{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# In-depth Model Fitting\n", "This notebook demonstrates how calibration models can be fitted with the helper function `calibr8.fit_scipy`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot\n", "import numpy\n", "import pandas\n", "import scipy.stats\n", "\n", "import calibr8" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Generating fake data\n", "For the purpose of this notebook, a synthetic dataset is sufficient.\n", "The parameter vector of the ground truth model consists of two parts: $\\theta_µ$ and $\\theta_\\sigma$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "θ_mu = (0.1, 4, 15, 0.3, 1) # 5 parameters of the asymmetric logistic\n", "θ_scale = (0.05,) # 1 parameter for constant scale\n", "# concatenate all the parameter into one vector:\n", "θ_true = θ_mu + θ_scale\n", "\n", "# generate 24 calibration points with normal distributed noise\n", "X = numpy.linspace(0.1, 30, 24)\n", "Y = scipy.stats.norm.rvs(\n", " loc=calibr8.asymmetric_logistic(X, θ_mu),\n", " scale=calibr8.polynomial(X, θ_scale),\n", ")\n", "\n", "fig, ax = pyplot.subplots(dpi=120)\n", "\n", "# plot the noise band of the ground truth\n", "X_dense = numpy.linspace(0, 30, 100)\n", "calibr8.plot_norm_band(\n", " ax,\n", " X_dense,\n", " mu=calibr8.asymmetric_logistic(X_dense, θ_mu),\n", " scale=calibr8.polynomial(X_dense, θ_scale),\n", ")\n", "\n", "ax.scatter(X, Y, label=\"$Y_{obs}$\")\n", "\n", "ax.set_xlabel(\"independent value\")\n", "ax.set_ylabel(\"dependent value\")\n", "ax.legend()\n", "pyplot.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the model\n", "Our data follows an asymmetric logistic ground truth with normal-distributed observation noise.\n", "The noise `sigma` is constant, so it can be modeled with a 0th-degree polynomial.\n", "\n", "`calibr8` already implements three commonly used model types that can be inherited and customized:\n", "+ `calibr8.BaseModelN` implements likelihood and inference methods for normal-distributed noise models\n", "+ `calibr8.BasePolynomialModelN` models `mu` and `sigma` as polynomials\n", "+ `calibr8.BaseAsymmetricLogisticModelN` models `mu` as asymmetric logistic and `sigma` as polynomial\n", "The degress of the polynomials in `BasePolynomialModelN` and `BaseAsymmetricLogisticModelN` are user-defined." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class ToyAsymmetricModelV1(calibr8.BaseAsymmetricLogisticN):\n", " def __init__(self):\n", " super().__init__(\n", " independent_key=\"concentration_mM\",\n", " dependent_key=\"absorbance_au\",\n", " sigma_degree=0,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting\n", "Here we will not only fit the model, but also compare the two available fitting methods.\n", "\n", "We begin by making initial guesses about $\\theta$ and the bounds of the parameter space.\n", "\n", "The best way to make initial guesses is to scatter-plot the raw data and visually guess the limits, inflection point and slope.\n", "We already have a scatter plot above.\n", "\n", "For more intuition about the parameters of the asymmetric logistic function, see the \"Basic_GeneralizedLogistic\" notebook that has an interactive plot where you can manipulate the parameters." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "guess = (\n", " [\n", " 0, # lower limit approximately at 0 ?\n", " 4.5, # upper limit maybe around 4.5 ?\n", " 12, # inflection point maybe at arond 12 ?\n", " 1 / 5, # approximate slope at inflection point\n", " 2, # asymmetry paramter: the inflection point is near the upper limit -> positive value\n", " ]\n", " + [\n", " numpy.ptp(Y) / 100, # constant noise at around 1 % of the amplitude\n", " ]\n", ")\n", "\n", "# bounds can be half-open, or closed:\n", "# `fit_scipy` works best with half-open bounds for L_L and L_U\n", "bounds_halfopen = [\n", " (-numpy.inf, 1), # L_L\n", " (3.5, numpy.inf), # L_U\n", " (10, 20), # I_x\n", " (1 / 20, 1), # S\n", " (-3, 3), # c\n", "] + [\n", " (0.01, 0.5), # min/max for scale\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll collect not only the fit results, but also the guess and ground truth in a DataFrame:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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θ
method
truth(0.1, 4, 15, 0.3, 1, 0.05)
guess[0, 4.5, 12, 0.2, 2, 0.03695088673049284]
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" ], "text/plain": [ " θ\n", "method \n", "truth (0.1, 4, 15, 0.3, 1, 0.05)\n", "guess [0, 4.5, 12, 0.2, 2, 0.03695088673049284]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = ToyAsymmetricModelV1()\n", "\n", "df_results = pandas.DataFrame(columns=[\"method\", \"θ\"]).set_index(\"method\")\n", "df_results.loc[\"truth\", \"θ\"] = θ_true\n", "df_results.loc[\"guess\", \"θ\"] = guess\n", "df_results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fitting helper methods return a tuple of the best found θ and a list of historic parameter sets during the optimization.\n", "\n", "The history will later be used to visualize the optimization over time." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df_results.loc[\"scipy\", \"θ\"], history_scipy = calibr8.fit_scipy(\n", " model, independent=X, dependent=Y, theta_guess=guess, theta_bounds=bounds_halfopen\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that parameter vectors were found, we can add a \"loglikelihood\" column to compare the results:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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θloglikelihood
method
truth(0.1, 4, 15, 0.3, 1, 0.05)39.377018
guess[0, 4.5, 12, 0.2, 2, 0.03695088673049284]-13374.086225
scipy[0.13988127038553777, 4.028090868385948, 14.62...42.696669
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" ], "text/plain": [ " θ loglikelihood\n", "method \n", "truth (0.1, 4, 15, 0.3, 1, 0.05) 39.377018\n", "guess [0, 4.5, 12, 0.2, 2, 0.03695088673049284] -13374.086225\n", "scipy [0.13988127038553777, 4.028090868385948, 14.62... 42.696669" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_results[\"loglikelihood\"] = [\n", " model.loglikelihood(x=X, y=Y, theta=θ) for θ in df_results[\"θ\"]\n", "]\n", "df_results" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\osthege\\AppData\\Local\\Temp\\ipykernel_33884\\3196951038.py:24: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout()\n" ] }, { "data": { "image/png": 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LOFrXTbC0IhxVVsncav7Y5HPIK7eoITRERH1Nc+eJ1nB3f3Xj9yoREVEfysSSulbSReSJJ55AXFzLixxKFtaMGTMaLB8zZox6PHjwoBr/3tR75uW5LmLcUlNTW33sRNT9ZOhBUVUpVm092pKtse2wQQ3Z8zUa1TBBd7F2qX8lgSp3LSzp+OcuzK4ytRxO5JQGSvn2Fh+bURuMILPrjx0nbHCgAg5NJZywuCaN69FRa/5AURFsjhoU6eXeQw2cGhnSKIWGJVusBk7YgdPL1Dxs+DzbgiKT8/Q2tbe3wWy/EMG2M3VIhNQK62j8XiUib8/CkiGEmhYGsOT7tUZzHFbtEVi1GbBr8mA7PQXaFiLIdqbIeGd9rxIREfVlXhvEko4iklElXUxao6CgoNGOIu5lsr4pkvH18MMPt+FoichbSMCp1FKK4upi/C/1FAormu8oVXv4XUpODWJDi2FxWGCzu4JYFrsNOQV+sNr08DdpERdmg1FvgI/GR2VjaTValAe4amE5UAW7pgh2TaHrEfJYAoemAg6Uw6keK7A6pRQ2ZyVKfKrg1FS36OfacPz0TCu6b1dXN51v63CUNlgmxe47Gr9XicibSQZqS2pgWTSHUa7/HJW6HXBoGi/2LoGsrvheJSIi6su8Moj17rvv4qOPPsJ3330Hjab11Qma26e5dRI4q9/9RDKxFi5c2OpjIKKuI/WqSqpLUFRVhMLqQuRV5KHcWo5jKmbd8iF4WcVF8PEtU22uNdDju9RofJtmRoVFByessGlOQWfKR3T4cQQGZqPEUoTS6lIUW0qQ7yPBqpYFpCxVp2faUHxFI1Epp+v45CtcA93p57o6y4L8NAjxA7IK/OBwnF7ulEfXdibHkFqvCYSbTapbY0fj9yoRebOzZUpZNKkoNryCat3eBus0TiN0zkjonRHQOcPh4xjRJd+rREREfZnXBbHKy8vxi1/8QrW3lY6E0mVQWK2uiwx5Lt1E/P39G90/LCys0WwraeUrGsvScpNOhjIRUc9QY69BUXURCqtcgatTFafUMncHQV9j3XbaZxNh9ofZ6ERmSRY+/K4YWaU5sGqPo8Z0HHZNvvzForbLlK+Y+l8zTQWknFpoYYbW6Q8t/BHqb0JMkEnV1fLR++JoTiiKSoOhhS80Th9oYYJGJqfrcUAEsHBSNXwMRhh1MtRRj/9sCcaRHJ9GCra7ng/uV41F04qh0wJfHfTHlweluHvTZK+lyQkwyA4djN+rROTNmsqUkmGDpfp3UKx/A9C4mn3AqYevYxx87ZNhcoyAwRnnupHQxd+rREREfZnXBbHy8/Nx6tQp/PWvf1VTfSEhIbj88svxwQcfNLr/6NGjsX///gbL3ctGjRrVCUdNRF1JAlUSuMotz0VORQ6Kq4pVfSqpVyUBLAkQ6Q16GKKq4W+yo8KibTTKJH+kWDVpsGp/gMNwBKsOpSC7LPtMcd5mhu7JHXizMRTRAQEIMgUh0BSE4yejUVQaCZ0zGDpnqJq0CFA1tuoHl9zsI4CtKf7YleqHiuozfwz5+9gxcVAlpg6rgE4rAasz5DUa38dRax/XsmnDK5BdaGg06OWuATNnWKTqTEhE1NdIplS42VhnSKED1cg3PoEq3W7XAqceAfaLEVhzJfQIb/b1+L1KRETUx4JY0dHR2LRpU4PlUuBdOhWuXbsW4eFNX0BcccUVavjKjh07MHnyZLXMZrOpTofyXLK7iKhnkuwqlXVVmYfMkkwUVRa5sq6cNhi0Bvgb/dU2MpSwvKYcVTVVGJEQgl0/RNUKWh1Bte4AqrX7YdF+D6fGPbYPKC6r94ZOvbrTbnDEq0e9M9o1OfpBh2CY4cTtyXmegJF9ZEsCUmeGQErxefnflKHFGD+oECcKTKiyaOBjtKNfaBW0Wicqa1wBNQccKuLkDrCNGlCEYQlOnCz0Q5VVCx+DHVGhrtcvqj2q0QnMPicfIYEROJAeikrLmcicDHWRTAEJYDFbgIj6Ivnuu3piP6zclKGeS6OMPOPjqNZ9p57rHXEIt94Jk3NQrb2cGNSvHFabBieLfGG1nfm+5/cqERFRHwti+fj4YNasWQ2Wr1q1Cjqdrs66m266CatXr0ZaWhoSEhLUshtvvBErV65Uta0k8CVDWaSw8OHDh7Fhw4Yu/VmIqAM7DVYX4WT5SZwoPYGCygLY7E4cPQXYHT4I9NEjOrQCuRW5qKipgMVmgVFvVBlZ04dXIKVgI46Vfqfuqjs05Y2+h2ybEJSAEEMSfkgfBaMzEXpnvyaHioiKaiAz34jESKsKSjmcdkwaUohzkvLV8mqrBkaDDVEhFdBoHCiuPhOEkvp88j8ZbKjmNRr0C7WqQvFCHt01/NzbujK6AK1W9tKq55HmWq+BwDrbu5OuZD5xvAaXnlOJ9DwdjhacxMwBE/DTCckMXhFRn3fhGD3e2m1FQZkRhYbnPAEsH/sYRFh/r4Z716XBuUllGBhlh05bgex8H6QX5eG8AeOxeMJUfq8SERH1pSBWa9jtdjXJH7huJpMJGzduxN13363qalVWVmLcuHEqg2vmzJnderxE1LZug6fKT6nMKwlg2R3ApgMG7Ez1QXn1mXF5fiY/jEqsxvThMszPgO9OfoftJ7bjcMFhNdSw/red3hENs2YURkUNxvwR8YgyR6jgz6ETJmQdbXkh3tyycpjNpSropNPo1GvIY2KUKyCl/qcNhF6rh16jdy07HaBSjxLIOv1cLfMEpFzP3evV95yKS2lUIMydxSVqz9d+7lnmeXBiWIwD/v52nJsYwD+0iKhPq7E78MwXh7Fq61GUVhlRrvtCdSAURsdQRFgfgBZ1h3O7mQ1RiA1w3SwI9bMiIMCO8YmB/F4lIiLqZD0miCWZWDKdbZmIiopSGVpE1HPZHXY1bDCrJAvHSo6p7CqLzYZ//y8YKdny1XUmaCMqLBp8eSQTX+dsQKFjB6z2uh2nTDoTRkaMQozfOejnOwpR5lDEh1vr1KcSMiyvNWICgxAXGKgCVxKoUsEsrc4TrHKXoXJlap2ZJNCkHmXwiqPGM+9e7umkKkMINU5PJpY78KWcDmp5Mq9OB6rk/2SZJ8gF1/7u1wswBngyvoiI+moA65Y1u7HpcN7pwebFKDK8oNZpnUGIsNzbZABLODXlKLbY1fe+fN+ajWZ+rxIREXWBHhPEIqK+lX0lBdbTCtOQX5nvyULaeTjodABLuIIyDlSiXLcBZfqPYNPmADVnXkeCNRNiJmBc1DgMCRsCg652pXarel2rvUYVipdAktTT8jdr4GcKRqVF10zLQeFEgC8wKs5Pda6SoJu8hrvAvNpC44QOujqZV7Uzplyv4vRkcamf6nQmlzuTSjKz5DBqZ5wKdzBL3kNle9Uahlh7KKJ7f0+WFzSICYhBuG/zxYmJiHqz5zannQ5gCQ2KDC/BoalQz8Ksv4IeYU3s6YTZx4mh0QYY9CZ108JH74N+5n78XiUiIuoCDGIRkdeQQI0ErU6UnMCRoiOw2ly1pqReVZXNiq9SJFDjSm2yaXJRqn9fBbBqF2eXroEBmISlE8/FqKgR6i55bRKwstgtKlNLAk9GnVFN/gZ/+Op9VS2t84Y7sW5PcwEs9U6YPLhaFZWX43ZnSkmBeb3e9Z4qG8rpClK5g1MSSHMPLXRnbsmj/CFUezhh7cCXGoZ4ug6We7vaGVi1H11HVjc7q7F5yRogIuqrWVhrtqV7OglaNKmo0G9W6/zsU+HncDUGapwGF431xcioRHXeMOlNnu91uXFCREREnYtBLCLyCpIFJcGr9OJ0ZJZmqiwkCd5IUKm4uhgHT9Sg0hIEGwpQavg3ynSfARqbZ3/pGBhguxRm+1xo4Y9gXSH0WlcQTAJWMhxRMqXkDw35oyPIEKSCYzLMUIJYEmCSLCrZVroIHs31ww/ZRk/Q7AzX8+Gxdswfq4WvwayO0Ufrox7ljxl5LTW8UKeHUWtUj2rZ6WGGMu/OmKo9/NA9XLB2AIuIiDrW7vQi5JefGXJebHj19Ne7DsE11ze779RBgfjdhWMQ5GNW391ERETUtRjEIqJuV1VThePFx5FSkIISS4nKXpKsqCpblcrMqrZVo9Lqg0L9v1Cu/xROzZk/Pnzs5yDAdhl8HeNVrz+30iqbCn5JcEyCVL4GX4QbwtWwD5kkYGR1WFVWlry/ynjS6VWMyqTT4+Y5DnxxoAZbDutRdibRC8F+Olx6TiCWTImGn8nkyqrS6l0ZWKczqtTj6SLvRETkXUqqzpxDrJqjqNZ9o+bN9gtgcMY0uk+YvwFLkxNw2+zBLN5ORETUjRjEIqJuVVJdgoziDBzKP4Rqe7VnyJ0EoIotxSoba3/ufrxz+H1UG1z1SoSP/VwE1/wUJufQRl9Xr7eooR5mk1kFxCTIJEP/JCBWVF2knmu0rqF1/kZ/tY8Eu8wGMwJMASpb69wLfHHPhSYcyrag0qJBmNkHkxLD4WswMkBFRNRDBflKlq2LDEtXnFoE2n7U6Pb3XDQIN01n8IqIiMgbMIhFRN0mryIPR4uO4oeCH+CAAwaNQQ3py63IVcXdi6uK8dbBt5Beku7Zx2QfjWDbYvg4RjZbdFeCTX4GkyfTqgIVKnAldaUkaKW6SRnMCDIFqeeqJpbB15OppYYYnh4qkhjSRR8IERF1ugmJIQjx0yG/shAVuv95amEZnNENtg03GxnAIiIi8iIMYhFRl5PhgqcqTqng1bGiY+q5ZD5VWitVlpQEstYfXY8vjn3h6eYX5huG0YHX42j6LE+R8sZpMGOYHTXOahRbqjxD/Exak6qBFeIbgkBjoMq2kucSuJJMLdY2ISLqGww6LeaNNuFf33wBaFwtbQPsFze67XXJiRw+SERE5EUYxCKiLiUBq5zyHBzKO4TMkkyVESWZT1ILS4YWShBrzb41yC7LVtvL8MILky7EgsELoNea8G+LBak5Pk0WXB8SY8W04a5hiVLjKtAnULU9l65RMi8ZV5J5xaLpRER9k2rgMbQcKw98DjikMUgMTI7RDbabMywSt85K6pZjJCIiosYxiEVEXUY6BUpw6vvc71UgSzKqJFOqoKoAxVVl2Jj6Hb7Keg92p6vrYFJIEm4YdwOiza4hHjLEcM45+YgIisb+9BCUV5/pDCVDCKcMsWDuaDsCTYGI9I9UWVcyXNBsNKuMKyIiIrlh8k3OblQ6MtWHEeScXSfDN8xswPXJA1QAS7K2iDpbUVURTpaf5AdNRD3SyfKTCPEJQWJwYpe8H4NYRNRlGVhZpVnYf2o/8irz1DLJwjpVno+vDumxMfMdlGu+8RTYjcDVSA5egAi/atTYa1BqKVUF36P8wzFkoj+umFCDQ9nlsNTo4WdyYnC0DjEBUQjzC0Oob6gKZMlwQSIiIrcauwNPbzyC5745CHdDW1PNbJgMNiRF12Dp5CRcOW4MjPozN0mIOltFTQUySzPV9Q4RUU9zsuIk+gf177L3YxCLiLokgCUZWBLAkqLtErySZXkVhfj3duC7sj/Cps1yfSk5+iHc+n+q6+DX32uQWVCOCydkIMQnUGVWSeaWXOzpoMOgaMBsMKFfQD+E+4W7Mq98gjhUkIiIGg1g3bJmNzYdLkKJaYdaZnQMUQXdLTVOfJ+px1pfC350TnN1F4k6h5RBcGeeExH1JHmnExS6CoNYRNQpfyjsTi9CSZVVtTKPC7PgUP5BlWoqF2kSwJIhhB/tz8bu8ufh1Faq/XztUxBu/Q20OJNBlX7KjNTjA3HxOA0qbZXqLqUEsvz0firiH2mOVOmrUueKiIioqfPSve/tx6bDeajRnIBNe0It97Mnn97CFbj68ocCPL85DcvnDuYHSURE5IUYxCKiDv0j4bnNaVizLR355VbP8kBf4JyBZZgxQv5IsKOwqhBbMrfhq1PvAxpX98GgmmsQZLsGGvf4Dg8ndhwxYfqIIph0elXbKi4wTt2tlOwr1roiIqKznZdWbz2GggrXUK1K3XbPej/7lDrby1lqzbYM1sMiIiLyUgxiEVEHD9PIq9MzUJRWOfHlwQBkFRow95w0fJ25GWtT16q/FjROE8Ksv4G/Y1oTr6xBebUGOQV+mDM0DjGBMSp4xXpXRETU0vNSbVXab9WjdCU0OOPrrJPbKnnlFpVNnJwUxg+YiIjIyzCIRUQdQu50u/9QcOVW1eYKax3JMeKE4wscLv1MPdc6gxBleQRG59lbmEf7DcSIyEGqYDsREVFrzktuDlhg0R5S876Oc5rcV4bDExER9RR2hxOpJ52osAD+JmBQtAY6be+s8ci+wUTUIXe7ZQhhc1+TTthRYHjaE8AKNIYi2vJkiwJYYlhUPANYRETUrvOSCmBpXMMKfexjm9xf6jlSxyovL8cdd9yBmJgY+Pj4YNy4cXjrrbdatG9ubi6uv/56hIeHw8/PD8nJydi4cWOdbdLT01XjmKam+fPnt2jblh4TEZG3BK8++c6Be96042+fOvDCRod6lOeyXNb3NszEIqJ2k2EXtWtg1eeEQwWwKvSuC85Qn2jcNfXXeHVDNCos8sXadPhL1oSbTZiYyGEdRETUvvNStXbP6ROTBibH6CbPORMSQ/hRd7Arr7wSu3btwhNPPIEhQ4bgjTfewDXXXAOHw4Frr722yf0sFgvmzp2L4uJirFixApGRkVi5cqUKSm3YsAEzZ85U2/Xr1w/btm1rsP8HH3yAP/3pT7jiiisarFu+fHmD9x48mEX9iahnZEjZHU48u96BA5kNA1WlVcB/v3HgWK4Gy+Zpe1VWFoNYRNRuzQ27cMKJIsOLngCWwZGIqwbdiVBfA0YmFGDnD5HNvrZ8JS9NToBBx8RRIiJq33mpWrdPPUoWsA4BPOd0kU8//RTr16/3BK7E7NmzkZGRgbvuugtXX301dDpdo/u+9NJLOHDgALZu3aoysNz7jh07FnfffTd27NihlplMJkyZUrdQv/jd736nsrfc71tb//79G92HiKgjAkzr9jqx+XuHCijVbng1a4QW88e2P5i1bq+z0QBWbfszXcex4JzeE8TiX4VE1G7NDbso0b+OMv1Hal7viEOU5TGE+PqjuLoYM0ZWYWiMa1hH/Upa7q/ZOcMiVZcoIiKi9pyXHCiHVZPa7FBCnnM6x/vvvw+z2YxFixbVWX7DDTcgOzvbE4hqat+hQ4d6AlhCr9dj8eLF2LlzJ7KysprcNy0tDV9++SWuuuoqBAaypiYRdQ13hpRkQtUOYNXOkHpuffuG+tkdrgBZS8h2vWlYIYNYRNRuMuwizN/QYHmp/j2UGFy1JXSOCERZH0GgKQBm8ylV3yrUJwhXTS/GnNGVCPSte3dAhnP837wheGHJeGZhERFRq89L4WZjncHq1doDgMZ1we/jqBvEkm15zuk8kkk1fPhwFXyqbcyYMZ71ze3r3q6xfQ8ePNjkvi+//DKcTiduvvnmRtfL0Eaj0agytaZPn47//ve/Lf6ZiIg6IkOqrVJPOhsEyJoi28n2vQWHExJRB7DjwjG+eGObO6sKqNB9hSLDy2pe6wxGlPUx6J2RGJl4CmF+wTAbzKhx1sCo1eFn58XhkUsSkZlvQElVjbqDLn+AcAghERG1hZw/liYn4m/rf2gwlBBOPUyOEZ7lV42Pw+NXjuY5pxMVFBRg4MCBDZaHhoZ61je3r3u71uxrt9uxevVqDBs2DNOmTauzToYe/uxnP8O8efNULa3jx4/jmWeeweWXX44XX3yxyaBX7ULzeXl1O1+mprqy/Iiob2tthlRbhxVWWDp3e2/GIBYRtYvc4TxRegIjE7Mw6JgBqSd9YNEcRoHh72q9xumPKMsjMDhjkRBZitkjbfA3+MPqsEKv1WNkxEgMCBmAEN8QxAXxl0FERB1j2awk7MksxhcpuSojy6JNUctNjsHQwqTm5wyNYACri0jnv7asa+u+69atU0MN//znPzdYJ4Grf/7zn3WWyVDHyZMn45577lGdEOtnjdX27LPP4uGHH272mImob2pLhtTQmNYHsfxNnbu9N+NwQiJql/zKfBzKO4RKWxmunJqPMUk/IN/0GJwaK+DUIsL6W4QYEzBp6ClcPb0U/kYf2Jw2mHQmjIkeg6HhQ1UAi4iIqKOzsWRIugwTDPSzw6o5qpYbnUPga7Rh6bRQvLB0AjOwukBYWFijGVOFhYXqsbFMq/buKwXhDQYDli5d2qJjlG2lwLy815EjR5rd9rbbblPDHGtP0gWRiKirMqQGRWtUkfiWkO1k+96CmVhE1GZVNVU4UnAEWWVZcDgdqLKV47uyv8OmKVLr58QvxpR+8TCbUxDiGwgfvQ8ccMBH54PRUaMxMGQgfA0t/PYlIiJqQyBr+dzB8A3+Gj/72KaWje/vi0VjTuHq0TMYwOoio0ePxptvvgmbzVYnw2n//v3qcdSoUc3u696utub2leF+H3/8MS677DJERjbfBbl+drnQapu/zy+v2ZrXJaK+o6sypHRajepyKEXiz0a2a28nRG/CTCwiahMJWmUUZ+Bw4WHYnXbU2GuwZu8anCg7odbPSpiFq8dOQ1BgLoJ8zSpYJQEsP70fxkWPQ1JoEgNYRETU6SQwsSvnTPe7oVFBiA2MRoApgJ9+F7niiitQXl6Od999t85yqVkVExOjhvE1t29KSkqdDoYSDHvttdfUfrJ/fWvWrEFNTQ1uuummFh+jbP/2228jPDwcgwYNavF+RETdlSE1f6wGo+Ob31/Wy3a9CTOxiKhN8irycLjgMCw1FjjhxIajG7Av11U0d3j4cFw98mqUWErgb/RXgSsJdKkAVr9xSAxOhFHXsP05ERFRR7Pardh3ynV+kpqMIX4h6BfQj+ehLnTRRRepIurLli1DaWmpChJJZpbUrZJglE6nU9tJ0EkCW2lpaUhISFDLbrzxRqxcuVLVrJJugpIBJTWpDh8+jA0bNjQ5lDA+Ph4XXnhho+t/85vfqKCVFHyPjo5GZmamKuy+Z88evPLKK57jISLy5gwpnVaDZfO0qsuhFImvXYtLAmTy+m0tHO/NvC6IJSeP++67T6UIS9cPX19fDB06FL/4xS+wePHiZvddtWoVbrjhhkbX5eTkqJMUEbVfhbUCPxT8gFPlp1QAS+Y/OfKJWhfiE4Kfj/85Km2Vqu6VBK5kGxlCODZqLANYRETUpUotpUgrTFPzMQExCDIFIcwvjL+FLvbee++pa/wHHnhA1bOSroESyPrJT35Sp6OgTO5hfe5Oghs3bsTdd9+N5cuXo7KyEuPGjcPatWsxc+bMBu+zdetWlbkl79PUsEAZgvjCCy/gjTfeUEG1gIAATJo0CZ999hkuuOCCTvoEiKivkMDRsVwN9mee+S7rrAwpnVaDBee4XkuKxEuNLRmiKBlevS145bVBrOLiYnXn5JprrkFsbCwqKirw+uuvY8mSJUhPT8f9999/1teQOyhyYqxfFJKIOmgYYUkGUgtTYXPYUF5Tjlf3vaqKtWs1WhXA0kCjLkD9Tf5qe8m6kiLuA0IH8M43ERF1qeMlx5FXmafmo/2jEewTrG64UNcym81YsWKFmpq7IS1TfVFRUSpDqyWmTp1aJwjWGMnukomIqDN0R4aUTqtpU5fDnsjrglizZs1SU22XXHIJjh07plrhtiSIJXdXJkyY0IlHSdS3uxEezj+M6ppqdZH4+r7XUVDl6hp0xbArEB8YrwJb8geCZGAZdAZVxD0pJEkVdiciIupK2zK3eeajzFGI8ItgPSwiIupUfTFDqs8GsZoiRRal0wgRdZ9qW7XqRphbngtogM3pmz11sEZFjsLcAXNRWl2KEF/XHW4ttBgRMQKDQweziDsREXWLXVm7PPP9zP0QHRCtbrAQERF1tr6UIYW+3p3Q4XCoziNSF0uKN8oY9d/+9rct2lcyt6QgY2hoKK688kocOHCg04+XqLeTrKsTJSdUXRGr04qTZSfx0Q8fqXUyNOPGcTei3FKu7m7LsEKZksKSMDhssCruTkRE1NVk2PvB/INqPtQnFGG+YayHRURE1IN5bSbWbbfdpgouCqPRiKeffho///nPm91HCrdLwcgpU6YgMDBQFYeXLibyfMuWLRg7dmyz+0umlwTNaktNTe2An4ao5yuuLsaRwiMos5Sp56/ufxUWu0XN3zDW1VDBpDdBp9WpLK3YgFjVpVACXNR38XuViLpTpbUS6cXpal6GEbIeFhERUc/mtUGse++9FzfffLP6A+ijjz7CL3/5S1Xk/c4772xyn/nz56vJ7bzzzsOCBQswevRo1aHkww8/bPY9JePr4Ycf7tCfg6i33Mk+VnxMZWJJnauNRzeq52JmwkwkhSahqqZKFXLXaDTqTveoqFHqDwbq2/i9SkTdKassy1O3Mdw/XA13D/IJ4i+FiIioh/LaIFb//v3VJC6++GL1+Lvf/Q7XXXcdIiJa/odxYmIipk+fju3bt7co+2vRokUNMrEWLlzY6uMn6k2kBpbUwqq2V6v5T1M/VcvD/cJVMXcZRhjoE6iGHPoZ/DA6crSqOyIBLerb+L1KRN3p25xvPfNyzoowR8CkM3XrMREREVEvDGLVN2nSJDz//PM4evRoq4JYQv6w1mrPXv4rMjJSTUR0Rml1BT7cfwiHcyuh1xnxn7Q1qHHUQAONGkZosVlgNplVEXe9To+RkSPRP7i/a1gh9Xn8XiWi7lJjd+DTlN2e5xG+0Yj2j+YNFiIi6lPsDmev6pDYY4JYmzZtUoGogQMHtmq/Y8eOqXpY559/fqcdG1Fvvfh/bnMaXtmShqJKu4R5Uab7FIXG42r9nAFzERcYB7vTDr1W7yrkHpqkJqPO2N2HT0REffz8tWZbOg5bDqmrXY3TD19/cyHidFaMusgBg85rexsRERF1WPBq3V4nNn/vQGnVmeWBvsCsEVrMH9szg1leF8S65ZZbVFF2ybyKiopCfn4+/vOf/+Dtt9/GXXfd5cnCuummm7B69WqkpaUhISFBLZNAldTBGjNmjKew+5NPPqnuuD366KPd/JMR9aw/AG5ZsxubDp9pdGBHEYoMq9W8zhEJW8F1KLdmIcQnUGVlRZmjMCx8GAJNgd145ERE1JfVPn/JZbnV5KrfaHQkotpqwCv/y0dG/jd4Ycl4BrKIiKhXB7CeXe/AgUxng3US0PrvNw4cy9Vg2TxtjwtkeV0QKzk5Ga+88ooKUBUXF8NsNquugq+++ioWL17s2c5ut6tJhgq6SQF3CXb95S9/QVVVlRrGMmfOHPz+97/HkCFDuuknIup55A527QCWKDS8CKemQs2H1ixD+qkQfJ8OTB9eDl+DL0aEj0CkP4fjEhGRd5y/HLCjRpOh5o3OAVCtcwF8kZKL5zenYfncwfxVERFRr7Rur7PRAFZt+zNdmVoLzmEQq11uuOEGNZ3NqlWr1FTbU0891b43JyJ1F1uGYMhXmftrr0r7LSr1X6l5P/tU+DkmqrXfpQVg+vAqDI8YjvigeDWkkIiIyBvOXzbNSTg1FrXO4JAglousX7MtA7fOSmI2FhER9cosrM3fO1q0rWzX04YV8i9OIqpjd3oR8sutngCWAxYUGp5T8xqnL0Kst5xeo0GFRY+a6ngkhSTBpGe3JyIi8p7zl1XjGkoojLWCWLI+r9yiticiIuptUk8669TAao5sJ9v3JF43nJCIuldJlbXO81L9u7Bpc9R8cM1i6BFeZ32wMQYhviFdeoxERERnO3/VaE8HsZwaGJwJZ92eiIioN6iwtG37ntLFkEEsIqrD33Tmi8qmyVNBLGFwDESA/ZIGn9aA0Ch+gkRE1O2CfOt2xrVqXd109c5oaOFz1u2JiIh6A/9WDpDxMTjxyXeOHtPFkMMJiaiOuDAr/H1kDLUTRfpVnnoioTW3QANdnW3DzAZMHujqGEpERNSdJiSGINxsPF2+HajRZKpHgzO+znayPsJsUtsTERH1NoOiNSoA1RIBPsCGA07VrbD+EER3F8Pn1jtUlpa3YBCLiDyqaqpwrDgVYxOLYdGmoFL/pVruZ5sOH8eoBp/U9ckDWBSXiIi8gkGnxdLkRFXzyoka2DTZruWO/nW2k/VLkxN4/iIiol5Jp9WoDKqWiAnV4OAJtKiLobdgEIuIPHLKcpBRnIExSSdR4fu8a6HTgBBb7Y6hri+wWUPDVWcnIiIib7FsVhLmDItEjSYH0DjqZGK5M7RkPc9fRETUm80fq8Ho+OaHAI6KA7ILWxackqGG3pKNxSAWESkV1gqkFqWixFqCfae+Q5kjTS0Px+XQO8/UvQr01eC22fF4celE3sUmIiKvy8Z6Ycl4TB9RfGaZwxXECjeb8H/zhqj1sh0REVFvzsZaNk+Ly8ZrGwwtlOey/PzRWpRV97wuhizsTkRKdlk2MksyYbFZ8EnqJ2pZkCkId06bjNwiWa5HmL8vrjlnEoZGDIJG4z3F/YiIiNwkQBUakuF5fsEYB64cMQAXjxrG4BUREfWpQNaCczQqK6uxroPfHnNlLHdW18POwiAWEaksrKNFR1FiKcH/jv8PpZZS9aksHLYQ0NjRP9ICo9aJ0VHDkBgazwAWERF5tR8KflCPAcYATBxowsyhMQxgERFRn6TTajA0RtPuLoat3b6zMJeaiFQW1vHi4yqYteHYBvWJxJhjMDpyNEw617dVpH8kBoUOgo++YZtyIiIib+FwOtSNGRHqG4pAYyD8DH7dfVhEREQ9tothoK9re2/AIBZRH1duLVcX+2XWMmxK34Rqm2tg9GVDL4PdYYdGq4Gf3k8FsCL8I7r7cImIiJpVZa1SN2dEqE8oQvxCYNQZ+akRERG1sYuhbCfbewMGsYj6uKySLNWRsLiqGF8f/1otSwpJwsDggSoLS+PUIDYwFokhidBpdd19uERERM06lH8INY4aNR/mF4Yw3zB+YkRERG3sYijrZTtvwSAWUR/PwkovSVdZWOuPrYfNYVPLLxtyGbQaraeeyODQwQjyCermoyUiIjq7/af2e+b7mfshxDeEHxsREVEbuxjKem/JwhIs7E7Uh2WXZqssrNzyXOzM3qmWjYkcg2hztMq6kikhOAGxQbHdfahEREQtciD/gGc+ISgBAaYAfnJERERt7GLobRjEIupDauwO7E4vQkmVFSaDHVWao6oToRRzl0K4GmiwYPAClYXldDrV3esh4UNYEJeIiHrMOW7LsRT13FfviyhzFMxGc3cfGhERUY/tYuhtOJyQqI9c2D+98QiS/7gR17y4Hbe+9i1ueGUv7nrdig0Hrfju5Hdqu/H9xiPYJxh6rR4mvQlJoUmI8o/q7sMnIiJq8TluT9ZxtdxZ0x/fHImEQcuuut6gvLwcd9xxB2JiYuDj44Nx48bhrbfeatG+ubm5uP766xEeHg4/Pz8kJydj48aNDbabNWsWNBpNg2n+/PkNtq2pqcHDDz+MxMREmEwmDBs2DM8880yH/KxERNR5mIlF1Acu7m9ZsxubDuehfly9wqLF15mfw6l3qiyseUnzoNfoYXfaVfBKirsbdIZuOnIiIqLWn+NsWldnQp09FpsO+GO5bT9eWDIeBh3v3XanK6+8Ert27cITTzyBIUOG4I033sA111wDh8OBa6+9tsn9LBYL5s6di+LiYqxYsQKRkZFYuXKlCkxt2LABM2fOrLP9wIED8frrr9dZFhwc3OB1b7vtNrz66qt49NFHMXHiRHz22We4/fbbUVZWhnvvvbcDf3IiIupIDGIR9XLPbU5TF/fCWW+dVZOJSt1Xaj7BfwqCTEHQaDXw0fmoboTS1YmIiKinnOMcqIZdU6ie650x6vGLlFw8vzkNy+cO7tZj7cs+/fRTrF+/3hO4ErNnz0ZGRgbuuusuXH311dDpGu+A/NJLL+HAgQPYunWrysBy7zt27Fjcfffd2LFjR53tfX19MWXKlGaP5+DBg+p1H3/8cfX+7iyugoICPPbYY7j11lsRGhraQT89ERF1JN6SIurld6jXbEtvkIHlVqJ/E9A4AacG2rJroYMRTjgRGxiLASEDVGF3IiKinnKOs2lcWVjC4OynHmX9mm0ZanvqHu+//z7MZjMWLVpUZ/kNN9yA7OzsBoGo+vsOHTrUE8ASer0eixcvxs6dO5GVldXq4/nggw9U7U95//rHU1VVhXXr1rX6NYmIqGswiEXUi0mB2/xya4MMLGHVZKBS9z8172c/D3bLAGQV+cBf74+BIQMR4sOW5ERE1LPOcTW1glh6h6uzrqzPK7eo7al7SCbV8OHDVfCptjFjxnjWN7eve7vG9pWsqtrS0tJUFpW8V1JSEu677z4VmKr/mhEREYiOjm718RARUfficEKiXky6EDa5Tv/v01lYWgTbXKn91RYtYoNi0T+ovyqESkRE1JPOce56WMJwejhhc9tT15BhelKrqj73kD1Z39y+jQ3ta2zf6dOnq6GJUqRdAldr167Fk08+if/973/YtGkTtFpts6/p7+8Po9HY7PG4C83n5bmGsbqlpqairUqqS1BYVYiT5Sfb/BpERN1Fvr/ke6yrMIhF1IsF+RobXS53qit1X6t5P/sMGJxxaj7Uz4RBIYMQaArs0uMkIiLqiHNcjSZHPWqdwdDC76zbU9dp7ubY2W6ctXRfqWdV28UXX6y6D95555348MMPccUVV3TI8Tz77LOqs2FHqaypRF5FnqpNSkTU0+RV5Knvsa7CIBZRLzYhMQThZiMK6g23KNW/A2hctUGCbFKfwgk/kx1Tk6JUPSxmYRERUU88x7lrYhkcrnpYQsIR4WaT2p66R1hYWKPZTYWFriL8zRVRb8++QmpnSRBr+/btniCWvOaePXsabFtRUQGr1XrW15TOhvXre0km1sKFC9FWOo0O4X7hbd6fiKi7HCs61qXvx5pYRL2YtBNfmpxYJ4Bl0+ShXPeFmve1T4HRmagu8ScMqsSg0IEIMAV02/ESERG16xx3ejihuzOhkPVLkxPU9tQ9Ro8ejUOHDsFms9VZvn//fvU4atSoZvd1b9fafWtzDyV0v6YMBzx58mSbXjMyMhIjR46sMw0aNKhFx0FERO3DszlRL7dsVhJmD404/cyJUv17gMZ1ERlU47qLmBhVjp9MDlH1sIiIiHrSOW7OsEg170Ql7JqiBvWwZP2ts5K67RgJKgOqvLwc7777bp2PY/Xq1YiJicHkyZOb3TclJaVOB0MJhr322mtqP9m/OfIeYsqUKZ5ll19+uco6d69zW7VqFXx9fTF//nz+2oiIvBSHExL1cnLn+U+LkvDgxznYcKgI5ZrP1XIf+ziEGAdidGIuZo2swaDQc2A2mrv7cImIiFp1jnthyXg8vzkNz2753JV2dToTK8RfhxunJqkAFrOwXDIzM1U3v4kTJ6ohdV3loosuwrx587Bs2TKUlpaqrKU333wT69atU8EonU6ntrvppptUYEk6DCYkJKhlN954I1auXKmG7z3xxBMqC0pqUh0+fBgbNmzwvMfXX3+Nxx9/XAW9pIh8dXW1Kuz+z3/+E3PmzMGll17q2VYyp+S9HnzwQfXe8nl8/vnnalupq3W24YRERNR9GMQi6uWcTidyyk9gxIDjOFT9PlIzLGr5ZcPmYHx8GuS6cWDoKMQENn8nk4iIyBtJgGr53MGA+XP8ap1r2fkjnXjy4jGID+6757b7779f1Xh66qmn1HMJ+EggR2o+BQcH46uvvlLBnK7y3nvv4b777sMDDzyg6llJB0EJZP3kJz/xbGO329Uk1y5uJpMJGzduxN13343ly5ejsrIS48aNUwGqmTNnerbr16+fCkg9+uijyM/PV5lWgwcPxiOPPIL/+7//qzOcUEggLDY2Fs8884waVigF4FesWKHeg4iIvJfXDSeUIosLFixA//79VTqv3AlJTk5Wd2laQlreXn/99QgPD4efn5/aV058RH1VubUcmaWZKKgswI6sbWrZwOCBOCc+AhqtA4HGQAwMGcgsLCIi6tF+KEjxzI9PjECwb9+u8ShD90aMGFEnqDVmzBi8//77Ksupfie/zmY2m1WQKCcnBxaLBXv37q0TwHIP55MAlgSUaouKilIZWlLgvaqqCtu2bcP5559fZxvJ7vrkk09w4sQJlYUl2+3btw/33nuvCoTVZzAY8NBDDyEjI0Mdj2R2MYBFROT9vC4Tq7i4GPHx8bjmmmvU3RG5g/T6669jyZIlSE9PVyfgpsgJaO7cueo15CQp6caSfizj2uXuU+27NUR9RU55DjKLM7E7ZzeqbdVq2ZwBc6DX6uGEE/2D+yMmoO/eqSYiot4hrShNPfoZ/BDuGw4fvQ/6sqysLE+xcQn+7Nq1C59++ikuvPBCFeSR7CQiIqKWsjuAzHwjqqwa+BqdiA+3ojt6pnhdEGvWrFlqqu2SSy7BsWPH1Dj15oJYL730Eg4cOICtW7eqDCwxe/ZsjB07VqUg1y4ISdQXVNVUIb0oHUXVRfjf8f+pZdH+0SrzSnqOBxgCkBicCH+jf3cfKhERUbukF6erx2BTMIJ9g2HQGfr0JyoZTQ6HQ81v2bJFDbU777zzPEPvZMgdERFRS4JXWw75Y3eqHyosrhqGwt/HjglJlTAFatCnhxM2RYYH6vXNx9wkPXro0KGeAJaQfRYvXoydO3eqO1JEfUluRS6Olx7HnpN7UGIpUctmJ86GQWuA3WlH/6D+iA1kR0IiIurZbA4bssuy1XywTzDCfLuuaLm3SkpKwscff6zm33rrLUyaNEmV6hAypC8kJKSbj5CIiLyd1Qas/iIUXx4MQIWlbvioolqrln+XMlEFuvpsJpab3DmSqaioCP/5z3/w2Wef4R//+Eez+0gW1owZMxosl/H/QrqxyBDF5upp5eXl1VmWmpra5p+BqDvV2GvUXenCykJ8ffxrtSzIFISREa4irkHGIJWFxY6E1Jn4vUpEXSGvIs9zs0YCWDy3AT//+c/xi1/8AmvWrFGlNl5++WXP5yWZWbXrZRERETWWfbU1xR81dnfwqn7Glet5XlEUNh2w4iej0beDWLfddhteeOEFNW80GvH000+rk3FzZLx/Yy1x3ctkfXOkS8nDDz/cruMm8haFVYU4UXoC3+d/j5MVJ9WyWQmzYNQbVRZWXGAc4oLiuvswqZfj9yoRdYWDeQc981HmKIT4Msto2bJlKttKymxIFpaMTHCToufSCImIiKixANa/twQjNUdqS57pFts0J7Ye1qPG7lAdg/tsEEs6idx8883qLv5HH32EX/7yl6rI+5133tnsftJOty3r3IGzRYsWNcjEWrhwYSuPnqh7OZwOlYV1qvyUpxaWSWfCuf3OVfNmg1llYQUY+3bnJup8/F4loq6Qkn+mM6HcpPHVu4bN9XXS/a9+B0AhdWaJiIgaIxlYrgCWaEm9Kw3KqjXYnV6E5KSwvhvE6t+/v5rExRdfrB5/97vf4brrrkNERESj+4SFhTWabVVYWKgeG8vSqk26GcpE1NMVVxUjsyQTR4uOero1TY+frjo12Zw2VQcrPij+rIFdovbi9yoRdYWUvDNBrPjAeA4nJCIiamMWlhRwd2Vgte5vxZIqK7qC1wax6pM06Oeffx5Hjx5tMog1evRo7N+/v8Fy97JRo0Z1+nESeQMZRigFbrdnbVfPNdBgctxkFbTy1/kjMSQRgabA7j5MIiKiDuG+YeNv8Ee4XzhMelOf/GTnzJnT4m3lmmDjxo2dejxERNSzZOYb63QgbI0gXyO6Qo/pTrhp0yZotVoMHDiwyW2uuOIKpKSkYMeOHZ5lNpsNr732GiZPnoyYmJguOlqi7lNuLUdmaaaqgyVdCcW46HGqqLvUwooJiFF3qZmFRUREvUV6Sbp6DPIJUvWw9Noec5+2Q0lTJKfT2aJJtiUiIqqtytqWkTpOGPUOjI0PQlfwujP8LbfcgsDAQJV5FRUVhfz8fNWd8O2338Zdd93lycK66aabsHr1aqSlpSEhIUEtu/HGG7Fy5UpV1+qJJ55Qw1ikqPDhw4exYcOGbv7JiLrGyfKTyCzOxM4TO1XQSkyLnwatRguD1oD+wf1Z8JaIiHoNu8OOrNIsNR9sCkawTzD6qs2bN3f3IRARUQ/ma2xJIff6NLDaNPjlG9/hhSXjO724u9cFsZKTk/HKK6+oAJW0AzabzRg7dixeffXVOl1V7Ha7muROkpvJZFJp0XfffTeWL1+OyspKjBs3DmvXrsXMmTO76Sci6joWmwUZxRnIr8rHjmxXRmJCUAJiA2JdtbD8Y9VzCWgRERH1BrkVuSizlqn5CL8IlXlMRERErRcfboW/yY4Ki/y92LqsrC9ScvH85jQsnzsYfSqIdcMNN6jpbFatWqWm+iR7SwJgRH1RQWWBqoclwwhlWKGY0X+GGlYhwwfjg+MR5tf5HSOIiIi6yoHcA575SP9IBPqw5mN9eXl5qKqqarDc3USJiIhISBLVhEGV+PJg67vYS8hrzbYM3DorqVOzsdoVxJIaVWerqyPZUkTUNcMppCZIbnkutp7YqpbJ3ehh4cNQY69RHQkHBA/os3VCiIiod0rJP9OZMC4oThV3J5fHHnsMTz/9dKPduwWv04mIqL5pwyuQXWjAkRyfVnUplC3zyi3YnV6E5KTOS5xo11+zDzzwQIMgltzp+fzzz9VJcenSpe09PiJqoeLqYpwoOYGUghTklOd4srCkDpbKwgqMVx2biIiIepPDBYc98/EB8fAzSGtwevnll1WN2HvuuUdds993332qDIeU6PD19cVvf/tbfkhERNSAJFEtmlaMrSn+2JXqh4rq1nUrLKmyojO1K4j10EMPNbrcarXiwgsvVIXViahryDDC7PJsbD+xXT2X4NU50efA4XQgzDcMiSGJfbblOBER9V6phanqUTKwIvwj4KOXO8ckzY7uvfdeFaySIJZ08T733HNVMOu8885TzZOIiIiaCmTNGFGBqcMqsOuIH9bvbflQ/SBfIzpTpwxUNBqNqrD63/72t854eSKqR+pfSRDrePFxHMo/pJZNjJkIs8ms5uOD4hFljuLnRkREvY40NBHSlTDIJwg6bevuGPdWqampmDJliir/4b7JLCQL6//+7//wz3/+s5uPkIiIekIwa+LgSlXs3TVgsGkyRi/CbMKExJBOPaZOq7YlJ8icHNeQJiLqXCfLT6oA1vas7XCe/nJJjktWj4GmQCQEJnB4BRER9cp6kFllWWo+xCdEBbLIRa93DbiQkgKBgYE4ceKE56MJDw9HVpbrcyMiImpJsfez1caSv0KXJid0alF30SmvLnWx/vznP2Po0KGd8fJEVIvVblUBrFMVp/BNzjdq2fDw4apDk9Smiw2IRWxQLD8zIiLqdXIrclFmLVPzMnQ+0MjOhG6DBw9GZmammp84cSJefPFF1NTUqGsDycJKTEzstt8bERH1vGLvg/tVn35WPyPL9XzOsEjVmbCztasm1oABAxoUdrdYLMjNzVWpy//973/be3xEdBYFlQXILM3EzqydKqAlpsVPU48+Rh/0D+mPAGPrW6QSERF5uwO5BzzzMmw+yDeoW4/Hm1x88cX46quvcN111+F3v/udqlcbHBysMrTKy8tV4XciIqL2Fns3GiyYPUKLf1w1vtOzsNodxJo5c2aDIJaPj4+6s3P11VfzDg9RJ6qxO7ArvQC7T/yA1MJSNZRQRPlHYUDwANgcNiQGJKJ/YP8G/50SERH1hvPg2pTvPM9jAuI4dL4WKebuNmfOHGzduhVvvfWWuiZYsGABZs+e3bW/MCIi6jXF3jPzjaiyauBrdOKUZSvOHzSnSwJY7Q5irVq1quOOhIhafNH+3OY0rNmWjvxyV+ZVpTYPRaYiNT8tfgb0Wj20Gi3iAuNYH4SIiHrteTC1ei9gcC1ft20yYrV5uH1ueJddSPckMqRQJiIiovaQU2xipOvvUJGX1XzBd68KYhFR11+437JmNzYdzqtTVq9M/7F61Dh9cfLERbBE5aB/cBwSgxLZpYmIiHrtedBmcDUR0jnCUWXxwz++SMf32ZV4YUnXDGkgIiIi9KwglhSHXLt2LQ4dOoSqqqo66yRd+fe//31734KITpM7z3LhLtzx7hpNFqp1ruEUZvtcZOVFYf8xYOrMOIT7h/OzIyKiXnserNFmq3m9s5+na9IXKbl4fnMals8djL6ssdq1tcm6tLS0Lj0mIiKibg1iFRQUYMaMGUhJSVEnQqfT9Wd17RMmg1hEHXf3WYZOyH9dtRM2y/SfeOYDbAvU2oPp4Yi7JAFGnZEfPxER9drzoE3jCmIZnDGe7WT9mm0ZqkNSX87Gaqx2bX5+vqqNFRgYqNYTUc9jd6BOPaL4cKsa3kXUV7QriHXfffepQu4ZGRlISEjAjh07EBoaiueffx4ff/wxNmzY0HFHStTH7U4v8tTAcnOgGuW6jWrexz4GBme8mq+w6JBd6IOhEd1yqERERJ1+HrSjDA5NmZrX1wpiSYArr9yitk9OCuuzv4mmatfKTeh58+ap4u5E1LOCV1sO+WO3dIaznOkM5+9jx4SkSkwbXsFgFvUJ7YrZbty4Eb/5zW8QE+O6cNBqtUhKSsKf//xnnH/++bjzzjs76jiJ+rySqroBLFGh2wynpkLNB9guqbPOUnPm5EZERNTbzoPuLCxhcMScdXtyCQsLw1133YWHH36YHwlRDwpg/XtLML48GIAKS90/4SuqtWr5f7YEq+2Iert2BbFOnDiBxMRE6HQ6FcCqqHD9MS0uvfRSrF+/viOOkYgABPnWHRrohNNT0F3niICvY3Kz2xMREfVk9c9r7npYZ2piNb89nREeHo6jR4/yIyHqISQDKzXH5/Sz+rXuXM+P5Phga4p/lx8bUY8KYskJsKSkRM1LNtaBAwc86woLC2Gz2dp/hESkTEgMQbjZ6DltWbTfo0abruYD7POhwZnMqwizUW1PRETUW8+DtTOxagexZH2E2cTzYBNqamrw4osvqsLvXam8vBx33HGH+ptBypGMGzcOb731Vov2zc3NxfXXX6/+9vDz80NycrIaEVJbaWkpHn/8ccyaNQvR0dEwm80YPXo0/vSnP6G6urrOtunp6apeWGNTS4+JqKtIdpUMIaxbFbcxTuxK9WM2FvV67aqJNX78eBw8eFCNqb/44ovxyCOPqEKRRqMR9957L6ZMmdJxR0rUx0lx2qXJifjb+h/U8zKdKwsLTj3MtgvqbCvb9eVitkRE1PvPgzWng1iSjayFybOd/Jm3NDmhz58H58yZ0+AztFgs+OGHH9TN5tWrV3fhbw+48sorsWvXLjzxxBMYMmQI3njjDVxzzTVwOBy49tprm9xPjnnu3LkoLi7GihUrEBkZiZUrV2L+/Pmq/q67QP3x48fx97//HUuWLFHlTiSI9fXXX+Ohhx5So0Nkql/ofvny5Q3ee/Dgvt3VkryPFHGvXQOraRpUVOvU9omRHE5NvVe7gli//OUvPa15H330UWzfvh1Lly5Vz6U2lpxoiKjj3Dg9DutTjuC7zAJU6raqZf726dAh5PRluwazhoarjkxERES9zbJZSdiTWYwvUnJhOz2c0HA6C8vdtXDOsEieB6X5i8PRIGgjN5t//OMfq0DP1KlTu+z39umnn6ogkjtwJWbPnq2aQ0l9rquvvlqVJ2nMSy+9pEZ7SFdFycBy7zt27FjcfffdqrGUkMwyybDy9/evE8iT5/IeW7ZswfTp0+u8dv/+/bv9prt03Uw7qcXJgmikG4zsNEcNSBfCztyeqE8FsaR4u0wiIiIC3333nTrJyAlz2LBh0Ovb9fJEVE+JpRCXTzmFNOsHyCq1q2UBdld3IX+TA1dNjMa9F03o83efiYio92ZjvbBkPJ7bnIrffJ1TpzNhuNmkMrDkRg6zkYHNmzfDW7z//vsqM2rRokV1lt9www0qE0oCUU0F1WTfoUOHegJYQv7GWLx4sRr5kZWVhdjY2DrBq9omTZqkHjMzM+FNJHj13OY0rNmWjvxyqXU0EXtS2GmOGvI1Ojt1e6KepkPHG0nwSsaejxo1qkEAS+4GDRw4UA0/JKLWszvsyCjJQF7lSWRZXBemUX79celYPyyYnIo/XqPDnReM5IU7ERH1ahKg+tEEf9g15er5oCgtHv1RGLb+bg6Wzx3M86AXkpvcw4cPb/D3wZgxYzzrm9vXvV1j+57tb4svvvhCPY4cObLBOhnaKGVQpM6WZGn997//bXGNLnnf2lNqaipaE8C6Zc1uNTS2oLzusC92mqP64sOt8DfZW1QTy9/Hrran3l8nLT3XiEMnTOqxr3Wl7LJUKafTqVJ8ZVw7EbVeSXUJskuzse/kPpRaStWy2QOmYlB0OUx6ExKD4+FvZEcSIiLq/Q7knQl6DIkyY+rACAavAKxZs6ZVn6O7DEhnKygoUDez6wsNDfWsb25f93at3Xffvn148sknccUVV9QJhJlMJvzsZz/DvHnz0K9fP1VP65lnnsHll1+uit7ffPPNzf48zz77LB5++GG0lWRgbTqcp+YbhiXqdpqbMeJM93fqm6TM7YRBlfjyYMBZttRg4qBKtT31ThKs2nLIXxX6r10nTYKXE5IqMW14RZ/4/XO8H1EPkVWWpaYd2a7aD34GPwwPH44aew0GhgxEXGBcdx8iERFRlziUf8gzHxsQy5s4p0kHv9rcNbHkZnL9ZV0ZxKr/vq1Z19Z95eb5JZdcgvj4ePzrX/+qs04CV//85z/rLJOhjpMnT8Y999yjPsfmyqLcdtttDYZGSibWwoUL0ZIsLBlC6K7hdrZOc1OH9Y0/Sql5EpzILjSo4Ka7Du4ZrueD+1Wrfy/UewNY/94SjFTPv4GGGZzyb2TRtOJe/53BIBZRD1BZU4nM0kykFabhWPExtWxK7BT46OVLDIgJjEGwb3A3HyUREVHXOJx/2DMvN3H8jNJ+no4dc10jiJMnT6qC6RdeeKGqOxUdHa2Wvf766/j888/x9ttvd9kHFhYW1mjGlHRJFI1lWrVnXykYL8XfJRC1cePGZl/fzWAwqM9LglhHjhxRwx+bIh0SZWqL3elFyK83hLBx7DRHZ0hQQoITkp0nwU3pQujm7+NQGVgMePZukoHlCmAJTZ/O4GQQi6gHOFV+CpklmdiZtVM910CDCf0mwOawqQBWYlAitJpeHnInIiI6LbXQVX8owBiAEJ8Q+Op9+dkASEhI8HwOEoyRYXRPPfWUZ5kUSJ85cyZ+/etf429/+1uXBbKkZu6bb74Jm81WJ8Np//796lHq6Ta3r3u72praVwJYs2bNUtlnUtw+Lq7lmerujDWttvOuqUqqWleviJ3mqHYgS4ITEqzKzDeqfxtSxF1qYPX2zJvWZCv1xs9Gfi4ZQtgwC69vZnD24h+NqHeQQNXxkuM4WX4S3536Ti0bETECYX5hKnAVFxCn5omIiPqK9OJ09RjsE6wykQ06Q3cfktdZu3YtFixwdTCu7+KLL8Znn33WZcciwbTy8nK8++67dZavXr0aMTExahhfc/umpKSoDoZuEgx77bXX1H6yv5vUtpIAlt1uVwXdawf1zqampkYF9cLDwzFo0CB0liBfY6u2Z6c5qk+CE4mRVgyPs6jH3hysaE2Q56uD/ljxUQRe3RyKd7aGqMcVH0eo5T298LkE5lw1sJofel07g7M3YyYWkZcrrCrEiZIT2JW1C1a71TOU0AkngkxBSAhOUIXdiYiI+kq3XqkRKSQLSwJZ1JB0Bpdhceeff36DdbK8dp2sznbRRRepIurLli1DaWmpChJJZta6detUMEqncw2Nuummm1RgKy0tzROAuvHGG7Fy5UpVg0q6CcowPimsfvjwYWzYsKFOx0AZQpiTk4OXXnpJPZfJTTKy3FlZv/nNb1TQatq0aWqYZWZmpirsvmfPHrzyyiue4+kMExJDEG42qq6EZ6uJJcPE2GmOqHl9oVZUazMyq1q5fU/jdb9GuWsiJ6thw4bB398fsbGxqlPIN998c9Z9V61apYo7NjZJDQCinkYuMGUYYU55DnZmu4YShvuFY2DoQNjsNsQFxSHaHN3dh0lERNRl5LxYZatS86F+oeqGDjU0f/583Hffffjkk0/qLP/4449x//33q1pZXem9997DkiVL8MADD6hjk8wqCWT99Kc/9WwjGVQy1Q6wSSdBqWslAarly5fj0ksvVYEqyTSToZFu33//PY4ePao6oS9evBjJycl1ptrF3WUI4s6dO/GLX/xCBdduv/12VTdLstPqF8fvaAadFkuTE88SwBLsNEfU0bWieqrWZmT6tnL7nqbLMrEkkCQnmoCA5luDPvfcc6p4o5xMRowYgby8PPz1r3/FlClT1Illzpw5Z30vuYMiQbD6RSGJeppya7m6WP8+73vkVbpaMU+NmwqdRgeD0aCK2ZqN5u4+TCIioi6zP/dMfaRov2gEmgL56TdixYoVmDt3Li677DJ1/R0VFYVTp06hrKwMgwcPVuu7ktlsVu/Z3PvKDWmZ6pNjlwyt5rjrYLWE3DCXqbssm5WEPZnF+CIlt5Euhew0R9RSfaVWlGRk+pvsqLDIwTf/c/aFDM4OCWLJOPUvv/wS+fn5Kg1Y0nKzs7MREhICX19fT4HETZs2nfW1JF24frcPuVsjacd/+MMfWhTEkrsrEyZMaMdPROQdpA5WVmmWJwvLoDVgXPQ4WB1W9A/sj/jA+LO2pSYiIupNUvJTPPNyM8ff2HPvrnemfv364dtvv1VBISlwLjeJzznnHJXRtHTpUs81OnU9ycZ6Ycl4PL85DWu2ZSCv3OJZx05zRG2pFdXzun22pgi9LJ8wqFINjWxe38jgbFcQS9J9b7nlFnVylDsf8se0jHmXINbPf/5zdaJ85JFHWvWajbWrlTs3kpUl49WJ+gqLzYKM4gxklGSoTCwxIWYC/Ax+qjthXHCcKmZLRETUlxzOP6we5VwYGxirzovUOB8fH9x6661qIu8LZC2fOxi3zkrCXze/j+2Z+zE6OqnXdFMj6go9sVaUBK9kCKRkkNUOwPn72DEhqRLThjeeLSbLpbbXEU/tL02fzeBs11fk448/jjfeeAN//vOfceDAgTopvBLMkmKNHaGkpETdSRo5cmSLtr/kkktUQUYZ237llVeqYyPqafIr85FZlqmysKSIu5gYM1EVtA31DVWZWHotezMQEVHfklqUqh6lFpYMJWQQi3p6MCsp2oHosJPsNEfUy2tFuYvQS0aVa2hgwyL0/9kS3Gg3RQlsSXH6WaPKVMZmbfJclvfk4vWt0a6/gCUD6/e//73q8CFZWbUNGDAAx44dQ0eQoosVFRWqOGVzJANMtpH6WYGBgdi/f7/qYiLPt2zZgrFjxza7v3QwkRpctaWmui6UiLqSw+lQGVg5ZTnYnb1bLRsYPBCxAbGocdSogu6R/g2zFom8Db9XiaijpRenq0fpSigZybyhc4aU3ZDOfVIb9mwlOGQEhRRMJyLqqXparajWFKGfMaJhRpUEqGaMqFDZVi0ditgbtSuIlZWVpbp9NJW+LIUj20uCZK+//rpqezt+/Phmt5XaWTK5nXfeeViwYAFGjx6tOqF8+OGHze4vJ/2HH3643cdM1F7FVcXILs3GdznfoaLG9QWWHJ8MBxyqkHt8QDx8DaxlQd6P36tE1JGsdqvq2OsJYpmCWRuyltqjIhwOR7OfTUuLoBMReaueVCuqI4vQ67TwmtpePS6IJfWrpJWtFIis7/Dhw4iLi2vPy6uA0mOPPaaGLf7yl79s02skJiZi+vTp2L59+1m3ve2227Bo0aIGmVgLFy5s03sTtVVWWZaa3AXdA4wBGBY2DDa7DXGhcSoTi6gn4PcqEXWkY0XHVCBLhPmFqUAWnVG7iZIUcyci6u16Sq2onlyE/mzBuYKSMOw/rkOcTwEmJIaoYdJeG8S6+OKLVYBJsp9kKJ+QOz5Sw+rpp5/GpZde2q4A1kMPPaSme++9tz2Hqe40SXfElgTlGissT9SVKmsqcaL0BH4o+AHHS46rZclxyTDqjNBCq4rYBpjOdreByDvwe5WIOtKB3DN1TqP9o1VNLCIi6rvctaJkCJ5kMEkAyBu7ffbEIvQtL1AfjV0A1ny5HRFmE5YkJ2DZrKROC2a1K4glnQfXrl2rOgdKNpYEsCTgJIXUDQaDGgrYFo8++qgKXt1///148MEH23OIqi6X1MM6//zz2/U6RF0ltyJXBa92ZO3wdF8a32+8uvMcHxSPhKAEaDV9aNAzERHRaYfyD3k+i7jAOPgb/fnZNGHfvn0oLi5W5TVEeXk57r77btUs6YILLlA3jJsbbkhE1FP0hFpRPa0IfUsK1Lvqe9U9zvxyC/62/gfsySzGC0vGd0ogq12vGBUVhV27duGaa67BN998ozoC7t27V3Um3Lp1q+oO2Fp//etfVf0qye6SelYyDLD25HbTTTdBr9cjIyPDs0wCVRJY++CDD/DFF19gxYoVaiihnKAlMEbk7WwOmypYm12Wjb2n9qplY6LGIMgnCDqtTl2wy/AJIiKivuhw/mH1qNPo0C+gHzsTNkMaL3388cee59L86MUXX4TVasUf//hH/OMf/+j8XxgRURdy14oaHmfxum6f7iL09YM+jReht3d7Efq2Fqh3/3RfpOTi+c1p8LpMLHcg6/nnn++YowHw0Ucfqcd169apqakilNINUabaRSmlgPvbb7+Nv/zlL6iqqlLDWKQzi2SEDRkypMOOkaizFFYV4kTJCew4sUMFtMSUuCmqW6EUr00ITlDDComIiPqio0VH1aPc3Ak0BjKI1QwZGeGuKSvXy9IoSbKvZNSEjHZ4+eWXsXz58q75xRER9XE9qQh9RxSolzVrtmXg1k4YVtiuIFZNTY26m+Pv3zCVu6KiAkajUQ0rbI2WFqFctWqVmmp76qmnWvVeRN5ELjCPFx9XXZd2ZcuoYqCfuR8SAhNUhyEp5h5tdtWeIyIi6ovnyYwSVwa+FHQP8QuBXtvu+7G9lgwlDA8PV/MyUqKoqAhXXXWVej537lzV+ZuIiLpOTylC3xEF6uWnySu3YHd6EZKTOnYkUbtCYj/72c9w8803N7rulltuwbJly9rz8kR9Spm1TBV0339qPwqrC9WyqfFTVVMCX4Ovq/aHgbU/iIiob6qyVeFk+Uk1H2IKURnKrOnUtLCwMGRmZnq6FsroiUGDBqnnchO69mgGIiLquiL0s0aVqaLztclzWS7rvTULqy0F50uqOn5YZLtuX8kJ8Yknnmh0nXQm/N3vfteelyfqUzKLs7E1NQ+bj36jnpt0JoyOHA2rw4q4gDgVxOLFOhER9UU1dgfe2bMbdqfUEwFCfcPZmfAsZsyYoRol5efnq9EKUmvW7ciRI4iPj+/cXxoREfXIIvQdWXA+yNfoXUGsU6dOoV+/fo2ui46OxsmTrrtlRNT8hfkzXxzGqq1HUVDtRLbP92q5n20uDh7tj3GDctE/uD9CfEP4MRIRUZ87Rz63OQ1rtqUjs3IbYHItT0mdjv+G1GB0lKPTWnj3dFK8XZot3X777UhKSlKNk9z+85//YMqUKd16fEREfZm7CH1PE3+6QH2FRXvWmljhZhMmJIZ4VxArODgYqampmDVrVoN1sjwg4GxFy4j6Nrk4v2XNbmw6nKdGDpcZPvWs87Vcgp0/RKKwNBBXj4xn3Q8iIuqz50i5GK7RZXnWOazxWLUlH8cLvum0Ft493YABA5CSkoLCwsIGHcOlM6HccCYiIuqMAvWSr7U0OaFTzs/tesXZs2eruzxycqxNnsswQ+kMSERNk7vLrgAW4IAF5boNat7HPgYGZ381n3rSBx9+W8mPkYiI+uw5Ui6Ga7Qn1LzG6Qcdwjq9hXdvUT+A5e7oHRER0S3HQ0REPb9A/eB+1aef1R1e6M7NmjMsUnUm7AztCmLJOPu8vDwMHjwYt912Gx5//HFVzH3IkCFqubTxJaKm7zDL8Aj3f+gVus1walydKAJsl9TZ9s0d2Wp7IiKivniOVMs0riLlBmccNKfXuFt48xzZOMnEuuaaa1T5D+ka/u2336rlco0utW2JiKj3sTuA9FwjDp0wqceO/jOyuQL1MoTw/+YN6dQs6XYNJxw6dCi+/vpr/OY3v8GLL74Iu90OnU6HmTNn4m9/+5taT0SNk3aj+eWucdBOGUqo/1jN6xwR8HVMrrNtZ7UnJSIi8vZzpJvtdCaWwRHXJS28e7o9e/ao4u5S3kNKf/z73//2rCsvL8fzzz+vRlUQEVHvYHcAWw75Y3eqHyosOs9yfx87JiRVqgyqjoor1S5Qvz7lKIaHjcdFQ2aqGlidPcS/XUEsMXbsWGzcuBFVVVUoKipSKcs+Pj4dc3REvVjtdqMW7UHUaNPVfID9Imiga3Z7IiKi3qz+Oc+Bctg1RWre4GzYVY/nyIbuuecejBkzBuvXr1dZWG+//bZn3aRJk/Duu+92wm+OiIi6K4D17y3BSM3xaTDEr6Jaq2pYZRcaVAZVR8aY5LXCggowur+9y24mtTuI5ebr66smImp9u9Ey3SeuGaceZtsFZ92eiIioN6t/zqvRuLKw6mdiNbU9AVu2bMFrr70GPz8/NVqitqioKHYRJyLqRbYc8j8dwEIjXQNdz4/k+GBrir/KoOrJ2h3ESk9PV+nJGRkZKhurNo1Gg5deeqm9b0HUK42O80OgL1BYVYBK3Va1zN8+AzoEd1l7UiIiIm8k57xwsxEF5dY6Rd3dNbHceI5smtPpVBlYjZHREyaTqUN/Z0RE1H1ZWLtT/U5nYNUPYNXmxK5UPzUEsCc39W1XEOuTTz7BlVdeqe7uREZGNjgZShCLiBpXYinE+KQKvJ/yGaBx3SENsC3o0vakRERE3kjOeUuTE/G39T/UzcRy6qB39vNsx3Nk02Qo4fvvv4+LLrqowbp169Zh/PjxHf+LIyKiLpeZb6xTA6tpGlRU69T2iZHWvhnEuu+++zBt2jS89dZbKohFRC1jd9iRUZKBpPg0VB39VF2FGx2DYHSeaYagOX1x3pntSYmIiLzVsllJ2JNZjC9SclGjdXUmlACWBnqeI1vg9ttvx7XXXgt/f38sWbJELTt+/Di++OILvPzyy3jnnXc69xdIRERdosqq6dTte1UQ68iRI3jvvfcYwCJqpeLqYpwoPoEDuXthdRarZWGQgu5nvlBkGIXchZYAFrOwiIior5Fzn7Tofm5zKu76+kSdou48R57d1VdfjbS0NDz00EN4+umn1bIf/ehH0Ov1ePjhh3HppZd26u+PiIi6hq/R2anb96ogVkJCgmrRS0Stq1FxvPQ4siuysSN7h1rmb/DHz5Mjcar4B4Qa4zE98VzMHZbI4BUREaGvB7KumxaFX2/JUenJCWFG3HqOFrdNm8tz5FlYrVbVoXDp0qX47LPPcOrUKYSHh+PCCy9U1/BERNQ7xIdb4W+yo8KiPWtNLH8fh9q+zwax7r33XvzlL39RY+2l8wkRnV25tRxZpVk4WnQU6cXpallyXDJ8DUYkRtQguX8UkuP6Q69lDSwiIqJ9p/bB4XSoDyIxzBdTBoYygHUW1dXVahihDBm84oorcNNNN/EfEhFRL6XTAhMGVeLLgwFn2VKDiYMqe3RRd9Guw9+5cydyc3MxaNAg/PSnP8WvfvWrOpOMxSeiuk6Wn0RmcSa2n9iunssQwgkxE2Bz2BDmF4aEwATote1uHEpERNQrHMg94JmP8o9CsKluF19qyMfHB2FhYSqQ5S1k9MYdd9yBmJgYdXzjxo1TdXVbQv7euP7661Ummdw4T05OxsaNGxvddsOGDWq9bCfby36yf301NTVqWGViYqJqTjVs2DA888wz7f45iYi6w7ThFRjcr/r0s/rDBV3PZb10Juzp2vWX8j/+8Q/P/JtvvtlgvXQnXLFiRXvegqhXqbZVq+yr7PJsfHfyO7VsVOQohPiEwOa0IS4wDhH+Ed19mERERF4ZxEoISoDZZO7W4+kppOaVdCe84IIL4A2ko/muXbvwxBNPYMiQIXjjjTdwzTXXwOFwqAL0TbFYLJg7dy6Ki4vV3xXSTGrlypWYP3++CljNnDnTs+2XX36pRogsWLAAH374oQpe/fa3v1X77969u04n9dtuuw2vvvoqHn30UUycOFENuZQb8GVlZWq0CRFRT6LTAoumFWNrij92pfqpLoRuMoRQMrAkgNXTs7DaHcSSkw4RtVxueS4ySzOxM2unyrwSU+OmwgEHAgwBiA+Mh6/Blx8pERHRaT8U/KAezQazutFjNjKI1RI/+clP1DDCG2+8UQWQ+vXrp24w13buued2yb+zTz/9FOvXr/cErsTs2bORkZGBu+66SxWh1+kabw//0ksv4cCBA9i6davKsHLvO3bsWNx9993YscNVX1TIa0mATIZRSgF7MWDAANVNXToyLlu2TC07ePCget3HH39c7SNmzZqFgoICPPbYY7j11lsRGhra6Z8LEVFH0mmBGSMqVLAqM9+ouhBKEXepgdUbglduvehHIfJuErTKKMlQgawdWa4LrpiAGHVX2e60Iy4oDrGBsd19mERERF5DamEdKz6m5kN9Q1UAizd7WkYKuJ84cQKrVq3C5ZdfjkmTJqmMI5kmTJigHruKZISZzWYsWrSozvIbbrgB2dnZdQJRje07dOhQTwBLSIBq8eLFqrRJVlaWWiaPkum1ZMkSTwBLTJ06VQW25HXcPvjgA9VoR96//vFUVVVh3bp1HfJzExF1B50WSIy0YnicRT32pgCWYOEdoi5SWFWIEyUnsOfUHpRYStSyGfEz1J1Ho8aIuIA4BJoC+fsgIiI6rcpahROlJ9R8sG8wQnxDYNAa+Pm0wCuvvOI1n5NkUg0fPrxOcEmMGTPGs16CTU3tO2PGjAbL3ftKVlVsbKzarvby+ttu2bKlzmtGREQgOjq6yeNpjgxTzMvLq7MsNTUVbbVqzypVZmJTxqY2vwYRUXcps5Th6+NfY0vmFvx9/t+9P4j12muv4e9//zsOHTqkOqHUZ7fb2/sWRD2e3O07XnwcOeU5noLu/gZ/jIwciRpbDWKCY9A/uH+DNH8iIqK+7EjhEVjsFjUf6hOqsrF4rmyZ6667Dt5ChukNHDiwwXL3kD1Z39y+jQ3tq7+v+7GpbWu/R1OvKYXwjUZjs8cjnn32WVUUvqNIvVS5RpSJiKgnyinP6bLazu0KYv33v/9VabfS9ePbb79VY+4lkCXLpfOIe8w7UV9XailFZkkmUotS1ZBCMTV+Kkx6kwpwSUF3uTAnIiKiM/ae2lunM2GQKYgfTw/VXPDxbIHJ1uzb1LYt3a4lxyNF4esPjZRMrIULF6ItEoMTUVRdhABTQJv2JyLq7kwsaVQ2Lnqc9wexpLvIb37zG/zhD39QxRHlC10KRJ48eVKl/cbHx3fckRL1YDIUIrMs05OFpdVoMTFmomqOIEMj+gf1h0HH4RFERERNdSaMD45HoA+H3fdEYWFhjWY3FRYWqsfmiqi3dF/ZTjS1be33kG337NnTYLuKigpYrdazFnWXDokydZTrx12P+KPxmBjbdXXKiIg6yq6sXZg7cC4Wjawb3O8s7SrxdfjwYZx//vmeuxU2m6vbmowvv//++/G3v/2tY46SqAersFYgozgDOWU52Hdqn1p2TvQ56m6yE04VwIoOqFuTgYiIiICDuQfVx+Cj80GMOYadCXuo0aNHq9Ij7r8V3Pbv368eR40a1ey+7u2a29f92NS2td9DXlNqWsmN99YeDxERda92BbGk3pWMG9dqtWoMee0TQf/+/XH06NGOOEaiHu1k+UmVibUze6fqQiiS45Ph1DjhZ/BDfGC8eiQiIqK6XX1lGL4I8wtDgDFA1ZOknueKK65AeXk53n333TrLV69erUqQTJ48udl9U1JS6nQwlGCY1OWV/WR/IcXdpQOjLK9dk3f79u3qxvuVV17pWSbdGuUmvLx/bdLJ0dfXF/Pnz++Qn5uIqCPYHUB6rhGHTpjUozzvy9o1nHDAgAGqLa4YO3Ys3nzzTVx22WXq+TvvvIN+/fp1zFES9VAWm0UV68yvzMfOrJ1qWUJQAmL8Y2B32BEfEo+4oLjuPkwiIiKvU1VTheMlx9W81I2UehtSS5J6nosuugjz5s3DsmXLUFpaikGDBqm/G9atW6eCTtKpWdx0000qsJSWloaEhAS1TGrurly5UtWgklImMoxPCqtLYGrDhg113udPf/qTeh/ZVsqcSBfBe+65R2VWSR1ft5EjR6r3evDBB9V7T5w4EZ9//jn++c9/4rHHHjvrcEIioq4gwaoth/yxO9UPFRbX96Tw97FjQlIlpg2vgK5daUl9MIg1d+5cdfKQAu633347rr76auzatUtlZ8mJRU40RH1ZXmWeKuj+3anvUG4tV8tm9J+hLph0Gh1iA2MRaGJ9DyIiovoO5R3ydCYM9w1XgSypKUk903vvvYf77rsPDzzwgKpRNWzYMBXI+slPfuLZRjKoZJKmN24mkwkbN27E3XffjeXLl6OyshLjxo3D2rVrMXPmzDrvMWvWLHz66afqPS699FL4+fnhkksuwZ///Gf1OrVJIEyyt5555hk1miQxMRErVqxQ70FE5A0BrH9vCUZqjo/0uq+zrqJaiy8PBiC70IBF04r7XCCrXT/u448/jqeeekrNyx0Pyb6SjKwRI0aoQu933XVXq1/ziy++UHdc5MQmQxTl5CIpv998802L9pc7LtItMTw8XJ24kpOT1YmPqDuGQRwrPKYCWVuPb1XLpA7WsPBhsNltiPSPVFlZvCAnIiJqaM+pM4W3o8xR7OLbBjIMT242y+gIucks3cTFww8/jE2bNnXpPzuz2ayCRDk5ObBYLNi7d2+dAJZ7OJ8EsCSgVFtUVJTK0JKi7VVVVdi2bZuqy9sYycSS9bKdbC/7NVaE3WAw4KGHHkJGRoY6HrkBzwAWEXkLycByBbBE/Y6pGvX/j+T4YGtK3xtm364gltzRCAw8k0UiY81lrLsEsySQ1BbPPfcc0tPTVWaX3EmRk50EpqZMmaICXM2RE5Bkh0nQSvb78MMP1UlPxrV/+eWXbToeorYqqCzA8dLjSMlPQXa5a9jt9P7TYdAaoNfqVS0sqfFBREREDe09udcznxCYwM6ErSTd92SYnFwDS4ZS7TpRUp/q+eef5z87IiIvzcKSIYT1M7AacmJXql+fq5HVruGEbtXV1erOjtztkJa15557Lnx83FHD1pEx7/XvlkgQSsbO/+EPf8CcOXOa3Feyvw4cOICtW7eqDCwxe/ZslR0mKci1C0ISdSaH06FqYeVV5GFL5ha1zKg1Ynz0eLVOglcJwQkw6Az8RRAREdUj2Tjf532v5qWYe2RAJIu6t5LUghozZgzWr1+vsrDefvttzzopgF6/yDoREXmHzHxjnRpYTdOgolqntk+MtKKvaPfoyb/97W8qRXnGjBlq2J88RkdH469//WubXq+xdF9JP5YhipmZmc3u+/7772Po0KGeAJbQ6/VYvHgxdu7ciaysrDYdE1FrFVUVqWK06SXpOFxwWC2bEjcF/kZ/OOFEXGCcGhpBREREDVntVhwtdnW5DvcLR6AxEAGmAH5UrbBlyxZ1E1fKa0gnvtpkpELtruJEROQ9qqyaTt2+T2diSSHEO++8U409v/baa1XwSk6Ir7/+ujppyljzX/3qV+0+yJKSEpXp1VwWlpAsLAmi1Sd3ocTBgwdVja2myLDFvLy8OstSU12tnYlac/f4WNFx7DxahM+O7lLLNNAgOS5ZBbCkRXj/oP7wM0iKKFHvxu9VImqLvIpCZJW6huL7amJgNgaxM2EbrkckA6sxRUVFDQqdExGRd/A1Ojt1+z4dxPr73/+uspzWrFlTZ/l1112nlktdqo4IYv3iF79ARUWF6mjSHBnO2FhLXPcyWd8c6VIihS6J2qrG7sBTGw7i1W1ZKK72wwmfnaruntk5CWmZQzB24EnEhsWqTCyivoDfq0TU2vPoc5vT8Nz/voQdNrUsL3ci/vCeH3Jz07BsVhIMfa0NUxvJTVwZpXDRRRc1WLdu3TqMHz++W46LiIiaFx9uhb/JjgqLnO+ay7Jywt/HobZvK6mnJcMRJZtLgmHyWt5+mm1XECs7Oxs//elPG123ZMmSDhlr//vf/15ldknWV0tOtvXTpVu6Ttx2222qy2L9TKyFCxe24oipr5IL71vW7Mamw65svjL9x4DGdQHuZ70Cu36IQl6JP+b9KB6BpjMNEYh6M36vElFbzqMV2jTgdKKQwZGA0irgb+t/wJ7MYrywZDwDWS0gTZJkpIR0+5brcnH8+HHVKOnll19WjZiIiMj7SBBpwqBKfHnwbMPoNZg4qLJNQScJXkkHRCkgX7v+lr+PHROSKjFteIXXBrPaFcQaMmQITp061eg6aZ8rxdjbQ7KiHnvsMTz++OP45S9/edbtpah8Y9lWhYWF6rGxLK369bgaq8lF1BJy59gdwHLAgjL9WjVvdAyByTFSzaefMuOL7/WY3L9vjVumvovfq0TUlvOoVXvMtdCphcGZ4Nnmi5RcPL85DcvnDuYHexZXX3010tLS8NBDD+Hpp59Wy370ox+perFyjX3ppZfyMyQi8jLuzKiwABtiQ63IKpRh4TJcsPbfj071fHC/akwdVtGm9/j3lmCk5kgzvrpDESuqtSp4ll1owKJpxV4ZyGpXEEtOgL/+9a9VN8JRo0Z5lu/bt0+tk6Lv7XltOenKdO+997Zon9GjR2P//v0NlruX1T5Goo6+e7xmW7rneYXuCzg0pWo+0HaFqonl9u7uPNw5z8G7yERERPXOo5rTl9M1WldRd70zBlqc6Xgt69dsy8CtHFbYInINvXTpUnz22WfqxnN4eDguvPBCJCScCQwSEVH3ayozyqB3qMca25m/J/19HCoDSwJYbQkyyfu4AliifnKF6/mRHB9sTfHHjBGtD5J5XRDrsssuq/PcZrNh3LhxGDlypKewuxRQj4mJwapVq3DFFVe0+qAeffRRFby6//778eCDD7Z4P3kvGbqyY8cOTJ482XN8r732mnoux0TUGXanFyG/3DUW2Qk7SvXvq3mdIxJ+9ql1tpXtZPvkpDD+MoiIiOqdR4VV48rEMjoG1Pl8JMCVV27hebQFvvrqK3WjOS4uDjfddFOddeXl5app0nnnncd/f0RE3ay5zChX8EqjsrImD62Av6l9davkvSRQ1jC7qz4ndqX6tTlQ5lVBLMmyql1bSlKS4+PjUVpaqiYhz0VjWVFn89e//hUPPPAA5s+fjwULFmD79u111k+ZMkU9ysl49erVKk3afTfpxhtvxMqVK1VdqyeeeEINY5GiwocPH8aGDRtafSxELVVSdebCu0q7EzZtjpoPtF0ODXTNbk9ERNTX1T4v2lECuzZfzRudA8+6PTVu9uzZ2LZtGyZNmtRgnVwby3q73c6Pj4iom7UkM0qGFRaWWTAyvn2ZUTJUsXamV9M0qKjWqe0TI609O4iVnn5myFRn+OijjzxdU2RqrF2wkJOuTO7nQloFb9y4EXfffTeWL1+OyspKlSW2du1azJw5s1OPm/o231odrN1ZWBqnP8z2eY1uH1R7ByIioj6u9nnRUw+rkUysxranxtW+Rq6vpqYGWq2X3VonIuqDujozqsqq6dTtvbomVlVVlcqGkuF706dP77AD2rx5c4u2k6GKMtUXFRWlMrSIur4NqgMFNd/DovteLQuwXQQt5AvpDPkKCDebMCExhL8gIiKi0+S8GG42oqDcippaQSyDo24mFs+jzZNREcXFxZ7nUuZDOhLWv4aXa2UpA0JERN2rqzOjfI3OTt2+K7Q5hufr64sPP/wQDoer0BhRX2W1W3G85BhGJRagVH+6XbXToIYS1idfAUuTE1jUnYiIqBaDToulyYnqPGnVuIq6a53B0KHuTR+eR5v31FNPYcCAAWqS8h9SL9b93D2NGDECL7zwAq677jr+GyQi6mZdnRkVr5IvZCj52YJTTvj72NX2vao7oQzVO3DgAItCUp+WV5GHzNJMREXuQdXx3WqZ2X5+nQtvd7elOcMiVUclIiIiqmvZrCTszsjHWxlnirq7u/vyPNoyF1xwAcxmsxpK6C6v0b9//zrbSPkN6ejNUhtERN2vqzOjdFpgwqBKfHkw4CxbalQHRG8r6t7uIJYUT1+yZInqTMgTIfVFNfYaHC08irzKPHyd+aVaJhfcUdrLYau1nQyRkDvMbAlORETUdDbWvZeG47VnMxvUw5Kh+JLJzPNo85KTk9UkKioq8LOf/YzduYmIvJg7M6rCoj1rTSx/H0eHZEZNG16B7EIDjni6IdZ+X9fzwf2qVf0tb9SuIJbUw5IWvXPmzEFISAj69etXp3OhzO/du7cjjpPIK+VX5iOjNAMny05i7ynXv/UJMROwcEgxcoosCDbEYFriuZg7LJFDCImIiM7iQO5eOOHqmDemvxbzE4E5SVNUzSwJclHLPfjgg/y4iIi8XHdkRum0wKJpxdia4q+KxUutLTcJlMn7tLeAvNcGscLCwhAeHt5xR0PU07Kwio6qQNbXx7+G8/S44lkJs2DQazEg0oYp8TGYHJsAHTsAERERndWOrB2e+UGRZlw4MgoTYsP4ybXBI4880ux6udn8+9//np8tEVE3647MKJ0WmDGiQr2mFIuXWlsyVFEyvbw1eNUhQayWdhIk6o0KqgqQUZyB/Ip87MrepZaNihyFMN8w2Bw2RAdFIzEoETptS7pNEBER9W1yc2jvSVdWs0FrQHxQPIJ9grv7sHqshx56qNn1DGIREXmH7syM0mnRrm6HPS6IRdRXSZBKsrCkFtaWzC2wO11DH+YkzlFBK/lffGA8wv2ZqUhERNQSFdYKHC48rOajzFEI8QlBgOlswyuoKY11EC8sLMQHH3yAv//97/jkk0/44REReYmenBnV44JYcjKUdr4bN25EQUGBGl54/vnn44477lB1soh6IxlCmF6UjqKqImw7sU0tGxQ6CDEBMSqgFeEXgQHBA2DUGbv7UImIiHqEU+WnkFWapeaj/KMQaAxEgJFBrI4UGhqKG2+8Ebm5ufjVr36F999/v0Nfn4iI+l5mVFdrV0wvKysL5557Lh5//HGUlJSoFr7FxcV49NFH1fLs7OyOO1IiL8zCktodFrtFLZ+bOBc6jQ5ajRb9g/qru8hERETUMt+e/NaT2RzpF4kwvzD4GKQ+CHW0SZMmqRvQREREfSqIde+996Kqqgo7duzAwYMHsX79evUoz2W5rCfqrVlYpZZSfHX8K7UsLiAOicGJcGqcCDQFqnkfPS+8iYiIWsLpdHoym0W0OVplNcuNIep40j3cbDbzoyUior41nHDdunV47LHHMHHixDrL5bl0RGHHE+rNWVjbT2xHZU2lWn5B0gWqFpbD6UBCcAL6BfTr7kMlIiLqMSSref+p/WrepDMhNiAWoX6h3X1YPdqaNWsaLLNYLNi3bx9efvllLF68uFuOi4iIqNuCWDKEMDExsdF1AwYMUOuJepO8ijxPFtaXGV+qZXKhPTh0MDRODYJMQaojob/Rv7sPlYiIqMcoqS7BkcIjniysQJ9AldlMbXf99dc3utzHx0cFsP7yl7/w4yUior4VxJJAlXQ2mTdvXoN1a9euVeuJelPr72NFx1QW1s6snaioqVDLL0y6EHqtXmVpxQXGISYwprsPlYiIqMcVdc8pzzlT1N3EIFZ7HTt2rNEAVlQUa3YSEVEfDWLdcMMNuOeee1QL3+uuuw79+vVDTk4OXnvtNTzzzDN44oknOu5IibqZBK+OFR9DubUcm9I3qWX9zP1UFhY0UB2UpBYWOykRERG1zvas7WpIvojwj0CYbxj8DH78GNshISGBnx8REfU67aqWedddd+FnP/sZ/vGPf6guJ/Hx8epxxYoVuPnmm3HnnXd23JESdSOr3Yq0wjRV1H3HiR2eLKz5SfNVLSy7w47YwFjEB8VDo9Hwd0VERNRCksm8PXO753k//36INEeq8yv1HuXl5bjjjjsQExOjMsLGjRuHt956q8X75+bmqiGS4eHh8PPzQ3JycoMOi6Wlpapr+qxZsxAdHa2K148ePRp/+tOfUF1dXWfb9PR0dc3W2NSa4yIioh6UiSVf8i+88AJ+85vfYNOmTSgoKEBYWBjmzJmDIUOGdNxREnWjGrsD6w4exdbjWSivATZlbPLU7BgaPlR1TvLV+yIxJJH1O4iIiFp5jt38Qxa2ZBxUz/0NZkSZo1QmFrWelPJo6c002S4tLa3LPuYrr7wSu3btUiM15O+EN954A9dcc40a0XHttdc2u68UpJ87dy6Ki4vVzfLIyEisXLkS8+fPx4YNGzBz5ky13fHjx/H3v/8dS5YsUX+fSBDr66+/xkMPPaS6qMtU//NZvnx5g/cfPHhwJ3wCRETU7UEst6FDh6qJqLddWD+3OQ2rt6WjoNwKIAClui9QbixX6+cNuBA6zeksrOBYJAQlMAuLiIioFefYNdvSkV9uxQnTMTU+QGMdgR+OJ8H/HBZ1bwsJ5nhjRvinn36qAkjuwJWYPXs2MjIy1MiOq6++Gjpd05l3L730Eg4cOICtW7eqDCz3/mPHjsXdd9+NHTt2eIJ4kmHl73+mwY7cXJfn8j5btmzB9OnT67x2//79MWXKlE76yYmIyKuCWNKiV+6InHfeeep5RUWFOkF8++23uOCCC/Dwww975YmUqCUX17es2Y1Nh/M8yxywoNTwjprXO2KRfuwCjIzIhp/RFwnBCQjyCeIHS0RE1IpzrFwl2pAPu9Z1vtXbRmDn4Ug88MEJvHRdLAy6dlW+6HNWrVoFb/T++++rrKhFixY1qK8rWVAShJo6dWqz+8sNc3cAS+j1etVl8d5770VWVhZiY2PrBK9qk3InIjMzs8N+JiIi6h7tujKQNN2PP/7Y81xOIi+++CKsViv++Mc/qlpZRD2R3B2uHcAS5fpPYNcUqfkg21U4nheEb1JDEWOOQf+g/mpYIREREbX8HOuUoWLaFM86k2OYevzqh0I8v7nrhrpR55IsquHDh6vAU21jxozxrD/b/u5tG9v/4EHXcNSmfPHFF+px5MiRDdbJ8Eaj0ajqbEmW1n//+98W1eeS96w9paamnnU/IiJqv3b91S0nFPddE6fTiddff11lX0km1m9/+1u8/PLLHXCIRF1/h1iGN9TOIXSgEiV6dxZWHPzts9Sl98H0MMQExCPUL5S/JiIiojacY63aw64Zpw5GxyA1K+vXbMtQ21PbFRYW4ve//726XpdMpmnTpuHBBx9EUZHrplxXkbq5oaENr5Xcy2R9Z+0vI0eefPJJXHHFFXUCYSaTSTWoeu6551SQ61//+hfsdjsuv/xyNd+cZ599FqNGjaozLVy4sNl9iIjIC4JYMpRQOoSIvXv3qhPiVVddpZ5L8cWjR492zFESdaHd6UWqPofcHXYr1X8Ih6ZUzQfXLIYGUrdBgwqLHiVlYczCIiIiauM51p2JZXQOgBY+al7W55Vb1PbUNjLE7txzz1Xd+kpKSlTtJ7l2f/TRR9Xy7OzsNr3u5s2bm+zqV3/as2ePZ7/mSoy0pPxIW/aX+liXXHKJ6qBePzDVr18//POf/1RDHCUDS4Y1fvXVVzjnnHNwzz33wGazNfl+t912m7qZX3v64IMPzvozEBFRN9fEkk6E7rHl0p0wKioKgwa57qDJkELJziLqaUqqpIj7GXaUolT/npo3OpLg56hbs8Fhd11wExERUevOsU7UwKJNrTOUsLntqeWkzEdVVZWqNzVx4kTPcukQeOmll6r1bamhJRldUj6kJSRw5v6bobFsKckUE41lWdXWlv2laLwUf5chjBs3bjzrewiDwaCKzEsQ68iRI2oIZGOkO6JMRETUw4JYM2bMUC1r8/Pz8dRTT2HBggWedfLFL3c9iHqaIF9jneel+nfg1FSp+eCaJdDUS2AM8WcQi4iIqC3nWKsmDdDUNBnEqr89tdy6devw2GOP1QlgCXn+yCOPqGGGbSEZTDfffHOr9hk9ejTefPNNld1Uuy7W/v371aMMxzvb/u5ta2tqfwlgzZo1S91Ql8yxuLi4Fh+r+ya8Vstap0RE3qhd385SvF3Sd2+//XY1rvyBBx7wrPvPf/7DdrXUI52bEIRgP/lPwwkbClCmdzUvMNlHwMcxvs62EWYjJiSGdNOREhER9Sxyzgw3Gz01sap1Zwp6mxwjPPOyPsJs4jm2HWQIYWJiYqPrBgwYoNZ3FalHVV5ejnfffbfO8tWrVyMmJgaTJ08+6/4pKSkqq8xNAmKvvfaa2ldew+348eMqgCX1raTWVUJCQouPs6amBm+//bYql+IeXUJERL0oE0tOgHJCkVTe+im60pkwOjq6vcdH1OVKqgsxZbAF6/YaUGL4N5wa11CGYNtSaOqUogWWJiey/TcREVELGXRade782/of1HOL1tVVTueIhN55ZniW5MIsTU7gObad1+mffPIJ5s2b12Dd2rVr1fquctFFF6njWLZsGUpLS1WASDKzJFtMAlE6ndQadbnppptUcCstLc0TgLrxxhuxcuVKVb9KugnKUD4prn748GFs2LChTtdAGUKYk5ODl156ST2XyU0ystxZWdJlXYJWUuxe/maREinPPPOMquP1yiuv1DkmIiLqJUEst8bGmEvaL1FPU2OvwdHioxg5IBt7su3IKFunlvvYx8PHMarWpbUGs4dG4NZZSd16vERERD3NsllJ2JNZjI0pOajWfq+WnTnHuswZFslzbDvdcMMNqraTw+HAddddp4YBSnBHgkYSrJFgUFd67733cN9996mRG3IDfNiwYSqQ9ZOf/KTOdpJBJVPt2roy4kPqWt19991Yvnw5KisrMW7cOBWMmzlzpme777//3tNYavHixQ2OQTozSikU9xDEF154AW+88YYKrAUEBGDSpEn47LPPcMEFF3TiJ0FERN0axJKuHzKsUAq7S8FFKbwod0DkpNnWOzxlZWWqc4rcCfnuu+9Uza3aJ53mSIFKOWk3Rk7czA6j5uRW5CKtMA01zmpYza8D5XZPLSy3AB/gp1Ni8X/zxvAOMRERURuysZ796Tjc8OZ2vHWsQi0znQ5ihZkNuD55gApgyXbUdnfddZfKZpLREZLF5CbBoVtuuQV33nlnl368ZrMZK1asUNPZruUbKzgvDaQkQ6s57jpYLSHZXTIREVEfCmJJkEkCVnI3ZOrUqRg/fjxOnjypTjwynlwKKcpdktaSYJi0vB07diwWLlzYoCVuS0gasNzhqU0CbERNqaqpwpGCIyiqKkJWaRa+O/mtWn5u9HhMj9Khxp4Fs0mLK8eOxcTY0dCx4CcREVGbWOyV0Pht8zyfOsiEqfFV+NV5c+FvZMOUjiB1ayXTSIbN1b7ZPGfOHAwZMoT/comIqO8Fse644w5ERESosejuFrrujiAy7v3Xv/61Omm2lox/LyoqUidfycJqSxBLUoQnTJjQ6v2o75LA1bGiY7Darfjw8IdqmU6jwyWDFyDQZAE0FgwIGoBBoQOg07JOAhERUVsVVBVgf66rs1yAMQDDYpyYNiiSAaxOMHToUDURERH1Bu3K0965cycefvjhOgEsdxBKhv7V7iDSGhK8komoq5RUlyC1KBVl1jIcyj+EtKI0tXxW4iz4Gf1Um2VfvS8SQxIR6tewBhwRERG1bvj+0SJX7aKEoAQEmAIQ7hfOj7AD7du3D1999ZXneUVFBW677TbVPVzqUrV02B0RUV9ndwDpuUYcOmFSj/KcemgmVlBQkJoaExwcjMDAQHSXSy65BHl5eer4ZHz8I488orKziOpzOB3IKM7A8eLjsDls+O/h/6rlErSamzgXBq1BbdMvoJ8KYmk1rNFBRETUVhabBTtP7ESlrVI9jwuMQ5BPEEJ8Q/ihdiAZRnjuuefivPPOU8/vvfdevPjii6r5ktSzldEUUiSdiIgaJ8GqLYf8sTvVDxWWMyNx/H3smJBUiWnDK8DyjT0siHXttdeqoX4XX3xxg3VykrzmmmvQ1aRwu3Q+kbtMEkTbv3+/6r4iz7ds2aLqbDVFWvBK4Ku21NTULjhq6k4FlQVILUxFla0KO7J2ILfS1Yr54sEXqwwsyQr00/thQPAABPsE85dF1Ar8XiWi+kosJfjf8f95nscGxCLUN1QFsqjjHDhwAL/85S/VvGRdvf7662oEhQSz7r//frz88ssMYhERNRPA+veWYKTmSJ3GupmrFdVafHkwANmFBiyaVtwrA1l2B5CZb0SVVQNfoxPx4Vav+Tn1bWmP6yaF3N955x3VjlYCVhJAksLu0i5X/nBZtGgRutr8+fPV5CZ3nxYsWKDuOknq9IcfumodNebZZ59VJ3fqO6T+lRRzP1V+CtW2anya+qlaHuYbhskxk6HX6lUWVmxgLLOwiNqA36tEVF9eRR725e5T80GmIHWDKNocrTKgqeMUFxcjPNw1RHPv3r2q3uxVV12lns+dOxfPPPMMP24ioiZIBpYrgCXqlzpyPT+S44OtKf6YMcLVabc3sPeA7LNWB7F+/OMfq8wUuaPjfszMzMTu3bsbbLtkyRKVrdXdEhMTMX36dGzfvr3Z7aROQP3Am2RiSYdE6h1q7A7sTi9CSZUVQb5GRAaXqZocVocVXxz7AuXWcrXdwqEL4YDDU3A2KSRJXWgTUevwe5WIap9/iyotSCs+rhqpiIEhA+Fn8EOUOYr1UDuYdCKUa3QhjZaioqIwaNAg9dxqtbImFhFRM4EcCeK4MrCaq9XtxK5UP0wd1v2Bnb6UfdbqIFZbug16Awm2ydCw5kRGRqqJeufF83Ob07BmWzryy62e5YG+wOhEICmuCJvSN3kKzA6LGKY6E2qgQVxQnJrYbICo9fi9StS3NXb+rdYegNXkmu8fmIhg32CE+LAeVkebMWOGarQknb6feuopNTLB7ciRI4iPj+/w9yQi6g1kGF3tLKSmaVBRrVPbJ0ae+Ruzp9rSQ7LPWh3EmjlzJnqaY8eOqXpY559/fncfCnXTBfQta3Zj0+G8Bv8pllY5seVQCNaf+Aw1jhq17EfDf6SGEEoBd+mWNChkEAJN3dekgIiIqDedf6u1ez3zJzLnIHhIAINYnUCKt1900UW4/fbbkZSUpMpquP3nP/9R9WKJiKghqQPVmdt7I3sPyj5rV2H3zrR27VrVCrisrEw9//7771X9LSGF5P38/HDTTTdh9erVSEtLQ0JCglongSqpgzVmzBhPYfcnn3xSZdE8+uij3fozUfeQO8ByAS0aNpPWoFq7D3k211DTSbGTVF0O6Ugo/2YkK0vqYREREVHHnH+rtd+pR4MjEfmFA7AnTYvrz5ULZ+pIAwYMQEpKCgoLCxEaGlpn3T/+8Q9Vy5aIiBqSQuadub03yuxB2WftDmJJOvILL7yAQ4cOoaqqqs46CQJs3LixTa+7bNkyZGRk1LljJJM7s0rqXNntdjXJUEE3KeD+9ttv4y9/+Ys6HhnKMmfOHPz+97/HkCFD2vxzUs+9CyxDGCSW3NhXixN2FBr+qeY1ThMWDLpMDSGUf1MyvGFw2GD4G/27/LiJiIh64/nXgQpYtD+oeV/7OWrt1ymuO8Dallw7U6vVD2C5r5eJiKhx0onP32RHhUV71qwkfx+H2r6nq+pB2Wf69rbulVTk2NhYVQBdsp9k3H1WVpYaZy+py22Vnp5+1m1WrVqlptpkzD+RmxSRrV0Dq75y3TrUaF3/1oJsV6GgOAhBUXbVlXBg8ECVlUVEREQdc/6tkiwsjatxio9jnPrjoKjSVfQ9OSmMH3MHk+tpGVYoNW0LCgpUsffZs2fjnnvuUZlaRETUkAyTmzCoUhUyb54GEwdV9oqi7r49KPusXR/3vffeiwsvvBAHDx5UmSsvvfSS6oLy0Ucfobq6Go899ljHHSlRG0gXwqbYUYpiw6tqXu+IQqDtCthsJlUPK9Q/FEmhSfDRuwvbERERUXvPv1W6XZ7sZx/H6Badr6lt9uzZg3POOUfd8JUbzhdccIF6lOeyXNYTEVHjpg2vwOB+1aef1Q/YuJ7LeqkN1Zuyz9Do+KX62Wf2bs0+a1cQ69tvv8V1113n6frncLjurEn3kzvvvBO/+93vOuYoidooyNfY5Lpiw2twaMrVfEjNzdDACF+TUwWuBgQPQKQ/O1USERF11PnXCQeqdN94srDkvNuS8zW1zR133IGIiAhV+kMysd588031+MMPP6hyG7/+9a/50RIRNUGyqxZNK8asUWVqyGBt8lyWy/rekIVVO/us+eGT3pF91q7hhEVFRWqcvQSxDAaDeu42YcIEPPLIIx1xjERtNiExBOFmIwrKrXViyhbNEZTr1qp5H/s58HVMhp/JhpiwKkSZ4zEodBAMOgM/eSIiog46/1o1R+DQFKt5X/tEz7YRZpPanjrWzp071SiJ/v3711kuzZAeeugh3HzzzfzIiYiaIYGaGSMqVLaVFDKXOlAyjE6ykHpL8Kp+9ll2oQFHcnwa6VLoeu4N2Wft+uglJVlqYIlBgwbhq6++8qzbt28fzGZz+4+QqB0MOi2WJifWCWCpYu7Gf8hYBsCpR2jNLdBAi3EDS2A2+iIpJAmhvg2LoBIREVHbz7/uoYTC1z7BM780OUFtTx0rKChITY0JDg5WXbyJiOjs5BQlnfiGx1nUY289Zel6SPZZuzKxpk+fjq1bt2LhwoX46U9/igcffBA5OTkwGo1qvP3ixYs77kiJ2uhn5yXgq9Tj2H1MxjQ7Uab7BFZtmloXZPsRDM54DIiqwMTBxYgLHITEkERoNb30m4mIiKiLLJuVhD2ZxfgiJbdOEMvgGAg9XEXcZw4Jw62z2t4IiJp27bXX4l//+hcuvvjiButefPFFXHPNNfz4iIiox2WftSuIdd999yE7O1vN//a3v8XJkyfx+uuvQ6PR4KqrrsJf/vKXjjpOojYrrMrDlcn58PGtwc40K4o17mLu/dBPdyXGDsrDpMElCPYJxODQwQjyafyuJREREbWcZFe9sGQ8/vz5XqzavsdzA0mGEvoYa7BgXAD+eNlEZmF1oPfee88zP378eLzzzjuYNGmSClhFR0era3WpjZWbm4tFixbxnzMRETWbfeaN2hXESkpKUpPQ6XR4+umn1UTkLUotpUgpSEGppQhThzqwt/x5OPOq1LofD7sWo2OPwWzyhV5jUBlYsUGx3X3IREREvSqQdeFYB7YWvo8jqa5lc4dGY3zCYSwaeSWMel13H2Kv8uMf/1jdTJau4e5H6Ry+e/fuBtsuWbJEZWsRERH1JO0KYhF5M5vDhvSidBwrOga70469p/biQN5+tW5izERMToxT806HEyHmEAwOGww/g183HzUREVHvUVVThZMVJ3Egb596HuITghH9zIj2j0CYr2tIIXUc6T5IRETUmzGIRb3WybKTOJR/CBabBdU11Xjn0Dtqua/eFz8a9iNY7Vb4Gnxh1BpVN8Io/6juPmQiIqJeJb8yH9+f+h7HS46r5yMiRsAJJ2ICYxBoYmHxjjZz5swOf00iIiJvwiAW9Uol1SVIyU9BcVWxKtL+Xsp7KKouUuuuHH4ltFotfPQ+0Dg16kJ6YMhAGHSG7j5sIiKiXkOGsp0oPYEtJ7aowJUYGjYUJoMJ0eZonneJiIio1RjEol5HMqzSitJwrPgYbLDhcN5hbD2xVa2Twu0ylNDhcKgLaj+jn1oW6hva3YdNRETUq5Rby1VW9IHcA+p5gDEAcQFxCPENQYRfRHcfXp9w5MgRvPDCCzh06BCqqlw1Qd2kZtbGjRu77diIiKh72B3w2s6DLcEgFvW6u77ZZdlIyUtBjb0GVpsVbxx4Q60zaA1YOmapGlrob/RX2VgDQgYgPiheXcgRERFRxzlZ7hrWLzeVxKjIUahx1CDGPwahfrx51NkOHDiAKVOmIDY2FqmpqRgzZgzy8/ORlZWF+Ph4T3MmIiLqO8GrLYf8sTvVDxWWM41V/H3smJBUiWnDK3pEMKsHHCJRyxVUFeBQ3iF191cDDT44/IFaJhYOW6hqYMkkWVhSXHZI2BAV0CIiIqKOIzeSZCjhjqwdcDgdatnw8OEw6ozoF9BP1aekznXvvffiwgsvxMGDB9VNvpdeekl1Kvzoo49QXV2Nxx57jL8CIqI+FMD695ZgfHkwABWWumGgimqtWv6fLcFqO2/HIBb1qg5IqQWpOFFyQnUjPFJ4BF8f/1qtGxA8AOf1P09dxEkGlklnwqAwFnMnIiLqDFKHMqs0S3UGFkGmIPQP7K+KuUeZo5gB3QW+/fZbXHfddeq6R0gpBbFgwQLceeed+N3vftcVh0FE1OtJ4Cc914hDJ0zq0RsDQVsO+SM1x+f0s/qjkFzPj+T4YGuK9yd4MIhFvYLdYUd6cTpSClJUAKvaVo3X9r+mMq70Wj2uG3sdKmoqVBaWFHOPDYxFUkgSi8oSERF1UkH37/O+R0ZJhlo2LnocbE6bysJiPayuUVRUhNDQUBXEMhgM6rnbhAkTVJCrK5WXl+OOO+5ATEwMfHx8MG7cOLz11lst3j83NxfXX389wsPD4efnh+Tk5EZres2aNUsFSetP8+fPb7BtTU0NHn74YSQmJsJkMmHYsGF45pln2v2zElHfIMGqrw76Y8VHEXh1cyje2RqiHld8HKGWe0swy+6AGkKI001WmubErlQ/rznuprAmFvUKOWU56mLZUmNRz9/5/h3kVeap+UuHXKru/EqXQglqybx0R5LhhERERNSxZEi/ZEXvzt7tWTYqYhR0Wp3qCGw2mfmRdwGphSU1sMSgQYPw1VdfYd68eer5vn37YDZ37e/hyiuvxK5du/DEE09gyJAheOONN3DNNdeoDLFrr7222X0tFgvmzp2L4uJirFixApGRkVi5cqUKTG3YsAEzZ86ss/3AgQPx+uuv11kWHBzc4HVvu+02vPrqq3j00UcxceJEfPbZZ7j99ttRVlamhmMSEZ1teJ4ru8nZ6PC87EIDFk0r7vY6U5n5xjo1sJqmQUW1Tm2fGGmFt2IQi3q8oqoiHC44jMKqQhWk2ntyr6cboWRbzUmcgypbFfwMfiora2DIQMQFxXEoAxERUSc4VXEKmcWZ2JvrGkoYbY5GlH+Uyobu599P3VSizjd9+nRs3boVCxcuxE9/+lM8+OCDyMnJgdFoxKpVq7B48eIu+zV8+umnWL9+vSdwJWbPno2MjAzcdddduPrqq6HTNf0HltTzkkL18vNIBpZ7/7Fjx+Luu+/Gjh076mzv6+urito3R2qFyes+/vjj6hjcWVwFBQWqXtitt96qMtmIiNo7PG/GiIpu/RCrrJpO3b6r8SqCejQZNphWmIZjRcdU4dhSSynePPimWid1r24Yd4MaRigBLC206iJ6SPgQ+OjdXzhERETUUSw2CzKKM/B9wffIrchVy86JPgc1zho1lDDSP5Ifdhe57777cOmll6r53/72t1i2bBnef/99/Pvf/8ZVV12Fv/zlL132u5D3lcyvRYsW1Vl+ww03IDs7u0EQqrH9hw4d6glgCb1erwJxO3fuVB0XW+uDDz5QQ1/lGOofU1VVFdatW9fq1ySivqGnDc/zNTo7dfuuxkws6vF1sGQYoR12dSHy5oE3UWIpUeuvGnGVCl7pNDr1/WIymFQAK9wvvLsPnYiIqFcqqCxAZkkmdmXtUs+lU/DoiNHQQYcYcwwCTAHdfYh9RlJSkpqEZDk9/fTTauoOkkU1fPhwFXiqbcyYMZ71U6dObXb/GTNmNFju3l+yqmT4pFtaWprKoiotLUVCQgJ+8pOf4P7771cZWrVfMyIiAtHR0U0eU3P1ufLyXGUr3FJTU9EeUtM1v9I1/JOIuoYEl04W+sNSo4PJYEd0aEWLhv5l5fu3anjegRNViA3vvmwsXz8JTAWgyirfwc1lWTnhZ7LB1y8b+ZWt+/7qSgxiUY+ug3Uw9yAsdgucDie+Ov4V9pzao9aNjhyNybGTUWmrVMErGUYoQwsTghI4jIGIiKiTbi4dKzmGrLIs7Mvdp5aNiBiBAJ8AlQEt9bCkLhb1PTJET+pU1ecerifrz7Z/Y0P7GttfhlHK8EQp0i4ZVWvXrsWTTz6J//3vf9i0aZOnW2NTr+nv76+GXDZ3TM8++6wqCN9R5KZrhH+EGnpLRF0TvPr6e1/sPOKLCsuZqJXZx4GJg6owY0RVs8GswiJjq97PVxeGaHP33sSZMsSKTQcMZ9lKo7aLDWzdd5Ekkcj3WFdhEIt67J3eQ/mHVAtvdxek9w69p9aZDWYsHbMU5TXlCDAGqNpXYX5hKgvL3+j9LUOJiIh6IqlNmVmUiW9zvlU3mMT4fuNhs9sQGxKrhvRTz7d582ZVj6olvvvuO9WFUMj1WFOaW9eSbWqvk3pWtV188cWq++Cdd96JDz/8EFdccUWrX7OxgvD1h0ZKJpbUH2uLIJ8ghPqGMohF1AXsDieeXe/AgcyGQ+bKq7XYdMAf+SVmLJunhU7b+PdASZCMD2z5GMHYoGBEm7u3ktOiSU7klziwv5Gf2210vAY/nhgInTaoVa8tDdXke6yrMIhFPbLr0ZGCI6ptt9z1lbpYq/et9lww33jOjSrbSmpiCaPOqLoRsg4HERFR55C6lMeLjyOnMkcFsYR0Ax4UMkgFAyQLi0MJewepTfXiiy+2aNv+/furx7CwsEYzmwoLC9Xj2Qqot3d/qZ0lQazt27d7gljymnv2uDL4a6uoqIDVam32NaU7okxE1POs2+tsNIBVmwR6ZLsF5zQexBoUrUGgL1Badfb3k+1k++6m02pUYE5+rs3fO+ocuxzjrBFazB+raTJw500YxKL/b+9O4KMqz7aBX7Nlskz2kEAQCFtYAy4goCibWBGVpS5o3bFvi0vb97Naq3Wva1frq607KBU3RKtFFFCoFWVRUcKeQFgTsu/JTGbmfL/7mZxhZjLZMEMmyfW3pzNztjmZQ+Y5uc/93E+X4nA5sK9sH3aV7FJDMkutq+U7l6tMLDFz0ExkJmeivqEeZpNZ1cOSboQZiRnswkBERBQiFfUVOFhxEHlleciryFPzxqePVzeVbBE29LX1ZTvcTfTp0wc33XRTu7bJysrCsmXL4HQ6/epibdu2TT2OHj261e31dX21dXud3pVQ3+cbb7yBgoICv7pY7d0nEXWtLCwJ4LSFrNdcUEfmSdDnX1+3vi9ZL1wCQyajQQXm5OfKKdBQYwdirJ4gW7gcY1twdELqMiTrSorFZh/LhsPpUH2ZV+7ais8Pfq6W948fgDmZc1SmlvTJlWKyqhthcqa6gCYiIqKOJ936JTv6QMVhrM05XtD99LRxaHA3oG9cX6TZ2JWwJ5Psp+rqaixfvtxv/pIlS5Ceno4JEya0uv2uXbv8RjGUgNjSpUvVtrKPlsj7iIkTJ3rnzZkzR2UJ6st0ixcvVgXgL7jggnb9jEQU/iRw05bsKSHryfrNkUCQdL9riSyX9cKNyWjAsHQjTh9oVI9dKYAlmIlFXeYCOb86H98f+x5Vjlps2BmHDTnV2Gd4XQ2wYNCiEFH+W6zfEYHJIzyDLljNVozoNYIXzkRERCFUVFOK59YdwNod8cgxfq3a4EjXBHywYSJGDSjBjIHpvJnUw82aNQszZ87EokWL1IiBQ4YMUZlZq1atUoEoGT1Rt3DhQhVYkhEGZWRBceONN+KZZ55Rdagef/xx1ZVPiqvv3r0ba9as8W77+eef45FHHlFBLykkX19frwq7P//885g+fTouvvhi77qjRo1S73X//fer9x8/fjw++eQTta7U1WqtiyIRdT2SedRR63en7nldDYNY1CVIsbgdRTtQWFOCt/6biJwCEwqs98NtqFTLkxtuQYOrLzbtNqCkog6XnV2GIUlD1GiEHAmJiIgoNOxOJxYt/RZf55lRYf4Umsmh5sc5L0Gd24wte3rjWZcTE2/UYDHxQr4ne/fdd3HPPffgvvvuU7WsZPRACWQtWLDAbz2Xy6UmuYGps1qtWLt2Le68807cdtttqK2tVQXjJUA1ZcoUv66OEpB6+OGHUVxcrDKthg4dioceegi33367X3dCIYGwvn374umnn1bdCqUA/FNPPaXeg4i6H+k615Hrd5fueV0Ng1gU9srry7GreJcqGPvFzhjkFkSi1PJ3OIx71PJY52zEuKZ6188tiMK2fVbMHzmMoxESERGF0F/X7MDXeXZocKLKtFLNs7gHwOrO8qRFA/gytwr/WJeL22YM5bnowWw2mwoQydQS6c4nU6C0tLQmXf8CSYbXv//97zYfk8ViwQMPPKAmIur+QlWQ3dM9j0GrHl0Tq6qqSt1pOf/889GrVy91F6U9jUthYSGuv/56pKSkIDo6GpMmTVJ3b6jrqXHUqJEIc0py4HRr+DonBtWmT1Ft9lygRLiHIbEhsLiohg17LEiwJnfKMRMREfUE9Q0NeH3TEdXu1pjWw2UsUvNjnZeomlg6efbqlwfQIMUsiYiIOolekL0twqkgO3WBIJYMoSv90e12O+bOnduubWWbGTNmqKCV3Ol5//331Z0bKc64fv36kB0zdTy7047c0lzVjdANNw4XR6DMcQCllmfUcqMWh16Ou2CAJWBLA8pqXPj6QDlPCxERUYh8tvsAKmrd0KCh0vyOmmfSkmBzTfdbTzqFFVXbsSWvjOeCiIg6VVcuyE5h3J1QijiWlZWpDCzpz/7iiy+2eduXXnoJ2dnZ2LBhg8rAEtOmTcPYsWNVdpfvqCYUvhpcDdhfth/bjm1Tz2WI7sMVRSiMeBKawQ5oBqQ47oBZ69XsPirqPHU5iIiIqOPb6T0lkoUF1Bk3osF4SD2Pdc4NcnOJ7TIREYUHFmTv+sIyiCXBqxO1YsUKDBs2zBvAEmazGVdffTXuvvtuHDlyRBVwpPDlcrtwqOKQGomw3lWvAlhSF+uTw3/3dlVIcN6AKPdpLe4nPiriJB0xERFRz3Ks5hgqHPnQYEOF5W01z6jFINZ5QbPbsF0mIqJwwILsXVtYBrF+CMnCOuecc5rMHzNmjHrcvn17s0EsqaVVVOQJkuhycnJCdKQUjFtz43DlYXxX+B2qG6pVTY3ahlosy16G/Jp9ap0Y53TEOec1+wFKCDTFZsW4jER+yESdjN+rRN2zXuWe4j1IsJVAs273GWjlIhgR3WR9tstERBSOWJC9a+p2QSypp5WUlNRkvj5PljdHhtl98MEHQ3p81DwZSvlo1VHVhbC0rhRGGFUm1qrcVdiSv0Wt08s6FFF1t/kVjG2yHwDXThoAiyksS74R9Sj8XiXqfm21ZEvnlefBBQeqrK8CDYBBZWEFv8HEdpmIiIg6SrcLYrXWHbGlZTfffDMuu+yyJplY7S0uTyd2UZxfnY/sY9korC1UASyH04HNRzZj5V7PkN1JkUm44+yfY+VmB/YfszReFvuPfiRzpg9Pxc+nDuZpIAoD/F4l6l5K6kqwt3Qvah21yC7MRnnDQTU/zjkXJsT4rct2mYiIiDpatwtiJScnB822Ki0tVY/BsrR0qampaqLOqa2xvXA7jlYfVVlWTpcTu4p3Ydn2ZWrUowhTBG4981ZEWSJwwbiD2JF3CrbkRKPGbvLuQ7oQSgaWBLCYhUUUHvi9StT9Rg3Or8yHU3Piw70fqvkxFhtm9DsbOw+4UGs/fmnJdpmIiIg6WrcLYmVlZWHbtm1N5uvzRo8e3QlHRS05Vn0MOwp3qO4JEsByaS7sK9uHV757BfXOerXOwlMXoo+tDyrsFUiMSsQ5o6oxZZQdMchCrDkNiTGRqgYWg1dEREShyZg+XHEYe0r2wOF24ItDX6CwplAt+9Hg8zGhbxVOH7ITsA/C4MQxGJDYi+0yERERdbhuF8SaN2+e6r6yceNGTJgwQc1zOp1YunSpep2ent7Zh0g+5AJ4Z/FOHKg4oLp6am4NR6qOYPF3i1XASlw+8nKc2vtUlNWXISEyQY1WKMGuMWmjMCp1BKIsUfxMiYiIQkhqVe4q2YVqRzXqGurwUc5Han5KVArO7HsmTAYTIiIiMG5AOib2GwKzsdtdYhIREVEYCNsrjI8++gg1NTWoqqpSr3fs2IF33nlHPb/wwgsRHR2NhQsXYsmSJcjNzcWAAQPUshtvvBHPPPOMqm31+OOPq64sUlh49+7dWLNmTaf+TNQ0gLWjaAf2l+1v7EKoYeuhSryb8xoKagvUOjMHzcR5g85DWV0ZYq2x6iJZDEkagiHJQxjAIiIiCjHJit5bsheHyo8irygCn+StRU1DjVo2d/hc1YZL1//kqGQMTBzIABYRERH1vCDWokWLcODAAe/rt99+W01i//79yMjIgMvlUpOkuOusVivWrl2LO++8E7fddhtqa2tx6qmnqqDYlClTOuVnoeBdCCUDSwJYLhfw311R+GqvBQe151FnylXrxGmT0Vu7HmV1+Yi2RMNqtMINN9Jt6RiWMkxlZREREVHouDU3ckvy8Pz6Q/hqbxoqHEdx1LpWVW2P0oahovgsGJPKIQMC94/vj14xvXg6iIiIqOcFsfLy8lpdZ/HixWoKlJaWpjK0KPxIwFGKuO8s2ukZntsFvPlFPPbkR6DU8n+oM3+l1rO6xiDB8f/wnx0ROFhiwlXnVEMzaEiwJmB02mikxaR19o9CRETU7R2uyMev39qLnUeiocGNkoi/AwYnoBkQb/8ZNu1JRWFFNK6basfgxMFqIBYiIiKiUDGGbM9EQQJYBdUFqgvhgfIDMGgGfLErRgWwyiwvoNr8sVrP4s5AquMeGOC5EM47ZsOGnTGwmqzISstC37i+qn4WERERhY505f/zmmzsPOK5XKwxrYfd9L16HuuaDauW6W2nt+3rzSwsIiIiCjkGseikdUc4WnUU2YXZOFhxUNXPcMOAjXutKDe/iirzv9R6ZncfpNofghExPltr2JIbjeEpo5CRkMFaG0RERCFW21CLnYV7sHqbXbXDLpSpG07CpCUioeEav3Z63Q4NRoOF54WIiIhCikEsCjmX24XDlYfxfcH3auRB3fbDdch3LUelxVPrzORORZrjEZiRFLAHA6rrTaiq6oVIcyTPGBERUQg5XA7sK92HT3blosZuglQeLYl4Gm5DpVqe6PhZwM0mA0prnNiSV8bzQkRERD2zJhZ1Dw2uBhXA2la4TXVLUCMYaRpK6krwVf5XKNcDWFqSJ4ClpTa7L4eT/1yJiIhCfePpUMUh1W5X1bvUvBrTGtSZNqnn0c5zEeOeHHTbijoHTw4RERGFFKMCFDJ2p13VvpIuhFWOKlXHyu12qwDW+rz12FDwgVrPqMUjzf4ILFqfFvcXH8VisURERKHs+i83nr479p3qThgVYYHTcAyllue9N5ySGhaxnSYiIqJOwyAWhUSNowb7y/Zje9F21DvrYYQRLpcLxXXF+DTvU3yU85Faz6TFItX+MCxav2b3JSXcU2xWjMtI5NkiIiIKAcmSzq/Kx7Zj21BW7+kWmBxfjlLrc9AMdZ7Xjl/AhFi200RERNRpWBOLOpx0G9xdvFvdyZUAltloRoPWgMLaQqzZv8YbwIqNiMWF/e5FhDaoxf1JLY5rJw2AxcR/rkRERCEJYFXnY3vhdhTVFqmGV8oBrNj9DuoMO9Q6NucFiHKPYztNREREnYqZWNShF8GFNYXYV7YPe0v2wg03LEYL6hrqUFJbogJYMol4azx+PenXSIlOQEVFFQ4UxjaGqyTvysPQOGf68FT8fOpgnikiIqIQtN0F1QUqgHW46jCMBiPcLjf+e/C/+Pzg52odmykDiXU/ZTtNREREnY5BLOqwQrBHq46q4NWhykPQoMFqtKpaWMU1xfgw50N8efhLtW5SZBJuP+t29IrupbK2Lj27Ad/mGLFpb6QahVAnXQglA0sCWMzCIiIiCl0GltTCkjtHTrcTu0t2452d76h1oi3RuGvyz/B9bgWy85JQYz9+6ch2moiIiE42BrHoB5Mug3Lxu7Nop6eOhgZEmCJQbi9HcW0x3t7xthrlSEjg6vZJtyMpKkkFsGxWG2wRNpwzsgbTRjlhcmUi1pyGFFu0qoHF4BUREVFoirjLzScJYEktLEWDas9f/f5V2F12NWvhaQsRGxGNicPLcc7IehSURCMtZhBOTR+KiYNS2U4TERHRScUgFv0g5fXlOFh+ELuKd6HeVa8ugE1GE0rrS1UG1tJtS5FblqvW7R/XH7+c+EvYLDa/AJZkcUndrFN7Z2FI0hBEWaJ4VoiIiEJEsq0OVxxWg6/IzSYZPVhze0oCLPl+iacuFoCLMy/GyJSRqLBXIM4ap9r4iYOTManfSCRHJ/P8EBER0UnHIBad8B3cY9XHkFeeh5zSHNV90Gwww6W51AXx0apjeOXbV1Fcf1StPyx5OG4dfwssJovK1oq1xqrC7nIhLQGsrLQsDE4azAAWERFRiLOn5eaTBLAqHZWeNt3txrGaYrz87VuqXRdnpk/ARUMvUm12XEScGmU4OiIaI1JGqGxqIiIios7AIBa1m91p99a/kmKwEtCKNEei1lmLoupSrN5ejnUFz8Jl8FwcRzsnw1D8K2zcbceIjENIjIpTGVi+AayhSUNV3Q0iIiIKjUp7pQpS7SrahTpXHQyaAQ0uNz7+Dlh98FOUG75V61ldY1B15A6sNVfhrBExMBgNKog1vNdwnBJ/isrcIiIiIuoMxk55V+rS3Qf3lO7BN0e/wbGaY2oIQen+JxfGBVVFWLzhANYWPOENYMU1zEdKwx2oq7fi8x3xWPvNYESbY1XGlm8AKyYiprN/NCIiom5bwF2yp6V25fcF36POWaeyp+1OJ5asi8Sq/StQblil1rW4+yPVcTdq663YuLsXPtjYB3Cb0C++n8qYtpqtnf3jUBdVXV2NX/3qV0hPT0dkZCROPfVUvPHGG23evrCwENdffz1SUlIQHR2NSZMmYe3atX7r5OXlqSBrc9MFF1zQpnXbc1xERHRyMROL2kSypuQC+ED5Aewr26e6D8pdWSHdByWItezbTdhV/54KbEEzIanhFsS6zvfbT25BFNZtd2FGFjA6bTQDWERERCche3pf6T4cqT6isqetJitqHbX45HsDtpa/gSrzB2pds7sPUu0PwQibd/uc/Eh8k5uMC2eNZDdC+kHmz5+PzZs34/HHH0dmZiZef/11XHnllao761VXXdXyv2O7HTNmzEB5eTmeeuoppKam4plnnlFBqTVr1mDKlClqvT59+uDLLz2jYft677338MQTT2DevHlNlt12221N3n/o0KE820REYYpBLGpVWV0l1uzchz0lR+DSKnFKigsxEZGqrkZpXSmqHdV4d+cKZJd7uiEYNRt6Oe5GpHtMkL1p2JwTjVun90Nmcia7EBIREYXIsepirN29H7sLD8Nkqke/FMmejlQ3ngprSrD24BeoMv/bG8BKsz8GM1Kattt7o9Hr0t48T3TCVq5cidWrV3sDV2LatGk4cOAA7rjjDlxxxRUwmUzNbv/SSy8hOzsbGzZsUBlY+vZjx47FnXfeiY0bN6p5VqsVEydObLL9b3/7W5W9pb+3r/79+wfdhoiIwhODWNSs+oYG/HlNNt7clI+KOq1xbhxskW6cMbgGIzIKUWEvxeKti1FQU+D5B+VOR6rjfli0vs3s1YDqegOqq1MRnc4aWERERB2t2l6Hv6zJxttbilCp2u8INUn7feqgSmT2L8Ky799HmWFzY9udhjTHo0ECWJ52u6zWha0HqzBpMEckpBOzYsUK2Gw2XHbZZX7zb7jhBpUFJUGos846q8Xthw0b5g1gqX+3ZjOuvvpq3H333Thy5Aj69g1+7Zmbm4v169fjuuuuQ1xcHE8hEVEXxyAWNZt99bPXvsGmfTXqLqynj6CHBKHWb4/F1/lHkeP4O+wuu5of6ToDKY5fw4TYVj/VOgeLwhIREXUk6SpYWF2MW1/fhi3764O23//ZYcG/Dy1DuXO7Tw2sB2HWerW474o6B08WnTDJohoxYoQKPPkaM2aMd3lLQSxZfs455zSZr2+/ffv2ZoNYL7/8sqoLd9NNNwVdLt0bJRAmx3b66aerzK5LLrmk1fpcRUVFfvNycnJa3IaIiDoGg1jUpPZVYU0h/rpmNzbtq22c6x9w0uBEmWUxDtS937jUgMl95+BAzo2Q8YvaIj5K7goTERFRR/B0ESzEM5/uw5b9DUHb7wbDERRG/B5O52H12uoaiV6O+2DyqYHFdptCoaSkBIMGDWoyPykpybu8te31dduzvcvlwpIlSzB8+HCcffbZfsuk6+FPf/pTzJw5U9XSOnjwIJ5++mnMmTMHL7zwQrNBL/Hss8/iwQcfbPGYiYgoNBjEIr+RBwuqC7C3JBcrv3M3Xvw2vQAujvgDHEbP3SajFoObz1yIrNQx+OshDbV2/7u+gWRJis2KcRmJ/OSJiIh+oNqGWhTVFCG/Kh/7yg9gdXZ00Pa71rgJxRF/hGbw3KCyaRNwiuF21CGqxf2z3aZA69atU/Wo2uLbb79VoxCqf0uGFq4PW1jWlnWaW7Zq1SrV1fAPf/hDk2USuHr++ef95kl3xwkTJuCuu+5SIyEGZo7pbr755iZdIyUTa+7cua3+HERE9MMwiEWqQLvcvT1UcQgHKw5ib77UrfLvEiijEdaY1qLU8g9oBumiAES4ByPF8VskGCPQ4K7EqAHF2LwnrcVPVEJc104aAIupbRlbREREFDx4VVJbokYOPlR5CHXOOuzNly6DxibZ0+XmZag0vwUYPPUt4xsWIN55FYYMqMW2Ay0HD9huUyCpTSWZSm0hRdNFcnJy0Gyp0tJS9Rgsy8rXiW4vBeEtFguuvfbaNh2vrCtF5iWItXfvXtUFMhgZHVEmop7O5daQU6Chxg7EWIEhvQ0wGVk2hkKLQawezOV2obi2WN29zSvPU6MMuuCCoyHGbz03qlFieQa15s+98+Ia5iHBeS0MsKCs5ijiYmsxMysSldUN2H3U0qQOh6FxzvThqfj51MEn9eckIiLqLmocNWpkYP3mU62zFm63W91scrv8uwU2GAoas6d3q9cGLQopjv9FtNtTe6h3Uilq7SbkFkg2FtttahvJYGqpq10wWVlZWLZsGZxOp19207Zt29Tj6NGjW91eX9dXS9tL3aoPP/xQ1bdqT8BJ6mcJo5E3XIlaCl6t+k7Duh1uVNYdnx8XBUwdacQFYxnMotDht3MPJI2zXADvLd2LrQVbkV2UrQJYcgEcY46B2Xy8eGud8Tsctf7CG8AyaglItT+EROdCFcAS1ggXett6w2aNwhWTKzAjqxYJ0f7/tKQL4e0zM/HcNWcwC4uIiKidBdsr6iuwv2w/dhTtwNdHv8bukt0qoCW1LCPNkYgwRaBBq/C089BQZfoY+dbbvAEsizsDfex/9gawRFpcNK6bYse00dWwReqjELPdpo43b948VFdXY/ny5X7zpV5Venq66sLX2va7du1SoxjqJCC2dOlSta3sI9Crr76KhoYGLFy4sM3HKeu/+eabSElJwZAhQ9q8HVFPC2A9u9qNf33tH8AS8lrm/321W61HFArMxOphquxV6u7tkcojOFJ1RF0YyxRljlKZWUW1RYiIqoTVasBR96uoNq/ybhvlGodkx69gQkLjHA0xVhfGniJdD91o0BoQZYnAL2Zkou/c/thb4FajGUkRd6mBxS6EREREbWd32lFhr1A3noprilFQU4AGV4Nqt12aCzGWGG+ASwq7x9oaYLbacVh7FnbT9979xDovQWLD9TBAH1RFgy3SjczeZmm9MXOMAb+aMRDlVcmQQQjZblNHmzVrliqgvmjRIlRWVqoAkWRmSc0qCUSZTCbvuhJ0kuBWbm4uBgwYoObdeOONeOaZZ1QdKhlNUDKrpLj67t27sWbNmma7Evbr1w8/+tGPgi7/f//v/6mglRR87927Nw4dOqQKu2/duhWvvPKK3zER0XGSgZV9qOUA1bZDnkyt2aexayF1PAaxeljhVyncLnWv5CJY7t5azVZEIAKV9ZXqQlkuio/VHMWRiD+ixlmstjVokeri1+aarUYiPM6As4e7AKMLbk1DnDUOI1NGon9Cf0RZopDCXoNERETtIjeUqhxVKihVWluKwtpClNeVw6k5VSa1BK1sFptqr6XdlptTUtvSYrTgqyNfIM+0Ci7Nk1FtcqcgueFWRLnHBbyLAROGOqAZnIg0RSIrLQuDkwYjsk8kzxaFzLvvvot77rkH9913n6plJSMGSiBrwYIF/r8DLpea9G59+kiCa9euxZ133onbbrsNtbW1qmD8Rx99hClTpjR5rw0bNqjMLXmv5roFShfE5557Dq+//roKrMXGxuLMM8/Exx9/jPPPPz8EnwBR1yfZVdKFsC1kPXYrpFBgEKubq2uoU3WvJHh1uPKwKvwqF8hGgxG2CBtqGmrUqIQS5BIf7vkQ/z30X+/2VtcYJDfcBovWx2evnroZw/s6MXFYFaAZkB6bjqFJQ9E3ri8sJk83QyIiImqdBKakW78EpMrt5SirLVPBK4fTATfc6qaT2WhGtDlaBa8kM6u6oVoFrySTOqc0B8t3LkdZfZl3nzbnhUhsuA5GxDRpvzPTHTh7RA2iLdHISs3CwMSB6qYWUSjZbDY89dRTamrJ4sWL1RQoLS1NZWi1xVlnneUXBAtGsrtkIqK2kyLugV0ImyPryfrD0pmNRT0giCV95n/3u9/hrbfe8t6pkVFCAu/UBJIG74Ybbgi6LD8/X6UK96TgVUldCQqrC1XmlRR+1e/gykWr3WVX3RKq7dXqwlhqbLy78111USysJit+POIymGtnYUuuDTWeAQkVqZsxMbMek0fUwWQ0YkjSEHUBnBaT1qYhkomIiHo6CUxJTSsJXkngSroESpdBaZ9lmd5lUAJXUq9SbkIV1RWpbRwuhwpeSYb1e7vfQ25Zrne//eL64YpRV6Ko8DRszols0n6fObQOk0fWIiUqESN7ebKnpZ4WERFRa2QUwlCuT9Rlg1jz58/H5s2bVZ/3zMxMleZ75ZVXqtF3rrrqqla3l37sEvgKHJq3J5CMKjVqUXUhDlcdRo29Rt3F1WtnSBaWDMktd3tV4VdHFZZlL/O7AB7dazSuGXMNkqOT4dZqMGpgPvJLomFCLFJsUUhLqoHFaITVHIlhycPUBXBCpF4ni4iIiALJjSQJREk7LYEovY6V3HCSoJQErmSdBneDupGkugzChVpHLQodhahz1Hna8ogYHK08in/t+Rf2lO7x7j82Ihbzhs/D5P6TVbb1kKQKDOt/EMUVcTAjHvFRFqQlyY0rT/b0sJRh6BvbFyYj6/4QEVHbxFhDuz5RlwxirVy5EqtXr/YGrsS0adNw4MAB3HHHHbjiiitaLbQofdzHjQus/9C9yZ1cCV4dqz6mirbLRbIEqXwLv0pNjUpHpaqHJT7Z9wk+3f+pWk8kRiZiwegFOL336SqjSgrKSpBLLpjHD4xXF7r1zmp1cZwSnYKhyZ7ugzIqEhERER0nASnp7qcHriRgJQEp6fInz+WmkrTR0gY7XU6YTWaVKS21J1XWVW2R2k6eS72rSEukGpHw45yP/YJXEcYITB84HbOHzlb1KOV95ZpA3jshKg4DExPUNUCDVgMjTBiUOEhNMqows6eJiKg9hvQ2IC7K01WwNbKerE/U7YNYK1asUH3mZfQRX9JNULKwZGhd6edOnhoaeuFXudiV0QYl8CQZa3L3VrofyMWxFH6Vwu1yp1fqVX2d/zU+3Puhtw6WyWDCeYPOw8WZF6uAlD7SkVwIJ0clIz4yXu1XimxK10Mp/to/vr+6AJaAFhERUU8nmVQSOFKBq4Y6dRNIHtXAKY4KtVwCV9LGSvsqr6UbnwpcWTyBq9L6UrWNTLKetMmy/KvDX2HN/jVqdGHf4NXUjKn40ZAfId4ar+ZJWy0BLKlv1Tumt9q2zlWn2mrZ17CkYRiQMACJUYmd+EkRUTAS1JYatkTh7ozBUfgs27feYnDjhtSgqLaNBbSoy39/9eggVnZ2NkaMGAGz2f/QxowZ413eWhDroosuQlFREeLj4zF16lQ89NBDKjuru5BMKinGLl0QpB7GsZpjKkAlF8V65pU8l4tmqXklF8ZSO2N/2X4s37VcBbx00h3wqtFXqYwqIRfOUuxdir5LF0G5SJZgl14IPjM5E6fEnaICW0RERD2RtMNSu0qCRt5sK0etJ+PKUam6C0p7LBlWMqiv3Fxq0BrUTSMZDVCCV3KTSa9fKY+yHzVqsMmq2vGj1UexMmclNh3ZpPavk2DUlAFTcP7g873BK9lOglfS9idEJSDB6sm+knqY0n7LDSmVPR3bV2VrEVF4kd95qWcnN4iJwt2VEzWUVDrw/cHmRykc09+IBROSYTYxE6snsJgs6nusxwaxSkpKMGjQoCbzk5KSvMubI4XbZejeiRMnIi4uDtu2bVN1teT1F198gbFjx7b43oWFhSr45SsnJwfhQi6KJXildxuUR7lIlotjuRiWbn9yl1cyr3yDV8EKv0oR9stGXoaxaWNVdwK5AJasLrPBjJSoFMRFxqkL9HpXvbro7hffDxkJGegT24cFYImozcL9e5WoJdI2yk0imSRgJY9yo0eeS+BJBkOR4JW6kSRd+N0uaAbNU9vK1aC64VuNVkRHRKv9qf247CrjSvahspw1lzdwJfveeGQjvjj0BQ5VHvI7ll7RvTBj4Ayc3e9sbyBK3k+OQYJlNqvn5pPsS/ZjhFE9l4FXpA2Xdp/1r4jCk2RHSgBLbhQTdQWPX6rhzU1l+Ne35SirOZ6FkxhjwiWnJeCKMxMZwOphEk9ilnfYBbFESzUaWlp2wQUXqEl37rnnYvbs2cjKysJ9992H999/v8X3ffbZZ/Hggw8i3C6gpWuf1NCQboOSdSUXzHLRK5NckErwSgrBynLpviAXyBK8kru7H+z+ALtKdnn3F2OxYXL6PIxInA6b0QSnW7o+VKsL61hrrKqLJZ+xXJzLvqUrgow+KJlaSVFJrJ9BRO0Sjt+rRIHtrAScpB2VtlCey6PcCNIDV3ptKmkbVaCqMWAlVE0rKcoOTdWukgxmlWnVWKRd2mQZTEW21wNikh0lASZpd+UG1eajm7Hl6BbsLd3rrVMppD7WqF6jMSJhOk6JOR0xVgMiTA713hKokn1JlnRqdKpq9+XGkxyr3HySi0mpfSVF3OOscTzpRETUYSTD6ieTklSwavuROlTVuxEbacSovlEMXlHPC2LJKILBsq1KS0v9MrLaKiMjA5MnT8ZXX33V6ro333xzk1pckjEwd+5cnEx6UVZV76quVA25XVxX7L1IlkfpjhBj8gy5LTUy1JDbbocKOlXUVOC1Pa9he9F27z7lgnqo7Udwli3Arl3x0MNaUdYGnDYwEueNcSM+0qYufuWiWS6A5W6Q1L6S7CsWbyeiExEu36vUM0mXOmkz9UCV97kErJwOFfRRAazG7oHS/a6+oV4tl7ZY1a7SnBKp8nYL1F9L6rwEreRR2ky5sSRBJekWWFZXpvangmLuBrW+tMN6xpXUvZGMq23HtjUJXOlZV2edcjYs9TOxI+8UbDpowqbGZdFWJ0YNKME5IyOQHpui9ifvIUEtqVsp7bVkTsvNp9SYVDWPiIgoVMGssf092cZEJ0vYXdlI1tSyZcvgdDr96mJJ10BxIrWt5CLUaGy9AHlqaqqaOktlfQ3+m3MU+ZWVgLEGSXHlcLg9d33lQlxI1pVc69Y4a1RgSx9yW4JXh6oOYVXOKuws3undp1y8ThkwDfaSK3CoQPrZ+18o19nN2LArCaVVTlw+uRxWk1m9x+DEwSp4JXU0OHoREZ2ozv5epe5H2kN9ZD95VAXTNRfqGxz49mAlymodiI7QMLS3CTB4luvZVRK0kuCVBJhkG7lpoxdZVyTZW/O8h9SwMmgG1Y5KoEoezRaz2sYbCHM5VAa0BK70bC5ZJplWKivLFKEypeQG0d6Svcguysa2wm3qBlWgpMgkjEsfh/F9x6NfbAbe3pCInPzIJu12rd2EzXvSUFPjwrVTPYXcJXNajlGyrqSuTpotzXO9QERERNTNhF0Qa968eXjhhRewfPlyXHHFFd75S5YsQXp6OiZMmNCu/e3fv1/VwzrvvPMQjtQd29oKPPef/VjxTRkqao8XyLNFGnDmUCPOywJiG7sMSrdCvXisXLRKXQy5IJbirwcrDnq3lYvtc/qfo4bc/j63L9Yfi21cEtgd0/N61xEzvtxpww3n9FEZWFI7Q0Y3IiIi6mj6QCQSLNIn/YaNPl8PVOnP9aCRmi/rwu0JTDka8N43tVi73Ykqn0GQYiM1nD3ciSkjHTAaPYEglfEkQSr5z+15X73NlDZVBarkucHkrRepZ3BJe626F7odqgaVHsiSoJYe6JKsKHkuWVF7SvZgd8lu9Xi48nCTbCshbe2YtDEqeDUwYaB3xN//bI9pDGAdb6eP87zeccSENduMmJFlQUp0iqp7JZlXelkAIiIiou4o7IJYs2bNwsyZM7Fo0SJUVlZiyJAhKjNr1apVWLp0KUwmk1pv4cKFKrCVm5uLAQMGqHkSqJI6WDKSoV7Y/cknn1QXcw8//DDChSoG66hWNTKKakrx8L8KkX1ILm4b+ys0qq434NNt0ThS0oA5Ewtgd3mKx0pXAZmkK0LgkNvSVUGCVzJqkdSwcrmBLTnRTfYdzJbcGDw6Zzh6xbSvyyYREXVPEuRR3eqgeZ+rx4DXvvO8r32W6YEo1Z1Pc6oAkh6gUt3kG4NCerBK7/Yn6/pmIwcel9OtYcm6SOw+am7SzlXVA6u2WrC/UMPVU+oQYTKp7CgJUEnASoJPQo0i2Ph+aoRAl1Nlasl7y3N13HLMmlsFmfRAl2RAy6NsL0Gq/eX71SjA8phfnR/085T1ZVTgrNQsNUnGVODPVeuwY1NOShvabQ2b9kbi1mmZSI9LU5nTLNxORERE3V3YBbHEu+++q0YZlGLsUgtr+PDhKpC1YMEC7zoul0tNchHr2xXxzTffxB//+EfU1dWpLizTp0/Hvffei8zMzE694yyZUypw5ahShdql6LrUvPp4qxHZh6wt3m3dfdSC9dsjcO4op6p99cm+T7Dh0AZ1sa2LMttw3qAZmDFwmuq6IOTCe3e+hhq7J/DXGhlZIqdAQ6/BHfSDExGRH73NUmEhn+f6srY+b2me76Pve+mPeuAocH09sOSbIaXXhfJu47MPvTufb0BKD/b4ZlHp6wfSu+XpP4dkR8mIeuq4G7v1yU0o2Y+euaXHdWRbCSh9lq0HsDx7DHwHsftoBL7YYcC0LM9ogL6F3PWfwfdR37eenRVpiVTPZZ605RKwOlJ1RD1KBrSMIujtjhjAaDCpDKvhKcNU8Eq66gdmOctno0YqlMCZ24miskTV1b91BlTWAdXVqUjtwy67RERE1DOEZRDLZrPhqaeeUlNzFi9erCZff/nLXxBO5KK0uLZYBatkkq6A1fZqdZEvF+QOpwsb9sS3erdVgxNfHshFdu172FF8vFi7MLvTEOucC1vdTOTutiDRWYuJwypV1pZcEDc4e7XrmCvqHCf88xIRhZpko5bXl/vdwBCBXbVaWu67rLntWltfD+7owRf16Hb7v24M3HgDOI27aS44pS8L9t56kMk3A8obgJIgEQKypOS1239+c8Er/VF1ZWtsjgI/P6GCSI0/h/e4Gx/1rCZ5P3nufR2QyaWWa8fbO3lPCVTJpLrwycAiRpOar0/6Mr/9SM0qlxtf7YloU8bSf3YZkHHKQRgMbrW61MmUfcr+5f2sRitMFk93Qn1wlYKaApXpLFlVRyqPqKm0vmktK18RxhhYXJkwO4fB6h4Nq3s4rG4LkhNrMSy5BqbG8pwSrNKLwMvPohd8t1ltqKvy3Ihqq2p70wAhERERUXcVlkGs7kAurtfuOoit+XthMNSiX68GdfGq362VobCPlsegpr75gvMNhiOoNq1GjflTuAylQPHxZZGu0xDrvAhR7nFyya/m1dRrWL89FnlFGuaf5UBvWyIMjvYNqx0fJX8QEBGF5/fqmp0HkH1sP6wWJwalyqAdx5cHBoRamt9a0CtwncBt9SCNXntIlqsi4bLMYPB7HbiNTm3bWERcnutBJt8gkWyjgmCN2Uf6vvT9eecFZC/5Hnvg+/plcjW+lzegpe9bAk2Nm+k/iwpyGaCypfRHFYDSlwGwGCxqnv5aBaEal+vHHNj1MDDIJjWnvNlejfWvpO1UITCf9Q8URaC6vl8z/1r8PmnU2s2oquqFgWlO72ctwdDC2kKU1JbgWM0xFbCSx2PVx9TIv62RwJPUkJRMqwHxA7EjdwyOFGbo/zK86+lt86ESEy4cfxhuKRhvMKjt4yPjVfBKrgkkgCaBLYOxVlpjtBXbbSIiIupJGMQKwR9Zf1+Xi1e/zENxtZ7VFAVbpBWTh7txwRgjXHCoC+TDFTUApO7FcW7Uodb0hQpe2U3+WVcWYyQG2c5FVeF8WLRTgry756L5QGEcduVFY0ZWA1ISKmGLTFL1tVq6Uy1LUmxWjMtI7IBPgYgo1N+rMviFG5MyGzBtdIO3cLdvwEYFX/QgUwtBK79lTWNZfusEzcpC8/tSIZ7GoJI+Ep5vcMj3mPWAUOPM4/ODPOpBIu9roydYpP6n78e7K//19ef6sfkelx54C9Zt0S+TK2C5dM3zywxrXFd1KZTuhm7X8Qwxn+6LfpllARll+rHpQTH1iOMZWi5n8MFHNLjgQgXchjJ1A8hpKIbTUIgVOUfgzC1SIwNKZnSwLo7ByHtJAXYJWPWN7et5jOuralD5FmI/WhjbTCvrmbuvIBpbc1MxI8uhglZS21K2l8CVFILXs9CG9jHBFqk1ttvNY7tNREREPRGDWB38h9b/vLoFn+0uanIhKxejq7aasbegTt2JdWp2aAYZMTBFLv9RZ9yKWtN61Jo2QjP43wG2ukYgxjUTN0wchY+29IZFaz57y0PD57uMOGuEA9EWK6aNMuGDr7VWtgCunTQAFr2vAxFRF/heXf29FUdKLbhputvbVSsY3+BWcyO3NbdOYGBMX+4NWDU+BAbMgnVN9N1PsMCaX2DMp/thYPAscF09IOSXXRV4HI2BIgnxSFdD326HvnWpmmwTLKjVOMKfXwZXQDabb3BOz8jyzdzy7ULoDVL5rOf7uciNH6kJWd1Q7Xl0VONAeS3KzHa4VLBKn8rhRgVgaPqZV5ahRUmRSUi1paqAlUwy0p889orppbKkmuN0adjcpgFUNHy3Px7zx0nx+npUOiphNnhqbcnIhvJZSGZWSlQKLhvXgFf+65N+HXRvbLeJiIio52EQqwNJpoD8oSWaXj57LmxzC6LwbW4KzhlZgwLrXlREvodKfAm3odpvbaOWAJtzOmyumSrrKiZSamZUtLFIu0H9cVdakYDpmf0wuX8KqqoPYt3uYr23id9Ryevpw1Px86ms6E5EXe97dcdhIz78th5TR9U1mxHl+1oP1KhF7uBZVG1ZJ3Bem+tyNROcCpwX7Gfw3UeT+lkBXRGDxVQCu0H6Boy8mU8BmWG+mVD6Mm82V8A6wagakC5PBrKMziuP9Q31ntfy3Fmv5qsBUBqDVL4BK8lSajZryhJ8dtODMCI5OlGN2iuTZFHJpF5HJ6FXdC9EmFrvTu8dYdFnOlwcjdo2ts1VdcDOo3YMTtO8mVjx1nh1HBLAkuex1lhkzYrAgeKv8emuQrbbRERERD4YxOrAbAHp6hIYJPIlGVf1xu+wct9GfHD0C1Xs3fcPDINmRZRrPGJcUxtrXR0/PacPqkZZbes1OnylRg/EsF6D1YX5C9em4R+qO84BFFXbvetIF0LJwJIAFrOwiKirfa96aPhqjwVD+u2D2dhyPShfzWVkBW4XbD3fbn+B84LWvgqyrV7QXJ/X0nrNHVPgdsH20xpPkfQGb1BGBgWRoJP+GDg1N1+fJCilAlM+Aapgwb+OYIQJBncSTEiASUv0mZJg0hJgRCLMWgqmj7RgyqjjI/q2Rj4Hb8BK8zyXz0kftdBitCDaEq0CUeUVkoXVdi5XJNJjE1TQKs4ap4JWMqqw7MvXc9ecwXabiIiIKACDWB1kS16ZX60WnQvVqDNtRp1xI+pMXx/vKtgYR5LuA4mm04DaqSqAZUSMz9ae2+gDUquQNTAfpVUJ7TqmjMRU751lCVDdNmOoClbJscoohFIMVmpgMXhFRF3pezV44W4L6mrTkZHa8SOsBo4G6FuY3G9+Y/c6PeAh9aC8NaG04/PkdYvL9YLmPs/1wueBy+VR6lEFZgfJJPNbWu50eQI0ba0NFWoSGJJgTkxEDGwWz6MasS8i+HMJAEWaYvDOhkTszY8MknrmeT20Tz0mjyj3e6/Az1B/1M+ttM1Sn0oCVpGmSEQYI2A1W9UxStc/mS/1ueScx0U2jtrYRqelZ2JM797qZ5B9Nft5sN0mIiIiaoJBrA4iQSFfNaZ1qDZ9gnpjNiBDevvSzBgQNwLTBp2B03qfhkhzDDbsisHmnEjU+NwojrY6ceqgSkwZ6UBC1CkYkhSJD1WxV5xwkXa5KJ40OPmH/8BERCf5e7XatEZ9r6oOc+p7VWucJPDgxj++cyLC4mpSJNzveTOFxIMGpfTRAikoCfTIjRLfSUbck8coi6dwuV7APPC1nsWkv5appYBOSy47u7yxDY1GTf3xbn0xVpdqQ88YWorqhuPBQ1Xw3+ipxyWTBKTMJrN6tBqt3ucSsFKBLINZ/TtRgUFXg8ouk+d6Vla/FANskZY2DqASgQtGZrbr5hHbbSIiIqLjGMTqIIFDXDsM+1Bv+t772qDFIMo1DtHuiYhynYFrJtb7ZQxMHFaO0QPzcbDIokZcios2Y3i6BbFWG0wwocZZA7urAhMzY7Dme/8uB4FY7JWIuuP3qtNQBLtpR7PrF0uAv+09xro0Cb7oQZRgkwRgmswPCM4EXUcCOY2BqGDBKX3Ss5FOBj0LTQ8s6hlpvq9HZpQgs7+GgtIYOJxmREVo6JtcjwiTZFRJ8fQI9TNLRpV8DnrwSg9SyWuJMvlmqkl3SHkfoTKvGmt+yfqREZ52WHUrjIjGhWNNeGtjbRva5gxmPxMRERH9AAxidRDJepI7rCXVDnWhGuWegBr3541BqwmIdI9urHGlqSLt/VIqvXd0pb6IXCBHWSJxxgBPVwn5I0Fqi8gITPofK/JHxPzxMSivNGNLnp3FXomoR32vmrXeiHSNUZWQPHktnpHs5LnZaMTg3g6YjD6j4EmxcVkn8HlAsfKg831GzAuc3+JzqdJk9Hxnq+9uo9H7XH+tf6f7vtbnNVkuj0aT3/MTqXvVWZrLbgvMftMz4nzX16nPRf7zGcFQ/4zVf0ajCk7JvIwE/8/Mdz09SOXtQuh2qfZXPyaLweIJVDUWYVNdCY2eYJXMl2wyyRyTboDStVCyyWSetM3j+kSgqHyndxRNDqBCRER0YmTU3+1H6lBV70ZspBGj+kbBbOoa1z10cjCI1UEk3V/usP559R712uoeib72l4MUFTZgTEYZyuqLPXdzLZGIi4xTF8XSnUIurmWEJrkDrN81jjBHIDU6FSkxKUiMTMS5N8Thlf8eZpF2IupR36s21zQ1BTN1dJUa9ZVa5xskCvbcd3RE33m+y9TojVrwdRo3VsEgPQjoG0z0DRDqQSZ9VESV8WQ0qvZRBQAbg1feySfIp2dG6cEvv3phbhccmkM96s2w2qfPqIoyXwJXekaZzJPMKmmXo82eAJVqpxu7Q0rgyjcrTY7d1/PXjmMhdiIioh8QvHpjYyk++LYCZbXH600mxphw8anxWDAhicEsUhjE6kCLpg7G1kPlakhsuSQPHDhdrpgz0qoxaXg1Yq2pnpogpkh10V/rrEW5vdxzQS1dG0wmNXJRr6heSI5J9g67rV+As0g7EfW079WmoxQeL9x91vC2BbD0IMzxPWitrhdsncD9+K7X2nv4BomamxdsH2qZN0bUNAjV3L4bZ3iDOermivqf/wiH+n/6ssAstCbzG//Ts8O8AamAzLcmmW0By9S+fX4uPUMrsMugw+2A2+VWta3UugbNk/nWmNHmDZw1HqO0pRJw8pvX2F1STWbPJIEreS3BK71wu7fbZGPXy7ZgIXYiIqITD2A98N5RbNrXtGt+WY0Lr35Rit359bh/bjoDWcQgVkeSC9jmhsSWArMTMu2YmWVATEQ/dUEu2VYV9gp1US0X1/qdX8m6SohMQGJUohp9SS6ym3s/Fmknop76vSqDX4weUIpTBxehrHHg1xbqajcu9lnB72nwDX3ne58H2S7YMr/ljd3/At/HN1DkF2TyWe67r8DjkQLlKiCkB5+CdI/0C0wFPG+yXmPXuZbWUcekHT+2wC6CTYrqNy6XURIDuw7KPmSZCoIZPMEwFZDy+RnVfgza8TpWZv+gkh4I02t16RnMKluqsUuhZFPJa996YbKuHrTSbxB1BLbNRERE7SMZWMECWL427qvFm5vK8JNJSfx4ezhmYnUw3zuxr3/9Ff6z/2sMSk7DyPRIaAazqoFVXl/uDVzp9TSkq6AKXEV6AleSpdVVap4QEZ3M79X1+7egX0ISBqUBJqMUf+8bPEDUNKIUdFmwwFKgYIGlYIGvJssCAlOBQa22zNOfqyyrxnQ0fd0m3fia6yLYmMUV2F1QDzBJdpPver7dBfVgU+NGKqDk10WwMTCmZ1z5Hat+TNDUcnn0re8VmHGmB6RUwfWAAvV6Fz7vqIIms7dQuwpu+RZr9ylUr4JjbE+JiIjCNgtLuhC2xb++LccVZyYyG6uHYxArhH90jcuIR4WmITaiBlUN9epiXC7wZSQjufBOjk5GQlQCEqwJqqugLcLWoXeDiYi65/cqkGbzZNH4adKDLng3vkDBuuM1me/z3NudLdjywO5+zc33CTT5Boi8gZ/GYJHOr+ufT2F332BZYEaVt/uhwT/45DtPz4RS22v+XQdldrCudGobn8/JtwC+PmKit2g9TMfrXDUGlfRsMT1gpQehvNsFKWavZ1T5PjIwRdS1VFdX43e/+x3eeustlJaWYvjw4bjrrruwYMGCVrc9fPgw/vjHP+Lbb7/Fd999h4qKCrzyyiu4/vrrg66/Zs0a3HvvvWrd6OhoXHTRRXjyySeRmprqt15DQwMeffRRta/8/HwMHDgQt9xyC2677bYO+7mJqGVSxN23BlZLpGuhrD+2fzQ/1h6MQawQkgttKdiud3GQ50lRSarWlV7jSua1td4GEVFPp0aJM0fB5fLUS/LGkbxxIK3FrCw9+OIN3vh0WWtpvif20xgEaty1BGJkuV8wJaDuVONBeZfpgR7v/mWfAUEh/X305b77813PN5AVrJaVHiTydjH06XroWyzdtzaV7+iH+n9+QarG0RZVYMpnJEbffQTuv7WJwSiinmH+/PnYvHkzHn/8cWRmZuL111/HlVdeqW4MXHXVVS1um5OTg3/+85849dRTceGFF2LZsmXNrrt+/XrMmjULs2fPxvvvv4/CwkL85je/wYwZM7BlyxZYrcfLdNx888147bXX8PDDD2P8+PH4+OOP8ctf/hJVVVW4++67cTLJqOWHKw+f1PckCgd5pa52rl+E5AT+/RxO5PvrZGIQK4Ska2BmcqbqGhgbEesdhTAmIoYZV0REJ0BuBAxJGgK7y960HpXnRZMspaDr+RQ0V899MpgC5wfbRp8vgRzv9r77CLKd36NvACpIVpUe6FKBHp+R/dQr4/Fue8FqWgWrYdXco3dkwBbm+QapiIhOxMqVK7F69Wpv4EpMmzYNBw4cwB133IErrrhCDWrUnHPPPRdFRUXquQSiWgpiyf4kSPbOO+/AbPb8qSMZVmeffTZefvllLFq0SM3bvn07XnrpJTzyyCNqGzF16lSUlJTg97//PX7+858jKenk1N6RvxOGpQw7Ke9FFG4qUmRwnrw2rz8kJR2DEmNCekx0Yt9jJwuDWCH+Y2tU6iiVNSBFZXm3mYjoh5EBL0anjg66rLnAUXuWtWd+W+pbteV1sOdERN3JihUrYLPZcNlll/nNv+GGG1QW1saNG3HWWWc1u73vgA8tOXLkiMr2euyxx7wBLCH7lsCWHIcexHrvvfdUdqscQ+AxvfDCC1i1alWrGWIdRUqMyETUE/WNdeMR21GUVDuaGTPaQ66QUmxWXDR6hCoxQT0Xg1ghJF0IJZBFREQdQ7pn94rpxY+TiKgLyc7OxogRI/wCS2LMmDHe5S0FsdrzPr77DXyvL774wm/dXr16oXfv3s0eU3Oki6KeGebb5ZGI2k8CUtdOysCfV+9pcT0JcF07aQADWMQgFhERERERhY500Rs0aFCT+Xp3PVneUe/ju9/A9/J9H3kebL2YmBhERES0eEzPPvssHnzwwQ45ZiICFk0djK2HyvHprkJ9bBkv/fX04alqpGoi5uEREREREVGbrFu37ngdwFamrVu3erdrqbt0R3elbm5/TbqWn+AxSUF4ydTynaR7IhGdeDbWc9ecgdtnZqoug77ktcyX5exGSILdCYmIiIiIqE2GDRumaka1Rf/+/dVjcnJy0Mym0tJS9dhRBdTlfURz7+X7PrKub5BNV1NTA4fD0eIxpaamqomIOo4EqG6bMVRlW23JK0NFnQPxUREYl5HI4BX5YRCLiIiIiIjapE+fPrjpppva9WllZWWpEQWdTqdfXaxt27apx9Gjgw/Y0V76fmS/F154od8ymef7PnJMb7zxBgoKCvzqYnX0MRFR+4NZkwZzoANqHrsTEhERERFRyMybNw/V1dVYvny53/wlS5YgPT0dEyZM6JD36du3L84880wsXboULpfLO/+rr77C7t27MX/+fO+8OXPmqC6Dcgy+Fi9ejKioKFxwwQUdckxERNSxmIlFREREREQhM2vWLMycOROLFi1CZWUlhgwZojKzVq1apQJOJpPJu+7ChQtVYCk3NxcDBgzwzn/nnXfU4759+9Tjli1bYLPZ1PNLL73Uu94TTzyh3uuyyy5TtatkJMG77rpLZVbdcMMN3vVGjRql3uv+++9X7z9+/Hh88skneP755/H73/++w7o4EhFRx2IQi4iIiIiIQurdd9/FPffcg/vuu0/Vpxo+fLgKZC1YsMBvPcmgkknTfMcngwpK+XrmmWfUJHzXnTp1KlauXKne5+KLL0Z0dDQuuugi/OEPf4DVam0yyqBkbz399NOqW2FGRgaeeuop3HbbbSH4BIiIqCMwiEVERERERCElWVMSIJKpJdKdT6ZAgUGtlkgmlkytsVgseOCBB9RERERdA2tiERERERERERFR2GMQi4iIiIiIiIiIwh6DWEREREREREREFPYYxCIiIiIiIiIiorDHwu6tsNvt6jEnJ+dknA8iorClfw/q34snit+rREQd+71KnY9tGxHRyWkHGcRqxaFDh9Tj3LlzT+CUEBF1z+/F008//QdtL/i9SkTUMd+r1PnYthERnZx20KC1Z7zaHqi8vBzr169Hv379YLVa2xVRlD/Q3nvvPQwZMiSkx0g8D10Bfye6/nmQOyTSwEyZMgUJCQkd9r06evRoZGdnN1kv2Pxw/HfU3PF3xv7au21b1m9tnZaWd+Vz29Hn9Yfuk+c2PM5DR++zo75XKTz/Zmjrd2C4ff+F8nclHL8LQ9XWBVvGc912PNc94/fafgLtIINYIbJ9+3bviRw1alSo3oZ4HroM/k6Eh3A8DwaDAcHupwSb35WOvzP2195t27J+a+u0tLwrn9uOPq8/dJ88t+FxHk7mPqnra+t3YLh9/4X633W4fReGqq0Ltoznuu14rnvO73V7sbA7ERF1qvvvv79d88NNRx/nD9lfe7dty/qtrdPS8q58bkNxjDy34SHczi11X135OzCUxxlu34Whauva8/6djee6bZ8FzzXC4t86M7FCJFyj7D0Nz0P44LkID139PHT146fm8dx2Xzy3RPwdIX4f9jRs+0KHmVhERERERERERBT2GMQKkV69eqmUOnmkzsPzED54LsJDVz8PXf34qXk8t90Xzy0Rf0eI34c9Ddu+0GF3QiIiIiIiIiIiCnvMxCIiIiIiIiIiorDHIBYREREREREREYU9BrGIiIiIiIiIiCjsMYhFRERERERERERhj0GsDlZdXY1f/epXSE9PR2RkJE499VS88cYbHf025KOqqgp33nknzj//fDUKhMFgwAMPPBD0M/rmm29w3nnnwWazISEhAfPnz8e+ffv4ef5An376KW688UYMHz4cMTEx6Nu3L+bMmYOvv/6a5+Ak27p1K2bPno3+/fsjKioKSUlJmDRpEpYuXcpzQUREREREXRqDWB1MgiJLlixRQ8B/9NFHGD9+PK688kq8/vrrHf1W1KikpATPP/887HY75s6d2+znsmvXLkydOhUOhwNvvfUWXn75ZezZswfnnHMOioqK+Hn+AH//+9+Rl5eHX/7yl1i5ciWeeuopFBYWYuLEiSrAxXNw8pSXl6Nfv3549NFH1bl49dVXkZGRgWuuuQa///3ve+y5+L//+z+cdtppsFgszQa5KfzJv00J0kqwPDMzE6tXr+7sQ6IOwt9RIv7ukAfbup6Dbd+JMWiapp3gthRA/mCUi2sJWEngSicZQtu3b8fBgwdhMpn4uXUw/Z+wZGAVFxerbCwJIgb+oXr55Zfjs88+Q25uLuLi4tS8AwcOYOjQofjf//1fPPHEEzw3J0gCVqmpqU2yEocMGYLRo0djzZo1PAedTAKKR48eVd9DPfH3YcWKFTCbzSqoN2rUKAayuij5dxsbG4unn35afa9cd911yMnJQXJycmcfGv1A/B0l4u8OebCt6znY9p0YZmJ18D9C6aZ22WWX+c2/4YYb1B+PGzdu7Mi3o0YSvJKpJU6nEx9++CF+/OMfe/9gFwMGDMC0adPUuaMTFxjAEvK7MHLkSBw6dIjnIAykpKSoIE5P/X2YN28eLr74YsTHx3f2odAJksD4e++9hwcffBDR0dG45JJLMHbsWLz//vv8TLsB/o4S8XeH2Nb1NGz7TgyDWB0oOzsbI0aM8P6hqBszZox3OXUOyTapq6vzngtfMk/u5NfX13fKsXVXFRUVqgaZZL0InoOTy+12q2CVpKQ/++yz+Pjjj/Gb3/ymU89Fe+rXsb5g19fR53vv3r0qOH7KKad452VlZalMZzq5+LtMxN8JCs33Idu68MW2L3wwiNXBtZmkiHIgfZ4sp86hf/bNnR/pklhWVtYJR9Z93XLLLaipqcE999yjXvMcnFw333yzqv8kWXLSPfBvf/sbfvazn3XquWhr/TrB+oJdX0efb7n4980cFPJa5tPJxd9lIv5OUGi+D9nWhS+2feHDP2WIfrCWurW11uWNQo/n5+S499578c9//lPVrTnjjDN4DjrB3XffjZtuuknVK/vggw9w6623qqDir3/96077fZDuihIc0+vXvfjii83WF5SC3b71BaWbo9TsuuOOO3DFFVd46wvOmDEDX3zxRdD9SPDuscce6/CfgzrnfEsWVmVlpd+28lrm08kVit9loq6M7VvPxbau52DbFz6YidWBpLBssGyr0tLSZrMe6OTQi/42d37kQjwhIYGnowNIvRoZBe+RRx5RgROeg87Rv39/jBs3DhdeeKEaPfJ//ud/8Nvf/lZ1L+ys34e21K9rb33BtWvXqq6PwSYGsDpXR59vGXRA7lAfPnzYu45009e7LNPJE4rfZaKujO1bz8W2rudg2xc+GMTqQFKbY+fOnaoOja9t27apRxmljTrH4MGDERUV5T0XvmSejKInfdPphwewpA6ATJIJxHMQPs4880z13bRv376w/30IRX1B+dklsOVyufyeU+dr6/mWYMicOXPU94vUdJPBCbZu3aoKvFN4as/vMn9HqSdg+9Zzsa3rOdj2hR6DWB08uoDcJV6+fLnffOn7LAX8JkyY0JFvR+0gF9AyMtm7776rivLpDh48iM8++0z1Uacf5uGHH1Z/XP7ud79Tff15DsKL/Ds3Go0YNGhQ2P8+hKK+oGQHSuBu8eLFKktQnr/22msdcrx08s63DFIgGTySTSjdRd9880018iZ1/XPL31HqCdi+9Vxs63oOtn2hx5pYHWjWrFmYOXMmFi1apOp0SDbDsmXLsGrVKixdupR1H0JIiiNKvR/9D/IdO3bgnXfeUc+lO5UMxy5ZQlJA8aKLLsJdd92lMjHuu+8+9QfQ7bffHsrD6/b+9Kc/qc/yggsuwOzZs/HVV1/5LZ84caJ65DkIPek2KMWuJfMqLS1N1at5++231R/7UoNGRs7pCueio+t16RmCFJ7aer7l36/UWaLud275O0o9Bdu3nottXc/Bti+0GMTqYJLZIKOxyR+DUltm+PDhKpC1YMGCjn4r8iGBQykUq5M/2mUS+/fvR0ZGhjoX69atw29+8xtceumlKhtl+vTp+OMf/+j9w55OjBQOFxKwlSmQjHYneA5Cb9KkSXjllVdUBmh5ebnqgjV27FiVdXT11Vd71wvnc8H6gj0Lz3f3xXNLxN8J4vdhT8O2L/QYxOpg8gfjU089pSY6efLy8tq0noyUt2bNmpAfT08jwZC24jkILSmYLFNXPhdSX1CC/1Ijx7eWDusLdk88390Xzy0RfyeI34c9Ddu+0GNNLCIiCiusL9iz8Hx3Xzy3RPydIH4f9jRs+0KPmVhERBRW9etYX7D74Pnuvnhuifg7Qfw+7GnY9oUJjYiI6CQZMGCAFEgLOu3fv9+7XlVVlfaLX/xC6927txYREaGNGTNGW7ZsGc9TF8Pz3X3x3BLxd4L4fdjTsO0LDwb5v84OpBEREREREREREbWENbGIiIiIiIiIiCjsMYhFRERERERERERhj0EsIiIiIiIiIiIKewxiERERERERERFR2GMQi4iIiIiIiIiIwh6DWEQnybPPPovFixeHZN+1tbV44IEHsG7duibL5D0NBgPy8vLQlek/h0zBfk4ZaHXIkCFq+dSpUzvlGImIiIiIiCh0GMQi6iZBrAcffDBocGf27Nn48ssv0adPH3QHsbGxeOmll5rMX79+PXJzc9VyIiIiIiIi6n4YxCIKQw0NDXA6nR2yr169emHixImwWq3oDq644gosX74clZWVfvMlsDVp0iT079+/046NiIiIiIiIQodBLOp0u3btwpVXXom0tDQVaJEgxLXXXgu73a6WZ2dnY86cOUhMTERkZCROPfVULFmyxG8fkoEk3ciWLVuGe+65B+np6YiLi8N5552H3bt3N3nPVatWYcaMGYiPj0d0dDRGjBiBxx57zG+dLVu24JJLLkFSUpJ639NOOw1vvfVW0C5un332GRYtWoSUlBQkJydj/vz5OHr0qHe9jIwMbN++XWUL6V3iZJ7vsb/22mu4/fbb0bdvX/U55OTkoKioCDfffDNGjhwJm82G1NRUTJ8+HZ9//rl339JNUAJVQrKx9P1ff/31LXYnfPnllzF27Fj1s8nPOG/ePOzcudNvHdmHvK8cy4UXXqie9+vXTx2nfn7aSrr4jR49WmWFnXXWWYiKilKfwSuvvKKW//vf/8bpp5+uzkdWVpY6R8HIvxUh51pXUVGhAls33nhju46JiIiIiIiIug4GsahTfffddxg/fjy++uorPPTQQ/joo49UMEkCJA6HQwWgJOAhAaC//e1vePfdd1VAR4IrTz75ZJP93X333Thw4ABefPFFPP/889i7dy8uvvhiuFwuv4wdCci43W784x//wAcffIBf/OIXOHz4sHcdCUqdffbZKC8vV+u8//77KngmWUDBugTedNNNsFgseP3119VxSWDq6quv9i5fsWIFBg0apAJhEsSRSeb5+u1vf4uDBw96j0kCVqWlpWrZ/fffr4I8EvCR/UhASO86KN0E9YDPwoULvfu/9957m/3c5TOWdUeNGqU+06eeegrff/+9ymSSzywwK0yCeRL0k89BAkV/+ctf8MQTT6C9CgoKcMMNN6jPS/YlwSrZn5x7+fnvvPNOFYySYNncuXP9AoE6CU5eeumlKgink4CW0WhU54eIiIiIiIi6KY2oE02fPl1LSEjQCgsLgy5fsGCBZrVatYMHD/rNnzVrlhYdHa2Vl5er15999pkm/5wvvPBCv/XeeustNf/LL79Ur6uqqrS4uDht8uTJmtvtbva4hg8frp122mlaQ0OD3/yLLrpI69Onj+ZyudTrV155Re3/5ptv9lvvySefVPPz8/O980aNGqVNmTKlyXvpx37uuedqrXE6neqYZsyYoc2bN887v6ioSO3j/vvvb7KNfoz79+9Xr8vKyrSoqKgmn5V8xvJZX3XVVd551113ndpWPkdfsu2wYcO09pCfXfa1ZcsW77ySkhLNZDKp4zly5Ih3/tatW9W6f/vb35r8HJs3b/Z+ZtnZ2WrZ+PHjteuvv77Fz5mIup9nnnlGfTeEQk1NjfpOle+b1r5Xuyr955Ap2M8p7eTgwYPVcn6vEhF1HrZ3Pwzbu+6FmVjUaaQYuXSvu/zyy73d4QJ9+umnKgNIurD5kkws2V4yjnxJxpCvMWPGqEfJzhIbNmxQtZSki550sQtGus5JF8ef/OQn6rXUptInyeDKz89v0kWxtfdtix//+MdB50tmlnSzk25/ZrNZZXytXbu2Sde/tpLPrK6uztvdUCefsXRVlH37ks9JstkCf772/Gw6yRo744wzvK+lG6NknEmWm3QB1Un3TtHce0yZMgWDBw9W2Vjbtm3D5s2b2ZWQqAfigBkdgwNmEBGFN7Z3HYPtXffAIBZ1mrKyMtXN75RTTml2nZKSkqCj6ukBD1nuS+pR+dKLmUvQRkiNKdHSex47dkw9/vrXv1YBI99Jgl+iuLi4Xe/bFsF+zj//+c+q1taECRNUNzvpdikBmwsuuKBd+/alf2bNfa6Bn6nUqJIAWuDPV19f3+73lqBVoIiIiCbzZZ5o7j0ksCbdEpcuXaqCfJmZmTjnnHPafTxE1HNwwIzmccAMIqLug+1d89jedQ8MYlGnkcCFyWTyq0UVSIJDkvkUSK+VJIXU20PP+GrpPfV9So0mCRgFmyRzqKMFywyTII3Uv/r73/+O2bNnq2DWuHHjUFVVdcLvowfcmvtc2/uZdhbJJJNgogSxJKBFRMdxwAwOmCE4YAYRdXds79jeCbZ3PQuDWNRpZHQ66Rb29ttvN8ls0klXQulSGFjg+9VXX1UZQhMnTmzXe0qReBmRUAIfmiZlPpoaNmwYhg4dqorOS8Ao2CSpqO0l2UvtzZ6SwJae1aWTAuyB3Sjbk/klxdvls5cAmS8J7OndN7sCGcXxjjvuUF0dr7vuus4+HKKwwQEzjuOAGRwwg4i6L7Z3x7G9Y3vXo3R2US7q2aSAt81m0wYNGqQ9//zz2qeffqotW7ZMu/LKK7XKykpt165dWmxsrJaZmaktXbpUW7lypfaTn/xEFZmV4uk6vdD322+/7bd/Kbor830L/7744otqnhSVl/eS95T3vuWWW7zryDwpcn7++edrr7/+urZ+/XptxYoV2qOPPqpdeumlQYuN+9KPx7dQrhRJl32+8cYb2qZNm7Tvv/++xWMX9913n2YwGNTj2rVrtWeffVbr3bu3KrQ7YMAAv3XltRRb//jjj9Xx6AWHgxUglp9D5l1zzTXqM33ttde0IUOGaPHx8dqePXv8jjkmJqbJcUmx4/Z+fUhRYCm6HkiOe/bs2U3my/59z0lzn3UgFnanno4DZnDADA6YQUQ9Ads7tnds73omZmJRpxo7diw2bdqkin3LHQSp9fSb3/xGZRZJXSTJipJi7PJ4yy23YO7cucjOzsYrr7yisnBOxMKFC7Fy5UpVj+umm27CRRddhL/+9a/o37+/d51p06ap40pISMCvfvUrnHfeeao21Zo1a9TzE/Hggw+qzLOf/vSnOPPMM5sUSw/mnnvuwe23346XXnpJdSd88cUXVRbZ5MmTm6wr60h2mhSZHz9+PB544IFm9yuftexL7mDJZ3rrrbdi1KhR6rOWLDQi6po4YIY/DpjBATOIqHtie+eP7R3bu57E3NkHQCQj0b311lvNfhCjR4/Gv/71rxY/KKkbFax7YEZGRtD5s2bNUlNLZAS+N998s9W6TIGj/DV3PAMGDMDHH3/c5mMXEsj7wx/+oCZfc+bMabKudAP85ptv2nyMEsyTqSWLFy9WUyAJkLUUJAtm3bp1Qefn5eUFnR/4mTT3cwSSICdRT9UVBsyQKZiTOWCG3Bz4+c9/jocffljVAZT6jPfee+8Jj/ra2oAZq1ev7jIDZvztb39T63DADCIKZ2zv/LG9O47tXffHIBYREVE30RUGzJg/f37QdSTj9mQPmOGLA2Z4bhbcd999KuP3kUce6fDzQUTUUdje+WN71z5s77o2dickoh9Esj6cTmezkywnopODA2a0jgNmNI8DZhBRV8H2rnVs75rH9q5rYxCLiH4Q6cZosVianQYPHsxPmOgkku5yDQ0NmDBhAl544QV89tlneOONN3DVVVepbKP7779f/W5K7b9//vOf+Oijj3D11Ver4amlm7CM4NoeNpsNf/rTn/Cf//xH1QyU95L3lPeWenu65557DmvXrsWPfvQjLFu2TK3/3nvv4bHHHsNll112Qj9rVlaWqu0nXb83b96Mbdu2tbqN1EH85JNP1OcgI7JKRpYc08CBA/3Wk1FopRv4+++/r9bfsmVLs92fpX6idEeUru/XXnut+kwl40s+Y+k2KO/VVTz++OPqvATrmkJEFE7Y3rWM7V3L2N51XexOSEQ/iPxh2lI3HL2ODRGd3AEzJHAi3ffk97N3796YPn2634AZd999txowQ2pMSW1CGTCjLXXngpH6elL76YknnlADZkhNO6lJeN111zUZMEO6qcmAGVLPRLo2jhw5EpdffvkJD5ghXSNlwAz5OSXo1FygyXfADCkILINhPPnkk+r9pfvcihUrmtTuk3VkEBEZMMNut6ufJ1idQCGfdWpqqqopJUE1yRKQbouPPvooB8wgIgoBtnds76hnMsgQhZ19EERERERERERERC1hd0IiIiIiIiIiIgp77E5IREREFEZkQIyWEuWlWK+MQklERNSVsb2jE8FMLCIiIqIwwgEziIioJ2B7RyeCNbGIiIiIwsju3btbHTBDRmYkIiLqytje0YlgEIuIiIiIiIiIiMIeuxMSEREREREREVHYYxCLiIiIiIiIiIjCHoNYREREREREREQU9hjEIiIiIiIiIiKisMcgFhERERERERERhT0GsYiIiIiIiIiIKOwxiEVERERERERERGGPQSwiIiIiIiIiIgp7DGIRERERERERERHC3f8H989qwAvI8dkAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_fit_history(axs, model, history):\n", " X = model.cal_independent\n", " for i, x in enumerate(history):\n", " x_dense = numpy.exp(numpy.linspace(numpy.log(min(X)), numpy.log(max(X)), 1000))\n", " mu, _ = model.predict_dependent(x_dense, theta=x)\n", " axs[0].plot(\n", " x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2\n", " )\n", " axs[1].plot(\n", " x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2\n", " )\n", " return\n", "\n", "\n", "for method, history in zip(df_results.index, [None, None, history_scipy]):\n", " # the plot_model method uses model.theta_fitted\n", " # here we override it with the parameter set found by a certain method\n", " model.theta_fitted = df_results.loc[method, \"θ\"]\n", "\n", " fig, axs = calibr8.plot_model(model)\n", " if history is not None:\n", " plot_fit_history(axs, model, history)\n", " axs[1].set_title(method)\n", " fig.tight_layout()\n", " pyplot.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", "Python version : 3.13.12\n", "IPython version : 9.11.0\n", "\n", "calibr8 : 7.2.0\n", "matplotlib: 3.10.8\n", "numpy : 2.4.2\n", "pandas : 3.0.2\n", "platform : 1.0.8\n", "scipy : 1.17.1\n", "\n", "Watermark: 2.6.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 4 }