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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Script to reshape and compress original ascii files \n",
    "```bash\n",
    "#!/bin/bash\n",
    "if [ $# -ne 1 ];then\n",
    "    echo \"ERROR: use 1 argument (run number)\"\n",
    "    exit 1\n",
    "fi\n",
    "\n",
    "nrun=$( printf \"%6.6d\" \"$1\")\n",
    "ascii_dir=\"/data/insudaq/ascii_asa_2021\"\n",
    "new_ascii_compact_dir=\"/home/insudaq/tlktest2011/maroc3_2012/vme14/ana_insulab2021_asa/python/compact_data_WF\"\n",
    "awk '{for(i=1;i<=NF;i++)printf(\"%s \",$i);if(NR%3==0)printf(\"\\n\")}' $ascii_dir/run$nrun*wave*.dat | gzip > $new_ascii_compact_dir\"/run\"$nrun\"_WF.gz\"\n",
    "\n",
    "```\n",
    "The script can be run from here: `/home/insudaq/valerio/bar-fiber-sipm-2021`\n",
    "\n",
    "It creates a `run260158_WF.gz` here `/home/insudaq/tlktest2011/maroc3_2012/vme14/ana_insulab2021_asa/python/compact_data_WF` folder.\n",
    "\n",
    "The gz files contains **1 row per event**, each row consisting of a total of 23 + 512 + 512 = 1047 columns:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data import"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
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    "data = np.loadtxt('compact_data_WF/run260170_WF.gz')"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "(12633, 1047)"
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     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reorganizing data\n",
    "\n",
    "sili     = data[:, 0  : 4]                # 4 coordinates from the silicon track detector [cm]\n",
    "digiph   = data[:, 4  : 4+8]              # 8 pulse heigth of the digitizer [ADC, fullscale=16384]\n",
    "digitime = data[:, 4+8: 4+8+8]            # 8 time of the maximum of the digitizer [2ns, range 0-511]\n",
    "dtime    = data[:, 4+8+8]                 # 1 time from the start of run [s]\n",
    "abstime  = data[:, 4+8+8+1]               # 1 absolute time from 1970-01-01 [s]\n",
    "nevent   = data[:, 4+8+8+2]               # 1 event number\n",
    "wave1    = data[:, 4+8+8+3: 4+8+8+3+512]  # 512 sampling points of 1st waveform [ADC, fullscale=16384]\n",
    "wave2    = data[:, 4+8+8+3+512:]          # 512 sampling points of 2nd waveform [ADC, fullscale=16384]"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2, figsize=(8,8))\n",
    "ax = ax.flatten()\n",
    "for i in range(4):\n",
    "    ax[i].hist(sili[:,i], 100, range=[-1,11])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Valerio Mascagna committed
      "image/png": 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U6bOt03uZi6a//5LKzM9l5qmZ+cGpkglt/gbUU0S8MyK+GBFfiYi3jrs8Ki/3Ac3mcWB9jDWhoGZzR6Kx1YG6HYjW7f2oKpyYuSHGMimn+7Xacx8g1cNYEwpmJpvN+EsDUOFGt/uASaoXSydmbggn5dQwuA9oNuNfHw550NgYf2lESnqg6j6gOoYxKZfxrw4n5dQwuA9oNuNfH11PyihJtVKyCW2GrmnvVwM1jEm5nJCr8pyUU5LkkAeNj/GXms19QLN5dqqenJRT3bIONJvxrw+HPGhsjL/8MelDSYcx9GIg+4AqfA6Tyzjb9YaY8/e/oZ9XCfU1KadkO7DZjH99uMqDpLHxx0SN4oHwfvz+V15fk3Iaf0mqBxMKkiSNSjupMF0vBZMOKqFhTMppDzVJqgfnUNDYGH9JA1G3g/C6vZ9p+BtQHevWrWPHjh0AD2Tm4sy8EVqTcmbmazPz+My8ppfntIeC3Ac0m/GvD+dQ0NgYf6nZGtGY6Dc5UOPkgr8BUrO5D2g2418fDnmQJI1FrRoTcz3wr3HCQJpJIxKKktQAJhQkqQoiPPissrnErubx9oCy2WqVUJSkBnMOBUlj4z5gxGp+gFo5DY+HB5TN5v5f1oFmM/714RwKGht3JCrFPqBsB3VlK496ZwylWZVi/6+xsg40m/GvD4c8aGzckUiTdHsg2s8Ba10Pdsf1vjpfd5BlqGucJElSrZhQkNRcHrRpEKarR4OqX9ZT1ZC9FCWpHkwo1JGNT6ke2t/lmn6nK39AMVNchhWzGtWFvuJfo8+hqeylKEn1YEJBkqqkRgdSHlD0oEZxbzP+kiRVnwkFqapqeIAhSZIkqTpcNlJjY/ylLpg46l4ZPqsylEGqANsAsg40m/GvD5eN1NgYfzWeB5/DMYrP1dhJfbENIOtAsxn/+nDIgyRJkqQWE6aSemBCQdJARcRxEXFjRNw27rJ0LaJcDagylUUaEru7SuqZv49S6ZhQkDSryy+/nIULFwKc2Lk9Is6NiM0RsSUirgbIzMczc804yikN3TgbszVbRtTurpIkVZ8JBUmzuuyyy1i/fv1+2yLiAODzwHnAMmBVRCwbQ/Ek1STJ0JMmvmdJanMfqJIwoSBpVitXrmT+/PmTN58GbCl6JLwA3Apc2O1zRsQVEbExIjbu2rVrgKWtiWE3FIb0/GMf8jLd+5pqu40xaWwc8iJJQzLi9o0JBUlzdSSwreP6duDIiDgsIv4KeENEfGK6B2fm2sycyMyJBQsWDLus6oNDXiQNmkNeJKkehpJQGPsZKo2V8W+2zHw6Mz+Ymcdn5l/MdN/SnaHqnJxxENndmpwBr+SQl7l89p2PKXuPhprNpyCpHmwDNpvxb6auEwoRcVNEPBURD03a7hmqBvAMpabwJHBUx/XFxbaueYaqGmo35GWmg/DJSQUP3CU1nG3AZjP+mk0vPRT+Gji3c0Ppz1BpYCp5hlLD9gNgaUQcGxEHApcAd/TyBKXrodAUgzk4dsiLXsazU1L92AZsttLF3wR/6XSdUMjM7wDPTNo85zNUTshWLcM4Q6nqWLVqFStWrAA4KCK2R8SazNwLfBj4BvAo8NXMfLiX57WHQv2UfshLv0MhyqyzR8UAtc9OnXTSSZNergRnp6oSG6nCatdLTT0x/ppNv3MozPkMlWenamHO8XdHUi3r1q1jx44dAA9k5uLMvBEgM+/KzNcWB4/XjLeUGjGHvDRE6c5OSSoDe6k1m/HXPvOG8aSZ+TTwwdnuFxHvAN6xZMmSYRRDY9JN/DNzbUTsAN5x4IEHnjqakqlsSrsPmHzWMwIyX355tts6n2u67dW1b8gLrUTCJcB7enmCocd/qnh03tbP8zbIypUr2bp16+TN+85OAURE++zUI6MtncomIo4D/hR4dWZePO7yaLS6PQaAErcBNGfGv5n67aHQ1xkqz05VnvFXX6wD1eCQF02hr7NT9lKrFidl0xTspdZsxl/79JtQ6GtSNidkqzzjLzWAQ17UrW7n0MjMtcCfAw8ceOCB/b1ow3qMjIPDXjQFJ2ZuNuOvfXpZNnId8D3gdYM6Q2VmqjqGcYbS+KtyPya9HLhMd9+phlM09ICoFPFv8OffJ89ONcigJ2Wzh0q12Eut2Yy/ZtP1HAqZuWqa7XcBd83lxWccOzPT2FeN3Lp16wCIiAcyc6K9fWjxVyNk5teAr01MTPzxuMui0TP+lVb+OTQ0bFMNezk9Ig4DrqEY9jJVT5Wih8pagImJCRt7JTeMNmDxfO4DKsD4azb9Dnnoi5mpZjP+UrONvIfCTD0RqthLoV3mqco+wPfTPju1efNmgJM9O6WZdDvspRQ9lKqq8/s93eUKcB/QbMa/PsaaUJDUbJVqUHbbUOtmqMOQDwCrwsZENbTn0NizZw/ApkHNoVGp77+m0vewF0lS9Y01oWBjotlmjH8DD66ayANKqbn8/ldeX5OyGX95HNBsxr8+HPKgsTH+UrONpDFhctLPQH0bxqRsHkwMUEW/47YDm83414dDHiRJY2FjotkGfkDpih1DM4ylY/3+S1I9OORBY2P8h6wCDevS14GZDlBmmhOhAp+9NG4eUErNVvo2QNWVvC1i/OvDIQ8aG+Mv64DUXANtTJa84ayX82BiDvqt5yVLftsGaDbjXx8OeZAkjcXIDih6bTR7cDoSNiabzfhLUj045KGJbCxLKgEPKKTm6rkNOKq2y7jaSO3XnWqo3VyXI+7mtm5uHxKPA5rN+I/RgL/zDnnQ2LgjkSSpmWwDyjrQbMa/PhzyoLFxRyJJzWVSWZKk6jOhIGlsGndA4XAjaR+Tys3W0/6/2679VdHNexjVBIqdQy0kaQ5MKEgaGw8omq1xCaUy82BCI+b+X5LqwUkZNTbGX2o2DygkqblsBzab8a8PJ2XU2Bh/SWquoTcm7XUhlZrtwGYz/vXhkAdJkjRyNiabrauEUj9LIc6tUIN7zKCeq9e5FNrLTk5eftIEm6QhMaEgSZKkkTKhJEn1YEJBkiRJkiT1zISCpLGp/IQ8dieVJElSg5lQkDQ2dnlttsonlKpgqjXmTX5JkqQBcdlIjY3xl5rNhFKzjeQ3YHJCZa7JFJMw0sBNuw/w+9YIHgfUh8tGamyMvyQ1l78Bzdb1wUQ3vWvmujpCt4mmqVZNmO25uy3HTM87W5nmcr9Rr5wxA/cBzWb868MhD5IkSRopDyYkqR5MKEiSJEmSpJ6ZUJAkSZIkST0zoSBJkiRJknpmQkGSJEmSJPXMhIIkSZIkSerZvEE/YUS8AvjvwAvAtzPzbwb9Gio360CzGf9mM/7NZvybzfjLOtBsxr+ZuuqhEBE3RcRTEfHQpO3nRsTmiNgSEVcXm/8AuC0z/xi4YMDl1ZhcfvnlLFy4EODEzu3WgWYw/s1m/JutHf+TTjppv+3GvxmMv/wNaDbjr9l0O+Thr4FzOzdExAHA54HzgGXAqohYBiwGthV3e3EwxdS4XXbZZaxfv36/bdaB5jD+zWb8m834N5vxl3Wg2Yy/ZtNVQiEzvwM8M2nzacCWzHw8M18AbgUuBLbTqkwzPn9EXBERGyNi465du3ovuYYrYr+rK1euZP78+ZPvNec6YPxLbsjxb71EhevApM+nsmZ6Hx23Gf+KmS6uEV3HvNLxn/we29e7fe8z3Xcuz11FdYl/u85PtW2mxw1q++T60U05RqGX7wIVrAPq37j3AXXbp1ZNj59/P5MyHslLGShoVaAjgb8DLoqILwBfm+7Bmbk2Mycyc2LBggV9FENjNOc6YPxrwX1Asxn/ZjP+zWb8ZR1oNuOvfQY+KWNm/gvw/m7uGxHvAN6xZMmSQRdDY9RtHTD+9eQ+oNmMf7MZ/2Yz/rIONJvxb6Z+eig8CRzVcX1xsa1rmfm1zLzi1a9+dR/F0Bj1VQeMf+W5D2g2499sxr/Z+o6/Ks99QLMZf+3TT0LhB8DSiDg2Ig4ELgHu6OUJIuIdEbH2ueee66MYGqO+6oDxrzz3Ac1m/JvN+Ddb3/H3YKLy3Ac0m/HXPt0uG7kO+B7wuojYHhFrMnMv8GHgG8CjwFcz8+FeXtwfk+pYtWoVK1asADhoUHXA+FfHMOIP1oGqMP7N1o7/5s2bAU42/s0yrPh7MFEd/gY0m/HXbCIzx/fiL42d+ePHHnts8o0wW9kGcZ9RvU43KvCeI+KHmTkx84O701f8hx3XUdSbfl5/UGXs8bGDjH+niYmJ3Lhx4/6vr9HooQ4OOv6z7gPUn8zpP8fJcW/fr729DL8B/ejlvbdfr3P7dNe73V51I/wNeNn+v/36M5n8mU91earn6Nze+RyT7zs5xlPdNvmxs73+THVytvc5DLM99wjiP+0+YJjts7l+V4fZppvrY0fcDhx5G6DJbfSS3j5dHRhrQmFfISJ2Af88afPhwM/GUJy5akp5/11mDnQ61grHv+xlHEb5Bhr/9o8J8EdA569J2T/b2dS1/AP//kOl9wFzUfX35W/Ay1WlrIMop/Efr3F/LqP8DZjJuD+HqZSxTDDYcpUl/lDez7ut7OWDuZVxyjpQioTCVCJi4zDOhA6L5R2sspcPyl/GspdvJlUuO1j+upRhGOr6vgatSp9TVcpalXJCtco6Sn4uLWX8HMpYJihvufpV9vdV9vLBYMvYz6SMkiRJkiSpoUwoSJIkSZKknpU5obB23AXokeUdrLKXD8pfxrKXbyZVLjtY/kEoQxmGoa7va9Cq9DlVpaxVKSdUq6yj5OfSUsbPoYxlgvKWq19lf19lLx8MsIylnUNBkiRJkiSVV5l7KEiSJEmSpJIqZUIhIrZGxE8i4sGI2Dj7I0YrIm6KiKci4qGObfMj4u6IeKz4f+g4y9hpmvL+WUQ8WXzGD0bE+eMsY6cyxr/sMa9ajGcSEedGxOaI2BIRV4+7PG0RcVREfCsiHomIhyPiI8X2KetBtHyueB+bIuKUjudaXdz/sYhYPcL3cEBE/Cgi7iyuHxsR3y/K+JWIOLDYflBxfUtx+zEdz/GJYvvmiHjbEMpYyvjPZKp9VpXqRZmUIf5V+65X4XvdizLUgWGa5vd6YHUrIk4t9kdbisfGaN/h8Ey1rx1TOUrXJpymTJVsB86kLHWgUxnrQxflG2zdyMzS/QFbgcPHXY4ZyrcSOAV4qGPbp4Gri8tXA58adzlnKe+fAf9p3GWrSvzLHvOqxXiG93EA8E/AccCBwI+BZeMuV1G2RcApxeWDgf8FLJuuHgDnA38PBPBG4PvF9vnA48X/Q4vLh47oPVwFfBm4s7j+VeCS4vJfAR8qLv8J8FfF5UuArxSXlxUxOQg4tojVAU2I/yzlftk+q0r1oix/ZYl/1b7rZf9eV7EODPk9dt2emEvdAu4v7hvFY88b93se4Gf3sn1t2WM45jL9GRVrB1alDpS9Poy6bpSyh0LZZeZ3gGcmbb4QuLm4fDPwzlGWaSbTlFc9KHvMaxTj04Atmfl4Zr4A3Errcx67zNyRmQ8Ul38BPAocyfT14ELgS9lyH3BIRCwC3gbcnZnPZOazwN3AucMuf0QsBv434P8qrgfwZuC2acrefk+3AWcX978QuDUzf52ZTwBbaMVsUEob/zmoRL0omVLEv0rf9Yp8r3tRijowTD22J3qqW8Vtr8rM+7J11PAlStQerYsytglr1A6snDLWh06jqBtlTSgk8A8R8cOIuGLchenSEZm5o7j8U+CIcRamSx8uutDdNM6uOFOoSvyrEPOyxng6RwLbOq5vL7aVStFV+A3A95m+Hkz3Xsb1Hj8L/O/Ab4rrhwG7M3PvFOXYV8bi9ueK+w+77JWI/xSm2mdVpV6USek+gwp81z9L+b/XvShTWUZpUHXryOLy5O11Ueb2YVnbhFVrB86mzHWgU1nrQ6eB1Y2yJhTOyMxTgPOAKyNi5bgL1IsiK1z25TO+ABwPLAd2ANeNtTT7q1z8SxrzMse4siLilcD/BD6amT/vvK2k9YCIeDvwVGb+cNxlqakZ91llrReaWdm/636v66kMdavEKtE+LFEM69gOrEQd6FSi+tBpoHWjlAmFzHyy+P8U8H8zvq53vdhZdDWj+P/UmMszo8zcmZkvZuZvgC9Sos+4QvEvdczLHOMZPAkc1XF9cbGtFCLit2kdYPxNZv5dsXm6ejDdexnHe3wTcEFEbKXVhfjNwA20us/Om6Ic+8pY3P5q4OkRlL3U8Z/ONPusKtSLsinNZ1CR73pVvte9KFNZRmlQdevJ4vLk7bVQ8vZh6dqEFW0HzqjkdaBT6epDp0HXjdIlFCLiFRFxcPsy8FbgoZkfVQp3AO1ZdlcDt4+xLLNqV/LCuyjJZ1yx+Jc65mWN8Sx+ACyN1izlB9KaOOyOMZcJ2Dc2+Ubg0cz8TMdN09WDO4D3RcsbgeeK7m/fAN4aEYcWXczeWmwbmsz8RGYuzsxjaH2mGzLzUuBbwMXTlL39ni4u7p/F9kuiNVv8scBSWhOADUpp4z+dGfZZpa8XJVSK+Fflu16h73UvSlEHxmAgdau47ecR8caiHr+PkrVN5qoC7cPStQkr2g6cVgXqQKfS1YdOA68bWYLZMTv/aM3s++Pi72HgT8ddpinKuI5W95A9tManraE1DvEe4DHgm8D8cZdzlvLeAvwE2ESr0i8adznLHP+yx7xKMe7ivZxPa1b1fypL/ItynUGry9om4MHi7/zp6gGtGbY/X7yPnwATHc91Oa2Jz7YA7x/x+ziTl2aDP47WgcMW4G+Bg4rt/6a4vqW4/biOx/9p8Z42M4TZw8sa/xnKO+U+q2r1oix/ZYh/Fb/rZf9eV60ODPn9dd2emEvdAiZoHRz8E/B/AjHu9zygz6007cNeYjjmMlWyHViFOlD2+jDquhHFC0mSJEmSJHWtdEMeJEmSJElS+ZlQkCRJkiRJPTOhIEmSJEmSemZCQZIkSZIk9cyEgiRJkiRJ6pkJBUmSJEmS1DMTCpIkSZIkqWcmFCRJkiRJUs9MKEiSJEmSpJ6ZUJAkSZIkST0zoSBJkiRJknpmQkGSJEmSJPXMhIIkSZIkSeqZCQVJkiRJ+4mIoyLiWxHxSEQ8HBEfKbb/WUQ8GREPFn/ndzzmExGxJSI2R8Tbxld6SaMSmTnuMnD44YfnMcccM+5iqAs//OEPf5aZCwb5nMa/OoYRf7AOVIXxl78BzWb8m2XPnj3s2bOH3/md3+HFF1/kwQcffBE4GXg38Hxm/rfO+0fEMmAdcBrwb4FvAq/NzBdneh3rQDXYBtB0dWDeOAoz2THHHMPGjRvHXQx1ISL+edDPafyrYxjxB+tAVRj/Ztq9ezcf+MAHeOihhwBeGRErgM3AV4BjgK3AuzPz2YgI4AbgfOBfgcsy84GZnt/4V4dtgGaLiF8AR85wlwuBWzPz18ATEbGFVnLhezM9r3WgGmwDaLo64JAHSZI0rY985COce+65/OM//iPAI8CjwNXAPZm5FLinuA5wHrC0+LsC+MLoSyxp0LZu3QrwO8D3i00fjohNEXFTRBxabDsS2NbxsO3MnICQVAMmFCRJ0pSee+45vvOd77BmzZr2pszM3bTORN5cbLsZeGdx+ULgS9lyH3BIRCwaYZElDdjzzz/PRRddBLAtM39OK1F4PLAc2AFc1+tzRsQVEbExIjbu2rVrkMWVNGImFCRJ0pSeeOIJFixYwPvf/37e8IY3APy7iHgFcERm7iju9lPgiOJyV2coPZiQqmHPnj1cdNFFXHrppQC7ATJzZ2a+mJm/Ab5Ia1gDwJPAUR0PX1xse5nMXJuZE5k5sWDBwIflSxqhWRMKzvAqSVIz7d27lwceeIAPfehD/OhHPwL4DS8NbwBaXRaAnmZ49mBCKr/MZM2aNZxwwglcddVV+7ZP6nX0LuCh4vIdwCURcVBEHEtr6NP9IyuwpLHoZlLGvcB/zMwHIuJg4IcRcXdx2/XTzPB6CXAixQyvETHrDK+SJKlcFi9ezOLFizn99NPbm54FTgF2RsSizNxRHFw8Vdze9RlKSeV27733csstt/D617+e5cuXAywrTiCuiojltBKJW4F/D5CZD0fEV2nNtbIXuNL2v1R/s/ZQyMwd7RmaM/MXtCZj6mqG18x8AmjP8NqbL0fPD1HNWAdUFdbVZmpA3F/zmtdw1FFHsXnz5vamV9E6WLgDWF1sWw3cXly+A3hftLwReK5jaMRoNSA+0lAU350zzjiDzGTTpk08+OCDAI9k5l2Z+d7MfH1mnpyZF3R+xzPzmsw8PjNfl5l/P6iyqGG+HMa+QnpaNjIijgHeQGuG1zfRmuH1fcBGWr0YnqWVbLiv42HO8CpJUkX95V/+JZdeeikvvPACwP8L+D9onZD4akSsAf6Z1rr0AHfRWjJyC61lI98/+hJrUH71q1+xcuVKfv3rX7N3715o9Tyl6M5+K3AY8EPgvZn5QkQcBHwJOBV4GvijzNw6lsJLkkai60kZI+KVwP8EPjqIGV6dkElzYrZSkkZq+fLlbNy4kU2bNgH8U2Y+m5lPZ+bZmbk0M9+Smc9Aaz6FzLyyOEP5+sx0cfEKO+igg9iwYQM//vGP22eoX1X0PPkUrWGvS2gNg2kvA7IGeLbYfn1xP0lSjXWVUIiI36aVTPibzPw76H+GVydkkiRJKq+I4JWvfCXQmu0fCFrj5t8M3FbcbfKyoe3lRG8Dzo4IzwRIUo11s8pDADcCj2bmZzq2O8OrJElSjb344ossX76chQsXAvwc+Cdgd2buLe7SObR137Khxe3P0RoWIfXHHqpSaXUzh8KbgPcCP4mIB4tt/x+c4VWSJKnWDjjgAB588EF2797NoYce+grgd/t9zoi4ArgC4Oijj+736SRJYzRrQiEzv0uri9tkd83wmGuAa/ool5rOTLQkSaVxyCGHAPwCWAEcEhHzil4InUNb28Net0fEPODVtCZn3E9mrgXWAkxMTOTQCy9JGpquJ2WUxsbkgiRJI7dr1y52794NwC9/+UtoLRv6KPAt4OLibpOXDW0vJ3oxsCEzTRhIUo31tGykVEpfDniP7RVJkgZpx44drF69mhdffJHf/OY3AD/PzDsj4hHg1oj4/wE/ojXXFsX/WyJiC/AMcMlYCi5JGhkTCpIkSXqZk08+mR/96Ef7rkfEDoDMfJyXVvfaJzN/BfzhyAooqRk8eVhqDnmQJEmSJEk9M6EgaVbXX389J554IsCJEbEuIv5NRBwbEd+PiC0R8ZWIOBCgWDL2K8X270fEMWMtvCRJkqShqFZCwcn5Rm7btm2cddZZLFu2rH1AuRAgIuZHxN0R8Vjx/9Bie0TE54qDyU0Rcco4y6/+Pfnkk3zuc59j48aNAA8DB9AaF/sp4PrMXAI8C6wpHrIGeLbYfn1xP1XAMcccw+tf/3qWL1/OxMQEAM888wznnHMOS5cuBVjazXc9IlYX+4bHImL1lC8mSZKkyqtWQkEjN2/ePK677joeeeQR7rvvPoCFEbEMuBq4JzOXAvcU1wHOA5YWf1cAXxhDsTVge/fubc/wDfA7wA7gzcBtxbabgXcWly8srlPcfnZEmA2siG9961s8+OCD7QQS1157LWeffTaPPfYYtJaMm/G7HhHzgU8Cp9MaY/3JdhJCkiRJ9WJCQTNatGgRp5zSOvF48MEHA/wSOJL9DxonH0x+KVvuo7VW9aKhFdBeK0N35JFH8p/+03/i6KOPBvg94Dngh8DuYg1ygO206gXF/20Axe3PAYdNft6IuCIiNkbExl27dg35XczCejSt22+/ndWr93UyeJrZv+tvA+7OzGcy81ngbuDcERdbkiRJI2BCQV3bunUrtM5Ofx84IjN3FDf9FDiiuLzvYLLQeaCpCnr22We5/fbbeeKJJwA2Aa9gAAeImbk2Mycyc2LBggX9Pp0GICJ461vfyqmnnsratWsB2LlzJ4sW7csJ7mH277r7AEmSpIZw2Uh15fnnn+eiiy4C2JaZP+/swZ6ZGRE9reUSEVfQ6ibdPvOtkvrmN7/JscceS3HQn8DfAW+idUZ6XtELYTHwZPGQJ4GjgO0RMQ94Na0z2yq57373uxx55JE89dRTnHPOOfzu7/7uVHcbyLpN7gMkSVLXXDqytOyhoFnt2bOHiy66iEsvvRRgd7F5Z3soQ/H/qWJ7+2CyrfNAc5+hnJ3uttu63dt7cvTRR3Pffffxr//6r+1NZwOPAN8CLi62rQZuLy7fUVynuH1DZvoLUAFHHtnqSLBw4ULe9a53cf/993PEEUewY0e7MxK/zezf9fHtAyRJ0sB0Ts5Oa6Wvj4CTs2t/JhQ0o8xkzZo1nHDCCVx11VWdN3UeNE4+mHxfsUN5I/Bcx9AIVdDpp5/OxRdf3J5L40Ra+421wMeBqyJiC605Em4sHnIjcFix/SpemsRPJfYv//Iv/OIXv9h3+R/+4R846aSTuOCCC7j55vZ0KRzG7N/1bwBvjYhDiwbGW4ttqqjO1T+AE8DGpKQh8+RPKXROzg48Clzp5OyazCEPmtG9997LLbfc0tmYXBYR5wPXAl+NiDXAPwPvLh5yF3A+sAX4V+D9oy+1Bu3P//zP+fM//3Mi4uHMfG+x+XFas/jvJzN/BfzhSAuovu3cuZN3vetdQGtVj/e85z2ce+65/P7v/z7vfve7ufHGGwFeReu7D9N81zPzmYj4r8APivv9l8x8ZoRvRUPwrW99i8MPP5yIeLTY1G5MXhsRVxfXP87+jcnTaTUmTx9Hmfexm6wkzcmiRYs651H6Da2kQnty9jOL7TcD36b1G7Bvwmbgvog4JCIWeXKx3kwoaEZnnHEGnb3VI+KRzLyruHr25PsXO5ArR1Q8SQNy3HHH8eMf//hl2w877DDuueceACLif7WTAzN91zPzJuCm4ZVWJVCNxqRnOSVpUA4E3sDcJmc3oVBjJhQkSdK02qt/FJPxHl5s7qsx6aScUvlt27aN973vfezcubP9/V8IrSFPwFeAY4CtwLsz89lo3ekGWr3X/hW4LDMf6PmFTQSWzvPPPw9wPPBeJ2fXZM6hIEmSpvXd736XBx54gL//+78HWBgRKztvL3oj9NSYdFJOqfw6x8/fd9990Pr+O36+YdqTswPPZObfFZvLNzm7xsaEgurHzLYkDUzn6h+0Vvo5jT4bk5LKb9GiRe0JmTn44IMBfslL4+fbs/XeDLyzuLxvyFNm3kdreelFqLI6J2cHdnbc5OTs2qfcCQUPDCVJGpvJq3/QmpjzIWxMNkLnknEnnngivNTl/c8i4smIeLD4O7/9mIj4RLHKx+aIeNu4yq7B2rp1K8DvMLfx86qo9uTsGzZsgNbE7O3v+7XAORHxGPAW9p+w+XFaEzZ/EfiTMRRbI+YcCqoOE0ySNFKTV/8Admfm+oj4Aa70U3vtLu+nnHIKv/jFL3jVq17V7vIOcH1m/rfO+xe3XUJrieF/C3wzIl6bmS+OuOgaoOeff77d5X3bIMbPg2Poq6JzcvZiYvaJjpvHPzm7q/iUwqwJhYg4CvgSrexjAmsz84ahT8giSZLGavLqHxHxU4DMfJoyNCY1VJ1Lxk3q8j6dC4FbM/PXwBMRsYXWEJnvDbmoGpL2+PlLL72UBx54YHexeWd79Za5DnnKzLXAWoCJiQmPCNU9kwil082Qh73Af8zMZcAbgSudkEWSJKk5JnV5B/hwRGyKiJsi4tBiW1dd3iPiiojYGBEbd+3aNcRSqx+d4+evuuqqzpsc8qTxm6rnsr2Zx2LWhEJm7mj3MMjMXwCP4oQsGrcvhzsNSZJGYHKXd1oni44HltNaEvS6Xp7PGd6roXP8/PLly6E1ht7x86oejxmGqqc5FCLiGOANzG1CFjOUGh+7R0mS1LOpurxn5r7Z3iPii8CdxVVX+aiRzvHzsG8M/V3FVYc8SQJ6WOUhIl4J/E/go0V2ep+5rEHdU3c3s0rqtQ5YZyRJ6st0Xd4n9Tx9F62VP6DV5f2SiDgoIo6lNfz1/pEVWPVm71SplLpKKETEb9NKJvxNZv5dsbmvNajt7qaujPKHwx8pSZL2maHL+6cj4icRsQk4C/gYQGY+DHwVeARYD1zpCg+SSsl2/8B0s8pDADcCj2bmZzpuak/Ici0vn5DlwxFxK3A6w56Qxa7skiRJAzdDl/e7pntMZl4DXDOC4kmSSqCbHgpvAt4LvDkiHiz+nJBFkiRJ0mjNdGbZs87SyM3aQyEzvwtM9+10QhZJkiRJo9XZS9key2qzLoxc15MyloaZR/ViWPXFeihJkiSp4XpaNnIsPHCTJEmSmsVjAHXLujJW1euh0NZZcaxEktS3F198kTe84Q28/e1vB+CJJ57g9NNPZ8mSJfzRH/0RFMPfiiXhvhIRWyLi+xFxTPs5IuITxfbNEfG2cbwPSZIkjUZ1EwqzMckgST254YYbOOGEE/Zd//jHP87HPvYxtmzZwqGHHgpweHHTGuDZzFwCXA98CiAilgGXACcC5wL/PSIOGOFbkCRJ0gjVM6FgMkHDYL1SjW3fvp2vf/3rfOADHwAgM9mwYQMXX3wxAKtXrwY4pLj7hcDNxeXbgLOLJYYvBG7NzF9n5hO0Vvs5bWRvQpKkTu222+Q2nG26+ut2NRDrQt+qmVDoJfBWEk3HuiHt89GPfpRPf/rT/NZvtX4Wnn76aQ455BDmzWtNtbN48WKAA4u7HwlsA8jMvcBzwGGd2wvbi22SJA1Hv+0524PlZWwqoZoJhbmwQkrSlO68804WLlzIqaeeOrLXjIgrImJjRGzctWvXyF5XkiTViMd4Y1fthMIoui9ZSavBOA3V7t27213fT4yIRyNiRUTMj4i7I+Kx4v+hANHyuWJivk0Rccp4S6/Z3Hvvvdxxxx0cc8wxXHLJJWzYsIGPfOQj7N69m7179wKtIRHAC8VDngSOAoiIecCrgac7txcWF9teJjPXZuZEZk4sWLBgKO9Lg9OesBNYAhARxxYTcm4pJug8sNg+7YSdkirA9pTqxKENI1HthIKkkfjIRz7CueeeC/Aw8HvAo8DVwD2ZuRS4p7gOcB6wtPi7AvjCyAusnvzFX/wF27dvZ+vWrdx66628+c1v5m/+5m8466yzuO222wC4+eabAXYXD7kDWF1cvhjYkJlZbL+kOKg8llYduH+U70XDMXnCTloTcV5fTMz5LK2JOmGaCTslaSiGeZDoAWjzGPM5MaGgWV1++eUsXLiQk046ad+2iPiziHgyIh4s/s7vuM1l42rkueee4zvf+Q5r1rSOFzLzhczczf4T890MvLO4fCHwpWy5DzgkIhaNttQahE996lN85jOfYcmSJTz99NMAPytuuhE4LCK2AFdRJJMy82Hgq8AjwHrgysx8cfQl1yBNnrCzmIDzzbQm5ISXf/+nmrBTksrBg8bmMvZDYUJBs7rssstYv379VDddn5nLi7+7wGXj6uiJJ55gwYIFvP/97wdYFhH/V0S8AjgiM3cUd/spcERx2Yn5KuzMM8/kzjvvBOC4447j/vvvZ8uWLfzt3/4tQAJk5q8y8w8zc0lmnpaZj7cfn5nXZObxmfm6zPz7sbwJDdTkCTtpTcC5u5iQE/b/jk83Yed+nEND0tB40KhhsW5NyYTCZFaUl1m5ciXz58/v9u7DXzZukDEy3rPau3cvDzzwAB/60Iegdeb5X3hpeAMARXf37OV5PaCQym9YE3Y6h4Zm5G+zysK6WC5ljEcZyzRizU0oGPxB+HAx6d5N7Qn56PLstAeT1bF48WIWL17M6aef3t50G3AKsLM9lKH4/1Rxe1cT83lAIZXf5Ak7gYOBG2gNZZpX3K3zOz7dhJ2qoG3btnHWWWexbNkyTjzxRICFAE7KKzWDw57VjeYmFMCkQn++ABwPLAd2ANf18uCxHEwOKt4Nqzevec1rOOqoo9i8eXN709m0eip0Tsy3Gri9uHwH8L6iYflG4LmOoRGSKmTyhJ3ALzLzUuBbtCbkhJd//6easFMVNG/ePK677joeeeQR7rvvPoCFxdBGJ+VVuc2lrdaw9l03SjvsebZYGcuRanZCoc1K17PM3JmZL2bmb4Av8tKwhq6XjVN1/OVf/iWXXnopwDJaSaT/A7gWOCciHgPeUlwHuAt4nNZwly8CfzLq8koauo8DVxUTcx5Ga6JOmGbCTlXTokWLOOWUVieDgw8+GOCXtHodOimvqs/2/6xKN+x5Lozz0NUvoWClGYlJDYR3AQ8Vl8e7bFy/8Z/q8f08Z03q4/Lly9m4cSPAI5n5zsx8NjOfzsyzM3NpZr4lM5+B1nwKmXllMTHf6zNz43hLL2kQzjzzTGg1EMnMx4sJOZcUE3T+utg+7YSdqratW7cC/A7wffqclLfWwx5r8rvfVoou791+pjX77EtuzsOeK8G61JP6JRS60U0lsSLts2rVKlasWNHu8n5yRKwBPh0RP4mITcBZwMfAZeMkSaqb559/nosuughgW2b+vPO2uUzK6xw61VHaLu9zNdf2vccFnfoa9gwVSioa9640L6EwiIrRsMq1bt06duzYwZ49ewA2ZeaNmfne4uzzyZl5QecY+cotG+fcCpIkTWnPnj1cdNFF7WFvu4vNfU3Kq+qoRZd3DdQghj1XOqloe/9lmpdQkMCdgSTVmfv4gchM1qxZwwknnMBVV13VeZOT8qreXd41rdIOe9bYzJpQKHYUT0XEQx3bRr9cSD+zedqw0DhY7yRJFXbvvfdyyy23sGHDBpYvXw6wrGjzOSlvs42/y7ttrJFw2LO6MW/2u/DXwP8JfGnS9usz8791bpg0durfAt+MiNfWpjJ9OeA9rn5Vaf4ASZLUlTPOOIPOVT8j4pH2eHlaSwjvp5hP4coRFU9jkpk725cj4ovAncXVnrq8A2sBJiYmbFyX1Lp16/ZdjohNmXkjL63q8zKZeQ1wzUALMaq2u8cIczZrD4XM/A7wTJfP59gpNZM7IUmS1K8KtCcq0+W9Ap+lVAf9zKHQ19ipyszuKUmSJJXVEA+c7fI+iUmK5jHms5prQqHvsVOVnt1T1dDvDsAdiCTVg/tzaU5qv9KXmsffg4GbU0JhEMuFNIIVtrqMnbplXZEkSVJDzSmhUJmxUxJ4wCdJkjQd20lSfxr+Hepm2ch1wPeA10XE9saPnVKzDGMHMd1zNnxnJElSrUz+Xfd3fjx6/dyNU/MY8750s8rDqsxclJm/nZmLaz12alxj7q3EksbsV7/6Faeddhq/93u/x4knnsgnP/lJAJ544glOP/10lixZAnBcRBwIUPRE+0pEbImI70fEMe3niohPFNs3R8TbxvF+JGmkbMs1S2e8vxwvXZ+pHlhHVFP9rPIgqVv+iKjkDjroIDZs2MCPf/xjHnzwQdavX899993Hxz/+cT72sY+xZcsWgL3AmuIha4BnM3MJcD3wKYCIWAZcApwInAv894g4YORvSJIkSUNnQmFQxn3AOO7X13AZXw1ZRPDKV74SgD179rBnzx4igg0bNnDxxRe37/Y08M7i8oXAzcXl24CzIyKK7bdm5q8z8wlgCy9N3CtJ9eVvdTMY5+Yx5jMyodANK1GzGG811Isvvsjy5ctZuHAh55xzDscffzyHHHII8+bNa9/lBeDI4vKRwDaAzNwLPAcc1rm9sL3jMZLUDFVrS1StvJJKw4RCv9wB18M44+ikTSqJAw44gAcffJDt27dz//3384//+I9De62IuCIiNkbExl27dg3tddSfyXNrAP8WICKOLebO2FLMpTHr3BpSY/m7Xk/GVdPpZk6NGjGhIEnazyGHHMJZZ53F9773PXbv3s3evXvbNx0IPFlcfhI4CiAi5gGvpjUkYt/2wuKOx+yTmWszcyIzJxYsWDCkd6J+TZ5bA3hVRLyR1pwZ1xdzaDzLLHNrSLU0l4OFhhxgaACsK9UzW8xqGlMTCv3op1LUtELV1nSZRpeAVE3s2rWL3bt3A/DLX/6Su+++mxNOOIGzzjqL2267rX23w4Dbi8t3AKuLyxcDGzIzi+2XFGeqjwWWAveP6G1owCbPrQEEkMCbac2dAa25NN5ZXJ5ubg1J/bBdUT3GTA1R74SCX2SNwiDqmXVVY7Zjxw7OOussTj75ZH7/93+fc845h7e//e186lOf4jOf+Ux72ch5wI3FQ24EDouILcBVwNUAmfkw8FXgEWA9cGVmvjjyN6SB6ZxbA/g58E/A7mLuDNh/nozp5tbYj0NequHyyy9n4cKFnHTSSfu2RcSfRcSTEfFg8Xd+x20uGduPYbUFbGNUnzFsporEvd4JhbqqSOXSFCavWyyVxMknn8yPfvQjNm3axEMPPcR//s//GYDjjjuO+++/v71s5OOZ+WuAzPxVZv5hZi7JzNMy8/H2c2XmNZl5fGa+LjP/fixvSAPTObcG8Argd/t9Toe8VMNll13G+vXrp7rp+sxcXvzdBQ1fMnbYJxaG0V6wDdIy7LHufs6aizLN7dYFEwrD5o5EKje/o1JXDjnkEIBfACuAQ4q5M2D/eTKmm1tDFbRy5Urmz5/f7d1dMlbl5u+9RqlB9c2EwjDYBb7ZjJ2kmpg8twbwKuBR4Fu05s6A1lwas82toXr5cERsioibIuLQYptLxkpttgWroUpxKnFZm5VQKHEgVEFlqk9lKouk2pg8twbw88y8E/g4cFUxh8ZhzDK3hmrlC8DxwHJgB3Bdr0/gHBrSFPpty9kWrI6axWre7HfRWH054D2e3NF4vfjii0xMTAAsgdYa9MCttA4kfgi8NzNfiIiDgC8Bp9Lq5vxHmbl1LIWW1Lf23BptEbEDoJgz42Xd2TPzV8AfjqyAGrnM3Nm+HBFfBO4srna1ZGzxHGuBtQATExM2ciSVzyAP+gedQOj2+HBEx5HN6qHQq5plj+Zqmlme50fE3RHxWPH/0GJ7RMTnilmeN0XEKWMreJkNc53abh7b4/PfcMMNnHDCCZ2bXINekhooIhZ1XH0X8FBx2SVjezWMM9LdLm+t0Rlmm0/jU8al5MdUl0wozFWDvvzTzPJ8NXBPZi4F7uGlbq3n0WpELAWuoNU1UoMw7CTDNLZv387Xv/51PvCBDwCtpBGuQS9Jtbdq1SpWrFjB5s2bWbx4McDhwKcj4icRsQk4C/gYjGDJ2Aa1uwbCz2twuv0sB/WZGztVjAmFMpltyaAx7WCmmeW588Bx8gHll7LlPlozgS+a/GAVxpQk6MVHP/pRPv3pT/Nbv7Vvd3EYfa5BL0kqv3Xr1rFjxw727NnTXjb0Z5n53sx8fWaenJkXZOaO9v1dMlaaRcWSBfZSnkYZ4zjGMplQKJsyVtCpHdHRiPgpcERxuatZnms7IVMZ49dHme68804WLlzIqaeeOsACtdS2DkiS+leW39O5lKPzMWV5H9Ic2Et5FoNc2W+uz1WCfYwJhXEqQQUYhGJJsJ5m/MjMtZk5kZkTCxYsGFLJ1K97772XO+64g2OOOYZLLrkE4GDgBgawBr11QJI0q5q0larKM9QVM+Dvi72U1Q0TCqMwrB/D8f7I7mzvJIr/TxXbu57lWUPWzWRNs9z+F3/xF2zfvp2tW7dy6623AvwiMy/FNeglSU00yDOS3dyvl9frdax/F/f3DPUclH0Sxv5fv69eyrU37viOgQmFtgYGv0+dB46TDyjfV2Sp3wg81zm+UgMyjAZNb8/pGvSSJFXdLL/9nqEeomEee4zouGYuvZTBYa89K/lx6qwJhYi4KSKeioiHOrbZ1WkuSl4Z9plUzs5ZnoGTI2INcC1wTkQ8BryluA5wF/A4sAX4IvAnoyp2LQ1hCci5OvPMM6EVVzLz8cw8LTOXZOYfZuavi+2/Kq4vKW5/fCSFkyRpmAa9xOOo24SDbU94hrpMhlGXZn7OvnspO+y1XrrpofDXwLmTtjWvq1ODl4LpnOUZ2JSZN2bm05l5dmYuzcy3ZOYz0MpUZuaVxSzPr8/MjeMtfYmMIvYVrF+SJKlPY/r99wz1gA06jsOpF/ZSHoTphib3u0zpGFYGnDWhkJnfAZ6ZtLk+XZ1G9cUdVWAbnPjQFIyjJEn1U/F5tEp/hnrYn29FZvZvZC/lUX63ytpO77Fc82a/y5R67er0suxURFxBqxcDRx999ByLUWKjTCC8xznvSq2sOwtJklQ+5W/btc9QX8vLz1B/OCJuBU6nimeoZ2qzVb09N4fyr1u3bt/liNiUme05s86efN+it8qVcy2eqqvvSRnn2tWp9JnJXlR9B6Nqsb5JkjQ+DfodbuQZ6rLpt/dzg+rrUFW9F/gQX3euCQWXDKwSdySSZrBt2zbOOussli1bxoknnsgNN9wAwDPPPMM555zD0qVLOeeccwAOgJkn4I2I1cWEvY9FxOopX1Cajb9bapJ+6vswlpXs4DxaA1K2g1H3sdUx7Ek3B/D8c00oNHcyDr+AGpUaZjBVTvPmzeO6667jkUce4b777uPzn/88jzzyCNdeey1nn302jz32GGeffTbAa4qHTDkBb0TMBz5Jq6vracAn26sA1ZbfF6l86vy9rPN7kzR8Q9iHdLNs5Drge8DrImK7XZ0GrJtJWXoNvD82knqwaNEiTjml1cng4IMP5oQTTuDJJ5/k9ttvZ/XqVu64+N9ODkw3Ae/bgLsz85nMfBa4m5evEiSNh7+NGqRhnym2vmoyVwvTXIxgHzPrpIyZuWqam5yMo0rKP8GPwOSRxm7r1q386Ec/4vTTT2fnzp0sWtRaqOc1r3kNvPSbMd0EvK5BXjPbtm3jfe97Hzt37iQiABbCvt4oXwGOAbYC787MZ6N1pxuA84F/BS7LzAfGUXZpzsraZvI3X92YbjnC2R7TrvPWM/Wo70kZVWLd7DxUft2OczKe6tPzzz/PRRddxGc/+1le9apX7XdbcTA5MK5BXg2Th8MACyNiGXA1cE9mLgXuKa7DNMNhVDFl/T0ZZrnK+p7VDA5z1TgMKP4mFOpgLpXBHYikDnv27OGiiy7i0ksv5Q/+4A8AOOKII9ixozUNTvF/b3H36Sbgrc8a5AJePhwG+CWtXicXAjcXd7sZeGdxebrhMKqoyy+/nIULF3LSSSft2xYR8yPi7mLy1bvbc6XMNGHrnIy7rTL59cddHgmsh01W0tibUGiaklZESeOTmaxZs4YTTjiBq666at/2Cy64gJtvbh0zFv93FzdNNwHvN4C3RsShxQHGW4ttqoGtW7cC/A7wfeCIjkmXfwocUVzuatiLPVSq47LLLmP9+vWTN4+2h4rzDKis6lAH6/Aeqq4MMeijDCYUVI5KLGls7r33Xm655RY2bNjA8uXLWb58OXfddRdXX301d999N0uXLuWb3/wmQPsAcsoJeIulw/4r8IPi77+0lxNTtbWHwwDbMvPnnbcV8yf1NODcHirVsXLlSubPnz95c3l6qHTbhrGtozqzftdPhWI666SMGoJxz9I6U6a/jJMQabDmMllPEzS4/p9xxhm0jglf7p577tl3OSJehJkn4M3Mm4CbBl9KjUvncJgHHnhgd7F5Z0QsyswdxQHjU8X2roe9DM1sv38N/Z4PWK89VPZbQjwirqDVg4Gjjz6691dvehz9zdYgWI+aY8ixtoeCJEma0nTDYWgNe1ldXF4N3N6xfarhMKope6iUmCcQpHoryffZHgpTKUlwJEkap/ZwmNe//vUsX74cYFlEnA9cC3w1ItYA/wy8u3jIXbSWjNxCa9nI94++1BqB8vZQGRTbgmoa67zmyIRCGfmF1ihNdwajyd1JJQEvHw4TEY9k5l3F1bMn33+m4TCqlXYPlWt5eQ+VD0fErcDpVK2HSl1++2xH1oex1FyNsO445KHp2pXNHZYkSZpk1apVrFixgs2bNwOcXPRKuRY4JyIeA95SXIdpJmwdG9s2qirrrqYzjLrR5/GgPRTKbNAVxp1Tsxl/9aIuZ+ok9WXdunX7LkfEpsy8sbg6nh4qZZtY2t9WlZV1UyNiD4WqciehmVg/JElq6fc30d9USXUwpH2ZCYU6cTZf9cr6IUmSVE224wRjrwcOeZAkSVL1eXAlSSNnDwVJklReHiRqKrPVC+uNJI2ECYWq8QdSktQEw/q983dUnawPktQXEwrqS0RsjYifRMSDEbGx2DY/Iu6OiMeK/4eOu5yau23btnHWWWexbNkygBMj4iMwfZyj5XMRsSUiNkXEKeMsvySp5npNCphEkKSBMaGgQTgrM5dn5kRx/WrgnsxcCtxTXFdFzZs3j+uuu45HHnkE4FHgyohYxvRxPg9YWvxdAXxh9KWWpBHzILW6OmNnHKWueFJRbSYUNAwXAjcXl28G3jm+oqhfixYt4pRT9nUy+A2tpMKRTB/nC4EvZct9wCERsWh0JZakHtThALIO70GV4wGl8KSiMKGg/iXwDxHxw4i4oth2RGbuKC7/FDhiPEXTEBwIvAH4PtPH+UhgW8djthfb9hMRV0TExojYuGvXriEWWZIkDYkHlOrkScUG6iuhYGZSwBmZeQqtbu5XRsTKzhszM2klHfbjwWT1PP/88wDHAx/NzJ933jZdnGeSmWszcyIzJxYsWDC4gkrSMNS9F0Dd3x804z2OnweUzeFJRQGD6aFgZrJOevyxzcwni/9PAf83cBqws93Fvfj/1BSP82CyQvbs2cNFF10E8Exm/l2xebo4Pwkc1fHwxcU2SaqHqh+YzlT+qr+32dT9/Y2WB5TNNqeTiuCJxboZxpAHM5MNERGviIiD25eBtwIPAXcAq4u7rQZuH08JNQiZyZo1azjhhBMAdnbcNF2c7wDeV6z28EbguY7GhUrq8ssvZ+HChZx00kn7tj3zzDOcc845LF26lHPOOQfgAJh5JY+IWF30UHssIla/7IWkXrQP/ib/H8TzemDZjM+gCe9xfDygbLC5nlQsHuOJxRrpN6Ew58ykO5JaOAL4bkT8GLgf+HpmrgeuBc6JiMeAtxTXVVH33nsvt9xyCxs2bABYVgxxOp/p43wX8DiwBfgi8CdjKLZ6dNlll7F+/fr9tl177bWcffbZPPbYY5x99tkArylumnIlj4iYD3wSOJ1Ww+KTDnurtqkSTWNbMnbYB4b9PP8gyzbo9znoZExd+Hn0zQPK5vKkojr1m1CYc2bSHUn1Zebjmfl7xd+JmXlNsf3pzDw7M5dm5lsy85lxl1Vzd8YZZ5CZbNq0CeCRYojTXdPFuVjd4crMPD4zX5+ZG8f7DmpkiA3glStXMn/+/P223X777axe3WoXFP/byYHpVvJ4G3B3Zj6Tmc8CdwPnDq3QGrqpEk3UacnYyd+pYR5kDuO5R1l+qYMHlI3nSUXt01dCoZ/MpCRpCAZ4QLFz504WLWqt+Pma17wGYF5x03QreXS1woeqY6pEE2VYMnaqej6sA/ZxHKTPlCgoSdLDibkbzwPKBvOkojrNOaFgZlKSplGls4RdljVisO/JYW+V1teSsQM1rO9aWYZXDCORMNj35sTcDeUBpaS2fnoomJmUpCrq8oDiiCOOYMeO1nFj8X9vcdN0K3l0vcKHw97qYS5LxkKfCaVR9U7o5fXn+tgyzNsw2F4YTswtSQ0z54SCmUlJmmQuZx1HodsDhtuPhece3nf1ggsu4OabW8cGxf/dxU3TreTxDeCtEXFo0dX5rcU21UvfS8YONKE0zh5Bg1h+cbb7jTuBMr3qT8xdjs9RkiptGMtGSpImm+7M5OQuzXNp4M5lFvdJ9121ahUr/gw274DFixdz47fh6quv5u6772bp0qV885vfBGgfKEy5kkeRQP6vwA+Kv/9iUrmWmrtk7FwO/kf9/KNb1cGJuSVJ+ybYkiSVzZcD3pMvXR6idevWwZdvbV15z/bW6x12GPfcc8+++0TEi7DvQOHKqZ4nM28CbhpqYTUyq1at4tvf/jY/+9nPWLx4McDhtIYyfjUi1gD/DLy7uPtdwPm0Ek3/Crx/qIUb5VKNvfQS6PzeTnXfmR7XjxH3ZOicmDsi9puYOzN3ODG3JDWDCQVJKoNeuke/J/f/P/nx7cudt8/0mnb71TTWrVu33/WI+FlmPg2cPfm+MyWaKqXX78Owey30+/pDKEMxGfdvZeYvOibm/i+81HvlWpyYW5IawSEPkjRXM50R7Ocs5OShD90Ml+hGlRIHVSqr6qmOdXBwq0Y4MbckCbCHgiQN11Tdn8epjgdJUlvZ6ve4Jmod8ueQmY8DvzfF9il7r0iS6sseCpKqq0wHD3MZv1yGrtCSBm8QwxD8/kqSKsCEgiQNWz/DIMZxUOGBjCRJkrpgQkFStU03v8BUtw3rNSVJkqQGMqEgSW3d9CAwmSBJkiQBJhQk1cXkg/6pkgCd22cbZjD5fiYSJEmSpP2YUJBUTd1Ogtjr0o7dLNc43WMlSZKkBjGhIKkZTABIkiRJA2VCQVL1mSyQJEmSRs6EgiRJkiRJ6pkJBUmSJEmS1DMTCpLKxyEMkiRJUumZUJAkSZIkST0zoSBJqiZ7skiSJI3V0BIKEXFuRGyOiC0RcfWwXkflZPybzfg3m/FvNuMv60CzGf9mM/7NM5SEQkQcAHweOA9YBqyKiGXDeC2Vj/FvNuPfbMa/2Yy/rAPNZvybzfg307B6KJwGbMnMxzPzBeBW4MIhvZbKx/g3m/FvttHEvz3c4cux/1+ZzVS+zvdTbX7/ZR1oNuPfbMa/geYN6XmPBLZ1XN8OnD6k11L5GP9mM/7NNt74z+WA/D05+HJM1k3CYBBJhfZ7mfwcU73HL8f+2zuvT76te37/ZR1oNuPfbMa/gYaVUJhVRFwBXFFcfT4iNo+rLNM4HPjZuAvRheGV89IpG7X/bhBPbfwHppLxh1nrwOFcGmX9/MtaNwZfrpfXgVHFH0ZZB6au69N5+efc2+OHpVWu6crS7fbO6839DSjrd3wqlfwNKHn8oTp1oJLxh9LXAeMP424DjJPxh572AcNKKDwJHNVxfXGxbZ/MXAusHdLr9y0iNmbmxLjLMZuSltP4j0hJyzlr/GHmOlDS9wWUt2wlKlff8YdSvZ/9WK5ZDST+41Siz3JWJS2rbYARKWk53QeMSEnLafxHpEzlHNYcCj8AlkbEsRFxIHAJcMeQXkvlY/ybzfg3m/FvNuMv60CzGf9mM/4NNJQeCpm5NyI+DHwDOAC4KTMfHsZrqXyMf7MZ/2Yz/s1m/GUdaDbj32zGv5mGNodCZt4F3DWs5x+BUnbDmUIpy2n8R6aU5RxA/Ev5vgplLVtpyjWg739p3s8klmsW7v9HqpRltQ6MTCnLafxHppTlNP4jU5pyRuYIZreWJEmSJEm1Mqw5FCRJkiRJUo01MqEQEUdFxLci4pGIeDgiPlJsnx8Rd0fEY8X/Q4vtERGfi4gtEbEpIk4ZcXkPiIgfRcSdxfVjI+L7RXm+Ukx6QkQcVFzfUtx+zCjLWRXGv9wi4tyI2Fy8j6tH/NqlrhtNqAvGf8by1T7+o1D2OE9RXuM+QMa/2Yx/sxn/4WhkQgHYC/zHzFwGvBG4MiKWAVcD92TmUuCe4jrAecDS4u8K4AsjLu9HgEc7rn8KuD4zlwDPAmuK7WuAZ4vt1xf308sZ/5KKiAOAz9P6zJcBq4rYjErZ60at64Lxn1Wt4z9CZY/zZMZ9sIx/sxn/ZjP+w5CZjf8DbgfOATYDi4pti4DNxeX/AazquP+++42gbItpVew3A3cCAfwMmFfcvgL4RnH5G8CK4vK84n4x7s+37H/Gvzx/ne+nuP4J4BPWjWbUBePf7PgbZ+Nu/I2/8Tf+xr968W9qD4V9ii4hbwC+DxyRmTuKm34KHFFcPhLY1vGw7cW2Ufgs8L8DvymuHwbszsy9U5RlXzmL258r7q9pGP/SGednvZ8S1o3PUv+6YPyn91nqH/+RK2GcJ/ssxn1ojH+zGf9mM/6D0+iEQkS8EvifwEcz8+edt2UrxTPWJTAi4u3AU5n5w3GWo66Mv6ZTtrphXRgt498MZYvzZMZ9uIx/sxn/ZjP+gzVv3AUYl4j4bVoV6W8y8++KzTsjYlFm7oiIRcBTxfYngaM6Hr642DZsbwIuiIjzgX8DvAq4ATgkIuYVGajOsrTLuT0i5gGvBp4eQTkrx/iX1rg+631KWjeaUheM/9SaEv+RKWmcJzPuQ2L8m834N5vxH7xG9lCIiABuBB7NzM903HQHsLq4vJrWuJr29vcVM32+EXiuo1vM0GTmJzJzcWYeA1wCbMjMS4FvARdPU852+S8u7j/WDFsZGf9S+wGwtJjF9kBa7/uOUb14WetGg+qC8Z9Cg+I/EmWN82TGfTiMf7MZ/2Yz/sMrcOP+gDNodWXZBDxY/J1Pa6zJPcBjwDeB+cX9g9bM4/8E/ASYGEOZzwTuLC4fB9wPbAH+Fjio2P5viutbituPG/dnXcY/41/uvyIW/6v4vP/UutGsumD8mx1/42zcjb/xN/7G3/hXK/5RFEKSJEmSJKlrjRzyIEmSJEmS+mNCQZIkSZIk9cyEgiRJkiRJ6pkJBUmSJEmS1DMTCpIkSZIkqWcmFCRJkiRJUs9MKEiSJEmSpJ6ZUJAkSZIkST37/wOh4M+9jA4OGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x432 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,8, figsize=(18,6))\n",
    "for i in range(8):\n",
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    "    ax[0][i].hist(digiph[:,i], 100, log=True, color='red')\n",
    "    ax[1][i].hist(digitime[:,i], 100, color='orange')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 80,
   "metadata": {},
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   "outputs": [
    {
     "data": {
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Valerio Mascagna committed
      "image/png": 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\n",
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       "<Figure size 1296x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4, figsize=(18,5))\n",
    "for i in range(4):\n",
    "    ax[i].hist(digiph[:,2+i], 100, log=True, color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 4 Axes>"
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import LogNorm \n",
    "\n",
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    "fig, ax = plt.subplots(1,4, figsize=(18,5))\n",
    "for i in range(4):\n",
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    "    ax[i].set_title('Ph vs Time - channel {}'.format(2+i))\n",
    "    ax[i].hist2d(digitime[:,2+i], digiph[:,2+i], norm=LogNorm(), bins=100)\n",
    "plt.show()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(18,5))\n",
    "ax[0].hist2d( np.tile(range(512),wave1.shape[0]), wave1.flatten(), 100, norm=LogNorm())\n",
    "ax[1].hist2d( np.tile(range(512),wave2.shape[0]), wave2.flatten(), 100, norm=LogNorm())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(15,4))\n",
    "plt.hist(wave2[:,250:400].max(axis=1), log=True, bins=80)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mCppSC5zPy24lM5JVcBG9tvpDnkNQ32HOEXoVZqXNggxXogHATJIgeeak+l46cmV+X7D0S9+W+rH2JAYX2c2HmvAQgiAIAgAHSA6htNJkvHkDPXiCrSar3dw7trYmrBi4rlpi61RbQmxBlsb1OR+grc75P6g/P6+PrRPAtki9qhPP8udz44mnWRUpXPUE+D0PfAyOjeuh81ztw16BrqSyPCTd18Cv88QBMyvbiUtb+SMtrWGhvUa+F3QVi3U/6c9uSWPrnBFXKnmVVCVr0Fj9GZ3n6uvNlU/N4UM87pQqx5zxnJ4sSCn83dfXh9fk5aB+/ur8PD38ocghBEEQBKMwqocgIlcBeD2AjSmlk9RzHwDwNwAOSyk9IyIC4FMALgSwA8DvpZTuqva9BMD/Vb30r1JK11TbTwNwNTo6st8A8N5U4LaUVBlpSodcZ14B5xOcOLfnfVg5Ca6EAHJrhX/xvb4G9hY6xyjrG7AsL52v0J7AMOw5ALY0b2nMX1vZbK2xdaqrZ6yabe6tAPwhLtl6vVGg1N1dKkaXHdsZmOLF67nyyxuhaY3h1Ndw+6L6nHFvhBaIK+1i5nOtR6Faw2TaiupZr/PuHz4v3vH42nO3OaC6rMnj0vdSaTe72+NhydY7EQWuItQeJneVA8Caj43PQ7gawPl6o4gsA/BaACRCjwsAHFv9dymAz1b7DgC4HMCZAM4AcLmIDP/L8FkA/we9rvFeQRAEweQz6g9CSum7ALoFIT8J4IMA2Ey5CMC1qcMqAPNEZBGA1wG4OaW0OaX0LICbAZxfPTcnpbSq8gquBfCmcX2iIAiCoBWtyk5F5CIAT6SU7ulEiUZYAoDH/6yrtnnb13XZPiZKZyCXvAbwE7/jWQ+QT+FqNHf986qRx+KEqtil1sdgd3Em/Yw3k8C1i8lhCC1ixpICHMZquMpU/moJzgG5W86JRO3WciiDwxAcggCAQyhswm69TjhuX7aw636AashSoYcS+p7J/2aXn936nkZDXPfZ07pQYA6FNexWtLzElcuM9d04cHd3+YcBFY7Zk5Ut7zCf4zDewpVPZvtxOIT3692Zf694vdkEOjVbxEqW96/Ok9T9RkhGN17yhLNdxvnTeEUdPP1stwoJewly6/hesQG/94ynjRJ4AP1Pls01B1r8IIjIbAB/hk64aJ8iIpeiE4rCTJR1YgZBEARltPEQjgawAsCwd7AUwF0icgaAJwDwT/rSatsTAM5V22+tti/tsn9XUkpXALgCAOb2LEg9/YUTzLrA08R0QjSTsnZK5UrLWLnhhcvyZqt2ezGkMLyEmaaXclBsCXvWST/5bp5ImFeCyyviElydOF//G7W3w9LYLIgH5J+ZyxA9SQouY4V6Xz7vXrkiv5eW+7DKMBtTvcgK9Up/eU0s9MezkQF7Gp22BOfceG/9B1nWjZnPnOine1Pf330s2648Qr4OA/TYK121pp0BeePgLpLn1pP0OEHMlrTXzMfnT1v+ljT2xrNzr9xqZlz/jkXZ37Ofqv/mpDwA9BpyHzpRPvvnlOh2roHVHKmPN3NzWXku0KLsNKX0k5TS4Sml5Sml5eiEeU5NKT0F4AYAb5UOZwHYmlJ6EsBNAF4rIodWyeTXAripeu45ETmrqlB6K4CvjHVNQRAEwfgZ1UMQkS+gY90vEJF1AC5PKV1