{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover a known planet in Kepler data?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial will demonstrate the basic steps required to recover the signal of [Kepler-10b](https://en.wikipedia.org/wiki/Kepler-10b), the first rocky planet that was discovered by Kepler!\n", "\n", "Let's start by downloading the pixel data for this target for one of Kepler's observing quarters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "tpf = lk.search_targetpixelfile(\"Kepler-10\", quarter=3).download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the `plot` method to show the pixel data at one point in time (frame index 100). We'll also pass along a few plotting arguments." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 528 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(frame=100, scale='log', show_colorbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The target pixel file appears to show one bright star with a core brightness of approximately 50,000 electrons/seconds." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we will use the ``to_lightcurve`` method to create a simple aperture photometry lightcurve using the\n", "mask defined by the pipeline which is stored in `tpf.pipeline_mask`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the output lightcurve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use the `flatten` method, which removes long-term variability that we are not interested in using a high-pass filter called *Savitzky-Golay*." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "flat, trend = lc.flatten(window_length=301, return_trend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the trend estimated in red:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAAAAAABXE4IGANAAYWFhSktLU2lpqaKjozVv3jx169atXtemp6crPz9f0oWiujt27KjzGkfg6cSJEyorK6sxEDVw4MBa+zGZTOrfv782bdok6UItkoasNkhMTDS2S0pK6hx75RRptdUm8PDwUK9eveo9DlcymUyuHgIAAAAAAECTI2gANJEFCxbIbDa7ehhoZPPmzVN0dLTS0tJks9n04osvat68ebW+5e9w+vRpY3v//v1Oa2nUJj8/X0FBQU7P1VbvwFmbSwus16VybZV//OMfDbrWUf/BmYCAgDrf4E9PT9eJEydqPN+tW7d6Pf/lqLyioqSkpM72ldvUtzA2AAAAAABAS0LQAAAaIDAwUPPnz9fs2bOVmpqq3NxcI3Bwww031Hrtlea4r63AeatWreq8vvIEeENT51zJ2K903F988YU++uijGs//5je/0aRJky5rbHXx9fU1ts+dO1dn+8oBksrXAgAAAAAAXC0IGgBAAwUEBBgrDlJTU3Xu3Dm9+OKLmj9/fq2Bg8qT9hMnTtTDDz/caGMqLi6us03l/PwNfQu+8tj/8pe/1Dsl09Wuc+fOxnbllSI1OXXqlNNrAQAAAAAArhYEDQDgMvj7+xsrDlJSUpSXl6cXX3xRr776qrp37+70msrpqtLT0xt1PLWl73E4efKksR0SEtKg/iuPPSMjo1mDBr/97W/129/+ttnuV1nXrl2N7ZSUlDrbWywWp9cCAAAAAABcLdxcPQAAuFr5+fnp1VdfVXh4uKQLqWkcQQRnevToYbzhn5iYWGuu/4bau3dvrecrKiq0b98+Y79nz54N6r9fv37GdkJCQsMGdxULDg7WjTfeKEmy2Wy1Bg7sdrvxGbu5uemmm25qljECAAAAwPXCarVq+fLlslqtrh4KcE0jaAAAV8AROOjVq5ek2gMH7u7uGjFihKQLBXMbWlC4Nrt376519UJCQoKRXqd3794KDQ1tUP+DBw9WQECA0VdSUtLlD/Yqc9dddxnbcXFxNbbbunWrcnJyJEn9+/evsWg1AAAAAODyWK1WxcTEVAkaEEgAGh9BAwC4Qr6+vnrllVcUEREhScrPz1d0dHSVVDUOP//5z40Cuf/5z3+0etK3jfYAACAASURBVPXqWgsFFxUV6fPPP9e2bdtqHYPdbtfChQuNSevKjh49qmXLlhn7l1M02MfHR7/61a8kSeXl5Zo/f772799f6zWnTp3SO++8U68Cwi3ZvffeawQAvvrqK23evLlam/T0dL3zzjvG/tSpU5ttfAAAAABwPXMWSABwZahpAACNoHXr1nr55Zc1d+5cHTp0SAUFBZo9e7ZeeeWVKqmAzGazZs6cqVdffVWlpaX617/+pfj4eA0bNkxhYWHy8fFRUVGRzpw5I4vFov3796u4uFjTp0+v9f5Dhw5VQkKC/vCHP+gnP/mJbrjhBpWXl+vgwYPasmWLSktLJUnDhw/X7bffflnPOH78eB05ckSbNm2SzWbTiy++qH79+mnQoEFq06aN3N3dlZ+fr8zMTB08eFBHjhyRJE2ePPmy7ncljh07pvj4+CrHKq/+SE5O1nvvvVflfK9evXTrrbdW68vHx0ePP/64FixYoPLycv35z3/Wt99+q8GDB8vLy0sWi0WbNm1SYWGhJOmBBx4wAkgAAAAAgMaXk5Oj5cuXu+Tvm8D1gKABADSSyoGDgwcPqqCgQHPmzNHLL79spC+SpEGDBmnhwoVavHixjh8/LqvVqvXr19fYr7u7u4KDg2u99/333y+z2ayPP/5Y69atc9pm2LBheuqppy7v4S568skn1alTJ/3zn/9USUmJfvjhB/3www81tg8MDJSnp+cV3fNynDhxQh988EGN51NSUqqlkBo/frzToIEk3XbbbXr66ae1bNkyFRYWaseOHdqxY0eVNiaTSffdd58efvjhK38AAAAAALhOWK1WxcbGavLkyTKbzfW6xmazKSYmRseOHVNRUZGkC4EER18jRozQl19+2aA+AfyIoAEANCIfHx/NnTtXL7/8sg4cOFAlcFD57fPw8HAtW7ZMO3bs0DfffKPk5GTl5uaqqKhIPj4+atOmjbp166Z+/frp1ltvrTNoIElRUVEaPHiwPv30Ux0+fFg2m02+vr4KDw/X2LFjNWTIkEZ5xsmTJ2vMmDHatGmT9u3bp4yMDKOos5+fnzp06KDw8HANHDhQAwcOlIfHtfGfmhEjRqhPnz769NNPtXPnTmVlZam0tFShoaHq27evxo4dq969e7t6mAAAAABw1XDUI4iLi9Pw4cOrTfBbrVatWLFCFotFM2bM0IYNGyRJGzdurPJv6UIgwZGqaNOmTUpLS5PVatWMGTMIHAANdG3M5ABAE/rkk08a1N7Hx0d/+tOf6mzn5uamYcOGadiwYZc7tGoGDRqkQYMGNfg6d3f3Bj1nYGCgpkyZoilTpjT4XpK0atWqy7quvm699dYG/9zqo23btpo+fXqd6aIAAAAAAHWzWq2Ki4ur8ZwjoCBJ3333nREkSEhIqNZ+y5YtRg2/tLQ0SVJcXByrDYDLQCFkAAAAAAAAAC4VGxsrq9VqBAssFkuVgML58+drvT4+Pl4LFy6ssV8A9UfQAAAAAAAAAIBLxcXFKT4+Xo8//rhiYmKUmZlZ5fzevXvr7OPYsWNO+7VYLI02TuB6QHoioInMmjWrXrncly1b1gyjAQAAAAAAaFlycnKq7CcmJiolJUWS9Omnn8qzvFydi4vVtbhYft9+q1BPTx319tYZT08NvuUW7dq1q173sdlsjT524FpG0AC4DpjNZkVFRTVqDr+m6LMp+wUAAACAlsRqtSo2NpZ867guWa1Wvffeezp69GiV41999ZXCz5/XA1ar+h86pPDCQnlWVFS7/py7u/JtNiWcO6djbdpoo6enznp61vve/O4BtSNoADSRBQsWtJj/+JjNZs2YMaPF99mU/QIAAABAS2K1WhUTE6Phw4e3mL87As3FarVqzZo1xn6bkhKNy87WuIMHFV5YWOf1AXa7AlJTNeVCZ3pc0l4/P73bvr12BASoc5cuTlMVOe7N7x5QO4IGAHCVevDBB/Xggw+6ehgAAAAAGhlvQuNaVPl7LUke5eUaabPpp1arbsnLu6LCqx6SBufna3BKir7z99eGLl10acjAcf/+/ftfwZ2A6wOFkAEAAAAAAFzIarVq+fLlslqtxn5MTIyx39DrgZbI8b2e+Yc/qGLpUn2UmKjXjh7VbVcYMLjUrXl5iv74Yz108qTcL6Y2MplMslgsiomJ0dq1axvxbsC1iaABAAAAAACACzU0SNDY1wNNJTk5Wb/73e+UnJys3BMn9LsTJ7QkNla9V6xQ+9LSJruvZ0WFHj9xQktSUuRttyswMNAohpyQkCBJio2N5XcGqAFBAwAAAAAAABeJjY1VTk6OsZ2cnKzY2FgXjwpomJpWu6Smpmr37t36dNYsdZ84Ub87eVKBdnu9+iw2mfRVYKDe6tRJnzzyiH4dEaHZYWFa1a6dtgcEKD8kpM4+hp07p7ctFm2JjdXGjRurnIuLi5PFYmGVDuAEQQMAAAAAAICmtm6ddOutUu/e0ty5cisqUkREhOLi4nTo0CFJFyYx3377bcXFxUm6EET45ptvjDe1HROzycnJTHSiRalptYvJbtdvTp7UH9atk/ncuTr7KTeZlNSli14KC9PYAQMUM2GC3m3fXmduv10HfH21MTRUm3/yE/0xPFzb16zR4scf11udOqk4MLDGPgcUFOjny5YpeetW49jIkSMlSZmZmYqJiZHFYrnMJweuTQQNgBaqvLzc1UMA4AL87gMAAFyDtm+XJk+Wdu6UkpKkl19WlwkT1GrXLknSmTNnjKaO1CnShSDCgQMHtHv3bqWmphoTs6mpqaQjQst3+LBue+45/eHECXnU0TTHz0//r1MnpX75pfT559oQGqoCd3f17du3WtsJEyZIksLCwvTrl16S1+zZyt+7V3r+eVWYTE77Dy8s1PLkZJlLSiTJCBKcOnVK0oXgAYAfETQAWhhvb29JUmFhoez1XLIH4Npgt9tVWFgo6cc/CwAAAHANWLCg2iGfY8cUk5ysP2Zm6sDF4EFljjehHTZu3Kg1a9Y02RCBhqq88sXx3Vy5cqWWLl6s09HRKo2MVHBSUq197Pbz0zPdu+ub99/X6vbtVda2bZXz3bt3V1RUlPr27auIiAhJkr+/vyQZabxmzJih0LAwaeFCJf7tb8r2cB6iCCsu1vLDh9WmpETHjh2TJJ0/f16SlJeXd3kfAnCNqivQB6CZtWvXTqdPn1ZZWZmOHDminj17unpIAJrJkSNHVFZWJunCnwUAAAC4Bpw8KX32mdNTbpKmnTmjO//9b8V06KDPQkKMN6VHjRql+Ph47dy5U1LVFQiVWa1Wbdy4UVOnTpXZbG6SRwCccax86dq1q1Ev4NCnn+pn6elqV8ck/D5fX73ZubP2+/lJksa4/fhes9ls1sSJExUXF6d+/foZwYKgoCBNmzbNaBcXF6fJkydX+d53mDRJn586pYnLlqnV6dPV7tutuFh/T0rSU+HhCr7zTrVu3fryPwDgGsZKA6CFGTBggLG9detWUpUA14ny8nJtrZRjs/KfBQAAALiK/fOfUh1/r+tWXKx5aWl6JzlZ3S+uPHXY5WQVQmVWq1Vr1qzRuHHjCBrAJbZs2SJVVGiC1ar3Dx7UrbUEDOySEsaP1yO9ehkBA+lCQCAqKkpms1lms1kzZsww9i8VFBSkiRMnOu3fbDbrl3PmqODzz2Vt08Zpm/alpVqZlKSxHh46ePBgwx4WuE4QNABamD59+sjT01OSdPDgQa1cuVKHDx8mVRFwjbLb7Tp8+LBWrlxp/A+rp6en+vTp4+KRAQAA4IpVVEjvvlvv5gMKCrTm4EEtLC/X5vXr62wfGxurnJycBg3JkVKGeghoiMrfG8d2WlqaJGnf559ryZEjeik9XX61BMjSW7XSI7166dDEiaowmTR48GDjXHBwsGbMmGEECRyBg8pBA7PZrKioKIWHh2vy5Mm1jjekf3/lrFunIzWkffUrL9eYd95R+sUVPP7+/vxuAJWQnghoYby9vTV9+nStWrVKdrtdBw8e1MGDB+Xh4SEfHx+5uRHrA64V5eXlKiwsNFISSZK7u7umT59OTQMAAIBrwd690g8/NOgSD0mj9+xR38REVXTtqq2BgVKl4q79+/fXmjVrNHLkSMXFxemmm24yzlmtVsXGxmrEiBH68ssvq6VucbSJiYnR8OHDWZmAenN8b6xWq0aNGqWYmBhNnz5dN+flaX5qqsyV/k7jzPtt2ugvnTqpyN1dgwoKJF14aXLXrl2aOHGizGaz8f119r2VfgwkSD+uwElLSzPSF10qOCJCG155Rd3+/nd5HDpU7XxAcbHmHz2qR3v2VEBAAL8bQCUEDYAWKDIyUg899JBWr16t0tJSSVJZWRmFeYBrnKenp6ZPn67IyEhXDwUAAACNYfVqp4ePPfSQbB98oMiLRVidaV9aqsVHjmhHQIBiOnTQfl9fyWRSQECAtm/fruzsbEk/FnB1rDiIiYnRpk2blJaWJqvVWu1tbaAhkpOTtXjxYk2aNEmSfgxUVVSo38aN+sPhw3Kv5fpTnp56OSxMOwMCjGOOOh2SFBUVZQQJkpKS6j1pf/z48Sr/dsZsNuvXzz2nlDvukNe4ceqam1utzU35+Zpx4oQCAwNrvR9wvSFoADSRWbNmycOj7l+xZcuWOT0eGRmpV155RQcPHtS+fft0+vRpFRUVNfYwAbiYt7e32rVrpwEDBqhPnz6sMAAAALhWlJZKa9ZUP+7rq+PTpunJ/ft179mzeuTkSXUqKamxmyHnzmnIuXPa5een/9e5s5ES5syZM5J+DBpkZmZeyC0vGW3i4uIkyQgcON7kvtbU9YY6GsYRKHjmmWeUmpqq3bt36/Dhw8b5gpwcvZCRoZG7d9faz8ehoVrcpYsK3H8MKwwePNhYJeDn56eHH37YOOcIfNUn5Za/v3+Vf9fGYrNpwQ03aF1amtrYbNXOP3TqlI4fOKCCO+6osy/gekHQAGjBvL29ddNNN1VZbgoAAAAAuAp89pmUlVXtcHK/fsopLZXdZNInZrM+DwnRb0+e1ENWq9xqSfEyOD9fq5OS9Pnp03q7Uycdb9VKkmS6mLpoy5YtTosmx8XFGZPpVqvVCCRcrZwFCEgr07gcgYJ9+/YZqwLy8/MlSREFBRr+3HNqU0vef6uHhxZ066avgoKMY45gwS233FIlaFCZ7eKEvs3JxP6lGhI0kKRCd3ftXbFCP3n+eeliUM3BTVLg449rxa9+Jal+QQvgWkfQAGgiCxYs4H9WAAAAAOB6VUMB5KVnz0offWTsF7u5aVmnThoREyO/559XWye51ysbm5OjkTab4sxmrWrf3ph4dRYwcIiOjpa3t7emTZtmHMvJydHy5curBBSuhrf1CRA0n1OnTik+Pl6SdFNenn5+5oxG2Gy1TiZuDwjQSzfcoNxLMi9UDhY41HfCv7GU+flJH3wgDRt2YSVQJQHFxfrpv/6lz3r2VGZmpoYMGdKsYwNaGiqqAgAAAAAANKbsbOnjj6sdLu3QQd/7+zud4C/p0UPfL1qkl8LCZK0j1a1nRYV+npWljxITddM776hdLemNpAvpipKSkowUMxMnTpR0of7B8uXLZbVaqxS6bQmsVqsxtsbsc+nSpVq6dGmLeU5XuvQzduyfPHlSkpSQkKBuRUValJKiFYcPa0wtAQO7pJ2TJ+tf06dXCxhIDV8Z0GRuuUVatMjpqZvz8/WzS1YHNcX3ELgaEDQAAAAAAABoTB98IDmZyM+9/35VXEwnJF1I2VKFyaQNoaGaHBmp/23fXrnutZWYlbwqKtRj0yZ9lJioWenp6lJHHbyzZ89WOxYXFyer1dqgfPLNoSmCGFarVWvWrNGaNWuYBFbVzzg5OVl//OMfFRMTozNnziiktFRTNm/W/x04oBFOCghXVmQy6fnu3WX97W91z733Vjs/ceJEdenSRZLUpUsXjRs3TpIUVCl9UeX9S487c+ONN+qmm27SjTfeWK9nreKJJ5Q3ZozTU48ePy7v7OwWG0wDmgtBAwAAAAAAgMZUQ2qicw88UGX/pz/9qfHWf2UF7u46+sgjem/ePBXMnCl769a13s6zokKTrFbFHjigRSkpGuvtLVVUVGtXdDGoEBcXVy1vfEPyyTeWK3mLe82aNQ1aMXCtFoG+HI7PvXKAKDU1VUlJSfK229Vp5UrFJSZqitVaZ15zi4+PHo6I0NagoGqT/SNHjpQkTZ48WcHBwZKk4OBgTZ061diurHKbuvTq1UsrVqxQr1696mxbLcBgMqnkb39TdkBAtbZ+5eXq+MYbBApw3aOmAQAAAAAAQGM5fFj65pvqx2+/XSU33FDlUFhYmAYPHiyz2Syz2SyTyaSIiAglJSVp6tSpioiIkCRZ7rtPeyZN0pTsbLnZ7TXe2k3SiNxcjfj6az3YurXWtG2rtMGDlXT0qNHG0f/KlSuNY9HR0UZ9gC1btuiWW25plnoBV1KfYOPGjZKk8+fPa8qUKYqKiqrSh9Vq1XvvvSdJevDBB2WxWK76ItANcenzX/rZxMTEKCwsTJIUGxurDh06aLjNphcyMtTmknz/zpRJ+t8OHfS/7durzM1N48aN0zfffKPevXtLksaNG6d7773XqIlgNpur/Iwu/Xk5a9NYHAGGykK7d9e3L7yg22bNqtZ+cGqqbu/Ro1HHAFxtWGkAAAAAAADQWFavdn58+nSZTCa1bdtWktS/f38jWDBjxgyZzWb16tVL0dHR1S61m816vWtXbfvb37QhJETllVIc1aT3+fOal5am5Rs26L8zM3VjYaEkKSkpSdKFOgcOaWlpRp2F+Ph4WSyWav01Zm53R22BNWvW1NnWUbDZcV+z2ayhQ4ca5+Pi4pSdnW18hg4Wi8VIRbRw4UItXLiw1me61nLXO0vFdOnn7vgOfPbhh4p8800tPnKkzoBBgZub/tm2rab07asVHTuqzM1NEydO1L333qs1a9ao4uIKl6lTpxorBhwrPBw/o8rf+cpqOt5UykeM0H9CQpyem5mZKVNRUYtL2wU0F4IGAAAAAAAAjaG8XLr4dncVXl7SL36hiooKnTlzRpI0cOBAp5Ojtb1t/UV6ug5HRytt40btGzRIZfUYkm9hoX515ow+OHhQT77/vh6wWuVXVvuVmZmZkqpPqsfExMhisTR4ct1Zwd01a9YYqwVqY7PZqhRslqT8/PxqbSrfa+nSpXq3Uoqo+Ph4HTt2rMo1jmBE5WdqaSlpGjtQ8+abb1b93Csq9JPsbK1LTNSt+/fXer3d3V1r2rbVnAcf1JIuXXTM29s4Vzn9UFBQkPH9NZvNmjhxolE3w1Vq+hzDw8NlfeEF2Z2kKepSXKwTTzyhtWvXSrrwO3EtBZWAuhA0AAAAAAAAaAxbt0oZGdWPT5ggXfJGs6+vr9MunL1t7Zh83bhxo8aNG6eSbt30Wzc3TY6M1EehoSqro2CyQ6eMDM1OT9em/fu1JCVF95w9q9ZO0h1t2bJFycnJWrhwoWJiYrRw4ULjTWvHJH5D3s6/NOBw6VvbsbGxRn9Lly7V0qVLZTKZFBUVZeTJj4uL0/Lly2WxWLT/kgnuvLw8Yxzx8fFas2aNsXLiUkOHDtWkSZP0n//8x0hXZLPZWmTqIovFopiYGO3atata0MXZ517bz8NqtRrBAlNFhYbl5upvhw/rtaNHZa4jiJQyeLC2x8RoaZcuuu1ioWNHvYJLBQcHV1lRMHny5AY/d2OrqZix2WzW9Oeek/vrrzu97o6vv9bxLVuM/ZYWVAKaEkEDAAAAAACAxlBDAWT9+tfVDnXq1Kne3dY0+Xq8VSvNCwvT/N/9Tis6dFCOR/1KV3pWVOiu3FzNS0vT5/v2aUlKiiZnZaldSYkkadeuXUpNTTXy0cfHx2vdunXV+nFMar/55ptVJlNrmrx2BBwcKxkc4uLiZLFYqqTUyc7Orna/uLi4atdK0qeffmqsRkhMTKz12Vu1aqWRI0dWWeWwpdLEsCtdurLD8ZkfP368StDF8bk7Cxo42lUu+uwI0niWl+sBq1UfHjigN1NSNPiSFRuX+t7PTz+884567NypdkOGSJL8/f0lSZMmTdLUqVM1derUZksn1GSiolQ4YEC1w54VFXohI0OqqDCeG7heEDQAAAAAAAC4UgUF0ocfVj/epo10zz3VDjuK0F4Jx9ven3z3nVZ07Kj7+vXTq9266Uil1DF18b4YQPifjAxt+OEH/d+BA3ri2DElrlolXcxPL8kIIFSebHekBdq4cWO1oEFtb2Xn5eUZ247CuWvXrq1SnHnt2rVOAwzOJvgdKw/i4uJUVFRU6/PGx8dXSWdU+dmkH1c9NDVngZVLV2Q4xlVQUCDpQoqcmJiYauO/1KUrJz5YsUIlr76qjxMTNTs9Xd2Ki2u9vsDNTS9366YZPXvqWMeOTtsEBwfr6aef1tNPP331Bw3c3FT05z+r3K36NOkteXka5ySABVzr6heCBgAAAAAAQM3WrbsQOLjUr34leXo2yS0nTZqkoKAgxcXFaeTIkYqPj9d6s1nrQ0M1oKBAj1RUaJDFIu9Kk/916V5UpO5FRdIHH2iCj4/+1batPgsOVtHFFEgJCQmSai4Ma7Vaq7zlXl+Ofi/d3759u/r3728EBmpKO+Rw5MiROu/1r3/9y+nxsLAwxcXF6eabb9Y9TgI9DeX4LCZPnlxtYt0RIBg+fHi1c5dO+p8/f17Sj8EWR+BkzZo18vHxUWFhoY4ePaoOHTpUOT+sfXvdvGuXJu3ZI7/y8nqN+Tt/f/3fqFHaerEGROUAj1S1ZkFlzmpxXO53wRWCR4xQ9oMPKsTJaqHHjx/X9rNnJUnz5s3T7Nmz1atXr+YeItCsCBoAAAAAAABcqXqkJjKbzZo6daqx7UxtE821qRJAGDVK8fHxOvjoo3rhL3/RPdnZijKZZE5Pr//zSIooLNTs9HT98dgxfe/nJ0vr1kr09dUPvr7KzMzUzp07jbaOIILFYjEmvGNjYzVlypRqE8eVU70cOnTI2G5tt6tNaan87Ha1LSlRu5IStf3gA93cvr3KUlLUvbBQrSoqZJdUbjKpzGRSZqtWSvf2VqnJdOGfzEyVS2pdXq5z7u467eWl015eOunlpSM+PrKbTFVqIoSFhSktLU2SVHzxDfzDhw8rPT29wT+DSzkCA/3797+sn2lNnK36kKSkpCT52u3y+fBDvX32rG77/vt691kUHKy5QUH6IjhYU26/3Vg14wgaOIICJpNJ33//vUaMGFGt7saMGTOq9Gm1WhUXF6eJEydeFasRKubOVf769fK7ZCVHu9JS9fjsM0kXPuPU1FSCBrjmETQAAAAAAAC4EpmZkrO8+JGR0sCBxq7ZbNbTTz9da1c1vYF+6ZvcUVFRkmRM0AcHB2vy5MmKi4vTqItBA0kqcHdXbJs2avvoo/rP0qX6SXa2xubk6MY60vhU5m+3a0Rurkbk5kqSyiWdfeEF2YqKZPP317FWrWTLzlZycrIWL14sSXKrqNDnH36owX37Ki4uThERETKZTHKrqJC3zaa+BQWKLCjQgPx83VhYqJCyMoXUVJD39Okqu56SkTqp7/nz6nvxTfy65Lu56Xt/f+0ICNCOwECVVwoYSNLJkyclXXizf/Xq1bJarVWKUlutVr333nuSpHvvvVdffvllvQIBjloOlYMHl6PA2UoWSb52u8bk5GhkTo5uzcuTVwNWlpzy9FTxI4/I79lnZf/rX6X4eHXv3l1Dhw5VQkKCEeBxBAU2btyo3bt3N2jivLGCJZfL2SoIZ0LDwqR33pGmTKl2ru/69bpz8mRt++EH43sCXMsIGgBNZNasWfKoRxGqZcuWNcNoAAAAAABN5h//qJL/3/DrX0smU6Pc4tI3uWfMmKGkpKRqbaKionTjjTcqKiqqyhv9/v7+Svf21jsdO+qdDh30X/36KeDzzzWuvFydL5mUr4ubpDZHj+p3kn53cQLV/sADyvX01EJJQWVlCnUEACZO1BB3d2UnJqrDF1/om6wsuc2Yofsv50O4Qn7l5Rqem6vhublSZqYyLRZ9ExCgvX5+Ou7lpcOtW6vEzU0HDhyQpGqpihyFmiUpIiKixvRCl3K8re+oSTB8+PAq5x2rS0aMGKGoqCgFBQUZ58aNG6e2bds67feGwkL9LCtL9549W+/0Qw7JPj56t317+T/0kKIee0yhZrNmzpypHj16aOTIkfLz86sSNLgcjtUnNaWyai7OVkHUaNIknR84UK337q1y2CMvTxOSk7VN0pkzZxp/kEALQ9AAAAAAAADgclVUSKtXVz/u5iZdTEXUEA2ZaHW0GTdunMxmc5XJ0V69eik5OVkRERFKSkqqMvk7cdIkDR01Sk8kJiryrbcUu369bO+/r9916SL/hIQGT0BLkrvdrhC7XSFOzgXY7Qqw26utGHC1LsXF6pKVpZ9lZUmSzru56duAAG2zWnU6MFDZnp46fvx4g/t1rEg4evSoJGndunWSpFOnTkm68HOrXNC5chojScq9uKJDkoqKirT34gR2+/btddugQQr94guNP3tWt11Sb6A+vvX3l9vMmdru46M2JpMefPBBI+hR+fvjCFxUDmA0lKNgc12Fm1sUk0klL7+s1g88UO3UsJ07FdqnjwsGBTQ/ggZAE1mwYMFVkbMPAAAAAHAFdu6ULnnjX5I0dqx0sTBtQzRkotXRZujQoU7//tmrVy9FR0dr2rRpVY5XTo8THBysux96SNO++EK3zpqleS++qLHZ2XqooEDdrNYGj/9q1rq8XCNtNo202VQuabefn/auWqWcXr1kv/HGehf1rbwiQZJSUlIk/VjQeO3atUpISNC4ceNkMpn04cX6AevWrVN8fLyef/5541pHmikfu12Dd+7UT9avV/DFIEd9lZpMig8K0roePbSrvFyv3nSTnh43rsp4L625EBwcXOXf15Og++9XyejR8tq8ucrxVmVl+u3Jk/rkwAFZrVbmfHBNI2iA/8/evcdFVef/A38NdwRkolwzKwAAIABJREFUgAOIgiKKQOiYiptaLhfdktxKpK31i9r2NWJr18h1f9mallvpZmu1bt/tu0huW0mXbxKbXcZaFcvSWtFEM1EQEbwgHi6C3C/z+wPOca4wA3MBfT0fDx/MnPmcz/mciQb4vD+f95uIiIiIiIiI+suMAsiOJKUsklaMaxel1a+RoFQq0erkhI8FAaFr1+LLTZvw8+pqxDQ1YVxzM4b1YweCNVx1ckKVmxvOu7ujPSQEtaKIOQkJ8GxoQOOBA1A0NcG1qwuuGg3cLcjn3xsnAHFXryLu66+B2bPR5eqKha6uuNnDA8WenvD74Qe49vP92L9/P4DuYI9Go5HrUkgBAqnAtHtXF2IbG5FUW4ufV1fDWy9lTp9uuglnk5Kw4sgRlDc3IyYqCjhxAg0NDcjKypKDBMbqaJhbB6A31tit4ChumzYBU6YYHF94+TJyjhxh0ICuewwaEBERERERERH1R2sr8N57hseHDweMpDcxhyUTrea0lVLOiKKI9PR0ndXkvdVI8PHxQdTixXgxLw/h4eEoP3MGv5w0CZ179uCOmhqoTBTltZRGocApDw9ccHfHRTc3XHRzg//IkThcU4ML7u5Ie+IJbPjrX+X2zz//PMSzZ9GRmgp3QUDZyZN45pln5NX8KQsWYE58PH77+ON45+9/R2BLC759/31MamhAw/btiDGzaLI+p/Z2xLS3Xzv/iSewV6FA+z33ADNnomHaNHzY1ob5DzygU1xZm6KP+hbuXV2Y0tCAyW+9hYz6eoxtaYGzheM86emJfKUSsc88g9kZGfhRrUb5gQMAgBMnTgDorrGgXVtB2hWhnRLLVB2AiIgITJ06FREREX2OZajuVhBFEbnffYcHFi6ER09qKYkLgIwLFxwzMCI7YtDASnbt2oXNmzdbdM7ixYtx//3399qms7MT5eXlKC4uRklJCYqLi1FWVoaOnoJCEydOxJ/+9Cezrnfs2DGsXr3aojFqy8zMxNy5c3tt097ejn379uGrr75CeXk56urq4O3tjeDgYMycORNz5syBr6+vRde1RZ+27JeIiIiIiIhuEJ9+CtTUGB6/7z7A07NfXVoy0WpJW3OKwQqCgIULF6K4uBiTJ0+GSqVCXl4eli1bhrVr1yLm/vux9ocf8H5QEALa2xHa2oqEsDA0Hz+O6WFhqDt1CoJCAVGjwSVXVwjjx6Py9GmMb26Gd2cnrjo747y7O0ZNn45dx4/jgrs73G67DV8fPao7kM5OoOfv8dr2dp2XwsPD5cLEQHcKpnXr1skpmFLvvbf7BYUCXT4+uOTjg7XffotXX30VR2fNQtBPf4rWTz7B9y+8gNva2uB79Wqf750p7hoN3E+dAk6dgs+bb+IBAC2vvIIYQcDyykpcdHODsqMDw7q60OLkBP8PPsDiykpccXFBjasrRu7eDY/WVjx27hzGNTcjrqGhXzslWhQK7PT3xwdBQTg5bBgAIPncOcRopZeKi4tDQUGBwbmiKEKtVgMwLyVWVFQUtmzZYvEYhwpRFJGVlYW8vDzMXb8eETt2QCEV9e4xr6YGZ4uKgOhoB42SyPYYNBjEDhw4gJdeegmtra2OHgqAvn8JqaiowKZNm1BaWqpzvLa2FrW1tSgqKkJeXh4yMzMRFxdn1jVt0act+yUiIiIiIqIbiLECyMCAUhNZIy2MMcby1hu79urVq+W2CQkJSE9PR0REhE6KIwCodnVFtasrCmtrgZEj0bp4Md58801MnjwZhYWFAIDQoCCca2szuM6j994Lr5/9DAE1NfKEdV9mzZqFESNGQK1Wy0WfTdF+D8WeiXM/Pz85aFKkUOCZ99/Hc88+i7+vWoWnfvlL/PA//4Pkjg6EDLCOg8f58xhz/jyMfgdcvKj7/KWXAADh/bxWmbs7PhIEHJs+HUcqKuTj4eHhUKvVSNMqxD19+nQ5aKBdFNuWbPW9bEuiKMrpotrHjEHLkiXwfOMNnTZOADyefRZZly71+v8T0VDGoIENhIaGYvLkyX22i4yM7PX1xsZGqwYMAgICMH/+fLPbf//997jQs+VKqVTi5ptvNtlWFEWsWbMGNT0rLBQKBWJjYxESEoIrV67gyJEjaGtrQ11dHdavX49169b1+R7Zok9b9ktEREREREQ3kMuXu3ca6IuIAG69td/dmrMjQKJQKDB16tQ+094AMJq33py20liioqJ00hcB11avp6SkIDg4GABQWFiIWbNmoaqqSk4ZpE+j0WDFihUoKioyCBokJibKuf2BaxPcixYtgp+fHxYvXozk5GSdexAEQZ4glwIK0rjF3oIACgXOu7ujMykJ7YKAMpUKDz/8MJLq6rDw8mWMGSSLOPUd8/JC16OPYn1JCUrLy3HvLbfoBA1MpUcCumtahIWF9fva5gSfJJZ8Lw9WnuvXo/Odd+Cs970Q8v33KHj5ZahUKgYN6LrEoIENTJgwAb/+9a+t1p9SqURkZKT87/vvv8eOHTss7mfkyJFmj6uzsxMPPvig/DwhIQHOzqYz6W3atEmehA8KCsKaNWswduxY+fUrV67gz3/+MwoLC9HR0YGNGzdiy5Yt8Pb2tmuftuyXiIiIiIiIbiDvvgvopS0BACxdCpgxiW8NGo0Ghw8fhsZKxX/7Ik3O1/TsELjnnntQUFCA1NRUnXz4t912m5xmWRIaGopz584Z7XfWrFlyceCkpCTk5+cjOTkZnp6eOHbsGIDesx8IgoAVK1ZYNKGtTdqFUFRUhIvu7sgJDkZOUBBmjBwJ1xMnENncjLvCwuBWXIyAmhqHTKa1KhT4wt8f/xcYiBE//zlWPfEEHjx4EGvXrsXx48fN7ic1NdXka9YOPg1F2t/HAICQEFy8/36EGtlV9MiFC7hkRkonoqHIydEDINOmTZuGrVu34u2338bTTz+NRYsWIS4uDl5eXja/9vfff6/zQZmUlGSybUFBgfwDysXFBWvXrtWZhAcAX19frFmzBiNGjADQXXTnQ71iMrbu05b9EhERERER0Q3GVGqiJUvsOw4bkOYD9CdQpcl57bQ3AJCbm6vzvKGhQU7xIomKipIf66fHWbRoEVJSUgB0L5xMT09HZmYmEhMTzU5fJOWiz87O7n13gRbpWtLktyAISExM7H5RocCEn/0M+5RK/CMkBAd+9zt88uKLiJ8yBQ9NmIDXRo7Ev/38cNbd3axrWeqqmxv+7eeH7+67D8vHj8fKRYvwx/BwnPDyQlJSEgRBkNNFSQWO9eXm5sLPzw9Tp05FbGysfK+m0gbZK/g0mBmr69D0m9/gipGFtFOvXoWfBQEboqGEQYNBzM/PD0FBQQ659u7du+XHERERBhPr2j7V2o45Z84chIeHG23n4eGh84vFzp070dnZabc+bdkvERERERER3UCOHwcOHTI8Pnt2d3qiIU6aODWnMC4A5OXl9dk2NDRUfqyfHkda6Z+eno7IyEhkZGRAEAS5z8TERLNSKukHKgDjefWltE7+/v7ytaS20qLJxMREeTEhABw8eLA7jbSTE474+OAfISH4Q0QEUidOxILYWGwMC8O/AgJQ6OWF+l4yNZjS5OSEH4cNw/+OHIkHoqPxxsaN+ENEBGp+9Ssc8PXFT++5R24rBQv6qj2Zl5cHpVKJLVu2YMaMGfK9SmmDpMfJyck6/ZLu95x/RARO3H230Xaj333XnsMishsGDchAY2Mj/vOf/8jP58yZY7Jtc3OzXOAIAObOndtr37feeis8PT0BdK88+OGHH+zSpy37JSIiIiIiohuMDQogDybS5PH+/fuNrtqXJuIjIiLkHQJ79uwx2V9KSgri4uLk59Jkt/aEvvZEtj5pZX1/GOu3t7ROERERmDp1Kh566CGdHRH5+fn47LPP5OceHh7y40pvb3wQFITnw8OxLDoaSZMnY87kyfhlTAz+8cc/YuaUKViXmYk7VCrMnzQJv4qKwmPjx+OB6GjcPXEibrv5Zvx0yhQsjYnB1pAQHPfyQvDIkTpFqKVAS0pKilwjUxAE+f1PTk6WJ/8TExMxfvx4s98fadFkX0GIG4H0vb9w4UKdYNKMt94C/P0N2o88fBjoSaFFdD1h0IAM7Nu3D21tbQC6U/jEx8ebbHvixAm0t7cD6P6B2VdxZ1dXV50tiUePHrVLn7bsl4iIiIiIiG4gnZ3Atm2Gxz08gHvvtf94zGQqJY0x0uSxWq1GcXGx0b4yMjIQFRUl58jPz8+XAwPak+3JycnIyMhAZGQk0tLSkJaWpjMZaypQMNB76K+oqChs2bIFUVFRiIiIQHR0tPyadgClpaVF5xwdCgWuuLigZNgwaEaNQruTE/wjIlDt6opLbm74wdsb+319cdzLCxfc3dHi7Cy/dyqVCkD3bgzpPc7IyJD/m2jXaxAEQX7/09LSkJmZifT0dCxcuFCuJ2GQo3+A7PHfwJGk99kggOLtDSxfbvykF1+08aiI7I9BAxtobGzEvn378M477yA7OxvvvPMOPv/8c1RoVbIfzLRXB0ybNg2+vr4m22oXMRozZkyvxZIl48aNkx8be09s0act+yUiIiIiIqIbyK5dwIULhsdTUoBe/n62BUsmcC2doJeYm6IIAH7yk58gPT0dkydPllfAS0ECqR7CihUrrLprQGLtyXGgOxiwZs0ag+MxMTE6z/2NrEDX3lkBQK5PqX9cMn36dADdWQ8Aw0lraUeAWq02WbNBen+0z7Xkv585+vt9dF1YvhxdPRkptHW98w5qDh92wICIbMcRBd+ve9999x2+++47o6+Fh4fjvvvuw+zZs+08KvNcuHBBp4BOb6mJAN2JeHPrLwQGBho935Z92rJfU2pqaixqb44b8ocyERERERHRYDKIUhNJE7iDhUajkceTmppqtMaAJRQKhc7X3lhS/8ASUnHk/Px8AN3zOomJifLcSXR0NCZNmoR9+/ZBpVLh6NGjSE5Oxvz589HV1SUXII6NjcXUqVOxYMECFBQU9GscycnJWLx4MZKTk3V2Gwx05f/1vnvAEr2+FwEBaF26FJ5ZWTqHnbq6UProo+j65BO+h3TdYNDAzsrKyvDiiy/i0KFDWL58uVmr3e1Je5eBj4+PyQi4pKGhQX5sbsEc7Yj31atX7dKnLfs1ZeXKlRa1N8fHH39s9T6JiIiIiIjITPX1gLGJ8JAQoI+6eUOJ/kR5X23j4uIMJsKtMREtZT7oLQOCxFguemsQBAHR0dHye7Fs2TL5tcTERKxatUpO4TRv3jwcPXoUaWlpiI6OxowZMwBA56soikhOToZarda5zvDhwzF16lQ5yGBJyqbeAkfmzH8MtuCTI/X1Xng+9RQ0W7dC0dGhc3zif/6DipMnGTSg6waDBlYUHByM2bNn4+abb0ZYWBh8fHzQ2dmJqqoqHD58GDt27MDly5cBALt374abmxseffRRB4/6Go1Go/MLQXx8PFxdXXs9RzuHn5ubm1nX0W6nfb4t+7Rlv0RERERERHSD2L4daG42PL54MTDIFgUOhCAISEpKMjtokJSUhIKCAp1aBqYmX0VRRG5urk5uflNM5pcfYFvtVD9S6qTeaN+XNqlAs5QuyFQ7/WtnZmbC398fzc3NqK2tRX5+PkJDQ7FlyxYA14IM1sDixlYWFoYrd90FpV7w0EOjgd+2bUBPeimioY5BAyuZMWMGkpKS4OSkWybC1dUVo0ePxujRo3H77bdj06ZNOHjwIIDugkLx8fGIjY11xJAN/PDDD6iqqpKf95WaCIBcMBnoLppsDu1ARGtrq136tGW/prz00ktG8xoSERERERHREPXmm8aPL11q33HYgbRC3ZyV6tJkuTmT5gUFBcjOzsaYMWMwb968gQ2yn0yl+jFFuq/w8HBEREQAAKZOnSo/liiVSrN2CUj1HQCgqKgI+fn5Vp3cFwQBKSkpA04PRcbVLFtmEDQAAGVOTndRZDP+PyAa7Bg0sBJvb+8+2wwbNgyrVq1CZmYmzp8/DwDYvn37oAka7N69W348evRojB8/vs9ztFfid+htzTKlvb1dfuzu7m6XPm3Zryn+/v7clkZERERERHS9OHMG+Oorw+NTpwITJ9p/PDYWGRmJ9PR0REZG9tnWkgCDNB8ifXUUqXCyJQWUly1bhqioKACQdwUA11IxRUZGYubMmdYdaD9oFyvmvIT1tY0bh3ylEol6RaZdGhqALVsAG6SrJrI3p76bkDW5u7sjNTVVfn7s2DGdiWlHaWlpwf79++Xn5uwyAAAPDw/5sfZK/t5ot9M+35Z92rJfIiIiIiIiugG8/bbx4w4ogGwP2hPPfbEkwGArltZQkAon1+lN/Pb32tJ7JYoisrKy5JRF1iKKItRqNdLS0sy6R0v++5Hl3gwONv7Cyy8DFmaqIBqMGDRwgMmTJ8uPW1tbdVICOcqBAwfQ3JOX0cnJCQkJCWadp7310NwftNpRfGM7NGzRpy37JSIiIiIiouucRgO89ZbhcRcXYNEi+49nkLHVBLUlgQBbTpL7+flhxIgRZqUQEkUR2dnZNgka5OTkmJVOiWxLEARELlmCQ8bmiS5cALZts/+giKyMQQMH0P8h09DQ4KCRXLNnzx758ZQpU8zOxR8aGio/Njf4IRWD1j/fln3asl8iIiIiIiK6zu3fD5w+bXj8zjuBwED7j+cGMVhWyyuVSlRWVpqVfsmStEeW7h6gwUH6vvz+jjuMN/jzn4HOTvsOisjKGDRwAP2Cupbmyrc2URRx9OhR+bm5qYkA3Yn0s2fPotOMD8XTWr9ohYWF2aVPW/ZLRERERERE17kbqACyrY0aNUrnq6NYUofBEpakPeLugaFLEATE/u53OOnpafjiyZPARx/Zf1BEVsSggQOc1ludYO6qflvJz89HV1cXAMDLywu33HKL2efGxMTA1dUVQHddhOLi4l7bt7e34+TJk/JzlUpllz5t2S8RERERERFdx5qbgfffNzzu5wf8/Of2H88QFxcXh/T0dMTFxTl0HFIWCHNSDhEZpVDgzREjjL7U/vzz3WnNiIYoBg0cYNeuXfLjsLAw+Pr6OnA03UEDyezZs+Hm5mb2uZ6enjo1Gnbv3t1r+/3798u1E7y9vTFx4kS79GnLfomIiIiIiOg6tmMHUF9veHzRIsDBmQOGosGScsjSwslE+urq6rDbzw+1RhYDu37/PaCVCpxoqGHQwAqkiWVzHDhwAF9++aX83NyCw7Zy6tQpVFRUyM8tSU0kufPOO+XHu3btwtmzZ422a2lpQU5Ojvx83rx5cHZ2tluftuyXiIiIiIiIrlNMTXRdslXwwlZpjywJcoiiiKysLKsXYyZDnQoFPo6KMvrasQcf1MlgQTSUMGhgBd988w1WrlyJ/Px8NDU1GW3T1NSE9957Dxs3boSmZ3uSIAi4++677TlUA9qr7UeNGoXo6GiL+5g+fTpiY2MBAB0dHXj22WdRVlam06a+vh7r16/HxYsXAQA+Pj5ITU21a5+27JeIiIiIiIiuQxcvAp9/bng8Kgr4yU/sPx5yiMGwK8GSIIcoisjOzmbQwMakwFBWSwuqXVwMXp9UUYFLWguHiYYSw+9o6pdTp07h5ZdfhouLC0JDQzFq1Ch4e3ujs7MTly9fRlFRkU4BZG9vb6xbtw4eHh699rtu3TrU1NToHKutrZUfl5SU4LHHHjM475lnnkFAQECvfbe3t2Pfvn3y86SkpF7b9+b3v/89Vq5ciZqaGlRVVSEzMxMTJ05EcHAw6uvrceTIEfn+nZ2dsWrVKnh7e9u9T1v2S0RERERERNeZd94BemoA6li6FFAo7D8ecghpwt4W/To6GEH9J9XDaHVywve33oq5RgIEY3bsAB5+2N5DIxowBg2srKOjA2VlZQar17WpVCpkZmYiKCioz/4qKipQVVVl8vWWlhacOXPG6Dj6cvDgQTQ0NAAAnJyckJiY2Oc5pgiCgOeffx6bNm1CaWkpurq6cPToUYN2vr6+yMzM1KktYM8+bdkvERERERERXUc0GuOpiRQKYMkS+4+HhgRLCizbKhhB9uf7xBNo+/pruHV26hwftWsXUFMDGKl7QDSYMWhgBfHx8Rg5ciSKiopQVFSEyspKNDQ0oL6+HhqNBl5eXggJCUFUVBR++tOfIjIy0tFDBgDs0SrIolKpEBgYOKD+wsLCsGnTJuzbtw9ffvklysvLUVdXB29vbwQHB2PmzJmYO3euRYWfbdGnLfslIiIiIiKi60RhIXDsmOHxpCQgLMz+4yGiQUUQBKSkpCAvLw+iQoFP/fyQopcSyqW1FdiyBXjySQeNkqh/GDSwAldXV9x000246aabrN731q1brd6nZM2aNVbv09XVFUlJSQNKdWSPPm3ZLxEREREREV0HWACZiCzwblCQQdAAAPDSS8Cvfw0olRBFEbm5uUhNTWVaKhrUGDQgspHVq1fDxUghHH2vvfaaHUZDREREREREZmtvB3JyDI97eQELF9p/PEQWYK0E+xBFEXl5eUhJSYFSqUSppycODB+OmfX1+g3RnJkJzzfflItUx8fH878PDWpOjh4AEREREREREdGg8vnnwOXLhsdTUwFvb/uPh4aMwTBhL9VK4KS0faSmpso1LA7edpvRNh7vvgtcuGDPYRENCHcaENnIhg0b+AOaiIiIiIhoKDKVmuiBB+w7DhpyWNz4xjbht79F0f79iK6r0zmuaG/HofR0tNkgVTiRLXCnARERERERERGRpLYW2LHD8HhYGJCQYPfhENHgJ+0wiZs+HT8+/ji6jLSJ+OIL1FdV2X1sRP3BoAERERERERERkeT994G2NsPjS5YATpxGISJD2imhakNDsVepNGjj19GBkXv3AgBqa2uRlZUF0VjhZKJBgD/tiIiIiIiIiOi6J4qieZN0plITLV1q/UER0ZDVW/2K94KCjJ4TlpeHqVOm4MqVK8jOzkZxcTGDBzQoMWhARERERERERNc9URSRnZ3d++TcqVPAt98aHr/lFiAqynaDI6Ihx1TB6VGjRuGwtzcuhYQYnKM8exaKr76CRqMBANTV1fX9uUTkAAwaEBEREREREREBwFtvGT/OAshEZKa4uDikP/wwzi5YYPT1/754EegJGhANVgwaEBERERERERF1dQFvv2143M0NuP9++4+HiIYkaQdC7R13oNrFxeD1WxoaENJT24BosGLQgIiIiIiIiIjoyy+B8nLD43fdBfj72388RDSkdbm5ITcw0Ohrwa+9BifuNqBBjEEDIiIiIiIiIiJTBZCZmoiI+ml7YCCuOhlOv4Y0NmL5qFFQKpUOGBVR3xg0ICIiIiIiIqJBSRRFZGVlGRQJNXW8N4IgID093aBoKQCgsRHYvt3weGAgMG+epcMmIoJSqUSNqyv+Ghpq9PW7T5xA5Pjxpj+XiByIQQMiIiIiIiIiGpREUUR2drbRoIGx472R8owbnZz78MPuwIG+//ovwNXV0mETESEyMhJpaWmouOMOlLu7G7zuW1KC5k8/RWpqKnJzcy36PCOyNQYNiIiIiIiIiOjG9tZbxo8zNRER9ZMgCFixYgXuTknBtuBgo208Xn21X0FQIltj0ICIiIiIiIiIBg1zUg/V1tbqfO