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@phobson
Created September 29, 2014 04:18
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prob plots
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{
"metadata": {
"name": "",
"signature": "sha256:2857a84c17323f2e87a374470d40df12319d9162e72bf7a98f4b17d570885e10"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Test out `ProbPlot` class with varying probability distributions "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import scipy.stats as stats\n",
"import matplotlib.pyplot as plt\n",
"import pandas\n",
"import statsmodels.api as sm\n",
"import seaborn\n",
"\n",
"seaborn.set(style='ticks')\n",
"\n",
"def ppgrid(pplist):\n",
" fig, axes = plt.subplots(ncols=3, nrows=len(pplist), figsize=(12, 3*len(pplist)), squeeze=False)\n",
" for axrow, (pp, label) in zip(axes, pplist):\n",
" fig = pp.qqplot(ax=axrow[0], plot_options=dict(\n",
" marker='o', \n",
" markerfacecolor='firebrick', \n",
" markeredgecolor='white', \n",
" markeredgewidth=1.5,\n",
" markersize=12\n",
" ))\n",
" \n",
" fig = pp.ppplot(ax=axrow[1], plot_options={\n",
" 'markerfacecolor': 'forestgreen',\n",
" })\n",
" \n",
" fig = pp.probplot(ax=axrow[2], plot_options={\n",
" 'marker': 's', \n",
" 'markerfacecolor': 'cornflowerblue', \n",
" 'linestyle': '--',\n",
" })\n",
" \n",
" axrow[0].annotate(label, xy=(0.05, 0.9), xycoords='axes fraction')\n",
" for ax in axrow:\n",
" if not ax.is_last_row():\n",
" ax.set_xlabel('')\n",
" \n",
" seaborn.despine(fig=fig)\n",
" fig.tight_layout()\n",
" return fig"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Make `ProbPlot` objects by specifying a distribution and \n",
" a) only the req'd distribution params,\n",
" b) all the params, and \n",
" c) only the req's params, but using `stats.<dist>.fit()` method"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Lognormal distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.lognormal(mean=2, sigma=0.25, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.lognorm, fit=False, distargs=(0.353, 1.2, 5.0)), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.lognorm(0.353, loc=1.2, scale=5.0)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.lognorm, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FixkzfTpV1dU5iE6yzcy+HH7aAdxvZj8BdgMfI66AheRfomQq1dyrVOteiRQa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NAAAg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\nJEmSNJH/D+GmYtU6d5aqAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x101fe7898>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"$\\beta$ distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.beta(2.5, 4.5, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.beta, fit=False, distargs=(2.0, 5.0)), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.beta(2.0, 5.0)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.beta, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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0weRNkYKpCoUYUl2txYUrnLsvin1tZmMJyq0PBR5x9+3FiqvSaVigDHZq60gh\n3faLJ2h75jVu//oM3jZqRLHDkTzJpCvgenreQX7F3dvyFI+ICGZ2NnAn8ChBg6fFzC529/uKG1l5\n03pYIkmprSMF8dJru/nvjS9z7BEHK8GqcJnUuN5LUHJ0CkB0cdCTzOyEvEYmg1YkHKZr/352tLWx\no62Nrv37iYTD6XeUSvIN4H3ufr67zwKmAkvT7CMpJFsP66ntWn5MBLV1pEDW/mkLkQicdeLhxQ5F\n8ixpT5aZjQDuBY4DHgEOAK4ysw3Rl3wm79FJxYuEw4Q7O+nYuJERdXUMHzOGbWvWqDS7DHX37gU4\n3X2zmeV8cvtgkmw9rPmr5muooAxaautIIYXDEdb8aQsjqofwvhPGFzscybNUPVlLgXbgSHf/iLt/\nCJhA0J3+krtvKUSAUjnie6j2vfoqANvWrOHhM87ghdWrGT5mDJtbW1m/YEF3ggWwZ+tW1i9YwObW\n1mKFLoX3dzP7gpmNNLNRZnYV8FyxgxKRiqO2jhTME5te5qXX93DKCeOpGa7iXZUuVZL1AeCL7t4Z\nt+1A4O3A8XmNSipCLKlKl1BRVYVdcQVbH3ywx3pYvbUtXcrWhx7S0MHB4WJgGrAZeCb69aVFjajM\nTTtiWp9tsfWwRAYxtXUkr+bd8lr3vx+uGUrdhFN48tUjmHfLa8UOTfIsZRrt7m/2evyamZ0B/Dav\nUUlZiB/qVz1mDCPGjiXc2Unnrl3dw/46Nm1i4uWXs7m1lbalS6k59NA+CdWEefOgqoq2JUvSnrNt\n8WLGnnYaQ6qr8/32pLg+7+4fKXYQ5SpRgYsVs1doPSyRBNTWkVxS8iQxqXqyXjOzRHdxDgP+N0/x\nSAlL1jP16mOPUVNXx7Zf/YrNt9/e3UvVtmQJR8+dmzahOuDww9m1cWOPIYLJ7Nm6tXutLKlo55pZ\nJoV5pJdUBS5aZrVQV1unHiyRt6itI1mL76WK/ROJSdWTdT2w2swWA49Ft00F/i+aCDooxHqqUvVM\nTbj0Uo6eO5fNra1svvNOTn/ooe6kqum66waUUMmg9irwtJn9BdgT3RZx94uKGFNZSFfgQr1XIj2o\nrSMZUxIl/ZE0yXL3tWb2SeBa4Ibo5j8BF7r77wsRnBRX76SqdxLVe+hf76Qq04Rq95YtHDJ1KjX1\n9WlfW1NfT21DQ87eo5SsH8d9HSFYKyuS5LUiIllRW0dilEBJrqWbk/VbNCZ5UMqkZ6r30L9MkqpE\nCVX78uVVC4BkAAAgAElEQVQcPns2jddey/rLL08ZV+PChYSGqiJPJYsO3ekAHlNlr/6bdsQ01j3X\ns7dKwwNFklNbZ3BSUiX5pjkP0kMkHGbrQw8FQwHTJFHpkqrdW7YwcuJEaurru7e1L18OkQiN117b\nvW3Piy/iN91E/dln09jcnDS2xuZm6mfOpCqkX9tKZWafBR4Gvgw8bmYfLnJIJW3Oyjk03NBAww0N\nzFk5B4AVs1dQV1vX/ZpYgYumcU3FClNEpOg0d0oKTa1V6SHc2Unb4sVA/+dP9U6q+pNQtS9bxubW\nVo6eO5cpt97aIzGrqa9nyq23cvTcubl4i1LaPgsc6+5TgdMIki1JQAUuRETKy/LLD+7xTyqbxl1J\nDx1peqbih/r1ftx72F8soZp0zTU0Njd3VxhsX7aMEWPHcvTcudSMH0/b4sXs2bqVtqVL6dqzhwmX\nXsrY007rriJY29CgIYKDxz53fwnA3R83swOKHVCpUoELEZHSpSRK0rZczexIYDlwFHAqcDdwkbs/\nk9/QpNjSJVGZJFXZJFRVoRChoUMZPWlSkb8DUgK6ih2AiFQ+tXVkoJRUSW+ZdA+0EFTc+RawjeDC\n82OCi1BS0TVubgGOA/YBl7h7e4LXLQNedfev9S90yYXeZdprGxr61TOVSVLVtnQpe196CbvySsau\nXUtHe/BroIRKEjjYzOZEv66Ke1xFUMJ9RfFCKy0qcCGSU2rrSMaUUEkmMkmyDnH3B83sW+4eBm43\ns89nsN95QLW7TzOzk4Abo9u6mdl8oAn4TT/jliylWvtqyz33MP6cc/rdM5VpUkUoRGjYMCVUksrD\nwOkpHivJiloxewXTb5vOto5twFsFLkQkK2rrSDclUZILmSRZu83ssNgDM3sfsDeD/aYDDwC4+6Nm\nNiX+STObBpxIcPfo2Iwjln6LhMNEIhFCQ4akXPvq8a99jY5nnsmqZ2rP9u3UzZjRY+ifkirpL3f/\nTLFjKCcts1qYv2p+99cikjW1dSpMfyoIKqmSfMgkyfoicD9wtJk9DhwMzM5gv1HAzrjHXWYWcvew\nmdUDC4FZwEczCdTMFgHXZfJa6WnXpk2MOuaYjNa+6s9wv0RJ1JDqaiVVIgXSNK5JvVciuaG2TgXI\nNLFSUiWFkDbJcvc/Re/MHAMMAZ529/0ZHHsnMDLucSjaBQ/wYeAQ4D+AOuAAM/ufVPMt3H0RsCh+\nW3SiqialphAbApgsqUpUpr07qbriCsauWcOuWM8UqGdKSprmR4hINtTWKU9a70pKWdIky8xaUzwX\ncfeL0hx7HXAOsNLMpgJPxJ5w95uBm6PH+jTBujiaa5FDkXCYbWvW0LV3b9qkKpH2Zct4cfVqJsyb\nxwHveAcAr//lL4yZOpVRxxyT9/hFsqT5ESKSMbV1youSKiknqXqyfgtEiFb1itve+3Eyq4CzzCw2\nlmWumX0cqHX35b1em8nxJEORSKR7UeF3LV2aMqnqXaY93p4XX+Sp66/vflxTX8/hH/tYXmMXgQGV\nU9b8CBHpD7V1RCQvkiZZ7v6j2NdmNhk4A+gEHnT3p9Md2N0jwIJemzckeN2PMw1WkosvbrHvlVfY\nu21bwsQq3dpXqTQuXKhFgaVQsiqnTI7nR4hIZVNbR0TyJZTuBWb2ZeAe4FCCu8qrzSxd97kU2K5N\nmwgNGcLm1lZ2tLV1b9+9ZQsjJ06kpr4egPblyyESofHaawG6y7TXn302jc3NSY/f2NxM/cyZVIXS\n/sqI5MIh7v4ggLuH3f12YHQG+2U6P+Ia4BNxa3IlZGaLzCwS/w/NjRCpOGrriEiuZdItcRnwHnff\nAWBm1wOPAHfmMzBJLRIOEwmHCQ0dmrC4Ray3KpMFhRNVFIz1gtXU19O4cCH1M2cW+R3LIJNtOeWc\nzo8olUnoc1bO4ZHnHgGCRYhXzNa0DpEcU1unBOVyDpYqCkqhZZJkvQLEV9jpAHblJxzJ1Mt/+ANj\nTjyRrWvX9ilu0TuxyiSpSlamvbahQUMEpRiyLadc1vMjEiVTc1bOYd1zb5VpX/fcOqbfNp2WWS00\njWsqVqgilUZtnRKRq8RKSZUUWyat543A783sJ0AXQUPndTO7Boi4+3fyGaD0tbm1laohQxhz4om0\nLVnSp7hFot6qgax9JVJo2ZZTLuf5EcmSqe0d2/u8dlvHNuavmq81skRyR22dMqekSkpNJklWe/Tf\nQdHHD0f/PyIvEUlSsbLsbUuXcuIdd6SsGpiotyp+7auO9naoqlJSJSUlB+WUy1asByveto5tRYhE\nZFBSW6dIsu25UlIlpS6TxYgXFSAOyUCsLHtvycqwJ1pUuGPLFkY2NDBq0iSqqqoKGb5IJgZaTrks\n9GeOVfWQavZ39ezEq6uto2VWS15jFBlM1NYRkVxLm2SZ2RcIyh4fFLc54u5D8haVJNQR13MVn1il\nKsPee1Hh0U1NVIVCSrCkJA20nHI5SDYs8Li643h82+M9XhtLpuavmt/dq1VXW6dhgiI5praOiORa\nJvW4rwJOcPdQ3D9ddIogEnnrRn58KfZ0Zdhjiwq/8eyzjHj725VgScmrlHLKc1bOoeGGBhpuaGDO\nyqBafLJhgds7tlNXW9e9LZZMNY1romVWC3W1derBEskftXVEJKcymZP1N+ClfAciqe34298Y2dDQ\nPSQwk+IWKsMuZazsyykn67FKJdZrFfs6pmlck3qvRPJLbZ0yoHlYUk4ySbJ+ADxpZv9FMGwHgi70\nsrurXI66i10sWcLpDz3UY0hgpsUtVIZdylDZl1NO1mOVao6VkimRolFbp4AyLXahpErKWSYt75uB\nnwBb4rZVzAT0UhaJRLqLXezZurVPzxX0LW7R0d7OG88/T+3RR6u4hZSzii2nfHBN0GjQHCuRkqK2\njojkVCZJ1h5371vSTvJu3yuvsHfbtu5hf4l6rvZs3Ur7smW89thjTP7+9xnd2FjkqEVyouzLKU87\nYlqP4YLQsypgomGBIlI0auuUCPVeSaXIJMlaY2Y3Av9J3PAdd/9d3qISNre2cuBRRzF8zJge2xOV\nZQcY2dBAlYYESoWohHLKK2avYPpt05P2WKn3SqSkqK0jIjmVSav83QRd5u/utf303Icj8QsON113\nXcL1r3qXZQfY9fTTHHruucUKWySnKqWccrJCFiJSctTWyaNsFxwWKWeZLEZ8WgHikKj4BYdTrX8V\nK8seM+XWW1XcQipJrJzylrSvLGEqZCFSHtTWEZFcy2Qx4lOArwAHEqyrNQQ43N2PzG9og9OuDRu6\ne60SlWlPpLG5WeXZpdKonLKIFIzaOiKSa5l0fdwOfBv4NHAT8EHgF+l2MrMQcAtwHLAPuMTd2+Oe\nvwC4hqB7/m53v6nf0VeASDhMJBwmNHQou59/HiI9ixklK3YBWv9KKprKKYtIIamtUyQqdCGVKtPq\ngnea2ZHA68A84LcEjaBUzgOq3X2amZ0E3BjdhpkNAb4JvAd4A/ibmd3l7oNu0O7Lf/gDY048ka1r\n17J3+3YO/8hH+szBSlrs4phjNERQKpXKKYtIIamtk0OagyUSdImns8fMDgYcmErQ0Hl7BvtNBx4A\ncPdHgSmxJ9y9CzjW3XdFjzWEnguPDgqbW1t549lnAWhbsoT25cshEqHx2mv7vLZ92TIenjmTLffc\nw76XX2bEuHGEhg2jKpTJj1Ck7Oxx98Xu/qO4fz8udlAiUrHU1hGRnMqkG+R7wD3ALGA98EngLxns\nNwrYGfe4y8xC7h4GcPewmZ0P/DOwGtid6mBmtgi4LoPzlrz4CoIn3nEHuzZu7O65SjUHK1bsorG5\nmXGnq+CRVDSVUxaRQlJbZ4DUeyXSUybVBVea2S+iF4p3A8cAj2dw7J3AyLjH3ReduGPfa2argB8B\nc6L/TxbHImBR/LZot/4zGcRSUuIrCPamOVgigMopi0gBqa1TOJqDJYNFyiTLzM4B/ubu7WY2C7iY\n4M7Ok0A41b7AOuAcYKWZTQWeiDvuKOA+4Cx3329mbwBd2b+N8hGJROiI67navWVLn7WwUi04HKqu\nLlrsIoWicsoiUihq64hIPiSd0GNmXybosh5hZscBdwP/RnDH5oYMjr0K2Gtm6wgmgl5lZh83s3nu\nvhO4C/idmf2e4CJ218DeSnnY98orRMJvXbOTzcPqPQdr38svs/clVbSWwcHMTjGzfzeztWb2sJn9\nzsyeLXZcIlJZ1NYRkXxJ1ZM1BzjZ3d8ws28Bv3T3282sCvifdAd29wiwoNfmDXHPLweWZxFz2drc\n2krVkCE9KgimWgsrfsFhzcOSQSarcsoiIv2ktk4OdIVV/FWkt1RJVtjd34h+fTpwKwQXFDPTp6kf\n4gtd1Bx6KIfPnk3jtdey/vLLAc3DEkkg23LKIiL9obZOlvpT6ELzsGQwSpVkdZrZ2whWP58MPAhg\nZocDbxYgtooRfvPN7kIXyXques/D6mhvh6oqahsatBaWDEa9yyk/TGbllEVE+kNtHRHJi1St928B\nfwWGAbe7+1Yzm02wsF7i0njSx+7nn2f/66/3WFw4Wc9V+7JlvPbYY0z+/vcZ3dhYxKhFii7bcsoi\nIv2htk4eqOdKJEWS5e4/N7M/Aoe4e6yM6W7gEnf/TSGCK1exwhbb1qwhVF3N8DFj+rwmaQXBiRMJ\nDRtW0HhFSs0AyimLiGRMbZ3MaR0skf5JOQ7N3V8AXoh7fH/eI6oAu59/nhFjx9K2eDETLr20T4n2\nmPZly3hx9WomzJvHAe94B0OGD6dq6FCqQkmLPopUvAGWUxYR6Re1dUQkH9Saz7HNra10bN7Mruha\nWMlKtMfEKgg+dsklvNnRQVVVVYEjFikdOSinLCIiIlJ0qqiQI/EVBE+8447u7alKtMdrbG5WBUGR\nAZZTNrMQcAtwHLCPYMhPe9zzHweuBDoJesYuj5ZgFhGROBoeKDIwSrJyJNzZ2V1BcPeWLT2GCKpE\nu0jGBlpO+Tyg2t2nmdlJBIuDngdgZjXAEqDJ3fea2U+BDwH35fpNiIgMJip0IdKXkqwc6YgODwRo\nX768z1pYKnQhkpGBllOeDjwA4O6PmtmUuOf2EvSS7Y0+HgrsyVXgIiIiIjGak5UHsSGC9WefTWNz\nc/f29mXLeHjmTLbccw/7Xn6Z6tGjg2IXKnQhEhMrp/woPcsp/5rM5mSNAnbGPe6KDiHE3SPu/jKA\nmX0eONDd1+Q0ehERERHUk5UTkUiE2okTe1QQTDZEcM+LL9K+bBmNCxdywDveUeTIRUpLDsop7yQo\nkhETcvfuioTRhOs7QANwQbqDmdkigkIcKc1ZOYdHnnsEgGlHTGPF7BUZhCoiUp40PFAkPSVZ/RQJ\nhwl3dtKxcSMj6uoYPmYML//+94w58cQewwMh8RDBqqoqaidOJDRU33qRRAZYTnkdcA6w0symAk/0\ner6FYNjgrEwKXrj7ImBR/DYzOxJ4JvZ4zso5rHtu3VsBPLeO6bdNp2VWC03jmvoRuoiIiFQKjVNL\nIxIO07V/P/tefRUIFhh++IwzeGH1aoaPGcPm1lYenTsX/8EP+gwPhJ5DBKtHj2Z0YyNDqqs1RFAk\nP1YBe81sHUHRi6vM7ONmNs/MJgMXAU3Ar83sYTM7b6AnjPVgxdvWsY35q+YP9NAiIkWx/82uYocg\nUvbUnZLGtjVr6Ni0iYmXX87m1lbali6l5tBDsSuuYOuDD3aXZE9VQZBIhBF1dRoeKJJn0d6pBb02\nb4j7ekgBwxERKRupSrZreKBI/ynJioofBlg9Zgw1dXVsbm1l8513cvpDD/VIqCbMmwdVVbQtWdLj\nGEkrCB5zjIYHilSoaUdM6zFcEKCuto6WWS1FikhEJD2tgyWSX2r5R21bsyZY56qqqkdS1XTddX0S\nqgMOP5xdcSXb47UvW8aLq1czYd687p6rmkMPZfjBugskUolWzF7B9Nums61jGxAkWOsuW5dmLxGR\nwlFCJVJ4eUuyolW8bgGOA/YRVAdrj3v+48CVQCfwJHB5JhPR8yE2DBDok1SlSqiS2fPiizx1/fXd\nj0+97z4lWSIVrGVWS/ccLPVgiQwe5dTWEZHCymdP1nlAtbtPM7OTCCahnwdgZjXAEqDJ3fea2U+B\nDwH35TGePiLhcNCDFU2wILOkaveWLRwydWqPku3J1NTXU9vQkLOYRaT0NI1rUu+VyOBUUm0d9ViJ\nlI58lribDjwA4O6PAlPintsLnOzue6OPhwJ78hhLQuHOzmCIYAq7t2xhZHQNrJj25cshEqHx2mvT\nnqNx4ULNxxIREalMJd/WEZHiyGeSNYpgYdCYrmi3Ou4ecfeXAczs88CB7r4mj7Ek1JGgx6p3UpUo\nodrz4ov4TTclLNker7G5mfqZM1WuXUREpDKVfFtHRIojn10sO4GRcY9D7h6OPYhehL4DNAAXpDuY\nmS0CrstxjH20L1/O4bNndy8sHEuoJl1zDY3NzRmVbK+pr6dx4ULqZ87Md7giIiJSPGXZ1klHJdtF\nBi6fSdY64BxgpZlNBZ7o9XwLQVf6rEwmgbr7ImBR/DYzOxJ4JtsAa6M9VvG9WYmSqmQJVdvSpXTt\n2cOESy9l7Gmn0REt2V7b0KAhgiIiIpWv5Ns66SihEsmPfGYCq4CzzCw2G3xutMpOLbAeuAj4HfBr\nMwP4gbv/Wx7j6SM0dCiNCxeyfkHPtUsTJVXda2BdeSVj166loz0oHlTb0EBVKERo6FBGT5pUyPBF\nRESkuEq+rROjZEqksPKWZEXv2CzotXlD3NdD8nXuTFWFQtTPnNljGGBMLKk69otf7NFLRShEaNgw\nJVQiIiKDXDm0dUSkODSmDZLOq3rb5MmEhg0DUFIlIiIiJe0z0/dy94NPs2jeVMa+7YBihyMyqCnJ\niqqbMUPzqkRERKRsTT/+UKYdV09VVVWxQxEZ9JRFRFWFQgyprlaPlYiIiJQtJVgipUELOImIiIiI\niOSQkiwREREREZEcUpIlIiIiUqa6usJ0doXTv1BECmrQJVmRcJiu/fvZ0dbGjrY2uvbvJxLWxUlE\nRETKzx+f2sol//Qr/uIvFTsUEYkz6ApfbFuzpk+p9saFC6mfObPIkYmIiIj0z+o/PMOrO/Yy9m01\nxQ5FROIMqp6sza2trF+woDvBAtizdSvrFyxgc2trESMTERER6Z9nXtxB2+ZXmXzM2zls7MhihyMi\ncQZFT1YkHA56sJYuTfqatqVLqRk/nroZM6gKDarcU0RERMrEvFte6/G4bsIpbO0Kti+//OAiRSUi\nvQ2KbCLc2Unb4sVpX9e2eDHhzs4CRCQiIiIiIpVqUCRZHRs39hgimMyerVvp2LSpABGJiIiIiEil\nGhRJloiIiIiISKEMiiSrduJEaurr076upr6e2oaGAkQkIiIiIiKValAkWaGhQ2lcuDDt6xoXLiQ0\ndFDUAhERERERkTwZFElWVShE/cyZNDY3J31NY3Mz9TNnqrKgiIiIiIgMSN67bcwsBNwCHAfsAy5x\n9/ZerzkA+BVwkbt7vmI5eu5casaP12LEIhUq3fXGzM4BrgU6gTvd/faiBCoiFaWQbR2VaRcpD4UY\nG3ceUO3u08zsJODG6DYAzGwKcBtwKBDJdzB1M2Yw9rTTuqsI1jY0aIigSOVIer0xs2HA94ApwG5g\nnZn9u7u/VLRoRaRSlFRbR0SKrxBj46YDDwC4+6MEDZx41QQXorz1YMWrCoUYUl3N6EmTGD1pEkOq\nqzVEUKRypLrevBPY5O473P1N4A/AqYUPUUQqUEm1dUSk+ArRhTMK2Bn3uMvMQu4eBnD3RwDMLJtj\nDwHYtm3bQGMUkRw488wzjwSed/direqd6nozCtgR99wuYHQW59B1R6SElMB1B9TWERk0Mr3mFCLJ\n2gmMjHvcfdHpDzNbBFyX6LkLL7wwu8hEJNeeAY4Cni3S+VNdb3b0em4k8Hqqg+m6I1IWin3dAbV1\nRAaTjK45hUiy1gHnACvNbCrwRDYHcfdFwKL4bWY2HNgLNABdA4pyYGLf7GIqdgzFPn8pxFDs85dC\nDM8Azxfx/KmuN08DE83sbcAbBEMFv5vqYCV+3clGsX8/slGOMUN5xl2OMUPxrztQ+LZOJj+rTH+e\nA/m5F3rfbM9XrPeYy2MU4pilcN5CvK+BniOja05VJJLf+ZdmVsVbFXcA5gLvAWrdfXnc6x4G5rv7\nhn4eP+LuVbmKNxuKofjnL4UYin3+UoihBM6f8npjZh8CFhLMR73D3W/N8jxF/1lnoxzjLseYoTzj\nLseYoTTiLnRbJ5P3nOn3ZSDfv0Lvm+35ivUec3mMQhyzFM5biPc10HNkun/ee7LcPQIs6LW5z8XF\n3U/PdywiUtnSXW/cfTWwuqBBiUjFU1tHRHpTWT0REREREZEcUpIlIiIiIiKSQ5WQZF1f7ABQDKVw\nfih+DMU+PxQ/hmKfv1DK9X2WY9zlGDOUZ9zlGDOUb9z90fs9ZvKeM/2+DOT7V+h9sz1fsd5jLo9R\niGOWwnkL8b4Geo6M9s974QsREREREZHBpBJ6skREREREREqGkiwREREREZEcUpIlIiIiUkLM7At5\nPLbafiIFoDlZIiIiIiXCzEYCfwZ+4e5fiy50/EFgmLv/W4LXVwHLgTvd/ZHCRptaNLYvAA686O7/\nXarny0Ws+Xi/hf4eFvKcZjbB3dvzcexSoCRLREREpESY2RnAEmALsAc4BPg78D7gUXe/NO61VcDd\n0e0/MLOQu4cTHLMK+H9AGPgr8Ji7P92PmPrd6I7ucx+wGdgPDAfc3f85j+e7H9iU5flWA+393TcX\n509zzKy+h6V8zug5fgr83N1/kavjJjnPNcDfgKfdvc8C4Rns/zWC78Uud78/tj26AHlKZZNkRbu3\nbwGOA/YBl8Rnv2Z2DnAt0ElwN+f2QscQfc0BwK+Ai9zdC3l+M/s4cCXB9+BJ4PJMfglyHMMFBL/Q\nEeBud7+pkOePe90y4FV3/1ouz59JDGZ2FXAx8HJ00/z+frAHeP73AjcCVcALwBx335+r86eLwczG\nAf8S9/ITgGvcfVkuY8i3UrjmZKMUrhPZKIXPdn+VwmcxGxnEPQv4OsF1/E53v60ogSZgZicB33L3\n03ttL8nPYzbMbDzwfuDnwCPASHc3M6sGfgJc6u47oq+9CRjr7h8zs58CQ4AdwOfif9fM7OfA08Cj\nwCSgEfi+u/81g3iyanSb2VHAInf/tJmNAiYDnwLWuXtrHs43DvhOf88X3fcdwBJ3/0x/9407xuHA\n9e4+N9tjJDhmVt/DgYie87qBfC/SHL8KeAhYSdADewQwPA9t5tjv0RagFtjs7ovin0/1ty9u/3bg\neYK2zBPu/u1MYyincbnnAdXuPg34KsEfLgDMbBjwPeAsggvTpWY2tpAxROOYAvwOOIrgj1PBzm9m\nNQR3vk5z9/cBo4EPFTiGIcA3gTOBk4HLzezgQp0/Lo75QBP5+RlkEsO7gU+5++nRfzlLsNKdP3pR\nWAZ8xt1PAdYS/D7mWtIY3H177L0TNNT+THAhLTelcM3JRilcJ7JRCp/t/iqFz2I20n2vY7/b04Ev\nmdnoAseXkJldTXAtGd5reyl/HvvN3V8A/i2aJN0E7DWze4AxwDiCpD2mBZhoZusIGq6XR193c6/D\nPg98z93vA35GkLxdEk3o0jkceNndrwAWEyR/J5jZ3EQvNrOq6A2G9wIjzewwd99J0IO2CninmY2O\nfkYSOQJ4vZ/nuxOYCRxuZkdler7ovhcB5wKHmNmR/Yw1dozHgW8A9WZ2dH+PkeSY7yZIcEZl8T3s\nt+g5TwROBWrNbHyeznkiwTX8SYJEaymwxMwWD/C4vU0AXnH3y4EvAf/HzD5kZp8AyODmohH8Hl4J\n/BB4DDjfzD6XaQDllGRNBx4AcPdHgSlxz70T2OTuO9z9TeAPBL8khYwBoJrgj1dOs/EMz78XONnd\n90YfDyUYZlCwGNy9CzjW3XcBbye4o5bru7YpfwZmNo3gA9xCzz9EBYsBeA/wdTP7vZl9tcDnPwZ4\nFfiimf0GOCjXd4cyiAHobmTeBCwohZ6SLJTCNScbpXCdyEYpfLb7qxQ+i9lI9/l9EzgIqCH4XpfK\n53cTcD59f/6l/HnMirvvjn75H8CngdeBsQTzsv7XzD5pZp9z9zbg2wR323/u7q8CHwUOMrMDoiMr\nAEYA340eewvwa6ALqEsWQ7TRfQ7wYeAAMzs0XaM7+vW/EyR7HyBItB6Ia7A/TND4fXvvvwvR832Q\noG06PpNkyd4aLvm4u/+E4GbGPWY2NpPzEYw8Gk/wWX0SuDeTfXsdYxmwk2C44S+Ah+KSorTHSHLM\nXxIMl/wQwU3rjL6H2Yr7uV1E8Bk7H/iNmdXl6pzRn+8UghsFKwlu8Kx1908CC4EJZvauXLyXaJL/\nPmBIdPTGDwn+1h0JfMzMZmaw/+kESfu46OfxaYLPo5nZIZkkm+WUZI0i+CWO6bK3KuSMIugej9lF\ncIe2kDHg7o+4+/N5OG/a87t7xN1fBjCzzwMHuvuaQsYQjSNsZucTXBQfBnaTW0nPb2b1BB/Uz5Hf\nRljK7wHBXcL5wBnA+8zsHwp4/kOAaQR3MWcAZ5rZ6eReuu8BwDnAU+6+MQ/nL4RSuOZkoxSuE9ko\nhc92f5XCZzEb6T6/NxL0QD8F3BdtZBWdu99LMBywt1L+PA6Iu7/iwXyky4FngD9FE5+LCP7GQtA4\n/ifgTQuGzJ1FkCTXAp81s2uABcCRZrY8etzYCIv3JjpvXEP/bOD/ALOB1Rk09BcAr7n7XOBe4Hrg\nv6P7To4e5yAStw3eR9BrdSjwG+A/MzjfD4CQB/PR7iLoxXsP8MdoT1Cq830QeNLdlwD/GH3NCQTJ\nxWTgIyn2jWklmC93GcGw2+XRbWvMbCpwQQbH6O2zBD0wcwgSyKuB/wL+PYPvYbaujJ7zMoLOgnUE\n3+//zOD7mJa9NfRuHnAFcBWwIboND+YH7mKAeUlcsngxwff+gugx3+7up3kw5PQJghsM6fY/CzgF\n+PkHqi4AACAASURBVC8z+wrwHYLRaiOB2kySzXJKsnYSvLGY+MmdO3o9N5Lgrk8hYyiElOc3s5CZ\n3UAwXO+CYsQA3X8IxxMM6ZhTwPN/mKBh8x8E88I+YWa5Pn+6GAB+4O6vRe+o3k/Q3V+o879KcEfX\n3b2T4G51n16mPMcQcyHBHb5yVQrXnGyUwnUiG6Xw2e6vUvgsZiNp3BbMK/kcwZCtI4FxZvbhgkfY\nP6X8ecyJ6EiRUQQN1K8Dl0V7sXD3vdFe0k8APyZowH6RYGjtdoLfu28TJPtHmlmrmX2dIMF6KMkp\nY43uzxH0SP2AoJfo19Hk4cMkbnQ/C7wW/Xo2QfJRAxxPMCTvA8AV7v5i/E4WTDfYSjB/JjZE8BFg\nnQXz8JIlK/HDJX8T3feHBENzP0iQIPY5X9SLwFEWzGt7OLrfHcCx0TgTxhoX80HAv7v74ujPYqOZ\nvcPd/wm4FZgF/EOqYyTxOEFP5AnAXODzBD/7yaT4Hg7QBuCNaK9NBLiNoLfzKILetA8O8JxXEgw5\nnU8wrPNNYCqwzcyOjPY2Hc1bvzvZik8W/5FgmOxHgGozqzezjxIk889msP8FBMlmLcH34mKC0SDj\no/9Pq5ySrHUEP2SiH/An4p57muBD9jYLJoaeCvyxwDEUQrrztxAkNrPihgMVLAYzG2VmvzWz6uiH\n9A2S3C3Ix/nd/WZ3n+LBXKBvAT919xU5Pn/KGCyYu/CkmR0YvSNyBrC+UOcnmChca2YToo9PIbgb\nnWuZfBamuHs+PoeFUgrXnGyUwnUiG6Xw2e6vUvgsZiNV3CMIrtv7oonXSwSN21JWyp/HXHoN+FeC\nAiqJ5vr+nGBo4aeijX4nSBwuJEiYv+nuZxH0HrwKzHX3zUnO9RzwogXFvOqA4939KwQ9U+cS9HBd\nmaDR/YfoawBWRT+3FwB3ERRbicXWQzSJ3E5QAfFLBAU+mghuTpxHkmSl13DJf3H31wkayq0EPbIJ\nzxe1Mfo9qgf+4u6vAZcSjEa5Nc2+uPv/Rm8qx+wFvh997gfufg3wyVTHSOK/CRLa7wJHuPt73f0j\nBD/7O9LFlaXHCaa8zLdg7usFBHPsb3H3xWT3PuLFJ3Fhgvd2cPS83yRIyL/g7n8fyJtIcJ4lBAnq\nycANwGeAz3rysvG9k80Wgmvg1wiSs28AX3b3bZkEU07VBat4qxoSBNn9ewi67Jab2YcIhpOEgDvc\n/dZCxxD3uofJcUW5dOcnaMivJ+jKjPmBJ1hTI18xRH8O8wiy/TcJPjyfz6RLNVfnj3vdpwFz96/n\n6tyZxhC9I3MVQdWuNe5+feIj5e38sYZoFUE1oKsSHymvMbwdeNDd353rcxdKKVxzslEK14lslMJn\nu79K4bOYjQzivoqgV2QvwTyoedHeuKIzsyMJkuxp0WttSX8ecy16EzPjuc5mdoC77zazQwgSmDc9\nGMqXbr9DgBp3/3t0uO4qd59qZucR3Mm/LZoYpTvOMIKE7EvAeR6tipjktWMIhsbdTzCftxP4MvBb\nYEiy30EzG/H/2bv3+KrKK//jn1wIBANYsJCIIkJgKaHWWqoIlSJFnJ8dHbHSGccRixUR2qm17QzV\nYkTkZ29af6VT5aKmpdbpiFOmVadqQVpb7NihzmiN4xIClSrEWx0gck3O+f2xz4kn4dySnFtOvm9f\neZmz99l7rxPI5ln7eZ71EPS8/pHggcCHCRKtS9z93RTx1RIUTXkmct1RwD8AF3gwvzwli1Spiwy5\n/S7wn+7+/XSOTXHeSQS/h18lGLoW/RlmpZfWgqqC5xIME3yMYM7ulwkSrkM9actZUGDlZoKepdcJ\nelVXAtPc/WYz6xcZ/dMjca5zPvBPBA9evgWE/b35jukcf14kzhmR40PJ/g531muSLBERERHpHgsq\nLt5KUGY87WFfFpTxXkYwpO46gh6llL2yZvYpgl6vaoJer6Q9IZEhg6sISsx/lqBX9asEvSj/m8b1\n5hEU/SgFrk+358XMxhCUKJ9C8ID4Rnfv0kilyIOLEoKekpEElRyTJnhpnHMkwUOaAwSFdD6bhR6s\neNf9MMEwy4sIliPKSA98nCSuH0Hi2OMkLo3rfBH4pLsf6sbx5dE40zk+lpIsERERkT7AzMrS6YHq\ndMwJBHOlngGuTHeUjpkNAt4HtKab1EUKOwzzSEEeM6ty95YuXG8gBEuJpHNMzLGlBHP5SnvSU2TB\nsjUlHlR57LFI795Q4GAGhtKle80BQC3wrrvvyML5s5LEZfo6mYhTSZaIiIiIxBWZl3UvUO85qhYb\n6dUKZXK6gRSGbCdxmbpOJuJUkiUiIiIiCXV1LpiIKMkSERERERHJqN5Uwl1ERERERKTgKckSERER\nERHJICVZIiIiIiIiGaQkS0REREREJIOUZImIiIiIiGSQkiwREREREZEMUpIlIiIiIiKSQUqyRERE\nREREMkhJloiIiIiISAYpyRIREREREcmg8myd2MxKgbuA04BDwNXu3hSzfzZwIxAG7nP3ldmKRUT6\nFjM7C/i6u5/bafuFwE1AK8F95558xCcixUFtHRFJJJs9WRcDFe4+BfgKcEen/d8GzgOmAl8ysyFZ\njEVE+ggz+0dgDdC/0/Z+vHff+RhwjZkNz32EIlJE1NYRkbiymWRNBR4DcPdngEmd9h8BjgUqgRKC\npzwiIj21DbiE4L4S61Rgm7vvcfcjwG+AabkOTkSKito6IhJXNpOswcDemNdtkW71qDuA3wMvAA+7\ne+x702Jm5WY22syyNuxRRHoXd/8JwXDAzgYDe2Je7wO6/FRZ9x0RiaG2jojElc1f2L3AoJjXpe4e\nAjCzUcDngJOA/cD9Znapuz+U6GRmthS4Od6+jRs3ZipmEemZzr1HhWQPHe9Jg4B3kh2g+45I981d\nN5enX3kagCknTWHtnLXMXTeXza9s7vC+6qpqXm95nXAXOnmqq6rZfG37efJ531FbR6TvSeuek80k\nazNwIbDOzCYDz8fsGwC0AYfcPWRmbxB0pyfk7kuBpbHbzGw0sCNzIYtIEXsJGGdm7wPeJRgq+K1k\nB+i+I9I9nZOpza9sZurKqbze8vpR721uac5laJmmto6IxJXNJGs9cJ6ZRe+y88zsMqDK3deY2Q+A\np83sIMEciu9nMRYR6XvCAJ3uO18EHicYKn2vu+/OZ4AixSBej1X0daxkyVRFWQWH2w532FZdVc2I\nqhE81/zcUdtXzV6VgcgzQm0dEYmrJBzuvXMwo093Nm7cyAknnJDvcESksIcLZoTuO9JXZWL4X6Jk\natXsVSxYv6A9EYsdDjh15dS422MU9X1H9xyRgpPWPUeLEYuIiEhS0WQqHPkvOvwvUY9Vv7J+R22v\nrqpm3d+uo7qqusO2zdduZuKIiayavYrqquqjeqoSbRcRKWSqVCMiIiLtMjH8b2jl0A7vie2BivZa\nRb+PmjhiYrxeqoTbRUQKmZIsERGRPiid4X/RHqtEkg3/A7qUTImIFBMlWSIiIn1MV6v/dWcuFaBk\nSkT6LM3JEhER6WMSDf9LtFbV0MqhXZ5LJSLSl6knS0RERAAN/xMRyZQ+2ZO1evVq5s2bxxVXXMHc\nuXNpbGzMyHlnzJjBrl27Omx77LHH+Kd/+qekx1144YUA3HbbbezeHX/ZnsOHD7Nu3bqk57niiiuY\nM2cOV1xxRftnO3LkCF/84hc5cuQIu3fvZtOmTV34RIFXX32VM844o/28V1xxBd/73vcSvv8rX/kK\nv/71r7t8HcmNcChE2+HD7GlsZE9jI22HDxMOhfIdlojk0JSTphy1LVX1v2gyFX0tIiKJ9bmerG3b\ntvHkk0/y4x//GICXXnqJxYsX89Of/rTH566pqWHYsGHdPv7GG29MuO+NN97goYceYs6cOUnP8c1v\nfpOTTz65w7Zvf/vbAPz2t79lx44dnHvuuV2Obdy4cfzwhz9M670lJSWUlBT1siW9WvOGDTQuW8aB\nSEJfWVNDXX09NbNm5TkyEcmVtXPWJlx/KlH1PxERSV+fS7IGDRrE7t27eeihhzjnnHM45ZRTeOih\nh4CgJ+jUU0/lf/7nfygpKeHOO+9k2LBh3HHHHfz+978nFArx6U9/mr/4i7/gueee42tf+xqhUIgR\nI0Zw++23s2LFCvr378+zzz7LbbfdxuDBg6moqGDixI5P/A4cOMA//MM/8M477zBq1Cja2trar3/L\nLbfwzjvv8I1vfIN+/foxYMAAVqxYwcqVK9m2bRt33XUXixYtSvj54i0uPWPGDB599FFWr17NoUOH\nOOOMM9oTrf3797NgwYIO7z/77LOTXiMqFApx00030dzczJtvvsmMGTP4whe+0B7Hjh07uOGGG+jX\nrx+hUIg77riD6urquD9PyY3tDQ00Ll/eYduB3bvZsnAhdUuWMGbevDxFJiK51tVS6iIikr4+l2SN\nGDGCu+++m/vvv5/vfe97DBgwgOuvv55Zkaf4U6ZM4cYbb+T+++/n7rvvZtq0abz22ms88MADHDp0\niL/+679m6tSp1NfXc+eddzJmzBgeeughmpqamDBhAgBLly5lxYoVjB49mjvvvPOoGH784x9TW1vL\nF77wBbZv335UkrNx40YuuOACrrzySjZu3MjevXtZuHAhW7duTZn8LF68mAEDBgBw8cUX88lPfhKA\nsrIyFixYcFRP1sCBA9Pqodq2bRtXXHFF++vbb7+d1tZWTj/9dObMmcOhQ4f42Mc+1p5kATz99NOc\nfvrpfPnLX2bLli3s27cPd4/78xw0aFDKGKT7wqFQ0IPVKcGK1bh8OZUjR1I9cyYlpX1yJLFIn6Jk\nSkSKyfy7/pxw35pFQ3MYSaDPJVk7d+5k0KBB3HbbbQC88MILzJ8/n7POOgsIkiyAD3/4w/zyl7+k\nurqaxsbG9gSjra2N1157jbfffpsxY8YAcOmll3a4xltvvcXo0aMBmDRpEs8991yH/Tt27GDatGkA\njBkzhqFD3/uDLykp4dprr+Xuu+/myiuvZMSIEXzwgx/k0KFDaX2+eMMFo8Lh8FE9XfF6siZPnsxn\nP/vZDttqa2uPSsZaWlr4wx/+wDPPPENVVRWHD783WbqkpIQ5c+awevVqrr76agYNGsT111/Pyy+/\nHPfnecopp6T1+aR7Qq2tNC5blvJ9jcuWMXz6dMoqKnIQlYjkQrz1sEREJLv63ONqd+eWW27hyJEj\nAIwePZrBgwdTVlYGwPPPPw/As88+y/jx4xkzZgxnnXUWP/zhD2loaOD888/nxBNPZPjw4bzyyisA\n3HPPPWzYsKH9GiNGjGDr1q0A/Pd///dRMYwdO5Znn30WCJK+d955p31fOBzmZz/7GZdccglr166l\ntraWf/mXf6GsrIxQGsUJ4g0XjCotLT3qHNGerNivzglWIj/5yU8YPHgwt99+O/PmzePgwYMd4tiw\nYQOTJk3i+9//Pueffz5r1qxh7NixcX+eklgmClW0bN3aPgcrmQO7d9OybVt3QxWRPJq7bi61t9dS\ne3stc9fNbd+2+ZXNhCP/RdfDeuH1F/IcrYhIcetzPVnnnXceTU1NXHrppQwcOJBwOMw//uM/UlVV\nBcCPfvQjvvOd73DMMcfwrW99i0GDBvG73/2Oyy+/nP3793PeeedxzDHHcMstt3DjjTdSWlrK8OHD\nufLKK9uvsXz5cr761a8ycOBAjj32WGprazvEcNlll3HDDTdw2WWXMXLkSIYMGdK+r6SkhNNOO40l\nS5ZQWVlJWVkZy5YtY9iwYRw5coQ77riDT3ziE/zkJz+JWygjXsGJ6DYzY+XKldTV1XHBBRd06ecW\n77xTpkzhS1/6Eo2NjRx//PFMnDiR119/vf39H/jAB1i8eDF33303oVCIG2+8kVNPPTXuz1MSU6EK\nEUmlq4sLL1i/QEMFRaRX23/wCK//eT8nHz8k9ZvzoCRZz0ehM7PRwI6NGzdywgkn9Ph8V1xxBd/9\n7nc59thje3yubDpw4AArV67k+uuvz3cokmXxClVEdaVQRdvhw2yaMSNlb1ZlTQ3nPvlkT4YLFn1Z\nyUzfd0Qyofb22oQLCccTW02wCBT1fUf3HJFAy4EjvLjjbV5oepsXmt6i6bU9HFvVn+/Xz6KkpCSX\nc7LSuuf0uZ6sYtDW1sb8+fPzHYZkUaYLVZSWl1NXX8+WhQuTvq+uvp7Sct0WRIpFqsWFRUTypStJ\n0cFDrVxx889pbQseJpWXlWCj3sfEscNobQvRr7wsq7F2h1pTMdJdByrfokMbpXhlulBFSWkpNbNm\nUbdkSdKeMQ1BFOmdppw0pcNwQXgvmVqwfkHc9bBERHqLAf3L+fhHRnHsoP58YMxx2Oj3MaCisNOY\nrEVnZqXAXcBpwCHgandviuwbAfw45u2nA4vdfXW24hEpBOFQiFBrKy2RwihV48ZRWl5+VE9UVwtV\nDIksH5DKmHnzqBw5UnO8RIqMFhfOD7V1RHLnc3NOT7o/H2Xak8lmCngxUOHuU8zsLOCOyDbc/XXg\nXAAzOxu4FViTxVhECkIhFLGonjmT4dOnt1cRrKqt1RBBkSKgxYXzQm0dEYkrmyXcpwKPAbj7M8Ck\nzm8wsxJgBbDQ3XtvBQ6RNGxvaGDLwoUdeqgO7N7NloUL2d7Q0OG9VePGUVlTk/KclTU1VHWqXplK\nSWkpZRUVDJkwgSETJlBWUaHFh0WKQDSZ2nztZiaOmJjvcPoKtXVEJK5sPr4eDOyNed1mZqXuHrvA\nz4XAC+6+NYtxiORVd4pYqFCFiEivoLaOCMmLWJwzupm5F6Q3raGYZLN1thcYFPO6800H4HLg/6Vz\nMjNbCtycmdBEcqc7RSxUqEJEpFdQW0ckhV88s5PLzz+FsrK+NWomm0nWZoKnN+vMbDLwfJz3THL3\n36ZzMndfCiyN3RZdO6JHUYpkWU+KWKhQhYh0NnfdXJ5+5WkgqCq4ds7aPEfUp6mtI5LCqhs+HjfB\nKrRCFZmWzSRrPXCemUVn284zs8uAKndfY2bvB/Zk8foiOZNu1cDuUKEKEYmau25uh1Ltm1/ZzNSV\nU1k1e5XmYeWH2joiKQwc0C/fIeRF1lpqkcmdnSeUvByz/03gjGxdXySXklUNjBaxSNWblaiIRWyh\nChEpPol6puJtj76O1dzSzIL1C1RBMA/U1hGRRPrW4EiRLEhWNXDngw+2F7FIRUUsRIrb3HVzqb29\nltrba5m7bm77ts2vbCYc+S/aM3XJ/ZfE3S4ikk/hcJj/fLGZe3/2Qr5DKXhq0Yl0UzpVA5+74QaO\nPf10FbEQKUJd6YFKNMzv9ZbXjzpvc0tz+6LCnbdXlFVwuO1wh+3VVdVaZFhEMi5xxcAK3tixnf9z\n9miOf39VTmPqTZRkiXRTulUDf3fVVcz41a9UxCIHzKwUuAs4DTgEXO3uTTH7ZwM3AmHgPndfmZdA\npVfpStI0omoEzzU/d9T2RMlUVw2tHNrh2Oqqag0TFJGcW/Gl6R0SrGIvYtEdSrJEuqkrVQP3uTNk\nwgQVsci+i4EKd59iZmcBd0S2RX0b+BDwLvCimf2zu2tSuiSUqR6oRBL1THVO1qLboz1WC9YvAFAP\nlojkxUnVg/MdQsFT604kh1TEIuumAo8BuPszZjap0/4jwLFACCgh6NESAbpWaKKrkg3zW7B+Qdye\nqakrpybssVLvlYhIYVPhC5FuilYNTCVR1UDJisEEi4NGtUWGEEbdAfweeAF42N1j33sUM1tqZuHY\nL7ReTVFKVIAikYqyiqO2VVdV88HqD8bdvu5v11FdVd1h2+ZrNzNxxERWzV5FdVX1UXOrEm0XEZHC\npyRLpJtUNbAg7QUGxbwudfcQgJmNAj4HnASMBkaY2aXJTubuS929JPYLODk7oUs+Jeqx6ld29Pou\nyZKmn/zdT7qcTE0cMZHN125uf1+q7SIiUviUZImkEA6FaDt8mD2NjexpbKTt8GHCoRAlpaXtVQMT\niVYNzMSixH2JmfU3sw9Gvr/czL5lZqm7DWEzcEHkuMnA8zH7BgBtwKFI4vUGwdBBkYSGVg7NWA+U\nkiYRKXSHjrSx/+CRfIdRFPR4XSSFZAsNA6oamB33Ay+Z2QBgKbAW+AGQ6ge6HjjPzKITVuaZ2WVA\nlbuvMbMfAE+b2UFgG/D9bAQvvc+Uk6Z0KHABqQtNRJOmzhJtFxEpZK1tIb65dgt/3neQZdecrYqB\nPaQkSySJ7Q0NR61tFV1ouG7JEsbMmwegqoGZd7K7zzGzbwL3uvvXzew/Ux3k7mFgYafNL8fsvxO4\nM7OhSjFYO2etCk2ISJ8VCoVZ8S//xe9ebOZD49/PgAq1YXpKP0GRONJZaLhx+XIqR46keuZMVQ3M\nvDIzO46g/PonI0MFB+Y5JikSiRYRjlb6i34vIlKs4i80fDLVY0/mhk8Ppl+5pjn0lJIs6fPCoRCh\n1lZatm4FYNAppxBua0troeHGZcsYPn06ZRVHVxqTHvkW8AxBBcA/mJkDN+c5JullurKI8KrZqzTM\nT0QEqOyv9CAT9FOUPq/znKuz77+f8kGD0l5ouGXbNvVgZZi7PwA8YGbRAeGnRqsEinTWlWQq0SLC\nC9YvUIIlIiIZoyRL+rR4c67aDh2ivKoqTxEJgJmdDvwYOMbMpgC/NLNPufvv8xya5FEmkikREZFc\nSJlkmVl/4BR3f87MLgdOB77t7qkf84sUqGRzrvbv3MlxkydTWVOTsjdLCw1nzXeBS4AfufufzOxa\n4G7gzPyGJfmSqWSqoqyCw22HO2zTYr+ito4Um/hzrgKqGpgb6cxqux+41MzOIiilvJeglLJIrxVq\nbU0456ppzRoIh6m76aaU59FCw1kz0N1fjL5w918A/fMYj+RZosWCw4Tjvr+i7Oh5kskWEda6VX2e\n2joiklHpJFknu/tNwCcJSinfCrwv1UFmVmpmK83saTPbZGZjO+3/iJk9ZWa/NrMfm5kqB0jOtGzd\nmrCX6sCuXfiKFdScf74WGs6ftyNDBoFgQWIg8WM56bO6k0wlWixY+jS1dUQko9J5BN/dUsoXAxXu\nPiXyZOiOyDbMrARYDXzS3beb2XzgZMC78yFEMq1p9WoGDB+uhYbzZxHBU+Q6M9sDbAUuz29Ikk/J\nFgtesH5B3PWtEpVkVxVBiUNtHelTNGQw+9JJsrpbSnkq8BiAuz9jZpNi9o0H3ga+aGYTgUfdXTcd\nyapoqfbWffuoqq1NOeeqcfly2g4coPbaa7XQcI65+zZgqpkdA5S5+958xyS5E6/ARbLFgpVMSQao\nrSMiGZVynJO7P+DuY4HoBJZT3f3HaZx7MMGY5qg2M4te7zhgCsHk9pnAx83s3PTDFum65g0b2DRj\nBr+++GIIhdKacxUtahFdaHjIhAmUVVRoiGCWmNmayP83mdkm4BHgp5HXT+Y3OsmFaIGLcOS/aIGL\nF15/IeEwv2gypblV0l1q64hIpqVTXbC7pZT3AoNiXpfGrHPzNrAt+kTHzB4DJgGbksSxFC1GKt3U\nuVS7r1jBhMWLqVuyJG6FQXhvzpXkVLTlvBQo6bQvfoUD6bXi9VglKnARXcdKPVOSDWrriEimpTPm\nqbullDcDFwLrzGwy8HzMvu1AlZmNdfcm4BzgnmQnc/elBA2vdmY2GtiRxmeQPipRqXbNuSpM7r4l\n8u2l7v73sfvM7AfAr3IflWRDopLsInmito70OirTXtjSSbIGuvuLZgYEpZTN7PY0jlsPnGdm0X9F\n55nZZUCVu68xs88AD0Qmhm5295935wOIdBY796q8qiphqfbG5cs5+MYb2Oc/z/ANG2jZvh3QnKt8\nMrN7gLHApMgchqhy4Nj8RCU91ZUeK61jJXmito6IZFQ6LclulVJ29zCwsNPml2P2bwLOSjNOkbQ1\nb9hA47JlfGD5cvoPG5a0uEXT6tXseuQRxs6fzwmzZ9Nv0KCE75Wc+L/AScAKOg4ZbAVeTHCMFLCu\n9lgNrQyevsYrcCGSRWrriEhGpZNkqZSy9Bqd516l48CuXbxwyy0MnTSJIRMmZCkySdMBd/+lmV3I\n0XOwqtBaWb1Od3us4lULFMkitXWkVwmFNE250KVMslRKWXqDeHOv9u/cyXGTJ6cs1Q7BPKxoJUHJ\nq3uBTxDMvYr3L8jJuQ1HsiVVj5V6rySX1NaRQpZs7pUUroRJVqR8crztAGF3n5GtoES6KtTaetTc\nq6Y1axg1Zw51N93ElkWLkh5fV1+veVgFwN0/Efn/6DyHIhmSbBFhUI+V5JfaOiKSLclalbck2ac+\nSikoLVu3HtVbdWDXLpVq72XMrCHJ7rC7X5WzYCQjki0iDOqxkrxTW0dEsiJZkrXP3X9vZh+j442m\nBN14pJdQqfZeJzpMsPMaWaD7TsGLV0UQgl4q9VhJgVJbR3o1lWovXMmSrGuB+QRPeeLdaLRquRSM\nqnHjEs69Uqn2XuVxd99tZifF2acGTwFLVEVw1exVTBwxUT1WUqjU1hGRrEjYwnT3+ZFvP+fuL8Tu\nM7OzsxqVSBeVlpdTV1/PloWdK+kGoqXaz/7Rjxh86qmUlMTrKJECcA+JC1+EgTE5j0jSkqiK4IL1\nC5RgScFSW0dEsiVZ4YuPAmXAGjO7OmZXP4JV0MdnOTaRtJWUllIza1bSuVdjrrqKY0aNynFk0hUq\nfCEiuaS2johkS7KxUucB04AaOk4MbQU0qF4KkuZeFQczGwwsAT5OcM/5BXCbu+/Pa2CSUKoqgiIF\nSm0dKWjvHjjCO396mmOr+rP6hpmUlmokTm+RbLjgzQBmNtfd1+YuJJGeqZ45k+HTp9OybRuguVe9\n1L3ADuDTQClwFUGD54o8xiRJpKoiKFKI1NaRQvfL3/+JQ4fbOH/ySUqwepl0Wp5PmdntwFDeq/il\nUspSsEpKSymrqGDIhAn5DkW6b7y7z4l5fZ2ZPZ+3aCQtqiIovZjaOlJwwuEwP//tHykrLWHmmZru\n0Nukk2Q9CDwV+YpSlS8RyaYmM5vk7lsAzKyOoGcrKTMrBe4CTgMOAVe7e1PM/o8AdxA0ol4DoWhR\ngAAAIABJREFU5rr74SzEX9QSlWpXFUHpxdTWkYLz0h/f4ZXmfUz94PG8b9CAfIcjXZROklXu7l/O\neiQiXRQOhQi1ttKydSsQlHEvLS+npLQ0z5FJd5nZHyLfVgG/jbxuBT4IeBqnuBiocPcpZnYWQUJ1\nceTcJcBq4JPuvt3M5gMnp3leiUhVql2kl1JbRwrOidWDmP9XExl/0vvyHYp0QzpJ1m/M7CLgMT3x\nlULSvGGDClwUnws7vY4+SU53YdCpwGMA7v6MmU2K2TceeBv4oplNBB51dyVYXaRS7VKk1NaRglNV\n2Y+Lpo3NdxjSTek88p8D/Btw0MxCka+2LMcl0kE4FKLt8GEONAeT6rc3NLBl4cIOiw8f2L2bLQsX\nsr2hIV9hSg+5+x/d/Y9AM3AGQdWvjxEsCPqZNE4xGNgb87otMoQQ4DhgCvBdYCbwcTPTQqMiAmrr\niEiGpezJcveaXAQikkzzhg00rVrF2fffz+7HH0+4FhZA4/LlVI4cSfXMmRo62Hv9BKgExhHMkZgG\n/DSN4/YCg2Jel7p7KPL928C2aO+VmT0GTAI2JTqZmS0Fbu5q8MVMpdqlGKmtI4Vg/l1/TrhvzaKh\nOYxEMiFlkmVmI4DLgWMIhuyUASe7+9wUx6WagH49wZPpNyObFrj7y935EFLctjc00Lh8ORNvvhlK\nSmi89daUxzQuW8bw6dMpq6jIQYSSBQbUAiuA+4Avk96aNZsJhhyuM7PJQGxFwu1AlZmNjdyLzgHu\nSXYyd18KLO0QmNlo0ijCUQziFbhQqXYpRmrriEimpTMn6yfANuBsYD0wC/h5GsclnIAecQZwhbv/\nV9dClr4iHAoF864ivVYDR41i39atHYYIJnJg925atm1TGffe63V3D5vZS8Bp7v4DM6tO47j1wHlm\nFm31zzOzy4Aqd19jZp8BHogUwdjs7uncy/qkZAUuVKpdipDaOpJTyXqtpDikk2Qd5+5TzewOghvP\nbcBDaRyXbAI6wIeBGyMNp0fd/etdiFv6gFBrK43LluU7DMmPRjP7LrASuN/Mjgf6pzrI3cPAwk6b\nX47Zvwk4K5OBFqtUBS7UeyVFRm0dEcmodCasRFNtJ3iivIdgAnkqySagA/wzsACYAXzUzD6Rxjml\nD2np1Gu1f+dOBo0bR2VN6qHzlTU1VNXWZjM8ya6FwIPu3kgwJ6oa+Nv8hlS85q6bS+3ttdTeXsvc\ndUlHR4kUK7V1RCSj0unJetLM1hHMiXjCzD5MMO44lWQT0AG+4+57AczsUeBDwKOJTqYJ6NK0Zg2j\n5syh7qab2LJoUdL31tXXU1qezl9vKUTu3mpm75jZ3wNHgLtUbj07Eg0LPK36NJ5rfq7De1XgQoqY\n2joiklEpe7Lc/avAV9z9FYInyS8Bl6Rx7s3ABQCdJ6Cb2RDgD2Z2TGRuxAxgS4o4lrp7SewXwUKi\nUqSqOvVaHdi1C1+xgprzz6duyZKEx9UtWULNrFmqLNiLmdlngX8FRhMUwXjEzD6dz5iKVaJhga+3\nvE511XvT4KIFLrTgsBQjtXVEJNPSqS54JRA2s49GNv2ZYI2ZtSkOTTUB/SsEpZMPARvc/bFufQIp\nWqXl5dTV17Nl4XtTbJpWr2bA8OGMmTePypEjtRhx8VoIfCTmCfAy4DfA9/MZVF+jAhfSV6itI4VE\n5dqLQzrjqc4FwpHv+xGUPX6KFDeeNCag/zPBWGWRuEpKS6mZNYu6JUs6rIvVuHw5B994A/v85xm+\ncSMtTUG13KraWg0RLB7v0nGozj5gf55iKWrJ1r2aOGKiClxIX6G2johkVDqLEX869rWZDQUezFZA\nIp3F67Xa9fDDHHf22QyfNk1l2ouImX0p8m0z8EszewBoAz5FTMNFMkfrXomorSO5p96q4tedx/7v\nEsyTEMmZ6pkzGT59Oi3btgHqtSpigwieJj9LsCBo9F+hX/LeU2bJMA0LFDmK2jqSNc+8EDww/vCp\nIygv0/zxYpXOnKxNMS9LgDEkqYwjkg0lpaWUVVSo16rIufvS6PdmNpxgTaty4Gl3fz1fcRU7DQuU\nvk5tHcmVcDjMD/79f9j91rv84ObzGXxMRb5DkixJpyvgFjo+QX4rsnaNSFaEQyFCra20bN0KBFUG\nS8vLVS2wDzGz84H7gGcIGjyrzOwz7v5wfiPr3eaum9teTXDKSVNYOyfVnH6RPkNtHckJ3/kOf3p9\nHx/94PFKsIpcOq3WgwTrOkwCcPdGMzvLzE7PamTSZzVv2MCmGTN46qKLeOqii9g0YwbNGzbkOyzJ\nrduAj7r7Je4+G5gMLE9xjCQRXQ8rHPkvuh7WC6+/kO/QRAqB2jqSE794ZicA5515Up4jkWxLmGSZ\n2QAz+3fgIWAKQeWdH5nZk8DXeG91dJG0hEMh2g4fZk9jI3saGwm1trZvO9AcTLrf3tDAloUL2wtc\nABzYvZstCxeyvaEhX6FL7pW7+47oC3ffTtCjJd2UaD2s6Fwskb5IbR3JpYOHWvn1f7/KccdW8sHx\n7893OJJlyYYLLgeagIvcvRXAzPoD/w686e47cxCf9GLRYX+t+/bRf9gwmjdsaK8QWLdkCUPq6tj9\n+OM0rV7N2fffz+7HH+9Qqr2zxuXLqRw5kuqZMzV0sPj9ycy+ANxLkFx9BnglvyGJSBFSW0eyav5d\nHfP0ISdMAeDale+owmCRS9ZS/Qvgi9GbTsQxwPuBD2Y1KumVor1Sh95+GwiG/W2/5x76DxvWoYdq\n7DXXMGbevGDbokWM/Ku/gpISGm+9NeU1GpctI9TamvJ90ut9huCp8nZgR+T7a/IaUS835aQpR22L\nrocl0oeprSMiWZG08IW7H+n0+s9mNgP4VVajkl4hXk9Vy7ZtjFu0iO0NDWy/7z7OfeKJDj1Ulccf\nj33+8x22DRw1in1bt3YYIpjIgd27adm2TVUGi9/fu/un8h1EbxWvwIXWwxKJT20d6a7OvVQisZL1\nZP3ZzOI9xTkB+N8sxSMFLFVPVeOttzJm3rz2BGrs/PlH9VDF2yYSx0VmpjGh3ZCswMWq2auorqpW\nD5bIe9TWkbTNv+vPHb5EkknWk3UL8IiZLQN+F9k2Gfgq8OksxyUFoKs9VRNvvrlDAhWvhyretv07\nd3Lc5MlU1tSk7M2qrKmhqrY2Ox9YCsnbwEtm9ixwILIt7O5X5TGmXiFZgYvN125W75VIR2rrSFxK\noqSnEiZZ7r7RzP4OuAm4PbL5P4HL3f3XuQhO8isTSVU6mtasYdScOdTddBNbFi1K+t66+npKy9NZ\n3k16uR/EfB8mKH4RTvBeEZFuUVtHopRUSaalmpP1KzQmuU/KRFIVr4cq3rYDu3bhK1YwYfFi6pYs\nSVhhsG7JEmpmzcrCp5VCEhm60wL8TpW9um7KSVPY/ErH3ioNDxRJTG2dvklJlWSbugSkg3AoFJRa\nz0BSFa+HKlGvVdPq1QwYPpwx8+ZROXJke6l3CIYI1tXXK8HqA8zss8CtwMvBS5vv7g/lOayCpQIX\nIiLpKYSkSiXb+xZNLJcOQq2tNC5bBqSXVA0aN47KmhogSKAIh6m76SbgvR6qmvPPp27JkoTbohqX\nL+fFb3yD4eecw7kbNzLt4YeZ9vDDnPvkk1TPnJmtjyyF5bPAKe4+GZgOfDm/4RQuFbgQEREpXOrJ\nkg5aetBTFW/YX7weqmS9Vrsefpjjzj6b4dOmqUx733TI3d8AcPfnzGxgvgMqVCpwISJSONRLJZ2l\nTLLMbDSwBjgZmAb8CLjK3XekOK4UuAs4DTgEXO3uTXHetxp4291v6HL0klWZSqoaly/n4BtvYNdd\nx/CNG2lpCv4ahFpbqZ45k+HTp9OybRsAVbW1KmwhsdryHYCIFD+1daQrlFBJOtJpza4iqLjzdaCZ\n4MbzA4KbUDIXAxXuPsXMzgLuiGxrZ2YLgInAL7sWtmRK5zLtVbW1WUuqKC2ltF+/o3qoyioq1Gsl\nUUPNbG7k+5KY1yUEJdzX5i+0wqICFyIZpbaOJKSkSrojnTlZx7n74wDuHnL3e4AhaRw3FXgsctwz\nwKTYnWY2BTiT4MZW0pWgpWuiiwgfaG4m1NqacEHhnQ8+CKFQ0jlVTatXs72hgTHz5jHp7ruprKl5\nby7VtGntc6lGXnhhkFRFEqghEyZQVlFBSYn+qCWpTcC5ka/pMa+nR/4vEWvnrKW6qrr9dbTAxcQR\nE/MYlUivpbaOtFuzaGiHL5HuSKcna7+ZnRB9YWYfBQ6mcdxgYG/M6zYzK3X3kJnVAPXAbOCvuxKw\ndF3zhg0c+d//ZdSnPsXuxx+npakp7tpXz91wAy07dmS8p0okXe7+6XzH0Jusmr2KBesXtH8vIt2m\ntk6R6Uo1QSVSkg3pJFlfBB4FxpjZc8BQYE4ax+0FBsW8LnX3UOT7S4HjgH8HqoGBZvY/yYYCmdlS\n4OY0risxtjc0cPCNN5iweHFaa18pqRLpPSaOmKgCFyKZobZOEUg3sVJSJbmQMsly9/80s0nAeKAM\neMndD6dx7s3AhcA6M5sMPB9zzu8C3wUwsysJSjYnnWvh7kuBpbHbIhNVk05K7aui6111Z0Hh9qTq\n859n+IYN7IsUpQCUVElB0yR0EekOtXV6h0JY60okXQmTLDNrSLIv7O5XpTj3euA8M4s+Zp1nZpcB\nVe6+ptN7w2lFK2mLrnc19pprurSgcFTT6tXseuQRxs6fz8ATTwTgnWefZdjkyQwePz7r8Yt0kyah\ni0ja1NYRkWxJ1pP1K4IbQgkdbwydX8fl7mFgYafNL8d53w9ShyldEQ6H29e7SmdB4dgy7bEO7NrF\nC7fc0v66sqaGUX/zN1mNXQS6X06ZTpPQI0+mY88bOwn9lAyHLSK9j9o6IpIVCasLuvv33f0H7v59\ngu7v44Bjgf/QzaLwhEMhQm3BkkKH3nqLcCgU9337d+5k0LhxVNbUANC0Zg2Ew+0VBZOpq6/XGlaS\nK9FyyvvoWE45lbiT0AFiJqF/DlX5EhHU1hGR7ElZwt3Mvgw8CBxP8FT5ETNL1X0uObZv2zZKy8rY\n3tDA7p//vD2RSpVUxSvTHk/dkiXUzJpFSWk6Vf9Feqy75ZTTnYS+GPjbmDW54jKzpWYWjv1CcyNE\nio7aOiKSael0S1wLfNjd9wCY2S3A08B92QxMkguHQoRDIUrLy9n54IOMvPDC9uIWlccf376IcOPy\n5d1aUDg6dLCypoa6+npqZs3K8yeWPqa75ZSLchL63HVzefqVp4FgEeK1c7Qms0iGqa1TgDJZ6EIV\nBSXX0kmy3gJiK+y0EAzhkTx68ze/YdiZZ7J740baDh7sUNwiNpFKN6lKVKa9qrZWQwQlH7pbTrlX\nT0KPl0zNXTeXza+8V6Z98yubmbpyKqtmr9LCwyKZo7ZOgchUYqWkSvKtJBxO3s4wsx8CpwI/BNoI\nGjoHgSeBsLt/M9tBJoltNLBj48aNnHDCCaneXjS2NzRQUlbGqE99ik0zZ/KB5cvpP2wYv764QxE1\n6pYsYcy8eex+4on3FiN+4on2nqqx11yDXXcdlJR0TKr69aOkRFNWpFsy9hfHzPrR9XLKWZet+07n\nZAqguqqa11teJxwnH6yuqtYaWSKBHt931NYpHFrrSnqBtO456XRRNEW+jo283hT5/4BuBCU9EF37\nqnH5cs68996Updhj17uipIQDzc2MmDGD4dOn0xJd+0oLCksByUA55V4hXo9V9HWs5pbmXIcm0lep\nrZMnWvtKilU6ixEvzUEckobo2ledJSvD3nm9q36DB/O+D31ISZUUqh6VU+4NEg3/S6SirILDbR07\n8aqrqlk1e1XWYhTpa9TWEZFMS5lkmdkXCMoeHxuzOezuZVmLSuLa9/LL7UlUbGLVtGZNh+IWncWu\ndzXp7rtzGrNIV0TKKANgZh8CZgCtwOPu/lK+4uqurvRYJUumFqxf0N6rpWGCIpmnto6IZFo69biv\nB05399KYL910cmz/q69CzPy52FLsKsMuxaYYyilHe6zCkf9S9VgNrRxKdVV1++toMjVxxERWzV5F\ndVW1erBEskdtHRHJqHTmZL0IvJHtQCS+6Dysg83NjPrUp9qHBMarGqgy7FJEen055e70WAEsWL8A\noEMyNXHERPVeiWSX2jo51N15WCp2Ib1JOknWd4A/mNl/EAzbgaALvVc9Ve6t2udhlZQcNSQwXin2\naKGL4Rs2BBUDS0pUhl16o6Itpzy0MmgkJBr+p2RKJC/U1ilASqqkN0un5f1dgpKmO2O2FcUE9EIX\nDodpiakg2LnnCjpWEIwmVu+++ipVY8YweMIElWKX3mor8OtIWeVoOeV3zGwxeS6nnK4pJ02JW5I9\nWY+ViOSN2joiklHpJFkH3P3oknaSdYfeeotwKNT+Ol7P1YHdu2lavZo//+53fOjOOxlSV5fHiEUy\npteXU147Zy1TV05Vj5VI76C2ToFQ75UUi3SSrA1mdgfwc2KG77j7U1mLSjosOBxbmr1zz9W+yHpX\ng2prKa2oyGfIIhlTLOWUo5UBo9+LSMFSW0dEMiqdJOsMgi7zMzptPzfz4UjsgsOVxx8ftzR757Wv\nAPoNHszAPrASvPQNxVJOWQUrRHoNtXWySAsOS1+UzmLE03MQh0SEjhxpX3A4XgXBqNi1r+qWLGHE\nufp3QIpKtJzyzpTvFBHpIbV1RCTT0lmM+BzgH4BjCNbVKgNGufvoFMeVAncBpwGHgKvdvSlm/yeB\nxQRPjn7k7iu6+Rl6tXAoRDgUorS8nP2vvsrhd95pHxoIiedhgUqzS1FTOWURyRm1dfJHc7CkWKUz\nXPAe4BvAlcAK4ALgX9M47mKgwt2nmNlZwB2RbZhZGfA14MPAu8CLZna/u/e5/uQ3f/Mbhp15Jrs3\nbqS0f3/6Dxt21HsSzsMaN47Sfv1yHbJILqicsojkkto6GaThgSLB05pUDrj7fcCvgHeA+cClaRw3\nFXgMwN2fASZFd7h7G3CKu+8D3k/wxOhwvJMUs+0NDbz7xz8C0HjrrezfuZNB48ZRWVNz1HubVq9m\n06xZ7HzwQQ69+Sate/dSUl5OSWk6f4QivU60nPJGgntP9EtEJBvU1hGRjEqrhLuZDQUcmExQSvn9\naRw3GNgb87rNzErdPQTg7iEzuwT4J+ARYH+XIu/FYotbnHnvveyLrIXVtGZN3EIXUbHzsCbdfbfW\nwJJipnLKIpJLauv0kHqvRDpKJ8n6NvAgMBvYAvwd8Gwax+0FBsW8br/pRLn7T8xsPfB9YG7k/3GZ\n2VLg5jSuW/BCra3txS1iJSt0EatuyRLNw5Jip3LKIpJLauuISEalU11wnZn9a+RpzBnAeOC5NM69\nGbgQWGdmk4HnozvMbDDwMHCeux82s3eBthRxLAWWxm4zs9HAjjRiKRjhcJiWSM8VwP6dOzlu8uT2\ntbBU6EIEUDllEckhtXVyR4UupK9ImmSZ2YXAi+7eZGazgc8QPNn5AxBKdiywHjjPzKKLxMwzs8uA\nKndfY2b3A0+Z2RGCG9n9PfkgvcWht94iHHrvRxdviKAKXUhfp3LKIpIrauuISDYkTLLM7MvA3wBX\nmtlpwI+AzwN1wO3AF5Kd2N3DwMJOm1+O2b8GWNO9sHun7Q0NlJSVMepTn2rvuUo0RLDzgsODamsp\n698/z59AJDe6W05ZRKQr1NYRkWxJ1pM1Fzjb3d81s68DP3X3e8ysBPif3IRXHGILXVQef/xRPVeJ\nhgge2LWLptWrqauvZ+CJJ+b5U4jkVHfLKYuIdIXaOt3UlUIXGiIofVGy+t8hd3838v25wOPQ/tQm\nnO3AiknoyJH2QhfRnqua88+nbsmS9vc0Ll/Oi9/4BsPPOYdzN2xg2s9+xrSHH+bcJ5+keubMfIUu\nki/dLacsItIVauuISFYk68lqNbP3EQzX+RCRG4+ZjQKO5CC2orD/1Vc5/M477cUrIHHPVdPq1fz5\nd7/jQ3feyZC6ujxGLZJ33S2nLCLSFWrrZIF6rkSSJ1lfB/4L6Afc4+67zWwOwerlWr8miWhhi+YN\nGyitqKD/sGFHvUfFLUSS6m45ZRGRrlBbJ01aB0ukaxIOF3T3hwhWMr/A3aMr4+4Hrnb3tbkIrrfa\n/+qrhA4fpnHZMvbv3MmgceOorKk56n1Nq1ezadYsdj74IIfefJPWvXspKS+npDTZKE6R4ufu64BZ\n7r6PoIz75QSJlohIxqitIyLZkrSEu7u/BrwW8/rRrEfUy21vaOCYk0/myJ49wRDAOCXaYx3YtYsX\nbrkFgEl3301JSUmuQxYpKD0spywi0iVq64hINqjLJEPCoRC7n3iivQR7VKJCF53VLVlCzaxZ6sWS\nPi1STvlmYEBMOeV/AwYRlFMWEZEcmH/Xnzt8iUjXJO3JkvSFWlvbKwju37mT4yZPbl8LK1GhC4DK\nmhrq6uupmTUrn+GLFIoelVM2s1LgLuA04BDBkJ+mmP2XAdcBrQQ9Y4siVcRERKSbVOhC5GjqNsmQ\nlq1b2xOnpjVrIBym7qab2vd3LtF+zk9/yjk//SnnbtyoEu0i7+lpOeWLgQp3nwJ8BbgjusPMKoFb\ngenu/lFgCPCXGYxdREREBFCSlRWJhgh2LnRRMWQIZf37a4igyHtazex9ZnYC3SunPBV4DMDdnwEm\nxew7SNBLdjDyuhw4kKnARURERKI0XDBDqiIVBNt7sxIMETywaxdNq1dTV1/PwBNPzHPUIgWnp+WU\nBwN7Y163mVmpu4civWFvApjZ3wPHuPuGTAQ9d91cnn7laQCmnDSFtXNUlExEipeGB4qkpiQrA8Kh\nEKXl5dTV17Nl4cL27fHWwiopKaFq3DhKy/WjF+nM3R8ys98Cx7n7c5HN0XLKv0zjFHsJimRElbp7\ne0XCyJytbwK1wCdTnczMlhIU4kho7rq5bH5lc/vrza9sZurKqayavYqJIyamEbKIiIgUG41T66Jw\nKETb4cPsaWzk0NtvA8Giw9tWrqRm1qyjKgjGDhGsGDKEIXV1lFVUaIigSALu/lpMgoW7P5pmggWw\nGbgAwMwmA8932r8K6A/Mjhk2mCyWpe5eEvsFnBz7nmgPVqzmlmYWrF+QZsgiIiJSbNSdkkI4FCLU\n2krrvn30HzaM5g0baFy2jOMvvJAJixezvaGhvWx7WWVl3AqChMMMqK7W8ECR7FsPnGdm0a6leZGK\nglXAFuAq4CngSTMD+I67/1teIhURKVAHD7fSsus/qOhXxqobPs6ACjUXRbpKvzUR0WSqZetWAAad\ncgqlZWU0b9hAy7ZtjFu0qD2hqjz+eOzzn2f34493WBdLwwNF8isy72php80vx3xflulrTjlpSofh\nggDVVdWsmr0q05cSEcmazmthVR0/GYC/v2ev5mCJdINa/hHRHqoDu3cz9pprmFBXx/aGBrbfdx/n\nPvFEh4Rq7Pz5UFJC4623HnWeptWr2fXII4ydP5+BJ54YVA8sK9PwQJEitXbOWqaunEpzSzMQJFib\nr92c4igRkfzSAsMi2aUkCzoM+evcSzXx5puPSqgGjhrFvph1sTo7sGsXL9xyS/vraQ8/zJAJE7L7\nIUQkb1bNXtU+B0s9WCJSaJRQieRe1pKsSBWvu4DTgEME1cGaYvZfBlwHtAJ/ABZFhvrkTDgUCnqw\nYob8de6lSpVQiYhMHDFRvVcifVChtXWUTIkUjmyOYbsYqHD3KcBXgDuiO8ysErgVmO7uHwWGAH+Z\nxVjiCrW20ris49I76SRV+3fuZFBkXaxUKmtqqKqt7XGsIiIiUnAKvq0jIvmRzSRrKvAYgLs/A0yK\n2XcQODumhHI5cCCLscTVkkYPVbyEqmnNGgiHqbvpppTXqKuvV9ELERGR4lTwbR0RyY9sJlmDCRYG\njWqLdKvj7mF3fxPAzP4eOMbdNyQ7mZktNbNw7BewI9NBd06q4iVUB3btwlesoOb8849aFytW3ZIl\n1MyapaIXIiIixalXtnVEJPuy2cWyFxgU87rU3UPRF5Gb0DeBWuCTqU7m7kuBpbHbzGw0Pbj5VEWS\nqdjerKY1axg1Zw51N93ElkWL2hOqCYsXU7dkSfv8rabVqxkwfHjcdbEqa2qoq6+nZtas7oYmIiIi\nha/g2zrdoZLtIj2XzSRrM3AhsM7MJgPPd9q/iqArfXauC15ElZaXU1dfz5aF7y2rEy+pSpRQNS5f\nTtuBA4y95hqGT59Oy7ZtAFTV1mqIoIiISPEr+LZOKkqoRLIjm5nAeuA8M4uW3JoXqbJTBWwBrgKe\nAp40M4DvuPu/ZTGeo5SUllIza1aHHiqI30vVvtDwddcxfONGWpqC4kFVtbWUlJZSWl6uMu0iIiJ9\nS8G3daKUTInkVtaSrMgTm4WdNr8c831Ztq7dVfGG/G2/916OmzqV6pkzO/RSUVpKab9+SqhERET6\nuEJr68wY+wYPPOEsuvSD/J+zR+fy0iLSica0RXROpqJD/kpKSymrqFBSJSIiIgVt2hknsP9QK9PP\nOCHfoYj0eUqyIpRMiYiISG828v1VfOaiifkOQ0TIbgl3ERERERGRPkdJloiIiIiISAYpyRIRERER\nEcmgPpdkhUMh2g4fZk9jI3saG2k7fJhwKJT6QBEREZEC03LgCNtf25PvMESkkz6XZDVv2MCmGTN4\n6qKLeOqii9g0YwbNGzbkOywRERGRLvvFM69w3bd/yabf/ynfoYhIjD6VZG1vaGDLwoXta2EBHNi9\nmy0LF7K9oSGPkYmIiIh0TVsozL8/vYOKfmV85NQR+Q5HRGL0iRLu4VCI5g0baFy+POF7Gpcvp3Lk\nSKpnzqSktE/lniIiItJLzL/rzx03HPthhh4L13+/hTWLhuYnKBE5Sp/IJkKtrTQuW5byfY3LlhFq\nbc1BRCIiIiIiUqz6RJLVsnVrhyGCiRzYvZuWbdtyEJGIiIiIiBSrPpFkiYiIiIiI5EqfSLKqxo2j\nsqYm5fsqa2qoqq3NQUQiIiIiIlKs+kSSVVpeTl19fcr31dXXU1reJ2qBiIiIiIhIlvQEKn2SAAAg\nAElEQVSJJKuktJSaWbOoW7Ik4XvqliyhZtYsVRYUEREREZEe6VPdNmPmzaNy5Egaly1rL4RRWVND\nXX09NbNm5Tk6ERERkeRUpl2kd8h6kmVmpcBdwGnAIeBqd2/q9J6BwC+Aq9zdsxlP9cyZDJ8+vb2K\nYFVtrYYIihSJVPcbM7sQuAloBe5z93vyEqiIFJVCa+uISP7lYmzcxUCFu08BvgLcEbvTzCYBTwEn\nA+FsB1NSWkpZRQVDJkxgyIQJlFVUaIigSPFIeL8xs37At4HzgI8B15jZ8LxEKSLFpqDaOiKSf7no\nwpkKPAbg7s9EbjSxKghuTj/sxrnLAJqbm3sUoIhkxsc//vHRwKvunq9VvZPdb04Ftrn7HgAz+w0w\nDXioi9fQfUekgBTAfQfU1hHpM9K95+QiyRoM7I153WZmpe4eAnD3pwHMLOlJzGwpcHO8fZdffnlG\nAhWRHttB8KT2j3m6frL7zWBgT8y+fcCQZCfTfUekV8j3fQfU1hHpS9K65+QiydoLDIp53X7T6Qp3\nXwosjd1mZv2Bg0At0Nb9EHss+sPOp3zHkO/rF0IM+b5+IcSwA3g1j9dPdr/Z02nfIOCdZCcr8PtO\nd+T770d39MaYoXfG3RtjhvzfdyD3bZ10/qzS/fPsyZ97ro/t7vXy9RkzeY5cnLMQrpuLz9XTa6R3\nzwmHw1n9Gj9+/CXjx49viHw/efz48Y8meN+m8ePHj+/G+cPZ/gyKofCvXwgx5Pv6hRBDAVw/4f1m\n/Pjx/caPH//y+PHj3zd+/PiK8ePHbxk/fnxNb/ycvfXPp6/E3Fvj7o0xF0rcuW7rpPOZ0/259OTn\nl+tju3u9fH3GTJ4jF+cshOvm4nP19BrpHp+Lnqz1wHlmtjnyep6ZXQZUufuaHFxfRPqOpPcbM/si\n8DhB0Z973X13vgIVkaKito6IdJD1JMvdw8DCTptfjvO+c7Mdi4gUt1T3G3d/BHgkp0GJSNFTW0dE\nOlPtchERERERkQwqhiTrlnwHgGIohOtD/mPI9/Uh/zHk+/q50ls/Z2+MuzfGDL0z7t4YM/TeuLui\n82dM5zOn+3Ppyc8v18d293r5+oyZPEcuzlkI183F5+rpNdI6viQc1pp4IiIiIiIimVIMPVkiIiIi\nIiIFQ0mWiIiIiIhIBinJEhERERERySAlWSIiIiIFxMy+EPN9iZl9wswuTvDeEjO7x8ympHlutf2k\nIJjZ2HzHkE0qfCEiIiJSIMxsEPB74F+BG4GfAn8CPgo84+7XxLy3BPhRZPt3zKzU3UNZiKkE+ALg\nwC53/+9iOq6nx2byHLk4Z76vGTn/A8BD7v6vmTx3nOssBl4EXnL3o9auS+P4G4DtwD53fzS6PbI2\nXlJKskREREQKhJnNAG4FdgInAy+6+1VmVgH8ELjG3fdE3rsCGO7uf2NmDwBlwB7gc+5+OOacJcD/\nA0LAfwG/c/eX0oynBHiYoKF5GOgPuLv/UwEe9yiwrSvHxRz7CNDU1WMzcf0U5+zyz6Insn3NyPmf\nANYBa4CTgP7u7pk4f6frPEzwe1QFbHf3pbH7kyVKMcc3Aa8CpwPPu/s30o2hvHuh516ke/su4DTg\nEHC1uzfF7L8QuAloBe5z93tyHUPkPQOBXwBXZeEvTKqfwWXAdQQ/gz8Ai9LJtDMcwycJnhqEgR+5\n+4pcXj/mfauBt939hkxeP50YzOx64DPAm5FNC7r69KSH1/8IcAdQArwGzI39xzbbMZjZCODHMW8/\nHVjs7qszGUO2FcI9pzsK4T7RHYXwu91VhfC72B1pxD2boAclTPB3e2VeAo3DzM4Cvu7u53baXpC/\nj93kwPeAhwjaEx+KtC2GACMI/j5FrQLWmtlmggbrw8Bq4LvAgpj3rQNeAp4BJgA3mtmd7v5facQz\nCnjT3T9vZoOBDwFXmNk8d29Ictxogt/Vrh53EvBON44b3s04AU7owbFRJwKv9/AcnY2mez/DnhgN\nvJXFa55JcG/5A8Hfy4NAhZm95O71GTh/1FiCz7HIzN4PPGJmW4DB7v5AGv/uGcHfw+siv3/zgb81\ns3fTTTh707jci4EKd58CfIXgHy4AzKwf8G3gPOBjwDVmNjyXMUTimAQ8RfDkKRuNlmQ/g0qCJ1/T\n3f2jBDfjv8xxDGXA14CPA2cDi8xsaK6uHxPHAmAi2fkzSCeGM4Ar3P3cyFfGEqxU1488eVkNfNrd\nzwE2Evx9zLSEMbj769HPTtBQ+z3BP/69TSHcc7qjEO4T3VEIv9tdVQi/i92R6mcd/bs9FfiSmQ3J\ncXxxmdk/EtxL+nfaXsi/j13m7q8B/xZJyOcDW4F7I7v7ufv/mtnfmdnn3L0R+AbB0/aH3P1t4K+B\nYyMNw6hXgW+7+8PAPwNPA1eb2chEcUTmel0IXAoMNLPj3X0vQU/YeuBUMxsS+bve+biPAB8BBpnZ\nCV047gKCtulIMzu5C8fdB8wCRqV7XMyxVwEXAceZ2eh0j+10jueA24AaMxvT1XMkOOcZBAnO4HR/\nhj0RueaZwDSgysxGZvKakfNPInhQsI7g3rPR3f8OqAfGmtkHMvQ5PkIwvLYs8mDxe8ABggTyb8xs\nVhrHn0vw92mEu+8neEjx78Fb7Lh0fg69KcmaCjwG4O7PAJNi9p0KbHP3Pe5+BPgNwV+SXMYAUEHw\nj1dGe7DSvP5B4Gx3Pxh5XU7wFypnMbh7G3CKu+8D3k8wbCHTT22T/hlYMPH3TIKnexm7+XQlBuDD\nBE8Jf21mX8nx9ccDbwNfNLNfAsdmukc1jRiA9kbmCmBhIfSUdEMh3HO6oxDuE91RCL/bXVUIv4vd\nker39whwLFBJ8LMulN/fbcAlHP3nX8i/j90SadQReUj3OWAvwZCn/4wkPlcBmyJv/xnwf/n/7N17\nnJV1uf//16wZRkYH8AgzQBwHL2NITTERzCNiO9M0xQ4mhakEle3aleVGRPS7a++t9cv2VgGVIrUS\nd+y2utMEDxW2LWqnOW0vGVDJYDwHjHIa1vr9ca81rplZ51lr1un99MFD1n2v+76vNYebz3V/Pp/r\nA3ujIwnOIPj+xUZWAAwG/jV6zs3AI8A+oCnR9aP3758BZwJ/B8wm6AmINbwfJegpOCz+/h497r+A\nBcAHCBKtB9MdF3UiQe/dSOAx4OcZXu8u4Cl3/yHBw4x7zGx4uutFj30YGEXwu/on4KeZHNvrHMsI\nvj/3E8yj+0VcUpT2HEnO+TOCOVEfInhonenXMCdx37dLCH7HPgI8ZmZN+bimvTP07jLgCuBLwHPR\nbXgwdHUH/cxL4j7HZ4Dzo39C0bhPifZAPU3ws5/u+DOA9wP/Y2ZfBf6FoCNlCNCYydehnJKsoQQ/\nxDH77J0KOUMJxiDH7CB4QjuQMeDuT7j7SwW4btrru3vE3V8FMLMvAAe4+5qBjCEaR9jMPkLw5ONR\n4O2Bur6ZNRM8Dfk8hW2EpfwaEDwlnAecBpxoZmcN4PUPBaYTDBWZCZxuZqeSf+m+BgBnA8+4+4YC\nXH8glMI9JxelcJ/IRSn8bmerFH4Xc5Hu9/dGgh7oZ4D7oo2sonP3nxIMB+ytlH8f+83dXyFIWnYS\nNFCvAj4b7cXC3XdFE/hPAD8gaMB+meBB5+fM7EpgPjDOzJZHj4mNsDguyWW/SDDU6vMEydJ3CRKY\nR8xsGkHv1oH0/Td+PvCGu88FfgpcC/yRIEF7L0Gy1ue46EiYrQTzZ5YQJFtPAOssGCJ6fpLrfRcI\neVD0407gEIIHnb+J9gQlvF7UB4E/uft1wIej7zmaILl4L3BhimNjVhAUJfkswbDb5dFta6Jfp2Rx\np/I5gq/9HIIE8mvA/wD/lepr2E+x7/dnCToL1hEkVT/P4OuY6flfdfd5BD2Oe4FpQIeZjYv2Nk0A\n3ujfx+jxOT5M0IN7IcFwxGYz+yhBMv9CBsefT/B1aCR4KPEZggeVo6L/T6uckqztBNljTHwFnW29\n9g0B3hzgGAZCyuubWcjMbiAYrnd+MWKA7n8IRxEM6ZgzgNe/gKBh898E88I+YWb5vn66GAC+6+5v\nRJ+oPkDQ3T9Q13+d4Imuu3sXwdPqPr1MBY4h5iKCJ3zlqhTuObkohftELkrhdztbpfC7mIukcZvZ\nGIJkdizB0JoRZnbBgEeYnVL+fcyL6EiRN4CfEMztSzQM/V7gUwTD1dsIEqiXCX7u/pkg2R9nZivM\n7Kro/l8kueSLwBYLhhw2AUe5+1cJkqZzCHq4vujuW3od9wLvNJRnEyQfDcBR0eM+AFzR+7jo53uZ\noDjHPxAU+JhC8HtzLnBWouMIerYnWTAn7TGCBO3fCYbmfpCgFy7RcQBbgPEWFA95NHrc7cAR0TgT\nxhpjZgcC/+XuS6Jf7w1m9i53/3/ALcB5KeJO5SmC4Z5HA3OBLxA8SHgvKb6G/fQc8FZ0aFwEuJUg\nsRhP0Jv2wX5eM/78YYJe1YMJPus3CX5W/t7d/5LHzxEmGB4/lKA38Abg08DnPMF83wTHRwh+vl4h\nqDB4IsGQ0K+4e0cmwZRTkrWO4JtM9OnA03H7niX4JTvIguo7JwG/GeAYBkK66y8lSGzOixsONGAx\nmNlQM3vczOqjP5xvkaRLthDXd/fvuftUD+YCfQu4291X5vn6KWOwYO7Cn8zsgGi382nA+oG6PkE1\noEZ7Z+2J9xM8jc63TH4Xprp7IX4PB0op3HNyUQr3iVyUwu92tkrhdzEXqeIeTHDf3h1tpLxCdOhZ\nCSvl38e8iQ4h/FSy0QHuvsODObEvxzYRJA4XESTM33T3MwiGaL0OzHX3TUku9ytgafSa+4DY/K63\neaeIS6Kf518TJGIAq6O/t+cDdxIUW4klgInUEzTqhxD0woUIiihdBXwy0XHec07aj939TYLeiBUE\nPbKprreB4GvUDPzB3d8ALicYjXJLmmNx979FHyrH7AK+E933XXe/MlncafyRoNfwX4Gx7n6cu19I\nkGDfni6uHD1F8PWfZ8Hc1/MJkp+b3X0JuX2OVOf/MEGv7L3u/nHgo+7+5359gsTXOY8g0VpC8L09\nP83n6H38uQQ/T88R9BKf6+5PZRpM2ZRwjzZYY9WQIMjujyUYF7nczD5EMJwkBNzu7rcMdAxx73uU\nPFeUS3d9gob8eoLxojHfdff/HKgYot+Hywi6VPcS/LB+wfM4HyeL78GnAHP3q/J17UxjiHZ7f4mg\natcad7828ZkKdv1YQ7QGWOfuX0p8poLGcBjwkLsfk+9rD5RSuOfkohTuE7kohd/tbJXC72IuMoj7\nSwRDz3YRzIO6LNobV3RmNo4gyZ4evdeW9O9jsZnZ/u7+tpkdStBLtNeDoXzZnGMoQSP1UYIG5xVJ\nEqxExw4i6PX6B4IG6rYU760leAg0mWDI3GDgHwka+H9Lcdxggp7XFwgeCBwbjfMj7v5WmvhaCIqm\nPEkw8mQM8FXggx7ML8/kM9a4eyQ65PZ7wO/c/fuZHJvmvFMJfg//kWB+UOxrWJBeWjMbT1DsYSJB\nD2Id8BWChGt3f9tyCc4/iOAz5eX8aa7zZYIEa3cOx9fF4szk+Hhlk2SJiIiISG4sqLh4HXBtNsO+\nzGw0wVypJwl60jJ6gGxmFxIMb2siGFqYtickOufoEI/OFTWzRnfvzPB6cwkqK4aAL2Xa82JmE4CL\nCeZQ7gWucvesRipFH1zUEAxHG0VQyTFlgpfBOUcRPKTZSVBI53MF6MFKdN1jCYZZnkOwHFFee+AL\nff58XScfcSrJEhEREakCZlYbnf+UzTH7EwxTW5RsqGKS44YABwFd2c7lifZqhbPp3Yheb38IlhLJ\n8nohgmGKof70FFmwbE2NB6X0+83MDiGYu7QrD/OVMr3mYKAFeMvdny+38+frOvmIU0mWiIiIiCQV\nnWtd9IW0RcqJkiwREREREZE8KqfqgiIiIiIiIiVPSZaIiIiIiEgeKckSERERERHJIyVZIiIiIiIi\neaQkS0REREREJI+UZImIiIiIiOSRkiwREREREZE8UpIlIiIiIiKSR0qyRERERERE8khJloiIiIiI\nSB4pyRIREREREcmjukKd2MxCwM3AkcBu4FJ33xi3/zzgKiAC3OHutxYqFhGpLmZ2PPAtdz+11/az\ngauBLoL7zm3FiE9EKoPaOiKSTCF7ss4F6t19OvB14MZe+78NnAHMAP7BzIYVMBYRqRJm9jVgObBf\nr+2DeOe+czJwuZkNH/gIRaSCqK0jIgkVMsmaATwI4O5PAlN77d8LHAg0ADUET3myYmZ1ZjbOzArW\nIyciZacd+AjBfSXeu4F2d9/m7nuBXwMnZXty3XdEJI7aOiKSUCF/YYcC2+Ne7zOzkLuHo69vBH4P\nvAX8h7tv732CeGa2GLgm0b61a9f2P1oRyYfeic2Ac/efmtm4BLuGAtviXu8AUj5V1n1HpCwU876j\nto5I9cnonlPIJGs7MCTudfdNx8zGAJ8HxgJvA3ea2QXufm+yk7n7YmBx/LZoQ+r5vEYtIpVqGz3v\nSUOAN1MdoPuOiKShto6IJFTI4YLrgA8CmNk04Om4fYOBfcDu6M3oFYLudBGRQnkWmGRmB5lZPcFQ\nwd8UOSYRKW9q64hIQoXsyVoNnGFm66Kv55rZx4FGd19uZj8AnjCzXQRzKL5fwFhEpPpEAHrdd74M\nPETwgOl2d99azABFJL05q+bwxItPADB97HRWzl5Z5Ih6UFtHRBKqiUSynoNZMmJd6GvXrmX06NHF\nDkdESmBOVqHpviMycOasmsO6F9f12NbU2MTS85YyZcSU2KaKvu/oniNScjK652gxYhERESlJsR6s\neB2dHcxbPa8I0YiIZE7lQEVERKToSnxYoIhIVtSTJSIiIkUVGxYYif637sV1zLh1Bkc2HdnnvbHh\ngiIipUw9WSIiIlJUyYYFQpBUxf993WfX9XmviEipUU+WiIiIDJg5q+bQckMLLTe0MGfVnLTvX3re\nUpoam9SDJSJlRT1ZIiIiMiB6VwuMHxb4VMdTPd4bX0VQvVciUm6qLsl66aWXOOecc2htbe3eNm3a\nNE4//XTWrl3L5z73OR5++GGOOuoohg8fnvF5n3vuOa677joA/vjHP3LUUUdRU1PDpZdeysknn5z3\nzyHSX5FwmHBXF50bNgDQOGkSobo6akLq4BaRwtCwQBGpFlWXZAFMmjSJH/7wh322H3HEEQCsXLmS\na6+9Nqsk6/DDD+8+52mnncYdd9xBfX19fgIWKYCONWtoW7KEnVuD9XgbmptpXbSI5lmzihyZiFSC\nbKsFLj1vaXdpdg0LFJFyV5VJViJPPvkkP/nJT/jwhz/Ms88+y9e//nXuuusuBg0aBMBDDz3EnXfe\n2eOYr33ta7znPe9Jed6XXnqJ+fPnc+CBB3LyySfz+OOPc+211zJhwgR+9KMf8frrr/P5z3+eH/7w\nhzzwwAMAnHXWWVx88cWF+aAiwKYVK2i7/voe23Zu3cr6+fNpXbiQCXPnFikyEakEGhYoItWuKpOs\n9vb2HknMDTfc0P33k08+mSOOOIIlS5Z0J1gAZ555JmeeeWZO13vttddYvXo1dXV1PP7449TUBAtF\nx/7f3t7Oz3/+c370ox8RDoe55JJLOPHEExk/fnxO1xNJJhIOBz1YvRKseG3XX0/DqFE0zZypoYMi\nkhMNCxSRcnLZzW8k3bd8wcE5nbMqk6yWlpY+wwVfeOGFlMc8+OCD3HXXXT22ffWrX+XII/uu4dHb\n6NGjqavr+6WORCIAbNiwgS1btjBnTlBlaceOHWzevFlJluRduKuLtiVL0r6vbckShp9yCrUa8ioi\neaZhgSJSDaoyyUonFAoRDod7bPvABz7ABz7wgZzPF7PffvvxyiuvMH78eNra2mhqamL8+PG0tLRw\n2223AbBixQrMLPcPIFUrXTGLzg0buudgpbJz61Y629sZNnlyQeMVkco0fez0HsMFQcMCRaS6VGWS\nFRum13tbbPt73/tevva1r7FixQqGDh3a7/PHv7744ou59tpraW5uZsSIEUBQcOOEE07g4x//OLt3\n7+boo4/OquiGSIyKWYhIKVg5eyUzbp2hYYEiUrVqYkPWypGZjQOeX7t2LaNHjy52OCJFlaiYRUys\nmMW+PXt49LTT0vZmNTQ3c+ojj+QyXLDvE4wKo/uOSE/Jqgg+8/IzPYYFThkxpVAhVPR9R/cckfzp\n2hfmD8++wiPr/8JnP3IkBw7ZD8h6TlZG95yq7MkSqSSZFrNonDiRw048kdZFi1g/f37Kc7YuWkQo\nwTxCEZF4yaoIaligiBRLqoRp18u/5W+duwE49ojhnHH82ILFodJhImUgEg6zb88etrW1sa2tjX17\n9hCJzhvMtJjF01ddRSQcpnnWLFoXLkz6vtaFC2meNUuVBUUkrWRVBGM9WCIipWRfOMKHThzPd750\nMjPfN6ag1yrYo2ozCwE3A0cCu4FL3X1jdN8I4Mdxbz8auNLdlxUqHpFylmquVTbFLHY89xzDJk9m\nwty5NIwapflbIpKxbBcXrgZq64iUlx9ccyaD6vo+RM61THsqhRwPdC5Q7+7Tzex44MboNtz9ZeBU\nADM7AbgOWF7AWETKVqqFg09//PGcz9s0cybDTzmFzvZ2ABpbWjREUEQSymVx4Sqhto5Ike0LR3im\n/TV885tcOPPwlO9NlGAVSiFbVDOABwHc/Ukzm9r7DWZWA9wEfMLdy7cCh0gBZDLX6uVHHmHMRz9K\nQ3NzRsUsGltaul/XhELU1terTLuIpKXFhZNSW0ekgFLNr7rq3Foe/f1LPP6Hl3hj+y4ATj6mdIrD\nFDKdGwpsj3u9L9qtHu9s4Bl331DAOETKUiZzrTYuXw6RCK2LFqU9n4pZiEghLD1vKU2NTdXWgxWj\nto5IkVxx42Osfqyd3Xv3cea0sXxzwQwOO7Ch2GF1K2SLazswJO51yN3Dvd5zEfD/ZXIyM1sMXJOf\n0ERKXyZzrXZu2YJ/97tMvvJKWhcuTFnCXXOtRCQTieZeaXHhpNTWESmSE97TzKnHjmbqu0cwqK62\n2OH0Ucgkax3B05tVZjYNeDrBe6a6+28yOZm7LwYWx2+LrR3RryhFiigSDhPu6qJzQ/CAs3HSJEJ1\ndVlV9tu4bBkTL71UxSxEpN9SlWSft3peNQ8LTEZtHZEC2bW7K+X+qz79voTbC1HEIheFTLJWA2eY\nWewuPNfMPg40uvtyMzsM2FbA64uUvFRVAxsnTcp4rlXdkOBBqopZiEh/pCrJHku0gGocFpiM2joi\neda5cy8PrNvEzx7fxAHNxxc7nJwVrPUVndzZe8XT5+L2vwocU6jri5S6VFUDj/rmN3nXBRdkvXCw\nilmISKayLcle5cMCE1JbRyR/tnXu5r9+tYn7f72Jt3d10dgwqNgh9YsecYsMsEyqBj71jW9w4NFH\ndy8crLlWIpJPKskuIgMtVaXAZfMPYtHS37BpyzYObNyPC886nL+bPo4v3rFjACPMLyVZIgMsk6qB\nAL+95BJOe/xxzbXKQqqFQaP7zwOuAiLAHe5+a1ECFSkylWQXkVJSU1PDhTMP5/XtO5l1/FgG1wcp\nSqnMr8qFkiyRAZZJ1UAIhg7ucGfY5Mmaa5W5pAuDRn0beC/wFvBnM/uRu2u+hEgczb0SkWKYcdTI\nYoeQV2qliZQBzbXKWLqFQfcCBwJhoIagR0uk6qgku4hIYRVyMWIRSSBWNTCdhuZmGltaBiCiipJu\nYdAbgd8DzwD3uXv8e0WqxsrZK2lqbOp+HRsWOGXElCJGJSKVKhKpvmeaSrJEBlioro7WRYvSvi++\naqBkLOnCoGY2Bvg8MBYYB4wwswtSnczMFptZJP4PWq9GKsTS85bS1NikwhYiUlB7u8L8+71PpX9j\nhVELTmSA1YRCqhpYOKkWBh0M7AN2u3vYzF4hGDqYlBYGlUqmYYEiUmi7dnexaNlv+L8X3qBp4phi\nhzOglGSJFEAkHCbc1UXnhg1AMEQwVFdHTeidzmNVDUzOzPYDjnD3p8zsIuBo4Nvunq5iSLqFQX8A\nPGFmu4B24PsF+ggiIiJVb7/6WkYPb+TQAxu44qNDu6sGVoPq+aQiA6hjzZqMkidVDUzqTuBZMxtM\n0JO0EvgBkDL7zGBh0O8A38lrpCIiIpJQTU0NCy44itpQDTU1NcUOZ0BpTpZInm1asYL18+f3KNO+\nc+tW1s+fz6YVK3q8N75q4LDJk6mtr+/R21XFxrv71cD5wO3ufh1wUJFjEilLc1bNoeWGFlpuaGHO\nqjnFDkdEqkxdbajqEixQT5ZI3kTC4aAHK8k8K4C266+nYdQommbOVDKVWq2ZHUqwxtX5ZtYM7F/k\nmERK2pxVc7oXGZ4+djorZ69kzqo5PUq1r3txHTNundFdql1EJFeX3fxG0n3lvIhwvqiVJ5KlSDjM\nvj172NbWxra2Nvbt2UMkEiHc1UXbkiVpj29bsoRwV9cARFrW/hV4Evhvd/8T8BhwXVEjEilhsWQq\nEv0vlkzFkq54HZ0d3YsNi4hIYagnSyRLieZbnbh6NbtfeaXHEMFkdm7dSmd7uxYWTsHd7wbuNrPY\no7B3x0qxi0hfyZIpEREpDvVkiWQh2XyrbW1tVbnQXqGY2dFm9izwlJm9C9hgZscWOy6RclNfW99n\nm9bFEhEpvLQ9Wf0opSxSMdLNt3p782YOnTaNhubmtL1ZDc3NNLa0FCLMSvI94CPAXe7+FzP7LHAL\n8L7ihiVSmqaPnd5j7hW8k0zNWz2vu1erqbFJa2MloLaOSEDzrPInk56sO4ELzOx4glLK2wlKKYtU\njXTzrTYuXw6RCK1XX532XK2LFqlMe3r7u/ufYy/c/WFgvyLGI1LSVs5eSVNjU/frWDI1ZcQUlp63\nlKbGJvVgpaa2jojkVSYtvfHuPtvM/oWglPK3zOx36Q4ysxBwM3AksBu41N03xu0/DrgRqAH+Csxx\n9z25fAiRQuvcsCFlD9XOLVvwm25i8pVX0rpwYdIer9aFC6t+oeEMvW5mR8deRP2W7E4AACAASURB\nVJ8sJ3+8JiLdvVaxv8dMGTFFvVfpqa0jInmVSZKVaynlc4F6d58efTJ0Y3QbZlYDLAPOd/dNZnYZ\nMB7wXD6ESCnYuGwZg4cPZ8LcuTSMGpXRYsSS1AKCp8itZrYN2ABcVNyQREqbkql+UVtHJEsaPpha\nJklWrJTyfe7+JzNz4JoMjpsBPAjg7k+a2dS4fYcDrwNfNrMpwAPurpuOFF0kHCbc1UXnhg0ANE6a\nRGjQIBonTcpovtWm229n3MUX0zRzJsNPOYXO9vbgPC0tGiKYBXdvB2aY2QFArbtvL3ZMIlLR1NYR\nkbxKOyfL3e9294lAbELKu939xxmceyjBmOaYfdFudYBDgekEk9tnAqeb2amZhy1SGB1r1vDoaafx\ny3PO4ZfnnMOjp53Gq7/6FaG6OloXLUp7fOuiRdSEQtSEQtTW1zNs8mSGTZ5MbX29Fh/OgJktj/7/\nUTN7FLgf+Fn09SPFjU5EKpXaOiKSb5lUFzwa+DFwgJlNBx4zswvd/fdpDt0ODIl7HYpb5+Z1oD32\nRMfMHgSmAo+miGMxmT1VEsnJphUr+syl2rl1K0/Oncv0H/+Y5lmzNN+q8GITSRYTzGGIpxr5IlIQ\nautItYlEItTU9P5nVvIpk/FLuZZSXgecDawys2nA03H7NgGNZjYxOkH0/cBtqU7m7osJGl7dzGwc\n8HwGn0Ek8VDA6BC+VOXZAZ742Mc47ZFHNN+qwNx9ffSvF7j7F+L3mdkPgMcHPiqR0jJn1ZzuxYen\nj53OytkrixxRRVBbRypWNmXZNc8qfzJJsvZ39z+bGRCUUjazGzI4bjVwhpnFZuHONbOPA43uvtzM\nPgPcHZ0Yus7df57LBxDJVMeaNX2SoxPuvpvBTU0py7PH/Oaiizjtscc036qAzOw2YCIwNTqHIaYO\nOLA4UYmUjjmr5vRYD2vdi+uYcesMlp63lCkjpqQ4UtJQW0dE8iqTlmFOpZTdPQLM77X5ubj9jwLH\nZxinSL8kGwrYuWkTe7dvT1vQIvb+Hc891z3HatjkyYUKt5r9P2AscBM9hwx2AX9OcoxIWUvWM5Vo\ne+x1vI7ODuatnqfKgv2jto6I5FUmSZZKKUvZioTDaYcCEtFUnxKy090fM7Oz6TsHqxGtlSVlLFHS\nlKxnakTjCJ7qeKrPdikYtXWkrGQzBFCKI22SpVLKUs7CXV0phwK+vXkzh06bllF59obmZhpbWvId\novR0O3AWwdyrRNnv+IENRyS5bHqgkiVTL3e+3Oe8HZ0ddHR2JNxeX1vPnn0917JtamzqsfiwZE9t\nHRHJt6RJVrR8cqLtABF3P61QQYnkS+eGDSmTp43LlzNm9mxar76a9QsWpDxX66JFmntVYO5+VvT/\n44ociki3fPRAJUumsnVww8E9jm1qbNIwwX5QW0dECiVVi/HaFPs0vkoqws4tW/CbbmLylVeqPHsJ\nMLMVKXZH3P2SAQtGqk4he6CSSdYz1TtZi22P9VjNWz0PQD1Y/ae2jogURKoka4e7/97MTqbnjaYG\n3XikTDROmpR2KODGZctoHD9e5dlLQ2yYYKLFO3TfkYLJNpnKVqphfvNWz0vYMzXj1hlJe6zUe5U3\nautIxdMcreJIlWR9FriM4ClPohuNVi2Xkheqq6N10SLWz+9d/KmnQQceSCQcVnn24nvI3bea2dgE\n+9TgkYJJVrUvmVx6oJIlU7F9sb/HJNsueaW2jogURNLWo7tfFv3r5939mfh9ZnZCQaMSyZOaUIjm\nWbOyGgqo8uxFdRvJC19EgAkDHpFUtXz2QCVLmqaMmJKwZyrZdskftXVEpFBSFb44EagFlpvZpXG7\nBhGsgn54gWMTyRsNBSwPKnwhxTJ97PQewwUh/z1QSppKj9o6Uq40BLD0pRoHdQZwEtBMz4mhXYDG\nLUjZ0VDA8mFmQ4GFwOkE95yHgX9y97eLGphUrJWzV6oHqjqprSMiBZFquOA1AGY2x91XDlxIIoVR\nEwppKGD5uB14Hvg0EAIuIWjwXFzEmKRCJFvfSj1Q1UdtHREplEwe4//SzG4ADuadil8qpSwihXS4\nu8+Oe/1FM3u6aNFIWcqmJPvS85YqmapuautISQuHI/zbqj9y+nFjaJ1wSLHDkQxkkmTdA/wy+idG\nVb5EpJA2mtlUd18PYGatBD1bKZlZCLgZOBLYDVzq7hvj9h8H3EjQiPorMMfd9yQ6l5SeZD1Q+Vjf\nat7qeUqwqpvaOlLS7l+3iYd/u5m/de5WklUmMkmy6tz9KwWPRKSfIuEw4a4uOjdsAII1skJ1ddSE\nQkWOTDJlZn+K/rUR+E30dRdwFOAZnOJcoN7dp5vZ8QQJ1bnRc9cAy4Dz3X2TmV0GjM/wvFJkyZKm\n3iXT872+lVQNtXWkZG3u2M4P7v8zQw+o5wuzjy52OJKhTJKsX5vZOcCDeuIrpaxjzRpVDyx/Z/d6\nHXuSnOnCoDOABwHc/Ukzmxq373DgdeDLZjYFeMDdlWCViWTrWCVKnHJZ30rrUFU9tXWkJO3tCnPj\nXX9gT1eYr158NAcNHVzskCRDmTzinw38J7DLzMLRP/sKHJdIH5FwmH179rCtrY1tbW3s27OHSDgM\nwKYVK1g/f353ggWwc+tW1s+fz6YVK4oVsmTJ3V9w9xeADuAYgqpfJxMsCPqZDE4xFNge93pfdAgh\nwKHAdOB7wEzgdDPTQqMVqr62vs+2psYmVn1iFU2NTT22rfvsOqaMmDKQ4UnpUVtHStLdDz3Lpi3b\nOON9Y5g2pbnY4UgW0vZkubu+o1ISevdUHXT00Uz/yU+C7UkWGgZou/56GkaNomnmTA0dLB8/BRqA\nSQRzJE4CfpbBcduBIXGvQ+4ejv79daA91ntlZg8CU4FHk53MzBYD12QbvORfsnWseg8XjG3PZX0r\nqV5q60ipuOzmN3ptaaJpYhN/er0o4Ug/pE2yzGwEcBFwAMGQnVpgvLvPSXNcugnoXyJ4Mv1qdNM8\nd38ulw8hlW/TihV9EqlRH/4wka4u2pYsSXt825IlDD/lFGrr+z7dlpJkQAtwE3AH8BUyW7NmHcGQ\nw1VmNg2Ir0i4CWg0s4nRe9H7gdtSnczdFwOLewRmNo4MinBI7hIVski1jlW+1reS6qW2jojkWyZz\nsn4KtAMnAKuBWcDPMzgu6QT0qGOAi939f7MLWapJJBxO2lO1/5gx7NiwoccQwWR2bt1KZ3u71sgq\nHy+7e8TMngWOdPcfmFlT2qOCe9QZZhZrQc81s48Dje6+3Mw+A9wdLYKxzt0zuZdJgWRbYj1Z0qRk\nSvJAbR0pqL49VO9YvuBgOnfu5fm/biOzmTxSDjJJsg519xlmdiPBjeefgHszOC7VBHSAY4Grog2n\nB9z9W1nELVUinGFPlVScNjP7HnArcKeZjQT2S3eQu0eA+b02Pxe3/1Hg+HwGKrnJtcR6oqRJyZTk\ngdo6UjSX/9Matr7+FgBNE99f5GgkXzJJl2OptxM8Ud5GMIE8nVQT0AF+BMwDTgNONLOzMjinVJnO\nFD1Vb2/ezJBJk2hoTj+UvqG5mcaWlnyHJ4UzH7jH3dsI5kQ1AZ8obkiSqzmr5tByQwstN7QwZ1Uw\n+ipZtcCIliaS4lBbR4pmx9t7OHrSYZx/qtoplSSTnqxHzGwVwZyIX5jZsQTjjtNJNQEd4Lvuvh3A\nzB4A3gs8kOxkmoAuvW1cvpwxs2fTevXVrF+wIOV7WxctIlSXyY+7lAJ37zKzN83sC8Be4GaVWy9P\nyXqsklGJdSkStXWkaO6+7u+oqakBYF2KYYVSXtL2ZLn7PwJfd/cXCZ4kPwt8JINzrwM+CNB7ArqZ\nDQP+ZGYHROdGnAasTxPHYnevif9DsJCoVLDGFD1VO7dswW+6ieYzz6R14cKk52hduJDmWbNUWbCM\nmNnngP8AxhEUwbjfzD5dzJgkN8l6rAbVDuqzXSXWpVjU1pFiiiVYUlkyqS74KSBiZidGN71BsMbM\nyjSHppuA/nWC0sm7gTXu/mBOn0AqWqiujtZFi1g/v/c0m8DGZcsYPHw4E+bOpWHUKC1GXDnmA8fF\nPQFeAvwa+H4xg5L8ObjhYACVWJeSoLaOlIrlCw4udgiSJ5mMnzoVugfJDyIoe/xL0tx4MpiA/iOC\nscoiSdWEQjTPmkXrwoUp18ICaJo5k+GnnEJnezsAjS0tGiJYvt6i51CdHcDbRYpF+iHZ+lax5ElV\nAaVEqK0jBfPKG/rnqxplshjxp+Nfm9nBwD2FCkgkkUx6qmpCIWrr61WmvYyZ2T9E/9oBPGZmdwP7\ngAuJa7hIacp2fStAyZSUBLV1pFD2du3jujuepG5fmBu/eBL7D+47VFoqUy6P+d8imCchMqDUU1UV\nhhA8Tf4DwYKgsXETj4HKzpWyXNa3EilhautIXtz14LO8sHU7HzhhnBKsKpPJnKxH417WABNIURlH\npFDUU1X53H1x7O9mNpxgTas64Al377uAkpSMZAUuUq1vJVIq1NaRQnhm42v89LF2mg89gEvObi12\nODLAMukGuJaeT5Bfi65dI5J3kXCYcFcXnRs2AEF1wVBdnSoDVhkzOxO4A3iSoMGz1Mw+4+73FTcy\nEalQautIXr29ay/f+dEfqAG+/IljaNhPI2+qTSbf8V3ANKAWWO/ubWZ2PLDb3f9Y0Oik6nSsWaMK\ngQLwT8CJ7v48gJlNIKjipSSrRKUrcCFS4tTWkbx6/H//yitv7uSjZxzOEWNVMbAaJU2yzGww8FPg\nSOAJYH/gS2YWm3z+6YJHJ2UrVY9U731DzAjV1bFpxYo+FQR3bt3K+vnzaV24kAlz5w7455CiqYsl\nWADuvim6zoyUqHQFLkRKkdo6Uih/d8I4Dhk2mGNseLFDkSJJ1ZN1PbAROMfduwDMbD/gv4FX3X3z\nAMQnJa5PwnTEEYRqaxP2SJ1w110cMHZsj30NI0dy6sMPs3Xt2pQl2tuuv56GUaNomjlTQwerw1/M\n7O+B2wmGC34GeLG4IUlMoiqCoPWtpCyprSP9dtnNbyTZU8/yyWqzVKtUSdYHgPfGbjpRBwCHASML\nGpUUTbIeKCBtMjXx8suZ3NqasEdq5Nlnc8DYsX32TbzsMgDarrsubWxtS5Yw/JRTqK2vz8tnlZL2\nGeB7wD8CIeAR4PKiRiRA6iqCWt9KypDaOiJSECnnZLn73l6v3zCz04DHCxqVFFymPVBHffObjLnw\nQrb+4hcpk6mGkSOxK65g60MP9UmwUu3bf8wYdmzY0H29VHZu3Upne7uqC1aHL7j7hcUOQvpKV0VQ\npNyorVPdkvdCwfIFB6fd/+aOXYUISypAqiTrDTM7yt2f6rV9NPC3AsYkAyCTHqiJl1/OmAsvzCiZ\nmnjZZVBTk7BHKtU+kSTOMbNF7h4udiAiUtHU1qlw6ZKk/rj4mgf5W+dumia+v1/nkcqUKsm6Frjf\nzJYAv41um0YwfOfTBY5L8ijWa7XnjTdoaGrKKGnKNplK1SOVat/bmzdz6LRpNDQ3p+3NamhuprGl\nJavPLmXrdeBZM/sDsDO6LeLulxQxJkFVBKXiqK1TBlIlSqn0N4la99QWYHDS/fX1tRzf2sSL6syS\nBJImWe6+1sw+CVwN3BDd/DvgInf/1UAEJ/nRsWYNG5cu5YQ778w4acolmcrFxuXLGTN7Nq1XX836\nBQtSvrd10aLu+WFS8X4Q9/cIQfGLSJL3SoEkKnChKoJSSdTWKS25JlPJPLL+LwRT7HKTbm2r2//x\nDCD/cUtlSDcn63E0JrmsxXqtplxzTVZJU7bJVKoeqVT7dm7Zgt90E5OvvJLWhQuTVhhsXbhQa2VV\nCTM7CugEfqvKXsWTqsCFqghKJVFbp3J950d/6NdQvmOOGA6PKIGS3KhboEJFwuFg3lU0aclXD1Sy\nhClVj1S63qqNy5YxePhwJsydS8OoUVqMuIqZ2eeA64Dngpd2mbvfW+SwqlK6AhfqvRKRXAxkr8+C\nC47ip/9b+Ov0d1iiVCYV769Q4a4u2pYsSfu+tzdvZsikSTQ0N2e0fePy5RCJ0Hr11T22x3qkms88\nk9aFCzPeF9N2/fW8/rvf0TRzJqc+8ggn3XcfJ913H6c+8ghNM2dm8pGlMnwOOMLdpwGnAF8pbjjV\nYc6qObTc0ELLDS3MWTWn2OGIiOTF350wrtghSBVTT1aF6uzVa5VtD1Sy7amG96Xqkdpy332M/djH\nUvZWHXLccQDU1terTHv12u3urwC4+1Nmtn+xA6p0yYYFHtl0JE919Cy4pgIXIlJp0vVCqZdKcpU2\nyTKzccByYDxwEnAXcIm7P5/muBBwM3AksBu41N03JnjfMuB1d/9G1tFLH5FwUPE6EulZIyDbpCnX\nZGrT7bdz6IwZNM2cyfBTTqGzvR2AxpaW7qIVqfaJ9LKv2AFUumTDAiFIqlTgQqqB2jqVS0mSFEsm\nLdulBBV3vgV0ENx4fkBwE0rlXKDe3aeb2fHAjdFt3cxsHjAFeCy7sCUmVp69a8cO9jvkEDrWrKFr\n+3ZGfuhDPXqtckmaNi5bRuP48TklUzWhUNIeqVT7pOodbGax8Wo1ca9rCEq4ryxeaNVHBS6kiqit\nU+KULEm5ySTJOtTdHzKzb0UXBr3NzL6QwXEzgAcB3P1JM5sav9PMpgPvI7ixHZFl3FUjlkR1bthA\n/SGHMHj48D5JVWd7O5MWLOiuJNgwciQjzzqr7xDAHHugIuFwTsmUSA4eBU5N8VpJVp6lWvdqyogp\n6r2SaqG2TglQIiWVJJMk620zGx17YWYnApksuzYU2B73ep+Zhdw9bGbNwCLgPOCj2QRcbTrWrKFt\nyRImfOYzTJg7l60PPUTnxo3dSdWmO+7g1F/8osf6V6l6rdquv55dr7yCXXEFw9eupXNjMKohk6RJ\nyZQUmrt/utgxVButeyUCqK2Td1o7SqpdJknWl4EHgAlm9hRwMDA7g+O2A0PiXoeiT4cALgAOBf4b\naAL2N7P/SzUUyMwWA9dkcN2KEeuZmnj55UyYOzdhUpVs/at0RSgOPeEEhp90kpImEdGwQBG1dfol\n24RKPVZSDdImWe7+u2j39+FALfCsu+/J4NzrgLOBVWY2DXg67pzfA74HYGafIijZnHIYkLsvBhbH\nb4tOVE05KbUcxa9x1TByJHbFFUmTqlTrX/XotVqzhh3t7dTU1NA4aZIKTUhF0iT03GhYoFQ7tXUS\nU2+USO6StrTNbEWKfRF3vyTNuVcDZ5hZ7F/uuWb2caDR3Zf3em8E6Ra/xtXEyy7LOKlKZOOyZWy5\n/34mXnYZ+7/rXRw8dSq19fUFi12kyDQJPYU5q+Z0VxOcPnY6K2driptUN7V1RKRQUnVnPE5wQ6ih\n542h9+uE3D0CzO+1+bkE7/tB+jCrRyQS6bHGVbqkKtn6V/F2btnCM9deS0NzM6c+8kjBYhfJl1zL\nKaNJ6EklWw8rVuBCpEqprSMiBRFKtsPdv+/uP3D37xN0fx8KHAj8j24W+RUJhwnvC5YD2v3aa91r\nXSXy9ubNDJk0iYbmZiBY/4pIhNarr057ndZFizRMUMpFrJzyDnqWU04n4SR0gLhJ6J8naEBVlWTr\nYcXmYolUI7V1RKRQkiZZMWb2FeAeYCTBU+X7zSxd97lkYUd7O6HaWjatWMHWn/+8RxKVLqmKVRJs\nPvNMWhcuTHqN1oULaZ41i5pQ2m+5SCk41N0fAnD3sLvfBgzL4LhMJ6FfCXwibk2uhMxssZlF4v9Q\ngfNARaqd2joikm+ZdGt8FjjW3bcBmNm1wBPAHYUMrNJFwmFqQiE233MPo84+u7uwRcPIkYyZPbt7\njauNy5f3eJ2oPHuqSoINzc20LlpE86xZRf7EIlnJtZxyRU9C749U62GJiNo6hSpyoUqCUq0ySbJe\nA+Ir7HQSDOGRfoiEw3Q8/DD7du3qUdgiURKVSVLVXUnwi19MuP6VSJnJtZyyJqGTuMCF1sMSSanq\n2jqFSKqUUIm8I5PW9wbgV2b2Q2AfQUPnTTO7Eoi4+78UMsBKtO3Pf6ZxwgTarruO91x/fZ/CFomS\nqEyTKkIhQoMGaf0rKWu5llPWJPTUBS60HpZIUmrrpKDkSSR7mSRZG6N/Doy+fjT6/8EFiaiCxda/\nCtXXE9m3L2UZ9kRrXO3s6KDp9NMZfsopdLa3B29UUiUVJA/llKteqgIX6z67Tr1XIolVRVtH616J\nDJxMFiNePABxVIXY+lfvuf767m2pSrD3XuOqa/t29jvsMGrr65VUSaXqVzllEZFcqK0jIvmWNsky\ns78nKHt8YNzmiLvXFiyqCrXjuefYuXVrj8Sqd2GL3mJrXAFMveUWamqqrvK0VJFoGWUAzOy9wGlA\nF/CQuz9brLjKiQpciGRPbR0RybdM6nl/CTja3UNxf3TTydLbL70EkeBBfHwZdpVgF+lL5ZRzt3L2\nSpoam7pfxwpcaMFhkZTU1hGRvMpkTtafgVcKHUilis3D2tXRwZgLLwyGBSaoIKgS7CI9VH055f5Q\ngQuRrFVkWyfXOVgqdCHSf5kkWd8F/mRm/0MwbAeCLnQ9Vc5AbB4WNTU9179KUEEwvtBF58aNUFOj\nEuxSraqunHIuEpVqB5gyYooKXIhkp+rbOkqsRPIrk9b794AfApvjtmkCeoY648qz9+69SlRB8K2/\n/IXGiRMZOnmy5l9JNVM55TRSlWrX0ECRrKmtIyJ5lUmStdPdlxQ8kiqQqPcqVkHQvvhFDjv5ZAYf\ndlixwxQpBVVRTrk/0pVqF5GsVF1bRz1XIoWVSZK1xsxuBH5O3PAdd/9lwaKqII0tLT3KsyfqvQIY\n0tJCqL6+mKGKlAyVUxaRAaa2jojkVSZJ1jEEXebH9Np+av7DqRyRcJhXf/1rDjnuuD7l2XuvfwUw\naOhQ9h89uljhipQUlVNOT6XaRfKqYto6WnBYpDRkshjxKQMQR8UJd3Xx9FVXMfLss3vMw4qJX/+q\ndeFCRpxadvdxkUKKlVPenPadVWrl7JXMuHUGHZ0dwDul2kUke2rriEi+ZbIY8fuBrwIHEKyrVQuM\ncfdxaY4LATcDRwK7gUvdfWPc/vOBKwmeHN3l7jfl+BlKUmzh4UTzsFSeXSStiiynnG8q1S6SH9XS\n1tE8LJGBk8lwwduAfwY+BdwEfBD4jwyOOxeod/fpZnY8cGN0G2ZWC3wTOBZ4C/izmd3p7mXfxx0J\nh9n9+uvdCw9D6nlYRCLsfPllGkaMKFbIIqWo6sspZ0Kl2kXypuzbOhomKFJaQhm8Z6e73wE8DrwJ\nXAZckMFxM4AHAdz9SWBqbIe77wOOcPcdwGEET4z2JDpJuQnv3curjz/OkEmTaGhu7t6+cdkyHp01\ni8333MPuV19l96uvsvmee3jik5+k/qCDihixSEmKlVNeS3Dvif0RESkEtXVEJK8yKuFuZgcDDkwj\nKKWcSZ3xocD2uNf7zCzk7mEAdw+b2UeAfwPuB97OKvISE+vB2tXRgX/3u4w866w+BS/i52HFTL3l\nFi02LNJX1ZVTFpGiKsu2jnqvREpXJq37bwP3AOcB64FPAn/I4LjtwJC41903nRh3/6mZrQa+D8yJ\n/j8hM1sMXJPBdYsi3NVFZ3s7dY2N7Nyypc/Cw4m0Llyo+VgiiamcsogMJLV1RCSvMqkuuMrM/iP6\nNOYY4HDgqQzOvQ44G1hlZtOAp2M7zGwocB9whrvvMbO3gH1p4lgMLI7fZmbjgOcziKXgOjdsYMeG\nDYy58EIamptV8EKkfyqmnLKIlL5Kb+uo4IXIwEuZZJnZ2cCf3X2jmZ0HfIbgyc6fgHCqY4HVwBlm\nFpuVPdfMPg40uvtyM7sT+KWZ7SW4kd3Znw9SCjYuX86Y2bO7hwmmKnhRU1dHJBymJpTJtDiR6qJy\nyiIyUNTWEZFCqInEVcGLZ2ZfAT5GUGmnFvgf4AqgFahx978fqCCTiT3dWbt2LaOLvJDvvt27efT0\n07vXxdq0YkX3MMGGkSN7LDw8eMQIhk2eXMxwRQqlJh8nybWc8kAopfuOiAD9uO+Ue1sn0zlZ6skS\nyauM7jmperLmACe4+1tm9i3gZ+5+m5nVAP+XjwgrQSQc5tVf/5pDjjuuuwerzzDBaMGL2DBBJVgi\naeVaTllEJBtl2dbJJLlSYiVSXKmSrLC7vxX9+6nALQDuHjGzxN1fVSjc1cXTV13V3YMVK3SRcJjg\npEmEBg0qcsQiZWGnu98RfYIbK6f8OMH6WSIi+aK2jogURKokq8vMDiIYrvNe4CEAMxsD7B2A2MpC\n54YN7Ny6NWGhiy3338/Eyy5jSEsLjZMmUbvffsUOV6Rc5FpOWUQkGxXX1lEPlkhpSJVkfQv4X2AQ\ncJu7bzWz2QSrl2v9GiASiRA/py1VoQsiEXa+/DINI0YUK1yRcpJrOWURkWyUVVtH62KJlI+kpe3c\n/V6Clcw/6O6xFXXfBi5195UDEVypi4TDDGlpoaG5uXvbxmXLeHTWLDbfcw+7X32V3a++yuZ77uGJ\nT36S+oMOKmK0IuXD3VcBs9x9B0EZ94sIEi0RkbxRW0dECiVlCXd3/yvw17jXDxQ8ojLSuXEjB7zr\nXd0FL2JihS7iTb3lFkJ1maz9LFLd+llOWUQkK2rriEghaJGmHEUiEcJ79uA33UTzmWfSunBh0ve2\nLlxI86xZWhNLJI1oOeVrgMFmdiRwF/CfwBDghmLGJiJSTN+4c1uxQxCRLKhrJUexoYJb7ruvb8n2\nrVsBuku2N8+aRXjfPkK1tUWOWqTk9aucspmFgJuBI4HdBEN+Nsbt/zjwRaCLoGdsgburgpiIlD0V\nvBApLUqyctR7qGCqghfbn3su+LuIpNPfcsrnAvXuPt3MjgdujG7DzBqA64Ap7r7LzO4GPgTcl+8P\nISIiItVNSVaOInv34jfd1GNtrFjJ9v3f9S4A3vzDHwgNHszYCy8scrQiZaO/5ZRnAA8CuPuTZjY1\nbt8ugl6yXdHXdcDOfAVeSHNWzeGJF58AYPrY6aycrfn4IiIipUxJVo4atFa4fwAAIABJREFUJ01K\nOFQwVvBCQwVFctLfcspDge1xr/eZWcjdw9Fhga8CmNkXgAPcfU2qk5nZYoI5YkUzZ9Uc1r24rvv1\nuhfXMePWGSw9bylTRkwpYmQiUio0VFCk9CjJylGoro7WRYtYP3++hgqK5Im732tmvwEOdfenoptj\n5ZQfy+AU2wmKZMSE3L27ImF0zta/AC3A+RnEsxhYHL/NzMYBz2cQS9YS9VjFXsfr6Oxg3up5rPvs\nuj77REREpPiUZOWoJhSiedYsDRUUybN+llNeB5wNrDKzacDTvfYvJRg2eF6pFbxI1mMlIiIi5UdJ\nVj9sa2tLO1RQRAbUauAMM4tlK3OjFQUbgfXAJcAvgUfMDOC77v6fRYm0l2Q9VvW19ezZt6fH9qbG\nJpaet3SgQhOREvDNTw5j9OiD2bcvTASoq9WyMCKlTElWliLhMJFwmJfXrmX9ggVMvPzytEMFtT6W\nyMCI9k7N77X5ubi/l93kyIMbgrkWHZ0dQJBgaZigSPX5xp3bGDx0/z7bNR9LpDQpycpSJBIh0tVF\n23XXAbBx2bKEQwU3LlsGwKmPPEJtfX3R4hWR8jB97PQewwWhZ4/VvNXzANSDJSIiUgYKlmRV4qKg\nkUiEfW+/zVsvvNC94DDAzi1buocK9tbZ3s6wyZMHKkQRKVMrZ69kxq0zkvZYqfdKpPRUYltHRPKj\nkOPYuhcFBb5OsCgo0GNR0FPc/URgGMGioKUtovuiiBTO0vOW0tTYpDlXIuWj8to6IpIXhRwuWHGL\ngu55800GDRvGkEmTaGhu7tGblUhDczONKt8uIhmaMmKKeqxEykvFtXVEJD8K2ZOVcFFQCCanu3tW\ni4KWgl2vvUakq4ua2lpar7467ftbFy0iVKdpbyIiIhWq4to6IpIfhcwA8rooqJktBq7Jc4xZaRw3\njk23386kBQtoPvPM7jWyEmlduFAl3EUkoUSLDotIWaq4to6I5Eche7LWAR8ESLEo6H4Ei4LuIg13\nX+zuNfF/gPH5DjqV0KBBNE6cyKYVKwCYMHcuU2+5hYbm5u73NDQ3M/WWW5gwd+5AhiYiZSK26HAk\n+l9s0eFnXn6m2KGJSPaK1tZZvuBglW8XKWE1kQIVczCzGt6puAMwFziWdxYFXU+wKGhM1ouCmtk4\n4Pm1a9cyevTofsecTiQcpiYUYtOKFex65RWO+PKXqQmFCHd10RldI6tx0qTuIYJaH0uqUE2xAyi0\n/t53Wm5oIULf+67WvxLJWdHuOwPZ1nnf3J8yeOg7D3WVYIkUTUb3nIINF6zERUFjSdOEuXPZ+otf\n8MTHPsbYT3yCQ44/noaRIwkNHqw1sURERKpEJbZ1RCQ/VJUhRyNOO43hJ53EjvZ29vztb+x36KHU\nqMiFiKSRbtFhEZFErvzwfkx5t3qvRMqFxrPlqCYUombQIA4YO5YDxo6lZtAgDQ8UkbRWzl5JU2NT\n9+vYMMEpI6YUMSoRKXUHDhlc7BBEJAvKCnJUEwoRqq1l0JAhDBoyhFBtrZIsEcmIFh0WERGpbBrf\nJiIywLTosIiISGVT14uIiIiIiEgeKckSERERERHJIyVZOYqEw+zbs4dtbW1sa2tj3549RMLh9AeK\niIiIZOmX//tSsUMQkSxoTlaOOtasoW3JEnZu3QpAQ3MzrYsW0TxrVpEjExERkUrz9q6uYocgIllQ\nT1YONq1Ywfr587sTLICdW7eyfv58Nq1YUcTIREREpBKFQjXFDkFEsqCerCxEwuGgB+v665O+p+36\n62kYNYqmmTNV0l1ERETy4tENB/Kbm9/ofr18gRYmFillygKyEO7qom3JkrTva1uyhHCXuvVFRERE\nRKqRkqwsdG7Y0GOIYDI7t26ls719ACISEREREZFSoyRLREREREQkj5RkZaFx0iQampvTvq+huZnG\nlpYBiEhEREREREqNkqwshOrqaF20KO37WhctIlSnmiIiIiIiItVISVYWakIhmmfNonXhwqTvaV24\nkOZZs1RZUERERESkShW8u8XMQsDNwJHAbuBSd9/Y6z37Aw8Dl7i7Fzqm/powdy4No0ZpMWKREpPu\nfmNmZwNXA13AHe5+W1ECFZGKMhBtnW9+chijR6tsu0i5GIgxbecC9e4+3cyOB26MbgPAzKYCtwIj\ngcgAxJMXTTNnMvyUU7qrCDa2tGiIoEjxJb3fmNkg4NvAVOBtYJ2Z/Ze7v9Lfi85ZNYcnXnwCgOlj\np7Ny9sqU20Wk4lRkW0dEcjcQY9pmAA8CuPuTBA2cePUEN6KS78GKVxMKUVtfz7DJkxk2eTK19fUa\nIihSfKnuN+8G2t19m7vvBX4NnNTfC85ZNYd1L64jEv1v3YvrmHHrDD5y50cSbn/m5Wf6e0kRKT0V\n2dYRkdwNRNfLUGB73Ot9ZhZy9zCAuz8BYGa5nLsWoKOjo78xikgenH766eOAl9y9WKtxp7rfDAW2\nxe3bAQzL4Ro97jtPPPNEnzd07Oigg773pY4dHVz6/Uu596J7c7isiCRSAvcdUFtHpGpkes8ZiCRr\nOzAk7nX3TScbZrYYuCbRvosuuii3yEQk354HxgMvFOn6qe4323rtGwK8mepkmdx3aoP2T8be5E1O\nv+P0rI4RkZSKfd8BtXVEqklG95yBSLLWAWcDq8xsGvB0Lidx98XA4vhtZrYfsAtoAfb1K8r+iX2x\ni6nYMRT7+qUQQ7GvXwoxPA+8VMTrp7rfPAtMMrODgLcIhgr+a6qTlfh9JxfF/vnIRTnGDOUZdznG\nDMW/78DAtHVi4r9HmXzPcv2+5vPnYSB+tor581tqvzulFk86hY63P+dPdGxG95yaSKSw8y/NrIZ3\nKu4AzAWOBRrdfXnc+x4F5rn7c1meP+LuNfmKNxeKofjXL4UYin39UoihBK6f8n5jZh8CFhHMR73d\n3W/J8TpF/17nohzjLseYoTzjLseYoTTiHoi2Tuzv8Z81k8+e69cnn1/XgfgeFfPnoBR+BuOVWjzp\nFDre/pw/0bGZnq/gPVnuHgHm99rc5+bi7qcWOhYRqWzp7jfufj9w/4AGJSIVT20dEelN5fBERERE\nRETySEmWiIiIiIhIHlXC6rnXFjsAFEMpXB+KH0Oxrw/Fj6HY1x8o5fo5yzHucowZyjPucowZyjfu\nbDwOPJZgeyafPdevTz6/rgPxPSrmz0Gp/QyWWjzpFDre/pw/0bEZna/ghS9ERERERESqiYYLioiI\niIiI5JGSLBERERERkTxSkiUiIiJSgsxM7TSRMqVfXhEREZESYWY1ZvasmV3p7uFixyNSTsxsYrFj\niFHhCxEREZESYGY1wEvAcGAP8FuCRY4d+Pvo/7e4+x+THJvyPSmumfVxhT5XMa9RStdNpRRjSqbQ\nsUbPfzdwr7v/R47HXwn8GXjW3Z+LbvsGsAnY4e4PxN4bXYA8JSVZIiIiIiXAzH4JHAe8BuwHDAP+\nAmwF/pcg8doPcHf/t7jjaoD7CBqDCd+T5Ho5HZfiXA8A7f09V5pr3A9sLNQ1Uly3oJ8tx5jy8r0r\ntELHGj3/L4BVwHJgLLCfu3uW8W0GGqNxXhvdtpHgwcfRwNPu/s+ZxlVW62RFxybfDBwJ7AYudfeN\nvd6zP/AwcEmmX9x8XNvMPg58EegC/gQsyCTLzXMM5xNk4RHgLne/KZ/XzySGuPctA153928M5PXN\n7EvAZ4BXo5vmuftzAxzDccCNQA3wV2COu+8ZiOub2Qjgx3FvPxq40t2X5ev66WKI7j8PuIrgZ/EO\nd781n9cfCBl8xrOBqwl+5+9w99uKEmgvpXCvykWx7y25KPa9IFfl/PtrZscD33L3U3ttL8nfxxzc\nCxxL0BD9DsH34ZDon48BO4D3Aheb2Vx3XxE9bhzB78UVZjY0yXsSGQu8mcNxiQwHXs3TuZIZPQDX\nSORdwMtFuG4q48jte14M44DXChjr+wjuV38iSLR2AfVm9qy7L8rg+InR+BaY2WEEiXwHMMzdvxjN\nLS4DPmFmb2WaHJbbnKxzgXp3nw58neAfr25mNhX4JTCe4Is9INc2swbgOuAUdz+R4MnTh/J8/XQx\n1ALfBE4HTgAWmNnBAxlDXCzzgCnk/3uQyfWPAS5291Ojf/KaYKWLIfo0ZBnwaXd/P7CW4OdxQK7v\n7i/HPjvBP86/J3iqk2/pvg/fBs4AZgD/YGbDChBDoaX6Pg/inc94MnC5mQ0vSpR9lcK9KhfFvrfk\notj3glyV5e+vmX2N4H62X6/tpfz7mLHoQ8K7Ce7bEeBnwOsET9GHAFe7+3aCHq3VwLvNbFg0mT8O\nGGJmo5O8p6bXtWrM7IME7cBRZjY+k+OSxF1jZncAs4Ax/TlXmmtcApwDHGpm4/J9jRTXfQr4J6DZ\nzCYMxHUziOkYgkRlaKbf82KIxvo+4CSg0cxG5TPW6PmnAiMIkquvA2vd/ZPAImCimb0nzfHHAScC\ntdGHkP9O0Al1SjS+C939beBZ4L+Dw+zQTGIutyRrBvAggLs/CUzttb+e4B+PvPVgZXjtXcAJ7r4r\n+roO2DmQMbj7PuAId98BHAbUEjwJG7AYAMxsOsEThaUET28H9PoETwCvMrNfmdnXC3D9dDEcTvCP\n4pfN7DHgwHz2qGZwfaC7gXcTML9AvRTpYtgLHAg0EPwclEqjOBupPuO7gXZ33+bue/n/2zvvOCuL\nc49/d1FjT4wxxpIIXvGXaCyAEuy9iwpYrmI0WLmKIPZrjAroVaPmBo0iIoqxxNh7V7AQQySWoIk/\njbEkMRpL1IjKpez945njvhzOHnaXwxac7+fDh90578w88559533azMCTxEukI9AR5qrW0N5zS2to\n77mgtXTW5/fPQH/m/f478vPYLCQtBxxNZGLsSGRjTCK+i+WId3r/gpI6kfC+3wocBexMGFr3V7hm\npQrvgc2JqNmqqZ/7mlmvXO464DrgedvXEM6EGyV9s6VtzaePh4DViGdqGnBrLfuo0u/lwMdEZOMW\n4MGCUbNQ+m2GTHcQa5t2J5zqzf3O25Qk653AIcRz2x+YJOlbtZBVjSl+hwNDgeHAy6kM2y8Rkd+K\ntk5BvkOBAelfPbAt8DRhU6wIjJZ0IvBTIpCzHLBsc2TubEbW8sQfe4nZKmxvavs3tv/W1n3bbrD9\nLoCkY4BlbD/cljIkOeZI6k94CCYCn7alDJJWITwHQ1h4SlDVewD8CjiSeEg2l7RbG8vwDWBT4GJg\ne2A7SdtQW+Z3DwD6Ai/YfqXGfTdXhgsJb+wLwF1pQu1sVBvj8sBHhc/+TUSFOgIdYa5qDe09t7SG\n9p4LWkunfH5t30qkA5bTkZ/H5rIx8A5h8I4Efk2Ma13CS/8BcDvwqKQ+wN7ps/dtDyKMrRHAc8Dd\nknoA+xDG8ly6QMp8+Qex/mQkYWz9BpisSMccUKleE4wG6m2PlnQtoZT2Ap5K0ZaKMrSQXYFptkcB\ne6a2NiQU9h7AvjXooxJXEevhBhMpteNS2cPpO2jJfaoVRxNpbQcRxu1JwG+BO6t95+3EMELWwUQA\nZDJhVN1Xo7+NYUTq6JGEY2Im0Ad4W1LXFJVak3h25iffnkTE+BRgNvEs/ZqYV5YAHiWMsc8JY//z\nSg2W09mMrI8JC7JEvdtue9OqfUuql3QBka43oD1kgC9eQqsR6RQHtbEMexOKxb3E2rADJNVahvnd\ng9G2P0jezHuIcHqtqSbD+4RH1bZnEd7ieSJNC7H/EgMJD9zCokkZJH2HUIbXIPKwV5a090KUZWFR\n7T5/VPbZcsC/2kqw+dAR5qrW0N5zS2to77mgtSxqz29Hfh6bi4k0pYHEfd8CGE941K8EXrF9BKH8\n7QHsRBg4f0/19yGMgaWADdI1OwNDbb81V0eR+fIO8HPgeOAaIg33fkIZ3q1SvSYYC3SXNJmIiI1M\n4+hGGEe7tKCtpngL6CbpIsKBfAlxb76bxlhxnAuCpK8Bd9oeaftF4BVJ37Z9NjAG6EfL7lOteB74\nmqQNgUHAMYQx3oMq33k78TIwXdLKKepzGWGsdCOicLuyYLIW258DnA98nbhH5xDPxLG2/9rM+qOA\nOcTawl8AP0rtvE3sMLg5kTZ6gu23myNgZzOyJhNfCsmL8IcO1PdYwrDpV0jFaTMZJC0v6TFJS6Q/\n5umENd5mMti+2PZGjvVA5wLX2/5lW/WvWDcwTdIyKQy8LTC1xv1XlYHYkWZZNZ7TsAXhDW6r/kts\nZPupGvfbXBmWJP72ZqSJ65+Et6qzUW2MLxGKxQqSliBSkxbm/W4JHWGuag3tPbe0hvaeC1rLovb8\nduTnsVnY/jtwu2NjlKMIZW81QrE7q3Dpp6RNVIhIxohUflt6RgYA1xIbm/wwGQiVWIJQdkupiPXE\npkmnAgdWqVcu94vAecQObDfY/hcRIbiKiIhWk6G5vEIYoasAz9j+ADiCyFwZU6M+5sL2h8lpXeJz\nYiMSbI+2fTItuE815DkiJfN8YA3bG9vel4i6jGch3IsF4Hni7+xIxXraAYTRcqntkSz4/Stvf08i\nbfBm2/sD+9n+Ywvq9wPOBp4htnG/h4gwDyMMsquBvWw/31wBO9UW7klxLu2IBGHF9yJyI8cVrptI\njXeVq9Y3ochPJXI1S4y2fXut+p+fDLbHSTqcCGfOJP54jql1Tm4LvoODAdk+tS37T+Hh4cSOWQ/b\nHlG5pYUqQ0kRrAMm2x7exv2vBDxgu2ct+22hDMOBA4gX05+Bw5M3v9PQjDHuTqSw1QPjbY9pH0nn\npiPMVa2hveeW1tDec0Fr6czPr6SuhJG9aZrvO/Tz2FoUG3eMIoyoT4gI0URC4Rtqex6DXbEByE5E\ndGov2x+VX1O4tgvhcFmHSEFbEvgxofh+2EJZlyQin68TBnmvJGd/29Nb0laVPtYiNjeZQii/3wFO\nBHZ1rEVfKCidh5TSaS8GnrY9YWH111wUmz0cQHxnO9D4nXeoCK6kbsA2RJrg/cQ64BMIg2vGguqo\nFdpfnLgXzWq/ifo/JozWNQoyHw8MsD2jJfJ1KiMrk8lkMplM5suApC62Z0tanVg/NQU4uJIDWdK+\nRLrYt4BhzYkQpDU8Kzqty5S0rO1PFkDeQcB+hKE7vNYRFUlrAj8k1jrOBE61vdAzmpJToo5IH1sN\n+FmtjMcFkGk1woHzGbHJztEdKII1D5J6EamjexBHLNU0qr+g7VeqXwuZs5GVyWQymUwm00FRnNEz\nHjjdTWxmpNidcAVgVkvXuKSo1pwaRBWWA5aGOE5kQdqq0kc9keJY39ZRG8WxOHW232/LfptC0orE\nGqTPq6w76hCkaOdawHTbr3W09ivVr4XM2cjKZDKZTCaT6cCk9dbtfpB1JpNpPtnIymQymUwmk8lk\nMpka0tl2F8xkMplMJpPJZDKZDk02sjKZTCaTyWQymUymhmQjK5PJZDKZTCaTyWRqyGLtLUAmk8lk\nOg6SfgFsRhzSuBZxKCPAaKAr0LAwzp9rQpavAhNs95O0KjDO9m6taGeO7fqysh8R5+68kYqWAh4D\njrLdrIPcJW0NHG+7bwtkeR3omQ5ULZaPAJ4mDiyeaLtbqcz23ZImpsOYkfSs7R7N7TOTyWQybU82\nsjopXxZFKJV3Ay4A1iXOxngJOMH2G+XXLgiS+gJr2f7fdPp3g+3Lm5Irk1kUsT0EQNIawKSiMi/p\njDYWZwVgwyTXW0CL55UqNAC32z4EvtgaehJxMOtFNeynUr915YW2z0hydC0vS2xVKM8GViaTyXRw\nspHVSfmyKEKSvgE8SXiLB6SygcATkjao8TkZvQgFCNtja9huJtMZmccQSPSWNJk4lPMq2yPSOTvn\nE4ZAF8Lp8nMASacCA4HZwIPAScB3gPuBd4nDNHcmHCnl9S8CVpV0C3Ac8JjtrmneuwpYCfgUOMz2\nNElnA9sSZ8e8B/Sfz3k9X4zR9hxJTwHdU/sPFOTbiXBgbUvMEdfY/mmquoqkB4lDYJ8ChtieKWkI\ncCCwDDAH2M/2S6nOeZJ6prYPt/1HSROAiUQ0jXTvSmU90+9P2d6k5PiRtCxwCeGA6gKcZ/sGSesD\nY4l3/OfAINt/rnIfMplmkxwBfwF2LB1knMpfB7a0/Wb7SFY7JG0EnF+KHrdhv5OIufUTYn6qB0bZ\nvqkFbUwA7rJ9SzOv35omIvKlqLmkM0nO+0JZb2KOPaUFsg0FXiPeBXcDqwCX2r40fX4xMLZ08K+k\nvYDVbF/S3D46EtnI6vws6orQYMKIvKFUYPs6SXsARwLnFiNNKQVoK9uDJO2T5Fkq/TvM9hNpEpsC\nbJFkO4ZIGRoMNEh6gwrRwKzQZDLUAd8ENgWWB96QdCFhTDTY7iXpK8D9kqama/oSRsIs4BbiObsX\nWJtQ0t6UNLis/gOp/jHE8z8gKXalM0cuBW6yPUbSLsBpaQ6T7U0AJF1NzGk/a87A0sGeOwPnpHEW\n5TuKmEvXA5YEJkl6gZjXugPr235D0g3A4ZKuAfYk5qIZKe3vKGBo6u5F24dJ2hWYAPROYys/U6Uh\n3Zdhko4pja3AacBU2wdLWh6YLGkKcCxwoe2bJe0L9AHynJSpJTOBcZLWs/1JKstnAi04DcChth8H\nkPQ94OmULvxeC9qoCQUHfkOFsnWAlZvblqSVgb62d5C0J2Bgl/T/pZLWBpYoGVipr9slPSLpRtvv\nLuBw2pxsZC2aLEqK0MbAoxXKHwN2rFDeQBhKdYQRtpvtDyQdApwIPJGuWdz2ppJ2B86yvZGkMWl8\nE1I0sHyiygpN5stOA3Cf7ZnA+5LeI5wl2wMbSNo2XbcMYZCsCVxvewaApCuBg4F7gH8WPN6V6n8f\n+FsTcmwJ7Adg+z7gvtT+8ZKOAARsQvXnsA7YQ9KzNHqMb0mOk65l8m1DOJUagM8kXQdsB9wJPFJI\nXb4O+JHtSyUdAByQFIedgGcLfV+RZL9X0jVpPmkN2wNLpfkNYGlC8bkHuETSzoS3+OZWtp/JNMVb\nhEP2QuJdOxdVHLe3AdOAHsA7wD6VMlIknQLsQzg0H7B9cnKuXkDMLd8morw/ABanskP3IGAY8Wz/\nHjg6OT12Bkakeq8R0eQPJO1A6CIzgBcLsmwFnEU8XysAJ6X3/QTgQyILZnVgRNIfvg6MJ+ahGcBx\ntic21W+1m2z7T5I+Abqm6HifNPaLCd3o8iTTdGCo7amp6t7pO1gcONP2rWmeGU84jFYFHrd9ULq+\nqYh8yYldR0TkkTQn9TkSWCb1szMRcXso6V8vA1vYfrswnKOBUkRuBuH8/grxNwJwOnByhdtwa6p7\nZrV71RHJ60wWTb5QhGy/T0SLSopQSan4LY2e2W1IipBjwfeVhALRwLyKULH+qoQi1FQ0bUvgGghF\nyPZ+tl8Fjpd0RDL8NiEUqmpUan9pYvKteH1ShvoBu0gaSSh2xX7uT/+/SNybUj9NjQVi/IPT+B9j\nboXmF5KuAP4PuH4+48lkOjPFTSFK64vqgRNt90hezs0Ipaf0ci5RT6Nz77Oy8vL6E6rIMLPYrqR1\nJPUilDmIF/ltVH+eG4A7Up8b2l7fc69jLZevqXHMKiufJWl1Yo5cnpgfJpTVL99YY2YVOatRDwws\nu28PpjShnsDvCCfQZa1sP5OpxgnATpK2LxamCG3JcduDWDc+OH28PuGUXI8wUAaWN5qMkZ6Ek7Un\nsLqkgbbvBH5DODyvJFLc3qLRobseoYifJmkd4DBgk/RsvAucIGklIlq9o+2exJxxnqQlgKuJtN6N\ngI9pdLQOIaJLvVKbpxfEXd32Fmm8F6SyUcDLttcBfgicrVj6ME+/TdzX4ty2E/Gcl9bdL2F7XduX\nAdcCP7e9ATAcuDmNo44wXjYijJ+LUv+7As/Y3pRwoG+iSFuGiMgfbnt94KvA4U3IBoDtj4CfEHPo\n/xDfx4Hp4y3S+N8uq9YXeDz9/BCRFfAEcKqkTYE3bf+9QnePA3tUk6ejko2sRZdFRRF6mvBUldpY\nMf3YB5ha4fol0nXLpM/XIBazX8Tcf++fp//LF6FXC7NnhSaTqcyjwBGSFpO0HPHi7J3K95e0pKTF\ngEFUjkwX6y9bqD+LyhkXjwP/CZC8z2MJp84k25cDfyIi3U05YmD+TpVy+Q6WVC9paeCAVFYHbC1p\nVcXGGQcTysPGwCu2RxNz2K6FcdSRFEtJ/YA/2f6s8Fm5jCVmK1K+y+U6KrW1ChEt+7ak64He6V6c\nTlrTlcnUEtv/JpTxcem5hfib3Zbqjtvn07Uv0OjkLLI98d7/ffrXk3BoQkSmDgX+YfvGVDaPQzfJ\n0B2YkhyjexCRpd5ERG1SKj+aMALXS22WjJnxND5/BwLrSzqNWIJQctg20KjPFB22RXleSEZNnyb6\nLacOuELSs5KmAf8N7Gv709TfFPhi+cJ/2L499TMF+CCNsYFYJtKQjNAphLF5A/CIpGOJSNiKaSwN\nzBuR366CbJVkLd2jm4AdJC1FzIMTKlzfnZSdYHu27YG2e9q+GTiFMHZHSbpL0qGFem+mup2ObGR9\nueiMitAYYHNJ+6ffx0m6n0iFvDSVvSdp3RSiLnk71iYMzXMII2vX+fQDYRQunn6upIBlhSbzZaOS\n06HSuqHLgFeIZ+J3wHjbj9u+h0hXm0ooVK8RL/e6snaK9Z8u1QfeBt6U9Ahzr1kaAgxIysoZhKL3\nayLl8FkiPe4+oNt8xlHNqVL8bCyhHDwPPEN4b+9I17xIeJT/QCgD4wnFq16xbusBIvLdtdDu95Oc\nwwiFpFymhsLvJe4Ankup2qXyEUS64DTgESKN6S/AuYR3+PfEOtzhVcaZybQa2w8RjoViyn/5+7Po\nuP28UN4A1Enqm4yKZxXrF+uJCE3Jobkp8S6HSGebBXw3RW2ggkM3tXFjoY0fEGsiuwBPFsp7A/sy\nr8O16Kh+kogKTQXOZm7deUa6D8VntVye76U6lfotp7Qmq4ft9WxvbXtS4fPS/St3jpN+L93n2WXl\nsyQdA/yUSNO8iIiOldooj8i3KLpuezqxxGRfwsC9vcJlc8r6AUAaPWB1AAADtUlEQVRSfyL181uE\nLtUXGJoMNpIsc1oiT0chr8laNGiJItSdUGQWo1GRQdKGxASyGJFKdzHhdSlXhOapnwyzkiJ0CHMr\nQlcoFo1PJ8LsHwO3JgXjPeajCNl+X9KWwIWK3W3mEFu4v0Gsc7iW8IDcTShkTxLemeeB5whD7l1C\n6WrKM1Pq93HgaknvUFnRGUEszpxGTNQn2f6LpHPTOH9CTCBZocl0emy/TqypKpaNKPu9W+HXYU20\nczahmBSZq23bsyrVT+WbFYrWTOV/I9JgyunThAzzOFhsX02kB1W6vrnyPUakW5cznXnXjJ6T6nSb\n93KwPajw65rlZbb3LnzeJZX9m0hHKm/rD4QSl8m0BccT66xWId6XjxIpe5cT78SmHLcA2L4LuKv0\nu2Kt9MhUfwaxJueqtBZyAmEsbUek5Z1Mo0N3XHLonk5Eik6QdBaha4whHDljifd1d9uvEKmHqxGO\nmm9K6mH7WSJajaQVCL1nc8d6rjNpdNg2FQkvyTNN0ncJ42OTJvodVKH+fCPstj+W9KqkfrZvk9SH\n2ITihVT/AOBexQZkG6fxDSZ27vuVpHWJXaG7EN/Z1oojeN4mHD/3NkOucgf7lcCNhBOqkpH2KuFs\nKu2yStIfjwR2B75Ho3HXpdB2NzrpOve6hoa8GUym85Eiab1tNzlxZzKZTCaTqS2KjWEetb1moWwH\nwkHbzbFR1o+B/Wl03B5HOG6/qKe0wZTtkRX6KNXvQqwxP07SSUAf2/1TNs4LxOYYbxGbyaxMcuja\nfimlnB1LRGaeISJE/5eMuFGp7b8CB9r+l6TNiB2EZxMR9bVtbyvpAmAvIgJ0G7GJVrd07UTbv0wy\nz7bdRXF26Dgio2YWMMz25Kb6LRv3ROCMkgO87LO57pckEc7vFYkI11Dbv5V0FeGQ7pH6OsX2fZK2\nIYzNDwlH9RwiCvkqsZatgdg07WFguO2Gwpi+6LtQ1p0wxm6yfWqS6U1ix+h5lnMo1sf/w/aYQtl/\nAR/bvi79fgOx1v822z9JZUOAFWyPKm+zo5ONrEwmk8lkMplMJtNqJK1H7MLaq4nPVyZSOLeq9HmV\ndp8A+rn5W9h3GPKarEwmk8lkMplMJtMqJA0nIpZDmrrGcR7qbYozsprb7gAiUtbpDCzIkaxMJpPJ\nZDKZTCaTqSk5kpXJZDKZTCaTyWQyNSQbWZlMJpPJZDKZTCZTQ7KRlclkMplMJpPJZDI1JBtZmUwm\nk8lkMplMJlNDspGVyWQymUwmk8lkMjXk/wGZ83NQMQR/jgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1091abd30>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Student-$t$ distribution with Longley's data (residuals)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = sm.datasets.longley.load()\n",
"data.exog = sm.add_constant(data.exog, prepend=False)\n",
"mod_fit = sm.OLS(data.endog, data.exog).fit()\n",
"residuals = mod_fit.resid / mod_fit.scale\n",
"\n",
"pps = [\n",
" (sm.ProbPlot(residuals, fit=False, dist=stats.t, distargs=(2.3e6, 0.0, 0.002)), 'Fit=False'),\n",
" (sm.ProbPlot(residuals, fit=False, dist=stats.t(2.3e6, 0.0, 0.002)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(residuals, fit=True, dist=stats.t), 'Fit=True'),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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MvFauzGwU8OKyZcsYMWJEscPpk9q2bWP5xIkJG0ljr7ySA047jeWTJiVcP/B9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iOyq8bvN9LJ7vWR+rr6TBpZuuekoXuOSE5ldM/RYsQiIiJSVE3Dm3bbVl9XT/Ok5iJEIyLSc2pk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\nQv4fx/rBCogTo84AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x109d18080>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Normal distribution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = np.random.normal(loc=2, scale=0.25, size=37)\n",
"pps = [\n",
" (sm.ProbPlot(x, dist=stats.norm, fit=False, distargs=(2, 0.25)), \"Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.norm(loc=2, scale=0.25)), \"Spec'd dist, Fit = False\"),\n",
" (sm.ProbPlot(x, dist=stats.norm, fit=True), \"Fit = True\"),\n",
"]\n",
"fig = ppgrid(pps)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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snDOHx2+7jdoJE5jQ3ExNbS2RaC4ffwnJZ4C3uPu73H0ucDKQugykSAgSc69i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uPu7Wb2NYKk4ofRkR5XR2O9Cej2YChrzGaC79UUggeVr5rZZdH33wq8nvB+3P3/EfTGxbwJ3Ayc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\n",
"text": [
"<matplotlib.figure.Figure at 0x109e04f98>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Explore all of the different line options"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.random.seed(0)\n",
"loc = 2\n",
"scale = 0.5\n",
"N = 37\n",
"x = np.random.normal(loc=loc, scale=scale, size=N)\n",
"pp = sm.ProbPlot(x, dist=stats.norm(loc=loc, scale=scale))\n",
"\n",
"plot_options=dict(\n",
" marker='o', \n",
" markerfacecolor='cornflowerblue', \n",
" markeredgecolor='white', \n",
" markeredgewidth=0.75,\n",
" markersize=6\n",
")\n",
"line_types = ['45', 's', 'r', 'q']\n",
"line_names = ['1:1', 'standarized', 'regression', 'quartiles']\n",
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(10, 10))\n",
"\n",
"for ax, lt, ln in zip(axes.flat, line_types, line_names):\n",
" ax.set_aspect('equal')\n",
" ax.annotate(ln, (0.2, 0.9), xycoords='axes fraction')\n",
" pp.qqplot(ax=ax, plot_options=plot_options, line=lt)\n",
"\n",
"seaborn.despine(fig=fig)\n",
"fig.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Ryrs2DzjazPYgXKd4FXBzlEWJ1ILungwr1mRYvqqXIAi4aKS9CwrIUh5q08tt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bk8Io4FTqP4tPV/ZuZ7t/F12pk5NB01V6kJ42jCGKAZ42jCGKAZ46h6DGbx1mnCOJowBmjGOBxD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\nkiSV2CRLkiRJJTbJkiRJUsn/AzK3W+6eVvR0AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10a2ff710>"
]
}
],
"prompt_number": 6
}
],
"metadata": {}
}
]
}
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