p7P4NdEpO16JTdvo2AEgpbRaRjwC4o9rvL1NKwwHAP0Rddnpj9d+YKB18w8+xDLUnlZz9QjvSF1kzm5LRLS15LJderq0rXV7JlhFbuPa75tZe/+q8VI4/yxBZrr2q2Ymty5+/62Xmey3+fvemLd1MYzV36QEsbNXtOuWXRh5bJZjdjs3njGP5OmY758HuzWh6cAnD+2mJi0y+mc5tqTCfLhHuZa+Xn1Bx+EFjxrd333qlz3xPawucr6vXbMmexQK6djr3xVIOPNBGl7tyLiw/xmy1X/eS1FLxvUNUPIMlr7Us+owtlA+gpseZm+08Zf/jtowHe+/aq2Q8OfHGvqPtkFJ6yyjPL6fHCcC7jP2uAnBVl+13Ajip+YogCIJgX3JASFeUylpb8tJeAxJbMnq4TeaNGK8BbIkLrzGNrVht/Rx+W9kAGrbIPHmFTJhOWf7Z2ik2qS11blximQivtZ8rPnTlj9Vo0xSSq/GaxbxhKnzO2JrUXgZfHx69qOPcz62oPbjZdDvunmcuPUPvNzivu4XXuyXPJQ2cXOfCnvnp/JHHhzyqKtHo9rSG74yG1wjFWPdZY79CeQ3GkmkBbIkPLTDnSX5nxzPkNLzPpOHXcd6JGwWBvOlvBwUv5jxqD9LhfIWXJwFiQE4QBEFQwLT1EOb2LEhn97+hsd3LJ2TVQ54UNsdcuXJFwZVKpQNtvJpozg2w1XDktY9k+3Ffgh52z30DjCsyR2hrguWwN51j51r4fbk+Wrfls3XO+7kDhlrIIXOsGQC2rSBZ62dzO4iteN2HwXCvxMI76/Op34utNW80Jl9jHmIyWzm57BF6goBWFZgnb8Jx7j2H5pa+LKxdiaEtyqsi74Q9Dr127hvhc6FlMrLXkMelrWemh95Xj5q0rqMli63xhg95shvm4Hvkcf7MI3LG4PJ3XXv5DAsx7lBf0zln5p/5jgv+n/AQgiAIAp/4QQiCIAgAHCAhI0uigqccAflsYw4n6eQuNwmxG+6FoNgdLNVw12Ec67kNZ+ZJZQ4vHHl9LhVghV502GW70TzlqZ1yWMjTvfdmG1vlezrsYqHnw/Is2YO21GtfcFceauDSUN2AZZXs6YSjFQrTCUyrfNibS+wlyzksaIWZAGCQ/uYQyqDaj8M6VoJZr7d0/oVumrRCQ3vm5X9zkyKH9+bdX2az6kQ83xfYWa9pzgP5+iyFXG/uhDctj0NGOlRnnU/d9GY1QLrqqYwKWet1fO+rH4yQURAEQeAzfT2EGYenVxz22wCc+QVO4jhLCCuspjUtMjdkNfgUJqR0ezxbKGzB68QkWw06wcXWr9fsZCVqtQyD917W8UqlIXiqGZeqAna5qvZg2JtzhQgpcceiekBeQsoJub2z8jVxMnrXEfXnmPlUbnVystNLfLJlyJY0W8gaLiHVx9OewDA6ycjwnF5uqgLy2bz6vfjzc4JZl8getLv+XHz+dAL7oJ31c1x2yY+BfK6HlhbJ1keCjew9ZJ6DA3ubQL52bq705E10w6JVFq0LOUrlPhivOVIXxtz0/NXhIQRBEAQ+09ZDsCamcbmdbiQzZa1V2Rd7FpkInorPW235Ok7O8cJnTq3P9/KvvmDux5YBl37q9Wq5Ac43LLy9u8eh4RiwLssrjYdz3oS9JU/sLJu6pkvv6PpkAoPO1DGvRI9j29w4BgCHry5rzsqkQKiRTs9vZnYuqs8tl3ECQNpQf669fSTj/ZTdLMUlhBs35pZl//0ka0G3qm5o2nx8/fn/8t9eN/L4Xzaemu13x9rl9R878zXxGtna3zuvTOJ55qO5h9pzSt1MdcJh9f0+vy/38h9+fsHI4/U35Z4ew2XBLO7nRQb4XtUT4hjPy+h90i6RZm+HPUctgsffEX2vMgNrunuSuslT53/uuOYD4SEEQRAEPgech+CJ23FVEFvWPVqGmht+CmefenkDttoX31LH+K2KG8BvXOEYuK7qyOLSzkxlS0CtdE1aAoCtZ7aueNANkMc6LYlrj8fekMdszeapWfnxDj+8tkA332Nbicycx+znOC49/77cKuYGNn5ODwGy6NllP+fNOcZZ9Wfctas+T/Pn5gKI7Fks/nq9Js8q1hVNDOcuSs+Z/oxWtZMeALX+1+vnfvmY+s3uenxptt9rjnlg5PH8g+vPf939p2X7De2uPz9b94fflVvf2xbTd4lE9bxKQW4W03gNkJmX7kQDWNKG80RcsQU0r914ZyoHQRAEvwAcEB4C9xtwr4Fm6LzaOtBDQzJIusKTG2YrW0tIMGwV8/F0XH/u9x8beczxcK8KQQuwZRLDXG+vKnB4KJA31pO9DEuGAMjr47P4baGU8/p/k/da7Dqlft1RC+sZlRu+YseNubZdSyhYFT1ALpXAn2vrufba5THbk+L3Zuts8XdyS92qxvIGIDFapoTlkN0cmZFr8caxanhfrgjTlWilXqAlGNcYwWrIcGtZFT43llQHkFdLcUUU53QAZB4nVyCddvrabDfOu+h8gvY6RtYwkK+JPS6+N7niD8j7Eth70JWCp77nR9nf//30fwoPIQiCIPA5IDwEU/76rJOz11idfrq/wOo2nH3rmmy/5y6oxzh43ZpcTcOWzPyb8yqora9c3vV4Ohap8wEWbHVpb4QtJY45LrhXieDRMThmqWOgbJ163g3HgBlddcKVMWzt6XPBXks2AvG0fD+uyOB4MAA89/LaquV16OocxusYtrpuPbgOX9f8M6U18F79OnuVfAwtm8zWvT7v+QAaW1jNquDyZKf5+6O9OUs4UHf7cqUNf0ZtjTPcd6H7KbjXgmXGt38nz0dxVZmuuDr/xHrE6ffWHV0f4yk779n/WP2+uhvb6tdonov8s0SnchAEQTAq8YMQBEEQAJjGIaO5sxens497B4A8kexJTWhRM4tM8oGSz5x81VhJNiBPmLIYnRadYqEsTlLrtnR25b05B1xCqsML1hQyXXbKonM6nGTB7/XUOflzR/yg+xp0QpPDOhx24dAK0JSXGEbPPLCkFoA82eclUq2pWTqJx6EMnmWg5UL4WnkzizkpzGFFHf7gUAGHtHSJJ4e4+LHej0uGddjBCuvocNeW4ymEQolaDoXo9+LkqVfIweFIfd1YjoTR0+0skT4Pvg/094qviQ7d8HnafhZ9RjVrgpPbs15cfze5lBhQjY0Unhq4Lb/POBQGAA9/KMpOgyAIglGYvh6CIW7HJaja6uJSS0+SwhJ+86ShrUQdkJeTcnmYLjtkK9kTsuIktfYyGLbitJfB54YT3fp92cJlD0s3yTx0SX0O2cJZulK35Xf/jDp5yF4BexWeVczoclxGz+/lJjtPMM1aLzcqafga6HNrrV3vN2hY9FoQkNHyBfnxu8/u9uRNdCKe16GbDxm29vn43vE4eeqJ6lmloICdpNeierOerPcrbQi0JhvqY2hvxLondYLdumd0Urn/33SXMTn2yLzm+qaXfj1f46KHwkMIgiAIfKath2CWnZLl2igzZcE08haGTjo6240lKdgC98o/OabsyT+zhaxjlnz8bI6uwsshsBfjlZ2yTAFbmrr0kL2lx19X50JeeGneJDP3VrtRi9l8dvfBJexVALnwn2e1W3kIfW69Zi+Oj3vyEp5gHMOWIFt/Ok/CsMWsy1i5pNCTPLDwPrs325jRXhDfq3kcXsXNCxsbrdJiS9Ib8MUbrZJU7Tmx5DeXzOr3HVxUX1MWEdReGh9fi8rxufakQPh68znTa+d7i8+Zzhm8+tV3ZX9HY1oQBEEwKmVqW/s5llfgVRl5FUM9O+qfb7audEOY1bSlrXuuhmDLZdvi/PSzxcPVPnokJ3sFWirArjLKf/uX3ViWG+DPxfHbOatyj4CtsE0X0EhOVUFx1D/W+21bwtZjXsXClpuOnTK759XH4IqjGc/m55blJPTxNl1AjWl316/TsXFeI98XzQqc2qPxmqf4mnAFVzb0B8g8Wy3RwFhSydwcBuTWJFv+ehykdw+yABvnYHQ8vHcn5V2cpjD2zDxpaPakuLpLX4Pe7vOVGvB3euEN9Xn3hmFtOrl+vPFUldPaVd+3WmSu1/lcDH9GPv7eWbmnzMOS+P6ZuTnf73tbcllz4J/M9w4PIQiCIAAwjXMIXGVkCXnpEZosa80S0nooDFthngQA/71wZd1f4ElDM7pfwYr/lw78BmzJ3YU3PJL9zRbQ2rfUjzlWCgA9ffU6Zt5NFqOqyGD5h9wLyOOo23+j/iw9t9aekxc392LPHJdlK8kbWuONZbTisoAdK9dWooWumGELkoX5skoaAP1H1Pfxzp/lg3+y4z3bfR26ssYaw+nF6/X14di55wUxHAPXHgfn3dgD1vk4lo/Zc+ZLRh6Xynh4Xgp/fm3B89q9vJBXHcjwmnTFFV8TjjZ4g7e42knnNda/Kr8mP/uD/zNyCEEQBIHPqB6CiFwF4PUANqaUTqq2fQLAGwDsAfAwgLellLZUz10G4O0AhgD8UUrppmr7+QA+BaAHwD+klD5WbV8B4DoA8wGsBvC7KaVRJ2FnHgLhDb7Z+DsvG3nMFr0ebuPFJhmOuXLlj65UsbowNdYQe20ZcHydrWcg9zrY43jkzcpzmGV8LjUq8fDbaLA8WeNaxIxj9NxDwHXeQJ674NyKrqCwBMkaonrk3W149SJzP6/evtSqYzyLzKp88j6jZ2Vz5Zcnx255ld7oV7Z2dTWSd+9bVUb6XLL3ZY0g1VhS2J337T5mVlfHcZ8Nj8b0vHI+F7rTmT0k9jDn32NLmnvDq9gr8MQMuSpvzo9yb5v7HKzKtm6MV9zuagDnq203AzgppfQyAD8FcBkAiMgJAC4GcGL1ms+ISI+I9AD4ewAXADgBwFuqfQHg4wA+mVI6BsCz6PyYBEEQBPuYUX8QUkrfBbBZbfvfKaXhn/FVAIbn110E4LqU0u6U0qMA1gI4o/pvbUrpkcr6vw7ARSIiAF4F4Prq9dcAeNP4PlIQBEHQhokoO/19AF+sHi9B5wdimHXVNgB4XG0/E50w0Rb6ceH9G4jIpQAuBYCZM+Y2SiQBAKvuGXm44/VnZE+xe8dutA4hWC3mOhGWl3XWbpqescvwe829K2+cs+Yy64SZlQQFciE9Lq8cuDs/5uZT6sczn7JdzI2v6j4rQE8ky9zX9fxMHk7JNPbJbX7qnPwzsvQAi8+tP0fdsufUYaIjV9qT2lgs0AvbMTqZzwn8gbvrcGFDIoVDNI/Ut302qxvADCp6GNqWF0Bk8Jxw2s8NDFCzpg6IzaA19dGa+mGjCzT66XXJ+RwsJTODRwUfaSfHWVDRS2ZzKHHjW/IyUS5B5iT6tsX5p7Sm5XlyJBwG5Hnper167XsOpe8IjULRIUJeB4eJdJh224r6dZuPr8+Z/m5ywQcA4KswGVdSWUT+HMAggM+P5zilpJSuSCmdnlI6/eCDvds3CIIgGCutPQQR+T10ks3npToz/QSAZbTb0mobjO2bAMwTkd7KS+D9/fffm0aSsJmFRpaRFmtmi88TdOvd2b2sbK4SRdt08iJ6jZ2cZ7lcnizGpa9AnvjkxHbTgrBLI9kr4OTX5lPyBCFLRXD5oxbkGljDSTc7echNUXPI+tHSCNvPqq/VwQ/Ux2YrDsjL/tgSPPbTefksCxvyzGydiC9N5nsy1NnMYgfh0mfank3zA9BDlj/Lr3j0Ki+jBJZp8dDr4zWxGCSArLybnxuiUlAAAHnVfJ71fGX26PpX14UH2jNhmZl+ijkcfptdh+LJwDP8PfNk5TmxP/cu24vUjX5WQQAXiWj4ezDzWf2dq78XXFr83Evz7/D7z7g5+/t95ru19BCqiqEPAnhjSom/aTcAuFhE+qrqoWMB/BDAHQCOFZEVIjIDncTzDdUPyS0A3ly9/hIAX2mzpiAIgmB8lJSdfgHAuQAWANgA4HJ0qor60LHwAWBVSukPqv3/HJ28wiCA96WUbqy2Xwjgb9EJfV6VUvpotf0odJLMAwB+BOA/pJRGncQyZ87SdPqZ7waQD7HhZhUd8+dfZW+W7Maz63gkN3Q98VtHZfuxNe15CHNurGepWnOYAVv8TFvjz5xav5duRuKGse3LSR5YicfNu7/7e/mNRTwTVw2gISuevRQdR7Vm7Gq5BrYMOfauJQUyOF6vLFqO65cOSsoaHqHk05018fG1F8h4EiQMW7heybHVPFWKV3bqlVByKacWlLTma3vzm/P3yT0JS7rbK8G1rPvGe9HaN71mhXrfsnnVVpmt3pfLlrVEivUd1E11XFrtNfPp+eIPftgekDNqyCil9JYum6909v8ogI922f4NAN/osv0RdKqQgiAIgilk+kpX9CxIZ/e/AYAtSaFjeGyFeGPwuPrnidfXeQIdX7csqPk3P5rtZ61Jx6v5vXRFAcNVBLqCgAeFsPeg5ZqtSip9LixZZi1dwc01bLnqSiornq0rcLiCjK0/7UlYFri+9uw94Khl2VNsNepxmIw3KpJhCQSuVtH5Hj5PXqOSeT535E1WfC5KxzxqL8PCk2pnuWVrpCmQDzryhgV5g5Os+8xrdLMGWennGD1QyqwW014keaI6j6Ur36z92Avi66hfz/9+eAKD+r770edihGYQBEEwCgeEh8CVBxwv5JglkMc6LZlowB7kra0Qti4GvvyTkceetcvxvXWvzn+P2aJnC1zH4dkC1UJtDPdDaIuZ6/I3H19bYdrC09U/w2hvicd6WrH2zkK6Szl7sVhPUoAtcLamLMuv23tZFrgWKbQsPC8uzddbiyjy8Xmsp5aaYLyKGUs8TsfXMy+LrocnlKiF77j6hb9X2sPi6i5eh74+nkwGUyoXYw190v8m8HN8brkXArC9Yy9qoO9Vxjp/gP9vE2NVJ2k5Dc3K2/4iPIQgCILAZ/p6CDOPSK9Y9lYAuXgVW0naomPrgGOiupJh/SvrX16Ovet45uJbuler6IoJq79AW6pcncPWva7w4Jp/PYSDJaDZstaVBmzlcJWDZ6llVUGqJ4Pj2ZZHBKhcC3kVOh7etQsdfjUOo6127hD3PD3+/I08BMGWm77PLPE4DVdqaQlkxhpoXxqH13kCKy/kyYKXfkZvyI5XIcV432FrfKyubuJ8ijdalZ/zRA6t4UM6l8bf4TmP5c+xl5WN61xUlgfULLup9gS8vobd5+cVXWve9J/DQwiCIAh84gchCIIgADCNQ0ZZYxq5lexS6uYp7S4OY00ZA3y32Sr70sm+p86pH7Nom4ZdTHY9tVvKCSn9mTi5xsfwksVZe7wKp5Q2+GiBwGF0wsySD9HNOPy5OAzhlehZjX2A37RlJSo11hxlHdLj0CInvXWS0Sqh1NfUWp8njVDajMXocJwX+tIJ8nqBapjx7O73hd5v9wm1pqUnL2Hh3bc6qc5YIb3G59Ofa/j1KrRpTX4DlEQKNS/qxkY+7xzO9ELMXqKbm+AAYM3Houw0CIIgGIWJkL+eEmRw74jFzhZQlmhyLIN8elOZBIBnZ7FFsk2VrM2qh7Nh1ym1lzH31tza5Vb0HUfQfGXlIWw9qv4d79uS/6ZzMpot0oW325OiPKzJW97r2cLVZYiDJ9cqtVwepz2MfCJXWZKWvRGdzLYkD4DcIvMauripyStrtRL7vF3jWbRWMQRLrHTWVx9jcJZhmaPptY3AzXsA+p6uS4Z7lPAdjq6lHbIyWadklj1qbRVzKSy/FwsAArZkiPYc9fUfeR9ttSt5m2G0FH3PDrr3DU+sc/yuh2uukR7rAg2+swYoKqEbWblMmL1UXfwyFsJDCIIgCAAcIDmEUizZaM9DsCwIILdCOHa/c1F+vL199Tk+8uv1Yx1T5lI0LgHUjWnMriPsMtGBu+vPq2cMc7w9EydTQ2F0c9YwurTt8NvqmKiXx2E2n1A/N7DGvgY8D7r/MdtD4PO+4C7dfGYL87HVzddED0mx7hktz2FixKFHhePwLK2trGwrV6CtWMvC1fkTz1uyvDEzt4Dc6tZlohyLz55TOQi+H638FmA3dLVtiCvFk6ZhPIkLaza2d/8MOl7V5t/8pezvO675QOQQgiAIAp9pm0NIB3WPJ7MVp1u42TrwJGz5uJ4Vsm1JHQ9nqWkNewW8voYkxTw+BglcKUODcwpzHsjPAVu1s3/e3WoH8pZ9tmS0fAHD1rOuZHj8gtpa1XK+DJ/rxd+v47nacttwem11HnU9x31zq50rvzJZa2VZZjHhRn6htouWfK1O+Og4Mg/IyYbJFA63aY3jFVh4DXyco8iEA1V8nZ/TeQer0Y8rxzRsjW89LpeX5vzMpjfWMvO6+swSZdRoEcRhZtyuRpWS0CF/D/S1t3Jm+t+g/HuWf+cs78mSRNF4155XpyufsgbQUQgPIQiCIAAwjXMIL5q3NL38V9/b2G7JRAC28JSu/uBfbE8aeePZ3fsaFn879zhYbjhrWVcewsD93b0WrjcGcuGuhry0EZvUFhNbEWztcVwfyHMUh99WP6crGfgcWlIQgD3UROdqdC6jBCvfoY+vj20OvlHjG5lsAI+K7VrVL578g+eJmlUtqiqodJCQOSBI9ww4MWvr3DTEDC2s/gSoarZC4UANe32eNLYlNd2QxP/+Y93Xqs6DJcUP6Mq5+ruux7vy99EaqgM0qw+H0bkv3ScTOYQgCIJgVOIHIQiCIAAwjUNGXHbK7p0lTwHkpaGLv1MnnL2SNT72xlPz38++l9aJ2flX1glmrc3OCWcum+TQD5A3nDEL7yxrpgHsMIwOd1kzEGY9ma+B18jua+lUOI+sUUk1NHklexbeHIbSZGzpGkonY3F4huUZ9H4cGtFNehwW9MIpmTQCn1s1pY7njluzEQD4ISM6n9l5altaa72PE7Zj9AxtS31Xw+FDTiTrfxN0E+DI61XSm0OpC2/35xIMo6+3NaNBhxz5+nuzJvi7DgAPfyikK4IgCIJROCA8BAv9S8kla9wu7k3GeuCdtdVw+IvzFvOZn6mtBp43oJM93GTGiWRddsrlmpxosoTjgG7Tv2pvhJNkXMap35tnPnglamxB6TI8y9rVWAJfDYxmLA1bqp6kQBv0dC0+1175Y5tzkaGTxdr6HcYRiGN0gtSaIObNTdaNjTpROYxOkJpNZpPsSQxtK/MsdBPXWF/fq0qOuRy59+i8tNbyQLQn6nkqFtacCADYcGZ/9vdP/jY8hCAIgmAUpq2HYJWdslWjyzXZUufYn44Dcq6Am8W47BKwRaR0IxnLHHCewGvgYkvfaxjSsKTE5lPstc+99jbzGNl7nXdavY7Cub9s+Q8qUbTMonIsRsvS0g1DjGdNeXLDVizWmwrnrd2Kr+tYvlmiqWL5Vt5Al11y41ybnInGa1i0mqw2vHpR9vcOu08tgyf/cdOj/m6yd1Mq6+1JYTB8fUo9hLaY3wMgb0Qkz8cr6dXfM/O9AHxz/d+FhxAEQRD4TFsP4ZCBZellr3kfgDz2acU2gTy+6c0g3XJ8fbwjfmCvga19q0kEyK2kxT8gmezCwTwajglz05uGpTt67n3Y3I+rTjzROsarwPFyDVaFlDd72ZtzbK2j1IMB7EqWibASPUuQc1de3oHPTSaepj4H5xC847EnZTXH6f3aDA4C8jyWJ/HNDWLcNKq9bfb6vVngek56tzUA9iAhzwsvlZrQuSDGbeCj+8S7j61rN9p3buVtfxEeQhAEQeAzbT2E/gXL0omvf39je1Yrf49dB8x1+c+cmp8DHnPJNfp6/CVLTXA+QcdNeT+uCWZvAQBm37qmPsa5J4w81p6ElrxgFt9SW42e2BvHhD3JXrb22VK1LDBgbNbKyPEcOQm21HXlhlWt0pAUoEodr+eBn/OsYkZ7LSz0xwOLtOy2N9aTseQ+vFGgjL6m/Bm9e4QZfDjvO+HqHM+Tsqp4GmskiznLH6n4tyULoisKPekXhqvt2MvnfKOHrr7y4OtviUsCtueosfJi3ncYGKeHICJXichGEbmXtg2IyM0i8lD1/0Or7SIinxaRtSLyYxE5lV5zSbX/QyJyCW0/TUR+Ur3m0yLSftxPEARB0JpRPQQR+VUA2wBcm1I6qdr21wA2p5Q+JiIfAnBoSulPReRCAO8BcCGAMwF8KqV0pogMALgTwOkAEoDVAE5LKT0rIj8E8EcAbgfwDQCfTindONrCrT6EZ2h8pRats2Lv2qL38gEMWx5sUbBVCNiS3F4c1auW4uNzZUkDsvh0lQhb+F682RKZ01a211FpQjHWUlE0r2qJO1J1ToKtbE88LhsZqqqCWCrZ6yzu/+dV9fF41KQ6HlvWpRb3gYK2/Cecwjg8YykUALk3x/e350Vqj5AlxDfRKFn9/ebcyHMravt4tiokYu/Ek6bXvUo/+tw4+hBSSt8FoOrvcBGAa6rH1wB4E22/NnVYBWCeiCwC8DoAN6eUNqeUngVwM4Dzq+fmpJRWpc4v07V0rCAIgmAf0japvDClNDxJ5CkAw6bZEgCcWl9XbfO2r+uyvSsicqmI3Ckid+55oUwnJAiCIChj3BPTUkpJRPZJZjqldAWAK4BOyGh4O8/cPfYaOyTD7D6/TurMuDWXKNgzr37MDTMaa36BLn3lxjQOV7DbCOShK3YPl92oSj8p1KJPPCdPt55ah1D0xCtu1tn0mjqsocv3hvrrBBcLoelET8+P76+f4zCOCvFwaMRL9DKZK//K5dlz7MpnQm2r7EYdnQ7n8EXW0EUhIgB5GSGFdfpXwUQnY801tQgT6YRt8SyCCYCT9lnSvzAU5DVSTRX8re1Xz/Hn4vJeXVzB4SQteshhTC7nbpROU6HEABdHqPuRw1VcTKLDvg9fbBcLaNp6CBuqcA+q/2+stj8BgFe9tNrmbV/aZXsQBEGwj2nrIdwA4BIAH6v+/xXa/m4RuQ6dpPLWlNKTInITgP97uBoJwGsBXJZS2iwiz4nIWegkld8K4L+VLGBwlowkkA+/rbuDogXddp1S/3rP/5e6FGtQ/YDOfLS75f/c8ny/HUfUzx1+V+0F6AlNnCxe+5ZDu76m87r6MZeljWUy1gaS6fUS2FvJK8gE7Uolj1VTVJY8ZWtfSQ9nU6MLhbvY8u/xLEuy4nR5qptYpM8yRJ5OKZ7AmUebkkym0VDHiVSWAnekob1yRU9OnPG8AutcuKJw7LE5onVeIj7zRFt4TnrdvI6eb602X8fecZ/6jvQZie5GgUZhwyKXqVvnBQBe8vH8b89nHfUHQUS+AOBcAAtEZB2Ay9H5IfiSiLwdwM8A/Fa1+zfQqTBaC2AHgLcBQPUP/0cA3FHt95cppeF//v4QwNUAZgG4sfovCIIg2MdM28a0mUuXpaXv+WMAwIqv1JYwlwA+dU7+Gm4sm/NYvV1b/gy3znszkLkx7ZD1SkZ4cf2+et4pw4JhWYmiih3ysA5dstbIN1R45aSlZXmevLRVdurFRxnPqnatvUJJZbfZyYiH97zs+Gy/0iYuq7lNx5vZc+SyWF0y6zUBMizGx81IjaY/qzFNwWW83vW21qDXkQkHqhnfHJf3hvZw05Y3KKpYZt1Ae958H5fO7tZeeUMscfi99PePy7Gd2d08lMqSCOlGSFcEQRAEozJtPQSWv2brijPqM57Nf+94EMzGs0mSYndeM8Ov23Novd/SlWUDRNafk1sGR66s1+dazwTLCGsvgMda8nhFwB7t6LbAF46KdCGrprjqpLB5yBvRaMkDN6QrnLwL02ZkobbILAnthmQGy4STNZ7JNcP2YDza5CcmYsiMO8rS8dK856z9rDXodRTfw4W0HezkjfJk2EP0Giot6QodDdDjc++45gPhIQRBEAQ+4+5DmCpkbx03e+gP6jbzmY/Wv3G6h4Arhtgr2NunBmUfYQ+WYdgrYG/hmC/YFoQ3dJ3b5bl34fDbtmb7eYNLuF1e9x5Yx2gz7MazyHo45+FYU24VixGj9wbVgz0J5QVsp1i+FoFjiyrz4HQlFa2p92f2ue1hS5s+lziDdLI4v/rsQ0YsX1uC7Jn0GvHqBrwmlauy5fZyvCFATGmPgiVHDpRXD5X2f+xTCqvPOIPkyaebVX/qfeb/rFwmJDyEIAiCAMA09hD2HCJY/8rOb+lMMgY45j+wJn9N/ztrlYwd36kz9FrMjsXj+p6pLcbHX5f3Lw6sYSvetoR5kPngKfNGHuuB5CAPIetDULBX0BhlWDjmMaNwdGBW2+8cz6vGyatOug90AeyKphm3P5jt99wFJ408nrm5e+ULoM6TWjt/CZJh3QPKk3LOGVux7ghE7i/h59Q545yC6VUg91q8PEkWe+b1qf3adBO37Z7mii4vp5Xh3INtvJH9UVSw9Brw59XVcY0s8Xr7OOEhBEEQBADiByEIgiComLZlpzMXL0vL/2OnMY3DRAvuqh1fLi0FgN4t1Ai0BV0fA3ayWIeFrOYcb5KVq6NPSWB+TkthcOu8N0GsTTOWN6GqlSuvk8OGbIKHTp5mrLpn5OGEaOx7ZYN8Pi2pDuT3RXHZaWHZZRsaMySMtZfOaAbsGRKlZcEe+zKMM16JCy8Bro/nFWWUMFHnYmW6PspOgyAIAp9pm1ROvbVnwF4BS0ho2BPgWap69rK23Ifh5DCQJ35ZokBPSuLnNp5Wn3JOSgN52WA2dUtb7ZQ0Skr4zrL2XWkITkIpK9FqwmlY91a7vcJrwMr2K7WYDSE0V+zMaZ5i9Gfs4b/JW9LniKXAeX1Dzlzi0mvVhsb9Y5WGKouWPVFRx8hKa7kJTJ0zq2RWk3mfLCTnyYdMAJ6Fz5Q2xHmv8UT7Sij18sdDeAhBEAQBgGnsIRz0AjDryeHfszoPsv0sinVuyUXCWAKCpad1a/fm47vLWmuZiE3n1L/YPFhGx/y3LanjrSuueKR+QpdkkgXplXiyRLO2UCxL02skgyGhANgyDFqSm5uaBq34MoCeex+u/3DkBXpLS2Z5P7JOdVOV1zyVyTcUluCW4ln72fEnMVZe7HE4a3CPUbh2T6Ivuz/pXtIegZnTcnIX3nW0LHxtwVvfR0/uo60suonj9ZZKxADoaFEbhIcQBEEQAJjGVUb9C5alE1//fgDAxlfVFnn/3PrXe+huFfM3Bt/sUD+ui7/fXYyOZaeBvBqJ0TmEud9/rPt+XvVH4XCSYgvFkRFmtCyxVVnDDWaAnQ9oxJQLq1NKm+r2h8YibWXuq3V4MeVS0brJzF1MNsWy6ExLiXTzftRyEuTp6mFLbbwMbwhQW6LKKAiCIBiVaesh9B25LC35k/cBAGa9uK7z77l1bvcXAJj5LOUaFtUeAktVALnkrCdzrAeZDKPF0zjWmYlunXVytp9lMY/FcsssPsoHeMM6vHGLu41xfqXoGPD+boVasWyPxuhJru134twmjtWZva+uuCkdocnHLhy12XgdeyMTLDVd2u/iCemZx27RCwGMQdKdj+EM2ck8CafPJsu5Fd6PGn38GJATBEEQjMq0rTJCT8LeeR2LffcDtVfQO492UYbGcytqr2D5v9TWFfcJAE1rehirPwFQUtOqAmeQrIuh804beayF2gZbDCQZOuno7LndhkejcwPZQA06RsOTUK8bWatTY70/eAFufF1ZwpZFP6hiwEzmSSirU4wYsys4V1oFRZ9D+/ZDVlWZk5/ha9/oE/Csff4s5Kloie+JEMiz8DwfJhtor48xzr4Gd6hQy+9BacUVUzqCdjTCQwiCIAgAxA9CEARBUDF9k8ovXpYW/VlnpvKcB+o2JE4cc4MZkM825max+T/I3S2eN7BroD527878XHGjGieLGy4auX26FM2CW/YtET1glFnJ5GJuP+3I7DlOfFsia8AYJlSNM0xUWkLp4pWqForWMZ62f2m5a6lcgZeY9eZLMFYBgJekNZshFXpNViJUh52sOdT6vrUSrl7ivDhJ71Aq3mgly/V54M/fKDYYZ9Ojl8wunRMOALesvCySykEQBIHPtPUQWP6ak8csT3HsPzyZvYYtfy4t1clilp7gOcdausL0ClR5WOlcYiuBpC1LtlS3vnK5uXZGJ7BLy+gmuvHL8jg8z8Rq1NHHKMU7nxm6/JOTvaUlgJ7oX2FpcWmZo9VYVSrRXHoNxoJ1jLaNX+5z1n6FsJXd1iv3XsdRCW6M1ZGHQ57oLgLYp+dkl05HVOfpm2s/ER5CEARB4DN9y06JnYu6D8jZemou1MbWMzeV9e7MZai3HFM/t/CGWozOlbPlGJ5Tdmq+BsoroOd2qPg/D+1ZuDL3gqyWeG0F9zqWYRvGO2hEx685ZstCdY04r/F52wiaASqmrKXAycL3SlKt9xoslL/WtLk+EyFoNxEeId8Lvd590bJpz8KKqZc2EfZpUT3Dy9L3ep+T7+lbY3xGZ+44wxEOIJfI4X/DtHROgxC3C4IgCEZjXB6CiLwfwDvQ6ff4CYC3AVgE4DoA8wGsBvC7KaU9ItIH4FoApwHYBOC3U0qPVce5DMDb0VHI/aOU0k2jvXc6GNh1REdQd+Du2oac+9Pt1ktMqQn9i8peAVsGbiyXY8WONe5ZoDyykOONOqZ4+OfX1H8UWuNefLgUN09SKNFgCrCpZqzxWqdjkgOm9XpVYMVyw9aaWnhO+r08L6hN3mCy2R+aFJm2QoTW92UyPl/Phu7v1afW2v1fs+Z2PWTIo7WHICJLAPwRgNNTSieh49lfDODjAD6ZUjoGwLPo/EOP6v/PVts/We0HETmhet2JAM4H8BkR0XL2QRAEwSQz3hxCL4BZIvICgNkAngTwKgD/vnr+GgAfBvBZABdVjwHgegB/JyJSbb8upbQbwKMishbAGQBu8964Z1fdfzBvbXcxOraygXyIDVcZ9RpSFRov5u9KVBtewabX5HFzXt/Al39iH7uwMsSL31oWpGdNlMo6eIxX4sLrV8i8Fq/NX8Xy+ZilntNUWb6el1I6xH1/s9r3JW09z30prT7R71Xa+wSMw0NIKT0B4G8A/BydH4Kt6ISItqSUhkV01gEYjoMsAfB49drBav/5vL3LazJE5FIRuVNE7hzcaYeGgiAIgrEznpDRoehY9ysALAbQj07IZ9JIKV2RUjo9pXR676z+yXyrIAiCXzjGEzJ6NYBHU0pPA4CIfBnAOQDmiUhv5QUsBTAsl/kEgGUA1olIL4C56CSXh7cPw6+xF759Lxbe3vQSeD6y1eAB5Anmvq/9MHuOpx5wCMWdgMToGcjU3r7pjUeNPNYlo9aUtLYufqkCovcZS8mmvXkqmRTKadOK31D4pJkPmXa8E8JrG2qxXHl3XjWXxTohRxdKgnNJop5SZ53P0oICL0m9v/CLHO7aF4yn7PTnAM4SkdlVLuA8AGsA3ALgzdU+lwD4SvX4hupvVM9/O3XapG8AcLGI9InICgDHAsj/hQ6CIAgmndYeQkrpdhG5HsBd6BjVPwJwBYCvA7hORP6q2nZl9ZIrAfxjlTTejE5lEVJK94nIl9D5MRkE8K6U0hDGgDWnYHCWXaw0+9a6dFO/mWUxNywmo7xSC8kx8//7/1f/oY5X6hWUNjF5zWJZ+WKhV+B5Ackou9XJ69Ry6tPIsZVV3cNWNx/baUDS8gJ9PLPA8W6su8kTMeNz4ZUZ8+wKLRDHx2cvqPRcDp2gUnL0XtbsDwDo8YQT20yCI9qWxfJ3k+eY6CmFloRE6dQ/b4oZe2Y8lRDIr4/3nZsIyZXJSHSPq8oopXQ5gMvV5kfQqRLS++4C8O+M43wUwEfHs5YgCIJgfExbcbtDBpall73mfQByoaiBu7eMPNZWQs+3Vnc9ls4FWHOPteXGx2dvhEtagXxWcmaBKokL6xffi3mXCtNpMqEx+vwsoQzklqtnTTJshWlLS8e9R9aqcwaGKFxDhpk9OL6OjtXakCApfB3jySaXzkAu9eayYzvXNHuvFrODG69xPCe+ruyhz3lwa74OK09SKkznzZfm748jKJm9vu3UOuse1N9hZwIdn7Pse+CIKBYLO3KeySmrBoBvrv+7ELcLgiAIfKath9C/YFk68fXvB5APuMmGhHiSzxwPd6wBxq2e4dc7wlgTLeXs4VmxfJ68+DVbNRwfbdvyb33GUqvdFRh05iYz7gAa3s+xJktlrUuP58Ws+ZqU7se0GfzSeF2hx6UbG0tj+ab1rCgVmcsozBFZw3wA2+u1znnXNXJjJ1WL6WNwbsQSsAOA/vvzf7eG0V6+zqV+76sfDA8hCIIg8Jm2HsLc2YvT2ce9AwCw+ZR5I9vn3/yo8QqYQyR0pYA16q+RkyDLmtEWjinoNhkCZIY11Ijlc16jxWi/Usu/dGyklvzl9WXHa2vR8nnRQnpG3Ncb3+hZeOb6nL6DCbkXSofMMIWWf9ueBDNH4cTN95z5kpHH+jtm3RelgoqTOeRpNErzP6X9LnzfZuclBuQEQRAE42XaDshJvQeNWOzsFbiWFj3mXgFdFWTFC70Rdtn7Fg6j9zpcrcEdgG+dWrHYHt0PYK4wp7Qb24qP79E18ARbf6blB2dUKZx8jydEqF7j1Y5nx2TPgtY0pqaZNuxDYTVmvEKEgBoQ5N37dN6takAAjd6dErJrOk6568bxxkJh30hpv4tVvSgt+kKGCQ8hCIIgABA/CEEQBEHFtA0ZYW/qmtT13DmWCuhf/fP6icKZpo3E589o0ha7oo5bym64lrjg9ntrvjIwSgKJ3PJUqO3PyalG85mROAf0uejeaNNXOAPZC7NxKaMnE8G0Th5OUXhmf2QihOSs69DYXnjex7um0uS4F3puvYZxrr10VoeWNGmU/sZM5SAIgmA0pq2HIINDI5ayVdrWEJ4ia5etbm4EAfKGD68k07KddXPOcy+ZO/KYm0syLwXISyPZK1Dt8YPcYKcsHqskTnsZ/Jn587LXA9jWkP6MVhOcZcFrXKsrJI+LaGP9lpZBa6wGy305WawN01k+u/jcKrHKscwjDg8hCIIgADCNPQS8MNjV+uS4fO/OvCCQpSy4+cWz1BmvMYQRVUI59/vUkMTHdppzPKxSPgAYOu+0ej8z/t/lM1vvZcxYbjtIpxTL0ymVrmiInXleC+1rSS1MNqUigq5889Pd77OGMJ3ynIfZvcCWbddYkgr6O8dzzXlmuN6P5RU4l+Y2VDqNl1mDIV97R7bEk3qxcl/7u0c0VsJDCIIgCABMZw+h56ARy5G9gsy6UFbsEElZ960ZdUpnB7IeG1YIi72Rt9CwQuix12RVsgbAt2Kz5jlHFC4Vtt9PpifA3kdDFoQs4ayJTlm37AMN9ddVZI3rSxaz9uy4QmqGMegHsJvv2goHMnxvaS+Azw3no3YN5PZc78559NhuPZy5+YWRx55se7Y+5bVoC79e08HZ3yxHz+dJC7Dx95Y/r/ZySyVDMqE65/vC3+jsfdV3ffeCuplx10B9zrzzXArL9+u/D3mi/vzbluTXgJ+zrkfneCqL8NXrzX3DQwiCIAgATGNxuxfNW5pe/qvvBaDq9x0rJJNKcCR2S8lijoXCZa40Ah2PrRVPMqMtkxkH9Sz/Lcf0jTyef8/2+jWe7LYj/9xGBK8tVrzZWxNbtHqtliehR8L2P979ejfuYUPAT19fS5LC81hL7xGv0on7gBr3NOFdO10ROIzOiXGFoZVPAIDtx9eWPx+jIX1iCCe6EumFePkK/hz6elufUaPvz5W3/UWI2wVBEAQ+09ZDYPlrq4rAG99YOkovo3S8ojMM2+u6zY7BlTBOxYxek9k30DJfYQ0NYUtfM29tHYtuDEKhnIS7JlqH530V41TdWDFrz+pyK1eM68rWKGBbpDpvY52nUm/Tk/F27+nS/Qh9/7VZO+Na6rxf4TVw38uTVp+Ie5Dfa4I99FLPDABuWXlZeAhBEASBT/wgBEEQBAAOkJCRiZJ8yCYMFc5ttWYUALkb6U2XshJDDakADpPw/NWH7SlwDVexcH4sJ+e4nG3m5r3ddgeQlzlyQhjwm6lKaEzGovOkXd7xHl+HgqSwoatVaIkT0ep6Z/cWhQgnc7a2xivxZMZ7fYHyRLJ3zqzwiv4eeE2KFl4Y0NrPncznhLH4OV14YU1pdJsSHfTxI2QUBEEQjMr09RBmHpFeseytAPJfW7Z8dbOG2YzmyF97Fr0lHqcTUKUeh9UE1rB+nBZ7y/LQzSlWE1LDejY8lcYkNSvpqGVAjJI973NoTy9bnyFr4Qq9ackQazpdYcLeozSZP9FegYeV0GxIs0xwOXKx+F7pfUG4SeQWZdqeN+etp9R78NZnCVuWNkpqouw0CIIgGDPTV7pi796RX9YdRnOJxoorauuCJSlAloE41m4WH9Slci0ahrJjqPV5LfYMx4R1/NGy/HUDPK8ps/Ac6zn7HEpIjq0crwTVs1yt982E+LxGQbWmqRIoK/UwTctSUdqMx/djr+OxerLJbRq12sQiPMHHUunu0uvr3WdWjmdM84sNKRntOZWWZpfKyhSXnGOcHoKIzBOR60XkARG5X0TOFpEBEblZRB6q/n9ota+IyKdFZK2I/FhETqXjXFLt/5CIXDKeNQVBEATtGK+H8CkA30wpvVlEZgCYDeDPAHwrpfQxEfkQgA8B+FMAFwA4tvrvTACfBXCmiAwAuBzA6egYEatF5IaUktsJMnRIH7a+cjkAYO5ddZy/tBXfqhACVHy8tHHHODZgS1f0qOoHy4LSozu5WkPLc7An4MYzCdMzAUxL25OhdmPthrXWiKEX7scW7mChxdSIZTsDhxhzsEybJkcguyZs7TVyRoWy6OO1hMfiKVny5BMthtjIVTF8T3uVRORF6+pCyzPz8oUTMWTH+76U5lpKjzeW69raQxCRuQB+FcCVAJBS2pNS2gLgIgDXVLtdA+BN1eOLAFybOqwCME9EFgF4HYCbU0qbqx+BmwGc33ZdQRAEQTvG4yGsAPA0gP8hIicDWA3gvQAWppSerPZ5CsBwEf4SAFwusq7aZm136dnxwohnYEpKO1YDW5N6CAw/xxZKcUWB8hz2UB29acEjlzbg3gAtsTtzQS0bwcJ+DVpUV0yEhWdZjx4NyQNjMI/2ovgcWq9pHENVLZXmHrJKE8O6B2xrzbP8Sq1C73z2jrdSSVmSEzEas825yCjMVXnSEj1k7esB9KZgoR6/ywKLTl+M9/3O/v2g923ct4X9TcXnVkcy1nZfOzC+HEIvgFMBfDal9HIA29EJD42QOjWtE1bXKiKXisidInLnnqHxK34GQRAENeP5QVgHYF1K6fbq7+vR+YHYUIWCUP1/Y/X8EwD453lptc3a3iCldEVK6fSU0ukzesoqL4IgCIIyxtWYJiLfA/COlNKDIvJhAP3VU5soqTyQUvqgiPw6gHcDuBCdpPKnU0pnVEnl1ej8mADAXQBOSynZfe4A5shAOlPOA6BcJKPEs4FTdsqJWmsCGTAGLXQKUWz+zV8aebx9UT4paf59dZlopoRZ2L4/EbhJVS95asg/tD1nVoJvQpQhS5vqWmKW4LaUYbDwSi1L3qft+2pc2RbjudLErBf+8CRdpgrr3yIAdlOmLkIx5qJ4k/Q8eK41ANxxzQfMxrTxVhm9B8DnqwqjRwC8DR2v40si8nYAPwPwW9W+30Dnx2AtgB3VvkgpbRaRjwC4o9rvL0f7MQiCIAgmngNOusIrHTM19rWUgeFZ6Fm8zNbj6l/rmZvz9i5OEGdTwrgBDhNj/VoJ3TaWucaz6sabSJ50iQfHsmyz9jZ4pYyMN1OgtGGv5H1Gw5v0VzoFcLx452JfXium7fuWJtUnoqzVY2W6PqQrgiAIAp8DwkOwRNca4nHcoGLM4gXyRrBNJ/ePPOZJYEAuGMflnzq2x3mINnFPT9xOY5XCllod2uqcEFEvojS+bqG9qFKLsdTanSoZi2D/YiLmS2tKcyhtczkmKgLyzbWfCA8hCIIg8Jm2HkJWZWRITejBKpylf+4lc0ce9+60h8Kw5c/S2vo5riTyLAjPorUsfx3XL7UuiuOgjniamU+ZZEu6TaXNdLPuSxuLrM9YWtHjVTe1qfwJpjeRQwiCIAhGZdrKX8usmeg5rtPyzT5OJoV9v92HMOfB+rGO+VujBPu+9sPsby0VbWHWJqtYuyUboeOZpbXOVvxf7+dJck80pZb/vrRWS6t4LK+qWHZaSxnQeS89L1mOTHlv/Jw3zMiSuJjs/oyJZjp7h/sr4SEEQRAEAKaxh5B6Dxqx7K1qHy0NvWvg4JHH/Y/X1k9jeIwjjW3hiurx8SwhPtgVUg0JZcO6B6aui7mUSR1D6Qx7cV/HAnlOB3upV2WeJ+XNWett9ILw/URr8jxAT7DPG1Fp7acp7UwvfV+u7NNjXE3oeL3e5ygcsuP1xfyieCDhIQRBEAQA4gchCIIgqJi2ZadzZy9OZx/3DgC2+6pDRpwszvTN207aYhxphNJQUJvkbqlruy/DPZ6Ofqt1lM4UnuTkuLX2RmiFSpC9ZrlS4bfJlKhoK0FhhX+8UF2pXEzxOvg7p6YKMrtpfoiGC09MUUvkn6tUVE5jFas09iNJG7fZslCORq/3lpWXRdlpEARB4DNtPYQ5c5am0898N4A8WTw4q5aUHrh7S/Ya9gTcectW01bhfOWGlWQ0rblljYWUCqZ5zUnF58KjxXnK1ldqWRYer7VUuYOVgPXE8tzrzfOguUzUaUzzmKrEZxvBudKmSe/+ngiBvUGajMZRA68UXc9lLsb4N4IldYBcKHPuT+uCl+3L8nudZ8ln6Clzavrbytv+IjyEIAiCwGf6egiHLElnvuydAICh/rp6tm9N12FrDYqtC0/WwcoHFDb0TMTgm9bDVLzySsb6LDoGbJwLnhMN2M2CDbE8Y9atxpyJq6yu4lJGB+s8eUJ/bvmwc4yJxC2fdQa1eF6v5bW1FVFkPK/Kem6yvaOJlt0ubaqzmg31c9mxR7mXbrrnI+EhBEEQBD7TtjGNmXE76VAYjSaazPIotHY1bRrYPDIrpLTJymk6ylDbSy1wtJBl4IoPHgXqMaTj8NRYVZxDoFxNj9qtTdVWsSWoG5/4dfTcoFdxVdg81Spuru9vwyvQ9wFfU2/MY9bYxw1xDo0KO7rPep3vVRvJ9Ikgu38KxSs9qfZSAUyvkXUyRoiGhxAEQRAAmMY5hLk9C9LZ/W9obHd/ecl68YZXj3fAu1dN4lUXMNkAnzFU7Vht+m3q4V28AeKe5WblLloM1ZkMJuJ6W+hrUDpCdKri5pOJlxvIvADHs2U878bKmUwGXk9Gcb+GlYPyPGWPGJATBEEQjJUDIofAllcvWeNbT83rb+c8uHXkMVcjNSzaF3WPI/co0bo21ST8K9/rWNkuTs2/K3lNcFdmD9Upp8JqHM9acb0RoxfEs5739yEuxZa6s1/pMSYiF9JmjOlkDrQHcknubB3Od5O/B26FlFdJNYmI7gcY5z09EX1LoxEeQhAEQQAgfhCCIAiCiukbMuqbMZKg3E0JYm4x7//nVdlLpNA9tkr7tAgeN4a4ySRD1KuRAKaQ1B7jMzXJRb2sBiwdxur51ur68RQlKktL+aYqTFSc+GzZYDjRzU4Mr8kr3SxNbE/VBLupXMdEUzpDe8IZw+S78BCCIAgCANO57JTkry3RutZWV6EAm9WMxVIaQLnsLYtmxfSmMibTuvKE1bzr00bgLa5pMFno+/Om56+OstMgCILAZ/rmEAYHR2LzVjzXlXymJrUdR77IfJvenUPmcz3UWJZJ4joDTjxL0PIjJsN6nMz49aTSshHPk3ywLPWGVIARvy4t6/Re1zudrgHalXKWXgOmbcnsZMq2e1LlbZoNJ5rSRslujNtDEJEeEfmRiHyt+nuFiNwuImtF5IsiMqPa3lf9vbZ6fjkd47Jq+4Mi8rrxrikIgiAYOxPhIbwXwP2oy10+DuCTKaXrRORzAN4O4LPV/59NKR0jIhdX+/22iJwA4GIAJwJYDGCliByXUrJNcwA46KCRX21ushqcVcua9T2zO3vJppP7Rx4ffltt1WhJZsvqbGPde6+b9OoCB68KZSoojcNb10bjjaH0nvOsTut6TUQVD9O2Sc9a+2R4gJy3K72Ps6bJ0oZKtV8mnkeeSeP1pRL0haM7eT9rDfo5r0FVN7kyrhw9Y0lykMgjgKx6EQBwj33IcXkIIrIUwK8D+IfqbwHwKgDXV7tcA+BN1eOLqr9RPX9etf9FAK5LKe1OKT0KYC2AM8azriAIgmDsjNdD+FsAHwQwHISfD2BLSmnYYF4HYEn1eAmAxwEgpTQoIlur/ZcA4IYBfk2GiFwK4NLqz23fXPuJju712sLV3la4XzkLADzT+tXrJ24hozC+de4LngfA63x+Uo4/+nNl+/nn07qupZ/J28+7Z5rPddY50edy9PcdC2O7NyfzO+Ofp3qdjoW9D7/T1vs2z2dzvS+2DtP6B0FEXg9gY0pptYic2/Y4YyGldAWAK/bFe5UgInda5Vv7E7HOiSXWOXFMhzUCvzjrHI+HcA6AN4rIhQBmopND+BSAeSLSW3kJSwEMq8g9AWAZgHUi0gtgLoBNtH0Yfk0QBEGwj2idQ0gpXZZSWppSWo5OUvjbKaXfAXALgDdXu10C4CvV4xuqv1E9/+3U6Yq7AcDFVRXSCgDHAvhh23UFQRAE7ZiMPoQ/BXCdiPwVgB8BuLLafiWAfxSRtQA2o/MjgpTSfSLyJQBr0CnWedeoFUb7D/tN+GoUYp0TS6xz4pgOawR+QdY5baUrgiAIgoklpCuCIAgCAPGDEARBEFTED4KBiCwTkVtEZI2I3Cci7622D4jIzSLyUPX/Q6vtIiKfriQ4fiwip07xOj8hIg9Ua/kXEZlXbV8uIjtF5O7qv89N8To/LCJP0HoupNfsc0kTZ51fpDU+JiJ3V9un6nzOFJEfisg91Tr/c7V9zNIxU7TOz1fX9V4RuUpEDq62nysiW+l8/qcpXufVIvIoreeUavs+/747a/werW+9iPxrtX3s5zKlFP91+Q/AIgCnVo9fBOCnAE4A8NcAPlRt/xCAj1ePLwRwIwABcBaA26d4na8F0Ftt/zitczmAe/ej8/lhAH/SZf8T0Gmp6QOwAsDDAHqmap1qn/8C4D9N8fkUAIdUjw8GcHt1330JwMXV9s8BeGf1+A8BfK56fDGAL07xOi+snhMAX6B1ngvga/vR+bwawJu77L/Pv+/WGtU+/wvAW9uey/AQDFJKT6aU7qoeP4+OXtMS5BIcWprj2tRhFTr9GIumap0ppf+d6o7xVej0d0wZzvm0mBJJk9HWKSIC4LfQ+Udsyqjus2HBooOr/xLGLh0zJetMKX2jei6hU2Y+1fendT4t9vn3fbQ1isgcdK7/v7Z9j/hBKKByr1+Ozi/ywpTSk9VTTwFYWD0ekeaoMCU4Jgu1Tub30bFmhlkhHYXa74jIr+yr9Q3TZZ3vrtzuq6QKwWH/PZ+/AmBDSukh2jYl51M6SsN3A9gI4GZ0vKgtqUA6BsCwdMw+X2dK6XZ67mAAvwvgm/SSs6uwyI0icuK+WOMo6/xodX9+UkT6qm1Tcn965xKdH/9vpZSeo21jOpfxgzAKInIIOm7Y+9SJRmXd7Bd1u9Y6ReTP0env+Hy16UkAR6aUXg7gjwH8z8qymKp1fhbA0QBOqdb2X/bVWjyc6/4W5N7BlJ3PlNJQSukUdKzrMwC8dF+871jR6xSRk+jpzwD4bkrpe9XfdwF4cUrpZAD/DeOwdidonZehc15/GcAAOn1WU8Yo51Lfm2M+l/GD4FBZL/8LwOdTSl+uNm8Ydg2r/2+stk+ZBIexTojI7wF4PYDfqX68UIVgNlWPV6NjVR43VetMKW2obvK9AP5f1GGh/fF89gL4TQBfHN42leeT1rAFHYWAs1FJx1RPdZOOGf4cw9IxU7HO86t1XA7gMHR+SIf3eW44LJJS+gaAg0VkwVStswohppTSbgD/A/vB/anXCADVOToDwNdpnzGfy/hBMKjiq1cCuD+l9F/pKZbg0NIcb62qD84CsJVCS/t8nSJyPjpKtG9MKe2g7YeJSE/1+Ch0pEIemcJ1ctz1NwDcWz2eEkkT57oDwKsBPJBSWkf7T9X5PEzqyrFZAF6DTr5jrNIxU7HOB0TkHQBeB+AtlTEwvP8Rw7kNETkDnX+jJv2Hy1nnsPEn6IRk+P7cp993a43V029GJ4G8i/Yf+7lMY8x0/6L8B+CV6ISDfgzg7uq/C9GJu34LwEMAVgIYSHUFwN+jYyH+BMDpU7zOtejEOIe3DVeY/FsA91Xb7gLwhile5z9W5+vH6HzJFtFr/rw6nw8CuGAq11k9dzWAP1D7T9X5fBk60jA/RucfqeGqp6PQ+eFcC+CfAfRV22dWf6+tnj9qitc5WF3b4XM8vP3d1fm8B51iiFdM8Tq/Xd2f9wL4J9RVPvv8+26tsXruVnQ8Gt5/zOcypCuCIAgCABEyCoIgCCriByEIgiAAED8IQRAEQUX8IARBEAQA4gchCIIgqIgfhCAIggBA/CAEQRAEFf8/+5VlIo6Qn44AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist2d( np.tile(range(512),wave2.shape[0]), wave2.flatten(), 100, range=[[180,380],[4000,16000]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "thr=1800\n",
    "plt.hist2d( np.tile(range(512),wave2[digiph[:,5]>thr,:].shape[0]), wave2[digiph[:,5]>thr,:].flatten(), 100, norm=LogNorm())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base  = wave2[:,:50].mean(axis=1)\n",
    "\n",
    "filt = digiph[:,5]>2000\n",
    "\n",
    "plt.hist2d( np.tile(range(512),wave2.shape[0]), (wave2-base[:,np.newaxis]).flatten(), 100, norm=LogNorm())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   22,    85,   115,   165,   190,   261,   262,   318,   356,\n",
       "          441,   457,   474,   476,   576,   698,   854,   914,   929,\n",
       "          935,   985,  1060,  1096,  1184,  1211,  1241,  1288,  1292,\n",
       "         1314,  1417,  1442,  1454,  1486,  1613,  1689,  1743,  1805,\n",
       "         1910,  1953,  2017,  2181,  2208,  2426,  2478,  2503,  2512,\n",
       "         2619,  2624,  2663,  2689,  2750,  2794,  2840,  2867,  2941,\n",
       "         2966,  2986,  3029,  3077,  3086,  3115,  3158,  3192,  3199,\n",
       "         3266,  3298,  3303,  3307,  3345,  3352,  3522,  3570,  3693,\n",
       "         3721,  3749,  3784,  3838,  3867,  3922,  3923,  3932,  4011,\n",
       "         4105,  4129,  4176,  4180,  4220,  4287,  4344,  4369,  4375,\n",
       "         4422,  4460,  4529,  4555,  4618,  4638,  4649,  4653,  4686,\n",
       "         4813,  4913,  5111,  5120,  5131,  5192,  5429,  5441,  5469,\n",
       "         5702,  5723,  5782,  5791,  5811,  5852,  6004,  6009,  6120,\n",
       "         6215,  6264,  6324,  6347,  6388,  6680,  6751,  6880,  6919,\n",
       "         6974,  6983,  7102,  7136,  7398,  7415,  7505,  7611,  7637,\n",
       "         7663,  7902,  7928,  8071,  8084,  8087,  8144,  8284,  8288,\n",
       "         8328,  8376,  8478,  8508,  8550,  8552,  8578,  8592,  8672,\n",
       "         8676,  8750,  8755,  8825,  8891,  8952,  8967,  9012,  9038,\n",
       "         9089,  9116,  9144,  9155,  9205,  9207,  9221,  9263,  9315,\n",
       "         9318,  9331,  9350,  9361,  9573,  9786,  9810,  9842,  9911,\n",
       "         9987,  9997, 10003, 10009, 10041, 10126, 10138, 10174, 10364,\n",
       "        10378, 10410, 10427, 10511, 10522, 10543, 10599, 10667, 10747,\n",
       "        10748, 10819, 10832, 10861, 10940, 11081, 11089, 11184, 11207,\n",
       "        11251, 11352, 11376, 11470, 11486, 11511, 11522, 11552, 11569,\n",
       "        11666, 11692, 11695, 11792, 11807, 11869, 11973, 11989, 12028,\n",
       "        12033, 12039, 12078, 12112, 12227, 12312, 12382, 12397, 12567]),)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(digiph[:,5]>2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Baselines\n",
    "\n",
    "base  = wave2[:,:50].mean(axis=1)\n",
    "peaks = wave2[:,180:450].max(axis=1)\n",
    "area = wave2[:,180:220].sum(axis=1)\n",
    "ampl = peaks - base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1041,), (1041, 512))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base.shape, wave2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "baseline RMS 21.249661466002962\n"
     ]
    }
   ],
   "source": [
    "plt.hist(wave2[:,:50].max(axis=1), 150, log=True)\n",
    "plt.show()\n",
    "print('baseline RMS',wave2[:,:50].std(axis=1).mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(ampl, 80, log=True, color='blue', range=[0,16000], histtype='step')\n",
    "plt.hist(digiph[:,5], 80, log=True, color='red', range=[0,16000], histtype='step')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(area, 150, log=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.signal import butter, lfilter, freqz\n",
    "\n",
    "def butter_lowpass(cutoff, fs, order=5):\n",
    "    nyq = 0.5 * fs\n",
    "    normal_cutoff = cutoff / nyq\n",
    "    b, a = butter(order, normal_cutoff, btype='low', analog=False)\n",
    "    return b, a\n",
    "\n",
    "def butter_lowpass_filter(data, cutoff, fs, order=5):\n",
    "    b, a = butter_lowpass(cutoff, fs, order=order)\n",
    "    y = lfilter(b, a, data, axis=1)\n",
    "    return y\n",
    "\n",
    "\n",
    "# Filter requirements.\n",
    "order = 5\n",
    "fs = 1       # sample rate\n",
    "cutoff = 1/100  # desired cutoff frequency of the filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter parameters examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12633, 512)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base = wave2[:,:50].mean(axis=1)\n",
    "wave2f = butter_lowpass_filter(wave2 - base[:,np.newaxis], cutoff, fs, order)\n",
    "wave2f.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "event=115\n",
    "\n",
    "\n",
    "plt.plot(wave2[event,:]- base[event,np.newaxis])\n",
    "plt.plot(wave2f[event,:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "selection = digiph[:,5]>1800\n",
    "ntot = wave2[selection,:].shape[0]\n",
    "fig, ax = plt.subplots(2,2, figsize=(18,10))\n",
    "ax[0][0].hist2d( np.tile(range(512),ntot), wave2[selection,:].flatten(), 100, norm=LogNorm())\n",
    "ax[0][1].hist2d( np.tile(range(512),ntot), wave2f[selection,:].flatten(), 100, norm=LogNorm())\n",
    "\n",
    "ax[1][0].hist(wave2[selection,250:350].max(axis=1),50, color='magenta')\n",
    "ax[1][1].hist(wave2f[selection,250:350].max(axis=1),50, color='magenta')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Subtract the baseline and **filter**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1879, 512)"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base = wave2[:,:50].mean(axis=1)\n",
    "wave2f = butter_lowpass_filter(wave2 - base[:,np.newaxis], cutoff, fs, order)\n",
    "wave2f.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Differentiate** the filtered signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1879, 512)"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wave2fd = np.diff(wave2f,axis=1, prepend=0)\n",
    "wave2fd.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [],
   "source": [
