{ "cells": [ { "cell_type": "markdown", "id": "ddafbfe7", "metadata": { "id": "ddafbfe7" }, "source": [ "# FMCW Radar 202 - CFAR Pd Pfa Pmiss\n", "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/matt-chv/mmWrt/blob/main/docs/FMCW-Radar-202_CFAR_Pd.ipynb)\n", "\n", "## Executive summary\n", "\n", "CFAR (peak finding) in its different variants defines a threshold as a function of neighbouring cells adjacent values to minimise `false-alert` the correlate is tht the __false-negative rate will be a function of the noise__ (see below for details).\n", "\n", "Design trade-off options:\n", "\n", "1. Measure Noise (details TBD) and enter `safe state` when noise too high\n", "2. proceed to M-out-of-N (aka `binary integration`) see below for details to decrease Pmiss when SNR too high and increase the FTTI accordingly\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "57095000", "metadata": { "id": "57095000" }, "source": [ "## LITTERATURE REVIEW\n", "\n", "### COMPARISON OF CFARS\n", "> [Performance Analysis of CFAR Detector Based on Censored Mean and Cell Average](https://iopscience.iop.org/article/10.1088/1742-6596/1237/2/022029/pdf)\n", "> doi:10.1088/1742-6596/1237/2/022029\n", "\n", "### Performance Analysis of the Censored Mean-Level Detector\n", "> https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4104234\n", " \n", "> Mean-level detectors are commonly used in radar to maintain a constant false-alarm rate (CFAR) when the background noise level is unknown [...] When the reference channel consists of independent and identically distributed (i.i.d.) noise samples from the same population as contained by the cell under test under the\n", "null hypothesis, this detector is the uniformly most powerful (UMP) test whose false-alarm probability is invariant to the noise level [...]\n", "\n", "\n", "A number of authors [3, 8-11] have shown that the detection performance of the MLD can be severely degraded when the assumption of a locally homogeneous noise environment is violated.\n", "Interfering or outlying targets that fall within the surrounding range cells raise the threshold and reduce the detection probability; they can arise from either real object returns or pulsed noise jamming.\n", "" ] }, { "cell_type": "markdown", "id": "ac722dba", "metadata": { "id": "ac722dba" }, "source": [ "## IWR6843 COR\n", "\n", "* NF = 12 dB (as per datasheet)\n", "* RCS = 0.17m2 (as per IEC 61496)\n", "* max Tx power = 12 dBm = 16 mW (FCC value ?!?)\n", "\n", "$$ P_{R} = \\frac{P_T \\cdot G^2 \\cdot \\lambda^2}{(4 \\cdot \\pi)^3 \\cdot R^4} $$\n", "\n", "Where:\n", "\n", "* PR = received power\n", "* PT = Transmitted power\n", "* G = Antenna Gain\n", "* sigma = RCS target\n", "* R = distance to target" ] }, { "cell_type": "code", "execution_count": 15, "id": "5b9b61da", "metadata": { "id": "5b9b61da", "outputId": "a2098872-6a32-4da4-d049-fe0b72302684" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PR (W) 5.1358268476838975e-09\n", "PR dB -52.89389626754439\n" ] } ], "source": [ "# PR at Dmax = 5m\n", "from numpy import pi, log10\n", "R = 5\n", "PT = 16e-3\n", "f = 60e9\n", "c = 3e8\n", "G_dBi = 8 # dBi\n", "G = 10**(G_dBi/10)\n", "# print(\"G\",G)\n", "lambda0 = c/f\n", "PR = PT * G**2 * lambda0*2/(4*pi)**3/R**4\n", "print(\"PR (W)\",PR)\n", "PR_dB = 10 * log10(PR/1e-3)\n", "print(\"PR dB\", PR_dB)" ] }, { "cell_type": "markdown", "id": "c665c1df", "metadata": { "id": "c665c1df" }, "source": [ "## THEORETICAL STUDY for Receiver Operating Characteristic (ROC)\n", "\n", "> credit [roc in python](https://towardsdatascience.com/receiver-operating-characteristic-curves-demystified-in-python-bd531a4364d0)" ] }, { "cell_type": "code", "execution_count": 16, "id": "f559f915", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 492 }, "id": "f559f915", "outputId": "7439fad5-fe0d-4bed-c758-e46573418528" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "def pdf(x, std, mean):\n", " const = 1.0 / np.sqrt(2*np.pi*(std**2))\n", " pdf_normal_dist = const*np.exp(-((x-mean)**2)/(2.0*(std**2)))\n", " return pdf_normal_dist\n", "x = np.linspace(0, 1, num=100)\n", "good_pdf = pdf(x,0.1,0.6)\n", "bad_pdf = pdf(x,0.1,0.4)\n", "\n", "def plot_pdf(good_pdf, bad_pdf, ax):\n", " ax.fill(x, good_pdf, \"g\", alpha=0.5)\n", " ax.fill(x, bad_pdf,\"r\", alpha=0.5)\n", " ax.set_xlim([0,1])\n", " ax.set_ylim([0,5])\n", " ax.set_title(\"Probability Distribution\", fontsize=14)\n", " ax.set_ylabel('Counts', fontsize=12)\n", " ax.set_xlabel('P(X=\"bad\")', fontsize=12)\n", " ax.legend([\"good\",\"bad\"])\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(10,5))\n", "plot_pdf(good_pdf, bad_pdf, ax)" ] }, { "cell_type": "code", "execution_count": 17, "id": "c540af9d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "c540af9d", "outputId": "8eca0fc9-1d72-45e2-8bc0-0d5481f96df6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "low noise -> Pmiss ~0 (gaussian) xe miss 0.14500000000000002\n", "44 3.345736870929259e-07\n", "higher noise -> increased Pmiss xe miss 0.445\n", "44 0.07615894663550861\n", "high noise -> high Pmiss xe miss 0.545\n", "44 0.6042812783574958\n" ] }, { "data": { "image/png": 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hkVp3aULbP7Dw7Lfffr52Q4GT4PLnn3+6r23bti0Q0PiL1G4tEk0qBwY0/jTJraDCG6eqZEri8caaV8WhNUZUeRJsGyqECxeYqKpKlT/e4woMaDyNGjVy6wOJqp9UhVKStB7Lgw8+mC+g8QwdOtT3fWCbN1XRKLQUhW+BAY1Hr4m7777bfa8KG7Wl8mhyX5UsXsWJ1qQJpEl4XSaa9leFoUDUP6DxKFRS2Oit4eS9djxeEKCKj9deey1sFY1CLq89WLQUDnlhb7j3pqJSVZTCjVAnVRX5UwtEBaYS+Fi0fpBXJeRV2xTW5s2bXXCpMMt7/1PbMrWVi0SvQ+89ywvDkVoIaZD+aHdWfIQ0AAAAAJCWvElH8Q9WAqlKQJPRcvXVVxfqPnRktxa9F7X/CrWuhBZYVyWOaN0HVVAE499eKBhv0l/VMN79+k/Ei9bZWLt2rcWLAga1lVMVhbc+if9k+/z580NetziPN5bUnk2t1rxF0702aoHUJqtHjx4hb0dVG14rp0hVAt76K16FQEnSWBQ+BaN2YF6QETgJrn31559/9t1GOP7ryagyyqPHpjV6RNsuWFAkam+nbR8rCiNChWTitXdT+z7vufd/LKooC9XyTMGT2rR57d/CVa2ECi08/hUtieKFL3oPUaVRIC+4UftH/wAu3OtAz7N30vufngu1YBS1U9M2D/e+7M8LaQLDNKQGQhqkPwKG4mMbAgAAAEBa8m/rFW4yUG2LRMFCYRdxVyDhUZuxcPx/7389f5rs9SpuIlXB+E/0ihceaIFtVaFoElprofhXFMWKQiC16dIEv9awUPskVZh4R+r7r7ERLjAqzuONJQURWh8nmvWL/NfICOTfNk4T3v4T1YEn/4qckp58VjVEON7rI3Ab+z8etWcL93j8K1b8H4/W0fEUZ9sWVmHuy3+Mnssvv9x91dpC/usGidq+eRViodbyCUevGU9JVFGp3aGC51AntRL0KEBTsCsXXXSRCyID6XwvgC5qNY1HAaha4oUKQsPtnyVdcYaSQUiD9KaFBnlzKr40CWnUu1X9eQNPOh8AAAAAMlGFChV832/bti3k5bwQQYGAWhcVNQiK1Laobt26Qa/nL1wbMfGfQFX1hz9NFis4UXsgVXOoAkBVKg0aNHChjdbeiEW7IFVGaNJfa0ssWbLEV4UUSrhtX5zHG0uFeR7DrR+yZs2aIt2/FxCVlGi3c+A2jsXjidW2LazC3Few16NCTwW32r+ffPLJfL977LHHfK3/AteGioYqS7xqs7/++ssSSevMqDJIQrVt07b0qpyeeeaZiK95tUdT8KWT1t7RWkNq76dWiH/88YdrmxfYWi+a95BYt8NDfIRuvgmkg+xsNQdN9ChSX5qENB988IHvQ9VfYf/BAAAAAIB0UatWrXyTsP5Hr5eEUG2c4kkLfPft29ctRD9jxgy3GLwmzFUpMn78eLcuyQMPPGBXXHFFkW5f/3eqbZuqCDRhOnjwYNe6SK2hdLS711JLYVDTpk3d95EmdJNNcZ5H/5BDa3BEO6msVl/JyP/xqNqicePGxQpI4vkaKe59KcTRga9as0ZtuhQy6DZXrVrlQgfp3r17yBaHkWh9HgWeuj0FNbEMqArDvzKmdevWES+v1oaffPKJtWvXLuRl1MLNv1JM1XWnnnqqe+/Qmlmq2Lr44otdRaECq0i8EK169epRPCIkG0IapLc0CRcSbvt2/ZWpNCPRIwEAAAAAlFBIo5Y+Wqw9GG89CU0EKoQozMFu/u24NNHqrWMRjH8LKP/rxZoepypqdNJ6J1ok/KWXXrLJkyfb9u3bbcCAAa712qGHHlro21brJ68a5+GHH/YtsB4oVKVQsvJvhxepsiHc7/1bt2n/S9bwJVr+j0cT5P4T70XdtuFeI7GsKinM8xjq9aj9WyHN8uXL3TorahOmUMMLr3r16lXk8Snk8NYi0rpYRWmbVlxaX0ZBbmFpG4QLaULR/nPHHXe4cPe3336zu+++22699daI1/PWNGrYsGGh7xOJR7szpLdNmxI9gvSqSgIAAAAApBUdve1RW65QvKPHFWj4L3geDf9Jay2qHc7XX38d9HolSZUcOnL9vvvu8y10rsqWV155pUhVBwsXLvR9f8EFF4S8nP9aJiUpVpUZqvqpWLGi+16hVjjhfu8ffH3++eeW6mLxePxfh8XZtoVVmPsK9XpUWy4vaFP7QP+vxx13nDVr1qzI4+vZs6fve1W47d692xJZRTNx4kS3hlW4k9fyTO8f4doYhtOvXz+3hpXce++9Ydes8sK0Tf+bA23RokWR7hOJRUiD9EYlTeywLQEAAAAg7WhdBG9dmnATtlrk3pvsV5hRGIcddpivBY/WrQg10ar2PqpmkYMOOsgtKh9vJ598su/7wIlR//V7cnJyQt7Gzp07fd+HWsRb22Dq1KkWD964w405GlrHx1tMXa2sVq9eHfKxBa5P4u+UU07xrf+itnKp1uotWIDphRRTpkxxlViFpdeIV03z9NNPh9wmWqvEayMWC1oP5bvvvgv5e29dGbUr8577YGv1eNUyCibeffddX+Bb3MoXhVdnn322+37evHmuwiRan332mavuKQ49D1pfxgup1ALxwgsvDHvq37+/u7xCk2nTphU5OB4xYoTvPURBTTj+792qAETqIaRBeqOSJnYIaQAAAAAg7ahtmTep51/FEkjtl8455xz3vSYe1YInFE0qeq13RGuweC2/tL5CsNY9mgwdNGiQLxjR9yVBE67+IUog/wlw70h2j39opPVrQvGvHNA6HcGMHDnSrccSD964w405Wt4EtAIfHe3vvx6L584773ST/6EosPOe39mzZ9vVV18dtkJCVQKPPPKIJSuFFGqbJ2pzpzVYwgVimryfMGFCvvP0GvGCDoURwV5f2m/79OkTdK3d4tD6TMHCRFWVvfPOO+77zp07hw1NFcYoxNXaTt7j0PpWXbp0Kfb41ILQW4tGa97cdNNNYbeBHsvNN99sJ510km3cuLFY9611ZbS+jJx//vlRXUeVRVWqVClQhVOUKqK9997bff/QQw+FfSzee7cC2eOPP77I94nEIaRBeiNYiB0CLwAAAABIS1rU3pvoUzVLKFpfpX79+u774cOHu6oTHfWvo7jVuktH0Q8cONCtiTB//vx819XE6r777uu+HzNmjJvw1BoTCipeffVVN6HqTWi2adPGTRyXhEsvvdRVPWjNGQU2at2mSgId/X/ttde6CXbRJKsW7Q5sa+VVpWiy+IMPPnAVA8uWLXMnr7VR+/btfYvC33jjje7o+/fee8+trfHiiy+6SpJx48bZMcccY/GgVm6i5+muu+5yz403ZlVmFEbHjh3dSd566y33GPSY9DxqG6qSQI9ZFVrh3HLLLb5w8P7773fVKJqIVrswhRSzZs1yQYbCAe1PkyZNsmSm59gLMV9++WXXckpBi9Zo0ePRZL+qbLp16+ZeQ3oNBNJrxKvIue6669xltU21bV944QX3PE6fPj3iti0M3ZZeu/qqQFH7qNZU0utDrxUvbLnnnnvC3k7jxo3dfu2/rlTXrl2tcuXKxR5j3bp17e233/YFNQp5mzdvbjfccIMLkTR+hX3a7goRFa5q+6o1Y3H5hyznnXdeVNfRe8QZZ5zhvtd7hP86W4UN0IcOHeq+V0CjqrNQZsyY4Xvv8VoSIrVkJXoAQIkipImdNNiW+uMoWMlwrPrzAgAAAEAqUjChyg61adIC4F5QEUiTpJ9++qkLdVQRo8lcnaKhiV5NJHbo0MF++uknF8zoFEiT/m+++aZrr1RSVJmhtSV0CqZatWpuUrxBgwYFHsOVV17pAhZNnHtrT3gULKgllCamNbmrgEHbVJUAOvnT5RRCxGPdHU1c67GuW7fOPc86ebSw+UcffVSo23v22Wfd86hARWsMKZgJDLP0eNXCKxRVjmgCW9UCr732mguOwlVPVa1a1ZKZ5hUUVl111VUuUFLVkoLMULwQL3C/UyijsEMT+94aJ/60vfScedUqxaU2hjqp8iTYbWq76/WoECYSVcvpOfUUt9WZP4VI2tcUAivcVXVLuNZneg0OGzbMDjzwwCLfp0JXb10qhUKFea0qhFbrRlWa6fWiALgoFFbffvvtrsJQYaaqzrwqHY+2hbdO2CWXXFKk+0HiUUmD9Eb1R+ykQUhz9NFHuyOyAk86HwAAAAAyVc2aNe3cc8/1tTgKR9UwqgzQUfea3FULJK2foKO31RJNAc8bb7zhFgwPpIleTcYrnNBEs+5X11X4oxZBqspRxcGee+5ZYo9V4dLYsWNdNYjWvdEYFAipBZf+Nxw9erQtXrzYjScYVaJoLRk9Po0zVJikI9p1hL8mTVU5ocdZq1Yt97hVUaHAKhZVBtFQyyRVSV1++eW233775VtbpygUVinY0ULuRxxxhJs01nmtWrVyrc5U1RDNc6jrKKhT8KcJfk2E6zytfaPr67Y1Ka9qCf/J/2Sl51jVZtrHBw8e7NZTUfCifURftX30HGjif9GiRUFvQxU4CxcudAGP2uYpzNprr73sxBNPdK/Nxx9/PObjVtWJwiG9nvVaVAWHXquqptFYtM9GQ6GkFyAccMABvgquWGnUqJGrqNG+rEqjI4880r3/aLy6X703KRzR62vVqlXutaztV1Rq66jWdIWpovGoksaraClOyzOt3aRgRv7555+gwbKCPB2QrPcZryoSqadUXqqvzlVC9CLUG6jKyZI9rUcI2rXvvNMsxr06M1ajRmYxOlIDAAAAAJBcdJS6QgpNKKsKQBOiABCtpUuXuqBWFISGqyRCbGgtJ1ULqe2iAtIRI0YkekgZYVMJ5AZU0iB9aZE2AprYSYNKGgAAAABAcFofRNU0as+jyT4AKIzHHnvMfVUlVKiWiYgttdhTQKNqq3DtApH8CGmQvggVYr89KbwDAAAAgLSlNR40waqWSr///nuihwMgRWzYsMG1GfPantWtWzfRQ0p7ao6l9WpEawoFrlWD1JKV6AEAJYaQJrZ27PhvdVIxe9cCAAAAAJKT1gTR0fBqd7Zy5UrbZ599Ej0kAElqzZo1ru2T1n/Rujbr1q2zUqVK2ciRIxM9tIywevVqtwZPt27drF+/fokeDoqJkAbp63+LeyHGwRchDQAAAACkrUsvvTTRQwCQArTmzJNPPpnvvAEDBljr1q0TNqZMUr9+fReOIT0Q0iB9UUlTMtu0Vq1EjwIAAAAAAABJoFy5cta0aVPr06ePDR48ONHDAVISIQ3SF5U0sUfwBQAAAAAAkPGeeOIJdwJQfKVjcBtAciJQiD22KQAAAAAAAADEDCEN0heBQuyxTQEAAAAAAAAgZmh3hvRFu7PYS/FtOm3aNNu9e3eB80uXLm2dO3dOyJgAAAAAoKhycnLs7rvvtgkTJthrr71mbdu2TfSQAABAIRHSID1pIj47O9GjSD8pXklzwQUXWG5ubtBF7vTPDQAAAACkihkzZli/fv3sl19+cT9ffvnl9v3331vZsmUTPTQAAFAItDtDelJAk5eX6FGknxQPaQAAAAAg1a1evdouvPBCO+WUU2z58uWWl5fnTosXL7YHHngg0cMDAACFREiD9ESYUDIIvwAAAAAgIXbt2mUPPvigNWvWzF555RV3nn87ZwU1N954o/32228JHCUAACgsQhqkJ0KakrFrl9nWrYkeBQAAAABklDlz5ljr1q3tyiuvtC1btrjAJpgdO3bYVVddFffxAQCAoiOkQXpK8QXukxoBGAAAAADExfr1661///521FFH2cKFCyNeXtU0b731lmWzRisAACmDkAbpiSCh5LBtAQAAAKBEKWx5+umnbb/99rOpU6e6n0NVz/g78MAD7dNPP7UqVarEZZwAAKD4smJwG0DyoZKm5KRwSHPppZfazp07C5yflcVbIQAAAIDk8OOPP1q/fv3ss88+s1KlSrmAJpwyZcpY+fLl7Y477rCBAwfy/w0AACmGT26kpxQOEpJeCm/bRx55JNFDAAAAAICgtNbMrbfeavfcc4/vvHABTenSpW337t12zjnn2H333Wd77713nEYKAABiiZAG6SmFg4Skx7YFAAAAgJh68803bcCAAbZ69WoXvESiCpuGDRva5MmT7bTTTovLGAEAQMlgTRqkJ9qdlRxCGgAAAACIiRUrVljHjh2tU6dOtmrVqogBjVqZlS1b1kaPHm2LFi0ioAEAIA1QSYP0k5trlpOT6FGkL0IaAAAAACiW3NxcGz9+vI0ZM8Z27doVsbWZtzbNCSecYBMnTrT99tsvjqMFAAAliZAG6YcqmpLF9gUAAACAIvvoo4+sb9++tmzZsrDBjP/aM3vttZdNmDDBzj//fBfYAACA9EG7M6QfKj1K1pYtZlH0SAYAAAAA/L81a9bYJZdcYieeeKL9/PPPEQOaMmXKuIDmyiuvdIFOly5dCGgAAEhDVNIg/RDSlCz9I5GdbVa1aqJHAgAAAABJT+3MpkyZYtddd51t3brVnRdp7Rlp3bq1TZ061Q455JA4jBIAACQKIQ3SD+244hOEEdIAAAAAQFhz58613r1723fffRfV5VU9U6VKFbvnnnvssssuc5U0AAAgvfFpj/RDJU3JYxsDAAAAQEgbN260QYMG2eGHH27ff/99VOGMdO/e3bU2U7BDQAMAQGagkgbph0qakkdIAwAAAAAFaJ2ZF154wa0js27dOvez2p2Fo3VmmjVr5lqbHXvssXEbKwAASA4cloH0Q4BQ8tjGAAAAAJDP4sWL7aSTTrJu3brZP//8E3HdmaysLKtQoYLdfffdrtqGgAYAgMxEJQ3SDwFCyUvRbbz33ntbbm5ugfPLlStnf/zxR0LGBAAAACC1bdu2zW6//XYbO3asq5wR72swamOmAOess86yBx54wBo0aBDH0QIAgGRDSIP0oj+EUzRASCkpuo3Xrl0bMqQBAAAAgMJ655137IorrnAHfUWqnPECGh08NmnSJDvjjDPiMkYAAJDcaHeG9LJli1kUfxgjM0MaAAAAAIiF3377zTp37mxnnnlmVAGNWpvpdMMNN7i2aAQ0AADAQyUN0sumTYkeQWYgpAEAAACQgXbs2GH333+/jRo1ynbu3OnOCxfQlCpVyrU+03ozqp5p3rx5HEcLAABSASEN0gvhQXxs3Wqmf0iyeAsBAAAAkBk+++wz69Onj6uECbfmjKdMmTJWo0YNt+7MhRde6AIbAACAQLQ7Q3ohpIkftjUAAACADPD3339br1697LjjjrOlS5dGDGgUziiQ6d+/vy1btswuuugiAhoAABASh8EjvdDuLL4hTY0aiR4FAAAAAJQItTF79NFHbdiwYZadne3O27VrV8TrHXLIITZlyhQ77LDD4jBKAACQ6ghpkF6o7oifFNzWmwjxAAAAAERh/vz5rrXZnDlzorq8qmcqVapk48aNc9fTzwAAANEgpEF6ScHgIGWl4LYuX758oocAAAAAIIlt3rzZbrrpJreOTDQtyhTGqLpGa878+9//tjp16sRlnAAAIH0Q0iC9pGBwkLLY1gAAAADShNaZeeWVV2zQoEG2du1a1+osEoU4++67r02dOtXatWsXl3ECAID0UzrRAwBiiuAgftjWAAAAANLAsmXL7LTTTrOuXbva33//HTGgycrKclX6d955py1YsICABgAAFAuVNEgfO3eabd2a6FFkDkIaAAAAACls+/btNnbsWLv99ttdJY14X4MpXbq0C3BOP/10mzBhgjVq1CiOowUAAOmKkAbpIzs70SPILIQ0AAAAAFLU+++/b/369bMVK1aEDWb8A5p69erZww8/bGeffXZcxggAADID7c6QPggN4ovtDQAAACDF/PHHH9alSxdr3769rVy5MmJAU6ZMGXcaNmyYLV68mIAGAADEHJU0SB+EBvGVk/PfU/nyiR4JAAAAAIS1c+dO16LshhtusBz9H2MWdu2ZUqVKuQCnTZs2NnnyZDvooIPiOFoAAJBJCGmQPjZtSvQIMrPFHCENAAAAgCT2xRdfWJ8+fWzhwoVRXV6VM9WqVbP77rvPLrnkEhfYAAAAlBTanSF9UEkTf2xzAAAAAElq3bp1Lpxp27at/fTTT1GFMwpkdJ1ly5bZpZdeSkADAABKXFqGNLt27bJRo0ZZkyZNrGLFita0aVO79dZbo1oMECmMwCD+qF4CAAAAkGTUxuzxxx93cwH66s0TRNKiRQv78ssvbeLEiVajRo04jBQAACBN252NHTvW/VH15JNPuj+yvvnmG+vVq5crV77yyisTPTyUFEKa+EuxbT569Oig/5zpiLmbb745IWMCAAAAEDsLFiywvn37uhZn0dD/AhUqVLC77rrL+vfv734GAACIp7QMaWbPnm2dOnWyM8880/3cuHFje/755+3rr79O9NBQklIsMEgLKbbN9Y9Xbm5ugfPLlStHSAMAAACksOzsbBszZozde++9UbUoK126tKu46dKli7tO3bp14zJOAACAjGh3pn6zM2bMsCVLlrif58+fb5999pl16NAh5HVycnJs06ZN+U5IMSkWGKQFtjkAAACABFJb89dff932339/F7YoeInU2kwhjg7m/PDDD90BnQQ0AAAgkdKykmbEiBEuZDnggANcqbL+QLv99tvt4osvDnmdO++8kyPpU1lOzn9PiC9CGgAAAAAJ8ssvv9iAAQPsvffec8FLpHVos7KyXAXNTTfdZEOHDrXy5cvHbawAAAAZVUnz0ksv2bPPPmvPPfeczZ07161Nc88997ivoYwcOdI2btzoO/32229xHTOKKTs70SPITIQ0AAAAAOJMnTB0IOaBBx7oumhIuIDGa3928skn26JFi+yGG24goAEAAEkjLStphg0b5qppLrzwQvdzy5YtbcWKFa5apkePHkGvoz/Q+CMthREWJG6765+hKHo+AwAAAEBxKZTp16+fq6KJVDkjqpypXbu2Pfzww9a5c+eo1qsBAACIp7SspNm6dav7Q8yf2p6pNy3SFCFNYuzcabZ9e6JHAQAAACDN/fnnn3bRRRfZKaecYsuXL48Y0GgOQPMCV199tS1dutTOOeccAhoAAJCU0rKSpmPHjq70uWHDhtaiRQv77rvvbPz48XbZZZclemgoKZs2JXoEmR2QVaxoqUDvA8EWEdU/cAAAAACSj/5+nzhxouuWsf1/B4hFcwDmkUceaZMnT3adNQAAAJJZWoY0Dz74oI0aNcotILhmzRqrX7++K4fW4oBIU1TSJHbb165tqWDgwIGJHgIAAACAKM2ZM8d69+5t33//fVSX18FXe+yxhzs4S63OAztsAAAAJKO0DGn0R9l9993nTsgQhDSJw7YHAAAAEEPr16+366+/3lXCRBO0KJxRxU2vXr3srrvuspo1a8ZlnAAAALGQliENMhBBQeKw7QEAAADEgNaZeeaZZ2zIkCG2ceNG93OwdsWBDjjgAJs6daq1adMmLuMEAACIJWp/kR4IChKH9YAAAAAAFNOPP/5oxx9/vHXv3t1V0kQKZ7KysqxixYp277332rx58whoAABAyiKkQerLyyOkSSS2PQAAAIAi2rp1q40YMcIOPvhg++KLL9x5qqAJxWt/1qlTJ1u6dKmrulFgAwAAkKr4Swapb/t2s507Ez2KzEVIAwAAAKAI3nrrLevfv7+tXr3adu/eHfHypUqVsoYNG9qkSZOsffv2cRkjAABASaOSBqmPkCCx2P4AAAAACmHFihXWsWNHO/vss6MKaFQpU7ZsWRs9erQtWrSIgAYAAKQVKmmQ+ggJEis7+78t50qVSvRIAAAAACSx3NxcGz9+vI0ZM8a35ky4gEaVM2p91q5dO5s4caI1a9YsjqMFAACID0IapD5CmsTSP1VbtphVqZLokQAAAABIUh9//LH17dvXrSMTbs0Z/7Vn9tprL5swYYKdf/75LrABAABIR7Q7Q+ojpEk8ngMAAAAAQaxZs8YuvfRSO+GEE2zZsmURA5oyZcq4QGbw4MEu0OnSpQsBDQAASGtU0iD1bdqU6BFAIU29epbsfv/995C/22effeI6FgAAACCdqZ3Z1KlTbfjw4bZ161Z3XqS1Z6R169Y2ZcoUa9WqVRxGCQAAkHiENEh9VHEkXooEZU2bNnV9sAOVK1fOcnJyEjImAAAAIN3MnTvX+vTp475GQ9UzlStXtnvuuccuv/xy1+oMAAAgU/CXD1IfIU3i8RwAAAAAGW/jxo2uTdnhhx9u8+fPjyqcEbVDUys0BTsENAAAINNQSYPUR0CQeDwHAAAAQMbSOjMvvPCCXXnllbZu3Tr3s9qdhaN1Zpo1a+Zaoh177LFxGysAAECy4RAVpDYtOpmdnehRgJAGAAAAyEiLFy+2k046ybp162b//PNPxHVnsrKyrEKFCjZu3Dj7/vvvCWgAAEDGo5IGqW3LFq0+mehRIEXWpAEAAAAQG9u2bbM77rjD7rrrLt95qqAJRW3MFOCcddZZ9sADD1iDBg3iNFIAAIDkRkiD1EYFR3LgeQAAAAAyxjvvvGNXXHGF/fHHHxErZ7yAZu+997ZJkybZGWecEZcxAgAApApCGqQ2woHksHWr2c6d6l1gyezAAw+0HTt2FDi/bNmyCRkPAAAAkEp+++03t+7MtGnTfJUxkVqbyYgRI2zkyJFWqVKlOI0UAAAgdST3jCoQCSFNcj0XNWpYMps3b16ihwAAAACkHB3opBZlN954o++gp3ABTalSpVzrs2OOOcYmT55szZs3j+NoAQAAUgshDVIbIU3ySIGQBgAAAEDhfP7559anTx/76aefwq454ylTpozVqFHDhToXXnihC2wAAAAQWukwvwOSHwvWJw+eCwAAACBtrF271nr16mXHHnusLVmyJGJAo3BGgYzWqlm2bJlddNFFBDQAAABRoJIGqY1KmuTBcwEAAACkPLUxe+yxx2zo0KGWnZ3tztu1a1fE6x188ME2depUO+yww+IwSgAAgPRBSIPURjCQPHguAAAAgJQ2f/5819pszpw5UV1e1TMVK1a0cePGWd++fd3PAAAAKBzanSG1EQwkD9qdAQAAAClp8+bNdvXVV1vr1q1t7ty5ES9fuvR/pxK05oxam/Xv35+ABgAAoIiopEHqUsn9li2JHgU8BGYAAABAStE6M6+88ooNGjTIrUGjVmeRaJ2Zpk2b2pQpU+yEE06IyzgBAADSGZU0SF3/64+MJEElDQAAAJAyVAFz2mmnWdeuXe3vv/+OGNBkZWVZ+fLl7Y477rAFCxYQ0AAAAMQIlTRIXVRuJN/zkZenQ+sSPRIAAAAAIWzfvt3Gjh1rt99+uy+YUUVNuMoZ/b59+/Y2YcIEa9y4cRxHCwAAkP4IaZC6CGmSy86d+o/PrGLFRI8EAAAAQBAffPCB9e3b11asWBE2mPFfe6Zu3bo2ceJEO/vss+MyRgAAgExDuzOkLkKa5EPLMwAAACDprFq1yrp06eLam61cuTJiQFOmTBl3GjZsmC1ZsoSABgAAoARRSYPURUiTnM9JnTqWrDp16mQ7VfETpL/2G2+8kZAxAQAAACVFf/uqRdkNN9xgOTk57rxwa894rc3atGljkydPtoMOOiiOowUAAMhMcQlp/vrrL3v77bdt7dq11qRJEzvrrLOsUqVK8bhrpDOqNpJPkj8n7777ruXm5hY4v1y5cgkZDwAAAFBSvvzyS+vTp48tWLAgqsurcqZq1ap2//332yWXXOICGwAAAKRASLNo0SIbPXq0+wNOR9pUr1493+/ffPNN69atm23bts133j777OOOWm/VqlVx7x6ZjEqa5MNzAgAAACTUunXrbMSIEfbII4+4NWWiCWdUXdO7d2+78847rUaNGnEZJwAAAGK0Js20adPslVdecT1uAwOaNWvWuCNwtm7d6kqmvdNvv/1mHTt2tOzs7OLePTIZgUDy4TkBAAAAEkL/az/xxBPWtGlTe+yxx9zPu3btini9Fi1auKqbSZMmEdAAAACkYkgzY8YMV0WjFmaBHn74YRfEaL2H8ePH2/z5823cuHHuaB6FOlOnTi3u3SOTEQgknyRvdwYAAACkI7U0O+aYY6xXr162YcOGiOGMqmcqV65sDz74oM2dO9eOPPLIuI0VAAAAMQ5pVq5c6b4eeuihBX736quvugCne/fuNmTIEGvZsqUNHTrULr/8cndUj1qhAUWyY4fZ9u2JHgUCEZwBAAAAcaODIocNG+ZaiX/99dcRL++1P+vSpYstXbrUBg0a5AIbAAAApHBIo5ZmUrt27Xznr1271hYuXOi+15o0/s4++2z39ccffyzu3SNTEQYkJ54XAAAAoMTpoMfXX3/d9t9/f9e1QpUzkapndABl48aN7YMPPrDnn3/e6tWrF7fxAgAAILQsK6Zt27a5r9sDqho+++wz97VcuXJ27LHH5vud98egyrCBIiEMSE5btpjpn8MkPRpv5syZ7h/aYP+wAgAAAKlg+fLlNnDgQJs+fbr7OzbY37f+1H5cFTSjRo1yVTfly5eP21gBAAAQh5Bmzz33dNU0ant29NFH51urRg4//HAX1PjbuXOn+1qlSpXi3j0yFSFNctI/iNnZZtWqWTJSn24AAAAgFeXk5Ng999xjt9xyi69qJlxA4wU4J598slsvdt99943jaAEAABC3dmeHHHKI+/rcc8/lq655+eWX3R+FJ510UoHrrFixwn2tU6dOce8emYqQJnlt2pToEQAAAABpRRXhLVq0cNUwubm5EVubqXJG/29rnVhV3BDQAAAApHFIc+GFF7qjc9566y33/YQJE+y0005z1TUKaS666KIC1/nqq6/c10aNGhX37pGpCGmSF88NAAAAEBN//vmn+59a1TBqcxaptVmZMmVcQDNkyBBbunSpnXvuubT2BQAASPd2Z927d7fHHnvMrUGj6hmdPL169bIDDjigwHVee+0194di27Zti3v3yFRUayQvQhoAAACgWFQpM3HiRBsxYoRv/dfdu3dHvN4RRxxhU6ZMsZYtW8ZhlAAAAEiKShodpaPy6Wuuucb22WcftyhhgwYNXBm2/qgM9Pbbb9uvv/7qvj/jjDOKe/fIVAQByYsADQAAACiyOXPm2GGHHWaDBw+2LVu2RGxtpuqZ6tWru4MnP//8cwIaAACAFFMqL1K9dIytX7/eNv1vEjeZ251pjNWqVbONGzda1apVEz0cBHrgAbN16xI9CgRz8MFm556b6FEAAAAAKWXDhg02cuRImzx5sjsYMppwRpe5/PLLbezYsVazZs24jRUAACBTbSqB3KDY7c4Kq0aNGu4EFJlyRSppkhfPDQAAABA1HTf57LPP2lVXXeX+2dfPkQIaUWvxqVOnWps2beIyTgAAACRpu7OTTjrJLWK4YsWKqK+zatUq3/WAQsvJMduxI9GjQCi0OwMAAACismjRImvXrp1deumlrutENNUzFStWtPHjx9u8efMIaAAAANJAsStpPvroIytVqpTrlRutbdu2+a4HFBqVGsn//Kjaidc3AAAAENTWrVvt1ltvtXvuucdVzki4TuRqf7Z7927r3Lmz3X///bb33nvHcbQAAAAoSXFvdwYUGyFNcsvN/W+1U4UKiR4JAAAAkHTeeust69+/v61evdoFL5Ho4MYGDRrYpEmT7PTTT4/LGAEAAJDmIY1XdVOBSVwUBSFNajxHSfj6fvvtt4P+I6wjE88666yEjAkAAACZQS3CBw0a5P4m9SpjwsnK+u+/6zfccIONGDGC/58BAADSVEJCmunTp7uv++yzTyLuHqmOkCY1nqNatSzZnHfeeZarSp8A5cqVsxxV/wAAAAAxpr8/7733XhszZozt+N/amuECGlXOqPXZ8ccf76pnmjVrFsfRAgAAIOlDmssuuyzo+TfeeKNVr1497HU1Cfrzzz/bnDlz3B+eWiARKDRCmuS3aVOiRwAAAAAk3Mcff2x9+/a1pUuXhl1zxqMKm5o1a9qECROsS5curOMKAACQAQod0jzxxBMF/lDUH5tvvPFGVNf3/jDdc889beTIkYW9e4AAIBUQpAEAACCDrVmzxoYOHWpPP/20lSlTJmJAo8uoumbw4MF2yy23WNWqVeM2VgAAAKRYSNOwYcN8IY366urnevXqWdmyZUNeT5dRD11drm3btm6hxPr16xd95MhcBADJjyANAAAAGUhBy5QpU2z48OG2detWd96uXbsiXq9169bueq1atYrDKAEAAJDSIc2vv/5aoBxb3n//fTvooINiNzIgFEKa5MdzBAAAgAzz3XffWe/evW3u3LlRXV7VM5UrV7Z77rnHLr/8ct//1gAAJDuts3bzzTe776Np5xlO48aNXRFAjx49XAcnIBMVOqQJpMUMVSWjPy6BEqc3/uzsRI8CkRDSAAAAIENs3LjRrdH60EMPRRW0KJxRdc0ll1xid999t9WqVSsu4wQAAECahjQfffRRbEYCREMtA6JoF4AES9J2ZxdddJHt3LmzwPlZWcV+KwQAAECG0ZHDL774oltHZt26de7nSK3NdIDjfvvtZ1OnTrXjjjsubmMFgGSgKolevXq575cvX+4qKJCeTjjhBPv444+tXbt2zB0DUWBmEqmFCo3UoGqn3bvVD9GSCWWzAAAAiIUlS5bYFVdcYbNmzXLBS6RWLzooSKdbb73VrrrqqrDruQIAkArtznSKhcClNYBMVCIhzaZNm2zz5s1RLZDYsGHDkhgC0hUhTWrQP6lbtpjtsUeiRwIAAADEzLZt2+zOO+90Jy+YCRfQqP3Z7t277cwzz7QHH3zQGjRoEMfRAgAAIKNCmg8++MAefvhh++yzz1ypdzR0xFGw1kNASIQ0qdXyjJAGAAAAaWL69Omueub33393wUskCmjq169vkyZNciENAAAAEExMehFdeeWVdvrpp9ubb75p//zzjzuSKNoTUCiENKmD5woAAABpQKHMueeea2eccUZUAY3X2mzEiBG2ePFiAhoAGU9rkuhAbW89GmnSpIk7z//kv3ZJz5493XneujWrV6+26667zlq0aGF77LFHvst7tx94G8F4l4vUqkvtLHv06GH77ruvVapUyapWrWotW7a0YcOG2apVq4q1PQIf2x9//GHXXHON7b///u6+atWq5T473n333ahu74cffrC+fftas2bN3PW1fbSdrr766oitxNQFSa3h27dvb3Xr1rVy5cpZtWrV3G2dfPLJdscdd9iPP/5Y4Hraft62DPbYtB6N6Gvg8xy4FpF+1vm6rr+TTjrJna8q1EhzyNu3b3fj1uW7du0a8jITJkxwj8t7rLVr17ZTTjnFHn30UQoJkNqVNM8995zbwaVChQrWuXNnO+yww2zPPfd0Rw4BMcXEf2pV0gAAAAApaseOHfbAAw/YjTfe6L6XcAGNtzbNMcccY5MnT7bmzZvHcbQAkL6+/PJL69ixo61du7bE70sT+QqTXnjhhQK/W7BggTtNnDjRnn/+eTem4vrmm29cILNmzZp8rTXfeecdd1J48+9//zvk9dV+U59TgZ9PClZ00linTJli3bt3L3Dd7OxsdwDCp59+mu98feZpKYtly5bZzJkzbe7cufbKK69YvF188cUuLNMBEp988om1a9cu5GXffvttN2bveoHmz59vnTp1shUrVuQ7/++//7YZM2a4kz6733rrLatTp04JPBqghEMa7cCiVFMv3KZNmxb3JoHQmPhPHQRqAAAASFGff/659enTx3766aeoOkCUKVPGqlev7kKdiy66qMCRxQCQyY444ghX7fHGG2+4QEHee+891xLSn6prggUJ5513ngtPbrjhBjv11FNdtYhur169ejEdp97vzz//fPvPf/7jflYIo6oMVdPoQPSvv/7aBSYrV650l9NnxeGHH17k+9u6dat16dLFNm7c6KovFZiUL1/evvrqKxe+qHpo/Pjxbj3vq666qsD1tezE9ddf775X9Y0qjXSggKpjPvzwQ7v77rtty5YtrkJlr732crcfWA3jBTRnnXWWCzd0XzoIX6HRd99958KPwnym3X777TZ06FAXdCmA0vZ5/PHH811GFSzR0PM+cOBAy8nJsWeffTZsSKMiAqlRo4Z16NAh3+8UNum62s6qiNJtHnnkkW4uWx2h1BlK89tz5sxxQY62SdmyZaN+zEBShDTff/+9e7GOHj2agAYlj4n/1MFzBQAAgBSjo7SHDx/uJpQUvEQKaHQZHb2stWpuu+02F9QAAPKrXLmy/etf/3KT9h619gpsexWMJtGrVKni1sA+5JBD8gU/sfbII4+4gEYT9Jq419IO/o4++mi79NJL7bjjjrOFCxfakCFD3LiKSlUcGzZscIHK8ccf7ztfAYICiqOOOspVkSic6tatmwti/K+r1muisEvVRgodPAprzj77bDdWBTVqh7Z8+fJ84cNLL73kvipwevnllwuMT49/5MiRUa89Lnvvvbc76Tn3f+6LQp+pqjJ67bXXXCWPOjkFC3gUvqjqSBR6BV5Gbet0mUMPPdTef/99F1j5O+2001xIpftSQKb2bzpQA4inYvcj88q+taMDJY6J/9RB1RMAAABShIIWTc7tt99+9tRTT7nzdCRyJFqfQEfeauKIgAYASobCc/+ApiQolB87dmy+tbeDUaWGKlRElTRLly4t1v3269cvX0DjUfDitTlTyPLkk0/m+70OJlAljqjaxj+g8WiuViGLt+7NtGnT8v3+zz//dF8V5ISjJS0SxWtdtn79eps+fXrQyyjAUbWN/+U9qoqZPXu2+17bMDCg8ej5VlglCmmAlAtpvNRb5YdAiVJ/zS1bEj0KRItADQAAAClAfep1dLSOmtWRtpHCGVXP6KhutZnRUeFakxUAUHKCrTESa1q/5eeff3bfe5P1ofiHKl988UWx7ldtwUI555xzfAcAqNrGn/ezfn/uueeGvI3evXsXuI7Haxf34osv+gKfZKPqlmrVquVraRbIO1+t2gIDJ1VEidaJ04EV0TyvOvhi586dMRk/ELeQxnsj0AJLQIlSEBhFP2gkCSppAAAAkMQ2b95sV199tbVu3dotihyJwhm54IILXH/7/v37+84DAJQMheJaE6ak+bdia9OmjVvaIdRJYwqsRikKteUKVyGk1mRe5yKtweNvwYIF7qs+w8Ktn1KnTh3fAfbedfzbgIkqTbQe0KBBg+z11193rdSShdbo8UKzt956y312+1u1apV99NFH7vtga8J5z+vixYvDPqc66fF7XaMK0+INSIqQ5tprr3VJ5X333ecWVQRKDJUZqUWlprm5iR4FAAAAUKCljVqjNGvWzB544AHX6ixS9YwmbzRJOGvWLLd4sSa9AAAlL16tJNesWVOk6xWnAkVtxCKF/d7nTWBo4P1cu3btiPdTt27doLcxatQou+yyy9xnnB7/Qw895A7G121qHRmtP/7XX39ZslRSbdu2za1P4++FF15wn+P+l0v08woURZYVk0rO3nvvPevYsaO1bdvWLZao5FI9GoGYIqRJzeesZk1LFo0aNbLcIMGRjl5ZsWJFQsYEAACA+PEqYNTyRZNSCmzCycrKchNomqjSAYrBFiwGAJSceFUs+of1qtjwqk8iiSYkCSWw6iPet6EKnEcffdR9vj3//PM2c+ZMV3mieZOFCxe6k9a7eeaZZ6xTp06WKO3atbO9997brauj1mZeBZB/qzO1MgvWzsx7XlWxpMcRLd0fkFIhjVdyqIRxw4YNNnjwYLfAlhZiqlSpUsQ3Eq/fIxARIU1qtjxLopBGZcihQhoAAACkr+3bt9u4cePcQYXeEbfhAprSpUu7y7Vv394mTJgQ9WQdACD+9J7t8d7jg9kSZp3jmn5zF6reUSVJSfvnn39ciBAuiPIqWVR1408/r169OqpKF68lW+BteA466CC79dZb3Umfl5999pkLP5566im3BrkOxtf8rbeGTSKeX43hnnvucctt6DGrwmjJkiX27bffhl23yHte9Tji8ZwCCWt39uuvv7qTVz6mP3T1hqifvd+FOwFRI6RJPTxnAAAASLAPPvjATUCNGTPG9ZmP1NpMk0FqDTNt2jR7++23CWgAIEZiUTkSzB577OH7fv369SEvp0n9ULy1X+Tzzz+3eNBBpPPnzw/5ey1eP2/ePPd9YMDg/aw11cItcq/5Wa9zSDQhRYUKFeyUU06xxx57zO6++25fmzF9HibyufZCGH2Gv/jii+57tR/17kshTrjn9ZdffinW+kFA0lfS+JeYASWKCf/Uw3MGAACABNFiwldddZVbf0bBS6TWZt6RzGr7ctNNN1nlypXjNFIAyAwKADw5Wsc2RvzDdLXrOu+884JeTi29QmndurXts88+9vvvv9uUKVPc54f/eEvKk08+6e47mNdff90XOik48aefdRCCuhppnZauXbsGvQ21M/M+/wJvI5KTTz7Z9/3atWsLdV1v28XqeW7VqpU74OLHH3904Yy6OHnP53HHHefWSw/m7LPPdmvtaBvcf//9duedd8ZkPEDShTSPP/54bEYCRNM6C6mF5wwAAABxpiOKNSFz/fXX+yaHwrW/8damOfroo23y5MnWokWLOI4WADKHf7sstc9q3rx5TG5X62IffPDB9v3337t5ymHDhhVo7aUWXpqkD0Vhvj43BgwY4Kouunfvbk8//bSVL18+6OU3bdrk2oENGjSoWGOfOHGidenSxY499th856vqY+jQoe57LScReJB8r1697Oabb3bLT+jggmOOOabAOiqq0rnjjjvc9/pd586dfb9bt26dqxg666yzQla9vP/++77vmzRpUqTnWttSn7GxqKxRNc0NN9xgX3/9tQtoli5d6js/lNNOO82OPPJIdx1VBqmyJlSgJT/88IPr/KS114GUCmmAuKEqI/XwnAEAACCOvvzyS+vTp48tWLAgqsureqZq1ap233332aWXXlpirXgAAP9tPaUKC617MmrUKLdwfaNGjXxryihIqFixYpFue+DAgdavXz+3XokqK3T7CoEURvznP/+xhx9+2A4//HCbPXt2yNu44oorXHWKKlhefvll10pMt6lJ/mrVqrlg5qeffrKPPvrI3nzzTfdYihPS1KpVywUwp556ql199dV2xhlnuFBIgYLCFVWEitaKqV27doHrKnTQ41b1z2GHHWYjRoywtm3buoMVPvzwQ/d7rcWizzZVB2l7e/RYVGWiKqRzzz3XjjrqKPdcZGVlubVu3nrrLXvkkUd8z4vCnMLQOBSYqd3aNddcY5dcconbhuI974XVrVs3u/HGG13oozDNW2NYIVc4Wl9Hz6H2hQsuuMCeeeYZ97VZs2bu7wCN8bvvvnOPWX9HKPQipEG8EdIgdTDhn3qopAEAAEAcaOJFk1OaUPJfQDoUTcqouqZ3796u9YmOwgYAlCytHaM2VePGjXMBiKoc/M2aNctOOOGEIt223s+nT5/u1hNTS6zANUpatmxpr776ar5qnkAKM7TeiVqdTZo0yVX7DB8+POTlA4OTwlJAo5acHTp0cJ9FwVpxaXsp5AhGQYXanSmQUjiloCeQQh8FNAqAglHVyPjx40OOUdvrjTfesCpVqhTqsV144YXu8aiSRgdC6ORRQFOUdcoVKCn8UQWQHrdo20X6DG/atKl98cUXrg2eDuJQGKNTKDp4A4g3QhqkBi2Ctm1bokeBFA/W9M87AAAA0oeOplU/f01Mbd682f2sRYUjUV/7qVOnuiOHAQDxc9ddd7kKBrUKW7hwoW3cuDGq9+1IFNAr8FDbyieeeMIFNd4Evaom9DkRTZWOqjxUddO/f3/3OaGqmZUrV7qKFAUVavulqhWFA4WtLglG1T0KrO655x5X8fPHH3+4NdGOOOIIF9DofsJRizaNY8KECTZz5kxXfaNtoTVaFIINGTIk35o9/kGJKnbeeecdV120YsUKF/TocVavXt19TqqapG/fvkUKLbStdLsKatQ2Tbev1mzFpdZmCmn8f47G/vvvb/PmzbOXXnrJhXVz5syxv//+2+17NWvWdFVXajl3zjnnhFwjCChJpfIirZ4Ygd5Ui0M9HpORyv5UhqcPCxLUJKCF0sL0DkWS0lGMo0bpcJREjwQAAABpRkfDqg1NuNY1gdUzak2jCSNNvqmlCwAA8dazZ093gEFRK0oApF9ukBWLN5ai9u3V9ZI1pEGSSbKKDERJC7Ru2aJDKBI9EgAAAKQJHeWrxZLvvffeqP4X1RHFam12/vnnu+uEa3UDAAAAxFtMDh0qZjEOEBkhTWo/d4Q0AAAAiMH/nVprQIskqyWLgpdIFOKozYva35xyyilxGScAAAAQ15Bm+fLlES+zZcsWW7JkiT333HOuP+QxxxzjFq3SAllAVAhpUtemTVppLtGjAAAAQArT/50KZ7QotFcZE45amelyWkx52LBhbuFkAAAAIC1DGvVPjIYWnOrcubNboKlbt242ePBg++CDD4p798gUhDSpi+cOAAAARZSTk+MWU77lllt8C0uHC2hUOaOKm5NOOskmTpxo++67bxxHCwAAABReaYuzrl27Wo8ePWzWrFmu5ByIChP9qYvnDgAAAEUwc+ZMa9GihauGyc3N9YU0oahypnbt2q57w7vvvktAAwAAgJQQ95DGC2p0dNMTTzyRiLtHqrbMQmriuQMAAEAh/Pnnn677wsknn+zanEVaA7VMmTIuoBkyZIgtXbrUzjvvPFdRAwBAMtJ8qD7bfv3110QPBUC6tDsrijp16rivixcvTsTdIxVRjZG6eO4AAAAQBVXKTJo0yUaMGGHbtm1z50Vae0YOP/xwt+bpwQcfHIdRAgAAAGkQ0qxcudJ93bFjRyLuHqmIif7UxXMHAACACL755hvr3bu3zZ8/P6rLq3qmSpUqNn78eOvZs6erpAEAAABSUdz/klUwM27cOPf9fvvtF++7RyrKyTHLzU30KFBUtDsDAABACBs2bLABAwbYkUceaQsWLIgqnBEFMz///LNddtllBDQAAADI7EoaryomHJWor1+/3h0dNWHCBPfHt3oEX3jhhcW9e2QCKjFSm1pVqGqubNlEj8RuvfXWoAvO6p99LUgLAACA+FAv/meffdauuuoqF9To52B/pwVq3ry5TZ061dq2bRuXcQIAAAAlrVRepFUYozySqTB0l23atLGZM2da+f9j7z6go6y2No5vIIRepAkqvSOKgoIKVkBUVGw068VLF1QsKHaxXkURRFpQUaSKBZGioIgognQIJSSh94SShPTCt/bxGwxhWkjmfaf8f2tlATOTZJNMMjPnOXufEiXEHyUmJkqFChUkISFBypcvb3c5oW3nTpEvvrC7ChTE44+LVKpkdxXm902Gk66s8PBwSdeOLQAAAPjc1q1bpV+/frJs2TKzec/TS1J9zanP19566y0ZPHiwhIXZMrUbAAAAEF/kBgXuC9cn1Pl5O++882TYsGGyePFivw1o4GfopAl8fA8BAABCXkpKinkteOmll8pff/1lLnMX0DjGmHXp0kW2b98uQ4YMIaABAABA0CnwM9zPP//c4230yXW5cuWkbt260rx583PqvkEIY4E/8PE9BAAACGlz586VAQMGyMGDB804bE+0w6ZmzZoyfvx4ueWWWyypEQAAAAjIkOaRRx4pnEoAV1jgD3yJiXZXAAAAABvoGaaDBg0yIY1u3vMU0OiGPg1oXnjhBXn++eelVKlSltUKAAAA2IFecfg/QprAx/cQAAAgpGRmZsrIkSPl1VdfNX9X7gIax9k0119/vemeadiwoYXVAgAAAPYhpIH/owsj8PE9BAAACBm///679OnTR6Kjo92eOeOgHTaVK1eWMWPGSNeuXU1gAwAAAISKQg9p1qxZI4sXL5bIyEg5duyYuaxSpUrmLJoOHTpIq1atCvtTItjRhRH4/OR7+N5770l2dvZZl3NOFgAAQMEdOXJEnnnmGZkyZYp5fuUpoNHbaHeNjkN74403pHz58pbVCgAAAARdSLNp0ybp27ev/P333y5vo3OF27RpIxMmTJBLLrmksD41gpm+sPOTBX4UgJ98D5944gm7SwAAAAg6GrRERETI0KFDJTk52VzmbGNMXpdffrlMnDjR/AkAAACEqqKF8UG0c6Z169YmoNHdUvoWFhYm559/vnnTvzsuX7FihbntL7/8UhifGsEuNVVf4dldBQojpPFi1AUAAAACy7p16+TKK6+U/v37S2JiosdwRrtntGNGN+6tXLmSgAYAAoyOspw7d65X4ywBABaFNPHx8WZucHp6upkd3Lt3b/NkW3dQHThwwLylpKSYAEfnEuuTcr2tvs/Ro0cL+ukR7PykAwMFlJX1T+AGAACAoJCQkCCPP/64GWe9YcMGj7d3jJd98MEHJSYmxkxh0LNoAACBIysrS+68807z1q5dO69+/wMAPCvws+JRo0aZJ+jh4eEyb948066uO6m0eyb3E/IrrrjC7JbS2xQvXty8j74v4BYhTfDgewkAABDwdOf0jBkzpGHDhvLJJ5+Yf3vqntHNfA0aNJDff/9dJk+eLFWrVrWsXgBA4Rk3bpxs27bN/N3RDTlw4MDTZ1IDAGwKaTR00Sfdethjp06dPN7+5ptvlsGDB5sn8/q+gFss7AePxES7KwAAAEABbN++Xdq3by89e/Y0ExX0LBp3dLNeyZIl5X//+585w/Taa6+1rFYAQOGKi4uTF1988fS/NaDXtT3drF2vXj1ZtGiRrfUBQEiHNDt37jR/aqujtxy33bFjR0E/PYIdIU3w4HsJAAAQkFJTU+WVV16Riy++WJYtW2Yuc3cWgWOM2e233y5RUVHy7LPPmmkKAIDANWzYMHOcQV4a1ui0HP19DwA4N//OJDtHaWlp5s8yZcp4/T6O2+rZNIBbLOwHDzppAAAAAs6CBQukf//+snfvXq8OidaA5oILLjAjcTSkAQAEvtWrV8tnn33m9HFAf+/XqVPHnDUGALCpk6Z69ermz3Xr1nn9Po7bnn/++QX99Ah2hDTBg+8lAABAwNi3b5/cc889ctttt5m/ewpo9ExSfXv++efNbmoCGgAIDjraUs+dcXRJOrtezyjTs6oBADaFNDpXWJ+wv/vuu5LoxU75pKQkM5NYz7FhJjE8ovsieBDSAAAA+L3MzEz54IMPpGHDhvLDDz+Yy9ydPaOv69Q111xjzp156623pHTp0pbVCwDwrSlTpsiqVavMWDNnZ4917txZbrnlFltqA4BgUeCQpl+/fqfPprnuuutMC6Qret31118vsbGxZ7wv4BIL+8GDwA0AAMCv/fnnn9KiRQtzhoyOtXa2IJd3ca5SpUry1VdfyW+//SZNmjSxrFYAgO/pWTNPP/306UA+L+2uGTVqlOV1AUCwKfCZNG3btjVtj2PHjjU7p9q0aWMOlNQ/q1WrZn6RHz58WFauXCmbN28+/X76Pvq+gEu6Y+/kSburQBAFbgcPHnR5XY0aNSytBQAAwF/Ex8fL0KFD5fPPPzfBi6fRZnob7a7RTXfaOVOxYkXLagUAWOf111+X48ePuzyLRh876tevb0ttABBMChzSqI8//ti0tH/44YfmyXpkZOQZgYxy/ELXX+LPPPOMGY8GuJWcrHccu6tAYdHvp+7GLFbMthL0MMOMjIyzLtfZuenp6bbUBAAAYBd97abBjO6SPvn/m6M8dc+oSy65RCIiIuSKK66woEoAgB22bt0qo0ePdjryUjdk6znTw4YNs6U2AAg2BR535vjl/N5778n69etlwIABZn6xhjK53/QyvU5v4ziTBvD3zgsUMr6nAAAAfmHjxo3mHJnevXubcTbejDYrW7asORxax1gT0ABA8NJ1vMcee8zl2p1e/9FHH0mZMmUsrw0AglGhdNI4NG/e3DxpV7pbXVsi1XnnnWd2qgP5woJ+cH5PGYcBAABgm6SkJHn11VfNGQLebJzTcEYDnO7du8sHH3wg1atXt6ROAIB9vv/+e1myZInLxwUN+bt27Wp5XQAQrAo1pMlNQxltfQTOGSFN8ElMtLsCAACAkKS7nr/55hsZNGiQxMXFOR1fk5eGOHXr1pWJEyfKjTfeaEmdAAB7paamyuOPP26OK3D2WKGPJ7pBmwk5AGDjuLMFCxZIy5Ytzdu0adPy9b56e8f7Ll68WHxp//798uCDD0rlypWlVKlSZm6ytuUjgBDSBB++pwAAAJaLjY2VTp06mV3PR44c8RjQhIWFSYkSJeStt94yZ40S0ABA6NDjDHRNzdljhXbRDBw40KyxAQBsCmk0LR8yZIhs2LBBqlatKvfff3++PlnPnj2lSpUq5lwaPZzSV3TMWtu2baV48eImVNqyZYtpzdexawggLOgHH76nAAAAlklLS5Phw4dL06ZN5ddffz39ms4V3TWtbr75ZnNgtB4IzdhqAAgdu3btkrffftvlY0W5cuXM4woAwMZxZ/rEfvv27SY5HzlyZL4/mbZC6sFiLVq0kMjISFm6dKlcf/31Utj+97//Sc2aNeXzzz8/fZm26SPAsKAffGwed9awYUPJzMw863INdAEAAILJokWLpF+/fmbBzV0wkzug0fNmxo4dK3feeSdjbAAgBD311FPmHDJX3n//fTZAA4DdnTQ6w1h17NhRmjVrdk6fUN9PW+3V7NmzxRd++OEHueKKK0w7f7Vq1eTyyy+XiIgIt++Tnp4uiYmJZ7zBZoQ0wcfm76mGw1FRUWe96eUAAADB4MCBA9KtWzfTDbN7926PAY1uwNO3Z555xmzI69KlCwENAISgX375Rb777junIY0+TuiG6169etlSGwAEu3yFNH///bd5wn7HHXcU6JPefvvt5sXCihUrxBd27Ngh48aNM7vmf/rpJxkwYIA59OyLL75w+T7vvPOOVKhQ4fSbduLAZgRlwYfvKQAAgE9kZWXJqFGjzGugb7/91lzm7uwZRxBz1VVXmXHWOo2gTJkyltULAPAfOnFC184cYy/z0uBm/PjxJqwBANg87kx3YqnGjRsX6JM2atTI/Kmt976gL0a0k0bnaCrtpNGd8vqA8sgjjzh9H523rG2dDtpJQ1Bjo6wskZQUu6uALzppdDcnuzMBAAAKjW5+69Onj9fdwbrIVr58eTOK+qGHHqJzBgBC3JgxYyQmJsZp96U+ZjzwwAMm1AcA+EEnTUJCgvmzUqVKBfqkjvf31UixGjVqnDWOTQ/L3LNnj8v3KVGihHmhkvsNNjp50u4K4At6Hkx6ut1VAAAABIVjx45J37595ZprrpGtW7d6vL0utGkg89///tcsxj388MMENAAQ4g4fPiwvv/yyy/GYul6m3ZYAAD/ppNHg4vjx43LixIkCfVLH+5crV058oW3btuacidx0vnLt2rV98vngA5xHE7w0nC1Z0u4qAAAAApYupH355ZcyZMgQs/FN/+3uoOfcG9cmTZokbdq0saROAID/e/755yUtLc3pdRrkv/HGG1K9enXL6wKAUJKvTpqqVauaP7ds2VKgT+rY5VWtWjXxBX2xoi3/Ou5Md4hNmzZNJk6cKI899phPPh98gJAmePG9BQAAOGebN2+Wdu3ayX/+8x+zgc5TOKPdM6VLlzbn1axbt46ABgBw2sqVK2Xy5MlOH0v0fJr69evLoEGDbKkNAEJJvkKa1q1bm11ac+fOLdAnnTNnjknjr7zySvEF/bjfffedTJ8+XZo3b25Sf523rDM0ESBYyA9efG8BAADyLTk5WYYOHSotWrQwi2qeOA5/vvfee83Gtccff1zCwvI1SAEAEMT0POcBAwaYMN/V9WPHjpXw8HDLawOAUJOvZ+m33nqrTJkyRX7++Wf5448/zA6u/Pr999/N+2tIox/PV26//XbzhgDFQn7w8tFZVAAAAMFIN8npJreBAweacwN00cwTfa2lo54nTJggHTt2tKROAEBg+fzzz02HpTMa3OiaGo8hAOCHnTS6C6tOnTrmhULXrl0lOjo6X59Mz4Xp1q2bedGgH+e+++7Lb70IFYQ0wYvvLQAAgFd27twpnTt3lrvvvturgEY7ZYoXLy6vv/66GVHN4hoAwNVZ0c8++6zL6zWk0Yk0AAA/DGn0Cf+IESPM348cOSKtWrUys4219d6dkydPml/uV1xxhXk/9cEHH9BuD9dYyA9edNIAAAC4lZGRYc7XbNq0qSxatMhc5i6g0U1w6sYbbzTnf7788stSsmRJy+oFAASWV199VRJdvDbXx5Rhw4aZzdUAAGsUOaVtMfmkZ7zoL3THi4EyZcrItddea0KbatWqmX9rcKO7vdauXSvLli0z/3Z8quHDh8tLL70k/kwfrCpUqCAJCQlSvnx5u8sJPZ98IhIXZ3cV8IULLhDp29fuKgAAAPzSr7/+Kv369ZPY2NjTr588nT1TtWpV+eSTT+See+45/RoNAABnIiMjzflmzsJ/fUypXr26mZxTunRpW+oDAH/ni9zgnFpZdGfWRRddJIMHD5aUlBTTKbNw4ULz5ozjxYX+gh8zZoz85z//KVjVCH50WwQvG7ukdOEiKyvrrMu1q+/bb7+1pSYAAAB16NAheeqpp2T69OlmkcxTQKOjaPQ2TzzxhBlvVq5cOctqBQAEJn3ceOyxx1wG+hrcjB49moAGACx2zvPGevXqJZ06dZIPP/xQvvzyS4mPj3d52ypVqsgjjzwiQ4YMkQt0Fz3gTkaGSHq63VXAV06e1Gd+ukXH8k89b948Mz4kr/DwcMtrAQAAUNnZ2TJ+/Hh5/vnnJTU11Vzm6ewZpaOkJ06cKJdeeqkFVQIAgsHs2bPl999/d3qdbl5s166d2dwIAAiAcWfObN68WTZs2CBHjx6VpKQks5OrcuXKpoXy4osvlkDDuDMbHT0q8vHHdlcBX3rqKREbfq5KlCjhMqRJJxgEAAAWW716tfTu3du8jvKGds+ULVvWbJTT6QTacQMAgDd0Ek6DBg1M56azpUB9jNm4caM0a9bMlvoAIFD4zbgzZzSICcQwBn7IxnFYsHCcHeEnAAAIUSdOnJAXXnjBdNB4E7Towpl23Oh0gv/9739mUgEAAPnx7rvvmrOjnQU0+likRxoQ0ACAPQotpAEKDSFN8ON7DAAAQpAujE2dOtWcI6M77/TfGr64o+cGNGrUSCIiIqRt27aW1QoACB47duwwIY2zcZr6OFOxYkV57bXXbKkNACBCfzz8Dwv4wY/vMQAACDHbtm2TG264QR566CE5fvy4x3BGu2dKlSolI0aMMONnCGgAAOfqySefdNpBo/RyfazR0T0AAHvQSQP/wwJ+aIw7AwAACJEzAN588015//33Ty+QuTsWVEfO6E7nLl26yKhRo+Siiy6ysFoAQLD56aefZO7cuS43BFx22WVmnCYAwD6ENPA/hDTBz6bv8c8//+x0UUTbuwEAAArbjz/+KAMGDJADBw44HTHj7DmJhjJ6Vs2tt95qSY0AgOCVkZEhjz322OkNAHnpZePGjfPqfDQAgO8Q0sD/ENIEP5u+x9dff70tnxcAAISWPXv2mAOYf/jhB5cLY3l3MmtA88ILL8jzzz9vxpwBAFBQo0ePNufRONusqI892kFz5ZVX2lIbAOBfhDTwP4Q0wY9xZwAAIAhlZmbKyJEj5dVXXzV/V+4CGg1mdOHsuuuuM90zjRo1srBaAEAwO3jwoLzyyisuR2zqhoB33nnH8roAAGcjpIF/0ScPLOAHP4I4AAAQZH7//Xfp06ePREdHuz1zxkE7bCpXriwff/yxdOvWjfGrAIBC9eyzz5pxZ67oeWnVqlWztCYAgHMMnYR/SUsTycqyuwr4Wnr6P28AAAABLi4uzoyL0bGqsbGxHgMax2izQYMGSUxMjHTv3p2ABgBQqJYvXy5Tp06V7Oxsp5sEGjduLAMHDrSlNgDA2eikgX+hwyK0vtclSthdBQAAwDnRMWYREREydOhQSU5ONpc5WwzL67LLLjPvd/nll1tQJQAg1Ohj0YABA8ymAGePS/r4NW7cOClevLgt9QEAzkZIA/9y4oTdFcDKkKZKFburAAAAyLd169ZJ7969Ze3atV7dXhfKypQpI++//755P93FDACAL3z66aeyceNGl49Hd911l9x4442W1wUAcI1XB/AvCQl2VwCrcPYQAAAIMImJifL4449Lq1atZMOGDR5vr4th6oEHHjBn1fTt25eABgDgM8eOHTMdnq6EhYXJhx9+aGlNAADP6KSBf6GTJnQw2g4AAAQIPWdm1qxZMnjwYDl69Kj5t6fRZnrOTP369c1os+uuu86yWgEAoevll1+WkydPunxcevHFF6VWrVqW1wUAcI9tXPAvhDShg04aAAAQALZv3y7t27eXHj16SHx8vJnl747uUi5ZsqS8++67EhkZSUADALCEdnjqWTPONhFoF+dFF10kzz77rC21AQDco5MG/oWQJnTQSQMAAPxYamqqvPPOO+bNQTtoXNEFMA1wbrvtNvn444/ZqQwAsIw+Pj322GPmschZSKOPT/rYpJsIAAD+h5AG/oUzaUKHDSHNggULnO5+1Seyt956q+X1AAAA/7Rw4ULp37+/7Nmzx20wk/u5xAUXXGB2MN9+++2W1AgAgMPMmTPlzz//dHk+2g033CB33nmn5XUBALxDSAP/kZkp4mJ2KoKQDePO7rrrLsnIyDjr8vDwcElPT7e8HgAA4F/27dsnjz/+uHz33XcmePEU0OjCl8741/ExL730kpQuXdqyWgEAUHoGzZNPPmkej1w9bo0ZM8ZcDwDwT4Q08B900YQWDeS0q6UoR2MBAAB7ZWVlyejRo03Q4tjQ4e7sGcdCWNu2bWX8+PHStGlTC6sFAOBfb731lsTFxTkNaHTDgQY4TZo0saU2AIB3CGngPwhpQosufKSkiJQta3clAAAghOl4mL59+8rWrVu9Gm2m3TMVKlQwoc7999/PzmQAgG1iYmJkxIgRTjcW6ONTpUqV5JVXXrGlNgCA99jCDv9x4oTdFSAERp4BAACo+Ph4+e9//yvt2rWTqKgor0ebaaATGxsrDzzwAAENAMBWTzzxhMvr9HHtww8/lPLly1taEwAg/+ikgf8gpAk9SUl2VwAAAEKM7jb+/PPP5emnnzZz/FV2drbH92vevLlMmjRJrrjiCguqBADAvfnz55s3VxsLWrVqZTYUAAD8HyEN/AfjzkIPnTQAAMBCGzduNJ0wK1eu9Or2ushVqlQp+d///if9+vUz/wYAwG7p6eny2GOPmTNnnI0608vGjRtnrgcA+D9CGvgPOmlCj8WdNN26dTMHA+cVFsavQgAAgllSUpK8+uqrMmrUKK9GlDkWvfS5g46KqV69uiV1AgDgjZEjR8ru3budjurUDQWPPvqotGzZ0pbaAAD5x8ok/AchTeixOKSZMmWKpZ8PAADYSxevvvnmGxk0aJDExcU53W2cl4Y49erVk4kTJ8qNN95oSZ0AAHhr//798vrrr7s8S61MmTLy9ttvW14XAODc0fcI/6BzwDmfJPQw7gwAAPhIbGysdOrUSbp27SpHjhzxGNBoZ214eLi8+eabsnnzZgIaAIBfeuaZZyQzM9Pl9RrQVKlSxdKaAAAFQycN/Gex3sUuEAQxgjkAAOCDOf16hoyGLY5gxtVu49yjzTp27CiffPKJ1K1b18JqAQDw3rJly2TGjBlOr9MxZ40aNTJnqAEAAgshDfwDo85CE500AACgEC1evFj69u0ru3btchvM5A5ozj//fBk7dqx06dLFq/NqAACwQ3Z2tgwYMMCEMfp3Z9ePGzeOM1cBIAAx7gz+ISHB7gpgh7Q0ETdt2gAAAN44cOCAdOvWzXTDuDpIOTdd4NK3p59+WqKjo+Wuu+4ioAEA+LUJEyaYcZzOAhp9TNPHweuvv96W2gAABUO8Dv9AJ01ojzyrVMnuKgAAQADKysoyI8peeOEFM+ZMuTt7RoMYDXDatGljFruaN29uYbUAAJyb+Ph4GTZsmMvrixcvLh988IGlNQEACg8hDfwDIU1ojzwjpAEAAPm0cuVK6dOnj2zatMmr2+su4/Lly8vIkSPl4YcfpnMGABAwXnrpJUlOTnZ6nT6evfLKK3LRRRdZXhcAoHAw7gz+gZAmtDtpAAAAvHTs2DFzKPLVV18tW7Zs8Sqc0QWs//73vxITEyOPPPIIAQ0AIGCsW7dOJk6c6HTMmZ6tVqtWLXnqqadsqQ0AUDjopIF/4Eya0EVIAwAAvKBjyr788ksZMmSIJCYmmn87W7DKq2nTphIRESFXXXWVJXUCAFBY9LFu4MCBJoxx9pinIz7HjBkjJUqUsKU+AEDhIKSB/XRuOCFNaI87AwAAcEMPSu7bt68sX7789LkynrpndMHqnXfeMYtbYWG87AEABJ6pU6fKihUrXD7WdezYUW6//XbL6wIAFC7GncE/OincHPCKIEcnDQAAcEHn7w8dOlRatGhhzqBR7gIa3Wms7rnnHomOjpbHH3+cgAYAEJCSkpLMGDNXIzr18tGjR1teFwCg8PGKBfajiya0WdhJU69ePcnIyDjr8vDwcNmxY4dldQAAAPc0iJkzZ47pgjl8+LAZ5+KJLlbVrl1bJkyYYHYWAwAQyN544w05evSo080Juinh6aefloYNG9pSGwCgcBHSwH4nTthdAUKkk2b//v0uQxoAAOAfdu3aJY899pjMnz/fLEJ5Cmh03Ive7qWXXjJdNyVLlrSsVgAAfCEqKkpGjhzp9DFQNyVUqVLFPO4BAIIDIQ3sR0gT2jSk0Z1BLlq4AQBAaNCNFCNGjJDhw4efPhzZXUDjOJvmpptuknHjxkn9+vUtrBYAAN/Qx7bBgwe7HO+pl2uAU7ZsWctrAwD4BiEN7Me4s9CmizApKSJlythdCQAAsMmSJUukb9++Ehsb6/bMGQftnKlataqMGTNG7r33Xpfz+gEACDRz586VRYsWuewebdOmjfTs2dPyugAAvvPPyZqAneikAfcBAABCkp43c//995tumJ07d3oMaByjzZ544gmJjo6W++67j4AGABA00tLSTBeNPtY5ox2mY8eO5bEPAIIMnTSwHwv0OH5c5MIL7a4CAABYRMeZTZgwQZ577jlJTU09fZknrVq1kokTJ0qLFi0sqBIAAGt98MEHsnfvXqebFnSjgnad8hgIAMGHkAb20icejDsDQR0AACFj9erV0qdPH1m/fr1Xt9dFKZ27rwtXvXr1crm7GACAQKbhzJtvvumyq1QfC9944w3L6wIA+B4hDeyVnCySlWV3FfCHThoLxMXFWfJ5AADA2U6cOCEvvviijBs3zqugRcMZ7a55+OGH5b333pMqVapYUicAAHZ46qmnJDMz0+X17777rlSuXNnSmgAA1iCkgb3ooICF94Py5ctb8nkAAMC/dEfwtGnTzDkyGtTovz2NNtNZ+40aNZKIiAhp27atZbUCAGCHJUuWyOzZs11uWmjWrJnpQgUABCdmBcBejDqDhZ00AADAWtu2bZMbbrhBHnzwQTl27JjHcEYXokqWLCkjRoyQDRs2ENAAAIJeVlaWDBw40DwGOqOPndqF6up6AEDgo5MG9qKTBo6wLidHhBnzAAAEhZSUFDNX//333z99masZ+0rHn+Xk5Midd94po0ePlosuusiiSgEAsJcGMLqpwRkNZrp3786mBQAIcoQ0sBchDZTuqk1KEqlQwe5KAABAAf34448yYMAAOXDggAlePNHRZhrKjB8/Xm699VZLagQAwB/oual6Xpsr4eHhZ2x4AAAEJ7atw16MO4MDI88AAAhoe/bskS5dusgdd9zhVUCju4PDwsLkpZdeMjuICWgAAKFm2LBhpvvU1SaG1157TS644ALL6wIAWItOGtiLTho4cF8AACAgZWZmysiRI+XVV181f1fuAhpddNLRZ9dee61MmDBBGjVqZGG1AAD4h9WrV8tnn33mdByojgGtU6eOPPnkk7bUBgCwFiEN7KNPRFiYhwOdNAAABJxly5ZJnz59ZPv27W7PnMm96FSpUiX5+OOPzYx9DWwAAAg1uplh4MCB5nExW8d/O7n+k08+MePOAADBj3FnsE9qqkhGht1VwF8Q0gAAEFAz9B955BG57rrrJCYmxmNAo6PNNJB57LHHzO179OhBQAMACFlTpkyRVatWOQ1odBTo7bffLrfccosttQEArEcnDezDeTTIja4qAAD8nu7sjYiIkKFDh0pycrK5zNkCU14tWrQw79eyZUsLqgQAwH8lJCTI008/fXr8Z156+UcffWRLbQAAexDSwD4syiM3OmkAAPBr69atk759+5oZ+t7Q7pnSpUvL+++/L7179zb/BgAg1L3++uty/Phxl2fR6EaI+vXr21IbAMAehDSwDyENcktKEsnK0t5un32Kd955x+luX100GjZsmM8+LwAAgSwxMVFefvllc46MLh55oo+r+nj7wAMPmICmWrVqltQJAIC/27p1q4wePdp0pjrroDn//PN5bQoAIYiQBvZh3BmcBXdVqvjsw7/22muS4eQcJD2MkSfCAACcSXf4zpo1SwYPHixHjx41//Y02kwXmHT3r4420/NqAADAP/RxVM9mc3Umm16vY87KlCljeW0AAHt53goH+AqdNMiLkWcAAPiF6Oho6dChg/To0UPi4+Od7vjN2z1TsmRJeffdd2XTpk0ENAAA5PH999/LkiVLJEsnSOQRFhYm1157rXTt2tWW2gAA9qKTBvYhpEFe3CcAALBVamqqCVrefvvt07Pync3Md9DxZxrg3HbbbWYcWu3atS2sFgCAwHl8ffzxx08/buall33yyScuu2wAAMGNkAb2YdwZ8qKTBgAA2yxcuFD69+8ve/bscRvMOOhCU40aNWTcuHFyxx13WFIjAACB6L333pP9+/c7fXzVbtQBAwbIJZdcYkttAAD7Me4M9khP160kdlcBf0MnjeV0Ia5fv37m/AAdU6M7t/RNW/ELy3/+8x/zMevUqVNoHxOBY/LkyafvV7t27ZJgoGdbNWzY0PyfZs+ebWstetaW4+sbim644Qbzf9c/8/r666/NdY0aNZLMzExb6gsUumh07733yq233ip79+71GNDoYpKOZRk6dKhs376dgAYAADf0OXDuDtW8ypcvL8OHD7e8LgCA/6CTBvZgMR7O0EljeUDTqlUrc9YAAO+NGjVKYmJipHnz5mZhG/5JvzfNmjWTLVu2mDFcTz31lN0l+R2diT969Gh56aWXTPio3J09o6GXLjBdc801MmHCBGnatKmF1QIAEJj0OUh2drbbLpvzzjvP0poAAP6FkAb2YNQZbAhp3nnnHadPjnVHcCh68803TUCju6Hfeustc8hz2bJlzXWcKQB3fvvtN7nxxhvN3/XwU2ddDMEqKSlJ/ve//5m/68J2qHawBAIdxfXiiy/KAw88YM5Y0a7BMmXK2F2W31i+fLn06dPHhFje0MfKChUqmJBSv6bc9wEA8OyXX36R7777zuVjq444e/TRRy2vCwDgXwhpYA86aeBMWto/byVL+uTDs4v6TIsXLzZ/3nXXXWZkDeALOu5O34KFnr1x9OhRqVWrlnTt2tXucsy4M32Dc927dze/33Scl3Z+8Dgg5v6rX5PPPvvMq00Kehvtrunbt68J9NnpCwCAd3Tcqp41oxtHnHWq6gZCfW6p1wMAQhuPBLAHIQ1cYeSZZXTRUul5DQA80xfSY8aMMX/v2bMnL6gDgAYMGtQo/d65G+UV7PT/rsFMgwYN5IsvvjCXuRu94qBj/VauXCljx44loAEAIB/0uYeOyHX2/EOfozz88MNy1VVX2VIbAMC/sLoAezDuDK4Q4FnGcf5A8eLF7S4FCAiLFi0yh6orHfeEwOD4Xu3cudOM5wtFGzduNOfI/Pe//5UTJ054DGd04UhHw+ni0po1a+TKK6+0rFYAAILB4cOH5eWXXzZnuTlTokSJ0yN0AQAgpIE9WIiHK3TS+NTkyZPNOQK5zxJ4/fXXT1+mb7lHU+mur19//VWeeeYZadu2rVSpUsWEOhUrVpTLLrvMXL5nz54C16VzmnXs2kUXXWResJQrV07q1asn1157rXlx8/fff7t9f114feSRR8z7lC5dWsqXL2/mOz/77LNy4MCBAtWmXw/9utSpU8f8Wxc4X3nlFbn44ovNIqZ+LfQ8n6lTp3r18RISEsz5SPr1rFq1qoSHh0uNGjXkjjvukNmzZ7t8IZfb3Llz5ZZbbjHvr/9f7YbS/+uhQ4fM9Vpr3u9lbjt27JAPPvjAfE69balSpcybnkWkXQcLFy50+n67du0yH9dxHo3Sv+e+/+ib3s+c3ef0/R1+//3305dHRER4/D/r18xxe1dnaKxdu1b69+8vjRs3Nucr6fdH/65jJrZv3y4FNWvWLPNnw4YNzf3LFT2jR+t0nNWjOyi1Lr1/6tdZv+a6WL579+4z3i8yMlJ69eplbleyZEmpWbOmqf3IkSMuP5eOOsv7M52X/gxr50/dunXN59f7jH6vdeem/gzr9c7ofV3HW1199dWmg0J/9vU+16xZM7n77rvNeA5dgHAlLS3NLPK3b99eqlevbu7r1apVkw4dOsinn35qDq33ZMWKFWasnL6/fk30/6Bjt6KiosRbLVu2NO+npk+fLqFEz1DSEW+XX365rF692uPtHd1h+jXX++1jjz0Wsue2AQBQEM8//7x5LuSMPm974403zPMbAAAUZ9LAHoQ0cIWQxq8MHz7chDjOgoYNGzaYN12o/eqrr8yibX7pbm5dPP7666/P6vI5efKk2fn+xx9/yIIFC5wuMOoLH13UnjFjxlnX6YK3vml9ujCrgURB6cKwhiO5wwa1bNky8/bXX3+dHofl6uBQDUH0TIjcNFz58ccfzdttt90mM2fONCGDM7poqmOHcouOjpYRI0aY78P8+fPd/h/0a1q/fn2n12ngpm8aRjz44IPy+eefS1iYb54qaACn57ro55s2bZo5wNwdvY3ScFBDgtw0TNSw4aOPPjor5NJwRt8mTZokn3zyiVngP1eOLoz8jKXQs5/uueces1juoOGMjp3S7/fSpUulSZMm5j6qoZqjw03t27dPxo8fb+7/esj7BRdckO+ahwwZYr4urr7XOsZKg7T4+Pgzrt+6dasJU/KGnHo7fdPrv//+e/MzPGjQoLM+vv5u6NKly1lBVFxcnPk50Dc9I0YDx/PPP99p7SNHjjTf19wjQvRnT0M9vT84QjNvtGnTxtz3XQWQwUZ/Dr799lvz+0K/5t6MedMFIw2zJk6cKDfddJMldQIAEIwcz69cbYjQDTnOnj8BAEIXIQ2sl5kpkpxsdxXwVwR4PqXdKldccYX5u6MTQHfqDxw48PRtcp85oDvdtctDAxjdTe/Y4a8jn3TRWMMCDVPuv/9+08XQtGnTfNWjAYojoGnXrp307t3bBAjaAaFBho7o0UVVDYWcLULed999Mm/ePPNvDWG6detmatQXP9p9o90iuhCtt/vzzz9P/9/PRUpKivkcWtdLL71kFrA1SFm3bp0JsnRBXUMAvU2nTp3Oen/9/Lfeeqs5QFQXpQcPHiwtWrQwC++6EK7BjCNk0a6gb7755qyP8d57750OaLTLQnfo6f8pPT1dfvrpJ/nwww/N/1VrdUUX1bWjQWvs2LGjCTwqVaokx44dM2GG/h82b95satGvZe6Q7sILL5RNmzbJqlWr5NFHHzWXadiQdxSSdkR5syCsAZ2OedCuGj0jST++M3o/0MDN1Zgx/Vo6vi7a1aRhh6OrSsMCDSn0/9SvXz+zY/HOO++U/NLvryOc83b0k35f9T6p3VZvv/22tG7d2oQw+r0dNWqU6ZDR+7yGETqTXDt0nn76abn00kslOTnZfG2nTJligg7thnAWRrqjIZAjoNGPqT/r+jNaoUIF0yWjXxMNkZx1qj300EOmfu2e0QBN77v6tdPFfv1aaIeLdsA5ox0Y119/vfm51a42DQr0/673Wf35+eGHH0xAo/cjDXI04Mw7dlE/tv6fldb73HPPne5M0s4f/VnQ+4J29nhDP79+/fR+pvXpuSzBKjY21nyvdTyf/px56s7TThl9e/XVV839T7sZAQDAudHnSvo4rI+tzsaL6vX6vFWfjwMA4FDklDdzVUJQYmKiWRRwLDCgEOluXTc7zRHiqlQRYVeRJRzjkXRhTkcmOaOL0rpw7urcGl2s1a4CXfjUzgtdUM5LF8z1kGodr5S3A0UX1HWBVne5a8eMq64NDRA0SMhNd9NrV4TWpou+2uGS1/Hjx03Hhi5G63gx/Rz55ahf6eOChi066iw3XfTV0Es7ezQAmDNnzhnXazCjI8n0/6916iK9Bgh5Of5P6ueffzYhSu5uG93lrp9DF5i1a0fHz+WmwZmOH3N0Y2jYk3cXny7+62Ochm/O6NMCDWD0/TQs0++t/r9z++23306PPNPuEsfiuTP6cbTbSWkng2NsnNLAR8MD9f7775uuCWc0jNIwR8M3Dd1yhzm6EH3zzTebv2u3jI4Ry0u/Zp07dzaL+3o/1O9XfjuEtGvDcQC93mc1VHRFvx7aIaM0eNH7TN4wQcfTafeT0uv0dvp/yXu/0JBHg0ytV0OTvB9Hf3YdQVrep3Qa/OjPpP6fNeRy1Z2V9+dLx+E5uq0+/vhjlzs99fNp2JP3MHn9WdP7oo7Y0vtx3vup0vBVvye6UKGdG7k7qfT+q/d1/f/qfU/v63kDYP3/6OfR+7LSUEjvl65oEKi3URrWOL6XwUTDWg2v3nzzTfN19TROTn+e9HYawGk46xgJBwAAzp2OdNVNOM5ocHP77bebbmQAQOBK9EFuwJk0sB6dEvB0/yA79hu6oO4qoHF0TOhis9KgJL+5v+MMFT3Q2t2ied6ARj+P46DNxx9/3GlAo3TxWBf/lS6U61iwgtDZ0XkDGqWhiXYpKWdBkC4Ka0CjXUhffvml04BG6UK17vhXecMVDYocc621O8LZwrd+HbVrwR0NXlwFNI7wTjuQ9EWkBjraaeErGmw5Orpcnemj32vHOSK6yJ632+bdd981f957771OAxqlX3fHGDrtSjmXw+M1kHTQc1W8NXr0aKfdHrm713R8mAZMzu4XuhNT6YK7hhXn8vOlZ7K4Cmic/Xw53s8RpLq7r+QNaDTA0oDGcZ91dj9V+jOrXV/O7usacjrGrOmZVM469Jo3by4vvviieCv390xDqGCjP6f6ddLQXUMubwIa7ejTjiXtRiSgAQCg4HTziuO1kTP6/NrZGFoAAAhpYD1CGrijC0snT9pdBdzsFtBuCO1McZz54lhYdlyXH46wQM+lyHsmhjt6cLyO9FGOhV5Xci8y53eRO++CtI51c6VVq1anuxL0BVpuGmA5QgZP45kc9eat1RGW6KK37nx3Rbsn8kO7fDSA0DNGHN9TXSCvXLmyuV7HhfmSY3zZ+vXrTQ15aeil3TO5b+ug9zlH94Sn+4EuYDsCg3O5H+i5Hg55gwlXdMyZs9F3ShfFy5UrZ/6u3USuRgXqSLxzDRccP1/aReL4ecnP+ylX89RdcdzXGzdufDqA83Rf17FnuUMFx31df+a0G8wV7dBydAR6kjuIyh1CBTr9WdWuIO260wDS29FmOkpOxxtquOzt1xAAALinmyUcXb556ePtsGHDzugqBwDAgZAG1nNytgRwhuPH7a4AuejCn575oS8otJ1Tz/rQXeyOLojcB7HnJ2hRjgVYxxkROmZLuyZydy04s3r16tN/17Ny9EWPq7fcHQQFWZzVBX5HcOFpETj3IfG569VzY9zVqm+OEVh5a3WcyXLZZZeZXfCu6PfE04xrDWZ0vJGOqtOvj54VomfTOL6n+qbnpZzL9zS/9FwaxyKxs24aPSBe6TkZ2i2Tm54H5DgQ3fFx3L05/i/ncj/Q8C2/IY2OMHO3AK4hjtJReJ5u4+x+5YkjsNNzYPRntkePHvL555+bnzd3NEDSMYFKz8vR7rFXXnnFjItzd95R7vt6VFSUx++HY4ya3h9zf311DJ6jDledOEoDT28XOnJ/z7RDLNDpjHvt0tL7mOP8KsfPgjs6WlIDUe0wdNddBQAA8kefq2vntrNzaPS5u26CGTp0qC21AQD8HyENrEcnDWy6j+hOeFdvcG7BggVm8V5fcGhY40lqamq+Pr6GMi+88IIZdaazPHUBWbtVNDTQ0EYPsXbWPeAIEPLL0wKzO65GlDnkDk7yvjg7l3rzfi31fB3lqRNHd8nnHV+Vmy6Ga7ClC+QrV648fX6Nt3UUtlq1ap0OBByBjIMu3ut5LErPL8kdWFh9P9CRafn9mnh7n3F3O3f3K0/at29vfnZLlSplRuXNnDnT/Mzpwr6OKuzfv7/LTikNS/V+4uhc01F/+vH0e6AdMOPHjz89fq+wvyeOwMabsXI6sssbub9n7kY4BgL9udXzfp544gnzdfN0v9DfCfp909+v2pmmgR0AACg82smqI4ddbc7RjRS6ucLTc0MAQOjK36m5QGEgpIFNnTS6KOlsQVq7DvTAZZxJuw40MNFFQN1xrYe66+gmPVBcO2oc3Rq6u14Xb1V+z6RRb731lunG0S6KX375RVasWGE+p45n+vDDD83B5fqiRheUHXIvSuqoNG930+fnLJHC5KhXx5Tpwd520oXdNWvWmL/rqCNdtNdxW/q10SDC8eJSw5O9e/ee0/c0v3SMmY7k0nF5OorMEQ5o55F2gThuk1fu+8GECRPMmTze8LYTJrfc4ZiGCI5RZf5OFwy6du1qArBFixaZs5k0EN2/f7/5mk2cONEEpXrYfG569o+eLaM/k99++60sXbrUhDUanOm5M/qmXV/z588/oxPI8T3RMW1fffWV13XmPWtIFeYYrtydOnnDvkChQe3zzz8vERERbrvpcocz+v3Qn3E9u8ldeAsAAM7d7NmzzXNZZ3QzWrt27eSee+6xvC4AQOAgpIH1GHcGTwjy/ObFhuNsFT1cukOHDh4XP89V7dq1zUKxvukisJ5RMWvWLLOIrLv19ZB1HdOju8dV7rFjuuDq7zvDtV49O0JDwnOtVYMFHdPlqfNLF2UdXTd56Yxs7aZwhB7uFtFdfQxf0BBBR+rp10fDOkdI4+is0VBQO2nyyn0/0J2Jvrwf5A5p9Guj99lAoQHck08+ad50J6eOu9Kfae2y0Z9xDUqvvPJK6dKly1nvqwGsI4TVwEzPi9FgR8NZDVL1PBQdO5f3e3Ly5MkC3dfV4cOHPd7Wm9vkvT9rABlINCj98ssvZciQIeZnWP/tTVdVkyZNZNKkSWasIQAA8A0do6qboHRzibPNTXqZjhnmDDgAgDuMO4O1dFEhnzP1EYI4k8YvbN682fypu69dBTR5z4cpDDqKSDsiPvroo9OL9PriRkMjB0dYo7QzwN856tWvlafxYq7ouSBKF9jdnT2h53m46gyLjo42IZjSxXVXtm3bZhbZXSnsF5m6KK9dRkrDOT1EXl/wzpkzx1x23333mTNp8tLzeRy1+Pp+oOf0OOiB64FKOzBatmxpxpdpl4yDft090QBG7zf6fnfeeefp+6Per/Le13VM4bmeAeX4WmtnlaOTyhkNLHft2uXVx8z9PXP8LAXK72EdB/if//zHBGrejDbTwFJ/f+r3hoAGAADf+t///mc2jTgLaPR5l25E0vHRAAC4Q0gD67toLBidgwBHSOMXdKFcaSeLq1BAx5JNmTLFZzU4dvDnPcBeF5l1fJ3SXf3OzsbwJ44Fbce5OwX5WujXQc8KckV33Hv6nno6PF3PG/H2fJbCGhXoGGemC+86luv7778/fU6Js1Fnju4WxyK0Bnq+PF/qiiuuOP3/1k6vYKA/R46uldw/XwX52XTc13WhYtSoUedUlyMUdnSQuDJ58mSvx/E5vmcaAuv/29/pz+dzzz1nxsbpGTTK3f/VMf5MR6loaKY7enW8CgAA8B3dlKIjRZ29VtKNRNrx/9prr9lSGwAgsBDSwFqMOoM3EhP/6bqCrfRwcaUL5c522euO7t69e5sxXudKx23lDg7y+vnnn0//vW7dumcsSOpoNMeLo4cffthtWKAjgnS0k10eeeQRqVmzpvm7nu3jama1gx7urWeA5P0Yjm4SHVvlbFFdz3PRcQquNGjQ4HTnyRdffOF00VfP+PH0tapRo8bpv+vIq8Jwxx13SPny5c3fdeSZo4tKzyq5/vrrXb7fSy+9dPp7rB03jhF9zuh9RL8+5xLq6RlMOnJP/f333xIIdLRdamqqy+u1s8sxBiz3z5d2YOibK3q/0bFnSu9Puc+Euvnmm6V169bm7++//77HDh3t/NL7XG56VpLjPqYdP1FRUWe9n56Po2PavOX4nukoPT1jy59pB5me86Nn/ujvWXe/Ix3fAx3hpmc46df7ggsusKxWAABCmT4nd7WJQi/Xx3Id2wsAgCdssYO1OGsE3tAnuhroccixrbp162aCEF3Y7tWrl1m07dixo3mhoSN4Pv74Y3MAfdu2bc951NRDDz1kQgvd/a0jzurXr2+6FXRkgHZTjBs3ztxOF1XzdlP079/f3EbP1vj6669l7dq10q9fP7NArDXqor2O7frtt9/khx9+MB930KBBYgcNV3Tx9IYbbjBjxG666Sbp0aOHWYzWxXHdfXfw4EHz9dT/jy5c69c3dzihC6+vvvqq+Z7ExMRIq1atzCHi2uGh3yNdoP3ggw/M7XQXvnaV5B1LpuOqbrvtNpk3b54sXLjQLKgPGDDAnK9y5MgR+eabb0x3Qr169UzY4aozRReEtZNp37595sWn/r1x48Zm1JI6//zzpVy5cvn6Gun3R+8H+vm1i8YxFq5nz55uD0nX/492DWjXhoZfTZs2NfcNPaBV/7/6tdCvlx50/+2335pQQgOvc6Fntmh4pgv+SUlJ+f4/Wk07MfRroXVfd911ZuG/TJkyZoSYBoF6H1P6fdPA1UF/1vVnXs+p0fBMO0+qV69uRuXpCDLtBtOfPUfnTO7QTmnApj+Hel6VjkfTMFb/1OBXP5fe1/QcGw1nVqxYIU8//bT5PLkDMa1NQzf9fmm3lP5f9OdHFzz0Z1pHiziCR/3+uqPfK0cnzd133y3+Ske36e8o/fnU+7y7sYZKO2X0Z1yDyqFDh57R4QYAAHxLn3vn3WjioM93dATsuT7nBACEHkIaWIuQBvm5rxRySKMBgLPzQHRBEGfThXcNSXTxVjsPdFHUsTDqoAuvffr0cXtmjScayOjncQQyeWngMmPGjNOdKA66OKmdArpAr+O5tKNDFyrdHZ5uJ11o1sVlDb/27t1rukX0zRVHV0luGsrs3r1bJkyYIHv27JGBAweecX2VKlVMYKVhh3K2aKtfZw0w9P21G8LREZE7gNGQRMMPdzQs0s+vi/Z5D5zXRXw9QyO/NIjTkCb3KDZXo85yGzlypDk7Sbsu9BwUd2MlNKRwhEn5pR1bw4YNMz8PGqbpv/2dhm3aNaVvrgJE/fnRsC8vDTbcjXbTYPXTTz91+rtWu7ruvfdeiYyMNAsYrhYxXN3X9X21E0d/pvX/oF/33PTcFQ0+9TaeQhoN5/R7pqGGhqP+Rh+XNGB9/fXXT5854y6gcRxMrKGV/jxrUAUAAKx97Nbnwa42VehlY8eOdbvRCACA3AhpYC3GncHGc2l0PA7yR3fTa4eELoRqt4wulmoQoOck6HUaOGjwcK50AVd3jeuufg1ZNLDRz6EdCk2aNJFOnTqZTg/tzHBGz5fQF0B6m4iICFOLhg/araLdN9qloh0neij97bffLnbToEbPi9AgQhettZtAx5bpCzg9X0W7QLR7Rheo9evubHFWF9Q1QNGxXTquSsfRaaCmlz377LPm79pFpJyNV9CwS7uONHDTsUoa+miYoyOrtLNHQy/HOSXuOL4vGhhp54V2TXgay+SJdhhpV4Z2FSk9ZPWyyy7z+H76dXnllVdMZ5Z+fX799VczBk/PANLFfP0/625G7RzSTopSpUqdU33amaMB2PTp0023iL+HNEuWLDH3M+0w2r59uwmwtDNFvyYapOi5Mvp91M6p3LR7Sb+32i2jIc3+/fvNz6Z+fzXs1M4aDWg18HC1+KBdO3q/0CBFO7T042hnloYQ+nXU+7eGhfr9cHVGjHbZaRCkAYb+jtDvp3b0aN16nf686O8mTxyj8/Rz6fv72/eob9++5vefN+fr6Ndbfwfrz7/+nsjbLQcAAHxv9OjRZqOSs8du3QykHTTakQwAgLeKnPL2xNUQowtcurilCwLOdnjiHE2erPM87K4CgeDaa/VkarurAAKOjiBzdB1NmjRJ/vvf/9pdUlDRQ9w1bNMX4LqwrqPi4L80hNRASsMh7e7R750/0NDrqaeeMgGSN6PN9P6mT9k1RNWOG38ftQcAQLDSzUT63MLVuX+6UUyfI9rdxQ8ACKzcgN5LWItxZ7CxkwYIBdrl4eAvC9LBpE2bNqabRhf933nnHbvLgQdvv/22+V7dcsstfvHzoLVo95+OKNNxjcpTQKO0I1A74D788EMCGgAAbKSd685GaDu8+eabBDQAgHyjk8YFOml8QBch3nzznz8BTy68UKRPH7urAPyKntWij095D2p30PFpOi5ND0rXRV0dh4bCFxUVJc2bNzcdELpTUkfMwf/o2U8ahmgwoj8bl1xyia316M+jnuGlY+C8od0zuht3xIgR8uijjzLXHgAAmy1fvlzatm3r8nFbn3ds2rTJjGQGAASvRB/kBpxJA+skJRHQwHt0XQFn0TM99BwOPTtGOwP0XA89+P3AgQOycOFCc4i7jl7Qcyp0xz18Q7/un332mQlo9AwkQhr/DWmGDRtmztyxM6DRc7ZefPFFGTdunFdBiy7yaLCkZx6999575gwaAABgL31s7t+//+nHaWfX62M9AQ0A4FwQ0sA6LLojP5KTRbSNPDzc7koAv5KWliYzZswwb86Eh4dLRESEXHfddZbXFkoeeughu0uAB9dcc415s4s2q+uZM3qOjAY1+m9nizq5acDaqFEj8zPsaqcuAACwnm6G0i4ZZzS46dKli9x4442W1wUACA6ENLAOIQ3O5T7DPF/gtAsvvNCcY6FdM6tWrTKdNceOHZPSpUtLnTp1pEOHDjJ48GAOswdstm3bNrPbdunSpSZ48TRdWBd3dOetzrF//PHH2YULAIAf0efbQ4cOdXl9WFiYjBw50tKaAADBhZAG1klIsLsCBJrjxwlpgFx04bZbt27mDYD/SUlJMUHL+++/f/oydwGNjj/LycmRO++8U0aNGiU1a9a0qFIAAOCtl19+WU6ePOn0Ot2MoWNNa9WqZXldAIDgQUgD69BJg3MJaQAACADz5s0z3TN6RpQGL55oQKPnGY0fP15uvfVWS2oEAAD5s2HDBnPWjLNNF/pYrp3uzz77rC21AQCCh+fTS4HCQkiD/OI+AwDwc3v27DFz6G+//XavAhodbaZjUXTXrY5FI6ABAMA/aTAzcOBAE8Y4o4/5H3/8sZQsWdLy2gAAwYVOGliHcWfILzppAAB+KjMzUz766CN55ZVXzN+Vu4DGcTbNtddea7pnGjdubGG1AAAgv/QsyOXLlzu9Tjdc3HDDDWZkKQAABUVIA2toazAhDWzupNFzPLKyspw+wZ41a1ahfi4AQPBatmyZ9OnTR7Zv3+72zBkH3YFbqVIls9u2e/fuJrABAAD+S8+gefLJJ09vsshLL9PHdR7TAQCFgZAG1tBD9pwsjgMeO2n0CXEhPfGdM2eOZGRknHV5eHh4oXx8AEBwi4uLk2eeeUa+/PJLM7bMU0Cjt9HuGh2V8uabb0qFChUsqxUAAJy7t956yzzuuzqLRgOcJk2a2FIbACD4ENLAGnTR4FxooJKSIlKmjN2VAABCmAYtkyZNMgcDJycnm8uys7M9vl+LFi0kIiJCWrZsaUGVAACgMMTExMiIESOcjjHVzhntjtVxpwAAFBZCGliDA+BRkPsOIQ0AwCbr1q2Tvn37yurVq726vXbPlC5dWt577z0zEk3/DQAAAsfgwYNddsvq5R9++KGUL1/e8roAAMGrqN0FIEQQ0qAgI88AALBYYmKiPPHEE9KqVSsT1HjiCGPuv/9+swO3f//+BDQAAASYefPmycKFC512zOrjeps2beTBBx+0pTYAQPCikwbWYNwZzhUBHwDAQrpDdtasWWYX7dGjR82/PY0209En9erVM6PNrr/+estqBQAAhSc9PV0GDRpkzpxxNupMLxs7dqx53AcAoDDRSQNrsNCOc0UnDQDAItHR0dKxY0fp0aOHxMfHO12gybujtmTJkvLOO+9IZGQkAQ0AAAFs5MiRsnv3bqeP//qY37t3b86ZAwD4BJ00sAYhDfwgpJk/f77T2cLshAKA0JaWlmaClrfffvv0Za5m0SvHDtvbbrtNPv74Y6ldu7ZFlQIAAF/Yv3+/vP766y4f/8uUKXPG8wQAAAoTIQ18T5/kMO4MfhDwtW/fXoJZUlKSebvgggvsLgUAAsZPP/0k/fr1kz179rgNZnIHNDVq1JBx48bJHXfcYUmNAADAt55++mnJzMx0eb0GNFWqVLG0JgBA6GDcGXwvNVUkI8PuKhCoNODzMG4G/+jVq5dceOGF0rp1axk1apQcOHDA7pIAwK93zN57771yyy23yN69ez0GNGFhYeZt6NChEhUVRUADAECQWLZsmcycOdPpGXQ65qxZs2ZmQwcAAL4SEiHNu+++a8YZPfnkk3aXEpoYdYaC0CfKSUl2V+H3EhMT5YcffjB/X716tQwZMkQuuugiadeunXz11Vd2lwcAfiMrK8vMnG/YsKHMmTPHXObu7BnHSMyrr75aNm7caMai6cgTAAAQ+DSYGTBggAljXF2v3bO6UQMAAF8J+pBm1apVMmHCBLn00kvtLiV0MeoMfnQuTbDShUZHe77uBne8LV++XB577DG7ywMAv6C/E1u0aCFPPfWUpKamOt0xm3e02XnnnSdTpkyRpUuXStOmTS2rFQAA+J6uF23evNllF0337t3luuuus6U2AEDoCOqQ5uTJk/LAAw9IRESEeYENm9BJg4IipPFo+vTpTnd/6WW33367LTUBgL84evSo9O7dW9q2bWtGlXmivzu1g0ZHm8TExMiDDz54uqMGAAAEh/j4eBk2bJjL64sXLy4jRoywtCYAQGgK6pBGd4937txZOnTo4PG26enpZlxQ7jcUEkIaFBT3IbeOHz8uixYtcrr7S8f69OzZ05a6AMBuOsbss88+kwYNGsjkyZPNZZ66Z1Tz5s1l5cqVMnbsWDb6AAAQpF588UVJTk52ep1uznjllVfMCGkAAHwtaIdqzpgxQ9auXWvGnXlD54u//vrrPq8rJLHAjoKik8at7777zoQxzpQrV05uvvlmy2sCALtt2rRJ+vbtKytWrPDq9to9U7JkSXOWobvZ9AAABAodf3wy46QkpCdIamaqFCtaTMKKhpm3YkX+/Xvut6JFioZE9+i6devM1BX9Gjkbd1qrVi0zHhUAACsEZUizd+9eeeKJJ8zOcn2x7Q1tcc39AKydNDVr1vRhlSGEM2lQUAR9bk2bNs28kMh78LUebnnvvfdKeHi4bbUBgB3jbl999VX56KOPvFpkcvz+7Nq1q4wcOVKqV69uSZ0AABRUVk6WJKYnyom0E5KQlmDCmNx/1z+zT3nuIM3LWXhTsWRFqVammpxf5nw5v+z5UqV0FXN5INJgZuDAgeY5gLMOW31eMGbMGClRooQt9QEAQk9gPqJ6sGbNGjly5Ii0bNny9GX6wPv777+bB1odbZZ3d6Q++PIA7CMssKOg6KRxKS4uTpYsWXJWQKO0u6ZHjx621AUAdiy4fPvttzJo0CDzPNDZ78W8NMSpW7euTJw4UW666SZL6gQAIL+Pb8dSj8muE7vkaOrRM8IY7ZLxVfijb7nFp8RLzLGY0//WjhsNahyhjePPcuHl/L4TZ+rUqS47bXWjm47M19H5AABYJShDmvbt25sRF7n16tVLmjRpIs899xzjK6yUlvbPG1AQSUkimZl6cqPdlfgdXZB0tRBZoUIFFh0BhIQdO3aYEWU///yzWRhyNrok7wKM7p7VWfPPPPMMG3UAAH5Fw5edx3fKjuM7zJuGMv4m51SOHEk+Yt42Hfl3/aVUWKkzQhv9s2qZqhJezD+6+5OSkswUFXfPF0aPHm15XQCA0BaUIY2ewaAHvuZWpkwZqVy58lmXw8cYdYbCvC9VqVKgD6GLd86eiOsT9EA9t8XdqLNu3bpJcYItAEFMu6Pfe+89efPNN0//HnQX0DgWZHSH7CeffCL16tWzsFoAAJzLyM6Q3Sd2nw5lDicflkCVmpVqun70zUHPv6l7Xl1pVrWZNK7cWMqEl7GtvuHDh8vRo0ddnkXz9NNPS8OGDW2pDQAQuoIypIEfYdQZCnPkWQFDmjvuuEMyMjLOulzPbNGFvkBz6NAhWbZsmdMXGIw6AxDsFi9eLP369ZOdO3d67JxxLLxUq1ZNxo4dK3fddZffj2IBAAQv7UI5kHTgdCizN2HvOZ0dEyj0/6aj0vStiBSR2hVrm8CmSZUmUr5EecvqiIqKMmfWOZtEoM8LqlatKi+99JJl9QAAEHIhzW+//WZ3CaGJkAaFhfvSWWbPnu3yOu0cvP766y2tBwCscPDgQXnyySdl1qxZJnjxFNA4xtwOGTJEXn31VSlbtqxFlQIA8K/E9ETZFr/NhDLaZZKWFZpjwU/JqdOdNvOj58tF5S8ygU3TKk3lvFLn+e7znjplzq1zd/3IkSN5ngAAsEXIhDSwCePOUJidNDhr1JkzOuqse/funL8FIKhkZ2ebLphhw4ZJ2v+fd+fqTK7cWrduLRMnTmTkLQDAlo6Z2GOxsvrAatl+dLsJKHCmfYn7zNvPsT9L9bLVTwc2eo5NYZo7d67pwnVGXze1adOGSQQAANsQ0sC36H5AYSGkOcPevXvlr7/+cnodo84ABJu///5bevfuLZs2/XswsTu62KJnFOqO2EceeYTRZgAASyWlJ8m6Q+tk7cG1ciKN18TeOnTykHn7deevUqV0ldOBjYY3BXks180dgwcPdnqWp9LLdCMIzxcAAHYhpIFvEdKgsHBfOsPXX3/t8kXG+eefL23btrWlLgAoTMePH5fnn39eIiIizO88b8IZ7bjp1auXvPvuu2b0IwAAVtBxWTtP7DRdMzrWTLtocO7iU+Ll992/m7dqZarJNTWvkUuqXSLFiuZ/WsCIESPMJjdnI1L1uUPfvn2lRYsWhVQ5AAD5R0gD32LcGQoLnTRnmDp1qtMXGTrqrGfPnl4tZgKAv9Lfb1OmTDFnzyQmJpp/a/jiSZMmTWTSpEly1VVXWVInAADJGcmy/tB6WXNwjRxLPWZ3OUHpSPIR+X7b96bDps2FbaTVBa2kZFhJr953z5498uabb7o8w07PoNHrAQCwEyENfCcjQyQ52e4qECz0/IHUVJFSpc75Q9xzzz1mFJizYCOQ7Ny5U9auXev0Ov3/6Xk0ABCoNm/eLP369ZM///zTjB1xtaiSewdsiRIl5O2335bHHnss4H6nAwACjz427UnYY7pmtsRtkexTnjcSoOAS0xNl0Y5FprtGg5qrLrpKypco7/Z9nn76aaevAR3+97//SaVKlXxQLQAA3uNVLHyHLhr4YuRZAUKa6dOnSzCYNWuWy1FnF154oTn0EgACTXJysgwfPlw++OCD05e5C2gcvwfvvvtu+eijj8zvPwAAfCk1M1U2HN4gaw6skbiUOLvLCVnp2emyfO9yWbFvhRmBpqPQzi97/lm3W7JkicyePdvlJo9mzZqZM+8AALAbIQ18h5AGvhh5VqOGhDoddeYsoNHd4w888AAHXgIIOHPmzJGBAwfKoUOHnP5+y0t/z9WqVUsmTJggN998syU1AgBCO5z5c++fsnLfSsnMybS7HPw/PfdHQzN9a1CpgbSt2VbqVKxjnido94w+t3C1uU3HqI4bN86ENQAA2I2QBr7DQe8obNynJDo6WjZt2uT0OkadAQg0u3btkkGDBsm8efO8Hm2miy0vvviiPPfcc1KypHfz6AEAOBeZ2Zmycv9K+WPPH5KWlWZ3OXAj5liMeatRtoa0rdVWfpn+i2zbts3l8wl93dS2bVvL6wQAwBlCGvgOC+rwRSdNiJs5c6bL3WB16tSRyy+/3Ja6ACA/MjIyzFiz119/3exkVe4CGkeAc+ONN5pdrw0aNLCwWgBAqMnOyZZ1h9bJ0l1LJSkjye5ykA8HTx6UL/78QkYPG+3yNuHh4TJixAhL6wIAwB1CGvgO485Q2Aj+XI46091gjDoDEAh+++036du3r8TExHjsnFEaTFepUkXGjBkj9913H7/nAAA+o49Lm+M2y687f5VjqcfsLgfn6JdJv0hmuvOxdPo8QjeJ1GCMNgDAjxDSwHdYUEdhC/FOmi1btrhs2ded6Iw6A+DPDh8+LE899ZRMmzbNBC/ejDbT2zz++OMyfPhwKVeunGW1AgBCiz7exB6PlcU7Fsuhk4fsLgcFcCDqgKybv87pdfr8Q6cPPPHEE5bXBQCAO4Q08B1CGvjiPqWLeiG6i1pHnemipWM0UG4NGzaU5s2b21IXALijv7MmTJhgzpBJTU01lznrCMyrZcuWEhERIS1atLCgSgBAqNqbsFd+2fmL7Dqxy+5SUECnck7Jjx/+KEWKFjF/z0uff9z3zH2SlJUklcMr21IjAADOENLAN7KyRJKY3Qsf3K9OnhQJwd3UurtPR505C2gYdQbAX61Zs0b69Okj69Y539Hq7PdZ2bJlzZz4Rx991Ox4BQDAF44kHzFjzbbFO+9UR+DZ8PMGObj9oNPrihYrKvWvrC+lmpaSsavGSpuL2sh1ta+TkmElLa8TAIC8CGngG4mJdleAYB55FoIhzcaNGyU2NtbpdYw6A+BvTpw4IS+99JKMHTvWq6DF0SX48MMPy3vvvWfOoAEAwBdOpJ2Q33b9JhsObZBT4vlsNASGtJNp8vO4n13foIjIrYNvNX/NPpUty/cuN/eB9vXay2XVL5OiRdgYAgCwDyENfINRZ/DlfatWLQk17kadNWvWTJo0aWJLXQCQt+tv+vTp5hwZDWr0385+b+WmXYA6slFHm7Vr186yWgEAoSUjO8OEMyv3rTSL9AguS79caoIaV8812vZsK+ddcN4ZlydnJssPUT/Iqv2r5JYGt0jtirUtqhYAgDMR0sA3CGngy06aEONu1JnuUNdRZwBgt23btkn//v1l6dKlZjFEf3e5o8Fz8eLF5c033zShjv4dAABfiD0WK3O3zzVdNAg+cbvjZOU3K52eQ6MdNGUqlZFr77/W5fsfPHlQPl//uVxc9WLpWL+jVCxZ0bcFAwCQByENfCMhwe4KEKwKENI0atRIMjIyzro8PDxctm/fLv58psOePXucXqeHXzLqDICdUlNTTdCiY8ocwYy7gEbDZf3ddccdd8jo0aOlZs2aFlYLAAglKZkp8lPMT7Lh8Aa7S4GP6HOO+R/Nd3MDkVsG3SLFS3reDLI5brNEHY2StjXbSttabSW8WHjhFgsAgAuENPANOmngh/et3bt3uwxp/H3UWVhYmGRlZZ11XYsWLaR+/fq21AUA8+bNkwEDBsj+/ftN8OKJBjQXXnihjB8/Xm677TZLagQAhObCfeSRSFkYs9CMtELw2rZsm+xav8vpdUWKFZFaF9eSZtc38/rjZeVkydLdS2XdoXXSsV5HaV6tuekQBgDAlwhp4BuENPCVEBt3poueOurMWUDDqDMAdtm7d68MHjxY5syZc7ozxh0NmtWwYcPMW6lSpSyqFAAQahLSEmRe9DzZftR/O+VRODLTMmXBxwvMSDPtmDlLjshtT952TiFLYnqifLP1G1l9YLV0adJFKpWqVCg1AwDgDCENfINxZ/CVxEQRPZulWDEJBStWrJCDBw86vU4XRbt162Z5TQBCV2Zmpnz00UfyyiuvnA6P3QU0jrNp2rVrZ7pnGjdubGG1AIBQoo83qw6sksU7FktG9tnd8wg+f878U5KOJjkNaIoULSJX3nWlVKtbrUCfY3fCbhm/erzcXP9maVWjFV01AACfIKRB4dPFGl1IB3xBzznQELBSaOxkcjXqTF8cXHHFFVK7dm3bagMQWv744w/p06ePREVFuT1zxkE7bCpVqmTOnenRoweLGgAAn4lLjpMfon6QvYl77S4FFjlx6IT88dUfzjtoRKREmRJyY68bC+Vzaej34/YfZWvcVtNVU75E+UL5uAAAOBQ9/TegsGhA48VceuCchcjIs+zsbJk+fbrTUWeKUWcArBAXFyf/+c9/5Nprr5Xo6GiPAU2xYsVMIDNw4ECJiYmRnj17EtAAAHwiOydblu5aajodCGhCy0+f/CQ5p1yvO3Ts11FKli1ZqJ8z9nisjF01VjYc2uDVhhUAALxFJw0KH6PO4GshcuaR7lrXxVFXunbtamk9AEKLjjH79NNP5ZlnnpHk5OTT4bEnLVq0kIiICGnZsqUFVQIAQtXehL0yd/tcOZJ8xO5SYLEda3bItj+2Ob1Ox5ydX+98ufzWy33yudOy0uS7bd/Jtvhtcnuj26VMeBmffB4AQGghpEHhC5EFdAReJ42rs1381YwZM1yOOrvmmmvkggsusK02AMFt/fr10rdvX1m1apVXt9fumdKlS8t7771nRqLpvwEA8AUdPfXLjl/k7/1/yylXs64QtLKzsmXeyHkmjDmVc/b3Xy/rPKSzud6XtsZvlT0Je0xQ07RqU59+LgBA8COkQeEjpIGf3sf0bIRAocGMnkfjatTZ/fffb3lNAIJfYmKivPzyy/Lxxx+bM2U80TBGu2v0d9L7778v559/viV1AgBC087jO+X7bd9LQjrTG0LV39/9Lcf2H3N6nQYzl3a8VC5qdpEltSRnJsvMzTPl0vMvlVsb3Cqlipey5PMCAIIPIQ0KH+PO4GshcCbNb7/9Jsfd/D/vvfdeS+sBENx0rvrXX38tgwcPlvj4ePNvT6PNtKuvXr16ZrTZ9ddfb1mtAIDQo2eP6Nkzv+/+ne6ZEHby2ElZ8tkSl9eHhYdJh74dxGobD2+UXSd2yZ2N75QGlRpY/vkBAIHP8xZJIL/opIGvhUBI4xh1lpfubNfFUHarAygs0dHR0rFjR+nevbs5B0vPovHUPVOiRAl55513JDIykoAGAOBTCWkJMnn9ZFm6eykBTYhbPHGxZGU4nzSgbnz0RilbqazYITE9Ub7a+JX8uP1HM5IPAID8oJMGhe+Y89ZjoNCkpIhkZIiEh0swyszMNDvanY06093tjDoDUBjS0tLk3Xfflbffftv8blGOP53RkFgDnNtuu82MQ6tdu7aF1QIAQpEezj5n2xxJzUq1uxTYbN+WfbLhpw0ux5ydd8F50vru1mK31QdWS+yxWLmryV1SuyLPlQAA3iGkQeFKT6eTBtZ10wRpN8nixYvNuRCuFknvuecey2sCEFx++ukn6devn+zZs8dtMJP7d0+NGjVk3Lhxcscdd1hSIwAgdGXlZMmi2EWycv9Ku0uBHziVc0rmjZxnwhj9u7PrOz/ZWYqFFRN/cDztuOn+urrm1XJT3ZskrChLbwAA9xh3hsIVF2d3BQgVQRwGuht1dtNNN0nlypVtqQtA4Nu/f7/cd999csstt8jevXs9BjT6u0jHmz377LMSFRVFQAMA8LmjKUfl07WfEtDgtHUL1smhmENOA5oixYpIk3ZNpF6reuJPdDTf8r3LzX35eGrwj+sGABQMIQ0K15EjdleAUBGk59Kkp6fLt99+63TUmY4ZYtQZgHOhv1NGjhwpDRs2lO+//95c5u7smSJFipg/r776atm4caMZi1amTBnL6gUAhKYNhzbIhDUT5ODJg3aXAj+RdjJNFo1f5PL6okWKSqfHOom/0vuy3qej4qPsLgUA4MfouUThOnzY7goQKoI0pNERRCdPnnS5o/2uu+6yvCYAge2vv/6SPn36yObNm726vXbOVKhQQUaNGiUPPPDA6cAGAABf0YPW522fJxsOOz9zBKFryedLJD0l3fmVRUTaPdhOKlavKP4sLStNpkdOl3a12pnxZxosAQCQG48MKFx00sAqQTruzNWoM1007dSpk1Ss6N8vQAD4j6NHj0rv3r3lmmuukW3btnm8vf6e0UBGA52YmBh58MEHCWgAAD53MOmgTFg9gYAGZzmy84is+m6V0zFnGtCUq1xO2vZoK4Hijz1/yBfrv5Ck9CS7SwEA+BlCGhQuQhpYJQg7aVJTU80YImejzrKzs6Vnz5621AUgsOgYs88++0waNGggkydPPv07xJPmzZvLypUrZdy4cXLeeedZUCkAIJTpuWgr962USWsnydHUo3aXAz+8f8z7aJ7rVatTIrcOvlWKlygugWR3wm4z/mzXiV12lwIA8COMO0PhSU7+5w2wqpNGD7zOxy7v9957z+lCpe4eHzp0qNht/vz5JqhxJjw8XO68807LawIQWDZt2iR9+/aVFStWeHV7/f1XsmRJc+bMgAEDzL8BAPC11MxUmRM1R7bFe+70RGja8tsW2bNxj9PrihQrIrUvrS1Nrm0igehkxknTUdO+XntpW7MtncsAAEIaFCK6aGCljAyRlBSRfBxk/fLLL0uGvp+TAMQfQprp06ebUWd5O2l00bRz585Srlw522oD4N/0LKvXXntNRo4c6dUL/aJFi5qOm65du5r3qV69uiV1AgCwJ2GPfLPlG0lIT7C7FPipjNQMWfjJQjPSTDtmznJK5LYnbgvocOOUnJLFOxbL3oS9cleTu6RU8XrQUZ0AAHX1SURBVFJ2lwQAsBHjzlB4CGlgtSAaeaYLrD/++COjzgDkexTIt99+Kw0bNjRhiwYvnkab6YJG3bp1ZfHixSYcJqABAFg53mzy+skENHDrj+l/SPKxZKcBTZGiRaTNvW2kau2qEgyijkaZ8WcHkg7YXQoAwEaENCg8hDSwY+RZkJg7d66kp6c7vU5HEWknDQDktmPHDrn11lvl3nvvlcOHD5uAxh3t1NPOwTfeeEM2b94s7du3t6xWAEBoy8rJMuPNFsQskJxT7h+vENqOHzguf07/04R6zpQsW1JueOQGCSYn0k7Ip2s/ldUHVrv8fwMAghvjzlB4Dh+2uwKEmiDqpNHd7DrWLO8OeF1U7dKli5QuXdq22gD4Fw1033//fRO2OIIZdy/otXNGr9dQZuzYsVKvXj0LqwUAhLqk9CSZETlD9iftt7sUBIAFHy+QUzmun9fcPOBmKVGmhASb7FPZ8uP2H834s86NOkt4sXC7SwIAWIiQBoVDF4fopIHVgqSTJiEhQRYsWOB0RJGOP+vRo4ctdQHwP7/88ov07dtXdu7c6dVOSz17plq1aiacueuuuwJ6djsAIPDogvPMzTPNQemAJzF/x0j0imin1+mYsxoNa0iLm1tIMNtweIMcPHlQul3cTaqUrmJ3OQAAizDuDIUjIeGfg9wBKwVJJ82cOXOcnkWjypQpI7fccovlNQHwLwcPHjRnU3Xo0EF27drlMaDRzjx9e+qppyQ6OlruvvtuAhoAgKXWHlxrzp8hoIE3sjOzZf5H800Y44x213Qe0tnl9cHkSPIRmbhmomw+stnuUgAAFqGTBoWDLhoEQEijo4GcdavoQqa/jjrThVU9kwZAaNLfC9oFM2zYMElLSzOXeTp7RrVu3VomTpwozZs3t6BKAAD+lZ2TLQtjFsqqA6vsLgUBZMU3K+T4oeMiTvahaDBz2S2XyQWNL5BQkZGdIV9v+VoOnTwkN9W9ic02ABDkCGlQOAhpYFcHly5WFvWuKXDo0KHib44dOyaLFi1i1BmAs/z999/Su3dv2bRpk1e317C3XLly8uGHH8ojjzxiRp0BAGCl5IxkmbV5luxO2G13KQggSfFJ8tvk35wGNKp4ieLSvk97CUXL9iyTuJQ4uafpPZxTAwBBjFfvKByENLCDBjSJiRLIvvvuO6cBjdLF1o4dO1peEwB7HT9+XPr37y9XXXWVbNmyxePtHd2AvXr1kpiYGPMnAQ0AwGoHkw6aEU0ENMivRRMWmXFnrtz035ukTMUyEqq2xW+Tz9Z9JglpCXaXAgDwEV7Bo3AcPmx3BQhVJ05IIJs2bZrTxVQddXbfffdJeDi7pYBQoefMTJkyRRo0aCCTJk0y/3YV4ubWpEkT+euvvyQiIkIqV65sSa0AAOS26fCmfxaR01lERv7s2bRHNi3eZM6ccTbmrEqtKnLlXVdKqNOxZxqC7k3Ya3cpAAAfIKRBwekCUny83VUgVOXzXBp/EhcXJ7/99pvT8yUYdQaEFu2Yue666+Thhx82nTSewhntnilVqpSMHDlS1q9fb7puAACwWs6pHFkUu0i+2fqNZOZk2l0OAkxOdo7M+2ieCWOc0eCm85DOUrQYS1cqOTNZJq+fLBsObbC7FABAIeNMGhTcsWP/BDWAHQI4pPnmm2/MTnlnKlasKDfddJPlNQGwVnJysgwfPlw++OCD05e5+r2gtPNOg927775bPvroI7nwwgstqhQAgDOlZqbK7C2zJfZ4rN2lIECtnbdWjuxwPjq9SLEi0rRdU6lzWR3L6/Jn2aey5btt35lzam6qe5MULUKABQDBgJAGBcd5NLBTAI8701FnRYoUOWtBVkedde/e3fwJIHj98MMPMnDgQDl48KDTjrq89PdFrVq1ZMKECXLzzTdbUiMAAM4cST4iMyJnyLHUY3aXggCVmpgqiycudrsx5eaBPN9x5Y89f0hccpzc0/QeKRFWwu5yAAAFROSOgiOkgZ2OHpVApIuyf/zxB6POgBC0a9cuueOOO6RLly5y4MABjwGNjjYrXry4vPrqq7J161YCGgCAraLio2TS2kkENCiQXz/9VTJSM5xfWUTkuoeukwrVKlhdVkCJOhplzoI6kRa4GxcBAP8gpEHBEdLA7vufFzvQ/c3s2bNdXlelShW59tprLa0HgO9lZGTIu+++K02aNJGFCxd6HG2mnTPqhhtukM2bN5uQpmTJkpbVCwBAbvqY9dfev0wHTUa2i8V1wAuHYg7J6rmrzZkzzp7/VKhaQa7pfo0ttQWaw8mHJWJNhOxJ2GN3KQCAAiCkQcEdPmx3BQhlmZn/nIsUYKZOner0ch1xpl00unMeQPD47bffpHnz5vLCCy9Ienq66ZhzR0d8VK1aVWbNmiWLFi2Shg0bWlYrAAB55ZzKkQUxC+Sn2J/klLjeYAB4E/bN+2je6c0ozq6/9fFbJSyc0c/eSs5Mli/WfyHrD623uxQAwDkipEHBF8gD+OB2BIlDhySQ7N27V1auXOl0Bz2jzoDgcvjwYXnwwQflxhtvlNjYWLedM0oDWl20GDx4sERHR0vXrl1dLmIAAGCF9Kx0mb5puvy9/2+7S0EQiPw1UvZt3ue8i6ZYEal3RT1pdE0jW2oLZNmnsuX7bd/Lz7E/m1AVABBY2JqAgomL060udleBUKchTfPmHm92zE3HTaVKlcQqujNed8k7O4eievXqcvXVV1tWCwDfyM7OlokTJ8pzzz0nKSkp5jJPZ8+oli1bmve77LLLLKgSAAD3EtMTZdqmaXLoZGBtioJ/0jNofhrzk8vri0gRue3x29igUgDL9y6X+JR4ubfpvVIirITd5QAAvERIg4LhPBr4g4MHvbpZjRo1zJkQeYWHh5vxQ1aOOnO2m15Hnd1///0mwAEQuNauXSu9e/eWdevWeXV77Z4pW7asjBgxQh599FF+BwAA/IIGM1M3TpWkjCS7S0GQ+H3K75KS8M/mlbw0mLmq61VSuWZly+sKNtuPbpdP130qPZv3lPNKnWd3OQAAL7AKgIIhpIG/dNIESEfXjh07zMKtq1Fn3bt3t6UuAAWXkJAggwYNkiuuuEI2btzo8faOs6ceeughM9pMgx0CGgCAvyzyfrbuMwIaFJqj+47KX7P+cjn6tVSFUnLdQ9dZXlewOpJ8RCatnST7E/fbXQoAwAusBKBgCGngD5KTRU6elEDgGHXmTM2aNeXKK6+0vCYABaOLDdOmTZP69evL+PHjzb913Jk7ulu0YcOGsmzZMvn888+latWqltULAIA7evaMnkGTkX12BzpwrhZ+vNDt2XydBnaSEqUZz1WYkjOTZfL6yRIVH2V3KQAADwhpUDCHD9tdAfBvN00A0FFnzs6l0B31OuqM+ctAYImKipKbbrpJHnjgAXPuladwRn/WS5YsKe+9957ptmnXrp1ltQIA4I4eNv5TzE8yP3q+nJLA6FJHYNj+13aJ+TtGTuWcfb8qUrSIXNj0QrmkwyW21BbsMnMyZUbkDBO+AgD8FyENzl1qqkgS7e/wEwEQ0mzfvl0iIyOdXqcLu4w6AwJHamqqvPTSS9K8eXPTDaPc7Q51dNDdcccd5nfBM888I8WLF7esXgAA3NGumVmbZ8lf+/6yuxQEmayMLJk/er7LzWga3HQe0pnNaj6koauGrz/H/uz2+SoAwD5hNn5uBDpGncGfHDwo/m7mzJlmF72znfZ169aVyy67zJa6AOTP/PnzpX///rJ//36nnXHOApoLL7zQjEK77bbbLKkRAABvJaUnyfTI6XIg6YDdpSAI/fX1X5JwKMHpddpF07JzS6nRsIbldYWi5XuXS0Jagtzd9G4JK8pyIAD4E34r49wR0iDAOmlq164tGRlnz9YODw8Xq0adOQtoNLjRUUnsHgP82969e2Xw4MEyZ84cE7x4CmjCwv55mvX888/LCy+8IKVKlbKoUgAAvD9cfOrGqZKQ7nwRHSiIxLhEWfrFUpfXh5cMl5v+e5OlNYW6zXGbJSkjSXo27ymlivPcFAD8BSENzh0hDfzJsWMi6ekiJVwfNqkjhuyyefNmc3aFM4w6A/xbZmamjBo1Sl5++WXJysoyl7kLaDRw1VESbdu2lQkTJkjjxo0trBYAAO/EHos1I87Ss9PtLgVB6qexP0lOtuvnTO37tJfSFUpbWhNE9iTskU/XfSoPXPKAnFfqPLvLAQBwJg0KhJAG/ubwYfH3UWfO6AKunmsBwP/88ccfcumll8rQoUMlLS3tdEjjinbYVK5cWaZNmyZLliwhoAEA+KU1B9bI1E1TCWjgM7s37JYtv20xZ844G3NWtU5VaXVHK1tqg0h8SrxMWjtJ9ifut7sUAAAhDc6ZHjbnxwviCFFejDyzg+6o9zTqDIB/iYuLk169esm1114r0dHRHg9Z1Z9l7aAZOHCgxMTESM+ePRlhCADwO/p49uvOX2Xu9rmSc8rzuWrAudDumXkj55kwxhkNbjoP6SxFi7EkZafkzGSZvH6yRMU7n/gAALAOj4g4N0lJImlpdlcBBERIs2HDBtmxY4fT6xh1BvgXHWMWEREhDRs2lClTppjLnAWseWm3zapVq+Tjjz+WChUqWFApAAD5k52TLXOi5sjvu3+3uxQEudU/rJa43XEuu2ia39Rcal9a25bacKbMnEyZETlDVu1fZXcpABDSOJMG54ZRZ/BHBw+KP486c7bQq2POGjVqZEtdAM60fv166du3rwlbvKE/16VLl5b33ntP+vTp43KkIQAAdsvIzjDnz8Qci7G7FAS5lIQU+XXSry6vLxZWTDr272hpTXDvlJySedHz5ETaCelQrwPd4ABgAzppcG4IaeCv90svdrz7y6gzPbuCUWeA/ZKSkuTJJ5+Uli1bytq1az3eXn92VY8ePcwotP79+xPQAAD81smMk2akEQENrPBLxC+SkZbh/MoiItc/cr2Ur1re6rLghT/3/infbP1GsnLcn8EIACh8dNLg3BDSwB9pEBIfL3L++eIvVq9eLXv37nU5Vqlbt26W1wTg3xD166+/lsGDB0t8fLz5t6fRZrqzsH79+mYk2vXXX29ZrQAAnIujKUflq41fyfG043aXghBwcPtBWTtvrcvnUBXOryBX3XeV5XXBe5FHIiUpPUl6NO8hpYqXsrscAAgZdNLg3BDSwF/52bk0OuosLCzM6YuUyy+/XOrVq2dLXUCoi4mJkY4dO5ozoeLi4kxo6o7+HJcoUULeeecdiYyMJKABAPi9/Yn75dN1nxLQwBK62WXeR/PMmTOurr/tidskLJy9wv5ud8Ju87tDx58BAKxBSIP804UsQhr4Kz8KaXTRV0edZWVlOQ1pGHUGWC8tLU1ee+01adasmSxduvT0ooErjpnct9xyi0RFRclzzz0n4eHhltULAMC52H50uxlxlpKZYncpCBEbF22U/Vv3y6mcs59XFS1WVBq0aSANr2poS23Iv/iUeJm0dpIcOuk/r68BIJgR0iD/jh8XcbLoDPgFPwpp/vrrLznkoh5GnQHW+/nnn6Vp06YyfPhwyczMdBqg5j17pkaNGjJnzhyZO3eu1K5d27JaAQA4V2sPrpUZkTMkMyfT7lIQItKT0+XnsT+7vc2tg2+1rB4U3nlWn6/7XHYe32l3KQAQ9AhpkH900cCfHTyo2+LFH8yYMcPlqLPWrVtLzZo1bakLCDX79++X++67Tzp16iR79uxx2zmjihUrZt6effZZ2b59u9x5552W1QoAwLnSx7elu5bKD1E/SM4p92M8gcK09MulkpqY6vQ6fe1zdferpdKFlSyvCwWXnp1uzrXafGSz3aUAQFBjGCjyj5AG/iwtTSQhQaRixbOu6tmzp9Od8xqkTJ8+vVDL0MPHNaRxtVOfUWeA7+nP35gxY+SFF16QjIwMc5m7s2d0EUEXuK6++mqZMGGCGYkGAEAg0FBm3vZ5subgGrtLQYiJ3xMvK2avcL4JpohI6Yql5boHr7OjNBSS7FPZMnvLbNNZ0+aiNnaXAwBBiZAG+UdIA3+nI8achDTffvvt6YXa3HxxvsSyZcskPj7e5fW6qx+Ab8cN9unTRzZv9m7Xn3bOlC9fXkaNGiUPPvjg6bNoAADwd5nZmWYBNepolN2lIMRoMLNg9AITxji/gcgtg26R8FKc5xfoTskpWRCzQJIykqR93fY8VwaAQsa4M+QfIQ38nR+cS+Nq1JmecdG2bVu54IILbKkLCHZHjx414cw111wj27Zt8yqc0ReZ+j6xsbHy0EMP8aITABAwUjJT5IsNXxDQwBZRf0bJjjU75FT22V00RYoVkZqX1JSLb7zYltrgG3/s+UO+3/a9ZOdk210KAAQVOmmQPzq66ehRu6sA/Dqk0RFLs2bNcjrqTHeb3X///bbUBQQzHWP2xRdfyFNPPSVJSUmnxw56cvHFF0tERIQ5JwoAgEByPPW4OSviaCqvz2C9zPTMf7tonEw6O5VzSjo/0ZnNL0Fow+ENkpyZLN0u7ibhxeiSAoDCQCcN8kfHN7mZ5w/4hYMHbf30S5YskePHjzu9Tl+k3HvvvZbXBASzyMhIadeunTz66KNy4sQJj+GMds+UKVNGPv74Y1m7di0BDQAg4BxMOiifrvuUgAa2WT5zuSTGJzoNaIoULSJX3nmlnF//fDtKgwVijsXIF+u/kOSMZLtLAYCgQEiD/GHUGQJBQoJIaqpfjjq74YYbpFq1arbUBQSbkydPyjPPPCMtWrSQv//+2+Pt9WdQde3aVaKjo2XQoEEmsAEAIJDsOL5DPl//uTnEG/Cl6JXREvlrpOmKyS3hcIIs+2qZ04BG6Rk0Nz56ozVFwjb7k/bLZ+s+M119AICCIaRB/hDSIFDYNPIsIyNDZs+ezagzwIf0Z+nbb7+Vhg0bysiRI82oM0/dM9rFVqdOHVm8eLFMnz5datSoYVm9AAAUlsgjkTJ141TJyM6wuxSEgF8ifpFv3vhGJj02SQ5u/3dawU9jf5KcbNcTNjr26yilypeyqErYSbv5tKtPu/sAAOeOM2mQP4Q0CKSQpm7dMy6aO3euWdzNqzDnJOsCcGJiostd/HfffXehfS4gFO3YsUMGDhwoP/30k/nZdfYznZt2tenP3ssvvyzPPvuslChRwrJaAQAoTCv3rZQFMQvsLgMhJDXxn+kEGtBM7DdRWnZuKfWuqCdbf9/q9PY65qxanWpy+W2XW1wp7KRdfZPXT5buzbtLvfPq2V0OAAQkQhrkDyENAriT5uabb7Zs1FneThodqdSxY0epVKmSz2sAglF6erq8//778sYbb5jOGeUuoHEEOO3bt5exY8dKvXq8YAQABCZ9PPtl5y/yx54/7C4FISbtZJr50zHubN2CdbJ23loTxuQdgea4XechnaVoMYa2hJr07HTT5Xd307ulebXmdpcDAAGHkAbeS08XOXHC7ioAvx13lpaWZkYwORt1pqOYevbsaXlNQDD45ZdfpF+/fqaLxlPnjNLOGT37ScOZu+66q1C75QAAsFJ2TrbM3T5X1h9ab3cpCDE6ziwj7cyxeo5gxllAo8FN85uaS83mNS2rEf4l+1S2zN4y23TWXHXRVXaXAwABhe0N8B5dNAgkcXEiTsISX9LxS8nJyU6v0+6aLl26WFoPEOgOHTpkws0OHTrIzp07PQY02rGmAc2QIUMkOjrajBckoAEABKrM7EyZuXkmAQ1skZ6cLuJ5b8xpYcXDpGP/jr4sCQFiYcxCWRS7yKvNVQCAf9BJA+8R0iCQ6Dgkvc9ecIFln9LdqLNbb71VKlSoYFktQCDTzrNx48bJ888/bzrUlGPEmTutW7eWCRMmyCWXXGJBlQAA+E5KZopM2zRN9iXus7sUhKjUpH/Oo/FW7Ra1pVS5Uj6rB4Hlz71/SlJGknRp3EWKFS1mdzkA4PfopIH3CGkQaCwceZaSkiLff/89o86AAlq1apW0bNlSBg8ebDrT9OfHHQ1BK1asKJ999pn88ccfBDQAgICXkJYgn637jIAGARXSxKyKkTEPj5Htf233WU0ILBsPb5TpkdMlI/vMsXkAgLMR0sB7hDQINBaGNPPnzz+94z+vEiVKyB133GFZLUAgOn78uAwYMEDatGkjmzdv9nh7DWdUr169JCYmxvypo84AAAhkR5KPyKfrPpX4lHi7S0GIS03MX0ijo9ESjyTK9Bemy1fPfSVH9x31VWkIIDHHYuSL9V9IcobzseAAgH+wmgHvEdIg0FgY0kyfPv30onFuetntt98uZcuWtawWIJDorOopU6ZIgwYNJCIiwvzbU/eMatKkiSxfvty8T+XKlS2pFQAAX9p9YrfpoElMT7S7FCDfnTTKcQZJ7N+xMm3YNB9UhUC0P2m/+d12PPW43aUAgN8ipIF39DB0FweiA34d0lhwWGFSUpL8+OOPTheW9bIePXr4vAYgEG3ZskWuu+46efjhh00njTejzUqVKiUjR46U9evXy9VXX21ZrQAA+NK2+G0yZeMUScty3pkNWC0tKU2kSP7fr0iRIlKhWgW542kmCeBfR1OPmi7BQyet20gJAIGEkAbeOXzY7gqA/MvIEDl2zOefZu7cuZKhn8uJkiVLym233ebzGoBAomc4Pf/883LppZfKX3/9dcbOS2ccY8zuuusuiY6OlieffFLCwsIsqxcAAF9ac2CNzIycKVk5Z59tCNjZSZOfUbJFihYxoU6b+9rIwMkDpc5ldXxaHwLPyYyT8vm6z2XXiV12lwIAfocVDniHUWcI5G4aH49Ccow6y9sFoIvIuqhcunRpn35+IJD88MMPMnDgQDl48KDk5OR4tRuzVq1aMn78eOnUqZMlNQIAYAXdoPD77t9lya4ldpcCOD+TxttOmiIilS6sJHc9f5dc1OwiH1eGQJaenS5TNkyRe5vdK82qNrO7HADwG4Q08A4hDQI5pLn4YvPXX375xelufV0Ebt++/Tl9+BMnTsjChQudjmnKysqSnj17ntPHBYLN7t27ZdCgQWY0oO7K9BTQaMipP5svvviiPPfcc6YrDQCAYJFzKkcWRC+QVQdW2V0K4FTayTSRU567Z/T52rUPXSvX3n+tFCt+9hmdQF7Zp7Ll681fy60Nb5XWF7a2uxwA8AuENPAOIQ0COaT5fzp2zNlYsvDwcElPTz+nDz9nzhwTxjhTtmxZdv4j5OnP3Icffiivvfba6TDTXUCjL/Q1TL3++utl3Lhx0rBhQwurBQDA93Ss2bdbv5UtcVvsLgVwKSUxRXKy3W+qqd6guumeqVa3mmV1ITicklMyP3q+GYF2Y50bzWsAAAhlhDTwTDsPCGkQBCGN1aPO7rnnHilRooRPPz/gz5YuXSp9+/Y158i4O3PGQTtsqlSpImPGjJH77ruPF2sAgKCTmpkqMyJnyO6E3XaXAriVkpDi9PIixYqY52wd+naQ1ne3lqLFOOoY505HPmpQc3uj26VoEe5LAEIXIQ08S0j45wB2IBAlJYmcPKltLYX+oY8ePSqLFy92OeqsR48ehf45gUBw5MgReeqpp2Tq1KnmRbyngEaDTu2uGTx4sAwfPlzKly9vWa0AAFglMT1Rvtr4lRxJZgMcAjekqX1Jbblz6J1yXo3zLK8JwWntwbWSnJEs9zW7T4oXK253OQBgC0IaeHb4sN0VAAXvpmnQoNA/7HfffedybJMuMnfo0KHQPyfgzzSwjIiIkKFDh0pKyj8v7D2dPaNatmwpEydOlMsuu8yCKgEAsJ4GMxrQaFADBIK0pLQzzp4pXqK43DL4FrnslsvodkahizoaJV9u+FLuv+R+KVW8lN3lAIDl6CWEZ4w6Q6Dz0cizadOmOX2BoqPOunbtKsWLswsIoWPt2rXSunVrGTBggCQlJTntMMvbPaNhpoYzK1asIKABAAStPQl75LN1nxHQIKCkJ/97ZmejqxvJoCmD5PJbLyeggc/sTdxrflcmpCXYXQoAWI6QBp4R0iDQ+SCk0XFOv/32m9MuAUadIZQkJCTIoEGD5IorrpANGzZ4vL2GM+qhhx6SmJgY6dOnjxmJBgBAMNoat9XsDk/L+rcrAfB32VnZ5nVOqfKlpOtrXaXHmz2kXOVydpeFEBCXEiefrvuUsZAAQg7jzuAZIQ2CJKTp0qWLCVCcdb7k1zfffOPyuvPOO09uuOGGfH9MIJDoOTMzZsyQxx9/XI4dO2b+7al7RndeNmzY0IxEa9eunWW1AgBgh1X7V8n86PlyStyfzQb4m2JhxaTXqF5SpVYVE9QAVtKuQ+2o6dm8p9SuWNvucgDAEoQ0cE8X3OLj7a4CKJijR0UyMmTWrFmFPuos74HoGvh07979nIIfIFBERUVJ//79TTeZs5+DvPTnQd/eeOMNeeKJJxgFCAAIavq4uGTXEvl99+92lwKcs5rNa9pdAkKYdh9qF+I9Te+Ri6tdbHc5AOBzzBeBe8eO/RPUAIFMF5APHy60D3fgwAH5888/GXWGkJOamiovv/yyNG/eXP744w9zmbuAxjHG7Pbbb5ft27fLM888Q0ADAAhqOady5IeoHwhoAKCAsk9ly+wts2XFvhV2lwIAPsdWb7hXiAvbgO0jz2oWzm6w2bNnu7yuatWqjHFCUJo/f77pntm/f7/TgNJZQHPhhRfK+PHj5bbbbrOkRgAA7JSRnWEWFLcf3W53KQAQFHRc5MKYhWYEWsd6HU0XPwAEIzpp4B7n0SDIzqUpDFOnTnV6uY5z6tmz5+mD0YFgsHfvXrn77rulc+fOXgU0jtFmL7zwgmzbto2ABgAQElIyU8xoHgIaACh8y/cul2+3fitZOWefMQsAwYBOGrhHSINgUUghzZ49e+Tvv/92ep2OOtPzaIBgkJmZKaNGjTLjzfTvyl1A4zibpm3btjJhwgRp3LixhdUCAGCf46nH5auNX8nR1KN2lwIAQWvTkU1yMuOkdG/eXUqGlbS7HAAoVHTSwD1CGgTT6D4vRjR5MmvWrNPnbORVo0YNueqqqwr8OQC76ZlLl156qQwdOlTS0tIk28PZZNo9VrlyZZk2bZosWbKEgAYAEDIOJh2UT9d9SkADABbYeWKnfL7uczP+DACCCSENXMvIEDl+3O4qgMKRlSVy9GihjDpz1k2g453uv/9+lwEOEAji4+OlV69e5lyl6Oho0xnjKZzRDpoBAwZITEyMGffHnGgAQKjYcXyHTF4/2ezsBgBY43DyYfl07acSlxxndykAUGhYTYRr8fEiHhbogIBy8GCB3j02NlbWr1/v9DpGnSGQafA4adIkadCggUyZMsVc5ql7Rmm3zapVq+Tjjz+WChUqWFApAAD+YePhjTJ141RJz063uxQACDkJ6Qmmi3H3id12lwIAhSIoQ5p33nlHrrzySilXrpxUq1ZN7rrrLomKirK7rMAcDwUEkwKeS+Nu1FmtWrXkiiuuKNDHB+ywYcMGM6avT58+kpCQ4NVos7Jly8rYsWNNQNOqVSvLagUAwG7aZbps9zJzgHX2Kc8bGgAAvpGWlSZTNk6RLXFb7C4FAAosKEOapUuXymOPPSYrVqyQRYsWmQOPb775ZklOTra7tMDCeTQINgUMaVyNOtNF6wceeIAxTwgoSUlJMmTIEGnZsqWsXbvW4+0dAWWPHj3MaDMdcab3fQAAQkV2TrbM3T5Xftn5i92lAAB0okVOlny9+WtZuW+l3aUAQIGESRBauHDhGf+ePHmy6ahZs2aNXHfddbbVFXAIaRCMIY2O8DuHMEW78TZv3uz0Ou08YNQZAmkH8OzZs2XQoEHmDBpnwWNeGkDWr19fJk6cKDfccIMldQIA4E/Ss9Ll6y1fS8yxGLtLAQDkckpOyYKYBZKYnigd6nVg8ySAgBSUIU1eOr5FVapUyeVt0tPTzZtDYmKiJbX5NUIaBJlm778vGePHa0vAGZeHh4fLli3uW6RnzpxpugacjYLSxWs9mwPwd44OmMWLF5sXLxrYuBMWFmbu96+99po89dRT5mcFAIBQk5SeJFM3TZVDJwvWlQ0A8J0/9/5pgpouTbpIWNGQWO4EEESC/reW7hB+8sknpW3bttK8eXO359i8/vrrltbm11JSdBaO3VUAhSr2+HHJiI8/63JvFp511JmzgIZRZwgEaWlp8r///U/eeuut050z7gIaR4DTqVMnGTNmjNSpU8fCagEA8B9Hko/I1I1TzSHVAAD/tunIJjmZcVK6N+8uJcNK2l0OAIT2mTS56dk0kZGRMmPGDLe3GzZsmOm4cbzt3btXQlpcnN0VAH5Df4ds377d6XWMOoO/+/nnn6Vp06ZmI4Ke0eYsbMx79kyNGjVkzpw58uOPPxLQAABC1o7jO+TTtZ8S0ABAANl5Yqf53X0i7YTdpQCA14I6pNF5+7rAtGTJErnooovc3rZEiRJSvnz5M95C2uHDdlcA+A3HqDNnmjRpIs2aNbO8JsCT/fv3S9euXU03zJ49ezyONtP7uL49++yzJpS88847LasVAAB/s/7Qevlq41eSnv3vSGwAQGCIS4mTSWsnyf7E/XaXAgChG9LoQpQGNN999538+uuvUrduXbtLCjycRwOc/n3iadQZ4E+ysrLko48+kkaNGpnHQeUYceaMY1Tf1VdfLRs3bpR3331XypQpY1m9AAD423O/pbuWyvfbvpecU64fPwEA/k3Hnk1eP1m2xm21uxQACM0zaXTE2bRp08yolnLlysmhQ/8c8FihQgUpVaqU3eUFBkIawFi/fr3s3LnT6XWMOoO/WbFihfTp08eM6POGBo3aOTpq1Ch58MEHOVsJABDSsnOyZe72uaaLBgAQ+DJzMmXW5lnSsX5Hufqiq3m9A8BvBWUnzbhx48y5MjfccIOZq+9405FF8IKOxCGkATyOOrvkkkukYcOGltcE5HXs2DETzmg3zNatnneK6X1aX6D07t1bYmNj5aGHHuIFCwAgpKVlpcnUTVMJaAAgyJySU/Jz7M8yL3oeHZIA/FZQdtJ4mrsPD5KSRNLS7K4CKHT7hgz55y833SRyxRUFGnWmh6sz6gx20/voF198IUOGDJEk/d39/x1enlx88cUSEREhrVu3tqBKAAD8W2J6okzdOFUOJ3MuJwAEq9UHVsuJtBPStVlXKRFWwu5yACD4QxoUEF00CFJVHedspKeLVK3q8farVq2Sffv2Ob1Oz/jo1q1bYZcIeE1HmvXt21f++usvr26v3TMlS5Y0Z84MGDDAZYcYAACh5NDJQyagScr4Z7MDACB4xRyLkc/WfSb3X3K/VChZwe5yACC4x52hgP7/DB8g1O/jOuosLOzsLFvHQrVs2VLq1q3rg+IA906ePCnPPPOMtGjRQv7++2+Pt9euL9W1a1eJjo6WQYMGEdAAACAiscdi5fN1nxPQAEAI0a7JSWsnyYGkA3aXAgCnEdLgbC4OSQeCRlyczoRyexPtlNFRZ1lZWU5DGkadwY7RZt999500atRIRo4cae6jnkab6X21Tp06smjRIpk+fbo5nw0AAIis2r/KnEGTnp1udykAAItpOK8hfVR8lN2lAIBBSIMzZWSI7NpldxWAb+nCtgY1bixfvlwOH3Y+l1wXx7UrAbDKjh07pHPnznLPPffIoUOHzH3QHe2UCQ8Pl+HDh8uWLVukQ4cOltUKAIA/00Oj50fP5wBpAAhxmTmZMiNyhqzYt4KzrQHYjjNpcCYNaLw4dBoIipFn1au7vHrGjBlm1FneThrtTGjTpo3UrFnTgiIR6tLT02XEiBEmbHEEM+5eQOj9U6/XUGbs2LFSr149C6sFAMC/pWamytdbvpYdx3fYXQoAwA+cklOyMGahHEs9Jrc0uEWKFmEvOwB7ENLgTDExdlcAWOPgQZHLLnN6lY6Q0vNonI06U/fff7+PiwNEfv31V+nbt6/povFmZ5eePVOtWjX55JNP5O677zaBDQAA+MfRlKMyPXK6xKfE210KAMDP/L3/bzmeelzua3aflAgrYXc5AEIQETHOREiDUOqkceH333+X+HjXL+Dvu+8+HxUF6F3zkPTs2VPat28vO3fu9BjQ6GgzDWiGDBki0dHRZiQaAQ0AAP/aeXynOSSagAYA4Er0sWj5fP3nkpieaHcpAEIQIQ3+dezYP29AqIQ0Lha/HaPO8tKF8Hbt2nH4OnxCO7jGjBkjDRo0kK+//tpc5unsGXXllVfK+vXrzVi0smXLWlApAACBY/WB1TJl4xRJzUq1uxQAgJ87dPKQRKyJkP2J++0uBUCIIaTBv6Kj7a4AsE56usiJE2ddrCPOZs2a5XTUmXY0MOoMvrBq1Spp1aqVDB48WJKTk01g46l7pmLFivLZZ5/Jn3/+KZdccolltQIAEAhyTuXIgugF8uP2H83fAQDwRlJGkumo2Xh4o92lAAghhDT4F6POEGqcjDzTc0BOOAlvlI6Quvfeey0oDKHi+PHjMmDAAGnTpo1ERkZ6vL2GM6pXr14SExNj/tQOLwAA8K+0rDSZtmmarNy/0u5SAAABKCsnS77d+q0sil1E0A/AEmfP80Fo0q6BXbvsrgLwqQ//+kuyc4+POnhQpEEDs/D91FNPnTHqLG8njS6E33jjjVK1alWry0YQ0q6sr776Sp588klJSEgw//bUPaOaNGkiERERcvXVV1tSJwAAgeZY6jGZvmm6xKXE2V0KACDA/bn3TzmSfETubXavlAwraXc5AIIYIQ3+oQFNZqbdVQA+NeyXXyTDyUJ4eHi4CWkyMjJk9uzZTked6dkgjDpDYdi6dav069dPli1bZrqzNKBxR0PD4sWLy1tvvWXGoTk7LwkAAIjsOrFLZkbO5PwZAEChiT4WLZPWTpKezXtK5dKV7S4HQJBiRgr+wagzQBYtWiRJSUlOr9OF8bvvvtvymhA8UlJSZNiwYXLppZfK8uXLzWXuAhrHGLMuXbpIdHS0DBkyhIAGAAAX1h5cK19u+JKABgBQ6OJT4iVibYTEHGPtDIBvsNqDfxDSAC5Hnek4tI4dO8p5551nW20IbHPnzjVnzxw8eNB0ZXmiHTY1a9aUCRMmSKdOnSypEQCAQKRnBeiZAX/t+8vuUgAAQX7e2dSNU6Vj/Y5y9UVXm9dsAFBY6KSBnlwtEh9vdxWArdLS0uTbb791OupMzwrp2bOnLXUhsO3evVvuuOMOufPOO70KaDQk1LdXXnlFtm3bRkADAIAb6Vnp5vwZAhoAgBVOySn5OfZn+X7b95KVc/baAQCcKzppQBcNICILFy4046ic0fNAdOQU4C0932jkyJHy2muvSeb/n/flLqBxnE1z/fXXy7hx46Rhw4YWVgsAQOCJS46TmZtnmhE0AABYacPhDebxp0fzHlKuRDm7ywEQBOikASENkGvUWV466uzWW2+V8uXL21IXAs/SpUvlkksuMefPaIeWdmK5o2fPVKlSRWbOnGnORSKgAQDAvS1xW8zZAAQ0AAC77E/aLxPXTJR9ifvsLgVAEKCTJtTpaKedO+2uArDEa9dfL9lODmrPbtNG3v3oI0adoUCOHDkiTz/9tHz11VcmeNHOGHc0ANTumsGDB8vw4cMJAgEA8OL8mV92/CJ/7v3T7lIAAJCkjCSZvH6y3NHoDmlRvYXd5QAIYIQ0oW7vXp3LY3cVgCWGXXut08u/Ll7cdDw4U6JECbn99tt9XBkCmQYtEydOlKFDh54emefp7BnVsmVL836XXXaZBVUCABDYkjOS5Zut38iO4zvsLgUAgNP0bJrvtn0nh04eko71O0rRIgwtApB/hDShLjra7goA20375hvT1ZB3LJWOP9ND38uWLWtbbfBva9eulT59+pg/vaH3szJlysiIESPkv//9r+m4AQAA7u1P3C+zNs+ShPQEu0sBAMCpv/b9JXEpcXJv03ulVPFSdpcDIMCwOhTqOI8GIS4pPV3mb9zo9NwQHX/Wo0cPW+qCf0tISDBjyq644grZsGGDV+GMevDBByUmJsYEOwQ0AAB4tvbgWvls3WcENAAAvxdzLMacU3Mw6aDdpQAIMKwQhbKEBD1Ewe4qAFv9EBUlGS4Odi9VqpTcdtttltcE/6XnzMyYMUMaNGggY8eONf92FvDlVqRIEWnYsKH8/vvvMnnyZKlatapl9QIAEMjjY+ZGzZUfon6Q7FPuH2sBAPAXx9OOy6frPjWbDDydUwoADoQ0oSw21u4KANtNj4yUYkWKnHW5jjq76667TFADqO3bt0v79u2lZ8+ecvToUY/nzuh9qGTJkvLee+/Jxo0b5VoXZyIBAIAzJaQlyOfrPpc1B9fYXQoAAOe00UA3GcyJmiOZ2Zl2lwMgAHAmTSjjPBqEuBNpafJTbKxkO9ndwqgzOKSmpsrbb78t77777unL3O2I0jFmGuB07txZPv74Y6lZs6ZFlQIAEPh2Ht8ps7fMluTMZLtLAQCgQNYfWi8Hkg5It4u7SZXSVewuB4AfI6QJVTqeZ8cOu6sAbPX9tm2S5aIbomzZstKpUyfLa4J/WbBggfTv31/27dvnsXPGEdBceOGFMm7cOBPSAAAA7+gGCD10eVHsIjkljIcBAASHI8lHzDk1XRp3kYurXWx3OQD8FOPOQtW+fSLp6XZXAdhq2qZNUtTFqLN77rlHSpQoYUtdsN/evXvNfUDPJPImoNH7jL49//zzsm3bNgIaAADyIT0r3XTP/Bz7MwENACDoZGRnyNdbvpYF0QskO4dz1gCcjU6aUBUTY3cFgK2OpqTIrzt3Sg6jzpBLZmamjB49Wl566SXzd+UuoClSpIjZ+du2bVuZMGGCNG7c2MJqAQAIfPEp8TIzcqbEpcTZXQoAAD61cv9K2Z+0X7o26yoVSlawuxwAfoROmlDFeTQIcd9u3eo0oFHly5eXDh06WF4T7PXnn39KixYt5Nlnn5W0tDTJ1rGQbhQrVkwqVaokU6dOlSVLlhDQAACQT5FHIiViTQQBDQAgZOxL3CfjV4+X6KOsywH4FyFNKEpKEjl0yO4qAMslpqeffvty40bTBZFXWLFi0q1bNylevLgtNcJ68fHx8uijj0q7du1k+/btpjPGUzij9x09qyY2Nlbuv/9+p/clAADgeuzLD1E/mBFn6dmMYAYAhJbUrFSZummq/LrzV8k55fnsUwDBj3FnoSg21u4KAFtUff99yfDQHZGVnS09unWzrCbYR8eYffbZZ/LMM8/IyZMnzWWeumfUJZdcIpMmTZJWrVpZUCUAAMHl0MlDJpzRMWcAAISy33f/LnsT9sq9ze6VsuFl7S4HgI3opAlFjDoDXKpUqpRcX6eO3WXAxzZs2CBXXXWV9OnTRxISErwabVa2bFkZO3asrF69moAGAIB80k7VlftWmvFmBDQAAPxj54mdMmH1BNl9YrfdpQCwESFNqNEDsHfssLsKwC+FFS0q3S++WMIIMoNWUlKSDBkyRFq2bClr1671eHsNZ1SPHj0kJiZGBgwYcPoyAADgnZTMFJkROUMWxCyQ7FOeu1YBAAglSRlJ8sWGL+TPPX96HL8NIDgx7izU7N8vkppqdxWAX8rKyZEezZuLbNsmcuutIpwzEjT0ie7s2bNl0KBB5gwaHXXmiZ4zU69ePZk4caLccMMNltQJAECw2XVil3y79VtJTE+0uxQAAPyWnk2zaMci01nTpXEXKVeinN0lAbAQnTShJibG7goAv1WtTBlpV6uWSGKiyIEDdpeDQqIdMDfffLN069ZN4uLiPAY0YWFhUqJECXn77bclMjKSgAYAgHNcbFqyc4l8sf4LAhoAALwUcyxGxq0eJ9vit9ldCgALEdKEGsY4AS5HnfVs3lyKOrpntm61uyQUUFpamrz++uvSrFkzWbJkibnMXet40aL/PCR26tRJtm3bJs8//7yEh4dbVi8AAMHiRNoJmbx+sizdvVROCWNbAAA4lzGhP0T9IBnZGXaXA8ACjDsLJcnJdAdAQr1TZp92ybgYdabn0ZymIU379ow8C1CLFi2Svn37yu7du72a6asBTfXq1WXcuHFy5513WlIjAADBaEvcFrOolJaVZncpAAAEtLUH15qxofc0vUcuKn+R3eUA8CE6aUJJbKzdFQC2erx16387ZfK4oFw5ueqiXE96jh4ViY+3rjgUigMHDkjXrl3NeLM9e/Z4DGiKFStm3p599lnZvn07AQ0AAOcoMztTftz+o8zaPIuABgCAQnIs9Zh8tu4zWbprqRklCiA40UkTSjiPBiFu6qZNkuNk0V5Hnd3fvLk5KP4M2k1Ttap1BeKcZWVlySeffCIvvPCCpKenm8vcnT2j32sNcK6++mqZMGGCGYkGAADOzZHkIzJ7y2zzJwAA8ME5b7uWSPSxaNNVU6lUJbtLAlDI6KQJFbowTUiDEBZz7JhsOHzY9aiz5s3PvoJzaQLCihUr5PLLL5cnn3xSUlJSJDs72+3ttXOmYsWK8sUXX8jvv/9OQAMAwDnSDQ+r9q+SiWsmEtAAAOBj+xL3yfjV42XdwXVejfUGEDgIaUKFnkWTkmJ3FYBtZm3e7HLUWa3y5aVVjRpnX3HwoMiJE74vDufk2LFj5tyZa665RrZ6EahpOKMdNL1795bY2Fh5+OGHz+6eAgAAXjmRdkKmbJwi86LnSVZOlt3lAAAQEjKyM2RO1BwzXjQlk3U+IFgw7ixU0EWDEOdq1FmxIkXkgUsvdb1Yv22byFVX+b5AeE13DGkXzJAhQyQpKcn821P3jLr44oslIiJCWrdubUmdAAAEI33c1YOMf479WdKz/xkxCgAArLU1fqvprLmryV1Sv1J9u8sBUEB00oQKQhqEsG3x8bIlLs7pddmnTkn3iy92/c6MPPMrkZGR0q5dO+nVq5ecOHHCq9FmZcqUkdGjR8vatWsJaAAAKITumbnb5xLQAABgs6SMJPO4vDBmIV2tQICjkyYUpKaK7NtndxWAbWZGRpqOGQ1k8qp/3nly6fnnu37nPXtEkpNFypTxbZFw6+TJk/L666/LyJEjvbp90aJFJScnR7p27Soffvih1HA2zg4AAHjdPbPm4BrTPaNjVgAAgP9YsW+F7Di+Q+5peo9UL1vd7nIAnANCmlAQG6uvrOyuArBtUUFHnWW7GnV2ySXuzyXR94uKEmnZ0reFwuX37/vvv5fHHntMDh8+bIIXT/T7WadOHZkwYYJ06NDBkjoBAAjm7pkfon4wiz8AAMA/HUk+IhFrIuTa2tdKu1rtJKwoS75AIGHcWShg1BlCWOSRIxJ97JjrUWfNm3v+IIw8s8XOnTulc+fOcs8993gV0ISFhUl4eLgMHz5ctmzZQkADAEABN0qsPrBaxq4aS0ADAEAAyD6VLb/t+k0mrJ4gexL22F0OgHwgVg122gVASIMQNnPzZpejzppUrizNqlb1/EF27BBJTxcpUcI3ReIM6enpMmLECBO2OM6ccRfQaOeMLiTddNNNMm7cOKlXr56F1QIAEHzongEAIHDFpcTJZ+s+kysvuFI61OsgJcJYywD8HSFNsDt0SA9zsLsKwL5RZxs3Og1oihYpIg9eeql3H0iDguhoEW+6blAgv/76q/Tt21d27Nhhvn/enD1TrVo1+eSTT+Tuu+92P7oOAAC4xdkzAAAEj1UHVknU0Sjp3LCzNK7S2O5yALjBuLNgRxcNQti6Q4dkV0KC0+tyTp2Sv/btk57ffCMPffed5w/GyDOfOnTokNx///3Svn17M+bMU0BTrFgxE9A8+eSTEh0dbUaiEdAAAFCw7pkvN3wpP27/kYAGAIAgkZieKNMjp8vXm7+Wkxls4gb8FZ00wY6QBiFsZmSkhBUtKlkuRmXN0+4YEQkvVkym3H23+w+mt83K0oNPfFFqyNJxZuPHj5fnn39eUlNTzWWezp5RV155pUycOFEuueQSC6oEACD4z55ZtGMR4QwAAEFqc9xmiT0eK53qd5LLql/GJkfAz7DaGMzS0kT27rW7CsC2BYdpkZEuA5p8y8j452yaRo0K5+NBVq9eLb1795YNGzZ4dXvtnilXrpx8+OGH8sgjj5hOGgAAcO6OJB+Redvnye6E3XaXAgAAfCwtK03mRM2RjYc3yh2N75BKpSrZXRKA/8cKVzDTBeXCWqAGAszf+/fLvsTEwv2gjDwrFCdOnJCBAwdK69atJTIy0qtwRv3nP/+RmJgY6dWrFwENAAAFkJ6VLj/F/CTjV48noAEAIMTsPLFTxq4aK3/s+UOyc7LtLgcAnTRBjlFnCGEzN292O+rsnERF/RN8EhCcc3fT1KlT5YknnjBBjf5bx5150rhxY4mIiJBrrrnGkjoBAAhW+ti76cgm+Tn2Z+bSAwAQwrJysmTxjsUSeSRS7mx8p1xQ7gK7SwJCGiFNsNJDtwlpEKJydNTZpk2FG9ColBSRPXtE6tQp3I8bArZu3Sr9+vWTZcuWmdm3ukjkqXsmPDxc3nrrLRk8eLCEcRYQAAAFcvjkYZkfPZ/OGQAAcNqhk4ckYk2EXF3zarmhzg0SXizc7pKAkMSqV7A6ckSksEc9AQHizz175HBysm8+uI48I6TxWkpKirzxxhsyYsSI05e5C2h0jFlOTo7cddddMmrUKLnwwgstqhQAgOCdP//brt/k7/1/S84pRiEDAIAznZJTsnzvctl8ZLN0qNdBmldrbjZXArAOIU2woosGIWyGi1Fn+hSjceXKMuLmm8+4vGh+nnxoSHPLLSI8YfFo7ty5MmDAADl48KAJXjzRJ4E1a9aU8ePHyy36NQYAAOeM0WYAACA/EtIT5Jut35iNHbc0uEUuLM+mScAqhDTBipAGISo7J0dmRka6HHX2WOvW0rlRo3P/BNqhduCACB0eLu3Zs0cGDRpkQhpHZ4w7jlFmL774ojz33HNSqlQpiyoFACA4MdoMAACcq72JeyVibYS0OL+F6awpV6Kc3SUBQY+QJhilp/9zbgYQgpbu3i1HU1NdXn9fs2YF/yTbthHSOJGRkSEjR46U1157TTIzM81l7gIax9k01113nemeadiwoYXVAgAQfBhtBgAACsuGwxtka/xWaVernVx90dVSvFhxu0sCghYhTTBavVokO9vuKgBbzIiMdDrqTEeatatVS6qXLVvwT6Ijz9q3L/jHCSJLly6Vvn37SnR0tNszZxy0w6Zy5coyZswY6dq1K/NuAQAoAEabAQAAX8jIzpBfd/4qaw+ulY71Okqzqs14/Q74ACFNsNEOgmXL7K4CsEVmdrbM2rzZ6aiznFOn5P7mzQvnE8XHi8TFiVStKqHuyJEj8swzz8iUKVOkWLFiHgMavY121wwePFiGDx8u5cuXt6xWAACC0YGkA/JTzE+MNgMAAD5zIu2EfL3la6ldobY5r6ZGuRp2lwQEFUKaYLN8uUhamt1VALb4dedOSdBxf05oJ829hTHqLPfIsxAOaTRoiYiIkKFDh0pycrK5LNuLDr6WLVvKxIkT5bLLLrOgSgAAgld8Srws2blENsdttrsUAAAQInRTyMQ1E+Wy6pdJ+3rtpWx4IUwrAUBIE1SSkkRWrLC7CsA2MzZvdjnq7MY6daRK6dKF98l05Nm110ooWrdunfTu3VvWrl3r1e21e6ZMmTLy/vvvm/fTUWcAAODcJKYnytJdS2XdoXWcOwMAACx3Sk6Z5yG6UeTaWtfK1TWvlrCiLDEDBcFPUDBZulTk/w/rBkJNRna2fLNli+tRZ5dcUrif8MABkYQEkQoVJFQkJCTIyy+/bM6R8SZo0XBGu2sefPBBE9BUDeHOIwAACio1M1X+2POHrNy/UrJysuwuBwAAhDg9r+aXnb/8c15N/Y7StEpTzqsBzhEhTbA4elTEy13tQDD6OTZWkjIynF6n3TV3N2lS+J9UR561aSPBTs+ZmTlzpjz++ONy9OhR829Po830iVmDBg3MSLRrQ7TjCACAwpCZnWmCGQ1o0rIYawwAAPzL8bTjMmvzLLmo/EVyQ50bpP559QlrgHwipAkWS5boIRF2VwHYZkZkpNNRZ8WKFJGO9erJeaVKFf4n1ZFnQR7SbN++Xfr37y9LliwxT7I0oHEnLCzMvA0fPlyefPJJKV68uGW1AgAQTLJzss0oER1tlpSRZHc5AAAAbu1L3CdfbfxKapavKTfWvVHqVqxLWAN4iZAmGBw8KBIZaXcVgG3SsrLku23bnI46y/bFqDOH3btFTpwQqVhRgk1qaqq888475s0RzLgLaHT8WU5OjnTu3FlGjx4ttWrVsrBaAACChz7e6oz3X3f+KsdSj9ldDgAAQL7sTdwrX274UmpVqCU31rlR6p5X1+6SAL9HSBMMfvnF7goAWy2IjpYUF+cxFS9aVO5s3Nj8femuXeIsZtB9HdfXqZP/T6yhxcKFIj16SDBZsGCB6Z7Zu3evx84ZR0BzwQUXyPjx401IAwAA8k8fc3cc3yGLdyyWgycP2l0OAABAgexJ2CNfbPhC6lSsY8Ka2hVr210S4LcIaQLdrl0iMTF2VwH47aiz2xo2lPIlSph/3/zVV5Lh5CyV8GLFJP2ll879XJrt20UaNZJAt2/fPnPuzHfffWeCF29Gm6mhQ4fKiy++KKVLl7aoUgAAgm88yC87fpGdJ3baXQoAAECh2nVil3y+/nOpd149c2aNdtgAOBMhTSDTBdTFi+2uArBVckaG/BAV5XLUWc/mzX1fxPz5InXrigTo+SuZmZlmRNlLL71k/q50dJkrjrNp2rZta7pnmjRpYmG1AAAEB30s1VDmjz1/mA4aAACAYKbPd/St/nn1zZk1F5W/yO6SAL9BSBPIoqJ067vdVQC2mhcdLWlOumNUyWLF5HYrOlz0XJrffxdp314CzZ9//il9+vSRbdu2eTXarFixYlKxYkUT6vTs2ZNDAAEAyKecUzmyNW6rCWcYawYAAEJN7PFY89awUkPTWXNh+QvtLgmwHSFNoNJd7pxFA8i0TZvMWDPtmslNL7ujcWMpEx5uTSHLl4tceqlI1aoSCOLj482Yss8//9wEL54CGr2NdtfoWTVvvvmmCWoAAID3snKyZP2h9bJ873I5lnrM7nIAAABsFX0s2rw1qtzIhDUXlLvA7pIA2xDSBKqNG0Xi4uyuArBVYnq6zI+OPiugUXpZDytGnZ3+hNki8+aJPPKIzgMTf6VBiwYzTz/9tJw8edJclu2iEym3Sy65RCZNmiStWrWyoEoAAIJHWlaarD6wWlbsWyEnM/557AUAAMA/th/dbt7qVqwrV110lQltmNqBUENIE4iyskSWLLG7CsB2ehZNpouzU0qFhcmtDRpYW9CuXf8EqC1aiD/auHGjGW32999/e3V77Z4pVaqUvPfee9K3b1/zbwAA4J2k9CQTzGhAk56dbnc5AAAAfk3P6tO3yqUqS5uL2shl1S+T8GIWTUcBbEZIE4hWrxZJSLC7CsB2012MOgsrWlTubtJEShUvfsblnRs2lCwnoY7evtD8/LOInoNTqpT4i6SkJHn11Vdl1KhRXu1G0TBGu2u6d+8uH374oZx//vmW1AkAQDA4mnLUjDTT0WbZpzx3qwIAAOBfR1OPyvzo+fLrzl+lVY1W0vrC1lKhZAW7ywJ8ipAm0KSn/3NAORDijqemys87djgddaZBjLNRZ9927+77wpKT/zkv6vbbxW56zsw333wjgwYNkri4ODPqzBMNcerVqycTJ06UG264wZI6AQAIBgeSDsgfe/6QrXFb5ZS4P+sNAAAAnkfG/rn3T/lr31/SrGozMwrtovIX2V0W4BOENIFGDydPSbG7CsB232/b5rQrRpUND5eb69cX26xZI3L55SIXXmhbCbGxsTJgwABZtGiRCV40sHEnLCzMdNBox42eVxMeTksxAACeZOVkmVBGR5rtTthtdzkAAABBJ+dUjkQeiTRvNcvXNGFN06pNpWiRQpyKAtiMkCaQ6A79v/6yuwrAL0yLjJSiRYpIjpNRZ/c2bSolwmz89aY1/fijSJ8+IoU5Ss0LaWlp5gyZN99883TnjLuApmjRouZ2nTp1kjFjxkidOnUsrBYAgMB0LPWYrDmwRtYdWicpmWygAgAAsMLexL2yd8teqViyohmD1rJGSykZVtLusoACI6QJJDrmLCPD7ioA28WnpMivO3eeFdC4G3VmuYMHRVatEmnTxrJPqV0z/fr9X3t3Ah5VeTVw/GQHAgl7CPsuq4Bs4kaxgK2KC4JoLSAuICIqfO61UFtb2qKIlUXBhQpFED5FPlGiIgKKQFVAQED2fQshJEDIOt9z3nDHyWS2wExmJvn/eO4zM/feufedO8NNcs+cc0bI3r17vWbOWAGaOnXqyLRp0+TWW28tlTECABCu8gvyZfvJ7SZrZvep3cEeDgAAQLmVfj5dPtv1mXy19yvpVKeTdK/fXapXrB7sYQEXjSBNuEhPF/nuu2CPAihVW0+ckBvmzJGejRvL3e3aSe+mTSU2Kko+2LrVZYBGJcbFya+bNJGQ8OWXIm3aiFSpUuKnapAlLy9PYmJivK57+PBhefzxx2XBggUm8OJLaTNdR8uajRs3TuLj40s8PgAAytNFACtr5kzOmWAPBwAAABfk5OfI2kNrzdQosZF0Su5k+tfERlHCHeGFIE24WL5cJD8/2KMAStWZnBw5kJEhczdtkjk//igJsbEyoG1b+f7wYbelzga2bSsxUVESErKzRVJSRAYMKPFTR40aJSkpKfLjjz+6DaJoEGfq1Kny3HPPSbbuS2u1uunTo6zeNN27d5c33nhD2rZtW+JxAQBQXmqf/3zyZxOc2Zm2U2ziPUMVAAAAwaP9AXX6ZMcn0rZWW+lYp6M0TGxoroUAoY4gTTg4dkzkxx+DPQqg1DWrXpiqagVjMnJy5N2NG01JM1dMqbNQCzxs3izSqZNIs2Y+P2XlypUyffp0c197y0yYMKHYOmvWrJEHH3xQNuv2fRAVFSUJCQkyefJkGTx4ML+kAADgQkZ2hvxw5Acz6X0AAACEX3aNZkDrVKNiDROs6VCngyTEJQR7aIBbETZfGheUQxkZGZKYmCinT582FzaD6r33RLZvD+4YgCCpMmGCyajxRUJcnKQ++WToZNJYatQQGTlS64x5XTUnJ0fatWsnu3fvlvz8fFOaTLNpWrdubZanpaXJM888I2+++aYpbabreAvOaHbN8OHDTbCnWrVqfntZAACUBbn5uSZbZsPRDSZ7hqwZAACAsiVCIqRZ9WYmYNOqZiuJjiRvAaEVN+ATGer27ydAg3KtabVq8qNmk/kgIztbGk2ebPrXDGrXTrrWrRsaGSMnT4p8841Iz55eV504caLs3LnT3ldGb0eMGCFfffWVzJ49W8aMGWN+GOh8bwEa1aZNG5k5c6YpcQYAAArlF+TL7lO7ZfPxzbItdZtk5xeWDQUAAEDZo1/C0S/l6FQxuqK0T2pvAjbJlZND47oRyj0yaUI5k0bfmnfeKQzUAOXUoAULZOHWrcX6z3iivWm09FmDhAQZ17OnPHDFFQEdo2+DihZ5+GGRCyXcXNHgjAZVcnNziy1r0aKF7Nixw6ddafZMhQoVTObMyJEjTTYOAADlnfaZ2X96v2w6tkl+OvGTZOVlBXtIAAAACKKk+CQTrGlXu51UiasS7OEgTJBJU97s3EmABuWe9qWJiogoUZDG6llzICNDVu7bFxpBmrw8kU8+EbnnHhEX39LQeLmWJNPSZM70Wx179uzxugstf6bPHzBggLzyyiuSnJzst+EDABCO9OfrocxDJmNmy/EtkpmTGewhAQAAIEQcO3tMUnalyGe7PpMGiQ2kdc3W0rpWa6laoWqwh4ZyhiBNqNIL0l98EexRAEHXrFo1yXURuPAmMiJC+jRtKjP69bPPazdtmsttxURGymbNcimNwOtPP4m0bVts0dy5c2X58uVuLzDlaZDHAw3kNG7cWN544w3p3bu334YMAEC40Z+b+ge3BmZ0Sj+fHuwhAQAAIMTLoWnGtU4atKlbpa49YFOzUs1gDw/lAEGaULV5s4iPfTiAsp5JczEBmt80ayYfDBokcQ6lvnakpUmOiz4usVFRUmqWLhVp3lwkLs4+Ky0tTUaPHm0CLSWtQKmlzDSD5o9//KM8+eSTEuewXQAAypPUc6kmW2bT8U3mPgAAAHAxDmceNtOyPcukVqVa0qZWGxOw0fJo9LBBIBCkCUVpaSKffx7sUQAhk0lT0gDNjc2by8I77ywSoAkZmZkimjHzm9/YZz311FOmnmVJAjRWQOf666+X6dOnS9OmTQM0YAAAQlNeQZ7sS98nO9J2yM8nf5a0rLRgDwkAAABlzIlzJ2TFvhVmqlahmj1gU69KPQI28JsQvIJZzh08qHWPRM6dC/ZIgJBQLyHBlCPzpeSZ/mjs17KlvD9wYOlmx5TU2rUiHTuK1KkjX3/9tbz11lslerpmztSqVUumTp0q/fv355cCAEC5cfr8admZttMEZfak75Gc/JxgDwkAAADlxKnzp+SbA9+YKSEuQVrVbGXKojVMbChRkSF8HQohjyBNKNm2TWThwsIG4wDsmTENEhNl96lTHtfTMMXtrVvLvDvukJhQDtAozZj5+GPJGTxY7r//fomKipJ8F2XY3D/dJqtWrZIWLVoEdJgAAARbga1ADmYcNEGZHSd3mF4zAAAAQLBlZGfIukPrzBQbFSuNqzaWZtWaSdNqTU0fG75Qi5IgSBMq1q0T+fTTwou3AIpoVaOGxyCN/ti7o00bmdu/f+gHaCwHD8pLY8fKjh07StyHRjNpxo0bJ++9917AhgcAQLCczTlrsmW0jNmutF2SlZcV7CEBAAAAbml2t36pSCelWTZWwEan+Nj4YA8RIY4gTbDpxVntP7N6dbBHAoSs5tWruy15pgGaO9u2lTn9+0t0ZKSEi11pafLCG2+UOECjNOtm3rx58uCDD5qeNAAAhLPc/FyTLbM3fa/sOrVLDmUcEpvwxSUAAACEb5bN+qPrzaSSKyebYE2z6s1MabToSC7Joyg+EcGkZc0+/FBky5ZgjwQIac2qV5d8F8EMDdDc1a6dvHv77T4FaPY+9piEAg3MjPj4Yynwoc+Op2ya4cOHy5YtWyQuLs6v4wMAIJDO552XA6cPyL7T+2Rf+j45lHnIlDUDAAAAyqIjZ46YSXvZxETGSKOqjQqDNtWaSe342pRGA0GaoMnKEpk3T2TfvmCPBAh5zapVkwKnII3++Lrn8stl1q23SpSPGTTJVapIKJi3ebMs27Pnkreza9cumT17tjzwwAN+GRcAAIEqX7b/9H57UObomaNkygAAAKBcyi3INaV9dVKVYipJg4QG0iCxgbmtW6WuxETFBHuYKGUEaYIhPV1kzhyR1NRgjwQIm0wa5wDNkA4d5K1bbvE5QBMqTmVlySPaf8pJZESEREVEiC0iQvLy84stj42NlZo1a0rt2rWlbt26kpSUJLVq1aLcGQAgJMs7aDDGCsqcOHci2EMCAAAAQtK53HOy/eR2M6nIiEipU7mOPXBTP6G+JMYlkm1TxhGkKW2HD4vMnSty5kywRwKEjSZVq5rAjPWd22EdO8rMW24xgY1ws+HoUUnLyjJjr1ahgtSKj5fkypVNlk/tSpWkdny81G7RQmr17i2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def pdf_norm(x, mu_std):\n", " mean, std, = mu_std\n", " const = 1.0 / np.sqrt(2*np.pi*(std**2))\n", " pdf_normal_dist = const*np.exp(-((x-mean)**2)/(2.0*(std**2)))\n", " return pdf_normal_dist\n", "x = np.linspace(0, 1, num=100)\n", "\n", "def plot_cfar(good, bad, ax, cfar_ratio=2, title=\"CFAR and Pmiss\"):\n", " good_pdf = pdf_norm(x,good)\n", " bad_pdf = pdf_norm(x,bad)\n", " yMg=max(good_pdf)\n", " yMb=max(bad_pdf)\n", " yM = max(yMg, yMb)\n", "\n", " mean, std, = bad\n", " cfar_th = mean + cfar_ratio*std\n", " ax.fill(x, good_pdf, \"g\", alpha=0.5)\n", " ax.fill(x, bad_pdf,\"r\", alpha=0.5)\n", " ax.set_xlim([0,1])\n", " ax.set_ylim([0,yM])\n", " ax.set_title(title+\"[Pfa vs Pmiss]\", fontsize=20)\n", " ax.set_ylabel('Counts', fontsize=20)\n", " ax.set_xlabel('Energy and/or RCS', fontsize=20)\n", " ax.vlines(x=cfar_th,ymin=0,ymax=yM,colors='black', ls=':', lw=5,\n", " label='CFAR threshold')\n", "\n", " xe = cfar_th+std/2\n", " ye = bad_pdf[int(xe*100)+1] /2\n", " ax.annotate(f'false positive \\n(constant defined by CFAR)', xy=(xe, ye), xytext=(0.7, yM*2/3),\n", " arrowprops=dict(facecolor='black', shrink=0.01), fontsize=20)\n", "\n", " ax.annotate(f'true positive', xy=(0.7, 2), xytext=(0.8, yM/2),\n", " arrowprops=dict(facecolor='black', shrink=0.05), fontsize=20)\n", "\n", " xe = cfar_th-std/2\n", " print(title,\"xe miss\",xe)\n", " ye = good_pdf[int(xe*100)]/2\n", " print(44,ye)\n", " ax.annotate(f'false negative (missed)', xy=(xe,ye), xytext=(0.2, yM*1/3),\n", " arrowprops=dict(facecolor='black', shrink=0.05), fontsize=20)\n", "\n", " ax.legend([\"target\",\"noise\",\"cfar thresold\"])\n", "\n", "def plot_cfar_rayleigh_rician(good, bad, ax, cfar_ratio=2, title=\"CFAR and Pmiss\"):\n", " pass\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(20,10))\n", "plot_cfar((0.7,0.1), (0.1,0.03), ax, title=\"low noise -> Pmiss ~0 (gaussian)\")\n", "fig, ax = plt.subplots(1,1, figsize=(20,10))\n", "plot_cfar((0.7,0.1), (0.4,0.03), ax, title=\"higher noise -> increased Pmiss\")\n", "fig, ax = plt.subplots(1,1, figsize=(20,10))\n", "plot_cfar((0.7,0.1), (0.5,0.03), ax, title=\"high noise -> high Pmiss\")" ] }, { "cell_type": "markdown", "id": "9N9JKS-ZzA70", "metadata": { "id": "9N9JKS-ZzA70" }, "source": [ "### Signal and Noise Modelling\n", "\n", "* Noise in FFT is modelled by a Rayleigh distribution\n", "* Signal is best modelled by a Rician distribution" ] }, { "cell_type": "code", "execution_count": 18, "id": "0WNK_C5exkV2", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 494 }, "id": "0WNK_C5exkV2", "outputId": "dfcf7f1e-e9c3-4df8-9e3c-e04bd9250618" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import rayleigh, rice\n", "\n", "def plot_rayleigh_rician(ax, good, bad, cfar_ratio=2, title=\"Rayleih+Rician distributions\"):\n", " xm, xM = 0, 5\n", " x = np.linspace(xm, xM, num=1000)\n", " cfar_th = 0.5\n", " good_pdf = rice.pdf(x, b=0.2, loc=0.2)\n", " bad_pdf = rayleigh.pdf(x, 0, 0.2)\n", " yMg=max(good_pdf)\n", " yMb=max(bad_pdf)\n", " yM = max(yMg, yMb)\n", "\n", " ax.fill(x, good_pdf, \"g\", alpha=0.5)\n", " ax.fill(x, bad_pdf,\"r\", alpha=0.5)\n", " ax.set_xlim([xm,xM])\n", " ax.set_ylim([0,yM])\n", " ax.set_title(title+\"[Pfa vs Pmiss]\", fontsize=20)\n", " ax.set_ylabel('Counts', fontsize=20)\n", " ax.set_xlabel('FFT Energy in Bin under test (H1)', fontsize=20)\n", " ax.vlines(x=cfar_th,ymin=0,ymax=yM,colors='black', ls=':', lw=5,\n", " label='CFAR threshold')\n", "fig, ax = plt.subplots(1,1) #, figsize=(20,10))\n", "plot_rayleigh_rician(ax, (0.7,0.1), (0.7,0.1))" ] }, { "cell_type": "markdown", "id": "0414379a", "metadata": { "id": "0414379a" }, "source": [ "## ROC curve" ] }, { "cell_type": "code", "execution_count": 19, "id": "ddebfda9", "metadata": { "id": "ddebfda9", "outputId": "bd49e083-68b2-4298-80ce-8e4631252d9c" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_roc(good_pdf, bad_pdf, ax):\n", " #Total\n", " total_bad = np.sum(bad_pdf)\n", " total_good = np.sum(good_pdf)\n", " #Cumulative sum\n", " cum_TP = 0\n", " cum_FP = 0\n", " #TPR and FPR list initialization\n", " TPR_list=[]\n", " FPR_list=[]\n", " #Iteratre through all values of x\n", " for i in range(len(x)):\n", " #We are only interested in non-zero values of bad\n", " if bad_pdf[i]>0:\n", " cum_TP+=bad_pdf[len(x)-1-i]\n", " cum_FP+=good_pdf[len(x)-1-i]\n", " FPR=cum_FP/total_good\n", " TPR=cum_TP/total_bad\n", " TPR_list.append(TPR)\n", " FPR_list.append(FPR)\n", " #Calculating AUC, taking the 100 timesteps into account\n", " auc=np.sum(TPR_list)/100\n", " #Plotting final ROC curve\n", " ax.plot(FPR_list, TPR_list)\n", " ax.plot(x,x, \"--\")\n", " ax.set_xlim([0,1])\n", " ax.set_ylim([0,1])\n", " ax.set_title(\"ROC Curve\", fontsize=14)\n", " ax.set_ylabel('TPR', fontsize=12)\n", " ax.set_xlabel('FPR', fontsize=12)\n", " ax.grid()\n", " ax.legend([\"AUC=%.3f\"%auc])\n", "fig, ax = plt.subplots(1,1, figsize=(10,5))\n", "plot_roc(good_pdf, bad_pdf, ax)" ] }, { "cell_type": "code", "execution_count": 21, "id": "8952be9f", "metadata": { "id": "8952be9f", "outputId": "7090962d-57d1-4573-8829-1ef696171811" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10,5))\n", "plot_pdf(good_pdf, bad_pdf, ax[0])\n", "plot_roc(good_pdf, bad_pdf, ax[1])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 23, "id": "1182b905", "metadata": { "id": "1182b905", "outputId": "06fe75ca-3c50-4caa-de54-1f548cb8e5d6" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 1, num=100)\n", "fig, ax = plt.subplots(3,2, figsize=(10,12))\n", "means_tuples = [(0.5,0.5),(0.4,0.6),(0.3,0.7)]\n", "i=0\n", "for good_mean, bad_mean in means_tuples:\n", " good_pdf = pdf(x, 0.1, good_mean)\n", " bad_pdf = pdf(x, 0.1, bad_mean)\n", " plot_pdf(good_pdf, bad_pdf, ax[i,0])\n", " plot_roc(good_pdf, bad_pdf, ax[i,1])\n", " i+=1\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "e99d1416", "metadata": { "id": "e99d1416" }, "source": [ "## COMPARISON OF CFARS\n", "> [Performance Analysis of CFAR Detector Based on Censored Mean and Cell Average](https://iopscience.iop.org/article/10.1088/1742-6596/1237/2/022029/pdf)\n", "> doi:10.1088/1742-6596/1237/2/022029" ] }, { "cell_type": "markdown", "id": "4fcce846", "metadata": { "id": "4fcce846" }, "source": [ "## Binary Integration (MooN)\n", "\n", "> source Radar Systems Analysis and Designs - Bassem R. Mahafza Eq 13.82 and related\n", "\n", "Basic idea is that CFAR detection is repeated N times (N separate chirps) and\n", "the final decision declares a target detection if M out of N decision have resulted in a detectinon.\n", "\n", "The underlying result follows a binomial distribution.\n", "\n", "To maintain Pfa while decreasing Pmiss, one considers that the detection probability and Pmiss probability will be improved by MooN in the following way\n", "\n", "$$ P_{Dmn} = \\Sigma_{k=M}^{N} \\binom{N}{k} \\cdot P_{D}^k \\cdot (1-P_{D})^{N-k} $$\n", "\n", "The resulting being that N chirps (or frames) are needed to secure appropriate detection which will decrease the FTTI\n", "\n", "### Swerling fluctuation considerations when doing MooN\n", "\n", "One additional considerations after choosing the M and N values is the target fluctuation.\n", "\n", "Table 13.1 in ibid makes suggestions for this.\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "a997a0a7", "metadata": { "id": "a997a0a7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "last checked: 2026-06-27\n" ] } ], "source": [ "from datetime import datetime as dt\n", "print(f\"last checked: {dt.now().date()}\")" ] } ], "metadata": { "colab": { "include_colab_link": true, "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }