{ "cells": [ { "cell_type": "markdown", "id": "27965013", "metadata": {}, "source": [ "# Melt Fe3Fe2" ] }, { "cell_type": "markdown", "id": "1607ea6a", "metadata": {}, "source": [ "In this notebook we benchmark MagmaPandas Fe3Fe2 codes by reproducing calculations and/or figures from literature. When possible, we compare MagmaPandas results to results from codes or data provided with the original publication of the model. Unfortunately, in many cases these are not available, in which case we've compiled the input data ourselves. In these cases, we cannot be 100% sure that we use exacly the same input data and small differences between MagmaPandas results and data in published figures are expected." ] }, { "cell_type": "code", "execution_count": 1, "id": "dc86705c", "metadata": {}, "outputs": [], "source": [ "import MagmaPandas as mp\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import geoplot as gp\n", "from scipy.interpolate import interp1d\n", "from scipy.optimize import root_scalar\n", "import elementMass as e\n", "\n", "from MagmaPandas.Fe_redox.Fe3Fe2_models import *\n", "from MagmaPandas.model_calibrations import get_calibration_data\n", "from MagmaPandas.fO2 import IW\n", "\n", "mm = 1 / 25.4" ] }, { "cell_type": "markdown", "id": "11fa15cb", "metadata": {}, "source": [ "### Armstrong et al. 2019" ] }, { "cell_type": "markdown", "id": "000cf1fa", "metadata": {}, "source": [ "For the model from {cite:t}`Armstrong2019` we reproduce their Fig. 1 from the main text. Input data are according the their Supplementary text." ] }, { "cell_type": "code", "execution_count": 2, "id": "5bb3fed4", "metadata": {}, "outputs": [], "source": [ "# andesite composition from supplementary table S1, with Fe2O3(total) converted to FeO(total)\n", "andesite = mp.MagmaSeries(\n", " {\n", " \"SiO2\": 57.3,\n", " \"TiO2\": 3.0,\n", " \"Al2O3\": 14.8,\n", " \"FeO\": 8.46,\n", " \"MgO\": 2.1,\n", " \"CaO\": 7.4,\n", " \"Na2O\": 4.4,\n", " \"K2O\": 1.1,\n", " }, units=\"wt. %\", datatype=\"oxide\"\n", ")\n", "\n", "# temperatures and pressures from Fig. 1\n", "temperatures_armstrong = np.array([1673, 1773, 1873, 2023, 2373, 2473])\n", "pressures_armstrong = np.linspace(1, 25e4, 100)" ] }, { "cell_type": "code", "execution_count": 3, "id": "2616dcb8", "metadata": {}, "outputs": [], "source": [ "# fO2 at Ru-RuO2 according to equation S3 from Armstrong et al. (2019)\n", "from MagmaPandas.fO2.RuRuO2 import fO2_RuRuO2\n", "\n", "fO2_armstrong = pd.DataFrame(index=pressures_armstrong)\n", "Fe3Fe2_armstrong = pd.DataFrame(index=pressures_armstrong)\n", "\n", "for T in temperatures_armstrong:\n", " fO2_armstrong.loc[pressures_armstrong, T] = fO2_RuRuO2(T_K=T, P_bar=pressures_armstrong, logshift=0)\n", " Fe3Fe2_armstrong.loc[pressures_armstrong, T] = armstrong2019.calculate_Fe3Fe2(\n", " andesite.moles(), T_K=T, P_bar=pressures_armstrong, fO2=fO2_armstrong[T].values\n", " ).values\n", "\n", "Fe3Fe_total_armstrong = Fe3Fe2_armstrong.map(lambda x: x / (x+1))\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "921b0598", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.vitaminC)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(240*mm, 100*mm))\n", "\n", "for T in temperatures_armstrong:\n", " axs[0].plot(pressures_armstrong / 1e4, Fe3Fe_total_armstrong[T], \"-\", label=f\"{T:d} K\")\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_Armstrong2019_Fig1.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "\n", "axs[0].legend()\n", "axs[0].set_ylim(0,1)\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Armstrong Fig. 1\")\n", "\n", "axs[0].set_xlabel(\"pressure (GPa)\")\n", "axs[0].set_ylabel(\"Fe3/Fe(total)\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "05b1cf94", "metadata": {}, "source": [ "### Borisov et al. 2018" ] }, { "cell_type": "markdown", "id": "397671d5", "metadata": {}, "source": [ "For the {cite:t}`borisov_ferricferrous_2018` model we calculate Fe3Fe2 for their calibration dataset in order to reproduce the upper left panel of their Fig. 6. We use the experimental data provided in their electronic supplement." ] }, { "cell_type": "code", "execution_count": 5, "id": "24ce4037", "metadata": {}, "outputs": [], "source": [ "borisov_calibration = pd.read_csv(\"./data/Fe3Fe2/Fe3Fe2_borisov2018.csv\")\n", "borisov_datasets = [\"b2013\", \"b2015\", \"b2017\", \"b2018\"]\n", "borisov_data = borisov_calibration.query(\"ref in @borisov_datasets\")\n", "other_data = borisov_calibration.query(\"ref not in @borisov_datasets\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "c3532ab4", "metadata": {}, "outputs": [], "source": [ "T_K_borisov = borisov_data[\"T_K\"]\n", "fO2_borisov = borisov_data[\"fO2\"]\n", "Fe3Fe2_experiment_borisov = borisov_data[\"Fe3Fe2\"]\n", "borisov_compositions = borisov_data.iloc[:, 6:15]\n", "\n", "T_K_other = other_data[\"T_K\"]\n", "fO2_other = other_data[\"fO2\"]\n", "Fe3Fe2_experiment_other = other_data[\"Fe3Fe2\"]\n", "other_compositions = other_data.iloc[:, 6:15]" ] }, { "cell_type": "code", "execution_count": 7, "id": "5d17610c", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_armstrong = borisov2018.calculate_Fe3Fe2(melt_mol_fractions=borisov_compositions, T_K=T_K_borisov, fO2=fO2_borisov)\n", "Fe3Fe2_previous = borisov2018.calculate_Fe3Fe2(melt_mol_fractions=other_compositions, T_K=T_K_other, fO2=fO2_other)" ] }, { "cell_type": "code", "execution_count": 8, "id": "539b1ce1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.vitaminC)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(240*mm, 100*mm))\n", "\n", "axs[0].plot([0, 8], [0, 8], \"-\", color=\"k\")\n", "axs[0].plot(Fe3Fe2_armstrong, Fe3Fe2_experiment_borisov, lw=0., label=\"borisov data\")\n", "axs[0].plot(Fe3Fe2_previous, Fe3Fe2_experiment_other, lw=0., label=\"previous data\")\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_borisov2018_fig6.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "\n", "axs[0].set_xlim(0, 9)\n", "axs[0].set_ylim(0, 9)\n", "axs[0].legend(frameon=True, fancybox=False)\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Borisov Fig. 6\")\n", "\n", "axs[0].set_ylabel(\"Fe3Fe2 experiment\")\n", "axs[0].set_xlabel(\"Fe3Fe2 calculated\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dd7fe6ec", "metadata": {}, "source": [ "### Deng et al. 2020" ] }, { "cell_type": "markdown", "id": "60f40d38", "metadata": {}, "source": [ "For the {cite:t}`Deng2020` model, we are going to reproduce Fig. 3b, with the data and code provided by Deng on his [github page](https://github.com/neojie/oxidation_lite)." ] }, { "cell_type": "code", "execution_count": 9, "id": "b5e12d06", "metadata": {}, "outputs": [], "source": [ "geotherm_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/geotherm.csv\"\n", "compositions_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/compositions_cation_molfractions.csv\"\n", "fO2_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/log10fO2.csv\"\n", "\n", "earth_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/earth.csv\"\n", "moon_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/moon.csv\"\n", "mars_file = \"./data/Fe3Fe2/Fe3Fe2_deng2020/mars.csv\"" ] }, { "cell_type": "code", "execution_count": 10, "id": "a2490427", "metadata": {}, "outputs": [], "source": [ "compositions_deng = mp.Melt(pd.read_csv(compositions_file, index_col=[0]), units=\"mol fraction\", datatype=\"cation\")\n", "earth_deng = pd.read_csv(earth_file)\n", "moon_deng = pd.read_csv(moon_file)\n", "mars_deng = pd.read_csv(mars_file)\n", "\n", "earth_composition_deng = compositions_deng.oxides().loc[\"earth\"].recalculate()\n", "moon_composition_deng = compositions_deng.oxides().loc[\"moon\"].recalculate()\n", "mars_composition_deng = compositions_deng.oxides().loc[\"mars\"].recalculate()" ] }, { "cell_type": "code", "execution_count": 11, "id": "09f093ff", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_earth_calculated_deng = deng2020.calculate_Fe3Fe2(\n", " melt_mol_fractions=earth_composition_deng,\n", " T_K=earth_deng[\"T_K\"],\n", " P_bar=earth_deng[\"P_GPa\"] * 1e4,\n", " fO2=10 ** earth_deng[\"log10fO2\"],\n", ")\n", "\n", "Fe3Fe2_moon_calculated_deng = deng2020.calculate_Fe3Fe2(\n", " melt_mol_fractions=moon_composition_deng,\n", " T_K=moon_deng[\"T_K\"],\n", " P_bar=moon_deng[\"P_GPa\"] * 1e4,\n", " fO2=10 ** moon_deng[\"log10fO2\"],\n", ")\n", "\n", "Fe3Fe2_mars_calculated_deng = deng2020.calculate_Fe3Fe2(\n", " melt_mol_fractions=mars_composition_deng,\n", " T_K=mars_deng[\"T_K\"],\n", " P_bar=mars_deng[\"P_GPa\"] * 1e4,\n", " fO2=10 ** mars_deng[\"log10fO2\"],\n", " melt_Fe=\"25molpc\"\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "d5309960", "metadata": {}, "outputs": [], "source": [ "Fe3Fetotal_earth_calculated_deng = Fe3Fe2_earth_calculated_deng / (1+ Fe3Fe2_earth_calculated_deng)\n", "Fe3Fetotal_moon_calculated_deng = Fe3Fe2_moon_calculated_deng / (1+ Fe3Fe2_moon_calculated_deng)\n", "Fe3Fetotal_mars_calculated_deng = Fe3Fe2_mars_calculated_deng / (1+ Fe3Fe2_mars_calculated_deng)" ] }, { "cell_type": "code", "execution_count": 13, "id": "0fe26d73", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = 1/25.4\n", "lw=2\n", "\n", "gp.layout(colors=gp.colors.bella)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(180*mm, 120*mm), sharex=True, sharey=True)\n", "\n", "axs[1].plot(earth_deng[\"Fe3Fetotal\"], earth_deng[\"P_GPa\"], \"-\", lw=lw, label=\"earth\")\n", "axs[0].plot(Fe3Fetotal_earth_calculated_deng, earth_deng[\"P_GPa\"], \"-\", lw=lw, label=\"earth\")\n", "\n", "axs[1].plot(moon_deng[\"Fe3Fetotal\"], moon_deng[\"P_GPa\"], \"-\", lw=lw, label=\"moon\")\n", "axs[0].plot(Fe3Fetotal_moon_calculated_deng, moon_deng[\"P_GPa\"], \"-\", lw=lw ,label=\"moon\")\n", "\n", "axs[1].plot(mars_deng[\"Fe3Fetotal\"], mars_deng[\"P_GPa\"], \"-\", lw=lw, label=\"mars\")\n", "axs[0].plot(Fe3Fetotal_mars_calculated_deng, mars_deng[\"P_GPa\"], \"-\", lw=lw, label=\"mars\")\n", "\n", "axs[0].legend()\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Deng\")\n", "\n", "axs[0].set_xlim(0, 0.04)\n", "axs[0].set_ylim(0, 100)\n", "axs[0].invert_yaxis()\n", "\n", "fig.supxlabel(\"Fe3Fe(total)\")\n", "fig.supylabel(\"pressure (GPa)\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "45cdf04c", "metadata": {}, "source": [ "### Hirschmann (2022)" ] }, { "cell_type": "markdown", "id": "eb49e323", "metadata": {}, "source": [ "This model uses eq. 21 from {cite:t}`Hirschmann2022`. Here we reproduce results from calculations with the matlab scripts provided as electronic supplement to the paper. As input we use the example data that came with the supplement." ] }, { "cell_type": "code", "execution_count": 14, "id": "20389ba7", "metadata": {}, "outputs": [], "source": [ "hirschmann_file = \"./data/Fe3Fe2/Fe3Fe2_hirschmann.csv\"" ] }, { "cell_type": "code", "execution_count": 15, "id": "a668c29a", "metadata": {}, "outputs": [], "source": [ "hirschmann = pd.read_csv(hirschmann_file).sort_values(\"P_GPa\")\n", "T_K_hirschmann = hirschmann[\"T_K\"]\n", "P_bar_hirschmann = hirschmann[\"P_GPa\"] * 1e4\n", "fO2_hirschmann = 10 ** hirschmann[\"log10fO2\"]" ] }, { "cell_type": "code", "execution_count": 16, "id": "c2a99f62", "metadata": {}, "outputs": [], "source": [ "compositions_hirschmann = mp.Melt(hirschmann.iloc[:, 8:], units=\"wt. %\", datatype=\"oxide\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "0a429f07", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_hirschmann_armstrong = hirschmann2022.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions_hirschmann.moles(),\n", " T_K=T_K_hirschmann,\n", " P_bar=P_bar_hirschmann,\n", " fO2=fO2_hirschmann,\n", " dVdP_method=\"armstrong2019\",\n", ")\n", "\n", "Fe3Fe2_hirschmann_deng = hirschmann2022.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions_hirschmann.moles(),\n", " T_K=T_K_hirschmann,\n", " P_bar=P_bar_hirschmann,\n", " fO2=fO2_hirschmann,\n", " dVdP_method=\"deng2020\",\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "df089164", "metadata": {}, "outputs": [], "source": [ "Fe3Fetotal_hirschmann_armstrong = Fe3Fe2_hirschmann_armstrong / (1+Fe3Fe2_hirschmann_armstrong)\n", "Fe3Fetotal_hirschmann_deng = Fe3Fe2_hirschmann_deng / (1+Fe3Fe2_hirschmann_deng)" ] }, { "cell_type": "code", "execution_count": 19, "id": "5aa9346f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = 1/25.4\n", "lw=2\n", "\n", "gp.layout(colors=gp.colors.bella)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(180*mm, 90*mm), sharex=True, sharey=True)\n", "\n", "axs[1].plot(hirschmann[\"Fe3Fetotal_armstrong\"], P_bar_hirschmann / 1e4, \"o\", lw=lw, label=\"Armstrong dVdP\")\n", "axs[0].plot(Fe3Fetotal_hirschmann_armstrong, P_bar_hirschmann / 1e4, \"o\", lw=lw, label=\"Armstrong dVdP\")\n", "\n", "axs[1].plot(hirschmann[\"Fe3Fetotal_deng\"], P_bar_hirschmann / 1e4, \"s\", lw=lw, label=\"deng dVdP\")\n", "axs[0].plot(Fe3Fetotal_hirschmann_deng, P_bar_hirschmann / 1e4, \"s\", lw=lw, label=\"deng dVdP\")\n", "\n", "axs[0].legend(frameon=True, fancybox=False)\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Hirschmann\")\n", "\n", "\n", "axs[0].invert_yaxis()\n", "\n", "fig.supxlabel(\"Fe3Fe(total)\")\n", "fig.supylabel(\"pressure (GPa)\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f52bb283", "metadata": {}, "source": [ "### Jayasuriya et al (2004)" ] }, { "cell_type": "markdown", "id": "8b353598", "metadata": {}, "source": [ "Here we reproduce figure 10a from {cite:t}`Jayasuriya2004` with data compiled from literature" ] }, { "cell_type": "code", "execution_count": 20, "id": "d839a00d", "metadata": {}, "outputs": [], "source": [ "jayasuriya_calibration = get_calibration_data(parameter=\"Fe3Fe2\", model=\"jayasuriya2004\")\n", "jayasuriya_calibration = jayasuriya_calibration.query(\"ref != 'J2004'\")\n", "\n", "jayasuriya_calibration = jayasuriya_calibration.set_index([\"ref\", \"run\"], drop=True)" ] }, { "cell_type": "code", "execution_count": 21, "id": "eece261d", "metadata": {}, "outputs": [], "source": [ "idx = pd.IndexSlice\n", "remove_samples = idx[[\"T1980\", \"S1980\"], [\"123\", \"14\"]]\n", "remove_samples = jayasuriya_calibration.loc[remove_samples, :].index\n", "\n", "jayasuriya_calibration = jayasuriya_calibration.drop(remove_samples, axis=0)" ] }, { "cell_type": "code", "execution_count": 22, "id": "419b7248", "metadata": {}, "outputs": [], "source": [ "T_K_jayasuriya = jayasuriya_calibration[\"T_K\"].reset_index(drop=True)\n", "P_bar_jayasuriya = jayasuriya_calibration[\"P_bar\"].reset_index(drop=True)\n", "fO2_jayasuriya = jayasuriya_calibration[\"fO2\"].reset_index(drop=True)\n", "\n", "Fe3Fe2_measured_jayasuriya = jayasuriya_calibration[\"_Fe3Fe2\"].reset_index(drop=True)\n", "\n", "compositions_jayasuriya = mp.Melt(\n", " jayasuriya_calibration.iloc[:, :13].reset_index(drop=True),\n", " units=\"wt. %\",\n", " datatype=\"oxide\",\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "3bbab2fc", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_calculated_jayasuriya = jayasuriya2004.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions_jayasuriya.moles(),\n", " T_K=T_K_jayasuriya,\n", " P_bar=P_bar_jayasuriya,\n", " fO2=fO2_jayasuriya,\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "id": "8fc26090", "metadata": {}, "outputs": [ { "data": { "image/png": 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cfomPorJ161aZEymEEMKplFLMnj2bQYMGUbduXdasWSPVxoUQQpQ4paYnUgghhHCm7OxsevXqxYsvvkivXr3YsGGDJJBCCCFKpFLTEymEEEI4y+HDh+nWrRuHDx9m3rx59OjRw9khCSGEEDdMeiKFEEKIYrR06VKaNGmC0Whk69atkkAKIYQo8UpNEimFdYQQQtxKFouFoUOH0rVrV+655x62bdtGnTp1nB2WEEIIcdNKzXBWKawjhBDiVjl16hRPPvkkmzdvZty4cbz66qtoNBpnhyWEEEIUiVLTEymEEEIUNbPZTI+evTCbzY5ta9eupVGjRsTFxbF27Vpee+01SSCFEELcViSJFEIIIW7QjFmzWbx8JTNmzUYpxZgxY+jQoQO1a9dm586d3HHHHQVuK7+EVAghhHBFkkQKIYQQN8BsNjN+2nRMNVvy+ZSpdO7cmTfffJM333yTFStWUL58+UK1d2lCKlybUgqlVL7bLr1ca78QQpRkpWZOpBBCCFGUZsyazRn3INDpiVfenF2zll9++YWHHnqo0G1dmpCOnzadfn1fwN3dvRiiFjdLKcWaNWsI8PencZMmju1Go5GtW7awf98+ypUvT5u2bSlXrhwajQar1crhw4fZuGEDGuCO1q2pVq0aOp3OeQ9ECCFuQqnpiZTqrEIIIYpKbtJnCA4DQIVXJiQ0nPvuu++G2rs0IT3jHii9kS5IKYXZbObAgQNMmjCB3bt2OfbZbDYWzJ/PR6NHk5yczI9LlzJ65EjOnj2LUopdO3fy6ssv899//3HgwAFeffll9uzZIz2SQogSq9T0REp1ViGEEEVl0tRpxOMN2ovnYrU6zvuEMGPWbAYNHFCothwJaYXaABiCw6Q30gWdP3+e8Z9/zqZNmzh39myefXFxcfz6888MHTaMdnfdRWpqKs/36sXaNWt45NFH+WrOHFq3acNrQ4YA8Nmnn/L1nDnUmzABvV6P3W7nv3//5ejRo854aEKIEsDd3Z0Od9/tMiMYSk0SKYQQQhSFuLg4Rn/8MbYsAxVMqfj7+wNgV3Y2xsYWOol09EJekpDm9kYWti1RfPz8/Hjq6ad5oGNHPh871rFdKcXRuDgyMzNpdccduLm5ERwcTLNmzYjdvJnmLVqQkJBA18cew9vbG4CWrVoxedIkzp07R2hoKDarlSWLF7NwwQJCQkKKJN6srCysVmuBTqDb7XYuXLhAQEAAbm5u+d4mMysLWz7tWa1WUlNTCQ4ORnvxPZxfe6mpqbi7uzueg0vbMxqNZGdnExQUhNVmI+2y9m6GxWIhPT2dwMDAAv34TktLQ6fT4evrW6j27EqRmpKCj48PHh4eV20vOzsbk8lEUFAQZrOZ9PR0ypQpg0ajwWazkZqaSkBAAFqtltTUVHx8ffG4yZNJSimSz58n8Bqv76UMBgMmk4mAgIB8K0srpTh//jz+AQG4X9ZeWloaOr0eXx8fx7bs7GzMZnOe9nLfN0FBQWi0Wi6cP4+/vz/u7u5cuHABb29vPD09SUtLQ6/X43NJezejMO05XuugIHT5vBcVkH6V9nLf08HBwXnaS0tLy/PeTk5OdjxupRTp6emO9jIzM7Hb7Xh4eJCamkpgYCAbNm92mSQSdZtLS0tTgEpNTXV2KKKA7Ha7ysrKUna73dmhiAKS16xkkdfrxv30008qICBAVa1aVe3Zs6dI2nz86WdU1XoNVUyDxo5L1XoN1eNPP+O4TWpqqgJUWlpakRxT3LiM9HT1zFNPqS9mzVJKKWWz2dTsWbPUE489piwWi1Iq529s/ty56pHOndXmTZvUQx07qv379jna2L17t3qoUye1a+dOpZRSZrNZffzRR6rjffcpi8Vy0xez2aymT5umhrz2WoFun5SUpDo98IDavn17vvtNJpOaOmWKGjZ0qDKbzXn27du3T913zz0qMTHRse3MmTPqvnvuUbt27XJs69e3r5rz5ZeO9qZMnqzeeuMNZTKZ1G+//KJ6PP20SktLU3v27FEPduyoEuLji+S52Lljh3qkc2cVX8D23nj9dTVxwoQrHmfuZdvWrarbo4+q+JMn82xPTk5WTz35pFq1alWe7a8PGaImTpjguD5/3jz14gsvKLPZrDZu2KA6PfCASk9PVxaLRR05ckR1e/RRtX/fPpWUlKSeevJJtXbNmpt+DjIzM9U9HTqoLVu2FOj2337zjerfr59KTU3Nd396erp64N571ZbY2Cv2DX71VTVl8uQ82xYuWKAGvPSSSktLc2w7dOiQ6nT//SouLk6dP39ePdSpk9oSG6uys7PV0927q19+/lmZzWY15NVX1bSpU4vkvWAwGNSQ115TM6ZNK9Dtd+/apbo89JBKSEjId39WVpYa8tprauaMGVfs+3HpUvXMU08po9Ho2LZr1y7V6YEH1JkzZxzxdHrgAfX32rU5r1NGhhr86qvqi9mzlcloVOM++0wNHTxYffzRR6pm9eqqRdOmymAw3PoPvauQnkghhBDiOqxWK8OHD+fTTz/lkUce4auvviqyKRLfLZhfJO0I57FYLOj1eX9S6fR6LBYLVqs15/olvQc6nQ6UcuyDnN4dk9nMkSNH8PHxISIi4obXF7Xb7QQHB1O+QgV0Ot1123F3dycqKgofb+8rHsel7RkNBvR6fZ72vL28iIqKwsPd3XHf3Pa8L2kvNCyMoOBgx/DdMmXKOJ43f39/wsPDcXNzy4kX0Op0+cZSWN7e3kRERuLh4VGg9sqXL0+ZMmWueJyO9i6+Nu6Xtefu7k54eDh+vr55tpevUMHRnlKKwMBAQkNDHb1NkVFRuOn16PV6PD09iYiIwMvLy/G6FcXzYLfbiapYER8fnwK1FXAxRjc3t3xv7+bmRuRV2qtwyePNFZhPe16enkRGReHp4YG7uzuRUVF4X2wvPCICf39/9DodGq0WrUZTJO+F3PiCL74Pr+d67x273U75fNpTShFw8T2t1+sdf/ve3t5ERUXhfsnfSmRUFL4X3zM2N7ec+IKC0On1+Pj6smPHDswmE00aN+bw4cNF8hwUGScnscVOeiJLHuklKXnkNStZ5PUqnNOnT6u2bdsqnU6nPvvsM6c8b9IT6Tou74m02+3qu0WLVKf771dms1kpldM7OXXKFPXsM8+ovXv2qIc6dVJbt2xxtLF50yb1UKdO6uDBg0qpnJ7IUR98oKpXraruatNGvT5kiLJYLDcco91uV5mZmSo1NbVA71ebzabOnz/viP9q7aWlpV3RXm4vnNVqzdNecnJynvZSU1JUVlZWvu0ZDAZ14cIFZbfZ1P79+9VDHTuq06dO3chDv4LZbFbnz5/PE9+1pKWlqczMzKs+b1drz2azqQsXLiij0Zhve0r9/7M3JSVF2e12ZTKZVHJysuNYFotFnT9/XlnMZnXu3Dn1dPfuat26dYV9yFew2+0qOTlZmUymAt0+OztbpaamKpvNVuj20lJTHY/38vbsl7SX+76xWCyO95/JZFJ2u11duHBBGQwGZbfZ1NDBg9WMadMK8Wivzm635xvf1VzvvWO321VqaqrjfX3pdsd7+pL3kdlsVsnJyY7n1W63q/OXPI+Xtpedna0+/vBD1axxY9WyeXPVqH591bRxY+mJdIZmzZqh0+kYMGAAAwbIHBMhhBDXt379eh5//HEAVq9eTZs2bZwckXBFUdHRGIxGEhISqFSpElarld27dlG3bl0io6Lw8PDg0KFDjiVBDh08iKenJ+Hh4QBoNBr0bm5UqlSJb777ztEjd6M0Gk2h5pBptdo8c7cK055er6dMmTJXtHf5toDAwKu25+npiaenJwDubm6OHtSikDtHtaBy5zgXtj2tVktQUNA129NoNHh7ezvmhbq7u+d5nvR6vaNtnU5H2XLlHM/LzdBoNFe8Htfi5eWFl5fXDbXnn88Ijfzau/x9c+lzmvs8KqUIDg7G7zqvSUFpNJp847ua6713NBpNviNSNBpNnvf0pe1d+pg1Gg3Bl10PCAggMzOT2TNnsm3bNmbMmkXF6GgWzJ3Ld999V+DYb4VSk0RKdVYhhBAFpZTi888/58033+TOO+/k22+/pUKFCs4OS7ggjUZDrVq1iKlenelTp/LCiy+ya+dOEhIS6PfSSwQEBHDPvfey5PvvialeHWW388OSJTzy6KOOZAJwDJ+02+3Y7XYnPiLnioyKYviIEQTmk5CVJn5+fgwePDhPklEa9ezdu1RVqTYYDMyeNYv169fz/gcfULVaNQzZ2bi5u+Ph4XHDQ9yLQ6lJIoUQQoiCSEtLo1evXvz444+88cYbjB49usjm44iST6/X06RJEypGRzu2+fn5MWTIEKZMnsxrr7yCv78/Lw8aRL369dFoNDzx5JNkZ2Xx0ahRoNHQ4Z57eLRbtzw/CG02G0ePHuXxrl1p0rQpH378cal833l6ehJ9yXNbWun1eiKjopwdhlNpNBpCQ0OdHcYtk52dzayZM1m/bh3vvf8+devV49tFi/hi1iwy0tNxu1jB1VVolCtFUwzS09MJCAhwlEwWrk8phcFgwMvLy6XOuIirk9esZJHX6+r27t1L165dOXfuHHPnzuXhhx92dkhATmIbGBhIWlradYfbieKllMJoNKLT6fL0kCilyMrKIiMjA3d3d4KCgvIsUWE2m0lJSQFyhutdel+r1crECRP4c/lyJk+dio+PD+Hh4fL3KUQpkZ2dzeyZM1m7di3vf/ABdevVQ6vVcuHCBc6dPcvvv/7Kb7//zh9//plnCRlnKn2nuIQQQoh8zJ07l5deeomYmBiWL19OlSpVnB2ScEEajSbf+WIajQZfX9+rri/o7u5O+fLlr9mup4cHMTExkjwKUYoYjUZHApnbA5l7Aio4OJigoCC2bd1aJOumFiXXikYIIYS4xYxGI3379qVnz550796dzZs3SwIpnEJdXPbj0qU/hBAlm1IKi8XiuFw6CDQrK4tZuQnkBx9Qv0GDPMmi3W7HYrFgs9nAxQaPSk+kEEKIUuvYsWN069aNAwcO8OWXX9K7d29nhyRKKavVSnx8PC8PGECtWrUY8PLLN1Wh1Gg0kpmRcdX9fv7+mEwmLGYz/gEBuLm55dmvlOLChQtkZmZStmzZPEWAnCl32LDRaMTf379UFV0RJY9SihMnTvDBe+8BOfOnR3/0Ef7+/hiNRuZ88QVrVq3i3fffp169egB51pddvWoVv/7yC/EnT2IymVwqkZQkUgghRKn022+/0aNHD4KDg9m0aRMNGzZ0dkiiFNNqNPj6+XFX+/ZUqFDhpoa0KqX4/bffGPn++/nu12g0fD5+PMv/+INNGzcyc/Zs6tStm+c2VouFqZMn8/NPP/HZuHHc1b79DcdTlOx2O5MnTuTnn37i088+o03bts4OSYhryszIYN3ffwMQFByMxWLBkJ3NF198wepVqxjx/vs0aNjQUZ156Q8/sHnzZgDCQkO566672BIby86dO8GFhrqXmiRS1okUQggBOVUw3333XT766CM6d+7M3LlzCbxkDTshnEGr0xEcFMTjTzxRJHMiw8LCaN+hAwr498AB4o4coWatWlStWtWxzp/RaCQzMxObzYbJZMJqteLl5YVWq0Wr1dKwUSM0Gg1hYWGOdi0WC0ajEb1ej6enZ76xXqtmo0ajybM/97rZbMZsNuPl5YVOp7vidpDTu6rVajGaTGRmZTl6ay6/ncwpFa7MYDCw6Jtv+GvlSt774AMaNGjgeM8qpdi9axe//vwzAD2efZbHn3wSi8XC3n37nBn2FUpNEinrRAohhDhz5gxPPfUUa9eu5ZNPPuH11193uWIFovRS5PS0aTQax+VGaDQaWrZqRctWrVBK8eknn3Ds6FEe7tKFPi+8AORUi821b+9evl20iPT0dJo0bUr3p57Czc0NnVbrWL9SKcXB//7j++++IzExES8vL1q2akWnBx/Ex8cnT6w/LF7M/n/+4emnn6ZS5cp8s3AhiQkJdHvsMaIqVuTHpUuJP3mS7k8/TYUKFVj111+sXr2a1JQUIiIi6Pzww9StVw+lFPPnzuXsuXPcceedLPvtNzpfVjHZYDDw808/cejgQVq3aUPbdu0kiRQupXyFCrzx1ltAzt/mt4sWsX7dOt597z0aXDYHMvc2l76H7XZ7zokSFxrKCqUoiRRCCFG6bdy4kccffxybzcaqVato166ds0MSwsFms3EmKYkJ48cTHR3NI488guYm5kQWlMFgYMb06URGRXH82DHWrl2Ll5cXXbt2ZcvWrfy0dCnNW7TA18+Pd4YPJzExkYYNG3Ly5En+WrkSo8HAsz175mkzJSWFBfPmERERQXhEBF/PmcOpU6cIj4jAz8+Pb7/5BqUUT3TvzoL585k8cSJ+fn6UL1+eXTt3snLFCsaMHUuTpk1Z8eef7Ni5k+XLlmG12Wh7yd+t1WZj8fffM3bMGJq3aEHVatUkgRQuRaPREBISwgt9+5Kdnc3Xc+aw4eI6kA0aNsw3gWzbrh1BQUEAaLVaJowbx/59+7BYLM54CFclp1+FEELc1pRSjB8/nnbt2lGlShV27twpCaRwSXa7nezsbEwmE7eqz8Fut/Nsz55MnzGDV159FZPRyO5du644fvzJk5w4cYKoqCheefVVRo4ezTPPPouvn98VbbZo2RK9Xs++vXs5ffo0ZrMZX19f4o4c4ezZs5yMjyemRg3c3d1ZMH8+nl5ejP74Y6bPmsWrgweTlJTEwgULsNvtACi7nRYtWzJh4kQaN2ni2LZm1SqmTplCdKVKvPn220RGRkoSKVyORqPBbDYz9+uvWbFiBSPeey/fBBJyksb77r+f1994g9ffeIOWrVqRnZ2N2Wy+5jBxZ5CeSCGEELet9PR0nn/+eZYsWcLQoUP56KOPrqhCKYQr0Ol0hIaF8fbw4Tc1lLWwvL29ada8OQGBgVStVg29Xp8z1/CyH6wRkZHUqFGDzZs20e3RR6latSpNmzenfoMGV7QZHhFB1WrViIuLY9vWrZQrX57IyEji4uLYt28fWZmZtGrVivPJyZw8cYKWrVrRqlUrtFot99x7L5MnTuTwoUOkpqYC4Ovry3O9ehETE+NILI1GI0sWL8Zut3PPPfcQGRlZ3E+VEDfEYDDw9Vdf8efy5Yx4910aNW5c4L/vFi1b0qx5cxYtWMDcuXOLOdLCkZ5IIYQQt6X9+/fTtGlTVqxYwQ8//MDYsWMlgRQuTQOOoja3KonMM//yGscMDg7O6R0ZNow2bduSkZHBvK+/ZvTIkVgvG2bn6+ND48aNSUlJ4a+VKylXrhztO3Tg+LFjbFi/Hm9vb5o2bYpOp0Or1WK1WnPWwQPHmng6nQ7dxZ4ajUaDp4dHnudEo9FQs2ZNQkND+f2339i3d28xPDtC3ByDwcDcr7/mj2XLCp1AQs7ngU6nQ6PVulRlVpAkUgghxG1owYIFNG/eHA8PD7Zv386jjz7q7JCEKLEUEBsby9gxY9BotXz62WdMmjoVPz8/jh09ivmyJNLN3Z2GjRqRlZnJ1q1bqVS5Mg0aNiQ9PZ3NmzdTt149gsuUoXyFClSLieHQwYOs+PNPkpOT+XHpUlJSUqhbrx7+1yiI6OHhQd9+/eg/cCBZWVnMnjWLtLQ0lxvyJ0ovk8nE3K++YtlvvzkSyNupkNvt80iEEEKUeiaTiZdeeokePXrQrVs3YmNjqVatmrPDEuK67HY7mZmZrPv7b/bu3esYtukKNEDFihWx2WxMnDCBx7p25eUBAzBbLDzatSteXl55b6/RUL9BA3x8fTEZjdStWxd/f3+iK1UiMyODli1b4uHhgb+/P/0HDMDbx4e33niDB+67j+lTp1K3bl169up1zR4bjVaLt7c39953H81btGDjhg0s/+MPSSKFS8jOzubrr75i2bJljHjvPRo3aXJDCeTJkydZ9/ffHDl82NFb7ypkTqQQQojbwvHjx3nsscfYt28fs2bNok+fPlJkQ5QYNpuNM2fOMGH8eBo0aECtWrWKrNfi3vvuIzIqioYNGzq26XQ6Hn/iCVq3aUNEeDgAUVFRvPfBB1SsWBGdXs+DDz5IrVq1qF69OmHh4Xz0ySds2riRo0eP4u7uTv0GDWjVsmW+f2dRUVG89dZbZGRm0qx5c3x9fRk8dCinT52iZatW6C5Wnr3v/vsJDQ0lNjaWc2fPUrlKFe68806ioqJQQK/nnyc1NZXgMmWAnAT1wQcfpGbNmlSvXp0yZcrw+rBh7Nu3j9DQ0CJ5voS4GSaTifnz5vH7b7/xzogRN5xAAmzfto358+ZxPjk558SSC50k0ajb/JRNeno6AQEBpKamyjqRJYRSCoPBgJeXl/wALCHkNStZbsfXa9myZTzzzDMEBASwZMkSGjdu7OyQilRaWhqBgYGkpaXh7+/v7HBEEbNarUyaOJE1q1bxw08//X8eVBH8fV7+M+/SRc0v336tn4SX7s/tJb3W3M3r/by89H5KKcfl0jmaBYnxatuEcAaj0cj8uXP59ZdfGP7uuzRt2vSmTgbZbDZsViuLvvkmJzFdvhwPD48ijPjGyXBWIYQQJZbNZuPdd9+lU6dOtGrVih07dtx2CaQoPTQaDW5ubuj1+iJLhC5Nyi4vTHP59su3XW2/Tqe7bpJ7rbYuv59Go3EkzpcmpgWJ8VqPUYhbyWg0smD+fH75+WeGjxhBk5vogcyl0+lwc3fP6bl3sfd2qUkimzVrRq1atZg6daqzQxFCCFEEzp07xwMPPMCHH37Ihx9+yC+//EJwcLCzwxJCFILdbsdms13Rm5i73WazYbfbZa6jcGkmk4kF8+fz048/MnzECJo2a+YYsn27KjVzIrdu3SrDWYUQ4jaxefNmHn/8cUwmEytWrKBDhw7ODkkIUUg2m40l33/Pur//5tXBg6kWEwNASkoKv/7yCxvWr0ej0dCqVSseevhhOUkkXJLBYGDhggX8/OOPjHj3XZo2a3ZbVWG9mlKTRAohhCj5lFJMnjyZIUOG0KxZM77//nvCLxYFEaJEUwqb3U56ejp6vR5vb+9bMjRTKeXoCbx8GK1SCrvdjt1uR6+/+k/G3DZyh7heL2673c6hgwfZtWsX06ZOxWI2k5mZCeSsE7lg3jxmTJ9OuXLl0Gg0rF+3jpMnTzJk6FC8fXyK5oELUQTMZjPfLFzIzz/+yNvvvEOTm5wDeTmTyYTBYMBgMLhUUR2QJFIIIUQJkZGRQZ8+ffj+++957bXXGDNmDG5ubs4OS4giYbFYOBoXR9cuXWjStCmjP/romolbkRzTbGbdunXs3LkTi8VC/QYNaNu2Lb6+vtjtdo4fP87yP/4gLTWVtu3akZ6eTkZGBg907MiZM2eI3bSJWnXqEHfkCAf/+4/wiAge6tyZMhcrqV6N2Wzm5QEDOHv2LAaDIU8PY3p6Ot9/9x1RUVF8+dVXoNEwsH9/fv7pJ5565hmqVKlSrM+JEAVlNBpZuGABPy5dyvB33qF5ixZF3gP549KlfDFrFhnp6ejd3FxqWLckkUIIIVzegQMH6Nq1KwkJCXz//fc89thjzg5JiCKld3MjMjKS8ZMm4evrW+zzqaxWK/Pnz2fq5Mm4u7uj1+v5/ttvefyJJxg6bBinT59myGuvcejgQYKCgli7Zg3nzp1D7+ZGq1at2LN7N6NGjqRidDRWi4XMrCzSUlM5dvQobw0fjqen51WP7e7uztQZM8jMyGDc559z5PBhxz4PDw+6PPookZGRhIaFYTAY8PX1xWA0YrNai/U5EaKgTCYT3yxc6EggmzVvXixDWO++5x7q1q3Lst9/549ly1yqcNTtP2BXCCFEibZo0SKaXSxSsH37dkkgxW1Jo9Hg6elJrVq1qFixYrH/WExMSOD7b78lODiYiVOm8NW8eVStWpUlixcTHx/PLz//zL69e+n88MN8PX8+jz/5pGNpj0v5+PgwdcYMPvv8c0LKlmX7tm2cO3v2msfWarXExMRQo0aNK5as8fHxYfCQITz2+OPYbDZ+XLqU/fv2Ua9uXcdakUI4U+4Q1qVLlvDW8OE0b9Gi2E76hISEUKt2bUJDQ9G6WKEe6YkUQgjhkkwmE0OGDGHq1Kk888wzzJgxAx+ZDyVEkTh37hwnT56kbNmyLPn+e7Q6HVnZ2WRnZ7N71y527tgBQPennqJq1aqEhITw26+/kpiYmKedO++8k+rVqxMcHExYaCipaWlYbbYbjit33cfz588zb+5c5s+dS/kKFRgybJgU1hFOZzQa+fabb1iyeDFvv/MOLVu2LBVFdPIjSaQQQgiXc/LkSR577DF2797N9OnTefHFF11qGI8QJZ1SCrtSeHp54efn56iCeueddxIZGYnJZEKj0ThO3Li5ueXb2+Lu7g5QZGs0KqVITk5m5Pvvs2b1atq0bUv/gQOpXbu2fAYIpzKbzXy7aBFLlizh7eHDaVEMcyBLktL7yIUQQrikP//8k0aNGpGUlMSGDRvo16+f/HgUooiVCQkhIiICby8vnn7mGV4bMoQ6deoQEhJCZGQk1atXRynFqr/+Iisri61btpCYkFDg9uNPnuSXn39mx44d2ArRM2k2m5k6ZQorV67kjjvv5Pk+fdDrdBw6eBCj0XgjD1WIm2YyGln0zTcs+f573nzrLVq2anXbrwN5PdITKYQQwiXY7XZGjRrFBx98wP3338/8+fOvW+VRCHFjwsPDuf+BB5g/dy4D+vfHz8+Pw4cOUb9BA57o3p1HunZl5YoVTJ82jd9+/RWDwUBqWhp+fn4Fan/Xrl28+847PNCxI3Xq1CnwD+4L58+z7PffsVos7Nq5k9deecWx78uvvnKsJSnErWI2mfju229Z/N13vPn227Rs1apU90DmkiRSCCGE0yUnJ/PMM8+wYsUKPvjgA4YPHy5f0qJUurSEf3H2wLu7uzNg4EDCwsLYvm0b2dnZ9O7Th0cffZSAgABq1arF5+PHs/SHH8jMzOSOO+9k0cKFnLlYNKdq1ar07NWL+g0aAODl5UXHBx/EYDAQ4O9PpcqV6f7UU9SqXfuqCaTezY32HToQU706ZcuVy33QdOnSJd8iPn6XFeERoriZzWa++/Zbvvv2W958+21a3XHHLf1uUkqh7PaczwUXWt4DQKNcacGRYpCenk5AQACpqakEBAQ4OxxRAEopDAYDXl5eMoSthJDXrGRxtddr69atdOvWjezsbBYtWsQ999zj7JBcTlpaGoGBgaSlpV1RzVKUfFarlfHjxrH4u+94ont3oqOjeeTRR2/Jj1W73Y7JZMJut+Ph4ZFnbUqlFCajEdvFH7G9nnuOEydO8ONPPxEaFobNZkOr1TrizB22qtPpUErl2Z/fZ03ubVAKnV7vKKpjvcpSHvqLtxHiVjAajSz+7jsWLVrEWxcTyFs9hHXr1q2s//tv9u/bx9GjR1mxahUeHh63NIarkdO8QgghnEIpxdSpU7nzzjsJDw9n165dkkCK0ksp7HY7huxsTCbTLet10Gq1eHl54ePjkyeBhIvLjlzcp9VqcXNzw8PdHY1G47iu0+kcRXX0er0j0bt8f34c93Fzc9xGo9Hg5uaW70USSHGrWMxmlixezHfffssbb77plAQSwGqxYDAYsFgsuFq/nwxnFUIIcctlZmbSt29fFi1axMsvv8xnn33mqPIoRGmk0+sJDQvjzbffzknKXGw4t7u7Oy8PGkR2VhZBQUHODkeIYmMymVj8/fd8s3Ahb771Fne2bu206RUtWrakWbNmfLNwIfPmznVKDFdTapLI3IWqBwwYwIABA5wdjhBClFr//vsv3bp148SJEyxatIgnn3zS2SEJ4RI0cM2eO2fS6/W0bNXK2WEIUazMZjOLv/+eRd98wxtvvXXL50BeLncouFarBRf7XCg1SeTWrVtlTqQQQjjZd999x/PPP09UVBTbtm2jZs2azg5JCCGEwHxxCOvCBQt44803ae3EHsiSQJ4ZIYQQxc5sNvPKK6/w5JNP0rlzZ7Zu3SoJpBBCCJdgMplY8v33zJ83jzffeovWbdpIAnkdpaYnUgghhHMkJCTw+OOPs337diZPnsyAAQNccrieEEKI0sdisbD0hx9YuHAhw4YN487WrZ1SRKekkSRSCCFEsfnrr7/o3r07Xl5erF+/nubNmzs7JCGEEALI6YH8celS5s+dy+tvvEHbdu2kB7KA5FkSQghR5Ox2O6NGjeLee++lUaNG7Ny5UxJIIYQQLsNisfDjDz8wb+5chg4bJkNYC0l6IoUQQhSp8+fP06NHD5YvX867777LiBEjZGiQEEIIl5E7hHXu3LkMff112t11lySQhSRJpBBCiCKzfft2unXrRkZGBsuWLeP+++93dkhCCCGEg9ls5scffuDrr76SIaw3QZ4xIYQQN00pxYwZM7jjjjsoX748u3btkgRSiEKy2+1kZWVhMBhQSjk7HCFuOxaLhZ9+/JF5c+cy5PXXadO2rUuPlDGbzWRmZmIymcDFPhMkiRRCCHFTsrKyePbZZ3nppZfo06cP69atIyoqytlhCVGiWMxm4uLiePThhxn5/vvYbDZnhyTEbcVsNvPTjz/y1Zw5vDZkCO07dECvd+1BmT8uXUrXLl2YNXMmBqPRpU4uufYzJ4QQwqUdPHiQbt26cfToURYuXMhTTz3l7JCEKJH0bm5EREQwdtw4/Pz8XLp3RIiSJrcH8uuvvmLI0KElZg7kXe3bU6NGDZYvW8aff/7pUstjSRIphBDihixZsoTevXsTFhbG1q1bqV27trNDEqLE0mg0eHl5Ua9ePZf6oShESWexWPjl55/56ssveW3IEO5q377EnKQpV64cZcuWZd/evWhdLGbXT8GFEEK4FIvFwuDBg3nsscd44IEH2LZtmySQQgghXI7ZbOaXn37ii1mzGDx0KO07dCgxCaSrk55IIYQQBZaYmMgTTzzBli1bmDhxIi+//LL0mgghhHA5VquVX3/5hS+//JJXXnuNu9q3d/k5kCWJPJNCCCEKZPXq1XTv3h03Nzf+/vtvWrVq5eyQhBBCiCuYzWZ++/VXvpg1i1cHD+bue+6RHsgiJsNZhRBCXJPdbuejjz7innvuoW7duuzcuTNPAmk2m+nRsxdms9mJUQohhCjNlFJYrVaMRiO//fILX8yezauvvSZDWIuJ9EQKIYS4qpSUFJ599ll+++033nnnHd5///0rvoxnzJrN4uUraTprNoMGDnBSpEIIIUqzpKQklnz/PYmJify9di0DBw3i7nvvlQSymEgSKYQQIl87d+6kW7dupKam8vvvv9OxY8crbmM2mxk/bTqmmi0ZP206/fq+gLu7uxOiFUIIUZqdO3uW7779ltOnTxNStizVq1eXBLIYSRIphBAiD6UUX3zxBS+//DJ16tRh9erVREdH53vbGbNmc8Y9CHR6zrgHMkN6I4UTmUwmFs6fT3x8/HVv6+XtzTM9ehAWFnYLIhNCFCer1cru3btJSUkBQKvRSNG3YiZJpBBCCIfs7Gz69+/P3LlzefHFF5kwYQKenp753ja3F9JQIWd5D0NwmPRGCqeyWq388ccf7Nyx47q3DQoK4oEHHpAkUogSzmKxsOz33/lmwQI63H03Hh4e+Pv7UyYkxNmh3dYkiRRCCAHA4cOH6datG4cPH2bevHn06NHjmrd39EJqL9Zo0+qkN1I4lZteT8dOnahXrx4ACQkJrF+3jooVK3JX+/a4ubuzZ9cutm3bRsNGjShbrpyTIxZC3Ayr1cqy339n5owZDHr1Ve65917c3NycHVapIEmkEEIIfvzxR3r27En58uXZsmULdevWve59NsbGEq6y0J4/7NhmV3Y2xsZKEimcws3dnZ69eqGUIjUlhWGvv07NmjWZOGUKYWFhaDQaDAYDb7/5Jvv37UMrw92EKLGsVit/LFvG9GnTGDBwIPfdf7/MgbyFSnQSmZKSwtChQ1mxYkWB5j8IIYTIy2q18tZbb/HZZ5/RtWtX5syZg7+/f4Hu+92C+cUcnRCFkzsHSqPRkHjqFNu3baNlq1aULVsW7cUec09PT2rUqMGqv/5i+/btdOzUyZkhCyFugMVi4Y9ly5g2dSoDX35ZEkgncJl1IgcNGkR0dDQajYb9+/fn2Xf48GFatWpFTEwMzZo148CBA0DOfIYvv/yS6tWrOyNkIYQo0U6fPk379u0ZP34848aNY/HixQVOIIVwdRpyksm9e/bw18qVZGVlkZWVxfZt2/j9998B5EenECWQ1Wpl+R9/MGP6dPoPGMD9DzwgQ1idwGV6Irt168awYcO48847r9j34osv0rdvX3r27MmSJUt4/vnn2bx5sxOiFEKI28P69et57rnn0Gq1rF27Nt/PXiFKsojISO64806W//EHw4YOJTAwEL1eT0pKCllZWdRv0IDmLVo4O0whRCFYLBb+/PNPpk6ZwoCBA+nYqZOcDHISl0ki27Rpk+/2s2fPsnPnTlasWAFA165dGThwIMePH79qyfn8pKWl5bnu4eGBh4fHDccrio9SKs+/wvXJa1ZyKKX49NNPGT58OG3btuWbb76hfPny8tq5OHl9Ci8gIIDBQ4diMhrZvXt3zu8AjQZPDw+aNG3KoFdfJSAgwNlhCiEKyGq18ufy5UyfOpX+AwdyvwxhdSqXSSKvJj4+nrCwMPT6nFA1Gg1RUVGcPHmS6Oho+vXrx3///Ue/fv14/fXXqVKlSr7tVKxYMc/1t99+m+HDhxd7/OLGGY1GZ4cgCkleM9eWmprKiy++yG+//cbQoUMZMWIEer0eg8Hg7NDEdcjfVuFpNBoqVarEtJkzOXL4MHFxcWi1WipWrEjVatVwd3cv0nXk7HY7x48fx9vbmwoVKgD/T/7PJCVx/PhxypUrR1TFiuh0OlnDTohCsFqtrPzzT6ZMnky/l16ik/RAOp3LJ5HAFR+0l56RnTFjRoHaOHHiRJ4zjtIT6bqUUhiNRjw9PeVLtoSQ18z17d69m8cee4zz58/z008/cc8998jrVYKYzWZnh1Ai2e124uLiWL9uHbt27aJ+gwbEVK/O+nXraHXHHXh5eRXJ34BSirNnz/LhqFE81LkzXR55xHH81atWMXvmTNzc3TEYDHS4+276vviizOESooCsVisr/vyTyRMn0r9/fx6QBNIluHwSGRkZSUJCAlarFb1ej1KK+Ph4oqKiCtVOQECADFspYTQajfzALWHkNXNNc+bMYcCAAdSsWZMVK1ZQqVIlDAaDvF4liLxOhaeUYuOGDbzz9tskJiYC4O7hQY0aNXj7zTfp2asX/fr3v+nn1mAwMO/rr9m6dSvr163jvvvuc+xLTU1l/LhxdHnkER57/HG2xMYyftw4WrRoQaPGja84tv3iCbncrVqtFrci7jEVoiSx2WysXLGCKZMn07dfPx7o1KlUnICxWCzYbDZQCnXxOi42rcHlk8hy5crRsGFDFixYQM+ePfnhhx+Ijo4u1HxIIYQojQwGAwMHDmTOnDn06dOHyZMn4+npKfPrRKlw5swZpkyezIULF2jbrh0nT5wAcn5XeHl5MX/ePO697z6qVqt208fSu7lRs2ZN/r1YPT7Xju3b0Wm1dOrUiaCgIDrcfTe///47fy5fTsNGjfIkhxaLhbgjR+jy0EOObXXq1uWdd98lKCjopmMUwlVYLBbSUlOxK4VOqyUwKCjfnkWr1crKFSuYNGECL770Eg899BA6vcunLkVi1owZ/PrLL6iLSWR6aio6NzeX+v52mVdiwIAB/PzzzyQlJXH33Xfj6+vLkSNHAJg5cyY9e/bko48+wt/fn7lz5xa6/WbNmqHT6RgwYAADBsgi2EKI21tcXBzdunXjv//+46uvvqJnz57ODkmIW+rcuXMcPnSIlq1a8f7IkYx8/30AqteowWNPPMGMadM4ePDgTSeRXl5ePN+nD+lpaWxYvz7PvrgjRwgNC8Pv4tI5bm5uVKpUiaNxcRgMBnx8fBy31et0hIeH8/GYMY5tvr6++Pr63lR8QjiLUgqz2eyY063T6fDx8eHIkSOM+uADsrOyKBMSwuiPPiI0NDTPfS/vgezYqVOpSSABOj/8MC3vuMPRE7nijz9YuXKlS41KcJlXY+rUqUydOjXffdWrV7/pJT22bt0qw1mFELcNs9nM831f5MtZM3F3d8+z7+eff+a5554jJCSE2NhY6tev76QohXAem82GxWIhMDAwT7Km0Whwu/hj1G63F2sMaenpeHl5OYoDAvj5+pKdnZ0zPO0SGq0Wb29vGjZqlCdWIUqyNatW8cXs2QBUr1mT0R9+SHZWFgcOHCAjPZ0KFSpgNpny3Mdms/HXypVMnDCBF/r2pfPDD5e6OZCRUVFERkXl9EQqxb///IPWxZ4DrbMDEEII8X9ms5kePXtdt5DKjFmzWbx8JTNmzXZss1qtvPnmm3Tp0oW77rqLHTt25JtA5iagVztGQWMQwpUFBwcTGRXFmtWr+WrOHC5cuEBqSgpLFi9m4cKF+Pj6UrNmzWKNwdfHB6PJlDO36aLs7Gw8PT3zJJYAVouFY8eO8XT37oz5+ONiT3CFuBXOnTvHrl272LVrF4cOHcJms2E2m3HT63F3d8fDwyPPyRKr1crKlSuZMH48z/XsSfsOHTAYDJjNZsxmM1mZmWRmZmI0Gl1qaGdx+e2XX3jmqaf4as4cjAaDS82LlCRSCCFcSH7J4eUyMzN5+733MFVvzvhp0zGbzSQlJXHPPffw2WefMXbsWJYuXXrV0RczZs/mx5VrmDE7/2MUJAYhXF1YWBiPPvoo2dnZTJk0iZ07drBxwwbeeuMNzp45Q6cHH6RS5crFGkPlKlU4c/o0mZmZQM4P5OPHj1OhQgW8vLzy3Far0xEUHMyT3bvT7q67pBdS3BY0Wi06nS7notVy8OBBvvziC2w2G2FhYbz40kuUCQkBcnogV69axaQJE+jVuzfJycm8/eabvD5kCCtXrGDlihW8PmQIrw8Zwry5c6/ozb8d1axViye7d6dJkyY5BYVc6HPBZYazFjeZEymEcHVms5nx06ZjqtmS8dOm06/vC1cMVQV4rncfsuxaOBvPGY9AXn/zTRZ/+y1KKVavXk2bNm2ueYwJ02ZgqtWSCdNm8FLfvnmOUdAYhHB1er2eHs89R/kKFfj15585ffo0Cihbtiz33HsvDz70EFpt8Z5Lb9ykCdkGA6tXreLhLl3YuWMHB//7j+EjRlxxbK1WS2BAAA917iwJpLhttGjZkg8//hiAkJAQzicns23rVjIzMykTEkKLli3x8fHBarWyetUqxn3+OX1eeIGHu3RhwEsvseqvvwCoWbMmCvjzzz+BnL+X0tBbX7VaNapUrUp6Who7du50djh5lJokUuZECiFc3YxZsznjHgQ6PWfcA5kxazaDBuY96ZWZmcnPy/+ExnfDnnUY6rVm0vRZ3NmkId9///0VxQkKe4yCxCBESZCVlcWuXbuIqV6dCZMmcSElBYDAwEBSU1PZvm0bDRo2pEyZMkVyPI1Wi39AAB6eno5tZcqU4aX+/fn6q69YvWoV58+f5842bWjStOkViaLVaiUxMZE3Xn+dmJgYej3/fKmbByZuLxqNhqpVq1K1alXHtvXr1qHT6dBqtegunki5tAeyzwsvOOZAarVax8kWjVaLRil0Oh1KqWI/AeQq1qxezR/LlnH0yJEr5o46W6lJIoUQwpXl9gAaKtQGwBAclm9P4HO9+2ALqwo6PZSvCGdOoq9cm0cfe/y6CeT1jlHQGIRwZRaLhfPnz5MQH88H775Li5YtGTBwoKOYTmZGBj/+8ANff/UVE6dMoXXr1kVyXB8fH8Z+/nmeaqo6nY6Hu3ShQcOGHDl8mAqhoVSvXj3fde40Gg3u7u5UrFiRcuXLS2+kuC1VrFiRfv37YzabCQoKws/PjzWrVzP+88/p1bs3XR55xLEu/EOdO1Onbl0gZ0QhGg1arRYFVK1a9Yp5xbejgIAAoipWJDUlhXPJyc4OJ4/b/9kXQogSwNEDmHt2Vau7oifQbDazfM0aqNsu5zah0ei2r6RixYrEbt1608coSAxCuLpjx47R74UXMJvNnDt3jnPnzrH+0qU3lCItLQ0AjyI8OaLVailfvnyebRqNBo1GQ6VKlahUqdI176/T6Shbtiz9Bw6UBFLctqIqVqTviy8C/++BHPf55/Tu04eHu3RxJIYajYZODz54xf2bNWt2S+N1tkaNG9OwUSMWzp/P0WPHnB1OHpJECiGEC9gYG0u4ykJ7/rBjm13ZWbdxI9u2b+fLWTOZMWs2lgqV8yR57pVrM6hP9wIleZceQymFRqPBruxsjI1l0MABV40hd78QJYHFYiEpKQmbzYbVaiUrK8uxTt2l6jdoQExMjBMivLZLK05KMiluF7lLVVx6fc3q1UwYP56ePXvS5ZFH8u2hL+1ynzdXrERbapJIKawjhHBl3y2Yn+/2cRMn8voHH1GnzmRmffEllpPx+CfHU/7icLfCJHm5x1BKYTAY8PLyyvMj9WoxCFGSVK5cmSVLl3Lq9Gk+/vBDGjduzHO9euW5jV6vp1y5cgQEBjonyHzY7XbOX7jANwsXEhoayl3t20sSKW4b//77L6tXrUIpRVBQEL6+vsycPp1evXvzaLdupWJo6o048M8/7Nq1i23btmF1sWq0peYVk8I6QoiSxmw28+HYcdjrt2H4B6PQmQ18MW0azz//vLNDE8JleXl5Uat2bSpVqsQnY8bgHxBAxYoV895IKYwmEyaTCc9LCuE4k91uJyszky2xsdSoWZN2d93l7JCEKDJ7du9m/OefA+Dt40PZkBD69uvHwxfnQIr8nTp9mtjYWE4eP56z3qwL9UjKqyaEEC5qyvTpXPAtCzo9trAqvNK5gyOBNJvNPN/3Rb6cNVOK3giRD08vLyqEhvLdokUkJSXlGQ5mt9tJTk7mjTffdBTucDa9Xk9kVBQTJk0CKDXVJ0XpY7fbeebZZ+n22GOOaqvS656/Dh06cNddd/HNggXMmztX1okUQghxbQaDgeEfjIYG7XM2hFfh60Xf8fGHo3F3d2fGrNksXr6SplL0Roh8ZWdnM3niRH5cujTf9eTKly/vcomahpzkUX5Qi9tNYGAgPj4+aLVamjZrxp133sn2rVuxX0wgGzVqlGd5HJEj9/NAq9W6VAIJ4FqfnkIIITh79ix1GzTEWDYqTxGdC75lmTJ9umMpDlPNloyflnNdCJFXQnw869etIzo6mt59+uDl5UWXRx7hlddeo3yFCrRo1YrIyEhnh+mglCIjM5PYzZv598ABlyykIcSNsNlseHl5ERkVxevDhjFtxgz0ej29e/Wix9NP0+u550g+f97ZYbqkxMRENm/axLGjR3OGs7qQUtMTKYV1hBCF5Ywhoxs3buTxxx/nTEoaeHjBhSTHPo3VwvxvvkWv0+csxaHTyxIcQlxFdnY2aWlpdHrwQfr168f2bdsoU6YM/QcMIDg4mAXz55OekYGfv7+zQwVyfmgnnzvHtClTqFuvHjHVq6PT6Zwdliilzp8/z/Hjx7Hb7fj4+FC1atUb+h602Wys+/tvPh0zhh7PPstjjz8uVVgLYefOnXy3aBFnkpKwmM0yJ9IZpLCOEKKwbtWQUbPZTO++L9KgTm3eeustWrRoQeNyFfj3SFye4XZ2u50qlSsxftp0DBVqA2AIDmP8tOn06/uCzI0U4hJubm54enpy+vRpjEYjERER7N2zh7S0NIKDg0m5cIE9u3cTHh7u7FAB0Ot0RERE8Nn48bi7u7vcUFtRumzbsoVRI0diMpmoXacOn48bR0jZsgW+f2pqKunp6fyzfz+TJk7k6WeeoWu3bo4EUqfXUyYkBLPJhN7NTd7vV9G+fXuaNm3Kjz/8wJLFi11qSGupSSKFEKIwLh8yWpxJ2vhJk1n0yzIWzp/PkNde5eOPP77qmdpJU6ay7N/4PMNcpTdSiCuVK1eOqtWqsXLFCipUqECVKlVYvWoVA/v359y5cxgMBteqCqnR4ObmRrly5WROpHA6k9lMamoqRqOR9PR07NfpAVNKkZSURGZGBgAL5s/nu2+/xW63U61aNcLDw/nvv/+oV68eGo2GqKgoVq1ejSJnPVTpncyfj48P3t7e+Pn5oXGxRNu1ohFCCBcxY9bsK4aMFhWz2UyPnr0wm83s2rWLd0aOxl6/DeUiovjoo49QSjn2X25jbCzhKouY84cdl3CVzcbY2CKLT4jbQUjZsrw8aBC1atdGKcV9DzxA5cqV2bF9O/Hx8dSpW5fGTZo4O0whXJK3lxehoaGEhYVRtmzZK3oKrVYrSUlJnDx5koT4eDIzM5k6eTK9e/akd8+erPv7bywWCzabjbi4OIYOHswH771HfHw8SUlJ2O123D088PDwwN3dXU6clEAudApOCCFcQ24v5I0MGS3IPMrcYbK88CLfffcttug6oNOTERTmSFavNoz2uwXzi+ARCnH702q13Nm6NbVq1yYzM5OoqCjGT5zItm3b0Ol0tGrViuDgYGeHmYdSCpPJhFarxc3NTX5YC6dp0aoVM2fPRimFp6cngYGBjn1KKc6cOcP7777LoUOH8PT0ZMjQoVy4cIFTp04B5HnvWiwWUlNTyfznH3o8/TQ1atTgkzFjCHKxvz9XZLVasVosWCwWl5oPCZJECiHEFRy9kDcwZHTK9Ol888syGjaczuBXXrliv9lsZtzUaZhqtmTBd9/j4+ePJawykJOsjps6HaXsmGq2ZNxUmesoRGHY7XbiT57EYDBcse/gf/8B0LBhQyBnGR2T0Yinl9ctjfFqLBYLcXFxPPLwwzRq3JgPRo50reG2olTx8/PDz88v331Go5Hne/Xi2NGjWK1WtFotp06dwtfXF3d3d8xms6O6sJ+vL9kGA3a7HavFQkJ8PB4eHqSlp0sSWQBLly7lqy+/JDUlJac32IUSSfl0EkKIy+QOGdWeP+zYZld2NsbGXjOJNJvNfDh2HPb6bfhw7DgGvvTSFQngR2PGcBJv0OnRlqmAKahsnmT1lM4XW8o5CNNw8tx5pkybzuBXr0xGhRBXMhqNfPrJJ+z/55/r3jbA35+xn39O9Ro1bkFk16fX6QgNC2PU6NH4BwRIZVbhkux2O1lZWVy4cAGr1erYbjQaqVmrFuvXrcPXz4+jcXEA1K1XDy9vb9asXu1ILO02G5mZmWRkZKDRaPD29pbCOlfRpnVrKlWqxMrly/nrr7+ksI4zyBIfQoiCutEho1OmT+eCbznQ6R1rOl7aG/nLL78w6pOxqOYPAGDXaODkITh5iLJlggkMCORYwjHsvkFw+jjKZmf0mE/Zsm0bOq2Wr7/8QnolhbgWpcg2GBzFPa5Fp9O51LprGq0WH29vGjdpIsNYhcs6e/YsI4YPJy011bFNKZWzZE5aGo89/jgWq9WRRP7733/4+/vnWff0/PnzvP/uu9htNsqEhDBy9GhCQ0Nv9UMpESqEhlK+QgUO/vsvWhc7sVRqkkhZ4kMIUZxyeyGJaZGzIayyozdSp9PxwQcfMOqjj9DGNPp/z2ONptgTDoMCH52Rfr168ObsRVAuCnb/DQ3akLJjFd//8js6nZYWlwyndcYalkK4Ok8vLz4YNQqj0Xjd2+q0WsIjIm5BVELcPsxmMwf/+w+r1YqHhwf9+vfnxx9+4OTJkwCsXLkSs9lM2XLlOHf2LCkXLmCzWh0nRkJCQni6Rw++mD2bzIwMypcvT2pqKn6+vqDR4OXlJb3wJUSpSSKFEKI4TZw8hQu+IXmGpl7wLcuHH3/CrC++4ExiAnUaNsJosTqGyaakppKcmo7yCeBMSHnmLVyESjic0zsZVhl0egitBOcSsSnFuKlTHXMkb9UalkKUJFqtlqioKCCnd+R6PY3yY1WI61NKYbfbgZzhrFqtNk/xJ8MlJ20SExIAiIiMdAxRrVGjBvfedx9arZaAwEDKlSvHV19+iVarJTs7m8kTJmBXCg8PDwa98gpVqla99Q9SFJokkUIIUQQmTp0OF1LgfNL/N1rNjB7zKXZ3LwYMfJkpkyY6ehCnT5lM3WYtOFepMWi1GKwW/t2xAn2lOlgT4iCsSk4b4VXgXAKUjyQxK40Zs2bTr+8Lt2wNSyFKqlOnTvHeiBEkxMfnu9/P358PP/6YmJiYWxyZECXL0bg4Zs2cSVZWFl5eXvTp2xd3d3f27N7Nj0uXopQiPDycc+fOOZamqlixIi8PGgRAVFQUTZo2dSSV55OTeW/kSCxmM2lpacyaMYPk5GS8vLzo8dxzTnuconAkiRRCiJtkNptJSUsDnRt6q4lKFSuSkpJKctIFlN4NGrbj979WMc5sdvQgZvfuk7cC7JmTmO3gfvw/NGFVUJf0aFK+Iig71ox0xk2ditVqvWINy0EDB8gQVyEuYbVaSTp9mvhLkkh1cbvNaqV8+fJY8lmL1VmsViuJiYm8OWwYMTEx9OzdW3pKhUu4kJLCXytXkpqaSlhYGH379ePsmTMsmD+fx594gh+XLuXI4cN57lOlalW6duuW7/zeMiEhPPzww0BOz+XXc+ag0+nQ6XTIbOC81q5Zwx/LlhF35Ahmk8nZ4eQhSaQQQhRCfonajFmzUZHVISQCt3Px+OpNHE44gcY/GJ1fANaLyd6U6dOZPHM2ppotWb5mDWEVQtGdP4yy2zl26jjWZvdh27aCMobzJG87mpNA6t1ySnp7+kCFiiRmpTD607EYatwB5F3DUoa4CvF/ISEhvPHWW2RlZTm2KaU4fuwYc+fOpXWbNlSMjnZegJfRaDS4u7sTFRVF2XLlpLiOcElKKbZu2cK0qVPx9vLiTFISqSkpV9zO39+/QO35+/vT54UXyMzKwk2vJyw8vKhDLtH8AwKIiooi5cIFzp075+xw8pAkUgghCuHyRM1sNjN+2nQMFWoDYCgTxq7YZYSER5BcpSnW3evAbsMQHMaHY8eRFRgGh3djD63CoL5PM2jgACZNmcqbX3yLVafHrXJt7BcSwS8IjNk5BzVl42a3QFYKGmUnzc37ijUsL01QZYirEODj40PrNm2u2G61Wrlw4QLL//iDpKQkqrrI/CudTkfZsmXpP3CgJJDCpYSGhtK7Tx+ys7OJO3KEOV98wdkzZ7Db7Rw9epSHH3mEsLAwzp45g5e3N/5+fjRr3rxAbfv5+/Ncr17F/AhKrkaNGtGwYUMWzp/P0WPHnB1OHpJECiFEAeUmjJcmajNmzc47LBVA78YFn5CcwjgVKsLp4xBehQu+ZXPmTJqyMfoGMH7adHr3fC5PEmo0mzH6loOI//+w9UqO55M+3Rk0cABPPNODnfv+uWINy/nffJvvEFchSiullONyKZvNhtFo5MKFC+zft89lkkghCkopxZbYWLZv347VYsFmt6PT6bBarXh6elK+fHke6NgRX1/fIjleeHg4L/Xvz9YtW1j399883KULc7/+mtSLy3w8/vjjNG/R4or7ycmQ21upSSJlnUghxM1yJIyXJGrrNm7C/cwxDIf34Ofnj7tex3mtHru6+OUZGg1b/4TTx8BmBRQ0uQf2rCMpogrPXT43MjMNTVYaIaYUggIDgZwkcWNsLIMGDsh3DUuz2Uz1Bo3+3xt6yRBX6Y0UpVXyuXPMnDGDM2fO5NmekpLC7l27cHNzIyQkxEnRCXFzNm/axLSpU/OcJFFKodVqqVe/Pm3atCmyJDJ3COvoUaPo8sgjPNm9OykpKaRfXI81pGxZQJLG0qbUJJGyTqQQ4mZcMWw1OIyxk6ZQIcAXw4VzTJswgd69exNWJQYatoM96yCsUs68xsjqoOxo4g9CZA2UTo+mXCS+KafYujOZcB/f//cslg3AXsaPRnVr55sw5ueK3tCLQ1ylN1KUZlnZ2WxYv56jR49esc/NzY02bdvSoGFDJ0QmxM2zX7LsRp7tdjt2ux2Vz32uRinF/v37+ffAASCnmmqz5s3RarXY7Xa2btnCmI8/pnPnzjz9zDN4eXnx3gcfFNEjESVVgZLIadOmXXN///79iyQYIUTpc2mhGiBP0RpXqjaaX6KWoPEm69hxNmzYQNOmTZk0ZSpp/uVzhrGWjYRtK3IK4igFnt6gd0eFVQZAhVXGN8nIwd07b/qxbYyNJVxlXTHENbf3UojSKDAwkGd79nQMucul02qpUrUqzZs3x8fHxznBCXGTqlWrxj333ovZbMZqteLm5obZbMbHx4foSpXw9PAoVHs/Ll3KgnnzAGh3112EhoXxz/79XLhwgQXz59O5c2d6Pf88bm5uxfFwRAlUoCRy27ZtACQnJ/P333/ToUMHAFatWsU999wjSaQQ4oZdWqgGyFO0xpWqjV6aqJ0/f57z58/j7eVNm/btadq0qaOn0naxp5LwyuiTjlIprDwarZaU8+dJDq1cLL2FBe2xFKI0CQwMpPtTT2EymUhPT6ds2bLY7XbS09Lw8vbG09PT2SEKccPuf+ABOtx9N1arFfvFOZE2mw13d3e0Wi0ehUwizyQlYbPZADj4779MnTSJ5cuXYzQaiYyMJCIykq2xsXh4elK7dm28vL2xWq38s38/mRkZoNFQLSaGcuXKFcfDFS6oQEnkV199BUCXLl3Ys2cPlSpVAuD48eMMGzas+KITQtzWLi1UM27qdMDuKFqTW3DGVaqNfrdgPsnJyTzzzDMc3rOTkR98wPDhwx2LJ+fXU+lWqRYDr1MQR3oLhSgeSinOnjnDjOnTOXToEF/Pm0dmZiaffPwx/v7+PP/CC5QvX95l5nEpu52MzEw2bthAUFAQtWrXdpnYhGvJXQ7mRr8TrVYrhw8d4tChQxgMBgICAvIshZOQmEjCDz84rp89d4533n6brKwswsLD+XrePKpUqYLBYOC9ESPYt28fWq2WMWPH8mjXrjf9+MT/JSQkcPzYMeLi4hxJvqso1JzI48ePOxJIgOjoaA4dOlTkQQkhSodLC9Wc0vmi0i84itY4Cs4Uc7XRgg6Z3bp1K926dSM7O5vly5dz77335tl/vSGl0lsoxK1lMBiYPGkS33/3nWM9SKUUZ8+e5celSzl9+jSfjx9f6B6b4mKz20k+d44Z06dTt149atSsiU6nc3ZY4jZkMBiYNnUqq1etwm63o9frCQoKckwjuZy6ZI6l1WLh0MGDpKWlYcjOxmKx3NrgS5ldu3bx3aJFJCUlYTGbc6bHuIhCJZEhISGMGjWKPn36APDll19KZTMhxA25vFCNpVwUJB7LWVMxsAI/L/8TW5OcRK04q41eb8isUorp06fz6quv0qhRIxYvXkxkZOQVt5MkUQjXkpiYyN9//014RASvDR6MTqfDz8+Pvi++yJkzZ9i8aRP79++ncePGzg4VAL1OR0REBOMnTHAMSRSiKCilSExIcPRkpaSkEB8fj9FoBHK+j3PnU9pstit6vEwmE3a73dEz/uknn5CaloZepyOkbFlCQkLQarUyRLwYdOjQgebNm7N0yRIWL14MLjQ6oVCfUPPmzWPPnj3UqVOHunXrsnfvXuZdnIQrhBCFkd/wT8eaimdOYgurmu/8waJkNpsZN3UqJp0Hn0+ZwlPPPpfnLGxWVhbdu3dnwKBXeOGFF1i3bl2+CaQQwvVkZmRwPjmZRo0acd/996PVanFzc6N5ixY88uijGI1GEuLjnR3m/2k0OcuOlC1LQGCgDGUVBZaWlsbB//7j4H//ceLECeyXJYFms5nuTz7JA/fdxwP33UfPZ59l/759eW5jtVpJS0vLd8hkbhVYDw8PunbrRmZmJulpaRiNRoa98QZr169n9d9/c+999xXfgyylvL29KVu2LL6+vi73mVConsiwsDCWLFlSXLEIIUqRS4d/njqdhMlsAqXwcMv5WDJarHimniYstAJQPPMHZ8yaTWKWFQyZxBs1LF62ghazZtO753PUqFsPP08Pjh4/gVtQCNVr1rqhirGuVGFWiNLE08sLPz8/Dhw4wK6dO6larRqQ84M7dvNmdDqdVGcVt4VNGzcy5uOPsStFzZo1GT9hAt6XvreVwmQyYTKZLl5VedaXLCibzcb8efMc8ydtNhuZmZl4eXkVyeMQJUuhksj09HTeffddjh8/zk8//cSBAwfYs2cP3bt3L674hBC3KWcM/7x8OZFxU6dizUiDBm1QW1dgbXI346ZOZ/4335CYkoEvqZQNjyQxsp5jOG1hK8a6UoVZIUqTyMhImjVvzh/LltG3Tx9q16mDVqMhLi6OpKQkqteo4TJDWYW4GVlZWSQkJKCUokyZMtgvTxA1GnQ6nWOI9I3MtdVqtbh7eGA0Gh0JqE6nIzg4+KbjFyVToYaz9uvXj5CQEI4cOQJApUqVGDNmTLEEVtSaNWtGrVq1mDp1qrNDEULcYmazmR49ezFl+nQW/7GSlq3b0LJNWxIzzBBaMWddx8hqcDaeE3Y3tu/eCw3bkW21cc49EA7vJknvz5Rp0/NUjL106GvuMS7fdrXbCyGKl4+PD0OGDqXD3Xej0+nYtHEjGzZsICUlhXr16vH6sGEEBgU5O0whbpqnhwdBQUH4+vig1Wo5fuwYp06dIikpiVOnTnHyxAnGfPop33z7LSv++ouffv2Vjp064e/vf82EUq/XU6ZMGVq0bMmPP//Mx598QmBQEFqtFp1OR0BAgPRClmKF6on877//+Oabb/jhYtlfLy+vG+oOd4atW7cSEBDg7DCEEE4wZfp0Fv78O7+vXIWpVkt2bv0T9O5o7VaIudgTEVYZdv8N7l4QVQN0euwR1TCfOgZaDUbfAEaPGUtaYIWcpDK4bJ6Ksfn1OF5afbY4K8wKIa6k0WioGB3NmLFj+e+//zh54gRms5my5cpRu3ZtwsPDXW6OkRA3okXLlvTs3ZsFc+cSf/Ikr7z8Mn5+fvgHBJCdnc2F8+dRSlGuXDmGvP469erX54W+fUlLS2NLbGyetjRaLW56PVqtlipVq/LOiBH4+vpStVo1IiIi+GTMGMdw1jJlyjiGiYvSp1BJ5OXzeQwGQ4lJIoUQpY/ZbKbn831YvnotqlwUKRpyeh0jqkHaBeyBIXkL+5QNh4QjUKt5zrawynDyEDTuAPs3kmKzQoAGstMx+gY4hrgCV6xpmbstt/pscVaYFULksNvtnDlzBtPFqpO5KpQvT4Xy5VFKodFosFosJMTHU658eZdZ4kOIGxVStiyRkZFkZGZiMBg4f/48AMHBwWRmZjpGwcTHx9PvhRcY/fHH7Ni+ne3btmG1WvO0VadOHfq++CJlypTBx9eXGjVqADknZQICA7mrfftb++CEyypUEnnXXXfx0UcfYTKZWLt2LePGjePhhx8urtiEEKVQURaimTFrNt//8ju28lFwLh4atMvZEV4FTsWBIQPd6ThsVhuYcwoOUKVu3sQyKgaO7AFPH/ALhLMnoX4b2LOOpIgqTJw8hY/HjiUtKDxPjyNwRfVZ6Y0UoniZjEY+/vBDDvzzz3Vv6+/vzyeffkpM9eq3IDIhipdep8Pd3R2DweDYlp2dnae3XSlFWno6O7dv57dff3UU2rlU5cqV6dipE0BO3ZMnngAgMDCQaTNm4ObmVsyPRJQUhZoTOWrUKDQaDX5+fgwbNoxmzZrx/vvvF1NoQojSKHdYaGGX87h8TmLu8h02rR60+pzlQy5NDiOqQWg0NrOZu+9sCVoN6HQQfwi2LIfYP3IuiXGQnXZx32EoF5nTm1k2Et+UU0yYMo0UoxW7yvmizu1xXL9pE+Eqi5jzhx2XcJXNxsuGDgkhio5dKZJOn+b48ePXvcTHx+f7I1qIkqhegwY827Nnnm1ubm54e3tfMWz7hx9+ICMj44o2NBcL8NjtdpRSpKens3PHDnbu2MHevXtl9KHIo1A9kQcOHOCtt97irbfecmzbu3cv9erVK/LAhBClz+WFaAoz9PPyOYmO5TtCK0J6Chiz4FwiWC1gs+UklL6BEBnD+q3bQaMFL18wZABuOUkmCiJjcg5gt8H2vyCsSs718Mp4J2YTn5AAze6DPesgrJKjx7F1q1Ys/mZhcTxNQoir8PLyYtzEiRgv6Y25Gp1OR1hY2C2ISojiFx4eztNPP43ZbOarL7/MOaGq0ZCZmXlF8qfT6fDy9nacRKnfoAEdO3Xi0MGDHDp4kJcHDKBBgwZUqlzZGQ9FlBCFSiJ79uzJzp07r7tNCCFuxI0Work8+ezd8znGT5uO1W6Hswk5NzJmg5dPTi+ijz+knIXUZEg+hUmrA3cPaNAGdqwCqxWy0iAjBU4dRavV5Cy2HF41T29mvMYb5V/mYs9kBGxZTtly5Qjw9y/yNS2FENen1WqJiIhwXFcX18fLbwH15ORksg0GPDw9b2WIV2W1WklMTOTNYcOIiYmhZ+/eN7QUgyg97HZ7zncTOb2IIWXL8uxzzxEeFobZbCYxIYHvv/8ei8WS537ZWVk81LkzMTExoNFQr359mjZrxuRJk/hx6VL27duHUoq72rdn5OjRQM4JGnk/3npr16zhj2XLiDtyBLOLjZwoUBKZnJzM2bNnMRqN/Pvvv44zGmlpaY4KTUIIcTNyE8FLC9G8/cEoevd8Dnd393znSebOn2zYsEGe5PO53n1yrte4+GMyMQ6Ugoiq/z9gwhFA5QxRtVkhPKciK+FV4Ng/ULku6PU5FVvLR+J+6ijqzHE4ewLIac5qNkNQ2Zz2wqtAwhG8PNz4Z1usFM8RwsmUUuzatYspEyeSmJiYpzcm98f3pClTCHKRZT40Gg1u7u5ERkVRtlw5qRwrrmvTxo2sW7cOZbcTU706nR9+GJPRyNGjR0lKSiLlwoUrEkjIqcB6R+vWPPjQQznXL77XNBcvuSqEhvLU00/fgkcirsbf35/IqCguXLjAuXPnnB1OHgVKIhcuXMiECRM4deoUHTt2dGwPCAhg2LBhxRacEKL0cPRCXtLTlxUcwXO9+9C2Tesrls/Ivc/3f6zg95WrMFRvCeQkn8vXrCGsQihn9q/HZDZhNZlQGg0kHCLnK1KBh3dOI4qcXsjQSjnXQyvlJJ171kPTu6F8RezKTlh4GAd373Qkh10ff5Kle+P+n5hqdRBZjfhzCVI8RwgXkJqayrQpU9iwYYOj4Ii3tzdoNGRnZRERGYleX6gBWcVKp9NRrmxZBgwcKAmkKJDdu3fz9Zw52Gw27rn3XmrXrs20adNY+eefeaquajQalFK4ublx7333UbVaNWKqV0erzVsapUmzZrw0cCDKbqdqTAzu7u7yXnSyRo0b07BRIxbOn8+xY8ecHU4eBfr0fOWVV3jllVcYNWoUI0aMKO6YhBCl0MbYWMJVFtrzh1EKjp04jlXrxvJVJ9ixdx+mmi0ZN/X/8yRzey7NgaGYNeRJPlV4NQb16c6ggQP44Ycf6NWrFx7e3iQbrWAygKd3ToGcjBTITIXIWnmL7oRWguMHcoa26vTg6cOZkPJ5ksOtO3eiOXMOlXjk/w9CKbQoGcoqhAtITExk544d1Ktfn0e7duXzsWN55NFHadioETOnT6dGzZpUrlLF2WEKccMuT+8SExP54/ffL7tRTrEcq9WKRqPB29ubRx59NM+w71zNmzenefPmxRewuK0U6hTciBEjsNlsnDhxAuMlazDVqlWryAMTQpQu3y2Y7/j/pClTefOLb7GGRGA+tJ0ErQ9oNJw8d54p06Yz+NVX/t9zee4UnD+dMyzVyweNyUBodEXWb9rM8aNxjB8/nkceeYRfVq6GRh1g2wpo0Ba2/gluHjlJYuKRnN7H3DOuSqHR6/Fx0xIaWoGkU4mUs/nkSQ7jjxxyxtMkhCggi9mMyWSiUaNGdOzUiZ9/+gmj0UjHTp2w2WxMGDeOY0ePUv3iOnhClDTVa9Tg4UcewW63U7du3Xx7Dd3d3PDw8CAjIwOz2cySxYvp/PDDREZGXnFb6XUUhVGoJT6WL19OVFQUtWrVonXr1tStW5dOF9eSEUKIouCYGxkcBnYb1ox0bBUqwenjKJud0WPGkpmZeclt7DlrONosEBKG0rtRvVI0p08eZ/LkyUyYMAErGmxhVeBsPERdnPsYUQ2NxQjN70ev01GlUjSPP/wgKiMFlZmKPSuDjLNJDHzhecw6Nwa9+EKeRFcI4do8PT3x8fVl7969JCQkEBERwZ7duzlx4gQmo5G0tDQOHjzo7DCFuGF333MPYz/7jM/HjeO5nj3zXcNRp9Pl2S7LdIiiUqgk8u2332bTpk3UrFmT8+fPM3fuXB5//PHiik0IUQrlmRt5+njOEh0oOHMCGrQhJdtAj569cm5jtUBaMjRslzMMNTEOGrTlj1WriIuL4++//+b555/ntz9X5gxRPXMCwi6WLA+vgtK7g0aDW6VaBPl6M3/Ol3liubzqa+4alEII1xcaFkbDhg3ZsX07C+fPp2bNmhw5coTHu3Zl1MiR2Gw2goODnR2mEA5ZWVms+usvfv/tN1YsX05KSkqh7u92SUE3Dw8PWrRogbe3N0opvLy8qFevHne1by/ve1EkCpVEajQaKlas6Jis+8wzz7B58+ZiCUwIUTrlzo2MOX8Y3+STcPIQxP6Rs4SGTg8VolmzfkPO/MntK3LWcdTpc/5VKmdIamR1GjRpRqtWrejRszcqohqcOQkVKuad+xhWGU4fxxAcxvZ9/zBl2vQ8seS35IgQomQICAhg6LBhdOzYEf+AADo9+CAtW7XCarXi5uZGh7vvpmGjRs4OUwiH5HPn+OD99xn86qsMf/ttThw/Xqj7Hti/H41Gg4eHB+XKleP+Bx5Ar9eTkZGBl5cXrw4ezIRJk6gWE1N8D0KUGoWaE5nbHR4REcGvv/5KxYoVSUhIKJbAhBCl0+VzI9+Y9Q3GhCM5azQChFdBl5XM+j+XEVq5Wp7tJByBU0chrDKr1q8iMzOT31esAKUFuzUncUw4kpNsogEPz5yhsOFVIDKG0Z+OZWD/l/IU7rl0yZHx0/5f2EcI4do0Gg1Vq1Zl/KRJWCwW3N3dmTxlCv8cOIBer6dmzZp4usgakUJATrFwq8WC1WrFYrEUeOipUoq/Vq7k888+c6yNGh8fz+RJk8jMzMRqtWK32/H19cXX17d4H4QoNQrVE/nKK6+QkpLC6NGjGTx4MB06dGDUqFHFFVuRatasGbVq1WLq1KnODkUIcRmz2UyPnr2uGC66MTYW35RENOWi8vQgpvmXp1HzlhBVPW/PYlRMTpEcwFKhEj169cbm4QvKnrNfo8lJIG1WNCh89VrKuik0O1fDuUTSLMrR25jfkiPSGylEyZKZkcH3337L22++idVqxWqzse7vv4k7fDjf9fOEcCZ3d3eqxcRQs1YtqteogZe393Xvo5Ri/759zJs374rvUI1GQ+UqVahZqxYx1avnLHEjRBEpVE9k9+7dAWjcuDGHDx8uloCKy9atWwkICHB2GEKIfMyYNTvfdSC/WzCfJ57pwY69+zmzfx1Go4mKUVGcOZ/E6bQ00KfkVGY1ZoNeDzo3cPOE7X+h0elZk3qKymEV0GorONq02+00qlub7xbMx2w2U71BI85VagxaLXa7zdHbeOmSI477Krss3yFECWGxWJg/bx6TJ02ifPnyKKWwWq3s3rWLr778kmPHjjHk9dfR6XTODlUIAMqXL8/ESZOw2+1otFr8/PyuuI1SigsXLpCWlgbAqcREpkyejMVsRqvVYrfb0ev1BAYFERERwYcffUS5cuWu2p4QN6pASeSyZcuuub9jx45FEowQovS5vHjN5cNFv1swn0lTpvLqG2+h3Dw4n3QKg42cYahh0VAhGnb/DQ3a5fQa2m2w+29UvdYEnf2Pf7bFXnX46bV6G6USqxAlW0JCAj8uXYqvnx9PPPkkOp0OHx8fOj/8MMePHeOHJUvo3KULNWSJD3GLpaWlcerUKSCninDFihXRarXodDoCg4KueV+r1coXs2ezYN48IKeAzuNPPkl0xYp88P77GI1GatSowfiJEylfoQJeXl5otYUaeChEgRQoiRw7duxV92k0GkkihRA3LL/iNZf29JnNZj6fMgWFBhq2I3XrnznzIBMOo004DPEHsYdVzTustXxFOHOSMx5Xtncp6W0U4vaVlpbG6dOnad+hA8+/8AI6nQ6dTkfXbt1ITEzky9mzOXzokCSR4pbbEhvLRx9+CEpRLSaGSVOm4OXlVaD72mw2Ui5cIDs7G4BGjRvzUv/+bN64kbJly2IwGikTEoKvnx8+Pj7F+TBEKVegJHLNmjXFHYcQohQqSPGaKdOmc/Jkwv/Xd4yqDgmHca9cm7H9erAxNpYde/cTt+UPIGfOo5ubHg83PRVCw66ZEEpvoxC3L/3F9fHOnDnD+fPnqVAhZ1i71WLhTFISIIurC+fIzs4m/uRJAPz8/Qu1dqPNZiMjI8NxPSAgAF9fX+5o3Zp5CxeilMLDw4OgoCBSU1MB0AC+fn4ydFsUqULNiVy3bl2+29u0aVMkwQghSpdrDScdNHAAZrOZUZ+MySmIk7u+Y2glSIzDbMlJQA/u3smUadMZ+t4oVKO70OxczSfvjWDwq68474EJIZwuLDyc+g0asHnTJno/9xzNWrRAq9Xyz/797N+3j3Lly9OgYUNnhylKIQ8PD0JCQlBKERgYWOCTGUop4o4cYe/evY5tGo0GjUaDj49Pnp7HpNOnebp7d2w2G27u7sydP5+wsLAifyyi9CpUEjlkyBDH/41GIwcPHqROnTrs3LmzyAMTQrg+s9nM831f5IuZM27o/tcbTjpl2nRS09OhYq28w1XDq0DCYZIq1WLK9OmM/nQsKqwy6PSosMp5luoQQpROQUFBvNivHwkJCcTFxXHo0CEAtFotgYGB9O7dm/DwcCdHKW4XSiksFktOURxA7+Z2Rc+f1WrFZrVSr359xk2YgF6vx8fHp0DfVUop/v33Xz4cPdoxlFWj0aDX5/9T3mqzER8fj81mw93d3bHGuxBFpVBJ5LZt2/Jc37p1K3Pnzi3SgIQQJUduVdUms2fzQu/ehb7/9YaTTps1Gzx94fQxSDoO+py1alEK3DzxuZDIqI/HkGYwQ41KOftCK5F66ihTpk2X3kghSjGNRkPzFi34au5cNqxbx759+zCZTERERtK+fXtq16nj7BDFbSQzM5N333mHuCNH0Ol0vDZkCG3ats1zmx+XLmXh/PnY7Xaat2jBa0OG5LvshlIKs9nsGObq5ubGoYMHGTRwIEmnT+Ph4YGvjw+eXl7XXPcxt5dSo9EgA7dFUStUEnm5Zs2a8cor8iNNiNLo0qqqE6bN4LlnnilwYYDrUUoxatQo4o4dh5ad4NBOMGaiMWVTpVJltFpNzsLJnh7s3rcvZ77kpT2VoZWYv2iRJJFClHJarZbIyEi6P/003Z0ci1IKo8GARqvFw8ND5mPeZmw2G3Fxcfzzzz/odDrSLs5HVEphMZuxWCycSkzkn3/+wW63ExoWht