    "area = wave2f[:,200:320].sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(area, 200, log=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "event=66\n",
    "plt.plot(wave2[event,:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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u0HwSCvulLfrXiCbTLmSt6F+nYYuCYWSAuKJ/jRaVs+geIw5bFIxMoaXtwIGatpSi8jcIPWj5oesmZ4NxcUXctDkjrU188Ad+wrO7L69t96hxLDkXTz636KZCmnb3MWS56F8nsNwmWcMwDKONMU3ByBQ6tDKJIDLpik0tn0vaZLPlLFLXDWYhK/q3tNiiYGQbCutks1CSg1KbgTiUNTdTDN5jcxVHPtUrlVElraOUH2hcDmOh+VbRTuc4s5B+cGappETWiv51ArYoGEYCgU27wSY+rabVdvYsl8MwWo8tCkam0CaRQOq97uqaZD/PzEQOWv1QzdN2ibSGwrNngnGsHSR1eWskEavneS/18xzqzYNpJLGNtZ92TxRLSlY0lgZbFIy2J8mPoHMJVgptkokr/bycfYm7wfZuWk7rsUXByDRxCWVpbflA+EBnqXx6T3iMwuEjtW0uvucGdfk9T9oidUn9i4M+ESpMNu4YnWp7T9vz2mgcWxSMjiIuyWu5aaTNZiO02vyT5ZISVvSvNTS1KIjI/wbgfwXgAPwQlZ7MWwDcA2ADgKMAfs05NysifQDuBnAdgHMA3uGceyY6zu0AbgNQAvAbzrlDzczL6Cz4xz3vIRoTfcRJXgvB2oaQ9MmaAQCUb77Wv6CWm2kXoIWihdIkpfExnKromqfSHmkXC9ZksmCvj0tsa/eEvCzR8KIgItsA/AaAPc65KRH5EoB3AngzgE875+4Rkb9C5WH/2ej/C865q0TknQA+CeAdIrIn+tzLAGwF8A8i8mLnXKmpKzOMNmE5tZe4EuDL6cswsk2z5qMCgAERmQMwCOAUgNcBeHf0/l0A/gCVRWFftA0AXwHwGRGRaP89zrkZAD8RkWMAbgDwnSbnZnQg8x6sHJmzbWtD5o649pm5J8JxHCEUlN9WOQsupsCe1l7i8gV0cx92prN/ISlXQi5eStViNG7eWYC/6yzlXrQ7DZe5cM6dBPDnAH6KymIwhoq5aNQ5V80AOgFgW7S9DcDx6LPFaPwG3l/nMwEisl9EjojIkbNnzzY6dcMwDCOGZsxH61CR8q8EMArgywD2tmZa9XHOHQBwAABGRkbcUp7LyCZVqVjH+udVE5t2NJ8sZ85A2nIYWQ75zPLcV5JmzEf/C4CfOOfOAoCIfBXAqwCsFZFCpA1sh69deRLADgAnRKQAYA0qDufq/ir8GcMISCp70ArzR+9Tp2vbs+xYBlCG77nMPRm0up0UXsrEJZHlVS+IuBpO+rxx15+2HIZ+cLZ7Yhuj80KyNPd2o5lF4acAbhKRQQBTAF4P4AiAbwB4GyoRSLcCuDcafzB6/Z3o/a8755yIHATwtyLyKVQczbsBfBeGEdFs2GaaY6aNVKrZrvsa++mkDfnk+TXqoK4+GKWhT3cW3VAosFU0vCg45x4Wka8AeBRAEcD3UDHt/D2Ae0TkY9G+z0Uf+RyA/xo5ks+jEnEE59xjUeTS49Fx3m+RR0YSacpI5C9MxkvbCeGLSWUjgiQ1Dn/lsFiEP6piAwll2tEc10OBezBUqWoyPM6tXhXci7RO2bRd3tqRrPWobieaij5yzn0UgM7nfxqV6CE9dhpAXZHPOfdxAGb0M1IRSNsZi5hZaqoPfK0dJBX240UirjyHHrfQWCO7WEaz0fak7cSlJWymkcJx2sbOfgSW+sNi28q2fzJmf8K5kiT5oJTFYHzdpyQpP3f6fO1+JJ0ryyGfjXzfRgVbFIyugG3K9Zy/K2VzThshs1wPtsWUuchqwb0sl/JYDmxRMDJNI3bvuc2hxJ6jkhWJkB9BRyZVbfkA8No3fbK23UvSvEO6stVJkTRJpSw4DJcjk5I0lKQEOEYXHlzp2lKLoRsKBbYSWxSMtqfRSJyliFqKIzCvrO+PHccmqLx+L6W2ElfKYjGkjUxKew+zqjUY87FFwcgUulREXGip3j/ziz72oe9cWH566pduTHXuON+GbrjT/7iPduEIodxsORiXNkImThviUhZAuDDpntSHv+W1irjIpHmah/LRxEV9tXuUUiNNj7oZWxSMzJHk9GyFdvCat/xpbfsf//5DTR+vHUjSUFqhedQ9XkS7aw6W+Rxii4LR9qQpIjcPlTvQd242kJYZPub0poFUh+cHHRfRAwAMX17zMfCxdYMc1jDyCQ/ktJE0QbtQpSkwaTWPpHPFNQ9qd61Baz/WqGc+DRfEMwzDMDoP0xSMtodNQs30ZGYTCpMkGTWasFXVHhr9gaU1wQRSeoPnSkujZqEslZgwh7ktCkbGiOvJXKXmaI5ZAOrBZp1c0UcO9Z6fTvV5DkcFQnNScbi39r42M3HxPXYMc59oTVLP5zinse4hnbZwYNpQzqQ5JSUUrgR6UcpCt7nlxhYFo6Oo/cgTbOrN0IjUW3tQbm7ckZv2vNVxjdrKl/ohmSWtoVuxRcFoe5LKXHAoJ0uzuZmw+AQ7kHvH5oL3Zravrm2X+r0xqTgcSthpk9wK417zCLQQ9XlOgAu6uilJPk7aTiqJXXrix/FaE1V45T4T+ngF6mTXaGkQNr8tpOWtBFYOYz62KBhtT7uq+GkLyWWZJM2DF5u4yK4s060FAG1RMDKFThQDSccsYc+qrOL+M1O1bR0amr/gJdzAHzAQRvTn3jBS207yN/DDg0te9F8M7fKOtIOgRIXScuKc69oRGivpUnkOAChziQ46r85fYA2FNQ8gvc+G70W7F9VrpLx4J2KLgmGAHnK9jUVp64fkUkrOaTWU5dSwatevFiAg3negF7F2TxzrliQ3WxSMtocl4qSMZZa2CxO6oLXn4tWhtjF00kv9udly7YGuo4Xmhuv/XMoJXdi+cejDtW3WGoBQ2ygO+WMU1IM1bRhuXLQQ+waA8B5y+Y9B1cc66by86DWiNbS7/V77P7opyc0WBaPtWW6fQk0SV47mxbBc9va0D9dWlP/ImmS/lHRyPoMtCkamSIqXnyXTD0fzAMD4S9fVtnNzLnjv0k7vf1j9lP+cjhbqo9IZHM00+IOTwThdjK5K4fCRcAdJ4qw1TP1i2Lhw6NETdY+dV5J9XFntetFLVZMOP9wmX74tGMPXlZTbwItep9jiuzmfoalFQUTWAvhrAFejUi7+1wE8CeCLAHYBeAbA251zF0REANwB4M0AJgG81zn3aHScWwH8fnTYjznn7mpmXobRTiwmka5Z0ha3q2oOzfQXSCstN9Lus1sifdqRZjWFOwB8zTn3NhHpBTAI4HcBPOCc+4SIfATARwB8GMAtAHZH/24E8FkAN4rIelT6PI+gsrAcFZGDzrkLTc7N6BDS+hTmrt1e2566LPQbFAd8EYiBs6G/IT/jt8deMlzbHj4aHp8l8154/8UEnReIl+zxymsCqTqu/DZ/HgCm9/gHd9+Ji7Vt9qEAYSY0F7fT0jvby7kUuR7HZb+15hVX+E4/zOM0h6R8hnakm/IZGi6IJyJrAPwCgM8BgHNu1jk3CmAfgKqkfxeAX4q29wG421V4CMBaEdkC4E0ADjvnzkcLwWEAexudl2EYhtE4zWgKVwI4C+C/iMjPATgK4IMANjvnTkVjTgPYHG1vA3CcPn8i2he3fx4ish/AfgDYuXNnE1M3ssRydlBbatiU1EkOvbTlKxrpSd3uDu1Oc8A383dZAHAtgP/onHtYRO5AxVRUwznnRMTV/XQDOOcOADgAACMjIy07rpEddGggO1G5o1rp8r5g3NApbzKaWZvuz153ZBv47w/Xtjlcc+C50BzFDtuBZ8b8nJS5p3jFppo5SXdDY7iTG5ujdJLbvMS+iLQmHT2OQ3L13DnRLanoHZuqksI6045rB5IKAHYCzSwKJwCccM5VfylfQWVReF5EtjjnTkXmoaqh8ySAHfT57dG+kwBuVvsfbGJehpEZqpqDziZuBe3u4E37QM2aJJ71on8NLwrOudMiclxEXuKcexLA6wE8Hv27FcAnov/vjT5yEMAHROQeVBzNY9HCcQjAn4hINWbwjQDCWsSGEYfqsFalMBX2Q2YHbWEilHonSatgJ1txMHS5Tf6y1xwGv+q1Bj0HLrjHxfZ4DkAofbPjVmsK/Jqd3bokNifRaS2CSVt6gkNyg9IYCBexxCS3mGKG+ho5nDZpXLuRVJQwqzRr1vyPAP4mijx6GsD7UPldfUlEbgPwLIC3R2PvQyUc9RgqIanvAwDn3HkR+WMAj0Tj/sg55/sKGobRNGkb5LTCf9NoIbmqRrBQs6BOThxrB5paFJxz30cllFTz+jpjHYD3xxznTgB3NjMXo3NhaVObEjgMk0M3dXnsOeplkJsNtQiW+lkbKKgkt3KPf1xxeYi+//HdcMKkOXC5jTnVTyGuyY5GJ6nFwdoBFwRkn8S8z1Bf53pSbvXe6/s+tWtNbZuT3OL8GkD6sE5uFtTuSWOpixJmiE4KgDA6FJZe290JmRXSSuWtoBGfRdr5tbv9Pmv+EMAWBSNjzIt0Iam8XPCPkPFdA8EwR+6BdUfPhcekYwye9plsMxuUzZ40hbkhf8CyilICgG999XcAhCGoWkMJtAMqgqcXPtYwuIGPhn0KrKHo5LrBY6O1bZbKk/wLSclm49f7+JHhR44H4+I0B328OD8Czw9YuHzHSsNzyqoAY4uCYSwBr3zHXwAAhlZ4Hmmohp7Wexi0urBfI1pDYEJqc8fzQmTBH2KLgtH2cH2eeZE5ZEcvDvgoot7xUjCO7f4Xf+Wm8L1Rf4zcnJfmk8pNTG/wP525VWGUUn6GfBGkAegInnKP/1yBtJUSwgdwIB1zUxxd6hr16QsVoyAiiq93XrvMmMguIL4M9tgrw6TSoS8/5M+VEKXED8gkP0JS+Y52IKl1bFZouMyFYRiG0XlIJSgoe4yMjLgjR44sPNDIPEkSFxdtm7rM+wAGzoa2d13Qje3U3Pym1O/lJCmGvw2OsuHzTq/vCcbNrKVjkMKy9qmpYBw31pkd9pH/7NeoUi/zOakgXmCXV/kMReoTwdqKbjHKbUv1ueLmp7+r0X/jNYc1/+wjnfScgPrmJO2o1XkBSVpDu1Va5Tly1BewvKYkETnqnKsXNQrANAXDMAyDMJ+C0ZVUHcEA0Jcwrl149S//OQCgXd2sVSm4GSmzESds7TN1opyWq/tdK2g04W8psEXBaHs4qUqH+XGY59ygDxnNrQ1NOhNbN/j3VFIad0TLkTOYTStAfKG73GxoWuk/7z83ebk3k1x4SRgmO3S6fimKSVXMTyiSlc0nul4Sh3+yeULC6hoowI/jDnK8DQCDPyAThzYfkQOdHcjly9cHDzR+0HPoas9EGAgQl2CnQ1fZnMT3YjFO8pUizjlfz5S2ktiiYBhGS2lF1E2rS2dnSWsAVna+tigYmYal6r4xCic9PhGM47IPHIYJABMUosoOaj2OjSOXXuJ7PutzlXu95Nd/zmsDg+p4rEX0TPj3tIOb4bBYAPjGoQ/XtoO2n6Q1sMMYCJPcGF0aJOlcbO7g49fryFY1BfGDnstkAPFamCYuka0A1Vb02TO18y5nO9S08HXMqze1wlqOLQpGW9JJjXWWEu55sNRRIxyltZwGj0ZLRdT+htRDtp3s92moLWpksquyFKU9bFEwMkH1j1+bJlzeS8SDp31I5cSOMJe4b9RLwTqElLWDGfJF8GeAMFyVufCy4eD10Km5uuNmlJ9j1U9pvtu8JsPJdAAwN+S9B7NrvN9k8LTSAHpzeODrlarzwWJRRzOomiR48S2+IYxSDBLblH9ldn1/TXPgh3ZSYb9AOlbSO4fnJpUbjzueXjiCEhjf/n5sH+p2IOnBvhJaji0KRiZYzgJuWYYXgySq0UwDC4xLoqo5LBS99Zq3/Glt+x///kNNnLFC9UHJeRkLlb+oLn71sqqzUHoijqUoCGiLgtGWxJXLTmq6Uu710uyqJy8E73HyVf/5UJK/eIV/rA2e8VK6lo653WdSOeuLV3vthbWQvtHQpzC1yZ9XSt6PwJoBEF4LF8cb3xk+jod/Gia9VbUGLW3yefkh2Xt+OjClJBbzU5J9Pa0BmO87qKKdp/y5yavWBsdmuNAfw+UvgFAj4MgknTTW7vB90lrOvIirFmGLgmF0KL+w788ALC4PIzDPJZiCNGnzKGrj1KLdCoIFqcEwz3YvxZ1Eq+Zui4LR9nAcN5doAIDCtI4QqqAl1FKfl/q1r4DLT5y51msUOSWU5or+3FLyhpd1T4blK1b/yEujHKVU6o83fuVmvaaQnwmvafTnfY7F8DP+XFozYF9JnnIxZjb04pv3/u91z8umHS7jAYTmGV0Cmx8crHnochh8TM5TqEfVR8APtylVlpz9HElao0zO1i0JPqv/fqgU+VJJ3q1CO8TjtKFmsTIXhmEYRo2mNQURyQM4AuCkc+6tInIlgHsAbABwFMCvOedmRaQPwN0ArgNwDsA7nHPPRMe4HcBtqFQN/g3n3KFm52UYhqdqtgFUXsWmZlzNraWqtbQq3LXqE2lU8tVh0VkyJzUz91aYjz4I4AkAVY/QJwF82jl3j4j8FSoP+89G/19wzl0lIu+Mxr1DRPYAeCeAlwHYCuAfROTFzrmSPpHRnbBq3KPKXMys9eaZ4oB30E5dFv5pF6bInKJDQ8m+veWByZrZgePyAWBii/8cH+/Cz6ryFaf8OH4A6yQyNi3NrvaPLpcPzUxDz3kzEYeu6nId/DmZ8mYWNp1p+s9M1cwSbEoCgN77H/HnUuYjdrQPcPy8ygngarJ9o3M153fV31GbLyXszd5yfWyUUvg5bz7iftdAGBpb7ivEZgWzCYZDcrn0SbvC5qRWmpKaWhREZDuAtwD4OIDfEhEB8DoA746G3AXgD1BZFPZF2wDwFQCficbvA3CPc24GwE9E5BiAGwB8p5m5GdlmJZPXalE3Q93hcqstfoWlD/ithcwOJ9/b6gKl/RxQrUXTUjeMFahbSC/2GB3ihF6IZv/q/zOADwGoZu9sADDqnKu66E4AqOavbwNwHACcc0URGYvGbwPg2zOFnwkQkf0A9gPAzp076w0xOhztyOS+yTNr/J9zXuWPOYrynB0IJec4R25hohgrYXKV1d7xUGLnrmyza7w0u/qpsAQEaygchllUSXKs2bB2oIvKcXLdzDo/h74LocecC9/lSELvPxM6zKd+8YbgNTurOVx1hsb1jIfn4rBedhL3jBdrWgMQRj1xyQvN0KMnaqGnrDWUVUkOwJflSEoAy50+XzteMIdbrg/GsdbUjsRpDcDiNYeGFwUReSuAM865oyJyc6PHWQzOuQMADgCVJjvLcU6ju+GHP7eWhGrp2Q2wX6IVngg2z/UnjNPUHvIbkr0PaRP0alrEYuaQYa1hIZrRFF4F4N+KyJtR+U5XA7gDwFoRKUTawnYAVf3vJIAdAE6ISAHAGlQcztX9VfgzRpfCP7SgFIMy6XDSVw/lkyWVihDlrWIt4tzVlOR2oX64K1BZIKpz1PbxuUF/wP5z/mRjLwnLYaz9nm+eHErY4TVyVzb2L2jfCGsOQ3Q8neTG/hBOrtMSZV/fNbVtDjsFQp/C4IXJuuGfQFh8j5MLdWLg9J6tNcmeJfakshncd3tWSfbsR8lRH28dWsvz4xLtvSfDUt6sDfF52xEdujpPU/qnryR+vuFFwTl3O4DbASDSFH7HOffvROTLAN6GSgTSrQDujT5yMHr9nej9rzvnnIgcBPC3IvIpVBzNuwG09103DKS3j3cDzUb6AP5+tld3gYVptGBfu9KSHs20KLxVRF6EyoKwHsD3APyqc25GRPoB/FcAPw/gPIB3Oueejj7/ewB+HUARwG865+5f6JzWo7l7CCJEVPIRS8EDZ71EyDZ1AJhZE+9EZc2hZ9L/HnKqhLXL+WOwxA4gsI+zZHZ+j9c8Vp0MHR08xzVPjvv5qCglTsSbXeO1Bi6oB4TSPCfAaV/BpSt8scC5Vf4x3nNpvmb0T1/5HQDzpc0ZMt1w+Q8gLM0Q5ytwyqmtfRHV+6kfuAwnNepy4KxRlulc9SKxvvXVyjUGETy6iCBFWLHWMHhsdN7x2n1RWKhHc0tEHOfcgwAejLafRiV6SI+ZBlDXBe6c+zgqEUyGkUlu+tVP1baHE8ZljRvfU7mu1QuMY9j30Oi9eNXb/rypzy+GqvmvVRkbWS6wB1iZCyMDsORcVMlWbB/n3ISiKinRM8F2dOVvWEX5DRu9JNk7HgyDIyFz9CrvGmXtAgDGdw3gof/3twCE0ufZa8NHaw/N/fzV/vHHzYIAYPiR434OFJKp23sWSHlhDYAjoICw5HZx0GsXhanwvBxFpRl4zvsUdJlyhm34STkRE1tJy6HSJUEJbACFbT7KqLQu9DewhsIaBhfVyxXjI7amtg7GlgPh75GvXRfsi2srmiVsUTDaEnYu677MWeCG91Yk7HULjOs2ljIngk1cun91Wqpaw9CjJ8I3FpHPwOj+H1nQHGxRMNoezk0oTIWS3sTl/k+YJe96jW6q0S06Wohj//PTfrsUBvdASJAOSl0Phg+4PBW3Y9v05vueCcaNvdLn2sytI4l1Y/hIm3zLrtr2wAv++gdfCO9FmTKaufge+0IAYOoyagNKfgS+l0CoeYzuDrUS1mbYf6Ft9lNb/XfHGkCu6IL2ngx/P2PveUXwntbyqpnP2ufBGkbhCXpDZVzn5vx85xICBjifgQWWgjrexRt9IOXqh48ji1hBPMMwDKOGaQpG16A1BGNl4cRALjcOyu5eiFe8u3KMhfo4tIJWtMasXvPQyenEcXGZ9MuBLQpGW8LJa+zku7Qz/PmzyYh7EugOXRxCmdc9GMjZuOYn3mbCZhYgNBOx+aTcG5pnJi/zx3v+Bm8+Gdx1RTCOw1r7Rv1n4npBV47tTUvawd0zQb0GKEpUyuG4mTX++Pk5P/fhE6HJjZPmtFEhCGWlpLnesTBUl0NDOYGQy5NoBo+N1sI6kzq5cXiubmrPHeU4KU/XPtLJbFV0qY3esfp9t7n/MxD6EEb/TViKRydNtiu2KBhtCdtt6/XVNTqbqlY3uMC4doAXrla5z2vJgDOhcKOzlZcCWxSMtodDUlkbAMIOYyWSPrmkgkaHWrIjdm7If05Ldlxkj8tUl5SmsOYZ/0NmaXtiUzhuYpMPa+276K9j+HgolbLmsOZpL4lf2h6WnmAtov98fImO3nFyDNOx9X3h5LgZVWeIi/ZNbqaS4pOhk5zvE3fJ05oCh3bynCavWhuEibIkzgvGWJ1aVN/+4m8DSO68lnvwUb9NTuOSKiESlCynbnC6rahbvSo2ea2WAY8w0VAXNozrQ71c2KJgGEZbE7QMXcTnqol3a1s7nQWpFeL77w+Hb9x8bdPHjvNraLNYM6GvtigYbQ+HpM6sDTUALlvNoaVjL4pvV697L3P4KkvLXCxOw8lWujwES9EDZ/2x137vYjDuwnW+ZPckaRHlvJJmqdyGrPeSeE5pMqzZTGzx4/IzoXbF2gaXCZFyKL2PXeXDUHWIrwQlQMhX0KuTBv294c/o3tpTl3nJnAsF6l7b3LSHpfw13w6G4fxrvf8md9o7sXtPhw/M4CFLfokBhH4tNhFxmfOxn1PNh6bDe83kHny0bkVV7Tfh5ktDx6mYny69sUTYomAYRleRtgR4kHi2ujXxTWzKWkr/QDNF+mxRMNoe9g/ohjacRMZ2apaGAaDned/ghgupAcDoS32JCU5Q09FHfK7CpB9YHAy1Fy6HwZpHqX9tMG71075Qncv5x5NOhnOOEtHIZF+el1zn59c3Ru1HV4fH4xIdHEU1/HTYBIhLfY9dqbQXbvZDEWDFvvBc5QJpNqQp6IQ6jsTipkc6UoyTF7kwHVRRvnVHvbZx4TVea+DvDQjNLmUKaGDtAgDk4qW6JhldKpxLfkz+8o3Be6uenUA9kh7Y3HOCmxRVSVM4cLHYomAYhpECdhRzVdxGiW0RivQ+garWs5Aeo8ttJGGLgtGWBE12uPXjmlAq51h9bqWZFH0kk7OBdMbhrxMUxVLq0wGG/jVLvbrdJcOawsUdKrqHInPWHPNz50gXAJheW/9aWELXsLbSP6oK3dHxJjZT4bxVYU1SLqMx9Fx4jaxFFQf8dXBkExB+X7OU2+DUJRX7qDAfKXnahzRxub83XAxxbii8Z/2UH9E77q9jan0YHVWiXIL+c2S/3xTmKejyKlWSTEC66B8XPVz71JQeXhcuBZKklcxt9ssCa8VARctZDLYoGG1JINkkdN9qlFa3ljS6i2qp9HX/+Oy891pR9K66oHDS3HLVJLJFwWh7OIGnkBDdwbH0umkLx8FzZi0QVmFd8+2f1rZ1K0g+PuczcMluACjT4dlmP/h8KG2e2+OPN77DR1gNHw/HXfaoj1qaptLh887LL+k2sYQOqGgk8VL+rGpExE2ApBSeq/8CFRGk3BGdjc3Xz6W5dROkIgWLsU8lr/JSVj1HUj8VDpxeq/wwOe9w4QiwgdBVEESKTWyhfAulhXGhP+1DiqNarK8K2/05aim/aUcwjgsMMtrPMUxF+liLmFRlQsp5VatXFYCdd57ktw3DMIxuwjQFwzCMFlLrNf3U6fCNFoW1Mq3oja1peFEQkR0A7gawGRVl9YBz7g4RWQ/giwB2AXgGwNudcxdERADcAeDNACYBvNc592h0rFsB/H506I855+5qdF5GZ+DoB8QONd3joP8ChYZyF631YfIaJ3rpZDNW5fvPhZ204mr+sylAJ1ixqYEdrdpJvvpZPykuMDe5KTRvTVzu58RO4/4LoZmJTVrcl3jodJh4NrmJOtSRQ6U3zK0LQlx1KY+p9Wzi8dv9o6HZhZPZ5vL+umZXhccLQlwpeEAX82OTEb+XK6qihJQMOL3Wm+mGTof3rOcSv46fXy/5ajl8lntiAMkJjxzWGte7GqjfRxoIfxNAmNTJiW26Z7YuUbIQzWgKRQC/7Zx7VESGARwVkcMA3gvgAefcJ0TkIwA+AuDDAG4BsDv6dyOAzwK4MVpEPgpgBJXF5aiIHHTOXZh3RsNYZq5/n++9XCBb/Jp6gw1jAWpaxArPI4mGFwXn3CkAp6LtcRF5AsA2APsA3BwNuwvAg6gsCvsA3O2ccwAeEpG1IrIlGnvYOXceAKKFZS+ALzQ6NyP7BL15X+KTgPKqgnGpX4eNVtjw3XPBay4dML0ulMR6L/mH/cUr/M+Vpdd58yMprXdsLqh/H/TzPeN/YjpMttxDXb9IU2DtBwhDY6c2sEahrmOs/nwvbQvVK3beDp2O7yDH5+1Tx85zbiB9bPIy7fAljYI+w/ccCB27HDKrS3nEaxHh8QZe8K8nLvcawOjPhFpY77h/PXjGn2zNT0Jp++IVXvOc3k1hsaqEyOTlvbQdahHcGzuudzUQahHj13sndFmFKgc9KBCfBLfYxLaW+BREZBeAnwfwMIDN0YIBAKdRMS8BlQWD+9OdiPbF7a93nv0A9gPAzp076w0xjBXhuv2frm1vXMF5GNmEQ6SHE8YlUS0AOPh8KDnFVwGrT9OLgoisAvDfAPymc+6iUIibc86JSLy4tUiccwcAHACAkZGRlh3XaD8K27bWtlkbmBtQtl6qHMChh0mFynQzmUtbvSTdS/6G3jFls1/lpcoLP+uN8bpkw6UrvA+E+/TqENfiQP328jpprkS2hhwJsLli+BPgz3F4al6Zufk93tZNe1gSZw0FUMln9DEOVa3M0W/PUMgr+ySAsNnP0Cl/33WIK/uUeib9dlH9XfDfCfsR8rOqWdCQH3dpG4W4qiQ3vhe9E1zWIxgW9NrW2hUXUSxMKucYwT6GgTNevZpdE37m4tX+b3x+oqVnZvvqwDcm8iexY4EmFwUR6UFlQfgb59xXo93Pi8gW59ypyDxUzeE+CYADcrdH+07Cm5uq+x9sZl6GYRiGZ+S2Ty08KKKZ6CMB8DkATzjn+IwHAdwK4BPR//fS/g+IyD2oOJrHooXjEIA/EZGq0feNAJovLGJkGo604CJr2oYbZ/fnBjEAkL8wGbyOs79WM1WB+clhXCyvEBxetbskm/jJX9lFcw3PxcdjqVJf0/pv/DR4XY1g0WUUeL587LJSSFg6LpMWoktPcCnuDY+F95O1nPHtXoLVPgWJMfvrYn49pPFd2k6luBNiLafX+XNpewRf/+xqbgMajitQtQnWQmaVDWfVKSq8SJFdutWaxGhGADBLwUN9Y/FtVWdXU2kQajmaVJab4e+jEZrRFF4F4NcA/FBEvh/t+11UFoMvichtAJ4F8PbovftQCUc9hkpI6vsAwDl3XkT+GMAj0bg/qjqdDWOpCMpckIqOXe1f9OKaD1T8FxYBZSwFzUQffQvxLUlfX2e8A/D+mGPdCeDORudidB4c3RPsV/HyHKvPbQx1b1uGI5E0HIM+N6zLV/hzcwvFsME94HJU6ps0AFHVC1i65VadPZPhNY6/fVdtmyN4tCbTe9GfgKVNrQFw5A9HHM2p3Cop+feevy6MfGEJe/CsP2/PlJKOh7l5EL2hhN6ZtX6bNaoeVW2aI6e4jLhunco+Br7+PpVHwVJ6eC/Ud7CdDkKH0LkdXKRQa2j8uCzR7dTNjahSelD2XGsUQ6f83/gwlWHXzXi4WVIarMyFYRiGUcMWBcMwDKOG1T4y2hJO9NLmD0ZXQ42DK0cGPgQAU5t8qCB3b6tXsqDaXCWugToQmonWPekT87lSKxCGWw6c9aYBLkMBhGGeYX8CVdWUHKo66YuZpTBKDkntGw3HFcmCp5MGZ8mhMbOeks3CW4u+MToGz0kZntlMxKG22lk7Q9VQufSENkcxHJLLzmkAmCXzDJvEdJVUl69vBptRlsjpjfFO6J5xv81mRV2dtofMewPP1a+YCgBjV3qH8vgOvz3PTFlO56CuYouCYSyCqoO6/d3RhtEYtigYbQmHPHJiTk4pBtxliiXxnCop0TNejG2hyFI/ayg6uYwLlbF2oevfsybCxfJ09y7uuTu93kt6ukQHXxdL8zqxS4osfXJxN9VPYbp+eGUx9CWjQFG8JZWk1U9T5BBaDncFQm2DE++09leiVXaWggnyYSQshk/6e3ZpG2koSpPh47v6OYLzxvE15mfipfciJVPq8w6+4OenEy0nN5O2QRqpUxpFiRL7dBJdOCe/zaVRdCKb1igXwhYFoy3glpgAgFuub/k5OAyVManfMDy2KBhtSXGAfAokLPWfCaVt9hVwyGif6ks8szZdQk9utlwrbjdvoXrlNamOwY3YC0Dd7lhVqoXQuCm8DpmN68QlqswFl+FgDYC7nwFAYZpCSMknozUj7i9dUBI7lx/ngnPz5kinZq1BJ5HlyZ7P2mBJaS/n9/i/Cw5D1dI2+xHYb6KT3PKkDQUJayp5jcNze8cRy6Wtfn6FMF8yKMvBpUu0D4C1D76uopJe+N5cvKL+70UfIw22KBiGovqAblVoXlIjlKr2stiiZYaxVNiiYLQFh8tfDl6/4t1/UdsO7L7Kju7yVAb6pBdndfJaYXw2KE8cB0vsSZqBPj4fm0sVcxLe7PpQ7NW9oqvo6KjikP+Z8md02XC2YXO0kC4Wx1LvxFV+Tr2q+VBhknoqrw3ve5mioAbO+XF9o+F9YW2DtZdLW1TRP5KCg17TSsrNxWgAepxOxKudp1+VSRmq7x/Q0jv7NuaG6A113iDxLKzJGEQtcRJiWTVXmCvUH6e1nGkqx8tak557UvRePWxR6BK4Rjswv2JnHOx4zc2Sk29n+IBjZyY7HouqRj87xNjhuYpCNwEAqsppK3jtmz4Z+15ch7W0vPIdfhFbnTDOMNodWxSMtmRyIzeg8fvXHgslUY6yYYrDofjFDW2S4IVPtzFkn8X0ei/a9o6rRivk5yhRlIlux8kx+K5AbSZVhBXb87lERUlLmBRlwjX1dLmFKY5ooSmxH2ceSkple/Yklw6XcFJBFFBMpI+eB89XS71sVw8i0dT8dFSQP2C8gb04GB/PPxez0otqAzpPnI85fm6Wv3tVspw0OdaEkwiOocpmoDc+16EetihkgKREqXFVwI3Dz/ihsRVGEj/zF5XqqC9a4XkYxkpji0KXcIJKOGtY4uqZCCUTtlsHNlGV7JufqZ+hqSMfRq+i6BESYM5dHfYrmxuuL/k8f4MKW6FhZ6/x9vskCWteiWiax0/2+UU2P63s3mSPDuPgVUGzfH2JW0u9vKM05I3CMqc+z5dCEqG+t3FlqudJjvyy35/XqfNKgSasT0ZNcYL39G3P159vcGwA4OY3NA+dmR1oPSQB6++bFQJHb+V6wwO6Ip2XjiE5ldGs72H1Iz3hdfC59DH6e6h5UIl+B0q7yOf9Mct008ol5deh10nnzet7vQBW+8gwDMOoYZpCi2BH7sS124P3dGnlKjqDlKNE2Ha6pfnpGYZhpMIWhQzw7N6wt0C5j5yNKsTOsTrLWqPWflkdZhVfOaVY3XZz7KDUra5I9ebjlcITs2qbo7myygwAqwa8fWpqxpuMysqMwWp9ucgqOeLRTklSr3t6KJmrFC7mrFb3FKiPQz40SZSpXVgxUPHV3Gl7iI5XVGaCQn5x6j8Q3s9cgvNzoMd7ZGeLqqwH2ch61TXmc/74SW3YSzGt01b1hmG3k3PeAcbfMZ9Hw9el/y6YApnphtV5Z+c3PVjwXDn65pLurZ7TYMHf60vFXj28/nnpXPo7iDt3Ud3zVT3hNT+1wDk7blHgLNTiG0aC9/off86/d9JvT/7yjfOO809f+Z15+3SZhBde7v+grlz8VA3DMNqOjlsUVop/+fDO2rZbHcbD5Xv9ayHJp6AcQH00boCkgs39YY2B6WK85BwcL++lXi1xsdSRS6g7zNJNklRViJHoko5dJvVlvlTlNYVJkqq0dMRSYG6eJ5fORVKvPleR3ltV8FLVpIr5jLsWPaec1JfSk+7FcI//jmfL4c9yju47HzuvzltipyRdU09CHe1hincd1/bMBEJpefGazGpVN2NKx9dGlGKbO4bkE+4tH2NVPpSaL1FsbNJvKY6yiloo0L3uUe3g+iiig69X3z8+Jr+nzxX3d6b/LlbpqoIL0DaLgojsBXAHgDyAv3bOfSLtZ6/+0Kdr262yv990qFJRc00/FWXB9vqDDcMwOoS2WBREJA/gLwG8AcAJAI+IyEHn3OOLPdbgNzfXtrcM/Ch47+yMr3J1dmpXbbtceiEYp22/Vfb87g+D1wMUl8kSiJbMWGLg1V1LEgxLPoOqc8l4OV6iS5KYmBLqS5UaljImy2z3jf/MHFXkKiWMyydI+cM5kmATrjduHvq8Sefie8bXO1ZKVz816V7wPPLqvPz983esr5ePn3Q/e3Rd8RQk3edW/y0xg7kwppnvddzvRZN2fnwMvt7Keev3Ak97PE3S9a+h6nt8rxP/fujeptWG5p93Kva9erRLSOoNAI455552zs0CuAfAvsRPzP0I5dMvRvn0i5djfoZhGF1BW2gKALYBOE6vTwCY7/2N4du/6c1Hk85LS9MuXFn7KSQlT9u5hFW2TKtzH0Kb+vmyt7fPkHYxrWrXztLn5kgqmHPh7efVniXCIaUpjJYH646bP3dq3ZjQaSTOhqnPPVrylcDyCMeVYuQLPS7uMyWlnfF5z5dW0bh4DSDpXsTNDwhtyf3iv9NybvE25oXOFZ7Xj2PJWf9dxGkA2pfBGlqgXST8ffMx0mqumiCdUBewi5Gq9d90ku08jrmEv2m+luB3lfDdpPdJNSbZ87nTXiNfR9Jn+Fz6+066T/VoF00hFSKyX0SOiMiRs+cSmtAahmEYDdEumsJJADvo9fZoX4Bz7gCAAwAwMjLicpcfAQC8/n2fqo0Z+NVTte0tg2E3jBemvYR99pKXPienwsiH0qxfWXsGvJS2de1YMG4dOaHX9np74YbesLvGAEmBvPJrG3MQWRJj5wbS2/bTkiSlxdm6kyIh0pI0d5ac+Xq1NsBSUOA3SGlv1pSoM8pYUeWHxGhy877HlOcOjkfbl1RnmVKgXS5O6qsHa29zVIjvkoo+CiXbUPosJ2h5TJz2oaOALqb036RlrlxfKl9dCO3rl+ZV5qtPXE6E1taSIpgGqJ75RNGfNyn6iNEaQNw8tIYyoGvSLEC7aAqPANgtIleKSC+AdwI4uMJzMgzD6DraQlNwzhVF5AMADqESknqnc+6xtJ9/5L/8Vm2bk9fOqyYpOaDWarHVcHOWJy8LNY9zV5Okt4ak8n4lXVM2MRcM6x8KV3qOjuLMWiDMZOUoqF41Li52XeczrKYM0MlifEvLoHAXbev8hbgsTC1dr+rhPAV/3vk5AdS7gaTDpHHz3qNz95M0lzZPQRN3jTrPI/BlUE7Jpbn4bNekLF5+j+97UtbtIEmRl4qh1Bz3ndZ7HXeuoquvbfD1AsB0qVB3nCbuvXmZ7jFZ0fx3BYT3Oum8cfc9LlIRCDVBABiic0/QeXXWN2eIu4TvINAOcvFacl9hcVFpbbEoAIBz7j4A9630PAzDMLqZdjEfGYZhGG1A22gKrUL3+l0uHvj67Yv+jG6ROX6997UXB73JZGpj6AAkX2hQTRUASmTh4VLx49qPxx236PC6CxQX3ws6QumCeAzXstd16clkFhStUyU/8lSIjx3/83sDkFkooW48q+FJtfJ7+ryqXdL16/mG0iHmmRCC1/ULAAJAmQsMstlF1xrkAoM0V12Ijq+Lxzl1HcHx+V7oexs0QNBVBGOOl9K/n+tT5kv+HJ02uOcIr5GvX/QlxsxJVN8FffzaR1Qhx+DeJIrSfLLwnRz3SYj77ut9sLo3oThg8B2rj+d7FxepaZqCYRiGUaPjNIUscf/xOxr6HDvTgdZqR2+6/g+D1+WjvlRI7rqra9sXd68KxpV6qRdEH/eYDY8/fNJLRZMb8zROOQrpZS91g5teG46b5d659JaKPAxak86L6mTJlH4RPaqOWFzUrY5qDCIK6ysNlZcxvz5dlaBMx+c+v/M6yFG/YO5RnOBnDkqv605zgcKjzlXucXUH6nsUjONj58OghZ7xxhIF60whmght0pz0d8WVtPm71xozawqxHe4QdjHUc+J73RPzXQFhj+6kCGSp/xXM+7tgbT8NpikYhmEYNUxTyCBL6Tc59MhHW3o87TcpXrGptt13Lv5z5V4KL52lgmZqXP6Cd7CU1iUXN6uGI2ttaOwl/qjsk+kbC8Xe2dUUXkm/HJ0bxJJpbo59MqHENrmJyp/4CiLz+hLLhN9e9VO/XQjzvwL/DUuLPZfC6yhM1Vd5Ll4RSu8spWoNYOAFOhfZ6ecGVVly6vHNcyoOBcPAOW4J1TZCDYDG9Y0qX0EPJQaSdjCn/kQoAhmcT5eb09fht3smyU+koj056rhcUMege8Pz5blqpEzlK/rCcWX6ulgTFjWnXEx/6ThMUzAMwzBqmKZgLCmN+k2WkiRt6A2v/njse8OPnAleL/ba9r4sTJwcPO3F1pkN8Qlr5Xx9SW/gzEzd/QAwu8aLkdMbwp95cZBKVJC0uf5fQicKa2hJxy/1UcmP6YTCeRNUEntOlRF//lLw+muPxX8PVfi7mtoUOgv6Rr0KUBgPVbm47z/w1anEV2bycn+uUr+KjqLLys+F96J/tL7UnyvF3zPWrvpGQxWKz8XXq7+3pL+tepimYBiGYdQQ5xbnmW4XRGQcwJMrPY8VZiOAFxYc1fnYfbB7UMXuQ/I9eAEAnHN74z6cZfPRk865kZWexEoiIke6/R4Adh8AuwdV7D40fw/MfGQYhmHUsEXBMAzDqJHlReHASk+gDbB7UMHug92DKnYfmrwHmXU0G4ZhGK0ny5qCYRiG0WJsUTAMwzBqZG5REJG9IvKkiBwTkY+s9HyWEhG5U0TOiMiPaN96ETksIk9F/6+L9ouI/J/RffmBiFy7cjNvHSKyQ0S+ISKPi8hjIvLBaH+33Yd+EfmuiPxzdB/+MNp/pYg8HF3vF6Me5xCRvuj1sej9XSt6AS1ERPIi8j0R+bvodTfeg2dE5Ici8n0RORLta8lvIlOLgojkAfwlgFsA7AHwLhHZs7KzWlI+D0AnmXwEwAPOud0AHoheA5V7sjv6tx/AZ5dpjktNEcBvO+f2ALgJwPuj77zb7sMMgNc5534OwDUA9orITQA+CeDTzrmrAFwAcFs0/jYAF6L9n47GdQofBPAEve7GewAAr3XOXUM5Ca35TTjnMvMPwCsAHKLXtwO4faXntcTXvAvAj+j1kwC2RNtbUEniA4D/B8C76o3rpH8A7gXwhm6+DwAGATwK4EZUMlQL0f7a7wPAIQCviLYL0ThZ6bm34Nq3Rw+81wH4O1TqpnbVPYiu5xkAG9W+lvwmMqUpANgG4Di9PhHt6yY2O+dORdunAWyOtjv+3kTq/88DeBhdeB8is8n3AZwBcBjAvwIYdc5ViyXztdbuQ/T+GIANyzrhpeE/A/gQgGrVtw3ovnsAVNr7/E8ROSoi+6N9LflNZLnMRdfjnHOiG/V2KCKyCsB/A/CbzrmLQg2eu+U+OOdKAK4RkbUA/j8AP7uyM1peROStAM44546KyM0rPJ2V5tXOuZMisgnAYRH5F36zmd9E1jSFkwB20Ovt0b5u4nkR2QIA0f/Ves4de29EpAeVBeFvnHNfjXZ33X2o4pwbBfANVEwla0WkKtzxtdbuQ/T+GgAJbY0ywasA/FsReQbAPaiYkO5Ad90DAIBz7mT0/xlUBIQb0KLfRNYWhUcA7I6iDXoBvBPAwRWe03JzEMCt0fatqNjYq/vfE0Ua3ARgjFTJzCIVleBzAJ5wzn2K3uq2+3BZpCFARAZQ8as8gcri8LZomL4P1fvzNgBfd5FBOas45253zm13zu1C5bf/defcv0MX3QMAEJEhERmubgN4I4AfoVW/iZV2mDTgYHkzgB+jYk/9vZWezxJf6xcAnAIwh4od8DZUbKIPAHgKwD8AWB+NFVQis/4VwA8BjKz0/Ft0D16Niv30BwC+H/17cxfeh5cD+F50H34E4P+I9r8IwHcBHAPwZQB90f7+6PWx6P0XrfQ1tPh+3Azg77rxHkTX+8/Rv8eqz8FW/SaszIVhGIZRI2vmI8MwDGMJsUXBMAzDqGGLgmEYhlHDFgXDMAyjhi0KhmEYRg1bFAzDMIwatigYhmEYNf5/ssQjd47asyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.hist2d( np.tile(range(512),wf2_flt.shape[0]), wf2_flt.flatten(), 100, norm=LogNorm())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "der_thr_UP = 150\n",
    "der_thr_DOWN = 0\n",
    "# crossing of thr\n",
    "wf2_cross_UP = (wf2_der > der_thr_UP) & (np.roll(wf2_der, 1, axis=1) < der_thr_UP)\n",
    "\n",
    "# crossing of 0\n",
    "wf2_cross_DOWN = (wf2_der < der_thr_DOWN) & (np.roll(wf2_der, 1, axis=1) > der_thr_DOWN)\n",
    "\n",
    "# crossing of 0, after a crossing of thr\n",
    "wf2_cross_DOWN = (wf2_der < der_thr_DOWN) & (np.roll(wf2_der, 1, axis=1) > der_thr_DOWN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1879, 512), (1879, 512))"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wf2_cross_UP.shape ,wf2_cross_DOWN.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist2d( np.tile(range(512),wf2_cross_UP.shape[0]), wf2_cross_UP.flatten(), 100, norm=LogNorm())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(wf2_cross_UP.sum(axis=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}