3vdV555RVkP/00NLt3GzaYOBG4+eZ+909EJPkkIAANw4YZHA88fBjqDRscMCKi3rk4egBE16vVq1fDxaXv/8Vee+01O4yGiIiIiIhoaJBW3cbHx5tsU1dXp/O1v9fJycnBry5ehEKjMWzwwAOAQtHv/omIACAiIgIT4+LQkpAAn1deMXg95pNPgIgI5Obmmk6hRmRn3GlARERERERERA5hbFeBtHsgJycHZWVlOsckSqVS52u/aTSYX1NjeNzJCUhLG1jfREQAoqKisGXLFjj95jdodXMzeH1ubS1CWluRl5eH4uJik/30pwA8UX9xpwGRjWzYsIHRYSIiIiIiui6Joojc3Fykpqb26+8e6XyVSqWzqyA3Nxd+fn4AALVajUmTJhk9X2qzZ88eREZGymPoa1wnT57ESy+9hJUrVwIAYpuaMLalxfACt98OhIRYfF9ERKZcbm/HZ35+WHLpks5xFwC/rKrCK2Fhve6e0t6FxfkmsjWbBw02b95s60tYRKFQ4LHHHnP0MIiIiIiIiIgGPVOT8MXFxcjOzoZKpbJ48kpaLZuXl4fExESd49nZ2XjkkUcMzpGCBBJp50FeXh6SkpLkMfY1qVZaWorDhw/j9ddfx5w5czC/utr4IFkAmYisrLa2Fu8GBWHRpUsGE7L3iCK2jByJPXv2YPr06QwKkMPZPGiwe/duKAZJDkCNRsOgAREREREREZEe/eCAKIp4++23UVNTA7VabTAJb6ymgHQOACxZssTk6n9RFJGXlwcAyM/P73VcpaWlALpTFWVmZsp9VlRUyG0+/PBD5OfnQ6VSYc+ePXJ7f39/nXEAQENDg3zd8JAQpBlLTTR8OHDPPWa8a0RE5hFFER9++CGq3Nzwhb8/7tT77PHu6sICUUROfj6WLVvGoAE5nN1qGmiMFRWyI0dfn4iIiIiIiMjezM2BLa3Ql9pJRYLVarXR9tLke0NDg3yN4uJi5OTkICcnR+d6+n3r1yfQV1hYKD+W2qrVapP3IAUe3n33XTkYoVardcYhiiJeeeUV7Ny5Uz4v/PhxKDs7DTu87z7A07PXMRIRWUIURfmzKic42GibRZcuwZnzlzRI2C1ooFAooNFoHPZvsOx2ICIiIiIiIrIX/Qn7vqxbtw4bNmwwObEvBQjOnDkDAKisrJRTFWmv/tduq9+XsZzdtbW1yM3NBQDs37+/z3H6+PgYHDN1njSOnJwcHD16VD4effCg8c6ZmoiIbOjksGE4aOQzbER7O+b0fF6y6DE5ml0KIUuT9i+88IJDttdcvnwZf/jDH+x+XSIiIiIiIqKhpKSkBCUlJZgyZYrO8ZycHCxevBjbtm2DWq1GaGgoAKCpqUkOAkipgSRSwGLWrFkATO8wCAkJwZUrV+RdAgCn94ztAAAgAElEQVTg4eGBlpYWHD1yBMr2dgS2t8N7925g507gzBlMLizE8z2pi3oj9KQnnlZQgGl6r40xVnA0IgK49dY++yUi6q/ExEScnzIF019/3eC1tEuXAI3GaH0WQRCQnp7O1EVkF3YJGkgEQUBQUJA9L0lERERERER0Q5JqCRg7pl3Y2Fg7/bREarUaLS0tcnqNc+fOAQCGDRsmtykoKDA6DmkHwIcffgh/f3989NFHAABnjQZBbW0IPnUKys8+wwOVlQhsa0NgezuE9nYE9Xx1ldJ1/Pa3cp8je/716d//BgDMM6ctACxdCjBTARHZ0LJlyxA9YQKav/gCnuXlOq/FNjXh7KFDaI6LMzhPEARkZGTYa5h0g7Nr0ICIiIiIiIiIzGdskl//OADk5uYiISEBe/fulY9lZWXJq/e3bt2KkSNHIiYmBtnZ2VCpVPJ5KpVKZ5U/YDzVj7GixXv27IG3t7fhwDs74SKKmHj1KoLb2zGirQ3Bb72F1o8+wm/Pn0dwezsC2tuv5Uw+dQozLH1zbGHJEkePgIiuYykpKd2f5U5OqFu2DJ7PPGPQxv+f/8Rfz551wOiIrrFL0GCw1BMYLOMgIiIiIiIiMoexFBX6xwEgOzsbo0ePlusXJCUl6QQCpAn/X/ziFwC6iwb7+vpCrVbjueeeAwCEh4ejrKzM7LE5aTToOn0aLnv24L6qKoxuacE0Hx8IdXUYrlLBuasL/9Q/qarK4vfAbmbP7k5PRERkZVJqIe0AsOuDD+LqCy/Au7lZp63X7t0oqKwEPDwcMVQiAHasaTAYsCAyERERERERXU9qa2sNagnk5eVh6tSpRtvX1NQA0N1J0NDQYPoCGg0COjowpqUFYa2tGNPSgtE9j8NaW+Gm0QA//HCt/eXL/b8ZR2MtRCKyEWOphYSwMBSnpCDynXd0jjsBWFRVhRdHj7bjCIl02TxosGPHDltfok9BQUGDYhxERERERERE2kylHzJXXV2dvKNAO3hgKhBw+vRpg2OVlZXdfRUXY1pLC8Y1NyOiuRkRPY99OzstHpfN+fmhDdfu08Wle3qjo6MDzs7O6NQas5ubG9ra2kx2NSw6Gp5PPgkkJ9t0yERE+srnz8fod9+Fu96C67tFEd/deSeLHpPDsKYBERERERERkYOYSj9kqq0UYKitrQWgGxzQrjmwc+dOo32cPXMGw7q6ENTWhqlXr2J8czNu2bwZaeXlCOjosMIdDVy1iwvqvbxwXqPBZTc3XHZ1xd0ZGRgxbRowdixEb2/k7tyJhIQE/O1vf8P+/fvxxBNPAABefPFFg/7mzJmD3bt3m7zetm3bEB0dbbP7ISIypc3PD2p/fyyortY57qHR4MHz5xk0IIdh0ICIiIiIiIjISizdOSBN/ktftft5++235XRCAFBQUIDs7Gz4+/tj3759AK7tEtB3tLAQIT2BgZuvXsXI1laMbGvDiLY2uOqnELZjSqE6Z2dccnNDrY8PyjUaXHJzwyVX1+6vbm6ocnVFh5MTXn31VXy5Z4+8i+Kn99+PET0T+2JRkRxoWbRoEfbv34+wsDDU1dWZPY6QkBBcvHjRJvdIRGSuiIgIvJOQgAW5uQavxe7ejdq9e/HP778HACxZsoRBBLIbBg2IbGT16tXyFtnevPbaa3YYDRERERER2YMlOwcAyBPdFRUV+PbbbwF0TwyJooicnBwAQEpKCgRBwDfffAOgO8WQXJNAo8Go1lY5KDChqQmRzc2IbG6GjwPSCokuLjjr4YFz7u7oGj0aR2tq5IBApZsbWp2cAACPPPII/vd//1fn3FmzZuFCz335+fnJ+b+1CzoDuoEWPz8/+bh+bQeJVNswNDQUkyZNgr+/P2JiYrBmzRoAQG5uLjIyMjgZR0R2FxUVhT9u396dHk1vh5hCo8G5xx9HTs/cUnJyMj+nyG4YNCAiIiIiIiKyE2kHAdAdHJA0NDTIQYKmpiYkJSXJr0m7FhobG7sLE586hQcqKzGxsREz1q7FY70VMraBemdnlLu7w0Olwr/Ly1Hh7i4HChqdnXUbG5ng8vPzQ2hoKFJSUnQCAosWLUJwcLB8TBAEpKamGgQNpEBLXV0dIiMjkZ6eDkA3PVNiYqL83N3dHQCwatUqzJw5E0D3fwfp+nl5ef2uKUFEZBUvvIDO3bvh3N6uczimsBBBkyahys3NQQOjGxWDBkQ2smHDBv7SSURERER0g8rNzcW9996LvXv3IjU1VT6mUqnk4MCMGTPk9pe1UgTl5eVh6tSp1/ravh3/NXkyQl9/He8XF2Pc4cN2uYeLbm4o9fDAaU9PnPHwwFkPDzzyyivY8c03UO/ciSdWrMBWvRoCgiBAFEWTfc6aNQv79+/HmDFjMGbMGDkgkJycjG+//Rb33nsvBEGQ/5YSBAHp6ekm/7YSBAEZGRkoKioCcC1YkJSUJAcNAgICkJ6ejsjISIPzAMOdDEREdjd5Msrnz8fYf/1L57ALgF9WVeGvoaHIyclBZmYm55rILhg0ICIiIiIiIhoA7ToGkry8PNTV1SE/Px+iKGLChAnIzs7Go48+KrepqKjAsWPHAADNzc06fTbU1yOqqQlzamsx5/nnMaa1FWNtNP46Z2cUDRuG056emLFsGZxVKjywcaO8a0CaiE9JScHY6dOROX06QsPCEBYWZtCXUqnUCRrMmjULFy5cQFlZGYDu4ICcWqlHSkoKkpKSsHz5ciQnJ8uT+YDu5L5EKv7cYGSHxcKFCzF+/HgolUr52IgRI3DfffcZtDW1k4GIyBHO3nMPRv/rX9Dbr4WFly9ja0gI1Go10tLSGDQgu2DQgIiIiIiIiMgC+sWOi4uLkZ2dDZVKpZNjX1rpnpeXh3vvvRcAUFVVJb9eWVkJtVoNAPD09ERgWxvi6+owqbERs9PTcZ8V0w6JLi6oCghASUcHRFdXtCkUOO3pCSEhAduPHIGmJ+//tqVL4SsI+MmhQ8jPz0diYiIeeughjB8/XieFT0ZGBkRR1EkDBAAlJSU6101OTsb06dORlZVlMDkv7SJITU3tdXeCJaRaCKIoIjk5GWq12mhwg4hosHGPisJuPz/c3lO3ReLd1YUFooic4GAHjYxuRE6OHoAx33zzDR566CE5LyERERERERHRYCEVO5YmurVz7AuCgJSUFINz9HcSAN21C6DR4NGYGNy1eTM+PXYMT1ZUYH5NDYYPIGBwydUV3wwfjjdGjMDqsWOREhuLeZMn4+MVK/BseDiO/OIXeH3kSGDhQnxQWCgHDCSCIGDhwoUAulfuR0VFGS0ULAgCVq1aZfR+9dtlZGQgPT1dZweAdNzSVbM+Pj46X01dMy0tDQB0AjlERINVZGQkrurtrJIsvnQJrl1ddh4R3cgG5U6DlpYWVFVVQaH3iwsRERERERGRo0g7DFQqlc6xPXv2AAD27NmDiIgIo+cWFhYCAPbu3QsA8O3oQOzXX+OeoiLE9LNGQYeTE056eKDQ2xvHvLww98EHUdjcjHe++AIADHYBeHp6Ij09HQkJCYiNjYVKpUJ+fr5cZ0CbNNHe14R7Xyl+pL/r9WsPDIQUeNAPQOjXPpACB2q1WqdOgv74e6uZQERkL4IgYOGf/oT2L7+E64EDOq8Ftrfj59XVqK2tRVZWFou3k80Nyp0GRERERERERIONtMNA2lkgHZMm5vPz81FaWmp0Av1yeTliGxuR9OOP+FtZGT4vLMRdn36KmKYmi8bQ7uSEr3x98Ux4OOInT8YDMTF4OSwM//b3x876esy86y657fTp0wEAMTExAAAvLy9kZGTIOwekgEBycjKA7toC5hYg1iZNzkv9AEBcXBwAQKPRGLQd6CS9sYCGsV0LgiAgOTkZOTk5JtMf9Xe3AxGRrbg+/bTR40svXcKV6mqdnW5EtjIodxoQERERERERDVZSHYKtW7fCw8PDZDufjg7cVV2NO2pqENXU1O8/wFsUCnzj64vKW29F1fTpyPn4Y6Pt8vPzkZSUJD+XCgVPnz4dJ06cMJnOR6lUyrUFtIMG+gWITREEAStWrEBRURHUajVSUlIQGRmJgoICo231+xVFkQU+iYgkd9yBlpgYeJw4oXM4rLUVB/7xDwcNim40Vg0aaBd0Goj6+nqr9ENERERERERkbVIqH+3UP5KGhgbENDbiF5cvY15dHdw6O/t1jbPu7ijw8cGB4cPx7fDhaHF2xqtPPQXXigpAL2igUqkwatQoOZghGTVqFNLT0zFmzBgAMCgILK36j4yMxMyZM/s1TmP9paamygEDc9IOi6KInJycPmsj6F+HAQYiui4pFKh++GGMWrHC4KWbd+4EenaPEdmSVYMGDz30EOsQEBERERER0ZAm1S5ISEjA3r17kZqaCgDIzc01eY57Vxd+VlODn/6//4f7ysv7dd06Z2fkBAfjk4AAXHZzg1Kp1EmFtGfPHkRGRhqcN2/ePKhUKqjVaiiVSqSkpCAvLw/h4eGYN2+eXEdAvz6BJbsJgGvvi6lc2tr9SWmJ9NMT9SYvL8+sPN2WjpuIaDDo6zNUu40qLg4d7u4Y09qq8/qE5mbcysXWZAdWr2mg0Wis8o+IiIiIiIjI2kRRRFZWVq/5oKXaBa+//rqcO1oURYNaBb4dHZhTW4sNpaX4d2Eh1p09ixH9CBgcHzYMz40Zg42//S3eCAnBZTc3ANfqAsyaNQvJycnIy8uTUw5p00475OfnJwc5JL2tzDfn/ZAUFxcjOzsbxcXFZt/bnj17Bpx725IxEhENVtLPFnN+/sDZGWfuu89om/++eBE527bhlVde4eci2YxVdxpIuwyUSiVGjRrV735qa2tx/vx5aw2LiIiIiIiICMC1CZn4+HiDSXR5hadKBcB4+qGfTJkC9/x8/Ly6GvF1df3+o/rHYcPwla8vjqlUqFYqoVKpcHdiIv799ddyG2lnwKJFi+Dn5we1Wq0TIIiLizNaN0Bfbyvze3s/9Em7HrR3P5iiVCoBdL+Hy5YtG1AqIUvGqI+pjIhoKPLz80P0668D+fnAuXM6r01ubMSW//s/qIcPR3JyMj/fyCasGjQICQnBxYsXERoaivXr1/e7n927d2Pz5s1WHBkRERERERHdiPRTDUkBgdraWmRlZemkiZAmp5977jnDjtrbkXL5Mh7bvh0+Zkya6zvk7Y2vfX3xo5cXTnl6osHFRRogIIpYt24dBEFAWloazpw5g/3798vj0k4rFBYWhrS0NADdNQukoIH+5Li5E+W1tbU6X61FPxUSERGZr7a2FllvvIG0X/8a3mvWGLz+1Nmz+OVNNzlgZHSjsGp6onHjxkGj0aC0tNSa3RIRERERERH1ixQIKC0tRXZ2ts5qee00EVJwQV90YyOGP/ssQmbPxlPl5RYFDK46OeG9wEAcycnBziefxNsjRuCQj8+1gIEeQRCwYsUKLFq0CMC1QsaCIOhM6q9YsQIrVqyQCxsrlUqd3QR95czWZsnuASk1krEUSQMhCILZRZAtZU46ECKiwUb6GXU+ORldAQEGr49sa8OiqioHjIxuFFbdaRAZGYl9+/ahqakJFy9eREhIiDW7JxpSVq9eDRcTfwxoe+211+wwGiIiIiKiG48oisjJyQEAqNXqPttKNQsUnZ24vaYGi6qqMKmxEegpJGyuU56e+CAwEDv9/dHs7IxtU6cidepU5OXlITExUf572Vj6I+DaKn2pkDEAHDx4EIDu5H5kZCTS09N1iiMPJJVPXywJGkiBAP06EKbaZmRkQBAEq4/ZVjspiIhsSfqcrWlthdPvfgc89ZRBm0WXLuHkuXNAdLS9h0c3AKvuNBg/frz8uKSkxJpdExEREREREVlEFEU5WLB//36jbXJzc+VV6JOvXsWasjLEP/ggNpw50x0wMFONUok3g4OxY80afLB6NfICA9Hs7IzExESdifBly5Zh27ZtWLVqlUWr66UaAdJXQHeyvbf76o0lgQCpnoJ2XQVTBEEwKMjcV3tT9zIQluykICKyJXNqrEhtJHV1dcDKlWgYM8agrbKzE77vvmuTsRJZdafBuHHjMHbsWADAlStX+t3PTTfdhMzMTGsNi8ghNmzYwGI0REREREQOYird0P79+5GWliZPvufl5eEef394bdqErRam2r3o5obP/P3xhb8/pi5Zgg+2b8cTkyYhVaVC3r/+BQBISkoyWmdAEAQkJSUhLy/PoJClsYklafeBubUC8vLyzE5RZC4pHZL0tS/WKkLMYsZEdD3orSi9fhud3XHu7jj+6KOYsWqVQfvQ99+H+MwzEEaPtvZw6QZn1aCBp6enVQoYh4SEMLURERERERER9YsoisjKyjKaGketVmPbtm0oKytDeHMznqiowMRHH7Wo/1OenjiVloY/Hj4MjUIBAEiNiABgOKEuBSf0J4tEUcRnn30GALjzzjsNggb6bY0FQKzBkt0DlgYuzJkg608/0vth7aAIEdFgVTtpEg55e2Pa1as6x70bG9H4978DGzY4aGR0vbJqeiIiIiIiIiIiRxJFEZs3bzYaMJg1a1b3g7Y2BG7fjjeLivATM4v6Njo5Qe3vjxXjxiEtJgZNP/uZHDAArk26a0+op6Sk6NQb0B+ntJK0r0n44uJis2oD9IextEeDnSXFjYfi/RER6X92KZVKbDWxwNr/n/+EWFmJrKwsFn0nq7HqToMb2a5duyzeZbF48WLcf//9vbbp7OxEeXk5iouLUVJSguLiYpSVlaGjowMAMHHiRPzpT3/q97iB7voTX3/9NQoLC1FdXY2GhgYMHz4cSqUSERERmDRpEqZMmWLyF1lb3bukvb0d+/btw1dffYXy8nLU1dXB29sbwcHBmDlzJubMmQNfX1+Lrm/LfomIiIiIyHG0J+P1nSktRVJtLSLmz4fbuXNm9XfW3R2H4+PxclUVmp2dAQBxcXG9puiR0un0thLeksK8Uj5+/foIpq5tbgFiwLLdA0MxTZCluyOIiAYD/c8uPz8//MfHB1UREQjSS6XnevEiqrduRXZeHuLj44fUZzQNXgwaDGIHDhzASy+9hNbWVpv0X1dXh61bt2Lv3r0Gr9XU1KCmpgalpaXYtWsX5s+fj1//+tc2GUdvKioqsGnTJpTqfSDW1taitrYWRUVFyMvLQ2ZmJuLi4hzeLxERERER2caAUtJoNJjc2IhHv/zSILWDMXXOzvhKqcRepRL7fH0RHRSE5upq+fUFCxbIEznJycnw9/c3WqC412v0ozCvdn0EU6QCxLbYmWCtdEOWEkURb7/9NgBgyZIlFp07FAMdRET6n12CICD94YdRcfEigv74R4P2QTk5wLBhBseZzo36i0EDGwgNDcXkyZP7bGdqm6qksbHRZgGDqqoqrF69GpcuXZKPBQcHY9y4cfDx8UFbWxsuXLiAM2fOoK2tzex+rXXvQPcH25o1a1BTUwMAUCgUiI2NRUhICK5cuYIjR46gra0NdXV1WL9+PdatW2fWtW3VLxERERER2Y6UkqavVZTaK/hdurpwV3U1fnH5MiY0N/d5jTpnZ+QEB+P9oCA09ewqAIATJ04A6F7pP3LkSHlhkfZuAlEUsXDhQmzcuBFPPvkkoqKizLovc3YPWMqSifKhMKkuiiJycnIAADExMTh06JDZ5zoq0EFENBD6n13S86Iff0T5Cy9gtN58od+JE4iNjjbox9yfnUT6HBI0qKysxI8//ggAiI+Ph7PWL2PXgwkTJlh1Vb5SqURkZKT87/vvv8eOHTv63V9jYyOeeuopOWAwbtw4ZGRkICYmxqBtc3MzCgoKoNFozOrbmve+adMmeWI/KCgIa9aswdixY+XXr1y5gj//+c8oLCxER0cHNm7ciC1btsDb29sh/RIRERERkf2YWj0preCf1tCAVeXliGhpMau/DwUBfwkN1QkWaEtJSUFGRobOtfQndMaPH48PP/wQhYWFfQYNpJ0JCxcutEnQwNyJ8qE2qX7+/Hnk5eUhJSWFE2BEdONxcsJ7QUF4oqLC4KVFly4hJycHmZmZ/HykAXNI0KCoqAh/+ctfoFAoMGPGDAwzsn2GgGnTpmHr1q0ICgrSOX7q1KkB9fuPf/wDlZWVAIDY2FisW7cOHh4eRtt6enpi9uzZA7pefxQUFOD48eMAABcXF6xduxbh4eE6bXx9fbFmzRosX74clZWVaGhowIcffoilS5favV8iIiIiIrIvafXkuXPn4O/vjzvvvBN79+5FsIsLnj1zBnf2LBTqS7GnJzaPGoXjoaFo0iqKHBcXh7q6OpSUlACAWakdGnrObzCjuLIlufZZzPeaxsZGAOalaiIiuh59HBCARy5cgE9np87xubW1+OtHH0FMS+PnIw2Yk6MHQKb5+fkZBAwGqrS0FF988QWA7oDA73//e5MBA0f69NNP5cdz5swxmNiXeHh4IC0tTX6+c+dOdOp9aNqjXyIiIiIisj5RFJGVlQVRFE22UavVyMnJQWlpKX7YtAkJjz1mVsDgkqsr1oaH479iYvCtr69BStJ77rkH69atk59bUrjY2iIjI5Genm5WmtfrkfZ7f/DgQQD9qwlBRDTUCYKAGXPn4l9GggIuAP7r0iXk5ub2+nOTyBwMGtxg1Gq1/PhnP/vZoIw8Njc3o7CwUH4+d+7cXtvfeuut8PT0BNC9oueHH36wa79ERERERGQb0m4CURQhCALS0tKgVqsNJkO8OjsxcfNmvFpSAmVTU699XnF2xpaQEKTGxkIdEACNQgEAcHd3N2grCAISExMBWH+S2tK6A/qpkW4k2u+9VF+CiOhGJAgCFi5ciPcDA2FsaWuKKGLXBx8waEADxqDBDaSzsxNfffWV/Dw+Pt6BozHtxIkTaG9vB9C94r+v1TSurq46+UKPHj1q136JiIiIiMg+mpqakJOTA1EU5dXn0+vr8d6PPyLs8897Pbdx3Dg8Ex6O3y5YgMN3342WntoFKpUKAAx2YCuVSnlyRnpuTTd6IMASTMtERHRNZGQkZv7yl9htJL2dV1cXfnH5MsrKygAMjWL3NDg5pKbB9a6xsRH79u1DRUUFGhsb4eXlhYCAANx0000ICwtz2LjKy8vR1LPqxsPDA+PGjUN7ezt27dqFL7/8EufOnUNTUxOGDx+OsWPHYsaMGUhKSoKrq6vZ17DGvZ87d05+PGbMGLMKZY8bNw5HjhwBAFQYKQZjy36JiIiIiMh6pALHCQkJyM3NBdCdniY3Nxd5eXkAgJycHPx06lQ8UV6O+y5f7rW/q05OaHzySTgvX46RH32E5ampOHjwIAoKCpCYmIjp06fj6NGjCAgIkM9JSUmRFxlduXJF52tvRo0apfOVrEOq+xATEyPvNGAggYhuVIIgIDU1Fc/l5OB2I6nzfllVhR1nzshth1Kxexo8GDSwge+++w7fffed0dfCw8Nx3333OaS4sHYB5VGjRuHixYt44YUXcPbsWZ121dXVqK6uRkFBAT744AM8+eSTGD9+vFnXsMa9a0/um1vTITAw0Oj59ujXlBozC69ZgpFhIiIiIrreSSmJRo8eLQcJ6urq5MfQaOC0bRtmZmXBu4+AweVp07C0rQ2vLFmC6BEj5IkTacJZ2kUAACNGjADQHTDQ3gFw/vx5na+9iYuLQ3p6OuLi4iy4YyIiIsudHDYMJ8PDEdWzq0Di39GByG++AR55xDEDo+sCgwZ2VlZWhhdffBGHDh3C8uXLzVrtbi3a+cwUCgWefvppXO75JTs0NBSRkZFwcnJCWVkZTp8+DQC4dOkS/vCHP+CFF17AuHHjBnR9c++9oaFBfmzu6hE/rS1ZV69etWu/pqxcudKi9ub4+OOPrd4nEREREdFgIO0wkNIF7dmzx6CNsr0dz5w9i9l9rPpvdHLCX0JDkfTXv2LBsWMGi2+k3/P9/Pzk1A3SzujU1NR+L9bhik7bYj0DIqJu0s+ujrY24LHHDF6fuHMn0NEBuHDql/qH3zlWFBwcjNmzZ+Pmm29GWFgYfHx80NnZiaqqKhw+fBg7duyQJ+l3794NNzc3PProo3YbX2Njo/y4pKQEAODm5obHH3/cYPX/0aNHsXHjRtTX16OlpQUvvvgi/va3v8HFxIeNNe+9paVFfuzm5mbWvWm30z7fHv0SEREREdHASTsMnnvuOQBAfn4+ACAxMRFZWVmY2tCA9WfOILCnTpkpBd7e+GN4OG5esACREyZg5qxZBm20czxLE/1FRUVG+/Px8dH5SvYnCAJSUlKu7TaB7gIvIqIbjfyz68QJHB82DLE96cglvtXVqH/jDQxPT3fQCGmoY9DASqT8/05OurWlXV1dMXr0aIwePRq33347Nm3ahIMHDwIA1Go14uPjERsba5cxGpv0XrFiBW677TaD4yqVCmvXrsWqVavQ1dWFCxcuYO/evZg7d65BW2vfe1tbm/zYVJBCn3bdhdbWVqNtbNWvKS+99BL8/f0tOoeIiIiIiHRFR0dj5Hvv4bFz59DbPu0WhQKvhobi/wIDoVEo8Oe0NJM7Bqqrq3Ho0CEkJCTIbUwVi2TQwPGk/N3aQQMiIgKgUOCtESOwsbTU4KXGtWuxtaEBS5YuZbprsphT303IHN7e3gaT5vqGDRuGVatW6RTF2r59u62HJtNfXR8ZGWk0YCCJjo7GzJkz5ef79u0z2s7a9649zo6Ojl77lbRrrTZyd3e3a7+m+Pv7yyuXrPWPiIiIiOh6VdtTzPGjjz66dlCjwc2ffIIVfQQMCr28sC4lBe8HBWHmrbf2ea3S0lIcPnwYpVqTLNKqTf7eTUREQ0m+Uom2MWMMjodcuoSSv/8dxcXFyMrK0klbTtQXBg3szN3dHampqfLzY8eO6UxM25KHh4fOc+2AgCkzZsyQHw80f6S59649Tu3dAb3Rbqd/n7bul4iIiIiIBq6urg4AUFBQAABw1mjwamcnpv3rXybPEV1c8NTYsXgoKgoJ6elIT0/Hb37zG6M7BoDuFEhZWVk69c76EhERgalTp89R6asAACAASURBVCIiIsLCOyIiIrItQRCw7OGH0ZqZafT1ByorUVFRgezsbAYNyCIMGjjA5MmT5cetra2oqqqyy3WHDx+u81wq9NWb0aNHy4+bm5vRpJcjzVLm3Lv2tl/pD4e+SKuSgO6dD8bYql8iIiIiIhoYURR1Ch97d3Rgc3ExZhYWmjznm+HDseimm/C5vz8WLFyIuLg4ZGRkICoqyuSOAalugrEiy6ZERUVhy5YtiIqKsuymyKqkugYAkJKSwh0hRES4lr7tfVdXtAUEGLz+k4YGuB87BqB7jos7DshcDBo4gH7BJktWuQxEaGioznNPT88+z9FfXd/c3DygMZhz79rjNDegIhVZ1j/fHv0SEREREVH/Sav/pcLHo1pb8cbJk5hh4u+kLgCvjhqFx8ePxwiVCgCQlJSE3NxcsydCpN0MNHRI6aPS09OZRoqISIsoivj7P/+JM3ffbfR1lVoNoHsBLXcckLkYNHAA/YK6lubK7y/tXQMAzNo1oB8k8PLyGtAYzLl37cn5s2fPorOzs89+T58+LT82tYPCVv0SEREREZFlpECBKIoQRVEucHtzQwPePHECY1tajJ7XBWD9mDF4c8QIaBQK3H333UhPTwcAToTcAFh3gojItCuLFqHVSGrt8MOHEWbi5yqRKQwaOID2RDTQXTDXHkaMGIERI0bIzysqKvo8R7uNj4/PgPP6m3PvMTExcHV1BQC0tLSguLi41z7b29tx8uRJ+bmqZ7WRvfolIiIiIiLLSGmCNm/ejJycHADA/Opq/G9xMZQmFvc0Oznh/40bh496JoxTUlKQmJiIjIwMuU1OTo7ZgYPo6GjWKSAioiFPSq3d6e0N98ceM3hdodFgyaVL9h4WDXEMGjjArl275MdhYWHw9fW127W1CxsfOHCgz/babWJjYwd8fXPu3dPTU6f2we7du3vtc//+/fKOCG9vb0ycONFoO1v1S0RERERE/aNWq7Hzs8/w6Pnz+GNZGVw1GqPtLrm64qGoKDj15LQHgNTUVHnFuVSzTK1Wmx00WLNmDesUEBHRkCct+K2oqAAefxxdPQtmtd1VUwMPrbqdRH1h0MAKLMnzf+DAAXz55Zfy84SEBBuMyLQ777wTLi4uAICSkhJ8/fXXJtsWFRXh22+/lZ/PmTPHoI2t7v3OO++UH+/atQtnz5412q6lpUVemQQA8+bNg7Ozs937JSIiIiKia7TTDxkjrYp07+rCC6Wl+O/KSpN9/ThsGLYsW4aTw4YhKSlpQOPSLqZLRER0PZDqhTY0NAAhIahfsMCgjWtXFzpeesneQ6MhzCFBAw8PDwQGBkIQBCgUCkcMwaq++eYbrFy5Evn5+SbrBDQ1NeG9997Dxo0boelZPSMIAu42UaTEVkJCQnQmzv/yl78YDRwcPXoUzz33HLq6ugAAUVFRuOWWWwza2erep0+fLu9s6OjowLPPPouysjKdNvX19Vi/fj0uXrwIoDt9Umpqai93b7t+iYiIiIjoGin9kBQ00A8i1NXVwbOzE38pKcGcnl0Cxpz7yU+QHhWFem9vpKWlQalUAuhOTaSd177BRNFkfdrFdJkXn4iIrgc+Pj46X7tWroTGyHzrzCNHsCAxEQqFAllZWTh58mSvAX66sbk44qIzZszQSZNzPTh16hRefvlluLi4IDQ0FKNGjYK3tzc6Oztx+fJlFBUV6RQB9vb2xrp16/qsEbBu3TrU1NToHKvV2k5UUlKCx4zkK3vmmWcQEBBgtM9f/epXOH36NI4fP47W1lZs3LgR77zzDiIjI+Hk5ISysjKUlJTI7f39/bFq1SqTAR5b3fvvf/97rFy5EjU1NaiqqkJmZiYmTpyI4OBg1NfX48iRI3K/zs7OWLVqFby9vXvt05b9EhERERGRcVIQIT4+HgDw9c6d+J/iYkxubDR5zj9GjID3ihVo3bQJ+fn52LZtGwRBQHp6uk5qIktJgQMiIqLrgX7QwP+WW9A6fz7cP/lEp513VxfuunABGo0G2dnZGD16tPyzmYF00ueQoMH1rKOjA2VlZQar17WpVCpkZmYiKCioz/4qKipQVVVl8vWWlhacOXPG6DhMcXV1xdq1a/Haa6/hq6++kq9jrDByVFQUVq1ahcDAwD7Hau17FwQBzz//PDZt2oTS0lJ0dXXh6NGjBu18fX2RmZmpU6/AEf0SEREREZFx0sKn2tpaKFpbcfcbb5gMGHQ4OeG50aPxaUAAntOrgWZqwl+aKCEiIiLA/emnAb2gAQCM++QT/M+ECQCAPXv22HtYNIQwaGAF8fHxGDlyJIqKilBUVITKyko0NDSgvr4eGo0GXl5eCAkJQVRUFP4/e/ceF1WZ/wH8c7goyG3AI4iAIISgIhZhqV0UtN2o3QrHtQy77BritmvmlmmmazdNS1O7YDi5bSreCtnN+tGWgekuWuI9FeUiCgriAQaQ+2V+f+CcGGYGUZkZLp/369VrZs7znGe+s615zvk+z/O9//77ERgYaOmQ4eDggHnz5iEqKgqpqak4deoUSktL0dTUBIVCgeDgYNx7770YM2ZMu1tImfq3+/j4YOXKldi3bx9+/PFHXLhwAWq1Go6OjvDw8MDYsWMxadKkGy4mbapxiYiIiIjoV0lJSYiLi5MLFa957z18UFiIICPbCamtrZG5bBm+2bHjhr5Hu21RVFQUZ0sSEVGvov07UPsKABg9GoiIANLSdPo6VlSg4bPPAFFEWps2otaYNOgEtra2GD58OIYPH97pY2/YsKHTx2wtJCQEISEhN32+KX976++IjIy85aJn5hpXa+HChXLR6fbEx8eb5PuJiIiIiCwtOTlZvt4WNBo8++OP8Giz/aqWZGOD54cOxdz77kOMrS1KS0vx+eefd+h7XF1dAQAxMTFMGhARUa8SGBiI2NhY/Ym6CxboJQ0A4OmiIuzq3x/NPaDOLJmORQohExERERERUc8liiIiIiIAAFu3bkXK//0fXsnPR1Q7CYPYoCCMevJJBAYGYu7cuRg3bpxOrTUiIiLSp926Ty9p/sADwB136PX3ravD+GsrAIGWVYEshkxtdduVBseOHcOBAwdQVFQEW1tb+Pj4YMKECfDx8bF0aEQAgGXLlnGWExERERH1SqIoIjIyEmlpaUhPT8fMS5fwhytXDPYtt7bGX4YORb6dHV6JjNS7hh43bhyGDBnS7rW1tkAyr7+JiIiuEQTglVeAadP0mp4pKkKaQoGIyEgkJydDqVTy71DS0SWSBnl5efjvf/8LABAEAVOnToWtra3BvvX19Vi1ahUOHDigc/ynn35CUlISpk6diieffNLkMRMREREREfV2kiQhKSmp3YcN0VeuYGZhocG2KisrvBAYiBx7e6PfERUVhaioqHbjMFYgmYiIqFebMgX18+ahT0GBzuGQ6mrcefUqRo8ezdoGZFCX2J7o66+/xhdffIEvvvgCp06dMpowAIBPPvkE+/fvh0ajgUaj0Wlrbm7G9u3bsX37dlOHTERERERE1OtJkgSVSmV0W4P71GosuHDBYFudIODtu+7CSQcH+Zi2NgERERF1AhsblP7xjwabnikqwtWrV80cEHUXXSJpcOjQITkB0F5R2qysLOzevRuCIEC4VqxDmzzQaDQQBAEajQbbtm1DQZsMGhEREREREZmWJElISEiAJEkQDx/G8txcWBvo1whggb8/vm9oMDpWZWWlzisRERHdOJvYWFQ7OuodH1dRAbvMTABAWVmZucOiLs7iSYOSkhKUlJTIn8PCwoz2/eqrrwBATjA89NBDWL16NT744AM8+uijAFq2N2pubsbOnTtNGDURERERERG1pV15sGzaNIxcsgR926wO11rm64t9CgUA49sPOTs767wSERHRjRN9fNBvwQKDbSEpKQCArVu3shgy6bB40kC7IkAQBLi5uRldjtrQ0ICffvpJXmVw//33Y9asWQgICICfnx9mzJiBRx55RF51kJ6ejqamJnP+FCIiIiIiol6trKwMjo2NmLtvH+yM3I+tGzQIX4kiwsPDAQAxMTGIiYnR6+fn56fzSkRERDfp+efR1K+f3uGQkycxqK4O6enpTBqQDosnDYqLi+X33t7eRvtlZmaitrZWXmUwefJkvT5TpkyBlVXLT6qpqcH58+c7OVoiIiIiIiICWlYVJCYmAvh1WwN1aSnezMuDT12dwXO+FEVsGDgQADB69Gj5uCiKiI2NNVpMmYiIiG6BqyvKp07VO2yl0eCpy5ctEBB1dRZPGlRVVcnvHVoVwGrr1KlTAFpWJHh4eGDIkCF6fVxcXODr6yt/vmCk4BYRERERERHdGkmSkHJtWwOt27Ztw/3l5Qb7f9W/P1YMHgxcq0/XmiiKiIuLY9KAiIjIVObORZO1fqWhP1y5ghAWRKY2LJ40qGs1A6Vv375G+2VeK8wBALfffrvRfgOvzVoBgIqKiluMjoiIiIiIiNqSJAlJSUnyZ1dXV6h37ULA5s0G+x9zcMCywYOhEQSEhoYCALy8vLi6gIiIyEzcQkNh/dRTBtteu3ABWzZv5hZFJLOxdAC2trby+9raWoN9NBqNTtJg+PDhRsdrnXgwNh4RERERERH9+vBfqVTe0MN7SZKQnJwsfxaqq2ETG2twVppkY4P5/v5otLJCcHAwZs6ciWPHjiE8PBwPPvig0e/glkVERESdqyw2Fq7//Kfe8cCaGtRv2YIVdXUYNGgQnnrqKf7928tZPGnQekui1vUNWsvJydHZxig4ONjoeK0TBTY2Fv95REREREREXZYkSVCpVBg/fvwtPRxwX7ECjgb2RG62tsYCf39IffoAABYtWoTg4GCMGTPmumNqtywiIiKizpEpCDjn7o4nDTyDnVlYiCdSU9EsCIiKimLSoJez+PZEgwYNAtCymiAvLw/V1dV6fQ4cOCC/VygUOlsQtVVZWSm/72egKjgRERERERF1nkckCa47dhhsy581C0ednBAREYGYmBgIgoCEhARuf0BERGQBarUaH3p54eK1ZH5r/rW1+E1pqQWioq7I4kmDIUOGwMrKCoIgoLm5Gbt27dJpr62txffffw9BECAIAkaOHNnueK2LHw8YMMAkMRMREREREfVmZWVlAICng4OxsKDAYJ/8wYNR+/zziI2Nxfz58zF37lyUlpZCpVIhKyvLnOESERHRNQ1WVlh/bRJ3W7GFhbDWaMwcEXVFFt+/x9HREaGhoTh69CgAYNu2bdBoNBg3bhzKy8uxadMm+YJUEATce++9RscqLi7WWWkwyMgfACJzWLhwYYe2yIqPjzdDNEREREREnSc/Px+uDQ147ttvYdPUpNdebWWFF5yc8I6Vlc4WQ2q1WueViIiIzEf73PRbNze8XFcHp8JCnXbfujpElZQgKSkJU6ZMwZ49e2647hH1DBZPGgDAlClTcPToUQiCgKamJmzduhVbt26V2wVBAAB4enrirrvuMjrOwYMH5fcODg7w9PQ0XdBERERERES9lNDYiOW5ueh39arB9jd9fZFvZ2fmqIiIiKgj7r7nHhS5ucHpjTf02p4rLIRy506EhYV1St0j6p66RNIgNDQUv/vd7/D111/LCQLNtaUwgiBAo9HAysoKf/7zn2FlZXxHpfT0dPmc9oolE5nDsmXL+B9VIiIiIurSRFFEbGzsda9bJUlCUlISlEolSkpKYL9kCe40kjD43MMDu93cTBEuERER3QIfHx8AwLRp09Dk7IzcFSvgX1ur08e7vh6/lySd3Vyo97F4TQOtmTNnIiYmBjY2NnLCAGhJHri4uGD+/PkYNWqU0fPz8/Pxyy+/yJ/vvPNOk8ZLRERERETU3YmiiLi4uA4lDVQqFSRJQt0nn+B32dkG+10YOhTxXl6IiIgw2K59AMEHEURERObn6uoqv4oeHsiZPt1gvxlFRdj9zTcAfq1jRL1Ll1hpoPX444/j97//PQ4fPozi4mIAgLe3N0aNGoW+ffu2e25OTo7O1kXtbWNEREREREREHXPmzBm8/fbbAIADq1fjqX/8w2C/S3364Ntnn8Wf3NwQGhqKtLQ0c4ZJREREN0AURTyQkIDavXthd/asTptnfT2G7NmDwwMGsA5RL9WlkgYA0K9fv3aLHRszYcIETJgwofMDIiIiIiIi6sVyc3ORmZkJsb4ev/vHP2Dd2KjXp97aGvMCAhDp7o4ZM2ZAkiSD2x5pt0XQvhIREZEFWVlB+utf4f3CC3pNfyosxK7+/S0QFHUFXWZ7IiIiIiIiIuqarDQavJWXB9FAwgAAUqZMwZl+/eTPxrY9ar0tAhEREZmXoVpGdk88gcteXnp9PRoaEC1JUCgU5gyRuggmDYiIiIiIiEiPJElYvXo1UlJS8KfCQow2Uofgnx4eOBwUZOboiIiI6EYZSuqLAwbA45NPDPb/Y2EhrGprkZCQAEmSzBUmdQFMGhAREREREZEeSZKQmJiI2v/8B7GFhQb7/M/ZGfFeXvLDBy8DMxWJiIioi3v4YTSEhekdFhsb4bxlC1QqFZMGvUyXq2lAREREREREXYOioQFvnzsHawNt5QoFFvn6olkQEB4ejj59+iA8PLzd8Qxti0BEREQWJgiwXbYMePBBvabBW7bAfuhQCwRFlsSVBkRERERERL2cJEl6Ww+UlZbitQsX4N7QoNe/EUDGSy9h0h/+AKClRoGhGgZtGat1QERERBb2m9+gYuRIvcMO1dWYeuWKBQIiS2LSgIiIiIiIqJeTJElv6wH7f/8bEWq1wf7rvLxQf+edUCqV5gqRiIiITEkQoP7b3ww2PVVUBKurV80cEFkSkwZERERERESk6+JFDP/4Y4NN6c7O2OjhAYVCYeagiIiIyJT6Pfwwcry99Y4rmppgn5DAgsi9CJMGREREREREvVxZWdmvr83NwJ/+hD5VVfr9bGywxM8PGkGAq6srRFFETEwMUlJS+BCBiIiomxMHDMCV2bMNtg3YuBE71q1j4qCXYNKAiIiIiIiol1Nf24YoPz8feyZPBr77zmC/5YMHY8wjjyAmJgaiKEIURYwZMwaJiYnIysoyZ8hERERkAmUjR+InJye943b19fhjYSGSk5P5d34vYGPpAIiIiIiIiMiyKisrAQCNhw5h3FdfGezzH1dX/ODqis0xMQgODpaPaxMOaiP1D4iIiKj7UCgUiPfywt2ZmXptU69cwVYPD/6d3wswaUBkIgsXLoSNzfX/iMXHx5shGiIiIiIiXZIkISkpCaNGjcKWLVvQp7kZ961fjz4ajV7fEjs7rBg82AJREhERkTkFBgZi6PTpSF25EpFtkgN9NBrEXbpkocjInCyyPVFRURFSU1ORmpqKpqYmS4RARERERETUq2VlZUGlUuHnn39GQUEBnr94ET4GZg42A9g1ZQoqbGwQEREBURTNHywRERGZhSiKUCqViB80CIae2j5cUoIjmzdj9erVrG3Qg1lkpUFmZibWrFkDQRAwZswY9OvXzxJhEJnUsmXLeENFRERERF1Wfn4+AODixYu4q6IC04uLDfbb5OGBitGjgdOnMXnyZF7jEhER9XCiKOKOJ5/E16tX49GSEp02awD3fPMNXjpzBt7e3igtLYVSqeT1QQ/DQshERERERES9kLaOQX1BAV7PyzPY54y9PdYNGoSBAwcCAFxdXfX6KBQKnVciIiLq3kRRRGRkJNYPGoRGA1tvjy8vR+jVq8jJyYFKpeKKgx6ISQMiIiIiIqJeQpIkJCQkyDf31hoNnk1JgXtDg17fOkHA34cMwe+VSowaNQqxsbEGZxEGBgYiNjYWgYGBJo+fiIiIzEOtVuNynz44PXGiwfa/XryIk7/8YuaoyFxYCJmIiIiIiKiXkCQJKpUKoaGhOHjwIOIuXcKosjKDfT/w9kaOvT3eUCoRFBSEoKAgg/1EUURcXJwpwyYiIiIz064g3BUSgqF796JvTY1Oe9jVq3D76SfAxcUS4ZGJcaUBERERERFRL1F2LUGwdetW9P/uO/ypqMhgv5yhQ7F9wABERUVxj2IiIqJeSLsl4c49e3DgvvsM9plTUABrjcacYZGZcKUBERERERFRL6FWqwEAmpQUvHHunME+l/r0Qd6bbyJWrWZhQyIiIsLJSZMwIjUVYmOjznH/2loor1yRJyVQz8GVBkRERERERL1I/4YGvJmXZ3AGWb0g4N/Tp2PUxImIi4tjwoCIiKiXEkUR0dHRAAD/kSPxVViYwX4zL12CTUWFOUMjM2DSgIiIiIiIqBc4c+YM1n/yCd48dw6ubWYKaq329kbEvHlMFhAREfVyoihCqVQCAPz8/DBuwwZk29np9VM0NSFg82ZIkoSEhARIkmTuUMkEmDQgIiIiIiLqBXJzc3HX0aO4u7LSYHvttGlQLFzIhAERERHpEQcOxNFnnzXY5rp1KyoOHIBKpWLSoIdg0oCIiIiIiKiHkyQJR3fuxOyCAoPtlZGRsEtMRNysWRBFkbMFiYiICKIoIjY2FqIoQhRFTFm3DqUGiiILTU1wXbrUAhGSqTBpQERERERE1MOVFBRgcmIiHJub9doqFArUJyQAgiAfkySJswWJiIhIT9nChWhodc2g5XrgAO4pL7dARGQKTBoQERERERH1YNKVK6idMQNBNTUG2523b0f/224zc1RERETU1RmaROASHo6Me+4x2H9ufj6Sd+zgpIMegEkDIiIiIiKiHqxh3TqMOnzYYNvZceOA3/xG55gkSUhKSjJHaERERNTNiKKI/u+/j1IbG702v7o6eMbHM2nQA+j/2yWiTrFw4ULYGPgPaFvx8fFmiIaIiIiIeiP17t0Y8OabBtuy7exwIi4OQ9sclyQJycnJpg+OiIiIuiW3IUNw4vHHMT4xUa/t2cuXkb93LxAcbIHIqLNwpQEREREREVEPVHL2LJqVStg0Nem1NfTrh1cCAjAoMFCvraysDAAQFRUFURRNHicRERF1L6IoYvznn6PC399gu8dbbwFGtkWk7oErDYhMZNmyZbzJIiIiIiKLOHPqFOomTUJoRYXB9pr4ePy2thaBBpIGarUaADBu3DhezxIREZFh1tY4FReHu+bP15uV3qegANVLlqDfu+9aJDS6dVxpQERERERE1MNYv/kmQgsLDTe+8gqcn3kGcXFxTAoQERGRUaIoIjY21uj1guujj2LH8OEG2+zWrgVyckwZHpmQRZIGdnZ2GDBgAERRhCAIlgiBiIiIiIioZ/r0U9y2fbvhtogIYOlS88ZDRERE3ZIoiu1OMggKCoLv+vU45uCg12ZVXw/Mng1oNKYOk0zAItsTjRkzBmPGjLHEV5vM7t27sXbt2hs6Z/r06Xj88cfb7dPU1IQLFy4gKysL2dnZyMrKQl5eHhobGwEAISEheOedd246bgDIzs7Gf//7Xxw7dgwlJSWorKyEs7MzFAoF/P39MXLkSNxxxx1wdXW97lgNDQ3Yt28f9u7diwsXLkCtVsPR0REeHh4YO3YsJk6cCBcXlxuKzxRjmnJcIiIiIiJLUX/zDZxmzYK1gbba/v1ht3UrYNP+baBCodB5JSIiIjImMCgI/3rmGYTEx+tff6SkAP/+N/DYY5YIjW4Baxp0Yfv378eqVatQV1dnkvHVajU2bNiAPXv26LWVlpaitLQUubm52L17Nx5++GHMmjWr3fHy8/OxcuVK5Obm6hwvKytDWVkZMjMzkZycjDlz5iA8PLxDMZpiTFOOS0RERERkMfn5cHzmGVgbKnwsCPh+5kxc+te/oFQq292WSDtZqCOThoiIiKh3E0UR986ejS+/+AKPX7mi32HOHEhhYUhKSbnuNQh1HUwamIC3tzdGjRp13X6Gio61VlVVZbKEQXFxMRYuXIjLly/Lxzw8PBAQEAAnJyfU19fj0qVLOHfuHOrr6687niRJWLRoEUpLSwEAgiBgxIgR8PT0RHl5OY4ePYr6+nqo1WosXboUr7/++nX/NzLFmKYcl4iIiIios0mShKSkpOvfZFdXA489BpuSEoPNywYPhuvAgdioUmH8+PHtjnW9/YuJiIiI2lo3aBAeqa2FfWWlbsOFC6hdvBiqkycRGhrK64tugkkDExg6dOh1Z+XfCIVCgcDAQPmfI0eO4Kuvvrrp8aqqqvDaa6/JCYOAgADExcVh2LBhen1ramqQkZEBzXX2H1u5cqX8EN7d3R2LFi3CkCFD5Pby8nK89957OHbsGBobG7FixQqsX78ejo6OZh3TlOMSEREREXU2SZKgut6Dfo0GtU8/DbvDhw027x4zBrsaGhB+6lSHvlO7fzERERFRR121scG28HD8MS1Nr23Qli3wDQpCfn4+jh8/zhUH3YBFCiFTx9x5553YsGEDNm3ahL///e+YNm0awsPD4WCguMiN+Mc//oGioiIAwIgRI7B8+XKDCQMAsLe3x3333Yf777/f6HgZGRk4efIkAMDGxgaLFy/WeQgPAC4uLli0aBEGDhwIAKisrMTOnTvNOqYpxyUiIiIispiVK2GXlGSwKTMwEI2LFwNouRYmIiIiMpWPy8tx2MCkW6vGRiy4cAFFhYVQqVTIysqyQHR0I7p80kCSJPzyyy/Yv38/UlNTkZqaaumQzMbV1RXu7u6dOmZubi6+++47AC0JgZdffhl2dna3NOY333wjv584cSL8/PwM9rOzs0NMTIz8+dtvv0WTgf1WTTWmKcclIiIiIrKIlBRo5s832JRrZ4c4BwdUXL1q5qCIiIioNxFFEdHR0YAgYMXgwWgSBL0+oysrYZuYCKClzip1bV0yaVBcXAyVSoXnnnsOM2bMwGuvvYbly5dj7dq1WLt2rcFzTp48ia1bt2Lr1q3YtWuXmSPuPlJSUuT3DzzwwC0vBaqpqcGxY8fkz5MmTWq3/z333AN7e3sALTP4f/nlF7OMacpxiYiIiIgs4swZYNo0CAa2Eq2wtsZLAQGosrZGZdu9hYmIiIg6kSiKUCqVAIAce3tsGzDAYL8nDx+Ga0OD/FmSJCQkeuSjCwAAIABJREFUJECSJLPESR3XpZIGzc3N2LhxI+Li4vD111+juLgYGo1G5x9jnJ2dsXXrVmzbtg2ffvopCgsLzRh599DU1IS9e/fKn8ePH3/LY54+fRoN1/6w29nZXbe4s62tLYKCguTPx48fN8uYphyXiIiIiMgczpw5g5kzZ+LAgQP4bM0aNP7ud0B5uV6/JgALhwxB/rUVxU5OToiIiAAAREREcA9hIiIi6lSSJCHx2ioCAEgYNAhFtrZ6/VyamvC3ggKd81QqlU7SgImErqHLFEJubGzEG2+8gePHj0Oj0UBos4xFEIR2kwY+Pj4YOXIkTpw4AUEQ8OOPP+KJJ54wddgGVVVVYd++fcjPz0dVVRUcHBzQv39/DB8+HD4+PhaJCQAuXLiA6upqAC0PzQMCAtDQ0IDdu3fjxx9/REFBAaqrq+Hs7IwhQ4ZgzJgxiIyMhK2BP+RaBa3+oPv6+sLa2vq6cQQEBODo0aMAgPz8fLOMacpxiYiIiIhMQZIkpKSkYPLkyUhJSYGLiwsOHz6MkcOG4Y7XX4dNRYXB8z7w9sYBFxf5s5OTEyIjI5GWlobIyEgmDYiIiKhTaa9ZtKqtrbFi8GCszsnR6xtVWop1n3wCafRo+VhZWRkSEhKgVCrlRML48eN5zWJBXSZp8MEHH+DYsWMQBEFOEAwfPhyhoaGwsbHB5s2brzvGuHHjcOLECQDAkSNHLJY0+Omnn/DTTz8ZbPPz88PUqVNx3333mTkq4OzZs/J7Ly8vFBYWYvny5Th//rxOv5KSEpSUlCAjIwNffPEFFixYgNtuu83gmK0fxHe0/sKAVkuUWp9vyjFNOa4xpaWlN9S/I/gfSyIiIqLeQztr76233sLixYsxZcoUQKPBPRs3IsxIwuD/3Nzw07hxQJubdIVCofNKREREZArjxo1Deno69ikU+N7VFQ+Ulen1eeTbb5Fz/Di+TksD0DJRV5sooK6hSyQNjh07hj179sjJAk9PT7z88svy9jHFxcUdShqMHj0aCQkJ0Gg0yMrKQn19Pfr06WPq8G9IXl4e3n33XRw6dAizZ8/u0Gz3ztJ6WY8gCPj73/+OK1euAAC8vb0RGBgIKysr5OXlIefaTcbly5fx6quvYvny5QgICNAbs/X+qB29AXF1dZXfXzVQlM0UY5pyXGNeeumlG+rfEazXQURERNTzSZKEpKQkhIaGAgBSU1PlttkXLyLs8mWD553s1w9LfX0xKTgY2Tk58k27QqGQr2tbX98SERERdbaoqCikp6fDxcUFn4aEYEx6OpyamnT6eNXXo+7jj5FybSKz9pldUlISIiMjzR4z6esSSYOtW7cCADQaDQYMGIB3330XLq2W03aUu7s7HBwcUFVVhaamJhQUFMDf37+zwzXKw8MD9913H26//Xb4+PjAyckJTU1NKC4uxuHDh/HVV1/JD+l/+OEH9OnTB88//7zZ4quqqpLfZ2dnAwD69OmDF198UW/lw/Hjx7FixQpUVFSgtrYW7777Lj7++GPY2Oj+X6a2tlZ+39EETet+rc835ZimHJeIiIiIqKO0CQGlUml0Fal2Wf5bb70FAEi7Ngvvjh9+wG+NJAwkGxvMCwhAnZWVfN06bdo0jBgxAoGBgdwXmIiIiMxCoVAgIiICaWlpCJ84ER+cP4/XLlzQ6+eXnIyQoUPxi6OjfCw5ORlhYWEAWhIIcXFx3HXDQiyeNKisrMTp06flGgYzZ868qYSBlo+PDzIzMwEAFy9eNFvSQLv/v5WVbm1pW1tbDB48GIMHD8ZvfvMbrFy5EgcPHgQApKSkYPz48RgxYoRZYjT00Hvu3Lm499579Y6HhoZi8eLFmD9/Ppqbm3Hp0iXs2bMHkyZN0ulXX18vv2+bUDCmdY2Euro6vXZTjGnKcY1ZtWoV3NzcbugcIiIiIurZbnaf3odLSvDbQ4cMttVYWeGl225D8bUJL66uroiNjUVgYCDGjh0r94uJiUFKSgpEUeQNOBEREZmEq6urXEspJycH50URD5WW4o42O3hYaTRYcv48YoYNw7Fjx+Tj2hWWycnJ7U6yINOyun4X0zp16hQ0Gg00Gg2cnZ1x991339J4zs7O8vvy8vJbDa/DHB0d9RIGbfXr1w/z58+Hl5eXfOzLL780dWiytrPrAwMDDSYMtIKDg3VuMvbt29fumI2NjR2Ko6GhQX7ft29fs4xpynGNcXNzk2/IOusfIiIiIuo9tAUFH5Uk/D0vz2CfRkHAK/7+OOngIB/z9/fXm5kniiKioqKQmJjIVQdERETUqURRRExMDGJiYnSuP/Ly8uDo7Iylgwej/tqE8daG1NZi5qVLSE9Pl4+lpaUhIiLCLHGTcRZPGmiLxQqCYLTY7o2wt7eX39fU1NzyeJ2tb9++UCqV8ucTJ07oPJg2JTs7O53PrRMCxowZM0Z+f/r06XbHbD2Tvz2t+7WNyVRjmnJcIiIiIqJbIUkSEhIS9B7mp6en4+miIiw+fx7GKqF9PHo09l9bqT1u3DgALauviYiIiMxFFEXMnTsXc+fO1Zv0+sorryDP3h4/3HOPwXOfunwZI1ptqQ601K0FWrYo4mQHy7B40qB1cVnHVntY3ayb2YLG3EaNGiW/r6urQ3FxsVm+t/UqDKBjNxODBw+W39fU1KC6ulqn3cnJSX6vVqs7FEdZq6rphv6dm2JMU45LRERERHQrsrKyoFKpkJWVBeDXa9BniorwwsWLRs97z8cHJ0aOBNCyvei0adMAsNgxERERmZ+xSRDaIseKZctQOGiQ3nnWAJbk5aFPc7PeOcnJyQbHJNOzeNKgX79+8vvOWBnQ+mFw64fEXUnbi3jtHwRT8/b21vncelWGMW1n17f9d9R6zI4mP7TFoA3FZKoxTTkuEREREVFHaRMCrSenaO9hWt/LTCotxex2EgafDhyI7e7u8tan9957Lw4cOKC3LQARERGROWjrNkmSBH9/f/j5+cltsbGxCBw2DDXr1qHBwDZF/te2KRo2bJg8llZycjKTBhZg8aRB69nvly5duqWxmpqakJubK3/uqjNs2hbUvdG98m9W61UDAPRWDRjSNkng0GqvVED3Qfr58+fR1NR03TFzcnLk94ZWO5hiTFOOS0RERER0K7STiLSvTkeP4nUjNQwAYN2gQfj6rrsAACEhIQgLC8OgQYOQmJiIqKgoJg2IiIjIooKCgjBjxgwALZO6tbWW6ocOhcrT0+A5T12+jDuubeF+5MgRedtFsgyLJw20WSeNRoOLFy/eUubo0KFDOg/kg4KCbjU8k2j9IBpoKZhrDgMHDsTAgQPlz/n5+dc9p3UfJycnvZUHw4YNg62tLQCgtrZWXlJtTENDA86cOSN/Dg0N1etjijFNOS4RERERUUdpJzZpXyVJwrfffgsAKCoqQllqKgJefBF2Go3euc0AVvj4IPfJJ1FwbRXCyJEjsX79ep3ZfMaIoojY2FgmFYiIiMjkFAqFzqvW5wMH4lSrnWe0rAH84Ztv0Le5GdnZ2Z1S+5ZunsWTBj4+Pujfv7/8OTk5+abGaW5uxhdffAGgpajykCFDuuwe9Lt375bf+/j4wOVa4TJzaF3YeP/+/dft37rPiBEj9Nrt7e11ajT88MMP7Y6Xnp4ur15wdHRESEiIWcY05bhERERERDdLkiQcP34cAND3wgU4TZ0K+1Z12lp7z8cHX7i7IzIyEgAQHR19QwkAURTlmX5EREREptR2ogTQci1yf2Qk3vDzM7hNkc/Vq/jLtYkRJSUl8vHW2zqSeVg8aQAA48ePB9Cy2uCbb77BkSNHbniMjRs36swK/+1vf9tp8V3PjdRi2L9/P3788Uf584QJE0wQkXEPPfSQXCA6Ozsb//3vf432zczMxIEDB+TPEydONDqm1u7du3H+/HmD/Wpra5GYmCh/fvDBB2FtbW22MU05LhERERHRjSgrK0NCQoJ8E+xeX48nNmyATasb5Na2urvjC3d3nWNKpZIJACIiIuo2RFFEZGQkcuzt8amRbYqeLC7G3RUVOsda130i8+gSSQOlUol+/fpBEAQ0Nzfj7bfflpfoXk95eTlWr16N5ORkCNcyVAqFApMmTTJlyDr+97//4aWXXkJaWprROgHV1dXYtm0bVqxYAc21pcaiKOKRRx4xW5wA4OnpqfPgfM2aNQYTB8ePH8dbb72F5muVy4OCgnD33XcbHHP06NHyKoTGxka8+eabyGuzB2tFRQWWLl2KwsJCAC1bHSmVSqNxmmJMU45LRERERAS0rBxISEi47rararUaKpUKarUaLo2N+CgrCy5Gbohzw8OxulV9LiIiIqKupu02iMa2RdRuV/TPgQNRbmQLoiV5eSg+fVr+LBhYlUCmZWPpAICWh7IzZ87EmjVrIAgCGhoasG7dOuzcuRP33HOP3p7/Z8+eRUFBAY4cOYKff/4ZtbW18oN4KysrzJkzR9673lzOnj2L999/HzY2NvD29oaXlxccHR3R1NSEK1euIDMzU6fegqOjI15//XW9GgFtvf766ygtLdU51npJTnZ2Nl544QW985YsWaKz7VNrzz77LHJycnDy5EnU1dVhxYoV2LJlCwIDA2FlZYW8vDxkZ2fL/d3c3DB//vx2/4C+/PLLeOmll1BaWori4mLMmTMHISEh8PDwQEVFBY4ePSr/fmtra8yfP/+620eZYkxTjktEREREJEkSVCoVxo8fb3AVgCAIGDlyJFJTUwEA337xBT7IyoJ/ba3B8fY7OyPzuefQrFLptWlXK2hXHLBeAREREVmKdhtEY5+1tNsVKUQRJ2bNwt3PPw/bxkadPu4NDZjy/ffQTJ2KjEOH5Oe+ZD5dImkAAJGRkbh06RJ27NgBQRCg0WhQVFSEnTt36vTTaDSYN2+ezmdBEORznn76aYSFhZk7fFljYyPy8vL0Zq+3Fhoaijlz5sC9zfJiQ/Lz81FcXGy0vba2FufOnTMYhzG2trZYvHgx4uPjsXfvXvl7DBVGDgoKwvz58zFgwIB24xRFEW+//TZWrlyJ3NxcNDc3y3uztubi4oI5c+bo1BYw55imHJeIiIiIqC1JkpCUlCQ/2NdoNDhx4gQAYEB9Pf66bRsCjWx3muPhgXmenljk64uYmBjU1NTA3t4e/v7+iI2NBQA5QREcHGzwxpyIiIioKyopKUGltzdKX30VHm+9pdc+Ua2GTUMDMgBUVlbqTJQg0+sySQMAmD59Ojw9PbFu3TrU19fLM9u1iQEtbXapdbLA1tYWf/nLX+SiYOY0fvx4DBo0CJmZmcjMzERRUREqKytRUVEBjUYDBwcHeHp6IigoCPfffz8CAwPNHmNbDg4OmDdvHqKiopCamopTp06htLQUTU1NUCgUCA4Oxr333osxY8Z0eAmQj48PVq5ciX379uHHH3/EhQsXoFar4ejoCA8PD4wdOxaTJk26ocLPphjTlOMSEREREQG/rgIIDQ01uPLAu7YW8VlZGGSk6HGWvT3KPv8cT+XlITw8HA8++KBOe1BQEDIzM036G4iIiIg6myiKiIiIQFpaGgCgbNo0ZK9di3va1DEAgLs3bcLQwEAUFRVh48aNRldyUufrUkkDoKXY7siRI7Fz507s3r0b9dcuog0tQ9FoNLCyssKECRPw5JNPwsPDw9zhAmiZuT98+HAMHz6808fesGFDp4/ZWkhICEJCQjptPFtbW0RGRnZq8sYUY5pyXK2FCxfKRafbEx8fb5LvJyIiIiLL0dYseOWVVwAAiYmJmDNnDgAgsLoaH2ZlQTSyOrhiwAD81dMTa319Effb35otZiIiIiJT0xZD1iYNIAh4088P206dgmubayO7xkZ8mJWFr0pKLBBp79blkgYA4O7ujlmzZuHZZ5/FqVOncOrUKUiShMrKSjQ2NsLZ2VmeDT9q1CjuN09ERERERF2StnZBSkoKzp07h7+EhyPh7Fk4NzUZ7H/F1hY/L16Mks8/v+7Y2i1R8/LyEBwc3GkxExEREZlTia0tUqKj8eQXX+i19W9sxMObN+MThQJvv/02Fi9ejKCgIAtE2bt0yaSBlp2dHcLCwixao4DoZi1btoxLpoiIiIh6GUEQEBYWJm/xmZGRIbf1O3gQd+zYATsjCYMcOzv87bbbsCA8HLF9+lz3WvLixYs6r0RERETdlesf/4h/pabiMQOrCtxzc/G8hwc+FATk5uYyaWAGVpYOgIiIiIiIqDuTJAkJCQmQJAkajQaHDx/W2141qLoaq7OzYdfQYHCM4oAAxAYF4WLfvkhNTe1QoT8nJyedVyIiIqLuwN/fH2FhYfD394coioiNjYVCocAqHx/UjBhh8JxnLl/G9KIiM0faezFpQEREREREdAuysrKgUqmQlZVlsD3k6lWsO3sWDs3NBtvVo0ejbPt2VNjYwM/PD8nJyZAk6brfy6QBERERdUdBQUFYv349goKCIIoi4uLi4Orqihpra+SrVKgfPNjgeS9evAj3AwfMHG3vxKQBERERERHRLVCr1QCAnTt3oqysDACwYcMGeHp64s7KSsRnZRmtYbDHxQU/LVqE/r6+iI6OlusUEBEREfVGza6uuPj++6i/ttVjW6GrVgG5uWaOqvdh0oCIiIiIiKgTpKWlyQmEvLw8jPrlF3yYlYV+RlYYfOfqivkBAWi2tYUoilAqleYMl4iIiKhLcho/Hj9PnWqwzbaqCpgyBaitNXNUvQuTBkRERERERLegsrJS5721RoM5BQV4Oy8PfdrUNtD6n7Mz/u7nhyYjs+i0Kxba03o/YCIiIqLuTFvbQBRFiKKIe7dtA5YsMdz5yBFg9mzzBtjL2Jj6C3755Rf5fVBQEGxtbU39lXoaGhpw5swZ+XNISIjZYyAiIiIiop5HkiSkpqbKnwu3b8f2kyfhV1dn9Jw0hQILhwxBo5XxOVzaFQvt0e4HTERERNTdaWsb6FiyBFf278eA777TP+HTT1Ho7w/PV1/Va5IkCUlJSVAqlRBF0UQR92wmTxosXLgQwrXZMyqVCu7u7qb+Sj1lZWU6cfz73/82ewxERERERNSzSJKEhIQEZGRkQNBo8KeiIsQdOtTucu7/c3PDG35++M1DD6G8vBzp6ekG+wlGViAQERER9RqCgCOzZiFg714EGNiOyP3114GHHgJGjdI5LkkSVCoVxo8fz6TBTTLL9kQaI0tyza2rxEFERERERN2bNmGQnJwMx8ZGvJeTgz9futTuDdahyEgs8fPDHaNHY86cOZg2bRoAQKFQAGiZYRcREQGA9y5EREREAOA0cCBeCQhAlYEVmtb19SidOBHvL16M1atXQ5IkSJKExMREAB3b7pEMM0vSgLNkiIiIiIioOztz5gxmzpwpb3sqSRKSk5MxpKYGm0+fxoTycqPnNtnaYomfH/736KPQCAIiIyMhiiICAwMRGxuLwMBAAC1Jg8jISLP8HiIiIqLuwNXVFeft7PCmn5/BdreSEoz54ANs3bwZL774IjIyMpCSkgIAyM/PN2OkPUuvWmlARERERER0M3Jzc3H48GHk5uYCaJm5NryqCqozZ+BdX2/0vBw7O3z0+OP4pn9/ODg4AACcnJwA/Lp3L5fNExEREbWvefJkbDGy7f24igrMvngRmZmZOHr0qHw8NTUVkiSZK8QexeQ1DYBfVxqkp6fD2dnZHF+po6KiwuzfSUREREREPZf9v/6F9WfOwM7IBKlmKyt85OmJ0w89hIOHDwMAvLy8EBYWBn9/f6Pjarcq0r4SERERERAZGYk3fvgBI6qqMKqqSq/9qcuXkW1vjwMHDsjHMjIyIEkSJ2jcBLMkDYCW1QafffaZub5OjyAIXPFAREREREQ3RJIkJCUlwdXVFQDww7//Da+33sLt+/cbPafUxgZZS5fil+xsTJ48WU4a+Pn5Yf369e1+n/Z7tK9EREREvZkoioiNjYWrqysGDh6M+Y2N2JSZiQENDXp9Xzt/HjP79kWBo6MFIu1ZzJY0sPRDe9ZVIHNbuHAhbGyu/0csPj7eDNEQERER0c3IysqCSqXC008/jcDqasz+5z/hW1dntP8xBwdsjY6Gh60tli1bJi+Jj46O7tAsN+2NMWfEEREREbVcGymVSiQkJKCgoADo0wcvBwRg/Zkz6NvmWXMfjQYrc3Lw9LBhKO7Tx0IR9wxmq2lg6Vn+lv5+IiIiIiLqXiRJws6dOyFoNAjevRv/zMxsN2Gwz8UFzw8dirDf/x6JiYk3tYcu6xwQERER6ZIkCcnJyfJnlwcewNu+vgb7io2NeD87G/ZNTeYKr0cy+UqDOXPmmPoriLqkZcuW8WaPiIiIqBuTJAmHvv8eH5w7h7HXthgy5vthw7DI3h5NgiAXOm4tOTkZSqWS14dEREREtygqKgqL09MRWFODpy9f1msPrqnBR2VliO3f3wLR9QwmTxpMnDjR1F9BRERERETU6fqeOYONp0/Du77eaJ9aQcCKwYPhOmsWmjZuRHR0tE4RY1EUERUVhZSUFJSVlZkjbCIiIqJe4SMvLwTU1OCeigq9tlHnz2O7QgEnBwcLRNb9mWV7IiIiIiIioq5MkiQkJCTIWwpVbNoErz/8od2EwUVvb8yZOBG7RBGenp6IjY1FXFycThFjURQxbtw4AIBarTbtjyAiIiLq4aKjo+Hv74+IiAg0CwK2/O53yLWzM9h3yLFjEP/yF6Cx0cxRdn9mK4RMRERERERkKZIkISkpSWeLoNbHJEmCSqWCJEn4k5UVPF57DVbt1EU7HBGB59VqNF5bPTBy5EgEBwfL4xIRERFR54qOjpZrPz333HMoLy/HhAcewIvHj2NLbi4cq6v1T9q1C3jhBeDjjwFBMH/Q3RRXGhARERERUZfUdvb/rY6lTQq0d6zfJ5/Ac+FCowmDy7a2+EtgINYPHYpGK8O3U6IoIjY2lvULiIiIiDqB9tpKmzAAgKCgIKxfvx4jR47Epb59IX36KdC3r+EB1q0DvvzSjBF3f1xpQEREREREXZL2of748eNv6QG8dkUBACQmJsLNzQ1jx47FRx999GsnjQbPX7yIPxUVGR3niKMjFvj7o8TWFsjIMNpPFEXExcXJn7U1DlrXOiAiIiKijml7bWVI7R13oPyf/4TD9OmwaWrSbZw5E4iONmGEPQ+TBkRERERE1KNJkoTk5GQAQEpKCgCgvr4emZmZAIAdn32Gybt2tZswSBJFvOfjY3R1QXu0NQ5a1zogIiIioltXdm2ryLKyMuD227Hittuw4fx5WNXWtnRYtgxYsIBbE90gbk9ERERERES9zsGDBwEAE8rKMGfVKoScPm20b4KnJ94ZPNhowiA6OrrdlRDcroiIiIjINNRqtc7rCUdHXHrvPcDODti8GXj1VSYMbgJXGhARERERUa9z4dw5/PnSJcxoZ3UBALzn44Pt7u46x0JDQ3H8+HGEh4cjKCgITz311HWTBtdbUk9EREREN87QNpBXJ00CcnMBT09LhdXtcaUBERERERH1CIYKJ7euZ6Dl2tCAtdnZ7SYMGgF8ePfd+F9YmF7b0KFDAQCjR4/G3LlzuYKAiIiIyEKMbgPJhMEtYdKAiIiIiIi6pBvd1kdbOLlt0kBbzwAAbquuxubTpzG2osLoOLWCgJduuw1Zd92FWbNm6bX369cPAODk5NTRn0JEREREJiYIAsLCwiBwO6JbxqQBERERERF1SdptfW50Jn9ZWZm84kBbHA8Awisq8OmZM/BoaDB6bo6dHWYNHYqTvr5IT0+HRqOR2yIiIgAAAwcOBAD4+PjcUFxEREREdGMMrSQ1RqPR4PDhwzrXb3RzmDQgIiIiIqIeRa1WyysOtEXxJpWW4sPsbDg2Nxs8p0EQsPexx/DE8OH4xdERd955J4CW/XGjo6MBAJMnT0ZsbCycnZ3N80OIiIiIejlDK0lba70yVTtZpPWkEbo5LIRMZCILFy6Ejc31/4jFx8ebIRoiIiKink97g5iSkgIASEpKQmBgIB4uKcHf8/JgbeS8YltbLPD3x+0REdBs3AgAcHNzA9CyP65SqURycjJcXV0RFxcnj69NSBARERGRZWhXpgLAwYMHAfAarTMwaUBERERERN2KtrixUqkEAGzatAkAMGzYMABAeno6ACA5ORlv+vpiSV6e0SXWPzs54VV/f5Tb2OD2VseHDBli9PsVCoXOKxERERFRT8KkAZGJLFu27Ib33yUiIiKi69MuU/f19cXmzZuRmZkJ4NeaA1rKK1fw0KFDRsdJcXPDG76+aLRqSSloaxVER0fr1CtoW5DZ1dVV55WIiIiIqCdh0oCIiIiIiLqlixcvygkDAEhLSwMACBoNYgsLMbOw0Oi5mzw88IGXFzSCgPDwcNTV1cm1CpRKpU6ioPWydyIiIiLqmrgatPOwEDIREREREfUYDk1NWJWT027CQOXpibVeXrhz9GiMHDkSjz32GE6cOAGNRiP30SYKuHKUiIiIyHLarvhsD1eDdp4eu9KgpqYG9vb2lg6DiIiIiIhuUesaBu3dMPrW1mJlTg6G1NYa7VO1YAHONjYCaWmIjIxEWVkZXFxcALTMSuvITemN3LwSERER0c27kRWfvEbrPF1ipcGOHTs6dby8vDzMnTu3U8ckIiIiIiLL0NYwkCQJAFBWVgYAqKqqkvvcq1bj89On200YFL/8MhzeeQeTJ0+Wj6lUKqjVagBAamrqdRMTQMsNqVKpRFJSkhwTEREREVkWV4p2ni6RNNi8eTPefPNNXL169ZbHSk1Nxcsvv4zCdpYjExERERFR99P2IX11dTUEjQYzCgvxfk4OHJubDZ7XZGWF3X/4A6zmzwfw65J1JycnnX7JyckdTgK0TWQQEREREfUUXSJpAACHDh3C3LlzkZOTc1PnNzQ04KOPPsLatWtRX1/fydEREREREZG5SZKEhIQE5OXlAfj1ob72of/hH3/Eitxc/PnSJaM3NiU2Nij4/HNM2rHD6KwzhUKB6OhoE/wCIiIiIqJ+hFw+AAAgAElEQVTup8skDQDg8uXLeOWVV/Cf//znps77/vvvdYqXERERERFR96WdzX/x4kWd42VlZfCurcU7e/Yg8trWQoac7NcPTw0bhprwcJ3j2v1uFQoFgJaVB0qlsvN/ABERERFRN9Qlkgbu7u7QaDQQBAENDQ2Ij4/HmjVrOrRi4Oeff8bcuXORm5sLABAEAYIgYOrUqaYOm4iIiIiIzODgwYM6n21278bGzEwEtFO/YFf//tg8cyaK+/TRa9Pud6tdsUBERERERL/qEkmDtWvXYvTo0XLiQKPRIC0tDfPmzTNam0Cj0eDzzz/H0qVL5VoIGo0Gjo6OWLJkCWJiYsz5E4iIiIiIyEQyMjJa3mg0cFOpEL5kCZybmgz2bQRwKi4Ob/j64pGpUxEbG2t0WyLtigMWyyMiIiIi+pWNpQMAAAcHByxevBg7duzAli1bALQkAM6dO4e5c+dizpw5GDt2rNxfrVbj3XffxcmTJ3USDUOHDsX8+fMxYMAAS/0UIiIiIiK6RZIkYdOmTSgtLZWPuTY0YPH583A/fNjoedUODpjr5YXHHn0U0CYa2qFdcaB1IwkEJhyIiIiIqKfqEkkDralTpyIoKAgrV65EeXk5BEFAdXU1li9fjsceewzPPPMMTp06hffeew9qtVonYfDwww9jxowZsLHpUj+JiIiIiIg6SJIkJCUlwdfXF4mJifLx8Wo1Fp4/j/6NjUbPzbS3x/6XX8ahr7/GswoFYmNjAQAqlQrjx4+/7sP9tgmE67nR/kRERERE3UWXe8I+atQorFmzBitWrEBmZqacFPjXv/6Fw4cPo6CgAE1NTRAEAQDQt29fzJ49G/fdd5+FIyciIiIioluRlZUFlUqF0NBQAIBYX483y8tx14UL7Z53acIEzCgvx5zhwxHr6YnAwECMHTsW+/fvB9BSOJmIiIiIiDqmyyUNAKB///5455138I9//AO7du2SEwfnz58HAPmzj48PXn31VXh7e1s4YiJ9Cxcu7NDKl/j4eDNEQ0RERNT1qdVqAEDm0aN44soVxBUWwslI7QIAaBYESPPm4fyjj6LuhRfg4+ODqVOn6o2nfSUiIiIiouvrEoWQDbG2tkZsbCxiYmLkbYi0qwsA4I477sD777/PhAERERERUTciSRISEhIgSZLB9hFVVdhy6hReLihoN2Fw1dERs2+7DaV//CNc3dwAAK6uriaJmYiIiIioN+mSKw200tLS8OWXX+okC7SrDE6dOoX09HRERERYMEIi45YtW8bCeERERERtSJJksM6AVFgIYckSbMjMvO5NyvlRo1D/8cf4ac4czIbxosSVlZU6r0REREREdH1dcqVBY2MjPv74Y6xZswZ1dXUAAI1GI/8jCALq6uqwZs0axMfHo6GhwcIRExERERHRTTt3Dg5RUXjw4MF2EwZqa2u87uuLVffdB8nq11sZbVHiW5mwcb0VEEREREREvUWXSxoUFxdj3rx5+O677+QEgUajQXh4OD755BPcfvvtOsf/85//YP78+SguLrZ06EREREREdKO2bAFuvx32x4612y3FzQ1/GDECX4si0vfv71CdAicnJ53X9mhXQDBpQERERES9XZfanigjIwPvv/8+qqqqAEDeligmJgaPP/44AOCNN97A1q1bsX37djlxkJ2djRdffBF/+9vfEB4ebpHYd+/ejbVr197QOdOnT5d/lzFNTU24cOECsrKykJ2djaysLOTl5aGxsREAEBISgnfeeceicZrqt2s1NDRg37592Lt3Ly5cuAC1Wg1HR0d4eHhg7NixmDhxIlxcXG7o+005LhEREVFvI0kSkpKSMGHCBOzZs0d+VSqVRmf/C1VVqH3iCdht397u2Kf79cNHXl74ydkZABAeHo6MjIwOxaVQKHReiYiIiIjo+rpE0kCj0WDz5s348ssvdVYRODs7Y968eRg1apTcVxAEPPnkkwgODsaqVatw9epVAMDVq1fx1ltvYcqUKZg+fbpOHYTuav/+/Vi1apW8RVNvlJ+fj5UrVyI3N1fneFlZGcrKypCZmYnk5GTMmTPnhhJGphqXiIiIqDfSztIfPHiwzmvbugVaATU18Js6FX3bXIu11igIUHl64p8DB6Kp1bX96NGjkZGRAYVCYbCOQWvawsgskExERERE1HFdImmwePFinDhxQidhEBQUhAULFqB///4GzwkLC8OaNWuwYsUKnD17Vj7vyy+/xJkzZzBv3jyLzRL39vbWSXQYExgY2G57VVWVSRMGnRWnqcaUJAmLFi1CaWkpgJaE0YgRI+Dp6Yny8nIcPXoU9fX1UKvVWLp0KV5//fUOfbepxiUiIiLq7bQFh1NSUuRjkiRh06ZNAICnpk+HV0oKErOyYNNOXbILffvih9hYbNi/Xz4WHh6Oq1evIjMzE0BLIiAuLs4UP4OIiIiIqFfrEkmD48ePQxAE+cH/ww8/jOeeew7W1tbtnjdgwAAsX74cGzZswDfffCOff/z4cbz44ov47LPPzPQLdA0dOhSzZs3qtPEUCgUCAwPlf44cOYKvvvrqlsft7Dg7e8yVK1fKD/bd3d2xaNEiDBkyRG4vLy/He++9h2PHjqGxsRErVqzA+vXr4ejoaJFxiYiIiHq7oqIiAEB6erp8TJIkJCYmol9TEyZu2IDQkyfbHWOfvz9ec3bGQ15eOsefeeYZuLq6Yvr06R2ORxTF665GuJm+REREREQ9WZdIGmj17dsXf/3rX3H//fd3+BwbGxvExcVh+PDh+PDDD1FXVweNRiM/FO7O7rzzTmzYsAHu7u46x8+ePWuhiMwnIyMDJ6/dUNrY2GDx4sXw8/PT6ePi4oJFixZh9uzZKCoqQmVlJXbu3Imnn37a7OMSERER9UbaVQTaa+/q6mqD/YZWV+Od3Fz4trOK9qqVFZb6+mLQi//P3t3HRXWe+R//DA+KPCjgIBpEjUpBMdgqtgnGKphmg7ubLtJNmyW2u00pbbqJzdom/Vlt3VTTJNWkbrvZNcTuJpamSYOTJk1ItwpJk2Ae1IgPEQQVxUc8CoIgCji/P+CczMAAgzKA+n2/Xr44c+Y+17kHNcH7Ovd1fZ/G557r9DOwa4mhjIwMrxMB3u5G6M1YEREREZFrmd9AT8AUExPDmjVrepUwcDVnzhzWrFlDTIcnkq5mERERnf6xdL14/fXXreP58+d3Wtg3BQUFkZWVZb1+8803aW1t7fe4IiIiItcLwzBYt24dhmFYuwjMckTnz593H+x0Ev673/E/paXdJgz2BAeTNXUqf4mMJDg4GIApU6aQlZXFwoULycrKcksSdNdgWURERERErsygSBrceuutPPnkk8TGxl5RnNjYWJ588knmzp3bRzOTgXD+/HlKSkqs17fddlu342fPns2wYcOAtjq6u3fv7te4IiIiItcTs+lxeXk5+fn5bu/ZXBoWz/nCF7hwzz2M/tnPGOp0dhnvd6NGcW98PEeHDgXa+npB2wM0Dz74IEuXLuXBBx90SxLk5+djGEZffiwREREREWk3KJIGDz30EEFBQX0SKygoiCVLlmhr8VVs7969NLc3xgsKCuqxaXJgYCDx8fHW6507d/ZrXBEREZHrhWEYVqKgtrYWh8Ph9v77778PwLDWVn7w1ltM3769y1hn/f35t0mTeDI2lhY/93+W9NRbwOFwUF5efrkfQ0REREREujGoehr0pQULFgzYvRsaGnjnnXeoqqqioaGBkJAQRo4cydSpU694N0Vf8sU8+yLmkSNHrOPx48f32BAbYNKkSezYsQOAqqqqfo0rIiIici0zEwWZmZmUl5dbiYI//vGPHseOaGnhyYoKYtp3DHiyMySEpTfeyIn23QWuQkJCuPfeez1eZ7fbSU1NpaioiNra2sv8RCIiIiIi0p1rNmkwkD744AM++OADj+9NmDCBu+66izlz5vTzrDrzxTz7Iqbr4r63PR2ioqI8Xt8fcUVERESuZWY5orlz57ot1G/durXT2Innz/PUoUPdJgyei47m6ZgYWl1KGU2ePJmKigoAwsLCurzWbreTlpZGUVHR5XwUERERERHxgpIG/ayyspInnniCbdu2cf/993v1tPtA8MU8vY1ZX19vHYeHh3sVOyIiwjo+d+5cv8btypkzZ3o13htq+CciIiKDktPJ350+zY8OHyaoi/4FDX5+/PjGG3m3/eew4OBgGhsbAUhJSbGSBoNpZ66IiIiIyPVISYM+FB0dzZw5c/jsZz9LbGwsYWFhtLa2Ul1dzfbt23n11Vc5deoUAJs3b2bIkCHcd99918Q8+zJmU1OTdTxkyBCvPpPrONfr+yNuV5YsWdKr8d547bXX+jymiIiIiMm1FJH5sEJNTQ0AeXl53HTTTZ2uiblwgYcOH2Z2XV3XcQMCWBwXR1lwMADJycluOxVCQkKsY9eHNjwxH/7w9iEQERERERHpnUGRNFi7dm2fx7TZbDzwwAN9HrcrN998M2lpafh1aOIWGBjIuHHjGDduHLfffjurV6/mo48+AqCgoIC5c+eSmJh4Vc+zr2NevHjROg4I8O6PaGBgoHV84cIFj2N8FVdERERkMPG08O+t8vJycnNzSUpKAiA/P99axC8oKLAeAgHA6eQfDIMfVFV1ubsA4OiQIfxrXBxVQUHWuVmzZrklDcySRBkZGT3O2ZxPT8kFERERERG5PIMiabB582ZsLjVNr5TT6ez3pEFoaGiPY4KDg3n44YdZvHgxR48eBeDll1/u16SBL+bZ1zFdn+5vaWnpMTZAc3OzdTzUQ0M9X8btypo1a4iMjOzVNSIiIiJXyrUHQW+TBmbPgqqqKgoLC3E4HIwdO9Z631zoH97Swr8fP86c6upu4x0ePZrsUaM47fIgxoQJE4iJiQEgPT2dyMhIpk+fTnZ2tleJDrvdTnZ2tso2ioiIiIj4yKBIGlwJZ4enmvoy+eALQ4cOJTMzk//4j/8AYNeuXTQ3N7s90T4Y+GKe3sYMcnkKzXV3QHdcx7le3x9xuxIZGal/zIqIiMhVqb6+HofDAcCRI0fc3rsrLo6v5+cz2uXhCk+Of+UrHPvXf+V0e8nGlJQUiouLWbJkibVLICsri4SEBADi4+O9mpvdbicnJ6dXn0dERERERLzn1/OQ/uF0Oi/rF7QlCsxkQcckwmA0ffp06/jChQtU9/CE1kDxxTy9iWluT4dPn3briVlrF7re+eCruCIiIiLXmoaGhk7nbE4nmadO8f2XX+42YdA4YgQ/nDiRHd/8JpMTE8nIyADadhWAygqJiIiIiAx2g2KnwbPPPtur8ZcuXeLcuXMcPnyYjz76iC1btnDp0iVCQ0O5//77mTRpko9m2jc6/kOpvr5+gGbSPV/M05uYrlvgvU1UuNbXdb2+P+KKiIiIXG1c+x5UVFSwcuVK7r//fgoLCwGsPlSmyOZmflpZ2W2zY4B8ux2/J56g6D//k/k2G/n5+XzlK1/BbrczceJEt7JCKjEkIiIiIjI4DYqkwahRoy7rusmTJ5OWlsahQ4d4/PHHOXLkCGvXrmXFihXWNufBqGND3d7Wyu8vvpinNzFdF+cPHTpEa2sr/v7+3cbdv3+/dRwbG+txjK/iioiIiFxtXPse7NmzhxMnTvDxxx9TVFQEwN69ewEYcukSX62u5lsnTxLSTU+omoAATvz85xhhYSS1/xy+efNmioqKMAyDnJwc7Ha7Wwkis8TQlTRuFhERERGRvjdoyhNdifHjx7Nq1SqioqJobGxk1apVXpefGQiuC9HAoG2W64t5ehNzypQpVp+DpqYmysvLu43Z3NxMWVmZ9TopKcnjOF/FFRERkYFlGAbr1q2jrKyMdevWYRjGQE9pQF1po+Dk5GSGtbaSeeoUL+/Zw+KjR7tNGJydMYM/rVpF1D//Mzk5OdbOUjMB4XA4uv09KS8vJzc3t8efzUREREREpH9cE0kDaCt78y//8i8A1NXV8cILLwzwjLq2adMm6zg2NpYRI0YM4Gy65ot5ehNz2LBhbr0PNm/e3G3M4uJizp8/D7T1HZg2bZrHcb6KKyIiIgPLfGr+wIED5ObmKmlgt5OZmUl+fn6P34v8/Hyrf8HWrVsZ0dLCPbt3U7BzJ//v8GFuuHix2+vfmj6d5j/9iUUPPXTZSQrzYZ/B/NCPiIiIiMj15JpJGgCkpKQQGhqK0+nk7bffprmbBm19yVxY9saWLVt4++23rdfz5s3zwYw888U8ffXZFyxYYB1v2rSJQ4cOeRzX1NREXl6e9fqOO+7otuSQr+KKiIiI9Ddzh4WnxICZSOkqaVBTUwO07QI4ffo0/k4nt77/Pq/s3s2t771H6KVL3d67ITycX95xB2NefBH7mDFu79ntdlJTUy/zU4mIiIiIyEC7ppIGfn5+xMXFAW2L2bt37+6X+7733nssWbKEoqIiGhsbPY5pbGzk97//PY8//jhOpxNo+wfVnXfe2S9z9NU8ffXZZ82aRWJiIgAtLS088sgjVFZWuo2pq6tj1apVHD9+HICwsDAyMzO7/gb4MK6IiIgMjLKyMlauXAlg/b97165dV2WZItckQHcJAdfxZmLAm/GuXJ/qjzpwgOf37uX7R48S1tra47V/iYjgk9/9ju8XFLj1KDDZ7XbS0tK8moeIiIiIiAw+g6IRcl8aPny4dXzq1Kl+u+++fft48sknCQgIYOzYscTExBAaGkprayunTp2itLTUrQlwaGgoK1asICgoqNu4K1as4MyZM27nzCfDACoqKnjggQc6XffTn/6UkSNH9ss8ffXZf/CDH7BkyRLOnDlDdXU1ixcvZtq0aURHR1NXV8eOHTusuP7+/jz88MOEhoZ2G9OXcUVERKT/lZSUUFpaCmDtINy9ezevv/46c+fOHRSNdb1p9GsYBo8//jhFRUVERkayb98+qxeA2US4Y7zx48cDn/5saDY27u4zu16bdO4c3zx+nFu3bfPug8yaRe3y5Rw4dozMWbO6HRoeHg607QQuLi72Lr6IiIiIiAwK11zSoKmpyTo+e/Zsv9+/paWFysrKTk+vu0pKSmLx4sWMGjWqx3hVVVVUV1d3+X5TUxMHDx70OI/+nKcvYtrtdlauXMnq1as5cOAAly5dYufOnZ3GjRgxgsWLF7v1KxiIuCIiItL/6uvrrWPz58CSkhLA/UGLvuRNEqDj+J4W9A3DsBoH79+/H4fDAbSVD0pLS7PuB7Bu3TocDgfJyclA264Bs/lwj3M5cYJPVq/mtqYmfnPkiFfX7AoJYd/f/z1z/+M/sEdFkePFNeZ87r77bhITE7v9Pk2cOJEZM2YwceJEr+YjIiIiIiK+dc0lDSoqKqzj4ODgfrnn3LlzueGGGygtLaW0tJQTJ05QX19PXV0dTqeTkJAQxowZQ3x8PF/84hetEkr9zRfz9PVnj42NZfXq1bzzzju8/fbbHD58mNraWkJDQ4mOjuaWW27htttu63WTZl/FFRERkYGRnJxMZGQkAEfaF8OrqqqIi4vr1QK/N7xJAvSlF154geLiYpKSkigsLLQSClu3bgXaEif5+flu19jtdrKzs9vm19oK77wDL77I5BdfZK2XyZS3R4zgN2PGMOJLX6K4uJiQbds4dOiQV99Lu91OVlYW77//PosWLep2fHx8PM8884xXcxIREREREd+7ppIGf/3rXzl9+rT1Ojo6ul/uGxgYyNSpU5k6dWqfx16/fn2fxfLFPH352V3vkZaW1ue1cX0VV0RERPrf1KlT+eSTT9zO1dfXU15eTm5uLklJSV7vCtiwYQNAj4vd/cUs71NbW2slDFydOHGi03m73U5ORgY8/jjk5UF7vwdvfvjfHxTEawsW8H5gIBUVFXx3+nSKi4spKSnhD3/4A+PHj+eOO+7oNobdbic9PZ177rmH9PT0QfF9FBERERER71wzSYMPPviAX//619hsNpxOJ35+flbDW5GBsHTpUgICev4r9vTTT/fDbERERK5BJ0+S8NZb3GkYtFZUWE/em0pKSggLCwPaFty97S2Ql5cHcFUudufn55OTlYX9lVfg3/8dXBoe96TRz4//HT2a56Oj+em3vsU9s2aRn59vfQ/NPltHjx71ydxFRERERGRwGBRJg927d/f6mtbWVhoaGqiqquLDDz+koqICp9MJgM1mY968eQwbNqyvpyoiIiIig8GuXTBnDrPPnmU2wK9+xZeCg/lLZCSbIiI4OWQIxcXFVl+D+vp6j2WFetuf4HKYc6ipqel0v45NjQH27dvXq/ghISEAZMycSeyvfkXE44+DS6+HnjQGBbEhIoIXR42izuWBB7vdTk5ODgUFBb2aj4iIiIiIXN0GRdJg6dKl2Gy2y77eNVngdDoJDw9n0aJFfTU9kcvy6KOPXnVPJ4qIiFwVLl2Cr38dzp51Oz2tsZFpjY08eOQIJSEh/DU8nHfPn4egILeGyTU1NTz11FMATJkyhdzcXCIjI/nLX/7CwoULrXH5+fnk5OS4/f/cXOTv6v2O48zmxQBnz561mhibiQszkfHQQw8BMHbsWHbu3ElqaqrVGLk7E86f5wsvvsi8PXuYtG2bN989y8nAQF4YNYqNUVE0+vsDkJKSQnFxMeHh4b2KJSIiIiIi145BkTQwmYv/vWGz2ayEg9PpJDo6mh//+MdWIzwRERERucb87newY0e3Q6Y3NDC9oYH7jx7lRGAg+9asgdOnGd7SQm1trVWCaNSoUQDs37+f7du34+fnZ8VwOBzs3buX5cuXEx8fD7QlAxwOB6mpqTgcjk47FMyeCGfOnKGgoMBqygxQV1dn9R6orKzk7bffJikpCcAqAZSTk8Py5cuZP38+paWlHG/vRZCammr1Npgwfjyjd+7k7upqZtfVQYdeDt25EBrK60FB/F9EBNvDwrjU/nO0maRIT0+nuLiYiIgI65qJEycyY8YM/XwtIiIiInKdGDRJg8tJGLheZ7fbuf322/mHf/gHgoKC+nJqIiIiIjJYNDXBj3/cq0tGNzczeu9eePhhCoFz2dk8cv48ZcHBfFJfT31wMHv27AHo1BehtLSUkpIS8vPzKS8vZ+bMmQCMGzfO471ceyIAbqV9CgsLreNXXnmFrVu3ct999wGf9jgyd0TU1dVZCQOACxcu8OGmTfwoKooZb7zBxKamXn0PisLD2Wi30zpvHh9+/DFjxozhkkv8tLQ0ioqKCA8PJzs72y0REh8fzzPPPMNLL70EfJrg6Indbu8US0REREREBr9BkTS4++67e32Nn58fwcHBhIeHM2nSJG644QYfzExEREREBpVf/xoOH76iEKFHj7IAWNDe2PcScLC0lE9CQtgbHMz+YcMI/tzneKe8HGw2Tpw4wcaNGwGsh1NcdxB4yzUhYR7/3//9H4CVIDhx4gTBra3s/P3vueXsWUZfvMjEpiZmPPsscefP49c5bLeO3XgjKwMC+HD48LYTH3/M2LFjO83fZrORnZ1NXFwct9xyi8dY06dPZ8aMGUyfPt2re5s9EURERERE5Opy1SYNREREROQ6c+YMrFrl8a3j0dFEnzzZ60V1AD9gUlMTk5qa+PvTp9tO7tvHOT8/DgUFcXHdOkacPs2pwEBGVFRw8dw5GnbsILK5GVtTEzid4GV/Ln+nk5DWVoZdukRoaysxW7fyhQsXSGxoYEJTE7EPP8wDTU09ll/qTguwffJk/jMggEvJyezdu9ftfdeEQXJyMlu3bsXpdPa4wG/uOBARERERkWvboEgaiIiIiIj0aNUqqK3tdPp8UhJ/HxDAon/+Z+5sbsbIzeVz584RcJnlL02hly6R2NgIn3zC58yTR46QDVBW1vb6c58Df39aQ0I429pK7IgRbGxPPNhsNpxOJ35OJ8NtNoZevMjQK5xTV5psNv4aHs62sDD+OmIEp4YMadtR0CFh0FFaWhpbt25V42MREREREbEoaSAiIiIig9/Bg22liTyo/sEPYO1azoWFcfErX2H7Zz4DkyfzwapVfP7UKSaWlmJvafHd3Fpb8a+rIxKgoYEQ392pk+rAQF6KisIRFcXZAPcf7XsqoZSamkpsbCyAW+NjERERERG5vilpICIiIiKD37JlcPFi5/N33sn5WbMAcDgcZGZmWmV2Zs2fT2lpKelZWUw6f56khgamNTRYpYD8+3P+fWxPcDDN3/se39m0iaiYGM6290SYMmVKp3JEXUlLS7OOa2pqfDJPERERERG5+ihpICIiIiKD27Zt8LvfdT7v7w+PPdbj5U6bjZapU9lYWcnGqCgAhl66RHxjI1MbGpja/nXChQt9PfM+UzdsGB8OHcrHYWFsDQtjXHo6CzMyaCksJCYmxmqkPG/ePK+TBuHh4VRVVQFQVVXVZQNkERERERG5vihpICIiIiKDl9MJP/yh5/e+9S2YMgVKSz2+bRgG+fn5ACQmJlJZWWm9F//Zz7Jz5052hoZa5z4THc3Q/fsZ39TE+AsX2r42NTG2tZWhzc199pG6Uj5sGAeDgjg5ZAgn2n/96+OPc+MXv8h7H33E8p/8BIAJEybwrexsRo4cSUZGBg6Hw4oRFhbW432SkpK46aabiIuLs5IGIiIiIiIiJiUNRERERGTwevNNKCrqfD4kBFasANoaDickJFDaIXlgGAYOh4P09HROnjzp9t7s2bPZuXOn27mkOXN4+eRJWmbN4k8uT+vfd999/O+vfkVUczP25ma+NncuW998k+DWVoIvXSKktdX6NXLECGrPngXACQwfPpy6ujoa/fxo9PfHNnw4fsOHc8AwSJg1i8KSEuZ/73us3LCBJv+2gkmpqakUtX/m7MREiIoCm82az5IlS4iPjwcgMzPT+oyRkZEMHz68x2/pXXfdxR133AF8mmTwJtkgIiIiIiLXB58nDdauXevrW3hks9l44IEHBuTeIiIiItJ75s6AzMxM7HY7tLbCQw95HvyDH8Do0QA4nc5OCQNXKSkpLF++vMf7T5w4Eehc4mfMmDE0+pRp4IoAACAASURBVPtzyN+fQ0FBfOHmm3lx+3aPMT7/+c/z4YcfMnnyZCoqKrjvvvt4+umnrfd/9rOfAZC3fDnJo0axNSKCtClTrIQBtPUaKCoqIiMjo+37ANTX11vve2panJWVRUJCAlu2bAHaEg+nT5/ulBiBtp0KIiIiIiIiXfF50mDz5s3YXJ6M6g9Op1NJAxEREZFBzjAMNmzYAMCiRYswDIPc3Fzmzp3btlj+3HOwe3fnC6OjYcmSTqddF9k9MZ/gT0hIICYmptP5jk/dp6SkUFxcTHh4OOnp6RQUFJCenk6oS0kjf39/WltbrddR7T0Tbr/9dlJTU5kyZUqneYSHhwOwdevWLucKWMkTwzD46KOPrLl29xnNhEJ4eDhTpkyxkgauuxdERERERES6o/JEIj6ydOlSAgJ6/ivm+vShiIjI9cQwDPLy8gBIT093f7OxEbraHbBiBXgop2PtUOjCwoULmTx5MpmZmRiGAbQlGswn+8PDw8nOzmb69OlkZ2eTlJREcXExERERZGVlUVBQQFZWFgcPHrRiuiYMAMaPHw/AlClTuOWWWzrtgAgPD3fbKZCRkWElEcwSQxMnTiQ7O9v6LIZhWAv+9957r9tntNvtbmNNDoeD7373u0BbwmDhwoWddi+Y83H9KiIiIiIi0i9JA6fT2R+3EREREZGrWE1NzadfN26EY8c6D4qPh3vvvaz4ERER5OTkWK+zs7PJzMy0juPi4rjlllvabxOPYRjWgryZZIDuF9jHjBlj3cuVmRCIi4tzi2UmOsy5mAv6Zs8C+PT74ondbnf7TJ6kpaURFxfX6R6AdT4uLq7bGCIiIiIicv3wedLg2Wef9fUtRAalRx99tNunHUVERK4XnXoVtOu4GF5bWwtA46FD8NhjnoM99hgEBnp1X3Mx3nWR33UurovtnhbeXRfkXRf6zYSAp5I/hYWFHudi9hwwZWRk4HA4Ot3HE/P7ciW6uoc3SQcREREREbm++DxpMGrUKF/fQkREREQGsU69Ctq5LobX1NRYC+6TXngBXBr/WmbPhi9/udPprkr0mAviHXcMeJrL5TDLGpmSk5M7lQDyNDe73U5mZqaVNOhLdrvdSkjExMQwY8YMq8GziIiIiIiIN/wGegIiIiIiIrW1tRQVFTG2qYlxr7/uedAvfgE2W6fTZnKgqyRAT+97w3Xx39MOBmhLIoB7b4Wu7t1VoqM7PTVBNuOaJZcmTJjAM88841bqSEREREREpCdKGoiIiIhIvzMMg+LiYgBSUlJYv349AN87dgy/Ds2FAfjKV6C930B/Kisr49vf/janT5+2Fv/NREBcXBwZGRlAW7mh2NhYr+P2JpFhJicWLlzo1fjLSUiIiIiIiIiYlDQQERERkT5hGAbr1q1zq//fla1bt1JQUADA9OnTqaysZNq5c3zJU9PfgAB49NG+nq5XSkpK2L59OyUlJZ3eMxf+s7OzycnJ6dT8uK+Ycb2N3xc7K0RERERE5Prl854G4N4M+Wtf+xqhoaH9cVsRERER6Udmv4CkpCS3xseuT76bjYgvXLhgXdfQ0MC4pib+t6zMc+DvfAfi4vrpU7irb++tUO+pxwLujYTLy8uBzg2ePemqOXRX99DOARERERER6S/9stPg1Vdf5bXXXuO1116jsbGxx/G7d++2fjU3N/fDDEVERESkr9TW1pKbm4thGJ0Wx83EgvkzYWpMDImPPcbGPXs8BwsLg+XL+2xug2UB3vw+eLMrQzsHRERERESkP/XLTgMAp9OJzUPjOk+WLl1qjc3NzWXUqFG+nJqIiIiI+EB+fj4zZ860dh/Y7XbrKfzgqir+/eBB0rdvx8/p7DrIww9DH/4saDYK9vYp/97oTRkh8/vgza4EERERERGR/jRoexo4u/vHo4iIiIgMeg6Hg6NHjwKwZs0aysrKaCkpYdWBA3zv6af52zNnuk8Y3HADPPhgn8+rN0/5+0ptba3bVxERERERkcGi33Ya9Ja3uxJEREREZOCZZYg6eu+99wAY8sknBH/jG8z54AOv4jn9/bH9139BcHCfzrO3YmJi3L52R7sHRERERETkWjBokwa9KWckIiIiIgPLMAwcDgfp6ekUFxdb51u2bOHJ48f54tmzXsW5aLOxKSKCsWvWkHTnnb6arteSk5PJzs4mOTm5x7HaPSAiIiIiIteCQVueSERERET6j2EYrFu3rtuSPd6MSUlJoaCggNShQ1lbXs7zpaVeJQwu2my8FBXFT/7pn/jJjTdyNDr6sj5HX+tNE+Lw8HC3r301VkREREREpD8N2p0GIiIiItJ/zDr/c+fO9bhAbiYMHA4HhmF0uZAe9MEHPL1vH5+vr/fqvi0BAWyMiGD33/4tEUlJzJsyhU3Lll2Vi+m9aYTcm7EiIiIiIiL9SUkDER9ZunQpAQE9/xV7+umn+2E2IiIibczeA5mZmQDk5+czb948j/0IXJWXl+NwOIC2BseZmZmfJg2cToLfe49nysqYsW2bV/NostnYGBXFkbvvJnD8eB5YtAi73U5paSng28V0u91Odna2V7sHruU5iIiIiIiIeKKkgYiIiMh1wEwWJCUlWTsKAHJzcxk3bpyVEPB03YYNGzh48KDb+ZqaGp568kkm7N3LbVu2MG7PHsZ5MY9GPz/+EBVFXnQ0ZwID4d13+e13vnPdLZ6bZY9EREREREQGGyUNRHzk0Ucfve4WQEREZPAyyw/97Gc/A9p2GKSlpXl1XV5ents5m9PJ7pUr+Zu33mJqY6NX928MDOSFkSP5XXQ0Z9t34k2ZMoW9e/f28pNcuZ5KMV0u7R4QEREREZFrgRohi4iIiFwHampqAKhv7zXgcDioqqoCoKCgwBqXn5/fZaNjm9PJ/Joa8vbuJfuNN7xKGNT5+7NuzBg2PPII/xUTYyUMABITEzuNv5oX3nvTNFlERERERGSw0k4DERERketAbW0tAAcOHLDOnThxAoDi4mIAUlNTrX4F0JZAGD9+PP5OJ186c4ZvnjjBxKYmr+5XExBA3qhRnMjM5M3iYh6aONGr61S2R0REREREZGD1W9LAZrMBUFZWRnV1tdfX9Xa8q2nTpl3WdSIiIiJXO7OHwbx583jrrbesxsLmjgP4NFlgSktLo6ioiBUrVjBq1Cg+eO89vh0czB/27GHchQve3TcggA2jR5Nvt9Pk78/KBQuobmpi3LhxpKamUlRUBMDIkSOZNGlSH31aERERERER6Sv9utPA6XSyevVqn43v6I9//ONlXysiIiJytTIMg3Xr1uFwOBg3bhy5ubl897vfBSAoKMgaV1FRYR1nZGRYD3kYe/cys7iYh0+eJObiRa/uWR0YyHOjR/OK3c4Fv08rYG7evJnt27fzb//2byxcuJCioiLS09NZvHgxAGfOnFE5HxERERERkUGkX5MGNpsNp9Pp1TiTN+N7iiEiIiJyvXBNGMCn/QrMn41Gjhzp8bqZM2dyad8+fnToEH93+jRBXv4MdnzIEP539GheGzmSi36d22WZOwsAa7dDVlaWlSgYiFJEV3PfBBEREREREV/r954GvV3Mv5zF/8tNNIiIiIhc7QzDsBIG8GkJou5+PkpsaMD+ne8w49AhOi/7e3ZkyBD+Z8wYXo+MpMVDsiAlJaVT+aPBslivvgkiIiIiIiJd65ekQVRUVH/cRkRERES6EBYWxsKFC3nzzTfbTjidzK6r49u1tSQahtdxjoeF8V8jR/LnyEhau3m4Iz09vVPSQERERERERAa/fkkarF+/vj9uIyIiInJdMwyDvLw8j++FhYUxevRozpw4wd/W1PD1EyeY1NTkdez9QUGsHzOGTRERXGpPFiQlJbFz505rjNnoOCMjg/Dw8E4xysvLyc3NJSkpacB3G4iIiIiIiIhn3u5AFxEREZFBwuxbYLjsEDAMg7Vr11o9DDr66O23Gf3SS7yyezf/XlnpdcJgZ0gID02cyNemTmX7Zz5jJQwA7rjjDus4PT2dhQsXApCZmWn1L4C2Jst2u53a2loA66uIiIiIiIgMPkoaiIiIiFxlDMMgNzfXShp0lzAYfeEC2ceO8a9r1rDgz39mdHNzj/EvBQTAt75FwZNP8s2EBA7PmoXTZmPevHlu48LCwqzjBQsWEBcX16lnQUZGBjk5OdpZICIiIiIicpXo90bIIiIiItK3DMNwSxjENTaSUlfHF+rqmFlfj7+Xcer9/flDVBRzXnyRiKlTKV67FmhralxRUdHttbW1tZ0aDGdnZ5OZmamEgYiIiIiIyFVESQMRERGRq0xNTY3bVwCb00labS1ZJ0+S1NDQq3j14eE8GxqKw26n0d+flFGj3BIRo0ePBiA4ONjtuvDwcKuPQUcdEwgiIiIiIiJydVDSQMRHli5dSkBAz3/Fnn766X6YjYiIXEuqqqqsr5GRkTi+9z1+u3cv8efP9ypORVAQz48eTdKqVTQePEijw9FpTEZGBtOnTyc7O5vx48e7nY+LiyMtLc1j0sATszmypybJIiIiIiIiMjgoaSAiIiJyFSgrK+Oxxx5j7NixHD16FIBz775L7YMP8v+OHetVrPPTp2Pk5PC1Z58Fm430G29k3u23ExwczPnz5ykoKODmm28G2poax8fHEx8fT2lpqRXDLDvUm0SA2fMgLi6uV/MVERERERGR/qOkgYiPPProo6rhLCIiV8wwDDZs2MDBgwfZtWsXu3bt4jONjTxx/Dhp27Z5HacFqJs9m8if/Yxh8+Yx7PRpspqagLbFfLvdzoMPPkhpaSn33HMPCQkJnWLY7XYyMjJwtO9IMAyDwsJCACIiInqcg0oWiYiIiIiIDH5KGoiIiIgMImaS4Hx7qSHzyf+g1lb+5uxZ/t4wuLm+3qtYzTYbJSEhfDB8OH8aOZKnnn2WyPZkgJkk6A273U5mZqZb0sDhcJCQkIDNZutVLBERERERERmclDQQEenAMAzy8/Ot0hsiIn3FTAgALFq0yON/YwzDIC8vz3od19jIv50+zZcNg5BLl7y6z9EhQ/htdDQXv/Y1TjU1UVxcDLg3Tu7Jc889x8KFCzvN0W63k52djd1uxzAMAEpLS3E6nV7HFhERERERkcFLSYM+smnTJtauXdura+655x6++tWvdjumtbWVw4cPU15eTkVFBeXl5VRWVtLS0gLAtGnT+PnPfz7g8zQ1Nzfzzjvv8Ne//pXDhw9TW1tLaGgo0dHR3HLLLcyfP58RI0b06v6+iOnLuHL1MwyD3Nxc5s6dq6SBiPSaa+IRcEtCuiYE0tPTu/1vzMz6eu49fpzPe7mrAOD8kCHU/fCHPB8YSP5rr/Hbb36TmpoaK2lQW1vrdayKigq+8Y1veEwamCWGzKSBiIiIiIiIXDuUNBjEtmzZwpo1a7hw4cJAT8UrVVVVrF69mgMHDridr6mpoaamhtLSUhwOB4sXLyY5OXnAYvoyroiIiGviESA3N5ekpCTWrl1rLd57usbcgTB33Die2L+ftF4s8Df6+fFSVBSxv/wl87/2NbINg8jRo5X4FBERERERkV5T0sAHxo4dy/Tp03scFxcX1+37DQ0NPk0Y9NU8oW2xY9myZZw5cwYAm81GYmIiY8aM4ezZs+zYsYOLFy9SW1vLqlWrWLFiRY/39kVMX8YVERHpSm1tLQUFBW7n1q9fz8MPPwzAunXr+PPLL/MvJ07wWcPAr31HYU+ahw4lLzyc30ZHUxsYSOq2bUy/7bZODYdTU1MpKiqisLCQWbNmdZtMsNvt1ngRERERERG5/ihp4AOf+cxn+M53vtNn8cLDw4mLi7N+ffzxx7z66qtXHLcv57l69WprEX7UqFEsW7aMG2+80Xr/7Nmz/OIXv6CkpISWlhYef/xxnnnmGUJDQ/s1pi/jiojI9c0sS5SUlAS0lSVKS0vrcnxRURFBQUEsuOMOWnNz2Xj0KHYvkwUHg4J4beRIxq1Ywa//+7/dYt57771uSQG73U5aWhpFRUUe378SdrudjIwMqzGyiIiIiIiIXP38BnoC0rWZM2eyfv16NmzYwE9+8hPuvvtukpOTCQkJGeipudm6dSt79uwBICAggOXLl7stwgOMGDGCZcuWMXr0aADq6+vZuHFjv8b0ZVwREbm2GYbBunXruq3hX15eTm5uLlVVVQA4HI5uewj4O51cyssjbMECfnLoUI8JgyabjbfGjOGehAT+cepUnh89movDh1vvp6SkdHlteHh4t7FdGYbh9S4Dc0eD2RhZRERERERErn5KGgxiERERjBo1aqCn0aPXX3/dOp4/fz4TJkzwOC4oKIisrCzr9Ztvvklra2u/xfRlXLm22O12LYCJiBuzT0F3SQMzQVBYWNjpPddzwa2t3Hv8OH/ctYtVBw8yra6u23uf9ffnP2+4gb+ZPp2dP/oRpSEhYLMB8NJLL1nj0tPTu4wRERHR7T08SUhIYOLEiT2OMxMH+m+miIiIiIjItUFJA7ki58+fp6SkxHp92223dTt+9uzZDBs2DGh7gn/37t39EtOXceXaowUwEbkc9fX1QNuuttTUVKDtCf+MjAyKioqYFh/PV6ureWX3br577Bijm5u7jdcKvGy3k5mYyP+MGUODv3+n3YaVlZW++CgALFu2jPj4eJ/FFxERERERkcFJSQO5Inv37qW5fdEjKCiox6bJgYGBbgsQO3fu7JeYvowrIiLXLrMsUU1Njcf3nnrqKZ566inKysrcdhPMmjULgDfeeIO0tDQSGxpY/vrr/LCqikgv+hZ8EBbGP02dymPjx1MbGOhxjOtuuYyMjF6VIBIRERERERHpihoh+0BDQwPvvPMOVVVVNDQ0EBISwsiRI5k6dSqxsbEDPT1LX8zzyJEj1vH48ePx9/fv8ZpJkyaxY8cOAKvus69j+jKuiIhcWwzDYMOGDQDcfPPN5ObmWjsHOo7Ly8sD4ODBg2zdutV6z9x1sMvh4NubNvFcaalX9z42ZAjbvv51/n37drDZSE5OdosbFhZmHScmJlo7DTIzM7strWa3262ye9pFJSIiIiIiIt1R0sAHPvjgAz744AOP702YMIG77rqLOXPm9POsOuuLebouxHvbfyEqKsrj9b6M6cu4XTlz5kyvxntDCz0iIr7nmgxISEgAsBoD5+fneyxfVlxc/OkLp5OQsjJ+ePgwCw2DQKezx3tWDh3KH+12Xo6K4h9vugk+/hiAtLQ0YmNjcTgcAMTGxlqL/2byOzk5GbvdbpVW88Rut/Pggw969fnV10VEREREROT6pqRBP6usrOSJJ55g27Zt3H///V497T4QvJ2n+SQl4HVZBNdmjOfOneuXmL6M25UlS5b0arw3XnvttT6PKSJytTIMg/z8fOsp+ysd15PU1FQcDkeXcUY2N/N3p09zp2Ewfvt2r2J+GBZGXnQ0xcOH42xvbhwaGmq9HxYWRk5ODsHBwQDExcVxyy23ALB+/XqgrRRSXy7wd5d8EBERERERkWufkgZ9KDo6mjlz5vDZz36W2NhYwsLCaG1tpbq6mu3bt/Pqq69y6tQpADZv3syQIUO47777rup5NjU1WcdDhgzx6v6u41yv92VMX8YVEZGBYRgGubm5zJ07t8ekQcdxriWIFi1a5Ha9p/4FABcuXOj0vr/Tya1nz/JlwyDl7Fmvf7A6FhHBKrud4Dvv5L233nJ7LzQ0lPT0dAoKCggPD+9yl0BMTIzbVxEREREREZG+oKRBH7n55ptJS0vDz8+9t3RgYCDjxo1j3Lhx3H777axevZqPPvoIgIKCAubOnUtiYuJVO8+LFy9axwEB3v1xCnRp6GguwPg6pi/jdmXNmjVERkb26hoREelb5i4DT+fNEkTp6eluSYPa2lrr+Pjx49axWYLohRdeYHRtLTWPPsrrO3di96KxsalpyBD+x24n6vHH+eCXv+Rn8+dT1CFpABAUFAS473jrKDk5mezsbJKTk72+v4iIiIiIiEhPlDToI66lBLoSHBzMww8/zOLFizl69CgAL7/8cr8mDfp6nq5P4rd4uWjS3NxsHQ8dOrRfYvoyblciIyNVD1pEZICVl5db/QBqamp46qmngLYkuieGYVBYWGi9NnfeAYS0tvKlM2e48ze/4cZf/YobezGPFiA/KorWpUtZ/9vf8rORI4G2cnnmrgLXpscOh4OMjIxu/z+iMkIiIiIiIiLiC349D5G+NHToUDIzM63Xu3btcluYHiy8naf5JCS4P8nfHddxrtf7MqYv44qIyOBgGAbr1q3DMAzrnOuugdraWvLy8sjLy2Pjxo0eY5SXl1tNjwH2lZYys76eRw4e5M8lJSw7fJikhgav53TBZuONyEjuSkzkF+PGceMXvkB2drbVWyciIoIFCxYAbU2Poa2PAXDFPRhERERERERELod2GgyA6dOnW8cXLlygurp6UNYj9mae5sIGuC/MdMe1FrSnnQ++iOnLuCIiMvDMhIHD4SApKclqfOyqvr7eOnZNDCxbtowZM2bw7W9/m6qqKvycTpLOnSOttpa0nTsZ3cvk/iXg/eHDKbrxRt602Uj8whc43L6DICIigpycHAzDIDs72y0pYP5/ynWng4iIiIiIiEh/U9JgAHSsT+y6iDGYeDPPsWPHWsfV1dVexXUt9eB6vS9j+jKuiIgMDLvdbi28G4ZhlSGqqqqyGh+bUlNTu4xTWVlJ1cGD3DN6NDc9/zxv9LJPgalpzBiqbruN7+/YwckhQ/j617/O+eeft953LTfkWlrI3BkRHh5ORkaG9TlEREREREREBoKSBgOgY0Pd3tbK7y/ezNN1If3QoUO0trbi7+/fbdz9+/dbx7Gxsf0S05dxRUSkd8zmxFdSfqesrIw1a9bwzW9+kw0bNnDs2DHrvRMnTnQaP2vWLD766CO3c1MmTCCypIS0mhrm1tYSfu+9vZ7HBZuNovBw/mi3s/iVV8DPj5P33ANASEgIgNWnIC0trdvPGxERwcyZM5U0EBERERERkQGlpMEAcF2IhraGuYORN/OcMmUKgYGBNDc309TURHl5OQkJCV3GbG5upqyszHqdlJTULzF9GVdERHrHMAxrJ8DlJg1KSkrYvn0706ZNIy8vz+29xsZG69jsHfDuu+9SXFzM6AsXuPXsWW49e5bP79jBkNbWy7p/eUQEL4eF8X8REdQHtP845efeKiomJoaEhARKS0u9jnv06FEAkpOT1c9AREREREREBoQaIQ+ATZs2WcexsbGMGDFiAGfTNW/mOWzYMLfeB5s3b+42ZnFxMefPnwfaegRMmzatX2L6Mq6IiPQ/s2Te6dOnO71n/rd7xYoVnKuuJiM8nJkvvcSLe/bwp927+VFVFbfW1fU6YXAmIIA/Jyby1alTuXviRI5/+cufJgw6yMjIIDk5mWXLllnnOpb9M7mWWTLNmjVLSQMREREREREZEEoa9AFzccIbW7Zs4e2337Zez5s3zwcz8sxX81ywYIF1vGnTJg4dOuRxXFNTk9vToHfccUeX5YF8EdOXcUVErgVmM2Gzxn5fje9qXE1NzWXdr6yszCo1tGfPHrcxI1paCC0s5IEjR1j6pz+RlpnJjzdv5hsnTzKpqcmr+7iq9/fn9chI/m3SJNYtX87Zn/yE/cOGAXD33XeTkZEBuPcrADyWXqqpqfF4D7O/gZIEIiIiIiIiMhgoadAH3nvvPZYsWUJRUZFbSQRXjY2N/P73v+fxxx/H6XQCbYsEd95551U/z1mzZpGYmAhAS0sLjzzyCJWVlW5j6urqWLVqFcePHwcgLCyMzMzMfo3py7giItcCs2xQV4v4HRf/exrfMW55eTnr1q2zFs83btzo1fVmjLVr15Kbm0tJSUlbnwCnk+ayMv729GmWHjrES3v2sLmkhB+++y5fP3mSpIYG/C+j/NC5YcNw2O3cP3kyX0pK4qc33shfw8PJuOsut/42ERER5OTkkJ2dbS36e9o1YKqtre3x3mFhYW5fRURERERERPqbehr0kX379vHkk08SEBDA2LFjiYmJITQ0lNbWVk6dOkVpaalbY+HQ0FBWrFhBUFBQt3FXrFjBmTNn3M65PqlYUVHBAw880Om6n/70p4wcObLf5vmDH/yAJUuWcObMGaqrq1m8eDHTpk0jOjqauro6duzYYcX19/fn4YcfJjQ0tN9j+jKuiMi17kp7EdTW1pKbm0tKSgoARUVFvbr3h6++yuzGRib97nf8Yv9+EhsaGNXc3Ot5eIwfEEBhRASF4eH8w5NPsmrFCrf3zZ0EdrudjIwMq1mxuUvA5Ol1amqq159VSQMREREREREZaEoa9LGWlhYqKys7Pb3uKikpicWLFzNq1Kge41VVVVFdXd3l+01NTRw8eNDjPPpznna7nZUrV7J69WoOHDjApUuX2LlzZ6dxI0aMYPHixW69Bfozpi/jiohcK8yyQZ5K7PSF4uJi7wc7nfDrXzPpscf487FjbecqKvpkHnuCg7kwfz6/LC9nb3AwTpsNgPnnz5Oenk5BQYE11vV7kZmZicPhID8/v8eyQna7nYULF1JUVGQ1Ze7OxIkTmTFjBhMnTrzCTyciIiIiIiJyeZQ06ANz587lhhtuoLS0lNLSUk6cOEF9fT11dXU4nU5CQkIYM2YM8fHxfPGLXyQuLu6anGdsbCyrV6/mnXfe4e233+bw4cPU1tYSGhpKdHQ0t9xyC7fddluvGj/7IqYv44qIXAvMHQGGYXS7KG7ufKusrOTtt9++7CRDV7X+Afj1r+GBBwjsddTOzvn5UTJ6NH8JDGTLiBEk3X47s2bN4pMnnnAbV1dXR1ZWlpU06NivwGazkZCQgMPh8Oozmw2Qu2qE7Co+Pp5nnnmmtx9NREREREREpM8oadAHAgMDmTp1KlOnTu3z2OvXr++zWL6cp+s90tLSSEtLG9QxfRnXtHTpUgICev4r9vTTT/vk/iIiV8pcFAfIz88nKSnJ7X2zRv+OHTt4+eWXGT9+PHfccQfQVk4oPz/frSeMqV5gpgAAIABJREFU65P7nuJ08skn8MMfXvb8a/39OXvTTewaPpz8kyfZGxxMi9+n7Zzmz5/Pe++9B0BKSoq1A6JjaaCOiQGn00lpaanX8+iuz4GIiIiIiIjIYKNGyCIicsU6NsiVq5Pdbnd7wh7akgXl5eXk5uZai/v5+fmUlZVZi+znz58H4OjRo9Z1rk2SbTYbkydP7rIskceyPc3N8PWvg0ufnZ4cGTKE1yMjWTVuHF+ZOpUvTZ/OJ48+ysjHHmNXaKhbwgDaFv/Nz3rrrbd6/F5kZWVd8WK/2edASQMRERERERG5GmingYiPPProo1ogkuvGlTbIlYHjuiPAbreTnp7OPffcY73vcDiYMWMG0La4n56ejsPhYMyYMdaC+4EDB7q9h9PppKKbPgQey/asXAnbtnV5TZPNRnlwMJ8EB7MjNJQdoaGcGjLE2jGQlJSEs71fTVxcnFsz4gkTJrj19MnIyGD48OHW6/r6eux2Ow8++GC3n0tERERERETkWqSkgYiIXLM6LohLZ71J+ERERJCSkkJBQQHV1dXW+b179wLw3nvvcfLkSeDT3QddmTx5spVI6NTT4MMPYdUqj9e9OnIkedHRVAYF0dreuBggPT2dyMhIFixYQGJiIhEREezcuZPCwkJmzZrFvffeayUN7r33XpYvX25d61pCyRvd9mAQERERERERucopaSAiItes63UHxJUkSzwtiBcWFlrvmbsLtm7d2mnczp072dn+dL+psrKSbR52DAQGftra2K2nQWNjW1mi1tZO1+wPCuKxceO42F5mKCkpybpfVlYWCQkJQFsz4S1btgBQVFTEwoUL3XYzhIeHk5WV1WW5pJiYGI/nO0pPT7+u/lyJiIiIiIjI9UE9DURERK4xrv0EvFVTU8O6deusXQOuzCf09+7day20u5b36c4rr7yCw+HodN71Pm49DX70Iygr6zTeGRDATydMsBIGALNnz+7yvmZJImhLSrj2KIiLiyM9PZ2CggIyMjKw2+1uyZIJEyZ0+5nMBERQUFC340RERERERESuRkoaiIj4WF83CR6MTYftdjvZ2dl66voqYBgGTz31FE899RSGYViL5VVVVeTm5vLuu+92ee25c+e6fG/MmDEez3vakWAyF/WtXQCbNsGvfuV53t/9LqUhIW73iYmJ6dSs2Pz7ATBr1izAvUfBgw8+6Pbn1NyN4bbbwUsOh2NQ/T0UERERERER6QtKGoiI+NjlPPXdn/H6gt1uJycnR0mDq4BhGOTl5ZGXl4dhGNZi+cGDBwE6lRdyLevTXZ+CkJCQXs8lLS3t0xe1tfAv/+J54Oc/z+lvfxuARYsWWacnTJjQKRHg+vejvr4ewPraHXO3g0oOiYiIiIiIyPVOSQMRkUHEdRfBYNxRIFefjn+OOvYsMBfLz5w54/F61/FdjQGspsaX7YEH4MiRzueHDYPnn4cA9zZMfb24byZHXHctdMVut5ORkdFn9xYREREREREZTJQ0EBEZQB0XdM2npNetW0d5ebnbjgJzrKdGtb6e19VKZZOw/hyVl5djGAYbN270OO7DDz+8rPjJyckez0+ePLnb6zIyMpg4cSLZ2dncsGULbNjgeeATT0B8vPV7OXz4cAAWLFjQ4+9rWFiY29e+YrfbyczM7NOYIiIiIiIiIoOFkgYiIpfhchbV8/PzO+0g6KrUkMPh6FRj3Rxrnjcb13Y1h97MsavkxbWQNLgeyya5JkvMPy9VVVWsW7fOamoMsHLlSqshsTclfDo2/s3IyHAvMeTis5/9rMfzKSkpZGVlkZOTQ3x8PDlf/jLDf/hDzze87Ta47z7rM+Xk5FhNil3LJnUlNjbW7aurjgklJZhERERERERE2ihpICJyGS5nUd1smurpWjOh4MpcxO1qZ0FtbW23c+jNHLsa21Niwrz2WtiVcC0xF9hPnz7N+vXrgbY/Tw6Hw21caWkphw4d6nR9UlKSx7jjx4/3eg5RUVEez999992f9iBwOiE7G06f7jxwxAj4zW/Az/1HFfPvgzc7buLi4sjOziYuLq7Tex0TSr1NMCnJICIiIiIiItcqJQ1ERHzMm/rnZkLB1YkTJ4C2J8TN5rUAhYWFZGVlWbXoPSUc+oqZmCgvL+8yMXCt7Eq4WnXXB+PAgQNUVlYCbX9OXHWVGAC49dZbSU9P73R+zJgx1nFqaioOh4Phw4eTkJDg1VwzMjLcF/B/8xv40588D/71r8HDDgFz50THnTgm18X83iQCepv8ul53sYiIiIiIiMi1T0kDEREfu9z656fbn76ur6/HMAwKCgoAKCoq4uabb7bKs3hKOHhyOTsCCgsLgZ53NcjAcU3adJfAqa6udnttJqU8mTJlCgsWLHA7Z/YgMBNgZlmiCRMm8Mtf/pKUlBS38Z76CGRmZn66yH7wIHz/+54nkJkJWVldzq87l7uYr+SXiIiIiIiISJuAgZ6AiMhgZBgG+fn57oucVxgL2kqqmAvxHeXl5XHPPfeQmppKUVERTU1NADQ2NnZ6Sry2ttarmu6uzIa45hPm3X0+s/SLWf++45xdvz/9rS9/b/rcgQPw3HOwf3+/3K7pwgWay8t5pKqK5q99jdHR0Txy8CBjHnqIpqFDse/axSOnTnW6LigoiKaDBwEY/fLLfKE9gTBi+HDO1tUx9ec/B+CRgweJueEG/P394Q9/4NLGjXzbbudzBw8SvWQJj5w8yZiHHmLE8OE8fOwYJe0xAab/93/zSPvrqKgoTp06xZiHHoL2RsZs3w7nznX+UNHR8N//DTabx89s7rAxv4qIiIiIiIhI31LSQETEA9enjnvz1LKnBW3DMKxa8rW1tdZxTU0N77//PikpKRQXF1NQUMDs2bOpqqoCPm0629DQ0KkWfWFhIQsXLuzVZ3It69Lx8/XETB6YPQ6SkpLIzc1l7ty5vZpDb3X1/TTvPaiSBuXlcMstnuvz+0gQcFP7L86cAWABwGuvATDLmyDt17kdt1+/oOP77RZ4GBvT/stSVPTp6w5ju/Xss9DN76uZLOtt0kxEREREREREvKOkgYiPLF26lICAnv+KPf300/0wG7lcDofD4xPtXTVB7W5BOzU11WpKO3nyZI4cOUJeXh7/+I//aI05evQoFRUVPc6rqKiIz3/+8yQkJFBaWmrdOz8/n3nz5vHGG29w5swZEhIS2LhxI5mZmdZuAdeEg+vny8rKYuPGjQCcP3/e433NMkUPPfQQ0JZE8OXibcfvp+uujUHn6af7NWFwTfrWt+Dv/q7bIWpALCIiIiIiIuJbShqIiPSCYRhs2LABgEWLFgHw1FNPAbBgwQKrWbFZ3sdVQkICRUVFDLl0ifpPPuGTS5e46dw5Wt94g9lnz+IEYnbv5gt1dVwCbjh6lLFNTUQ6nfg5nVzqUK6lrq7OShjU1NSQn5+Pw+Fg3Lhx1jwASktLmTx5srVboKioiPLycuv9yspKVq5cSVNTk9U0tyvHjx8H4LX2J8arqqqIi4uzFnF9WTrI7MnQcddFb673aVmj99/v+5jXkwkT4Mknexxm9iwQEREREREREd9Q0kDERx599FE9CXsVc130z8/Pt0oUGYZhLcg3NjYyc+ZM63VCQgIFBQX4OZ1c/OQTOHkS9u0j/MMPebKigs/85CcsrK4moqWlLfCuXW1fy8o+vfEvf8kd5nF5OTkAS5fyTeDUkCGcaP91dMgQYouKuOncOW5auBCcTmsx3VPPhPr6erfXR44csY737dtnJR968vLLLwOwd+9eoHMzXV+WDnIt8wRtv0cdEwEdkzquc/BpWSOn0/33UXonMBCefx48NE/uL9rBICIiIiIiItJGSQMRue5488S5Wf8fui5R5HA4qKqqIrK5maRz54hfv571paXENzYS9K1vWeNGt//i7NnLnnMAMObiRcZcvPjpybw8bgf4+c9p/tWveO7SJaqGDuXwsWMEDR3KsaFDqQ4M5FRgIB999FGXsRsbG72eR3V1dadrXRfju9JVb4Lufh86liLquHujqqqKN954g4KCAsaPH8+hQ4dISkqykjjp6ekAfdKwucc/M6dPg4fdJQQHQ0hIl3FbWlupq6sDYHh7g+C6urq2RsVNTfj5+TFs2DAaGhoACAkJsY67MnToUC5cuNDpfEBAAC1mwqrdkMBAgkNC8Oui6bCneYaEhODv709dXR3Dhw8nwN/fGnfJ6eTChQvYbDYaGxsJCQlh6JAhXQe22SAxEZYtgzlzup2Dr2kHg4iIiIiIiEgbJQ1E5P+zd+/xUVX33se/uQeSmAtDIEAgQkLAQIIIlosIBLTGHj0NqXJa0EfLQS1okeJR6wHFG60KrZZKX4A8Hh6gVo8Q6y3WA0ZAsB4jBcSCJGAgIBCG3O+3ef4Is5lJZpJJMpMLfN6vFy/2nll7zdp7ZlaS9dtr/S5rbUmka3uX+siRI+3qyc3NVUZGhgoKChTQ0KDEsjJNLCnRpG++UWxVVWOh48c756Qc8CsrU4KkBCcBAPPXXyvf3181kZE6Wl6uc/7+yvfzU76/v775618V0NCgam/vNr9u7969jSWNvv76a/3v//6vpMbrNWLEiMbXtllWyBpY2Lp1q10yZUeBhKYzC2wDOZJUVlamjIwMSY2zJf7f//t/mj59uvF8YWGhCgsLtX79eiUmJnYo90KrsxSczDIofe45/bl3b7uZELafx5wjRzR37lxJ0ubNmyVJc+fO1ciRI43ZHL/4xS/0pz/9SVJjXgzrMlPO2B5r69FHH9WLL74oSRo3bpyysrK0efNm431qSZHZrBdeeEGZmZl67rnnNG7cOIdBFG9JvSRlZGRo2bJlevbZZ43gDQAAAAAA6BkIGgC4rNkO9l64cEGrVq3STTfdJMn+zvWm6+XbDj5L0mdr12rwF1/oluJiPVVR0eM6T1NdnUx1dVJursY4KVPk49MYTLAJKJzz89N5f39V9umjnKoqVdjcVS413nV++vRpSY2BAGsS56NHjxoD1xMmTLAb/Le+J88++2yzNlifM5vNSk5OliSlpqbKZDLp4MGDkqTExEQdPHjQCFBIl2ZL2A6o2wYZ3njjDYWGhtq9zrp165Sdna3HH39cffr06Vi+g6NHHT5c0Lev1r/8sl0iZ2fBh+XLlys6OlqS7Ab9bWcWtBYwaHqsVWpqqlG3JCUnJ+vaa69VUVGR7rvvPi1ZskTx8fFO6zSZTJo1a5YyMzMVGhra6l35YWFhdv8DAAAAAICeo6eNewFAM47WtXe0JM3x48e1b98+DR06VFLjQPLf//533XXXXc3uas/MzNSwykrdZjbrhuJixXz1VaeeU1cIq69XWGWl4isrmz95MXFymbe3XWBh8F//qm+KizWpuFj5Bw8q1N9fxT4+qqioMPIffP/99y2+bmFhodauXatp06YZyxGlp6dr7NixkmS8r9a8DLW1tZKkrKwso479+/c3q/eTTz7R+PHjJUl79+61e85sNmvbtm2SGj8XFoulY/kOnMw0qImJcfi4bZ6M1NRUpaenKycnxwi62Lpw4YLdflRUlJGQujUpKSmKiIgwPuNWISEhuvPOO5WRkaF9+/bp+PHjLQYNJBkzNVyZsWFNjh0XF+dSOwEAAAAAQPdB0ABAj9f07u3W1tj/5ptvJDUOJO/du1cVFRVKTk6Wb0ODrisr06jyck0pKtKoNqz132obfX119uJg+1l/f5n9/FTq46MyHx8FmEw6f/Gu+BtvuEF7du+Wr8Wi4Pp6xZlMqjx9WqbaWvWrqdGoq66S//ffq1dDg9va1hbBDQ0KrqrSMOuSTO+9p2slzbUpU+XlpeoTJ3RTdbXO+/kp/9Qp9bs4YyHwH/9Qgb+/wmtrVXFxEHvbtm3KzMxUeHi4XeCmqZCLSXId3UnvaLA9MzOzWQLo2NhYI+eBVUZGht0shHZxFDQIDZX54pJPTfMxWPNkjBgxQsnJyS2et2S/LJE1YNA0eDBp0iTl5+cb1yI1NdUITFilpKQoIyPD4zMAyA8AAAAAAEDPRdAAwGXDeve2VWFhoT755JNm5WwHnX0sFh3dvFl37Nmj97/+unEJnw4o8vHRweBgHendWzm9eulYr15qGDxYeRcTCCcmJmrgwIHGWvyS9Nwzz+idd95RVlaWKiXF3nuvTp48qV1ZWZo5Y4a2b99ulH322We1bOlS/ev11yvvk08UXV2twVVV+uGwYQo7f17KyVGgxdKhc+ioQItFgRcu6DpHT/7sZ4qR9D+SdPfdmujvryPHjml0QIDqVq9WYlmZjvTurRoH+RWsQYPWWJcvkuxnI0hyeDd/01kIUvPZK9ZB/6aD/wZHyxPFx6voYvLrvLw8/f3vf7ebdWGdYREREeGwyuDgYJWVlalXr1665ZZbmi1N1HS2QUpKipYtWybJccDAZDJpzpw5ysjI6FB+BwAAAAAAcHkjaACgR3K0BFF6erquu+46/dd//ZekxuCA9Q7urVu3Ki4uTiF1dRpfWqpry8qUWFam4ZWV8rNYpCNH2tWOUh8ffRESosDbb9fvv/pKJwICJC8v+0IXAwaSdOeddyomJsYIGqSkpGjcuHEqKSlRVlaWDh48qEcffVSFhYXKysrStGnTVF9fbz9g7OWlcbffrr9++aX2hYRoxIgRmrBsmYosFt01Z44ia2s1sLpakTU16ldbq1tGjVLDyZOqO3FC/WpqFFFXp7anPPaMATU1GlBT07hz7px+dvFxs6+vvBYt0h/r6pQ/b55ODRigoOHDNaSqSmf8/R0GFazGjBljBA3ayhoUaDXxsa36esnBTAcNH25slpaWNpvh8MYbb2jv3r264447HFb7gx/8QDt27FBQUJDD4FdLnOVmMJlMmj9/vvGcNfDg6nJHrnKUgBwAAAAAAPQMBA0A9EjOliA6ffq0cSf5iRMnJEmThw+X1q3TxKuu0qxDhzrU8dV4eenvV12lfcHBOhgcrG+CglTv5aVJoaE6ERjY4rGpqakaN26c3dryt956q0wmk5KSkjRixAgduRi8sN4JHhMTYySgtRUWFqY5c+ZIku666y6ZTCZ99NFHsnh56Zy/v875+xtl+/3858rOzjYCKL4NDY3LHdXWKrKmRpEXlz5KCAuT1+nTGuLrq6vKyuRVX9+BK9Uxpro6KTtbfSTpu++Mx2+8+H++n59OBwTotL+/TgcE6PuAAJ26uJ/1v/+rPn36GLkAYmNjHS5f5Mi2bdscrsNvu56/2WzWpk2bJF289sXFkjXwYaN80CBjFoOjWRLW55wN2A8cOFBS43JaTWdMNJWSkmIsOWRNHO1I02WD8i8GtPJtAlvONA04tKRNQRcAAAAAANCtEDQA0OOYzWbjru3CwkK7pVa+/PJLY7uqslJ35Odr8cGD8r+YPLc9qn19lRkSoj2hodoVFqZyH59mZWyXuBk5cqTDdfdt77q2Jr+1tj0+Pl5Lly7V3LmN2QFsB2htk+VahYeHa/HixXb1l5SUOGx/aWmp0tPTjXXx67y9NfKWWxQeHq7KykptuTjr4dlnn9WyZcu0efNmhcbFKWfPHr31u9/p/8yYoYENDdLp09KpUyo4eFAV2dnqX1cn3y7KrRBZW6vI2lpd6+C5qkOH9H1AgBFUKK+u1sDKSp0KCND3/v6qvPj+jRs3rtlgfGZmpubNm2e3HJH1rnnr/tatW433IiUlRSaboIaton79lLF5syT7z2XT166urnZ4fHBwsKRLSyzZ5jWwNWnSJC1atMgIRrXl7v7IyEi7/1tCngIAAAAAAK4MBA0A9Dhms9lY3se6Vrw1wat1gDWwvl5zP/xQo/Py2vUa1V5eOtmvn97099f/REQ4DBQ4k5CQ4DBoYGUymYzkt87WyG86QGtdn37o0KFO7/Z2tub/gQMHJEmzZs1SWFiY0tPTNW/ePGNmg21+BYOPj2JvvFFP3Nh4b7+x3Myjjyo7O1sPPfSQ/uXWW7Xnr39VZG2tfnXnnTqxZ48KDx1SksmkuhMn1PfiDIbgTg4sBFosGlpVpaHWZM3nz9s9f8HXV6cDAlScn6/ra2v1vb+/zlwMKJz191dhYaG2bdsmSSoqKpLZbDaCBNYlhew4SoIsqSYmxthuOth/8uTJVs8jODjYLlBw/fXXKzs7W6dOnbIrd8MNNxgJwNsqKirK7n8AAAAAAACCBgB6tOPHj+vtt9/Wc889p/PnzysrK0v9amq0KidHIyor21RXmbe3MsPD9VFEhLJCQnTfggV6509/anObcnNzm802mD59ut1Af1FRkd3/klpMtmsbRIiPj5fZbNbatWtbvKt8+vTpCgwMNIIC4eHhRvCh6TGpqanG8jaO2C43Y50dEWEyqdDPT4V+fqr54Q/V6wc/0IplyzRjxgzt2LHDOLZXfX3jzICaGqVef72+3rlTUaGhCjx3TiMqKjSoulpXdeJSSH3q6tSnrk4qL9cUB8+X33qretfWKjkgQHEbNyrommv0g5ISfe/vry8/+0xqmk/BWdBgyBCnbbBdDsjZ8kTR0dEKCQkxggYlJSV2AQPrbAVrsMg20bGj9xgAAAAAAMAVBA0A9Ghnz56V1DigOn78eNV++qlePHascVC4FWZfXx0MDtaR3r0VOmWK1hw9qmonCXYTExMdJtdNSUnR6dOn7Z7LysrS3XffrcOHDysxMVEWi0X//u//7tZBXFfWjJ83b54k2c0kaDqDwboMkjWhtKtr1kvS8OHDFRMTo9zcXBUVFWno0KEaO3asBg0aZFeu0sdHJ3x8dCIwUJHDhumDI0c0fvx4ffnllwoNDVVxcbGC6+oUX1mpkeXliqqpUVRNja4NC5N3Xp6COnmmQlBRkZIkJZWXS2++KUl61eb5835++t7fX8d79VL9jh0Ogwb1gwbp7Q8/dOn1ms4csPrkk0/s8ivYLnE0ffp0jR8/3m55JZPJpJSUFM2dO7dx2aQuDBq0Jf8BAAAAAADoXggaAB7yxBNPyNe39a/YmjVrOqE1lxfbO/Fzc3MlNQ6w/rCsTH86elT+FovTY3MCA/W3iAjtDAtT8PXX6+DXX0uSEnv3VrW3t91a8yEhIcbyMDfccIMqKiqUk5Njdwf/nDlztGfPnmYBheHDh2v06NGKjY3Vfffd12zw1HpXf0t393cGR8sguXLM/PnzNW7cOFksFi1btkxS4wyIdevW6fPPP9fGjRvtjomKitKZM2dUdXHJIOtA+bhx47Rjxw75mkz6qqhIX128az41NVX9fvITbd60SXvef19RNTUaUF2tG6OjNa5vXx37+GMNrKnR4Pp6+XQgX0V79K2tVd/a2sagwoMPOizznZ+fXQ4KZyIjI5Wfn2987mw/f+np6frFL35hlLUNEMyaNcvY7shnyBroGTp0aLvrcIT8BwAAAAAA9FyOb6kFgG7EuhTPt99+q7Vr1yrPJk+BdfB5UEaG/vXPf3YaMCjy8dGi2Fj9W0KCXo+KUtLPfqZbUlKM562D/uPHjzcei46ONgZnR44cqT/+8Y+aP3++HnvsMc2ZM8coZ5tLYNy4cZKkmJgYPfbYY9q2bZvDteatS/zYJnF2tGRRWwwdOlSxsbEOn0tNTZWXl5fWrl3brrXvbVkHhJ3dRR4REaEYm/X8x40bpzNnzmjEiBHq1auXpEtL8gQGBkpqfs5paWmKj4/Xoocf1uTbbtO3vXsrMzxcpt/8RsXPPquH4+J0R0KCsvfvl06dknbtUunq1cqcMkUfRkToQFCQinr37tB5dsS+sjJJ9u9vU9OnT9c999wjSUpOTtb8+fP14x//2K7MwIED7a6l1PhexsXFOfwMWW3dutWl99ka6ImPj2+1LAAAAAAAuDIw0wDwkBUrVrA0h5tYl+IZPHiw1q9fr0cffdTu+f9z9qweOn3a6fHHAgP1q9hYnQ4IUGxsrHJycpSWlmbMUmg6u0C6NDBrHXgNDw9vdve0dfmV6Oho47Hk5GS7O8I9xdr23NxcjRgxQlLjAPDy5cs1d+5ch8cUFBS0uqRRWzmaMWGxWIz2SZeuycKFC7V+/Xq74/OaJKq25oJYunSpxo4dq/vuu0+LFi1SRESEJNm9J6mpqTJFRkomkzRwoEKmTFHUzJmaO3euUlNTNWPGDL3+6qu6rk8fTRk0SO//4Q+6Y+xYnfz0U40MDFTw+fPq5aGlj05cDIY4S3TtTGhoqCQZM1xiYmI0b948YzaHJLs8Fs6WAEpPT1dycjJ9EAAAAAAAaDNmGgDotqwzDKwDrxs2bJBkf2f/vDNnWgwY7AoN1c9HjNDpgABJ0rXXXiupcbDdmqy36eyC+fPnt3gnvWR/t31cXJxSU1Obta0lHV3z/fTFcz7d5NytyXDnzJljJMNNTU1Venp6u2cwtLe906dPl3TpmhQVFTVbxqnpvvW9yM3NNWZpmEwmLV68WIsXLzbOqbX3KC0tTRMmTNDaTZt038svy+tf/kVvRkbq8P3361exsXpvxQpNGTNGMxMTlfvWW/rHr3+tVwYO1Ft9+2p3aKiOBQaqxt/f5XNtKvdi0MCZQYMGKTMzU6WlpZKk0tJSrV+/3niPkpOTjbK2AZnU1FTjnFub8dE0IAMAAAAAAOAKggYAui3rDAPrQKrt3etS4wyDX3z/vdPj/xwZqUeGDVO5j48SExMlSX379pXUmDg5MzPTrrx1dkFrAQNrMMN6x7vJZDISCYeFhbk0uO5owLcteQ6sA/FNgxSOBtitbXNV0/Nz1t7W2A58SzIGyK2sQQWr1NRUDR8+3O4xa8DItk1N22I2m/X73/9ev//971u9s9/ahnfffVfy8lKRn5+qRo/W2SlTtKl/f704eLAWx8ZqdkKCfnnPPZqRlKSNDz6ox4YO1csXgwq7QkNV2Eq+kqZBg+nTp9sliLbOWGn6Plo/P7afAdvlh2xnGThiMpmMJbKaXm8AAAAAAABXEDQA0O198sknzR772blzLc4wyLjhBv1u0CA1eHlJkiZPniypMSGvZD/Ybt3+GS7sAAAgAElEQVR2NCDr6A57azCj6aD6/PnzXQo6ONPSGvVNOQsauEN2drbWr1+v7OzsVsu21OamA+Bnz561e94aVJg0aZKx33T9fmvAyNE1tzKbzdqyZYu2bNmi4uJih0Eb6wyMzz77TFJjLoxJkyYZMzIcyfrqKxX7+uqfvXtrR3i4Nl8MKvwqNla3jRqldyZPVsPFIJStfwQH65zNLIXp06dr1qxZRv4NW9aZLdYlrsLDw3X//fcrLi6u2XnYzjJwxmQy2c2cAQAAAAAAaCuCBgC6vaYzAvq+845+5WAAVpIaJO34yU8U9uKL0sWAgdQ4uN70Dm4r68CtowFZV++wd1SurUv6dHTJIncwm83atm2bpPYnZLZqOgBuKzU11Xgvbrjhhg69ji2LxeLw/TKZTEpJSdHevXuNx1JSUowZGa6y3sVf5eOjml/+Ut65udKqVSqLjlaNl5eOx8Xp11dfbXdMcnKyEVRJSUnRnDlzjHO3XqOmQRfbz5MryzEBAAAAAAC4C0EDAN2W7VIzsbGxkqS7Q0M1tkkyXVuHHn5YM/77v41B2OnTp2v06NFKSkpyODgrNQ7cpqWlaevWrQ7vZG8v69JArtbbniWA2mLv3r0t3lkvNQYNmgZp2qpp8MN6XkFBQZIaB95t3wvrbAlXZlh4ytChQzV69GhjGStbgReXGpo+fbruueceYzZESEiI1Lu39Ktf6es339Tka6/V+w8+KHOTXAi2gao5c+Zo8eLFbTrXtn4uPDkLBQAAAAAAXP4IGgDotmzvdB8yZIhGlZXpgV275G2xOCy/YvBgnb75ZkmXAg6zZs3S66+/rvj4eIfHWJd8aWn5m47wVL1Dhw7V2LFjNXTo0FbLWpMhZ2RkKCUlxeN3qzsb5LYOYicnJ9vdQW87qG4ymTRr1ixjYN6V/A7uEB8fr9dff73ZjAhJ+vbbb43t2NhYLVmypFnb4uLi9O/33afg4GC7Y615MpqyLpeUkZFh5Glw1ywT61JH1v8BAAAAAADagqABgG7LdlB2aF2dXs7JkX9dncOy/3zgAeX+8IetDqJbB2eHDh3ao5d8iY+P17p165wGQzpLWwa7m94Bbw0u2N51bzKZ9MQTTxgD8x9++KHbB9VbEhcXp9TUVLvHcnJyJDUuk2U2mx3mcbCeS9OggTVPhqPZFykpKdqyZYvD5M5NOUpO3dI5WPNrAAAAAAAAtJVvVzcAAKzMZrM2bdokSbr11luNBMjBdXW6c9MmhdXXOzzu1QEDNGPRIq0bMcJ4zFmCXuvgrCRjwN1sNmvr1q0ut7M75B5oC7PZrPT09DYf58pd/rbX09X62jJ7ICMjQ3PmzNGIESOcvo6Xl5diY2OVk5PjUt3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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 774 } }, "output_type": "display_data" } ], "source": [ "ax = lc.errorbar(label=\"Kepler-10\") # plot() returns a matplotlib axes ...\n", "trend.plot(ax=ax, color='red', lw=2, label='Trend'); # which we can pass to the next plot() to use the same axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the flat lightcurve:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 386, "width": 783 } }, "output_type": "display_data" } ], "source": [ "flat.errorbar(label=\"Kepler-10\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's run a period search function using the well-known Box-Least Squares algorithm (BLS), which was added to the [AstroPy package](http://docs.astropy.org) in version 3.1.\n", "\n", "We will use the BLS algorithm to search a pre-defined grid of transit periods:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 750 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "periodogram = flat.to_periodogram(method=\"bls\", period=np.arange(0.3, 1.5, 0.001))\n", "periodogram.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we found a strong signal with a periodicity of 0.8 days!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best fit period: 0.837 d\n" ] } ], "source": [ "best_fit_period = periodogram.period_at_max_power\n", "print('Best fit period: {:.3f}'.format(best_fit_period))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 386, "width": 780 } }, "output_type": "display_data" } ], "source": [ "flat.fold(period=best_fit_period, t0=periodogram.transit_time_at_max_power).errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We successfully recovered the planet!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }