{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Azimuthal averaging in log-scaled bins\n", "\n", "PyFAI has been optimized for histogramming data on uniform bins. \n", "Neverthless one can perform this histogramming in a different space. \n", "This cookbook explains how to choose the proper radial unit and subsequently\n", "define a new unit to perform this integration\n", "\n", "First of all we will generate an image with some realistic noise and integrate it. \n", "Then we will observe the effects of the output space and finally we will create our own output space.\n", "\n", "## Guinier-like scatterer image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#use `widget` for better user interaction within the Jupyter-Lab" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from matplotlib.pyplot import subplots\n", "import numpy\n", "import time\n", "import inspect\n", "start_time = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2023.10.0-dev0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus 100k\t PixelSize= 1.720e-04, 1.720e-04 m\n", "Wavelength= 1.000000e-10 m\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° 𝛌= 1.000Å\n" ] } ], "source": [ "# Setup azimuthal integrator\n", "ai = pyFAI.load({\"dist\":1, \"detector\":\"Pilatus100k\", \"wavelength\":1e-10})\n", "q = ai.array_from_unit(unit=\"q_nm^-1\")\n", "method=(\"full\", \"histogram\", \"cython\")\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Guinier-like scatterer\n", "I = 1e6*numpy.exp(-q**2/2)\n", "#Add some noise to make it look real\n", "Y = numpy.random.poisson(I)\n", "fig, ax = subplots()\n", "ax.semilogy(q.ravel(), Y.ravel(), \",\")\n", "ax.set_ylabel(\"Intensity (counts)\")\n", "ax.set_xlabel(\"scattering vector q ($nm^{-1}$)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(2,1, figsize=(15,8))\n", "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n", "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n", "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n", "ax.legend()\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of the log-space rebinning\n", "\n", "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n", "\n", "PyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3747071/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n", " ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = numpy.linspace(-10, 10, 1000)\n", "fig, ax = subplots(figsize=(10,8))\n", "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n", "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: log(1+q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.A)\n" ] }, { "data": { "image/png": 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z3nnnHcaMGXNbrxW2V+5DVo8ePejRo8c1z0+dOpURI0YwdOhQAGbOnMnSpUv59ttvGTt2rPm633//na5du+Lo6HjN9yoqKqKoqMj8PDs72wJfgRBCCCHEnUGj0dz0lD1bqlKlCnZ2dmzbto2wsDAAMjIyOHbsGO3bt7dx726Ov79/qQEDUbGU++mC11NcXMyuXbvo3Lmz+ZhWq6Vz585s2bKl1LU3M1Vw0qRJeHh4mG+hoaFW6bcQQgghhLAeV1dXhg8fzssvv8yaNWs4ePAgQ4YMQaut0D/6AhAfH8/evXuJj4/HaDSyd+9e9u7dS25urq27Ji5T/n8VcR2pqakYjUbzHNiLAgICOHr0qPl5VlYW27dvZ9GiRdd9v9dee43Ro0ebn2dnZ0vQEkIIIYSogD766CNyc3Pp06cPbm5uvPTSS2RlZdm6W//Z+PHjmTt3rvl5VFQUAGvXriU6OtpGvRL/VqFD1s3y8PAgKSnphtc5ODjg4OBQBj0SQgghhBDW5Orqyg8//MAPP/xgPrZ06dKbem1cXNwVxy5uCQTqPlqKopQ6Hx0dfcWxIUOGMGTIkJvu882YM2eOVCysACr0mKmvry86ne6KAJWUlERgYKCNeiWEEEIIIYS4m1XokGVvb0/jxo1ZvXq1+ZjJZGL16tW0bNnShj0TQgghhBDl0YEDB0qVRv/3TQhLKPfTBXNzczlx4oT5+alTp9i7dy/e3t6EhYUxevRoBg8eTJMmTWjWrBnTp08nLy/PXG3wThLbrTvG7GzQ69Do9Gh0un89Vu9LPdbr4PJr7ezQOjqhdXZG6+yExskJrZMzWienS8+dndVjzk5onS475uyM5g5YMCqEEEKIu9O6desoKCggISHB1l0Rd7hyH7J27txJhw4dzM8vFqYYPHgwc+bM4YEHHiAlJYXx48eTmJhIw4YNWbFixRXFMO4ExsxMjLZcsKnRoHVzQ+fujs7DA52HO1p3D/Wxu7v63MMDnbt6Tufpic7bG72XF5p/7TUhhBBCCGELTk5OVK1a1dbdEHc4jfLvFXrCLDs7Gw8PD7KysnB3d7d1dyiOi0MxGFCMRpQSIxhLLjwugQvHFOOlx5fOX3hcYkQxGDAVFGAqyEfJL8CUn3/heQFKQT6mfPXxxePKhXv+47eJzsMDnY8Pem9v9d7HG523eq/390fvH4A+wB+9j4866iaEEEIImyssLOTUqVNUrlz5unuNCnEnudb3/a1kg3I/kiUusY+IsEm7iqKgFBVhysnBmJ2NMSsbY3YWpqysC4+v8jwrSx15y8gAk0l9npVF8cmT129Mp0Pv54ddQAD6Cze7AH/1sf+Fx0FBaKUKpBBCCCGEKKckZIkb0mg0aBwd0To6ovfzu6XXKkajGrDS0ihJS8eYrt6XpKdhTEunJC2NkuRkSpKSKElNBaORksREShITr/u+ej8/7CpVwi4kRL1VCsH+4uOgIDT29v/lSxZCCCGEEOK2ScgSVqXR6dB7e6P39sah2vWvVUpKKElNpSQpCUNSEiVJyZQkX/b4wnGloICSlBRKUlIo2LPnKo1q1BGwkBDsw8Mv3SLCsQ8LQ+vsbJ0vVgghhBBCCCRkiXJEo9djFxiIXWAgTte4RlEUjJmZGM4mYEhIwJBwFkNCAsUJCeZjSmGheTSsYNeuK95DHxBQOnhFRKi3sDAp0CGEEEIIIf4zCVmiQtFoNOi9vNB7eeFUr+4V5xVFwZiergavM2coPn0aw+nTFMedpjguDmNWljo1MSmJ/O3bS79Yr8c+IhyHKlVxqFoVh6pVcKhaFfvwcJl+KIQQQlQg0dHRNGzYkOnTp1v0fdu1a8fIkSN56KGHLPq+5VFxcTHVq1dn4cKFNGnSxNbdqXAkZIk7ikajQe/jg97HB6f69a84b8zMpPj0afUWF6eGr9OnKT51ClN+PsUnYik+EUvOX39depFOh314uDl42VepgkPVajhEVpaRLyGEEOIusWTJEpKSkhg0aJD52FdffcVPP/3E7t27ycnJISMjA09PT9t10oLs7e0ZM2YMr776KqtXr76p10yYMIG3336bJ598kpkzZ5qP7927l6ioKE6dOkWEjQq5lTUJWeKuovP0xMnTE6cGDUodVxSFksREik6coOhELEUnjlN8Ipai2FhMubkUnzxJ8cmT5Px96TUaOzscqlXDoVZNHGvVxrFWTRxq1ETn6lLGX5UQQgghrG3GjBkMHToUrVZrPpafn0/37t3p3r07r7322g3fIy4ujsqVK1NRdlB6+OGHeemllzh06BB16tS5qdc4Ojoye/ZsXnrpJapVu8GC/DuY9saXCHHn02g02AUF4dq2LT5DhxD83ntELJhP9R3bqbpuLaHffEPAa2PxHHA/TlFRaF1dUQwGCg8fJmvRryRNnMjphx/hWJMmnOjWjbMvvEjqzFnkrl+PITm5wvxjKoQQQtxpMjIyeOyxx/Dy8sLZ2ZkePXpw/PjxUtd8/fXXhIaG4uzsTL9+/Zg6dWqpEamUlBTWrFlDnz59Sr3uhRdeYOzYsbRo0cJi/f3ggw8ICAjAzc2N4cOHM3bsWBo2bHjN69etW4dGo2H16tU0adIEZ2dnWrVqRUxMjPmaCRMm0LBhQ7799lvCwsJwdXXl6aefxmg0MnnyZAIDA/H39+e9994r9d5eXl60bt2a+fPn33T/a9SoQYcOHXj99deve9369etp1qwZDg4OBAUFMXbsWEpKSszno6OjGTVqFK+88gre3t4EBgYyYcKEUu+RmZnJ448/jp+fH+7u7nTs2JF9+/bddF+tSUayhLgOjUZjLsZBm9bm44qiYDh7lsIjRyg6epTCw0coPHqUksREDKfjMZyOJ2fFCvP1Oh8fHGvVwrF2bZzq18OxXn3sAvxt8SUJIYQQt09RwJBvm7btnEGjueWXDRkyhOPHj7NkyRLc3d159dVX6dmzJ4cPH8bOzo5NmzYxcuRIPvzwQ+655x5WrVrFm2++Weo9Nm7ciLOzM7Vq1bLUV3NVP//8MxMmTODzzz+nTZs2/PDDD8yYMYPIyMgbvvb1119nypQp+Pn5MXLkSIYNG8amTZvM52NjY1m+fDkrVqwgNjaW+++/n5MnT1K9enXWr1/P5s2bGTZsGJ07d6Z58+bm1zVr1owNGzbc0tfxwQcf0LRpU3bu3HnV9VwJCQn07NmTIUOG8P3333P06FFGjBiBo6NjqSA1d+5cRo8ezbZt29iyZQtDhgyhdevWdOnSBYABAwbg5OTE8uXL8fDwYNasWXTq1Iljx47h7e19S322NAlZQtwGjUaDfWgo9qGh0LWr+XhJeroauo4cofCIel986hTGtDTyNm4kb+NG87X6gABz4HKqXw/HOnXQubnZ4ssRQgghbo4hH94Ptk3b486B/a1Nyb8YrjZt2kSrVq0AmDdvHqGhoSxevJgBAwbw6aef0qNHD8aMGQNA9erV2bx5M3/++af5fU6fPk1AQECpqYLWMH36dIYPH87w4cMBmDhxIqtWraKwsPCGr33vvfdo3749AGPHjqVXr14UFhbi6OgIgMlk4ttvv8XNzY3atWvToUMHYmJiWLZsGVqtlho1avDhhx+ydu3aUiErODiY06dP39LX0ahRIwYOHHjN9VxffPEFoaGhfPbZZ2g0GmrWrMm5c+d49dVXGT9+vPlzrl+/Pm+99RYA1apV47PPPmP16tV06dKFjRs3sn37dpKTk3FwcADg448/ZvHixSxcuJAnnnjilvpsaRKyhLAgvbc3+latcLnwDzmAqaCAouPHKTx8mIKDByk8cJCi48cpSUoiZ2USOStXma+1j4zEqV49HOvXw6lBQxxr1kCjl7+mQgghxO04cuQIer2+VGjw8fGhRo0aHDlyBICYmBj69etX6nXNmjUrFbIKCgrMYeVW1alTxxxSLi4fcHV1NZ9v27Yty5cvN/d35MiRpV7fsmVL1q5de8N26l9W8CsoKAiA5ORkwsLCAIiIiMDtsl/mBgQEoNPpSgXHgIAAkpOTS72vk5MT+fm3Pno5ceJEatWqxd9//42/f+nZO0eOHKFly5ZoLhuZbN26Nbm5uZw9e9bc5/r/KmIWFBRk7t++ffvIzc3Fx8en1DUFBQXExsbecn8tTX56E8LKtE5OONWvj1P9+nhdOGbKz1dD1/4DFBzYT+H+A2rZ+QsFNrJ+/x0AjbOz+tqohjg3aoRTgwbo3N1t98UIIYS4u9k5qyNKtmrbRnx9fcnIyLit1y5btgyDwQCo0+Sio6PZu3ev+byT07V2B701dpdVPL4YXkwm01XPX7zmascufw1Aeno6fn5+t9yfKlWqMGLECMaOHcvs2bNv+fVw9T5f7F9ubi5BQUGsW7fuiteVhwqPErKEsAGtszPOTZrgfNk85ZL0dAoPHFCD1/79FOzdiyknh/ytW8nfupU0AI0Gh6pVcWrUSA1ejRtjV6lSqd8ECSGEEFaj0dzylD1bqlWrFiUlJWzbts08XTAtLY2YmBhq164NqIUaduzYUep1/34eFRVFYmIiGRkZeHl5cSvCw8PNj/UXZqdUrVr1mv3dtm0bjz32mPnY1q1bb6k9Szt48CBRUVG39drx48dTpUqVKwpn1KpVi0WLFqEoivlnmE2bNuHm5kalSpVu6r0bNWpEYmIier2+XJaFl5AlRDmh9/bGtX17XC/Mp1ZMJopjY8nfvYeC3bvJ37sHw+l4io4fp+j4cTIXLFBfFxiIc9OmODdtgkuzZtiFh0voEkIIIVDX8dx7772MGDGCWbNm4ebmxtixYwkJCeHee+8F4LnnnqNdu3ZMnTqVPn36sGbNGpYvX17q/9KoqCh8fX3ZtGkTvXv3Nh9PTEwkMTGREydOAHDgwAHc3NwICwu7rcILzz//PEOGDKFJkya0bt2aefPmcejQoVKFL3777Tdee+01jh49ersfyy3ZsGED77777m29NiAggNGjR/PRRx+VOv70008zffp0nnvuOZ599lliYmJ46623GD169E2ve+vcuTMtW7akb9++TJ48merVq3Pu3DmWLl1Kv379bL6BspRwF6Kc0mi1OFSrhtcDAwn+8AOq/vUX1TZuoNJnn+I9bBhODRuCnR0liYlk//EHiePfIrZ7D060a0/CS2PImL+AopMnpXy8EEKIu9p3331H48aN6d27Ny1btkRRFJYtW2aeita6dWtmzpzJ1KlTadCgAStWrODFF18stQZLp9MxdOhQ5s2bV+q9Z86cSVRUFCNGjACgXbt2REVFsWTJktvq6wMPPMCbb77JK6+8QuPGjTl9+jRPPfVUqWuysrJKlWe3pi1btpCVlcX9999/2+8xZsyYUmvQAEJCQli2bBnbt2+nQYMGjBw5kuHDh/PGG2/c9PtqNBqWLVtGu3btGDp0KNWrV2fQoEHmIiW2plHkJ7Brys7OxsPDg6ysLNxlHYwoh0wFBRTs20f+9h3kb99Owb59KBfmfV+k8/XFuWkTnJs2xaVZM+yrVJGRLiGEEDelsLCQU6dOUbly5dsu/FARjRgxgqNHj5YqXZ6YmEidOnXYvXt3qSmA1jZhwgQWL15cah1XWXnggQdo0KAB48aNK/O2bela3/e3kg1kumAFEZMew9xDc9FqtOi0OjRo0Gl0Vz7XatGiRa/VY6+zx05rV+reXmuv3uvscdQ54qhXb046J/NjR70jdlq7G3dK2JzWyQmXFi1wubAJoqmwkIJ9+8nfsYP8HTso2LsXY2oqOctXkLNc3bdL7++PS8uWuLRqiXPLltj5y35dQggh7m4ff/wxXbp0wcXFheXLlzN37ly++OKLUtcEBgYye/Zs4uPjyzRk2UpxcTH16tXjxRdftHVXKiQJWRVEUn4Sf5z8o8zac9Q54mrviqudK272brjaueJq/6/Hdm6l7j0dPPFy9MLTwRN7nX2Z9VVconV0xKV5M1yaNwPAVFxM4f795G3froau3XsoSU4m6/ffzRUMHapVxaVVK5xbtsSlaVO0LhVnQbMQQghhCdu3b2fy5Mnk5OQQGRnJjBkzePzxx6+4rm/fvmXfORuxt7e/Yvrev6f9XW758uW0bdvW2t2qMGS64HWUp+mCZ3LOsOr0KoyKEUVRSt2bFJP5dvF5iakEg8lAsbGYYlMxBqOh1H2xsZgiYxEFJQUUlhRSaCykoKQAk2K6cWdugoudixq6HLzwdLx07+3ojbejN35Ofvg7++Pr5IuXoxdajSwPLAumoiIK9uwhb9Nm8jZvpvDwYbj8nwA7O5wbNMC5VUtcW7fGsW5dNDqd7ToshBDCpu7W6YLi6i4W+LiakJAQi5WjtzVLTBeUkHUd5SlklQVFUTCYDBSUFJBTnEOuIVe9L8699NiQS25xLjmGnNL3xTlkFWWRWZSJUTHeUrt6jR5fZ1/8nPzUm7OfOYRd/tjTwVPWEllYSUYG+du2mUOXISGh1Hmdpycubdvi2q4dLm1ao7/FsrVCCCEqNglZ4m4kIcvK7raQZQkmxUROcQ6ZRZlkFGaUvi/KIKMwg7SCNFIKUkjOTyajMAOFm/sWdNI7EewSTLDrZbfLnvs4+kgI+4+K4+PJ27xZDV1bt2LKybl0UqvFqX59XKPb49quHQ61asnnLYQQdzgJWeJuJCHLyiRkWZ/BZFBDV34KKQUppOSnkFyQXOp5SkEK6YXpN3wvB50DQS5B5tAV6hZKuHs44W7hhLqH4qBzKIOv6M6hGAwU7N1L7j//kLv+H4qOHSt1Xu/nh0u7tri2a49Lq5bo3Nxs1FMhhBDWIiFL3I0kZFmZhKzyo8hYRGJeIgm5CZzPPa/e553nXO45zuWdIzk/+brryTRoCHYNJtw9nDC3MCI8ItQA5h5OsEswOq2sO7oRw/nz5P6zgdx//iFvyxaU/PxLJ/V6nBs1wrVjB9w6dcI+NNR2HRVCCGExErLE3UhClpVJyKo4DCYDSXlJ5tCVkJtAfHY88dnxxGXHkWvIveZr9Vq9edQrwl0NX1U9q1LNqxoudlJp72pMxcUU7NxJ7vp/yP3nH4pPnSp13qFaNVw7d8KtYycc69aRaYVCCFFBScgSdyMJWVYmIevOoCgK6YXpnM4+zens08Rlx5nDV3x2PMWm4mu+NsQ1hGqe1ajmdeHmWY1wj3DZR+xfiuPjyV23jpzVa8jfuROMl4qf6AMCcOvUEdeOnXBp1hSNvZT3F0KIikJClrgbSciyMglZdz6TYiIxL5G47DhOZ58mPjuek1knOZ5xnJSClKu+xk5rR2WPyubQVc2rGtW9qhPgHCAjNoAxM5Pcf/4hZ9VqcjduLDWtUOvqimu7trh26oRr+2h0rjJSKIQQ5ZmErJsXERHBCy+8wAsvvHBT169bt44OHTqQkZGBp6fnda9t164dI0eO5KGHHvrvHbWwmTNnsnTpUv74o+z2c7U2CVlWJiHr7pZZmMnxzOMcyzjG8YzjHM88zomME+SX5F/1ejc7t1IjXrV8alHdqzqO+rv3PyVTURH5W7eSs2o1OWvXYkxNNZ/T2Nvj0qYN7t264tqhAzr5OyaEEOWOhKybl5KSgouLC87Ozjd1/c2GrCVLlvDyyy9z5MgRtNryt69ocXExlStXZv78+Te9GbFGo8HBwYGYmBjCw8PNx/v27Yunpydz5syxUm9vjiVClt7anRSiovJ09KRpYFOaBjY1HzMpJs7lnjOHruMZ6i0uO44cQw67k3ezO3m3+XqdRkekZyS1vWtT20e91fCugZP+ztis70a0Dg64tm+Pa/v2BJpMFO7fT87q1eSsXEVxXBy5a9aQu2YN2Nnh0rIF7t264dqxo+zHJYQQoswZDAbs7G5/OYCfn58Fe3PJjBkzGDp0aLkMWAD29vY89NBDzJgx46ZDFqhBa/z48cydO9eKvbOd8vmnJUQ5pdVoqeRWiQ5hHXii/hN81P4jFvddzPaHt7Owz0Leb/M+w+oOo3Vwa7wdvTEqRo5nHOf32N+ZtH0Sjy5/lBY/taD/kv5M2DyBRccWEZMeg9F0axs4V0QarRanhg3xf+klIpcvo/KS3/F95hkcqlUFg4G8fzZw/vU3ON6mLfHDhpExfwEl6Tcu3S+EEEJczYoVK2jTpg2enp74+PjQu3dvYmNjAYiLi0Oj0bBgwQLat2+Po6Mj8+bNA+Dbb7+lTp06ODg4EBQUxLPPPguoa7wnTJhAWFgYDg4OBAcHM2rUKHN7ERERTJ8+3fxco9HwzTff0K9fP5ydnalWrRpLliy5op+7du2iSZMmODs706pVK2JiYsznUlJSWLNmDX369Cn1muPHj9OuXTscHR2pXbs2K1euRKPRsHjx4mt+HtHR0YwaNYpXXnkFb29vAgMDmTBhQqlrNBoNs2bNonfv3jg7O1OrVi22bNnCiRMniI6OxsXFhVatWpk/x4v69OnDkiVLKCgouPYfyL88++yz/Pjjjxw8ePCa1xQVFTFq1Cj8/f1xdHSkTZs27Nixw3x+3bp1aDQaVq9efc3PEOD333+nUaNGODo6EhkZydtvv01JSclN9/V2yEiWEBZgr7OnhncNanjXMB9TFIWk/CQOpx3mSPoRDqcd5nDaYVILUs0jYIuOLwLUjZZr+9Smvm996vnVo55vvTt6jZdGo8GxenUcq1fH77lnKTp5kpy//yb7r78pOnKEvM1byNu8hcR338WlZUvce/XCrXMn2YtLCCFsTFEUCkpu/gdpS3LSO93S/4t5eXmMHj2a+vXrk5uby/jx4+nXrx979+41XzN27FimTJlCVFQUjo6OfPnll4wePZoPPviAHj16kJWVxaZNmwBYtGgR06ZNY/78+dSpU4fExET27dt33T68/fbbTJ48mY8++ohPP/2Uhx9+mNOnT+Pt7W2+5vXXX2fKlCn4+fkxcuRIhg0bZm5z48aN5rBzkclkon///gQEBLBt2zaysrJueh3Y3LlzGT16NNu2bWPLli0MGTKE1q1b06VLF/M17777LlOnTmXq1Km8+uqrPPTQQ0RGRvLaa68RFhbGsGHDePbZZ1m+fLn5NU2aNKGkpIRt27YRHR19U31p3bo1x44dY+zYsfz5559XveaVV15h0aJFzJ07l/DwcCZPnky3bt04ceLETX+GGzZs4LHHHjOPtMXGxvLEE08A8NZbb91UX2+HrMm6DlmTJawhOT+ZA6kHOJh6kAMpBziYdpA8Q94V1/k5+VHXty5R/lE0CmhEbe/a2Onu/KqGxfHxauBa8ReFl/12S2Nvj2v79rj36oVrdHu0sjZACCGs7t9rU/IN+TT/qblN+rLtoW04293ceqerSU1Nxc/PjwMHDuDq6krlypWZPn06zz//vPmakJAQhg4dysSJE694/dSpU5k1axYHDx686rTCfxe+0Gg0vPHGG7z77ruAGvpcXV1Zvnw53bt3N6/JWrVqFZ06dQJg2bJl9OrVi4KCAhwdHZk+fTqffvppqZGjv//+m169enH69GmCg4MBddSuR48e/Pbbb/Tt2/eqX390dDRGo5ENGzaYjzVr1oyOHTvywQcfXLXPW7dupWXLlsyePZthw4YBMH/+fIYOHXrFqJW3tzfTpk1j8ODB1/5DuECj0fDbb79RvXp16tevz9q1a2nbtm2pNVl5eXl4eXkxZ84cc8EPg8Fg/pxffvnlm/oMO3fuTKdOnXjttdfM7f/444+88sornDt37qr9kzVZQlRA/s7+dArrRKcw9R8Do8lIXHYc+1P2q8Er9QDHMo6RUpDC2jNrWXtmLQCOOkfq+9U3h66Gfg3/03825ZV9WBg+jz+Oz+OPUxwXR9ayZWQvXUZxbCw5K1eSs3IlWhcX3Dp3wr1XL1xatkTzH+bQCyGEuDMdP36c8ePHs23bNlJTUzGZTADEx8dTu3ZtQB2BuSg5OZlz586Zf1j/twEDBjB9+nQiIyPp3r07PXv2pE+fPuj11/5xun79+ubHLi4uuLu7k5ycfM1rgoKCzH0JCwszB4XLHTlyhNDQUHPAAmjZsuV1P4urtXWxvev1JyAgAIB69eqVOlZYWEh2dnapoOHk5ER+/tWLg11L7dq1eeyxxxg7dqx55Omi2NhYDAYDrVu3Nh+zs7OjWbNmHDly5Jp9/vdnuG/fPjZt2sR7771nvsZoNFJYWEh+fv5NFyq5VRKyhLAxnVZHFc8qVPGsQr9q/QAoKCngaPpR9iXvY3fybvYk7yGzKJPtidvZnrhdfZ1GR03vmjQKaERj/8ZEBUTh7eh9vaYqHPuICPyefhrfp56iKCaG7KVLyV66DMO5c2T9voSs35eg8/TErXs3PHr1wqlxYzTldGGwEELcCZz0Tmx7aJvN2r4Vffr0ITw8nK+//prg4GBMJhN169aluPjS/pguLpe2EnFyuv77h4aGEhMTw6pVq1i5ciVPP/00H330EevXr79mwYx/H9doNOawd7VrLk6HvHiNr68vGRkZN/HV3pzb7c/1+nhRenr6bRX/ePvtt6levfp115PdyPX6l5uby9tvv03//v2veJ01K2ZKyBKiHHLSOxHlH0WUfxRDGIJJMXEq65RavTBJvZ3LO8ehtEMcSjvED4d/ACDCPYLGAY1pFNCIRv6NCHENuSPWdWk0Ghxr1sSxZk38Ro+mYM9eNXCtWIExLY3M+QvInL8AfVAQHn364NG3Lw6RlW3dbSGEuONoNJoKMYsiLS2NmJgYvv76a3PFu40bN173NW5ubkRERLB69Wo6dOhw1WucnJzo06cPffr04ZlnnqFmzZocOHCARo0aWfxrAIiKiiIxMZGMjAy8LlTerVWrFmfOnOH8+fPmUZutW7dapf2bFRsbS2FhIVFRUbf82tDQUJ599lnGjRtHlSpVzMerVKmCvb09mzZtMpd5NxgM7Nix46bXoAE0atSImJgYqlatest9+y8kZAlRAWg1WvNo14DqAwBIzEtkV9IuNXQl7+ZE5gnisuOIy44zF9Twd/aneWBzWgS3oHlgcwJcAmz5ZViERqPBuVEUzo2iCHhtLHnbtpG9dBk5K1dScv48aV99RdpXX+FYvz4efe/Fo2dPdDfY5FEIIcSdxcvLCx8fH7766iuCgoKIj49n7NixN3zdhAkTGDlyJP7+/vTo0YOcnBw2bdrEc889x5w5czAajTRv3hxnZ2d+/PFHnJycSu3zZGlRUVH4+vqyadMmevfuDUDnzp2pXr06gwcP5qOPPiI7O5vXX3/9itd26tSJfv36masjWtOGDRuIjIwsFZJuxWuvvcbXX3/NqVOneOCBBwB1lPGpp57i5Zdfxtvbm7CwMCZPnkx+fj7Dhw+/6fceP348vXv3JiwsjPvvvx+tVsu+ffs4ePDgVdfeWYqErIoiMx7O7gStDjQ60Ggve6y58FirPtfqQKsHnR1o7UBnrz7WO4De8cLNQX2dqLACXQLpFdmLXpG9AMgqymJP8h52J+1mV/IuDqceJjk/mT9O/sEfJ9Vd2Kt4VKFFcAtaBLWgSUATXO1dbfkl/GcavR7X1q1xbd0a01vjyV27lqzFv5O7YQOF+/dTuH8/SZM+wC06Go9+fXFt21bWbwkhxF1Aq9Uyf/58Ro0aRd26dalRowYzZsy4YeW7wYMHU1hYyLRp0xgzZgy+vr7cf//9AHh6evLBBx8wevRojEYj9erV448//sDHx8dqX4dOp2Po0KHMmzfPHLK0Wi2//fYbw4cPp1mzZkRERDBjxgy6d+9e6rWxsbGkpqZarW+X+9///seIESNu+/Xe3t68+uqrjBs3rtTxDz74AJPJxKOPPkpOTg5NmjThr7/+Mo/q3Yxu3brx559/8s477/Dhhx9iZ2dHzZo1efzxx2+7vzdDqgteR7mqLrj/Z/j19r95r6S5FLbsXS67uYKdc+nnFx87eYKjJzh5qY+dvNTnDu4g62DKnYKSAval7GPb+W1sPbeVQ2mHULj0112n0VHPtx4tg1vSIqgF9fzqYae9MwJISWoq2UuXkrn4d4ouWxyr8/LCvXdvPPrei2Pt2nfEVEohhLCma1VZE2UnMTGROnXqsHv37uuOml2s2Het6oLWcujQITp27MixY8fw8PAo07atxRLVBSVkXUe5Clmxa+CfKaAYQTGByXjZY9O/jpvAZABjCRiLwWhQ70sKASv8cWu04Ohx9QDm5AUuvuDqDy7+F+791OPyA26ZyirKYnvidrae28rW81uJz4kvdd5Z70yTwCa0DFJDVxXPKndECCmMiSFr8e9k/fEHxst+o+dQrSoeffvi3rsPdgH+NuyhEEKUXxKyyofFixfj4+NjXl92NbYKWatWrcJoNNKtW7cybdeaJGRZWbkKWZagKGrgKimAkiIwFKjBy5APxXkXbrlQnH/Z4zz1fFEOFGRCYSYUZKiPCzLU97odWjs1bLn6XQpfrv7gHgLuweAWpD528ZNRMitJyE0wB65t57eRUVS6epGvky8tglrQOqQ1rYNb4+V480Pz5ZFSUkLe5s1kLV5MzqrVKBerS2m1uLRtg9eAAbi2by/TCYUQ4jISsioOW4Wsf3v//fd5//33r3qubdu2pTYxLq8kZFnZHReyrMFQeCF4Zaqh698hrCAD8lLUW24y5CVDYdbNv79WrwYutyA1fLmHgGeYevMKV+8d3Kzztd1FTIqJYxnH2HJuC1vPb2VX0i6KjEXm8xo01POrR7uQdrSt1JZa3rUq9CiXMTub7BUryFr8OwW7d5uP6/x88ezXH8/778M+LMyGPRRCiPJBQpa4Venp6aSnp1/1nJOTEyEhIWXco1snIcvKJGRZiaHwQvBKhtyL98mQmwTZ59RbznnISeSmpjc6eYFn+KXw5Rl+KYB5hqnrycQtKTIWsS95H5vPbWZDwgaOZRwrdd7PyY82IW1oW6ktLYNaVugCGsVxcWQuXEjmb4sxpqWZjzu3aIHngPtx69IFrb29DXsohBC2IyFL3I0kZFmZhCwbM5ZcCl45F8JX1lm10mJmPGSeVkfKbsQ9BHyqgE818KkKvhfuPcPUSozihhLzEtmYsJF/zv7D1vNbKbhsmqheo6dRQCPahrQlOjSaCI8I23X0P1AMBnLWriXzl4XkbdyoTq8FdJ6eeNx7L54D7sehjPfYEEIIW5OQJe5GErKsTEJWBVCYDVln1NCVcfpS+Lp4f72piTp78I5UA9fl4cunGjh7S2GOayg2FrMraRf/nP2HjQkbicuOK3W+skdlOoZ2pGNYR+r61kWrqXhr6gwJCWQu+pXMX3+lJDHRfNwpKgrPAQNw794NrXP534xTCCH+KwlZ4m4kIcvKJGTdAfLTIS0W0o5D6nFIO3HhFguXrTm6gpMX+NYA/5rgV+vCfU1wDZDw9S/x2fFsSNjAP2f/YXvidkpMJeZzfk5+RIdG0yG0A82DmmOvq1jT7hSjkbyNG8n45Rdy164DoxEArZsbnv374TloEA6VK9u2k0IIYUUSssTdSEKWlUnIuoOZjOrUw7TjauBKPX7pcdaZa7/O0RP8a4F/bQisp978a4O9jGoA5BTnsDFhI2vi17AhYQN5hjzzORc7F9qEtKFDaAfaVmqLu33F+jtlSE4m67fFZC5ciOHMpe8Rl1at8Hr4IVyjo9HoZPqpEOLOIiFL3I0kZFmZhKy7VHG+OtqVEgMpRyD5qHqffoqrFuLQaNVphhdDV8CFe7eAMu96eVJsLGZH4g7WxK9h7Zm1pBSkmM/pNXqaBjalY1hHOod3xtfJ14Y9vTWKyUTepk1kzPuJ3PXrzWu39MFBeD0wCM8B96P39rZxL4UQwjIkZIm7kYQsK5OQJUoxFKgjXilHIekgJB5Qb3kpV7/exf9S8AppBMGNwKPSXTnd0KSYOJR6iDVn1rA2fi2xWbHmcxo0NApoRNfwrnQJ74Kfs58Ne3pris+eJXP+fDIXLsKYmQmAxs4Otx7d8X7oIRwbNKjQpe6FEEJC1s2LiIjghRde4IUXXrip69etW0eHDh3IyMjA09Pzute2a9eOkSNH8tBDD/33jl7H4cOH6dq1KzExMbi43L3VmSVkWZmELHFTcpIuBK796n3SQTWMXW3Uy8VPDVsXQ1dII3CpOKM4lhKXFcfaM2tZdXoV+1P3m49r0BDlH0XXiK50DutMgEvFGA00FRWRvWw5GT/9ROGBA+bjjrVr4/XwQ7j37InWycmGPRRCiNsjIevmpaSk4OLigvNNFka62ZC1ZMkSXn75ZY4cOYJW+9+LSW3ZsoU2bdrQvXt3li5desX5+++/nwYNGvDmm2/e1PtFR0ezfv16/ve//zFo0CDz8enTpzN9+nTi4uL+c5/LmoQsK5OQJW5bcR4kH1FD1/m9kLAbkg/DZUUhzDzCICTqUugKagiOd8/32/nc86w8vZK/T//NvpR9pc5F+UfRLaIb3SK6VZgphQUHDpAx7yeyly1DKS4GQOvhgWf//ngNegD78HAb91AIIW7e3RSyDAYDdnZ2ZdbezYaszp0707lzZ8aOHWuRdh9//HFcXV2ZPXs2MTExBAcHlzq/dOlSRowYQXx8PHq9/obvFx0dzbZt2wgJCeHIkSPmz/BuD1kVr7ayEBWBvQtUagJNhkKfT2DkBnjtLAxfBT0mQ/1B4Fsd0EBWPBz+HVa9BXP7wAdh8HlzWPIc7JmnFuO4g38XEuQaxGN1HuPHnj+y8v6VvNL0FRr6NQRgT/IePtj+AZ1+6cTjfz/Or8d/JavoOmX5ywGnevUI/mASVdevw3/MS9iFhGDKyiL9u++I7dad+CefJHfTJuT3W0IIYV0rVqygTZs2eHp64uPjQ+/evYmNVaerx8XFodFoWLBgAe3bt8fR0ZF58+YB8O2331KnTh0cHBwICgri2WefBUBRFCZMmEBYWBgODg4EBwczatQoc3sRERFMnz7d/Fyj0fDNN9/Qr18/nJ2dqVatGkuWLLmin7t27aJJkyY4OzvTqlUrYmJizOdSUlJYs2YNffr0KfWa48eP065dOxwdHalduzYrV65Eo9GwePHi634mubm5LFiwgKeeeopevXoxZ86cK67p0qUL6enprF+//rrvdbkHH3yQzMxMvv766+te9+WXX1KlShXs7e2pUaMGP/zwQ6nzN/OZHTx4kB49euDq6kpAQACPPvooqampN93XsiIhS4iyYucEoU2h+ZPQfxY8uwPGxsPgP6Dz21D7XnVUC0Vd97X7e/j9afi0EXxcDeY/DJs+gfhtUHKd8vMVWKBLII/WfpQfev7AyvtX8mrTV6nvVx+TYmLb+W28tfkton+O5rk1z7H81HLyDfm27vI16b288Hn8car8/ReVvvwCl7ZtAchb/w9nhj/OqXvuJXPhQkxFd+afpRDizqQoCqb8fJvcbvWXU3l5eYwePZqdO3eyevVqtFot/fr1w2Qyma8ZO3Yszz//PEeOHKFbt258+eWXPPPMMzzxxBMcOHCAJUuWUPXCRvSLFi1i2rRpzJo1i+PHj7N48WLq1at33T68/fbbDBw4kP3799OzZ08efvhh0tPTS13z+uuvM2XKFHbu3Iler2fYsGHmcxs3bsTZ2ZlatWqZj5lMJvr374+9vT3btm1j5syZvPrqqzf1mfz888/UrFmTGjVq8Mgjj/Dtt99e8bna29vTsGFDNmzYcFPvCeDu7s7rr7/OO++8Q15e3lWv+e2333j++ed56aWXOHjwIE8++SRDhw5l7dq1pa673meWmZlJx44diYqKYufOnaxYsYKkpCQGDhx4030tKzJd8DpkuqCwidwUOLsdzmxTA9W53WAsLn2NzgGCoyCsOYS2gLAW6gbKd6gzOWdYcWoFy04t40TmCfNxJ70THUI70LNyT1oFt8JOV3bTPG5H8enTpP/wI5m//oqSrwZEnbc3XoMG4fXQg+h9K8aUSCHE3ePf06ZM+fnENGpsk77U2L3rP20En5qaip+fHwcOHMDV1ZXKlSszffp0nn/+efM1ISEhDB06lIkTJ17x+qlTpzJr1iwOHjx41WmF/y58odFoeOONN3j33XcBNfS5urqyfPlyunfvbp4uuGrVKjp16gTAsmXL6NWrFwUFBTg6OjJ9+nQ+/fRT8wgcwN9//02vXr04ffq0earfihUr6NGjB7/99ht9+/a95mfQunVrBg4cyPPPP09JSQlBQUH88ssvREdHl7quf//+eHh48N13393wc42OjqZhw4Z8+OGH1KhRg+HDh/Pmm29eMV2wdevW1KlTh6+++sr82oEDB5KXl2deG3ajz2zixIls2LCBv/76y/weZ8+eJTQ0lJiYGKpXr37D/t4MmS4oxJ3I1Q9q9oIu78Dwv9RphsP+Vp/X7A3OvupGyme2qiNb8x+EyZHwZWtY9oo69TCv/A2b/xehbqGMqD+C3+79jV/v+ZUR9UYQ4hpCQUkBy04t49k1zxL9czRvb3mbPcl7yu1UPPvwcALfeJ1q69bi//IY9EFBGNPTSf3iC0506Mi5ca9TGHPM1t0UQog7wvHjx3nwwQeJjIzE3d2diIgIAOLj483XNGnSxPw4OTmZc+fOmQPPvw0YMICCggIiIyMZMWIEv/32GyUlV1lrfZn69eubH7u4uODu7k5ycvI1rwkKCjL3BTCHrcsdOXKE0NDQUmupWrZsed1+AMTExLB9+3YefPBBAPR6PQ888ACzZ8++4lonJyfy829ttoiDgwPvvPMOH3/88VWn7x05coTWrVuXOta6dWuOHDlS6tj1PrN9+/axdu1aXF1dzbeaNWsClAqi5cGNV7MJIWxL76COWIU1V58rCqSfhPitatCK3wqpx9SqhkkHYfss9Tq/mhDeGiLaQERbNbzdAap5VaOaVzWei3qOA6kHWH5qOSviVpBakMrCYwtZeGwhYW5h9KnShz5V+hDiGmLrLl9B5+6Oz/DheA8eTM7ff5M2dy6F+/aT9euvZP36K84tW+A9eDCu7dqhsUAlKSGEsBSNkxM1du+yWdu3ok+fPoSHh/P1118THByMyWSibt26FBdfmh1yeZlypxu8/8XRklWrVrFy5UqefvppPvroI9avX3/Nghn/Pq7RaEpNV/z3NRe3/bh4ja+vLxkZGTfx1d7Y7NmzKSkpKRXOFEXBwcGBzz77DA8PD/Px9PR0qlSpcsttPPLII3z88cdMnDjRHGpv1fU+s9zcXPr06cOHH354xesuBtTyQkJWBVJQbESjAb1Wg06rkf137lYaDfhUUW9RD6vHcpPh9CaI26TeJx9W13WlHIWdF35D5V8HIttD5fYQ3qrCVzDUaDTU96tPfb/6jGkyhh1JO/gj9g9Wnl5JfE48n+/9nM/3fk6TgCbcU+UeukZ0xcWufO35odHrce/ZE/eePcnfs4f0ud+T8/ff5G/ZSv6WrdhXroz3sKF43HMPWgcHW3dXCCHQaDRo/sOUvbKSlpZGTEwMX3/9NW0vrInduHHjdV/j5uZGREQEq1evpkOHDle9xsnJiT59+tCnTx+eeeYZatasyYEDB2jUqJHFvwaAqKgoEhMTycjIwMvLC4BatWpx5swZzp8/bw4WW7duve77lJSU8P333zNlyhS6du1a6lzfvn353//+x8iRI83HDh48yP3333/L/dVqtUyaNIn+/fvz1FNPlTpXq1YtNm3axODBg83HNm3aRO3atW/6/Rs1asSiRYuIiIi4qcqHtlS+eydK6Tx1PQmZBebnWg3otVp0Wo0avHTqvVZz+fPLzms1ONrpcLbX4XTx3l6Ps/3Fxzqc7XQ42+vVxxePXbjGxUGPh5MdLvY6CXjljas/1Omn3gDy0iB+sxq64jaoI1zJh9Tb1i9Ao4OQxlC5nRq8KjUDu4pbmlen1dEiqAUtglrwevPXWR2/mt9jf2f7+e3sTNrJzqSdTNo+iU5hnbinyj00C2yGTquzdbdLcY6KwjkqCkNCAuk/ziPzl18oPnWKxDfHkzJjBt6PPIrXoAfQXfabRiGEEFfn5eWFj48PX331FUFBQcTHx99UCfQJEyYwcuRI/P396dGjBzk5OWzatInnnnuOOXPmYDQaad68Oc7Ozvz44484OTkRbsWtOaKiovD19WXTpk307t0bUEu6V69encGDB/PRRx+RnZ3N66+/fsVrO3XqRL9+/Xj22Wf5888/ycjIYPjw4aVGrADuu+8+Zs+ebQ5ZcXFxJCQk0Llz59vqc69evWjevDmzZs0iIODSfpcvv/wyAwcOJCoqis6dO/PHH3/w66+/smrVqpt+72eeeYavv/6aBx98kFdeeQVvb29OnDjB/Pnz+eabb9Dpys//7RKyKpCSfw0vmxQoNprAWLb90Gs1eDjZqTdn9d7T/NzefM7TyQ5vV3v8XB3wc3PA0a78fOPf8Vx8oFYf9QbqGq1T/8Cp9XByPWScUotrnN0OGz4GvaM6ulWlE1TtpE41rKBB2tnO2TxV8Hzuef48+SdLYpcQlx3Hnyf/5M+TfxLgHECfKn24p8o9VPaobOsul2IXEkLAq6/g+8zTZP6ykPS5cylJTCRl2jTSZs3Cc8AAvAc/ht2/9jURQghxiVarZf78+YwaNYq6detSo0YNZsyYcUWBh38bPHgwhYWFTJs2jTFjxuDr62se0fH09OSDDz5g9OjRGI1G6tWrxx9//IGPj4/Vvg6dTsfQoUOZN2+eOWRptVp+++03hg8fTrNmzYiIiGDGjBl079691GtjY2PNa6Nmz55N586drwhYoIasyZMns3//furXr8///vc/unbt+p/C44cffkirVq1KHevbty+ffPIJH3/8Mc8//zyVK1fmu+++u+GfyeWCg4PZtGkTr776Kl27dqWoqIjw8HC6d+9ukY2aLUmqC15HeasuWFBspMRkwmhSKDEpmC7cG833JowmSl1jvOxmMJooNJgoMJSQX2ykoNhIXpGRfEMJBcVG87H84gvnDaWP5RaVYDDe/reLm4MePzcHfC+ELvWx/WWP1XsfFwfs9eXrL8odJzNeDVun1qvhKzep9Hn3EKjSAap2hshocPKySTctRVEU9qfuZ8mJJSyPW05OcY75XD3fetxb5V56RPbA3d72f8//TSkuJnv5ctK+mU3R8ePqQb0e95498Bk+HMcaNWzbQSHEHe1u2oy4vEpMTKROnTrs3r37usFHo9HcsLrgjRQXF1OtWjV++umnK4pU3E0sUV1QQtZ1lLeQZWuKolBoMJFZUExWgYHMfANZBRdulz3ONB8rJi2vmJScIopKTDdu4DLeLvYEeTgS5OFEsGfp+yAPRwLcHSWIWYpyYV+u2DVwYrW6pquk8NJ5jVadWli1M1TrCkENoZz9tuhWFBmLWH9mPUtil7AxYSNGRR0KdtQ50jWiK/dXv5+Gfg3L3ZRYRVHI27iRtG9mk79tm/m4S5s2+Dw+HOfmzctdn4UQFZ+ErPJh8eLF+Pj4mNeXXY0lQtaJEydYvXo1Tz755G2/x51AQpaVSciyDEVRyC0qISWnSL3lFpF64T4lp4jU3GLzudTcIkpMN/6W1GjA19WBSl5OhHk7E+btTOhl94Hujui08gPnbTEUqEHrxBqIXa0GsMu5BkC1LlCtmzra5eBmm35aQGpBKstOLuO3E7+V2n+rikcV+lfrzz1V7sHT0dN2HbyGggMHSft2Njl//Q0XphE71qmDz8gncevUSSoSCiEsRkJWxWGJkPVvGzZsoEePHtc8n5uba7G2yhMJWVYmIavsmUwKmQUGkrILOZ9VwLlM9f58ZiHnsgo4n1XI+axCim8wMman01DJ62LwuhjEXIj0cyHcxxkHvawPu2lZZ9URrhMrIXYtFF/2D6rWTi0RX72bevOOtF0//wNFUdiXso9FxxfxV9xfFJSoBWbstHZ0Du/M/dXup2lg03I3UlR85gzp381RNzcuVEcfHapVxeeJJ3Hv0R1NOa+8JIQo/yRk3d0KCgpISEi45vmqVauWYW/KjoQsK5OQVT4pikJaXjHnMws5m5FPfLp6O5NRwJn0fM5m5F937ZhWAyFeTkT6uhLp50KknyuRvmoAC3R3LHc/SJcrJUVwejMc+wuOrVALaFzOp9qFwNUdwlqCruL9kJ9TnMPyU8tZeGwhR9IvbZAY5hZG/2r9ubfqvfg6+dqwh1cqSU8n/fvvyfhxHqYLv1W0CwvD94kReNxzDxp7exv3UAhRUUnIEncjCVlWJiGrYjKaFBKzC4lPy+dM+qUQdjotj5MpeeQUXXt3dic7HVX8Xage4EaNADeqB7pRPcCNYA8JX1dQFEg7cSlwxW8B02WfrZMXVO8BtXpDZAewL//7qvzbobRDLDq2iGWnlpFnyANAr9ETHRrNgBoDaBHUAq2m/EzNM2ZnkzFvHulzv8eYmQmAPigIn+HD8bz/PrTyA5IQ4hZJyBJ3IwlZViYh686jKAopuUWcTMnjVGoeJ1NyOZmSx8nUPOLT8zFeYz2Ym4OeagGu1LgQui4GMF9X2SDWrDBLLZ5x7C/1VpB+6ZzeSS0NX7O3OtLl7G27ft6GfEM+f8X9xcLjC9mfst98PMI9ggdqPMA9Ve8pV5UJTXl5ZCz4mbTvvsWYopbv1fn64jN0CJ4PDELnWr42ZRZClF8Xf9iMiIjAycnJ1t0RokwUFBQQFxcnIctaJGTdXQxGE/Hp+RxPyuVYUo75djIl75rFOHxc7KkW4EqtIHfqBHtQJ9idqv6u2OnKz+iGTRhL4MxWOPInHF0KWfGXzml0ENFaDVw1e4FHJdv18zYcyzjGwmMLWRK7xDy65aR3omflnjxY80FqeJefkuqmoiIyFy0i7ZtvKDl3HgCthwfejz6K96OPyMbGQogbMhqNHDt2DH9/f6vuByVEeZKWlkZycjLVq1cvtcGxhCwLkZAlAIpLTJxKzSMmKYdjiTnEJOVwPCmH0+n5XO1vj71eS40AN+oEu1Mn2J3awR7UCnLD2b7irU+yCEWBxP1q2DryJyQfKn0+qCHUvhfq9K1QhTPyDHn8Gfsn82Pml6pM2NCvIYNqDqJLeBfsdeVjLZRiMJC15A/SvvqK4tOnAdC6uOD16CP4DBmCztPTth0UQpRr58+fJzMzE39/f5ydnWX6vLhjKYpCfn4+ycnJeHp6EhQUVOq8hCwLkZAlrqeg2MiJ5FyOJmZz+Hw2h85lc+Rc9lXXfGk1UNnXhQaVPKlfyYMGoZ7UCnLH0e4urHKYflINXEeXQvxW4LJ/goIaQp1+auDyirBN/26RoijsStrF/Jj5rD69mhJF/fP3dvTmvmr3MaD6AIJcg27wLmVDMRrJXrGCtJmzzBsba11d8X7sMbyHDEYn/84JIa5CURQSExPJvLDWU4g7naenJ4GBgVf8QkFCloVIyBK3ymRSOJORz6Fz2Rw6l3XhPpuUnKIrrrXTaagV5K6GrkqeNAz1JNLP9e7a3ys3WQ1bhxfDqX9Auaw0f3CjS4HLM8xWPbwlKfkpLDy+kIUxC0kuSAZAq9HSvlJ7BtUcRMugluXiN8CKyUTOqlWkfvY5RceOAaB1c8N7yGC8H3sMnVvF3ftMCGE9RqMRg8Fg624IYVV2dnalpgheTkKWhUjIEpaSnFPIoYRs9p3NZN+ZTPadzSI9r/iK61wd9NQNcadBqCdRoV40ifC6e4pr5KbA0T/g0G8Qt7F04KrUVA1cte+tEGu4DCYDa+PXsiBmAdsTt5uPR3pE8kjtR+gd2Rsnve0XkCsmEzl//03KZ59RfCIWUNds+Qwdgtcjj0qBDCGEEOIyErIsREKWsBZFUTibUVAqdB04m0WBwXjFtRE+zjQO96ZJhBdNwr2o4ueK9k4f7cpNhsO/w6HFcHoTpaYUhjaHuvdD3f7gUr72q7qa2MxYFsQs4PcTv5Nfkg+Ah4MHA6oPYFCNQQS4BNi4h5emEaZ+/gXFJ08CoPPwwHvYMLwfeRiti4QtIYQQQkKWhUjIEmWpxGjiREou+85ksvdMJrtPZ3IsOeeK4hqeznY0CvOicbgauhqEet7Za7tyEuHwEnWEK34L5sCl0UHVzlB/INToWe734copzmHxicXMOzKPhNwEQN1zq0tEFx6t9Sj1/OrZuIcXwtay5aR+/jnFcXEA6Ly88Bk+DK+HHkLrXL4/YyGEEMKaJGRZiIQsYWtZBQZ2x2ewKy6DHXHp7DubSaHBVOoaO52GuiEetIj0oXllb5pEeOPqcIdWMsw+p45uHfgZzu25dNzeVS0JX38gVG4PuvL79RtNRtadXcePh39kZ9JO8/GGfg15pPYjdArrhF5r2/4rJSVkL11KyhdfYDitlt/XeXvj8/jjeD04CK3slSOEEOIuJCHLQiRkifLGYDRx6Fw2O+PS2XU6g52nM64oqqHTXgxd3rSo7EOTCC/cHO1s1GMrSjmmhq39P0Pm6UvHXQOg7n1q4ApqCOWg0MS1HE47zLwj81h2ahklJrUqYaBLIA/VfIj7q9+Pm71tC1AoJSVk/fEnqV98geHMGUDd1Nh35Ei8Bg5AY18+StQLIYQQZUFCloVIyBLlnaIonEkvYHtcOltPprHtVBpn0gtKXaPVQN0QD1pV8aVNVV+aRHjdWdMLFQXObFcD18FfoSD90jmfalD/ATVweYXbro83kFqQyoKYBfwc8zPphWr/Xe1cGVBjAI/UegR/Z3+b9k/dZ2sJqV/OxHD2LAB2ISH4PvcsHn36oLlGFSYhhBDiTiIhy0IkZImKKCGzgG0n0y6ErnROp+WXOm+v19I0wovWVdXQVSfY484pG19SDLFrYP8CiFkGJYWXzkW0hahHoNY95Xb9VpGxiGUnlzH30Fxis9Rqf3ZaO/pU6cPgOoOJ9LDtZs1KcTGZixaR+sWXlKSkAGBftQp+zz+PW+fO5aI8vRBCCGEtErIsREKWuBOczypg68k0Np1IY+PxVBKzC0ud93Cyo1UVH3PoCvdxvjN+WC7MhqN/qoHr5HrMBTPs3dS9t6IeUSsVlsOv1aSY2HB2A98e/JbdybvNxzuEdmBY3WE09G9ou84BpoICMubNI/XrbzBlZQHgWL8+/i++gEvLljbtmxBCCGEtErIsREKWuNMoisLJ1Dw2nUhl4/FUtsSmkVNUUuqaEE8n2lbzJbqGH62r+t4Z67kyz8C+/8HeeZARd+m4T1Vo+BA0eBDcg23WvevZm7yX7w5+x5oza8zHGvk3YmjdobSr1A6tRmuzvhmzs0n79lvS536PUqBOU3Vu2QL/F17AqUEDm/VLCCGEsAYJWRYiIUvc6UqMJg4kZKmh60Qqu05nYDBe+idBr9XQONyL6Br+dKjpR40At4o9ymUyqWXg985TqxQa8tTjGi1U6QgNH1bLwds52rSbV3My6yRzD81lSewSc5GMKh5VGFJ3CL0q98JOZ7swXJKaSurMWWQsWAAGAwCunTvh//zzOFSrZrN+CSGEEJYkIctCJGSJu01+cQnbTqXzz7EU1sekcDI1r9T5QHdHomv43RmjXEU56obHe+ZB/OZLxx091ZGtxkPAv6atendNyfnJ/HjkR36J+YVcQy4A/s7+PFrrUe6vfj+u9q4261vx2QRSP/+crN9/VwOtVotHv774jRqFXYDtN10WQggh/gsJWRYiIUvc7U6n5bEuJoV1MclsOZlWao+ui6NcHWr607lWAFX9bffD/X+WFgt7f1KnFGYnXDoe1lINW7XvBbvytTdUTnEOC48t5IfDP5BSoBahcLNzY2CNgTxc62H8nP1s1reiEydI+WQGOStXAqBxdMR7yGB8Hn8cnWsF/j4RQghxV5OQZSESsoS4pNBgZNupdNbFJF91lCvS14UutQPoXDuARmFeFbNiockIsWth13cQsxwUo3q8HI9uFRuLWXpyKd8e/Ja47DhArUh4T5V7eLze41Ryq2SzvuXv2UPyRx9TsFst3qHz9sb3mafxGjgQjV0FHgUVQghxV5KQZSESsoS4toujXKuPJrMlNrXUWi4fF3s61vSnS+0A2lbzw8m+Au6jlH0e9vwIu+dC1plLx8NaQuOhUPuecjW6ZVJMrDuzjm8Pfsu+lH0A6DQ6ekf2ZkT9EYS722afMEVRyFm1ipQpUymOiwPAPjwcv5dG49alS8Ve4yeEEOKuIiHLQiRkCXFzcgoN/HMslZWHE1lzNJnswksVCx3ttLSp6keX2v50qhWAr6uDDXt6G0xGde+tnd/BsRWlR7caPqSObvnVsGUPr7AraRdf7f+KzefUtWZajZYelXvwRL0niPS0zV5bisFA5sKFpHz2Oca0NACcGjbE/5VXcG4UZZM+CSGEELdCQpaFSMgS4tYZjCZ2nErn78NJrDycREJmgfmcRgONwrzoWjuAHnWDCPMpn5sCX1P2uQujW9+XHt2KaAtNH4eavcCGVf7+bX/Kfmbtn8U/Z/8BQIOGrhFdeaL+E1T3qm6TPhlz80j/djZp380xl31369IFv9Ev4lC5sk36JIQQQtwMCVkWIiFLiP9GURSOJuaw8kLgOpCQVep8nWB3etYLonvdQKr4VaCCCKVGt5aDcqEgiFuQOrLVaDC4B9m0i5c7lHaIr/Z9VWqvrU5hnXiy/pPU8qllkz4ZkpJJ/exTMhf9qlYi1OvxGjgQ32eeRu/jY5M+CSGEENcjIctCJGQJYVnnswpYdTiJFYcS2XoyHaPp0j8/NQLc6FEvkB51g6ge4Fpx1upknYVdc2DXXMhLVo9pdFCrNzQdARFt1CG8ciAmPYav9n/FytMrUVA/+3aV2vFk/Sep71ffJn0qOn6c5ClTyV23DgCtqyu+I5/E67HH0Nrb26RPQgghxNVIyLIQCVlCWE96XjErDyey7EAim06kUnJZ4Ir0c6FH3UB61QumVlAF2QC5pBiOLIEd36gbHl/kVxOaPwn1B4F9+ZgeGZsZy9cHvmb5qeWYLozCtQpuxcgGI4nyt836qLyt20iePJnCw4cBsKtUCf8xY3Dr1rVi/PkLIYS440nIshAJWUKUjax8A6uOJLH84Hn+OZZKsfHSflxV/V25p0Ew9zQIJsLXxYa9vAWJB2HnbNi3AAwXSt07ealVCZuNAPdg2/bvgtPZp/l6/9f8efJPjBcKerQKbsUzDZ+xyciWYjKR9fsSUqZOpSRF3fvLqUljAsa+hlPdOmXeHyGEEOJyErIsREKWEGUvp9DAmqPJLDtwnrUxKRSXXApc9St5cE+DYHrXDybQw9GGvbxJhVnqJsdbv4TM0+oxrR7q9IMWT0FIY9v274IzOWeYfWA2v5/4nRJFrQzZrlI7nm74NHV8yj7cmPLySJs9m7Rvv0MpLATAo29f/F58EbsA/zLvjxBCCAESsixGQpYQtpVdaOCvg4ks2XeOzbFp5jVcGg00r+zNPQ1C6FE3EC+Xcr52x2RUNzfe+gWc3nTpeGhzaPE01OwNOr3t+nfBmZwzfLX/K/6I/cM8stUxtCNPN3yaGt5lX6becP48yVOnkf3HHwBonJzwGfE4PsOGoXWsACFbCCHEHUVCloVIyBKi/EjNLWLZgfMs2XuOnaczzMf1Wg3tqvtxT4NgutQOwMXB9mHlus7tVUe2Di4Ck0E95hEGzZ+ARo+Bo4dNuwfqNMKZ+2ay9ORSc4GMruFdebrh01TxrFLm/SnYt4+kSR9QsHcvAHYhIQSMew3Xjh1lvZYQQogyIyHLQiRkCVE+nc3I58/95/l97zmOnM82H3e009KtTiD3NapE66q+6LTl+AfwnES1SMbObyFf3ZwXe1do+LBaKMOn7MPMv53MPMkX+77gr7i/AHWfrZ6RPRlZfyQRHhFl2hdFUchetozkyR9RkpQEgEubNgSMG4dDpOyvJYQQwvokZFmIhCwhyr8TyTks2XuOJfvOEZeWbz4e4O5A36gQ7mtUieoBbjbs4Q0YCmD/z+roVsqRCwc1UKOHum4roq3NS8AfyzjGF3u/YHX8agC0Gi33VLmHpxs8TZBr2e4HZsrLI3XWV6R99x0YDGBnh8/gx/AZ+RQ61wpSGEUIIUSFJCHLQiRkCVFxKIrCvrNZLNp1liX7zpFVYDCfqxfiwX2NQujTIBgfVwcb9vI6FAVOrlXD1vG/Lx0PrAetX4DafW2+butw2mG+2PsF68+uB8BOa8egmoMYUW8EXo5eZdqX4rg4Et9/n7x/NgCg9/fH/+WXce/dS6YQCiGEsAoJWRYiIUuIiqmoxMjao8ks2p3A2qPJ5j249FoNHWr6c1+jSnSs6Y+9Xmvjnl5DyjHYNlOtTFhSoB7zDIOWz0HUw2Bv2xGbfSn7+GT3J+xI3AGAi50LQ+oM4bHaj+FsV3Z7gSmKQu7adSRNmoThzBlALfke+MYbONasWWb9EEIIcXeQkGUhErKEqPjScotYsu8cv+5O4EBClvm4p7Md9zQI5r5GlahfyaN8jn7kp6vrtrbNvLRuy8kbmj2h3lx8bNY1RVHYfG4zn+z+hCPp6jRHb0dvnqj/BAOrD8ROZ1dmfTEVFZH+3XekzpyllnzXavEaNAi/Uc+h8/Qss34IIYS4s0nIshAJWULcWWISc/h191l+25NAck6R+XjNQDcGNQ2lb1QIns7lsBx8cT7snQdbPoOMOPWY3gmiHoFWz4JXhM26ZlJM/B33N5/u+ZT4nHgAQlxDeKbhM/Ss3BOdVldmfTGcO0fS5I/IWbECAJ2XF34vvoDnffeh0ZVdP4QQQtyZJGRZiIQsIe5MRpPCxhOpLNp1lhWHEs0bHtvrtfSoG8igpmG0iPQuf6NbxhI4sgQ2fQLn96rHNFp1c+NWoyC4oc26ZjAZ+O34b8zcN5OUghQAqnlV44VGL9A2pG2ZfpZ5W7eSOHEixSdiAXCsW5fAN9/AqUGDMuuDEEKIO4+ELAuRkCXEnS8r38DivQn8b3s8RxNzzMcjfJx5oGkY9zUOwd+tnG18qyhw6h81bMWuvnQ8MhravmTTioQFJQXMOzKPbw98S45B/Twb+TfihcYvEOUfVWb9UAwG0ufNI/WzzzHl5gLg0a8f/i+NRu/rW2b9EEIIceeQkGUhErKEuHsoisL+s1nM33GGJXsTyCs2AmqxjE61/BnUNIx21f3K395biQdg0wx1c2NF7TOVmkG7l6FaF5uFrayiLL49+C3zjsyjyKhOzewY2pEXG79YpntslaSkkDx1Glm//QaA1tUVv1HP4fXgg2jsym7dmBBCiIpPQpaFSMgS4u6UV1TC0v3nmb8jnt3xmebjQR6ODGoaxqBmoQS4l7PRrcx4NWzt/h4uhBoC60O7MVCzD2htU0kxKS+JL/d9yeITizEqRvQaPQNrDGRkg5FlWvY9f88ekia+R+GhQwA4VKtKwOtv4NKieZn1QQghRMUmIctCJGQJIWISc1iw4wy/7jlLZr6695Zeq6FrnQAeaRFOy0if8rV2KydRLZCx41sw5KnH/Gqq0wjr9LfZXluxmbFM2zXNvMeWm50bI+qP4KFaD+GgK5u9yxSjkcyFi0iZNg1jZqbaj+7dCXj1FeyCynZTZSGEEBWPhCwLkZAlhLioqMTIioOJ/Lj1NDviMszHq/i58EiLcPo3qoSHUzmafpafrm5svG0WFF0oXe8VAW1GQ4MHQW+bKopbz29lys4pHE0/CqiVCJ9v9DzdI7qXWVg1ZmaSMuNTMubPB5MJrbMzfi+8gNfDD0kVQiGEENckIctCJGQJIa7myPlsftx6msV7Lq3dcrLT0TcqmIebh1M3xMPGPbxMYRZs/xq2fA4F6eox9xBo/QI0egzsyn7ao0kx8UfsH8zYM4Pk/GQA6vnWY0yTMTQKaFRm/Sg8coTEd96lYM8eABzr1yfo3XdwrFGjzPoghBCi4pCQZSESsoQQ15NTaGDxngR+2HqaY0m55uNRYZ482iKcnvWCcLQrJyMjxXmwa466bis3UT3mFgxtR6thS182U/YuV1BSwPeHvmf2wdkUlBQA0DmsMy82fpEw97Ay6YNiMpH5888kfzxFrUKo1+MzbBi+Tz+F1rGcrbsTQghhUxKyLERClhDiZiiKwo64DH7YepoVB89jMKr/rHo52zGwSSiPtgynkpezjXt5gaEQ9vwAG6dBdoJ6zD0E2rxos7CVWpDK53s/59fjv2JSTOi1egbVGMST9Z/E09GzTPpgSEoiaeJ75KxcCYBdeBhBb7+NS4sWZdK+EEKI8k9CloVIyBJC3KqUnCJ+3nmGn7bFk5Cpjs7otBq61wlkWJsIGoV5lY9CGSVFaiXCDVMh55x6zL2SOrIV9YhNwtaJjBNM2TWFjQkbAXCzd+PJ+k/yYM0HsdeVzRqynFWrSHznXUqS1WmMHv374//yGPReZVcJUQghRPkkIctCJGQJIW6X0aSw5mgyczfHsfFEqvl4g0oeDGtTmR51g7DX26aseimGQjVsbZwKOefVY+6VoN1L0PARmxTI2HxuM1N2TuFYxjFALY7xQuMX6BberUwCqjEnh+SpU8n833wAdN7eBIwbh3uvnuUjIAshhLAJCVkWIiFLCGEJRxOz+W5jHL/tTaC4xARAgLsDj7WM4MFmYXi72KbSXymGQtg9Vx3ZurhmyyNULf3e8OEyD1tGk5ElsUv4dM+npBSkANDQryGvNX+N2j61y6QP+bt3c378eIpPxALg0q4tQW+9hV1ISJm0L4QQonyRkGUhErKEEJaUllvET9vi+X7raVJy1A2DHfRa+jcKYVjrylQLcLNxD1HD1q456shWbpJ6zCNM3dS44UOgK9sy9fmGfOYenst3B7+joKQADRruq34fz0U9h7ejt9XbNxUXk/b116TNnIViMKBxcsLv+VF4P/qolHsXQoi7jIQsC5GQJYSwhuISE0sPnGP2xlMcTMg2H29bzZdhbSrTvpofWq2Np6UZCi6ErWmXwpZ3JHR4Xd3UWFu2Ux0T8xKZtmsay04tA9T1Ws80fIYHajyAXmv9DZaLTp7k/PjxFOzcBYBj3bpqufdatazethBCiPJBQpaFSMgSQljTxaqE3248xd+HEzFd+Nc40s+Foa0rc3+jSjjZ23i0xFAAO79VpxHmX1hbFlAPOr0J1bpCGa9R2pW0i0nbJhGTEQNAVc+qvNbsNZoFNbN624rJRObChSR/9DGmnBzQ6fAZOgTfZ55B6+Rk9faFEELYloQsC5GQJYQoK2fS85m7OY4FO86QU1QCqCXgH2sZwWMtw/FxLftqf6UU5cLWL2HzDCi6MPoW1hI6jYfwVmXaFaPJyKLji5ixZwZZRVkAdA3vypgmYwhyDbJ6+4bkZJLee5+cv/4CwC40lKC3J+DSqmw/ByGEEGVLQpaFSMgSQpS13KISftl5hm83neJMuloC3kGvZUCTSjzeJpIIXxfbdjA/XZ1CuP0rKClUj1Xtoo5sBTUo065kFWXx2Z7P+PnYz5gUE446R4bVG8bQOkNx1Ft/I+GcNWvUcu+JaqEQj3vvxX/sq1LuXQgh7lASsv4lIiICd3d3tFotXl5erF279qZeJyFLCGErJUYTKw4l8tU/J9l/Vh2t0Wqge91AnmhXhYahnrbtYPY5WD9Z3djYpI68Uae/umbLt2qZdiUmPYZJ2yexK0ldLxXiGsLLTV6mY1hHq5dcN+bmkjJtOhk//QSKgs7Li4DXxuLep4+UexdCiDuMhKx/iYiI4ODBg7i6ut7S6yRkCSFsTVEUtp5MZ9Y/sayLSTEfb1bZmyfbRdKhhr9ti2SkxcK6SXBgIaCARgdRD0P7seBRdqXOFUXhr7i/+HjnxyTlq4U6WgS14LVmrxHpGWn19gv27uX8m29SdPwEAC5t2hA44S3sK1WyettCCCHKhoSsf5GQJYS4E8Qk5vDVPydZsi8Bg1H9p7uavysj2kbSNyrEtpsbJx6ENe/CsRXqc50DNBsBbUaDi0+ZdSPfkM/sg7OZc3AOxaZi9Bo9D9Z6kKcaPIWbvXVL5CvFxaR9+y2pX3yJUlyslnt/7jm8H3sUjd76FRCFEEJY161kAxv+j3xz/vnnH/r06UNwcDAajYbFixdfcc3nn39OREQEjo6ONG/enO3bt5c6r9FoaN++PU2bNmXevHll1HMhhLCsGoFuTBnYgH9e6cAT7SJxddBzPDmXVxbtp/1Ha/lu0ykKio226VxgXXhoAQz7C8Jbg7EItnwGnzSA9R9BcX6ZdMPZzpnnop5jcd/FdAjtQIlSwg+Hf6D3b7357fhvmBST1drW2NvjO3IklX9fjHPTpigFBSRPnkzcwAcoOHTIau0KIYQof8r9SNby5cvZtGkTjRs3pn///vz222/07dvXfH7BggU89thjzJw5k+bNmzN9+nR++eUXYmJi8Pf3ByAhIYGQkBDOnz9P586d+d///kf9+vVv2LaMZAkhyrPsQgP/2xbP7I2nSL6wubGvqz3D20TySIsw3BzLduNgM0WBE6th9duQuF895hYEHd+EBoNAW3Zl6TclbOKD7R8Qlx0HQD3ferzZ4k1q+Vh3fytFUchatIikyR9hys5Wy70PH47vM0+jdbBxpUghhBC35Y6dLqjRaK4IWc2bN6dp06Z89tlnAJhMJkJDQ3nuuecYO3bsFe/x8ssvU6dOHYYMGXLFuaKiIoqKiszPs7OzCQ0NlZAlhCjXCg1GFu46y8z1sZzNUCsSejjZMaRVBENbR+DpbG+bjplMcOhXWPU2ZMWrxwLqQtd3oUrHMuuGwWjgp6M/8eW+L8kz5KHVaHmo5kM8G/UsLnbWrdZYkpJC4vvvk7NcnUZpX6UKwe9NxKlhQ6u2K4QQwvLuqOmC11NcXMyuXbvo3Lmz+ZhWq6Vz585s2bIFgLy8PHJycgDIzc1lzZo11KlT56rvN2nSJDw8PMy30NBQ638RQgjxHzna6XikRThrx0Tz8YAGRPq5kFVg4JPVx2n9wRomLT9CSk7Rjd/I0rRaqHc/PLsDurwLDh6QdBB+6Ac/3gdJh8ukG3Y6OwbXGcySvkvoHtEdk2LixyM/cs/ie1h5eiXW/F2j3s+PStOmEfLpDHS+vhTHxhL34EMkffAhpoICq7UrhBDCtir0SNa5c+cICQlh8+bNtGzZ0nzdK6+8wvr169m2bRsnT56kX79+ABiNRkaMGMHzzz9/1feXkSwhxJ3AaFJYfvA8n605wdFE9ZdMDnotDzYL44l2kQR7OtmmY/npatn3Hd+AyQAaLUQ9opZ9dwsss25sStjEe9ve40zOGQDahrRlXPNxVHKzbiVAY2YmSZMmkfX7EgDswsMInjgR56ZNrdquEEIIy7hrpgveTMj6L2RNlhCiIlMUhTVHk/l0zQn2nskEwE6noX9UJZ6KrmK7jY3TYtX1Wod/V5/buUDrUdDqObAvmz4VlhTyzYFvmH1wNiWmEhx1jjzZ4EkG1x6Mnc66a9ly1q0j8a0JlCSppea9Hn4Y/5dGo3V2tmq7Qggh/pu7Zrqgr68vOp2OpAv/UV2UlJREYGDZ/VZUCCHKI41GQ6daAfz2dCvmPd6cFpHeGIwKC3aeoeOUdYz+eS9xqXll3zGfKjDwexj2N1RqCoY8da+tGY1g9/dgsn6FREe9I89GPcuiexbRLLAZhcZCPtn9Cff/cT87E3datW236Ggi//wDzwEDAMiYN49T/fpTsG+fVdsVQghRdip0yLK3t6dx48asXr3afMxkMrF69epSI1tCCHE302g0tK7qy/wnWrLoqZZE1/DDpMCvuxPoNHU9L/+yj/i0simxXkpYcxi+EgbMAa8IyE2EJc/BzDZwYlWZdCHSI5Jvun7D+23ex9vRm5NZJxn611De2PgG6YXpVmtX5+ZG0LvvEPrNN+gDAig+fZq4hx4m5dPPUAwGq7UrhBCibJT76YK5ubmcOHECgKioKKZOnUqHDh3w9vYmLCyMBQsWMHjwYGbNmkWzZs2YPn06P//8M0ePHiUgIOA/tS3TBYUQd6q9ZzKZvuoY62JSANBrNdzfuBLPdKhKqLcNpq2VFKlrtdZPhsJM9VhkB7USYWC9MulCVlEWn+z+hF+O/QKAh4MHoxuPpm/Vvmg11vudpDEri8R33iV76VIAHOvWJXjyhzhERlqtTSGEELfujlqTtW7dOjp06HDF8cGDBzNnzhwAPvvsMz766CMSExNp2LAhM2bMoHnz5v+5bQlZQog73a7TGUxfdYwNx1MBdc3WgCahPNOhKiG2KJBRkAH/fAzbvwJjMaCBhg9Dp/Hg9t9+cXaz9ibv5d2t73Is4xgAUf5RvNHiDap7Vbdqu1lLl5L49juYsrPRODjg//LLeD30IBpthZ50IoQQd4w7KmTZkoQsIcTdYmdcOtNWHWPTiTQA7HVaHmgaytMdqhDkYYOwlX4KVr+j7rMFYO8G7cZAi6dAb/3NfEtMJcw7Mo/P935OQUkBeo2eR+s8ysj6I3G2s95InyExkfPjXidv82YAXFq1ImjS+9j9x5kZQggh/jsJWRYiIUsIcbfZfiqdaSuPseXkpbD1UPMwnoquQoC7Y9l36MwOWPEqJOxSn3tHQrf3oXp30Gis3nxiXiIfbv+QVfHqGrFgl2DeaPEGbSu1tVqbislExk//I/mjj1CKitB6eBA4/k08evWyWptCCCFuTEKWhUjIEkLcrbbEpjFt1TG2n1KLPzjotTzcPJyR0ZH4u5Vx2DKZYP98WDUBci9Uk63SCbpPAr8aZdKF9WfW8/629zmXdw6AnpV78krTV/Bx8rFam0UnT3LulVcpPHgQAPeePQl8azw6Dw+rtSmEEOLaJGRZiIQsIcTdTFEUNsemMW3lMXaezgDA0U7L4JYRjGxfBS8X+7LtUFGOul5r6xfqei2tHpo9Ae1fBSdPqzefb8jns72fMe/IPEyKCQ8HD15u8jL3VLkHjZVG1RSDgdQvZ5I6axYYjegDAgh6/z1cW7e2SntCCCGuTUKWhUjIEkIINWxtPJHKtJXH2B2fCYCbg54n2kUyrE1lXBz0ZduhtFj4+w2IWaY+d/aBjm9Co8dAq7N68wdTDzJh8wRiMmIAaBHUgvEtxhPqHmq1Ngv27+fcy69QfPo0AF6PPKJuYOxkg/VyQghxl5KQZSESsoQQ4hJFUVgbk8xHfx3jyPlsAHxc7HmmQ1Ueah6Go531A04pJ1bBinGQqoYdAutBj8kQ3srqTRtMBr4/9D1f7vuSImMRjjpHnmr4FI/Vfgy91jqh05SfT/LHH5Px0/8AsI+MJPjDD3GqV9cq7QkhhChNQpaFSMgSQogrmUwKfx44z9S/Y4i7sIlxsIcjz3euxn2NKqHXlWHJcaNB3V9r7SQoylKP1ekP3d4D92CrNx+fHc87W95hW+I2AGr71OadVu9Qw9t6a8VyN2zg/LjXKUlJAb0e36dG4vvkk2j0ZTyiKIQQdxkJWRYiIUsIIa7NYDSxcNdZPll1nMTsQgAi/Vx4qUsNetQNRKu1fvU/s7xUWDMRds0BFLB3VddqtXgKdHZWbVpRFBafWMxHOz8ipzgHvUbP4/Uf54l6T2BnpbZLMjJIfPsdclasAMCxQX2CP/gAh8qVrdKeEEIICVkWIyFLCCFurNBg5Metp/l87Qky8g0A1A1x59XuNWlbza9sO3N+HywdA2e3q8/9akLPj6ByO6s3nZKfwnvb3mN1/GoAqnpW5Z1W71DPr55V2lMUhew//yTxnXcx5eSgcXIi4JWX8Rw0yGqFOIQQ4m4mIctCJGQJIcTNyyk0MHvjKb7ZcIrcohIA2lbzZWyPmtQJLsOy4yYT7PsJVo6HfHW/L+reD10ngnuQVZtWFIW/T//N+9veJ70wHa1Gy2O1H+OZhs/gqLdO6XvD+fOce20c+Vu3AuDSti1BEydiF+BvlfaEEOJuJSHLQiRkCSHErUvPK+azNSf4YWscBqOCRgP9GoYwumt1Knk5l11HCjLUKYQ7ZqNOIXSD6LHQ/EmrTyHMKMzgwx0fsvTkUgDC3MJ4u9XbNAlsYpX2FJOJjB9/JHnKVJSiInQeHgS+PQH37t2t0p4QQtyNJGRZiIQsIYS4ffFp+Xz0dwx/7FM38LXXaxnSKoJnoqvi4WzdkFPKuT3qFMKEnepz/9rQ82OIsP5eU+vPrOedre+QnJ8MwAM1HuDFxi/iYudilfaKTpxQNzA+fBgA9z59CHzzDXTyf5gQQvxnErIsREKWEEL8d/vPZjJp2VG2nFSn7rk76nm2Y1UeaxlRdmXfTSbY8wOsmgAF6eqx+g9Al3fBLcCqTecU5zBl5xQWHV8EQJBLEG+1fIvWIdYJeUpxMSlffknarK/AZEIfGEjwB5NwadHCKu0JIcTdQkKWhUjIEkIIy1AUhXXHUvhg2VFiknIACPF04qWu1enbMKTsKhHmp8Pqdy5VIXRwhw7joOkI0Fm3BPrW81uZsHkCCbkJAPSr2o9Xmr6Cq72rVdrL37OHc2PHYjgdD4D34Mfwe/FFtI7WWRsmhBB3OglZFiIhSwghLMtoUvh191mmrjzG+Sy17HvdEHfe6FWbFpE+ZdeRhF2w9CV1KiGAfx3oNQXCW1q12XxDPp/u+ZR5R+ahoBDkEsS7rd+leVBzq7RnyssjafJHZC5YAIBDtaoEf/wxjjWst4+XEELcqSRkWYiELCGEsI5Cg5FvN53ii7Wx5kqE3eoE8FqPWkT4Wme90hVMRtj9Pax+Wy2SAdDoMej8Njh7W7XpXUm7eGPjG5zNPQvAQzUf4oXGL+Ckd7JKe7nr13Pu9TcwpqaisbfH/+WX8XrkYSn1LoQQt0BCloVIyBJCCOtKzS1i+qpj/LQtHpMCdjoNg1tG8FzHamVXHCMvDVZPUAMXgLMvdJ8E9QaAFUNIviGfKTun8POxnwEIdw9nYuuJNPRvaJX2StLSOD/udXLXrwfApX07gt9/H71PGY4gCiFEBSYhy0IkZAkhRNk4lpTD+8uOsC4mBQBPZzte6FSNh1uEY6fTlk0nTm+BP1+AlKPq88ho6DUVfKpYtdlNCZsYv3k8yfnJaDVahtQZwjMNn8FeZ2/xthRFIeOnn0j+cDJKcTE6X1+CJ72Pa9u2Fm9LCCHuNBKyLERClhBClK31x1J4b+lhjiXlAhDp68K4nrXoVMu/bKa2lRTD5hmwfjIYi0DnAO1fhlbPg97yoeei7OJsPtz+IUtilwBQ1bMq77V5j9o+ta3SXmHMMc6NGUPR8eMAeA8ejN9Lo9HaW+9rFEKIik5CloVIyBJCiLJXYjTx886zTF0ZQ2puMQCtqvjweq9a1An2KJtOpMWqhTFOrlWf+9aAPtMhvJVVm10dv5p3trxDemE6eo2eJxo8weP1HsdOa/mpk6bCQpI/+piMefMAcKhVi0rTpmIfEWHxtoQQ4k4gIctCJGQJIYTt5BQa+GJdLLM3nqK4xIRGA4OahvJyt5p4u5TBiIuiwIGF8NdrkKdOYyyLwhjphelM3DqRladXAlDHpw7vtXmPKp7WmbaYs3Yt58e9jjEjA62LC0HvvoN7z55WaUsIISoyCVkWIiFLCCFs70x6Ph+uOMqf+88D6mbGL3WtwcPNw9CXxXqt/HR1E+Pdc9XnZVAYQ1EUlp9aznvb3iO7OBt7rT2jGo3ikVqPoNNafgNnQ1IS514aQ/7OnQB4PvAAAa+NlT21hBDiMhKyLERClhBClB874tJ56/dDHD6fDUDNQDcm3FOn7PbXulphjN7TwDvSak0m5yfz1ua32JiwEYBG/o2Y2Hoioe6hFm9LKSkh5fPPSZs5CxQFh2rVCJk6BYdq1SzelhBCVEQSsixEQpYQQpQvRpPCT9vjmfJ3DJn5BgD6NAhmXM+aBHlYZ4+pUi4WxvjnIygpBL0TdHoTmo8EK4wwgTqq9evxX5m8YzL5Jfk46Z14qfFLDKwx0CrFQHI3beLcq2PVPbUcHQl4fRye998ve2oJIe56ErIsREKWEEKUTxl5xXz8dww/bY9HUcDJTsezHavyeNvKOOitE3ZKSYtVR7VO/aM+r9QU7v0c/GpYrcmE3ATe3PQmOxJ3ANA2pC3vtH4HXydfi7dVkprKuVfHkrdpEwDuPXsQ+Pbb6NzcLN6WEEJUFBKyLERClhBClG8HE7KYsOQQO09nABDu48z43rXpVCvA+o0rirpO6683oDgHdPYQPRZajQKddTZSNikmfjryE9N2TaPYVIy3ozfvtHqH9qHtLd6WYjKR/u23JE//BEpKsKtUiZBpU3GqV8/ibQkhREUgIctCJGQJIUT5pygKv+89x/vLjpCcUwRAhxp+jO9Th8q+LtbvQNZZ+OMFOKFWAySogTqqFWi9MHI84zhjN4zlWMYxAAZWH8iYpmNw0lt+ymTBvn0kjH4JQ0IC2NkR8MoreD3ysEwfFELcdSRkWYiELCGEqDhyi0r4dM1xvt14CoNRwV6nZXjbyjzboSouDnrrNq4osH8BLH8VCjNBq4e2L0HbMVbbxLjIWMSM3TP4/vD3AES4R/BBuw+o41PH4m0Zs7M5//ob5KxUg6Rb164EvTdRpg8KIe4qErIsREKWEEJUPLEpubzzx2HWH1P3tgp0d+S1njW5p0Gw9UdfcpJg6Wg4+qf63L823PsZhDS2WpNbzm3hjY1vkFyQjF6j55moZxhaZ6jFS70rikLGDz+Q9NHHYDBgFxpKyPRpONWxfKgTQojySEKWhUjIEkKIiklRFFYdSebdPw8Tn54PQLPK3kzoU4fawVb+91xR4PBiWDoG8lNBo4WWz0KHcWBnnQqImYWZvL3lbVbFrwKgSUAT3m/zPkGuQRZvq2D/fhJeeBHDuXNo7Ozwf20sXg8+KNMHhRB3PAlZFiIhSwghKrZCg5Gv/znJ5+tOUGgwodXAw83DealrdTydrTONzywvDVa8Cgd+UZ97V1HXaoW3tEpziqKw+MRiJm2fREFJAW52brzZ8k16VO5h8baMWVmcG/c6uatXAxeqD77zDjpXV4u3JYQQ5YWELAuRkCWEEHeGhMwC3l92hKX7zwPg7WLP6z1r0b9RiPVHYI4ugz9fhNxEQAPNnoBO48HBOoEkPjue1za8xv7U/QD0juzNuObjcLO37PopRVFInzOX5ClToKQE+/BwQqZPw7FWLYu2I4QQ5YWELAuRkCWEEHeWzbGpvPX7IY4n5wLQItKbiX3rUdXfyiMwBZnw9+uw50f1uWcY3PMpREZbpTmDycBX+7/iq/1fYVJMBLsEM6ntJBoFNLJ4W/l79pAw+iVKzp9HY29PwLhxeD5gnY2ShRDCliRkWYiELCGEuPMUl5iYvfEUn6w+RqHBhJ1Ow8j2VXimQ1Uc7ay8kfGJ1fDH85B1Rn3eaDB0fRccPazS3N7kvYzdMJaE3AS0Gi3D6w7nqYZPYae17D5eJRkZnB/7Grnr1wPg3quXunmxaxmU0BdCiDIiIctCJGQJIcSd60x6Pm8tOcSao8kAhHk7827furSv7mfdhotyYNUE2PGN+twtGPpMh+rdrNJcbnEuk7ZPYknsEgDq+tTlg3YfEO4ebtF2FJOJ9O++I3nqNDAasY+MpNKnM3CoUsWi7QghhK1IyLIQCVlCCHFnUxSFvw4lMmHJYRKzCwHoXT+I8b1r4+/uaN3G4zbC789Cxin1ecNHoPv7VhvV+ivuL97e8jY5xTk46Z14pekr3FftPotP68vfvZuEF0dTkpSExtmZ4Pcm4t7D8sU3hBCirEnIshAJWUIIcXfILSph2spjfLfpFCYF3Bz0jOlWg0dahKPTWnFtUXE+rH0PtnwOKOARqu6rZaW1Wol5iby+8XW2J24HoGNoRya0moCXo5dF2ylJSyNh9Evkb9sGgPfgx/AfMwaNnWWnKQohRFmSkGUhErKEEOLucjAhi9d/O8C+s1kA1K/kwfv96lE3xDqjS2anN8PipyAjTn3e7AnoPAHsLb+myaSYmHtoLjP2zKDEVIKvky8TW0+kdUhri7ajlJSQ8sknpH2tTot0atyYkGlTsfP3t2g7QghRViRkWYiELCGEuPsYTQo/bY9n8oqj5BSWoNXA4FYRjO5SHTdHK47EFOXCyvGwc7b63DsS+s6EsOZWae5I2hHGbhjLyayTAAyuPZjnGz2Pnc6yX2POqlWcG/saptxcdH6+VJo2DecmTSzahhBClAUJWRYiIUsIIe5eyTmFTPzzCEv2nQMgwN2Bt/rUoUfdQOuWJz+xGpY8B9kJoNFCq+cgehzYWX6NWEFJAVN3TmV+zHwA6vnWY3K7yVRyq2TRdopOnSJh1PMUHT8OOh0Br7yM12OPSZl3IUSFIiHLQiRkCSGE2HA8hTcXHyQuLR+ADjX8eLdvXSp5OVuv0YJMWPEa7PtJfe5XC/rNhOCGVmludfxq3tz0JjnFObjZufF267fpEt7Fom2Y8vM5P/4tsv/8EwD3nj0IevddtC5S5l0IUTFIyLIQCVlCCCEACg1GvlgXy8x1sRQbTTjb63i5Ww0eaxlh3cIYR/6EP1+AvBTQ6qHdK9B2NFh4Sh/AudxzvPLPK+xL2QfAoBqDGNN0DA46B4u1oSgKGT/OI+nDD6GkBPuqVag041McIitbrA0hhLAWCVkWIiFLCCHE5WJTcnlt0QG2x6UDEBXmyYf31ad6gJv1Gs1LhT9fhCPqPlcENYR+s8C/psWbMpgMfLbnM749+C0ANb1r8lG7j4jwiLBoO/m795DwwguUJCejdXEhePKHuHXqZNE2hBDC0iRkWYiELCGEEP9mulAY44PlR8ktKsFOp+GZDlV5Oroq9nqtdRpVFDi4CJa+BIWZoHeEzm+rVQi1lm9zY8JGxm0YR0ZRBs56Z95q+RY9I3tatI2S1FQSXniR/J07AfB5aiR+zz6LRqezaDtCCGEpErIsREKWEEKIazmfVcCbiw+y6kgyANUDXPngvvo0CrPsnlOlZJ+HJc/CiVXq88gO0PdLcA+yeFPJ+cm8+s+r7ExSQ9B91e5jbLOxOOotV4BDMRhI/vhj0ud+D4BL27aEfPwROg8rl8wXQojbICHLQiRkCSGEuB5FUfhz/3kmLDlEWl4xGg0MbhnBy91q4OKgt1ajsOMb+PsNKCkEJy/oPR3q9LV4UyWmEmbum8lX+79CQaGaVzU+bv8xkR6RFm0n648/OP/meJTCQuxCQ6n02ac41qhh0TaEEOK/kpBlIRKyhBBC3IyMvGLeXXqYX3cnABDi6cT7/evRvrqf9RpNOQa/joDze9XnDR6EHpPB0fL/X205t4WxG8aSXpiOk96JN1u8SZ8qfSzaRuGRI5x9bhSGs2fRODkR9O67ePTu9X/27jM6qqpt4/j/zEx6h4SWEHrvTUCKgiBiBcUCSFOKICiiIjYeFRQVRekISJOuIDZUFBFQOkiR3ksoKaSQninvh0GU15YpSALXb60s5kzm3GfPh6dc2Xvf26vPEBHxhEKWlyhkiYiIK1YfSOCFpbuIS8kC4N560bx8Z3UignyvzAOtubD6LfhpDDjsEB7rbIpR5kavPyohM4Fha4ex6ewmADpW7MjzjZ8nwBLgtWfYUlKIe/oZMn7+GYAiPXpQ7NlnMCxXaFZQRMQFClleopAlIiKuysix8s6K/cxadwyHAyKD/RjZoQa31fT+vqlLTmyApX0h5ThgQPPBzgOMLd4Ndza7jak7pzJ5x2QcOKgYXpF3bnqHCuEVvPYMh81GwrjxJH3wAQCBN9xA9HtjsBQt6rVniIi4QyHLSxSyRETEXb+cSGboJzs5GJ8OwJ21S/Lq3TUoGuy9c6cuk53mPMB4+1zndYnacN90iPL+3qZNZzbx3NrnSMxKJMASwPCmw7mz/J1efUbad99x5rlh2DMzsZQoQcz4cQTUquXVZ4iIuEIhy0sUskRExBM5VhvjVh5kyuoj2OwOigb5MqJDTW6vdQVntfZ8Dl88CVnnna3ebx0JjXqD4d1DkxOzEnl+7fNsOLMBgAerPMjQRkPxNXtv9izn8GFODRxE7tGjGD4+lPjfcMI7dfJafRERVyhkeYlCloiIeMOuU6k88/EO9p+7AMAdtUry6j01iLxSs1oXzsKy/nD4B+d1pXZwzwQILubVx9jsNqbsnMKUHVMAqBVZi3dvepeSwd4Lkbb0dE4/N4z0lSsBiOjSmeLDhmH4XqF9biIif0Mhy0sUskRExFtyrDYm/nCIiT8exmZ3UCTIl1fvrsFddUpdmQfa7bDpA/juf2DLgaAouGcSVL7V649ac2oNz699nrTcNML9wnmrxVvcGO295hsOu52kDz4gYdx4cDgIaNCAmLHvY4mM9NozRET+jUKWlyhkiYiIt/0a55zV2nfWOat1e60SjLin5pXbq3VuNyzpA/G7ndeN+sCtI8DHe10BAeLS4xjy4xD2JO3BwKB/3f70q90Pk2Hy2jMurFrF6WeHYk9Px1K8ODETxmufloj8ZxSyvEQhS0REroRcq50Jqw4xadUhrBf3ao3sUJP2V2qvVl42rHwVNkxyXkdWcTbFKFnbq4/JseXw1qa3+PjAxwA0j27OqOajCPcP994zjhzl1MCB5B45guHrS4lXXyW8Ywev1RcR+TsKWV6ikCUiIlfS/5/VurN2SV67pyZFrtS5WodWOvdqpZ8Dkw+0fRWaDPB6U4zPDn3GiA0jyLHlUDKoJGNuHkPNyJpeq29LT+f00OdI/8G55yyiWzeKPzdU52mJyBWlkOUlClkiInKl5VhtjF95iMmrnXu1IoN9GdmhFrfVLHFlHpiRBJ8Pgv1fOa+r3A73TITAIl59zP7z+3nqx6c4eeEkPiYfht0wjPsr34/hpUDnsNtJnDiJxIkTAQhq1ozo98Zg1v9ei8gVopDlJQpZIiLyX9lxMoVnPt5x6VytjvWieeXuGoQF+Hj/YQ4HbJ4O374AtlwIjYFOMyC2sVcfk5abxss/vcwPJ50zTndXuJuXmrxEgMV7+8HSVqzg9HPDcGRl4VuuHKUnT8K3bFmv1RcR+Y1ClpcoZImIyH8pO8/G2JUH+WD1YewOKBnmzzv316FZxSvURe/MDvi4J5w/AoYZbnkZbnwSTN5rVuFwOJi1exbvb3sfu8NOpYhKvHfze5QJLeO1Z2Tv2cPJAY9jPXsWU1gYMe+/R1DTpl6rLyICClleo5AlIiJXw9bjyTy9eDvHkjIB6NWsLM/dVhV/H7P3H5ZzAb4YDL9+4ryucAt0/ACCo7z6mM1nN/Ps6mdJyk4i2CeYkc1GckuZW7xW35qQwKmBg8jasQPMZoq/+AJFunTxWn0REYUsL1HIEhGRqyUjx8oby/cyb+MJACoWC+a9B+pSKybM+w9zOOCXj2D5s2DNhuAS0OlDKNvcq49JyEzgmdXPsC1+GwA9a/TkyfpPYjF5p2GFPSeHMy+/TNrnXwAQ3vkhSrzwAobPFVhyKSLXHYUsL1HIEhGRq23VvniGLtlJwoUcLCaDJ26pxICbK2Axe29J3yXn9jiXDybuB8MENw2Dls+AyXszaHn2PMZuHcvsPbMBaFC8AaNbjiYq0DszZw6Hg6Tp00kY8x44HAQ2bULMe+9hDg/3Sn0RuX4pZHmJQpaIiBQE5zNyeWnZLpbvOgtA3dLhjHmgDuWjgr3/sNwMWD4Uts91XpdrCfdOgxDvdjv87vh3vPzzy2TkZRAZEMnolqNpWKKh1+pf+OEH4p55FkdmJj5lYik9eTJ+5ct7rb6IXH8UsrxEIUtERAoKh8PBsu1xDP9sNxeyrQT4mHnhjmo83DjWa23RL7NjIXw5BPIyICgK7p0KFVp79RHHUo/x1I9PcSjlEGbDzOD6g+lRo4fXvk/2/v2c6j+AvNOnMYWEED1mDMEtvLsEUkSuHwpZXqKQJSIiBc3plCye+XgH6w4nAXBT5Sje7lSb4qH+3n9YwgH4pBec+xUwoMUQuPkFMHvv0N/MvExGbBjBl0e+BKBNbBtGNh9JkE+QV+pbk5I49cSTZG3dCiYTxYc9R0S3blcmmIrINU0hy0sUskREpCCy2x3MWneMt77ZR47VTnigDyM71OTO2qW8/7C8LPjmedg603kd2xTu+xDCor32CIfDweL9i3lr81vk2fMoH1aesa3GUjasrFfq23NzOfvKq6QuXQpA+P33U+LllzB8fb1SX0SuDwpZXqKQJSIiBdnBcxcYsngHu+JSAbinbileu7smYYFXoJver0vg8ych9wIEFIGOU6ByO68+YkfCDoasGkJ8VjwhPiG82fJNWsa09Epth8PB+VmziR89Gux2Ahs1InrcWCwREV6pLyLXPoUsL1HIEhGRgi7PZmf8yoNM/PEwNruDkmH+jHmgLk0rFPX+w5IOwyePwJntzusbB0Hr4WDx3oxQYlYiQ34cwi/xv2BgMKDuAPrW7ovJ8E43xfTVq4kb8jT2jAx8Spem9KSJ+FWq5JXaInJtU8jyEoUsEREpLH45kcxTi5wHGBsG9GtZgSFtK+Nr8XKrd2sOfDccNk5xXkc3hE4zIKKM1x6RZ8vjrc1vsWj/IgBal27N681fJ9jXO90Ucw4d4mT/AeSdPIkpKIjoMe8SfNNNXqktItcuhSwvUcgSEZHCJCPHyogv97Bw80kAakaH8v6D9ahY7Aq0et/7JXw2ALJTwT8MOn4AVdp79RFLDy5l5IaR5NnzKBdWjrGtxlIurJxXaluTk4l74kkyN2++2BBjGBHdHlZDDBH5WwpZXqKQJSIihdE3v55l2NKdpGTm4e9j4qU7qtP1SrR6TzkBH/eCuC3O6+ZPQauXvNp9cFfCLgb/OJj4zHiCfYJ5q+Vb3tunlZvL2REjSPn4EwDCOz9EiRdfxLB4b/wicu1QyPIShSwRESmszqVl8/TiHfx0KBGANtWK8dZ9tSka7OfdB1lz4buXf18+WKa5c/lgSHGvPSIxK5Gnf3yabfHbMDAYWG8gfWr18UpodDgcnJ8xk/h33gGHg8CmTYgeM0YNMUTkTxSyvEQhS0RECjO73cGMn4/y9jf7ybXZiQrxY3Sn2txcpZj3H/brUvh8EOSmQ3BxZ9Aq672Df///Pq22ZdoystlIAn0CvVL/wsqVxD07FEdmphpiiMhfUsjyEoUsERG5Fuw5ncaTC3/hYHw6AI80K8dz7avgZzF790GJB2Fxd4jfA4YJbhkONz4JJu813/jkwCe8vvF1rHYrFcMrMq7VOEqHlvZK7ez9Bzg1YAB5cXGYAgMp9c5oQlq39kptESn8FLK8RCFLRESuFdl5NkYt38vs9ccBqF4ylHGdr0BTjNxM+GoI7FjgvK58m/NMrQDvLb/bHr+dp358isSsREJ9QxndcjQ3Rt/oldrW5GTinhxM5qZNYBhEPfkERfv1U0MMEVHI8haFLBERudas3HuOZz/ZyfmMXAJ8zLxyd3UeaFjauyHC4YBts2H5ULDlQHgs3D8bout77RHxmfE8teopdibuxGSYGNJgCN2rd/fOPq28PM6NepPk+fMBCL29PSVHjcLk5+X9bCJSqChkeYlCloiIXIvi07IZ8oemGHfWLskb99Yi1N/Huw86vd25fDDlOJh94bY3oeEj4KVAl2vLZeSGkXx66FMAOlTswMtNXsbX7J3DkZMXLebsiBFgtRLYtAmlJ07EFOidPWAiUvgoZHmJQpaIiFyr7HYHH6w5wrsr9mO1OyhdJIBxD9WjXqyXu+plpcCyAbD/K+d1rQfgrvfBN8gr5R0OB/P3zeftzW9jd9ipX6w+Y24eQ9GAol6pn7FxE6f698eemUlA/fqU/mAK5pAQr9QWkcJFIctLFLJERORat+1EMk8s+IVTyVlYTAZP31qFfi3LYzJ5efngunHw/avgsEFUVXjgI4iq7LVH/Bz3M8+ufpYLeRcoFVSKca3HUaVIFa/Uztq+nRN9+2FPS8O/Rg1iJozHp2RJr9QWkcLDlWzgvXY/IiIiUujUj41g+ZMtuLN2Sax2B299s48eMzcRfyHbew8xDGj2JPT8EoJLQMI+mNYa9i332iOaRTdj7h1ziQ2J5XTGabp93Y0fTvzgldoBdetSZtZMzBERZO/ezdGO95KxYYNXaovItUkhS0RE5DoX6u/D+M71eOu+Wvj7mFh7MJHbx67l54t7trymzI3w2Foo0wxyL8DCzrBqFNjtXilfPqw88++YT+OSjcmyZjF41WCm75qONxbt+FevTtlFC/GvXh1bSgon+/Tlwg/eCXEicu1RyBIREREMw+DBRrF8Oag5VUuEkJiey8MfbmTcyoPY7V7cWRBcDLp/Bjf0c16vfhMWdoHsVK+UD/MLY3KbyTxU5SEcOBi7bSzP//Q8ObYcj2v7xsZSZsF8Qtq2wZGXx6mBgzg/b54XRi0i1xrtyfoH2pMlIiLXo+w8G698vpuFm08C0KJSJO8/WJeiwV5uYb59Pnwx2NnmvWhFeGg+RHlnHxXAon2LGLVpFDaHjdqRtXm/1ftEBUZ5XNdhtXJm+P9IXboUgIiHH6b4sOcwLBaPa4tIwaXGF16ikCUiItezT7ae4qVlu8jOs1Mi1J+JXevRoEwR7z4kbhss6gZpp8A3GDp+ANXu9Fr5jWc2MuTHIaTlplE8sDjjWo+jetHqHtd1OBwkTZtOwpgxAAS1bEH0mDGYg718uLOIFBhqfCEiIiIe69QghmWPN6N8VBBn07J58IMNTF97xCt7nC6Jrg99f4QyzSE3HRZ1hR9e99o+rcYlG7PgjgWUCyvHucxz9Pi6ByuOrfC4rmEYRPbtQ/TYsRj+/mSsWcvxzl3Ii4vzwqhFpLBTyBIREZG/VbVEKJ8PbM5ddUphtTsY+dVeHpu7ldSsPO89JDgKui+DJgOc12vehgUPOc/Y8oLY0Fjm3T6PZtHNyLZl8/Tqp5m8Y7JXwmJou1sp89EczFGR5Bw8yNEHHiRrxw4vjFpECjMtF/wHWi4oIiLi5HA4mLvhOCO+3EuuzU5skUAmda1Pzegw7z5ox0L44kmwZkORCs59WsWqeqW01W5lzNYxfLTnIwDalW3HiGYjCLAEeFw778wZTvYfQM6+fRj+/kSPeZeQ1q09risiBYeWC4qIiIhXGYZBt6Zl+aR/U2IiAjhxPpN7J69j/sYT3l0+WOcheORbCCsN5w/D9Ftgz+deKW0xWRjaaCiv3vgqFpOFb499S69vepGQmeBxbZ+SJSk7by5BN7XEkZ3NqYGDSF682AujFpHCSCFLRERE8q12TDhfDWpBm2rFyLXaeeHTXQxZvIOMHKv3HlKqrnOfVrmWzn1ai7vByhFgt3ml/L2V7mX6rdMJ9wtnd9JuOn/VmX3n93lc1xQUROmJEwm7716w2zk7/H8kTJjo3RAqIoWCQpaIiIi4JCzQh6ndGvJ8+6qYTQaf/hLHPRN/5uC5C957SFAkPPwpNB3ovF77Dsx/ELKSvVK+QfEGzL99/qWGGN2/7s4PJzw/XNiwWCg5ciSRA5z7yxInTODciBE4bN4JiCJSOGhP1j/QniwREZF/tunoeQbO30b8hRwCfMyMurcWHepFe/chOz+GzweBNQsiyjn3aRX3vA07QFpuGs/8+Azrz6zHwGBIgyH0qNEDwzA8rp28YAFnXxsBDgeht7en1JtvYvj6emHUInI16JwsL1HIEhER+XeJ6Tk8ufAXfj6UBECXxrEMv7M6/j5m7z3kzA5Y+DCkngCfIOgwCWp08ErpPHseb258k8UHnHuo7q10Ly81fgkfs4/HtdO+/pq4oc9BXh4BDRsQM3YslqJFPa4rIv89hSwvUcgSERHJH5vdwdiVBxn/w0EcDqhRKpRJXetTpmiQ9x6SkQSf9IKjq53XzZ+C1i+DyfMw53A4mL9vPm9vfhu7w06jEo147+b3CPPzvHti+s8/E/fkYOzp6VhKlaTMzJn4linjcV0R+W+pu6CIiIj8p8wmgyFtKzO71w0UCfJl9+k07hz/E9/uPuu9hwQVhYeXwo1POK9/eg/m3Q+Z5z0ubRgGXat1ZXzr8QT5BLH57GYe+vIh9p/f73Ht4GbNKLt4Eb5lymA9fYbj3bqTc/Sox3VFpOBSyBIRERGvaVk5iq+eaE6DMhFcyLbS76OtjPxyD3k2u3ceYLbArSPgvg/BEgCHV8K0VnBut1fKt4xpyZz2c4gOjuZU+ikeXv4wy48s97iuX/nylJk3F79KFbHGx3O8e3dyDh/2wohFpCBSyBIRERGvKhkWwMK+TejdvBwA0386ykNTN3AmNct7D6nVCXp/B+FlIPkYTG8Dvy71SunKEZVZdOcimpVqRrYtm+fWPsfs3bM9rmuJjCR29mz8KlfGlpDI8a4Pk7FpkxdGLCIFjUKWiIiIeJ2P2cRLd1ZnysMNCPG3sPV4MneM+4k1Bzw/+PeSErWc52mVbwV5mc79Wj+MBLvns2ZhfmFMvGUiPar3AOCdLe8weftkj8+8shQpQuzsWfjXrIktJYUTjzyqQ4tFrkFqfPEP1PhCRETEc8eTMhgwbxu7T6dhGDCodSWevKUSZpPnbdIB5yHF378C68Y5r6vdBR0/AF/Pm244HA6m7ZrG+F/GA/BglQcZdsMwLCaLR3XtWVmcefFF0pZ/DUBEt24Uf24ohsWzuiJy5ai7oJcoZImIiHhHdp6N177cw/yNJwBoVrEoYx+qR2Swn/cesn0BfPEE2HKheC3ovADCS3ul9Ly983hr01s4cNAsuhnvtHyHYN9gj2o6HA6SpkwhYawzHAbdeCPR743BHOZ5R0MR8T6FLC9RyBIREfGuT385xQtLfyUrz0axED8mda1Pw7JFvPeAk5tgYRfISICgYvDQPCh9g1dKrzy+kmFrh5Fty6ZieEUm3jKRUsGlPK6btmIFp58bhiMrC9+yZYmZPAm/cuW8MGIR8Sa1cBcREZECqWO9GD4f2IyKxYKJv5BD52kbmLfxuPceUPoG6LPKOZOVEQ+z7oAdC71S+pYytzCr/SyiAqI4lHKIzl91ZmfCTo/rht56K2Xnz8NSsiS5x445W7wfUYt3kcJMIUtERET+U5WKh/DZ4824o3ZJ8mwOXvz0V55fupMcq807DwgvDY98A1XvdC4d/LQfrHgZbFaPS9coWoP5d8ynSkQVzmef55FvH+GbY994XNe/WjXKfbwYv6pVsSUmcqJnT7V4FynEFLJERETkPxfkZ2FC53o8d1tVDAMWbDpJ56kbOJeW7Z0H+AXDAx9Bi2ec1+vGwdyOkO55d8MSQSWY034ON8XcRI4th2dXP8vUnVM97zwYGUnsjA9/P0urS1eytm/3eLwi8t9TyBIREZGrwjAM+t9cgZk9GxHqb2HbiRTuGv8TW48ne+cBJhPc8jLcPwt8guDoGph6k1cOLg70CWRsq7E8XO1hAMb/Mp6Xfn6JPHueR3UtRYoQO2cO/rVrY0tN5XjPXqSvXu3xeEXkv6WQJSIiIlfVzVWK8fnA5lQu7tyn9dDU9SzcdMJ7D6jREfqugqKVIC0OZrSHYz95XNZsMvPcDc/xUuOXMBtmPj/8OQNXDiQjL8OjupaICMrMmklQixY4srM5+fhALqxc6fF4ReS/o5AlIiIiV13ZyCCWDmjGbTVKkGdzMGzpLl5atotcq+cHCwMQVQUeXQGxTSEnFT7qCDs/9krpB6s+yLjW4wiwBLDu9Dp6fdOLxKxEj2qaAgMpPWkiobffDlYrpwY/Rdo333plvCJy5SlkiYiISIEQ7GdhUtf6PHNrZQwD5m44QdfpG4i/4KV9WoFFoNunvzfEWNobVo4Au+dBrmVMS2a0m0ER/yLsPb+Xh5c/zNFUzzoEGj4+lHr7LULa3wZ5ecQNHkz8++/j8MJ4ReTKUsgSERGRAsNkMhjYuhIf9mhIiJ+FzceSuXv8z2w/meKdB/gEwANzoNmTzuu178DH3SHXsyV+ADUjazK3/VxiQ2KJS4+j29fd2B6/3aOahsVC9OjRFOnRA4CkKR84z9TKzfV4vCJy5ShkiYiISIHTumpxlg1sRoWoIM6mZfPAB+tZvOWkd4qbzND2NegwGcy+sPcLmHEbpJ7yuHTp0NJ8dPtH1IqsRWpOKn1W9GHNqTUe1TQsFoo/P4ySb7wBZjNpX3zBycf6Y0v3PBiKyJWhkCUiIiIFUoWoYJY93oy21YuTa7Uz9JOd/O+zX8mzeWm5XN0u0ONLCIyEszthais4tcXjskX8izD91um0iG5Bti2bJ354gs8Pf+5x3fB7O1J6ymSMwEAy1q3jRPfuWBM8b0kvIt6nkCUiIiIFVoi/Dx883IDBbSoBMHv9cbpO30hieo53HhDb2Nl5sFgNyIiHmbd7pSFGoE8gY1uP5e4Kd2Nz2HjxpxeZ9essj+sGt2hBmdmzMBcpQvaePRzr3IXcY8c8risi3qWQJSIiIgWayWQwuE1lpnZrQLCfhU1Hz3P3+J/YdSrVOw8Ij4VHv4Uqt4Mtx2sNMXxMPoxoNoIe1Z37qd7d+i5jtozx+NDigFq1KLtgPj6xseSdOsWxzl3I2rHDo5oi4l0KWSIiIlIo3FqjBMsev5HykUGcTs2m05R1LN3m+T4qAPxC4MG50Gyw83rtO7C4m8cNMUyGiWcaPcOQBkMAmLl7Ji///DJWu9Wjur5lylB2wXz8a9bElpzM8e49SPv6a49qioj3KGSJiIhIoVGxWAjLBjajddVi5FjtDFm8g9e+2IPVG/u0TGZo+yp0mOJsiLHvS5jRzisNMXrV7MVrN76G2TDz2eHPGLxqMFnWLI9qWooWpczsWQTfdBOOnBzinhpC8sJFHo9VRDynkCUiIiKFSqi/D9O7N2RQ64oAzPj5KN1nbOJ8hpfamtft/IeGGLsuNsTY6nHZjpU68n6r9/Ez+7H61Gr6fdePlOwUj2qagoKImTSRiG7dADj7yiukfLrM47GKiGeu+ZCVkpJCw4YNqVu3LjVr1mTatGlXe0giIiLiIZPJ4OlbqzDl4foE+ZpZdziJu8b/xK9xXtqn9VtDjOI1nQ0xZt8Fh1d5XPbm0jczte1UQnxC+CX+Fzp/1ZnDKYc9qmmYzRR/4XkiujuD1pmXXyZjw0aPxyoi7jMcnu6+LOBsNhs5OTkEBgaSkZFBzZo12bJlC0WLFv3Xe9PS0ggLCyM1NZXQ0ND/YLQiIiLiqgPnLtB3zhaOJWXi72Pirftqc0/daO8Uz0mHRQ/DkVXOJYSdZkK1Oz0ueyj5EAN/GEhcehzBPsG83fJtWsS08Kimw+Hg9DPPkvbVV5jCwoid+gEBdep4PFYRcXIlG1zzM1lms5nAwEAAcnJycDgcHnf1ERERkYKjcvEQPnu8OTdVjiI7z86TC7fzxvK93tmn5RcMXRZBtbvAlutshrFxqsdlK0ZUZMEdC6hfrD7peekM/GEgc3bP8ej/oxiGQck3XiegXj3sqanOZhjfrvB4rCLiugIfstasWcNdd91FqVKlMAyDZcuW/ekzEydOpGzZsvj7+9O4cWM2bdp02e9TUlKoU6cOMTExPPvss0RGRv5HoxcREZH/QligDzN6NqL/zRUAmLrmCD1nbibZG/u0LH7QaRbU7w4OO3z9LCwfCnabR2Uj/COYfut07q10L3aHndFbRvPK+lfIs+W5XdPk50fs9Gm/N8MYPJikGTP1B2aR/1iBD1kZGRnUqVOHiRMn/uXvFy1axJAhQ/jf//7Htm3bqFOnDu3atSM+Pv7SZ8LDw9mxYwdHjx5l/vz5nDt37r8avoiIiPxHzCaD526rysQu9QnwMfPToUQ6TPqZQ/EXvFDcAneNgzavOq83fQALOkOOZ7V9zD680vQVnm34LCbDxNKDSxn842Cyrdlu1zQFBREzcQIRXbqAw0H8229z5sWXsOd6qTGIiPyrQrUnyzAMPv30Uzp06HDpvcaNG9OoUSMmTJgAgN1up3Tp0gwaNIhhw4b9qcaAAQNo3bo1nTp1+tPvcnJyyMn5/QT5tLQ0SpcurT1ZIiIihczeM2n0mbOFU8lZhPhZmNC1PjdVjvJO8T2fwdK+YM2G4rWgy0IIi/G47OqTq3l69dPk2HJoWLwh41uPJ9g32O16DoeD5I8+4tybb4HdTvBNNxEzYTyGj4/HYxW5Hl03e7Jyc3PZunUrbdq0ufSeyWSiTZs2rF+/HoBz585x4YLzr0ypqamsWbOGKlWq/GW9UaNGERYWdumndOnSV/5LiIiIiNdVKxnKsseb0bBMBBdyrPSauYkpqw97Z9lc9Xug53IIKgbndsG0W+D0Lx6Xvan0TUxpM4UgnyC2nNtC7xW9PWrxbhgGRbp3p/QHUzD8/EhfvZozL72Mw+rZQcgi8u8KdchKTEzEZrNRvHjxy94vXrw4Z8+eBeD48eO0aNGCOnXq0KJFCwYNGkStWrX+st7zzz9PamrqpZ+TJ09e8e8gIiIiV0ZksB/z+jTm/gYx2B3w5tf76D93G1m5nu2lAiCmAfRZCcWqQ/pZmHk77P3S47INSzTkw3YfEu4Xzu6k3fT8pifxmfH/fuM/CG7Rguj33gOzmdTPPuPEo72xJid7PFYR+XuFOmTlxw033MD27dvZsWMHO3fupF+/fn/7WT8/P0JDQy/7ERERkcLLz2Lm7U61eaNjLXzNJr7ZfZaHpq4n/oL7e54uCY+FR76Fim0gL9PZ6n3dePBwtqxG0RrMum0WxQKKcTj1MD2+7sHJC5794TekdStixr6PERhI5saNnOzTF1t6hkc1ReTvuRWyevTowZo1a7w9FpdFRkZiNpv/1Mji3LlzlChR4iqNSkRERAoSwzDo0jiWeX0aExHow45TqXScuI4D57zQEMM/FDovgoaPAg5Y8RJ8ORhsni3JqxBegdntZxMTHMOp9FN0/7o7+8/v96hmSJs2lF2wAHNEBNm//sqpQQPVDEPkCnErZKWmptKmTRsqVarEG2+8QVxcnLfHlS++vr40aNCAlStXXnrPbrezcuVKmjZtelXGJCIiIgVTo7JFWDqgGeUig4hLyeK+Sev46WCi54XNFrjjXWg3CjBg6yznrFZelkdlY0JimNN+DpUjKpOYlUjPb3qy5ewWj2r6V6lM6akfOGe01m/g9DPP4rB5YfmkiFzGrZC1bNky4uLi6N+/P4sWLaJs2bK0b9+eTz75hLw89892+Cvp6els376d7du3A3D06FG2b9/OiRMnABgyZAjTpk1j9uzZ7N27l/79+5ORkUGvXr28Og4REREp/MpFBrG0/400KutsiNFz5iYWb/bCHmzDgKYD4KF5YPGHA1/DRx0hK8WjslGBUcy8bealQ4v7fdePH0784FHNgFq1KH2xy+CFFSuIe2oI9mwvLJ8UkUu80sJ927ZtzJw5k+nTpxMcHMzDDz/MgAEDqFSpkscD/PHHH2nVqtWf3u/RowezZs0CYMKECYwePZqzZ89St25dxo0bR+PGjT1+tittGkVERKTwyLHaGPrJTj7bfhqAATdX4Jlbq2AyGZ4XP74O5j8EOalQrAZ0Wwohnm1jyLZm8+zqZ/nx1I+YDBOvNH2FjpU6elQzbcUKTj/9DI68PALq1iVm8iQsEREe1RS5lrmSDTwOWWfOnGHOnDnMnDmTU6dOcd999xEXF8fq1at5++23eeqppzwpf1UpZImIiFy7HA4H731/kHErDwJwR+2SvNOpDgG+Zs+Ln90Fc++D9HMQXga6fQpFK3hU0mq38ur6V1l2aBkAT9R7gt61emMY7gfDzM2bOfn4QOxpafiUiSV26lR8y5TxaJwi16orHrLy8vL4/PPPmTlzJitWrKB27dr07t2bLl26XHrgp59+yiOPPEJyIW4RqpAlIiJy7Vuy9RTDlu4kz+agVnQYU7s3oGRYgOeFzx91LhlMPgpBUfDwEihZx6OSDoeD97e9z4xfZwBwX6X7eKnJS1hMFrdr5hw+zMm+/ciLi8McEUHMpIkE1qvn0ThFrkVXPGRFRkZit9vp3Lkzffr0oW7dun/6TEpKCvXq1ePo0aOuli8wFLJERESuDxuPJNF/3jbOZ+QSFeLH1G4NqBfrhaVzF87BvPucM1u+IdB5AZRr4XHZeXvn8damt3DgoHl0c9656R2CfILcrmdNSODkY/3J3r0bw8+PUqPfJvTWWz0ep8i15IqHrI8++oj7778ff39/twdZGChkiYiIXD9Ons+k9+wt7D93AT+LifcerMvttUp6Xjg7FRZ0geM/gdkPOn0I1e7yuOwPJ37guTXPkW3LplqRaky4ZQLFAou5Xc+emUnckKdJ//FHMAyix76voCXyB65kA7e6C65ateovuwhmZGTwyCOPuFNSRERE5KoqXSSQJQNupHXVYuRY7QyYt43JPx7G4x5h/mHOpYJV7wRbDizuDltnezze1rGtmdFuBkX8i7D3/F66Lu/KoeRDbtczBQYSM2E8YZ3uA4eDM8OeJ+eQ+/VErmduzWSZzWbOnDlDsWKX/7UkMTGREiVKYLV6dgBfQaGZLBERkeuP1WZn5Fd7mbXuGAAPNizNyI418TG79bfp39mszoOKf/nIed3qRWj5rLP9uwdOXjjJgO8HcCztGEX8izD7ttmUDSvrdj2H1cqJR3uTuXEjPtHRlJk/D5/ixT0ao8i14IrNZKWlpZGamorD4eDChQukpaVd+klOTmb58uV/Cl4iIiIihYnFbOKVu2vwv7uqYzJg0ZaT9Jy5idQsD88CNVvg7vHQfIjzetXrsLSPx4cWlw4pzUftP6JakWqczz5Pn+/6cDbjrNv1DIuF6PfG4FMmlry4OE48+ih55855NEaR641LM1kmk+kf24QahsGrr77Kiy++6JXBXW2ayRIREbm+rdx7jkELfiEz10bFYsHM7NmI0kUCPS+8ZQYsfxbsVohuCA/NhxDPZouSspLo+U1PjqUdo2xoWWbeNpPIgEi36+WeiuN4ly5Y4+OxREURM3ECAbVrezRGkcLsijW+WL16NQ6Hg9atW7NkyRKKFCly6Xe+vr6UKVOGUqVKuT/yAkYhS0RERH6NS+XR2Zs5l5ZD0SBfpvVoSH1vdB48ugYWdYPsFAiNdnYe9LDF+5n0M3T/pjtnM84SHRzNpFsmUT68vNv1ck+e5NSAAeQcPITh60vJkSMIu/tuj8YoUlhd8e6Cx48fJzY21qPD7woDhSwREREBOJuazSOzNrPnTBp+FhNjHqjLHbW90Hkw6TDMfxCSDoJPIHSaCVVu86jkybSTPPb9Y5y4cIIQ3xDGthpLoxKN3K5nS8/g9NChpP/wAwAlRrxGxP33ezRGkcLoioSsnTt3UrNmTUwmEzt37vzHz9a+RqaSFbJERETkNxk5Vp5Y8Asr98UDMOKeGnRrWtbzwlkp8HFPOLIKDLNz31a9rh6VTM5OZtAPg9iRsAMfkw/v3PQOrWNbu13PYbcT/9bbnJ8929nefcy7hLZv79EYRQqbKxKyTCYTZ8+epVixYpf2Zv3VrYZhYLPZ3Bt5AaOQJSIiIn9kszt49YvdzFl/HICBrSoypG1lTCYPV/fY8uDzJ2DHfOd129eg2ZMelcy2ZjNs7TBWnliJ2TDzRvM3uL387W7XczgcnH3lVVIWLQIfH0pPmkhwC88PVhYpLK5IyPrjEsHjx4//42fLlCmT/9EWYApZIiIi8v85HA7e++4A435wniHVplpx3nuwDiH+Pp4Whu+Gw7pxzuumA6HtCDC53zrearcy/OfhfHHkCwwMhjcdTqfKndwfos3G6WefJW351xj+/sR+OJ3ABg3cridSmFzxPVnXC4UsERER+TtLtp7i+U93kWu1U7FYMDN6NCK2qBc6D/48Dr572fm69kNwz0Rn+3c32R12Xt/wOosPLAbg2YbP0r1Gd7frOXJzOTlwIBlr1mIKDiZ21iwCatZwu55IYXHFzsn6zezZs/nqq68uXQ8dOpTw8HBuvPHGf53lEhEREbkW3Ncgho/7NaV4qB+H4tO5d/LP7DyV4nnhZk9AhynO/Vk7F8KSR53LCd1kMky81OQletXoBcDoLaOZsmPKX277yA/D15eYsWMJaNgAe3o6J3r2JHPrVrfHJ3ItcitkvfHGGwQEBACwfv16JkyYwNtvv01kZCRPPfWUVwcoIiIiUlDVKR3O5wObU71kKInpuTw0dQOr9sd7XrhuZ3hoHph9Yc8y+OQRj4KWYRg81eApHq/7OAATt09kyo4pbtczBQRQevLk34PWI4+S+tlnbtcTuda4FbJOnjxJxYoVAVi2bBmdOnWib9++jBo1irVr13p1gCIiIiIFWfFQfxb1a0KLSpFk5troPXsLizaf8Lxwlfbw4Fxn0Nr7OSzoDNmpbpczDIPH6jzGMw2fAWDSjknM+nWW2/XMISHETptGcOvWOHJyOP3cMBKnuB/cRK4lboWs4OBgkpKSAFixYgVt27YFwN/fn6ysLO+NTkRERKQQCPH34cMejbi3fjQ2u4Pnluzive8OuL0k75LK7eCh+WAJgEPfwfS2cP6IRyV71OjBoHqDAHh367ss2LfA7VqmgABiJoyn6GP9AEh4f6yzzbvIdc6tkNW2bVt69+5N7969OXDgALff7mwHunv3bsqWLevN8YmIiIgUCr4WE+/eX4fHW1UAYOzKgwxbsos8m92zwpXawiNfQ0gpSNwP01rDKc/2QPWt3Zc+tfoA8MbGN5i4faL7e7RMJooNHkzkoIEAnBv1JomTJ3seMEUKMbdC1sSJE2natCkJCQksWbKEokWLArB161Y6d+7s1QGKiIiIFBaGYfBsu6qM7FATkwGLtpykz5wtZORYPStcqh70XQWl6kNWMsy5G46u8ajkoHqDLgWtKTum8OJPL5Lnwb6vyAEDiBzQH4CEseNI0tJBuY6phfs/UAt3ERERcdf3e84xcME2svPs1IoOY0bPRkSF+HlWNCcdFnaBo6vB7Af3TYfqd3tUcsmBJYzYMAKbw0bjko0Z12ocgT7ut6JPmjmL+LfeAiD6vTGEtm/v0fhECor/5JyslJQUNm3aRHx8PHb779PghmHQrVs3d0oWOApZIiIi4olfTiTz6OwtnM/IpXSRAGb3uoHyUcGeFc3LdnYb3H/xOJ02r0KzJ8Ew3C75c9zPPPXjU2RZs6gdWZtJbSYR5hfmdr1zb77F+VmzMPz8KDNnNgF16rhdS6SguOIh64svvqBr166kp6cTGhqK8Yf/UBuGwfnz510fdQGkkCUiIiKeOpqYQc+ZmzielElEoA/TezSiQZkIz4rarPDNMNg8zXldvzvc8Z5HhxbvSthF/5X9Sc1JpWJ4RabdOo3IgEi3ajlsNk4NHET6qlWYIyOJ/XA6/lWquD02kYLgih9G/PTTT/PII4+Qnp5OSkoKycnJl36ulYAlIiIi4g3lIoNY0v9G6sSEkZyZR5dpG1ix+6xnRc0WuOMdaP82GCbYNgc+6QnWHLdL1oqqxcx2M4kKiOJQyiEGfD+A9Nx0t2oZZjPR74zGr2pVbImJHL2vE4nTpqkZhlw33ApZcXFxPPHEEwQGur9eV0REROR6ERnsx4K+TWhdtRg5VjuPzd3KRxuOe164cT944KOLZ2l9AfPud+7bclOliErMvG0mRfyLsPf8Xgb/OJhcW65btUxBQcR+OJ3gNreA1UrCu2NIGDdOQUuuC26FrHbt2rFlyxZvj0VERETkmhXoa2FqtwZ0vqE0dge8vOxX3vpmH3a7h6Gj2p3Q9RPwCXI2xFjYxaMZrTKhZZjUZhKBlkA2ntnI82ufJ8/uXtdBS9GixIwfT7HnngMgafIUzs+c5fbYRAoLt/Zkffjhh7z22mv06tWLWrVq4ePjc9nv777bsy43BYX2ZImIiIi3ORwOxv9wiDHfHQCgQ91SvN2pDr4Wt/72/buTm+GjDpCbDtXugk6zPNqjtf70egasHIDVbqVxycaMuXkMob7u//+hpOnTiX/nXTAMYiaMJ+SWW9yuJXI1XPHGFybT3/+XgGEY2Gw2V0sWSApZIiIicqUs3nKS55fuwmZ30KxiUSY/3IBQf59/v/GfHFntXDJoy4HaD8LdE8Di63a5NafW8MzqZ8iyZlEhrAKT2kyiVHApt2o5HA7OvvoqKQsXYQQEUGbuRwTUqOH22ET+a1e88YXdbv/bn2slYImIiIhcSQ80LM2Mno0I9DXz86EkHpiyntMpWZ4VLX8T3D8TDDPsXARz74VM95uStYxpyezbZhMVEMXh1MP0+KYHcelxbtUyDIMSL75IULNmOLKyONV/AHnnzrk9NpGCzMN5acjOzvbGOERERESuOzdVjmJxv6ZEBvux7+wF7p7wM9tOJHtWtOod0Hkh+AbDsbXwYVtIPuZ2uWpFqzH/jvmUCyvH2YyzPPrto5zNcK87ouHjQ/T77+FbsQLW+HhO9u+PPSPD7bGJFFRuhSybzcaIESOIjo4mODiYI0eOAPDyyy/z4YcfenWAIiIiIteymtFhLHv8RqqWCCExPYeHp29k3eFEz4pWvhUeXQFhpSHpEMy6E84fdbtciaASTL91OrEhscSlx/Hot48SnxnvVi1zSAilp0zBXKQIOXv2cvKx/lgTEtwem0hB5FbIev3115k1axZvv/02vr6/r/OtWbMm06dP99rgRERERK4HMRGBLOl/Iy0qRZKZa6PXzM2sPuBh8CheAx79DopWgtSTF4PWEbfLFQssxoftPiQ6OJoTF07Qe0VvkrKS3KrlGxNDzMQJGAEBZG7ezJEOHcna9avbYxMpaNwKWXPmzGHq1Kl07doVs9l86f06deqwb98+rw1ORERE5HoR5GdhWveG3HLxLK0+s7fwza8eHlocWhJ6fgmRlSHtlDNoJR12u9xvM1rFA4tzNPUofb7rQ0p2ilu1AuvVo9wnH+NXuTK2pCRO9OxJ5tatbo9NpCBx+zDiihUr/ul9u91OXp575yiIiIiIXO/8fcxMfrgB7WuWINdmZ8C8rcz19NDikBLQ40uIrAJpcTDrDo+CVkxIDB+2+5CogCgOJh+k73d9Sc52bx+ZX4UKlJk/n8AbbsCekcGJR3uT/vPPbo9NpKBwK2RVr16dtWvX/un9Tz75hHr16nk8KBEREZHrla/FxPjO9S4dWvzSsl+9ELSKO2e0oqrChTMw83ZIPOh2uTKhZZh+63SK+Bdh7/m9dP+6OycvnHSrljk4iNJTPyCoZQsc2dmceqw/F77/3u2xiRQEboWs4cOHM3DgQN566y3sdjtLly6lT58+vP766wwfPtzbYxQRERG5rljMJt7oWIt+N5UHnEFr2pojuHG86e+CizlntIpVh/SzzhmthANulysfXp6Z7WZSMqgkx9KO8fDyh9mdtNutWiZ/f0pPmEDIrbfiyMvj1JODSf3iS7fHJnK1uRWy7rnnHr744gu+//57goKCGD58OHv37uWLL76gbdu23h6jiIiIyHXHMAyG3VaVR5uXA+D15Xt54dNd5Nns7hcNjoIeX0CxGpB+zhm04t3fT18+vDxzb59LlYgqnM8+zyPfPML2+O1u1TJ8fYke8y5h99wDNhunhw4lefFit8cmcjUZDo/+JHJtc+VUZxEREZErweFwMOPnY4z8ag8OBzSrWJQPujUk2M/iftGMJJhzN5z7FQIi4MG5ULa52+XSc9N5ctWTbDq7iSCfID5o+wF1ouq4Vctht3N2xAhSFiwEoNRbbzqDl8hV5ko2cGsmq3z58iQl/bllZ0pKCuXLl3enpIiIiIj8BcMweLR5OaZ3b0igr5mfDyXRY8Ym0rI9aDYWVNQ5oxXdALKSYU4H+GWu2+WCfYOZcMsEGpVoREZeBo999xi/JrrXkt0wmSgxfDgR3bsBcPrFl8hYt87tsYlcDW6FrGPHjmGz2f70fk5ODnFxcR4PSkREREQud0u14izs24SwAB+2Hk/mgSnrOZ2S5X7BwCLQ8yuo0RHsefDZ47D6bXBzkVOAJYAJrSfQoHgD0vPSeez7xziS4t65XIZhUHzYMEJvvx2sVk4NeoJsHRMkhYhLywU///xzADp06MDs2bMJCwu79DubzcbKlSv57rvv2L9/v/dHehVouaCIiIgUNLtPp9Jz5mYSLuQQFeLHhz0aUjsm3P2Cdjuseh3WvuO8bvI4tHsdDMOtcpl5mfRZ0YediTspEVSCue3nUjyouHtDy83lZO8+ZG7ahKVYMcouXIBPqVJu1RLxlCvZwKWQZTI5J74Mw/hTdxsfHx/Kli3Lu+++y5133unGsAsehSwREREpiOJSsnh01mb2nb2Av4+JsQ/Vo12NEp4V3TAZvhnmfF2/B9w11u2glZydTPevu3Ms7RgVwysy67ZZhPmF/fuNf8GWlsbxrg+Tc/AgvhUqUHb+PMxh7tUS8cQV25Nlt9ux2+3ExsYSHx9/6dput5OTk8P+/fuvmYAlIiIiUlBFhwfw8WNNualyFNl5dh6bu5Xpa91bmndJk/7QYTIYJtg2G34Y4XapCP8IprSdQlRAFIdSDtHr216cST/jVi1zaCilp36ApXhxcg8f5min+8ncvNntsYn8F9zak3X06FEiIyO9PRYRERERyacQfx8+7NGQbk3K4HDAyK/28v73Bzw7S6tuF7jzfefrte/Cxqlul4oOjmZym8lEBkRyMPkgnb/q7HYzDJ+SJSk9bSqWkiXJO3mS470eIWuXe7VE/gtut3BfuXIlK1euvDSj9UczZszwyuCuNi0XFBERkYLO4XAw6cfDjP7WuSf+2XZVeLxVRc+Krh4Nq0YCBtw9Hup3c7vUmfQzPP7D4xxMPoi/2Z8Jt0ygccnGbtWypacT9/TTZKxeg1+lSpRb8gmGr6/bYxNxxRVv4f7qq69y6623snLlShITE0lOTr7sR0RERET+G4Zh8Hirirxwe1UARn+7n482HPesaMtnoFEfwAGfD4S1Y9zuOlgyuCQftf+I5tHNybZl89SPT3Es9ZhbtczBwZQaNQpzkSLkHDzI6WHPY8/IcKuWyJXk1kxWyZIlefvtt+nWzf2/ahQGmskSERGRwuTdFfsZ/8MhDAPef7Au99SNdr+YwwHfvwI/v++8bvI43DoSTG79jZ4cWw6PfvsoOxJ2UCa0DPNun+d2M4y0774j7snBYLfjW64csTM+xKdkSbdqieTXFZ/Jys3N5cYbb3RrcCIiIiJyZQxpW5keTZ17tJ5atJ2paw67v0fLMKDtq9DuDef1homw7DGwuXcIsp/Zj/dbvU/JoJIcTzvO0z8+TZ6btULbtqXMnNlYSpQg9+hRjnfrTp7OapUCxK2Q1bt3b+bPn+/tsYiIiIiIBwzD4H931aBL41jsDnhj+T6eXLidrFyb+0WbPg4dp4LJAjsXwYKHINe9JXqRAZGMbz2eQEsgG89u5Nk1z5Jndy9oBTZsSNn58/CJjSXv1ClOPvYYtvR0t2qJeJtbywWffPJJ5syZQ+3atalduzY+Pj6X/X7MmDFeG+DVpOWCIiIiUhg5HA7mbjjOq1/swWp3ULd0OHN7NybYz+J+0YPfweLukJcJFVpD54Vg8XOr1LrT6xi0chC59lzalW3Hmy3exGJyb2x5Z85w7IEHsSYkENSyBaUnTFAzDLkirthhxL9p1arVP/5+1apVrpYskBSyREREpDDbeCSJfnO3kpKZR/OKkUzv0RB/H7P7BU9shI86Ql4GVO8AnWaAyb16a06t4clVT2K1W2lfrj2vN38dH5PPv9/4F7J27eL4w91w5OQQ1LIFMePGYfL3d6uWyN+54iHreqGQJSIiIoXdjpMpdJ62gcxcG03LF2Vq9waE+LsXZgA4/APMewDseVC/O9w51u1mGD+c+IGnf3waq8PKjaVu5N2b3iXYN9itWuk//8ypxwfiyM4mpG0boseOxXBzXCJ/5YqFrHvvvfdfP2MYBkuWLMlvyQJNIUtERESuBRuOJNF79hbSc6zUKBXKrF43EBXi3lI/AHYvg096gcMOdTrD3RPA7N5yvzWn1vDM6mfIsmZRJaIKk9pMolhgMbdqZWzaxMlHe+PIyyNy4ECiBj7uVh2Rv3LFuguGhYX964/CiIiIiEjB0qR8URb2bULRIF92n07jgQ/Wk3Ahx/2CNTo4m2EYZtixAD7pCVb36rWMacnMdjMp4l+E/cn76ba8GyfTTrpVK+iGGyjxyv8ASJwwgfh3x+Cw292qJeIJLRf8B5rJEhERkWvJ0cQMHp6+kbiULOrEhLGgbxMCfT1ohrHvK/i4J9hyocIt8OBc8A10q9SpC6d47PvHOJ52nKiAKKbfOp3y4eXdqpUwaRKJ48YDEHp7e0qOGoXJz4OZOxH+g3OyRERERKTwKRcZxEeP3kBEoA87TqXSd85WsvM8aO9e9Q7oshh8AuHwSph7H2SnulUqJiSGWbfNomJ4RRKyEuj5TU/2nd/nVq2oAQMoOWoU+PiQtvxrTvbugyPPvVbxIu5QyBIRERG5jpSPCmZ6j0YE+pr56VAij87eTEpmrvsFK7SCbsvALwxOrIPZd0NWslulIgMimdluJtWLVic5J5l+3/XjRNoJt2qFd+xA7LRpmIKDydy8mcTJU9yqI+IOhSwRERGR60yDMhHM7NmIAB8zPx9K4u4JP3Mo/oL7BWMbQ88vILAonNl+cUYrza1S4f7hTL91OtWKVON89nn6fdePxKxEt2oFNWlMyddeBSDxgw/I3LLFrToirlLIEhEREbkONS5flCX9b6R0kQBOnM+k05T1bDvh3gwUACXrQI8vICAC4rbC/AcgN8OtUiG+IUxqM4mY4BhOpZ9iwPcDyMhzr1bo7bcTescdYLNxom8/MjZsdKuOiCsUskRERESuU9VLhfL5482pWzqclMw8un+4ie0nU9wvWLzGH5YOrocFD0FellulIgMi+aDtBxTxL8Le83sZ8P0AMvMy3apVcsRrBN3YFEdmJif79yd7/wG36ojkl0KWiIiIyHUsIsiX+X0a07R8UdJzrHT7cCPf7j7rfsFSdeHhJeAbDEfXwKJubrd3jw2NZVKbSQT7BLMtfhv9v+/vVtAyBQYSM3kygU2b4MjK4tSgQdhSUtwak0h+KGSJiIiIXOcCfS1M79GQG8oW4UK2lX4fbWXamiPuFyzdyNl10BIAh76DTx4Bm3vd/WoUrcHUtlMJ8Qm5FLTcWTpo8vMjeswYfKKjyTtxgpMDHsee6d7MmMi/UcgSEREREYL8LMzt3ZjezcsBMOrrvaw/nOR+wbLNoPMCMPvBvi+dM1p52W6VqhVViw/afnApaD216iny3AhtlogIYiZNwhQaSta2bZx8/HFs6elujUnknyhkiYiIiAgAvhYTL95RjXvrR2N3wMD52zgU70EIqdAKHpoPFn848LWzGUaOe/VqRdViStspBFgCWH9mPcPXDcfusLtcx79KZUp/MAUjMJDM9Rs43qUreefi3RqTyN9RyBIRERGRSwzD4PUOtahRKpSkjFy6Tt/AwXMetHev1Aa6fnJxj9ZqmHe/2zNataNq8+5N72I2zHx55Eve3/a+W3UC69WjzOzZmKMiyTlwgFODBmHPcW/fmMhfUcgSERERkcsE+Jr56NHGVCkewrm0HDpOWsf3e865X7BcC+j+2e8HFi/rD3bXZ6EAWsS04JUbXwFg5q8zmbpzqlt1AmrVpOy8eZjDwsjeuZMzL7+MI8+9fWMi/59CloiIiIj8SZEgXxb0bULjckVIz7HS56MtTFx1CIfD4V7BmIbw0FwwWWD3Ulj1uttj61CxA4PrDwZg/C/jGf/LeLfG5RsbS6kx74LJRNrnX3C8Zy+sie4dfCzyRwpZIiIiIvKXigT5Mrd3Y7o1KYPDAaO/3c9733lwxlS5lnDXOOfrte/Alhlul3q01qMMaTAEgKk7p/Le1vfcClrBzZoRM34cpuBgsrZu5VjnLuQeO+b2uERAIUtERERE/oGP2cSIDjUZfmd1AMb9cIjpaz1o716vK7R4xvn6y6dg62y3S/Wq2YthNwwDYObumYz/ZbxbdUJuuYWyixfjExND3smTHO/RE1tqqtvjElHIEhEREZF/9UjzcjzbrgoAI7/ay+LNJ90v1volaNzf+fqLJ2DbHLdLda3WlRcbvwjAtF3TmLPbvVp+5ctRduECfMuUwXruHOdGven2mEQUskREREQkXwbcXIG+LcsDMGzpTr7edca9QoYBt42Cxo85rz8fBD+PAzf3ez1U9SGeqPcEAKO3jOazQ5+5VccSGUnJUaPAMEhdtozEyZPVDEPcopAlIiIiIvliGAbPt6/Kgw1LY3fAEwt/YdV+N8+YMgy47U1o8rjz+ruX4euhYLe5Va53rd70qN4DgOHrhvPF4S/cqhNYvx5F+/QBIGHsOE707YvDzU6Icv1SyBIRERGRfDMMgzfurcXttUqQZ3PQb85Wvt191t1icNsb0O4NwIBNU2Fxd7C6fmaVYRg83fBp7qt0H3aHnRd/epElB5a4NayopwZT8s1Rlw4sTlv+tVt15PqlkCUiIiIiLjGbDN5/sB7ta5Yg12bnsblbGb/yoPvt3Zs+DvfPArMf7PsSFnSG3EyXyxiGwfCmw3mwyoM4cPDK+leYt3eeW3XCO3Qgsk9vABLefx97bq7LdeT6pZAlIiIiIi7ztZgY37keXRvH4nDAu98d4NUv9rgftGp0gK6LwScQDq+EeZ0g54LLZUyGiRcbv0jPGj0BeHPTm24vHSzSoweWqCjyTp0i7qkh6jgo+aaQJSIiIiJusZhNvN6xFiM71ARg1rpjjPxqr/tBq/zN0O1T8AuF4z87Z7Tysl0uYxgGQxoMuRS0/rfuf2w7t83lOqbAQIoPfxnDx4f0lSs51rUr9kzXZ9jk+qOQJSIiIiIeebhJGUbdWwuAD386yptf73M/aMU2ge6fgW8IHFsLnzwCNqvLZQzD4KkGT9Emtg159jwGrxrMyTTX286Htm1LmQULMEdFknvoMOdGj3a5hlx/FLJERERExGOdb4i9NKP1wZojjP52v/tBK7o+dFno3KO1/yvnWVpudPgzGSbeaPEGNYrWIDknmcd/eJzUHNeX/AXUrEH0W28BkLJgIWnffOtyDbm+KGSJiIiIiFc83KQMr95dA4BJPx7mgzVH3C9WtrmzGYZhhu3zYMVLbp2jFWAJYHzr8RQPLM7R1KMMXDmQbKvrSxCDbryRIj17AnB66FAyt2xxuYZcPxSyRERERMRretxYlpfuqAbAW9/s44d959wvVvV2uGei8/WGibD2HbfKRAVGMbnNZEJ8Q9iesJ3n1jyHzY3zuIo98zTBt9yCIzeXkwMeJ/vAAbfGI9c+hSwRERER8areLcrT5WLXwQHztvGjuwcWA9Tt7Dy0GOCHkbB5ultlKkVUYlyrcfiafPnh5A+8vvF1l5czGhYL0e++Q0D9+tjT0jjRoydH7rqLs6+95taY5NqlkCUiIiIiXvfKXTW4uUoU2Xl2es/ewsRVh7DaXN9XBUCT/tByqPP1V8/Ark/cKtOwREPebPkmBgYfH/iYd7a843LQMvn7U3rSRHwrVsCWnEzOwUMkz19Axrp1bo1Jrk0KWSIiIiLidb4WE1O7NaRD3VJY7Q5Gf7ufvh9tdT9otXoBGvUBHPBpPzj4nVtl2pZpy/CmwwGYs2cO72973+WgZQ4Pp8ycOZQY8Rqhd9wBQPx7rteRa5dCloiIiIhcEb4WE+89WJcxD9TB38fED/viGfHlHveKGQa0fxtq3Q92KyzqBkfXuFWqU+VOvNj4RQBm/DqDCdsnuByQLEWKEHH//RR/4XmMwECyd+3i7PD/YT1/3q0xybVFIUtERERErhjDMLi3fgzvP1gXgNnrjzN73TH3iplM0GEyVGoH1iyYex/s+dytUg9VfYhhNwwDYOrOqby9+W3sDtdn2SxFixI1cCAAKR9/zNFOnciL92APmlwTFLJERERE5Iq7rWZJhrWvCsCrX+xm1T43g4jZBx6YA9XuAlsufNwDtsx0q1TXal0vBa25e+fy4k8vkmfPc7lO0Ud6ETtrFj6xsVhPn+HUgMexJiW5NSa5NihkiYiIiMh/ol/L8jzQMAa7AwYt+IV9Z9PcK+TjD/fPhvo9wGGHLwfDL3PdKtW1WldGtRiFxbDw5ZEvGbJqiFtBK6hJY2KnT8McHk72r79y6OZWJEyY6NaYpPBTyBIRERGR/4RhGIzsUIum5YuSnmOl18zNnDyf6V4xkxnuGgtNnUv1+HwQ7PvKrVJ3lr+Tsa3H4m/258dTP/L6BtfbuwP4xsZSeto0/GvXxpGXR+KECeQcOuTWmKRwU8gSERERkf+Mr8XE5IfrUyEqiDOp2Tw0dYP7Qcsw4NaRUPdh54zWx73g2E9ulWoZ05LRN43GwGDJwSXM2j3LrToBtWpSbvEigtvcAsD5OR+5VUcKN4UsEREREflPhQf6Mr9PE8pFBhGXksW9k9fxa1yqe8UMwzmjVeUOsOXAgs5wZodbpW4ufTPP3fAcAGO2jmHFsRXujQko2qMHAKmffYY1OdntOlI4KWSJiIiIyH+ueKg/C/s2oWqJEBIu5HDf5HXM3XDcvbOmzBbo9CGUaQY5ac6ug0mH3RpX12pd6VK1CwAv/PQCe5P2ulUnoGFD/KtXx5GTQ9K06W7VkMJLIUtEREREroriof4s6teUVlWiyLHaeWnZr8z8+Zh7xXwCoPMCKFELMhLgow6QdsatUkMbDaV5dHNybDkMXjWY5GzXZ6IMwyBykHO/2PnZs8ne615Yk8JJIUtERERErpqwAB9m9GzE4DaVABjx1R6+2HHavWL+YfDwUogoByknYGZ7578uMpvMvNXyLWJDYjmdcZpnVz+L1W51uU5Iq1aE3HYb2GycfvFF7NnZLteQwkkhS0RERESuKsMwePKWSnRpHIvjYnv3iasOubd0MLgYdP8MwstA8lGYcRskut7hL9Q3lPdbvU+AJYCNZzfy3tb3XB8LUPyF5zGHhZGzZy9nXnoZa3Kye99LChWFLBERERG56gzD4LW7a9CrWVkARn+7nwk/uNn+PKIMPPINRFaBtDiYeZtbe7QqRVTi9eavAzBnzxw+OfCJyzV8ihUjeuz7YDaT9uWXHGx6Iye6dcdhs7lcSwoPhSwRERERKRAsZhP/u6sGL95eDYB3vzvA9LVH3CsWWgp6Lf99j9b8ByHL9b1Vbcu0pX+d/gCM3DCSdXHrXK4R1KQJpd54HXNUJACZW7aQ8rHrgU0KD4UsERERESlQ+rQsz5C2lQEY+dVeFmxyfV8VAEGR0HUJhJWGpIOwuDvY8lwu079Of+4qfxc2h40hq4dwIPmAyzXC7rmHymvXUvyllwBIeP99bKlutq2XAk8hS0REREQKnEGtK9LvpvIAvLTsVzYcSXKvUEhx6LwQfIPh6BpY/gy4uCfKMAxeufEVGhZvSEZeBv2/78/+8/vdGk7EQw/iW7ECtpQUkmbMdKuGFHwKWSIiIiJS4BiGwbDbqtKhbilsdgePz9vG8aQM94qVqAmdZoBhgq2zYMMkl0v4mn15v9X7VAirQHxmPN2+7sbKEytdrmNYLEQ98QQAyQsXYs9w8ztJgaaQJSIiIiIFkmEYjLq3NjVKhZKUkUuXaRs5lZzpXrHK7eBWZxMLvn0R9n/tcokwvzBmt59Nk5JNyLJmMXjVYKbtnOZyt8CQW27Bp0ws9tRUUpYsBcCemYk9083vJgWOQpaIiIiIFFgBvmZm9mpEucgg4lKyaD92LZ/+csq9Yk36Q4NegAM+eRTO7HS5RJhfGJPbTKZL1S4AjPtlHBO3T3SphmE2U7RXLwASJk7k9EsvcaDpjRy99z6dpXWNUMgSERERkQKtWIg/83o3pnZMGBeyrTy1aAfrDie6Xsgw4PbRUP5myMuAjzrAmR0ul7GYLDzf+HmGNhoKwAc7P2D6ruku1Qjr0AG/atWwp6aS+skSHDk55B47Rsrij10ejxQ8ClkiIiIiUuCVCg9gaf8b6dQgBoAXlu4iO8+Ns6bMPnD/bChVDzKTYPZdcHKzW2PqVr0bTzV4CoCx28Yyd8/cfN9r8ven3OJFlHjlFYJbtyas030AJE2fjj0nx63xSMFhOHTk9N9KS0sjLCyM1NRUQkNDr/ZwRERERK57F7LzaDtmDWfTsmlYJoIxD9Qltmig64WyU51nZ51Y7+w8+NB8KH+TW2OatH0Sk3dMBuCxOo8xoM4ADMNwqYY9N5fDt7bDevYsgTfcQLGhQwmoWcOt8ciV4Uo20EyWiIiIiBQaIf4+vPtAHYJ8zWw5nsw9E3/iwLkLrhfyD4OHlziXDuamw9z7YJd7BwT3r9OfvrX7AjBlxxSGrhlKttW1vVUmX1+KD3sOLBYyN23iePfu5J2Ld2s8cvUpZImIiIhIodKsYiTfDG5JzehQkjPz6DJto3vt3X2DoMtiqNER7Hmw5FFYN97lMoZhMKjeIF678TUshoVvjn3DoyseJT033aU6obfdRoVvvsG/Rg0cmZkkTpns8likYFDIEhEREZFCp3SRQOY+2phqJUNJTM+h16zNpGbmuV7I4gf3zYAmA5zXK16CLTPcGlPHSh2ZeutUQn1D2Zmwk/G/uB7YfGOinTNaQMrHn5B74oRbY5GrSyFLRERERAql8EBfZvdqRMkwf44kZNBtxkbOprrRAt1kgttGwU3DnNfLn4Ujq90aU6MSjXj35ncBWLh/IbuTdrtcI7BRI4KaNwerlYQJE9wah1xdClkiIiIiUmgVC/Xnwx6NCA/0YeepVDpM/JlzaW6eNXXzMKj1ANitsLg7JB5yq0yTkk1oX649doedEetHYLO73gUxavBgANK++JLs/QfcGodcPQpZIiIiIlKoVS8VyuePN6d8VBBn07IZsng7drsbDbQNA+4eDzGNIDsFFjwI2WlujWloo6GE+ISwO2k3Hx9w/eyrgJo1CGnXDhwO4t99B4fV6tY45OpQyBIRERGRQi+2aCDTujckwMfMz4eSePWL3djcCVo+/s527qExkHQIlvUHN048igyIZFD9QYDzDK2zGWddrhH1xCAwmchYs5bjXR/W/qxCRCFLRERERK4JFaKCGdmhJgCz1x/nsblbybG6cWBxcDF4YA6YfWHfl/DzWLfG80DlB6hRtAbpeen0WdGHhMwEl+73q1CB6DHvYgoOJmvHDo526EjK0k/RMbcFn0KWiIiIiFwz7msQw4Qu9fCzmPhuzzken7eNXKvd9UIxDaD9W87XK191qxGG2WTmnZveoWRQSY6lHeORbx9xOWiF3nYb5ZYtI6BhA+yZmZx54QXiBj+FLc29ZYzy31DIEhEREZFryp21S/Fhj0b4WUx8vzeebh9uJCUz1/VCDXpB3a7gsMPibnDO9U6BMSExfNjuw8uCVmJWoks1fGOiKTN7trMZhsXChW+/5USvRxS0CjCFLBERERG55jSvFMmHPRoR7Gdh49HzPDp7i+vNMAwD7ngXSjeB7FSYex+kuL4vqnRI6cuC1ks/v+Tykj/DbCbysX6UXTAfc5EiZO/ezcm+/XDY3FgOKVecQpaIiIiIXJOaV4rkk/5NCfazsPV4Mou3nHS9iE8AdFkIUdXgwhn4qCNkuDYTBc6gNaXNFHxNvvwc9zPLDi1zfSxAQK1axM6c4dyntX07GevWu1VHrqzrImR17NiRiIgIOnXqdLWHIiIiIiL/oaolQnmqbWUARn29j41HklwvEhAB3ZZCWGlnx8GPOkJWistlyoeX5/F6jwMwevNotzoOAvhXqULYPfcAkPrpp27VkCvrughZTz75JHPmzLnawxARERGRq6BH0zLUig4jNSuPB6duYPa6Y64XCS0F3T6FoCg4uxPmdYKcC66PpXoPakfW5kLeBV5b/5rbnQLDOnYE4MLKldqbVQBdFyHr5ptvJiQk5GoPQ0RERESuAovZxLw+jXmwYWkAXl++l8MJ6a4XiqwE3T9zzmyd2gzzH3Q5aJlNZkY0G4GvyZe1cWt5e/PbpOakujwU/xrV8atUCUdODklTp+qw4gKmwIesNWvWcNddd1GqVCkMw2DZsmV/+szEiRMpW7Ys/v7+NG7cmE2bNv33AxURERGRAivU34c376tFy8pR5FrtPPPxDrJy3WgaUbyGc0bLLxSO/wxTW0H8PpdKlA8vz6B6zoOK5+6dS/sl7Zm8YzKZeZn5rmEYBuGdHwIgafqHHOvaFXt2tkvjkCunwIesjIwM6tSpw8SJE//y94sWLWLIkCH873//Y9u2bdSpU4d27doRHx/v8rNycnJIS0u77EdERERErg2GYTDq3loE+1n45UQKPWdu4kJ2nuuFStVzzmiFRkPSQZjWGn5d4lKJHjV68P7N71MxvCIX8i4wafsken7Tk/Tc/M+wRXTuTIn/DccUEkL2jp2kfPyJq99ErpACH7Lat2/PyJEj6Xhx3en/N2bMGPr06UOvXr2oXr06U6ZMITAwkBkzZrj8rFGjRhEWFnbpp3Tp0p4OX0REREQKkOjwAGb1akTIxdbu905ax/GkDDcK1Yd+a6BcS8jLgE8egW0f5ft2wzC4pcwtLLl7CW+3fJsi/kXYe34vg1cNJteWvzO9DMMgonNnij09BICkadOw5+S4/l3E6wp8yPonubm5bN26lTZt2lx6z2Qy0aZNG9avd72d5fPPP09qauqln5Mn3WjzKSIiIiIFWsOyRVjQtwnFQ/04GJ9O56kbOJ/hxmHFQZHQbRnc0M95/cUT8OtSl0qYDBPty7VnUptJBFoC2Xh2I8PWDsNmz/9SxrB778VSogTW+HgSJ0zQ2VkFQKEOWYmJidhsNooXL37Z+8WLF+fs2d9bYrZp04b777+f5cuXExMT87cBzM/Pj9DQ0Mt+REREROTaUzM6jM8HNqdcZBCnU7N5YsEvZOa60TzCZIb2b0GDnuCww9I+cOBbl8vUKFqDsa3H4mPy4bvj3zF6y+j8D8HXl8gB/QFImjadE4/21ozWVVaoQ1Z+ff/99yQkJJCZmcmpU6do2rTp1R6SiIiIiFxlxUP9mfJwAwJ8zPx0KJGbR//ImgMJrhcyDLhjDNS6H+xWWNQNjq5xuUyTkk0Y1WIUBgbz9s5j05n8N3MLv/9+Srz2KkZgIJkbNnB+to4vupoKdciKjIzEbDZz7ty5y94/d+4cJUqUuEqjEhEREZHCokqJEKZ1b0jpIgHEX8jhsblb2XfWjeZnJjN0mAxVbgdbDizoDKe2uFymXdl2PFDlAQBGbBhBji1/M1KGYRDxwAOU/N9wAJKmTCEvPp6cI0c4el8nkj/+2OWxiPsKdcjy9fWlQYMGrFy58tJ7drudlStXarZKRERERPKleaVIvh9yE80rRpKZa6P37C2kZrrRddDsA51mQrmbIDcd5t4LZ3e5XObJ+k8SGRDJsbRjTN813aV7Q++6C//atbFnZnL2tdc4M3w42bt3E//2aGzpbpwNJm4p8CErPT2d7du3s337dgCOHj3K9u3bOXHiBABDhgxh2rRpzJ49m71799K/f38yMjLo1avXVRy1iIiIiBQmfhYzE7rUo0zRQE4lZ/HsJztwOByuF/Lxh84LoHRjyE51Lh3Mc+38qhDfEIbdMAyA6bumcyTlSL7vNUwmSrz8MoaPD+nfryRry1YA7BcukLJokUvjEPcV+JC1ZcsW6tWrR7169QBnqKpXrx7DhzunQh988EHeeecdhg8fTt26ddm+fTvffPPNn5phiIiIiIj8k/BAXyZ2qY+v2cSKPed4evEOUjLd6DroGwRdFkNwCUg+CusnuFzi1jK30jKmJVa7lVfWv5Lvtu4AAbVqUnLkiN+v69QBIGnWLDXE+I8YDrci+vUhLS2NsLAwUlNT1WlQRERE5Doxb+NxXlr2Kw4HVCkewpdPNMfH7MbcxI5F8Glf8AmEgVsgLNql20+nn6bDZx3IsmbRtGRT3m/1PoE+gfm+P3nRYnIOH6LYk09y+M67sJ45Q5EePSj+/DBXv4ngWjYo8DNZIiIiIiL/pa6Ny/DJYzcSEejD/nMX+HjLKfcK1X4ASjeBvEz47mWXby8VXIpxrccRYAlg/Zn19FnRh9Sc1HzfH/HgA5R44QVMQUGUGO58/vnZs0n/6WeXxyKuUcgSEREREfl/GpSJYFDrSgC8//0BMnLcOEPLMOD2twEDfl0Ch39wuUSTkk2Yfut0Qn1D2Zm4k57f9CQ5O9nlOiGtWhHRpQsAp58fhvX8eZdrSP4pZImIiIiI/IWuTWKJDne2du8yfSOJ6W7sZypZx3lQMcD8B2HDFHBxt07tqNrMum0WUQFRHEo5xMAfBpJlzXJ5KMWGPotfpYrYEhI58+JL7jX2kHxRyBIRERER+Qt+FjPjOtcjPNCHHSdT6DJtg3ut3W8dAVXvBFsufPOc8wytbNfO4qoUUen3Ga2EnTy35jlsdptLNUz+/pR65x0MX1/SV60ic/16l+6X/FPIEhERERH5Gw3KRLCk/40UD/XjwLl0Hp29mVyr3bUifiHw4FxoPxrMvnDga/j2eZfHUj68PONbj8fX5Muqk6sYtWmUy7NR/lWqENahAwAXvl/5zx8WtylkiYiIiIj8gwpRwcx+5AZC/S1sOZ7M2JUHXC9iGNC4Lzy81Hn9yzw4s8PlMvWL1+fNlm9iYLBo/yIW71/sco3gVjcDcGHVKvLOnCHt669xWN3YcyZ/SyFLRERERORfVC0Rylv31QZg8o+H2XLMzcYR5VpAzfsAB3z7osv7swDalmnLkAZDAHhnyzscTT3q0v1BTZti+PtjPXOGI/d0IO6pIZwdMVJ7tLxIIUtEREREJB/a1yrJvfWisTvgsbnb2H/2AunudB1s8wpY/OHYWtj3lVtj6V6jO01LNiXbls3za58nz57/vWImf3+CbrwRAHuac29YyqJFJH80162xyJ8pZImIiIiI5NNrHWpSrWQoiek5tHt/DQ1GfMeSrS6eoxUeC00HOl+veAkSDrg8o2UyTIxoNoJQ31B2J+1m6s6pLt3/25JBLBbCH3wQgISxY7FnZrpUR/6aQpaIiIiISD4F+1mY0bMhVUuEAJBjtTN0yU5+2HfOtULNn4Lg4pB8FCY2gnerwpdPQW5GvksUDyrOy02chwxP2zmNHQn53+MVduedhHW6j+jRb1Pif8PxKROLPSODtOXLXfse8pcUskREREREXFAyLICvn2zBodfbc2/9aGx2B08u2M7xpPwHJPyC4aH5UK6lc+lg+lnYMgOW9AYXWrPfVu42bi93OzaHjWFrhnEh90K+7jMFBFBq5EhC27fHMJmIuP9+AJIXf5z/7yB/SyFLRERERMRFhmFgMZt4677aNCwTwYUcKwPn/0KGK3u0YhpCjy/guePOFu9mP9i/HL553qXlgy82eZFSQaU4lX6K19a/5lYDi7COHcHHh+ydO8natcvl++VyClkiIiIiIm7yMZsuHVi8Ky6VztM2kHAhx8Ui/lDtLrj3A+f1pg9gw6R83x7qG8rbN72N2TDzzbFvWHpwqWvPByxFixLa/jYAzrz4EvYcF7+DXEYhS0RERETEA6XCA5jZsxERgT7sPJXKHePWsv5wkuuFanSEtq85X3/7Ipzenu9b60TVYVC9QQC8uelNDiUfcvnxxYcOxVykCDkHDpDw3vsu3y+/U8gSEREREfFQvdgIlvS/kUrFgom/kEP3GRtZezDB9UI3PuEMWzjg66EuLRvsVbMXN5a6kWxbNr1X9GbpwaXYXNjfZYmMpOTIkQCc/+gjcg4fdnX0cpFCloiIiIiIF5SPCuazgc24rUYJ8mwO+s7Zyp7Taa4VMQxo9wb4BMHJjbBzUb5vNRkmXm/+OmVDy5KUncT/1v2PB758gI1nNua7RkjrVgTfcgvYbMS/PZq0FSvI3rPHte8gClkiIiIiIt4S6GthXOd6NK8YSVaejXdX7He9SGgpaPmM8/V3wyE7/0EtMiCSJXcv4ZmGzxDiG8KB5AP0WdGHb499m+8axZ4eAmYz6atXE/fEkxx7qDOZW7a4+i2uawpZIiIiIiJe5GsxMaJDTUwGrNwXz+7Tqa4Xafo4FKkA6edg9VuuPd/sS48aPVjecTl3lL8DBw6eX/s8m89uztf9fuXLU6RbNwBMISE4cnM5OeBxzrzyChkb8j8rdj1TyBIRERER8bJykUHcUbsUAONXut6EAosf3Pam8/X6CbDxA5dLhPuH83qz17kl9hby7Hk8+cOTHEg+kK97iz03lErrfqbSmtUE1K2LPS2NlIWLOPHII2T9utvlsVxvFLJERERERK6Aga0qYjLgm91n+WHfOdcLVL4VmjzufP31UFg92qVGGABmk5k3W7xJvWL1uJB3gf7f9yc+M/5f7zMMA0uRIpgCAoidOYOSb44isEkTsNs5O3w4DqsL54FdhxSyRERERESugColQni0eTkAXvr0V1Kz8lwv0u51uGmY8/WqkbDiJZeDlr/Fn/Gtx1MhrALxmfG8s+Udl+43BQQQ3qED0e+MxhQaSvaePaQsXUruqThOP/cc2Xv3ulTveqCQJSIiIiJyhQxpW4XYIoGcTs2m30dbSLiQg83uQkgyDGj1/OVLBz8fBC60ZgcI8wtjVItRGBh8ffRrtsdvd+l+cLZ4j+jSGYCsnTtJWfIJqZ99TtL0D12uda1TyBIRERERuUICfM1MebgBwX4WNhw5T6PXv6fNmNWk57i43K5Jf7hnEhgm+OUj+KQXWHNcKlGtaDU6VuoIwNub38busLs2BsC3TFkArKfPkHcqDoDsfftcrnOtU8gSEREREbmCqpcKZcrDDSgZ5g/A0cQMpq5246Dfel3h/tlg9oU9n8HSPi4vHRxUbxCBlkB2Je5i+dHlLg/Bp2RJAPJOnybv9GkAco8exZ6d7XKta5lCloiIiIjIFda8UiTrn7+FKQ/XB2Da2qOcS3MjmFS/G7osApOPM2jtXurS7ZEBkfSp3QeA97a+R2Zepkv3+5S6GLLOnCEvzjmThd1OzsGDLtW51ilkiYiIiIj8R9rVKEGDMhFk5dmY/KMbs1kAFVpDi6edr5cPhczzLt3erXo3ooOjic+MZ/i64SRnJ+f7XkuJEgA4cnKwnj176X01v7icQpaIiIiIyH/EMAwGt6kEwOItJ0nNdKPjIECLIRBVFTIT4dsXXbrVz+zH0EZDAfj22Lfc+emdLNy3EFs+mmmYfH2xREX96f2cffvJO3sWh821hhzXKoUsEREREZH/UPOKkVQtEUJmro35m04AcDY127WugxY/uHs8YMCO+XBopUtjaB3bmtm3zaZKRBXSctN4fePr9Pu+X76aYVguLhn8o+T58zl0cysS3nvPpXFcqxSyRERERET+Q4Zh0LtFeQDe+/4AD3ywniajVvLY3K04XGlkUfoGuKGv8/XngyAr/8v+AOoXr8/COxfyQuMXCLAEsPHMRlYcW/Gv9/mULHXp9f+f1UpetPjS66xfd3N+/vzLvlP2vn1YExNdGmdhpJAlIiIiIvIfu6duKdpUK06u1c6mo849Vd/tOcfcjSdcK3TLcChSHtLi4IvBLncbtJgsdK7amV41egEwcftErPZ/bi//W4dBgKAbb8Tw87t0bc/IwJ6ZiTUpiWOdOnHutRFkbtoMQO7x4xy99z5OPtbfpTEWRgpZIiIiIiL/MR+ziWndGzD2obp0a1KGx26qAMDrX+1h39m0/BfyC4b7poPJAnuWwfZ5bo2nW/VuhPuFcyztGF8e+fKfx17q95ksn9jSRL83huIvvog5KhLsdrL37ePcW29d+kzuEWeDj8xtv1z6vSPPzb1ohYRCloiIiIjIVWAYBvfUjWZEh5oMbVeFFpUiyc6z0++jrSRn5Oa/UHQDaPWC8/XyoZDketfCYN9gHqn5CABTdkwhz/b3IcjnD3uyfEpFE9K6NUW6PUxArdoAnJ89h7TPv7j0mbxz5wDI+e3QYquVvDNnXB5jYaKQJSIiIiJylZlMBmMfqkd0eADHkzK5Zcxqlu9yIYg0GwxlmkNeBnzSC/JcP4ProaoPERkQSVx6HEsP/v35W39cLvjHWa2AWjUBuPDtt5d93noxUGX/FrKA3OMuLossZBSyREREREQKgCJBvnzYsyEVooI4n5HLU4u2k5n7z/ujLjGZ4d4PIKAInNkBXw91+fkBlgD61HIeVPzBzg84n/3X529Z/hiyon8PWf41a/7+IcMg8olBAOSdPoPD4fh9JgvIPXH8H8diS0nh7BtvFNrztxSyREREREQKiKolQvlmcEtiIgLIsdpZdygp/zeHxTj3Z2HAttmwfb7Lz+9UuROlgkqRkJXA3cvu5tODn/6p46E5PJyQ224jqGWLy2ay/hiyQtq2JahJEwDyTp/GevYsttTUS7/PO/HPM1lnXn2V5DkfcfTe+1z+DgWBQpaIiIiISAHiYzbRqkoxAFbtj3ft5oq3wM3PO19/+ZTzZ0kfWNwDTv/yr7f7mn0Zf8t4qkRUITUnleHrhtN7RW/i0uMufcYwDGLef4/YqVMxTL/HCUtEBH7VqoHZTNHej15aVph37tyfZqT+bbngbx0JXe2WWFAoZImIiIiIFDCtqjrPn/p291mW7zpDXEpW/m9u+SxUbAPWbNgyA3YtdnYe/ORRsOb86+2VIyqz4M4FDGkwBH+zP5vObuLh5Q+z//z+f7239JQplFu6hIDatbEUKwZmM1itpK9ZA/x+rlbuv8xk2S9c+PfvWYApZImIiIiIFDBNy0diNhkkpucyYN42+s7Zkv+Dik0muO9DuGkYtBwKt46E4OJw/jCsG5+vEj4mH3rV7MXSe5ZSOaIyiVmJ9PymJ5vPbv7n+4oXw79KFQAMsxmf4sUBSF/1IwAht94KQN7Jkzhstr+t48h1obtiAaSQJSIiIiJSwAT4mrmlarFL17tPp/FrXFr+W7sHhEOr56H1i3DjIGfQAljzDqTkv7Nf6ZDSzLptFg2LNyQ9L51+3/Vj5fGV+b7fcrHdu/ViG/fQ29tj+PjgyMvDevZsvusUNgpZIiIiIiIF0NudajOzZyNuq1ECgH4fbaHeiO8Y9bUbHfdq3Q9lmoE1C7553qVbQ3xDmNJ2Cm1i25Bnz+P5n54nJTslX/f+sTGGpVRJAurVw6d0aeDflwwWZgpZIiIiIiIFUHigL62qFqNL41gATqc6z776YPURNh396/bqf8sw4PZ3wDDDvi/h4Hcu3e5n9uOdm96hapGqZFmzWLh/Yb7u8yn5e8gKu/12DJMJ3zJlAMjc/NdLD/+4LNLw8XFpnAWFQpaIiIiISAHWrGIkZYoGAlC9ZCgAzy3ZSXbe3+9p+kvFq0OT/s7Xy591+cBis8lMrxq9AJi/dz7Z1n+//48zWaF33AFA2F13ApA0cxZ5F5cR/pEjM/PSa1NIiEtjLCgUskRERERECjCzyWBh3yZ8MbA5C/s1oUSoP0cTM3jvuwOuF7vpOQguAclH890E449uLXsr0cHRJOcks+zQsn/9vF+lSs5/K1fGr2pVAELatyegXj0cWVkkjHnvT/dYz/8+S2eYzS6PsSBQyBIRERERKeBKhgVQKyaMUH8fXu/oPPR32toj7DyV4loh/1Bo97rz9dp3IPm4S7dbTBa6V+8OwOzds7Harf/4+cD69YiZNJGYSRMxDANwnrNV7NlnAEj75ps/dU20JiZeel1YuwwqZImIiIiIFCK3VCvOPXVLYXfAuyvcmM2qeR+UbeE8R8vFJhgAHSp2INwvnFPpp/j+xPf/+vmQ1q3xjYm57D3/i7Najpwc7BmZl/3O9oeZLLtCloiIiIiI/BeeblsFs8lg9YEEtp9Mce1mw4DbR4PJAvu/gh2LXLo90CeQzlU7AzBj14z8n9/1B6bAQAx/fwBsyZc38bAmJl16rZksERERERH5T8QWDeTeetEAvPrFbjJy/nnZ3p8UqwZNBjhff9oXfhgJ9vw30uhctTP+Zn/2nt/Lq+tfJTMv899v+n/MRSKAy2eunNdJf7iw4bC6+N0KAIUsEREREZFCaFDrSgT5mvnlRArdPtzoerfBW4b/HrTWjIb5D0J2ar5ujfCPYFC9QQAsObiETl90Ynv8dpceb4koAlze6ALAmnT5dWGczVLIEhEREREphGKLBjKvTxPCAnzYdiKF2euOuVbA7AO3jYKOU8ESAIe+g+VD83179xrdmX7rdEoEleDkhZP0+KYH7255N9+zWuYizpBlO5982fvWpMTLrhWyRERERETkP1O3dDgv3VENgA/WHHF92SBAnQeh26fO1zsXwdld+b61ccnGLLl7CXeVvwu7w86s3bPo8FkHVp1Y9a/3miPCAbClXB6ybP9vJqswNr9QyBIRERERKcQ61oumbNFAzmfk8srnu11fNghQpinUuBdwwPevunRrqG8ob7R4g4m3TCQ6OJozGWd4YtUTDFs77B+bYvztcsE/7slCM1kiIiIiIvIfs5hNPNOuCgAfbz1Fh4k/k5nrxoxW65ecHQcPfQfHfnL59pYxLfn0nk95tOajWAwLXx35ilUn/35G6++WC9oSFbJEREREROQqu7N2KaZ3b0jRIF/2nb3AGHfOzypaARr0dL7+7n/gRmv2AEsAgxsMpmdNZ50pO6b87WzW33YXzMi47NqRk+PyOK42hSwRERERkWtAm+rFeeeBOgDM+PkoO06m8P2ec7y87FfSsvPyV6TlUPAJhLgt8OObkJfl1li6V+9OgCWAvef3svrU6r/8jOXiTJb1D3uyHA4H5DnHagQEON/TTJaIiIiIiFwtraoUo0PdUtgd8PJnvzJ40XY+2nCcl5f9mr8CIcWh2WDn69Vvwti6sGka2PIZ0i6K8I+4dGDx5B2TL81mnUk/w6AfBjF792zMEb/NZP1huWDe788xBQUBClkiIiIiInKVPde+Kn4WEztPpZJ+sdvgZ9tP8/GWk/kr0PJZuHs8hJWG9LOw/BmY0Q6Sj7k0jh41ehBgCWBP0h7Wxq1lZ8JOOn/VmR9P/sjE7RMxwsOAy5cLOv4QsswXQ5Y9RyFLRERERESuopJhATzSvNyl67bViwMwdMlOPvzp6L8XMJmgfncYtBXajwb/MIjbClNawt4v8j2OIv5FeKjKQwC8sfENen3Ti6RsZ1OLLGsWpy3pANgzMi61af9jyMoL8AHAmuPeksWrSSFLREREROQa0//mCrSoFEm/m8oz5eEGdGtSBocDRny5h71n0vJXxOIHjfvCYz9BdEPISYVFD8PW2fkex2+zWXHpceTac7kp5iaqF60OwJ7c42CxAGBLdi4ZvBSyDIOjOacB2H8un0sdCxCFLBERERGRa0yovw8fPdqY59tXw2wyeO2eGtxWowQA8zYed61YeCw88g006u28Xvsu2O35urVoQFH61u6L2TDTs0ZPxrYaS/1i9QHYc37v7wcSX1wy+FvIMnx8yDQ5X4fi79p4CwCFLBERERGRa5xhGHS/sQwAn26Lu7RXK9/MPtB2BPiFQcpxOPrXHQP/Su9avVnfZT1PN3was8n8+0xW0h4s4c7mF9a/CFlZhnOMwQpZIiIiIiJSEDUtX5TyUUFk5Nr4dNsp1wv4BkLt+52vt81x6dYAS8Cl1zWK1gBg7/m9mIpc3mHwt5DlsJjJMzs/H+jwcX2sV5lCloiIiIjIdcAwDLo3cc5mTVl9hFxr/pb8XaZ+d+e/+76EjCS3xlEmtAyBlkCyrFlkB/sCcPrZZzneq9elkGW3mMmzXLwh17X28QWBQpaIiIiIyHXioRtiKRbiR1xKFosvtnS/kJ2Hze7IX4GSdaBkXbDlws6Fbo3BbDJTtUhVABKL/74UMHP9BmypqQDYLcalmSydkyUiIiIiIgWWv4+Z/jdXAGDCD4dYufccDUZ+z3NLdua/yG+zWdvmgCOf4ez/qRHpXDK47uZixEyadOl9e0YGAFbzH0JWTo5bz7iaFLJERERERK4jnW+IJSYigLNp2fSZs4Vcq51lv8RxPiOfM0a17gefQEjYByc3uTWG35pf7Eo/QEjrVmB2JqpLIcvkuLRc0JGnmSwRERERESnA/H3MvHaPcybpt1WCVruDr3aezmeBUKjR0fl6zj2wuAfsXga2/Hcs/K35xb7z+7DarRh+fs7xXAxZuX8MWVouKCIiIiIiBV3rqsW5p24pzCaDVlWiAPj0l7j8F7hpKERVBWsW7FkGH/eAZY/l+/YyoWUI8gki25bNkdQjmHycHQR/C1k5Jht5ZsP5npYLioiIiIhIYTDmgbpsfrENb91XG5MB206ksO9sWv5ujigLAzZA39XQ7EkwTLDrYzixIV+3mwwT1YpUA5znZRm+zi6Dtt9ClmH7w0yWuguKiIiIiEghYDYZFAnypVioP7fVLAHAm1/vy38Bw4BSdaHta1Cvm/O9FS/luxnGb/uydifuvhSyfpvJyjasWNVdUERERERECquh7apiMRn8uD+BNQcSXC/Q6gXwCYJTm53LB/Pht31Ze87v+VPIyjLyyP1tJkvLBUVEREREpLApGxlEt6bOg4pfXLaL9Jz8N7EAIKQENHvC+fr7V8D677NPv81k7T+/H3wv7slKd4asPJNDM1kiIiIiIlK4DWlbmZiIAE6ez2Lkl3tcL9B0IAQXh+RjMPsumHe/s/vg50/AzsWQenljjdjQWIJ9gsmx5ZBrci4x/P2cLPD1DwLUwl1ERERERAqpEH8f3r2/DoYBCzef5Ne4VOx2B478HjjsFwytXnS+PrkBDq6AIz/CttmwtA+8Vx0+7X/p4ybDRNUiVQHINJzNLf4YsgKCQp3v5RS+kGW52gMQEREREZGCoXH5otxdpxSfbT/N04t3EH8hm5aVo3j/wboYhvHvBep3B78QyEoGix8YZjj3Kxz/GU5vhx3zodGjENMQgArhFdhybguZRh6BXB6yggLDgbhCuVxQIUtERERERC55qk1lvtx5hv3nLgDw2fbTNClflM43xP77zYYBNe/9698tGwDb58HGKRAzHXCGLIAMsonk/4WsoAhAjS9ERERERKSQKxsZRO/m5TAMaFTWGXRe/HQXzd78geW7zrhf+Ia+zn93fwppzjrlw8oDkObIAv4QskwQElQEUOMLERERERG5BgxrX5Vdr7RjYd+mtK1eHLsD4lKyeHrxDo4lZrhXtFRdKN0E7FbYOhP4fSYrjWzg8pmssOCigEKWiIiIiIhcAwzDINjPgtlkMLVbA34e1pqm5YuSlWdj6Cc7898M4/9r3M/575YZYM2hqH9RQn1DyTM76znynA0wrGYIC4kCwK6QJSIiIiIi1xLDMIgOD2D0/bXxMRtsOnaek+ez3CtW7S4IKQUZCbD7UwzDoHxYefLMl3/MaoaIQ98C4MhK9/Ab/PcUskRERERE5F/FRARSraSzrfquuFT3iph9nN0FwdkAA+eSwbz/147PajYokuN8hiPPxYORCwCFLBERERERyZda0WEA7IxLAWD0t/to/tYPnE5xYWarQU/AgNO/QHr8385kFcn9LWTZ3F+eeJUoZImIiIiISL7UjnGGrF2nUnE4HMzfeIJTyVks2x6X/yJBkRBR1vk6YR8Vwitg/X8hy+zjR2B2kvPC4QBr4ZrNUsgSEREREZF8qRUdDjiXC548n0VyprNRxap98a4Viqrq/Ddhv3Mmy3L5Qcf+AcEY2QmXru05hav5hUKWiIiIiIjkS6XiwfhZTFzItvL5jt9nr7YeTyb1YuD6OzlWG6sPJJCVa4OoKs43E/ZRIqgEho/PZZ8N8AvCMGyXrh15ClkiIiIiInIN8jGbqFHK2fxi9vrjl963O2D1wYS/uw2AeRtO0GPGJib/eAiKVXO+Gb8PwzAIC4687LOBPn4YJsC42Nq9kLVxV8gSEREREZF8u6Gc85DghAs5AJQI9Qdg4aYT2Ox/36DicIKzFfvesxcum8kCiAiNuuyzwT6+AJguLiN05OR4afT/DYUsERERERHJt0eal8XP8nuMeOnOavhZTKw7nMTIr/Zcej8+LZt1hxIvdQZMTHcGpZPnMyGysvNDmYmQkUiRkBKXPSPE7OyEYVic/2omS0RERERErlnFQvx5oGHpS9fta5ZkzAN1AZj58zHiUrL4aP0xGo9aSZfpG1l7MBH4feYrLjkLh08ghMc6CyTso1hYqcueEXJxmaDho5AlIiIiIiLXgefaV+WOWiV56Y5qmE0Gd9QuSfWLBxUv+yWOlz/bzW9HWx04dwGAxHRnULqQYyUtywpRF/dlJeyjWHj0ZfVDcTa9+K0hhl3LBUVERERE5FoW7GdhYtf69G5R/tJ7vzXEmLvh+GWfjbt4UPFvywUBTiZn/mFf1n6Khl6+XDDc5vxs2ZceoNL6dQTUquX173AlKWSJiIiIiIjHfgtZZ1KzAQjxszivU7LJzLWSmft7S/ZTyVl/OCtrHxY//8tqhec5m2RYosthiYjAsFiu9PC9SiFLREREREQ8VjM67LLrO+uUBOB0ahaJFy7fU3UqOfP3kBW/D8PX97LfB+WkOF8EF7siY73SFLJERERERMRj1UqGYhi/X99Ry9nM4nRKFgnpl++pcs5kXewwmBGPYc++7PdGznnni+DiV2y8V5JCloiIiIiIeCzIz0K5okEAlIsMoma0c/lgYnquc+bqD04lZ4FfCIQ5uxQaGacv+72RlwaAPUgzWSIiIiIich2rfnFfVr3YcMICfAj0dbZg33UqFYCAiy3ZL4Wui80vjAsnLqtjmCDPYeaxTw7/F8P2OoUsERERERHxiu5Ny1KtZCjdm5bFMAxKhQcAsPNiyKoV49y3dfJ8pvOQ4ov7sowLl3ckNMwO4glnxd74/3D03qOQJSIiIiIiXnFDuSJ8/WQL6pYOB7gUsnacSgGcM1yGARm5NpIycn8PWalHLqtjmCDBcXkjjcJEIUtERERERK6I6HBna/Ycq/3idQDRF4PX0cSMSyHLlHz5skDD5CDBEU5k8OVdBwsLhSwREREREbkiSoUFXHYdGexHuUhnc4yjCRmXOgwaWWcv+5wzZIWRZ3P8NwP1MoUsERERERG5In5bLvibyGA/yl8MWUcSM8A/DMJiMUyXhynDgATCsdkVskRERERERC5pWTmKOhf3ZwX4mCkfFXRpJutIQjqf/nKKtKh6GCb47ZAth/Hbnqxw8mz2qzRyz1iu9gBEREREROTaFBXix2ePN+N4UgYmw3AuF4wKBmDFnnOs2HOOAUHFGAoYZnBYnQELnI0vbA7NZImIiIiIiPxJmaJBlC4SCHBpueBvVmWWB8Aw2S/+6wxWCY5wrHaHs9V7IaOQJSL/1969B0dV3/8ff20uuxtMCEkIgUggBRUbIdzJj+IlQhAp0ojooGKbemGqExTMCBpHCVYtlo54qWhRW9Gp1gsKnYqAgheoinJJIiAg0SBYLgkRAwnkwu7n90fIftncMSc5WXg+ZjJyPnv25H3OsVNefj7nfQAAANpN3ee0dpoEydW5fshSTQv3EwH4XBYhCwAAAEC7CQ5y+G1HdnJJPYf7wlXQyX8eOvmerEBsfkHIAgAAANCu0n4Z5/tzRbVX6vX/FBRcs+0IMjpqwnRcNe/YCsTmF4QsAAAAAO1q3jUD9NBvLpIkHa/2yCSk+GayHEFGRaaLb98TAfiuLEIWAAAAgHYVG+HS5KE9fduVcYPl8M1kSYdOPo8l8UwWAAAAALSIO+T/okiFwy2Hu6b7oCPIqPjUmSwvywUBAAAAoFkhwUEKDa5pgnG82iPHOTWzVzUvIj5lJovlggAAAADQMu7QmjWCx6s8coRHS2poJouQBQAAAAAtUhuyKqq9ckR2k3QyZJ36TBbdBQEAAACgZcJqZ7KqPQrqFCFJcgRLB0y0bx9msgAAAACghdyhNXGkotojR6hTklTs7qnPvUm+fXgmq4OaNGmSoqKidO2119pdCgAAAICTwnzLBT1yOGtC1r5O5+uEQnz7VNNdsGOaMWOGXnnlFbvLAAAAAHAK9ynLBWtDljc4xG8fD8sFO6bU1FRFRETYXQYAAACAU/g1vjgZsjx1QlY1jS9O39q1azVx4kTFx8fL4XBo2bJl9fZZuHChEhMT5Xa7lZKSoi+//LL9CwUAAABgqVMbXzhctTNZwX77MJP1M5SXl2vgwIFauHBhg5+/8cYbysrKUk5OjjZv3qyBAwdq3LhxKioq8u0zaNAg9e/fv97Pvn372us0AAAAAJymMOfJmawqjyJGj5brwgtVmJTit08gNr4IaX6XtjV+/HiNHz++0c8XLFigadOm6eabb5Yk/e1vf9Py5cv1j3/8Q/fdd58kKS8vz5JaKisrVVlZ6ds+cuSIJccFAAAAUN+p3QXDkpPVZ9lS7XsjT8r9n28flgtarKqqSps2bVJaWppvLCgoSGlpafr8888t/33z5s1TZGSk7ychIcHy3wEAAACgxqmNLxrDckGLHTp0SB6PR3FxcX7jcXFxOnDgQIuPk5aWpuuuu07vvfeeevbs2WhAy87OVmlpqe9n7969raofAAAAQONqn8k6VuXRzgNHdaKBWavqAAxZti8XbA+rV69u0X4ul0sul6uNqwEAAAAg/d9M1uLPdmvxZ7s1ZVj9lWQe3pNlra5duyo4OFgHDx70Gz948KC6d+9uU1UAAAAArFA7k1XrjY31V5JVB2Djiw4dspxOp4YOHao1a9b4xrxer9asWaORI0faWBkAAACA1qptfNEUugv+DGVlZSooKPBtFxYWKi8vT9HR0erVq5eysrKUkZGhYcOGacSIEXryySdVXl7u6zYIAAAAIDC568xkNSQQlwvaHrI2btyoyy+/3LedlZUlScrIyNDixYs1ZcoUFRcXa86cOTpw4IAGDRqklStX1muGAQAAACCw1L4nq1aEq348CcTlgraHrNTUVBnT9IWbPn26pk+f3k4VAQAAAGgP7hD/kBUT7qy3z4kAnMnq0M9kAQAAADhz1Z3Jigmv3+n7RAC2cCdkAQAAALBF3WeyujY0kxWAywUJWQAAAABsUbe7YCdn/aeZmMkCAAAAgBaq+54sRwP7nPDwTBYAAAAAtEjdZ7IawkwWAAAAALRQ3e6CpwoJqpnX4pksAAAAAGihpmayQoJPhixauAMAAABAy7hCGo8joUE1n7FcEAAAAABayOFoqNVFjeDamSwaXwAAAABA64XUzmTxTBYAAAAAtJ6v8QXLBQEAAACg5X43sneD4zS+AAAAAICf4Y/p/ZU9/sJ646HBNVGlmuWCAAAAAHB6Gup/EXxydZY3bQAAFJJJREFUuaCH5YIAAAAA0Hq1z2RV010QAAAAAFqvdrkgM1kAAAAAYIHa5YK0cAcAAAAAC4Se7C5YTXdBAAAAAGg9Gl8AAAAAgIVo4Q4AAAAAFgrxzWSxXBAAAAAAWi04qCaq0PgCAAAAACxA4wsAAAAAsJCv8QUzWQAAAADQer7GF3QXBAAAAIDWC/G9jJjlggAAAADQaiEnn8k6wUwWAAAAALReCN0FAQAAAMA6tTNZHmayAAAAAKD1ap/JooU7AAAAAFgg5GR3QWMCbzaLkAUAAACgw6mdyZKkEwE2m0XIAgAAANDh1Da+kAKv+QUhCwAAAECHU9v4Qgq8Nu6ELAAAAAAdjt9ywQB7ITEhCwAAAECH43BIwUGB+UJiQhYAAACADomQBQAAAAAWCq0NWSwXBAAAAIDWq31XVjXdBQEAAACg9WqbX/AyYgAAAACwQG0b92qWCwIAAABA69W+kJiZLAAAAACwQO1M1gkvM1kAAAAA0Gq1z2TR+AIAAAAALMByQQAAAACwUKA2vgixuwAAAAAAaMjCG4fohNer+C5hdpdyWghZAAAAADqkxK7n2F3Cz8JyQQAAAACwECELAAAAACxEyAIAAAAACxGyAAAAAMBChCwAAAAAsBAhCwAAAAAsRMgCAAAAAAsRsgAAAADAQoQsAAAAALAQIQsAAAAALETIAgAAAAALEbIAAAAAwEKELAAAAACwECELAAAAACxEyAIAAAAACxGyAAAAAMBChCwAAAAAsBAhCwAAAAAsRMgCAAAAAAsRsgAAAADAQoQsAAAAALAQIQsAAAAALETIAgAAAAALEbIAAAAAwEIhdhfQkRljJElHjhyxuRIAAADgzHW8/Ki8lcdUeaxMkuStPKbj5Uc71N/Da2upzQhNcZiW7HWW+uGHH5SQkGB3GQAAAAA6iL1796pnz55N7kPIaoLX69W+ffsUEREhh8Nhay1HjhxRQkKC9u7dq86dO9taC9oH9/zswz0/+3DPzz7c87MP9/zMYYzR0aNHFR8fr6Cgpp+6YrlgE4KCgppNqe2tc+fO/A/0LMM9P/twz88+3POzD/f87MM9PzNERka2aD8aXwAAAACAhQhZAAAAAGAhQlaAcLlcysnJkcvlsrsUtBPu+dmHe3724Z6ffbjnZx/u+dmJxhcAAAAAYCFmsgAAAADAQoQsAAAAALAQIQsAAAAALETIAgAAAAALEbICxMKFC5WYmCi3262UlBR9+eWXdpeENrJ27VpNnDhR8fHxcjgcWrZsmd0loY3NmzdPw4cPV0REhLp166arr75aO3futLsstKHnnntOycnJvpeTjhw5UitWrLC7LLSTxx57TA6HQzNnzrS7FLSRuXPnyuFw+P1ceOGFdpeFdkTICgBvvPGGsrKylJOTo82bN2vgwIEaN26cioqK7C4NbaC8vFwDBw7UwoUL7S4F7eSTTz5RZmam1q9frw8++EDV1dW64oorVF5ebndpaCM9e/bUY489pk2bNmnjxo0aPXq00tPTtW3bNrtLQxvbsGGDFi1apOTkZLtLQRu76KKLtH//ft/Pf//7X7tLQjuihXsASElJ0fDhw/XMM89IkrxerxISEnTnnXfqvvvus7k6tCWHw6GlS5fq6quvtrsUtKPi4mJ169ZNn3zyiS699FK7y0E7iY6O1l/+8hfdeuutdpeCNlJWVqYhQ4bo2Wef1SOPPKJBgwbpySeftLsstIG5c+dq2bJlysvLs7sU2ISZrA6uqqpKmzZtUlpamm8sKChIaWlp+vzzz22sDEBbKS0tlVTzl26c+Twej15//XWVl5dr5MiRdpeDNpSZmakJEyb4/X86zly7du1SfHy8+vTpo6lTp2rPnj12l4R2FGJ3AWjaoUOH5PF4FBcX5zceFxenHTt22FQVgLbi9Xo1c+ZMjRo1Sv3797e7HLShLVu2aOTIkaqoqFB4eLiWLl2qpKQku8tCG3n99de1efNmbdiwwe5S0A5SUlK0ePFi9evXT/v379dDDz2kSy65RFu3blVERITd5aEdELIAoAPJzMzU1q1bWbt/FujXr5/y8vJUWlqqJUuWKCMjQ5988glB6wy0d+9ezZgxQx988IHcbrfd5aAdjB8/3vfn5ORkpaSkqHfv3nrzzTdZEnyWIGR1cF27dlVwcLAOHjzoN37w4EF1797dpqoAtIXp06fr3Xff1dq1a9WzZ0+7y0EbczqdOu+88yRJQ4cO1YYNG/TUU09p0aJFNlcGq23atElFRUUaMmSIb8zj8Wjt2rV65plnVFlZqeDgYBsrRFvr0qWLLrjgAhUUFNhdCtoJz2R1cE6nU0OHDtWaNWt8Y16vV2vWrGHtPnCGMMZo+vTpWrp0qT788EP94he/sLsk2MDr9aqystLuMtAGxowZoy1btigvL8/3M2zYME2dOlV5eXkErLNAWVmZvv32W/Xo0cPuUtBOmMkKAFlZWcrIyNCwYcM0YsQIPfnkkyovL9fNN99sd2loA2VlZX7/pauwsFB5eXmKjo5Wr169bKwMbSUzM1Ovvfaa/v3vfysiIkIHDhyQJEVGRiosLMzm6tAWsrOzNX78ePXq1UtHjx7Va6+9po8//lirVq2yuzS0gYiIiHrPWJ5zzjmKiYnh2csz1D333KOJEyeqd+/e2rdvn3JychQcHKwbbrjB7tLQTghZAWDKlCkqLi7WnDlzdODAAQ0aNEgrV66s1wwDZ4aNGzfq8ssv921nZWVJkjIyMrR48WKbqkJbeu655yRJqampfuMvvfSSfv/737d/QWhzRUVF+t3vfqf9+/crMjJSycnJWrVqlcaOHWt3aQAs8MMPP+iGG25QSUmJYmNjdfHFF2v9+vWKjY21uzS0E96TBQAAAAAW4pksAAAAALAQIQsAAAAALETIAgAAAAALEbIAAAAAwEKELAAAAACwECELAAAAACxEyAIAAAAACxGyAAAAAMBChCwAAAAAsBAhCwAAtKtJkyYpKipK1157rd2lAECbIGQBAIB2NWPGDL3yyit2lwEAbYaQBQCwXWpqqmbOnGl3GWeskpISdevWTbt377a7FEk19zsiIqLe+PXXX6/HH3/chooAwFqELAAIYMXFxbrjjjvUq1cvuVwude/eXePGjdOnn35qyfEbCz9Wh6J33nlHDz/8sGXHs0tHDYuPPvqo0tPTlZiYaHcpTXrggQf06KOPqrS01O5SAKBVQuwuAADw802ePFlVVVV6+eWX1adPHx08eFBr1qxRSUmJ3aW1SFVVlZxOp6Kjo+0upUOpvS5WOHbsmP7+979r1apVlhyvOYMGDdKJEyfqjb///vuKj49v8rv9+/dX37599c9//lOZmZltVSIAtD0DAAhIhw8fNpLMxx9/3Og+Ho/H/PnPfzZ9+/Y1TqfTJCQkmEceecT3+YoVK8yoUaNMZGSkiY6ONhMmTDAFBQXGGGMyMjKMJL+fwsLCRsc9Ho/505/+ZBITE43b7TbJycnmrbfe8qvnsssuM5mZmWbGjBkmJibGpKam+sZnzJjh+/Odd95pZs2aZaKiokxcXJzJycnxO86RI0fMjTfeaDp16mS6d+9uFixY4HeMuhYtWmR69OhhPB6P3/hvfvMbc/PNN/tdr6bOoanr2dh1qaioMHfeeaeJjY01LpfLjBo1ynz55Zctui4N2b59u0lNTTUul8ucf/75Zvny5UaSyc3NbXD/t956y8TGxvqNFRQUGEnmP//5jxk9erQJCwszF1xwgVm/fr1vn8LCQiPJLFmyxFxyySXG7XabYcOGme+//96sXbvWpKSkmLCwMDN69Ghz+PDhRuttzEcffWQmT55cb/yhhx4yF1988WkfDwA6EkIWAASo6upqEx4ebmbOnGkqKioa3Gf27NkmKirKLF682BQUFJh169aZF154wff5kiVLzNtvv2127dplcnNzzcSJE82AAQOMx+MxP/30kxk5cqSZNm2a2b9/v9m/f785ceJEo+OPPPKIufDCC83KlSvNt99+a1566SXjcrn8QuBll11mwsPDzaxZs8yOHTvMjh07fOOnhqzOnTubuXPnmm+++ca8/PLLxuFwmPfff993nNtuu8307t3brF692mzZssVMmjTJRERENBqyfvzxR+N0Os3q1at9YyUlJfXGmjuHpq5nY9flrrvuMvHx8ea9994z27ZtMxkZGSYqKsqUlJQ0e13q2r59u+ncubN58MEHTUFBgXnnnXdMTEyMCQ0NNZWVlQ1+56677jJXXnml39jbb79tHA6Hufzyy81HH31kvvnmG5OWluYX7pYtW2YkmTFjxph169aZzZs3m4SEBHPJJZeYX//612bDhg1m/fr1JiYmxixYsKDB392UxkLWihUrjNPpbPTfaQAIBIQsAAhgS5YsMVFRUcbtdptf/epXJjs72+Tn5xtjamZ7XC6XX6hqTnFxsZFktmzZYowxjc4O1R2vqKgwnTp1Mp999pnffrfeequ54YYb/L43ePDgJo932WWX1ZvJGD58uLn33nt95xUaGuo3w/TTTz+ZTp06NRqyjDEmPT3d3HLLLb7tRYsWmfj4eN/sVnPn0JLrWfe6lJWVmdDQUPPqq6/6xqqqqkx8fLyZP3++3/caui51jR492m/mzRhjrrnmGjNgwIBGv1P3vI0xZs6cOSYqKsoUFRX5xp5++mlz0UUX+bbnzp1roqOjzaFDh3xjN910k0lMTDTl5eW+sSuvvNLMnj272dpPNWbMGNO1a1cTFhZmzj33XL9rnp+fbySZ3bt3n9YxAaAj4ZksAAhgkydP1oQJE7Ru3TqtX79eK1as0Pz58/Xiiy8qKSlJlZWVGjNmTKPf37Vrl+bMmaMvvvhChw4dktfrlSTt2bNH/fv3b3EdBQUFOnbsmMaOHes3XlVVpcGDB/uNDR06tNnjJScn+2336NFDRUVFkqTvvvtO1dXVGjFihO/zyMhI9evXr8ljTp06VdOmTdOzzz4rl8ulV199Vddff72CgoJadA7bt29v9nrW9e2336q6ulqjRo3yjYWGhmrEiBHavn27377NXZfvv/9eH374ofLz8/3GnU6nBg4c2Oj3jh8/Lrfb7TeWn5+v9PR0xcbG+sYKCwt13nnn+e0zadIkxcTE+Mb27NmjKVOmqFOnTn5j6enpTdZe1+rVqxv9LCwsTFLNs2QAEKgIWQAQ4Nxut8aOHauxY8fqwQcf1G233aacnBy9++67zX534sSJ6t27t1544QXFx8fL6/Wqf//+qqqqOq0aysrKJEnLly/Xueee6/eZy+Xy2z7nnHOaPV5oaKjftsPh8AXAn2vixIkyxmj58uUaPny41q1bpyeeeML3eXPn8NNPP7Xq9zenueuSl5en0NBQJSUl+Y1v3bpVGRkZjX6va9euOnz4sN9Yfn6+srOz6x3/0ksv9duuu09+fr7uvvtu33ZFRYV27tzZZMg7XT/++KMk+QVAAAg0tHAHgDNMUlKSysvLdf755yssLExr1qxpcL+SkhLt3LlTDzzwgMaMGaNf/vKX9f4y7nQ65fF46n237nhSUpJcLpf27Nmj8847z+8nISHB0vPr06ePQkNDtWHDBt9YaWmpvvnmmya/53a7dc011+jVV1/Vv/71L/Xr109Dhgxp8Tk0dz2l+telb9++cjqdfi31q6urtWHDhnphqTlBQUHyeDx+x1+5cqW2bt3aZMgZPHiwvv76a992aWmpdu/eXW+GMS8vT4MGDZIkHTlypN4+hYWFKi0t9RvbsmWLjDEaMGDAaZ1LU7Zu3aqePXuqa9eulh0TANobM1kAEKBKSkp03XXX6ZZbblFycrIiIiK0ceNGzZ8/X+np6XK73br33ns1e/ZsOZ1OjRo1SsXFxdq2bZtuvfVWRUVFKSYmRs8//7x69OihPXv26L777vP7HYmJifriiy+0e/duhYeHKzo6WkFBQQ2O33PPPbr77rvl9Xp18cUXq7S0VJ9++qk6d+7c5EzL6YqIiFBGRoZmzZql6OhodevWTTk5OQoKCpLD4Wjyu1OnTtVVV12lbdu26aabbqp33ObOoanr2dj1uuOOO3y19urVS/Pnz9exY8d832mpoUOHKjQ0VPfff78yMzOVm5ur2bNnS1KTIWvcuHHKzs7W4cOHFRUVpa+++kohISF+wej777/X4cOHfSErPz9fwcHBfktG8/LyFB0drd69e/uN9e3bV+Hh4ad1Lk1Zt26drrjiCsuOBwB2IGQBQIAKDw9XSkqKnnjiCd+zPwkJCZo2bZruv/9+SdKDDz6okJAQzZkzR/v27VOPHj10++23S6qZGXn99dd11113qX///urXr5+efvpppaam+n7HPffco4yMDCUlJen48eMqLCxUYmJig+MPP/ywYmNjNW/ePH333Xfq0qWLhgwZ4qvFSgsWLNDtt9+uq666Sp07d9bs2bO1d+/ees8e1TV69GhFR0dr586duvHGG+t93tw5NHU9pYav12OPPSav16vf/va3Onr0qIYNG6ZVq1YpKirqtM45Pj5eL774orKzs/X8889r/PjxmjZtmp566il169at0e8NGDBAQ4YM0Ztvvqk//OEPys/PV79+/fyuVW5urrp06eJ7WXFD++Tn59eb/crPz7d0qWBFRYWWLVumlStXWnZMALCDwxhj7C4CAIDWKC8v17nnnqvHH3/8tGeIAllWVpa+/vrrZkPJ8uXLNWvWLG3dutXX6KMjeu6557R06VK9//77dpcCAK3CTBYAIODk5uZqx44dGjFihEpLS/XHP/5Rkk67y12g++qrr1rUrXHChAnatWuX/ve//1n+jJyVQkND9de//tXuMgCg1ZjJAgAEnNzcXN12223auXOnnE6nhg4dqgULFljagCEQxMXFacGCBZo6dardpQAATkHIAgAAAAALddyF2QAAAAAQgAhZAAAAAGAhQhYAAAAAWIiQBQAAAAAWImQBAAAAgIUIWQAAAABgIUIWAAAAAFiIkAUAAAAAFiJkAQAAAICFCFkAAAAAYCFCFgAAAABYiJAFAAAAABYiZAEAAACAhf4//SAOUWulP5QAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n", "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going to log-scale helps to reduce the noise at high $q$ as on can see in the log(1+q.nm) or arcsinh(q.nm). \n", "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remain in the linear part of the curve.\n", "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n", "\n", "## Creation of a new radial unit\n", "\n", "Let's create the $arcsinh(q.µm)$ unit. \n", "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphathize the curvature.\n", "\n", "There are two way to define a new unit:\n", "* with a python function implementing the formula, using numpy \n", "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A function implementing the formula:\n", " def eq_q(x, y, z, wavelength):\n", " \"\"\"Calculates the modulus of the scattering vector\n", "\n", " :param x: horizontal position, towards the center of the ring, from sample position\n", " :param y: vertical position, to the roof, from sample position\n", " :param z: distance from sample along the beam\n", " :param wavelength: in meter\n", " :return: modulus of the scattering verctor q in inverse nm\n", " \"\"\"\n", " return 4.0e-9 * numpy.pi * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n", "\n", "Mathematical formula: 4.0e-9*π/λ*sin(0.5*arctan2(sqrt(x * x + y * y), z))\n" ] } ], "source": [ "from pyFAI.units import eq_q, formula_q, register_radial_unit\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n", "\n", "\n", "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n", " \n", "print(f\"Mathematical formula: {formula_q}\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Litteral formula can also be provided:\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n", "\n", "# This uses numexpr which is multithreaded" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.µm)\n" ] }, { "data": { "image/png": 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70PTvf+0dTJhMJsxmMxVqenP/Y2G4eToVWo0iIiJSdFJTUzl8+DAVK1bE2dnZ1uXctGbNmlG3bl2mTZtm61JErK729yw/2UAjWSXA/rbtwGyC8iMAh+uefwXj3/9mXDQuHbBwcMspjh04hyXNgpObA5jgYlI6Tq4OmO3/3ffCbGfC08+V+FPJYAJPP1cunEmllI8zyXFpNO1ZFd/ypQrhlYqIiIiIlHwKWSXB4cNZ/w2gQBnrWlLi0wG4mPLvJoYXk6/c0PBcTPIVn585lgjAhiUHSUvNoHSgKyazmfPHkygd5IaDox3paZk5vnZwsqNey2CNnomIiAgAu3fvvubapcTExFtYjUjhUMiSm3YiMms+9dl/kqzHsgNYXl8nxafi4Hhpl/g8dopXEBMREbkzrFu3jpSUFGJiYmxdikihUsgqAar9vZ8ZT68E+9vjf1fk1tPXPefyIObgbE/VewM48NcJ0tMsCmEiIiK3ERcXF8LCwmxdhkihuj1+ar/NzRj0O7i5gWFkfRSWPEaRiovcQaxMkAs71/xj/TopPhXXUo5UvTeAg1tOWcNX1XsDOLzjNDWalFUIExERERGbUMi6kxVWYLsFYe3US+Phrt7Wr7NDmNP+Tew8EWw97lPWja0/RRMXm4yrhyNVGvpzcMspMJkUwERERETkllDIKglM0Ky3P6f7DMGJNOzIxI5M/sIdT8APcALsybA+BmDGkuO/Jgx21x1CgkcImC5t/mcY/35eUPkNawUIZYbFkufxxLW/w119rF+ffOstCOxExNZYABz3bWLnifIA+JZ3Z+tP0STFXaRG07Ic+OsEJrNZUw9FREREpFApZJUAQ2c+DMB+YnMcf5jkvE7PyWz+N9SYTNx9cDaYzRiZFkwpWdcbmDAubaZlYMLElaHJhJHjseiQtsQEPYDF7IBj+gXS7V3JtHfm3025uPS5AYYFk2FgmC/9cbuRUJYriP1dtUfe51ly3sty/jwE/vt10p/rodKTAJyZ9Rk4Psi+jSdw+msFuzIbAFC+Wmn2/PEPFev4aNRLRERERG6aQlYJUu3v/YV2r5R9+zkxYQKZFy6QeeECdh4eYBjWz012dtZzTfb2OISEkB4dDYBDSAjVYg5R0+UiGUejSYuItAawywPb5cEsOqQtsb71sJjMWdHLZCbNwQOL+bLnMSyXgpjpiiBm2DnlPHYphO2v+mSO8w5UyRnGjItp1s8vRkZC9QcBSN2zF6plhayYD2fxP3MjzDv+ZOfxnKNe/hU92LM+hoq1va0BTCNfIiIiInItCll3KJfq1Qj9fulN3yc9NpYzH88gZc8eHCtVAiAtKgrHSpUwu7hgSUkhLSqK2qFmzC4HsaSkcOHHH63XG5eNfGUHMePS9EXn1HOkOPuQ6lwak8kOLOmAGcNs92/gsnPIEb4s9pfCWB4h7PIAlmH+NySl/v03VG/EufBNEJgVsrJHvU59vYxtZyph/t8GawC7fOQretdZKtb11aiXiIhIMRMSEsKoUaMYNWrUDZ2/bt06HnroIc6fP4+Xl9c1z23SpAmDBg2iZ8+eN19oIfv000/56aefWLlypa1LuaMpZMlNcfDzI/DVyTd8fnpsLI4+3mQmXznV0csA+DeIXT4yFvj2W2ya+QexvvVwSTmDa/IpzvjUIs3dDyPtIq7JJ0l18SXDwTXrZoYFMOUIYZcHsIgq3a3PeyS4ddZrOZ9knWqYPeqVuGE9VKtEyu7d4J0Vsi4f+dp6vDyevi5XjHpF7zqr0CUiImJDW7duxc3NrdDvu2LFCk6dOkX37t2vf7IN9OvXj9dee40NGzbw4IMP3tA1JpMJJycnDhw4QIUKFazHO3XqhJeXF/Pnzy+iam9fCllySzn4+eE/dsw1z8kdxMyurrhUDuOepvvITD6IkZpCwsofCTu0nMB33ubEi2MwMBEd0pZzNdrgcGSvNYRZvHzJTEzGbGSQ7uyJYVjAuLQJsmGAkUmyW1ayyjHqdWkN2NFyLQDIOHUKvLMeyx75SjkUBc7lifv+e6CaddTLbsefbI0pp9AlIiJyE9LT03FwcCjw9b6+voVYzb+mT59O3759MZtvsnFYEXF0dKRnz55Mnz79hkMWZAWtiRMnsmDBgiKs7s5RPP90yB0tO4gFvTqZoFcnEzB2DC7VqxEwbgxlX5uM/wv/h3ef3pTp0xvnsDC8+/SmdLfHubupL4/1C6Jp9XOEHVrOfVte4/GWKTzw33EEnfgv5fwzKX9sLa7JpwjwycT9wlHMhiVrZqFh/DvqZRhY7JzAkkmSexCQM4Blj3ylHzoMQNJffwGQuGFD1glOWUHq1NfL2PZTNEe/+IGtP0Vz5tgFNq88ROyReLasPERS/MVb9I6KiIjY3q+//soDDzyAl5cX3t7edOjQgaioKACio6MxmUwsWbKEpk2b4uzszKJFiwCYO3cuNWrUwMnJicDAQIYNGwaAYRhMmjSJ4OBgnJycCAoKYsSIEdbnCwkJYdq0adavTSYTn3/+OZ07d8bV1ZXKlSuzYsWKK+oMDw+nfv36uLq6cv/993PgwAHrY6dPn+b333+nY8eOOa6JiIigSZMmODs7U716dVatWoXJZGL58uVXfT+aNWvGiBEjePHFFylTpgwBAQFMmjQpxzkmk4lZs2bRoUMHXF1dqVatGps2bSIyMpJmzZrh5ubG/fffb30fs3Xs2JEVK1aQkpJy9f8huQwbNoyFCxeyZ8+eq55z8eJFRowYgZ+fH87OzjzwwANs3brV+vi6deswmUysWbPmqu8hwA8//MDdd9+Ns7MzoaGhTJ48mYyMjBuutSRQyJISJzuEZYev7EAWOG4MrjWq4zNsqDWEOVUKw6dPL+5u6kvLbuWpf48D9259neb3XsTn3F68z+3lrorpuCafJMA7E5eUWFxSYvF0t4DJlPVbKsPybwCzZFhHvg5cCl4HLk09PFquOQAJl9acJW5YD4DFIWvAWKFLRESKhGFAWtKt/8jnFi5JSUmMHj2abdu2sWbNGsxmM507d8Zy2TYtY8eOZeTIkezfv5/WrVszc+ZMhg4dyrPPPsvu3btZsWIFYWFhACxdupQPPviAWbNmERERwfLly6lVq9Y1a5g8eTLdunVj165dtGvXjieffJJz587lOGf8+PFMnTqVbdu2YW9vT79+/ayP/fnnn9awk81isdClSxccHR3ZvHkzn376KWPGXHvWTrYFCxbg5ubG5s2beeedd3j11VdZtWpVjnNee+01evXqxY4dO7jrrrvo2bMnAwcOZNy4cWzbtg3DMKzBM1v9+vXJyMhg8+bNN1QHQOPGjenQoQNjx4696jkvvvgiS5cuZcGCBWzfvp2wsDBat26dr/dww4YN9OrVi5EjR7Jv3z5mzZrF/Pnzef3112+41pJA0wXltpN7SqJL9X//IbQfPhQHP1+cKmVNP8SUgWsjNwLmjSao29scX/oaAGcGvM/Jw3vxbliDo3vO4hHsS+LhGJLdAjHMdhiGgXEpeFnsncGSbh31+vtS+Mqeapj48y9QvS8XLq3vumDJClO5pxeG1PLGMAz2ro8htJ6fmmmIiMiNSU+GN4Ju/fO+dBwcb3zN02OPPZbj67lz5+Lr68u+fftwd3cHYNSoUXTp0sV6zpQpU3j++ecZOXKk9ViDBlndgY8ePUpAQAAtWrTAwcGB4OBgGjZseM0a+vTpQ48eWUsC3njjDaZPn86WLVto06aN9ZzXX3+dpk2bAlmhr3379qSmpuLs7MyRI0fw9/fPMVVw9erV/P333/z2228EBQVZ7922bdvrvie1a9fmlVdeAaBy5cp8/PHHrFmzhpYtW1rP6du3L926dQNgzJgxNGrUiJdffpnWrbNm1owcOZK+ffvmuK+rqyuenp4cOXLkujVc7s0336R27dp5rudKSkpi5syZzJ8/3/raZs+ezapVq5gzZw4vvPCC9dxrvYeTJ09m7Nix9O7dG4DQ0FBee+01XnzxRet7cTvQSJbcURz8/PAdPsw6/TBg7Bhc7qqK79AhOFUKs46A1W8TzEPNnGjQyC1r5Ou+nCNfvmd2EBacjmNaHAE+GZj4d9TLsHPIM3QduxS6jDVZI1wJ67P+G5t6HoCzC77g8ITX2fbzEc6fSMox2pV4PoWk+Isa8RIRkRIrIiKCHj16EBoaioeHByEhIUBWWMpWv3596+exsbEcP36c5s2b53m/rl27kpKSQmhoKAMGDGDZsmXXnXJWu3Zt6+dubm54eHgQGxt71XMCAwOttQCkpKTg7Oyc4/z9+/dTvnx5a8ACaNSo0TXryOu5sp/vWvX4+/sD5Bix8/f3JzU1lYSEhBzXubi4kJxHo7FrqV69Or169cpzNCsqKor09HQaN25sPebg4EDDhg3Zvz/nNkPXeg937tzJq6++iru7u/VjwIABnDhxIt/1FmcayZI7XnbwgpyjXq41qpMeG2sNYJePfMXM+5yA3u8Q/MUEYvt/QOb+PXg3rMHZLXsp92A1duyzx2Q2Y7FcPXT9Uz4rdDlt2AbVaxH340oMM1DvIRKPZf3m6dTXy9l2JhSvfWso3f0Jtv4UTUAlT/asj6HGA4G4l3a5he+UiIgUSw6uWaNKtnjefOjYsSMVKlRg9uzZBAUFYbFYqFmzJmlp/+5peXk3QBeXa3+PK1++PAcOHGD16tWsWrWKIUOG8O677/LHH39ctWFG7uMmkynHdMXc55gubQmTfY6Pjw/nz5+/gVd7Ywpaz7VqzHbu3LkCNf+YPHkyVapUueZ6suu5Vn2JiYlMnjw5x4hlttwBtiRTyBK5hrwCWHpsLD5Dh+IcFobP0KFUeDiYJKdInOpkha/T93+Az9ndNxC6ygL/ru2KDOtK2WM/ARD34cdQvS/xG9dD1VCStm7hYlQUmFuReOIc2346huvuP0iu1ZQaDwRiMpvZuz5G0wtFRO5EJlO+pu3ZwtmzZzlw4ACzZ8+2TkP7888/r3lNqVKlCAkJYc2aNTz00EN5nuPi4kLHjh3p2LEjQ4cO5a677mL37t3cfffdhf4aAOrVq8fJkyc5f/48pUuXBqBatWocO3aMEydOWEdt/rrUFMtWoqKiSE1NpV69evm+tnz58gwbNoyXXnqJSpf2QAWoVKkSjo6ObNy40drmPT09na1bt97wXmQAd999NwcOHLCurbtdKWSJ5FNewSt71MsauhxvJHSZrKHLZEknwbMcCR5DgX+bacQEZU2RSIs+Qnr0EajfiuNvvAmVnyLdvQzbforWKJeIiBR7pUuXxtvbm88++4zAwECOHj16zQYL2SZNmsSgQYPw8/Ojbdu2XLhwgY0bNzJ8+HDmz59PZmYm9957L66urixcuBAXF5cc+zwVtnr16uHj48PGjRvp0KEDAC1atKBKlSr07t2bd999l4SEBMaPH3/Ftc2bN6dz585XNKkoChs2bCA0NDRHSMqPcePGMXv2bA4fPswTTzwBZI0yDh48mBdeeIEyZcoQHBzMO++8Q3JyMs8888wN33vixIl06NCB4OBgHn/8ccxmMzt37mTPnj1MmTKlQPUWR1qTJVJIssOXa43qWeu+7qqKz9ChOdZ31dr7ORmZZnzO7qZKSDq+Z3bS7sFkSl34Bzs7J0xmOzAyr2imsaNWP/ZUywpe/wRkLSSN/eE7AE5vXMeJ198AuDTKFc3x2YtIjEtl84ookuIvaj2XiIjYlNls5uuvvyY8PJyaNWvy3HPP8e677173ut69ezNt2jQ++eQTatSoQYcOHYiIiADAy8uL2bNn07hxY2rXrs3q1atZuXIl3t7eRfY67Ozs6Nu3r7W9fPZrW7ZsGSkpKTRs2JD+/fvn2SkvKiqKM2fOFFltl/vqq68YMGBAga8vU6YMY8aMITU1Ncfxt956i8cee4ynn36au+++m8jISH777TfrqN6NaN26NT/++CP/+c9/aNCgAffddx8ffPBBkYZjWzAZRj77b95BEhIS8PT0JD4+Hg8PD1uXIyVcemwscUu+we3hh0n6/Xec6tQh5tlnCXz3HTbO+AOjeWdKedhx6j8bKd+kGv/ba4/Z3g5TahIZl6aBuCccIdG9PJjtcEo5y0UXb+7Z9hYmYFv9sVSJWMDByr1p3eA8qf/byR8Zzeg6LmsR8bdvbqPjiDqciIrXSJeISAmVmprK4cOHqVix4m21fqUkOXnyJDVq1GD79u3XDAYmk4lly5bRqVOnW1ccsHfvXh5++GEOHjyIp6fnLX3u28XV/p7lJxtouqDILXL5NMPLpxc6VQqjQbsjlO5emfTYWI588O8Uwwe7V2H7nPVkNOtESqKF85lBODqZ4EIcF52zfmu0o1Y/HDKyuvHEBDwMQOysWWTYA7WbEfPaq9iZ7XOs5yq9/3eCnn2KvetjqNm0nNZxiYiI3KCAgADmzJnD0aNHi+Xoy4kTJ/jiiy8UsGxM0wVFbOTydvJ+I4bh4OeHg59fjimG7gGlqRj9M606lqZ8RSe8z+2l3l1pGHb2ODqasE9LJNPJj1S3CrgnRP/bwfCuvly0z+r6dHHHLlK2bwfg5FtvAWD2Lk30hDfY9vMRkuPTckwtFBERkWvr1KnTFftIFRctWrSw7qEFWXt2Xd4u/fKPG9nLSwpGI1kixUheo12+Q4dg7+tLg/Y+VEneyt+44hUXTpO2VQj/PNcol6MZ04XzpLh6c7BaVhONXdW7Y3dpUvBRvyYAnJ41C8PRAWo2IyPuPNHvfM62jGaE1vWzboisES4REZGCKy4rcgYNGmTdzDi367XJl4JTyBIpxi4PXQC+w4fhefIU8ZY9OPtnjXJV7NiX7X8lYt6/lSY9qnDgw6UcvHsAGekG9snnSHOtQBpQKiGaxFLlAdh/V1/KRy8B4HD//lgc7KDWtQMXoDbxIiIiJUyZMmUoU6aMrcu442i6oEgJ4xjgj+/wYThXrXLZKFcIDzVzws2/NIluQQSVc+SJvr4EnfyL8iFO+Pg4kOwWhIMDOKWeJ9m1tHWkK6pSV1LsskLT4f79Ob99MwBpZ89apxQmxV0kKe4iW3+K1vRCERERketQyBIpobJHuRz8/HIErwbtQmjVuzIurmYqRv9My8vWcz3SLJXKUUtxcnLCbGeHa9Jx4j0DcwSuVPusqQNHBj7Lue1ZmymeeH0KJ9/IahOfEXde67lERERErkEhS+Q24uDnZ22iYe/re92RrorRv+Dk5GYNXAleQTkCV3bzjJTtO0gJz2qecXTAQFL27AEUuERERETyojVZIrepvNZzpcfG0qBdCKW7Vybj9GmS3AIJKudIo2Ye7Bo9h4i7+5ORbuB84TgJpcuR4PFv8wyTKes+B0O7UDbmZyArcJldXOCuK9dzuXo4gmFgMut3OSIiInJn0U8/IneQ3CNdl08tzA5c2SNcjg7OmO3scEw9R7prBS66VMAj/hBnPf3ZX20IkBW4LlgsQO4RrjiiRoxh3SvfalRLRERE7jgKWSJ3qBsNXNnNM4IrOOF08TxO9s4YJgPXpOOXAlfWaFeOwDV8BHF7o9h32lfTCEVExCZCQkKYNm3aDZ+/bt06TCYTcXFx1z23SZMmLF68uODF3aB9+/ZRrlw5kpKSivy5pHApZInINQNXdvOMlo+Uxi35FMEV3Oj5TCAVo3/B+SqB6+9y7VjaOGs28umjETnWbRmGQeL5FLasPKTQJSIiRWbr1q08++yzhX7fFStWcOrUKbp3714o99u0aRN2dna0b9/+iseqV6/Offfdx/vvv3/D92vWrBkmk4mvv/46x/Fp06YREhJys+XKDVLIEpEcrtY8I6/RrvJXCVypzn5UOP40AOdHj7V2KYw7fpR/Rozk+OxFagcvIiLXlJ6eflPX+/r64urqWkjV/Gv69On07dsXcyGtOZ4zZw7Dhw9n/fr1HD9+/IrH+/bty8yZM8nIyLjhezo7OzNhwoSbfg+l4BSyROSqLm8Tf73phdmB696tb1D5nmNgztrp/tBlXQpPjXyOuDWr2BcfAag7oYjIneTXX3/lgQcewMvLC29vbzp06EBUVBQA0dHRmEwmlixZQtOmTXF2dmbRokUAzJ07lxo1auDk5ERgYCDDhmU1dTIMg0mTJhEcHIyTkxNBQUGMGDHC+ny5pwuaTCY+//xzOnfujKurK5UrV2bFihVX1BkeHk79+vVxdXXl/vvv58CBA9bHTp8+ze+//07Hjh1zXBMREUGTJk1wdnamevXqrFq1CpPJxPLly6/5niQmJrJkyRIGDx5M+/btmT9//hXntGzZknPnzvHHH39c816X69GjB3FxccyePfuq5/Tp04dOnTrlODZq1CiaNWtm/bpZs2YMHz6cUaNGUbp0afz9/Zk9ezZJSUn07duXUqVKERYWxi+//GK9Jnva5U8//UTt2rVxdnbmvvvuY8+lddtJSUl4eHjw3Xff5Xju5cuX4+bmxoULF274dRZnClkikm/XClynfety6GANHNzc8YsNJ7FMsLUt/IEqXUlwdcdj3f8AiO7fnws7sz7PHbgMw8C4tMZLRESuzjAMktOTb/mHYRj5qjMpKYnRo0ezbds21qxZg9lspnPnzlgu+7d+7NixjBw5kv3799O6dWtmzpzJ0KFDefbZZ9m9ezcrVqwgLCwMgKVLl/LBBx8wa9YsIiIiWL58ObVq1bpmDZMnT6Zbt27s2rWLdu3a8eSTT3Lu3Lkc54wfP56pU6eybds27O3t6devn/WxP//8E1dXV6pVq2Y9ZrFY6NKlC46OjmzevJlPP/2UMWPG3NB78s0333DXXXdRtWpVnnrqKebOnXvF++ro6EjdunXZsGHDDd0TwMPDg/Hjx/Pqq6/e9HquBQsW4OPjw5YtWxg+fDiDBw+ma9eu3H///Wzfvp1WrVrx9NNPk5ycnOO6F154galTp7J161Z8fX3p2LEj6enpuLm50b17d+bNm5fj/Hnz5vH4449TqlSpm6q3uFALdxG5KdmBK5ul2aME+ZbivkZO7B79P+LK1yfDyGoLn+pZnvCGr+CUmvVbqshKXQmI+QnIClxmZ2eo3oyMuDhi3puAJaQaJyu3okaTsrh5Otnk9YmIFHcpGSncu/jeW/68m3tuxtXhxqfjPfbYYzm+njt3Lr6+vuzbtw93d3cgaySlS5cu1nOmTJnC888/z8iRI63HGjRoAMDRo0cJCAigRYsWODg4EBwcTMOGDa9ZQ58+fejRowcAb7zxBtOnT2fLli20adPGes7rr79O06ZNgazQ1759e1JTU3F2dubIkSP4+/vnmCq4evVq/v77b3777TeCgoKs927btu1135M5c+bw1FNPAdCmTRvi4+P5448/cowmAQQFBXHkyJHr3u9yQ4YM4cMPP+T999/n5Zdfzte1l6tTpw4TJkwAYNy4cbz11lv4+PgwYMAAACZOnMjMmTPZtWsX9913n/W6V155hZYtWwJZQa1cuXIsW7aMbt260b9/f+6//35OnDhBYGAgsbGx/Pzzz6xevbrAdRY3GskSkULj4OdHs8ndaDeiPi6u5hwbH9+79Q0aNfHBweSG4eqPX2w4cZ4B1lGuyEpdSbj0T9Khwc9yYfNfZAZV1NotEZHbREREBD169CA0NBQPDw9rE4ajR49az6lfv77189jYWI4fP07z5s3zvF/Xrl1JSUkhNDSUAQMGsGzZsuuuW6pdu7b1czc3Nzw8PIiNjb3qOYGBgdZaAFJSUnB2ds5x/v79+ylfvrw1YAE0atTomnUAHDhwgC1btlhDn729PU888QRz5sy54lwXF5crRoqux8nJiVdffZX33nuPM2fO5Ovay13+ftjZ2eHt7Z1jxNDf3x/givfx8vegTJkyVK1alf379wPQsGFDatSowYIFCwBYuHAhFSpUoEmTJgWus7jRSJaIFCqTOWvX4uxphNkbH5swSLqQScXaPjSoZ7Dn+UujXOkWnC8c57xngHXz44MVu+AQ/xk7oj+jIkNJOXOaU+/Mz7HRcVJcKvv+PKFRLhG547nYu7C552abPG9+dOzYkQoVKjB79myCgoKwWCzUrFmTtLQ06zlubm7/3t/l2vcvX748Bw4cYPXq1axatYohQ4bw7rvv8scff+Dg4JDnNbmPm0ymHNMVc59jMmV9T8s+x8fHh/Pnz9/Aq72+OXPmkJGRkSOcGYaBk5MTH3/8MZ6entbj586do1KlSvl+jqeeeor33nuPKVOmXNFZ0Gw2XzE1Ma9GGXm9Z9d6j25U//79mTFjBmPHjmXevHn07dvXeq/bgUayRKRI5F635TN0KA3ah9BmYC1c3ewuG+Xyo2L0L7g4uWOyM+OadJwkNz+S/F7mgfVZ33j+GTSI89uzfoDIOH/+ig6FWr8lIncyk8mEq4PrLf/Izw/EZ8+e5cCBA0yYMIHmzZtTrVq164aVUqVKERISwpo1a656jouLCx07dmT69OmsW7eOTZs2sXv37huuK7/q1avHyZMnc9RerVo1jh07xokTJ6zH/vrrr2veJyMjgy+++IKpU6eyY8cO68fOnTsJCgriq6++ynH+nj17qFevXr7rNZvNvPnmm8ycOZPo6Ogcj/n6+uaoGWDHjh35fo6rufw9OH/+PAcPHsyxlu2pp57iyJEjTJ8+nX379tG7d+9Ce+7iQCFLRIpcdpdCx4CsKQVX2/y4e18/7t36Bj36heAYZOFUYDMAoip1JfXSb0wPPdufhN9Xk+GR9XVGXBwxI0dxbNpn2ntLRKSYKl26NN7e3nz22WdERkby+++/M3r06OteN2nSJKZOncr06dOJiIhg+/btfPTRRwDMnz+fOXPmsGfPHg4dOsTChQtxcXGhQoUKRfY66tWrh4+PDxs3brQea9GiBVWqVKF3797s3LmTDRs2MH78+Cuubd68OR9//DEAP/74I+fPn+eZZ56hZs2aOT4ee+yxHFMGo6OjiYmJoUWLFgWquX379tx7773MmjUrx/GHH36Ybdu28cUXXxAREcErr7xi7QBYGF599VXWrFnDnj176NOnDz4+Pjm6GZYuXZouXbrwwgsv0KpVK8qVK1doz10cKGSJyC13re6EJgxOncjAkuyNXaky+MWGk+BV1rp26+8qXYlzcePUl1nzuI8MHULSli051m9pw2MRkeLFbDbz9ddfEx4eTs2aNXnuued49913r3td7969mTZtGp988gk1atSgQ4cORERkbQPi5eXF7Nmzady4MbVr12b16tWsXLkSb2/vInsddnZ29O3b19pePvu1LVu2jJSUFBo2bEj//v15/fXXr7g2KirKujZqzpw5tGjRIseUwGyPPfYY27ZtY9euXQB89dVXtGrV6qbC49tvv01qamqOY61bt+bll1/mxRdfpEGDBly4cIFevXoV+Dlye+uttxg5ciT33HMPJ0+eZOXKlTg6OuY455lnniEtLS1HB8fbhcnIb//NO0hCQgKenp7Ex8fj4eFh63JEbnvpsbHELfmGSN+mxMdDw7th9+g3OXj3ADLSszoUJpXyIh0Dl9REMh39cU2MolTcbI63bILd/nZ0GRxGxufvkVK+NqsOhdLtpQb4lHcHw8BUSBtHiojYSmpqKocPH6ZixYpXNGCQW+PkyZPUqFGD7du3XzP4mEwmli1bdsVeVPmRlpZG5cqVWbx4MY0bNy7wfW6ldevW8dBDD3H+/Hm8vLyuee6XX37Jc889x/Hjx68IYLZ0tb9n+ckG+olDRIqN7GmF93WrSZuBtfLsUPhAswCcTe5kOvngFxvOBXc/zvpPIPi3rBGrrOmEazCXKQ1kTSeMGjGGda98q1EtERG5aQEBAcyZMydHV8SicvToUV566aUSE7BuVHJyMlFRUbz11lsMHDiwWAWswqKQJSLFTu4OhZdPJczuUNi9rz81982lWUcTKWXOcDIwa0+TrOmErsTMy5p7fnT4COL2RrHvtK+aZIiISKHo1KkTDz74YJE/T1hYGAMHDrR+vWHDBtzd3a/6UVK888473HXXXQQEBDBu3Dhbl1MkNF3wGjRdUKT4yJ5K6Nm1K44B/qTs3Uv0Y49jvLWQTRuSMTIz8Dy6jZMBVUnHhOul6YTuF6I4VmkDpWP70GVIZTI/f0+bHItIiaXpgne2lJQUYmJirvp4WFjYLazm9lUY0wW1T5aIlAjZUwmzZbeFj0x1pGwVRxreDaeenkvl7l/y3z8SyHByxP9UOOdKV8EnphuZDnBw0DN4pZzA6Z6H2PpTNBXr+GrPLRERKTFcXFwUpEoIhSwRKZGyQ5ePxcBkNpGydy8ASRcyCa3tS4N6BrG9RrG3X1dOR9QH4FBoV8zxn/HzqU9owlj+3vUnIe/+Qkr52mw9FGoNXWqSISIiIjdDIUtESrTL12/5DB1KpfYh1umEsb71iDv+EI5u4HF0G6d978LO6WV6rFtFTDCYXvuAuAvHONzFFQjN2nPrvQmaTigiIiI3Rb+qFZHbQl4bHluaPUpQaCk6P+lDzX1z6d4/hIDqfsQGPQzAgSpdSXB1x33tdgAODX6WC5v/umLPLTXKEBERkfzQSJaI3JYc/PxoNrlbjqmEJ2PSOHM8HbO7F35Ht3GubB3CG76CU+oFAA5W7IJj/GdEHPkSX/ppZEtEREQKRCNZInLbyj2VMD7VkbJVvOhyaWTr3gfL4GByw3Dxwy82nEQ3PxL9XqbuH1l7bB0c9AznN64nIyBEI1siIiJywxSyROS2l9cmx4B1z62uvX2puW8uT/QJxvBP5tSlPbcOhXZle5A9bx/9MOv806eIGTmKMzM+ISn+IltWHtIGxyIixVRISAjTpk274fPXrVuHyWQiLi7uuuc2adKExYsXF7y4IvTpp5/SsWNHW5dxx1PIEpE7Ru6RrQbtQ2gzsBaubnYAnDllweFiWexKeeMXG06ymz+pfi/Tdn1Wu9zoEUM4s341SX4eJMenaXRLRKQY27p1K88++2yh33fFihWcOnWK7t27F/q9C0O/fv3Yvn07GzZsuOFrTCYTzs7OHDlyJMfxTp060adPn0Ku8M6gkCUid5y8mmTkNZ2wR/+KlA5z51RgMwAOhnXlP7XdWL/oTT5ePBAga93WyFEcm/aZRrZERApRenr6TV3v6+uLq6trIVXzr+nTp9O3b1/MxXSrD0dHR3r27Mn06dPzdZ3JZGLixIlFVNWdp3j+6RARuYWuNp3wZEwaF844YFeqDH6x4aS7B+HsOgHfpHo0XXkGyFq3FbdxgzoSikiJYlgsGIaR81gR/9v166+/8sADD+Dl5YW3tzcdOnQgKioKgOjoaEwmE0uWLKFp06Y4OzuzaNEiAObOnUuNGjVwcnIiMDCQYcOGWeudNGkSwcHBODk5ERQUxIgRI6zPl3u6oMlk4vPPP6dz5864urpSuXJlVqxYcUWd4eHh1K9fH1dXV+6//34OHDhgfez06dP8/vvvV0zHi4iIoEmTJjg7O1O9enVWrVqFyWRi+fLlV30/8prOWLduXSZNmpSj5lmzZtGhQwdcXV2pVq0amzZtIjIykmbNmuHm5sb9999vfR+zdezYkRUrVpCSknLV589t2LBhLFy4kD179tzymidNmkTdunWZNWsW5cuXx9XVlW7duhEfHw/A+vXrcXBw4OTJkzmee9SoUTz44IM3/BpvJYUsEZFLrtcoo0efYCrXDeGfh1tzOKwbkLVuKzzIjveis35jmH7unEa2RKTYO/PxDGJGjiLj7FkAMs6eta45LSpJSUmMHj2abdu2sWbNGsxmM507d8ZyWbAbO3YsI0eOZP/+/bRu3ZqZM2cydOhQnn32WXbv3s2KFSsIC8uawr106VI++OADZs2aRUREBMuXL6dWrVrXrGHy5Ml069aNXbt20a5dO5588knOnTuX45zx48czdepUtm3bhr29Pf369bM+9ueff1qDQzaLxUKXLl1wdHRk8+bNfPrpp4wZM6Yw3jIAXnvtNXr16sWOHTu466676NmzJwMHDmTcuHFs27YNwzCswTNb/fr1ycjIYPPmzTf8PI0bN6ZDhw6MHTvWJjVHRkbyzTffsHLlSn799Vf+97//MWTIECBrDVxoaChffvml9fz09HQWLVqU4/9PcaIW7iIiuWSPbPlYjBwt4F1czVRu4MvxxaFQOgO/o9uI9a2KvdPLtFyftcFxxJABeKWcxKVBC7b+FE3FOr64ejiCYWAqplNLROTO41SlMue/+opD7Tvget99JP/1F5hMeLRrW2TP+dhjj+X4eu7cufj6+rJv3z7c3d2BrJGJLl26WM+ZMmUKzz//PCNHjrQea9CgAQBHjx4lICCAFi1a4ODgQHBwMA0bNrxmDX369KFHjx4AvPHGG0yfPp0tW7bQpk0b6zmvv/46TZtmNUAaO3Ys7du3JzU11bpmyd/fP8dUwdWrV/P333/z22+/ERQUZL1327aF81727duXbt2yfrE3ZswYGjVqxMsvv0zr1q0BGDlyJH379s1xjaurK56enlessbqeN998k9q1a7Nhw4abGiEqSM2pqal88cUXlC1bFoCPPvqI9u3bM3XqVAICAnjmmWeYN28eL7zwAgArV64kNTXV+jzFjb7ji4hcRe6RLXtfX84eT6RsFS/rBsc9+lekVEUX67qtQ6Fd2VHOiSkxHwEQd/yIOhKKSLHj0aYNoT+uxLFiRS78+iuOFSsS+uNKPC4LG4UtIiKCHj16EBoaioeHByEhIUBWWMpWv3596+exsbEcP36c5s2b53m/rl27kpKSQmhoKAMGDGDZsmVkZGRcs4batWtbP3dzc8PDw4PY2NirnhMYGGitBSAlJQVnZ+cc5+/fv5/y5ctbAxZAo0aNrllHflxej79/1lriy0fs/P39SU1NJSEhIcd1Li4uJCcn5+u5qlevTq9evW56NKsgNQcHB1sDFmS9hxaLxTpds0+fPkRGRvLXX38BMH/+fLp164abm9tN1VpUFLJERK4je2TLwc+Phu0rXrFuK+W8s3XdVop7AKl+L9NlfVUAYp4fzen1q0nydVdHQhEpVuy9vfGfMB4A/wnjsff2LtLn69ixI+fOnWP27Nls3rzZOpUtLS3Nes7lPzC7uLhc837ly5fnwIEDfPLJJ7i4uDBkyBCaNGlyzYYZDg4OOb42mUw5pivmPsdkyvplW/Y5Pj4+nD9//pp13YzMzMwrjuVVz7VqzHbu3Dl8fX3zXcPkyZPZvn17nuvJzGbzFWv58nq/C1rztfj5+dGxY0fmzZvHqVOn+OWXX4rtVEFQyBIRyZfrrdvq/kwIvnf5EBv4EJDVkXBVbTfWL36bT77KmluujoQicqc5e/YsBw4cYMKECTRv3pxq1apdN6yUKlWKkJAQ1qxZc9VzXFxc6NixI9OnT2fdunVs2rSJ3bt3F3b5VvXq1ePkyZM5aq9WrRrHjh3jxIkT1mPZoy3Xc+rUKevn6enpHDt2rFDqjIqKIjU1lXr16uX72vLlyzNs2DBeeumlK0Kfr69vjteZkJDA4cOHb7peyBrRPH78uPXrv/76C7PZTNWqVa3H+vfvz5IlS/jss8+oVKkSjRs3LpTnLgoKWSIiBXCtjoTnT2ZiLlX6UkfCstaOhA+uyPpmGjG4Pwmb/quOhCJyxyhdujTe3t589tlnREZG8vvvvzN69OjrXjdp0iSmTp3K9OnTiYiIYPv27Xz0UdZ07Pnz5zNnzhz27NnDoUOHWLhwIS4uLlSoUKHIXke9evXw8fFh48aN1mMtWrSgSpUq9O7dm507d7JhwwbGjx9/xbXNmzfn448/znFs7ty5rF69moiICJ577jni4+OJiorKEb4KYsOGDYSGhlKpUqUCXT9u3DiOHz/O6tWrcxx/+OGH+fLLL9mwYQO7d++md+/e2NnZ3VSt2ZydnXO8hyNGjKBbt24EBARYz2ndujUeHh5MmTLlijVdxY1ClojITbh+R8LyhNUN4VizFhwO6wpAVMXH2RYAn0XPBf4d2dK6LRG51S5fc1qUzGYzX3/9NeHh4dSsWZPnnnuOd99997rX9e7dm2nTpvHJJ59Qo0YNOnToQEREBABeXl7Mnj2bxo0bU7t2bVavXs3KlSvxLsJpj3Z2dvTt29faXj77tS1btoyUlBQaNmxI//79ef3116+4NioqijNnzuQ41rFjR0aMGEGtWrU4d+4cU6ZM4fvvv78i3OTXV199xYABAwp8fZkyZRgzZgypqak5jo8bN46mTZvSoUMH2rdvT6dOnQoc5HILCwujS5cutGvXjlatWlG7dm0++SRnt0uz2UyfPn3IzMykV69ehfK8RcVk5J5YKVYJCQl4enoSHx+Ph4eHrcsRkRLAuKwjYfRjjxOy9DtiUn35Y/EByMzA4+g2TvlWxSED/E+sIia4M7V2v433xTOUe20KaTUe4Js3ttLtpQb4lHdXV0IRySE1NZXDhw9TsWLFKxowyK1x8uRJatSowfbt2685amYymVi2bBmdOnXK8/GQkBBGjRrFqFGjCrW+vXv38vDDD3Pw4EE8PT0L9d5FZdKkSSxfvpwdO3Zc99xnnnmG06dP57nHWWG52t+z/GQDfecWESlEN9KRsGf/itgHZXAqMKtF8N9hj/NTNTPrZoxh29ZfgJyjWyIiUnwEBAQwZ86cHF0Ri5MTJ07wxRdflJiAdaPi4+P5888/Wbx4McOHD7d1OdelkCUiUgSu15GQZF/sSnnjFxtOqps/Tu4v45hSE6f3PwfgyLChJG/dilPlME0hFBEpZjp16nRT+0gVpRYtWlj3o4KsPbvc3d3z/CisvbxuhUcffZRWrVoxaNAgWrZsaetyrkvTBa9B0wVFpDClx8YSt+QbIn2bEh8PDe+GU093w//Lb/hx9TEOJ/xF4PHypLtUwiElit01v6Rz0+HUCmijKYQiAmi6oOTfuXPnOHfuXJ6Pubi45NibSrIUxnRB+6IuUkREsmSPbvlctm4LwMXVzP2t6pO+uBTpHin4xYTzT0AVqkT+H1HblvBzvYVUZGTWFML3JmAJqcbJyq2o0aQsbp5ONn5VIiJSnJUpU4YyZcrYuow7jn4VKiJyi11r3Va3XoHU3DeXux88hcX+EN5JAbRbmQJAxKBniP/vn2r9LiIiUszdESNZISEheHh4YDabKV26NGvXrrV1SSIi1pEtgIbtfXOMbjWs3ZimPWqw+seFHP62GgBRoV2Jjv+MvYc/I5ih1pEtp8qVrfcRERER27sjQhbAf//7X9zd3W1dhohInvIa3YoMj+XI2gpQOgO/o9uI9a2KvdPLNNqwipjgrE2NfdLPUa5dW5LiL7J3fYymEIqIiBQDmi4oIlKMXN6VMHfr9x79K+JYzpSj9fuoniZeOvYOe/fv1hRCERGRYqLYh6z169fTsWNHgoKCMJlMLF++/IpzZsyYQUhICM7Oztx7771s2bIlx+Mmk4mmTZvSoEGDHDt0i4gUZ3m1frckeuVo/d5x/wTqrA7krQ3jAThx5G/r/lpq/S4iImIbxT5kJSUlUadOHWbMmJHn40uWLGH06NG88sorbN++nTp16tC6dWtiY2Ot5/z555+Eh4ezYsUK3njjDXbt2nWryhcRKbDcUwjjUx0pW8WLLpdGtp7qW5FS7vH4JgUwbHnWbhxnx47n9IbVpAX5khyfptEtEbljhYSEMG3atBs+f926dZhMJuLi4q57bpMmTVi8eHHBiytCn376KR07drR1GXe8Yr8mq23bttfcKO39999nwIAB9O3bF8j6g/XTTz8xd+5cxo4dC2Dt/x8YGEi7du3Yvn07tWvXvuJeFy9e5OLFf3/jm5CQUJgvRUSkQK7V+r3P1KeJi3yYH6asAiAirCtxxmyCFkzi1D+bcaaDGmSIyB1p69atuLm5Ffp9V6xYwalTp+jevXuh37sw9OvXj9dee40NGzbc8IbJJpMJJycnDhw4QIUKFazHO3XqhJeXF/Pnzy+iam9fxX4k61rS0tIIDw+nRYsW1mNms5kWLVqwadMmIGsk7MKFCwAkJiby+++/U6NGjTzv9+abb+Lp6Wn9KF++fNG/CBGRG3S15hhLZx4iw6sCfrHhpLuXxdltAt5J9aj3zR4ADg0ZRPLWrThVDtMUQhHJoTj/m5Cenn5T1/v6+uLq6lpI1fxr+vTp9O3bF3Mx3RTe0dGRnj17Mn369HxdZzKZmDhxYhFVVTzd7J+xaymefzpu0JkzZ8jMzMTf3z/HcX9/f06ePAnAqVOneOCBB6hTpw733XcfvXr1okGDBnneb9y4ccTHx1s/jh07VuSvQUQkv67ZHKNPeUJrliPi/gYcCusKwN5KnXj9MQu/mP/WFEIRyeHyfxOK2q+//soDDzyAl5cX3t7edOjQgaioKACio6MxmUwsWbKEpk2b4uzsbF1HP3fuXGrUqIGTkxOBgYEMG5Y1Im8YBpMmTSI4OBgnJyeCgoIYMWKE9flyTxc0mUx8/vnndO7cGVdXVypXrsyKFSuuqDM8PJz69evj6urK/fffz4EDB6yPnT59mt9///2K6XgRERE0adIEZ2dnqlevzqpVq67aS+Bq9QHUrVuXSZMm5ah51qxZdOjQAVdXV6pVq8amTZuIjIykWbNmuLm5cf/991vfx2wdO3ZkxYoVpKSkXPX5cxs2bBgLFy5kz549Nqn5hx9+4O6778bZ2ZnQ0FAmT55MRkYGAK+++ipBQUGcPXvWen779u156KGHsFz6PmYymZg5cyZt27bFxcWF0NBQvvvuO+v51/ozVhRKdMi6EaGhoezcuZOdO3eyZ88eRo4cedVznZyc8PDwyPEhIlKc5W6O4eJq5q77yuGWXB/DqxJ+seEkuflRP+IlEuZs5fVFPQGyphBeapAhInIrJCUlMXr0aLZt28aaNWswm8107tzZ+kMywNixYxk5ciT79++ndevWzJw5k6FDh/Lss8+ye/duVqxYQVhYGABLly7lgw8+YNasWURERLB8+XJq1ap1zRomT55Mt27d2LVrF+3atePJJ5/k3LlzOc4ZP348U6dOZdu2bdjb29OvXz/rY3/++ac1OGSzWCx06dIFR0dHNm/ezKeffsqYMWMK4y0D4LXXXqNXr17s2LGDu+66i549ezJw4EDGjRvHtm3bMAzDGjyz1a9fn4yMDDZv3nzDz9O4cWM6dOhgXW5zK2vesGEDvXr1YuTIkezbt49Zs2Yxf/58Xn/9dSDr/0lISAj9+/cHspre/fe//2XBggU5RhRffvllHnvsMXbu3MmTTz5J9+7d2b9/f47acv8ZKzJGCQIYy5Yts3598eJFw87OLscxwzCMXr16GY888shNP198fLwBGPHx8Td9LxGRopR26pQRO/0jI+3UKeOvFVHGL5/uMs5u2WXsq3qXsXvlcmP6kA+Npe1HG2vub2l8PHCN8cf9rYy9Deob8b/8YhiGYSTGpRqbV0QZiXGpNn4lInItKSkpxr59+4yUlJRCud+p6Hjj44FrjFPRt/5nndOnTxuAsXv3buPw4cMGYEybNi3HOUFBQcb48ePzvH7q1KlGlSpVjLS0tDwfr1ChgvHBBx9YvwaMCRMmWL9OTEw0AOOXS/8Orl271gCM1atXW8/56aefDMD6fn/wwQdGaGhojuf57bffDHt7eyMmJsZ67Jdffrni59br1WcYhlGnTh3jlVdeuWrNmzZtMgBjzpw51mNfffWV4ezsfMX9S5cubcyfP/+qz3+57Fr37t1r2NnZGevXrzcMwzAeffRRo3fv3kVec/PmzY033ngjx32//PJLIzAw0Pp1VFSUUapUKWPMmDGGi4uLsWjRoitew6BBg3Icu/fee43BgwcbhmFc9c9YXq729yw/2aBEj2Q5Ojpyzz33sGbNGusxi8XCmjVraNSokQ0rExG5tS6fQph7dKtSxTCGzxiB/6gHORzWDcjaY+v5nibePDaN46eiNY1Q5A6UnJDGhiURAGxYEkFyQtFOGYyIiKBHjx6Ehobi4eFBSEgIAEePHrWeU79+fevnsbGxHD9+nObNm+d5v65du5KSkkJoaCgDBgxg2bJl1ullV3N54zM3Nzc8PDxydKTOfU5gYKC1FoCUlBScnZ1znL9//37Kly9PUFCQ9Vhh/hx6eT3ZS2QuH7Hz9/cnNTX1ioZtLi4uJCcn5+u5qlevTq9evW56NCu/Ne/cuZNXX30Vd3d368eAAQM4ceKE9TWEhoby3nvv8fbbb/PII4/Qs2fPK5439/veqFGjK0ayLv8zVpSKfXfBxMREIiMjrV8fPnyYHTt2UKZMGYKDgxk9ejS9e/emfv36NGzYkGnTppGUlGTtNigicqe5WoOMv3/xhtKe+B3dxvGAqjSPnEBG6hJ+X9mW0w+1xJFO6kQocoeIDI/lj8UHwARh9/jxz4HzfDV5M017ViXsHr8iec6OHTtSoUIFZs+eTVBQEBaLhZo1a5KW9m+4u7wboIuLyzXvV758eQ4cOMDq1atZtWoVQ4YM4d133+WPP/7AwcEhz2tyHzeZTDmmK+Y+x2TK+vc0+xwfHx/Onz9/A6+2YDIzM684llc916ox27lz5/D19c13DZMnT6ZKlSp5riczm81kDRr9K6/mEfmtOTExkcmTJ9OlS5cr7nV5qF2/fj12dnZER0eTkZGBvX3+o0xRdJzMS7Efydq2bRv16tWjXr16AIwePZp69epZu5888cQTvPfee0ycOJG6deuyY8cOfv311yuaYYiI3Gmu1SDj6T4VcfNNJdM1kMrHoM53fwPqRChyp8j+N6HHxHtpPaAmPSbeS9kqXpw7nlg0z3f2LAcOHGDChAk0b96catWqXTeslCpVipCQkBwzlnJzcXGhY8eOTJ8+nXXr1rFp0yZ2795d2OVb1atXj5MnT+aovVq1ahw7dowTJ05Yj/311183dL9Tp05ZP09PTy+0pmtRUVGkpqZaf37Oj/LlyzNs2DBeeumlK0Kfr69vjteZkJDA4cOHb7reu+++mwMHDhAWFnbFR/aaqyVLlvD999+zbt06jh49ymuvvXbFfXK/73/99VeO9XO3UrEfyWrWrNkViTm3YcOGXbHgT0RE/tWwfcWce2y5mRn8SjeSU9oxc148HpsbAlmdCDfXnE8XjzM0vDSFsGIdX1w9HMEwMBXTlsUikj/Z/yZkc/VwpM3AWhiWa//MVVClS5fG29ubzz77jMDAQI4ePXpDU9ImTZrEoEGD8PPzo23btly4cIGNGzcyfPhw5s+fT2ZmJvfeey+urq4sXLgQFxeXHPs8FbZ69erh4+PDxo0b6dChAwAtWrSgSpUq9O7dm3fffZeEhATGjx9/xbXNmzenc+fOOX5mnTt3Ls2bN6dChQp8+OGHxMfHExUVxalTp25qwGDDhg2EhoZSqVKlAl0/btw4Zs+ezeHDh3niiSesxx9++GHmz59Px44d8fLyYuLEidjZ2RW4zmwTJ06kQ4cOBAcH8/jjj2M2m61N66ZMmcI///zD4MGDefvtt3nggQeYN28eHTp0oG3bttx3333W+3z77bfUr1+fBx54gEWLFrFlyxbmzJlz0/UVhL5biojcAfKaQghwfF8yXlG9wCvU2omwbuQYjn/4C28u7gOoE6HI7ejygHUjx2+W2Wzm66+/Jjw8nJo1a/Lcc8/x7rvvXve63r17M23aND755BNq1KhBhw4diIjIWkfm5eXF7Nmzady4MbVr12b16tWsXLkSb2/vInkNAHZ2dvTt2zdH62+z2cyyZctISUmhYcOG9O/f39oV73JRUVGcOXMmx7GOHTsyYsQIatWqxblz55gyZQrff/89q1evvqk6v/rqKwYMGFDg68uUKcOYMWNITU3NcXzcuHE0bdqUDh060L59ezp16lTgIHe51q1b8+OPP/Kf//yHBg0acN999/HBBx9QoUIFDMOgT58+NGzY0BpQW7duzeDBg3nqqadITPx39HXy5Ml8/fXX1K5dmy+++IKvvvqK6tWr33R9BWEyrjdMdAdLSEjA09OT+Ph4tXMXkdvS5pWHOH88iYZ3w6mnu5H85itsXH2SckeO4XV+N/trjaX27nfxzTxP0KRJ2DV6iL3rY6jRpCxunk62Ll/kjpOamsrhw4epWLHiFQ0Y5NY4efIkNWrUYPv27dccNTOZTCxbtoxOnTrl+XhISAijRo1i1KhRhVrf3r17efjhhzl48CCenp6Feu/i7Hrvd35c7e9ZfrKBRrJERO5guTsRVq9SixEzRuHSrwqHL21mvD+sC+O7Wpgd/zMJ55LVhVBE7mgBAQHMmTMnR1fE4uTEiRN88cUXd1TAKo4UskRE7mBX60R4fGN1jNJh+MWGk+zmR7ODE/D4/iwTl2gzYxGRTp068eCDD9q6jDy1aNEixya7b7zxRo7W6Jd/tG3b1oaV3t6KfeMLEREpetmdCAHObj5E2Spel6YQzuX+5+aw4pudeCcF0GPlafbXgoOD++Obfo5y7bK+QSfFX9Q0QhGRy1xvRU50dPQtqWPQoEF069Ytz8eu1ya/JCluK6AUskREJIfcnQjLlPFk8EeD2bvpDzZ/mtUK90DY47xZ73PqxHzM/52vDRdKqROhiEgxVKZMGcqUKWPrMu44+g4oIiI5XG0K4V/fmTFKV8IvNpwUN39aRI6n9CZPVvVuzvc/vgdoGqGIiAgoZImIyFVcazPjp3pXwNU7mUzXQCodg8qLNgEQPWyoNjMWuQWK29QokdtJYfz90nRBERG5rtxTCF3d7RkyuTvn45vz8byjBPyvJQB7KnbkcK0fGFz3Lpy1mbFIoXNwcAAgOTn5tlpPI1KcJCcnA//+fSsIhSwREbmuq21mfDbSIOjYcDI8U/H7J5x/AqoSGPEsq0e8RPIDwUCrrCmE703AqXJla3MNESkYOzs7vLy8iI2NBcDV1RWTqWg2EBa50xiGQXJyMrGxsXh5eWFnZ1fgeylkiYjIDbu8CyFgnUaY3YnQ3OpxovZ4UTY5kApLtrO/Viuihw3BO/0sHu3UKlikMAQEBABYg5aIFC4vLy/r37OCUsgSEZECyz2NsN2D3TF6l+fD2UPwCc/azHhPxUc4XPt7htQJwwO1exe5WSaTicDAQPz8/EhPT7d1OSK3FQcHh5sawcqmkCUiIgWW1zTCI/tS8TsykEzPi9YphGUOD+bFha9QP9iTng1f11otkUJgZ2dXKD8Mikjh03c1ERG5aXl1Inz8aX9q7ptLhbo7iXOPpN7BQEovXscrS54C1O5dRERuXwpZIiJSqBq2r0ibgbVwcc36FtO2cRfGvTKQ0mX2Uv2owRMrs6Y3RQweQOKWzThVDgNQy3cREbltKGSJiEihymsKoZuLG/3f/gWHD6dzOKwbAH+HPcb4bgZfJv9JZmYmyZdavifHp2EYBobFYsuXISIiUmAKWSIiUiQun0IIEBkey/9+cIbSlfCLDSfZzY9Gh8Zz4efDLH+0Dnt3rgc0jVBEREo+hSwREbklstdqdX7Sh5r75vLYE2Wg1AmS3QIpF5OJ8daHAPwzciTJW7dapxGKiIiUNOouKCIit0Tudu8+PmX4vzcHsnnHT8wvt4l6e7Javu8Mbotnh2SqtGkDqOW7iIiUPBrJEhGRWyKvtVoA3pkNqH/yTTLcy+IXG84FN3+O/FGRF94eyNETB7VWS0REShyNZImIyC2VvVYrW9Y0wtI0vLs0p55+ngO1ynE+vS0BkaVYP/BRUlp3AZpnrdV6bwJOlSvnuF5ERKS40UiWiIjYVO6W7893m8aDLdw45/ErlY9BpcVbATg6fLjWaomISImgkCUiIjaV1zTCTg8PZPxrm/i1d12iwrLWau0Kac/PPari/HAzQPtqiYhI8aWQJSIixULulu8n96dQ7tgQLB4h+MWGk+jmT8bBzox+fwAbtizTWi0RESm2FLJERKRYym753rVXADX3zcUxZBmnSkVSIcqfQ1NeYt5XIwDtqyUiIsWPGl+IiEixlLvle7/2/0ekSxLLZgzirm1QfkUM+2tB9NAheGecxaNdWxtXLCIikkUjWSIiUizltVarVmhDXn4vnG3DO1jXau0JfYSvu3iR1qAWoLVaIiJiewpZIiJSrOVeqxW1/TTOex/B8Aq1rtVyPTKIMZ+/wLc/vqW1WiIiYnMKWSIiUqJkr9V6/Ck/au6bi3/trZwpFcldkUEkzl7A9IV9Aa3VEhER29GaLBERKVFyr9Xq/GB3mncvw5evd6X6NqhwJoH9teDQkEH4Zp7XWi0REbnlNJIlIiIlSl5rtfy9Avm/d//k2ITBHLq0VmtvpU7M7OLK2TqVAK3VEhGRW0chS0RESqTca7Uiw2OJ/289KF0Jv9hwktz8KHtkBOMXTmLG8vEkxV3UWi0REbklFLJEROS2kL1Wq8uTvtTcN5dqDQ4S7x5JvYOBuM5bxutf9Qa0VktERIqe1mSJiMhtIfdaraYN2/FA1yAWTupE9W0GFc4kaa2WiIjcEhrJEhGR20Jea7Xc3Usz6L0/iJ/4PIcvW6v14WMunK0dCmitloiIFD6FLBERua3ktVbr2J9VMS5bq1UxeiTjF03m0x9e0b5aIiJS6BSyRETktpZ7rVbN+hHWtVpOc7/l7cV9AK3VEhGRwqM1WSIiclvLvVbrgXvbcm/XABZO7nJprdaFS2u1BuObeU5rtURE5KZpJEtERG5rea3V8ijlzZD3/uD0hGGX7av1KLMfK0VK/Rq2LFdERG4DClkiInJHyGut1qn/1s6xr5Z/9FBemDeWb1ZPA9QUQ0RECkYhS0RE7ki512qF1t3D+VKR2F0MYso/nzNqdktOnTitphgiIpJvClkiInJHati+Im0G1sLFNetbYavGnRjxwhO4+27l8Q0W6vwYw+vL+wNqiiEiIvmjkCUiInekvNZq+Zcpy0cD11E3tDE1jho8uTJr5Cpq8LMkbd2KU+UwW5YsIiIlhEKWiIjc0XKv1QJ4ZPxs3GZ+zuGwbgDsC+vCh11MHAvxsJ6j9VoiInI1ClkiIiK5RIbH8te3lhwbGIceGcPrP85g3tfPYcnM1CbGIiJyVQpZIiIiufzbFMOHmvvm0uDhOOLco3BKDeLYqt/49dG6nI0+AGi9loiIXEkhS0REJJfcTTHuqVafcZOfxaNcJMd8TXjHZHBq3EsAxIwcRbLWa4mIyGUUskRERHLJqymGm5MbH/ZZxsPtRvHW0x4cuLSJ8e7gdnh/sQiPNm1sWbKIiBQjJsMwDFsXUVwlJCTg6elJfHw8Hh4e179ARERue5HhsaxdtI+U1AsEnvybfwKqYjJBrZalaN7pIZLiL7J3fQw1mpTFzdPJ1uWKiEghyU82sL9FNYmIiNwWzh5PpHxVbxrW8+ZUrxdZercHQclPcGDXcaJSl9HpvtfY+lM0Fev44urhCIaByayJIyIidxKFLBERkXxo2L4iJrOJlL17Afi/e4Yz6Z/3aPhXOg7hBtOjjhHI8KyGGO9NwKlyZXyHD7Nx1SIicivpV2siIiL5kHu9Vp17WvFt702U9g2k+lGDh39OAiB66BA1xBARuUNpTdY1aE2WiIjkx3fff0zcD05cdKmEY0oU52r/xoihC3BxdrN1aSIicpPykw00kiUiIlIIIsNjid9YB8MrFL/YcBLd/LE73Isx0wbxv73rAUiKv8iWlYdIir9o42pFRKQoKWSJiIgUguwNjB97yo+a++biXuVXTpWK5EJGAMP/GsTM78aSHJ/G1p+iSY5PwzAMDIvF1mWLiEgRUOMLERGRQpC7IcZTLYey1+40r60fRav/gvOZFbwfeZhyDFRTDBGR25xGskRERApBXhsY17+rGUt6bcTHx4/qRw1arjwPQPSwoWqKISJyG1Pji2tQ4wsRESksS796m/O/lvm3KcZ94bww8BPM2kNLRKREUOMLERGRYiQyPJa4bffnbIqxtx3PvzuQ42f+AdQUQ0TkdqKQJSIiUsRyN8VwKreIkx6RxKV78cyy1vy26Rs1xRARuY0oZImIiBSxhu0r0mZgLVxcs77t9n10Ig+1dudowC80+svg5Juv8PXSyQBZTTFGjuLMjE9sWbKIiNwEhSwREZEilldTjPZNn2V+++8wl3bgrmNQ47tdABwbMUJNMURESjg1vrgGNb4QEZGilpGRxluf9sN/a1PSXCrhlBJF6GPOPPzI07YuTURELqPGFyIiIiVE9M44Ag8PJKNUMH6x4Vxw8+d///Fk5rQpWpclIlJCKWSJiIjYUHZTjCd6B1Fz31wOBbxLjEckWxLjeenTBzh39oQ6D4qIlDD2ti5ARETkTtawfUVMZhMpe/cC8MajH/Hy7ilsyziICQtHv23OgArvsvcnFyrW8cXVwxEMA5P21xIRKbb0L7SIiIgN5W6K4RwYxLSnvmN0hWfosd5Ci19g9q4PAcg4f16dB0VESgCNZImIiBQDDn5++A4fZv2670Mj2RPjQMrUj6hwBvbXgqghz+KbGY9Hu7Y2rFRERK5HI1kiIiLFVM2nhhD8zU9Ehz0BwL6wx/iks8Hh8up4KyJSnClkiYiIFFOR4bH8+GkMRulQ/GLDSXLzo/yxl/jgpxl8/cO7AGqKISJSDClkiYiIFFPZnQc7P+lDzX1zadgyjnOlIjGlBfHe2fm8Pqsz52IvsPWnaJLj0zAMQ23fRUSKAa3JEhERKaZydx68u0p9qrfyZ8TXj/HIRoOgMweYcboP5RlNRlwcMe9NwKly5Rxru0RE5NbTSJaIiEgxlbvzoL2vL6XdfFjQby0VgqtT/ahBq1/SAIgeOoTkrVtxqhxmy5JFRAQwGYZh2LqI4iohIQFPT0/i4+Px8NAiYxERKV5+/WUex77OIM2lEo4pUaTds5XBQz/FbKffoYqIFLb8ZAP9KywiIlICRYbHErM6DLyymmIkuvmTcrADE98eyOmzp2xdnojIHU0hS0REpATKborx2FN+1Nw3l/QKizjuEUmMxYvB3zXnr+2/Auo+KCJiCwpZIiIiJVDD9hVpM7AWLq5Z38qHd5hIg1Z27A/6lQPOJl7832jmfvcSyfFp6j4oInKLKWSJiIiUQHk1xejRbCTzWiygYrodLf4Lpi+X8dniQQBZ3QdHjuLMjE9sWbaIyB1BIUtERKQEc/Dzw3f4MBz8/ACoFnw3S57eiLuPN9WPQqOVpwE4Ony4ug+KiNwi2idLRETkNuPi5Mbotzcwq/o4zL+HArA7pD3+j6RRpU0bG1cnInL700iWiIjIbSgyPBb7Xe2weITgFxvOBTd/Dq4tz/sfvW7r0kREbnsKWSIiIreh7O6DXXsFUHPfXE77TiXGI5Ld8XEM/fxhklMuqPOgiEgRUcgSERG5DeXuPjj+sY9wr7yR8LK/ssE+lie/fIADB/ep86CISBFQyBIREbkN5e4+6BgQwKt9l/Kcd1eeXJ/JIz+l8+7asYA6D4qIFDY1vhAREbmNZXcfzNb3kYls/scO8+yFVDhjsL8WHBoyEN/MODzatbVhpSIitw+NZImIiNxh7h0yHq/ZCzkc1g2AvZU6M7u7D07Nm9q4MhGR24NCloiIyB0mMjyW9V8lY5SuhF9sOElufvhH9GfkB0M4fuaQrcsTESnxFLJERETuMNmdB7s86UPNfXPxCVlDbKkILqb58NQPj7B5788A6j4oIlJAClkiIiJ3mNydBx9vP5CH2wZxwv8XTtubGLH5Bb78bQrJ8WnqPigiUgAKWSIiIneY3J0H7X19adOkB+8//BW1Usy032iQ8cli5nz/f4C6D4qI5JdCloiIyB0qu/Ogg58fANUr1eKTJ9fj4elB9aMGDb89DMA/I0aSvHUrTpXDbFmuiEiJoRbuIiIiYuVVypMR7/6X92cMxDO8IQA7K7SlwaAKeDRqZePqRERKBo1kiYiISA6Hdpyh9JFepJcqj19sOBfc/Fm9KJVvFy2ydWkiIiWCQpaIiIjkkN19sHvvstTcN5fDfm8Q4xHJr4d28PHSIbYuT0Sk2FPIEhERkRxydx98vsVbxJVfwpbyvzErcQMvzmtNRvpFtXgXEbkKhSwRERHJIXf3waAq1fnkmT9pnR4KwK+mGPrOa8zxmBi1eBcRyYNCloiIiOTp8u6Dzo4OvNt/GX2dWtN9vYWHf0rmrRVDAbV4FxHJTSFLREREbojJZGJ09/eoX609NY4aPLkyE4DoYUPU4l1E5DJq4S4iIiL50uqFd9l890Mc+iIGgD0VH+FikyiGtWlj48pERIoHjWSJiIhIvkSGx7Ln51IYXpXwiw0n0c2f1P/dz4SpY8jIzLR1eSIiNqeQJSIiIvmS3eL9sad8qblvLhb/mRz3iCQmxULfuc2IS0oAUPdBEbljKWSJiIhIvuRu8T7ksfcIq7mHHWV/ZYdjHH0WNSXieATJ8WnqPigidySFLBEREcmX3C3e7f18GdJzLhMDeuCRaeHuzRfZOvBRtv/vd0DdB0XkzqOQJSIiIgVyeYt3gM5tX2Jq7ckkloFK/xg4vjMDgJiRo9R9UETuKOouKCIiIoXmvvqP4+8dypt+Q6i/pysAeyp04LHJbSlVIcDG1YmI3BoayRIREZFClXmuHA1PvE2qmz9+seGcd/Vm3rvhHNx6wtaliYjcEgpZIiIiUqjOHk+kXNUy9Hi6HDX3zWVjuTeI9jjA/J8+IT45wdbliYgUOYUsERERKVTZ3QfdPZwAaO9YgbVV5rIy5Af6LmzKoRNRgFq8i8jtSyFLREREClXu7oNP9fqIl/x7UsqSSYRTBoN+fJT/7lqtFu8icttSyBIREZEicXn3wa5tX+KdWpMJTLfwwF8WoiYMZ826RYBavIvI7UchS0RERG6JBxo8zifNvySztIkqx8B/1veAWryLyO1HIUtERERumbCKd/Pcy7/zVU9fIsKyWrzvCm6H/6Lv8GjTxsbViYgUDoUsERERuaXORJqodXIKaW4B+MWGE+/my/yp4ezddMTWpYmIFAqFLBEREbmlzh5PpGyV0vTsG0LNfXPZVPZ1jnhGMO+3T/gnNsrW5YmI3DR7WxcgIiIid5aG7StiMptI2bsXgO6+D/JO0BySTHbsXvETbz/4MXWrNrNtkSIiN0EjWSIiInJL5W7x3rHTi0ypNgn/jEyOO5gYunEov26co320RKTEMhmGYdi6iOIqISEBT09P4uPj8fDwsHU5IiIit7U9EeFMXNuHSEcDB4vBMKfeJG+oT7eXGuBT3h0MA5NZvx8WEdvITzbQv1QiIiJSLNSsfA8zOv/GsLVmhv1g8P2JNYD20RKRkkchS0RERIqNQN8gOj32GnWOwnPLsibbRA4eoH20RKREUcgSERGRYsXvkUep+N1qosOeAGB/2GN89rg7js0etHFlIiI3RiFLREREipXI8Fi+/yQKo3QofrHhJLn5EXB4GC98OIyzcSdsXZ6IyHUpZImIiEixkrWPlhedn/Sh5r65+N+1kVOlIkhM96Hft62JPLbb1iWKiFyTQpaIiIgUKw3bV6TNwFq4uGb9mNK5eW8ebF2aqMBfOORoMOi3Hvy1ZxWA2ryLSLGkkCUiIiLFSu59tOx9fXmkWT/evmcqQekWTjmYeGHzSH7cMJ/k+DS2/hRNcnwahmFgWCw2rl5ERPtkXZP2yRIRESleIqN38eJ/nqTu5kwqnDYwOvYhKbwBXYZUJvPz93CqXBnf4cNsXaaI3Ia0T5aIiIjclsJCajPr8V+x83LgrmNQYX7WXloxI0epzbuIFBsKWSIiIlKi+JYpy3Ovb+S7J8sSEdYVgN3B7QlYvBSPNm1sXJ2IiEKWiIiIlEDH9yZz14mJXHQLwC82nDg3H+ZPDSdiq1q8i4jt3fYhKy4ujvr161O3bl1q1qzJ7NmzbV2SiIiI3KSsNu+lebJvCDX3zWVjuTeI9jjIwp8+IfVisq3LE5E7nL2tCyhqpUqVYv369bi6upKUlETNmjXp0qUL3t7eti5NRERECqhh+4qYzCZS9u4FoLVLFT4OmosFM0fn/8q0nr/iWUrf60XENm77kSw7OztcXV0BuHjxYlZ7VzVUFBERKdFyt3nv8+R7DC3zGI6GhW3OqQz8qjmnzhzTPloiYhPFPmStX7+ejh07EhQUhMlkYvny5VecM2PGDEJCQnB2dubee+9ly5YtOR6Pi4ujTp06lCtXjhdeeAEfH59bVL2IiIgUJQc/P3yHD8PBz49nH5nMi+WexdViYZ9jBgOXtiXiwD7toyUit1yxD1lJSUnUqVOHGTNm5Pn4kiVLGD16NK+88grbt2+nTp06tG7dmtjYWOs5Xl5e7Ny5k8OHD7N48WJOnTp1q8oXERGRW+iJliOYXGU8T63P5NGfLUz7fSwAGXFxxIwcxZkZn9i4QhG5ExT7kNW2bVumTJlC586d83z8/fffZ8CAAfTt25fq1avz6aef4urqyty5c68419/fnzp16rBhw4Y873Xx4kUSEhJyfIiIiEjJ0qZxTx5q2IcaRw16rcxaInBk2FDtoyUit0yxD1nXkpaWRnh4OC1atLAeM5vNtGjRgk2bNgFw6tQpLly4AEB8fDzr16+natWqed7vzTffxNPT0/pRvnz5on8RIiIiUugaDBqDefrHHMreR6tiRyJefFL7aInILVGiQ9aZM2fIzMzE398/x3F/f39OnjwJwJEjR3jwwQepU6cODz74IMOHD6dWrVp53m/cuHHEx8dbP44dO1bkr0FEREQKX2R4LDuXO2LxCsUvNpxEN3/+XlOeL+ZqKxcRKXq3fQv3hg0bsmPHjhs618nJCScnp6ItSERERIpc1j5aXjS8G049PZfNtXywpHdmX8wJ0paPpX+nt2xdoojcxkp0yPLx8cHOzu6KRhanTp0iICDARlWJiIiIreXeR2tsx6m8ED6SbU5JbI2zkPDVaUb3mGPjKkXkdlWipws6Ojpyzz33sGbNGusxi8XCmjVraNSokQ0rExEREVvKvY+WZ3AIn/Zdx4NpPhgmE/PStjB5wWMYFov20hKRQlfsQ1ZiYiI7duywTvk7fPgwO3bs4OjRowCMHj2a2bNns2DBAvbv38/gwYNJSkqib9++NqxaREREioPL99FycnTio36raJ0RCsBS4wAvzG3FhXPJ2ktLRApVsZ8uuG3bNh566CHr16NHjwagd+/ezJ8/nyeeeILTp08zceJETp48Sd26dfn111+vaIYhIiIiYmdvx7v9luP+ZW/M67dR/sxxpp3pT3mGZu2l9d4EnCpXxnf4MFuXKiIlmMkwDMPWRRRXCQkJeHp6Eh8fj4eHh63LERERkUK0aGJ3wlbuJMm1PPtrjaXh3x/jefEkAa9MVKt3EblCfrJBsR/JEhERESkKT776NXMqTsSyLmtfzF0V2tLq+XvxqF3bxpWJSElX7NdkiYiIiBSFyPBY2NOS9FLl8YsNJ8HNn+9mRbN59Q5blyYiJZxGskREROSO9O9eWl6cevo5VtYrhU9KdxZv3ECp0HSqhzawdYkiUkIpZImIiMgdKfdeWs9W68fE+I84bWfHrrW/8Hry+9xfs5WNqxSRkkjTBUVEROSOlHsvrXubdGHq/bMITs/kjL2J57eMZsXG+QDaS0tE8kUhS0RERO5ol++lVa/aA3zY8mvuSoVEOxOvHXiXOStfIzk+TXtpicgNU8gSERERuUxYSC1mPPYrd6c60HGjgd3ni/n+5/cBsvbSGjmKMzM+sXGVIlKcKWSJiIiI5OLnU5ZZvdfj6uVGtaNQ5cuNAMSMHEXy1q04VQ6zcYUiUpwpZImIiIjkwdnZnRFvbmDJkwFEhHUFYE+FRwj8+nttViwi16SQJSIiInIVR3cnUP3EZFLd/PGLDee8qxdfvLcza48tEZGrUMgSERERuYqzxxMpV6U03Xr6UHPfXDaWe5NDpfbyw3+W2ro0ESnGtE+WiIiIyFVcvpfWeaCmxcLSqvMwWSBz0V5efPJjW5coIsWQRrJEREREriL3XlovPbOcluk+GGZYlL6Ot794xsYVikhxpJAlIiIich3Ze2k5BgbxXr/VNM30w2IysdDYwmtzu2NYLNqwWESsFLJERERE8sFstmN6n//Q0qgAwLfmPbw85xESz6Vow2IRARSyRERERPLNbLZjau+VPGKuzuMbLFT68RCfLhkMaMNiEVHIEhERESkQk8nE608voVxgZaofNXhw5VkA/tGGxSJ3PHUXFBEREbkJ/ab8wEflR+L835oA7Apuy6MTWuJRuYKNKxMRW9FIloiIiMhNiAyPxfXg46S7l8UvNpwENz8WTtvF3r+O2ro0EbERhSwRERGRm3D2eCJlq3jRvU95au6by6ayr3PUM4JFv84iKTXJ1uWJiA1ouqCIiIjITbh8w2KAJ7zv4/Wyc0nHzPEv1jCz9xpcnNxsXKWI3EoayRIRERG5Cbk3LH6ky3ie8+2GAxbCnZIYtqAFF9NSbVyliNxKClkiIiIihSB7w2IHPz+ebj+R4WW6Ym8YbHFKZNj85qSnXdSGxSJ3CIUsERERkSLQ95FXGOLVGXvDYLNjPIPmP8T50wnasFjkDqCQJSIiIlJEBnR6jYEej9Btg4UHforjzaUDAG1YLHK7U8gSERERKUKDurxBreB7qX7U4LEVyYA2LBa53am7oIiIiEgRe/SVeSwu+zJJG4IB2B3cls4T2+JRqayNKxORoqCRLBEREZEiFhkeS8r+VtYNi+Pd/Pjy/f9xYMtJW5cmIkVAIUtERESkiOXesHhjuTeI9jzI4p8/4eLFFFuXJyKFTNMFRURERIpY7g2L27pVYXrQXCyYOTL/V6b2+AVvD28bVykihUUjWSIiIiJFLPeGxb16vMfQ0p2zNix2TmHIVy04duqojasUkcJiMgzDsHURxVVCQgKenp7Ex8fj4eFh63JERETkNvP979N5+8gsks1mQtNMfNjua3zdK7F3fQw1mpTFzdPJ1iWKyCX5yQYFGsnq3bs369evL1BxIiIiIpKly8MjeLP6S3hmWjjsYGHgz13Zt2+7NiwWKeEKFLLi4+Np0aIFlStX5o033iAmJqaw6xIRERG5Izx875O8Xe89ev+RSfcfDaavnwRow2KRkqxAIWv58uXExMQwePBglixZQkhICG3btuW7774jPT29sGsUERERua01rteWhxoNouZRg74rslZyHBsxQhsWi5RQhbIma/v27cybN4/PP/8cd3d3nnrqKYYMGULlypULo0ab0ZosERERuZXW/raUyMXnSHOphHNKFA+PbkDFOnVtXZaIcAvWZF3uxIkTrFq1ilWrVmFnZ0e7du3YvXs31atX54MPPrjZ24uIiIjcESLDYzn0Hz8yPSrgFxtOgps/P3x2lPA/Dti6NBHJpwKFrPT0dJYuXUqHDh2oUKEC3377LaNGjeL48eMsWLCA1atX88033/Dqq68Wdr0iIiIit6XsDYu79Qqk5r65hAdN4ahnJEvWziXuwhlblyci+VCgzYgDAwOxWCz06NGDLVu2ULdu3SvOeeihh/Dy8rrJ8kRERETuDLk3LO5TsTPj0+aQbLLj7OI1zOz9B47ObjauUkRuRIFGsj744AOOHz/OjBkz8gxYAF5eXhw+fPhmahMRERG5Y+TesLhpy2d4IXgwDljY4nyR5+c/TGrKBRtXKSI3okAha+3atXl2EUxKSqJfv343XZSIiIjIncrBzw/f4cNw8PPj8ebD6Ov9BGbDYJ1LMgO+fJj4pPO2LlFErqNAIWvBggWkpKRccTwlJYUvvvjiposSERERkSzDO77MMN+eOFkMdjilMnBRS85fiCMp/iJbVh4iKf6irUsUkVzyFbISEhKIj4/HMAwuXLhAQkKC9eP8+fP8/PPP+Pn5FVWtIiIiInekAe1fYmzZZ3CxWNjnmMqgxS2IPXWOrT9FkxyfhmEYGBaLrcsUkUvy1fjCy8sLk8mEyWSiSpUqVzxuMpmYPHlyoRUnIiIiIlkeb/Uc9qtg/1efEXA2mffOD6Q6o8iIiyPmvQk4Va6M7/Bhti5TRMhnyFq7di2GYfDwww+zdOlSypQpY33M0dGRChUqEBQUVOhFioiIiAh0avkczlsjKP2/tVQ4k8r+WnBsxEi8Lp7Eo11bW5cnIpeYDMMw8nvRkSNHCA4OxmQyFUVNxUZ+dnUWERERuVW+XfQOcf8pTZpLJZxTDtHy/+4nuFZ1W5clclvLTza44ZGsXbt2UbNmTcxmM/Hx8ezevfuq59auXfvGqxURERGRGxYZHkvC9kZklErC73g4/wRUZemnUTTuaqJhs2q2Lk9EyEfIqlu3LidPnsTPz4+6detiMpnIaxDMZDKRmZlZqEWKiIiISJazxxMpW8WLhnd7cerp5/ihXin8Urrz1R8bCKg+iGC/UFuXKHLHu+GQdfjwYXx9fa2fi4iIiMit17B9RUxmEyl79wIwIKwrL6fM4bzZjmPLf2N2j7WULlXmOncRkaJUoDVZdwqtyRIREZHiKj02lrgl3+D1RDf+PLSO8fsmc8HOTIOLpZjdbwN29na2LlHktpKfbFDgzYh/+ukn69cvvvgiXl5e3H///Rw5cqQgtxQRERGRfHDw88N3+DAc/Px46L5uPF++P/aGwVanC7z+5ZO2Lk/kjlagkPXGG2/g4uICwKZNm/j4449555138PHx4bnnnivUAkVERETk+h5r+RxPODUEYJlpD58vHQNAUvxFtqw8RFL8RVuWJ3JHKVDIOnbsGGFhYQAsX76cxx9/nGeffZY333yTDRs2FGqBIiIiInJjxnSfQ8MMbzJMJmYk/MhH3wwjOT6NrT9FkxyfhmEYGBaLrcsUue0VKGS5u7tz9uxZAP7zn//QsmVLAJydnUlJSSm86kRERETkhplMJj7p9Sv3XSxD5z8N3Bf9zhffTwAgIy6OmJGjODPjExtXKXL7K1DIatmyJf3796d///4cPHiQdu3aAbB3715CQkIKsz4RERERyQcnB2dm9vsdz9JlqH7UoN63+wGIGTmK5K1bcaocZuMKRW5/BQpZM2bMoFGjRpw+fZqlS5fi7e0NQHh4OD169CjUAkVEREQkf+zt7Rj+9h/8p1c1IsO6ArA7uD2BX3+PR5s2Nq5O5PanFu7XoBbuIiIiUlJFhsfyx+IDpKTE4X/yb/4JqIKjnTOt+9Qj7B4/W5cnUuLkJxvc8GbEucXFxbFlyxZiY2OxXLaA0mQy8fTTTxf0tiIiIiJSCM4eT6RsFS8a1vPgVK8XWVLfk9ALXVm/4Sxh9/S0dXkit7UChayVK1fy5JNPkpiYiIeHByaTyfqYQpaIiIiI7TVsXxGT2UTK3r0AlMu8yC93zWeVBUyrTtK35WgbVyhy+yrQmqznn3+efv36kZiYSFxcHOfPn7d+nDt3rrBrFBEREZF8Mpmzfglu7+uLz9ChvPL0N9yb4kSGGT75Zy7/2bzExhWK3L4KtCbLzc2N3bt3ExoaWhQ1FRtakyUiIiK3k8TE8wxa9BA7nTPxy7Awu+UiQoPr2roskRIhP9mgQCNZrVu3Ztu2bQUqTkRERERsw929NG91WkbZdINYezMv/tqLhIRTti5L5LZToDVZ7du354UXXmDfvn3UqlULBweHHI8/8sgjhVKciIiIiBSucv4VeanBB4wJf44DTjD86/bMeHINpgxn9q6PoUaTsrh5Otm6TJESrUDTBc3mqw+AmUwmMjMzb6qo4kLTBUVEROR2tXjNTN4/OoM0E9RMdWTSg8tZ9VEk3V5qgE95dzAMTNf4mU/kTlPkLdwvb9kuIiIiIiVPz+aDMX5N5sg3nxN4NpUPzw+mOs+TERdHzHsTcKpcGd/hw2xdpkiJdNO/nkhNTS2MOkRERETkFnuyzfPcV7Md1Y8aPPZjOgDHRowgeetWnCqH2bg6kZKrQCErMzOT1157jbJly+Lu7s6hQ4cAePnll5kzZ06hFigiIiIiRefh0VM5PXEkUWFdAdhdoR2ucz7Do00bG1cmUnIVKGS9/vrrzJ8/n3feeQdHR0fr8Zo1a/L5558XWnEiIiIiUrQiw2M59WcNMkoF4xcbToKbP99+cpjN6/62dWkiJVaBQtYXX3zBZ599xpNPPomdnZ31eJ06dfj7b/2FFBERESkpzh5PpGwVL57oHUTNfXPZGfgaxzwiWL7uSzIzbo9mZiK3WoEaX8TExBAWduU8XYvFQnp6+k0XJSIiIiK3RsP2FTGZTaTs3QtAn+D2PGfMJQMzZZYc54Un59m4QpGSp0AjWdWrV2fDhg1XHP/uu++oV6/eTRclIiIiIreGyWwCwN7XF5+hQ2ncdghd7OuAyeCr9K2s/P1jG1coUvIUaCRr4sSJ9O7dm5iYGCwWC99//z0HDhzgiy++4McffyzsGkVERESkiDn4+Vlbto/rvoCDcx9kh1Mi70TPxDs8iPvv6WLjCkVKjgKNZD366KOsXLmS1atX4+bmxsSJE9m/fz8rV66kZcuWhV2jiIiIiNxC9vb2fPDECkLSzMTZmXlx58v8uF4dpEVulMkwDMPWRRRX+dnVWUREROR2c+hEFKNXdiHKyYKzxWB4UF8eu28Ye9fHUKNJWdw8nWxdosgtk59sUKCRrNDQUM6ePXvF8bi4OEJDQwtySxEREREpZkIDK/FZ11+plerARRO8f3wu3676iq0/RZMcn4ZhGBgWi63LFCl2ChSyoqOjycy8sqXnxYsXiYmJuemiRERERKR48CsdyOyn1jJqrYmRyw1+OvQVABlxccSMHMWZGZ/YuEKR4idfjS9WrFhh/fy3337D09PT+nVmZiZr1qwhJCSk0IoTEREREdtzc/Ok/aPjOfbaZCqcMdhfC44OH0HptFN4tGtr6/JEip18rckym7MGvkwmE7kvc3BwICQkhKlTp9KhQ4fCrdJGtCZLRERE5F/7N61l46eRXHSphHNKFB3GPYT/XVfunSpyOyqyNVkWiwWLxUJwcDCxsbHWry0WCxcvXuTAgQO3TcASERERkX9Fhsfy3+/syfCogF9sOAlu/nz90X4itp60dWkixU6B1mQdPnwYHx+fwq5FRERERIqps8cTKVvFi269Aqm5by7/Lfs6RzwjWPbLPFuXJlLsFGgzYoA1a9awZs0a64jW5ebOnXvThYmIiIhI8dGwfUVMZhMpe/cC0NQllFnl5oFhInPhXsY9tdDGFYoUHwUayZo8eTKtWrVizZo1nDlzhvPnz+f4EBEREZHbi8lsAsDe1xefoUMZ+NSHtLeEgclgceZOxs17/IpfvIvcqQq0GXFgYCDvvPMOTz/9dFHUVGyo8YWIiIjI1VksFsbO78wvdocAaG0J5b2+P9i4KpGiUeSbEaelpXH//fcXqDgRERERuT2YzWbe6fcDT5lqAfCb+RBTF/e3cVUitlegkNW/f38WL15c2LWIiIiISAk0ptfirKmDwJdpf/H5ygkkxV9ky8pDJMVftHF1IrdegRpfpKam8tlnn7F69Wpq166Ng4NDjsfff//9QilOREREREqGN3p9x/k5D7HJ8Rwfn1mGy+pg4laFUbGOL64ejmAYmMwF+v2+SIlToJC1a9cu6tatC8CePXsKsx4RERERKYHMdnZ82Ps3vnr2PohL54fG39GUsWTExRHz3gScKlfGd/gwW5cpcksUKGStXbu2sOsQERERkRLO2cmFNo9OIOa1iVQ4A/trwT8jRuJ58SQe7draujyRWyZfIatLly7XPcdkMrF06dICFyQiIiIiJVdgl64c9/Ug6vOjAOyu0I7HJ7XHo2KgjSsTuXXyFbI8PT2Lqg4RERERuQ1EhseyY7kr6aXK43c8nH8CqrJg6nZa976bKg0UtOTOkK+QNW/evKKqQ0RERERuA2ePJ1K2ihcN7/bi1NPPsaS+J8GJ3fj8l7+YUHMcHi6uti5RpMgVaE2WiIiIiEheGraviMlsImXvXgBa2ocwp/IcUkx2nFywhtn91uLk6GTjKkWKlvpoioiIiEihMZlNANj7+uIzdCj9+kznBe/O2GPhfy4XmPRFZxtXKFL0FLJEREREpNA5+PnhO3wYDn5+dH1kCs94tAbgR4djzF8x2cbViRQthSwRERERKXLDukylWbo/ALPPfMP/9m2wcUUiRUchS0RERERuiTd7fk+lNDMJdmZe+3MoFxLjbV2SSJFQyBIRERGRW8Ld1YPJTT6hVKaFCCeDSYvaY1gySYq/yJaVh0iKv2jrEkUKhUKWiIiIiNwydao25tmgXgCscorj0/k9SI5PY+tP0STHp2EYBobFYuMqRW6OQpaIiIiI3FJ92oyhpV1dHt9gweWH3Xy5bDwAGXFxxIwcxZkZn9i4QpGbo5AlIiIiIrfc2z3m4uTtTbWjUPebvwGIGTmK5K1bcaocZuPqRG6OQpaIiIiI3HIOdg783xvrWNvzLiLDugKwO7g9/ou/x6NNGxtXJ3JzFLJERERExCYO7zyL78nnSHMLxC82nDg3H76Yup3I8FhblyZyUxSyRERERMQmzh5PpGyV0vTsU4Ga++aysdwbRHv8zX/WfGfr0kRuir2tCxARERGRO1PD9hUxmU2k7N0LQE2LM0urzsPOAo7L/6F/pzdsXKFIwWgkS0RERERswmQ2AWDv64vP0KE833cR96aWJtMMn8StYPHPb9q4QpGCUcgSEREREZty8PPDd/gwSpUty4x+q6h/0Z10k4n3Ty1i9VZNHZSSRyFLRERERIoNJwcnPnrqP9ROdeCi2cSbuyYReeyArcsSyReFLBEREREpVtxdS/H2I0sISrcQa29i4s/dSUlNsXVZIjdMIUtEREREip1ygZV5+e7XcLIY7HbO4NWFnUiKS2XLykMkxV+0dXny/+3deXhU5cH+8fvMkskeErJA2HeLbAJCKS4IKFCkCOJrFdsULa02IDSvWvGnoG+1WhfUtuCO1KoVN7CKooILaEVCIJEdwi5bIJBAErLNPL8/AoNhTXCSk0m+n+vKdeU8c2Zyz0x7lbvPc56Ds6JkAQAAoE66pOdojWs0XJYx+sC1S2+9PVXp87epKL9UxhgZn8/uiMBpUbIAAABQZ6WO+qvSFjdS2lyf3j+UKUkqz8vTrkmTdWDGTHvDAWdAyQIAAECddvXou9V1h5Q6r+J4yx9uVVF6ujwd2tuaCzgTbkYMAACAOi3+6quV17qDsh5bIkla0+4aRfzCq7FDh9qcDDg9ZrIAAABQp2Vn5OjLl3NkYtspMSdDhRFJyvk8WWu/zrY7GnBalCwAAADUabm7C9SsYyONHhuvLmtnKavpg9oZna3/fDJb5eXldscDTsFyQQAAANRpfYa3keWwdHTNGknSxXH99Wzky5KxtGrWYj3/608UERpqc0rgBGayAAAAUKdZDkuS5EpIUHxqqn533RT9JnyAXPLpO88h/e7Vq+X1eW1OCZxAyQIAAEBQcCcmKmHiBLkTE/W/1/1d90QNlssYfefepztevcHueIAfJQsAAABB6bprn9LvHT0kSQvNOr06/35b8wDHUbIAAAAQtH5/0ysaWJwoSZq57y19sPh1mxMBlCwAAAAEMcvh0J9vek8dSl064nTosU0P6cvvvrQ7Fho4ShYAAACCWnREpJ4ZPU9tSqWDLoce+3ai9u/Zq2Xvb1Fhfond8dAAUbIAAAAQ9JIat9LjVzyvuHKvtrt9evqN25Q+f5uK8ktljJHx+eyOiAaEkgUAAIB6oWP7fro78yKlzfUp03tUklSWe0C7Jk3WgRkzbU6HhoSSBQAAgHqj//BfqcdOl9LmVsxcbZ5wq4rS0+Xp0N7mZGhIKFkAAACoN6KHDlX7uZ9oe/uK+2ataz9GL9/QXNFDh9qcDA0JJQsAAAD1RnZGjt782yb5YlsrMSdDhRGJarzxJj0+8xm7o6EBoWQBAACg3sjdXaBmHRtp1Nh4dVk7S1biP7Q7OltbD2zWpm3r7Y6HBsJldwAAAAAgUPoMbyPLYenomjWSpHFX36/rsn6vPU6Hyj7+Qs/c8l85XSE2p0R91yBmskaNGqXY2FiNGTPG7igAAACoQZbDkiS5EhIUn5qq8JYd9Ief/Eku+fRNaIlu/9fVKiv32pwS9V2DKFmTJk3SK6+8YncMAAAA1BJ3YqISJk6QOzFR1/zsV7rWGiyHMVrs2KP7/jXB7nio5xpEyRowYICioqLsjgEAAACb3JvylG5wdJAkfabF+vzbd21OhPqszpesxYsXa8SIEUpOTpZlWZo3b94p58yYMUOtW7dWaGio+vbtq2XLltV+UAAAANRpd944RxeWhuiow6HHVt2nAzkb7Y6EeqrOl6zCwkJ1795dM2bMOO3jc+bMUVpamqZNm6YVK1aoe/fuGjJkiHJycmo5KQAAAOoypytE9w95RQnlRjvdDk2ad50KCvbbHQv1UJ0vWcOGDdODDz6oUaNGnfbx6dOna/z48Ro3bpw6d+6sZ599VuHh4Zo1a1a1/1ZJSYkOHz5c6QcAAAD1xwUtL1RqpwcU5jP6zuPTzf8equ/37NWy97eoML/E7nioJ+p8yTqb0tJSZWRkaPDgwf4xh8OhwYMH65tvvqn26z388MOKiYnx/7Ro0SKQcQEAAFAHXHvJtbq92QRFer1a5y7Rn+ekKn3+NhXll8oYI+Pz2R0RQS6oS9aBAwfk9XqVlJRUaTwpKUl79+71Hw8ePFjXXXedPvzwQzVv3vyMBWzKlCnKz8/3/+zcubNG8wMAAMAeN111qx7L6qH/nevVrvJCSVJ53iHtmjRZB2bMtDkdgl2DuBnxwoULq3Sex+ORx+Op4TQAAACoC7oN+7Ui7lmllnN9WtdV2nLb75Xgy1f0z4fZHQ1BLqhnsuLj4+V0OrVv375K4/v27VOTJk1sSgUAAIBgED10qNq887G2tr9ekrSm/WjNGZ2sqCFDbE6GYBfUJSskJES9evXSokWL/GM+n0+LFi1Sv379bEwGAACAui47I0fv/GOzTGxbJeZkqDAiSWHbf62//v1Bu6MhyNX55YIFBQXKzs72H2/dulWZmZmKi4tTy5YtlZaWppSUFPXu3Vt9+vTRU089pcLCQo0bN87G1AAAAKjrcncXqFnHRurTU9r3q1na0fMC7S66VIfyD+vzjLd1Ra8xdkdEkKrzJWv58uW64oor/MdpaWmSpJSUFM2ePVvXX3+99u/fr6lTp2rv3r3q0aOHFixYcMpmGAAAAMAP9RneRpbD0tE1ayRJt/3iAU3++mYtDyvVkYyPdMlPBskdHmtzSgQjyxhj7A5RVx0+fFgxMTHKz89XdHS03XEAAABQA8pycpQ35001uv5/tL5gt3775U0qclgafDRK0379qRqFR9gdEXVAdbpBUF+TBQAAAPxY7sREJUycIHdiorq27aERcddKkhaGHdH/vP5zlXu9NidEsKFkAQAAAD9w78gHdF/kQIX7fNrjPqiZC/9hdyQEGUoWAAAAcJL/GfWkRpTESJIW7nhRvpJCmxMhmFCyAAAAgJM5HPrV1S8pzGe0NUT6++s32J0IQYSSBQAAAJxGq+Y/UT9Pf0nSi46tuvPft9icCMGCkgUAAACcwfRfztTw8paSpAWlyzT785dUmF+iZe9vUWF+ic3pUFdRsgAAAIAzcDqcevg38zS8KFSWMXo1e7o2bd6p9PnbVJRfKmOMjM9nd0zUMZQsAAAA4Cwsp1t3jXlDKV96NfYDozcX3ClJKs/L065Jk3VgxkybE6KuoWQBAAAA5xCX0E7duw1V5x1Gg+dX7DS4a9JkFaWny9Ohvc3pUNe47A4AAAAABIPBf3xSU50Fap7RR5K0ruXPNfLeKxTdoa3NyVDXMJMFAAAAVEF2Ro5abv+VjkY0VWJOhnIj4vXSU6t11wuPyxhjdzzUIZQsAAAAoApydxeoecdYDRoVpy5rZ+mr5g9rZ0y29u/bp3lrP7c7HuoQlgsCAAAAVdBneBtZDktH16zRNkmjm/fXtwXPaHl4mPK+WqJhHb5SaAj/vAYzWQAAAECVWA5LkuRKSFB8aqquG/onpfa6W075lB1aqOdfvdXmhKgrKFkAAABANbgTE5UwcYLciYnq2PcWXRbSTpL0gvNbpb0+huuzQMkCAAAAfoxHxryuy0qTZBmjT8s26NHXbrI7EmxGyQIAAAB+hPCQCP395k80urSDJOmN8iz930vXqLCkwOZksAslCwAAAPiRHE6H7rvlHfUyzVRuWXrLtVnXzrlaXp/X7miwASULAAAACACn06EXfv2+xqmrIn0+7TK5eumL/2jZ+1tUmF9idzzUIkoWAAAAECBuh1t/vOFFDSvwScbo61VvKX3+NhXll8oYI+Pz2R0RtYCSBQAAAASQFRKua7b1VNpcn/LKciVJ5Xl52jVpsg7MmGlzOtQGShYAAAAQYK0H3aSuO4wmza3Yzn3XpMkqSk+Xp0N7m5OhNnBLagAAACDAon8+TOvzV6poQYIkaV2ba3TNtCsV1aqJzclQG5jJAgAAAAIsOyNHJcsv1dGIJCXmZCjPE603n96g7Iwcu6OhFlCyAAAAgADL3V2gZh0bqdvAfHVZO0tftnhYxrVSB3fk2h0NtYDlggAAAECA9RneRpbD0tE1Dm2TVOos0As/eUFX7fu3Vi/7f7q5zy/sjogaxEwWAAAAEGCWw5IkuRISFHvbbbLCmqnI4dC8sCI9vfb/afGW9TYnRE2iZAEAAAA1xJ2YqCaTbtfzN7+lEa5B6lxSIp8lPbb4QbujoQZRsgAAAIAalhQZrb+MfUp/9FwgSdquLH2e/Z3NqVBTKFkAAABALfnpyBm6vKhYxpJeWnK/3XFQQyhZAAAAQG1p1EJXJw6TJK3XRu3av93mQKgJlCwAAACgFl014q9qXWpU4rD0n7f/R9rDssH6hpIFAAAA1CJHSJh6NPq5JOndkMN68/VhuvLF3hrxxvUq95XbnA6BQMkCAAAAatltQ6bI5Y3SXpdLf46P0153ibaVrNUrS97Rsve3qDC/xO6I+BEoWQAAAEAtS46O1ZxfvKVEXSqHz60OxeWSMfp85b+UPn+bivJLZYyR8fnsjorzQMkCAAAAbNAxvpkWpczUil8v11++H6I75np1qLxiuWB5Xp52TZqsAzNm2pwS54OSBQAAANjI6XQouf9Qdd3pVNrcipmrTX/4nYrS0+Xp0N7mdDgfLrsDAAAAAA1d9NChSm7XQSsf/EKStL7daC3qX6wHhg61NxjOCzNZAAAAgM2yM3I0/9ndMrFtlZiTocKIJDXKaq0VX+2yOxrOAyULAAAAsFnu7gI169hIo8fGq8vaWfqm2UPaGbNJy5cvtTsazgPLBQEAAACb9RneRpbD0tE1ayRJnY30TqeXlV/s0e/MaMmybE6I6mAmCwAAALCZ5agoUa6EBMWnpuqiiybLMkbLQkuU+e3zKi7z2pwQ1UHJAgAAAOoId2KiEiZO0MBBY9S6IFaS9NLyp3XP61/ZnAzVQckCAAAA6pioULccjnGSpC+inAo5dLv25OyzORWqipIFAAAA1EFTrx6l7rpUkjQ/1qc73xuq/31job77Ps/eYDgnShYAAABQB/VsGatXU2bql1E3KMxnlBVSrvSCNE18822u0arjKFkAAABAHTZ+cJoSto9Wi9JyHXIb5cc+rXs+ec3uWDgLShYAAABQhyVGh+qiHtep06EUXVFYJK9DWrT/cX2c/bXd0XAGljHG2B2irjp8+LBiYmKUn5+v6Ohou+MAAACggStf/LjuWP2MFkWEy2NC9fmNnykqJMruWA1CdboBM1kAAABAkHBd+r+6J6K3WpaVqcQq1sufvaFl729RYX6J3dHwA5QsAAAAIFhYlhJ/+ZIuP+qWjNGadR8off42FeWXyhgj4/PZnRCiZAEAAADBxROpK/cOUNpcn/Z6iyVJ5Xl52jVpsg7MmGlzOEiULAAAACDotLt0uLrskCbNrdheYdekSSpKT5enQ3ubk0GSXHYHAAAAAFA90UOH6rMjWYr9IE6S9F3L4RrzwHBFt25iczJIzGQBAAAAQSc7I0eNl/ZTcWSyEnMylB+RoFenf6fsjBy7o0GULAAAACDo5O4uUPOOsbrpNy3VZe0sfd38L8oNX62D3+fbHQ1iuSAAAAAQdPoMbyPLYenomjWSpDLHEb35k5d1le97SdPtDQdmsgAAAIBgYzksSZIrIUHxqalqFNZCkvTo/vlanvmBndEgShYAAAAQtNyJiUqYOEEpwx9VhNfSRk+IJq6YorV7ttgdrUGjZAEAAABBbmD7bnrh8pfVrrRcBU7p7x/cKhljd6wGi5IFAAAA1ANd2/XSLc1ulCQtde/WxucH68Nv3lW/Vwfp+ayXbE7XsFCyAAAAgHpixLB71c4br3LL0kzvNr2TdbcKvDmamfmMjpQesTteg0HJAgAAAOoLy9LEy5+QjEOLIsK1LMwjSfKqRM8un2NzuIaDkgUAAADUI4Pa9VRH943+4+ZlZZKkt9fO0urNB7Ts/S0qzC+xK16DQMkCAAAA6plHBv9Bvrz+cpe11T9iL1Ok16si12E9MOc5pc/fpqL8UhljZHw+u6PWS9yMGAAAAKhnOiRF6bNxTyksxKlol9F94/to38FSLei/WFI/lefladfj98rToYMSJk6wO269w0wWAAAAUA8lRYcqOtQtuULUb8Rd6rLD6PfvVWzrvmvSZBWlp8vTob3NKesnZrIAAACAei529I0qcOzX5rnhkqS1bUZq1LSrFNWqic3J6idmsgAAAIB6LjsjR1uW9FRJeJISczJ0MLSR5vxto7IzcuyOVi9RsgAAAIB6Lnd3gZp1bKQLu29Tl7Wz9FXzv8hKOqyDuwvsjlYvsVwQAAAAqOf6DG8jy2Gp4Dtp51PPqNRZoMyEx3Xz8M/tjlYvMZMFAAAA1HOWw5IkeZokafOgi3QoUlrty9G3qxer1/Qn9ZcP19icsH6hZAEAAAANhDsxUf0ff0GF4ZYOuJy6M32CShvP0msbXtTRUq/d8eoNShYAAADQgMSGRah1WCdJUt6xi4ccsQv1/LL3bExVv1CyAAAAgAZmxIVX+3/vVlwiWdJ/Nj4gn7fcxlT1ByULAAAAaGCGtR2qOE+8ukZfqSlt/lcRPp9ynD4tW/6s3dHqBXYXBAAAABqYJhFN9MX1n0mSjJHaPvNvrYrM1dys2fpp3wk2pwt+zGQBAAAADZBlWbIsSw6HpS6tx0mSlriOqnDzF/YGqwcoWQAAAEADN2nwjYopd+mI06E5Cx+wO07Qo2QBAAAADVyEx62LY4dLkl5279O2jUtsThTcKFkAAAAA9NCI+5Rc6lae06lHvphid5ygRskCAAAAoHC3R6kX3C5J+m9Inr7+epYkqTC/RMve36LC/BI74wUVShYAAAAASdIvLv2NLi4OlbEsvbfyQb3+5A3618IMpc/fpqL8UhljZHw+u2PWeZQsAAAAAH4jfzpdkhS5MlQlX2Tpi+yKjTDK8/K0a9JkHZgx0854QYGSBQAAAMBvZPdLFeXtqZ0JljrvMPrdf4wkacsf/qCCZcvk6dDe5oR1HzcjBgAAAFDJm6Of0uyVi1RwpUdbXtkrSVrT7hd6r8e7mjPwEpvT1X3MZAEAAACopHmjWP0y+jJt+7CRyqNbKzEnQ4URibpi82165KVn7Y5X5zGTBQAAAOAUubsL1KxjI/XpKe371SyF/iRen5tRyj+wT9sPblOruNbyGZ8cFvM2J+MTAQAAAHCKPsPbaOjvuyosvKIyDBj5sPa3fEHLWnysV5Y8rKV7lupn//6Z5m6aa3PSuoeSBQAAAOAUlsOSJLkSEhSfmqrQ1h2VWN5Osoz271+h/+76rwrLCvXp9k9tTlr3ULIAAAAAnJE7MVEJEyfInZio0vjLJUn53jztPbhJkvTV9jXalXfUzoh1DiULAAAAQJW0atpVkpTjdGrfgTWSJOM6qHdWbrYzVp1DyQIAAABQJRclt5Ik5Thd2nv0gH/8yy2r7YpUJ1GyAAAAAFTJxS1aS5JKHZZ2u5z+8bW5m1RS7rUpVd1DyQIAAABQJdGhYbJ8kaeM+1x7tXJH3lmfu3RLrn728CJ9smZvDaWrOyhZAAAAAKoswhl3ypgrapXuX/ZHfbXrKxXml2jZ+1tUmF9S6ZxF6/Zpd36xPlpNyQIAAAAAv5bRTf2/u4yRJDlCDml38Qo9+u3jKsovVfr8bSrKL5UxRsbnkyTlFpZKknY3gJ0IKVkAAAAAqqxzYgv/71FHG/t/H7PEp1H/3KjSg4ckSU8vnKFXR/XW1icfkyTlFhbLk/QfbStZUruBbUDJAgAAAFBliRGJ/t/3FV+gztFt5DbSzgRLnXcYfT/hVknSwJc+U8ftRfrCHJYk7Sleq5C4/6owYq58PmNL9tpCyQIAAABQZU3Cm/h/v7FXV/3rF2/r89Efanv7UE0ZF6MNba+RJGW3v05TxsVoWcd4SdKh8p2SJMtVoO/z82s9d22iZAEAAACossTwEzNZvZu3UYgzRDHRLdSscJR+vvEe5UUmKTEnQ4URSfr5xnukbRXnFpld/uet3re1llPXLkoWAAAAgCr7YclKCk/y/97K21a7o7O1uPnD6rJ2lv7b7CHtjs6W87BDxWVe+VwndhXckLujVjPXNkoWAAAAgCqrVLIiTpSsFpc11qedXlaps0CSNKpwrz7t9LLSm3yh3MJSOTw5/nO35p29ZBWVFWn26tnaeWRngNPXDkoWAAAAgCqLDolW/2b91T2hu5Ijkv3jV7TpLkk6FCnN6ROvNuGhkiSHdmvbwX1yuAr95+4p3H3Wv/HE8if0RMYTuunDm2rgHdQ8l90BAAAAAAQPy7L07OBnZYyRZVn+8baNm8gqj1Ve5CHN7Xqtbuh2SNr7rkqdhVq9f32l13AcTj/r3/h85+eSpIPFBwP/BmoBM1kAAAAAqu2HBeu49rpVR3ePUde4n6plvz9IksocltZvfU+SFHJs63af73vp2E2KT6egrKAGEtceShYAAACAgLi0ZW+V5/fWT9s0Vlh0ksK9TknS7iP/lST1LS6uOHY5pLxtZ3ydo+VHazxrTaJkAQAAAAiI2wa007M39dT4y9oeG0mQJG1weyVJ3UojJEmHnU4d2nn6JYOl5SfNcO1YWiNZaxIlCwAAAEBAhLqdGtqlqTyuihksj7Ni90GvZckyUmH76QrzVlSQLdu/Pe1rzF35feUBR/BtI0HJAgAAAFAjYkLi/b97j7ZQUuP2ivRWzGZ9v3/NaZ+zbOuhygMR8ac9ry6jZAEAAACoEQlhJ+6pVXakixpHhCjc0USStKJk12mf4/vBhhihPp8UkVCzIWsAJQsAAABAjUiOPHGz4rIjFyouIkQdokZIkv4TLu3O3XjKc7wq9v8e5jNSSETNBw0wShYAAACAGnFl+4obFHuLm8rlS1CrxhHqkjxAPY6Wq9yy9OQ3j+tIcVml55SaI/7frSCtK8F3FRkAAACAoHB5696a4ZyhosJ4JUcmq0lMqFrGheuy3EbKbF6gT/cv0+G3svTcr3r7n1OmEyWr9DT34goGlCwAAAAANeayFpdVOm4ZF641xW0krZLX4dXHa3dKOlGyfjiTVRakJSs4598AAAAABKUWcWHa7G0tlzGSJMtZVOnxH85klVlGXp+p1XyBQMkCAAAAUGvCQ1xab1opxluxi2BUeLEK80u07P0tKswvqTST5bOkMq/XrqjnjZIFAAAAoFZtMU0V4/PJMkaNtUtF+aVKn79NRfmlKvMdlmVOzF4Vl5famPT8ULIAAAAA1Kq0IZ3l9ro1ZolPqV9+ovK8PElSeV6exr7zjcZ8deJeWUfLS2xKef4oWQAAAABqVeoV7ZUUGaedCZba7Duk7ydNliTtmjRZbXcc1M74ExteFJcF30wWuwsCAAAAqHWNwhP0n58cVHJ4gjruuFaStLHdGL3Z7T1tjlnjP+8oywUBAAAA4Nxio5urbW4Pxe+brKLIpkrMydDRyCa6dONNapvbw39eMcsFAQAAAODcGsW2VVxRU5VErNfAq13qsnaWRo2N157oLYorauI/j+WCAAAAAFAFjaKStbz5i4osKlRIYROVSgoLd+jTjrPk04mNL0q8wVeymMkCAAAAUOsaeRpJllGe0ynLHFB8aqpc8QnyWV7JMnIf61nBuIU7M1kAAAAAal2MJ0aSlOdwyO3dp4SJf1W5r9z/uMdYKpNhJgsAAAAAquJ4ycp3OuTO2yJJKvOV+R93+iqqChtfAAAAAEAVNPI0kiTlOxxyH64oWT+cyXL6KhbdlXrLTnluXdcgStaoUaMUGxurMWPG2B0FAAAAgE7MZPksS+UFOyWfr1LJsnxuScF5TVaDKFmTJk3SK6+8YncMAAAAAMd4nB45TIgkqcDySoe/9y8XdBoj37HHSrkmq24aMGCAoqKi7I4BAAAA4AdcipRUsWRQudn+mSyXMSo/XrJ8lKxqW7x4sUaMGKHk5GRZlqV58+adcs6MGTPUunVrhYaGqm/fvlq2bFntBwUAAAAQUG6romTlOR1S7mb/TJZLUrnPI4mZrPNSWFio7t27a8aMGad9fM6cOUpLS9O0adO0YsUKde/eXUOGDFFOTo7/nB49eqhLly6n/Ozevbu23gYAAACAagpxHCtZjoqSVX7s+iu3MSo1oZKC82bEtt8na9iwYRo2bNgZH58+fbrGjx+vcePGSZKeffZZzZ8/X7NmzdLdd98tScrMzAxIlpKSEpWUnNgi8vDhwwF5XQAAAACnCnVEST5pSmK8lu//SjcUj5YkuYxUajxySipjd8HAKi0tVUZGhgYPHuwfczgcGjx4sL755puA/72HH35YMTEx/p8WLVoE/G8AAAAAqBDpjPf//o7J1+HDOyVJTiP5TMXuglyTFWAHDhyQ1+tVUlJSpfGkpCTt3bu3yq8zePBgXXfddfrwww/VvHnzMxa0KVOmKD8/3/+zc+fOH5UfAAAAwJl1iRwpd85l/uOiI7skSZYcMqZi0V0wzmTZvlywNixcuLBK53k8Hnk8nhpOAwAAAECSGnka62DuMMUkfCmfZWnP9lUVDxiHZJyS5N8MI5jU6Zms+Ph4OZ1O7du3r9L4vn371KRJE5tSAQAAAAiEULdDkiWXsSRJ27ZmVTxgnNKxmSx2FwywkJAQ9erVS4sWLfKP+Xw+LVq0SP369bMxGQAAAIAfK9RVMVvlOFay4h37JUnGOGWOzWSVm3J7wv0Iti8XLCgoUHZ2tv9469atyszMVFxcnFq2bKm0tDSlpKSod+/e6tOnj5566ikVFhb6dxsEAAAAEJw87mNzPsYpqVxeZ0Wh8hmXfyarLAg3vrC9ZC1fvlxXXHGF/zgtLU2SlJKSotmzZ+v666/X/v37NXXqVO3du1c9evTQggULTtkMAwAAAEBwOT6TVbHJRbmOWhUzWl7jlnyUrPM2YMAAGWPOes6ECRM0YcKEWkoEAAAAoDaEuitKVsV27cUqsipmtrzGfWK5oC/4lgvW6WuyAAAAANRfoceWC5aZEElSkcM6duzxLxcsZ3dBAAAAAKgaz7Hlgt5jJev4csEyE/KDjS8oWQAAAABQJaGVNr6QihwVx6U/mMnyMpMFAAAAAFVz/Jos4y9ZFTNZ5SbEX7yYyQIAAACAKvK4js9kVcxaHbV+MLNlji8lZOMLAAAAAKiS4zNZxwvV8WuyKm5GfGzjC2ayAAAAAKBqjt+M+PhywUOu8GOPOGUdu9uUl5IFAAAAAFVzfHfB48sFCx3HbuNrHHLKLUnysVwQAAAAAKrm5N0Fy1V87Nglh8VMFgAAAABUS4jz+HLBYzNYMseOHXIdm8nyipIFAAAAAFViHdvo4vhMlp9xynFs6SDLBQEAAACguk5TslxWiCTJJ0oWAAAAAFSPf7ng8WOnnMeuyTKULAAAAACoOrfT8m/hfpwxTjmtimuyjHzy+rx2RDtvlCwAAAAAtvn6TwPVIbHRSaNOuZ1u/1Gpr7RWM/1YlCwAAAAAtkmMDlXzmKjKgz9YLihJZb7g2mGQkgUAAADAVj8sVNKxLdwdJ8ZKvcxkAQAAAECVOaxTN75wO5wyvorxMi8zWQAAAABQZcc3ufAzTrmcln9rd5YLAgAAAEA1OHWaLdwdlsyxrd1ZLggAAAAA1XDqNVlOuRwnZrLYXRAAAAAAquGU5YKqmMk6fpPiYFsu6Dr3KQAAAABQcxynXJPlkMvhUOHWVF2QFKMujbvYE+w8MZMFAAAAwFanLhd0VWx84Y2Q8YbJ6XDalOz8ULIAAAAA2Mqp081kWZKkcp/PhkQ/DiULAAAAgK1Od58s57GS5fUZGxL9OJQsAAAAALY67X2yHBVVpZySBQAAAADVc7ot3I/PZJV7KVkAAAAAUC0nlywdv0+WmMkCAAAAgGo73X2yXM7j12Sx8QUAAAAAVIvj5Nv3GqecXJMFAAAAAOfndNdkudhdEAAAAADOz6m7CzpObHxByQIAAACA6jndfbL8G194uSYLAAAAAKrFIeepI8c2vvAZyRdks1mULAAAAAC2sixLxlcxm2XJJcmS23GiqngNJQsAAAAAqsdUzGYdn9U6fk2WFHybX1CyAAAAANjOHCtZ1rGS5fpByQq2zS8oWQAAAADsZyqWCx6/Z9bxa7IkyeulZAEAAABA9Zw0k+W0TpSsMl9w7TBIyQIAAABgO3N8JuvYdu6WdeK6LK7JAgAAAIDqOmkmSzpxXRbXZAEAAABAdZ2lZHFNFgAAAABU10kbX0gnlguWc00WAAAAAFTPyVu4S5LLWVFXuCYLAAAAAKrLfzPiU2eyylguCAAAAADVZI7vKniaa7KYyQIAAACA6jGnmclyObkmCwAAAADOz2l3F+SaLAAAAAA4P2fdXZCSBQAAAADVctrdBbkmCwAAAADO01l3Fwyua7Jc5z4FAAAAAGrYaXYX/Ou13XS0zKuOiVF2pTovlCwAAAAAtjuxXPBERenSLMauOD8KywUBAAAA2M5XnCxJirJa2pzkx2MmCwAAAIDtyo900wDPZXJbEUrXLrvj/CjMZAEAAACoE9xWhN0RAoKSBQAAAAABRMkCAAAAgACiZAEAAABAAFGyAAAAACCAKFkAAAAAEECULAAAAAAIIEoWAAAAAAQQJQsAAAAAAoiSBQAAAAABRMkCAAAAgACiZAEAAABAAFGyAAAAACCAKFkAAAAAEECULAAAAAAIIEoWAAAAAAQQJQsAAAAAAoiSBQAAAAABRMkCAAAAgACiZAEAAABAAFGyAAAAACCAKFkAAAAAEECULAAAAAAIIEoWAAAAAAQQJQsAAAAAAshld4C6zBgjSTp8+LDNSQAAAID662jhEflKilRcVCBLkq+kSEcLj9Spf4cfz3K8I5yNZapyVgP1/fffq0WLFnbHAAAAAFBH7Ny5U82bNz/rOZSss/D5fNq9e7eioqJkWZbdcXT48GG1aNFCO3fuVHR0tN1xUMP4vhsevvOGh++84eE7b3j4zusPY4yOHDmi5ORkORxnv+qK5YJn4XA4ztlS7RAdHc1/SRsQvu+Gh++84eE7b3j4zhsevvP6ISYmpkrnsfEFAAAAAAQQJQsAAAAAAoiSFUQ8Ho+mTZsmj8djdxTUAr7vhofvvOHhO294+M4bHr7zhomNLwAAAAAggJjJAgAAAIAAomQBAAAAQABRsgAAAAAggChZAAAAABBAlKwgMWPGDLVu3VqhoaHq27evli1bZnck1KDFixdrxIgRSk5OlmVZmjdvnt2RUIMefvhhXXzxxYqKilJiYqKuueYabdiwwe5YqEHPPPOMunXr5r85ab9+/fTRRx/ZHQu15JFHHpFlWZo8ebLdUVBD7r//flmWVennggsusDsWahElKwjMmTNHaWlpmjZtmlasWKHu3btryJAhysnJsTsaakhhYaG6d++uGTNm2B0FteDLL79Uamqqli5dqk8//VRlZWW66qqrVFhYaHc01JDmzZvrkUceUUZGhpYvX66BAwdq5MiRWrNmjd3RUMPS09P13HPPqVu3bnZHQQ278MILtWfPHv/PV199ZXck1CK2cA8Cffv21cUXX6x//OMfkiSfz6cWLVpo4sSJuvvuu21Oh5pmWZbmzp2ra665xu4oqCX79+9XYmKivvzyS1122WV2x0EtiYuL02OPPaZbbrnF7iioIQUFBerZs6dmzpypBx98UD169NBTTz1ldyzUgPvvv1/z5s1TZmam3VFgE2ay6rjS0lJlZGRo8ODB/jGHw6HBgwfrm2++sTEZgJqSn58vqeIf3aj/vF6v3njjDRUWFqpfv352x0ENSk1N1fDhwyv9bzrqr02bNik5OVlt27bV2LFjtWPHDrsjoRa57A6Asztw4IC8Xq+SkpIqjSclJWn9+vU2pQJQU3w+nyZPnqz+/furS5cudsdBDVq1apX69eun4uJiRUZGau7cuercubPdsVBD3njjDa1YsULp6el2R0Et6Nu3r2bPnq1OnTppz549euCBB3TppZdq9erVioqKsjseagElCwDqkNTUVK1evZq1+w1Ap06dlJmZqfz8fL399ttKSUnRl19+SdGqh3bu3KlJkybp008/VWhoqN1xUAuGDRvm/71bt27q27evWrVqpTfffJMlwQ0EJauOi4+Pl9Pp1L59+yqN79u3T02aNLEpFYCaMGHCBH3wwQdavHixmjdvbncc1LCQkBC1b99ektSrVy+lp6fr6aef1nPPPWdzMgRaRkaGcnJy1LNnT/+Y1+vV4sWL9Y9//EMlJSVyOp02JkRNa9SokTp27Kjs7Gy7o6CWcE1WHRcSEqJevXpp0aJF/jGfz6dFixaxdh+oJ4wxmjBhgubOnavPPvtMbdq0sTsSbODz+VRSUmJ3DNSAQYMGadWqVcrMzPT/9O7dW2PHjlVmZiYFqwEoKCjQ5s2b1bRpU7ujoJYwkxUE0tLSlJKSot69e6tPnz566qmnVFhYqHHjxtkdDTWkoKCg0v/btXXrVmVmZiouLk4tW7a0MRlqQmpqql5//XW99957ioqK0t69eyVJMTExCgsLszkdasKUKVM0bNgwtWzZUkeOHNHrr7+uL774Qh9//LHd0VADoqKiTrnGMiIiQo0bN+bay3rqjjvu0IgRI9SqVSvt3r1b06ZNk9Pp1A033GB3NNQSSlYQuP7667V//35NnTpVe/fuVY8ePbRgwYJTNsNA/bF8+XJdccUV/uO0tDRJUkpKimbPnm1TKtSUZ555RpI0YMCASuMvv/yyfvOb39R+INS4nJwc/frXv9aePXsUExOjbt266eOPP9aVV15pdzQAAfD999/rhhtuUG5urhISEnTJJZdo6dKlSkhIsDsaagn3yQIAAACAAOKaLAAAAAAIIEoWAAAAAAQQJQsAAAAAAoiSBQAAAAABRMkCAAAAgACiZAEAAABAAFGyAAAAACCAKFkAAAAAEECULAAAAAAIIEoWAACoVaNGjVJsbKzGjBljdxQAqBGULAAAUKsmTZqkV155xe4YAFBjKFkAANsNGDBAkydPtjtGvZWbm6vExERt27bN7iiSKr7vqKioU8Z/+ctf6oknnrAhEQAEFiULAILY/v37ddttt6lly5byeDxq0qSJhgwZoq+//jogr3+m8hPoUvTuu+/qz3/+c8Bezy51tSw+9NBDGjlypFq3bm13lLO699579dBDDyk/P9/uKADwo7jsDgAAOH/XXnutSktL9c9//lNt27bVvn37tGjRIuXm5todrUpKS0sVEhKiuLg4u6PUKcc/l0AoKirSSy+9pI8//jggr3cuPXr0UHl5+Snjn3zyiZKTk8/63C5duqhdu3Z69dVXlZqaWlMRAaDmGQBAUDp06JCRZL744osznuP1es1f//pX065dOxMSEmJatGhhHnzwQf/jH330kenfv7+JiYkxcXFxZvjw4SY7O9sYY0xKSoqRVOln69atZxz3er3mL3/5i2ndurUJDQ013bp1M2+99ValPJdffrlJTU01kyZNMo0bNzYDBgzwj0+aNMn/+8SJE82dd95pYmNjTVJSkpk2bVql1zl8+LC58cYbTXh4uGnSpImZPn16pdc42XPPPWeaNm1qvF5vpfFf/OIXZty4cZU+r7O9h7N9nmf6XIqLi83EiRNNQkKC8Xg8pn///mbZsmVV+lxOZ926dWbAgAHG4/GYDh06mPnz5xtJZuXKlac9/6233jIJCQmVxrKzs40k8/7775uBAweasLAw07FjR7N06VL/OVu3bjWSzNtvv20uvfRSExoaanr37m22b99uFi9ebPr27WvCwsLMwIEDzaFDh86Y90w+//xzc+21154y/sADD5hLLrmk2q8HAHUJJQsAglRZWZmJjIw0kydPNsXFxac956677jKxsbFm9uzZJjs72yxZssS88MIL/sfffvtt884775hNmzaZlStXmhEjRpiuXbsar9dr8vLyTL9+/cz48ePNnj17zJ49e0x5efkZxx988EFzwQUXmAULFpjNmzebl19+2Xg8nkol8PLLLzeRkZHmzjvvNOvXrzfr16/3j/+wZEVHR5v777/fbNy40fzzn/80lmWZTz75xP86v/3tb02rVq3MwoULzapVq8yoUaNMVFTUGUvWwYMHTUhIiFm4cKF/LDc395Sxc72Hs32eZ/pcbr/9dpOcnGw+/PBDs2bNGpOSkmJiY2NNbm7uOT+Xk61bt85ER0eb++67z2RnZ5t3333XNG7c2LjdblNSUnLa59x+++1m6NChlcbeeecdY1mWueKKK8znn39uNm7caAYPHlyp3M2bN89IMoMGDTJLliwxK1asMC1atDCXXnqp+fnPf27S09PN0qVLTePGjc306dNP+7fP5kwl66OPPjIhISFn/M80AAQDShYABLG3337bxMbGmtDQUPOzn/3MTJkyxWRlZRljKmZ7PB5PpVJ1Lvv37zeSzKpVq4wx5oyzQyePFxcXm/DwcPPf//630nm33HKLueGGGyo976KLLjrr611++eWnzGRcfPHF5k9/+pP/fbnd7kozTHl5eSY8PPyMJcsYY0aOHGluvvlm//Fzzz1nkpOT/bNb53oPVfk8T/5cCgoKjNvtNq+99pp/rLS01CQnJ5tHH3200vNO97mcbODAgZVm3owxZvTo0aZr165nfM7J79sYY6ZOnWpiY2NNTk6Of+xvf/ubufDCC/3H999/v4mLizMHDhzwj910002mdevWprCw0D82dOhQc9ddd50z+w8NGjTIxMfHm7CwMNOsWbNKn3lWVpaRZLZt21at1wSAuoRrsgAgiF177bUaPny4lixZoqVLl+qjjz7So48+qhdffFGdO3dWSUmJBg0adMbnb9q0SVOnTtW3336rAwcOyOfzSZJ27NihLl26VDlHdna2ioqKdOWVV1YaLy0t1UUXXVRprFevXud8vW7dulU6btq0qXJyciRJW7ZsUVlZmfr06eN/PCYmRp06dTrra44dO1bjx4/XzJkz5fF49Nprr+mXv/ylHA5Hld7DunXrzvl5nmzz5s0qKytT//79/WNut1t9+vTRunXrKp17rs9l+/bt+uyzz5SVlVVpPCQkRN27dz/j844eParQ0NBKY1lZWRo5cqQSEhL8Y1u3blX79u0rnTNq1Cg1btzYP7Zjxw5df/31Cg8PrzQ2cuTIs2Y/2cKFC8/4WFhYmKSKa8kAIFhRsgAgyIWGhurKK6/UlVdeqfvuu0+//e1vNW3aNH3wwQfnfO6IESPUqlUrvfDCC0pOTpbP51OXLl1UWlparQwFBQWSpPnz56tZs2aVHvN4PJWOIyIizvl6bre70rFlWf4CeL5GjBghY4zmz5+viy++WEuWLNGTTz7pf/xc7yEvL+9H/f1zOdfnkpmZKbfbrc6dO1caX716tVJSUs74vPj4eB06dKjSWFZWlqZMmXLK61922WWVjk8+JysrS3/84x/9x8XFxdqwYcNZS151HTx4UJIqFUAACDZs4Q4A9Uznzp1VWFioDh06KCwsTIsWLTrtebm5udqwYYPuvfdeDRo0SD/5yU9O+cd4SEiIvF7vKc89ebxz587yeDzasWOH2rdvX+mnRYsWAX1/bdu2ldvtVnp6un8sPz9fGzduPOvzQkNDNXr0aL322mv697//rU6dOqlnz55Vfg/n+jylUz+Xdu3aKSQkpNKW+mVlZUpPTz+lLJ2Lw+GQ1+ut9PoLFizQ6tWrz1pyLrroIq1du9Z/nJ+fr23btp0yw5iZmakePXpIkg4fPnzKOVu3blV+fn6lsVWrVskYo65du1brvZzN6tWr1bx5c8XHxwfsNQGgtjGTBQBBKjc3V9ddd51uvvlmdevWTVFRUVq+fLkeffRRjRw5UqGhofrTn/6ku+66SyEhIerfv7/279+vNWvW6JZbblFsbKwaN26s559/Xk2bNtWOHTt09913V/obrVu31rfffqtt27YpMjJScXFxcjgcpx2/44479Mc//lE+n0+XXHKJ8vPz9fXXXys6OvqsMy3VFRUVpZSUFN15552Ki4tTYmKipk2bJofDIcuyzvrcsWPH6uqrr9aaNWt00003nfK653oPZ/s8z/R53Xbbbf6sLVu21KOPPqqioiL/c6qqV69ecrvduueee5SamqqVK1fqrrvukqSzlqwhQ4ZoypQpOnTokGJjY/Xdd9/J5XJVKkbbt2/XoUOH/CUrKytLTqez0pLRzMxMxcXFqVWrVpXG2rVrp8jIyGq9l7NZsmSJrrrqqoC9HgDYgZIFAEEqMjJSffv21ZNPPum/9qdFixYaP3687rnnHknSfffdJ5fLpalTp2r37t1q2rSpbr31VkkVMyNvvPGGbr/9dnXp0kWdOnXS3/72Nw0YMMD/N+644w6lpKSoc+fOOnr0qLZu3arWrVufdvzPf/6zEhIS9PDDD2vLli1q1KiRevbs6c8SSNOnT9ett96qq6++WtHR0brrrru0c+fOU649OtnAgQMVFxenDRs26MYbbzzl8XO9h7N9ntLpP69HHnlEPp9Pv/rVr3TkyBH17t1bH3/8sWJjY6v1npOTk/Xiiy9qypQpev755zVs2DCNHz9eTz/9tBITE8/4vK5du6pnz55688039fvf/15ZWVnq1KlTpc9q5cqVatSokf9mxac7Jysr65TZr6ysrIAuFSwuLta8efO0YMGCgL0mANjBMsYYu0MAAPBjFBYWqlmzZnriiSeqPUMUzNLS0rR27dpzlpL58+frzjvv1OrVq/0bfdRFzzzzjObOnatPPvnE7igA8KMwkwUACDorV67U+vXr1adPH+Xn5+v//u//JKnau9wFu++++65KuzUOHz5cmzZt0q5duwJ+jVwgud1u/f3vf7c7BgD8aMxkAQCCzsqVK/Xb3/5WGzZsUEhIiHr16qXp06cHdAOGYJCUlKTp06dr7NixdkcBAPwAJQsAAAAAAqjuLswGAAAAgCBEyQIAAACAAKJkAQAAAEAAUbIAAAAAIIAoWQAAAAAQQJQsAAAAAAggShYAAAAABBAlCwAAAAACiJIFAAAAAAFEyQIAAACAAKJkAQAAAEAAUbIAAAAAIIAoWQAAAAAQQP8fIZEJbCVILy4AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"1\", label=\"arcsinh(q.µm)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"2\", label=\"arcsinh(q.µm)_Numexpr\")\n", "\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.plot(numpy.sinh(x)/1000)\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n", "\n", "## Conclusion\n", "\n", "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 3.985 s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 4 }