{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom regression models\n", "\n", "Like for univariate models, it is possible to create your own custom parametric survival models. Why might you want to do this? \n", "\n", " - Create new / extend AFT models using known probability distributions\n", " - Create a piecewise model using domain knowledge about subjects\n", " - Iterate and fit a more accurate parametric model\n", "\n", "*lifelines* has a very simple API to create custom parametric regression models. You only need to define the cumulative hazard function. For example, the cumulative hazard for the constant-hazard regression model looks like:\n", "\n", "$$ \n", "H(t, x) = \\frac{t}{\\lambda(x)}\\\\ \\lambda(x) = \\exp{(\\vec{\\beta} \\cdot \\vec{x}^{\\,T})}\n", "$$ \n", "\n", "where $\\beta$ are the unknowns we will optimize over. \n", "\n", "\n", "Below are some example custom models." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modellifelines.ExponentialAFTFitter
duration col'week'
event col'arrest'
number of observations432
number of events observed114
log-likelihood-686.37
time fit was run2020-06-21 17:36:47 UTC
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coefexp(coef)se(coef)coef lower 95%coef upper 95%exp(coef) lower 95%exp(coef) upper 95%zp-log2(p)
lambda_fin0.371.440.19-0.010.740.992.101.920.064.18
age0.061.060.020.010.101.011.102.550.016.52
race-0.300.740.31-0.910.300.401.35-0.990.321.63
wexp0.151.160.21-0.270.560.761.750.690.491.03
mar0.431.530.38-0.321.170.733.241.120.261.93
paro0.081.090.20-0.300.470.741.590.420.670.57
prio-0.090.920.03-0.14-0.030.870.97-3.03<0.0058.65
intercept4.0557.440.592.905.2018.21181.156.91<0.00537.61
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AIC1388.73
log-likelihood ratio test31.22 on 6 df
-log2(p) of ll-ratio test15.41
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lifelines.fitters import ParametricRegressionFitter\n", "from autograd import numpy as np\n", "from lifelines.datasets import load_rossi\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "\n", "class ExponentialAFTFitter(ParametricRegressionFitter):\n", " \n", " # this class property is necessary, and should always be a non-empty list of strings. \n", " _fitted_parameter_names = ['lambda_']\n", " \n", " def _cumulative_hazard(self, params, t, Xs):\n", " # params is a dictionary that maps unknown parameters to a numpy vector. \n", " # Xs is a dictionary that maps unknown parameters to a numpy 2d array \n", " beta = params['lambda_']\n", " X = Xs['lambda_']\n", " lambda_ = np.exp(np.dot(X, beta))\n", " return t / lambda_\n", " \n", "\n", "rossi = load_rossi()\n", "rossi['intercept'] = 1.0\n", "\n", "# the below variables maps dataframe columns to parameters\n", "regressors = {\n", " 'lambda_': rossi.columns\n", "}\n", "\n", "eaf = ExponentialAFTFitter().fit(rossi, 'week', 'arrest', regressors=regressors)\n", "eaf.print_summary()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ICI = 0.027226192838563718\n", "E50 = 0.02894862605432391\n" ] }, { "data": { "text/plain": [ "(,\n", " 0.027226192838563718,\n", " 0.02894862605432391)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EqouItKQg6BX1aBS4obWD9AmDpxGfwUTextWBysAtEeuqBNzh385U1V9j0xhjjDFhFrQxxhjTGvhORMaJyB/Dw0uLSJaIdAdmAgf42VGdEJeVl4A5/u8JInJqcJMuIp1xoxxVxrU+eT4m73241kGNgTdF5BCfr6qIXAE85tM9raqLYvIGrVnOiBluu1So6lzgEf92uIgMFpH81ggiUlNETheR/1I0oPQ4bjSc+sAUETnC56ksIhcCT1EQdEjV/bgOVOsDM0Xk7OARJL/+jiLyYriswFT/eoeI9AiGRvbDRL+OGyp6E6VvM25o+qdFpIHfZm0RuZ+CfpcGpbnuYJ+uEpFLQ8dgPxEZg2vFEW9koAW4zoqzRaR3nDSJlKTOl6UbcY/m/QGYLCJtgwW+vp4vIrHleR3Yguts99nQecoWkb/jzk+6dbUQP6rVItwjUf/Fddg9xw+RHpV+Mi6wK8B4EblFRPI7BRaRuiJyjoi8RuIhx2PXuwl37QH4s4j8XURq+HXui2v50x7XIusfKe6mMcaYPZAFbYwxxuTibnB64m4Yf/HDG68FNgKv4Toi3gn8XVXHxV1TKfOPA/UGfsT1ETEV2Cgim3BD+O6HG9Gml6pui8m7CHdzvRX3GNR8EVmDG1nnP7hf+N8BbojY9Hhc/zEHA8tEZLmILBGRJaW4e7cCT+D+F/8NWCoi6/xxXwdMAfpRMFpUsF9rgD/ibobbAl/5PBtwLWXm+PWmTFVX4x4XWYYL0k3EHe9VuCDJdKAPhUeffAh3s1wLmABsEZF1wDzgNNwQ8omGbE7XSlxLhkuAX0UkB1iNO64Aj6tqvFYWxRmNeyQoE3ga2Ozrzo9Af2AgBYGVQvxNe/BIzqsisjaoOyJyblSemPxp1/mypKofABfiRgY7BZjlrxOrcfV1LO5RuHCeHFzdBtdP0G/+OObgWmDdTem23AuOezCMdnHnvz+uzu4FPBCUT0TW4+rSeNzoeal6CNeaTnD7udbXz6W445AHXKeqM9JYtzHGmD2MBW2MMWYPp6pTgEOAm3E3MAv9ohq4Pim+AIYCR6rqfZErKdvyLQSOxN3gfRNa9A1wD3CEqn4fJ+/ruEdcngKW4Ibt3Qy8D1wJdPE32bH5VuEerxiHCw7sjeucN5UOehNS1Z2qeg3uV/f/4m7Sq+JuIH/CBcuupeBRmHDe94CjcUG2lT7fElzLhVNwN9bplutrXOurfwCf4YJDWb5ME3CBsGWh9DnACbhAUTB/i0/bUVVHp1uWJMo6FNfx7Hu47zRbccGWC1X12hKsdztwKjAE1z9SHq5T3alAd1W9p5hVXA0MBubjzk1Qd2okuf2063xZUtUXcX3QDAOC7Wfi9nMkLggSm+cxXKDvY9xnLwP4ADdq092lXMRwkEaJ359NULZNqtoTOAv3Wf8Fd42ojLsOvowLCl4XdyXR692pqhfjPrtv466jNYDlvkzHqerwVNZpjDFmzyW/z6ADxhhjjDHGGGOMMSYV1tLGGGOMMcYYY4wxpgKyoI0xxhhjjDHGGGNMBWRBG2OMMcYYY4wxxpgKyII2xhhjjDHGGGOMMRWQBW2MMcYYY4wxxhhjKiAL2hhjjDHGGGOMMcZUQBa0McYYY4wxxhhjjKmALGhjjDHGGGOMMcYYUwFZ0MYYU6GISDMRURHRiGWj/bJB5VC0MiEi0/0+DSjvsvzedsfzWRGJyAB/nKeXd1lKk4gM8vs1elfZbjHXt7jrFZElflmnNMu8219nxLlWRL4Ukc3BcRaRZuVdNmMCItLJ18slEcvsf6IxJlJmeRfAGGPKi7+BaQZMUNUvy7c0xhiTGh+QGACsVdWh5VqY8nc7cK//eyvwm/97Z3EZfTCsE/Clqk4oi8KVNhHZG+gFnAq0AfbF7etPwDvAUFVdmCB/kcBhhPNU9dVSKO4uo6LWhVAgZ6iqri3Pshhjfn8WtDHG7EqWA98Bq0ppfQOAjsASwII2xpiylou7hqVqES4QsTlmfjNgIPAjkCho85Pf7ro0tr2ruN6/3oi7sU0mKBHohDuOY4AKc6NejF8o/D1+I1AFONRPl4nIpao6tpj1rCJ+YGtriUu56+lE+dWFRN9xBvrX0YAFbYzZw1jQxhizy1DV24DbyrscxhiTDlX9GXdDnWq+ziXcbv+S5K/oRKQBsLd/+1SKAZtdVSYwA3gaeFtVfxWRSsAJwDDgKOBZEflWVeckWM+xqrqkzEtrimXfcYwx8VifNsYYY4wxZldWLfhDVTeWZ0F+Rx1VtaOqPquqvwKo6k5V/QA4HViBC+z8pTwLaYwxpuQsaGPMbibcYaWI7CciI0VkqYhsFZHFIvKQiGTHyZvfCZ6IVBWRv4vIHBHZ4OfXjknfTET+LSLf+Y4fN4jI5yLyVxHJSlDGvUTkDhGZ78u1XEReFJFWxexbsZ30icgZIvKqiCwTkW0i8quIfCwi/xCRpj7NAP88f0efbVSo08p4HQRW8Z1czhSRHL/uH0XkGRFpWUy5zxCRd0VknYis9+W5KFGeBOvay69DReSsYtLO9+muj5nfMXSMtvtyLRCRCSJylYik/L9BRPYRkYf9Njf7dX4qIjeJSNUk9+sun3+LiKwQkbEicnCCPEeKyLO+zm/z9e8HEZksIjeISPU4+Q7z522xr39rReQDEblaRCpHpC/UeayInOCP33IR2SkiQ/1nRUXks2L28wKfboWIFGntKiLt/WchqL+rReR/Pp8kWG9jEfmPiPzs9+kHEflX7Gc2FRLTgbGIXOzr7np/ft8RkTPi5C32mMWkryXuuvOViGz00xxfJyKvVzH5M0TkLz7/Jn/cXhOR4xLkaSMiQ0TkfRH5KXS8p4vI5eJaLZTqdmOPS7IkoiNicdepaf7t/lL4Glao02EppiNivx8XichUEVkp7rrwi4i8JCLHJyhXuV5LxHfqinvENZgXPgaDitlWM58/ePTk4ojj2CzVfUiGuGteF3/9mJFqflWNm0dVVwKT/Ntj0i1jOiTUobY4fxKR2f4zvVxExohIk1D6Fn7eMn/t+kZErihmGylfL2LKlSHu//mn4q7/KiJHpVIXRORgEblT3P/28P+Sj31drRZVjmL2q8h3nGBeKNnimDIFx3mhf39tMdt4z6e7L9XyGWPKkaraZJNNu9GE+/KqwOW4X9oU2ABs8X8rsABoFJF3tF8+BPjE/70d9/y0ArVDaXvFrHOTTxu8nwPsE7GNGsDHoXTbcP0sKO6Z/AuCZQnKNyhiWRXgudB61Zd7Y+j9IJ+2D/BrqLzr/PtgmhWz7ka4Pm+C9ewE1ofebwF6xTkft4TS5QFrfH4FHgam+78HpHCOx/g8LyRI08an2QE0DM2/MuYYbYo5RgrslWKdOw5YHcq/PqZufAk0SHA+BwMfRdSHoHwdIvJ2i6lvW2PyKXBoRL5rQ8c/+GzsCL2fBlSPydMstLwPrl+SoH5tx/UlckAozcEJjtVrPs3jEcvujyn/Ol9ngvdjgYyIfC0p+KwHn6PNFHzWb/R/T0/xvA4I8gGPUFD318SU6+aIvMUes1Dagyi4bgXnfFPo/Y9Ai4htDPLLxwDj/N+5FFyvgvrfJ87+rYrZ5pqY4/8mkFma2w0flwTrHR2xLDg+nULzZgE5ofPya8zUJ5R2OnGuM0BNYGqo7HkU/iztBK6NyFfu1xLgJL+vK0NpwsegSN2M2V5Tny4o95aI49g0lX0oZnvNcdegNyn4jCrwa2ltI7Sth/y6v42zPNh2s1Lebn49Bl6k4Loerhs/4B5nO4GCz91aCl9Xbomz/tK4Xkyg4HMabP8PqdQF4LPQNrf4ehsu/yygZkQ5OvnlSyKWjSbmOw7wqN92sN6VMWV61Ke73S//vJj6F5SxyDGyySabKu5U7gWwySabSncKfZlZi7tha+/nZwA9KPhy+3ZE3uALwwb/RaYPUMUv2x+o7P8+FnfjlYsbrWNfP78ScKL/sqLAlIhtPOWXbcbdFAbrPMLny7/xSVC+QRHLHg99CRtEKGCEu6G+GbgyJs90igmYAJWBT326//n9C8rciIKb2U1A85i87UNfkJ7DB0+A2hTcoK8trgwRZepCwc159ThpHvRppobmVffnVnH9IIS/gNYFzgBeCM55kmWpg+sQU3GBumNDdeFcCm4qp0bkDc7nWn/8Lgod26OAzym4CasTk/cHv+x1QkESoBbuy/d/iLkZAc6h4EbwFqC+n1/FH9Pv/fInY/I1o+AL8wbg1WDduMcPgr+DwNPABMdqm0/TLmbZ9aF9vQLI9vOr4T6Hy/3y2yLq57d+2SJ8gAv3ee+OC+YEdWx6iteSARQEjxQXzA3K1Qj4LwU3+e3TPGZVgK98up+A0wDxU2fcDZgC3wBVY7YxKFR/duAeA6nmlzUH3qbgWtM8Yv9eAM6ncFAzC7gwdLyL3DiWZLuUYtDGz+9EnBvAZK91wHi/7HPcYzV7herr33HX+p2E6iwV71oS97gmue24x74kE7AX7toyFNfBrIamPNz/lkFA29Lcrt928H/4pTjLg3J8ivt/vw1YBvw/4MwSbDf8+dgA9MN9zgV3bQ4+WyN8vX4dONDnrQU8QUEgpF7MukvjerEBF+T/P/z/T6ABUCuVuoD7znEZsH9oXlXcdTc411HB+U6kELSJOF/N4pSnMQU/QBwRJ829fvmM0q5vNtlkU9lO5V4Am2yyqXQnCr7cbwEOilh+cuiff+yN1ujQstMTbON9n+aqOMvrUvDlu21o/v4UtHIYECdffouBiOWRX2iA1hQER66MV+6I9U2PV5ZQmsuDLzn4gEJEmhE+zbCY+e/4+e8CEpFvZOh4xy1DRL5KuOFsFbggYrngvtAqcElo/nEUBHsqlVJ9u8Ovcw2hm9/Q8tND+3hKgvrWLyJvfQpaQ/wjNL9BKF+R1lwJjlnw2egSJ01zXPAol1BLNAoHIN4norWLT3edTzO/mLq0OFwfcEG8oDXckXHynujreA6hG2FcoEtxN1yHROT7Q6js01M8twNCeZ+KU8/e9cv/F7Ms2WMWlH87cFjE8tYUtKi6NGbZoNA2/h6Rdy9gvl8+MsV9D47b4ohlaW+XCha0wQ0Xrb682XHy/s2neSM0r6JdS+Ie1yS3HffYp7GuA4E/UbQ1jeI+vy8C/YG9S+O4xSlDj9A2z4iTJlyu9RRtJfUyKQTdIo6lAhdHLL8otPw7Ylqz4QLOC/zy/nHylvR6Efd7QmnUBdwPRbm4/yexLTfjfmYpQdDGp5no0zwSsSwDWBp1HbDJJpsq/mR92hiz+3pZVRfGzlTVacCH/u25cfLOUdW3oxaISHOgHe5XtKej0qhqDvCWf3taaFEv3BeHX4Bn4+R7Ik6ZErkIdwM5X1X/k0b+RC72r4+qam6cNM/71/x9FZG6uAAZwP2qqhH50nqmXFV34r5Qg3ucLFZ7XLP/rbjHNwLr/WtloF46244Q1KGR6jvDDPP16CP/9o9x1vEj7lf52LyrgCdjtgPu5iLP/90oyXJ2wgUNv1HVKVEJVHUR7tG9TJ8+ysOqmhdn2Uu4oOQhItImYnlwrl6MqQ+9cY8N/k9Vv4pTto9wwZ46FO6jIjgu41S1yFDSqjoTF3AsqSJ11e/DYP/2FF/noyQ6ZkH5J6rqNxHb+BbXSgfi15/NRAx3rapbcY8gAvQWid8nUETembhrXDMRafx7bbccBNe3p1Q13nDgwfXtZCno56eiXkvKjYg0EJHvcC3ehuEe4ayGaxkyGBcI3FtVz1fXefDKMirHvriWhgCvqerkOEnH4FpE1VHVWqpaA/eo5Si//Dy/H+lahmthGut/ob8fUtUd4YX+WjHNvz0sJm9pXC9WA88kKHeJqepiXAvI6rhWo7+Xkf71QinaP9tpQBPcDwSv/I5lMsaUAgvaGLP7mp5g2Xv+NerGEgq+GEc5yb/WAJaJ6+i3yIR7pANc8CAQbG9mgpu49+LMT+QE/zopYaoUiesoNuhQ9MkE+xoERsL7ejQukJSHa2lQhKr+gPvlKx1BkKNLxM1yX/86KeZGbIGfqgAfietA9dB0bypFpAoFX6qnJUj6rn+NV9/eixPUgoL6cJjfHqq6OTR/irhOpo+SxB3HBvW2Rbzz6M9lkK5pnPXE/Wyo6gpc6yooOAd0UDl/AAAgAElEQVQAiEgjCgJBsQGqYJunFFO2oExRn6lEn5t0PlNhP/mbkCjv4wJVQvybk0TXk6D8Jak/n6nqpjjLgn2vjfv1uxAROU9cp7k/iesAO7+DT58H3GMHpbrdCiSoe/9IUO9m+TTVKQjQVNRrSXmqDoQ7Tt8K/BPoqaq3q+r7PuBeZkSkBq6/lga4YPhl8dKq6gBVnaKqa0Pz5qvqpbjHawEuF5FD0izO3Dj/51eE/i4SePF+8691YuaX1vViR5xlKRGR08R1mL9IXKfZ4evHkT5ZvOtHWZiE+1GsPu4xrbBL/etLCa5bxpgKyoI2xuy+fk5i2d5xlif6BTBo2ZAJ7JNgCkaPCo/gE2zvlyTKlop9/OtPaeRNpC7upgTczUq8fa3v04RHiwj2dV0xX5DS2d9wy4squJYaQH6gKfg18oWYPDtxwYSfcU34/wXMA1aJyCsicnaKN111Kfg/kmg/lvnXePUtmbpaicJf4C/Hlb0BcA8wG1grIm+KyIVSdGSmoN5WJXG93cunixx5isSfDSg45n1ijmUf3LH6RlW/jlO26sWUrXIoXaCsPlNJ5VfVLbjHWcJliZXomAV5kqk/9eLUz2TqT3hbiEimiIzDtVjrgQuECe5xvN/8FNxwxhsJL+XtVkBB3atN4roXqA4V+lpSnlbirkVBX1x74foE+kHcSFiPiMjpIrJXopWky693ItDWl6WLb62Yjrtwj2sKkHCUwgSWR82MCVxFpsEFgqHgmhcojetFqbRwEpHHcP1XnY/7DGTiHn8Lrh9By9y4I2mWNn9sR/u3l4TKWhd3nYMybmVkjCkbFrQxxkRJ9GtgcN34SlUliWnA71DeshK+Rh6dzP7+zuUb61/DrTpOwwWR1uP6VChEVT8DWuA6W30W16FvXVygZyLwZjEtVuIpkxuReHwrpSOAnrhHAebhWn91wzXJ/8T/6hwIzuXEJOvtoDjbLe6X8nG4X9ibAB1C84NHo4o8BhYq26NJlm10MWWoUJJsXfC71h9cZ889cY84/RnXke5eqrq3qjZU1YYUBMIq8uNNJRXUvZ5J1r0lQcbd5VpSWlR1k6reqaptgYa4PqFewgU1DwFuAKYAq0XkDXFDYR9YGtv2LZVeBU7BPdZ3etTjksnyPzQErWBKpYylrCR1pMStnUSkK64Ps524PnAOwnV8XC90/fgkSF7S7aXoaXxfRiLS0M/ri/vBYp7/wccYs4uxoI0xu69ETXKDZen84hQ0W473+EgiwfaSKVsqgjLtn0beRFZT8AVvvxTzBvuaLSLxWm1AyZpOBwGADqF+N4LgwDjft0YRqrpFVZ9X1YtVtTnuS/lg3Be9rsDVSW4/h4LWCImOTxP/Gq++JVMfgqGm86nqDlWdoKpXqWorXKuBW3BBkzbAwFDyoI6keh5ToqobgDf82wsgvx+ooOPWsRHZSlK2svpMJZXf/7oftIBK53oS5Emm/qyO8xhdsvseLt95/vUeVf23qi4LLcMHG+qTWDrbrWhK9LmogNeSCkFVV6jqGFU9H9c6pD3uUanZuBaZZ+L6i1kkIt+LyOD4a0vMtyoc69e5Eeimql+WdB8qqNK4XpSG4PoxUlXvUtVFEdvaJzbT78H/oPEuruXPRX528GjUqMhMxpgKz4I2xuy+Oiax7Is01hv8SlNXRI5PMW+wvfYJms4nKnc8H/vXrinmC24SIsuiruPhz9Jc92zcjUsG7gt7ESJyACUIIqjrdHGO38b5/gb6HL84qkVHvPUsVtXbcb8KQ5LnQFW3U/Br7MkJkp7iX+PVt2Tq6jd+e4nK86uqPkRB57Dh9Qb19gjfUWdZCo79ub4zyPODMoRbKkSUrZOIVItYnkhwTDskSJPOZypsfxFpFmdZe9yjawqkc6MYlL8k9adtgsBosO9rcY8TBoIbu9lx8rWj+F/z09luaUt4DUtCUPdSvb5FqgDXknSV9DjGpao7VfUDVf2HqrbBBfQuxXUGuxbXWumSROuIR0QycB0K98I9znR2abSkEJEsCvoYKsv6m6rSuF4UJ5m6kPD6ISL741rflKYgKJRMHQ06JL5ERI7E9bG3g4gBIIwxuwYL2hiz++oT1fRaRDrgbkggjREEVHU+BUGSByJGKAhvq5qIVA3NGof7QrQvrkl9bPo6JP/LbNhzuC80h4rIVSnkC0ZAqZ0gzWj/OsB/+YnLlx/IHwkr6BDx1jhBqr8lWc5EggDBBbiOB2sCv4a2HS5fldh5Mbb416oJUxUWjNQxwHe2G7vN03HDVUPBiFexmolIkVGw/HP4V/q3r4TmVy6mv4yo/XgH1+lzJQo62YwUPo9pmoS7GauHG6Y40aNR4PZtE67Fyp0pli04Lr1EpEVE+pNIHNBJ1m0R6xYK6vA7vs6nKqg/XUXk6IhttKagj6Z49ScLuD4ib1XgxmA7Mb+EBx10Hx6RLxO4t/iip7Xd0hZcw7LTzD/av3YRkTMSJQzXvQp8LUlXMv8LSoUPLo9S1T/iWuF0wPUJlBL/+fsP7tGX7UAvdaNDJps3kTtwLYKUUu7gv4RK43pRnGTqQtzrh3cfpR8ATKWOjse1FG4JPO7nvamqv8XPYoypyCxoY8zuazvwlr9pQ0QyRKQ7BV96pqrqB2mu+8/ANtyXzXdEpL3/xQ8RqSQih4vInbg+DvK/fKvqjxR0gjdCRPoHQR8RORyYTBrPqvsWJ8HQ0I+LyCARaRAsF5ED/LzYgNC3/rWXiMS76XkaF6TaC3hXRK4QkVqhdTcUkX4i8h5Fb+AG4b70dgZGi8g+Pk+2iNyHC0jEG2Y3WWP9NtpScGP9cpx+RLqJyEd+H/IfJROR6iJyBdDPz4ocEjuOYbjOJKsBk0WkrV9nJRHpDbzo0/1PVYsEkrx1wFP+OGb6/Ef4cuyNG21keCh9a+AbEblBRA4ObkB8MKc3BTfM+fvhW01diztWF4gbMSh/tCOft62IPEAJf1lW1W0UjCh2ty/vDuLcRKjqagrO3d9E5CkRyR+Fxgc//yAiTwAfxmR/CZiLuzmeJCLtfZ4METnTl2M9JbMeuFJE7gs+J76vhDG4uq24jkvT8RKutRjABBE5NXQ+O+NuGCvjPqvPR6+CdcA9InJ90FLJB6wn4m5atgJDYvJM9a93iEgP/zgUInIo8DrucbbiRlhJZ7ulbQGuw9NsX/dTom446HG4G8zxInKLiIQ7bK4rIueIyGsUDixU1GtJuoL/Be2jgp9lxT/iOVNVH0gj+yO40aF2AH/U+EN7R3lZRP7pr3n5ATgROUREngL+6meNUdW5aZStrJTG9aI4ydSF4PpxlYhcGhxDEdlPRMbgAvVr4uRNV1Cu/lJMX1H+f1Aw3HrwI511QGzMrkxVbbLJpt1oApbgbqIux93sKrAB1+Gm+mkB0Cgi72i/fFAS2+mKa00QrHMrbuSV7aF5Cuwfk68GLggSzhesZyPuy466y1Py5cPdtL4Us+01fp0alQ84FBd8UtyNz8/++L0fk64BbmjjYD07cb9ibYzZ3sCIct0SWp6H67thh3//MG5odgUGlOCcz4wpx/Fx0p0Tk24zBX1JBPPeBDJT3P5xfj3BOtbjfmkP3n8FNEhwPgeH6sRW3M1wkHcT0CEm31Ex+7GVgv6HgnmzgFoR27wkdM6DY7A6dE6K1D2gWbw6meCYdI4p41tJ5PlHzLnY6I9reL8WR+RrRcFnPfbzvgAXxFJgeorndUCQD3eDqP44xdaZmyPyJn3McI8RLIk555tC738EDo7IN8gvH4MLPCju+rMmlHcHcH5E3rrAwlC67aF6t8Pve1CmTqW43bjHJbTe0RHLIsvil40JbXetT7sEODeUZjpxrjO4FkPjQ+vI8/uyPjRPgVEV+FqSdH2Ls93KofqQh/s8BcexSZLraEbhY5LK9GuK5d0vpu7+mmiKyD89lH8H0f/PXsF1rpvqsYxbj0Npgm00S3UdlPx6EbdcydYF/FD3Mccw/Pm/gzifOaCTn78kYtuj/bJBEcsuCa1/i9/PJcBDcfajdSj9clL8LNpkk00Va7KWNsbsvhbiWl88g7sZqYT7B/8w0FZV4w21mRRVfQs4GPcYwRe4G+HauC/ZH+J+YT5GXeuacL6NuC8tdwLf+9lbcQGX4yjoYyHV8mxT1T64YS1fx3WwmYW7gf0YN/TqUzF55uNGW5qMO0YNcZ0ZN4lJtwLXN0M/3C95K3GPIQHMxz0n/kciflVX1QdxAa5puC/Fmbh+cvqr6k3p7GuE8GM3i1T1kzjp3sV1TDgG+Bp3o1UT94V9KtAf6K6qO1LZuKp+igscPII7p5VxX2I/wwWtjvfHMJ5tuDpxN+6LaBXcMX4RaKOqM2LSz8M1gR+BH+obqIU7h+/jRvVop6pFWpio6ijcSC5Dcb9c7vR5V+O+ZA/0y0tqGoWHsy22jyFVvRc4EvfIwwJca9gsv54pwK3AHyLyzcUFskb6tJVxN2uPAMfiboJLRFX/grtp+BxXhzfi9rGrun6ESrLuhbj9vpuCfk3wf98DHKGq30flDVaB6xj0RlzdqIK7gXoDOElVXyySwT3KdQLwBAVDBG8BJgAdNbkRulLebhm5Ghf4nI8LXu/vpxqJMgXUjXrUEze08zjcqFnVKbh5fRl37q8LZauo15K0qGuJ1xnXOuFn3KOKwXHMLO3tlYLw9/fKJB6uPapD3PuAf+OC2ytw15kMXCvDsbjhws9T12KjQimF60Vx6y+2Lqjrg+lU3P/8H3DBnR24ut9dVe9Jd/sJyjUKN+rdp35bTX2ZIjtMV9cCOTgOz6X6WTTGVCyiquVdBmNMKRKRJbh/5Cer6vTyLY0xZlclIgNwo428p6qdyrc0xhhjkiUiTXE/1GUALf2PVMaYXZS1tDHGGGOMMcaY3ceVuPu8mRawMWbXZ0EbY4wxxhhjjNkN+JG1goERhpZnWYwxpaMiPqdrjDHGGGOMMSZJIvI+cCCufz4BZuA6GTfG7OKspY0xxhhjjDHG7NqaAI1wnUs/DfRS67zUmN2CdURsjDHGGGOMMcYYUwFZSxtjjDHGGGOMMcaYCsiCNsYYY4wxxhhjjDEVkAVtjDHGGGOMMcYYYyogC9oYY4wxxhhjjDHGVEAWtDHGGGOMMcYYY4ypgDLLuwAmNSKSC1QCtpR3WYwxxhhjjDHG7BaqATtVtXJ5F8QUZkN+72JEJA+QatWqlXdRjDHGGGOMMcbsBrZs2QKgqmpP41Qw1tJm17OlWrVq1Tdv3lze5TDGGGOMMcYYsxuoXr06W3zkxlQsFkUzxhhjjDHGGGOMqYAsaGOMMcYYY4wxxhhTAVnQxhhjjDHGGGOMMaYCsqCNMcYYY4wxxhhjTAVkQRtjjDHGGGOMMcaYCsiCNsYYY4wxxhhjjDEVkAVtjDHGGGOMMcYYYyqgzPIugCk7eXl55OTksGHDBrZt24aqlneRjDFmtyAiVK1alZo1a1K3bl0yMuw3EGOMMcYYU/osaLObysvLY+nSpWzevLm8i2KMMbsdVWXr1q1s3bqVTZs20bRpUwvcGGOMMcaYUmdBm91UTk4OmzdvJjMzk4YNG5KVlWU3FMYYU0ry8vLYtGkTv/76K5s3byYnJ4f69euXd7GMMcYYY8xuxu7id1MbNmwAoGHDhtSsWdMCNsYYU4oyMjKoWbMmDRs2BAquucYYY4wxxpQmu5PfTW3btg2ArKysci6JMcbsvoJrbHDNNcYYY4wxpjRZ0GY3FXQ6bC1sjDGm7IgIgHX0bowxxhhjyoTd0RtjjDFpCoI2xhhjjDHGlAUL2hhjjDHGGGOMMcZUQBa0McYYY4wxxhhjjKmALGhjzG6qU6dO5froxujRoxERRo8eXW5lCCxZsgQRYcCAAYXmDxgwABFhyZIlxaataMr7/BpjjDHGGGPKngVtjNlFRQUczO7Dzq8xxhhjjDHGgjbGmD3W4MGDmTdvHvvuu295FyVlzz77LPPmzSvvYhhjjDHGGGPKUGZ5F8AYY8pLo0aNaNSoUXkXIy377bdfeRfBGGOMMcYYU8aspY3Z7b322mt07tyZRo0aUbVqVRo3bkzHjh0ZPnx4oXRBHyG5ubncfffdNG/enL322otDDjmEp556Kj/diBEjOPzww6lWrRpNmjRh4MCB5OXlRW775ZdfpkOHDmRnZ1OtWjUOP/xwBg8ezLZt2yLTf/755/Tu3ZsGDRpQtWpV9t9/f6655hqWL19eKJ2IMGbMGAAOOOAARAQRoVmzZkXWuWPHDu677z5atGhB1apVadq0KX/961/Zvn17ZBnmz5/PgAEDaNq0KVWqVGGfffahb9++fPfdd5HpFy5cyHnnnUedOnXIysripJNO4s0334xMW5ydO3cyYsQI2rVrl3/MDjroIC6//HIWLFiQn+6XX37h7rvvpl27djRs2JAqVarQuHFj+vbty9y5c5PeXnGPIM2fP59zzjmHunXrkpWVRfv27Xn77beLpAv33zN58mQ6depEdnZ2oT5nJkyYwIUXXsjBBx9MVlYWWVlZHHPMMTz22GNF6k8y5zdenzZ5eXmMGDGCY489lho1apCVlcWxxx7LE088EVlPRYROnTqxatUqrrzyyvzPSevWrRk1alQyh7GQZcuW8ec//5kWLVpQrVo16taty3HHHcc999wTud0oxfU19P3339OnTx8aNGhARkYG06dP59BDD6VKlSqsWrUqcp33338/IsKwYcOKlPfaa6/lwAMPpGrVqtSrV4+zzz6bWbNmpbzvxhhjjDFhO3bsYOPGjeVdDLOLs5Y2Zrf2n//8h6uuuoqGDRvSvXt36tevz4oVK5gzZw6jRo3immuuKZLn/PPP55NPPqFbt25UrlyZV199lSuvvJLKlSszZ84cxowZw1lnnUXnzp157bXXuPvuu6levTp//etfC63n9ttvZ/DgwdSvX5++fftSo0YN3nrrLW6//XamTJnC22+/TZUqVfLTv/HGG/Tu3RtV5dxzz2X//ffn888/54knnmDixIm8//77HHDAAQAMHDiQCRMm8NVXX3H99ddTu3ZtgPzXsL59+zJz5ky6du1KrVq1mDRpEg888AArVqwoclM+efJkevXqRW5uLt27d+eggw5i2bJljBs3jjfffJNp06bRpk2b/PQLFizgxBNPZPXq1XTt2pWjjjqKhQsXcs4559C1a9eUztX27ds566yzmDp1Kk2bNqVv377UqlWLJUuWMH78eNq3b0+LFi0AmDFjBkOGDOHkk0+md+/e1KhRgwULFvDqq6/y2muv8cEHH3DkkUemtP1Yixcv5sQTT+Twww/nqquuYvny5bz00kt07dqVF154gT59+hTJ8+qrrzJ58mS6du3K1VdfzY8//pi/7G9/+xsZGRkcf/zx7Lvvvqxbt453332X66+/nlmzZvHcc8/lp03l/Ma66KKLeOGFF2jatCmXX345IsL48eO55ppreP/993n++eeL5Fm7di3t2rWjSpUqnHvuuWzbto1XXnmFSy+9lIyMDC6++OKkjtlnn31Gly5dyMnJoUOHDvTq1YvNmzczd+5cBg0axB133JHUehJZtGgRxx9/PAcffDD9+vVjy5Yt1KpVi4svvpjbb7+dsWPHct111xXJN2bMGKpUqULfvn3z533xxRecfvrp5OTk0KVLF3r16sWqVauYMGEC7du3Z/z48XTr1q3EZTbGGGPMnmfKlCnceOONdOjQgSeeeKK8i2N2Zapq0y40AZuqVaumxZk7d67OnTu32HS7uzZt2miVKlX0t99+K7Js5cqVhd537NhRAW3btq2uWbMmf/6iRYu0cuXKWrt2bW3WrJkuW7Ysf9maNWu0Xr16Wr9+fc3Nzc2f/+GHHyqgTZs21eXLl+fPz83N1bPOOksB/ec//5k/f8OGDVq3bl3NyMjQGTNmFCrXkCFDFNDTTjut0PyLL75YAV28eHHkvgf706ZNG129enX+/I0bN2rz5s01IyOjUNlycnK0du3aWq9ePf32228Lrevrr7/WrKwsPfroowvNP+200xTQoUOHFpo/YcIEBRTQUaNGRZYv1m233aaAdu/eXbdu3Vpo2datW3XFihX573/77Tddv359kXV8+eWXmpWVpWeccUah+YsXL1ZAL7744kLzo45hkBbQm2++uVD6WbNmaWZmptauXVvXrVuXP3/UqFEKqIjoW2+9Fbl/CxcuLDJv586d2r9/fwX0448/LrZsYcH5DXvhhRcU0KOPPlo3bNiQP3/jxo16zDHHKKDPP/98oTzBvl522WW6Y8eO/PnffvutVqpUSVu2bBm5/Vjbtm3TZs2aRW5DVXXp0qVFttuxY8fIdRV3Xm677bbI9WdkZOgxxxxTZNmnn36qgPbq1St/Xm5urjZv3lyrVq2q06dPL5T+559/1saNG2vDhg2L1MUodr01xhhjTGDevHnarVu3/O8tGRkZOmfOnPIuVrGqVaumwCatAPe8NhWerKXNHmreoS3LuwhJazm/ZJ2tZmZmUrly5SLz69evH5l+yJAhhVo0HHjggbRv355p06bx8MMPF+q0tnbt2nTv3p3Ro0fz888/s//++wPwzDPPAPCPf/yDhg0bFirLww8/zKRJkxg5ciS33347ABMnTiQnJ4cLLriAP/zhD4XKc9NNNzFixAimTp3KTz/9lHJfJvfffz9169bNf5+VlUW/fv24++67+eyzzzjrrLMA17Ht2rVrGTZsGK1atSq0jsMOO4wrrriCoUOHMnfuXFq1asWyZcuYOnUqBxxwANdee22h9D169KBjx4689957fLehCv+b+1vCMubl5fGfNz8iu1V7Lrz1fmYuWhudcGV4PZv9FFK5IW3PvoQPZ89m8tc/k1nJXeJWrNhAtebHsapqo/yynNpqn4Rlys7O5s477yw0r23btvTr148xY8Ywfvz4Ii1QevTowRlnnBG5vubNmxeZl5GRwfXXX8+zzz7LlClTOP744xOWqThBvRsyZAg1atTIn5+VlcX999/PqaeeysiRIwu1NgGoXr06//rXv6hUqVL+vFatWtGuXTtmzJjBxo0bC60vyuuvv86SJUs4++yzi6wfoEmTJiXZtXz77LMPAwcOjFx/586dmTp1Kt9++y2tW7fOXxY8ahY+X2+++SaLFi3i5ptvpmPHjoXW1bhxY2699VZuuOEG3nnnHWttY4wxxphi5eTkcNdddzF8+HB27NiRPz8rK4v58+dz+OGHl2PpzK7MgjZmt9avXz9uuukmWrVqxfnnn0/Hjh1p164de++9d9w8bdu2LTKvcePGABxzzDFFlgVBnGXLluUHbb744gsATjnllCLpDz74YJo0acLixYtZt24d2dnZCdNnZmbSoUMHlixZwuzZs1MO2kTtT9OmTQFYs2ZN/ryPPvoIgK+++opBgwYVyfP9998DMG/ePFq1asXs2bMBaN++faGb/UCnTp147733kirjsmXL2LxpMwcfcnChAFMin332GW+99RYLFy5k/fr17Ny5s9Dy9evXU7dOcuuK0qZNG2rWrFlkfqdOnRgzZgyzZ88uErQ57rjj4q5v9erVPPjgg0yaNIkffviBTZs2FVr+888/p13WwBdffEFGRkZkXzEdO3akUqVK+ectrEWLFtSqVavI/HA9KS5o8/HHHwOk/Fhcqo488kiqVq0auWzAgAFMnTqVMWPG8MADDwDusbuxY8fSoEGDQsGXoL7/+OOPkfU96ENp3rx5FrQxxhhjTFy5ubmMGDGCgQMHFvpuLSJcdtll3HPPPYV+xDUmVRa0Mbu1G2+8kfr16zN8+HAee+wxhg4diojQsWNHHnzwwciARnZ2dpF5mZmZxS7Lzc3Nn7du3TqAuCMTNWrUiJ9++om1a9eSnZ2dVHpwfY+kKqoflKDM4UDH6tWrAQp1uhwl6EwtKPM++0S3WEnln1MQwKhXr15S6V97/TVGPjWSGjVqcNRRR7H33ntTtWpVRODjjz9h8eLF7MjdUfyKEihuv4L9j1oWa+3atRx77LEsXryY4447jv79+1O3bl0yMzNZu3Ytjz76aNzOqVOxbt066tatW6ivpEBmZmZ+n06x4vWVE1VP4gnqZlkPn56oXvXs2ZNatWrx3//+l8GDB1OpUiXeeOMNcnJyuOGGG/L3Bwrq+yuvvJJwe9Z5oDHGGGPimTx5MjfeeCPz5hV+MqBjx44MHTqUo446qpxKZnYnFrTZQ5X0kaNdSf/+/enfvz9r167lww8/ZPz48TzzzDN06dKF+fPnJ2x1k64guPPrr79GPhYTjAYVpAunjxKbviwE6/7qq6844ogjkk7/22/Rjz7F25coWVlZQMGNdCI783YyduxY6tSpwyNDHynSmmb+/OhRrlJV3H5FnYuo0ZwARo4cyeLFixk4cGCRVh0fffQRjz76aMkK62VnZ5OTk0Nubm6RRwJ37NjBqlWrIlvUlIYg8JNsiyERKdR0OCxRcDLeMQaoVq0af/zjHxk5ciRTp07ljDPOiHw0CgrO38SJEzn77LOTKrMxxhhjTNi4ceMKBWwOPPBAHnroIc4555yE31mMSYUN+W32GLVr16Zbt2489dRTDBgwgJycHGbMmFEm2zr66KMBmD59epFlCxcuZNmyZRxwwAH5N7qJ0u/YsYOZM2cCFBq5KXgkKZlWEMk44YQTAPK3VZygzO+//35kGaL2JZ4mTZqQVSOLJUuWkJOTkzDt+vXr2bRxE4e2PLRIwGbr1i0sWrQo6e0m8sUXX7Bhw4Yi84P9CvY/GQsXLgSgd+/eRZbFe4QsnfN79NFHk5eXF1mvZ8yYwc6dOwvVodIU1J+33norqfR16tRh6dKlRebv3LmTL7/8Mu1yDBgwAHD92KxcuZK33nqLI444osgvXanWd2OMMcaYWPfeey81a9akZs2aPPDAA8ydO5eePXtawMaUKgvamN3atGnTglG3CgkeEalevXqZbPfSSy8F3IV85cqV+fN37tzJzTffTPw13TMAACAASURBVF5eHpdddln+/HPOOYe6desyduzY/L5BAkOHDmXx4sWceuqphfqzCR4l+umnn0qlzJdccgm1a9fmrrvu4tNPPy2yPC8vr1AgpkmTJpx22mksXryYYcOGFUo7ceLEpPuzAdchb7du3di+bTvDhw8nd0duoeU7duxg3Xr3OFLt7GyqVq3KooUL2bp1S0GanTv4z1NPsX79+qS3m8i6deu4++67C8377LPPeP7558nOzqZnz55Jr6tZs2ZA0UDW7NmzGTx4cGSedM5vUO9uu+02Nm8u6KR58+bN/O1vfwMoVO9KU/fu3WnWrBmvvfYaY8eOLbJ82bJlhd4fd9xx/PTTT7z99tuF5t97772FhkpPVbt27WjRogUTJ05kxIgR5Obm5gdywnr06EHz5s15/PHHmTRpUuS6Pvroo0LH0RhjjDF7ptzcXIYNG1boez1AgwYNeOWVV1iwYAG33HJL3H73jCkJezzK7NZ69uxJjRo1OOGEE2jWrBmqysyZM5k1axbHHHMMp556apls96STTuLWW2/lgQce4LDDDuPcc88lKyuLt956i2+++Yb27dtzyy235KevUaMGzzzzDOeddx4dO3bkvPPOY7/99uPzzz/n7bffpmHDhjz55JOFttG5c2cefPBBrrjiCnr37k3NmjWpXbt2kZGcklWvXj1effVVevbsyQknnEDnzp1p3bo1IsLSpUv56KOPWL16NVu3bs3P8/jjj3PiiSdyww038Pbbb3PkkUeycOFCxo8fT/fu3Xn99deT3v4F51/A9999z6effsrVV13NscceS7Xq1Vi1chWzZ8/mkksuoXPnzohk0L17d1599VWuve46jj/+eHbs2MHXc75mw8YNHH7E4Xw95+u0jkFYhw4dGDlyJJ988gnt2rVj+fLlvPTSS+Tl5fHkk0+m9JhR//79efDBB7nhhhuYNm0aLVq0YMGCBbzxxhv06tWLl156qUiedM5v3759mThxIi+//DKtW7fOb5o7YcIEFi9eTJ8+fejXr19ax6M4VapU4ZVXXuH000+nb9++PPnkk5xwwgls3bqVefPm8c477xR6HOrmm29mypQp9OjRgz59+lC3bl0+/PBDFi9eTKdOnVJqqRWrf//+3HHHHdxzzz1kZmZG7nPlypUZN24cXbp04cwzz+Skk07iqKOOonr16ixdupRZs2bxww8/sHz58jIL7hpjjDGm4ps0aRI33ngj3333HXPnzmX48OGFlnfp0qWcSmb2FNbSxuzWhgwZwrHHHssXX3zB8OHDGTVqFLm5udx///1MmzYtcijw0nL//fczduxYWrRowbPPPstjjz1GXl4e9957L1OnTi3SWWyPHj344IMP6NatG1OmTOGhhx5i3rx5XH311Xz++ecceOCBhdJ36dKFhx9+mMqVKzN06FDuuOMOHnrooRKVuXPnzsyZM4drrrmGJUuWMGLECJ5++mm++eYbTjnlFF588cVC6Vu0aMHHH39M7969+eCDD3j00UdZunQpEyZMoFevXiltOzMzk0F3DeKqq66kdu3avPvuO7zx+ht8v+B7TjjxhELDkPe7sB+XXnYpVapUYfLkyXz04Ucc1OIgHn744VLro+iAAw7gww8/pE6dOowYMYKXX36ZNm3aMGnSJPr06ZPSuho3bszMmTM588wzef/99xk2bBg//vgjw4cPZ8iQIZF50j2/Y8eO5fHHH6devXo8+eSTjBgxgjp16jBs2DBeeOGFlMqdqrZt2/Lll1/yf//3f/z444/861//4rnnnmPt2rVFWi117tyZCRMm0Lp1a1588UXGjBlDs2bN+PTTT/NHYUtX//79ycjIIDc3lzPOOIMGDRpEpjviiCP46quv+Otf/8q6desYNWoUTzzxBJ9//jlHH300zz33HPXr1y9RWYwxxhiza5o7dy5du3blzDPP5LvvXJ+JTz75JN988005l8zsaSTq0RFTcYnIpmrVqlUvrsl+0CFWy5Ytf49iGRPX/+ZGd+hb3k5tFT06lDGpsuutMcYYs/tYvXo1gwYN4oknnijUt2CtWrW44447uO6663bLx6CqV6/Oli1bNqtqVnmXxRRmj0cZY4wxxhhjjNmj5ebmMnz4cO666y7WrFmTPz8jI4PLL7+ce+65J27rXWPKkgVtjDHGGGOMMcbssd555x3+9Kc/5T8GFTj55JN55JFHOPLII8upZMZYnzbGGGOMMcYYY/ZgK1euLBSwad68ORMmTOCdd96xgI0pdxa0McYYY4wxxhizx+rTpw8nnXQStWrV4sEHH+Tbb7+lR48eiEh5F80YezzKGGOMMcYYY8zub/v27QwfPpzDDz+czp07588XEUaPHk12drb1W2MqHAvahMw7tGUT4G7gDKAesByYANzVcv68NYnyRqyrDXAz0AHYG1gLzAeebjl/3rOlWW5jjDHGGGOMMdFUlTfffJObbrqJ77//nlatWvHVV1+RmVlwO9yiRYtyLKEx8dnjUd68Q1s2Bz4HLgE+BR4BfgCuBz6ad2jLeims61pgFnA68A7wMDAeqAR0K92SG2OMKS+qWt5FMMYYY0wC3377LV26dKF79+58//33AMydO5dnn7Xf0c2uwVraFBgONAD+3HL+vH8HM+cd2vJfwF+AfwJXF7eSeYe2PB14DJgKnNty/rwNMcsrl2ah4xERVJW8vDwyMiw2Z4wxZSEI2tgz78YYY0zFsmrVKgYOHMiIESPIy8vLn5+dnc2dd97JhRdeWI6lMyZ5djdPfiub04ElwOMxiwcCm4CL5h3aMiuJ1T0IbAH6xgZsAFrOn5dbstImp2rVqvx/9u47PKo6beP4dxISkkAgDXRVNCrIHMSCshbsCogOawEFlCIIAgqrARQHUVhWxFAkAUXEgqBSVxdFI4gF9VXsi4pyBlEYEFEhhZZKkvP+MZOYIQFCmHBS7s91cQ3ze86cc8ddkTz5FYDs7Oxj8TgRkXqp5M/Ykj9zRURExF4FBQWkpKTQsmVLnn766dKGTUhICHfffTcbN25k5MiRhIeH25xUpHI008bnKv/rKsNjFpctGB5zr+k0PsXX1LkI33KnCplOoy1wNr59cDJNp3EVcD5gAd8Cqw+8f3WJjo4mLy+PP/74A4BGjRrhcDj002ARkaNkWRaWZZGdnV36Z2x0dLTNqUREROSrr76id+/ebNy4MWC8Y8eOpKSk0LZtW5uSiVSdmjY+rf2vPx2kvhFf0+YMDtG0Af7uf90BfIhvE+Ky1plOo5vhMX8+XCCHw/HNQUoRh/ssQFxcHNnZ2eTk5LBt27bKfESkWvy6rWbO9jIdmXZHkDoiKiqKuLg4u2OIiIjUe82bN+fXX38tfd+qVSumT5+Oy+XSD6+l1tLyKJ+m/tfdB6mXjMcc5j4l58MNBBIBl//eZwCvAGcBaabTqPa5eCEhIbRo0YJmzZoRERGhP6RERILI4XAQERFBs2bNaNGihfYOExERqQFOOeUU7r//fmJiYpg+fTo//PADXbt21fdCUqtppk1wlfytPRToZXjMz/zv95hOox/gBNoD3YFFh7qRZVnnVzTucDiygahKhQkJISEhgYSEhMpcLlItfrP+tDtChQzjOLsjiIiIiEgVFBQU8NRTT5Gbm8vYsWMDam63m/vuu0/fA0mdoR8N+pTMpGl6kHrJ+K7D3Kek/keZhg0Ahse0gDf8by844oQiIiIiIiL1mGVZvPHGG5x55pmMGjWKf//73/zyyy8B1zRq1EgNG6lT1LTx2eB/PeMg9Vb+14PteXPgfQ7W3Mnyv0ZWMpeIiIiIiEi99/3339OpUyduuukmfv7Zt0VoQUEBqampNicTqV5q2vis9r92Np1GwD8T02lEA5cAOcDnh7nP5/iOB088yPHgJduVbz6KrCIiIiIiIvXCjh07GDp0KO3ateP99/86EyYmJoaUlBSeeOIJG9OJVD81bQDDY/4CrMK3efCwA8oTgEbAy4bHLD0Gx3QaTtNpOA+4Tw7wAr4TniaaTsNR5vqzgP5AIfBq8L8KERERERGRuiE/P59p06bRqlUr5syZQ3FxMQChoaEMGzaMn3/+maSkJMLDq/2MFxFbaSPiv9wDrAFmmk7jGsAELgSuwrcsauwB15v+1wO3In8E31HfScDFptP4FDgO6IavmZPkbxKJiIiIiIjIAbxeLx07diy3X03nzp2ZPn06Z555pk3JRI49zbTx8zdS2gPz8DVrRgGnAzOAiwyPmVHJ++wBLgMmAXHAcKAr8AlwreExZwQ9vIiIiIiISB3RokULGjduXPq+devWpKWlsXLlSjVspN5xWJZldwY5Ag6HIzsyMjIqJyfH7igilfLe+pp55HfHNjryW0RERKQmsCwLhyNwAcPq1avp3r0748eP55577iEsLMymdPVDVFQUubm5OZZlVbQ3q9hIy6NERERERETkmMvPz2fmzJmsWrWKd955h5CQvxaCXHXVVWzZsoXo6GgbE4rYT8ujRERERERE5JixLItly5bRpk0bRo8ezXvvvceCBQvKXaeGjYiaNiIiIiIiInKMfPfdd1xzzTV069aNTZs2lY6/9NJLNqYSqbnUtBEREREREZFq9eeffzJ48GDatWvH6tWrS8djY2OZOXMmb7/9to3pRGou7WkjIiIiIiIi1SI/P58ZM2YwceJE9u7dWzoeGhrKsGHDGD9+PHFxcTYmFKnZ1LQRERERERGRoMvPz+ecc85hw4YNAePXXXcdTzzxBIZh2JRMpPbQ8igREREREREJuoYNG3LttdeWvjcMgxUrVvD222+rYSNSSWraiIiIiIiIyFErKCgoNzZ+/HhatmzJk08+yXfffUeXLl1sSCZSe6lpIyIiIiIiIlWWl5fH5MmTSUxMZPv27QG1uLg4PB4Pw4cPJywszKaEIrWXmjYiIiIiIiJyxCzL4rXXXqNNmza43W5+//13xo4dW+660NBQG9KJ1A1q2oiIiIiIiMgRWbt2LVdeeSW33HILmzdvLh3/+uuvyc3NtTGZSN2ipo2IiIiIiIhUyh9//MHAgQM5//zz+fjjj0vH4+LieOqpp1i7di2RkZE2JhSpW3Tkt4iIiIiIiBxSXl4eKSkpTJo0iX379pWON2jQgOHDhzNu3DhiY2NtTChSN6lpIyIiIiIiIod0ww038O677waMde3alWnTptG6dWubUonUfVoeJSIiIiIiIoc0fPjw0t+feeaZvPPOO7z55ptq2IhUM820ERERERERkVI7d+4kISEBh8NROvaPf/yDnj17csUVV3DXXXfRoIG+lRQ5FjTTRkRERERERMjNzeWxxx7j1FNPZfny5QE1h8PB4sWLufvuu9WwETmG1LQRERERERGpxyzLYunSpRiGwcMPP0x2djajRo0iPz/f7mgi9Z6aNiIiIiIiIvXU119/zWWXXUbPnj3ZsmVL6XhkZCTbt2+3MZmIgJo2IiIiIiIi9c727dvp378/f//73/n0009LxxMSEpg9ezZr167l1FNPtTGhiICaNiIiIiIiIvVGbm4uEydO5IwzzmD+/Pml42FhYYwaNYqNGzcydOhQ7VsTBJZlkfvtt+x4YjqWZdkdR2op/ZsoIiIiIiJST4wdO5aUlJSAsRtvvJGpU6fSqlUrm1LVLUV79rB7+ZvsWrqU/J9+AqDxFZcT1b69zcmkNlLTRkREREREpJ64//77efbZZ8nOzqZt27akpqZyzTXX2B2r1rMsi9y1a9m19D/sWbkSKy8voJ61dKmaNlIlatqIiIiIiIjUQb/99htRUVHExsaWjp1wwgkkJycTFhbGwIEDtQzqKBXt2sXu5cvJWrqUgp9/KVd3RETQ5Prrie3Zw4Z0Uhfo31AREREREZE6JDc3l2nTppGcnMygQYOYMWNGQH348OE2JasbLMsi93//I2vJEvaufAeroKDcNQ2dTmJ79qBJ166ERkfbkFLqCoc2RKpdHA5HdmRkZFROTo7dUUQq5b31f9odoUId2xxndwQRERGRoLIsiyVLljB69Gh+/fVXAEJDQ1m3bh2GYdicrvYr2r2b3W8sJ2vpkopn1URF0dR1PTE9ehDRti0Oh8OGlFUTFRVFbm5ujmVZjezOIoE000ZERERERKSW++qrr0hKSmLNmjUB423atEE/8K26khOgdi1Zyp4VK7Dy88tdE9GmDTE9e9LE5SK0sXoeElxq2oiIiIiIiNRSv/32G2PGjOHll18OGG/WrBkTJ05k4MCBhIaG2pSu9irau5fdb77JrsVLSk+AKss3q8ZFTM+eRLY904aEUl+oaSMiIiIiIlLL5OTkMG3aNCZPnhwwkyYsLIykpCTGjh1L06ZNbUxYO+X++CO7Fi9hd1oaVgUzlBoaxl971TRubENCqW/UtBEREREREallli9fzvjx4wPGbr75ZqZMmULLli1tSlU7FefmsuftFWQtXkzeunXl6o7ISJpcfx2xPXsScdZZtWqvGqn91LQRERERERGpZXr06EFKSgpffvkl55xzDikpKVx11VV2x6pV8n/+mawlS9n9+usU791brt6wVStievak6Y036AQosY2aNiIiIiIiIjXYtm3byMzM5Oyzzy4dCwkJYebMmXz//ffceeed2remkqyCAva+/z5ZCxeR89VX5eqOsDCiu3Qh9rZeRLZrp1k1RyjRneYC7gPaAPHA78A3wHRvsuuzCq7vADwMXAREAhuBucCT3mRX0bHKXZPpyO9aRkd+S22jI79FREREqiYnJ4epU6cyefJkWrVqxf/+9z81Z6po/++/k7V0Kbv+8ypF6enl6mEnn0xsz5407XYzDWJjbUhor2Ac+Z3oTpsMjAYygNeBdKAlcAO+CSP9vMmuV8pcfyPwGpAHLAEygX8ArYFXvcmuW6uapS5R06aWUdNGahs1bURERESOTHFxMYsWLcLtdrNt27bS8Tlz5jB48GAbk9UuVnEx2Z+uIWvxYvatXg3FxYEXhIYSffVVxPTqRaOLL8YREmJP0BrgaJs2ie6044HfgJ3A2d5k144ytauAD4DN3mTXaf6xJsDPQFPgEm+y62v/eIT/2ouB27zJrsVH8WXVCVoeJSIiIiIiUkN8/vnnJCUl8cUXXwSMn3vuuRiGYVOq2qVo1y52/XcZWYsXs3/r1nL1Bs2bE3PrrcT0uJWw4/SDvCA5BQgBvijbsAHwJrtWJ7rT9gLNygzf4n//UknDxn9tXqI77WHgfeBuQE0buwOIiIiIiIjUd7/++itut5uFCxcGjDdv3pxJkybRv39/LY06jNx1P5C1cCF73n4bKz+/XD3q4ouI7XUb0VdfhSMszIaEddpGoAC4INGdluBNdpWuQUt0p10ORONbMlXiav/rygru9TGQA3RIdKc19Ca7yv+PWY+oaSMiIiIiImKT7OxspkyZwtSpU8nNzS0dDw8PZ+TIkYwZM4YmTZrYmLBmK87P9x3XvWgRed9/X64e0qQJMTffREzPXjQ87VQbEtYqEQ6H45uKCpZlnX+oD3qTXZmJ7rQHgenA+kR32uv49rY5Hd+eNu8CQ8p8pLX/9acK7lWY6E7bDJwJnAaYR/qF1CVq2oiIiIiIiNjkzz//JDk5mYKCgtKx7t27M2XKFE477TQbk9VsBdu2sWvxYna9+hpFu3aVq0e0aUNs79tpcv31hERG2pCw/vEmu1IT3WlefKc/3VWm9DMw74BlU039r7sPcruS8ZighqyF1LQRERERERGxyWmnncaIESOYPHky7dq1IyUlhSuuuMLuWDVS6cbCCxaw76OP4IBDdRzh4TS57jpib7+NiLPP1nHdRy7vcDNqDiXRnTYamATMBJ4C/gCcwOPAgkR32rneZNfooCStR9S0EREREREROQa2bt3KF198wa23Bp5k/NBDD2EYBn369NG+NRUo2rOH3cuWkblwIfu3lN9YOOyEE4i5rRcxt9xSL4/rrgkS3WlXApOBZd5k18gypf8lutNuxrcMalSiO+0Zb7JrE3/NpGlKxUrGy0+jqmfUtBEREREREalG2dnZTJ48malTp2JZFhdccAGnnHJKab1JkybccccdNiasmfI2/ETWwoXsXr4cq8x+PyUaXXYZsbffRuPLL8ehZpfduvpfVx9Y8Ca7chLdaV8CNwPtgE3ABqA9cAYQsI9OojutAXAqUOi/tl5T00ZERERERKQaFBcXs2DBAtxuN9u3by8dHz16NEuWLLExWc1l7d/P3vc/IGvBAnK++qpcPSQ6mphu3Yi9rRfhiYnHPqAcTEP/a7OD1EvGSzZv+gDoDXQBFh1w7eVAFPBxfT85CnznqIuIiIiIiEgQrVmzhosuuoh+/foFNGzOO+88hg8fbmOymqkwM5P0Z57h546d+C0pqVzDpuEZZ3D8hAm0+uhDjhvjVsOm5vk//+vgRHfaiWULie6064BLgDxgjX/4VSAd6JXoTmtf5toIYKL/7exqTVxLaKaNiIiIiIhIkGzZsgW3283ixYsDxo8//ngef/xx+vXrR0iIfnZeInfdD2S98gp73n4ba//+wGJoKNGdOxF3++1Etm+vjYVrtleB94COgJnoTluGbyNiA9/SKQfg9ia7MgC8ya49ie60u/yf+zDRnbYYyMR3PHhr/7imowEO64Adt6Vmczgc2ZGRkVE5OTl2RxGplPfW/2l3hAp1bHOc3RFERESkDsnLy+Oxxx5j2rRp5OXllY43bNiQUaNG4Xa7iY6OtjFhzWEVFLDnnVVkvfIKud99V64eGh9PbM8exPTsSdhx+jvbsRAVFUVubm6OZVmNqnqPRHdaGDAM6AW0wbfEKRP4EpjpTXatquAzlwBjgYuBCHzHg8/1X19U1Sx1iZo2tYyaNlLbqGkjIiIi9UFhYSHnnHMO69evLx3r0aMHkydPJlFLeQAoTE8na8kSshYvpmhnerl6xNlnE9enN9FduhASHm5DwvorGE0bqR5aHiUiIiIiInKUGjRoQEpKCtdeey3nn38+qampXHrppXbHqhFy160j65VX2P32CjhwCVRYGE2u60Jcnz5Enn22PQFFajA1bURERERERI7Ali1beOGFF5gwYULAPiudO3fmnXfeoWPHjvV+3xpr/372rFpF1suvkPvtt+XqDZo3J6ZXT2J79KBBQoINCUVqBzVtREREREREKmHfvn0kJyczbdo08vPzadOmDb169Qq4pnPnzjalqxkKMzLYtXQpWYsWU7hjR7l6ZLt2xPXtQ3SnTjjCwmxIKFK7qGkjIiIiIiJyCMXFxbz88suMGTOG33//vXTc7XbTvXt3wtR8IM80yXzpZfa89Vb5U6DCwmh6/XXE9ulD5Fln2RNQpJZS00ZEREREROQgPvnkE5KSkvjmm28Cxtu3b09qamq9bthYRUXsW72azPkvkfPVV+Xqoc0SiO3Vy7cEqlkzGxKK1H5q2oiIiIiIiBzA6/Xy4IMPsnTp0oDxv/3tbyQnJ9OnT596u29N0d697Hr1NbIWLGD/tm3l6hFnn01c3740ubYzDp0CJXJU1LQREREREREpY9y4cUyZMoX8/PzSsYiICO6//34efPBBGjdubGM6+xR4vWS+/Aq7ly2jOCcnsBgaSpNrryWuX18izz3XnoAidZCaNiIiIiIiImVkZGQENGx69uzJ5MmTOeWUU2xMZQ/Lssj54ksy589n34cfgmUF1EObNiWmZ09ib7+NsOOPtyekSB3msA74l05qNofDkR0ZGRmVc2BnW6SGem/9n3ZHqFDHNsfZHUFERERqqPT0dFq2bMkZZ5xBamoqHTp0sDvSMVecn8+etLfJfOkl8j2ecvXwlqcT168fTf/xD0IiI21IKMEUFRVFbm5ujmVZjezOIoE000ZEREREROqlzZs3M378eKZOncpxx/31A52EhAQ+//xzzjjjjHq3b01hejpZi5eQtWgRRRkZ5eqNrricuH79aNShAw6Hw4aEIvWLmjYiIiIiIlKv7N27l0mTJpGSkkJ+fj4RERE8++yzAdc4nU6b0tkjb8NPZM6fz5433yx3ZLcjMpKYm28itk9fGp52qk0JReonLY+qZbQ8SmobLY8SERGRmqKoqIj58+fz0EMP8eeff/0dJSQkhM2bN3PyySfbmO7Ys4qLyf7kEzLnzSN7zWfl6g2OP564Pr2JueUWQmNibEgox4qWR9VcmmkjIiIiIiJ13kcffcSIESNYu3ZtwPgFF1xAampqvWrYFOflsfuN5WS+9BIFv/xSrh5xztnE33EH0Z064QgLsyGhiJRQ00ZEREREROqsTZs2MXr0aF577bWA8RNPPJHJkydz22231Zt9awp37iRz4UJ2LV5CUVZWYDEkhOjOnYm7ox9R7drZE1BEylHTRkRERERE6qTU1FQefPBBCgoKSsciIyMZPXo0DzzwAI0a1Y+VIHkbfiJz3jz2vPVWuf1qQho1IuaWW4jt25fwk060KaGIHIyaNiIiIiIiUie1aNEioGHTu3dvHn/8cVq0aGFjqmPDsiyyP11D5osvkv3pp+XqYSecQGy/vr79aho3tiGhiFSGmjZlmE7jJODfQBcgHvgdeB2YYHjMrEN9tsw9PgSuOMQlkYbHzDvKqCIiIiIichjdunXj8ssvJz8/n9TUVC666CK7I1W74oIC9rz5Fpnz5pG/cWO5esQ5ZxM/YADRHTviaKBvB0VqOv1b6mc6jdOBNUBz4A3AA1wA3Ad0MZ3GJYbHzDiCW044yHjhUQUVEREREZEAv/zyCw888ACDBg3i+uuvLx13OBz897//JTY2ts7vW1OYlcWuJUvIXLCAop3pgcWQEKI7diSuf3+iztN+NSK1iZo2f3kaX8PmXsNjPlkyaDqN6cAI4DFgaGVvZnjMfwU7oIgET009ihx0HLmIiEhl7dmzh8cee4zU1FQKCgpYv349nTp1IqzMiUfx8fE2Jqx+BVu3kjn/JXb9979YubkBNUdUFDHduhHXry/h9eh0LJG6RE0bOAFtsQAAIABJREFUSmfZdAa8wKwDyuOBwUBf02mMMjxm9jGOJyIiIiIiZRQVFTF37lwefvhhduzYUTq+YcMG3n//fbp06WJjumMj97vvyJj7InvffReKiwNqDZo3J7ZPH2J79iC0aVObEopIMKhp43OV/3WV4TED/sQzPOZe02l8iq+pcxHwfmVuaDqNnsCpQAFgAh8YHjM/eJFFREREROqf1atXk5SUxPfffx8wftFFF5GamsqFF15oU7LqZxUXs2/1ajLmvkjuN9+Uqzds3Zq4Af1pev31OMLDbUgoIsGmpo1Pa//rTwepb8TXtDmDSjZtgMUHvN9hOo1hhsd8tTIfdjgc5f8U9omo5PNFREREROqMkn1rli1bFjDeokULJk+eTK9evXA4HDalq17FeXnsfv0NMl98kYItW8rVG11yCXF3DqBRhw519p+BSH2lpo1PyZzB3Qepl4zHVOJebwDTgLVABnAKcAcwClhiOg2X4TFXHkVWEREREZF6ZcmSJfTr1y/g+O6oqCjcbjejRo0iKirKxnTVpzAri6xFi8h6ZQFFmZmBxbAwmrpcxA3oT0Tr1hXfQERqPTVtgszwmCkHDG0AHjKdxnbgSeBx4LBNG8uyzq9o3OFwZAN1879KIiIiIiIVuOSSSwgNDS19369fPyZNmsSJJ55oY6rqU7BtG5kvzqtwc+GQ6Ghie/Uktk8fwo7T4QUidZ2aNj4lM2kOtktXyfiuo3jG80AKcK7pNKINj7n3KO4lIiIiIlJnFRUVBTRpTjrpJB588EHeeecdUlNTueCCC2xMV31y1/1AxtwX2PvOqvKbC5/wN+L69SPmllsJbdzIpoQicqypaeOzwf96xkHqrfyvB9vz5rAMj5lnOo29QCzQCFDTRkRERESkjI0bN/LAAw/QsmVLpk2bFlB76KGHGDduXJ3bs8WyLLI/+YSM518g54svytUbOp3ED7yTJl264ChzlLmI1A9q2vis9r92Np1GSNkTpEynEQ1cAuQAn1f1AabTaI2vYbMXSD+KrCIiIiIidcru3buZOHEiM2bMYP/+/YSFhTFkyBBatWpVek1YHWtYWPv3s2fFCjKef4H8n8r/bLhRhw7EDbxTmwuL1HNq2gCGx/zFdBqr8J0QNQzf3jMlJuCbGTPH8JjZJYOm03D6P+spM3YqsNvwmAG7hJlOoxnwov/tYsNjFlbLFyIiIiIiUosUFhbywgsv8Mgjj7Bz587S8f3797Ny5cqApk1dUZydza5XXyVj3nwKf/89sBgaSpPrryf+zgFEGIY9AUWkRlHT5i/3AGuAmabTuAYwgQuBq/Atixp7wPWm/7Vs2/sK4BnTaXwCbAIygZOB6/Hti/M1MLq6vgARERERkdri/fffZ8SIEaxbty5gvEOHDqSmpvL3v//dpmTVozAjg8xXXiFr4SKKdwceWuuIiiL21luJu6MfYSecYFNCEamJ1LTx88+2aQ/8G+iCr9HyOzADmGB4zKxK3OYbYDFwPtAOaIJvOdQ6YCm+2ToFB/+4iIiIiEjdtnHjRu6//36WL18eMH7yySczZcoUevToUaeWAxVs3UrG3LnsXvY6Vn5+QC00Lo64fn2Jve02Qpse7EwUEanPHJZl2Z1BjoDD4ciOjIyMysnJsTuKSKW8t/5PuyPUOh3b6PhOERGpm7788ksuvfRS9u/fXzrWqFEjxowZw8iRI4mMjLQxXXDl/vgjGc8/X+FJUGEnn0z8nQNoetNNhERE2JRQ5C9RUVHk5ubmWJalo8lqGM20ERERERGRY6J9+/a0bduWtWvXAnDHHXcwadIkTqgjS4IsyyLn88/JeO55stesKVePaNuW+EGDiO7UEUeZI81FRA5GTRsREREREakWe/bsoUmTJqXvQ0JCSE1NZezYsaSkpNC+fXsb0wWPVVTE3nffI+O558j78cdy9UaXXkr8oIFEXXhhnVr6JSLVT00bEREREREJqp9++olRo0axfft2vvrqK0JCQkprl19+OR9//HGdaF4UFxSw+/XXyXxhLgVbtgQWQ0Jo0qUL8YMGEtGmjT0BRaTWU9NGRERERESCIisri0cffZQnn3ySwsJCAObPn8+AAQMCrqvtDZuifdnsWrKEzHnzKCxzVDmAo2FDmna7mfgBAwg/+WSbEopIXaGmjYiIiIiIHJXCwkKeffZZxo0bR0ZGRum4w+Fgw4YNNiYLrsLMTDJffpmsBQsp3rMnoBYSHU3s7bcT17cPDRISbEooInWNmjYiIiIiIlJlq1atYsSIEaxfvz5g/LLLLiMlJYXzzz/fpmTBs/+338h4cR67Xn0VKy8voNagWTPi+vcnpmcPQhs3timhiNRVatqIiIiIiMgR27BhA6NGjSItLS1gPDExkalTp9K9e/davwwq/+efyXjueXanpYF/uVeJsFNOJn7gQN+x3eHhNiUUkbpOTRsRERERETkiWVlZnHfeeeTk5JSONW7cmLFjx5KUlERERISN6Y5e7rp1ZDz7LHvffa9crWEbg4S77iK6c2cd2y0i1U5NGxEREREROSKxsbEMHTqU6dOn43A4uPPOO5k4cSLHH3+83dGqzLIscr74koxn55C95rNy9agLLiD+rrtodOkltX4GkYjUHmraiIiIiIjIIXm9XhITEwPGHnnkETZt2sQjjzzCeeedZ0+wILCKi9n34Yekz5lD3nffl6s3vvpqEgbfReS559qQTkTqOzVtRERERESkQh6Ph1GjRvHhhx+yYcMGTjrppNJaTEwMy5YtszHd0bEKC9mzYiUZzz5L/saNgcWQEJq4XMTfNYiIM86wJ6CICGraiIiIiIjIATIzM5kwYQKzZs2iqKgIgDFjxvDyyy/bnOzoFRcUsPv118l4/gX2b90aUHOEhdG0ezfiBw4kvEULmxKKiPxFTRsREREREQFg//79PPPMM4wfP56srKzScYfDQWRkJMXFxYSEhNiYsOqKc3LY9Z//kDH3RQr//DOgFhIVRcxtvYi74w7Cmje3KaGISHlq2oiIiIiICCtWrGDkyJF4PJ6A8SuuuILU1FTOraV7uhTt2UPWwoVkzn+JojKNKICQpk2J69uXuD69CY2JsSmhiMjBqWkjIiIiIlKPmabJqFGjWLFiRcD4aaedxrRp07jppptq5WlJhZmZZM5/iawFCyjety+gFtosgfj+A4jp2ZPQxo1sSigicnhq2oiIiIiI1FOWZXHrrbfy448/lo5FR0fzyCOPcO+999KwYUMb01XN/j93kPnii2QtWYKVmxtQCzvhBOLvGkTTbt0IqYVfm4jUP2raiIiIiIjUUw6Hg8mTJ9O1a1ccDgeDBg3i0Ucf5bjjjrM72hHb/9tvpD//PLtf+y9WQUFALfzUU4kfPJimXV04wsJsSigicuTUtBERERERqSc+/fRTOnToELDc6frrr2fMmDH06NGjVu5bk795MxnPPc/u5cuhsDCg1tDpJGHoEKI7dcIRGmpTQhGRqlPTRkRERESkjlu/fj2jRo1i5cqVvPrqq3Tv3r205nA4mDRpko3pqibvp5/ImPMse1asgOLigFrEOWeTMHQoja+8slbuxyMiUqJKTRvTaUwHVhoec5X//cnALsNj7glmOBERERERqbqMjAz+9a9/MXv2bIqKigB44IEHcLlcRERE2JyuanJ//JGMZ55h77vvlatFXXABCXcPJeqii9SsEZE6oaozbZKAXcAq//vNwL+AR4OQSUREREREjsL+/ft5+umn+de//sWuXbtKxx0OB506dSI/P7/WNW1yv/2W9NnPsO+jj8rVGl12GQlDhxB1/vk2JBMRqT5VbdrsA6LKvHf4f4mIiIiIiE0sy+Ltt99m1KhRbNiwIaB21VVXkZKSwjnnnGNTuqrJ+eor0mfPJnvNZ+VqjTteQ8KQoUSe1daGZCIi1a+qTZufgW6m01gG/O4fi/Evkzokw2NureIzRURERETkIH788UdGjhzJqlWrAsZPP/10nnjiCW644YZas2TIsixyPvuM9Kdnk/P114FFh4PoLteSMHQoEa1b2xNQROQYqWrTZirwCrCmzNh9/l+HYh3FM0VERERE5CBmzJgR0LBp0qQJ48aNY/jw4TRs2NDGZJVnWRbZn3xC+qynyf3228BiSAhNurpIGDKEhqefbk9AEam3Et1p7YCLgQXeZNdu/1gj4GngRiAHmOxNds0I5nOr1EAxPOYi02lsBlzAiUB/4Hvg20N9TkREREREqsejjz7K4sWLyc7OZvDgwUyYMIHmzZvbHatSLMti34cfkv70bPLWrQssNmhA0xtvIGHwYMJPOcWegCIi8CBwmTfZ9XSZsceBvvi2kIkHpie600xvsmtVRTeoiirPejE85ufA5wCm0+gPLDM85r+DlEtERERERCpgWRZpaWlceOGFNGvWrHT8uOOOY+7cubRu3ZqzzjrLxoSVZxUXs++DD9j59NPkrzcDao6wMJp270b8oLsIP+lEmxKKiJRqD6wueZPoTgsD7gC+BK4E4oC1wL38dWjTUQvWUqUB+MKJiIiIiEg1+eGHHxg5ciTvvvsu99xzD7NmzQqo33LLLTYlOzJWcTF7V71L+uzZ5B+wYbIjPJyYHj2IHzSQsOOPtymhiEg5zYFtZd63B6KBOd5kVx6wPdGd9gbQJZgPDUrTxvCY84NxHxERERERKS89PZ1x48YxZ84ciouLAXjmmWe4++67adu29pycZBUVsfedd3zNmo0/B9QcERHE9uxJ3MA7Casly7pEpF45cI/eS/1jH5UZ2wk0I4iCuimw6TR6AYOAdkBTYA/wDfCC4TEXB/NZIiIiIiJ1XUFBAbNmzWLChAns3r27dDwkJIQhQ4ZwfC2ZiWIVFbFnxUrSZ8+m4JdfAmqOyEhib7+N+AEDaJCQYFNCEZHD2gpcVOb9jcA2b7JrU5mxE4CsYD40KE0b02k4gJeA2wEHUISvw5QAXANcbTqNfxges3cwniciIiIiUpdZlsVbb73FqFGj2LhxY0CtY8eOpKSk1IoZNlZREXvefpv02c9QsGlTQC0kKorY3r2JG9CfBnFxNiUUEam0pcCERHfaq0AevpOkUg+4xgB+OfCDRyNYM22GAL3xzap5EPjI8JhFptMIBa4AkoFeptP4P8NjPhOkZ4qIiIiI1Dk//vgjSUlJvPfeewHjrVq14oknnqBr1644HA6b0lWOVVjInrQ0X7PG6w2ohTRqRGzfPsTdcQcNYmPtCSgicuRS8O1X083//lug9DCmRHfaqcDf8Z0oFTTBatrcCXiByw2PmVsyaHjMIuAD02lcAfwADATUtBEJsvfW/2l3BBEREQmS77//PqBh07RpU8aPH8+wYcMIDw+3MdnhlTZrnp5NwZYtAbWQxo2J69eXuH79CI2JsSmhiEjVeJNd+4BLEt1pJdMc13uTXcVlLrHwNXS+DuZzHZZlHfVNTKexD5hjeMxRh7jmCWCI4TEbH/UD6zGHw5EdGRkZlZOTY3cUqUHUtKlbOrY5zu4IIiJiI8uy6NChA19++SVDhw5lwoQJJNTwvV4O2ayJjiauXz/i+vUltGlTmxKKyKFERUWRm5ubY1lWI7uzSKBgzbSx8O1lcyg1ew6niIiIiMgxZFkWy5cvJy4ujssuu6x03OFw8Oyzz+JwOGr8vjWHbNY0afJXs6ZJE5sSiogEV6I7LQzf3r0G0Nib7HrUPx4BNAHSD5iBc1SC1bQxgW6m0xhbdnlUadFpRAI3AeuD9DwRERERkVrr+++/Z8SIEXzwwQeceeaZfPvttzRo8Ndfzc866ywb0x3eYZs1/e8grm9fQqOjbUooIhJ8ie60LsALwPH4JqZYwKP+8rnAp0AfYFGwnhkSpPvMBU4GPjadxjWm02gAYDqNUNNpXAWsBk7xXyciIiIiUi/t2LGDIUOG0K5dOz744APAt/Hw888/b3OyyrEKC9n9xhtscnVl+4PugIZNSJMmJNz7T1q+/x7N7rlHDRsRqVMS3WntgdfxNWpGAAvL1r3Jrs+BzcDNwXxusGbazAEuA24DVgHFptPIBOLwNYYcwFKdHCUiIiIi9VF+fj4zZ85k4sSJ7Nmzp3Q8NDSUoUOHcuutt9qY7vBKj+6e9XT506A0s0ZE6odHgBygvTfZ9UeiO218Bdd8BZwXzIcGpWljeEwL6G06jbfwnSTVDl/DZjewFphreMygTQ8SEREREakNLMvijTfe4P777+eXX34JqHXu3Jnp06dz5pln2pTu8KyiIvasWEn6009TsGlTQE3NGhGpZy4BXvcmu/44xDW/Aq5gPjRYM20A8Ddm1JwRERERkXpv48aNDBkyhNWrVweMt27dmunTp3PdddfhcNTMszqs4mL2rlzJzllPU3BAsykkOtrXrOnXT80aEalPGgPph7kmiuBtQwMEuWkjIiIiIiI+4eHhrFmzpvR9bGws48eP55577iEsLMzGZAdnFRezd9Uq0mfNIn/jzwG1kMaNfadB9b9Dp0GJSH30G3C4qZHnApsOc80RCWoHSEREREREfE455RTuv/9+QkND+ec//8nGjRu57777amTDxrIs9rz7LptvupnfkkYENGxCGjUi/u6hvg2G7/2nGjYiUl+tAK5NdKddWlEx0Z12HdABeCuYD3VYlhXM+0k1czgc2ZGRkVE5OTl2R5Ea5L31f9odQYKoY5vj7I4gIiJHwLIsXn/9dbZu3cp9990XUNu3bx9bt26lTZs2NqU7NMuy2Lf6Q3Y+9ST5682AWkhUFLF9+xI/oD+hMTE2JRSRYyEqKorc3Nwcy7Ia2Z2lpkp0p50IfIdvCdSTQCJwC3ADcDkwDN++vud4k12HW0ZVaWra1DJq2khF1LSpW9S0ERGpPb799ltGjBjBhx9+SHh4OB6Ph1NPPdXuWIdlWRbZ//d/7Jz5JHk//BBQc0RFEde7N3F3DqBBbKxNCUXkWFLTpnIS3WnnAUuB08oMW/hOzP4F6OZNdq0L5jO1p42IiIiIyBH6888/eeSRR3j++ecp+SFoQUEBEyZMYN68efaGOwTLssj57DN2znyS3G+/Dag5IiKIvf124gfeSYP4eJsSiojUXN5k1/8S3Wmt8Z0QdTEQj292zefAG95kV2Gwn6mmjYiIiIhIJeXl5TFjxgwee+wx9u7dWzoeGhrKsGHDGD9+vI3pDi37yy/ZOXMmuV9/EzDuCA8n9rZexA8aRINmzWxKJyJSO3iTXUXAcv+vaqemjYiIiIjIYViWxbJly7j//vvZvHlzQO36669n2rRpGIZhU7pDy1m7lp0zZ5Lz2ecB446wMGJ69CB+8GDCjmtuUzoRETmUoDRtTKexHJgNrDQ8pjbJEREREZE6Y8eOHfTo0YOPPvooYNwwDKZPn06XLl1sSnZouT/8yM4nZ5L90ceBhQYNiOnenYShQwj729/sCSciUsMlutP6+X+7zJvs2lvm/WF5k10vBStHsGbadMW3putX02k8B7xgeMw/gnRvERERERHbxMXFkZmZGfB+woQJDBkypEYe3523YQM7n3ySfe+9H1gIDaXpjTeScM/dhJ90kj3hRERqj3n4Nhn+HNhb5v2hOPzX1LimTXtgKNALeBQYZzqNN4E5hsd8N0jPEBERERE55ho0aEBqairXXnstw4YNY9y4ccTFxdkdq5z8TZtIf+op9ry9IrDgcNCka1eaDbuH8MREW7KJiNRCd+JrwPzufz/AjhBBPfLbdBqNgd7AYKAdvi9wM/As8KLhMXcG7WH1lI78loroyO+6RUd+i4jYw7IsXnvtNf7zn/+waNEiQkJCAurbtm3jpBo4Q6Xg119Jn/U0u5cvh+LigFp0ly40Gz6Mhi1b2pRORGoDHfldcwW1aVOW6TTOB4bgm33TCNgPvA48Y3jMD6vlofWAmjZSETVt6hY1bUREjr3//e9/jBgxgo8/9u3/8vLLL9OnTx+bUx3a/j/+IH32M+x67TUoDDxltvHVV9Psn8OJqKGbI4tIzaKmzeElutMuB7zeZNfWQ1zTAjjVm+z6+GDXHKmQw19SNYbH/MbwmIOBLsB2IBzoAbxvOo11ptO4qbqeLSIiIiJSGb///jsDBw6kffv2pQ0bgGnTplFdP9w8WoXp6fwxaRK/dL6WXUuWBDRsGl16KYlLl9Di6Vlq2IiIBNdqoP9hrunnvy5oquXIb9NpRAA98c20uRDfZjzfAS8C5/lrr5lOI8nwmE9WRwYRERERkYPJy8sjJSWFSZMmsW/fvtLxBg0aMHz4cMaNG4fD4bAxYXlFu3aR8cJcMl95BSs3N6AW1b49zZLuI6p9e5vSiYjUeZX5j0LJRsRBE9Smjek02uBr1PQFmgIFwEJgtuEx15S57hFgFTASUNNGRERERI4Jy7J49dVXGT16NF6vN6Dmcrl44oknaN26tT3hDqJo3z4y588n88V5FJdpMAFEnH02zZPuI+rii2tck0lEpB46Bd9JU0ETlKaN6TT64tt8uAO+ztJmIBmYa3jM9AOvNzzmr6bTWAI8HIzni4iIiIgcTlFREZ06dWL16sCZ62eeeSbTp0+nc+fONiWrWHFeHlkLFpLx3HMU7doVUGvodNLsvntpfOWVataIiFSTRHfauAOGrkx0p1V0aShwMr49fT8JZoZgzbSZDxQDbwOzgRWGxzzclKANwP8d6gLTaSz3329lJe4nIiIiInJQoaGhtG3btrRpEx8fz6OPPspdd91FgwbVsmtAlVgFBWS9+ioZs5+hcGfg4avhp51Gs38OJ/raa3GEVNv2lCIi4vOvMr+3gCv9vw7mN8AdzABBOT3KdBqTgDmGx9xy9JEC7luM7x/Mr8BzwAuGx/wjmM+obXR6lFREp0fVLTo9SkQkOCzLKjcLJSMjgzZt2tC7d28eeeQRYmNjbUpXnlVYyO7lb5I+axb7f/stoBZ24okkDB9O0390xVGDGkwiUjfo9KiKJbrTrvD/1gF8AMzDN2nlQEVABrDBm+wqDmaGYDVtTgZ2GR5zzyGuiQZiDY950OOxKvjMecBQfFOMGuM7NvxNfA2id48ude2kpo1URE2bukVNGxGRo2NZFv/5z3949NFHWbVqFX/7298C6tnZ2TRqVHO+L7GKi9m76l12zpxJwaZNAbUGzZqRcM/dxHTvjiM83KaEIlLXqWlzeInutBeBZd5k1/Jj+dxgNW2KgH8ZHvPRQ1wzFvi34TFDq3D/xkBvfPvmtMM3+2Yz8CzwouExdx7i43WKmjZSETVt6hY1bUREqu7rr78mKSmJTz/9FIABAwYwd+5cm1NVzLIssj/5hJ0pqeStXx9QC42JIX7wYGJvv42QiAibEopIfaGmTc0VrLmVDip3/FWVGB5zHzAHmGM6jfPxnVDVC3gc+LfpNF4HnjE85ofVlUFEREREaq7t27fz0EMPMX9+4Kz1t956i127dhETE2NTsorlfP01O1JTyf36m4DxkMaNiRvQn7g7+hPaWN87iYjUd8dyQezxQPbR3sTwmN8Ag02nMQ9YApwI9ABuNZ3GeuARw2O+frTPEREREZGaLzc3lyeeeILHH3+csjORw8LCuPfee3n44YdrVMMm98cf2TljBtkfB57H4YiIIK5Pb+IGDqRBDdpnR0Skvkp0pxXjO3CpjTfZ9ZP/fWWWKlneZFfQei1VvpHpNPodMHRuBWPw19FXfYB1VX2e/5kRQE98M20uxDe75zvgReA8f+0102kkGR7zyaN5loiIiIjUXJZlsWTJEkaPHs2vv/4aULvxxhuZOnUqrVq1sildefmbNrFz5pPsXbkysNCgAbE9biV+yFDCjmtuTzgREanIx/iaNDkHvD+mqrynTZmTnQ77DP9rDtDN8JirqvCsNvgaNX2BpkAB8Cow2/CYa8pc1wJYBUQYHvPUKjznJODfQBcgHvgdeB2YYHjMrCO9n/+elwOrgRDgMcNjPlyV+5TQnjZSEe1pU7doTxsRkcPr27cvr7zySsDYWWedRUpKCtdcc41Nqcrbv307O2fNYvey16G4zIEiDgdNb7iBhOHDCG/Rwr6AIiJoT5ua7Gim7AzwvzqAufiaG29UcF3J0VefGR5z15E8wHQaffFtPtzB/5zNQDIw1/CY6Qdeb3jMX02nsQQ44saI6TROB9YAzfF9HR7gAuA+oIvpNC4xPGbGEd4zGt9xYDn4Tr8SERERkSDo3r17adMmISGBiRMnMmjQIEJDj/jMi2pRmJlJxpw5ZC1chLV/f0AtulMnmt37TxrWoJlAIiLBkuhOuwYYDlwMxOLrB6wDZniTXW8fcG0HfN+/XwREAhvx9Ree9Ca7io5l7pqqyk0bw2OW7vJmOo07gNcNj/lSUFL9ZT6+NWRvA7OBFYbHPNzsng3A/x3mmoo8ja9hc2/ZpVWm05gOjAAew3f8+JGYgW9m0OP+z4uIiIjIEcrLy6Nhw4Y4HH+de3HjjTfSpUsX2rZty8MPP0zTpk1tTPiXor17yXxxHpnz5lF8wMzoRh060GxEEpFnnWVTOhGR6pXoTpsCPABsA5YD6UAz4HzgSnzf25dceyPwGpCHb7/aTOAfQApwCXDrMYxeYwXlyO/qYjqNScAcw2NuqebnnA78DHiB0w2PWVymFo1vmZQDaG54zEptpmw6jRvxzT7qi6859iJaHiXVRMuj6hYtjxIR8Sm7b81TTz3FDTfcEFAvLi4mJCTEpnSBivPyyFqwkIxnn6Vo9+6AWsQ5Z9N8xEgaXXShTelERA4tGMujEt1pdwHP4pt8Mdib7Co4oB7mTXbt9/++Cb7vwZsCl3iTXV/7xyOAD/DN0rnNm+xaXNU8RyvRnTauih+1vMmuR4OV41ieHlUVzwCHXFLlb6rEGh5z61E85yr/66qyDRsAw2PuNZ3Gp0BnfFO23j/czUyn0Rx4Dt/so1dMp9H/KLKJiIiI1DtffvklSUlJfPbZZwCMGjWKLl26EB4eXnpNTWjYWIWF7Fq2jPSnZlH4Z+APURqeYxgeAAAgAElEQVS2akmzpCQaX311wCwhEZG6JtGd1hDf6pKtVNCwAShp2Pjdgm8GzkslDRv/NXmJ7rSH8X3ffTdgW9MG+FcVP2cB9jZtTKexyR+ko+ExN/vfV4ZleMzTj+BRm/H9gzrUF3wvvs2Dj2YBc2v/608HqW/E17Q5g0o0bfA1bEI48uVUpRwOxzcHKUVU9Z4iIiIiNd1vv/3GmDFjePnllwPGd+/ejcfj4eyzz7YpWSDLstj7zip2pqZS4PUG1MJOOolm/xxOk65dcdSQPXZERKpZJ3xNmFSgONGd5gLa4lv69KU32fXZAddf7X894Eg9wHdKUw7QIdGd1tCb7MqvpsyHc9XhL6l+VZ1pE0LgyVEHvj+YI/0Rg6MKn6mKkkXQuw9SLxmPOdyNTKdxJ3AD0NPwmFqzIiIiIlIJOTk5TJs2jcmTJ1N2GXhYWBhJSUmMHTu2xuxbk71mDTuemE7ejz8GjIcmJJBw91Bib70VR5kZQSIi9cDf/a95wFp8DZtSie60j4FbvMmunf6hg06c8Ca7ChPdaZuBM4HTALNaEh+GN9n1kR3PPVCVmjaGx0w81Ptj7HigUvvMVDfTaSTi6yz+x/CYS4/mXpZlnV/RuMPhyAaijubeIiIiIjWFZVksWrSIBx98kG3btgXUbr75ZqZMmULLli1tShco9/vv2TE9hZzPPw8YD2ncmPhBg4jr15eQKP01TURqrYiDrfg42PenZTT3vz4ArAcuA74FTgWm4Vu58h98mxFDECdO1HU1bk8b02n0O2Do3ArGwLcc6mSgD77jw45Gyf8hDvbjm5Lxwx1ZPhfIBe45yjwiIiIi9cLEiRMZNy5wr8dzzjmHlJQUrrqqRsxMJ3/TJnampLL33XcDxh0NGxLXtw/xgwYRGlPvv68QkfqtZJOxQuAGb7LL63+/LtGddjO+U56vSHSnXVzBUik5hBrXtAHm8ddSKwu40f/rQCXLpnKACUf5zA3+1zMOUm/lfz3YnjclzsPX4NlpOo2K6mNNpzEWeMPwmDcdcUoRERGROmbgwIFMnjyZ7OxsmjdvzmOPPcaAAQMIrQF7wez/4w92PvUUu/+7DIrLnFURGkpM9+4kDLuHsON04p+I1Bl5lZhRczAlExzWlmnYAOBNduUkutPeAQYCFwCfEbyJE9Um0Z1WDBQDbbzJrp/87yuzLYzlTXYFrddS1Y2IK5r5UimGx3zpMJcM8L868M1ceR14o4LrioAM4DPDYx7t/5Cr/a+dTacRUsGR35fgaw59XtGHy3iJipcutQIuxzc97Bt8a/xERERE6pWcnBwKCwtp0qRJ6dgJJ5zA+PHjSU9PZ+zYsQE1uxTt2kX6c8+R9coCrPzA/S+jr+tCs3vvpeGpp9qUTkSkRiqZCHGw782z/K+RZa5vj2/iRMCSrER3WgN8y6oKgcoeelQdPsbXpMk54P0xVdXuzzyOPKzD/5lDNm0Mjzm/5Pem07gD37HZh2v0HBXDY/5iOo1V+NbZDQOeLFOeADQC5hges3TvHNNpOP2f9ZS5z70V3d9/5PflQJrhMR8O+hcgIiIiUoMVFxezaNEi3G433bt3JzU1NaD+wAMP2JQsUHFuLpkvvUzG889TvHdvQK1Rhw40GzmSyLZn2pRORKRGex/f9/ttEt1pId5kV/EB9ZKNiTf7Xz8AegNdgEUHXHs5vskQH9t4chTeZNeVh3p/rFS1aTPg8JccPcNjHsuFzPcAa4CZptO4Bt8O1RfiO+brJ2DsAdeX7GB9LE63EhEREamVPv/8c5KSkvjiiy8AmDVrFkOHDsXpdNqc7C/W/v3seu2/pM+aReHOnQG1iLZtaT5qJI0uvtimdCIiNZ832bUl0Z32Jr6TlO8DUkpqie60zsC1+GbhlBzx/SowGeiV6E570pvs+tp/bQQw0X/N7GMUv0ar6ulR8w9/Ve3in23THvg3vm7f9cDvwAxgguExsw71eRERERH5y6+//orb7WbhwoUB4/Hx8WzdurVGNG0sy2LvO6vYmZJCwZYtAbXwU06h2Ygkoq+9FodDP6MTEamEYUA7YHqiO82Fb1uQU4Gb8G1vMsib7NoN4E127Ul0p92Fr3nzYaI7bTGQia/p09o/vuTYfwmVk+hOCwMMfHvv7AZMb7Jrf3U8y2FZx3xJ1kGZTmMTvilVHQ2Pudn/vjIsw2OeXo3RagyHw5EdGRkZlZOTc/iLpd54b/2fdkeQIOrYRptaikjtlZ2dzZQpU5g6dSq5ubml4+Hh4YwcOZIxY8bUiH1rsr/4kh1PPEHe998HjDdo1oyEYcOI6d4NR1iYTelERI6tqKgocnNzcyzLanQ090l0pzUDxuFrvvwN2AP8H/C4N9n1ZQXXX4JvVcvFQATwM769bWd6k11FR5OlOiS60+KBZOB2fHlL5AELgTHeZFd6MJ9Z05o2XnxNm6v9TZuS94dleMx6sRucmjZSETVt6hY1bUSkNiouLmbBggW43W62b98eUOvevTtTpkzhtNNOsyndX/I8HnZMn072x/8XMB4SHU38XXcR17cPIZGRB/m0iEjdFKymTV2W6E47DvgU+H/27js+qir94/hn0iChQyAgAqNY5lpWUdm1rYqwLjggWBZFXAuoiCgtgENTQMrQUQFRQYpiZS2rI/ZeWBTFesefioOISAgdEkhI5vfHnYRMSEi74Sbh+3698gpzzplzn+Brl+HhnOc5Hut0zVrgT6A5cCbWqZt1wAUhv9e2v6CVt3tUpZyIMYKm+3CvRURERKRqeuWVV7jxxugGo+3atWPOnDlcdNFFDkV1UNbvG9ny4APseuVVKPCPlq6EBBrdcAPJt99GbMOGDkYoIiJV3GSshM0cYFzI792VN+H2BepjNTEaBEwCbrXroeUtRBxD9AmYwq+LowvBIiIiIjVQt27dOOecc/jiiy9ISUlh8uTJ3HTTTcTGxjoa14Ht29m6YAHbn3qacHaBcgMuFw169KDp3XcRf8wxzgUoIiLVRVfgo5DfO7TwRCSBM8TtC5wDdLPzoeUtROw+3GsRERERqbn27t3Lpk2bOOGEE/LHYmJimDNnDoFAgJEjR1KvXj0HI4TcjAy2LVvG1oWLyN2zJ2qubocONB0ymNonneRQdCIiUg3VAz4uYc1HwFl2PrS8J20qhekxbix5VdGMoLnMzlhEREREJFrBujVNmzZlzZo1USdpLrjgAi644AIHI4TwgQPseOEF0h+ae0j77sQzz6TZsFSSzjnHoehERKQaC2IVVz6cFsCPdj60UpI2pseoT6T1lRE0d5W0voAllLLwcAGuyHuUtBERERGpJJ9++imDBw/m888/B+CPP/5g8eLF3Hqrbdf2KyQcDrP77bfZMms2Wb/+GjWXcPzxVvvuTp3UvltERMrrAWC+2xeYE/J7vyk86fYFzgR6Av3tfKhtSRvTYyQAw4E+gLvAeAirZdd0I2hmlbDNLXbFIyIiIiIVt379eu655x6effbZqPHmzZtXidbdABlr1pA2fQaZa9dGjcc1bUry3XfR8KqrcMVVqQPmIiJSxbl9gcJV9H8F3gJWu32BZcCHwGYgBbgY+DewEgjZGYctLb9Nj1EPeAc4G+vUywYOtr5qhXUa5gugoxE09xS3j5RMLb+lKGr5XbOo5beIVAV79uzB7/czc+ZM9u3blz9eq1YtUlNT8fl8jtet2f/LL6TNnMWed9+NGo+pW5cmt95K45tuVPtuEZFSUMvvQ7l9gVyKvgmUd2QzXMQYQDjk99pWhd+uf3IYD5wDvAAMN4Jm/plU02McB8wAroysS7XpmSIiIiJis9zcXJ544glGjhzJpk2bouZ69uzJ1KlTcbvdzgQXkb05jfS5c9nxn/9Abu7Bifh4Gl/fiyZ33EFco0bOBSgiIjXBBMpevsV2dp202QBsMYJmkVWSTY/hAr4Eko2g2arCDzyK6aSNFEUnbWoWnbQRESetX7+ek046iaysg7fazz77bObMmcOFF17oYGSQs2cPWxctYtuSpYQzM6Pm6nfrRtNBA0k49liHohMRqb500qbqsuukTTLwZHGTRtAMmx7jDWBgWTc2PUYd4E7gn0BLoFYRy8JG0Gxb1r1FREREJFqbNm0YPHgw06ZNo0WLFkyePJkbb7yRmJgYx2IKZ2Wx/bnnSZ8/n5xt26Lm6px/Ps2GpVL7lFMcik5ERKTy2JW0CQENS1jTgDIW5DE9RkOsPuinALuA+sBOIAHIu6D8B5Bdln1FRERExKpbs2rVKjp16hQ1Pnr0aOrWrcuQIUOoW7euQ9FFOkK98QZps2aT/dtvUXO1PB6aDRtG3QudbTEuIiJSmexK2jwGjDY9xiQjaP5eeNL0GK2Ba4H7y7jvGKyETV+sduA5wOzIPn8D5gJ7sU7hiIiIiEgp5ObmsmzZMkaOHMmOHTv48ccfad26df58/fr1GTt2rIMRQsYXX7B5+nT2fR3dVTXumBY0GzyY+l274nLw9I+IiBx93L6AC7iGEm4ChfzejnY9s1xJm0gSpqAXgIuAL02PMYdDW18NAj4AXizjo64APjSC5uLIcwHruhWwyvQYlwPfAqMBZz9ZiIiIiFQDH330EUOGDGHNmjX5Yz6fj6eeesrBqA7av24daTNmHtoRqkEDkvv1o1Hv64mpVdRnZBERkcrj9gVqAa8Bl2B1iwpTqGtUgXHblPekTYjiW18VdZrGBXQHupXxma2AVwq8zqVAJssImmmmx1gJXIeSNiIiIiLFCoVCjBgxgueffz5qvEWLFnTu3NmhqA46sGULW+bOY8eKFZCTkz/uSkig0Q03kNzvdmIbNHAwQhEROcrdA3TAynk8AKQD44BHsRI5fuBT4N92PrS8SZtlHJnWVxlYiZo8O4HmhdZsxjqWJFKp1KFJRESqo927d+P3+5k5cyb79+/PH69duzbDhg3jnnvucbRuTe7evWxdvIStjz9OuFB3zPpXdKPZoEHEt9RHPRERcdy/gC9Dfu99AG5fAICQ3/sn8IzbF1gNrAUGAzPtemi5kjZG0LzZrgBKsAHrtE2eH4CLTI8RYwTNvGTOhcCfRygeERERkWohNzeXpUuXMmrUKP78M/qj0nXXXYff76dNmzYORQfhAwfYseI/bJk7l5z09Ki5pPPOpdmwYSSeeqpD0YmIiByiLVY93zxhID7vRcjvXef2BQLAzTidtDmCPgB6mh7DFalj8yzwIPCa6TFewTqCdC7wsHMhioiIiFQ9OTk5TJ8+PSph0759e+bMmcP555/vWFzhcJg9771P2syZZP3yS9RcrZNOotnwYdS58EJcLlcxO4iIiDgiG9hX4PVuoGmhNeuxavPapqonbZZitfc+FuvUzQLgUqAHcFlkzSdYXaZEREREJCI+Pp5Zs2bRpUsXjjnmGPx+P7179ybGwY5Lmd9+R9q0aWR8/nnUeFxKCk0HDaJB9ytwxcY6FJ2IiFRHbl/gBeCZkN/7XOT1RUAo5Pf+ZvOjfie6NMv/AecVWtMO2GbnQ21N2pgeoz0ltL4ygmbf0u5nBM0vgf4FXh8ArjI9xtnACVgFkT8vcFVKRERE5Kize/dunnjiCfr37x91QqVz584sXbqUq6++mjp16jgWX9bvG9kyeza7AoGo8Zg6dWhy2200vulGYhITHYpORESquR5YtWTyvAeMBybY/JxPgE4FXr8ETHT7AguxOmVfEpm3tR2jLUkb02O4gCXADZTc+qrUSZviGEFzDbCmxIUiIiIiNVhOTg5Llixh9OjRbN68meTkZHr27Bm15sYbb3QoOsjZuZP0Rx5l+xNPEM7OPjgRF0ejnj1JHnAncU2aOBafiIjUCDuB+gVeV9b92qeAVm5fwB3ye0PAHKwu2X2AWyLP/Rnw2flQVzhc8SZQpse4G6vl1TKsmjNfYP0Az2Flm3xY/cxHGkFzfRn2XQfMMYLmg4dZMwBINYLm8eX+AaoRl8u1NzExMSmjUHcFqXzqHiVHSqdTUpwOQUSqgQ8++IDBgwezdu3Bf1xs3bo1wWCQRIdPrYSzstj+9NNsmf8wuTt3Rs3V+0cnmg4dSq3jjnMoOhERKSwpKYnMzMyMcDjs3LHMcnL7Ap8CbYChwCbgfaxDJUtKem/I7/2wgs+Ow0rc5N0EeiXk99r6l3W7rkfdBPyY11XK9BgAO4yguQpYZXqMN4BVwFvA4jLs6wYalrCmIdZ/IBEREZEab926dQwfPpwXXngharxly5ZMmjSJWrWKuqF+ZITDYXa/8QZpM2eRvWFD1FziGWfQbMRwks4+26HoRESkhhqHdVWp4LWkmyJfJalQIbWQ33sA+E9F9iiJXUkbD1bR4CL3NoLmV6bHeBW4k7IlbUqjHpBl854iIiIiVcquXbuYPHkys2fPJivr4EefxMRERowYwfDhwx2tW5Px5VekTZtG5tq1UePxrVrRLHUo9f75T3WEEhER24X83jfdvoCBVU+mJVYS54PIV6Vx+wL1gQbAzpDfu6uynmNnIeKCZ1/3Ao0Lzf/EwY5PxTI9RutCQw2LGAMrI9YauBpYV4Y4RURERKqVxYsX4/P5SEtLixrv3bs3U6ZMoVWrVg5FBlnr15M2aza733gjajy2QQOS7+xPo169cCUkOBSdiIgcDUJ+73pgEYDbFxgHvB/ye+0uRIzbF0gAhmPVsXEXGA8BjwPTQ36vrYdK7ErabCS69dU6oPDZ1xOxkjklCWEVLM4zKPJVHBfW3TURERGRGmn16tVRCZu//e1vzJkzh3PPPdexmA5s3076ww+z/elnoECRYVd8PI3+/W+S+91ObIMGjsUnIiJHrQ5YeQVbuX2BesA7WLmOMPAb8CfQHKtkywTgCrcv0DHk9+6x67l2JW1WE52kWQkMNz3GWOAFrGLE3YFXS7HXMg52m7oR+Ibo9l15coCtwDtG0Hyz3JGLiIiIVHETJkzgqaeeon79+kydOpVevXo5dtUoNyuL7U8uJ33BAnJ3RZ8Gr3/55TQdOoSEY491JDYREZGQ3xt1LSqSbGlIxa8xjQfOwcpxDA/5vb8WeMZxwAzgysi61Ao8J4pd3aN6AFOAy42g+avpMRpjdZByczABsw240AiawTLsmwuMM4Km7ceaqit1j3KOukfJkaLuUSJHr507dzJ16lQGDRpESkr0/xd89tlnnHHGGSQlJTkSWzgcZvfrr1tFhn//PWou8ZyzSRkxgsS//MWR2EREpGKqc/eookS6Og0DbgUKtiv8FVgIzIgUES7LnhuALSG/96xi5l3Al0ByyO+17d6yLSdtjKD5Ela15rzX20yP0Q64DWiLdTRpmRE0N5Vx61uwjhuJiIiI1Fg5OTksWrSIMWPGsGXLFrZu3cojjzwStea8885zKDrI+Oor0vxTyfz666jx+DataTZsGPU6dVKRYRERqRIidWdeBy7GOkSyAasVeAusgyWTgM5uX+CyMtafSQaeLG4y5PeG3b7AG8DAcoZeJDsLEUcxguZOrONBFbEQmAu8UdJCERERkero3XffZciQIXzzzTf5YwsXLmTIkCF4PB4HI4OsDRtImzmL3a+/HjUe26AByQMG0Oi6a1VkWEREqpqhWCVaXgVSQ37vT3kTbl+gLTAT6BZZ5y/DviGsa1aH0wCb6+nE2LlZJdhM1Y9RREREpMx+/vlnrrzySjp27BiVsGnVqhXLly/n5JNPdiy2nJ072eyfyi+Xe6MSNq74eBr36UPbt96k8Y3/VsJGRESqouuB74AeBRM2ACG/9xfgKuB7oHcZ930M6On2BYos3Ob2BVoD10bW2cbWkzamx+iN1fqqHVAf2AV8BTxuBM3l5djydaCD6TFijKCZa1+kIiIiIs7YuXMnEydO5IEHHiC7QNelpKQkfD4fqampztWtycpi+zPPkD5vPjk7d0bN1b+8C02HDlWRYRERqepOAB4K+b1F5hBCfm+u2xdYCdx9uE0iSZiCXgAuAr50+wJzgA+xDpqkYF3FGgR8ALxYsfCj2ZK0MT1GPLAC6IpVdDgH2IJ156sDcInpMXoC1xhBM7vYjQ41GlgFLDI9xnAjaKbbEa+IiIiIE5599lnuvvtutmzZEjV+4403MnnyZFq2bOlIXOFwmD3vvEPa9BlkrV8fNZfYrh0p94wg8cwzHYlNRESkjLKAuiWsqQOUlJsIYdXEKcwF3F/MeHesq1e2HZCxa6ORWIGtivz6YyNo5pgeIxb4O1Znqa7APcDEMuz7NLATq/X3dabHCGEVJi78Gxc2gmbHCv0EIiIiIpUsJiYmKmFz/vnnM2fOHNq3b+9YTJnffU/a1KlkfP551Hj8scdaRYb/eZmKDIuISHXyDXCN2xcYF/J7txSedPsCycA1wNeHvDPaMopO2hxRdrX8/hnIBU4zguYh1ZdNj1EL606ZywiaJ5Rh39JeiQobQTO2tPtWZ2r57Ry1/JYjRS2/RWqucDjMxRdfTCgUYtq0aVx77bWOJUSyN21iy5w57Hz5v1HjMfXqkdy/P41u6E2MataIiBwValLLb7cv0BN4BliPdWjkPazuUc2xChSPweoi1Svk9z7nTJSlZ9dJm2OBh4pK2AAYQXO/6TFeBgaUZVMjaKoIsYiIiFQ7O3bsYOLEiXTq1InOnTvnj7tcLpYvX05ycjKJiYmOxJa7dy9bFy1i6+OLCe/bd3AiLo5G111H8oA7iWvUyJHYREREKirk9z7n9gXOBHzAo0UscQHTqkPCBuxL2vwBxJewJj6yTkRERKRGOnDgAIsWLWLMmDGkp6cTCATo2LEj8fEHPya1atXKkdjCOTnsfPFF0h54gJwt0WUC63bsSLNhqdQ67jhHYhMREbFTyO8d5fYF/gv0xWqU1ACr9MpXwOMhv/eziuwf6SDVDqsF+E7gy5Df+3vFoi6aXdejJgI3A6cYQXNXEfMNsVpqLTKC5r0VfuBRTNejnKPrUXKk6HqUSPX0zjvvMGTIEL799tuo8aeeeopevXo5FJVl72efsdk/lf0//hg1XusUg5R7fNT5218dikxERKqCmnQ9qjK5fYE2wCPAP4qYfgu4I+T3hux8pl0nbSYApwGrTY8xgUNbX40FVlN0heUSmR7jOuBWDmbIdgFrsJJAz1Q4ehEREZFy+umnnxg2bBj//W90bZjWrVszbdo0evbs6VBksH/dOtKmTWfP++9Hjcc1a0bTIUNo0P0KXDG6jS4iIlISty/QHPgYaInVWepDrFo5LbAaMF0GfOz2Bc4J+b1/2vXcciVtIgWCi2t99UQx4ycCmWV5pukxXFgVm6/n0FbiHYFLTY/RzQiavcv0A4iIiIhU0I4dO7j//vt56KGHyM4+2DW0Tp06+Hw+UlNTHatbc2D7dtLnzmP7M89ATk7+uCsxkSZ9+9Kkzy3EJCU5EpuIiEg1NRYrYXMPMCvk9+b/Aev2BWKBIcA0rELHd9n10PKetPmQI9P6qh/QG+tUzT3ABwVaiV8M+LFagX9kBM0FRyAeEREREd5++2169epFenp0bZibb76ZSZMmccwxxzgSVzgri23LnyL94YfJ3VXgxrrLRYMePWg6eBDxKbqCKSIiUg5e4M2Q3zu98EQkgTPD7Qt0ArridNLGCJqX2BVACfpgHTu6yAiamQWenwO8a3qMi7FaifcFlLQRERGRI+Lkk09m7969+a8vuOAC5syZwznnnONIPOFwmN1vv03ajBlkr/8tai7pr3+l2T0jSDz1VEdiExERqSGaA8tLWLMGq624bar6JeZTgBcLJmwKioy/BBhHNCoRERE5qrVq1Yrhw4fTpk0bnn32WT766CPHEjb7fviB3266mY13D4xK2CS0acOx8+bSeukSJWxEREQqbifQpoQ1rSPrbGNXIeJ8pseIBzwcbH1lGkEz+/DvKlYYq5bN4ZQ0LyIiIlIu27dv5/7776d27dpMnjw5as7n8+Hz+RyrW5O9OY0tc+aw86WXoEA30Jj69Wk64E4a9eqFKyHBkdhERERqoI+Ba9y+wPyQ3/tp4Um3L/A34F9AwM6H2pa0MT1GfayiO/8GaheY2md6jCcAnxE0d5R1W+Aq02OMLuq0jekxEoEewA/lDFtERETkEAcOHODRRx/l3nvvZevWrcTHx9OnTx9OOOGE/DVOJWtyMzPZungxWxcuIpyRcXAiNpZGvXqRPOBO4ho1ciQ2ERERp7l9gdbAjpDfu+swa+oBjUJ+72/FrSnCJKy6Nh+4fYFngPewukc1x7oS1QvIBSYXt0F52HI9KpKw+QS4HTgAfAQ8F/meHRn/OLKuLB7HOl70oekxOpoeIy7yvFjTY3TA+k1qE1knIiIiUmFvvvkmZ5xxBgMGDGDr1q0AZGdns3TpUkfjCufmsvOVV/ily+WkP/hQVMKm7iWXcPwr/6X5mNFK2IiIyNHuV2BQCWsGRtaVWsjv/RK4BtiF1TDpMeBVYCHW4ZVdQM+Q37umrAEfjl0nbUYCpwIPA6MLnqgxPUYDYCIwILJuZBn2fQSr33kv4E0g1/QY24DGWAknF/CcOkeJiIhIRf3444+kpqYSCESfana73UyfPp2rr77aocgg46uv2Oz3s+/rb6LGa510Eim+e6hz/vkORSYiIlLluKikMiohv/fVyEme7sBZQAOssjBfAS+F/N69h3t/ediVtLkKWGUEzQGFJ4yguRO42/QYZwFXU4akjRE0w0Bv02O8itVJqh1WwibvN+VxI2g+bUP8IiIicpTatm0bEyZMYN68eRw4cCB/vG7duowePZrBgwdTu3btw+xQebI3biRt5ix2vfZa1HhskyY0HTiQhtdcjSs21pHYREREqrHmQJkSLJFkTVbI7/0TeCryVensStq0Af5TwpoPgCHl2TySmFFyRkRERGwVDAa54IIL2LZtW/6Yy+WiT58+TJw4kebNmzsSV86evWx97DG2LVlCeP/+g7HFx9P45pto0q8fsXXrOhKbiIhIVeP2BW4sNHRmEWMAsVglWG4Avi3jYzhiDdIAACAASURBVH4FlmIdKDli7Era7AWalbCmKZBRwhoRERGRI+bEE0+kTZs2+Umbiy66iNmzZ3PWWWc5Ek84N5edL75E2pzZ5GxJj5qr989/0mxYKgmtWjkSm4iISBW2BKv7NJHv3SNfheVdm8oAxpfxGTuA9BJX2cyupM3nwL9MjzHVCJo/FZ40PUZboCfwWXkfYHoMF9YRpvii5o2gWZaqzyIiInIUOnDgAHFxBz/+xMbGMnv2bPr06cP06dO58sorcbkq5Rp8iTI+/5w/p0xh/w9m1HjtU08lZaSPpHPOcSQuERGRauCWyHcXVqOil4CXi1iXA2wFPgv5vWXtbr0Kq2TLEeUKh8MlryqB6TE6YhUK3g08xKGtr+7GKtDzTyNovl3Gvf8F+IDTKD7JFDaCpm3ty6syl8u1NzExMSkjQ4eWjrS3f9jsdAhylOh0SorTIYjUONu2bWP8+PGsXr2aTz75hJiY6Aaa2dnZxMcX+e9ClS5rwwbSps9g95tvRo3HNWtG0yFDaND9ClwxtjT8FBERKVJSUhKZmZkZ4XC4jtOxVJTbF3gPWBzye5fZvG97rA7Zd4X83oV27n04tiRtAEyP0Q94gENPwriw2n4PNoLmw2XccwDwIFYb8U+AjZFfH8IImrcUNV7TKGnjHCVt5EhR0kbEPtnZ2SxYsID77ruP7du3A7BkyRJuuukmhyODnD172PrII2xbspRwdnb+uKtWLZr07UOTvn2JqVPtPzuLiEg1UJOSNpXF7QvcC5wP/ANYC6wG/uTgtaw84ZDfe79dz7XtdIoRNB8xPcZKrP7k7YhuffWkETTXl2PbIUAacL4RNMvUQ11ERESObitXrmTo0KEEg8Go8ddff93RpE04J4cdL7zAljkPkLN1a9Rc/a5daTZ0CPHHHONQdCIiIlKMcQV+3Y7ir0qFgaqXtIH8ujKTbNyyJfCYEjYiIiJSWqZpkpqaysqVK6PGjz/+eGbMmEGPHj0cigz2/m81m6dMYX+hRFLtM/5Cis9HUrsjflVeRESkxnH7AhcDw4G/Ao2Aou4Zh0N+b1lyIh3siK2sbEnamB4jB3jGCJq97divgA1ALZv3FBERkRpo69atjB8/nvnz55OTk5M/Xq9ePcaOHcvAgQOpVcuZjxVZGzaQNm06u996K2o8LiWFZsNSqe/1qm6NiIiIDdy+gBerEHEs8BvwI8WUWSmLkN/7QUX3KA+7TtrsxvrNsNtSoJ/pMeoZQXN3JewvIiIiNcDevXs59dRT2bz5YP0xl8vFbbfdxoQJE0hJcaZWVLF1a2rXpsmtt9Kkzy3EJCU5EpuIiEgNNQ6rrq435Pe+WcLaKs+upM1XwCk27VWQHzgLeNv0GCOAL5W8ERERkcLq1KnD9ddfz+zZswHo0KEDs2fP5owzznAknnBODjtffJG0OQ+Qk54eNVf/im40GzqU+ObNHYlNRESkhjsNeKayEjZuX8BNMbV8Q36v7aVd7Gr53Rl4BbjcCJpvlbS+jHtfCjwPNDzMMrX8lkqn7lFypKh7lEjJduzYQcOG0R8Ntm/fTpcuXfD5fHTv3h2Xy+VIbBmff86fU6aw/wczarz2GX+h+ciRJJ55piNxiYiIFKcmdY9y+wJbgGUhvze1EvZOxarjG4/VKbugbGBkyO+dZecz7Up0NANeB1aaHuMl4HOKbn2FETRL3Svd9BjdgRVYd9F+Bf7AhrtoIiIiUj1t3bqVcePGsWzZMn744QdatmyZP9eoUSNWrVrlWGxZv28kbfp0dr/xRtS46taIiIgcUe8A59m9qdsX6AVMB7YDDwLvY+U9mmMVKR4ITHf7AhtDfu+zdj3XrqTNEqwEjQu4KvIF0UkbV+R1qZM2WHfRMgCvETQ/rnCUIiIiUi1lZ2czf/58xo0bx44dOwAYNWoUS5cudTgyyN27l/RHH2Pb4sWEs7Lyx121a9Okb1+a9O2jujUiIiJHzj3AarcvMAaYFPJ7K369yJKKlbA5K+T3ri8w/iPwgdsXWAqsAYYBVS5pc4tN+xR2MrBMCRsREZGjUzgc5rXXXiM1NZUff/wxam7jxo1kZWWRkJDgTGy5uex8+b9smTWLA1u2RM3V79qVZqlDiW/RwpHYREREjmL3Ad8D44E+bl9gLbCjiHXhkN/btwz7ngIsLZSwyRfye391+wLPY9W7sY0tSRsjaFbWP3OlA1klrrKJ6TGOBSYAnYEmwCasVmHjjaC5vZR7DMc6GnUKkAzkAuuBt4BZRtD8vRJCFxERqXG+//57hg4dyptvRtcRbNu2LTNnzuSKK65wrm7Nl1+xecoU9n37bdR47dNPJ2XUSJLatXMkLhEREeHmAr92R76KEgbKkrTZTdHJn4K2A7vKsGeJqnrx3v8AnU2PEW8EzewSV1eA6THaAp9i1ed5GQgCfwUGRWK4wAiaW0uxVT9gD/ABsBmrQFE7YAjQ1/QYlxhB86tK+BFERERqhPT0dO677z4WLFhAbm5u/nj9+vUZO3Ysd999N7Vq1XIktuxNm0ibMZNdgUDUeFzTpjRNHUqDK65Q3RoRERFnHVdJ+74J/BMYWdSk2xdwAZdF1tnG1qSN6THqAldyaOurF42guaccW44B/gY8b3qMwUbQDNkVaxHmYyVsBhpB86G8QdNjzMJKuEwC7ijFPqcZQXNf4UHTY9wGPBrZ53JbIhYREamBunbtyv/+97/81zExMdx+++2MHz+eZs2aORJTbmYmWxc9ztaFCwnvO/jHvCshgcZ9biH5ttuIqVPtG26IiIhUe8VdX7LBCOBTty/wNOAr+By3L9AamIrV9XqEnQ+1peU3gOkx/gUswAqy4FnlMNYRon5G0FxRxj3XYZ1UOSYytAMrEVRY2Aiabcsc9MHntAV+BkJAWyNo5haYq4d1TcoFNDOC5t5yPqMBVvw/G0HzxPLGqpbfzlHLbzlS1PJbjnavvvoq3bp1A6Bjx47Mnj2b008/3ZFYwuEwu157jbQZMzmwaVPUXL3OnWk2bBgJx7Ys5t0iIiLVQ01q+V1Z3L7Au0Aj4C9ADvAb1u2aFKA1Vtfrb7CuSBUUDvm9Hcv7XFtO2pge4x/A01j1W5ZxaOur64GnTY+xwwiab5dh6xisFt+/FRgr6vJ6RS+0d4h8f7NgwgbACJq7TY/xCdYxp3Ox2oeVR7fI92/K+X4REZEa5+eff6Zt27ZRtWm8Xi/9+vXD6/XStWtXx+rWZH73PZsnTybzyy+jxmsZBs1HjSSpfXtH4hIREZHiRU69lErI7/2t5FX5Linw6zjg+MhXQWcU8b4KnZSx63rUvcB+4O9G0Pyy0NxS02PMBT6MrCt10sYImm6b4ivJyZHv/1fM/E9YSZuTKGXSxvQYtwLHAnWB04FOWAWJfRWKVEREpAZIT0/n3nvv5ZFHHmHFihVceeWV+XMul4sFCxY4FtuBLVtImz2HnS++CAVOJMc2aULTwYNoeNVVuGJjHYtPREREDitE6RIlYcqQEwn5vY4UrbMradMOeLaIhA0ARtD8wvQYzwHX2PQ8uzWIfC/q6lXB8YZl2PNWrHo8eT4HrjeC5s+lebPL5VpTzFTtMsQgIiJSpWRlZTFv3jzGjx/Pzp3WH6/Dhg3j8ssvd6y4cJ7crCy2L1tG+sMLyN1b4DZ0fDyN//1vkvvfQWy9es4FKCIiIqWxjKKTNg2BM4E2WLeDKqv2ja3sStrsx6r7cjh/RNYdFYygeS6A6TGaAGdhFSBeY3qMnkbQfMPR4ERERI6wcDjMq6++SmpqKj/99FPU3PHHH8+2bdto0aKFY7HtefddNk+dRvZv0aek63boQMo9I0hwux2JTURERMom5PfeXNyc2xeIAcZiNRm66UjFVBF2JW0+Ai4oYc0FWFekqqK8kzQNipnPGy+pJ/shIm3C3zI9xudYbcSfMD1GGyNoZh7ufeFw+Oyixl0u114gqaxxiIiIOOXbb79l6NChvP129A3pE088kVmzZuH1eh2rW7P/p5/YPMXP3k8/jRpPOKEtKb6R1L2wpI83IiIiUl2E/N5cYLzbF+gM+IHeDodUIruSNvcAn5keww/cX7DDkukx6gD3AacB59v0PLv9GPl+UjHzed2eiqt5UyIjaO4wPcZnQA/gVOCL8u4lIiJSHWzZsoV7772XRx99lNzcg3X+GzRowH333ceAAQNISEhwJLacHTvYMnce259+GnJy8sdj6ten6V130ajXdbji4x2JTURERCrdp8CNTgdRGnYmbb4BhgO3mx7jSw62vjoL66TKh8A9psco+L6wETT72hRDRbwX+X6Z6TFiimj5fQGQAayq4HPyeoIeqOA+IiIiVd64ceOiCgrHxMRwxx13MH78eJKTkx2JKXzgANufe470Bx4kZ2eBUnYxMTS67lqS776buEaNHIlNREREjpjGQLVob25X0ubmAr9uCFxaxJqLI18FhQHHkzZG0PzF9BhvYnWIGgA8VGB6PNZ/zEcKnSDyRN4bLDDWGthvBM3NhZ9heox+QHtgA/BtZfwcIiIiVcnYsWNZtmwZe/bs4R//+AezZs3itNNOcyyevatWsXnSZPYXqqmT9Le/kTJqFLVPLu7ArYiIiNQUbl+gE3At8J3TsZSGXUmb42zax0l3Yh2RetD0GB0BE6v7Uwesa1GjC603I98LXsI/C3g+cg3qZ6zTRk2Ac7Hafu8B/m0EzRxERERqkG+++YaWLVvSpEmT/LHmzZvz4IMP0qxZMy6//HLH6tZkbdhA2rRp7H4ruqZO/LHH0uyeEdTr1Mmx2ERERMRebl/g3WKm4oBWQOvI6wlHJqKKsSVpYwTNatEq63Aip23OwfoP1xm4HKsj1gPAeCNobi/FNl9G1v8d8GIdudoHrANmAg8YQXNDJYQvIiLiiLS0NMaOHcvChQvp378/c+fOjZq/5ZZbHIoMcvfuJf3Rx9i2eDHhrKz8cVdSEsn9+tH45puIcbjNuIiIiNjukmLGw8B24A1gRsjvLS65U6W4wuGi2pdXXZHCxnWA9IK1Z44WLpdrb2JiYlJGRobToRx13v7hkFtvIpWi0ykpTocgUqL9+/fz4IMPMnHiRHbt2gVAbGwsX3/9NaeeeqqjsYVzc9n16qukzZjJgbS0qLkG3a+g6dChxKfof2ciIiJ5kpKSyMzMzAiHw9WizsvRxK7rUbYxPUYCcKBwQsb0GJcBU4AzI0O7TY/xNHCPETR3HeEwRUREjkrhcJiXX36ZYcOG8csvv0TNdezY0bFuUHkyv/2WzRMnkfn111HjtU8/neajR5F45pnFvFNERETkILcvsK6cbw2H/N62dsVR5ZI2QCYwDrg/b8D0GFcDzwCxWJ2XdgONgNuBdqbHuNAImurIJCIiUom+/vprhgwZwnvvvRc1fvLJJzNz5kxH69Yc2LKFtFmz2fnii1HjsU2TaTY0lQbdr8AVE+NIbCIiIuIcty9QD6th0s6Q31uWAx8xWFeqCkoAWkR+nQOkA8lYuQqwSqxkYaOqmLRxUaC4b+TkzTysZM1gYKERNPebHuNkYDFWseDbgfkOxCoiIlLjpaWlMWbMGBYuXEjBa9WNGjVi3Lhx9O/fn/j4eEdiC2dlse2JJ0if/zC5e/ObPOKKj6fxzTfRpN8dxNbVSW8REZGjidsXiAOGAbdSoHGS2xf4FViIVdPmsAc/Qn6vu9Ce9YG3gfXASODjkN+b4/YFYrHq2k7BSvR0su8nqZpJm8IuBZoBk42gOS9v0AiaP5oeoztWZ6drUdJGRESkUrz99ts89thj+a9jY2Pp378/48aNi+oWdSSFw2H2vP8+af6pZK2P7odQ99JLSblnBAlt2jgSm4iIiDjH7QskAK8DF2OdlNmAdQKmBeAGJgGd3b7AZSG/tyynYiZhndg5reD7Qn5vDvC+2xfoAHwbWTfQhh8FsLJAVZ2B9Ru99JCJoLkFeA1wtuKhiIhIDdarVy/OPfdcADp37sw333zDQw895FjCZv+6dWy4vR+/978zKmGT0LYtrRYupNX8eUrYiIiIHL2GYnWQCgBGyO91h/ze8yInZ04GXsE6GTO0jPteCbxcXKIn5PfuA14Gripn3EWqDidt8ioaFtdW/Deg3hGKRUREpEZbu3YtWVlZ/PWvf80fc7lczJ07l7S0NLp06eJYbDm7d5M+bz7bnnwSDhw80RxTrx5N776LRr164XLompaIiIhUGdcD3wE9Qn5vVIOjkN/7i9sXuApYC/QG/GXYtwlQ0geN+Mg621TVkzYFi/38Gvle3A/eGFD3KBERkQrYvHkzt912G2eddRZ9+/blwIHoa95nn322YwmbcG4uO1as4JfOXdi2ZMnBhI3LRcOePWn7xus0vvFGJWxEREQE4ARgZeGETZ7I+EqgrB2efgGucfsCDYqadPsCjYBrgPJ2nSpSuU7amB7j3XI+L2wEzY6lWDfO9BjjCo21w7qHVtjxwB/ljEdEROSotm/fPh544AEmTZrE7t27Afjuu+9YuHAhd9xxh8PRQcaXX7F50iT2ff991Hji2WfTfPQoap9yikORiYiISBWVBdQtYU0dILuM+y4AHgRWu32BScCHwGYgBat+zmigOVZNG9uU93rUJcWMhynQ+amI8cLtsoryYTHrTiw8YHqMRsCFwNOl2FdEREQiwuEwL774IsOHD2fduuh/EOrSpQsXX3yxQ5FZsjdvJm3GTHa98krUeFzz5jQbPoz6DrYXFxERkSrtG6wTMeNCfu+WwpNuXyAZ60TM12XZNOT3znX7AicCd2N1si7MBTwU8nttbZJUrqSNETSjrlVF2nI/B5wG3A+8D/yJlWXqgJVx+g7oWYq9LylDKA2AO4A1ZXiPiIjIUe2rr75iyJAhfPDBB1HjhmEwa9YsOnfu7FBkkLt/P9uWLCX9kUcIZ2Tkj7tq1aJJ3z40ufVWYpKSHItPREREqry5wDNYJ2ImAu9h3dppjnUAZQzQlHJ0eAr5vYPcvsAzQB+s20ANgJ3Al8CSkN/7qR0/QEGucLg0h18Oz/QY9wO3AKcZQXNHEfONsVpfLTKC5r0VfuBRzOVy7U1MTEzKKPBBVo6Mt3/Y7HQIcpTodEqK0yFIDZWWlsaoUaN4/PHHKfjnf+PGjRk/fjz9+vUj3qG6MOFwmD3vvcfmKX6yN2yImqt32WU0GzGChGNbOhKbiIhITZeUlERmZmZGOByu43QsdnD7ApMBH0Xf4nEB00J+r+/IRlU+dhUi7g38p6iEDYARNLcBK4AbbHqeiIiIlFFGRgZPPvlkfsImLi6OQYMG8dNPP3HXXXc5lrDZ/8svbLj1Nn6/c0BUwqbWiSfSeslijn3wASVsREREpNRCfu8o4HzgceArrOLAX0VeX1BdEjZgX8vvY7CK/RxONtDCpuflMz1GfaChETR/s3tvERGRmsTtdpOamsrkyZPxer3MmDEDj8fjWDw5u3eTPnce25Yvj27h3aABTe++m0bXXYsrzq6PKiIiInI0Cfm9q4BVdu/r9gW6YR1cMYA6Ib/3hMi4AXQDlof83o12Pc+uT0K/A91NjzHaCJqHJG9Mj1EL6A6UKnDTY7QFZmHdNzuA1Y5rrBE0fy1i+RDgXiC2fKGLiIjUPF9++SVr166lT58+UeM+n4+LL76Yyy67zKHIrBbeO194gbRZs8nZtu3gREwMDa/tSdOBA4lr1Mix+EREREQKc/sCLmAJB28QZQKJBZZsByZjXb+aatdz7UraLAXGA++aHmMU8IkRNHNMjxGL1d1pElZr7vtK2sj0GM2Aj7HaZuW5HuhqeozeRtAM2BSziEiVVFXrJ6nWTvWwadMmRo8ezZIlS0hISKBDhw4cd9xx+fP16tVzNGFTXAvvpPbtSRk9itoOnvwRERGR6sntCyRg5RF2A51Dfm+R7bwj61Zitfz+e3HrinEn8G+sK1apWAdIxuZNhvzeP92+wCeAFxuTNnbVtPED/8W6M/YesM/0GJuBfcC7kfFXIutKMhIrYfMI0BJoFhmLB14wPUYPm2IWERGpMfbt28eUKVM46aSTWLx4MeFwmP379zNy5EinQwMge3MaG0eMYP3110clbOJatKDl7Fm0XrZUCRsREREprxuAs4GZh0vEhPzeLGA68FesK05l0RerTfhtIb93J0UXOf4JOK6I8XKz5aSNETSzgR6mx7geq4tUO6AxB1tfLTaC5tOl3K4L8LURNPsXGJtqeox3sRI/z5ge4xojaL5qR+wiIiLVWTgcZsWKFQwfPpz169dHzXXr1o0JEyY4FJklNyuLbUuXkv7wgiJaePelyW23EpOYeJgdREREREp0FbAu5Pe+VtLCkN/7utsX+An4F9Z1p9I6GXgk5PcergV3GlY7cdvYWt3PCJpPAU9VcJs2wPwi9v7c9BgXYZ3ked70GFcaQfP1Cj5LRESk2lqzZg2DBw/m448/jho/9dRTmT17Nv/4xz8ciizSwvv999ns95O9PrpXgFp4i4iIiM3aASUmbAr4ELi8jM84ANQuYU1LYE8Z9z0su65H2SkTyClqwgia/wd0wCrw84LpMTodycBERESqgt27d3PLLbfQvn37qIRNkyZNmD9/PmvXrnU0YbN/3a9s6NeP3/vfGZWwqXXiCWrhLSIiIpUhGShLYcjNQJMyPuMH4JJIQeJDuH2B2sClWK3FbWPrSRvTY/wFq2iwAdQxgmanyLgb687YW0bQ3F7CNuuBM4qbNILm/5keoyPwPvAS8GnFIxcREak+EhMTWbNmDeGwdTo3Li6OgQMHMnbsWBo2bOhYXDl79pA+/2G2PfEEZB+8Th5Tvz5NBw5UC28REZGjjNsXuAF4IvLytpDfu7CINV2BYVinZWKB74H5Ib93aRkelQnULcP6ulg1eMviCWAuMNvtCwwtOOH2BWKxOmAfA/jKuO9h2XbSxvQYE7Dq14zA6k3eodBznuZga6zD+Ri4yPQYDYpbYARNE+iE9Zvcsbwxi4iIVEdxcXHMnj0bgK5du/L9998zc+ZMxxI24dxcdrz4Er907sK2xx8/mLBxuWh47bW0fX0ljW/orYSNiIjIUcTtC7TCSnIUe13I7QvchVW79jTgSeAxrMTHErcvMKMMj9sAnFOG9ecAv5W4KtojwJvAwMjzegG4fYEVWIdP7gD+G/J7l5dx38OyJWljeozrgDHAW8CZwJSC80bQXAd8AVxRiu0CQC2sdlrFMoLmt1iJmx3lCFlERKRa+OKLL7jrrrvyT9Xk6dixI2vWrOGVV17hpJNOcig6yPz2W0K9erFp5Ehy0tPzxxPPOovj/rOCFuPHEde4sWPxiYiIyJEXuUK0GNgKLChmjRuYAWwDzgn5vQNCfu8Q4C/AL0Cq2xc4r5SPfB84z+0LlJi4cfsCZ3Ow83WphfzeHKArMAErZ3ES4MIqgpwE3I9V3NhWdp20GQj8DHQ3guY3QFYRa0zgxJI2ihQXTsRqw1XS2rVAW+D4MkUrIiJSxf3xxx/cfPPNtG/fnnnz5vH004c2YTzrrLMciMxyID2dP0aNJvSvnuz7+pv88biUFI6ZPp02y5+k9imnOBafiIiIOGogVn2XW4C9xazpg5X8mBvye0N5gyG/dzswOfLyjlI+by5WC+7n3b6AUdwity/gAZ7HqqN7SAOkkoT83gMhv3ccVocoA7gQOB1oGvJ77wv5vQfKumdJ7DqnfDqwxAiaRSVr8vwBpJRmMyNo7i/tg42guQOdthERkRoiMzOTmTNnMmXKFDIKtMgeO3Ys1157LbGxsQ5GB+HsbLY9uZz0efPI3XPwtLMrPp7GffqQfPttxNSp42CEIiIi4qRI0sQPPBDyez90+wKXFrM0b7yortArC605rJDf+6PbF5gAjAO+ilxZehf4PbKkJVZplauxEkX3hvzeH0uzdx63L9Aa2BHye3dF2n4f8n63L1APaBTye8t69apYdp20cQG5JaxJoeyFfkRERI4K4XCYZ599Fo/Hw9ixY6MSNt27d+f11193PGGz5+NPWNe9B2lTp0YlbOpeeinHB16l2ZDBStiIiIhUX7VdLteaor5Ku4HbF4jDKtj7GzCqhOUnR77/X+GJkN+7CeuEzrFuXyCpNM8O+b0TsMq2uLAaJD2GlfxZCSyMjMUAo0N+78TS7FnIr8CgEtYMjKyzjV0nbX7CuhNWJNNjxGAdG/repueJiIjUGJ9//jmDBw/m00+jGyKefvrpzJ49m44dna25n7VhA5v9U9nzzjtR4wnHHUfKqJHU/fvfHYpMREREqph7sbpAXRjyezNLWJvXfGhnMfM7gTqRdRnFrIkS8nsnu32B5VhXry4AWkSmNmE1PVoc8nvXl2avIrgiX0eUXUmb54CJpsdINYLmzCLmRwEnAA/Y9DwREZFqLxwOc9ttt7Fo0aKo8eTkZCZOnMitt97q6Oma3IwM0h99lG2PLyacdfAGdEydOiQPGGB1hEpIcCw+ERERsdW+cDh8dnnf7PYF/ob1d/+ZIb/3M/vCKptIUuY+hx7fnOJr+JSLXUmbOVhVkqeZHqMnVgEgTI8xA/g7VjutVcCjNj1PRESk2nO5XNSuXTv/dXx8PIMGDWLMmDE0aNDgMO+sXOFwmF2vvUba9Bkc+PPPqLkGV15Js6FDiGva1KHoREREpKqJXItahnXVaWwp37YTSMY6SbO1iPmSTuJUOrcvcGOhoTOLGAOIBVoDNwDf2hmDq3AL0fIyPUYDrJM0vbECzpMLLAfuMoLmblsedhRzuVx7ExMTkwrWOpAj4+0fNjsdgoijOp1SqlryUkbp6emceOKJXHLJJUyfPp0TTjjB0Xj2BYNsnjiJjC++iBqvffrpNB8zmsQzznAoMhEREaksSUlJZGZmZoTD4XIVp3P7Ag2B7aVc/kDI7x3s9gU+xrrCdH7hkzluX6AFVjOj30N+b6vyxGQHty+QS+RQSgnyrk1lAFeF/N437YrBrpM2GEFzJ3Cz6TGGAu2BJlgZsdVGfy+4SgAAIABJREFU0Nxi13NERESqo9WrVzN27FiWLl1K8+bN88eTk5P54YcfaNGixWHeXfkObN9O+kMPsf2ZZyH3YG+B2CZNaDZ0KA2u7IErxq7+BSIiIlLD7AcWFTN3Fladm4+xOi7lJWjexUradC4wlqdLgTVOuiXy3QU8DrwEvFzEuhys00KfhfxeW7tb23bSRo4MnbRxjk7ayNFOJ23KZ+PGjYwcOZInnngCgL59+7Jw4UKHozoonJPDjueeY8ucB8jZWeD0cVwcjW+4geQBdxJbr55zAYqIiEilq+hJm8Nx+wLjsGrM3BbyexcWGD8OMLFqwJwd8ntDkfFGwOdAW4o4heMUty/wHlYh42VH8rm2nLQxPcZzwGLgDSNoltT6W0REpMbLyMhgxowZTJ06Nap99/Lly5k0aRIpKc4nwTK++II/J01mv2lGjdc5/3xSRo+iVtu2DkUmIiIiNV3I7/3V7QsMBx4EvnD7As8CWcA1wLE4XNC4sJDf28GJ59p1Peoa4GogzfQYTwJLjaD5XUU2ND3G41hFjE8zgub+QnMfAvFG0DzP9BjvAccbQbNNRZ4nIiJih3A4zNNPP43P52PDhg1Rc1deeSXTpk1zPGGT/eefpE2fwa5AIGo8vmVLUkb6qNuxIy7XEe9oKSIiIkeZkN/7kNsXCAHDgBuBGOAHYEzI713qZGyFuX2Bs4CuwCMhv/eQaxhuX6A5cDvw35Dfu9au59qVtDkXuBm4FkgFhpoe4ytgKfC0ETTTy7HnV8BNwKXAyrxB02O4gQux7pOB1VLr2PIGLiIiYpf//e9/DB48mFWrVkWNn3HGGcyePZsOHRz5B5p8ufv3s23xEtIfeYRwZmb+uKt2bZL73U7jW24hpkA3KxEREZGKCvm944Bxh5l/BXjlSMVTAcOwchH3FzO/GegLnICVgLKFLRUFjaC52giadwItgJ7Aa8BfsLpJbTQ9xgumx+hheoyyJIlewyr206XQeGes6s0rD3mHiIiIQ0aNGsW5554blbBp2rQpjz76KGvWrHE0YRMOh9n97nus63YFW+bMiUrY1L+8C21XvkZy//5K2IiIiIgU7zzgvZDfW2Rh4Mh4XnFl29jWPQrACJpZwApghekxmmL1KL8J6AF0x6qm3KyUe/1ieoyfgcuBgQWmugAHANtaaImIiFRU+/bt83+dkJDAkCFDGDVqFPXr13cwKti/7lc2T5nC3o8+ihqvddJJpIwZTZ2//tWhyERERESqlebA7yWs+QPrMIttbE3aFBRp8z3b9BhzgCHAFKw24GXxOjDA9BgnGUHz/0yPkYB1XeozI2jutjdiERGR0snrvFiw7kuPHj245JJLaNKkCdOmTeP44493KjwAcvbsIf3hh9m27AnIzs4fj2nQgKYD76bRtdfiiqu0jwEiIiIiNU0G0LSENU2x2p/bxpbrUUUxPcbJpseYDKwHpgPxwM9l3KbwFam/A3Ui4yIiIkfcqlWrOO+88wgUKuLrcrl47bXXWLFihaMJm3BuLjteeolfunRh26LHDyZsXC4aXnstbV9fSePevZWwERERESmbtUB3ty9Qt6hJty9QH+uGkW1FiMHmpI3pMRqaHqO/6TFWYVV89gH1gUXA342geXIZt3wfyMS6IgVW8kb1bERE5IjbsGEDvXv35rzzzuN///sfQ4cOJSsrK2pNYmKiQ9FZMr/7nvXX92aTbyQ5Ww72AEhs1w73iudpMX4ccY0aORihiIiISLX1KNZJmrfcvsBfCk64fYEzsEq4JEfW2caVd8S7IkyP0Q2rOnJXIAErsfIOVveoF4ygua8Ce78GdMC6WvU5UM8Imq0LzJvASUbQjC3/T1B9uFyuvYmJiUkZGRlOh3LUefuHQ7q6iRxVOp3ibJtqp+zdu5dp06Yxffp0MgsU8E1ISOCdd97hwgsvdDA6y4Ft29gyew47VqyAAn+uxzVtSrMRw6nftataeIuIiEixkpKSyMzMzAiHw3WcjqUqc/sCS7ByH2GsblEbgZZACtYtoWUhv/dmO59p19nolyPf/w8rUbPMCJobbdp7JfBPrNZZBrDQpn1FRESKlZuby/Lly/H5fPzxxx9Rc9dccw1Tp051vG5N+MABtj/1NFseeojc3QVKvcXH0+Tmm2nSrx+xdfXZS0RERMQOIb/3Zrcv8ClwN3AqVnFigO+AB0N+r+35CruSNo8AS42guarElWX3Glbr8PuwslmqZyMiIpXqs88+Y/DgwaxevTpqvF27dsyZM4eLLrrIocgO2rtqFZsnTWL/T9Hl4upefDEpI30kuN3OBCYiIiJSg4X83keBR92+QBLQENgR8nsr7SqMXUmbTcCJgO1JmwKtv08AsoC37X6GiIhIngULFtC/f/+osZSUFCZPnsxNN91EbKyzt3GzN25k87Tp7H7jjajxhDZtaDbSR71LLnEmMBEREZGjSCRRU+l1S+wqRDwGON2mvYqSV3j4EyNo7qnE54iIyFGuW7duJCUlAVCrVi1GjhzJTz/9RJ8+fRxN2OTu28eWefP4xds1KmHjSkqiaepQjnvlv0rYiIiIiNQwdp202YjVJaqyPBnZ/6Ui5l7i4D0yERGRUsvNzSUrK4vatWvnj7Vs2RKfz8c333zDtGnTOO644xyMEMLhMLvfeos0/1SyC9XWqX9FN5qlDiM+pZlD0Yn8P3v3HSZVef99/D2zvS91QdpKcwYLCoL0IiBlKQKCKIoFyJMYYzCJuFGjMU80axLbz8T4e0SKSkRU+tKLFLEAARSZWQO4FKWX7W1mzvPHLMseipSd3TPsfl7XxTXO9z5z7i+5Au58vM99i4iIVE/Jqel78G/R0jczLeX70veXwshMS2kRqD4CFdrMBYa6