diff --git a/tests/filter.ipynb b/tests/filter.ipynb deleted file mode 100644 index 8105df2778f3a24d1ad8dad5ee29179ad050cca8..0000000000000000000000000000000000000000 --- a/tests/filter.ipynb +++ /dev/null @@ -1,298 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "editorial-primary", - "metadata": {}, - "source": [ - "# Filter" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "considered-stroke", - "metadata": {}, - "outputs": [], - "source": [ - "import lisainstrument\n", - "import logging\n", - "import numpy as np\n", - "import scipy\n", - "\n", - "import scipy.signal\n", - "import scipy.signal as signal\n", - "import matplotlib.pyplot as plt\n", - "from numpy import pi, cos, log" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "phantom-steps", - "metadata": {}, - "outputs": [], - "source": [ - "%config InlineBackend.figure_format='retina'\n", - "plt.rcParams['figure.figsize'] = (13, 7)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "intelligent-petroleum", - "metadata": {}, - "outputs": [], - "source": [ - "def nuttall4(point):\n", - " coeffs = [0.3125, -0.46875, 0.1875, -0.03125]\n", - " args = 2 * pi * point * np.arange(0, len(coeffs))\n", - " terms = coeffs * cos(args)\n", - " return np.sum(terms)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "several-kenya", - "metadata": {}, - "outputs": [], - "source": [ - "nperseg = 4000\n", - "window = [nuttall4(i) for i in np.arange(0, 1, 1 / nperseg)]\n", - "\n", - "def psd(x, fs):\n", - " f, psd = scipy.signal.welch(x, fs, nperseg=nperseg, detrend=None, window=window)\n", - " plt.loglog(f, psd)\n", - " plt.xlabel('Frequency [Hz]')\n", - " plt.ylabel('PSD [/Hz]')\n", - " plt.grid()\n", - " return f, psd" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "neither-monitor", - "metadata": {}, - "outputs": [], - "source": [ - "lisanode_taps = [1.7370496192150388e-12, 5.3973042628503018e-12, 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2.9960345565464502e-10, 1.7983319933162832e-10, 1.0327860928816974e-10, 5.6220105475485999e-11, 2.8599277001513139e-11, 1.3284086389101661e-11, 5.3973042628503018e-12, 1.7370496192150388e-12, ]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "contemporary-canon", - "metadata": {}, - "outputs": [], - "source": [ - "def design_filter(attenuation, freqs, fs):\n", - " nyquist = fs / 2\n", - " normwidth = (freqs[1] - freqs[0]) / (0.5 * fs)\n", - " numtaps, beta = scipy.signal.kaiserord(attenuation, (freqs[1] - freqs[0]) / nyquist)\n", - " cutoff = (freqs[1] + freqs[0]) / (2 * nyquist)\n", - " return scipy.signal.firwin(numtaps, cutoff, window=('kaiser', beta))" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "renewable-mistake", - "metadata": {}, - "outputs": [], - "source": [ - "def firwin_kaiser_lpf(f_pass, f_stop, d_stop, fs = 1.0, N_bump=0, status = False):\n", - " \"\"\"\n", - " Design an FIR lowpass filter using the sinc() kernel and\n", - " a Kaiser window. The filter order is determined based on \n", - " f_pass Hz, f_stop Hz, and the desired stopband attenuation\n", - " d_stop in dB, all relative to a sampling rate of fs Hz.\n", - " Note: the passband ripple cannot be set independent of the\n", - " stopband attenuation.\n", - " Mark Wickert October 2016\n", - " \"\"\"\n", - " wc = 2*np.pi*(f_pass + f_stop)/2/fs\n", - " delta_w = 2*np.pi*(f_stop - f_pass)/fs\n", - " # Find the filter order\n", - " M = np.ceil((d_stop - 8)/(2.285*delta_w))\n", - " # Adjust filter order up or down as needed\n", - " M += N_bump\n", - " N_taps = M + 1\n", - " # Obtain the Kaiser window\n", - " beta = signal.kaiser_beta(d_stop)\n", - " w_k = signal.kaiser(N_taps,beta)\n", - " n = np.arange(N_taps)\n", - " b_k = wc/np.pi*np.sinc(wc/np.pi*(n-M/2)) * w_k\n", - " b_k /= np.sum(b_k)\n", - " if status:\n", - " log.info('Kaiser Win filter taps = %d.' % N_taps)\n", - " return b_k" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "billion-revelation", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LISANode 253\n", - "Scipy 463\n", - "Scikit 463\n" - ] - }, - { - "data": { - "image/png": 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SVFdXp+OOO04XXHCB3v3ud7vjf/SjH0mSrrrqql2WRYpGo2PabLm7u1vnnHOObrvtNn3605/W97//fUXYH6tgimaYIOknyg4SPmOt/dH2Txpjvivps5K+LukfR3Gebyg7SPiutfbSQef5jKQfDFzn1N28rs1ae/m42wMAAAAYFZvJqNFYbb81oWHO5H7z3VA5V+peJ0lq7Gyc1HMDAABAev/736+zzjpL9957rx588EE9+eSTevDBB3X77bfr9ttv10c+8hFde+216uzs1HPPPae5c+dq2bJlE7pmV1eXTjzxRD3yyCO64oor9H/+z/+ZpK8Go1UUY5uBuxJOlrRG0pU7PX2ZpA5J5xljqkY4T7Wk8waOv3ynp38saa2kU4wxk3sfNQAAAIBRSybXqieSHSRUZqyqq0f/02ijMTe+0OUt3aNeLRUAAABjEIvFdPLJJ+urX/2q7rzzTjU1Nek3v/mNqqqq9Mtf/lJ33HGH2traJEkLFiyY8PVSqZSeeOIJBUGgU045ZcLnw9gVy50J27f3/pO1NjP4CWttyhjzkLLDhqMk/WWY8xwlqWLgPKmdzpMxxqySdNHA9XZe6qjMGPNhSYuVHUY8I+kBa23/aL8IY8zqIZ7ab7TnAAAAAKa7xq25W+sbbERmkm9Nb6jdO/tjRJK29LFqKQAAyL+JLh00HUSjUb3//e/Xs88+q6997Wu655579I53vEOStHHjxgmff86cOfrv//5vnX766TrhhBP0pz/9aVwbN2P8iuLOBEn7DnwcagvwVwc+jrSY6kTO0yDpemWXU/q+svstvGqMOX6EawIAAAAYgy2tuU2R50aH3ixvvObO2tflRpue9PMDAABgaPF4XJJkrVVVVZUOOuggbdmyRU8++eSEz33iiSfqrrvuUl9fn0466SQ98sgjo35tNJrdsKu/f9Q/O46dFMswYfvOG8khnt/++Zo8necXkk5UdqBQJenNkq6StETSH40xh4xwXUmStXb57n4pu5k0AAAAAEmNyTUuN5QGk37+ubPfLGOtJGlbREqnOyf9GgAAADPVTTfdpLvvvluZTGaX5xobG3XNNddIko477jhJ0mc+8xlJ0ic+8Qklkzu+bZvJZLR58+YxXf/YY4/V3XffLWOMTj75ZN1///2jet2sWbMkSevWrRvT9ZBTLMsceWWt/cpOn3pO0j8aY9olXars/gtnFboXAAAAMB01tm9yuaF89qSfP1ZWpVkZqSkqWWPUtO1FzZu/fNKvAwAAMBM99thj+sEPfqCGhga97W1v05577ilJeuONN/SHP/xBXV1dOuOMM/Te975XknThhRfqr3/9q66//notXbpUZ5xxhmbPnq1Nmzbpnnvu0QUXXKDLL798TB2OPPJIt4zSO9/5Tt1+++1uSaWhnHjiibrlllt09tln653vfKcqKiq0xx576LzzzhvX78NMVCzDhO0jqcQQz2//fFuBzrPdT5UdJhw3yuMBAAAAjGBLd4vLc6vn5+Uac02JmpS9hX1L80sMEwAAACbJpZdeqqVLl+rPf/6znnnmGa1atUrd3d2aNWuWVqxYoXPOOUfnnHOOjDGSJGOMfvnLX+qUU07R1VdfrZtvvlk9PT2aN2+ejj32WJ1++unj6rFs2TLdd999Oumkk/Tud79bt956q0477bQhj7/wwgu1du1a/frXv9a3vvUt9fX16fjjj2eYMAbFMkx4eeDjUHsiLB34ONReCJN9nu22DXysGuXxAAAAAEbQmA6l7PeWaqjZMy/XaCip0vOZMHu9QXs0AAAAYGIWLVqkT37yk/rkJz85ptede+65Ovfcc4c9ZuXKlVq5cuUun1+zZs1ujz/ooIPU2Ni4w+dWrFghO7Dk5WDRaFTf+MY39I1vfGPUnbGjYtkz4d6BjycbY3boZIyJSzpGUqekR0c4z6OSuiQdM/C6weeJSDp5p+uN5KiBj6+P8ngAAAAAI9iS6XF5bt1QPwc0MXPLal1uDNfn5RoAAADATFIUwwRr7WuS/qTshsc7j7S+ouydAddbazu2f9IYs58xZr+dztMu6fqB4y/f6TyfGjj/KmutGw4YY/Y3xuxy54ExZomkHw88vGGsXxMAAACAXdlMRltM7ifFGua8OS/Xaaic6/KWzi15uQYAAAAwkxTLMkeSdLGkhyX90BhzoqQXJR0p6QRllyX68k7Hvzjw0ez0+S9JWiHpc8aYQyU9Lml/SWdI2qpdhxUfkHSpMeYBSWslpSTtLek0SeWS/lfSdyb2pQEAAACQpLa2N9QTyf4TvjpjVR2fl5frNMQXSc2PS5Iae1rzcg0AAABgJimaYYK19jVjzOGSvirpVEnvlLRZ0g8kfcVaO6rvAKy1zcaYt0q6TNKZko6V1CzpF5L+3Vq7YaeX3CtpX0nLlF1OqUrZDZofVPYuh+vt7hbZAgAAADBmjduec3muzd+N0nNr9spds69jmCMBAAAAjEbRDBMkyVq7XtL5ozx25zsSBj/XIumSgV8jned+SfePtiMAAACA8WtsedXlhmhF3q7TMPsAl7fYdN6uAwAAAMwURbFnAgAAAICZYUtyrctzS4O8XWf27ANkBm4wbopI6R7uTgAAAAAmgmECAAAAgIJp7NjsckPF7LxdJxarVH0mm60x2tb84vAvAAAAAKaoQq3SzzABAAAAQMFs6W52uaF6QV6v1WBiLjdueyGv1wIAANObMdkV1zOZjOcmwK62DxO2/znNF4YJAAAAAAqmMZ1yeW5iSV6vNbekKnfdttfyei0AADC9lZWVSZI6Olg6EcVn+5/L7X9O84VhAgAAAICC2ZLpcbmhfr+8XquhrDZ33dSGvF4LAABMb/F4XJLU2NioVCqlTCZTsKVlgN2x1iqTySiVSqmxsVFS7s9pvpTk9ewAAAAAMMBmMtoSsZKyt1/PnX1gXq83t3Ku1LVGktTYuSWv1wIAANNbXV2dOjo61NnZqQ0b+CEFFJ/KykrV1dXl9RrcmQAAAACgIFrbXlfvwDqu8YxVVXVDXq/XECxyeUtPa16vBQAAprdIJKJFixZp9uzZKi8vz/va9MBoGGNUXl6u2bNna9GiRYpE8vt2P3cmAAAAACiIxq3PuTxX0bxfr6H2TdIbA9fuY31jAAAwMZFIRPX19aqvr/ddBfCCOxMAAAAAFERjyysuz42U5/16c2fl9mRotH15vx4AAAAwnTFMAAAAAFAQW8J1LjeUJvJ+vfrZ+ysysDFic9SotyeV92sCAAAA0xXDBAAAAAAFsW3QJshzK/K/PEAsVqlZmdzj5uZXhj4YAAAAwLAYJgAAAAAoiKZBmyDXV84tyDXrTW6buKbW1wtyTQAAAGA6YpgAAAAAoCC29ba7XB9fUJBr1kdzezM0hWsLck0AAABgOmKYAAAAAKAgmjPdLtcHexTkmvWxape3pTYU5JoAAADAdMQwAQAAAEBBNNk+l+tr9yrINevLal1u7txakGsCAAAA0xHDBAAAAAB519/Xq5ZB333MmrVPQa47q2K2y03dLQW5JgAAADAdMUwAAAAAkHdtbWvUb4wkKZGxKi2LF+S6s6vnu9yUThXkmgAAAMB0xDABAAAAQN41tbzicr0t3Lch9cHiXIe+roJdFwAAAJhuGCYAAAAAyLum5BqX66NlBbvu4L0Zmmy6YNcFAAAAphuGCQAAAADyrim1weVZJVUFu259XW5vhqaIlc1kCnZtAAAAYDphmAAAAAAg75o6trg8u7SmYNetrJ6jioyVJPUao1RqY8GuDQAAAEwnDBMAAAAA5F1TV5PL9RX1Bb32bGtyPVpeLei1AQAAgOmCYQIAAACAvGvqTbo8q6qhoNeuj5S63Nz2RkGvDQAAAEwXDBMAAAAA5F1TX6fL9cHCgl57VrTS5W3huoJeGwAAAJguGCYAAAAAyLumTK/Ls2v2Kui160uDXI+OzQW9NgAAADBdMEwAAAAAkHfNJuNyfd3Sgl67vqLO5cF7NwAAAAAYPYYJAAAAAPKqu6tVqUh2E+QSaxUEiwp6/frKuS4397QV9NoAAADAdMEwAQAAAEBeNTW/7PKsjBSJlhT0+vXx3PCiKd1e0GsDAAAA0wXDBAAAAAB51dT2usv1prCDBEmqT+yR65LpKfj1AQAAgOmAYQIAAACAvGpOrnN5drSy4Nevr32Ty03qL/j1AQAAgOmAYQIAAACAvNqW2ujyrFh1wa9fW7eXjLWSpFYjpdOdBe8AAAAATHUMEwAAAADkVVPXNpfry+sKfv1YrFK12VmCrDFqbXl9+BcAAAAA2AXDBAAAAAB51dTd4nJ9xWwvHeoVdbmp9e9eOgAAAABTGcMEAAAAAHnVnG53eXZ8gZcO9ZEyl5uSa710AAAAAKYyhgkAAAAA8qqpv8vlWYnFXjrUD9qroSm13ksHAAAAYCpjmAAAAAAgr7bZtMv1NXt56TCrrMblps4tXjoAAAAAUxnDBAAAAAB5k+nvU/Og7zpm1e3jpUd9Rb3LTV0twxwJAAAAYHcYJgAAAADImzBcrz5jJEnVGauKyjovPWZXzXe5qTf00gEAAACYyhgmAAAAAMibppZXXa63/r79qA8Wudzc3+mtBwAAADBVMUwAAAAAkDfb2l53uT5S6q3HrJo9Xd6W6fXWAwAAAJiqGCYAAAAAyJvm1EaXZ5VUeutRX7fU5WZjvfUAAAAApiqGCQAAAADyprVzq8t1sbi3HvH4ApXY7BChM2LU3dXqrQsAAAAwFTFMAAAAAJA3LV3NLteW1XjrYSIR1WZyj1tbXx/6YAAAAAC7YJgAAAAAIG9ae0OXZ1XUe2wi1Zmoyy3hWo9NAAAAgKmHYQIAAACAvGlJd7hcWzXXYxOpNlLmcmu4cZgjAQAAAOyMYQIAAACAvGnp73K5tnq+xyZSbbTC5Zb2zR6bAAAAAFMPwwQAAAAAedNq0y7XJRZ7bCLNKg1cbu3a5rEJAAAAMPUwTAAAAACQN63GulxXs6fHJlJteY3LLd0t/ooAAAAAUxDDBAAAAAB50duTUipiJElRaxUEi7z2qS3PbQDd0pP02AQAAACYehgmAAAAAMiL1rY3XE5YKRIt8dhGqqtucLm1r2OYIwEAAADsjGECAAAAgLxobVvjcp2i/ops71C9wOXW/m6PTQAAAICph2ECAAAAgLxoCde7XGdiHptk1Q5aZqnZ9nlsAgAAAEw9DBMAAAAA5EVLR6PLtSWVHptk1dXu5fLgjaEBAAAAjIxhAgAAAIC8aO3c6nJdLO6xSVY8vkAlNjtE6IwYdXe1em4EAAAATB0MEwAAAADkRUtXs8u1ZTX+igwwkYhqM7nHra2v+ysDAAAATDEMEwAAAADkRWtv6HJdxSyPTXLqTG4j6JZwrccmAAAAwNTCMAEAAABAXrSkO1yuq2rw2CSnNlLmcmu40WMTAAAAYGphmAAAAAAgL1r6u1yurZ7vsUlO3aCNoFvaN3tsAgAAAEwtDBMAAAAA5EWrTbtcl1jksUnO4I2gW7u2eWwCAAAATC0MEwAAAADkRauxLtfV7OWxSU5teY3LLd0t/ooAAAAAUwzDBAAAAACTrrcnpVTESJKi1ioIiuTOhIrZLrf0JD02AQAAAKYWhgkAAAAAJl1r2xsuJ6wUiZZ4bJNTWzXX5da+jmGOBAAAADAYwwQAAAAAk661bY3LdYr6K7KTuuoFLrf2d3tsAgAAAEwtDBMAAAAATLqWcL3LdSbmscmO6hJ7uNxs+zw2AQAAAKYWhgkAAAAAJl1LR6PLtSWVHpvsqLZmicuDN4gGAAAAMDyGCQAAAAAmXWvnVpfrYnGPTXYUjy9Qic0OETojRj3dbMIMAAAAjAbDBAAAAACTrrW7xeXashp/RXZiIhHVZXKPW1tf91cGAAAAmEIYJgAAAACYdC09uZ/4r6uY5bHJrmpNbkPo5uQbHpsAAAAAUwfDBAAAAACTriXd4XJt5RyPTXZVGylzuTXc6LEJAAAAMHUwTAAAAAAw6VozXS7XxRd6bLKrukEbQrcO2igaAAAAwNAYJgAAAACYdC2ZtMt1iUUem+xq8IbQLYM2igYAAAAwNIYJAAAAACZdq7Eu1yaW+CuyG7XlNS63DNooGgAAAMDQGCYAAAAAmFTpng6lIkaSFLFWicQenhvtqK5itsutvclhjgQAAACwHcMEAAAAAJOqpe01l2usFImWeGyzq9qquS4P3igaAAAAwNAYJgAAAACYVK1ta1yus8X3LUdd9QKXW/u7PTYBAAAApo7i+5c9AAAAgCmtrX2zyzWRUo9Ndq8mWOhym+3z2AQAAACYOhgmAAAAAJhUbR2NLtdGyz022b2aYJHLgzeKBgAAADA0hgkAAAAAJlVbZ5PLiViVxya7FwSLZGx2iJCKGPWlWeoIAAAAGAnDBAAAAACTqrW7xeWaWNxjk92LlpQqGHRDQjK5zl8ZAAAAYIpgmAAAAABgUiV7Q5dryus8NhlarTUuJ1PrPTYBAAAApgaGCQAAAAAmVVu63eWaiuIcJiRMzOW2cKPHJgAAAMDUwDABAAAAwKRq6+t0ubZqrscmQ6uJlrnc2rHZYxMAAABgamCYAAAAAGBStWV6XE5UzfPYZGg1JbmNoZOd2zw2AQAAAKYGhgkAAAAAJlWb7Xe5Jr7AY5Oh1cSqXW7tavbYBAAAAJgaGCYAAAAAmFRtxrpcU7OHxyZDqymvcTnZ0+atBwAAADBVMEwAAAAAMGnSPR3qiBhJUsRaxavne260ezXluY2h29Ipj00AAACAqYFhAgAAAIBJ05Zc43KNlSLREn9lhlFTMdvl1nTnMEcCAAAAkBgmAAAAAJhEbeF6lxO2eL/dqKnObQydHLRhNAAAAIDdK95/3QMAAACYctpSG12uicQ8NhleTTy3/FJrJu2xCQAAADA1MEwAAAAAMGnaOra4XBMp99hkeDXBIpeTJuOxCQAAADA1MEwAAAAAMGnaOre5XBOr8NhkeImaPVxOGinT3+exDQAAAFD8imqYYIxZaIz5uTFmkzGmxxizxhjzfWNM7RjPUzfwujUD59k0cN6Fo3z9h40xduDXheP7agAAAICZp6272eWa0sBjk+HFYpWqzlhJUsYYpVIbPDcCAAAAilvRDBOMMXtLWi3pfEmPS/qepNclXSLpEWPMrFGeZ5akRwZe99rAeR4fOO9qY8xeI7x+kaQfS2of31cCAAAAzFxtPUmXa0pr/BUZhRprXG5Lrh/mSAAAAABFM0yQ9BNJcyR9xlp7prX2C9batys7DNhX0tdHeZ5vSNpH0nettScOnOdMZYcLcwaus1vGGCPpF5KaJf103F8JAAAAMEO1pVMu11aM6ueBvKkxJS63phgmAAAAAMMpimHCwF0JJ0taI+nKnZ6+TFKHpPOMMVUjnKda0nkDx1++09M/lrRW0inD3J3wGUlvV/Yuho7RfwUAAAAAJKmtr8vlROVsj01GloiUupxsb/TYBAAAACh+RTFMkHTCwMc/WWszg5+w1qYkPSSpUtJRI5znKEkVkh4aeN3g82Qkrdrpeo4xZn9J35T0A2vtA2P+CrLnWL27X5L2G8/5AAAAgKmmrb/H5ZqqBo9NRlZbUulyW+dWj00AAACA4lcsw4R9Bz6+MsTzrw583Ccf5zHGlEi6XtI6SV8a4RoAAAAAhtBm0y7XBAs9NhlZTaza5bau5mGOBAAAAFAy8iEFkRj4mBzi+e2fr8nTef5d0jJJb7PWdmmcrLXLd/f5gbsTDhvveQEAAICpos1YSdmNjWsSi/2WGUFNWY008K//tu5Wr10AAACAYlcsdyZ4Y4w5Utm7Ef7TWvuI7z4AAADAVNWX7lYYyQ4SjLUK4kV+Z0J5rcutvaHHJgAAAEDxK5ZhwvY7BhJDPL/9822TeZ6B5Y1+qeyySP82UkkAAAAAQwtTG1yOW6kkVu6xzcgSFfUuJ/s6PTYBAAAAil+xDBNeHvg41J4ISwc+DrUXwnjPUz1w7P6Suo0xdvsvSZcNHHPNwOe+P8K1AQAAgBmtLbnO5RprPDYZndrq3AbRbf3dHpsAAAAAxa9Y9ky4d+DjycaYiLU2s/0JY0xc0jGSOiU9OsJ5HlV21dNjjDFxa21q0Hkikk7e6Xo9kv57iHMdpuw+Cg8qO6RgCSQAAABgGG1h7s6EGhPz2GR0aqrnu9yW6fXYBAAAACh+RTFMsNa+Zoz5k7Jv9n9S0o8GPf0VSVWSrrLWdmz/pDFmv4HXvjToPO3GmOslXSTpckmXDjrPpyQtkbTKWvv6wPFdki7cXSdjzOXKDhOus9b+bGJfIQAAADD9tXU0ulwTLfPYZHQGbxDdpswwRwIAAAAoimHCgIslPSzph8aYEyW9KOlISScouyzRl3c6/sWBjzvfP/0lSSskfc4Yc6ikx5VdxugMSVuVHVYAAAAAmGRtnVtdrimp9NhkdGoSe7jcFpFsJiMTKZaVYAEAAIDiUjT/UrbWvibpcEnXKjtEuFTS3pJ+IOkoa23zKM/TLOmtkn4o6U0D5zlS0i8kLR+4DgAAAIBJ1tbV4nJNrNpjk9EpK0+oImMlSX3GqKNji+dGAAAAQPEqpjsTZK1dL+n8UR475I5u1toWSZcM/Bpvl8uVXSoJAAAAwCi09ba5XFtW463HWNTY7KZrktSWXKvq+DyvfQAAAIBiVTR3JgAAAACY2tp6Q5cT5XUem4xejcn9fFVbuN5jEwAAAKC4MUwAAAAAMCna0l0u11TO9thk9BKRUpfb2huHORIAAACY2RgmAAAAAJgUbZlul2uqGzw2Gb3aaIXLreyZAAAAAAyJYQIAAACASdGWSbtcUz3fY5PRS8SqXE52N3lsAgAAABQ3hgkAAAAAJkXSZFyuTezhscno1ZYmXG7rbvNXBAAAAChyDBMAAAAATFimv09tJvc4ESz2V2YMEuW1Lrf1JD02AQAAAIobwwQAAAAAE9bevlkZk50mVGWsYmVVI7yiONRU1Lvc1tfhsQkAAABQ3BgmAAAAAJiwZLjO5RprhjmyuNRUzXE52d89zJEAAADAzMYwAQAAAMCEJVObXA5M1GOTsUlUzXU5men12AQAAAAobgwTAAAAAExYsmOLy4lIqccmY5OIz3c5tP0emwAAAADFjWECAAAAgAlLdm5zOREt99hkbIJgkctJYz02AQAAAIobwwQAAAAAE5bsanY5UVLpscnYxKvny9jsEKE9YpROd3puBAAAABQnhgkAAAAAJizZ0+ZyojTur8gYRaIlCgbdkJAatPcDAAAAgByGCQAAAAAmLNkbupwoq/FXZBwS1ricDDd4bAIAAAAUL4YJAAAAACYsTLe7HJTXemwydglT4nKynTsTAAAAgN1hmAAAAABgwpJ9XS4nKuo9Nhm7IFLqctixxWMTAAAAoHgxTAAAAAAwYW39PS7XVDV4bDJ2NYM2jG7r2OaxCQAAAFC8GCYAAAAAmLCk7XM5UT3PY5OxS8SqXE52N3tsAgAAABQvhgkAAAAAJiw0GZcTwUKPTcYuEYu7nOxJemwCAAAAFC+GCQAAAAAmxGYySprc42CqDRPKa1xO9ob+igAAAABFjGECAAAAgAnp6NiifpOdJlRkrErL4iO8orgE5bNcTqY7PDYBAAAAihfDBAAAAAATkgzXu5ywHouMU6Jytsthf7fHJgAAAEDxYpgAAAAAYEKSqU0uJ0zUY5PxSVTNdTmZ6fXYBAAAACheDBMAAAAATEiyo9HlhIl5bDI+iep5Lidtn8cmAAAAQPFimAAAAABgQpIdW11ORMs9NhmfxKANo5NmCq7TBAAAABQAwwQAAAAAE5LsanI5Eavy2GR8gmCRyykj9fex1BEAAACwM4YJAAAAACYk2dPqciIW99hkfKIlpYpnsnckWGOUSm303AgAAAAoPgwTAAAAAExIsid0OVGW8Nhk/BLWuJwMN3hsAgAAABQnhgkAAAAAJiSZ7nA5UV7rscn4JUzU5WT7Jo9NAAAAgOLEMAEAAADAhCT7Ol1OVNR7bDJ+iUipy8mOLR6bAAAAAMWJYQIAAACACQkzPS4HVXM8Nhm/RLTC5WTnNo9NAAAAgOLEMAEAAADAhCQzaZcT1fM8Nhm/IFblcrKr2WMTAAAAoDgxTAAAAAAwIUllXE7EF3hsMn6J0rjLYU+bvyIAAABAkWKYAAAAAGDcbCaj5KDvKhLBIn9lJiBRlnA52Zvy2AQAAAAoTgwTAAAAAIxbV3eL0sZIksozVuUVtZ4bjU9NeW7j6GS63WMTAAAAoDgxTAAAAAAwbsm2tS4H1mORCUpU5oYJbX1dHpsAAAAAxYlhAgAAAIBxS6Y2upwwUY9NJiZRNdflMNPjsQkAAABQnBgmAAAAABi3ZEejywkT89hkYoLqeS4nbZ/HJgAAAEBxYpgAAAAAYNySHVtdTkTLPDaZmER8octJM4XXawIAAADyhGECAAAAgHFLdjW7nCip9NhkYoJEbpgQGinTz90JAAAAwGAMEwAAAACMW7Kn1eVErNpjk4mJxSpVlcnekZAxRu3tmz03AgAAAIoLwwQAAAAA4xb2JF0OyhIem0xcwhqXk+EGj00AAACA4sMwAQAAAMC4JdPtLifKaj02mbiEiboctm/y2AQAAAAoPgwTAAAAAIxbsq/T5ZrK2R6bTFwiUupysr3RYxMAAACg+DBMAAAAADBubf09Lieq5nhsMnGJaLnLbZ1bPTYBAAAAig/DBAAAAADjlrRplxNVDR6bTFyipNLlZFezxyYAAABA8WGYAAAAAGDcQtvvclA9z2OTiUuUxl1O9rT5KwIAAAAUIYYJAAAAAMYtNLmcCBb5KzIJgtKEy2FvymMTAAAAoPgwTAAAAAAwLj3dSXVHstOEEmtVUVnvudHEBOU1LofpDn9FAAAAgCLEMAEAAADAuIThBpcDK5nI1P72Iiif5XLY1+WxCQAAAFB8pva/9gEAAAB4E6Y2uRzYqf+tRVA12+Uw0+OxCQAAAFB8pv6/+AEAAAB4EXZscTkwJR6bTI6gco7LoU17bAIAAAAUH4YJAAAAAMYl2TlomBAp9dhkcgTx+S6Htt9jEwAAAKD4MEwAAAAAMC5hZ7PLiZIKj00mRxBf4HJoPBYBAAAAihDDBAAAAADjEva0uByUVHpsMjmqquYqaq0kqStilE53em4EAAAAFA+GCQAAAADGJdmddDkojXtsMjlMJKK4zT0Okxv8lQEAAACKDMMEAAAAAOMSplMuB2WBxyaTJ7C59Y2SKYYJAAAAwHYMEwAAAACMS5jucDlRXuexyeQJTInLYUejxyYAAABAcWGYAAAAAGBcwv5ul4OKeo9NJk8Qibkcdmzz2AQAAAAoLgwTAAAAAIxLsr/H5aBytscmkyeIlrscdjV5bAIAAAAUF4YJAAAAAMYltH0uB1VzPTaZPEFJpcthd4vHJgAAAEBxYZgAAAAAYFxCZVxOxBd6bDJ5gli1y2FP0mMTAAAAoLgwTAAAAAAwZjaTUTjou4kgWOCvzCQKyhIuh70pj00AAACA4sIwAQAAAMCYdXW3KG2MJKnUWpVX1HpuNDmCshqXw3SHvyIAAABAkWGYAAAAAGDMwnCDy0FmmAOnmKBilsthX5fHJgAAAEBxYZgAAAAAYMzC9s0uJ6bRtxVBZb3LYabHYxMAAACguEyff/UDAAAAKJiwfYvLQSTmscnkCqrmuhzatMcmAAAAQHFhmAAAAABgzJKdg4cJpR6bTK6gep7Loe332AQAAAAoLgwTAAAAAIxZ2NXschCt8NhkcgXxBS6HxmMRAAAAoMgwTAAAAAAwZmF3m8uJWJW/IpOsunqeotZKkroiRul0p+dGAAAAQHFgmAAAAABgzJI9bS4HpXF/RSaZiUQUt7nHYXKDvzIAAABAEWGYAAAAAGDMwnS7y0FZwmOTyRfY3PpGYfsmj00AAACA4sEwAQAAAMCYhekOl4PyOo9NJl9gSlwO2xs9NgEAAACKB8MEAAAAAGMW9ne7nKis99hk8gWRmMth51aPTQAAAIDiwTABAAAAwJiFmV6Xg8o5HptMviBa7nLY2eSxCQAAAFA8GCYAAAAAGLPQ9rkcVDd4bDL5gpJKl8PuFo9NAAAAgOLBMAEAAADAmIXGuhxUz/fYZPIFsWqXw56kxyYAAABA8WCYAAAAAGBMbCaj0OQeB8FCf2XyIChLuBz2hh6bAAAAAMWDYQIAAACAMeno2KJ+k50mVGSsSsvinhtNrqCsxuUw3eGvCAAAAFBEGCYAAAAAGJMwtdHluB3mwCkqqJjlctjf5bEJAAAAUDwYJgAAAAAYkzC1yeXARD02yY+gst7lsL/HYxMAAACgeDBMAAAAADAmyY5GlxMm5rFJfgRVc10ObdpjEwAAAKB4MEwAAAAAMCZhZ5PLQaTMY5P8CKrnuRzafo9NAAAAgOLBMAEAAADAmIRdzS4HJRUem+RHEF/gcmg8FgEAAACKCMMEAAAAAGMS9rS5HMSq/BXJk6qquYrY7M7SnRGjdLrTcyMAAADAP4YJAAAAAMYk2ZN0OVEaeGySH5FoieI29zhMbvBXBgAAACgSDBMAAAAAjEmYbnc5KEt4bJI/gc2tbxS2b/LYBAAAACgODBMAAAAAjEnYl1v2Jyiv89gkfwITdTlsb/TYBAAAACgODBMAAAAAjEnY3+1yUFnvsUn+BJFSl8POrR6bAAAAAMWBYQIAAACAMQkzvS4HlXM8NsmfIFructjZ5LEJAAAAUBwYJgAAAAAYk9D2uxxUN3hskj9BSaXLYXeLxyYAAABAcSiqYYIxZqEx5ufGmE3GmB5jzBpjzPeNMbVjPE/dwOvWDJxn08B5Fw5x/BXGmL8YY9YbY7qMMS3GmCeNMZcZY2ZNzlcHAAAATA+hsS4H1fM9NsmfIFbtctiT9NgEAAAAKA5FM0wwxuwtabWk8yU9Lul7kl6XdImkR0b7pv7AcY8MvO61gfM8PnDe1caYvXbzss9KqpJ0t6QfSPqVpD5Jl0t6xhizaNxfGAAAADCN2ExGKZN7HMQX+CuTR0Fp4HLYG3psAgAAABSHEt8FBvmJpDmSPmOt/dH2Txpjvqvsm/1fl/SPozjPNyTtI+m71tpLB53nM8oOCn4i6dSdXhNYa7t3+pyMMV+X9CVJX5R08Zi+GgAAAGAa6ujYoozJThMqMlaxsirPjfIjKK9xOUx3+CsCAAAAFImiuDNh4K6EkyWtkXTlTk9fJqlD0nnGmGG/UzHGVEs6b+D4y3d6+seS1ko6Zee7E3Y3SBhw88DHpcN/BQAAAMDMEKY2uhy3wxw4xQXldS6H/V0emwAAAADFoSiGCZJOGPj4J2ttZvAT1tqUpIckVUo6aoTzHCWpQtJDA68bfJ6MpFU7XW8k7x74+MxoDjbGrN7dL0n7jfJ6AAAAQFELU5tcDkzUY5P8Cipnuxz293hsAgAAABSHYlnmaN+Bj68M8fyryt65sI+kv0zwPBo4zy6MMf8iqVpSQtLhkt6m7CDhm8NcEwAAAJgxUp3bXA5MsXw7MfkS1Q0uhzbtsQkAAABQHIrlX/+JgY/JIZ7f/vmaPJ/nXyTNHfT4LkkrrbXbhjh+B9ba5bv7/MDdCYeN5hwAAABAMQsHDxMiZR6b5FdQPc/l0PZ7bAIAAAAUh2JZ5qgoWGsbrLVGUoOksyXtJelJYwyDAAAAAEBS2NXsclBS7rFJfgXxBS6HxmMRAAAAoEgUyzBh+x0DiSGe3/75tkKcx1q7xVp7m7JLK82S9MsRrgsAAADMCGFP7ibgoKTKY5P8qqqaq4jN7jDdGTFKpzs9NwIAAAD8KpZhwssDH3e7l4GkpQMfh9oLYbLPI0my1q6V9IKkA40x9aN5DQAAADCdhb25YUI8Vu2xSX5FoiWK29zj1KCNpwEAAICZqFiGCfcOfDzZGLNDJ2NMXNIxkjolPTrCeR6V1CXpmIHXDT5PRNk7DQZfbzTmD3xkoVQAAADMeGFvyuWgfKgbgqeHwObWNwrDjR6bAAAAAP4VxTDBWvuapD9JWiLpkzs9/RVJVZKut9Z2bP+kMWY/Y8x+O52nXdL1A8dfvtN5PjVw/lXW2tcHnWcfY8wu3wUZYyLGmK9LmiPpYWtt67i+OAAAAGAaCftyy/0EZXUem+RfYKIuhx2NHpsAAAAA/pX4LjDIxZIelvRDY8yJkl6UdKSkE5RdlujLOx3/4sDHnbdD+5KkFZI+Z4w5VNLjkvaXdIakrdp1WPFOSf9hjHlQ0huSmiXNlXS8shswN0r6+MS+NAAAAGB6SPV3uxyvmObDhEipsjc+S2HHVr9lAAAAAM+KZphgrX3NGHO4pK9KOlXZN/k3S/qBpK+M9s4Aa22zMeatki6TdKakY5UdEPxC0r9bazfs9JI/S3qTpLdJWiapRlKHsgOM6yX90FrbMqEvDgAAAJgmwv5ed39zUDnbb5k8C6LlUv/AMKGryXMbAAAAwK+iGSZIkrV2vaTzR3nsznckDH6uRdIlA79GOs9zyi6BBAAAAGAEoe1zOaia67FJ/gUllVJ/9meawi5+vggAAAAzW1HsmQAAAABgakgp43IQn++xSf4FsWqXw942f0UAAACAIsAwAQAAAMCohYO+g4hP92FCaeBy2JPy2AQAAADwj2ECAAAAgFHp7mpVr8muNlpirSrKp/kGzOU1Lod97f6KAAAAAEWAYQIAAACAUQnDjS4HVjKR6f3tRDBoWBL2dXlsAgAAAPg3vf/1DwAAAGDSpNo3uxzY6f+tRFA52+Wwv8djEwAAAMC/6f8dAAAAAIBJEXZscTkwUY9NCiOomutyaNMemwAAAAD+MUwAAAAAMCph51aX45FSj00KI6hucDm0/R6bAAAAAP4xTAAAAAAwKmFXi8tBtNxjk8II4gtcThqPRQAAAIAiwDABAAAAwKiE3YOGCSWVHpsURnX1PBlrJUmdEaN0utNzIwAAAMAfhgkAAAAARiXsSboclFZ7bFIYkWiJ4jb3OJXa5K8MAAAA4BnDBAAAAACjEqZTLgelCY9NCiewufWNwnCjxyYAAACAXwwTAAAAAIxKatAyP0F5jb8iBRSYqMthR6PHJgAAAIBfDBMAAAAAjErY1+VyvLzOY5PCCSKlLocdWz02AQAAAPximAAAAABgVMJMj8tBZb3HJoUTRMtcDruaPDYBAAAA/GKYAAAAAGBUUjbtclA112OTwglKKl0Ou1o8NgEAAAD8YpgAAAAAYFRC2+9yUD3PY5PCCWLVLoe9bf6KAAAAAJ4xTAAAAAAwKqHJ5fhMGSaUBi6HPSmPTQAAAAC/GCYAAAAAGFE63anOSHaaYKxV9UwZJpTVuBz2tfsrAgAAAHjGMAEAAADAiNpTm12OWykSLfHYpnASFbNcDvu6PDYBAAAA/GKYAAAAAGBEYWqTy3FrhjlyegkqZ7sc9vd4bAIAAAD4xTABAAAAwIjC9kaXAxP12KSwgqq5Loc27bEJAAAA4BfDBAAAAAAjSnVudTmIxDw2KaygusHl0PZ7bAIAAAD4xTABAAAAwIjCriaXg0i5xyaFFcQXuBzOnNWdAAAAgF0wTAAAAAAworCrxeWgpMJjk8Kqrp4nY60kqSNi1Jfu9twIAAAA8INhAgAAAIARhT1tLgexKn9FCiwSLVHc5h6nUhv9lQEAAAA8YpgAAAAAYERhOuVyUBp4bFJ4gc2tbxSmNnlsAgAAAPjDMAEAAADAiMLedpfjZQmPTQovMFGXw/ZGj00AAAAAfxgmAAAAABhR2NflclBe57FJ4QWRUpfDzi0emwAAAAD+MEwAAAAAMKJUpsfloLLeY5PCi0fKXE51NXtsAgAAAPjDMAEAAADAiMJMr8tB5VyPTQovKKlwOexq8dgEAAAA8IdhAgAAAIARhbbf5XjVHI9NCi8orXY57GnzVwQAAADwiGECAAAAgBGFxrocBAs8Nim8IBZ3OewNPTYBAAAA/GGYAAAAAGBYmf4+tZvc43h8vr8yHgRlNS6H6Q5/RQAAAACPGCYAAAAAGFZHxxZlTHaaUJmxisUqPTcqrKCizuWwr8tjEwAAAMAfhgkAAAAAhhWmNroct8McOE0FFfUuh5luj00AAAAAfxgmAAAAABhWqr3R5cBEPTbxI16Z23A6lUl7bAIAAAD4wzABAAAAwLDCzq0uBybmsYkfQXWDy6Ht99gEAAAA8IdhAgAAAIBhhR3bXI5HSj028SMYtOF0aGbgOk8AAACAGCYAAAAAGEHY3exyUFLhsYkf1fF5LrcbKdPf57ENAAAA4AfDBAAAAADDSvUkXQ5iVR6b+BGLVaoyk70jIWOMOjq2eG4EAAAAFB7DBAAAAADDSu4wTIh7bOJPMGh1ozC10V8RAAAAwBOGCQAAAACGFabbXQ7KAo9N/ImbqMth+2aPTQAAAAA/GCYAAAAAGFaqr9PloLzOYxN/AhNzOdW5bZgjAQAAgOmJYQIAAACAYYV93S4HFbM8NvEniJS5HHYwTAAAAMDMwzABAAAAwLDCTK/LQeUcj038CUoqXA67mz02AQAAAPxgmAAAAABgWKHtczleNTOHCfFYpcupQRtSAwAAADMFwwQAAAAAw0op43JQPd9jE3+CWNzlJMMEAAAAzEAMEwAAAAAMyWYyCgd91xAEC/yV8SgoS7gcpts9NgEAAAD8YJgAAAAAYEjd3W1KGyNJilmrskFvqs8kQXmty2G6w2MTAAAAwA+GCQAAAACGlEptcjnISCYyM7+FCCpmuZzq7/HYBAAAAPBjZn4nAAAAAGBUwvZBw4QZ/O1DUJnbeDrM9HpsAgAAAPgxc78bAAAAADCisL3R5cCUeGziV7xq0DDB9nlsAgAAAPjBMAEAAADAkMKubS7HI6Uem/gVVM93OaWMxyYAAACAHwwTAAAAAAwp1dXiclBS7rGJX0GwwOUwItkMAwUAAADMLAwTAAAAAAwp7B48TKj02MSvsrKEYtZKktLGqLu7zW8hAAAAoMAYJgAAAAAYUtiTdDkeq/bYxC8TiSgYdDNCmNrgrwwAAADgAcMEAAAAAEMK0+0uJ8oSHpv4Fwz69ik1aGNqAAAAYCZgmAAAAABgSGG6w+WgrMZfkSIQmBKXQ4YJAAAAmGEYJgAAAAAYUtjX5XJQMctjE//ikVKXw65tHpsAAAAAhccwAQAAAMCQwkyPy/HKeo9N/AtKyl1OdbUMcyQAAAAw/TBMAAAAADCklO1zOaic47GJf0FJpcthN8MEAAAAzCwMEwAAAAAMKbT9Lgfx+R6b+BePVbsc9iQ9NgEAAAAKj2ECAAAAgCGFJpeD+AJ/RYpAoizhctib8tgEAAAAKDyGCQAAAAB2K53uVFckO02IWKvKytmeG/kVlNW4HPZ1+isCAAAAeMAwAQAAAMBupVKbXI5bKRIt8djGv3h5ncthX5fHJgAAAEDhMUwAAAAAsFthuNHlwJphjpwZgqrcnRlhpsdjEwAAAKDwGCYAAAAA2K2wo9HluIl6bFIcgso5Lqdsn8cmAAAAQOExTAAAAACwW6nObS4HkVKPTYpDEJ/vcmj7PTYBAAAACm9mL3oKAMAMtamtS2ubO7WxrUtN7T2qqyzVgtoKLa6r1MLaChnDciYApLCzyeUgWuaxSXGIV89zOeSvSQAAAMwwDBMAAJghtoTd+t1Tm3Tbkxv1wuZwyOP2nl2ls5Yt0BmHLtCiusoCNgRQbMLuFpeDEv4+qKqaq4i1yhijrohROt2pWIzfFwAAAMwMDBMAAJjmkl1pfe/uV3T9o2vVn7EjHv/atg5950+v6Dt/ekXvOWyhvvAP+2l2nJ9IBmaisKfN5Xisyl+RIhGJlihupeTAXQmp1CbV1b3JbykAAACgQBgmAAAwTVlrdcvqDbrijy+puaN3h+fKSiI6cH6gBbWVml1dppaOHm1s69Lzm0J19ubWAb/1iQ360/ON+ud37KOVRy9RNMK6HsBMEvamXA5KA49NikfcGiUHchhuZJgAAACAGYNhAgAA01B3ul+fv/UZ3fHUph0+f/getXr/EYt06kENCspju7yuq7dfd7+4Rbf8bb3++mp2rfRUT5/+7+9f0F9f3aYffmjZbl8HYHoK0+0uB2U1/ooUkcBEJWWHrmFHo98yAAAAQAExTAAAYJrZEnbrol/+TU9vSLrPzU+U69/edYBOPahh2M2VK0qjOv2Q+Tr9kPl64JVtuvzO5/X6tg5J0n0vb9NZVz6kn330CO1Zz3InwEwQ9nW5HJTXeWxSPIJIqaTs70uqc5vfMgAAAEABRXwXAAAAk+f1be0648cP7TBI+NBbFuvPlx6vf3jzvGEHCTs7bp/ZuuuS4/RPK/Z2n3ttW4fOvPIhPb2+bTJrAyhSqUyPy0FlvccmxSMeye0hE3Y2eWwCAAAAFBbDBAAApon1LZ0692ePqTHsliRFI0ZfPeNAfeOsg1RZOr6bEUtLIvr8qfvpBx88VGUl2X82JLvS+ugvHtdLjeGkdQdQnMJM2uVE1VyPTYpHUFLhctjd4rEJAAAAUFgMEwAAmAa2hN368H8/ps3J7CChIhbVtecfoY+8dcmY7kYYyhmHLtDNn3iraiqz+yW0dab14Z89rte3tY/wSgBTWWhzG7IH1Q0emxSPoLTa5VRPcpgjAQAAgOmFYQIAAFNc2J3Wh3/2mNY2d0qSSqMRXfORw3Xs0tmTep1DFtXo+guOVLwse5dDU3uPPvyzx7R14E4IANNPaKzLQXyBxybFIygNXA57uUMLAAAAMwfDBAAAprBMxurSm5/Wq1uzdwiURIx+cu5hetvS/Kxt/uaFCf38/CNUEYtKkjYlu3Xxr55Qb18mL9cD4E9/X69SkdydTdXV8z22KR5BacLlMN3hsQkAAABQWAwTAACYwn5y39919wtb3ONvvfdgnXRAftc1P2JJnX563nJtf4/xb2tb9fU/vJDXawIovPb2TS7HM1bRklKPbYpHUFHnctjX6bEJAAAAUFgMEwAAmKLue3mr/vPuV9zjj71tT5192MKCXPv4fWbr/5y6n3t83SNr9dsnNhTk2gAKI0xtdDmwE997ZboIKnJ3foWZHo9NAAAAgMJimAAAwBS0NezWP//mKdmB5cyP2qtOX/yH/YZ/0ST7xHF76R8Oym3I+sXfPqvX2JAZmDbC9kaXAxP12KS4xCvnuBxm0h6bAAAAAIXFMAEAgCnGWqsv/PZZtXVm38RqCMr143MOU0m0sP9ZN8bo2+87RG+aUy1J6unL6NKbn1ZfP/snANNBsiO3hFoQiXlsUlyC6twQNbT9HpsAAAAAhcUwAQCAKeaW1Rt0z0tb3ePvfuAQ1VeXeelSXVaiH35wmWLR7BIoT61v09V/fd1LFwCTK+xscjmI+Pk7phgF8dxG1CljPTYBAAAACothAgAAU8jGti793ztzmx2vPHqJjt67fphX5N8B8wP980n7uMffu/sVvdQYemwEYDKE3S0uByWVHpsUl+r4PJdTRsr093lsAwAAABQOwwQAAKYIa62+cOszSvVk37jas75Knz+1sPskDOUTx+2lQxbVSJLS/ZbljoBpIOxpczmIVfkrUmRisUpVZrJ3JFhj1N6+2XMjAAAAoDAYJgAAMEX88blG/fXV7LIjESN9530Hq6K0ODZFLYlG9J/vO0RlJdl/Wjy/KdSvHlvnuRWAiQh7c3cYBaWBxybFJxi0ulGY2uivCAAAAFBADBMAAJgCOnr69H9/n1ve6CNvXaLle9R5bLSrN82p1mdOXOoef+dPL2tbqsdjIwATEfa2uxyU1fgrUoQCkxvkpgZtVA0AAABMZwwTAACYAn5879+1OdktSaqvLtVn37HPCK/w48Jj99Se9dnlUFLdfbrirpc8NwIwXmFfl8tBRXENL32Lm5jLIcMEAAAAzBAMEwAAKHKvbWvXz/76unv8hX/YX4mK2DCv8KesJKrL3n2Ae/w/qzdo9dqWYV4BoFiFmW6Xgwq/G70XmyBS5nLY2eSxCQAAAFA4DBMAAChy//f3Lyjdn12ge/ketTp72QLPjYa3Yt85OuXAue7xZb97XpmMHeYVAIpRmEm7HFTN8dik+AQlFS6nuhmYAgAAYGYoqmGCMWahMebnxphNxpgeY8waY8z3jTG1YzxP3cDr1gycZ9PAeRfu5thZxpgLjTG3GWP+bozpMsYkjTEPGmM+Zowpqt8jAMDM8vBrTbrv5W2SJGOkr5x+oCIR47nVyP7tXQe4zZif2xjq989u9twIwFiFtt/loHqexybFJx6rdDnsbvNXBAAAACigonmj3Bizt6TVks6X9Lik70l6XdIlkh4xxswa5XlmSXpk4HWvDZzn8YHzrjbG7LXTS94n6RpJR0p6TNL3Jd0q6SBJP5N0szGm+N+1AQBMO9ZaXfHH3J4D7zlsoQ5akPDYaPQW1lbqgrft6R5/Z9XL6u3LeGwEYKxCk7ujKIgX9x1RhRbE4i6HvUmPTQAAAIDCKZphgqSfSJoj6TPW2jOttV+w1r5d2WHAvpK+PsrzfEPSPpK+a609ceA8Zyo7XJgzcJ3BXpF0uqSF1tpzrbVftNZeIGk/SeslvUfS2RP82gAAGLM/Pteopzdk36QqLYnoc0W66fJQ/vH4vd3eDutaOnXT4+s8NwIwWpn+PrUP+nGaOMOEHQRlucFu2NvusQkAAABQOEUxTBi4K+FkSWskXbnT05dJ6pB0njGmaoTzVEs6b+D4y3d6+seS1ko6ZfDdCdbae6y1d1prd/hxSWtto6SfDjxcMYYvBwCACUv3Z/TtVS+7x+cfvUTzayqGeUXxSVTE9KkT3uQe//Avr6q9p89jIwCjlWrfJDtwc251xipaUuq5UXEJynOrsIZ9nR6bAAAAAIVTFMMESScMfPzTbt7UT0l6SFKlpKNGOM9RkiokPTTwusHnyUhatdP1RrJ91zne+QAAFNRv/t96vdHUIUkKykv0Tyv29txofM576x6anyiXJDV39OqaB1733AjAaIThRpcDy4qfOwsqciuwhv3dHpsAAAAAhVMsw4R9Bz6+MsTzrw58HGl9h8k6j4wxJZI+MvDwrpGOH3jN6t39UnbJJAAARqWnr19X3vt39/jiE96kmsqp+VPB5bGoPnfyvu7xzx98Q8mu9DCvAFAMwo7cpumBKZZvGYpHUDnH5VSm12MTAAAAoHCK5TuD7YuODrV72fbP1xToPJL0TWU3Yf5fa+2qkQ4GAGCy/M/qDdqczP6ka311mT761iV+C03QWcsWaK/Z2ZUKUz19+sVDb3huBGAkYcdWlwMT89ikOAVVc10Obb/HJgAAAEDhFMswoagYYz4j6VJJLym7B8OoWGuX7+7XwHkAABhRb19GP7n3Nff4E8ftpYrSqMdGExeNGH367bm9E37+4BsKu7k7AShmYec2l4NouccmxSlePc/l0GSGORIAAACYPoplmLD9joHEEM9v/3xbvs9jjPmUpB9IekHSCdbalhGuCQDApPntExu0sa1LkjSrqlTnHrXYc6PJ8e6D52vP+uzdCWF3n657aI3fQgCGFXbl/gkclEytzd8LIQgWuBwayWYYKAAAAGD6K5ZhwssDH4fay2DpwMeh9kKYlPMYY/5Z0o8kPafsIKFxhOsBADBp0v0Z/XjQXgkfP24vVZaWeGw0eUqiEX3yhNzdCT978A219/R5bARgOGFPm8tBrNpfkSJVXlGrUmslSX3GqLu7zW8hAAAAoACKZZhw78DHk43ZcYc3Y0xc0jGSOiU9OsJ5HpXUJemYgdcNPk9E0sk7XW/w85+X9D1JTyk7SNi68zEAAOTT7U9u1IbW7F0JtZUxnXfUHp4bTa4zD52vPWZVSpKSXWn98pE1fgsBGFLYG7oclMaHOXLmig+6GSFMbfBXBAAAACiQohgmWGtfk/QnSUskfXKnp78iqUrS9dbaju2fNMbsZ4zZb6fztEu6fuD4y3c6z6cGzr/KWvv64CeMMf+m7IbLqyWdaK1tmthXBADA2GQyVlc9kPvP04XH7qWqsulxV8J2JdGIPrkid3fCLx5ao54+Ni4FilGYbnc5KKvxV6SIBYO+lQpTmzw2AQAAAAqjmN6luFjSw5J+aIw5UdKLko6UdIKyyxJ9eafjXxz4aHb6/JckrZD0OWPMoZIel7S/pDMkbdVOwwpjzEclfVVSv6S/SvqMMTufUmustdeO78sCAGBk9768VX/fmn3zrqo0qg9Ps7sStjtz2QJ99+5X1Bh2a1uqR7c/uVEfOGJ67AsBTCdhX6fLQXmdxybFKzAlkrKbyYcdW/yWAQAAAAqgaIYJ1trXjDGHK/vG/qmS3ilps7KbIX/FWts6yvM0G2PeKukySWdKOlZSs6RfSPp3a+3O9yDvOfAxKumfhzjt/ZKuHe3XAgDAWF11f+6uhHOOXKxERcxjm/wpLYno/GOW6D/++JIk6aoHXtf7li9SJLLLIB+AR2F/j8tBZb3HJsUrHinV9mFCqosbmwEAADD9FcUyR9tZa9dba8+31s6z1pZaa/ew1v7z7gYJ1lpjrd3tOw/W2hZr7SUDry8dON8FuxkkyFp7+fZzDfNrRR6+XAAAJElPrGvV42taJEklEaPzj9lzhFdMbR86crHiA0s4vb6tQ395iW2KgGITZnpdDirnemxSvIKScpfDzmaPTQAAAIDCKKphAgAAM9HVg+5KOP3Q+ZpfU+GxTf4F5TGdc2RuaaOr7n/NYxsAuxPa3H4mQXWDxybFKyipdDnsafHYBAAAACgMhgkAAHi0pqlDq15odI8vOm4vj20K5/xj9lQsmr3B8G9rW7V67ahWMwRQIKGxLsfj8zw2KV7xWLXLqZ7QYxMAAACgMBgmAADg0bUPr5EdeM/u+H1ma7+GwG+hAmlIlOuMQxe4xz9/6A2PbQAMlunvU2rQYqLx+Hx/ZYpYoizhctib8tgEAAAAKAyGCQAAeJLqTuuWv613jy88dnrvlbCzj70t9/Xe9VyjNie7PLYBsF17+2ZZk50mVGasYrHKEV4xMwVlNS6HfR3+igAAAAAFwjABAABPbvnbBnX0Ztclf9Ocar3tTfWeGxXW/vMCHbVXnSSpP2N1/SNrPTcCIElhaqPLgR3mwBkuqJjlctjX7bEJAAAAUBgMEwAA8CCTsbrukTXu8cqjl8gYM/QLpqmVR+fuTrjp8XXqTvcPczSAQgjbc/u4BCbqsUlxi1fmBsBhpsdjEwAAAKAwGCYAAODBfa9s1drmTklSUF6isw9bMMIrpqd3HDBXC2oqJEmtnWn97qlNnhsBCDu2uByYmMcmxS2onONyaPs8NgEAAAAKg2ECAAAe/OKhNS5/8C2LVVla4q+MR9GI0UeP3sM9/vlDb8ha1lUBfAo7t7kcRMs8NiluwaCNqUPLXVUAAACY/hgmAABQYH/f2q6/vtokSYoY6byj9hjhFdPbBw5frIpYdimVlxpTeuyNFs+NgJkt7M79fzCIVnhsUtyCeO6OstTMW6UOAAAAMxDDBAAACuxXj+U2Gj5p/7laVFfpsY1/icqYzhq0zNMNj7IRM+BT2N3mchCr8lekyFVVzVV04E6qrohRuqfDcyMAAAAgvxgmAABQQF29/bp19Qb3+Ly3zuy7ErYbfHfGqucbtS3FZqaAL2Fv6HJQGnhsUtxMJKL4oFXZkqn1/soAAAAABcAwAQCAArrz6U0Ku7MbdS6ZValj9q733Kg47D8v0PI9aiVJ6X6rm//Gm3KAL2G63eWgLOGxSfELbG59ozDFBvIAAACY3hgmAABQQIOXODrnyMWKRFhoe7sPH7XY5RsfW6f+DBsxAz6EfZ0uB+V1HpsUv8CUuBx2NHpsAgAAAOQfwwQAAArk2Q1JPb0hKUkqLYnofcsXeW5UXP7hoHmqrYxJkja2den+V7Z6bgTMTGF/t8tBJXdPDScRKXU57NjisQkAAACQfwwTAAAokMEbC7/rzfNUW1U6zNEzT3ksqvcdnhuw3PDoOo9tgJkrzPS6HFTO8dik+AXRcpeTnc0emwAAAAD5xzABAIACCLvT+t3TufW0zz2KjZd355y35JY6uvflrdrQ2jnM0QDyIbT9LgfVDR6bFL+gpNLlsLvFYxMAAAAg/xgmAABQAL9/erO60tk36PZriOuwxTV+CxWpJfVVOnZpdlkVa6VbV2/03AiYeUKT268kqJ7vsUnxC0qrXQ57kh6bAAAAAPnHMAEAgAL4zd/Wu/yBIxbJGDZeHsr7By11dMvq9cqwETNQMJn+PqUG/fUUJBb6KzMFBKUJl8N0ymMTAAAAIP8YJgAAkGcvN6b09Po2SVJpNKIzD13gt1CRO/nAuaoZ2Ih5Q2uXHn6NdciBQuno2KLMwLCzImMVi1WO8IqZLSivcTlMt/srAgAAABQAwwQAAPLsN/8vd1fCyQfOZePlEZSVRHcYuNw86K4OAPkVpnJLiwXcFDSiREW9y2Fft8cmAAAAQP4xTAAAII96+zK67ckN7vHgJXwwtMG/T3c936hkZ9pjG2DmCNs3uxyYqMcmU0NQOdvlMNPjsQkAAACQfwwTAADIoz+/uEWtA2+EL6ip0DFvqh/hFZCkA+YHevOC7FrkvX0Z3f4UGzEDhRB2bHE5MDGPTaaGoGquy2GGoScAAACmN4YJAADk0eAljt6zfKGiETZeHq33H5G7O4GljoDCCDubXA4iZR6bTA1B9TyXQ2U8NgEAAADyj2ECAAB5sqmtSw+8uk2SZIz0vuULPTeaWk4/ZL7KSrL/VHl+U6jnNiY9NwKmv7Art+F5UFLhscnUEAS5/V1CZsUAAACY5hgmAACQJ7eu3iA7sIHpMXvXa1Fdpd9CU0yiIqZ/OKjBPebuBCD/wp42l4NYlb8iU0Rl5RyVDPxF3x0x6ulm6AkAAIDpi2ECAAB5kMlY3bw69+b3+w7nroTxGLzU0e1PblR3ut9jG2D6S/WGLgelcY9NpgYTiSiwucdhuMFfGQAAACDPGCYAAJAHj77erPUtXZKyP2F/yoENI7wCu3PUnrO0qC671ErY3adVzzd6bgRMb2Fvu8tBWcJjk6kjsLn1jcLUJo9NAAAAgPximAAAQB4MXpLnzEPnqzwW9dhm6opEjN6/nI2YgUIJ+zpdDsrrPDaZOgJT4nLYscVjEwAAACC/GCYAADDJkl1p/fG53E/Qv+/wRcMcjZG89/CFMgM/+PvQ35u1vqVz+BcAGLewv9vloKLeY5OpIx4pdTns3OqxCQAAAJBfDBMAAJhkv3tqo3r6MpKkA+cHOmgBS4VMxLxEhY5bOts9vmU1a5ID+RJmel0OqmYPcyS2S5RUuBx2NXtsAgAAAOQXwwQAACbZ/wx6s/sDR3BXwmQY/Pt46+oNymTsMEcDGK/Q9rkcVLHXy2gEJZUuJ7sZJgAAAGD6YpgAAMAkem1bu57ekJQklUYjOv2Q+Z4bTQ8n7T9XtZUxSdLGti499kaL50bA9BSa3KAuiPP312gEpXGXw+6kxyYAAABAfjFMAABgEt3x5EaXV+w7WzWVpcMcjdEqLYnoXQfn3ti87UmWOgImm81kFJrc40ScO6tGIyjNLWUXpts9NgEAAADyi2ECAACTxFqr25/a5B6ftWyBxzbTz9mH5X4///fZRnX19ntsA0w/nZ1b1T+w23lFxipWVuW50dQQlNe4HKY7/BUBAAAA8oxhAgAAk+SJdW1a19IpSYqXl+iE/eZ4bjS9HLqoRnvWZ9/cbO/p090vbvHcCJhewjB3Z1WcbUlGLVFR73LY3+WxCQAAAJBfDBMAAJgktw9a4ui0N89TeSzqsc30Y4zR2YPu9vjtEyx1BEymsH2zy4Hh76/RCipzg+Mw0+uxCQAAAJBfDBMAAJgE6f6Mfv9MbomjMw5liaN8OHPQMOGvrzZpa6rbYxtgegk7cnf7BKbEY5OpJaie63Iyk/bYBAAAAMgvhgkAAEyCB17ZptbO7JtI8xLlOnLPOs+NpqdFdZV6y8DvbX/G6neD9qgAMDFh5zaXg0iZxyZTS1A9z+VQGY9NAAAAgPximAAAwCS4bdASR2ccukCRiPHYZnobvNTR4N93ABMTdjW7HJRUeGwytQTBQpdDvrsCAADANMY/dwEAmKBUd1p3v5BbHuTMZfM9tpn+3nnwPJWWZP8J8/ymUC83pjw3AqaHsKfN5SBW5a/IFFNRXqeYze5Y3WuMurtaPTcCAAAA8oNhAgAAE7Tq+S3q6csubbFfQ1z7NQSeG01vQXlM7zggt0b5b59kI2ZgMiR7ki4HsbjHJlOLiUQUDFrdKAy5YwoAAADTE8MEAAAm6PZBS+2ctYyNlwvhPYflfp9vf3Kj+jPWYxtgegjT7S4HZQmPTaaeYNC3VWE7e7kAAABgemKYAADABGwJu/XQa02SJGOk0w9liaNCOHbpbM2qKpUkbQl79MhrzSO8AsBIwnSHy0E5m8iPRWBKXE62b/bYBAAAAMgfhgkAAEzA757apIGlsnXUnrM0L8GmpYUQi0Z2GNz89gmWOgImKuzvdjlROctjk6kniJa6HHZu89gEAAAAyB+GCQAATMDtT7HEkS9nL1vo8l3PN6qjp89jG2DqS2V6XQ4q53hsMvUE0dwgOexq8tgEAAAAyB+GCQAAjNMrW1J6flMoSSotiejUNzd4bjSzHLQg0NI51ZKkzt5+rXq+0XMjYGoLbW4gF1Tz99lYJGJVLofdrR6bAAAAAPnDMAEAgHEavPHySfvPUVAe89hm5jHG6KxBGzHfNuh/DwBjF5rcRuZBNfu/jEUQi7sc9oQemwAAAAD5wzABAIBxyGSs7nhqk3t85qEsceTD4N/3h/7epK1h9zBHAxiKzWQUmtzjIFg49MHYRVAWuBymUx6bAAAAAPnDMAEAgHH429pWbWzrkiTVVMa0Yl/WF/dhfk2FjtqrTpKUsdLvnt40wisA7E5XZ5P6THaaUJ6xKi2Lj/AKDBaU17qcTHd4bAIAAADkD8MEAADGYfCSOqe9eZ5KS/hPqi+DN74efLcIgNELU7m/0wI7zIHYraCi3uWwv8tjEwAAACB/eOcDAIAx6unr1x+eGbTE0TKWOPLp1IPmqTSa/SfNsxuT+vtWlhgBxirZnvs7LeBbhDFLVObuTkv293psAgAAAOQP3ykAADBG9728TWF3nyRpYW2Fli+uHeEVyKdERUwn7p97I+/2J7k7ARirsL3R5SDCZvJjlaie53Jo+zw2AQAAAPKHYQIAAGN0+6Aljs48dIEiETPM0SiEwXeH3P7URmUyrNMCjEWyY6vLiUi5xyZTU2LQhtWhyXhsAgAAAOQPwwQAAMYg2ZXWX17Mvel25rL5HttguxX7zlaiIvvT1Btau7R6XavnRsDUkuxqcjlRUuGxydQUDBomJI1kMwwUAAAAMP0wTAAAYAzuem6zevuzbxIdtCDQm+bEPTeCJJWVRHXawbllRgZvkA1gZGFPm8uJWLW/IlNUaVlcFQN3RPUbo87OrSO8AgAAAJh6GCYAADAGt+20xBGKx1mDljr6wzOb1dvHTwYDo5XsSbqcKAs8Npm6EoNWV0uGG/wVAQAAAPKEYQIAAKO0sa1Lj77eIkmKGOn0Q1jiqJgsX1yrBTXZ5VmSXWnd9zI/GQyMVjKdcjlRxqby45EwUZeTKe6OAgAAwPTDMAEAgFH63VObXD7mTfWaE7BJaTGJRMwOe1jc/hRv5gGjlUx3uhxU1HlsMnUFJuZysr3RYxMAAAAgPxgmAAAwSnc8xRJHxW7w/y5/fnGrkl1pj22AqSPMdLscVM722GTqSkRzA+YkeyYAAABgGmKYAADAKLy4OdRLjdllQMpjEZ1yUIPnRtidpXPjOmhBdr333r6M7npus+dGwNSQzPS6nKjm77fxSJRUupzsavbYBAAAAMgPhgkAAIzC7YM2Xj75gAZVl5V4bIPhDL47YfCG2QCGlrT9Lieq2Q9mPILSapfD7laPTQAAAID8YJgAAMAIMhmrOwbtlzB4XX4Un9MPma+IyeZHX2/RprYuv4WAKSBpcjkRLPJXZApLlCZcTvaGHpsAAAAA+cEwAQCAETz6RrMaw+x64nVVpTp2KeuJF7M5QbmOeVO9e/y7pzcNczSAdE+HOgcmcFFrVV09z3OjqSlRXutyMp3y2AQAAADID4YJAACMYPASR+8+eJ5iUf7zWewGL3V0O0sdAcNKpta7HFjJRPg7bjwSFbkhZrKPO6IAAAAw/fCdAgAAw+hO9+uPzza6x2cuWzDM0SgWpxzUoPJY9p85LzWm9OJmlhwBhhKmcgO3hDXDHInhJKrmuJzs7/HYBAAAAMgPhgkAAAzjnpe2KtXTJ0naY1alDl1U47cQRqW6rEQnH9DgHnN3AjC0ZGqzy4GJeWwytSWqcn/nJG3aYxMAAAAgPxgmAAAwjNsGvQl95qELZAw/tTtVnDXoLpI7ntqk/oz12AYoXsnOLS4noqUem0xtiXju75zQ9ntsAgAAAOQHwwQAAIbQ1tmr+17e6h6zxNHU8ral9ZpVlX1jtDHs1mOvN3tuBBSnZOc2lxPRCo9NprYgscjlJHNnAAAATEMMEwAAGMIfnt2sdH/2p9kPWVSjPeurPDfCWMSiEb37kPnu8e1PsdQRsDthd6vLiVi1xyZTW0V5nWI2+9+MnohRd1frCK8AAAAAphaGCQAADGHwOvtnHTp/mCNRrM4Y9L/bH59tVHeapUeAnSV7ki4nSuMem0xtJhJRIpN7HIYMMAEAADC9MEwAAGA31rd06v+tyf5UaTRi9K5DGCZMRYcuqtGSWZWSpFRPn/7y4tYRXgHMPMne0OWgLOGxydQXDPr2Kpna4LEJAAAAMPkYJgAAsBt3DFoS57il9aqvLvPYBuNljNlhr4vBG2oDyEqmO1wOymd5bDL1JSIxl5PtjR6bAAAAAJOPYQIAADux1u7wpjMbL09tZx6a+9/vvpe3qqWj12MboPiE/d0uJypne2wy9SUiucFzsnOLxyYAAADA5GOYAADATp7fFOq1bdmf1K0sjeodB8z13AgTsaS+SssW10iS+jJWf3h2s99CQJFJZnIDtkQVf99NRFBS4XLY2eSxCQAAADD5GCYAALCTwXclnHpggypLSzy2wWQ4a9DdJbez1BGwg6TtczlRPc9jk6kvEat2Odnd6rEJAAAAMPkYJgAAMEh/xup3T29yj89giaNp4bQ3z1M0YiRJq9e2al1zp+dGQPFIGutyIljoscnUlygNXE72tPkrAgAAAOQBwwQAAAZ5+LUmbUv1SJLqq8t0zN5sRjodzKou0/H75NaCH7zBNjCT9ff1KmVyj+NxBqgTkSircTmZbvdXBAAAAMgDhgkAAAwyeImj0w+Zr5Io/6mcLgZvpH3bUxtlrR3maGBmaG/fJGuy04R4xqokVu650dSWqMgNoJN9HR6bAAAAAJOPd0gAABjQ1duvVc81usdnscTRtPKO/eeqqjQqSXp9W4ee3Zj03AjwLxlucDmwZpgjMRqJytwdUMn+bo9NAAAAgMnHMAEAgAF3v7hFHb39kqS9ZlfpoAXBCK/AVFJRGtWpB+U2l72NjZgBJVObXU6YqMcm00OiusHlMJP22AQAAACYfAwTAAAYcPugN5fPOnSBjOGndKebwXeb3Pn0JvX1Zzy2AfxLduTuxkpESj02mR6C6vkuJ22/xyYAAADA5GOYAACApOb2Ht3/yjb3+IxDWeJoOnrr3rM0J14mSWpq79VDrzV7bgT4lezM/b2XiLJfwkQlgoUuJw37sgAAAGB6YZgAAICkPzy7Wf2Z7Bs/h+9Rq8WzKj03Qj5EI0anH5L7yeHbWeoIM1zY3eJyoqTKY5Ppobp6niIDm7t3RIzS6U7PjQAAAIDJwzABAADtuH7+GWy8PK2dOeh/37uea1RHT5/HNoBfyZ42l4PSan9FpolItETxQTckpFKb/JUBAAAAJhnDBADAjLemqUNPrmuTJJVEjN715nnDvwBT2oHzAy2dk33TtCvdr7tf2OK5EeBPsjd0OVFW46/INJKwuf12kuEGj00AAACAycUwAQAw493+VO6uhBX7zlFtFZuQTmfGmB3uTriNpY4wg4XpdpeD8lqPTaaPhClxOdnOnQkAAACYPhgmAABmNGvtDuvmn7ls/jBHY7o449Dc/85/fXWbtqV6PLYB/En2dbmcqKj32GT6CCK5gXTYwZ1PAAAAmD4YJgAAZrQn1rVpTXN2g8x4WYlO2n+u50YohIW1lXrLnnWSpIyV7nyanx7GzJTM5AZpiSr+/psMiZIKl5OdTR6bAAAAAJOLYQIAYEb77RO59axPO3ieymNRj21QSGcemlvq6I6nWOoIM1Myk9uAPFHNfjGTIVFS5XKyu9ljEwDA/2/vvsPjqM6+j//Ornovtiz33nAvgAvFlNB7TQgEQggBEiD1Ib2Q+iRPKiEN3pBQEnrvvRkMuBtw70W2bPWu1c55/9jV7NpYsmTtalbS98Pla++zO3PmlpFnd+eecw4AILYoJgAA+qymluB+d6RfMHOIh9mgu505ZaBS/KGPQit2VGnj3tpD7AH0PlXGcePc7MHtbImOyk3JceOqxioPMwEAAABii2ICAKDPenV1qaobQ3flDi1I1+zhLD7al+RmJOuECf3d9hMsxIw+xjqOqk2knZNDQTUWctNy3biqudrDTAAAAIDYSqhigjFmiDHmn8aYXcaYJmPMFmPMH4wxnbq6Y4wpCO+3JdzPrnC/B/2GZIy5yBhzmzHmLWNMtTHGGmPujc1PBQBIVI8sjVw8Pn/GEPl8pp2t0RudPyNyJ/Zjy3fKWuthNkD3qqvboxYTOu+lO1apURfBcfhy0wrduDLAiCcAAAD0HglTTDDGjJa0RNLnJb0v6feSNkm6WdK7xpjCdnaP7qdQ0rvh/TaG+3k/3O8SY8yog+z2fUlfkTRdErclAkAfUFbbpNfXlrrtC2YwvUdftGB8kXLSkiRJ28sbtHRbhccZAd2nsmqrG+dSR4uZ3IwiN64KNniYCQAAABBbCVNMkPQXSUWSbrLWnmet/ba19kSFigHjJf28g/38QtI4Sb+z1p4U7uc8hYoLReHjHOhr4X1yJF3ftR8DANATPLVil1qc0NWzWcPzNaJf5iH2QG+UluzXmVMji84+xlRH6EOqaiK/73mGxedjJS+r2I0rnWYPMwEAAABiKyGKCeFRCadI2iLp9gNe/pGkOklXGGPavdJjjMmSdEV4+x8f8PKfJW2VdOqBoxOsta9Za9db5jYAgD7j0aiLxhfMZFRCX3be9Mj//2dWlqi5xWlna6D3qKwtceNcX4qHmfQueVELWVfZoIeZAAAAALGVEMUESSeEH1+01u73Dd5aWyNpoaQMSXMO0c8cSemSFob3i+7HkfTCAccDAPRB6/fUaOWOKklSit+ns6YM8jgjeOnIEQUalJsmSaqoD+jNdXs9zgjoHpV1kane8vzpHmbSu+TmDnPjSsO9SgAAAOg9EqWYMD78uK6N19eHH8d1Uz+HxRiz5GB/JE2Ix/EAAIcnelTCyUcUKTcj2cNs4DWfz+jcAxZiBvqCyoZ9bpyXxFRvsZKdNUi+8IDnOp9RoKnO44wAAACA2EiUYkJu+LGqjddbn8/rpn4AAL1U0LF6PHqKoxlDPMwGieL8qGLCyx/vUXVjwMNsgO5R1RhZcDw3NcfDTHoXnz9pvwWtq6q3eZcMAAAAEEOJUkzoFay1sw72R9Iar3MDAIQs2lSmkqpGSVJBZoqOH9/f44yQCMYNyNYRA0MXU5taHD3/4W6PMwLir7K52o3zUvO8S6QXyrWRr1mV1ds9zAQAAACInUQpJrSOGMht4/XW5yu7qR8AQC/1yNIdbnzOtEFK9ifKWyG8Fj06IXr0CtBbVQZq3TgvvZ+HmfQ+eb4kN66s2eVhJgAAAEDsJMoVlLXhx7bWMhgbfmxrLYRY9wMA6IXqmlr2u+P8wplMcYSIc6YPkjGh+N1NZdodHsEC9FZVwQY3zs0o8jCT3ifPl+bGVXWMdAIAAEDvkCjFhNfCj6cYY/bLyRiTLWm+pHpJiw7RzyJJDZLmh/eL7scn6ZQDjgcA6EOe/3C36puDkqQxRVmaPJg5whExICdN80YXSpKslR5nIWb0cpVOsxvnZRV7mEnvk5uU4caV9Xs9zAQAAACInYQoJlhrN0p6UdIISV8+4OWfSMqUdI+1tq71SWPMBGPMhAP6qZV0T3j7Hx/Qz1fC/b9grd0Uw/QBAD3Eg4sj81ZfMHOwTOtt6EDY+VELcj+0eLuste1sDfRsVTboxnnZg9vZEp2Vl5zlxpWN5R5mAgAAAMRO0qE36TY3SHpH0p+MMSdJWi3paEknKDQt0fcO2H51+PHAK0HflbRA0teNMdMlvS9poqRzJZXqk8UKGWPOk3ReuNl6W9ZcY8y/wvE+a+03O/8jAQASxZZ9dXpvc+iCjs8wxREO7vTJxfrREx+qrjmojXvrtHRbhWYNL/A6LSAuKo1V60fp3Nxh3ibTy+Sl5obGVUuqaqr0NBcAAAAgVhJiZILkjk6YLelfChURviFptKQ/SppjrS3rYD9lkuZK+pOkMeF+jpZ0l6RZ4eMcaLqkK8N/Tg0/NyrquYsO52cCACSOh5ZERiWcML5IA3LS2tkafVVmapLOnjbIbT/4wY52tgZ6rkBTnep8oUKCz1plZw06xB7ojNy0SBGyMlDjYSYAAABA7CRMMUGSrLXbrbWft9YOtNamWGuHW2u/aq2tOMi2xlp70PkprLXl1tqbw/unhPu72lp70CsC1toft/bXxp8RMf5RAQDdqCXo6OElkbeAS44c6mE2SHQXz478fjy9cpfqmlo8zAaIj6rqbW6cayWfP5EGLPd8eRn93bgy0NDOlgAAAEDPkVDFBAAA4uGt9fu0p7pJktQvK0UnTijyOCMkspnD8jSmKDTfeV1zUM+sLPE4IyD2Kqsjo7VyLV8JYi0vc4AbVzmNHmYCAAAAxA7fHAAAvd4DH0QvvDxEyX7e/tA2Y4wujRqdEL1wN9BbVNbscuM8H6MSYi03OzJtVKUT8DATAAAAIHa4mgIA6NX21Tbp5dV73PYls1l4GYd2/szBSgrPJ794a4U2lNZ6nBEQW1V1u904z8caMrGWlx0pSFYax8NMAAAAgNihmAAA6NUeX7ZTLY6V1Dp9TbbHGaEn6JeVqpMmRqbDil7AG+gNKuv3unFuUoaHmfROeXnD3bjaSNahoAAAAICej2ICAKDXstbuN8XRpSy8jE6I/n15ZMlOBYJcDETvUdlY7sZ5yVkeZtI7paRmKz1cyG4xRrW1rL0CAACAno9iAgCg11q2vVLrw9PTZKT4debUQYfYA4g4bmx/FWWnSgpNl/XamlKPMwJip6qp0o3zUnO9S6QXy7ORuLJqm3eJAAAAADFCMQEA0Gs9FLVw7plTBiorlUVG0XFJfp8umhVZY+PBxTs8zAaIrcpAjRvnphV4mEnvlWci7zlVNZw/AAAA0PNRTAAA9Er1zS16akVkWgmmOMLhuGR25PfmtbWlKq1u9DAbIHYqAw1unJfR38NMeq9cX4obV9bubmdLAAAAoGegmAAA6JWeWVmi2qYWSdKo/pmaNTzf44zQE43ol6mjRobu2g46Vo8s3elxRkBsVDmRwlhe5gAPM+m98vxpblxZzzRpAAAA6PkoJgAAeqWHoqakuWT2UBljPMwGPdmlUaMTHlq8XdbadrYGeoZKJ+DGudmsJxMPuVELW1c17PMwEwAAACA2KCYAAHqdjXtr9f6WckmS32d0wczBHmeEnuyMqPU2Nu2r0/ubyz3OCOi6SuO4cV4208DFQ15KjhtXNlZ6lwgAAAAQIxQTAAC9zr2LtrrxiROKVJSd1s7WQPvSU/w6d3rkzu1739vmYTZA11nHUXXUYK28vOHeJdOL5aXluXFlc5V3iQAAAAAxQjEBANCr1De36OElkSmOrpjDRTJ03WePjvwePf9hifbWNHmYDdA1tbUlaglP/ZbuWKWkZnucUe+Um9bPjasCdR5mAgAAAMQGxQQAQK/y1IpdqmkMLbw8vDBDx4zpd4g9gEM7YlCOu4h3IGj14OLtHmcEHL7KqsjomjyWAImbvMwiN64MNniYCQAAABAbFBMAAL2GtVb3RE1xdPnRw+XzsfAyYiN6lMt/3tumoMNVWPRMVTWR0Vt5JsnDTHq3vMyBblzpNHuYCQAAABAbFBMAAL3Gih1V+nBntSQpJcmni2YN8Tgj9CanTylWQWaKJGlnZYNeW1PqcUbA4ams3e3Gub4UDzPp3fJyImutVNmgh5kAAAAAsUExAQDQa9zzbmRUwtlTByk/k4tkiJ3UJL8umT3UbUePggF6ksr6SCEsz88C9fGSmzPMjSsMI5kAAADQ81FMAAD0ChV1zXp65S63fcVcFl5G7H326GEKr1urN9bt1dYyFlVFz1PVsM+Nc5OzPMykd8vOHiy/DRURGnxGzU01HmcEAAAAdA3FBABAr/Dwkh1qanEkSZMH52jakFyPM0JvNLQgQwvG9Xfb/3lvWztbA4mpsrHSjfNScrxLpJczPp9yowYkVFYymgkAAAA9G8UEAECP5zhW970XuUhzxZzhMoaFlxEf0aNeHli8XY0B5kJHz1LZXOXGeWl53iXSB+TayNetyprtHmYCAAAAdB3FBABAj/f2hn3aUlYvScpOS9LZ0wYdYg/g8B0/rkiD89IlSZX1AT2zssTjjIDOqQpEpufKTevnYSa9X54v2Y2rana1syUAAACQ+CgmAAB6vOiFcC+aNUQZKUkeZoPezu8z+uycyMKq977H1CXoWSqDDW6cl1nkYSa9X64v1Y0r6/Z4mAkAAADQdRQTAAA92q7KBr2yOnKB5vI5LLyM+Ltk9lCl+EMfo5Ztq9SHO6sOsQeQOCqdZjfOyxzoYSa9X15ShhtX1u/1MBMAAACg6ygmAAB6tP++v01OeIHLeaMLNbp/lrcJoU/ol5Wq06cUu+17FzE6AT1HlY2s85GXw7Rw8ZSfku3GVY3lHmYCAAAAdB3FBABAj9XUEtR/348saHkFoxLQjaJ/3x5fvlOV9c3tbA0kjgpj3Tg/b5SHmfR+ean5blzRVOldIgAAAEAMUEwAAPRYTy7fpX21TZKk4pw0nXzEAI8zQl8ya3i+Jg7MkSQ1Bpz9CltAompsqFCDz0iSkqxVZibnzXjKTy9044rmGg8zAQAAALqOYgIAoEey1uqfC7e47c/NG65kP29r6D7GGF09f4Tb/vc7WxQIOt4lBHRAZeUWNy5wJOPjvBlP+VmR6dAqWuo9zAQAAADoOr49AAB6pHc3lWl1SbUkKS3Zp8uOGuZxRuiLzpk+SP2yUiRJu6sb9dyHuz3OCGhfeVVkfY884/cwk74hLyuywHWF0+hhJgAAAEDXUUwAAPRI/3x7ixtfOHOI8jJSvEsGfVZqkl+XR62d8M+3N3uYDXBolTU73Tjfx3kz3gpyIoXuyqiFrwEAAICeiGICAKDH2bKvTq+s2eO2Pz9/pIfZoK+7fM5wpYSn2Fq+vVJLtlZ4nBHQtvK6yOiZAn+Gh5n0Dfl5kfen8qiFrwEAAICeiGICAKDHuWvhZtnwNZkF4/trTFGWtwmhT+uXlapzpw9y24xOQCKrbNjrxnnJnDvjLStroJLCb1gNPqPGBoqNAAAA6LkoJgAAepSKumY9uHiH276aUQlIAFcfE/k9fO7DEm0tq/MwG6Bt5Q3lbpyfmuddIn2E8fmUH7Uue/QC2AAAAEBPQzEBANCj3P3uVjUEQvNOTyjO1rFj+3mcESBNHJjj/i46VrrzLUYnIDFVNFe5cX5agYeZ9B3RC11XVG/zMBMAAACgaygmAAB6jIbmoP797ha3fd3xo2WM8S4hIMp1x4924wcXb1dZbZOH2QAHVxmIjJrJzyzyMJO+oyBqoeuK6h3tbAkAAAAkNooJAIAe4+El21Ve1yxJGpyXrjOnDvQ4IyBi3uhCTR6cI0lqanH073e3epwR8EnlwQY3zs/iHNod8vzpblxRt8fDTAAAAICuoZgAAOgRWoKO7oiaOuYLx4xUsp+3MSQOY4y+dFxkdMLd725RfXOLhxkBn1TpBNw4P3uIh5n0HflRC11XNJR6mAkAAADQNVyFAQD0CM99uFvbyuslSbnpybr0yKEeZwR80umTizW0IHQXcmV9QA98sN3jjID9VZjIasD5ucM9zKTvyE/JdePoBbABAACAnoZiAgAg4VlrdftrG9z25+YOV2ZqkocZAQeX5Pfpi8eOctv/eHOTmlucdvYAuk+wpVmVUcvM5OZRTOgO+emFblzZXO1hJgAAAEDXUEwAACS8V1aXas3uGklSerJfV80b4W1CQDsumT1U/bJCC66WVDXq0aUsuIrEUF29XTa8aH2OY5WcnOFxRn1DfkZkoeuKQK2HmQAAAABdQzEBAJDQrLW67dX1bvuzRw9TYVaqhxkB7UtL9u83OuEvr29US5DRCfBeRdUWN863pu0NEVP5WcVuXBFs9DATAAAAoGsoJgAAEtpb6/dpxY4qSVJKkk/XHjfqEHsA3vvsnOHKy0iWJG0rr9eTK3Z5nBEgVVRHRsnk+5I9zKRvyc+JrPFT4TR7mAkAAADQNRQTAAAJ68BRCZ8+cqiKctI8zAjomKzUJF09f6Tb/vNrGxR0rIcZAVJFTaSolefjXNpd8nOGuXGlYZQSAAAAei6KCQCAhLVoU7k+2FIhSUr2G33p+NEeZwR03JXzRig7vFD4pr11enZViccZoa+rqC9144LkTA8z6Vvy8iOFxUojOcEWD7MBAAAADh/FBABAQrLW6vcvrXPbF8wYosF56R5mBHRObnqyroxaLPwPL69jdAI8VdG4z43zUnI8zKRvSU7OUHb4375jjKqrt3ucEQAAAHB4KCYAABLSW+v36f0t5ZKkJJ/RV04c43FGQOddc+xId3TCxr11emL5To8zQl9W0VjpxgVpBd4l0gdFL3hdXrnZw0wAAACAw0cxAQCQcKy1+m3UqIRLjxyqoQUZHmYEHJ68jBR94djIFCd/eHm9AkHmTIc3KgK1bpyf3t/DTPqefBNZ8LoyaiFsAAAAoCehmAAASDivrC7Viu2VkqSUJB+jEtCjXX3MSOVlhC4kbiuv18NLuJAIb1S01LlxXuYADzPpe/L9kQWvK2p3tbMlAAAAkLgoJgAAEorj7D8q4fKjh2tgLmsloOfKSUvWtceNctt/emW9GgNBDzNCX1XhNLtxQfYgDzPpe/KTI6Pryuv2eJgJAAAAcPiSvE4AAIBoT68q0eqSaklSerJf1y8Y7XFGQNddNW+E/vn2Zu2rbVZJVaPuXbRV1xw76tA7Yj8N9eVatfZRLd7yitbWbtOAlDzNH36Sjpz6OWVk9PM6vYRXYVskhebuz8sZ6m0yfUxeSo7UHCoiVDaWeZxNz7BjxyK989F/9cHeZUoyfs3oP02zx56jkcMXyPi4Jw4AAMALFBMAAAmjqSWo37ywxm1fNX+E+menepgREBsZKUm6YcEY3fr0x5KkP7+2QRfPHqrc9ORD7AlJcoItuveFG/TnPe+owRdZyFaN1frv2ruUvOafujRjpL5+/gNKTmZ9lbZURv3VFeRRzOpOBakFUnjJivKmSk9zSXSbNr+i777+DX3k238E19Mlr0glr2iC49PPjvmFxo8906MMAQAA+i5u6QAAJIx73t2q7eUNkqT8jGRddzyjEtB7fHbOMA0tCE3ZVVkf0F9e3+BxRj3Dvr2rdcO98/Wbve/uX0iIEjBG9zZs0fX/OV5VlVu6N8Eeor5+nxrDf38p1iqdkRzdKi+90I0rm2s8zCSxvfPB7br89Zs/UUiItsbn6LKFt+je566TdVjQHgAAoDtRTAAAJISq+oBuezVycfXGE8dy1zZ6ldQkv/7n1Alu+66FW7SzssHDjBLf6rVP6MKnL9ZC1bvPDQ5Kl6QO1q1DTtdVmWM0JhgpMLynRn320bO1bdvbXqSb0CoqNrlxviOmielmBVnFblzRUt/Oln3XAy/cpBs++qtqoopexyhTtxTN17f6z9UJJkdpjpUkNRuj/y1dqK/ed6wCAf4+AQAAugvTHAEAEsJf3tigqoaAJGlYQYYunzPc44yA2DtzykDd+dYmrdhRpeYWR799ca1+d8l0r9NKSDt2LNL1C7+ncn/owqKxVldlj9ONZ92j5NRMd7uvO47uePpK3VaxXJK01S996eXr9fAlLykz6gJuX1dZvd2N843fw0z6prysyILXFU6Th5kkplfe+V/9bPdrkgn9ex8QtLpt/s81cfy57jafk7R5y+u65bWvanV45MKrTrV+/NBZ+tmnX6ZABgAA0A34xAUA8Nz28nrdtXCL2/6f08YrJYm3KPQ+Pp/Rt0+f6LYfW7ZTq3ZUeZhRYqqs2KzrX7xWZeFCQrZjdcfUm/T1Cx/dr5Aghe6wv/ace/TbUZe6dy3v8Eu/fuqKbs87kZXX7HTjfB9r0XS3/JxhbhxaCBut9pZ+pB+vvcdtT3aS9N+zHtivkNBq5IgFuu+yhbosPXLDwZOBvbrt8U93S64AAAB9HVdqAACe+9kzH6u5JTTv8bSheTpzykCPMwLiZ+7oQp00oUiSZK3046c+krXW46wSR1NjlW584kJt8Yf+TlKs1W0zv6WjZ17b7n6nHPt9/Wjk+W770ebdeuWd/41rrj1JZd0eN85PYpHq7laQP9KNKw++9EefZB1HP3jualX6IiMS/nbBE+pfNKnNfZJTM/Xti57UBSmRkUd31KzWQy9+Le75AgAA9HUUEwAAnnpr/V698FHkItePzj5CxnClBb3b986cqOTwXfdLtlboieW7PM4ocfz56au03ISmPDPW6pejP61Z067s0L5nHvcTne4vcNs/WXuP9u1dHZc8e5ry+r1unJ+c7WEmfVNGRpGSw0XDBp9RQ325xxklhvtfvGm/NVF+Pv0m5eYOa2ePEOPz6QcXPaVjTWSk0i93vaT1G56PS54AAAAIoZgAAPBMIOjoJ0997LYvnDlEM4fle5gR0D1G9c/S1cdE7lT+xbOrVdvE1CdLV9ytf9eud9vf6D9Xpxz7/Q7vb3w+fe/sezQgGLpoW+Ez+t8XvhTzPHuiysbIxev81DzvEumjjM+nfCfSrqjc1PbGfUTpng/1u5LX3fbnMkYdcgRStKTkNP3fRU9rohNaAyRgjL731rdZkBkAACCOKCYAADxz97tbtaG0VpKUlZqkW04b73FGQPe58cSx6p8dmru+tKZJt7+2weOMvFVfW6rvLfmNbHhk0jyl63On/73T/eTmDtPPpt3otl9oKdeGjS/GLM+eqqK52o3z0wra2RLxEr3wdUX1Ng8zSQx3vfEdNYanNxoTNLrp7Ls73UdGRj/9asFvlRIe9bHaF9Q/nv5CTPMEAABABMUEAIAn9lQ36g8vrXPbN500RkU5aR5mBHSvrNQkfef0CW77zrc2aUNpjYcZeet3T1+pHeFrrdmO1U9O/YeM7/A+qs6Z9SUtMKGpfKwx+vu7P4tVmj1WeaDOjfMzB3iYSd8VvfB1RfXOdrbs/faWfqSH6ja77a9N+rxS03IPq69RI0/STf3nue07qlbpo9WPdDlHAAAAfBLFBACAJ3785EeqCU/rMqp/pq6aN/IQewC9z3nTB2vW8NDUXoGg1Xcf/VCO0/cWY1628l490LTDbX9nxLkqLp7epT6vO+qbbvxCS7k2bnypS/31dBVOgxvnZRW3syXiJd+f7sbltSUeZuK9u974rprCoxImOX4de+TNXerv8lP/rJk2RZIUNEY/WnSrgi3NXc4TAAAA+6OYAADodi99vEfPfbjbbf/8vClKSeItCX2Pz2f08/MnKyl8Ue39LeV6cPF2j7PqXk6wRb9a8n9u+wSTo7OO/2mX+5004QIdZ7IkMTpBksqcgBsX5o7wLpE+rDAlx43L60s9zMRb+/at0UO1G932dROvOOxRSK38SSn62Ul/Vnq4GLvW5+jRV2/pUp8AAAD4JK7cAAC6VW1Ti374xIdu++JZQzR3dKGHGQHemlCcoy8eN8pt/+LZ1SqtafQwo+715Ovf08e+oCQp1bH69sl/7PKFxVbXzfq6Gz/fUqZNm1+NSb89UZmJjHgpLBjjYSZ9V2HUWhVljWUeZuKtf732bXethImOX8cf9bWY9Dt06FxdXTDdbf9550uq6ePTSQEAAMQaxQQAQLf6vxfWqqQqdKG0IDNF3z1joscZAd67+aSxGl6YIUmqbmzRrU997HFG3aOudrf+uPUZt31l3iQNGjQ7Zv1PmXSx5iv092qN0d2LfhWzvnuShvpy1Ycv3iZbq5zsIR5n1DcVZhS5cXlzlYeZeKe2pkQP1kYWm//S+M/ErHgoSVedcpsGBkOFs3Kf0d9f+HLM+gYAAADFBABAN1q0qUz/fneL2/7BWROVn5niXUJAgkhL9uvn501x20+vLNGzq3r/nOp3vPAV7fOHLnIXBa2+8KnbYn6ML06/wY2fb9yl+vp9MT9GoiuviFy8LXAU04u36LjC7EFuXBa1IHZf8vyi36ghXNgaHTQ6cc63Ytp/Wnq+vj7mYrd9X90Gbd36VkyPAQAA0JfxTQIA0C1qm1r0zYdWyIZn2jh+XH+dN32wt0kBCeSYsf100azIHePfe2yV9tY0eZhRfO0uWaZ7ata47a+OPFcZWUXt7HF4Zk65QiOCoYuXdT6jF9/9TcyPkejKKje7cYFJ8jCTvq0gakRImdN3pjKL9tiO19z4guI5cSlsnXrMD9zFmFuM0R/e/E7MjwEAANBXUUwAAHSLnz/zsXZUNEiSctKS9L8XTpUxxuOsgMTyw7OP0KDcNElSRX1A33l0lay1h9irZ/r7G99Wc/gcMNlJ0pnH/SQuxzE+ny4oOtJtP7b95bgcJ5GV1+xw40JfmoeZ9G2FeZG1Ucps0MNMvLFh44ta6WuRJCVZq7PnxGeBZOPz6X/mfM9tv+xU6aM1j8blWAAAAH0NxQQAQNy9trZU/31/u9v+6XmTVZzLBS3gQDlpyfr1RdPc9sur9+jhJTva2aNn2r59oR5vjCyMetPUL8nnj98d82cf/U35w0WZpaZZW7a8EbdjJaKyml1uXJic5WEmfVtB1MLXFT7JCbZ4mE33e2zp7W58gj9f+QWj43asSRMu0Kd8eW779vd/HbdjAQAA9CUUEwAAcVVa3ahvPrjCbZ8+uVjnTBvUzh5A33bM2H763NzhbvtHT36kTXtrPcwo9v765g/UEh6VMNumas6Ma+N6vH79J+o4X67bfnxJ7NdmSGRlDaVuXJCa42EmfVtqWq6ynFBRq8UYVVdvP8QevUegqU5P12502+ePv7idrWPjy/N+KBMuIr5l67R81X1xPyYAAEBvRzEBABA3Qcfqqw8sV1ldsySpX1aqfnbeZKY3Ag7h26dP0Kh+mZKk+uagvvKfZWoM9I5pUTZufElPByIXt2+ccVO3LAh8/tjz3fjJqjVqCfSdOevLGyvduDCtn3eJQIU28v5XVr6hnS17lzc++JPKwwsvDwhazZt5XdyPOXr0p3RWcmQdltuW/D7uxwQAAOjtKCYAAOLmL69t0DsbyyRJxkh//PR0FWalepwVkPgyUpJ022UzlJIU+qj2cUm1fvHsao+zio2/vHurbLigOF8Zmjntc91y3GNnf0X9gqG7lPf6jRYu+Uu3HDcRlDVXuXFh5gAPM0GhL8WNy6u3eZhJ93ps05NufG7+JPmTUtrZOnauP+6n7hRn75smLVry9245LgAAQG9FMQEAEBeLNpXp9y+vc9tfOWGM5o/hjligoyYNytX3z5zotu9+d6ueXVXiYUZdt3HjS3oxWOm2bzw6PguwHkxScprOzh3ntl/c9HS3HdtrZS31blyQNdDDTFDgT3fjspretx7KwVRXbdc7To3bPm/2Td127KFD5+u81MjUin9bdUe3HRsAAKA3opgAAIi5nZUN+vJ9SxWeGlpHjSjQzSeN9TYpoAe6Ys5wnTopcif5Nx9aobW7a9rZI7HduegXbrzAZGvShAu69finHvFZN36tqVSBQH07W/ce5U6zGxfmDm9nS8RbYXK2G5fV7fYwk+7z5rJ/uGukHOH4NXTo/G49/peO/6WSwqMTlpgmLV7+r249PgAAQG9CMQEAEFONgaC+dM9id52EwswU/fEz05Xk5y0H6CxjjH594TQNK8iQFFo/4Yt3L1ZlffMh9kw827e/q+cCe932F2fd3O05HDH+fBWHpzqq8RktXnl3t+fghTLjuHFh/mgPM0FhWr4blzXs8zCT7vPq9tfc+OTCqd1+/IGDZumc1MiInH+s6DtTnAEAAMQaV3YAADFjrdW3H1mpD3dWS5KSfEZ/vXyWBuamH2JPAG3JzUjWPz43SxkpfknStvJ63fjfZWoJOofYM7H8c+GPFQzfnTxH6Zo66dJuz8H4fDopa6TbfmX9E92eQ3cLBOpVGV741lir/LxRHmfUtxWm93fj8qaqdrbsHRobKvR2S6XbPmnKlZ7k8YX5P5IvPDrhXTVo5UcPeJIHAABAT0cxAQAQM39+dYMeX77Lbf/onEk6amSBhxkBvcOE4hz99uJpbvut9ft069Mfy4YvjiW63buX6/HGnW772qlf8iyXk8ad78av1m+XE2zxLJfuUFmx2Y3zrbpt4VscXEFmsRuXBWo9zKR7vLPsDjWEi1kjg0ajRp7kSR7Dhh2jM5IjhZx/LPmDJ3kAAAD0dBQTAAAx8dDi7frtS5EFlz9z1FBdfvQwDzMCepfTpwzUjSeOcdt3v7tVf39zk4cZddy/3/yBO2f6dJus2dM+71kuMydfrvzwgi57/UYrVz/oWS7doaxioxsXyO9hJpCkwpyhblwWbPAwk+7xypYX3PikqAXQvfDFed+XCRdg37C1Wr22949MAgAAiDWKCQCALntj3V5959FVbvuYMf30k3Mmy4QvHgKIja+dPE5nTY3M/f2r59boieU729nDe2X71unhusjd8V+ceKWMz7uPoP6kFC1Ii9wd/uqahzzLpTuUVW9z40IfoxK8Vpg3wo3Lbe8eFRMI1OuNpj1u+6SJ3T+1WbRRI0/Sp5Iia1bc8f5vPMwGAACgZ6KYAADokiVbK3TDvUvUEr7Td0Jxtv56+UylJPEWA8Saz2f020um6eio6cO++dAKvbam1MOs2nfvG99VY3iak4mOX8ceeaPHGUknjzrTjV+u3iDr9Kz1JzqjrCYy9VyBP8PDTCBJBVELYJcZ26t/95asvEdV4X/7A4JWkyZc6HFG0rVH3eLGLzlV2rDxRQ+zAQAA6Hm40gMAOGzLt1fqqn++r7rmoCRpUG6a/n31UcpOS/Y4M6D3Sk3y6x9XzNa4AVmSpEDQ6kv3LtGb6/Z6nNknVVVt03+r17jtL469xNNRCa2Onna1MsIF0O1+af2mFw6xR89VXh8pNBWm5nqYCSQpM3OAUsO/e40+o/r6xC0EdtUrGyLTCJ2UNSIh/u2PH3eWFphst33Hol94mA0AAEDP4/0nOgBAj/Thzip97v+9p5qm0DQNhZkpuvsLR2lATprHmQG9X25Gsv71+aM0JD9dktTc4uiLdy/WOxv2eZzZ/v77+ndVF74zeVTQ6KS5/+NxRiGpabk6NjkyuuPt1b13qqOyxjI3LkwraGdLdAfj86nQRqYALCvf4GE28fV23XY3PnHMOR5msr8vzf6aGz8f2KetW9/yMBsAAICehWICAKDTlmyt0GfvfE/VjaFCQn5Gsu774tEaU5R9iD0BxMqgvHT994tzNCg3VMBranF09b8/SJgpj+prS3Vv+XK3fc3Ic+TzJ3mX0AHmD5zjxu+Ur2pny56trKnKjQvT+3uYCVoVmMi/g/KqrR5mEj/bty/UjvB63xmO1cxJn/U2oSiTj7hY8xWa8ssxRncu/InHGQEAAPQcFBMAAJ3y+tpSXX7ne6pqCEiSctOTde81R2tCcY7HmQF9z9CCDP332jkqDo8IagyERigkwqLMD73xPXe+9CFB6fRjvu9xRvubN/lyN15qG1Rfn1ijOmKlvKXOjQuzB3mYCVoV+iMj+Mqqt7ezZc+18KP73fgof46SUzM9zOaTrp3+ZTd+unm3du5838NsAAAAeg6KCQCADnt82U5d8+/FagiE1kgozEzRfdccrUmDmIcb8Mrwwkz999o5GpwXmvKoxbG6+f7l+ufbm2Wt9SSnxoYK3bXnXbd99ZCTlZScWFOgDRgwVWOCoWJHwBgt+fA/HmcUH2VOoxsX5gzzMBO0KkzOcuOy2hIPM4mfd0qXuvHcohkeZnJwM6d9TkfaVElSizH651s/9DgjAACAnoFiAgDgkBzH6jcvrNFXH1iulvDCkYPz0vXQdXM1eTCFBMBrI/tl6pHr57mLMkvSrU9/rO89/qGaW5xuz+eR17+rMn/oQv2AoNW5x9/a7Tl0xNzskW78ztaXPcwkfsps0I0Lckd4lwhcBSmR982yht43IiYQqNf7wcj0WvMmXOJhNm27dsoX3fixxh3as2elh9kAAAD0DBQTAADtqm1q0bX3LNHtr210nxtblKWHr5+rUf2z2tkTQHcqzk3Tg1+aq5nD8tzn/vPeNl3+/95TWW1Tt+XR1Filf5ZEFjT9wqAFSklNzPVU5o/4lBu/U7PFu0TixAm2qCLq035BwRjvkoGrMKOfG5c1VXiYSXys/Pghd+H1QUFp+LBjPc7o4I6e8UVNc5IlhUYn/euN73mcEQAAQOKjmAAAaNOHO6t09m1v6+XVe9znjh/XXw9fP08Dc9M9zAzAweRlpOg/X5yjc6dH5sZ/f3O5zvzT21q0qaxbcnjs9e+rNDwqoX/Q6oIFP++W4x6OmZMuU0p4KqhNfqvdJcs8zii2qqu3q8WE/l9kO1apaYwkSwSFGcVuXN5c7WEm8fHOpmfdeF7GIBlfYn7lND6frj3iSrf9cN1m7du3xsOMAAAAEl+S1wkAABKPtVZ3LdyiXz23Rs3ByBQp1x43SrecNkH+8B2HQG9jHUdVVVtVUbVVjU1Vamquld+XouzMIuXkDFZe7gj5/In98Skt2a8/XDpd44uz9ZsX1spaaXd1oy67Y5G+cuJY3XTiGCX543Nxr7mpRnfuek0KFxM+Xzw/oS9gp2cUaJbJ0LtqkCS9+9F/dP7AxJvf/XCVlW9w40LLeTtRFOYMceOyYIOHmcTHu5Xr3FvW5g053ttkDuHYI2/UxI/v0mpfUI0+o7vf+K6+fuGjXqeV0Joaq1RRuVk1tbtVW79PSf5UpaZmKT01T0X9j0jocz4AAOi6xP42DADodlv21ek7j67Su1F3MWem+PXz86fovBmDPcwMiK262t1atfYJfbzrPX1UtV6bAtXapaDq2ymWpTtWY5SsMWmFmtF/huZPuVJFAyZ3Y9YdY4zRDQvGaGJxjr7+4HJV1AfkWOlPr6zXG2tL9asLp2riwJyYH/eJN36oPeFCQoFjddGCX8b8GLE2r3Cq3i17T5K0cPd7Ot/jfGKpvHqbGxf4UjzMBNEKohbCLneaPcwk9iorNutDE5Bk5LNWR0253OuU2mV8Pn1p3Kf11Q33SZLur16nqys2Ky9/5CH27BucYIs+WvOYFm54QqurN2tDoFrbfVbWtP0+2T9oNdiXovHpxZpUOEmTRpyoMSM/lfCFeAAA0DG8owMAJEmBoKO7Fm7W715ap8ZAZDTClMG5+tNnZmhkv0wPswO6zjqOPlrziN5a95gWVa7VSjW5U8BICt9J2/7d2w0+o1Vq0armPXps5/PSzuc13vHp9H4zdd7c76iw37i4/gyddcKEIj1383H66gPLtGhTuSRpxY7Q9GXXHT9aXzlxjNKS/TE5ViBQr/+342Up3N3n+89RekZBTPqOp7njz5feCRUTFgXKFWxplj+pd1x4L6vZ4caFfqamSxSF+aPduMxYDzOJvUWr7nEvNE+xKcrNHXaIPbx3wpxvasy6/2qDz1GDz+je17+jr5x/v9dpecY6jlZ8fL8eWflPvdG0WxXRBXa/dKj3yb1+o70KaHnjdmnndmnn88p/y+ro5ALNLT5KC2Zex/otAAD0YBQTAKCPs9bqldWl+sWzq7VpX537vM9IXzxulL7xqfFKSUrM+Y6BQ3GCLVq66l49v/ZBvVa3zZ3LP3Qt5OAXRDIcq37WKN34lCq/WuSo2gZVZaxqDjJqYa3P0dryxfrz0xfo5KQCfX7213XEhPPi9jN1VnFumu67Zo7+9sZG/fHl9WoOOmpxrP782gY9unSHbjl9gs6eOki+Lk5f9vSbP9bOcCEhz7G6ZMEvup58Nxg3+nT1f+sW7fUbVfmM1mx4WpMmXOB1WjFRVrfbjQtSYj8SBYcnN3e4/NYqaIxqfEZNjVW9ZmqYRTvfduO5eeM9zKTjfP4kXTvqfP3PlkckSf+p/FBXVu9Udk7fGo0ZaKrTE2/+QP/Z8YrW+8I3lRzkfcFnrQocKUc+ZRm/HEmNNqhaOdrrk4IHGbVQ4TN6Plih53e+IN+O53WkSdeniufqpJnXq1//iXH+yQAAQCxRTACAPuz9zeX6w8vr9M7G/RdmnTgwR7++cKqmDOkdFzfQ92zY+KKeWf4PPVO1RiWtBQT/Jy9wjHV8mpo2QJMKJ2nC4HkaOmi2cnOHt7lgaNm+ddqw7XV9tHOR3ilfpSW2wR3d0GLCF0ve+4FO/uD/dMPc72vsmNPi9jN2ht9n9OUTxujUScX6zqMr9cGWCknSrqpG3Xz/cv3z7c366qfGacG4/jLtTF/RlpZAo+7Y+pw7KuHKwlnKyCqK5Y8QN8bn05Gp/fRsS+g8uHjj872nmNAQObcXpuZ5lwj24/MnKd+R9oX/vVRUbFJxL1mrY0lDiXseOHrkqd4m0wmnzP+u/rLxEW3xSzU+o/++/m1de849XqfVLYItzXrmzR/rL1ueChWED3j7KwxazU8boKOLj9a4wXM0cvjxbRa/WgKN2lO6Upt3vqePd7+vj6o2aVlL1X6jGxxj9J4a9d7u1/TzZ17VTKXp1OI5OvWorzJiAQCAHiBhignGmCGSbpV0mqRCSSWSHpf0E2ttRSf6KZD0Q0nnSRooqUzS85J+aK3d0cY+MTk2APQEjmP19oZ9uv21DXpvc/l+r2WnJunGk8bo8/NHKjlOC7QC8bJnz0o998Gf9MzeD7Sm9a7KAwoIuY7V8alFOmbwcTpq0mWdnpaosN84FfYbp6NnXqurFVp34eX3/6CHtr6oFb6Au93LTpVeefubumTJn3Tz6XckzB2uY4qy9MC1c3X/B9v12xfXqqwuNF/7ih1V+vxdH2jqkFzdsGCMPnXEgE4ttP7c2z/V9vAFxBzH6tMn/Coe6cfN7P4z9GzJy5KkxWUf6kqP84mVsqbIx9jC9P4eZoIDFRq/9il0ntpXsaFXFBP2ln6kLeHzQIq1mjKh56xA4k9K0TUjztT3tz8jSbqnbJkury3tMUXRw7Xiw/t16we/1Dqf4xaBpND6QKenDdT5Uz6vqRMv6fB6B0nJaRo8+CgNHnyUjgk/5wRbtH7j83p33eN6dd8yLTORdUKsMVqiJi3Z84Z+/eTrmufL1pnDT9EJR97cI6bJAwCgL0qIYoIxZrSkdyQVSXpC0hpJR0m6WdJpxpj51tqydrpo7acw3M84Sa9Kul/SBEmfl3SmMWautXZTPI4NAImuqiGgR5bs0L2Ltu43nZEUumv5sqOG6asnj1VhVqpHGQKdV1O9Uy9/8Ec9s+M1vW8bQnN1H1AHy3GsTk0fotPGX6SZky9XUnJazI6fmVWsc0/8lc7Vr7R2/TP6+6Jf6SWnUlLoIskDjdv16sOn6paxl+qU+d9rc8RDd/L5jC47epjOnjZQf3l9o/7f25vV3BK6qLlyR5Wuu3eJBuel67Kjh+nSI4eq3yHOCcGWZv1j85PuhagrCqYrK3tgvH+MmJo97lwpXExYEqzuNesm7A3UuHH/nKEeZoID9fela61C78V7q7Z6nE1sLF79kBtPVVqPm7rpjGN/qL/e84x2+qVKn9GDr39XV511p9dpxUVN9U798dlr9GDjdtmownGuY3V1v6N08fE/jVkR3OdP0vhxZ2n8uLN0lUKF/1eW/V0v7X5PS9TorrHRYozetLV6c8ujytj0iE5KKdJZ4y7UUdO/ENP3bQAA0DUJUUyQ9BeFLubfZK29rfVJY8zvJH1N0s8lXdeBfn6hUCHhd9bab0T1c5OkP4aPc+B8A7E6NgAknMZAUK+vLdXjy3bp1TWlag46+72e5DO6YOZg3bBgjEawwDJ6iMaGCr25+HY9u+U5vRWsUnPrtDxR0/OkWKsFSfk6a/S5Ombm9UpOjf/v9/ixZ+p3Y8/U6rVP6I+LfqGFqpcUWozym5se1BnbXtH3z74vYUYpZKcl65bTJuhzc4fr729s0n/f36amcFFhZ2WDfvPCWv3upXU6dmw/nT9jsE6aOEBZqZ/86PjsW7e6dyNnOVaXLfhld/4YMTFi2HEqDFqV+UNz2K/f+LwmjD/H67S6bG+wwS2uFeWN9DYZ7KcoJVtqDhcTqrd7nE1sLC5Z5Mazc8d6mMnhSU7O0BeGnKxbw4XFu/Yu0sW1u5WZVexxZrG1bOW9+vbi/9Uuv9z3zTTH6ur8qbripN/GvRg8YMBUXXba7bpM0r59a/Ty4tv17O539huxUO8zeqplr576+G8qXPVXnZ41UmdNuUpHjD8/IYryAAD0ZcZa620CoZEBGyRtkTTaWutEvZat0JRDRlKRtbbuoJ2Ets2SVCrJkTTQWlsT9ZpP0iZJw8PH2BTLY3fgZ1wyc+bMmUuWLDncLgCgQ6y12lpWr4Ub9+nV1aVauHGfGgPOJ7bLTk3ShbOG6AvHjNTQggwPMu2ZrOMoEKhTU1O1mppr1Nxcq8amajU316opUK+mQOixOVCvppaG0HMtjWoKNqkp2KCmYLMCwWY51sqRDf1nI4+OrGStjDFK8SUrufWPP0kpvlRlJGcqMzVXWWl5ykwrUFZ6gbIyi1SQN0rpGf169RfshvpyvbfyLr206Rm90lSquoNMwWOs1VEmXWcOOUEnH3mzpxftrePoxYU/16/WP6B9UVMtDQ5K/3vU9zRt8qc9y60tpTWN+tfCLbr/g+0qr2v+xOvJfqM5owp14oQiHTOmn8YUZSnQXKuz75sXuigl6Us5k/SV8+/v5sxj45v3HqcXgqFpgW4pmq/LT/+bxxl13fF3TVZ5+N/Ky6fdpwEDpnqcEVrd9til+kf1x5J69r+baOf+c6o2+UPfLe+ccqOOnnmtxxl1XnNTjc68b652h8/bN+RO0fXn/cfjrGIj2NKsfzz9ef2tcoWcqOL7sSZT3zvpTxo8+CgPs5N27FikZ5ferqf3rdBm/8GvUYwISmcUTNWJR3xG48ac0as/9wRbmlVVvU1V1TtUW7dXtY1lqmuoUG1Tpeqaq9XY0qiAEwj9CTYr4LQo4LRIkowxMjLyGZ9M6An5FHrO7/Mr1ZeilKRUpfpTlepPU0pSmlKT0pWSnK7UpAylJmcoOTldqcmZSk3JVmpKVugxNUepqTlKTs7s1X/3ANAXzJo1S0uXLl1qrZ3V2X0ToZhwjaQ7JP3DWvulg7z+gqRTJJ1srX2lnX5OlvSSpBettZ9Y7csY83dJ10q6xlr7/2J57EOhmCDdes9ntbl+Q8d3MO02D5Npp9WVXjvf06H36HifnTl629u28UoHOm/v5zdRgTlg29B3mPAzZv9D7fdauG3CG5mothub1jjy3MGS79TfVSc27szvwOH8vrTHsVJzi6OmFkdNgaAaAkG1OG2f11OT/MpNT1Z2WpJ8h/ghO/e71cGtW/8fHfAFp/X/5yefM+E8jfvF6GDP+cKPrfs5NqgWJ6igDSrotCgoR0EnqKB1Qs+5j1bNTkDNtkVNTjD0aB01y1GTddQkq2ZZNRmpWVKTkTscP9GkOlYFViowScr3palfcpaK0/urOGuQivNGqrhgvIoHTOlRd1iW7FqiN1f9W2/seV/vB2vV1MYc/hMdv87oP1unH3lTwl0sraneqd88c6Uea97jPpdkrb5VfLw+c8ptCfllvDEQ1DMrS/Tf97dp8da2l44qzEzRgqI79WJa6IJonmP13EUv9bgpjlrd//yN+vme1yVJJ/ly9IcrFra5bUvQUXPQUXNL6DEQtAq0OAoEI+3m6HZLeJtw23GsgtaGHh2roA0Vg4P7PS83duz+zztR21pr1fpx3n2UlQ026vnGaySFCm2fSvunrC+ldQP3ofW7QOs7h7XRcdRrUX2723n7NaJHy6r/vV5IWyFJmt+YL2X8vs1txw3I0tdPGd9dqR2Wsn3rtOCZCyWFznHvXPJmj53z/vFXbtEPdjwrScpwrJ45+2H16zfB46y6prJis7715KVapAb3uRzH6gejL9apx/wgod6LrOPo43WP65lV/9ZzNRv3K8hHGxC0Oj5jiI4feaqOmnqV0tLzuznTw2MdR9U1O1Sye7lKytdpV+UmldTu0p6mcpW31KvcaVa5cVRptF/RJ5EYa5VqpRRJqVZKlQn9MT6lGr9SjE9pJkkpJkmpviQlGb/8xhf+45ff51eS8csXbicZv3zh50L3gUbea6LfaNz3H0U9F/2+Z62sdWQlOXLC72Gh99DQ6477vtfeTT2feE1Wjm09bmt/khO+F9UqvE94G6vW10PJRfrbP/dEF+vvrVLnvmN3qL945BjzHuOTZ6zFOsd4nL5i3eUNc7+vcWNOj3GvPUdXigmJMM1R6yfjdW28vl6hC/rjJLV3Qb8j/SjcT6yPLSlUNGjjpZ796TMGtjZs0uK0eq/TQG9h24j7Mn/4T0enlP3kTceQWqteB3ky8TX5jEoklSgoqU4K1EmBPVL1h9KuyHbZjlWx/Cr2p2tQSr4GZhZrUM5wDSqcoEFFU1RYOL7DCy3G2t7Sj7R07aNaWvKe3q/brg2+qFE1BxQShgelM/In6/QZX9LIEQu6N9FOyM4ZrFs/87LmvXmrbt34oGp8Ri3G6Jd73tSaB07R9y94TCmp2V6nuZ+0ZL8unDVEF84aou3l9XpyxS49vbJEq0uq99uuuWG33kv+UK3z6AzfN0bzf7dKI/pt0ojCDA0vzNSIwgwV56apIDNFBRkpystIUUpS/C5aBYKOGgNBNQZCj00tobghEFRDc6jg2hgVNwSCagzHgcopkl6XJC0OVOozf39bDS0m3F/Q7aMx4HxiyrhEVJS0RQrPNJMXtHpk+V5P88H+ZuVkSuHBUxXBWr330e42t62oT/yL8ktWP+jGU5TaYwsJknT28T/Vv+9+Thv8VvU+o3+88g1999JnvE7rsK1d/4xufuvb2hm1wPIsm6pfnXZHQi78bXw+TZpwgSZNuEDfaGnWe8vv1DPrHtbLTaWqj/ossMdv9GDTTj245p9K+/j/aZYvU7PzJ2jm8JM0afy5nq3ZEWxp1t59H2v33o+0q3yddlVv1e66PdrVXKGSlnqVGOegoyslhT5y+luDxGWNUaORGvd/VlIw/CfcDF3VByL47t539ID/15fV7PQ6hR4rEYoJre/yVW283vp8Xhz6idWxAQB9RPLB7sYyPqXKpxTjV6rxK9WXpFSTpBRfstJ8yUrxpyjVl6wUf6pS/CnyG79MeHSFz7SOsPC5Iy0c66jFCag52KRAMDSEvckJqCHYqLqWRtU6TapzAqq1LaqxQZUbtXnX/oFqfEY1crTe1klNdVLTDql8cWjCv/DPN9AxGuRP16CUXA3MGKBB2cNUnD9KhTnDVZA/Srm5ww+74OAEW1RRsUk79yzTlj0rtKVyvdbW7tDqlhrtjb778CDXm8cEjY7NHaNTj/hsj5s3+bTjfqgpo0/TN168Vh/5Ql+0H2veo43/OV63nfugCgrGeJzhwQ0tyNCXTxijL58wRrsqG/TKmlK9tW6v3t9SrqnZd2uZP/T/YEDA0fvll6vZBrRie6VWbK9ss8/s1CTlZSYrPdmv1CS/UpN8SknyKTXJpyS/L3zHe+jOP8eG7uyz4UfHhu74bww4amwJqinguBf7G1scBdsZmXUoRgM0eJyjKr9PVX6fkre+oc1N0w+7P6/lJ+9y70HODfacfyt9RW2gnxvXJwU8zCQ2Fu96141n54zyMJOu8yel6KtHXKWvrL1LkvRQw1ZdsX2hhg6d73Fmnffau/+nW9b8Sw1R76/X5UzWdWf/u0csMu9PStG82Tdo3uwb9P36cr3+wZ/02vbX9HagTDVRn3safUYLVa+FFUuliqXyL/u1Rlu/JqT205icERpROFHDi2eoeMA0ZWT0a+eI7Qu2NKusbJ1Ky1ZrT+Um7a3eodL63drTWKaS5mrtcpq0x2fV0tYtuZ0sFOQ4VnnWKMv4lWWSlOlLVZY/VRlJacrwpyop/BkzNCVmspLDo88id+FbOdYJ370fioNOi5qDzWpymsOPoc+YzU4gapRuUM02qEY5ag6P1G0yUpNCo3Tb/PkAAH1CIhQTeo22hoaERyzM7OZ0Esp5E76oo8oPPc1R6wedjjjYEMGD7mltx4YTHmSTtvaLjLZsv197sOiQqdj9HtrPqe3OPvGK7cygStvBqQtsG39vcoeDSq0Xgqx7gSg07LP1g64iQ0Kd8DDQ8DY26gJS62OLY8NTQYSnebBOeAoIRaaN6PK8Cx3fv1MfpU1H++348X0mfGEuI1m5GaE7f3Mzkg+eVyf+Xjr129LBft1hv9a6regvOK1DiZ3wl5/Wf7u2dThx636tv0NRw5ejhyvL2vAQ6qTQcGqfX36T5A6rDj0feUwOzxObmpyulKQMpaVkKSU5U6nJmUpx54jNUkpKjlJSshLyy7d1HDXU71NZxUaVV21Vec0O7a3Zod21u7S7YZ92B6q122nSbp9V4BBfAAPGaJtf2qYGqblBat4tVa6QotYH9VmrfEfKN35ltRZQTFJoaLsvWcnGL0eOAk5QARtUjdOkGiegShtUaVtfsg8yjUGytTrKZOq4AbN13OQrNGTInK7+VXlq8OCj9K9Pv6afPnahngyE7hJf6QvoisfP198+9beEv1A1KC9dV8wZrivmDFdJyQqd83zr0lLS2Ia52pGUKR1kjZYD1TS1qKapJc7Zdp5VkoY2pKsqq0mSNChzaZvFBJ8JTRuXkuRTst+nFL9Rcjh2236f+3ooDj2X5PPJ75P8vlAxcf9Hyecz8nf0+fBrrUPTTdS0gfu2v6O/14biIn+6fn3RVHdKQCmyXWi6wHAc1Y/c1yPbH2w7LikdnoaqNP1o45OSpJokq79+tu2vCvmZife+c6DF9TvcIvDsoQs8zSUWjjvqq5q55j4tNc1qMUZ/eOPb+u3lb3mdVqc88tI3dOvOF+SEL7pnOFa/HP85nTjvfzzO7PCkZxTo9ON/rNP1YwUC9Vr+0f16a8NTeqN6o7tWR6ugMVpnHK0LlEplpVLZ+9K6f0sKjdDsZ33KMUnK8iUrw5cSmVJVkalZG52W0OcXG1CNdVRjrGrbm+6yE6MK0h2rgdangf50DUzN06CMASrOHqrC7MEqzBmmgryRyssfqeTkxFzXLNjSrKbmajU31aipuSa8llitmgN1amyuVVOgLryWWL2aWupDU4464alHbUt4GtLWdqjA0WKDcqwjxwbdN5vI/5OoqXJbH/f7/xCKQ9Ol7j8dautUqMa0rhoRnmrVRKZLjb6pxxd1c48Jb9far9zY5762f38+dz+f8YW390f1F4ljKR5TJ8VnOvTYDlOJR4494e8yaqnX2PUZ6587Hv9v4tDnmOELYt5nX5EIxYTWu//bGofY+nxlHPqJ1bFxCGcfd7XXKaAPsdaG5qsOT3cRmpYiuN80F9FTXES/Xt984BQYjhqbg6oPtLjTW7ROm9F4iPUJusoYKT8jRfkZycrPSFFhVopGFGa6U4cM75ep4pw0+Tt4Rzp6L+PzKSOrSBlZRRo6dG6b2znBFpVXbNCevR+ppGyddlVvVkltiXY1laukpU671KKqDvw+OcaozC+VyVHoi0Hg0MPZ3Ruj2+4/3bE6wqRpZs4ozRp6nGZMvEQZWUWHzKcnSUvP188+/bImPH+9flO6UDZcvLn85S/p9qN/pMlHXOx1ih3yu1duVGP4d2WC49PtN/xNMn6V1jRpS1mdtpbVaUtZvbaW1WlfTbPK65tVWd+s8rpmxfG0Kb/PKC3Jp7Rkv9KS/UpN9ik92R/6kxJ67qDtlNB2OzdP0oeBpZKk/P679cil89xtW/dLS/Epxe874EJG4nmgokYKFxOGZuTpktlDvU0I+wkEcvXjDVbWGJX7pJMn5CbshcNDqazYrPXhaen81mr6xJ5xHmuP8fn0tdnf0BVLfilJejFYqfeX3amjZlzjcWaHZh1Hf3/qc7q9coV7UXZIUPrz8b/X6NGf8ji72EhOztCR06/WkdOv1tcVWrx58drHtKx0qZY27NGWNhZwllpHaFpJgdAfp52pePeb/rLj5/wCx6pYSRqUlKWBaYWhKSVzR2pg4QQNLJqivLyRPWp05YH8SSnKSOrXpVEeAICeKxGKCWvDj+PaeD0822ub6xp0pZ9YHRtAAjHGKCXJKCXJp6zU+J7mWoKOGluiptmImqe7KeC4i2+1TtXhjqII32mf5PMpNdnnTvXRGuelJysnPZlCAWLK509Sv34T1K/fBE1qY5u62t3atXu5SspWa1fFJu2q26ldDfu0t6VO5U5A5cZRdRd/L7Mdq4Hya3hSjkZkFmtUwQQdMXyBhg89NiFHfsSa8fl0xRl/16CFv9It6+5Vk8+o3Gd09Xs/0W9rS3TsUTd5nWK7Fi35u54PRhZmvmXG19xpr4pz01Scm6Y5owoPuq/jWNU0tqiivtmdpqipxXHPmS2O495J6DMKTwMWuYvfSEpxiwWh82VrnJbsV7K/axdn1hRcqPsWhYoJq1SlmUNze+wFn9L6yKLf/dMO/v8D3klOzlC+lcrDdzqXla1TcfF0r9M6LNHrJUyyyb2mCDx98mU6ffnf9VywXJL0i2V/0kOTL0vook+wpVm/ePgcPdgUmQd6ouPXX865v8cvIt2eIUPmaMiQOTov3K6tKdHaTS9qza5F2lK9VVsb92lbsEGlHRiheSgFjlWR/OrvT1dRco6K0gpVlDVQg/JGq7jfRA0cML1HrxkCAMChJEIx4bXw4ynGGJ+NGrNjjMmWNF9SvaRFh+hnkaQGSfONMdnW2pqofnwKLaQcfbxYHhtAH5Xk9ynLH/+iBdBdMrOKNXbMaRo75rQ2twk01amicrPKKjeqobFKTS317pD25pZGNbc0yu9LUpI/RSn+VGWlFygno79ysgaqf78j+JIddtL8b+vOnKH6yuJfqspn1OAzuvHjf+hHNTt0/km/9jq9gwo01emXK24PT+UgnZFUqNnTr+rw/j6fUW5GsnIzkuOTYBeNG3OGst/5rmrCBZ7tO97RsGHHeJ3WYdnbWObG/TMHeJgJ2lIkv8rDw7n2la/vscWE5bsiX5VmZY/wLpE4+Oanbtcbz35a9T6jjX6r/7x4s6488w6v0zqoxoYKffvhs/SKU+0+N1fp+v3FTyozq9jDzLpfVvZAzZp2pWZNu3K/563jqLJys/aVr1dNXalqG8tU31Sj1ilGW6fctNYqLTlD2Rn9lJ3RX9mZA5SdVazMzGIlJad58BMBAJA4PL/6Za3daIx5UaGL/V+WdFvUyz+RlCnp79bautYnjTETwvuuieqn1hhzj6RrJf1Y0jei+vmKpBGSXrDWburKsQEA6OuSUzNVNGCyigZM9jqVHm/6lM/q7qyBuv61m7XLH5rn+Yc7ntOeJ3bpS2ffnXB3xd/30s3u3NQZjtU3Tv6zxxnFls+fpGm+LL2t0Ee/5Rue7bnFhOZaN+6fPcTDTNCW/v50rQl/zSit3OxxNodvee1WdwaYGYMTe+2XzioaMFk3FM3V/+0LFUz+UvquTt/zYcK9/1VVbdNNj52vpabZfe6MpEL97KJnlJya6WFmicX4fMovGK38gtFepwIAQI+VKN9Qb5BUKulPxpjHjTG/NMa8KulrCk0x9L0Dtl8d/nOg74a3/7ox5pVwP49L+mO4/y/H4NgAAAAxM2rkibr3rPs1wYl8LLu9coV+8dBZcoKJs1Dx9u0L9Ze9kTuQbyiam3AX1GJhet5YN15WusTDTLpmr9PgxkV5Iz3MBG3pn5ztxntrdniYyeFraqzSR4pcwJ42/jzvkomTy075o0YHQ9WSep/Rz1/8kqwT+wUwD9fu3ct11aNn71dI+FzGKP3y0y9TSAAAADGXEMUEa+1GSbMl/UvS0QqNKhitUBFgjrW2rO299+unTNJcSX+SNCbcz9GS7pI0K3ycuBwbAADgcPUvmqS7Lnpec5XuPnd/43bd8t8T1dxU086e3SPY0qzvvXKTGsLrZYwJGl12yh89zio+Zgw73o2XN+z2MJOu2augG/cvGO9hJmhL9FoWe+tLPczk8K1e/7Q7B/3woFRQMMbjjGIvOTlD350RWcvmVadaT73+fQ8ziti48SVd8ezl2uCLFDe+2W+OvnXxE+5aNgAAALGUEMUESbLWbrfWft5aO9Bam2KtHW6t/aq1tuIg2xpr7UFXTrLWlltrbw7vnxLu72prbZu3+3Tm2AAAAPGQlT1Qt3/6NZ3uj6wp8XywQl++/yTV1Xp7Ufvfz12nZeG7XpOs1c/m/iihFyHtisljz5HfhqZy2miCqq7a7nFGnRcI1Ks8XPgx1vbKC7y9QVFGZC2L6DUuepLlWyPL0U1P671rcxw14xpdmhqZLuyXW59UyS5vRy4tX3WfPvfm17TbH/q3nmStfjn8vIRd0wEAAPQOCVNMAAAA6OuSUzP1q8+8osvSh7vPLVKDrn7oNJXtW+dJTmvXP6M/l73vtq/Nm6ZJEy/0JJfukJFVpHE2dEevNUar1j3hcUadV7ZvrRsXOmLB0ATVP2eoG5c2ez8C6XAsr4jMPDu9/1QPM4m/r59zj4aFB/zU+ox+8NJ1nk1F99q7/6drFv9S1eGiYbpjdfuk63XWgp96kg8AAOg7KCYAAAAkEJ8/Sd++6EndmD/dfe5jX1BXPnmhtm9/t1tzqa0p0S1vfcedxmSyk6Rr+sBdr9MzBrvxsh1ve5jJ4SktjxSe+humOklU/XMjRcN9UWtc9BTWcbSspcptTx91mofZxF9GRj/9/KjvyBceufSeGnXnM5/v9jwefunr+uraf6kpXEgocKzumvMTzTvyYMsDAgAAxBbFBAAAgARjfD5de849+uHAk90LV1v90uUvf1HLV93XLTkEW5p1y2MXaKM/dPxUx+rnC37ba6c3ijaj+Eg3Xl79iSW3Et7eqi1u3N+f3vaG8FT/wshaFqVRa1z0FDt2vutOp5XtWI0acaLHGcXf9MmX6Qs5E932bRXL9crCX3XLsZ1gi373yAX6ya6X5IQLvEOC0j0n/a1XjxYDAACJhWICAABAgrr4lN/rt2M+q5RwQaHcZ/SFJb/Us2/8KO7H/sPjl+pNW+u2fzTiPI0a2fsvFkrS9LFnu/Eqp0EtgUYPs+m8vdWRpcL6J2d7mAnaU1gwTibq33YgUO9xRp2zfMOzbjzVl9lnFvy9/ux/60ib6ra/s+5erV33dFyP2VBfrm/8Z4Huql3vPjfR8euecx7SsGHHxPXYAAAA0SgmAAAAJLCTj/mO7pz5beU7oYuOzcboli2P6nePXBC3i9wPvvhV/atug9v+QtZ4nX3Cz+JyrERUXDxDRcHQ33e9z2jDphc9zqhzSuv3uHFRWqGHmaA9SclpKnAi7bIyb9ZFOVzL90QWIJ6RN87DTLpXcnKGfnfuQxoaHkzS4DO68e1vx21B5m3b3tYVD5ygl53IlFILTLb+dfGL6tdvQlyOCQAA0BaKCQAAAAluxtTLdd/Jd2hk0LjP3VW7Xtfcd4z2ln4U02Pd8+yX9NOSV9z2ApOtm867P6bHSHTG59OMlAK3vWxzzyom7G0sd+N+mQM8zASHUhS1psXesvXtbJl4ljWUuPH0ocd6mEn3y8sfqT+f8AdlhYu8JX6jzz1/pbZufSumx3n57V/q0leu01pfpOp0RcYo/eGy15WRVRTTYwEAAHQExQQAAIAeYOjQubr3wmd0jDLd55aYJl30zKV6/s1bZR2nnb0PzTqO/vr4Z/Xrve+4z010/PrVBY/2melLok0vPMKNl5d96GEmnbc3UOPGRTlDPcwEhxK9psXeqs0eZtI5NdU7tcGEbs33Wasp487zNiEPjBp5kv5v8nVKDk9VtdtvdOUr12vt+me63HdN9U7dev9p+trG/6g2vC5FsrX64cCT9T8XPyF/UkqXjwEAAHA4KCYAAAD0EDm5Q3X75W/rxvzp7sLM5T6jb21+SDfde4x2715+WP1WlG/UN/9zvP5StdJ9boZN0Z0XPKXMrOJYpN7jTB9+khuvaCrzMJPO2+tEpr/qnzfSw0xwKNFrWuyt2dHOloll1drHZcOLAI+3SX32Lvn5R35Ff550vdLCIxTK/EZXvn2LHnnpG4dV4LWOo1ff+bXOe/hUPdS0031+cFC6Z86tuviU38csdwAAgMNBMQEAAKAH8fmTdO059+iOaV915/WXpNdtjc567nL96sGztWfPynZ6iLCOo5fe/oXOe+JcvRisdJ+fq3T97ZIXlJPbd+9qHz/2TKWGLxDu9Ev79q3xOKOO26ugG/fP7ztz2fdE/aPWtIhe6yLRrdz1rhtPzRjkYSbem3fkl/WPWd92pzyq8xn9eNeLuv6eudq1a3GH+rCOo3c+uF1X3X2kbl5/j0r9kSntTvLl6IELn9GkCRfEJX8AAIDO6Htj1gEAAHqBo2Zco8dHn64/PPsFPRi+g7XJZ3RfwxY9+NxlOimpQAuGLNAxM65Rbu4wdz/rONpTulIvLv2LHtr9rrb4JfkiF64uTBmo717wiFJSsw88ZJ+SnJyhI0yqlqlZkrRq/dM6oQcsdhpoqlNF+P+nz1oVFIzxOCO0p3/mAKk6NI3Wvqi1LhLdqqqNbjy1/3TvEkkQM6ZerrtSc/Sthd8LnVMlLVS9Tn/xKh3vy9XFEy7VrMmXKSOjn7uPdRxt2PSi3vj4v3qxbIVW+4JS5FSsAsfqu2Mu1Snzvyfj4x5AAACQGCgmAAAA9FDZOYP1g08/r9OX/0u/XvaH0MUoSQFj9HywQs9vfUxmy6PKt1KB/EqW0Ta1qK61eOCP9FUUtPrRpC/quKNv9uAnSUxTModoWf0mSdLKXYt0gsf5dMS+ssgIigJHSkpO8zAbHEr/7CFSeB3j0uaa9jdOENZxtCpY4xYhJ4882eOMEsOE8efowaHH6E/PXKX76jbJGiPHGL1mq/Xa6juk1XeoKGhVZJJVZVtUZqzqW8/FUbWCJGt1ftoQ3Xza35SbN8KTnwUAAKAt3OIAAADQw82efpUeuHKpbp9wjaY6yfu9Zo1Ruc9og8/Ral8wUkgIy3KsLk8foUcvfJZCwgGmFs9241W1Wz3MpONKy9e7cX/DfUOJrihqTYu9ToOHmXTcjp3vuaNfsh2rEcOO8zijxJGeUaBbLn5Sd834lo7WJwt5pX6jD30t2u5XpJAQlmytLk0bqmdP+bd++OnnKSQAAICExDcMAACAXsD4fDru6Jt17JE3at2GZ/X66gf0RvmH+tAE3IVSW2U7VmNNqs4ZvECnz//OflNvIGLq6DOkTQ9KklY5DQq2NMuflOJxVu3bV7XFjYv86d4lgg7pXzDejaPXukhkqzY978aTfRny+flKeaBZ067UndOu1OYtr+uhD36vt2o2a4fPUYv5ZDF3XnK+Fgw+TsdOv0Z5+SyYDgAAEhuf/AAAAHoR4/Np/LizNH7cWfqSwnPoV25WeeUmNQZqNbR4tgoKxjAHdwcUF89Q/6DVXr9Rvc9o05ZXNXbMaV6n1a7Smh1u3C+5b6970RMUFIyRsdYdQRRoqlNyaqbXabVr1Z6lbjwlh4vf7Rk5YoH+Z8QC/Y+kQKBeO3d+oIrq7crLGaKC/FHKyR7CuRgAAPQoFBMAAAB6seTUTBUNmKyiAZO9TqXHMT6fpiTn6lWnWpK0cvNLCV9M2F1X4sYD0hlxkuiSktPU35FKw+uXlO77SIMHH+VtUoewsm6nO1nu1IFHe5tMD5KcnKERI47XCK8TAQAA6AJugwAAAADaMDVvnBuv2rfKw0w6pqRhnxsPzB7qYSboqGITmTqrZO/HHmZyaIGmOq0xzW57yrhzPMwGAAAA3Y1iAgAAANCGqUOOceMVjXs8zKRjdrfUuvHA/NEeZoKOGpic5cYlFRs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- "text/plain": [ - "<Figure size 936x504 with 1 Axes>" - ] - }, - "metadata": { - "image/png": { - "height": 426, - "width": 788 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fs = 30\n", - "attenuation = 240\n", - "freqs = (0.1 * fs/10, 0.45 * fs/10)\n", - "nyquist = fs / 2\n", - "\n", - "scipy_taps = design_filter(attenuation, freqs, fs)\n", - "scikit_taps = firwin_kaiser_lpf(freqs[0], freqs[1], attenuation, fs)\n", - "\n", - "print('LISANode', len(lisanode_taps))\n", - "print('Scipy', len(scipy_taps))\n", - "print('Scikit', len(scikit_taps))\n", - "\n", - "plt.plot(lisanode_taps, label='LISANode')\n", - "plt.plot(scipy_taps, label='Scipy')\n", - "plt.plot(scikit_taps, label='Scikit')\n", - "plt.legend()\n", - "\n", - "plt.figure()\n", - "white = lisainstrument.noises.white(fs, 1000000, 1)\n", - "y_lisanode = scipy.signal.lfilter(lisanode_taps, 1, white)\n", - "y_scipy = scipy.signal.lfilter(scipy_taps, 1.0, white)\n", - "y_scikit = scipy.signal.lfilter(scikit_taps, 1.0, white)\n", - "\n", - "f, _ = psd(y_lisanode, fs)\n", - "f, _ = psd(y_scipy, fs)\n", - "f, _ = psd(y_scikit, fs)\n", - "\n", - "plt.loglog(f, [1] * len(f), 'black')\n", - "plt.loglog(f, [10**(-attenuation/10)] * len(f), 'black')\n", - "plt.axvline(x=(freqs[0] + freqs[1]) / 2, ls='--', color='black')\n", - "plt.axvline(x=freqs[0], color='black')\n", - "plt.axvline(x=freqs[1], color='black');" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "ancient-subscriber", - "metadata": {}, - "outputs": [], - "source": [ - "np.savetxt('scipy-taps.txt', scipy_taps)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "facial-street", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - 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