{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import numpy.typing as npt\n",
    "\n",
    "from spectrometer import plot\n",
    "cm = 1 / 2.54"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rect(t) -> npt.NDArray:\n",
    "    return np.where(np.abs(t) <= 0.5, 1, 0)\n",
    "\n",
    "\n",
    "def pulse(t, freq) -> npt.NDArray:\n",
    "    return np.sin(2 * np.pi * freq * t) * rect(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a31e5c4bf894f9080f85a6004b6d16d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plot.subplots(nrows=1, ncols=2, figsize=(16 * cm, 8 * cm))\n",
    "t = np.linspace(-4, 4, 10000)\n",
    "\n",
    "y = rect(t)\n",
    "axes[0].plot(t[3750:-3750], y[3750:-3750])\n",
    "axes[0].set_xlabel(\"Time [s]\")\n",
    "axes[0].set_ylabel(\"f(t) = rect(t)\")\n",
    "\n",
    "fft = np.fft.fft(y)\n",
    "f = np.fft.fftfreq(n=fft.size, d=np.abs(t[0] - t[1]))\n",
    "axes[1].plot(np.fft.fftshift(f)[4920:5080], np.abs(np.fft.fftshift(fft))[4920:5080])\n",
    "axes[1].set_xlabel(\"Frequency [Hz]\")\n",
    "axes[1].set_ylabel(\"|F(f)|\")\n",
    "\n",
    "for ax in axes:\n",
    "    plot.format_axes(ax)\n",
    "\n",
    "fig.savefig(\"1s_rect_pulse_fft.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b55765d0e3fb4d17bf07e7ee7c0566d4",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plot.subplots(nrows=1, ncols=2, figsize=(16 * cm, 8 * cm))\n",
    "t = np.linspace(-4, 4, 10000)\n",
    "\n",
    "y = np.sin(2 * np.pi * 20 * t)\n",
    "axes[0].plot(t[3750:-3750], y[3750:-3750])\n",
    "axes[0].set_xlabel(\"Time [s]\")\n",
    "axes[0].set_ylabel(\"f(t) = sin(2πft)\")\n",
    "\n",
    "fft = np.fft.fft(y)\n",
    "f = np.fft.fftfreq(n=fft.size, d=np.abs(t[0] - t[1]))\n",
    "axes[1].plot(f[81:240], np.abs(fft[81:240]))\n",
    "axes[1].set_xlabel(\"Frequency [Hz]\")\n",
    "axes[1].set_ylabel(\"|F(f)|\")\n",
    "\n",
    "for ax in axes:\n",
    "    plot.format_axes(ax)\n",
    "\n",
    "fig.savefig(\"20hz_inf_fft.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "15ed4900c5a549948b7bf23425fe980f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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R1yzPlcIjRnmujNQ1q6ihiiIoT5+u0/ZGCwvrlF1RPIwqG8L30snj1Ous8kwyDHP2seOwGwerPe1tBtNKsKhjWgSqh5scfg2vJb1JCmET1XMVNXdNuC8hksTzohU/iGt0UgBG9kaqbFC2cIkQmrbqskg22MOvLOoY5mzkYLUHMxZ9jpv/+gXn1iYorvY2gKKiogKrVq2CpmkoKyvDrbfeioKCAun5Bx54wHZeUlISnn76aSxduhTr1q2Tnps3bx4uuOCCVrf9bIUWLrTgogbMKz1X5FrFfUkBFznUK60l89GkpQgEdTgdGhmWja2FS+SQqq4TNpDeO1qoUeFqag8Mw5x9rP7mGBoDQRys9qKksh798zLa2ySmhelwoi4YDGLhwoV4+OGHkZ6ejg0bNmD+/Pl44oknoAndVs8//3xcddVV5rG9e/fC7XYjIyP0Q/rII49I1+3Vq1fbbeIshGqgS3mzrN9TIUKVh4/yXOnNEIuU+BLXxFIpG9kDGF2omeervJFRQsDU/UNrYTtOhaBDj8EwzFnI2m8rze+/2l/Noi4B6XDh1+LiYmRnZyM9PR0AMHLkSBw5cgSHDx+W1k2cOBFDhw7FkCFDMHjwYHz77be49tprzeeHDBki/evSpUtbbuOsQxZtoa828RQpmZ84H6BFm7pdiP26dP6ebFikSll7/h0l4OT9WZ+nQ6LiNenvI1XgqvZAFZyoWrgwDHP20OALYP2+KvPxV/ur29EaprXocJ66kpISZGdnm4+Tk5ORl5eHiooKMwSbm5srrSkuLkbfvn0l4fbqq6/i448/htPpxLRp0zB9+nTlPb1er/Q4KSkJSUlJLbWlswKypUnQLiYc0KJ61KjnxesFFQIwmniizlfZQPWpE9dSRRGU9068r2ivshcf8b0s1OznSzYQrweHXzs2jY2NSE5Obm8zmATnq/3VaPCFPyA27j/RjtYwrUWHE3VutxtpaWnSsdTUVNTX15uPHQ4HHI6QkzEYDOLdd9/FT37yE/P5rKwsDBw4EFdeeSU+++wzvPjii+jduzdGjBhB3vPee++VHl933XWYNWtWC+3o7IASdZQ3KcmpquYU1jUnHCkIH1poiV494znZdtIGlZeL8CxG6nOn2lss0zYieRBVewiQ+6UFINO+bN26FZ999hkGDx6MSZMmoa6uDm+//TacTidKS0sxc+ZMDBo0CED0PGOGicZXpSHP3BVDumPVzqMoq/bgWE0D8ruktrNlTEvS4USd3++Hz+eTjrlcLjMca2X16tUYMmSIJARvvvlm8/urrroKX3/9NbZu3aoUdYsWLZLOZy9d86EEkVU76ITIIPvBKcKY1PkqkUPZoOxTR3gWo01jiNprjxCYsg2Crcrz7M9HDyHbXzt7BS+LuvbmjTfeQEVFBebOnQuXK/QxvGDBAsydOxe5ubkoLS3Fb3/7Wzz99NNwOp0x5RkzTCSO1ZwCAAzp2QX7q+qx62gttpe7kT+YRV0i0eFy6jIzM23h0IaGBjInrqamBm+//TYuvfTSiNcsKiqyef9E0tLSkJ6ebv5jUdd8yGa8RPjVejxa37aoOWYKoaYTNkTzvkUTX+JayvumCr9GyyGMNn0i2vQKcQ0lYgOWwggOv7Yvn376KTZv3oy77rrLFHRHjhxBfX09cnNzAQB9+/ZFamoqiouLY84zZphIHK8LibrczinomZUmHWMShw4n6vLz81FeXm4+DgaD8Hg86N27t23tsmXLMG7cOHTq1Mk8tnfvXgQt5X1utxtDhw5tPaMZciSYOpkfxFrFtaLlyTXDc6UcExZhyoOqyCCatzF6oUTs4VdZQMr2hdfGdq+QvWDaCb/fj5deegkzZ86UvGzWXGIAKCgoQGVlZcQ8YxVerxcej8f8Z41+MGcflYaoy0hBTqdQDmdVfWN7msS0Ah0u/DpmzBi88MILqKysRLdu3bBr1y6MHDkSgUAAzzzzDGbNmoWcnByUlJRg7dq1mD9/vnS+z+fD6tWrcdlllwEADh48iMzMTJx33nntsJuzh5jyvsgQYegrVQwgnqM+XyHUInquaC9XtIkU4vXo/nnyMV3XoWkaWRVLhavFa0l2Ee1RYqrgVRRVcPVr+7Fz506cPHkSgUAAjz76KKqqqjBx4kRkZmYiJSVFWmvkEseSZ2yF84QZK8drDVGXjJyM0M8ae+oSjw4n6tLT0zFv3jwsXboUhYWF8Pv9uPXWW1FbW4tt27Zh6tSpyMnJwd///ndccMEF6Natm3T+oEGD8P7772PTpk3o3r07+vTpI+XYMa0D2YstBi8XOX1CVWRAevrk5yLZoPTqEWHhaOFXKqRqF5aAU4sutFT5d5Hupcz1IwSg1S4Ov7Yf5eXlcDgc8Pv9eOSRR7B9+3b88Y9/xA033KDMJa6qqmpWnjHAecKMjK7rOF4X8srlZqQgN6PJU1fHnrpEo8OJOgAYOnSoLVyak5ODxYsXm49/9atfkUnCDocDP/vZz1rdRkaGzEezCi1KlEUIqVq/Nz1iMeXJyc9L51s0DTl/lih+EO8Ti4gN6jqc0KKGkMVrUiKW9mzKe4gomBWCl2l7/H4/8vLyMGHCBADAqFGjMHjwYLz11ltmpauBkUucmZmJkydPks+pMPKEGQYAahr8aGz6UOzWOQU5hqirZ09dotHhcupixeVywel0trcZTBPUbFd72w3jq10AWsdjUWFGum2HItQboXjBKtQCZk5dZPEVuoZ9D5RHTXU88oxW+Xw9wutlK0KhcgijVPsybU9eXh78fr90rFOnTpg+fbqUSwwAVVVVGDBgQLPyjBmGwgizdk5xITXJiZxOofAre+oSj7gVdUzHgi5IUIQ5JeFhfI2eI9YcoUZ51FTiK1KVqTX/LJxrR5yvyL+LVr2q9DZGELbK5sPC4fD9paUcfm1Hzj//fPh8PlOkNTY2oqysDJMmTYKmadizZw+AUF+6rKws5ObmYsyYMSgvL0dlZWjEk5FnzA2LmVgx8+k6h8Sc4ak7zqIu4eiQ4Vcm/iC9SbaqywiCiAgnumAVZaGvOiEgYxFqqkkXdAWufV+q6zZHlFGh3mjVwlRo2p4nJ19fPN8meLn6td1ISUnBf/7nf+K1115D7969UVdXh3vvvRe5ubl46KGHsHz5cvTo0QN+vx/33XcfAHWeMcPESrjyNbnpa0jcVdefQjCow+HgfoeJAos6pkWI5lEDVE16FZ4nYn4sKdSU4Uj5q7imOW1K7IKIEot2W6X7iV45Umyi6V7y+WT+XhQBGOu4Nqb96Nu3L37605/ajvfp00eZD0zlGTNMrIQrX0Nirmt6SNwFdeCk14fsTuz1TRQ4/Mq0CLLnyn4MUDTpVYQuI1WkBoj8vZjCrwovF92SxO5VlNcKx6JUpMrFD3Z7o/Xao4o9rEKN9ABGEdcMw5wdGGHWbk3h12SXA5lpoYroKm5rklCwqGNaBFGPUO01xMe0AJSvF9R1ZU5eTHlylEdNVThAhIWbM31CmUMYoSiCGv1lr1KVv8rXlJZG8QDSgpdhmLOD43Wypw7gvLpEhUUd0yLQ/eDkNc0Z8xUM6jFVz0brPSd7ruzni4+bVZBAFDqoRFkgightjjDVowhIPYbrsqeOYc4uKFGX24kbECciLOqYFiGWGauR8uQokaL0qMUQ+iQFYHO8b1ErZSMfi75W9qjpET2T9mOxFIaopk+wp45hzi4qzcbD4dw5s1cdi7qEgkUd0yLI4dfQV9XQ+Vga5AZ0u6iL1GDXlvvWjH5wZJhT4dU7nX5wVKGDVVfpeoRCCyKkqi4MIV5brn5lmLMaQ7jlEOFXnv+aWLCoY1qEZjXjFZ7QCUEVWkMVKdDn64QApAodqPtLa8mwsNUG2W7VMel+hKeNErGqViv0+DKVgBTvb9hFi2OGYc4OaryhMXNGcQQAswEx59QlFizqmBYhlnw0MpwYoc1ILOFX43EsHrVo1aBUnpuqyCC2vED5WqHvQa+NMfxKiTeVDeGCFXotwzCJj67rqDsVmmLSJTXcxcxoY3KCPXUJBYs6pkWIljcGCJ6nGAodglROXYSQqFWnUB7AqEItlh5vhPdMGeYkhJoq/BoMRgoLRw/1kqHpKDmEDMMkPp7GgPlZkiGIus5N3xuCj0kMWNQxLQLdZkQWD8ajaBMWQsdj86gZ11N5uaR7WZ4Tz7fbZTxnv5f1uDL8qlMVvKfjmRTFJmzH5LWx3YthmLOD2oaQaHM6NKQlheeld04NhWJrWdQlFFEnSjQ0NODAgQOoqqqC3+9H586dkZeXh4KCgrawj4kTqAa56uIF+3mxhCNVjYp1nZjRSgkiZesQ2I5Hm3ShU8LUZlfs3sYgkVOnw/AKRreLEsxUAUjILjAMc5ZQdyqUT5eR4oKmhceBZaQ0eeoafO1iF9M6KEXdgQMH8M9//hMnTpxAQUEBMjMz4XQ6UVpaiqqqKlRXV2Ps2LGYNm0akpKSVJdhzhJiEkSmR4sSgNFFTqTecVYBSXkAdYWgopoHq1qtRO5pJ9sQCKonPwQIwWsLyRKvV7OaLasEIKs6hjlrqGny1HVOlf+75/BrYmITdX6/H8uWLUMgEMDs2bORm5tLnhgMBrF582YsWLAAV155JQYPHtzqxjIdl+aICbrPnPV6tEii1xLtTwiPmkqoUf3cVOFXenyZfP2wDZRQU4lFWqwq7bIJXtkW0UZVrh7DMIlPXZOoMzxzBoaoM8KzTGIgvcvBYBDPP/88LrvsMvTt2zfiiQ6HA2PGjMGoUaPwxhtvoKGhAaNGjWpVY5mOi6hH1OLLeF7wPEUQgCrxRQkilXgiw5EWLxnV401VKEHNc43k1WtesYc9rCyeAzS3+XDTcwqPJ8MwiY8h2rqkyhE1Q+R5GgMIBHU4HZrtXCb+kESdw+HAnDlzpLh7NBwOB2bNmsUhnbOcmFp8kHly8lfxuKpQwpo/F6lPHSnUlOFXu132SRfytcTzqAIMtfdN3ptOFVU0K6Qqfw3Zqn4fGIY5OzBy6qzhV7EStu6UX+phx8QvtvCrVdD961//wvTp06VjtbW1OHnyJHr16qU870yoqKjAqlWroGkaysrKcOutt9oKMxYvXox169ZJx+bNm4cLLrgAjY2NePPNN+FwOFBaWopJkyZh3LhxLWYfY4cST5SHSClcyLW0+KIEoLqiNXxMVwg1KvzanJ52kSZVqFut2PcWi1dP16OIWDH/TikgwTDMWYLhqcuwiLoUlxPJLgca/UEWdQlE1OrXDRs22ERdUlISfv/732PRokUtblAwGMTChQvx8MMPIz09HRs2bMD8+fPxxBNP2ITjI488Ij02RObzzz+PSy65BAMHDkRVVRUefPBBDBw4EFlZWS1uLxNC8hBFEBOx5I0Zj+2hTyjXqjxqVE5dLEJNdS+dEE/K1iFBXT29guh/p3xtbJM11KFtul0Me+oY5mxFVSgBAJ1TXKjyN6K2wQcgrY0tY1oDUtS98847+PTTT9GpUyccOnQIjz/+uPT88ePHW00gFRcXIzs7G+np6QCAkSNHYsGCBTh8+LDNWzdkyBDb+R6PB8XFxbjzzjsBADk5OSgqKsKGDRswderUVrGZURUZxOB9UyTzhzxSINfSuWu0Pc2pyiW9jVYbiPw5VZ+6iOPLKMGrrOCNXQBS4VdVyJthmMQnXChh98RlpLpQVd9ormHiH1LUXXTRRcjIyIDD4cDq1atx0UUXSc+npaWRgqolKCkpQXZ2tvk4OTkZeXl5qKiosIm6V199FR9//DGcTiemTZuG6dOn4+DBg8jIyJC8egUFBaisrFTe0+v1So+TkpK4TUszoScZWNfEVtBgPI7VcxUSRJa1Rv4d1T9PEQImvXqqKlPJqxfJ+2a5lyr8Sgo14/rWa9g9gHQI2bi2/XyGYc4OahvonDrxGDcgThxIUZeVlYVLLrkEANCvXz8pd661cbvdSEuT3cCpqamor6+32Thw4EBceeWV+Oyzz/Diiy+id+/eOHXqFFJSUqKeL3LvvfdKj6+77jrMmjXrDHdydkE2FI6p9xwUa9VhQ7ogQbaH8qgZj5UhUcmrJz9nHieLF+R7ijaoK3hleyMXVcTimWy6p9RqhT6fi5oY5uzB6ENHibpwA2IWdYlC1Jy6thR0QKhPns8nd7h2uVxmONbg5ptvNr+/6qqr8PXXX2Pr1q3o379/TOeLLFq0SBKS7KVrHrEUHhjHYw2/kkItQjgxlnYgqrXkSLEI+XehdiuyreI9RRvsAlQ+R7yGUqidZvg1Uk88hmHODmoj5NQZIVnuVZc4SLNfg8EgnnvuOezfvz/mC+i6jtdffx2bN29uEYMyMzNt4dCGhgZ06dIl4nlFRUVIS0s7rfPT0tKQnp5u/mNR1zxsQ+8VgohO8I9dAEYKn6rFYgziiaxole2LeH7EkKp1rT0sHHqs9qjRYezoYjFaTzuGYRIfM/xK5NSFp0rwqLBEQRJ1DocDt99+Oz755BMsXboU1dXVyhN1XcemTZvw5z//GUOGDGmxxsP5+fkoLy83HweDQXg8HvTu3ds8tnfvXgQtiVVutxtDhw5Ffn4+Kisr0djYaD5XWVmJQYMGtYh9jJ1YRQ7dp04lvmILfQJGVa3VBlo8xdoQuDkNhSNVmcaSk2esVb02tuOEWIycU8eeOoY5WzHy5awtTQBB1LGnLmGwvcsulwuzZ8/G/v378cILL+DkyZPS7Fev14vKykpz9ut9992H5OTkFjNozJgxeOGFF1BZWYlu3bph165dGDlyJAKBAJ555hnMmjULPp8Pq1evxmWXXQYAOHjwIDIzM3HeeecBCOUBbty4ERMmTEBdXR1qamowYMCAFrORkVGKLzJPTj6XauZrnGub/NAsoaYOidrbnxCCyCy0sNsba0VrULePCVNNxWhOUQWdm0h4GzmnjmHOeiKHX7lQItFQ5tQVFRVh3rx58Hg8OHDgAKqrq+H3+5GRkYG8vLxWy7VLT0/HvHnzsHTpUhQWFsLv9+PWW29FbW0ttm3bhqlTp2LQoEF4//33sWnTJnTv3h19+vSRcuzuv/9+LF26FPv27UMgEMD9998Ph8MR4a7MmUAl/Ye+WtdRvecihWrtHjnV/ezeLNkWca1VqFHVq7pCUOmg5rka97TboG6KbN+bUqgR4lbpbRSuQU3KoOxk2pb77rsPx48fl4795S9/gdfrVTZdLy0txfr16+Hz+VBRUYE5c+Zw300mJgwvHBV+zeD5rwlH1EKJ9PR00wPWVgwdOhRDhw6VjuXk5GDx4sXm45/97GfK83Nzc/HTn/601exjZJR935oTfiXEnlos2u+natsRU1iXEIuRQp9qL1kMHkTlXNxIs1/tx2N5bQyvpGq/TPtQVFSEu+++WzqWmpqKJ554gmy67vV6sWTJEjzyyCNwuVx477338Nxzz+Ghhx5qpx0w8YIvEITXFwCgamkSEnocfk0corqvli5dajvmdruxffv2VjGIiT/UoU+7oIk9xNgcL5d6pFhMXj0jrEvkozXHg9icPDk639B+vmptrDboEV5Hpn1IT0/HkCFDpH/ffPONren6kSNHcPjwYaxfvx4DBgyAyxX6T3ns2LHYsmULPB6P8h5erxcej8f8Z+0IwJwd1AthVTKnzmhpwuHXhCGqp27Pnj32k1wuPPXUU3j22WdbxSgmvrCNsYpYeRp7PlrsXi6qrUroq1XQ6ISwpFqaNK9HXCSvoLxW5X2j9hupibPNWxjhNafyCpn2o7a2FvPnz8fWrVuRk5OD2bNnY9++fcqm6yUlJSgsLDSf69atG5xOJ06cOKFs1cS9NxkgHFZNTXIgyWn34Zg5dQ0s+hMFUtS98cYbePfdd9GpUye43W488MAD0vNutxsDBw5sEwOZjk+srUd0KvQZoVFxrKHa5gmt2LxcKlFItxNRewWVIpaY5xrzrNugOq+POq5qtsy0D8nJybj22mvx/e9/H8uWLcP8+fMxceJEdO7cWVpnNE13u93o37+/eVzTNKSmpqKurk55D+69yQBAjTlNgn7/eaJE4kGKumnTpmHgwIFwOBx49913MX36dOn5tLQ09OnTp00MZDo+auFCCCpCzFDX0AkvV7Ny14zrEkUGKi8XNSaMKjKw97lrujZR7Rtz/h0p1JovFunKYOv5YNqRefPmmd/PmTMHd999N7Zt24Zx48ZJ64ym6bE2ZBcxem8yZzfhua90UC6DW5okHOQ7nZaWhmHDhgEAunfvjpycnDY1iokvYg8xRhCAlHCJscebHiEcSXnVVF4ueU6sWpiqK3jP0KMWs1CjXoPmh7yZ9ic1NRU9evRASkqKsmn66TZkZxijSCI92Uk+b1TEck5d4hC1UOLVV1/F4sWLpRL82tpavPHGG61qGBM/2HquNSNPLlKYU+Wpi02o6eR1yRAwYW+kQgnVNIdYPGq6wq5IHjWyLUvMNlBeUBZ17YU1R1nXdfj9fkyePFnZdN3akL2urg6ZmZks6pioNDSJurQkhahr8tR5GgPwW1sIMHFJVFG3c+dO3HHHHcjNzTWPde7cGd98802rGsbED6rqSsqjZW8+rBZqsbdKaaYHkDhGCR26HciZFUo0p6FwuFGx5RrB5lXVckuTjsPOnTtRVlZmPl63bh2uvfZajBkzBuXl5aisrAQAs+l6cnIyJkyYgOLiYrPaddOmTZg8eTI0TWuXPTDxg6exSdQpPHXiccOrx8Q3Uatf+/XrZ5sY0djYiMOHD7eaUUx8QYVDdbLQQV1kYM19IwVVkF4byctF2RCLUFOuDcY2Zsx4HMvkB+NxLPNcTbuUoWnKXuu9WNW1F+PHj8dzzz2H9PR05OXlYdSoURgyZAgAkE3XAaBHjx6YPXs2nn32WRQWFkLTNMycObM9t8HECd4onroUlwNOh4ZAUIenMaAsqGDih6iibujQodi0aRNGjx4NIBR6/dvf/mZ2OmcYakKBqtChOX3qYvWIRRSAhJeLHl9m34PKy6XyqNkaIJMeNfkc+V72+4tfI601RHQsffXYU9d+5Ofn45FHHiGfo5quG0ycOBETJ05sTdOYBMQbxVOnaRrSk5yoPeU3vXpMfBNV1F122WV49tln8fe//x3JycmoqKhA586d8ctf/rIt7GPiAMrxE1DkfcVcZBAhbEjljcUajqTEJjW+LGyD/Zgqf4/2CtrvRdkVyQNITcuIpR+duVbxmjMMk9iYok7hqQNCgi8k6rhYIhGIKuocDgfuuusufPvttygpKUGXLl1w/vnno1OnTm1hHxMHqLxc9obA6skPsYQjIwkiu/Bpuj7Z4sNiA1GlGrofbUNzwq/qila7vaqCBnoyR3O8jfZjDMMkPmb4VeGpA4BOKS6g9hR76hKEqKKurq4Oy5cvR9euXXHNNdcACCXx9urVi4UdAyAsElwODX6z8IHOfaOS/sVrGIS8Z/JaQ6A1p1CC8qrFkmdnrKX63MValKETXrLI4dfYvI0qoUbmBSoEIMMwiU+0nDrxORZ1iUHU6tfnnnsOlZWVqK6uNo91794d77zzTqsaxsQPhmhwOjTpWCzeJONhLB41lVCjijKMh7Hm6tGiLjYBqbpXIEKRApkXaMvJC98zmr16BGGqChczDJPYxBJ+NXrYeTn8mhBEFXUulwv/7//9P2RmZprHsrKyUFpa2qqGMfGDITpcgqgLBKmcutiFWjConucai1ALRPAAkoKIaNGksrd5LU1Ue7Daq/Y2UtelhJpK1KnGjzEMk9jEEn5Nb5o2UX+KPXWJQFRRN3z4cABAIBB+ww8ePCg1w2TObszwqzAwmhIeojfJ0H8BpXAJiyfDAxhLLzbbWmrGqmVtgChSAAA9GN6DsZbyiFnvZewtlpCqaC/1eoWuK79mdKsUWShGtJfjrwxzVhCt+hUA0o3wK/epSwii5tQBwNq1a3H8+HHs2bMHJSUlWL58OSZMmNDatjFxgiFmRE+dqs2I6dVzOtDoDyoLGkQxYvRRMgsSiFw943xjrdqrF37OZV5X7eWy2hAIRp9f63I40BgINhVa2K9pvBby3mjPpnh98zUjK2XlY5K9NhtsW2UYJgGJJaeOw6+JRVRRd/HFF+Pll1/G1q1bsW7dOgDABRdcgFtuuaXVjWPiAzqnTjGzNGgIHw2NiDA1QRBqxlprSFXTYAon4/ykprVWj5ixVmzx4XJoOAW6zYlxbpC4rrpKFeHXIdDU1sX6Gljy5MKvA22ruAeXaQNdlKELYlO0V9XuhWGYxMbw1KlmvwJAekroOQ6/JgZRRd3Ro0cxbdo03HLLLaipqUF6ejpcrpgcfMxZguj5MqDahNAh1fBz8lr7da0tTVwODb6A7GkzQ6pWL1fTWlHAyaFP2XNmnCt61Iy9Wqt9bZ46pwb4ZAGY5DTuT4dfRY9aeF/y6+sUXgfdaoMlJ098fa32cp86hjk7MDx1qRE9dS5pLRPfRM2p++Uvf4l//OMfAIAuXbqwoGNsGAJK0zQz70sMv4rHdFPkhH70IuWYWXP1wuIJlrXhY0nCWp0UOfbrikUdDg3kHlyCveFwKJ3rZ9hAC0iYz1lfB93yGlgFoLFW9ACK+woQ+xVbw1htYBgmsYmp+XCS4anj8GsiEFWhzZw5E36//c1+8803MWPGjFYxqqKiAqtWrYKmaSgrK8Ott95qG0u2ceNGLFu2DJWVlejRowe+//3vY9iwYQCAxYsXm6Fig3nz5uGCCy5oFXvPdkzx5ggJh2CTl0kUREb+XEDwGgHhBr8BQfwEgvLIK5dDFk9hL5UDQJD01FmnRITXyp6r0HXDQsehadC1sHizrhWLKoxrUnsAII0JE20V9yK+Doa9SQ4HGiDkG0aw1wghi7Y6NNljKQrpU/6wDQzDJDaxNR82curYU5cIRBV1x44dw/bt27F161bk5eUBAILBIHbt2tUqoi4YDGLhwoV4+OGHkZ6ejg0bNmD+/Pl44oknoGlN/1EFAli6dCluu+02pKenY9myZfjTn/6EhQsXIiMjAwBs8xV79erV4rYyIXRTTGhN71FT4r9QQBHORwsfMxC9anLemFXMhB5bvVRik1+X5JEL2yh61eweNV2oMA2JOmMPkTyAYg6hbtkDII9Ks3rJAhHsdQq2hrybsK017+V0AAhI6xyaBodmCEvKCwqGYc4CDFEXKacurSn8ys2HE4Oooq6yshIDBw5Ebm6uJKrS0tJaxaDi4mJkZ2cjPT0dADBy5EgsWLAAhw8fNr11VVVVmDFjBs4//3wAwF133YUf//jHOHjwIM477zwAwJAhQ2K+p9frlR4nJSUhKSmpJbZzVhCUxIRxzB5OFIWaIVyMtWT4NSgKF3v4NclJeK7MkKqcYybm5dE5dcYegGCEPYjhTFmYiqFa2qNmnC/uwXgdRI+a6JETnWrGWiksTISVJVFHCGnOqWOYswPD+xYxp84Iv3L1a0IQVdRNmTIFI0aMsOXS9e3bt1UMKikpQXZ2tvk4OTkZeXl5qKioMEVdXl6e6TUEYNrWo0cP89irr76Kjz/+GE6nE9OmTcP06dOV97z33nulx9dddx1mzZrVIvs5GzDEl6aB9BCJHjEzFOgQe9qFhZLoEVOFXyPn34nFBGEbnZJQsnrUIOTUiXmBKo+afC/TXlPs2fdrzb+zvg6S4HXYxZu4NiRY7fsyjmlSXqC9Lx+HXxkm8QkEdZzyhz6UIuXUcfg1sYgq6kaPHk0eHzduXIsbAwBut9vmBUxNTUV9fb3ynC1btmD8+PHIysoCEJp4MXDgQFx55ZX47LPP8OKLL6J3794YMWIEef6iRYuke7KXrnmYokHT4BQ8RLYcMz3c400SREF7SFMUNGKOWui5pms47CFRUXyJhQPm2qDdBqmow6HBIYhHa1GE6AF0WYRpJO+ZaKvxnH2/1n2pQ8ik2BRCyKZXXaeKU8AwTILTIFSzGhWuFBx+TSyiVr8aLF++HPPnz29FU0L4/X74fD7pmMvlMsOxVk6ePInPPvsMc+fONY/dfPPNGD16NLKysnDVVVdh6NCh2Lp1q/KeaWlpSE9PN/+xqGseYi6XRoQuxXBi2GsUXRDJeWP2fDRKEDkJz1foGmobxHs5RG+jbhdwogfQmlNnb1MS9t7Zp2IYdoXFpinUnPb7i/bqxGtjvT8lpNlTxzBnD2KLkhSX+r96I9/Ow+HXhCDm/iRZWVm23LPWIDMzEydPnpSONTQ0oEuXLra1wWAQS5cuxZw5c5SiDwCKioqQkpLS0qYyTYhNcx1U/hwl1Gz5aKHvqXy0JEXrEMlzZXqjhMpToRkv5QEMr5XzAjUtfB/dZpddgFr3IIabqWpfwz7xeEC3eyutjY5V1a/W+8vhV7u9rOkYJvEJ59M5zM9lirCoY09dIhCzqJsyZUpr2mGSn5+P4uJi83EwGITH40Hv3r2ldbqu4/XXX8d//Md/SLl0e/fuxTnnnAOH4Alyu9245JJLWt/4sxS5UMIeIozUt804PyxyHLbzrR4m3SpopJBodEFk9bQFhLWappkfgGQIWLd7Cq33I0VsFGFKtXARXy/J3iB9L7pQghbXDMMkNuHK18j/zZvNh1nUJQQxh1/bijFjxqC8vByVlZUAgF27dmHkyJEIBAJ45plnUFVVBSDUJ8/lcqG+vh47duzAjh07UFpaCp/Ph9WrV5vXO3jwIDIzM82qWKblEfvUUVWXlPBIknLqqD5zlFCT7yeHT9G0Nhx+FXPqZLuabBDCmYZQU4dfxRy1pns5xRAyITYlEWtttmxdS+XfWQolCG8hVQDi0GCGwaVJFZxTxzBnDbE0HgbCnrr6Rj9XxicAUT11DQ0NOHDgAKqqquD3+9G5c2fk5eXZmgG3FOnp6Zg3bx6WLl2KwsJC+P1+3HrrraitrcW2bdswdepU7NmzB6+99prt3EGDBuGxxx7D+++/j02bNqF79+7o06cPbr755laxlQmhSx6i0DGx+IEKEdqLDCCvDdpz1wxvHhXStI7zEoWPplmPW65r8d6J3jSqopUKv8rTJ+weNbUwFQSgLadODiGHbQjn6kmh3qZjDk0jXwdrFTHDMImLRwi/RsIQdUEdOOUPRmx/wnR8lKLuwIED+Oc//4kTJ06goKAAmZmZcDqdKC0tRVVVFaqrqzF27FhMmzatxQsLhg4diqFDh0rHcnJysHjxYgDAOeecg2XLlinP/9nPftai9jCREcUE2R/NafcmWcOvkYoErKO0bGKPupcoCgW7dIV4EkOXGtGWxUXk36n2QDU1to7+MmxLEkaV2cRmUPY2UvZSPQAdDst+Ldflv8YZJvFpaGb4FQh591jUxTe2d9vv92PZsmUIBAKYPXs2cnNzyRODwSA2b96MBQsW4Morr8TgwYNb3VimYxIWRJCaD4dzz+xhTiOZ3xB6YbFHzFhVNONNIgSgixI5lqbItrWCoNIse6C8XKqcOrvYpIo9Qo/t3kaqoEEOv8o5ddbXRp61q4ni2tr+RPD+Me1HQ0MD3n33XUybNi1ioRfDnA7miLAoIs3p0JDsCo1yrG/0o2un5LYwj2klJFEXDAbx/PPP47LLLovaXNjhcGDMmDEYNWoU3njjDTQ0NGDUqFGtaizTMZHCrxGa/FqrTI05sQGySED0RoXDB9TQerkhsF0UapLIAbEWQk6dystlb3/ibBKLxjUjFWvYW5pYRayYZ2dvy6JpMHsAivmGVAhZFLGqogqm/fnXv/6FN954A1dccQUAoLS0FOvXr4fP50NFRQXmzJlj9t7cunUrdu/ejbq6OtTU1ODOO+9stak+TGJghl8jjAgz6JTsRKM/yMUSCYAUbHc4HJgzZ06zpkU4HA7MmjXLHNnFnH2oql8jFUo4LEKLHFpv8TABgD8QFiSR8tzE8+2eOljWyuPAxD2EG/favW/iBA25sIPyNobz4VTzXKlWLaJQk7xvlrVSA2Uhp060i5sPdxyOHz9utohyOp3weDxYsmQJbrjhBvzgBz/A4MGD8dxzzwEAjh49ilWrVmHWrFm4/fbbkZWVFTH9hGEAofo1hnBqOjcgThhsGZTGfxwG//rXv2wn1dbW4uDBgxHPY84epD51TT8GYqg1SZFTFy6qoFt/WPPkAMAnxA6pMCclIEWhpuuqmbQw9yA2UKZGbNGtQ6i8PnsBBxD2Cspr7fl3UjsSSZhSXj05tK1FENecU9f+rF69GpdeeimAUHP19evXY8CAAebIw7Fjx2LLli3weDxYs2YNhg8fbr6nY8eOxRdffNFutjPxQYNR/RqDpy4tmee/JgpRW5ps2LDBdiwpKQm///3vW8UgJv6gPHXiOC2n5FELrdWihjnteXIAEBA8dUmSR8vqjbLmyQleQUtBg9hSxdbjjZxJ27TWIQpAu2eRCskCgD8o7kE969aeg9j02pJ5gbKwFQUgVYXMtB979uxB3759zQIzp9Npm3ndrVs3OJ1OnDhxAiUlJcjJyTGfKygogNvtxqlTp5T38Hq98Hg85j/rlB4m8QlXv8YWfgW4V10iQJbFvPPOO/j000/RqVMnHDp0CI8//rj0/PHjx81cD4YRPUwOKaQZep4qMnAIOWKiSEkSBI11FBYgC6JIDYGtQk30vpFFBlKfOpg22PLRVAIwaM8BlISakxZ1Ks+i9TWUQ6qUt1EcdSaKa6qJM5h2Qtd1bNy4Ed/73vfMXpwOhwNutxv9+/c312mahtTUVNTV1cHtdksTcVJTUwEA9fX1ykk59957r/T4uuuuw6xZs1p6O0wHJtx8uDmeOhZ18Q4p6i666CJkZGTA4XBg9erVuOiii6Tn09LSMGTIkDYxkOn4UOFXMXQpV6/SQouaHmE9HwD8QvjVRXgAk8wcM1iEGlUoYQ9RWj11uuW6Yu86MVdP9DZSTYLFvnwBKS+QKCyhvIJiWDhonxMr3l8uqrCPL2NPXfvxxRdfYPz48bZ0lUgzr63PGSHaSBWzixYtkgopeJ712UdDjNWvgDhVgsOv8Q4p6nbv3o0xY8agS5cu6NevH3r16tXWdjFxBCWI9FjEk+R5gmWtwsslCKJIXq6A7V6w3YsqJrB79SLl1NGTKijvmVMhTCOJ2Ehik8qpo/dg7w3Imq79eOONN3Ds2DEA4ffl5ptvRjAYtE29MWZeZ2ZmSnO3GxoakJycbHrsKNLS0rhNylmOp0mgNSenjsOv8Q+ZU7d06VJzduqSJUvIE0tLS1vNKCa+oCpaA2LzX3ESguTVIwoCCJEiernE0CXVv44UOQ5rQYN83YC0VhZqActaa+sQUQCGvXpiqxTZVuO1MZDz+ozXixCbDrmCl5zWQXom6XAz0z48+eSTePHFF/Hiiy/iT3/6EwDgpZdewqxZs1BeXm6uq6urQ2ZmJrp06YL8/HzpucrKSgwaNKjNbWfiC68v9OETi6fOWGOcw8QvpKi77LLLsHr1auzYsQP19fX45ptvpH/FxcV4880329pWpoMihlSN9DdRPCURniexIlXM+0oSBI3VoxZaS3u5IjcfFqpBg8L0CkXumuhttOUFBsNCT7P05aNCyFZvJRBJmEYRaorX0bCV8kyqQttM+2MUOjQ2NmLChAkoLi6Gx+MBAGzatAmTJ0+GpmmYOHEiNm7cCL/fLz3HMJHwNqf61RR17KmLd8jw6zXXXIPXXnsNzz//PI4fP26O5zIIBAKoqalpEwOZjo+qopUUOYrecVYBJ01CEFuaBOzeKOleQt82WajZ72XmrglCT1OEX+Wmxsa+RBuIPnNB+6QMwBJCJnL1qAbK1vCrfaxapFYr9lw9pn35+OOP8dVXXwEAnn/+eVxyySWYPXs2nn32WRQWFkLTNMycORNAaGzipEmT8PTTT6Nnz55IS0vDhAkT2tN8Jg7w+prCr7F46pqEXwOLuriHFHWapuHGG2/EjTfeiDVr1mDSpEm2NcuXL29t25g4QaxoFfuj0Xly9vCrKv/O7BHXJLRE8SZ5o4RQb5IRUg3qEaZEyB4xqcpVVVRB9LSTxSLh1SNCn4C12CNSTp34eqlGndGtVsJVuXa7uE9d7ASDQTz77LMx9eHUdR2apmHu3Llm+oqKyZMnk962iRMn2o5pmoarrroqdqMZBs3z1BltTzinLv6JOOk3EAiQgq6xsRFXX311a9nExBlUQ2FqPJVu8zyFvo8ld82haQjoOnxNSWryhAVKFFpFTvhesRZViN4zqp2IasqD2NLE2rzYeG0MqBxCJyE2pTy5IO3ZVHkm7QUcYGLE4XDg7rvvbm8zGKbZNCenzmh7whMl4p+If04ePnwYCxYssB1PSkrCypUrW80oJr4QBZFTEFrh3DW6RYeRIxYgRIpd0MBcC6iFmugRC5Lii2o9YplfS4RUjbUB3doQ2G5DErEHqvmw2HqE9vTJeYUOwoMX9r7JIWS62IM9dQxztuBtTvVrEodfE4WIoq5nz57Yt2+fdKy+vh6bNm3Chx9+2KqGMfEDHVKNfcaqNDZLmpAg5rmFjodz6qziC03XteeuqT1X4T53AWEPYlGFLR/NNrlBsx031opiVaxelcPCEPZgz9+j1krFD0ROnVMqqhCEoSBimTPj5MmTOH78eMSpDgzTnnib0aeOCyUSh4jhV6fTiZqaGvznf/4n3G43GhsbAQA5OTm48cYb28RApuMjeurI/mhE7zkxR0yasCCJFM28Li2IhOtaKlrF69rFpux9E+2SR2xFFqbS5AbB+yXlxFlsCAohZKdQPSvmAEreN0IwR8vfU4nYJEHEMs2jsbERH330Eb744gvU1dWhU6dOcDgc8Hq98Pv9GDhwICZPnowBAwa0t6kMA6CZOXXcpy5hiCjqAKCoqAiPPvpoW9jCxClGmxHJ+yZ4vwwxIU5CEHPExGrQJDFUa1bPhsOUvqZ7hTxqaFpLtw6RxJMkAGHaG7KfFmqqxr2iZ1IzxWbkhsLh69LzXK2hVoMgJWKDdKGEag+cU3dmbNiwAR9//DEmTpyIBx98EBkZGbY1+/fvxyeffILVq1fjpptuQmZmZjtYyjBhTsdT52FPXdwTVdTFUvXFnN34BQ+TOLlBnAkLEF4uhyzUxLViSFXMETNGbEmhT8HTJs6JFb16pAAk+smJeXJUCNlWVEEJU2F0V7h4ISwA/ZJQU9slr6WnV7jI10suqghaGiBzn7rYCAaDeO2115CdnY2HHnoo4mdhUVERioqKUF1djaVLl+Lqq69G375929BahgnjCwTNVJVYZr8aaxrYUxf3RBV1FRUV+Oijj9C7d2/06tVLOUC6JamoqMCqVaugaRrKyspw6623oqCgQFrT2NiIN998Ew6HA6WlpZg0aRLGjRsHINSN/e2334bT6URpaSlmzpzJHdhbEUNouZxygn6sIUJ6Fqocfg0LoqDt/FgKEsjQpVOYdCHMcxWLKsL94Kg8N3sBh7hWqgDW7DmE1l571pw6aa0UFhbCxUIIOUAIZinXjnPqmoXD4cCUKVOQm5sb8znZ2dm455574Ha7W9EyhomMWPCQGoOnLpVz6hKGqKIuNzcXI0eOxN69e/HVV1+hqqoKjY2NGDVqFNnu5EwJBoNYuHAhHn74YaSnp2PDhg2YP38+nnjiCekvZaNh58CBA1FVVYUHH3wQAwcORFZWFhYsWIC5c+ciNzcXpaWl+O1vf4unn36ah1q3Ej6hylUuHKBy6uwhQqlvm2KYvSFSVJ4rKnRJFUqIRRF0mDRyVa1uCcmG9yDkBZIeQHsOoShWQwIQ0r0ASC1cHJJXzu5tpFrLiK8j59Q1n9zcXLzwwgu46qqrkJubiz179kTNm3M6ncjOzm4jCxnGjpEbp2lAiityz0SACyUSiaiiLjU1FdnZ2Rg3bpzpCTt8+LDZDb2lKS4uRnZ2tjmMeuTIkViwYAEOHz5seus8Hg+Ki4tx5513AggVbhQVFWHDhg0YNmwY6uvrzb+u+/bti9TUVBQXF+P8888n7ykOywZCLVtaQwBe89SnqG3wt/h125tqT6iAxlpkYM2pk/vUhUP79NgsHbrgqXNavFyawqOWJI3jahJEDjp0abYpCdJVuXQDZTksbPUginvQBY+aHKo17LJMfrCEq8X9iuFb0QPoEvIVo1Uhi2Jzb0UdHnx9K2q8PiQqK+ddZM7WPRN27NiBG264AQCwbNkyPPLII7Y1GzduxJgxY874XgzTEhjiLD3JGVMKVRqHXxOGqKJu9uzZ2L17txS+7NmzJ6655ppWMaikpET6Kzc5ORl5eXmoqKgwRd3BgweRkZEh/bAWFBSgsrLSdr74nIp7771Xenzddddh1qxZLbEdif1VHrgT+D/RvrmdcLA6NLuSmk8qNwQOz4kNEF4use+aw0G1NFF51OwtTZwWARj26gnhVyJ/TwyJOh32kKqq2IMei0bl1NEFGHROHV3s4RLy9+QQcvi1NWfKCh7TD785hi0HT4KJzqxZs7Bo0SL06dMHlZWVeOONN6TnA4EAvv76axZ1TIfBLJKIIZ8OkAsljMkoTHwSVdT17NnTdqyurg779+/H0KFDW9wgt9uNtLQ06Vhqairq6+ulNdbcPmNNpOdULFq0SLpna4Vpn//hWEnAJBLpyU4M6dkFn+49DkCuxpS8XESem48oMgjqOjTBqxfOXbNXtOo6XTkqN+NF2AbTg2j33oniSxV+pSpSxffV8A4FxOsKzYNVveeoXnviHpya3V4q1OvQQDaBFtca3sJLzs3DXRf3QyLibKH/mMaOHYuUlBR89dVX0DQNFRUV0vOBQCDi5wvDtDVG+DWWfDogLP4CQR2+gI5kF4u6eIUUdY2NjXj77bexe/du9OzZE5deein69OljPl9WVobf/va3ePXVV1vcIL/fD59P9ma5XC4zHBttTSznW0lLS4v4fEsxuk/XVr9He0M1yJUnShjrwt4zQ2AAkBL8HVKfOlkAqoSa4aXSdTr/Tva+UR41hUdMUexh9b7JaxXhVyKELIVUpRCy3TNJ59TR+YqivUmEZzK/SyrG9eX8r2gMHz4cw4cPt0UtDNatW9cOVjEMjdmjLlZRJ6zz+gJIjiEPj+mYkO/ciy++iLfeegvZ2dnw+/3485//jNWrV7eJQZmZmbYct4aGBnTp0iWmNbGcz7QedJsRe4K/kywcsJ5vD1OKY8KouatSSFSslDXmuYotPsTKUbLKVMy/s89oVXnqoo86CwrH7PuVwq+BcA9AUwBKrVZEuxDeg9haJopXj4kdVRX9RRdd1MaWMIwaM6cuxvBrklMzPx94VFh8Q4q6DRs24Ic//CHuuecezJ07F3/+85/hdrvx8ssvt7pB+fn5KC8vNx8Hg0F4PB707t1bWlNZWWlOuACAyspKDBo0yHY+AFRVVXGn9zYi3E/OXjgg96mDrfhB1aZELEiQqkHFEKPgETMbFQfCQk0jxZMQ5iQ8apQgCgRF7xtM8WTYpWmyt1H0AFrzAp1CXmGorx+kewGyV48UgGJOnRRCDtsbqdjDyapOSTAYxAcffICgUAQTC2VlZdi6dWsrWcUw0TFEXazhV03TwhWwXCwR15CiLhgMon///uZjTdMwc+ZMjBgxAi+//DICgdZ708eMGYPy8nKzsGHXrl0YOXIkAoEAnnnmGVRVVSE3Nxf9+vXDxo0bAYRy/GpqajBgwAAMGjQImqZhz549AEI977KysprVa4o5faytRwDBQxQUx16JIdVwNahc0Ro+3+oRc1oEoFi9Gi4SED1iaLouHeYU18oCMPS8i/K+EXbJlbqQvWdC8YKxlvI2qqpfRQFozSG0hoXF/DtbTl1Qnj7B0DgcDgwYMAALFy5EaWlp1PV+vx/vv/8+PvroIwwZMqQNLGQYGk8zRoQZGALQw6IuriFz6s4//3x8+umnKCoqkqpghg4diuzsbCxZsqTVDEpPT8e8efOwdOlSFBYWwu/349Zbb0VtbS22bduGqVOnIicnB/fffz+WLl2Kffv2IRAI4P7774ejyW3y0EMPYfny5ejRowf8fj/uu+++VrOXkbGGVAFr6NJYZ89Hs/aeM37yRFEmNRQWRArVzoOqHJWnRIT/pvERPe2ohsLWYg9rWxY5f08VFrbbGhCLPZpsCOrWnnaCODbzFSkvaOTGzLoujypj1PTr1w9z5szBG2+8gddffx0jRoxAUVERMjMz4XQ64fV6cfz4cRQXF+PgwYOYNm0apk2b1t5mM2c5Dc0Mv4pruVddfEOKuh/84AdYsWIF/vnPf+K6666TnuvZsyfuuusu/P73v281o4YOHWqrrM3JycHixYvNx7m5ufjpT39Knt+nTx/87Gc/azX7GDWRc8wghV8pL5fYNFeD4NUzPIABUeQYa3WpnYcpAAN2USdW5dKVsmKbEmqeqzDNgRCA1opWQ6hJ+XdSCBlNr421UbEW8rIF7Pl3AcmrFy5CCRBiU2zhoipYYSKTnp6O2bNno7a2Fl9++SU+/vhjVFdXw+/3IyMjA3l5eRg7dixmz57NrSCYDkFzq1+BcLEE59TFN6So69SpE66//nrlSdnZ2XjiiSdazSgmfrHmvgGWylFDfDnCibnGWrlNiY5gk6+Omj6hGlrvkARgOM9NFIBko2LRhiYHnuxtpIoM7BWt1jFjVKsUqk+dfaqFBkBXzom15skBcusSUgAKexDFNRMbnTt3xpQpUzBlypT2NoVhIuJpZvUrAKQmc05dIiDl1AWDQXz55ZfNvkh1dTV2797dYkYx8YvT9HIpQpeW1iPiWqv4oipH5dBl6Fi0MKc8JULMkxMaFROijPI2BoO6xdto7CHsURPXyr3yLALQIYdUI4emNURrVCzl9RnVvtHan7Cqi8qhQ4fQ0NDQ3mYwTMycTvg1LSn0ocHh1/hGEnUOhwNOpxPPPfccTpw4EdMFvvrqKyxbtgyFhYWtYiATX1CzUMXGvXZvlCxyyNmxwnGxxQfVi01VkEDmmBFeLnGkGJ0XKBd72HPqVA2FI9sV0OlRZdFauNCVskJuYtBe6SqPa2NRF41f/epXWLlyJXRdx8qVK7FixQqsWLEChw4dam/TGIbEnCjRDE9denIocMeeuvjGFn4dM2YMevfujRdffBFpaWkYPXq0MjF4y5YtGD16NO666y6zSIE5uzF+DAJBKh/NmmMW+t5PtinRgWDoe9LLpQxz2hsVWwswrJWj4lqxqTHpqYsi1Oz5bISIJeySc+pEDyBdwGFEt13E9AnZ22g+LRWsiFW1TGSKiorMsYgXX3wxHn30UTz66KPIyMhoZ8sYhsYIv6Y2y1PHhRKJAJlTl5eXhwceeABlZWX47LPP8N5776G6uhqBQMBMDB49ejTmzZuH1NTUtraZ6cBYe7EBYj6aXKVqCCXKy6XrQBCC+LHMibW2KQmLRbGtipFTp+pTJ3q57Hl9fiIvUFXsIYd6w3ZRvfYCirzAgFTsoUlrrTNprSPYRHvlcDVd7MEtTWInMzPT/D41NRWFhYU2QVdTU8MNzpkOg9l8uDk5dSzqEoKIs1979+4tNf1lmGiYOXWCmKDCpOKEBD/ZI06HgyiUkD1q9hwz0dNmCi1LSNTat01cSxU0AOG8wIBQ7KER4sua+0Y1NZYbCoftEoWWWXBi7sHS1JgUpuF9WQWzuNbaWoaJTCzNh9977z3cdNNNMV3rnXfewb///W/U1dXh3HPPxdy5c5GTk4PS0lKsX78ePp8PFRUVmDNnDrKysgAAW7duxe7du82enHfeeadtRjbDGDScRp+6tOSmnDoOv8Y1EUVdJPgvU4aCCkdSCf5UPzhrPpp4TeucWKtHTPbgNQktc6IELF4uSNcI6uG1slATvI1klSpV7CGfH86To7x61tw3wV6HJacuQq6egViUQc3VVb0PTGS2bNmCX/ziF+bjo0ePSo8bGxtx7NixmERdWVkZysvL8dhjj6Gurg4LFy7EsmXLcNttt2HJkiV45JFH4HK58N577+G5557DQw89hKNHj2LVqlV48MEHoWkalixZYp7DMBQebmly1hKTqNN1HSdPnjQnSQSDQbz99tuYM2dOqxrHxB/W8Ks1T44KXYpjs8RwJIQ+dU6bAJS9erJQa7quFLqEudaafxfUdXOtlOsniDqHKIgIUUZ5+qJV+4barxhr5epXa/6dLBbDNtAVvPZqYUDVBBpMFLKysjB06FAkJSWRzzc2NprTbaLh8/nwox/9CGlpacjLy8PkyZNx/PhxrF+/HgMGDIDLFfpIHjt2LF5++WV4PB6sWbMGw4cPN3/ex44diwULFrCoY5SEZ7/G7rdJa1rLEyXim6jv+IYNG/Dcc8+hvr7e9twdd9zBzTYZCVuVqiY3CaZafEiNf4VRWIGm8KuU50acb+9ThyYbqKIKa0GCBkA314pCTfI2Cj/ngajeRsGuCKFaeQ/ynNjwde15cqoKXqrgRGwtIxV7CBXHTGSuuOIKTJ06NeKarl27xnQtcQZ1Y2Mjjh49iuuvvx7Lly+XOgh069YNTqcTJ06cQElJCS6//HLzuYKCArjdbpw6dQopKSnkfbxer/Q4KSlJKUqZxKPhNKpfuVAiMYgq6pYuXYrLL78cU6ZMifmDizl7cVoa94aFE+GNsjQftla0GhMl5DYjkUWOeD8qJGu3AUCArhz1ESIJoL1nZqGFQ5Nah0gtXCyvjd0uuxeSGnUmetqonDoxr08adUb0qeO/ySITDAZRUlKCZ555JuI6Xdfx9NNPQ9M0zJ07N2o3gKeeego1NTXw+XwoKyuD2+22zdtOTU1FXV0d3G63JN6M4rT6+nqlqLv33nulx9dddx1mzZoV0SYmcQjPfo29KwX3qUsMooo6l8vFHwZMzNgFlTwlQs4xC53jJ8Ov4dmvYuUoHdZVhC6litbQ8wHBc0WtpVqaiFMmQjbYCzvkMWNN5+vWeazq10bsJycVeyhC01SfOlmYyraKa8U+dU5WdRFxOBy4++67W/y6d999N5xOJz7//HM88cQTGDZsGHw+n7TG5XIhPT0dfr9fes4I0aanpyuvv2jRIqmQgr10ZxfhPnXNCb825dRx+DWuiSrjr7jiChQXF9uOr1u3rlUMYuIba06dXNAAi3CxhlQhrxVafFg9T6HqWWOtHLokixeIalAnKbTseXKi909eG96bjwr1BuUqU9tro8j1k5otE6HpaM2HpWIRyVMXbqDMLU3aF6cz9B/o+PHj4XA4sGvXLlvItKGhAV26dEFmZqb0XENDA5KTkyO2k0pLS0N6err5j0Xd2cXpVL9yS5PEIKqMP3z4MD744AMMGDDA/CAKBoPYtWsXLrroolY3kIkvrP3RNEtBA1U4QPVt03UdunDN2HPqxLYq9uIFsSmy5gDpAbQKSFv4lZiAQYlC3WKXNU8uJNTCr43Ua8+Sf6cKvxrCMtTnTrSraV/KBsocfm0PPv/8c0yYMMF87Pf7AQDTp09HeXm5ebyurg6ZmZno0qUL8vPzpecqKysxaNCgtjOaiSt0XYfnDCZKcKFEfBPVU2d8gOTl5SE3Nxe5ubnIycmJ6Ppnzl7oEGPoOXEWajTxJXmjSAEoF1XIY8Ks+Xd2z5dxPNzPLWieb3r6CLvk61J5cpq5L7v4UufJ6TodPiXz74KQxHG4ilgQizZRKOYgyv3zmLZj586d0pzsjz76CDfeeCMmTpyI4uJieDweAMCmTZswefJkaJqGiRMnYuPGjaYANJ5jGApfIPw526w+ddzSJCGI6qmbMmUKRowYYeZxGPTr16/VjGLiF3vxg+y50gmRQxUkCNpL8sqpWqVEbB3isOfJWW2jRneJ1aRSmJMItQYIURiQqkxhs0E6FrXYQ/AKkl49nVzrJ14vyV7WdG3KBRdcgFdeeQV5eXkoLCxEQUEBxowZAwCYPXs2nn32WRQWFkLTNMycORMAMHToUEyaNAlPP/00evbsibS0NMnbxzAiYvi0WdWvyVwokQhEFXWjR48mjx84cMD8MGIYA1uRgUMhvhzh4gO6HYgsvkyPGlUpGwQZuqS8XD5boQRlA+TzHYrwq0oUElWmor30/Fp6pqwvqjC1e/Wc1B6sIWQh55FpO4YNG4Zhw4aRz02cOBETJ060Hdc0DVdddVVrm8YkCMZECKdDM0c0xoKZU8fh17iGFHUNDQ2YN28eHnroIWzevBlr166Vng8EAqipqcF1113XJkYy8YNVPImVq1HbdgieK0HTkYJGDCfKEyXsI7Ioj5r1uI8QatS9rNelxZOxB3vuG0B7AEPClKqUtVfailMi6KrasLA07+UI5RAaiP0CGYZJHMS5r835/U5jUZcQkKIuNTUVd911FwoKClBVVYXhw4fjO9/5Tvg/xkAA//73v9vUUCY+IMWXlKBvrAvnnvmFalDRcyVeM1LfNnn2KwjxBJv4Mo47Nav4iexRk69LN0UO59TRQo2a/GDtaWfPqaPnuYpCWLQh0utlPc4wTOJgiLLUZuTTAeFCCQ6/xjfK8OuIESMAhPI5evfujby8POn5jIyMFjdG13WsXLkSXq8XZWVl6NGjB2bNmmX7a6Ourg4vvPACtmzZAofDgbFjx2L27NlISUlBRUUFHnjgAWl9r1698Mc//rHF7WXsWHPqxFCgOGJLFDThBH/rgPuma0peLrtXzzomzNo7jqpStV6XCr+Kkx+MawfEYg+HvarW2ruOnEmrnD5hr+yVJ3DItlqvIXkAyXuZp0nFHgzDJA5eX6igpjn5dOJ6f1CHLxA0xwoy8UXUnLpjx46hrq4OeXl5+Oabb7By5Ur06dMH11xzTYsb88knn6ChoQEzZsxAIBDAL37xC/Tp0wcXXHCBtG7FihXo3LkzHn74YezduxcvvPACunTpghtuuAEAcNFFF+Hiiy8210fq58S0LLQYsefUid4kcvJDUL6m4aUS57mqWqVYxSIVJg1dg/IA2kPIxrkODQjYrmvxNjpk8RQQcgit3jcxNC0WP1Bj0WS7rCFkEGvl10AsvhDt5TFhDJNYeBtDv/PpzfTUpQrTJ7y+AIu6OCXqu/b666/D4XBA13UsWLAAqampSElJwVtvvdXixnz44YdmYYbT6cTo0aOxfv162zpN03DLLbfgnHPOwdSpUzFhwgSpTUC3bt0wZMgQ81+0Sl2v1wuPx2P+s3Z2Z2KHqvAM59TJkwwit/iwVrTKAlA83zr2yt5nzp6PZgi68JxYuwAUiz1C56i9X5SIta+12yVPeaAqeMPjx6zizdiHw7pfh/21Fc+32sUwTOJghE9Tm+mpS3Y6zM8znioRv0T11OXn5+O8887Dvn37UFNTg9mzZ6NTp05YunRpixqi6zpKSkqQk5NjHisoKMCWLVtsa6+//nrpscvlQs+ePc3H+/fvx2OPPYb9+/ejf//+mDNnDrp37668N89JbDlMb5I0oovIMXOE58T6AvZ2IEEdMNoPi14mufWIsZae3ECJRVEUil/lwg77+cY9xbXKPDmy/Yk91886+iug2/dLFoAIFbzU9AmyrYsypw4MwyQQnsbTC79qmoa0JCfqGwPcgDiOiSrqAoEAAoEA1q5di0GDBqFTp04AgJMnT7aoIfX19QgEArbB1fX19RHPCwaD2LlzJ37yk58AABwOB9LS0nDbbbehtrYWzzzzDBYtWoTHH39ceQ2ek9hyRO2Ppts9WmT4VZooIYZP7aFPVZ6cNCaMKDwQv4bFnngs7NULPRfBAxi0e/rE49RYNHGtJEyFdi/UqDJ1XmA4T47yVsqiLmwvwzCJg9E8uLnhVwBIS3ahvjHAxRJxTNTw65AhQ3DnnXfio48+wjXXXIOKigq88sorOHHiRIsaYnRLtw6ujja54s0338T06dPRt29fAEBubi7uu+8+5Obmom/fvrjtttuwZ88es1M7Bc9JbDnslZiWdiBE417J8yXONyV63fmJVimS50oST4ZHzC42jXNt+WgOuyi0CkB5VJl1rSJ3TbOHbzXLMcOLSc+kFcOvYk6dGFqmPIj2IhTqdWAYJjE43epXgBsQJwJRPXVjx47FyJEjoes6kpOToes6rrnmGlOExcqvf/1r1NTUKJ+//vrroWkavF6vWdhgDLRWsX37dni9XrPzOkVRURGcTicLtTbC1h9Ns7QDIZL5A8FwOJJuB2IXVJJQs8xzpfvUNd1LVwk1QfzYzm+6ts1baLdLFeaUGwrbq1RDbVlgXjcseNX3Mu21XlcIY/sIUWm1i2GYxMHrC30ONDf8Kp7DOXXxS1RRB8jhSE3TzBBsc3j00UejrnnllVdQXl6Orl27Aog8uPrQoUPYunUrbr75ZvM/K13XsXfvXgwYMMBc53a7cd5557GoayOsXiNrNahfaHViFV/WilajGpRq5yHmmNknLDQdl8KvVrEJ0z7RXrFHnFh4IH4V92YPc4a9jbbjUcLNQSk0bbeBstV4LVXXteYQOrSm/D0ulGCYhMTblFN3WuFXowExe+rilg5Vszxx4kR8+eWXAEICrbi42Jxx+Nlnn2HFihUAgOrqaixZsgQjRozAN998gx07dmDHjh2or6/H2rVrzVBrMBjEBx98gDvuuKN9NnQW4tTsQk2am0o1yCWKCQJBsRrU3s5DDL/Ko7+EggYix8xnaeVhzYkTQ5+iR03em+iFhHzMIQslsaWIzQbRgxik5rlaizLke1mrculGxfZee/IewDBMAmEIstPx1BkVs1woEb/E5KlrK2bMmIElS5bg+eefR1paGqZOnYr8/HwAQGlpKaqrq3HllVfid7/7HQ4ePIjt27dL5//iF7/AyJEj8eSTT6Jr167Izs7GFVdcYV6DaX3sHjV1jplNpAhiRBoTptkLB+RwJD02S55UId/LWtEqeQAJzxdA58RFKwwhK1KD4TCpNdQLyGFoui1LWBiHrgOLDcS+HOIedNs1GIZJDE63pQkQ9u6xpy5+6VCiLjk5GXPnziWfu+WWW8zvo02HGDNmTIvaxcSOraWJpT+aXJBg9+qpKzwt4UQi9Blea78XVQ0q2SsUDtjz0WQBKB63et+sBQmR7HVo9tCpcQ1KhFLtUwC7B1H0glr3YG3hwuFXhkksDC9b2mkVSjTl1LGoi1tiCr+KIuoPf/hDqxnDxD+GRhDz4ZyCcPATIVEp7Oiw55hZQ5qhtZpNZJnXsKyVPGrWliYO+3VVoUvrdeWGwIa3URZllF1USxPrWirf0Em8BuJXn5THaLHV5pkMVwYzDJM4nElLE8O75+Xwa9wS00d6WVkZ+T3DWLFWU6rCr7TwkefEUrNfDUShpvLqUde1hS4t16XapxjCx7o3TfS0KdqfhNfaW7CIHjW7veoQsmmrRZjKkyrktca5VGsYhmESB7OlyRlUv3L4NX7hv9OZFoUUVFKhhL0gwUAUVAHFmDDpukROnaZBqj4NrbUXWhiih/bqybYaa2gRaveoGfe0rnVabBBz36xrwyFge0sT0VbxXnIRicKrR7R7YRgmcTDDr2eSU8eeurglJlHHf80zsaL0JlkT96N436Twq0Z7AK0tPjRNLWiU4VdKqFk8X6rwKz3pAtI54utg77Wn2fYFoGmEmsX75tDsYtUh20W1TxFtFe3j6leGSUzOaKIEe+rinphEnS6WIjJMBNTeJDnvSxRw4rli+NWIqlqLDwBIDXZNkWQpBhCvS/WTo+wVBZHP0g/OLgDDwkpVkCC+DvYwaQzhV6HSNlpOHdXY2VzbdMBa2GG9JsMw8c0ZtTRhT13cw+FXpkWxe9TksJ94nAq/Up4rKvE/Fm9U+Ljdg2gVm+JapXiy7oEqSHAobHCoPJOwodqbOqQqny+2RBH3FbqnVWyyqGOYRMJzJmPC2FMX93D4lWlRqMID6nioolU+ZoRPqWvaBQ1duBB6Lrr4Ugki0QNo7iGCVy9mG5SeSXq/tteR8lZqsn1hGyIIQMU1GIZJDFoi/MotTeKXZodfORTLRMLuCQp9tQoPp6WAAqDz7IxrWqs5qbXhgobo4issNqMLLWtBQngtXTwhnhPJBpUw1RQ2qIQpJXhjFYDW94BhmPjGewaFEkafOp4oEb/EJOqmTZtmfn/11Ve3mjFM/KMOidq9SWTokyociNHLZQoXQgCqwq+xeABjyb+z20CFTy12EV5BMycvQv+8WO5lFWtaBAHIMExioOs6PGeQU8fh1/gnJlF35ZVXmt+LAo9hrNgFVeirXbzYRRKVOxdaG7mi1Tym9L6p8+SchKiyiy/5HHFttOKFaDaoRCH1etmFqTqkqsr1UwlWhmHin1P+oNnf80wmSnChRPzSocaEMfGPrZVHBDFhz6mzCyrj3FiES6Twqz3UK59jHieKNdT5d4T4cjTPBsqDCRCvV8SijOivrbqCl0VdWxIMBvHWW2/ho48+Qn19PQYNGoTbb78deXl5qKiowKpVq6BpGsrKynDrrbeioKAAQGj29fr16+Hz+VBRUYE5c+YgKyurfTfDdDjEXLgzaT7MOXXxC1e/Mi2KSqTEGrqkWmxolJeL6tumEi4RCiXofLTYw6+qkCglnqhQK1UQQd1LFa5W2dWc94FpO7755ht88803uP/++3HvvfeirKwMixcvRjAYxMKFCzFz5kx8//vfx6WXXor58+eHwmkeD5YsWYIbbrgBP/jBDzB48GA899xz7b0VpgNi5MIlOTUkncYMwFQOv8Y9LOqYFkXpIbJ5nuzHqCkToWtQOWJqgUKPKrNfk7ZX7eVqjgC0e9rUVariYVX4NVRYotgD4UFUCkBFtS7TNlRWVuKOO+7AoEGDMGbMGMyaNQvffvsttm/fjuzsbKSnpwMARo4ciSNHjuDw4cNYv349BgwYAJcrFFgZO3YstmzZAo/Ho7yP1+uFx+Mx//l8vjbZH9O+nEmPOiBcMcuFEvELh1+ZFiXmvm2K8CtVjUl5uZyEl6xZXsEI81yVQi3GPcRsg+BpC+gxNC8mjlH30mAXgJHeB6btmDRpkvTY5XKhR48e2LdvH7Kzs83jycnJZki2pKQEhYWF5nPdunWD0+nEiRMnTBFo5d5775UeX3fddZg1a1bLbYTpkJiVr6eRTyeex+HX+CVmUXfy5En4/X507twZKSkprWkTE8fEGvaLJJ4cWniahPGYbsZrvXf42tZ72cQbYhdfEYWaIvxKhloJz6RxjvERqhJqqlm5pF2R+vIprsG0D1u2bMHll1+Ow4cPIy0tTXouNTUV9fX1cLvd6N+/v3lc0zSkpqairq5Oed1FixZJ10tKSmp545kOx5l66ozzfAEdvkDwtEK4TPuiFHWNjY346KOP8MUXX6Curg6dOnWCw+GA1+uF3+/HwIEDMXnyZAwYMKAt7WU6OOowp12k2LxvQpWpMfdV05r61MUgCiMVDqgLGqw2UD3t5L2I143VBo0KAUtrw/NgxefEtarX1mZvs4QpmHZix44d0DQNl112Gf72t7/ZQqQulwvp6enw+/3K51SkpaVFfJ5JTMKeutMLwonFFQ2+AIu6OIR85zds2ICPP/4YEydOxIMPPoiMjAzbmv379+OTTz7B6tWrcdNNNyEzM7PVjWU6PnZvlHHcvi7iSDHLjFbK86VsU0I0GrYLH/mc8DVibyisaRFapZDVvtG9Z+pcPyofLsJahReTqqpl2p4TJ05g1apVuOeee6BpGjIzM3Hy5ElpTUNDA7p06YLMzEx4vV7yOYYRCXvqTk+Mpbgc0LTQ7G1vYwCdU9nDG29Ioi4YDOK1115DdnY2HnrooYjjwYqKilBUVITq6mosXboUV199Nfr27dvqBjMdG6U3qVlhzvAxVTUoOQ/WYVzHblOsBQ1klWmEMGesApASllSlrKqlCT3/Vr6naFekUC9lL9N2NDQ0YPny5Zg7d66ZypKfn4/i4mJzTTAYhMfjQe/evZGfn4/y8nLzubq6OmRmZrKoY2ycaU6dpmlIT3KivjHAFbBxiiTqHA4HpkyZgtzc3JgvkJ2djXvuuQdut/uMjdF1HStXroTX60VZWRl69OiBWbNm2cRlRUUFHnjgAelYr1698Mc//hEAsHXrVuzevRt1dXWoqanBnXfeactXYVqHWMN+sc4y1QjhYzy2FQMo8/eIeynCr3SbktjDnOpQLS30rGtVQo3cQ6RcPyL8a1zHugem7fD7/Vi8eDHGjx+P/fv3m8f79OmD8vJyVFZWolu3bti1axdGjhyJ5ORkTJgwAf/93/8Nj8eD9PR0bNq0CZMnT+aZ3IyNsKfu9Gsg05JZ1MUztnfeKui2b9+OYcOGSccaGxsRDAaRmpoKAHA6nVLl1unyySefoKGhATNmzEAgEMAvfvEL9OnTBxdccIFt7UUXXYSLL77YfGzYcvToUaxatQoPPvggNE3DkiVLsGzZMtx2221nbB8THZU3yZ7TRjfotV5D1bwYEcOZdpti7/FGtROh96BpkUaKWddSeYFCuNlyvt2GCB5EW6VrBI8ptzRpV1588UVs2LABGzZskI7PmDED8+bNw9KlS1FYWAi/349bb70VANCjRw/Mnj0bzz77LAoLC6FpGmbOnNke5jMdnDP11AFCrzpuaxKXRJXzr732mk3U+f1+/OEPf8B///d/t6gxH374IebMmQMgJBRHjx6N9evXk6KuW7duGDJkiO34mjVrMHz4cPM/zLFjx2LBggURRZ01XyUpKYmrxU4TVeEAOctUIVLEw6omwVRLE+N863WdRN+2SC0+Yh/9pS7AoISp3VtpXMdul90GtWCOpVGxar9c/dq23HbbbRE/i4YOHUoenzhxIiZOnNhaZjEJwpnm1IXO5QbE8Qwp6tatW4d9+/ahU6dOqK6uxhtvvCE9f+TIEZw4caJFDdF1HSUlJcjJyTGPFRQUYMuWLeT6/fv347HHHsP+/fvRv39/zJkzB927d0dJSQkuv/xy6RputxunTp1StmLhnk4th92bpRA0DqKXGuFNUgkXJzWiSxFi1JoTUiXy0RwRBJE6T86+h5jCr0b4NobqV2W+oUa1WlELU4ZhEgPDu5Z+mtWvAM9/jXfId75Pnz7Ytm0bPB4PdF1HRUWF9HxGRoZNCJ0p9fX1CAQCkvAy+jRZcTgcSEtLw2233Yba2lo888wzWLRoER5//HG43W7bNYzrq0Qd93RqOVTtQOxCi57QEPoqipzmhFTVIkdd0EDlo1nXGnshxJMiR00UrJGKMqw2NCdPzvRMkpW2INeqiksYhol/DO/a6cx9NWBPXXyjFHX33XcfAGDjxo0YM2ZMqxvi9/sBAD6fD05n6IdK1YspNzfXtC83Nxe33XYbfvWrX8Hj8dh6OhmjdbinU9ugEjnWdkeRc8Q0aZ31mHEfdZjUcq+IlaPWtepQrU2YErlrZvVqLOFXh/21UVWpRvZMWo5Te9DCz8nXYE8dwyQKxniv020+DLCnLt6J6qNtKUH361//GjU1Ncrnr7/+emiaBq/Xa3rXYu3FVFRUBKfTiaSkJFtPp4aGBiQnJ5vXZFoXlcihPE/23De7oFF5mJxEOxFV416qoCFSo+JYWq0Akac8kN63WEK1CruMObEOLTxtQ51/p/ZMqkQ3wzDxjzHeK/0MCiUMQcijwuITW5+65cuXY/r06c1qAbJt2zb4fD6MHj1auebRRx+Nep1XXnkF5eXl6Nq1K4DQ8OtBgwZJa3Rdx969e6VJFm63G+eddx6SkpJsPZ2oazCth62gIUKPN1WYk27xYVnrsIscZf4dIXIiik1ljzf73mLxACr3QFzXXBvBhqBlTixll6oIhXPqGCZxMbxrqS0g6jj8Gp9IwRiHw4FJkybh2WefxVdffRX15JqaGrz44osoLS2NKOhiZeLEifjyyy8BhMRbcXExJkyYAAD47LPPsGLFCmiahrVr18Lj8QAICdEPPvgAd9xxh3mNjRs3muFco6cT0zaoPWLhY6qCBrKliVJ8wXY8YkGDKvethT2Azal+pdqXRGrLYr1G2ANoXRspDG61FwzDJAieM5z9CoQFoYfDr3GJLfyal5eH+++/H6tWrcJjjz2GAQMGoKioCJmZmXA6nfB6vTh+/Dh27NgBIBQ27d27d4sYM2PGDCxZsgTPP/880tLSMHXqVOTn5wMASktLUV1djSuvvBIjR47Ek08+ia5duyI7OxtXXHGFuW7o0KGYNGkSnn76afTs2RNpaWmmMGRaH6KdXNNxSuTIa8PiSTzfLnwAqyiL7LlqTosPB+F9o/Zg2KAMcxK951ThZmcMa6lpGc0JIZtVtQp7GYaJfxoazzz8ms6euriGzKlzOp248sorMXXqVBQXF2Pv3r345ptv4Pf7kZGRgby8PMyePRvdunVrUWOSk5Mxd+5c8rlbbrnF/H7MmDHKXD9N03DVVVe1qF1M7KirQcPHVaOwKEGj6nMXbtwLIKC+l3Eu5WWj1joI75u6eCFSqFa4pplnJ58fUfAqrhtLuxeHpkFTFESowuMMw8Q/3hbw1BmFEg3sqYtLIhZKOJ1OjBgxAiNGjGgre5g4Rxm6FD1MCoFBhS6VeXLE2rBIkm0IhSNVdtnFU6ztQCgPICnUFCLWSYg95fgy8rVRX1fpFVTYyzBM/NMSLU1S2VMX15AZNU8++SSOHTsGINTShGFiReVRE48rw69UjpkyVCufI183hnCkKneNLH6wX5cSZCobInnUVGtV7Vqo8CvlAVTeS9HwmWGY+MfbAuHXcKFEsEVsYtoWUtTV1NSgc+fOAIAVK1aQJ65du7b1rGLiFmX4lfSo2UOfAJ1jRk2JEK8lro0lTNqsJr+EB9D0vqk8iOIeVN43KtystAu245GqX5W5fgqxxzBM/GOGX89E1Jl96vwtYhPTtpDh15tuugm/+93v0KNHDxw+fBjPPPOM9HwgEMDu3btx8cUXt4mRTPxg91wZx+1erpgqR1XiiSpIUOSj0X3b5K/idZsV6lXl+hEeNdVIMdIzqQjVOon9xjLpQukt5Jw6hokr9lbUYfOBExjcswuGFmRKz3lboPmw4eXj8Gt8Qoq68847D3PnzsXXX3+N8vJy5ObmSs8HAgEcPHiwTQxk4gtV416nZl9jE4CRvHrWsCGRI6bOv4vNo2bcx3ovqSjDen4MnslIHjX7Wvmr/RqwrbWHX4kCDrLSFgzDxBFvbzmEHy/bAgDI6ZSMr34xxfwMCwb1FvHUmTl1XCgRlygLJXr16oVevXrh/PPPR69evWzP9+vXr1UNY+IT9ZSI6CInPMzefj41O9Z6XFWlGnlKRPTwKyXU1PeC7XjUnLoYxCIVho4UAlYVe1A5eQzDxAcf7wrPYa+qb0RZtQdFuZ0AAKf84Ry4M6p+5Zy6uCZq61FK0AEtNz6MSSxiaWnSnMKBaB4xJ9nTLnr41ano20bn39ntVeYFRhSxINc6qbWEB9F6DfWUCOo1oPbAoo5h4olth9zS451HwqM3xXDpmVS/mi1NiPDr/uP1+PZYLfSmqTZMx4P7yTMtirU/Wlj8hI9Rg+zF45TwiMUDSFXEGmuNkWIGqgIMMv+OasuizJOLXZiGw6fRBSDllTOFmjI3MfL5XPnKMPFDbYMP+yrrAQCXDQ412995OCzqPE2FDckuxxl54Q1PncdSKHHE7cXl89dh6p/X4btPfIyKmobTvgfTerCoY1qU2PLG1IIq9FU4X5FjRoVPVW07KK+aqsdbqKdd9NCnMi+QCCEr+8lFKqpQhIupghNV/h1VVCHbBYZh4oTiQyEBV5CVhu8OCOW5i546w7N2Ju1MALH6VfbUfbX/hBniLT/hxUdCKJjpOLCoY1qU2Fp8NH1ViKdYWppQI8VU4UjSBpVHzEE17pWvI15L5amTBCAx4ktlr7rYgxJlkUPTtAfQvgeGYTo+2w+dBAAML8zE4B5dAMieOm9jSHCdST6deH6DJaeu2BL63XLw5Bndh2kdWNQxLQpViQnElmNGFUWomg9H6ttmE4CkR8x+vnFuLI2K1f3k1GFOZaiWFLGwrLXbq/IARgp5U+czDNPx2VYeElXDCjNxbpOoO1rTgOr6RgDhcGlLibrGQBD+QFjYbW+6/5Tz8gAAX5edPKP7MK0DizqmRVEWNMQkiOSv4vcxzYmNEqqlChLIcKZibupptx5RehDt11CHhYn9EhWt0j6iCGmufmWY+MHwyg0ryERGigt9ctIBAN80hWBbop2J9XzjmsGgbnrqZn+nCADwbUUt6k5xg+KOBos6pkWxe9+M41R+l0W4ECFNVUsTcm5qM4oqwpWnwjpVODOiB1El1CKHPsXrxVRUQezX+F41UixaUQVrOoaJD4JBHeUnvACAopxQC5Pe2SFRd8QdKlgwcurO1FOX4nKYny2GqDtQ7UHtKT+SXQ5M6JeDgqw06DqwjUOwHQ4WdUyLohIuGiUwrAKwGaHaSMUAqvCrLADlc8TnVR5EsVpXJb7IggZVuDlCnpttogQlAKN4PMXDHH7tePj9fqxZswZ1dXXtbQrTwTledwqNgSAcGtA9MxUA0C0jxXwOADyNLeOp0zQtnFfXlKe3vclLd16PLkhyOjCydxYA4GsWdR0OZfNhhjkdVGLEGUOCf6Qq01g8YirxpBGFDlQxgTL8GkEQqSpapf2aFbH0fukefhYbCMFJFYBomjgBQzxOiGAWde1CY2MjVq1aha1bt2L79u1YsGABMjIyAAClpaVYv349fD4fKioqMGfOHGRlZQEAtm7dit27d6Ourg41NTW48847kZaW1o47YdqKQydDXrr8LqlIavpwye3cJOpqQ6LO20KeOuMansaAec1dTSHeoT1DuXwjCjPx3rYjUqEG0zFgTx3T4sSaoK+aKCGPFJOvY70GVWUay0QIckZrs8SmcR3Ia5sRfqUaCittIAWceg/WazgJezmnrn3w+/3o2bMnHn74Yem4x+PBkiVLcMMNN+AHP/gBBg8ejOeeew4AcPToUaxatQqzZs3C7bffjqysLCxbtqw9zGfaAUPUFWSFRXxOp2QAockSgDD39Qw9dYAwKqxJ1B2rCQnHgq6h+xsh4IMnPGd8L6ZlYVHHtDjU5IVY+quRIUZFMUDYU0Yds3r17IKI6genylGL1E8upnFeUfrJkeFXxXWjVfCqvqcbO4NpB9LT0zFq1Cg4LC7h9evXY8CAAXC5QgGUsWPHYsuWLfB4PFizZg2GDx9u/lyNHTsWX3zxhfIeXq8XHo/H/Ofz+VpvQ0yrc6gpn84QVQCQawm/mqKuJTx1yXID4sqmexgh315N+XwHq1nUdTQ4/Mq0OCHhEBojQ02PUPVio7xR6vCr2gNoFSvhXLnINqgEJCX2ogpI6V7NWWu3Vbw33WzZ7q20XoOqAGZPXceipKQEhYWF5uNu3brB6XTixIkTKCkpweWXX24+V1BQALfbjVOnTiElJcV2rXvvvVd6fN1112HWrFmtZzzTqlCeOiP8WmkNv7aApy7dMirMuEe3zrKoO+HxobbBh86pSWd8T6Zl6FCiTtd1rFy5El6vF2VlZejRowdmzZplS3xfvHgx1q1bZzt/+vTpuOyyy/DAAw9Ix3v16oU//vGPrWo7E8bhANDUjDxiMUAM3ih16FLt1Ysl/BppwL2mhUaFGeMNIzUvVnsQ7aFadQsXwoNoqwyWzxHPo46prqtay7Q/brcb/fv3Nx9rmobU1FTU1dXB7XZL4i01NZQsX19fT4q6RYsWSfl2SUn8n248Q3nqjPDr8bqm8GsL5tSZ4demQgmrqMtIcaFrehJOeHw4WO3F4J7889VR6FCi7pNPPkFDQwNmzJiBQCCAX/ziF+jTpw8uuOACaZ2maXjggQeQmZlpHnvppZcwbdo0+Hw+XHTRRbj44ovN54wPQKZtoHPXKA+TfB49z9Xu6Qutkb+G7mW/v3S/KHlu1opVf5OqowScapwXdd1oIeRor5e0NkoImWpjIh7nliYdF7/fbwuTulwupKen254zQrTp6enktdLS0pTPMfEH5akzBFZ1/SkEg3rLhl+FnLpAUEd1vSzqgFBLlRMeNw6e8GBwUwEF0/50KFH34YcfYs6cOQAAp9OJ0aNHY/369TZR1717d0yYMMF8vHPnTgwfPhxdu3ZFRUUFunXrhiFDhrSp7UyYaN6zqM2HiTYj6ikRxHVV1atiSxLCo2YPr+ry+YRgiqWdSLSGwpRdtiriGG2Q7hulXQt76joWmZmZ8Hq90rGGhgZ06dLF9lxDQwOSk5P5D9azBErUZTd56oI6cMLT2KLhV1HUVdWfQlAPfd7kdAqLusLsdGwtd3NeXQejwxRK6LqOkpIS5OTkmMcKCgpQWVlpW3vVVVdJ57333nuYPn26eWz//v147LHH8IMf/ACPP/44jh49GvHenFTcssgerdDX0/WoResHJ+eTqc8H6KIIyvsWupZol/38qHNmo3gFxbWxFFWQeYERCkCs96Ouyzl1HYv8/HyUl5ebj+vq6pCZmYkuXbrYnqusrMSgQYPaw0ymhTnlD+C5dSXYUFpNPl/T4ENtQ6hgQQy/JjkdyEoPhT2P1zW2WJ868RreRr8Zes3ulCJ9ZvTqGvIEG02RmY5BhxF19fX1CAQCtryR+vp629rk5GTz+02bNmHgwIFmnyeHw4G0tDTcf//9+NWvfoW6ujosWrQo4r3vvfde3H777ea/t956q2U2dZbilDxEhEdMEY4MhxPDx1TNhyPliFHeLOvxaNWglAdQEoAKr2Ck/dqFqXwt8ZgqLzBaU2PV3umedizq2hO/3y99nTBhAoqLi+HxhDwfmzZtwuTJk6FpGiZOnIiNGzeaa43nmPjn2bX78D/v78INz67Ho28XQzeSeZsw8um6pichPVkOrhkVsFV1p8zwa6fkMw/ApZvVrwFbPp1Br+yQwCxjT12HosOEX40PK5/PB6cz9ANl5JOoaGxsxD//+U88+uij5rHc3Fzcd9995ve33XYbfvWrX8Hj8SivxUnFLQstiIhcMFU4MhYvV8SCBNoWSrSpvHox5wUqvW/hY5SXTVzbnF55VAUuVQASyx6seYpM2/HFF19g8+bNAIBXXnkF48aNw0UXXYTZs2fj2WefRWFhITRNw8yZMwEAQ4cOxaRJk/D000+jZ8+eSEtLk1JQmPgkENSxbEOZ+Xjp+gP4wYQi9OuWYR47WhMaA9Y9095oOjcjGXsrQi1H6pvaj6S3gKeuU0pIGkQSdb25rUmHpM1E3a9//WvU1Ki7T19//fXQNA1er9fMEzHySVS8/fbbGDlyZMS8kqKiIjidzohCjZOKWxbKQyQKCFUxgLGGHClmUUQa0aMtUj866/cOwi5lkQHlFSSmVEj2xhBCjhxuhryWyAukW8DYnxf3pmpOzLQt48ePx/jx43HPPfdIxydOnIiJEyfa1muaJqWdMInBmt0VOOxuQNf0JBTldsLXZSexvqRKEnWVTY1/8zrbq5xzzF51jfCcavLUpbScp67ulN/Wo87ACL8ePOGBruuk57+ipgENviB65/D/r21Fm4k60Zum4pVXXkF5eTm6du0KIHLeyLFjx7BixQr86U9/Mo/puo69e/diwIAB5jG3243zzjuPvW9tiCZ5iEJfqekGNuGiEUJLIXIiT4mghQsVmqRsBazCULZF/N76OUY2CY5SKKERe6A8kKo9UPeyn2dcn74WwzBtz2sbDwIArh9diM6pSaaou2V8H3NNRW3IU5ffxS7qugnh17pTLeepyzA8daf8Sk9dj6wm54sviJMeH7p2CqdFBYM6fv3uTrz0xQE4HBreu/9CDMjvfMZ2MdHpUAGYiRMn4ssvvwQQEmjFxcVmiOGzzz7DihUrzLUvvPACxo8fb85FBEL/Ia5du9bMSQkGg/jggw9wxx13tN0mGLLFBjXP1fqXXXNafEQOXYrXtF9fXqvw6hE2xDKTlgqThs+XlpJeTMpbSeUoSucT97LaFvZM0qKPYZi2Rdd1bDpwAgBw5bAemNAvVCT4eclxBIPhvLpjpqfOHpHKzTB61Z0ypz9ktIinLnSN+gjh1xSX06zANULEBiuKj2LJ5/vhD+po9Afxl0/2nbFNTGx0KFE3Y8YMBINBPP/881i2bBmmTp2K/Px8AKFB13v27AEAbNmyBZs3bybDESNHjsSTTz6JhQsX4tVXX8UVV1yB7t27t+k+znbI8Ksi74ssKCC8ZKoig2gtPtTTFigBqBBPETyAtpFiZEWr/FxEewm7ZFvs9sYkAKOIWIZh2pYj7gYcr2uEy6FhcI8uGNErC+nJTpzw+LDraK25zvDU5RGeuuxORq86H+qbCiXSW0DUdUoJjwlTiToA6N4lJDStom71rmMAgHF9swEAb319GBWWNUzr0GEKJYBQVevcuXPJ52655Rbz+2HDhuGll14yG3CKjBkzBmPGjGk1G5noUOFEtffMHD4htAkRn48Sfo3W0kTxPd17LnLIM1o4UzweU04dIQCpnnaqPLhI0ytCx8V72Z/n6leGaT2CQd2WCyyyrdwNABiY39mc4DC2KBtrv63ExgPVZkPfilq1p65zauj/wBOeRjT6Q9MfOrXImLDQdetOBVDbEGrxZc2pA4DumanYeaQGx9xhwRYM6li7O9SKbN6UgXhy1W5sOnAC//jqIO6/dIDtGkzL0qE8dbHidDpJQcd0DBxUTpzCO0cWRTSjypQUX0QxgfJeMRVVqNdqmkYWJ1DiKab8O1Js2q8VWmt/XlXBS02kcLGnjmFahZ2HazDmtx/ihmfWY29FLblm+6GTAIDhheHJSOd2D+Wd7asMt/KqMMKvhKfOEHVHBVFlbXtyOpieulN+VNeHxpDlZCTb1uU3eeqOCPffdsiNqvpGZKS4MKaoK2acXwAA+KK06oztYqITl6KO6dhQ3jHZcxX+sYvWzsOl8HJRBQVJzsiCSPze1aSIVNWisg0O2zHV90nG2iiVp+Leos2JdTnp14vKN3QJry3d1JjDrwzTmgSCOh5+czuq6xuxYX81Ziz63AyhihieumGCqCvK7QQA2F8VEnW6rpvhT6r6tXNqqADQuH6SU0Oy68z/Wzd63dWf8qPGG/LUZabZiw2N8OsxIbT68a4KAMB3B+QiyenAmKKuAICvy07CHwiesW1MZFjUMS0O1RvOpfAQUSFRaa0hvhQ/qVGnJigEDyUWVR4vl9N+XVXenpMQlqq+fKQNxNokJy3EqBB0tKpZJyGYGYZpOV7beBBbD55E5xQXzunWCbWn/Hh/2xFpja7rpqgbXpBlHi/KaRJ1x0Oi7qTHh8YmIUTltGWmhcSXLxAqrGgJLx0Q9tRV1oVGhAFAl1RC1GWGbBJz6raWnwQATOifCwAYmNcZnVNd8DQGpFxBpnVgUce0OBohjlzO6GLCEB6iZ0rlqTNIirJW0+ziTFwr2RplrcrLlUQIVtmjZlxT/nWj2qKEXwOVULMfTyIEqHU/1HWt9jAMc+YYbUruv7Q/vn9BqDXJe9tlUXfopBdurw9JTg2DuodbffRt8tQdPOGFLxA08+m6pichxWXPletsEVotUfkKhHvdGWIx2elAapL988JoiCyGf/ccqwMADGpqYeJwaBjVO+St27ifHoV21N2A//7XDvzhg11S5S/TfPhTnWlxqPCpJNQEYSH+/poihRA0KlFHevXEcKhCxBg2OJVCzWE77lCIp2gi1BCeVjFLh08NoSZeUwyphs83bBDvrxKAScRa9tQxTOxU1DbghmfW4+6XNimnKJyob8SWgycBANNH9MS0YaHOCxsPnJCEj5EzV5TTSQqX5ndJQVqSE4GgjoPVHjOsSRVJAOGcOoOW6FEXuo583S5pLrKwylr96mn049DJ0Fiz/nnhBspj+oRE3VdNLVxEdhx2Y/KTa/D3z/bj6TUleI7bn5wRLOqYFsdJCK0kRYgwKMw5NIWHIGKMY6pCTUrQqPLRZBvsuW9JCuEZzqkL31cV5nQR1zWFmsIz5iRsiMVTFxbMtBiVBWDk94FhGDUNvgDufHETNuyvxorio7jy/z7BgSr7XPJP9h6Hroe8VD0y09AjMw2j+3SFrgMfFIe9dfsqQ94swzNnoGka+jRNX9hfVR+ufCWKJAAgLckp/R63RDsTwC4OuxD5dEBY1J30+NDgC6CkIvSa5HRKNnvYAcBoI6+OEHXPrt0Hry+AgqyQ1+/Jlbux47D7zDdxlsKijmlxtGieOkF4iKLOOC4LGqpIIXyvpCghVZfKu0aESZXeNyJPLklVkEDk31EFESK0900RUpXEoiHUonvq6PeBRR3DlFV5os4vfW7dPnxddhJdUl04t3tn1J3yY8nn+23r1uwOFQlMGtTNPHbJuXkAgE1lJ81j+5py5s4RxoEZGEKv9LjHLICg8umA0GeP6K1riXYmQOiPS9GDSOXTASEPnhGWPVbTgL2VoZy5fnnyvob0DBWDHHY3oKapRQoQ8mx+UHwUAPD0LaMwdXA+/EEdL31RBub0YFHHtDiUUKLEFxCqFLMep9aq2o24CEFDFTmEvrcLGlmA0l69aAJQlEZU+DVa7holFiXRKKylBGCSKwYBSLwPTlX1CcOcJazacRSX/mkNJj25Br96Z4fZ601E13W8vimUJ/fY9CH4zyvPBQC8sakc3saAtG7dt8cBABcPDIu6YQUhQVN8KOx9KjVFneypA4QK2OP1ZjsTo3UIhSjqWqpQApDz86jKVyD0+dlDyKvbWxHyQA6wiLrMtCT0yAztYc+xcLHEG5vL0RgIYmhBFwwvzMKt3ykCEPJq+hSVsm6vD3/7tFTyfDJh+FOdaXFkT5lD+gqEvVmAnFMXrn6lQqrCOkXOXBKRU6cUakROncqrR4V1VaHUaAKQggrriufo0loqV4/21FHvg2h3UhS7GCZeWfttJd7YVE6KNIOv9lfjnpc3wxfQEQjqWPL5fvz1U3s+1+ayEzhY7UWnZCemDeuBiwZ0Q6/sNNQ0+PGvbYfNdQervThedwrJTocZbgSAoU2irvR4vemlMnLqzsm1i7q+OeG2JuY0CYWnDgA6p4QFl1G12hKIIVhV+BUIz6Q9WtNgFkn0z7N7IAc2FU7sPlpnHnu/qYDkxrG9AQDjz8lGTqdknPD4sL7E3tdu04FqXPiHj/D4uztx10ub8VfOv7PBoo5pVZKocGKUsJ8s1OweNdkLRokv+lpy/h0hAAmBKH6vqn6lqn2lXL0oHjGq6lYlGikBKHs2xZ529tfRpfB4MkxHx9PoxxG3N+IaXdfxhw924QfPb8DPXt+Ky/681vQeWVn40V74gzquGNId//0fQwAAz39aigZfQFr35teHAABXDO2BtGQnHA4N32sSISuEqtbtTZ64c3t0lipVszslm/liOw7VwNsYMIsJqPBrYXZo7aET3nDjYUWhBBAKgRq0pKeuk3CtLqnq65rFEu4G7K2MJOpCx75t8tQ1+ALmazapybPpcjpwZVNxybuCYAZC7+2v3tmJ2ga/ec/fvPcN1n1b2fzNJTAs6pgWJyj8cWwm6CuEBwUlvkQoD1Toe7ugUvV7o/LvqPYo4jVEU2Tvmyjw7F69aOJJI71vwjlEhXBobeQ8OdoDyDl1TMfB2xjA3oo66HrkNhaf7jmOyU+uwXd+9xHufmmTco7o8k3leHpNCYCQEDlQ5cEjbxXbrr+3og7rvq2EpgH/Ne083HxBbxR2TcPxukb846uD5rpgUMeK7aGcr2vP72keN8KrG/efMBvqGgLF8MyJDC0IjfwqPuQ2GwtnpSdJxQQGZjizpgHHIsx9NRDbmmS0oKdO9Pqpwq8AkN8UVj100osDVaHcxEieOkPUbT14Er6AjvwuKSjsmmauu3JoDwDAmt2V0vv24TcV2H7IjfRkJ97/8Xdx8wUhYW2831YafAE8u7YEU/60Fj9e9jXcXh+5LtFgUce0OFShAiW+VKgaFVNQnjh1aNRe/CAmA8uCyG6D5L1TVJlS14oW5qRauIjiTfzvSH4diYpWhWcyiRDXnFPHtAZ7K+rwwuf7o3rVPt5VgUv+dw2m/Gktrnv6c+w8XEOu21x2Arc+/yWONXmtVhQfxY+XbbEJNV8giIUf7QUA/PSygXj/x99FssuB9fuqsNbizVm6fj8A4NJz89E7Jx1JTgfmXnQOAEiibvexWlTVNyI92YkL+uaYx8/r0QWdU12oPeXHziMhu42xX8MIUWfm1R12m6FXa+WrgeGF8jQGcOhE6DXMj+Cpa62cuk5CTl2k8Kth75aDJxEI6kh2OUh7jX58hqjb2FQJO6ZPtvSH7eg+XZHscqCi9pSZewgAi9eE3tsfTihCdqdk3Du5P5wODev3VUn5igYPLd+G363Yhb0VdXh7y2H8x1OfmiPPVAQSoEcef6ozLU40QeSMKnLo1iIGUsUs4XlKFo6Jv6NUCDhZcS8qpKpaSyGJxSiFEuJaKtysS21f7Plz8hix8HnJxGtDCVuGaQl0Xcf/rtqNy+evw2Pv7MB3//Cx+R+xla/LTuD2F74yZ4ZuLjuJOUs3ov6U33bNx9/diaAOTDkvH8vv+g5SmoTavyxTGt78+hDKqj3I6ZSMO77bF4Vd0/GD74Sa//75wz3mukBQx7+2hkJ7tzY9DwBXD+8JTQN2HqkxBennTXld4/pmS7+nToeGC/pmAwC+2FcFXddRfCgk7ihRZ3jvth9yo/R4KER5Tq7dmwUAaclOZKWHRJTx+RXJUydWprZWTl0kT51RALGjSZQXZqVJ0RKD/nkZ0DTgeF0jjtedwldNjYjHCPmHAJCa5MT5vbIAAF/sC6054vbi67KT0DTghxOLAAAFWWm4enjIq/f3z/ZL11izuwLvbD0Mhwb855XnoiArDQeqPPjzv78l97DzcA1m/+1LDPjF+/iPpz41ew3GIyzqmBaHCn9KeXLRvFyKCk4DSagR95JmHwprk4iwruypE38d7CHRJIVXj5JGKYq1FLL4sv9KivuVBaC9BYyI3CuPCoOzqGNajne3HcHCj/YiENTRN7cT/EEdT3ywG5/uOS6t8weC+MWbxdB14Ioh3bHu/01GYdc0HDrpxR8+2CWtfX/7UXxddhJpSU78dsZQjCnKxr2T+wMAfv/+N9Is0RfXHwAAzLnoHNNjdefF/eB0aNh68KTp9dlcdgInPD5kpiVhQr+w9y27U7I5+eCjpvml60tCtovrDMafEzr2xb5qHKwOTYhIdjrMMKPIud1D4dcDVR5zVBZV+WrQXah27ZzqQmqSWqy1mqdOyqmLVCgRstXwchUIoVSR9GQXemeHevDtPlqLTYKnzkr4tQ2J6g93HgMAjOrdVcovvGV8SJSv2nEUp/yhXMhgUMd//2snAOC2iX1x18X98L83jAAAvPzlAey2jCqrrD2FH/x9Az7ZcxxBPTST94Zn1pPePwCorm/E02tKcMcLX+HZtSW2P0TaGxZ1TIsjZZsRo79UvdQMqBCjiMpzRbU/CUh98CJ7EJvnqYssTGVPXTSvXvgDO6oAJK4rimTxtaFby3BOHdPyVNaewqNvFwMAHrh0AD5+cBK+35Tz9LPXt6BO+I9v2VcHsfNIDTLTkvDbGUPROycdf7huOADgxS8OSE19/9ZUjTrnonNM8TD3onPQNT0Jh90N+KRJMO6rrMP2Q244HRpmjS40z8/NSDEF2btN3jlDIFxybp7Ni270lFv9TQX8gSC+bPIUTeiXa9uzITy+Kq02552e26Oz/EdlE/ldUtApOTQpwrCZqnw16J4ZFi6R2pkAsqhrSU9dpxhamgCyrQBQ2DVdudYQvB8UH0Vtgx9pSU6c18Mugr/T9J6tb/KCrmp6zy4bnC+tG927K/I6p6D2lB+f7w0JwM9KjqP0eD06p7ow77KBAELv1RVDuiOoAws/CnttdV3HT1/bgsraUxiYn4G3752I7w7IRWMgiHn/2GIrmjledwrXLvoMf/hgFz78pgK/W7EL0xZ8guN1p8j9Hqiqx5Mrd+NHS77C3z4tlXr0tRYs6pgWh9IKqnYhlKxQDbA3UIZUiTCnMlRL5NSJKTriXY3qVJX3TSN2kRTF+yavjbwHXXA3UjZI7U/EFjFEVa24lgqRMMzp8OzaEpzw+DC4Rxfcf0nIk/aLq85D7+x0HKs5ZeapBYM6nv+sFEBI/OVkhMKKE/vn4uKB3aDrwEtfhDxue47VYnPZSTgdGm4Z39u8V2qSE9eeXwAgPGf1nSbB9t0BueY1DaYPDxU4vNsUrv33NyGBMOU8WSAAwKXnhUTdZ3uPY+OBE6g95UdmWhLO69HFtvbc7p2RmuRA7Sm/eX+qSAII/XFrNOQ1EvapyleDHoJQitTOBJALJVrSU5eeIrY0UV+3W0aK9JlfqPDUAeEKWKOy9dwencnPvJG9spDscqCy9hS2H3KbHjurqHM4NFwxNFQta7RHMX7Wrh1ZIPXau6/p53LljqOobJrU8ene4/hkz3GkuBxYdPMojOiVhf/73vnIzUjBnoo6PLcu3DKl0R/Ej17YiLJqDwqy0jBvykD0yEzFgSoP7nlps619zuayE7h6wad46uO9WL2rAo+/uxNXLfiEzDXVdR0vf3kAMxd/hjG/+Td+vOzr056qwaKOaXGoGYFUixBA4akTnk922Z+XPHVRCjB0RajWsCHFRXu5qP55qj3oUilDk93N6AcXzaunzJMjKmVFoRatTx01IJxhmovb48OrG0ITAP7fFYPMn7H0ZBfuurgfgFCrEF8giE/2Hse+ynpkpLhw49he0nWM/LZ/fHUQ3saA+Z/zpefm2Vp6GOd++M0xVNWdMkXVf4zoCSuXD+mOJKeG3cdq8e+dx7Cvsh5JTg0XDbR73wbld0Z+lxSc8gfxl6b/0McWZZN/XLqcDgxuEntGuJbKpzMQPXOaBnMcGEX3LmFhFF3UhYVLRguNCQPk8GskT53L6UCuIKQji7qQV+6EJyRsh/S0i2UgJNxHFIZey4Uf7YUvEArp9yOEsFEtu2rnMVTWnsKqHSHRbv35GlqQiZG9suALhJtJG5WzN1/QGwOabMvulIxHrj4PAPC3T0tR2+Rde/nLA9h68CQy05Kw9Efj8OMpA/Dij8ahc4oLG/ZX47l14SrcfZV1+MHfNqD2lB8jCjPx/y4fhIKsNBys9uL7f/kSbk/YY+cPBPHwP7fjF28WY3PZSRyva8TbWw7j+qfX4+OmCSXNoUOKukOHDuGrr75qbzOY04T01AlixRgrA9ChS7GaM5UQHipPXRoxIkf01ImVTUaOiihyAtJae9NSa6I0dV16beRfM1FYUj3tVG1ZjNdJGlMmvJ5UWxVRAFJhIoZpLi99eQD1jQEMyu9s9hszmDmqALkZyTh00ov3tx/B0qbRWtePLrQJkEmD8symvm9tOWT2h/veOPk/ZyCUozasIBO+gI4Fq/dgX2U9kl0OTB3S3bY2Mz3JDJX+7v1vAISEWmciT0zTNIxrqnJd3STUxvXtaltnYIg44zMgkqgTBUlBVlrEPDnJUxcl/NpF8tS1UvPhCDl1gGxvJFFnVMAaDO6hfr1GN+Xa/bsp9ErlNQKhIpbsTslwe334zXs70RgI4tzunUnBaKQEvLqhDFsOnsTnJVVwOTTc8d1zpHVXD++Jc7p1gtvrw4tfHIDb68P/rQ6FbX9+xbnme9k/rzMev3YoAGDxmhIcdTcgGNTx8D+3o/aUH2P6dMWrc8fj3sn98Y87x6NnZir2Ha/Hf/9rh3mvP/37Wyz76iAcGvDg1IF4Zc4F+O6AXHh9AcxdutHMPYyVDvWpvm/fPixcuBB/+MMfooq6rVu34rXXXsPzzz+P+fPnw+sNuzQ/+eQTvPnmm3j66afx17/+FX5/x0pkTHQokSOKFVGoUWtFT10q8SElj78S1hIfkirxldokaFQjx/xRhFqacK9oa6N90ErXJdaKQky8E7VWFJDRXlueKBFfVFRU4KWXXsLLL7+M3/3udzh06FB7m4RAUDfDpXdefI7NS5+a5MTs8UUAQl4Rw/MgVp0aOB0abhwTEnB/XLkbVfWNyM1IxkUDutnWAsC0YSEPzdKm+180IFfpqTL6yhkzVy8aSF8TCIkEkTFF9kR+AzHcqiqSMBDnoaramRh0b1b4Vcypa50xYZ0jNB8G5Ly/SDl15+RmSJ9ngxWeOiDU2kTkOwpR53Ro5h8Tb28JeWynj+hJRoyuHt4TGSkuHKz24ufLtwEIeXeN5tDiNe9rKsh5/tNSLPp4L056fBiQl4EbxhRKa68Z2ROj+3SFpzGAP67cjdc3HcSXpdVIS3LizzeONEPihV3TsfDmUXBowD+/PoQPdx7Dp3uO4+m1IQ/fn24YifsuGYAJ/XLx/A/H4vIh+fAFdNz3yuaorVhEOpSoq6+vx+zZs/Hd73434rqjR49i1apVmDVrFm6//XZkZWVh2bJlAIBvvvkGu3fvxowZM3DXXXfhxIkT+OCDD9rCfKYJX4AQdS7RUxdZEIlig/LUUd6q0Fr7j7MoJgOK/DrzmHCtINEMVQq/CvcKEPsVw6RRRZ0z/Dy1VvS4+YV7UfkzopeUmp2YHCX0zXRMgsEgFi5ciJkzZ+L73/8+Lr30UsyfPz9q097WxunQ8Ppd38H9l/THdCL0CQCzxhRC04BdR2sR1IGxRV2V+WTGNYz/xKYN66FsCTR1SCi/yngJpg62e+kMLraIuO8OsIdeDcYJIi41yYGhPdXepGGF4edURRIGoqeOCiOKdG+Gp65za3nqmkRdRooralsmw95kpwPdMtQiNNnlMAWtQwuFu1VYRZ3hbaWY3FTgYnDlUPpnIS3ZaT63u6lf3veFfE2R6SN6onuXVByvazRz6342daDttdA0DY9cPRgA8ObX5fjdil3m2l7ZssAd3aer6RX81b924KHlW6HrwE3jept5okDo/5r/vWEkzsnthCPuBvzXP7cr926lQ4m6YcOGISsrK+q6NWvWYPjw4aYSHzt2LL744gsAwIcffohRo0YBCL3YY8eOxfr161vNZsYOlWOWlRbunE4JJmltenitGKo1EMdqiZ48ylMnRjNTooQbRa8dlW8mni/akELcVzw/2l/Poo2dCKHmFSqwRBFM5fmIa6nXWXw9rZVdTMeluLgY2dnZSE8P/ScxcuRIHDlyBIcPH45yZutT2DUdP5s6CKqm3z2z0nBh/7CImjXaHk416JPTCSOaepQBdI6cQb9uGebkAk0DLjkvT7m2f16GGSLMzUjGed3VHqIBeRlmnzgjYV953W4Z5u+UqkjCoE9OupluEqmdCdA8T504wov6/DhdOjV9tkYaEWZgeOoKutI96kQGNoVgz+mWQUYbDLI7JZt5iIPyO0t5e1YuGtjN/DwclN85YhHKjFFh8TQwP8NsY2MlyenAbMGj3K9bJ+UfDiN7ZWHKeXkI6sBJjw99czvhBxOKyLU/mTIAPTJTUX7Ci8PuBvTKTjNz+EQyUlxYfMsoDOnZBT+5bIByP1Y6lKiLlZKSEuTkhFV7QUEB3G43Tp06RT53/Phx6jImXq8XHo/H/OfznR3jRFqLq4aFPohFl734yyuKnNuaGkmeK+RaiKNzxARd4y+s7wjtBbIFASiGRI18iiHCX9lWF7uB8ddtofBX1YB8+4eCKBq7poftGlFo/zDv2in8vJiPUtSUHC2GX8QP7XSiJYH41+yg7pH/wheTr8cRYSMxJBHpQ5LpWJSUlCA7O/x+JicnIy8vDxUVdCJ1R/tMu76pzUhakhPTmhrGqjCEXM/MVOV/uAZTm6ohR/fuGvHnWdM001v33QHdIgoPh0Mzf3eo3yERlzPsyaM+B0RSk5woygn93veP4qnrnOIyPwcj5agBoT+CM9OSkJWehIwYBFis9GmyNZJAMjD2FalNi4Hx2Tw8yusFhHIfAXXo1SAzLQljmjx7Vyi8dAbj++agZ5No/t7Y3mSY1uDmcb3NP+bvurhfxJ+bn0wZaH7/8yvUf+SkJ7vw8LSwiPvNtcOUVcvndu+Cd++/0OxzGAst9xPQhrjdbqSkhH+BU1NDb1B9fT35XF0dPdDZ4N5775UeX3fddZg1a1YLWnx2cdO4XnB7fbhmpPxX9m+uHYr9x+vNTuxAqOdUstOB718Q/osoMy0J/+/yQdB1XWpP8LOpA9E7Jx13XBhOah1emIk53+2LPjmdpF+4384YhlU7juLuSf3MY9eeX4DNZScxsb/8AfHs7NHYdOCElCtx7+T+qKprtO1h8fdH4WC1RwoF/GbGUGR+sFv6y6xzahJ+P3MY/EFd+qv7rz8Yg0Ufl5htH4BQsu1/TTsX+V1SpQ+CN++ZgJe+KMPPrxxkHps0MA/3X9IfoyyhiRduH4f3th3GPZPC1/3euN44eMKLqyz/iS686Xx8tb9aGS5jOh5utxtpafJ/7qmpqaivryfXd7TPtGnDemDnkRoM7ZkZtULz5nG9cbDagynn5Uf1+tx5UT/UNPjwvbF0CE3kJ1MGwuXUcOdF/aKu/fmV56Kwazp+ZEmgp3hs+hCs2nkUM84vjLr2tzOGYtP+ExFDiUBIhD518/k4VtMQMUcNCIU037p3IjSoRySeDv3zMvD+A99V/jEsctngfDx+zRB8V5H/KPLDCUXQ9VARTTR+OnUgsjOSMSeG9+HX1wzFP78ux5yLIq91ODT86caRWPttpTk/VkXXTsmYf+NIfHO0FjPOj2zv0IJM/HbGULi9PlxOFOyITB/eA2VV9eicmmRLDbASSXSS6/X2TsogeP3111FZWYl77rmHfP6nP/0pbrnlFjPM6vf7ccstt2DJkiWYM2cO/ud//ge9eoVc/EeOHMGjjz6Kv/zlL7br6LqO2tpaOJ1Oeah6UhKSkiJX+zAMw7QVf/3rX5GamopbbrnFPPboo4/i2muvNT8HAf5MY5iznTbz1P36179GTU2N8vnrr78e48ePj+lamZmZUrVrQ0MDkpOTkZqaSj7XpQvtutQ0TfkcwzBMRyEzMxMnT56UjlGfbfyZxjBnN20m6h599NEWu1Z+fj7Ky8vNx5WVlRg0aJD03MCBA23PMQzDxCP5+fkoLi42HweDQXg8HvTuHT3syDDM2UOHLJTw+/223nKfffYZVqxYAQCYOHEiNm7caK7ZtGkTJk+ebD735ZdfmqX+mzdvxsUXX9yG1jMMw7QsY8aMQXl5OSorKwEAu3btwsiRI5GcnBzlTIZhziY6VE6d2+3GypUr8emnn6KhoQGXXHIJLr30UnTr1g0vvfQSqqur8cADD0DXdbz//vvYt28fevbsidTUVFx11VUAQn/B/uMf/4Db7UZOTg7y8vJY1DEME/cUFxdj5cqVKCwshN/vx6xZs1jUMQwj0aFEHcMwDMMwDHN6dMjwK8MwDMMwDNM8WNQxDMMwDMMkACzqGIZhGIZhEgAWdQzDMAzDMAkAizqGYRiGYZgEgEUdwzAMwzBMAsCijmEYhmEYJgFgUccwDMMwDJMAsKhjGIZhGIZJAFjUMQzDMAzDJAAs6hiGYRiGYRIAFnUMwzAMwzAJAIs6hmEYhmGYBIBFHcMwDMMwTALAoo5hGIZhGCYBYFHXhvh8Prz++uvw+XztbUqLk6h7S9R9AYm7t0TdV0ckUV/rRN0XkLh7S9R9Ac3bG4u6NsTn8+GNN95I2B+6RNxbou4LSNy9Jeq+OiKJ+lon6r6AxN1bou4LaN7eWNQxDMMwDMMkACzqGIZhGIZhEgBXextwNqHrOgDA6/W2syUtj7GnRNtbou4LSNy9Gfsxft+Y1iNRP9MS9XcDSNy9Jeq+gOZ9pmk6f/K1GTU1NZg7d257m8EwZwXPPfccunTp0t5mJDT8mcYwbUcsn2ks6toQXdcT8q8IhumIpKWlQdO09jYjoeHPNIZpO2L5TGNRxzAMwzAMkwBwoQTDMAzDMEwCwKKOYRiGYRgmAWBRxzAMwzAMkwCwqGsjDh06hK+++qq9zWCYhMLv92PNmjWoq6trb1POGhL1NU/UfTFnF9ynrpXZt28f3nvvPezZswfnnnsuxo4dq1y7detW7N69G3V1daipqcGdd96JtLS0NrS2eei6jpUrV8Lr9aKsrAw9evTArFmzbNU5FRUVeOCBB6RjvXr1wh//+Me2NDciFRUVWLVqFTRNQ1lZGW699VYUFBRIaxobG/Hmm2/C4XCgtLQUkyZNwrhx49rJ4tiIZV+LFy/GunXrpGPz5s3DBRdc0JamNovGxkasWrUKW7duxfbt27FgwQJkZGSQ6+LtPeuoRHrNS0tLsX79evh8PlRUVGDOnDnIyspqX4NjJNK+vve970lrU1NTsWTJknawsvkEg0G89dZb+Oijj1BfX49Bgwbh9ttvR15eXkyfCx2ZSHu77777cPz4cWn9X/7yF3Tu3LmdrI2dYDCId955B//+979RV1eHc889F3PnzkVOTk7sv2M606ps27ZNP3HihP7aa6/pixYtUq47cuSI/sQTT+jBYFDXdV3/+9//rj///PNtZeZpsXbtWv3NN9/UdV3X/X6//vOf/1z/4osvbOuOHTumL1q0SC8uLjb/7d27t42tVRMIBPRf/vKXen19va7ruv7ll1/qDz74oPleGDz99NP67t27dV3X9ePHj+s//OEP9RMnTrS1uTET676s701xcbHudrvbw+SYqa+v1zdt2qQHAgH9xhtv1I8dO0aui7f3rCOjes3r6+v1Rx99VPf5fLqu6/q7776r/+EPf2hPU5tFpJ+l//mf/5F+L3bu3NmOljaP4uJi/Te/+Y2+a9cu/auvvtLvvvtu/bHHHov5c6Ejo9qbruv6H//4R9vnmfGz2dEpLS3VFy5cqB87dkwvKSnRf/KTn+hPPfVUs37HOPzaygwbNiymv1jXrFmD4cOHm16usWPH4osvvmhl686MDz/8EKNHjwYAOJ1OjB49GuvXryfXduvWDUOGDDH/9evXry1NjUhxcTGys7ORnp4OABg5ciSOHDmCw4cPm2s8Hg+Ki4sxYMAAAEBOTg6KioqwYcOGdrE5FmLZl4H43gwZMqTDN+1NT0/HqFGj4HCoP8Li8T3ryKhe8/Xr12PAgAFwuUKBn7Fjx2LLli3weDztYWazifSzlJmZKf1enHfeee1g4elRWVmJO+64A4MGDcKYMWMwa9YsfPvtt9i+fXvMnwsdFdXegsEg0tPTbZ9nxs9mR8fn8+FHP/oR8vLycM4552Dy5MlIS0tr1u9YfOz0LKCkpASXX365+bigoAButxunTp1CSkpKO1pGo+s6SkpKkJOTYx4rKCjAli1byPX79+/HY489hv3796N///6YM2cOunfv3kbWRqakpATZ2dnm4+TkZDNEYYQkDh48iIyMDCm0XFBQgMrKyja3N1Zi2ZfBq6++io8//hhOpxPTpk3D9OnT29rcFice37N4pKSkBIWFhebjbt26wel04sSJE6ZwiFcqKirwu9/9Drt27UJhYSF+9KMf4Zxzzmlvs2Ji0qRJ0mOXy4UePXpg3759MX8udFRUe3M4HKitrcX8+fOxdetW5OTkYPbs2RgxYkT7GNpMjD9AgVBawNGjR3H99ddj+fLlMf+Osaeug+B2uyXxlpqaCgCor69vL5MiUl9fj0AgYLOZstfhcCAtLQ33338/fvWrX6Gurg6LFi1qS3Mj4na7zdfbwLoX6/tDreloxLIvAMjKysLAgQPxxBNP4Oqrr8bLL7+MrVu3tqWprUI8vmfxiPXnTNM0pKamJkTBQUpKCn74wx/id7/7HdLS0vCnP/0Jfr+/vc06LbZs2YLLL7885s+FeMLYGxASqddeey2eeOIJ9OnTB/Pnz0dNTU07W9g8nnrqKTz55JM4cuQIysrKmvU7xqKug+D3++Hz+czHhpu1o/6la3ywWW2m7M3NzcV9992H3Nxc9O3bF7fddhv27NnTYcIz1tcesO8lljUdjVhtvvnmmzF69GhkZWXhqquuwtChQxNC1MXjexaPJPLr/PDDD6NHjx7o2bMn7r77bhw/fhyHDh1qb7OazY4dO6BpGi677LKEe7/EvQGhIq+ioiJ069YNc+bMAQB8++237Wlis7n77rvxX//1X7jsssvwxBNPNOs94/DrGfDrX/864l8A119/PcaPHx/TtTIzM6UZig0NDUhOTrb9RdVWxLI3TdPg9XpNGxsaGmLKxSoqKoLT6URSUlKL2XsmZGZm4uTJk9Ix616s74+xRgxjdDRi2RdFUVFRhwz5N5d4fM/iEdXr3NHzMptLTk4OOnfu3KE7ElCcOHECq1atwj333ANN0077c6EjYt2bldTUVPTo0SPu3jOn0wkAGD9+PBYvXoxdu3bZ8jlV7xmLujPg0UcfbbFr5efno7y83HxcWVmJQYMGtdj1m0sse3vllVdQXl6Orl27AqBt1nUde/fulXIF3G43zjvvvA4j6vLz81FcXGw+DgaD8Hg86N27t7SmsrISjY2NSE5OBhDa73e+8502tzdWYtnX3r17cc4550hJ4m63G5dcckmb2toaxON7Fo9YP7vq6uqQmZkZlyJBZM+ePdLnls/nQ+fOndGtW7d2tKp5NDQ0YPny5Zg7d675h1osnwvxALU363um6zr8fn/c5EF+/vnnmDBhgvnYiIhNnz495t8xDr+2EX6/35aL8dlnn2HFihUAgIkTJ2Ljxo3mmk2bNmHy5MltbmdzmDhxIr788ksAoV+e4uJi8wfS2JumaVi7dq0Zag0Gg/jggw9wxx13tJvdVsaMGYPy8nIzgX7Xrl0YOXIkAoEAnnnmGVRVVSE3Nxf9+vXDxo0bAcDsJSh+gHQ0YtmXz+fD6tWrzXMOHjyIzMzMuKnyM35fjK9erzeu37N4wPqaT5gwAcXFxebvuPHZRXlOOjLWfX355Zeorq4GEPp8e/fddzF37ty42Zff78fixYsxZMgQ7N+/Hzt27MCOHTvQp08f8nPB+MMnHlDtrbi4GGVlZea6devW4dprr40bT93OnTuxe/du8/FHH32EG2+8ERMnToz5d0zTdV1vM4vPQtxuN1auXIlPP/0UDQ0NuOSSS3DppZeiW7dueOmll1BdXY0HHngAuq7j/fffx759+9CzZ0+kpqbiqquuam/zI9LY2IglS5bA5XIhLS0N5557Ls4//3wAkPa2ceNGvP/+++jatSuys7MxZcoU5Ofnt7P1MsXFxVi5ciUKCwvh9/sxa9Ys1NbW4pFHHsGDDz6Ic845B8ePH8fSpUuRl5eHQCCAK6+8Enl5ee1tekSi7auoqAh//vOf4fP50L17d/Tp0wcXX3xxxFYhHYUvvvgCmzdvxrp16zBmzBiMGzcOQ4YMifv3rCNDveYXXXQRPvvsM2zYsAGFhYXQNA0zZ86Mi58hA2pfPXr0wKuvvoouXbogJycHF154Ifr27dvepsbM3//+d6xcudJ2fMaMGRgyZIjtcyGeRJ1qbxMmTIDb7UZ6ejry8vIwatQoDBkypB0sPD22b9+O5cuXIy8vD4WFhSgoKMCYMWMAIObfMRZ1DMMwDMMwCUD8/CnFMAzDMAzDKGFRxzAMwzAMkwCwqGMYhmEYhkkAWNQxDMMwDMMkACzqGIZhGIZhEgAWdQzDMAzDMAkAizqGYRiGYZgEgEUdwzAMwzBMAsCijmEYhmEYJgFwtbcBDJMoVFdX46mnnkLPnj2RkpKC2bNnR1z/5ptvoqqqChUVFfje974XN0OnGYZhRJr72Xc61//nP/9pfv/QQw+16PUTCRZ1TNzyv//7v2hoaIDL5UJlZSUOHTqEkSNHAoAplMaOHQuv14vU1NRWH8Tt9/uh6zruuOOOmNbPmDEDALB48WJ4vd7WNI1hmBbi008/xYoVK7B//36MGTMGSUlJqKmpwcGDBzF37lxz/vXZBPXZt3nzZqxcuRJbt27FJZdcgilTpph/uH766af44IMPsHfvXlx99dWYMmUKunfvrrx+dna2ee377ruvdTcT57CoY+KW7t274/vf/z4A4MMPP8TLL7+Mn//85wBCg+wDgQAA4Cc/+QnuuecejBgxot1sZRgmMbjwwgvh9Xrx2muvYd68eebxTz/9FNnZ2e1oWcdi1KhRcDgc2Lp1K2666SZ07tzZfO7CCy9EQ0MDDh48iFtuuaUdrUw8WNQxccukSZPM710uF5xOp/m4d+/e5vc///nPUVhY2JamMQyTwCQlJdmOTZgwodWiAbqu265NHetoGK8T9Xq5XC4kJye3tUkJD4s6Jm4pKCiQHosfcF26dIGu6ygpKcHWrVuRkpKCrl274rXXXsOWLVvwox/9CO+88w7KysowefJkXHvttfjb3/6Gbdu2oW/fvnjggQeQnp4OADh06BB27NgBt9uNHTt2YMqUKbjwwgtjslHXdbz11lvwer3wer04fvw4fvazn8Hl4l89hkkUgsEg3nvvPUyfPh0vv/wytm7dihtvvBErVqxAMBjEo48+iurqamzYsAENDQ3Ytm0bRo8ejauuugoA0NDQgHfeeQeHDx+G1+tFbm4uOnXqhKlTp2LZsmXYtm0bnnvuOQDAypUrsW7dOowaNQrXXXcdAGDPnj04cOAAjh07hr1792LGjBno2rUr3n77bRw5cgQ333wzXnnlFRw7dgyXXnopbrrpJtP28vJyvP/++zhw4ADq6upw1113YePGjXjvvfdw4YUX4qabbkJSUhKWLFmC8vJy3HfffdIfzS3F6tWr8fXXX6NHjx7QNA2ff/45AOCpp55q8XslMvw/C5Ow6LqO8vJyvPHGGxg0aBB69uyJK664Ah988AE2b96Me++9F263Gz//+c9RUVGB6667DrfddhseeughrF69GtOnT8fx48exaNEiPP7443A6nRgzZgx+8YtfYMiQIejatWtUG7755hsUFxfjkUceAQAsX768w/91zTBMdDweD/7v//4PAFBZWYkBAwYAAP7jP/4D//73v7Fq1SpceOGF2Lt3L7xeL/7nf/4Hv/nNb5CamopLLrkEd955J84991z06tUL//d//4cf/ehHyM3Nhd/vxy9/+UuMGzcOubm5uOyyy/Dpp5+a973sssuwceNGBINBAEBpaSlee+01/Nd//Rc0TcOGDRswf/58PPvssxg8eDC+/PJLVFRU4LHHHsOePXvw+OOPY/z48ejbty9KS0vxj3/8A/PmzUNKSgo+//xzuN1u3HLLLdi8eTMKCwuRk5MDAOjVqxeuvPLK0xJ0CxcuRFJSkvnZp+s6jh07Jq1pbGzET37yE7hcLuzatQvvvfceHn300ea/MWc5LOqYhMXhcODiiy/Ga6+9BiDkycvPzwcAXH755cjKykJWVhZ69uyJoUOHmp6/888/H4cOHQIAfP3116ivr8drr70Gl8sFl8uFcePGwev1xiTqAoEA9u7di3fffRdjx47F9ddf30q7ZRimLUlPT8ePf/xjAKFCgbfffhsA0LlzZ2RkZOA73/kOJk2ahEmTJmHLli1wu9148803zbDj+PHj4ff7sWLFCnTt2hW5ubkAQmHJtLQ0Mz/P+jnjcDikY+vXr0dtbS3+8Y9/mCkoI0aMwKlTp5Cfn4/OnTtj8uTJAIDBgweje/fuOHToEPr27YtXXnkFEyZMQMr/b+/+Qpp6wwCOf89c7DjDXJlhNwUS0RKJJoaJTNSEICgEoxvxyjvtNroK77tIkBT0ZpWhFA5DLTFxlUaJ7MJARR2YR4qMotUI3WTrQjy/LW159rPM+Xyuds57/rycwbP3vH+eWSzA6jy4UCiEoiiUlJQwMjLCpUuX9EbY2uIuo+rr61FVNWafx+Ohvb1d3z5//jwAgUCApqYmKisrOX78eEL3282kUSeSXnTP2Npnk+m/FI379u2L2U5PT+fjx48AaJrGoUOHYoYrjMjNzeXy5csMDQ1x7949jh49yrVr1zbVIBRC7Axms5kzZ87E7Dt48KD+WdM09u7du2Ec6e3tJSsrK+F7a5pGTk4OV65c2bA8OrYpioLNZmNlZQWA2dlZnE6nXq6qqt74Ki4uprOzE03TCAQC5ObmJlzHzYpEIjQ3N5OZmZlwA3K3k+TDQsRhtVqZm5vTg6BRfr+fsrIybt68ya1btzCZTIyOjm5xLYUQ2y3eYiyr1cri4iLfvn1bV5aSkoKmab88d+1FNDrt0devX2Ou7fP5iEQihuucnp6Oz+fbsGz//v2cOnWKwcFBxsbGKCgoMHx9o/r6+piamqKurg6TycTS0lLCsXe3kkadSAqhUIhgMLhhWTgc1uefrKU5Wdv+uTx6H0BhYSGBQACXy6XnYnr9+rV+nd+Znp5mcnISWE3BcuDAgT8yyVgI8ffEizewPqY4HA7MZjMtLS0sLy8DMD4+TiAQwOFwMD4+jtfrBcDn8zE/P6+fm5aWBqwOs4bDYbxeL/Pz8/r1z549y9zcHN3d3fp9X716tWE9ousHUFpayuDgIBMTE8DqMPL379/140pKSvB4PKiqmtBK1VAoBLDhswoGgzH7Z2ZmuH//PrW1tfpQ9PDwcEx9xO/J8KvY8YaHh/F4PCwvL+NyuTh37hyHDx9mZWUFt9uN3+9nYGAAVVX1CcddXV1UVVXx4sULNE3j2bNn2Gw2PXHo5OQkT58+pby8nOvXr9PR0cHVq1fJy8sjPz8/Jn1KPKqq4na7GR0dZc+ePRQUFHDixIk/9iyEEH/W8+fPY+JNRUUF2dnZwOpL48OHD/H7/fT39xMMBnE4HGRkZNDQ0IDL5dLjiN1uJy8vj6KiIj58+EBraysZGRnrFiNYrVYuXrzI3bt36enpoaqqimPHjuH1erHb7TgcDurr63n06BFDQ0PY7XacTidv375lYGAAv9/PgwcPqKys1OPWyMgIR44c4cKFC4TDYVpaWkhNTcVms1FdXa2v/D99+jQWi4WioiLDz2lsbIz+/n4A2tvbqaioICcnZ90zvHPnDuXl5TQ2NpKWlsbMzAzT09MsLS3x5s0bysrK/tf3tdsokUT6bIVIYuFwGEVRDK9SXVxcpLm5mRs3bhg67/bt2zidTk6ePGnoPCFEcmpoaMDpdMbk4twq0T130fPtfsXlclFTUxP3mERjXyLq6uokzUkc0lMnxE82E+iEEGInMhLfJiYmZAXqDiO/XkIIIcQ/5Fdz4f6Wd+/e8f79ezweD/n5+dtWD2Gc9NQJsUXMZjOKotDW1obFYqG6ujru8W63m0+fPvHlyxdSU1P/Ui2FEP+qYDDI48ePWVhY4OXLl2RnZ2/LHNwnT54wNTVFbW3tpv79xmjsM+rz5890dXUByEKz35A5dUIIIYQQSUCGX4UQQgghkoA06oQQQgghksAP7zrsSUocg6MAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plot.subplots(nrows=1, ncols=2, figsize=(16 * cm, 8 * cm))\n",
    "t = np.linspace(-4, 4, 10000)\n",
    "\n",
    "y = pulse(t, freq=20)\n",
    "axes[0].plot(t[3750:-3750], y[3750:-3750])\n",
    "axes[0].set_xlabel(\"Time [s]\")\n",
    "axes[0].set_ylabel(\"f(t) = sin(2πft)·rect(t)\")\n",
    "\n",
    "fft = np.fft.fft(y)\n",
    "f = np.fft.fftfreq(n=fft.size, d=np.abs(t[0] - t[1]))\n",
    "axes[1].plot(f[81:240], np.abs(fft[81:240]))\n",
    "axes[1].set_xlabel(\"Frequency [Hz]\")\n",
    "axes[1].set_ylabel(\"|F(f)|\")\n",
    "\n",
    "for ax in axes:\n",
    "    plot.format_axes(ax)\n",
    "\n",
    "fig.savefig(\"20hz_1s_pulse_fft.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
