{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulation of a baseband signal modulated onto an intermediate frequency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this simulation a signal is generated in the complex baseband and further it is subsequently modulated onto a carrier on an intermediate frequency.\n", "\n", "The channel emulates amplitude noise with adjustable signal to noise ratio (SNR) and phase noise with adjustable linewidth.\n", "\n", "At the receiver, the signal is downconverted into the baseband and filtered with a matched filter. After decimation an additional carrier phase estimation and synchronization routine is applied, before quality metricies like EVM and BER are determined. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load needed packages." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.signal as ssignal\n", "try:\n", " # if you installed skcomm with pypi\n", " import skcomm as skc\n", "except:\n", " # if you like to use skcomm directly from source.\n", " # Please note: If you want to import skcomm into your file using this snippet, you must ensure that the file is on a directional level below skcomm.\n", " import sys, os\n", " current_parent_folder = os.path.abspath('..')\n", " sys.path.append(os.path.join(current_parent_folder))\n", " import skcomm as skc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# simulation parameters\n", "linewidth = 1*600 # [Hz]\n", "snr = 20\n", "symbol_rate = 50e6\n", "n_bits = 2**12\n", "f_if_nom = 30e6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transmitter subsystem." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intermediate frequency: 30.0048828125 MHz\n" ] } ], "source": [ "\n", "# construct signal\n", "sig_tx = skc.signal.Signal(n_dims=1)\n", "sig_tx.symbol_rate = 50e6 \n", "\n", "# generate bits\n", "sig_tx.generate_bits(n_bits=2**12, seed=1)\n", "\n", "# set constellation (modulation format)\n", "sig_tx.generate_constellation(format='QAM', order=4)\n", "\n", "# create symbols\n", "sig_tx.mapper()\n", "\n", "# upsampling and pulseshaping\n", "roll_off = 0.1\n", "upsampling = 5\n", "sig_tx.pulseshaper(upsampling=upsampling, pulseshape='rrc', roll_off=[roll_off])\n", "\n", "# generate DAC samples (analytical signal at IF)\n", "f_granularity = 1 / sig_tx.samples[0].size * sig_tx.sample_rate[0]\n", "f_if = round(f_if_nom / f_granularity) * f_granularity\n", "print('intermediate frequency: {} MHz'.format(f_if/1e6))\n", "t = np.arange(0, np.size(sig_tx.samples[0])) / sig_tx.sample_rate\n", "\n", "# upmixing to IF\n", "sig_tx.samples[0] = sig_tx.samples[0] * np.exp(1j * 2 * np.pi * f_if * t)\n", "sig_tx.center_frequency = f_if" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Emulate channel (delay, amplitude and phase noise)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "samples = sig_tx.samples[0] \n", "\n", "# repeat rx sequence\n", "sps = int(sig_tx.sample_rate[0] / sig_tx.symbol_rate[0])\n", "ext = 40000*sps + 4000*sps\n", "ratio_base = ext // samples.size\n", "ratio_rem = ext % samples.size \n", "samples = np.concatenate((np.tile(samples, ratio_base), samples[:ratio_rem]), axis=0)\n", "\n", "# add artificial delay \n", "delay = 10*sps\n", "samples = samples[delay:]\n", "\n", "## add amplitude noise\n", "samples = skc.channel.set_snr(samples, snr_dB=snr, sps=int(sig_tx.sample_rate[0]/sig_tx.symbol_rate[0]), seed=None)\n", "\n", "## phase noise emulation\n", "samples = skc.channel.add_phase_noise(samples ,sig_tx.sample_rate[0] , linewidth, seed=1)['samples']\n", "sr = sig_tx.sample_rate[0]\n", "\n", "# after heterodyne detection and balanced detection\n", "samples = np.real(samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Receiver subsystem." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resampling, IQ downmixing, normalization" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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K//u//+uzt2/f3l2+fvPNNyMvLw9PPPEEtm7diltuuQUnn3wyPv74Y/zlL39B27ZtsXTpUgrvkYZBPa68IiQq+f77762MjAyrbdu2VlxcnNW1a1dr/PjxnmXZ33zzjXXDDTdYJ510ktWsWTPrggsusN5++21PP2ppc+Wl2pWXVn/77bfWbbfdZnXr1s1q1qyZFR8fb/Xv39969913Pcd98cUX1q9+9SvrhBNOsAB4lnfv2bPHGj9+vJWYmGjFxMRYHTp0sK644gpr/vz5VZ7XssxLuleuXGmdc845VrNmzaykpCRrzpw51l/+8hcLgPXdd9+57Xbv3m1dddVV1oknnmgBcJd3V17SrXjttdes8847z4qLi7Pi4+OtW265xSoqKvK0GTVqlNWiRQvfZ2Iapwm1/HrNmjXWOeecY8XFxVk9evQwLpc/dOiQlZmZaXXv3t2KjY212rRpY11yySXW448/bpWVlfn6rMyePXusW2+91WrTpo0VGxtr9erVyzO3lqXn/LHHHjOO95tvvrEyMjKsDh06WDExMVbnzp2tq6++2lq6dGnI94ogS7pNS+1XrlxpDRgwwDrppJPcdj179rSKi4tDnouQuiJgWcJPTAghhITB2LFj8eKLL2LBggUYO3ZsfQ+HEAAAb2oIIYRETEVFBdLT0/HOO+9gxYoVGDJkSH0PiRDe1BBCCCEkOuDqJ0IIIYREBbypIYQQQkhUwJsaQgghhEQFvKkhhBBCSFRwXKklHT16FDt37sSJJ54YtkQ7IYQQQuoXy7Jw6NAhdOrUKahA6XF1U7Nz504kJibW9zAIIYQQUg0KCwuDFulttDc1s2fPRmZmJu6++25kZWWFdYySHi8sLESrVq1qcXSNg/LycuTm5iItLQ0xMTH1PZyohfNcN3Ceax/Ocd3AefZTUlKCxMTEkCVEGuVNzaZNm/D888/jnHPOieg4FXJq1aoVb2pgf3GaN2+OVq1a8YtTi3Ce6wbOc+3DOa4bOM9VEyp1pNElCv/444+45ZZbsGDBApx88sn1PRxCCCGENBAanadm/PjxuOqqqzBgwAA8/PDDQduWlpaitLTU/bukpASAfRdcXl5eq+NsDKg54FzULpznuoHzXPtwjusGzrOfcOeiUd3UvPrqq/j444+xadOmsNrPmjULDz74oM+em5uL5s2b1/TwGi1r166t7yEcF3Ce6wbOc+3DOa4bOM+aI0eOhNWu0dR+KiwsRGpqKtauXevm0vTr1w+9e/euMlHY5KlJTEzEvn37mFMD+8537dq1GDhwIOO2tQjnuW7gPNc+nOO6gfPsp6SkBG3atEFxcXHQ/78bjacmPz8fe/fuxS9/+UvXVlFRgb///e946qmnUFpaiqZNm3qOiYuLQ1xcnK+vmJgYXigCzkfdwHmuGzjPtQ/nuG7gPGvCnYdGc1NzxRVX4NNPP/XYbr31VvTo0QN/+MMffDc0hBBCCDm+aDQ3NSeeeCLOPvtsj61FixY45ZRTfHZCCCGEHH80uiXdhBBCCCEmGo2nxsT69evrewiEEEIIaSDQU0MIIYSQqIA3NYQQQgiJCnhTQwghhJCogDc1hBBCCIkKeFNDCCGEkKiANzWEEEIIiQp4U0MIIYSQqIA3NYQQQgiJCnhTQwghhJCogDc1hBBCCIkKeFNDCCGEkKiANzWEEEIIiQp4U0MIIYSQqIA3NYQQQgiJCnhTQwghhJCogDc1hBBCCIkKeFNDCKlzAoEHEQg8WN/DIIREGbypIYQQQkhU8Iv6HgAhpGEiPSmWNaNG+460v+qMRR0j25tshJDogZ4aQgghhEQFvKkhhBBCSFTA8BMhxEhDCtFUZyymY+oi7EUIqT/oqSGEEEJIVEBPDSHkmIhmb0a0vR9Coh16agghhBASFfCmhhBCCCFRAcNPhByHVFbzDRVmCabvcizHHgvRHPYihFQPemoIIYQQEhXQU0PIcUikno1j8YQEO/ZYvC3VGVN9KQpTyZiQuoGeGkIIIYREBbypIYQQQkhUwPATIccJ3uTgzgAAyxob0bHhFoc0hZVMtuokGYcbyjG1CzcUZmof6futqp+6gonU5HiEnhpCCCGERAW8qSGEEEJIVNBowk/PPvssnn32WRQUFAAAevbsifvvvx+DBw+u34ER0kg4ltBLpP2Fah9uCClYKMc05pyc3kH7O5ZwVrCwU7hzUZchIYacyPFIo/HUJCQkYPbs2cjPz0deXh4uv/xyXHvttdiyZUt9D40QQgghDYBG46m55pprPH8/8sgjePbZZ/HRRx+hZ8+e9TQqQhoPwbwENeWVqWk9lkiUjMvLy7Fq1Srf/lBJy+GP5QWnD51cXZd6P9S6ISQ0jeamRlJRUYE33ngDhw8fxsUXX1xlu9LSUpSWlrp/l5SUALB//MrLy2t9nA0dNQeci9qlIc5zbY8l3P5rsl0481zdfdVpV1vU5/kb4rUcjXCe/YQ7F43qpubTTz/FxRdfjJ9++gktW7bE8uXLkZycXGX7WbNm4cEH/U9kubm5aN68eW0OtVGxdu3a+h7CcUFDmmfp0ajP/mu6HRB8noP1UxtjqQ3q+/xAw7qWoxnOs+bIkSNhtQtYlmXV8lhqjLKyMmzfvh3FxcVYunQpXnjhBbz//vtV3tiYPDWJiYnYt28fWrVqVVfDbrCUl5dj7dq1GDhwIGJiYup7OFHL8T7PsbGLnFc7XFtZ2fQa6Hemp7/y8nK0aPFYxOdQ/YTffpH7uqxsVFj9hWurvC+ScQUj0vdYFcf7tVxXcJ79lJSUoE2bNiguLg76/3ej8tTExsaie/fuAICUlBRs2rQJTz75JJ5//nlj+7i4OMTFxfnsMTExvFAEnI+6gfOsqel5MPUX6TmqM6Zgx4Q7plDnrcm5qqm+eC3XDZxnTbjz0Khuaipz9OhRjyeGkMZGQ0n+rM2lxibV4sgVil8Qf+3w7Vfk5PTGkCFDEBMTEzQZuHpKxu86tuAqzOEuQw8+hs5hjSlc6vv6IqSuaDQ3NZmZmRg8eDBOPfVUHDp0CK+88grWr1+PNWvW1PfQCCGEENIAaDQ3NXv37kVGRgZ27dqF1q1b45xzzsGaNWswcODA+h4aIYQQQhoAjeam5sUXX6zvIRBS40QaFqitMFFthifC1XcJNgZ5bLgaM+G+p5oIF4VqF2kxTFOIiyEkQkLTaBSFCSGEEEKC0Wg8NYSQmlGkDdVPTScvK69DuMq+1anLpNqZaj+FPm8fZ7vRMAadsKuTlXcY2vnPJ/dF7r3RidHBEpOP5bM6lmPVEnF6j0hDg54aQgghhEQFvKkhhBBCSFTA8BMhUUSwcE5thUpCtQv3WB0aejfoWEz7TO87EPjceeXXfPGy0Wfx6uIodoQck9wfKrQWbjv/2MJLlA73/NWhrGw6ReFIg4SeGkIIIYREBfTUENKICJX0arJFqqwbqefA1K46y65NS7+D9WPal56+GcDmSlZTsm8fsb/A2Uql4j7OWM4Kej7dn+kcmnA9TiYqe7rCVVyu6SRe+f7LyobUaN+E1BT01BBCCCEkKuBNDSGEEEKiAoafCKkjakvbI9zE1WCEGy4yHyMTcf2hD3PSbdXn9Wq0zPDZgCRnKxN8VTipwDcWk66M97ydK21134GA6Vi/hkx15k9RE/2FKrJ5LMjwV3l5OVatWlVr5yLkWKGnhhBCCCFRAT01hDQiaj75M7ykVpOarm7v9xKEqx5swpsorJZlJ4kWKol3gOe48vJyxMb6VYHlEnFTYm/lfm3U+9T9BZoMMIzPlHjc2WlnSjKW500K0p+ks6eP0InF/oRr/ziOrTYWIQ0VemoIIYQQEhXwpoYQQgghUQHDT4TUEUqFtTohgJouMqlJcrb+sJJJ+0RiTuL17gtlMyXsmpOCC0Q/A5x27/psOTm9MWTIEGeeX6jUhxyLDPmofmTi8S3+Y476xxwstBYIyFCTv2imntMBBpsOZ+n3+6CzDaVJs6PKcdamdg3DVKQhQE8NIYQQQqICemoIqWPMHgu/1yH0cuexVdoiVakNBAqq3FfVWIL3b/LyyGRaf70l7VExJfEWGGym8/UBsM15bXtbLOsE0e5dz7bqvh8V/aljHzTYql6u7vVuJfn2Bl9eLhKUAxs9+0yKy6E8JsdSkytSqjMWQmoKemoIIYQQEhXwpoYQQgghUQHDT+S4oy7c38HOYU7gHCD2v+DZF8k5Ii0kae7jBUNfKiyyQ7STIZzKiNBLovMet8uxq1ciDJXozEGhKVFYHqu0awoM55Mhn9crnUvSp4rXlfuTobARztagZBzQmjSw1PikGrEKKeoxh6+Zo1Aqx/7PJVQRUPO1pBKzg4c+Iy3GWRMK14RUF3pqCCGEEBIV8KaGEEIIIVEBw0/kuKMu3N/huuzDDxVU3Y8OxwAqROKV6PfL5vtXPwVbxWNeaWVeNZRUaQug0FlxdL7UY+lTaQug8L/OC79GjOdcic57KzSdVxBwzmfJ+dnh3SeR7VKdkgibRHcznRf3+jV7YMlQnD+cZNLMMa9yM4WiNjrtTZ+3fxWZaVWVKcxoLp45wNeOkMYEPTWEEEIIiQroqSGkjvE+GfuLM0aqCWNO8jUpBAfzCCSJ1wW+NiaNluBeBYNib57p/LI/O7FXJRYDAAqDzYX0UiT5bZbTd6JI4i105sX6r7apYxKF9ybvc2fs8nzBvDymccnPYITPphN0TXP6us+mP4MRCEYwr5s5ybhmtGsiTY6nGjGpDeipIYQQQkhUwJsaQgghhEQFDD8RIjgWl3ioY2NjZ/psMuxU+dhIw1A2Sb5+g+nJ6HOE0kpRIZUCYfNL+qvzBwIyvKP6KfC184ZonP4KxbEBZx5luCjV2bbXIS4Mc7Z5Yj4TnG2OOIUKHaUIW17VYTQkinMUOWEsy1RiIUnY/GEvpdETOF+EwvJUP6bzyxDTxkrtTKGp4EVFgyWL1xQ1rWdT3zA81jihp4YQQgghUQE9NYQIqqPiG+6xZWXTERMTE7Hqr/f80ktQtcKsqaBk5MrDpkRchLA5x8hkWksWm3QY5ngslov3o7wiqdqEPGdbpItSYrmzpFkmAD9nGIrqp1Au1XaOSRTt9ji2dGHr4IzlXrl8OsneeN6b3K9wPClFYr5PVWMJpsIM6Dm/xWALrzBopIm43iXiymby/Ggvj/I6RnNScGMZJ/FCTw0hhBBCogLe1BBCCCEkKmD4iZBaRLrdy8qGAAhfUdisN5JUZfvQYwmmGiz7LTDs96ra2v197tnnHZRMFDYoBOcEOdfyEBoySklYhpUecUJIMgy1XA3UkJybaNCayZbJyCf49ytbvjQmOecX7e816Mi4yc+mQpUSFb4T/bkaOE6isCf8VeDr13RNmcONpsRjhSzGWXXiek0nGxNyrNBTQwghhJCooNF4ambNmoU333wTX3zxBU444QRccsklmDNnDs4888z6Hho5jgiWGHksiYWhVF21l2Wj7xjv0/I9zvblEGdUT/bqaV0srQ44CaGepcu3OOcy1FEyLWeWHhiVnCs9HKrvR8SSabUEe5Q4Vnkl5DJvlSAsE4rvq9SHPF+6sC032HJUv9o7krBpGwCgaJLw8lztbAcZkoPvFa/V+Iqkzem7MHiNKHdOPQnIytP1qL3rqN4TCCQ5rwzeshCYaz+p6+dRQ/sZKC8vx6pVq5Cevtm1hXcuJt2SuqHReGref/99jB8/Hh999BHWrl2L8vJypKWl4fDhw/U9NEIIIYQ0ABqNp+add97x/L1w4UK0a9cO+fn5+NWvflVPoyKEEEJIQ6HR3NRUpri4GAAQHx9fZZvS0lKUlpa6f5eUlAAAysvLUV5eXrsDbASoOeBcBEcqAZeVTfftVzY5j+qYsrLpKC8vd72LfioXKwRUCMerSZPkO1Kr9sowxkbnvKPEWBZVeV5zkq8zloAIGahwiEy6TXFe5xm0Vx6RybnOdqLYf58pUdfZSv0ZFWJKMCTuZhv0Z/aI/QvtzciMBa5pyeJx9gsZGlLPS29rU9Gk7v7zqf3DxPhynG26aKfGfJ+w3alsMslXJkQrDInEE5337syP91qxk5LLyi7zHRYb+774y/85q5Cm6ZqOjTW1G+Vew4cP/x4xMTFh/3aE+g7pdotEu1FVtot2+NvsJ9y5aJQ3NUePHsXkyZPRp08fnH322VW2mzVrFh580J+dn5ubi+bNm9fmEBsVa9eure8hNBpWrVpV7fZ1Oc+RjpM0bsyfd4tjODZ4u2O5lqtzvuMV/jZrjhw5Ela7gGVZVuhmDYvf/va3WL16NTZs2ICEhIQq25k8NYmJidi3bx9atWpVF0Nt0CgPwsCBAxETE1Pfw6kVpMckUltN9CdRT7fB+pX9ePswJPQalwerukPCs1GokoyTtE0l4JoUcZWnRCbnuom/MqHY6UN+Bds727wQy6OVoq9p+fYwQ/0miZOwG5ta4pr6xa8HAOROGuraYh+w95e9Lb7ryhv0iOhvtxqnsCkvS6Gw5TlzlSo8Nep9pMt2zvYpYVPvw1PXypkXSyy1d5O0TUrGJxj2yetBYV8DZWX6mTU2dpvzyrR8Wy9BLyvr7rT3e/eUp0b+ZoTrgakpwv2eNnaOh9/mSCkpKUGbNm1QXFwc9P/vRuepmTBhAt5++238/e9/D3pDAwBxcXGIi4vz2WNiYnihCI6H+TC9v3Btx9Jf5f3h9B/tnwWpG6pzHQU7Ru4zXct1ed0eL9+R4+G3OVzCnYdGc1NjWRYmTpyI5cuXY/369ejSpUt9D4kQQgghDYhGc1Mzfvx4vPLKK1ixYgVOPPFE7N5t+4xbt26NE04wuLcJQfgF9WpCb8NUWNKyxrraHsqlLwsDmvo1FRg0F4908KjtOscWmnRnxPhU0DnVOTbPcE6pausmBRvO3168HgZ/OxXqkWq/D6vzSyVeJ3QmHbAfVupX7G8Xv9c15Z7vhJ2EFk67efb+oiLhqlZRFZnEm+Ns0/3nSHlTJ9jm5zrj2y3a5VTaytcpwqbGNUwW5nRCUYnienBVksXn54YDnYRsj6KwKfykCp36E8hl8rfSu5FK04FA5eKZEPt0u7Iyp486LmhJvRsSikajU/Pss8+iuLgY/fr1Q8eOHd1/r732Wn0PjRBCCCENgEbjqWmE+cykARHqCe9YVIEj9d6ErpczwtevWt4tvTwB9UhSKBJNXY+OSCJ2k1QNicXKgyCXaqvlzqaUNdNy6+ViSfdEx4uwRXgklFckXZtSkm2PQH6OGNMa5xjh0UnbtBIAkJurE4DV/hvmLXVNWRdPc84v3sZiO+l15HSxpHurvaTb44HZ6ozBsII4/1QxvtRKW8DouYrd5yQoDxIeognO9mrRUC1T/1DYipz5tZK0TXnCCh3Pi1wK7iZ8m66BHX6bUIlWXhmzt0UmcL/stNNex0gJ16Njoqa8POT4oNF4agghhBBCgsGbGkIIIYREBY0m/ERIdaiJYpPV6U+7zGXIp8DQsrOhnUr0lJoiSmVYhhkUt4jXGyttocMW8vyBSsnKJu2TQploaigiqUIvMlFZJuAq1JBFWCm/yBAKU/vv1KbcU4d6+wCQMs+ggny136T6OyVjv2tKSLb1WvLPF+d3Qlaxa7TuTa/4TwEAe0QW9A2ww11ZM6fpY1XCcwdtcnVxpLqxmjdZ+NJUcNNFhO/ynDevEoplUUw3Ki/ej1I8Xu5XqbYs/VkFAgW+s5qv28r7AGCzadDOOaqfdG8KNTHkRCKBnhpCCCGERAW8qSGEEEJIVMDwE4lqInWFmzU2XgiznUmnZoC7YiQ93XTesb5z6FUrptBVH0M7GY5RISMZuhoBH2oVjCpJsFz0kejX0XGjMDna5K7y6a1X+aRsd1Y1bRXjdI4Z+aZYhZTrFJaU4RhHQ0aFiACgKN1ewZSSpsenQkL7cYo+Vq3UEuNLe9NeObUVybq/mXZ/alUVAPTHewCAGQf056dCTZm5c11b1nNO2EmEx9wilyabLJqpwk8XC5vS3pEhOxUGlKvM3LCTChHKa+BlZ1ugTcvVC/m5JwEwhy9NBTJN5RQsa4a4ljc7VhmiNGnmRAZDTeRYoaeGEEIIIVEBPTUk6ghX0TRUUqJ6qvVow4SdeKwSe1VSZwuUlQ1BTEyM57z6dWf4MCkFe5RmB1TaB2iNEtMTtHjCV7o0qmCj9M7IZODKNpH8WjbW9tCM3G7wwLyt26nCjkswzjWlTbc9JfvTtLfl0wO9AABFW7u7tlnzpgAAluIG19beGYTSnAGADcn2AC/vsM61KQ/Me+jv2uZPz7DPK7w8T2O8/X5E4cvMDraHJi1Ne3TWp/YD4FUybp9mj0V6pibPmw0AyIJIKFZI741Kbn5Y2JYr5Wa/TgwmOp+R1LXJV2rRInnY+HmrYpgwtDMoD3ts/iT1srLpvms5WOKv93tVP8n75PiAnhpCCCGERAW8qSGEEEJIVMDwE2mQHIs0enUKVppc2KEKT+pjTdox/iTe2Fj1Srv2daKwv3SCtV2eI8l5laSNKjn1XlNSsEwmdY7xFKh0tnmGIomqX1kCwAk/xW7WWi4qQViGgdQxsQ+Idh2csE66bqYKUMqE3bvinwEAZOWJsI2T46tCU7Jdfp5+j73OtHVl1sVf7tpUiOmuimdcW8+mW1CZ8XjabneLbnd503WePgCgLM9+H0W7dZiqfYYTjxNz5YadgoXxAOBKZytDR+pzeETq1DjXoRPG8+jauAU8RbhIlrxQWKYwkApbykTzJMOg1fWlzxEbO9N/Xrdff2K9Zyg1XBIh3LAXOT6gp4YQQgghUQE9NSSqMXpAwnx6NCc5+pOHzd4W9fR7j7A9ajiHekqXnhVV+NJQpFAmD99rWOKrntJlMUpV8HKC8DzlONtHnP7ksmJ1bLqwOZ6IfvHrXdP+7bYXI3+xPn/K9I0+m+pvRfIg17R0k5346yYWA+ifZif2yiTjpWl2u9LnW7u2BZkj7W4z9NLvy6EThBX34yEAQKvcMtdW2O50AMCUlFmuTSUSb22ql37fgeft84sEZTUHs6ZPcU1qubhULVbenfznDKrJknec7XMD/Pt2i9fKu5NXaQtoj1u+8M5Y6jqU1579WntnAH2NJhlsEr83RicKywKZ/u+GiWBelPCVuv3QK0MAemoIIYQQEiXwpoYQQgghUQHDT6RBEq4ruaYSik16MSZFYZUAbLKZwlRa8RVQSbyWdZZoZ3KnO2ELWXTScvor/K+/+UQRvshxtlIPRYUXskXoQYWpVBHJhaJ5trOV6rdOwcbcJkO1zTlmZIZBp0ag9g8/8IZrK3vATrZVmi4SaZvbLdMe7ltaYGUy7P3thWhOMrYC0GEjAHgI9wMAhvbOdW0rO6YB0Bo2sh+pKIx4+NrdMH2pp19Ah7hkQrEKWW2Yp7OCb8KrAICixVqDJzbVUWRO0InHI+fZc+WZR5VQPMHZPqV3uUrPMtyY6lyHyw1aNx6SnG2BsN3jb2YIm+pEYUmIcJtD8ERhmWQcbqJ+eCFmcnxATw0hhBBCogJ6akhUY1IPDvfJLvx27/psmiTR8CynvUzWHOHZZ5/kBe9W9pMql/o6y8azZc0d52l5mGgHx5Mjn+aVJyfH2YpE4bTt9jLr3FztlRmZZnsQtk7XybRKRfe1Azfqg50EV5nEq+ooLXlAex8S5tn7s7bq5dvzk221X08Npm/sY9Ogl36r/mRNp0vxDwBAn13uGmes2XktAGBlSpprOwV2Qu/deNK1qeXiN8a/5tqUp8TqFXBtiR2/BgAU5WpvC5yulSoxoD0/fReLjF7TUndnibjyzgDAkkl+T5ebUDzIuW5SxbWS58xVorguc9QL4Z1RXj/LdK3K60d5ZQwK1x6UV0Z6Ng1LySPE5J0J5Y2lV4ZI6KkhhBBCSFTAmxpCCCGERAUMP5FGSaSKoaHCS8H7C66aqm0yrLTDtx+Wk7jpCTU5x1gy1OWEpBJFO5VzulyED1KdsJKOuACfOdtRwqb2p2tT7AtOkuqdTpKq0EXJ3SqSgR1UWESGT2I7lPjaqaTgPW4Gqw7NyGNVYm//ZJ2IOy5/iW1L0TaVYJs3q69r25Zpx9FkorC7r6OOsXXfbMfYVMhJkrdL9zeo4woA3jDaijRbU2ejKwSjz3d/2kOuTSUNK1ViyQ0ZS93X72U4WjgiZIa0vX6b+pylblAHX9caFXaSSsXutSISd9V1Zip0GhDXvLpGPcnBSqVaatgU2M0tnaSuwrBemzqvVr2ONFG4vsJLx7IIgdQf9NQQQgghJCqgp4Y0SsJXAA5PvVS1k0m/4XuBlKKwTMJUS2P9T7ewhMn16MiltM4xhUnaVFjgP7FyVMgE4LOdbbqwTXS2OdpUpuoXqWOFp2Zksu1tOSVZeDichFiPwq6D8rpUZXvmwF3ecwK4P972dkgvxcYU2yvyy5ba9XTHj897zg8A7SpsD8eeptobNO5F28uTOmaDHsNgewyLX7xdH2wfitRM3U4lGa9Zfq1u19veJKZ87ZrU8m65pHtLRU/7PTa9y9ff87jDta0/0M8ee/xe16Y8P9KrpRKsiyCSkRUTHc/d1cJ2r7OVHrxhylOSJBqq69Cw7NqS17x9bCBgUsIOnjwsPTT+8wYnmFJwqPa15UWhd6ZxQk8NIYQQQqIC3tQQQgghJCoIWJZlhW4WHZSUlKB169YoLi5Gq1atQh8Q5ZSXl2PVqlUYMmQIYmJi6ns4dYZORpTJvJ19NpPGjbbJUFOB7xw6JCWTh5MM7R1botCVUdEIfx6sNyF0+ef+/YucEEWOsKU722xhe8TZPlepjWg3a9MUVEYVf7SHaQ9QhpCUou/tWxe7tsnJtgKw0pcBtE7MuorLXZsK4chwjFLqlbY119thopLXY33HyqTgcX3tkNTsDZN970P292DFDE8fgA6fyXY3Vtg6Nj2bbnFtew+0s99HvH4fKrm5MP9016a0cqSejSJ3sU7M3pBhf8CXH9AFOpWezfw0W8dHzq2rNixxVaeFTs0jjv7LvTLBXYWiDEntARFKsoJ9X0Qz95r3q2176eO094ervOFfFQo7/hJ2j9ff5mCE+/83PTWEEEIIiQqYKEyijtBJh2qJqlxm6n/K1K87+2xS+VS36yNs/qWseumsWKqtEnW1Q0B7aKRXRojTumxx+ukpavyopcCmYxOF7Tl4EcuGUzbZyZ2ZW+e6trRkR2V4pvYqzJ9uew5U/SNAeyJUsjEAzM236zeV9NaeleSmtidEej2Ud0Qu1VaeEpVoCwCzl00GoBNyJbIG08oNtndk2qwsX7sXpuvX6y2nXTfRzskj/ryTNrVaZW/HD9bLt/fE2+OTnhXFthSdwa28WfK9Ka/S+qv7uTbVj0yqTkuz595N0pbL9dXnnC5sOY7XL12o845W7f2KvchL8tssWTdKXdev+9sJT4zJA2rydurkYbn0Wx1rGIsB09Lv49GjQ/zQU0MIIYSQqIA3NYQQQgiJChh+Ig2ecNWDg7XzuqZVYUnzft1Ouc79iY8mRWFZ0E8nPI7wtRMitZqLxets59hUkUhZ6ISz2ovQldKkeUQkGac7p0jW+iD5gXinnTjW0aWZPM9O4pWFJd1hij6UYu7+6Tq8o8JFpy8udG3zM5xk1sU6mTU5Y6unPQAsmWkrFG+9V38InX+2w1MyJFX4op1su2DMSN/4+szSejZ9RjuvZ+r9qdl2DOnpTJ2c64a4MnUYyFLJxUPEsR3tY2+wdHLzLCeEJBOeVQisf7xWQVbIpGDT/LohQKk740SsEpJ1QVAVuiqaZGvXpG3SxT1zz3fCgaN00njsfjtcWvacSKZU15xMPi+UISZFgbOVoSYVfjJp1xh0b4xhWNmuAH52VNoCKjxl/t7LsNex/z6Q6IGeGkIIIYREBfTUkAaJeRl19RMBQ9Z0CjgJlKIGU8B4y9/Z6W+sr10g8F9fO0/io0q+zBNLbdX+PcIrEzAos8o6UIp0exN7p66ppJb/5ueJJ2Pl+BD1hBLetD0BSu0XRXqfR0nYYavBS6GWZU/OmO1rH3u1HtNdFc8AAGY01XNb/Ic4AEDrBK0oMbKpnVwsl42vHGMn8Y6buMR3jo3Z2uWlEoS3Zuvl5a/iJgBA93z95jJS5gMQ7xtA6T9b+/p2j71eTIyTlLsgU3uNhubnAgBmp0x2bcpDIxOo5ydn+M7xj3mXAvDOqUoGNi2dT55ne5lyrxO1uVTyt7g+ygy5wK6HpkgaC+xNqri29jivCzv728nvi6o5VWiSNigQNuVR0R5LvVRbJvuGpxBuah+uGnGk56gO9AbVPxF7arp27Yr9+/0/egcPHkTXrl1rZFCEEEIIIZES8U1NQUEBKioqfPbS0lLs2GESWqo5/v73v+Oaa65Bp06dEAgEkJOTU6vnI4QQQkjjIezw08qVOjltzZo1aN1au2wrKirwt7/9DUlJSTU6uMocPnwY5557Lm677TZcd911tXouUr+EW5SyOmGqcAtfmt3afZx9BjVfmVzpuudlSMpJrhwmxpTjbKVOjdSYqWyTxSs/tDdlY0VC6J32JiVDJApP6uM7tnCXk4Db0Q6ljDtFh3fiDhQD8KrkqrCI1FlRSbf/wKWuTe2/K/4Z1zYD/nlc37QfAMDaJLK1BzrbCdrUfbodL5GhJhX2konHi2fZRSuHpuW6NlUgs3snHXNRIaElu8e5tozBdkjqhsE6DNSvYr39QiQPw9GskQUt26fY73farizXNm2V/XrQmBWuTSVaS4VipVMj+8tf7HxWQjeo6Dk7QTjlTeczvVPvi021w3xyvlWoMDfQXDecOMB3LEY5oSapX5RnSuxVD6tJ2qQS1w3q2FIpWIdkXxa21512wb/PJtXiYKGmcMPTxxLGDnUsw071T9g3Nenp6e7rUaNGefbFxMQgKSkJf/7zn2tsYCYGDx6MwYMH1+o5CCGEENI4Cfum5ujRowCALl26IC8vD6ecckqII+qf0tJSlJaWun+XlNhPNeXl5SgvL6+vYTUY1Bw0lrkINU7T/mDHRNqeEBKacL9DNd2urvquiWPD7Zu/R5pw5yKigpbl5eW48sor8dxzz+H0008PfUAtEggEsHz5co8HqTIPPPAAHnzQ76585ZVX0Lx5c8MRpKGQnr7ZfZ2T07vK/XKfyWbu+wenXVufLVTRPu2CN+2T2h5K06PAcKxAacwsF7Y8Z0VJolgF5YSfRr6pyw8s2eqEUETJg1nz7CKUssSBu+JltziH058qNilXAz0Vb8d/ZHinT76tAzMlZZZrU8e0i9/r2vrD1mt5qkLHkFrlltkvHnFNmLLB7sdUNmDcLB0Ky8ic79kHAHNnZXr2ATrk8iTu1mO+3h7ztmU67qZWQsnVSiokJMNo6nxyZZKaDxkuWjPLLq6ZmrnBtaljpq3Ocm0labYGjyyaqdp1X63DYwsGj/SNZfEuO7SW2PFrAEBRbnd3n6l8Rtr0lT6bq2djQmokOSFN5AubZdKzedlgS3K2BQabxF88NifnMADv9z44+vunvsf6O+z9bpPo4MiRI/j1r38dsqBlREu6Y2Ji8J///OeYB1dXZGZmYurUqe7fJSUlSExMRFpaGqt0w75JXbt2LQYOHNgAK8Fudl8NGTKkyv3efSabiUWGdosiHB8hpKbQ38XNx3DsIoOtcdKwf5vrBxVpCUXEOjW/+c1v8OKLL2L2bL82RUMjLi4OcXFxPntMTAwvFEFDnI9wk4LDPca0LzZWyM8aPS+m1XzKJhMp1WuTtkeSNk10vDJPiWb3Ok/Bw4QqsOOh2fCmzhi+Ca8C0B4JANpDI7RHZhyw368sKLkkx/bopEzXycN5+X0BACUVtgdhafwN7j7lPVHnBID+KbYH5g4879qS423PxY0Vr7k2lQD8adNeru35wXfY7Qdrz49KnDXpsUzJ1N4gpdgrvUbobW+kDozr7dipm01ZZveTlavVfGel2Z4smdi7sWOK5/zyfHK+lRbOmuuvdW3/XeOMM1MX13QLbfbWY2m11/FWddQ2V3HYkCa4JFcnMien2WNRc5b5tvbCzZ/nKDhfpxWcc3Mdr4wsWqqSgZeLBPdhTqKwTB7OcbaWTIRPsjep4hp1i2AWiHZ9DDaF/G7Y3yGZUByMUL8F6rdLakdFCw3xt7m+CHceIr6p+fnnn/GXv/wF7777LlJSUtCiRQvP/ieeeCLSLgkhhBBCjpmIb2o+++wz/PKXvwQAfPXVV559AVlMpxb48ccfsW2brony3XffYfPmzYiPj8epp55aq+cmhBBCSMMm4pua997zF26rK/Ly8tC/v3ZXq3yZUaNGYeHChfU0KhIO4WrD1MSxJi0Ls/6FdIknGc68w9DOhJM0OUy4v5cbkitznK0saJnnhIRk8Uon+fPyA+tckypOWASRJNqh0hbAjfF2KOi1AzdqoxPFkhop21Ls5FkV0lAJvrJd0Ux9ruTpTkFL6FWPKlyjQk6ADtvIYo4KGWrKXGyHUKROzbZse0xKEwfQoa29Tdu5tsTBdsJs4SyxWMEJOy3I1iUM5ubbCcVzf5vp2qZ844S2FupDVTHM5zve4RuznLNpE7MAACuXpbk2VSZBJhS7ISsRalK4oSkAfSba583Inu9rp8Jksj81txvm6bDk83DGnCMODqJp5Cm3oY6R16oKkWYbNJfyZEjK9B0qcLa3+GzeYq+qKGxwTRpTQVkVYqpOeDpSaro/Ujc0qtpP/fr1QwSLtQghhBByHFGtm5q8vDy8/vrr2L59O8rKyjz73nzzzRoZGIkugiX2VicBONixXo/OC6iaJPFaJdHKJ8YR/nYB+0nWOipM5zsv5BNvovPEK9WBc+C3Taw6WVJ5ZwC43hvPku5J43z9LVls2xIydJg2OW09AG9irfKG5G61k0pXJA/S7R2PQMJ03ccej+SxjbtkebO2ldxjJx5vbaoTbNfschJrF+p22zJtN8KCDO1ZUR4JOc4JTe2s6sUv3u7aCjvZHhqZUOyq6Obqpcvj8u2l4a53BtojJY9Vc1H4ovb8lIy234eb4Autajx0tVYthuNAkknGaizS42RSFFaJxNJ7ozxhqYEs13apZZ9XKSnL5e1ufwt1t67n7m1hS6y0lbwjEoDdoqf3aJurip0k+nOOKZTfrz7efQBQaDif0fOpkoz9yfme4rHu93mH2B+eFyXSY+vCG0RqnohrP7366qu45JJL8Pnnn2P58uUoLy/Hli1bsG7dOk/pBEIIIYSQuiTim5qZM2di7ty5eOuttxAbG4snn3wSX3zxBUaMGMFkXUIIIYTUGxGHn7755htcddVVAIDY2FgcPnwYgUAAU6ZMweWXX25U8CUkGOEm+0aqTSP3m/sTbu0mThjIku505abW+i5IGGvozwlTDTMkYcqClko9WOqHKPf8RGFT4SSpAOyEn6R+Ca5WY/K3k7ouKiSzPrWfa+sV/ykArWcjQyWL8293hibCMb2dcMxmHY5R6rdSZ0UlrsqQyqCOdmHHXEuHho60tBOE9/+oE4/VmFWoBhChK8G2wfYbVonAgFYIXvOWbr8yOw2VMSUyF+Y771PotSmdnX901Mq+KtF5/GA9vqG77FCUnD+VBP11ho71qP3T8rNcW+KYrz1jAvT7nW1N9h2rkpGlLtD+pvb87c/Q8+gWxTQVRu1gsPUUCcAB5xoOiBCS5ShcB0So1L2upV5T5X2A+u6o5GAv+lidSHyWr5UpUdi0P1Q4qLZ0bBiSalhE7Kk5+eSTcejQIQBA586d8dlnnwEADh48iCNHjtTs6AghhBBCwiRiT82vfvUrrF27Fr169cLw4cNx9913Y926dVi7di2uuOKK2hgjOQ4xLd8On1BLsDs7/colqsobI58oDerBrnqv4RwiUdiy7CfdwCSpwupsC+V5nSdT+QStHiiF0mvCm3bSrlw6nDXJUcq9WrcbmWF7XuTy6flpGb6hyqXZgDf5VCHrPKkE24dSdN0jNRaZ/Kq8DnKJuGL8dO3hKP+D7fnxLHF26kttTdFJxgs62t6gcZ10PSiFrN+kFIJLsmJ972nuRO3RUd6YNRAeICfZd3ZH3Z96H9P6Zul2TnknWfspuaPTTtR5uuuWZwAAE4R0tKvE3El3pz4j6TVa2THNsw8A8q+zr7/8h+3ttJP1uTI/tb1CsalCQt7gjUmYZ18/RZOEJIC6vvKEdyTd2WbLpPcB3vYAsFst/ZZnUd8hUw20R/2DEgQC6ljp+fEn75ulHPxeoHAlHyJVIacnpuET8U3NU089hZ9++gkAcO+99yImJgYffPABrr/+etx3330hjiaEEEIIqR0ivqmJj493Xzdp0gTTpk0L0poQQgghpG4IWNVQs6uoqMDy5cvx+ee2Gz05ORnXXnstfvGLhq3lV1JSgtatW4csXX68UF5ejlWrVmHIkCG1UjQtVMJupK7fUO1MOhRmghWvNCQ+eigw2JQ+h3Djq4hMvmg2wdlmGxIz00W7h51tjrCp/TLJ2Ak7bUjTGaEqNLJmtQ6vxF1YDAB4Kn4CqkLqrJiKTZ6+2M5otgZqBeDAp/ZPx+Q0XdxWhaRkeEuFgfrs0pOhikjKBFsV8pGJs/+AnagrC0s+VWG/j1aThUaWCuv0Fm/qEedcG7SEc9+tdgzQOlm/D5XIvOZFPWdKp+aZpnf53pscs5ojGRZU+2VYSbWTSb6XN7UVo2UIzhi2q/R5yM/FpImz90A7VKZf/HpPe0ArRsfeqUNXZYOc30V53arpu1jYsp3vWqpIvs1T378k3/m9FPjaqeKWXl2pJM8+e3/VoeiaDjXVJ7X929wYCff/74jvQrZs2YKhQ4di9+7dOPPMMwEAc+bMQdu2bfHWW2/h7LPPrv6oCSGEEEKqScQ3NWPHjkXPnj2Rl5eHk08+GQDwf//3fxg9ejRuv/12fPDBBzU+SNI4qelEO1OtmHCXe3oxeXI6O33Ip0LHoxIQHhhLeVmSxEmcpMkibXI9NbLOk0rolcmV7zjbPPgRNutW27MQuNPvWO07UzRMtzeDBq9wTU85LiL5lK48KWqJuEwmVsq6GWN0TaLiW+IAACXQibhfp9lLlqWXQHljZNLtXRXP+MbcZ7Xdbulgfawcn0L1LVWGlYfj/mxtU96d7vniQ7AFeD1eo4RkO2E27kCxa3sQ9jU5ZYxOjFaeFzn2Vrm2Z+iUwTqpWvU9bqJOZB432n6tlsEDwLjJtk2pEgPaQyO9ZOr9Ll6tFZSH9rY/j7g4e8zK6wJoz46s07Vhuu2565urr4vchKGe9w9oD03Z21K52rm+HxHX/HJnq/OegUTD8mhlK3xXGE0JwDsqbXWicE2p+AYC74ZuFEF/xzIWUrdEfFOzefNmzw0NYC/zfuSRR3D++ecHOZIQQgghpPaIWKfmjDPOwJ49e3z2vXv3onv37oYjCCGEEEJqn4g9NbNmzcKkSZPwwAMP4KKLLgIAfPTRR3jooYcwZ84clJTopDMm4x7f1LSr1qxdE1zDQoWkvKGrPpW2gNLRCHhu8x3X+QThis9O8rS3T6LGIPpTScOyoN+Vzla69pVqcLpo95zfltHRDgWldVzp2lS4pqhIPEw40Zc13wtl3cG29onUVyla7BzTwdsXAGwck+KzqYRZqUmjQjTTJmbpcWbb41w8UYdPVMhlf0cdBhq62VbilaEhlQC8t6lOdJ1wwI55PBSvx563uq/9ordrwpSOduhoaYoOZ6mwjkzEHRuwQzkvWF+7NqVxo5KXq0IpKMt5UXMwJVuHrubusnVxVLgK0Po5psRomRzs7l+lz7txsD0uFSaTSckqaVgWH1V9pKXpa0UlG1+7eI1rU0VPkzPWu7atGc41JSveqHBSqlAUznNsdwrbvUrbRihwG5PylXbNy8Jmh6JM4WLT9z6UTYeRqy4YW9WxwWDIqeET8U3N1VfbiQEjRoxAIGDH+dUCqmuuucb9OxAIoKKioqbGSQghhBASlIhvat57z7/kkBAT4Sf1mZZ++xOATd4Wmdhr6k8/KZqUSuUTpTqZTDB0jpHqqu7TpehPPcHmiaXaTo5m7GaxXLa347k01HQyLt8WyrBLtjo1n67UtpTt9vjvT9MJs+6T/i7dbuhq2yvy0GAdNi7c5NQ76m1vZOLs/njbe5L3Yl/diaPEK70Zarl1n+l6/a+rnLtTHyoTYV2c80qvx/qm/ezxzsp1bQ9m+q8h5blQycYA0L6jfY6irdprNT7Z9k7IeksLLNvbUrha17VS3NTxVfe1Wo49vOkbenwH7PHJRN25q22vjPKGSVIHb3Bfq0RnWddKeb16Htji2m6Mt5d8BwI6Iby4wk7SvrzYTpBeGq+9PQrZr1xKrlAemtir9fWovHVFHYSnT3kJpcPkOef6Xi6/B871L/VWU52E+bx7hNGvCuzaPMvB1XdHJvH7FwPUBEz2jW4ivqm57LLLamMchBBCCCHHRMSJwoQQQgghDZGGLQFMjgvMLmCpYfFCle1CuZJ16Eq6sIMVvCzwvx4mNTtucU4sClWqKIjUs3Eoe0Aky6uEyyIRMnOKBI5MW+CaVAKpDCMoldhe2z91bSoB9vati12b9aGd57ZtTII+R0d78yTudk0qeVeFf7agp7tPhUVUwjAA9HnReZNjdLcq1LW0ow6HqPBT32u1RsosTEFl+uy0+8vbrENcKoQzJVMn3aq5UKEuQCsU3zTYHy5akTzItan3lpqiw0AqyVaGhtQ5ZAhHJeDm5g51bVYvR4VYqO2qUNjQXTpkltjRTkIunKVDXNsy7c9DJlqrOb1xjFYZVmGqPfN0O1UYU4W95HWhxixVmNV++X5UUrCnoGWOvfGESO90rldx+bivUw3XvAzX7jEl5TqhpkTx3SxMsg/dpE2BgF87yrLOcvbJApmhitWq/vzKw+r3oaZCTg1Vjfh4h54aQgghhEQF9NSQBkm4tZ+8Nn9CoWnptz7HWNFOHXuLaFFgb5Yb1EmlsO8w5wm10N/Mg2pneAp+7cCNrqlst/20PD9Zq/yqJc1SWVc99c9K1p6Qbcl2h3LpsPJYuEm8lfYDwLh8rYjb3SON7PTreH7kEuy8vraXpeR9rZzb6lF7GfO4NN3fbEz29bcxxb9sXCGXLN8E2xsjvQ5qCbT03ijPikxKnnHA/uzVfALAujMvBwDsaao9IWoMcum3mp8VadrzA8eptGDDSNc07nr7fWYs0+rLbm0mUYJJKR0/lKKXpmOM/XlIL4tadi8/ZzU+Ux0sVeNrymDt3ZKfkUIlBU+ep+t0ZaX6ixHHpjoqw70Nchx3iteqztMwkexbWGkLAFuc73FPmWRcAECrCANmj2qwBGHzYgAYbH4PEBOFo5uIPTUzZszA999/XxtjIYQQQgipNhHf1KxYsQLdunXDFVdcgVdeeQWlpaW1MS5CCCGEkIgIWEo5LwI++eQTvPTSS/jrX/+Kn3/+GTfddBNuu+22Bl/7KdzS5ccL0VbePljintmVnWSwFeiXSkcjzxB+ShRJkYVO348IV7zS+5CRHBV2Shc2VeRSFrR0dGxGztPJw0sW2zo1KRnaZa9CFG64Q/DMgbvc1w/G2/MxrW+WbnCvvVFhiwcr9Jy12uso4U4QHTrFDFd21Hos/SrWA/AqAKswy+yUya5t2mr7vNsG67hb99V2O5mwq8I/cixKu+barVoJVyW4zpquw24qeViGZlS4RibnqoTrdvF7XZtJeThrqx2asf4YcG3vvmlv/5+lQz0qLCbDeSp8Jsfiau+M1m9jQUc7jCUVhbu/aM/LyjF6npXOkKugLDSAVqbY7Ya+qBOVF4zR4TGFCmu9iptcW9/rnIsuVTRUqsATRVJwjq87o5aSSQlbHWtt93dhKjrpLSirvrOmJOL6DxvVZqJwtP021wTh/v9drUTh8847D/PmzcPOnTvx4osvoqioCH369ME555yDJ598EsXFxaE7IYQQQgipQY5p9ZNlWSgvL0dZWRksy8LJJ5+Mp556ComJiXjttddCd0AIIYQQUkNUK/yUn5/vhp/i4uKQkZGBsWPHulW6s7Oz8fDDDxuredcnDD95aSguTnOZhMhXKASXU9cubFMpBk2SeO2soJD6M9bn/naPOK56KRlvOW78ROHGT3e2MiSlbMKNPznNXqFiWsWiij4CwISmdkxIhaYAYH6GvWLKVJpg6EQdoliZ7S1yKVfgqLCJtKmVU30mapGW1OwNvnYqFCZt6rUcU+biufZ7zdCrcdT7leEiZVtXcblraz3HzuObPF0fq0JN+bmifIUTxpOlAVQZArfsBADrv3aISa3IAoC+uU5oRqxUS0u2C0SumaWLhaZmbvCNT4XM5PtQ45Mru9yQVG99DqXVI49V86bmsXtffQFt3OAvwnn5gXU+mwpBqhVhANAr3tY8+vRAL9dWluf8Lg4SJT8mOtf/h6LDPOf6lnpNSrMmYNCrscRqJaVZUyjDTwXONslgE92IFYuKYJo0pnIrpmOro4FVmzSU3+aGRK2Fn3r16oWLLroI3333HV588UUUFhZi9uzZ7g0NANx888344YcfqjdyQgghhJBqELFOzYgRI3Dbbbehc+eqlR3btGmDo0ePHtPASOMn2BNUqGOOrRimv/ClV6H43Ur79H5voqLzNGoqcilZ7mxlYi2cJ9gcYXKSbdOOrnRNuQFHdXaR9gappFPp7VBP68pLAQArptsaKosH3q7P8aK9yRijdVOUd2d29mTXplRnVb+LV4s+VN6vduxgQaadfNo+W3tbVMHL2WN0v8rLIz0SN1bY3hFZHHJkxgLPewV00u3ifD2WwAm2I/mZZJ34rLxbMhlaqe3OStPJw8prJBN2VUKx1ABKhe1tkTo+xVfYRSRjWpfp0/64AgAQd4fOGXwQ9jX3aVPt7Rh6vT1xC5bphF01vxmD9eeCTO+Y5Gs3ORhASZqtA7TjF85Yuuou1OenEq8BABfaG6lmnZlqe8akRzA/wbmWR8HPROGdzHa8NqnCJj00rs357ljSA+qcw6MobNKOUvpQL7sWk2clGKGUyd1hhumBaQjJyCRyIvLUlJeXY+HChSgpKQndmBBCCCGkDonopiYmJgY//fRTbY2FEEIIIaTaRJwoPHPmTHz11Vd44YUX8ItfNK4qC0wU9tJYktFMIaljCVMFL4on3dUjDLYgfciEYpW/mSfk4dc4Lvu3tUlp0SyZpBNXVYggYfo23ymkzohKCL0r/hlfu7n5me5rpRkjk0/n7rL3T+loa67IJF4VOioI6JCG0maR5Qq677L3K70V2Y/UlVFFJmUYyFTWQNlk0UUl6y+PzZ1kF5mMfUAUYlQJrlLvRyX5ipBLQto23/vI3GqHZmRIyhQCVMfIsaj97Sq07k2rzXaYSGr1qP7yZokCnpl2UrAMP6kilyWjRemJhXZ/Sn9GjkmWilBM25XlswX+r+qf+YRkfZ0VnerMfaH4vgxzvmOyvEe2ISnYDTvJEG2S4YxKa6kgRDu1P/j3z5wArELGG337GkNYqbH8Ntcl4f7/HfFdyaZNm/C3v/0Nubm56NWrF1q0aOHZ/+abb0Y+WkIIIYSQYyRiT82tt94adP9LL710TAOqTeip8dJYngaCL9n07/N6UXYYbAp/orB88rSOms5/j2M0JEqmi9cJ/t2uerAB5UEAtMKsVApWSrhqSTKgn/Cl18HkYVD9KO8MoJWB1bLiknu0Z+DyprYHSCbO9g3YhRvPEp4QtQS6T75e5o1Ozr6Oeqlxrwp76bAqdgkA2zITfGPPPd/2wKRs0k/XarmxSgQGgPUH+gEAygbp77A6RqoCu8u8t+rPeWSyVmlWqLmSHo6MjnZCr1z6rTxOKskaAN6oGG6/t836vSkPjUyWVl4yOVdq/qS3RY3ftCS/+0TbM5aR7U8Cl6il/qYCpqZioUVbtWfMTWxfrk242NlK5eFs9435kZIF1uf+/cNsj6Ylnn9NhWfNHpjwVIbNvwv+dsGonqxEzagMN5bf5rqk1jw19X3T8vTTT+Oxxx7D7t27ce655yI7OxsXXHBBvY6JEEIIIfXPMSkK1zWvvfYapk6dihkzZuDjjz/Gueeei0GDBmHv3r2hDyaEEEJIVFMtReGlS5fi9ddfx/bt21FWVubZ9/HHH9fY4Cpz4YUX4vzzz8dTT9nu1aNHjyIxMRETJ07EtGnTQh7P8JOXunRxVkezpvKxZveyP9QUul2S025AWO3MNq2ngYmOm1wqriq3vHTZL3eSF7eI5EpVBFAWBnRCV1IJ11SUcsEGO3FUKg+rkJTShgGAVrlOoulgndCrQi4mpdvu3Zyiit/ooooqOVYmG6vCk1KjRSW6Sp0cGQpTqDCL1KlRIRepeqsKTxZdp0MkI99c4BtL7tahvnOopOGEDJEIq0ItIoymVJjlWEwhQDVHngKUTgFPqemjilaaEqg9ScHdnLn6Rs/V4hcdPRsxf5XDjFJRGI70jyw0em2unaS9Im2Qa6usSyT7zZpk+O18Srz+zNn2FEnvw5zw652i3SCDirYq9urq0ACWZe/3FrRU37GNot1Yp53UvUly9hlUi6tBbRalPBYYfvJTa+GnefPm4d5778Xo0aOxYsUK3Hrrrfjmm2+wadMmjB8/PnQH1aSsrAz5+fnIzNR5AU2aNMGAAQPw4YcfGo8pLS1FaakWK1P6OuXl5SgvL6+1sTYW1BzU11xEet5w29d0O0JIzVET38+a/u42tN+C+v5tboiEOxcRe2p69OiBGTNm4Oabb8aJJ56If//73+jatSvuv/9+HDhwwPWi1DQ7d+5E586d8cEHH+Diiy927ffccw/ef/99/POf//Qd88ADD+DBB/0egldeeQXNmzevlXGSmiE9fbPPlpPTO+h+Uzvd/gzx1+uG/tQqvs6+dh7U8tYcYXNyYhM2CY9AwOlnonhqVQ/Yctmx48mJfUF7ZVRNnvxJfXztNmRo18/deBIA8CTudm3KazN0l3AdrLI3cpmwotVex9M607fLrQ8FAM0Ddn8DrtP7ty2zXUrSw6G8MqqmFKDrIkk1ZFW3SaoCK+QSddW39NTgYXujajEBQG6uk2Scpp/03TpQMmnb8YzJ5eDKG2SqV5W1VXsx1PnUuQDg67REAF7vifKgScbNshOtZUK2Si5emRLcIzb3RWf5/Rh7Wf3MlvrBbu2PTsK3UCCeMniWpy9Ae2hk4rO6HmWSunrfuYuF5yvH3qS9KebbWVbvqg0DcL2YiYYkek/ycLAabUn6tDmHq2wlv//qexzub4b59yH4saT+OXLkCH7961/XvKdm+/btuOSSSwAAJ5xwAg4dOgQAGDlyJC666KJau6mpDpmZmZg6dar7d0lJCRITE5GWlsbwE+w737Vr12LgwIEN0MW52WcZMmRI0P3mdgq/5ou33fvhDowQUgeYv8eKzYZ2m32tTL8Z5n5DHVu3NOzf5voh3EoGEd/UdOjQAQcOHMBpp52GU089FR999BHOPfdcfPfdd6hGek7YtGnTBk2bNvVV/t6zZw86dOhgPCYuLg5xcXE+e0xMDC8UQWOZj3DHWNPtCCF1T018j037GtPvQ2P5ba4Lwp2HiG9qLr/8cqxcuRLnnXcebr31VkyZMgVLly5FXl4errvuutAdVJPY2FikpKTgb3/7G9LT0wHYicJ/+9vfMGGCX6uBNE6CJe6ZVYF3GGwmZCipj68/rXsj3elKUThJm5Y7yZCpwsXuqAYX5YoQCZx2MpFSFQ4UrvjYzfbThyw+iHn2Zv48rXCrwkpS00SFnWSYYdxqO8zhSQoeY4cUlAIxAKyLt0NCfYY7uilCfmrbGDte40lqdb5iJVk6fCLPW9kmNVJUovLX0xNdmwqvzH1eh1ICne2Hon9k6Peo9Hk84T4nArc/WSdIq5Be/tv+gqNKtRmAO7eLd+mimYn42u5PJFyrcI31bMC1Tcm2wzprCq91bdtUbEvMnwqZKQ0bAMjItBN/VSIwAAwaYxfIXPOi7m/oTDuMJJO0Vfiw/Rh7TCrkBIiQmfgJbP+NXzxGJXUvPlmff3byZABe3R33M5XhIuctuiEnSeJZfluhCC8FnCR6y6QbIz+rqr+78jtpWf7zeROJVTv/70fo35TQ7RpaQjHxE/FNzfz5890K3OPHj8cpp5yCDz74AEOHDsUdd9xR4wOUTJ06FaNGjUJqaiouuOACZGVl4fDhwyEFAQkhhBAS/VRrSXd98tRTT7nie71798a8efNw4YUXhnUsl3R7OR6WDaplo97l26YaNSbl4SRnWyBsTiJqolA7Lfyvd5+nnyRtMtR+Ul4HuexYLRmWnhDl+ZDJrEoRVtqMy45X24/dGwf7VX57Nt1iv4VZp+sxOc6RwMX6p8H1WIzWzbalJPjGqTww4/ou0Q3PszdSCVe9H5XsDGjPkHw/Wdc5ibpyafy99meaYmlvmXrfqo4TADcpOGGeSOCeaXvTVKIyoL1fUo1YjUG+N3WOPruEgvJOZyukskyJumvybW9MXJdi11Y6rrX/vTmX5sZv9GfVZ7Vzvs32RiYb723azncu9Vp6YNRSdplcrZSZZWJ21kx7vmPvFHW1xjq/lelinCZF4UKDerC6/qUCt6syLL2sfQzt/N9dRTDFYE9/niXijcfLcjz8NkdKrS3pBoCDBw/iX//6F/bu3et6bRQZGRlVHFUzTJgwgeEmQgghhPiI+Kbmrbfewi233IIff/wRrVq1QiCgY86BQKDWb2oIIYQQQkxEHH4644wzMGTIEMycObPRab0w/OQlGlyc5mTfUEUuk5ztRkM7U/KidJMX2BsZflKSIiIq4SZuytDCKJPiqmPbImxKZVgkGSck2yGUwtU6TDR78GTf6FXIoWixTlqelTEFADAtP0sf6xRdnLbatiUO/trd9ypu8vWreB46b06GaxTj8u2wU2CNCF21tx98UsdscG15s/oCAKZkznJtKmyiwiKA0OwRRSlTku3PTaogq/ctQ1euyrDQBVJhPjk/Ss15ZJpOKF682k6olQnXKglbIvcrTMUjlcKzLHw5JWWWr51MVlYMzbeTh9VndleFDhetb9oPANCvYr1rUyGp02cWurbiP9irQIc3fcO1uYm/stCquvbkdbvb2YpFpio8JYuKute/ZVAeltpM6vuSJ9rhUWcbnvK3OZlXKxSrY8xJxP5Cmd5+6j8pOBp+m2uacP//jrj2044dOzBp0qRGd0NDCCGEkOgm4vDToEGDkJeXh65du9bGeAiJiGNZuqmXbAPaG1MgDnKeEC1DQqOnppPzxLlGeFsGOcmQw8QSVKUuLGWVdjs2uczbUbsty9NPI0V5tmdhZYZezqtqJD0Vr3PMVELofBEGVuq+mft1Eu0G5w2opFaJ8jSoZcCAru8kPSEqwfapCn1+pY47K2WKa1sA25shl3lvy0zwneOZpra6cG6eXjqcnGaf79MOur6U8trsSdaqu6bkauXRke3ux0MAgBtv0bWxJjR9yje+lYPt9yGVkbcOtvuW9ZNUYrRMzFZLuWVNrNd/YXtoxoqfzblj7eXsark3oOdSjQkAht5te2pO2WAnUu/4hfb2DM2z9y1I0R4jNRaZDN1ql3NMR31+dZ0pbxgA5D9nz61MFFZIr4x7bfpXj8PzHVq+w7+70LR82yCf4HpvZKKw/1jTdzsQsMdg8sqEWsYdqYfG5C0m9UfENzVXXXUVfv/732Pr1q3o1auXzzU2dKhBy4AQQgghpJaJ+KZm3Di7dshDDz3k2xcIBFBRUXHsoyKEEEIIiZBGp1NzLDBR2EtDTkYL5SIOXwlUJQomiXYm3YsXnH1jhU3pafjViD1ucKWqKnU6Jjo2gzKrR2X4Ofhww09v62s09mrbdmO8DpuoUEtefl/XVtLb1jCRoY++uXaW5oY0HTNztU8ctdqN2VoXRYWVpKKwSbfFpCg8Hk8D0Bo6gE48Pn2rTlxdkTyoyj7eQ3/3de5M2/Mr1YhVeMWj4OwkoiZM15o06rxyLFsqegIAWo3QIZyVy+xQkyzMqcYli4WqeZm2K8u1BV6yfz6tfL0KdPayyQC8Cb2tLrPPt22Drq6p3qcqdgkACzL9iccytFWZ7i/aF1ggRiRmb7LHYtIFkorUmYvtcKTUSCo6357TWZum+Np5kn1VIcuJIryqImYyUVgl4wfEd87d/7Jop75XScJmh5+833uVDFyguwuS+FvToaG6CjU15N/m+qLWEoUJIYQQQhoiYYWf5s2bh9tvvx3NmjXDvHnzgradNGlSjQyMHN9UxytjZkelLeBKK8mnR2e/XBbqXd5dVb8AipynVZkUrJ5kA8L2sLPN0aa0ebbCa+51OhetbLfzFCK8PMp2Q7xe/qs8C4kp/uXYfSfpx2p1DukVufxCuw5UaTtb1VYuJVYeBrU0GABOz7W9LJPTdPKp8sqoLQB0n2UPOjlTJxQrj4S1QngznLpDUgFYeW+kEq5KdpXLk1USa0qaXpKf73xWyhMD6OXLsr/Wfyu1z7VskGtTy6FPaao9U2o+5JypeVnQUXtTlIdm2zLtgVHHqMRnALhhg/25de+mP9StTo0mlTQNmL0yav5MNaWmjLETvVOEPEHc1bZqcdlW8TSb7O0LgHt9ycTnvWvszzwzVygz59ibhDeFRyfHua51PjPgOvtkXTTHo2mJpdVKDqEwSRysXvu9N6Zl2V6ZBTjt/F6UmvamMBG44RPWTc3cuXNxyy23oFmzZpg7d26V7QKBAG9qCCGEEFIvhHVT89133xlfE0IIIYQ0FKpV+4mQuuRYXL5BNWssGV4a4WunFYcN+2RYSRXoyznLv18mTS5X6qralpvqhJ08ysP2JmGTv8il5LUDNwLw6tSosMnIeQt87WWYoV/8egBAHOxQxTpc7u5TYScZqohNLfH10a7CruJ4Q1MdElOJrjLJWGm9jEvTCbFKjXh+stbTuXbmGgBa/RbQIRzrPB262hbvL6R5LexjW39Z6tqUTo1kfpp9Pqm3o84hx6wUgJViL6CTr8ft0u9DhZ1Uwi4ALO5kqxFLDSAVlpM550rjRr4POQbFuBft8z00xp7HVo/qJGcV5pOfy/3x9srU9+L155eV6xSqTBX6M06Sen66/h5MTrbDfVmDdIK0KjKpkogBaCXsYTLUpPaJhHn3eyK+Gy5Sc0Zp0sjvZIGz1aGmYKrhNR0aCqVWzlBUwyTim5qpU6ca7YFAAM2aNUP37t1x7bXXIj4+/pgHRwghhBASLhHf1HzyySf4+OOPUVFRgTPPPBMA8NVXX6Fp06bo0aMHnnnmGfzud7/Dhg0bkJzsX65JCCGEEFIbRHxTo7wwL730krtWvLi4GGPHjkXfvn0xbtw4/PrXv8aUKVOwZs2aGh8wiW7CLSZnLnuAKo/VmjOAdnu/7Gvn1ckoqHoAUt1JrXqSOh6FhtVPClG8MraDo0mz26+7oEoeAMASdHe241ybKnJ5+9bFrk2FD/ZAlwZQoYnhB3QxQxWyWvPdtQCAjHitaaKOlauaSr+zV0mp0A+gQz3qnIAOf6lyBACQtdgOfSzI0KuGVMhFlkn4x3RHQ0Xod6p2JWmxrk3pzshzqLCSLLi5rsIOqckQklpBNG6iDiHdlWWvapKrlVSIR67icnVsRKkBFVp7eoxeYaXCcjKsVHKPHr9i3PXOGKZrW0aK/Tks3nW7Ng6xNyoEuTJTl8pQyFBh5kx7MYcsdaDCTrIkwinb7VCXW/gTQNb59mclw6Gxa5xr9JR/aaNaOZgjBqHCsHJlkpXkvBChwEL1WoafVIhXx+dMIR+tJxVeKZSaDl0z5NTwiVin5rHHHsOf/vQnj/hN69at8cADD+DRRx9F8+bNcf/99yM/Pz9IL4QQQgghNUvEnpri4mLs3bvXF1r64YcfUFJi39GfdNJJKCsrMx1OSFCCPQlJvYrg7ar24lR1rPYQSUVhpVkjnihNCcBugqRUUoW/Xb7joempbWXDWnn7AIB0e5OWvNI1rT/QD4BO8PUgvopzV9tFEqElZjw6Nopx+baXILDfUcRdrRNxVYLr0Fm5rm125mQAXtVdhUxiVomu0stjldt9z8Zk16Y8OtI7ojwbSl8G0Boz0tuiVH5lsUnVTiX4AkDPplsAAIW7TndtQ/va76nkK+05af2y7XFaMErPQdx+O4G6F7RnQ3l+ZKLu+Ez7fcp5mbY5CwBwQ4pOoFZjkXN1xzJdQFOhEpg3dkzx7VNzK9+30iWSbJ3uD/sXzbQ9ffn3iUTcd5ytdr65yenSS+iSKnSdhjnbe+U1rzw0Jn0n+R1yvn+W9J76j9Xfd52ob1l+z6dJx4YeleOXiD011157LW677TYsX74cRUVFKCoqwvLlyzFmzBikp6cDAP71r3/hjDPOqOmxEkIIIYRUScSemueffx5TpkzBTTfdhJ9//tnu5Be/wKhRo1xhvh49euCFF0wqkIQQQgghtUO1C1r++OOP+PbbbwEAXbt2RcuWLWt0YLUBC1p6aWxF07xuZttdXZ2E4mBaF16Uy1y601832OC3pZ7g3533ud+2yF/4UhVllAUbR6bZujNLTtWJwmnbnRILItFTJQ8bj83VxxZfobVggEolEZzCk6psAQAMzXfCNr112MYNw4zW/agSAlLLRYVSZGFJldiqkmolMtSkwkpSh0Ul0Q7quMK1qXCXKnkA6LCStUOHlQZl2sesyb/WtU1JscNtc/MzXdvKFDsZVyb7qtCQ1JLp86KdOzh7zGTXpjR4elXo0JVbQHOIfp8bx/hDTCosJ0NMeS/29bTv01fnK87eYJ9XFs+8vOk6X79q7EsW62tAFUn1JKmrMGgH+G27hU1drznCZhmub/i1gnQyvkwUVt+rEQabbOcvjxCpdk1j0JppbL/NdUG4/39XW3yvZcuWOOecc6p7OCGEEEJIjVKtm5q8vDy8/vrr2L59uy8h+M0336yRgRFSGZnEa8K8HFw95cmClrJopepbPe1Jb1CSs5VPmyMq7YOruApL9Jsnny4d1NLv5SK58j5n+7A2FS12vCw52vZaqq0ejDu1LXem7aGZNX2Ka8tcbIeAR2b4FYXT0nTicevFthcjIcP27NwAndT6dXIiAK+XApvtzeUp2gugljvLYxXbOurs07vxJACgcLVO2M0YbC9d3tO0PSqzZpf2oiR3tM8hl6hjp70Z31EnI6uxLm2qE3a/zrDfh0xQrvx+AGBpin3Mg731dXPtYluOYkWG9lapc8jl0/ePechnU56c/U11kdCh03N951XeGJk8rN6nfL/bxthzqbxVgfu1cz0B9ud3adN/+N6i8hgBIpFZFkl9znnalWrWOb5uNPK6db8TwjupkugniGbZBm+LWg5umVIUhOSyc4w3ed/vjVHf53C9LqZiueEe2xi8PMc7EScKv/rqq7jkkkvw+eefY/ny5SgvL8eWLVuwbt06tG7dujbGSAghhBASkohvambOnIm5c+firbfeQmxsLJ588kl88cUXGDFiBE499dTaGCMhhBBCSEgiDj998803uOqqqwAAsbGxOHz4MAKBAKZMmYLLL78cDz4YKvmSkMiIVCk0VHu9v7PBFjwBWOlkBOTjgIq0FApbquOKlxqUyw06NirslC1sebZbPsHq55r2HnASeUWyZsI8O/Qw44B+vyrkcnquHszkNFvxVyaJzs/wF3ZUqFCFDKnsGWOHQz490Mu1nRJvh1lMRRilTk1evp3oOnvwZNd2B573nAsA5u6yE3VVsjGgE47f66jH0memM6nL9Pmmrc4CAAwarJOH3SKSOv/XRSbpqvDPhKZPubYNGXZMRibsrllth8VmXKjne3y8/T5lIrPSAFLJxgAQ18UpHJqiC4eumeWE2UbrcWV0tMNycv7Ua5UQLsOISr+o724tdDQr2Q5HqiRrQIcIsxKm6ZOZEoAV6eK1Gl+iSH5vLzRr3P6c61tey+53R4Sf3DBtkuHE/kRgb0g4WEjKMKYQhPs7otox5NTwidhTc/LJJ+PQoUMAgM6dO+Ozzz4DABw8eBBHjhyp2dERQgghhIRJxJ6aX/3qV1i7di169eqF4cOH4+6778a6deuwdu1aXHHFFbUxRnKcE/4SbG97ifnYJHHMWEM79XSpE4UDgT4+m/bQiOWo6qlVtnMTJMXS19EGheJF9liKRDQ3YbuzVPtq/1JGWc9HeWiUdwYAsq5zns5FkvHti+16UdZAe7nzlI6z3H3/gF2DSarVurWa4mf4bKo9oD0Csi4TOtmbaflZrmlBykhPewCY3XGyz+YuEe+rl4irZczSkzS0t52Iu+Z6nWSsairJhFnlVZIeIpWUm7tYL41fvMleNt4/Wyfxbhtsu+RuhFYtHrraPu9Dg7VHZ2OK7QUauksrMq/raHtopEcnI9P2yiivFaDnTXpqFEphWnpglsbb72NPvE4sVu9HqgJn5TnXgFyqrZKGZaKw8iYmCK9MurOVnkiFlClwE+GlZ8X5vqQKJeA85Y0pMHRoSLD3YB9rUhE2cSz1oOiVaZxEfFPz1FNP4aeffgIA3HvvvYiJicEHH3yA66+/Hvfdd1+IowkhhBBCaoeIb2ri4+Pd102aNMG0adOCtCaEEEIIqRuqLb63d+9e7N27F0ePHvXYKchHaoLqJOkF399ZtPOHmgIBk9s7yWAr8PWnkyH9GhseVFLwvaJfFYqaKNzzyuEpwgJFpzqhhHfgI3+mSG52kpafOaALRarzpiTrUJhKEFYaLjIsovZJrZRrZ9q6LSnTdR+qsKRUzm1b/AOASiq1TphjRZrWfFEJwCs76mRaFSaSKsPJTbeqk7lM65YFANj6jdDRGW5vtm3Q+jjdr7dP3H6Zfm/P4w4A3hCXer/JGTppemOGHUKSSr2q+KYMe6UO3gDAmyyt5kMWpVRaPUsCffX7tez3e/kBrf2zJb4nAG/4SYX51PzI86tQVNF1ogClCjOKIqmTp9vhyKxc8RCqrsccbcIwJ+z0FPyki9duKCpJ25arBGCDdk2e1IZS340CYataIdyUKCwJXqCWIaTjjYhvavLz8zFq1Ch8/vnnqFxhIRAIoKKiosYGRwghhBASLhHf1Nx2220444wz8OKLL6J9+/YIBAKhDyIkQmr6CSuUKqm5zozySoxAZdTSbrs/lSwpl4OrfoT35jn14mXR7hZ7ky0ShVXdKJmYqR5Wn9Omomz7HAnWNtcmPS6K/N32uNZV6OXElesDSa+MaZn3ium2l0UmvypPRKu9WlX8qY62nOy45UtQmZXQXhm1dFmyON9OzpVLoVXNqdkpk13bXV894xvngg1OQvEsfd6MZfY5Fq++XZ9js/16dqbuT3lt1FJseb6+X2p3h3Wy/Vs3bWGWHnRveyOXkqvaVXJ8ypMz39IJ2arOk0y+VvWxZHKz6udu6a5ycJf6Jwjj2/Zm5DytKu0mRsvl24MMXsIcZyvLUqlk4OXCpjwwpmtZ2tzn3gJtsuyEee9/HdLL6ZzCIL1gXvKtvEDai0jvzfFLxDc13377LZYtW4bu3buHbkwIIYQQUkdErFNzxRVX4N///ndtjCUojzzyCC655BI0b94cJ510Up2fnxBCCCENm4g9NS+88AJGjRqFzz77DGeffbavLPrQoUOrOPLYKCsrw/Dhw3HxxRfjxRdfrJVzkMZHqAJzkasRGzQ2jK5x+Zdyj98ibMoFL0JShYZESqXSKgoNuirE6cJ2r7Mdpk2x+8vtQ4UeSVGR8/pt3S5lnuOWF+luKqShkk5NicIqPALoxNU9HbX+jKt101NPxkMdbb2Wf4zR2jUq/CMLZKrwitS4gZMfLDVkTknZ7zt2b1M75KJUhAGgJC3WftFOd6dCPisH63CW0pMxqSBP66T7U+NTxT0BuJ/Lxkwdm1FjlUU4lebP8ANvuLa74p/xvQ+lSSPDSmpcMtF7XbwdNlSJ2X1zRUislz33gTu9+Y0AsGSSVpDGh77dwCN2CCn2zhLXVNbBSfCW6hwqPJUtkn0tfxjIrDuj2iW5FrN6dx9nn19/pnqFbP0w7HR8EPFNzYcffoiNGzdi9erVvn21mSisyi8sXLiwVvonhBBCSOMm4puaiRMn4je/+Q3++Mc/on379qEPIKQWMHlgTE9swZeImp42JcrzUmCwCaVgd79UD3aeLi0xzkecsdwrnkbbO0/BhUKZNSASNxXKkXKvTigue855qn7Y3zxtnq4PpDwvw5tqz4GqGXRjvK2OuyRXP9UvTbO9BdJTU/ji6QCAxDFfu7aUDPv9bhRZpcr7ID0/iYO/9uwDgBsr7POOy9XJuRsH2/0s7qsTezdusG1SdVcl0+Zt1sujXxt8o/1ex+jk3Lnd7KJPcZuKXZtaMt19l3aNDepoJ/ne0FEv81YeFbUE3H7D9kYuqVbvSfUhkUrPJpSXRyYUKw/R1njt0VHeLFXja2SaTgAOTHI8NFeLYabZn0u+9IRc7GylorAjGVDWRiy/T6i0BbxJ7C4GZW113VqG70aq8La4jibpqVGeTZO3k5DwifimZv/+/ZgyZUqjuKEpLS1FaWmp+3dJie1mLS8vR3l5eX0Nq8Gg5iDa5iLa3g8hxzPhfp+j6Xsfrb/Nx0K4cxHxTc11112H9957D926dYt4UJWZNm0a5syZE7TN559/jh49elSr/1mzZhmrhufm5qJ58+bV6jMaWbt2bX0PoUZZtWpVfQ+BEFJDhPt9jsbvfbT9Nh8L4RbMDliVFfRC8MgjjyArKwtXXXUVevXq5UsUnjRpUth9/fDDD9i/35+wJ+natStiY2PdvxcuXIjJkyfj4MGDIfs3eWoSExOxb98+tGrlLwx4vFFeXo61a9di4MCBvs8xWoiNnem80loXZWWjDO3ed15t9O2TlJVNr9SvxK9n48UU7jK48ROdwpfSGaoUWdU+ACh0wgJrdPHBhDSn8OUkIbnghCZiU0VC6Fj7+h/5ph3KkDo1KuwkVXdVyKU/dIFHhUy69YRrHFRIZe6uTG10/v9JHbPBNeXNssNJKzN1Yu8e+D3Cagwy6VaFcJSKMACUvG7/bkgdHVU0UxbXzEiZ7xknoMNjKilZIs+rQkgyPKb2TzigZXlVorBMAFbhw7Tp/lChRJ1DJWurMBQAlOU5v2MiXKSUo01K0x6ynW2+sJkUrrNVuFSGixRJeixl9jOy+bshj/V/x9T3yoS3v85O+1G+/bKPYLZwz1ufHA+/zZFSUlKCNm3aoLi4OOj/39Va/dSyZUu8//77eP/99z37AoFARDc1bdu2Rdu2bSMdQtjExcUhLi7OZ4+JieGFIjje5uNY3uvxNE+EREJdfq9M7cO1Hct565rj7bc5GOHOQ8Q3Nd99913Eg6kJtm/fjgMHDmD79u2oqKjA5s2bAQDdu3dHy5Yt62VMhBBCCGk4VLugZV1z//33Y9GiRe7f5513HgDgvffeQ79+/eppVCRcakKi3KRJE8qm9wXXuqjch/e8Lxhfa1TYyVDQMlGcV610ypOrSQzhLhVWgg4rYZgTdvKsSilwbDpU4IadDGUX+sWv17Y37Y0KKxXl6nCVKjwp9WJUSEWuYFL6Kko/BTDrz6iwkyyNcP8Yux8VcgJ06QK5ukiFY+Zer0NXqct0yKryeeeO1e1ea2qviLqx3WuuTYWdElP0Ki4ZZqt8rAw1zc23+96TokNiar9c7aVscvWTmg9Z6HPW9CmesQNA38X20iBroNb++UdH+9jM3LkAgMlps919WXAKVObosefnOKEeWRJB6c5MELY806qmJHsjNWmUTa7Ks+R+Z3dAXcv3CKtawWQqGKttwfRp5HdSfbdD6VMF+52hXk10E9ZNzdSpU/GnP/0JLVq0wNSpU4O2feKJJ2pkYJVZuHAhNWoIIYQQUiVhJQr3798fy5cvx0knnYT+/ftX2S4QCGDdunVV7q9vSkpK0Lp165CJRscL5eXlWLVqFYYMGdLg4rahnsR0uxdEO783xly80t9vuJ4kXbxSemX6OMcOEO3Uk6x8QlXHiCfZROGNUShPTarYp4oKmjRspPcm1WBTCNXihDedhGKlRqxFajErw/YgeBJS37a/L8W36Bw1lYC7oONI12ZKsFWeC+n5qaxoDABrJtqqvBuzte6NyRukkP3Nneh4aEbr/SW9Y1GZVo/aYy65R++b0NRO6JVJyaYilxtT7HFJRV+VfN0ufq9rc9WXDUnOMlH4h9ZtPeeXLNmqdYNGJtvJ3K6WkFCLdvVpTJ93nsGWY3jtKV6pvk9SL6bA2UqvoqF4pZsMnGQ4sWznT5gP5nmtDo29eGVD/m2uL8L9/zssT817771nfE0IIYQQ0lCIuKAlIYQQQkhDpNEkCpPoxeRyDt9tHLzUQfDQVXVc3SYdmwJffxqpz6FCUQXaVLij0j7Add/vESZXgt6Q3PmODFM522yxX0nkFxqGl2NvUqbr9/U0xgMQGijQJRFmQLzHjvZGJsmqkFSrzTrW1S7NCc001Yeq8NNdFc+4tm3ZdgxFlmcwFZ7sM9EWVukzWgusTMm2i0h6CkE2tQtB9snX7TIy7WTlxbt0KYbFO/Vrl832JnCxjs4nwA7ZSb2fN+KHA/CGwhRZi6e5r2Ovto+RycM9sQUAUDRTaAo5YSQ134AIRRnCSWosbskMQCcFLxQNRzlhpWEiRCvDTpXxhD6TnBfyu1ZgsKnwql+Txhvq9YdmTeGiYMnDx5IoTKIbemoIIYQQEhXQU0PqnWN5qqrOseZimC84/Y31tfMWyPQ/KeqnVZPiaoF4rfabvEtJ/mPai6TgQlPisXPMfcKkEkbzRIHMRXY/CfO2uaai8x3vgONkyU/QYx+ZYSemvpaqk32Vx0Qu1XaLL4plzyXt7ATcGYP9cyw9OiqJNrmpVtCtrJwLAGt22cnDn3fS/ay0bMXhobtyXVtWru0VKb5CJzI/A9tr0z5Fn3fxRNsrMzt7smubtjALABB3hy58eVeK7UHa4GZe6/eeHK/HrLxaclm4SVVZKQpnbdXeG/dzu1Ob3GKUueJautfeJGxykruv056dst6Oh+Yd3ym914UqKJkqbMsNKtUqAVh6CVWSb8CfiG8dNXlWCkSLzs4+uQS8atVu7/dKXevBvbGNPSmY1Cz01BBCCCEkKuBNDSGEEEKigogLWjZmqFPjpSFrIRyLXoU3wXBHtfoIr284fauQVCgXuwopyBCScq0X+NtJTRoVVioU51Bhg0K/erARGVJQIY/n7E3Kdj3edRV2gm3rv+lisOr8acm6+KKpuKWp8KUKT8nk3EEdVwAA3qgY7traFv8AACj9Z2vXtm2wfeJ2FVoH5pmmdlhJJhmbGN70DQA6RAToEJcsHGmyqXCbfB9qDKpfQCc1Sx2dh3A/ACB38VA9GBn2UVzpbGXoKMfZSjVgoS8EwJvwrUTWZY1W9TnLc6rrJ1uEJd3kc3FNBZxryqhdI0nyWZROk/d7oCgQr/3fSXOicLjaUTXbriHQkH+b64tw//+mp4YQQgghUQEThUmDJNynLtMx4dZ5CuUNCqZG7F2Oqp5+hXcm4IzlqH7qSk8vcM4llIdPdZ6WCw1Pw5awFTnvKSCSOtUT/ESDd0Y83Y9801GkPV+r1LpJpM4Tef5WnZh6ebKtCp6QJhKLHeXh3FztfVif2g+AVhsGgMkZdl0iuRTb9YDM1Kcfn20nA0s13dLzbQ9Nxje6RpRKwN3TVKvzqvpNcsmyWtItE3aVF6jV5DLXlvlbu37S/OQM3zlkgrKqcSVVgdvB9tSsP9DPtal6WqpmE6ATrT0eFrW7gzYlbLfnV3qIcu9z5jddHJsDL0KoWHnOcicKr9Aox3NXWAAfqcL759Z+Etet1cc7XkAnCFvCy6M8jOJ6DCZpEFrtu7PPplWGg6uGB6vXJts3Bg8NOXboqSGEEEJIVMCbGkIIIYREBQw/kUaJqQBedfuQ/Xg1aUznkEm+qt1ZTjtpfMFvc1zx3mTjpEpbiSgqaEoUVmGDD4VbPU/t1+GkJYudsFOi4RTKJjRN8h+2j01J1mGJ+5PtcMw/krVOzWsHbrRfiIRUFUqRWi1ueGW0bqeSh2W4aMo3s3zDuzZ3DQBgctpsbXRCZktTtIqv0sDpe52Om0x+0z4m67daG0YVhxw3UReqTMz+GoA3KVj1dxNedW39m9r7ZfFKFxFqcnV70rUtIdnRmMnVGjPqdVGCUBRWScBSEVrNr+pvlL5+cs8PFmpNEq8L7E2+oZlHX6nAv9syJbOrff6kYJN6cOjvqV9ZO1hib2hF4arDXdXpjzQe6KkhhBBCSFRATw1p1NT9Ms7g6qYKs/KwvzaOeRlskrN9WZsKlddGeIpSnfeUJ5Z0D3MSN+VyXsd5EfuCrlmklGhj1zi1gwa18rX/tEMv13T77sXwkWNvJk/XXhTloZGJx/nO+30vpb9+O/mnAwBmp0x2bapuk6qnBAB70uysWKlkrFR5ldcF0MuyZ705xbVN25VlHyu8SyqBOSNbJyMrr8wdeN7Xn0wertyHbCfJX+x4ukT9JjkfLnmVtgAw0dkKbwz2OF4H5cVZI7wQ96o2oo9hJ/j7LUyyt6baYR7UmJMM+/w1nbzemxGGY+z95ppOsr/XnXZ+RW8T1fk+BzuG3pnogZ4aQgghhEQFvKkhhBBCSFTA8BM57giWFGzGHy4KfQ6Ti12FjjaKdg9W2getFFwkwgyWPwHYDTslCp0aFaLIEadNtzdlz4kQk6N14hZEFEUV1bFl8Kt2JmRo7ZrxyXZoRir2qmTb/BwxzlRvewDYmGJn+0qNlrLd9vmuzVvj2kam2SEmT8FIJw9XFtIs3GWHszI66rCSUi1+FTe5ttO32hOkEncBrcGzNFmHkrIm2SGuyfN0aC3rOifs9aYOe7ns9r/OzxZzoMJDQmMGw5xtgrCNdrap4rNXx6ok3yv1Lp1ALsJKruKwVLVW19frBpvpGpWoY2R4KcnZFvjaeZPjTf2pY1837NME+04ysZdUBT01hBBCCIkK6KkhUY15uWd4SqXmejR+pVKzuvFYT3sb9eQ8wmATy7dddWFhU0+8Hq/Mfyu1h04IlU/fOc4xy2WSqHNepQgrlnS7Sr3S5tQnai8yUjMDtkRw7P5y17Ykz1k+LhKVU9Lsc0nPiqoRJT01xWfG2S/O1MfOgD23t+fqROUNaYZCSjvtzaUd/+GaVNKyKZlXvg8YPD/Kc5U1Uy8HV+9pycyqlZk9TBSv1RLtYcJ2r/N5SEVo5XmRib8KV9E3SdsKnWRy6dlxl/VLL0mwa08mvxs8Oo46NixT4q7sTyX7Vq3w6z9f1QRL8qd3hlQFPTWEEEIIiQp4U0MIIYSQqIDhJ3LcEqrwpQ5TvSts/rCSKZxloqxsOmJiYiqFq1SYSGjSuO55mehZYG8KpS3JcBaDHooKaRSJMIdVKYFzoXhdWcEWAM62N/kpon8nvFL2gO43YZ6/SKMK9bgKxNC6OLmLdCHG/sl2kvG1M3WisJVvZ53+Y5nWmrkbTwLw6sVsTUn2nAvQycWynVL+zb9PvA8n1FT0tlD2vdrZygRghYx+OWG52FS/BpAHleQrw08BZ96yRVhwi2PLEe3ulYUkK6GKTea9a9gprxUVyiwIYUtytuL6MISd9LUsvxt+Be7g4d/w2hESCfTUEEIIISQqoKeGRB2hngDDVRk2JwpHljxsWTNQXl6OVatWITZ2ZpCzJRlsBYb9cnn5Cc655JO8OkYul1WJnsIjELDrVbkJrqNFc2WTyaoTnO3VwvacvZFKxUXn296OvWvaubaysbbnYv6bGa7toU332+0Xa+/ItbA9NAnT9XLrwGLLfjFJn1Z5g/LP13MxcpO9zNqtcwWxpFp6R9KdPt4US7rVGET9pllptjKxUjQGRNLwaPiQy99j9xlUmtWS/HsNnjSZKNzT+SwTz9K2Yc5rpRAsxqmX+kvP2+sGmyJJvH7ZsH9Hpa3ZYxkbu8jXn/4eBP++VO6XkJqEnhpCCCGERAW8qSGEEEJIVBCwLMuq70HUFSUlJWjdujWKi4vRqpUhme84Q4VFhgwZgpiYmPoeTp1Tm6qk5mJ8KhyQJGwqmfMeYXs0SM+yXQEAwLJ0qEKHCAr8hyaKxGhXgdZpt0aEO5Ribbo4VoU+pPKwSqL9UNicqERsB5E4m+d8157TzdLeXAkAyM3VicJ429nKRNwcw3kN7dIy7P6UojGg9WnyZ/rVjd1CkIBXT6Yyo8XrdMP4ZNFIxXLnM5go1KdV2G6QDBU6IZ5U0S7PVHCywN484nxGMnFYhakK5fVmCjvZc+C9VkyhVNP1k+RsZeJx1YQb1q3OsccLx/tvs4lw//+mp4YQQgghUQFvagghhBASFXD1EzluCXeVRijMZRJ0P8qVnJ7ewtk3QByrQgUF4mjDChkXHQIwFddUNu+KqKSqu1Phi0GGkIYMrahFQFK3JdvR5VkjwlrOypyyHOEeVv2Iwo2qJIFH3+Vt+5jYq4WtyOlnkF/LJSVZz0Xu+XYYK3eiCGep83bQpvlp9gqs26/UZRdUkc6iXL0SS61+yhw9Vx+sxi/nRb1OFzYVdpJhqkGGsJIqXHqx7K/AeWHQmLnXv8pOEQj4i1J6Q01KQ0mEGZ1QpvdaUeeV/akxybDWDuccVa8u9KKPNenUEFJT0FNDCCGEkKiAicLHMUxG8xNukUvvk2ewdhqTCqtO9jUVyAz+ZGxspxRmLXkOtd+kMGsoiKjIF69Vf4nCO1RosCmPziJtUonHadtXuqbcxY5HJVTSbZHBplguXpuSfVV/OcKW7mxlcvMj9sbjNVIaM54ClI5Hw5RULbFMyb4OpoKkns/F8ZAEpPrzg959xutCev+U52Wjr5030fxl59hQxVnD86w0xCTf2lwMUJvwt9lPVCUKFxQUYMyYMejSpQtOOOEEdOvWDTNmzEBZWVl9D40QQgghDYRGkVPzxRdf4OjRo3j++efRvXt3fPbZZxg3bhwOHz6Mxx9/vL6HRwghhJAGQKMNPz322GN49tln8e2334Z9DMNPXuji1IRfEqH67nkzSj9Ehg9MhTFV+MAfegieWAy4YYiAcL9blXRqZDJxqhP6yBPjWOSEKHJEt4XOVia6Kj0WGUqSYSKFc0zsAyLk84DznRSJvW5iskm7RiQeu+EkWdpBhcLk+FTf8ljVnxxzurM1hb/ksSpZ2vMZOJ+LKVTnIZhukUlrRiFLYKjz+kNY5pCUxKQ7U3UCMBDeb0aoxPlQ+wl/m01EVfjJRHFxMeLj4+t7GIQQQghpIDSK8FNltm3bhuzs7JChp9LSUpSWlrp/l5TYT4Xl5eUoLy+v1TE2BtQccC7sJF7APBfSptqZ9pv2qf1r167FwIEDfU9dsbHvA/B6Z8rKRjn7ZgrbdMe2TRyd5Ozzf411wUHAfer3JLAq1eJ7Kv0NIF89NQvvw2gY+nAYJpJa8yptATcR16Pim2NvPEu/lWclUbRT6ryLhNdDeW3uE+3Sna1MGHbGnLBJFK/c6izbFurGHu+T29BgU+2kp0YlXKfKOVCeFP+Se69Hx+QpUR4aXVASAacf64VKbWR/ul91PXg9Ip2dfaNcS2zsRoNtpu9YeV1X/s0wXaPBviPh7K8upoKxVX0nGzr8bfYT7lzU603NtGnTMGfOnKBtPv/8c/To0cP9e8eOHbjyyisxfPhwjBs3LsiRwKxZs/Dgg35XZ25uLpo3b169QUcha9eure8hNGhWrVpVI/2Y57lFWOfTtjPCak+OX4JdD8GvrfCPMV3LDfE6bIhjigT+NmuOHDkSVrt6van53e9+h9GjRwdt07VrV/f1zp070b9/f1xyySWYP39+yP4zMzMxdepU9++SkhIkJiYiLS2NOTUI7kEgALAZADBkyJBj6iX4PL/va6/Pt9lg21a5eRXjW2SwkeMB0/Xj3weoa8RrC36M/1rebGxXP2z2Wep/TNWDv81+VKQlFPV6U9O2bVu0bds2rLY7duxA//79kZKSgpdeeglNmoROB4qLi0NcXJzPHhMTwwtFcDzMR3X0KiJNXgyVANmixWOGfjf6bLqfEa5Nu9Zl6MEOc8TEmAoSSlQow6CHonRqPINWYY4kYXP6GCZCKjnO1qQyLItnqlCP1L1JNwxT2XKELWAI4dzrhMAChrBXoWj3sL0puq47wiJFvFZjeEfYljvnLSzwH5uvtWvcxPHrxH53XOJYNZfLZWK4M8+epG71mSb5+3DDhjr8FBMzwDMOQIc35fdc6dOE+m6oY6WejfrNqClV7pogGpONj4ff5nAJdx4aRU7Njh070K9fP5x22ml4/PHH8cMPP7j7OnToEORIQgghhBwvNIqbmrVr12Lbtm3Ytm0bEhI8WXpopCvSSR1T009xpqdb01OrNwFYKQq/4Ds2tCfJtGy8c5XHBgIyoVd5YwqErdIy8IDwrLieAalU7Hgilot+ladEqvO6SsWC5ZWXjwNuDSKZUJzjbKXHRCUmjxZemUec13KpeJ6zZLlIqP3KpdwK0zJ0Sy13Pstvu1fWSlLzaEj2tfQy60BAediSRDt1TIE2ufMikoKVd84yyQOoz8OUbKy9cIGAPwE53OvM5G0xKWaHi8nLQ0ht0iiWdI8ePRqWZRn/EUIIIYQAjeSmhhBCCCEkFI0i/ERIQyP8cJYOLZiSfcNVLdbo5GHLOstpr8NZ7mtPOCnJeSHDEipcojRsZLKq0z5gCMdIlKM0L0nbVEiqULRPVf2I/lQUeblol6hCUmIsqtCmTDJWOjX3ylCYc2y6aGdU+1VjFiGf1AH+c7jtxDkSDSEUNwFYhpBe97czosY1Isg+ifr8dP86rORPNjZdo+HaTIVdvaFU/+iOJcRVeV9V+wkJBT01hBBCCIkK6KkhpBaQT5mqjkt6+mbHssPYTuOv+6OfluWS7bM8+ySmJ3fT+HQ7U/Kr9Bgpb4Lsq8DeTBQeGJU0fLGwZTveGOn5cb0xIrFYeWAK9VisTc6hcnn0lZXGCQAJjrdFJh4rEs/y2woNar5yDYLrgRHtipSyr/wM1FirnmNAznOSaKH6lnNf4B+Xu7+z06/+vM39+seiPSD+2mFm743/mrKsse617O/XnDBvIth+emfIsUJPDSGEEEKiAt7UEEIIISQqYPiJkFogmD5HaPd8ME2PAsO5TGEi//m8CcWmcIQiydn2MdgMYZtsQxKxTApWicIy6dbU3/I+lfbJccqxOGNOFGrDhardPdo2zJnH5SJcpFR8C5OEzdnKApluCKdAm9xk6eA6MVo/SM+LKXxo+lyCffZKf8bUr7edKXxZdRJvKCVs3a9st7nKdoTUJ/TUEEIIISQqoKeGkFrA9AStFIXDxZyEOda33/xULRVmX/Dt10/p6qlfLkP2e0y0J0LaCgzHOl4CT8Kuc0yqrNWkjpVeD38do8pJsp7+CmXCrsHjpBJ/PR4dQ3tnabhl6fFpb4fJKwODTZ5fJT8/6lqUyrBlDRC2qr15wbwncl8g4B9RMK9MqCXdweQELGuGmyg8ZMiQsK7l+q4HRY4/6KkhhBBCSFTAmxpCCCGERAUMPxFyjITrYleKwuG64k1hAW+hQZOarCK4boq2KVVi0whe9lnCDZUY1Yv3yPPvqLQFzAUbC5xtkn9cpiKcARHiyjYkGSsNHI9ash1+Cnge8dS4TCEnGWoyFKo0Fr6058CbxJtk6NsZUpCQkFn/xv951wWhFIAZdiJ1DT01hBBCCIkK6KkhBOF7W4J5TEK1U4nC4dbGkQRbfmvC9DQfbk0p5Z0we2Xe9bUzqdR6+0uyN4XSo+QcExBJvO6S6UdFu3ucscgkXuccHmVf+G2pzhzkyfet1JINY7bkmP0eGL0sWy5NN3ly/PuCfX4hl3QHginwVr0EvDq1lSL1rNATQxoa9NQQQgghJCrgTQ0hhBBCogKGnwhB5Mm7ZmXWF3y26pwr+P7Ool0w5WHZX9XJvXrs74Zo709INYdU1Pikdo3SaPFr7KgkXZskZ6d4/05IKhAwaOEYVHw9ybmqaKanP2UzJBl7km39iczhJ+X6NXOkCrB72qDqwaYwlToueAJ5sPBl+MeGd52FCmcRUtfQU0MIIYSQqIA3NYQQQgiJChh+IqQamFeOhBcOMhHuiqjQ4YOqw0TesXpDR6E1cfwFGc1hDtVOrnRSYzlLtDNp7KhVSKG0XFR/pmKchtVIliE8Zsnzms5RYLCp0JY/FOYNrb3g2ec/JjShPo/K7cItVFnVOYLZIu2DkPqEnhpCCCGERAX01BDSAKhO8rD5mB1V7gtX4yY40hNiUtNVJPmO8aoWB1Pq9Sfsej0XKrk4WIHJqlDjKnAtqsikWZn5HvFaKQX7FYVNWjPV8b6ZCMcbEm6hypr2rDBRmDQ06KkhhBBCSFTAmxpCCCGERAUMPxGC2nPPR3r+SMYQackGSaTvU/ehSwnoYpgPinbvOvsGCFuB8ypUcUhTqMkUElJlHOQ57PPm5PTGkCFDnHIUfm0YfQ6Z2Pu5z6b3hfu56CRoc6Kwn9r6rIKdq6bDRZFeqzV1XkKqgp4aQgghhEQF9NQQgmPxXNTtk6dX+TeypbvB2oVb6NDrOTnL104nBfu9MmblWpkU3Nl3DlPSre7D5PnpLV6rZdR+b5D52PCSbU37vYU+QykOe/uriaXVofqtb08kvTOkrqCnhhBCCCFRAW9qCCGEEBIVMPxESAMgfAXZAQabKeHUn2B7LEU2ayKkEWpMen9SiPO+4Ni8ib3l5eWIjV0EYJHnmFDFR3VIKrwipSZVZe/4NvpswTAXBK0+NRHOYmIvaazQU0MIIYSQqICeGkKqQXWeXmNjZ4Z17LEs6Y7ce1L9BNJjeYIPt3aWOeG46uRh75LuYAnUwWtjmcYUriJzbddPqiml4pocEyENBXpqCCGEEBIV8KaGEEIIIVFBowk/DR06FJs3b8bevXtx8sknY8CAAZgzZw46depU30MjJCzKyqYjJiamxvqLVCX2WJI/j0X9Nlx9nHDHpo8JL6m2pnVgaopjCTvVZL+ERBONxlPTv39/vP766/jyyy+xbNkyfPPNN7jhhhvqe1iEEEIIaSA0Gk/NlClT3NennXYapk2bhvT0dJSXl9fo0y8hjZlIVWojXY4tE2drwttjSnIOV93YOz77mPT0HQA2hxyfSbXY1J+3j85Vtq8LuCybkNA0Gk+N5MCBA3j55ZdxySWX8IaGEEIIIQAakacGAP7whz/gqaeewpEjR3DRRRfh7bffDtq+tLQUpaWl7t8lJSUAbJGu8vLyWh1rY0DNAeeidqmPea6tcx1Lv9U5ti7OF6ydaV9j/L7U1Jj5m1E3cJ79hDsXAcuyrFoeS5VMmzYNc+bMCdrm888/R48ePQAA+/btw4EDB/D999/jwQcfROvWrfH2228jEAgYj33ggQfw4IP+5LpXXnkFzZs3P/Y3QEgjIj19s/s6J6d32PvqmvT0H9zXOTltHdtmYetd5TGqfWTn21xlv8HaR3IMIeTYOHLkCH7961+juLgYrVq1qrJdvd7U/PDDD9i/f3/QNl27dkVsbKzPXlRUhMTERHzwwQe4+OKLjceaPDWJiYnYt29f0Ek5XigvL8fatWsxcOBAhvFqkYYyz0r8D7BXYoW7r66xSx3YlJWNcmzBx6eOyclpG/E8q77Dfd8Naa7qmoZyLUc7nGc/JSUlaNOmTcibmnoNP7Vt2xZt20b+ZAUAR48eBQDPTUtl4uLiEBcX57PHxMTwQhFwPuoG0zzXhPpruIR7DtO1UF2l4kiO0e39ibih+1AKwW3deQ53zMGXoctl4zvCaB/JmGuOuj4/fzPqBs6zJtx5aBQ5Nf/85z+xadMm9O3bFyeffDK++eYb/PGPf0S3bt2q9NIQQggh5PiiUax+at68Od58801cccUVOPPMMzFmzBicc845eP/9942eGEIIIYQcfzQKT02vXr2wbt26+h4GITVOQ9EPqakim8Ha16ZuimXNQHl5OVatWlUj56jLY2tiXhrKdURIfdMoPDWEEEIIIaHgTQ0hhBBCooJGEX4ihNQvNbFKqzrHHst5TcfW1mqz+gp1EUK80FNDCCGEkKiAnhpCSEhqIvm1Ogmx1dHFCVbQkl4RQqIbemoIIYQQEhXwpoYQQgghUQHDT4SQGqchhX5qUx+HENKwoKeGEEIIIVEBPTWEkAZLJEUplaLwkCFDPMXv6J0h5PiBnhpCCCGERAW8qSGEEEJIVMDwEyGkwVLToaPaUhQmhDQM6KkhhBBCSFRATw0hpMFS07Wf6KEhJLqhp4YQQgghUQFvagghhBASFTD8RAhpsBxLuIihJkKOP+ipIYQQQkhUwJsaQgghhEQFvKkhhBBCSFTAmxpCCCGERAW8qSGEEEJIVMCbGkIIIYREBbypIYSQSgQCD7qKxISQxgNvagghhBASFfCmhhBCCCFRARWFCSGkElQjJqRxQk8NIYQQQqIC3tQQQgghJCrgTQ0hhBBCogLe1BBCCCEkKuBNDSGEEEKiAt7UEEIIISQqaHQ3NaWlpejduzcCgQA2b95c38MhhBBCSAOh0d3U3HPPPejUqVN9D4MQQgghDYxGdVOzevVq5Obm4vHHH6/voRBCCCGkgdFoFIX37NmDcePGIScnB82bNw/rmNLSUpSWlrp/l5SUAADKy8tRXl5eK+NsTKg54FzULpznuoHzXPtwjusGzrOfcOciYFmWVctjOWYsy8KQIUPQp08f3HfffSgoKECXLl3wySefoHfv3lUe98ADD+DBB/2Vdl955ZWwb4wIIYQQUr8cOXIEv/71r1FcXIxWrVpV2a5eb2qmTZuGOXPmBG3z+eefIzc3F6+//jref/99NG3aNOybGpOnJjExEfv27Qs6KccL5eXlWLt2LQYOHIiYmJj6Hk7UwnmuGzjPtQ/nuG7gPPspKSlBmzZtQt7U1Gv46Xe/+x1Gjx4dtE3Xrl2xbt06fPjhh4iLi/PsS01NxS233IJFixYZj42Li/MdAwAxMTG8UAScj7qB81w3cJ5rH85x3cB51oQ7D/V6U9O2bVu0bds2ZLt58+bh4Ycfdv/euXMnBg0ahNdeew0XXnhhbQ6REEIIIY2ERpEofOqpp3r+btmyJQCgW7duSEhIqI8hEUIIIaSB0ShuamoKlT6kVkEd75SXl+PIkSMoKSmhi7MW4TzXDZzn2odzXDdwnv2o/7dDpQE3ypuapKSkkG/MxKFDhwAAiYmJNT0kQgghhNQyhw4dQuvWravc3yiWdNcUR48exc6dO3HiiSciEAjU93DqHbUarLCwkKvBahHOc93Aea59OMd1A+fZj2VZOHToEDp16oQmTarWDW6Unprq0qRJE+bgGGjVqhW/OHUA57lu4DzXPpzjuoHz7CWYh0bRqMokEEIIIYRUBW9qCCGEEBIV8KbmOCYuLg4zZswwChSSmoPzXDdwnmsfznHdwHmuPsdVojAhhBBCohd6agghhBASFfCmhhBCCCFRAW9qCCGEEBIV8KaGEEIIIVEBb2qIj9LSUvTu3RuBQACbN2+u7+FEDQUFBRgzZgy6dOmCE044Ad26dcOMGTNQVlZW30Nr9Dz99NNISkpCs2bNcOGFF+Jf//pXfQ8pqpg1axbOP/98nHjiiWjXrh3S09Px5Zdf1vewop7Zs2cjEAhg8uTJ9T2URgNvaoiPe+65B506darvYUQdX3zxBY4ePYrnn38eW7Zswdy5c/Hcc89h+vTp9T20Rs1rr72GqVOnYsaMGfj4449x7rnnYtCgQdi7d299Dy1qeP/99zF+/Hh89NFHWLt2LcrLy5GWlobDhw/X99Cilk2bNuH555/HOeecU99DaVRwSTfxsHr1akydOhXLli1Dz5498cknn6B37971Payo5bHHHsOzzz6Lb7/9tr6H0mi58MILcf755+Opp54CYNd4S0xMxMSJEzFt2rR6Hl108sMPP6Bdu3Z4//338atf/aq+hxN1/Pjjj/jlL3+JZ555Bg8//DB69+6NrKys+h5Wo4CeGuKyZ88ejBs3DkuWLEHz5s3rezjHBcXFxYiPj6/vYTRaysrKkJ+fjwEDBri2Jk2aYMCAAfjwww/rcWTRTXFxMQDw2q0lxo8fj6uuuspzXZPwOK4KWpKqsSwLo0ePxp133onU1FQUFBTU95Cinm3btiE7OxuPP/54fQ+l0bJv3z5UVFSgffv2Hnv79u3xxRdf1NOoopujR49i8uTJ6NOnD84+++z6Hk7U8eqrr+Ljjz/Gpk2b6nsojRJ6aqKcadOmIRAIBP33xRdfIDs7G4cOHUJmZmZ9D7nREe4cS3bs2IErr7wSw4cPx7hx4+pp5IREzvjx4/HZZ5/h1Vdfre+hRB2FhYW4++678fLLL6NZs2b1PZxGCXNqopwffvgB+/fvD9qma9euGDFiBN566y0EAgHXXlFRgaZNm+KWW27BokWLanuojZZw5zg2NhYAsHPnTvTr1w8XXXQRFi5ciCZN+GxRXcrKytC8eXMsXboU6enprn3UqFE4ePAgVqxYUX+Di0ImTJiAFStW4O9//zu6dOlS38OJOnJycjBs2DA0bdrUtVVUVCAQCKBJkyYoLS317CN+eFNDAADbt29HSUmJ+/fOnTsxaNAgLF26FBdeeCESEhLqcXTRw44dO9C/f3+kpKTgf//3f/kDVQNceOGFuOCCC5CdnQ3ADo+ceuqpmDBhAhOFawjLsjBx4kQsX74c69evx+mnn17fQ4pKDh06hO+//95ju/XWW9GjRw/84Q9/YLgvDJhTQwAAp556qufvli1bAgC6devGG5oaYseOHejXrx9OO+00PP744/jhhx/cfR06dKjHkTVupk6dilGjRiE1NRUXXHABsrKycPjwYdx66631PbSoYfz48XjllVewYsUKnHjiidi9ezcAoHXr1jjhhBPqeXTRw4knnui7cWnRogVOOeUU3tCECW9qCKkj1q5di23btmHbtm2+G0U6TKvPjTfeiB9++AH3338/du/ejd69e+Odd97xJQ+T6vPss88CAPr16+exv/TSSxg9enTdD4iQKmD4iRBCCCFRATMUCSGEEBIV8KaGEEIIIVEBb2oIIYQQEhXwpoYQQgghUQFvagghhBASFfCmhhBCCCFRAW9qCCGEEBIV8KaGENKoKCgoQCAQwObNm+t7KISQBgZvagghJAJGjx7tKZ5JCGk48KaGEFInlJWV1fcQjomKigocPXq0vodBCAkCb2oIIbVCv379MGHCBEyePBlt2rTBoEGDAACfffYZBg8ejJYtW6J9+/YYOXIk9u3b5x73zjvvoG/fvjjppJNwyimn4Oqrr8Y333wT0bmTkpLwpz/9CTfffDNatGiBzp074+mnn/a0eeKJJ9CrVy+0aNECiYmJuOuuu/Djjz+6+xcuXIiTTjoJK1euRHJyMuLi4nDbbbdh0aJFWLFiBQKBAAKBANavX1/9SSKE1Ci8qSGE1BqLFi1CbGwsNm7ciOeeew4HDx7E5ZdfjvPOOw95eXl45513sGfPHowYMcI95vDhw5g6dSry8vLwt7/9DU2aNMGwYcMi9pI89thjOPfcc/HJJ59g2rRpuPvuu7F27Vp3f5MmTTBv3jxs2bIFixYtwrp163DPPfd4+jhy5AjmzJmDF154AVu2bMG8efMwYsQIXHnlldi1axd27dqFSy655NgmiRBSY7CgJSGkVujXrx9KSkrw8ccfu7aHH34Y//jHP7BmzRrXVlRUhMTERHz55Zc444wzfP3s27cPbdu2xaeffoqzzz4bBQUF6NKlCz755BP07t3beO6kpCScddZZWL16tWu76aabUFJSglWrVhmPWbp0Ke68807Xa7Rw4ULceuut2Lx5M84991y33ejRo3Hw4EHk5OREMh2EkDqAnhpCSK2RkpLi+fvf//433nvvPbRs2dL916NHDwBwQ0xff/01br75ZnTt2hWtWrVCUlISAGD79u0Rnfviiy/2/f3555+7f7/77ru44oor0LlzZ5x44okYOXIk9u/fjyNHjrhtYmNjcc4550R0XkJI/fGL+h4AISR6adGihefvH3/8Eddccw3mzJnja9uxY0cAwDXXXIPTTjsNCxYsQKdOnXD06FGcffbZNZpoXFBQgKuvvhq//e1v8cgjjyA+Ph4bNmzAmDFjUFZWhubNmwMATjjhBAQCgRo7LyGkduFNDSGkzvjlL3+JZcuWISkpCb/4hf/nZ//+/fjyyy+xYMECXHrppQCADRs2VOtcH330ke/vs846CwCQn5+Po0eP4s9//jOaNLEd1q+//npY/cbGxqKioqJaYyKE1C4MPxFC6ozx48fjwIEDuPnmm7Fp0yZ88803WLNmDW699VZUVFTg5JNPximnnIL58+dj27ZtWLduHaZOnVqtc23cuBGPPvoovvrqKzz99NN44403cPfddwMAunfvjvLycmRnZ+Pbb7/FkiVL8Nxzz4XVb1JSEv7zn//gyy+/xL59+1BeXl6t8RFCah7e1BBC6oxOnTph48aNqKioQFpaGnr16oXJkyfjpJNOQpMmTdCkSRO8+uqryM/Px9lnn40pU6bgscceq9a5fve73yEvLw/nnXceHn74YTzxxBPusvJzzz0XTzzxBObMmYOzzz4bL7/8MmbNmhVWv+PGjcOZZ56J1NRUtG3bFhs3bqzW+AghNQ9XPxFCoo6kpCRMnjwZkydPru+hEELqEHpqCCGEEBIV8KaGEEIIIVEBw0+EEEIIiQroqSGEEEJIVMCbGkIIIYREBbypIYQQQkhUwJsaQgghhEQFvKkhhBBCSFTAmxpCCCGERAW8qSGEEEJIVMCbGkIIIYREBbypIYQQQkhU8P8Bb1ZSbrcfLOsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# construct rx signal structure\n", "sig_rx = sig_tx.copy()\n", "sig_rx.samples = samples\n", "sig_rx.sample_rate = sr\n", "\n", "# resampling to the same sample rate as at the transmitter\n", "sr_dsp = sig_tx.sample_rate[0]\n", "\n", "# watch out, that this is really an integer, otherwise the samplerate is asynchronous with the data afterwards!!!\n", "len_dsp = sr_dsp / sig_rx.sample_rate[0] * np.size(samples)\n", "if len_dsp % 1:\n", " raise ValueError('DSP samplerate results in asynchronous sampling of the data symbols')\n", "sig_rx.samples = ssignal.resample(sig_rx.samples[0], num=int(len_dsp), window=None)\n", "sig_rx.sample_rate = sr_dsp\n", "sig_rx.plot_spectrum(tit='received spectrum before IF downmixing', resolution_bw=500e3)\n", "\n", "# IQ-Downmixing \n", "t = skc.utils.create_time_axis(sig_rx.sample_rate[0], np.size(sig_rx.samples[0]))\n", "samples_bb = samples * np.exp(-1j*2*np.pi*(f_if+1e4*0)*t)\n", "sig_rx.samples[0] = samples_bb\n", "\n", "# resample to 2 sps\n", "sps_new = 2\n", "sps = sig_rx.sample_rate[0]/sig_rx.symbol_rate[0]\n", "new_length = int(sig_rx.samples[0].size/sps*sps_new)\n", "sig_rx.samples = ssignal.resample(sig_rx.samples[0], new_length, window='boxcar')\n", "sig_rx.sample_rate = sps_new*sig_rx.symbol_rate[0]\n", "\n", "# normalize samples to mean magnitude of original constellation\n", "mag_const = np.mean(abs(sig_rx.constellation[0]))\n", "mag_samples = np.mean(abs(sig_rx.samples[0]))\n", "sig_rx.samples = sig_rx.samples[0] * mag_const / mag_samples\n", "\n", "sig_rx.plot_constellation(hist=True, tit='constellation before EQ')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matched filtering, timing recovery, decimation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Rx matched filter\n", "sig_rx.raised_cosine_filter(roll_off=roll_off,root_raised=True) \n", "\n", "# crop samples here, if necessary\n", "sps = int(sig_rx.sample_rate[0] / sig_rx.symbol_rate[0])\n", "crop = 10*sps\n", "if crop != 0:\n", " sig_rx.samples = sig_rx.samples[0][crop:-crop]\n", "else:\n", " sig_rx.samples = sig_rx.samples[0]\n", "\n", "# sampling phase adjustment\n", "BLOCK_SIZE = -1 \n", "sig_rx.sampling_clock_adjustment(BLOCK_SIZE)\n", " \n", "# sampling (if necessary)\n", "START_SAMPLE = 0\n", "sps = sig_rx.sample_rate[0] / sig_rx.symbol_rate[0]\n", "sig_rx.samples = sig_rx.samples[0][START_SAMPLE::int(sps)]\n", "\n", "sig_rx.plot_constellation(0, hist=True, tit='constellation after matched filter and decimation')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Carrier phase estimation (CPE)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# CPE\n", "cpe_results = skc.rx.carrier_phase_estimation_bps(sig_rx.samples[0], sig_rx.constellation[0], \n", " n_taps=15, n_test_phases=15, const_symmetry=np.pi/2)\n", "\n", "sig_rx.samples = cpe_results['samples_corrected']\n", "est_phase = cpe_results['est_phase_noise']\n", " \n", "skc.visualizer.plot_signal(est_phase, tit='estimated phase noise')\n", "sig_rx.plot_constellation(hist=True, tit='constellation after CPE')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Synchronization, errror vector magnitude (EVM) determination and bit error rate (BER) calculation" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EVM: 14.29%\n", "BER = 0.0\n" ] } ], "source": [ "# delay and phase ambiguity estimation and compensation\n", "sig_rx = skc.rx.symbol_sequence_sync(sig_rx, dimension=-1)[\"sig\"]\n", " \n", "# calc EVM\n", "evm = skc.utils.calc_evm(sig_rx, norm='max')\n", "print(\"EVM: {:2.2%}\".format(evm[0]))\n", "\n", "# decision and demapper\n", "sig_rx.decision()\n", "sig_rx.demapper()\n", "\n", "# BER counting\n", "ber_res = skc.rx.count_errors(sig_rx.bits[0], sig_rx.samples[0])\n", "print('BER = {}'.format(ber_res['ber']))" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 2 }