{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from aesim.simba import ProjectRepository"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Open and Run SIMBA Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "========== 0 Error(s), 0 Warning(s) ==========\n",
      "Job duration: 7,2090652 seconds.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "file_path = os.path.join(os.getcwd(), \"pfc_totem_pole.jsimba\")\n",
    "project = ProjectRepository(file_path)\n",
    "design = project.GetDesignByName('3. PFC totem pole closed loop')\n",
    "job = design.TransientAnalysis.NewJob()\n",
    "status = job.Run()\n",
    "print (job.Summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Power Factor Calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Power Factor 99.9993 %\n"
     ]
    },
    {
     "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"
    }
   ],
   "source": [
    "time= job.TimePoints\n",
    "V_out= np.array(job.GetSignalByName('R3 - Voltage').DataPoints)\n",
    "\n",
    "V_in= np.array(job.GetSignalByName('AC1 - Voltage').DataPoints)\n",
    "I_in= np.array(job.GetSignalByName('AC1 - Current').DataPoints)\n",
    "\n",
    "#%% Plot Output voltage\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_title(\"PFC Totem Pole - Output Voltage\")\n",
    "ax.set_ylabel('Vout (V)')\n",
    "ax.set_xlabel('time (s)')\n",
    "ax.plot(time,V_out)\n",
    "\n",
    "# Get the two last periods of the input signals\n",
    "time_end = time[-1]\n",
    "time_start = time_end - 2*1/60 ; # two periods at 60 Hz\n",
    "index_time_start = next((i for i, t in enumerate(time) if t >= time_start), -1)\n",
    "time_2T = time[index_time_start:]\n",
    "V_in = V_in[index_time_start:]\n",
    "I_in1 = I_in[index_time_start:]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_title(\"PFC Totem Pole - Input Voltage\")\n",
    "ax.set_ylabel('V_in (V)')\n",
    "ax.set_xlabel('time (s)')\n",
    "ax.plot(time_2T,V_in)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_title(\"PFC Totem Pole - Input Current\")\n",
    "ax.set_ylabel('I_in (V)')\n",
    "ax.set_xlabel('time (s)')\n",
    "ax.plot(time_2T,I_in1)\n",
    "\n",
    "def power_factor(voltage, current, time):\n",
    "    apparent_power = np.trapz(voltage * current, time)\n",
    "    reactive_power = np.trapz(voltage * np.sin(np.arctan2(current, voltage)), time)\n",
    "    true_power = np.sqrt(apparent_power**2 - reactive_power**2)\n",
    "    return true_power / apparent_power\n",
    "\n",
    "print(\"Power Factor: {0:.4f} %\".format(100*power_factor(V_in, I_in1, time_2T)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# THD Calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IMWPGDOHm5ibMzMw0moduy5Ytok2bNsLa2lrY2dmJrl27iqNHj6q1KctVri9rq+nEwoX++OMPERISIhwdHYWFhYWoVq2aCAwMFN9//73Iyckp9bWF87YV5/79++I///mP8PLyEpaWlsLBwUG0aNFCzJw5UzUf4OrVq0VgYKBwdnYWVlZWws3NTbz99tsiJiZG1U9OTo6YMmWKqFmzprC2thbNmzcXW7ZsEcOGDRO1a9d+6fsuadyK+2wVvp/ff/9d+Pn5CSsrK+Hp6SkWLVqk0VgSSYFMiOeOHRAREVUynp6e8Pf3x7Zt24xdCpHe8Bw6IiIiIoljoCMiIiKSOB5yJSIiIpI47qEjIiIikjgGOiIiIiKJY6AjIiIikjhOLPyCgoIC3L17F/b29uW6bQ4RERFReQghkJGRATc3N5iZlb4PjoHuBXfv3oWHh4exyyAiIiICANy+fful99NmoHtB4S1/bt++japVqxq5GiIiIjJV6enp8PDwKPZ2hC9ioHtB4WHWqlWrMtARERGR0WlyChgviiAiIiKSOAY6IiIiIoljoCMiIiKSOJ5DR0RERCanoEAgIzsf9zKycSc1C8np2XiUmYucPCUAwMbKAg52lnBR2MBNYQ1nhTWqWFnAzKxiTmnGQGdgQggELDyAxEdPAQDVbC0x5w1/dPN1hrWluZGrIyIiqjyycpVYfSwBETuv6KX/tnUcsP7f7fTSt7YY6AzsVEKqKswBQOrTPHy47lyRdlWtLfDbyLbwr1mVExwTERFp4MytVLy1LNpg2zt+85HBtvUyDHQG9uBJjkbt0rPz8fp3R9SWvdO2Fj7t5Qu5BffkERERpT3NQ7evDiIlQ7PfrfpQUCAqxGFYBjoD230pucyvXXM8EWuOJ6qev9vBC5+ENKwQHyQiIiJDSMnIRuu5+4xdhkpeQQHkZsbf0cJAZ2Ca7qHTxIqj8VhxNB4AUNfRDjvGv8q9d0REVOnk5hegw/z9uG/EPXElyVcKyCtAmqoAJZgWi5fcXLesbtzPhM8nuwAAXRo4Yfmwljz3joiIJG3PpWT8+9czxi6jVEohjF0CAAY6g7M013/I2n8lBV4zdgAAvh7QFG80ran3bRIREemCEAIDfjyOE/EV54KD0uQrGehMkqW5YedyHr/+PMavPw8AuDg7GFUqwn5hIiKiF+QpC+A9c6exy9DazftP4GDnYOwyGOgMzcLAge55/qG7AQDLBjdHj0auRquDiIioUHaeEg0+3WXsMsosLSvP2CUAYKAzSaN/OwsACKjviFUjWvFcOyIiMrjc/ALU/0R6e+ReZFZBfocy0BnYv1+tgz//umvsMgAAB6/eV51rd21uD4MfDiYiItMjhEDjsD3IyMk3dik60cKzmrFLAADIhKggl2dUEOnp6VAoFEhLS0PVqlX1so3Eh0/xzf5r+P3M33rpvzzOz+qGV2ytjF0GERFVQp9ti8XyI/FGreE/Xb3xr+bucK9mU+Z5XIUQSH2aB2tLM9ha6W/fmDaZhIHuBYYIdCXJzlPi58M38cWeqwbdbnGOz+gKF4W1scsgIqJK4OKdNPT69sjLG+rQv1q4I6y3n6QvBmSgKwdjBrri3H70FN0XH0JmrtIo2z/xcVc4V2WwIyIi7eUrC1DPQFeuTupWHx92qVepzgtnoCuHihboXnQ2MRV9lxruxsOq7X7aDQ52PBRLRESaWXbgBubvuqLXbeydFIB6TlX0ug1jYqArh4oe6J6XnafEG98dRdy9DINt8/Kc7rCx4u3FiIioeE9y8lXTZOnDnomdUN/ZXm/9VyQMdOUgpUD3vJx8JbotOoTER08Nsr348J6Varc2ERGV3xe74/Bd1HWd9/tpL1+819FL5/1WdAx05SDVQPe8lIxstJ67T+/bCWnsiiWDmut9O0REVLHl5CtV9xPXpZMzu8LJ3nTP42agK4fKEOiet/nc35i44S+9buOHIS0Q7Oei120QEVHFtOXcHUzYcF5n/dlbW+CvWUFlnlKkMmGgK4fKFugKZeUq0XCWfm+tYup/SRERmRIhhGpyel1o7emA/37QTmf9VQYMdOVQWQPd8+Zuj8VPh/U3sSPPryMiqtwSHmSi8xcHdNJXGy8HbHifQa44DHTlYAqBrtDha/cxZPlJvfQ95w0/DG3nqZe+iYjIeCb/9y9sPFv+Ox39q4U7vujXRAcVVV4MdOVgSoGuUOLDp+i0MEovfZ/55DVUryLXS99ERGQ4BQUCdT4u/yHWqd19MKZzPR1UVPkx0JWDKQa6QmlP89Bkzh6d9+tZ3RYHPgrUeb9ERGQYN+4/QdcvD5arjwmveWPCa/V1VJFpYKArB1MOdIUyc/Lhp4dJIbeM7YCmHq/ovF8iItKfBbuuYOmBG2V+/ZvNauKr/k11V5AJ0SaTmBmopnILDw9Hq1atYG9vDycnJ/Tp0wdxcXFqbYQQCAsLg5ubG2xsbNC5c2dcunTJSBVLl53cAgkRIYgJC9Jpv32WHIXn9O3g3xBERBWfEAKe07eXOczZWJojPrwnw5yBSCbQHTx4EGPHjsXx48cRGRmJ/Px8BAUFITMzU9VmwYIFWLRoEb777jucOnUKLi4u6NatGzIyDHdrrMqkqrUlEiJCcPbTbjrt12vGDhyIS9Fpn0REpDtPc/PLNSXJhbAgXP6sO2c8MCDJHnK9f/8+nJyccPDgQXTq1AlCCLi5uWHChAmYNm0aACAnJwfOzs6YP38+3n//fY365SHXksU/yESgji5TL3RzXk9OHklEVIFExaVgxMpTZXrtbyPboEO9GjquyHRVykOuL0pLSwMAODg4AADi4+ORnJyMoKB/DhPK5XIEBAQgOjq6xH5ycnKQnp6u9qDiedWwQ0JECKKnd9FZn3U+3oHI2Hs664+IiMrO55OdZQpzrb0ckBARwjBnRBbGLqAshBCYNGkSOnbsCH9/fwBAcnIyAMDZ2VmtrbOzM27dulViX+Hh4Zg9e7b+iq2E3F6xQUJECFIzc9Hss8hy9zfql9MAuLeOiMhYHj/NRdM5Zfs+vzQ7GHZyScaJSkWSe+jGjRuHmJgYrFu3rsi6F4/XCyFKPYY/Y8YMpKWlqR63b9/Web2VVTU7K51ePFHn4x2IvvFAJ30REZFmfj58s0xh7qv+TZAQEcIwV0FI7qfw4YcfYuvWrTh06BDc3d1Vy11cnt0cPjk5Ga6urqrlKSkpRfbaPU8ul0Mu58S35VF48YQu9tgN+ukEAN4+jIhI38pzL1Z+R1c8ktlDJ4TAuHHjsGnTJuzfvx9eXl5q6728vODi4oLIyH8CRW5uLg4ePIj27dsbulyTVLjH7uTHXcvdl9eMHbh2j1cnExHpQ0p6dpnC3Pp/t0VCRAjDXAUkmT10Y8eOxdq1a/HHH3/A3t5edc6cQqGAjY0NZDIZJkyYgHnz5sHb2xve3t6YN28ebG1tMWjQICNXb1qcqlojISIE11Oe4LVFZZ9ZvNtXh9DU4xVsGdtBh9UREZm2lUfjMfvPWK1fx71yFZtkpi0p6UO0cuVKDB8+HMCzvXizZ8/GDz/8gNTUVLRp0wZLlixRXTihCU5bontHrj3AO8tPlKuPfZMDUNexio4qIiIyPWU9xPrLu63Rqb6jHiqil+Gtv8qBgU5/lh64jgW74l7esBT8C5GISHvp2XloHKb9vbo5+4BxmcQ8dCQ9YzrXQ3x4T3g7lX1Pm9eMHdh9KVmHVRERVW6Rsfe0DnMRfRshISKEYU5CuIfuBdxDZxi5+QWo/8nOcvVxbW4PWJrzbxIiopIEf3UIcVpeYBY7Jxi2VpI5xb5S4x46qvCsLMyQEBGCw1MDy9yH98yd+PFQ2W4aTURUmeUrC+A5fbtWYa5DvepIiAhhmJMorffQpaWlYfPmzTh8+DASEhLw9OlTODo6olmzZggODpb8FCHcQ2ccm8/9jYkb/irz66981h3WluY6rIiISJpy8pXw+WSXVq/ZO6kT6jnZ66kiKiu97KFLSkrCqFGj4Orqijlz5iAzMxNNmzZF165d4e7ujqioKHTr1g2+vr7YsGFDud8EmZY3m7kjISIEjd0VZXp9g0934fNt2l+GT0RUmTzNzdc6zN2Y15NhrhLQeA+dk5MThg4diuHDh5c4DUhWVha2bNmCxYsXo1+/fpgyZYpOizUE7qEzvuw8JRp8qt0X0vNiwoJQ1dpShxUREVV82l7JOrpzXUzr3kCPFVF56WXakvv378PRUfN5aLRtX1Ew0FUcpxMe4V/fHyvTa99pWwuf92mk44qIiCqm+xk5aDV3r8btD08NhIeDrR4rIl3QyyFXTcKZUqnEli1bNG5PVJqWng5IiAhBay8HrV+75ngiPKdvR2ZOvh4qIyKqOJLSsrQKc/HhPRnmKiGdXOV65coVTJ06FW5ubnj77bd10SWRyn/fb4eLs4PL9Fq/0N04l5iq44qIiCqGG/efoF34fo3avtvBi/dhrcTKHOgyMzOxYsUKdOjQAX5+fjh79izmzp2Lu3fv6rI+IgBAFbkFEiJC8PWAplq/9s2l0fgq8qruiyIiMqKLd9LQ9UvN7pe9b3IAZr3uq+eKyJi0nrbk2LFj+Pnnn/Hf//4X3t7eGDx4MKZNm4aYmBj4+kr/w8Jz6Cq+st6P0KWqNY5/3FUPFRERGdaZW4/w1jLNzjG+Ma8nzHnHB0nS28TCvr6+GDhwIJydnXHixAmcPXsWkydP5u5bMiiZTIaEiBDsntBJq9clp2fDc/p2FBTw5ihEJF2Hr93XKMx1rFcDCREhDHMmQqtAd/36dXTq1AmBgYFo2LChvmoi0oiPiz0SIkJQT8t7w9b5eAeycpV6qoqISH8iY+9hyPKTL223dlQbrBnZxgAVUUWhVaCLj4+Hj48PRo8eDXd3d0yZMgXnzp3jHjoyqr2TAnD6k9e0ek3DWbtw62GmnioiItK9P87fwahfTr+03YWwILSvW8MAFVFFolWgq1mzJmbOnInr16/j119/RXJyMjp06ID8/HysWrUKV6/yxHMyjhpV5EiICEHf5jU1fk3AwgPYf+WeHqsiItKNNcdvYfz68y9tlxARAntOrG6StL4o4kVpaWn47bffsGLFCpw9exb+/v6IiYnRVX0Gx4sipE/b2dLfD6iDGT14CgERVUw/H76Jz7dfLrXNoDa1MO9NTqZe2ejlThGaOH/+PFasWIFvvvlGV10aHANd5THnz1isOBqvUVv3ajY4Mq2LnisiItLOkqjrWLg7rtQ22//TEX5uZbsPNlVsRgt0lQEDXeWSmZMPv9DdGrdPiAjRYzVERJr7fFssfj5S+h+lVz7rDmtLcwNVRIaml2lLunfvjujo6Je2y8jIwPz587FkyRJNuybSG7v/n5B4aLvaGrXntCZEVBHM2HThpWEuISKEYY5UNN5Dt3z5coSGhsLe3h69e/dGy5Yt4ebmBmtra6SmpiI2NhZHjhzBjh070KtXLyxcuBAeHh76rl/nuIeu8tLm3Dr+1UtExjJ27Vlsj0kqeX1gXXwU3MCAFZGx6O2Qa25uLn7//Xds2LABhw8fxuPHj591IpPB19cXwcHBGDVqFHx8fMr1BoyJga7yG/vbWWy/UPKXZaGTM7vCyd7aABURET3zzs8ncOT6gxLX7xz/Khq68neTqTDYOXRpaWnIyspC9erVYWlZOS6TZqAzDUlpWRrd0Hrbhx3hX5MnGxOR/gV/dQhx9zJKXB/3eXfILXjkwJTo7dZfL1IoFHBxcak0YY5Mh6vCBgkRIahqbVFqu17fHsGeS8kGqoqITJXn9O2lhrn48J4Mc1SqcgU6IqmLCQvG/z5oV2qbf/96BkuirhuoIiIyJUIIeE7fXuL68V29kRARwjsy0Usx0JHJa+XpgBvzepbaZuHuOI1uuUNEpCkhBLxm7ChxfeTETpjYrb4BKyIpY6AjAmBuJkNCRAg+Ci75gp7I2HtopMWcdkREJXn4JKfUMBf3eXd4O9sbsCKSOgY6oueMDayHc592K3F9Rk5+qYdHiIheZtYfF9Hi873FrpNbmCEhIoTny5HWyhTo6tSpg4cPHxZZ/vjxY9SpU6fcRREZUzU7KyREhMDJXl5iG05ATETauJ7yBJ7Tt8Nz+nb8cuxWsW2+HtAUcZ/3MHBlVFmUKdAlJCRAqVQWWZ6Tk4M7d+6UuyiiiuDkzNfw28g2Ja6v8/EOhjoieqmsXCVeW3Sw1DaXZgfjjaY1DVQRVUalz9nwgq1bt6r+vXv3bigU/8zPpVQqsW/fPnh6euqsOCJj61CvBq7N7QHvmTuLXV/n4x28qwQRlWrYipMlruvV2BXfDWpuwGqostJqYmEzs2c79GQyGV58maWlJTw9PfHll1+iV69euq3SgDixMJXkg1/PYFcJc9Kd+7QbqtlZGbgiIpKCks67vfp5D1hZ8FR2Kpk2mUSrPXQFBQUAAC8vL5w6dQo1atQoe5VEEvP9kBa4ei8DQV8dKrKu2WeRODq9C2q+YmOEyoioonp+58frTdzwZb8mDHGkF2X6VMXHxzPMkUmq72yPmyXMWdchYj9i/n5s2IKIqELbfyVF9e95b/ozzJHeaLWH7nn79u3Dvn37kJKSotpzV2jFihXlLoyoojL7/znr5vwZixVH49XW9f7uKFa/2xoB9R2NVB0RVSTvrf5nQnJ7a94mk/SnTH8qzJ49G0FBQdi3bx8ePHiA1NRUtQeRKZj1ui+OTu9SZPmwFSex5Ryv9iYydcrnroIP9OEfeaRfZdpD9/3332PVqlUYMmSIruvRiaVLl2LhwoVISkqCn58fFi9ejFdffdXYZVElVPMVG9yc1xN1Plaf8X3ChvMAgD7NOA0Bkan6KvKq6t/z32psxErIFJRpD11ubi7at2+v61p0YsOGDZgwYQJmzpyJc+fO4dVXX0WPHj2QmJho7NKokio8BPthl3pqyydsOI89JVwVS0SVmxAC30VdVz13qmptxGrIFJQp0I0cORJr167VdS06sWjRIrz33nsYOXIkGjZsiMWLF8PDwwPLli0zdmlUyU0O8sGhjwLVlv371zOIeu6kaCKq3AoKBA5eva92n9bF/ZsaryAyGWU65JqdnY0ff/wRe/fuRePGjWFpqX6i56JFi3RSnLZyc3Nx5swZTJ8+XW15UFAQoqOji31NTk4OcnJyVM/T09P1WiNVbrWq2+LGvJ6o+9wh2BGrTuG1hk7Ye/mfYLfgrcZ4u5WHMUokIh1Ky8pDk9l7AAAd6lXH0etFb4vJUy/IEMoU6GJiYtC0aVMAwMWLF9XWyWSychdVVg8ePIBSqYSzs7PacmdnZyQnF3/oKzw8HLNnzzZEeWQizP//EOzzk4k+H+YAYOrGGOy9fA8/Dm1p6PKISEfikjMQvPifeSmLC3NnP+1myJLIhJUp0EVFRem6Dp16MVQKIUoMmjNmzMCkSZNUz9PT0+HhwT0nVH4JESFYtCcOR288RJCvM8J3XlFbvyf2HpLTsuGi4Lk1RFKz5dwd1cVPhb7o1wTR1x/gakoGejZyxahX68DSnPPOkWGUeR46ALh+/Tpu3LiBTp06wcbGptTgZAg1atSAubl5kb1xKSkpRfbaFZLL5ZDL5YYoj0zQpCAfFP658H5AXQDAzgtJGP3bWQBA2/B9SIgIMVJ1RFQWTefsweOneWrL4sN7QiaT4V8t3I1UFZm6Mv3p8PDhQ3Tt2hX169dHz549kZSUBODZxRKTJ0/WaYHasLKyQosWLRAZGam2PDIyssJelUump0cjV7XnT3PzjVQJEWkjO08Jz+nbSwxzRMZUpkA3ceJEWFpaIjExEba2tqrl/fv3x65du3RWXFlMmjQJP//8M1asWIHLly9j4sSJSExMxAcffGDUuoied3F2sOrfn2y5WEpLIqoIDl29jwafFv39dnMewxxVDGU65Lpnzx7s3r0b7u7qu5a9vb1x69YtnRRWVv3798fDhw8xZ84cJCUlwd/fHzt27EDt2rWNWhfR86rI//mvt+nsHSx6u6nxiiGiUhV3iBV4FubMzBjmqGIo0x66zMxMtT1zhR48eFAhzkcbM2YMEhISkJOTgzNnzqBTp07GLomoiK/6N1H9+0kOD7sSVTSZOfnFHmIFGOao4ilToOvUqRN++eUX1XOZTIaCggIsXLgQgYGBpbySiAr1bvLP3FT/O33biJUQ0Yu2/nUXfqG7i12XEBHCMEcVTpkOuS5cuBCdO3fG6dOnkZubi6lTp+LSpUt49OgRjh49qusaiSol8+d+Icz+Mxaz/4zFj0NaIMjPxYhVEdHzc0i+iFelU0VVpj10vr6+iImJQevWrdGtWzdkZmaib9++OHfuHOrWravrGokqrbZ1HNSe//vXM/Ccvh0T1p8zUkVEpuvhk5wSw1zNV2wY5qhCkwkhhDYvyMvLQ1BQEH744QfUr19fX3UZTXp6OhQKBdLS0lC1alVjl0OVXHJaNtqG7ytx/ZFpgXCvVvR8VSLSrSVR17Fwd1yx63o2csHSwS0MXBGRdplE60OulpaWuHjxIi/TJtIBF4U1LM1lyFMW/3dVx/lReLNZTXzFm3sT6UVBgUCd5+69/KJxgfUwJdjHgBURlU2ZDrkOHToUy5cv13UtRCbp2tyeOPFx1xLXbz53B57Tt0NZoNXOdCJ6iSvJ6aWGuUVvN2GYI8ko00URubm5+PnnnxEZGYmWLVvCzs5Obf2iRYt0UhyRqXCuao2EiJBS9xbU/XgHDk8NhIcDD8ESldeQ5Sdw+NqDEtf/74N2aOXpUOJ6oopG63PoAJQ6NYlMJsP+/fvLVZQx8Rw6qghGrj6FvZdTil03Jag+xnXxNnBFRJVDdp6y2Ds+PO/AlM7wrGFXahsiQ9Amk2gd6JRKJY4cOYJGjRrBwaHy/fXCQEcVxYZTiZi28UKJ63nFHZF2/jh/B+PXny+1zV+zgqCwtTRMQUQvoU0m0focOnNzcwQHByMtLa3MBRLRy/VvVQv/fb9dies9p29HTr7SgBURSZMQAp7Tt780zMV93p1hjiSrTBdFNGrUCDdv3tR1LUT0gtZeDtg7KaDE9T6f7MLVexkGrIhIWq7dy4DXjJIvfCh0Y15PyC3MDVARkX6UKdDNnTsXU6ZMwbZt25CUlIT09HS1BxHpTj2nKoie3qXE9UFfHcLivVcNWBGRNLy59Ci6fXXope0SIkLU7txCJEVluijCzOyfHPj8fHRCCMhkMiiV0j0MxHPoqKJ6+CQHLT7fW2qb+PCenCOSTN6jzFw0/yzype1srcwRO6e7ASoiKhu9TiwMAFFRUWUqjIjKrnoVOS6EBaFR2J4S23jN2IG4z7vz0BGZrE+2XMCa44kvbdfdzwXfD+HdH6jyKNMeusqMe+ioonuSkw//0N2lttkzsRPqO9sbqCIi48vIziv1j53nfRLSECNfraPniojKT6/TlgDAoUOln5PQqVMnbbusMBjoSAqycpVoOKv0ubQmdauP/3TlfHVU+S3YdQVLD9zQqO2a99qgo3cNPVdEpBt6D3TPn0On6ui583Z4Dh2R/mkyQSrA+eqo8srMyYffS/ZWP+/QR4GoVZ13WiHp0Os8dACQmpqq9khJScGuXbvQqlUr7Nmj2S5vIiofa0tzXP28x0vbcb46qow+2xarVZiLnRPMMEeVmk7PoTt06BAmTpyIM2fO6KpLg+MeOpKafGUB6s3c+dJ2O/7zKnzd+JkmaUt7mocmc7TbcXBjXk9OS0KSpPc9dCVxdHREXFycLrskopewMDfDzXk9X9qu5zeHMfvPSwaoiEg/3v/1tNZhjnPMkako0x66mJgYtedCCCQlJSEiIgJ5eXk4evSozgo0NO6hI6lSFgjU/fjlM+IDPK+OpOX2o6d4dYF202W96l0Dv77XRk8VERmGQS6KkMlkePGlbdu2xYoVK9CgQQNtu6wwGOhIygoKBOpoGOr+Cg2Cwob3raSKrcnsPUjLytPqNeF9G2Fg61p6qojIcPQe6G7duqX23MzMDI6OjrC2tta2qwqHgY6kTgih0b0rAeC7Qc3Qq7Gbnisi0t7ZxFT0XRqt9ev2TgpAPacqeqiIyPD0HugqMwY6qgy0CXX21ha4EBas54qINKPpRT7FuTQ7GHbyMt0AiahC0ttFEfv374evry/S09OLrEtLS4Ofnx8OHz6sXbVEpHMymUzj8+QysvPhOX07svM4tQkZ16I9cWUOc/HhPRnmyKRpFegWL16MUaNGFZsSFQoF3n//fSxatEhnxRFR+Whz8UODT3ch+sYDPVZDVLy7j7PgOX07vtl/XevX9mvhjoSIELXJ7YlMkVaHXGvXro1du3ahYcOGxa6/cuUKgoKCkJj48hsjV1Q85EqVkef07Rq39XOriu3/eVWP1RA9o82pAcX5a1YQFLa8sIcqL70dcr137x4sLUv+z2NhYYH79+9r0yURGcCzPRiatb10N513lyC9+/nwzTKHuYGtPZAQEcIwR/QcrQJdzZo1ceHChRLXx8TEwNXVtdxFEZHuxYeHoE4NO43b+3yyC0eu8RAs6dbtR0/hOX07Pt9+uUyvvxAWhPC+jXVcFZH0aRXoevbsiVmzZiE7O7vIuqysLISGhqJXr146K46IdGv/lM4I9HHUuP07y0+g1dy9eqyITEW+sgCe07drPUFwobGBdZEQEQJ7a+6VIyqOVufQ3bt3D82bN4e5uTnGjRsHHx8fyGQyXL58GUuWLIFSqcTZs2fh7Oysz5r1iufQkSn44eANhO+8otVreL4SldXwlSdxIK7sp+NcntMdNlbmOqyISBr0Og/drVu3MHr0aOzevVt1pwiZTIbg4GAsXboUnp6eZS68ImCgI1NRltspTeveAKM719VTRVTZ/Pf0bUz9PeblDUvwaS9fvNfRS4cVEUmLQSYWTk1NxfXr1yGEgLe3N6pVq1amYisaBjoyJdrc//V51+f2gIW5VmdskAm5nJSOHl+Xb07SG/N6wtyMU5GQaeOdIsqBgY5M0XurTmHflRStXrN8WEt0bSjd0ytI91Izc9Hss8hy9bHh323Rpk51HVVEJG0MdOXAQEem6lTCI/T7/pjWr4sP78lJXU1cTr4SPp/sKlcfDnZWOPtpNx1VRFQ56G0eOmNJSEjAe++9By8vL9jY2KBu3boIDQ1Fbm6uWrvExES8/vrrsLOzQ40aNfCf//ynSBsiKl4rTwfEfd5d69d5zdiB0wmP9FARVXQFBQKe07eXO8wdm9GFYY6onCRx47srV66goKAAP/zwA+rVq4eLFy9i1KhRyMzMxBdffAEAUCqVCAkJgaOjI44cOYKHDx9i2LBhEELg22+/NfI7IJIGuYU5EiJC0CFiP+48ztL4df/6/z173FtnGoQQ6PrlQdx8kFnuvviZIdINyR5yXbhwIZYtW4abN28CAHbu3IlevXrh9u3bcHNzAwCsX78ew4cPR0pKisaHT3nIleiZA3EpGL7ylNavWzeqLdrV5TlQlZEQAn2XReNc4uNy9/Xre63xqrfmcyISmSJtMokk9tAVJy0tDQ4ODqrnx44dg7+/vyrMAUBwcDBycnJw5swZBAYGFttPTk4OcnJyVM/T09P1VzSRhHT2ccKVz7qjwafaHU4b+NNxALxKsTIRQuCNJUcR83eaTvrjZ4NI9yRxDt2Lbty4gW+//RYffPCBallycnKRCY2rVasGKysrJCcnl9hXeHg4FAqF6uHh4aG3uomkxtry2SHYxu4KrV9b9+Md+PHQDT1URYYihEDzzyLhNWOHTsLcl/2aICEihGGOSA+MGujCwsIgk8lKfZw+fVrtNXfv3kX37t3Rr18/jBw5Um1dcedhCCFKPT9jxowZSEtLUz1u376tmzdHVIlsHdcRf47rqPXr5u24As/p25GUpvn5eGR8ef9/my6vGTvwKFM3F5Zdm9sDb7Vw10lfRFSUUQ+5jhs3DgMGDCi1zfN3nrh79y4CAwPRrl07/Pjjj2rtXFxccOLECbVlqampyMvLK/VWZHK5HHK5XPviiUxMI3cFbszrWaaJiNuF7wcA3JzXE2bcO1Nh5SsLUG/mTp32+WW/JgxyRAYgmYsi7ty5g8DAQLRo0QJr1qyBubn6ff0KL4r4+++/4erqCgDYsGEDhg0bxosiiHRs7Nqz2B6TVKbXDmztgfC+jXVcEZWHEAK+s3YjK0+p0355rhxR+VS6iYXv3r2LgIAA1KpVC7/88otamHNxcQHwbNqSpk2bwtnZGQsXLsSjR48wfPhw9OnTR6tpSxjoiDQTfeMBBv104uUNS/DNwGbo3cTt5Q1Jb4QQ6LroIG7eL//0I8/7bWQbdKhXQ6d9EpmiShfoVq1ahREjRhS77vnyExMTMWbMGOzfvx82NjYYNGgQvvjiC60OqTLQEWnuSU4+/EN3l6uPjaPboUVth5c3JJ0pKBBoOXevzs6PK2RtaYbLc7pzXjkiHal0gc6QGOiItCOEgNcM7c+re9HG0e3RonY1HVREJdHHOXKFoqd3gdsrNnrpm8hUMdCVAwMdUdn8eOgG5u24Uu5+1rzXBh29ebhOl9Kz89A4bI9e+n4/oA5m9Giol76JTB0DXTkw0BGVXUpGNlrP3aeTvj57ww9D2nnqpC9TdSU5Hd0XH9Zb/9fn9oCFuSSnMyWSBAa6cmCgIyo/z+nbddbXnDf8MJTBTis/H76Jz7df1lv/eycFoJ5TFb31T0TPMNCVAwMdkW7svJCE0b+d1Vl/HwX7YGxgPZ31V9nk5Cvh84l2t2nT1rTuDTC6c129boOI/sFAVw4MdES6k5tfgPqf6PYk/NcaOuHnYa102qeU/fnXXXy47pxet+HhYIPDU7vodRtEVBQDXTkw0BHp3qI9cfhm/3Wd93shLAj21pY677eiS07LRttw3Zyr+DJxn3eH3ML85Q2JSOcY6MqBgY5IP7JylWg4Sz+HBD/r448hbWvrpe+K4klOPpp/Fonc/AKDbO/YjC5wVXAaEiJjYqArBwY6Iv1aEnUdC3fH6a3/P8d1RCN3hd76N6SU9Gy0nmeYPXGF/hjbAU08XjHoNomoeAx05cBAR6R/+pzg9nmr322NgPqOet+Orggh8MuxWwjdesng2145ohUCfZwMvl0iKhkDXTkw0BEZzl+3H+ONJUcNsq2ar9jgj3EdUKOK5rcC1LeCAoHfz/6Nqb/HGK2GH4e0QJCfi9G2T0QlY6ArBwY6IsObufkCfjuRaPDtRvRthLdauMPSAJPj5ikLEBl7D2N0OJVLefBWa0QVHwNdOTDQERlHQYFAnY/Lf09YXXCpao0RHTzxqrcjalW3hZ2VeYk3nBdCIL9AIPVpLq7de4LI2HtYFZ1g2IK1wEmBiaSDga4cGOiIjEuf9x01ZX/NCoLC1vSmeCGSMm0yiYWBaiIi0khVa0skRITg79Sn6Dg/ytjlSFrNV2xwZFpgiXsXiajyYKAjogrJvZotEiJCcPvRU7y6gMFOGwv+1Rhvt/QwdhlEZEAMdERUoXk4PAt2qZm5aPZZpLHLqdB4WJXIdDHQEZEkVLOzQkJECJQFAk3n7EFGdr6xS6oQvuzXBG+1cDd2GURkZAx0RCQp5mYyXAgLBgD87/RtfGTEOdyMpW+zmvjy7SY8N46IVBjoiEiy+rX0QL+WHsjJV6LLFwdx53GWsUvSm95N3LC4f1OYmTHEEVFRDHREJHlyC3Mcnd4FAJCWlYdWc/ca7Cb2+rR8WEt0behs7DKISAIY6IioUlHYWOLq5z0AAMoCgdl/XsIvx24ZuSrN/DayDdrXrc5DqUSkNU4s/AJOLExUeT3NzcenWy5h49m/jV0K5r3ZCP1aGua2Y0QkTbxTRDkw0BGZlozsPPx2IhERO6/ovO/Xm7hhRAdPNK6pgAWDGxFpiYGuHBjoiIiIqCLQJpPwT0YiIiIiiWOgIyIiIpI4BjoiIiIiiWOgIyIiIpI4zkP3gsJrRNLT041cCREREZmywiyiyfWrDHQvyMjIAAB4eHgYuRIiIiKiZ9lEoVCU2obTlrygoKAAd+/ehb29PWdrf4n09HR4eHjg9u3bnOLlJThWmuE4aY5jpTmOleY4VpozxFgJIZCRkQE3NzeYmZV+lhz30L3AzMwM7u7uxi5DUqpWrcr/+BriWGmG46Q5jpXmOFaa41hpTt9j9bI9c4V4UQQRERGRxDHQEREREUkcAx2VmVwuR2hoKORyubFLqfA4VprhOGmOY6U5jpXmOFaaq2hjxYsiiIiIiCSOe+iIiIiIJI6BjoiIiEjiGOiIiIiIJI6BjoiIiEjiGOhMxNKlS+Hl5QVra2u0aNEChw8fLrHtpk2b0K1bNzg6OqJq1apo164ddu/eXaTd4sWL4ePjAxsbG3h4eGDixInIzs5WrQ8LC4NMJlN7uLi4qPUhhEBYWBjc3NxgY2ODzp0749KlS7p742VgjLHy9PQsMlYymQxjx45VtRk+fHiR9W3bttXtm9eSrscqLy8Pc+bMQd26dWFtbY0mTZpg165dWm/XFD5XmoxVeHg4WrVqBXt7ezg5OaFPnz6Ii4tTa8PP1TP8vnpGk7Eyhe+rI0eOoEOHDqhevTpsbGzQoEEDfPXVV0Xabdy4Eb6+vpDL5fD19cXmzZu13q7OPleCKr3169cLS0tL8dNPP4nY2Fgxfvx4YWdnJ27dulVs+/Hjx4v58+eLkydPiqtXr4oZM2YIS0tLcfbsWVWbNWvWCLlcLn777TcRHx8vdu/eLVxdXcWECRNUbUJDQ4Wfn59ISkpSPVJSUtS2FRERIezt7cXGjRvFhQsXRP/+/YWrq6tIT0/Xz2C8hLHGKiUlRW2