HM4op9tVcNGrL5PT7doEPHSBsd8Hej4REan+Nm7cyKRJk+jWrRuvvPKKaeyZZ54JitOWinbt4vCLL5K38XNTPaKNkwbPPEN0u3YWdSYiIiJS7dnxhzYXen8hAf0hMlBHfscBq4ETwG+dbteOCt9UzktHfltHR35LTVddjvzeu3cvTz75JB9++CEAoaGh7Nixg+uuu87izs7w5uRw7B//5MTMmeDxlNVDEhOp9/jjJN41EpvFe+uIiIhI9aEjv4NXoFbabAfCgXbAdpfDWQgc4dwUynC6XQFbJiQiInKpcnNzSUtL4+WXX6awsLCsHhISwubNm4MitDF8PrLmzuXIK6/iPX78zIDdTq177qHeY78iJCHBugZFREREpEoFKrSxAyXAvrPqZy8Lsn6tuYiI1Cg+n4/33nuP3//+9xw8eNA0Nnr0aF566SWSg+B47ILt2zn05xco/OYbUz26QweSnnmayCAIlURERESkagUktHG6XcmBuI+IiEggbdiwgUmTJrFlyxZTvX379rz22mt069bNos7O8Bw9ypFXXiVr7lxTPbRBA5KenEzcgAFBsb+OiIiISE2SnJo+7ko/m5mW8m6g+gjUShsREZGgsmbNGm6//XZTrWHDhvzlL3/h/vvvx263W9SZn1FSwon3Z3LsH//Al5dXVreFh1N7/MPUnTgRe+nR4yIiIiJS5aZj3vLFxsU3Ij59TXCHNi6HsxYQ63S79lfG/UVERC6mZ8+e3HrrrWzevJnIyEh+97vf8eSTTxIbG2t1a+Ru+IzDL75I8R7zyZGxffuQ9OSThDdpYlFnIiIiIlLqfCdYjwCGAGuBT4FDQAOgN9ADWID/dO2ACVho43I4Y4HngbFAPfzpUmjp2G3Ac8AzTrfrP4GaU0REBPz71hw5coQGDRqU1ex2O6+99hpvvPEGL730Es2aNbOwQ7/i/fs5nPYSuatWmerh115L0tNPE9utq0WdiYiIiEh5mWkpM8q/T05NHwQMAIZlpqUsPOvy55NT04cBs4G3AtlHQNaGuxzOBOBz4HHgR8CFedPhb4DuwD2Xed9xLofzpotcc4PL4bziZ81EROTqtn79ejp27MjAgQPxer2msa5duzJr1izLAxtffj5HXnuNPSmDTYGNPSaG+pMn03z+PAU2IiIiIsHtaWDueQIbADLTUuYD84A/BHLSQD3Q/zRwPfCg0+1qB3xUftDpduXjXz7U5zLvOx248yLXDAOmXeZ9RUTkKpeZmcno0aPp0aMHW7ZsYdu2bUyfPt3qtkwMwyB78WJ2D0rh+Fv/i1FcXDaWMHw4LZYuoc7DD2ELD7ewSxERERG5BG2BXRe5ZhfwkwtPLlegHo8aASxzul0/tdnOXqBDgOYrL4SLbwYkIiLVRE5ODmlpabz88ssUFRWV1SMjI8nKyrKwM7NCt5vDf36B/M2bTfXIG2+kwTNPE9W2rUWdiYiIiMgVKMYf3PyUtkBJICcNVGjTGPjkItfkAgkBmq+81sDJSriviIgEEZ/Px4wZM3jqqac4dOiQaWzMmDGkpaVZ/hgUgOfkSY698QYnZ30IPl9ZPaROHer/5jckDL8Tm8UnV4mIiIjIZVsFjEhOTX8U+GdmWkrZ4pHk1HQb8CgwkItnI5clUKFNDlD/ItdcCxy72I1cDufUs0p3uhzO5PNcGgI0xb9XTvol9CgiIlepdevWMWnSJLZu3Wqqd+jQgddee40uXbpY1NkZhtfLqdmzOfra63jLr/gJDaX22LHUffSXhMTFWdegiIiIiFREKv5Tol4HJiWnpm8ADgNJQDf8mceJ0usCJlChzSZgsMvhjHO6XTlnD7oczobAIGDRJdzrwXL/bAA3l/46HwP4Ev8GyCIiUg0dOnSIfv36UVxuP5hrrrmGtLQ0xo4diz0IVq3kb9rEoRdepMjtNtVjunQm6amniGjZ0qLORERERCQQMtNSdienpncC3gT6As3PumQF8MvMtJQ9gZw3UKHN68ASYLHL4fxZ+QGXw+kE3gYigf+5hHtdW/pqA/YAr5Xe/2xe4KTT7cq70qZFRCT4NWjQgMcee4y///3vREZGMnnyZCZPnkxMTIzVrVFy8CBH/vZ3shcvNtXDGjUi6fepxPbpg81mu8CnRURERORqkpmWsgu4Izk1vRFwC/4tYLKArZlpKT9Uxpw2wwjMHr4uh/M54Dn8q19KgDD8e83Uwh/APOl0u/52Bfdc43S71gWkyWrAZrPlRUVFRefn51vdSo2zcudhq1sQsVTfNkmVPofX62X79u20a9fOVM/KymLy5Mk8/fTTNG3atNL7uBhfUREnpk3j2P/+P4yCgrK6LTKSuv/nZ9R+6CHskZEWdigiIiJy6aKjoykoKMg3DMP6/yomJgELbQBcDmdv4DGgE1AHf+L0BfCq0+1aHbCJajCFNtZRaCM1XWWHNmvXruXxxx/H5XKRkZERFOHM2QzDIHfVKg6nvUTJgQOmsfhBA6n/xBOENWxoUXciIiIiV0ahzeVJTk13AE4gNjMt5b3KnCtQj0cB4HS71gBrAnlPERGp3vbs2cMTTzzBnDlzymq///3vmTlzpoVdnato924Ov/AieRs3muoR111H0tNPEdOxo0WdiYiIiEhVSE5NvxmYgv/RqNPeKx3riX/bmLsz01IWBmrOgIY2VzuXw9kY+BMwAP9KoYPAPOB5p9t10WPFXQ5nDHAnkAK0A5oAPiAD+AB4w+l2FV/4DiIiNUd2djYvvvgir776qmmT4aioKFq3bo1hGEGxH4w3J4dj//gnJ2bOBI+nrB6SkEDdXz9GrdGjsYXqX6ciIiIi1Vlyanpr4FP8J1m/DrTGf8T3aevwnx51FxCw0CYgR264HM5kl8M5qDS0OF0LdTmcz7sczu0uh3Ojy+EcHoi5KovL4WwBbAEeAr4CXsW/EfKvgc9dDmedS7hNd+B9oD+wA3gD+DfQCPg7sMblcGqTAxGp0bxeL1OmTKFVq1a89NJLpsBm7NixZGRk8Nxzz1ke2Bg+H6c++YTdAwZyYsaMM4GN3U6te++h+dIl1L73XgU2IiIiIjXDc0A4cFtmWspv8J+iXSYzLcUAPgc6BHLSQP2k+RwwFP/55Kc9A/yh3PvZLoezu9Pt+iJAcwbam0B94DGn2/XG6aLL4XwF/5HiLwA/v8g9DgH3AR+VX1Hjcjh/hz+R6wL8Eng5oJ2LiFwlPv30Ux5//HG2bdtmqt9222289tprdOrUyaLOzAq2bePQn1+gcMcOUz361ltJeuZpIh0OizoTEREREYv0AeZkpqXs/Ilr9gP9AjlpQFbaAJ2BVU63ywPgcjjtwCOAG2gKdATy8IcfQad0lc0dQCbwz7OGn8Pf+/3lVxKdj9Pt2uZ0u2ae/QiU0+3K4UxQ0ysQPYuIXG28Xi+PPPKIKbBp1KgR77//Phs3bgyKwKbkyBF+fDKVzDH3mAKb0IYNafTqKzR9710FNiIiIiI1Uy3gwEWuseFfjRMwgQptkoC95d7fDNQF/ul0uw443a7NwHwCvEwogHqXvi53ul2+8gOlgctnQDT+U7GuVEnpq+cnrxIRqaZCQkJ45ZVXAP++NX/84x/JyMhg7Nix2O2B+tfRlfEVF3Ps7bfZM2AgWfPnl9Vt4eHUfeQXtEhfRPzAgZY/siUiIiIiljkMtLzINdfjX20TMIF6PCoMKH92eNfS9+WP+T4ABOs5qNeVvn53gfH/4l+J0xpYdYVzPFz6uvRSLrbZbFsuMKQ9cUQk6Hm9XubPn8/w4cNNQceAAQP429/+xpgxY2jcuLGFHZ6R8+mnHP7LXyjZu89Uj+vXl/pPPkl4kPQpIiIiIpZaDdyTnJp+XWZaSsbZg8mp6R3wP0J19tM7FRKo0OYAcFO594OAY063y1WuVh/IDtB8gZZQ+pp1gfHT9cQrubnL4XwU/4lU24CpV3IPEZGrxZo1a5g0aRJff/01s2fPZtSoUabx3/3udxZ1Zla053sOp/2FvHXrTfXwli1o8NRTxHTpYlFnIiIiIhKE/gKMAtYlp6b/EbgGIDk1/XqgB/6tVXLwH0IUMIEKbRYBj7sczr8Dhfg33pl21jWtMT9CVSO4HM4RwGv4Nyke6XS7Si7yEQAMw2h/vrrNZsvD/6iWiEhQ2bVrF0888QTz5s0rqz3xxBMMGTKEyMjgWSTozc3l2Jv/4sS775qO8LbHx1Pv0Uepdc8YbGFhFnYoIiIiIsEmMy0lIzk1fSTwAfCP0rIN+Lr09RQwIjMtZd8FbnFFAhXa/BW4E/hN6fsf8KdMALgczvr4Nyv+nwDNF2inV9IkXGD8dP3U5dzU5XDeCcwCjgC9nW7XnitrT0QkeGVlZfHnP/+Z119/nZKSM7l0dHQ048ePt7AzM8PnI2vuXI688ire48fPDNhsJI4aRb1Jvya0dm3rGhQRERGRoJaZlrI0OTX9WuAB/Hve1sGfJ3wBTMtMSzkR6DkDEto43a4jLofzRvzPbwGsLd3A97S6wBPAskDMVwlOP4/W+gLjrUpfL7TnzTlcDuco4N/4V9jc7nS7/nvl7YmIBB+v18uUKVP4wx/+wNGjR01j48aN48UXX6RRo0YWdWdWsG0bh154kcJvvjHVo9q1I+npp4i6/nqLOhMRERGRq0lmWsop4PXSX5UuUCttcLpdBfgfkzrf2E7gp84yt9qa0tc7XA6nvfwJUi6HMw7/xsr5+NOzi3I5nGOBGfhXHGmFjYhUO6tXr2bSpEl8c1YI0rlzZ15//XU6dAiOwwJLDh/h6CsvkzV/gakempRE/d/9jvjBKToRSkREREQuKjk13QvMykxLGVuV8wYstDnN5XA2AW7B/0hRFrDV6XYF9MirQHO6XbtdDudy/CdE/RJ4o9zw80AM8L9OtyvvdNHlcDpKP+sufy+Xw/kA/s2G9+IPbGrcPj4iUv3Nnj3bFNg0bdqUv/71r4wePTooQhBfcTEnps/g2FtvYeTnl9Vt4eHUfvgh6v7sZ9ijtT2YiIiIiFyyHCCg+9VcioCFNi6HsxXwJnD7ecZWA790ul2X/HiRBR4BNgL/43I4+wAu4DagN/7Hop4+6/rTJ2OVfTtxOZy98Qc2dvyrdx5yOZxnz3PK6Xa9FvDuRUQq2cqdh8v+ud8Dv+HjjRn4fF7uGjWKO4fdSXh4OKtcRyzprW+bJAAMwyB3zRoOp71Eyb7zHOE9eTLhTZpY0aKIiIiIXN22Am2qetKAhDYuh7Ml/sCjDrAb2IB/L5cGQDf8e91scDmcXZxu165AzBlopattbgX+hP947kHAQfzPqT3vdLtOXsJtmuEPbAAevsA1e/GfJiUiEvS8Pi8rVqygc6fOJCSc2as9ISGByZMnk5ycTO0g2by3aPduDr/4F/I++8xUj2jVkqSnniKmc2eLOhMRERGRauAlYGFyanq/zLSUFVU1qc0wjArfxOVwfgSMBH4N/POsPWHswK+AV4GPnW7X6ApPWIPZbLa8qKio6Pxyy/2lapRfZSBSE2zbvo13przD3r17GTBwAI/84hGrWzovX0E+Ny37gJMz/w1eb1ndHh9PvV/9yn+Ed2jAnwYWERERqTaio6MpKCjINwwjxupeglVyavo4YBQwEJgHbMK/WOWcUCUzLeXdQM0bqJ9i+wCLnW7XG2cPlAY4r7sczv5A3wDNJyIileTHgz8y9Z2pfPXVV2W1ZcuWkTJoEM2aJVvX2FkMn4+8jRvJWrCAJrvO9IrdTuLoUdT79a8JrVXLugZFREREpDqZjj+gsQEjSn+BObSxlb4PutAmHNh2kWu2At0DNJ+IiARYXl4esz6cxaJFi/B6zqxYiYyMYNSo0TRseI2F3ZkV7drFydmzKTlwwFSP7tCBpKefItLhsKgzEREREammHrJi0kCFNtuBlhe5piXwdYDmExGRAPH6vCxftpyZM2eSnZ1tGuvTpw/3j7uf2rWCY98az8kTZM2ZS/6WLaZ66DUNSZo8mbj+/YPi9CoRERERqV4y01JmWDFvoEKbF4G5LodzoNPtWnL2oMvhTAGGA3cGaD4REQmAb7/9lrfeeou9e/ea6m3atGHCxAm0bHGxPL5qGMXFZK9YQc7y5RglJWV1W1gYcf3voMWj92KPjLSwQxERERGRwLui0MblcI47T3kJsMjlcK4C1gGHgSSgJ/5jwBcCda+wTxERqQQnT540BTb169fjoYcepkvXLtiwfsWKgUHBli2cmjMX70nzIX7R7duTMGI4obVqK7ARERERkSqRnJoei39Ryi1AApCFfzuYuZlpKbmBnu+KTo9yOZw+zt0h+VJ+ujecblfIZU8oZXR6lHV0epRURwYGqampfL9nD3eNGsWdw+4kPDzc6rYAKN63j1MffUTR7t2meliTxtQaNZqIlmdWAfVtk1TV7YmIiIhUGzo96tIkp6aPAt4CEjFnIAZwCvg/mWkpHwdyzit9PMqSDXhEROTKeH1eli1dRqPGjWh7U9uyug0bjz32GFFRUUGzb403J4esBfPJ+2yjqW6PjSVh2DBiOnfGZrdb1J2IiIiI1ETJqen9gA8AH/7ToT7Ff+R3A6A3cC/wQXJq+qnMtJSVgZr3ikIbp9tlyQY8IiJy+bZu28qUKVPYv28/jZs05o033iDEfmbRY6NrGlnY3RmGx0Pup5+SvXgxvsLCMwP2EOJ69yJ+0CDsUVHWNSgiIiIiNdmzQBHQPTMt5T9njc1ITk3/B/6tYp4FrA1tREQk+P3www+8M/UdNm/aXFY7sP8Aq1at4o5+d1jYmZmBQeE333Dq40/wHD1qGou64QYSRo4kLEmPP4mIiIiIpW4BPjxPYANAZlrK5uTU9NnAXYGcNGChjcvh7Al0Ba4pLf0IfOZ0u9YGag4REbm4nNwcZs2axeL0xXi93rJ6ZFQko0ePplevXtY1d5aSgwc59fHHFLpcpnpoUhK17rqLyOuvt6gzERERERGTIuDgRa75sfS6gKlwaFMa1vwLuK60dHozHqN03A38wul2ravoXCIicmFen5elS5cyc+ZMcnPObFxvs0Hffv247777qJVYy8IOz/Dl5ZG1eDG5a9eCz1dWt0dFET9oELG9emIL0WJQEREREQka6/EvVPkpXfE/IhUwFfqJ2OVwjsS/EU8o/sRpDbC/dLgJ0AtwAitdDucYp9s1pyLziYjI+e3es5tXXnmF/fv2m+rX33A9EyZMoEXzFhZ1Zmb4vORu2ED2goX4yp+CZ7MR060rCUOGEBIbZ12DIiIiIiLn9yTweXJqehrwfzPTUvJODySnpscAzwE3AF0COekVHfkN4HI4rwG+A+zA48AUp9vlPesaOzAeeA3/ypvWTrfrxwp1XMPpyG/r6MhvCWZHjx3l5z//OSXFJQAkJSXx0MMP0blzZ2ym0witU5jh5tTsjyk5aP7XQESrViSOHkV4o8ZXfG8d+S0iIiJy5XTk98Ulp6ZPBZoD3YEs4D/AYSAJaAck4F9l8/1ZHzUy01LGX+m8FVlpMwmIBkY63a6557vA6Xb5gLddDudRYA7wa/zplIiIBFC9uvUYMWIE8+fP5+7RdzNk6BDCw8KtbgsAz9EjnPpkDgVff22qh9auQ8JdI4i6+eagCZZERERERC7gwXL/nAjcfp5repb+Ks/Av5jlilQktBkAfHmhwKY8p9s1z+VwfgkMRKGNiMgV83g9LF2ylIKCAkaNGmUaGzlyJIMGDQqefWsKCshesoScNWug3IbItogI4gcMIK7P7dhCwyzsUERERETkkl1rxaQVCW2aAVMu4/qNwMQKzCciUqNt2bKFd955hwMHDhAaFkq37t1o2KBh2XhkRCSREZEWduhn+HzkbdxI1oIF+HJzTWMxnToRP3QYoYkJFnUnIiIiInL5MtNS9loxb0VCmzCg+DKuLwFCKjCfiEiNtP/Afqa+M5UtW7aU1TwlHubOncsjv3jEws7OVfjdd5z6+GNKDhww1SOaNydx1F2EN0u2pjERERERkatQRUKbg8CNl3H99cChCswnIlKj5OTk8MGsD1icvhhfuWOxo6KiuPvu0QwZOtTC7sw8x45xas4cCrZtM9VDatUiYfhwom9tr31rREREREQuU0X3/MaCAAAgAElEQVRCm3XAvS6H0+F0u9w/daHL4XQC/YGZFZhPRKRG8Hg9LFmyhA/+/QG55R4vstngjv79GXvvWBITEy3s8AxfYQE5S5eRs2oVRvl9a8LDibujH/F9+2ELD44NkUVERERErjYVCW3+ATwALHI5nEOdbtfO811UGtgsxP9o1D8rMJ+ISLV39NhRnn32WX448IOpfuONNzBh4kSuTbZk/7NzGD4feZ9/7t+3JifHNBbdsSMJdw4jNEg2RBYRERERuVpdcWjjdLu2uBzOvwFPAP9xOZxzgFXA/tJLmgB9geFAOPCy0+3aXMF+RUSqtTq165iO6m7QsAEPP/wwt912W9A8XnShfWvCk5OpNeouwq9tblFnIiIiIiLVS0VW2uB0u550OZx5wDPAGODusy6xAV7g/wJ/rMhcIiLVkYFhCmPsdjsTJk7ghT+/wN13383gIYMJC5JjsT3HjpbuW7PdVA9JTPTvW9Ph1qAJlkREREREqgObYRgVvonL4WwGPAx0BU6fP3sI2ABMd7pd31d4EgHAZrPlRUVFRefn51vdSo2zcudhq1uQasTj9bB48WK2bN7CH//4HDab3TSel59HTHSMRd2Z+QoKyF6yhNw1a4J235q+bZIsnV9ERETkahYdHU1BQUG+YRjB8QOolKnQSpvTnG7XXuC5QNxLRKQ6MzDYsnkL70x9p2zfmjWffsrtvW83XRcMgY3h85K34TOyFi3CV25DZICY2zoSP0z71oiIiIiIVKaAhDYiInJx+/bt45133mHr1q2m+ooVK84JbaxW6HL59605eNBUj7j2WhJHjSI8OdmaxkREREREahCFNiIilSw7J5t/z/w3S5cuxefzldWjo6MZM2YMKYNTLOzOrOTQQU7NmUPhjm9N9ZDatUi4czjRt7bXvjUiIiIiIlVEoY2ISCXxePz71nww6wPycvPK6ja7jf539Gfs2LEkJCRY2OEZ3rxcshelk7t+PZQLluwREcT1709cn9uxhVm7b42IiIiISE2j0EZEpBJ4PB4mTZrEvn37TPW2bdsyfvx4koPk8SLD4yF37VqyFy/BV2De4DymS2fihwwlNEiCJRERERGRmkahjYhIJQgNDaXtzW3LQpuG1zTk4YcfpmPHjkHxeJGBQeH27ZyaMxfP0aOmsYhWrUi86y7CmzSxqDsREREREQGFNiIiAeHxeggNMf+VOmbMGDZ9tYlBKYMYnDKY0NDg+Cu3eN8+Tn3yCUX//a+pHlqvHokjhhPZtm1QBEsiIiIiIjVdcHyDEBG5Snk8HhalL2L+vPm8/PLL1K5du2wsLjaOf731L0LsIRZ2eIbn1CmyFywg74svTHV7VDTxgwYS27MntiAJlkRERERERKGNiMgVMTDYtGkTU9+Zyo8//gjAu++9y6RfTzJdFwyBjVFURPbKleSsWIFRXHxmwG4ntkcP4lMGERITa12DIiIiIiJyXgptREQu0969mUyZ8g7bt2831TMyMigsKiQyItKizswMw0f+F1+StWAB3qws01jUjTeSMGI4YUkNLOpOREREREQuRqGNiMglysrOYubMmSxbtgzDZ5TVo2Oiueeee0gZlBI0+9YUZmRw6pNPKDlwwFQPa9SIxLtGEnmdw6LORERERETkUgXHtwsRkSDm8XhYtGgRs2bNIj//zLHYNruNgQMGcu/Ye4mPi7ewwzNKDh8ia85cCr75xlS3x8eTOHQI0Z06Y7PbLepOREREREQuh0IbEZGLeOGFF9iyZYupdvMtNzN+/HiaNW1mUVdm3rxcshemk7thPfh8ZXVbWBhx/foS368ftiB5bEtERERERC6NQhsRkYsYOGhgWWhzTaNrmDB+Au1vbR8Ux2IbnhJy13xK9tKl+AoKTGMxnToRP3QIoYm1LOpOREREREQqQqGNiEg5Obk5xMbGmgKZDh060K1bNxxOB4MGDSI0xPq/Og3DR/7m/5A9fx6eEydMYxGtWpE4ciThTZta1J2IiIiIiASC9d88RESCQImnhIULFzL7w9lMenwSnW7rVDZmw8bkyZMt7M6saNcuTn3yCcV795rqofXrkzhiBJE33RgUq4BERERERKRiFNqISI1mYPDll18ydepUDh08BMDUqVNp3749YaFhFndnVnL4MFnz51GwzXzUuD0mhviUFGK7d8MWBKuAREREREQkMPTTvYjUWN9nfs+UKVP45mvzSUshISEcO3qMhg0bWtSZmTcvl+z0xeSuWw8+b1ndFhpK3O23E9e/P/aoKAs7FBERERGRyqDQRkRqnFOnTvH+zPdZsXw5hnGmHhsbyz333sPAgQODY98aTwm5a9aQvXTZOZsMR3foQMKwoYTWrmNRdyIiIiIiUtms/1YiIlJFSjwlLFywgA8/nE1BuRDEbrczKGUQ94y5h7i4OAs79DMMH/mbNpG1YAHeEydNYxEtW/o3GW4WHEeNi4iIiIhI5VFoIyI1xsz3ZzJnzhxTrV37dowfP54mjZtY1JVZYUYGWXPmULx/v6nu32R4OJE33aRNhkVEREREagiFNiJSYwwdNpTFSxZTWFBI48aNGT9+PO3bt7e6LQBKDv7IqblzKdzxraluj40lfnAKsV27apNhEREREZEaRt8ARKRaOnXqFKFhocTGxJbVateqzQPjxmEYMGDggKDYt8aTlUX2ooXkbfyc8hvs2MLCiOvTh7g7+mGP1CbDIiIiIiI1kfXfWETOsnLnYatbkKtYcUkxCxcsZPbs2fTp24efTfyZaTwlZbBFnZn5CgvJWbmSnJUrMYqLTWMxnTsTP2QwoYm1LOpORERERESCgUIbEakWDAw+//xzpk2dxuHD/uBvcfpiBg4cGDT71QAYXg95n20kKz0dX06OaSyyTRsShg8nvFEji7oTEREREZFgotBGRK56e/bsYcqUKezYscNUv+aaayjIz7eoKzMDg4Jt28maNw/PkSOmsbDGjUkcPpxIp9Oi7kREREREJBgptBGRq9bJUyd5//33WbliRfntYIiNi2XsvffSf0Bw7FtTtGcPWXPmULRnj6keUqsWCUOHEN2hIza73aLuREREREQkWFn/bUZE5DIVlxSzYMECZs+eTWFBYVk9JCSEQSmDGDNmDHGxcRZ26Fdy+DBZ8+dTsG2bqW6PiiJ+QH9ie/XCFhZuUXciIiIiIhLsFNqIyFVn01ebeHfGu6barR1u5eGHH6Zxo8YWdXWGJyuL7PR08jZuBJ+vrG4LCSG2Z0/iBg4gpNypViIiIiIiV7Pk1PQ6wHAgBbgRaAQUA98A04BpmWkpvvN8rgvwDNAJiAL+C0wF3shMS/FWTffBTaGNiFx1unTpTOvrWvNdxnc0btKYCRMm0O6Wdla3ha+wgJwVK8hZtfqcE6GiO3QgYegQQuvUtag7EREREZFKMwr4F3AQWAPsA5KAEcAUYGByavqozLSUsk0NklPThwGfAIXAh8AJYAjwKtC19J41nkIbEQlqJ06eICc7m2bNkstqNpudn02cyH//+18GDBxIiD3EugYBw+Mhd8MGshcvxpebaxqLuO46Eu+8k/BmzSzqTkRERESk0n0HDAXSy6+oSU5Nfwr4ChiJP8D5pLQeD7wNeIFemWkpm0vrfwBWA3clp6aPyUxLmVWlv4sgpNBGRIJScUkx8+fP56OPPiIpKYnXX3sde7nNelu3vo7Wra+zsEMwDB/5W/5D9oIFeI4dM42FNWpE4vA7iWjTBhs2izoUEREREal8mWkpqy9QP5Scmv4W8ALQi9LQBrgLqAe8ezqwKb2+MDk1/RlgFfALQKGN1Q2IiJRnYLDxs41MmzaVI0eOArA3cy8rVqygf//+Fnd3RmGGm6y58yjet89UD6ldi4QhQ4nu2AGbTSdCiYiIiEiNV1L66ilXu730del5rl8H5ANdklPTIzLTUooqs7lgp9BGRILGrt27mPL2FHbu3GmqN23alGuuaWhRV2bF+/aRNW8ehW63qW6PjiZ+wABie/XEFhpmUXciIiIiIlcs0mazbTnfgGEY7a/khsmp6aHAuNK35QOa00vmvzv7M5lpKZ7k1PTvgeuB5oDrSuauLhTaiIjlTpw4wXvvvcfq1aswjDP1uPg47ht7H3f0v8PyfWs8x46StWAh+Zs3m+q2sDDievUibkB/7FHRFnUnIiIiIhKU0oAbgMWZaSnLytUTSl+zLvC50/XEymrsaqHQRkQsU1xczLz58/j4o48oLDyz6jEkJITBgwczZswYYmJiLOwQvDk5ZC9eTO76DeArd+qgzUZM587ED04hNLGWdQ2KiIiIiARG4ZWuqDmf5NT0x4DfAm7g/kDdt6ZRaCMiljl58iSzZs3CU3Lm8daOt3XkoYceotE1jSzsDHyFheSsXEnuqlX4isyP0Ua1bUvCsKGENQiOR7ZERERERIJJcmr6o8DrwE6gT2ZayomzLjm9kiaB8ztdP1UJ7V1VFNqIiGWSkpK4c9idfPzxxzRr1ozxE8Zzc9ubLe3J8HjIXb+O7CVLzz2+u2ULEu4cTkTz5hZ1JyIiIiIS3JJT0ycBrwI78Ac2R85zWQZwK9AaMO2jU7oPzrX4Ny7eU7ndBj+FNiJSJU6cOEFGRgadO3c21UeNGkWDhg3o06ePpfvWGD4f+Zu+InvhIjwnzP8hIKzhNSQMH0bkDTfo+G4RERERkQtITk1/Ev8+NtuAfplpKccucOlqYCwwAPjgrLEeQDSwrqafHAUKbUxcDmdj4E/4/49TBzgIzAOed7pdJy/xHv1KP39z6a/awGdOt6tbpTQtEuSKi4uZO28uH3/0MT6fj3/961/Ur1+/bDwqKoo7+t1hWX8GBoVff0PW/PmUHDxoGgutXZv4wYOJ7tgRm13Hd4uIiIiIXEhyavof8H+f3gLccZ5Hosr7GHgJGJOcmv5GZlrK5tJ7RAJ/Lr3mX5XZ79XCZpQ/qqUGczmcLYCNQH1gPv7NkjoCvfEv3erqdLuOX8J95gHDgEJgF/6dsgMW2thstryoqKjo/Pz8QNwuKK3cedjqFiQADAzWr1/P9OnTOXb0TMDerVs3Jk+ebGFnZxTt2kXWvHkU7TGvurTHxhI/cACx3XtgC1W2fTXo2ybJ6hZERERErlrR0dEUFBTkG4ZxRaeAJKemPwBMB7zAG5z/VKjMzLSU6eU+cyf+8KYQmAWcAIbiPw78Y2B0ZlpKjQ8s9G3kjDfxBzaPOd2uN04XXQ7nK8DjwAvAzy/hPi8BT+MPfZoA3we+VZHg9t1/v2PKlCm4XW5TvVlyM/oP6G9RV2cUH9hP1oIFFO741lS3R0QQ26cPcX37Yo+MtKg7EREREZGrzrWlryHApAtcsxZ/sANAZlrKvOTU9J74vz+PBCLxL3z4DfA/Cmz8tNKGslU2u4BMoIXT7fKVG4vD/5iUDajvdLvyLuO+yfhDG620uQxaaXP1On7iOO/OeJc1a9aY6gkJ8dx33/3069cPu4WPGXmOHCFr4ULyt2wxD4SEENujB/EDBhASF2dNc1IhWmkjIiIicuUqutJGKo9W2vj1Ln1dXj6wAXC6XTkuh/Mz4A6gE7CqqpsTCXYlnhLmfDKHjz/+mKJyx2OHhIYwdMhQRt89mpho6/7+95w6RfbixeRt3Ag+0x9xYm7rSPzgIYTWqWNRdyIiIiIiIuen0MbvutLX7y4w/l/8oU1rqii0sdlsWy4wpGc2JOjY7XbWr19vCmw6derEQw89RMOGDS3ry5uXS86y5eSuXYtRUmIai7qpLfFDBxN+TSOLuhMREREREflpCm38Ekpfz7dZUvl6YhX0InLVCbGHMGHCBJ599lmSr01mwvgJ3HTTTZb14yssJGf1anJXrsRXWGgai2jdmsRhQwm/trlF3UllCObHKvXoloiIiIhcKYU2QcowjPbnq9tstjz8Z9aLWOL4ieMsX76cMWPGYMNWVr/55pt59rlnaXdLO8v2rTE8JeSuXUf2smX4cnNNY+FNm5IwbBgRToepbxERERERkWCl0Mbv9EqahAuMn66fqoJeRIJSUVERc+fO5ZNPPqGoqIhG1zSiR48epmtubX+rJb0ZXg95n39B9uLFeE+Z/5iGJiWRMHQoUbfcrLBGRERERESuKgpt/DJKX1tfYLxV6euF9rwRqbYMDNatW8f06dM5fux4WX36jOl06dKF0FDr/hoxDB/5m7eQvWgRnqNHTWOhtWsTn5JC9G0dsdlDLOpQRERERETkyim08Tt9PvEdLofTfp4jv7sC+cAXVjQnYpXvvsvg7SlTyHBnmOrJ1yYzccIEywIbA4PCr78ma/5CSg7+aBqzx8cTP2AAsd26YbMwUBIREREREakofaMBnG7XbpfDuRz/CVG/BN4oN/w8EAP8r9PtyjtddDmcjtLPuquyV5GqcOz4Md59910+XfOpqZ6QmMD9999P3z59Ldm3xsCgyOUma+FCijMzTWP26Gji7uhHXM9e2CIiqrw3ERERERGRQFNoc8YjwEbgf1wOZx/ABdwG9Mb/WNTTZ13vKn01bZLhcji7ARNK38aWvrZyOZzTT1/jdLseDGTjIoE0+6PZzJ49m+Ki4rJaaFgoQ4cOZfTo0URHWbMPdtGuXWQtWEDRrl2mui0igrg+txPXpw92i3oTERERERGpDAptSpWutrkV+BMwABgEHAReB553ul0nL/FWLYEHzqrVP6v2YMW6Fak8J46fMAU2nbt05sEHH6Rhg4aW9FO8N5OsBQspdLlMdVtoKLE9ehDXvz8hcXGW9CYiIiIiIlKZbIZhWN2DXAabzZYXFRUVnZ+fb3UrlWblzsNWt1CjZedk87Of/Yyk+klMmDiBG2+40ZI+in/4geyFiyj4ert5wB5CTNfOxA8cRGhioiW9iVyOvm2SrG5BRERE5CdFR0dTUFCQbxhGjNW9iJlW2ojUUMeOHePf//4394+7n1qJtcrq8XHx/PWlv9K4cWNL9q0pOXyI7EXp5G/ZYh6w2Yi57TbiUwYRWqdulfclIiIiIiJS1RTaiNQwhUWFzPlkDnPmzqG4qBi73c6jjz5quqZp06ZV3pfn6BGyFy8m76tNcNYKwOj27YkfPJiwJK1YEBERERGRmkOhjUgNYRg+Pl27lhkzZnDi+Imy+oqVKxg1ahRJFgUinhPHyV68hLwvvgCfzzQWddNNxA8ZQnijRpb0JiIiIiIiYiWFNiI1gDvDzZS3p/Ddd9+Z6s1bNGfC+AmWBDaeUyfJXrKEvI2fg9drGots04aEwYMJT06u8r5ERERERESChUIbkWrs6LGjzJgxg3Vr15nqiYmJ3H///fTp06fK963xZmeRvWw5eevXY3g8prGI664jYchgIpq3qNKeREREREREgpFCG5FqKn1xOlOnTqWkuKSsFhYWxrA7hzHqrlFERUVVaT/enGxylq8gd906jJIS01hEixbEDxlCZOvWVdqTiIiIiIhIMFNoI1JN1a5V2xTYdO3WlQcfeLDKH4Xy5ub4w5q1a88Ja8KTk0kYMoQIpwMbtirtS0REREREJNgptBGppjp17sQNN9xAQUEBEyZO4Po211fp/N68XHJXrCRn7VqMoiLTWHiTJsQPTiHyxhsV1oiIiIiIiFyAQhuRq9yRo0eYMX0GvXr1okOHDmV1GzZSf59KXGwsNlvV7Vvjy8sjZ9UqcteswXdWWBPWuDEJgwcTeZPCGhERERERkYtRaCNylSosLODjTz5h7ty5lBSXsHvPbm5pdwuhIWf+WMfHxVdZPz8Z1jRqRHxKClE3t1VYIyIiIiIicokU2ohcZQzDx5o1nzLj3RmcPHGyrP7jDz+ybes2br311irtx5uXS+6q1ecPaxo29Ic1t9xcpat9REREREREqgOFNiJXkZ2unUyZMoVd/91lqrds1ZIJEybQxtmmynr5qbAmtEEDElJSiGp3i8IaERERERGRK6TQRuQqcOToEaZPm86GDRtM9Vq1a/HAuAfo3btXlYUjPxnWNGxAwiCFNSIiIiIiIoGg0EYkyG38fCMv//1lSsodlx0WHsbw4cO5a+RIIiOjqqQPb24OuStXkbt2rcIaERERERGRKqDQRiTItW7dGpv9zOa93bt354EHH6B+vfpVMr83J5ucFSvJXbcOo7jYNKY9a0RERERERCqPQhuRIGMYPlMAUrdOXUaOHMmmTZuYOGEiTqezSvrwZGWRu2IFuevXY5Rb5QMKa0RERERERKqCzTAMq3uQy2Cz2fKioqKi8/PzrW6l0qzcedjqFixx5MgRpk2fRt26dRn/8HjTmMfjISTEXiUBiefUSXKWryBvwwYMj8c0FtaoEfGDBvmP7lZYI3JJ+rZJsroFERERkZ8UHR1NQUFBvmEYMVb3ImZaaSNisYKCAj7+5GPmzZ1HSUkJISEhDBgwgEbXNCq7JjS08v+oek4cJ3v5cvI/24jh9ZrGwps0IT5lEJE33qiwRkREREREpIootBGxiGH4WLV6Ne+9+x4nT54sq3u9XjZv3kyjoY1+4tOB4zlyhOxly8j78ivwnRXWNGtG/KCB/rAG2wXuICIiIiIiIpVBoY2IBb799lvenvI2e3bvMdVbtWrFhIkTcDoqf9+akoM/kr10GfmbN8NZj0lGJF9L/OBBRLRpo7BGRERERETEIgptRKrQ4cOHmT59Gp99ttFUr12nNg888AC9evas9MePivfvJ3vpUgq2bj1nLKJVK+IHDiDC4VBYIyIiIiIiYjGFNiJVZPee3TzxxBN4Ss5s7hsWHsbIESMZMXIEkRGRlTp/8fd7yF6ylIIdO84Zi2zThvgBA4ho2bJSexAREREREZFLp9BGpIo0v/ZamjVtxu7duwHo2bMn4x4YR7269SptTgODoowMspcspei7784Zj7rpJuIHDCA8ObnSehAREREREZEro9BGpJIUFhYQGRlV9t5mszNh4gSmTZvGhAkTcFznqLS5DcNH4Tc7yF66lOLMzHPGo9q1I37gAMIbNa60HkRERERERKRibMZZG5BKcLPZbHlRUVHR+fn5VrdSaVbuPGx1CxVy6PAhpk2bxpHDR3j55Zex28171BgYlbZfjOHzkr9lKzlLl1Jy8EfzoN1OTIcOxPW/g7AGDStlfhE5V982SVa3ICIiIvKToqOjKSgoyDcMI8bqXsRMK21EAiS/IJ/Zs2ezYMGCsn1rVq1eRb++/UzXVUZgY3g85H35JTnLl+M5etQ8X2go0V06E9+vH6F16gZ8bhEREREREakcCm1EKsjn87Fy1Uree+89sk5lmcb27d1XuXMXFpK3YQM5q1bhzTLPbYuIILZ7d2L79CE0IaFS+xAREREREZHAU2gjUgHf7PiGKW9P4fvvvzfVr3Ncx8QJE2jd+rpKmdebl0vumjXkfroW31mPytmjo4nt1YvY3r0IiYmtlPlFRERERESk8im0EbkCBw8dZNq0aXzx+Remep26dXjwwQfp0aNHpTwG5TlxgpxVq8jbsAGjpMQ0FhIfT1yfPsR07449snKPDxcREREREZHKp9BG5DLl5eXx61//msKCwrJaREQEI0aOYMTwEURERAR8zpKDB8lZsYK8rzaBz2saC61Xj7h+/YjpdBu20LCAzy0iIiIiIiLWUGgjcpliYmIYMGAA8+bOA6BX716MGzeOupWwyW/Rnt3kLFtOwTffnDMW1rgx8f3vIOqWdtjOOqFKRERERERErn4KbUQu4tixY9Staw5k7h59Nz8c+IG77x4d8H1rDMNH4TffkLN8BUV79pwzHtGqFfH97yCiTZtKOzpcRERERERErKfQRuQCDh7071vzn63/4a233jKtpImJieEPf/hDQOczPB7yN31F9vIVeA4fPmc8qm1b4vr1I6J584DOKyIiIiIiIsFJoY3IWfLy85j94WwWLFyA1+PfP2bGjBn89je/rZT5fAUF/mO7V68+59huQkKIue024vr1JSypQaXMLyIiIiIiIsFJoY1IKZ/Px/IVy5n5/vtkZWWbxkJCQvD5fNgDuHeM5+QJclevIW/DBnxFRaYxe2Qksd27E9P7dkITEwI2p4iIiIiIiFw9FNqIANu/3s6UKVPYm7nXVHc4HUycMJFWrVoFbK7i/fvJWbmK/C1bzjkJyn9s9+3EdOuOPSoqYHOKiIiIiIjI1UehjdRoPx78kalTp/LVl1+Z6vXq1ePBhx6kW7duAdns18CgaKeL7BUrKMrIOGc8tEED4vv1JbpDR2yh+mMpIiIiIiIiCm2kBjMwSEtLI/P7zLJaREQEd426i+F3Dic8PLzic3g85G/aRM6qVZT8+OM54xGtWhHfrx8R17fBZtOx3SIiIiIiInKGQhupsWzYGDduHH96/k8A3N7ndsbdP47atWtX+N7e3Bxy160nd906fNnm/XGw2Yhu1464vn0Jb9aswnOJiIiIiIhI9aTQRmqM777LoFXr1qbHndq3b8/Iu0bSpXOXgOxbU3LoIDmr15D/5ZcYJSWmMVtEBDFduhB3++2E1qlT4blERERERESkelNoI9Ve+X1rnkx9kq5dupaN2bDxwLgHKnR/A4OijAxyVq2icMe354yHJCYS17sXMV27Yo+OqdBcIiKBsnLnYatbuKC+bZKsbkFEREQkKCi0kWorLy+PWR/OYtGiRXg9/lOapk2bRocOHQgPC8B+NSXF5H21idw1a867X01406bE9ulDdLtbsIXoj5qIiIiIiIhcHn2TlGrH6/OyfNlyZs6cSfZZ+8nceMONFBcXVyi08Zw6Rd66deSuX48vL++c8ai2bYnr04fwli0CcvKUiIiIiIiI1EwKbaRa2bZtG1OmTGHfvn2murONk4kTJtKyZcsrvndx5vf+/Wr+sxV8XtOYLSKCmNs6EdenN6H16l/xHCIiIiIiIiKnKbSRauGHH35g6tSpbNq0yVSvX78eDzz4IN26dbuiVS+G10P+1m3krV5DUeb354yH1q5NbK9exHTtgj0q+or7FxERERERETmbQhupFu+OK4IAACAASURBVObNn2cKbCIjIxg1ajTDhg0jPPzyH4XyZGWRt2EDeevX4z37yG4gomVLYm/vTdRNN2Gzh1SodxEREREREZHzUWgj1cLYe8eybu06CgsL6NO3L/fddx+1a9W+rHsYGBTv+Z7cNWvI37rt3EegQkKI7tCB2N69CW/SJJDti4iIiIiIiJxDoY1cdbZu20rz5s1JiE8oqyUmJvKrX/2KBg0b0LLF5e1bY5QUk795MzmffkrJ/gPnjIfExxPTozux3bsTEhdf4f5FRERERERELoVCG7lqHPjhAFOnTmXzps0MHDSQX/z8F6bxbt26Xdb9PMeOkrtuPXkbN+LLzz9nPKJFC2J79STq5pt1ZLeIiIiIiIhUOX0TlaCXk5vDrFmzWJy+GK/X/8jS0qVLGTRwIM2aJV/WvQyfl8IdO8hdt57CnTvPGbeFhfkfgerVk/DGegRKRERERERErKPQRoKWx+th2dKlzPz3v8nNyS2r22zQt29fEhISL/le3uws8j7bSO769XhPnTpnPLR2HWJ79iCmSxfsMTEB6V9ERERERESkIhTaSFD6z9b/8M4777B/335T/fobrmfihIk0b978ovcwMCjK+I7c9esp2Lb9nI2FASJvuJ7Y7t2JvP4GbHZ7wPoXETlt5c7DVrdw1QnW/836tkmyugURERGpYRTaSFDJyMjgT396nc2bt5jqSUlJPPTwQ3Tu3Bkbtp+8hzcnh/wvPid3w2d4jh49Z9weG0tsly7EdO9GaJ26Ae1fREREREREJFAU2khQ2bp1qymwiYyK5O7RdzNk6BDCw8Iv+DnD8FHkziB3wwYKvv4avOeuqolo0YKYHj2IvuUWbKH6v76IiIiIiIgEN5thGFb3IJfBZrPlRUVFReef57Sj6sAwDNoPfZAMt5t+/e5g7H1jqZVY64LXe7KyyP/8c/I++wzP8ePnjNsjI4nu2JGY7t0Jb9SoMlsXEZFqTo9HiYhIdRUdHU1BQUG+YRja4DPIaLmBWGbp0qXExMTQvXv3sprNZuOXjzyC1+ej+bXn37fG8Hgo2LGD/M8/p+Dbb8HnO+eaiObNienaleh27bBFRFTa70FERERERESksii0kSrncrn47W9/y5IlS2jTpg3bt28ntNzjShc6xrv4hx/8q2q++gpfbu454/boaKJvu43Ybl0Ja3hNZbUvIiIiIiIiUiUU2kiVOX78OM8//zxvvvkm3tI9Z3bu3Mnbb7/NL37xi/N+xpefR97mzeRv/JziffvOe01Ey5bEdO9G9M03Y/uJfW9EREREREREriYKbaTSlZSU8Oabb/L8889z8uTJsrrdbmf8+PGMGDHCdL3h8VC4cyd5m76icPvXGB7POfcMSUwkplMnYjp1IrR+/Ur/PYiIiIiIiIhUNYU2UmkMw2DJkiX85je/ISMjwzTWu3dvXn31Vdq2bVt2bcG2bWQvXMiPX+7Cl5d3zv1sISFE3tyW2M5diHA4sNntVfL7EBEREREREbGCQhupFHv27OGRRx5h2bJlpnqLFi14+eWXGTp0KDabjaLvvyd74SKyFi6kZP9+AHwN2pg+E960KdGdOxFzawfsMdrMXERERERERGoGhTZSKUJCQli7dm3Z+/j4eJ599lkeffRR7MeOcWLadLKXLKHwm2/O//nERGI6diSqQwcd1S0iIiIiIiI1kkKbclwOZ2PgT8AAoA5wEJgHPO90u07+1GfPuk9t4FngTqAhcBxYCjzrdLsOBLrvYNSsWTN+97vf8eKLLzJx4kSe+fkviNqymR/vu/+CQY09Lo74Af2pd+sdRLRsic2mx59ERERERESk5rIZhmF1D0HB5XC2ADYC9YH5gBvoCPQGMoCuTrfr+CXcp07pfVoDq4FNgAMYBhwBOjvdrj1X2qfNZsuLioqKzs/Pv9JbVJkTbjc7Zs2iyY5vKdyx4/wXhYUR27MHCUOGEturJ/aICFbuPFy1jYqIiFyCvm2SrG5BRESkUkRHR1NQUJBvGIb2owgyWmlzxpv4A5vHnG7XG6eLLofzFeBx4AXg55dwnxfxBzavON2u35a7z2PA66XzDAhg30EnZ80ajr3xDwp37qQeUHj2BaGhxHTuTPyA/v+/vTuPl7OqDz/++bIIBCIQFKSihLIlLhUNshhAIruoUBCLWEqkKhYpULVKXUqoC7SVzRUEIRb1J4oKFlCQJcgiWlHQakBAQgVZFAhrWEy+vz/OGRmGmeQuM3fm5n7er9e8ntzzPM95vs/MuZOZ7z0Lk3faiRXXWqsPUUqSJEmSNNgcf8Kfe9nsCiwAPtey+2jgUeDA+dOmLzXrOH/a9DWAA+vxc1p2fxa4Hdht/rTpfzn6qAfYkiU8/utfP7Ns5ZVZ/bU7sP4nP8lmV1/Fi0/7Imvtu68JG0mSJEmSOrCnTTGrbi+efuP8Jc07pt84/+H506ZfTUnqbANcupR6tgFWq/U83FLPkvnTpl8EvKteb8RDpAbd6jNnssKkSeRTT7H6zJlM3m03Jr9uFiuuuWa/Q5MkSZIkadwwaVNsXre/6bD/ZkrSZjOWnrQZSj3UepYqIq7rsGvVZZ3bbyusuiov+uKprLL55qw4eXK/w5EkSZIkaVwyaVM0uoA82GF/o3xZY3m6Vc+4N2nLLfsdgiRJkiRJ45pJmwGVmTPalUfEo8CkMQ5HkiRJkiSNMSciLho9YDpNutIoXzhG9UiSJEmSpAnOpE1xU912mmtm07rtNFdNt+uRJEmSJEkTnEmb4vK63XX+tOnPeE7mT5s+GZgJPAZcu4x6rgUWATPrec31rECZzLj5epIkSZIkSW2ZtAGm3zj/VuBiYCrwnpbdxwCrA2dNv3H+o43C+dOmT5s/bfq0lnoeAc6qx89pqeewWv9F02+cv9wu9y1JkiRJkrrDiYifdihwDfDp+dOm7wTMB7YGZlGGM3245fj5dRst5R8CdgTeO3/a9C2AnwDTgb2Ae3l2UkiSJEmSJOlZ7GlT1d42WwJzKcma9wEbAycD20y/cf59Q6znPmBb4NPAJrWerYEzgRn1OpIkSZIkSUsVmdnvGDQMEfHoaqutNumxxx7rdyg9c8mv7+l3CJIkPcvOL1mv3yFIktQTkyZNYtGiRY9l5ur9jkXPZE8bSZIkSZKkAWTSRpIkSZIkaQA5EbEkSdI4N8hDix1WJknSyNnTRpIkSZIkaQCZtJEkSZIkSRpAJm0kSZIkSZIGkHPaSJIkSZKkUZt61AUbAP8G7A6sA9wFnAscs+C4PR/oZ2zjVWRmv2PQMETEo6utttqkxx57rN+h9MwgT6YoSZLUa07erIluUL8PLM+/m5MmTWLRokWPZebqI61j6lEXbAxcA6wLnAfcCGwFzAJuAmYuOG7P+7oR70RiTxtJkiRJkjRan6ckbA5fcNyen2kUTj3qghOAfwI+Aby7T7GNW85pI0mSJEmSRqz2stkVWAB8rmX30cCjwIFTj7pgxD15JiqTNpIkSZIkaTRm1e3FC47bc0nzjgXH7fkwcDUwCdhmrAMb70zaSJIkSZKk0di8bn/TYf/NdbvZGMSyXHFOm/FntUWLFjFp0qR+x9EzudKq/Q5BkiSpb+JPj/c7BKmvBvX7wPL8u7lo0SKASRFxXbv9mTljGVWsWbcPdtjfKF9r+NFNbCZtxp/FwIqL6m/VGGu8e/b43aoft6YuGKP2oXHItqFObBtaGtuHOrFtLPdG/H3AtjFyq/U7ALVn0macycyV+3XtRtZ1CFlWTUC2D3Vi21Antg0tje1Dndg21Ilto68aPWnW7LC/Ub5wDGJZrjinjSRJkiRJGo2b6rbTnDWb1m2nOW/UgUkbSZIkSZI0GpfX7a5Tj7rgGXmGqUddMBmYCTwGXDvWgY13Jm0kSZIkSdKILThuz1uBi4GpwHtadh8DrA6cteC4PR8d49DGPee0kSRJkiRJo3UocA3w6alHXbATMB/YGphFGRb14T7GNm7Z00aSJEmSJI1K7W2zJTCXkqx5H7AxcDKwzYLj9ryvf9GNX5GZ/Y5BkiRJkiRJLexpI0mSJEmSNIBM2kiSJEmSJA0gkzaSJEmSJEkDyKSNJEmSJEnSADJpI0mSJEmSNIBM2kiSJEmSJA0gkzaSJEmSJEkDyKTNBBcRG0TEGRHx+4h4IiIWRMRJEbH2MOuZUs9bUOv5fa13g17Frt7qRtuIiF0i4viIuDQi7ouIjIirehm3em+0bSMiVo+It0XE1yLixoh4NCIejoifRsT7IuI5vb4H9U6X3jv+OSIurOc+EhEPRcQvI+IE/18Zv7r1maOlzh0iYnH9/+Xj3YxXY6tL7x3zalvo9Fi1l/eg3ujme0dEvKp+/rij1nVPRFwREX/Xi9ilbojM7HcM6pOI2Bi4BlgXOA+4EdgKmAXcBMzMzPuGUM86tZ7NgMuA/wGmAXsB9wLbZuZve3EP6o0uto1zKe3gceAW4GXA1Zm5XY9CV491o21ExO7A94D7gcspbWNt4E3AC2r9O2Xm4z26DfVIF987bgEeAW4A7gFWBl4JvBZ4CNgxM3/ei3tQb3SrbbTUORn4BfA8YA3gE5n5kW7GrbHRxfeOeZT3iWM6HPLxzPxTN2LW2Ojme0dEHAacDDwAXADcCUyhfD69IzP37/oNSN2QmT4m6AO4CEjgH1vKT6jlpwyxnlPr8ce3lB9ey7/f73v10be2sS3wUmBFYGo996p+35+P/rYNYAvgbcBzWsonA9fVet7X73v10Z/2UY9ftUP5O2s9F/b7Xn30p220nHsGJfn7oVrHx/t9nz762z6AeeXrTf/vycfAtY1dgSW1vslt9q/c73v14aPTw542E1TNWt8CLAA2zswlTfsmA3cBAaybmY8upZ41KL1plgDrZ+bDTftWAH4LbFivYW+bcaBbbaNNvVOB27CnzbjVq7bRco0DgK8C52fmG0cdtMbMGLWPNYGFwC2Zuemog9aY6EXbiIi9gHOBA4GVgDOxp8241M320ehpk5nRs4A1ZrrcNm4ANgFenMPs1Sf1m3PaTFyz6vbi5jdAgJp4uRqYBGyzjHq2AVajfBF/uHlHrfeilutp8HWrbWj5MxZt46m6tfv6+DMW7aORyPvFKOrQ2Otq24iIdYHTgHMz8yvdDFR90fX3joj4m4g4KiLeGxF7RMQq3QtXY6grbSMiXgb8FXAxcH9EzIqI99d59Haqf2iWBpYNdOLavG5/02H/zXW72RjVo8Hha6pOxqJtHFy33x9FHeqPrrePiHhHRMyJiE9FxEXAl4HbgaNGHqb6oNtt4zTKZ9h3jyYoDYxe/N/ydeBY4HjgQuD/IuLNIwtPfdSttvHqur2XMoTuMuA/gU8BlwDXR8QmIw9T6i2TNhPXmnX7YIf9jfK1xqgeDQ5fU3XS07ZRJwjcHbieMleFxpdetI93AEcD76PMR3AdsHNm3rzUszRoutY2IuJgyqTlh2bmPV2ITf3XzfeO8yg98jag9ASfRknerAWcXSfC1/jRrbaxbt3+PWWOxT1r3ZsBXwFeDlzg6pUaVCZtJEl9FxH7ACcBdwP7ZuZTyzhFE0BmblPnpngeJWkDcF1E7NbHsNQndW60k4BvZuY3+huNBlFmnpiZ52fmnZn5eGbelJkfoiR+V6AkcDTxNL7zrgjsn5kXZuZD9Q8Afwf8lJLA2bdfAUpLY9Jm4mpkptfssL9RvnCM6tHg8DVVJz1pGxGxN6Ur+72UpZydtHx86tl7R2bel5k/oCRuFgFnRcRqww9RfdKttnEG5fU/tBtBaWCMxeeO0ylzpW1RJ7DV+NCtttHYf3dm/qh5R5ZVec6rP2417AilMWDSZuK6qW47jQFtrMrRaQxpt+vR4PA1VSddbxsRsR/wTeAeyoofNy3jFA2unr93ZOZC4EfA84GXjrQejblutY1XUYY5/CEisvGgrBwF8OFadu7owtUYG4v3jseBxoIZq4+0Ho25bn9f6ZTceaBu/WOABtJK/Q5AfXN53e4aESu0WUJvJvAYcO0y6rmW8levmRExuc2S343u7Je3O1kDqVttQ8ufrraNiHgbZWLZO4FZ9rAZ98bqveOFdesKY+NHt9rGf1FWimm1KbADZT6s64CfjzpijaWev3dExObA2pTEzR9HEavGVje/rzwKTI2I1dssD/6yur2tCzFLXWdPmwkqM2+lLHs3FXhPy+5jKH+FOKv5TS0ipkXEtJZ6HgHOqsfPaannsFr/RX4ZGz+61Ta0/Olm24iIgyhfwP4P2MH3iPGvW+0jIl4cEeu1u0ZEHEJZBeR3wC+7F716qYufOQ7PzHe0Pni6p80FtexzPbsZdV0X3zs2iogprfVHxPN5uo18PTNN+I4TXXzveAz4ErAq8PGIiKbjXw7Mpvwh4Jzu34U0elGG8WkiioiNgWsoXY3PA+YDWwOzKN0MX5OZ9zUdnwB1Usjmetap9WxGWULvJ8B0YC/KHBWvqW+6Gie62Da2o6z+ArAGZYK3e4HvNY7JzNm9ug91XzfaRkTMoiyxuQJljorftbnUwsw8qUe3oR7pUvvYmzJk7kfALZShc+sA21BW+HgEeENmXjEGt6Qu6db/Kx3qnk35Uv6JzPxI14NXz3XpvWM2cApwFfBb4H7gxcDrKXOf/BTYpQ6z1DjRxc+kzwWuALYAfgxcDawH7EMZFnVkZp7c6/uRRsKkzQQXES8C/o2yzO46wF3Ad4BjMvOBlmM7foCqf9k4GtgbWB+4j/LF/F8z845e3oN6oxtto+mDdEdD+UCuwTLatjGUdgHcnplTuxe1xkoX2seLgcOB7Sl/XZ0CPE75EvYD4OTMbJfo04Dr1meONvXOxqTNuNeF946XU1aJmgH8BfBcynCoXwHfAE7NzCd7fyfqti5+X1kD+BdgP2BDyhQPPwE+lZkX9/IepNEwaSNJkiRJkjSAnNNGkiRJkiRpAJm0kSRJkiRJGkAmbSRJkiRJkgaQSRtJkiRJkqQBZNJGkiRJkiRpAJm0kSRJkiRJGkAmbSRJkiRJkgaQSRtJkiRJkqQBZNJGkiRJkiRpAJm0kSRJkiRJGkAmbSRJkiRJkgaQSRtJkgZcREyNiIyIuS3lc2v51L4ENkzjLV6AiJhdY57dw2vsWK8xZxjnzKnn7NhSnhExbyjHDrKI2DQivhMRd9fYF/Y7JkmS+sGkjSRJ/PnLbvNjcUT8MSIui4gD+h1fL3RKBmliaJfgGQQRsSJwLvB64HzgGOC4vgYlSVKfrNTvACRJGjDH1O3KwDRgL2BWRGyZme/tX1ht/Qvly+yd/Q5EY+6zwNeB/+vysYNgI+AlwGmZ+a5+ByNJUj+ZtJEkqUlmzmn+OSJ2An4AHBkRn87MBf2Iq53MvAu4q99xaOxl5h+BP3b72AHxF3X7+75GIUnSAHB4lCRJS5GZlwI3AgG8Gp45rCgiNouIsyPi3ohY0jxvSERMiYhjI2J+RCyKiAcj4tKI2LXdtSJickScEBF3RMTjEXFjRLyXDv9fL22OmIjYqsZ1Z0Q8ERF3RcTFEfGWun8OcFs9/KCWoWGzW+raLSIurMPFnoiIWyPiPyNirQ5x7RwRV0bEoxFxf0ScGxHTlvI0txUR82o8q0TExyPitqbrHx0Rz2lzTtbzXhARp9f7X9x8TxGxfkR8LiIWRMSTEfGHiPh2RMxYRjx7RsQ19b4eiIhzImLTNsdtFhHHRcRPa91PRMTtEfHFiNhgGdfYNiIuqW3l4Yi4KCK2bHPckOepaT026jw9dfdrW177ORExrf778qXU+cuIeCoi1l/W9evxMyLiW/X3pPF8fL71/BrXFfXHo5vjGsp1JEla3tjTRpKkZYu6zZbyjYEfA78BvgqsBjwEEBEbAvOAqcCVwPeB1YE3AN+PiEMy87Q/XyBiFeBSSmLohlrfWsBHgdcOK9iIdwJfABYD3wVuBtYFtgQOBb5RY1sLOKJe79ymKq5vqutoYA5wP2V+kXuBvwLeD7w+IrbNzIeajn8zcDbwZN3eBWwH/Aj4xXDuo8k3KM/LOcBTlCFrc4AtI+JNmdn6ukwBrgUeAb4NLAHuqfFtBFxF6c1xGfD/gBcB+wF7RsS+mXl+mxj2AfYAvkN57rYA9qUMnXtNZt7Ucuy7gcuBayjPxUuBdwBvjDLUrt2Qtq0pQ94uAT4HbFLr2iEids3MK5f5TA3N9ZRhgEcDtwNzm/bNy8wba8JmVkRslpm/aT45Il4DvAz4Vu3ttVQR8QbgW5Tfo3PqNWcA/wDsFRHbZWYjgXgM5XfmIEryZl4jrmHfpSRJy4PM9OHDhw8fPib8g5KQyTblO1O+9C8BNqxlUxvHA5/sUN+8es7+LeVrUb40LwLWayr/UK3vW8AKTeUbURImCcxtqWtuLZ/aVPYSSmLjfuClbeLaoOnfU9vV27R/Vt1/DbBWy77Zdd+JTWVrAPfV62/ZcvyJTc/Z1HbX6/AcJiUptnZT+aqUJFACB7Z7HYH/AlZqU+dFdf+HW8pfA/ypxr9Gm/tM4A0t5xxRyy9tKX8hsEqba+9KSaR9oaV8x6ZrHNayb69afnNLu5hTy3dsc//zWsqGfGzTvjfX/Z9qs6/R7nYZwmvYaBOLge1b9n2w1nNxh+djznB/j3348OHDh4/l7eHwKEmSmtThIXMi4hMRcQ6lh0wAJ2Xm7S2H38PTExc31/EKSu+Yb2Xm15v3ZeZCSg+HVSk9NRreTknyfCAzlzQdfxvw6WHcwj9QetJ+LDN/1bozM+8YRl2H1+07a9zN9cylJJ/e1lS8F6WXy9cy86ctdc0BHhzGtZt9LDMfaLr245QeKQAHtzn+SeD9mfmn5sI6NGlXyoS8/9G8LzOvofS6mULp3dLqsnx2D5zPArcCr6s9qxp13ZmZT7RWkJkXA78Cdmt3k8AtwOdbzjmP0uNkE2D7Duf1wrmUXlKzay8wAOqQuLdQ7vuSIdTTaBNn57N7Ch0PLAB2iYgXdyNoSZKWNw6PkiTpmY6u2wQWUoY2fSkzv9Lm2BvafTkHtq3bNTvMxfH8up0OZS4bypfy32XmrW2On9cU17JsU7ffG+LxS7MtpdfMfhGxX5v9zwGeHxHrZOZ9wKtq+RWtB2bmgxFxPcMc6tWpPsoQp8XAK9vsW5CZ97Ypbxx7ZWY+1Wb/ZcDf1uP+a1kxZObiiLiKMkzulZRhP0REUJJZs4FXAGsDKzad+mSbazfiWtKmfB7leXtluzh6ITP/FBGnAf9KSS5+re46kDIM8IuZ2TosrZ1Gm7iswzV+SOnx9UrGz+pWkiSNGZM2kiQ1ycxY9lF/dneH8nXqdpf66GSNul2zbu8Z5nXaaUwO3I1lwNehfFZYVsKoMQSmm/fR7Fn11S/8f6TM1TPU6zTi6zQPS6O83QTLy7qnNZvKTgCOrPVdRHktFtV9s4ENaW841xgLXwQ+DBzC00mbd1GSTmcOsY7RPOeSJE14Jm0kSRq5Tj0NGsOAjsjMoQxtahy/Xof9LxhGTI1hTC+krHo1Gg9S5lGZMozjoTv30Ww9WnphRMRKwPOoEz+3WNbr0imO9VuOa42hnUZdD9a41qUMK/tf4DWZ+XDzwRHx1g71DPkaYyUz74yI7wJ/XVf/mkKZgPjszPzDEKsZzXMuSdKE55w2kiR137V1O6Q5SOoX+1uAF0bExm0O2XEE195jCMcurtsVO+y/Flg7Il46xGv/rG6fNQQqItakrLg0Eu2GVG1Hifvnw6incex2NenTalbd/qzNvnb3tGKNo7nuv6R8vrq4TcJmg7q/k+0iot1nsx1brtEtS+j82jc05tg5hNLLBuDUYVyjEfOOrTvqa9D4HWn3nEuSNOGZtJEkqcvqJLxXAvtERLuJcomIl9deGQ1nUv5f/vfmL+51ierDW89fii9QVkH6aES8pM11N2j68QFKr5ROk8CeWLenRcRftKlr9YjYpqnovFrnARGxZcvhcxj58J6PRsTaTdddFTi2/jjUYTqNSZh/QJlD5cjmfRGxNXAAJf7vtDn9dXXp6maHUeazubxpkuoFdbtdTeo06l8DOI2l93LelLIke3Nce1ESRrdQ2lQ33UdZ7nxpLqWs3nUQZQLimzLz8mFc41zKSmZvbWkrUF6DjYBLMtP5bCRJasPhUZIk9cYBlMlXvxQRhwM/pgxd2gD4K8owk22BxoS5xwN7UyZ9/VlEXESZ5+MtwA+BNw3lopn564g4FDgF+HlEnEdZLnod4NWU4USz6rGPRMSPge0j4quUL+eLge9m5i8y89KIOIqSILk5Ii4EbqPMYbMhJZlwFbB7U33vAs4GroyIsylzlmxX7/eHwA7DehaL+cCv6mpeT1FWJNoYuAA4a5h1vRu4GvjPiNgV+CklcbEfpefJ21t7yFT/DXwnIr5DSaBsQenNdD9NiZbMvDsivg7sD1wfERdTklW7AI9TVtzq1OPo+8DxEbEHcANlcup96nkHd5ikeDQuBfaPiP+m9HR5CvhhZv6w6X4yIk6hzNMDZZ6bIatt4mDgm8AVEfFNylC3GZSVvO6m9OKRJElt2NNGkqQeqL06ZlAmcl1MWU3ocOA1lC+thwC/bDr+CWBnSu+W5wNHUJIiHwf+aZjXPo2SKDmfMizlnylJnz8An2s5/EBK8mN3yoTDH+PpFX/IzH+nJFouAGZSekfsR5kz54vAR1qufU6t6zpKwundlMTGtpSEz0i8BTgDeCOld8sKlJ47+w5xBaPm+H4LbElJam0OvJ+SfPk+MLMusd3Ot4G/piR4jqC8jt8Gts3M1rmD/h74JGWVpfdQlvg+v56ztLlbfkx5vVah3OcelMTfDm2Wy+6GIyjLnG9FeR0/BryuzXFzKQmtx4EvD/ci9TmdCVxIeS7eT1k57RRgRn1NJElSGzHMzzqSJEljIiLmAa8d5ope6rKI2BG4HPhKZh7Y53AkSZpQ7GkjSZKkpflA3X62r1FIkjQBOaeNJEmSniEiXg68gTLEbw/g/Mz8cX+jkiRp4jFpGvUxFAAACMhJREFUI0mSpFYzKPPyPESZRPjQpR8uSZJ6wTltJEmSJEmSBpBz2kiSJEmSJA0gkzaSJEmSJEkDyKSNJEnSOBARsyMiI2J2S/mCiFjQn6gkSVIvmbSRJGnARcTU+mV9br9jaYhi94j4TERcHxEPRMTjEXFTRJwUEet1OG9evZdOj1XH+l56JSLm1nua2odrt03wSJKk8cXVoyRJ0kisAnwPeBL4IXAJsCLwOuAIYP+I2D4zb+5w/jEdyv/U7UAngJ36HYAkSeoNkzaSJImI2ATYA3hVZr59CKcsBj4CfD4zH2iqZwXg88AhwAnAG9udnJlzRhuzisy8td8xSJKk3nB4lCRJAywi5gC31R8PahlKNHsU9a4WEXtExKcj4mbgZuDTwGuHcn5mPpWZn2hO2NTyJcC/1R93HGl8Q9GYyyUi1oiIEyPidxGxqA7X2rses1JEfDgibq7Dt26NiMM61LdCRLw7Iv4nIh6JiEfrv/+hJqNaj8863OsFEXF6RNwZEYsbQ5OAg+qhtzW9Zguazp8RESdHxA0RcX+N7+aIOD4i1h7u89D08zzgzPrjmS1tZmpEHFv/fVCH+mbU/ecPNQZJktQb9rSRJGmwzQPWogw5ugE4t2nf9cOpqKk3zR6UhMpqdddtlN4xFwKXjSra4qm67TjUKSL+BtiIMrxqPnBZZj4xgmutDPwAmAKcBzwHeCvwrYjYFTgU2JoylOsJYD/gMxHxh8w8u6Wus4ADgN8BpwMJ/DXludkOeFub608BrgUeAb4NLAHuoQz/2ht4BXAysLAev7Dp3HfW+q+gDC9bAZgBvBfYIyK2zsyHh/2MwNx6nb0oz0lzO1kInAp8AHgX8OU25x9St6eM4NqSJKmLIjP7HYMkSVqKOpHtbcCXM3P2MM/dCvhbSqJmk1r8JHAlJUlzYWbe2K1Y6zU/CBwHfD0z39qybx7te/PcC7wnM88ZxnUWABsC5wNvbiR9ImJ7yjw7DwC3Artk5sK67y+BG4FfZeYrm+p6K/A14OfADpn5SC1fnZJUmQG8LTO/1nRO40PUWcDBmfmMJFWdOPogYKPMXNAm/g2BOzJzcUv531OSRkdl5r83lc+m9KB5e2bObXkeyMypyzq2af/5wJ7AyzPzf5vKJwO/r8/dRq2xSZKkseXwKEmSlm+HAv9ISdg8ABwJrJOZO2fmCT1I2LwaOBp4mDLnTavzKPPcbEDp6TMNOJbSm+jsiNh9BJc9srmXTmZeSUlyrQ18sJGwqft+C1wNvCwiVmyq4+C6PaqRsKnHPwp8sP74jjbXfhJ4f2vCZigy8/YOSZEzgIeA3YZb5zB8oW4PaSk/AFgDON2EjSRJ/WfSRpKk5dt5lCF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" ] }, "metadata": { "image/png": { "height": 349, "width": 566 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.calibration import survival_probability_calibration\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "survival_probability_calibration(eaf, rossi, 25, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. In this case, the survival function for an individual should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models (i.e. the subject is \"cured\" of death and hence no longer susceptible) or time-lagged conversion models. \n", "\n", "It would be nice to be able to use common survival models _and_ have some \"cure\" component. Let's suppose that for individuals that will experience the event of interest, their survival distrubtion is a Weibull, denoted $S_W(t)$. For a random selected individual in the population, thier survival curve, $S(t)$, is:\n", "\n", "$$ \n", "\\begin{align*}\n", "S(t) = P(T > t) &= P(\\text{cured}) P(T > t\\;|\\;\\text{cured}) + P(\\text{not cured}) P(T > t\\;|\\;\\text{not cured}) \\\\\n", " &= p + (1-p) S_W(t)\n", "\\end{align*}\n", "$$\n", "\n", "Even though it's in an unconvential form, we can still determine the cumulative hazard (which is the negative logarithm of the survival function):\n", "\n", "$$ H(t) = -\\log{\\left(p + (1-p) S_W(t)\\right)} $$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modellifelines.CureModel
duration col'week'
event col'arrest'
number of observations432
number of events observed114
log-likelihood-679.51
time fit was run2020-06-21 17:36:50 UTC
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coefexp(coef)se(coef)coef lower 95%coef upper 95%exp(coef) lower 95%exp(coef) upper 95%zp-log2(p)
beta_fin-0.410.661.09-2.551.730.085.64-0.380.710.50
intercept0.702.020.98-1.212.620.3013.730.720.471.08
lambda_fin0.151.160.38-0.600.900.552.460.390.690.52
age0.031.040.020.000.071.001.072.100.044.82
race-0.280.750.23-0.730.160.481.18-1.250.212.24
wexp0.201.230.18-0.140.550.871.731.160.252.02
mar0.341.410.26-0.170.860.842.361.300.192.37
paro0.031.040.15-0.270.340.771.400.230.820.29
prio-0.080.930.02-0.12-0.030.890.97-3.23<0.0059.64
intercept3.7643.150.492.804.7316.44113.227.65<0.00545.48
rho_intercept0.431.540.120.200.661.221.943.64<0.00511.87
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AIC1381.03
log-likelihood ratio test34.22 on 9 df
-log2(p) of ll-ratio test13.58
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from autograd.scipy.special import expit\n", "\n", "class CureModel(ParametricRegressionFitter):\n", " _scipy_fit_method = \"SLSQP\"\n", " _scipy_fit_options = {\"ftol\": 1e-10, \"maxiter\": 200}\n", "\n", " _fitted_parameter_names = [\"lambda_\", \"beta_\", \"rho_\"]\n", "\n", " def _cumulative_hazard(self, params, T, Xs):\n", " c = expit(np.dot(Xs[\"beta_\"], params[\"beta_\"]))\n", "\n", " lambda_ = np.exp(np.dot(Xs[\"lambda_\"], params[\"lambda_\"]))\n", " rho_ = np.exp(np.dot(Xs[\"rho_\"], params[\"rho_\"]))\n", " sf = np.exp(-(T / lambda_) ** rho_)\n", "\n", " return -np.log((1 - c) + c * sf)\n", "\n", "\n", "cm = CureModel(penalizer=0.0)\n", "\n", "rossi = load_rossi()\n", "rossi[\"intercept\"] = 1.0\n", "\n", "covariates = {\"lambda_\": rossi.columns, \"rho_\": [\"intercept\"], \"beta_\": ['intercept', 'fin']}\n", "\n", "cm.fit(rossi, \"week\", event_col=\"arrest\", regressors=covariates, timeline=np.arange(250)) \n", "cm.print_summary(2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 358, "width": 708 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# what's the effect on the survival curve if I vary \"age\"\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "cm.plot_covariate_groups(['age'], values=np.arange(20, 50, 5), cmap='coolwarm', ax=ax)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ICI = 0.0025660960118482753\n", "E50 = 0.0018552649672565757\n" ] }, { "data": { "text/plain": [ "(,\n", " 0.0025660960118482753,\n", " 0.0018552649672565757)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 349, "width": 566 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.calibration import survival_probability_calibration\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "survival_probability_calibration(cm, rossi, 25, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spline models\n", "\n", "See `royston_parmar_splines.py` and `crowther_royston_clements_splines.py` in the examples folder: https://github.com/CamDavidsonPilon/lifelines/tree/master/examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note in the below model the use of `_create_initial_point`, and one of the parameters is non-zero initially. This is important as it nudges the model slightly away from the degenerate all-zeros model. Try setting it to 0, and watch the model fail to converge. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modellifelines.PHSplineFitter
duration col'week'
event col'arrest'
number of observations432
number of events observed114
log-likelihood-679.86
time fit was run2020-06-21 17:36:55 UTC
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coefexp(coef)se(coef)coef lower 95%coef upper 95%exp(coef) lower 95%exp(coef) upper 95%zp-log2(p)
beta_fin-0.380.680.19-0.76-0.010.470.99-1.990.054.43
age-0.060.940.02-0.10-0.010.900.99-2.600.016.73
race0.321.370.31-0.290.920.752.511.030.311.71
wexp-0.150.860.21-0.570.270.571.31-0.710.481.06
mar-0.440.650.38-1.190.310.311.37-1.140.251.99
paro-0.080.920.20-0.470.300.631.35-0.420.670.57
prio0.091.100.030.040.151.041.163.21<0.0059.56
phi0_intercept-5.810.000.98-7.72-3.890.000.02-5.94<0.00528.42
phi1_intercept1.484.410.270.962.012.617.435.56<0.00525.13
phi2_intercept0.051.050.14-0.230.330.791.400.340.730.45
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AIC1379.71
log-likelihood ratio test33.31 on 8 df
-log2(p) of ll-ratio test14.17
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class SplineFitter:\n", " # this is also available in lifelines.fitters.mixins - it's reproduced here for example's sake.\n", " \n", " @staticmethod\n", " def relu(x):\n", " return np.maximum(0, x)\n", "\n", " def basis(self, x, knot, min_knot, max_knot):\n", " lambda_ = (max_knot - knot) / (max_knot - min_knot)\n", " return self.relu(x - knot) ** 3 - (\n", " lambda_ * self.relu(x - min_knot) ** 3 + (1 - lambda_) * self.relu(x - max_knot) ** 3\n", " )\n", "\n", "class PHSplineFitter(SplineFitter, ParametricRegressionFitter):\n", " \"\"\"\n", " Proportional Hazard model with baseline modelled as a spline\n", "\n", " References\n", " ------------\n", " Royston, P., & Parmar, M. K. B. (2002). Flexible parametric proportional-hazards and proportional-odds models for censored survival data, with application to prognostic modelling and estimation of treatment effects. Statistics in Medicine, 21(15), 2175–2197. doi:10.1002/sim.1203 \n", " \"\"\"\n", "\n", " _fitted_parameter_names = [\"beta_\", \"phi0_\", \"phi1_\", \"phi2_\"]\n", "\n", " def _create_initial_point(self, Ts, E, entries, weights, Xs):\n", " return {\n", " \"beta_\": np.zeros(len(Xs.mappings[\"beta_\"])), \n", " \"phi0_\": np.array([0.0]), \n", " \"phi1_\": np.array([0.1]),\n", " \"phi2_\": np.array([0.0])\n", " }\n", " \n", " \n", " def set_knots(self, T, E):\n", " self.knots = np.percentile(np.log(T[E.astype(bool).values]), np.linspace(5, 95, 3))\n", "\n", " def _pre_fit_model(self, Ts, E, df):\n", " # this function runs before the model is fit and can be used to set data-determined values (like knots)\n", " self.set_knots(Ts[0], E)\n", " \n", " def _cumulative_hazard(self, params, T, Xs):\n", " lT = np.log(T)\n", " return np.exp(\n", " np.dot(Xs[\"beta_\"], params[\"beta_\"]) \n", " + params[\"phi0_\"]\n", " + (params[\"phi1_\"]) * lT\n", " + params[\"phi2_\"] * self.basis(lT, self.knots[1], self.knots[0], self.knots[-1])\n", " )\n", " \n", " \n", "rossi = load_rossi()\n", "rossi[\"intercept\"] = 1.0\n", "\n", "covariates = {\"beta_\": rossi.columns.difference(['intercept', 'arrest', 'week']), \n", " \"phi0_\": [\"intercept\"], \n", " \"phi1_\": [\"intercept\"], \n", " \"phi2_\": [\"intercept\"], \n", " }\n", "\n", "phf = PHSplineFitter(penalizer=0.0)\n", "phf.fit(rossi, \"week\", \"arrest\", regressors=covariates) \n", "phf.print_summary(2)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ICI = 0.005080507423341433\n", "E50 = 0.00440577738638781\n" ] }, { "data": { "text/plain": [ "(,\n", " 0.005080507423341433,\n", " 0.00440577738638781)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 349, "width": 566 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.calibration import survival_probability_calibration\n", "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "survival_probability_calibration(phf, rossi, 25, ax=ax)" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }