{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "id": "ddafbfe7", "metadata": { "id": "ddafbfe7" }, "source": [ "# FMCW Radar 202 - CFAR Pd Pfa Pmiss\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": null, "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": null, "id": "f559f915", "metadata": { "id": "f559f915", "outputId": "7439fad5-fe0d-4bed-c758-e46573418528", "colab": { "base_uri": "https://localhost:8080/", "height": 492 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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ePVqyZIkuvvhiiicAQFBhDhQAIGgsXLhQqampeu211yRJc+fOtZwIAICWKKAAAEHjhRde0Nq1azV69Gi9/PLLOvfcc21HAgCghaCaAzVv3rzmpU+bTJgwQfv27bOUCAAAAAC+EnQ9UKeddpqWL1/e/HVMTNBFBAAAABChgq46iYmJ0ZAhQ2zHAAAAAIBWgq6AOnDggIYNG6bu3btr2rRpmj9/vkaNGtXmuU6nU06ns/lrn8+nsrIy9e/fXw6HI1CRAQAAAAQZ8+Um6sOGDVNUVNctPh5Uc6A++eQT1dTUaMKECcrPz9fDDz+s3Nxc7dq1S/Hx8a3Ob2vOFAAAAAA0ycnJ0YgRI7rsekFVQB2poqJCo0eP1lNPPaWbb7651f1H9kBVVlZq1KhRysnJUUJCQiCjAgAAAAgiVVVVGjlypCoqKpSYmNhl1w26IXyH69Onj8aPH6+0tLQ274+Li1NcXFyr4wkJCRRQAAAAALp8ak/XDQb0g5qaGh08eFBDhw61HQUAAAAAgquA+uUvf6nVq1crMzNT69ev19VXX63o6Ghdd911tqMBAAAAQHAN4Tt06JCuu+46lZaWauDAgfrWt76ljRs3auDAgbajAQAAAEBwFVCLFi2yHQEAAADwK2OMPB6PvF6v7SghLTo6WjExMQHfviioCigAAAAgnLlcLuXn56uurs52lLDQs2dPDR06VLGxsQF7TgooAAAAIAB8Pp8yMjIUHR2tYcOGKTY2NuC9J+HCGCOXy6Xi4mJlZGTolFNO6dLNco+FAgoAAAAIAJfLJZ/Pp5EjR6pnz56244S8Hj16qFu3bsrKypLL5VL37t0D8rxBtQofAAAAEO4C1VMSCWx8L/npAQAAAEA7UUABAAAAQDtRQAEAAAAIWmPGjNHTTz9tO0YzFpEAAAAALJu3al5gn29mYJ8vnNADBQAAAADtRAEFAAAA4Liqq6t1/fXXq1evXho6dKj+8pe/aObMmbr33nslSeXl5frxj3+svn37qmfPnvrOd76jAwcOtLjGe++9p9NOO01xcXEaM2aMnnzyyRb3FxUVafbs2erRo4dOOukkvfHGG4F6ee1GAQUAAADguO677z6tW7dOH374oZYtW6a1a9cqJSWl+f4bb7xRSUlJ+vDDD7VhwwYZY3TZZZfJ7XZLkpKTk/WDH/xA1157rXbu3Kl58+bpoYce0oIFC1pcIycnRytXrtS7776rv//97yoqKgr0Sz0m5kABAAAAOKbq6mq9+uqrWrhwob797W9Lkl555RUNGzZMknTgwAF9+OGHWrdunc4991xJ0htvvKGRI0dq8eLF+v73v6+nnnpK3/72t/XQQw9JksaPH689e/boT3/6k2688Ubt379fn3zyiTZv3qwpU6ZIkl5++WVNnDjRwis+OnqgAAAAABxTenq63G63zjnnnOZjiYmJmjBhgiRp7969iomJ0dSpU5vv79+/vyZMmKC9e/c2nzN9+vQW150+fboOHDggr9fbfI3Jkyc333/qqaeqT58+fnxlHUcBBQAAAADtRAEFAAAA4JjGjh2rbt26acuWLc3HKisrtX//fknSxIkT5fF4tGnTpub7S0tLlZqaqkmTJjWfs27duhbXXbduncaPH6/o6Gideuqp8ng8Sk5Obr4/NTVVFRUVfnxlHcccKAAAAADHFB8frzlz5uj+++9Xv379NGjQIM2dO1dRUVFyOBw65ZRTdOWVV+rWW2/VP//5T8XHx+uBBx7Q8OHDdeWVV0qSfvGLX2jKlCl69NFHdc0112jDhg3629/+pr///e+SpAkTJujSSy/V7bffrueff14xMTG699571aNHD5svvRUKKAAAAMCyUNjY9qmnntIdd9yhK664QgkJCfq///s/5eTkqHv37pIaF5W45557dMUVV8jlcun888/XkiVL1K1bN0nSN77xDb399tv63e9+p0cffVRDhw7VI488ohtvvLH5OV555RXdcsstmjFjhgYPHqzHHnusedGJYOEwxhjbIbpKVVWVEhMTVVlZqYSEBNtxAAAAgGYNDQ3KyMjQSSed1Fx0hLLa2loNHz5cTz75pG6++WYrGY71PfVXbUAPFAAAAIDj2rp1q/bt26dzzjlHlZWVeuSRRySpeYhepKCAAgAAANAuf/7zn5WamqrY2FhNnjxZa9eu1YABA2zHCigKKAAAAADH9fWvf73FCnmRimXMAQAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ0ooAAAAACgnVjGHAAAALBt3rygfr6ZM2fqrLPO0tNPP91lEVatWqULLrhA5eXl6tOnT5dd19/ogQIAAACAdqKAAgAAAIB2ooACAAAAcFwej0d33XWXEhMTNWDAAD300EMyxkiSXn/9dZ199tmKj4/XkCFD9MMf/lBFRUUtHr9kyRKNHz9ePXr00AUXXKDMzEwLr+LEUUABAAAAOK5XX31VMTEx2rx5s5555hk99dRTeumllyRJbrdbjz76qLZv367FixcrMzNTN954Y/Njc3Jy9D//8z+aPXu2tm3bpltuuUUPPPCApVdyYlhEAgAAAMBxjRw5Un/5y1/kcDg0YcIE7dy5U3/5y19066236ic/+UnzeWPHjtVf//pXTZkyRTU1Nerdu7eef/55jRs3Tk8++aQkNT/+j3/8o62X02n0QAEAAAA4rm9+85tyOBzNX0+bNk0HDhyQ1+tVcnKyZs+erVGjRik+Pl4zZsyQJGVnZ0uS9u7dq6lTp7a43rRp0wIXvgtRQAEAAADotIaGBs2aNUsJCQl64403tGXLFr3//vuSJJfLZTld12MIHwAAAIDj2rRpU4uvN27cqFNOOUX79u1TaWmpHn/8cY0cOVKSlJSU1OLciRMn6sMPP2z1+FBEDxQAAACA48rOztZ9992n1NRUvfnmm3r22Wd1zz33aNSoUYqNjdWzzz6r9PR0ffjhh3r00UdbPPaOO+7QgQMHdP/99ys1NVULFy7UggUL7LyQE0QPFAAAAGDbvHm2ExzXj3/8Y9XX1+ucc85RdHS07rnnHt12221yOBxasGCBfv3rX+uvf/2rvvGNb+jPf/6zvvvd7zY/dtSoUXrvvff085//XM8++6zOOecc/eEPf2ix+ESocJimxdvDQFVVlRITE1VZWamEhATbcQAAAIBmDQ0NysjI0EknnaTu3bvbjhMWjvU99VdtwBA+AAAAAGgnCigAAAAAaCcKKAAAAABoJwooAAAAAGgnCigAAAAggMJoDTfrbHwvKaAAAACAAOjWrZskqa6uznKS8NH0vWz63gYC+0ABAAAAARAdHa0+ffqoqKhIktSzZ085HA7LqUKTMUZ1dXUqKipSnz59FB0dHbDnpoACAAAAAmTIkCGS1FxE4cT06dOn+XsaKBRQAAAAQIA4HA4NHTpUgwYNktvtth0npHXr1i2gPU9NKKAAAACAAIuOjrby5h8njkUkAAAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ0ooAAAAACgnSigAAAAAKCdKKAAAAAAoJ2CtoB6/PHH5XA4dO+999qOAgAAAACSgrSA2rJli/75z3/qjDPOsB0FAAAAAJoFXQFVU1Oj66+/Xi+++KL69u1rOw4AAAAANAu6AurOO+/U5Zdfrosuuui45zqdTlVVVbW4AQAAAIC/xNgOcLhFixYpJSVFW7Zsadf58+fP18MPP+znVABgidcrud1f3VwuqXt3qU8f28kQJho8DSqvL1e36G7qFtWt+WNMVIwcDofteAAQlIKmgMrJydE999yjZcuWqXv37u16zIMPPqj77ruv+euqqiqNHDnSXxEBwH9qa6XkZGnbtsbP3W7J52v73BEjpDPOkE47TerVK6AxEfo8Po/SytK0o3CH9pful8fnaXWOQ47mYmp8//GaOmKqhvQeYiEtAAQfhzHG2A4hSYsXL9bVV1+t6Ojo5mNer1cOh0NRUVFyOp0t7mtLVVWVEhMTVVlZqYSEBH9HBoATV1gobdok7dgheVq/kT2mqCjp5JMbi6kJE6Ru3fyTESHPGKOcqhztKNyh3UW7Ve+p7/A1Tupzkr454ps6pf8pinIE3QwAAGjFX7VB0BRQ1dXVysrKanHspptu0qmnnqpf/epXOv300497DQooACHBGOnAAWnjRik9vWuuGRsrTZwofetb0sCBXXNNhDynx6l1Oeu0o3CHKhoquuSa/Xr009ThU3XWkLMUFxPXJdcEAH/wV20QNEP44uPjWxVJvXr1Uv/+/dtVPAFASNi5U1q5Uior69rrulzS9u3Snj3S5ZdLZ53VtddHyCmoKdA7u99RaX1pl163rL5Mn6R9os8zPtfZw87WBSddoJiooHk7AQB+x794ABAIPp+0bJm0YYN/n8ftlhYvljIyGgup2Fj/Ph+CjjFGyfnJWpq2tM35TV3F6W3s3cqqzNI1p12j+Lh4vz0XAASToBnC1xUYwgcgKNXXS+++Kx08GNjnHTBA+sEPpEGDAvu8sMbpceqj/R9pV9GugD5vQlyCrj39Wg2LHxbQ5wWAY/FXbcAsUADwp5IS6aWXAl88NT33Cy9IKSmN864Q1vKr8/XP5H8GvHiSpCpnlf619V9WnhsAAo0hfADgLwcOSO+9JzU02Mvg8Ugfftg4pO+KK6Q4Jv2HG2OMtuRt0adpn8prvNZyeHwevbvnXRXWFOrCky5kHykAYYsCCgC6mjGNc52WLQuenp+dO6W8POnHP5YSE22nQRfxGZ/e3/u+dhbttB2l2drstSqqLdL/TPwfVukDEJYYwgcAXcnjkT74QPrss+ApnpqUlkr//nfjnCyEPGOMPt7/cVAVT01SS1P18taXVVbfxatNAkAQoIACgK5ijPSf/0jbttlOcnTFxdLChY2r9SGkrc5areT8ZNsxjqqotkivbntVNa4a21EAoEtRQAFAV1m5snEfpmCXk9O4KqDPZzsJOikpL0mrMlfZjnFclc5KvbnzTbm9FOwAwgcFFAB0he3bpTVrbKdov9RU6eOPg2+YIY5rX8k+fbz/Y9sx2i23OleL9y1WGO2aAiDCUUABwInKympc6S7UJCdLq1fbToEOyK7M1rt73pVRaBUju4t3a2XmStsxAKBLUEABwIkoK5Peekvy2ls++oSsWiUlJdlOgXYoqi3Swp0L5fF5bEfplDVZa7S9YLvtGABwwiigAKCz6usbF2Soq7Od5MR8/LG0d6/tFDiGyoZK/XvHv9XgsbinWBf4MPVDZVVk2Y4BACeEAgoAOsPrld55RyopsZ3kxBnTuOFvFm9sg1G9u17/3vFvVTmrbEc5YV7j1Vu732J5cwAhjQIKADrKGGnJEik93XaSruPxSIsWSdXVtpPgMMYYvbf3PRXXFduO0mXq3HVauHNhyPemAYhcFFAA0FEbNzYuwBBu6usbNwFmtbSgsSVvi9LK0mzH6HIldSV6e/fb8vpCdO4ggIhGAQUAHZGVJX32me0U/pOWxqISQaKkrkTLDi6zHcNv0svT9XnG57ZjAECHUUABQHu5XJHRQ/PZZ1Jpqe0UEc3r8+r9ve/L7QvvDWjX56zXoapDtmMAQIdQQAFAe33+eeOy5eHO7Zb+8x/J57OdJGKtzV6r3Opc2zH8zsho8b7FIbs0O4DIRAEFAO2RlSVt2mQ7ReDk5kpr19pOEZFyq3K1JmuN7RgBU1JXopUZbLILIHRQQAHA8bjdkTF070irV0t5ebZTRBS3163/7P2PfCayev8YygcglFBAAcDxrFgRGUP3juTzNQ7lc4f3PJxgsix9mUrrI2/+mZHRB/s+YCgfgJBAAQUAx5KdHVlD945UUiItX247RUQ4WHZQm3M3245hTXFdsVZlrrIdAwCOiwIKAI4mUofuHWnTJungQdspwlq9u16L9y22HcO6ddnrlFsV/otnAAhtFFAAcDSff85y3k0++KBxo134xccHPla1q9p2DOtYlQ9AKKCAAoC2ZGdLGzfaThE8qqqkpUttpwhLe4r3aFfRLtsxgkZxXbFWZ662HQMAjooCCgCOxNC9tm3fLuXk2E4RVtxetz5N+9R2jKDzRfYXDOUDELQooADgSCtXMnTvaJYupbDsQutz1qvSWWk7RtAxMvoglVX5AAQnCigAOFxRkbRhg+0UwSs3t7EnCiessqFSX2R/YTtG0CqqLdKmQxG8AiaAoEUBBQCH++wzeliOZ8UKyem0nSLkLU9fLrePPbaOZU3WGtW6am3HAIAWKKAAoElaWuMNx1ZdLX1Bz8mJyK7M1s6inbZjBD2n18neUACCDgUUAEiSz9fY+4T2Wb9eKi+3nSIkGWO0NI0VDdsrOT9ZxbXFtmMAQDMKKACQpK1bG+c/oX28XgrOTtpeuF151Xm2Y4QMn/FpWfoy2zEAoBkFFAA4nY2b5qJj9u6VMjJspwgpTo9Ty9OX244RcvaX7ld6ebrtGAAgiQIKAKR166RaJqp3ytKljcMf0S5rs9eqxlVjO0ZI+uzgZ/IZ2hoA+yigAES2ysrG+TzonMJCKSXFdoqQUFZfpg05LJHfWQU1BdpewBL6AOyjgAIQ2VaskDxs1nlCPv9cqq+3nSLofXbwM3mN13aMkPZ5xudyeV22YwCIcBRQACJXXp60Y4ftFKGvrk5avdp2iqCWXp6ufSX7bMcIedWuaq3PoccYgF0UUAAikzHSp5/aThE+Nm+Willqui0+42PZ8i60Lnudqp3VtmMAiGAUUAAi0759UlaW7RThw+djJcOj2F6wXUW1LJHfVdw+tz7PoK0BsIcCCkDk8XqlZewr0+X27pXy822nCCpen1drstbYjhF2thVsU0FNge0YACIUBRSAyLNli1RWZjtFeFq1ynaCoLK9cLvKG8ptxwg7Rkafpn0qY4ztKAAiEAUUgMjicklr6BHwm9TUxsU5IK/Pq9WZLK7hLxkVGcqoYCNnAIFHAQUgsmzZ0rhqHPyHXihJ0taCrap0VtqOEdZWZ66mFwpAwFFAAYgcLheb5gbC/v3SoUO2U1jl8XmY+xQAWZVZyqzItB0DQIShgAIQOZKSpNpa2ykiQ4T3Qm3N36oqZ5XtGBFhdRbDJAEEFgUUgMjgdkvr1tlOETnS0qScHNsprKD3KbAyKzLphQIQUBRQACIDvU+BF6G9UMl5yap2sdFrILFYB4BAooACEP7ofbLj4MGI26zY7XVrbfZa2zEiTkZFhrIqIqutAbCHAgpA+EtOlmpqbKeITBHWC5WUl6QaF23NBuZCAQgUCigA4c3joffJpowMKTPTdoqAcHld+iL7C9sxIlZ6ebqyK7NtxwAQASigAIS3lBSpmvkoVq1cKUXAXj1JeUmqdTPPzibmQgEIBAooAOHL45G+oEfAuqyssO+FcnldWpdNT6dtB8sP6lBVZO9BBsD/KKAAhK+tW6Uq9uIJCmHeC7U5dzO9T0FiVeYq2xEAhDkKKADhyeOR1rIaWtDIzm6cDxWGXF6X1uestx0DX0orS1NuVa7tGADCGAUUgPC0bRu9T8EmTIdTbs3fqjp3ne0YOAy9UAD8iQIKQPjxeul9Ckbp6VJ+vu0UXcrr89L7FIQOlB2gFwqA31BAAQg/27ZJlZW2U6AtYbak/O7i3ap00taCEftCAfAXCigA4cXnC7s36WFl926pvNx2ii5hjGHlvSC2v3S/imqLbMcAEIYooACEl9RUqazMdgocjTHShg22U3SJg+UHVVhbaDsGjmFDTni0NQDBhQIKQHhZz3yUoLd1q1Qb+kt+0/sU/HYU7lC1k420AXQtCigA4SMnp/GG4OZ2S5s3205xQnKrcpVREZ7LsocTr/FqU+4m2zEAhBkKKADhg7lPoWPzZsnlsp2i01h5L3Qk5SXJ6XHajgEgjFBAAQgPpaWN858QGurrG4fyhaCy+jLtKd5jOwbaqcHToJT8FNsxAIQRCigA4WHDhsYFChA6Nmxo3LMrxKzPWS8j2loo2Xhoo7y+0GtrAIITBRSA0Fdb27j3E0JLRYW0J7R6cmpcNdpWsM12DHRQpbOSXkMAXYYCCkDo27xZ8nhsp0BnrFsXUj2Hm3M3y+OjrYWi9TnrZUKorQEIXhRQAEKb2y1t2WI7BTqroEA6eNB2inZxeV3akktbC1X5NfmsnAigS1BAAQht27ZJdXW2U+BEhMjqiSn5Kar31NuOgRPA6okAukJQFVDPP/+8zjjjDCUkJCghIUHTpk3TJ598YjsWgGDl8zUuRIDQlpEh5eXZTnFMXp9XG3Joa6EurSxNhTWFtmMACHFBVUCNGDFCjz/+uJKTk5WUlKQLL7xQV155pXbv3m07GoBgtG+fVFZmOwW6QpD3Qu0u3q1KZ6XtGOgC9EIBOFFBVUDNnj1bl112mU455RSNHz9ev//979W7d29t3LjRdjQAwcaYoH/TjQ7Ys0cqL7edok3GGK3Lpq2Fi51FO1XlrLIdA0AIC6oC6nBer1eLFi1SbW2tpk2b1uY5TqdTVVVVLW4AIkR2tpSbazsFuoox0qZNtlO0KbMiU4W1DPsKFz7j06ZDwdnWAISGoCugdu7cqd69eysuLk533HGH3n//fU2aNKnNc+fPn6/ExMTm28iRIwOcFoA16xmGE3a2bpWcTtspWtl4iFEQ4SYpL0lOT/C1NQChIegKqAkTJmjbtm3atGmTfvrTn2rOnDnac5SNFh988EFVVlY233JycgKcFoAVJSVSaqrtFOhqTmfQbYhcVl+m/aX7bcdAF3N6nUrOT7YdA0CICroCKjY2VieffLImT56s+fPn68wzz9QzzzzT5rlxcXHNK/Y13QBEAOZFhq9Nm4JqY93NuZtlFDx50HU2Hdokn/HZjgEgBAVdAXUkn88nZxAO6QBgSX29tH277RTwl7Iy6cAB2ykkSU6PU1vzt9qOAT+pdFYqtYSebAAdF2M7wOEefPBBfec739GoUaNUXV2thQsXatWqVfr0009tRwMQLLZuldxu2yngTxs3SuPH206hrQVb5fTyB7xwtvHQRk0cONF2DAAhJqgKqKKiIv34xz9Wfn6+EhMTdcYZZ+jTTz/VxRdfbDsagGDg80mbN9tOAX9LT5eKiqRBg6xF8BmfNufS1sJdVmWWCmoKNKT3ENtRAISQoCqgXn75ZdsRAASz1FSposJ2CgTCpk3S7NnWnv5A6QGV1bNJcyTYdGiTrjz1StsxAISQoJ8DBQDNgnSfIPjB9u1SXZ21p2fp8sixs2inal21tmMACCEUUABCQ2GhlJlpOwUCxeORku0sM11YU6iMigwrz43A8/g8LGkOoEMooACEBnqfIs+WLZLXG/Cn3ZRLW4s0W3K3yOsLfFsDEJoooAAEv7o6accO2ykQaFVV0t69AX3KOneddhTS1iJNtatae0sC29YAhC4KKADBLzm5cUgXIk+AN01OzkuWx0dbi0SbDtHzCKB9KKAABDevt3EoFyLToUONtwDw+rwsXR7BcqpylFuVazsGgBDQ6QJqxYoV+tOf/tTi2L/+9S+NGjVKgwcP1s9//nN5LYxdBxBm9u1rHMqFyBWg+W97iveo2lUdkOdCcGL+G4D26HQBNW/ePG3fvr356507d+r222/XwIEDNXPmTP31r3/Vn//85y4JCSCCsXgEdu8OSBHNm2fsLtqtGleN7RgAglynC6i9e/fq7LPPbv769ddfV0JCgtauXau33npLt956q1577bUuCQkgQuXlSdnZtlPANp/P78M4D1Ud0qGqwAwVRPDyGq+S8pJsxwAQ5DpdQNXW1iohIaH566VLl+rSSy9Vz549JUlTpkxRVlbWiScEELnofUITPy8kwgICaJKUl8RCIgCOqdMF1MiRI7Xly78IpqWladeuXbrkkkua7y8rK1NcXNyJJwQQmWpqpF27bKdAsKir81t7qHZWa3fxbr9cG6GnxlWj3UW0BwBH1+kC6vrrr9cLL7yg7373u5o1a5b69u2rK6+8svn+5ORkjR8/vktCAohAyclWNlFFENu8WTKmyy+bkp8in/F1+XURujblbpLxQ1sDEB46XUD95je/0QMPPKCcnByNGjVKixcvVp8+fSQ19j6tWrVK3/3ud7sqJ4BIwtLlaEtenpTbtctMe33MeUFredV5zIkDcFQxnX5gTIx+//vf6/e//32r+/r166eCgoITCgYggu3Z0ziEDzjSli3SiBFddrl9JftYuhxt2pS7SSMTR9qOASAIdboH6sILL9SKFSuOev/KlSt14YUXdvbyACLZZjYzxVHs2iXV1nbZ5dg4F0ezt3gvS5oDaFOnC6hVq1apsLDwqPcXFRVp9erVnb08gEiVny/l5NhOgWDl9UopKV1yqcKaQmVVslos2uY1XiXnJduOASAIdbqAkiSHw3HU+9LS0hQfH38ilwcQiZj7hOPZsqVxb6gTRO8TjicpL0leH4vZAGipQ3OgXn31Vb366qvNXz/22GN68cUXW51XUVGhHTt26LLLLjvxhAAiR329tHOn7RQIdlVVUmqqNHFipy/R4GnQjsIdXRgK4ajaVa3U0lRNGjjJdhQAQaRDBVRdXZ2Ki4ubv66urlZUVMtOLIfDoV69eumOO+7Q7373u65JCSAybNsmud22UyAUbN58QgXUtoJtcvtoazi+zbmbKaAAtNChAuqnP/2pfvrTn0qSTjrpJD3zzDMsVQ6gaxjD8D20X0aGVFwsDRzY4YcaYxi+h3bLrMhUUW2RBvUaZDsKgCDR6TlQGRkZFE8Auk5amlRWZjsFQkknC+6D5QdVVk9bQ/ttyeWPOwC+0ul9oJpUV1crKytL5eXlbe7aff7555/oUwCIBPQ+oaO2bZO+/W0pLq5DD6P3CR21vXC7Lhp7keJiOtbWAISnThdQJSUluvvuu/Xee+/J6229Qo0xRg6Ho837AKCF8nLpwAHbKRBqXC5p+3bpnHPa/ZDy+nIdKKWtoWNcXpe2F27XOcPb39YAhK9OF1C33XabPvroI/3sZz/Teeedp759+3ZlLgCRZMuWxjlQQEdt3ixNmSIdY1uNw23J2yIj2ho6bnPuZk0ZNuWYW7gAiAydLqA+++wz/fznP9cTTzzRlXkARBq3W9q61XYKhKqSksYFJcaOPe6pbq9bW/Npa+ickroSZVRkaGzf47c1AOGt04tI9OzZU2PGjOnCKAAi0q5djfs/AZ21uX1zmnYV7VK9h7aGzmMxCQDSCRRQP/rRj/T+++93ZRYAkcaYdr/5BY4qNVWqrDzmKSxdjq6wr2SfKhuO3dYAhL9OD+H7f//v/2n16tW69NJLddttt2nkyJGKjo5udd43vvGNEwoIIIzl5kr5+bZTINQZIyUlNa7IdxSHqg4pv4a2hhNjZJSUl6Rvjz16WwMQ/jpdQH3rW99q/nzZsmWt7mcVPgDHRe8TukpysjRjhhTT9q81ep/QVVLyUzRjzAzFRJ3wTjAAQlSn/+9/5ZVXujIHgEhTWyvt3m07BcJFXZ20Z490xhmt7qp11WpP8R4LoRCOat2N7emMwa3bGoDI0OkCas6cOV2ZA0CkSUmR6KFGV9q8uc0CKiU/RV5DW0PX2ZK7hQIKiGCdXkQCADrN52ucswJ0pUOHWs2p8xmfkvJoa+haOVU5yq9mTh0QqTrdA/WTn/zkuOc4HA69/PLLnX0KAOFq//7jrpoGdMqWLdJ3v9v85f7S/ap00tbQ9TbnbtaVp15pOwYACzpdQH3++eetduP2er3Kz8+X1+vVwIED1atXrxMOCCAMbWEvFfjJzp3SxRdLPXpIYt8e+M/Oop26ZNwl6tGth+0oAAKs00P4MjMzlZGR0eKWnZ2turo6/fWvf1V8fLxWrFjRlVkBhIPSUungQdspEK7cbmnbNklSaV2pDpbT1uAfHp9H2wq22Y4BwIIunwPVrVs33XXXXbrkkkt01113dfXlAYQ6ep/gb1u2SMZoSx5tDf61JW+LjDG2YwAIML8tInHmmWdqzZo1/ro8gFDkcjX3DgB+U1Ym14F99A7A78rqy+jlBCKQ3wqoZcuWqWfPnv66PIBQtHOn1NBgOwUiQO7y99Xgoa3B/5hnB0SeTi8i8cgjj7R5vKKiQmvWrFFKSooeeOCBTgcDEGaMYfgeAsIYo5Lt69V91Olq6N3ddhyEuf2l+1XRUKE+3fvYjgIgQDpdQM2bN6/N43379tW4ceP0j3/8Q7feemtnLw8g3Bw6JBUU2E6BCFDlrFKts0ZDU/OUMXms7TgIc0ZGSXlJumjsRbajAAiQThdQPp+vK3MACHf0PiFA8qrzJElDD+Qr66wx8kWzZzz8KyU/RTPHzFRMVKffVgEIIfxWAeB/tbXS7t22UyACuLwuFdUWSZJiG9wamFlsOREiQZ27TnuK99iOASBATvhPJatXr9bHH3+srKwsSdLo0aN1+eWXa8aMGSccDkCYSEmRvF7bKRAB8qvzZfTVstLD9uWqcNxgi4kQKTbnbtYZg8+wHQNAAHS6gHK5XLruuuu0ePFiGWPUp08fSY2LSDz55JO6+uqr9eabb6pbt25dlRVAKPL5pKQk2ykQAYwxzcP3miQWV6l3abVq+sdbSoVIcajqkPKr8zU0fqjtKAD8rNND+B5++GG9//77+sUvfqH8/HyVlZWprKxMBQUF+uUvf6n//Oc/R12pD0AE2b9fqqy0nQIRoLS+VE6vs9Xx4fvy2jgb6Hps3gxEhk4XUAsXLtScOXP0xBNPaPDgr4ZHDBo0SH/84x/14x//WK+//nqXhAQQwlg8AgFyZO9Tk0EZhYpxeQKcBpFoZ+FO1bvrbccA4GedLqDy8/M1derUo94/depUFbBkMRDZSkulgwdtp0AEqHPXqay+rM37oj0+DUnj9xH8z+1za1vBNtsxAPhZpwuoESNGaNWqVUe9f/Xq1RoxYkRnLw8gHND7hAA5Wu9Tk2H7chs3cwb8bEveFhnaGhDWOl1AzZkzR2+//bbuuOMOpaamyuv1yufzKTU1VT/96U/1zjvv6MYbb+zCqABCisslbdtmOwUigNfnVUHNsXuYelbVq19eeYASIZKV1ZcpvTzddgwAftTpVfh+/etf6+DBg3rhhRf04osvKiqqsRbz+XwyxmjOnDn69a9/3WVBAYSYXbukhgbbKRABCmsL5fEdf47TsH25KhveLwCJEOk2527WuH7jbMcA4CedLqCio6O1YMEC3XfffVqyZEmLfaAuu+wynXEGeyEAEcsYafNm2ykQAYwxyq3Kbde5/Q+Vqnt1vRrie/g5FSLd/tL9qmioUJ/ufWxHAeAHHSqgGhoadO+99+q0007T3XffLUk644wzWhVLf/3rX/WPf/xDzzzzDPtAAZHo0CGJRWQQAJXOStW6a9t1rsNIw1LzlH42PQPwLyOjpLwkXTT2IttRAPhBh+ZAvfDCC1qwYIEuv/zyY553+eWX61//+pdeeumlEwoHIETR+4QAOd7iEUcaeiBfUR6vn9IAX0nJT2nX0FIAoadDBdTbb7+t733vexo7duwxzxs3bpy+//3v68033zyhcABCUHW1tHu37RSIAE6PU8W1xR16TDenR4MyivyUCPhKnbtOu4p22Y4BwA86VEDt3LlT3/rWt9p17rnnnqsdO3Z0KhSAEJacLPl8tlMgAuTX5Muo48tFD9/LkuYIjE2HNrGkORCGOlRAuVwuxcbGtuvc2NhYOZ3OToUCEKK8XikpyXYKRACf8XV4+F6T+LIaJZRUd3EioLX8mnzlVrdvkRMAoaNDBdSwYcO0a1f7uqN37dqlYcOGdSoUgBC1d69UU2M7BSJASV2JXF5Xpx8/fC9vahEYm3OZEwqEmw4VUBdddJFee+01FRUde/x4UVGRXnvtNV188cUnFA5AiGHxCARIe5cuP5qBmUWKre98AQa01+6i3apx8YclIJx0qID61a9+pYaGBl144YXatGlTm+ds2rRJ3/72t9XQ0KD777+/S0ICCAEFBVJ2tu0UiAA1rhpVOitP6BpRPqOh+/O7KBFwdF7jVUp+iu0YALpQh/aBGjt2rN5++21dd911OvfcczV27Fh97WtfU3x8vKqrq7Vr1y4dPHhQPXv21KJFizRuHHttABGD3icEyIn2PjUZlpqn7K+NkolydMn1gKNJykvS9JHTFR0VbTsKgC7QoR4oqXGPpx07dui2225TQ0ODFi9erNdff12LFy9WXV2dbr31Vm3fvl2zZ8/2R14Awai+Xtq503YKRAC3163C2sIuuVZcnVP9c0q65FrAsVQ5q5Rammo7BoAu0qEeqCZjxozR888/r+eff17V1dWqqqpSQkKC4uPjuzofgFCwdavkdttOgQhQUFMgn+m6ZfKH781VyeiBXXY94Gg2527WpIGTbMcA0AU63AN1pPj4eA0fPpziCYhUPp+0ZYvtFIgAxphOL11+NH0LKtSrvLZLrwm0JbMiU4U1XdN7CsCuEy6gAES4tDSpvNx2CkSA8oZy1Xvqu/y6w/axpDkCY0sef2wCwgEFFIATw+IRCJCuWjziSEMOFirG5fHLtYHDbS/Yrnp31/8RAEBgUUAB6LzS0sYeKMDP6t31Kq0v9cu1oz1eDU4r8Mu1gcO5fW5tK9hmOwaAExRUBdT8+fM1ZcoUxcfHa9CgQbrqqquUmsqqNUDQYu4TAiS32r/D7Ibvy5WM8etzAFLjMD5DWwNCWlAVUKtXr9add96pjRs3atmyZXK73brkkktUW8sEXyDouFyNq+8BfubxeZRf7d9Nb3tW1atfbplfnwOQpLL6MqWV0XMPhLJOLWPuL0uXLm3x9YIFCzRo0CAlJyfr/PPPt5QKQJt27JCcTtspEAEKawrlNV6/P8+IPYdUNqK/358H2Jy7Waf0P8V2DACdFFQF1JEqKyslSf369WvzfqfTKedhb+CqqqoCkguIeMZImzbZToEIYIzRoapDAXmufnnl6llRq7o+vQLyfIhcB8oOqLSuVP17UrADoSiohvAdzufz6d5779X06dN1+umnt3nO/PnzlZiY2HwbOXJkgFMCESo9XSoutp0CEaCsvswvS5cfzYi9LGmOwNicywqmQKgK2gLqzjvv1K5du7Ro0aKjnvPggw+qsrKy+ZaTkxPAhEAE27jRdgJECH8vHnGkwQcLFON0B/Q5EZm2FmxVg6fBdgwAnRCUBdRdd92l//73v1q5cqVGjBhx1PPi4uKUkJDQ4gbAz0pLpQMHbKdABKhz16msPrALO0R7fBp6gCXN4X8ur0tb81mIBwhFQVVAGWN011136f3339fnn3+uk046yXYkAEdi7hMCJFBzn440fF+uHD6WmYb/bcrdJJ/x2Y4BoIOCqoC688479e9//1sLFy5UfHy8CgoKVFBQoPp6du0GgkJDg7Rtm+0UiAAen0cFNXZ6grrXNKh/TomV50ZkqWio0P7S/bZjAOigoCqgnn/+eVVWVmrmzJkaOnRo8+2tt96yHQ2AJKWkNO7/BPhZfnW+1b/Ms5gEAmXjIeaUAqEmqJYxZ2duIIj5fNJmVo2C/xljAr54xJH6FFSod1mNavr1tpoD4S+zIlMFNQUa0nuI7SgA2imoeqAABLHUVKmiwnYKRICSupKgWJ1s+B47c7AQeeiFAkILBRSA9mHpcgSI7d6nJoMzitStniGr8L+dhTtV46qxHQNAO1FAATi+/HwpK8t2CkSAGleNKhoqbMeQJEV5fRq2P992DEQAr/EqOS/ZdgwA7UQBBeD46H1CgNhauvxohqXmyuFlmWn435a8LfL4PLZjAGgHCigAx1ZTI+3aZTsFIoDb61ZRbZHtGC3E1bk0MJslzeF/Na4a7S7abTsGgHaggAJwbElJktdrOwUiQF51XlBuKjqCxSQQIBsPbWRFYiAEUEABODqPR9qyxXYKRACf8SmvOs92jDYlFFcpobjKdgxEgPyafGVXZtuOAeA4KKAAHN2uXVJtre0UiADFtcVyep22YxzViN05tiMgQmzK3WQ7AoDjoIAC0DZjWDwCAWGMUU5VcBcoA7OK1b263nYMRIC9xXuDZiVKAG2jgALQtuxsqaDAdgpEgIqGiqDfA8dhmAuFwDAy2py72XYMAMdAAQWgbevX206ACBHsvU9Nhh4oUIzTbTsGIkByXrKcnuAd0gpEOgooAK2VlEipqbZTIALUuGpUVl9mO0a7RHu8GpYanAtdILw4vU4l57OxLhCsKKAAtEbvEwIk2DbOPZ4Re3MVxca6CICNhzbK62MLCSAYUUABaKmmRtq+3XYKRACnx6nCmkLbMToktt6lQemhlRmhqcpZpV1FbGIOBCMKKAAtbdrExrkIiNzqXBmF3qahI3flNK5SCfjZ+pz1bKwLBCEKKABfcTrZOBcB4fF5gnbj3OPpVVmnfrmhMW8Loa2wtlAHyw/ajgHgCBRQAL6ydavU0GA7BSJAQU2BPD6P7RidNnJ3aM3dQuhal73OdgQAR6CAAtDI65U2bLCdAhHAGBNyi0ccqW9+uXqXVtuOgQiQUZGh/Op82zEAHIYCCkCjPXukykrbKRABiuuK1eAJ/Z5OeqEQKOty6IUCggkFFIDGCfHr+AUN/zPGKKcyNDbOPZ5BGUWKqwn9QhDBb3fRbpXXl9uOAeBLFFAApPR0qaDAdgpEgEpnpapd4TH0zWGMRuzNtR0DEcDIaOOhjbZjAPgSBRQANs5FwIRL71OTofvzFOMK3cUwEDpS8lNU566zHQOAKKAAFBRIB1kmF/5X66pVaX2p7RhdKsbt1dD9TPCH/7l9biXlJdmOAUAUUADofUKAhPrKe0czYs8hObw+2zEQATYd2iS31207BhDxKKCASFZRIe3aZTsFIoDT41RBTXjOs4urc2pweqHtGIgAte5abS/cbjsGEPEooIBItnGj5OMv5/C/nKocGRnbMfxm1M5sOXzh+/oQPDbkbJDP8O82YBMFFBCp6uullBTbKRABXF6X8qrzbMfwq55V9RqYVWw7BiJAaX2pUktSbccAIhoFFBCptmyRXC7bKRABDlUdioi/mI/akdW4pxrgZ19kfyFDWwOsoYACIpHTKW3YYDsFIoDb61ZuVWTsldS7vFb9c8JrlUEEp9zqXKWXp9uOAUQsCiggEiUlNQ7hA/wstzpXXuO1HSNgRtMLhQBZnbWaXijAEgooINK43SxdjoDw+rxhu3T50SSUVKtvXrntGIgA2ZXZyqrMsh0DiEgUUECkSU6Wamttp0AEyKvOk8fnsR0j4EbvzLYdARFideZq2xGAiEQBBUQSj0dat852CkQAn/EppyrHdgwr+hRUKLGw0nYMRICMigxlV1KwA4FGAQVEkpQUqbradgpEgPzqfLm8kbvK4+gdDK1CYKzJWmM7AhBxKKCASOH10vuEgPAZX8T/VbxfbpniS/hjBfwvrSwtYla6BIIFBRQQKbZtkyoZVgT/K6wplNPrtB3DulH0QiFA6IUCAosCCogEXq/0xRe2UyACGGMivvepycDsEvUqZ8EW+F9qaaoKagpsxwAiBgUUEAl27pTKWVoZ/ldcV6x6D3uMNRnFinwIEHqhgMChgALCnc8nrV1rOwUigDFGWRUMWzvcoIxC9aiioIT/7Sneo6LaItsxgIhAAQWEu927pdJS2ykQAUrrS1XrZsja4RyGXigEztos/lgGBAIFFBDOjKH3CQFhjFFmRabtGEFpSFqBulfTCwX/21W0S6V1/MEM8DcKKCCc7d0rFTGkA/5XUleiGleN7RhByWGMxmxnaCP8z8hobTZ/NAP8jQIKCFfGSGuYVAz/M8YooyLDdoygNvhggXpWMLwR/rejcIfK61k0CPAnCiggXO3bJxWwrC38r7C2UHXuOtsxgprDSGO2ZdqOgQjgMz5W5AP8jAIKCEc+n/T557ZTIAL4jI+5T+00KLNYvUurbcdABNhWsE3FtcW2YwBhiwIKCEc7dkjF/PKE/xXUFKjB02A7Rsg4KYWhjvA/I6PPM/gjGuAvFFBAuPF4pJUrbadABPD6vPQ+dVD/3DIlFFXajoEIsLdkr3Krcm3HAMISBRQQbpKSpEreoMH/8qrz5PK6bMcIOWNTMhoXeQH8bEXGCtsRgLBEAQWEE6eTfZ8QEB6fR9mVbBDbGX0KKtQ3v8J2DESA9PJ0pZen244BhB0KKCCcbNwo1bJUMvzvUNUhuX1u2zFC1kkp6fRCISBWpK+Qoa0BXYoCCggXdXXS+vW2UyACuL1u5VTm2I4R0hJKqjUgp9R2DESA3Opc7SvZZzsGEFYooIBwsXZt4xA+wM9yqnLkNV7bMULemK3MhUJgrMhYIZ/x2Y4BhA0KKCAcVFZKW7bYToEI4PK6dKjqkO0YYaF3ea0GZRTZjoEIUFJXou0F223HAMIGBRQQDlavbly+HPCzrIos/pLdhU7amimHl+8n/G9V5ip5fPyeALoCBRQQ6kpKpK1bbadABGjwNCivOs92jLDSo7peQw4W2o6BCFDprNSWXEYqAF2BAgoIdZ9/zjwKBERGeYaMaGtdbcy2TEW7mVMG/1ubvVZOD3NlgRNFAQWEsrw8ac8e2ykQAaqcVSqspafEH+LqnBq5m1UN4X917jptOLTBdgwg5FFAAaFsBbvMw/+MMUorS7MdI6yN3JWtuJoG2zEQAdbnrFeti/0CgRNBAQWEqgMHpIMHbadABCiuK1aVs8p2jLAW7fFpbEqG7RiIAC6vS6syV9mOAYQ0CiggFHm90tKltlMgAnh9Xh0so1APhMHphUooplCF/yXlJamgpsB2DCBkUUABoWjTJqm01HYKRIBDVYfk9DLpPFBO3pzGojDwOyOjpWlLZWhrQKdQQAGhpqamcd8nwM+cHqeyK7Ntx4goCcVVbK6LgMisyNSeYhYhAjqDAgoINStWSE56BOB/GRUZ8hqW1w60cUnpivLwfYf/fXbwM7m9btsxgJBDAQWEktxcNs1FQFQ7q5kjYUlcnVMjd7GsOfyv0lmpdTnrbMcAQg4FFBAqjJE++cR2CkQAli23b9SubMXV0tMM//si+wtVNFTYjgGEFAooIFTs2CEdOmQ7BSJAcV2xKp2VtmNEtGiPTyelpNuOgQjg8Xm07OAy2zGAkBJUBdSaNWs0e/ZsDRs2TA6HQ4sXL7YdCQgOTqe0fLntFIgAPuNTejlv3IPBkIOFimdZcwTA7uLdyqzItB0DCBlBVUDV1tbqzDPP1HPPPWc7ChBc1q6Vqqttp0AEyKnMUYOnwXYMfIllzREonxz4RD7jsx0DCAkxtgMc7jvf+Y6+853v2I4BBJeyMmnDBtspEAFYtjz4JH65rHnR2MG2oyDMFdYWKjkvWVOGT7EdBQh6QdUD1VFOp1NVVVUtbkDY+fRTycuSxvC/tLI0li0PQidvOagYl8d2DESAzzM+V7273nYMIOiFdAE1f/58JSYmNt9GjhxpOxLQtQ4elFJTbadABCitK1VxXbHtGGhDbL1LY5OZlwb/q/fUa2XmStsxgKAX0gXUgw8+qMrKyuZbTg77ZiCMeDwsW46A8Pg82l+633YMHMOw1DwlFlTYjoEIkJSXxB5wwHGEdAEVFxenhISEFjcgbKxdK5WU2E6BCJBZkSmnlz2Hgt2EDfsV5WWSP/zLZ3z6MPVDFpQAjiGkCyggbBUUNBZQgJ9VOat0qIr9xUJBz8o6jdrJIh/wv7zqPG3IYfEi4GiCqoCqqanRtm3btG3bNklSRkaGtm3bpuxsfmEggvh80ocfNn4E/MhnfEotYY5dKBm1I0s9K2ptx0AEWJm5UqV1pbZjAEEpqAqopKQkff3rX9fXv/51SdJ9992nr3/96/rd735nORkQQBs2SHl5tlMgAhyqOqRaN2/GQ0mUz2jC+v3sDQW/8/g8+jD1QxnaGtBKUO0DNXPmTP5HRWQrLZVWsgIS/K/eXa/MikzbMdAJiUWVGrY/X3kThtmOgjCXVZml5PxknT3sbNtRgKASVD1QQEQzRvroo8bV9wA/MsZof+l+JomHsLFJBxVbx8If8L9lB5epsqHSdgwgqFBAAcEiOVnKzLSdAhGgsLZQ5Q3ltmPgBMS4vTplU5rtGIgATq9THx/4mBFCwGEooIBgUFkpLVtmOwUigMvrUloZb7zDwcCsYg3IZqsD+N/+0v3aWbTTdgwgaFBAAbYZI338seRkOA7872DZQXl8DBMNF6dsPKBoFz9P+N/StKWqdbHoDCBRQAH27dol7d9vOwUiQEldiQprC23HQBeKq3Pq5C0HbcdABKhz1+mTtE9sxwCCAgUUYFNtrfQJv5Dgf06Pkz2fwtTQA/kamFlsOwYiwK6iXfw7AogCCrDHGGnJEqmuznYShDljjPaV7JPb57YdBX4yfkOq4moZBgz/++/+/6rOze8tRDYKKMCWrVul3bttp0AEOFR1iFX3wlw3p0enrt0rh4+V0uBf1a5qNthFxKOAAmwoLmboHgKi2lmt9PJ02zEQAH0LKjRyd47tGIgA+0r2aUveFtsxAGsooIBAc7uld95p/Aj4kdfn1d6SvTLiL8WR4qSUDMWXVNuOgQjwadqnKqgpsB0DsIICCgi0Tz+Viopsp0AEOFh+kLkKEcZhjCau2aNot9d2FIQ5r/Hqnd3vyOV12Y4CBBwFFBBIe/ZISUm2UyAClNSVKK86z3YMWNCzql4nb2azZPhfaX2plhxYYjsGEHAUUECgVFRIH35oOwUiAEuWg6XNESjbCrZpR+EO2zGAgKKAAgLB65Xee09qaLCdBGGOJcvRZPyGVMXV8G8O/O+/+/+r0rpS2zGAgKGAAgJh1Soph9Wx4H8sWY4m3ZweTfxiH0ubw+9cXpfe3fOuPD6P7ShAQFBAAf528KD0xRe2UyACVDZUsmQ5WuhTUKEx2zJtx0AEyK/J1/L05bZjAAFBAQX4U02N9P77EhsOws8aPA3aVbSLJcvRyugdWRqYwcqf8L+NhzYy/xIRgQIK8BevV3r33cYiCvAjr8+rXUW7mPeEozp13T71LuPfIvjf4n2LVVZfZjsG4FcUUIA/GCN9/LGUmWk7CcJc06IRNS7eHOPooj0+nb5ip7rVs2cP/KveU6+FOxeq3l1vOwrgNxRQgD9s3CilpNhOgQiQXZmt4jqWq8bxda916vSVu+Xw+mxHQZgrqSvRO3vekdfHhs4ITxRQQFdLTZU++8x2CkSAkroSZVRk2I6BEJJYVKlTNh1gXib8Lr08XZ+kfSJDW0MYooACulJhYeN+T/zCgJ/Vumq1t3iv7RgIQcP252tYap7tGIgASXlJ2py72XYMoMtRQAFdpaZGWrhQcjHHAP7l9rq1q2iXvIbhMeicUzalqU9Bhe0YiABL05bqQOkB2zGALkUBBXQFj0datEiqrLSdBGHOGKM9xXtU72GCNjrPYYxOW7lb3atpR/AvI6N397yrolqW0kf4oIACTpQx0gcfSIcO2U6CMGeMUVpZmsobym1HQRjo5nTrayt2KdrlsR0FYc7pderNnW+q1lVrOwrQJSiggBO1Zo20c6ftFIgA2ZXZyq3OtR0DYaRXRa2+tmKnojwMB4V/lTeU663db8njo2BH6KOAAk7Ejh3SypW2UyACHKo6xIp78Is+hZUsb46AyK7M1gf7PpDP0NYQ2iiggM7avVtavNh2CkSA/Op8pZWl2Y6BMNYvt0yT1uyVw8cKovCvnUU79d/9/2V5c4Q0CiigM/bta1yu3Mdf0eBfRbVFSi1NtR0DEWBgVrEmrE9lGwb4XUp+ij4+8DFFFEIWBRTQUfv3S++8Q/EEvyutK2WvJwTUkLQCnbIpjSIKfpeUl6SlaUspohCSKKCAjjh4UHr7bcnLhGv4V3l9uXYX75YRby4QWMP35eqkFObbwf825W7SsvRlFFEIORRQQHtlZEhvvtm45xPgR1XOKu0q2sVEa1gzeme2Ru3Mth0DEWB9znp9nvE5RRRCCgUU0B5ZWdLChRRP8LsaV412FO6Q19DLCbvGJqdr+F6WzYf/rc1eqzVZa2zHANqNAgo4npwc6Y03JLfbdhKEucqGSm0r2MY+KQgap2w6oJG7cmzHQARYmblSX2R/YTsG0C4UUMCx5ORI//635HLZToIwV1pXqu2F2ymeEHTGJR3UuM0sLAH/W56+XF9kf8FwPgQ9CijgaHbvll59VXI6bSdBmMuvzmfOE4LayD2HNHHNXjbbhd8tT1+uJQeW8O8hglqM7QBA0DFG2rBB+uwz20kQ5owxyq7MVkYFK54h+A3OKFI3p1u7Z54mbyxvH+A/W/K2qNJZqf836f8pNjrWdhygFXqggMP5fNInn1A8we+MMUorS6N4Qkjpl1eusz7drm71DGuGf+0v3a8F2xaoxlVjOwrQCgUU0MTlkt56S9q82XYShDmf8WlP8R7lVrPCGUJPfGm1vrFkq3pU1duOgjCXV52nl1JeUnFtse0oQAsUUIAk1dRICxZIqam2kyDMeXwe7SjcoeI63hAgdPWortfXl6Sod2m17SgIcxUNFXp568vKrMi0HQVoRgEFFBdLL70k5eXZToIwV+uqVUp+iioaKmxHAU5YbINbX/9kqwYfLLQdBWGuwdOg17e/rh2FO2xHASSxiAQi3f790vvvS/UMRYF/FdQUaH/pflaWQliJ9vg0ce1eJRZWKG3qKfJF83dZ+IfXePWfvf9RcW2xLjjpAkU5aGuwhwIKkcnjkZYvlzZutJ0EYc7r8yqtLE35Nfm2owB+M2x/vhJKqrV75mmqT+hhOw7C2NrstcqqzNL3Jn5Pid0TbcdBhKJ8R+QpLZVefpniCX5X567T1oKtFE+ICL3LajT5oyQNyGJ+H/wruzJbzyc9r73Fe21HQYSigEJk2b5d+uc/pXze0MK/imuLlZyXzBK8iCgxbq9OX7lbJ29OY9Nd+FWDp0Fv7X5LH+//WG6v23YcRBiG8CEyuFzSxx83FlCAH/mMTwfLDrJEOSLaiD2HlFBcpd0zJsnZu7vtOAhjW/K2KLsyW/9v0v/TwF4DbcdBhHAYY4ztEF2lqqpKiYmJqqysVEJCgu04CBb5+dK77zYO3QP8qLKhUvtL96vWXWs7ChAUPLExSp88Vnnjh0oOh+04CGPdorrpslMu01lDzpKDtoYv+as2oIBC+HK7pTVrpPXrJa/XdhqEMY/Po/TydOVVsxQ+0JbKgQnaf+4E1fbtZTsKwtwp/U7RZadcpr49+tqOgiBAAdUOFFBolpoqffKJVFFhOwnCXHFtsQ6UHZDL67IdBQhqviiHsr82StlnjGa5c/hVTFSMzht1nqaPmq6YKGarRDIKqHaggILKy6WlSxsLKMCPnB6nDpQdUEldie0oQEipS+ih/edOUMWQPrajIMz179Ffl51ymcb1G2c7CiyhgGoHCqgI5vE0DtVbs6bxc8BPjDHKq85Tenm6vIahoUBn5Z88RAenjJMnrpvtKAhzpw08TbNOnqWEON4bRhp/1Qb0ayK0GSOlp0tLlrBIBPzKGKOSuhJlVGSozl1nOw4Q8oamFWhgdolyThupQ5NGyNst2nYkhKndxbt1oOyAZo6ZqanDpyo6iraGE0MPFEKTMVJmprRqlZSVZTsNwpgxRuUN5cooz1C1q9p2HCAsubp3U/bXRinv1OHMj4JfJcYl6rzR5+nrQ75OIRUBGMLXDhRQEYDCCQFU0VChjPIMVTorbUcBIoKzZ5wyzxytgpOHyFBIwY+aCqmzhpzFQhNhjAKqHSigwhiFEwKo2lmt9PJ0lTeU244CRKT6+B7KPGuMik4aJBPFnj7wHwqp8EYB1Q4UUGGoaY7TmjUUTvCrpjlOudW5qmiosB0HgKT63t2Vd+pw5Z8yhMUm4FcJcQk6b9R5OnPImYqNjrUdB12EAqodKKDCSG2ttG2blJwslZXZToMw5vK6lF+dr7zqPDm9TttxALTBGxOlopMGK3ficNX06207DsJYXHSczhxypiYPnazBvQfbjoMTRAHVDhRQIc6Yxl6m5GRpzx7JyxLR8J8qZ5Vyq3JVVFsko7D5ZxAIe5WDEpU7cbiKRw1gnhT8amTCSJ097GxNGjhJ3aLpAQ1FFFDtQAEVourqpB07pKQkqYRNSeE/To9TxXXFKqwpZEU9IMQ5e8aqcOxgFY8ZpOr+vSUHc6XgHz1iejT3Sg3sNdB2HHQABVQ7UECFkJoaad8+ae9eKSND8vlsJ0KYcnldKq4tVlFtEavpAWGqPr6HisYMVNFJg1TbtxfFFPxmUK9BmjhgoiYNnKRBvQbJQVsLahRQ7UABFeSqqhoLpj17pOzsxiF7gB+4vW4V1zUWTSwIAUSWusSeKjppkIrGDFRdYk+KKfhNvx79NGngJE0cMFHD4odRTAUhCqh2oIAKMl6vlJfX2MO0f7906JDtRAhTPuNTZUOlyhvKVV5fzvA8AJKkht7dVTasr8qH9lXF0L5yd2ceC/wjMS5Rpw44VWP7jtXoPqPVPaa77UgQBVS7UEBZ5vNJBQWNBVNGRmMvk8tlOxXCkDFGte5aldeXq7yhXBUNFfIZhoECODrjkGr6xat8WF+VDeurqkGJ8rEIBfzAIYeGxg/VSX1O0kl9T9KoxFEsjW4JBVQ7UEAFWH29lJ/f2Mt06FDjRrcNDbZTIQy5vW5Vu6pV5axStbPxo9vnth0LQAjzRUepun+8qgbEq3pggqoGxKuhd3eG/KHLRTmiNDx+uEb3Ga1h8cM0LH6YEuMSGfIXAP6qDdhyGe1zeLHU9LG83HYqhCG3161ad61qXDXNBVO9p952LABhJsrrU2JRpRKLvlpcxh3Xrbmgqu4fr9o+PSmqcMJ8xqecqhzlVOU0H+sR06O5mBoaP5SiKsRQQOErxkiVlVJpaeNy4offqplTgq5jjJHb51atq1Z17jrVur/86KqlZwmANd2cbvXPLVP/3K82cPfGRKkuoafq+vRSbZ8vPyb2VEN8D5ko3uyic+o99TpYflAHyw82H4uLjtOAngNa3Pr37K9+PfopJoq37MEkKH8azz33nP70pz+poKBAZ555pp599lmdc845tmOFPmOk2trGIqmiovFj062iorFwcvPmFSfOGCOPz6MGT8NRb17DRskAgl+0x6f4shrFl9W0OG4cDjX0ilND7+5t3lw94yiw0CFOr1O51bnKrc5tcdwhh/r26Ku+3fsqsXui+nTvo8S4RCV2T1RiXKIS4hIUHRVtKXVkCroC6q233tJ9992nf/zjH5o6daqefvppzZo1S6mpqRo0aJDteMHH52ucd1Rf31gc1dY27rHU1seqKsnjsZ0YIcpnfPL4PPL4PHJ73XL73HJ5XUe9sagDgHDmMEY9ahrUo6btub/GIbm7x8rVI1bOHo0fD7+5e8TKHRsjT1w3ueNi5IvhDTDaZmRUVl+msvqyNu93yKH4uHj1ju2tXt16NX6M7dXq6x4xPdSjWw96s7pA0C0iMXXqVE2ZMkV/+9vfJEk+n08jR47U3XffrQceeOCYjw2JRSSMaezlcbsbi5nDP3e5vro5nS0/ulyNhVJTsVRf3/i502n7FSFIGWPkMz75jE9e42386PO2+Nrj88jr88prvG1+7va5mwsmeowAwH980VFyx8XIE9vty48x8sZEyxsbI0+3aHm7NX1s/NwbEyVfTLS80V9+POJrer9wNDFRMeoR00PdY7qrR7cvP8b0UGx0rOJi4hQbHdv4efRXn8dGx6pbdDd1i+qmmKiYFp8Hc+9XRCwi4XK5lJycrAcffLD5WFRUlC666CJt2LCh1flOp1POwwqIysrGiaCV5eUyTT0txhz75vMd/ZjP1/pzn69xf6OmY15vy48ez1dfezxffWy6z3uCb0JjYqT4+MabMTLqmvrXoY79Q9uR5+3otVs9vmlCpTEyxrSaYNnW3wCOzNfyFNPmuS1PMS3uO/J5vnqM0Zf/tbz/sJ+NUWPulsd8jZ+Zxs+M8TXfb2RkfI3n+/RVEWS+vPm+PNcnn3w+n3wyzYXPV8caPx5f1Jc3u3ujOIyJqEnaDmOkE/z/IlTwsw1f/Gy7Xrcvbz0OP+j58tZiLR0jyfvl7SiiHDJRUTLR0TJRUfLFRH31dfSX90VFyXx5npq+jo6ScTikqCgpqnGoohyN58nx5S0qSsah5q9N80c13id91TYcjq++dhz2u7bpWtJX1zr8vsNe6ZHHWtx/+I/kyPbYVvs88tiX7bj5vcqJ9it05PEd/f+nq/o8HI6v3kt5JHmM6lWnetV16nJRjijFRMU0fnQ0FlQxUTGKdkQrKipaMVHRinJEKdoRregvP2++Karl144oORyOwz6PkuPL53B8+XNq+tjWscaX99Wx6urGobdd3V8UVAVUSUmJvF6vBg8e3OL44MGDtW/fvlbnz58/Xw8//HCr46PGjPFXRAAAAAAhpLS0VImJiV12vaAqoDrqwQcf1H333df8dUVFhUaPHq3s7Owu/SYBR6qqqtLIkSOVk5MTvMNFERZoawgU2hoChbaGQKmsrNSoUaPUr1+/Lr1uUBVQAwYMUHR0tAoLC1scLyws1JAhQ1qdHxcXp7i4uFbHExMT+R8SAZGQkEBbQ0DQ1hAotDUECm0NgRIVFdW11+vSq52g2NhYTZ48WStWrGg+5vP5tGLFCk2bNs1iMgAAAAAIsh4oSbrvvvs0Z84cnX322TrnnHP09NNPq7a2VjfddJPtaAAAAAAiXNAVUNdcc42Ki4v1u9/9TgUFBTrrrLO0dOnSVgtLtCUuLk5z585tc1gf0JVoawgU2hoChbaGQKGtIVD81daCbh8oAAAAAAhWQTUHCgAAAACCGQUUAAAAALQTBRQAAAAAtBMFFAAAAAC0U8gVUM8995zGjBmj7t27a+rUqdq8efMxz3/nnXd06qmnqnv37vra176mJUuWBCgpQl1H2tqLL76o8847T3379lXfvn110UUXHbdtAk06+u9ak0WLFsnhcOiqq67yb0CEjY62tYqKCt15550aOnSo4uLiNH78eH6Pol062taefvppTZgwQT169NDIkSP185//XA0NDQFKi1C1Zs0azZ49W8OGDZPD4dDixYuP+5hVq1bpG9/4huLi4nTyySdrwYIFHX7ekCqg3nrrLd13332aO3euUlJSdOaZZ2rWrFkqKipq8/z169fruuuu080336ytW7fqqquu0lVXXaVdu3YFODlCTUfb2qpVq3Tddddp5cqV2rBhg0aOHKlLLrlEubm5AU6OUNPRttYkMzNTv/zlL3XeeecFKClCXUfbmsvl0sUXX6zMzEy9++67Sk1N1Ysvvqjhw4cHODlCTUfb2sKFC/XAAw9o7ty52rt3r15++WW99dZb+vWvfx3g5Ag1tbW1OvPMM/Xcc8+16/yMjAxdfvnluuCCC7Rt2zbde++9uuWWW/Tpp5927IlNCDnnnHPMnXfe2fy11+s1w4YNM/Pnz2/z/B/84Afm8ssvb3Fs6tSp5vbbb/drToS+jra1I3k8HhMfH29effVVf0VEmOhMW/N4PObcc881L730kpkzZ4658sorA5AUoa6jbe355583Y8eONS6XK1ARESY62tbuvPNOc+GFF7Y4dt9995np06f7NSfCiyTz/vvvH/Oc//u//zOnnXZai2PXXHONmTVrVoeeK2R6oFwul5KTk3XRRRc1H4uKitJFF12kDRs2tPmYDRs2tDhfkmbNmnXU8wGpc23tSHV1dXK73erXr5+/YiIMdLatPfLIIxo0aJBuvvnmQMREGOhMW/vwww81bdo03XnnnRo8eLBOP/10/eEPf5DX6w1UbISgzrS1c889V8nJyc3D/NLT07VkyRJddtllAcmMyNFVtUFMV4byp5KSEnm9Xg0ePLjF8cGDB2vfvn1tPqagoKDN8wsKCvyWE6GvM23tSL/61a80bNiwVv+TAofrTFv74osv9PLLL2vbtm0BSIhw0Zm2lp6ers8//1zXX3+9lixZorS0NP3v//6v3G635s6dG4jYCEGdaWs//OEPVVJSom9961syxsjj8eiOO+5gCB+63NFqg6qqKtXX16tHjx7tuk7I9EABoeLxxx/XokWL9P7776t79+624yCMVFdX64YbbtCLL76oAQMG2I6DMOfz+TRo0CC98MILmjx5sq655hr95je/0T/+8Q/b0RBmVq1apT/84Q/6+9//rpSUFP3nP//Rxx9/rEcffdR2NKBNIdMDNWDAAEVHR6uwsLDF8cLCQg0ZMqTNxwwZMqRD5wNS59pakz//+c96/PHHtXz5cp1xxhn+jIkw0NG2dvDgQWVmZmr27NnNx3w+nyQpJiZGqampGjdunH9DIyR15t+1oUOHqlu3boqOjm4+NnHiRBUUFMjlcik2NtavmRGaOtPWHnroId1www265ZZbJElf+9rXVFtbq9tuu02/+c1vFBXF3/vRNY5WGyQkJLS790kKoR6o2NhYTZ48WStWrGg+5vP5tGLFCk2bNq3Nx0ybNq3F+ZK0bNmyo54PSJ1ra5L0xBNP6NFHH9XSpUt19tlnByIqQlxH29qpp56qnTt3atu2bc237373u82rCY0cOTKQ8RFCOvPv2vTp05WWltZcpEvS/v37NXToUIonHFVn2lpdXV2rIqmpcG9cGwDoGl1WG3RsfQu7Fi1aZOLi4syCBQvMnj17zG233Wb69OljCgoKjDHG3HDDDeaBBx5oPn/dunUmJibG/PnPfzZ79+41c+fONd26dTM7d+609RIQIjra1h5//HETGxtr3n33XZOfn998q66utvUSECI62taOxCp8aK+OtrXs7GwTHx9v7rrrLpOammr++9//mkGDBpnHHnvM1ktAiOhoW5s7d66Jj483b775pklPTzefffaZGTdunPnBD35g6yUgRFRXV5utW7earVu3GknmqaeeMlu3bjVZWVnGGGMeeOABc8MNNzSfn56ebnr27Gnuv/9+s3fvXvPcc8+Z6Ohos3Tp0g49b0gVUMYY8+yzz5pRo0aZ2NhYc84555iNGzc23zdjxgwzZ86cFue//fbbZvz48SY2Ntacdtpp5uOPPw5wYoSqjrS10aNHG0mtbnPnzg18cIScjv67djgKKHRER9va+vXrzdSpU01cXJwZO3as+f3vf288Hk+AUyMUdaStud1uM2/ePDNu3DjTvXt3M3LkSPO///u/pry8PPDBEVJWrlzZ5vuvpvY1Z84cM2PGjFaPOeuss0xsbKwZO3aseeWVVzr8vA5j6BsFAAAAgPYImTlQAAAAAGAbBRQAAAAAtBMFFAAAAAC0EwUUAAAAALQTBRQAAAAAtBMFFAAAAAC0EwUUAAAAALQTBRQAAAAAtBMFFACgy7z99tvq16+fampqbEdpweFw6K677vL78yxYsEAOh0OZmZntOr+0tFS9evXSkiVL/BsMANBlKKAAAMfUVBQ03bp3767x48frrrvuUmFhYfN5Xq9Xc+fO1d13363evXtLkvbs2aPY2FjddNNNra5bUVGhoUOHaurUqfL5fCeU8cYbb9TMmTMlSfPmzdOYMWNO6HpdaebMmbrxxhsltcwpSf3799ctt9yihx56yE44AECHUUABANrlkUce0euvv66//e1vOvfcc/X8889r2rRpqqurkyR99NFHSk1N1W233db8mEmTJun+++/XggULtHr16hbXe+CBB1RcXKx//vOfioqK3F9Hd9xxh1JSUvT555/bjgIAaIfI/Y0FAOiQ73znO/rRj36kW265RQsWLNC9996rjIwMffDBB5KkV155RdOnT9fw4cNbPO6hhx7SuHHjdPvtt8vlckmSNmzYoBdeeEH33HOPzjrrrEC/lKAyceJEnX766VqwYIHtKACAdqCAAgB0yoUXXihJysjIUENDg5YuXaqLLrqo1Xndu3fX888/r9TUVM2fP19ut1u33XabRo4cqUceeSSgmd944w1NmDBB3bt31+TJk7VmzZoW92dlZel///d/NWHCBPXo0UP9+/fX97///TbnNO3evVsXXnihevTooREjRuixxx7r9FDEiy++WB999JGMMZ16PAAgcGJsBwAAhKaDBw9KapzHk5ycLJfLpW984xttnnvxxRfruuuu0/z585WXl6ddu3bpgw8+UK9evVqc53Q6VV1d3a7nHzBgQIfyrl69Wm+99ZZ+9rOfKS4uTn//+9916aWXavPmzTr99NMlSVu2bNH69et17bXXasSIEcrMzNTzzz+vmTNnas+ePerZs6ckqaCgQBdccIE8Ho8eeOAB9erVSy+88IJ69OjRoUxNJk+erL/85S/avXt3cxYAQJAyAAAcwyuvvGIkmeXLl5vi4mKTk5NjFi1aZPr372969OhhDh06ZF566SUjyezcufOo1ykoKDB9+/Y1ksxVV111zOdqz60jmh6TlJTUfCwrK8t0797dXH311c3H6urqWj12w4YNRpJ57bXXmo/de++9RpLZtGlT87GioiKTmJhoJJmMjIwO5Vu/fr2RZN56660OPQ4AEHj0QAEA2uXI4XmjR4/WG2+8oeHDh6u0tFSS1Ldv36M+vmfPnurZs6fKy8t1ySWXtHnOrFmztGzZsq4LfZhp06Zp8uTJzV+PGjVKV155pT766CN5vV5FR0e36EFyu92qqqrSySefrD59+iglJUU33HCDJGnJkiX65je/qXPOOaf5/IEDB+r666/X3//+9w5na/q+lZSUdPblAQAChAIKANAuzz33nMaPH6+YmBgNHjxYEyZMaLV6njnGHJ7f/OY3Kigo0MSJEzV37lxde+21rQquoUOHaujQoX7Jf8opp7Q6Nn78eNXV1am4uFhDhgxRfX295s+fr1deeUW5ubktXk9lZWXz51lZWZo6dWqr602YMKFT2Zqex+FwdOrxAIDAoYACALTLOeeco7PPPrvN+/r37y9JKi8v14gRI1rdn5SUpOeee04/+9nPdNNNN2ny5Mn61a9+pRdeeKHFefX19S0KlWMZMmRIB1/B8d1999165ZVXdO+992ratGlKTEyUw+HQtddee8J7VR1LeXm5pI7P6wIABB4FFADghJ166qmSGlfk+9rXvtbiPq/Xq9tuu03Dhg3TI488ovj4eN1zzz166qmndNNNN2natGnN57711lttbrrblmP1drXlwIEDrY7t379fPXv21MCBAyVJ7777rubMmaMnn3yy+ZyGhgZVVFS0eNzo0aPbvF5qamqHMjXJyMiQ1LikOQAguFFAAQBO2OTJkxUbG6ukpCR997vfbXHfX//6V23dulX/+c9/FB8fL0l6+OGH9fbbb+uOO+5QcnKyYmIafx35cw7Uhg0blJKS0rxSYE5Ojj744ANdeumlio6OliRFR0e3KsyeffZZeb3eFscuu+wyPf3009q8eXPzPKji4mK98cYbncqWnJysxMREnXbaaZ16PAAgcCigAAAnrHv37rrkkku0fPnyFns75eTk6He/+51mz56tq6++uvl4r1699Mwzz+h//ud/9Mwzz+gXv/iFJP/OgTr99NM1a9asFsuYS43FXJMrrrhCr7/+uhITEzVp0iRt2LBBy5cvbx6i2OT//u//9Prrr+vSSy/VPffc07yM+ejRo7Vjx44OZ1u2bJlmz57NHCgACAEUUACALvGTn/xE3/ve95STk6ORI0dKapxTZIzR3/72t1bnX3311briiis0b948/eAHP2h+jL/MmDFD06ZN08MPP6zs7GxNmjRJCxYs0BlnnNF8zjPPPKPo6Gi98cYbamho0PTp07V8+XLNmjWrxbWGDh2qlStX6u6779bjjz+u/v3764477tCwYcN08803dyjXvn37tGvXLj399NNd8TIBAH7mMB0dRA4AQBu8Xq8mTZqkH/zgB3r00UdtxwkZ9957r9asWaPk5GR6oAAgBFBAAQC6zFtvvaWf/vSnys7OVu/evW3HCXqlpaUaPXq03n77bV122WW24wAA2oECCgAAAADaKer4pwAAAAAAJAooAAAAAGg3CigAAAAAaCcKKAAAAABoJwooAAAAAGgnCigAAAAAaCcKKAAAAABoJwooAAAAAGgnCigAAAAAaCcKKAAAAABop/8P8XQRiF0PGAIAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "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": null, "id": "c540af9d", "metadata": { "id": "c540af9d", "outputId": "8eca0fc9-1d72-45e2-8bc0-0d5481f96df6", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "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" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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BILcx3RkKjnw4fVeOu3tX+t8/HgEAAAAABVPPnj01duxYRUVFadCgQTpw4ICefPJJeXt76+jRo/r888+1d+9eNW3aVFu3bs3UMfr166fRo0erW7duatKkiSpWrCg3Nzddv35d69at0+zZsyVJhQoVSnFzf9iwYVq3bp1WrFihH374Qfv27dOLL76ohg0bytvbW2FhYTpx4oQ2b96slStXys3NTaNGjcr0eBQvXlweHh568skn9dprr6lDhw5ydXXVrl279OGHHxrJqkmTJqlEiRIp9p06dapGjhypy5cvq169enr77bfVpEkTxcbGav369Zo6darCw8NlMpk0Z84cOTs7G/uHhYXpqaeekr+/v7p166ZGjRrJz89PTk5Ounr1qlatWqWvv/5aUkKCp1OnThk6tyZNmmjevHm6ceOGXn/9dT333HPy9vaWlDD9nJ+fX4bHq0+fPho3bpzMZrNGjBghSXJxcdEzzzxjc7/FixerYcOGunPnjnr16qVFixapV69eqly5shwdHXXjxg3t379fq1at0o4dO/TGG2+oc+fOGY4PAOyNJA0KDippMu7uXalkSXtHAQAAAACwo7Jly2r27NkaMmSIIiMj9fHHH+vjjz9O0qZXr14aOnRohqfmSuz69euaPXu2kZBJztvbW0uXLlW5cuWSvG4ymbRs2TK98sor+vLLL3X27FmNGTMm1eMkT5xklIeHh5YvX6727dtrypQpmjJlSoo2L7/8sl5//XWr+48YMUIhISEaP368rl+/rtdeey1FG1dXV82ZM0cdOnSw2sf58+f1ySefpBqjr6+vfv75ZxUqVCidZ5Xg2Wef1ZQpU3Tu3DlNnz5d06dPN7b5+fnp/PnzGepPkvz9/dWkSRNt3bpVISEhkqT27durSJEiNverWLGitm/fru7du+vIkSNatWqVzWoZLy+vDMcGAHkB052h4KCSJuMYMwAAAACAEqbp2rJli7p27arixYvL2dlZvr6+ateunZYtW6alS5fK0dEx0/0fOXJEH3/8sTp37qwaNWqoWLFicnR0lI+Pjx599FFNmDBBJ0+eVLt27azu7+zsrFmzZungwYN66aWXFBgYKG9vbzk6Osrb21u1a9fW888/r+XLl+v48eOZjtOifv362rdvn15++WWj6qdYsWJq166dfv311zTXURk7dqz279+voUOHqmLFinJ3d5enp6eqV6+uV155RSdOnFD//v1T7Ofn56ddu3Zp4sSJatOmjapWrSofHx85OTnpoYceUvPmzTV16lSdOHFC9erVy/B5FSpUSNu2bdMrr7yi6tWrG1OzZVXy6idbU50lVqVKFR04cECLFy9W9+7dVb58ebm7u8vFxUW+vr5q2bKlxo0bp7179+rdd9/NllgBILeZzNk1wWQ+ExYWJm9vb4WGhpKJzy9WrZL27rV3FA+WJ56Qmje3dxQAAAAAANjdwIEDtWDBgkxXlAAAHnw5kTegkgYFB9OdZRyVNAAAAAAAAACQY0jSoOAg4ZBxjBkAAAAAAAAA5BiSNCg4qKTJOJI0AAAAAAAAAJBjnOwdAJArYmOliAh7R/HgyWdJGltzBvv7++daHAAAAAAAAAAgkaRBQREebu8IHkzh4VJ8vOSQP4ruqlatqujo6BSvu7i4KCoqyg4RAQAAAAAAACjI8sedVyAtTHWWOfHx0r179o4CAAAAAAC7mz9/vsxms81ZGgAAyCiSNCgY8tm0XbmKsQMAAAAAAACAHEGSBgUDlTSZR5IGAAAAAAAAAHIESRoUDCQaMo+xAwAAAAAAAIAcQZIGBQOJhsxj7AAAAACgQIiOjlblypVlMpm0fPlye4eDB9j58+dlMplkMpk0f/78HD3WkSNH9Nxzz6lcuXJycXExjnvgwAFJUsuWLWUymdSyZcscjSO3zJ8/3zjHzK6PZNl/4sSJ2Robcs/ly5fl6uoqFxcXnTp1yt7hIItI0qBgYLqzzMtHSZpatWopMDAwxaNWrVr2Dg0AAAAA7O6zzz7TmTNnVKtWLXXv3t3e4QBp2rt3rxo2bKjvvvtOly9fVkxMjL1DQg7bs2eP3nnnHT366KMqU6aMXF1d5eXlpYoVK6pHjx766quvFBISYnXfiRMnGgmq9DxSS4Ldu3dPhQsXNtp9+OGH6Y4/tWO5uLioZMmSatGihSZPnqwbN27Y7Kds2bIaNGiQYmJiNHr06HQfH3kTSRoUDPko0ZDr8tHY7d27V4cOHUrx2Lt3r71DAwAAAAC7unv3rj7++GNJ0rhx42QymewcUd6THRUM9uDv7y+TyaSBAwfaO5Rs98477+j+/fvy8vLSrFmztGvXLh0+fFiHDx9WtWrV7B0estGFCxfUuXNnNWjQQB999JF27typK1euKDo6Wnfv3tW5c+f0448/atiwYSpdurT+7//+T/fv38+RWH788UeFh4cbP//nP//Jcp8xMTG6ceOG/vzzT40bN07Vq1fX77//bnOfd955R87Ozlq1apV27dqV5RhgP072DgDIcWYzlTRZkY+SNAAAAAAA62bPnq3bt2+rfPnyeuaZZ+wdDpCmmJgY/fHHH5KkF154QcOHD7fabvPmzbkYFXLCnj171KlTJ12/fl1SQuKxd+/eatKkiUqWLKno6GhdvnxZ69ev14oVK3T79m19+OGHeuaZZ1S7dm2rfX777bdq0KCBzeOWKVPG6usLFy6UJBUqVEjh4eE6ceKEdu3apYYNG6b7nOrXr6958+YZP9+9e1dnzpzRrFmztGPHDt25c0fdunXT4cOHFRAQYLUPPz8/de/eXUuXLtUHH3yglStXpvv4yFtI0iD/i4yUYmPtHcWDiyQNAAAAAORrcXFxmjlzpiSpd+/ecnBg4hXkfbdu3VJ0dLQkqUqVKnaOBjnl2rVrSRI048aN0/jx4+Xi4pKiba9evfTJJ59o2rRpaU5BFhAQkKnp7y9fvqxNmzZJSpg+bfLkyQoODtbChQszlKTx9PRMcfzGjRvrueeeU8+ePbV8+XLdu3dP06ZNMz6frenTp4+WLl2q1atX69y5c6pQoUKGzwn2x19d5H8kGbLm3j0pLs7eUQAAAAAAcsi6det06dIlSVLfvn3tHA2QPlFRUcZzZ2dnO0aCnPTiiy8aCZpJkyZp0qRJVhM0FoULF9bEiRO1YcMGeXt7Z3s8ixYtUnx8vJycnNS/f3+j8nDp0qXZsiaSyWTSRx99ZPy8fv16m+3btWunYsWKKT4+PkllDh4sJGmQ/zHVWdYlmmcTAAAAAJC/fP/995KkypUrKzAwMM328fHxWrJkibp3767y5cvL3d1d7u7uqlKlivr27avly5enerMyOjpas2bN0uOPP67ixYvLxcVFpUqVUocOHYybn6kZOHCgTCaT/P39JUkhISF69913VbNmTXl6esrHx0fNmzfXd999l+Y5rFixQl27dlXZsmXl6uqqwoULq0KFCmrWrJnGjx+fZH2HzZs3y2QyadCgQcZrAQEBKRb+Tj6t1o4dOzRu3Di1bNlSpUqVkouLi7y8vFSjRg0NHz5cx44dsxljVs+3ZcuWMplMunDhgiRpwYIFKWJu2bJlmmNlTVxcnGbNmqVGjRrJy8tL3t7eqlu3rv79738nSZ6kx08//aRnnnlG5cuXl5ubm3x8fFS/fn299957Cg4OTtHesvh74imgBg0alOS8Jk6cmGIcrJ3r+fPnjX3mz58vKSFp2blzZ5UqVUqurq4KCAjQ8OHDdfny5XSdz6ZNmzRgwABVqFBBHh4e8vLyUmBgoN58801duXIlzf2Dg4P19ttvq1q1anJ3d1eJEiXUunVr/fDDD+k6fmasX79eTz31lHx9feXm5qYKFSpo1KhR+vvvv622r1u3rkwmk6pXr55m37dv35arq6tMJpNGjBiRobiOHDliTOFVu3ZtvfPOO+net1mzZqlOE5YVlvVn2rRpo+LFi6tfv36SEs5z9erV2XKMChUqyNPTU5KMBHpqnJ2d1blzZ0kJiSI8mJjuDPkflTRZFxYm5cC3DwAAAAAA9meZuufRRx9Ns+358+f19NNP68CBAym2nT59WqdPn9bixYu1adOmFDfFz58/r/bt2+vEiRNJXr9+/brWrFmjNWvW6KuvvtLPP/+sokWL2ozj5MmTateunc6fP5/k9S1btmjLli3avn271SmC4uLi1Lt37xQ3vKOjoxUeHq6goCD99ddfWrNmjfbs2WMzBlvmz5+fJKljERMTo+PHj+v48eOaO3euZsyYka4b15k935wQHh6uDh06aMuWLUle379/v/bv368lS5bo66+/TrOf4OBg9ejRQxs3bkzyelRUlPbu3au9e/dq1qxZ+vnnn9N1bWaHd955J0kVg5Rw3X755Zf68ccf9ccff6SamIiMjNSgQYOs3ig/cuSIjhw5otmzZ2vJkiXGTfXkjh8/rtatWydJ5kRGRmrDhg3asGGDBg0apObNm2fhDFN67733kiS1JCkoKEhffPGFFi1apFWrVqlZs2ZJtg8ZMkQjR47UiRMntGPHDpu/n++++86Ylm7w4MEZii1xZchLL70kR0fHDO2f3fbs2WMkV5977jlJUtOmTRUQEKCgoCAtXLhQXbt2zfJxTCaTnJwSbtunp0rs0Ucf1fz583XmzBmdPn1alStXznIMyF1U0iD/o5Im60h0AQAAAEC+dPnyZePGf1qLaF+/fl1NmzY1EjRPPPGEFixYoJ07d2rXrl1atmyZXnzxRasJlvDwcLVq1cpI0HTt2lUrV67Unj179MMPP6hFixaSpL/++kudO3dWnI1ptyMiItS5c2fdvn1b48aN0+bNm7Vnzx7NnTtXZcuWlSR98cUXWrt2bYp9Z8+ebSRoHnvsMc2fP19btmzRvn37tG7dOk2bNk1PPvlkkpvBDRo00OHDh/XBBx8Yr61du1aHDx9O8kg8frGxsSpSpIgGDhyob7/91jjGL7/8ovfff18PPfSQ4uLiNGrUqBRJiuw633nz5unw4cMqXbq0JKlLly4pYs7M9EjPPfeckaBp2LChlixZoj179mj16tV65plntG/fPr344os2+4iKilLr1q21ceNGOTo6ql+/flqyZIl27NihLVu2aPLkySpWrJhu3LihDh06GNVAkjRixAgdPnw4yfl+8MEHSc4roxUbkjR37lx99NFHatGihRYvXqw9e/Zo/fr16t+/vyTp5s2bqSYZzGazevToYSRoOnfurP/85z/aunWrtm/frs8++0zly5fXvXv31KNHD6sJwLCwMLVt29ZI0PTq1Uu//vqr9uzZo8WLFxsLzc+aNSvD55aa1atXa+LEiapataq++eYb7d69W+vXr9eLL74oBwcHhYaGqlOnTimqOfr27St3d3dJSvMasmx/+OGHVb9+/QzF98cffxjPO3bsmKF9c8LChQslJUyp1qVLF0kJCZU+ffpIShjPO3fuZPk4V69eVWhoqCQZlXS2JF4LJ/GY4cFBJQ3yPxIMWccYAgAAAEC+tG3bNuN5nTp1bLYdPny4cQP5448/1pgxY5Jsb9CggXr27Kl///vfKaY7e++993Tu3DlJCQt/T5o0ydhWr149de/eXf369dN3332nbdu2ac6cORo+fLjVOG7evKno6Ght375dNWvWTNJPy5YtFRgYqMjISM2aNUtt27ZNsq9lardGjRpp06ZNxrfVLVq3bq3XX389yY1WywLfiW+sV6lSxebN0/bt26tPnz7y8PBI8nqdOnXUsWNHvfzyy2revLkOHTqkCRMm6Iknnki1r8yer2WqJ8s38X18fDK1UHpiq1ev1s8//yxJ6tChg37++eckY9ihQwe9//77mjBhgs1+3n//fe3bt08+Pj5av3696tWrl2T7Y489pr59+6px48a6evWqxo4da0zrVqJECZUoUUKFChUy2pcpUybL57Zt2zYNHTpUX331lUwmk/F6q1at5OLioq+//lo7duzQ/v37U7xXvv76a61evVrOzs5auXKl2rVrl2T7o48+qn79+qlZs2Y6evSoXn31Vf31119J2kyaNMlIhnz44YdJpvaqV6+eevTooU6dOun333/P0nkmtmfPHtWtW1d//PFHkvFs1aqVmjZtqv79+yssLExvvPGG8d6RJG9vb/Xo0UP/+c9/tGzZMk2fPt1I2iS2f/9+I6lrrbIsLYcOHZKU8PstWbJkhve3JSgoSA899FCq2wMCAowpx6SEKjhLEu7pp59O8t5+7rnnNHnyZEVHR2vp0qWZShImNmXKFON5jx490mwfGBgoZ2dnxcTEaO/evRoyZEiWjo/cRyUN8j8SDFnHGAIAAABAvpR4nY0SJUqk2u7kyZP66aefJCVUwSRP0CRWqFAhFSlSxPg5KirKmP6qZs2aKaZWkhK+jT5r1iwVK1ZMktKcumvSpElJEhYWlSpVMqYbSn4TXJKuXbsmSWrSpEmKBE1iaU23lpYyZcqkSNAk5u3trffff9+I8/bt2zb7y+z5ZjdLFYerq6vmzp1rdQzHjRtnM2ESHh6uL774QlLCeSVP0Fj4+flp/PjxkqQffvhB9+7dy2r4Nvn6+urzzz9PkqCxGD16tPE8+TRvZrNZH3/8sSTp5ZdfTpGgsShSpIimTp0qSdq6datOnz5tbIuOjtY333wjKaHi5O23306xv7Ozs7755pt0TX+VEXPmzEmSoLHo16+f2rdvLylhDSfLe8fCkggIDQ3Vf//7X6t9W6poXFxcjOnB0issLMxI9tr6bMqswYMHKzAwMNXH7t27k7Rfs2aNbt68KUkpzqVatWpGlZCl2iaj7t69q3379mnQoEHG51/lypU1cuTINPd1cnIyPrMsyXA8WEjSIP9jurOsI0kDAAAAAPmS5aajpCSJleRWr14ts9ksSXrttdcydIy9e/cqJCREkjRw4MBU15Xw8vJSz549JUnHjh3T1atXrbZLPL2QNZab/nfu3DGOa+Hr6ytJWrVqlW7dupWR08iSe/fu6fz58zp69KixPknim+0HDx5Mdd+snG92iouL0+bNmyUlLJpumUYtOQcHBw0YMCDVfv744w9jKqe0qgQs669YKgRyUo8ePeTq6mp1W9WqVY1ERvKb4MeOHdPZs2eNPmxJvJ7M9u3bjed79+5VcHCwJGnAgAFWE0WSVLZsWbVp0yaNM0m/wMDAVJNk0j9ryMTGxhq/e4vmzZurSpUqkqxPeRYdHa3FixdLSpj+zVbVijV3E92LSlzRYi+W5Iuvr69atWqVYrslcbNz584kCbjU/PHHHzKZTMbDy8tL9erV0/z58yUlTE+4efNmm5/LiVmSNMmTaXgwkKRB/keCIesYQwAAAADIlxJP62XrZuD+/fslJXybP6OLuB85csR43qhRI5ttE29PvF9iDz30kFFxY03iKpi7yf5/1pI8OHPmjCpVqqTBgwdryZIlSSqKssutW7c0duxYVa1aVYULF1ZAQIBq1aplfFM/8RobthJGWTnf7HT27FlFRERISnv9osRrZCSXeNo4X1/fJDeqkz8SV+Tk9M3natWq2dxueX8kH+PE59O4cWOb55O4YiXx+Rw+fNh4npWxzaiMHCtxjBbPP/+8JGnjxo1J1g2SpJUrVxoVYqmt5WNL4cKFjec5UUW1adMmmc3mVB8tW7Y02gYHB2vVqlWSpN69e8vBIeUt9d69exsJ6MxW01iULl1ar776aqqJUGss12dOV5whZ5CkQf4WFyfx4ZR1+SRJ06lTJ7Vt2zbFo1OnTvYODQAAAADsws3NzXh+//79VNtZkghFixaVi4tLho6ROBGU1rRFpUqVsrpfYramEZOU5AZqXFxckm2DBw/W2LFj5eTkpNDQUM2bN099+vRRuXLlVKlSJb3xxhvZMl3Q3r17Va1aNU2ZMkWnTp0yqpBSY2vss3K+2Skjv0db64fcuHEjU8e3JIhySnrHOfkYZ8f5ZNfYZlRGjmXt/ThgwAA5OzvLbDZrwYIFSbZ9++23khKm/ku+NlR6eHl5GdVm169fz/D+2Wnp0qWKjo6WlHKqM4sSJUoYVU6LFi1K8z1fv359HT58WIcPH9ahQ4f0+++/a/z48fL29tbff/+tdu3apZhazxbLZ0h2T4eH3JH65JtAfhAeLqXxoYh0yCdJmnXr1hl/VBPL6P9gAAAAAEB+Ubx4ceP5nTt3knx7PSekNo1Tbpo8ebJeeOEFfffdd9qwYYN27NihiIgInT17Vp988ok+//xzzZgxQ8OGDctU/9HR0erZs6du374tZ2dnvfTSS+rSpYuqVKmiIkWKGFNqnTt3ThUrVpSkNG/o5jVZ+T0mTnLs27cv3TeVy5Ytm+lj5qTE57Nq1Sr5+/una7/UEiS5+R7J6rFKliypTp06acWKFZo/f77Gjx8vk8mkK1eu6Pfff5ck9e/fP9UpDtPy8MMPa+/evbpy5YquX7+erQmqjEhcGVO3bt00258/f15//vmnWrRokWobT0/PJJVigYGBevLJJ9WzZ081adJEd+/eVd++fXXkyBF5eXmleUxLEs3HxyfNtsh7SNIgf8snyQW7i4yUoqMlkhkAAAAAkK8kTtIEBwfLz8/PajvLehJ37txRdHR0hr7slng6ruvXrxvrWFiTeAqoxPtlNz8/P40dO1Zjx45VTEyMdu/ere+//15fffWVIiMjNWLECDVq1Eh16tTJcN8bN240qnFmzZplLLCeXGqVQnlV4unw0qpssLU98dRtxYsXz7PJl/RKfD4+Pj5JbrynV/KxtfUeyc6qkoz8HlN7Pw4ZMkQrVqxQUFCQ/vjjD7Vs2VILFy40kleDBg3KdHwtWrQw1iJavXp1pqZNy6rTp09rx44dGd5v4cKFNpM0qalVq5Y+/PBDvfTSS7p06ZKmTp2qSZMmpbmfZU2j8uXLZ/iYsD+mO0P+FhZm7wjyj/Bwe0cAAAAAAMhmgYGBxvNTp06l2s7y7fGYmJgkC56nR+Kb1jt37rTZdteuXVb3y0nOzs5q0qSJpk+fbix0bjabtXz58iTt0lt1cPToUeN5r169Um2XeC2TnJRdlRkVK1aUu7u7JGn37t0229ranjjxtXXr1myJzZ6y43wSvw+zMrYZlZFjpfZ+bNeunZFomzdvXpL/NmvWTJUrV850fAMHDjSef/7554qPj890X5mVuIpm9uzZWrJkic2HZcqz5cuX25zG0JYXX3xRAQEBkqRPP/3U5ppVUkIyLex/90Br1qyZqWPCvkjSIH+jkib7MJYAAAAAkO/Ur1/fWJfG1g3bjh07Gjf7p0+fnqFj1KtXz5iCZ8GCBaneaL17966+//57SVKNGjXk6+uboeNkh1atWhnPk98YTbx+T1RUVKp9xMbGGs9TW8Q7Pj5ec+fOzWyYGWKJ21bM6eHk5GQspv7777/r6tWrVtvFx8enWJ8ksdatWxvrv8yYMeOBm+otubp16xpJijlz5igyMjLDfdSrV8+opvnPf/6T6pj8/fffxjRi2eHw4cPav39/qtst68o4Ojoav/vkHBwcjGqZ5cuX67fffjMSvlmtfAkMDNRTTz0lSTpw4IA+/PDDdO/7119/KSgoKEvHN5vNWrRokaSEJNWwYcP07LPP2nwMHz5ckhQWFqaffvopU8d1dnbW22+/LSnhM+TTTz+12T7xZ3ejRo0ydUzYF0ka5G9U0mQfkjQAAAAAkO+4uLgYN/USV7EkV6VKFT399NOSpJ9++klTp05Nte29e/eMqXckydXV1Zjy68iRI1an7jGbzRo1apSRGBk1alTGTyYdFi1alCSJklziG+CWb7JbJE4anT17NtU+ElcOzJ8/32qbd955R/v27Usr3GxhidtWzOlluQEdFRWlF198Mcl6LBZTpkzR4cOHU+3Dx8fH+P1u27ZNr732ms0KievXr+vrr7/OYuQ5x8HBQWPHjpWUsM5Q//79bSbEwsLCNHPmzCSvubq6GomOAwcOWH1/xcbGaujQoVbX2s2KF154wWoycfHixfr1118lSV27drWZNB08eLBMJpMiIiKM8yhcuLCeeeaZLMf31VdfGWvRjB8/Xu+++67NMbh3757ee+89PfHEEwoNDc3Ssf/880+dP39ektSjR4907dOuXTsVKlRIUtIqnIwaOHCgypQpI0n64osvbJ6L5bPbzc1NzZs3z/QxYT8kaZC/kVjIPiS8AAAAACBf6tKli6SEG313bfx/9KxZs1S6dGlJ0pgxY9SqVSv9P3v3HdfE/f8B/HU5loDi3gMHWlfde7Za96p71C0o4F51Vq17L5TVOmrVarUOtNo66x7UiVoF3OJCZctK7vcHv+QrkhBmLgmv5+PBozZ3l3uTQ4F75f3+bNu2DVevXoW/vz/27NkDd3d3lC5dGjdv3kx27A8//IBy5coBAObOnYuePXvi8OHDuHbtGvbu3Yuvv/5ac0OzUaNGcHFxyY5PFQMHDkTJkiXh5uaGX3/9FRcvXsT169dx9OhRTJo0CYMGDQIA2NvbY8CAAcmOrVWrlqYrZfbs2Th27BgePHiAoKAgBAUFaUYbtW3bVrMo/KxZszBq1Cj89ddf+Pfff7Fr1y60bt0ay5YtQ5MmTbLlc/xc48aNASS9237JkiW4efOmpuYXL16k67k6d+6Mzp07AwD8/PzQpEkT7Nq1C9euXcPRo0fRt29fzJo1C3Xr1k31eX788UdNOLh27VrUrl0bGzZswPnz53Hjxg2cOnUKHh4e6NatG0qXLg0vL68MfOaGM2rUKE2I+fvvv6Nq1apYvnw5/vnnH9y4cQNnzpyBj48P+vfvj+LFi2Pu3LkpnuOHH37QdOR8//336N+/P44ePYpr167ht99+Q+PGjXHkyBG9r2161K1bF/7+/qhbty62bNmCf//9FydPnoSbmxsGDhwIIClsWbFiRarP4+joiNatWwP437pSvXv3hp2dXaZrLFq0KA4dOqQJaubPn49KlSph5syZ+PPPP+Hv748LFy7g999/h6urK8qWLYu5c+ciISEh0+f+NGTp0aNHmo6xsbFBhw4dAADHjh1Lts5WelhZWWHy5MkAgPDwcKxbt07nvidOnACQ9G+PeiQhmRYLuQsgylYMabKOGbyW//zzj9aW4ayaz0tERERERGSKBg0ahOnTpyM2Nhb79u3TBBWfK1KkCM6ePYuuXbsiICAAJ0+exMmTJ9N0jty5c+PEiRNo3749/vvvP+zduxd79+5NsV+TJk1w8OBBiKKYqc8pNa9fv4anpyc8PT21bndwcMBvv/2GUqVKJXs8d+7cGDt2LJYtW4Zr165p1p5QO3XqFFq2bAk7Ozv88ssv6NatG2JjY+Ht7Q1vb+9k+7Zs2RIeHh4GWXfH1dUVnp6eeP/+PaZPn47p06drtrVo0QKnT59O1/Nt374d7du3x/nz53H58mX07ds32fZatWrB29sbderU0fkc1tbWOHbsGIYMGYI//vgDN2/eTLV7Kk+ePOmq0dAEQcCuXbswbtw4eHl5ITg4GFOnTtW5vzrE+5SDgwOOHj2K1q1b49WrV5o1Tj41ZMgQtGjRQtOtklkdO3ZEx44dMW/ePK3PmSdPHhw8eBCOjo56n2vEiBE4duyY5v8zO+rsU3Xr1sXly5fh7u6Ow4cP4/Hjx6mOPrOzs8OUKVNQuXLlDJ/z48ePmnWpKlWqlK6/qz179sTu3buhVCqxfft2TJo0KUM1uLi4YOHChQgNDcXatWsxYcIETZeO2uPHjzXrhH333XcZOg/Jj500ZN7Y/ZF1zCCkadiwIRo1apTio2HDhnKXRkREREREJJsCBQqge/fuAJJGHKWmXLlyuHHjBrZs2YKOHTuiWLFisLS0RK5cuVCxYkUMGjQIBw4cQLNmzVIc6+joiJs3b8LDwwMtWrRAgQIFYGlpiSJFiqBdu3bYtm0bzpw5g/z582fL5wkkjVtbunQpOnfujCpVqqBAgQIQRRF58+ZFw4YNMWfOHNy/fx/t2rXTevySJUvg6+uLZs2aIX/+/DrDpLZt28Lf3x/fffcdihcvDktLSxQqVAgtWrSAj48PTpw4kSVdBmlRokQJXLlyBcOHD0eFChWSra2TEblz58bp06exfv161KtXD/b29sidOzdq1qyJxYsX48KFC2m6hrlz58bevXtx9uxZjBgxApUqVULu3LlhYWGB/Pnzo169enB3d8eff/6Z7Oa/sbK0tMTGjRtx8+ZNjBkzBtWrV4eDgwNEUYSDgwNq1qyJ4cOHY8+ePbh3757W56hatSru3LmDqVOnwsnJCdbW1ihYsCC++uor7NixA5s3b87yuufOnYujR4+iY8eOKFKkCKysrODo6Ag3NzfcuXMHLVq0SNPzdOvWTRMgfPHFF5oOrqxSpkwZHDp0CFeuXMH333+P+vXro1ixYrCysoK9vT3KlSuHnj17wsfHByEhIZgzZw6sra0zfL79+/cj4v/vK6a1i0atQ4cOmo6WzIw8s7W1xYQJEwAA79690xos79y5E5IkoXjx4pquSDI9gmTqq3Nlk4iICDg4OCA8PNzo03rSQZKAxYuBLJ7VmWOVKQNk0Ts1iIiIiIiIyLhcvnwZDRs2hCiKCA4ORpkyZeQuiYhMSGBgICpWrAgAWLp0aaqdRJQ1VCoVKleujAcPHmDx4sWYNm2a3CXlCNmRG7CThsxXXBwDmqxkBp00REREREREpF2DBg3QvXt3KJVKLF68WO5yiMjEbNq0CQBgYWGhc2QiZa1du3bhwYMHKFiwYKrjAsn4MaQh88VQIWtFRiZ1JxEREREREZFZWrRoESwsLLB582Y8f/5c7nKIyESEhYXBx8cHQNLYs6JFi8pckfmTJAkLFy4EAMybNy/FWjVkWizkLoAo2zCkyVoJCUndSZmcXUtERERERETGqVKlSti0aROCg4Px9OlTlCxZUu6SiMhIvXnzBhEREQgJCcHcuXPx/v17CIKA6dOny11ajvDy5Uv07NkT/fv3x8iRI+UuhzKJIQ2Zr/9f3IuyUGQkQxoiIiIiIiIzNnDgQLlLICITMHXqVGzdujXZY25ubqhdu7ZMFeUsxYsXx9y5c+Uug7IIQxoyX+ykyXqRkUChQnJXQURERERERERERsDKygrly5eHs7MzxowZI3c5RCaJIQ2ZL3bSZD0GX0REREREREREOd6WLVuwZcsWucsgMgsKuQsgyjYMFLIeX1MiIiIiIiIiIiKiLMOQhswXA4Wsx9eUiIiIiIiIiIiIKMtw3BmZL447y3om/pru378fKpUqxeMKhQLdunUzfEFERERERESZEBcXh+XLl8PDwwN//PEHGjduLHdJRERElE4Macg8qVRAVJTcVZgfE++k6dOnD+Lj41M8bmVlhbi4OBkqIiIiIiIiypgTJ05g5MiRePjwIQBg+PDhuHXrFiwtLWWujIiIiNKD487IPEVFAZIkdxXmx8RDGiIiIiIiIlP38uVL9O3bF61bt8ajR48gSRIkScL9+/exbt06ucsjIiKidGJIQ+aJYUL2YPhFREREREQkC6VSifXr18PJyQl79uwBgGTjnCVJwqxZs/Ds2TO5SiQiIqIMYEhD5okhTfZQKoGYGLmrICIiIiIiylGuXr2K2rVrY+zYsYiOjoZSqdS6X0JCAsaNG2fg6oiIiCgzGNKQeTLxBe6NGgMwIiIiIiIig/jw4QNcXV3RoEED3LlzR+/+kiTBz88PUVyjlYiIyGQwpCHzxCAh+/C1JSIiIiIiylaSJGHbtm2oUKECfH19IUmSzu6ZT1WuXBlnz56Fvb29AaokIiKirGAhdwFE2YKdNNnHhEOagQMHIjExMcXjFhb8p5CIiIiIiIzD3bt3MXLkSJw7dw6CIEDSsy6oKIqwtrbGokWL4O7uzt9viIiITAy/c5N5MuEgweiZ8Gv7008/yV0CERERERGRVtHR0Zg/fz5WrFiheSy1gEahUEClUuHbb7/FmjVrUKJECUOUSURERFmMIQ2ZJxMOEoweX1siIiIiIqIsdfDgQbi5ueHly5dQqVR69xcEAaVLl4a3tzfatGljgAqJiIgou3BNGjJPHHeWfRjSEBERERERZYknT56gc+fO6Nq1K0JCQvQGNBYWFrC0tMScOXNw7949BjRERERmgJ00ZH7i44G4OLmrMF8MaYiIiIiIiDIlPj4eq1atwty5c6FUKgGkPtpMvTZNy5Yt4enpiQoVKhiqVCIiIspmDGnI/LCLJnvx9SUiIiIiIsqw06dPw8XFBUFBQakGM2oKhQIFCxaEh4cHevbsCUEQDFAlERERGQrHnZH5YadH9oqOBtIwI5mIiIiIiIj+582bN/juu+/w1VdfITg4WG9AI4oiFAoFxo4di6CgIPTq1YsBDRERkRliJw2ZH4Y02UuSgKgoIE8euSshIiIiIiIyekqlEj4+Pvj+++8RExMDAHrXngGA2rVrw9fXFzVq1MjuEomIiEhGDGnI/HAcV/aLjGRIQ0REREREpMe1a9cwYsQIXL9+PU37i6IIe3t7rFixAsOGDYNCwQEoRERE5o7f7cn8sJMm+/E1JiIiIiIi0ik8PByjR49G3bp1cevWLb37i6IIABg0aBCCgoIwYsQIBjREREQ5BDtpyPywkyb7MaQhIiIiIiJKQZIk/Pbbbxg7dizev38PSZKgVCpTPUYQBDg5OcHX1xdNmzY1UKVERERkLPi2DDI/DBCyH19jIiIiIiKiZO7fv4+vv/4a/fv3x7t37/SuO2NhYQEbGxssX74ct27dYkBDRESUQ7GThswPA4TsZ6KvcYkSJRAfH5/icSsrK7x48UKGioiIiIiIyNR9/PgRCxcuxNKlSyFJEgBo/quNQqGASqVCp06dsG7dOpQqVcpQpRIREZERYkhD5kWSTDZAMCkm+hqHhobqDGmIiIiIiIjS688//8SoUaPw4sULvZ0zQFJAU6JECXh5eaFDhw4GqJCIiIiMHcedkXmJjgbS8IMxZZKJhjRERERERERZ4dmzZ+jWrRs6duyYpoDGwsICFhYWmDlzJu7fv8+AhoiIiDTYSUPmJSJC7gpyBoY0RERERESUAyUkJGDt2rWYPXs2EhMTASDVgEYQBEiShKZNm8LLywuVKlUyVKlERERkIhjSkHlheGAYMTFAYiJgwX9CiIiIiIgoZzh37hycnZ1x//79VNecURNFEfny5cO6devQt29fCIJggCqJiIjI1HDcGZkXhjSGw9eaiIiIiIhygLdv32Lo0KFo1qwZAgMD9QY0oihCEAS4uroiKCgI/fr1Y0BDREREOvFt8GReOO7McCIjgXz55K6CiIiIiIgoW6hUKvz888+YMmUKoqKiAABKpVLvcTVq1ICPjw/q1KmT3SUSERGRGWBIQ+aF3R2GY4KvdQRDPCIiIiIiSoObN2/C2dkZV69eTdP+oijC1tYWy5Ytg7OzM0RRzOYKiYiIyFwwpCHzYoLBgckywdfa2tpa7hKIiIiIiMiIRUZG4ocffsC6devSNKJMFEUolUr07dsXK1euRJEiRQxQJREREZkThjRkXkwwODBZfK2JiIiIiMhMSJKEPXv2YPTo0QgNDYVKpdJ7jCAIKFeuHHx9fdGiRQsDVElERETmSCF3AURZisGB4fC1JiIiIiIiMxAUFIQ2bdqgd+/eePv2rd6AxsLCAtbW1li8eDECAgIY0BAREVGmsJOGzEdiIhATI3cVOQdDGiIiIiIiMmGxsbFYunQpFi5cCEmSAEDzX20UCgVUKhXatWsHDw8PlClTxlClEhERkRljSEPmIypK7gpyFoY0RERERERkov7++2+MHDkST548STWYUVMoFChWrBg2btyILl26GKBCIiIiyik47ozMB0MDw+LrTUREREREJubFixfo1asX2rZti6dPn+oNaERRhCiKmDJlCu7fv8+AhoiIiLIcO2nIfDA0MKy4uKQPa2u5KyEiIiIiIkpVYmIiPDw8MHPmTMTFxQFAqmvPCIIASZLQqFEjeHt7o0qVKoYqlYiIiHIYhjRkPiIi5K4g54mKYkhDRERERERG7eLFi3B2dsadO3fStL8oinBwcMCaNWvw3XffQRCEbK6QiIiIcjKOOyPzwU4aw+NrTkRERERERur9+/dwdnZG48aN8d9//+ndXxRFCIIAZ2dnBAUFYeDAgQxoiIiIKNuZZUijVCoxe/ZslC1bFrly5UL58uUxf/78NC0GSCaMgYHhsXuJiIiIiIiMjEqlwubNm1G+fHls3rwZQNJ9An2qVq2KS5cuwdPTE/ny5cvuMomIiIgAmOm4s6VLl8LT0xNbt25F1apV4e/vj6FDh8LBwQFjx46VuzzKLgxpDM/EXvM5c+Zo/eVMFEXMmzdPhoqIiIiIiCgrBQQEwMXFBRcvXkzT/qIowsbGBkuWLIGrqytEUczmComIiIiSM8uQ5sKFC+jatSs6duwIAHB0dMTOnTtx5coVmSujbGVigYFZMLHXfMmSJYiPj0/xuJWVFUMaIiIiIiITFhUVhblz52L16tVpGlGmUCigUqnQq1cvrF69GkWLFjVAlUREREQpmeW4s8aNG+PEiRN48OABAODmzZs4d+4c2rdvr/OYuLg4REREJPsgE2NigYFZ4GtOREREREQykiQJ+/btQ8WKFbF69WqoVCq9o80EQYCjoyOOHz+OnTt3MqAhIiIiWZllJ820adMQERGBL774AqIoQqlUYuHChRgwYIDOYxYvXsx30puyuLikDzIshjRERERERCSThw8fws3NDX/99RcEQdC7Dq2FhQUUCgV++OEHTJ48GdbW1gaqlIiIiEg3s+yk2b17N7Zv344dO3bg2rVr2Lp1K1asWIGtW7fqPGb69OkIDw/XfDx79syAFVOmRUXJXUHOxJCGiIiIiIgMLC4uDgsXLkTlypVx4sQJAEg1oFGPP2vVqhXu3buHmTNnMqAhIiIio2GWnTRTpkzBtGnT0LdvXwBA9erV8eTJEyxevBiDBw/Weoy1tTV/SDNlDAvkERkJSBKQhpnPREREREREmXXixAmMHDkSDx8+1Ns5AyStPVO4cGFs3LgR3bp1S9N6NURERESGZJadNDExMVAokn9qoihCpVLJVBFlO4Y08khMBGJj5a6CiIiIiIjM3KtXr9CvXz+0bt0ajx490hvQiKIIhUKBCRMmIDAwEN9++y0DGiIiIjJKZtlJ07lzZyxcuBClS5dG1apVcf36daxatQrDhg2TuzTKLhERcleQc0VGArlyyV1FmqxatUrrIqKiKMpQDRERERER6aNUKuHp6Ylp06Yh9v/fIJaWN2DWr18f3t7eqF69enaXSERERJQpZhnSrF+/HrNnz4abmxvevHmD4sWLY+TIkfjhhx/kLo2yCztp5BMZCRQuLHcVaeLu7i53CURERERElEZXr17FiBEjcOvWrTTtL4oicufOjVWrVmHw4MEpJmwQERERGSOzDGly586NNWvWYM2aNXKXQobCkEY+fO2JiIiIiCgLffjwATNmzIC3t3eaghZRFKFUKjF06FAsWbIEBQoUMECVRERERFnDLEMayoEYFMiHrz0REREREWUBSZLw66+/Yvz48QgPD4ckSVrHFX/uiy++gK+vLxo1amSAKomIiIiyFnt/yTwwKJAP1wMiIiIiIqJMunv3Lpo3b45Bgwbhw4cPesMZCwsL5MqVC6tXr8aNGzcY0BAREZHJYkhDpk+SGNLIia89ERERERFlUExMDKZNm4Yvv/wSFy9eBJDUUaOLevxZ165dERgYiPHjx8PCgkNCiIiIyHTxJxkyfbGxQGKi3FXkXAxpiIiIiIgoA/z8/ODq6oqXL19CpVLp3V8QBJQuXRpeXl5o27atASokIiIiyn7spCHTx5BAXnz9iYiIiIgoHZ48eYLOnTujS5cuaQpoLCwsYGlpiTlz5uDevXsMaIiIiMissJOGTB9DAnlFRSWNnBMEuSshIiIiIiIjFh8fj1WrVmHu3LmaNWdSC2gEQYAkSWjRogU8PT3h5ORkqFKJiIiIDIYhDZk+hjTyUqmA6GjA3l7uSoiIiIiIyEj9888/cHFxQWBgYKprzqgpFAoULFgQHh4e6NmzJwS+KYyIiIjMFMedkeljSCM/XgMiIiIiItLizZs3GDhwIFq2bImgoCC9AY0oihAEAWPGjEFgYCB69erFgIaIiIjMGjtpyPRFRMhdAUVGAsWKyV2FXs+fP9e5rWTJkgashIiIiIjIvCmVSvj6+mLq1KmIiYkBkPpoM7XatWvDx8cHNWvWzOYKiYiIiIwDQxoyfezikJ+JBGXly5dHfHx8isetrKwQFxcnQ0VERERERObn2rVrcHZ2xrVr19K0vyiKsLOzw4oVKzB8+HAoFBz6QURERDkHf/Ih08eQRn68BkREREREOV54eDjGjBmDunXr4ubNm3r3F0URADBw4EAEBQXB2dmZAQ0RERHlOOykIdPHgEB+vAZERERERDmWJEn47bffMHbsWLx//x6SJEGpVKZ6jCAIcHJygq+vL5o2bWqgSomIiIiMD9+iQqZNkoCoKLmrIIY0REREREQ50v379/H111+jf//+ePfund51ZywsLGBjY4Nly5bh1q1bDGiIiIgox2MnDZm26GggDYtPUjYzkTVpiIiIiIgoa3z8+BGLFi3CkiVLNI9JkqRzf4VCAZVKhU6dOmHdunUoVaqUIcokIiIiMnoMaci0sYPDOPA6EBERERHlGH/++SdGjRqFFy9e6O2cAZICmhIlSsDLywsdOnQwQIVEREREpoMhDZk2hgPGISYGSEwELIz7n5TKlSsjISEhxeOWlpYyVENEREREZFqePXuGsWPHYv/+/ZrOmNRY/P/vB9OmTcP06dNha2triDKJiIiITIpx31El0ochjfGIjATy5ZO7ilTduHFD7hKIiIiIiExOQkIC1q1bh1mzZmne9JRaQCMIAiRJQpMmTeDt7Y1KlSoZqlQiIiIik8OQhkwbQxrjYQIhDRERERERpc/58+fh7OyM//77L9U1Z9REUUS+fPmwbt069O3bF4IgGKBKIiIiItOlkLsAokzhgvXGg9eCiIiIiMhshIaGYujQoWjatCkePHigN6ARRRGCIGDUqFEICgpCv379GNAQERERpQE7aci0sZPGePBaEBERERGZPJVKhU2bNmHy5MmIiooCACiVSr3Hffnll/D19UWdOnWyu0QiIiIis8KQhkwbgwHjwWtBRERERGTSbt68CWdnZ1y9ejVN+4uiiFy5cmHZsmVwcXGBKIrZXCERERGR+eG4MzJtDAaMB8edERERERGZpMjISEyYMAG1a9fGtWvX9O6vUCTdSujbty+CgoLg6urKgIaIiIgog9hJQ6ZLqQSio+WugtQYmBERERERmRRJkrBnzx6MHj0aoaGhUKlUeo8RBAHly5eHj48PWrZsmf1FEhEREZk5dtKQ6fr/+chkJNhJQ0RERERkMoKCgtCmTRv07t0bb9++1RvQWFhYwNraGosWLUJAQAADGiIiIqIswk4aMl3s3DAukZGAJAGCIHclRERERESkQ2xsLJYuXYqFCxdqghlJknTuLwgCJElC27Zt4eHhAUdHRwNVSkRERJQzMKQh08WQxrgkJgKxsUCuXHJXQkREREREWhw7dgwuLi548uRJqsGMmkKhQNGiReHp6YkuXboYoEIiIiKinIfjzsh0MaQxPhx5RkRERERkdEJCQtCrVy+0adMGT58+1RvQiKIIURQxZcoUPHjwgAENERERUTZiJw2ZLoY0xicyEihSRO4qdOratSsSExNTPG5hYYEDBw7IUBERERERUfZJTEyEh4cHZs6cibi4OABIde0Z9WizRo0awdvbG1WqVDFUqUREREQ5lkFCmtevX+PQoUMIDQ1F2bJl0alTJ9ja2hri1GTO2LVhfIz8mhw9ehTx8fEpHreyspKhGiIiIiKi7HPp0iU4OzsjICAgTfuLoog8efJg7dq1+O677yBwrUkiIiIig8h0SHPv3j3MmTMHgiDA29sbefPmTbb94MGD6N+/Pz5+/Kh5rGTJkjhw4ABq1qyZ2dNTTsZOGuPDa0JEREREJKv3799j2rRp+Omnn6BQ6J9wLooiVCoVRowYgcWLFyNfvnwGqJKIiIiI1DK9Js3+/fuxZ88ehISEpAho3rx5g++++w4xMTGQJEnz8ezZM3Tu3BlRUVGZPT3lZAwEjA+vCRERERGRLCRJwpYtW1C+fHls2rQJkiRBqVTqPa5q1aq4dOkSvLy8GNAQERERySDTIc2JEycgCAI6deqUYtvGjRsRFRUFCwsLrFq1Cjdv3sSyZcugUCgQEhICX1/fzJ6ecjIGAsbHyMedERERERGZo4CAADRp0gRDhw5FWFiY3nBGFEXY2dlh/fr1uHbtGurXr2+gSomIiIjoc5kOaZ4+fQoAqFWrVopte/fuhSAIGDRoEMaPH4/q1atj8uTJGD58OCRJwsGDBzN7esqpEhKA2Fi5q6DPMTgjIiIiIjKYqKgoTJkyBTVr1sSVK1f07q8ef9arVy8EBgZi9OjREEUxu8skIiIiolRkOqR58+YNAKBw4cLJHg8NDcWdO3cAAP3790+2rUuXLgCAu3fvZvb0lFMxDDBOvC5ERERERNlOkiTs27cPFStWxKpVq6BUKvV2zwiCAEdHRxw7dgw7d+5EsWLFDFQtEREREaXGIrNP8PHjRwBA7GddDefOnQMAWFlZoWnTpsm2qX8YDAsLy+zpKadiGGCcoqMBpRIw0nfjnTx5EpIkpXhcEAQZqiEiIiIiSr9Hjx7B3d0dR44cgSAIWn++/ZSFhQUUCgVmz56NKVOmwNra2kCVEhEREVFaZDqkyZ8/P968eYOnT5+iYcOGmsdPnDgBAKhbty6srKySHZOYmAgAsLe3z+zpKadiSGOcJAmIigIcHOSuRKsmTZrIXQIRERERUYbExcVhxYoV+PHHHzVdM6kFNOoAp1WrVti4cSPKlStnqFKJiIiIKB0yPe6sRo0aAIAdO3ZoHvv48SN+//13CIKAr7/+OsUxT548AQAUKVIks6ennIohjfGKiJC7AiIiIiIis3Ly5ElUrVoVs2fPRnx8vN7RZgqFAkWKFMHevXtx5MgRBjRERERERizTIU3fvn0hSRL8/PzQt29feHh4oE2bNnjz5g0EQUC/fv1SHHP58mUAQJkyZTJ7esqpGNIYL14bIiIiIqIs8erVK/Tr1w+tWrXCo0eP9I42E0URCoUC48ePR2BgILp3787RvkRERERGLtPjzgYNGoRNmzbh3Llz+P333/H7779rtg0dOhRffPFFimP++OMPCIKAxo0bZ/b0lFOxW8N4MaQhIiIiIsoUpVIJT09PTJs2TbP+q0ql0ntcvXr14OPjg+rVq2d3iURERESURTLdSaNQKHDkyBFMnDgRJUuWhIWFBUqVKoXZs2fD09Mzxf6HDh3C48ePAQAdOnTI7Okpp2IQYLwYoBERERERZdjVq1dRp04djBkzBtHR0XpHm4miiLx582LTpk04f/48AxoiIiIiEyNI+vqls9iHDx8Q8f83cY153FlERAQcHBwQHh6OPHnyyF0OfW7dOuD9e7mrIG2+/BLo3l3uKoiIiIiITEpYWBimT58Ob29vKBSKNIUzSqUSw4cPx9KlS1GgQAEDVUpERESUc2VHbpDpcWfplS9fPuTLl8/QpyVzIknspDFmvDZERERERGkmSRK2b9+OcePGITw8HJIk6Q1oAOCLL76Ar68vGjVqZIAqiYiIiCi7ZHrc2ddff41WrVrhyZMnaT4mJCREcxxRusXFAQkJcldBunDcGRERERFRmty7dw8tWrTAwIED8eHDhzR1z+TKlQurVq3CjRs3GNAQERERmYFMd9KcPn0agiAgOjo6zcd8/PhRcxxRurFTw7hFRiZ1O/HvNxERERGRVjExMZg/fz5WrFgB9QTy1CaRKxQKqFQqdOvWDWvXrkWJEiUMVSoRERERZTODjzsjyjSGNMYtPj6p28nGRu5KiIiIiIiMjp+fH1xdXfHy5UuoVCq9+wuCgFKlSsHLywvt2rUzQIVEREREZEiyhDTqrhsb3sSljGBIY/wiI40ypDl06JDWX4QVCgU6deokQ0VERERElFM8efIEo0ePxqFDhzSdMamxsEj6dX3mzJmYNm0af38mIiIiMlOyhDRHjhwBAJQsWVKO05OpY0hj/CIjgUKF5K4ihR49eiA+Pj7F41ZWVoiLi5OhIiIiIiIyd/Hx8Vi9ejXmzp2LhP9fWzO1gEYQBEiShObNm8PLywtOTk6GKpWIiIiIZJDukGbYsGFaH581axby5s2b6rFxcXEIDg7G1atXIQgCWrRokd7TEzGkMQUREXJXQEREREQku3/++QcuLi4IDAxMdc0ZNYVCgQIFCsDDwwO9evXiOq5EREREOUC6Q5otW7ak+EFRkiQcOHAgTcerfzDNnz8/pk+fnt7TEzEAMAUM0oiIiIgoB3vz5g0mT56Mbdu2QRRFvQGNKIpQqVQYM2YMfvzxR+TJk8dAlRIRERGR3NId0pQuXTpZSPPkyRMIgoBixYrB0tJS53GCIMDGxgbFihVD48aN4erqiuLFi2esasrZGAAYPwZpRERERJQDqVQq+Pj4YOrUqYiJiQEAKJVKvcfVrl0bPj4+qFmzZjZXSERERETGJt0hzePHj5P9v0KhAAD8/fffqFKlSpYURZQqhjTGj9eIiIiIiHKY69evY8SIEbh27Vqa9hdFEXZ2dlixYgWGDx+u+d2aiIjI2M2dOxfz5s0DgDSN80yNo6Mjnjx5gsGDB2PLli1ZUB2R6Ul3SPO55s2bQxAE2NnZZUU9RKmTJCAqSu4qSB+GNERERESUQ4SHh2PWrFnYsGFDmoIWURShVCrx3XffYfny5ShUqJABqiQiIiIiY5XpkOb06dNZUAZRGsXEAGkYF0AyM9JxZ/369UNiYmKKxy0sMv1PIRERERHlMJIkYdeuXRgzZgzev38PSZL0jjYTBAEVKlSAr68vmjVrZqBKiYiMw5YtWzB06FAAwKNHj+Do6ChvQZRtWrZsiX/++QctWrTgvWOiNOCdSTIt7NAwDVFRgEoFGNnIBrbNEhEREVFWePDgAUaNGoVTp05BEAS9o14sLCxgYWGB+fPnY9y4camu50pERGTs5s6di7lz52bJc32+tAZRTpQtIU1ERAQiIyPTtEBi6dKls6MEMlcMaUyDJAHR0UDu3HJXQkRERESUZT5+/IjFixdj8eLFmmAmtYBGoVBApVKhY8eOWL9+PUqVKmWoUomIiIjIRGRZSHPs2DFs3LgR586dw/v379N0jCAIWkcPEenEkMZ0REQwpCEiIiIis3HkyBGMGjUKz58/h0ql0ru/QqFA8eLF4eXlhY4dOxqgQiIiIiIyRVkyi2js2LFo164dDh48iHfv3kGSpDR/EKULQxrTwWtFRERERGbg+fPn6N69Ozp06JCmgEY92mzatGm4f/8+AxoiyvFOnz4NQRA069EAQNmyZSEIQrKPT9cuGTJkCARB0Kxb8/LlS3z//feoWrUqcufOnWx/9fN//hzaqPfTN6rr1KlTGDx4MMqVKwdbW1vkyZMH1atXx5QpUxASEpKBV+F/Pv/cXrx4gYkTJ6JixYqwtbVFoUKF0LFjRxw9ejRNz3f79m24uLjAyckJtra2yJ07N6pWrYoJEyboHSWmVCqxZcsWtG3bFkWLFoWVlRUcHBzg5OSEVq1aYdGiRbh7926K4+bOnat5LbV9bv/88w8A4J9//klxnT9fi8jR0RGCIGDIkCHJHv/6668hCAJKlSql9x5ybGwsHBwcIAgCevfurXMfDw8PtGrVSvO5Fi5cGK1bt8bPP//MRgKSVaY7aXbs2AEPDw8AgI2NDbp164Y6deogf/78UBjZehRkBnjj33RERMhdARERERFRhiUkJGDdunWYNWsWEhISACDVgEa9Nk2TJk3g7e2NSpUqGapUIiKzdunSJXTu3BmhoaHZfq7Y2FgMHToUv/32W4ptAQEBCAgIgKenJ3bu3InOnTtn+nz+/v7o2LEj3rx5o3ns48eP+PPPP/Hnn39i4sSJWLlypc7jFy9ejFmzZqX4/nT37l3cvXsXnp6e8PHxwaBBg1IcGxUVhQ4dOuDs2bPJHk9ISEBERASCgoJw8uRJXLt2DXv27MnkZ5p+AwYMwKlTp/D8+XOcOXMGLVq00LnvoUOHEPH/96EGDBiQYvvNmzfRtWtXPHnyJNnjb9++xYkTJ3DixAl4e3vDz88PRYoUydpPhCgNMh3SeHt7AwBKlSqFkydPonz58pkuikgn3vg3HQzUiIiIiMhEnT9/Hs7Ozvjvv//SNAFCFEXkzZsX69atQ79+/VK8s5iIKCerV68ebt++jQMHDmDWrFkAgL/++gvFixdPtl/ZsmVTHBsVFYUePXogNjYWM2fOxDfffANbW1vcvn0bxYoVy9I6JUlCz549cfjwYQBA586d0bt3b5QrVw4KhQJXrlzBypUr8fTpU/Ts2RPnz59H3bp1M3y+mJgY9OrVC+Hh4Zg2bRo6dOgAa2trXL58GYsXL8bLly+xatUqlC5dGuPGjUtx/MaNGzFjxgwAQKFChfD999+jSZMmUCqVOH78OJYvX47o6GgMGTIEBQsWRIcOHZIdP3fuXE1A06lTJwwYMAClS5eGjY0N3rx5g+vXr+PQoUPp+p62cOFCTJ48GUOHDoW/vz/q1q2LzZs3J9vHysoqTc/Vo0cPuLu7Iy4uDtu3b081pNmxYwcAIF++fGjfvn2ybUFBQWjRogXCw8ORJ08euLu7o379+ihVqhTevXuHgwcPwtvbG1evXkXXrl1x9uxZWFpapvlzJsoKmQ5pbt26BUEQMGfOHAY0lP1449908FoRERERkYkJDQ3F1KlTsXnzZoiiqDegEUURKpUKo0aNwoIFC5A3b17DFEpEZELs7OxQrVo1+Pv7ax6rWLFiirFX2rx79w729vY4d+4catSooXm8Xr16WV7nTz/9hMOHD8PS0hIHDx5Eu3btkm1v2LAhBg4ciGbNmuHOnTsYP348zp07l+HzvX37FmFhYTh+/DiaN2+uebx+/fro0aMHGjRogOfPn2PmzJno378/ChUqlOzYKVOmAACKFy+OS5cuoVSpUprtTZo0QZcuXdCsWTNER0fDxcUFjx49ShY+7N69GwDQs2dP/P777ynqa9euHaZPn57mtccBoESJEihRogTs7OwA/O/aZ0TevHnRsWNH/PHHH9izZw88PDy0Bjzh4eH4888/AQC9evVKsc/gwYMRHh6OWrVq4e+//0bBggWTbW/Tpg06deqEjh074vLly9iyZQucnZ0zVDNRRmV6Hpm67btWrVqZLoZIL974Nx3seiIiIiIiE6FSqfDTTz+hQoUK+OWXXwAkzenXp3r16rh69So8PDwY0BARZZOpU6cmC2iygyRJWLp0KYD/rb2tTb58+bB8+XIASV2XgYGBmTrvyJEjkwU0asWLF9eMOYuOjsbWrVuTbd+8eTNiYmIAAKtWrUoW0KjVqlUL06dPB5C07s3+/fuTbX/16hUAoFmzZqnWmD9//rR9MtlAPbrsw4cPOHLkiNZ99uzZg7i4uGT7q509exYXLlwAAGzdujVFQKPWrl079OzZEwCwZcuWrCidKF0yHdKoU++oqKjMPhVR6lQqIDpa7ioorRioEREREZEJuHnzJho2bAhnZ2eEh4frDWdEUYS9vT02btwIf39/1KlTx0CVEhHlTNrWGMlqd+/eRXBwMABobtbr8mmocvHixUydd+jQoTq3ffvtt5o3ABw/fjzZNvX/582bF927d9f5HCNGjEhxjJp6XNyuXbs0gY+x6dixIxwcHAD8b6TZ59SPly5dOkXgdPDgQQBApUqVUL169VTPpb6uV69eRWJiYqbqJkqvTIc06n8ITpw4keliiFIVFQWkYR40GQl20hARERGREYuMjMSECRNQu3ZtXLt2Te/+oigCAPr06YOgoCC4urpqHiMiouxhb2+PcuXKZft5Ph3F1qhRIwiCoPPD3t5es6+6GyUjrKysUu0QsrS01Ewuun37drJtAQEBAIDatWunun5KkSJFNG+wVx+jNnjwYADAhQsXULZsWYwePRr79u3D27dv0/25ZBdra2tNaObn54fIz94QHBISgtOnTwOA1jXh1Nf1/v37qV5TQRAwevRoAElTo9Iz4o0oK2Q6pJk0aRJKly6NNWvW4L///suKmoi0Y2eGaYmLA+Lj5a6CiIiIiCgZSZKwZ88eODk5Yd26dVCpVHq7ZwRBQLly5XDq1Cls374dRYoUMVC1REQ5m6FGSb558yZDx2WmAyV//vx6w37195vPQwP1/xcuXFjveYoWLar1OWbPno1hw4ZBEAS8efMGGzZsQPfu3VG4cGFUq1YNc+bMwevXr9P8+WQXdSfVx48f8ccffyTb9ttvv0GlUiXb71NyXFeijLDI7BM4ODjgr7/+QufOndG4cWMsWLAA/fr1Q758+bKiPqL/YUhjeiIjgQIF5K5Co0yZMojXEhxZWVnhyZMnMlRERERERIak7oA5fvw4BEGApKdT38LCAqIoYs6cOZg0aZLWBYuJiCj7GKpj8dOw3s/PT9N9ok9aQhJdPu/6MPRzWFpa4ueff8akSZOwc+dOnDx5Ev7+/oiPj8edO3dw584drFq1Cr/++iu6du2a6VozqkWLFihRogRevHiBHTt2aDqAgP+NOqtevbrWcWbq61qjRg38+uuvaT5niRIlMlk1UfpkOqRRtxzGxMQgLCwMY8aMwdixY1GwYEHY2tqmeqwgCJp5j0R6MaQxPRERRhXSvHr1SmdIQ0RERETmKzY2FsuWLcOCBQs077hNLaBRKBRQqVRo27YtPDw80nyzjoiIDE+h+N+gIPW/8dpEp7LOcYFP7l3kzZsX1apVy5riUvHu3TsolcpUgyh1J0v+/PmTPZ4/f368fPkyTZ0u6pFsnz+HWpUqVTB//nzMnz8fsbGxOHfuHHbs2IFffvkFUVFR6NevH4KDgzVr2BiaQqFAv379sGLFCpw4cQKvX79GkSJF8ODBA/z7778AdK9bpL6uUVFRBrmmRBmV6XFnjx8/xuPHjzXtY5IkQaVS4c2bN5ptqX0QpRlDGtPDa0ZEREREMjt27BiqVKmCuXPnIiEhQe9oM4VCgaJFi2L//v04dOgQAxoioiySFZ0j2uTOnVvz5w8fPujc78GDBzq3qdd+AYDz589nTWF6xMfH4+bNmzq3JyYm4saNGwCQImBQ//+1a9dSXeT+zZs3mskhaQkpbGxs0Lp1a2zatAnLly8HkDRm7NChQ3qP/VRWX2t1CKNUKrFr1y4AwPbt2zXn6tevn9bj1Nf14cOHmVo/iCi7ZbqT5tMWM6JsxRv+pofXjIiIiIhkEhISgnHjxmHPnj1QKBR6R5up38k8adIk/PDDD7CzszNEmUREOYaNjY3mz3FxcVn2vJ+G6f7+/ujRo4fW/Xbu3KnzOWrXro2SJUvi+fPn8PHxwbhx45LVm122bt2K2rVra922b98+TejUunXrZNtat26NY8eOISwsDH/88Qd69+6t9Tl+/vlnzfe/z59Dn1atWmn+HBoamq5j1a9dVl3nmjVrokqVKrh79y62b9+OsWPHaq5ns2bNULp0aa3HdenSBRs2bIAkSVi7di0WL16cJfUQZbVMhzSbN2/OijqI9IuIkLsCSi9eMyIiIiIysMTERGzYsAEzZszQ3BxKbfyNem2ahg0bwtvbG1WrVjVUqUREOcqn47KCg4NRqVKlLHnefPny4csvv8StW7ewefNmTJkyJcVor3PnzmHt2rU6n0OhUGDGjBlwc3PDw4cPMWjQIGzbtg3W1tZa94+IiMAvv/yC0aNHZ6p2T09P9OrVC02bNk32+KtXrzB58mQAgK2tbYo3yQ8dOhTz5s1DTEwMJk2ahCZNmqRYR+XmzZtYtGgRgKQ1Vrp166bZ9v79e5w/fx6dOnXS2fXy999/a/5ctmzZdH1e6mv98OFDSJKUJZ01AwYMwMyZM3HlyhXs3LkTgYGBmsd1adOmDerXr48rV65g+fLlqFWrls5ACwBu376Nx48fo3Pnzpmulyg9Mh3SEBkMuzJMD68ZERERERnQpUuX4OzsjICAgDTtL4oi8uTJgzVr1mDgwIHZNoqHiIiSRk/Z2NggNjYWs2fPhqWlJcqUKaNZU6ZEiRLIlStXhp7b3d0dI0eOxOvXr9GsWTPMnj0blSpVwvv373H48GFs3LgRdevWxYULF3Q+x6hRo3Ds2DHs27cPv//+O65du4aRI0eifv36cHBwQEREBP777z+cPn0aBw8ehI2NTaZCmkKFCsHW1hbffPMNJkyYgA4dOsDa2hpXrlzBokWLEBISAgCYP38+ChcunOLY5cuXw93dHc+fP0edOnUwbdo0NG7cGImJiTh+/DiWL1+OqKgoCIIAHx8fWFpaao6PiIhAly5d4OjoiO7du6NBgwYoU6YMLCws8PLlS/j5+eGnn34CkHRdOnXqlK7PrXHjxti8eTPevHmDiRMn4rvvvoODgwMAaK57evXv3x+zZs2CJElwc3MDkLTGcK9evVI9bseOHahfvz7ev3+PPn364Ndff0WfPn3g5OQEURTx5s0bXL9+HX5+frh06RImTZrEkIYMjiENmQ7e8Dc97KQhIiIiIgN4//49pk2bhp9++inZAtK6iKIIlUqFESNGYPHixciXL58BqiQiytly586NsWPHYtmyZbh27RratGmTbPupU6fQsmXLDD33iBEjcOTIEezfvx93795NsUZJ9erVsXfv3mTdPJ8TBAG7du3CuHHj4OXlheDgYEydOlXn/p8HJ+lla2uLPXv2oH379li8eLHWUVxjx47FxIkTtR7v5uaGsLAwzJ49G69fv8aECRNS7GNtbQ0fHx906NBB63M8fvwYq1at0lljsWLFcODAAdjb26fxs0rSt29fLF68GA8fPsSaNWuwZs0azbYyZcpkaJ1yR0dHNG7cGOfPn0dYWBgAoH379nq/h5cvXx4XL15Ejx49EBAQAD8/P/j5+encP0+ePOmujSizGNKQaUhMBD5+lLsKSi8jC9bev38vdwlERERElIUkScLWrVsxYcIEREZGQpIkKJVKvcdVqVIFvr6+aNCggQGqJCIitSVLlsDJyQm//PIL7ty5g/Dw8DT9u62PQqHAnj174O3tjS1btuDu3bsAkm7Q9+nTBxMmTEhTl46lpSU2btwIV1dX+Pr64vTp03j69CmioqJgb2+PsmXLok6dOmjfvn26u0u0qVu3Lq5du4YVK1bg8OHDePHiBezs7FCvXj2MHTsW7du3T/X4GTNmoFOnTvDw8MDJkycREhIChUKB0qVLo02bNhg/fnyyNXvUypQpgytXruDPP//EhQsX8OTJE7x+/RpRUVHImzcvqlSpgs6dO8PFxSVDoYW9vT0uXLiAxYsX4++//8aTJ08QExOT7uf53IABA3D+/Plk/58WFStWxI0bN7B7927s3bsXV69exdu3b6FUKlGgQAFUqlQJTZs2xbfffqtzjSCi7CRI+lZP1OOXX37JVAGDBg3K1PHZJSIiAg4ODggPD2eCagw+fABSmR1KRkqhAGbPBjg2goiIiIiyWEBAAEaOHJnq6JpPiaIIGxsbLF68GK6urrCw4HsWiYjI8IYMGYKtW7dmuKOEiOSVHblBpn8qHTJkSIbn9gqCYLQhDRkZI+vIoDRSqYDoaCCdbbFERERERLpERUVh3rx5WL16dZp+F1UoFFCpVOjZsydWr16d6qgbIiIiIiJDy5K3DmWyGYdIP4Y0pisykiENEREREWWaJEnYv38/3N3d8fr1a6hUKr3HCIIAR0dHeHt7o3Xr1gaokoiIiIgofTId0jx69EjvPtHR0Xjw4AF27NiBPXv2oEmTJvDx8YGtrW1mT085BUMa0xURAfDdikRERESUCY8ePYK7uzuOHDmi6YxJjYWFBRQKBWbPno0pU6bA2traQJUSEREREaVPpkOaMmXKpGm/KlWqoFu3bti9ezf69++PMWPG4NixY5k9PeUUDGlMF68dEREREWVQXFwcVqxYgR9//FGzsHRqAY0gCJAkCV9//TU8PT1Rrlw5Q5VKRERERJQhCkOfsHfv3hg8eDBOnToFb29vQ5+eTBVv9JsuXjsiIiIiyoCTJ0+iatWqmD17NuLj4zUhjS4KhQKFCxfGnj17cPToUQY0RERERGQSDB7SAElBjSRJ2LJlixynJ1MUESF3BZRRvHZERERElA6vXr1C//790apVKzx69EjvGqiiKEKhUGD8+PEIDAxEjx49IAiCgaolIiJKny1btkCSJDx+/FjuUojISGR63FlGFClSBABw//59OU5PpojdGKaL146IiIiI0kCpVMLLywvTpk3Dx48fAaQ+2kytbt268PHxwZdffpndJRIRERERZTlZQpqnT58CABISEuQ4PZki3ug3Xbx2RERERKSHv78/RowYgZs3b6Zpf1EUYW9vj1WrVmHIkCFQKGQZEkFERERElGkG/0k2ISEBy5YtAwBUqFDB0KcnUxQXB8THy10FZRTHnRERERGRDmFhYXBzc0P9+vUREBCgd39RFAEAQ4YMQXBwMIYNG8aAhoiIiIhMWqY7adRdMalRqVT48OED/P394eHhgYCAAAiCgL59+2b29JQTsBPDtH38CCQkAJaWcleC+fPna11wVhRFzJ49W4aKiIiIiHImSZKwfft2jBs3DmFhYZAkSevPaZ+rVKkSfH190bhxYwNUSURERESU/QRJ3yqMeqjfyZQekiShUaNGOHnyJKytrTNz+mwTEREBBwcHhIeHI0+ePHKXk7M9egRs3Sp3FZQZY8cC+fPLXQWsra0Rr6Ury8rKCnFxcTJURERERJTz3Lt3DyNHjsTZs2chCAL0/UoqiiKsrKywcOFCjBkzBhYWskztJiIiIiLKltwg033hkiSl6yNfvnyYPn06jh8/brQBDRkZdtKYPl5DIiIiohwvJiYG06dPx5dffomLFy8CQKoBjXqMWdeuXfHgwQNMmDCBAQ0RERERmZ1M/4S7efNmvfsoFArkzp0bZcuWRbVq1TLUfUM5GG/wmz5eQyIiIqIczc/PD66urnj58iVUKpXe/QVBQKlSpeDl5YV27doZoEIiIiIiInlkOqQZPHhwVtRBpBtv8Ju+iAi5KyAiIiIiGTx9+hSjR4+Gn58fFAqF3oBGFEUIgoAZM2Zg2rRpyJUrl4EqJSIiIiKSB3vFyfgxpDF9vIZEREREOUpCQgJWr16NOXPmICEhAQBSDWjUa9O0aNECXl5ecHJyMlSpRERERESyYkhDxo9dGKaP15CIiIgoxzhz5gycnZ0RGBiY6pozagqFAgUKFICHhwd69eoFQRAMUCURERERkXHI8pDm33//xfHjxxEQEID3798DAPLnz49q1aqhdevWqFOnTlafkswduzBMn5Fcw2XLlkGpVKZ4nOtkEREREWXemzdvMHnyZGzbtg2iKOoNaERRhEqlwujRozF//nzkyZPHQJUSERERERmPLAtpbt++DRcXF1y5ckXnPjNmzECDBg3g7e2N6tWrZ9WpyZxJktHc4KdMMJJrOG7cOLlLICIiIjI7KpUKvr6+mDp1KqKjowFA6xtjPlerVi34+PigVq1a2V0iEREREZHRUmTFkxw/fhz169fHlStXIEkSJEmChYUFihQpgiJFisDCwkLz+KVLl1C/fn2cOHEiK05N5u7jRyANv+CRkYuMTArciIiIiMisXL9+HfXq1cOoUaMQERGhN5wRRRF58uSBt7c3Ll++zICGiMjEBAYGws/PL03jLImIKG0yHdKEhoaiV69eiIuLgyAIGDFiBC5fvozo6GiEhIQgJCQEMTExuHLlCpydnSGKIuLi4tCrVy+8e/cuKz4HMmdG0oFBmZSYmBS4EREREZFZCA8Px9ixY1GnTh3cvHlT7/7q8bLfffcdgoKC4OLiAoUiS94zSEREBpKYmIguXbqgS5cuaNq0aZr+/SciIv0y/VPx2rVrER4eDisrKxw+fBg+Pj6oV68eLCz+N0lNFEXUrVsX3t7eOHz4MCwtLREeHo61a9dm9vRk7hjSmA9eSyIiIiKTJ0kSfvvtNzg5OWHDhg2QJElv94wgCKhQoQLOnDmDLVu2oFChQgaqloiIspKnpyf+++8/ANB0Q7q5uWnWpCYioozJdEhz+PBhCIKA0aNHo23btnr3b9OmDcaMGQNJknD48OHMnp7MHW/sm4+ICLkrICIiIqJMePDgAVq1aoV+/fohNDQUKpUq1f1FUYSNjQ2WLl2K27dvo1mzZgaqlIiIstrbt28xc+ZMzf8rlUpIkgQfHx+UK1cOx44dk7E6IiLTlumQ5tGjRwCALl26pPkY9b4PHz7M7OnJ3DGkMR+8lkREREQm6ePHj/jhhx9QtWpVnD17FgBSXYtAPcasU6dOuH//PqZMmQJLS0uD1EpERNlj+vTpiImJSfG4UqlEeHg47t+/L0NVRETmwUL/LqmLjY0FANjZ2aX5GPW+cXFxmT09mTve2Dcf7KQhIiIiMjlHjhzBqFGj8OzZszQtEq1QKFC8eHF4enqiU6dOBqiQiIiym7+/PzZt2qT1+4BCoYCjoyNcXFxkqIyIyDxkupOmaNGiAIDr16+n+Rj1vkWKFMns6cncMaQxH7yWRERERCbj+fPn6N69Ozp06IDnz5/rDWgsLCxgYWGBadOm4f79+wxoiIjMhEqlgpubm6ZLUtv2DRs2wMrKysCVERGZj0yHNM2aNYMkSViyZAki0vBO+cjISCxduhSCIHAmMenH7gvzwZCGiIiIyOglJCRg5cqVcHJywsGDBwEg1bVnBEEAADRu3Bi3b9/GwoULYWtra5BaiYgo+23btg1Xr16FUqlMsU0URXTs2BHt2rWToTIiIvOR6ZBm5MiRAJLWpmnevDn8/f117uvv748WLVogODg42bFEOvHGvvlg4EZERERk1M6fP48aNWpgypQpiI2N1XpD7lOiKCJ//vz49ddfcfr0aXzxxRcGqpSIiAwhPDwckyZN0gTyn1MoFFi7dq2BqyIiMj+ZXpOmSZMmcHNzw8aNG3H79m00aNAAVatWRYMGDVC4cGEIgoDXr1/j8uXLuHPnjuY4Nzc3NGnSJLOnJ3OmUgFRUXJXQVnFCAK3ly9f6txWrFgxA1ZCREREZDxCQ0MxdepUbN68GaIo6h1tJooiVCoVRo4ciYULFyJv3ryGKZSIiAxq3rx5+PDhg861aKZOnYry5cvLUBkRkXnJdEgDAOvXr4etrS1WrVoFlUqFgICAZIEMAM0/6AqFApMnT8aSJUuy4tRkzqKjgTQsTkomIjoaUCoBUZStBEdHR8THx6d43MrKCnFxcTJURERERCQflUqFzZs3Y9KkSYj6/zdH6eueAYDq1avD19cXdevWze4SiYhIJvfu3cO6deu0jrwUBAFFihTB9OnTZaiMiMj8ZHrcGZD0j/OyZctw48YNuLq6wsnJCZIkJftwcnKCq6srbty4oVmThihVRtB5QVmM15SIiIjIKNy6dQuNGzfGiBEjEB4enqbRZvb29tiwYQP8/f0Z0BARmTFJkuDu7q7z3p0kSVizZg3s7OwMXBkRkXnKkk4atWrVqmHDhg0AgPj4eHz48AEAkC9fPlhZWWXlqSgn4A198xMZCXAcBhEREZFsIiMjMWfOHKxduzZNb5wTRRFKpRJ9+vTBypUrUbRoUQNUSUREctq/fz9OnTqldZsoimjcuDF69epl4KqIiMxXloY0n7KyskKRIkWy6+kpJ2BIY34iIuSugIiIiChHkiQJe/fuxejRo/H27Vut42s+JwgCypYtCx8fH3z11VcGqJKIiOT28eNHjB07FgqFQuv3CkmSsGHDBk7IISLKQuked3bkyBHUrl0btWvXxo4dO9J17I4dOzTHHj9+PL2nTpcXL17gu+++Q4ECBZArVy5Ur14d/v7+2XpOymIMacwPrykRERGRwQUHB6Nt27bo1asX3rx5ozegsbCwgLW1NRYuXIg7d+4woCEiykGWLVuGFy9eaP1eIYoi3NzcUL16dRkqIyIyX+kKaSRJwoQJE3Dz5k0UKlQI/fv3T9fJ+vXrh4IFC+LGjRuYNGlSuo5Njw8fPqBJkyawtLTEkSNHcPfuXaxcuRL58uXLtnNSNuANffPDa0pERERkMLGxsfjxxx9RuXJlnDx5EkDS73S6KBRJvx62adMG9+7dw/Tp0zm2mogoB3n8+DEWLVqk83tF7ty58eOPPxq4KiIi85eucWcnT57EgwcPIIoiVq9ene6TCYKANWvWoEaNGggICMA///yDFi1apPt59Fm6dClKlSqFzZs3ax4rW7Zslp+Hshlv6JsfmcedOTk5ISEhIcXjlpaWMlRDRERElH2OHTuGkSNH4vHjx6kGM2oKhQJFixbFxo0b0aVLF46xISLKgSZOnAilUqlz+/Lly/kGaCKibJCuTpq9e/cCAL755htUqVIlQyesUqUK2rZtCwDYs2dPhp5Dn4MHD6Ju3bro1asXChcujFq1asHX1zfVY+Li4hAREZHsg2TGkMb8yHxNAwICcP/+/RQfAQEBstZFRERElFVCQkLQu3dvtGnTBk+ePNEb0IiiCFEUMXnyZDx48ABdu3ZlQENElAOdOHEC+/bt0xrSiKKIGjVqYOjQoTJURkRk/tIV0ly5cgWCIKBz586ZOmmnTp0gSRIuXbqUqefR5eHDh/D09ISTkxP++usvuLq6YuzYsdi6davOYxYvXgwHBwfNR6lSpbKlNkoHBmXmh9eUiIiIKFskJiZi7dq1cHJywh9//AEAqa49ow5iGjZsiJs3b2Lp0qWws7MzSK1ERGRcEhIS4Orqqhl7+TmlUgkvLy+IomjgyoiIcoZ0jTt78uQJAKBSpUqZOmnFihUBJM26zA4qlQp169bFokWLAAC1atVCQEAAvLy8MHjwYK3HTJ8+HRMnTtT8f0REBIMaOSUmAjExcldBWS0yEpAkgO/OJCIiIsoyly5dgrOzc5q7g0VRRJ48ebBmzRoMHDiQnTNERDmch4cHgoKCtHZfiqKIAQMGoGHDhjJURkSUM6SrkyY8PBwAkD9//kydVH18do0UK1asWIpxbJUrV8bTp091HmNtbY08efIk+yAZRUXJXQFlh4QEIC5O7iqIiIiIzML79+/h4uKCxo0b4969e3r3F0URgiBg+PDhCAoKwqBBgxjQEBHlcK9fv8bs2bN1jse0trbG0qVLDVwVEVHOkq5Omjx58uDDhw8ICwvL1EnVx+fOnTtTz6NLkyZNcP/+/WSPPXjwAGXKlMmW81E24Ho05isiArCxkbsKIiIiIpMlSRJ++eUXTJgwAREREZAkKdWFntUqV66Mn376CQ0aNDBAlUREZAqmTZuG2NhYrdsEQcD8+fNRtGhRA1dFRJSzpKuTplChQgCAu3fvZuqk6nd5FS5cOFPPo8uECRNw6dIlLFq0CEFBQdixYwd8fHzg7u6eLeejbMCQxnzx2hIRERFl2J07d9C0aVMMGTIEHz580BvOiKIIW1tbrF27FtevX2dAQ0REGpcvX8aWLVu0fi9RKBQoX748Ro8eLUNlREQ5S7pCmvr160OSJPj5+WXqpAcOHIAgCKhXr16mnkeXevXqYd++fdi5cyeqVauG+fPnY82aNRgwYEC2nI+yAW/kmy9eWyIiIqJ0i46OxtSpU1GjRg1cvnxZ7/7qxZ979OiBoKAgjB07FhYW6RqkQEREZkylUsHV1RWiKOrcvnHjRlhZWRm4MiKinCddP6W3b98e27Ztw99//41z586hadOm6T7hmTNn8Pfff0MQBLRv3z7dx6dVp06d0KlTp2x7fspmvJFvvrJpLSoiIiIicyRJEg4cOAA3Nze8fv0aKpVK7zGCIKBMmTLw9vbGN998Y4AqiYjI1GzevBnXr1/Xuk0URXTq1InfQ4iIDCRdnTQ9evSAo6MjJElCr169EBgYmK6TPXjwAL1794YgCHB0dETPnj3TdTzlIAxpzBevLREREVGaPHr0CB07dsS3336bpoDGwsIClpaWmDdvHu7evcuba0REpFVYWBimTJmic7soilizZo3hCiIiyuHSFdJYWlpixYoVAIA3b96gTp06WLt2LaKjo1M9LioqCmvWrEHdunXx5s0bAMDKlSvZbk+68Ua++WInDREREVGq4uPjsWjRIlSuXBnHjh0DgFQDGkEQAABfffUV7t27h9mzZ8PGxsYgtRIRkemZM2cOInT8bi4IAqZPnw5HR0fDFkVElIMJkiRJ6T1o/vz5mDNnjuaXATs7OzRr1gx16tRB4cKFYWdnh+joaLx+/RrXrl3D2bNnER0dDfWpfvzxR8yaNStrP5MsFhERAQcHB4SHhyNPnjxyl5PzbNgAvH0rdxWUHYoXB1xc5K6CiIiIyCidPHkSI0eORHBwMNLyq5pCoUChQoWwYcMGdO/eXfM7GhERkTYBAQGoUaOG1vBfoVCgaNGiCAwMhK2trQzVEREZv+zIDTLUyjJ79myULFkSY8aMQUxMDKKionD06FEcPXpU6/7qXy5sbW3h4eGBIUOGZLhgyiHYbWG+ZOyS6t69OxITE1M8bmFhgT/++EOGioiIiIiSvHr1ChMnTsTOnTuhUCj0BjSiKEKSJIwbNw7z5s1D7ty5DVQpERGZKkmS4O7urjPQV6lUWLduHQMaIiIDy/C8saFDh6Jt27ZYtWoVfvnlF4SGhurct2DBghg8eDAmTJiA4sWLZ/SUlFPExwNxcXJXQdklKgpQqQBFuqYtZonDhw8jPj4+xeNWVlYGr4WIiIgIAJRKJby8vDBt2jR8/PgRQOqjzdTq1q0LHx8ffPnll9ldIhERmYk9e/bgzJkzWrdZWFigadOm6N69u4GrIiKiDI070+bOnTu4efMm3r17h8jISOTOnRsFChRAjRo1ULVq1aw4hUFx3JmM3r0D1q+XuwrKThMnAjL8vbK2ttYZ0sQxGCQiIiID8/f3x4gRI3Dz5s007S+KIuzt7bFq1SoMGTIEChne9EJERKYpJiYGFSpUwKtXr7R2a4qiiFu3bqFKlSoyVEdEZDqMZtyZNlWrVjXJMIaMkIzjsMhAIiJkCWmIiIiIjEFYWBhmzJgBLy+vNAUtoihCqVRi8ODBWLp0KQoWLGiAKomIyJwsWbIEr1+/1hrQKBQKjBkzhgENEZFMsiykIcoyDGnMH68xERER5UCSJGH79u0YN24cwsPDIUkSlEplqscIgoCKFSvC19cXTZo0MVClRERkTh4+fIglS5ZoHacpCALy5s2LuXPnGr4wIiICALA/nowPb+CbP15jIiIiymH+++8/tGzZEgMHDsSHDx/0hjOiKCJXrlxYsWIFbt26xYCGiIgybPz48Vo7aICkNxCsWLECDg4OBq6KiIjU2ElDxoc38M1fRITcFRAREREZRExMDBYsWIDly5drbpCltiyoQqGASqVC165dsXbtWpQsWdJQpRIRkRn666+/4Ofnp3WbKIqoWbMmBg8ebOCqiIjoUwxpyPgwpDF/Ml3jv//+W+tNEUEQZKiGiIiIzN2hQ4fg6uqKkJAQrSNmPicIAkqWLAkvLy+0b9/eABUSEZE5i4+Ph7u7u+YNAJ9TqVTw9PRM0/poRESUfRjSkPFhSGP+ZLrGLVq0kOW8RERElLM8ffoUY8aMwcGDB3XeGPuUKIoQBAEzZszAtGnTkCtXLgNVSkRE5mzdunV4+PCh1jcriqKIwYMHo169ejJURkREn2JIQ8aHIY3547gzIiIiMkMJCQlYvXo15syZg4SEBABINaARBAGSJKF58+bw8vJCxYoVDVUqERGZuZcvX+KHH37QOWIzV65cWLx4sYGrIiIibRjSkHGRJN7AzwkYxBEREZGZOXPmDJydnREYGJjqmjNqCoUCBQoUwPr169G7d2+OXyUioiw1ZcoUxMfH69y+YMECFC5c2IAVERGRLhw6ScYlNhZITJS7CspucXFJH0REREQm7u3btxg8eDBatGiB4OBgvQGNerTZ6NGjERQUhD59+jCgISKiLHXhwgVs374dSqUyxTaFQoFKlSrBzc1NhsqIiEgbdtKQcWGHRc4RGQlYW8tdBREREVGGqFQq+Pr6YurUqYiOjgYArTfDPlezZk34+vqiVq1a2V0iERHlQEqlEq6urhBFUev3JZVKBU9PT1haWspQHRERacOQhoxLWJjcFZChREYCBQvKXQURERFRul2/fh0jRozAtWvX0rS/KIqws7PD8uXLMWLECCgUHGhARETZ4+eff8atW7e0bhNFEd26dcNXX31l4KqIiCg1/O2AjEt4uNwVkKFw7SEiIiIyMRERERg7dizq1KmDmzdv6t1fFEUAwIABAxAYGAgXFxcGNERElG3ev3+PqVOn6txuYWGBVatWGbAiIiJKC3bSkHFhJ03OwdF2REREZCIkScLu3bsxZswYvHv3DpIk6R1tJggCypcvD19fXzRv3txAlRIRUU42e/ZsREVFad0mCAJmzpyJ0qVLG7gqIiLSh2/jIuPCkCbnYCcNERERmYAHDx6gVatW6Nu3L0JDQ6FSqVLd38LCAjY2NliyZAkCAgIY0BARkUHcvHkTnp6eWt9EoFAoULJkSUyZMkWGyoiISB920pBxYUiTc7CThoiIiIzYx48fsXjxYixevFjzmCRJOvdXKBRQqVTo0KED1q9fz3cqExGRwUiSBHd3dygUCq0hjUqlwvr162FjYyNDdUREpA9DGjIuXJMm55AhpDly5IjWd78qFAq0b9/e4PUQERGRcTp69ChGjRqFp0+fphrMqCkUChQvXhyenp7o1KmTASokIiL6n127duH8+fNat4miiJYtW6JLly4GroqIiNKKIQ0Zj4QEQMfsVDJDMow769atG+Lj41M8bmVlhbi4OIPXQ0RERMbl+fPnGDt2LPbt2weFQqE3oBFFEYIgYMqUKZg1axZsbW0NVCkREVGSqKgojB8/HoIg6Py+5eHhAUEQDFwZERGlFUMaMh7soslZoqIAlQpQcGksIiIikldiYiLWrVuHWbNmad7QkdraM+obYU2aNIGXlxcqV65sqFKJiIiSWbhwId6+fas1oFEoFBg/fjy++OILGSojIqK0YkhDxoMhTc6iUgExMYC9vdyVEBERUQ52/vx5uLi44N69e2kabSaKIhwcHLBu3Tr079+f70wmIiLZBAUFYcWKFVrfWCAIAvLnz48ffvhBhsqIiCg9+BZ2Mh5hYXJXQIYmw8gzIiIiIgAIDQ3F8OHD0bRpU9y/fz/No81cXFwQHByMAQMGMKAhIiJZjRs3Tuc2SZKwatUq5MmTx4AVERFRRrCThowHQ5qcJzJS7gqIiIgoh1GpVNi8eTMmTZqEqP9fD1GpVOo9rlq1avjpp59Qt27d7C6RiIhIrz///BN//vmn1m2iKKJOnToYMGCAgasiIqKMYEhDxoPjznIedtIQERGRAd26dQsuLi64fPlymvYXRRG5cuXC0qVLMXLkSIiimM0VEhER6RcXFwd3d3coFAqto85UKhU8PT2h4BqwREQmgSENGQ920uQ8Bu6k6d27NxITE1M8bmHBfwqJiIjMWWRkJObMmYO1a9emaUSZ+qZX7969sWrVKhQtWtQAVRIREaXN6tWr8eTJE62jOkVRxLBhw1C7dm0ZKiMioozgnUkyHgxpch4DhzTbtm0z6PmIiIhIXpIkYe/evRg9ejTevn2r9d3GnxMEAeXKlYOPjw+++uorA1RJRESUdi9evMC8efN0rqVmZ2eHRYsWGbgqIiLKDPY9knFQKrk+SU7EcWdERESUTYKDg9G2bVv06tULb9680RvQWFhYwMrKCgsWLMCdO3cY0BARkVGaPHkyEhISdG5ftGgRChYsaMCKiIgos9hJQ8YhIgLQ8S4QMmMM5oiIiCiLxcXFYenSpViwYIEmmNH1bmPgf6PNvvnmG2zYsAFly5Y1VKlERETpcvbsWfz2229at4miiIoVK2LkyJEGroqIiDKLIQ0ZB446y5nYSUNERERZ6Pjx43BxccHjx49TDWbUFAoFihQpgo0bN6Jr165pWq+GiIhIDkqlEq6urhBFEUqlUut2T09PrrlKRGSCOO6MjEN4uNwVkBxiY4FU2rSJiIiI0iIkJAS9e/fGN998o3Mh5U+JoghRFDFp0iQEBgaiW7duDGiIiMioeXt7486dO1oDGlEU0bt3b7Ro0UKGyoiIKLMYr5NxYCdNzhUZCeTPL3cVREREZIISExOxYcMGzJgxA3FxcQCQ6tozgiBAkiQ0aNAA3t7eqFatmqFKJSIiyrDQ0FBMnz5d53ZLS0usXLnSgBUREVFWYkhDxoEhTc4VEcGQhoiIiNLt8uXLcHZ2xu3bt9O0vyiKyJMnD1avXo1Bgwaxc4aIiEzGrFmzEB0drXWbIAj44YcfULJkSQNXRUREWYXjzsg4MKTJuSIj5a6AiIiITMj79+8xcuRINGrUCHfv3tW7vyiKEAQBw4cPR1BQEAYPHsyAhoiITMb169fh4+OjdcyZQqFA6dKlMXHiRBkqIyKirMJOGjIOXJMm52JIQ0RERGkgSRJ++eUXTJgwAREREZAkSesNq89VrlwZvr6+aNiwoQGqJCIiyjqSJMHNzQ0KhULr9zyVSgUPDw9YW1vLUB0REWUVhjQkP5WKIU1OFhEhdwVERERk5O7cuQMXFxdcuHBBs65MakRRhLW1NRYvXgw3NzdYWPDXHiIiMj3bt2/HpUuXtG4TRRHffPMNOnXqZOCqiIgoq3HcGckvMjIpqKGciZ00REREpEN0dDSmTp2KGjVq4PLlywCQakCjUCT9etO9e3cEBgZi7NixDGiIiMgkRUZGYuLEiTpHdAqCgHXr1hm4KiIiyg78jYXkxy6anM2AnTTlypVDfHx8isetrKzw8OFDg9VBREREqZMkCQcOHICbmxtev34NVRre0CMIAsqUKQNvb2988803BqiSiIgo+8yfPx/v3r3T+uYEhUKBSZMmwcnJSYbKiIgoqzGkIfmFhcldAcnJgJ00L1680BnSEBERkXF4/Pgx3N3d8eeff0KhUOgNaERRhEKhwKxZszB16lTY2NgYqFIiIqLscf/+faxevVrr90BBEFCwYEHMmjVLhsqIiCg7MKQh+TGkydkiIwFJAnS0cBMREVHOEB8fjxUrVuDHH3/ULI6cWkCjXpvm66+/hqenJ8qXL2+oUomIiLKNJEkYM2aMzvGekiRh9erVsLe3N3BlRESUXRjSkPw47ixnUyqBmBjAzk7uSoiIiEgmp06dgouLC4KDg1Ndc0ZNoVCgUKFC8PDwQI8ePXTO6yciIjI1fn5+OHbsmNZtoiiiQYMG6Nevn4GrIiKi7KSQuwAidtIQvwaIiIhyptevX6N///74+uuv8ejRI70BjXq02bhx4xAYGIiePXsyoCEiIrMRGxuLMWPGQKHQfrtOpVJh48aN/N5HRGRm2ElD8uMNevrwAShRQu4qiIiIyECUSiW8vb3x/fff4+PHj5rH9KlTpw58fHxQo0aN7C6RiIjI4FauXIlnz55pfdOCKIpwcXHh90AiIjPEkIbkJUkcd0YM6oiIiHIQf39/ODs748aNG2naXxRF2NvbY+XKlRg6dKjOdxcTERGZsmfPnmHBggU6u0rt7e0xf/58A1dFRESGwJCG5BUdDSQmyl0Fye3DB4Oc5u3btwY5DxEREaUUFhaGmTNnwtPTM01BiyiKUCqVGDRoEJYtW4aCBQsaoEoiIiJ5TJw4EQkJCTq3L1myBAUKFDBgRUREZCgMaUhe7KAgwGBfB3ny5DHIeYiIiOh/JEnCjh07MG7cOISFhUGSJL2jzQRBQMWKFeHr64smTZoYqFIiIiJ5nDp1Cnv27NG6TRRFVKlSBc7OzgauioiIDIWzAkheHHVGgME6aYiIiMiw/vvvP7Rs2RLfffcd3r9/rzecEUURNjY2WLFiBW7evMmAhoiIzF5iYiLc3NwgiqLW7UqlEp6enjq3ExGR6WMnDcmLnTQEJIV1KhXAGfNERERmISYmBgsWLMDy5cs1j+masQ8ACoUCKpUKXbp0wbp161CyZElDlElERCQ7T09P/Pfff1q3iaKIPn368E0LRERmjiENyYshDQGAUglERgIODnJXQkRERJl06NAhuLq6IiQkBCqVSu/+giCgZMmS8PLyQvv27Q1QIRERkXF4+/YtZs6cqXO7lZVVsjc8EBGReeLb1kleHHdGahx5RkREZNKePn2Krl27onPnzmkKaERRhIWFBWbNmoX//vuPAQ0REeU406dPR0xMjNZtgiBg7ty5KF68uIGrIiIiQ2MnDcmLnTSkxq8FIiIik5SQkIDVq1djzpw5SEhIAIBUAxpBECBJEpo1awZvb29UrFjRUKUSEREZDX9/f2zatEnrOFCFQgFHR0eMHz/e8IUREZHBMaQh+UgSb8zT/7CThoiIyOScPXsWzs7OePDgQaprzqgpFArkz58f69evR58+fSAIggGqJCIiMi4qlQpubm5QKBRQKpVat2/YsAFWVlYyVEdERIbGcWckn48fgfh4uasgY8GQhoiIyGS8ffsWgwcPRvPmzREUFKQ3oBFFEYIgwN3dHUFBQejbty8DGiIiyrG2bduGq1evag1oLCws0KlTJ7Rr106GyoiISA7spCH5cD0a+hS7qoiIiIyeSqWCr68vpk6diujoaADQeoPpczVq1ICvry9q166d3SUSEREZtfDwcEyaNEkz/vNzgiBgzZo1hi+MiIhkw5CG5MOb8vQpdtIQEREZtevXr8PFxQX+/v5p2l8URdja2mL58uUYMWIERFHM5gqJiIiM37x58/Dhwweda9FMnToV5cuXl6EyIiKSC0Makg9DGvpUZCSQmAhYZN8/S4sXL9b6bl9RFDF9+vRsOy8REZEpi4iIwOzZs7F+/XooFPqnJYuiCKVSiQEDBmD58uUoXLiwAaokIiIyfvfu3cO6deugUqlSbBMEAUWKFOHvpkREORBDGpIPx53R58LCgIIFs+3p586di3gt6yBZWVnxB2EiIqLPSJKE3bt3Y8yYMXj37h0kSdI72kwQBJQvXx6+vr5o3ry5gSolIiIyfpIkwd3dXeeabJIkYc2aNbCzszNwZUREJDf9b4Ujyi7spKHPceQZERGRUQgMDETr1q3Rt29fhIaGan3H76dEUYSNjQ2WLFmC27dvM6AhIiL6zP79+3Hq1CkkJiam2GZhYYFmzZqhV69eMlRGRERyYycNyYchDX2OXxNERESy+vjxI5YsWYJFixZpZuVrm5mvplAooFKp0KFDB6xfvx5lypQxVKlEREQm4+PHjxg7dqzm++bnVCoVNmzYoLPLhoiIzBtDGpIPx53R59hJQ0REJJujR49i1KhRePr0aarBjJpCoUCxYsXg6emJzp07G6BCIiIi07Rs2TK8ePFC6/dXURTh6uqK6tWry1AZEREZA447I3nExQEfP8pdBRkbdtIY3NOnTzFy5EiUL18eNjY2EAQBgiBg//79WXaOIUOGQBAEODo6ZtlzkunYsmWL5uvq8ePHcpeTJeLj4+Hk5ARBELBnzx5Za5k7d67m9c2JWrZsCUEQ0LJlyxTbfv/9dwiCgIoVKyIhIcHwxZmQFy9eoEePHmjfvj2ePXumN6ARRREWFhaYOnUqHjx4wICGiIgoFY8fP07Wofq5PHny4McffzRwVUREZEzYSUPy4M140oadNAb19OlT1KlTB6GhoXKXQmRS1q5di6CgIFSrVg09evSQuxzSoUePHqhSpQru3r2L9evXY+LEiXKXZHQSExOxbt06zJo1C/Hx8QCQ6tozgiBAkiQ0btwY3t7eqFy5sqFKJSIiMlkTJ06EUqnUuX3ZsmXIly+fASsiIiJjw5CG5MFRZ6RNNoc0ixcv1vrDsSiK2XpeY7VgwQKEhobCwsICCxcuRPPmzWFvbw8AXFOAUnX69Gl89dVXAIBTp05p7WIwV5GRkVi6dCkAYNasWTm2g8UUKBQKzJw5EwMGDMCSJUswcuRI2NnZyV2W0bhw4QKcnZ1x9+7dNO0viiIcHBywdu1aDBgwgF/7REREaXDixAns27dP6zZRFFG9enUMGzbMwFUREZGxYUhD8mAnDWkTG5v0YWOTLU/Pd1End/z4cQBAt27dMHXqVJmrIXM1ZMgQDBkyRO4ysoynpyfevXuH0qVLo1evXnKXg7lz52Lu3Llyl2G0+vTpg6lTp+LFixfw9vbm9wEA7969w9SpU7Fp06Y0vUlBFEWoVCq4uLhg4cKFfKcvERFRGiUkJMDV1RUKhUJrp6pSqYSnpycUCq5EQESU0/E7AcmDIQ3pwpFnBvPixQsAQMWKFWWuhMg0KJVKeHh4AAD69evHX6hNgCiK6NOnDwDAw8Mj1VFe5k6lUmHTpk2oUKECtm7dCgCpjl5Rq1atGi5fvoyNGzcyoCEiIkoHDw8PBAUFaf35QxRFDBo0CA0bNpShMiIiMja8u0Dy4Lgz0oUBnsGo1x+wtLSUuRIi03Ds2DE8e/YMADBgwACZq6G0Ul+rR48e4dSpUzJXI49bt26hcePGGD58OMLCwvSGM6Iows7ODh4eHvj3339Rr149A1VKRERkHl6/fo3Zs2dDkiSt262trTUjdImIiBjSkDx4I550YSdNttqyZQsEQUi2lsC8efM0jwmCkGw0lUqlwsmTJzF58mQ0adIEBQsWhKWlJfLmzYuaNWti8uTJePr0aabr2rdvH7p164aSJUvC2toauXPnRrly5dCsWTPMnj0bV65cSfX4U6dOYfDgwShXrhxsbW2RJ08eVK9eHVOmTEFISEimahsyZAgEQYCjoyMAICwsDD/88AOqVq0KOzs75M2bF82bN8f27dvT9Hzh4eFYvHgxmjRpgkKFCsHKygrFihVD586dsWfPHp2/yH3Kz88P7dq1Q6FChWBra4uKFStiypQpePXqFQDA0dExxbX81MOHD7Fy5Up07twZjo6OyJUrF3LlyoUyZcqgT58+OHr0qNbjHj9+DEEQNOvRAMBXX32V7OtHEARs2bJFs/3Tr7nHjx9rHj9z5ozmcV9fX72f8+LFizX761pD49q1axg1ahQqVaoEe3t72NnZoVKlSnB1dcWDBw/0nkOf3bt3AwCcnJxQvXp1nfu1bNkSgiBo1uoJCgrCqFGjUK5cOeTKlQuOjo4YPnw4njx5kuy4gIAADB06FOXKlYONjQ1KlSoFV1dXvHnzRue55s6dm+Lv9OdOnjyJfv36oWzZssiVKxdsbW1RpkwZNGzYEJMnT8bJkye1HhcWFoaFCxeiUaNGyJcvHywtLVGoUCFUqVIF3377LTw9PfH69Wud542NjYWHhwdatWqFokWLwsrKCoULF0br1q3x888/IzExUeexapcuXUKvXr1QtGhR2NjYoGzZsnBxccH9+/f1HqtWu3ZtlC1bFgCwc+fONB9nDiIjIzFx4kTUqlUL/v7+evdXd4f16tULQUFBcHd3z7HrthEREWXGtGnTEBsbq3WbIAiYP38+ihYtauCqiIjIWHFNGpIHQxrShSGNUfnxxx8xb968FI+Hh4fj5s2buHnzJjw9PfHrr7/i22+/TffzK5VK9OvXD7///nuyx+Pj4xEVFYVHjx7h3LlzOHLkiNYbjLGxsRg6dCh+++23FNsCAgIQEBAAT09P7Ny5E507d053fZ+7f/8+2rVrlyxsAICzZ8/i7NmzuHjxomYcljYnTpxAnz598O7du2SPv3r1CocOHcKhQ4fQoUMH7Nq1C/b29lqfw93dHRs3bkz2WGBgIFasWIFff/0Vf/75Z6qfw6NHj1C+fHmt254+fYqnT59i9+7d+O6777B582ZYWGTPjwrNmjVD6dKl8fTpU+zYsQPOzs6p7r9jxw4AQM2aNVGlSpVk21QqFSZPnow1a9akCLkePHiABw8e4KeffsKGDRvg4uKS4ZrVXRjpGUtx/PhxdO/eHZGRkZrHnjx5gk2bNuHQoUP4559/8MUXX2Dnzp0YMmSIpsMNAJ4/fw4vLy8cOXIEFy5cQPHixdNd84QJE7BmzZoUj6uv9eXLl7FlyxaEhoYm237v3j20bt06RcgZGhqK0NBQ3Lt3D/v374dSqcTo0aNTPP/NmzfRtWvXFEHU27dvceLECZw4cQLe3t7w8/NDkSJFtNa+evVqTJ48OdmIkMePH8PX1xc7duzQhGZp0aBBAzx69EhnAGluJEnCH3/8AXd3d7x9+zZNY94EQUDZsmXh4+ODr7/+2gBVEhERmSf1z1faKBQKlCtXTuvPT0RElHMxpCHDS0gAoqPlroKMFQO8bNWtWzfUrVsXADSdAK6urnBzc9Ps8+maA4mJiShWrBi+/fZbNGrUSPMO/2fPnuHChQvYuHEjoqKi0L9/f1y7dg2VK1dOVz2enp6agKZp06YYMWIEypcvDzs7O7x79w63bt3C0aNHEa5lRKIkSejZsycOHz4MAOjcuTN69+6NcuXKQaFQ4MqVK1i5ciWePn2Knj174vz585rPPSNiYmLQuXNnvHv3DrNmzULr1q1hb2+P69evY968eXj+/Dk2bNiAzp07o23btimOP3/+PNq3b4+EhAQUKVIEY8aMQY0aNVC8eHGEhIRg165dmpBl8ODB2Lt3b4rnWLZsmSagKVWqFKZNm4a6desiLi4Of/31F1atWoWePXsiJiZG5+ehVCphZWWFtm3b4ptvvkGVKlWQP39+vH//Hg8ePMCGDRtw584d/PrrryhXrlyykK5EiRK4ffs2rl69imHDhgEANm3alGIUUsmSJfW+noIgoF+/fli6dCnOnDmDFy9eoESJElr3vXXrFgICAgBoHzM2ZswYzevSvHlzDBkyRNNVdfPmTaxZswZ37tzByJEjUbRoUXTp0kVvfZ97/vy5JpxL6+inkJAQ9O7dG3nz5sWiRYtQv359xMfHY+/evVi7di3evHmDESNGYPXq1Rg0aBCcnJwwadIkfPnll4iOjsamTZuwbds2PHnyBBMnTtQaRqbm0KFDmoDmyy+/hKurKypXrgwHBweEhYXhzp07OH78uNZOtYEDByIkJASWlpZwdnZG+/btUbRoUahUKjx//hyXLl3Cvn37tJ43KCgILVq0QHh4OPLkyQN3d3fUr18fpUqVwrt373Dw4EF4e3vj6tWr6Nq1K86ePZti7OK+ffswceJEAICDgwO+//57TWfSyZMnsWzZMgwYMACFChVK02tRv359/Pbbb3jx4gWCgoJQoUKFNL6Kpic4OBiurq44duwYBEHQ250niiJEUcScOXMwadIkWFtbG6hSIiIi86NSqeDq6gpRFLWOF1WpVNi4cSOsrKxkqI6IiIyVIKVlrkoOFBERAQcHB80NBspCoaFAKu80pxyuYEGA7yoyCPV4pDlz5mDu3Lla93n8+DFKlCihc92a58+fo2HDhnjx4gW+++47bNu2LcU+Q4YMwdatW1GmTJkUHSjNmzfH2bNn0aBBA5w7d05n18b79++RP3/+ZI/5+vrCxcUFlpaWOHjwINq1a5fiuA8fPqBZs2a4c+cOmjRpgnPnzml9/tSo6weSbhafP38eVatWTbZPUFAQqlevjtjYWHTp0gUHDhxItj0hIQEVK1bE48eP0a5dO+zduxe2trYpzqX+nADg77//xjfffKPZ9urVK5QtWxaxsbGoUKECLl68iIIFCyY7/sKFC/jqq6803RiDBw9O8S6+6OhoREREoFixYlo/X0mSMGzYMGzZsgV2dnZ48eIFHBwcku1z+vRpzcizU6dOaW6ea7NlyxYMHToUQFIXj3psHADcvn0bX375JQBg+fLlmDx5stbnmDZtGpYuXQqFQoGnT58mC3OOHTuGNm3aAAB++uknDB8+PMXxsbGx6NixI06ePIkyZcogKCgo3R1Cu3fv1ixAf/bsWTRt2lTnvi1btsQ///wDIGk02vnz51OECVOmTMGKFSsAAIUKFYKTkxOOHTuW4uuid+/e+P3332FhYYGQkJAUzzN37lxNkPb5j3SDBg3Ctm3bUKZMGQQEBOjszvr879fDhw813Vbr16/X+U5PSZIQFhaWYjH5Jk2a4MKFC6hVqxb+/vvvFF+nAHD06FF07NgRKpUKPj4+yTqp4uPjUbZsWYSEhMDBwQEXL15MEQAHBASgSZMmiIiIAAC0aNECp0+f1lonkDRer0WLFgCA3377TXMtzUlcXByWLVuGBQsWQKVS6R0np1AooFKp0L59e2zYsEEzEo6IiIgy7ueff8aIESO0bhNFEZ06dcL+/fsNWxQREWWp7MgNuCYNGR47JSg1YWEAs2Oj4ejoqDOgAZI6JqZMmQIAOHjwYJrWU/mUeg2Vxo0bp3rT/POARpIkzUKbY8eO1RrQAEldQcuXLweQ1MkSGBiYrvo+N3/+/BQBDQBUqFAB3bp1AwCtQdBvv/2Gx48fw8bGBr/88ovWgAYAnJ2dUb9+fQBIEa5s3bpVM9d6zZo1Wm98N27cGO7u7ql+DnZ2djoDGiApvFu5ciVEUUR0dDSOHz+e6vNlRvXq1TUdXbrW9JEkSbOOSIsWLVJ02yxZsgQA0KNHD60BDQDY2NhoxtA9efIkQ4vHP3/+XPPnwoULp/m4devWae32+LR7LTQ0FD/99JPWrwtXV1cASV1tFy9eTE/Jmr9ftWvX1hnQACn/fqmPA5KCVF0EQUgR0Jw9exYXLlwAkPQ1q+3rFADatWuHnj17Akj5tX7gwAHNmLXZs2dr7dCrVq0aZs6cqbO2z316zR4+fJjm40zF8ePHUblyZcyZMwfx8fFpCmiKFCmCffv24fDhwwxoiIiIskBYWJjmdyNtRFHUOoaWiIiIIQ0ZHkMaSk1iIhAVJXcVpENERAQePXqEO3fuaNZ8Ud9YVm9LD3VY4Ofnl2JNjNTcvXsXwcHBAKC50avLpzeZ03uT+1OCIKB///46t9epUwdAUldC2Gf/zh08eBBAUsigbzyTut7Pa1WHJQULFkT79u11Hj9o0KBUn/9zCQkJeP78Oe7du6e5piEhIShQoACApLVFspN6fNmNGzdw7969FNvPnTuHp0+fJttXLSIiQtM9oe/roHLlyprAICNfB2/fvtX8+fNgQpe8efNqHX0HAGXLlkXu3LkBJI0i0zUqsEaNGpo/pzdcUP/9OnPmjObvS3qOA1IGKPqov9YrVaqkCeB0UX+tX716NVmooP5aFwQBgwcP1nn80KFDNR2B+nwaRH0aQpm6kJAQ9OnTB9988w2ePHmS5tFmEydOxIMHD9CtW7c0v4ZERESUujlz5mi6fD8nCAKmT5+erKuciIhIjSENGZ6WtSWIkvnwQe4K6BNPnjzBmDFj4OjoCAcHB5QrVw7VqlXTdEF8uhB7eoIWAJobsOo1IoYNG4adO3cm61rQxt/fX/PnRo0aQRAEnR+fdhBk5uZswYIFNcGFNp/eBP50kfhP6/3rr79SrVUQBM0IrM9rVa/JUrNmTSgUur99V69eXe+M64SEBGzYsAENGzaEvb09SpUqhSpVqmiuafXq1fHmzRsA6b+m6dWvXz/NTWJt3TQ7duwAAFhbW6NHjx7Jtl2/fl2zILr6eVL7UH8uGfk6eP/+vebPaQ1pnJycUr0BnjdvXgBAxYoV9e4DpPy60kcd2L179w7VqlVD3759sXnzZgQFBaV6XNmyZdGsWTMAwOrVq1G1alX88MMPOHnyZKrrHQH/+1q/f/++3uuhHqOWkJCQ7PW9ffu2pg5dnThA0pi4tN7o+PSaRZvBunhKpRLr1q2Dk5OTZv0q9d+F1DRo0AA3btzA8uXLU+2uIiIiovQJCAiAh4eH1nVoFAoFihUrhqlTp8pQGRERmQKGNGR47KQhfbLpa+Tt27c6P0i7I0eOoEqVKvDw8MCTJ0/07v/x48d0Pf+wYcMwY8YMWFhYIDw8HJs3b0b//v1RqlQpVKhQAZMmTdLaPaAOENJL3w3m1OgaUab2aXDy+S9nGan389fyw/+Hl/o6cURRTDG+6lPv379Ho0aNMHr0aFy+fFmzfk1a68hqpUuX1gQC6kBGLSEhAb///jsAoGPHjskCC8CwXwc2NjaaP6f1NUnr10xq+6X2daVPq1at4OHhgVy5ciE2Nha7du3CsGHD4OTkhJIlS2LUqFE6O6V27tyJRo0aAUjqXJs/fz5atWqFvHnzonnz5vDy8tKM3/tUVlwTdWCTlrFyRYoUSdPzf3rNUhvhaAouX76MWrVqYdy4cYiJidH7dSGKIvLmzYvNmzfj3LlzqFatmoEqJSIiyhkkSYK7u7vON+eoVCqsW7dO78+GRESUc6Vv1VyirMCQhvTJpk6akiVLar0hbWVlhbi4uGw5pykLDQ1F//79ERMTA3t7e0yePBlt27ZF+fLl4eDgoOnWOHnyJFq1agUg5cLlabFw4UK4uLhg+/btOHHiBC5duoSYmBgEBwdj1apVWL9+PdatW4dRo0Zpjvn0pqSfn1+a302fnrVEspK63vbt22PZsmWy1KA2btw4/PvvvwCAbt26YdiwYfjyyy9RuHBh2NjYaH65LF26NJ49e5aha5peAwYMwJkzZ/Do0SNcvHhREw789ddfePfunWafz336deDt7Y3GjRun6Xxp7YT51Kfh2Pv37zWjyoydu7s7evXqhR07duDYsWM4f/48wsPD8eLFC3h7e8PHxwczZszAggULkh1XokQJXLhwASdOnMAff/yBf/75B3fv3kVCQgLOnj2Ls2fPYsWKFfjzzz+TdQKpr0mNGjXw66+/prnOz9caApClY7g+7dT5POwzFR8+fMC0adPg6+ubajedmiiKUCqVGDZsGJYsWZJqeEtEREQZt2fPHpw5c0brNgsLCzRt2hTdu3c3cFVERGRKGNKQ4XHcGenDIM8o7NmzR7O2yr59+9C6dWut+3168zOjypQpgxkzZmDGjBlISEjA1atXsXv3bnh7eyM2NhZubm5o0KABatWqBQDJxo7lzZvX6N8ZXqBAAYSEhCA+Pj7DtebLlw+vXr3S2/mlVCo1XTefi4iIwK5duwAkhR6p3UTX9RzZoVevXhgzZgzi4+Oxfft2TUij7qxxcHBAx44dUxz36deBra1ttn4dfBrSfPjwAWXKlMm2c2W1woULY/z48Rg/fjxUKhVu3LiBffv2wcPDA2FhYVi4cCHq1auHrl27pji2VatWmhD23bt3OH78OHx8fHDy5EkEBwejT58+uH79umZ/9TWJiorK1Nc6ALx+/VrvvmnZB0j+9Vy6dOkM1SUXSZLwyy+/YMKECYiIiIAkSWnqqvriiy/w008/oWHDhgaokoiIKGeKjo7GuHHjIAiC1jc3SZKEDRs2cA04IiJKFcedkWEplUA6Z+pTDsQ1aYzCnTt3ACSttaIroAGSrw+TFSwtLdG4cWOsWbNGc5NekiTs2bNHs486rAGA8+fPZ+n5s4O6Xn9/f73jxXSpWrUqAODGjRuprj1x+/ZtnZ1hgYGBSEhIAAD06dNH53P8999/iIqK0rk9q3/JzJcvH9q3bw8A2L17NxITExEdHY0DBw4AAHr27Alra+sUx9WsWVNTS3Z/HVSvXl3z5wcPHmTrubKTQqFA7dq1MX/+fJw4cULz+O7du/UeW6BAAfTp0wcnTpxAly5dACR9PQYGBmr2UX+tP3z4MMNrQKlf60ePHmk6qbR5+/YtHj9+nKbn/PSaqf8umYI7d+6gWbNmGDJkCMLCwtI02szW1hZr1qzBjRs3GNAQERFls6VLl+L169daAxqFQoExY8agSpUqMlRGRESmhCENGVZ4OGCA0Tlk4hjSGIXExEQAQGxsrM5QICYmBtu2bcu2GtTv4AeSL2Bfu3ZtlCxZEgDg4+OjdW0MY6K+oa1edycj1K9FaGgojhw5onO/X375Rec29TUFUl883cvLK9VaPl2fJatGBarHmb19+xbHjh3D/v37NeuUaBt1BiR1t6hvQu/YsSNb15eqW7eu5vO+evVqtp3HkGrXrq3pWvn071da6Pq7qf5alyQJa9euzVBd6lBY3UGiy5YtW9I8jk99zSwtLVG7du0M1WVI0dHR+P7771GjRg1cvnwZQOrjJNXjz7p3747AwECMGzcOFhZsmCciIspODx8+xJIlS7T+riQIAvLmzYu5c+cavjAiIjI5DGnIsDjqjNIiIiKp64pk5eTkBCApiNH2LnulUokRI0YgJCQkw+f49ddfkwUHn/v77781fy5btqzmzwqFAjNmzACQ9MvRoEGDUg0LIiIi4OHhkeE6M2vw4MEoVaoUAGDy5Mk6Z1arnTt3Dv/880+K51B3k4wfP17rTfWLFy9iw4YNOp+3QoUKms6TrVu3ar3p6+fnp/e1KlasmObPwcHBqe6bVp07d0aePHkAANu3b9d0UZUoUQItWrTQedysWbMAJF3jnj17akb0aRMXF4cNGzZkKNSzsrJCgwYNAABXrlxJ9/Fy2LVrFz5+/Khzu7+/v2YM2Kd/v27cuIEbN27oPE6SJBw/fhxA0g2IT9eEatOmDerXrw8AWL58ud4Ondu3b8PPzy/ZY926ddN8jc2fPx/3799Pcdzdu3excOHCVJ/7U+pr1qhRI9jb26f5ODkcOHAAFStWxIoVK6BUKlP9NxJIugalS5fGX3/9hd27d6N48eIGqpSIiChnGz9+vM43UUiShBUrVsDBwcHAVRERkSniW+zIsLjWCKWFJB5RZZ4AAKcJSURBVCUFelzkWFa9e/fGjBkzEBcXh6FDh+LGjRv45ptv4ODggDt37mD9+vX4999/0aRJkwyPmho4cCAmT56M7t27o3HjxihfvjxsbGzw+vVrHDt2DJ6engAAe3v7FN0Uo0aNwrFjx7Bv3z78/vvvuHbtGkaOHIn69evDwcEBERER+O+//3D69GkcPHgQNjY2GD16dKZfl4ywtrbG7t270bJlS0RFReHrr79G37590a1bN5QtWxYqlQovX77Ev//+i3379uH27dtYv359snCiePHimDNnDmbMmIGgoCDUqVMH06ZNQ926dREXF4e//voLK1euRPHixREdHY23b9+mGEtWoEABdOjQAYcPH8bRo0fRpk0buLq6okyZMnjz5g327t2LLVu2oFy5cggLC9PZmVK6dGmULFkSz58/x4oVK1CyZElUqlQJoigCAIoUKYLcuXOn6zWysbFB9+7dsWXLFuzfv18zFq5fv36pLpLeoUMHjBs3DmvXrsWZM2dQuXJljBo1Ck2bNkWBAgUQHR2NoKAgnD17Fn/88Qc+fPiAwYMHp6s2ta5du+Kff/7BlStXEBkZme7P0dC+//57jBo1Cl27dkXz5s1RsWJF2NnZ4d27dzh37hzWr18PIGlE1ogRIzTH3bhxA0OHDkW9evXQuXNn1K5dG0WLFkVCQgIePXqEzZs349ixYwCSOmc+De2ApK6m+vXr4/379+jTpw9+/fVX9OnTB05OThBFEW/evMH169fh5+eHS5cuYdKkSejcubPmeCsrK6xfvx49e/bEhw8f0LBhQ3z//fdo2bIlJEnC6dOnsXTpUgBJwWNQUFCqr0NkZKSmk+bbb7/N/AubTR4/fozRo0fj8OHDUCgUqY41BJIWIhYEAbNmzcLUqVOTdbgRERFR9vrrr79SvNFETRRF1KpVK8M/cxIRUc7DkIYMiyENpVVYWJaHNOXLl9e6HoiVlVWWnsdclCxZEp6enhgxYgRiY2OxdOlSzY1RtT59+sDZ2TnVNWv0ef36NTw9PTWBzOccHBzw22+/aTpR1ARBwK5duzBu3Dh4eXkhODgYU6dO1XmewoULZ7jGrNCwYUOcPn0avXv3xrNnz7B9+3Zs375d5/7qrpJPTZs2DU+ePIG3tzeePn0KNze3ZNsLFiyI33//Hd27dwcArTdtPT090bRpUzx9+hTHjx/XdESolS5dGvv370eHDh1S/XxmzJgBNzc3PHr0KMWC85s3b8aQIUNSPV6bAQMGYMuWLclGsekadfap1atXI3/+/Jg/fz5evXqV6lgJOzs7TZiUXoMGDcL06dMRGxuLffv2YdCgQRl6HkMKCwvD1q1bsXXrVq3bra2t4eXlhbp166bYdvXq1VRHuzVu3Bg///xzisfLly+PixcvokePHggICICfn5/OmxiA9q/1Hj16YPny5Zg6dSrCwsIwffr0ZNttbW2xe/duLF++XG9I88cffyA2NhYWFhbo27dvqvvKIT4+HitXrsS8efM0a86kFtCoFyZu2bIlPD09UaFCBUOVSkREREj63u3m5qbzTRUqlQobN25M9Y1GREREn2JIQ4bFcWeUVtmwLs3du3ez/DnN3dChQ1GpUiUsX74c58+fR1hYGAoWLIgaNWpg6NCh6N27N06fPp3h5w8ICMDhw4dx7tw5BAcH4/Xr1wgLC0Pu3LnxxRdfoG3btnB1dUWRIkW0Hm9paYmNGzfC1dUVvr6+OH36NJ4+fYqoqCjY29ujbNmyqFOnDtq3b49OnTpluM6s0rBhQwQGBmLLli3w8/PD9evXERoaCoVCgUKFCqFy5cpo0aIFevTogUqVKqU4XhAEeHl5oUOHDtiwYQP8/f0RExODkiVLokOHDpgyZQpKliyJiIgIANA6XqFUqVK4du0ali5digMHDuDJkyewsbGBo6MjunXrhnHjxmnWKUmN+rp4e3vjxo0beP/+vd6xTPp8/fXXKFasGF6+fAkAqFKlCmrWrKn3OEEQ8MMPP2DgwIHw8vLCyZMn8fDhQ4SHh8PW1halSpVCrVq10KZNG3z77bfIlStXhuorUKAAunfvjp07d2LHjh1GH9KcOnUKfn5+OHPmDB48eIBXr17hw4cPsLW1Rfny5dGqVSu4urqiXLlyyY7r168fihQpgmPHjuHq1at48eIFXr9+jcTERBQuXBi1a9dGnz590LdvX503HypWrIgbN25g9+7d2Lt3L65evYq3b99CqVSiQIECqFSpEpo2bYpvv/1W5xoxkydPRuPGjbFy5UqcO3cO4eHhKFq0KFq1aoXJkyejcuXKWL58ud7XQT0679tvv0XRokXT+Spmr1OnTsHFxQXBwcFpWl9HoVCgYMGC2LBhA3r06JGiW46IiIiy37p16/Do0SOt37tFUcTgwYNRr149GSojIiJTJUhpXXE1h4mIiICDgwPCw8O1vsOTMmjLFuDxY7mrIFPQrBnwycLURJQ2z58/13Qd/fTTTxg+fLjMFZmXy5cvo2HDhhBFEcHBwShTpozcJVEqnjx5gvLly0OpVOLixYto2LCh3CUBSOognDhxInbs2JGm0WaiKEKSJIwbNw7z5s0z+lF7RERE5urly5coX768znX/7O3tERwcLHsXPxERZZ/syA3Ye0mGxXFnlFbZ0ElDlBPs3LlT82djuSFtTho0aIDu3btDqVRi8eLFcpdDeixatAhKpRLt2rUzir8PSqUSGzduRIUKFbBr1y4AqY82U6tTpw6uXbuGVatWMaAhIiKS0ZQpU7SO0FZbsGABAxoiIko3dtLowE6abKBSAQsWJP2XSJ8SJQBnZ7mrIDIq0dHRiIiISLFQu9r169fRokULREZGok6dOvD39zdwhTnD/fv3Ua1aNSgUCgQHB6NkyZJyl0RaPHv2DP/H3n2HR1G2bwO+ZmbTKKH33lsoolIEK2BDFFAErB++gICggBW76Cv+1FdQkRZAFOlYUEF6k16SAAHSAwnpve9udme+P2IikN1syu7Mlus8jhxJZmZnrg1hsjv3PPfTuXNnmM1mBAcHo3fv3prmOXPmDKZMmYKQkJBKbS9JEurUqYMvv/wSL7zwAvvaExERaezYsWMYMmSIxXWSJKFz5864cOECvLy8VE5GRERqckTdgHPSkHry8ligocrjqCuictLS0tCjRw+MHj0aDz74ILp16wYfHx8kJiZi586dWLVqFYqKiiAIAr766iut47qtbt26YfXq1YiOjkZcXByLNE4qPj4e8+bNQ8eOHTUt0GRnZ+Odd97B0qVLK1VokSQJZrMZzz33HD7//HM0btxYhZRERERUEbPZjGnTppX9nba0funSpSzQEBFRtbBIQ+rhRXeqioICwGgEvL21TkLkVPR6PTZu3IiNGzdaXO/t7Y3AwEDcddddKifzLM8++6zWEciGO+64A3fccYdmx1cUBevXr8crr7yC7OxsKIpi8aLO9QRBQNeuXREYGGj1Tl0iIiJS36pVq3DhwgWL6yRJwmOPPYZ7771X5VREROQuWKQh9bBIQ1WVnQ2wny9RmVatWmHTpk3YuXMnTp8+jbS0NGRmZqJWrVpo3749hg8fjlmzZnEyeyKNhYWFYdq0aTh06BAEQYCt7sKSJMHLywuffPIJXn75Zd6FS0RE5EQyMzPxxhtvWF2v0+mwcOFCFRMREZG7YZGG1JOTo3UCcjVZWSzSEF3Hy8sLTz75JJ588kmtoxCRBYWFhfjkk0/wxRdflC2rqEAjiiJkWcajjz6Kr7/+Gm3atFEjJhEREVXBe++9h/z8fIvrBEHAO++8g7Zt26qcioiI3AmLNKQejqShqsrK0joBERFRpWzfvh3Tpk1DYmIi5ErMwSeKIlq3bo1ly5bhoYceUiEhERERVdW5c+ewdOlSizddiKKIVq1a4fXXX9cgGRERuRPbs5cS2QuLNFRV/J0hIiInFxcXh8ceewyPPPJIpQo0kiRBp9PhnXfeQVhYGAs0RERETkpRFMyYMQOiaPnSmSzL+Pbbb+Hr66tyMiIicjccSUPqYbszqiqOpCEiIidVXFyMRYsW4f3330dxcTEAVFigKZ2b5s4778SyZcvQrVs3taISERFRNWzatAnHjh2zuE6n0+Gee+7Bo48+qnIqIiJyRyzSkDoUhUUaqjo7j6R58sknYTKZyi3X6XTYvHmzXY9FRETu6++//8aUKVMQERFR4ZwzpURRRMOGDfHtt99i/PjxEARBhZRERERUXfn5+Zg9e3bZTRY3UxQF3377Lf+mExGRXbBIQ+rIzwcsXBwnqlBWVkmBz04vfLdt2waj0Vhuube3t132T0RE7i0tLQ2vvfYafvzxR0iSZLNAI0kSZFnGjBkz8Mknn6BevXoqJSUiIqKa+O9//4u0tDSrc9HMnj0b3bt31yAZERG5IxZpSB0cRUPVYTQChYVA7dpaJyEiIg8myzJWrlyJ119/HQUFBQAAs9ls83F9+/ZFYGAg+vfv7+iIREREZCdRUVH48ssvLbYxFQQBDRs2xPvvv69BMiIiclcs0pA6OAE8VVd2Nos0RESkmeDgYEydOhVnzpyp1PaSJKFWrVr4/PPPMWXKFEiS5OCEREREZE+zZs2yOlpWURR89dVX8Pf3VzkVERG5M1HrAOQhWKSh6srK0joBERF5oNzcXLzyyiu49dZbERwcbHP70mLMU089haioKEybNo0FGiIiIhezfft27Ny50+KIWUmSMHDgQDzzzDMaJCMiInfGkTSkDrY7o+pigY+IiFSkKAo2b96MWbNmISMjA4qi2GxtJggCOnbsiMDAQNx9990qJSUiIiJ7MhgMmDlzJkRRtNjqTJZlLFmyBIKd5kwlIiIqxZE0pA5eaKfq4kgaIiJSSWRkJEaMGIEJEyYgPT3d4gWa60mSBF9fXyxYsAChoaEs0BAREbmwhQsX4urVqxb//kuShMmTJ3OeOSIicgiOpCF1sEhD1WXHIs2OHTss9hbmnVBERJ5Nr9djwYIF+PTTT8uWWetFD6DsDtuHH34Y3377Ldq1a6dGTCIiInKQhIQEfPTRR1b//teuXfuG1wlERET2xCINOZ6isN0ZVZ8dC3zDhg2z276cUV5eHvLy8tCyZUutoxARuYxdu3bhxRdfRFxcXIWFmVKiKKJFixZYunQpRo0apUJCIiIicrRXX30VxcXFVtd/+umnaNy4sYqJiIjIk7DdGTleURFgNGqdglxVTg5go90MlZg0aRJatWqFAQMG4Ouvv0ZiYqLWkYiInFZCQgIef/xxPPjgg4iPj7dZoNHpdNDpdHjjjTcQHh7OAg0REZGb+Pvvv7Fp0yaLc9BJkoSePXvixRdf1CAZERF5Co8o0nz22WcQBAGzZ8/WOopnYqszqgmzGcjL0zqF08vNzcXvv/8OADhz5gzmzJmD1q1bY+jQofjpp580TkdE5DxMJhMWLlyILl26YNu2bQBQ4dwzpS0xBw8ejPPnz2PBggWoXbu2KlmJiIjIscxmM6ZPnw5JkqyuX7p0KXQ6NqIhIiLHcfsizenTp7F8+XL06dNH6yiei63OqKbsOC+Nu9q2bVvZ8HxFUco+jh07hpdeeknjdEREzuHYsWPo27cv5s6di6KiIot3zF5PFEU0aNAAa9euxaFDh9CjRw+VkhIREZEali9fjosXL1odRTN+/HjcddddGiQjIiJP4tZFmvz8fDz99NMIDAxEgwYNtI7juTiShmqKRRqbNmzYYPHuL0mS8Mgjj2iQiIjIeWRkZGDy5MkYMmQIwsPDbW4vSRIEQcCLL76IqKgoPPPMM2UjaoiIiMg9pKenY968eVbXe3l54csvv1QxEREReSq3LtK89NJLGDlyJIYPH25zW4PBgNzc3Bs+yE5YpKGa4u9QhbKysrBnzx6Ld3+ZTCZMnDhRg1RERNqTZRmrV69G586dsWbNGgCwOXoGAAICAnDy5EksWbKEN/oQERG5qXfeeQcFBQUW1wmCgPfffx+tW7dWORUREXkit22quXHjRgQFBeH06dOV2n7BggX46KOPHJzKQ/ECO9UUR9JU6Ndff4XJZLK4rm7durj//vtVTkREpL0LFy5g6tSpOHHiRKW2lyQJvr6++OyzzyrsTU9EROQqFEVBvjEfOYYcFBUXQRIl6EQddKIOkvDv19d/iILoEaNHg4ODERgYCEVRyq0TRRFt27bF3LlzNUhGRESeyC2LNPHx8XjllVewZ88e+Pr6Vuox8+bNu+EPcG5uLtq0aeOoiJ6Fc9JQTbHQV6H169dDFMVyE1/rdDo8/vjj8Pb21igZEZH68vPz8cEHH2DRokWVushUev4cN24cFi5ciObNm6uQkoiIqOZMsgm5hlxk67ORo89BjiHnhq9z9DkwK7ZHkN7MUvGmvm99NK3dFM1qN0OzOs3QuFZj6ETXvKSkKApmzJgBURQtjrCVZRmLFy+Gj4+PBumIiMgTueZfVBvOnj2L1NRU9O/fv2yZ2WzG4cOHsXjxYhgMhnJ3R/r4+PAPsKPwAjvVFEfSWJWWloYDBw6UK9AAJa3OJkyYoEEqIiL1KYqCX375BTNnzkRqaqrF8+LNBEFAhw4dsGLFCtx3330qpCQiIqoaRVGQWZSJK9lXkFGUcUMxJt+Y75BjmmQTTPKNI/XTC9MRlRlV9r0oiGhcq3FZ0ab0c13vuk4/EmfdunVWR9rqdDoMHz4cI0eOVDkVERF5Mrcs0gwbNgwXLly4YdmkSZPQvXt3vPnmm2xfoSa9vuSDqCby8oDiYsDLS+skTueXX36xeiGyXr16vOhIRB4hJiYG06dPx+7duyEIgsXWJdfT6XQQRRHvv/8+XnvtNd6oQ0RETiXfmI/YrFjEZMUgJisGOQbn604hKzJSC1KRWpCKC6n/Xn/x0/ndULRpVrsZmtRuAm/JOUb35+XlYe7cuRW+Xvjmm29UTkVERJ7OLYs0devWRUBAwA3LateujUaNGpVbTg7GVmdkLzk5QOPGNdrF7t27Lb4QFwTBZedtqajV2ZNPPgkvFraIyI0ZDAZ8/vnn+OSTT8rOgxUVaEovyAwfPhzfffcdOnbsqFZUIiIiq4xmI65mXy0ryqQUpGgdqdqKTEW4kn0FV7KvlC2TBAkdGnRAzyY90a1RN9T2rq1Zvvnz5yMjI8PqXDSvvvoqunTpokEyIiLyZG5ZpCEnwlZnZC9ZWTUu0owaNQpGo7Hccm9vbxgMhhrtWwvJycn4+++/Lb7BYKszInJ3e/fuxYsvvojY2FibI2eAkgsvTZs2xZIlSzB69Ginb8VCRETuS1ZkJOYllhVl4nPiqzV3jKswK2ZEZUYhKjMKAgS0q98OPZv0RPfG3eHv469ajvDwcCxatMhiJwJBENCkSRO8++67quUhIiIq5TFFmoMHD2odwTOxSEP2wt+lcrZu3Wp1XaNGjXD33XermIaISB1JSUmYPXs2Nm/eDFEUbRZoStvczpkzBx988AHq1KmjRkwiIqIb5BpyEZYehpisGFzJvgK9yTPbgitQykba7Ijcgdb+rdGzSU/0aNwDDfwaOO64ioKZM2dWuH7hwoV8nUBERJrwmCINaYTtzshesrK0TuB01q9fb3G5TqfD+PHjOf8WEbkVs9mMJUuWYN68edD/M9+dtTm5rjdgwACsWLGCLW+JiEh1siIjOjMaZxLPICIjAgpsj/z0NNdyr+Fa7jXsjt6N5nWalxVsmtRuYtfj/PHHH9i7d6/FdZIkYeDAgexEQEREmmGRhhyLox/IXlikuUF8fDyOHz9ucR1bnRGRuzl16hQmT56MCxcu2N4YJRdb6tati4ULF+L5559nazMiIlJVniEPwcnBCEoKQrY+W+s4LiM5PxnJ+cnYH7sfjWs1LivYNK/TvEZ/y/V6PWbNmmVxLk+g5KaPJUuW8PUCERFphkUaciwWache+Lt0gy1btlh9k9GsWTMMGTJEg1RERPaVlZWFt956C4GBgRBF0eb2kiTBbDZj0qRJ+Oyzz9CoUSMVUhIREZW0y4rNjsWZxDMISw+DrNge7UnWpRem4/DVwzh89TCa1m6KO9rcgd5Ne0MSq94t4Msvv0R8fLzFFqmSJGHq1Kno27evPWITERFVC4s05Fhsd0b2wpE0N1i3bp3FNxk6nQ4TJ06s1MVMIiJnpSgK1q5di9mzZyM3NxeKosBstj2hcvfu3bFy5UoMGjRIhZRERERAgbEAIckhOJt0FplFmVrHcUupBan4Lew37I/dj4GtBuLWlrfCV+dbqcfGxcXhk08+sTqHXZ06dfDJJ5/YMy4REVGVsUhDjmM0AgUFWqcgd6HXA0VFgJ9ftXcxduxYmEymcst1Otc6FcbGxiIoKMjiOpPJhPHjx6uciIjIfi5evIgXX3wRR48ehSAIVi+qlJIkCT4+Pvj000/x0ksvudw5nYiIXI+iKIjLicOZxDO4lHYJZsX2jQRUc7mGXOyJ2YPDVw/j1pa3YlDrQfD38a/wMa+++qrF94Cl/u///g8NGza0d1QiIqIq4btYchyOoiF7y86uUZFmw4YN9suioc2bN1ttddaqVSsMHDhQg1RERDVTUFCA+fPn43//+1/ZsooKNKXnwTFjxmDRokVo1aqVGjGJiMiDFRUX4VzKOZxNPIu0wjSt43gsg9mAY/HHcOLaCfRu2ht3tLkDzeo0K7fdgQMHsHXrVov7kCQJPXv2xOTJkx0dl4iIyCYWachxWKQhe8vKAlq00DqF5tatW2exQKPT6fD0009zwksicjnbtm3DjBkzkJycbPH8djNBENC2bVssX74c999/vwoJiYjIkxUVF+Fo/FGcvHYSxXKx1nHoH7Ii41zKOZxLOYfODTtjSJshaF+/PQRBgMlkwowZM6ze3GY2m7F06VJIUtXnuCEiIrI3FmnIcTjRO9kbf6cQGRmJCxcuWFzHVmdE5GquXLmCmTNnYvv27ZVubSaKIt555x28+eab8PWtXD96IiKi6ig2F+NkwkkciTsCvUmvdRyqQFRmFKIyo9CiTgsMaTsE+zbsQ1hYmMVtJUnC+PHjMWTIEJVTEhERWcYiDTkOL6iTvWVlaZ1Ac5s2bbJ6N1j79u1xyy23aJCKiKhqjEYj/ve//+Gjjz6C2VzSx7+iAk1pAefee+/F0qVL0blzZ7WiEhGRBzLLZgQnB+PQlUPIM+ZpHYeqICk/CT8c/QHfzPvG6jbe3t748ssvVUxFRERUMRZpyHHY7ozsjYU/q63OJEliqzMicgkHDx7E1KlTERUVZXPkDFAy90zjxo2xePFiPPHEEzzPERGRwyiKgotpF7E/dj8yizK1jkPVtG/lPhQbLLelEwQBH330EVqwjTYRETkRFmnIcXhBnezNw0fSXLp0yeqQfbPZzFZnROTUUlJSMHfuXKxfvx6iKFaqtZmiKHj55Zcxf/581K1bV6WkRETkaRRFQXRWNPbG7EVyfrLWcagGEsMTEbwj2OI6URTRvn17vPLKKyqnIiIiqhiLNOQ4LNKQvWVnA4oCeOhd1Js2bYIkSWWtga7XpUsXBAQEaJCKiKhiZrMZy5cvx5tvvomioiIAsDgi8Gb9+/dHYGAg+vbt6+iIRETkweJz4rEvdh+uZF/ROgrVkCIr+POrPyGIAhS5/M0gsizjideeQJ4pD428G2mQkIiIyDIWacgxTCYgj717yc5MJiA/H/DAu6kVRcG6dessFmjY6oyInNXZs2cxZcoUBAdbvqP1ZpIkoU6dOvjyyy/xwgsvQBRFByckIiJPlVqQiv2x+xGWbnmkOrmec7vPISkiyeI6URLR6fZO8OvhhyWnl2Bg64G4q91d8NX5qpySiIioPBZpyDFyc7VOQO4qK8sjizTnz59HdHS0xXVsdUZEziY7OxvvvvsulixZUqlCS+koweeeew6ff/45GjdurEJKIiLyRNn6bBy8chDnks9Bge250cg16PP12L10t/UNBOChWQ8BAMyKGcfij+Fc8jkM6zgM/Zr3gyjwxhAiItIOizTkGGx1Ro6SnQ20bat1CtVV1OqsZ8+e6N69uwapiIhupCgKNmzYgJdffhnZ2dlQFMXieet6giCgS5cuCAwMxNChQ1VKSkREnsZoNuLglYM4ee0kzErFf5vI9Rz68RD0+XqL6wRBwJCJQ9CgZYMblhcUF+D38N9xOuE0Huz8INrVb6dGVCIionJYpCHHYJGGHCUrS+sEqquo1Zkoinj66ac1SEVEdKOwsDBMmzYNhw4dgiAIUJSK706WJAleXl745JNP8PLLL8PLy0ulpERE5GmiM6PxR8QfyNZnax2FHCDtahpO/nzS4jw0EIDaDWvjzqfutPr4pPwkfB/yPXo16YURnUagvm99x4UlIiKygEUacoycHK0TkLuqQZGma9euMBqN5ZZ7e3sjIiKiJqkc6uzZs4iLi7O4TpZltjojIk0VFRXhk08+weeff15WmKmoQCOKImRZxqhRo/DNN9+gTZs2akUlIiIPU1hciF1Ru3Au5ZzWUchBFEXBjkU7KtgAeHDmg/DytX0zyMW0iwjPCMeQNkMwpO0QeEvedkxKRERkHYs05BgcSUOOUoPfratXr1ot0jizTZs2QafTwWQylVvXt29fdOrUSYNURETA9u3bMX36dCQkJECWZZvbi6KIVq1aYdmyZXj44YdVSEhERJ5IURSEpoZiZ9ROFBQXaB2HHCjs7zBcCblicZ0gCWjbqy163t2z0vszySYcunoIwcnBGNFxBAKaBkAQBDulJSIisoxFGnIMFmnIUTys3Zksy1i3bp3FAg1bnRGRVuLj4zFr1ixs27atbGRMRXS6kpec8+bNw7x58+Dn56dGTCIi8kA5+hxsj9yOiAznHSlP9lGsL8Zf3/4FCAAsDeKVgYdnP1ytIkuuIRc/X/4ZZxLP4LHuj6GhX8Ma5yUiIrKGRRpyDLY7I0fJzQXMZkCStE6iihMnTiApKcniOlmW8eSTT6qciIg8WXFxMRYtWoT333+/rHhcUYGmdG6aoUOHYtmyZejWrZtaUYmIyMMoioLTiaexN2YvjObyo+fJ/RzddBR5GXkWCzSCKOD20bejaYemNTrG1ZyrWHZmGe7vdD9ubXErR9UQEZFDsEhD9ifLJRfSiRxBUUqKgA09404ma63OBEHAbbfdhnbt2mmUjIg8zZEjRzBlyhSEh4dXOOdMKVEU0bBhQ3zzzTeYMGECL2oQEZHDpBWk4ffw3xGfG691FFJJdnI2jvx0xPIIGgA+tX1w76R77XIso9mIPyP+xOW0y3is+2Pw9/G3y36JiIhKiVoHIDeUm1tSqCFyFA9peWY2m7FhwwaLrc4AsNUZEakiLS0N/+///T/ceeediIyMtFmgkSQJgiBgxowZiIqKwsSJE1mgISIihzDLZhy6cgjLzixjgcbD7PpuF2TF+nWHES+OgG8dX7seMzorGktOL8G55HOVumGFiIiosjiShuyPrc7I0TxkzqMjR44gLS3N6vpx48apmIaIPI0sy1i1ahVee+01FBSUTLpsNpttPq5v374IDAxE//79HR2RiIg8WHxOPP6I+AOpBalaRyGVxZyNQdiRMIvrBFFAs47NcMtDtzjk2HqTHr+G/Yqw9DA80vUR1Pau7ZDjEBGRZ2GRhuzPQy6gk4aqOZLG2twuzmrjxo1WW53dcccdaNmypUbJiMjdhYSEYOrUqTh9+nSltpckCbVq1cLnn3+OKVOmQPKQecOIiEh9RrMR+2L24VTCKSjWel2R2zKbzNi+cDsEUYAil//3V2QFI+eMhCA6dhTv5fTLiMuJwyNdH0GPJj0ceiwiInJ/LNKQ/bFIQ45Wzd+xhi40j43JZMKmTZustjp76qmnVE5ERJ4gNzcX7733Hr799luIou2uuJIkwWw246mnnsIXX3yBZs2aqZCSiIg8VWxWLH4L+w05BnZv8FSnfj2FzIRMi+sEUUCfEX3QumdrVbIUFBdg08VN6NOsDx7q/BD8vPxUOS4REbkfFmnI/tjujBzNA+akOXjwILIqeJ6PP/64immIyN0pioItW7Zg1qxZSE9Ph6IoNlubCYKAjh07IjAwEHfffbdKSYmIyBPJioxDVw7h8NXDHD3jwfIz83Fg9QGr63XeOgyfOlzFRCXOp5zHlewreLTbo+jcsLPqxyciItdn+xZJoqriSBpyNA8o0pS2OruZKIq4++67ebc6EdlNZGQkRowYgfHjxyMtLQ2ybH0SXqBk9IyPjw8WLFiA0NBQFmiIiMihcvQ5WBOyBoeuHmKBxsPtXbEXJqPlTgMAcO8L96JOwzoqJvpXriEXP53/CX9G/Amj2ahJBiIicl0cSUP2l2l56DGR3RQWAkYj4O2tdRKHKC4uxpYtWyy2OlMUha3OiMgu9Ho9PvvsM3z66adQlJKLXqWfLRFFEbIs4+GHH8a3336Ldu3aqRWViIg8VFh6GLaFbUORqUjrKKSxa5eu4dyucxbXCaKABi0bYMCYASqnKu9M4hlEZ0ZjdPfRaFefr5WIiKhyWKQh+zIYOJKG1JGVBbjpaJK9e/ciNzfX4jpRFDF27FiVExGRu9m1axdefPFFxMXFVViYKSWKIlq0aIGlS5di1KhRKiQkIiJPZpJN2BO9BycTTmodhZyAIivYvnA7BFGAIpd/3aLICkbOHglJJ2mQrrwsfRbWhKzB4DaDcV+H+6ATeemNiIgqxnZnZF9paVonIE/hxsXAilqd3XfffWjUqJEGqYjIHSQkJOCJJ57Agw8+iPj4eJsFGp1OB0mS8PrrryM8PJwFGiIicriMwgysClrFAg2VCf4rGMlRyRYLNIIkoPvQ7uh4a0cNklmnQMGx+GNYFbQKWUXu366biIhqhkUasq/UVK0TkKdw03lpDAYDfvnlF4utzmRZZqszIqoWk8mEhQsXokuXLvjtt98AoMK5ZwRBAAAMHjwY58+fx2effYbatWurEZWIiDzYueRzWH52OZLyk7SOQk5Cn6/HnmV7rK4XBREPvPSAiomqJik/CcvPLkd4erjWUYiIyIlxzCXZV0qK1gnIU7hpkWbXrl3Iz8+3uE6n02H06NHqBiIil3f8+HFMmTIFFy9erNT2kiShXr16+Prrr/H000+XFWyIiIgcxWg2YnvEdpxLsTznCHmuA98fgKHQYHmlAAx9ZijqN6+vaqaq0pv02BC6AUPbDsV9He6DKPB+aSIiuhH/MpB9cSQNqcVN251Za3UmSRIeeOAB1K9fX/1QROSSMjIyMHnyZNxxxx0ICwuzub0kSRAEAVOmTEFUVBSeeeYZFmiIiMjhkvKSsPzMchZoqJzU2FSc/vW0xTZnEIC6jepiyIQh6gerpiNxR/BDyA/IM+RpHYWIiJwMizRkXyzSkFrccCRNUVERfvvtN4utzsxmMyZOnKhBKiJyNbIsY/Xq1ejcuTPWrFkDoOQcYktAQABOnjyJpUuXokGDBg5OSUREnk5RFJy8dhIrg1YioyhD6zjkZBRFwfZF261ftVKAh2Y9BC8fL1Vz1dTVnKtYfnY5rmRf0ToKERE5EbY7I/spKCj5IFJDdjagKEAV7vL+/PPPLV6olCQJb7zxhh3DVc+OHTtQVFRkcZ23tzceffRRlRMRkau5cOECpk6dihMnTlRqe0mS4Ovri88++wzTp0+HJEkOTkhERAQUFRdhW/g2hKXbHulJnunSwUuIOx9ncZ0gCWjXpx2639ld5VT2kW/Mxw8hP2BYx2EY0mYIRy4TERGLNGRHHEVDajIagcJCoAoTWb/33nswGo3llnt7eztFkWbDhg3Q6XTlRtJIkoSRI0eibt26GiUjImeXn5+PDz/8EAsXLqzUG31RFCHLMsaNG4eFCxeiefPmKqQkIiIC4nLi8POln5FjyNE6CjkpY5ERO7/bCQgALHQ6gwI8/MrDLl3cUKBgb8xexOfEY3T30fDz8tM6EhERaYjtzsh+WKQhtblRy7P8/Hz8+eefbHVGRFWiKAp++eUXdOnSBQsXLoQsyzZbmwmCgA4dOmDv3r3YsGEDCzRERKSK0vZma0LWsEBDFTqy4QgKMgssFmgEUcDAxweiSbsm6gdzgPCMcCw/uxyJeYlaRyEiIg2xSEP2wyINqS07W+sEdvPHH3/AYDBYXOfr64uRI0eqnIiInF1MTAweeughPP7440hJSYEsyxVur9Pp4O3tjY8//hgXL17EsGHDVEpKRESeziSbsC18G/6K+guyUvHfK/JsWYlZOLrhKBTF0hAawLeOL+55/h51QzlYtj4bq4JW4UziGavPm4iI3BvbnZH9pKRonYA8jRuNpNmwYQMkSSp3B7xOp8Njjz2GWrVqaZSMiJyNwWDAF198gY8//risMFPRG3pBEKAoCoYNG4YlS5agY8eOakUlIiJCniEPG0M3IiEvQeso5AL++vYvKLL11zX3T78fPrV9VEykDrNixp8RfyI+Jx4ju46Et+StdSQiIlIRizRkH4rCkTSkPjcZSZOTk4O//vrLYosik8mECRMmaJCKiJzRvn37MHXqVMTGxlbqTktRFNG0aVMsWbIEo0ePdune7URE5Hric+Kx6eIm5BvztY5CLiDqVBQiT0RaXCeIAlp0aYG+9/dVOZW6zqWcQ1J+Ep7s9SQa12qsdRwiIlIJ252RfeTklEzkTqQmNxlJs23bNotz0QBA7dq18eCDD6qciIicTVJSEiZOnIjhw4fjypUrNgs0kiRBkiTMnTsXkZGRGDNmDAs0RESkqqCkIKwJWcMCDVWKudiMHYt2QBAtv15RZAUj54y0ut6dpBakYsXZFbiYelHrKEREpBKOpCH74Cga0kIVizQff/yxxdEqkiTZK1G1VNTqbMyYMfD19dUoGRFpzWw2Y8mSJZg3bx70ej0A2Jx7BgAGDBiAFStWICAgwNERiYiIbmCWzdgZtROnE09rHYVcyImfTyArOQuwcB+KIAro92A/tOzWUv1gGjGajdhyaQuS85NxX4f7eLMNEZGbY5GG7INFGtJCTg4gy4BYuUGBb7zxhoMDVV1mZib27NnDVmdEVM6pU6cwefJkXLhwoVLbS5KEunXr4quvvsLzzz8PsZLnRiIiInspMBZg88XNuJpzVeso5ELy0vNwcM1BiwUaAPDy8cKwKcNUzeQs/o77G2mFaRjbYyznqSEicmN89072wSINaUGWgdxcrVPUyK+//mqxQAMAdevWxYgRI1RORERay8rKwrRp0zBo0CBcunTJ5valowEnTZqEqKgoTJo0iQUaIiJSXVJeElacXcECDVXZnuV7YC62/J4IAO77z32oXb+2iomcS1h6GFYHr0aOPkfrKERE5CB8B0/2kZKidQLyVNnZWieokfXr11u8mKrT6fDEE0/A25t3SxF5CkVRsHbtWnTu3BkrV66EoihWi7jX6969O44fP47AwEA0atRIhaREREQ3upByoeQisoEXkalq4i7E4cLeC1Dk8sNoBFFA47aNcfvo2zVI5lyS85Ox4uwKxOfEax2FiIgcgEUaqjmzGUhP1zoFeaoqzkvjTNLS0nDw4EGL80uw1RmRZ7l06RLuuusuPPfcc8jKyrJZnJEkCX5+fli4cCFCQkIwaNAglZISERH9S1Zk7Ineg58v/4xiuVjrOORiZLOM7Yu2QxAtz7eiyApGzhkJUeKlKwAoKC7AmpA1OJd8TusoRERkZ5yThmouM7OkUEOkBRcu0vz8889QFMuNl+vXr4/77rtP5UREpLaCggLMnz8f//vf/8qWWTsvAIAoipBlGWPGjMGiRYvQqlUrNWISERGVU1RchK2XtiI6K1rrKOSigrYHITXGcut0QRLQY2gPtO/XXt1QTs6smPFr2K9IK0zDfR3ugyiwgEVE5A5YpKGa43w0pCUXbne2fv16CIJQ7oKsTqfD+PHjodPxFE3kzn7//XfMmDEDSUlJFkfU3UwQBLRt2xbLly/H/fffr0JCIiIiy1ILUrExdCMyizK1jkIuqii3CHtX7LW6XhRF3D+Dr3esORJ3BGkFaRjbYyx8dD5axyEiohpiyZ1qjkUa0lJGhtYJqiUpKQlHjhxhqzMiD3TlyhWMGjUKjz32GBITE20WaCRJgpeXFz744ANcvnyZBRoiItJUeHo4VgatZIGGamT/qv0wFhktrxSAu569C/Wa1lM3lIsJzwjH6uDVyNZnax2FiIhqiEUaqjkWaUhLqalAJe5AdzZbt261uq5x48a48847VUxDRGowGo347LPP0L17d+zcuRNAxa3NBKGkP/s999yDixcv4oMPPoCvr68qWYmIiG6mKAqOxx/HxtCNMJqtXFwnqoTkqGSc+eMMFLn86yBBEFCvST3cMf4ODZK5npSCFASeDURcTpzWUYiIqAZYpKGaS0nROgF5suLiknmRXMy6dessLtfpdJgwYQIkSVI5ERE50sGDBxEQEIC3334bBoMBJpOpwu1FUUSTJk2wefNm7NmzB126dFEpKRERUXmyIuOvqL+wK3oXFFi/wYDIFkVRsH3R9rKbUSytf+jlh6DzZuvnyiooLsAPIT8gJDlE6yhERFRNLNJQzRQXu/TE7eQmkpO1TlAl8fHxOHnypMU76NnqjMi9pKSk4JlnnsG9996L6OjoCkfOACWtzQRBwKxZsxAZGYlx48ZZvYhBRESkBoPJgA0XNuBUwimto5AbCN0fimsXr1keRSMJ6HhbR3S9o6sGyVybWTHjt7DfsDt6N2TF9TpNEBF5Ot6aQDWTlgbYuOBE5HDJyUBAgM3NMisYcdOwYUN7JqrQ5s2bIYqixXkomjdvjsGDB6uWhYgcw2w2Y8WKFXjzzTdRWFgIADbnngGA/v37Y8WKFejXr5+DExIREdmWa8jF+gvrkZzvWjdFkXMyFhmxa/Euq+sFCHj45Yd5g0oNHIs/hvTCdDze43H46Hy0jkNERJXEIg3VDOejIWeQlFSpzVq0aAGjsXz/bG9vbxgMBnunsmrdunUW76bX6XR46qmnIIoc5EjkyoKCgjB58mQEBwdXantJklCnTh18+eWXeOGFF3gOICIip5Ccn4x159chz5indRRyE4fXHkZhTqHFdYIgYNC4QWjUppHKqdxPREYEVgWvwsSAiWjg10DrOEREVAm8CkA1wyINOYPkZJcZ0RUTE4Pg4GCrrc7Gjx+vQSoisoecnBzMnDkTt912G86fP29z+9K5p5599llERkZi8uTJLNAQEZFTiMiIwOrg1SzQkN1kXMvA8c3HrbZ+9avnh7uevUvlVO4rtSAVK4NWIiE3QesoRERUCbwSQDXDIg05g4ICID9f6xSVUtrqzJI2bdrg9ttvVzkREdWUoihYv349OnXqhGXLlkFRFJjN5gofIwgCunTpgr///hvff/89mjRpolJaIiKiip1KOIUNFzbAaC4/Ap2ounZ+u7PCufkemPEAfGqxPZc9FRQXYE3IGoSnh2sdhYiIbGCRhmomJUXrBEQlkl2jT/a6desszkshSRKeeuop9l8mcjHh4eG477778PTTTyMzM9NmcUaSJPj6+uLzzz/H+fPnMXToUJWSEhERVUxWZOyK2oUdkTugwDVGqZNriDgegahTUVDk8r9XgiigVY9W6D28twbJ3F+xXIyNoRtxKuGU1lGIiKgCLNJQ9RUVAXkc/k5OwgWKNBEREQgNDbW4zmw2s9UZkQspKirCu+++i4CAAPz9998AUOHdoaUj6EaNGoWIiAi89tpr8PLyUiUrERGRLUazEZsvbsbxa8e1jkJuxmQ0Ycc3O6zejKbICkbOGcmb1RxIgYIdkTuwO3p3ha9XiYhIOzqtA5ALY6szciZJSVonsGnTpk2QJMninfYdOnRAv3791A9FRFW2Y8cOTJs2DQkJCRZHxt1MFEW0atUKy5Ytw8MPP6xCQiIiosrLM+RhQ+gGJOYlah2F3NDxLceRk5xjcZ0gCug/sj9adGmhcirPdCz+GHL0ORjTYwx0Ii8HEhE5E56VqfpYpCFnUomRNO3atYPRWL63tre3tyMSlbNu3TqLBRpJkvD000/z7jEiJxcfH49Zs2Zh27ZtEEXRZoFGpyt5mfXWW2/h7bffhp+fnxoxiYiIKi21IBXrzq9DjsHyRXSimshNy8WhHw5ZXe/t6437/nOfionoYtpF5BnzMDFgIvy8+NqUiMhZsEhD1cciDTmTzEzAYAB8rE82GRERoWKgG128eBHh4ZYnbGSrMyLnVlxcjK+//hrvvfceTCYTAFRYoBEEAYqiYMiQIVi+fDm6deumVlQiIqJKi86MxuaLm2EwG7SOQm5q15JdkM3WXzMNmzIMterVUjERAUBcThxWBa/C072fRgO/BlrHISIicE4aqgkWacjZpKRoncCq0lZnlnTr1g0BAQEqJyKiyjhy5Aj69OmDN954A3q9vqxIY40oimjUqBHWr1+PAwcOsEBDRERO6WziWay7sI4FGnKYq+eu4tLBS1Dk8nOgCKKAJu2b4NZRt2qQjAAgvTAdK4NWIiE3QesoREQEFmmouhTFqS+Ik4eqRMszLSiKYrPVGRE5l7S0NEyaNAl33nknIiMjbU6yKkkSBEHAjBkzEBUVhYkTJ7KFIREROR1FUbA/dj/+iPgDsmJ7XjWi6pDNMrYv3A5BtPxaSJEVjJwzEqLES1JaKiguwJqQNQhPt9zxgYiI1MO/iFQ9eXmAXq91CqIbOWmR5ty5c4iJibG4jq3OiJyLLMsIDAxEly5dsHbtWgCwWGC9WZ8+fXD69Gl8++23qFevnqNjEhERVZlZNmNb+DYcvnpY6yjk5s78fgZpV9OsjqIJuC8A7fq00yAZ3axYLsbG0I04nXBa6yhERB6Nc9JQ9bDVGTmjpCStE1hU2urM0oXegIAAdO3aVYNURHSzkJAQTJ06FadPV+5NqiRJqFWrFj7//HNMmTLFaktDIiIirRnNRmy+uBlRmVFaRyE3V5hTiP0r91tdL+kkjJg2QsVEZIsCBdsjtyNbn43hHYdzNDgRkQY4koaqh0UackapqUAl7nhXU0WtzkRRZKszIieQl5eH2bNno3///ggKCrK5vSiWvHyaMGECIiMjMW3aNBZoiIjIaeUb87EmZA0LNKSKfYH7YNQbLa8UgLufvxv+TfzVDUWVcjT+KH6+/DNMcsVzMBIRkf1xJA1VD4s05IzMZiA9HWjWTOskZc6cOYP4+HiL62RZxpNPPqlyIiIqpSgKtmzZglmzZiE9PR2KothsbSYIAjp16oTAwEDcfffdKiUlIiKqnozCDPx0/idk6bO0jkIeICkiCUHbLd/wIggC6jWrh0FPDFI5FVVFaGoo8gx5mBAwAX5eflrHISLyGBxJQ9XDIg05Kyebl2bTpk3Q6crXwwVBwC233IKOHTtqkIqIoqKiMGLECIwfPx5paWmQ5YonT9bpdPDx8cGCBQsQGhrKAg0RETm9hNwErApexQINqUJRFGxftB2CaLlVlqIoePiVh6Hz5r3Czu5qzlWsCl6FbH221lGIiDwGizRUdbLMIg05Lycq0siyjHXr1sFkKj9cXBAEtjoj0oBer8eHH36Inj174tChQwBKLhpYU9qT+8EHH0R4eDjefPNNeHt7q5KViIiouiIyIrAmZA0Kiwu1jkIe4vye80i4nABFLv+6SpREdB7YGV0GddEgGVVHemE6VgatRHK+87y/JiJyZyzSUNVlZQEWLjoTOQUnKtIcP34cyVbysNUZkfp2796NHj16YP78+SguLrZYQL2eKIpo0aIFtm3bhj/++APt2rVTKSkREVH1BSUFYWPoRhTLxVpHIQ9hKDBg95LdFW7z0KyHVEpD9pJvzMf3wd8jNitW6yhERG6PRRqqOo6iIWeWlARUcFe8mjZu3Gi11dmAAQPQpk0bDVIReZ6EhAQ88cQTeOCBBxAXF1fhyBkAkCQJkiTh9ddfR0REBB599FGVkhIREVWfoig4dOUQfg//HbJScRtPIns69OMhFOUWWVwnCAIGjx+Mhq0aqpyK7MFgNuCn8z/hYupFraMQEbk1NgOlqmORhpyZXg/k5AD165dbNXHiRIt3zut0OmzYsMGuMcxmMzZu3Gj1Tn22OiNyPJPJhMWLF+Ptt9+G0WgEgArnnhEEAYqiYPDgwVi+fDl69uypVlQiIqIakRUZ2yO242zSWa2jkIdJj0vHia0nLN8EIwC16tfCXc/cpX4wshuzYsbWS1uRb8zHwNYDtY5DROSWWKShqmORhpxdcrLFIs0vv/xSdqH2eo6YX+Lvv/9Genq61fVPPPGE3Y9JRP86fvw4pkyZgosXK3fXnyRJ8Pf3x9dff41nnnmmbC4aIiIiZ1dsLsbWS1sRnhGudRTyMIqi4K9v/gKsvWxSgAdnPghvP87n5+oUKPgr6i/kGfMwrMMwvlYmIrIztjujqmORhpydE8xLY63VmSiKGDJkCFq2bKlBKiL3l5GRgSlTpuCOO+5AWFiYze0lSYIgCJgyZQqio6Px7LPP8k0nERG5jMLiQvxw7gcWaEgT4UfDEXM2Boq5/CgaQRLQpncb9Lq3lwbJyFGOxB3Bb2G/wSybtY5CRORWOJKGqsZkAjIytE5BVDGNizQmkwmbN2+22OpMURQ89dRTGqQicm+yLOOHH37A3LlzkZeXB6Ck7aAtvXr1QmBgIAYMGODoiERERHaVVZSFn87/hIwivj8j9RUbiv8dRWOh05kiKxj5ykje/OKGzqWcQ0FxAZ7s9SS8JY6SIiKyB46koapJTwcq6OdP5BSSkjQ9/IEDB5CVlWVxnSAIePzxx1VOROTeQkNDMXToULzwwgvIzs62WZyRJAm1a9fGt99+i6CgIBZoiIjI5STlJWFV8CoWaEgzxzYdQ256rsUCjSAKuP3R29GsUzP1g5EqojKj8EPIDygwFmgdhYjILbBIQ1XDVmfkCnJygKIizQ5fUauze+65B02bNtUgFZH7yc/Px2uvvYa+ffvi1KlTNrcXxZKXPePGjUNkZCRmzpwJSZIcHZOIiMiuYrJi8H3I98g35msdhdxc5MlIhO4PhSLfWInJScnB3z/9bbFAAwDeft6494V7VUhIWkrIS8Dq4NXIKrJ8gyIREVUeizRUNSzSkKvQqOWZ0WjE1q1b2eqMyIEURcEvv/yCLl26YOHChZBl2eboGUEQ0L59e+zduxcbNmxAixYtVEpLRERkP6GpoVh3fh2MZqPWUcgD7Avch58//hkrX1qJpIh/uxXsWrILstl6h40RL46An7+fGhFJYxlFGVgVvApJedp2syAicnWck4aqhkUachXJyUCHDjcs+uOPP6AoFia1tGOf5L179yI3N9fiOlEUMWbMGLsdi8gTxcTEYMaMGdi1axcEQbD4f/p6Op0Ooijivffew+uvvw4fHx+VkhIREdnXyWsn8VfUX1rHIA9SlFvSnSApIgkrXlyB/iP7o+NtHXH58GWL2wuigKbtm+KWh29RMyZpLN+YjzUhazA+YDw6NuiodRwiIpfEIg1VDYs05CosjKS5//77HX7Y0lZnN4+kkSQJI0aMQMOGDR2egcgdGQwGfPHFF/j4448h/zM3WkUFmtICzrBhw7BkyRJ07Mg3jERE5JoURcG+2H04EndE6yjkYfT5egAoa3cW/FcwgrYHQRCFci3QSrcbOWckRIlNWzyNwWzAuvPrMKbHGAQ0DdA6DhGRy2GRhirPYACys7VOQVQ5GrQ70+v1+OWXXyy2OjObzZg4caLqmYjcwb59+/Diiy8iJibG5sgZoGTUWtOmTbFkyRKMHj3arqPliIiI1GSWzfgj4g+EJIdoHYU8jGyWYdTf2FavtDBjqUAjiAIC7gtAm4A2quQj52NWzNh6aSvyjfkY1HqQ1nGIiFwKb2+gyuMoGnIlaWmAhWKJI+3atQsFBQUW1+l0Ojz22GOq5iFydcnJyZg4cSKGDx+O2NhYmwUaSZIgiiLmzJmDyMhIjBkzhgUaIiJyWcXmYmy6uIkFGtKEocAA2L43pozOS4cR00Y4LhC5jJ1RO7Enek+lbq4iIqISHElDlcciDbkSWS75nW3ZUrVDVtTq7KGHHkK9evVUy0LkysxmM5YuXYq33noLen1Jm43SFmcVGTBgAJYvX47evXs7OiIREZFDFRYXYv2F9biWe03rKOShivKKqrR9u77t4FfXz0FpyNUcjT+KPGMeHuv2GCRR0joOEZHT40gaqjwWacjVqNjyrLCwEL/99htbnRHV0OnTp9G/f3/MmjULBQUFMJvNFW4vSRLq16+P1atX48iRIyzQEBGRy8vR52B18GoWaEhTVS3SRJ2OwuLnFiPieISDEpGrOZ9yHhtCN8BoNtremIjIw7FIQ5XHIg25GhWLNDt27Ci74/9mPj4+GDVqlGpZiFxRVlYWpk+fjoEDB+LixYs2t5ekkjvyJk2ahKioKEyaNAmiyJc1RETk2lILUrEqeBXSC9O1jkIerii3akUaKEBuai42vL0BP735EzKuZTgmGLmUqMwo/BDyAwqMltuCExFRCV7NoMpjkYZcjYpFmg0bNpRdNL6eJEl45JFHUKdOHdWyELkSRVGwdu1adO7cGYGBgVAUxeboGQDo3r07jh07hsDAQDRq1EiFpERERI51NfsqVgevRq4hV+soRFUeSQOgbA6S6FPRWD9vvb0jkYtKyEvA6uDVyCrK0joKEZHTYpGGKqegoOSDyJUkJwMqTFaYl5eHP//80+KFZbPZjAkTJjg8A5ErunTpEu666y4899xzyMrKqlRrMz8/PyxcuBAhISEYPHiwSkmJiIgcKyw9DGvPr4XeZHlkNpHa9Hl6QKj64wRBQL2m9TDqVXYSoH9lFGVgVfAqJOerdyMlEZErYZGGKiclResERFVnNAKZmQ4/zB9//AGj0XKfXV9fXzz88MMOz0DkSgoLC/HWW2+hT58+OH78OIB/77y0pLSN2ejRoxEZGYnZs2dDp9OpkpWIiMjRziaexabQTTDJ5ec2JNJKUV5RlVrJCqIACMDAJwZixpoZaN+vvePCkUvKN+bj++DvcSX7itZRiIicDq9wUOWw1Rm5quRkwMGtkEpbnd08CkCn02H06NGoVauWQ49P5Ep+//13zJgxA0lJSZBl2eb2giCgbdu2WLZsGR544AEVEhIREalDURQcvnoYB64c0DoKUTlFuUWVH0kjAA1bNcTot0ajdc/WDs1Frs1gNmDtubV4vOfj6Nmkp9ZxiIicBos0VDks0pCrSk4GevUCAOzbt8/i3fqCIGDYsGHV2n12djZ27txpsU2TyWTCxIkTq7VfIndz9epVzJw5E3/++SdEUbRZoNHpdBAEAe+88w7efPNN+Pr6qpSUiIjI8WRFxl+Rf+F04mmtoxBZpM/XAzY6RwuiAEEQcOezd+LOp+6E5FV+jk6im5kVM7Zc3IKHujyEAa0GaB2HiMgpsEhDlcMiDbmq5H973j788MMW25J5e3vDYDBUa/fbtm2DyWS5NUWdOnV45z95PKPRiK+++goffvhhWTGzogKNIAhQFAV33303li5dii5duqgVlYiISBUm2YRfLv+CS2mXtI5CZFVhbiFkc8U31TTv3Byj3xqNph2aqpSK3IUCBTsidyDfmI97298LQajGBEhERG6ERRqyTVFYpCHXlezYiQkranU2duxY+Pj4OPT4RM7s0KFDmDp1KiIjIyucc6aUKIpo3LgxFi9ejCeeeIJv1oiIyO0UFRdhY+hGXM25qnUUogoV5hRaXC5IAkRRxPCpwzFgzACIEqc6puo7fPUw8o35eKTrIxAF/i4RkedikYZsy8kpmYCdyBXl5QH5+UCdOnbfdUZGBvbu3Wu11dmECRPsfkwiV5Camoq5c+di3bp1EEXRZoFGkiTIsoxZs2Zh/vz58Pf3VykpERGRenINufjp/E9ILeANcOT8rBVp2vVuh0ffeBQNWjRQORG5q6CkIBQYC/BEzyfgJXlpHYeISBMs0pBtKSlaJyCqmeRkoHNnu+/2119/tdq2yd/fH8OHD7f7MYmcmdlsRmBgIN544w0UFpa8sbc19wwA9O/fHytWrEC/fv0cnJCIiEgbqQWp+On8T8g15GodhahS9Hn6sq8FUYCXjxcenPUg+j3Yj6Odye7CM8Lx47kf8VTvp+Dn5ad1HCIi1XEsIdnGVmfk6hzU8mz9+vUW36DodDqMGzcOXl68C4g8R1BQEAYMGIDp06cjLy/P4giz60mSBH9/f6xYsQInTpxggYaIiNxWXE4cVgevZoGGXIqh4N85O7sO7oqZa2filoduYYGGHCY+Nx6rg1cjR5+jdRQiItWxSEO2sUhDrs4BRZrU1FQcPHjQ4igBtjojT5KTk4OZM2fitttuw7lz52xuL0kSAODZZ59FVFQUpkyZAlHkyxEiInJPl9Mu48dzP0Jv0tvemMhJmE1myLIMP38/jPtwHCZ8MgF1G9XVOhZ5gLTCNKwKXsW2kETkcdjujGxjkYZc3T9Fmsceewwmk6ncap2u6qfCn3/+2eq6Bg0a4J577qnyPolciaIo2LhxI15++WVkZmZCURSbo2cEQUCXLl0QGBiIoUOHqpSUiIhIG6cTTmNH5A4oqHhuNiJnI+kkTPp6Ehq3bQw/f7aeInXlGnKxOng1JgZMRLv67bSOQ0SkChZpqGJmM5CernUKoprJyACMRmzevNluuyxtdXbzhOg6nQ7jx4+vVuGHyFWEh4dj2rRpOHjwoMX/BzfT6XTQ6XT4+OOP8corr7AVIBERuTVFUXDgygEcvnpY6yhE1dYmoI3WEciD6U16/HjuR4ztMRa9mvbSOg4RkcOxvwhVLDOzpFBD5MoUBUhJsdvuEhMTcfToUbY6I49TVFSE9957DwEBAThy5AgAVFigKW1j9sgjjyAiIgKvvfYaCzREROTWZEXG7+G/s0BDRFRDZsWMrZe24sS1E1pHISJyON7qTRWz44VtIk0lJwNt7HM32NatW62ua9KkCds4kVvasWMHpk2bhoSEBIsFypuJoohWrVph2bJlePjhh1VISEREpC2j2Yitl7YiIiNC6yhERG5BgYKdUTuRa8jFiI4jIAiC1pGIiByCI2moYpyPhtzFP/PS2MO6dessLtfpdJg4cWLZxOhE7iA+Ph5jxozByJEjK1WgKW1t9vbbbyMsLIwFGiIi8giFxYX48dyPLNAQETnAsfhj+OXyLzDJ5eeYJSJyBxxJQxVjkYbchZ2KNHFxcTh16pTFdSaTCePHj7fLcYi0VlxcjK+//hrvvfceiouLAaDCAk3p3DRDhgzB8uXL0a1bN7WiEhERaSqrKAs/nf8JGUUZWkchInJbF1IvIN+Yj/EB4+Gr89U6DhGRXXEkDVWMRRpyFykpQCVaNNmyefPmsnk2btaiRQsMGjSoxscg0trRo0fRp08fvPHGG9Dr9TDbmJtMkiQ0atQI69evx4EDB1igISIij5GUl4RVwatYoCEiUkFsdiy+D/4euYZcraMQEdkVizRkndEIZGVpnYLIPkwmIKPmb57XrVtncTSBTqfDU089ZbWAQ+QK0tPTMWnSJAwdOhSRkZFQFKXC7SVJgiAImD59OqKiojBx4kT2iSYiIo8RkxWDNSFrkG/M1zoKEZHHSClIwaqgVUgrSNM6ChGR3fBqIlmXng7YuEBH5FKSkmr08OjoaISEhFhcx1Zn5MpkWcbKlSvRuXNnrF27FgBsjp4BgD59+uD06dP49ttvUa9ePUfHJCIichrnU85j3fl1MJgNWkchIvI4OYYcrApehavZV7WOQkRkF25ZpFmwYAFuv/121K1bF02bNsXo0aMRHh6udSzXk5KidQIi+6rhvDQVtTpr27Ytbrvtthrtn0gL586dw6BBgzBlyhTk5ORUqrVZnTp1sGTJEpw+fRq33nqrSkmJiIi0pygK/r76N365/AvMiu0bGoiIyDH0Jj3Wnl+LS2mXtI5CRFRjblmkOXToEF566SWcOHECe/bsQXFxMe6//34UFBRoHc21cD4acjc1LNJYa3UmSRKefvpptnkil5KXl4c5c+agf//+CAoKsrl9aYFywoQJiIqKwvTp0yFJkqNjEhEROQ2zbMYfEX9gX+w+raMQEREAk2zClotbcPLaSa2jEBHViE7rAI6wc+fOG75fs2YNmjZtirNnz+Kuu+7SKJULYpGG3E1yckkLv2oUU8LDw3Hx4kWL68xmM1udkctQFAVbt27FzJkzkZ6ebrHweDNBENCpUyesWLEC99xzj+NDEhERORmDyYAtl7YgKjNK6yhERHQdBQr+ivoLuYZcDO84nDdPEpFLcssizc1ycnIAAA0bNrS6jcFggMHwbz/h3Nxch+dyeizSkJvp+cUXMC5bBtzUsszb2xuXLlU8RHrTpk2QJMliK6hOnTqhT58+ds1K5AilI2D27t0LQRCg2Jh3TKfTQZIkfPjhh5g7dy68vb1VSkpEROQ88gx5WHdhHZLzazYqm4iIHOdo/FHkGnLxWPfHoBM94nInEbkRtz9rybKM2bNnY8iQIQgICLC63YIFC/DRRx+pmMzJFRYCeXlapyCyq+isLBjT08str8yF53Xr1lks0LDVGbkCvV6P//u//8N///vfspEzFRVoSgs4DzzwABYvXoz27durlJSIiMi5pBakYt35dcgx5GgdhYiIbLiQegH5xnyMDxgPX52v1nGIiCrNLeekud5LL72E0NBQbNy4scLt5s2bh5ycnLKP+Ph4lRI6qbQ0rRMQOY3Q0FBERERYXMdWZ+Tsdu/ejR49euCjjz5CcXGxxWLj9URRRIsWLbBt2zb8+eefLNAQEZHHismKwaqgVSzQEBG5kNjsWKwKWoVsfbbWUYiIKs2tizQzZ87En3/+iQMHDqB169YVbuvj4wN/f/8bPjxaSorWCYicRmmrM0u6d++Onj17qpyIyLaEhASMGzcODzzwAOLi4my2NpMkCZIk4fXXX0dERAQeffRRlZISERE5n5DkEPx0/icYzAbbGxMRkVNJK0zDyqCVSMhN0DoKEVGluGWRRlEUzJw5E7/++iv279+PDh06aB3J9XA+GiIAJecTW63OiJyJyWTCokWL0LVrV/z6668AUNbizJLSVn2DBw/G+fPn8dlnn6F27dqqZCUiInI2iqLg0JVD+C3sN8iK9b+fRETk3PKN+VgTsgaX0y5rHYWIyCa3nJPmpZdewvr167Ft2zbUrVsXycklEzzWq1cPfn5+GqdzESzSEAEAQkJCEBsba3EdW52Rszlx4gSmTJmC0NDQSm0vSRL8/f3x9ddf45lnnuHcSkRE5NHMshl/RPyBkOQQraMQEZEdFMvF2HxxM0Z0GoHBrQfz/Q4ROS23HEmzdOlS5OTk4J577kGLFi3KPjZt2qR1NNegKCzSEP2jolZnvXv3RpcuXVRORFReZmYmpkyZgsGDB+PyZdt3ikmSBEEQMHnyZERHR+PZZ5/lGxYiIvJoepMe6y6sY4GGiMjNKFCwO3o3tkdu5whJInJabjmSxlbffbIhLw/Q67VOQWR31+bMKfnivvuA226zuX1Frc5EUWSrM9Kcoij44YcfMGfOHOTl5QGAxd/Xm/Xq1QuBgYEYMGCAoyMSERE5vVxDLtadX4eUAs7LSUTkrs4knkG2Phvjeo6Dj85H6zhERDdwyyIN1RBH0ZCbalI6z4bBADRpYnP706dP49q1axbXybKMJ5980p7xiKokNDQUU6dOxfHjxyu1vSRJ8PX1xWeffYbp06dbHSFGRETkSZLzk7Hu/DrkGfO0jkJERA4WlRmF1cGr8VTvp1DPt57WcYiIyrhluzOqoX/m8CFyW5X8Hd+0aRN0uvK1bEEQ0L9/f3To0MHeyYhsys/Px2uvvYa+ffvi1KlTNrcXxZI/9ePGjUNkZCRmzpzJAg0RERGA6MxofB/8PQs0REQeJKUgBSuDViIxL1HrKEREZVikofKsTJJO5DbS0gAbLaFkWca6detgMpnKrRMEga3OSHWKouDXX39F165dsXDhQsiybLO1mSAIaN++Pfbs2YMNGzagRYsWKqUlIiJybqcTTmPdhXUwmA1aRyEiIpXlGfPwffD3CE8P1zoKEREAFmnoZkYjcOWK1imIHMtsLinUVODYsWNISbHcl1yWZYwbN84RyYgsiomJwciRIzF27FgkJydDliue8FKSJHh7e2P+/Pm4dOkShg8frlJSIiIi5yYrMnZE7uAE0kREHq5YLsbG0I04ce0E57YmIs1xThq60ZUrNkcYELmF5GSgeXOrqzdu3AidTlduJI0gCBg4cCDatGnj6IREMBgM+PLLLzF//vyywkxFbyAEQYCiKBg+fDiWLFmCjh07qhWViIjI6RUVF2HLpS2IyYrROgoRETkBBQp2Ru1EZlEmHuz8IESB97ITkTZYpKEbRUVpnYBIHUlJQL9+FleZzWZs2rTJYqszAHjqqaccGIyoxP79+zF16lTExMRU6s4uURTRtGlTfPfddxgzZgwEQVAhJRERkWvIKMzAhtANSC9M1zoKERE5mVMJp5BVlIUnej4BH52P1nGIyAOxREw3YpGGPEVystVVhw8fRnq69TfwTzzxhCMSEQEAkpOTMXHiRAwbNgyxsbE2CzSSJEEURcyZMweRkZEYO3YsCzRERETXic2KxcqglSzQEBGRVZGZkfg+5HvkGnK1jkJEHohFGvpXZmbJB5EnSE4GrFz8Lm11djNRFDF06FBOvk4OYTabsXjxYnTu3BlbtmwBAJtzzwDA7bffjpCQEHz55ZeoU6eOo2MSERG5lDOJZ7D2/FoUmYq0jkJERE4uOT8ZgWcDkZCboHUUIvIwLNLQvyIjtU5ApB6DAcjOLrfYZDJh8+bNFludKYrCVmfkEKdPn8att96KWbNmoaCgAGYbc4NJkoT69etj9erVOHr0KHr37q1SUiIiItcgKzL+ivwLf0b8CVmxfdMDERERAOQZ8/B9yPc4n3Je6yhE5EFYpKF/sdUZeRoLLc/279+PbAvFG6BkUvbHH3/cwaHIk2RlZWH69OkYOHAgQkNDbW4vSRIAYNKkSYiKisKkSZMgivxTTkREdD29SY/1F9bjZMJJraMQEZELMskm/HL5F+yJ3sNCPxGponw/H/JMJhNw5YrWKYgc6qvjx2G+vn1UUhLQuTMkScLcuXMB/Nvq7OaRNKIo4t5770WTJk3UjExuSlEU/PTTT5g9ezZycnKgKIrN0TMA0L17dwQGBmLw4MEqpCQiInI9mUWZ2HBhA9IK07SOQkRELu5o/FGkFqTi8Z6Pw1fnq3UcInJjLNJQiStXgOJirVMQOdS8fftgtHAh3NvbG3PnzoXRaMTWrVsttjqTZZmtzsguLl++jBdffBF///03BEGAYmVupFI6nQ5eXl7473//i1mzZlmcL4mIiIiAK9lXsCl0E+efISIiu4nMjMTKoJWYGDARjWo10joOEbkp9kihEmx1RoQ9e/YgLy/P4jqdTocxY8aonIjcSWFhIebNm4c+ffrg2LFjAFBhgaa0jdljjz2GyMhIzJkzhwUaIiIiK4KSgvDjuR9ZoCEiIrtLL0xHYFAgojJ57YyIHINXe6gEizREVludSZKEESNGoEGDBholI1f3xx9/YPr06UhKSoIs2+5pLAgC2rRpg+XLl+OBBx5QISEREZFrkhUZe6L34Pi141pHISIiN6Y36bHu/DqM6DQCg1sPhiAIWkciIjfCkTQEZGUB6elapyDSlF6vxy+//GKx1ZnZbMbEiRM1SEWu7urVqxg1ahQeffTRShVodDoddDod3n//fYSFhbFAQ0REVAGDyYANFzawQENERKpQoGB39G78FvYbTHL5awdERNXFkTTEUTREAHbu3InCwkKL67y8vPDYY4+pnIhcmdFoxMKFC/Hhhx+i+J/5vioq0JTOTXP33Xdj6dKl6NKli1pRiYiIXFJaQRo2XdyE9ELebEZEROo6l3IO6YXpmBAwAXV96modh4jcAEfSEIs0RPi31dnNJEnCQw89BH9/fw1SkSs6dOgQevfujXnz5kGv18NsNle4vSiKaNy4MTZt2oQ9e/awQENERGTDpbRLCAwKZIGGiIg0k5CXgBVnV+Ba7jWtoxCRG+BIGk9nMgGxsVqnIFLFh3ffDbOFidrNAwfis0WL2OqMaiQ1NRWvvvoqfvrpJ4iiCMXC79r1JEmCLMuYNWsW5s+fz0IgERGRDbIiY1/MPhyNP6p1FCIiIuQZ87AmZA1GdR2Fvs37ah2HiFwYizSeLj4eMBq1TkGkinl33mlx+RYvL+j1eovrfHx88MgjjzgyFrk4WZaxYsUKvPHGG2Ut82zNPQMA/fv3x4oVK9CvXz8HJyQiInJ9BcYC/Hz5Z8RkxWgdhYiIqIxJNuHXsF+RnJ+MEZ1GQBTYtIiIqo5FGk8XGal1AiLNrf/5Z0iSVK4tlU6nw6hRo1CnTh2NkpGzCwoKwpQpUxAUFFSp7SVJQu3atfHll1/iP//5D0SRL+CJiIhsSchNwOaLm5FjyNE6ChERkUXHrx1HWmEaHu/xOPy8/LSOQ0QuhleHPB3noyEPl2cwYMf58xbnDTGZTJgwYYIGqcjZ5eTkYNasWbjttttw7tw5m9tLkgQAeOaZZxAVFYUpU6awQENERFQJQUlBWB28mgUaIiJyelGZUVhxdgWS8pK0jkJELoZXiDxZTg6Qmqp1CiJN/R4eDqOVid39/Pzw8MMPq5yInJmiKNi4cSM6d+6MJUuWQFEUiwW+6wmCgC5duuDw4cNYs2YNmjRpolJaIiIi12WSTfgj/A/8Hv47zErFf2uJiIicRZY+C6uCVyEoKcjmPKVERKVYpPFk0dFaJyDS3IbQUEiCUG65TqfD6NGj4efHYcpUIiIiAsOGDcPEiRORkZFhc94ZnU4HX19ffP755zh//jzutDInEhEREd0oR5+D74O/x9mks1pHISIiqjKTbMLv4b9jW/g2FJuLtY5DRC6Ac9J4Ms5HQx4uW6/HruhomC3c3cJWZ1SqqKgIn376KT777LOyZRXdESWKImRZxsiRI/Htt9+iTZs2asQkIiJyC7FZsdh6aSsKigu0jkJERFQjIckhSMxLxJO9nkTjWo21jkNEToxFGk9lNgMxMVqnINLUb2FhMFkZDVGnTh088MADKiciZ/PXX39h2rRpuHbtms2RM0BJgaZVq1ZYunQpRo4cqUJCIiIi96AoCo5fO4490XuggO1hiIjIPaQWpGLF2RV4rNtj6NW0l9ZxiMhJsd2Zp7p2DTAYtE5BpKn1Fy5AtNLqbOzYsfDx8dEgFTmD+Ph4jB07Fg8//HClCjQ6nQ46nQ5vvfUWwsLCWKAhIiKqAoPJgK2XtmJ39G4WaIiIyO0YzUZsubQFf0X+BbPMedaIqDyOpPFUUVFaJyDSVEZhIfbHxkJmqzO6TnFxMb755hu8++67KC4u6R1cUYFGEAQoioIhQ4Zg+fLl6Natm1pRiYiI3EJ6YTo2hW5CWmGa1lGIiIgc6mTCSSTkJWBcz3Go51tP6zhE5EQ4ksZTcT4a8nC/XL5ssUADAP7+/hg+fLjKiUhrR48eRd++ffH6669Dr9fDbK74DidJktCwYUOsW7cOBw4cYIGGiIioikJTQxF4NpAFGiIi8hjXcq9h2ZlliMzgdTki+heLNJ4oLw9ITtY6BZHqcg2Gso8fz5+HYKnVmSThySefhJeXlwYJSQvp6el44YUXMHToUERERECxUrwrJUkSBEHAtGnTEB0djaeeesri7xIRERFZZjQb8Xv479h6aSsMZrZgJiIiz1JkKsK6C+uwP3Y/ZMX23KdE5P7Y7swTRUdrnYBIE02++AJGG6MjTGYzJjz5pEqJSEuyLGP16tV47bXXkJ+fDwA2R88AQO/evbFy5Urceuutjo5IRETkdpLzk7H10lakF6ZrHYWIiEhTh68eRnxOPB7v+TjqeNfROg4RaYgjaTwRW50RWdXQzw93t2+vdQxysHPnzmHQoEGYMmUKcnJyKtXarE6dOliyZAnOnDnDAg0REVEVKYqCk9dOIvBsIAs0RERE/4jNjsXyM8txNfuq1lGISEMs0ngaWQZiYrROQeSUdKKI8b16QcdCptvKy8vDnDlz0L9/fwQFBdncXpIkAMCECRMQFRWF6dOnly0jIiKiyiksLsTG0I34K+ovmBXbo1aJiIg8SZ4xDz+c+wFH447abL9NRO6J7c48TUICUFSkdQoip2SSZUwICADCwoCHHgI4z4jbUBQFW7duxcyZM5Geng5Ztt33VxAEdOzYEStWrMA999zj+JBERERu6Er2Ffxy+RfkGnK1jkJEROS0ZEXGnpg9iM2OxWPdHkNdn7paRyIiFXEkjaeJitI6AZHTalq7Noa2bQvk5gKJiVrHITuJiorC/fffjyeffBJpaWk2CzQ6nQ4+Pj749NNPERoaygINERFRNciKjAOxB/BDyA8s0BAREVVSVGYUlp5ZirD0MK2jEJGKWKTxNGzjRGSRThQxMSAAYunomcuXtQ1ENabX6/HRRx+hZ8+eOHDgAABUOHRcFEv+JD7wwAMICwvDW2+9BW9vb1WyEhERuZNsfTbWhKzBoauHoIBtW4iIiKqitE3o7+G/w2g2ah2HiFTAdmeepKCAowPIozWtXRvXci3fyWmSZYzv1evfBZcvA8OGseWZi9qzZw+mTp2Kq1evVqqnryiKaN68OZYuXYpHH31UhYRERETu6VLaJfwe/jv0Jr3WUYiIiFxaUFIQrmRfwdgeY9Hav7XWcYjIgTiSxpNER2udgEhTLw8Y8O9ImZu0rFsXg1pf96InIwNIT1cpGdlLYmIixo0bh/vvvx9xcXE2CzSSJEGSJLz++uuIiIhggYaIiKiais3F+DPiT2y+uJkFGiIiIjvJLMrE6uDVOHTlEGTF9tyqROSaOJLGk3A+GvJw6y5cgGzhor1OFPFUQACEmws4ly8DTZqolI5qwmQy4bvvvsPbb78Ng8EAABXOPSMIAhRFweDBg7F8+XL07NlTrahERERuJ7UgFVsvbUVqQarWUYiIiNyOrMg4cOUAIjMjMbbHWDT0a6h1JCKyM46k8RSKwiINebSozEycS0mxuM4kyxgfEFB+BeelcQknTpzALbfcgtmzZ6OwsBBms7nC7SVJQv369fHDDz/g8OHDLNAQERFVk6IoOJ1wGivOrmCBhoiIyMGu5V7DsjPLEJwUXKm23kTkOlik8RSJiUBhodYpiDSz+eJFq63O2vr749YWLcqvSEoCsrMdG4yqLTMzE1OnTsUdd9yBy5UoqEmSBEEQMHnyZERHR+O5554rP3qKiIiIKiVbn42159die+R2mGST1nGIiIg8gtFsxLbwbdh8cTMKi3mdj8hdsN2Zp+AoGvJw1lqdSYKAp/v0sX6xPiwMGDTIwemoKhRFwQ8//IA5c+YgLy8PiqLYHD0DAL169UJgYCAGDBigQkoiIiL3pCgKgpKCsDt6Nwxmg9ZxiIiIPNLl9Mu4lnsNo7uPRqeGnbSOQ0Q1xJE0noJFGvJgYenpuJSWZnGdWVEwvlcv6w9myzOnEhoaiqFDh2LSpEnIzs6uVGuz2rVr45tvvkFQUBALNERERDVQOnrmj4g/WKAhIiLSWJ4xD2vPr8XOqJ0c1Urk4jiSxhMUFQHXrmmdgkgzm0JDIQkCzBZG0nRq0AB9mjWz/uC4OKCgAKhd24EJyZb8/Hx89NFHWLhwYaW2F0URsixj3Lhx+Oqrr9DCUjs7IiIiqhRFUXA26Sx2R++G0WzUOg4RERFd58S1E4jJisHYHmPRvE5zreMQUTWwSOMJoqMBTihGHkpRFKy7cMFigUYSBDzdu3fF85IoChAeDvTv78CUZI2iKPjtt9/w0ksvISUlBbIs23yMIAho3749li9fjuHDh6uQkoiIyH1l67Pxe/jviMmK0ToKERERWZFakIrAs4G4s92dGNp2KHQiL/kSuRK2O/MEbHVGHiw0NRWRmZkW15kVBeMDAmzvhC3PNBEbG4uRI0di7NixlSrQ6HQ6eHt7Y/78+bh06RILNERERDWgKArOJJ7BktNLWKAhIiJyAWbFjINXDmL5meWIy4nTOg4RVQHLqu5OUVikIY+26eJFq63OujdqhJ5NmtjeSUwMYDAAPj4OSEg3MxgM+PLLLzF//vyyOWcqKtAIggBFUXDfffdh6dKl6Nixo1pRiYiI3BJHzxAREbmutMI0rA5ejdtb3o7hHYfDR8drGUTOjkUad5ecDOTna52CSBOKomDd+fMWCzSiIOCZPn0qtyOzGYiMBCoz6oZqZP/+/Zg6dSpiYmKgVKJNoyiKaNq0Kb777juMGTOm4tZ1REREVCHOPUNEROQ+TieeRnhGOEZ2GYlujbtpHYeIKsB2Z+6Oo2jIgwUnJ+NKTo7FdbKi4Pi1a5j488949tdfbe+MLc8cKjk5GU899RSGDRuG2NhYmwUaSZIgiiJmz56NyMhIjB07lgUaIiKiGsjWZ+PHcz/iz4g/WaAhIiJyE7mGXGwI3YAtF7cg38ibuImcFUfSuDsWaciDbQoNhU4UYbLSKmt7ZCQAwFuSsHbMmIp3FhkJmEyAjqdNezKbzVi2bBneeustFBUVAai4tVmp22+/HStWrEDv3r0dHZGIiMitlc49sydmD4szREREbupi2kVEZ0XjgU4PoF/zfrzJkcjJ8GqjO9Prgfh4rVMQaUJRFKwPDbVaoKkyo7FkbpquXe2zP8KZM2cwefJknDt3rlLbS5KEunXr4quvvsLzzz8PUeRgUCIioppILUjF9ojtuJpzVesoRERE5GB6kx7bwrfhfMp5jOo2Cg39GmodiYj+wStc7iwmBrDXBWoiF3MqIQHXcnPtu1O2PLOL7OxszJgxAwMGDEBoaKjN7SVJAgD8v//3/xAVFYVJkyaxQENERFQDBpMBu6J2YdmZZSzQEBEReZjY7FgsOb0ER+KOwCybtY5DROBIGvfGVmfkwTZdvFhhq7NqCQ8vKXyyQFAtiqJg3bp1eOWVV5CdnQ1FUWA2235B2K1bNwQGBuKOO+5QISUREZH7UhQFF1IvYHf0bvalJyIi8mAm2YS9MXsRmhqKR7s9ipZ1W2odicijsUjjrhSFRRryWLKiYP2FC/Yt0ABAYSEQFwe0b2/f/XqAy5cv48UXX8Tff/8NQRCgKEqF20uSBG9vb/z3v//FrFmzoONcQERERDWSkp+CHZE7OHKGiIiIyiTnJyPwbCAGtxmMe9rfA2/JW+tIRB6JV73cVWoqYO9WT0Qu4mhcHFIKChyz88uXWaSpgsLCQnz88cf48ssvy5ZVVKARRRGyLGP06NH4+uuv0apVKzViEhERuS29SY+DVw7iVMIpyApbIRMREdGNFCg4Fn8MF1MvYnjH4QhoGgBBELSOReRRWKRxVxxFQx5so5VWZwKAbo0a4cv7779huViVFx+XLwMPPgjwBYtNf/zxB6ZPn46kpCTIlRjVJAgC2rRpg2XLluHBBx9UISEREZH7YmszIiIiqoocQw5+vvwzTiWcwoOdH0Qrf940SaQWFmncFYs05KHMsoxNoaFWW529NGAARnbtWv0D5OYCiYkAR3hYFRcXh5kzZ+KPP/4oGxlTkdJWZu+88w7efPNN+Pn5qRGTiIjIbbG1GREREVVXfG48AoMC0bdZXwzvOBx1fepqHYnI7bFI444MhpJ5M4g80KGrV5FRVGR1/RM9e9b8IGFhLNJYYDQasXDhQnz44YcoLi4GgAoLNKVz09x1111YtmwZunTpolZUIiIit8TWZkRERGQv51LO4XL6ZQxtOxSDWw+Gl+SldSQit8UijTs6cwYwm7VOQaSJjaGhFludiYKAoW3bonmdOjU/yOXLwLBhNd+PGzl06BCmTp2KyMjICuecKSWKIho1aoTFixdj3Lhx7HdLRERUA2xtRkRERI5gNBuxP3Y/gpKCMKLjCPRs0pPv34kcgEUad1NUBPz9t9YpiDRRbDZj88WLFludyYqCpwIC7HOg9HQgLQ1o0sQ++3NhqampeO2117B27VpIkmSzQCNJEmRZxqxZszB//nz4+/urlJSIiMg9JeYlYlfULrY2IyIiIofJ1mdjy6UtaFevHR7s/CBa1G2hdSQit8Iijbs5dgzQ67VOQaSJ/bGxyDEYLK4TBQGP26PVWamwMI8u0siyjMDAQLzxxhsoKCgAAJgrMYKvf//+WLFiBfr16+fghERERO4tvTAdB2IP4GLaRa2jEBERkYe4mnMVK86uQL/m/TCs4zDU8bZDtxIiYpHGreTlASdOaJ2CSDMbL1602urs3vbt0bhWLfsd7PJl4M477bc/FxIcHIzJkycjKCioUttLkoTatWvjiy++wOTJkyGKooMTEhERua9cQy4OXTmE4ORgzjtDREREqlOgIDg5GBfTLuLOtndicJvB0Im8xExUE/wf5E4OHQL+maybyNMYzWb8fOmS9VZnvXvb94CJiUBODlCvnn3368RycnLw3nvvYfHixZUqtEiSBLPZjGeeeQZffPEFmnjwyCMiIqKaKiouwpG4IziZcBIm2aR1HCIiIvJwRrMR+2L3lcxX02kEejTuwflqiKqJRRp3kZEBVPKudiJ3tDs6GnlGo8V1OlHEmO7d7X/QsDBg4ED779fJKIqCTZs24eWXX0ZGRgYURbHZ2kwQBHTu3BmBgYG400NHHBEREdlDsbkYJxNO4kjcEehNbGtMREREziVLn4XNFzejtX9r3NP+HnRq0InFGqIqYpHGXRw4AFgYQUDkKTaGhlpsdSYJAkZ07IgGfn72P+jly25fpImIiMC0adNw4MABCIIARVEq3F6n00Gn02H+/PmYPXs2vLy8VEpKRETkXsyyGcHJwTh05RDyjHlaxyEiIiKq0LXca/jp/E9o498G93a4Fx3qd2CxhqiSWKRxB0lJQGio1imINKM3mfBrWJjFVmdmR7Q6K3X1KpCdDdSv75j9a6ioqAgLFizAggULygozFRVoRFGELMsYOXIkvvnmG7Rt21atqERERG5FURRcTLuI/bH7kVmUqXUcIiIioiqJz43Hj+d+RNt6bXFv+3vRoUEHrSMROT0WadzBvn1aJyDS1F+RkSi0Mh+Tlyji0W7dAACHrlyBpTKDAODu9u2rfmBFAXbuBCZMqPpjndhff/2FadOmIT4+3ubIGaCkQNOyZUssW7YMI0eOVCEhERGR+1EUBTFZMdgbsxdJ+UlaxyEiIiKqkbicOPxw7ge0r98e97a/F+3qt9M6EpHTYpHG1V25AkRFaZ2CSFMVtTp7uEsX+Pv4AADu/+knGC3MpeItSTC8+271Dh4WBkREAF27Vu/xTuTatWt4+eWX8euvv0IUxUq1NgOAN954A++88w5q1aqlRkwiIiK3cy33GvbF7ENsdqzWUYiIiIjs6kr2FXwf8j06NuiIe9rfg7b12HmD6GYs0rgyRQH27tU6BZGmCoxG/B4ebrXV2cSAAMeH2LED6NABcNH5V4qLi/HNN9/g3XffRfE/I5LkCua4Kp2bZsiQIVi2bBm6d++uVlQiIiK3oSgKYrNjcSTuCGKyYrSOQ0RERORQMVkxiMmKQacGnXBvh3vR2r+11pGInAaLNK4sPBy4dk3rFESa2h4ZCb2F0TEA4CtJeESNES7Z2cDhw8CwYY4/lp0dPXoUU6ZMQVhYWKVam0mShPr16+Obb77BxIkTOQkgERFRFcmKjMtpl3Ek7gjbmhEREZHHic6KRnRWNLo07IJ72t+DVv6ttI5EpDkWaVyVLHMuGiIA6y9cgCQIMN9UYJAEAaO6dUNtb291ghw7BvTpAzRpos7xaig9PR1vvPEGvv/+e0iSZLNAI0kSZFnGtGnT8Mknn6B+/frqBCUiInITJtmEkOQQHIs/hsyiTK3jEBEREWkqMjMSkZmR6NqoK+5pfw9a1m2pdSQizbBI46rOnwfS0rROQaSpXIMBOyIjyxVogJJWZxPUaHVWdkAzsH078PzzgBOPLpFlGd9//z1effVV5OfnAwDMVkYiXa93795YuXIlbr31VkdHJCIicit6kx5nEs/gxLUTyDfmax2HiIiIyKlEZEQgIiMCHep3wKDWg9C1UVd27SCPwyKNKzKZgAMHtE5BpLnfw8NRbGXuFD+dDg917qxuoCtXSgqoffuqe9xKOn/+PKZMmYJTp05VantJkuDn54fPP/8cU6dOhSRJDk5IRETkPvIMeThx7QTOJJ6BwWzQOg4RERGRU4vNjkVsdiwa+TXCwNYD0a95P3hLKnVHIdIYizSu6MwZICdH6xREmttgpdWZThQxpnt3+Hl53bB8ZJcuMFko6uhE0X6hdu8GunYF/Pzst88aysvLwwcffICvv/66UnejSJIEs9mM8ePH46uvvkKzZs1USElEROQeMgozcCz+GEKSQ2BWbI9WJSIiIqJ/ZRRlYEfkDuyP3Y9bW9yKAa0GoJ5vPa1jETkUizSuxmAomaCcyMNlFRVhd0yMxVZnJlm22Orsl/HjHR+soKBkvqhHHnH8sWxQFAU///wzZs6cibS0NMhWRh1dTxAEdOzYEStWrMA999zj+JBERERuIjEvEUfijuBy2mUoqHiuNyIiIiKqmN6kx9H4ozh+7Th6NumJQa0HobV/a61jETkEizSu5tgxoLBQ6xREmvstLMziqBgAqOPtjfs7dVI50XXOngVuuQVo1UqzCNHR0Zg+fTr27NkDQRCgWChmXU+n00GSJHzwwQd49dVX4e3NIcVERES2mGQTLqddxpnEM7iac1XrOERERERuR1ZkhKaGIjQ1FG3822BQ60Ho0aQHRMGOXVGINMYijSspKACOH9c6BZFTWB8aClEQIFtodfZ4jx7w0Wl4elMU4M8/gSlTAHu2UqsEvV6Pzz//HJ988knZyJmKCjSiKEKWZTzwwANYvHgx2rdvr1JSIiIi15VZlImziWcRnByMwmLeQEVERESkhvjceMRfikd93/oY0GoA+rfoD1+dr9axiGqMRRpXcvgwYDRqnYJIc+mFhdgfG1uuQANYb3WmuqQk4PRpYOBA1Q65Z88evPjii7hy5YrNkTNASYGmefPmWLJkCR577DEVEhIREbkus2xGeEY4ziSeQUxWjNZxiIiIiDxWtj4bu6N34+CVg7il+S0Y2HogGvo11DoWUbWxSOMqsrOBM2e0TkGkqstpaXjgp59wd/v2mBgQgOEdO8JbkvDL5csWCzQAUM/HB8M6dFA5qRX79wM9ewJ161b5oYqiwGQywcvLy+a2iYmJmD17NrZs2QJRFCvV2kxRFLz66qt4//33Ubt27SrnIyIi8hTZ+uyyUTP5xnyt4xARERHRP4xmI04mnMTJhJNoV68dbmlxC3o26QlviS3cybWwSOMqDhwAzGatUxCpKt9oRHxuLtZfuICfzp+Hv7c3nujVC2cTE622OhvXqxe8JEmjxDcxGIBdu4AnnqjyQ1966SXs2rUL58+ft1pEMZlM+O677/D222/DYDAAQFmLM0tK56YZOHAgli9fjl69elU5FxERkSeQFRkRGRE4m3gWUZlRUGB7hCoRERERaedqzlVczbmKHZE70KtJL/Rr3g9t67WFIAhaRyOyiUUaV5CSApw/r3UKItV1algyVLW0GJNrNOLHc+dgslKIMMkyJjhb4SE0FLjlFqBTp0o/5PDhw1i6dCkA4JNPPsGCBQvKbXPixAlMmTIFoaGhldqnJEnw9/fHokWL8Oyzz/JFChERkQW5hlwEJQUhKCkIuYZcreMQERERURUZzUYEJwcjODkYjfwaoV/zfujbvC/8ffy1jkZklaBUZuICD5Sbm4t69eohJycH/v4a/yfesAEID9c2A5FG6i5YgPxKzsXk7+OD9Ndfd56RNKUaNQKmTwd0tuviRqMRAQEBiImJgdlshk6nw/nz59GjRw8AQGZmJt566y2sXLkSoijCbGOEnSRJkGUZU6dOxYIFC9CgQQO7PCUiIiJ3UWwuRlRmFEKSQxCREcFRM0RERERuRoCATg07oV/zfujeuDt0IsctUPU5om7A30hnFxfHAg15tI4NGuB8Skqlts01GNBu0SJMDAjA+IAA3N6ypXOMGMnIAI4eBe6+2+amX3zxBaKiosrmlVEUBS+++CIOHjyItWvXYs6cOcjNzYWiKDYLNADQs2dPBAYGYuDAgTV+GkRERO7CLJsRkxWD0NRQhKWHwWA2aB2JiIiIiBxEgYKozChEZUbBT+eH3s16o1/zfmhRp4VzXDcij8eRNFY4xUgaRQG+/76kUEPkocZv2YKtly+Xm3+mIjpRhEmW0cbfH+/ffTcm9+/vwISVDaUDZswA/mnhZklUVBR69uyJ4uLicuu6dOmCyMjISh1KkiT4+vpiwYIFmD59OnSVGMFDRETk7mRFRlxOHC6kXMCltEsoMhVpHYmIiIiINNSsdjP0a94PAU0DUNenrtZxyEVwJI2niYpigYY8XqeGDSEJQpWKNKVz1sTn5uLw1avOUaQxmYAdO4CnnwYs3KWhKAqmTp0K2cJ8O4IgIDY21uYhRFGELMt44oknsHDhQrRo0cIu0YmIiFyVoihIyEtAaGooLqZeRJ4xT+tIREREROQkUgpSsCt6F3ZH70abem3Qo3EP9GjSA/V962sdjTwMizTOSlGAvXu1TkGkuU4NGqDYQuHCFlEQMKJjR6wYNapsWcCSJRb35SWKCJ0xo0Y5KyUqCrh0CejVq9yq9evX48CBAxYfpigKTCZThbsWBAHt27fH8uXLMXz4cLvEJSIickWKoiClIAWhqaEITQ1Ftj5b60hERERE5MQUKIjLiUNcThx2Re9Cy7otywo2jWs11joeeQAWaZxVaChQyXk4iNxZpwrag1kjCgIe7NQJv4wfD5/rWn1FZmbCaGEeF29JqlHGKtm5E+jcGfDxKVuUmZmJWbNmQRAEVLUDpU6ngyiKeO+99/D666/D57r9EhEReZL0wnRcTL2IC6kXkF6YrnUcIiIiInJRiXmJSMxLxL7YfWhSqwl6NumJHk16oFntZpzDhhyCRRpnlJkJ7NmjdQoip9CpQYMqbS8KAh7u3Blbn3zyhgKN08jLAw4cAB58sGzRG2+8gdzc3CoVaEoLOvfddx+WLl2Kjh07OiItERGR0zLJJlzNvorIzEhEZEQgsyhT60hERERE5GbSCtNw6OohHLp6CA18G5QVbFrVbcWCDdmNE17B9HDXrgHr1wOFhVonIXIKrfz94SWKlWp5JgAY1bUrNo8bp+7omKo6eRLo1w9o3hxHjhzBqlWrqvRwURTRpEkTfPfddxg7dixfFBARkcfI0ecgKjMKERkRiM2OhdFs1DoSEREREXmILH0WjsYfxdH4o/D38Uf3xt3Ro3EPtK3XFpLoxNehyOmxSONMwsKArVtLJhgnIgAlI2Pa1KuHmKysCrcTAIzp0QMbH38cXs5coAFK5pz6808Yn30W//nPfyBJEswW2rBZf7iCv//+G126dHFgSCIiIu3JioxrudcQkRGByIxIpBSwHTARERERaS/XkItTCadwKuEUvCVvtK/fHp0adELHBh3RuFZj3lBLVcIijbM4dQr466+Si7dEdIPujRpVWKQRADzesyfWjx3r/AWaUteu4cu5cxEZGVnleWhEUcT777+PDRs2OCgcERGRdgqMBYjKjEJkZiSiM6NRZCrSOhIRERERkVVGsxERGRGIyIgAAPj7+JcVbDo26Ija3rU1TkjOjkUarSlKyfwzx45pnYTIaXVu2NBqyzMBwJO9euGnsWOhE0X1w1VTdGYmPlq+vMoFGgAwm83YuHEjpkyZgvvuu88B6YiIiNRTbC7GtdxruJJ9BdFZ0UjITYAC3rhERERERK4p15CL4ORgBCcHAwBa1GmBjg06olPDTmhbry10Ii/J0434G6Elkwn49Vfg4kWtkxA5tU4NG8JsoZghAJgQEIAfx4ypVIHmyiuvOCBd1SmKghf//BNyJebZsUYURUydOhUXL16Ej4+PHdMRERE5lt6kR3xOPK7mXMXV7KtIyEuArFT/byIRERERkTNLyk9CUn4SjsYfhZfohXb125UUbRp0QtPaTdkajVik0UxREbBxI3D1qtZJiJxepwYNIN9UpBEAPN2nD9Y89hikSo6gaVG3rgPSVd3G0FDsi42t8X6io6Oxdu1aTJ482Q6piIiIHKPAWIC4nLiyokxyfjJHyhARERGRRyqWixGVGYWozCgAQC2vWmjj3wZt6rVBG/82aFm3JbwkL41TktpYpNFCdjbw009AerrWSYhcQqeGDW/4XgDwXN++WPXoo5Uu0DiLrKIizPzrr3LLRUGAJAhQBAEms7ncem9vbzRu3BhNmzZFy5Yt0axZMzRp0oTtzoiIyOnkGnJxNftqWVEmrTBN60hERERERE6psLgQ4RnhCM8IBwCIgojmdZqXFW5a+7dGPZ96HG3j5likUVtiIrB+PZCfr3USIpfRoX59CEDZPbeT+vVD4KOPQnTBP1AhycnILCqCKAho4OuLJrVro0WdOmhRty6a1qqFprVro2mXLmgyfDiatm6Npk2bomnTpqhduzb/IBMRkdPRm/RIzk9GYl4ikvKScC33GrL0WVrHIiIiIiJySbIiIzEvEYl5iTiZcBIAUNe7btlIm9b+rdGibgvOa+NmBKU6s1Z7gNzcXNSrVw85OTnw9/e3z04jI4EtWwCj0T77I/IgLf73PyTn52NK//5Y9sgjLlmgKZVnMKC2t3fFz6F+fWDcOKBVK9VyERERVURv0iMpr6SfdmlRJqMoQ+tYREREREQeRRIktKzbEm3qtUGLOi3QvE5zNKrVCKLgWt1mXJUj6gYsuanl7Flg+3agBhOFE3my5/v2haIoWDB8uEsXaACgro+P7Y2ys4FVq4ARI4BBgwAXf85ERORaSgsyiXmJZUWZzKJMrWMREREREXk8s2JGfG484nPjy5bpRB2a1m6K5nWao1ntZiWf6zSDr85Xw6RUWRxJY4XdKmKKAhw4ABw+bL9wRORZunYFRo8GatXSOgkREbkZs2xGRlEG0grSkF6YjtSCVCTlJ7EgQ0RERETkBur71r+haNO8TnM08G3Alvo14IiRNCzSWGGXH7bZDPz+O3DunH3DEZHn8fcHnngCaNtW6yREROSCis3FSC9MR1phWllBJq0wDZlFmZAVjvQmIiIiIvIU3pI3mtVuhmZ1mqFxrcZo5NcIjWo1Qn3f+myZVgks0qioxj9svR7YvBmIibF/OCLyTKII3HsvMHQo258REZFFRcVFZSNjri/IZOuzoYAv+4mIiIiIyDJJkNDQryEa1WpUVrgp/VzbqzZH3/yDc9K4gpSUkpEzFy4AeXlapyEidyLLwL59wJUrwNixQO3aWiciIiKVmWQTsvXZyCrKKvmsz7rha71Jr3VEIiIiIiJyQWbFXHKjV2FauXU+kk+54k1Dv4ao71sftbxqsYBTQxxJY0WVKmK5uSVFmfPnS4o0RESOVrcu8NBDQJcugJeX1mmIiMhOZEVGvjEfWUVZyNJnlRVkSr/ONeRqHZGIiIiIiKiMTtShnk891POth/q+9cu+rudT8r2/jz8kUdI6pt1wJI0zMRiAy5dLCjOxsQBrXURO7+sTJ2C28H9VEgS8MmiQBolqIC+vpKWilxfQsSPQtWtJwcZOfxyIiMi+FEWBwWxAriEXeYY85BnzkGfIK/n+n6/zjHnIN+ZzjhgiIiIiInIZJtmEjKIMZBRlWFwvQEAd7zrlijj+Pv6o412n7EMnem6pwnOfeXXIMhAdXVKYCQsDiou1TkREVfDG3r0wms3llntLkusVaUoVFwPh4SUfANCiRUnBplu3kq853JSIyKGKzcUoLC5EQXFByWdjyWdLRZhima8diYiIiIjIsyhQSt4TGfNwLfea1e18db43FG2sfdTyqgVREFV8Bo7HIo0tigIkJpYUZi5cAAoKtE5ERGRdUlLJx6FDJS3RunQpKdp07Ah4e2udjojIqZllM/QmPfQmPQqLC28ovlxfgLl+mdFs1Do2ERERERGRyyt9L5ZemF7hdgIE1PaujVpeteCn8yv57OVX9v31X5eu89P5OXXLNbcu0nz33Xf44osvkJycjL59++Lbb7/FgAEDqraT3bv/Lcw0aVLycXO7JHf/3hkyaP29tWVEziwvDwgKKvnQ6YAOHUoKNl27AvXqaZ2OiMiuFEWB0Wws+zCYDWUv8iv6KCouKvuaI12IiIiIiIicmwIF+cZ85Bvzq/Q4H8nnhgKOj84HPpIPfHW+Nr/20fnAS/SC4KCONYKiuOeV502bNuG5557DsmXLMHDgQCxatAhbtmxBeHg4mjZtavPxjpgAiNyM1oUjZyhUudj3Ph07wmgsf8ezt7c3DFFRHvEzKPu+efOSkTZ5eSUfubn/fl1UBItu/kPkad87Qwatv3eGDFp/7wwZtP6+BvuQFRnF5mKYFDOK5WKYzCaYZBOKFROKzcUolothVswolk0olov/LbrIxSg2F8NgMpR9X1qIKZaLYTAbbyiwlDt735RHufkp3bze1vOtxD6IiMhzCSj/N8HSRZ2bt6vMNo7eV3WPZ8998edQs+PZc1/O8HOw5774M63Z8ey5L/4c7L8v/kxrdrzK7EsSJfhIPjAUGtCoQSO71g3ctkgzcOBA3H777Vi8eDEAQJZltGnTBrNmzcJbb71l8/Es0hC5Hx8fH+tFGoNBg0ROymT6t2hj6XNuLpCfD1iY34ecV2X+3CvlL0175L4q+9LIGfclCAIECFY/i4JY9nXpcRVFgQIFsiKXfX3zMlmRS77Gv19fv+765ddvf/2HWTFbfA6VvRPJ0otop97X9Y+vTKFLvKmnsnDjvkt/cqW5lOseL1jaX6W+vz7jTcf7Z3vhhu2tPwdBEMpnuvlnI1YuY9nvp4Abvr/xZ2ph/zf1pRZuOp4i3PSvVbY/4YZPZce0cTwBNz5nS8e09Bwr+3Mu+ZnelKkSP9MbnqXNn7Fw46py29/0M7X0BvembRThpu2q8pxv/rkD5Z7jzcez9RzL/TvaPF7F/xfxzzm1UhmE8hksHvPm3yMLz/H6Y1r7XXbU8az9X7G0jaWfuyBYymDjd8vK7/LNz7Ey/84lq20/x8ocr+yYNz+/mzN44vfOkEHr7yu7DRERuTRH1A3cst2Z0WjE2bNnMW/evLJloihi+PDhOH78uMXHGAyGGy7S5uTklH2+/oKCpYsoli443LxdZbZx9L6qezy77svSwAQP/DnY8/fBEv5MLW8jK3K5bUqX7w/bf/0Dbe7L0jFd5edgbTur29cGlFoK0NwLQCMAjaAoMgRZgWAyQTCZIZjNgMkE0WSGYJZLlplMEGRz2Xqh+J/PZjNgMgNQICiAIpshKCgZ5aOUvK9WzDIERQGgAMo/2yn/LLOUXb7u39bK6CHln+NV6jn/k8Xmdjesq6TSfBU+wH6Fi8qwfsHa0hvPGxeXe2zF31o91vUXSqxuc9OFmLJLRlbudim5iHLTsnLHKV1efvubL9b8u9/S7288VunjS4siZcuFf9eJKLlIVDrJYdm2wnVHFK5fL5ZkEwSI+LfAIggixLKv//3sqDtvBADO272XiKpNsfK1U7k5GG8SUUNlfh2c9leGyBnZKtZoXWByhSKd2sdzxp+Bs/+MtDims/2MHLFPV/sZqZFR4+9z8/IAVP6mzMpwyyJNeno6zGYzmjVrdsPyZs2aISwszOJjFixYgI8++qjc8rZt2zokIxE5D1OxCcN6DNM6BhEREREREREREbmAjIwM1LPTnM9uWaSpjnnz5mHu3Lll32dnZ6Ndu3aIi4uz2w+biEhLubm5aNOmDeLj49nGkYjcAs9rRORueF4jInfD8xoRuZucnBy0bdsWDRs2tNs+3bJI07hxY0iShJSUlBuWp6SkoHnz5hYf4+PjAx8fn3LL69Wrxz8iRORW/P39eV4jIrfC8xoRuRue14jI3fC8RkTuRrx5LsOa7Mtue3Ii3t7euPXWW7Fv376yZbIsY9++fRg8eLCGyYiIiIiIiIiIiIiIiEq45UgaAJg7dy6ef/553HbbbRgwYAAWLVqEgoICTJo0SetoRERERERERERERERE7lukGT9+PNLS0vD+++8jOTkZ/fr1w86dO9GsWbNKPd7HxwcffPCBxRZoRESuiOc1InI3PK8RkbvheY2I3A3Pa0TkbhxxXhMURVHstjciIiIiIiIiIiIiIiKqFLeck4aIiIiIiIiIiIiIiMjZsUhDRERERERERERERESkARZpiIiIiIiIiIiIiIiINMAiDRERERERERERERERkQY8ukjz3XffoX379vD19cXAgQNx6tSpCrffsmULunfvDl9fX/Tu3Rs7duxQKSkRUeVU5bwWGBiIO++8Ew0aNECDBg0wfPhwm+dBIiK1VfX1WqmNGzdCEASMHj3asQGJiKqoque17OxsvPTSS2jRogV8fHzQtWtXvhclIqdS1fPaokWL0K1bN/j5+aFNmzaYM2cO9Hq9SmmJiKw7fPgwRo0ahZYtW0IQBPz22282H3Pw4EH0798fPj4+6Ny5M9asWVPl43pskWbTpk2YO3cuPvjgAwQFBaFv37544IEHkJqaanH7Y8eOYeLEifjPf/6D4OBgjB49GqNHj0ZoaKjKyYmILKvqee3gwYOYOHEiDhw4gOPHj6NNmza4//77kZCQoHJyIiLLqnpeK3XlyhW89tpruPPOO1VKSkRUOVU9rxmNRowYMQJXrlzB1q1bER4ejsDAQLRq1Url5EREllX1vLZ+/Xq89dZb+OCDD3D58mWsWrUKmzZtwttvv61yciKi8goKCtC3b1989913ldo+NjYWI0eOxL333ouQkBDMnj0bkydPxq5du6p0XEFRFKU6gV3dwIEDcfvtt2Px4sUAAFmW0aZNG8yaNQtvvfVWue3Hjx+PgoIC/Pnnn2XLBg0ahH79+mHZsmWq5SYisqaq57Wbmc1mNGjQAIsXL8Zzzz3n6LhERDZV57xmNptx11134YUXXsDff/+N7OzsSt39RESkhqqe15YtW4YvvvgCYWFh8PLyUjsuEZFNVT2vzZw5E5cvX8a+ffvKlr366qs4efIkjhw5olpuIiJbBEHAr7/+WmF3hjfffBPbt2+/YSDHhAkTkJ2djZ07d1b6WB45ksZoNOLs2bMYPnx42TJRFDF8+HAcP37c4mOOHz9+w/YA8MADD1jdnohITdU5r92ssLAQxcXFaNiwoaNiEhFVWnXPa/Pnz0fTpk3xn//8R42YRESVVp3z2u+//47BgwfjpZdeQrNmzRAQEIBPP/0UZrNZrdhERFZV57x2xx134OzZs2Ut0WJiYrBjxw48/PDDqmQmIrIne9UMdPYM5SrS09NhNpvRrFmzG5Y3a9YMYWFhFh+TnJxscfvk5GSH5SQiqqzqnNdu9uabb6Jly5bl/rgQEWmhOue1I0eOYNWqVQgJCVEhIRFR1VTnvBYTE4P9+/fj6aefxo4dOxAVFYUZM2aguLgYH3zwgRqxiYisqs557amnnkJ6ejqGDh0KRVFgMpkwbdo0tjsjIpdkrWaQm5uLoqIi+Pn5VWo/HjmShoiIbvTZZ59h48aN+PXXX+Hr66t1HCKiKsvLy8Ozzz6LwMBANG7cWOs4RER2IcsymjZtihUrVuDWW2/F+PHj8c4777DlNhG5rIMHD+LTTz/FkiVLEBQUhF9++QXbt2/Hxx9/rHU0IiLNeORImsaNG0OSJKSkpNywPCUlBc2bN7f4mObNm1dpeyIiNVXnvFbqyy+/xGeffYa9e/eiT58+joxJRFRpVT2vRUdH48qVKxg1alTZMlmWAQA6nQ7h4eHo1KmTY0MTEVWgOq/XWrRoAS8vL0iSVLasR48eSE5OhtFohLe3t0MzExFVpDrntffeew/PPvssJk+eDADo3bs3CgoKMHXqVLzzzjsQRd5PTkSuw1rNwN/fv9KjaAAPHUnj7e2NW2+99YZJymRZxr59+zB48GCLjxk8ePAN2wPAnj17rG5PRKSm6pzXAODzzz/Hxx9/jJ07d+K2225TIyoRUaVU9bzWvXt3XLhwASEhIWUfjz76KO69916EhISgTZs2asYnIiqnOq/XhgwZgqioqLKiMwBERESgRYsWLNAQkeaqc14rLCwsV4gpLUQriuK4sEREDmCvmoFHjqQBgLlz5+L555/HbbfdhgEDBmDRokUoKCjApEmTAADPPfccWrVqhQULFgAAXnnlFdx999343//+h5EjR2Ljxo04c+YMVqxYoeXTICIqU9Xz2v/93//h/fffx/r169G+ffuyObbq1KmDOnXqaPY8iIhKVeW85uvri4CAgBseX79+fQAot5yISCtVfb02ffp0LF68GK+88gpmzZqFyMhIfPrpp3j55Ze1fBpERGWqel4bNWoUvvrqK9xyyy0YOHAgoqKi8N5772HUqFE3jBokItJCfn4+oqKiyr6PjY1FSEgIGjZsiLZt22LevHlISEjAjz/+CACYNm0aFi9ejDfeeAMvvPAC9u/fj82bN2P79u1VOq7HFmnGjx+PtLQ0vP/++0hOTka/fv2wc+fOsol+4uLibqjs33HHHVi/fj3effddvP322+jSpQt+++03vuknIqdR1fPa0qVLYTQa8cQTT9ywnw8++AAffvihmtGJiCyq6nmNiMjZVfW81qZNG+zatQtz5sxBnz590KpVK7zyyit48803tXoKREQ3qOp57d1334UgCHj33XeRkJCAJk2aYNSoUfjvf/+r1VMgIipz5swZ3HvvvWXfz507FwDw/PPPY82aNUhKSkJcXFzZ+g4dOmD79u2YM2cOvv76a7Ru3RorV678/+3de1BU1x0H8O8ujwWRh4qgRl6+khhAiEqCGjW2QouixigaUQErKvGR4pikWibExsZOVbTgE1LAiG8TUKLxTVRUBBGdBbGjQVDUyCqKbxbY2z+YvWXdJypubL6fmZ1Z7vndc87de3cm2Z+/cxAcHNyscSUCawmJiIiIiIiIiIiIiIheOv7TQyIiIiIiIiIiIiIiIjNgkoaIiIiIiIiIiIiIiMgMmKQhIiIiIiIiIiIiIiIyAyZpiIiIiIiIiIiIiIiIzIBJGiIiIiIiIiIiIiIiIjNgkoaIiIiIiIiIiIiIiMgMmKQhIiIiIiIiIiIiIiIyAyZpiIiIiIiIiIiIiIiIzIBJGiIiIiIiIjOKjIyERCKBp6enuadCREREREQvGZM0REREREQm+OmnnyCRSJr1+vOf/2zuadP/oaCgIEgkEnzyySfmnopBhr4zrVq1gpubG4YPH47U1FTU1taa3O/Dhw/x73//G2FhYejevTucnJxgbW0NFxcXBAYGYu7cucjLyzPYhyAI2LVrFz766CN0794drVu3hqWlJZycnODt7Y2xY8diyZIlOHfu3PN+DEREREREBlmaewJERERERERkmvv37+PIkSMAgNDQUDPP5tk9fvwYlZWVqKysxO7du5GQkIAffvjBaDXRunXr8MUXX6CqqkqrTaFQQKFQIC8vD8uXL0ffvn2xYsUK9OvXTyPu5s2bGDNmDHJzc7X6qKmpQU1NDUpKSrBjxw589tlnKC0txRtvvPFc10tEREREpA+TNEREREREzRQTE4OPP/7YaJyzs/NLmA39luzbtw9KpRIODg4YNGiQuadjsqe/M1VVVSguLsaSJUtQWVmJkpISjBgxAkVFRbCwsNA6X6VSISYmBsnJyQAAqVSKkSNHIiQkBN26dYODgwMUCgXkcjl27tyJ3NxcFBQU4J///CeysrLEfpRKJYYOHQq5XA4A8Pf3R1RUFPz8/GBvb4979+6htLQUR48exe7du1FTU9OyHwwRERER/eYxSUNERERE1EwuLi7w9vY29zToNyg7OxsAEBwcDCsrKzPPxnS6vjNDhgxBVFQUfH19UV5eDrlcjszMTIwZM0br/IULF4oJmu7du2PHjh3w9fXVigsODsa8efNw/PhxzJkzR6s9JSVFTNBERUXhm2++gVSquQr4wIEDMX36dNTW1mLz5s1wcnJ61ssmIiIiIjKKe9IQERERERG9AlQqFfbs2QMAGD58uJln82LY29sjLi5O/PvgwYNaMYWFhVi0aBEAoFOnTsjNzdWZoGmqf//+OHHiBCZMmKBxfOfOnQAAS0tLJCQkaCVompLJZIiMjESHDh1Mvh4iIiIiouZikoaIiIiI6CXy9PSERCJBZGQkAOA///kPoqOj4enpCZlMBldXV3zwwQdGNz5Xu3TpEmJjY+Hj4wNHR0fY2tqiS5cuiIyMxOnTp/We13RT959++gkqlQqpqal4//334erqCqlUKs5Rrb6+HomJiQgICICDgwOcnJzQp08fLF++HEqlEuXl5WKf6enp4nm3bt2CTCaDRCLBjBkzjF5Tdna22M+2bdtM+hyaKisrw7JlyxAaGgpPT0/Y2trC1tYWHh4eGDduHPbu3Wvw/PT0dHH88vJyqFQqJCcno1+/fmjTpg3s7Ozg6+uLv//973j06JHR+ZSWliIyMhJubm6wsbGBm5sbJkyYgIKCgmZdV15eHm7dugWpVIqQkBCdMQqFAnFxcfD394eTkxNsbGzg6emJSZMm6dyDpamnn83CwkJERkbCy8tLvH8twcfHR3x/9epVrfbFixdDpVIBAJKSkuDi4mJSvzKZDGFhYRrHrly5AqBxKUJWyBARERHRrwGXOyMiIiIiMpPMzExMnDhR44f+qqoqZGVlITs7Gxs3bsS4ceP0nr906VIsWLAAdXV1GscvX76My5cv49tvv0VcXBz+9re/GZzHkydPEBwcrLOKQe3evXsIDg7WSh4VFhaisLAQW7Zswbp163Se6+zsjJEjR2L79u3YunUrVqxYARsbG71jpaWlAQDatm2LkSNHGpz70y5fvoyuXbvqbLty5QquXLmCbdu2YeLEiUhLS4OlpeH/JXr06BGCgoJw6NAhjeNyuRxyuRy7du3C4cOHYWdnp/P8bdu2YfLkyaitrRWPVVZWYvPmzdi+fTvWrl1r8rWplzoLDAzUud/R/v37MXbsWNy7d0/jeEVFBSoqKpCRkYGZM2ciMTHRYAUJAKxduxazZ89GfX29yfN7VtbW1uL7p5dwu3v3rrinjKenJ0aNGvVCxrp58yaqq6vRtm3b5+qPiIiIiOh5sZKGiIiIiMgM5HI5JkyYAFdXV6xcuRJ5eXk4efIkvvzyS9jY2KChoQHTpk2DQqHQef6SJUvw6aefoq6uDr6+vlizZg0OHjyI06dPY+PGjQgMDIQgCPjqq6+QmJhocC6ff/45Dh48iBEjRuD7779HYWEh9uzZgz/+8Y9izPjx48UETf/+/bFlyxacPn0aP/74I8LDw5Gfn2+wSmbq1KkAGn90z8zM1BunUCjwww8/AADCw8Mhk8kMzv1pDQ0NsLa2RmhoKBITE3Hw4EGcOXMGBw8exOrVq/HWW28BADIyMvDVV18Z7S86Oho5OTmIiIjA7t27UVhYiMzMTAQGBgIA8vPzxaW4nlZQUIDw8HDU1tZCJpPhL3/5C44ePYpTp04hMTERzs7OiImJwdmzZ026NnWSJjQ0VKvt7NmzCA0Nxb1792BlZYXY2Fjk5OQgPz8f69atg5eXFwBg1apVmD9/vsFxCgoKMGvWLHTu3Fl8NnNzc7F48WKT5tlcpaWl4ntPT0+NttzcXDQ0NAAA/vCHPxhNLhnz9ttvAwAEQUB0dDQePHjwXP0RERERET03gYiIiIiIjMrJyREACACEmJgYQS6XG30plUqtfjw8PMR+evfuLdTU1GjFZGRkiDEJCQla7SUlJYKVlZUAQIiPjxdUKpVWTENDgzBx4kQBgNC6dWuhurpa7/UAEOLi4vRee1ZWlhg3evRooaGhQStm6dKlGv2lpaVpzUd97UOHDtU7VkJCgthHUVGR3jh9Hjx4IFy/fl1vu0qlEiIjIwUAgp2dnXD37l2tmLS0NI1r2bBhg1bMkydPBG9vbwGA0K5dO6Gurk4rpk+fPgIAwcrKSjhy5IhWe2VlpdC5c2dxHA8PD73zLisrE+OKi4u12vv27SsAECwsLIR9+/ZptVdXVws9e/YUAAhSqVRnH02fTR8fH+HOnTt652OKps9YfHy8zpj6+nrB399fjDt27JhG+6JFi8S2lJSU55qPIAjCqVOnBKlUKvbp5OQkTJo0SUhOThbOnTsn1NfXP/cYRERERETNwUoaIiIiIqJmWrNmDXx8fIy+rl27ZrCf1NRUODg4aB2fMGECOnXqBAA4duyYVvuyZctQV1eHPn36ID4+XudeIVKpFElJSZDJZHjw4AF27Nihdx49evTAl19+qbddvSSXra0t1q5dq7OaYe7cuWKVgi5SqRRTpkwBABw6dEjn3iPA/5Y68/f3h5+fn97+9LGzs0PHjh31tkskEixbtgwWFhZ4+PChwSXeAGD06NGYOHGi1nGZTIZZs2YBAG7fvo3z589rtBcUFIh7Ak2fPh0DBw7U6uO1117DsmXLjF4TALG6yMvLS6wGUsvPzxf3t4mOjkZQUJDW+W3atEFycjIAQKVSYfXq1QbHW7VqVYvu2aJQKHD48GEMGjQIRUVFAIAxY8ZgwIABGnG3b98W35u6F40hAQEBWLdunbis2t27d7FhwwZMmzYNvXr1gqOjI4KCgpCSkoKHDx8+93hERERERMYwSUNEREREZAY+Pj7w9fXV2SaRSODv7w8AKCsr02pXL3v14YcfGtzM3cnJSdyU/eTJk3rjxo0bBwsLC51t9fX1OHLkCIDG5abat2+vd86TJk3SOwYATJkyBVKpFCqVCuvXr9dqLywshFwuF2NfhLq6OlRWVqK0tBTFxcUoLi7G9evX0a5dOwDAuXPnDJ4fHh6ut613797i+6fvU9PkT1RUlN4+PvjgA5OSIYaWOms61p/+9Ce9ffTv3x9vvvmm1jlPc3Nzw3vvvWd0Ts2xcOFCSCQS8eXi4oLf/e53OH78OFq1aoW5c+di06ZNWufdv39ffK9v35/mmjp1KuRyOaKiomBvb6/R9vDhQxw4cADTpk1D9+7dsXfv3hcyJhERERGRPkzSEBERERE1U3x8PARBMPp6en+Npt544w2DY6g3NG/6IzXQuAm8ep+a+fPna/zwreulrub45Zdf9I6lL1kEAD///DMeP34MQDMpoUufPn0Mtnfu3BnBwcEAgPT0dK12dRWNTCYzmBwxpq6uDqtWrcK7776L1q1bw83NDT179tSocqqqqgIA3Lp1y2Bfhu5T003nn75P6mSTtbU1evXqpbcPKysrMSGnz/3798VEma4kTXFxsTiWseqjd955BwBw8eJFKJVKnTGGnoeW4Ofnhzlz5ojVLU01TaK8yMqW119/Hampqbh9+zZOnDiBhIQEhIeHo3PnzmLMjRs3MHz4cKPVVkREREREz4NJGiIiIiIiM2jVqpXBdvWSYupN09XUyYXmevTokd62Nm3a6G27c+eO+F5fFY2p7UBjFQPQmPw5evSoeLy2tlaspBg1apTBORlSXV2NwMBAzJo1C6dOndKbiFBTJ6D0MXSfmi779vR9qq6uBtCYyNFXpaTm6upqsH3fvn1QKpWwt7fHoEGDtNqbjmVpaWmwrw4dOgAABEHQuLdNPetnb0hMTAzkcjnkcjmKioqQnZ2NiIgISKVSnDhxAoMHDxaTj02pK54A4ObNmy98XlZWVggMDERsbCwyMjJw9epVHDp0SFxSrqGhAR9//DEEQXjhYxMRERERAYDh/4InIiIiIqJflabJgC+++AJjx4416TxDS0UZSyK8SKGhoXB1dcXNmzeRlpYm7tWSlZUlJg2eZ6mzTz75BIWFhQAakz1TpkyBr68vXFxcYGNjIy4P5+7ujqtXr7b4j++GlqMzlXo/muDgYJ3VJi9yLKBlngcXFxd4e3uLf/v5+WH48OF4//33ERkZifLyckydOhU7d+7UOK9pFdKZM2de+Lx0GTJkCA4cOABvb29UV1fj4sWLOHv2rNGKJyIiIiKiZ8EkDRERERHRK6RpZYGVlZXGD98toWlVha5Kh6aMtQONc548eTKWLFmC7du3IykpCa1btxaXOnN3d8fvf//7Z5rrvXv3sHXrVgCNe8lkZGTojdVXRfKiqD+327dvo6GhwWDiw1CFiEqlwp49ewDoXuoM+N+ya7dv30Z9fb3Bahr1sncSiaRFKmaaKyIiAtnZ2fjuu++wa9cuHD58GEOGDBHbBwwYAAsLCzQ0NODHH3+ESqXSqGBqKR07dsSwYcOwYcMGAMClS5eYpCEiIiKiFsHlzoiIiIiIXiFdunSBo6MjAOD48eMtPl7Xrl1hY2MDAGKFij7q/W+MUS959vDhQ2zfvh2VlZU4cOAAAIhLYD2Lixcvoq6uDgAwbtw4vXEXLlzAgwcPnmkMU/n4+AAAlEolzp07pzeuvr4eZ8+e1duel5cHhUIBqVSKkJAQnTHqRJ1SqTTYFwDk5+cDALp37w5ra2uDsS/L119/LSaxFixYoNHm5OSEUaNGAWjcjykrK+ulzatTp07i+xdVpURERERE9DQmaYiIiIiIXiEWFhbij/X79+9HaWlpi45naWkpLkm2d+9evdUygiCIVQfG9OjRA++99x4AIC0tDevXr4dKpYJEIkFUVNQzz7W+vl58b2iT+bVr1z7zGKZqWg20fv16vXGZmZkGq3qys7MBAIGBgXB2djY6Vmpqqt6+Tp48ifPnz2udY249evRAWFgYAODUqVNiwk5t/vz5YuJu9uzZJu/LVFtbi23btmkca87ydk2Tjl26dDH5PCIiIiKi5mCShoiIiIjoFTN//nxYWFhApVJhzJgxqKys1Bvb0NCAjRs3GowxZvr06QCAx48fY8aMGVCpVFoxCQkJzdozRF1Nc+zYMSQlJQEABg8eDC8vr2eeZ7du3cSKh/Xr1+v8QT47OxsrV6585jFMFRAQgLfffhsAsGbNGuTm5mrF3LhxA/PmzTPYjzpJM3z4cINj9enTBwCQkpKCQ4cOacXU1NSI91EqlSImJsa0C3lJFixYIN67RYsWabT17t0bcXFxAIDr169jwIABkMvlBvs7efIk+vfvj02bNmkcHz16NFavXm0wiQcA6enp4ufo7u7Opc6IiIiIqMVwTxoiIiIiomaqqqpCcXGx0ThbW1t07dr1hY/v4+ODpUuXIjY2FufPn4e3tzemTZuGIUOGwNXVFU+ePEF5eTlOnjyJHTt24MaNG5DL5ejcufMzjTd69GgEBQVh//79+P777zFw4EDMmTMH3bp1g0KhQEZGBjIyMhAQECAup2VseaixY8dizpw5qKmpEfdkmTJlyjPNT61du3YICQnB7t27sXfvXgQFBSEmJgYeHh6oqqrCd999h/T0dHTp0gV37941aQ+d57F69WoMGDAAdXV1GDp0KGJjYxESEgKZTIZTp07h66+/xq1bt9CrVy+dS6KVl5ejpKQEgP79aNRSUlLwzjvvQKlUIiQkBLNnz0ZoaCjs7OxQVFSEf/zjHygrKwMAzJs3r8X3Mmoub29vjBgxAjt37sTRo0eRm5uLAQMGiO3x8fH45ZdfkJycjIsXL8LPzw+jRo3CsGHD0K1bN9jb20OhUKC4uBi7du3CkSNHAEDrmb969SpmzpyJzz//HKGhoRg4cCBef/11tGnTBk+ePMGFCxewfft2cR8giUSC5cuXc7kzIiIiImo5AhERERERGZWTkyMAaNarV69eWv14eHgIAISIiAiD40VERAgABA8PD70xycnJQqtWrYzOw9raWrh48aLe68nJyTF6/Xfu3BECAgL0juHv7y+cPn1a/HvLli1G+4yJiRHjHR0dhUePHhk9x5grV64I7u7ueufp7u4ulJSUGLwPaWlpYvzly5f1jnX58mUxLi0tTWfMpk2bBGtra51zsbS0FJKTk/Xe68TERAGA4OXlZdK179u3T3BwcDD4LMycOVNoaGjQeb6pz6apmj5j8fHxRuPz8/PF+KCgIJ0xa9asEdq3b2/S969fv35Cfn6+xvkjR440+fvr6OgofPvtty/ioyAiIiIi0ovLnRERERERvaKio6NRVlaGhQsXon///nB2doalpSXs7OzQo0cPfPjhh1i7di2uXbuGbt26PddYTk5OyM3NxfLly9G7d2+0bt0a9vb28PPzw+LFi3HixAlx83cAcHR0NNrnpEmTxPfjx4+Hra3tc80RANzc3HDmzBl8+umn6NGjB2QyGRwdHdGrVy/Ex8fj7Nmz6Nmz53OPY6qPPvoIRUVFmDRpEjp16gRra2u89tprCAsLQ25uLqKjo/Weq17qzFgVjVpQUBAuXbqEBQsWwM/PDw4ODpDJZHB3d0d4eDiOHTuGlStXivu7/Nr07dsXQ4cOBdC431JBQYFWzIwZM1BWVoaUlBSMGTMGXbt2hYODA6ysrNC+fXu8++67mDt3LvLz83H8+HH07dtX4/ysrCxcuHAB//rXvxAWFoa33noLjo6OsLCwgJ2dHdzd3RESEoIVK1bg0qVLGs8oEREREVFLkAhCM3ZOJCIiIiIi0iMjI0P8UfvSpUtGl3pLSUnBtGnTADRuGB8QENDic3xV3L9/H87OzlAqldi/f7+YvCAiIiIiov8vv85/QkVERERERK+czZs3AwDat2+PLl26GI1PTU0F0LgfCRM0mvbv3w+lUgl7e3sMGjTI3NMhIiIiIqIWYmnuCRARERER0a/ftWvX0LZtW71Lkn3zzTfiZuuTJ082utH60aNHkZeXB6BxCSvSZG9vj/j4eHh5ecHa2trc0yEiIiIiohbC5c6IiIiIiMio9PR0fPbZZxg/fjwGDx4MDw8PqFQq/Pzzz9i6dSuysrIAAK6urigpKUG7du20+qioqEBtbS1KSkoQGxuLiooKdOjQAWVlZS9kPxoiIiIiIqJXDStpiIiIiIjIJAqFAklJSUhKStLZ3rFjR+zevVtnggYABg0ahIqKCo1jSUlJTNAQEREREdFvFitpiIiIiIjIqFu3bmHHjh3Yt28fzp8/D4VCgfv378PJyQlvvvkmQkNDMWPGDNjb2+vtw9PTExUVFbC3t4e3tzf++te/YtiwYS/xKoiIiIiIiH5dmKQhIiIiIiIiIiIiIiIyA6m5J0BERERERERERERERPRbxCQNERERERERERERERGRGTBJQ0REREREREREREREZAZM0hAREREREREREREREZkBkzRERERERERERERERERmwCQNERERERERERERERGRGTBJQ0REREREREREREREZAZM0hAREREREREREREREZnBfwFozpQI1V8JGwAAAABJRU5ErkJggg==\n" 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}, "metadata": {} } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def pdf(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(x,good)\n", " bad_pdf = pdf(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", "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" ], "metadata": { "id": "9N9JKS-ZzA70" }, "id": "9N9JKS-ZzA70" }, { "cell_type": "code", "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))" ], "metadata": { "id": "0WNK_C5exkV2", "outputId": "dfcf7f1e-e9c3-4df8-9e3c-e04bd9250618", "colab": { "base_uri": "https://localhost:8080/", "height": 494 } }, "id": "0WNK_C5exkV2", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "id": "0414379a", "metadata": { "id": "0414379a" }, "source": [ "## ROC curve" ] }, { "cell_type": "code", "execution_count": null, "id": "ddebfda9", "metadata": { "id": "ddebfda9", "outputId": "bd49e083-68b2-4298-80ce-8e4631252d9c" }, "outputs": [ { "data": { "image/png": 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1jmV4p1TSG8XSOiXGuW8cS2p8lHrGRKRhyFkPb46Fwu2QNhDOfxI6neX8oAxQIR3Y3JCXl8cXX3zBihUrMMZQVVWFMYbrr7+ePXv2HNY2NTWVjh07snXrVgoKCo7Yy1ZTD1urVq3Ytm0baWlpVFZWkp+fT0pKykFt09LSSEtLY/DgwYBz6nTSpEmAc/p1x44dtGjRgh07dtC0aVMAFi1axPjx4wHIyclh5syZeDweLrroopP+d5Las9bpKduQXXTwbXcRuwvLDmqbFBNBeuMYujZP4KxuzZwes8ZOIGuZHE2UJ3C690VE/KqsEHK+h1b9oVE7aDsc+lwF7UcFdFDbL6QDW009YfVh+vTpXHvttbz88ssHto0cOZK8vDy2b9/OmjVr6NatG1u2bGHZsmX06dOH2NhYJkyYwMSJE3n55ZeJjIxk9+7dZGRkcPnll9fYwzZ27FjefPNNhg4dyvTp0zn99NMP67lr3rw56enprFu3ji5dujBr1iy6d+9+0Ovvv/9+3nzzTcaNGwc4p1H32z+iVWGt/lR5LZl7ig8LZRuyiygsrTzQLiHKQ4em8Yzs3IQOTeJpmxLrO5UZS1Ks+xfGiogElNJ8mP8KzHsBwiLgzpXgiYJLJ7td2XEJ6cDmhilTpnDfffcdtO3SSy9l6tSpvP3229x4442UlpYSERHBq6++SlJSEgB//OMfeeCBB+jevTvR0dHExcXxyCOP1OozJ0yYwLXXXkvHjh1p3LgxU6dOBWD79u3cdNNNzJw5E3AGEFx99dWUl5fTvn17/v73vwNw//33c8UVV/Daa6/Rpk0bpk2bVlf/HHIEZZVVbMrZd1iP2cacfQedwkyNj6Jj0zjG9WlJxybxdGyaQKdm8TRNiNL8YiIiNSnOg3l/c8JaWT50HgMj7nXCWhAy9mjThAeBLl262ENPFe7vwRL/OpF/d+fC9VH1U1CAyCkqY2VWPqu2F7AyK581OwrYmlfM/pkwjIG0RjG+QFbt1iQhoHvLGsKxC2U6fsFLx+44bMyAf4yDbhc6Qa2F+wOljDGLrbUDTuS16mETqQPWWnYVOOFs5fZ8VmY5Aa36SMw2KbF0a57Ihb1b0rFpPB2aOLeYSF1XJiJy0gq2w9fPQkQMnPk7aDcSblsCKR3crqxOKLCJHCdrLVl7S5xwllVwIKDlFDkDAIyB9qlxDG7fmJ4tk+jRKpEeLZNIigncHjMRkaC1dyvMfdqZosNbBf1vcLYbEzJhDRTYRI7J67VszStm5fZ8VmTls8oX0PYWVwDO8kqdfAMAerZKpGerJLq3SCQuSt9aIiL1bvGb8PFdgIG+V8PwO6FRW7erqhch+Vvl0Fn+pX4F83WQh6qo8rIiK5+Fm/JYsCmPRVv2kF/ihLOIcEPnZgmM6dGcHq2S6Nkyka7NE3VKU0TEn3avgzCP03uWPhgG/BSGTYSkNLcrq1chF9iio6PJzc0lJSVFoc0PrLXk5uYSHR3tdiknpKS8iqVb97BgsxPQlm7dS0mFs1B5u9Q4zunRjH6tG9GzVRKdmsVrHjMREbfsXAmzH4fVH0Kvy+DSV6FpVzjvcbcr84uQC2xpaWlkZmaye/dut0tpMKKjo0lLC46/bPKLK1i0Je9AQFuRmU+l12IMdGueyJUD0xnYtjED2zWiaUJwhlARkZCyfSl89Tis+xgiE+C0u2DIL92uyu9CLrBFRETQrl07t8uQAJFdUMqCzXks3JTH/E15rNtViLXO6c1T0pK56bT2DG7XmH5tGmlQgIhIIFr1AWyZC6N+A4N/BjGN3K7IFSEX2KRhKyytYM76HL5at5v5m3LZnFsMQExEOP3bNOLcni0Y1K4xfdKTde2ZiEigsRY2z4GvHoNhd0CnM2H4XXDaPRB9+NKNDYkCmwQ1ay0bc/bx5dpsvlibzYJNeVR6LQnRHga3a8xVg1szsG1jerZKIiJci9iLiAQka2HDLOcatW3zIL45lBc6+2KSXS0tUCiwSdApq6xiwaY8vvCFtC2+XrTOzeKZcFo7Tu/SlP5tGuFRQBMRCQ7vXgNrP4LENDjvCeh7LUToOuLqFNgkKGQXlPLlumxmrcnm6w057CuvItITxqkdUpgwvB2juzQlvXGs22WKiEhteL3OIIJO54AnErqPg05nQ++fOM/lMApsEpC8XsvyrHxfL9ouVmYVANAiKZpxfVtxRtemnNohVdehiYgEk6pKWPU+zH4CctbBJZPhlCucmxyTApsEjMoqL9/8kMuMZdvJWJdNTlE5YQb6tW7Eved04fSuTenaPEHz64mIBBtvFXz3T5j7FORthKbd4bLXoftFblcWNBTYxFXWWlZtL+CDpVnMWLad3YVlJER7GN2lKad3bcrIzk1oFKfucRGRoGSts6anCYP5L0NUAlz5NnQ5H8J0nfHxUGATV2zLK+Y/P5TzxyWz2ZBdRES44fSuTbm4bytGdWlKdIROdYqIBK3yYlj8hnOb8Kkzd9q1H0BcqhPg5LgpsInf5BdXMHPlDj5YksWCzXkADGqbwJ8v7sV5vZqTHKueNBGRoFZWCAtfg2+fh327oc1wKM5zAlt8E7erC2oKbFKvyiqr+HLtbv69NIsv1mZTXuWlfZM47jm7M81Kt3H5eUPdLlFEROrCvlx4vj+U7IEOp8OIe6HNqW5XFTIU2KTOeb2WRVv28MHSLD5evp2C0kpS46O4ZkgbLu7bip6tEjHGkJGR5XapIiJyMvblOstGdR8HcSnOGp8dToe0AW5XFnIU2KTOFJVV8t6ibbzxzWa25BYTExHOmJ7NuahvK4Z1SNFEtiIioaIoG755zjn9WVUOdw9zrk8b+Wu3KwtZCmxy0rblFfPmN5t5d+E2Cssq6dc6mYlndOKcHs2Ji9J/MRGRkFG0G+Y86QwmqCqDnpfCaXc7YU3qlX6bygmx1rJ4yx5e/3oTn6zciTGG83q14KfD2tK3dSO3yxMRkbrk9TrTcFSVwZI3naA2/E5I7eh2ZQ2GApscl4oqLzNX7OD1uZtYlplPYrSHW0Z04LqhbWiZHON2eSIiUpdyf4A5T0HRLrhmOiSlwV1rtCC7CxTYpFb2FpfzzwVb+cc3W9hZUEr71Dj+MK4Hl/ZPIzZS/41EREJK9lrn1OfK6RAeCf1vcJaVCvcorLlEv2nlmH7YXcTfv97EvxZnUVJRxbCOKfz5kp6M6tyUsDBNfigiEnJWz4Bp10FELAz9FQy9DRKauV1Vg6fAJke0IjOfpz//ni/WZhPpCeOiPi25cVg7urVIdLs0ERGpa1mLoaIE2g6H9qNg5H0w6BZnqg4JCApscpDNOft44rN1fLR8B41iI7jjzE5cM6QNqfFRbpcmIiJ1bes8+Oox+GEWtB4KP/0EohNh9G/crkwOocAmAOwuLOO5L9bzz/lbiQgP4/bTO3LziPYkREe4XZqIiNS1bQtg1iOweQ7EpsKZv4eBN7ldlRyDAlsDV1RWyeTZG5k8ZyNllV5+Miid20/vRNPEaLdLExGRumQteKucgQN5GyFnPZzzF+h/PUTGuV2d1ECBrYEqr/QyZcFWnp21ntx95ZzfqwV3n92Z9k3i3S5NRETqktcL3/8XZj8OPS6BYbdDz8ug+0UQoT/Og4UCWwPj9Vo+WrGDJz5dx9a8Yoa0b8xr53ajT3qy26WJiEhd8lbB6g+d6Tl2rYRGbSGplbMv3OPcJGjoaDUgc9fnMOmTNazMKqBr8wTeuHEgIzs3wRhNzyEiEnJm3A7fvQ2pneHiV5zVCRTSgpaOXAOwOWcfD364kjnrc2iVHMPTV/ZmXO9WmkdNRCSUVJbD8qnQ8UxIbOlMdtvxDOg+DsLC3a5OTpICWwir8lr+/vUmnvhsHRHhYTx4QXeuGdKaKI++cUVEQkZFKSx9C75+BvK3wZkPw/A7IH2gc5OQ4LfAZowZAzwDhAOvWmsnHbK/NfAmkOxrc7+1dqa/6gs1G7KL+PX0ZSzZupczuzXlTxf3oplGfoqIhJb5rzjXqBXthLRBcMHTTg+bhBy/BDZjTDjwAnAWkAksNMbMsNaurtbsAWCatfZFY0x3YCbQ1h/1hZLKKi+T52zi6c+/JzYynL9e2YdxfVrqOjURkVBRUfrj6M7MBZDSES55GdqNBP2sD1n+6mEbBGyw1m4EMMZMBcYB1QObBfave5QEbPdTbSFj3c5C7p2+jOWZ+Yzp0ZxHLupB0wT1qomIhISSvbTZ/C7MvxGunwHNe8HY5zU1RwNhrLX1/yHGXAaMsdbe5Ht+LTDYWntrtTYtgM+ARkAccKa1dvER3usW4BaAJk2a9J82bVq91x/oKr2WjzdWMOOHCmI9cG33KAY2Dw/4XrWioiLi4zXvWzDSsQtuOn7BJaK8gLTMGbTK+hhPVTE5KYPY2P46iuPS3S5NjtPo0aMXW2sHnMhrA2nQwU+AN6y1TxpjhgJvGWN6Wmu91RtZa18BXgHo0qWLHTVqlP8rDSCrtudz73vLWb2jmAtOacHDY3uQEiTrfmZkZNDQj1+w0rELbjp+QaSyHP7aE4qyoftYFsWMYsCFPyXV7brE7/wV2LKA6n8KpPm2VTcBGANgrf3WGBMNpALZfqkwyJRVVvHCFxv4W8YPJMdG8tI1/RnTs7nbZYmIyMkq2A7Lp8GwieCJhDF/gaY9oGlXijIy3K5OXOKvwLYQ6GSMaYcT1MYDVx3SZitwBvCGMaYbEA3s9lN9QSVrbwk/e2sRK7MKuKRvKx66sDvJsZFulyUiIidjzxaY+zR89w5YL3Q6C5r1cCa8lQbPL4HNWltpjLkV+BRnyo7XrbWrjDGPAIustTOAu4HJxpg7cQYg3GD9cYFdkJm3MZdfvbOE8kovr1zbn7N7qFdNRCSoFefBZw86k96aMOh7DQy7Axq1cbsyCSB+u4bNN6fazEO2PVTt8WpgmL/qCTbWWt6at4VH/rOa1imxTL5uAB20ULuISPAqK4KoeIiMg63fwsCbnYXZE1u6XZkEoEAadCBHUVZZxYP/Xsm0RZmc0bUpT4/vQ2J0hNtliYjIidixDGY/Adu/g9sWgycKfrVA63zKMel/R4DbVVDKz99ezNKte7l1dEfuOquz1gAVEQlGmYth9mPw/ScQlQiDfwbeCiBSYU1qpP8hAWzJ1j38/K3FFJVV8rer+3FerxZulyQiIidi63x4/WyIaQSjH4BBN0NMsttVSRBRYAtQ0xZu44F/r6R5UjT/mDCIrs0Ta36RiIgEBmth01eQn+kMIkgfBBc+Cz0vgagEt6uTIKTAFmAqqrz88aPVvPntFoZ3TOX5q/pqyg4RkWBhLaz/H8x+3FnnM7Uz9L4KwsKg//VuVydBTIEtgBSVVXLzm4v4dmMuN5/WjvvGdMUTHuZ2WSIiUhvbFsDMe5xBBUnpcP6T0OcaJ6yJnCQFtgBRUFrBDa8vYHlmPk9d0ZtL+qW5XZKIiNTEWwXlRRCdBOERUFoAY5+DU8Y7qxSI1BEFtgBQUFrBda8tYGVWPs9f1U9LTImIBLqqSljxHsx5EtIGwsUvQsu+cNsS9ahJvVBgc1l+SQXXvTaf1TsK+NvV/bRygYhIIKssh2VTYO5TsGczNOsJXcb8uF9hTeqJApuL9haXc+1rC1i3s5AXr+7Pmd2buV2SiIgcy1eTnF61Fn3gynegy3kKaeIXCmwu2bOvnGtem8/67CJevrY/o7s2dbskERE5VPk+WPwGtBoArQfDgAnQ+lToeAYYTWIu/qPA5oK8feVc/ep8fthdxOTrBjCycxO3SxIRkerKCmHBZPj2BSjOgWETncCW1Mq5ifiZApuf5RaVcfWr89mUs4/Xrh/AaZ0U1kREAsq8lyDjL1C6FzqeCSPuhdZD3K5KGjgFNj/KKSrj6snz2ZK3j9dvGMiwjqlulyQiIgD7cn1Tc3igohjaDIMRd0Or/m5XJgIosPlNfkkFV02ex7a8El6/YSCndlBYExFxXeEu+OZZWPS6s3TUKZfD8Dt1fZoEHAU2P6is8nLblKVsytnHmzcOUlgTEXFbfiZ8/SwseROqyqHX5dCyj7NPYU0CkAKbH/zlv2uZ/f1uJl3Si1N1GlRExF3Wwj+vhN1rofd4GH4XpHRwuyqRY1Jgq2fvLtzKa3M3ceOwtowf1NrtckREGqacDTDvb3DWIxAVDxf8FeKbQqM2blcmUisKbPVowaY8Hvj3Sk7rlMpvz+vmdjkiIg1P9hqY/QSseh/Co6D7OGg/EtIHul2ZyHFRYKsn2/KK+fnbi0lvFMvzV/XDE66ZsEVE/KaiBN6/BdbMgIg4OPU2GHqr06smEoQU2OpBUVklN/9jEZVVXl69fgBJMRFulyQi0jDs3QbJ6RARA9brzKE25JcQ29jtykROigJbHfN6LXe++x3rs4t448aBtG8S73ZJIiKhb8s38NVjzv3E7yCxJYx/x+2qROqMAlsde/J/6/jf6l387sLuWsVARKQ+WQsbM2D247Dla4hrAqP/D6IS3a5MpM4psNWhD7/L4oUvf+Ang9K54dS2bpcjIhLa8rfB25dAfDMYMwn6XQ+RsW5XJVIvFNjqyNbcYn7z/goGtW3Mw2N7YjTxoohI3fJ6Yd3HkLkIznoYklvDNe9Dm1PBE+V2dSL1SoGtDni9lnunLyPcGJ4e34dIj0aEiojUGW8VrPoA5jwJ2auhcXsYcQ9EJUCH0W5XJ+IXCmx14I1vNjN/Ux6PXXoKrZJj3C5HRCR07FgG0ydA7npI7QKXTIYelziLtIs0IPoff5I27i7isU/XMrpLEy4fkOZ2OSIiwa+yHAp3OKsQJKVDbAqc/lvoNg7CdAZDGiYFtpNQ5bXc894yojzhTLr0FF23JiJyMipKYelbMPevEJcKt2Q486dN+NTtykRcp8B2EibP2ciSrXv565V9aJYY7XY5IiLBqXwfLPo7fPMsFO2C9CEw8l63qxIJKApsJ+j7XYU89dn3nNOjGeP6tHS7HBGR4LViOnz2W2g3Ai59DdoOB52xEDmIAtsJqKjycve0ZcRHe/jTxb10KlRE5HiU7IH5LzvTcvS5CnqPhyZdofVgtysTCVi6evMEvJjxAyuy8vnjRT1JjdfcPyIitbIvBz5/GJ7uBRl/gawlznZPlMKaSA3Uw3acVm3P59lZ6xnbuyXn9WrhdjkiIsFh4avw2YNQUQI9LoLT7oHmPd2uSiRoKLAdB2stv5+xiuTYCB4e28PtckREAlt+JkTEOiM9k9Kh24Vw2t3QpIvblYkEHZ0SPQ6frd7Fws17uPOszjSKi3S7HBGRwLRnM/xnIjzTB755ztnW+Ry45BWFNZETpB62Wqqo8vLof9fSsWk8Vw5Id7scEZHAk7PBWT5q+bsQFg79roMBN7pdlUhIUGCrpSkLtrIxZx+vXjcAT7g6JkVEDvP572DDLBj8Mzj1dkjUdb4idUWBrRYKSyt45vP1DGnfmDO6NXW7HBGRwLBjGcx+As54CFI7wTl/hgtiIb6J25WJhBwFtlp46asfyN1XzhvnddecayIimYvgq8dg/acQlQSnrHUCW6M2blcmErIU2GqwI7+EV+ds4qI+LemVluR2OSIi7rEWpl4F62ZCTGM4/QEYdAtE62ejSH1TYKvBE59+jwXuOUcjm0SkAbIWshZD2gBnuagWvaH1EBgwAaLi3a5OpMFQYDuG1dsLeH9pJrec1p60RrFulyMi4j/WwvrPnFOfWYvghpnQdhiMut/tykQaJAW2o7DW8ueZa0iKieCXozu6XY6IiH94vbD2I5j9OOxc7qz3ecHTTg+biLhGge0o5m3MY+6GHB66oDtJMRFulyMi4h+VJfDRnc51aeP+BqdcAeH6GSjiNr9NKGaMGWOMWWeM2WCMOWKfujHmCmPMamPMKmPMP/1V25G8MvsHUuMjuWpwazfLEBGpX1UV8N0/4Z3LwVsFkXFw40z41QLoe7XCmkiA8EsPmzEmHHgBOAvIBBYaY2ZYa1dXa9MJ+A0wzFq7xxjj2oRn63cV8uW63dx1VmeiI8LdKkNEpP5UlsGyKTDnKdi7BZr1gsIdkJSm5aNEApC/TokOAjZYazcCGGOmAuOA1dXa3Ay8YK3dA2CtzfZTbYd5dc4moiPCuGaI5hQSkdATXbIDnu0LBVnQsh+c+yh0HuOMAhWRgOSvwNYK2FbteSYw+JA2nQGMMV8D4cDvrbWf+Ke8H2UXlvLB0iyuGJhGYy3wLiKhonwfZK+BtAGURjeFtqc516d1OF1BTSQIBNKgAw/QCRgFpAGzjTG9rLV7qzcyxtwC3ALQpEkTMjIy6rSIf60vp6LKS8+I3XX+3nKwoqIi/RsHKR274BFeWUyrrJmkZX6IsZZvh75GUUkFGY1/4vzpnPmV2yXKcdD3XsPlr8CWBaRXe57m21ZdJjDfWlsBbDLGfI8T4BZWb2StfQV4BaBLly521KhRdVZkSXkVd8yexZndmzH+fA1hr28ZGRnU5fET/9GxCwIle2DeS7DoRSjNh45nwYh7GdF6sI5fENOxa7j8NUp0IdDJGNPOGBMJjAdmHNLm3zi9axhjUnFOkW70U30ATF+8jb3FFdwyor0/P1ZEpO7tXgdfTXJOfd78JVwzHVofeiWKiAQLv/SwWWsrjTG3Ap/iXJ/2urV2lTHmEWCRtXaGb9/ZxpjVQBVwr7U21x/1AVR5La/N3UTv9GQGtGnkr48VEakbhTvhm+ec69HO/qOzfNRtSyClg9uViUgd8Ns1bNbamcDMQ7Y9VO2xBe7y3fzuf6t3sTm3mBfO6YrRBbgiEizyM2HuX2HJP8BbCX2vcZaVMkZhTSSEBNKgA1dNnrORtEYxnNOjmduliIjUzndTYMZtgIU+V8HwO6GxLukQCUUKbMDanQUs3rKHB87vhifcb4s/iIgcv5z1zn1qJ0gfBP2vh2F3QHL6MV8mIsFN6QT4YEkWnjDDRX1buV2KiMiR7VoF790Izw+EWY8421I6wPlPKqyJNAANvoetssrLB0uzGNWlCanxUW6XIyJysB3L4KvHYO1HEBkPwybC0FvdrkpE/KzBB7avf8glu7CMS/uluV2KiMiP9g8cWPMf2DQHRt4Hg38OsY3drkxEXNDgA9v7SzJJiong9G6urTUvIvKjzXOdHrVBt0C3C+DU2+HU2yA6ye3KRMRFDTqwFZZW8OmqnVzWP40oT7jb5YhIQ2UtbPwSvnoctn4DcU2hstTZF53obm0iEhAadGD774qdlFZ4uUSnQ0XETdNvhFUfQEJLOPcx6HcdRMS4XZWIBJAGHdimL8mkXWocfdOT3S5FRBoSrxfWfeys7xkRDd3GQruRzlxqHg1+EpHDNdjAti2vmAWb8rjn7M5a2UBE/MNb5fSkzX4Cdq+BcS84KxP0vMTtykQkwDXYwPbB0iwAzb0mIvXP64VlU2DOk5D3AzTpCpe+Bj0udrsyEQkSJxXYjDE9rbUr66oYf7HW8v6STIa0b0xao1i3yxGRULV/ag5jYNFrEBkLV/wDul4IYZq3XERqr8afGMaYRGNMf2NMarVtvY0x7wML67W6erJmRyGbc4sZ10e9ayJSDypKYN5LzqoE+3KcwHbVNPjZHOg+TmFNRI7bMXvYjDHnA1OBOKDcGHMNMAK4FpgMdKz3CuvBrDW7ADijq+ZeE5E6VFYEi16Hb56DfdnQeigU50FcqnMTETlBNZ0S/SNwN/AW8FPgTWAG0N5au6eea6s3n6/NpndaEk0To90uRURCRcleeK4/FOc4Iz5H/h3aDne7KhEJETX1y7ez1r5irS0BXgIigAnBHNayC0tZtm0vZ3Rr5nYpIhLsivOcUZ8AMckw9Jcw4X9w/QyFNRGpUzX1sB0IdNbaKmNMkbW2uJ5rqldfrs0G4EwFNhE5UUW7Yd4LsOBVqCiG9CGQ2AJOu9vtykQkRNUU2GKNMbOrPU845DnW2hF1X1b9+XxNNi2TounWIsHtUkQk2OzLdabmWPx3Z2BBj4thxD1OWBMRqUc1BbYJhzx/rb4K8YfSiirmrs/hsv5pmixXRGrP63VGdnorYMmbzsoEp90NTTq7XZmINBDHDGzW2jcBjDGNrbV5/imp/nz7Qy4lFVWc0U2jQ0WkFvI2wtynYc8W57q0hOZw5yrnejURET865qADY8wQY0wWsNsYs9kY08c/ZdWP/63ZRWxkOEPap7hdiogEst3fw/s/g+cGwLJ3IbUzVJY7+xTWRMQFNZ0SfQJ4G2c6jxt9z8+s76Lqg7WWL9Zkc1qnVKIjwt0uR0QC1bpPYMp48ETD4J/DqbfpGjURcV1Nga07MNI3QvQBYIsfaqoXq7YXsLOglLu66ZoTETnE9qVQWgDtR0K702DkfTDoZk12KyIBo6bA5rHWVgFYa8uMMZF+qKlefL0hB4BRnZu4XImIBIxtC+Crx2DD/6BVf2j/BUTGwejfuF2ZiMhBagps0caYf1R7HnfIc6y119V9WXVv/qY82qfGaXUDEYHMRTDrYdg0G2JT4IyHYODNblclInJUNQW2Px3y/M/1VUh9qvJaFm7K44Leug5FpMGyFryVEB4Be7dA9lo4+48w4KdOr5qISACrKbB9b62d4pdK6tGaHQUUllUyuJ1Gh4o0ONbC95/A7Mehy7kw4l7ofhF0OQ8iYtyuTkSkVmpaS/Rlv1RRz+ZtzAVgcPvGLlciIn7j9cLqD+Hl05xRn/t2Q3IbZ19YuMKaiASVmnrYQmI5gPmb8mjdOJYWSfoBLdJgfHyXs4RUSke46EXodblzOlREJAjVFNjCjTGjOUZws9Z+Ubcl1S2v17Jwcx5nabF3kdBWVQHLpznTciS3hn7XQdvhznqfYZp7UUSCW02BLQpn/dCjBTYLtK/TiurYul2F7C2uYLBWNxAJTZVl8N07zhJSe7fC6Adg5L3Qqp9zExEJATUFtn3W2oAOZDWZv//6tXa6fk0k5Cx8FWY/CYXbodUAOO8J6HS221WJiNS5mgJb0Ju/KY9WyTGkN451uxQRqQsVpRDhm09x+1Jo3A4uegHajwYTEpfdiogcJqQHHVhrWbApj5Fa3UAk+JXmw4JX4Nu/wdXTIa0/nP8UeKLcrkxEpN4dM7BZaxP8VUh9yNxTQu6+cvq1aeR2KSJyoorzYP5Lzq003znluX9KDoU1EWkgQvqU6PLMfABOSUtyuRIROSFVlfDScCjIgm4Xwmn3QMs+blclIuJ3IR3YVmTlExFu6NI8qDsKRRqWgh2w7J8w7E4I98A5f4bUztCsu9uViYi4JsQD2166NE8gyqM5mEQC3t6tMPevsPQt8FZBhzOc3rQeF7lcmIiI+0I2sFlrWZGZz/mntHS7FBE5lpK98NkDsGwKYKDPVTD8Tmf0p4iIACEc2LbmFVNQWkmvVrp+TSQglRVBVDxExsG2BTDgpzBsIiSluV2ZiEjACdnAtiJLAw5EAtLOlTD7cSek3b7UmVPtF98416uJiMgRhexPyBWZ+USGh9G5mQYciASErCUw+wlY9zFEJsCgm8FbAUQrrImI1CBkf0quyMqna4sEIj1hbpciItuXwuTREJ0Eo34Dg38GMZofUUSktkIysFlrWZGVz4W9NeBAxBXWwua5kLcR+l8PLfrA2Oeg+0UQneh2dSIiQSckA9vWvGIKNeBAxP+shR9mwVePw7Z50Lg99LnaOeXZ7zq3qxMRCVp+O19ojBljjFlnjNlgjLn/GO0uNcZYY8yAE/2sdTsLAejWQn/Ji/hN1mKYfDq8fSnkb4NzH9dgAhGROuKXn6TGmHDgBeAsIBNYaIyZYa1dfUi7BGAiMP9kPm99dhEAHZvGn8zbiEhNvF4oK4CYZPBEQ8keuPAZ6H0VeCLdrk5EJGT4q4dtELDBWrvRWlsOTAXGHaHdH4BHgdKT+bAN2UW0TIomPkp/2YvUB+OtguXT4MWh8PFdzsZmPeC2JdD/BoU1EZE65q/A1grYVu15pm/bAcaYfkC6tfbjk/2w9dmFdNR0HiJ1r6oClrzFwIW/gvdvBgx0veDH/WEalS0iUh8CogvKGBMGPAXcUIu2twC3ADRp0oSMjIyD9nut5fsdxYxO9xy2TwJLUVGRjlGQabN5Ku02T6E8ti0be9xPTupgyAkDHcegou+94KVj13D5K7BlAenVnqf5tu2XAPQEMowxAM2BGcaYsdbaRdXfyFr7CvAKQJcuXeyoUaMO+qBtecWUf/olo/t3Y9Sg1nX9dUgdysjI4NDjJwGmvBiWvAnNe0Hb4VDYDXZcwndZEYwaPdrt6uQE6XsveOnYNVz+On+xEOhkjGlnjIkExgMz9u+01uZba1OttW2ttW2BecBhYa021mc7I0Q7NdOAA5ETVlYEXz8Dz5wCn9wPa31XKiQ0g85ng/OHlYiI+IlfetistZXGmFuBT4Fw4HVr7SpjzCPAImvtjGO/Q+2t3+UbIdpE17CJnJAFk+HLPzkjPtuPhpG/hjanul2ViEiD5rdr2Ky1M4GZh2x76ChtR53o56zPLqJpQhRJsREn+hYiDU9xHkQlQHiEM7AgfTCMuBfSTng6RBERqUMhN6RrfXaRToeK1FZRNvzvIfhrL2eaDoAhv4Cr3lVYExEJIAExSrSuWGvZmF3Exf1a1dxYpCEr2A5fPwuL34CqMuh56Y8BTdeniYgEnJAKbHuKKygsq6RNSpzbpYgEtqlXw45l0Hs8DL8LUju6XZGIiBxDSAW2rXnFALRuHOtyJSIBJvcH+PYFOOMhZxmp856AuBRo1NbtykREpBZCKrBtyd0HQJsUBTYRAHavgzlPwor3IDwSup4HHc+EtP5uVyYiIschpALbNl8PW3ojBTZp4CrLnaWjVn8IETEw5Jdw6u3OPGoiIhJ0Qiqwbc0rpklCFDGR4W6XIuKOvdsgOf3HxddPuwuG/Mo5/SkiIkErpALbltxi2uj6NWmIts6D2Y/Dxgy4bQk0agNXvOl2VSIiUkdCKrBtyytmSHv1JEgDYS1sngNfPebcx6bA6N9CbGO3KxMRkToWMoGtrLKKHQWltNaAA2koCnfCWxdDbCqc82fofwNEakobEZFQFDKBLXNPCdZqSg8JYdbCuv/Clq/hnD9BYgu45n1nGamIaLerExGRehQygW2b5mCTUOX1wpoPYfYTsGulM3faiHud+dTaj3S7OhER8YOQCWw78ksBaJkc43IlInVo1yp470bIWQcpneDil6HnZRAeMt+6IiJSCyHzU39HfilhBpokRLldisjJqaqAgiynJy0pzRlEcNnr0P0iCNOUNSIiDVHIBLad+SU0SYgiIjzM7VJETkxFKXz3Nsz9K0QlwM+/hugk+OknblcmIiIuC5nAtiO/lOZJOh0qQai8GBa/Ad88C4U7IG0gjPg1GON2ZSIiEiBCKrB1bBLvdhkix2/1h/Dpb6DNcLj4JWg3UmFNREQOEjKBbWd+KcM7prpdhkjNSvbCglcgvqkzd1qvy6BxO2g9xO3KREQkQIXEBV+FpRUUlVXSIklzUUkAK86DL/4If+0FX/4JshY728MjFNZEROSYQqKHbadvSo/mCmwSqBa/CZ/+H5QXQbexzjxqLU5xuyoREQkSIRHY9s/B1kKDDiSQFGyH8CiIS4Hk1tB5DIy4B5p2c7syEREJMiER2HYWOIGtWaLmYJMAsHcrzH0alr4Ng25xlpHqMNq5iYiInICQCGy7C8sATZorLsv9AeY8BcunggmDPlfDoJvdrkpEREJASAS23KJyYiPDiY0MiS9HgtWXf4a1H8HAm+DU2yGpldsViYhIiAiJUaI5RWWkxqt3Tfxs5wqYdr2z3ifAmb+Hicvh3EcV1kREpE6FRJeUE9gi3S5DGoqsxTD7CVg3E6ISofs4aNYDktPdrkxEREJUyAS2tilxbpchoc5amHYdrJkB0ckw6v9g8M8gJtntykREJMSFSGArZ0Dbxm6XIaHIWshcBGkDnOWiWpwCLfs616lFJ7pdnYiINBBBH9gqq7zsKS7XNWxSt6yFDbNg9mOwbT5c+wF0ON2Z8FZERMTPgj6w5e0rx1poomvYpC54vfD9f2H247B9KSSmwXlPQOtT3a5MREQasKAPbDlF5QDqYZO6UVUOH90FEdFw4bPQ+yfg0R8DIiLirqAPbHuKncDWKE6/VOUEVFXCyumwfBpc9a4T1K7/DzRuD+FB/+0hIiIhIuh/Ix0IbLEKbHIcKsudFQnmPAV7NkHTHs7an43aQJPOblcnIiJykBAIbBUANIqNcLkSCRp7t8Lfz4P8bdCiD1z5DnQ5D8JCYh5pEREJQUEf2Pbuc3rYktXDJsdSXgy7VkL6IGcgQbsR0ONi6HimM12HiIhIAAv+wFZSQVxkOJEe9Y7IEZQVwsJX4ZvnoaoC7loNUfFw0d/crkxERKTWgj6w7SkuV++aHK5kLyx4Beb9DUr2QIcznDnUouLdrkxEROS4BX1g21tcQbKuX5ND5f0AX/7JuTbttHsgrb/bFYmIiJywoA9se4rLNUJUoHAXfPu8M4/auY9Cq/5w+1Jneg4REZEgF/SBLb+4gpbJMW6XIW7Jz4JvnoXFbzhhrfdPnGWljFFYExGRkBH0ga2gtILEaJ0SbZBWTId//wKsF3qPh+F3QUoHt6sSERGpcyEQ2CpJjAn6L0NqK/cH8FZCky7OFB19r4VhE50Jb0VEREJUUM+FYYHySq962BqC7LXwr5vg+QHwv98525JbwwVPKayJiEjIC+quKa917hOig/rLkGPZuQK+egzW/AciYmHorXDqbW5XJSIi4ldBnXQU2ELY/oED338CGzNgxD0w+BcQl+J2ZSIiIn4X1EnnQGCL0inRkLHlW5j9mHNtWs9LnJA28GaISXa7MhEREdf47Ro2Y8wYY8w6Y8wGY8z9R9h/lzFmtTFmuTFmljGmxguT9ge2xBgFtqBmrdOL9vfz4e9jYMdyqCxz9kXFK6yJiEiD55ceNmNMOPACcBaQCSw0xsyw1q6u1mwpMMBaW2yM+QXwGHDlsd7Xay1h6JRo0PvgZ7D8XYhvDuf8BfrfAJGxblclIiISMPyVdAYBG6y1GwGMMVOBccCBwGat/bJa+3nANTW9qa+DjfgoBbag4vXC958QVuXr4O16gTNFR59rICLa3dpEREQCkL+STitgW7XnmcDgY7SfAPz3SDuMMbcAtwAkNW1FMvDdovn8EGnqplKpP7aKJru/pc2WacTv20Jy6xvJyIgGEp3b1/PcrlBqqaioiIyMDLfLkBOk4xe8dOwaroDrmjLGXAMMAEYeab+19hXgFYDmbTtbgLNGjyA6ItxvNcpxstY55TnnScj5HlI7w9mvsCc3lVGjRrldnZyAjIwMHbsgpuMXvHTsGi5/BbYsIL3a8zTftoMYY84EfguMtNaW1fSmXgueMEOUJ6jn/w1d+6fmAFj8JoRHwuVvQLexEBaO1V+JIiIiteKvwLYQ6GSMaYcT1MYDV1VvYIzpC7wMjLHWZtfmTb1AbGQ4xuh0aECpKIWlb8H8l+CGjyGhOVz5NsQ0gjCFaxERkePll8Bmra00xtwKfAqEA69ba1cZYx4BFllrZwCPA/HAe74AttVaO/bY76sBBwGlfB8sfgO+fhaKdkL6YCjZ4wQ2TXgrIiJywvyWdqy1M4GZh2x7qNrjM4/3Pb0WYhXYAkNZITzXH4p2QdvT4NLJzr16P0VERE5aUKcdC8RFarCBa0r2wIZZ0OsyiEqAob9yetVaD3G7MhERkZAS3IHNWmIU2PxvXy7MewEWTHZ61tIHQXJrGDbR7cpERERCUlAHNq+FGE3n4T/FeTD3KVj4OlQUQ/dxzqLsya3drkxERCSkBXVgs6AeNn/wVkFYOFivMz1Htwtg+F3QtKvblYmIiDQIwR3YLJowtz7t2Qxzn4bd6+DG/0JcKtyxQouxi4iI+FlQBzYvOiVaL3I2OKsSLH/X6Vnrew1UljnrfCqsiYiI+F1QBzZrnYlzpQ5t+BzeudxZlWDQLTDsdkhs6XZVIiIiDVpwBzYgyqPAdtJ2LIN9OdDxDGgzHEbcCwNvgvimblcmIiIiBHlgA4iO0FJHJyxzEXz1GKz/FJr1gg6nO6c9R/+f25WJiIhINSEQ2NTDdty2L4XPH4aNXzrre45+AAbdrFUJREREAlTQB7Yoj3rYasVa8FZCeATkZ8GulXDmwzBwgrNKgYiIiASs4A9s6mE7Nmth/Wcw+3FoPxpO/y10Oc85/RkZ63Z1IiIiUgvBH9jUw3ZkXi+s+9gJajuWQVJraNze2RcWprAmIiISREIgsKmH7Yg+uR8WvOyEtLHPQ+/xzulQERERCTohENjUwwZAVSWseM9ZiD2lgzPZbdoA6HEJhAf9YRYREWnQgj7tRIQH/ZdwcirLnfU9n+8P//45LJvibG9xCpxyhcKaiIhICAj63+aRDbmHbfEb8NXjUJAJLfvBOX+BLue6XZWIiIjUMQW2YFNR6kxuC85gguR0GPusM+pT86iJiIiEpKAPbBHhDSSklBbAwsnw7Qtw5TvQZiiMmeSs+amgJiIiEtKCPrCF/KCDkj0w/2WY9yKU7oWOZ/040a0nytXSRERExD+CPrCF9KADrxdeHgl7t0CX82HEPdCqn9tViYiIiJ8FfWDzhFpgK9wJS9+C4XdBWDic8ydo1Baa93K7MhEREXFJ0Ae2kLmGLT8Tvn7GmaLDWwHtRkH6QOh2oduViYiIiMuCP7CFBXkPW2kBfPYAfPdPwELvn8DwO53Jb0VEREQIgcDmCdYetrIiiIqHyDjIXAj9roPhd0Bya7crExERkQAT9IEt6AYd7FoNc56ETbNh4ndOYPvZHK1IICIiIkcV9CkhPCxIeth2LIPZj8Oa/0BkPAy8CbyVzj6FNRERETmGoE8KnmAIbDtXwssjICoJRvwahvwCYhu7XZWIiIgEiaAPbCZQZ/nf/DXsXgsDJ0CzHjDuBWfEZ3SS25WJiIhIkAnqwBZwUc1a2PilsyD71m8gqTX0vRY8kdD3GrerExERkSAV1IEtoOxYBh/dBVmLIKGls85nv+udsCYiIiJyEhTYTobXC2UFEJMMEXFQnAsXPA19rtY6nyIiIlJngjqwuXb5mrcKVn0As59wJrgd/w6kdoTblkCwT+QrIiIiASeoA5vfVVXAivecedRyN0CTrtDj4h/3K6yJiIhIPQjqwOb3DrZvnoVZjzgLsV/xD+h6oUKaiIiI1LugDmz1rqIElvwDmnSB9qOg3w3QtDt0HuPi+VgRERFpaBTYjqR8Hyx6Hb55Dop2wYAJTmCLS4Eu57pdnYiIiDQwQR3Y6qWPa9Hf4Ys/OCM+242AS1+DtsPr45NEREREaiWoA1udKdkDEbHOVBzeSmjZD0bcC60Hu12ZiIiICA37ivl9OfD5w/B0L/juHWfbwJvgmukKayIiIhIwgruH7UTPiRbudK5PW/S6M7Cgx0WQPsT3nhpMICIiIoElqAPbCUeraddD5kLodTmcdjc06VyXZYmIiIjUqaAObLWWt8npUTv9AYhtDOdOgugkaNze7cpEREREahTagS1nvbMqwfJpEOaBTmdDlzHQsq/blYmIiIjUWmgGtqpK+OAWWPk+eKJh8M/h1NsgsYXblYmIiIgcN7+NEjXGjDHGrDPGbDDG3H+E/VHGmHd9++cbY9oe94fs3erch3ucHrXhd8AdK2DMnxXWREREJGj5pYfNGBMOvACcBWQCC40xM6y1q6s1mwDssdZ2NMaMBx4FrqzVB2xbCLMfgw2z4NaFkNIBLnmljr8KEREREXf465ToIGCDtXYjgDFmKjAOqB7YxgG/9z2eDjxvjDHWWnu0N42lFP4xDjZmQExjGP1/ENekXr4AEREREbf4K7C1ArZVe54JHDoz7YE21tpKY0w+kALkHO1N0+0O2LUazvoDDPgpRMXXcdkiIiIi7gu6QQfGmFuAW3xPy8yvN6yEiTg3CTKpHCOQS0DTsQtuOn7BS8cuuHU50Rf6K7BlAenVnqf5th2pTaYxxgMkAbmHvpG19hXgFQBjzCJr7YB6qVjqnY5f8NKxC246fsFLxy64GWMWnehr/TVKdCHQyRjTzhgTCYwHZhzSZgZwve/xZcAXx7p+TURERKSh8EsPm++atFuBT4Fw4HVr7SpjzCPAImvtDOA14C1jzAYgDyfUiYiIiDR4fruGzVo7E5h5yLaHqj0uBS4/zrfV3B3BTccveOnYBTcdv+ClYxfcTvj4GZ11FBEREQlsflvpQEREREROTFAENr8sayX1ohbH7i5jzGpjzHJjzCxjTBs36pQjq+n4VWt3qTHGGmM0ei2A1Ob4GWOu8H0PrjLG/NPfNcqR1eJnZ2tjzJfGmKW+n5/nuVGnHM4Y87oxJtsYs/Io+40x5lnfsV1ujOlXm/cN+MBWbVmrc4HuwE+MMd0PaXZgWSvgaZxlrcRltTx2S4EB1tpTcFa4eMy/VcrR1PL4YYxJwJkIcb5/K5Rjqc3xM8Z0An4DDLPW9gDu8Hedcrhafu89AEyz1vbFGaT3N/9WKcfwBjDmGPvPBTr5brcAL9bmTQM+sFFtWStrbTmwf1mr6sYBb/oeTwfOMMYYP9YoR1bjsbPWfmmtLfY9nYczR58Ehtp87wH8AeePpFJ/Fic1qs3xuxl4wVq7B8Bam+3nGuXIanPsLJDoe5wEbPdjfXIM1trZOLNdHM044B/WMQ9INsa0qOl9gyGwHWlZq1ZHa2OtrQT2L2sl7qrNsatuAvDfeq1IjkeNx8/XlZ9urf3Yn4VJrdTm+68z0NkY87UxZp4x5li9AuI/tTl2vweuMcZk4szAcJt/SpM6cLy/G4EgXJpKQpMx5hpgADDS7VqkdowxYcBTwA0ulyInzoNzWmYUTu/2bGNML2vtXjeLklr5CfCGtfZJY8xQnHlMe1prvW4XJvUjGHrYjmdZK461rJX4XW2OHcaYM4HfAmOttWV+qk1qVtPxSwB6AhnGmM3AEGCGBh4EjNp8/2UCM6y1FdbaTcD3OAFO3FWbYzcBmAZgrf0WiMZZZ1QCX61+Nx4qGAKblrUKXjUeO2NMX+BlnLCm62cCyzGPn7U231qbaq1ta61ti3MN4lhr7QmvlSd1qjY/O/+N07uGMSYV5xTpRj/WKEdWm2O3FTgDwBjTDSew7fZrlXKiZgDX+UaLDgHyrbU7anpRwJ8S1bJWwauWx+5xIB54zzdOZKu1dqxrRcsBtTx+EqBqefw+Bc42xqwGqoB7rbU6O+GyWh67u4HJxpg7cQYg3KCOisBgjJmC84dQqu8aw98BEQDW2pdwrjk8D9gAFAM31up9dXxFREREAlswnBIVERERadAU2EREREQCnAKbiIiISIBTYBMREREJcApsIiIiIgFOgU1EREQkwCmwiUiDYYzZbIwpMcYUVbudaoyx1Z5vNsbcX+011hizz7cvyxjzlDEm3M2vQ0QaHgU2EWloLrTWxu+/Adt925N9z38CPHTIQui9fftGAlcCP/VvySLS0CmwiYhU41uXcRXOOqmH7tsAfA308XNZItLAKbCJiPj41vYbBvQAlh5hf1fgNJwlZURE/EZLU4lIg2GM2QykApW+TRnAHcAmIB9nTcadwIvW2md9r7FAIc6ajrHAVJx1G8v8WLqINHABv/i7iEgdu8ha+/n+J8aYtr6HqdbayiO/hH7AD8DlwCQgDlBgExG/0SlREZFasI5pwLfAQ27XIyINiwKbiMjxmQTcbIxp7nYhItJwKLCJiBwHa+0KYDZwr9u1iEjDoUEHIiIiIgFOPWwiIiIiAU6BTURERCTAKbCJiIiIBDgFNhEREZEAp8AmIiIiEuAU2EREREQCnAKbiIiISIBTYBMREREJcApsIiIiIgHu/wGqG2/TMVxwIAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": null, "id": "8952be9f", "metadata": { "id": "8952be9f", "outputId": "7090962d-57d1-4573-8829-1ef696171811" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": null, "id": "1182b905", "metadata": { "id": "1182b905", "outputId": "06fe75ca-3c50-4caa-de54-1f548cb8e5d6" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": null, "id": "a997a0a7", "metadata": { "id": "a997a0a7" }, "outputs": [], "source": [] } ], "metadata": { "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": "3.10.10" }, "colab": { "provenance": [], "toc_visible": true, "include_colab_link": true } }, "nbformat": 4, "nbformat_minor": 5 }