdtY91GateuY83qdcTaOzL46UXkQKCQF7D+DNfEsL3x8AGY97l5gMHyD5YPyvVStBGyCwflWiIiIkOhsqqSqdOnMn7iBEZVjaKiYiQlxaXk5xWQk5VLJJSFRQTcsNe7lrLY0yQiptHZq5bGNby10hLEaU+20ry9mW3btlJfv4m1a9eybvVaVr2/mmZ/jVwRkcGikBcoA9ft28QrAC62N54+AMcceywAi554alCut7V5M6XRMsaMG0Pt2tpBuaaIiEh/jRk3hrETxjFh0nhGjxlDeXk5JSUlFOYX+oEtm5DhBTbXtkinrb08s+YS6lrgOoVNO0kjTofTzvbWFhqb/WGPdXWs/GAVy5cuG/Dz7iIig0EhL0CuS7+GazqksdzswS8IGDtqPJZj88LTLwzK9d5d+g4fnTWdT3/hM9x4zQ2Dck0RETl4WJZFeUU55aPKKSsfQUlxCcUlRRQWFZGXn0d+Xj75eXnk5eWTm5NLNJJNJORPMtI1C6SJ4y94vedp+l1CroPpprtmfkwZcWKOP+Pj9mYaGrZQX7+JNavXsGL5Cla/vwrbtjP5dYiIDIrehLw7gU8CW4AZ/r4S4H5gHLAWOAtowvs36w3A6UAHcD7wpn/OAuAqf/tnwN3+9pHAXUA28ARwGf0c5bg/6s8HsZ0UphvMIuNZVhFuaPDG7j/+8ON8dNbZHHXUUYN2TRERGVrhSISKUSMZNbqKkZUjKSouJL+ggLz8PHJycsjNyfHWRYtGiUaziEQiRMJRwqEwIStMyAphmhaWEcI0LAxMwCSdCvHyP97GdbwZHx3HwOnFzI87uP6zaztP0582kqRIEHdidMQ6aG3dzpaGBjZtqmfdmvWsXP4BK95fpclFROSg0ZuQdxdwE9B9jvwrgeeAX/rbVwJXAKcBk/3XHOBW/2cJcDVwFF7ueQN4BC8Y3gpcBLyGF/JOBZ4c0KfaX7gGbj9iXspOYrmDv9ZLfmEBqXgW7e7qQbtmzStLCIXTjB45dtCuKSIiA5Odm8OkqZOYOHlC19popaVl3sQguflkR3OIWNEd0+27FjgmjmPi2GYfg9cOhuFg4mK4LobrYOACDhgO4GCGbFJOHNtIeROLOEmS6RSJRJxYPEYsHqO9vY22tna2b/cmGmlqbmZL/RZq162nbm2detZERHqhNyHv73g9dt3NAz7mb98NvIAX8ubhhUEXL7QVAZV+22eARv+cZ/DC3AtAAfCqv38hMJ/hEvKA/vTlJVMJIgEs6PnZcz6D6xosXzE4k650MsIdRN2CQb2miIjsrmxkGbNmz2LqtKmMHTuWkSMrKCksIScrn7CZheFGcFJh0um9zORouFhdz5nZgI1jpLqCV9JNkkjFiSdidHS009beTltbG+2dP9va2N7SyvaW7TQ3NdPY2EjTtkaatjbtM4DV1NRwwoePHeRvRUREdtXfZ/JGAvX+dj1Q7m9XAd1n36jz9+1tf10P+/fkIv/F9OnTqamp6Wf5wamuru6qK9FhkJuX1+c6nbBLR4PB4prFmAxe2HMiDh1b4PhjjhvU784JQ2xr1qDXK7vrfn+JDDbdX0PLcR1cEwi5YBgYGOCYkDZxUiHSiVCP4c0wXEJuGsu0MUMO5HQQMV1cw5v4y8XFcA1cF0zbBcfA3O0vEk0g6r+Co3tMgqT7S4J0oN1fgz3xSk9PO7v92L8nt/svli5d6s6ePbvPBQatpqaGzrr+8cJSWlu3c9JHP96nayz80z2MKTqaC750Pu+9s2zQanv2xeeJWPkcM+uYQbsmwHW3Xc8RE0/jxttu5N477h3Ua8vOut9fIoNN91ewLMti1pwjOXLOkUydOpWqUVUUF5SSFc7DdKOkkxEce+fwZZoOoUgK10yQMLbSHG9iy9Yt1NXVsXLFSt7959u8/94HB8wQRt1jEiTdXxKk/fX+ct2eo1N/Q95mvGGY9f7PLf7+OmBMt3ajgY3+/o/tsv8Ff//oHtoPG3v64vemvb0diqCiqnJQQ162VQyDOOlKp+eefY4jJp7GR044QSFPRA5aRSXFzDl+Dod/6HAmTJhARXkFhXnFRK1csKOkkiHcXZ639oZNJnGMGDG2sK11K3V161n23jKWvLx4UP8/QEREDh79DXmP4M2W+Uv/58Pd9l8K3Ic34UoLXhBcBPwCKPbbfQL4Pt4zeq3AMcBi4Dzgt/2sab/jugZuP5ZQ2N66HYDyivJ9tOy9ydOmkIxl0Zwa3OfxAJ78yxN89+JrmXDIxAFdJzs3h/lnzadxayOLHh2cdfxEZGhEs7LIL8wjv6CA7KwoKdsm3hEjmUzS0R4jmUiSiMeHusxeCUciHDrjUKpnVDNu/DiqqqooKxtBSWEpudF8LCMLJxUhndr9/1LDbhpIkjZbaXdbaNi2hbXr1vL222+z+B+L2bC+brdzREREBqo3Ie+PeL1wZXg9b1fjhbsHgAuB9cDn/bZP4C2fsBJvCYUL/P2NwE+BzoGsP2HHJCxfY8cSCk8yrCZd6V9PXktzCwClZWWDVseXLvoSYPD8i88P2jU72bZNKNpByO1/vd/9f9/jzLkLuv6QdNWVzXzjm1/jn0ve3MeZIhK07NwcTph7AjNnzWTixIlUlFeQn1NE2IpiEgbXwrUtb1ZG18B1DPa8VtnODMPFNB1My8Ew/VkYDQcXG8dNY7tp0naSZCpJMpXYMQNjhzcDY0tLCy3NLTQ3NZFMpXDSNmnbxk6ncWwX13XIys4mvyCP3NxccnL9qf+zs8jJzqawsIi83Dxyc3LJiuQQCUUIWZ3rr4Vx0iHSKavHz2PiYLkpXCNB0mihJdlE/eZ6Vq1axVv/eoslLy2htWX74P7DEBER6YXehLxz9rD/xB72ucAle2h/p//a1evsWH9veHHp1xIKjY1e/i0uKd5Hy96bNfMoTMfhzlvuGLRrdretrZ58axKVVZXUb6jf9wndXPPba5lTfSZmKMFb7z/LIaPHUmpO5abf3MlZ535Sf9MtkkH5hQVc8B8XcPTsoxlVPoaoWUAqHt1lmKFL2E13rVNmGzHSRoIkSWwn5YUsO006nSKVTmPbNqZpYpomIcvCNDtfJqFQiDARwkYYywhjGiFMLAxCWG4U0zUJuSZh0yAnbFIUBvKD+ewWdrf112wcI07SiNHutNG8vYmGhgbq6upYtWIV772zlJXLVwZTiIiIyAAN9sQr0o2Lges6fT5vW8M2AIoKCwetlrzwCFyjjbbWtkG7Znevv1nDx4+azL9/+Tyu/fE1vT7vxDNO4pjpnyIUjfFv53+WNSu8Nfz+339dzcdnn8N9f3yIjxx/dCA1i4hn/hfm87nPfx7HDfHYQ4u71kgLOWlcq4MOt551G9axYsUK/vXGP1ny8pLA/l2yN9GsLCqqRlI+ciQjKkZQWlpKcUkxBYUF5OfnY5lmV3g0LW8GScMwSaVSxGIx4ok4sY4YsVgHHe0dtLa2sWnjJtatWav110REZFhRyAuS27/hmps3bQYgP39w1p6bccQMkrEstsWD+1vne+68h48fdQ7Hzun9+kfhSISf/OAa7ITLFf/5ja6AB/CT7/+YqX+eyij3SK7/nxu4/KuXBVG2yEFp2mHVfPniizhi+iwibimpZBgAO5kkYW5gyb9e48/3P7TfDZdOxOOsW7WOdavWDXUpIiIi+zWFvAC59C/k1a7zlhTMzxucMUmXXH4pAE8tCm4ykzUrVhPJTjAiZ2/LHO7s+tuuJ9mRx/INz/PS3/6x2/HzzzmfF55fwpFTT2LsxLH6g51IP+Xl5/GVr1/E3I+eSEleFcmOLMDAsm2ccAsrtyzl3rv/l1/9/Fd84sMnDXW5IiIiMkAKeUFyjX49k7dmxWowXPJzB6cn7/DJs8FJ8vubfjco19uTmN1IxB5JOBIhlUzutW1+YQEzJ52AYcX42vn/0WObVDLJ7//3Rs77zPe4+bZb+eTJpwdRtsiw9MnPfYqzzjqL8VVTcRL53vprhgt00JRczlOLnuAPt9218/9Wfz5k5YqIiMggUsgLkAu4Tt9DHkAoZJMdzhlwDafNP41kRx5b4+8M+Fr78u7yt5k54VS+dPEF/M/1/7PXtrfccQupRJinX/2/vbb7w613cv4XLyQ/OZ4ZR8zg3X+9O5gliwwbs487mgUXnsf0yYcTdku6hmCadpK4Wc+Sf73G7Tf/j3rERUREDgIKeUFywenHxCsAZsgmQtaAS7j44kvBcPnlL/5rwNfal5uu+y2/v+kUzjxj3l5DXtUhoxlX9iHMcCv/9f9+sc/rXvfbX3HZl3/JNb/6FWecfNpgliwHuLKRZVzw1S/xoSM+ROWI0UTMPFw7hJO2sG3La2S4mIaLFXIwrLQ3GyRJUukE7fE2mlua2NKwmfXra1nx/ge8/eY7B8SMruMnT+Arl3yFo2bOJjdUTjIeBegagrlm63Luu/ePPP3Y00NcqYiIiGSaQl6gjH49k+edmsIiMqB3//Dcj1AYGo8RbeGNV98Y0LV6Y+XylYSy2yhyRu+13W9vvYl0KsS9D+69t6/TX+//K5df+h3ykuPUmyfMnD2TS75xKdUTDseJF3TNBBl20mDGSBvtxImRsGOAgWEYhKwQUSObiOGt62a5uRhuAaZZQX6xwZhiOHIK4D+OZpoOVjiNYaVxSJBIddDa0Upj8zY2b9nMurVreX3x6xn531WnuafO5dOf+zTVk6aTHSolGYsCBqbj4JptbGlfzmOPP8b/3XmvZokUERE5yCnkBSQc8QJaf5ZQALBJYbnZvW5/9vlnc+xxx7Fy5Qoe+fMjTJ85gx9++2ekEwY//sUP+1VDf6ysXcrY0mOY/4X5/PX+v+52fNph1ZRlT4FoU5+eEfzvG67h21/9Fdf+6lecrt68g85nzvkM55x7LqNKJpLsyAYMDDtF3NzAy0v+wV/+9BfeefPtPl83HIlw6IxDmX74NMZPmEBV1ShGlJaTn1dIjpFLmCxMN5so+VjhKopGwIQRcOx0OPsMsCwbK5ogYbfS0LiJ91e+z6svvcILz7xIrL2j35/3yGOP5IwzP8nhMw6nvHgUpl1AKun969pybFyjnebUGl78xwv8/qbfD8lyBiIiIrL/UsgLSCjsfbX97clLpeOYvVzx98+PPURJdBpgcPj4U/jMyd5smsmYyytvP8Rzjz/brxr649abbuWXVx/Dv/37eT2GvBt+exN22uSGG3/Zp+s+9uCjfOey75GbHMdhsw7v1x/o5cBRWVXJ1755McccdRy5ZjnJRGevdoym5DIe+NP93HfXfQN+n1QyyTtvvt2r+yk7N4cZM2dQPeNQJkycyITxE6gsH0UOhYSdUspzR1I+cyYfmXkW37vUJRxJgRUnltpOW0crLdtbaGxqJJVK4vjP6hYWFlJYWERBbgH5OYWEzVycVIR0ase/mk0nSdpsYt22VSxatIgH731wnxMbiYiIyMFNIS8goZD31Tr9DHmxZAeWYe2z3Q2330hJdDpGVgO33XETU6sP5bDph9PW1spdd/6BF55+oV/v31+LX3qNSE4bFZEpFJUU09zY1HXsrPO+QChVRTJU12MA3Jdrr/sl3/3ar7nm2ms5/aRTB7Psg8axHz2WqdVTycnNZdOmTbz6wivUb6gflGvnFxZwxqdPZ9qM6YwoG0FBfgGG4Q2XBEjbaVKpFOl0mmQyQTKZIpVKgmFQVlJKSXEpJQXlhNw8kvEInUMRnXArqxtquP2W21n80muDUmt/xNo7qHllCTWvLOnx+PjJEzjlk6dw2GGHMaZqDIVmCSFyibqVhMKjKSqFsaV7urpLyE0DcZJGA/UtG3j9jRr+8sBfNFGKiIiI9JlCXkAGOlyzrb2V3FyDqkNG73USiKOmfRSI87G5c/ebv91/6Kk/8skTvsLNv7uZL372XMALAJd99UrspMOll1zcr+s+8dDjfPebV5KbHMvM2TN5q+atfl1n5uyZfPXi/yA/P59ly5bx65//mkQ83q9rHQgu+c6lfPbMswg7pTv1EAF8/Xy8HqdQB01tDSxf8R7PPPUMzz353B6f6xo5aiQf/8THOebYY5kwbgJFeSOwnByvt801BlSr5SRxrHa222t56ZWXuO2G22ht2T6ga2bKmhWrue26W3s8lp2bw5Rpk5k4aSLRrCxM08A0LTbXb2LF+ytZv3qdnqMTERGRQaOQF5Bw2OuFc+z+hbym5iZG5sLUaVP2GPJ+8NMfkoxl8V7tc/tNwAP49U//m8+8fDaHhGdy5LFH8sarb/Dwo4+R7MjhzRWPs+K9D/p97V/5vXn/9V/XcvpJp/Tp3LKRZdzzf/eS5YwFvDAy+pjZnPHs57nzj7/ljpvv6Hdd+6P5X5jPd77xQ1IdBZhpBzu8jfWbV1Nbt554IkFpSSmHjD6E0qxywm4+edZEjpo6iaOmnslV37KxwmkwU7g4GBhACCcV3jkoGi6Wk8Q2O2i117FqzSqWvruU1StXUbu+jmQi0fW/gdzcXLJzc8jNyyUnJ5uc3Byyc7xlQtauXsOyd5bv1PM7nMTaO3ir5q1+/8WEiIiISF8o5AUkFPLWqOrvEgoNWxs4tArGjh+3xzanz50P6TRXXPa9fr1HkP7n7hu58Ozvc/0v7sEMp0jGsthuv8+3L/7WgK67ozfvEE446aP8/dkXe3Xe7OOO5vprf0cyloUTqefOhb/j7X++w5f/48scOXUu533mO+Tk5vDba387oPr2FwsfuIexpUfhJF02tf2Tyy+5jM0bN+/1nKKSYj79hU9z3HHHcsjo8WQbuVhEMAgBLi4pEkYTzfFGajfU8uorr/Lkw08eMD1tIiIiIgcLhbyARKLecM3+PpO3ccNGmAlVY6p6PD7jiBmkOvLZbq/YL2fWW3j7QpLJJJd+5TuAxeqGl7no378yKNf+z6t/wM9/eDs/+/EvOeHZY/fZ/pRPncp/fvdXpJMhnl18Dz+/6mddxy676BvMnD2TW35zD58/9Wts3rSFBxbePyh1DoX8wgIeeexxiJdjZrVw6eVf6XXvUXNjE3+49U7+cOudAVcpIiIiIkEyh7qA4aprdk2nfz1569etB6C8fESPx79y8UWAwSOP9n0Ck0y57677+PDxR3H88R/iwnO/NGjPHL30t3/Q0PEedkcJV1/zo722PeeCc7nq27/GtS0W/vm/dwp4nd6qeYvvXPVVDNPlsot+QFFJ8aDUmWmVVZU89cTfIF5Oc2oZHzn+aA0PFBERETkIKeQFJGz5z+T1c7jmiuUrACgp6nk6vsOrP0QonOau2+7q1/UPdBf82wVEsuOcdPRZzD11bo9tLv72JXztvKswDJdf3/aDvT5z9+qLr7LolftIxrK478EHgio7MGMnjuXBBx4nGctj6fpn+PTp84e6JBEREREZIgp5AbHC/jN5/Zx4ZfX7qwCX/LyCHo+HnWKcUMtBOyNfa8t2fvbfV+ICP73qOk446aM7Hb/5zlv4wumXYoVsfvDTS3q1ZMPPfvBT0uE6ovYYvnjhFwOqfPBN/v/t3Xu4ZHdd5/t3p7uTDBe5XxNuA63TaUHQdIABR8Zwix4JRwFBZoxzcHIYjTdkjkGUOw4ICjqAGiVDYEZumRmJ3CIQ0ZHhssNl0FYwEYg0IBASkJhA0p06f1QFdprdye7uqt67f/v1ep7fU6vW+lXVt/N8n+z92b+1Vp3w7f3hq9/UNVfdpA/8zXmd8aQz1rokAADWkJC3IN/8nryDC3l79+5ty9a93eTYm37LsZN/8KFdc/XWPrn7okOq8Uj3tj96W29+9zntvXprz/vl3+mt73hbr/uj1/ee93ywE+5ycluOvaon/9wTV31zlqr/8OT/ty1bru2n/p9Du0HM4XLv775PrzrrjV1z1TH92Yff0C/9zPq7CQ8AAIeXkLcgR1/3PXkHeU1e1VGb93b0lmO/Zf9jH/fYqs774/MO+r1H8evPfmHP+vUzOuqYf+omm+7RHW5637p2a7u/stRD/vUD+ssPffSA3u/ij13c337ufV195c168ctfvKCq5+PB3/+9/e5v/df2fP3ozv/fr+mZ//EZa10SAADrgLtrLsiWLbNr8g4h5HXUnrZ09Lfs/o57bG/LtXv6H//tvx/8ew/kgrdf0AVv39nNbn6ztm3/9j78gQ8d0vs9+See3LsvWOoB935kt77dC7rsi5fOqdL5+YEf/sF++ede2N5rjurc818xzFc/AABw6KzkLcjmSQu/oAAAIABJREFUb5yueXBfoVB1bdfUZOu37N/arZps9d1k+7riq1cccsCruubqqzv3red0zde3dtbZvzeHyubrV37tVzvzZ17UZLKp33/tCwQ8AACuR8hbkOtW8g7lxijX7P1ak72br7fvwd//vV3z9aO75HN/d0j1ccNe8mu/2ZabXN7tb7q9e3/3fda6nKr+2U1v0rVb6+SdT2zz1mt67ot/odf8/qvXuiwAANYZIW9BvnHjlWsPPuRdcdVXu+aaLf2zm97kG/se/8Qfrertb3vboRXIjXrhS57ftdce1W/+5kvXtI7Nmzf3nBc/t3ee/96u/OK3tenYSzv1R07uT978J2taFwAA65Nr8hZky9Gzr1A4yLtrVv397k+1467bOvmUk3vzuX9c1Qnb7t3mvXt73ateN5c62b83n/vH/exP/1xb9xzfo3/00av6GoZDcafj7tSd73rnbn+H23fHO92pe9/n3p3wHd/ZzbbcsWu+fnSTa6/u2Nt/uQd+14MXWgcAAEc2IW9BtmyereTtPfhr8j76fz7ajrs+rAc88P7fCHlHd+smR//jhv1+vMPtKb/w873iN9/QL/7s0+YW8o459th+7pd+ru//vod282Nu07XXHNPePZubTDZ9y9yjJtfW5iv68MXv7OlPfXp//u7Vfx0EAAAbk5C3IPO4u+Y73vbOnvBDv9i2e3579c3r8T7zlQP7WgAO3l995K/6hyt2dbu99+npz/uVnv8rzzvo9zrm2GP73Vf9btvu/D1d8/WjpwGuq7p60xe7anJlV155RVdc+U/90z9d0T/+41f7y49+tLefd35fvuzy+f2DAAAYnpC3IJs3H/o1eZ+86BNt2bqn2976DtU3r8d7y1vecugFsmpP+rdP6u1v/otO+Vc/2h/c+ff7/Gc/f8DvcfrPnt5pj/vprr7q2DZtvrIP/u35vej5Lzqo9wIAgBvixisLsnnL9D/toZ5WedTWqzp287dVs+vxtuztDa9+/SHXx+p99Sv/2BvfenbXfP3oXvWa1xzQazdv3twb3vSGfuxRT2ly7eb+91/+9x70oPv11J9+qoAHAMBCCHkLsnXr9EvM9x7Kl6FXX77yC11z1T/rtne4bUdPbltbv+J6vDXw0v/00q7Zurtjr71bv/bS/7Sq19z7u+/Tn/35+7rdTb6ro469rCf+ux/s6U/55QVXCgDARifkLcjmzdP/tNceYiD76K6PNpls6j//7su65uotfWjXB+ZRHgfhcT/8mI6+yVU9+D6n9ugfffQNzn3ac365V/zma9v7tZv1iS/8Rf/qwf+yS/7uksNUKQAAG5mQtyCbN8++DP0QV/L+6NzpHR3veLP7ddRR1/ai57/okGvj4Hz5sst72jN/rk1HTXrqTz2/n37qGd8y5273vFtve9ef9PAHntZRW/b28nOe1ZOe+KQ1qBYAgI3KjVcW5LqQdyh316x6/1+8r0996b19+/H37U3veG2f+fvd8yiPg/Tn7/yzfvuOz+7nT//VHvPIM/qRRz229174nvbs3dPO+53UzbfcpT3XbGnv1s906o88rks/f+lalwwAwAYj5C3IUbOQt+eaPYf8Xv/u8T9xyO/B/Lzxv76hD7z3/b3y7Fe1dc8d+5f3/pGqNjWprf/Yf/nDl/Xqs169xlUCALBRCXkLsnXrdV+hcGgreaxPl/zdJT30+/51d7jzHXr04x7d5NpJ73jbO/vkRZ9Y69IAANjghLwF+cY1ee6EObTPf/bz/d5Lf2+tywAAgG9w45UFOeqo6268IuQBAACHj5C3IN+48cpep2sCAACHj5C3IEfNvifP6ZoAAMDhJOQtyObZ6Zp79hz63TUBAABWS8hbkC1bpve02btXyAMAAA4fIW9BjjpqdrrmHtfkAQAAh896CnmPrD5eXVyduca1HDLX5AEAAGthvYS8zdXLq1OqE6onzB6PWNddk+d0TQAA4HBaLyHvpKYreJ+orq5eV526phUdoLvd8269+o2v6dqjJ736ja/pASc+qKprrhHyAACAw2fTZDJZ6xqqHtP0dM2fnD3/t9X9qzP2mXf6bHTVVVd9z65duw5bgTdmz5Zr+9qlt7zevk1HXduxt/xKm6/dvEZVMZrt27f3N3/zN2tdBoPSXyyaHmOR9BeLtF7768QTT/xgdeK++7esQS0r2bTCvpXS51mz0a5duyY7d+5caFEHYuvRR3fPbf+8c845p9NOO62qSy+9tEs/f+kaV8ZIlpaWWk99z1j0F4umx1gk/cUirdf+2t+C3XoJeburuyx7fnz12TWq5aBcc/XVfWzXxzpqclQf2/WxtS4HAADYoNbLNXlL1bbqHtXR1eOr89a0IgAAgCPQelnJ29P0+rvzm95p8+xq/VxwBwAAcIRYLyGv6q2zAQAAwEFaL6drAgAAMAdCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAayaX/fkn4E+GJ1yVoXsYLbVpeudREMS3+xSPqLRdNjLJL+YpHWa3/drbrdvjuP5JC3Xl1YnbjWRTAs/cUi6S8WTY+xSPqLRTqi+svpmgAAAAMR8gAAAAYi5M3fWWtdAEPTXyyS/mLR9BiLpL9YpCOqv1yTBwAAMBAreQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyANgI/iJ6i/W4HO/t/r4GnwuABuYkAfASD5VXVVdsWy87DB+/qS617Ln/6v6jsP4+QAg5AEwnB+qbrZsnLG25QDA4SXkAbAR/YvqHdVlTU+nfNxs/wOqf6g2L5v7f1cfnW2fVL23+nL1uaarhEfPjv357PH/NF1B/NHqIdXuZe+1vXr37PW7qkctO/aq6uXVW6qvVu+v7nmQ/z4ANjAhD4CN5qZNA94fVrevnlC9otpRva/6p+r7l83/sdncqr3VL1S3rR5YnVz91OzYv5o9flfTFcTX7/O5W6s/rv5k9rk/U/23rn865xOqZ1e3qi6unn/Q/0oANiwhD4DR/FHTlbLrxr/f5/j/1fTavf9S7ak+VP336jGz469tGraqbl79wGxf1QebBsE9s/f4ver7VlnXA5qGvxdUV1cXVG9e9llV/6P6wOz9/1t131W+NwB8g5AHwGgeXd1y2fj9fY7frbp/1w+CT6zuODv+h9UPV8fMHj9UXTI79u1Ng9k/VP9Y/VrTVb3VuHP16eraZfsuqY5b9vwflm1f2TQUAsABEfIA2Gg+Xf1Z1w+CN6v+w+z4XzcNX6d0/VM1q36n+li1rfq26perTav83M9Wd+n6P3vvWn3mYP4RALA/Qh4AG82bm67I/dum18ltrXY2vSnKdf6w+tmm19m9cdn+mzddwbui6c1b/kPX9/nqn+/nc9/f9Hq//2/2mQ9peifQ1x30vwQAViDkATCaP+7635P3P/c5/tXq4dXjm66u/UP1wqanZ17ntU1D2AXVpcv2P7Xp6t5Xm54Guu/NVZ5VndP0FNDH7XPs6qZ30zxl9p6vqH686cogAMzNpslkstY1AAAAMCdW8gAAAAYi5AEAAAxEyAMAABiIkAcAADCQLWtdwMH64he/OLnkkktufOJhtm3bti666KK1LoNB6S8WSX+xaHqMRdJfLNJ67a8TTzzx0up233JgMpkckWNpaWlSrbuxXusyxhj6y1jk0F/GooceMxY59JexyLFe+2symVy4UlZyuiYAAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGMs+Q98jq49XF1ZkrHD+mev3s+Puru+9z/K7VFdVT51gTAADAhjKvkLe5enl1SnVC9YTZ43JPqi6v7lW9pHrhPsdfUr1tTvUAAABsSPMKeSc1XaH7RHV19brq1H3mnFqdM9s+tzq52jR7/ujZa3fNqR4AAIANacuc3ue46tPLnu+u7n8Dc/ZUX6luU11V/VL1sG78VM3TZ6MdO3a0tLR0aFUvwPbt29dlXYxBf7FI+otF02Mskv5ikY60/ppXyNu0wr7JKuc8u+mpmles4nPOmo127do12blz54HUeFgsLS21HutiDPqLRdJfLJoeY5H0F4u0XvtrMtk3ck3NK+Ttru6y7Pnx1Wf3M2f37HNvUV3WdMXvMdWvV7esrq2+Vr1sTrUBAABsGPMKeUvVtuoe1Weqx1c/ts+c86rTqvc2DXUXNF3J+95lc57VdEVPwAMAADgI8wp5e6ozqvOb3mnz7KY3UXlOdWHTgPfK6jVNb9ByWdMgCAAAwBzNK+RVvXU2lnvGsu2vVY+9kfd41hzrAQAA2HDm+WXoAAAArDEhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAg8wx5j6w+Xl1cnbnC8WOq18+Ov7+6+2z/w6oPVn85e/z+OdYEAACwocwr5G2uXl6dUp1QPWH2uNyTqsure1UvqV44239p9UPVvavTqtfMqSYAAIANZ14h76SmK3SfqK6uXledus+cU6tzZtvnVidXm6oPV5+d7d9VHdt01Q8AAIADtGVO73Nc9ellz3dX97+BOXuqr1S3abqSd50faRr6vr6fzzl9NtqxY0dLS0uHVvUCbN++fV3WxRj0F4ukv1g0PcYi6S8W6Ujrr3mFvE0r7Jsc4JwdTU/hfPgNfM5Zs9GuXbsmO3fuPJAaD4ulpaXWY12MQX+xSPqLRdNjLJL+YpHWa39NJvtGrql5na65u7rLsufH981TMFeas6W6RXXZsvn/s/rx6u/mVBMAAMCGM6+Qt1Rtq+5RHV09vjpvnznnNb2xStVjqguaruTdsnpL9bTqPXOqBwAAYEOaV8jbU51RnV/9TfWGpjdReU71qNmcVza9Bu/i6il982sWzmh6x81frT4yG7efU10AAAAbyryuyat662ws94xl21+rHrvC6543GwAAAByieX4ZOgAAAGtMyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwkHmGvEdWH68urs5c4fgx1etnx99f3X3ZsafN9n+8esQcawIAANhQ5hXyNlcvr06pTqieMHtc7knV5dW9qpdUL5ztP6F6fLWjaVB8xez9AAAAOEBb5vQ+JzVdifvE7PnrqlOrv14259TqWbPtc6uXVZtm+19Xfb365Ox9TqreO6faDpu3X/CO9u7d2nve88G1LoVB7d27WX+xMPqLRdNjLJL+YpGu3TJZ6xIOyLxC3nHVp5c9313d/wbm7Km+Ut1mtv99+7z2uP18zumz0Y4dO1paWjq0qufs2i2b6upNbd5sIZLF2LRJf7E4+otF02Mskv5ikTZvnqy77HFD5hXyNq2wb9+4u785q3ntdc6ajXbt2jXZuXPnqgs8XJaWllqPdTEG/cUi6S8WTY+xSPqLRVqv/TWZrByb5nVN3u7qLsueH1999gbmbKluUV22ytcCAACwCvMKeUvVtuoe1dFNb6Ry3j5zzqtOm20/prqg6YrdebP5x8xev636wJzqAgAA2FDmdbrmnuqM6vymd8Y8u9pVPae6sGmQe2X1mqY3VrmsabBrNu8NTW/Ssqf66WrvnOoCAADYUOYV8qreOhvLPWPZ9teqx+7ntc+fDQAAAA7BPL8MHQAAgDUm5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYyDxC3q2rd1QXzR5vtZ95p83mXDTbrrpJ9ZbqY9Wu6gVzqAcAAGDDmkfIO7N6V7Vt9njmCnNuXT2zun910mz7ujD44upfVPerHlSdMoeaAAAANqR5hLxTq3Nm2+dUj15hziOarvJdVl0+235kdWX1p7M5V1cfqo6fQ00AAAAb0pY5vMcdqs/Ntj9X3X6FOcdVn172fPds33K3rH6o+q0b+KzTZ6MdO3a0tLR0MPUu1Pbt29dlXYxBf7FI+otF02Mskv5ikY60/lptyHtndccV9j99la/ftMK+yT51vLb67eoTN/A+Z81Gu3btmuzcuXOVH3/4LC0ttR7rYgz6i0XSXyyaHmOR9BeLtF77azKZrLh/tSHvoTdw7PPVnZqu4t2p+sIKc3ZXD1n2/Pjq3cuen9X0hiwvXWU9AAAArGAe1+Sd1zfvlnla9aYV5pxfPbzpzVZuNds+f3bsedUtqp+fQy0AAAAb2jxC3guqhzVdiXtY3/wahBOrP5htX1Y9t1qajefM9h3f9JTPE5redOUj1U/OoSYAAIANaR43XvlSdfIK+y/s+oHt7NlYbncrX68HAADAQZjHSh4AAADrhJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMJB5hLxbV++oLpo93mo/806bzblotr2v86q/mkM9AAAAG9Y8Qt6Z1buqbbPHM1eYc+vqmdX9q5Nm28vD4A9XV8yhFgAAgA1tHiHv1Oqc2fY51aNXmPOIpqt8l1WXz7YfOTt2s+op1fPmUAsAAMCGtmUO73GH6nOz7c9Vt19hznHVp5c93z3bV/Xc6jeqK1fxWafPRjt27Ghpaelg6l2o7du3r8u6GIP+YpH0F4umx1gk/cUiHWn9tdqQ987qjivsf/oqX79phX2T6r7VvapfqO6+ivc5azbatWvXZOfOnav8+MNnaWmp9VgXY9BfLJL+YtH0GIukv1ik9dpfk8lkxf2rDXkPvYFjn6/u1HQV707VF1aYs7t6yLLnx1fvrh5YfU/1qVktt5/tXz4XAACAVZrHNXnn9c27ZZ5WvWmFOedXD296s5VbzbbPr36nunPTVbwHV3+bgAcAAHDQ5hHyXlA9rOlXIzxs9rzqxOoPZtuXNb32bmk2njPbBwAAwBzN48YrX6pOXmH/hdVPLnt+9mzsz6eq75xDPQAAABvWPFbyAAAAWCeEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAPZNJlM1rqGg/XF6pK1LmIFt60uXesiGJb+YpH0F4umx1gk/cUirdf+ult1u313Hskhb726sDpxrYtgWPqLRdJfLJoeY5H0F4t0RPWX0zUBAAAGIuQBAAAMRMibv7PWugCGpr9YJP3FoukxFkl/sUhHVH+5Jg8AAGAgVvIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAFb2+Or91T9VX5ht/1S1qXpV9bzZvLtXk+qK2fhUdeZhrRQAlhHyAOBb/WL1W9WLqjtWd6ieXD2oOno/r7lldbPqMdWvVg9bfJkA8K2EPAC4vltUz2m6andu9dWmK3Ufrp5Yff1GXn9htau67wJrBID9EvIA4PoeWB1TvekgX/+A6juri+dWEQAcgC1rXQAArDO3rS6t9izb97+rE5qGv0fs53WXzo4fW/1G9UcLrBEA9stKHgBc35eaBr3lfwj9l02vuftS+//Zedum1+Q9tXpItXVxJQLA/gl5AHB972163d2pB/HavU1X8b7W9Jo+ADjshDwAuL4vV8+uXtH0Tpk3a/rz8r7VTVf5Hi+o/r+mp24CwGEl5AHAt/r16ilNg9oXqs9Xv1f9UtPr827MW6rLq3+/qAIBYH82TSaTta4BAACAObGSBwAAMBAhDwAAYCBCHgAAwECEPAAAgIFsufEp69MXv/jFySWXXLLWZXyLbdu2ddFFF611GQxKf7FI+otF02Mskv5ikdZrf5144omXVrf7lgOTyeSIHEtLS5Nq3Y31WpcxxtBfxiKH/jIWPfSYscihv4xFjvXaX5PJ5MKVspLTNQEAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABjIPEPeI6uPVxdXZ65w/Jjq9bPj76/uvs/xu1ZXVE+dY00AAAAbyrxC3ubq5dUp1QnVE2aPyz2pury6V/WS6oX7HH9J9bY51QMAALAhzSvkndR0he4T1dXV66pT95lzanXObPvc6uRq0+z5o2ev3TWnegAAADakeYW846pPL3u+e7Zvf3P2VF+pblPdtPql6tlzqgUAAGDD2jKn99m0wr7JKuc8u+mpmles4nNOn4127NjR0tLSgdR4WGzfvn1d1sUY9BeLpL9YND3GIukvFumI66/JZDKP8cDJZHL+sudPm43lc86fzWsymWyZTCaXTiaTTZPJ5H9NJpNPzcaXJ5PJZZPJ5Iwb+8ylpaVJ05C4rsZ6rcsYY+gvY5FDfxmLHnrMWOTQX8Yix3rtr8lkcuFKWWleK3lL1bbqHtVnqsdXP7bPnPOq06r3Vo+pLpgV973L5jyr6Yrey+ZUFwAAwIYyr5C3pzqjOr/pnTbPbnoTledUFzYNeK+sXtP0Bi2XNQ2CAAAAzNG8Ql7VW2djuWcs2/5a9dgbeY9nzbEeAACADWeeX4YOAADAGhPyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxkniHvkdXHq4urM1c4fkz1+tnx91d3n+1/WPXB6i9nj98/x5oAAAA2lHmFvM3Vy6tTqhOqJ8wel3tSdXl1r+ol1Qtn+y+tfqi6d3Va9Zo51QQAALDhzCvkndR0he4T1dXV66pT95lzanXObPvc6uRqU/Xh6rOz/buqY5uu+gEAAHCAtszpfY6rPr3s+e7q/jcwZ0/1leo2TVfyrvMjTUPf1/fzOafPRjt27GhpaenQql6A7du3r8u6GIP+YpH0F4umx1gk/cUiHWn9Na+Qt2mFfZMDnLOj6SmcD7+BzzlrNtq1a9dk586dB1LjYbG0tNR6rIsx6C8WSX+xaHqMRdJfLNJ67a/JZN/INTWv0zV3V3dZ9vz4vnkK5kpztlS3qC5bNv9/Vj9e/d2cagIAANhw5hXylqpt1T2qo6vHV+ftM+e8pjdWqXpMdUHTlbxbVm+pnla9Z071AAAAbEjzCnl7qjOq86u/qd7Q9CYqz6keNZvzyqbX4F1cPaVvfs3CGU3vuPmr1Udm4/ZzqgsAAGBDmdc1eVVvnY3lnrFs+2vVY1d43fNmAwAAgEM0zy9DBwBMkpbYAAAOFklEQVQAYI0JeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGMs+Q98jq49XF1ZkrHD+mev3s+Puruy879rTZ/o9Xj5hjTQAAABvKvELe5url1SnVCdUTZo/LPam6vLpX9ZLqhbP9J1SPr3Y0DYqvmL0fAAAAB2jLnN7npKYrcZ+YPX9ddWr118vmnFo9a7Z9bvWyatNs/+uqr1efnL3PSdV751TbYfP2C97R3r1be897PrjWpTCovXs36y8WRn+xaHqMRdJfLNK1WyZrXcIBmVfIO6769LLnu6v738CcPdVXqtvM9r9vn9cet5/POX022rFjR0tLS4dW9Zxdu2VTXb2pzZstRLIYmzbpLxZHf7FoeoxF0l8s0ubNk3WXPW7IvELephX27Rt39zdnNa+9zlmz0a5duyY7d+5cdYGHy9LSUuuxLsagv1gk/cWi6TEWSX+xSOu1vyaTlWPTvK7J213dZdnz46vP3sCcLdUtqstW+VoAAABWYV4hb6naVt2jOrrpjVTO22fOedVps+3HVBc0XbE7bzb/mNnrt1UfmFNdAAAAG8q8TtfcU51Rnd/0zphnV7uq51QXNg1yr6xe0/TGKpc1DXbN5r2h6U1a9lQ/Xe2dU10AAAAbyrxCXtVbZ2O5Zyzb/lr12P289vmzAQAAwCGY55ehAwAAsMaEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBzCPk3bp6R3XR7PFW+5l32mzORbPtqptUb6k+Vu2qXjCHegAAADaseYS8M6t3Vdtmj2euMOfW1TOr+1cnzbavC4Mvrv5Fdb/qQdUpc6gJAABgQ5pHyDu1Ome2fU716BXmPKLpKt9l1eWz7UdWV1Z/OptzdfWh6vg51AQAALAhbZnDe9yh+txs+3PV7VeYc1z16WXPd8/2LXfL6oeq37qBzzp9NtqxY0dLS0sHU+9Cbd++fV3WxRj0F4ukv1g0PcYi6S8W6Ujrr9WGvHdWd1xh/9NX+fpNK+yb7FPHa6vfrj5xA+9z1my0a9euyc6dO1f58YfP0tJS67EuxqC/WCT9xaLpMRZJf7FI67W/JpPJivtXG/IeegPHPl/dqekq3p2qL6wwZ3f1kGXPj6/evez5WU1vyPLSVdYDAADACuZxTd55ffNumadVb1phzvnVw5vebOVWs+3zZ8eeV92i+vk51AIAALChzSPkvaB6WNOVuIf1za9BOLH6g9n2ZdVzq6XZeM5s3/FNT/k8oelNVz5S/eQcagIAANiQ5nHjlS9VJ6+w/8KuH9jOno3ldrfy9XoAAAAchHms5AEAALBOCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABjKPkHfr6h3VRbPHW+1n3mmzORfNtvd1XvVXc6gHAABgw5pHyDuzele1bfZ45gpzbl09s7p/ddJse3kY/OHqijnUAgAAsKHNI+SdWp0z2z6nevQKcx7RdJXvsury2fYjZ8duVj2let4cagEAANjQtszhPe5QfW62/bnq9ivMOa769LLnu2f7qp5b/UZ15So+6/TZaMeOHS0tLR1MvQu1ffv2dVkXY9BfLJL+YtH0GIukv1ikI62/Vhvy3lndcYX9T1/l6zetsG9S3be6V/UL1d1X8T5nzUa7du2a7Ny5c5Uff/gsLS21HutiDPqLRdJfLJoeY5H0F4u0XvtrMpmsuH+1Ie+hN3Ds89Wdmq7i3an6wgpzdlcPWfb8+Ord1QOr76k+Navl9rP9y+cCAACwSvO4Ju+8vnm3zNOqN60w5/zq4U1vtnKr2fb51e9Ud266ivfg6m8T8AAAAA7aPELeC6qHNf1qhIfNnledWP3BbPuyptfeLc3Gc2b7AAAAmKN53HjlS9XJK+y/sPrJZc/Pno39+VT1nXOoBwAAYMOax0oeAAAA64SQBwAAMBAhDwAAYCBCHgAAwECEPAAAgIEIeQAAAAMR8gAAAAYi5AEAAAxEyAMAABiIkAcAADAQIQ8AAGAgQh4AAMBAhDwAAICBCHkAAAADEfIAAAAGIuQBAAAMRMgDAAAYiJAHAAAwECEPAABgIEIeAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQBwAAMBAhDwAAYCCbJpPJWtdwsL5YXbLWRazgttWla10Ew9JfLJL+YtH0GIukv1ik9dpfd6tut+/OIznkrVcXVieudREMS3+xSPqLRdNjLJL+YpGOqP5yuiYAAMBAhDwAAICBCHnzd9ZaF8DQ9BeLpL9YND3GIukvFumI6i/X5AEAAAzESh4AAMBAhDwAAICBCHkH55HVx6uLqzNXOH5M9frZ8fdXdz9slTGKG+uxp1R/XX20elfT70iB1bqx/rrOY6pJR9Ato1kXVtNfj2v6/7Bd1R8eproYx4312F2rP60+3PTn5A8cvtI4wp1dfaH6q/0c31T9dtPe+2j13YeprgMm5B24zdXLq1OqE6onzB6Xe1J1eXWv6iXVCw9ngRzxVtNjH276i/d9qnOrXz+cBXJEW01/Vd28+tmmf6iC1VpNf22rnlY9qNpR/fzhLJAj3mp67FeqN1T3qx5fveJwFsgR7VVN/4iwP6c0/X/Ytur06ncOQ00HRcg7cCc1Te+fqK6uXledus+cU6tzZtvnVic3Tf6wGqvpsT+trpxtv686/rBVx5FuNf1V9dymfzz42uErjQGspr/+fdNf0i+fPf/CYauOEaymxybVt822b1F99rBVx5Huz6vLbuD4qdWrm/bY+6pbVnc6DHUdMCHvwB1XfXrZ892zffubs6f6SnWbxZfGIFbTY8s9qXrbQitiJKvpr/tVd6nefLiKYhir6a9vn433NP0l6Yb+ag77Wk2PPav6N7Njb61+5rBUxkZwoL+jrZkta13AEWilFbl9v4diNXNgfw6kf/5N09M2v29x5TCYG+uvo5qeZv4Th6UaRrOa/39taXqq00OanoXwv6rvrL680MoYxWp67AlNT7v7jeqB1Wua9ti1C62MjeCI+R3fSt6B2930L9zXOb5vPQ1g+ZwtTU8VuKGlX1huNT1W9dDq6dWjqq8fhroYw431182b/jL07upT1QOq83LzFVZntT8j31RdU32y6Q00th2W6hjBanrsSU2vyat6b3VsddvFl8YGsNrf0dackHfglpr+MLpHdXTTC3rP22fOedVps+3HVBe0TlM+69Jqeux+1e81DXiuZ+FA3Fh/faXpL0N3n433Ne2zCw9nkRyxVvP/rz+q/vVs+7ZNT938xOEqkCPeanrs75veD6Fqe9OQ98XDVSBDO6/68aYreg9o+jPzc2ta0X44XfPA7anOqM5veoens5veAvo5TX8JOq96ZdNTAy5uuoL3+DWplCPVanrsRdXNqjfOXvP3TX8Rhxuzmv6Cg7Wa/jq/enjTr1DYW/3H6ktrUSxHpNX02C9Wv1/9QtM/sv9E/tjO6ry26ankt226avfMauvs2O82vcbzB5r+jn9l9e8Of4mrs2ky0fMAAACjcLomAADAQIQ8AACAgQh5AAAAAxHyAAAABiLkAQAADETIAwAAGIiQB8BGcZvqI7PxD9VnZttXVK9YwOe9qvpk9eQbmPO9Tb8v7q8W8PkAbFC+Jw+AjehZTcPdixf4Ga+q3lydeyPz7j6b950LrAWADcRKHgAb3UOahqyahr9zqj+pPlX9cPXr1V9Wb6+2zuZ9T/Vn1Qer86s7reJzHtt0xe7/VH8+j8IBYCVCHgBc3z2rH6xOrf5r9afVvaurZvu3Vv+5ekzTsHd29fxVvO8zqkdU31U9au5VA8DMlrUuAADWmbdV1zRdvdvcdAWv2fO7V9/R9NTKd8z2b64+t4r3fU/TUzjfUP2PuVULAPsQ8gDg+r4+e7y2adibLHu+pdpU7aoeeIDv++Tq/k1XAz9S3bf60qEWCwD7cromAByYj1e365shb2u1YxWvu2f1/qanbV5a3WUh1QGw4VnJA4ADc3XT6/F+u7pF05+lL226undDXlRta7oS+K6mN2ABgLnzFQoAsBivylcoALAGnK4JAIvxleq53fiXof9x09M3AWAurOQBAAAMxEoeAADAQIQ8AACAgQh5AAAAAxHyAAAABvL/A10WLxY76x87AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.arange(len(data_00))/1e3\n",
    "fig, axs = plt.subplots(nrows=3, sharex=True, figsize=(15, 15))\n",
    "ax = axs[0]\n",
    "ax.plot(t, np.vstack(data_00[\"MountTorques\"])[:, :12].mean(1))\n",
    "ax.plot(t, np.vstack(data_30[\"MountTorques\"])[:, :12].mean(1))\n",
    "ax.plot(t, np.vstack(data_60[\"MountTorques\"])[:, :12].mean(1))\n",
    "ax.grid()\n",
    "ax.set_title(\"Azimuth\")\n",
    "ax.legend([0,30,60])\n",
    "ax = axs[1]\n",
    "ax.plot(t, np.vstack(data_00[\"MountTorques\"])[:, 12:16].mean(1))\n",
    "ax.plot(t, np.vstack(data_30[\"MountTorques\"])[:, 12:16].mean(1))\n",
    "ax.plot(t, np.vstack(data_60[\"MountTorques\"])[:, 12:16].mean(1))\n",
    "ax.grid()\n",
    "ax.set_title(\"Elevation\")\n",
    "ax = axs[2]\n",
    "ax.plot(t, np.vstack(data_00[\"MountTorques\"])[:, 16:].mean(1))\n",
    "ax.plot(t, np.vstack(data_30[\"MountTorques\"])[:, 16:].mean(1))\n",
    "ax.plot(t, np.vstack(data_60[\"MountTorques\"])[:, 16:].mean(1))\n",
    "ax.grid()\n",
    "ax.set_xlabel(\"Time [s]\")\n",
    "ax.set_title(\"GIR\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(nrows=2,sharex=True,figsize=(10,10))\n",
    "ax = axs[0]\n",
    "ax.plot(np.vstaack(data[\"OSSM1Lcl\"]));\n",
    "ax.grid()a\n",
    "ax = axs[1]\n",
    "ax.plot(np.vstack(data[\"MCM2Lcl6D\"]))\n",
    "ax.grid()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['OSSM1Lcl', 'MCM2Lcl6D'], dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_parquet(\"setpoint-mount-m1-m2-tt.parquet\")\n",
    "data.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"dark_background\")\n",
    "fig, axs = plt.subplots(nrows=2, sharex=True, figsize=(10, 10))\n",
    "ax = axs[0]\n",
    "ax.plot(np.vstack(data[\"OSSM1Lcl\"]))\n",
    "ax.grid()\n",
    "ax = axs[1]\n",
    "ax.plot(np.vstack(data[\"MCM2Lcl6D\"]))\n",
    "ax.grid()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['TTFB'], dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_parquet(\"tt_feedback.parquet\")\n",
    "data.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.vstack(data[\"TTFB\"]))\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "poke = np.load(\"poke_mat.pkl\",allow_pickle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4988821187389875"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.asarray(poke[0]).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18.918380108784437"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.asarray(poke[1]).sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.10 ('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": "3.6.10"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "caf1c2fcf97217de91eafa76b907d50f9ea378f5ffbee7f571142d119bb6a771"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}