cIiMjBQARFRWlajNs2DDRvXt3tXYPHz7U21i8jD7GaurUqcLNzU1s375d3LhxQyxdulRYW1urtdFku6bwudJkrIKDg8XKlSvFxYsXxfnz50VISIioVauWePLkiaoNP1fP8PvqGU3GyhS+r86ePSvWrl0rLl68KOLj48Wvv/4qbG1txQ8//KBqEx0dLczNzcW8efPE5cuXxbx584SFhYU4fvy4VtvV1eeKgc4EtG7dWnzwwQdqyxo0aCCmT5+ucR++vr5i9uzZqudjx44VXbp0UWszadIk0bFjR9Xz0NBQ0aRJkxL7LCgoEC4uLiIiIkK1LDs7WygUCvH9999rXJsuGWusXjR+/HhRt25dUVBQoFo2bNgw8cYbb2hch77pY6xcXV3Fd999p9bmjTfeEIMHD9Z4u6byudJkrF6UkpIiAIiDBw+qlvFz9Qy/r54py+fKVL6v3nzzTfHOO++onr/99tuie/fuam2Cg4PFgAEDNN6uLj9XPORayeXm5uLMmTMICgpSWx4UFITo6GiN+igoKEBGRgYcHBxUyzp27IgzZ87g5MmTAICbN29ix44dCAkJUXvttWvX4ObmBi8vLwwYMAA3b95UrYuPj0dycrJabXK5HAEBARrXpkvGHqvn61izZg3effddyGQytXUHDhyAk5MT6tevj1GjRiElJUWbt6gz+hqrnJwcWFtbq7WzsbHBkSNHNN6uqXyuXjZWxUlLSwMAtX4Afq4K8ftK+8+VqXxfnTt3DtHR0QgICFAtO3bsWJE+g4ODVX0a+vuKga6Se/DgAZRKJZydndWWOzs7Izk5WaM+vvzyS2RmZuLtt99WLRswYAA+++wzdOzYEZaWlqhbty4CAwMxffp0VZs2bdrgl19+we7du/HTTz8hOTkZ7du3x8OHDwFAtf3y1KZLxhyr523ZsgWPHz/G8OHD1Zb36NEDv/32G/bv348vv/wSp06dQpcuXZCTk6PdG9UBfY1VcHAwFi1ahGvXrqGgoACRkZH4448/kJSUpPF2TeVz9bKxepEQApMmTULHjh3h7++vWs7P1TP8vnpG289VZf++cnd3h1wuR8uWLTF27FiMHDlStS45ObnUPg39fWWhVWuSrBf/chJCFFlWnHXr1iEsLAx//PEHnJycVMsPHDiAuXPnYunSpWjTpg2uX7+O8ePHw9XVFZ9++imAZ/+hCzVq1Ajt2rVD3bp1sXr1akyaNKnctemLMcbqecuXL0ePHj3g5uamtrx///6qf/v7+6Nly5aoXbs2tm/fjr59+2r7NnVC12P19ddfY9SoUWjQoAFkMhnq1q2LESNGYOXKlVpvt7J/rjQdq0Ljxo1DTExMkT0t/Fw9w++rZ7T9XFX276vDhw/jyZMnOH78OKZPn4569eph4MCBWvVpqO8r7qGr5GrUqAFzc/MiST8lJaXIXwQv2rBhA9577z3897//xWuvvaa27tNPP8WQIUMwcuRINGrUCG+++SbmzZuH8PBwFBQUFNufnZ0dGjVqhGvXrgGA6gqystSmDxVhrG7duoW9e/eq/RVYEldXV9SuXVs1noakr7FydHTEli1bkJmZiVu3buHKlSuoUqUKvLy8NN6uqXyuXjZWz/vwww+xdetWREVFwd3dvdRtmuLnqjim+n2lzViZwveVl5cXGjVqhFGjRmHixIkICwtTrXNxcSm1T0N/XzHQVXJWVlZo0aIFIiMj1ZZHRkaiffv2Jb5u3bp1GD58ONauXVvsuV5Pnz6FmZn6x8fc3Bzi2YU2xfaZk5ODy5cvw9XVFcCz/yguLi5qteXm5uLgwYOl1qYvFWGsVq5cCScnpxLPr3vew4cPcfv2bdV4GpK+xqqQtbU1atasifz8fGzcuBFvvPGGxts1lc9VoZLGCnj2V/64ceOwadMm7N+/v9QAU8gUP1fFMdXvq0KajFVl/756kRBC7ZBxu3btivS5Z88eVZ8G/77S6hIKkqTCy6aXL18uYmNjxYQJE4SdnZ1ISEgQQggxffp0MWTIEFX7tWvXCgsLC7FkyRK1S84fP36sahMaGirs7e3FunXrxM2bN8WePXtE3bp1xdtvv61qM3nyZHHgwAFx8+ZNcfz4cdGrVy9hb2+v2q4Qzy7XVigUYtOmTeLChQti4MCBFWIaAEOPlRBCKJVKUatWLTFt2rQidWVkZIjJkyeL6OhoER8fL6KiokS7du1EzZo1K9VYHT9+XGzcuFHcuHFDHDp0SHTp0kV4eXmJ1NRUjbcrhGl8rjQZq9GjRwuFQiEOHDig1s/Tp0+FEPxcPT9W/L56RpOxEqLyf1999913YuvWreLq1avi6tWrYsWKFaJq1api5syZqjZHjx4V5ubmIiIiQly+fFlERESUOG2JIb6vGOhMxJIlS0Tt2rWFlZWVaN68eZFpCwICAlTPAwICBIAij2HDhqna5OXlibCwMFG3bl1hbW0tPDw8xJgxY9T+0xfOpWNpaSnc3NxE3759xaVLl9TqKigoEKGhocLFxUXI5XLRqVMnceHCBX0Ng0aMMVZCCLF7924BQMTFxRWp6enTpyIoKEg4OjoKS0tLUatWLTFs2DCRmJio67evFV2P1YEDB0TDhg2FXC4X1atXF0OGDBF37tzRartCmMbnSpOxKq4PAGLlypVCCH6unsfvq2c0/T9Y2b+vvvnmG+Hn5ydsbW1F1apVRbNmzcTSpUuFUqlU6/N///uf8PHxEZaWlqJBgwZi48aNWm1XCN19rmRClHB8jIiIiIgkgefQEREREUkcAx0RERGRxDHQEREREUkcAx0RERGRxDHQEREREUkcAx0RERGRxDHQEREREUkcAx0RERGRxDHQEREBOHDgAGQyGR4/fmyU7e/fvx8NGjRAQUHBS9tu27YNzZo106gtEZkGBjoiMjmdO3fGhAkT1Ja1b98eSUlJUCgURqlp6tSpmDlzJszMXv613KtXL8hkMqxdu9YAlRGRFDDQEREBsLKygouLC2QymcG3HR0djWvXrqFfv34av2bEiBH49ttv9VgVEUkJAx0RmZThw4fj4MGD+PrrryGTySCTyZCQkFDkkOuqVavwyiuvYNu2bfDx8YGtrS3+9a9/ITMzE6tXr4anpyeqVauGDz/8EEqlUtV/bm4upk6dipo1a8LOzg5t2rTBgQMHSq1p/fr1CAoKgrW1tWrZX3/9hcDAQNjb26Nq1apo0aIFTp8+rVrfu3dvnDx5Ejdv3tTp+BCRNFkYuwAiIkP6+uuvcfXqVfj7+2POnDkAAEdHRyQkJBRp+/TpU3zzzTdYv349MjIy0LdvX/Tt2xevvPIKduzYgZs3b+Ktt95Cx44d0b9/fwDP9pwlJCRg/fr1cHNzw+bNm9G9e3dcuHAB3t7exdZ06NAhDBw4UG3Z4MGD0axZMyxbtgzm5uY4f/48LC0tVetr164NJycnHD58GHXq1NHR6BCRVDHQEZFJUSgUsLKygq2tLVxcXEptm5eXh2XLlqFu3boAgH/961/49ddfce/ePVSpUgW+vr4IDAxEVFQU+vfvjxs3bmDdunX4+++/4ebmBgCYMmUKdu3ahZUrV2LevHnFbichIUHVvlBiYiI++ugjNGjQAACKDYM1a9YsNogSkelhoCMiKoGtra0qzAGAs7MzPD09UaVKFbVlKSkpAICzZ89CCIH69eur9ZOTk4Pq1auXuJ2srCy1w60AMGnSJIwcORK//vorXnvtNfTr10+tFgCwsbHB06dPy/z+iKjyYKAjIirB84c4AUAmkxW7rHD6kIKCApibm+PMmTMwNzdXa/d8CHxRjRo1kJqaqrYsLCwMgwYNwvbt27Fz506EhoZi/fr1ePPNN1VtHj16BEdHxzK9NyKqXBjoiMjkWFlZqV3IoCvNmjWDUqlESkoKXn31Va1eFxsbW2R5/fr1Ub9+fUycOBEDBw7EypUrVYEuOzsbN27cQLNmzXRWPxFJF69yJSKT4+npiRMnTiAhIQEPHjzQ2QS99evXx+DBgzF06FBs2rQJ8fHxOHXqFObPn48dO3aU+Lrg4GAcOXJE9TwrKwvjxo3DgQMHcOvWLRw9ehSnTp1Cw4YNVW2OHz8OuVyOdu3a6aR2IpI2BjoiMjlTpkyBubk5fH194ejoiMTERJ31vXLlSgwdOhSTJ0+Gj48PevfujRMnTsDDw6PE17zzzjuIjY1FXFwcAMDc3BwPHz7E0KFDUb9+fbz99tvo0aMHZs+erXrNunXrMHjwYNja2uqsdiKSLpkQQhi7CCIiUzd16lSkpaXhhx9+eGnb+/fvo0GDBjh9+jS8vLwMUB0RVXTcQ0dEVAHMnDkTtWvX1ujcvvj4eCxdupRhjohUuIeOiIiISOK4h46IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCSOgY6IiIhI4hjoiIiIiCTOwtgFVDQFBQW4e/cu7O3tIZPJjF0OERERmSghBDIyMuDm5gYzs9L3wTHQveDu3bvw8PAwdhlEREREAIDbt2/D3d291DYMdC+wt7cH8GzwqlatauRqiIiIyFSlp6fDw8NDlU1Kw0D3gsLDrFWrVjVYoFMWCJyMf4SUjGw42VujtZcDzM14uJeIiIig0SlgkrkoYtmyZWjcuLEqaLVr1w47d+5UrRdCICwsDG5ubrCxsUHnzp1x6dIlI1asmV0Xk9Bx/n4M/Ok4xq8/j4E/HUfH+fux62KSsUsjIiIiiZBMoHN3d0dERAROnz6N06dPo0uXLnjjjTdUoW3BggVYtGgRvvvuO5w6dQouLi7o1q0bMjIyjFx5yXZdTMLoNWeRlJattjw5LRuj15xlqCMiIiKNyIQQwthFlJWDgwMWLlyId999F25ubpgwYQKmTZsGAMjJyYGzszPmz5+P999/X+M+09PToVAokJaWptdDrsoCgY7z9xcJc4VkAFwU1jgyrQsPvxIREZkgbTKJZPbQPU+pVGL9+vXIzMxEu3btEB8fj+TkZAQFBanayOVyBAQEIDo62oiVluxk/KMSwxwACABJadk4Gf/IcEURERGRJEnqoogLFy6gXbt2yM7ORpUqVbB582b4+vqqQpuzs7Nae2dnZ9y6davUPnNycpCTk6N6np6ervvCi5GSUXKYK0s7IiIiMl2S2kPn4+OD8+fP4/jx4xg9ejSGDRuG2NhY1foXrwIRQrz0ypDw8HAoFArVw1Bz0DnZW+u0HREREZkuSQU6Kysr1KtXDy1btkR4eDiaNGmCr7/+Gi4uLgCA5ORktfYpKSlF9tq9aMaMGUhLS1M9bt++rbf6n9faywGuCmuUFDdlAFwVz6YwISIiIiqNpALdi4QQyMnJgZeXF1xcXBAZGalal5ubi4MHD6J9+/al9iGXy1VToRhy7jlzMxlCX/cFgCKhrvB56Ou+vCCCiIiIXkoy59B9/PHH6NGjBzw8PJCRkYH169fjwIED2LVrF2QyGSZMmIB58+bB29sb3t7emDdvHmxtbTFo0CBjl16i7v6uWPZOc4RuvYR76f+cx+eisEbo677o7u9qxOqIiIhIKiQT6O7du4chQ4YgKSkJCoUCjRs3xq5du9CtWzcAwNSpU5GVlYUxY8YgNTUVbdq0wZ49ezS6XYYxdfd3RYd6NdAobA8AYNWIVnjV25F75oiIiEhjkp6HTh8MNQ/d857m5sN31m4AQOycYNhaSSZnExERkZ5U+nnoiIiIiOgfDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxDHREREREEsdAR0RERCRxFvrsPC0tDZs3b8bhw4eRkJCAp0+fwtHREc2aNUNwcDDat2+vz80TERERmQS97KFLSkrCqFGj4Orqijlz5iAzMxNNmzZF165d4e7ujqioKHTr1g2+vr7YsGGDPkogIiIiMhl62UPXpEkTDB06FCdPnoS/v3+xbbKysrBlyxYsWrQIt2/fxpQpU/RRChEREVGlp5dAd+nSJTg6OpbaxsbGBgMHDsTAgQNx//59fZRBREREZBL0csj1ZWEOAJRKJbZs2aJxeyIiIiIqnl4viijOlStXsGLFCqxevRqpqanIzc01dAlERERElYpBpi3JzMzEihUr0KFDB/j5+eHs2bOYO3cu7t69a4jNExEREVVqet1Dd+zYMfz888/473//C29vbwwePBgnTpzAN998A19fX31umoiIiMhk6G0Pna+vLwYOHAhnZ2ecOHECZ8+exeTJkyGTycrUX3h4OFq1agV7e3s4OTmhT58+iIuLU2sjhEBYWBjc3NxgY2ODzp0749KlS7p4O0REREQVlt4C3fXr19GpUycEBgaiYcOG5e7v4MGDGDt2LI4fP47IyEjk5+cjKCgImZmZqjYLFizAokWL8N133+HUqVNwcXFBt27dkJGRUe7tExEREVVUejvkGh8fj1WrVmH06NHIysrCwIEDMXjw4DLvodu1a5fa85UrV8LJyQlnzpxBp06dIITA4sWLMXPmTPTt2xcAsHr1ajg7O2Pt2rV4//33y/2eiIiIiCoive2hq1mzJmbOnInr16/j119/RXJyMjp06ID8/HysWrUKV69eLVf/aWlpAAAHBwcAzwJkcnIygoKCVG3kcjkCAgIQHR1dYj85OTlIT09XexARERFJiUGucu3SpQvWrFmDpKQkfPfdd9i/fz8aNGiAxo0bl6k/IQQmTZqEjh07qu5EkZycDABwdnZWa+vs7KxaV5zw8HAoFArVw8PDo0w1ERERERmLQQJdIYVCgTFjxuD06dM4e/YsOnfuXKZ+xo0bh5iYGKxbt67IuhcP6QohSj3MO2PGDKSlpaket2/fLlNNRERERMZi8ImFCzVt2hTffPON1q/78MMPsXXrVhw6dAju7u6q5S4uLgCe7alzdXVVLU9JSSmy1+55crkccrlc6zqIiIiIKgq97KHr3r17qeetFcrIyMD8+fOxZMmSl7YVQmDcuHHYtGkT9u/fDy8vL7X1Xl5ecHFxQWRkpGpZbm4uDh48iPbt22v/JoiIiIgkQi976Pr164e3334b9vb26N27N1q2bAk3NzdYW1sjNTUVsbGxOHLkCHbs2IFevXph4cKFL+1z7NixWLt2Lf744w/Y29urzotTKBSwsbGBTCbDhAkTMG/ePHh7e8Pb2xvz5s2Dra0tBg0apI+3SURERFQh6CXQvffeexgyZAh+//13bNiwAT/99BMeP34M4Nk5br6+vggODsaZM2fg4+OjUZ/Lli0DgCLn3a1cuRLDhw8HAEydOhVZWVkYM2YMUlNT0aZNG+zZswf29va6emtEREREFY5MCCEMsaG0tDRkZWWhevXqsLS0NMQmyyQ9PR0KhQJpaWmoWrWqQbb5NDcfvrN2AwBi5wTD1spopzYSERFRBaFNJjFYciicFoSIiIiIdMug05YQERERke4x0BERERFJHAMdERERkcQx0BERERFJnN4DXZ06dfDw4cMiyx8/fow6deroe/NERERElZ7eA11CQgKUSmWR5Tk5Obhz546+N09ERERU6elt2pKtW7eq/r179261KUuUSiX27dsHT09PfW2eiIiIyGToLdD16dMHwLM7QwwbNkxtnaWlJTw9PfHll1/qa/NEREREJkNvga6goAAA4OXlhVOnTqFGjRr62hQRERGRSdP7nSLi4+P1vQkiIiIik2aQW3/t27cP+/btQ0pKimrPXaEVK1YYogQiIiKiSkvvgW727NmYM2cOWrZsCVdXV8hkMn1vkoiIiMik6D3Qff/991i1ahWGDBmi700RERERmSS9z0OXm5uL9u3b63szRERERCZL74Fu5MiRWLt2rb43Q0RERGSy9H7INTs7Gz/++CP27t2Lxo0bw9LSUm39okWL9F0CERERUaWm90AXExODpk2bAgAuXryoto4XSBARERGVn94DXVRUlL43QURERGTS9H4OXaHr169j9+7dyMrKAgAIIQy1aSIiIqJKTe+B7uHDh+jatSvq16+Pnj17IikpCcCziyUmT56s780TERERVXp6D3QTJ06EpaUlEhMTYWtrq1rev39/7Nq1S9+bJyIiIqr09H4O3Z49e7B79264u7urLff29satW7f0vXkiIiKiSk/ve+gyMzPV9swVevDgAeRyub43T0RERFTp6T3QderUCb/88ovquUwmQ0FBARYuXIjAwEB9b56IiIio0tP7IdeFCxeic+fOOH36NHJzczF16lRcunQJjx49wtGjR/W9eSIiIqJKT+976Hx9fRETE4PWrVujW7duyMzMRN++fXHu3DnUrVtX35snIiIiqvT0uocuLy8PQUFB+OGHHzB79mx9boqIiIjIZOl1D52lpSUuXrzIW3wRERER6ZHeD7kOHToUy5cv1/dmiIiIiEyW3i+KyM3Nxc8//4zIyEi0bNkSdnZ2ausXLVqk7xKIiIiIKjW9B7qLFy+iefPmAICrV6+qreOhWCIiIqLy02ugUyqVCAsLQ6NGjeDg4KDPTRERERGZLL2eQ2dubo7g4GCkpaXpczNEREREJk3vF0U0atQIN2/e1PdmiIiIiEyW3gPd3LlzMWXKFGzbtg1JSUlIT09XexARERFR+ej9ooju3bsDAHr37q12EYQQAjKZDEqlUt8lEBEREVVqeg90UVFR+t4EERERkUnTe6ALCAjQWV+HDh3CwoULcebMGSQlJWHz5s3o06ePar0QArNnz8aPP/6I1NRUtGnTBkuWLIGfn5/OaiAiIiKqaPQe6A4dOlTq+k6dOmncV2ZmJpo0aYIRI0bgrbfeKrJ+wYIFWLRoEVatWoX69evj888/R7du3RAXFwd7e3utayciIiKSAr0Hus6dOxdZ9vy5dNqcQ9ejRw/06NGj2HVCCCxevBgzZ85E3759AQCrV6+Gs7Mz1q5di/fff1+7womIiIgkQu9Xuaampqo9UlJSsGvXLrRq1Qp79uzR2Xbi4+ORnJyMoKAg1TK5XI6AgABER0frbDtEREREFY3e99ApFIoiy7p16wa5XI6JEyfizJkzOtlOcnIyAMDZ2VltubOzM27dulXi63JycpCTk6N6zqlUiIiISGr0voeuJI6OjoiLi9N5vy/eH7ZwepSShIeHQ6FQqB4eHh46r4mIiIhIn/S+hy4mJkbtuRACSUlJiIiIQJMmTXS2HRcXFwDP9tS5urqqlqekpBTZa/e8GTNmYNKkSarn6enpDHVEREQkKXoPdE2bNoVMJoMQQm1527ZtsWLFCp1tx8vLCy4uLoiMjESzZs0AALm5uTh48CDmz59f4uvkcjnkcrnO6iAiIiIyNL0Huvj4eLXnZmZmcHR0hLW1tdZ9PXnyBNevX1fr+/z583BwcECtWrUwYcIEzJs3D97e3vD29sa8efNga2uLQYMGlft9EBEREVVUeg90tWvX1llfp0+fRmBgoOp54aHSYcOGYdWqVZg6dSqysrIwZswY1cTCe/bs4Rx0REREVKnp7aKI/fv3w9fXt9irRtPS0uDn54fDhw9r1Wfnzp0hhCjyWLVqFYBnF0SEhYUhKSkJ2dnZOHjwIPz9/XXxdoiIiIgqLL0FusWLF2PUqFGoWrVqkXUKhQLvv/8+Fi1apK/NExEREZkMvQW6v/76C927dy9xfVBQkM7moCMiIiIyZXoLdPfu3YOlpWWJ6y0sLHD//n19bZ6IiIjIZOgt0NWsWRMXLlwocX1MTIzafHFEREREVDZ6C3Q9e/bErFmzkJ2dXWRdVlYWQkND0atXL31tnoiIiMhk6G3akk8++QSbNm1C/fr1MW7cOPj4+EAmk+Hy5ctYsmQJlEolZs6cqa/NExEREZkMvQU6Z2dnREdHY/To0ZgxY4bqThEymQzBwcFYunRpqbfkIiIiIiLN6HVi4dq1a2PHjh1ITU3F9evXIYSAt7c3qlWrps/NEhEREZkUvd8pAgCqVauGVq1aGWJTRERERCZHbxdFEBEREZFhMNARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEMdARERERSRwDHREREZHEWRi7ANKcskDgZPwjpGRkw8neGq29HGBuJjN2WURERGRkDHQSsetiEmb/GYuktGzVMleFNUJf90V3f1cjVkZERETGxkOuErDrYhJGrzmrFuYAIDktG6PXnMWui0lGqoyIiIgqAga6Ck5ZIDD7z1iIYtYVLpv9ZyyUBcW1ICIiIlPAQ64GVtx5cKW1O3r9fpE9c88TAJLSsvFV5FV0qFdD1V9x2+CyosvMzWQl/ky4rOIs489Jusv4s5PuMv7stB8vY6qUgW7p0qVYuHAhkpKS4Ofnh8WLF+PVV181dlklngc3vUeDl7Z7me+iruO7qOt4xdYSAPD4aZ5qHZcVv8xVYY3eTVyx9a8ktbGuSDVyGX9OUl7Gn510l/Fnp92yinBOu0wIUamO1W3YsAFDhgzB0qVL0aFDB/zwww/4+eefERsbi1q1ar309enp6VAoFEhLS0PVqlV1VlfheXAvDnZhni9c/vWAppiw/nyxh1iJiIio4in8Xb7sneY6DXXaZJJKF+jatGmD5s2bY9myZaplDRs2RJ8+fRAeHv7S1+sj0CkLBDrO3//srxwhIFfmqq2X4Z9A52QvR0pGjk62S0RERPqVY24FyGSQAXBRWOPItC46O/yqTSapVIdcc3NzcebMGUyfPl1teVBQEKKjo4t9TU5ODnJy/glQ6enpOq/rZPwj1S5ruTIXW7bN1Pk2iIiIyPD69JqLHAu56pz2k/GP0K5udYPXUamucn3w4AGUSiWcnZ3Vljs7OyM5ObnY14SHh0OhUKgeHh4eOq8rJUPzc+GIiIhIuoz1O79S7aErJJOp7+oUQhRZVmjGjBmYNGmS6nl6errOQ52TvbXq3znmVujTa26x7aZ3b4CIXVde2t/rjV3xZwznniMiIjK2HHMrtefP/843pEoV6GrUqAFzc/Mie+NSUlKK7LUrJJfLIZfL9VpXay8HuCqskZyWDSGTIcdCfXuFx90Hd26AH08lPWtXTD+F7eYNaoOjd6JKbEdERESGVfg7uqTpyPStUh1ytbKyQosWLRAZGam2PDIyEu3btzdSVYC5mQyhr/sC+OdKmEKFz0Nf94WVhVm52xEREZFhPf872ljz0VWqQAcAkyZNws8//4wVK1bg8uXLmDhxIhITE/HBBx8Yta7u/q5Y9k5zuCjUd8W6KKzVLnMub7tXbC1Vc+RwWenLXBXWeL+TF1w5hhV6GX9O0l3Gn510l/Fnp92yF39HG0Olm7YEeDax8IIFC5CUlAR/f3989dVX6NSpk0av1dc8dIWKm3W7uDRfnnZAxZk5u6Iv40zo0ljGn5N0l/FnJ91l/NkZ/04RJj0PXXnpO9ARERERacJk56HThcJ8q4/56IiIiIg0VZhFNNn3xkD3goyMDADQy3x0RERERNrKyMiAQqEotQ0Pub6goKAAd+/ehb29fYlz15VX4Vx3t2/f5mFdHeB46hbHU7c4nrrF8dQtjqdu6Xo8hRDIyMiAm5sbzMxKv46Ve+heYGZmBnd3d4Nsq2rVqvwPpEMcT93ieOoWx1O3OJ66xfHULV2O58v2zBWqdNOWEBEREZkaBjoiIiIiiWOgMwK5XI7Q0FC933LMVHA8dYvjqVscT93ieOoWx1O3jDmevCiCiIiISOK4h46IiIhI4hjoiIiIiCSOgY6IiIhI4hjoDGzp0qXw8vKCtbU1WrRogcOHDxu7pArh0KFDeP311+Hm5gaZTIYtW7aorRdCICwsDG5ubrCxsUHnzp1x6dIltTY5OTn48MMPUaNGDdjZ2aF37974+++/1dqkpqZiyJAhUCgUUCgUGDJkCB4/fqznd2dY4eHhaNWqFezt7eHk5IQ+ffogLi5OrQ3HU3PLli1D48aNVfNKtWvXDjt37lSt51iWT3h4OGQyGSZMmKBaxjHVXFhYGGQymdrDxcVFtZ5jqb07d+7gnXfeQfXq1WFra4umTZvizJkzqvUVdkwFGcz69euFpaWl+Omnn0RsbKwYP368sLOzE7du3TJ2aUa3Y8cOMXPmTLFx40YBQGzevFltfUREhLC3txcbN24UFy5cEP379xeurq4iPT1d1eaDDz4QNWvWFJGRkeLs2bMiMDBQNGnSROTn56vadO/eXfj7+4vo6GgRHR0t/P39Ra9evQz1Ng0iODhYrFy5Uly8eFGcP39ehISEiFq1aoknT56o2nA8Nbd161axfft2ERcXJ+Li4sTHH38sLC0txcWLF4UQHMvyOHnypPD09BSNGzcW48ePVy3nmGouNDRU+Pn5iaSkJNUjJSVFtZ5jqZ1Hjx6J2rVri+HDh4sTJ06I+Ph4sXfvXnH9+nVVm4o6pgx0BtS6dWvxwQcfqC1r0KCBmD59upEqqpheDHQFBQXCxcVFREREqJZlZ2cLhUIhvv/+eyGEEI8fPxaWlpZi/fr1qjZ37twRZmZmYteuXUIIIWJjYwUAcfz4cVWbY8eOCQDiypUren5XxpOSkiIAiIMHDwohOJ66UK1aNfHzzz9zLMshIyNDeHt7i8jISBEQEKAKdBxT7YSGhoomTZoUu45jqb1p06aJjh07lri+Io8pD7kaSG5uLs6cOYOgoCC15UFBQYiOjjZSVdIQHx+P5ORktbGTy+UICAhQjd2ZM2eQl5en1sbNzQ3+/v6qNseOHYNCoUCbNm1Ubdq2bQuFQlGpfwZpaWkAAAcHBwAcz/JQKpVYv349MjMz0a5dO45lOYwdOxYhISF47bXX1JZzTLV37do1uLm5wcvLCwMGDMDNmzcBcCzLYuvWrWjZsiX69esHJycnNGvWDD/99JNqfUUeUwY6A3nw4AGUSiWcnZ3Vljs7OyM5OdlIVUlD4fiUNnbJycmwsrJCtWrVSm3j5ORUpH8nJ6dK+zMQQmDSpEno2LEj/P39AXA8y+LChQuoUqUK5HI5PvjgA2zevBm+vr4cyzJav349zp49i/Dw8CLrOKbaadOmDX755Rfs3r0bP/30E5KTk9G+fXs8fPiQY1kGN2/exLJly+Dt7Y3du3fjgw8+wH/+8x/88ssvACr259OiTK+iMpPJZGrPhRBFllHxyjJ2L7Yprn1l/hmMGzcOMTExOHLkSJF1HE/N+fj44Pz583j8+DE2btyIYcOG4eDBg6r1HEvN3b59G+PHj8eePXtgbW1dYjuOqWZ69Oih+nejRo3Qrl071K1bF6tXr0bbtm0BcCy1UVBQgJYtW2LevHkAgGbNmuHSpUtYtmwZhg4dqmpXEceUe+gMpEaNGjA3Ny+SvFNSUookfVJXeMVWaWPn4uKC3NxcpKamltrm3r17Rfq/f/9+pfwZfPjhh9i6dSuioqLg7u6uWs7x1J6VlRXq1auHli1bIjw8HE2aNMHXX3/NsSyDM2fOICUlBS1atICFhQUsLCxw8OBBfPPNN7CwsFC9X45p2djZ2aFRo0a4du0aP59l4OrqCl9fX7VlDRs2RGJiIoCK/f3JQGcgVlZWaNGiBSIjI9WWR0ZGon379kaqShq8vLzg4uKiNna5ubk4ePCgauxatGgBS0tLtTZJSUm4ePGiqk27du2QlpaGkydPqtqcOHECaWlplepnIITAuHHjsGnTJuzfvx9eXl5q6zme5SeEQE5ODseyDLp27YoLFy7g/PnzqkfLli0xePBgnD9/HnXq1OGYlkNOTg4uX74MV1dXfj7LoEOHDkWmebp69Spq164NoIJ/f5bpUgoqk8JpS5YvXy5iY2PFhAkThJ2dnUhISDB2aUaXkZEhzp07J86dOycAiEWLFolz586ppnSJiIgQCoVCbNq0SVy4cEEMHDiw2MvE3d3dxd69e8XZs2dFly5dir1MvHHjxuLYsWPi2LFjolGjRpXu0vvRo0cLhUIhDhw4oDaVwdOnT1VtOJ6amzFjhjh06JCIj48XMTEx4uOPPxZmZmZiz549QgiOpS48f5WrEBxTbUyePFkcOHBA3Lx5Uxw/flz06tVL2Nvbq36vcCy1c/LkSWFhYSHmzp0rrl27Jn777Tdha2sr1qxZo2pTUceUgc7AlixZImrXri2srKxE8+bNVVNJmLqoqCgBoMhj2LBhQohnl4qHhoYKFxcXIZfLRadOncSFCxfU+sjKyhLjxo0TDg4OwsbGRvTq1UskJiaqtXn48KEYPHiwsLe3F/b29mLw4MEiNTXVQO/SMIobRwBi5cqVqjYcT829++67qv+zjo6OomvXrqowJwTHUhdeDHQcU80VzoFmaWkp3NzcRN++fcWlS5dU6zmW2vvzzz+Fv7+/kMvlokGDBuLHH39UW19Rx1QmhBBl27dHRERERBUBz6EjIiIikjgGOiIiIiKJY6AjIiIikjgGOiIiIiKJY6AjIiIikjgGOiIiIiKJY6AjIiIikjgGOiIiIiKJY6AjokpPCIF///vfcHBwgEwmw/nz541SR6dOnbB27Vqd9nnhwgW4u7sjMzNTp/0SkbQw0BFRpbdr1y6sWrUK27ZtQ1JSEvz9/Q1ew7Zt25CcnIwBAwaolnl6emLx4sVF2oaFhaFp06Ya9duoUSO0bt0aX331lY4qJSIpYqAjokrvxo0bcHV1Rfv27eHi4gILC4sibXJzc/VawzfffIMRI0bAzEz3X7sjRozAsmXLoFQqdd43EUkDAx0RVWrDhw/Hhx9+iMTERMhkMnh6egIAOnfujHHjxmHSpEmoUaMGunXrBgCIjY1Fz549UaVKFTg7O2PIkCF48OCBqr/MzEwMHToUVapUgaurK7788kt07twZEyZMKLGGBw8eYO/evejdu3eZ3oNMJivyKHwfABAcHIyHDx/i4MGDZeqfiKSPgY6IKrWvv/4ac+bMgbu7O5KSknDq1CnVutWrV8PCwgJHjx7FDz/8gKSkJAQEBKBp06Y4ffo0du3ahXv37uHtt99Wveajjz5CVFQUNm/ejD179uDAgQM4c+ZMqTUcOXIEtra2aNiwYZneQ1JSkupx/fp11KtXD506dVKtt7KyQpMmTXD48OEy9U9E0lf0uAMRUSWiUChgb28Pc3NzuLi4qK2rV68eFixYoHo+a9YsNG/eHPPmzVMtW7FiBTw8PHD16lW4ublh+fLl+OWXX1R79FavXg13d/dSa0hISICzs3Oxh1unTZuGTz75RG1Zbm4ufH19Vc8L6xZC4K233oJCocAPP/yg9pqaNWsiISGh1DqIqPJioCMik9WyZUu152fOnEFUVBSqVKlSpO2NGzeQlZWF3NxctGvXTrXcwcEBPj4+pW4nKysL1tbWxa776KOPMHz4cLVl33zzDQ4dOlSk7ccff4xjx47h1KlTsLGxUVtnY2ODp0+flloHEVVeDHREZLLs7OzUnhcUFOD111/H/Pnzi7R1dXXFtWvXyrSdGjVqIDU1tcR19erVU1vm4OBQpN2aNWvw1Vdf4cCBA8XuEXz06BHq1q1bpvqISPp4Dh0R0f9r3rw5Ll26BE9PT9SrV0/tYWdnh3r16sHS0hLHjx9XvSY1NRVXr14ttd9mzZohOTm5xFD3MseOHcPIkSPxww8/oG3btsW2uXjxIpo1a1am/olI+hjoiIj+39ixY/Ho0SMMHDgQJ0+exM2bN7Fnzx68++67UCqVqFKlCt577z189NFH2LdvHy5evIjhw4e/dCqSZs2awdHREUePHtW6puTkZLz55psYMGAAgoODkZycjOTkZNy/f1/VJiEhAXfu3MFrr72mdf9EVDkw0BER/T83NzccPXoUSqUSwcHB8Pf3x/jx46FQKFShbeHChejUqRN69+6N1157DR07dkSLFi1K7dfc3BzvvvsufvvtN61runLlCu7du4fVq1fD1dVV9WjVqpWqzbp16xAUFITatWtr3T8RVQ4yIYQwdhFERFLWuXNnNG3atNi7PhS6d+8e/Pz8cObMGZ0Gr5ycHHh7e2PdunXo0KGDzvolImnhHjoiIgNwdnbG8uXLkZiYqNN+b926hZkzZzLMEZk4XuVKRGQgb7zxhs77rF+/PurXr6/zfolIWnjIlYiIiEjieMiViIiISOIY6IiIiIgkjoGOiIiISOIY6IiIiIgkjoGOiIiISOIY6IiIiIgkjoGOiIiISOIY6IiIiIgkjoGOiIiISOL+D9vzz7o2vzMAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fundamental THD is 3.137 %\n",
      "\n"
     ]
    }
   ],
   "source": [
    "fo = 60\n",
    "N = 10000\n",
    "end_time = np.round(time[-1], decimals=1)\n",
    "time_resamp = np.linspace(end_time - 1 / fo, end_time, N, endpoint=False)\n",
    "ac_current_resamp = np.interp(time_resamp, time, I_in)\n",
    "fstep = fo\n",
    "freq = np.fft.rfftfreq(N) * fstep * N\n",
    "freqval = np.abs(np.fft.rfft(ac_current_resamp)) / N\n",
    "freqval[1:] = freqval[1:] * 2\n",
    "\n",
    "# Get only 'max_index' harmonics\n",
    "max_index = 100\n",
    "freq = freq[:max_index]\n",
    "freqval = freqval[:max_index]\n",
    "\n",
    "# Plot\n",
    "fig, axes = plt.subplots(2)\n",
    "axes[0].set_title(\"AC Current of PFC resamp\")\n",
    "axes[0].set_ylabel('Current (A)')\n",
    "axes[0].set_xlabel('time (s)')\n",
    "axes[0].plot(time_resamp, ac_current_resamp)\n",
    "\n",
    "axes[1].set_ylabel('Current (A)')\n",
    "axes[1].set_xlabel('freq (Hz)')\n",
    "axes[1].stem(freq, freqval)\n",
    "fig.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# %%\n",
    "# Compute THD\n",
    "thd_f = np.sqrt(sum(freqval[2:]**2)) / freqval[1]\n",
    "print('Fundamental THD is {0:.3f} %'.format(thd_f * 100) + \"\\n\")"
   ]
  }
 ],
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