SampleWork-Gen_DB.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.signal as signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define variables:\n",
    "signal_name = 'Generated_Doorbell'\n",
    "filename = './generated_doorbell_center_8M.iq'\n",
    "samp_rate = 8e6\n",
    "center_freq = 315e6\n",
    "# load data into variable - take a second or two for 400MB file\n",
    "dat = np.fromfile(filename, dtype=\"complex64\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.       +0.0000000e+00j, 0.       +0.0000000e+00j,\n",
       "       0.       +0.0000000e+00j, ..., 1.0000024+7.2191946e-09j,\n",
       "       1.0000024+7.2191946e-09j, 1.0000024+7.2191946e-09j],\n",
       "      dtype=complex64)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what it generally looks like\n",
    "dat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/demo/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:7585: RuntimeWarning: divide by zero encountered in log10\n",
      "  Z = 10. * np.log10(spec)\n"
     ]
    },
    {
     "data": {
      "image/png": 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/6GYcuncHlk48grN37cV1D92J47cdxuokxZH7the6gZcH1w1aFjV3Wofo+jF03HH4RhzeWDRkcW2S4jDLO5DJ77pKsJhsGLJ4dHURxywfadQNN67sx7pKsb6R4AeOPw3X77/bKA8dR/O37aQj2Mb8Jl2mQ4aui8fsOYgDzEf53sqtWLt/W6H7bzl4CxaSSUUWtW5YOvEoli3doNO3ZXFvXj53HL4RK+vbsDFJsH1hDWft3GuUB5D5TbH4Rpoz7huds/eUgmP9W4dVirD+wFJxn+fdpRvuOHwjHjyyAycsH6r4jFpXa91gy+LqZAFHmA8fA245eAsWkw0c3ljE2v3bDPsDmD7jGUwWAbOtZJcHkPG1ASrsFH9mt6lcssh9/nOOO32TGOmO2w/dBAVAgQpZtH147TOuTVIs0KTQBz7dkO5exROOOaPgfeeeQxU5v+PwjTiysYDldN3ZpuI+fCyyqe3P43Y9ptD9nCO7Pbl44lGs3b8NgCmXvvbkjSu3Yjld87ap7PK4cWU/Vu9fxuS4DRy/7XBFnocMXce2n3TYsNO6ztt55zKmZfb6/Xdj4cRVPH7XGWV55PX0tkM3gQCsq8TQAd85cBsOfOee+5RSe7p892iW15133nnqyiuvBAD8xr5X4vDGIhJS+OcPPQcA8NILL8XnL8oO7Nn3/rcDAN657+X4w3M/i9/Y90p84aLnAwBefMFl+McPPbcI96qv/hJu+PiTsPCT9+Gqn3wPfv6yC3H69odwYH0ZX734mUZ6v7Hvlbjj8PF4zPYH8PmLXoCXXngpbjp0Em74+JPwvPOvxp8/66N4+9dfjX/80HPxQ+dfhT971sc2j6COeOe+l+PqB8/AM0+4reDvJRd+peDrx37xq/jjp38a79z38iLPOtxTX/9NXPvRpwAAfuj8q7AtWTO4BYDXfPUtuPXACVjdSLH23/cU99961euxPclOp+Zxfv6yC3Hdx56M4372Tjx/z034/EUvwEsu/Ar+87n6FOrh4h3XvApf+uDzcN4b9+HKv8z2sn/phZfir/Y9G8ddvg1Pf8O1+MvnfBi/fNXr8G8XPwsvuuByQ36/d3APvvuJJ2L3z92OHzzxloo8v/3rrwYAHJ4sGbL5vC/8FiaKcNaxD+D6j59T3OeyuHPhaFGmOr0h4/zLz8fVlzwNL7nwKzi8sYh//fCzC1k8923vBQCc/drv4MDqMm78/h686slXFXzpuqfDPedNX8flH3kGgIznPzz3s3jnvpfj1sO7cfr2hyq8vPWq1+OYhSO47dAJuP7j52D5Z+7Gj5z63SL9551/dUU3DB0v+9e34cnH3oVrHno07vrMmYUsat34ogsux/ue8UlceOUbcOLiQfzhuZ/FuW97L05++a24+d7d2PkvmbF26QadxhN/4du44eNPAlDy/Bv7XokD68vYnqwW9Zyn8dILL8W/3P04HPy7U3HOL1yPv3reB7aAnfZ4xzWvwh8//dO44Io34cq/PBdnvea7eNIxdxc6Uuf98MYi3v/MT+BXv/5a/POHnoPnvOnrOHHxYBHuigf24r7PnoGnvv6b+NgPfqjQDdxOaf33zn0vx6X3nI3Da4tY/4eTimfctnHd8AOv+xY+8dyLtoagFjj/8vNx8XMuLvTniy64HIu0gS998HkFlwDwkn/6Ndzw7dPx2uddVtiFg+vb8G8XP6uQxQuvfAMu/8gz8PifvwF//fw/x5P/9vfxsrOuxe1Hjse1H31KoRu0buR1mcui5k7rkBdfcBne+4xPbRlHoXjnvpfjW488Ck8+9q5Cxu4+eiyuvuRpeOGbr8D7n/kJAJn8PrS2A3uWDhThrn7wDHzn1lPxoid9p1E3vOIrb8X9R3bi3pWd+ObL/gDnvu29RnlovjR/5/zC9Thzx/1G/Rg63nb1zxd250sffB6ATN+/7F/fhv2fOrvQ/edffj5O2rZSsVNaN5z92u/gCbvuqeT9l696Hf7sWR8zdMNF510CICvHr953Fh46tB0/sOf7+MRzLyrK48UXXAYg85ti8Y00Z898wzdw9SVPA5BxqTnWv3XY1UmKuz5zZnGfy6JLN7xz38vx1zc8Ha944jUVn1Hraq0bnvgL38Zjd9xXlMeth3fjuo89ufDhY8D5l5+PU7Y9gm8+chpu+9Rjccarb8JTjr2z4jP+6tdfi/c945OFLAJmW+npb7gW11zyVCPOO655FR5ZXy7sFH9mt6lcsviqr/4S7lw5DofXFnHVT75nkxjpjndc8yqsqRQTRYUscjnlPuPdR4/F7qWDhT6wdcPPXvrLuPmvHo9TXrEfX/h3f4I3Xv5mXHPJU/FD51+Ff7v4WUU4IOPyewf34HE773W2qbgPH4tsvnPfy/HtA6fgb1/wZ4Xu5xzZ7cm9r74R+z+VdRxzuXzhm68w2veas5/7t/8VT9h1j7dNZZfHK77yVnz3E0/ExksexE/vva4iz0OGrmNPf8O1eNS2hwt99a1HHoX9nzob571xHz707I8UOvSFb76ikF8ts+e+7b04/VU34x9++H1Feeh6+qtffy0WaQMPre0odMO+978dP/7lt+NLL/6Tq5RS53X57tHMdPJBpe7rNuF88fpOb+ho4lLf65r3UJ5Dy3SIcHFU97tr3ueJy7prX/jQOG2excwlRxf910U3hKbXFG/omNYGheqG0HfOE5cJTTrb82l18NDRt/7r8q7YZTPUnvvu91EGXdIbIobA5djted9572qDYsUs2pMqdduprunFgs1uT47Rnk/rM/Ztf0Iw/k6nxH3dJpwvXt/pDR1NXOp7XfMeynNomQ4RLo7qfnfN+zxxWXftCx8ap82zmLnk6KL/uuiG0PSa4g0d09qgUN0Q+s555rIuXt86eOjoW/91eVfsshlqz333+yiDLukNEUPgcuz2vO+8d9XBsWIW9mde7flmtyfHaM+n9Rn7tj8hGH2nk7FVeh1xdeF88fpOb+ho4jIJCBfKWd390DIdIlwc1f3umvd54rLu2hc+NE6bZzFzydFF/3XRDaHpNcUbOqa1QaG6IfSd88xlXby+dfDQ0bf+6/Ku2GUz1J777vdRBl3SGyKGwOXY7Xnfee+qg2PFLOzPvNrzzW5PjtGeT+sz9m1/AjD6TidF7us24Xzx+k5v6GjiUt/rmvdQnkPLdIhwcVT3u2ve54nLumtf+NA4bZ7FzCVHF/3XRTeEptcUb+iY1gaF6obQd84zl3Xx+tbBQ0ff+q/Lu2KXzVB77rvfRxl0SW+IGAKXY7fnfee9qw6OFbOwP/Nqzze7PTlGez6tz9i3/QnB+DudEvd1m3Ch03unTW/o2OzpkCFpxMZl6BTyWU2HHCOXdde+8KFx2jyLmUuNhFQn/ddFN4Sm1xRv6Oh7eYNwWb1uE66tfhiTzuToW/91eVfssjmEJWFd0hsi2nDZZKfEnpfo2/744nR9b0yYhf2ZV3u+2e3JOv1CcD8bOqb1Gfu2PyEYfacTyHPdJpwvXt/pDR1NXFJAuFDO6u6HlukQ4eKo7nfXvM8Tl3XXvvChcdo8i5lLji76r4tuCE2vKd7QMa0NCtUNoe+cZy7r4vWtg4eOvvVfl3fFLpuh9tx3v48y6JLeEOHgMiEl9nxa9G1/fHG6vjcmzML+zKs93+z25Bjt+bQ+Y9/2JwCR9esJBAKBYExIoLb6EwQCgUAg8ELslEAgEEwHmekUEi50pGXa9IaOze6ZDkkjNi5DR0Zn1TM9Ri7rrn3hQ+O0eRYzlxxd9F9N3lNM5nc0D+h/pFm4rF63CddWP4xJZ3L0rf+6vCt22Qy15777fY80xyybQ+By7Pa877x31cGxYhb2Z17t+Wa3J8doz4l1hnfxGfu2PwEYfadT242yElKdNzIMfW9sm5VpbPbGbyFpxMZl6GaZs9r4bYxc1l37wofGafMsZi45uui/LrohNL2meENH3xu5CpfV6zbh2uqHMelMjr71X5d3xS6bQ9j8ukt6Q8QQuBy7Pe87713bVLFiFvZnXu35Zrcn6/QLwf1s6JjWZ+zb/oRg9J1OmzoyOm16A0VCAT2p/F7XvIfybKWfYlKT6MDg4qjud0PeG9/TdD80vSHC9+19571LPY+NS44u+q+LbghNryne0DGtDQrVDaHvjJTLyv4u5HjuetbVnk+rg4eOvvVfl3dFLJuGPE4rY3Vxmp51SW+IGAKXY7fnfee9qw2KFQF5arJTII+tmjN7vuntyTHa84A6G2yn+rA/AZA9nWYMWQceBkMJCwQCgSAIUXW6CwQCgWDuIHZKIBCMfqbTZk7HD0kv5qmmmz0dMiSN2LgMmeaY0GRm0yHHyGXdtS98aJw2z2LmMqHSIeyi/7rohtD0muINHX0vbxAuq9dtwrXVD2PSmRx9678u74pdNoewJKxLekNEKJcJTQCViD0PRN/2xxen63tjwizsz7za881sT/bRphoipvUZ+7Y/IZCZTgKBQCAwZhvKDE3BPGPsM2/Hnr8xYZ5miIhczgZiz2cHkdlwCFezRR2/Q+FeOp0EtRiKoI4Vwq8gdlBko0NbBanrglghsts/+OxS4Xe2SEg12qlUygCAyKJg69CH7In89gtup3pJr9fU5ggycuCGVPjhQfoEBIL4ILpUIBAIBIL5hfgBgjFh9Hs6TX1yQ128vtMbOpq4pIBwjnjO0/Hq4oSW6RDh4qjud9e8zxOXddcA4JMvRxxjiZnu4e9Sz2PjkqOL/uuiG0LTa4o3dExrg0J1Q+g755nLungBPDeeTBQTprUlTc9C3hW7bIbac9/9jmXgtFNt0hsitohL17O5r+d964aY+eOYhf2ZV3s+o/ZkY9i5bAM13Hc984WbEjLTaYaQHurZYuz82ns5hOR37Jy0Bc2ID142wrlgCBA5nC2EXzdcew41cTUmLoecl3naD0ogEAjaYMi6e6iYtk01+plOm3nazbTpDR2bedpA3f0xnDbQ9USLaU4bcJ2cOAYu665d4fXIcJ8ntNjcxsYlRxf910U3+MKkmAR/Qwzo+/SgaU67SRDv6alAAJdT2KC+dfDQ0fcJVV3eZZ4wlMlmTA2BUHvuu19XBnUnijZ9T5s4Q8EsuQxJry6N2Ljk6Nv++OJ0fW9MmEV7chp73hRvyNjs9uQY7fm0PmMf9bwtZKZTA7rs3RST0yQQCARDhejSdhC+BAKBQDBUJFBipwSCGaHvjb/7hnQ69QiZytwfxrxR+9CVwrxBTq3ZfIjTKRAMG2KnhoU2dkr0az8QHgV9QuRJMO8Y/fK6WWz8VnQu9ZReNGjikgLChXJWdz+0TIcIF0d1vz33Kxtd+t5Tcz/6zTJ9396DHBnOQZd6HhuXHKF1tk3effIckl5TvAHCKz99yFILLlNMoufSwAzseWO4Mdkfji5ctnnGH7eV7VgQas999/sogy7pDRFD4HLs9rxl3hN09DPbvDcmzML+zJlvVKCpLdN3e7JGv1DddwwZ0/qMfdufAMz1TCfpdRYIBIKtg8wOFWw1xA8QCASC6TFmXTrmvAkEm4WZdToR0TIRXU5E+4joOiJ6tyPMDxPR1US0TkSvsJ79UR7veiJ6HxG17mvrs0Ezq1OwBH6Ikt88jL3xPwtZEvkU9AWxVe0wtLo3tO8RxAmRo9lC+B0OYrFT08iMyJtAYGKWy+uOAnixUmqFiBYBXEpEn1dKXcbC3ArgTQB+nUckoucD+CEAT8tvXQrgRQD+qfVXbOZ0/GnTGzq6LKGZZjpkSBqxcRk6hXxW0yHHyGXdtS98YBzn8qRpviEGdNF/XXRDaHpN8YaOaW0QWfu5dOSycIDnmcu6eH3r4KGj7+VIXd4Vez0fwpKwHBVbJVyGxWtII6EGH2Do6MH+BMXp+t6Y0LQkzApXua77PW++0Wa3J8doz9va1Rnan1DMrNNJKaUArOQ/F/M/ZYW5BQCIKjtWKgDLAJaQZXcRwN2z+lZBM6THfnoIhwKBoI0esA9UkM2dm9GG31hG2zcbXWxV00bXY59NuxUQ+RUIBAJBLJjpnk5ElBLRNQDuAfBFpdTXQuIppb4K4MsA7sr//j+l1PWO9N9CRFcS0ZX33ntvn58uGAiko0Yg2HpIg1GwVZClsZsD4aQfSMfw1kHslGAr0bcOFZ3shvBiIqYloDPtdFJKbSh0rbFSAAAgAElEQVSlng7g0QCeQ0RPCYlHRI8DcE4e73QALyaiFzrS/4BS6jyl1Hl79uxxfwNlf/Y1R4pJbThXnLr07Dh2GEVxOiZNXLqeubgM4cz3XjucL85QESpjIeGauHQ965reEGF/u1aeOh+2Mq2TxTZc8tknXdIbOnyyWBcuRDckUME8h+rgGBCaj1Ad11Zm2+jgoWNaLuvi9a2Dhw5bZ9aF6/LMF66Ov9i47OIzcrvURxn4wo2Jyy6+TNN7fM+0fY+ZS8AtV11sRhc/U7epeLgxoAsvdXKqfaK+0osJIT4jf5ZQ1X9s4qwuPVe42Oz5tD5jU97tNlUf2JTT65RSDyGbufQTgVH+A4DLlFIrSqkVAJ8H8LxZfZ9g9uirky3GzjrBfMFeEjVP6DrSLCNXgiFA7ItAEDdCbMk8zogSGztbCL+CMWFWOnKWp9ftIaLj8+vtAH4cwLcDo98K4EVEtJBvQv4iAJXldQKBQCDGXiAQhKBp36GxI6Zp+GODLL0RbBZENgQxQ+R3tthKfmc50+lRAL5MRN8AcAWyPZ0+R0R/QEQvAwAiejYR3Q7glQD+goiuy+P+NYAbAVwLYB+AfUqpv+/0FQRz53bfFLG6cHw6JB8JbUrPde36HQuauLSepfqEB5uLEM5877XDxcZlgIwFh/NwmcDBuy9OaNkMEW3zUSeLobqh6RtC0hs6QvVVm7z3qINjgj75KOjkuFAd1weXkfLZ6bSVAHkubJUr3Jh0Jkf+3a1OYmrzzBfOwV+0Jyu21Vd1stgTzzFyaZwQF6qvuvqFfejgmBDiM2r+XWVgxTEarG18ozGgi8/Y1dd3pOdtU8WILj4juy5O62yra8dkz6f1GUPz3iMvszy97hsAnuG4/7vs+gpk+zbZYTYA/NKsvk3QH6RHejiQshAIBPOEUJ0nurF/dJl+L8sXBQKBQCCYT2zKnk6CcWEe18NvBuZ5LyCBwAfdYTAPHQfzvvwrBKH2R+zU9HDVObFTAsF8Q+yUIAaIrRoeRtnplGKyZQ0UGcnzYx4ajQLB2MHrMUmd7oyttFOA2KoQiNMqEMQJ8TdFf/WFoQ5gFANyEZXz1vo88fA0Vsxsed1g0GXfgoA9IGrvO9IzlEJMa0Y5mtYRU0C4Lmvtu+6DMES4OKr77bjfen8Y1MSJlMtKfd6q/TRGvgdEsW6+IVwn3RCaXlO8oaOlnNXKNv8tXHYL12UPiC7fMHT0rf8sVPZ+CXlvbHwGyIiXB/t31zLokt4QEeobOe5X7JTY8xI1+TA6U1rmfao2VayYhf2ZV3u+2e3JkdnzWp3Xd9575GWUM50Em4+uPchd483bDItZ9tDHPONhqCNQY0WbafUyqjQ7CLdbi5h15iy/XeTSDbFTw4XI7Owg3HaHcNfeVglnJbra+VnbKul0Egi2GqIoBQPBVhjtmBvwgmFDnNCeIXwKNhG+BpDYKcGYIHaqZ8wRn7HJzuiX1ylyX/vCJaQq4Xzx+k5vqNBC3cSlvlcXzpd3cvAUkoaiuCqdi6O63015b3pP0/3Q9IYI37f3nffQZzFzydFF/9XlnevALlw2xRs6ushZCBfcxrR5Z6xcppg0ypnrWVd7Pq0OHjr61n9d3hWzbHJ5nFbG6uI0PeuS3hAxBC7Hbs/7znubNlBMfroPIbw02Smbi3n1jWbZnqwLOyZ7HlJnQ+1UH/YnBDLTaZMRm+JNZXRnpnDxG5uMCOJHQsqQxTYyOG9LXbuirS4V3bt1GLsOFlncevClynX8jl0WOUJmE3XhI6VJo52KaTPmtmgzS0vqejsIX+Fo4qqPpV3z3Kaq47crt32fVCmdTh0RosTnURl1yXNXhTB2fm1eQpwi5xHXc6JwXUhItdoDj8tUnbI1TnDr8mECQc8Yuz7caqS0tacNDhVOm9Ngq8bE41bs19TFTgnCIbpUMBSILM4OY+5onhWmtSnS6dSArqMqAsHQIHsSZJiFIy51vj8kgTMABFU0juYLn4KBQtd1qfMZprFT0tkkGCoSUjI7WiCYEYau+0e/p5OxoVhdYdSFs2ecFMfPe+63TC8aNHHp4qVN3tkzo3FUl0ZsXJLKRiabePHImP6d0iRcnj33E/s7IuSy8doXnv1OUC2PtE7+pvmGGBBaZ9vk3ZJnZ8NyRDrTPIp6ShsUqhscYSp1vCne0DEDe17IYksd3PgNQ0dDPtIWcuaD01caUT0PkpG6+y3kOWhUPmbZ3EQug56R8uuGmDCFznTaD1+cru+NBNkR9dPZn1p73JM9iwbaF7R5tZ730Z70ppf/LraXiI3LaX3GPnRmS4x6plNTj1+bEbWh9x6OEcL55mHsXHcdPa/jRWaNTI+xy10o+uRhHjj1LmnaorWu88C5YPaYZpaXyGAzZBbdbDHGNtU0y2e3YumtQDBkjLrTSdAfxFhPDzFAAoGgjS7VyxD0LAdZctOMLvwKTHSxVfO0j9NQIPI7e/S9ka4gfsiAo0DQDaNfXhdyJCA/0tsVLvTI1tD3xnp86GYfcQlUyybkO4aM0GOBZ3XE5Ri51Ne6oeQ7Sr4vLrnDMfYjlvVvl75qk3edxrwdCwz0f2T1vB2xHFLfbDTaX0cHyTwcscyhqOyg4/rTFa4ujdB3NV23SW8ocMlInZ6zeea6dZY8x4BQ38h3vw8ufWnExiVH3/bHF4ejqU0VK5rylNCkMZxPVzjTQ7Msxspt2/ZkSpPyGlWe69J3pRf6HUOGixt+3/5d5wu58h7Cc1vITCfBpqCvTjYZdRLYGNoMsnkeBetaz2PshBfEh3mfjSPLt7YOfdspKQ83QngeO3cJTSp1XVYrzBbCb38QLrces9KR0unUEtLpEQ45jnJrMM+dHgLBkKDtxdgbObFjnm1VV3vR7z5kYrP6Qoy6JsZvHhPatGuGNsg3T5hnO2VDdEZ3bGWnnnQ6CVrDONJcDFBvmFaJihIWjBFJ0XEzfl0jTmUzDPtTIxNip6aHi1/ZV0wgmG+InRLEALE3w8Mo93RKSJVOJlvzWHuyDXmuXb9r7pfHDJvhjAZTZOtGC9RxxO95wmXHhQamX3e/6TuGDBdHdb8d9wuD34JL8twfBZd1177woXHaPIuZS46GOlseI82PRHfHr9zrWwfHgBp9aHSG+GxVqG4IeKf5nggdsi51tqs913Z7TDqTo2/9Z8FomIbqydj4DLXnvvt9lEGX9IaIKbis2Cmq6ZCeI3te0V895n2qNlVkSEhhomg29mcKe67lPqYBual8xjb2whE2xcjseVu7Omv7EwCZ6SToBd2PpN/6qf1bjoAKPcvpkDFyqeUmxm+PGW1GOGV2yewgch+GWclglB12OaaSnQZbJXtxVJHQROrrgDHPdmrWcilyHwaXDIoubS8/zg6tkaKJm64+ysx1wkxTjxDzbIB8GLrhEOUsEPSDWUybb6qfQ9cvgmGgSU5EjgSbCZG32cPH8VYs75Ly7oZ5a1OFyInIkqAvNE3cGJqsjXJ5nYEZTccPXSpmT291Tu8bMIKmyNv3OkyHrOVzjNMhtXw4lsoZMtLDdMhiavA06Q0RgVNLyTf60ffykoi5TEgZshi0HFiLFFlHqobqBl8YV7jI+DTA63qL/HuX0VpcOjv1Rs5l5bpNuAA704sOHjAqstjApbeRH5r/tssAYkGIjHju8zKo0w2NvqbvvRFymbryav32zmaoyXsCBWqwQbVL0WLjkoMCZ4D4ZLEn32gUg8MOXpy6sY2OmyPfqKk9aXSQdGxPzqxNNUS08BmddiQg741+a0vITKcZYh432+uSZ+o6DXDk/No91CE91nWjSjEvCekKF2d1HHGZqpMv7kAZHTaCqTEK53QLECKDQxv1iglZw1X4s+GSqcap/w4drOU3Nl06qzrVt50ShCM2GRSMFyKLs4P4Q+0x9YFXPX3HaOGauuYz5Pq+KInpMWZl0Id89JHGvE179sFVx6UOzxah/MZaDlulv+z3SqOzGbHK2KzRBy/SSdcf2ux/Kba9H8y7bpjFBtWx7nHWxzfHmO9ZYwic0IgGjofAZx1G3enUuAdECyET52nzIY7T5mHsjdOuBqWOl3mcOdY3xi53oehzvyKfrRqTPh2aYzUmbgVbh2kaPqJLm9GF37E0RjcDY2xTOWfLB3770OyUQLDVGP2eTnyvEVWzLrEunC9e3+kNGQlUI5f6Xte8u56lmNSmEROXCSknR3W/u+Y9VGZj5RKofrs28H3n3X7GHQlfGrFxyeHiyeU8tcm7T55D0muKN3RU5NTjmLvyz3UGYOrDeeEyDahvHE22isszoT5c3f26b4gBPv0J+HVcXRp1syIU29NlTLLpkhG7ztrhQ+yH7z02khHJZqhv5Lsf4gO0eRYzlxzTtoH65jJmNOUpdchfnTwnVG/PXfIcu87UmKY92aWej9GeF3wE+Dy++4nDLmuE8NwWo57pFIqtGCGat5HRvvIro04CG0M64QaY79GtOl1a1ygdqz4UfTUsNC0XGascatjy2EY+51mv9YG+7ZQv3thluAlBe192tFOxIHUsF6qTs77t1DzOuhNb3x9cXAq//WEr9/+UTqeWEME3USeY4qS2w7TOjnY2hXfBmBDLNPw6SJ2cDYL3Butx+eLY0HaZsLZTXRqWvg4RWao835jn+hcbpKy2DsJ9iRAuxtCBPDaMcnldyjeq49PC6qaI1YXzxXNNR3MdWRia3tCRf3dqHy1rPffl3Ti2sib9xvuhZTpEuDiq++24Ty7Z9r2n6f4YuKy79oUPjdPmWcxccjTIJtdxwXrWJ8++9zi+IdqGqU8f2huqsqnOQfZjSnsW5QCKT+Yc4VIXl3XxHOG6HjMcBQLy0Xhccs0zsmQ76L2x8Rlqz333+7BBXdIbInrm0qvf5sieV/RXT3l32qnQ9CJEQgoTRbNpT05hz3WbKqbOqKl8xjb2Yh7seVu7Omv7E4C5mem01Q52TEqhC7pv1NxxavnI+bQxrfzW8RXjdHwtN/M4jXszYfPbZuRo3upoXwip6zHW2U2BJXOzmyIer2zPsl7GzMuskJISOzVjTMPvPNupafIudqo/uMpBdGl7+Zwnzpp03iwOT+oDc9PpFIq+DZDdqRKjgduMijxNR2rsisZePhSjjAjihpa5culMfzLYVD/FMZ0Oseu/UMzKyRKEYwxLXfvCZtnpedKPlX2IXI1xUluybCbmcthKn7LwLeZEP4c02ueFi63CPLWpmnz1oeV9lMvrDMxiOiTCloq1nt4/QBgKNGA6ZGXpXUDeG5dLeNLwLvMbMqxpjnUyYstY0sQt3FwSKUCRe6nEyKeWZtNpTU7qpvdyea+TS3uJWaPcR4Cuy5EoZAp/T0vCokSovrLy31ge1v0QXd1ot4aOGdlz+74xDZ+VX6vlKgNGK31FNQ0pcjfGK50C9tInh26N1Z47vztIxia1usFeesvhtFN2OIqscRuyBKTufo08pzRp3JaA1+0x2PMCLXVmW90w9XtjQoPPWBeu8beHoy5tqqGiyUdxPm/bNm/hN4W0qQaNFj5j16WFNkfTdmLJTKcGuHoRfYZc35ep1NMj5lGlJvQxSteHjA2tB3yr4OJB6vBsUXt6ENOvsZbDVn23LctRNTq3CLHK2KzRh53qMjNKysONNvZabHs/mHdZnMU+iimpKOWzj28We1zFEOoYjWgJ9NDr1qg7nZo6LtoI2dALctbYigo5Ns6HrNTGbgy7cr+ZxwzPI+aRQ5cs+myVvewx7MQWz6DIiPRpXX3eCrs+Jm6Bbvqy8YTAOazrbdGWd96pJ/w2YxZyLSgxxjaVK0+hdW3IPr9AsBUY/fI65bnmSKBqw/ni1amdpvRiUbgcTVyqmnA6v6GcaSRklo39OzYWXRzV/a4L15bLadIbIrhsKZQG3pY5O7zrdxsueQeBK40Uk+i45HDx5OoUcdZzS5caaZD7GdBcr8fCZxebEaobQt8ZG5fcwZ+WSy1nrlk8tl2eVgcPEbwRZOtMn0/C67bvWRPaynYscMmIrcvs+3YZdPWNXLPIYpbNUN/Id1/bqZTq7a+Cv9NA2yk7/di4TKAq/lAIL03XdXHs98fMnw91eUppUshVqI7jPpFbZ0wqz2LXmRpNXNq88HtddOYY7bmvbrfJu49LrUtdz6bBqGc6zQIxdhbNErXLZKSXvxWmncqsZXPMSxMF84eYdW4xQyk6dyYOhI4kN25CPse2qq1sajvVRaa9s/CkfvSGGPVljN88JrTRfzJ7Z+swz3bKRkg7ZxbLQ8eArazDo+x0SlBdM7xZJPuM55g6Aro6iOJYeNBy87ouPI6Ne2mkbA5cPHs3sd2Cb4kZLjtVbEq/Ge+PVCfU2lK+4WUP8jImu90FFVlsYatila++MTa9NUQ02al5RVMd7KrfNtNODQFDtQMxDjRvij6s25R9JIjVrox+ed3UJzfUxZu3k5gaTgfpctqAUXFanFLCTw+LCqEntDhOTqqE63KqiO9Ug6b0hgifHPRw2k1tvJA0YuMyR9MJF3UnJdnXWma9usFOc4w6E+gmZw1cOMsp9J1zxGXjiS1192t0dbQ6E4H1Dd2e1Z1y13jd9K4hItCee/2VPsqgS3pDhINL32mbXU9icj0LOqGZIu5E7dv++OI4njlP9o0Z03Lp+e2S5+CTw2PltolLFy9NerbmxM8gXR0blzVtoMQlPwF5d3Zm9cjLKGc6bQZCDZBdgLH1tGaj8S02B+w45b7T7J38XbFxyuHiyztbLoAj56aHsTpLPYFaKExeHvM0lTmBMvPeoh53OaFqHtFWN7bdrDTWka9QNOWvz/rqsylj0aWzkkWNJlsVs83WmHZ2AZel2gMrGk5QHpOdCslLJx8TqtFO8fIcmy5tdfLhjPI+hjrvgs1XCH+zblMNFY02vIe89t2mignOGZ+5XptmVmOfmOtOpyDl0GLaru38j0lZbDbG4ty7ENxhWROuj/00xuoEcIQYIJcybuKXc0ekpK63RF2HsbF8L1Jet+q7mwY5xqxXuyK0rGKVxa7oxU516PCPjedZfW+InfLBmGUq6IzYZLFvzKJz2h7gigV9LGET+1vFEGQhoWF8Rx+YdT6mTX/Uy+sap+bB88wxBc0ZdY6WNyQI4NI1ha9N3h3TSzdUMprpkAaHAVNuG8N1mfbsSS/KKdAtpoNX5DcgDlDPS61+iY1LjrrlRL5wXXRDaHpN8YYOe9qzryPUNdU5v19s3kw1OoTfdqTlXKIbAVzTxJ31GZ5nDlnSfBqzH6bQwVE27q18eGd6BNbZpr22gpaIRyabLhmpk80mWfI69HU2KEfFVo2AS+dv331up0J1Q12ahQ6O0DfimLYN1MXPDEgjFkpdutAnE4ml4xr9Tv7bkV7qkufYdabGFO3Jwta0kc1p21RDhE/OWuQ9aKuAHnmZ65lOGm0cxr6mMs9Djzefutg1v9WR+gid+03GPMgWhzZAlWnOM5KVJn7njX+O2tMsa0ZIomy0ByDhnUWCLYevYySdk3JyLQUJ1ZOztL1j5x3o3075l4zEp0v7HJ0PSaurnYoFCU1aLfvqe/ldjDI4Lbou+2yDsS0H88E5MFfRm/PBxSwQtgR0NjMSRznTKaVJYeAV66FTNb11deF88Vz3tQPRJb2hQ393SpPimgulvufLO49Xl37T/dAyHSJcHOnfTVzav+1n3NDPE5d1177woXHaPIuZS44mfaXllMtsU9598ux7D79OSGXvitTJqNOHvBNEsdkmIfZjWnsWYwc+lwNbZ9rhUmaLXbrVFcf1rjHpTI6QfCSo5p8vjQ3NfylzKkg2Y0GIna6734cN6pLeENE3l3W6oekb6q5jQlN942iTd5edCk0vRiSkMFE0k/bkNPZc6+CYfCNuvzVCfcY29sJl9132LGY5Da2zXdqTvnDTYm5mOm316EVMSqELuvLblZcxbV4cstG1uXFo+7zX8RWjbOoG8zyOqM0STft+tdnXIHSPlhjlb5aQkeT+MKujpGPssNOYxhdqslXT2qkxIqGJ1NeO8MlQn/tTBu/pNkJ5niZPYqf6Q5d9RecBrfcUy+WtzeFBsaLYQ7rnQ09mXWfnptMpFH0aoJQmlXCxKRJXHprCt0U2xb89L2M4tcm5kTLcHSpdN74vl/jMnwOQ0KTS4VbXEOWc101lthtXsTtXdh7ayMo8GPg+0FZGQsOP4RTPEDTlz3mMekf4DhCJ2dZw9CmLzhNTO5xSFJv8arva9bu5HWrjB9j3Qu1UDAjxA7v6io0dpvb+WCNCGznoO++xHhAQisrAXMgJjDNuUw0VTXnpI691utTG2GSy7vTyzp1QFnfTtiNHubxOI9tYkW8CVzM64gmXObJmp0ghqJ4Opab3Vn7Hgro88Xtd827xnkBhAqpPIzYuSWWVuIkXF5fsd0XGHO9pup9tPqcq19HAJweOfDj5MjZnduuGOl6SunoeG5ccoXW2Td4teXZ2GDtksdx8OC4+Q2xLJXwonz7dgGxGI5dnW35dsh4Vuui/Bnn2yliDDubXUTqvTToTAXWvQZbIxWFD2UTVyAqRkbr7FhfevFPzwNxo7HlPXLrQVm/Ean8MhPolLr3W0s8MbVNRgDwPBSlNsKZS06422VGPnXLyWWPPK2Fc4SLhsYImW95je9KbXv6bdF2PjUtnnXXIZgtfpvE9U0JmOmFrHMZZTfufFaZ1BLvmt3oEeGRKgSEqZzoi+EacZyUr87iReNtZN85nNbxE2WjviFYHV1ijxNPYjVg5blufajcJtjqJ2syCHAPqRuWbZnpMq/dilb+2aFoS1ped0o13QYk0cCljGzsVo8/pmn29mf7nvNR1jrarQoDmWSPzyCPQPLtzjD72NJhqeXFNB/0sdMYoZzp5j/utm15bF87YuM2Tdsf0ooLeDJQdz2iObPjDVcLUpN94P7RMhwiLI37fdTR4m7wXDVRy8O6JMwou66594UPjtHkWM5ccoXWWy2xT3n3y7HsPu9Z6JMblodmsRjdPFYeSbwgaYj/mzf4AAPGZSTXOFt9E1A7nyL/PVjl16cjqeZ29SB1Hg2tZbjx+3vEuXR+q3+DQIzEgxE7X3e/DBlnhuNzHAkMGt5LLsdtzXz331EtXHKNzpasNihU9tyeN3wHp1dqp2NDFZzTa4lXbZMe321TOODHLaai+srhMQ/32kGctMbOZTkS0TESXE9E+IrqOiN7tCPPDRHQ1Ea0T0SusZ48hoi8Q0fVE9C0iOrPN+/vcaLANfKMiUSqFFug6utT3ccFjxbS9/HVxYhzdt2csCPpB0x50bfavCg4Xofz1BVe9nHakPhQxjuC3xazsRMzczdJ2ymh0FbM6enoe4NOFIXulip1qthPTtIs2y04NATPfXHkL/YDNRps2X/tZzvHx0RXGJAMH+lpd1DdmOdPpKIAXK6VWiGgRwKVE9Hml1GUszK0A3gTg1x3xLwHwHqXUF4loF9CNwbZHAtrHACfkPhY4hf+4YB0noUklfptjhoeAhI1qhBxxaec35IhLyqeJtz0aV78rpmVr9tGVeo2384h4uO/baXHwY8KLePneWKmD47EfF5otQTDv18kzN4ha+TbxnJBqlPuhQ+sqwDyWXv92Qd+3664dnuu8tjo4cchzbLD1VVM4fe3Lu82l6xQT7xHLNXZr6LD1oZ0Pn8x2OYLdJbP6UIKY67lGG33FZdHe28F3NL3tCNvvctop5jfFgOK48oZjuH33uT136QY+sFJ9VrVTdvox+kYu/eTMu0pa+TL8QBG/3+4vj1jrOWDa8xD701Y3ND1LLT89lvrtQpPPCDTbKZ9/1dSerEsvFjT5KC5d1jbvdW0qO05Im2rIcPmMvj4HV99DSN5tjqYdTJpZp5NSSgFYyX8u5n/KCnMLABCZtZaIngxgQSn1xTzcCjqg+ajubj2uPkMek4Fvi802FCmy9aQbajzbjjX1TLdKq4fyME/AGa/sAvV8ucpDh68/tWl+RlX6Rgi/MaN+zxDHfjme8InlqIfsq+OzVWPiui2//rD969IxoMuJsm492uw3CUq0t1Pjr+t9om1dT2g8J1Z2Qd97FPF0Y5kJ6TodNnQWyZj2pJ0VhlC/9MCxYPaYaYueiFIiugbAPQC+qJT6WmDUJwB4iIj+hoi+TkT/mYhSR/pvIaIriejKe++91/MRMNcz+mYt1IWzZo0403a913Wd/45F4RpwcOTcP0s/Y7waa8BDOMthl01lTXNkPdMhMhYcznqmjWKxPt/FTYv0Bg8+04PLoks22X3n7ya55Dxzh8ORXi3/McClr1yOgSvvti7lafieoZ0Ojgl6r5KU6z8f6uqlK1yozNbJfQSoq29eR9EOZ+13V1meo3WIa8/GEelMe4+LhCaFvqrbHyuL69iyIDTvPA2n3ohvHyIAThlJPLxU7FQeL2gPJsczpw/JyzEiLg3OQvWVI1wC1bzXWIOsB+9TOGCkmFTyUWd/i3rpKgMrTkgbqKIbIuPPizpetC5tCGfGUf5wqLabnGUYK7cNXNrPeN5T3Rnc5AO5fo/InnttTkPeuW6w200ahS51PJsGM+10UkptKKWeDuDRAJ5DRE8JjLoA4IXIlt09G8BjkS3Ds9P/gFLqPKXUeXv27Cnuu3Zd36xeTF+vbYzrwX1wn2zTnD/3iQTdT24ZG2pP9/JMp+8n7fi41PVJRnRni6oeNUeENuNEOr0sYmyjhG47FTbi1ofcD2GEsQtCv7uP01d8djtW7oC2M8Fctn52dmqM0LO2BbNDV58UGLeczupEyc20U0PArGVk2jZVTO3LNn5c65mJjj1I657HjKa61bVdN/P9y2aaeg6l1EMAvgzgJwKj3A7gGqXUTUqpdQB/C+CZnV5e1+PsCOfsPQ0ZGXCkl0JlFcweJYioJzXl0+ybuMzz3HaUvZhq21A2xm+U74pqWqTFSwqV3WL506NElVlert5sm0tHz7RutDfKdqS9/M7rgjN2rDQbJbHD8fLQSFzhHM8SqGa5H1zXQgQAACAASURBVDhSyvKgZcQ7u4SDy1fLUSuOIP0SEZcVWPqqKZy+TnlddoWzRq247LbVwTGgafQ8syEOznz82fDZaaYbfDN1YkNFFhvkUstWJRgFNpisd7nsVGP9GBgKXdlm9oGhF1Vt3osGpWPmlNNO2e+N0Dey/WqXz5KSCvNlGFJYfoAD/AQ3V/2IcXAOgCkHdfqK+0ChvkzTM5RlGJUs+tDgMwJhs7aDZtTq9ELaVJGgyUfxnobewpepa1PZcULaVIMG99U9PmNR/zq2/yo6eUo9GNTpRERPbZswEe0houPz6+0AfhzAtwOjXwHgeCLS05deDOBbbb+hqcfOVhbuNHJnizxGnsHp/I8Em50nfeLLGHum+3Be+iiPxOe4jhB1fLlGiXT4upH+MclmE/oe/ajnd1IJFxtq9wJrcdJSIWvFbK/m0S2freqyT88Q0PZknxCZ0bxQ3tk6LcagC3gejGPRA+HSoyF+UzWduLmcZkZmWzvF2wgyy6wfn98OP3bfqA5tZ9CEtqlsOzVkFH674S+7v73p1PS29XIeZK+Lb9m3fuvLD9gqpIbtbitjm9y2Dwz3Z0R0ORH9MhEdFxjnUQC+TETfQNaJ9EWl1OeI6A+I6GUAQETPJqLbAbwSwF8Q0XVAtiwP2dK6/0lE1yKzrRe1yFcBReYu+L7d7uvC2SesuNJ2vdd1rX/HOO1U55fzlVp8mOFUJVwoZ673AuW7m+IMFS4Z0ycicQMfIov2M75viY/nNukNHfzEC5eMuU5Q8uW3SS5D67kt9zGiy0lMLt1gh01reNFl6CoPfppjbLC/vem0H60DQk5sCZXZOrmPDXY99zmKWhbtOL7T+3Q51dkz+77r2dDB+dL82afT2OF5Pcyccz14En4Sog5nn6BT6I2A+jFEhMiIhm2ndLg2J4vZ6bnCxcglP1k3VF/5OG86IZrrBtez1FEeMXEJZDKVWnKQosb+kt/+2nFStneRP724/XQfanmxdGuIbuD2KMSeu3zLWLlt4tJ+Zstv6vE1gf7aVENHXT5c4TiXrjiVeh7Qbm+LoNPrlFIvJKLHA3gzgKuI6HIAF+vT5TxxvgHgGY77v8uur0C235Mr/hcBPC3k+2wYJ07oEWKwqfcu8JFkO5wvXs2pV/pZkr83qUt/4LC5rFzD4tcTLnGUgbnBayDP/OSL2HqoXRxZvxMHlykrA9/x1b70ijQ9701D0hsYtLw4uWghR41x2jwLTW+ASPIR3ZJXNhOJ5SXFxJJFPZW5mveyoe/RDTrNkDKMjE8DHi4rJyP5bJVL/7EwTv0XwGVso6g2f14dx565bE6IftB22mmXQnXwQJHq7+9b/6Fu2VegnoyIT8OXq7PnHnnJlnM1l4FThn2I2Aa56pvLXy5mbFq61M67rReJPeNIA+U0xoFizUvqkVNX3kN1Q0ibKoEqyjAqP91CcZK2gxfbjjbyR6piq1x1PHXYM/vabl8OHa62eeWa3Utt+9tgL5IGnhrb95HwCJRyxtvC3M7YfQ6hebfluWKnpv3u0IBKqe8CeBeA3wLwIgDvI6JvE9HP9fY1PaNpZDzE6XYdc5/CbYDsJSOxOfUudDlitv073A3R5qUkcfLLe99rj0iurBX3OPRGmJrlYLYyGcEypibo0fm6pQeJg1fdAePjhU+7t9MXNKNuKbK34RoRpt0As1MauczatoojxoaTC33JRZujkotOWQfGwitHVzsFlLaqDV+x+k19fK8r7yF2it83l1iMd6uHLgiRrTo/YF7RNu+hbSrbTg0Zha/iqHOhcdvGq0tjbDB1WX+6NATcTo2F51mvCJi23gbNdCKipwE4H8BPAfgigJ9RSl1NRKcB+CqAv5nqK2YJ8lwzNG6qyX47N4Br+16avWD0Dd+RjM5NLIvpvGWcrscC25toOjdyjQSVDZU17Dzx5zWy2GbjUV+cWLkEUMpZnl/nEcGO8M7fLeTSudmh43uiRai+cuXdtxmwTsOngz36xfs7EmgdyDdL9zo3Tv2acVYsabI3uPbBJ5eqId4A4bW5Hi5dtqpsROZ8VkaVJ1U576CDhw7bXpezG+1GVVXH2aPxdl2vdUbzKf0VHWDr6sj4dMmIT89V7FQeLyjvjmfODhFejhFxWavXWvgyesZuE5fezjjy+KoRcQnYs+v0PT8v3FfncSrXcOuGanrx+um1aODFOBTFE87bnnHqDDO9Sjl54kWBJhmzeOH3Uj1jyqsb+mlTDR6+ut2Qd+MgJI+9SFDVIX0gqNMJwJ8C+CCA/6iUOqxvKqXuJKJ39fc5/cCYiRSgcBvDhRo9oKJ0dHrlJtLxNUjtPLkalv4OlfLS1RgvGgO1CqT6mzsGUfVQ1yg+czqkGc5UEu078Lwnt/icrIGjbIy3cBC7GpuWjfvGOAOEntWVFA0jNnpuOUmNsmjJrFc36DQbylCXdVT1nMOjNyszZonx2+BAcB3h5CXAAYllpFmjOK3Uo6/szqmC3w723LDbNbo6tnoOwDxtU8OTD5e/Ujfw5pqBUwkX2CAbOkI7SowZs74GpyuNHK0GMSK2QVmdtQYZnb5mVUe6T5sL6NxHTSeKnV5kA8UAitOzvTrT0ckeohucdspGrj9LnyJS+42MpwnIyUtlNnHAJIaKrappG1XScLSpYplpWzkNXcMlR+So/w32otqhb7apGtv3EenM8vT2kk9uZ+yBSmcbO0Cea0+W74DQTqefAnA43+AbRJQAWFZKHVJKfbS/z+kXTaPnleMbHdd2I0zfcxtDNqXZ1yB2/R4wdB6CnFQKU7g2XEpI97JOVOJNI7Yjlg0lwfJAhMaGJWAqDV/eXT3TCSlMFFWUR2I3XCPiEkBQQybJ+eV82R3SnGcu7ykmXl74DIGiURGp8aqgZSM9qPFkNc6cp9c5ZNGrQweOOtviPb3OEY7LWCWcw54lLA5QreO1nfsxIED3t7VBjXaavdMn61E2qBp8I5czSz47BWumlA7PwjWNrlb8phjg8nny+77wrt+uvNsd0q7l8JntqXbuR9nQ9+i1tly6nml5rtUbtt2h0g8Yg86sXAeEa2xwdmxTxXSSagqFNdj+d9gkhuqgXU2nR0/2LBo4OHLKT8u817Wp7Di6TAn1PsVgEVpnQ3RrYD2ftvM9dE+nLwHYzn7vyO8NEsZmZYHhQ9F0hGjoEaOx9Ey7kDicH3c404Hqtt+TGaftEa4xYVojbMwamyPo/Fb3r5kND417xY2Qf9/+X9V9R/z1s/szZfyPCb791PS96r5tm6ffYtGl9neG7kXnslP28ddkyda0R1wPHa5ReWNEtCa8XQ+72HOffMdYt33wHqfes53yH9seR73m6Kv8s5PV3Dyb7+tmi2KBPvCD1+lQX7057eZN1cfAIUeIXea6NBRNvNft65b9js/nD5GNxr0+A2Qwe5djFtoI0TZf5uCGOy7XpX0idKbTslJqRf9QSq0Q0Y7ev2YGUGyZiKqp4L5w2RGV7pFp+z4fvVdUngalSBkOR913DA0J6yzi3+3Ku85zXTj7d5JzQxbP5rHC1TT0d6mazZ6HCEXKkB0Xt4mDS730SbENGJ1yieozvWljdjxrlcvU8Q1Dh85Lk2zqjcT5/QTV33Z56Lh2euX7y2cJNcv90KHrU5rXQ/NY9Pp6adddLrP6v7LLgHcIWGWYOsojNj45eF7a2CBf3l26QaffVB9cdisWNNWxxCGbicPe+vJv8OSRWZ1eeWR4fFyG6iteL30NBfuZKYvu9LnNNnX1pPZdQ0PKvrdOxooZs/Z9yw+oyLPtT8Lkqrx2694YfSPb33bpq8xOJU7Z4WnZcWw/oHgHqrrClkXuJ8WGOp/RZc9DfZmQNlWSN1y5LMa8abOLFzsvdfxp/8q2VS47ZbcnXem5fg8ZThvtaA/p57Y+aMp7Sm6/KXHYc/vdrvSGjLL9a9ppu52odahLl4bIsx1vUzYSB3CQiJ6plLoaAIjoWQAON8TZcjTtjWEvh/OFA3EHwL0+v4LA9GJB4z4j/J5jml+XjcSn2QdhiPDtbUN2nvhzz/265XChG4lXprVGxCWA8tvtpQS2zKFhWrN9jRrdgNJR822+OcqNxF1OoivvPjki97Tf4OW7kfFZyA/pPRdKXeab9eScKp3zUswu4Tx5OPEtw411qaJrb6A6/Vdnq0o+dadqOThUscstpqTH0riv7nnRYiNx1nAHHEtHHBz49puw0y5mCEQmm84lGx7Z9G4kjnrdYKdfvkc5yyPGeu7zjZy/ffcLeW7WDbUbiZPJX997mmwGWm8k7tGZrmVkLt1gPwvaFyomnalSax/FqkwYHe11nBs+eI3cA44yrGkrxIYm/7vSnmTLXxvqeds2VdAeZUOET84a8m4sdffYCz6I2ScvoZ1OvwbgM0R0Z/76UwG8ur/P6BebsZG4b28M08maFEol1o3EU0wcJyioivCWxtwv/M4GfD4KWGvYPUqiPBkqolETq/JzZ1tfp9wxYjzb+7u4GvAuJWEcUeviMkontcbBthoA9ibqztN97PKAn2edrn7GZdH1DTEgzfNgd3K4GpZ23isG3qMb+DMOW/4M54J9UyzLwSrwOPDOjcShTF3K4vNwLh1s8OOrD0a8OJx+jdTqMLJ1vzFNnBi/joa+E46Og9SWxSK9+HSmRjb7IExfVWQRVTkzl+DxzjxHZ6GjDI10I6rnicNOFzBkybORuNEhXPULy8ENt9/E03e9N0bfqHpasYuX6imIrk4OcwZe1Q8w3oFqXa+kF0knCUflEA5P3vmzEN3Q5pTAxKWDI0NCjv1lHT5j9rt5AK1iqxxcGna9oU0Vyyw8V3uSX9t7OgV3puRI+BJHR5vKTi/mSQyp5asXfQ7WIFLiybuOY1/bHfK2rp22Hgd1OimlriCiJwF4Yn7rBqXU2lRv3gQ0jT4aGzA2hOF7P/jCO51/X7qRKAkNX57qODYc1Zb5NRq3/H5kDSUOPo17+rQ8syVapG9O0Y9LHjmM0TXHfUJ9nXTJZp1u4LMend8ToXPahNCZHCG6lF8bHVMd0hwq7Lpu7q3hkjePLBWdf8x5qoE9+2EMddxdP01ezGc14VmnCFDqhlB+fYiF22oDaWI6p8V9VdFj9t4Prmn4NuwDWOZhTyffHhlNdip7Fm6n7I69EF06VPS1/2K2r06zT9rGTsUomylNnHXdB5/P4sp7H/zadmrIKDYSNwY43HbHvu9swPPfDRxU9ySKr243wb1/U71d18s2+wI/kCFGtP1276CFEWY2y7NDZzoBwLMBnJnHeSYRQSl1Se9f1APMaWHMOa2r4MbIPjfkyhkv6zmtKoRyRokyr+FOf+hI2Lfr7048eQfLbwHbKao4riZPRXrGCIzFlxUnKmVBNpfl78Til/NVzpqrlgdH6niW0AQJyC3LxGcFxiOXKedIwStzqeO+rRsSVieNze/h54U/K08Mc39DDDBnwylrlMSsl0beaYKE4My70THgk3ugIn88vKt+RAeeF7teWnqu4Jfn16n/TN2g03fGsbl2lEEM0Hl26TjAcugL2XTYfV++jbrP7LYx4KTqyyYCpA122ghryyLsmTX2nk7lwJveq7GSvqcMK9wOHIWMNMhYsRREVe/7dEN2z9TB5nJxh51i79XfFptvlFj+sctfdtnbShlYec/qbvmMwxggsMqD1/PYBooBpjM9+iq1dGYWp1k3cDvlBZV7OvHyqMyCjAApFDZATl6cm3vX8WfVZZ8O4Xw1taliGeh0tSf5ddUfapBFB/d1bSpbn2gZdtqpgaOs29wfL3Wo3efg7HtoKgNU+zqmHSAI6nQioo8COBvANQA28tsKwCA7nYqTG2gCfT5fQqq41jBGkfkz+0y/xAxbGDPH2X/OZ4nViZLENxrF+eN88en0RZ4dnBfGp+68ROtZYRATfm9ilEfw+YsDgJbHlEx5I4JTRvh/nt/CaHv4stPPorm4dJdpDEjyb9d13ahTFmc+vurqvFc3wJot4UjDxX9UcNa3PM9Qhiym2mA3yVHi4AulvqzoBnat48XkqBpLNizZNG0JM/QJ45frVxan0CE1utSnq219GkuD1HCoE9ZZ55IJKvPPbbExC5Q9MwY9bLvs0NXFfcvOx7OnE3P6E/Y7MfOgZyUZsojsKGpjTzteT1HTOZXoQTm3rxWjPQdQsdPZpar8dtqpPJ5t22vfY9wy+dbl4fKbhg6Dszo77bnP7ZRPNxCr517d5/AtY/ONgFI2UsOWuNpApp1iCbjv53FsO1U+M/2mOlmMxZ7rQVuoxNCFrrzbfrat7+zfBr+O9Gw7Y3OudUpMHaJVP90lY6rwh1x5t9v3Rjz421SuOHX1Y8gw2+FV/zm8PWn7MuVgh/2sD4TOdDoPwJOVUnFoiRyVnr2AnmS7x9k1+lYssav0sjKFmysM34hMLE6qzkNlVMNlMGrCeUenudNv8WTPSNHh7RkRsRgvY6YSzwPgHN2rm3XnG2XycTZR1Th8RpVvRt+gYcmZzWWxHxDMvNuyyHvyjZF6h1wCKPgq5c8c9XOOfA8cOg/OkTOfvnKOkli6FJYOtXhOCvlzj/rXzTYbMtyzDyamnBrhq7aqXJ+vWEOfheN8wS2zdnnEKJvmxv1+/Wfb3+zaodeYzTAceybnBk8WvyGjg0NHRRa1T8Oe8xFpbyOdcWZuRG7Kpj1rxGWn6urHEFH6cm676gTLX1LY+Ykz7+YhC+ZMG56GwbVlg2LxjQCUeWzgsm4GYwqHDwrTrlf9edbxQuVJv7YPH2UdBwp7Hr7ag9nippUZHp7rZNHw+SNAignWkBoy5/MZ7RlgVd1gticTj6/Pwze2vSLhEaj3i3zPnXLpsB+Vdxi2peo3ZemoSp2PClbd5j68hmvlDI9fNwuy8AN4elP2XYR2On0T2ebhd031tk2C0ZCpGa1w9QTa4eyZNVo4XSPNRQcNm9FizxSIbdSkmBoOeHqczXzxnnt7lMTVy1w0lCw+tcBvIKnylfeAFzxH4qQCcHOU3+dHJNu98oXzk9/3jUC5RpPL+mBzXI5GxSiXxUi9Z5QOyJ4Tq5PZPf9IS9HApYlRfyvvN8pDeUcKY4HOgx4Z9c3mMpbXOWbm6PtAVTcYz5g+dM7AYeEaR6cHCMOp9MhIIbsoZZDLXGrJaRmxqhuAnCurPKr2rHwWi9OvUcqBe8aCawZJYtmI6ixTVdR1t913y6JzNkQE0Pahzk4XYS1ZNGQaALdHPH39zC6P7LlVbow/7jfFgJTVbd/oOVByVzfLwZV3WzcYPLPysGeeJbzcIpFLPtPTp6/KsOYMHn2vMtKPKl8uWecj+97ySNhgVQQo7LdnFngRDqadKuLW6Aajc6WhTeWSRd2QjcX+JKSQKlPfV/iywrvaSoBlV4oIqOiGIizqy8OlG4YMrrdcHNkz5ep8e18bvK5NVZmdS265jwGFD8R1FPdR+KBFYvJl219+bddLl986DUI7nU4C8C0iuhzAUX1TKfWyqd4+IxgNGUfPtCu8a2S4AO8x5Y6Aq5eV9cAmbJQkhZl+LEoiyUfbKz37nC+wUSLPKIk9G6RIn/SeOB4+rTh8NEq/KxYn1ZCtgqNSXuzZDMYIAOPP3zOtZ+BYPdO6J9/T0103ajBUmKPE5ugRl017jTiAim4w4vBGrGd2nnk6pimLRfoRcQloR7Ac1bBniPEGkJ13YnJdpxvqZufZsl43OhgTeN5tfWXYKaDgmetSuzxcsyvKBkZV1vm1PQoWjd70yGJl9odD3mzd4Bp1L95hyDmz20w3FHonQp0JsA4QJovGaHsOl103ZoSgLA/eaDdk29LJxkxKl65G+a4Y4J/pZNlfNMti4tCNzj3xijQzLonpBgBGecToG4XMdHKNvnPdYKSl08HE2LfF7Kw27TbX1QD3OePgEshljsz65vL/7FleWVwrnMtnZ3bKBddMsVhk0YWE9Ol1fp9R69KQmUlVW1X1GW1dnb3LLfexdIgmMPcELcD9R5jtPJdfmHrajAVfeZp2m8rWzZWZjxHZ8+LboQw7DcDIu2umk9lPYfWVMHueUJXnafVgaKfT70/1lk2GVrYpJqCkVAz6WoMrC/0stcIlpEAJc/qhN3tVlfSKkWaWhk6bz3SiJB4loY+ndeUJYAKq80XKE04VXJrpl0tCTN7LHnHjfs675jMrmziMmS77hPPC8sgblvo5l18ezinPVI2fxVVuLnPOdSeKnd6Qob9X1/UsHyVHgNkj7+KLy6ZdHokezXPwwh21rDytsoqMSwDF6HHCeAUYzyiNtyGLZHJepxt4Hee616UbeDhd52NyWrnh1nlPC1vCnFSHXeC6tKijzHnycZm9TxV86XcY9UFxbuOQUZcsFrrU0Ulc8lfVDZo/Y0YOJixt0w+o6FLLH3DpmiFDO/1cFm0fBSg7KLkslrqxKltZnGp5pEw/uPwmLqf8dwzgvqLJg8ULTWpl0aUbOLidLtMs9YNdP1y2fujw1TebS6Ds9LA5rtMN3K7btsSlq4HStyzsTyT6EtBtkQmTnYnTB7LznsXltsXhs+cdqCFtKr0yhJdHsbwuEj5TTDABAeTxc2p8xpD2pEvui/SYrrbfa6QXiW/EByJcHPEBNC23rja83b7XSJidcrWpXHEKX8HxbMgw2kDcTjNdCnDf0uQS8PvwOp6u633yEtTppJT6ZyLaC+DxSqkvEdEOAGlvX9EzdGVdpA1QyhRpahK3RBtF+DLcxAin0+ANzUXayITYSm+RNpDSBEt5nCXayJRKau57wNMbOsrp+CV/Nl/Zf53PCQvH4mglkdqKtRydsnlfonVsqMS4r/lLSRU893Xc7qyhv92QS0ygFPJ8MCVhhyOFxUTLYpl3I/3c6B3FovFMG/hFK84SrReyaD8bOnT903Wd88e5XbTkEwAWad0IZ5cHgKLuJg6ZTXMuC90AszxSVHXN0KGdQ10PE278U3N0vjDqKesYCdENTGdq3at1KdcNvDyWaKP8pkicVKCUMS0LhfOd8sZ7OerH7QzXpaWcM+fJ0rM6vSXawGJi2iZbtk2dEocNcsniYq67uO5PLHlz6YaCT9aBwu200aGc221TFt26Zikv76Gj6Khgsshlqgw3yf0ZJotQUMpqGOR2CjB1QyaHrIGRlrOlMt/I1MFch2rdMHRovaRl0b5f/p7UymJqPOM+kNYhJs/6XgKFhaTce0uXh/YD7DhDRkKqUt/4fTtshWOmG7iPqKFt21Jhs01Zz8KUdorLYmw+O1DWxdTgxc0lYPoshi1O1itxikH9gDYVl8VCNzA7FQMWaR0bSJCgtJ3cxpazc1TZUc98zab2pG3PNWxdDZhtKv1u3r4cOoqZb4CTowSWDWcyxuWN+6p2+nVtqkr7vqFNNWSUOs/0GRcSUyYSD5cADF/ILgOtS+2+jsUp623o6XUXAngLgN0AzgZwOoA/B/CjU719RuAjQL4eZ6B0Updow9mbmqWV/V5IysYBH00x3gu9VrnsabRHEXX68TgDk9LJd46EmL2pvMd+MSnj6A65CmdUTsO3R7gKJzWxlLae7WONHA4d+tt5z7ExY4vKyq57sLn88lER18iI7vHmZaXfkSiqjFrx0QSXPA8ZxYwFUgWvuk6V8lc6NpyTuplJ9jIyrhs0FmndKg9L7i3+Y0DRuVzIhFnXl1gnCp9RZs/4sHWpTluXj82zlj1Dv1gjWvbsqxjAHWydd52PojHJGuV8pg3XpYs6TrJupOecUUZlQ9TF5SKtY02lxih2DND1WssiH/11LZPRssTtipbFiq7I6662VYu80WTZs8K5c8h9LLNtF2nd0FeLtF7hJAu3UZHFhaTsXALKup6S6RsB5mASgFyHbFRmPXD/gPtNMaDQlZbvsmjZjGwmcdVOaRtWdBQz3QCgohs4L7o8+GyypSL9vEMvQt8oZKaTy1/hdqr0s0y+9H8ti8UzmM9sWXSlN3Rkg2Lrpf6zfHiN1NKLgDXryTHLwdYNHC7dwP1MQPupZZtq6EhJIVVVfWX7MlqXmjOT7BUcZXnwdJyrQDAxZBEw21RZ+nHpTO1jAnBylFo2nPPC5dfXnuRbarjaVHb73ufDx4DSB1KMr4lhswH3TCduI+x2UzmIuV7Udbs9OQ1Cl9f9bwCeA+BrAKCU+i4RnTzVm2eIRVrHEqUZYSlziFKTLD7arp8tWeH0swVmtPQsBzu9rAd/vUhjiYXTBVs+i2NkVOdhyeBy3eAru1fmWT9Lodj1xMvZAmX82rzrtJ3lkZTfFEsHnubN5m8yIUtG1ovfXH5LWZpU5FSHSTHBEVIWZxOkadZw5fc5f66yGTJKLtaxRmlxDaDCGWDW6yVHOFuetdx763le19N0gsXErh9xcQmgyMNCMjFkcZHJov69yOqlbojq/CasHtu6wcWz5tLH3xJtYFsSVz0HSqOu+UhZnV1iXC5Rml+X8sx16UJi2w+3bsieZeG5LrW5XOPxkjhsUFUW1ytyycMtMS6Xct1Q2BJMKvGWdCMqLR3iJY/Mam41d7Y8Dx16liaXRZ133uGhOeayuJjbKmNmk6EbNqxrttm1ZWds2+6qH0OHy54DmS61fRaXneIy7Mr7EpUdzU6ZJYWFxOQ80zXKKedDRkKqUt8AVLgFMn43kDjDFYPCDr70/zSdGA0nl52q8+FjQJrPHDRsL1SVS8tOAfDa4jJt005xOG0+qnpC26kYsEjr2CACEOozrrNw6xVdYHOh24M+P9PXpnKlN3To2dgAnBzxGeIu+1sJ5+Csrk3la9/rmU4x+e0++7GY2DJWtVPFoDILZ3ObwPS1yvdOJ2uhnU5HlVKrlFc8IloAhjtMukxrWKMFLNI6FhZK4vW1Bjf+ZbgNI5z+rZ2n5cIZc6e3zJ5pxbywsGE4ENmzOJSEzgPP7zKtldfJWhFO51k/25aY4Xi8Mv0NbEvWsa4Si/eycesqj22JyXMMWGJlz+WSKMvjMmkuNypcLtI6FpP1PO9rTvnT8Zdp1Xi2O7oJvgAAIABJREFULV3H2iT1yrZPnocM/b1LtIFJLldLlrxkzs0ESlGljvNwSxbP+r8t9/zdvG4v0KRR1wwdOq9cJgAus6X+Wk5WAaCoh4SSS17HudFzyb3+z9/LwxfPk41C7mOBlkXNxzaq6ittp4Ayz8usbpvlYdonmyP9f1uyjoOkPFzaejwOvWl0quUclderlXAFlzm/Og6Q2aGFhY2i00jPANC2qrRnefpMl2p+eXnYsj50LCerhhzwvJsdHhtFXeeySMTtzJqlK9ZLWUyydPWMMB2u4N/ib5sl9zFAy+ASue1q+Xvdaad43Xbl3ZbnJTI7BZfY7EceTpdPTFxyueDc2dwCWX43KHGG01xXdUNmp2yOdHpZGuvO8rBtYgzQ9UnbTl6XOWw7BVTtb8XPTNawrNw+qN2mWqR1pFAVH0LbqRiwRBtAAkxYG8Xvy5j6wKcb6nyjMmzm8/vaVEBZbsu0ihiwSOvYlvPl4qiQx8LuuP1CvdTdJZt1bapliz/dpkry2UIx+e1c59X5jC47xX143QlYLYO1wg/gvEw7QzG00+mfieg/AthORD8O4JcB/P1Ub54hlmkNkyRBggmWlzKh25kcLa55OP3fF25bkj3TIyPb8s6TncmqMz39fHlpDTtpFTvy9HYkR430udEbMnbSKnakqwZH9jVQ5msnrXrDLTs425EczaaJbyjj2XKyVlQMV3ks0kbxrp3JUcQAzcdywuSNVrFjeRVJMikaPAWXTBZ3JkexTOtYXlrDtmTd4LZIP1lFCoUNkPFML3Ww4+jy2JmsOtMbMop6RUeBBEad0vnYlqxhR7KK9UlSqeM8nPEsN97LlNVZN8952eTPFpMNU+6TuLgEgB3Jaq6vVg19tYNMfaXzDaCQZX0NVHVpEWdprai7Opz+vzNZNXQDl/tlWsMCbUSlMwGWv6Ss81pGeN4nSVJc62dcl25L1itxXLoByGR3MXfGnDrY0qexdOJph5rL4pJDJnakZd3VzyZJ4uSPd7gt05oRB2B22tLVC8lGXj9MLnkDd8hYpjXsSI8asrisr5k8ZPba8mXSzFYVdZ7Jov5dXmcddEV6+bvWaMGMw+S0sOeRNKC4DXL5KDycy05xvWjrBv2chzOe5bohIVXo6tK/yPyAmHwjzZntf+9Iqn77jmQVCUx/sUk3cLvu43mHpzzKb4tDLoFMZ2Y+TG7PU7cvU8iOpef0tYt/rS9D2lQ7k6MVWcw6xOLZ02mZ1pBgggklTF+tGnzpcMu0auiDqs+9lpfHqvHbxaX2+X1tqix+VXcPGTtptdZn3EGmLtuRurlcTtaM9r2Grru+NlWFv7xNZacfA7Sc8XYK9+FtvbbD8qsBOH0ZXgZLtOHQydPpwdBOp3cCuADAtQB+CcA/APjgVG+eIU5OV3BEHUFCE+w97kEAwJ70YHGtcWq6kv1fOFA8OzV9xAh3YrqCvcc9WKxzPHnhEZy6cAA7J0er6S0cwIHJdpyax9mTHsQ9C9n1qQsPG+mfuvDQbDLfM05JV7AtWSvyBFT5Akp+T2Hh9iw8wuI8hGVar3C2e2EF+nQI/uz0hQeLhgG/f3Ke5kIyKd65Jz04o9z3C172Ok+npCs464T7AWR8ZeEezsIxWdyTHsTuXJYSUkZ58PSBTMnwZwlNMJksYA8rN/t7jklWK+kNGSfnedF1XfMFlPJyfHoIRyeLOHv3/ab8pg8b4U5bfNAojyzMCg4sbDdkXePUhYdxfHIED7FnXL+cuvBwVFwCwK70CE5JV7AjzWTn5IUDADJdauivhYexOz0EIONvm1VH63TDiUYZlLp35+SooRsMLvNwe497ELsXVmZLQo/Qedd1/bj0UKEbdZ607GbhHi543p0eKnTpcrKW6bhcN5y+8KBTN+j/esNYX3kcSRaK3yemcfCpZY/L4hImBpdA2Yl2ahHuAA5NTN2gedaytDFJcGq6goML2wy7vCc9ULyL85zm7z2RyWX2zkc2gYnpcWq6gmOSI4YsbqgEe497EKctmLZhkdYLLk9JV7BIGzjrhPtLO5XLFudW64bdCyu4e+3YomGpy0P7TXvSA8V9HT46e57LxsmWLT4mOWL5LAecdkrHP96hG4DSTum6ftpimaYuj0PrSzhxwfRjuR2MhUvN2R7L/3bZ0l2p6dsDbt3A887tupbF4h1WeZyYrhjlcWBhe1Q+O5Dl5dR0BTtyv+6Y5IjbZyzsuumT6uuTXf5P+giWaa2wU+azqiymUEZ5nJiu4BY6KZoDgE5NH8EqssEhl4/HZWtDJYY+sNuTx+WcFbZK2/20Kufa5/e1qXj6uhyHjlPSFexKM5/HxdHJVj3lupTLr7ZVNmdal4a0qQAUbSo7/Rig5ezkhQOGnd6VHjH0FfctXX617kSqlEGuS5dpzeBl2g7O0NPrJgAuyv8Gjw0QVpEiVYTVSZbFCbvm4QBgTSXFs1UklXD894ZKMFGENbVQCTdRVL5/soANECZ52msqNdLfyJXY0LGWf6fOE1DlCyj5XWP8Tdj1BhKsqdTBWRY/gTKeramFYt2pzX+ZZvZOzfvQUZQ9y8MaEhzZWERCChs5F6tIC5nh8gugkneONZVmHUyqKsMJTSpxdPpragETtVaJM2TwOqb50rJYlZfUyPsqUiMc55nLO+DWG5NcB/A0+bWL/xiwxvjT+df5KvSXSg1ZnMCUyzrdwMNxfnVdd+nqDSv9WKDzruv6BpJCNxrc5rKoZTCzGaUuBcy81+kGnS6Pw7lcU6nTbg0dE8sGrakUIOTXVTtahksquqHQGzlnh9cXM84tu1zalqRWFjm3MUDzpWVxTSVF3nkeVpFgQyVFfdayeGRjsbBTa5Zvo2X3/2/v7WOv2a67vu86v+d5rn1fHjtOrkOo6zgpCQIisIlttY3iEpqApQoDagJpSUto1SgNNH+g/EFFlRKjSrSFtkiNVKdvBCI1paGhVmhEDLhUkZr4JYBdRw2JQxRsQ+/Te+N7c+/lefnN7P4xs2fW3rP2y+yZOWf2nPWRfvqdM7Nnn9lr1l5r7ZfZW8L6aat/kiy5Ta8BXmejMSNI9lOe3/HL7tsG/nyeoPNBfF2cwW6Y0b/VEhsB1p+4vlOKGXl6i2QbeNn9OJbbDfs8/DjAPo9m0PN67GaL01DGwf8IcclQd72YNBZnPu72cctqUz0xN2iorU4XOY/7tgvA/CpceQEYbKkbaybak31aaxs4rSE0hoJtqu43bwY/VQNWVgBEGYltciG29J+HpTGnaJsq9DzunW5FXd8z3F8Odo3FjNZecf/BZWnT+b54fAa9LfVscLNQ13J3r/tHENZwMsZ89aJf34gHzXN4rX0Kd+kWX3jlPgDghebZ4fOY7hkAwIvNM8O5B81zTroX++ve8tRrw/fnTv8MX2yfnuT3QvMsHtw+hzffvIYvvHIfD5pnhusf3Lr52+9750HzDB61d/GAyYjL66XmWQCjfJ10Xz7K/MHtfed5WF5snh0MCD/3QvPcMD1Qeh6/+bn/d/itF/p72DsvDTK6z/TtGXz+5Tfh5tTipd/QlePB7f2+XM85+vvSbXf9b38TOXK2vNh2+vxa+5Rzzjokez1Pb3/nsbmZ5LdnrIweNM/hobmLL7xyf9BFW44vPv80Hpk7+MdffLMjL1v3+Hf+POz/F27v42l6JNTzTl5Wnm9/5tec/F/wbEgNvNy8EQ+aZ/B685Ror17sZfugGcv1hVfu48mXuHXXt6XAaBtefOuzEzm/0DyLL7ZP45nTI0fX/XRfeOU+Hry1Hpm+xOT1hVfu49Uve8OgI6OOdX4KGO3aP719M5qb05DuYdvp9oMvd3XVtw1dfs8MgaokyxfbZxzb8OCtz51JGst44ba7z8F3NvfxBnrS6VT79JDuUXu3T/dMr7PP4NfbNzq2wcrv5ee7Z/DsvUedn76V/fQ/vX2To4tPejtpZcdlWwMvtk/j5ebpUUbt03jhdpSr5aXmWbzYPIsbah1d/PzLb8JLX9HJ8sVm9B9AJ9vmZvQ1raHB91g/bZ+HtQ1DHPHWZ/Hg5lWnfuwdW7f9mPHX2zc43x/c3scNzMRP2eu/+PzTE9tgrwNGf8JjxgfNM2hwwr2bW7xw69Z1q4s1xUZWZlYXLTxWsrzcvBFP2jteutFP3aNmUnbu161t4NcCo2148a3POs/D2mar5zXwwu1zuEu3eL291/mfL30DXhTaLLbO+zGpFBtZrG2wfsrNz21TvdA8N9gQ+zxebJ4d/FQNvNQ8i4em8y2DX2V6OpS5t6U83UuNG3O/3HTP4NFbel9l41hBzi80z+Ll5plgm6pLM/qpGnjQPIOXmzcCkGVk66LV1Ze/dNRZrr8Pmvs4oRVsw9PRNpVvq4cY/k1fFNtUe4b3Jdh4yMrX2tIunS37fUeWQPcMXn/LU8Nnmy+AwZa+6Onwo4Wd77lXv5t9fgOAbwPwlkW/vCEPzV08NN0I5qMnd4Zj9jNPBwCvm6fGdO09J92jtrvOBk+vt/e6/Fs5P/v36Mmd7n87fub52+9756G5i9ebe478uLxso8kps03X8nT38IYTTWT2qL2LW3ODFu65h+3dYaaT9DyemBvnN2tguF+mOw/NXTx8dBd37jRRWXZ6dQePntwZdNCX5WvtU7iBceQOdL3at+3N5JpBF9u7eEjT/PbMQ1avXuvLa/XAluNR29XTO6d2IkueTjpn665oN3p52XNPPNn68q8BW9bXmU4AmNSxh+1dPDyN8nu9uTd8Bqa2lOfxOrOtXM72t0LP49bc4NGTO0OnQg3Y8lnd5HXWKbvx5NzLd/QfdybXSLZhONfeRWtOsizbexPbUwMPjatHD9u7wKnTF2szAQy6OOibeWr4bNPx5zHmf3eos69ZnWV+WtLFiQ1h+e2Z19qnOh1jemTL/pDVL1svuW19vb2Hh4/uDrK0dV3WZ1fGo6229sWzG+1Tk/qxd7gPkmIUnk7yU/b6R97zGK4T6jw/96ifPfLIs9U2DqhJlq83Vjb3JrKTYkb/OJfRE3MnKcvXzWg3JD8lxvAV+R9bn7g/f02IS2yZ+DnXZ8hxJvdTTn5em+qhuYsb4+rio3b0UzUgxyjTWOa19ik8NG5sPo257zpxE7cJkiz9WN+PLauzmX19AuLx92vMJ4X0kucx5N/b0mCbymvf2zaVn38NODGj2OdgY5lpu9PKhcdC/jN4vX0K7enJ1NYutINZEjbGvOgd+q+I6JMAvn/Rr2/EY3PTTes0hNtbO0X5zvDZYqefPTY3LN2Nk85+t1ND7SsKofzs+dvbm+H77e0NHrOpbre3N9U4MFuGh+29oby+vGw6W2ZJlk/MHdwYI8jsBk/a7s+V+x08NF2nEz/+sM//UXvH+c0aeNje7e/XlQuA4Xh37EaQ5R08abvvt+1NUP9atHjsnevSn4K6HdLnPWPv19Z1XqdsOR62d3HbnkBkHP21ch71+c7keQx6b+5O5PLQ3MMT87jrML29wa05OfLz5V8Do127cerUY0+2Nh0w6qwBl2XENrQhObu2wdf7R80dp37UwONJXR7rrG3kWN0FXNvA7dqj1tq7u166kCy7124kWdoGmf989o4t++PBl94ALRw9BcBkeW9iG6a2tftuX/ny9Z77bdcGu9dz2daAH6M8bO+Nn3kjvb070cXbdnwNCRifh5XZw/Yunpx6+bV3cNveDK/f2vzH/Fz5+b9VA1wfnRildX3GE3NH9FP8u28b7Hl7PY8hhzyHVxZHHbTya9FWJUteL7nsfNnatKF0D9u7uEeNYBvuwMC1DTy/Lo/RT3FdfFiZXgJ9/Nzec+yVFOP5fspeG283hfPz4wZJF7trT9W8bvfYjPpiy/uI1XHufx+1dx2dndqCsD9KtSd5ep7Gtw17xpYJkGPGx57Ne+LIcozhH5q7OPV65eY/jU/tcUnONiZtQdW1gXgds7JxYxlXvo+9Og64MvKfgY2zfJnZOKCU3Nfrfif7ekI382m3Wt45+Tu4R7domjFQsp8tVritOQ3nHnvp7HW3dh2D1hqCaX5dB8qdIY/HLB1XgKY5VbOm01AGEJPlHUde3bGxzJLMn5gb3JhWlNmt6eTry/2u6RYpdo633W/ftjfDb9XSeGpw6u/XlR+R8YzEnaFcXH6jLp0memrTNKCJbtqZTlZ2Fi4/SZ/3zCiLO4O8hvVY+nK0GANyrr/WQUt6yg3uE3Pj2AaLDfSb/twTpot+frVgy3Dbnpw6ZXW1xVj3B5n29dB+5umBqW2Q5Gx1j9sGP90Tc6qqngM8EL2Z6Mj4zvydQRdbZhu4LbX6N64DdZrI0gku2hvHlvJ0jXFtw5NK1i/g8rIyuiEz0Qm/rnPb8NjTZ74uQcxP+7p4O9R514bU8qqIrW9cF20ZuUy6NWBcXXzS+yrfNoxy53bDbVg2zQmtOTn52eM2/WPv3N7h+sjtfWvI+W4bQr6fGm0rTWwDMPopXze7c92gqpVp97vMNgx1oBZZTutbd9yVLdD5Kuun/HQtTnhsIMoLcG2Df47fA9fFtkr/48aC4TaLq2MAkrHMYzM2blNtKkkXnzA/VQN2YAxg9t6JJ5n+9J0XY7ppu4bLwsrpsaTnfYwZex6Sbdgzj003wQCQY8ZJ3MTjFybzxpwmsrXXxdpUofZ9a2hybu9w/2tlY+UrxfCunMdnwH20TW//35CZ2OClupYbdf4F9vkWwK8A+EOLfnlDOmdMeIw7MM0YrNvPFt4rb8+1XrrGdN9t794QIAj5PTZdj2nbX9Oa03C9nUpq86/FSNhFk58YJktDjryAUb627F26kyN//t3SmNPwvPi5ztA3AOAcb9Gl43KupQPvSa9nT7i+9Xrh6EgvC19+Q9n7mTWSLEFwnoH9jRY0XD/ez51BfrwO1EADK6NRd2ydsuV40t4MMuXyskZ2SCc8jyfmzuDwJbthG1imIdyakyNzX/410KArg63HQydHL9uhow5jfbP10H7m6QHBNjD947bXtw3ctrZMtksXMDwnPKi0dcx+HgJYMy68/Hioi+TY0if2GraApmQb7G+16HyVPcf11+rt+Hzq0NEhQLJ2kdU9bvvH2ch3JraBL0bu2IretzWeL2kFf9b2vkrS+1pmQTT9AtRcF32ZAGyQg8lh9E9jRxuvlzY9gME/c1vL46aW2ZAur7F+1PLazWArJ7GL6zO6xainfmqQe++nuG0A2AYBZhoztv1AUotR/o+ZbRjteB2yHOqp5zulOLvBaXKc+6l7dCvYBjcO4J3ELbOffmxpO1dqkiWAofNjlCsFZQlgYuek2MhiF8vOaVPZmJTLr2F+qgasXeNtFClmtH6pCaTj3/mbM/a79GzswKfUpuLfa7GZNsYE5Pjb1svR77gxI7/mRGaqm2wdQalN5bfvxzaV28atgTEeGu+dx/BcL23982NGqd3En4Ht0PLbk0vIfb3umxb9yplpe6cE08K0rDHU+o101tHUskrdekaiZQ+w36HAHp/8rm2otjSMDpp2bMQ9Nnec/PbOMNLD5OfLq/tPQ5nHdOwac0JDJ0Fm1I16tO45p3Hbeka27YIG+1u1jDIP987k0vXKoy8HC4xacnSsMV1w2ukOyfrc6x/PH0DfKUITnW3659j2Ou3nt2faXpa2rnP5DTJjO7hwednAiOsmfx42/RNzI8rFjiBa/W6Nq/e+/GvgtrWjut29206OdtARt+ENYKh7baZt4LaV217fNnA95fdUSycJwMou6Agv+xj001AXuS0d9dzV1QauvIBxFJHrs/M8PL9VSyeeM2DTsgaUZ/tbT98k2zDIc3gGvQ5jlD8w+mnfVt+2N05+XLY1MAzIMV3kOjWmOw2dJYMugkA06o19Hs6ovW1MtTd9A2C0Fbaud/l5NhjkxE01MNjKXlf84+P3k6iLY2x4EmMZPurvx4z2edy2bNYE3OfIn83eGWV5E5Ul0PmqiYwTtsH6EW4bLJPnYdzn0ZjTRP57x9bFhtVRKWbkO59yOxdqD9ljfptgPOf6na4d5uriE+anasDuWM59bihm9GNpX37cz/PzjRRnmmls2Xqx5aDrlcRGfPdjSUZ8QM7WZ6kN77fvLdaWhtpUk/Z9ok21Z0ab58aMti3Nd4iW2pMAnFiIx4z2Oj9mBABpx+A55L5e9ydj540x/8Wiu1gZaxRBriCnHR5uxQcwqfx+g8eOLLUhY9xvv8wdm++wajISAJwyAVN5dWnGMsvpSAwgrMwAeHI/TSqDvRe/o4QHEHuGd/L4cvAb1b4j4kGr/zwsvGPA1+HWTA2ufR52W+CaDO7Y+TjWRb+Tko96uI1vz+nB7TSx/9uAXOwMxjEYdZ+H9Hxrwb/3xpOt3V4ecO1alm0wUznbxq0bXLh6b+t8LZ0kgDeC7Dl2XnZnNKqvi9yuDXVU6MSS/FnLOlDsb/j1gQewNTB2Xo66eIKZ2P7RR4dtg5Wf/X7bnobBIt8v+7aa66Lvs2pZn4R3dFr5SY1qOzPP9eeu3sRsQ8Psp/0tPiAiNTxq9ed+zDj53vsKqXMvZBu6fPx4wO1ksY1S/3nw/GqxmVxmMVlaYn5Ksg3DdV7Hn/0Ni+/PHf9Tib0ExvoUGhAa0nl+yhLq5LDXNKEY1GtTtYYAb7C59fR279iZdVxGYlwINy6016bak6E2gbXVczqxamBi+wN6JLWBeIzN2/d+3jb/WJuK/3bj+boacNpAmOqcH1sC046lUAxvrzv1m3n5bfMlzNm97j0APtx//30APgbgFxf9+kZYowhzArgghQ4Pmx6DMtMkHf/uOHFBQYfzXn681xEVGQkb3HD5TeQFT768UcOMREPTZ8A7SibPB64s+e8MxqWiwMrRLa/y83I0mKbjetUY95ylwQk3aN3r+W8L11hd5M+0BqxuDXXd0wmAOTdPf8dMSP7MkOTi12U/D0n+e8cGN1auQ0MGp0FHgLHDrfvSd34wOcRsgyzLk2wbvMDKeb4Vwcve9uXnfmfUpVHOXFf959EKshTtn6iXrj2txm4Kutiindj+RtA33za0nv+wtmGQ86DnzG8LdsP38/XMdLIdk6MujrbUq3Ng/hasg1SIm7prTpPn4fhpm4egm0H/tGOcsgj2aviOtC76toET8s2tOXW210tn44C6ZElj+f0GjuQzvHqZsg0tTk4cIL2W27CYojvh1YFK7CUAZ3Dc6pgUAzl1msekkdjIDl7ktKnsjJSa4nSfoby8PeN8ZoNIoGkMJPoP31dN01lbba/xfxfgcq6jrvNBj1iM4rTzhDa8374fsrG2tM/Tb1OFnkeN/meweSDHTwNwys5jS6k9OXTMec/A2lLJBi8ht9PpbQB+pzHm1wGAiP4MgL9hjPmO1e5kRayRuKEGfUfdMM0zlD6Uzn4fAwUWQHj52fd+G9Nd09jGvGHGvf9ei5Hgo/G2vBN5gZXLjPJzPvfvyYdk1nrydOTDjtvfHiqaqSfgByDLqD/uNCwNHHlZOdnjjSBL2/vvy9nWB/7cbJ6OLgbqxx5pzFgvJ3rly8w7PtXn6fOwI1Y8nfP7YM+N1Xk/v1qwZWh6HRkdlqcz5uSWvZ+llGMbnHO8cerZBm6DG6a3NdVz/vqWpCM2jdOQ8XxGUP8E2wCMQW/cn3nPqiJGPSDcBSY64cuS2wYnmPX9CTvOF2yfyNlwG1yfzQRYJy+Ti+RLgKkuOjoN5oudujzaDf95dOe9usz0lMdNNdCwui3V0SGd7ejz5Jx6BryjfyJn9jyaid53cUBNNnMooxQHTuRCg5/ix3yb578uyusst328keXbam6Da4nZgbHujv7nNPEFABtAg+ebhc/jNSfHNkg4tsHTRXtfNfkfMUb2Y0Zm+6R0Qxoj+SpZzkP+gech2YY949dDwJXX2AEst4FStmGwpX3+fpvKz2MSk1bkz4d4iNsoHqMMscwYN/kxo6SnvBP+LsIxUym5nU5fDuAx+/64P7ZrJr3HoZk07JzfqyeNsg8BRGA2Ce/ln4x6rdxruDVDR1rG6Ic4myE2uwRWltMe6JZ3dgV6psfRrTrkyXumQ7MPumNWlmw0xZNRbPTTz8/XSydtyzqkKtJLPtOpOzAdoRzSwS37EECIIygsMBL0EsAgLz66mtT7nWPLMOgE3LI4wSk7Hvvszxrh5yaNU+LXxetHDUi+xRn9naSf+qqmn2Uqjdj5tsHm7+us+1mYaVIB0swayf5Jdi40U0lqdAb9dOvKV7I1tQT9ACaj8d1B4fU6ZieDnRfMNjgdU95/fzRZ8lOx+rFHpFmH/PjwHbKfmsQBXtkbuDosvRLGG+9+Xa8pNgIwljERLwftWK+Lp/4zxxkAEfIDhDjAi+FrquMOwmyG4RQvk2Bb/Zk1Ut4c3+/xGSlcTwc/VQFOp2QkZrTHY37Kb0+2gj/naXPaXjX581hcJJ2f6B+zbyeazuYc5MXSdvlOY1Cb3m9P1oIz08mxVyfHX0gznQba6Zszrg+azipd+lpsbqfTXwbwMSL68f77HwDww4t+eUPGmUgnsTfV4veqDkgza1hasZeQnZN6usXRqIoIjZ5Lo5lyD/YJDU2fgcNkRgVNj0ee1d4Zetu9nmNjIOqI858dHxy2MGp1AyOPmoqylJ9pNXij5+KMPITlNaQLjKZ2eQsjUIFZQLWOmExIjMzxkarG9K/XpfTI+PbAdXAhXeTPrpYgFfAaMp5uur6ENRINhJljJ+caZ0RUkLOv686sMTY7dDhXAU6Q08uyhZF1gumZOxuRNfTZOacBJIxAi3VZqvOVzILwZ37yWcbu63UnZ9QU6GRnmJ+ajBp7Mmitbeh/awiII6OrtdVzqS5K/gQQ/FR/XVbZjSBfCJ2n/DlW5IMcmcXqW+A491Mh22BYPQ/aPuF51BgbWd1ofJ8bKMfEzkVimU7GckyV26aqqdPJdnI6s4QDMaMfZ0/fOnC/Nwl/7rc1fZkPs1gqak/G3jQY00ztgRvXuO17n1CbSnwLwbi2oSqktrbkfyRZ9t/waGfjAAAgAElEQVT952EZbKlwbgm5u9f9J0T0kwC+sT/0x4wxf2+921gXayS61+u4EYwYOTalbJJOuK4zFtPj48PkwSxfI0XIf8e4hpQ3fFh5MMrXlneAfW4FmbWenESE58GvqaXxBGAsiz8SzJywlZMr59MoY+95WLoZI+3knJ2ZI8rYsBHUivSy4TICgjrXGBrtJZdv4BpxBoRU/9m5MQCT76EGbBmGOsVHSRx5ntyymxNaA7Hsvm3g5zii/gl2o5YgdQLXrUm9PDnpxtcWyLENfn6+bRjy934zdP0kfQXYMo+v13lrs8At8yBf4615keFnrJ9umb92/HlEn/dOY/Lt1UQX4XeATmdI2f/+8+h+23sefr4VyXPQESkW9Gym5HN4DCmVvQ3Y4CH9cB+uDeGfa4uNWi8+luJlyd9OZOTbBkOdn+rPcdxXzALPw1BVDXvLYP8C9kqyizm2gfupILZuUFufLnpI9irkRyVddOAxvP0u1HH3db1EbFTRoIfYfvFj8/5Yk9JFQfaxNpVvTyY6XJH/Ges2j8dZ2b0+h2TfhvQMMO3rWLpb/Bwr8DSAV4wxfxHA54joqxb98hlIjT460yYTaczwQMLTbIfRbbj/xXwrc2AlDsOfdjqHFqzRwI9XZBR8xFeUMtLL58LyDOUvOkfhc22M9U5yQNO66OticPFWyHJx1jTx0vPzRyJ3JkeOLeWfnYaVkEetgapf17lOBF+vE5jMCEvUU2d2CaZyrVE35fpZZhudWYoADNzZyzH5Rm1uJfbTL0P3Cue0Dna7U3mNoGDHFOtQ8mgDuiily4mb9oiviyE5xfzUmFe+n/Jni3BbWos+WpY2ZIZ8EF9UeU7Mbz/XGHM6g0P22AoxY5fPcvn6fmrPOLOR7bFAzDips8LsROd7Qgb++dpsYw6SPskxkhvLrDm72Hktr0Jcv5GWi98hL6eRbelS35I104mI/mN0O9j9ZgD/I4C7AH4EwDcs+vWNsK8RnKhFbAqfQyyd9BpDYAo1n7bW3UuXnztzILsoF2dYVwSAO7Wx+9x65YpNqw0vvi68ksgRngef9lxVgOVNc2xwGl5Pcho+k+mQ6UVshymn3jlnGr4kyxqn4w8yE+7dK4eJlN3/LBpjsZ6PchbTVSRLoHNUw+wEVia/ztrOYABDOuPX3YBt4Oc4ov4Jr6tUGxSYUb6+PZxM/7by5eUV9Faywe6MB8if2ffaGlPO60n9JiFuQ4CP2jH5Cq80iQivQYQXbq3PZlpa4y4CHPO9vi4ap3Noet1Y572Zid7U/9CU/prkGbVr3utEkp9yFm+OvMIVipt4/tLv1hgbheobpxlmRLFjvox824BTMA7wX4W26Sf5VdhhP3ltOFB2fi5nCQvup4IYFpPWposeovyEmLH7LsdD/PvEVwmydPx6ok1VyyQGqT3JP/sbSIVexwZk22DXNwq1qaavOyae1Y5pvFjdjxn9Podk34b0DBDu6ygld02nPwjgXQB+DgCMMV8goufWu41tiCnscB55RoLPbgi9M++vz5GTXy0ky8SPCcFsVscGN6ZGXtOpZiMRasgACH8PNhgjQWosGAgEalJgu3vsvftBja9ziBtc+f38cMMqtKaJfz/VItkrKajp07lrOgX0yHj2wBv1z7HBNSE1ZAAEZRmyr34nYHTtE7DZTMLzqHGtF0BuVMfsXzRQ9To97MzloXGG6W+VBGp7xW9kcpvJGy6tme7eGbMBgBzTuAFxrLER6ITaO4KOhHQz1AHKY6Ngw1yIGf3ZIs4uRd497Z3cDrzocWPtnxGvMYZ36Afqq9eISw6I7hTnjYySmJHXy0BsxNP551L+vKZZt5Ivl9ezknZm8waavOsc+Qb8uZufoIuV6eZARC8le8CPNeaEGzapJJb/5LtoNzI6UfdISIaJsjsDxwF/MdhSKb8F5HY6PTbGGCIyAEBEz6x3C+tjDdoNAGIj9mTCRi6UrjXydY05ycf74IlYMEve+5Wx+9gbfKo2v2+/DLZcrScXV5ZTmdl3fE1AztJvjbLt8qsl4AfGstj/kmxbQZZ2W3liI8iy/k3P2VHnBlP5E3snuCa9tGVJ6SYPzAeZCzLyn4e91k83/v54rjVxva8BW5+avh7yafK8LLwzmNs1qeyNYPNCttS/LlY/aoOXxbeHPPD2yx8qu2QbbH5+Xv7nxrmujtFRS6qOSeVvBX+b42eGZ+Dpov3O/XxtzLVXXBdT57gutoH8uc+W4oNaZkQ07H5jOjYsoO4fZ9eJsREi5wQ/5edfY2zkx9tSnM39FD8WK3vINgJMZ726PsmvEr3kjLGk7H8byWZm2oacNlU3K7V1nkdtM2yBaYzCP/v2KiU/38b5fmb4zUD9F21mJfU81Z6cyMWr5ylf3gTipjYQg9Yct4/tX7/PwW0nWhsq2dIcffavW1p/czud/ioRfQjAm4no3wPw7wD4bxf98rnImBWT3UuIyCsMc37XG1WsgcnrHNII76Q3lZye6bv9KxFBQj39oZGBwDV7xRn9Yfdtd1oQp8lnjLJbWtO9UhqdDjkjv93jzQbxR3gn7zaXlt2Xs6Tzwv1US669ksoeGi0ykXPSdc7MAZrWj0qQXm+IjbJPZ5e4ZU/tdsPzEj+nrtshvs/lvkReDyIs82G2Sf+dr9U40fMCG7x3fH/dgL2mzs5JMxC7Dnw2624yih+JaQybPSXaDdd2V4OgI6GZMdIugZ3OZZRdjI2EzRXMGAfUJEtHZrn2KuCnkmXntiF2rup6Pn1TIDabPfoGgXeN81p4aZuqVlJykWZsRvQ5qveYzkI54kynyWfIbaXp7oHheDLUphLrQM16GqrboTL67faI/xlsqZTfAnJ3r/vzRPQtAF5Bt67T9xtjPrLebWxDqmMnZxSIT8Pnx+Sp5MIrI5UztwwlZZYak87aMSv+1h5wF6AWGk18Oi+/TmgUTPOWXt2RR5jc0dK6OkFzGbb55rITevKHz6zu8hHqSb5sJN955bZS/DLM6eAp6QySZueM+U2fR20EO0NC6QU5lNhefxt1v47XMiKaYk29yF0ss4HQyI+k3zN5sU/a3wCy7g6desG8w/peW50vvV9JvpKfkuIBJ52wePMYt9aml+n7LfU3KT8diwNqZ47dL40D/GuD99L7oVoGkfhMuPFYXowyWR+noD7WZg9jpOKiNcoaa1P5cD91BDlHY5QV/NSSfCzJTiciugHwt4wx3wRg9x1NwNgTf2Iza5Lva8bS5Y60YDpiN7xDzoOAynpTp4uje7Oe4JUr0OMaWyxv7uycrHUQ9khkNC8208l5BzfSM30T6JmOLaZ99IXEg8dzRzhKZpRUJEvOdGahWy/9tSJii6gnbYPNM/EMJ7OFaiNkDyEsJG7lmxi1cteXyJuF5n+vJei3DDOYArZfGtUsXUh8yCMQD1Q7Mwfp+uakFX32dBaUk95Lx/Of+PmKR+2j66t59iu4ztIaPqgkvz0iyDK8YU/cT0X9RURnY/68xg57fw2hSdkTs7ala4CAn/Jh7Z6q/Tfm2cysNYJ9XxVpG8V+115X05sz2RvvmPn+wpeZL+dk+74imyktJD5g2GBEpp9y2vc+K8ol2elkjGmIqCWiNxljXl7vp8/ESkbCEtwpZM7vVujAsqbLeort7JCT07EhdKL4x4+wkDgArwyRKZ8FBjJ3IfHc/HaL1TO/YSk0xkudTWwh8VAeh1xIPOWIuMPKDSAYoddugt8rYdxhM6OTXCj/2LmaEUAk8kq9ErFXVl1IfHiNzp39Kb1iNitQqyTonwblJyaTwMxX7sMjryxHOzFNfIBAfKWpBmZ0lAQXEs9pmIsNf3fdrGEhcZOxyO7OyG4YxY739TerMyTyinPWK007Z/ZC4rFlK3I7Q5z86o3To0R0wqmPMZmH2jOizfAH/GdMitg7KR3z5OIs62JOQMzGrdym2i0hPUuUXfQ5/jPA1IasQe6aTq8C+DQRfQTAa/agMeZ717uV9Ul17OT0vPNd6yyTEWp2nOdbc8++ZW4ZSsosBaudUVn/t/aAu91x+NUEX3/5GkWhsouvOkQWiBvvqa5O0Fz8HX6AqVyl15H8gN6nYQbZmHoWv40RnKWw4W+lplvXKtfUa4OTc5mveKV+01/nxZdvLZ0j50R81Svw/GqbHRYiR7dSfmo4J77OMI2b3PPh+lFbnS+937lxQPi12fDrJLX59a3qV45uheKAIzBZ3zLCkjggt00lrke2U4ZYJfSK1gwdKSnzUXQQSMdFa5Q1Zkt9uJ86gpxjSyiUxn7+68XnWkj8f+3/qsAK/gYYRuYaaZSO4yzU6o/mhUZFIg0FwwIGbyX56H3skHHkh48Ce40ZLt9AOmmk1AmocuXMHVZt6+lIMop95/rbf/d1LPo7PeIz7L83OfntDKsvoixm6FHymjnncvPbIaF62Hr2yl2gtKuHpv88wG0dIrbB5mk7mGPyM/Xs0DIhZA/9AMHQKN8cWfi2IeM3+ffagiyri+NC4pHOZM//Osz1M+Lx+mympZHqYqhzKDNuctL3uDMiMu1kRfJ0YrlIOdqYvqzhg0ry2yOCLKV4eVgPKOKnpLjQsHOcJlNPa+ywl+TCyS27j+infAY/daovTvcQY+RA2VMyn8Qynj8fflPwZ/5nv31ZAzntSXus8f1vwl+0ibTJ9n1NcuzLwtvCAybQ55BRdnm5hvXkEu10IqK3G2N+1Rjzw6v94pkhI3/mtOYUTUfGTZvKL/W7ZMp7HS8Jsal5xKc5eufHdOSku0tNtsws3VaX7HviWe0dX0YAYHo58R5lKZ3/3T/XgnCCceQe+v2c/PbOoGe9jozb2vbHPUNZWvaJnFm+Uh4x+ddATE6h45Jt8NM2Ebn49dyt8/XK0967DbRKfEboeSzxP7XilyvUkCE2bZzbhgYn55zFPqeYPwvdQ01weVn5peoXt2vGjAsrh+p6LI8m4L9z6scekXQkZOd8P2WvG7ezT/+On5+UzsYBNcmSy6zE//Dvvo5J14U63K2f8vOvSZZAp1ONV6caRPyvCftf/xrJRk7zqztODxGVC+JxofTd+iMpHeD6sO779BnWKtuULH25+Pobq+drtan2Tkg2qZjRtw3SNY054dR31a8pl1TPx18fbojor83JmIjeQEQfI6J/QESfIaIfENK8j4h+johuiehbhfP3iehzRPRfz/ltyxq711kHxF/RCTms2CsjtXPuMrU1z2wIMC4mv7xcRbsE+q+VHeA1phTOorc9k93rBDMY211tyJvneTBd9Vm7k/zwu9dF5DVrd5Vh9Imi6Xj6kK+qaccgTuz1IYk5OmNWGoE/gq9qPRs5f+eq6TPJiZvG66e2+tqY66d4W8Cv69fIGjG/n/6osVEOc3fuy21TScse7JUhbnfi5dAsp8hMMlxvvYxREluuLce14oA9MOdVWqDkFdplckq9Xsdz/+qZeT8C8LuNMa8S0V0AP01EP2mM+RmW5lcBfCeA7wvk8WcB/J8zf9fFBD4H0omLQIo90EI675pu7Sc3XXSXth3ibMGYkqUdeY6lm/Smsve7Q3IJ5DGu3l9RUGDc/w3s60ljEmdHCmfGxyn5DKQF2x3nHnseFeklgPC9e+WI7dznfxZfD4mMQEkLj4au2TNN73StfXKCzUS9NH7d9WYvBBfQ78myL5XJ08GzV6l09nNyx6th9FMY7DigLFOLzTuv3JjANcJ10nFpYePBF1Zczy2zFvplujhJZuRGw8Qne78V3FikInkOtrJUx5guxWyDlH/4NUb3t2qLjfz6JcXLjaF0nC7IKxQHWF3kizTLu+FV2ig18ViGpwPm24bUubbGOD1EImYE0n5qokshG2Lzm9mm2jOpGEXcpGdm2WNtKv+arA2y9gyP1QMx41D/ZtrM4fpUX8dMUlag+HGYjlf7r3f7P+Ol+RVjzKcAtP71RPT1AL4cwE/N+V2gU7BJD/OZDF5wEa+ZIwZ7phFG1LIWJl3xGVQbAESIlSlnFDMm33je9cnS1qcaX1OtiakddUd+z6E7trEwdwRn78h+Km9kfQ29r3XUNXeGpuSn5hLy27XKDpgXC8kzEcv9VI2+ZikNpvVcWZesjs8rJFXfSu3YOf3UHriEvZ8j35ral6WL2mel99/m8Nd8qthv++TMet8i36WkZjr9DiJ6Bd2Mpzf2n9F/N8aY+7GLiegGwCcB/CYAP2iM+dmcmyKiE4C/AOA7AHxzJN13AfguAHj7298uJ8roNpuzXbe4pfLc36111CQlS2kEfvhMvdZk5t8zme0zZxRmj4RmfCRmM4jpgiMj4VGTkvx2izebYbLVse9gSss+GTUNjywP52uTJUeyV+Ji1dPPwRE7g+moEmOODa6JcTv6UTeztkUXbCjPb5I+I6/g952Tqm8igXRWfpNg1NoQaVbogWymPyumNafBXgWDTe7DGbHR+VAeoc/+1uDVkDN63jPxU/11wVlf0u8wxBiyf443se3Ed0h0NuyMWKZFYBaUly6m6+KsoIpkCXQ20y9HzP9GZ3B61+S0gZL+vFZicrG2NJFujj/3Z4GLz7BW2SZkGWtPdpvPJGzcim2q3RLSi0TZk29qgNlSKb8FRLu0jDE3xpj7xpjnjDF3+s/2e7TDqb++Mca8E8DbALyXiL4u876+B8D/boz5XCL/HzLGvNsY8+7nn39+cj7Vq5m1vaewDk/IYY1r9tTT65zLuct0xNFBaevj4rxWkA2X79Fk7ZO7VbKfPrp2TI0dxzshJl9nhkqlejl3RG0NX9Wlo6CvOlIdj8lr3kye9W3pEShZ/0u2o+m4aXrNsWQ5h/l+6vh1fU1mz5ww4S3Ir4H5NiCvTeX7qT0zvH7J61fmzCJfdzRmnLKH+pU7c68G9l6O1EynVTDGfJGIPgrg/QD+74xL/iUA30hE3wPgWQD3iOhVY8yfmvvbc3eoklbEl67juw6E8uuM6yl7xf09Yh0EkJalLfPcnZNMv6jg3F1K7G/VFGD5uwjYbS+l3bqmO/fFdygARlk41w1OM77zRU16CeTt9tUtWOkej+mz9HpISs7WYdUsS2urAHdHJftdwh736660C0ZshxYbwB19x7XUbl9++f2da/x03GfZ/EN5WVJ+a8/EdjgEwjpbshuWpLOtOSV1vRbm2Ctnty9hR9Cc1+j83xL9VGWxkdURXy+BPB3j/lwq+7CJgJB/6DXGkJxrwO42lYqXU3ZROmfrrnRuTBN+Hv5OWDXB/XmO/5lrG1Lnmgrj9BCpmBFI+6lQfBXWy/ltqr2SilEkWza37LE2lX9NTptqz/h1W7KNvP6VtP98GW29kHgxRPQ8gCd9h9MbAXwLgP8051pjzB9h+XwngHfP6XCyo3Q3TDbnMnihnuxaevVLyZGvHJyWPZejy9PHnf0xv+yxa2oMpnhArqxH6h341lD2TKQjBJlbEppNUmpL53INo65L/UTo+pplt6XvXOqnjsgRd+K9NDlrteT6nyP7qZTeLSl7rp86VffO0pStdWRpHFCTrZ03E3leuVJ++Uh1PVm3C9t1W/uqLZ/AVwD4KBF9CsDHAXzEGPMTRPRBIvoAABDRe4jocwC+DcCHiOgzq9+Fgfs+Y8j+xdI5vYYkXyPlJ32WvtdCX97hnXl/9MJE0vF3nXNkJvyumK42WUZ0TNyFJlV23gPNHVBIzjPy2z3DSJOwHkFu2efahsA9zMpv7+TaK6HsvM6LaQtscM2739j1cnJ3D5q1k98Sf1axbjZMltG1Wdh6BONsMHm9l+iujQeymZK/ju1Ow9dmGTr6rSzn7MTbp5usd2ftRk792CM5OtIjyjk3lgnlJ6TbYh2OrZmsbVPqz6XPwnXBhtVB4kxpbbqhLgtlGeql9Ay8axr29sOs2OgIlMSMKdswIz8xvqpVtgkdS+liTJ9t2qVtqt2Ta6+8sjeSv83V54VsNtOp35XuXcLx72efP45uvadYPn8JwF9a+fYcLjEKVdvskkv0EMujV/X06PscqZd9j/jy5bpSKvuSHZhqGnXKZZXd0mK7Xl3RTIA5shw6kvm23oXUKuO5o8BzRojNSnW1VtmGZiaV1PetdsqqjZQc1vRTXH+vRb4xGnNaPLNmumB+nXK9ZLx5dF0M+SRxs4VoPonzB5fjHHxfdartXbgNWVLXw7O5l9tSibOs6XQpmv7dzoGYQQik60Zg3NcgxpEkeYpv6ncn32shViZ+rLTsvtxz8qhNlob6UaWEXCRZsu8THRN+x6f1rulGTWjyuRpCeuCVw3iyHGfd8ZlhmbaBweWZrPM1kVtnM+XvHOPyghdUCbo4jsjUJc8c3zJJnyvPkG1Ap+tcn/16Lel6VeTWsRk+KKhjCRucvIe9kyiHbyeTeUinUzGB3+Fi6KKN5dnk6EjseCw+hWtDsgYzjuDPN5ClZVbcxHWxNllyFthMP2aMXoP8NpXJ1ecd4M6SXeZ/RHlG/Hkqv+R1eybVllmxPRnMr/9ubF2vTZZinRVs/9JYZkW5VOTdz0Nuz3KOwZR6vmvruZbKkEo/l5Kdcvhv1SZTjrh7V18t/XM55SyZmXNk5r6S5e4AFJYbl/MR5DtnrSYfkxgMqbl+rslc25i925ewu84RSY8aE9YamAutEXMUXV5TF6Vzyd0YDyDH1iyrd7xTaa58S/xUDeT40tJYMemn/A7QAzFHD9Yuuz9b92hMZy5mzLTduE21V1JlWaOssTaVzxF0sjVxP9LyzqgCfNktXebiONrsMRHUmZQr9ECO0DCNUSrfUrms9VrEHkgFQ8DyTo6YvGrUTVvPjuSQ90Bqevic17vW7MA/KpI8c+S2zuuOx687W73GXrPslsRCczqYr7lec1pzUj9VSEiH5r7GFP2NK/ZTS8p0Lj91DZTGATUyR+fmysD65Zw2Ve1kDcJtkO9SDvl6HRdaydafsW0FQ1s+luZXE/4WqIBrFFJbXEpbNkr5p47XvsUl/8+Pp2Tpf5e2pr+hVjwXuuYIsox9DqXPvWbOuZplyUnZK6unXGdTZU9tCxzLw27ZWmvQH9qy2nfufFvuHP9xbf4HYLKkqc3001n5hmyrdI30W0eymZzQFukcf/tvewxI+3P5t9LbiddEjp+OHV/DB5Xkt0fWlmXMNqTuIfa5JuZsCT+n7JKfys2vRiT/vZb/XeLPrQ2uMTYqiRmluDCWv+/3JX9Ws57m1tmS9mQo3VK0GxoXWiS7QiMxFz7te61e15pHmM/FNegWxwZAfpC5la5c40LiucRsaWzU6qgjotesC3tkfHXZnymxbAp6LUxs5IyR5C1975HkHpLp2n4qtgBsbaw5q2PpDJwjzDBphVeBY+Vae/ZJjTq4lBK9SW57H/BTR0dcJuQA9XIrZs8Iy1mqxdAmMj/kTCeLuJU6P+8sYhtOBxNYKiLW+5fIrzYm2yNLZTDCuTllF2buJPOoSJaODFNyyUk3Q5ap33G2KK2FkCyEcojbe2fIMiaXqH2pTZYcQU6h7bmTn/1joTqeyuMo8gyMwId0yR53OkVCtoEfFvIK2tOdI217LNZnBM5FdMl57XiBDa6ykeWVg7/iEYyNInlEX2U0kW2aQ/dUA7n+PHQ8wzbE8pusQ1SzD1pBlq0h3FD4mpjdmOQ52OAKYyNOScxYGGdmt6kS2e4JqUwhnWg9G5eMO/n3K2pPAljUnmxwwg3aeW2gpW2qPZJbZyNlH3xISXuygAojpfMSWlBUwl/YWntmy8laULJS+eaOKsW27g2OpsZG8FZcB6EWchZWL3mfnsvObDQicGRyZz3VKtdL3HeLqR5OZ4rWKc8tyV7TpVJdLKXUTwG8k1S+Jrb4eG1y3up+c/xUCCvfa/DxW1CrLq7NFuWX/FQNrLE+oPrfKZfUBe6natRJia3LsTR/9Uge2TsG5QZkiUbA3ul2llt/8WDnmoXbp9YmU845dpu7dkc3Z1FBdyHcevVqLn4gOKceH2lR/y3ZYgo0ULf9m0NyR7QV5RCS6VFs6Va6eE0sbYS2GYNIfjop/ZH8VE5ZSl9jSvmprTYd2ANbLt6c4ugdoCWvLG/dptor59jV9Jp38BYnydglBQrt29qyO/TrdQCWTy2NXafTIQecqd0zyp41jV+aEmivq02WuVPIvXRZrybE8ov8Ttb0yp1hpy2LelD4akOQtaek7xhx23njnReOx145CtoGP88j2kxg/dcbTOA55f7mFckypc/R40unpO+UrPqGsnPBhuXc1wBqIcOfOx36W/igkvz2iCDLBqHXmMpel5fOZb3ibSpuuMbiduSVPStv4VxrCCcy9eliiC3akwF/fvilB1KylOSSak+u9Lp8DaTaQNKyBDllFzv+VpTLIbueu9k5l5lhFFzc8UCiLu2NrtZpb83QSC9/nSF2PHVOUUKkXi8+h17Z3zjSiB8g+6nW0MV91d5JrR1kWUNfjuS3S5joolnupxRlbeYsg3FNbFUHz+mn9sBe/YB9vnu9P4mzxHGBNtU16exe0ScwEw2kXOJrCKl6XYKaHNAaaJ1U9oq1gUfrMNsLuUHksN5isMP+OmxmbC2lFEt2vhuuCcn/CurH2n4q9LpYjf6wxnveM7Nfn51h/7Thfjmu2U9N0lxZO2dNLlmHD/96HQU+c1pQNF3ouphZT+VXo5NNyZIi6VpDAOXLzNIa99n432uToiSj2PdYurmyXJLfHvHv3RpSR+cC6aXrc34HcJ2dlEeDU3Wy5Ehykhy8WM89W+rkYeRzQLpeH0WeXE9T6YC4/Vvif2qCN6BK6qzsf2V95jZjqQ3eO77NDMUkJX4mlu5IuinpiF9n/fS8/nO5bynnGsiNjULHrZ86GZOUZahTxvopP//aZAlM46HGxOOS3DoauoaTalPVSqxMjTkNepVr45qEP2+9Z5jKrybmtie5/trXNufo5hH9eahuzyl7yP9YWyqdW8KhuwpTPaFzevtq7CRak0v0jB5N5nseITr6SHOp7KMLvB5cZudAZdiR8lWzFh490BGQJ5sAACAASURBVAyIELH6fAm/fiTZAmX2MiUDretp5sqdz3ZS+abZQq+VkSO2qZbMDt1zzK8ol0BrRAJp/YKQwbHH1dAs58hTJ9eYIruGjtXi9LdG3vJ7nny1zs8j+lous6+1yvVS9z1ZI8rzVUe2q6XUqmNbs4afKtnZUp+HzKwdyNS3r8K162Lu+m1z86xRP9e4Z+0YnrKHOmYOtEbZ3uvW4V+v22S3AYR31eDXiDuOpe5jZ2TvoNAfc3aqktLl7l4Vu4bvjlWRLAFMdhGQdMTu2ODrWJuSLWRZ2sDf7nYg3k8gv12TsdtKJ0tXJrHdm8RFsiU5Yzw3ezeoncJ10Qk2E/XSpHYY4cdWtMHVkGuvvPIn/ce17XYDbObP/ePOrjns+SV306mEpJ+Gey62K53UkTnpsArtBMZ3KqvUn4v3naVjp6htcBYJjtT12I6iVTVyTUaMEjse0efGnMYO0EB+vG7Pqh97JxSjCOmA+bYh61zN8uMkYsZYuuT3gIxK2lR7JRWjiOfnts0jbarp8crr+YyYsXTHT19GSzu1jtG1tyJr9xL6IwV774WUOEfgsqSuVxVYCZSMBivKmgw7xG0w2pOqnzr7Zhm1279cUiOR1yKHS6K+aqTGWK42JBm3hi6yoLL6qTKOuvtsiJwZM9cii0txTX4qNRtxb37qaqzopSv53h782pTKt3T67tHl6cPlW2JQY/KqMZiyenOUKbF7xZfvGmsLKXFybGmNdfYsnGmQ59LxxBK2rJdL/dQRaQ706sZeWSLfa/ZTS8qufmo9xM7Vin3MWszVz2uS2VaDcFv7qkO+XmenwZ/InG06voW/djM7v72Tek0kMR0y55XErONHmA4pTn9MTC31v6ss059D6XOvmXOuZllyEvaq6NXCxBTyWB729b0t1pc4CyF7aF/XYudaaXr0zOn4uddXGaBZnSMkyz/79fYVp6RXQc7UeuF1J9FPlf5W7bFRjp+OHV/DB5Xkt0dWlmXQvl2RP5/1OvCMsot+Kje/Cpm9hMIcG7fAn9s2VU0dp4tixjn+QmhTHc6fz/WrW/ufDLQbeiZVBuobEjN2NRnCI2BHlVTuirIPrL/QOrkNuf44ubPaFT+f0s7ckhHR0MyHajuUd0iNs0uuuf7tgTntGn1Wl0NlP6KyKOeS/Rj1eacNuMTU5xoDgyWsVV7t9FN8glvEX0hXrtkZRneli21zf2X2ULkMqddDj66Hvk3Uxub5WNtPaSwkk6OnpX6qFhpDi+r68t+vX4Zz0fq4HpIsVb7nZSt/f8jX6zhk5M9z0oWuWzu/PdOCkrK0x0rLLp1rcIrmUZMsW0OijGLfS8ueq7O1yhKY3rs1kmuX3T/HjXEoj9pkyZHkJDmgOWUP6XNOfqnr9s5ETwPBk1R+azP4TlalsrQdKrXJssmob5yUr+LyNIinix2P3UMNhOwnELZxsTxijXUyY0P0SPVc0hHu56X0Of4j9Ds+7YF0Mzc2Ch23sr2hMln652qWJWdpG2htWdZMqkyNEIPG9Lk1cX8uxbS120zLkvakXT5njm4e0Z8P8siIeULHW8EvW1JtqhIO3R2dnFI/o+dUF8U8P0cfdd4TRx+Z2mJRPX0lZDlH1bvZC2CuqEvX4KvWlNcaI6jqq5Q1WKKLR7Wla1IiX51hkc8R21Tjzr7j/ebGfjo7VFFc1EslkEbvQs7dHlcntZwjG+s19EMbSush1XGtw9sSky+3r/oc5uHbzenugypPJY816l7RTqta50XmvPalvn0drl0Xt3jVsPU30LgirrXcMfYgEyO8jlore5BnDPVMheQ82KMo8RxKylw64nF0+fo6lrVWgVClh1dzdm6MtqA1NNGvWEDOdSq7Y+RADkvZD3N1SnVwW1pMbYkS2O47ISfRT1Wqv1sF+Wv7KSWfWnVROR6qi9ux9w6aPbJUZodf02mTLS5n5Neak7jFZS20oLNscSluZZmTh6kssPJkxLeftzg6kih78ndSx3Pz2yOhe1+77CV2ozJZOh1n7D1v+12kP24M0mUP6bOURkpXmTwdeF1fQ5c8WYr274CyTG3/7QRDC/35KjZ4x0x0MaGXRdvPh9IdRDcdfSzQMf4MYrYhGhtF8q9JlgD6WC6xpTkgx6P+d/8aUOenpOuGfE/5eloTJiIzLx0w3zZknastTg8hyGWyYHvCTznPg5+/gtjIkZUky5RcMsq+WZtqj3j3LpXd6qPoRzLKnoxbZ3IAK7AuOi1ZUZRrZYtRtVSwqaNNylaoP1eUetnTzrTqp8pQG5xGZaSUUttum3Xd7QIu3ctem2LMpVS+pXI5VACQ0Yu8pf7WKEurNzXee01MXvGcEexrIFVGTl1Xvb8sNb+qvEh3Er7q0nHWHrnmNWzOxRL5XrOfWiQ39VOborZ0wYYstc1YKiD5CnvpsjUb19lDvl7XGkKDE05oyqaJFkyVtjSS0lc8HdKh5BUaYZpfVv6x40eYDpnSiUg6aQpl8Hf8r0eUZexzKH3uNXPO1SxLTkI3h2AoNG0/1zbEfvcoNhOI2kOnwTP3FaSFsqyy48TqHGF7f26EV25SedfE2vbPI/UqhXh9bfLM9eeh42s8g5L89sjKsgw22q/In0dfGfQpKXupDa6M7DhHOlca62fkN746VU8H1TmWawmlFZe3qVlPl8aMa/ufDOrRVGU3OFuHqgqtxtIeZh1VUo7IuGXx8W2NLho6j9hosPqp5UjylbYQz0V9lKLUj/oppQbU3+wPjcRmUuXo8IVQx3QZrqFxrig10CxooCvn45p91R78xR7u4SjUaGtqvOcjMaddox34l+Oa/ZSP2oxyLvnqploPqPKeg7VkrJ1+ik8oCLpUvb7mBlRM5qXnFGUtUkH70fVwSbB5dNlszdp+Sp+HTE6nyNF9UWtOk7p+zobmEWQ4F12DaT1Ulpdnqzp8yDWdOGTkz3PSha5bkl+NRjklS3usRJahc62haB6x/PaIJKPY99Ky5+rsEWRpP9tgc+2y++d4p1Ioj9pkycm1V3PKHtLnnPxS1+2dpT4o1zbk/mZtssypbz5J/yt0Pq1tg/cOsXVvuP2U0sXyyP2t1Oc5+e0FSUekmIWn53Je6s9j6Y4gS+l76Lj1UycyxbI8uj9fu+ylNrhWUmVqzTQGjekztxVifr2fOpLNtMyNGRtzGj/jhBu0s3TziP5ckg0/7n+PxUJS2VNtqhK0O1HJQnuel6PTkuujxs5hZd/MsaXGvp6H5a/pXYsul8hXcSnxVdc+i+wScP1V+W6Dzq5XfK55NruiLOHQNSe9pWB+8dWhnx+V+fk4uqy36DTVwGM5R9e7XNaUwzXINNgpUjAit4ZtuAaZK9ujg3vbovLdliO2qZYMFutAs6K4HP71OnDDFjNysXTe93HLx8DxmflVQ0qWklzmlN0ZtTuJx7PuY88Y6kbOUnIJ6Jj93phTvj4Hjrf+fVQoy+TnUHr2vcX0eTQx/VtyDzWQW2fnlN3TZzE4PZDNdILNpT4o1zaAzXzgC5hXLkuHDfx5Mt2R/A8nUY4momex6zhirHSgep6lI7HjM/Q5axHhWL3fO2eUZdY5Q6Ofqk2WnAU2M6lHhTa4xhmmDU6LZAkk/PHa/mzv2FjQl6t3fo32ZDC//ntr63ptslwaM65hM2ei3bAJSnrjdTRF2SPXODNHqr9bjLBpnV8PZ6t7leuqXKMNWAvVxW2x8lU5d9QyE0RR5qB6rSjbsXX9Wpq/evdCcoL3awyeSspcqsRHl68vl5yRznN1stTEnDduuE7F1nLgMq1s7UGlEubat6Pbwz1w7bZUQvQ5V7S+0yVeoSnxU0o+akuVvaC6uB1Zs0eVVVFt3phJx0FlQYAavG2R5Fubjij1M0wvZt9zqXGq/CVQW1oPR7fB2qF5eZrMGZ1H10VOzmBu6dsHKT915AbonBmuWtfnofLKJyWrNTrwr7lNFZNvqWzX3kjh8Gs6zd36U9ruNnfL1tzfrW1bRlthS7ZFzy27EeSek0doO/e9krst8NLtPUtlWRNzt/hdW5Yl91ADJfYvVvbUtsA5eRxFnmvoki9Lyf4dUZYN4tsCczmUlP8atljmrG3/Sn6rZt3k+rhUx2LXpM6V5LdH9iDLo/vztcs+p01VU5weIkcuKT/ly+JaY6Mt25OxtEfy51yXQuXI9VNr+J8ctItWuShHcESLubAMdJ0XxXKJXdRU/5StUP+yMipP5YyERufVTylHQv3Uyqg8d4taUWUVzm00r+2VHnVKMrol7XlZe6qtUobag8tScwN0y3tXvZRRP6VcI2oPylHZzfdV1ySzlE8p9fNb+6rDv14HNsUzuuKvCXyWvqeOC/k574tXNoVvICYjfqxElrFzsTxqk6Uko9h34fi4DXXG7/QEr6lUlpP6nFOO0rKX2I2KZDnBm5qbJc8S25CbX+q6vTNTz6K6zb+rLMvSzbUPB7GZE9a2fx5OAyDXVtQmzwwdCcrB/176DEry2yO5sZFwfOKn1J+PRMrhNDBnln1Rm6pWtvA/1+rPz92ePKI/n+tXt/Y/GRxy+KXB6WI9njWPgG7NNfVCK8pRcXbu0zpdzCX9FFCvrzrnrJEjLy6sKEdG4021X2ux15mKVsdres6XjXnqkdNR2WdNUnbNXg1w7dTkOBTlXAyB1RUEDPr64nqon1qOVOfUTynKdaN+SqkB9VX7Q6MyZRHX0BCsBX0WiqJcE/mLAKttXJuSTr1aZ9cpiqIoirKMzSIAInoDEX2MiP4BEX2GiH5ASPM+Ivo5Irolom9lx99JRP9Xf92niOgPF9+Igfs+Y+z98FA65/38k3yNlJ/0WfpeCylZeuca+863L4vcNTVC1xzhHdxYmXLTBWTZQpB76JrcZ7NH5pYjpou5tiF1Dzn57Z2CNTXm2oZgfrn1oxJa0601MnsdthLb4KeJybJSeW6ypgaYr5LSHclmcvr7nrU2y5xzoXSC/LLqxx6Za6+2XlOjUllaOwkg316VxoVr2OCayIkZrfylZ+BdM1mjLDc+OAIlMWNprC/kF2xT1UhJzMg+D+u4zbW1R/LnS2PG3LKvKJctFxJ/BOB3G2NeJaK7AH6aiH7SGPMzLM2vAvhOAN/nXfs6gH/bGPOLRPQbAXySiP6mMeaLG96vsiGtOQHUXPo2lAOisxj2g77SpOyZ1GshR5+Js8RWqp1dxtry0+dRztH9lPharOqLUgmqq9tySflu1ulkjDEAXu2/3u3/jJfmVwCAiFrv+D9kn79ARC8AeB6AdjpdOUdvFCj1o++Ry8TkokGGoiiKspSlvuQo/lt96nlReStHosEJd9CmE85ky5lOIKIbAJ8E8JsA/KAx5mcL8ngvgHsAPlt0D0b+zGlwiqYLXRc6nvpdMnV2nqRkaY+VyDJ0rjUUzSOW3x6RZBT7Xlr2XJ09giztZ+v07XE/CFhLljwoDeVRmyw5JfavxDbk5pe6bu+U6FmOLFSWZem4rQhdw78fyWZyJJsZSldyLpTuSLqZ68/5ca57azyDULprkGXo+xr6XLMsOWv7n9A1nFSbqlbW8j+WFhTUe0C2DbXbTMvcmDHVFozlL+WXex97ZmnMmCp7jm+ay6Y9H8aYxhjzTgBvA/BeIvq6OdcT0VcA+CsA/pgxZtLlRkTfRUSfIKJPPHjwYJ2bVhRFURyO/jqCsl90BPk8qJzXocYBxaOgfkq5JGpDz4PK2aWm1+bPYqH7tZg+CuD9udcQ0X0AfwPAn/bWgeL5/pAx5t3GmHc///zz69ysIqKVfDkqQ0VR5tgBO6vOrkWkDdo0c+Rr1CaLlPiq1HpZ2iGwPqq/iqIoSi1suXvd80T05v7zGwF8C4D/J/PaewB+HMBfNsb82KIbMVh/twHpGulc6PrKpvANpGQpnZNkmSMzeLuwhORZmyxzdSwnXa4+x47n5rdHZpRj2KEplC5Q9lk7ZOTamr2Ta6/mlH0rG1wDueXItXGFsgza05pYKsvYdQtscJUDCiWynHMu57dqr+clMWPoe0yPMuQy+KoZ1+yKuTFjaVw40244O+vVSEnMmBvLzImNjgC392vFMtcaG5XEjLm2AcLxGf68GpbGjCW2YSFbDj19BYCPEtGnAHwcwEeMMT9BRB8kog8AABG9h4g+B+DbAHyIiD7TX/uHALwPwHcS0d/v/9459wbWHFnTESXlyOgo9HyqbGgqu0R91Ty07imKMhe1G/uhFj9V06tLirJ3tty97lMA3iUc/372+ePo1nvy0/wIgB/Z6t4sahAURVEuh3Z2KpdG4wBFUZTlHNmWHrlsinIuNt29bhdsMB1/aCitPb1/76RkaTLSlUx7TkxJrwpJRrHvgePD9N7U70SOT/KoVZaxz6H0iWucAKOkntcmS05unZ1T9pA+5+SXum6HBPVnDV2aIcvJKzep6/bOBv48me5I/odTIss55/jpubpdC7n+PHR8jWdQkt8e2YMsj+7PZ5a9RWGcOed3a2Kh/xHj9iuLjQZSbZm125MR+2Ji97FnlsaMa/ufDHSYeUV01H49+Lb0R0MXA94XqQVwlfXRUcNtULkqa6F+al/M8VNqB9ZB5bgNKldFuU4OP9OJjPw5N10LCl4XOt4aiv5u7D72TEqW9lhp2XPlnPtM94gko9j30rJfkyxjn0Ppc6+Zc65mWXJy6+ycsof0WUrT4DR8tsHpUeS5hi7NkWXs+hpZKsvYdWvb4L2ztv0r+S1JtjU1SHP9eej4Gs+gJL89sgdZHt2fr1320jZVrWzhf67Vn5+7PXlEfy7de2tOq5d9TbnoUJaiXAk1BfNbssUIvspWqYGaA/4sKgsalRG1oS4600xRFEU5EurVNkSDqG05unz91zVzynt0mcxlqx1S+LNRmSt7QPVwW1S+MtKyAilZHUmWey6LLvmgKIois2fbvVeWtqkO/3rdWRceXZrf3knJ0mSkE64bKn6unHOf6R6RZBT7Xlr2a5Jl7DMAhPRLuIY7oWGkuaSe1yZLTon9K7ENufmlrts7S31Qrm3I/c1rlmXsugw5V7/5AmepL0mdy/mt2nUz15+Hjhc+A9FPzclvj1xIltK5q6/na9uGmuXH2cL/XKs/36g9mUx7lW2gxHHpXCjdQnQYpJDDv6ZQiPYc74/a7KiiKGpLFUVR1kBtqVIr16S711TWa0U7nZQoagS2ReWr1I7RXs0stK4rtaK6uz58hpLKd3tSfkp3se1QXVS24hy6pfq7LmuvLaidToqiKIr7yobO5FSumKMHrkcv35G4pnWZVC+3Qf35dqjOKnshpot70dPDr+l0zi2Wc/JrDVW3LaPl3Ftc5uRRmyxztq7kW16uvcXlEWUZ+xxKn3vNnHM1y5KPZpTYvxLbkJtf6rq9s/aW1SrL6ec56ebahyPZTM7a9q/kt2rXzRwdiR1fe8vqmnUzV5bWV6k/z2Nt/xO6pvR3a2IL/3Ot/vyc7ck12lR7ZGnMuLb/yeF6hlAuhI4w5LGXXlhFUZSauKaZEIqiKEp9qJ9SFOXwM53OutvN0vx2iri7nFQGI5ybU/ZcOXv5V+XMJBnFvifKnvyd1PHc/PZI6N7XLntJPa9NlpwS+1diG3LzS123d5b6oFzbkPublcoytaOUM3Cxhj9faoP3ztr2r+S3KtZNRx+X6ljsmtS5kvz2yB5keXR/vnbZS31QrWSUKbnzoQn4qivz52dvTx7Rn2fU2Ww/tYb/yeDwnU5zp49Jr7/lTpXO/d3apvBZzjkdMnb8CNMhS6fcLp0OeURZxj6H0udeM+dczbLklNi/EtuQm1/qur2z9usNKsvp5znp5tqHI9lMztr2r+S3atfNXH8eOr726w016+YeZHl0f7522UvbVLWyhf+5Vn9+7vbkEf350phxbf+Tw+E7nRb38seuWzu/vZOSpclIlyuz2PHcZ7pHJBnFvpeW/ZpkGfscSp97zZxzNcuSU2L/ImVvcLre0Txg/ZFmleX085x0c+3DkWwmZ237V/Jbtetmrj8PHV/jGZTkt0f2IMuj+/O1y15qg2tlC/9zrf783O3JI/pzw5bwKYkZ1/Y/GVT0XpKiKIpyNHTdO0VRFMVnT2t9qp9SFEVZhs50ykmXO9KyNL+9c+6e6Zw8apNl7mjeVj3TR5Rl7HMofe41c87VLEtOif0rsQ25+aWu2ztrjzSrLKef56Sbax+OZDM5a9u/kt+qXTf3MDunJL89sgdZHt2fr132UhtcK1v4n2v15+duTx7Rny+NGdf2PxkcvtOJWvnznHSh69bOb++kZGmPlZY9V865z3SPSDKKfS8t+zXJMvY5lD73mjnnapalpTVUZP9KbENufqnr9s5SH5RrG3J/85plGbtubRu8d9a2fyW/Vbtu5vrz0PE1nkFJfntkjixTfkr9+cja/id0Tenv1sQW/uda/fm525NH9OdLY8a1/U8Ox+90MvLnOelyFzJcmt/eOffCbzl51CbL3MUyt1r47YiyjH0Opc+9Zs65mmXJKbF/JbYhN7/UdXtn7YVcVZbTz3PSzbUPR7KZnLXtX8lv1a6be1j8uiS/PbIHWR7dn69d9lIbXCtb+J9r9efnbk/G7IuBfG7vLI0Z1/Y/ORy+0wlt4POcdKHr1s5v76Rk2Waky5VZ7HjuM90jkoxi30vLfk2yjH0Opc+9Zs65mmXJKbF/JbYhN7/UdXtnqQ/KtQ25v3nNsoxdt7YN3jtr27+S36pdN3P9eej4Gs+gJL89sgdZHt2fr132UhtcK1v4n2v15+duTx7Rny+NGdf2PxkcvtPpnNPxl+a3d849HTInj9pkmTuFfKvpkEeUZexzKH3uNXPO1SxLTon9K7ENufmlrts7a7/eoLKcfp6Tbq59OJLN5Kxt/0p+q3bdnPNKWCrdlnKugT3I8uj+fO2yl9rgWtnC/1yrPz93ezJmXwzkc3tnacy4tv/J4fCdTqdbI36eky503dr57Z2ULO2x0rLnyjn3me4RSUax76VlvyZZxj6H0udeM+dczbLklNi/EtuQm1/qur2z1Afl2obc37wmWbbmVOzPl9rgvbO2/Sv5rdp1M9efh46v8QxK8tsje5Dl0f352mUv9UG1skV78nRrRD9Vml8tnLs9GbMvbeCavbM0Zlzb/+Rw+E6nm4fy5znpQtetnd/eScnSHiste66cc5/pHpFkZEy4jKVlvyZZxj6H0udeM+dczbLklNi/EtuQm1/qur2z1Afl2obc37xmWcauW9sG750SWRoTPlfyW7XrZo6OxI6v4YNK8tsje5Dl0f352mUvtcG1soX/uVZ/vmV7cm6b6jaR315ZGjOu7X9yIONHEZVCRL8O4BcufR/KVfJlAP6/S9+EcpWo7imXQnVPuRSqe8qlUN1TLoXqnnIpuO59pTHm+ZJMjjTT6ReMMe++9E0o1wcRfUJ1T7kEqnvKpVDdUy6F6p5yKVT3lEuhuqdcirV077TGzSiKoiiKoiiKoiiKoigKRzudFEVRFEVRFEVRFEVRlNU5UqfTD136BpSrRXVPuRSqe8qlUN1TLoXqnnIpVPeUS6G6p1yKVXTvMAuJK4qiKIqiKIqiKIqiKPvhSDOdFEVRFEVRFEVRFEVRlJ2gnU6KoiiKoiiKoiiKoijK6lTR6URE7yeiXyCiXyKiPyWcf4qI/uf+/M8S0TvYuf+wP/4LRPR7z3nfSv2U6h4RvYOI/hkR/f3+7785970rdZOhe+8jop8jolsi+lbv3B8lol/s//7o+e5aOQILda9hdu/D57tr5Qhk6N6fJKKfJ6JPEdHfJqKvZOfU7inFLNQ9tXtKMRm6991E9Olev36aiH4rO6ftXKWIUr0rbePufk0nIroB8A8BfAuAzwH4OIB/wxjz8yzN9wD47caY7yaibwfwB40xf7gXzv8E4L0AfiOAvwXga40xzbnLodTHQt17B4CfMMZ83fnvXKmdTN17B4D7AL4PwIeNMT/WH38LgE8AeDcAA+CTAL7eGPNrZyyCUilLdK8/96ox5tlz3rNyDDJ175sA/Kwx5nUi+vcB/K7e56rdU4pZonv9ObV7ShGZunffGPNK//kDAL7HGPN+becqpSzUu3egoI1bw0yn9wL4JWPMLxtjHgP4UQC/30vz+wH8cP/5xwD8q0RE/fEfNcY8Msb8IwC/1OenKDks0T1FWUJS94wxv2KM+RSA1rv29wL4iDHmpb7B9REA7z/HTSuHYInuKcoScnTvo8aY1/uvPwPgbf1ntXvKEpbonqIsIUf3XmFfn0HXsQ5oO1cpZ4neFVFDp9M/B+Afs++f64+JaYwxtwBeBvClmdcqSoglugcAX0VEf4+I/i4RfePWN6sciiW2S+2esoSl+vMGIvoEEf0MEf2BdW9NOThzde/fBfCThdcqCmeJ7gFq95RysnSPiP44EX0WwH8G4HvnXKsoAkv0Diho495ZcreKogT5JwDebox5kYi+HsBfJ6Lf5vUaK4qiHI2vNMZ8noi+GsDfIaJPG2M+e+mbUo4FEX0Hulfp/pVL34tyXQR0T+2esinGmB8E8INE9G8C+I8A6Lp1yuYE9K6ojVvDTKfPA/jn2fe39cfENER0B8CbALyYea2ihCjWvX6q64sAYIz5JIDPAvjaze9YOQpLbJfaPWUJi/THGPP5/v8vA/g/ALxrzZtTDk2W7hHRNwP40wA+YIx5NOdaRQmwRPfU7ilLmGu7fhSAnU2ndk8ppVjvStu4NXQ6fRzA1xDRVxHRPQDfDsDfGeLDGHt8vxXA3zHdCukfBvDt1O0w9lUAvgbAx85030r9FOseET3fL9KGfuTrawD88pnuW6mfHN0L8TcB/B4i+hIi+hIAv6c/pig5FOter3NP9Z+/DMA3APj5+FWKMpDUPSJ6F4APoWv0v8BOqd1TllCse2r3lIXk6N7XsK//GoBf7D9rO1cppVjvStu4u3+9zhhzS0R/Al3wcAPgfzDGfIaIPgjgE8aYDwP47wH8FSL6JQAvoRMc+nR/FZ3xl7eRMwAAAtpJREFUvwXwx3VFfyWXJboH4H0APkhET9AttvvdxpiXzl8KpUZydI+I3gPgxwF8CYDfR0Q/YIz5bcaYl4joz6JzKADwQdU9JZclugfgtwD4EBG16Aa1/hzfCUVRYmT63P8cwLMA/pd+z45fNcZ8QO2esoQluge1e8oCMnXvT/Sz7J4A+DX0g93azlVKWaJ3KGzjUjchSFEURVEURVEURVEURVHWo4bX6xRFURRFURRFURRFUZTK0E4nRVEURVEURVEURVEUZXW000lRFEVRFEVRFEVRFEVZHe10UhRFURRFURRFURRFUVZHO50URVEURVEURVEURVGU1blz6RtQFEVRFEWpHSL6UgB/u//6GwA0AB703183xvzLF7kxRVEURVGUC0LGmEvfg6IoiqIoymEgoj8D4FVjzJ+/9L0oiqIoiqJcEn29TlEURVEUZUOI6NX+/+8ior9LRP8bEf0yEf05IvojRPQxIvo0Ef0LfbrnieivEdHH+79vuGwJFEVRFEVRytBOJ0VRFEVRlPPxOwB8N4DfAuDfAvC1xpj3AvjvAPwHfZq/COC/NMa8B8C/3p9TFEVRFEWpDl3TSVEURVEU5Xx83BjzTwCAiD4L4Kf6458G8E39528G8FuJyF5zn4ieNca8etY7VRRFURRFWYh2OimKoiiKopyPR+xzy763GOOyE4B/0Rjz8Jw3piiKoiiKsjb6ep2iKIqiKMq++CmMr9qBiN55wXtRFEVRFEUpRjudFEVRFEVR9sX3Ang3EX2KiH4e3RpQiqIoiqIo1UHGmEvfg6IoiqIoiqIoiqIoinIwdKaToiiKoiiKoiiKoiiKsjra6aQoiqIoiqIoiqIoiqKsjnY6KYqiKIqiKIqiKIqiKKujnU6KoiiKoiiKoiiKoijK6mink6IoiqIoiqIoiqIoirI62umkKIqiKIqiKIqiKIqirI52OimKoiiKoiiKoiiKoiir8/8DKpvAzRjlxckAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(dat, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"Spectrogram of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.351180375"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The number of samples divided by sample rate (samps/sec) should give us the sample length (in seconds)\n",
    "len(dat) / samp_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/demo/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:7585: RuntimeWarning: divide by zero encountered in log10\n",
      "  Z = 10. * np.log10(spec)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# this also means we can slice this data to predicably \n",
    "# concatenate the sample to the part that is interesting, before further processing\n",
    "left = int(samp_rate*.02)\n",
    "right = int(samp_rate*.05)\n",
    "left_dat = dat[:left]\n",
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(left_dat, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"Left of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()\n",
    "# this also means we can slice this data to predicably \n",
    "# concatenate the sample to the part that is interesting, before further processing\n",
    "cent_dat = dat[left:right]\n",
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(cent_dat, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"Center of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()\n",
    "# this also means we can slice this data to predicably \n",
    "# concatenate the sample to the part that is interesting, before further processing\n",
    "right_dat = dat[right:]\n",
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(left_dat, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"Right of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now the sample is smaller, and it's Power Specrat Density looks like this\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.title(\"PSD of \"+signal_name)\n",
    "plt.psd(cent_dat, NFFT=1024, Fs=samp_rate, Fc=center_freq, color=\"green\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/scipy/signal/signaltools.py:1367: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  out = out_full[ind]\n"
     ]
    }
   ],
   "source": [
    "# now trying to do a low pass filter:\n",
    "# This eans, the filter affects the outer edges, the center being zer0 -- \n",
    "# so lower freqs pass, higher (farther from center) are blocked\n",
    "f_bw = 100000 # 200k filter for FM 10000 # fileter bandwidth\n",
    "Fs  = samp_rate # sample_rate\n",
    "n_taps = 64   # taps?\n",
    "lpf = signal.remez(n_taps, [0, f_bw, f_bw+(Fs/2-f_bw)/4, Fs/2], [1,0], Hz=Fs)\n",
    "y = signal.lfilter(lpf, 1.0, cent_dat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x633.6 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.psd(cent_dat, NFFT=1024, Fs=samp_rate, color=\"blue\")  # original\n",
    "plt.psd(y, NFFT=1024, Fs=samp_rate, color=\"green\")  # filtered\n",
    "plt.title(\"PSD's of Filtered(green) and Unfiltered(blue) \" + signal_name + \" at \" + str(f_bw) + \" bandwidth\")\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/demo/.local/lib/python3.6/site-packages/matplotlib/axes/_axes.py:7585: RuntimeWarning: divide by zero encountered in log10\n",
      "  Z = 10. * np.log10(spec)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(cent_dat, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"Before Filter of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()\n",
    "# Spectrogram\n",
    "plt.figure(figsize=(20,4))\n",
    "plt.specgram(y, NFFT=2048, Fs=samp_rate, Fc=center_freq)\n",
    "plt.title(\"After Filter of \"+signal_name)\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.style.use('seaborn-poster')\n",
    "# uncomment below to save figure as .jpg, pdf, etc\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# And let's look at it on the complex plane (constellation)\n",
    "# Note that showing *every* data point would be time- and processing-intensive\n",
    "# so we'll just show a few\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.scatter(np.real(y[200000:300000]), np.imag(y[200000:300000]))\n",
    "plt.title(\"Constellation of the 'signal' loaded from file\")\n",
    "#plt.savefig(signal_name+\"_spectrogram.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# push the filtered and sliced sampels back out to a file\n",
    "y.tofile(filename+'.cut.filtered.iq')\n",
    "cent_dat.tofile(filename+'.cut.iq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Post GNURadio processing --- call a seperate script?\n",
    "# Define variables:\n",
    "signal_name = 'gen_Doorbell.sliced'\n",
    "filename = './gen_Doorbell.sliced'\n",
    "samp_rate = 2e5\n",
    "center_freq = 315e6\n",
    "# load data into variable - take a second or two for 400MB file\n",
    "dat = np.fromfile(filename, dtype=\"float32\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 0., 0., 0.], dtype=float32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 7200x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the x axis will be each value --\n",
    "lefty = 0\n",
    "righty = lefty+len(dat)\n",
    "x = range(len(dat[lefty:righty]))\n",
    "# the y axis is dat \n",
    "plt.figure(figsize=(100,8))\n",
    "#plt.scatter(x,dat[lefty:righty])\n",
    "plt.plot(x,dat[lefty:righty])\n",
    "plt.title(\"Binary Sliced representation\")\n",
    "plt.savefig(signal_name+\"_sliced-check.jpg\", bbox_inches='tight', pad_inches=0.5)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/hgfs/share/SDRLabs/sdr-labs-robodojo\r\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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kkgAVznwe+P8A8B/2htEvfEvwA+NnhHxzp2m6i2n6jqHg/wASWupwWt2qK7W8kltI6pKFdGKMQwDqcYIrb8ZeC/B3xF8Kah4E+IPhPTdd0PVrV7XVdG1mxjurS9gcYeKWGQMkiMOCrAgjqK+QP+CRnhHwn4C+LX7X/g7wL4Y07RdI079pueHT9K0myjtra2jHhrQsJHFGAqL7AAUAfXnjnx54G+GHhK+8ffErxnpPh7QtLh87U9a1zUYrS0tI8gb5ZpWVI1yQMsQOap/C34vfCf45eDoPiJ8FPif4d8YeH7p2S113wtrcGoWczKcMFmgd0Yg8EA8V8sf8FKNJ0z4k/tm/scfAf4h6fDf+CPEHxX1zVNd0q9jD2t/faX4a1C702KZW+WRVuB5yo2QXgQ4yow39lzQdE+FX/BYz9or4X/C7SLbTvDOu/C3wT4r13StNgWK1t9fln1eyecRoAqSz2tpbFyAC/kIxyRmgD7Lrxnxx/wApC/hf/wBkZ8ef+nbwhXs1fJngX/hsn/h6dp3/AA0t/wAKy/4RP/hWfjv/AIVb/wAIN/aP9o/2d/bnhjP9q/av3Xn+V9k/49/k3+d22UAfWdFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFfGPiHxZ/wW/j1++Tw38MvhO+nLeSiwee4O9od52Fv9JHO3GeOtd+BwDxzklVhC388lG9+3fzPPx+YrL1FulOd7/BFytbvbbyPs6ivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Kr0f9X5f9BVH/wAGI8z/AFjj/wBAtf8A8FM+2aK+AfEP7Zf/AAVE/Z7+MPw18NftO/D34cQaJ468Y2ujf8SdZJJisk0UchVluG2MqyggkEZHINff1cOYZXXy5U5TlGUZptOL5k7Oz18md+W5tQzN1IwhKMoNJqceVq6utPNBRRRXmnqBRRRQAUUV8t/8FJP2ufj/APs4a38L/h3+zn4f8P3uv/EbxHLpcDeIYneNZA1vHEg2yIF3PcDLMSAF6c5rswGBrZji44elbmlfd2Wibd36JnFmOPoZZg5YmtfljbZXerSVl6tH1JRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVep/q/L/oKo/wDgxHk/6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlVz3w0/wCClH7V9j8G/wBoa++NHgvwgnjH4NfYYrSLTYJhavcTzzQOso85vMVGiDAqy5yRnoRS4axdSDlRq052cU1GabXNJRXyu0S+KMHTmo1qVWndSacoNJ8sXJ/OyZ99UV8l/wDBJ79un4tftueCPF+qfF7RtEtr3w7qltDbS6JbSQpLFNG7YdXkfkGM8gjIbpxk9/8A8FGP2oPG37IP7MOofGb4eaNpl9q0GqWdrbw6xHI9uBLKAzMsbozfKCBhhgkHnGDx1slx1HN/7Nkl7W6jvpd2tr8zuo55gK+Tf2nFv2XK5ba2V76fI91oqh4V1pvEnhfTfETQCI39hDcmINkJvQNjPfGav15Uk4tpnrRkpRTXUKKKKQwor4Gg/bL/AOCm3x1/aF+Knw4/ZY+H/wAO7jR/hz4tm0eQ62siTbVmnijcs1wodm+zuxwABkCug/4S7/guz/0S34Rf+BB/+Sq+ilw3iKTSq16UZWTs6iTV0mrr0Z81DifDVU3Sw9acbtXjTbTs2nZ+qZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVT/q/L/oKo/wDgxFf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8Tf8Jd/wXZ/6Jb8Iv/Ag/wDyVR/wl3/Bdn/olvwi/wDAg/8AyVR/q/L/AKCqP/gxB/rHH/oFr/8Agpn2zRXxN/wl3/Bdn/olvwi/8CD/APJVH/CXf8F2f+iW/CL/AMCD/wDJVH+r8v8AoKo/+DEH+scf+gWv/wCCmfbNFfE3/CXf8F2f+iW/CL/wIP8A8lUf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf6vy/wCgqj/4MQf6xx/6Ba//AIKZ9s0V8FRftlf8FL/gj+0l8K/hX+1Z4A+HltpHxH8SDTIToayPNsEkEcjhluGCMpuIyNwIbke9fetcOY5XXy32bnKMlNNpxfMnZtPXyaPQy3NaGZ+0UIyjKDSkpx5Wm0mtPNO4UUUV5p6YUUUUAFFFFABRXj37fP7Qfiz9ln9kzxb8dPAumWF3q+jJZrYwamjtBvnvILcs6oyltolLAAjJUdq+dPBvxa/4Lg+PPCGleOPDvwy+Ez6frOmwX1i8kjIzQzRrIhKm6yDtYcdq9jBZLXxuE+s+0hCHM43nJRu0k3b5NHi47PMPgcZ9V9nUnPlUrQi5WTbSv80z7sor4m/4S7/guz/0S34Rf+BB/wDkqj/hLv8Aguz/ANEt+EX/AIEH/wCSq6P9X5f9BVH/AMGI5v8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4m/wCEu/4Ls/8ARLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/+SqP9X5f9BVH/wAGIP8AWOP/AEC1/wDwUz7Zor4G+GX/AAUl/axsPhJ+0Lc/GzwX4QTxh8G4rJLOLTIJhbPcTzTQusoEzeYqtGrAoy5yRnoR9h/s1/E/VfjV+z54K+Luu2Fva33iXwvZaje29pu8qOaWFXdU3EkLuJwCSQMZJ61y5hkuNy2LlVs0mo3Tum3FTVvLla1OvLc8wOaSUaN03Fys1ZpKTg7+fNFqx21FFFeSewFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRX51fs+fto/8Fc/2ufCF98U/gT8NPhe+gxa1PYIt+JIpI5EVHKfPcgthZU+bAyc13n/CXf8ABdn/AKJb8Iv/AAIP/wAlV9JW4ZxGHqunVxFGMlunUSa9T5ijxThsTSVWjh60ovVNU2013R9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVZ/wCr8v8AoKo/+DEaf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN+z3+2R+3Zpf7bukfsmftfeC/BNm2teFbnV4W8OJIZI0RZijeZ5zqcmCRSpGeQc+vq/wDwTV/a28cftn/s73Hxc+IPh/S9N1CHxNeaf5GkLIsJijWKRDiRmO4LKFJzg7c4GcVhjcixuBoyqycZRSi7xldNT5uW3f4WdGBz/A4+tGjBSjNuatKNmnDl5k+3xo+gqKKK8Y9sKKKKACiiq2s6h/ZOj3eq+Vv+zW0kuzdjdtUnGe3Smk27ITaSuyzRX52fs9/thf8ABYL9q34fn4tfBn4b/CyXQ5dRmtYvtayQurxkbl2vdZIG4DPeu6/4S7/guz/0S34Rf+BB/wDkqvo63DVfD1XTq4ijGS0adRXT7M+Zo8U4fEUo1aWGrSjLVNU2013Wp9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVWf+r8v+gqj/4MRp/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8Tf8Jd/wXZ/6Jb8Iv8AwIP/AMlUf8Jd/wAF2f8Aolvwi/8AAg//ACVR/q/L/oKo/wDgxB/rHH/oFr/+CmfbNFfE3/CXf8F2f+iW/CL/AMCD/wDJVH/CXf8ABdn/AKJb8Iv/AAIP/wAlUf6vy/6CqP8A4MQf6xx/6Ba//gpn2zRXxN/wl3/Bdn/olvwi/wDAg/8AyVR/wl3/AAXZ/wCiW/CL/wACD/8AJVH+r8v+gqj/AODEH+scf+gWv/4KZ9s0V8JeE/2yP+Cjvws/az+GvwK/ay8B+ALbTfH99NBEdBWRpgiLguridwpDMnDKcjI46j7trgzHLK+WuHPKMlNXTi7pq7W/qmehlua0M0jP2cZRcHyyUlytOye3o0FFFFecemFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRXw38Wf2xv+ChPjT9tfx5+zF+yN4H8CXdp4Js7SeRvEKSLK6SwQOzlzOik75sBQowAOpyT6OXZbXzOpONOUYqEeZuTskrpb+rR5uZ5pQyunCVSMpOcuVKK5m3Zvb0TPuSivib/hLv8Aguz/ANEt+EX/AIEH/wCSqP8AhLv+C7P/AES34Rf+BB/+Sq7/APV+X/QVR/8ABiPO/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivib/AIS7/guz/wBEt+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/5Ko/1fl/0FUf/AAYg/wBY4/8AQLX/APBTPtmivkf9gv8Aa9/ar+Kn7R/xC/Zo/aq8L+FrLWPBmmW10X8NxyAK8hQlGYyurgpIhBGMEEHOePrivMzDAVstxPsarTdk7p3TUldNP0Z6mXZjQzTDe3pJpXatJWacW0015NBRRRXEd4UUUUAFFcp8ePiBf/Cb4HeM/ippVjDc3XhnwpqOq21tcEiOWS3tpJlRsEHaSgBxzg18TfBH9pb/AILPftDfC7SfjH8NPhx8KZ9D1tJXsJbkPC7COV4myjXWR80bde3Netgcnr4/DyrqcIQi1G85curTdl8kePmGdYfL8TGg6c5zknK0IuWiaV382j9BKK+Jv+Eu/wCC7P8A0S34Rf8AgQf/AJKo/wCEu/4Ls/8ARLfhF/4EH/5Krq/1fl/0FUf/AAYjk/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4m/4S7/guz/0S34Rf+BB/+SqP+Eu/4Ls/9Et+EX/gQf8A5Ko/1fl/0FUf/BiD/WOP/QLX/wDBTPtmivib/hLv+C7P/RLfhF/4EH/5Ko/4S7/guz/0S34Rf+BB/wDkqj/V+X/QVR/8GIP9Y4/9Atf/AMFM+2aK+Jv+Eu/4Ls/9Et+EX/gQf/kqj/hLv+C7P/RLfhF/4EH/AOSqP9X5f9BVH/wYg/1jj/0C1/8AwUz7Zor4d+AH7dH7aumftH+N/wBnn9rDwP4Nh1Dwz8NrvxNAnh5ZB+8iWJ40aTznVkZZDkAAggc9Qfd/+Ce37SfjH9rP9lbQfjZ4/wBI06y1fULm8gvIdJjdLcmG5kjVlWR3Zcqq5BY85PAOBz47I8bl9J1aji4rl1i7p86bjburRZ05fn2BzGsqVNSU3zaSjZrkcVJPs7yR7XRRRXjntBRRRQAUUUUAFFFfKv8AwUc/a6/aM/Z98e/Cr4R/s0eHfDl9rvxH1S8tEbxFE7IrxNapGi7ZEChmuCSzE42j3rsy/A1syxccPStzO71dlZJttv0TOLMcfQyzByxNZNxVlortuTUUkvNtH1VRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lV6n+r8v+gqj/wCDEeT/AKxx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr/APgpn2zRXxN/wl3/AAXZ/wCiW/CL/wACD/8AJVH/AAl3/Bdn/olvwi/8CD/8lUf6vy/6CqP/AIMQf6xx/wCgWv8A+CmfbNFfE3/CXf8ABdn/AKJb8Iv/AAIP/wAlUf8ACXf8F2f+iW/CL/wIP/yVR/q/L/oKo/8AgxB/rHH/AKBa/wD4KZ9s0V8Tf8Jd/wAF2f8Aolvwi/8AAg//ACVR/wAJd/wXZ/6Jb8Iv/Ag//JVH+r8v+gqj/wCDEH+scf8AoFr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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"./Doorbell_sliced_sliced.jpg\")"
   ]
  },
  {
   "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}