{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulation of a coherent optical homodyne (intradyne) transmission" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This simulation emulates a single polarization coherent opitcal intradyne transmission inclouding ideal E/O and O/E conversion, laser phase noise and carrier frequency offset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading required packages" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.signal as ssignal\n", "import matplotlib.pyplot as plt\n", "import scipy.interpolate as sinterp\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": [ "## Signal parameters" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "n_bits = 2**15\n", "symbol_rate = 12.8e9\n", "modulation_order = 4\n", "roll_off = 0.1\n", "dac_sr = 16e9 # sample rate of DAC\n", "snr_set = 20\n", "laser_linewidth = 1*100e3 # [Hz]\n", "frequecy_offset = 100e6 # frequency offset\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transmitter" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sig_tx = skc.signal.Signal(n_dims=1)\n", "sig_tx.symbol_rate = symbol_rate\n", "\n", "tx_upsampling = dac_sr / sig_tx.symbol_rate[0]\n", "\n", "# generate bits\n", "sig_tx.generate_bits(n_bits=n_bits, seed=1)\n", "\n", "# set constellation (modulation format)\n", "sig_tx.generate_constellation(format='QAM', order=modulation_order)\n", "\n", "# create symbols\n", "sig_tx.mapper()\n", "\n", "# upsampling and pulseshaping\n", "sig_tx.pulseshaper(upsampling=tx_upsampling, pulseshape='rrc', roll_off=[roll_off])\n", "\n", "# format samples so that driver can handle them (range +-1)\n", "maxVal = np.max(np.abs(np.concatenate((np.real(sig_tx.samples), np.imag(sig_tx.samples)))))\n", "samples = np.asarray(sig_tx.samples) / maxVal\n", "samples = np.concatenate((np.real(samples), np.imag(samples)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Channel" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# build ideal complex signal from Tx samples (no ampl. and phase noise)\n", "samples = samples[0] + 1j*samples[1] \n", "\n", "sps = sig_tx.sample_rate[0] / sig_tx.symbol_rate[0]\n", "\n", "# get samples from scope (repeat rx sequence)\n", "ext = 40000*sps + 4000*sps\n", "ratio_base = int(ext // samples.size)\n", "ratio_rem = int(ext % samples.size )\n", "samples = np.concatenate((np.tile(samples, ratio_base), samples[:ratio_rem]), axis=0)\n", "\n", "# add amplitude noise\n", "samples = skc.channel.set_snr(samples, snr_dB=snr_set, sps=sig_tx.sample_rate[0]/sig_tx.symbol_rate[0], seed=None)\n", "\n", "# add frequency offset\n", "samples = skc.channel.add_frequency_offset(samples,\n", " sample_rate=sig_tx.sample_rate[0], \n", " f_offset=frequecy_offset)\n", "\n", "# phase noise emulation\n", "samples = skc.channel.add_phase_noise(samples ,sig_tx.sample_rate[0] , laser_linewidth, seed=1)['samples']\n", "sr = sig_tx.sample_rate[0]\n", "\n", "# add artificial sample clock error\n", "ratio = 1.0 # ratio of sampling frequency missmatch \n", "n_old = np.size(samples, axis=0)\n", "t_old = np.arange(n_old) / sr\n", "n_new = int(np.round(ratio * n_old))\n", "t_new = np.linspace(start=t_old[0], stop=t_old[-1], num=n_new, endpoint=True)\n", "sr_new = 1 / (t_new[1] - t_new[0])\n", "# interpolate signal at different timing / sampling instants\n", "f = sinterp.interp1d(t_old, samples, kind='cubic')\n", "samples = f(t_new) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Receiver" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resampling" ] }, { "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": [ "# contruct rx signal structure\n", "sig_rx = sig_tx.copy()\n", "sig_rx.samples = samples\n", "sig_rx.sample_rate = sr\n", "\n", "_ = sig_rx.plot_spectrum(tit='spectrum from scope',fNum=1,resolution_bw=50e6)\n", "\n", "# From here: \"standard\" coherent complex baseband signal processing ############\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", "_ = sig_rx.plot_spectrum(tit='spectrum after resampling',fNum=2, resolution_bw=50e6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SNR estimation" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "est. SNR (from spectrum): 20.0 dB\n" ] } ], "source": [ "# estimate SNR\n", "sig_range = np.asarray([-1, 1])*sig_rx.symbol_rate[0]/2*(1+roll_off) + frequecy_offset\n", "noise_range = np.asarray([-1.1, -1.05, 1.05, 1.1]) * sig_rx.symbol_rate[0]/2 * (1+roll_off) + frequecy_offset\n", "\n", "fft_temp = np.fft.fft(sig_rx.samples[0])/sig_rx.samples[0].size\n", "RBW = sig_rx.sample_rate[0]/sig_rx.samples[0].size\n", "spec = (np.abs(np.fft.fftshift(fft_temp))**2)/RBW # -> [W/Hz]\n", "freq = np.fft.fftshift(np.fft.fftfreq(sig_rx.samples[0].size, 1/sig_rx.sample_rate[0]))\n", "snr = skc.utils.estimate_snr_spectrum(freq, spec, sig_range=sig_range, \n", " noise_range=noise_range, order=1, \n", " noise_bw=sig_rx.symbol_rate[0], \n", " scaling='lin', plotting=True, fNum=3)[\"snr_dB\"]\n", "\n", "print('est. SNR (from spectrum): {:.1f} dB'.format(snr))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Carrier frequency offset estimation and correction" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "estimated frequency offset: -0 MHz\n" ] } ], "source": [ "\n", "\n", "# frequency offset estimation / correction\n", "results_foe = skc.rx.frequency_offset_correction(sig_rx.samples[0], \n", " sample_rate=sig_rx.sample_rate[0],\n", " symbol_rate=sig_rx.symbol_rate[0])\n", "\n", "sig_rx.samples[0] = results_foe['samples_corrected']\n", "print('estimated frequency offset: {:.0f} MHz'.format(results_foe['estimated_fo']/1e6))\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\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', fNum=4)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Equalizer or matched filter" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "adaptive_filter = True\n", "# either blind adaptive filter....\n", "if adaptive_filter is True: \n", " results = skc.rx.blind_adaptive_equalizer(sig_rx, n_taps=51, mu_cma=1e-4, \n", " mu_rde=1e-5, mu_dde=0.5, decimate=True, \n", " return_info=True, stop_adapting=-1, \n", " start_rde=5000*0, start_dde=5000*0,\n", " exec_mode='auto')\n", " \n", " sig_rx = results['sig']\n", " h = results['h'][0]\n", " eps = results['eps'][0]\n", " # plot error evolution\n", " f = plt.figure(5)\n", " f.clear()\n", " plt.plot(np.abs(eps))\n", " plt.title('evolution of equalizer error')\n", " plt.xlabel('time / symbols')\n", " plt.ylabel('error /a.u.')\n", " plt.grid(visible=True)\n", " plt.show() \n", " # plot evolution of filters frequency response\n", " f = plt.figure(6)\n", " f.clear()\n", " ax = plt.subplot(projection='3d')\n", " f = np.fft.fftshift(np.fft.fftfreq(h[0,:].size, d=1/sig_rx.sample_rate[0]))\n", " outsymbs = [0, 1000, 5000, 10000, 20000, 30000, h[:,0].size-1] \n", " for outsymb in outsymbs:\n", " plt.plot(f, np.ones(f.size)*outsymb, np.abs(np.fft.fftshift(np.fft.fft(h[int(outsymb),:]))))\n", " plt.title('evolution of equalizer frequency response')\n", " plt.xlabel('frequency / Hz')\n", " plt.ylabel('time / symbols') \n", " plt.grid(visible=True)\n", " plt.show()\n", " # plot last filter frequency response\n", " f = plt.figure(7)\n", " f.clear()\n", " f = np.fft.fftshift(np.fft.fftfreq(h[0,:].size, d=1/sig_rx.sample_rate[0]))\n", " plt.plot(f, np.abs(np.fft.fftshift(np.fft.fft(h[-1,:]))))\n", " plt.title('last equalizer frequency response')\n", " plt.xlabel('frequency / Hz')\n", " plt.ylabel('amplitude a.u.')\n", " plt.grid(visible=True)\n", " plt.show() \n", " \n", " # cut away init symbols\n", " sps = int(sig_rx.sample_rate[0]/sig_rx.symbol_rate[0])\n", " cut = 10000\n", " sig_rx.samples = sig_rx.samples[0][int(cut)*sps:]\n", "\n", "# ... or matched filtering\n", "else:\n", " # 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 / clock adjustment\n", " block_size = -1 # size of one block in SYMBOLS... -1 for only one block\n", " sig_rx.sampling_clock_adjustment(block_size)\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decimation" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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T6Xft2uUdOnSoNykpyRsdHe1t2bKl98Ybb/S+/vrr5j5q+ryu/IJOsOnzp5ZLKC8v9y5evNh7xRVXmK87AG+fPn1s70+imszj9Yb49YSIiCiA0tJSDBgwAGvXrsXKlStx/fXXR7pLREHxQoiIiCrNiRMn0KtXL+zYsQMffPABLrnkkkh3iSggXggRERGRa3HWGBEREbkWL4SIiIjItXghRERERK7FCyEiIiJyLRZUDKK8vBw//fQTzjrrrJBL+BMREVFkeb1e/Pzzz2jRokXAwrK8EArip59+QnJycqS7QURERBXwww8/BFwsmhdCQZx11lkAfC9ko0aNItybqldaWoo1a9bguuuuQ3R0dKS74xp83SODr3tk8HWvfm58zQsLC5GcnGz+P+4PL4SCUOmwRo0aueZCKC4uDo0aNXLNh6Um4OseGXzdI4Ove/Vz82sebFgLB0sTERGRa/FCiIiIiFyLF0JERETkWrwQIiIiItfihRARERG5Fi+EiIiIyLV4IURERESuxQshIiIici1eCBEREZFr8UKIiIiIXIsXQkRERORavBAiIiIi1+KFEBEREbkWL4SIiIjItXghRERERK7FCyEiIiJyLV4IERERkWvxQoiIiIhc68xId4CIqCI8nscBAF7vtNM6T0ZGLoDc0z6X6o90un0joqrHiBARERG5Fi+EiIiIyLWYGiOiWqmy0k4rVnRB//79ER0dbbbJNFegxwl1v1BUVqqPiMLDiBARERG5Fi+EiIiIyLWYGiOialWVKSCPZ6G57fWOsj2efEy534oVCY7zhNo3ud/pzhpjSowoMhgRIiIiItdiRIiI6gwVBQKCRZ5aiu0SxzHBqeP3a8+pi0bpMApEFHmMCBEREZFr8UKIiIiIXIupMSKqVhVJB1kpJpnSUmmpNNG2WXPsQvHTflsfSktLEROzBMASv33Updisc8r+tNTcrz+nbj8rneY81p6C838+IgofI0JERETkWowIEVG1CnX6vH46+qgg++kiNJsdbfaoizznQr/n9HhWa86tHyxtSXO0+BtArY8EOZ1ORI1RJCInRoSIiIjItXghRERERK7F1BgRVSururO/GjsDbfvJfT2ebWI/lZaSKalBYvsz2/lsx6T20z90njr+TT/nVH7UPPZ+P9s+Ho/a8je4W7UHO49u8LbutZR9SzP2cw7OJnI7RoSIiIjItRgRIiIb3dpcp3uMfSCwilRoIjUAvN5OxjGrRZuKIsmzqmiKjJp8Zm3GG1GfLuLuHOM276hobGJtTjG2M0XUJlXcf+oxB0RTwbn6c5pUNMtPNMqkiwg5o0jBq2DLStfBHhOOc3JgNblFrYoIffjhhxgwYABatGgBj8eDFStWBNx/w4YN8Hg8jn8HDx6sng4TERFRjVarLoROnDiBzp0744UXXgjruJ07d+LAgQPmv2bNmlVRD4mIiKg2qVWpsX79+qFfv9BCvFKzZs3QuHHjyu8QUR3kLyUSqBZNOMdYKS9nfR/7/ftFm66Ss2YQs0xjHXDeDfjSbhghmuSY4XeM212pVlt34/ZPYj8VVP5ctCWLx0465XwAkGc8NmRaTj4fmVo7lbxP/Q1crdsRVvXswH8r9XWaTqfqN9NpVDvVqguhiurSpQtOnjyJjh074rHHHsMVV1zhd9+TJ0/i5MmT5s+FhYUAfKX4S0tLq7yvkaaeoxuea01Sm173ivSxNjyvuiYSv6dQj69N7/e6wo2veajPtU5fCDVv3hzz589Ht27dcPLkSSxcuBC9evXCZ599hksuuUR7TGZmJh5/3PlNac2aNYiLi6vqLtcY2dnZke6CK9WG133VqlWneUxM5XWG/Dr931PVP2ZteL/XNW56zYuLi0Paz+P1er1V3Jcq4fF4sHz5cmRkZIR1XM+ePXHeeedh6dKl2vt1EaHk5GQUFBSgUaNGp9PlWqG0tBTZ2dm49tprER0dHenuuEZlv+4xMdPN7ZKSqae9n9xXt5+/8/gWNAXsKSCVaxK1eqaI/FSmSh3JmVdGW7xoK1CzsETaqI+4/0XjT9vnYqrZwlPuO+X+hgMKAABFB5uKY4z7bxTdSTKOf0ecO1Hc/7RxK9Nu6v5k0bZFbKu+5YlaSfFGOq1ApNNGGM8xy19qTHHWKCop6WO2WL8boKRkmOPoQL/v08W/M9XPja95YWEh4uPjcfz48YD/f9fpiJBOWloaPv74Y7/3x8bGIjY21tEeHR3tmjcP4L7nW1NUxese6vkqaz++b2ouf7+bQL+zqvx98u9M9XPTax7q83TdhVBubi6aN28e6W4Q1QjhDG7V1wdyppH11Z91i5PKKJDuGDHYN1VTt2euES15UrQNENsqkpNpNU3wPuPo75zPJ5vbTeNURCje2uHGU48A0lI+AgDkj7NmoO7d2N7aYYUvYnRXilU/aWmn0c7zyUoe6rmpKBBgPZ8tItKlokifiNfnChkdUpEgEYUzairZfzcW3aB2q3aT7txw7EdUW9WqC6GioiJ899135s979uxBbm4umjRpgvPOOw9TpkzB/v378fLLLwMA5syZgzZt2uCiiy7CL7/8goULF2LdunVYs2ZNpJ4CERER1SC16kJoy5YtuPrqq82fJ02aBAAYNmwYFi9ejAMHDmDfvn3m/SUlJXjwwQexf/9+xMXFoVOnTsjJybGdg4iIiNyrVl0I9erVC4HGdi9evNj280MPPYSHHnqointFVDOEU8/F2lcuwzDKcR79oqKyTfG3kGhL27l951cDfzWDggGgoJPz/m5G20px6vFGykamiH4QPRr3oa83B3s4eruw2OqPt7M14Nmz0ff3JTN9otl2AXYCAD6CdZ45u/8IAGiVstNs65duDf6eBd+XtAs3fm+2ZW7znfNDXGW2xeOIua3ae+Ajs20n2vmew0jxHLo4ng7QR7wGl2rqB5npQZmilHWYngNwaurMuYRJsIVeA9WaIqqpalVlaSIiIqLKVKsiQkTkpK/e7IwOyYVPA31jD1YlWhchsC+qKg0y7pfVlI3ISbwYLF0gjk812vNElEjpIraTfZGPhl0KtPc3hdH+iDOKPCrOerw324sIym7fvk8XP2w2LYkbCsCKAkl7jl5obkcdK7fObwySlpGlKbtnAbBHke7Fi+b20o2+wdQ70w+ZbZvn+SJBrRbtcDz23pFicLacpp9v3MpB5KqS9hbxXOV0/xwjomeLzKmyBD+aTawiTXURI0JERETkWrwQIiIiItdiaoyojtANXvXXbqWy9jvuO/2Uhxw4rQYQD3LeXyAG5o6QuR2NLsatTHMZdYKKbo537A4AH71lDDAWlaOXp2QAsAYzA8AMWHWEMlN87SqNBQAzUnz3H06xKtMm7PatQTipiVWkaEETZ3VmOTD6jZQbHPfLwdJ3pb8EALhKDJYeOG65rz/LZlsHGZWpGz5vpQSLVorXINe47eJ4OLO+EQCg7X/FHUa17wJdPSc5+H2g5qREtRsjQkRERORajAgRRZgcaFxS4myzTz0PVAE48EBW3Tnt0aI0x376gdG6Na7klPrlftoVI8KQKqJAcs2tbsZtnmgbbwy2zhUVllV0SEx/N9f4grVe2F23vWS2dcA3AIBvjWnpAPDp0Z7m9kdNfK/B9pQ2ZtuF874HAEwaZ0WJFqT4oj8fiYjPQjFiuZ0x5f7do4PNtuVNfAOVB0+1FibtN12st2Y4Amudsz8eneM79jZnJOab4g6ONgCYsMhXPds2uPug8Ro9JV6rV8VrOcR4ffvIAerGdo5oEoOprfeJ/B2r99DpDarmNHyqTowIERERkWvxQoiIiIhci6kxogjzekehtLQUq1atsrXp93WmwazqzcHq/zjb9LWHdOmsYJyLcdp9JraN5yYXUJXrIKvq0H1EW7KRxpEptO5GmkeUEbJRaaBFVtOUqb5Bx62mW3V5nq5n1QwaaKT1zAVSAbTa5ttXDnzOMPaTA5unirzc9XgPADCsyQKzTaXlMMoasCwHbavK1TI1NqPJBN8hsNKV38CXEpsZ9wez7aprrdd/BnzH9EuxUpTtUr4FACSm55ttU64VA7DjRZpMyVG1n0TtoQKZFtUNtFcpV+s+lUr1ejUVrwXWKKJIYUSIiIiIXIsXQkRERORaTI0R1XD6WVxpmjZ5jL+FU+3HBN/PatMto+GvdpFF1Q/6UbQZx3QR6Y8cUb8msZOzrY9muQ3lE7F9r9hO8t0sXWaludDZd7N3mVie4t/W5ofTjfSXqLdzpNhXo6dorFWrZ9Ii3wyyl2HVDrItsGosrSHr/6jZa3elWK+jSqEB1pIZdy2yZrkVGGkyWW9IpeX+gJlm28AmVhpMLRKrbgFg8O53AdiX98CLoqaQSiOKRWvNWWVjRVtzkd7KU+k4+R7RzShU+1nHxsRMN7ZyzTQY02EUKYwIERERkWsxIkRUCUJd+DTQsT65xq0V8dHVEbJHbzYb98mIjYwY2fez379f02btpxu0rY8iyf7KWjOrT9lPbMuIj2TWrRH9zVHnFMeomjYyipEn7jfrEMlokjEAeIQYHCwGYO/93BeVafiWqNqsqVy9N8G3X8/R1iBwOQB7SicjEtTNOqbDbb7B0k1FdGfpPCtalbboQ1/bVNE23de26lWrHtHEIb5q1pt3W4O3m6ZY/VWDutWgagBmFe4O07+xnsM9VlRMPV9bhWoVCepiNZlvTwDAA8atHAjvez/p3zeyXtZUrFq1Cv3793fsFwrWGaLKxIgQERERuRYvhIiIiMi1mBojqgS6EL1+mQvn4GKvd5pZR6h///6Ijo627efx6Ba9lMtYBE5p6dNp+0+5tY7XH2vvb6D79QOoAyy1AQCQqRTd0g1H4VBg7DdE7tdd8zgyBWekybLE+fqINNmlvpuiy0SKSKW3ssR5PnEO3t57rRiAfaNx29lqmjLSSJfJp5pobW7uZCwSKwZqq2U0Wg/Z7ni8CSkzzO2duMDcHogVAICPinuYbW9M96Wg1KBpAEjL/tDcbmoUY1r9tFgcd4BxmyUfVf4eZErMTrd0i3xflZaW+j1WHl+RVDNRuBgRIiIiItdiRIioEgX71qr7hmv/9hyj2U9GNFQk6AGrSVUFLtBXhA68WKpzULV9P+c5PR5NdMZvZWl1vK4KsXyO8pyaaFWqMfU6z38UwkdWSNYN1FavpRyILR4n3+iTXPDVjNqca7XdbNzaqlqL5zDA6McQ8VpOMZ6DfFvIX72qtJ1hLYxadKMxdf+gFaFSg6rnTJ1stn0w3YqEqcVf1aKzADD4HaNquRi8nZ/SDA43iu13jNu5om2heH3N10hG4Xy/H3tU0Vl2QTd9Xgq1jagyMCJERERErsULISIiInItpsaIKlF44Xtn2qmkpI9jsLSdpnaLmZ4RFX4TxCHmQply0UuVxnnT+RDxVlrDe9hqtvqkOcYPf4vHOj0njlGpPCul4t2m+uBMsdnTct0127K/aafcwqpHBAB5zjQOctTrKs5tvqa62kwAxmvSe++o9J5Ilw2wficN9xq1fBroBmpbabfNfa1B0MpycxC9qFP0jpViSxvnS6flw0qH2QZ3Zxu3n4uTqrVo33c8nE+80XfbQqy+Nns6rKWmzcKaQBRpjAgRERGRazEiRFRB4UzntfbVrRFmRXJiYrY72nQDjfUVoYXmYrtARTKc39Lt5zHaCmQ0Sjdo1Tm9PljkR79emuSMjunOqX9sf4Ou3wx6jK9swVuibIHzd2L111lBWVsxG4AVPbIiXVbVa7HfeKu/ReNXGFsiIrfI6PdKMUg537gVU/PndLIGTrfa5qtwraJAgKhCvdCKEsmB2ubaa/JXr35lWSLikyqiiqp8AcSUe+gG5BuvlYg02t9jzohRsIrmoVZqZ5SJQsGIEBEREbkWL4SIiIjItZgaI6qgYJWj9WH5YGkutS3TDXKw74+a4zU1fPI0KS+tgWLbV6PIf+VoXQpjmmM/3fFVk6JI89tH32OGOlBb8l/3KHgtJF0/5Ourfk+6BXHlMVbdKI9H1S4Sv/fxop6RMsVKne3d6Etz7b1XDIZWNYoKROrwc026TVS6thZYFc9bVL3GU8brmySOeUkNoNZUoLalw0QdLPP9rXvNw8d0GIWLESEiIiJyLV4IERERkWsxNUZUifwtjREohaRd0kIuBJoj02SqXZMesc1q0tUMcqbgvF5rP49nuaY/Mo2jFmUNPfUQ6r7BUoqBF3/tp90v0DHyvhUruoj7R/k9Nhh9v+VrqV7zTuJ+ZzrN/jtRW2L2mfk7EXWNMsXdB43bA6JNpapSNekwwKpXtBIaIsXYVrfoqnxfqfeqeByz3pBM0coUr3MGnm6WZagzM5kao3AxIkRERESuxYgQUQWFMzBaVxHZGnTsjLogR+4pKh+rosMF4ht3H2iOEZGGVLWQqNUHK/KxWrRVZPB38PtCEez4ipy/siMDodeKsvbVR3fCod4jurpGMqoiBtRnDdLcb5CLycoIYp7RzxHi7iy14Yxq+egGfavHFP0pUMfoBo7r6aqLB44KBh+4T+QPI0JERETkWrwQIiIiItdiaozIj2Ah9uBhd93gZF3dGbFfH2Ngao6fdERzzUKXuf2c+8m0RZ4zpaBLM1jpO5lCq57UQmWlM0I91r7ExqoKn8ffMaEO1A52jCXYYrOSSkvplvxoomkDzNpFWdCQ5+mnuV/2Q1ezStUMkgO+dfWr5FIouqU6nOyp3X7GLdNhFJ5aFRH68MMPMWDAALRo0QIejwcrVqwIesyGDRtwySWXIDY2Fueffz4WL15c5f0kIiKi2qFWRYROnDiBzp07Y+TIkRg0aFDQ/ffs2YMbbrgB9957L/75z39i7dq1GDVqFJo3b46+fftWQ4+pLrIGcDqrN9urGTsjNPpv/eKbuRkJkt+yxbdn3cKdBcF67Oyb9U3aepzTmToezOlG12rb1OjA/dRNEw+HLuqiiwbqokjbxPZyzTHy3GqQvr8Fc2VESVHvJ/n3WQ3Klq+JPKcvYmQfTO4s1WBfuNdJ3W9/nzvbiE5Vqy6E+vXrh379dKFZvfnz56NNmzZ49tlnAQAXXnghPv74Y8yePZsXQkRERFS7LoTCtWnTJvTp08fW1rdvX0yYMMHvMSdPnsTJkyfNnwsLCwH4xhKUlpZWST9rEvUc3fBcwxHq61GTX7dgfdPdXxXP53TOWdn9qYnv95rUl0iryGtRXe/j2qYmvterWqjPtU5fCB08eBCJiYm2tsTERBQWFuJ///sf6tev7zgmMzMTjz/uDFevWbMGcXFxVdbXmiY7OzvSXagWGRm5AOzVhXXsA2pVeiDN0RYTI4v56Oqm6NIan2na/C3MqegqS1vpiBUrPjK3MzJ8j2l/DrnGfl3MFt2gYV1bOHSvb0XOqY4/3f74U53v9xUrEsztjIz9or0LAP17Ldj7E5Dn1A2i1r3HJF0aTaXOdDWMALNmULxIO5mLrcoaRqo/4ti54pjxakNWrfY9ZkzMz1aT7XFUis/5XGNiljj6GxMz3WwJ/lrWbW752w4AxcXFIe1Xpy+EKmLKlCmYNGmS+XNhYSGSk5Nx3XXXoVGjRhHsWfUoLS1FdnY2rr32WkRHR0e6O9UgFwDQv39/v/c57889dccax97fHE1brqbNfp//+8MR6HEiL/Lv91xzK9DvIrzXLzfoHm5WU9+LVS3y7/XqpzI6wdTpC6GkpCTk5+fb2vLz89GoUSNtNAgAYmNjERsb62iPjo52zZsHqNvPtyJTte3fMlWkR/ct2jmAWrIP5FT9EANLRxjTm7Pkt2NRpVedP170u8A5iDQmRj72ZqNN9+3Z+qasey1O9z1QWwY3R+r9XpGK2rqB48GqLgcblG0NlNcNSNaXUzD31Q7W10UsxXtyvBi03ccYlJ0jp9erKfeyQrXucSyhDvbX/Z7dVI26Lv9tP1Woz7NWTZ8P1+WXX461a9fa2rKzs3H55ZdHqEdERERUk9SqC6GioiLk5uYiNzcXgG96fG5uLvbt2wfAl9YaOnSouf+9996L3bt346GHHsKOHTvw17/+Fa+99homTpwYie4TERFRDVOrUmNbtmzB1Vdfbf6sxvIMGzYMixcvxoEDB8yLIgBo06YN3n33XUycOBFz587Fueeei4ULF3LqfB1X9WFuNYhUDmjWDYKG435PgrPNNpDVrOzrL8VmtBfI1JlzP/tin/sD3m/tV7tq9dQFFXmvhlqHSaa5KlKnyeNR6avljv18Wjrutwx0bqeKxYPlHBZzfsEDcEgVA6TzZA0kVWdIpprl/f4FSyOS+9SqC6FevXrB6/X6vV9XNbpXr1748ssvq7BXREREVFvVqtQYERERUWWqVREholBUbCaOXOTR32KWgc7ZzziPCM/bUgFqZow8SrNMTLwxa6xAv+iqtXCnn0VZDfqZM3I/Z2qM6YHqV5WvebBlJYIve9LJ2C/w50G/DIY8RvM+z5FpLDXDTNY6Mt6feXIWmzyP6ps8j24Wp1NdW86FTh8jQkRERORajAiRq+kHiapvljISIwdlqoHKVo0TaxC0+CacJyJCebqKu4Z4sZ9ZE0gOxLbOGbhGSmjfiIkAfZ0hfWTIuYipz35NmyIH+PvqA3m3yccT73lzAVYR8Uk1bhNFVMsWRXpT0zdn5CpQHSZ/9zMS5D6MCBEREZFr8UKIiIiIXIupMXINfQg/LcB9Vi0Uz7WiOdUY0Jwnwv/mIpAivB8vjjGXB5BLDzjTZCUlwxAdHe2nP1af1EDWUHDwp7tU5Pcd+r7BBu5rFlg1+yV/kscY6S35eVGp5DwxgDpeDPAvUOeUnxOVTnbWNZKDqkN9rm5adsPtGBEiIiIi12JEiFzEF8GxV11ebbvPp7vvZkoTqylztfN+8xZi2ru/x1bRH03FaDFVPiZGbcmpz/Kx/bNXEh4ltvlt1k2qdkq+7ty6xYV1U+r9vY/V4q1yeryKBInPmK2khK6Su6o2reujrI7tjBhx0LS7MSJERERErsULISIiInItpsaozgg+SHSzsV93R5t9kUgjLP9SP81+AEYY7TJ7da9x+5Zou0Jsv2oMbk7upL/f8Tj6wdIVWSyVg6WpKujfV6ris3z/6tJYLTXbn2nanhNtsrZWeH2UdPWTyN0YESIiIiLXYkSI6gxrOm843/LUt0wRqZlibH8udst5wNreojlNonErvwiniu0hgarvBlvbzPr2XJFvsIwEUVWwPm/OatP26E3LU+4D7FPc1b4y2qmmu4vPnajkbg6itlVlP2r0J/BUeU6Lp1MxIkRERESuxQshIiIici2mxqiOk4MyVWheDso0wvEjRJOREmv4llUUqKiVVfa21bYdAIC9nvbWMZ8Ytz+I82QdtbZfNUZWjxX3m9WoZXhe1Uqx0mWyJpAOB3xSZDmrTUshvz/7iO2cczU7yNSa8RkukG0qxSYXKXbWDKrIoGuq2xgRIiIiItdiRIhqJd3UXf03T/8VaAEAqUZEKEncbQyGLhorFj8aYG0eKTbaZRRJdSNZtO06x9pW40kLtokd1LfZcx1tVbNOFFHlC/b+001iKCmZilWrVqF///6IiZnua8yR0R0VBfW35p4iP9/LHW2B10MD7AO0ya0YESIiIiLX4oUQERERuRZTY1QrBVok0Z4iE+H2VCPcfkBzwoNiW9UEkvWCxDFF8KXG+i2y6pqsvtZYMLKvOKatx9o2s2wy/K8qXMvquT6sdUKREOx9F+r7Mth+ZjoMudAv2qrOI+6LF5MGzHkM8rOuqsPLwdIqtWYt6BqoOrvsr74+Ej+PdREjQkRERORavBAiIiIi12JqjGqMyksH6cr7w0p5JYq7843bR7xW20JfSqvV9B3as6tZY6t3D3Te+W+xPVds5xq3WTI1plJrVn9LSvogOjpa+7hEVS3UGWDh0M/wlLO49uNUVlpKpKQO9xP362aIOmeNWcfL5TmsFFugBYmD1e+iuoMRISIiInItRoSo1pDfIgMPeJTfCMW2qvEjKz7PbQIA6JdiVaD9ZnoHAEAPfGS2Ld042txule6LFBUdFHWG8uE0Xv6g+i6/ZTq/1VqDSPV0A8I5eJMiIXA0JZw6WKNs57OzoqX2+1W7jCYFWsTYGXWyH0NuxogQERERuRYvhIiIiMi1mBqjGiP4QM1ggyVVmNuqGYL4Jta2SomNEG1G/aDV86xjWo3zpb52op21X5I1mLoDvgEA7IW16Kq5EOs8sRCrXIIjS9UMkoNEFStsX1IyFdHR0UFTX0yHUaSF+x70t8SG7nxWGtxfSkulvwZq2gL3UTdQ2/73pKXtvlDOSbUbI0JERETkWowIUa0RbDClRVRqLnjA2u5jRIK6iF1VReluVtPejb6oTof0b7T9GIgVAIDV71hRpL1JRvRIDpBOFdsqMlXQ3WxSES75DVUNlua3Tqpr9Ask52rvt6I7/gYzB4raWMcEjyzp+hlo8DbVRYwIERERkWvxQoiIiIhci6kxqjX0oXVdzRA/4XRVR0iupWhUme43XSygusyX8pqMGWbbwJQV5vaYkS/7jtEtugpRo6ibHKitQvRWaixQ6J11gqguk4Ol9ZXU1WfYSn17vZ3MbW3laTOlFbhqta72kKwiratHxirTdRsjQkRERORatS4i9MILL2DmzJk4ePAgOnfujOeeew5paboBs8DixYsxYsQIW1tsbCx++eWX6ugqVQvdukLy25v4dtjFNzi51SJrDbG9I30Doz8q7mG2fXCbL2qzUJxnebGYpms0r94opumraBNEFGiLrr9yzaOWp9xyrTGqewJVoPbHiu7I8G0nsa0+63JgtP9ITngDnwNFiWQfdVPzGcmtjcKOCKWkpODIkSOO9mPHjiElJaVSOuXPsmXLMGnSJEybNg1bt25F586d0bdvXxw6dMjvMY0aNcKBAwfMf3v37q3SPhIREVHtEfaF0Pfff4+ysjJH+8mTJ7F/f+hTFCti1qxZGD16NEaMGIEOHTpg/vz5iIuLw6JFi/we4/F4kJSUZP5LTEz0uy8RERG5S8ipsbffftvcfv/993H22WebP5eVlWHt2rVo3bp1pXZOKikpwRdffIEpU6aYbVFRUejTpw82bdrk97iioiK0atUK5eXluOSSSzB9+nRcdNFFfvc/efIkTp48af5cWFgIACgtLUVpaWklPJOaTT3HSD9XVU+npGSq9n7VHhOzXbSe67uR9XsSxeKsRpR9741WxegFi4YCAMZMfdls2zg9HQDwIa4y22bFTTK3l6dnALCn05ouKvCde6WoLJ0nwvrxvjB7yU/O11UutFpa2tNxP1WdmvJ+r8vUZ1W+xrrXXb/gsFx01UpzW5//HLGvc9FVK7Umh084J1h4PEc1bc7Hk3TvGblfTXtPufG9HupzDflCKCMjw9weNmyY7b7o6Gi0bt0azz77bKinC1tBQQHKysocEZ3ExETs2LFDe0y7du2waNEidOrUCcePH8df/vIXpKen4+uvv8a5556rPSYzMxOPP+7MB69ZswZxcXGn/0Rqiezs7Eh3AQCwatWqIHu0qZZ+VJZgz6emvO5uw9c9Mir6ulufo5jK60xIj1f7uem9XlxcHNJ+IV8IlZeXAwDatGmDLVu2oGnTphXrWTW6/PLLcfnll5s/p6en48ILL8SLL76IJ598UnvMlClTMGmS9e2/sLAQycnJuO6669CoUaMq73OklZaWIjs7G9dee22EB+3mAoBtLSK97UHur1n0zyfX3Ir86+4uNef97i761z035OOtz1FOwP0qS/C/QzWfG9/rKqMTTFizxkpLS5GSkoKjR49W+4VQfHw8zjjjDOTn59va8/PzkZSUFNI5oqOjcfHFF+O7777zu09sbCxiY2O1x7rlzQNE/vmqGRf+ZmFY7XLRRWPGVt42q+mANdMk7fCHAIDNG62U1pEU3/s4c/pEs20+7gmpj0WXxVvbecZ2H7FDjphVVuDrb0yM7O9yxzkj/bq7FV/3yPD3uof6+be3qTSYbiFWOX5VLLtjLsdjLctjPbaV2o6JWaLpY+2sLeSm93qozzOswdLR0dHYtm1b8B2rQExMDLp27Yq1a9eabeXl5Vi7dq0t6hNIWVkZ8vLy0Lx586rqJhEREdUiYdcRuvPOO/H3v/8dzzzzTFX0J6BJkyZh2LBh6NatG9LS0jBnzhycOHHCrBU0dOhQtGzZEpmZmQCAJ554ApdddhnOP/98HDt2DDNnzsTevXsxalTtvJIni/WtTQxyNAM0ot7IaGszH818G6K+T9N0XymIp+EcDJkIqyzDR2Lg9BH1QPJttFLTyXhRU6hAbTgHanq901BaWlqnxiEQhUtXd8d/LR7f4Ofg9YFUJEhGgT7T7OesR6SPQNv3pboh7AuhX3/9FYsWLUJOTg66du2KBg0a2O6fNWtWpXXuVLfddhsOHz6MRx99FAcPHkSXLl3w3nvvmQOo9+3bh6goK8j13//+F6NHj8bBgwdxzjnnoGvXrti4cSM6dOhQZX0kIiKi2iPsC6GvvvoKl1xyCQDg22+/td3n8Xgqp1cBjB07FmPHjtXet2HDBtvPs2fPxuzZs6u8T0RERFQ7hX0htH79+qroB7lY8FC0apPl9lXIW9QHKTAWNE0VKSlBLachU1oqJXYvXjTbVP2gb2BFDr8ptraLVhqpsW7i5OONW1nDyMZZtl+Rz7WkpPbPTiGqLP6XrHAusWHtJxdn1RX5FbXFzOPl8h2rHY9tP7//oRXBltjgEhw1ExddJSIiIteq0KKrW7ZswWuvvYZ9+/ahpKTEdt+bb77p5ygivUCDJO1RIElNke3kvOtGazNt+ofm9uZlPRy7vgxfcdBmsMoyqEjQkWIxPT7X2lYVqnGpPJMxaDtRRKPyxIKv8E2ll4O7vV595IrITU5nQVNZ/RnobrRpZjbLKHGerCK9+ZRbQH1W5ZR7+wKs6jE3i/un+e23FKwEAEVG2BGhV199Fenp6di+fTuWL1+O0tJSfP3111i3bp1t2Q0iIiKimi7sC6Hp06dj9uzZWLlyJWJiYjB37lzs2LEDt956K84777yq6CMRERFRlQg7NbZr1y7ccMMNAHxFDk+cOAGPx4OJEyfimmuu0a7TRRSKYCFyexhcVWV2DnLES9ZgyM1JIh1mDG7ul26lb5fbqtD67IRvUdamcWbxH8xKt5ZdGQNjgdZM50KNyJHPQZ77uVP3hJpkyTpC5GaB0mD+JlDoBzIbqaxUMZg5z7g9IPf7UWwbky3ixd+RApVasyrD2ydEy8HW6v5tRn81qXo/mBKrOcKOCJ1zzjn4+eefAQAtW7bEV199BQA4duxYyAucEREREdUEYUeEevTogezsbKSmpuKWW27B+PHjsW7dOmRnZ6N3795V0UdyCf03QxkFklNh1bRXEZVJNb6pyWntuc7HWf2D9U2v3W2+Cuk7cYHZptYik5GjMRtftk6gBknniwGY6htngZjOrxGsRAARhTfo+FT2vxnG34kCOelCTn83/n4UIDBZFiNPnUtO3d9sPLa1fiAjPrVH2BdCzz//PH755RcAwMMPP4zo6Ghs3LgRgwcPxiOPPFLpHSQiIiKqKmFfCDVpYn0LjoqKwuTJkyu1Q0RERETVpUJ1hMrKyrB8+XJs374dANChQwfcfPPNOPPMCp2OCIC/qquyvocMRauBkZpaPH2tzYYDrJi3qgW0IH2o2aZqBq2eZ6XLWo3bAQCIxxF9Rw8at3IAplrcNVNXyRawVcA2MHROFJisI6ZPnevqjMm/E0EGL6u/HzKd/oNxTI6oR3RA/p0ZZfRH9kOm41Rb4DpBrCNUc4R95fL111/jpptuwsGDB9GunW92zYwZM5CQkICVK1eiY8eOld5JIiIioqoQ9qyxUaNG4aKLLsKPP/6IrVu3YuvWrfjhhx/QqVMnjBkzpir6SERERFQlwo4I5ebmYsuWLTjnnHPMtnPOOQdPP/00Lr300gBHEgWmDxG39LNtkOmp5sattVqGbWkMOQtMSTR27jfOuk+lyzrgG7OtVfoOc3vvFc2Mrc+sE2Vq+qYp0c9FF4lC52+BUysVJVPRaZo2g6wT1Fy0q5RYlkhtjVB1gs612grksh3LjT5oUvXib9TpzHyj6hV2ROiCCy5Afn6+o/3QoUM4//zzK6VTRERERNUh7IhQZmYmxo0bh8ceewyXXXYZAODTTz/FE088gRkzZqCwsNDct1GjRpXXU3IV6xufs1YHACDV+DaVZzVNOOyrCTTnWjGTUQyCXL3RGBCdLtqm+tremN7fbBu8zFfheQpmWzteKkZGxhtlZgtkhVnVXzko2uovB0YSnZ7Q626JvxkjjNssUW+suWaCRar4LGcZt3PFfuPlMSr6Iz//C0+5L/TFZCnywr4QuvFG39Let956KzxG3XGvMXx+wIAB5s8ejwdlZWWV1U8iIiKiShf2hdD69euroh9ERERE1S7sC6GePXtWRT+IbLxeX9hZWy4fAPKMUPcUK2RtpsTkELYfrM202z4EAKzaMdhse2b6BADAsGJrCY3M2yYCAObjHrNt79T21onM0kRyAKWOc0kQDpYmCk7VB5KDpfXL08iFjZ0DlrHFuJX1xkQ63Zxs8bxoe9q4XSna+ojtHHV+mfpq6bePrCNU84U9WJqIiIiormApaKrhnFPQAcCjZsO+JHZV02JllVihqRHK8Taz2qYs8w2I/uC27mZbz43GtPibrf3SDn9obm+Gb1FWZIrptablYltOpXVOA+Y3QiJ/fJ97/xFU9dmSn7cHjFtR1iJPVaAXA5tHWJvmwOh/izYVbc4TUaR4cb+ait9cTMk3oky6/vp7Dvzc1xyMCBEREZFr8UKIiIiIXCvs1Ni0adMwcuRItGrVqir6QwRAv5iixyNqgajwdx8R8k42bkUWSlaE/qjYl9Ja2OQux7kXioMmpPvqES3ca7Vt3tjD2lktuoofxRlUmixwOoyIggs9bSQHS6uUmGbRVTlA+mGxnWTcHhRtu85xtsnu5Bq3efLvkapM/4DZYg341g3yZmqsJgk7IvTWW2+hbdu26N27N1555RWcPHmyKvpFREREVOUqtNbYl19+iaysLIwfPx73338/hgwZgpEjR3KtMap0tgHScip9vC8SlJYtBjF38kVtWi0S64LNs6a9p42z9lW239YaAPARrIiPig4VHWwK0WhRVWr7iMGSOWoH3Zpj+oHR/EZIFDp7lFhNohATFtQgZrkuWKpxmygOfd/aTFvk+5uweZ6I+D7lKxTc8HmzTgaKHhejpVU3VorB1Oau1kBtXURY95lnlCjyKjRG6OKLL8a8efPw008/4e9//zt+/PFHXHHFFejUqRPmzp2L48ePV3Y/iYiIiCrdaQ2W9nq9KC0tRUlJCbxeL8455xw8//zzSE5OxrJlyyqrj0RERERVokJ1hL744gtkZWXh//2//4fY2FgMHToUL7zwgrn6/HPPPYdx48bhtttuq9TOUt2hX0DRmVbyeLbp7y/wxac3TxXh5zxf297dd5tNd42zCg11wDcA7AOj5bayeZkvTN5wgAiNdxGh8T5GSDxH9k1WkVZ9t0L5DHkThS/oQqvxMj2lPo9iceYbjXRZpvVZbeWNcZ5Hps6MPwlFl4nP/AFxv6pXViCr3ityoWX1N0HWQnP+HeDfhsgLOyKUmpqKyy67DHv27MHf//53/PDDD3jmmWfMiyAAuP3223H48OFK7SgRERFRZQs7InTrrbdi5MiRaNlSPygUAOLj41FeXn5aHSMiIiKqamFdCJWWlmLx4sX47W9/G/BCiEgKdcaUPQyeZuzXSdwvZ40M8t18LprifTHttBTn7DAA+BBXAQDaYafZlmGU6F8h6pEsuW0oAOBF3Gu2zRk/WZxJN2tMzV55zvEcfH13hvgZEifSCzV1bpshZhpkbWaqxZmtz2oHs+YPsHqksa+u5Je/MmCqvlBed9Gozpkm2vZr2qgmCis1Fh0djV9++aWq+kJERERUrcJOjd1///2YMWMGFi5ciDPP5JqtFFxFIh9er69OkK7CtF+jfTebd19lNrVLsaI/7fAtAGD2jilm21nn+cayPRz3tNl24cbvfRtbxLk/EdvTdIOlRXTIoJ6Dj3o+QQZ/EpHJXpVZ/i1Q0SH5uVOVnsUAavVRf0fsNt3avGuRbzJFAayaYat3+6LDd42zHm/p1NHOzsU76wjJz7wVCWeF+Zou7CuZzz//HGvXrsWaNWuQmpqKBg0a2O5/8803/RxJREREVLOEfSHUuHFjDB48uCr6QkRERFStwr4QysrKqop+hOyFF17AzJkzcfDgQXTu3BnPPfcc0tL8D0b717/+hT/96U/4/vvv8Zvf/AYzZsxA//79q7HHFIyVLpKDi1VYWtbnkb9nY8HTXBGeToaDqh0EWAOjJ7bPNNvexQ0AgJ1oZx30g3GbK050o9faHuArwY8cUa9EQ7ckAAdIE+mFt9SE+rsgFj5VqaoCq63hI77Zy0XvWDWBjsDaXr3MN1j6jdus/xNWH/S1LV0o0mE3ioe+QtefQcZzsNLl6jlwCY2a77QqS1e3ZcuWYdKkSZg2bRq2bt2Kzp07o2/fvjh06JB2/40bN+L222/H3XffjS+//BIZGRnIyMjAV199Vc09JyIiopqoQqOdX3/9dbz22mvYt28fSkpKbPdt3bq1UjqmM2vWLIwePRojRowAAMyfPx/vvvsuFi1ahMmTJzv2nzt3Lq6//nr84Q9/AAA8+eSTyM7OxvPPP4/58+dXWT8pXCrSI6M/zgiKbdFVNUiyuWhKMm7f8ZhNUw7ONre/md4BANAUR8y2nrs/BQC0EoOq77rNGEB5mxhA2UlMye1m3MaLQZAFzkVXOUiSKHTBoyW6ki3WIqcYYAxU7mtFia+K841ZXT3f+vzOxB/M7Z7JvuNnwPr/Y0G6r3zGkXTr8z9lpPV3BHON25WiGzlGhFpbWZqlZmq6sC+E5s2bh4cffhjDhw/HW2+9hREjRmDXrl34/PPPcf/991dFHwEAJSUl+OKLLzBlijXjJyoqCn369MGmTZu0x2zatAmTJk2ytfXt2xcrVqzw+zgnT57EyZMnzZ8LCwsB+GoolZaWnsYzqB3Uc6wpz7Wm9KMiwul7TXvd3YKve2S49XWP5PN142se6nMN+0Lor3/9KxYsWIDbb78dixcvxkMPPYSUlBQ8+uijOHr0aPATVFBBQQHKysqQmJhoa09MTMSOHTu0xxw8eFC7/8GDB7X7A0BmZiYef9w5xXnNmjWIi4urQM9rp+zs7Gp8NM3aP4ZVq1aFtF9NZO97aKr3dSeFr3tkhPe6167Pv05F/iZUNje914uLi0PaL+wLoX379iE9PR0AUL9+ffz8888AgLvuuguXXXYZnn/++XBPWaNMmTLFFkUqLCxEcnIyrrvuOjRq1CiCPasepaWlyM7OxrXXXovo6Ogqe5yYmOkB7y8pmarZT4aYjUGJo0QdkSd9Nw33WoulNo2zttWA6D/iGeuYFN9NIvLNpinzfGHwfuNEKYiHxUMP0SzuqOljRoZ1v3o+/lTX6052fN0jI9TXPSZmibldUjJMtKtjxJdvlarqYjWt3uhLiWWmTzTbnsEfze20dF8V+s0be5htf0z3/X0Ys/Fla79FVrX6zSOtfS3natrMI8yt/v2HBdivarnxva4yOsGEfSGUlJSEo0ePolWrVjjvvPPw6aefonPnztizZw+8Xm/wE1RQfHw8zjjjDOTn59va8/PzkZSUpD0mKSkprP0BIDY2FrGxsY726Oho17x5gMg/37r2Wof6fCL9ursVX/fICOd1rwu/n5rwHNz0Xg/1eYZ9IXTNNdfg7bffxsUXX4wRI0Zg4sSJeP3117FlyxYMGjQo+AkqKCYmBl27dsXatWuRkZEBACgvL8fatWsxduxY7TGXX3451q5diwkTJpht2dnZuPzyy6usnxSa4GuNKQPFtvjWlWoMiJRZzrd8N0VPWdNji0ZZAx47pPim0suBkaoKdcMkawC1+ma5eqV4P18qHifeiEIViDbzWx8HRhKFQ7cWoSInHOirzIuSGgXGgOWVIkpsHNJ0m/h8C5/t6AkAeDPdqgg9eKMvffVGujWlfvBUkdLKMiLCqc5q8naB/yZYf+84wSLSwr4QWrBggbmy/P3334+mTZti48aNuOmmm3DPPfdUegelSZMmYdiwYejWrRvS0tIwZ84cnDhxwpxFNnToULRs2RKZmb46MePHj0fPnj3x7LPP4oYbbsCrr76KLVu2YMGCBVXaTyIiIqodwr4QioqKQlSUVX5oyJAhGDJkSKV2yp/bbrsNhw8fxqOPPoqDBw+iS5cueO+998wB0fv27bP1LT09Ha+88goeeeQRTJ06Fb/5zW+wYsUKdOzYsVr6S0RERDVbheoIHTt2DJs3b8ahQ4fM6JAydOjQSumYP2PHjvWbCtuwYYOj7ZZbbsEtt9xSpX2iyqGvI7Jf0wagmyY1dq/vpuGnVs6qaKGVJsM4381mj7gQHuGrOdR0kThmlHHM++LcmWKBVRUSL3DWPYJRvRpgFVmiUAT6nMh0mD1NZtQUixfpKfURlsNCV/jGrcqBz6pOEGBVmZ+z0UqXTzAGSw/e/a7Z1vAR8ffhc+MxZbo8US3E/KNoVGm75dDh34eaI+wLoZUrV+KOO+5AUVERGjVqBI/HKl7n8Xiq/EKIiIiIqLKEvcTGgw8+iJEjR6KoqAjHjh3Df//7X/NfVdYRIiIiIqpsYUeE9u/fj3HjxrmquCBVLf1sMTWTQqafHrA2s9RFt6j1Yyx8WHSzlQ5r+JYV0l692zcDLc37kdm2+VpfTZC9U9tbp1FpsCki7C5niOSpNJmc7eFcYFEKNDOGyM10n41AbT7GZ69Ak7I+IHZbaGQsxKKpA0Wq6iP4Zo1+kN7dbOu50bfshqoxBACbl4naQaobP1hNyDQa48Xnu2C14zlQzRR2RKhv377YsmVLVfSFiIiIqFqFHRG64YYb8Ic//AHffPMNUlNTHQWLbrrppkrrHLlD4MGS8lugWGARqu6HrNFhDFhMtlqKVlrRobTbjCqysjKsGlgpa2yOML5ZZsqeyAVfdf10LhIrBYoY8RsjuZn12VjoaLMTNYN0tXlUJKiLaOts3CZZxX6Xi9pkHxoRoVGwHvuudN+iy3Jx5s0QfzNU1+SgbBUJKpB/J3x1hDweXQV6QD0H1g6KvLAvhEaPHg0AeOKJJxz3eTwelJWVnX6viIiIiKpB2BdCp06XJyIiIqqtKlRHiCgcFUkH6QdLyrCz2hYh8lTNiUStz81PG+HtFWJNPDWYsps45kbj/pVWaQgUdBc7GCm4PqIpJ7QZk0yDEfnjrBnmb/KB5QFnU4612S/bN5kiXqS52mGnub13o2+SRI9frPTV0GuW2O47VVq2kWL36BZfdT4HfuZrvpAuhObNm4cxY8agXr16mDdvXsB9x40bVykdIyIiIqpqIV0IzZ49G3fccQfq1auH2bNn+93P4/HwQogcTucbkX6hRUl8A8szFmXNa2K1ySiRmkLb9r9WWx9j385iv3tFJMg8jzhnnhGNEt88vd5+Rn8fF238JkgUKv2iq/6mz6c59jW9am2u3ugrqdEv3SqzsRHp1vm3+D7r3cd9YLbt3d0OgDVoGgB2op25vXmqEQmyRYTVhhzE7acqvoElNWqOkC6E9uzZo90mIiIiqs3CriNEREREVFeEPVh60qRJ2naPx4N69erh/PPPx80334wmTZpo9yM6lUp/yXoaunCxxyOqyMJIg9kqSxt1hqb0s5o+tzbVwolFmWIh1gGaDuUZtzKtlicfWw2cth47eAqPiEJlfZ4CpMAAmBMXAKvKdL5VBb7VbTsAAO3wrdn2x6NzzO2zRh0GABTtbmqdx5hA0XS6qCO0UTcwWlJpO2d//S0cy5RYzRH2hdCXX36JrVu3oqysDO3a+fKm3377Lc444wy0b98ef/3rX/Hggw/i448/RocOHSq9w0RERESVJewLIRXtycrKQqNGjQAAx48fx6hRo3DllVdi9OjR+L//+z9MnDgR77//fqV3mOqeQJVV/U6fTTW+TeXJAYnGeV4STQXWtPaip4xIkBzkuNK4FdWozfttlWPFWmMFzgiWfWq/s+/89kcUWLDPi6rebiOjtt18n9EJ454xm+Ysm+y7TZ5stm1MtwZL70Eb36EpVug4cfoh3zEjrWNslecPGrfy74M5SFpXRVpTBZtqlLDHCM2cORNPPvmkeREEAGeffTYee+wx/PnPf0ZcXBweffRRfPHFF5XaUSIiIqLKFvaF0PHjx3Ho0CFH++HDh1FYWAgAaNy4MUpKSk6/d0RERERVqEKpsZEjR+LZZ5/FpZdeCgD4/PPP8fvf/x4ZGRkAgM2bN+OCCy6o1I6Su1hhcj91OfJ0g5PVgGaRxpoiBlOqlJltYUQxsFpR4fYDoq1ADpZ2Doi06gjpB02zZghRYPqaQfLzIj7/qUZaOk/cbUxomDPKSmk1HOCbIPFw3NNm2zewxq7egHcBAPfiRbNtPu7xbch02ChRjb7t31Wj3MG4tf5OeL3i7xDVaGFfCL344ouYOHEihgwZgl9//dV3kjPPxLBhw8xii+3bt8fChZxFQ0RERDVb2BdCDRs2xEsvvYTZs2dj9+7dAICUlBQ0bNjQ3KdLly6V1kEiIiKiqlLhRVcbNmyITp0Y+qPKE3zWiLMeh8cjFzt9zndTsNxqShLnUTPIUkU6LGjNIEW+17cZj60Lg6dp2uRz4EwyomDUZ8M+G1OkydVnVM7mbG5sb7GaRqX7/mZM2SiWhkqy0lzeEmOY7IPiYXzZMsyffo/ZpJbd8D2mZpZrgXPWqP1vBtVkFboQ2rJlC1577TXs27fPMSj6zTff9HMUERERUc0S9oXQq6++iqFDh6Jv375Ys2YNrrvuOnz77bfIz8/HwIEDq6KP5BL6KJA+gqKvPGtsx4uIz3hNNeo88e2tj7FvjhjTNsL4xpel+5YHWLVCBmn7aXF+I2QUiCg46/PtpwZPqvHZkp/lt4zPsvgoz9n9RwBAWvqHZls6NprbQ7EAAPDhu1c5HmJvQnvrh+bBeqz+Jlj91U2QYES4Zgp7+vz06dMxe/ZsrFy5EjExMZg7dy527NiBW2+9Feedd15V9JGIiIioSoR9IbRr1y7ccMMNAICYmBicOHECHo8HEydOxIIFCyq9g0RERERVJezU2DnnnIOff/4ZANCyZUt89dVXSE1NxbFjx1BcXFzpHSR38xc+tgZLy5SUkRorWOhsA2AukioHO15q3OaItiyVTpM1huSgbBUG/1G0tbT1yx+Gxon07J/llqfcAoCYBDFKfTY1dcD6WpvbU3xLaHwEa9HUdthpbu+EbxD0LFiLibcp3gMAuOuwtVbP0oTR1knVQs1ZutpiVn/VZAl+5mu+sC+EevTogezsbKSmpuKWW27B+PHjsW7dOmRnZ6N3795V0UciIiKiKhH2hdDzzz+PX375BQDw8MMPIzo6Ghs3bsTgwYPxyCOPVHoHiXSsb1ky4uOL1NgHJ2qmwheIb57vqH11U+b9TN01t61Kt1aEyjnFX/aX3wiJ7PQTDdRnSy5i+oC1qSZBTBETEoxp8wvGDTWbLuz0vW9jvrXbY1d4zO2rjZn0KgoEAE3jfNWolxf7mfzzw6l9tMiSGepvAT/zNV/YF0JNmlhLFkRFRWHy5MkB9iYiIiKquSpcUPHQoUM4dOgQysvLbe0sskhERES1RdgXQl988QWGDRuG7du3w+v12u7zeDwoKyurtM4R+aOvOaTbU5e+EimvPF09InWMTIfJEH1LTVs/22MQkZ1MgZWUTNXsIT9vzoWNAbGA8ifGtqgSjc99fwA+glUTKG2br35QPpqZbbu81uzmvxjpr6virDpDq3cbKbGF4g9KgehGvtqQA7V9f0c4MLp2CvtCaOTIkbjgggvw97//HYmJifDo//chIiIiqvHCvhDavXs33njjDZx//vlV0R+ikAQaLO3xyG+WVkRIO3BaM/DZItO8m/1sq3OrgZH6iBC/HRIFIz+Daqq8GCAdL+6+2bjtIr6IGx+9DDHNftA6X/R34jWZ4swZ5rYaGG1GgQDgHeOcB8XjycdW6xPaJlP4+h7O55wTKGqOsAsq9u7dG//+97+roi9ERERE1SrsiNDChQsxbNgwfPXVV+jYsSOio6Nt9990002V1jkiIiKiqhT2hdCmTZvwySefYPVq54KUHCxNlU1fY8Ti9VoDFj0elbJart9ZU5tEhaVl/R+Lv0VXVbj+OXEeXaVr2U+Gv8nd9IuP5kJfRVpjgNjWZKDVwqrfGtWiAeDNa3y3c+ZZZV7uGmdVjFaVpfeKY5CoeYwfxHaO+rugqWodBv5NqDnCTo098MADuPPOO3HgwAGUl5fb/lXlRdDRo0dxxx13oFGjRmjcuDHuvvtuFBUVBTymV69e8Hg8tn/33ntvlfWRiIiIapewI0JHjhzBxIkTkZiYGHznSnTHHXfgwIEDyM7ORmlpKUaMGIExY8bglVdeCXjc6NGj8cQTT5g/x8XFVXVXiYiIqJYI+0Jo0KBBWL9+Pdq2bVsV/dHavn073nvvPXz++efo1q0bAOC5555D//798Ze//AUtWrTwe2xcXBySkpKqq6tUyfyFjwOlzPQheMBKielqlOjC8v7qCL3pt28MdxMFV1IyFatWrUL//v0REzM9tINEeqpV+g4AwJFiazrXN8UdAABL4qwlNq7He74N8b29AE3N7c3zfIuxNhxlFQoqet8450rx2LaFnFWKvbumzRJsJinVHGFfCF1wwQWYMmUKPv74Y6SmpjoGS48bN67SOqds2rQJjRs3Ni+CAKBPnz6IiorCZ599hoED/awJA+Cf//wn/vGPfyApKQkDBgzAn/70p4BRoZMnT+LkyZPmz4WFhQCA0tJSlJaWVsKzqdnUc6wtz1XXz3D6fjrPszJfo9r2utcVfN0jo66+7qf796gq1dXXPJBQn6vHe2p56CDatGnj/2QeD3bv3h3O6UIyffp0LFmyBDt37rS1N2vWDI8//jjuu+8+7XELFixAq1at0KJFC2zbtg1//OMfkZaWhjfffNPvYz322GN4/HFntOGVV15hWq0Wysg4bG6vWJGguT9Gc5SutpCusrRFnVueb8WKEs3j5Yr7u2ge26kixxBFkvzc6Wt0SeqLrPyMDfLdTGly6s4+RpA/bdyHjrvSsdHRNnvdFHN76DVWZemly0YDAFrdtsNs2zu1vW/jc3GCfLFt1BFaseIts0l+Rk/Fz2zkFBcX4//+7/9w/PhxNGrUyO9+YUeE9uzZE3ynEE2ePBkzZswIuM/27dsrfP4xY8aY26mpqWjevDl69+6NXbt2+U3tTZkyBZMmTTJ/LiwsRHJyMq677rqAL2RdUVpaiuzsbFx77bWOaF/ttMTc6t+/v+b+nEp5FOvcOZo2KVd7f+DXXX8Mnb66936vKZYE36WWs38Wc0PcL3Lc+F5XGZ1gKrzoamV48MEHMXz48ID7pKSkICkpCYcOHbK1//rrrzh69GhY43+6d/fldL/77ju/F0KxsbGIjY11tEdHR7vmzQPUzedblc9Hd+5gj+fvmEDH1bXfSU1RF9/vVLVCfb/UtPeVm97roT7PkC6EJk2ahCeffBINGjSwRUt0Zs2aFdIDA0BCQgISEpzpilNdfvnlOHbsGL744gt07doVALBu3TqUl5ebFzehyM3NBQA0b9485GOo7tAty6HqENkHVav7/YX095+yn+4+e20iNWCyIoOpOQCbah+52LFugWTd4ONBVlOqkRKT6SnpUt/N5oQeZtOEw88AADYi3WxTi60uvybDbJsF6/+wpf/2pcb2LmxvnTvZuM3xV0dMt5SPb5sDo2unkC6EvvzyS3PQ0Zdfful3v6pagPXCCy/E9ddfj9GjR2P+/PkoLS3F2LFjMWTIEHPG2P79+9G7d2+8/PLLSEtLw65du/DKK6+gf//+aNq0KbZt24aJEyeiR48e6NSpU5BHJCIiIjcI6UJo/fr12u3q9M9//hNjx45F7969ERUVhcGDB2PevHnm/aWlpdi5cyeKi4sBADExMcjJycGcOXNw4sQJJCcnY/DgwXjkkUci0n+qPrpIjP99A1eutsjoj/omaFWw9njUt9rQvwnz2yO5gfUZC1I5GmISS57x2Tgg7u5ibU6Y7ov+zOlsVYyes9G3vSDdmj7/Ea4CADTFEbNNVp5Wg65VhAkA8I7akJWj5d8JXSVs3ULMXFS1tojoGKFwNGnSJGDxxNatW0NOgEtOTsYHH3xQHV0jIiKiWirsJTaIiIiI6opaExEi0pGpLSsEHbhuiX2gZrCaQdDcr45xDrq2P842xzllOoyVZ6mu0lV3t7/3NSnpePE5UIWe5UKrWdbnac4yXxos87aJZtuHZhqsAKdaWGydu+hmqxq1OTA666jV1scYqJ0nz+BM69k/87oFWIOlAqmmYESIiIiIXIsRIarVKrLeV7Bvpup4/RRfuS2nyuv2c9JFsOx9yLXd5+8Yopoo9AHCD4htY5C0XM9LRYdksHSlmO17qW886HzcYzb1wEcAgMHLVpltKmJUEGetL7Z6gJimf6MxrvQHUcE6R0WerMkQ9uiO7zPu8VjT63URYUZ6aw9GhIiIiMi1eCFERERErsXUGNVq4aSNVChbH8bWDe7Up6d0g6WtAda6QdVWmNxfKq60tBSrVq1C//79ER0dzXQY1UqBUtX6zxBgVpROFempPCPtdIVYOWCEuH+hLxedON1aekktoDrhtmfMtim7fSsd9EsRaa4bxTrjxnnsS4Wda9wONFu8XistZ6XMN4s2NRmCn9XaiBEhIiIici1eCBEREZFrMTVGtVp4oWi1WKKsE+S/1of/5Td0tYf2O/ojj7e2HxBtKsRunaekpL/f/gTrJ8PyFAmBZl76u9/uM99NN5GyVts/iN2SxPaNvpvNU61FV/tN980+S0S+td9TvtTX6pViptifxHky1YZYYDXVeOy8z8SOuvUpnTPJqHZiRIiIiIhcixEhco3Ti5joFlhMc+wla4vovzGKhSVVrZQC65iYmCUAwutr8EHijBhR5Qv1fWUOlpZBlbxtzh1Xag7uIrY/12y/aA18/gYdAACrN4rojyrlI88ty4PhKBzyVJv1+T2dxZI58aHmY0SIiIiIXIsXQkRERORaTI2R6+gHb7bUbPsbAKnul4Ou1SDoz6CnqT1U4H8QabBQfDjhdobjqSoEel/pawbpa2yZCs61tuONmkE5ItU8VwymPmjcdjfXtsHe59v7Np4W51T1iOTjNRc5OlW7KE/UKzI+w7LemH2CRXj4+av5GBEiIiIi12JEiFwn1ArUZsVbAMBzYtv4dhkvzmMOeJbfeuVgaudCrfr9Whp9lJVs/VXkJYqc0Afhq/e8eJ+niuiObuD0aOP2RrHfO+L+zsZtgTg23/jMdBP7mZGeH/Vdy1OR18Cfq2BRWWs/Rn9qI0aEiIiIyLV4IURERESuxdQYkYOqEm0t8ujxDHTuViB/UCF4f9Vo1bZMA6hUgbNCtcdjtYVXpZeoeugWU7Xeq7oFh0UBH1s6zPhsxIumTKOWT6ZIaaWKz1NnTZs6fZ6mSnSiWLA1Vz4LlYqWA6MfN26tvYIt1Ey1GyNCRERE5FqMCJGrhT7gUzd9VkZ81GBqGTmS0Rt1fnmMZhAplhu3sqqt8xu3LjJk+8YNfUSJqLJY70FnhXU5uFi3pp592/hsFcjzGJ+TKSKSkynuHmLcThFtakr9ATkQ24gs5cnB0s61BvWRVrmfMyJEdQcjQkRERORavBAiIiIi12JqjFwn1AHH/uv3qLC+HPCpUmKiOq4tZWCE6FNFqD9Pbch02amPYX9se/or0DFElcP+ObBSv/o0bT+jTb5P1edAfjYCLz5s+lz32QAAY99MXf0f3THLNW2Sc3C3xIVT6zZGhIiIiMi1eCFERERErsXUGLnO6Ye2VahfzioZZJxb1h5yzk5BnqgzpGqcyLon2plkzvPoagvVlnpDoc/Uo5rA3+9Jl6b1JKgtzawwW8pKLj5spI3jrZlZ3sPqMaz0s33ZGV3dLudjq/o/siaQfWbncmM/LlzsZowIERERkWsxIkSucTqLROoqz9oHUPu+mXoSZL2RB8S2qmOiW2yyu9WmBlPn6QabWvvKb8rqG679G7pzEGmo9YhO99tvsIGl/HZdtaoy4ibfY1bF6KNWmxnJkVEX3eQCGeU0BlGLwdJWBCfYRAFdDS7Z381GX/XR0kCfA4nv2bqNESEiIiJyLV4IERERkWsxNUauEX54219dHl3tEqOt4KhoEzWDzJSXZrHJPqIpR9UbErVMbIOpVf0VXZ0hfX8DLYUQeH+9YIOymUaIrFBff12dLPvSGOq9qq/Bo0sRWykt8V5MNfpjS/cOEttqeRqZSlbk0hi693ew2lkqbax/T3PgPgGMCBEREZGLMSJEdArdAEp9lWndIpJyirCIDtkWfVSMb9w5oinVOD7PT1Qm3vjmWiD7q/roHMjqa1fncn57rsg34YoMNtUdz2/h1S/Y70lfRVpGQHUV1uHnfkOeLsopo0PqceRUeOPcfaxjvNly+rw63hp0Hfj9JI9llWiyqzURoaeffhrp6emIi4tD48aNQzrG6/Xi0UcfRfPmzVG/fn306dMH//nPf6q2o0RERFRr1JoLoZKSEtxyyy247777Qj7mz3/+M+bNm4f58+fjs88+Q4MGDdC3b1/88ssvVdhTIiIiqi1qTWrs8cd94czFixeHtL/X68WcOXPwyCOP4OabbwYAvPzyy0hMTMSKFSswZMiQquoq1VCBKjCHU1nWCsvrBk37q//jP43g9XZCaWkpVq1ahYwMdZ8cOCoWqCxwpjasAaoPiDY5KLvlKbeAx6MGYAcbbCqr9E6z3drpXgvZR6YjKkuwSuK61zf4MaMcbep3r0+zAvYKzYoaWC3e+1OMiQKZctC/fL+oxVg178UcmZ7Wpej2i/t1kwKcdYQkpmkJqEURoXDt2bMHBw8eRJ8+1pScs88+G927d8emTZsi2DMiIiKqKWpNRChcBw8eBAAkJiba2hMTE837dE6ePImTJ0+aPxcWFgIASktLUVpaWgU9rVnUc6yLz7WkZCoA/XPTtan9Afs3YdUeE7NE8yjyW6usnut/6rovohMN4GZYESXnOmY+aqqxc70kxIvp+gVy4Kk6/jk4yf6qb/7+phr7vtGXlFhfLmJicjT7BR6QW93vLfl7KikZpu1LbXq/697H8r0a6L3s73nqf2f7jftkJEe+j9UAZHF/vCaykqmJoPYRFdadbyEEnpBg/R5jYnSDtzeL/QK/Voq8PyZmut/9arPa+F4/XaE+14heCE2ePBkzZswIuM/27dvRvn37auoRkJmZaabhpDVr1iAuLq7a+hFp2dnZke5CtVq1alWV7FsX2Z9/zGkeX738Pbbb3u+1nfV7bBPifqfzGHWLm97rxcXFIe0X0QuhBx98EMOHDw+4T0pKSoXOnZSUBADIz89H8+bNzfb8/Hx06dLF73FTpkzBpEmTzJ8LCwuRnJyM6667Do0aNapQX2qT0tJSZGdn49prr0V0dHSku1MNcgEA/fv3D2k/+766iFDdZ3+ttF/nwzi+Oli/p1Mf233vdyk30h2oMOv3uD3E/cKRexrH1lxufK+rjE4wEb0QSkhIQEJCQpWcu02bNkhKSsLatWvNC5/CwkJ89tlnAWeexcbGIjY21tEeHR3tmjcP4J7nG+rA0lAHWOvrDQFW2N5KCVj1f+TA5kBpLHlOWe3XSFfYqlrL1JpipdO83k7GY8u0h9r2N/DZ165SB/Z9nYOqJVnjyEpV6Qdqh/o7OfU+f/fLwb7+1PT3e0UGm+vTXeHUBFKvm79BzprByQXGezle1tMyjBDpsCzdpALde1ayHlu9B+2fy+WONuu+0F+/uj5wuqa/1ytTqM+z1gyW3rdvH3Jzc7Fv3z6UlZUhNzcXubm5KCoqMvdp3749li/3fRg8Hg8mTJiAp556Cm+//Tby8vIwdOhQtGjRAhnW1BwiIiJysVozWPrRRx/FkiVWiPviiy8GAKxfvx69evUCAOzcuRPHjx8393nooYdw4sQJjBkzBseOHcOVV16J9957D/Xq1avWvhMREVHN5PF6VYCedAoLC3H22Wfj+PHjrhkjtGrVKvTv39814VN/wgmn69MQVsrA6+1n7Lcw4H5miiJepBFstYN0tVsMqSIdkSfTZKoOUeA6LJbummODHSOfgyZtp539Y/UnWPpKt8CnrvZNuGmNUN7vp1Nrxt+yJ5X9OKGeJ/hSKKJ+lZqFWCBTtzJ9FSx1dirxHrC9vxc67reWbpHnDm05Ddas0nPj3/ZQ//+uNakxIiIiospWa1JjRNUtnMq9wY7xeAINXpZ1T4YhOjra/s19rni8XOM2Sxfx0QxQBWB+c48XTQXGN+0p4pt5ZuColrUgrIxqDYKTLvKkG5irHyytogAqiibpoyqyYnZoi7+GU2n4dKIKuv5WV8RC/zh+Bkibi/mKCEyB2le+r+T72HgPyujOAOM2SxclEo9XsFBzf+DfY0UqwhOFghEhIiIici1eCBEREZFrMTVGFIKK1W7RDRyV6aDNjraYGDWIURw73t9CroY+RvolV7aJ5TZyjBTGaNGWZKQzbhRzJZKM5yhXoPnc+XBIFOkes56iTNXp0mWyLpJ6La3nZS0cC9HmHFiue33ti4I6B9f6S1cqGRm5sF68QEuh6Afu6qUZj22ljXQDvqtCsDpOFtEPc0C0bjFU8bxTxe8+zzimuXhfZanzyAH3inzNAn82TqcWENNlFC5GhIiIiMi1GBEiqiLBBspa+00zp7ZmZKhv3/4iE+pbtfhGnaMZfCxXvhhh9CNJtKkAwUERihllRIfuEW2yu+qYvqItWbWJqMAQGUFQERHxLT3vcWcbdFEvK6rg9frOb48K6AZOy6jDQOMY57l1bfbjZSRHs2ho0GrIasFSOX0+1Kiic8p9qIOHZd/sg811A9P9LRB86jFivzzNVPo8zbllZWmz/IMs/aBfTFWp7EHrRIEwIkRERESuxQshIiIici2mxogqgVUJVw4A1lUVDrbQpWpzpnicxysqhSTSUyPE3Ss1h3Qzbm+0mlql7AQA7H28vdWWvsPc3vuD0f60OE+icXupGHQ9V6RkFp6yHwAcUDVrZHpKpLlSjds8K8VmDaZ+QLSpAdqfifP4S78oxusaL9IstsrJLY1z69JTujZ5bvl4KnVmVdm20lf6PgYe5OysUi7p0mT22lW6quByUPtnp+wn+z5Q0xZEgW7SgL1elqpyrFuEtyKV3Jk6o4piRIiIiIhcixEhokoUbD0p+1TvhcZtsGrI8lu4+nYtBviqNaH+JHZ7Umwb1X4zF010nDlfhGoWFht9E4GaI13i5c4+862mtPQPAQCbN/aw2sZ9aG5/M6oDAODhOCuMNGXebN/GSvFa5YpO5Rm3I5yRD2TJH44677dRkTIZMTJevwLRNEIM7F1pbBfIaJRmGn+C2pJRF7FOl1ntW7OOnC3y4RyUHWwQuIr02KNAzkrO9veaeo/J/sjXRb1WssyBbsC+bFPH/Kjpp7O6uL6UQK7mMYJXjg40vZ6RIQoXI0JERETkWrwQIiIiItdiaowoQnSDcC36BUm1g6kLjLbxmlQSYNYPerr4YbOpKNeX8spMt9JlA+N8KbilSaPNtqvirDTX6m6+wbUNu1h5pVFGHi0/vZnZtnmZlSZTdYam/DDb2S9djSLpB7Gt6iKlyh2MlGCeSMNMEWkuVSH7B/G6qMe8QpwmSwyWNuvf6BaOlbVx1IYmRQkABWogskw/OdnSovHOAffOPljb9v2cg/B1NYx09YZ8ZEpM2azZT74vP9O0+a9X5K92k0qZne5itEyJUUUxIkRERESuxQshIiIici2mxogizkonlJRMRXR0dIAUhrFvvJhZVGDMnhITvGyzot7x3RQdFDsYtYWe3muly5rG+Q5q+Ih18ECsMLfbpX8LQMwuA3AETX23xda5+932prm9upORIlph1RlKS/kIALB5qpVC67fIOuYb+Gaa7Z1q1TNSM99sC8IqeSJlJReJzTVuxQwwJBtpMvlavSWOv1c9nmjLUrPT5Cw1NVPK3wKq6vnIVJGaVean7lGBbhac8/y6VJI+lWc9tjUjbZqjzf/j7bc9nj+hLzSsT6HpZ8FxBhhVH0aEiIiIyLUYESKqgfwvqGmQUQ6zTXwbTxURjTwj0nBADOY1xkMXPWWFRgZO9w2W3hnXzmx7GlPN7fdwPQDgSFxTsy3DqHF0QdxOs+1bWMe32+aMIjU1wlWtpltVq4+IEM3ejUYkaJSoVq3IBWHVgq+fWE2qrhEAbN59lXGMJqLRxdkEAA0/9fVNvi4mORh6tLGd6eecOer5it+TOl7+nnCu2FZRJqvis26xWY9H1e+R55HPUbdIrBpA7a9mlW4RWbVArXyvBV68NdRFYtUiw77K0tMdxzASRNWJESEiIiJyLV4IERERkWsxNUYUYV7vNDNVoOd/wCwgB72KtIUcQKxjpHRaea301NJ5Rr5MDkjubG1emPy9b+Neq61gmy9N1gMfmW1y2Y6BRupMLrHxNHwDtGU67JviDuZ2v3TfQGM1aBqwBmMPzLaWGykwBmqvnmqlkj5t39PcbpOyHQCwd4AYdK08YqXdMlMmmdtTlvnqHdkGjBspw6WewdbxmUaaa5dI37X9r7WdatyfKFJWOZqUVR/xe8qRS1X4qLSUfpCzHESvSZXa6BZdDbwAsG6QtH7h2ccd9wdaAgPwTQqwzsM0GEUWI0JERETkWowIEdVA/gaOqnbd/fZBrWJqtJpqP1rcnemrprx3o4hIdDNuxRf0CdOfMbfn7P4jAOCubda51WDpwVOtaJa3jxjQ3MJ3M7G9NapYnWdCygyzbfNT1lT6HtN90aVR4jksjPM9h6tE5Gk5MnyPN9R6PM8OK0JzV/pLvo1x1jFmFGm3NW39AlgDvdNuswZbK0tHGi/cFKtNRYyKFopB1bvOsbbfUR0XJ0o1fg+Joi1HN/VcDqD2DYzWR2Lk71sOcva/6Kq/6It+er3uGN1gaV2VaGd/Tx0s7ewDB0tTZDAiRERERK7FCyEiIiJyLabGiGoQVVMlWGpAX2dIV10YVs2hl+TgVyPFsUWkxnKN20utpjnzJpvbH4zzpWk2It1sG+wxUmJi0LDnHTEQ+Rrfoq4qHQYAC1KGAQAmFc+yzj29u7n9B8wEAPwRVlquHXz1iFQ6DLAGW3tiys02Mx0G4EP46gjJ6thmai3Feo4zYD1Hs/bQQivd1vB5Iw021kqDmdtyYdgbxXaucZsHJ5ka6yN+zzlq8VcxaFoNps4JVLEZsP/uVf0fXeVoPZlGs9qc70HdoG17Ck7XFlqVaKbDKFIYESIiIiLXYkSIqAZRa435E/hbs34tJ3Mwa8E20WZEh8aL9a1U5ePPxJTw7lZkpOeNnwIA7kqxIg0NTxjRkpVi0PCN1vHzcY/jmDEbX/ZtJFn73ZD0rrl9VZxvwPIkWBGje/EiTrVcTa8X0ZuC6VbVaxUJugrOAdD+pvs3TfE9n4HTVzj7K4MmVxi3/qbP9zFey7nimFzjNku0jZC9UoOkRURIM+VeVy5BP119ufhJRYkCD0gOZ8Cybvp8sCgSUU3EiBARERG5Fi+EiIiIyLWYGiOqk+Tg2c2aNsMIMVh6i3ErFzaVtYfa+tqXvioaxxq3fxL7iVTV3nd8VZ2XzreqO3+Q7hsY3XPeZ2bbw+OsytPLYdX4Uabs9qXJZIptz9ELAQBRIhW3eplVZTr+Nt/AaZkGW2jkt5riiNn2x6NzzO1G9Q77zpNrnadhF036Ty30+pR4raR84/ZJ0dZFs99K+YNa1PUz0eZLf+kGJIfDqhItK5IHXhiVg5zJLRgRIiIiItdiRIiolgt10Ku9ErERaVjUSRxjRBrklO8czaDrId1FmxHFGC+a5ADgPGMw9jtNzKaePxgRD7Gm2ZSNs83tVum+9c/U+mKSqmQNAFG/90WC7lpkTZlfutGKVqnK1G2K95htTeN80Z1EHDLbxvR62XqAh43bZKvJrB4tp71fYQw8T5VruolBzonG880Tg9Hz1Wsg2gqs18UqQz0IpwpnkHOg/U73flZ/prqIESEiIiJyrVpzIfT0008jPT0dcXFxaNy4cUjHDB8+HB6Px/bv+uuvr9qOEhERUa1Ra1JjJSUluOWWW3D55Zfj73//e8jHXX/99cjKsgp3xMbGVkX3iGoUfdpCt2Cmjp8K1fHGQNsCmYZRA5tFikgOAB5hpH6SrKY3busPABj8vrVQq6wptHd3O9+GrO5sLHI6eJ44xqjqvLxYDK6+2docengJACsdBgB7N/oGbe/9wRq8babDADQc4FxMdcI4X4XrOddaFaixK9V32xaCeA3UYGmI1JdKOcaLNlttJ5USe060+Z6brqKzVFlpqorUBKpIukxVUAdymWKjiKs1F0KPP+77sC1evDis42JjY5GUlBR8RyIiInKdWpMaq6gNGzagWbNmaNeuHe677z4cOXIk+EFERETkCrUmIlQR119/PQYNGoQ2bdpg165dmDp1Kvr164dNmzbhjDPO0B5z8uRJnDx50vy5sLAQAFBaWorS0tJq6Xckqefohudak1TH615SMszcjolZEuDxNottuXirpn5NvJEOKpAzocT9WWomlZWWGzxepbdkWkiklbKMc42wUkhFNxupKpmVM2aqFTX4yWp71Upp7Z1npL9EnSGoLIyYFYa+1qb5OPlW2xy1KOsAcUzb94wNzaw6AObzkRPf1OK38vXxuyyK4pslJ5fLKCmZCkCmlyrvfaPOHc45K3LMiRN/QHZ2Nq699lr+rakmbvzbHupzjeiF0OTJkzFjxoyA+2zfvh3t27cPuI8/Q4YMMbdTU1PRqVMntG3bFhs2bEDv3r21x2RmZpppOGnNmjWIi4urUD9qo+zs7Eh3wZWq+3VftWpV8J2oRtH9zmrr75F/Z6qfm17z4uLikPbzeL1eb/Ddqsbhw4eDpqpSUlIQExNj/rx48WJMmDABx44dq9BjJiQk4KmnnsI999yjvV8XEUpOTkZBQQEaNWpUocesTUpLS81vaoEW/6TKVZNedxlpkN/2VRTJXudG1M4xyYiSESWJFxEfFVmKF6uY2qIkKrokBhX30TxMjnFri7qIyJSKKK3U3C8HLHcR9+catzL6k2VEruRzUMfkyKiWeN6pxnPLC6cKtP/B7PL3oOPvd1ZT1aT3u1u48TUvLCxEfHw8jh8/HvD/74hGhBISEpCQkFBtj/fjjz/iyJEjaN68ud99YmNjtTPLoqOjXfPmAdz3fGuKmva616S+uFk4v4fa9Durae93N3DTax7q86w1g6X37duH3Nxc7Nu3D2VlZcjNzUVubi6KiorMfdq3b4/ly3259KKiIvzhD3/Ap59+iu+//x5r167FzTffjPPPPx99+/b19zBERETkIrVmsPSjjz6KJUuWmD9ffPHFAID169ejV69eAICdO3fi+PHjAIAzzjgD27Ztw5IlS3Ds2DG0aNEC1113HZ588knWEiJXsi/D4BsEbV/MM9gimyp1I+vcqAHCfgZYq/YCuRSFkVqT9YjixWOay06ItFPOub7bPiKlZZTywQHZR7FgaZZaCkQuY/Gm8RiijzmaxWjl4G1oBoTnqJSgfN6CmRKzzq0WPpV1gHSLqep+J/olU7jcBVFlqDUXQosXLw5aQ0gOd6pfvz7ef//9Ku4VERER1Wa15kKIiE7P6S7CqaeiRLqoimxf6GizV0t2Rqu0kSVb9EY99iDnfjZykVjj+BH9rKas1XDIkudR53/T8dj+noMVtVmovT/UYwJVcmYUiKhy1JoxQkRERESVjRdCRERE5FpMjRFRSAKlYsIZuOvxrA54jJUa0lVd1lVylrWMxAKsZprMuYgpsmSaSlaEVqk3mRpTKTErBef1NjH6Gux57w9yv07gxXGZEiOqXIwIERERkWsxIkREp81flEI3sFdNIwf6if3kYOrAA5Gd55GPJwc+6wZyL9e0OQdYhx51sc6jiw4Fj46FPwWeg6WJKhcjQkRERORavBAiIiIi12JqjIiqTKA6OOHsp6uxo388mS7TVXK2P05paSlWrVqF/v37Izo6Wtu3wAIPhg6W+grWpk8tMiVGVJkYESIiIiLX4oUQERERuRZTY0RU5YItG6GjTxuNcrT5r0fkP83lvC83aN+CzQqryKyxYJgGI6p6jAgRERGRazEiRERVThfJqbxz66MmoUZTVqzoYg6WVioS3WH0hqh2YkSIiIiIXIsXQkRERORaTI0RUZ2kBmjr0nIqjaXqCPm7P7zHC3+5DCKKPEaEiIiIyLUYESKiOqkqB2jrH49RIKLaiBEhIiIici1eCBEREZFr8UKIiIiIXIsXQkRERORavBAiIiIi1+KFEBEREbkWL4SIiIjItXghRERERK7FCyEiIiJyLV4IERERkWvxQoiIiIhcixdCRERE5Fq8ECIiIiLX4oUQERERuRYvhIiIiMi1eCFERERErsULISIiInItXggRERGRa50Z6Q7UdF6vFwBQWFgY4Z5Uj9LSUhQXF6OwsBDR0dGR7o5r8HWPDL7ukcHXvfq58TVX/2+r/8f94YVQED///DMAIDk5OcI9ISIionD9/PPPOPvss/3e7/EGu1RyufLycvz0008466yz4PF4It2dKldYWIjk5GT88MMPaNSoUaS74xp83SODr3tk8HWvfm58zb1eL37++We0aNECUVH+RwIxIhREVFQUzj333Eh3o9o1atTINR+WmoSve2TwdY8Mvu7Vz22veaBIkMLB0kRERORavBAiIiIi1+KFENnExsZi2rRpiI2NjXRXXIWve2TwdY8Mvu7Vj6+5fxwsTURERK7FiBARERG5Fi+EiIiIyLV4IURERESuxQshIiIici1eCJFf33//Pe6++260adMG9evXR9u2bTFt2jSUlJREumt12tNPP4309HTExcWhcePGke5OnfXCCy+gdevWqFevHrp3747NmzdHukt13ocffogBAwagRYsW8Hg8WLFiRaS7VOdlZmbi0ksvxVlnnYVmzZohIyMDO3fujHS3ahReCJFfO3bsQHl5OV588UV8/fXXmD17NubPn4+pU6dGumt1WklJCW655Rbcd999ke5KnbVs2TJMmjQJ06ZNw9atW9G5c2f07dsXhw4dinTX6rQTJ06gc+fOeOGFFyLdFdf44IMPcP/99+PTTz9FdnY2SktLcd111+HEiROR7lqNwenzFJaZM2fib3/7G3bv3h3prtR5ixcvxoQJE3Ds2LFId6XO6d69Oy699FI8//zzAHxrCiYnJ+OBBx7A5MmTI9w7d/B4PFi+fDkyMjIi3RVXOXz4MJo1a4YPPvgAPXr0iHR3agRGhCgsx48fR5MmTSLdDaIKKykpwRdffIE+ffqYbVFRUejTpw82bdoUwZ4RVb3jx48DAP+OC7wQopB99913eO6553DPPfdEuitEFVZQUICysjIkJiba2hMTE3Hw4MEI9Yqo6pWXl2PChAm44oor0LFjx0h3p8bghZALTZ48GR6PJ+C/HTt22I7Zv38/rr/+etxyyy0YPXp0hHpee1XkNSciqkz3338/vvrqK7z66quR7kqNcmakO0DV78EHH8Tw4cMD7pOSkmJu//TTT7j66quRnp6OBQsWVHHv6qZwX3OqOvHx8TjjjDOQn59va8/Pz0dSUlKEekVUtcaOHYt33nkHH374Ic4999xId6dG4YWQCyUkJCAhISGkfffv34+rr74aXbt2RVZWFqKiGESsiHBec6paMTEx6Nq1K9auXWsO1C0vL8fatWsxduzYyHaOqJJ5vV488MADWL58OTZs2IA2bdpEuks1Di+EyK/9+/ejV69eaNWqFf7yl7/g8OHD5n385lx19u3bh6NHj2Lfvn0oKytDbm4uAOD8889Hw4YNI9u5OmLSpEkYNmwYunXrhrS0NMyZMwcnTpzAiBEjIt21Oq2oqAjfffed+fOePXuQm5uLJk2a4Lzzzotgz+qu+++/H6+88greeustnHXWWeY4uLPPPhv169ePcO9qBk6fJ78WL17s9z8Gvm2qzvDhw7FkyRJH+/r169GrV6/q71Ad9fzzz2PmzJk4ePAgunTpgnnz5qF79+6R7ladtmHDBlx99dWO9mHDhmHx4sXV3yEX8Hg82vasrKyg6Xq34IUQERERuRYHfBAREZFr8UKIiIiIXIsXQkRERORavBAiIiIi1+KFEBEREbkWL4SIiIjItXghRERERK7FCyEiqvO+//57eDwes0o3EZHCCyEioio2fPhwc10zIqpZeCFERDVWSUlJpLtwWsrKylBeXh7pbhBRALwQIqIao1evXhg7diwmTJiA+Ph49O3bFwDw1VdfoV+/fmjYsCESExNx1113oaCgwDzuvffew5VXXonGjRujadOmuPHGG7Fr166wHrt169Z48skncfvtt6NBgwZo2bIlXnjhBds+s2bNQmpqKho0aIDk5GT87ne/Q1FRkXn/4sWL0bhxY7z99tvo0KEDYmNjMXLkSCxZsgRvvfUWPB4PPB4PNmzYUPEXiYgqFS+EiKhGWbJkCWJiYvDJJ59g/vz5OHbsGK655hpcfPHF2LJlC9577z3k5+fj1ltvNY85ceIEJk2ahC1btmDt2rWIiorCwIEDw47GzJw5E507d8aXX36JyZMnY/z48cjOzjbvj4qKwrx58/D1119jyZIlWLduHR566CHbOYqLizFjxgwsXLgQX3/9NebNm4dbb70V119/PQ4cOIADBw4gPT399F4kIqo0XHSViGqMXr16obCwEFu3bjXbnnrqKXz00Ud4//33zbYff/wRycnJ2LlzJy644ALHeQoKCpCQkIC8vDx07NgR33//Pdq0aYMvv/wSXbp00T5269atceGFF2L16tVm25AhQ1BYWIhVq1Zpj3n99ddx7733mtGpxYsXY8SIEcjNzUXnzp3N/YYPH45jx45hxYoV4bwcRFQNGBEiohqla9eutp///e9/Y/369WjYsKH5r3379gBgpr/+85//4Pbbb0dKSgoaNWqE1q1bAwD27dsX1mNffvnljp+3b99u/pyTk4PevXujZcuWOOuss3DXXXfhyJEjKC4uNveJiYlBp06dwnpcIoqcMyPdASIiqUGDBrafi4qKMGDAAMyYMcOxb/PmzQEAAwYMQKtWrfDSSy+hRYsWKC8vR8eOHSt1sPX333+PG2+8Effddx+efvppNGnSBB9//DHuvvtulJSUIC4uDgBQv359eDyeSntcIqpavBAiohrtkksuwRtvvIHWrVvjzDOdf7KOHDmCnTt34qWXXsJVV10FAPj4448r9Fiffvqp4+cLL7wQAPDFF1+gvLwczz77LKKifMH01157LaTzxsTEoKysrEJ9IqKqxdQYEdVo999/P44ePYrbb78dn3/+OXbt2oX3338fI0aMQFlZGc455xw0bdoUCxYswHfffYd169Zh0qRJFXqsTz75BH/+85/x7bff4oUXXsC//vUvjB8/HgBw/vnno7S0FM899xx2796NpUuXYv78+SGdt3Xr1ti2bRt27tyJgoIClJaWVqh/RFT5eCFERDVaixYt8Mknn6CsrAzXXXcdUlNTMWHCBDRu3BhRUVGIiorCq6++ii+++AIdO3bExIkTMXPmzAo91oMPPogtW7bg4osvxlNPPYVZs2aZU/g7d+6MWbNmYcaMGejYsSP++c9/IjMzM6Tzjh49Gu3atUO3bt2QkJCATz75pEL9I6LKx1ljRETwRW0mTJiACRMmRLorRFSNGBEiIiIi1+KFEBEREbkWU2NERETkWowIERERkWvxQoiIiIhcixdCRERE5Fq8ECIiIiLX4oUQERERuRYvhIiIiMi1eCFERERErsULISIiInItXggRERGRa/1/gqxh0ikcOYQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sampling (if necessary)\n", "START_SAMPLE = 0\n", "sps = sig_rx.sample_rate[0] / sig_rx.symbol_rate[0] # CHECK FOR INTEGER SPS!!!\n", "sig_rx.samples = sig_rx.samples[0][START_SAMPLE::int(sps)]\n", "sig_rx.plot_constellation(0, hist=True, tit='constellation after EQ',fNum=8)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Carrier phase estimation / recovery" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# CPE\n", "viterbi = True\n", "# ...either VV\n", "if viterbi:\n", " cpe_results = skc.rx.carrier_phase_estimation_VV(sig_rx.samples[0], n_taps=31, \n", " filter_shape='wiener', mth_power=4, \n", " rho=.001)\n", " sig_rx.samples = cpe_results['rec_symbols']\n", " est_phase = cpe_results['phi_est'].real\n", "# ...or BPS\n", "else:\n", " cpe_results = skc.rx.carrier_phase_estimation_bps(sig_rx.samples[0], sig_rx.constellation[0], \n", " n_taps=15, n_test_phases=45, const_symmetry=np.pi/2,\n", " exec_mode='auto')\n", " sig_rx.samples = cpe_results['samples_corrected']\n", " est_phase = cpe_results['est_phase_noise']\n", "\n", "f = plt.figure(9)\n", "f.clear()\n", "plt.plot(est_phase)\n", "plt.title('estimated phase noise')\n", "plt.xlabel('time / symbols')\n", "plt.ylabel('phase / rad')\n", "plt.grid(visible=True)\n", "plt.show()\n", "\n", "sig_rx.plot_constellation(hist=True, tit='constellation after CPE',fNum=10)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Synchronizatin and quality metric estimation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EVM: 10.67%\n", "real SNR: 20.00 dB, est. SNR (from EVM): 19.44 dB\n", "BER = 0.00e+00\n" ] } ], "source": [ "\n", "# 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", "# estimate SNR\n", "snr = skc.utils.estimate_SNR_evm(sig_rx, norm='rms', method='data_aided', opt=False)\n", "print(\"real SNR: {:.2f} dB, est. SNR (from EVM): {:.2f} dB\".format(snr_set, snr[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 = {:.2e}'.format(ber_res['ber']))\n" ] } ], "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 }