1uz7cts9nMa6++SsqFCwA88uij/LBkCakpKRgMBgwGAwCZWVl55kdeKiQkhDlz56KUQqvRULZcuaJ/0KJUK1QSeeDAAcf/bTYbW7ZsueqbVwhxe7u8quoXc75iyGuv3nS7qamp9OzZk59/+x2q1MtJDms0AUDFH6Ze9ar88P23jjUeCaqAPukYlTxzpk4C2D3sxFSrdtOxCCFEUVBKYbfbmT59OlWqVKHzww87OyRR3C5+ISml+OWXX/hr5UqOHTtWoCI6NpuNXTt3cvbMGQD+2b8frVZLaGgoKSkplx0m/5MRnp6e3HHHHTf5IIS4ukIlkZ06dfr/HfV6qlatKsNZhSiF8quqOmXWF7w8oD8eHh433O7u3bvp1q0b586dw8PXD1PyKfRnTxAdVZHjJ09g1bqxfNVJzGbz/5PYmhG4JcczsE93WZZDCOFyLBYLR44cIXbTJhbOn8/Al19GKZXvj38FeXqnLh2OKFybt7c3r7z2GqkpKWi1WkfRJqUUhw4eZOWKFUDOkhxPPPkk4eHhBf6+zMrKQqfT0aJVK/q88AIpqaloNBoCAwOpWLFisT0m4Tx2u91xwiH3JBSFqOJ7KxQqiTx27FhxxSGEKEHyq6p61jOIGbNn88rAgTfU5ldffUX//v2pWbMmT/XowWc//gUhOQlivZgIEjXeWEMiUMnxTJk+nckzZ19zaRAhhHAF2dnZfD1nDidOnLhmcROb1cqpU6cYMXy4Y1t0pUo89fTT15z3JlyDu7s7HTp0yHefRqtFe/H7Mjo6mke7dnVcv1zuCYbOnTvz7aJF2Ox2TEYjOp2OmjVr0vWxx4rtMQjX8duvvxIbGwtKoYAjhw9jNpudHVYehUoif/31V1q3bk1gYCAAKSkpbNy4kQcffLA4YhNCuKj8qqrabFY2bt5S4CQyt7LrlIkTGDJkCF9++SV9+vThs88+o0HLO/IkiD8v/xNbow6O6x+OHUd2cMRVlwYRQgiDwcDJkyepUKECAQEBTovD39+f90eOxGKx0PPZZ69+Q40GNze3nIqxF3sey5Yte9VkQ5QMGo2GNm3a4O/vD0D16tWv2bOcmJjI+M8/J3bzZtzd3bm/Y0cqVKiAVqOhjhSDKjUCAwP/Xz1aKc6fO+cY3uwqCpVEjhgxgt27dzuuBwYGMmLECEkihbiN5CZ3X86aedVevcurqiqlMBgMhSqsM2X6dL75ZRmrV63iQvI55syZQ69evZg0ZeoVvZy2sCpw5mTO0h5aHWn+5QlKSSRKZ3K0d+nSIEIIceLECYYNHcrLgwZxz733Oi0OjUaDl5cXbm5u6K6REOp0OsqVLUv/iyfiZAjr7UGr1XLHnXdyx513Xve2SimOHz3Kst9/x2w24+7uTu3atXmyu7PLQolbrU3btrRp2xalFEopvlmwgKMuNiL0pqqzajSaq1aWEkKUTLnLdjQtxl49s9nMex9+gr1+G5K2rSB23TqaNm0K/L+XU5N8mGMnjmO1KbDb8PXyJMwz5/PG7manUdvW110iRAhR+uTOIzKbzZxKTCQ7OztPMRNXTc5sNhvJycnMmD6dyMhIOnbqJL2Qt5n8iupoLinAE3fkCOPHjcNisdzq0ISL2r1rF7GxsezeuRNLSR7O6u/vz5YtW2jevDkAsbGx+Pn5FUtgQohb79JlO4prjqHVauWBTg+SGRQGOj32iGqs37TJkUTmJoaTpkzlzS++xRoSgVdyPB9K4RwhRAH8+ssvJMTHk5SUhMFo5K+VK0lMSCC4TBke6twZHx8fZ4eYL6UURqORo3Fx6PX6AlXxFCXLP/v3s2fPHpTdTkRkJHfceSdubm4opTh86BDvv/suFcLCCClblsyMDNw9PIiMinJ22MKJUlNTiYuLIzk5GbuLfSYUKokcM2YMXbp0oXbtnLlK//77Lz/++GOxBCaEuPUuX7ajqOcYnjlzhscff5x1W3fkrP8IEFaZD8eOY+BLLzkS1vyqv16e1BZk2K0QovT5Y9kytsTGYrPZMBmNrF2zho0bNlC1WjU63H23yyaRer2eiIgIPv3sM5ftLRU3Z926dUwYNw6bzcbd99xDk6ZN0ev1HDlyhNEjR1KlalVef+MNx/xJIe5q3552d93Fwvnz+frrr50dTh6FGifRsmVLDhw4wODBgxk8eDD//PMPzZo1K67YhBC3kCNxCw4D/p+4FVU1sPXr19OwYUN27tkLFWvkmfN4wbcsU6ZPd9w2v+qvuUntpbdZvHxlnm1CCDH2889ZtXYt02fOJCAggLffeYdVa9fyxZw5lClTxtnhXZXdbic9PZ0/ly9n+7ZtMl2oFFBKceTIEUYMH06VqlV58623ZISfyOPo0aP8uXw5/x44gO0a1Z2dodCD7YOCgujYsSMdO3Z0VGkVQpRsZrOZO9q2I0kfcM3E7UYopfj8889p164dNjREVa4MSSdgz7r/X5JOMP+bbx33yZ0XGXP+sOMSrrLZGBvriPfSYbeuVvZaCOE8vr6+BAUF4efnh0ajwdvbm6CgIPz9/Z06x1Cr1fLyK6/Qpm3bfHsac+dEfj1nDiv+/FOGs96GQkNDadS4MY0bN6ZKlSocjYtj9MiR1KhRg0Gvvoq3j4/0Qos89u3dy9dz5rB506acubIu9LlQoOGsZcuWzX9R3Itr2Zw9e7bIAxNCFN6NDvGcMWs2Ow/GEezjVaQVT9PS0ujduzdLly6l/d33sHHvAUL1bmjtNi49x67HTtUqlR3Xr1cwp7iH3QohSqZLE68yISE8+dRTVK5SxSUK62g0Glq3aXPV/W5ublSqXJkFixah0WikqM5t6OEuXXioc2cgZ+3190aMoHLlyrz+xht4e3tLAimu8FDnznTq1IlvFi5k3ty5juV/XEGBksjt27cXdxxCiCJwI5VVc3v17PXb4HvmX/Zt2XRDcwzNZjN9+w9gzsUEdt++fXTt2pUzZ87w/fffM+y9DzDVasnJ/zZhD6sCEVUd93VLjqd1q1aFivda8yWFEKWPyWTi2LFjJJ87R5kyZahUuTKDhwxBo9Gwe9cujEYjjRo3xsPDwynxFSRB0JCz1IckE7cnrVaLRqPhyOHDvP/ee8RUr86rr70mCaS4qtz3jFardakEEgo4nLVixYrXvAghnK8wQzzNZjM9evbCbDbn26t3I76Y8xVLLs5RnDdvHs2aNePchVQ2b97M6TNnHcdINRgh6TjsWYdm52rKxm3LM1T1egoyX1IIUbqYTCbmz5vHc888Q89nn+Xp7t2ZMW0a2dnZAEyaOJGR779PWmqqcwO9htzqrEeOHCExMVGGs96GlFI5Q1hHjaJixYoMHjyYwMBASSDFVaWkpHDk8GHOnTvncvOkC1WdNS4ujldffZU9e/ZgNBod2501nNVkMvHiiy/i7++PzWZj6tSpTolDCFdQmCGeuT2WDadPZ/LM2Tfdq2c2m5ky6wtMNVsyfORoMs8l0axlK/bEnWD5ypX/P4bdhtLooWE70GpRdhs+SQf4Z1tsgY+XO19Se/6wY9vNDrsVQpRcSin++/dfZs+cSUhICB3uvpt9e/fy5Rdf4Obuzov9+jk7xAKxWa0kJiby5rBh1G/QgLeHD0evv6nlvIULyU0gR7zzDlUvVmH19fV1dljCxa1ds4YF8+eTfO4cNpvNpeZEFmrAfZ8+fXjmmWfw8/Nj1apVdOnShVdffbVIAhk0aBDR0dFoNBr279+fZ9/hw4dp1aoVMTExNGvWjAMHDgCwdOlS2rZty6RJkwgKCmLz5s1FEosQJU1hKqte2mP54dhxRVJMZ8bs2SR5BIJOT2ZQKI89+SRnU9Mw1brsGKePQ2jFmzredwvmc3jPTg7u2u64HN6z87rzKIUQt68jR46Qnp7O0GHDGP3RR0yaOpVatWsz7+uv2bF9e4no1dNdssRHnxdeQKfTOTskUUQu7YGsXLkyrw4ejK+vr/RAiutqd9ddjBk7lkcefTRnKL4LvWcKlUSmpaXxxBNPoNVqqVu3LjNnzmTlypVFEki3bt3YsGFDvsNjX3zxRfr27cuhQ4cYNmwYzz//PAAnTpwgOjoagMqVK3PixIlrxn7pxWg0opSSi4teAKfHUJIu02fNyneI5/RZs65+W52eNP/y+KYkXlEFdcPm2AIf22Qy8dFn4zCVicg5dnhV/vp7PWfcA684hu/5k7idPorbzr/w3b/+ho4nl6K5yN9YybuIq3N3d0cpxalTpzCbTERHRzP8nXfw8vJi9MiR1/x94Co0Gg0eHh5UrlyZsLAwSTBuE0opjh8/znvvvkuFChV48+23CQoKktdXFEhQUBBVqlQhJCQEjYsV2yrUOAk3NzcA/Pz8OHHiBOXLly+yD+Y2V6lYdvbsWXbu3MmKFSsA6Nq1KwMHDuT48eNERkY6jn/8+HHuv//+q7Z/eXL69ttvM3z48CKJXRSPS4dMi2tbt2ETYbYMtMmHHNvsNhvrNmzihd69HdvMZjPjp0zHEFYHAFuFaHzsWWxZ89cVw0kNBsN1j2swGKhdrwFnfcv9P4EFUrMMqODw6x6jsMcTRUv+xkoOea2urVbt2kRXqsTnY8eycsUK5nz9NbVq1+a1IUP4aPRokpOTiYmJcXaY16YUFquVs2fP4u7uLnPlbgNKKY4ePcoH771HdKVKDBkyBB9ZxkMUQlZWFhkZGWRkZKBK8pzItm3bcuHCBQYOHEiTJk3w8PCgW7duxRUbAPHx8YSFhTnmBWg0GqKiojh58iRdu3alX79+7N27F4PBQKtrVHc8ceIEAQEBjuseHh5Oq9Amrk2pnOICnp6e8kFbQEsWLSzQ7WbPmcNZz+A8PZZnPYOYu2ABgwYUbj7h2bNnad3uLs5cSIH0DEJMqQQHBZFy/jzJoZWL5BiieMjfWMkja6FenUajoVKlSrz/wQfM/fpr0tLSANDr9Tz40EN4eXqycMECMjIzXWoo2OWsVisnT55k4EsvUb9BA958+22ZE1mC5fZAjh45ktDQUIa+/rqsry4KbeWKFSycP59z585htVpdak5koT6dPv30UwCeeuopWrduTVpaGnXq1CmWwC51+Y+c3GE9np6efP311wVqIyAgIE8SKVyfRqORH7hFbFPslnyL0myK3cIrAwcWvJ1Nm3jsscc4nZoBnj7QoA3ep/9hb+xGnn2+Dzv3/XPTxxDFT/7GSg55na5Nq9XSvEUL6tWvj9VqdTxfOp2ODvfcQ5Vq1Yg/eZL0tDR8fX2x2+0uV9REp9dToXx53nz7bfz9/WVOZAmmlOL4sWOMeOcdKlasyBtvvYWfn5+zwxIlUIsWLYiIiGDFn3/y18qVLnUirFBJ5K+//krr1q0JDAwkMjISX19ffvvtNx588MHiio/IyEgSEhKwWq3o9XqUUsTHxxMVFVVsxxTidnWzxWeUUkycOJHXX3+dyIrR6HReWH2DQafnlN6fGbNnS4EbIYRTaDQavL2982zLyMhgzhdfsHbtWk6fOkWHu+/m4S5dWPz99/Tt14+qVau6TIKu0Wjw8fGhUePGLhOTKDylFMeOHeOj0aOJjIxk8NCh+Pn5yWsqbkiF0FDKV6jAf//+i9bFTiwVaobmiBEj8nTFBwYGMmLEiKKOKY9y5crRsGFDFixYAMAPP/xAdHS0o6BOQTVr1oxatWrJMiBCXObSNSOvJT09nSeeeILXXnuNAQMGYNO7Yc3IgAqVALCWi2L81GuvTymEELeK0Whk+tSpTJs6lX/27yc1NZXMrCwMBgN/LFvGyPffJzsry9lhittMfHw8H7z7LsHBwbw1fDjBwcGSQIrb0k2V+dFoNEW28OWAAQOIiIggISGBu+++m6pVqzr2zZw5k5kzZxITE8Mnn3zCl19+Wej2t27dyoEDBxggc7KEyCN3zchrLbOxf/9+mjZtyvLly1myZAmVq1bjVLb1iuU6EnV+hV4eRAghisOpxESW//EHFUJD+eiTT2jStCkA9erXp3mLFuzft499ly0p5mxKKaxWK1arVSrylkDHjh3jvREjCI+IcAxhlQRS3AybzYbFYnG5NSKhkEmkv78/W7ZscVyPjY0tsjHeU6dOdQxbTUpK4siRI4591atXZ/PmzRw6dIjt27dTu3btIjmmEKXdpWtGXm1dyYULF9K8eXPc3d3Zvn07Xbt2ZWNsLJ6GdMdyHW47/8Jtx194njvJxthYJzwSIYTIKy09naSkJO644w7uve8+fHx8gJxRVHffcw9ms5nTp045Ocr/s9lsnDp9mvfffZf58+YV2Ul6UfyUUpw8cYIPR46kTHAww954Q3ogRZHYuGED77/3Hr///rvLjfQq1JzIMWPG0KVLF0cS9++///Ljjz8WS2BCiOI3Y9Zsx5qRZ9wDmTFrNoMG5vTWm0wmXnvtNaZPn06PHj2YPn2640fY5fMelVIYDAa8vLzkS1MI4RLc3d3x9vbmxPHjnDp1KqdnTylSLlxg+7Zt6PV6goKCnB1mHm56PWFhYZQpU0Y+S0uQkydP8u477/C/9u47PKpqa+Dwb0p6hxBIQgmEHkoSimIBC34qWO4VbCiKWEBBxIaiIh3EQpHelF6FKyodVJAIBAi9JgGSUNJ7m3q+PyYZEwgQMMmkrPd58kDOnLNnnTkzk1mz917b19eX4Z99hruHh1w/USZcXV3x9/MjOTGRhPh4W4dTjEq5zfESaWlp7N27F4B77rmn0pcrzszMxMPDg+bNm6PRaBg0aJAMaa3kJCGpGHq9nhbBoVysF2QZkmo2ERB/irNHIrh69SrPPvssR48eZfr06bz55ps3vRZyzaoWuV5VT0ZGBp6enmRkZODu7m7rcKqEtNRUPvrwQ/b89RfNmjcnOSkJBwcHGjRoQEREBA0aNGDV2rWVIpE0Go18P20af/7+Oxt++01el1WEoijExMQwYfx4PD08GPbJJ9T29pbrJ8qUoigsX7qURYsWsXHz5kqzROFtL0Dk5eVFjx49yiOWchUeHi5LfAhRhLUXssicxgR7T4YM/YC1q1fi5uZGWFgYHTt2tG2gQghxBzy9vHh3yBAyMjI4dvSoZU4RcPnyZZo1b87wzz6r9F+Ei8rt0qVLjB45klq1a/P5iBG4u7tLAilqDFnFVogaKmzfvmJrRipAcnIScxccpMcjD7N06VJq1apl2yCFEOI2FPaym81mnJ2daR8czPSZMzkcEcHZM2dQFIWmzZoREhqKr6+vfOAXdyQxMZGtW7bw05o1pKSm0rt9exRFkeeTqFEkiRSihio6rzE5OZk+ffoQdTSCcWPHMnz4cNTqf1W8WQghKpxOp2Pm9OnExMTw5ahR1KlTB3c3N9q1b8+9991XbChwZf7ALwlJ+bjTireF1yIhIYEd27dz7OhRNm3cSG5uLgALFyyg5xNPSM+2KHOVuUqzJJFC1HD79u3j2WefRafTsW3bNrp3727rkIQQ4o6YTCbC9+/n2LFjfDRsGACbN29m0sSJ9Ovfn3cGDaq0yZnZbCYzM5Md27dTu3ZtgkNC5Mu8MqbT6di/bx96vR6VSkXnu+7Czc2NQ4cOkZaaCkDzFi3Q5ecTExMDgK+fH61bt0atVnPhwgUmjB+PLj+/Un+4F9XHxYsXiTx3jjOnT2MyGm0dTjGlTiLj4uKIi4ujQ4cOxSZ0bt++nUceeaRcgitLnTt3lsI6QhShKAozZszgww8/pGPHjqxZs4b69evbOiwhhChTOp2O1NRU8gp6jSors8lEcnIyC+bPp3379rRr316SyDKWnp7Oxx9+SEpKClqtlp/Wr6d1UBBfjR/P4cOHAfjgo4/ISE9n4YIFAPz3mWf4atIkVCoV+Xl56HQ6awKpUqnQarU4OjqyefNmLly8iIO9PSqVipYtW+JTt67NzlVUD8eOHmXF8uUkJiZiMBgq1VqRpUoi16xZw+DBg6lbty7p6emsWbOGLl26APDJJ59UiSRSCusI8Y/s7GzefPNNVq1axXvvvcfXX3+Nvb29rcMSQogaS2tnR+PGjVm6fDlqtRqNRmPrkKqV3NxcIg4dQm8wFNuuKApp6enW348eOYKdnZ3198SEBE6dPk3tWrVYvGgRDRo0QKNWYzKbycvLIzUlhdTUVGZ8/z0qtRoUBa1Wy6RvvuGJJ5+sqNMT1dQTTz7J4z16sHL5cpYuWQKVaCRFqZLIr776ioiICOrXr8+OHTt4/vnnWbRoEQ899JB05wtRxZw6dYpevXpx6dIlVq9ezXPPPWfrkIQQQmDp2bKzs6u0Q26rsqTERCZNnEh2VhYqtZr69etbR9YVTdj/2r272OMfHh7OVxMm4OrqSu3atRkydCgpKSkkJyUxaeJEa9Vfk9kMBf9XFAXFbK7AsxPVlUaj+edLpUr2vlCqJNJsNluHuXXv3p2NGzfy1FNPMW/ePHmjE6IKWbVqFW+88QaNGjXiwIEDtGzZ0tYhCSFEmVMUhYPh4cTGxBAVaalAHRcXx1+7d1v3sbOzo03btri5udkqTFGBTGYzWVlZKIqCq4sL302ZQtNmzVAUhVatWnHl8mXy8vLQ6/XFjjMYDBw8cIB777uPT4YP50B4OB8MHWoZWliEk5MTXp6eaLRaNBoNzi4uFXl6QlS4UiWRJpOJrKws6xtt27Zt2bhxIz179iQzM7NcAxRC/Ht6vZ4PP/yQGTNm0KdPH+bOnYurq6utwxJCiHJhMpkYPWoUarXa+mF/65Yt/PnHH9Z9PD09mTV3LkFBQbYKU1QgOzs7AgICyMrKwtnFBXd3d9RqNYqi0P/110lISOBwRAQqlQqTyYS5SE+iyWRCr9dz8cIFoiIji93m5u5OvXr1mDBxIg0bNUIFoFLJ31hR7ZUqiXzrrbc4ePAgDz74oHVb69at2bRpE++99165BSeE+Pfi4uJ49tlniYiIYNasWQwcOFBGEAghqiUV4OziUqx30d7evsQ53yqVCnknrFrMZjO5ubkYjUZUgKOTU7FijzdTt25dJk+dislsRq1W4+fnZ21zwfz5nD51yvKcuMHfx4hDh3h30CAyMzOtQ1gB6tSpw7BPPqFN27ZSW0DUKKVKIt99990St7dq1Ypt27aVaUDlRaqzippo27Zt9OnTBxcXF/bs2UPnzp1tHZIQQpQbg8HAWwMGULduXRwcHW+6r1qtpk6dOhUUmSgLmZmZfDpsGPv37cPOzo4PP/6Y5194AUVRyM3JISs7GwCDXk92Tg4ADvb2BDRujFqtxtnFBbPZjFqlsla+VRSF06dPk11w7I3o9XqSkpKu267Lz6du3bqSQIoa57bWiczMzOTLL7/kwoULbNiwgVOnTnH06FFefPHF8oqvzEh1VlGTmM1mxo0bx6hRo3j00UdZtmwZtWvXtnVYQghRrmJjY/n2m29wcHDgnnvv5d777qNhgwZ4eHpW/oI1ioLRaCQ5KQk7e3s8PDwqd7w2oCgKOTk5ZGZmYmdnZ52/qCgK69evt1SvxJI4pmdkgKLgVasWM2bOxGw28+EHH5CVlYWLiwvfTZ5MQOPGZGRkYCyy/p5KpUJRFDQaDRqNBnt7e2sPaNF9tBoNWjs7PDw90Wpl2XVRPnJzc8nOzia7YD5vZXJbz/qBAwfSunVrduzYAUDjxo3p06dPlUgihagpUlJSePnll9m6dSujRo3iiy++kLXGhBA1Qq3atWkdFMSfv//O9EOHmDVjBi1atCAkNJROnTvTsVMnvL29re+JlSlJMxiNxMTE8NabbxIcHMznI0ZIclICtVpt/Sm8foqiEHnuHNFRUQBoNRqMBUNOr169yjtvv81HH3/MhfPnycjIwNXVlbz8fDIzM5n87bckJSYWa99sMmFvb0+XLl3o1bs3J06eZO7s2dZ9/OvX58U+ffD386N+gwY0aNiwAh8BUZNs2byZpUuWkJKcbJmLW4kSydt6dzpz5gwrVqxg3bp1gKUSVWXLioWoycLDw3n22WfJyclh8+bNPProo7YOSQghKoyfnx9fjBjBkCFDOHbsGLt37eLYsWP89uuvrPvpJzw8PGjbrh0PPvggrdu0oXHjxrhUkiqaWq2Wer6+jPjyS9zd3avlOpGKoqDT6aw9iPb29jg4OJQ6mXdzc2PEl1+SlZUFKhXe3t5kZmZiLlizsZCxyJxFRVFITEggJzfXchyQm5fHh0OHogBXLl8mPz8fVUExHEVRyM7OJi8vj4iICC5fvkzLVq1Yunw5OdnZqDUafH19aRIYKENYRbm79957aRQQwLbNm9m+fXulWubjtpLIa18seXl5kkQKUQkoisLs2bMZOnQooaGhrFmzhobyzagQooZRqVQ4OTnh5OTEI/Xq0f2RR0hKTCQyMpLDhw/z165d7P37b/784w+8CwqiPPnUU7YOG7DE7uLsTEhoaKXqIS1rq1ev5veCEW33d+1Kn5deQqvV3jQhUxQFvV6PoijUb9AAOzs7TCYTixctYs9ffwGQWKQ3sSSGguMBzCYT0dHRxaqsKopCUJs25OXlcfTIEQDS09NJT0/H0cmJ9sHBaNRq7Ozti10fs9mMwWCwtm1nZ1ctvwAQtlG3Xj186tbl9MmTqCvZ8+q2ksgHH3yQCRMmoNPp+PPPP5k8eTL/+c9/yik0IURp5OTkMGDAAJYvX87gwYP57rvv5NtRIUSNp9PpSIiPp1bt2txz773c3aULb7z5JlcuXyYsLIwjhw9Xqm/1a4royEhr4nc+Opp9e/fStm1b3nv//Rsek5OTw6SvviL+6lXUGg1vv/02zZs3Z/++fda2CqvwXrvOo1qjQafXs+jHH4t1fBRNIMGSxLdu3ZqkpCRrEmmNOSqKIYMH07RZM4a+/36xirBJSUnMnDGDq1eu4OTszFsDBtCmTZs7emyEqEpuK4kcO3Ys33zzDW5ubgwbNoynnnqKTz/9tLxiE0LcwpkzZ+jVqxcxMTGsXLmSF154wdYhCSFEpXDx4kU+HTaMQe++S/fu3a2FUpoEBtIkMJDezz57XSIhyp+64DqYzWauXLnClStXMBUpbFMSo8HAvr17OR8djUajoXfv3jRt1oz8/HzrPkWTx8KlOsxmM2aTieysLI4fO3bT+1CpVNjZ2xcbFlu45mN2dja/79xJZkaGdQ1Jo9EIikJmRgb79u4lOioKNzc3evXufUePixBVTamSyB9++IH+/fuj1Wp55ZVXGD58eHnHVeZkiQ9R3axdu5b+/ftTv359wsPDad26ta1DEkIImyvsbdLpdMTFxpKTnV2sB6pwKKKTk5NN4qvpHnvsMRo1bMjff//N7zt3WnqDS9EjXHjdCv/VaDR4eHqWuG/Tpk0JDg7m559/xmAwlCquHj170rVbN+JiY63bQjt0wKduXbZs3mx5DhXcd1xsLCtWrCArMxODwUBuwXIi1XkYshDXKlUSOWPGDPr37w/Ak08+SURERLkGVR5kiQ9RXej1eoYNG8a0adN4/vnnmT9/frGFtYUQoibbsX07V69e5cqVK+h0Ovb89RcZGRl4enrS/ZFHcHZ2tnWINZZKpeLuLl246+67aR8cTEhoKMAt5/A7OjnxWv/+pKWloVaradqsGXZ2dvTu1YugoCD+/OMPDh08aN2/fv36vDlwIBqtljVr1mAuUmjnRqKjovhpzRoSEhKs21q1bk2vZ58lKCgIBfD19cXOzo6k5GQ2/O9/JCUl4e3tzTO9euHm7o6DgwONGze+swdHiCqmVElk0W/wpJCOELZz6dIlnnvuOQ4ePMj333/P4MGD5ZtPIYQoYu2aNezftw+TyUReXh4bf/uNbVu30rRZM7rcc48kkZWASqUitEMHQjt0KPH2q1eusH79enKys3F3d+e/zzzDi336XLffgw8/TExsLJmZmdZt9vb2xMXFMXf2bEuxnVt8bi1cF/L06dOcPn2a2rVr88CDDxLUpg3BwcG0adOGdu3aFT/GciAAjo6OPPHUUwQFBd3egyBEFVeqJLLoh1T5wCqEbezYsYMXX3yRHJ2eB7o/woABA+T1KIQQ15j0zTfodDrOnD7NB++/z9D33+f/Hn0UrVaLl5eXrcMTpZCYmMiypUtJTkqinq8v93ftSt169Urcd+eOHUSeO2f93Wg0Eh0dTVTBmpGFXFxcaNO2LUcOH6Zly5ZERUdfN9QZIDUlhZCQEAa+806xtSiLqlOnDs/06kVWVhZenp7UkueVqIFKlUQeP34cHx8fANLS0qz/VxQFlUp1y7LKQog7ZzabmThxIiNGjKBZy1akJ6bw+9/7mDNvPkMGy/xeIYQoqjBRTEpMRK1S4eHhQb0bJCCiclIAxWzGbDajmM0ogMlkYtPGjaSlphIfH4+LqytJSUmcO3u22LE3KpZkV1C9tfNddxEcEkL0+fM3vG9UKjQazQ2/qG3YqBHDPvnkzk9QiGqgVEnktd/mCCFuTa/X8/pbA5g9YzpvD36XhfPm3vbSG6mpqfTt25dNmzbx+eefs2zd/zC2vR+O7GbyzJkMfOtNWc5DCCFKUKtWLZ7p1YuAgADrl95VRWHvWFWKuSQlTYEqzTnl5eWhAFqtFpPZTE52Nht/+42vJk4kIT7+jmLJSE9HrVYz8O23+XLECLKzsqy32dnZWQvweHl5ERUZyepVq2jWrBkhoaGo1epS34+iKPy+cydJSUmApThPs2bNqvy1FLZRmacRlupV0ahRo5v+CFET6PV6+vZ7Db1eX+z/NzJn3nzWbtnOq/3fYO2W7cyZN/+6dm7m4MGDhIaGsm/fPjZt2oRPPV+uaNxAo4V6jbicY7C2KYQQNZ3ZbObK5cvExsRgMBhwcXXl/q5dSU1N5eLFi5V+OQ/FbCYzM5Md27dzOCKiUn94LC2j0cjhiAh2bN/O7zt3EhcXV6rjMjMyyM/Lw2QykZGezp9//MHkb78lsUjRm9vl6upK++Bgzp8/j67I0iAAzZo1o3bt2palQdRqtm7ZwuiRI9m0ceNtP28URWHRjz8yZtQoRo8cSfi+fXccsxAXL15kx/btnDlz5pZL4VS0UvVEGgwG5s6di1qt5q233mL9+vUsX76cdu3aMWLECOkJETVCYVLYqSBxK/x/SUNK9Xo9U2bNRtesE//buAml86NMmTWb/v1e5cFH/o9j52NueKyiKMybN48hQ4bQrl07du3aha+vL29/8DEG34KJ+74BGA/HSG+kEEJgec9dv24dK1esQK/X8/TTT3Ph4kU2/vorer2epk2b8snw4dzftett9SpVJKPJRHJKCj8sXEi7du1oHxxs65D+tZzsbKZNncqev/7Czs6O4Z9/zqv9+t3yOEVRrD86nY55c+cWu93J2RlHR0eyMjMt6zWWoLBgTqGsrCy+nzoVT09PmjVrRl5eHkajEUdHR/q//jpbtmxhx/btpKakWI+5Udu3YjAY0Ol0gGUYrhB36vixY6xcsYKE+HhLb3kl+nKpVEnkkCFDSExMJC8vj7/++gudTkefPn1Yv349H3/8MdOmTSvvOP81WSdS/Bt6vZ7JM2eja9WF4aPH4F27FrpWXZgya3aJSdycefNJsPeCqKMo9ZuBRkuCvScvvdqPg0ePQf3mJR6bm5vLwIEDWbp0KW+//TZTpkzBwcGB72fM5IrGFQo//Kg1Bb2Rada5kYXDZ+9k2KwQQlRViqJw5vRppnz3HXZ2dvj4+DBr5kwMBgMhoaHUq1ePsD17mDZ1KkFt2uDt7W3rkEtkZ2dHQEAAPy5ejFqtrrTJbkXw8PQksGlTMjMyiI2NtfYGtmnTBmdnZxITE4mJiUFRFNzd3TEajeTm5hZrwzokmIJ5jgWcnZ35ZPhwmrdoYd2mVqvZsmWL9XcHBwccHR1xuMO/pa1bt7YOX71RQSAhSqNHz5488n//x+oVK1i2bFmp1lStKKVKIvfs2cPx48fJz8/Hx8eH+Ph4nJ2d+e9//0uHG5RnrmxknUjxb8yZN9+SxGm05NaqT1zSZahvSQxnzJrN4SNHrMlbYS9knndziDwGrToBkFfLj182bgQnV7h6nvjGrYsVxzl37hy9evXi/PnzLFu2jJdeesl6/2H79uGQFAtXov8JSlFw0GoJ27ePIYMHFesplYI7QoiaJDIykqysLGbMmkXz5s35auJETp48ychRo2jSpAkLFyxg2tSpZGZmVtokEkCtUuHg4FBt5s+pNRp8fHxo2LAhWju7Uq9pHBISwvczZpCelsZnn35KdnY2ACNGjqRBw4a8/957XLx4EYDnX3wRk9HIju3byczMJD09vVhbhQmkVqvFx8cHf39/XFxdcXFxse5jMBioU6cODRs2JCU1Fb1Oh16vx3QHQ6BVKhXvvf8+xoI5ls5F7keI26XVatFoNGjt7CpVAgmlTCLt7OwAy1o4gYGB1jWW7O3t0WpL1YQQVVZhL6R1KKl/IEpcJBgN5HnW49MvvsCEmpDgYD4Y+t4/vZCRR6BB8396DwHsHSC4KxzaSb4u39ob+euvv/Laa6/h6+vL/v37adOmTbEYVi9bessYp8yafdPeUSGEqK4KP4vY29vj5+/P0//5D82aNyegcWNUajVGoxGNVlttkrOqws3NjYmTJll7BTUaTamOc3R0pEGDBtSvX5///fKL9XitVovJZMLf35+Axo3R5edjMBi4++676fbggxw9fJglixeTnJx8XZu+vr4sXb4cX19fNNd8dtVqtYweOxaz2cwXn3/OT2vWYDAY7mg4q6qgIrAQ1V2pMkBFUTCZTGg0Gn7++WfrdqPReMfjxYWoKqy9kEWHkjZoBmcPgUdtDEYzODkzbtI3DH7nbcL27cPPlMX5jCSUvCy4FGn59shogEYtLYVx/APhUiTxjVvzaI+e/LlzB71792bhwoW4u7vfUYwJ9l7WYbOy/IcQoiZpHRRE/fr1+eiDD3jjrbd4tV8/unbrBsCQwYP5OyyMkJAQPD09bRtoDaNSqf5VZ0NJx2s0Gj7/4guysrP5+quvWL1qFT+tWYNGo6Fr1640btIEjVaLYjaTlJSEoijWLxecnJ0tPTol3I9Go0Gj0VDXx4fGjRsD4O3tLV88CHEDpRpwP3v2bGvp46LVWGNjY3n//ffLJzIhKom//v4b5VIkHN39z8/lKEhLhJjT1t7FtJxcpk6fzuplSxky4E3sm7QBfR5o7MCsgJ09+AVaGvVtDCo1hvMn2fXXX0yZMoU1a9bcUQJpHT5byw+wDJudMmv2Lau/CiFEdaBSqWjcuDGfffEFzVu0IDsrC61Wi4ODA2aTidOnTtGmbVve/+ADSSKrAZVKhaeXF7Vq1SIzM5O83Fyys7PJyMggLCwMJycnpk2fzsB33sHewQGAhg0b8tGwYaW6/q/068f8hQuZv3AhfV56qUbPTRXiZkr19dDdd99d7Hej0YhWq6VJkyY0adKkXAITorK4/557+PlYNNRr/M/Gy1EQc8bSuxjQ1NLTqLVn5LgJvDNgAN99Px3z1Xiwd8Iyrd8MvoHFezN9G6OKO8tfv+/k3nvvBbij4jjWXsgibUtvpBCiJtFqtXTt1o27u3Qp1nPk4OjIyjVrMJtMpKWnExsbS926dVGrVNYEQ1RRinJdpUpXV1cmTJxIPV9fsjIzqePtTV5eHj516+Lv71+qXlFvb+9KPW9WiMritsYYnDx5kpdeeomUlBTi4uI4dOgQa9asYdKkSeUVnxClVl7VScP27UN9JRriosCotxTGAXB0gdxMS6/i1QugKOTr9Lz48ivEXrps2Sf0YTi4HRyc4XI0JMaC1h4Meuww83iPHtYEErij4jhh+/bhr+SgTom0bjMrZmvBHSGEqAnUajWOjo7FtuXm5vLrL7+wfds24uPjefChh3jiySf5ef163hwwgEaNGslwxSpKo9XSoGFDNBqNdRkNPz8/vOvUQaVS0bFjR2bPm4diNuPo6EitWrVsHLEQ1ctt9dEPHjyYGTNmWL+hCQ0NZePGjeUSmBC3qzABmzNvPnq9nr79Xis2pLOkbaW5bfWypbRu1hRMRrBzAH0+6PIsP87ugAIJMZaCOVo7ftu8GVRqS1GdxDio38yyT6dHQK+DnEy8XJ35T88ebPhpTbEYihbHKe1w1NXLlhJ5NIKzhw9afyKPRtyyGI8QQlRnOp2OhfPn8+3XX3Po4EGuXL5Meno6OTk5/Py//zF29Gjy8/JsHaa4Q/b29vTq3Zt6RZbQUBUZeuru4UHr1q0JatOGwKZNrUUihRBl47aSyKysLO677z7r7yqVSl6UolK4NgGbMWs2azZv495uD1iTsaJJ5rVudhtAYJPGaDVqCHkAtWIGFw9wdLYMIQ3fCnXqWwrm+DYGVGDvaPl/QowloazXyHJ7/WY4O9oTfz6SNcuXXhfDtcVxhBBC3JkrV67w66+/UqdOHUaPHUuXLl0Ay1qDoR06cDgiguPHj9s4SlHIYDCQmZlJRkYG2dnZ1rUhbyQlJYVlS5ei1+txcXHB2cWFgIAAmcMoRAW5rVeaVqvFYDBYh35cunRJXqyiUrg2ARv39TfoPX05eCaKGbNn37SXr+htn40ey/MvvUx2dnaxnsl77r4Lk18gaLSY/ZpCdjq07wrt7gM7R/BvamnMP9BSQKdeA0iIhboNLENYC+dT+geSqzMwY9bsYvFLcRwhhChbGenpXL1yhXvvu48nn3zSul5f7dq1eezxx9HpdFy+fNnGUYpCx44d4+MPP+S9d99l0sSJ1633WEhRFJKTk5ny3XekpKQw4auvmDx1KlOmTuWlvn3lc6kQFeS25kQOHjyY//73vyQnJzNq1CiWLFnChAkTyiu2MtW5c2c0Gg2DBg1i0CCZJ1adWBOwepZ1HPNq+ZF34TTkxUJwN8Z/Mxngul6+gW+9yetvDSAkONh6W04tf9b8spG9e4NJyMmjU8F+477+DqWF5Vts/JvA1fOAAlcvgm+j4gVz/JvC5fNgNoPJAA1bFr+9fnPGTfqGg4cOsWjhAuzt7aU4jhBClDE7OzscHR25cuUKaWlp1u3Z2dkcP3YMjVYr1VorkZTkZPb89Rf5+fm0aNkSvU5X4n6pqalMHD+ejPR0Jn71FfV8fWVeqxA2cFtJ5Msvv0yTJk3YsGEDubm5LF68mPvvv7+8YitT4eHhsvhrNVVSAoZvY8hMBY2WVJfajPv6O/IKksDCXj6j0cjazdvZuG07eS0Litv4B8KlaOJS0kGtYfLMmeh0OtLcfK5vf99mVCpQUKO6FIUKBbNaC1o7cK8NLTvC4T/hygXq6DMASM7IQlFrSAfW/LqRuwuSRCmOI4QQZatevXq0aduW8P37ef+990hMTMTR0ZH33n2X8P378fXzo1379rYOUxQonCJlNBrRajSWqufXSEpKYsp335GZkcGw4cPZvm0bYWFhqFQqHu7enWefe84GkQtRM5UqiXznnXeYNWsWYHkBSzVW8W/dbiXVm+0ftm8fLmmXyTt/ElcnJ7INRjDowKOgRLdKfV0SWDjkVde6C/qIP4AiZcJVQL0ASIjhcpaeqTNmQnIKpFwFQ8HwUoMeVGr+2/NxNu7ew9dfDOfryVO5nJBoKcCTnwv7t6DVaHB0tKdbl7s4eOQoSY07gFqNYjZhOryLyTNnMvCtN++oCE55VaMVQojqoFbt2gwaPJjkpCSOHz+OUrAcxMWLF/H39+ejjz+Wip2VSPPmzfngo48wGo3UqlULNzc3622KopCens63X3/NlcuX+errr/H29mbh/Pns2L4dlUpF/fr1bRi9EDVPqQaO79u3z/r/0aNHl1swoua4VSGb29l/6Q8LcXVxhpAHycvKwMvR3jJPsXmoZYfsDIiPoU70AZomnUN7cDvOqZdIy8y2fNPpGwBhv8Gu/8H+reDXGJLiIOQBjJmpXImPB60DePtD6IOWYzQa6NidDVu2omvVhckzZnE1KQk6dgd9Pk88eD/ply5iSE8mKyme+++55/re0nqNuJxjuOMCOrf7GAohRHWnKAoGg8E6n7xjp07MnT+fiZMm8Wq/frzSrx9jx49n2cqVPNy9uwyDrEQaBQTwyquv0v/11/nPf/+LS8EcVrAU0Zk4fjypqamMmzgRP3//EnsqhRAVp1Q9kUqRxVyVaxZ2FeJ2XVvkZuBbb960J+1W+1uHsybGYXJwxmQwoFLM1I46gM5goF7deii13QhtG4RRbyAqJpaMtDRLonn1IopfEzh/AlzcIC8L1Np/qqn6Noa4c5blO47utiScji6WXs6EGExaB1CpiFM5Y3bxtCzp4exGzJX4YsOnC4erqpIjuRBzEaPWARQFo6NzqR6Df/sYCiFETaDX6Zg9ezZxsbF8+tlneHt7U7dePR7v0YOnnn4ae3t7SRwrsZMnTrBixQpQFFxcXXmxTx883N2ZOmUKV69eZcy4cTRq1AgAjUbDw927W5b4UKkIDQ21cfRC1Cyl6onU6XScPn2aU6dOFft/4Y8Qt+N2l7K42f7WojqedS3LabS7n8zcXJTgbpjNZnRmhcFvvEbk0QgWzpnNhi1boX1XjGbFkhgmxIBeb5nH2L4roLIUxclIBbPJMkdSa2f5xrNOfdi7CTJTLEnm5ShQLMV1zL6NQZcL8RchuBvHz5wlNTXVGufSHxZyd0h7Bvbri12jVpb7Cu4GLTvd0XIeshyIEEJcz2gyEfbXX/z266/k5OQA8PP//sf999zDvLlzbRyduJW4uDhWrVjBqpUrWbd2LSeOH2fihAlcvnSJiZMmERAQYN1Xo9HQ/ZFHGDJ0KEPee4/7u3a1XeBC1EClSiJzc3Pp0aMHPXv2JC8vz/r/nj178sQTT5R3jKIaud2lLG61vzWZSoi1JHaJcdCghaWgjmsd9J6+1v1f7f8GJr+mxfZR+TSA8C3QsIW1FxFDvqVH8urFgmqrgZb/+wda13ok/qJl/cfCRBSgbkNwcrXs06A5gS1bX7dG5dKVK/FXcmieEmn98VdyCSsyZLysH0MhhKjJ9Ho9mZmZ6PLzbRqHoigcOnSIXzZsuOUaiMKybuSiH38kJSWFL778En9//2K9yCqVCrVajUajQaPRyNIeQlSwUr3iLl68yIULF0r8OX/+fHnHKKqRmy1lAZY/9n1f6399kniD/cP27cPPlIX2ShT4NLQkdH5NLPv6NYGkOOK17kybPsPSC1mvUbF9lHoBlp7GgkI6BHez3FfQPRB7Bg7ugKTLkJVmSSgdHC09kBdOWoa6arT/9FBeivwnTr8mpGfn0uX+rmRnZ1uHnqZnZXPywD7OHj5o/Yk8GnFbhXVu9ZgIIYSoXMxmM+fPn2fq5Mns27v3llODFEUp9lOdKYpCXFwcq1etYt++fbi5u9OseXOMRiP29vaMHjuWJk2ayDBkUaNUhdf/bS3xIcS/daulLObMm89PW7YT/MOPfPj+0Fvuv3rZUr6fMZNPF6zCWNgbWbR4Td1G5Ov1jJo4CZNvk396LAv3SYi19EIWbtdoLb9HHYX6zS3rQZpVqLNSMB/ZBfp8cPeG9ETLepBQ0FN5wbJ+pH+zf+67UQsijh2nb7/+1w09/TfLdshyIEIIUbVMGDeOQ4cOER0VdcMqomazmczMTHZs327d5uXlRdt27XBwcKioUG3i1MmTjPrySxRFwdPLi/r161O3Xj1GjRpF/fr1JYEUNc7Zs2e5FBtrWTtAUThz+jQmo9HWYRUjSaSoUDfrcStaLGbGvAW8O+idUvXQFSZVcVdj0BmNqC5FWb65UavBzgEcXcit3QBiTwMqS4IXe84yHNVoWaoDtQo6P2Zp0K+JpbexRShciQJvP8zqgnmRKsBsBjfPa9aNbGKZS5lcsAyI2Qz2DuDkxi9btmIuaLtw6Om/KYRzJ8uBCCFETaIoCqdPnSItNZVLcXEAJCQkcPTIEes+Gq2WwMBAnJ2dyz2e5154gcd79LjpvEyzyURKSgqLfvzRuq1ly5Y0a9682ieRZrPZOgIpNTWV3Nxcxo0fT+MmTWwcmRC2sW/vXnZs327tiUyIj8dgMFhqcVQSkkSKSqNosZhERy/mzJ/Pe4MH3/K41cuWkp2dTb3GTdGFPITTsV3U8/MjKTmZuj51SUhMIOdqMuZavpa1HlUqS+9hg+aoTu1DMStQq/g6ktRvbumd9AuEK+ctPZRGvSXRPLrbshZkajwYDajNRjRqNQ6O9igqyDHqwbMOtOwElyIxFya0BW2XRW+kEEKIGzOZTHz84YeoVCqMBd/e//rLL2zZvNm6j6enJ3PmzSOoTZtyj6d58+aYTCZq1659w+FpWjs7GjVqxPyFC63b1Gp1tU8gAWrVqkVQUBBnz56lZcuWfPX11zRo0MDWYQlhM31eeonnnn8esHwptnrlSlYsX16plraRWciiUiipWMzUWXPIzs6mb7/XrP+WVDxGr9fTun0wObXrg0aL0qA5wa1aolegTbNAstJSMWvtoVkw2NlbeicLhqIqag1kJENcJOzbBPs2w/7NlmU9Lp6C5CuoTEbUhvyCYxRQzBD6kKXCasgDKEYjsadPcPV8FLlZmZaiPS07WYLLzoCEWNThW2madA63k3/hZ865rUI6QgghSkcFuLq54enpiYODA/b29jg7O+Pp6YmLiwv29vbWHzs7u0o1TFJRFPR6PXFxcaSmpuLk5ISjo2OlirG8NAoIILBpU+66+27GTZxIgwYNasR5C3Ejhe9d+Xl5XIqLIz0tzdIpUYlIT6SoFG5ULObV/m+wcfcecgv+7VRCD97U76cTF58Id3UALAnohi1bMYU8xIbNWyxd/3k5liI5brXAy/uf+ynoLSQjFTxqQ/2CeY6Xoy3H1W+KEncOuyuR1FXlkx91gGSfhihF4lTqN6PD3V24u/NdKE6ulnmUVy9YElYoWCLEnnYtmrExIYEhb70hvZBCCFEOHBwd+XLkSHLz8m65r0ajsa45WBkYjUbi4uIY+u67hHbowOixY9Fqq/fHNEVRyMrKYsb33xMfH89XX39Nw4YNJYEUosCOHTv4ceFC0tPTLRWIK1EiWb3fnUSVcW2xGEVRMJvNbNn5O7p23axJ4eSZM9kXHs6iBfOxt7dHr9czavwES+9fkcSucCkPxdXLsq6jo4tl2Q61ChIvWSqu5ueAQsFxKtDnWRJKB2fIz4a7Hre05x+INuUSpw7u5/WBbxNx/CTqlEhMJjPR58+DgxNXcrPYd/AgWrMBoz4f7Bwtx+p1oMsjoGlT67n82zmRQgghSqbRaGw+j05RFAwGA4qiYG9vX+qESKvVEhAQwA+LFuHg4IBGoynnSG0vLS2Nyd9+y+VLlxg3frwkkEJco0fPntx3//38vG4d69atq1TDWSWJFGVCr9fz+lsDWDhv7h0lR0WLxSiKQl5eHvN/+IHhC1aDRmtNCi/nGFi7aRt3F/RIzpg1mzydHpIvQ8oVSwP5OWDvZFmzUZ9n6REM7gqHdoKbF7TqbNkv7hwkxFkSy7qNCu/c8gK9Zh5jbu0GvNr/DdatWWWNs32HTpY1I+s3hUuReLuouHDmFC2CQ7lYL8hy/KVISIilXcsWXNW6l1mFViGEEJWT2Wxm3U8/kZaayhtvvVXqv4mF6x46u7jUiB7IzMxMZnz/PVFRUYwbP57Apk1tHZYQlY6dnR0uzs7Y2dtXqgQSalAS2blzZzQaDYMGDWLQIPnwXtbmzJvP2i3bSxxueif0ej1TZ80hr16QZYNfYzj8J0aA4G5Mnjmb/v1eZdzX30CjVpZCOYUuRVoqrvoGWOY4NmplKYzjHwgXTsHVi2A2WSqoKma46zEI32pJHO/uAeciLD2RlyLB0Rl0uWDvxJadsej1euzt7UlNTeXYmbP/9Fb6NeHY/i18O2XKP8NyzSZIjIPgbpYKrR0fAcqmQqsQQojKSzGbMZnNxbapVCqC2rRBURRK+ihoMBi4cOECLzz7LKEdOzJ6zJgqn0yazWZSUlLQ5eeTnZODVqvFsaBQ0OzZs4mLieGrSZNoFBBg20CFqKQ2/PxzpR3OqlIq8yqWZSAzMxMPDw/S09Px8PCwdTjVkl6vt/S+1W1FQMJpzh6J+FfJkaIofDdlKl8uWU+ed5H1tE7ut85btIu/wJOtA/j5jz2YFfM/387o8v5JEMEyH7HjI/8kdQd3gMkE9QOxuxKNwa8pNGhu6ZXMSIE2Xf65v7hzBe2qQKXCycGer954kSGDB9G+QyeO5fDPHEqAS5G4p1zCx88PtVpNWkoKyc7eKPWbWgr3qNXWZNcpOc7aVnVQ2Hvs5OQkQ5GqALleVU9GRgaenp5kZGTg7u5u63DELRQuEq5Wq6/bBpaEsuhrz2g0Mm3qVLZs2sTkqVNxdXMjICCg0r0+dfn51vmmdlotLq6uN40xKzOTSV99RUREBLm5uWg1GuwdHNBqtXi4u/PFl1/SvEWLSneeQlQWSYmJXL16lS2bNrFlyxY2b9tWaSo2V+2vuESlUHRpjrIaqrk3/AD+Sg7xJ/5Cp9ehKApGvR5aWaqeGnwasuWPP2hczxdNkW9qU1NTSc3VY3Zwssx7bND8+vUcr1iK5hjMirVKK/6Blp7HI7v+SUj1OstwWBcPcHQhzzfE2oMYeeEC6I2W9SQLKQoGey2RRyOsiXVSvYK5Of5N0B7aQWN7Iyq1GrNiJmzfvmqTRAohhPjHtUnijbZde7uTkxNt2rattEnVli1bmDtnDigK7YODGTV6NA6Ojjfc32QyERcXx9kzZ4ptb926NaPHjaNx48aV9lyFqAzq+PjgXacOx44eRV3J5klLEin+FevSHAXDTstqqObSHxYU6yX5fsZMPl2wiryiVVH9mzGkSG9eYeKWHNjJkjhmpcKlKMs6j1AwBECx9FJejbmuGA/1m0PcWXBwRG0yYVapwdkdgrtZ4ypMknNTk28af0nVZu0at2ZwNep9FEIIUbaMJhMZGRnYabU4u7hUugQrLTXVmhDWql37lksOqFQqHB0dcXF1RafTYTQYcHB05JFHH5UiOkKUgi4/n7y8PPLy8irVUFaQdSLFv3SjpTnmzJtfpvdTWL21eUqk9cdfyS223uJ1sXT6P5yateW7caPwcnUClYo6derQrFkzVCaDpRjP0d2Wn/2bIeWypRhP3UaWIbJunqjMJupEH7jhff6beIUQQohCRqORS3FxfPTBB8ybNw/zNXMqKwO1Wo1Wq0Wj0aBWqTAajRgMBoxGIyXNjnJ2ceGtgQP5cuRIAps0oU3btowcNYpHH3sMs9mMyWQq8TghhMXvv//ORx9+yPp169DpdJUqkZSeSPGvXLs0B1AuQzWLVm+93VgWL1tBWp4B/AJx0eTzet+X+PzH1Zh8ixTjuRwFqCzFeI7sAt/Glt7O5qG4xJ/i+P6/b6tntTTxCiGEEIXUajWenp4806sX3nXqVMpeuq4PPEAdHx8UIDEhgQ+GDsVkMuHn58dHH3+Mp5dXsf3t7OwIDAxk1owZxMbGEhgYyL69e9m6ZQsA3R54gL6vvFIpz1WIyqB5ixb895ln2LN7N/v27atUFVoliRT/SmVKlkqKRa/X4+XXAEIegCO7iNVoGDVuPCaDkbp5aZgVhaT0TEv1VkcXy9zIOg3+qcxav5ksySGEEKLcFSaRj/foUWmTqoCAAAIKKqnu3LGDsD170Ol0NG3aFJ1eb92vcK3MzMxM5s6Zw969e9Hl53PixAnSMzK4FBcHgK+vry1OQ4gqIzAwkCZNmpCWmsqBgwdtHU4xMpxVVGvTps8gt3Z9yzc3RgNmkwmdXs++37cTfz6SB+/tQtOG9WlW3w9tTpplaGvKFfCqg9aoo1nSWRmGKoQQokIVreRaFeXm5DBn1iyGDhnC0sWLqV279k33Lzzfqn7eQpS1yvx6kJ5IUW3p9XpGTZwE7R6wVGQ1myG4G0rE74Tt3cddd91l7b0sLNxjLLKkiF1ynBTCEUIIUSFMRiNXrlxhzKhRBDZtyot9+qCpZNUYiwps2pT3P/gAo9GIV61auLq6Wm9LS09n7Zo1XLlyBY1Gw4MPPmjtdXRwdESXnw9A66AgIg4dYsvmzZhMJgICAnju+edxcna2yTkJUdn8HRbGju3bOXvmDHqdztbhFCNJpKi2ZsyebemFRLHMeWzYwjJstV5jlq5cyQdD37PuW1FzO4UQQogSqVRoNBrc3d1xdnautENaCwUEBPDmgAHFtimKQnZ2NksWLSIhIQGVSoVao+He++7j0cceK7GdFcuXs3TJEoxGI53vuoun//tfSSKFKGBvb4+7uzuOjo6V7j1BkkhRbc2ZvxASrliW+FCpLcVyAPybkB5/Cr1eby2WU5nmdgohhKh5NBoNPnXrMmToUFRQ6T4wlkZ2VhbfffcdJ44f57XXXyc/Px+NRkPDhg1tHZoQVVKHjh0JCQ1lxbJlxMbG2jqcYiSJFNWOoih8//33REWew8HFDb3BiNKwVYnLkEgvoxBCiMpChaXATlVLIBVFITMzkzmzZ3Pm9GlGjRlDUFBQqc4jMDCQ3s8+i8lkoklg4L9aY1qI6qbw/UCtVleqyqwgSaSoRPR6Pa+/NYAFc+fccRtZWVm88cYbrFmzhg8++ID6DRvx0bivUZIuWdaFBFQmIy5uLjJUVQghhCgDubm5TJ82jSNHjjDxq69o2qxZqRPhTp0707FTJ+vvarXUfBSiKpAkUlQac+bNZ+2W7XScP583+/e/7eNPnjxJr169uHLlCmvXrqV37948/3Jfmvj5FPujZDabCW0bJENYhRBCVBpms5mMzEy2b9tGbW9vQkJCqkRClZGRwczp0zl9+jSjx4y5rQQSJGkU4mYuXLhA5LlznD59GpPRaOtwipEkUlQKer2eKbNmo2vVhamz5vDqyy/j5ORU6uOXL1/OW2+9RZMmTTh48CDNmzcHZK6jEEKIqsFsMpGaksLSJUto27YtwcHBtg7pphRFIScnhzmzZ3Pw4EHGTZhAq1atUKlU6PV6Ig4dIjs7GwCtVoux4ANws2bNaFSw1qQQ4uZOnjjB6lWriL96FYPBAJVoyQ9JIkWlMGfefBLsvUCjJcHekwU//MiH7w+95XE6nY7333+f2bNn07dvX2bPno2Li4v19sIhsgvnzZV5FkIIISotrZ0dDRs1YvbcuWg0mkrfQ5eTk8PUyZM5dfIkE7/6imbNm1t7ILOzs5k0cSJRUVGoVCrq1qtH/NWrALz/4Yf0f/11W4YuRJXxf48+SrcHHmDNqlWsXLGiUs2LrNzvUKJGKOyFzKvlB0BeLT9mzFuAXq+/6XExMTHcf//9LFy4kDlz5rB48eJiCST8M0R2zrz55Ra/EEIIURY0ajUuLi44OTlV2uI6iqKQlZnJ3NmzOX78OMM//5zmLVoUS3oVRSEvP5/c3Fxyc3PJysy0/t9gMNgweiGqFnt7e1xdXXFwcKhUCSRIEikqAWsvZJHqqYmOXsyZf+PEb8uWLYSGhpKYmEhYWBgDBgy47g9u0SGyU2bNvmVSKoQQQoiby8vLY8b06fz999+MGTuWNm3bWv/+mkwmTp48yZkzZ3BycqJRQABOTk4kJSUB4OPjQ61atWwZvhCijEgSKWwubN8+/JUcmqdEWn/q6TP4bMRI63yKQiaTiZEjR9KjRw/uuusuIiIi6NixY4ntXjtEVnojhRBCiDuXlZXFjO+/5/jx44wcNYrmLVoU+wI3NyeH9997j4/ef5/z0dG8N3QorYOCAMtw3Rf79OGxxx+3VfhCiDIkSaSwudXLlhJ5NIKzhw9y9vBBzkQcIKhFM3IVNX37/VOlNTk5mR49ejB27FjGjBnDb7/9dsNvNEsaIiu9kUIIISozo9FIWmoqWVlZKJWogIaiKOTm5DBv7lz+Dgvj8y++oG27dteNADKbzSQmJpKYmEh2dja1atXCw90dR0dHnJycqO3tjZubm43OQoiqJy8vj9TUVHJycirVewJIYR1RCWVnZ7Np+07o9H/8smUr2dnZnDhxgmeffZb8/Hy2bdtG9+7db9pGSUNkC3sjZW1IIYQQlY3BYCAmJoZ+r75KSEgII0aORKutHB/TcnJymD5tGkePHmXCpEm0bNmyxDmbarWauj4+ODs7owJq167N1999Z/0C19XVtYIjF6Jq27RxI4sXLSI1JcWyoRIlkpXj3ekOpaWl8dFHH7Ft2zbi4uJsHY4oI31f64/ZvylotJj9m3JP1wc4c+IYHTt2ZM2aNdSvX/+WbRQOkVWnRFq3mRUzYfv2SRIphBCi0tFqtfj6+TF23Djc3N3RaDS2Dsm6jMeC+fOJiIjg8y++sC7jURInZ2e+mzoVk8kEQEDjxjg7O1dkyEJUK/d37UrTpk3ZsnkzW7dsqVTFdSo8iRwyZAi//PILMTExHD9+nDZt2lhvi4yM5NVXXyU5ORlPT08WLVpE69atb9iWl5cXCxcuvGWvlKga9Ho9ffu9xq9btkHnxywb/QM5vm8zb7/xBlOnTi31Mh2yPqQQQoiqRKVS4ezkRLv27StNZdb8/HxmzpjB/n37GD9hAi1vkkCCJREu+rlOCPHv+Pj4UKdOHY4fO4a6EnyxVFSFz4ns3bs3e/bsoVGjRtfdNmDAAN566y3OnTvHsGHDeL1gHaGEhAS6d+9e7GfYsGEVHbooZ3PmzWfNhl8svZBFhqHSoDlXE5NlnUchhBCigmRlZTFzxgyORETw5ciRNxzCKoSomSq8J7Jr164lbk9MTCQiIoJt27YB0KtXLwYPHszFixcJCAhgx44d/+p+MzIyiv3u4OBgWXNFVAqFhXBADfExkBr/z40GHX+kX610E4rFPwqvjVyjqkGuV9Uj10pUFEVRyM/LY8H8+ezetYvxEyYUW8ZDCCGgEs2JjIuLw8/PzzqJXKVS0bBhQ2JjYwkICLjhcQMHDuTMmTMMHDiQjz/+mMDAwBL3u7bn87PPPuPzzz8vs/jFvzNrzlzi7T3BSwdZadibDDSo749arcZsMtE+qDV5eXm2DlPcQn5+vq1DELdBrlfVIddKVJTc3FxmTp/OoYMHGT9xIkFBQZJACiGuU2mSSOC6N6nSfPM6Z86cUrUdExODh4eH9Xfpiaw89Ho90+bMI79+O/BuAGYTvldOciJ8r1yjKkJRFPLz83F0dJQPG1WAXK+qR5YnEuVNURRyc3P5YcEC9u/fz2dffEGbNm3kPUIIUaJKk0Q2aNCAS5cuYTQa0Wq1KIpCXFwcDRs2LJP2PTw8iiWRovJ4/8OPuKR2LjYPMtHRi7kLFvDe4MG2DU7cFpVKJR84qhC5XlWHXCdR3nQ6HXNmzWLPnj2MHT9eeiCFEDdV4YV1bsTHx4eQkBCWLVsGwLp16wgICLjpUFZRtZnNZsaMGcPsefNxTr5EYOIZmqdE0jwlEj9TNmF799s6RCGEEKJCGI1Grly5wqiRI1m6ZIl1mYyKkJ2dzZzZs9m/fz9fjBhB69atJYEUohLY89dfjPrySzb+9ht6nc7W4RRT4T2RgwYNYsOGDcTHx9O9e3dcXV2JiooCYO7cufTr148JEybg7u7O4sWLy+x+O3fujEajYdCgQQwaJOsE2lpKSgovv/wyW7duZdTIkXzxxRfWNbEURSEvLw8nJycbRymEEEJUDJVKhUarxdPDAxcXlwq5z8Kh7T8sWMDO7dsZO2EC7e9wiZGSpiAVbWf9unVEF3zeu/e++7i7SxfU6krTlyFEpeTg4ICHpydOzs6V7oudCk8iZ86cycyZM0u8rUWLFuzdu7dc7jc8PFyGs1YSBw4coHfv3uTk5LB582YeffRRW4ckhBBC2JRGo8HHx4chQ4dW2FDzvLw8Zs+axf69exk7YQLt2rW74/tNS0tj08aN5OTk4OjgwOM9e+Lj42O9ffOmTfy+cydg+WB81913l8k5CFGddezUidAOHVixbBmxMTG2DqeYSjMnUlR/iqIwZ84chg4dSnBwMGvXri2zOa9CCCFEVacC1Gp1uSeQhSN+Fv/4I3t27+azL7644x7IQsnJycyaOZOE+Hg8PT1pHxJSLIlElqkR4rapVKp/3hNqek+kqJlycnIYMGAAy5cvZ9CgQXz33XdSeVUIIYSwAb1Ox9w5c9j1xx+MGTeOtv+iB7K0Ot99N86urqAoNG/RotINzRNC3J4ak0TKnMjyp9fref2tASycNxd7e3vr78M+/IAXX3yRCxcusGLFCl588UVbhyqEEELUSDk5Ofy4cCF/h4VZlvFo27ZMEjoXZ2c6d+5MWloari4uuLu5Fbu932uvYTabAcvQXUkihajaakwSKXMi/3FtsldW5sybz9ot2+k0bz5DBg9izrz5rN64lTVrVtOkUSMOHDhA69aty+z+hBBCCFE6iqKg1+lY/OOPbN68mbHjxhESGlpmyZyfvz9Tpk274e12dnZlcj9CiMpBymLVQIXJ3px588usTb1ez5RZs9G16sKUWbNJS0tjxNjxGNrci52zG3v27JEEUgghhLCR/Px85syeze+//86YceMIDgkp097AwmJARX+EENWXJJE1zLXJnl6vL5N258ybT4K9F2i0xNt5ENiyFZmevqDRYq7fjOUrV5XJ/QghhBCi9AqL6CxdvJjff/+djz7+mNDQUFleQwjxr8g7SA1TNNlLsPcsk97IwsQ0r5YfAPm1/UnLzgXfxgDk1fIr04RVCCGEEKWj1+uZP28eGzduZNTo0XS+6y7pJRRC/Gs1Jons3LkzrVu3vuEalTXBtcnetcmdXq+nb7/XbjvZsyamhd9qqjXQoAUkxFp/j8OZGbNnl9m5CCGEEOLmcnNz+WHhQnbv2sWnw4fTPjhYeiCFEGWixryThIeHc+rUqRpdmbWkZK9ob+SdzpX8Y/duVJcjYe9GnI/+Cfs2o74SjWtKLM1TIqkTfQBTXCRLV8iQViGEEOJGDAYDiYmJpKeno/yLdRUVRUGn07Fk8WJ+3bCBT4YP5+4uXSSBFKKKycnJITExkaysrH/1nlAe5N2kBgnbtw9/JYfmKZHWH38ll7B9++54ruShQ4c4ciAcR7OBDSuX4VOnNnR6hIb1/Ui5FMvx/X/j4uQIHbuTnpUlQ1qFEEKIEhgNBmJjY3l7wAC+nzoVk8l0x23l5+czf948dmzbxqgxY+jQoYMMYRWiCtq2dStvDxjAqpUr0eXnQyVKJGvMEh8CVi9besPbvp8x87q5kkMG37jXVqfT0fWhhzl8IJz27dvzxx9/8MtvG0ucb3k77QohhBA1kUarxdfPj5GjRuHm5oZGo7ntNgp7IJcvW8a2rVv5ZPhwOnXuLAmkEFXUvffdR+MmTdi6aRNbt26FSvRalp5Iccu5ktfKzc3l/m4PEH7iDJ3v7sKePXvw8/O7ro3JM2czeebMW7Z7p3MxhRBCiOpCpVLh7OREu/btaRIYeEeJn8Fg4IcFC/hlwwa+HDmSLl26SAIpRBXm4+ND+/bt8a9fH/UdfLFUniSJFLecK1lUZGQknTt35uCxExD6IJeTU1CpVCW2cUXjyuUc4y3bLY91K4UQQoiaJC8vj8U//sjOnTsZ9sknhHboIHMghRDlpsa8u0h11hu72VzJotavX0+HDh1ITE7Bvmm7YkNUS2rDISkWx7zMm7ZbXutWCiGEEDWBoijo9XqWLV3K+nXr+PiTT7j3vvskgRRClKsaMycyPDwcDw8PW4dRKd1sriRYhscMHz6c7777jmeeeYaDJ8+Q5F0f+GeI6tkjEdjb29/2fZe0buW7g965o/MQQgghahqdTsePP/zAju3b+XL0aDrLHEghRAWQr6nETV25coWHHnqIadOmMWXKFLo++CBJjrVKNfT1Vm53LqYQQgghLAqL6KxcsYKNv/3G0Pff5+6775YeSCFEhZB3GnFDf/75JyEhIZw/f54///yToUOH8ve+/aUa+loaN5yLOV/mRgohhBA3YzAY+PGHH/jfunWMGDmSe++7T3oghRAVpsYMZxWlZzab+frrr/n888954IEHWLlyJT4+PsCth77ejsJ5lOqUyH/uWzETtnc/b/bvX2b3I4QQQlQn+fn5rFy+nG1btvDhxx/TqVMn6YEUQlQoSSJFMWlpafTr149ffvmFzz77jDFjxtzRWlWlcaOEVFEU8vLyyuU+hRBCiKpKURSMRiMrli1jzZo1lmU87rlHeiCFEBWuxnxtJdVZb+3w4cN06NCB3bt38+uvvzJ+/PibJpCyvqMQQghRcfR6PYsXLeK3337jixEjuOvuuyWBFELYRI1JIsPDwzl16hSDBg2ydSiV0sKFC+nSpQteXl5ERETwxBNP3PKYG63vKMmlEEIIUXYURUGv07F61Sr+t349Q957j3vvu6/cRgoJIcSt1JgkUpQsLy+P/v3788Ybb/DKK68QFhZG48aNb3nczdZ3vFFyKYQQQojbZzQaWbx4MT+tWcPnI0bQtVs36YEUQtiUJJE1WFRUFF26dGHlypUsWrSIefPm4ejoWKpjr13fccbs2fTt9xrZ2dk3TC6FEEIIcXt0+fmsXLGCTRs38v6HH8oyHkKISkEK69RQP//8M6+++io+Pj7s37+fdu3aleo4vV5Pv9ff4O+DEeT5BgGW9R3HfzOZbIOR3P5vFEsu58ybz5DBMoRYCCGEuB2KomAymVi1ciUrVqzgiy+/5D5ZxkMIUUnIV1k1jNFo5JNPPuG///0vDz/8MAcPHix1AgmWHsg1v27kisa12PqOqa510HvUZcOWreTV8gMsyaX0RgohhBC3pigKSpHf9Xo9SxcvZsPPP/P5F19wTw2pwpqbm8uZ06dr/GcHg8FAZGQkmZmZtg7FZhRFIebiRRLi420dis2ZTCbMJpOtwyhGksgaJD4+nu7du/Pdd9/x7bffsm7dOjw8PEp9fOE8SJOLF8qlSJolR9I8JZI60QdQJcRCylVMfk2LJZeFvZFCCCGEuDGDwYDZbAYsf2/XrV3L2jVrGDxkCPd37VpjiuhcvHCBTz/5hNTUVFuHYlOZGRmMHT2aY0eP2joUm5o1cyYbNmywdRg2pSgK+fn55OfnoyjKrQ+oIJJE1hC7d+8mJCSEs2fP8vvvv/Phhx/e9jea1nmQrTphF9CKwW+8xvH9f+Pi5IgS8iA4uULyJbSHtlsTTH8ll7B9+8rprIQQQojKwWQycfr0aXbv2sXpU6cwldBrkJmZyeGICGuyWBKj0ciypUtZtXIlwz//nAcefPC2/14rikJiYiKxsbGl+tBpMBg4d+4cuTk5N24vIYG4uLjr2svLy+Ps2bMYDIZi53D27Flyc3Ot2y5evEhycnKx9i4VtJeens756GhMJhMKWHpcyujDcm5uLpGRkaXu2bwUF0dCQsINH7ecnByioqKua89oNBIdHX1dz2FcQXtgOe+UlBQuXryIoihkZ2dz7tw56/NBp9MRFRVFXl6e5XEwmymLR8FsNnP2zBlybnB9r5WamsrFixdLfA5b2zt7tsT2YmNjSSw430IpKSnExMQUa0+n03Hu7Fl0Oh0mk4lz586Rk5ODoihER0eTnp4OimJ5DG7yerkdiqIQGxtLUmJiqfYvfO4UfW4XZTabS2xPURTS0tI4Hx1d7HmUm5vLuXPnMBqN1v3OnTtHVlZW8faSklAUhfj4eC5fulTYaJm9JspKjUkia+o6kYqi8M033/DQQw/RokULDh8+TNeuXW+7ncJeyGuHqs6YPduSWKrV0LIjBD+AXaOWDH7jNc4ePkjk0QhWL1ta1qclhBBCVBpGo5HVK1cyfNgwZs6YwfBPPmHlihXWD5+FPQk7tm9nzOjR1g+R1zIYDKxZvZpffv6Zd4cO5d777rujIjqKorB92zaWLFpUqv2zsrKYMH48Fy5evGF7W7duZdmSJdfddunSJcaNGUNGenqx9saNGUNsTIx12/y5c/nzjz+s7W3ZsoXly5ejKAqHIyL4fto09Dpdqc+xtGIuXuTrr74iPS2tVPsvW7qUzZs23fD2C+fP890335B2TXu5ublMmzKFUydPFtu+dMmSYu39tXs3c+fMAeDc2bNMGDcOXcF5JyUm8u3XX/+TOJQRg8HAmNGjOR8dXar9/w4LY8G8eeTn55d4u16nY/zYsUSX0N6SRYvYumVLsW1he/awYP78Yol3Qnw8E8aPJykpidzcXL6aMIHoqCiMRiPfT53KoYMHb+MMS8dkMrFk8WK2b9tWqv3jYmOZNHHiDZ87RqORJYsWsWPHjutuOxgezvfTphUbghobE8OEceOsSaPRaGTCuHGcOX0aAINez5JFi/hj507MZjO//forq1etut3TrDA1prBOeHj4bQ3drA4yMjLo168fP//8M5988gnjxo1Dq72zS27thbxmqOrSFavwV3SoUyKt+5oVM2H79klBHSGEENWeoiicPXOGpUuXMmToUB588EF2/fknUyZPJjg4mKA2bdj799/8+ssvbN++HXc3txLbUBSF2JgYJn/3HU888QSKycQfv/+Og4PDHfVEnjhxgpgLF/g7LOyW+6enpxMdFcXBAwdK/MCsKAonjh/nyuXLhO3ZUyye2JgYoqOj2bt3L7Vq1QIsQzEL20tJSQHg3LlzAPj6+lrbS0hI4O+wMA5HRBB57hx///038VevkpGRQXh4OLVr176t8y5JdFQU0VFR7Nu7l9re3rfc/8SJE6SmphIWFkZJj/q5s2et7XkXaS87O5voqCgOhIcX63E7efw46WlphO3ZA8DxY8c4ffIkYXv2cObMGSIjI9n79984ODhw9epVzkdHs3//fry8vEhLS+PY0aOo/+VcWIPBwPnz5wkPDy/VHMvC67H3779xcnK67nadXs+F8+cJ37+frGvaO3v2LGlpaTQJDLRuizh0yHJ9w8KsqwBcvXLFcq579+Lm7m5tLy0tjejoaA4eOICjgwMJCQmYFcX6+P0bJpOJyLNnyUhPp1FAwC33j46O5vz58+zbt8/63C6qsAc/KzOThg0bFrvt6NGjnDlzhr///tv6RVBUVBQXzp9n7969eLi7YzKZLK+TgwfR6/Xo9XrOFfTw1vb25uiRI2RkZLBj2zbORUZirmQ9kSqlMg2uLQeZmZl4eHiQnp5eo5LIo0eP0rt3b5KSkliyZAlPPfXUv2rv+Zf7EnH8ZLFvRM1mM6Ftg8q8p1FRFPLy8nBycqoRRQSqA7lmVYtcr6onIyMDT09PMjIycHd3t3U4ogiz2czSJUvY+OuvLFm+HEdHR/Lz83m1b18e79GDV159lSOHD3PkyBFOnjjB4YgItmzfjr29vbUNg8HApIkT+fGHH9BqtdbXplqtRmtnV2Iycyu5ubno9Xo8PT1LdQ5paWm4u7tjZ2dX4j45OTkYjcbrPksZjUbr87Nw3qbZbCY1NRUPT0/sCr68zsjIQKvV4uLicl17+fn55OXl4enpidFoJDMzs1h7/4bBYCArKwsPD49StZeRkYHWzg4XZ+cSb9cbDGSX0J7ZbCYjIwMnJ6diy6Wlp6djZ2dnPe+8vDzy8/Px8vLCYDCQkZFB7dq1UalUGI1GsrKycHV1RaPRkJGRgbOzMw4ODv/qMVAUhdTUVNzc3Io9724kNzcXg8GAu7t7iX8jbtZeZmYmarUaV1fXm7ZX+Lzx8PBArVaTnp6Oq6srdnZ2ZGRk4ODggJOTU4nt/Ru3096tnjuKopCVlVVie/n5+eTm5hZLPg0GA5mZmXh5eVk/T6ekpODq6oqDg4O1PY1Gg4ODA7m5uZhMJpydndHr9bi5u/Pn7t2lXo6vvNWYnsiaZNGiRbz99tu0aNGCLVu2EFjk26A7JUNShRBCiOsVzuFq3KSJNQGzs7OjSZMmREdFoSgKoR06EBIayq+//MLhiIjr2tBoNDz93/8S2LRpsRFDKpUKjUZzR1/2FBbqKU0CoigKuvx87O3tUd8g0TIYDChmM/bXtGc2m9HpdDg6OlrjLBy+6+DgYP2wrNPpUKvV1seoaHsmoxGD0YijgwNmRUGv0+FQpL1/w2wyoTcYSt2jq9fpUBWJs7TtKYqCTqfDzs6uWMJxbXtGoxGTyYSDg4OlLb3ekhSoVJjNZvR6Pfb29qhUKvQ6Hdpr2rsjikJefj4ON7m+RRXGWBhHSe3l3+D5cu11BjAaDJjM5mLtmc1my3V2cACVCp1Oh72dHWq1Gp1Oh0arRavV3vJ63K7baa/wetzwuaMo6PX6EtszGo0YjcZiCV/h9S763M7Ly8Pe3t5yjYu0p1arrcPhNRoNZrMZFxeXMnscyoIkkdVIfn4+7777LgsWLKB///7MmDGjxGEIQgghhCgbiqKQnZWFl5dXse0uLi4kJyeXqrCNWq2mbdu2tG3btrzCFEKIMiVJZDVx/vx5evfuzenTp1m4cCH9+/e3dUhCCCFEtadSqXB1dSU7O7vY9pycHNzc3GTIuBCiWqox1Vmrs19//ZUOHTqQkZHB3r17JYEUQgghylFhIRxFUVCpVAQ2bUpUVJS1oIrJZCIyMpLApk0liRRCVEuSRFZhRqORzz77jKeeeoquXbty6NAhgoODbR2WEEIIUa2ZTCbC9+9nz19/oVKp6NixI3qdjm1btpCUlMT2bdvIz8ujY6dOkkQKIaolGc5aRSUkJPDiiy+ya9cuvvrqKz7++OM7WktKCCGEELfHaDTy26+/kpGRwf1du9K8RQte6NOHadOm4bNyJYkJCfR77TVatGhRLIm0s7PDrYQlPoQQoqqRJT6qoD179vDcc89hNptZtWoVDzzwgK1DKlOy/EDVI9esapHrVfXIEh+Vi6Io5ObmoiiKtbS/0Wjk6tWrXL1yBV9fX3z9/IpVWlUUBYPBQH5eHm43WDpBCCGqCum6qkIURWHy5Mk88MADNG3alMOHD1e7BFIIIYSo7FQqFS4uLsXWhtNqtTRo0IDOd91Fg4YNiyWQhcfY29vj7uFRbJkDnU6H0WgssYqrUlDy32w2l+8JVTKF5104x7QmKlxeopr39RRTuEzKtc/3wi9gSrqturjRa11RFIxGo/Xcr30+mM1m8vPzb/geUp5qTBLZuXNnWrduzcyZM20dyh3JzMzk2Wef5cMPP+T9999n586d+Pr62josIYQQQtyBrKwsVq9axagvv2TalClER0cX+xCoKArp6eksXLCAhIQEG0ZasQo/NP+4cCFRUVG2DscmFEXhUlwcc2bPRq/X2zqcCqEoCmlpacydPZu01FTrdrPZzIkTJ5j83XeMHjmSDT//bB0FUF0oikJ2djYLFyzg8qVLxbZfvHiR6dOmMerLL1m2ZAnZ2dnWol4ZGRmsWrmSUV9+yfTvv+fC+fMV+rjUmCQyPDycU6dOMWjQIFuHctuOHz9Ox44d2b59O+vXr+ebb76pVIuNCiGEEKL0jEYj07//nrWrV9O8RQuuXr3K58OHExsbax1ufvHCBRYvWsRPa9aQmZlp65ArhE6n41JcHCtXrGBVwdzSmqRwzdHo6GgWzJ/P+p9+wmg02jqscpednU10dDSzZ81iy5Yt5OTkWG87f/48nw4bRmZGBk0CA/nxhx9YsmhRtemRzM/PJ+biRZYsXsxPa9eSlp5uve3q1at8+cUXXLhwgabNmrFx40amTplCfn4+JpOJaVOmsH7dOloHBREbE8Mnw4YRHx9fYbFLYZ1KbunSpQwYMIBmzZpx8OBBmjVrZuuQhBBCCPEvREVFsTcsjI8/+YT7u3YlMzOTt954gx3bt9P/9dc5fuwY48aM4WJMDG5FhsxWd1GRkUwYP57Tp07V2GKBf/zxB7NmzuRSXBwenp62DqdC7PrzT+bMmkVMTAx+fn7W7WazmXU//UTjgAA+/ewzXF1d8fXzY+rkyfR+9lm869SxYdRl49TJk4wZPZoL58/j4uJi3W42m9m5Ywc6nY4xY8fi6eVFhw4deG/IEHr16oVGo2Hv33/zxciR3HPPPfTo2ZNBb7/Ntq1bebVfvwqJvWa+QquA/Px8Bg4cyCuvvMJzzz3H3r17JYEUQgghqjhFUTh75gwqlYrgkBBUKhWurq7c3aULe//+G4DgkBAWLV3K5ClT8PTysnHEFad5ixbMmDWLhT/+SN26dW0djk088n//x/KVKxk5ejR22prR1/Nw9+4sWbaMcRMmFBtpl5mZydkzZwjt0ME6/7hVy5bY29tz7tw5W4Vbptq0bcsPixYxbfp0atWqZd2u1+s5euQI7dq1s36ZENi0KR7u7pw5c4ajR4/i4elprQDt5eVFcEgI4fv3V1gvbc14dlYxFy9epHfv3pw4cYJ58+bxxhtvSBU3IYQQoppITkrC3sHButyHWq3Gx8eH3xMSMJvN2NvbU6tWLdzc3FDXoL//dnZ2eHl5kZaaWiN7IlUqFY6Ojjg6Olp6pWrItS88Z1dX12LnnJOdTWZmJvV8fa2fg11cXXF3d+fq1au2CrdMFb7W3d3dURV5zptMJq5evUrroCDrNq1GQ926dS3zJlUqHBwcrNW6NRoNderU4cTx4+Tl5RXr1SwvkkRWMps2beLll1/Gw8ODsLAwOnToYOuQhBBCCFFGFEXBZDYXS5JUKhVqtRqlhOqLQtRUZkVBKeG1olKpqn3lXkVRMF9z7qhUqDUaTGaz9XEovF1RFDRqNRQU3akINe9rnkrKZDIxYsQIevbsyb333ktERIQkkEIIIUQ1o1KpqF27Nvn5+eTm5gKWzwApycl4e3uj0WhsHKGoDGpGH+TNubi44OrmRmJionVbbm4u2dnZ1K1Xz4aRlT+tVouPjw8JRQrlmEwmkhIT8fX1pU6dOuj1erKysgBLEpmckoKrmxtOTk4VEqMkkZVAUlISjz32GBMmTGDChAls2LABrxo0B0IIIYSo7kwmk7XSZpMmTVDMZs6cPm2txnr48GGCQ0NtHGXFKlz/r7pU2hRly93dnUYBARwvGKKpKAoxFy+SlZlJ8+bNbR1eubKzs6N1UBDHjh2znvvVK1dISkqieYsWtG7dmvS0NC5euICiKGRmZnL61CnatG1bYV9ESRJpY3v37iUkJISjR4+yfft2hg8fXiPnAQghhBDV2bqffuLz4cNJS0ujbdu2BLVpw/dTp7Jj+3bmz53L1atXeeLJJ20dZoVKS0vj1b59+bugoJD4hwxqtvTG9e7dm+NHj/LDggVs3bKF2bNm8djjj+Pt7W3r8MqVWq3mkUceQa/XM3XyZLZt3co3X3/NPffeS9OmTQlq04bWQUHM+P57ft+5k3lz5nD1yhWe/s9/Ki7GCrsnUYyiKEybNo2uXbvSqFEjDh8+zEMPPWTrsIQQQghRDnzr1aNFy5bY2dmhtbNjyHvv0bZdOxb/+CMXLlxg5OjRBAQEFCukV69ePZ56+ulqOzrJzs6O4OBgal1zfh4eHjz19NP4+fvbKDLbCwgIoFfv3jVqXfAGDRrw1FNP4VZQLAYgqE0bPho2jFOnTrFs6VLuu/9+Xn/zTbTVrHJtHR8fnnrqKWtyrFKpCGjcmGGffkpSYiJLlywhICCAIe+9h6urK1qtlqEffECLli1ZuGABV69eZfTYsfhX4GtGpVTzGdyZmZl4eHiQnp6Oh4eHrcMBICsrizfeeIM1a9bw/vvvM2nSpBr1JnErhUN7nJycpCptFSHXrGqR61X1ZGRk4OnpSUZGhrUan6haCodsFhbEKCycYS4okqHRaK57PSoFRTIKj6luihYPKXp+1f28S+NGj011dqPrrigKJpPJUjym4HVS3R6T0py7Wq0u9nwozXtIeapeaXwVcPLkSXr16sWVK1dYu3YtvXv3tnVIQgghhChn105VKfzQd7P5S9Xxw3JRhY9BSdur83mXxo0em+rsRtddpVJVu57Ha93JuZfmPaQ8yXDWCrRixQo6d+6MVqvlwIEDkkAKIYQQQgghqhxJIiuATqdj0KBBvPTSSzzzzDPs37+fFi1a2DosIYQQQgghhLht1btvuBKIiYnhueee48iRI8yePZsBAwbU+CEaQgghhBBCiKqrxvREdu7cmdatWzNz5swKu88tW7YQGhpKQkICe/bsYeDAgZJACiGEEEIIIaq0GtMTGR4eXmHVWU0mE2PGjGHs2LE89thjLF26lNq1a1fIfQshhBBCCCFEeaoxSWRFSU5O5qWXXmL79u2MGTOGzz777LqKbEIIIYQQQghRVUkSWYb279/Ps88+S15eHlu3buWRRx6xdUhCCCGEEDWKTqcjISEBAB8fHxwcHGw6nUhRFHQ6HUmJiZaY6tbF3t5epjiJKk2SyDKgKAozZ87kgw8+oEOHDqxZs4YGDRrYOiwhhBBCiBpDURRiLl5k9uzZnDx+HIBWrVvz7nvv0aBBA5skbYqicPnyZWZOn86xY8csMbVqxaDBgwlo3FgSSVFlyTjLfyk7O5s+ffrw7rvv8vbbb7Nr1y5JIIUQQgghKlh+fj6TJ09m6+bNBIeG0rhJEzZu3Mj0adPIy8uzWUwzvv+e3379lQYNGhAQEMC2rVsZPXIkmZmZNolJiLIgPZH/wunTp+nVqxexsbGsWrWK559/3tYhCSGEEEJUOfHx8fzx++8YjcYSb2/RogWdOne+ac+dXq8nNiaGbg88wIgvv+TSpUucPXuWyMhIMjMzcXZ2BiArK4u///6b9u3aUbdevWJt5uXl8eMPPxAbG8uLL77IyRMnMJnNJd5fs2bN6NS5MxqN5oYxZWRkcPDgQYKCgpjw1VfY29sz8M032b9/P8nJydaij7m5uezevZu2bdrgX7/+LR8vYREbG8vfYWG4uLjweI8eaLWS2lQUeaTv0KpVq3jjjTdo2LAhBw4coFWrVrYOSQghhBCiSrpw4QITxo0jNzcXVCquTRVf7tuXDh073jRhc3V1ZdacOdjb25OWmsresDDS09IIDgnBzc3Nut+Vy5cZ+u67TJ4yhcd69CjWRlpaGj+tXYtPnTrk5uYydswY9Ho9wHUJ7PMvvEBIaOhNY3J3d+ejYcPw8vLCy8uLrKwsjEYjarW6WHspKSkMGTSIiZMm0at371s9XKLAmdOnmTBuHL5+fjzcvbskkRVIHunbpNfr+eijj5g+fTovvvgi8+bNw9XV1dZhCSGEEEJUeQ4ODjz9n//g6elZbHtohw7WpEtRFPR6PSajEUcnJ2sVfI1Gg5+fH9lZWYydNIlNGzeiUqm4//77cXBwwGAwYDabMRgMABiMRvR6PSqVCjs7O1QqFZHnznEpLo4ePXviWpB4Ojo58dhjj+Hj41MspvbBwcUSSJ1Oh9FoxKlITM7Ozjz22GMApKamMmP6dI6fOMHD3btTp06df2IqSFSNBgM6na5YTDdS+DiYTSYcnZxQqVSYzWby8vJwdHQsMbk1Go3odDocHBxKTLjMZjP5+fkoilLsPK69T6PBgEPBffybeZ1GoxGj0Vis+FFJj2NRBoMBg8GAo6PjHd+v+PckibwNcXFxPPfccxw6dIgZM2bwzjvvyIRoIYQQQogy4uTszJtvvUWTwMDrblMUhfT0dNasXk3EoUPodTqaNmvGM7160bxFC1QqFSaTCXsHB156+WUaNGjA0iVLmDNrFq1bt2b79u1EHDxIdnY2BoOBhQsW8Osvv9CoUSMGvfsunp6e7N61C1Qq7u/a1foZz8XZmVf69aN9+/YlxpSRkcH6n34iPDyc/Px8mjRpwn979aJ169ao1WoURSE6KoppU6bwxx9/0KlTJz786CMcHR358YcfOBgeTl5+PmazmaVLl7Jzxw7qN2jAO4MG4V2nTrH7O3XqFKtXraJhw4Y0adKEn9auxWAw8HiPHnTq3Jk1q1Zx4sQJ/P396fPSS7Ro2RKVSoVer2f3rl1s/O03MtLTqVW7No/36EHXbt2ws7NDURTOnT3LyhUriIuLQ1EUmrdowX+feYbmzZujUqnIysri119+4a/du8nPz8fLy4uHu3fn4e7dcXR0JDoqimXLluHv788LL76Im5sbV65cYcXy5ahUKl559VVcXFyYNWMGer2ep55+mvXr1uHh4cFbAwei1+n4ae1aDhw4gE6nIzAwkGd69aJlq1ao1WrMZjOHDh5k3U8/kZiYSKvWrfH39y+fJ6K4JUkiS2n79u306dMHJycn/vrrL+666y5bhySEEEIIUa2YTSYuX76Mukgvmlarxd/fn/T0dD779FN+37kTV1dXHB0dCQsL4/edO5k6fTre3t6sWrGCVkFB/N///R8tW7Xi6NGj/PH776SkpFgaU6ksP4CKgiGqBcNnMzMzOXDgAI0bN6ZpYCBX4+MBMJlMXL161Tp/sTAmX19fsrOzGTliBJs3bcLFxQUXFxfC9uxh586dTJk2jeDgYM6eOcOH77/P1atXGfD227zcty+enp6YTCbLsN0iHRKqojGW0FERGxvLimXLcHd3x8PTk6ysLNJSUwnbs4fApk25cvkyJpOJ3bt2ceTIEeYtWEBdHx+WLl7MtKlTMZvN1Pb2Zv/+/fy+cycffPghL/Xty4ULFxjy7rvEXLyIn78/RoOBsD172LFtGz8sWoSvnx+zZs5kyaJFeHt7U7duXY4dO8bmTZv45NNP6de/P1euXGHl8uW0a9eOp//zH9zc3EhNTWX9unVo1Gr+85//YGdnx/r160lLTeXgwYMcO3qUhx5+mNSUFCZ99RVbNm/G1dUV5yKP49Rp02jXvj2HDh5k6HvvkRAfj7OzM4cjInBwdESn05Xtk1CUiiSRt2A2mxk/fjwjR47kkUceYfny5Xh7e9s6LCGEEEKIaic7O5vPhg/Hzs7Ouq1u3bosXb6csD17+OP332ncpAkjvvySOnXqMGP6dDZt3Mia1avp//rrLFu6FF8/P5o2bUpmZiaX4uLwqVuX2t7evNqvHy+9/DJRkZG8+PzzvNqvH93/7//QaDQ4OjoSHh5O/NWrPPrYY5ahrAVJZGZmJmNHj8bBwcEak2+9esyeO5f9+/axfft26jdowMhRo/Dz82PO7Nn8/L//sWbVKho1asTsWbOIjo7m0cceo2mzZkRERADQqWNH+r76Ki/06cOVy5d5smdPXuzThyefftoa03UUBUVR0Gq1fPDhhzRs2JDRo0Zx5PBh9Dods+bMITk5mTGjRnHm9GmiIiNRFIUlS5agKAqfffEFXbp0YdeuXXwzaRJLlizhqaef5tjRo+Tm5PDY44/z7nvvodfpGDJ4MLGxsZw5cwYPT0+2bNqEg4MDg4cM4b777iMsLIz58+Zx8OBB+r76KmD53KzcIOai/9fr9WSkp/Pe++8TEhJCREQEO3fsoGGjRowcNYp6vr7MnjmTXzZsYM3q1QQ0bsya1auJv3qVkJAQPhk+HLPZzDdff21df1NULEkibyIlJYW+ffuyZcsWvvzyS0aMGHHTydNCCCGEEKJ87Nu7F4PBgLe3N4mJiSQmJuLn74+iKBw9fBi1SsWLffrw4w8/0O+VVzCbTKSlpTHo3Xep7++PQ0FS5uzsbEnSnJxwdXW1DoM9euQIeXl5dOzUCXt7+1vGowAHDxwgPy+POnXqkJycTEpKCnXr1kWtVnP0yBFOnzrF7l27MBqNbNq4kU0bNwKWHtCf1q+nXfv2ODo64uLiglqtxtHRsVgRoBupV68eDz38ME5OTrRp04Yjhw/TsVMnOnXuTGZGBg0aNiQpKYmcnBxOHD9OSnIyTs7O2Nvbc/ToURwdHXFwdCQ+Pp4jR4/StVs3mjZtyqVLlzhy+DAXzp8nPT0dRVHQ6fWoVSqcnJ25fPkyP/7wA6dOnqRVq1Z8N2UKTZo0ue3Px/b29gx+913+88wzKIrC+HHjyM/Px8fHh6SkJJKTk6lbrx5qtZojR44QHRXFkSNHsLOz46W+fenYqRMAL7z4IqdPnbqt+xZlQ5LIGzhw4AC9e/cmOzubzZs38+ijj9o6JCGEEEKIas3NzY2p339Po0aNrNs0ajUajYa0tDQAzp45w+xZswBQzGb8/f1xLxhq+vagQQSHhHDwwAFUKhV3d+lC57vusiaQAL5+fkz65hvaBwdbt+l0OsL27MHLy4vQ0NBiNS88PD2Z+NVXtA4KKhaTq6urNaaoyEjmzJ5tjcnX1xc3d3fc3N0ZPXZsiefaoGFD6/9r1a7NN999R3CRmG5GpVKhKajwWlh8prAQj1qtLlaQJiMjw1JwJzeX+XPnWofJuru7Y29vj16nIzEhgXFjxxIdFYWbmxu1atUqtrSJi6srH338MbNmzCA6OpplS5dib2+Pp5cXr/brR//XXy85UEW5vmcSy3DgJoGBqFQqy1zXgsfx3Nmz1z+Obm7o9XpycnJwcnbG29vben38/P2L9RCLiiNJ5DUURWHOnDkMHTqU4OBg1q5dS8MiL3IhhBBCCFE+VGo1Xp6e100dUhSFWrVro1Kp6NqtG6/1749KpcJoMqHX6XBycsKnbl0cHR2txV5uxN3dnSeefLLYtpTkZI4fO0Zohw7XrdOoVqnwuElMqFR0uece3howALVajclkslRAdXSkWbNmtGvX7pbn7ezszJNPPXXL/e6El5cXao0GHx8fvvrmGxzs7VEUhfz8fFQqFY0bN+brSZM4dPAgjz7+OK+/8Qb169fn7QEDOHb0KGCZF9o+OJgx48aRnJzMubNn2b17N/v27mXp4sU8+OCDANZeXcVsttyHTme9PtcpkqjXLri29953H2+8+Waxx9HR0RHPgiVS0lJTSUpKsg6PTUlOtlbbFRXr+rq5NVhOTg6vvPIK77zzDm+++Sa7d++WBFIIIYQQohJ44IEHUKvVHD92jJSUFJydnflr1y4mjB/Pb7/+et3akrfj77AwcnJyeOjhh//phVRK6kMr7p577sHRwYFTJ0+SkJCAi6sre/fuZeL48fy6YQMmk+lfRFU2QkJDqV2rFkmJiRw7ehRnFxcuX77Mt998w8wZM9DpdFy4cAGVSkVQUBCtWrXi1MmTXL582drGqZMn+b+HH+btgQMxm80807s3A99+GwdHR8xmMyaTCScnJ5ydnbl44QJ//vknx48dY9WKFaSnp980PpVKxT333IO9vT0nT54kMTERF1dXwsLCLI/jr7/i4uxMcHAwBoOBlcuXE3HoEAcOHGDlihWWtUVFhZOeyAJnz56lV69eXLhwgeXLl9OnTx9bhySEEEIIIQqEduhAzyeeYOuWLXz84Ye4urqSkJCAp6cn93ftiv0dDmvU6/Xs3bsXd3f3YkNcS6qOWpRKpaJ9cDBPPv00v/z8M8M//RR3NzcSEhJwc3fnnnvvxdnZ+Y5iKkuenp70f/11ZkyfzuRvv2XJ4sWkp6djNBrp//rreNepQ5cuXTh65AiLfviB7Vu3WpYcKUiA09PSeOCBB+jarRvbtm3j02HD8K5Th4z0dBSzmQcfeogmgYFkZmQQHBzMnj17mDB+PO5ubmg0Gtzd3W8an0qlIjgkhCeeeorffvmF4Z98gpubG/Hx8Xh4enLvvffi6eXFCy++yL69ezly5AjvDhqEumA4b0nrXYryJ4868NNPP/Haa6/h7+9PeHg4QUXGvAshhBBCiPLl7+dH/zfeQKvR4Onped3tKpUKT09PRo4aRYcOHYiIiCAnJ4fujzzC4z170q5duzteuzsjIwMHR0ce79mT+v7+1na8vb154803cXBwwMfHp8RjPTw8+PyLL2jbti0Rhw6RlZXFgw89xKOPPUaHjh2LzU0sC02aNGHAwIHUrVsXTUHydO999+Hk5ERohw4A2Ds48PTTT9OhQwcaN2mCWq2mz8sv06BRI3b98Qfx8fF4enrS7YEHeOjhh9Fqtbz62ms4Ojlx9MgR3Nzdeeqpp0hPT+fUyZN4enri7OzMqDFjuLtLFw5HRJCWmkqrVq3o0LEjj/fogb29Pd516vDFl1+yauVKLl26REBAAA93787RI0cwGAx4ennh4OhI37590el0xR5TD09Pvhgxgvbt2hEREUFWVhYPPfwwjz72GKEdOqBWq2nTti3fTp7Mhp9/Jj4+npatWtGxY0cOHTyIq5sbdpJMViiVopSir74Ky8zMxMPDg/T09GLr+wAYDAaGDRvG1KlTee6551iwYEGpKmKJ8qUoCnl5eTg5Od3xHwRRseSaVS1yvaqejIwMPD09ycjIuOW3+kJURYqiYC4o5FLYw3QjZrMZnU6HyWTCwcGh2HIgd8JkMpGTk4NGo8HZ2dl637cTU+EcQ5PJhIO9PdqCIjdlraSYzAXzDwuL6twobkVRMBgM6PV6tFotDg4OxWI0mUzk5+ej0WhwcHBAKbI0R2E7iqKg0+kwGo3W/YomyoX3YdDrsS94HIrGAtz0MS32ODo4oNVqi+1TuDyI0WDAwdERjUZT6mskylaNTdkvX77Mc889R3h4ONOmTePdd9+VJ54QQgghhA2oVKpSLxOhVqtLLtRyh2405PJ2YlKpVGUa083u59qYru3tvFHcKpUKe3v7Gy5fotFocHFxKbZ/SW2UuH7lTe7j2lhu9pje6nFUqVQ4ODgUq8gqy+/ZRrUvrKPT6Yr9C7Bz505CQkKIiYlh9+7dDBkyRBLISkSn0zF+/Phi10xUbnLNqha5XlVPSX/LhBBCCFup0sNZd+3axZIlS8jPz8fLy4sZM2Zct8+lS5do0KABsbGx+Pv789VXXzFixAgeeughVqxYQZ06dWwQubiZwmFbJQ1BFpWTXLOqRa5X1RMXF0fDhg2Ji4uj/jXLDwghhBAVrcJ7IocMGUJAQAAqlYoTJ04Uuy0yMpJ77rmH5s2b07lzZ06dOnXTtrp168bChQtZvnw5sbGxZGVl3XDfjIwMnnrqKT7//HM+++wztmzZUqEJ5MyZM23eVmmPK81+N9vndm8ry8emLMk1u/3ttmbra3Y7x9xq3zu9XV5j5XOcvC8KIYQQRSgVbNeuXUpcXJzSqFEj5fjx48Vue/DBB5Uff/xRURRFWbt2rXL33XcriqIo8fHxysMPP1zs5+OPP7Yet3HjRmXYsGEl3l9cXJwCKPXr11e8vLyUjRs3ls+J3UKrVq1s3lZpjyvNfjfb53Zvu3Zbenq6Aijp6em3jKM8yTUr/Xa5Zrd/zK32vdPb5TVWPsfZ+n0xNjZWAZS4uLhbxiGEEEKUtwovrNO1a9cStycmJhIREcG2bdsA6NWrF4MHD+bixYsEBASwY8eOEo+bP38+ly9fZtKkSSXerhSM1nVxcWH16tU0aNCAuLi46yblljdHR0cyMjJs2lZpjyvNfjfb53Zvu3ZbZmYmrq6uZGZm3jLW8iTXrPTb5Zrd/jG32vdOb5fXWPkcZ+v3xcKRNkrVnYEihBCiGrHZnMiAgAB+++032rRpA8ChQ4fo27dvsSGsnTt35ttvv71h4rlu3TqGDh1Kz549ARg7dux1Q1TPnz9PYGBgOZ2FEEIIUXGio6Np0qSJrcMQQghRw1WqJT5KWivmZnr16kWvXr1uuk9AQADR0dHYXbNeT0X3RAohhBB3SlEUsrKy8PPzs3UoQgghROVJIhs0aMClS5cwGo1otVoURbFWo/s31Gq1fGsrhBCiypNKukIIISqLSrNOpI+PDyEhISxbtgywDFUNCAggICDAtoEJIYQQQgghhLCq8DmRgwYNYsOGDcTHx+Pt7Y2rqytRUVEAnD17ln79+pGSkoK7uzuLFy8mKCioIsMTQgghhBBCCHETNiusI4QQQgghhBCi6qk0w1mFEEIIIYQQQlR+laawji3t2rWLJUuWkJ+fj5eXFzNmzLB1SOIW0tLS+Oijj9i2bRtxcXG2DkeUQKfTMWDAANzd3TGZTMycOdPWIYlbkNdV1SN/v4QQQthCle2JHDJkCAEBAahUKk6cOFHstsjISO655x6aN29O586di609WZJu3bqxcOFCli9fTmxsrHVRZ1G2yvKaeXl5sXDhQlq0aFGeIYsCd3Lt1q9fT7du3fj+++/x8vJi7969tgi9xrqTayavK9u6k2smf7+EEELYQpVNInv37s2ePXto1KjRdbcNGDCAt956i3PnzjFs2DBef/11ABISEujevXuxn2HDhlmP27RpE61atcLNza3CzqMmKY9rJirGnVy7mJgYa3XlJk2aEBMTU5Eh13h3cs2Ebf2bayZ/v4QQQlSkKl9YJyAggN9++402bdoAkJiYSPPmzUlOTrauN+nr68u+fftuulzI/PnzuXz5MqNGjaqYwGuwsrpmAN27d2fHjh0VELWA27t2YWFhGAwG+vXrx5dffsljjz3GPffcY+MzqHnu5PUmryvbut1rJn+/hBBCVLQq2xN5I3Fxcfj5+aHVWqZ7qlQqGjZsSGxs7A2PWbduHWPGjCE+Pp6BAweSlJRUUeEK7uyaAQwcOJAzZ84wcOBAoqOjKyJUcY2bXbtevXrx559/8sEHH5CUlCQJZCVxq9ebvK4qn5tdM/n7JYQQwhaqZWEdlUpV7Pdbdbb26tWLXr16lWdI4hZu95oBzJkzp7zCEbfhRtfO0dGRRYsW2SAicSs3e73J66pyutE1k79fQgghbKHa9UQ2aNCAS5cuYTQaAcsf2ri4OBo2bGjjyMSNyDWruuTaVT1yzaoeuWZCCCEqm2qXRPr4+BASEsKyZcsAy1DVgICAW86tE7Yj16zqkmtX9cg1q3rkmgkhhKhsqmxhnUGDBrFhwwbi4+Px9vbG1dWVqKgoAM6ePUu/fv1ISUnB3d2dxYsXExQUZOOIhVyzqkuuXdUj16zqkWsmhBCiqqiySaQQQgghhBBCiIpX7YazCiGEEEIIIYQoP5JECiGEEEIIIYQoNUkihRBCCCGEEEKUmiSRQgghhBBCCCFKTZJIIYQQQgghhBClJkmkEEIIIYQQQohSkyRSCCGEEEIIIUSpSRIpRCUREBBAy5YtCQ4OJjg4mIEDB950/71791r3DQoKYsCAAeh0OgAuXryIVqu13h4cHMyCBQtu2t73339PmzZtaNeuHcHBwaxevbrMzq2yGzVqFB999JGtwxBCCCGEqBK0tg5ACPGPn376iTZt2pRq3/bt23PgwAHs7Owwm8307t2buXPnMmTIEAA8PT05cuRIqe87KCiIsLAwPDw8iIuLIzQ0lLvvvptGjRrdyanYlNFoRKuVtzchhBBCiPIgPZFCVHJLly7lrrvuIjQ0lG7dunHixAkAnJ2dsbOzA0Cv15OXl4daffOXtMFg4NNPP6Vz584EBwfzwgsvkJ6eDsDDDz+Mh4cHAA0aNKBu3brExcWV2I5KpWLixIl07tyZJk2asGPHDoYPH05ISAhBQUGcPHnylvEfP36c+++/n9DQUFq3bs3EiROtxyxYsIDWrVsTHBxM27Zt2b9/P2DprS08HqBjx478+eefADzwwAN8/vnnPPzwwzz66KMAfPvtt3Tu3JnQ0FB69OhhPZ+MjAx69+5N69atefTRR4mKirr1hRBCCCGEEID0RApRqfTu3RtHR0cARo4ciY+PD6tWrWL37t04ODjw119/8dJLL3H06FHAMmz1P//5D1FRUfTs2ZO33nrL2lZ6ejrBwcHW33/99VeWLl2Kq6sr4eHhAIwdO5aRI0cybdq0YnHs2LGDtLQ0OnTocMNY3d3dCQ8PZ+3atTz99NOsWbOGiRMn8vXXXzN+/HhWrFhBWFjYDeMPCAhgx44dODg4kJeXxz333MMjjzxCx44d+fDDDzl9+jR+fn4YDAbrMN1bOXLkCFu2bMHOzo4VK1Zw7tw59u7di0ajYenSpQwePJgNGzYwZswY3N3dOXXqFMnJyYSGhvLcc8+V6j6EEEIIIWo6SSKFqESuHc46bNgwjh49yl133WXdlpSUhF6vx97enoCAAI4cOUJ2djYvv/wy69ev54UXXgBKHs76888/k5mZyU8//QRYejADAwOL7XP8+HFee+01Vq9ejZOT0w1jff755wEIDQ1FrVbTs2dPADp06MD69esB2LBhww3jz8vL45133uHIkSOo1Wri4uI4cuQIHTt25KGHHuKVV17hySef5PHHH6d58+alevz69u1r7Z39+eefOXjwoDURNplMaDQaAP744w+mT58OgLe3N88880yp2hdCCCGEEJJEClGpKYpC//79GTNmzE33c3V15YUXXmD58uXWJPJG7c2aNYuHHnqoxNtPnTrFE088wQ8//MB999130/ss7DHVaDQ4ODhYt2s0GoxG4y3j/+yzz6hbty6HDx9Gq9XyzDPPkJ+fD8D69es5dOgQf/75Jz169GDcuHG88MILaLVaTCaTtY3C/Ys+DkXP9YsvvqB///4lPg5CCCGEEOLOyJxIISqxJ598kiVLlljn8pnNZg4ePAhAdHQ0BoMBsPQorl+/nnbt2t20vaeeeorJkyeTm5sLQG5urnX+4unTp+nRowfz5s3jkUceKff409LSqF+/PlqtlrNnz7J9+3bAUhQnOjqajh078tFHH9G7d2/r8NvAwEDr/Mjw8HDOnj1703OdNWsWqampgGU+6OHDhwHL/M8ff/wRgNTUVP73v/+VyfkKIYQQQtQE0hMpRCXWtWtXJkyYwNNPP43JZMJgMNCzZ09rQZkpU6ZYe/4eeughRowYcdP2Pv30U0aPHs1dd92FSqUC4JNPPiEoKIghQ4aQkZHBJ598wieffALApEmTrEVqyjr+L774gr59+7J8+XICAgKsvaMmk4nXXnuNtLQ0tFotderUsSZ848eP59VXX2XhwoWEhoYSFBR0w/vu27cvKSkpPPDAA6hUKoxGI6+//johISGMGDGC/v3707p1axo1alRmSbMQQgghRE2gUmRclxBCCCGEEEKIUpLhrEIIIYQQQgghSk2SSCGEEEIIIYQQpSZJpBBCCCGEEEKIUpMkUgghhBBCCCFEqUkSKYQQQgghhBCi1CSJFEIIIYQQQghRapJECiGEEEIIIYQoNUkihRBCCCGEEEKUmiSRQgghhBBCCCFKTZJIIYQQQgghhBClJkmkEEIIIYQQQohS+38S7eTVA0a9TQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.vitaminC)\n", "\n", "limits = (0.01, 100)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(240*mm, 100*mm))\n", "\n", "axs[0].plot(limits, limits, \"-\", color=\"k\")\n", "axs[0].plot(Fe3Fe2_measured_jayasuriya, Fe3Fe2_calculated_jayasuriya, lw=0.)\n", "\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_jayasuriya2004_fig10a.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "\n", "axs[0].set_xscale(\"log\")\n", "axs[0].set_yscale(\"log\")\n", "axs[0].set_xlim(*limits)\n", "axs[0].set_ylim(*limits)\n", "\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Jayasuriya Fig. 10a\")\n", "\n", "axs[0].set_xlabel(\"Fe3Fe2 measured\")\n", "axs[0].set_ylabel(\"Fe3Fe2 calculated\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "36ab1452", "metadata": {}, "source": [ "Note that there are minor differences in results. This is becase the orginal manuscript did not provide the plotted dataset. We compiled the dataset ourselves from literature, but apparently there are some small differences between the two datasets." ] }, { "cell_type": "markdown", "id": "ef146e50", "metadata": {}, "source": [ "### Kress & Carmichael (1991)" ] }, { "cell_type": "markdown", "id": "1140300d", "metadata": {}, "source": [ "This model uses equation 7 from {cite:t}`kress_compressibility_1991`. However, the paper does not contain any figures that use this model, or show the calibration. Instead of a benchmark we provide a plot of measured vs. calculated Fe3Fe2 in the calibration dataset. Note that the model is a straightforward linear equation and leaves little room for error." ] }, { "cell_type": "markdown", "id": "b7a8c6d9", "metadata": {}, "source": [ "Get the calibration data from the publications listed on p.87 in the paper." ] }, { "cell_type": "code", "execution_count": 25, "id": "cf3a22e9", "metadata": {}, "outputs": [], "source": [ "calibration_KC1991 = get_calibration_data(parameter=\"Fe3Fe2\", model=\"kress_carmichael1991\")" ] }, { "cell_type": "markdown", "id": "dcf9ddba", "metadata": {}, "source": [ "Remove the CAFS and NAFS samples" ] }, { "cell_type": "code", "execution_count": 26, "id": "557a72b0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "268" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_samples = (calibration_KC1991[\"MgO\"] > 0.0)\n", "calibration_KC1991 = calibration_KC1991.loc[keep_samples].copy()\n", "len(calibration_KC1991)" ] }, { "cell_type": "markdown", "id": "1760c6a8", "metadata": {}, "source": [ "Note that the paper mentions that they used 228 experiments in their calibration, while we have 268. Apparently the authors have not used all experiments from the puplications they listed." ] }, { "cell_type": "code", "execution_count": 27, "id": "0d3d118c", "metadata": {}, "outputs": [], "source": [ "T_K_KC1991 = calibration_KC1991[\"T_K\"]\n", "P_bar_KC1991 = calibration_KC1991[\"P_bar\"]\n", "fO2_KC1991 = calibration_KC1991[\"fO2\"]\n", "\n", "compositions_KC1991 = mp.Melt(calibration_KC1991.iloc[:, 2:15], units=\"wt. %\", datatype=\"oxide\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "453ec62f", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_calculated_KC1991 = kress_carmichael1991.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions_KC1991.moles(),\n", " T_K=T_K_KC1991,\n", " P_bar=P_bar_KC1991,\n", " fO2=fO2_KC1991,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "12a97523", "metadata": {}, "outputs": [ { "data": { "image/png": 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jQUWbkEpELpdjxowZykWfVq9eDRMTKgPGhP55JaSSyMvLw/jx47F161YEBwfj66+/5joS0QEVbUIqAbFYjKFDh+LYsWPYtWsXvvzyS64jER1R0SakgsvMzET//v1x8eJFHD58GL179+Y6EikDKtqEVGCvXr1Cr169kJCQgKioKHTq1InrSKSMqGgTUkGlpKTAz88Pb968wblz5+Dl5cV1JFIOqGgTUgE9ePAAvr6+MDExQWxsLJo2bcp1JFJONCraISEhJX7/q6++KpcwhJCyu3HjBnr27Im6devi9OnTcHBw4DoSKUcaDdC8evUqrl69ipMnT2L27NmIiopCVFQUZs+ejT///FPfGYmBqNtiic/bLhVHKpXiy5GB+HLESEilUpWfwRh/Hm2cP38eXbt2haurKy5cuFCuBVub966iv8+cYloICAhgT548Ud5PTExkn3/+uTZPoRGhUMgAsIyMjHJ/7rKSy+UsJyeHyeVyrqMUUdZsa4OCmUV9B7Y2KLjEx7jKp6m1QcHMrHYDZmpTi60NClb5GYr7eSrC7/XIkSPM0tKS+fj4sMzMzHLPoc17V56fm7Lg8+81IyODAWBCoVCr8wSMMaZpgffy8kJ8fHypj5VVZmYmbGxskJGRARsbm3J97rJijEEkEsHKygoCgYDrOCrKkk0qlaKZV1sk1W8Blxf38CD+BgAUeaxKlSqc5NOUVCqFm2dbJDdoAcRfgFP92hAIgOQGHnB+fg+AHMkNPIr8PMb+e92xYwdGjx6NgIAA/P7777CwsCjXDOo+H8W9dyUda2h8/r0KhULY2tpCKBRqtVCXVvNX69Spg19++QXPnj3Ds2fPsHDhQtSpU0frsIR/1G2xxPdtl9RZvzEMaabWgKkZ0MAZqVkS/JuTB5iaIc3UWvm1sfw8mli7di1GjhyJUaNGYc+ePeVesAHttuAyxs+NMdGqpZ2WloZp06YhOjoaAoEA3bt3x5o1a2Bvb1+uoailrRtdsylbRg08FDt2yPPh/OwuADmS7VopH3N5frdMrSZ9v3fKVrbdfz8Hbp4HGAPadlUcdPM80KYLAKj8PMb4e2WM4aeffsLPP/+M7777DsuWLdPb+/r+56O4904mk5V4rKHx+fdqkJa2vb099u/fj/T0dLx+/Rp79+4t94JNDE/dFkvKVimPt116n7KVXSgzGjgDVtbAs6T/7r/7mu8/T0nkcjmmTZuGn3/+GUuXLsXy5cv1VpS02YLLGLbrMnZajdPOzMzEDz/8gKSkJBw+fBh3797FrVu3MHToUH3lIwZQsMWSSfoj5WNpr9IAuRz2hR6TMzniLl3CtCn8XGgo7tIlWLx6CqQ9BgDk5eWDMTkE8nyYZL+ByYtEgDFYmJvB3lLO+5+nODKZDKNGjUJERAQ2bNiACRMm6PX11H0+invvtDmW6Ear7pEvv/wS7u7u2L17N/755x+IRCJ8/PHHGl+IdHFxgaWlJSwtLQEA33//PQYPHlzkOOoe0Q2fswH8zmcs2UQiEb744gucPn0au3btwueff851PKN57/iWTdfuEa1a2vfv38fvv/+OAwcOAACsrKygRc0HAOzfvx8tW7bU6hxCCJCRkYF+/frhxo0bOHbsGPz8/LiORDigVdF+/0KCSCTSumgTQrT34sULDBgwAMnJyThz5gw+/vhjriMRjmhVtLt164bFixdDIpHg3LlzWLVqFQICArR6wWHDhkEul6NDhw5YsmQJ6tatW+yxQqFQ5b6FhYVehjNpo+AfKT7+Y8XnbAC/8/E5W2JiIvz8/JCbm4vz58+jZcuWvMrJ5/fOGLJpS6s+7by8PKxYsQKHDx8GYwz9+vXD999/D1NTU43Of/r0KZycnCCTyTBv3jzcvn0bJ06cKHJcQZ/2++bMmYO5c+dqGpcQo3fv3j3069cPFhYWOHr0KFxdXbmORMpJZmYm7OzstO7T1qpo//3332jdunWpj2ni2bNncHNzQ1ZWVpHvFRTt5ORkleLNl5a2WCyGpaUl7y5s8DkbwO98fMx25coV+Pv7w8HBAYcOHYKrqytvshXGx/euAJ+zCYVC1KxZU78XIkeNGoUbN26U+pg6OTk5kMlksLW1BQBERESgTZs2JZ5jY2PDu9EjBQQCAe8+BAX4nA3gdz6+ZDtz5gz69+8PT09PHD16VFl0+JCtOHzOx8dsuubRqGi/fv0aL1++hFgsxr1795R9MUKhEDk5ORq90IsXLzBw4EDk5+eDMYZGjRph+/btOoUmpCI7ePAghg4diu7du2P//v2oWrUqRCIR17EIT2hUtHft2oU1a9YgLS0N/v7+ysdtbGwwc+ZMjV6oUaNGuHnzpm4pCakkwsPDMX78eHz++efYvn27cpo4IQU0KtrffPMNvvnmG/zyyy+YP3++vjMRUimtXLkS3333HSZNmoTg4GCNL/CTykWrPu358+cjPz8fycnJEIvFysfd3d3LPRghlQVjDHPnzsWSJUswd+5c/PLLL7zrfyX8oVXRPnXqFMaOHYv09HRUq1YNGRkZcHJyQmJior7yEVKh5efn46uvvsLGjRvx66+/4ttvv+U6EuE5rYr2nDlz8Ndff6F///64efMmdu7cidu3b+srGyEVmlQqxfDhw3HgwAFs2bIFo0aN4joSMQJaFW2BQABnZ2fk5eUBAIYPHw5vb2+9BCOkIsvJycGAAQNw7tw5HDhwAP379+c6EjESWhVtc3NzAICjoyOOHj0KZ2dnpKam6iUYIRXVmzdv0KdPH9y+fRsnT55E9+7duY5EjIhWRfubb77B27dvsXDhQgwZMgQZGRlYs2aNnqIRUvE8e/YMfn5+ePbsGc6ePYsPP/yQ60jEyGhVtAs2O2jXrh0ePXpUytGEkMIeP34MX19fSKVSxMTEoEWLFlxHIkZIo6KtblGnwgpPuCGEFPX333+jR48eqFGjBqKjo+Hs7Mx1JGKkNCraK1asKPZ7AoGAijYhJfjrr7/Qu3dvuLq64tSpU6hXrx7XkYgR06hoR0dH6zsHIRXSqVOnMGDAAHz44Yc4cuQIbxdAI8ZDqz7tCxcuqH2chv0RUtSePXswYsQI9OjRA3v37oWVlRXXkUgFoFXRnjFjhvJrsViMBw8eoGXLlhotzUpIZbJhwwZMnjwZw4YNQ3h4uHK4LCFlpVXRvnr1qsr9K1euYNu2beUaiBBjxhjD0qVLMWfOHEydOhVr1qyBiYkJ17FIBVKmT1P79u2plU3IO4wxfPfdd5gzZw4WLFiAtWvXUsEm5U6rlvbdu3eVX+fn5+Py5ctqtwsjpLLJy8vDhAkTsGXLFgQFBWHKlClcRyIVlFZFu3fv3v+daGaGJk2aUPcIqfTEYjGGDh2Ko0ePYufOnRg2bBjXkUgFplXRpiVYCVGVlZWF/v3746+//sLhw4fRp08friORCk6rDrejR48iIyNDef/t27c4duxYeWcixCi8fv0aPj4+uHbtGiIjI6lgE4PQqmjPnz9fuZs6ANja2tL2Y6RSSk1Nhbe3N5KSknDu3Dmaq0A0JpVKMWLUaEilUp3O16p75H0CgQByubwsT0GI0Xn48CF8fX0BALGxsXBzc+M4ETEm6zeGYd+pKLT02KrT+Vq1tGvUqIHLly8r71+6dAnVq1fX6YUJMUY3btxAp06dUK1aNcTFxVHBJlqRSqVYHRIKSYuPEbIpXKfn0KqlvWzZMvTv3x8eHh4AgHv37uHQoUM6vTAhxubChQvo27cvmjVrhhMnTqBOnTpcRyJGZv3GMLyoUhMwNcPLKrqtQ6NV0f74449x9+5dXLx4EQDwySefqPRxE1JRHTt2DJ9//jk++eQTHD58mP7CJForaGWLGigaveKadjo9j9Z92jVr1qSlWEmlsmvXLgQGBqJfv374/fffYWlpyXUkYoSUreyCWbImpjo9j0ZFu27duhAIBEUeZ4xBIBDg5cuXOr04IXwXFBSEadOmYfTo0di4cSPMzMp07Z5UYnGXLsGB5cAkXbHrV35+Ph7r8DwafQKvXbumw1MTYrwYY1iwYAEWLFiAGTNmYMWKFWobLoRoas/OHSr3hUKhTt3LGhVt2hqJVCZyuRzTp09HUFAQlixZglmzZlHBJryh1ZC/x48fo2/fvnByckK9evWUN20tWLAAAoEA//zzj9bnEqJPMpkMgYGBCA4Oxvr16zF79mwq2IRXtOqgGzduHCZNmoQnT57g+PHjCAoKgouLi1YveOPGDVy6dAlOTk5anUeIvolEIowaNQqRkZGIiIjA4MGDuY5ESBFatbSFQiEGDx4MExMTtGrVChs2bEBUVJTG50skEnz99dcICQmh1gvhFaFQiP79++Ps2bM4evQoFWzCW1q1tAu2TKpevTqSk5NRv359JCcna3z+Dz/8gOHDh8PV1VWj44VCocp9CwsLWFhYaB5YDxhjKv/lEz5nA/ib7+XLl+jVqxcSExMRGRmJjh078iojX9+3AnzOZwzZtKVV0e7SpQvevHmDKVOm4IMPPoCFhQUGDRqk0bkXL17E1atXsXTpUo1f7/0LoHPmzMHcuXO1iaw3YrGY6wjF4nM2gF/5nj59ir59+yIrKwuRkZFo2bIlRCIR17HU4tP7pg6f8/Exm66ZBEzHcp+SkgKhUIiWLVtqdPzSpUvx22+/oUqVKgAUq6TVr18fmzZtQq9evVSOzczMhI2NDZKTk2Fj899UT760tMViMSwtLXnXxcPnbAD/8t29exc9evSAhYUFIiMjYW9vz5tshfHtfXsfn/PxOZtQKETNmjUhFApRo0YNjc/TqmgfPXoUnTt3Vo4tfPv2LeLi4nRaR9jFxQXHjh1TW/QLinZGRoZK0eYDxhhEIhGsrKx49yHgczaAX/muXr2KXr16wc7ODqdPn0aDBg14k+19fHrf1OFzPj5nKxinrW3RpvW0SaVz9uxZdO/eHW5ubrhw4QLs7HRbA4IQLnC2nnZSUlJZXpoQnRw+fBiDBw9G165dcfDgQVSrVo3rSIRohdbTJpXGli1bMHDgQPTv3x9Hjx6lgk2MEq2nTSqFX3/9Ff/73/8wceJErFu3Dqamuq2wZghSqRRjJ0zE5o0blBfuCSmgVUu7YD3tb7/9Ft9++y3u3LmD9u3b6ysbIWXGGMPcuXPxv//9D3PmzEFoaKjagl1QKHXdt688FWxHtX5jGNdRCA9pVbSB/9bT9vf3pw0QCK/l5+dj8uTJWLx4MVauXIlFixYVO4JgfVgYDkVFY30Yt4Wy8HZUq0NCefGPCOEXrYs2IcZAKpVi2LBhCAsLw+bNmzFjxowSj10Tsh4S94+xJmQ9p4Wy8HZUL6rYUmubFEFFm1Q4OTk5CAgIwKFDh7Bv3z6MGTOmxOP5UiiV21HVsgcAiGrZU2ubFEFFm1Qob9++hZ+fH2JjY3HixAkMGDCgxOP5VCjVbUf1ooot5102hF80LtopKSn466+/IJFIVB7XZpU/QvTp2bNn6NKlCx48eICzZ8/Cx8en1HOKLZQctLYLtqNyS3+kvDmwXMRdvFz6yaTS0GjI3969ezFlyhTUr18fGRkZ2Lt3Lz7++GMAwKxZs+Dr66vXkISU5smTJ/D19YVEIsGFCxfg7u6u0XmF9+0r2PNUzuSIu3QJ06Z8refUqt7fjqpAwVRsQgANi/bSpUtx48YNODo64syZMxg8eDC2bt2K7t2783LJQ1K53L59Gz169IC1tTXi4uK02h6voFDyeY0KQgrTqHtELpfD0dERAPDpp5/i+PHjGDt2LKKiougDTjh18eJFeHt7o379+oiJiaH9TEmFp1HRzs/PR1ZWlvJ+q1atcPz4cUyYMEGrTRAIKU+nT5/Gp59+ilatWuHcuXOoX78+15GKkEqlGDFqNGcjQLh+fVL+NCraEyZMwLVr11Qec3d3x4kTJ9CuXTu9BCOkJHv37kWfPn3QrVs3nDp1indL+BbgenYj169Pyp/OmyDoE62nrRs+ZwPKL9/GjRsxadIkfPnll9iyZYtyGzw+ZCtMKpWimVdbJNVvAZcX9/Ag/oZOa4nomq28Xl9f+QyBz9kMsp52ZmYmpk+fjoCAAACKnT8iIiK0S0qIjhhjWLp0KSZOnIgpU6Zg+/bt5VKw9YXrSTtcvz7RD62K9qRJk1CnTh08fvwYAODq6oply5bpJRghhTHGMHPmTHz//ff48ccfsXbtWpiY8HduWFkn7ZS1L5pPk4ZI+dLqU3///n3MmzdP2bqxsrKiIX9E7/Ly8jBu3DisXLkSa9euxU8//cS7P3XfV9ZJO2Xti+bTpCFSvrQq2u/3h4lEIiraRK8kEgkGDx6Mbdu2Yfv27Zg2bRrXkTRS7OzGS5dKPbc8Vvory+sTftNqE4Ru3bph8eLFkEgkOHfuHFatWoX+/fvrKRqp7LKysvDZZ58hLi4Ohw4dQt++fbmOpLHiZjdqokhfdFgYxpey6FV5vj7hN61a2r/88gsEAgGqV6+OmTNnon379vjhhx/0lY1UYunp6fDx8cHVq1cRGRlpVAW7LNT1RXO9XCzhF42Kdnh4OADAzMwMI0eOxOXLl3HlyhXMmzcPZmZl2huYkCJSU1PRuXNnJCUlITo6Gt7e3lxH0pquFxKL64veFL5FDymJMdKoaAcHByu/riwtHsKNR48eoVOnTsjJyUFsbCzatm3LdSSd6Hohsbi+6ItXruopKTE2GjWTC19spAuPRF/i4+PRo0cP1KpVC6dPn0bDhg25jqST9y8kTpowXuNJLer6ommVP1KYRi3twsOr+D7UihinmJgYdOnSBU5OToiJiSm1YPN5TQ2a1GJc+PxZUkejon379m3Uq1cP9erVU/m6bt26qFevnr4zkgru+PHj8PPzQ7t27XD27FnUqVOn1HP4uqYGTWoxPnz9LBVHo6KdkJCAq1ev4urVqypfX7t2DVevUl8b0d2uXbvQv39/9OzZEydOnED16tVLPceQO5Zr2wqjSS3GxZCfpfKiUdF2dnYu8UaILoKDgzF8+HAMHz4c+/btg6WlpUbnGbL7QdtWGE1qMS7G2JWl0Sp/MpkMGzZsgImJCSZMmICDBw9i165daN26NebPn6/xRRY/Pz88f/4cJiYmqF69OoKCguDl5VXkOFrlTzd8zgb8l8/S0hILFy7Ejz/+iG+//RYrVqzQeB0R5cp1DTwUrVl5Plye3y3zCnbq3jtDrZKnSzY+4XO+krLp67OkKb2u8jdt2jRER0fj2LFjGDFiBHbv3o0vv/wSDx8+xHfffafxi+3duxd///034uPjMWPGDIzRcpYXMX5yuRzTp0/Hjz/+iEWLFmHlypVaLfxkyO4HY2yFEc0Za1eWRkP+YmNjcfv2bYjFYtSrVw/Pnz9H1apV8dlnn2m1CYKtra3ya6FQyOtV2rgglUoxdsJEbN64gZMWnb7JZDJMmDABu3fvRmhoKCZNmqT1cxTeiLeAPjbiVV5QbOAB4L8LitoM3yP8ZqjPUnnTqGgXrOpnaWmJxo0bo2rVqgAUC0hpOyNy5MiRiI6OBgCcOnWqxGOFQqHKfQsLC1hYWGj1euWtoDdJH+PVQzduxL5TUfhg40ZM+1r7D40+s5WVSCTC4MGDcerUKezatQtDhgzRKefuHduL/V5Zfu7337vQjRvVtsJCdfzdlAWff68Av/OVlE1fnyVN6foaGvVpt2nTBteuXYOpqSmSk5OVFx/z8vLQpk0b3L59W+sX3rZtG/bs2YMTJ04U+V5Bn/b75syZg7lz52r9WsZAKpXC66OOSLZzh/Ozu4i/FFdhWnRCoRBffPEFrl+/jt9//x1+fn5cRyrViDHjcOvOXZiYmiofk+fnw9PDHTvCN3GYjFQUmZmZsLOz07pPW6OifenSJXh5eRW5uv/kyROcO3dO575pKysrpKamonbt2iqPFxTt5ORkleLNl5a2WCyGpaVluV50+W3dOny/aQ9EdRxh9ToFS8YN0bpFp69sZfHy5Uv06tULiYmJOHLkCNq1a8erfAX4+N4V4HM2gN/5+JxNKBSiZs2a+ina78vLy9O6WyQzMxPZ2dmwt1dMOjh06BCmTp2KlJSUIm9mZRs9Ul5Xsfl2Ff/p06fw9fWFUCjE6dOn0apVK17lK4xv711hfM4G8Dsfn7MZZI/IO3fuwMvLC66urgCA69evY9asWRoH7N+/P1q1agVPT0+sW7cOx44d490bqU+FJ2oU/tpYr2KX5P79++jYsSNkMhni4uLQunVrriMRUiFo1VyeMmUKgoODMXXqVABA27ZtERgYqNE+kQ0bNsSVK1d0S1lBFEzU+PBdMS742livYhfn2rVr6NmzJ+zs7BAZGan864oQUnZaFe2srCx06tRJeV8gEPB6N2w+KTxddtW6UABy5dRZriZt6EN0dDT69euHli1b4vjx46hVqxbXkQipULTqHjEzM4NMJlN2aaSmptJYaw0VnqiRZmqNf3PyKtykjcOHD6NXr1745JNPcObMGSrYhOiBVhV3ypQp+Oyzz/D69Wv89NNP8Pb21mpGZGX1/spvsnpOyMsSAvL8CrMK3NatWzFw4ED069cPR44cQbVq1biOREiFpFXRHj58OObMmYOhQ4ciNzcX27Ztw5AhQ/SVrcJQd6ERDZyBZ0kV4qLj6tWrMXr0aIwdOxYRERGcD8skpCLTqE/7q6++QkhICADg1atXGl14JP8pfKEx7dlzSKQSgDFYmJvB3lJutBcdGWOYP38+Fi1ahNmzZ2Px4sWVajQQIVzQqGhfKrSs5IIFCxAQEKC3QBWRui2kjF1+fj6mTp2K0NBQLF++nLrJCDEQjbpHaI9IUphUKsWwYcOwYcMGrF+/Hn/fuWv0ffKEGAuNWtoSiQT37t0DY0zl6wLu7u56C0j4JTc3FwMHDsTZs2exb98+pKY9U443N7buHUKMkUZFOzc3F/7+/sr7hb8WCAR48uRJ+ScjvFB4udicnBz06dMHt27dwvHjx+Ht7Y1mXm112nWcEKIbjYp2UlKSnmMQviqYxdls5Srs2xOB1NRU/Pnnn+jQoQN+C15XZJMAam0Tol80M4YUq/AszgVLl+LVq1e4cOECOnToUOyu49nZ2VpthEsI0Q4VbVKs9RvD8MzMBjA1Q759E0yYNBkeHh7K76lb5CpwzDitNsIlhGiHijZRSyqVYumqNZDUcQQAMPtG2LZ7j7IFXXjX8aavHqD6rbOwk2XiVHS0so+bWtuElD8q2kSt6TNm4Jl5jWKXi92zcwce3bqBBzevYcr4sZCamsPLwx3Mwa3CralCCJ9Q0SZF7N+/H+s3bkLVN/+i6euHcEt/BLf0R3BguYgrNNEKUO33/uNUJES29QHA6NZUKRglYyx5SeVFRZuoCAsLw+DBgzF00ABkpKXgYfx1PLh5DQ9uXsOjWzeKzO4svHphvn0T4MVTxTeMbE2V9WFhOBQVjfVhxpGXVF5UtInSsmXLMGHCBEyePBk7duwoda3090eQwN4VZmkJaPrqQbEtcz6SSqVYE7IeEvePsSZkPbW2Ca9R0SZgjGHmzJmYPXs2fvjhBwQFBWm0Trq6ESTmru6YMn5ssS1zPir814Ix/XVAKicq2pVcfn4+xo8fjxUrVmDNmjVYsGCBcqW+wvtYqlN4BIm6fu/3zy+p37i019L0GG0VN96cWtuEtxgPCYVCBoBlZGRwHaUIuVzOcnJymFwu5zpKEZpmk0gkbHjgKJaZmck+++wzBjNztnnz5iLHrQ0KZhb1HdjaoGCd8rx//pqgIGZRz4GtCQrS6bXKmoex/352iUSifE4rz04MPkOUNyvPjmV6jfLG588cY/zOx+dsGRkZDAATCoVanUct7Upo/cYw7DsZhQ/ad8CR4ydgblsH2bkilWMKjwrRpeX5/vnZ2dnF9htr8lplzaPysxea/KMy3vzdSBlj6YsnlRMV7UpGKpXi16B1kLh/jEdPU1DHzgGylh2LFMKy9vO+f37gmHHFPt/6jWF4bmYDPIrHc7Maal+rPPqd1RX+gvHm929cRfxfMbh/46rR9MWTyomKdiWzdMVKpAiqAaZmMHVxR7rctEghLGs/b5HzbRvg0ImTap+v4FixVArkZkL87r66lnhZ+53pgiOpCKhoVyJ37tzBz0uXg9k3AgDk1XdWu8FwceuKaFrkipz/4imYo5va51O2sl8+BTy9gZcpRVrbZc0D0AVHUnFQ0a4k4uPj8dEnHSF3aFrqBsOljQopjWo/8SMInt4D/k2A4PIpNHlvDHfcpUuwfvsvBPWcAFMzCOo1hPXbNJXXKmseoHwKPyF8oNF62sS4xcbGok+fPjC3tISLmRTmpWwwXNb+3MLn/xa8DrM37YaojiMsX6dg4siBmPF/05XDCrOzs9HAtQlYU0Xrn9k3gvVzMXaEb1b7fLoqvLlyAWPdUJlUcnoazVImNORPN+qyHT9+nFlZWbGuXbtqPbSosPeHypV2v+AxlxYeDN2+UAyn6/Y5c27mzsRisfKYAZ8PZmjWjvMhd8b2e+UTPufjczYa8mfk9DFxJCIiAgEBAfD19cXJkydRo0YNtcdlZ2ejkVszZGdnF/tc7w+VK+1+wWPvd0m8tKypXN9DKpXi1J9ngVf/wux6FJq+1q3rg5BKRU//iBQhEolYQEAAa9q0KfP09GQ9evRgiYmJao+tjC3t8pg4UjjbunXrmEAgYIGBgUwmk5V43oDPBzPY1GEDPh+s9vvKFnPXQcylhQfLysoqct+5eQsG+0bMuXkLZWv7i2HDWZPWbZibVzvlrXFLT/b5l8OVP3PBxBauJ7TwuUXG52yM8Tsfn7Pp2tI2aNE+fvy48s0LCgpivr6+ao+tbEX7/aJYuItB22zZ2dlswYIFDACbPn06y8/PL/GcrKwsZlrdlqHrIGZa3ZZlZWWVOGvQyrMjG/D54CL3zRo2ZahZj5k1bFJs8S383qnrOinLz15W5fl7VddVVBZ8LjyM8Tsfn7PxvnvE0tIS/v7+ygtQH330Ee3i/k55jR+Wy+WYOXMmfvzxRyxcuBCrVq0qdeGnwDHjFEuqvltaNXDMOJWuDnVD5d5fN/vwyVPIy8oAPL2Rl5WJVevWldrNU5FHc6jrKiKkvHDWp/3bb7+hb9++JR4jFApVbmKxGEzx1wGnNwDl9lwSiUTt+GGJRAKJRILho0ZDIpGUeP7wUaORk5OD0aNHIzQ0FMHBwZgzZ06pObOysvDHqUjg3bht2Lvij1OR+DU4WDlrMDgktEhxfX/dbLl1TaC+M2BqBjRwxr85MoRu3Kg269gJEyGRSBB7Uf0wvtiLl4z691rw+yx4/0r63XH1mePre1dZs2mLkyF/ixcvxqNHj7B+/foSj3N2dla5P2fOHMydO1ef0TQmFovL5XlC1m/Aiyq2RVqcQetCAAD7T0bBa10Ivpo0sdjz9588jaPOLsjJeIvw8HB88cUXEIlEao8vbMSo0YoCrFKQG+PpyxQgOx7Pa9XFtl2/wz5fApPXDwEAz54/h1gsgaW5Gews8pH27BlysrOBFu0Vz2HnAlxPwLnzMRg/ZozK6wWtC8HeE6fhFRSMrWEbis2lSfaykkqlmDxlKkKDg1ClShXl42X9vSp/n+/+agoq4XenrfL6zOkLn/PxMZuumQRM13Kvo5UrV2L37t04c+YMbG1t1R6TmZkJGxsbJCcnw8bGRvm4hYUFLCwsDJRUPcYYxGIxLC0tlV09ZTF4+Ejc/OeOSjeGXC6HZ4vmuP7330iq3wIuL+7h/s3rKsUFUBQeN882eGrnAVyJxJhhQxG0ZrXG2ZyaNsPz9Dcqx8qkMoDJAQsroF5DuJiI1b52gd/WrcP3m/ZA9G4DYACwep2CJeOGYNrX/41/lkqlsG/shjdN26PWoytIe/yw2Oc0hN/WrcOshUuxbN5sTPv663L5vUqlUjRv0w5JDTwU/xDK8+Hy/G6J758myvszV974nI/P2YRCIWrWrAmhUFjsyC51DNo9smrVKkRERCAqKqrYgl2YjY2Nyq3gjef6BqDcnmvvrv82yC28rZd3p44q/dwbwjYVOffX1WuQAsU6InBqhkPHjkMqlWr82ikJDyF7+xrSN68gffMKS3+YB4FlVaCKpWJK+QvFlHJ1ry2TyTBy9BjE/nVRbTfHX5cuqxy/bv16vLGuB5ia4Y11Xaxbv97gv7eCzDk5OYoVB1soVhyUyWTl8nvdELZJbT+9uvePy8+cPm58zsf3bNoyWNFOTU3FjBkzkJGRgW7dusHLywsdOnQw1MsbFalUilXrSl4nIyEhAT8uXqpcRwR2rsjIEZXp4te2XbvAsjOAeg0V/xDUa4hqb1Lx65q1RS4sFlxs6/zJJ8p/dG5f/gvtPVvhzlXVWZVSqRSLVqwq1HfeCItWrNJ5MwRdFWQuacXBsiiP6faElMZgRdvR0RGMMTx+/Bjx8fGIj4/H5cuXDfXyRmX9xjCkmVoXO7Li/v37+KBDB+TZN1Y5htk3wvLVa1R2itG0AEqlUjxN/RcwNQccmigedGgEOQOeZ+WoFLbi1rYubtREcGioopVdKOsb67oIDg1V+7PrY+SFIXaNL1jm9f2/mmiZV1KeaEYkD8X89RdY6iMg/oJypmBBi+369evo3LkzmMAUtXJeQ3DjLHDrguL26l8I86CccahNAQwOCUVGZhbg1EyluL61rgeprV2R4vx+S7WkTQp2/L4bghfJ/+W8dQGCF0+x4/fdKhnKa6MDdUrdNZ52YSdGgoo2D3X+5BOYu7gDXt4wd26OKeNG49GtG5g8biy6deuGxo0bI/HhfXzapTMaN3SAm6Od4tbQHq4N6iLu4mWtCqBUKsXC5SsAy2rAq1Tg+p/vbmeAF8lAjrBIcX6/60Y5NFBNl4Nb0yZo7OQIN0c7NHVoADdHO8X9pk1UcuhrvWuNdo2/SH/1EeNAq/zxjLLA1GsO3L8GURNPrA4JhYNdAwwbNgydO3fGoUOHYG1tjR3hmzF2wkRs3rgBVapUAWMMIpEIVlZWCFoXUqQAFreaXXBIKDJyxEA7H+WoB9w8B8AEaNsVMDGBSJ6P1SGhyMvLU3uxbeHyFRA17wjgv0I+acJ4VKlSRdk9UDjf+xdhlD93Aw+1z1EWxe4aP26o8j0pyEYI31FLm2eUBebFUyA3E3jxFGkm1vh8yBD07dsXx44dg7W1tfJYdd0f2i74vyMiArBzVV1n26IqUM+xSHHeERFR5GJbtbdpEMpQptmN+pwhSRcISUVCLW2eibt0Cfb5WUhOe4q8tj4wuRYFaV4eXBs1we7du2FqagqgYITJOkhMLbBq3TqMGRWISVOmYtXyZfAP6K/YDUZNAVTX2nZr2hTZt++orDWdli8GMp7Bvup/LWI5k8OtqUeRC2uDh4/AjffO13atan2ud00XAklFQkWbZ/bs3KHcOCDP1Axyu0bwcamHqMiTKl0K6zeG4d+cPECUjX9NTTBi1GgcOXUamUIhbj54jFrVrOBkKlEeX1IBLM9ND7h8DkIqAyraPCOVSrF6XShEdoq+XTg2wePUu5DJZMq+3YJWdl6WEPDyRt7VKBw+fgKwtMaxyCiwDj1h/eIebl/+i9NZh4SQ8kd92jyzLnQ9UgRVS+zbVbay7d4t0mTvquiH9vIGMzMHBIIKs2IeIUQVFW0eyc3NxYpVq5CffB92STeLvWh2IS4OEL4GGrgqHjAxBRybKgq4Q2PgWRLtNk5IBUXdIzyRkZGBvn37IjP9NU4fPgRfX99ij/Xu2BEn7qUgr2B43ssUwKur4pt2rkD8ecDOpdShfoQQ40MtbR54/vw5unbtijt37uDPP/9UKdjqpqLHXboEe3k2zK5HAdfOKNYKKTxcr64jqtz4k4a1EVIBUdHmWGJiIjp16oRXr14hJiamyCJa6sZi79m5A9MmjIO5cwugRm3gdZpiaviNs6iTcAVNLBn69/GndS8IqYCoe4RDd+7cgZ+fH6ysrBAbGwtXV1eV778/Fb3w7EDluOa6NgAUa47L5XK0btEc+yN26bzsIyGE36hoc+Ty5cvw9/eHo6MjIiMj0aBBgyLHBIeGIgVV1U5FV9eCpqnYhFR81D3CgTNnzsDHxwctWrTA+fPn1RbsgjWo89+NEKHRIIQQgIq2wR04cAC9e/eGt7c3Tp8+XewOPurWoKax14QQKtoGtGnTJnzxxRcYOHAgDh8+jKpVqxZ7bOE1qAU3zqLu46sajQaRSqUYMXoMtcgJqaCoaBvI8uXLMX78eEyaNAk7d+4scXp5dnY2HiU8AmvVCbCoCta6M6wszCHLzcHm9UV3eylsU/gW7NfDzi+EEH6goq1njDHMnj0bs2bNwrx58xAcHKyy87o6gWPGIUduAjyKVy7PmvLqLZJfvUHgmHHFnieVShG0IUy58h+1tgmpeKho61F+fj4mTpyIZcuWYfXq1fjll19KHYonlUpxKjoaaN0ZyHwNeHpD8PQ+mCgHaNMVf5yKRHZ2ttpz14eFIU0kU6z8lyOj1jYhFRAVbT2RSCQYMmQIwsPDsXXrVkyfPl2j89ZvDANzcFNMTW/YDDA1A3NsCtjUUe5vqK61rVgdMAR5WZmApzfysjKptU1IBURFWw+ys7PRt29fHD16FAcOHEBgYKBG5yl3nLGtr9ib0b6R4hsOjQFxrmKdEXtX/HEqEm/evFGZ3l5k5b8GztTaJqQCoqJdzt68eYNPP/0Uly5dwqlTpxAQEKDxuSpbjTVwVl1PpIEz8CwJMDFFvn0TdPPtoTK9vcjKf3YugDBd8TghpMKgGZHlKC0tDX5+fnjx4gWio6PRrl07jc+VSqX49bcg2Fta4UX6M0hkeZClPAIYe3cEA+RymL9IBGMMd2RS5H/YQzm9XWXlP0C5ea13x47l/4MSQjhDRbucJCQkwNfXF3l5eYiJiUHz5s21On/9xjC8yMzG8mlTMW3K18otx0R1HJXHWL1OwdJxQwFA8b1C09sL1iIRvH6ovNhZXnssEkL4Q8CYsinHG5mZmbCxsUFGRgZsbGy4jqOiYH0PKysrZXH8+++/4efnBxsbG0RFRcHJyUmr55RKpWjm1RZJ9Vug2j8xeJ6YgLGTJis2yy00PFAul8PLowWuxd9CUgMPRfeJPB8uz+/iQfwNmJubF8nGJ+reO76gbLrjcz4+ZxMKhbC1tYVQKESNGjU0Po/6tMsoLi4O3t7ecHBwQExMjNqCrW5N7MKUfdmmZsip5YjAMeOwZ+cOPLp1Aw9uXlPeHt26gc6ffKI4lqa3E1IpGbRoT5s2DS4uLhAIBPjnn38M+dLlqmCq+JEjR+Dr6wsvLy9ER0ejXr16ao9XtyZ24edaHRIKUS17xQMOjUoci13QDVKwFZm67cgIIRUYM6Dz58+zlJQU5uzszG7fvl3scUKhkAFgGRkZBkynGblczlb8uoqZ12nABGbmrF+/fiw3N1f5fYlEwoYHjmISiYQxxlhWVharWrseg30j5ty8hfLxAmuDgpmVZycGnyH/3Zp9wAZ8PlinbDk5OUwul5fth9QTPuejbLrjcz4+Z8vIyGAAmFAo1Oo8g7a0vb294ejoWPqBPCaVSrHk19WQteyEqra1EBERASsrK+X3329VB44Zh1zzqsXOUlTZOuzWBcXtdSpO/XmWJsYQQorgdZ+2UChUuYnFYjDGOLvJ5XIMGPQ53lSrC5iaQe7QBGHh4crvSyQSlZ1m0tPTcfjkKcXEmEKzFCUSifKc3Tu2Y+qEsYqtwzy9FTevrmAN3RC6caPWGQFw+h4Zcz7KVjHz8T2btng95M/Z2Vnl/pw5czB37lxOssjlcsycORMnzpwFPu4NQLExwaqgEPz110VsCFmHTeFb8KKKrXKnmW6+fpBb1wRq1i00S/EtgtaF4KtJE5XPfSH2L9jnZ8Hk9cP/Xi8/Hxdi/8L4MWO0zioWi8v88+oTn/NRNt3xOR8fs+maiddFOzk5WWXIn4WFBSwsLAyeIy8vD+PHj8e2nTth3vwDyAqN3EgTyXDw9Fl02LoN6zZthqiBBwBAZNsAty+fAkxNgRbtFcfbuQDXE3DpylXM+L/pyuffH7GrXHIyxiAWi2Fpacm74U0Av/NRNt3xOR+fs+na/cnrom1jY8P5OG2xWIwhQ4bg+PHjaP/xJ7j76DGcTaUwMTEBk8uRKExHXlsfLFq5Crm1HP8bivfiKWBbV9HKLlTkBQ3d4N2po14/QAKBgHcf0ML4nI+y6Y7P+fiYTdc8Bu3T/vrrr+Ho6IjU1FR8+umnaNKkiSFfXmuZmZnw9/dHZGQk/vjjDwwbPBgyCDAxcATu37iKKePHwtzVAzA1g7BGfVi//Vc5DM86/SkEma8hSHkE8xtnlDeLV09peB4hRGeVfkakVCrF2AkTsXnjBpXdZF69eoVevXohISEBx44dQ/v27ZWzFp2f3cXtq5fQusPHamcmlrQrjT4xxt/ZXwC/81E23fE5H5+z0YxIHamb+JKSkgJvb2+kpKTg3Llz6NSpk8qsxRcWNRE4djzNTCSEGFylLtoFsxELhuhJpVI8ePAAHTt2hEgkQmxsLLy8vIrMWhTXtkfkn2dhL8+mmYmEEIPi9YVIfVNpPVexxdwffsC28HDUrVsXp0+fhoODg+pxhVrVrKEbpo0bSivoEUIMqtK2tN9vPYtq2ePXoHVwdnbGhQsXlAUbUMxarPb2XwhunAVuXYDgxllUe5tGrWpCiMFV2pa2utazwKk5vhgyFLVr11Y5dkf4ZjTzaovXjT8ETEzA5Pmwfn4XO8I3c5CcEFKZVdqWdsFqeQ0SrwMXj8P69nm4mufh2s2bRY5VV+DpoiMhhAuVtmjv2bkDU8YE4vmTRxg79Au8/fcpEv6+iT07dxQ59v3lUJu+fkgXHQkhnKiU3SOMMfz000/4+eef8d1332HZsmUljuEsXMj5PO6TEFLxVbqiLZfL8c033yA4OBhLly7FrFmzuI5ECCEaq1RFWyaTYcSIEdiz/wBCQkIwefJkriMRQohWKnyfdsH+jBkZGQgICMCeA4dgXrMORKXs20gIIXxU4VvawaGh+P3ICcTExCD5aQpgYQlZy05YtGIVsmV5+HBjGE2QIYQYjQrd0pZKpfhl2UrIPb2R/OwFYG4BOLoBpmZ4Y10XUls75fR1QggxBhW6aP+8cBEyqtdT7BrT0A0QmAD2jRTftG8EvErBc7MaNN6aEGI0KmzRjo+Px+JfVwMO79bsdmgMCADg3Uq0JqZAfWeI301np9Y2IcQYVKiiXXDRMS4uDp907gzm2FRlFiMcGgPXzgCXTyp2PX+VCmQLaXYjIcRoGOWFyMIbFwDAqHHjAcbg5eWJ348cx+7dEWCm5ootv1IfAVbWgEAAyKSKfu069jBJS0DVatVhX9cGcrlidiNdkCSE8J1RFu2CjQvahIQiYs8e3HjwGHJRNvYfPgL5B77A1dOQ5+Whimk+pOYWgFQMmJrCRJ6PqlVM0cCSoW1AP7VT1gkhhM+MrmgX3rhg4dLleCuWApbWgFwOmVQMCASQOzQBUhMgzZMBHXwUXSGtO8Pp5X1OtwMjhJCyMro+7VVr1iJJKgAunsDb9HTAshrw5hlQtbrigH8T3l10FChGjJiaAfWdgRdPqe+aEGL0jKZov3nzBtVsa+L7+T8Cr58DllUVo0HePAcYA3KzgOo1gacPALlccQGyYOSInQvM0hJgn59NK/MRQoyaURRtqVQK12YtkMtMFQVaKgbadAXMzBVjr82rKO7nZAIQAJdPAXauKiNHzF3dMW3ieOrHJoQYNV73aRcM4XOwt0Nmdi7g1EzRkgYUxbuhG5B0/79uEIfGQMYrQJiuGDny8imQl4cq5uZwaOhII0QIIUaP10U7fOtW7D1xGtK36YBrC0URBgOqWAEPbgAtPgBSHgJ1GypOcGisuA/ADHKY5MshMzOHe9NGuHn5kvIfgc0bN9DFSEKIUeJ190jIpnBIq9cCzM0BEzOgSlVFl0ebrkBmuqLvuqEbcDtOcYKJKdDQDaa16mPZTz/A3tEBzKsLMrKyIZVKlUMF6WIkIcRY8bpovzCrDqQ+BhybKFrZuUKgYbN3a4k0BS6dBF4kA+Ic4HIkcP1P4Hky5BkvsSMiQrGvo6kZXlSxRXBoqHKoIE1bJ4QYK14XbYlEqmhZP30I1LZTtKwLL/hkYgK4fwKYmgLyPECcC+TJYGFhgYysbIhq2QMARLXssWjFKjw3s1EWcWptE0KMES+LtkQiUXzxPBGwqApUq6Hoq27oprqWiFMzxcSZhm6K7pPadoBjE/T81KfI7ulvrOtC/K51Laplr3NrWyKRYNGiRf9l5BE+ZwP4nY+y6Y7P+fierfB/NSVgjDF9BFLn0aNHCAwMxOvXr2Fra4utW7fC3d29yHGpqalo2LAhYFtX0Xo2NQXy8gAzM7xbqu8dpnjcwgqQiAALSwhMTFHDwgx16zeAybui/TYjA68zMsGq2QDNPwAAWL1OwdJxQ7UeTSIUCmFra4uMjAzY2Njo+lboBZ+zAfzOR9l0x+d8fM6WkpICJycnpKSkwNHRUePzDNrSnjhxIiZMmICHDx9i5syZGDt2bMknCEzeFWooxmQzAHkyKJdXhUDxeL4M1jWqw62RKxo7OaLHpz54dOsGHty8hgc3r6Fbx4/R2MkRbnVt4Jb+CG7pj+DAcmmiDSHE6BhsyN/Lly9x48YNnD59GgAwcOBATJkyBUlJSXBxcVF/UutOQEI88PqZongL3hVpABAAjvXrISXhYamvTRNqCCEVhcGKdkpKCuzt7WH2ruUsEAjg5OSEp0+fFinayh6bPBnQxAuwqg5kvgWq2wKpD2FiaoZ+/r2wNWwjhEKhoX4EAEBmZiasra2RmZlp0NfVBJ+zAfzOR9l0x+d8fM6WlZUFoFC905BBJ9cIBAKV+8WFlclkii/ijqh+42UyAEAO4PC+vbDdt7e8I2rMycmJs9cuDZ+zAfzOR9l0x+d8fM6mrHcaMljRbtiwIVJTU5GXlwczMzMwxpQd8e9zcXHB48ePYW5urlLoLSwsYGFhYajIhBCiN4wxZGVlwd7eXqvzDFa069WrhzZt2mDnzp0YNWoUDhw4ABcXF7X92SYmJmjUqJGhohFCCCd0GdFi0CF/Dx48wKhRo5Ceno4aNWpg27Zt8PDwMNTLE0KI0TNo0SaEEFI2vJsR+ejRI3zyySdwc3ND+/btcffuXa4jKU2bNg0uLi4QCAT4559/uI6jQiwWo3///nBzc4OXlxd69uyJpKQkrmMp+fn5oXXr1vDy8kLnzp0RHx/PdaQiFixYwMvfrYuLC5o3bw4vLy94eXlhz549XEdSkkgkmDJlCpo2bQoPDw8MHz6c60gAgIyMDOX75eXlBTc3N5iZmeHNmzdcR1OKjIxEu3bt0KZNG7Rs2RLbtm3T7ETGM926dWNbtmxhjDG2b98+9tFHH3EbqJDz58+zlJQU5uzszG7fvs11HBUikYgdP36cyeVyxhhjQUFBzNfXl+NU/3n79q3y60OHDrE2bdpwF0aN69evs549ezInJyfe/W75+HkrMH36dDZ16lTl5y4tLY3jROqtWLGC9enTh+sYSnK5nNWqVYvdunWLMcZYYmIis7CwYJmZmaWey6uWdsEEnIJ/rQcOHIjExETetBi9vb21mm5qSJaWlvD391eOtvnoo4/w5MkTjlP9x9bWVvm1UChULjHABxKJBF9//TVCQkKKDEslxcvJycGWLVuwePFi5ftmZ2fHcSr1tmzZUvoMbA5kZGQAUIwnr127tkaj43i1CYI2E3BIyX777Tf07duX6xgqRo4ciejoaADAqVOnOE7znx9++AHDhw+Hq6sr11GKNWzYMMjlcnTo0AFLlixB3bp1uY6Ex48fo3bt2li4cCHOnDkDKysr/PTTT/Dx8eE6moqLFy8iPT0dffr04TqKkkAgwN69ezFgwABUq1YNb9++xcGDBzXanIU/zZ13NJ2AQ4q3ePFiPHr0CIsWLeI6iort27cjJSUFCxcuxHfffcd1HACK/6GvXr2Kr776iusoxbpw4QJu3bqFGzduoHbt2ggMDOQ6EgDFpJAnT57A3d0d165dQ3BwMIYMGYJXr15xHU1FeHg4Ro4cqWwM8kFeXh6WLFmCP/74A8nJyfjzzz8RGBioWZ+7nrtutPLixQtWo0YNJpPJGGOKfp/69euzxMREboO9h899jCtWrGDt2rVT6UPmI0tLS/b69WuuY7AlS5YwOzs75uzszJydnZmpqSmzt7dnJ06c4DqaWmlpacza2prrGIwxxl69esVMTExYXl6e8rEPP/yQRUdHcxfqPdnZ2ax69ers3r17XEdRcfXqVdaiRQuVxz744AN29uzZUs/lVUu78AQcACVOwCFFrVq1ChEREYiKilLpQ+ZaZmYm0tLSlPcPHTqE2rVro1atWhymUpg9ezbS0tKQlJSEpKQkODo6IjIyEr169eI6GgBFv3FBvycAREREoE2bNtwFKqROnTrw8fFBZGQkACA5ORmJiYlo1qwZx8n+s2/fPrRu3RrNmzfnOoqKghniDx4oNipPSEjA48eP4ebmVvrJ+vqXRFf3799nH330EWvatClr164d++eff7iOpPTVV18xBwcHZmpqyurXr88aN27MdSSllJQUBoA1atSIeXp6Mk9PT9a+fXuuYzHGGHv69Cn78MMPWcuWLVnr1q2Zj48Pu3nzJtex1OLbX1GPHz9mXl5erFWrVqxly5asX79+vPrL8/Hjx6xLly6sZcuWzNPTkx08eJDrSCo6derEwsPDuY6h1u+//678f6JVq1YsIiJCo/Nocg0hhBgRXnWPEEIIKRkVbUIIMSJUtAkhxIhQ0SaEECNCRZsQQowIFW1CCDEiVLRJuXl/CdFJkyaVePzFixeVx3p4eGDixImQSCQAgKSkJJiZmaksr7lp06YSn++3335Dy5YtlUvA8mkJU3376aef8L///Y/rGMQA+DMZn1QI+/fvR8uWLTU61tPTE1evXoW5uTnkcjkGDRqEDRs2YNq0aQAUKwNqs+62h4cH4uLiYGNjg5SUFLRt2xYfffQRnJ2ddflROFWwlyoh76OWNtG7HTt2oEOHDmjbti26dOmi3GSgatWqMDc3BwBIpVKIRKJSl2yVyWSYPXs22rdvDy8vLwwZMkQ5zdvHx0e5517Dhg1Rv359pKSkqH0egUCAJUuWoH379mjUqBHOnDmD77//Hm3atIGHhwfu3LlTav7bt2+jc+fOaNu2Ldzd3bFkyRLlOZs2bYK7uzu8vLzQqlUrXL58GYDir5HCmyx88MEHOHfuHACga9eumDt3Lnx8fNCjRw8AwMqVK9G+fXu0bdsW/v7+yp9HKBRi0KBBcHd3R48ePZCQkFD6L4JUDHqdp0kqFWdnZ9asWTPlNPqDBw+y2NhY5u/vz8RiMWOMsQsXLrDWrVsrz0lMTGSenp6sWrVq7IsvvmASiUT5uKmpqfK5PD092dOnT9miRYvYL7/8ojz/559/ZtOmTSuSJSoqitnb27Pc3Fy1WQGw4OBgxhhje/fuZVWrVmXHjh1jjDG2bNkyNnToUMYYKzF/Zmam8vHc3Fzm5eXFrl69yhhjrEaNGuzff/9ljDEmlUpZVlaW8j0qPE2+Xbt2ygWWunTpwvz9/ZlUKmWMMbZr1y42fvx45YJM27dvZ/369WOMMfbtt9+y0aNHM8YUCzc1bNiQzZgxo/hfDqkw6O8vUq7e7x6ZOXMmbt26hQ4dOigfe/XqFaRSKapUqQIXFxfEx8cjOzsbw4cPx8GDBzFkyBAA6rtHDh8+jMzMTOzfvx+AooXeuHFjlWNu376N0aNHY8+ePbCysio26+DBgwEAbdu2hYmJCXr37g0AaNeuHQ4ePAgA+OOPP4rNLxKJ8NVXXyE+Ph4mJiZISUlBfHw8PvjgA3Tv3h0jR45E37590atXL80WAgIwYsQI5V8fhw8fxrVr19CuXTsAQH5+PkxNTQEA0dHRCAoKAqBYuGnAgAEaPT8xflS0iV4xxjBmzBj8/PPPJR5nbW2NIUOGYNeuXcqiXdzzhYSEoHv37mq/f/fuXfTp0wfh4eHo1KlTia9paWkJADA1NVXZMcTU1BR5eXml5p8zZw7q16+PmzdvwszMDAMGDIBYLAYAHDx4ENevX8e5c+fg7++PhQsXYsiQITAzM0N+fr7yOQqOL/w+FP5Z582bhzFjxqh9H0jlRH3aRK/69u2r3PwAAORyOa5duwZAsfOJTCYDoGgxHzx4EK1bty7x+fr164dVq1YhNzcXAJCbm6vsf7537x78/f2xceNG+Pr66j3/27dv4ejoCDMzMzx48ABRUVEAFBcRHz9+jA8++AD/+9//MGjQIFy5cgUA0LhxY2X/9pUrV5RLcxb3s4aEhCgXxpfJZLh58yYARf/9li1bAABv3rzBoUOHyuXnJfxHLW2iV97e3li8eDECAgKQn58PmUyG3r17Ky/ArV69Wtmy7d69O+bPn1/i882ePRsLFixAhw4dlLsczZo1Cx4eHpg2bRqEQiFmzZqFWbNmAQCWLVumvKhX3vnnzZuHESNGYNeuXXBxcVG2/vPz8zF69Gi8ffsWZmZmqFu3rrLALlq0CIGBgdi8eTPatm0LDw+PYl97xIgRSE9PR9euXSEQCJCXl4exY8eiTZs2mD9/PsaMGQN3d3c4OzuX2z9ShP9oaVZCCDEi1D1CCCFGhIo2IYQYESrahBBiRKhoE0KIEaGiTQghRoSKNiGEGBEq2oQQYkSoaBNCiBGhok0IIUaEijYhhBgRKtqEEGJE/h8f9E4Si0GpdwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.vitaminC)\n", "\n", "limits = (0.0, 8)\n", "\n", "fig, ax = plt.subplots(figsize=(90*mm, 85*mm))\n", "\n", "ax.plot(limits, limits, \"-\", color=\"k\")\n", "ax.plot(calibration_KC1991[\"_Fe3Fe2\"], Fe3Fe2_calculated_KC1991, lw=0.)\n", "ax.set_xlim(*limits)\n", "ax.set_ylim(*limits)\n", "\n", "\n", "ax.set_xlabel(\"Fe3Fe2 measured\")\n", "ax.set_ylabel(\"Fe3Fe2 calculated\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5c5377dd", "metadata": {}, "source": [ "We see that the model works reasonably well at Fe3/Fe2 ratios < 1, but becomes inaccurate at more oxidized ratios." ] }, { "cell_type": "markdown", "id": "b6368872", "metadata": {}, "source": [ "### O'Neill et al. (2006)" ] }, { "cell_type": "markdown", "id": "fb130884", "metadata": {}, "source": [ "This model uses equation 10 from {cite:t}`ONeill2006`. To validate our code, we reproduce fig. 8." ] }, { "cell_type": "code", "execution_count": 30, "id": "0e8a52d7", "metadata": {}, "outputs": [], "source": [ "MORB_oneill = mp.MagmaSeries(\n", " {\n", " \"SiO2\": 46.3,\n", " \"TiO2\": 1.2,\n", " \"Al2O3\": 18.6,\n", " \"FeO\": 9.6,\n", " \"MgO\": 10.0,\n", " \"CaO\": 11.8,\n", " \"Na2O\": 2.3,\n", " \"K2O\": 0.1,\n", " \"P2O5\": 0.1,\n", " },\n", " units=\"wt. %\",\n", " datatype=\"oxide\",\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "id": "567386fa", "metadata": {}, "outputs": [], "source": [ "Fe3Fe_total = 0.12\n", "Fe3Fe2 = Fe3Fe_total / (1 - Fe3Fe_total)\n", "\n", "fO2_solver = (\n", " lambda fO2_guess, P_bar: oneill2006.calculate_Fe3Fe2(\n", " melt_mol_fractions=MORB_oneill.moles(),\n", " P_bar=P_bar,\n", " T_K=1673,\n", " fO2=fO2_guess,\n", " )\n", " - Fe3Fe2\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "id": "233657fb", "metadata": {}, "outputs": [], "source": [ "pressures = np.linspace(1, 3e4, 100)\n", "fO2 = pd.Series(index=pressures)\n", "\n", "for P in pressures:\n", " fO2[P] = root_scalar(fO2_solver, bracket=[10**-8, 1], args=(P)).root" ] }, { "cell_type": "code", "execution_count": 33, "id": "84b73d00", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.vitaminC)\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(240*mm, 100*mm))\n", "\n", "\n", "axs[0].plot(pressures / 1e4, np.log10(fO2), \"-\", color=\"k\", label=\"MORB\")\n", "\n", "axs[0].set_xlim(0, 3)\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_oneill2006_fig8.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "axs[0].set_ylim(-8, -3)\n", "axs[0].legend()\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Oneill (2006) Fig. 8\")\n", "\n", "axs[0].set_xlabel(\"Pressure (GPa)\")\n", "axs[0].set_ylabel(\"log10 fO2\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8097cc5e", "metadata": {}, "source": [ "### O'neill et al. (2018)" ] }, { "cell_type": "markdown", "id": "f18c55d0", "metadata": {}, "source": [ "This model implements equation 9a from {cite:t}`oneill_oxidation_2018`. To validate our code we reproduce fig. 6 from the original paper." ] }, { "cell_type": "code", "execution_count": 34, "id": "5a9c26b0", "metadata": {}, "outputs": [], "source": [ "calibration_oneill2018 = get_calibration_data(parameter=\"Fe3Fe2\", model=\"oneill2018\")\n", "calibration_oneill2018 = calibration_oneill2018.query(\"SiO2 < 59.9\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "01fbff51", "metadata": {}, "outputs": [], "source": [ "datasets = {\n", " \"redox series\": [\"J2004\", \"C2009\", \"Be2018\", \"R2013\"],\n", " \"berkeley\": [\"S1980\", \"K1983\", \"KC1988\", \"KC1991\"],\n", " \"borisov\": [\"B2013\", \"B2015\"],\n", " \"moore\": [\"M1995\"],\n", " \"thornber\": [\"T1980\"],\n", " \"fudali\": [\"F1965\"],\n", " \"partzsch\": [\"P2004\"],\n", "}" ] }, { "cell_type": "markdown", "id": "535c99a5", "metadata": {}, "source": [ "According to the caption of Table 2, we subtract 0.062 from Fe3/Fe(total) by Fudali (1965) and Thornber et al. (1980), 0.55 from the values reported by Partzsch et al. 2004 and 0.055 added to those of Moore et al. (1995)." ] }, { "cell_type": "code", "execution_count": 36, "id": "edd91929", "metadata": {}, "outputs": [ { "data": { "image/png": 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Y7mgymdDr9c+7Gk+dwWB45XtqAPR6/VPpqXnRZGdnYzabC73clzr9+ZOSjXpMq3qgbDENlOonKstsNqNQvDhxqdls5qeffnre1RAEQRBeIXXq1Hmo7ztZli032zk5ORiNxld+mJRer7dc56ucPl+v12MwGF75v6fBYECSpNfiOvV6/St3nQcOHKB48eJcunSJihUrkp6enu861Wp1ody3v9aBlPnAdORrKzEfCEdRrfcjHx8REcH48eNRKBS0atUKT09Pvv32W0wmE3379uW9997j6NGjfPTRR3h5eaFQKGjcuDFGo5HOnTtz7do1bG1tWbBgAStWrODGjRsMHTqUxo0bM2nSJEqUKAHkfmi1atWKtLQ0ZFlm06ZNZGRk0K1bN9LS0vDx8WHu3Lns2LEjX31mz57NunXrUKlUdOvWjevXr2NnZ8eCBQu4efMmnTt3RqPRUKJECaZPn17YzSsIgiC8prKysli3bh3Z2dnk5OSwZ88elErl867WU2U0GklMTGTJkiXPuypPlU6nIysri/j4+OddlacqLS0NgPPnzz/nmjxdiYmJXLly5ZUbrrl3716CAwM5f+ECU6ZMISIigpiYGAIDA1Gr1TRq1Ag3N7cnPs9rG0jJRj3mg7+ifDsH04ZfkSp99FjlpKWlsW3bNmRZplatWkRERKBSqahXrx5t27Zl2LBhLFiwgBIlSlCnTh0AVq1aRUBAAAsXLmT+/Pn8+uuvjBgxgubNm9OjRw/efvttSxAFcPXqVbRareU8kiQxbNgw+vXrR/369ZkwYQKrVq3Czc3NUh9Jkpg9ezYAM2bMoH79+vzvf/9jxYoVTJ8+HWdnZzp06ECfPn2eSlenIAiC8PqysbGhTZs2QG5QpdVq6dSp03Ou1dOX9x39KstLpiGu89XwKl2n0Wjk7NmzJCcmcmTzJlixHENqKpFxcRg1Wlq1akXp0qWBwrveZxpI9evXjzVr1hAdHc2JEycIDQ0tcL+ZM2fy/fffYzabadCgAb/99hsqVeFW1XxgOoriN5HUEoriN5EP/g5h/3vkcipVqoQkScTHxxMZGUmjRo0ASEhIID4+nri4OEqWLGnZF+DixYtUrlwZgMqVK7Np0yYAevbsyXvvvcekSZPynaN48eK88cYbdO3aFV9fX0aNGsXp06fZt28fo0aNQqfT0alTJ9zc3Cz1ud3p06c5cOAA8+bNw2AwULt2bXr06MG3335L586dadiwIZ07d37kaxcEQRBeTyqV6r7DYiRJsnwXKRQKJEl6oYa/C4Lw6lEoFKiUSnRz56BbsgSzBGqzzKdKBedDQ/Hx8Sn0z6FnGki1bt2aQYMGUatWrXvuc/nyZYYPH86RI0fw8PCgefPmzJw5kx49ehRaPSy9UU10gIRUUofp71+gTEfA+pHKyvuDuLm5UapUKTZv3oxarcZgMKBWq/H09CQyMpKgoCAOHz5M8+bNCQoK4sCBA7Rq1YoDBw4QHBxMdnY233//PV999RXffPMNo0ePtpwjJyeH3r17o1Ao6N69O7t27SIkJIQWLVpQu3ZtIHeM665duwp8g4SEhFC9enXL00CDwYDRaOT7778HoHTp0nTs2FF8yQmCIAgPJEkSo0aNwt/f/3lXRRCEF5BZNpGccYHryfux0rjg71oTrcrxqfd6KZVKSjg7Y3/4EOckCFco0GCmskKBS1wcT5YNoWDPNJDKG9p2P8uXL6dFixZ4enoCub0048aNu28glZqamm/dBq1Wi1arvef+lt4oZe4fVFJKSMXjkY7MRq79ycNeDrIsW34kSWLIkCE0bNgQhUKBu7s7S5YsYdSoUXTo0AEPDw+cnJyQZZnmzZuzcuVK6tSpY5kjNWTIED7++GPatm1Lu3bt2L9/v6XXKioqim7dumE2m3FwcKBChQqULl2a7t27M2LECADGjh2brz631/Gjjz6iR48elqF+n332GRkZGUyePJmcnBzeeustJEl64NoXea+/6mtkPCnRTg9HtNODiTZ6ODdv3mTr1q20bdv2icsSbf1gkiRRqlSp510NQRBeQLJs5mLcBnafG0uOMQ1JUuDlWIH6Zb7D1soDeHrBlDklhYS+fTBcuECAJGEDBPwXvEk8nc92SX4O3xqBgYGsW7euwKF9ffv2xd/fn0GDBgG5w9LeeecdLl26dNe+aWlpODo63rV9yJAhDB069J7nV6z5AEXScZBu64GRzZhdymFuNvsxrkgQBEF4mrRZKUhZqUiyGW6b12nWWBN1MZKY5HRK16iHra3tE50nLS0Nb29vUlNTcXBweNJqC+TOkVq+fLkYQi4Ir4FsQyprDnYhJevybVslqhTvR1iRD55qr1T6/HnE9+oJd6Rzl6ys2NP4/2g8+TdcXFwK9ZwvZLKJ2xv5YeK8K1eu5PvCe1CPFO0W37VJlmWys7OxsrJ6JSbcPQ2ijR6OaKeHI9rpwUQb3SbpKnx899pFiuGrKDauBX6/HEHt6vrE7fQ6rBsjCILwtOj0Sej0iXdslUnMeLrZD00mEwlHjiCbTPn7vFQqXEZ/g8q5cAMoS/FPpdQnEBAQQFRUlOX36OhoAgIC7nuMo6NjoT05vH2CrFAw0UYPR7TTwxHt9GCijXjgoAy1SlUo7fS6t7MgCK8fs2wiMf0sSZkXsVI74e0Ujlppc9fnoSzLZBuSuZ58ELNZj6t9CBnZsej0SUiSAg+HUGy1bthb+5GTftpynIQCb6fwp1Z/k8nEwoUL+WvePEbKMprb6q0uWgzbdu1h69ancu4XLpBq1aoVtWrV4quvvsLDw4OpU6fSvn37510tQRAEQRAEQXilyLKZM9eWc+DiJPTGNBSSiiLu9XgjZAQatX2+fdOzr7Pl5BfEp51CxoxaaYfJnINZzu3Jt9F6ULvkMKoU/4Sd574lI/s6CklFUY83Ke751lN5UGUymVi0aBH9+/enREAAyvJhSH+tQ9Zlo/Lxxvnrr1EWwnpR9/JMA6nevXvz559/cuPGDRo2bIidnR0XLlygW7duNGvWjGbNmlGsWDG+/vpratasidlspn79+nz44YfPspqCIAiCIAiC8MrLzLnJ0aiZ6I25CxCbZSNRN7cQ6FaXIK+3LcGPLMucjlnCzbQTlmMNpox8ZWXl3ORI1O+8XWEaTcNnkZRxHq3aERfbYJQKTaHX3WQysXjxYvr160dgYCAz5s+neFAQhrNnMcXGoilTBqWvb6Gf93bPNJCaPHkykydPvmv7jBkz8v3+0Ucf8dFHj7dAriAIgvDq0efoKfyvYUEQhNdbtiEFnT4p3zYZE+nZ1+7aN11397Y7pemukWPMwM7KE1ute6HV8055PVF5QdS8efMoXbo0kiShDQuDsDDLvk8zr55YOOgJRURE8Pnnnz/SMVFRUbRu3fqplC0IgvCq2bBhA7uOnSRq8F/Ik47CpCO3fgLKwNRTyDZ3Z3AVhKfh9qVGHvcGTZZlzGbzc023/7h1kGUZk8mE2WzGZDKJJQNecjYaN+ysvPJtU0hqnGyL5dsmSeBsV/yB5TnbFcdKXXifx3nv09vl9UR98sknFClShHnz5lGmTJnnMsf1tQyk5OQbyDHn8v1w7TzarJSnf+4n+OAVBEF4nciyzC+//MLbb7/NxFl/4FquOorAUKTAsrd+vIuBbwlybJyed3WF14Asy+zZs4fIyEjWrFmDTqd7rHJSU1P58ccfyczMLOQaPrycnBwmTZrEjRs3HvnYiRMnsn79ekaOHElSUtKDDxBeWNYaV6oU74ut1hOQUCmsCPFpib9rrTsCE4nSvm0JcK2NQlIjocBW64FKaf3f6wqcbIpSuVhvlIr7ZM5+RFFRUZw5c8bye14Q1bdvXwICAliwYMFzC6LgBUw28UxkpkLPMndtln47Aa7ej1zcuXPnaNasGbGxscycOZPr16/z7bffYjKZ6Nu3L++99x5du3bF2tqa8+fPM378eADMZjO9e/emVq1avPXWW3Tr1o20tDR8fHyYO3duvnNs2LAhX5mtW7emXr167Ny5E4B27doxZswYihUrdlf9BEEQXjYGg4E+ffowffp0BgwYwNixY1Eqlc+7WsJrzmg0smrVKpo3b87u3btp3LjxY5WTnp7OokWL6Ny5M3Z2doVcy6cvIyODhIQEoqOjyc7Oft7VEZ6AJEkU9XgTN4dQMrKvo1ba4mIXVOCcJmuNKw1Cx5GUEYlJNuBoHYDOkEiOIR1JUuBkE4i15tGXoTBmmVBoFChUdx+XkZFBWlru/K3bg6g7h/M9L69nIFXIkpOT2bFjB5GRkQwYMIDExEQiIiJQqVTUq1ePtm3bAlCpUiWmTJlCVFQUJpOJjz76iP/7v/+jdevWfP755/Tr14/69eszYcIEVq1ahdt/WUbMZjOjRo26q8wKFSpw8OBBSpQoQVJSkgiiBEF4JSQlJdG6dWt27tzJzJkz+d///ve8qyS8AmSTCeOVK5hu3kQdVByFy6Pf8JnNZpKSkrh48SJnzpwhIyODvXv3otFoOHLkCE2bNsXR0ZEtW7YQFRVFeHg4VatWRa1Wo9Pp+Oeff4iOjiYoKMgyOsVkMnHy5El27tyJjY0NDRs2xM/Pj0OHDmE0GqlatSo6nY4tW7ZQqVIlvLxyh2HJskxmZiabN2/m8uXLFC9enPr162NnZ0d2djY7duzg1KlTlCpVijp16mBtbc3Bgwcxm80cPHiQGjVqEB4ejqOjI7IsExUVxT///IPZbKZBgwYUL14cWZY5cuQIu3btwsbGhvr16xMYGEjRokUpX7486enplnsV4eUlSQocrH1xsL5/YgZJklCrbPB0ujX/yNbK44nPn3ouG7sALVrXW2HJ2bNniY6OJioqiqysLNLT0zl+/Dhjx4597sP5bvdaDu0rbBUqVECSJEqUKMGFCxeIjIykUaNG1K9fn4SEBOLj4wGoXLmy5Zh9+/aRkJBgmSt1+vRpRowYQd26dVm6dGm+rvaEhIQCy+zcuTMLFixgxYoVtGrV6tletCAIwlNw9uxZqlatyvHjx/nnn39EECUUClmvJ+WHH7he7w2uv/Um199siG7z5kceaq/RaJg4cSJt27Zl7ty52NjYMGbMGAYNGsSpU6eIi4vj008/Zc2aNdjY2DB27FhmzpyJ2WxmzJgxzJo1C6VSyW+//WYZ1rdp0yY+/vhjcnJyiIyMpHPnzkRHR6PT6ejXrx9nz55lzpw5TJ48Ga02/5Cpn3/+meXLl+Pk5MSsWbP4+eefMZvNfPfdd0ybNg07OzvmzZvHt99+i9FoZMaMGfTq1Ytjx45x9uxZ3nvvPa5du8aZM2fo2rUrcXFxpKSk8NFHH3Hq1CmOHz9O//79UalUREVF0a1bN1JSUmjfvj2hoaF0794djUakgREeXb65hqa75x26u7tTokQJAgMD8fX15fDhw4wYMeKFGM53O9EjVQiOHj2KLMtcvHiRoKAg3N3d2bx5M2q1GoPBgFqtBkChuBW31qhRg1q1avHll18yZswYQkJCaNGiBbVr1wZyh7Xs2rULADc3N0qVKnVXmV5eXnzxxRecOXOGRYsWPfsLFwRBKESbNm2ibdu2+Pr6sn//ftHLLhQOWUa3YzspP4xFzsoCwHDmDIlfDMSnwj8o3R8+s5gkSTg65k6kt7a2Jjs72zLC5P333+fw4cOcOHGCBQsW4OzsTLFixRg5ciT16tVj/fr1LFy4kODgYCpVqkT37t0xmUxMmzaNHj160KlTJ0wmE71792blypX069ePVq1a0bt3b1JSUpg2bRpOTk63XVbufYeHhwc1atSgbt266HQ6rl+/zrp165g+fTqBgYFUrlyZbt26Wc739ttvM3LkSG7evGm5aV28eDFhYWF89NFHSJJEYmIiixcvpmbNmhiNRkJDQ2nZsiVNmzbFxsYGKysrADHcVngiiQcz0aeayIjKIStGj8pOiUMJK+wCtLi6uuLq6kpGRgbr169n/vz5hISEvBDD+W4nAqlC4OjoSNOmTYmLi2PmzJnExsbSsGFDFAoF7u7uLF26tMDj+vfvz+jRo/nuu+8YOnQoH330ESNGjABg3Lhxlv0UCgVDhw4tsMw333yT/fv34+Li8vQvVBAE4SmZNGkS/fv3p1GjRixevBgHB4fnXSXhFSED+uPHLUFUHsPFixivXXukQKogkiQRGBiIUqkkOjqaa9euMWDAACRJwmw2Y29vbwlaPD09kSSJIkWK4OTkhF6vJyEhgZCQECRJQqVSUaZMGc6fP49CoeC9997jt99+o27dupQvXz7fzaMkSXz22WeMGTOG9957D3d3d3r06EFgYCAxMTGMGDEClUqFLMvY29tbesCKFi2KQqHItz7QuXPniIyMtCw9o9PpqFKlCjVq1KBJkyYMHjwYo9FIw4YNCQkJsQRSgvAkXMNtQYbEw5nYFflvaN9tY+VMJhN79uzh999/Jzg4mHnz5hEaGvrCBFHwugZSto4w9dRdm2Urex71T1O3bl3q1q2bb1u5cuV466238m2bM2eO5d+BgYEsX74cgOHDh1u2r1y5ssDyAd566627yoTcIKtz586PWGtBEIRnQ06+kZvg5062jkjOXhgMBj755BOmTJnCp59+yg8//CCecguFTunmDkolmEyWbQp7BxT29oVSft6IE3d3d4oVK8bMmTOxs7MjMTGRQ4cO4fvfoqDJyck4ODiQkpJCVlYWarUaR0dHrl27ZhnWdPnyZTw9PTGbzcycOZOQkBDOnj3L/v37qVGjhuUm0mw2Ex8fzw8//IAkSfz111+MGTOG3377DT8/PyZNmoSXlxdZWVlERETg5+eXr655JEnC29ub0qVLM3DgQACOHTuGQqHg5s2bvPXWW5Yhhv369aNq1ao0b968UNpNeH1JkkTeTbeklpCUuT95TCYTS5cu5csvvyQ4OPiFGs53u9cykJKcvcA5f858WZbJ0emwvscxL6JRo0axa9cuBgwY8LyrIgiCULB7ZEll6imS0dKmTRu2bdvG9OnTxULswlMhSRI2//d/WNepg27bNjCbkayscPioO6rAwEI9V/ny5XF0dOSXX36hbt26LFy4ECsrK9566y3eeOMNvvnmG9q0acOyZcvIyMhApVLRvn17Jk+ejFKpJC4ujj179jB16lT+/fdfNm7cyPz589m3bx8jR45k4cKFuP/XgyZJEmvWrCEzM5P27dtz48YNihQpQsmSJQkPD2fs2LG0adOGf/75h7Nnzxb4MDZP27ZtGTBgAMWKFcPW1paJEycycOBAdDodQ4cO5fPPP0eWZVQqlSUgE4TC4ljSGoU6fxC1ZMkS+vbti7+/P/Pnz38hgyh4TQOpV8VXX331vKsgCILwWPR6PdUaVCMhIYHNmzff1bMvCIVJ6eaGx+y5ZK5bi+HSJaxq1MS6QQOkJ+z9VKlUdO7cmYCAAAAcHByYOnUqS5cuZe3atVSqVIl27dphZWXFV199xcKFC9m0aRP/93//R40aNbCxsaFdu3a4urqyZcsWbGxs+O233wgNDeX8+fN8//33BAUF4efnR3Z2NnFxcbi5uSFJEpIkMXToUBYtWsSff/6Jt7c3EydOxMHBgbFjx7J8+XLWrl2Ln58fv/76K3Z2djRv3hx/f38gN3FGzZo1sbGxoVq1akycOJG1a9diMBj48ssvadSoEQBDhgwhIiICSZIYPXo05cuXf6I2E4Q7qaxv9ZLm9UT169fPEkS9aMP5bifJL/HqsGlpaTg6OpKamvrE4+llWUan02Ftbf3C/rGeN9FGD0e008MR7fRgr0IbyTHnCuyRuvD5nzTr9Tlr164lKCjoyc5RiO1UmN8rQq6srCyWL1/+QgxDv/2WpzD+nyqovIJuqx702v1uxQp6/XHPVRjneFk/i4QXn8lkYtmyZfTu3Rs/Pz8WLFhQKEGULMssW7aMhg0bFnpOAdEjJQiCIDxzVlZW7NmzJ18WMkF42go7CCiovPud416vPahej3Pco17r49ZNEApDXk9Unz598Pf3fyETSxREBFKCIAjCM+fn64skgihBEITX3u3D+fz8/Jg3bx5ly5Z94YMoEIHUE4uIiGDdunWMHz/+oY85evQoe/bsoVevXk+xZoIgCC8AW0fMk49zPTaWrKwsPD08cHRyys2eKgiCILxyZFm2rHn6oGAobzhfnz59CnU437PyWgZSg9Yt5UpKEsrbUoAaTSZ8HZyY0Kz9Uz232WymfPnyYrKmIAivhQsJ6TRt2pKbN2+yfPlySoZWfd5VEgRBEJ4iWZbZsGEDb731Flqt9p773T4n6mUazne71zKQKuvtRzlvfzqGV7dsm3dwNwaD/rHKO3fuHM2aNSM2NpaZM2dy8uRJfv75ZwC+/vprGjduTN26dQkPD+fkyZN8+eWXrFu3ju+++45WrVqRlpaGLMts2rSJ+Ph4unTpgsFgIDQ0lClTptCsWTOmTZuGt7c3U6dORa1W8+GHHxZKWwiCIDwtW7dupVWrVri7u7Nv3z6Cg4Ofd5UEQRCEZyAlJeW+CU/ygqi+ffu+dMP5bvdaBlLtwqrQdsEU2pWvglqpRG80svLEIea07vJY5SUnJ7Njxw4iIyMZMGAA0dHRHDhwgJycHOrVq0fjxo0BaNKkCRMmTCAiIgKAq1evotVq2bZtG7IsI0kS33//PYMGDaJx48Z8+OGHbNu2jTZt2rB8+XL69u3L6tWrWbRoUWE1hSAIwlMxbdo0+vTpQ926dVm6dCnOzs7Pu0qCIAivpcLOVllQ+UajkSNHjhATE4Ner2ffvn0oFAq0Wi0NGjTIly3PZDKxfPly+vTpg6+vL/Pnz38pgygAxYN3efVoVCpalQ1nydH9ACw5tp+WZcPRKB8vrqxQoQKSJFGiRAlOnjxJkSJF0Gq1ODg4oNFoMBqNAFSuXDnfccWLF+eNN96ga9euDBs2DJPJxMWLFy37Va5cmQsXLtC8eXP+/PNP4uLisLKyEjckgiA8FTvi9ZzPMmLm8VfFMBqN9O/fn549e9KjRw/Wr18vPrMEQRCeE1k2E592kuNX5nLm+nIysmMfKTX+w0i/kIMuNYczZ85Qv359GjVqRGhoKA0bNqRhw4b5lpLIC6J69+6Nr6/vS9sTlee1DKQgt1dq+YmDZOn1rDhxiHZhlR980D0cPXoUWZa5cOECoaGhREdHk5OTQ1paGnq9HpUqN0BTKPI3d05ODr1792bOnDnEx8eza9cugoKCOHDgAAAHDhwgODgYBwcHHB0d+emnn2jTps3jX7QgCMJ93Egx8u2QRFZezn6sgCo1NZV33nmHSZMmMXnyZCZNmmT5/BMEQRCeLVmWuRi3gfVHe7Pvwo/sPPstG471I1UXXWjBVFZWFlfPXOfK5askJiaSnJxMRkYG1tbWODk54ezsjEqlIi0tLV9iCR8fH+bNm0e5cuVe2iAKXtOhfXCrV6rDwmm0KhuORqVCZzA8VlmOjo40bdqUuLg4yxypOnXqAPDNN9/c87jo6Gg+/PBDzGYzDg4OVKxYkaJFi9KlSxe+/fZbQkNDLeW0adOGjz76iNjY2MeqoyAIwoPIZtj0Wzr/Tk+nQXd7mn7iQDlPNUE2ShTc/4vu4sWLNG3alNjYWDZs2EDDhg2fUa0FoWCyLJOWlmb53vT29sbBwaHAhWbj4+NxdHS878T4x61DYmIiNjY22NjY3Hc/eLHWbJJlmeTkZGJjY/Hx8cFoNHLz5k38/f0fabHqpz2sTLg3gymTY9FzyDGm/rdFJinjPGevraBq0KfwgM/1+5HNMhnROcRdS+DiwWgyrVNIvJDOSb/TOHjaUa1aNdRqtWX/tWvXIssy/fv3x8fHhwULFrzUPVF5XttACnJ7pY7HxtAurMpjl1G3bl3q1q2bb1u5cuXo0KFDvm1586LuPGbHjh359rOzs2PLli13nad9+/a0b/90MwoKgiAAmIy5AVXE7Ay+2OBJchktVR3U99x/27ZttGzZEldXV/bu3UvJkiWfYW0F4W4mk4k1a9bw008/oVAokCTJchP3zjvvALBs2TJKlixJqVKl6Nu3LwMGDKBKlce/H7iXoUOH0rRpU8t57yTLMqtWrcLHx4dq1aoV+vkfV0pKCh06dMBgMNCtWzemTp2KlZUVo0aNomrVh8++eePGDVasWMFHH31U6IGqcH85hjSy9Al3bU/JjEJGfoIwKpdSq8DLzxNNJXs0PjLYm2jcpDEq21v/z8myjNlsZvfu3SxatMiSne9VCKLgNR7aB7m9Uj+80xaNGHoiCMJr4F5zoOTkG8gx58CYm7nUYH0KQ9gYOk+7RsMwKyo73PszcubMmTRs2JAKFSqIIEp4IciyzN69e/n6668ZNGgQa9as4c8//6R///4MHz6c/fv3k5OTw4IFC4iNjcVsNpOcnExOTg6ZmZlkZWVhNpstZZlMJjIyMtDpdJbeFbPZjMFgQKfTkZ2dfdcwqbxj9Ho9KSkpZGdnW47T6XSWof956+0sWLCAmJgYzGYzsiyj1+tJS0vLV5d7yauLwWAgPT3dUm5e/XNyckhPT8dgMBQ4nCsvUUB6errlGmVZJjY2lps3bzJr1iyKFi1KTk4Os2bNolKlShgMBtLS0vK1ye3l5LWJLMucOnWKdevW5auX8GzYaN1wtSuRb5uEAh+XKkhPGAJICgkbHw12gVqs3FXYBmhxLeGA2k5pCZAyMjJYsGABffr0YdGiRTg4OPD222/j6en5SgRR8Jr3SAmCILzo9qeBj2wkyFb1wOF1t9sRr8fTVmEZlrcjXs+VZCMzvk2/e8heZir0LENOnz1YV1tJjt81ct5xY8a6GUTu286M0Z9hZ5d/WJLJZGLgwIH8+OOP9OzZk19++SXfMA5BeF5MJhNz5syhWbNm/N///Z9lfnLTpk3ZvXs3c+fO5c033+TIkSNMmDABd3d3ZFlm0aJFjBs3jvT0dHr16kWbNm1IS0vjhx9+4NChQ6jValq3bs3777/PgQMHmDNnDleuXKFYsWL8/PPPqFQqy3DCb775hqNHj+Ll5UVUVBQAer2e33//nb///hu9Xo+trS2jR4/m6tWrHDhwgISEBIoXL47BYGDChAmkpqai1+tp3749H374IUqlssDrPXr0KL///juQuxyLp6cnP/zwAz4+Pvz777/89ttvZGZm4u3tzeDBgwkJCck3vDE2NpbvvvuOyMhI1Go17733Ho0bN2bMmDFER0czcOBA0tPTuXTpEt999x29e/fmhx9+IDY2FoVCwYcffkiLFi24ceMGY8aMITIyEisrK7p160atWrWYPn06x48fZ/z48YwcOfKp//2FWxSSmirFPyHHmE5i+jmUCjWBHg0o6d3M8h7Q6XSo1ep881llWSYrKwsbG5uHCnhsvDVY2at5880382+3sUGtVrN06VLs7e1ZuXIlYWFhd+UMeJm9OlciCILwCopLk/l2aNIjJ4C4M3HEjRQjiXEmNv2WTv8y1+5IKpHr+/ETiW+WjKGjDwonDRkdfPjLL5YGHwzKV3ZaWhrNmjXj559/5tdff+W3334TQZTwwtDr9Zw5c4YqVarku2FTKBRUr16dkydPUqNGDUJDQ+nVqxclS5a09PpMnTqVvn37Mn78eDIzM5k2bRrXr19n9uzZjBs3jlmzZnHgwAFSUlL4+++/6du3L/37988X5MybN4+YmBjmzp1Lz549iY+PByAyMpJNmzbx448/snjxYgICApg3bx61a9emfPnydOvWjaCgIH7//XfeffddFi9ezMCBA5k6dSrJycn3vN7U1FTWrl1Ly5YtmTdvHnq9nlWrVnH16lWGDBlC9+7dWbRoEeHh4XzxxRfodDrLsSaTiW+++QYrKyvmzZvHyJEj+eWXX4iMjKRv374UKVKEMWPG8PnnnxMUFMTgwYNZv349Go2GhQsXMmjQILZt20ZWVhbffPMNDg4OLFiwgMGDBzNmzBgSEhLo2LEjpUuXplevXoX9pxYeQJIkXO1DaFJ+Ck3DZ9IsfA51Qr5Cq3a07LNv3z6uXbuW7zij0ci6dess/1/ExcVZMlAXxLaIBqWVlC/oysvO17dvX3x9fencuTNlypRBqVS+Mr1RIAIpQRCEF9t/CSDuDn7uH1DJdxyXJYPSCpTqW3OgBpS/zj9HsziozE1PXjT1PGYv6/yn99Dg4X4rffmlS5eoUaMGu3btYv369fTp0+eV+lIUXn55czIKeuqtUCiQZRlra2u0Wi2Ojo6o1WoUCgWtWrXC19eX8PBwZFkmPT2dTZs2WZ6ob9y4EYCdO3cCULp0aerXr09wcLDl/wGz2UxERAQtW7bE29ubatWqUb16dQCCg4MZM2YMFy5cYMmSJZw7d460tDSsrKwsdbGzs+Prr7/G19eXtWvXsnnzZjIzM8nJybnvNectp+Lr60tYWBgJCQkcP34cNzc3GjRogKurK23btuX69ev5bpozMzPZv38/nTp1wtPTk/DwcKpUqcKuXbtwcnJCrVbj5uaGs7MzarUaZ2dnQkJC2L17N0OHDiUhIYGBAwdiMBjYsWMHOTk5/PHHH+zdu5eMjAyOHDliWQrGyclJfFY8B5IkoVU74OkYhqt9SZQKjeX/EZPJRHZ2NgaDAZPJZNlmMpnIysqy/Hvjxo2kpqbe9xy3/23NZjMrVqygT58+eHl5MW/ePPr27ftKPnATQ/sEQRBeAo+aAKKg4wb87UGHCS4s/CyJmp3saNzfDr+0Y1S6mvu0u6X6BttOp0AtT8vxivOZtKr7FpCbHKdly5Y4Ojqyd+9eQkJCnsq1CsKT0Gq1lC5dmj179tC4cWNLQJU34b1MmTJoNJp8x0iSdFcihLybTFdXV0uWuo4dO1KhQgXi4+OxsbEpMFjT6/WWshQKBba2tgCcOnWKPn36ULFiRUJDQylTpgwZGRn5jtXpdAwdOpTU1FSqVatGaGhogQmo7mRlZWW5mVUoFBiNRgwGA1qt1lJHlUqFUqnEZDJZjsvrcbi9PaysrNDr9fc815tvvomHhwf//vsv06dPtyx3IMsyLi4ulrbq3bs3YWFhXL9+/YH1F54tWZb5559/iI2N5eTJk5w8eRJ3d3eKFy9uWcJnz5496PV61Go1MTExpKenY2dnZ3kf3UteEPXxxx/j7e3NggULXvoU5/cjAilBEISXgFIFDXrY07TfrflNj3Jc/V72ZKWZuXpcz9AdXrhapxK2aShBW6ej+HIpAA1tk3E6GkfKbYGU0yUjDXtVZPbs2fTo0YOaNWuyfPlyXF1dn8p1CsKTUiqVfPDBB/Tp04eaNWtSu3ZtZFlm+/btrF+/nsmTJ1uGF2VkZOQLLG6n1WoJDw9HpVLRvn179Ho9Q4cOpWjRovc8t0KhoEqVKvz777+8+eabJCcnc/ToURo1asTOnTvx8fFhwoQJGAwGevfubZmXkleXuLg49uzZw+rVqwkODmbt2rVkZGRgNpvJysri5s2bBAQEPNQck5CQEGJiYrh48SLFihVj3759KBQKvLy8LPvY2tpStGhRIiIiKF68OMnJyezbt48vvviiwDJlWeb3339Ho9Hw2Wef0aFDB1q2bIlOpyM4OBh3d3fef/99kpOTGTx4MFWrVkWhUKDX69HpdGi12lf2hvplIkkS9erVswRUxYsXp2jRopb3r16vt/RUxcfHc+jQIfR6PU5OTrzzzjv3fIhmMplYsWIFvXv3fmXWiXqQ1zKQunMS9ovkXsMRBEF4TSmgUe/8AdTDfG5Jdxx37JqehGQzLb50JEyZTNDHQSiM/62dl5kKw1fh7xlI0YGTiZ/y3xNkhRI3W0d+/vEHxo8fz0cffcSkSZPuepovCC8SSZKoVq0aX331Fd9//z0//vijJRPeiBEjLEPtypUrx+jRo3F0dLQM8YPcQCxvEdF+/foxYMAAOnXqZLmRrFChAkePHr3nWkoffvgh/fv3p2PHjiiVStRqNVqtltq1a7NkyRK6deuGSqXCbDaj1+uRJImyZcsyfvx4vv32W2rWrMmAAQPw9fVFlmU8PT3Jysri2rVrfPnll6xZswZ7e3vL+TQaDY6Ot+a85E3wL1GiBB07dqRPnz64u7sTFxfHsGHD8u2rVqsZPHgww4YNIyIigtTUVKpXr069evWIjY21DMdTqVQ4OTlZ5pkNHDiQLVu2kJWVRa1atShdujRffvklX331Ff/88w+pqamUKlWK4OBgbty4QWJiIkOHDuWnn34Snx8vAEmSLO93jUZj+bmdlZUVvr6+ZGVlER0dTbFixXBxcbEE9Xeui2Y2m1m5cmW+4XxhYWGvdBAFIMkvcS7KtLQ0HB0dSU1NfaTF4ZZFZrFucv7MVZKc26VubW39SH/0iIgIvvvuO6ytrYmKimL48OHMmzeP2NhY/vrrL8aMGcOBAwdQq9WWFKLjx49nxYoVSJLEr7/+Snh4OBUrVqRGjRqkpqby448/0q1bN9LS0vDx8WHu3Ln37UZ9VmRZfqw2et2Idno4op0eTJZltsXp8LFXF0rWvrzfpZjz0LPM3QdNPYXkl5u+XE6+gTk9dzHOzMxM3N3dcXZ2BltHJGevu499jgrzvfS43yvCvWVlZbF8+XI6d+78TM8ryzKpqalcu3YNSZLw9fW1LMib9565fv06Hh4e6HQ6HB0dsbKywmg0Eh8fj4eHBwqFgqysLK5cuYJSqSQgIACtVkt2djbp6em4u7vf9Z6TZZnMzEyuXr2Ko6MjGo0Ga2trbGxsiI+PJy4uDhcXF1xcXEhNTcXT05Ps7GyuXbuGh4cHKpWKK1euoFAo8Pf3JzU1FScnJ7Kyshg5ciRjx47F2vrWXMbs7GxSU1Px8PBAkiRSU1ORZRlHR0dkWeb69eukpKTg5eWFq6trgfVNS0sjJiYGGxsb/Pz8UKlUGI1GEhIS8PT0xGg0kpSUZDlHUlISsbGxWFlZ4e/vb7kJzysnb3vezXpsbCxGoxE/Pz/xsPgFk5KSgpWVFVZWVpZtZrOZhIQE3N3dAZgyZQotWrTAy8uLHTt24GZlRTFJwpyWhsrHB2XRoqxat45evXrh5eXF/PnzX6ggSpZlli1bRsOGDXFxcSnUsl/LHqm8Sdj/Tk+nQXf73IDKQ4XPY/69ZVnmzz//ZObMmfzxxx+sWbOGn3/+mdmzZxMbG8vOnTvZsWMHo0aNYsyYMaxZs4Zdu3Zx5coVunXrxj///ENycjL9+/cnKCiIzz//nH79+lG/fn0mTJjAqlWraN26deE2giAIL4UqDmBtrUJ6xN7z2u6ae/7+ME/PDCkJqPuWx/fOF6aeghcskBKEgkiShJOTE05OTgW+ZmNjQ1BQEEC+oFmlUuHt7W353dbWllKlSuU73traOl8wc2fZdnZ2dx0D4OHhgYeHR75y8v6bVxcg39CpvH2SkpJo1apVvhte4K6b4Nt7nCRJws/PDz8/vwLrmrdPXq/c7dRqtaUdNBpNviGBrq6uBQ7vLagcAB8fn3ueX3i+7vX/R17AYYq7gc+FSPRr15Be5w0yb9xAN3oUXL2CymRGbWNNfNVqDNi7N19PFORm/1MolchIKF+MmKrQvZaBVJ47J2+XD1FSveDPxfsqV64cAL6+vvn+ferUKSpXrgxA5cqVGTJkCFFRUZYc+oGBgZYsKM7OzpYP0dOnT7Nv3z5GjRqFTqejU6dOhXC1giAI/7F1zA2ICtoO7Nq1C09jCsWfcbUEQbg3Hx8fEZAIz4TJZOKff/6hbtFAErp2pfTxY+wymrjp5sZlKyusrlzBQ4KSkkQpgx7HTRtpXyyI9vPmUb58eSRJIisri527dpFRsSEaCd52hhekg6pQvdaBVL7J2x4qfCTDY5Vze9fl7f9WKpUcOHAAgAMHDhAcHExgYCBHjx7FbDZz5coVy5OA27u6Q0JCaNGiBbVr1wbAYHi8egmCIBREcva6Z6/S3Llz6d69O5ERfz3jWgnCy8VkMnHz5k1LsgqVSoWLiwtqtfqhhzTlDT9UqVTY2to+8DhZlomOjs6XHU8QCotOp8NoNKLVarkRG0vq+r/RHz2CUpapKgGJCeyTZdwUEsVve6+qJIlPG9bH87bhfCaTiQMxCcx3A60E5WzBX/PqBVOvZSB15yTsW3OkCjdgyRseUKtWLVQqFbNnz8bLy4vmzZtTs2ZNJEnil19+ueu4oUOH8tFHHzFixAgAxo0bR6VKlQq1boIgvLjk5Bu5CSAAK7MZFIrc4Xj/zU+6/fV8nmD+ktlsZsiQIYwdO5YPP/zwvkOBBEGAhIQEmjRpgkajsSSP8Pf3Z+zYsffN7Hc7WZYZP348JUuWpGPHjg/c32w207VrV3r37k2bNm2e9BIEIZ/Lly/z119/ERwczOHNmzFti0BhMlNZIWHzXwSklmWU5F83CknCukRJkCTi4+PZt28fGXojS21LciEbJOD7GPipKGhEIPXy83JSMfRb13zZr+SHmjVwt7p161K3bl0AGjduTOPGjQHuO6fp888/5/PPP8+37eDBg5Z/u7q6snLlyseqjyAIr4DMVEsyiHzfOXnzk257HYDP5uQOy/Mogpwaf2u7jSOSR8ADT5eRkUHHjh1Zs2YNEydOpH///nDtfGFciSC8kG5ftPdxJ8SbTCYyMjJYsWIFfn5+ZGdnM2LECH777TfGjh2LJEmYzWZycnJQKpVoNBokScJkMiHLMkajEUmSSElJITMz01KmyWSyJGkwGAyW9aDykk7p9XpLL1heNkKTyWTZJ6/8vBTveYusqlSqF2byv/DikGXZshivwWAgICCAki7OHNq6hZJJSSgVErfPuC0rSeRLF6JUYlWrFrat2yBJEg4ODlSoWJEliRLnUt1ABlmCPxLgTSd41+XV6pV6LQOpOydhC4IgvNRsHWF0i7u3TzrywEOjo6Np1qwZly9fZu3atbz99tsAyA+YRyUIL7OcnBx27txJgwYNnqicvEQNzs7OmM1mihcvzrVr1wBITExk/PjxHDt2DK1WS+fOnWnevDlbtmxh7dq1nDt3jvLly1sWxc3JyWHChAnY2dnx8ccfc+jQIX7++WeSk5Px9/dn0KBBFCtWzHJuk8nEsmXLWLRoEXq9nkqVKvHZZ59x8OBBtm/fzldffYVKpWL79u1s376dYcOGiUBKKNCxY8c4efIk169fJz09neQD+0lKSMBTqUB5x3tGc9vv6uASOA0YgM0776BwyU0+otVqyXD24fc4GaMCy9PATDOMvAqV7MA//9rXL7XXMpASBEEQYM+ePbz77rvY2Niwe/duQkNDLa/dbx6VILzsTCYTN27cQJblJwoudDodQ4YMwdbWlpSUFCIjI5k5cyYAP/74I+np6cycOZPY2Fg++eQTSpQoQXx8PH///TeTJ0+mWLFi/Pzzz2RnZzNmzBiuXLnCDz/8QGpqKoMGDeKTTz7hjTfeYMmSJQwfPpzZs2dbzn3kyBF+/vlnfv31V3x9ffn666+ZNm0a7du3Z+jQoXTr1g0/Pz8WLlxIjRo1RBAl3FOFChUoX748Z86cIT4+nnCDnt1TfkO6bbFqWanktJ8/dlGX8bW3x65cGC5jx6END7/rvXU1Bz50lzHqc/JllJSAVBP4P6sLewZEICUIgvAKk416TKt6oGwxDUl1qzd+wYIFfPjhh1SpUoWVK1da1gsRhFdZQkIChw4dQqfTcfz4cVxdXbGxsaFatWpotY/+mFylUlGjRg1cXV3R6XSYzWZmzpzJN998w6ZNm6hduzarV6/GbDZjNBrZt28f1tbWVKhQgXr16qFS5d6GzZo1i/T0dDZs2ICbmxs7duzg+vXrREdHs3TpUlJTUzl8+DDx8beG7m7ZsgWVSsW+ffuQJAmFQsGWLVvo168fZcqU4d9//6VRo0acOXOG4cOHi0BKKJAk3ZrvpNFoUKWmkrP+b0ooFPBfb6kMHFap+CTmGsWCSjBnyhS8KlRAsrUtsMyGTtDQSQE8Rirsl4wIpARBEF5VsgyXj6AMaQWXjyC7FUF29GDYsGGMGTOGrl27MnXq1Me6gRSEl5GtrS0hISFkZWURFRVFSEgIarXaEtA8KrVaTdOmTQkICECWZapWrUrLli3p3bs3OTk52NraWsru0qULlSpV4tSpU9jY2FjmPAGULFkSa2trZs2axTfffINOp8PKygqtVotKpcLV1ZVBgwbly9SXmZmJra2tZT5VuXLlaNCgAWq1mlatWjFr1ixkWaZ06dL51sUSBFm+lRfg9gA7MCAAm4kTSJ8/L/f74z9H7R34LDUN56Agfp0/n+L/pThPTEwkMTGREiVKPNP6v0hEICUIgvCiuW1+kmw2I+Utj5A3P+nO+UuGnILLMRng05qWX82Tj9Pmw49ZvXo148aN4/PPPxdPqYXXirW1NUWKFCEzMxM3NzeKFCmSb/mRRyXLMunp6aSmpmI2mzl06BDW1ta4uLgQFhaGs7MzXbt2JTMzky+//JKKFSsWWE79+vVp3Lgx7dq1Y+vWrQQHB6PVaqlduzZlypThwIEDzJ49O1+mvsqVK7N7927effddXFxcWLBgAWfPnqVFixbUqFGDcePGMWvWLL766qt8QZsgIMPNPRloHJU4lbG2fA8oMzMx79yZL4gCyEpNxSW4BLNvWycKICUlhejoaBFIva5kWebyOpmi74gbCUEQXhx585NkWSZbp8Pa+tYXXYGpz7W2uYklTAZQyIAqd8VxKf8NYsqNaDZv3syff/5J06ZNn9HVCMKLR6PRULFixSd6kKBQKFCpVHTr1g21Wm3JAvjVV1/h4eHB559/zuDBg9m/fz+ZmZl4enoSEhLC1atXsb1tSJSNjQ1WVlYEBgbSv39/fv31V+bMmcOHH37IZ599ho+PD1euXKFr167Y2tqi0WhQKpXUq1ePf/75h65du+Ls7ExsbCzfffcdkiTh7OxMnTp1+Ouvv6hatap4YCLcJTvewJ0JqyW1GoVN/uF4MuAVVJy5c+cSVqECAPHx8cTFxXH16lViYmI4efIkdnZ2FClS5LV7r73WgVRGDFzfKeNeXsLuMZZMiYqK4vz58zRq1IhKlSrlS2H+JOrWrcu6deuws7MrlPIEQXiF3Jn6PM+Y1Rj3t0fVwAQ5y2FA87t2sdeY2L1jG2XLF/xUXBBeFyqVilKlSj1RGW5ubmzYsMGSdU+hUODk5ISDgwOSJFGuXDkWL15MdHQ0Wq2WIkWKoNVqady4MW+88YalJ+yLL76wDM9r06YNtWrVws7Ojp49e9KsWTPi4+Px8PDA29sbSZKYO3cuzs7O2NjYMG7cOK5cuUJGRgb+/v64uLgAuQ+K3dzcePfdd8XCvYKFMctMyqks9Mkm0s9no4s1YM4xY+2twbGkFZK9PfadOpM4fBhyTo5l+Y0gtQavbJ2lnOzsbFJSUkhPTyczM5OUlJTncj0vgtc6kIo/ZKJYpRTiDzlh5/fo3d5RUVFs2rSJRo0aPdb5855eFYbCLEsQhBePpSfKqIfhq269kJkKE7uCrQxpBmSThKQxF1iG2gZKJ+0GRCAlvN4K46m5SqWiSJEi9z2Ho6Mj5cqVy7fdzs4u34NSV1dXy7/VajUBAbfWfvPz87trcezbz6nRaAgKCsr3emJiIhMnTmT79u3MnDnzteshEO5NoZaw8dGgcTaTcTUHrbMKu6Ja1HZKkHLfs3bdPuL0mTO4zJ6FmtxMe/K5syT07IH33xtQ+fvj/9/PxYsXcXZ2platWs/70p6b1y6QurLZxI19MlaOZhSSmaK1Mzi1w44Tk8zoUjR4VTVTpNHDBVVTpkxh9+7dHDx4kMTERN5//31Onz7NZ599RqdOnTh+/Di9evVClmWaNGnCsGHDGDlyJJcvX+bmzZuMGzeOHj164O3tTWRkJBMnTqRhw4YAfP311+zfv59y5crx66+/kp2dTbdu3bh+/Tp2dnYsWLCApKQkOnXqhJeXF5UrV2bQoEFPs+kEQXie7tUTlRdUSRKKEhLyWZBKF1yEbFAhx+wB+jy1agovL4PBQFRUFCaTiWLFiqFWq/PdhMuyTHx8PLGxsfj6+uLq6vpa36SnpaUxceJEsrKygNz5V9WqVaNBgwZoNA+3XqUsy6xevRovLy+qVatWKO1pZWVFmTJlePfddwkKCnqt/0Yvm7xFmm+f02YwyCiVoFD8N7xbljEYQK1+9AcCCrWEja8G2SyTfFKFlZsau6JaSzlms5k/169n6arVfCPL+VbONVy8SM7RI6j8byUvt7W1xdPT80ku+aX32gVSfvUVqO3MJBwwE/rGDQBC69zgRIQXXrXN+NV6+OxVvXr1wt/fn/Hjx+Ps7MyUKVNQKBS8+eabdOrUiSFDhjBjxgxCQkJ46623iIqKAiAgIIC5c+cSFRVFYmIi27dv5/Lly3zxxReWQOrNN9/khx9+4P333+fQoUPs2bOH+vXr87///Y8VK1Ywffp0WrduzfXr1/n3338f+kNbEIRXlxQCxiVKJB8d0vhVoL3tS1YvgdYVVZs/nl8FhReW0Wjkp59+4siR3EWcixcvzldffWUZcibLMocOHWLEiBEEBQVx6dIlRo0alW/i+esmIyODOXPm0L17d5ydnUlLS2P48OHEx8fTqVMnJEm6Z3Y0uJU5zWg0YvpvvR75jkn+lrmR99heEBsbG957770H7ie8eA4fPoyLi0u+XsYTJ7JJTjZRr54tkgSXLxs4ckTHu+868Ng5RCRwKmWNyiZ3JJNsNmNKTGTT1i307NOXqiYTkkoFt60jhVKJdMe9pqenpwiknncFnjWFUsK7upLEw6b8LygVuFcxonjMN2WxYsUs45DzPvDi4uIsY7ArVqzIxYsXgdxMO3lCQ0NRqVT4+/uTnJxs2R4eHg5AlSpVuHDhAqdPn+bAgQPMmzcPg8FA7dq1AQgLCxNBlCC8ZHbE6/G0VRBko0RB4d3oSEoJKUzNqTkfoVZn4+ntfWsIkVlGciuPIlAEUsLdoqKi2Lx5M4sWLUKhUNC5c2fOnTuXb5HmFStW8Pbbb9OjRw+mTp3KsmXLKF++/POr9GNISjJhMMh4eCgtgU5UlAEfHxVa7aMPj9doNHTs2NGS/tzKyoqtW7fy/vvvA3D06FH27duHs7MzDRs2xM3NjStXrnD9+nWioqJwd3dHq9Xi6+uLLMscP36c3bt3Y2VlRb169QgMDESWZc6ePcvOnTvRarXUr18fHx8ftm3bRmBgIMWKFUOWZQ4ePIiVlRWhoaEigHpJZWdno9fr820LC7Ni48YMtmzJJDBQzfbtWbRu7YBS+fh/Y0mScCyZm1TClJBA8nffkrVpI9bXrtFVa02buXOx/mki2du3W46xql4dbZWqd5XzunttJ9XIMsRG2nFsizexkXZ3Znp8KGq12vIUqaA3k6enJ2fOnEGWZQ4fPkzx4sUB8s1lunPYRJ68p4IHDx4kKCiIkJAQ+vXrR0REBLt27WL06NF3lSUIwsvhRoqRb4cksvJyNuezjJjvTJ30KDx8kL9djZxhIONPXy5vy+FCikxOp/04D4hC3eNk7k+vU6I3SrinCxcu4OPjg7OzM05OThQrVozjx4/n2ycvDfeePXs4ePAgZcoUMNT0BadUwpo16cTGGpFlmQMHsjl8OPuxb0pNJhMnTpzg0KFDbN++ne3bt1O3bl0kSWL58uV8+umn5OTksGfPHj744APi4+PZvXs3nTt3Zu3atZw+fZpvvvmGgwcPcvbsWfr164fRaOTSpUt0796dpKQkduzYwUcffURSUhLnzp2jc+fOXLp0id27d/Pbb79hNpvJyclh5MiR3Lhxo5BbTHjaZFlm586dLFmyhC1btrBhwwaWLFnCsWPHAFAqJd56y47oaAPTpyfTsqUDDg63nvqbzTKynPuT9+/bt93Zm5nv3EYjyWO+JW3qFIwXL1IkO5ueukxCUpJxnzETx88GYN2wIY6ffob7jFkonJyednO8dF67Hqk8Vu4K8HEmtKmCm4ecsTI++o1M2bJl+fLLL2ndunWBb9Rvv/2Wbt26Icsyb7/9NoGBgQ9d9vr16xk1ahRhYWGEh4dTpkwZunfvzuzZswEYMGDAS/klJggCyGbY9Fs6/05Pp0F3e5p+4kA5T/Vj9lDFIl/rxOGoFtQZfI3y5cuzatUqvLy8nkrdhVdTRkYGdnZ2SJKEJEnY29uTkZGRbx8PDw+io6P5448/iIqKuu8ir2azmfT0dGRZRqfTYTQan/YlPBQHBwUtW9qzcmUaPj5qMjPNvPuuAyrV4wVS2dnZjB07FisrKzIyMkhJSeF///sf2dnZTJ06lS+++IImTZqg1+t577332Lx5M5Ik4e/vz/Tp07GysmLhwoUAxMbGkpOTQ3h4OMHBwURGRqJSqZg2bRqdO3eme/fumM1m+vfvz7Jly2jWrBk9e/YkOTmZK1eukJWVReXKlUUvwUuoQoUKlClTBnt7e1xdXSlRogRWVlZAbqAVHW1AlqFqVRsOHNBRv74tSmVuj+rp0znk5MiEhGiJiMikcmVrDh3S0aCBHbt3ZxEcrMHXV13geWWdjrT163MTluW9b/R6Mteswa79e7h8822+/V/m95bZbCYtLQ2FQoEkSfkWy34Sr20gFdzu1qV7V1fiVU1Gp7vPAQVwcHBg+23dnnn27t0L5A6727VrV77XRo4cafl3YGAgy5cvB3Inh0ZERABY/ns7Kysr5s2bd9f2vOMFQXj5mIy5AVXE7Ay+2OBJchktVR0K/sLLtwivLENKFNgZQJsKQVkU376A91q15LcZcyxfwILwsGxsbMjOzgZyb9yysrKwt7e3vJ6dnc0vv/zC6NGjqVatGjt37mTChAnUrFkTrfbuucXZ2dls2bKFnJwc9Ho9CQkJz+xa7keSJFxclBQtqmHJklSGDXNHfY//5R6Gra0ts2fPxs/PD7PZzN9//83w4cNZunQpKSkpBAcHI0kSGo2GUqVKcfHiRYKCgvD19cXKyirfjWm1atVo0qQJn376KUqlkgYNGlC8eHGuXLlCuXLlkCQJhUJB2bJl2bNnDyVLlsTNzY29e/dy6NAh6tevj6OjYyG0kvAs5d3U29raYm9vj4ODA87OzpbXr141EhGRSdu2DsgyLFmSxvLlabRu7UDeoKT581Po3NkJBwcFgwfH0bOnhoiI3ClOXl4F3+qbzWY2btrExdgbVABufyyi+O875GUOnO6UlpbGv//+i62tLWq1mnr16lmWC3gSr20gJQiC8LwpVdCghz1N+93qkbqXvEV6AUx7JkHycBSls0EPRErYe8C0MBn1YwZRBS70C2DrmHtu4ZVWsmRJrl+/Tnp6OgqFgsuXL9OxY0dMJhNGo/G/4UJmrKysUCgU2NjYYDKZ7jlsyMbGhhYtWgCQlZX1wjz0y51LlDt5f9QoD9aty+Dtt+3w9lY99k2jWq1Gq9UiyzLBwcFkZWVhMBiwsbHh5s2bBAcHYzKZuHLliiVNdN5T8dvFx8fz9ttv069fP86cOUO/fv0ICwvD3d2dK1euUK1atf96J6Lx9PREo9HQtGlTFi9ezLVr15g4ceIrdeP7OipVqtRd894VCmjdOnc435UrBq5fNyDLKrZuzcTTU8WCBSkMHOjGxo0ZXL1qoEULe8aNO0aHDmVo3ty5wGGrZrOZP//8k4979ybUZCJUoSBvjovC0Qm7/+b4vUqcnJxo2LBhoQRPtxOBlCAIwjMmKaBR7/wB1KMM6ZNj9mC44c61nbHo9XqKOylRtzNjXLEJ2ahHUj1GApp7pVefesoSwAmvroCAAMqXL0///v0t6yOVKVOG48ePM3XqVH799Ve6dOnC6NGjKVu2LMePH6dLly4F9ka9yK5eNRIVpad5cwfUamjZ0p716zNo1coBa+tHD0L0ej2zZ8/GyckJvV7Pxo0bqVWrFkWLFqVVq1Z8//339O/fn8jISC5cuMBXX33FgQMHCiwrOjqawYMHM2TIEFQqFRqNBn9/f9q3b89vv/2GnZ0dKSkpbN68mV9++QXIzfA7duxYSpYs+cQLDAvPn5ubW77fr169ilarxcHBAwB/fxWtWjmwfHkaSUkmDh/W8fPP3tjaKjAaZZydFVy7ZkCjSSE11YDBIKNQ5O9ZMpvNrFmzhp49eyLLMta1arMrMZHTaamULV6c8D59sa5XXwTlD0kEUoIgCM+Yl5OKod+6PnbWvmPFPqNZ/2YoFE7snPg+KttpSOpslOXAfGA6yupinSjh0ajVar766itOnz6NyWSidOnSaDQagoODGThwICqVitatW1OpUiWuXbtG165dCQwMfOlutnx8VLRocWtOlIuLirZtHXmcqRJ2dnZ0796drKws4uPj0Wg09OjRg0aNGqHVaunVqxd+fn6sWrUKFxcXZsyYQVBQEFlZWWg0Gkvb5c2hrlChAkOGDGHz5s0AjBgxgkqVKhEeHo6DgwPr169HqVTy008/UaVKFSRJws/Pj969e1OiRAmRwfcVdOXKFRwdHfHwyA2kJEkiNFRLZKSWb7+No2NHF/bt05GUZKJKFRNLlx7k1ClHjMYdnDuXxKBBnnz+eXkCArwwm2UMBjPr16+lR48euLq6Mn36DG7ciCM4uBhFihTBSqtFe8eQU+H+JPl+6TxecGlpaTg6OpKammpJPf648ibEWltbizfQPYg2ejiinR6OaKcHK6iNli1bRpcuXShbtiyrVyzFbVUjlE2ikZQSsknG9HcRVL1OPHKvlBxz7p49UpJfycK4nKemMN9Lhfm9IuTKG9rXuXPn512V5yLvNuth35v32v9RyxFeTrIsc/PmTTIyMjh06BAODg4EBwfj5OSEi4sLp0/nMHz4IYoVu0ZmZk0uXTLQvr09Gs02XFzqc+WKnqio3QwaVJ8rV5R4eKjx9taQlWVi1KidzJ7dDRcXFTNnziE2NoiUlH3UqxdCsWLFnvelPzWyLLNs2bKXf2hfZGQkXbp0ISEhAScnJ+bMmUPp0qXz7SPLMoMGDeLvv/9GqVTi6urK77//nm9xMkEQhGdt0LqlXElJQnnbkgMms5kAJxfGvdP2qZ9flmVGjx7NiBEjaN++PbNmzUJzdCYUv4n03xh4SSmhKH5T9EoJwjNQ0GK7BW171MDnXvs/qJz7Lf4rvDxkWSYuLo64uDiuX79OamoqSqWSgIAAdDoHFi1KpVy5I/j5WVO5sjOjRiVw5kw2bm6J6HQmGjZ04MCBbLRaNeXKWYHJhCEqisN79zJv1ndIikb8/HNXLl3yIynpNK1bV8DBwf7BFRMK9EwXIerRowfdu3fn/PnzDBo0iA8//PCufdasWcP27ds5evQox48fp0GDBgwZMuSp1GfT9gNUfLcnm7YXPF75QWRZpmnTptSuXZukpKT77lutWrV7vjZnzhwmTZoE5LaRIAgvnrLefrxTKow/OnS3/Lxdqhxlvf2e+rl1Oh0dOnRgxIgRjB49moULF2JtbY0cswdztA/GjcUtP+ZoH+SYPU+9ToLwuktOTqZfv34kJiYCt9YD6tOnDxcvXrzv+j1Pg06nY/jw4Vy9evWZnld4Mneu96RQKChXrhxvvvkmlSpVonr16jRs2BA/Pz82blyJRrOQ06e3s2nTRtaunUiJEivIytrGzJk2JCRs5vTpzdSuXRsrKy3mpCQS+vTmWs3qOH30ISOyLvJjYydWztBgNmXh7R2Hl5cnNjY2z/z9+qp4Zj1SN2/e5PDhw2zatAmAVq1a0adPH6Kiou5aXyknJ4fs7GxUKhVpaWn4+RXujUpGRhbdhk9kW+JF0to602XGb7yxqji/DOmFtbX1Q5dz48YNFAoFO3bsKLS6TZs2rdDKEgSh8LQLq0LbBVNoV74KaqUSvdHIihOHWNqx11M9b2xsLO+99x4nT55k2bJltG7d2vLaoyyw+8CsfLenV7/jdUF41ciyDDIgPX7vTXZ2Nhs3bmTgwIHIssz27dv5/PPP+eyzzyzzx/JukPPW57qzDgW99rjbjUYjERERtG/f/rGuR3h+IiIieOONN+56jzg5OXHmzBn8/f2xs7OjZctGGI1GJk68SUpKCjY2Nrz3XgeWLk2hUqUdODo2oGpVR1xdHZGAlN8mkz5/HpjN2AD1UPL34sMkcZQNV+thXSqG1NQUXFxcaNq0KeonWQvgNfXMAqmrV6/i4+NjWfxKkiQCAgK4cuVKvkCqadOmRERE4OXlhb29Pb6+vmzbtu2+ZaempuaLpLVa7X0zCTXoOojTNWR40xMFkNHek7/OxHKx53D2LZv00Nf0ySefsHv3btzd3encuTPjx4/n7NmzjB07ltmzZzN37lwmTZpE6dKlyczMRJZlNm/ezJgxY8jIyKBly5YMHjw439OIypUr3zOjz/OW18biqcX9iXZ6OC9bO6mVSlqGhrP46D46hddg8dH9tAwNR61U5ruGQX8t40pyIiqFkvjMdAz/pYg2yzL+Ti4YzSYCnF0Z93abB57z8OHDNGvWDEmS2L59O+Hh4Y/fXvfJyic7eULeTwFe9L9RYb6XXvRrFQqHWS+TfCIL13DbJy4rL4gaNGgQX3zxBS1atECpVGIwGIiIiODff//FxcWFtm3bUqRIEc6ePcuFCxdITk7m+PHjVK9enaZNm5KZmcnGjRtxdHRky5YtFC1alA4dOuDo6EhmZiZr1qzh8OHDhISE0LJlS5ydncnJyWHNmjUcOHCA0qVLYzAYMJvNLF26lAoVKlimRWzcuBEfHx/KlSv3xNcrPB6DQcZgkLG2lixBtk4no1JJXLx4kTp16tx1TJkyZTh//jw5OTk4Ojri7OxMWloaaWlpnD59Glm2ZtmyFHS6bbzxhkRYmAcREUZatFAg6bPI3LAezGYATLKCLeba+EiJfCcd49LRU6wN+onWrd/B0fHeS28I9/dM50jda+Lk7Q4fPszZs2e5du0aDg4ODB48mD59+jBnzpx7lhsQEJDv9yFDhjB06NB77u/qYo/ZIzvfuEazhwZ3N2vLgoQP4+uvv8ZgMNCjRw/Wr1+PTqcjOzsbo9FIRkYGEydOZNu2bWRmZlK6dGl0Oh0VK1bkr7/+QpZl6tWrR/fu3dHr9RgMBnQ6HWazGd2jrgz8jD1KG73ORDs9nBehnbRZKUhZd/fWyDaO5Ng4WX5vVjKULsvm0KpsJWbs24ZSoWT2gZ3kfbSZzTKZ+hw+rlGPD6rUthw3/9BuADqF12Dewd0YDPoH/n/+559/0q1bN0JCQli6dCne3t5P9NlgZTYXmB9QNpvJfsE/cx5WYbyXXvTPX6GQyGDMND95Mf8FUV9//TWffPIJLVu2RKFQIMsyixYtYsGCBfTq1Yvo6Gi6d+/OvHnzOHbsGF9++SU9evQgLCyMr7/+GldXV/z8/Pjyyy9p0qQJ9evXZ9q0aaSlpTFw4EBGjhxJfHw87733Hps2bWLPnj1MnjyZGTNmsH79erp3786WLVu4dOkSCoWC06dPc/jwYcaMGUNqaio//PADEydOLISGEx6XTmdmxYo0mjWzx8VFyc2bOUyZcpZq1TI4fz6NXbv2YmWlpkyZMiiVVhw8eBGlMpFz586h1VqjUHhjZZXC5cuXOHz4MDdvZpKYeA6Vail6/VU6dPiMEiVscHMzYDDkLrabfu48Vf7rxTSjIFi6RBHpKgoJXOVYSvldwmgUc+qexDMLpPz9/YmJicFoNKJSqZBlmatXr94VBM2ZM4d69erh5OQEQJcuXWjSpMl9y75y5Uq+7EoP6pFq3aA2O06thmq39lGcz6R57Xp3rTR+P1ZWViiVSqysrFCpVFhbW6PValGpVGRkZFCkSBGcnJxwcnKiePHiWFtbc/jwYUaOHInBYCAqKor09HQ0Gg16vR5ra2sUCsUjDS98lmRZJjs7+5Ha6HUk2unhvFDtlHQVPi5712Zp6imsXW+t924NtCpXiQ5/TEMhKehYsRofVr31FHH+od3sjrrAH0f20TG8hmUI4PLjh1jWqRd6o5GVJw6xpGNPNPfItyzLMt999x3Dhw+nTZs2/Pbbb7i4uDx5GykKnhIrvcCfOQ+rMN9LBoOhkGolvIj0qUZSz2Zj1ptJv5iNUiuh0CpwDrVGoX70aeOZmZmMGzeOihUr8vfff/P+++9beormz59PixYtKFmyJMWLF+evv/6yTAUICQnhk08+QavVsm3bNm7cuIGvry/W1tYMHjwYPz8/MjIy+Oeff4iNjWXTpk388MMP+Pv706JFC/r27cvZs2dZtWoVQ4YMoX79+lSvXp3t27cD0Lx5c/r160dycjKHDx/G3t6ekiVf7Oybrzp7ewVvvmnHqlXp1Ktny7//ZtCwoS0ODgqSkrTs2aOkcWMbDAaJNWvScXZW4uNji5WVFTY21pw/ryUmJoUrV7Zz9Woy6elV0WgOcexYGmq1mlOnTnH+/HmqV6/O5s276fnxx7xhY0NVrQaSklBLRopKVyz1cXRypNW7NXF1Fb1RT+KZBVIeHh5UqFCBBQsW0LVrV1asWEFgYOBd86OKFSvGxo0b+fTTT1Gr1axdu5bQ0ND7lu3o6PhIaWrfrFUJp7XLSbkt/4PTJSP1u4YVOI75XvL2c3FxISYmBkmSOHz4sOV6Y2JiMBgMZGZmcvHiRSRJYuzYsfzyyy+EhIRQpUoVSzm3n/e531Q+wKO00etMtNPDeRHa6X6Due6sW/vyVThxI4YS7p4sOrqPzpVq5guY0nOy6RRenSVH99MxvDp/HNlLEWcXNCoV8w/tplW5cLT3GIeenZ1Nt27d+OOPP7hwYBfFvFyRs+KRshNv7ZQ3p+kpXuPLqjDeS69KWwgFU9kocSxphSlHxpBhxqGkNZJSsmS+fFRqtZoxY8ZQo0YNOnTowA8//MCoUaMwGo1cu3aN9evXs3fvXiD3XkWj0aDT6XB1dbXMR8l7KAtga2uLg4MDkiSh1WoxmUykpqYSHx/PnDlzUKvVyLJMiRIlSE9PJysrC29vbyRJwt7eHm/v3Ac/pUqVwsXFhb179/L333/zzjvvvHSLJ79qJEnC11dF9erWDBt2k6FD3ShTxhWAqlX3U7RoaSIjZU6e1FOqlJby5YthMsH58xcpU6Y0tWu7s3KlBwEBIaSlHQD24+1dhzp16nDixAmqVauGUqlk7dq1DB48GBcXFwbMnYuPJJG55k/0x46h274d9DlINja49O6Dc8WK4jPvCT3ToX3Tpk2ja9eufPfddzg4ODB37lwAunXrRrNmzWjWrBm9e/fmzJkzlC1bFo1Gg7e3d6EnYPD39aCo7EjC7wmWbW42jvh6uz9WeWXLliU7O5sGDRoQHBwMgFKppH///tSoUYOQkBCKFCkC5CbZaNeuHWXKlMHW9snHZguC8GxpVCp+eKcteqORBYf28MfhPXStXIslx/bj6+BI5YAKvF+hGm0XTKFl2XBWH9uPLMtk6fWsOLKXJW82Rk6+cVcw1G/5PA5FnsMQ5EXTqeP56tRhjFsuE5B4hXGnVt3aceopeIxAShAEUKglNE4qTNlmVDYKNE7KJ7qR1Gq1lCtXDmdnZ7777js6dOhAlSpVaNy4Mf7+/nzwwQc0bdoUk8nEihUrKFWqFIcPH36kczo5OeHj48Pw4cMJDg4mLS2NVatWERwcjIODA5cvX6ZUqVKkp6dz48YNS73effddZs+ezc2bNxk4cOBjX6NQOGRZJjnZxJ49Oj77zJW9e3X4+KhxdlZQpkxpihWz4v33r1G1qjVt2jiSnGzi228TsLIKpn59W0wmmYwMBRERdphM6QQEgJ9fAFqtFltbWzw8PPj7778ZMmQIrq6uzJ07l0qVK+cG5ZUqIWdnk713L4ZzZ9GGlUdbqRKSSC7xxJ5pIFWyZEn27Lk7Le+MGTMs/9Zqtfz+++9PvS7b//gx3+95Czo+isDAQJYvXw7kzme4U5cuXejSpUu+bV27dqVr1653bctz8ODBR6qDIAjPnpx8A3VmKl2CS7Dg8B7ahlVh+fGD3ExPIyErk38iT5OZk0Ob+ZPRJcbinJVMhzk/0/LgMjSrB+UmeLB3wbSqB8oW0zh28jTr5szny8Ff8lGt+pbzzNv9L8z5snAqLbLyCYKFpJZwLGn1xOUo/hsyK0kS5cuXp3///owcOZLQ0FA++OADfvrpJ5KSkrhx4wbr169n/vz5d/Wc3j4qRXHbENy83728vHjrrbcYOnQorVu3ZufOncTHx9O+fXs++OADJk6cSEJCAgcOHCAuLs5SVsOGDfnuu++oXbs2vr6+oufhOcvMlJk7N4W33rKjVCkt3t4qVq1Ko04dG8LCqrF2bTp16sTz778qpk1To9VKJCUZKVvWC4XCij/+SOXw4Wy++sqdqVP90Wrd8PLSceHCBWxtbZk3bx7Dhg0jLS2Nzz77zLIelZeXF5JCgWRjg039+lC//oMrKzy0ZxpICYIgvDQ+mwNGPXLMufzbbR0tGfDelxTMrfUJ7RZMITkrg4pu7lQrEUqnSjXRG40M3bCSUqEV4eIRzhzaSrvYo5ZizAemI19bydFZGmp9uoCSpUqx5uwxulZ/wzJUcOWOv1ly2zFPQnL2Ej1ZgvAfSSFh5akpMAHLw3JycmLUqFG4uLgAuUFVly5dcHZ2Jisri9atWxMYGMi2bdtwdHRk3rx5FC1aFFmW8fDwQKFQIEkS7du3x9vbG1dXV7788kvLnMVKlSrh7u6OQqFg+PDhbNmyhSNHjlCtWjWaNGmCra0trVu3xtPTkz179tCkSRPeeusty/A+d3d3ihcvTqtWrSxDB4V7e9oLGqtU0LixPbt2ZeHtrcbXV0XRomrmz08lKEhDmTJavL11BAba8cMPyTg55fD111rc3d0YNCgOhSKHsmVPcOaMGb1+C7GxoeTk5GBjk0JmZibTp0/H39+fjh07EhMTg9lsFn/3Z0CSX+Jcr2lpaTg6OpKamvpIc6QKktcjZW1tLZ7a3INoo4cj2unhvEjtVOAaS0Y99Klw9855vTo9y8Bnc5idmMGUa3H4qZXMa9iYTqsXsezzcZZgqO2EL1hSpw6ab1vdKmPKSYyrm6FsfIULU818daUps+bOZ8WZo0hIdAyvzryDu2D6p3S6fviu80t+YtL47QrzvVSY3ytCrqysLJYvX07nzp2fd1Wei7zbrML4nCuorDsDAFmWiYmJYcuWLSxevJhFixZZEngJBdMbM7mefIAsfQLONkXxdCyHQlH4w95y/zZGNm7MIChIw40bRqpVs2bChEiCgo4SGxvJkSOhREb6Y2Oj4d13VZQpE4AkQVKSHlfXDEqVUhMRsZKmTd9FrdYye/Z0xo8fj4uLC7NnzyY+Pp4zZ87w8ccfY21tnW8O3utKlmWWLVtGw4YNLQ8+Csujp6gRBEF4xUjOXkh+JfP9oNLc+wClGoavgoBSvF+xOnU9PVjcsBF2ajUtg0qy+HDuEObF+7fR8uIONHdkzJOzUzD4X0NSS/jX0bDg07rY2NjQLqwKy08cJEuvZ+XRffl6sARBeDkVZkKdgsq6M2EVwIULFyzzZRwdxfDd+9EbM9hxdhT/nBjAzrOjWX+sN0ejZ2OWTYV+LkmS8PNT4eurYv78FOrWtaVIETV9+xbn6tVaxMU1Jzk5iAYNbBgwQM2cOSns3ZtC3bomrKyU7NtnRbFiPjg5OeHp6caRI/uZPHky7u7uvPPOO9y8eZOoqCguXbrEmjVrWL16NYmJiQ+umPDYxNA+QRCEe/lszt1ziIx6MBpye7CcvdCoYFzl3AycmI20K1+Vdpv+plVYlXsOzTNlJGBV1gRIaEONmP6ehFylB+r0JFr6+9Phj6m0LFIEza+HctPtWdmC6b+03GJOkyAI9yFJEnXr1qVu3bqW34WCybLMtaS9XLq5Gfm/wMlo0nHi6h8U9XgTZ9uihX6+o0ezSUkx8+WX7qxbl06rVg4UKaIhMNCeiIgUSpaUadAghoyMJN5+OwcPDyc+/TSKtm3D6NXLBYNBJjy8MitWbGPgwO4YDAb69+9PVNQNfHxCCA4OxsXFhfbt27/0S1u8DEQgJQiCcC+2jjC6xV2bB3WawpX0VFSXboCU29tklM0EaFSMq1GblkEl6LDgt9zeKNkMnoEw9RQ5OTmkx1/F2SbFkm5ZUkooit/EfGA6Cv83afdTW06U+D/arVwP8n8LhorhfIIgPAIRPD28NF2MJYjKozekkZVzs1ADKVmWiY42cP68npYt7dFoJLRaO1atSkOrlfD3V1GnjgcJCSbq1i1DTs517Oz24edYBCVeKJUKihbVoFDIbN9+gX79ZiNJIbRsGUR09E3+/ttITs56/PzAzc3thVha5HUgAqnnICoqivPnz9OoUaPHLqNr1658/vnnD1xjSxAEGLRuKVdSklDeNsTOZDYT4JQ7Vrqg1/y1asYFeBRYXllnZ8oVK0WnyrUs2ywZ9pZ+TrsJuzlxLfrW0DyVhrWHz9GhQweWvmdNvXLOyJritwo0y0iZe8D/TTSymXHn/iq8ixcEQRDuydWuJEqFFpM5x7LNRuuBo01AoZ4nLi6O9PQUWrYsiVqdG+CYzTKZmWZcXNTcvGnk449dGTjwOsOG3aBXLyMbNxqo6pbCx597cPiMib//TkeWt9OrVw/s7LT873/zKVnSi5gYI02a/MuAAS1Rq9WWuVHC0ycCqWfMbDYTFRXFpk2bniiQEgTh4ZX19qOctz8dw6tbts07uAtS43Nf9ypLp0o1La/NP7QbOSsNPH0LLK9d8SDabd5I+4rVC8ywp1EqGVfrDSi1AjwDiYpP5t1336VFixa88dM8rO+xhtxdGQIFQRCEp0aSJLydwykX0IlTMUvQGzOw1XpQpXg/bLWehXqulJQUEhNvoFaHWLZ5ealwdlYSHW2gXTtHtm/P5M03E9mxPYMRg7KxtlJg43mY3f/YU/vNmvw8dRtjJ/TF3l5BlSoVcXU9z/z58P77ITg4qPD09MyXQl94+l7bQCpNl8LCA9+QbbqJldKDDpWHoeI+k8vvISIiggkTJiBJErGxscycOZO5c+dy6NAhsrKymD59OuXLl6du3bqEh4dz8uRJnJyc2L17NwcPHuTrr79mxIgRAJw9e5bff/+dffv2sWXLFlQqFePGjaNq1ar06dOH48ePo1AoWLUqd3HOn3/+mcuXL2Nra8vq1atFF64g3EO7sCq0XTCFduWr3Ap8ju5jyZ+Dc1+v1Zf2FapZXpu8awtWajUzTxzF1HgUOQY91iYD/uYcjMgEHDxAS3dnFh/eQ6fKtW4llcgbigeQeB1Gt+DGyH8pVrkuQ4cOZdSoUeJLThAE4QWiVGgIL9qL4p7/R44hBTsrH+ysvJCkJ/+slmWZ2NhY4uLiiIqKIiEhAUdHR5ycnAgMDESjUdCmjQNLl6Yxb14Kb7xhQ4sWFQjwT2fvyhuUK+FGeSdXrLVm/pr+N7N/G4KXl4YpU2Zy/vxV1Oq3GTvWlvPnc9DrK8ETJfQXHsdrG0gtPPANJcrOwsU5naRkexYekOlcafRjlZWcnMyOHTuIjIxk4MCBLFq0CBsbG44fP87YsWP5448/AGjSpAkTJkwgIiICf39/xo8fD+QGY4cPH+arr76icePGjBo1ij179qBSqTCbzaxZswaVSsWOHTuA3F4tgNq1a/P777/z/vvvc+LECcqVK1cILSMIrx6NSkWrsuEsObqfjuHVWXJsPy2LFrMEPi0v7mDxvgg61WjAH0f20rtmfTqF1wBye6cOXL1MZf+idAqvkTuELzuLdkX8abd5Y8FJJZRq8CwKn83BxcGO1FP7sXdwgOuRyLaOuWs6CYIgCC8EhUKFi13QA/eLiTFgZSXh6qpEkiSMRpnz5/WULKlBqSw4iDGZTOj1egwGA0ajEb1ej9FoRJZlFIrceUxqtYReL6NSSezapUNGQaeBboz84CAuqvMExq0iOTkGhezD5MkzqVq1HH/9ZaBbNztCQrSUKmXFmjVBnDunJyREIx6sP0OvbSCVbbqJi3M6AC7O6WSb4h+7rAoVKiBJEiVKlODmzZtMmDCBjRs3olAo8uXur1y5coHHx8bGMmDAAFasWIFareabb76hR48eqFQqvv76a86ePUvt2rUt++c90a5QIXeNG39/f5KTkx+7/oLwOjh2/Sr7r17m77PHuZ6Wgo+NDX/V+YSAxCt8c/pP2u34m1aVajN9bwT/9BgIgN5oZPnxQ5hlmfHvtMvtyTp9jCVvt0CDTMtixekw5+e7e6MMOfBZdZh0FI0xB036DUi/kfuaZyAyFBxM2TreWqfqP7LZjCQy9QmCIDx3Go3EqlXpNG9uj6urks2bM1CrJUJCCh7RJEkS/v7++Pv74+joyI0bN6hatarldb1eZvXqNIoWVfPuu/bMnp2C0SjTq5cLaYsXU/b432x1rELHzHiK6d34sEIHalStgJW1mqFD38DZWYskSahUMs2bO6DXyyKIesZe20DKSulBUrK9pUfKSun+2GUdPXoUWZa5ePEibm5urFu3jr1793LixAn69etn2S8vAFKr1ZhMuRlidDodXbp0YcqUKZZFwurUqcNbb73FwoULLUMDt27dSuvWrYEHL8gnCMLdwnz8CfXypesdCSL+3LiIBm98jl6hpvW8yRhNZtrNn4Kd1gqzbMbXwZETN2L4YOks0rJ1mJAYtnML4+b2oF3/WZzQKGn3wVBQKMDVB2wcITsTftp3K+ueq09udr9P/nuYMvUUFBBISc5e+bbLskz2fwvNCoIgCM+Xu7uSZs3sWb06DQcHJe7uSurWtUWheHDw4uDggF6vx2QyWR6ynzmTQ3KyiZYtHVAqJdq0cWDy5CRSkzIxrF1FS/lvNiZlsJUKZMrWNItfgCa1Mwp7P1xcbiWTyA2mQKUSQdSz9toGUu9XGc4f+8k3R4rHjEUcHR1p2rQpcXFxzJw5k2HDhlGvXj2qVatW4P5ly5blyy+/pHXr1jRv3pzTp0/Ts2dPAL755htGjx6NTqcjJyeHGTNmEBoayvr166lVqxYajYZly5Y97mULwmurXVgV2syfwvt3JIhoFnuCo2V7UbFIEKfirvNt45ZoVCrmHdzNjP3bSMjM5N8eg9Cocj8u5x3cDak3AdD89D/G3X6S4bnzF+lflbv8tO/pXqAgCILwVElS7rA+e3sF+/frGDTIlXtNe9XpdBiNRlJSrHB3V+Lt7c2lS5eIjr6KUumDh0fuwrwBAWoiIjKpUsWaP/5IpVkzW/75dw1lABN6SkiRzDO2p4VqHbKUQ7YsY/dMr1q4n9c2kLK3cqRnnfGW32VZRqfTPVZZISEhlvlOAGvWrLlrn4iICMu/HRwc2L59u+X3Tp065dt348aNdx0/ZcqUfL/PmTPH8u/vv//+UassCK8djUpF63K35kktPrqPlpVq0679h6ze9DfR6eks7/yxJciasmcrKglMZr2l91dvNLLy5CGW1GvwnK9GEARBeNZMJpnNmzNwd1cxcKAra9ak06KFA25uuXOmIiNzuHbNiL29Aq02iqSkRDZuDMZohO7dncjKymbhwiTMZhs++cSVP/9Mp1EjOw4d0vHppzfw9FQREKBkzpy9TNi2nfqmAFwpzSD1L+yQanPFL5xGScmU8/d/3k0h/Oe1DaQEQXj95GXva1k2nJUnD7O0Y6/cAKvYeQ4mp1iCrHmHdpGdmY4WM7bIzDu4kw+rvsHiI/toVTYczW1zHwEGlWnBFdcAVCcjQXkZ6vTPze6XeIVxp1Y9p6sVBEEQCtO5czloNNJ/w/mgWTMHIiIy/xuaBzY2CmbMSOTSJSO1aqWSmZnFkSPpnDmTzblzF7G1TeLYMQXNmkUSHV2aFi1KsWhRKjExRpKScnByOsn48dtZ+MdCdNkS1iWaMT4sGVepEW3qN2ZWTBC6bGtycnJQKpUolcoC50TJsozZbM43T194OkQg9YTq1q1L3bp1n3c1BEF4CHnZ+zosnJYbEP03XK9dUAmWL5pBdHoaLcuGs/jIfvZ9/g0alQq90UiTGRN5r0J1Vh7by9Kun8CNi/nKLZscTbnmPelU41ZPlWWBXkEQBOGVEBysJSREa5kT5emppHlzB8vwPh8fFR06JDJqlJ4ZM9SYTNYEBFyjfn1noqLciIlRMHWqPw0aVEar1WA0Krh508Tx49l8/bUnq1adZ/Kkg1T2qkbROj7EJ1xhW4WqWFlZYaswoTNsYONGLWfO+BISEpIvccXtDAYD27dvp0GDBiL5xFMmAilBEF4r7cKqcDw2hnZhVRi0bilXUpJQmozIGmtupKbQet5kkjLT8335GFLjc7PzFS2KRqVCtnXE/MshFPFXcss0m2l37CDtq9YtcIFeIDclel5GPpGFTxAE4aWjVucPSiRJQvNfwr68nF+NGpUnMjKJsWNvkpioxNfXgdq1HcjIyMDW1pbjx800aWKLRiNx+nQ2RqPM+PGeTJt2kMWLB+Pq4kf7ph/QsHc402dM563GjQkNDQVgz5492NjYEBYWdt96ms1mrl27VujXL9xNBFKCILyS5OQbkJl613a1rSM/vNMWgLLefpTz9qdjeHUgdw7Ue/MnU83J3rKu1OL92+hycTtn7L1o1+BNZFnm57mL+b9yxSkxsQUAGqClT0UW76uUe8zRfbSsWB1Nu663TmzjiOQR8LQvWxAEQXgO0tNNJCaa2LUriyVLruPikkZyMhw5oiIqKoVhw2zw8yvC998nMHNmMh06OHH4cDb/93+2nD//D6uXDyPIugW9e1bETedF3KFUbJNdOLL/GLGxsRQpUgS1Wo1KpbpnL1NycjKHDx8mOzubU6dO8c8//6DRaKhaNbdXSyh8IpASBOHVlJkKPcvcvf221ON5c6bala+C+r+x5CaTibG169Fp9SJaVar9X8/SETTXzaDMXePt999/p8PhHfmKbRd71LIWVd78K0klPmIFQRBeB2q1xNKlqRw8mE1goA03b6ooViyKpCQrjEZb7O0dKVfOlgoVdGRlyWi1Et7eShYs+IvVq2fjaK9g3K9v4+/rz6Fl0aSlaQmpEoy9tw1BwcVxcHAgICDAspROQaytrSlWrBjZ2dmcOXOG4sWLo1QqUYnvoqdGtKwgCK+tvDlTeUkmlhzbT6sK1bBz9qBlxeo0nDYOJ2cv/td6AgDmiAjO+zjQ+texuLvnX3tOI5tpeXEHHf6YSqtylSzzrwRBEIRXj8kkYzbfGu5nZSXx0UfOODikceqUisqV7SlS5CLBwY6oVP6kpppwdlbw2WeuLFuWxoYN6WzYsJlVqz7D1rY47d6bSdma5chMN5GqT6Hx/xXjwqUEHB0dKVq06EPVycrKiqJFi5KdnY27uztFixYVc6SeMvFNLwjCC8cyd+m2J28ms5kAJxfG/Tcsr7DOE5WcyLXUZFqWDWfqngh8HZ05ERvDN41b8uf1abwbWoFO4TUsx8w9sPOeTwTbxR7lhM1HtAurUmh1FARBEF48SUkm/v03k2bN7LG2lkhPN7N+fQbBwRoOH9ZRpEgSBkMmvr4uyHIGXl5KJMkGV1clHh4mJk48yNmzv6NS1WPu3I/x8SnN778nk5hg5N03bPDwVKE3BqDVah+5biqVivLlyxf+RQt3EYGUIAgvnDvnLgHMP7T7qZ1HRqbDwmn0rF7X8ppGpWLR+z1oOn0i7ctXtSSRWHXqCEs79oL0hFvJI/KOAcbZOoohfYIgCK84NzclZcpoWbkyjUaN7Fi3Lh17ewWXLun57jtPZsxIo2TJEsTHa9i0aR7e3h60bNmKHTsymDJlOmfOzEeS6tKnT1fi40sRECARFWUgMFBNSC13kMDW1geTSUaWZSRJQpZloqIM+Pqq0Wju3dOkUqkemJBCKBz3HmgpCILwnLQLq8LyEwcxmExAbhKIFScOFXpPT955WpYNJ9jNkxahFS3nkWWZaVOmcGDhcubty50PteTYfkvadMnZC8mv5N0//82/EgRBEF4dspwb0OSRJInQUC3BwRq+/DKOoCANyckmEhKSWblyBWbzBsaOPcm4ces4e/YMsbGx/PvvWRYvXs/hwz/i5GRkzpxOFCkSgizDgAE36NvXhWbN7Fm2LI2MDDMKBaxenU5srBFZljl4MJsDB3SI0XovDvHYVBCEF06Bc5duW/cpz6B1Szl8LRqzLGMym5EBsyyTnpONnUaLssk3SIBSkjDJZqwkiQ1KNXLyDb7YtZ0rKUmYzGbaL5iKg5U1bedPwU4CdXw0psw0ur9Vgw/fqkGH7RG8V6kGK47uZ2mXPs+lTQThTllZWWzdupWcnJwCX5ckifDwcAICRLZIQXhScXEmTp/O5o03bFEqJfR6mVWr0oiLM9K6tQNRUQbee8+RlJT/Z+++w6OovgaOf2d7eiGNQAIB6SSh916lQyhBpYuIil2xYkNRsIs/migCykvvoCC9E3rvNYGE9GRTts/7x5KFQAIJJIRyP88TZWen3JlsdufsvfccF/7+295z5ONzDVfXq5w4cYqTJ4+j18/h3LmzqFQSvXr1Ijn5PHXrVmH5cplnnvHg8GEj3bq50bKlxJEjRho3diIiwo3Fi/WUKaMiI8NGjx5ut6VhF0qOCKQEQXgo5WTUiwity6Ij++zD6W5xPimBZ2o15PmGLRzLpu/ewsRt6/DQOeHl7OJYnpyVifnaJXihMkw5lufwwem7N6P8YzTUfArl2F7k1ISPCKzDszYbEU9VRR13jhvfSV7n4iF6ooQHTq/X89dff5GWlkZCQgKXLl2ibt26+Pr6cu7cOaKjo5k5c6YIpAShCPj6KrFa4b//9NSubePff2HPnmzeeKMUFSuqOXrUyPLlenr3dqdcOU/+/lvD1183JinpDFarkdjYRHbs+A8XF4m+ffvx2WefkZKiYNWqbAYNciMgQMXu3dmsWqWnWzc3QkLUSJKEt7eSkBA1c+em89FHPncc0ic8eCKQEgThoZTTK/XsnKl59kYBdKkext/7d3MiPpaYtBQUksSVtBRUkoKI0LoMvynA+m33Ztgz3/H41tTnJouFuft3surqgduOExl7kCOnShPZtv1dU6rfKr96ViL4Eu6Xn58fc+bMwWKx8Oabb/L222/Tu3dvVCoVGRkZvPfee/n2VgmCUDhKpUTbti6sXp3GK68c48UXw/ngAx8CA+2fTTVrajEak/n994ucOXOJunX3s+ZfP0xZB4k5GsWhw2fx1HTj7fdbACmkpSlYtiyLHj3cKV3aXhuqUSMnLlwwY7OBSmWfE7Vvn4GkJCtjx/qycmUGXbq4OtYHHMMNRXa+klGgQGrSpEl3fP7ll18uksYIgiDcLDK8AYdjY/KdG/Vc7cb8uWc7JquFrtXCcxXWbTl5PIPrNXUESbO2r2Pd1X2ObW8dPjhr3w76lq+I5uNFUCoQxiwB/xCwGNHYbExIiQOFwr48Mw1+GFKwkyhAPStBuBc5N042m40zZ87w2muvoVarAXB1daVSpUqcOHGCp59+uiSbKQiPBVmWMRptpKaaUamSMJms+PkpOHLESFCQGk9PBaDBanWlcmUvdmw8h23/F+w/6Upr6SghViPlVBtR7Xqahm92ZuXKbCIi3AkIuBEUSZJEhQoaxzFjYixcvGimZ083NBqJ5s2dmTIlhQ8+8MHJScJqlTl40ED16lqcnEQgVRIKFEjt2bMHgMTERDZv3kzbtm0BWL9+Pe3btxeBlCAIxUKjUvHtHdKda1QqhtRvyux9u7iUkpSrsK7BaGDm3u0Mb9iCmfu2ozRlM6z5a/YN1/+HVbmRMu6enEtOICK0Lr+uXsb2Z56BdxrdOMCYJTC21+0HHrOkKE9TEO6LSqWiWrVqfPvttzz//PO4ublx8uRJFixYwA8//FDSzROEx0JsbAJjxx4mPj4GF5fdTJ3qyT//pFGxYm3UaicqVdJSurQrLi5KwsLcMc+OpvmZAwTJSppIVrKVSszmWNSrv+TH2CA+mVovVxCVl4AAFT17uqFS2dcpV05N+fJqzpwxUaOGlg0bMrHZZDQa3YO6DMItChRIzZgxA4CePXty6NAhR2GwixcvMnr06OJrnSAIQj5yak0pJAmL1UJKtpXuM34hNKAMlX0DaOzlzsw9W3m2diP+2LGBEc06MrRZe8f2s/ftsH+Tv2M3Eb//TIhFwllX+HodglDSFAoFH374IV9//TWjRo3CYrHg7e3NO++8Q/369Uu6eYLwyJJlGb3ehqurApXKm6FDm7B9ezrXrnkybFgdvvsuiebN3di0KZODBw3UqqWjQwdXygYYSc7KwkOWcZHMuEsSZZBIwZO15lBGVdvBjh018PdX4eOjzDeYujWphE4n8cwzHixcmM7u3dkEBalo394VpVL0RpWUQs2RunjxYq7qyuXLl+f06dNF3ihBEIS7yStZxG+7NqOQFMzctoZVm79j7kuz6DPrfwyuVpNlJ48woHEbx1C/BQf3kDlvJVs2b6H2V+9RvmpFBmzeBC3eAMCCTPCpc0womdMThAKTJAlfX1++/PJLzp49iyzLlClTBnd393yLRwuCUDCHDxswGGRat3bBx8eJxEQzK1b4IUmZtGrlwm+/pdCnjzt6vY2EBCvu7gq2bttG7LU4KiLhLwWgIYEstKy3tqKNahvVajejUjdXli/X06+fO25uyrs3BPvfulYL3t5KNm7MpGFDJ8SfeMkqVCDl4+PD2LFjGT58OAC///47Pj4+xdIwQRCEHDm9T8qbPjHMVitx+rRcySLmbfsXZzcvhp9ai6vNwiBPLafTXRnWrhcuh6Ic86H+78BuTq1cQ+K+/az9919i3LVISLmCslk71kPsubwb5F8+dzFeF49iOnNBuDtZlrl8+TLvvfce+/fvp2fPnnh6enLt2jXGjRuHi4vL3XciCA8RWZYxWzNJzjiNLMt4uVZEq/J44AkVJEmicWNn1q7NYMOGTFQqSE210a5dAGfPWjhxwp6iPCd7n0YDo0fvZ9260dRVaXDxaEFqqoSaBBRY6KjaiG+9yrj0isA9QEWfPu6FSmVutcps2JCJUinx2Wd+LFmSjkIBNWpoRbKJElKoQGrWrFm89tpr1KxZE0mSaNOmDbNmzSqutgmCUEhbE0z4uyh4ylmJgsfnTTWv3qfZ+3awJ/oCcw/sZmC9JsyN2sxzZzZw3DWAyNiDAGgUCiY0bAT6xFzp1H9avQRNmQBafvsp02PPIF+VuZqeyorjBynnVYovn45g8dbVzGthz/o3ukYvLpcKRpVzTTdvxqpUEezpzYQ7zOEC7EHWzUHXzcsFoQjYbDa+//57atasSefOndm/fz/PPPMMo0aNYsOGDXTr1q2kmygIBSbLMhmGWDaf+JTY1H0gy/i4VaNl9S/wcqn4wAMGpVKiXTtXfvwxiZQUCyEhGmrW9OHMmTRcXOzPd+vmxtGjBlxdd/Pff59iMnWh/mvtsXmWpmf6MpTZdcFqRVm6NK59+6IsXRpJkvDwKFhPVI7YWAsA7du7oFBAnz7urF2bQUiIBheXx+cz/1FSqEAqMDCQhQsXFldbBEG4T3GpFqZ/pafb6+6E+asfm4Aqr1Tli47s469nXqDD1O9YceIQ8alJBFZsjgQMqtKUYJ2GCb7BYDJAagLqtAR6lg3imdmTGFqzJh7u7ii8AhhYr4njODP2bEOlUDD34G4i6jVHUz4Ufj1A6JnThHkFMLBeU8e6s/ftKFDbJa8AkZ1PKFZms5nTp0/z1ltvcfLkSQDKlStH165dOXnypAikhEfO4cuzuJoS5XicoD/G/gtTaFPjGyTpwVTuMRptyDKYTDJ79xqoWlVDXJyCq1ct6PU26tVLoFYtJQcOlCUwEKKidvPKK2/g5WVmyJD2xF2rzpChPngGvG/vdZJlkCQyMmy42P9ZaIGBKgIDVSgU9o2dnOxBnOiMKjmFGlmZnp7OG2+8Qc+ePQE4fvw4//d//1cc7RIE4R7INlg7Sc8bNa7w1YdJLL5g4HSWBdvtJWQfiK0JpiI5/s2pygHmHYqid2hdXLU66vr60rFyTTa9+jFzRn/H36O/o0vtxoRumwOv1YW3GsOrtWFUbZ4pE0Dl4xt58c8R9P+lP4sO7sJstQL2lOm/7dpMt+q1WHx0P/1bdkUqXQGpfCj9W/dg0dH9udZddGRfvmnZBeFBUiqVeHt7s2fPHsxmM7Isk5aWxo4dO3LNaxaER4NMSubZ25YmZZzBJlseWCvS0mzMnZvOH3+ksmdPNrVqOaFQSCQnZ6NQQJMmEkplNkOHujN58o+MGzcMT08TI0dOpl69+rzzjg/TpqXw+++pGI32yOnCBTPLl+u5/lFSaAqF5Aiibl4mhvWVnEIFUiNHjsTHx4ezZ+0v8JCQEMaPH18sDRME4d5ZLfaA6u1aV1l3yMCe9Af34XOzuFRLkQV0keENWHhkL1kmU64gZlyTlszcsyVXkLP4YJRjeN/NNGo1E06tQiPb0Mg2IkIq5ArO6gWVZ8i8328rAJxfIJdXkWBBeNBUKhUvvfQSEyZM4IsvvmDdunV069aNrKwsR7kSQXh0SLjqyty21N2pLJJUuKFw98PXV0nz5s4YDDKurgomTkzC01PB1aurkaR/WL9+PRs2bGDixO9ZsWIiOp2Wjz+eRoUKDeje3Z2QEDUjRnhz+bKZWbMSWL36BJs2ZdKtmxvio+PxUahf5cmTJ5kzZw6LFi0CwMnJyVFRWRCEh4dSBW1fdKPbazeG+JWEnB6y9dP0tB3hlmvIYX7fn+WVWMJqsxHs6U3v0Lo8O2dqriDGVTYz/PAy5u5uxMAmbZl7YCcRQWXRyLa7ti/yqcpEblxPRGhdx1DBz/9bnmdP081zrBYd2cf8AS/d0zURhOJQt25d5s6dy86dO0lMTKRy5crUrl0bJyenkm6aIBRaWPBAEvXHSc44A9iDqNrlX0BRjMP6rFb7/WxOKnFJkihXTk2LFs5MmpSMtzccOpRB8+Yy7dvX5cCBA0yfPp0DBw5js5lp3LgxanUC7u5G4uIslC2rIihIxSuvePPDD9dYvFjPrFmVcXcvmc9joXgU6hWp0WhyPc7OzhaBlCA8RCQFdHgldwD1MMyRyukh2zQjg/f+9SelhpYGbnm//dT0cCc0oEyu+Uiz9m6HbD2R4Q04HBtzW6ATGXuQyK2r6V2vOYs3LHUkicjhSBaxbXvu9OZRO3MFZ65aXb4FgHN6pW4N5AShpMiyjNlsxmQy8eWXX/L888/Tp08fx3Pffvst5cuXZ9CgQSXcUkEoOEmS8HKpSKda/yMudT+ybMPPIxw3XWCxDmG7ds3C3r3ZdOpk7zHKyLAxe3YaJpONRo10/PvvWQIDM9mxIw1n551s2bKZ7dtPEBDQk3btFLRt24revXuSlaVk9uxr9Orlh1Zr46ef4khLi6Ns2X0sXOhP9+7OBAb6iNIEj4lC3Qm0bt2acePGYTQa2bRpEz/88AM9evQorrYJglBIAZ4qPvqq1EMTQOXIs4csn+9gIoODab/o/+hfu5EjscTUbesI9PDkaFr67YGOpLAP0zu3lWf/mkTEua1oWrXKtUpoyiXCeoxkYJMbw5xm7Vh/x+Asz7bdtO6des7umslPEIqALMv8/PPPLFiwgPPnz/PPP/+g0+kczyUlJfHrr7+WcCsFofAkScJF60cFv46Ox8WtdGkVpUqpWLFCT5s2Lvz5Zyrx8RaaNnXGYpH54YfabN6cRUZGFidOKNmw4QBqdUf6969Mauo5Ll++zKFDh9DpdCiVB1m6tCsnT+qBFFq2vMKxY9FotTFMnapg2DA3goN1jt4vo9FGWpoNX9/8i/MKD6dCBVJjx47l22+/xc3NjdGjR9O9e3c++OCD4mqbIAiF1NxXc/eVHqA79ZDJ+URSGqWS8Njj/L1/J0PqN+Ov/TvR6ZwxyLD1wmlaTR6PQpJQKZT4urphMRkIrtGLL48v44iiv31uVGYajFni2Gekpz+RGzfSv2ErR3C2+Pgh5vWMRKNS5dsLdVvbblo3v5TsgvCgSJLEkCFDaNy4MZMnT6Z3796ULl3a8by7uzuVK1cuwRYKwv15kEGFvWaUE+vXZzJmTDyDB3vy1FMaTCYZb28lSiV4eSnYvXstv/6agELRl6+/rkiDBuVJTa3J+vXHSUlREBSkJjPTgKurhK+vM/37lyYgoDxarYV+/Zpy7ZqVY8cMnDqVSfv2LlgsMkuX6qlWTYuvrxj296gpVCB1/PhxPvjgg1zB0+HDhwkLCyvyhgmC8Oi71x6ycadW0W5HOP3CG/Db7i14O7vgrnMiy2RiQJ1GDG3Q3LHurL3bYcdfaGQbE6pVsk/M+mFIrv1pfj1ARKUqjppT8w5F0bt2I7Q+t09oLqj8UrKLuVPCgyJJEr6+vvj4+BAWFkZGRgYGgwGw90hlZ2eTmJiYK7gSBCFvsiyTmWkjJsZMs2bOREebCQ/X4elp/+yy2WwcPLiJ1as3UKZMV9q1a8OVK964u1fAxSWTlBQLp0+fYP360uzcaaRLlyX4+2v4558WPP20Gz4+PkiSRECACj8/F9avz2T16gwyMmxUrqwhNFQU1X0UFSqQGjJkCPv377/rMkEQBCh4D1muYXJmEzQbhcGQReRfk3m5SWsG1rXXepqxZyt/79/FgLpNUCuVvLNiHlGXz1OmyUBWWp9BfeIClhavE5x0mQnHbvRIYc6if8uu9PtrMr3D6hVJwHNzJr8BdRuLTH5CiVqxYgXffPMNBoMBpVKJxWLBYrEwderUAgVSsixjNBo5fvw4VquVGjVq4OTklOvGTpZlEhMTOXnyJP7+/lSsWBGlUnyDLjwesrJkFi1Kp1kzZypW1LBzZxYrVujp3t0NhUJm/fr1DB36JlptZ2bOHET58l5MmZLExx/HU726jUGDynHhQhmqVZPw9LzIW28NQJIkMjIUHDtmpFWr1o5jKRQSzZo5M2ZMPEFBavr2dUeSpOtfgMhotZJj2J/wcCvQJ35iYiLx8fEYDAZOnDjhSDCRlpZGZmZmsTZQEITHX17D5CZt+ofJe7YTEVoXsKc1X3bsIFX9AhzD/kxWC0PrN8vdQ7VnK8SdgYHDHctkq75YkkWITH7Cw8BsNjN79mw+/PBDEhISuHr1KhEREXz33Xc89dRTBdqHxWLhq6++4sqVK0iShJubG+PHj0er1QL2IOrYsWN88sknVKtWjUOHDjFkyBB69+4tvkUXSowsy1y7ZsXXV5lrvlF6ug0fn8LNNzIabbRq5UK5currw/ycOX3ahMlkY9u2zTz//LtoNO7MmDGI5s2rk5Zmo2dPT65dS+HKFQU7d5aha1c3qldXM3u2Co1GY0+c4SXTrJnzbcdavlxPs2bOrFypZ9UqPV27uhEXZ2HTpkz69HEXgdQjokB3En///Tc//fQTV69epXPnzo7lHh4ejB49utgaJwjCkyGvYXJrz56gZWAZ5h6I4vmGzZm1bwfdqtVi2fEDRKem0i+8AUcuX2TLwf2OHiqTxcLiYweZP+AlpJsCJemm4xQ0sURBiEx+wsPAZrMhyzJNmzYlOjqaAwcOUKdOHdq3b8+GDRuoWLHiXfdx7tw5oqKiWLBgAQqFggEDBnD8+HFq167tWGf69On079+fiIgIjh49ysGDB4vxrAShYI4dMyDL0Lr1jflG1atr8fEpeG+pbLHgmnAOp4R4rOoKKEuXRqFQULmymvXr1/P88y+Snd2Cr79+gebNapBwKY0fvrmKl7OZsZ9X4ZsJKezbl03Xrm4olQqefvppx75vDeZkWWb9+kyeekpD7do6goPVTJqUjMEgo9fb6NXLDa1WZPR7VBToU//111/n9ddfZ+zYsYwZM6a42yQIwhPm438XY7JYiJj5K+46J9IN2ViRUKq1zNyzlWdqN2Tu/p04a3X0KVcONDr6zfyVg/OW0LRpU+Ye3M3Auk3uOryuMIklCqqogzNBKCylUomvry9btmyhXr16XLp0iZiYGOLi4nBzcyvQPs6fP0/ZsmUd64eEhHDs2DFHIJWZmcnJkyepUaMGb7zxBmXLluWFF14otnMShIKQJIlWrVxYuzaDNWsySEuzzzeqWbPg841kk4nU774l7X+/YktLQ1U2CO+vvsK5Zy82bNzI0KFD0Wg0TJ8+lKtXq7F50na2/fwf2suXae+zmxVXPmDoOz25EA0rV+pRKqF69YA7Hr9FCxdcXCQkSaJ2bR19+3owY0YKP/4YgLe3GC77KCnU16djxozBarVy6dIlx4RWgOrVqxd5wwRBePx9/N8yrqSnkmU2oVQocNc5YbXZqOZXmpoBZSEtnrrrpvDsbGee8/XkeEYmkc4SFm8ftp+Cvb/+StmadYn8ewq9Q2/MfXqQqcmLIzgThMJQqVS88sorfP755zRs2JBq1arRvXt3JEli1qxZBdpHVlaWo3ivJEm4uLiQlZXleN5kMhEXF8ehQ4cYNGgQ8+fPZ/z48XzzzTd53jBarVZSU1Ox2WwYDAbMZnPRnKwg3EKplGjZ0oUvv0ygXDk14eG6ggdRsoxh+3ZSv/8O+frr3XLpIskffsj2jEyGf/wxarWGyZNnUL58aeTMk0z+4BQ9k9cRrjhGXJIf5f/9iSojyhDesw3Z2a7s2JFF5cpa1Oobx7HZbJjNZrRae4Dn6io5jn/lioXoaDMjR3qzcWMmERHu6HRiWF9Rs1qtJCcnY7VakSQJDw8P1Df/ku5RoQKpf//9l+eff56kpCRcXFxITU0lODiYCxcu3HdDBEF48tTwK03tsuUcySTAnkLcYrOx+OAu5rVuA0M/4sjFqzw781U0sg0ADTAF4OljSGr1bcPr7lTUVxAeN5Ik0ahRI+bPn4+Liwvjx4/n0KFDBAQEEBISUqB9uLq6kpWV5ZgDrdfr8fDwcDyvUqlwd3dnyJAh1K1bF3d3d1599VUMBgPOzs637c9oNLJz506MRiMmk4mUlJSiOVlBuIXJJLNypZ4ePdxISrKyeXMmrVq5FHiOkfHgAUcQ5dhn9GXGv/wyKj8/Zsz4k4SEcPbuvUjU/HOM0P/AHFsPDOhoqdgOJjDs3IFz27a4uEi0a+dy2zH0ej2bN2+me/fuuZYnJFj5998MevVyw9tbycGDBpYt0xMR4Y5aLYKpopSRkcGOHTtwcXFBpVLRokULvLy87nu/hQqkPvzwQ3bs2EHPnj05cOAAf/31F0eOHLnvRgiC8GTqXbMOQxbOpH+thrlSiHd/qioRUXPRVPADFw8m1G8AFRbd2DAzzZ7i3GJCTom7bXhdZHAwkXN/z1XUd/H6xczr/3zJnKggFIPExEQmT56MxWLJd52WLVvSpk2bu+6rWrVqXL16ldTUVJRKJRcuXGD48OGYTCYyMjLw9PSkWrVqnDt3jjp16nDlyhW8vLzQaPLOzOnk5ESXLl0AyM7OZuHChfd2koJwBzabzH//ZVChgoa6dXXYbLB2bQb79xuoV69gPVOq4HKgUsH1vyMZSLfZUJYJ5M8/ZlCqlDdxcTuZOlVL4wppbFRVoIxpF8l4kUAp/JSpaG5K6nJrpkt7O21kZ2c7Huesp9VK9OnjjoeHAkmSqFVLR0CAmGtbHDw8PGjXrl2RBE83K9RvS5IkypUr53jTHjBgAC1atCjSBgmC8Hi6bbidDGarBY1S6UghnpNQYvrWfyj7VAvWXIiHpIMAWJBvpDXPKbZ77SKoNHy8fQvRqckMnf+HfbnZRDoK/tqzlaGNWjE3ajMR57aiUY544OctCMXFbDYTHR19x2FzaWlpBdpXmTJlaN26NaNGjUKpVFKrVi2qVq3K0aNHmTx5Mr/++isvvfQSX375JTt27ODChQu89dZb+aY/F5n8hAdBkqBFC2dcXe2BiFIJHTq4YjDkLvguyzKybE87nsNms6/j1LYtzp27kLV6FbLZggGZrUHBfPb7HzRp3pyUlBRcXd3RaC7y/XdBdK3Vmo5HvsI5y8QZSaLU051werpTnu27dOkSO3fuJCMjg8OHD2OxWPDw8KBDhw5oNBo8PHL//UiSROnS9z/cTMhfUb83FSqQyhlLWLZsWVasWEG5cuWIiYkp0gYJgvB4yivF+ay9O7DarCw8speI0LrMPRiFs1pN3WunaNDrZQY2aetYd/quzczbvIoBLd7AcuQUwTV6MeEO+/5j23/8vW0NkXWasHjraubFHmT0zm1EGzc+kLlTglDcSpcuzbRp05BlGZPJhNVqzfW8JEkFngOgUql46623uHDhAjabjZCQEFQqFdWqVWPs2LGo1WrCw8P57bffuHTpEgEBAfj7+4uASbAHKdiQZSsKSYUkPbiMc/ZU/bmDEaVSwsUl9+tSr7excWMmTz/tikYjYbHYe64aNHDC19cTnylTWff55yybPImMskG8PP13GjVvjiRJeHt74+7uxfr1RgYN9kEtN0T1bHUCMo9zOOYKTi+/jOKmYbA3K1OmDN26dSM1NRWNRkP37t1RKBRFMjdHeDgUKpB6/fXXSUlJ4csvv6R///6kpqby008/FVPTBEF4nOSV4nzR4b3MH/gSKqWSZ+dM5bk6jTh+/gSfnFrFwK3l6d+wlWPdlScPs+rtcWhUKnutqKj5d9z38u3/8tz5bTz7p7e9N0q2EepdinBP/1wB1+x9O0ricghCkbFarbz99tvs2HHjtWw0GtHpdIwbN46OHTsWaD9qtZrKlSvnWqbT6dDpdI7HXl5eRT40Rnh0ybJMgv4YR6PnkJZ1iTJeDagZ9BxOmlIPVZDt5qYgOFjNokV6evZ0Y82aDHx9lfj4KLHZbGzev58XFq1CWboSM/+YRKPro62Sk624uirYsCEDV1c1zZu74urqw8SJwTRrVolr6n84dekSKdnZlC5dGh8fn1zHVavVqNVqzGYzOp2uwFk0hUdHoQKpZ555BoC6dety5syZYmmQIAiPp5yaSznD+OYejKJ7tTA0KpVjjtNztRuhLu0Lsy1EnNvK3P07GVi/GbP2bqdnjTpoVCr7fKeDu5k39CP7XKk8972biHNbiYw9yHHXACJjDwIQ+VRlIjeuzx3MiUK6wiNOqVTyxhtvMGzYMMB+cxsTE8PUqVMpX758yTZOeKylZ8ew/sho9IYrACSkHyM16xJtanyNSqkt4dbdkDP/yGqFjz+Op1s3N5o0cUaWZTZs2MCwYcNQKLyIjJxGzZr2IvDnz5vZti2Lfv3cqV5dR9my5VAoJGw2G127qklLM5KdnU1GRgY6nY5SpUrle3xXV1datWr1gM5WeJAKFEitXr36js/fXKRXEAQhPzk9RxGhdVl8ZB9/9hkM5E4hnmKWSXp3GQ1keP/gbjzTlbw95nvC24Tx76kjZBoNYLMxbOvW6/OmjHzbt0rufR/aw7yP/kSjVF4f/mf/r8bFI1fAdbe6U4LwKJAkiadumuwOUKdOHY4fP87mzZupUqVKCbVMeNxdStyE3nD1piUyMck70Ruu4OVSocTalReLBWJizNSooSUuzoLRaGPHjk08//zzKJVK/vzzF0JCarNkiZ66dXUcOGCgTx97KvLg4BtD8RQKBeHhlZFlmbS089SpU4cyZcrc8dhqtRp/f//iPkWhBBTo7uHbb7/N9zlJkkQgJQiPgQdReymn5+jZOVOJCK2LRnnjLWj0yvkcvXyRhPh4nHQ6fH382LV8P/8574FRT7F36RnCYzL579evcHW1p1u+OaX5zfvuXasB2nJ517eLDPdxBFyiN0p4HMiyTHJyMkaj0fHYYDBw+PBhWrduXcKtEx5nNpsZe567G2TZPl+qpJnNMpIEKpWExSKzapUeNzcF3bq5cfBgNl99tZuZM19ApVIwY8YMR/K0qlW1fPddEl9/7Yebm+KOQxTLlCmDk5MTNpuM2Syj0UiO9S0We4ILkcb88VagQGrjxo3F3Q5BEEpYXgkbimP+0I1U5fWxXs82ZrPZuLj3AD3btWNEM3uCiYZ9R5HRygNFNXf7hkNCOHQsjbZD3mX3wv/Zh/gd3Z8rELo1DXpebg64VJKCQXOni+QTwiPNYrHwySefsH37dscys9lMSEiIIwW5IBSHIJ/mHIn+i2xTkmOZv0cYbro799A8CLGxZvbsMdC1qytmM7i6KoiNtWA220hJ2cEff3yGVuvGjBk/07JlS8A+nO/0aSNjxviydm0mERFueHkp8w2myoXWwlkpYTLJLF6cTrt2rvj6KjGZZFas0NOggRPBwXmXCBAeD4Uaz7Jly5Y8lxc0BfqZM2cYPHgwiYmJeHp68ueff1K9+u3fGh85coRXX32Va9euYbPZ+Prrr4mIiChMUwVBKKQ8k0EUQ49NzjA+WZbJNpvJyMhg4MCBLF+5kkQvF4Y2tieY8Cnlgeyfxc0fX1KADrPWHnzNPbibiKAg1HHnHN+HqoEJTVsg3WWoXk7AVd2/NGqFSiSfEB5pKpWKTz/9lJSUFNRqNUqlktTUVMqXL4+7u3tJN094jHm7VKRltc85fHkWmcZr+LrXoE7Ii6iUTiXSnpw6TZIk4eysQKeTWLZMT9Omzly4YKZ6dQ2bN29ixIjn0Wgk/vxzJi1atECSJOLjLWzZkkmfPu64uSlwcVGwYoWeyEgPdLrbAymDTeKdixLN3GGYH7Ru7cLy5Xo6d3Zl+/YsypVTExQksvM97goVSL399tuOfxsMBk6dOkXNmjXZv39/gbZ/8cUXGTFiBEOGDGHhwoU8//zz7Ny5M9c6WVlZ9OzZk5kzZ9KsWTMsFouoiC4ID8CtCRsexPyh6OhoIiMjOXfuHCsWLyAxfh1zD+5mYN0mBFYIgJOHoMmNCcuK05lQyp0sk8mecGLZ+yDbcu90yjHwCrjjcXOCOZPF8kCCR0EobleuXOHzzz9n/PjxlClThk8++QRfX18+//xzXFxcSrp5wmNKkhQElWpGGe+GmK1ZaFRuSNx5OFxxkWWZo0eN+Poq8fdXoVRKXLxo4uJFM+vXZ9K2rTNz5/7H4sWvolYrmTHjT0cQBeDuriAy0gMnJ/vwvLJlVUREuKNS3X4usgxzk2BBEmzRQ1N3iSoBKjp2dOWzzxLo08ed+vWdHqrMhULxKFSy/z179jh+jhw5wrZt22jcuPHdNwTi4+PZv38/AwYMAKB3795cuHCBixcv5lpvzpw5NG7cmGbNmgH2b9p8fX3vuO+0tLRcPwaD4XrxtcL9APe03ZP0I67R432d+oXVZ+HhvWSZTCw6vI9+YfWL7Vg7duygRYsWpKWlsWPHDp72vUIf/RwW7dlIlsnEZXUW3hdyB0me5y0M6tyWZ/+eSkRIBTS3BlHXFbQNaqWSiJp1mXtwNwBzD0YRUbMuaqWyxH8Xj/pr6VG+To8ai8XCd999R8eOHQkODkaj0fDFF19w+fJl1q9fX9LNEx5zkiShVGjQqT1RSPkPgytuFgv4+alYuTKD2FgLGo1EYqKVQ4cMXL5sZsqUfSxa9DYqlZJXXpmMxVKXzZuzsFpz3j9g/fpMsrNv9Gq5uSlRKnHMP8xx2gDjYsAgwyUjfB4NqQaZXbuy6NXLjUuXzCQkWB/J9xOhcO7rq+YGDRrw+uuvF2jd6OhoAgMDUV3/dluSJIKDg7l8+XKu9KzHjx9Hp9PRtWtXYmJiCAsL4/vvv79jMBUcHJzr8YcffshHH31U+BPC3tMm3Jm4RgXzqF6nblVDefbvqXSrGorVbCb7+jymojR37lxefvll6tSpw5w5c/Dz9uS93/cS7fE8liwjnX//EVd3Lcb4LLQ/XsDHxRUAHyc3hjRtyqX1KfSr8FSe+5ZtNuSkWKSstNufc/bA6OyZa1n3KjUZvOBPeofWY9HhvczsO4Ts7OwiP+f78ai+lh60orhOD9vvviCsVitJSUk8/fTTODnZh1QFBwfTqlUrTp8+XcKtE4QH48oVMwcOGOjc2ZVly/TExJiJibHQr587kycf5/DhE3h4tOaVVyIICWlCs2YubNyYyaZNmTRq5MzSpenUrKnDySl3IGgymVi9ejW9evUCIMsKY6Phwk2x1fJkGa8zRgaXU9OgvhNxcRaWL9cTEeGOt3fugsHC46VQgdTx48cd/7ZarezevRu9Xl/g7W/9liKvSN1sNrNmzRp27dpFYGAgH3/8Ma+88grz58+/bd0cly9fzjUOXKvVotUWrn6BLNuzHOl0OtEVmw9xjQrmUb9OA+o15WTiNQbUa1rkw/psNhtjxozh66+/ZvDgwfz44494eHgg755EaKlzhFcfyMB6bR3rzwq3z1caWDd3z/cPPZ6BK3nfIEoKBZJBDy+H3v7clGM4lSqda5kT0DusHs/+PZXeYfXwcH14CiY+6q+lB6Uor5O5GL44KG4qlYqyZcvyf//3fwwdOhRnZ2diY2NZvXp1gb/sFISSJMsy8fFWdDoJd3f70ECbTebCBTPly6tRKu/8dy3LMuXKqbl61cKWLVkkJFjYuDGT557z4ODBrVy9+jFOTj2pWvVVAgOD6d7dHY1GomNHV1au1PPFFwk884wHYWFax3vIzT3daWlpjsdzEmFdmoT7LfHR9tI63q1uv9cNCFDRo8fD81kiFJ9C3SXdnP1HpVLx1FNPMXPmzAJtGxQURExMDBaLBZVKhSzLREdH39abVK5cOVq3bu3Iyf/cc8/dNb26h4dHkU2olSRJ3LDchbhGBfOoXietWs233SKLfL+ZmZkMHDiQpUuXMmHCBN5++217D4LVjG3vRCI7RtN/y2r6127lmK+0+Kh9vlJe1/FeB0zkta/+tRpwJC6G/rUaPJS/s0f1tfSgFcV1ehSvs1Kp5N133+Wtt95iwYIFaLVajEYjXbt2pXnz5iXdPOEhY7ZmE592GIM5BV/3GrjpyiBJhZrpUSxsNpkFC/T07u2Oh4eCzZuzyM62ERKSf8IG+3BcyMiwcfasidBQLfPmpXH2rInnnvNg3rwjnD79GVptBs8/34QLF0qRnS1jMNjQaOzZ9fR6G+XKqUlMtGCzaVFeD5ASEhLYsmULBoOBqKgonJyc0Ol01G/WnrXVnVHkequwP/C+flctSRK+vqI+4ZOgUL/lCxcu3POB/Pz8qF27Nn/99RdDhgxh0aJFlC9f/raq6/369eP3338nPT0dd3d3/v33X8LDw+/5uIIgFJ+C1p6Kjo6me/funD17lqVLl9K9e/cb3/bt/Q3l05+hUrkRERzL3AM7GVivGXMP7CKifIVcWfkcXDzsP1OO3d4oFw/IvH1Y353cXBBYEB41kiRRuXJl5s+fz6VLl0hPT6dMmTKULl3aMZxeEAAM5jS2n/qKiwmbsNnMOGt9aVL5Pcr7tinRLxFyenE6dnRl4cJ0/P2VKBQSnTq5olDk366ceU01ami5fNnM8uV6jhwx4uwMK1ce5PTpd9Hr69CuXR/Cw5vw/vtuxMaaWbQonW7d3FizJoPQUB01amhZuzaDTZsyad3aBYVCwtvbm3bt2mE0GtHr9XTs2PH6vCkdipKPO4WHRKHeYVesWEHz5s3x9PQEICUlhe3bt9O1a9cCbT916lSGDBnCuHHjcHd3d/RmDR8+nO7du9O9e3eCg4P54IMPaNy4MSqVijJlyjBt2rTCnZUgCA9EQWpP7d69m549e6LRaNi+fTthYWG5npdjdqBwGwxvdiFSUhDZ7FV6hzVg8YYlzOszEEbWuP3AU44hla2Sb3Y+uZCBlCA8ihITE5k8eTIWiyXfdVq2bEmbNm0eYKuEh5Usy1yIX8v5a/8hY0/Uk2m8xt7z/6O0Vz10ao8SbZ8kSZQpo8LLS8F//2Xy6ae+dw1YJAnCwnQsX55O48bOzJmThsViIyXlEidP/kZWVijDhw+ie/e6tGzpgkYj8dRTGlQqidOnTdSu7US1ahokSaJlSxf27MnGaJRxcpJQKpUolW64uGhxdnZ23PsKws0KFUiNGTOGgwcPOh57enoyZsyYAgdSVapUuS3dOcD06dNzPR40aBCDBg0qTNMEQSgBd6s9lTNno27duixevBh/f//b9qHs87djvpNGthFxbivP/vkzEee2olEOeZCnIwiPFLPZTHR09B3ndaWliS8VhBvi0486gqgcekMsmYa4Eg+kbDaZzZuz0OkUvP12KZYutQ/z8/TMP526JEn4+Snp1s2d775LxGi0oVaf5ejRGej1PgwcOJAvv6znmHeVs0358mrKl1c7HgNkZtq4cMFEnTo6dDqZmBgLGzZk0qePK61atXog10B49NxXn799MmDe6YcFQXj85Vd7SqVQ8MknnzB27FgGDhzItGnT0Ol0BdpnZOxBjpwqTWTswXtv2J2G/QnCY6J06dKOERuyLJOdne1I05zzOCeLnyAA+LhW4zTLcwVTrlo/XLR+Jdgq++v11CkT2dk2nn7aFaUSOnZ0Ze3aDHr3duduI1TT063Ex5tJTr7A2bPvk5lZnfbtn6V27acwGGRunUYvSRLR0dHodDpHVmhfXyUtW7qwcGE6TZo4s21bFhER7jg7KyhXrlwxnbnwqCtUIOXu7s7u3btp2LAhALt27cLNTWQlEYQnWU6vVERoXRYd2cefvQcTGRnJokWL+Prrr3nvvfcKNfZeI9uYcGrVHdcZvXMb0caN+c7NkrwC7lqUVxAeF7Iss3r1aj7//HMyMjKQJAmLxYIkSXz//fe5EkUJTy5Jgor+HYlJ3snlpK3IshUntTd1KryEVu1Z0s2jYkUNVapokCQcBXF79nRzJH/IiyzLnD1rYtUqPW5u+zl37lOSkpowaFAkXbvWpEoVLcuX6+nRww1f39w1ri5duoSXl5cjkJIkiZAQNbGxWr78MoFx4/zw8iqZ4sLCo6NQgdT48ePp2bMnNWrY5yycOHGCJUuWFEvDBEF4uNwpsUTv0Lo8O2cqbYOeol3rNpw4cYLFixfTs2fPYmlLqHcpwj397zg3SxCeFGazmcmTJzN48GBSUlJITk6mXbt2TJo0iZo1a5Z084SHhoRW7UnrGl9x7XrWPh+3ang6ly/xYEGSJDSa25dptXdLew6J8SbCQ/Yz+afXUatl3nmnNz171qdePSckCby8lJw+bcTX1xlZlklMTCQzM5PY2Fiys7NxcXHB3d0dLy8vYmIsnDhh5J13SrFuXSZ9+rjj5iaCKSF/hQqkGjduzPHjxx3znJo0aSIm3wnCE+JOiSUiwxuw8eghxg0ejlqhZPv27dSqVavgO89vKJ7GKc/lkTpXIlcuznduliA8SWw2GyaTia5du3Lp0iVmzZpFhw4duHDhAps2bWLw4MEl3UThISFJEhqVK0GlmpR0U+6bLMvYrsRQ8e9xxCxZwmepKZT54CMy69TFarX3wFmtcOBAdq6iuFevXiUuLo7Lly+TkpKCzWajXLly2GzurF2bQUSEO15eCtzdlSxdqqdfP3d0OhFICXkr9BwpLy+vu9Z1EgTh8ZNXYokpOzcR7OXNgr07uRobS+k+XVj9/hcEBBRuWF1hh+JpIc+5WUVdQFgQHgVKpRIvLy+OHDlCxYoVuXz5MmlpaRiNRsecKUG4X7Isk2m8RpL+FE7aUni7VEKp0JRYb42cnU3im6+TtWoVHkBDQPnbVHwWdmZNTGV27MgmLc2KRiNRL1yJ6dBBLDFXqF6zJmGhobi4uODl5eUYZZWVZaNfPw9cXSXHMD8vL7e7FgMWnmwFuuvw9fXNuyCmLCNJEvHx8UXeMEEQSlZeQ/lMFgsD5kxj3sCX+PvALkY2bsXAuvZvNqfv2IRCIRU6iLpXt87NEr1RwpNKpVIxbNgwxo0bx7Rp0/Dz86NTp05kZmby+++/l3TzhMeALMtcStzEztMTyDBeQylpqOjfkcaVR6NRuRT7sS0WUKluZNizWmXO/Lce5YaNKMkphwu2xERMq5bR5cPP+eKLBAIClIwc4kTKxx+in/knssGA7OuL77ivcataDVdXV8dxnJ1z51qXJAkvrztM0BIEChhI7d27t7jbIQjCQ2T0yvnsi7nEs3Ua8XyD5o7lf0RtZebe7WSZTEzbtZl1L74D2AOslaeOMH/ggwtmcjIGPjtnquiNEp5okiTRvn17KlasSJkyZfjpp59YvHgxoaGh1K9fv6SbJzwGjJY09pybiN5wFQCLnM3puBUEetXnqYAuxdorZTTKLF+up0MHVzw8FFit8Mcfp5j1ySdMzMrE45ZjWxUqNm3KpEULZ/bvP8WG7y9Tado0JLMJqyyzJeYK1d95B/PUaYTeUtdQEAqrQHceIu2j8LjammDC30XBU85KFDy63fd3SgQxoWu/Qu8vtHRZqvsHsvTYAQbVbeIYyjfnwG6G1G/KM39PQX/6PH9HbWNEs7b2oXVh9xjMpF7Lu4Cui4d9yN8dRIY34HBsDJHhDQp/XEF4TMiyzIEDB/jiiy+YMGEC5cuXZ/v27Zw8eZKwsDBcXIq3x0B4/GWbUkjPjsm1TJatJGecLfZja7USjRo5s2BBOs2aGdiwIZkPPngNP49kbI2bwK5dgAyAMjCQvd5Po1JKtGnjQkrKBU4tSMBsDKG6dAqAFFkmOzGRrIQEJElClu3bioQSwr0o1F3PuXPneOONNzh06BAGg8GxXAztEx5VcakWpn+lp9vr7oT5qx/ZgOpOiSAKa/TK+VxMSeJKWgovNGzpmIc0c992QGbJwb2cunQR/Yr/WFqzOgMaNL+/oXWZaTCyxu3Lpxy767wpjUrFt/cQKArC48RisfDDDz/QuXNnypUrh0aj4csvv+Sdd95h3bp19OjRo6SbKDzitCp3nLW+6G8KpiQUuDmVKfZjS5JEUJCKdu1cGD78ADt3fouPz1mmzviD8NCapE+cSPbWLajKlMX95VdQlQvl6LHtLFmSzr59uynnkshBrnHBZsUCRNlkrqkVmHfsINPJidKlS9O0aVOUd8qzLgj5KFQgNXz4cEaOHMn58+dZtWoVEydOpHz58sXUNEEofrIN1k7Ss36anrYj3B7ZgCqvRBCFDW5yerUyTfbJ6d7OLsw9uJsss4mI0LrM2ruD9S++y4ydm7m8cRubdu5m3dULYmidIJQwq9VKUlISHTp0cBS+Llu2LC1atODMmTMl3DrhceCk8aZWuWFEnf0Jo0WPJCkp692ICn7ti6Unx2aTkWXIGWRhMJhZs+YiUVFTUCj8+P7712nZsiUqlQqvz7+A2AwOn7DRvJEHpSUZnVM9tmzR4++fTMcBA7BZjGSuWoHVbCbDSUvTES+SULcubdu2Ra1Wo1Ao7twgQchHoe580tLSiIyM5MsvvyQ0NJSpU6fSpk0bPvzww+JqnyA8EFaLPaDaNCOD9/71J6WGlobu6pJuVoHlzBe6nyx2efVqTd+9hQMxl+gz638MrmdPKjFr5yY2T/sTD1c3In19Czy07rbhhzKYrRbKOWmZULjTFQThJiqVirJly/L3338zbNgwnJyciI2NZfXq1bzxxhsl3TzhMSBJUCWwJ77uNYhN2YuLLoAy3g3RKF3vvvE9SEqysnlzJt26uWG1mnjllSXMn38ehWI/Q4YMZd06BTVrxlKtWhCSQoFnaTcsJzJZuzaDdu1c2btXjbOzF8HBnvgEBeE5bRrZmzdhPHuWMimpBD3zDKYLF/Dx8SmW9gtPjkIFUmq1/cbSzc2NS5cu4e/vz6VLl4qlYYLwIClV0PZFN7q9dqNHqjBunmtVUv1Y95vFLq9erbkHo1ArlSRmpDOoblP+2rudF9t0wsPVDSjc0Lq8ArVZe3dAmhgaLAj3Q6lUMnr0aN5++20WLlyIVqvFZDLRvXt3mjdvfvcdCMJdSSgkJT5uVfFxq1qoLY1GG6mpNvz8lNfnJEFKij0tuatr3j1BPj5K/PxUTJqUTJUq51ix4jSyHEXDhi/x+efDMRicUKtvfNoqFBKtW7uwbl0mEyYkUqeOjg4dXLl8uR7OLi4odDpcunbDyWajxblz+Pn54exaPEGg8GQpVCDVsmVLkpOTGTVqFPXq1UOr1dKnT5/iapsgFDtJAR1eyR1A3cuQvlxzrfxUBJZANHW/Wexu7dWatW8H/cLr8cumNSizDVhsNpafPHzPc6HyHH54eC/z27a7p/0JgmAnSRKVKlVi7ty5REdHk56eTmBgIAEBAajEkFvhIbB2bQYNGjhRubKG+HgrK1bo6dPHPd/1JUmiaVMn9u07yXPPHcJoPMDzz79NgwZpaDQKSpXS5LmdLINSKWGz2R+HhITkel6hUFCpUiUAPDw8iubkhCdaod5hJ0ywD8B59tlnad68OWlpadSsWbNYGiYID0KAp4qPvip133Oibp1r1fU1N8L9LTzlonqgc63uN4vdzb1af+3dgVahJGPLHkaMeOGOAZqcEmdPGnGrmzLv3RqozT0YRfdqYWjcve2JJfLYVhCEgpEkCRcXF6pWLVxvgSAUN41GolcvdxYuTCMx0cqxYwZ69nTHwyP/eUmyLLN27Rl++GEl2dnJ1Kv3Ie+9V5tDh9JQq51vW99qlVm3LhNJgrffLsWmTfZhfh06uIqCukKxKtTsuhUrVpCamgpAUFAQZcqUYeXKlcXRLkF4IJr7aqjsXHTBTs5cq3dqx7LusJE96ZYi2W9B5Qy1u9fEDznBTuTsSZxYtJKYI8fYPHUG73TtTSUf//wDtJzMe7f+3BJcRYY3YOGRvWSZTCw+so/eNeuApz9S2Sq3/9wlY58gCILw8LMH+QpatHBh2rQUQkN1+Poq801SIcsyW7bs5uWXpxIfb6BPn968/noVRo++hr+/C1pt7ltXm81GQkI2zs4S7dq5oFbbU5/rdAoSEqy59pudbcNmk4v1fIUnS6ECqTFjxuDp6el47OnpyZgxY4q6TYLwyFKq7EMFvztQmnZhWuq7PzrDamSLCcuCIVz+Zx171q6nhW8Z9nw3iXJBQfcdoOW4efhhRGhdNMpH5/oIwqNAlmVsNhuyLDvq4whCSZJlmfh4C+vXZ/LZZ76cOmXkzBlTnq9PWZbZtm0bQ4eOIDHxIM8/34HmzWty4YKZNm1cOHfOhNWae5u0tDSiotbRrJmzo/dJqZSoWFHDpk2ZGAz2v4fYWAsLF6ZjNou/C6Ho3NddjCRJ2HIGogrCEyzXXCs/FYGSGRcnFRLSI1P017hzEtaL87m6zMjILmP49NNPiyWt7Y3hh/Wxms1Fvn9BeBJZrVaioqL4559/CA0NxdfXl1KlSlGzZk1RaFQoUdnZMv/+m0GPHm74+irx9fVg8eJ0PD3tCSVyyLLM1q1bGTx4MBaLhVmzfqB58+bMmxeHxaKlQQMnfH2VudYHe49UTm3Tm4vrBgWpqFpVy+LFepo0ceK//zKJiHBDoxF/D0LRKVQg5e7uzu7du2nYsCEAu3btws3NrVgaJgiPkpvnWkkyZGffCBAehaK/165GY/hnDEFDbXxlDcDjnQ+L7eYrp3dLlmWyRSAlCPdNlmWWLFnCDz/8gJ+fH2lpaYSGhvLuu+8yZ84cx+R6Qbgbe48mueYV5QyFUyju7TNBo5Ho29cdJycJSZJwdZXo18891/5ygqghQ4ZgsVj4448/aNq0NYsXp3Pt2ibee+8ZlizREx6uIyDAfut6+fJltm3bRkZGBseOHcNkMuHm5kaXLl1QqVRIkkR4uJb4eAtffJHA2LF+eHvnP6RQEO5FoQKp8ePH07NnT2rUqAHAiRMnWLJkSbE0TBAeJc19b2QQksk9bOBhL/p76NAhFrzbhvdGmpHUEm5hWdj2TEPZeFRJN00QhAIwm83MmTOHCRMmoNfrWbNmDYMGDeLChQusX79eBFJCgZlMMqtXZ9CmjQvu7gpsNtiyJYugIDVPPZV3pry7UakkVKrcn3U63Y2ZJTnD+YYMGYLZbOaPP/6gZcuW7N9/jdKlLcTHJ5CRkUirVgqOH5eoUkWLRgNlypShZ8+epKSk4OzsTK9evZAkCaVS6dhvbKyFS5fMDB7syebNWUREuKHVIoIpocgUKpBq3Lgxx48fZ+fOnQA0adIk15wpQRDyV5JFf28rhgtYbTaUmdmsfvdjDr4i4RJuXy5Vyca6eiKK+iOQVAX84HTxEJn3BKGE2CfRZ+Pn50dGRgZgL9Lr5eXlGPIkCAWh0UiEh+tYtCid3r3d2bs3G6NRJiSkeD6rcoKoQYMGOXqi2rVrR2pqKteu7cFsNnPmzGm2bt2KVqulVatWXC9pikqlQqVSYTQa0el0uLi45Np3YqKVVasyiIhww9tbyaFDRpYutaddF1UBhKJS6JeSl5cXnTt3Lo62CMJj7X6L/t6PvIrh/rFrM++88w4TIqtQpvl5JKV9Bq+klFBUjHf0St0ptTlgf06pBovpxnOSwn7CgiAUO7VaTaNGjRg3bhw1atQgJSWFxYsXs3DhQiZNmlTSzRMeIZIkERKixmZzZty4BOrXd6JnT/diSSGe13C+tm3bIkkSXl5e9OjRA5vNRkpKChERESgUeedHc3Nzo1WrVrctV6vtQwo9PBSOYX5+fkpEDhahKIk7HUEoZkVV9Pd+5FUM9+d/ljGydUeGhJ1HvmTEEn1Tm2wyUuZOYNSN1Oa3yumBGlkDxiyBsb3yXkekMReEYqVQKHj11VcZP3488+bNIz09nejoaF577TXCw8NLunnCI8Zmg0uXzFSpoiUtzUZWlg03N8V9DYeTZdleLVeyz5O6kZ1vKGazmd9//522bdveFixJkoSPj88d961Wq/H19b1tuadn7i8rJUkiMPDBjAIRnhwikBKEYlZURX/vh1qfSERQEHMP7GJgvab83/6djGrQgOFNWol6TYLwiLJYLCQmJuLr64uXlxdff/01aWlpGAwGPDw8cHJyKukmCo8Yq1Vmw4ZMTCaZwYM9uXjRzIIF9mF+twYmBSHLMtb4eDIXLsQSfRlNeDjO3bqz8+BBBg0a5JgT1b59+3wDta5du4o5TcJDSwRSglDMbk5EUWIy04j8qR+RzV6ld1h9lmxcyrxtEyH8iOgxEoRHVGxsLMOHD2fu3Ll4enpy+PBhsrKyaNy4sbjxFO6J0Shz4ICBZ57xQKGAoCA1FovM+fMm6tQpfGBuS0wkfuBzGLZvt3d1qVSkd1jI8AMHc82Jyu/1KkkSarXoRRIeXoUKpM6dO8f69euJiYnBycmJ8PBw2rRpg06nK672CcITKb/kEMGe3kzo2q9A2++/cglbzmBwWcbWYQwGk4l2U8Yz8txWNLKoAScIjzKr1UpKSoqjnuOGDRu4du0ajRs3vsuWgpA3JyeJoUM9WbZMT4cOLkRFZRMerqN27Xu7z8tau+ZGEAVgscCqlQT7+fPO77/Trl27fOc+ybLMpUuXCAoKcmTiE4SHTYECqV27dvHBBx843qADAgJITEzk119/5eWXX2bw4MG8//77YhiBIBSRvJJDzN63o1DbV/cPZEj9Zrm2j7pwmqsHNxMZe7AomysIgiA8BuxzkpR06eLKF18k0KWLGw0aON1zD6clJuZGEHWdq1rNpLFjqXiH4XxgD6S2bNlC3759xf2l8NAqUCD1/fff88MPP1C7du3bnsvKymL27Nn8/fffDB8+vMgbKAhPorySQyw6so/5A14q8Pbtpn7Lc3UaO7ZfeHgf8alJNDZnFK436m6pzaccs2ft+/XAjedysvaJ9OeCIAiPFLMZduzIpkcPN6KjLVy7ZiEgQHVb0CPLMiaTCY1Gk29A5NSqNanu32NOywRAJVnRVqhI6ac7YTLJqNW3F/q12Wzo9XosFguZmZmkpqZiMBhwdXUVw/yEh06BAqkFCxbk+5yzszMvvvhikTVIEATQqFT0Dq3LvINRDKjbmHmHougdWhdNAYtfpKWkkHr2ArP37WBYg+bMOxRFOS9vgt3cqHVidaHaInkFgFfAfQ83FASh6KWmpvLDDz/g5OTEjh07yMjI4KuvvgLs2fy6detGaGhoCbdSeFRYrTIrV+oJDFTRsKETSUlWli3T0727G35+qlvWtbJq1Sq6deuWb4CjqVOHhOcGED1pPtGK+nSrcY1SX3+BXl2KlfPTiYhwx8UldyBlMpnYvn07GRkZHDt2DHd3d7RaLU2bNqV06dLFdu6CcC8KdFeWlZV1x+ednZ2LpDGCINyQ0ysVEVq3UL1RR48epVu3bmSYjEwLCaZ/rYYsPLwXmwyS1cx3H/0JOePNC9FjdL/DDQVBKFqurq48/fTTXL16FQB/f3/8/f05d+4cYA+k9Hp9STZReECuXjXj4qLA3d2eptxqtSeIqFBBU6gaULIMdevqCApSo1DYh/lFRLjb05c71rnxb71ejyzLjmU5PVM5j3dGRTFo6TJcfSTeff9ldqiq0b5mACsW6enUyRVn59vbptVq6dSpk6PQdEREhJiLLzy0ChRIubq6OvL+58h5bP+DtRZbAwXhSZXTK/XsnKkF7o1atWoVzzzzDCEhIWxavpzvD2yj7+xJZBgNhAcGUT8oBG256rm2uVPB3ZtTo9/vcENBEIqWp6cnY8eOxcXF5Y5Zz3KGSLm7u4tsfo+xhQvT6dXLXoB2/fpMJAkqVixc1liVSqJcuRvbSJKEt3fuRA+ZmZmsXbsWg8HA7t27ASdSU0sxcGBdvL09kWWZw4cNXLwYxdtvP4/RZGLS9cQS27dn89FH8bz/vg9lytw+XDDnmDk8PT1RKO6vhpUgFKe8U6XcwmazYbVasdlsjp+cxyKIEoTiExnegEo+/kSGN7jjerIs88MPP9CtWzdat27N9u3bKVeuHOM69SY+I53w0kFcTEnKez85BXdv/bkluLp5uCFQ6OGGgiAUrWPHjvHuu+9itVpRKpV5/igUCs6cOcPIkSMxm80l3WShmJQuraJ9e1cWLUpn2TI9sgxt2rjcNv+oKDg5OdGuXTs6duxIWFgYnTq1JSgojH37FFitMnv2ZDNjxiZefXUYBoOB336bTuvW7UhPlzl1ykRkpAe7d2djMMh3PVanTp3QaB6CEiKCkI8CBVK3slgsZGVlOX4EQSgeGpWKb7v2u2OwYjKZeOGFF3j77bcZPXo0S5YswdXVFQBXrY7XmrXjcloyfcPq3XfQExnegIVH9pJlMrHoyL67BniCIBQfo9FIbGzsbcOubh5qBfbP7OTk5FzLhMeLJEmUKaPC2Vli27Ys6tXTcWtWcVmWSUmx5nodmM0yaWnWQr02lEol7u7ujqLPXl7u9Ojhg9EoMXVqMnPmbGbx4lewWg1Mnz6d5s3bM3t2On//ncrTT7vSooUz165Z+PvvNEym/I8rSdIdE1kIwsOgUIFUVFQUoaGh6HQ63NzcHD+CIJSMxMRE2rdvz+zZs5k5cybffPPNbTU5CtqrVRD3MtxQEIQHw2q1snbtWn788UcxN+oJY7XKrF+fiY+Pitdf92bpUj0pKbbbAqRt27LYs8dwPeOezPLlei5dureeSoVCQZs2ba73fEKpUgr++ecQ//d/07Bazfz+++906NABFxcFLVs6Y7OBRiOxZIme1q1daN/eRQT3wiOvUHdBr732GtOnT2fkyJFs2bKFX375ReT2F54YD1vWuuPHj9OtWzf0ej0bNmygadOmwO1zntTAhFrhoE+Em+Y83avI8AYcjo0RvVGC8BDJyspi6tSp/Pzzz2i1WqKiohg/fjzBwcEl3TThAThxwghAu3YuKBTQvr0rGzZk0KuXuyO3kCRJdOzoyrJl6VgsMrGxFgIDVdSsqb2nXh+FQkFQUBCybB/ON2/eFg4deh2rtSZvvTWLdu1aOr7Yq1hRQ6dOrnz00TUGDfKkdm2d6GkSHguFCqTMZjMNGzbEYrHg5ubGRx99RKtWrXjrrbeKq32C8NB4mLLW/fPPP/Tv35/g4GDWr19P+fLlbzyZM+fpVlOOFUkglTPcUBCEh8O1a9f44osv2L59Oz/88AN16tThgw8+oG/fvvz444+Oob7C46tyZS3Vq2sdc6KCglT4+7vdNrxPo5Ho3NmNDz+8RliYjl693O57HpVeb2PZsq3Xh/MZmTnzBdTqeiQl2fD3Vzh6v/buzSYiwp3Tp02Ehenw8BBJJIRHX6ECKdX1YTylSpXi4MGDlC1blkuXLhVLwwThYfMwZK2TZZlffvmFt956i86dOzNnzpz7H157t4K7giA8tC5dukT//v3R6XTMmzePsLAwAKZNm8bPP//MsGHD6NatW4ESQ2VkZLB7924sFguNGjXKN8tfZmYmhw8fpl69eqJA6kNCo8n9e5IkCa329t+dySTz778Z9OnjTmyshb17s6lf3+meAxpZljlyZBdz59qDqJzhfDfvz2KBpUv1VKmipXZtHZcvm1m0KJ3ISA9cXUUgJTzaChVI9e/fn6SkJD788ENatGiBxWLh888/L662CcJD5X6L5N4vs9nMqFGjmDZtGu+++y5ff/01SqXy7hveRU7BXUEQHi2SJHHlyhX69u3LF198ga+vr+MG1s3Njffee4+qVavywQcf3LWQqdFo5JNPPsFms6FQKFi0aBE///zzbcP3rVYr06ZNY+HChfzzzz8ikHqEyLLM2rUZjmK7ZrN9jpSzs4IaNQo/vE+WZXbu3MmQIUMwGLKZPn06HTp0uG2ersUi06CBE+XLq5EkieBgNZ06uWKxiPlRwqOvUHeAb775JgAdOnQgKSkJg8Egkk0IT5R7LZJ7v5KSkujTpw/bt2/njz/+YOjQoXmuJ1tMoI97IG0SBKFkVapUidWrVxMWFoZOd/ucE7VaTe/evQkPDyclJeWOQc+ZM2c4ceIEixYtQpIknnvuOY4ePUr9+vUd69jnwuxhw4YNIoB6iN1aHPfmZY0bO+HlpUShsPdY9ezpTmamLd993LyfWxND7Nq1i0GDBpGdbQ+iOnbseFsQBaDTKShfXkNOcyRJonRp8foRHg+FytrXoMGNyeVqtRo3N7dcywThcTZ65XwGzZ1OptFI39mTyDQaGTR3OqNXzi/W4548eZKGDRty9OhR1q9fn28QBWDbMw0sIluXIDwJEhIS+O677/j4449ZsmQJly9fxmg03nYTXKlSJRo0aJDnTW6OixcvUrZsWZycnNDpdISEhHDixAnH87Isk5iYyJQpU3jttdfQarXFem7CvYuPt7JlSxZWq/11YDLJ/PdfJhkZNkqVUuWaE6VWS3h6KvPsjdq718D582ZHOv2kJCvr12ciy7Bz584CBVEAkgS37j6vZYLwKCpUj5TFYsn12Gq1kpGRUaQNEoSHVU6yiX7h9fno38V89XQE8w5FFesx165dS79+/Shbtiz//fcfISEh+a4rW0zY9k5EEfEJfL0SPMvn/qQSc54E4bFSoUIFJk6cyMGDB9m+fTt///03Op2OOnXq0LRpU6pWrYqbm1uBhgAbDAZHcCRJEk5OThiNRsfzFouF//3vf7Rv355KlSoBN2pW5XUTbrFYuHr1KlarFYPBQHZ2dhGdtXA3Pj5KsrJsbNyYSfPmzqxalUHp0ipcXAr+3bkkSVStqmHhwnRk2QUvLwVLl+p5+mkXdu/exeDBg8nKyrprECUIDwuTycTly5dJS0tDoVAQEBBQJF8IFeiV/+233+Lr68vRo0fx8/Nz/Hh4eNC8efP7boQgPApyitFKkuTIWldcRWllWebXX3+lc+fONG3alB07dtwxiAJ7b5SiYjxIgMYKhrQ7ri8IwqNNqVQSEBBAx44d+eKLL5g9ezYff/wxnp6e/P777wwaNIgVK1YUaF/u7u5kZmY6gqO0tDS8vLwcz58+fZq5c+eyZcsWPv/8c06ePMmvv/6K2Zx3DSKLxcLZs2c5ffo0Z86cISsrq0jOWbg7pVKiQwdXDAaZL79MICDAPidKoZBuKth89/24uiro08edf//VM2VKCp06uRIdvY9XBg1EGxfH1AkTRBAlPDKMRmOu9ySDwVAk+y1Qj9SIESPo27cvL730ElOmTHEsd3d3z/VGKwiPsweVbMJsNvP6668zefJk3nrrLSZMmHDXb5RzeqOUnbPB6AFv97h9pSJKfy4IwsMlLi6O7OxsKlSoQLVq1ahatSqDBw8mNTX1tpEk+alWrRpXr14lPj4epVLJ+fPnefnllzEYDKSmplK2bFl+++03ZFnm2rVrHDt2jJYtW+b73qTT6WjTpg1gr3GVmppaVKcrFIDVCllZNmJiLKSmWpFl+xd08fFW9HobFSuqsX/rdgeyTPa1FMyHDqEy2di51YX1nw1l7OXLlFcpcfv+W7KcdLj07IUkginhIefm5kabNm3w9vYu0v0W6A7Qw8MDDw8P/vnnH7Kzszl8+DCSJOHn51ekjRGEh11xJ5tITk6mX79+bN68md6/fMMVLw8Gzfvd8Xx+BYBzeqMkpQQiEZIgPBFkWSYhIYGNGzc6EtIEBAQgSRIqlQofH58C7yswMJDu3bvz6quvolAoaNmyJZUqVeLIkSNMmTKFiRMnOkagXL16lZUrV1KrVq0iyRwqFC2zWWblSj1ly6oZOdKLadNSkCSoXduJlSv1dO+ef5IwWZaxJSWRteZfru09w5JlGTSLW4irysBvi9rTzmymqiQh2WxYTpwg6a030dSsiaZylQd4hoLw8CjUV+k7d+6kd+/e+Pv7O97AFy5cSOPGje++sSA8BnJ6pZ6dM/XuvVGp15Az8xhe5+JhTzl+i1OnTtGtWzeSkpJYt24dl13VSEgFKgAsx+xETgzEFi2haiqyIQnCk+LkyZPs2bMHvV5PlSpVCAi4t15npVLJSy+9RK9evbDZbAQEBKBUKqlRowZff/11rix9/v7+/PTTTzg7OxfVaQhFKDXVSrlyamrX1jmmyf72WwonThgZMMATX18l2dkyKpsRlVJG0ukAyMy0oc1KJmHwQAxbNnPK8hTNpGT8SAQTvMAqTlAZuOI4lvXaNYx794pASnhiFTr9+YIFC2jatCkAO3bs4M0332TXrl3F0jhBKKzRK+dzOTUZ5U3DDPLrxblXkeENOBwbc/e5UZlpMLLGjbbV6MXlUsGo/ENArcnVtg46b/r27Uvp0qWJioqiYsWKmCyWAhcAVvX92/FvOeZUkZynIAgPN0mSaNGiBe7u7qSkpNC6dev72p9CoSAwMDDXMo1Gc9tQGKVSKYb1P8R8fJT4+Ngz8cmyTLlyGvz9Vbi5KfDwUIDJxJlfFrBryWk6aLfh2b0TiR1eYN9xiQ4pSzBs2Qw2G1Wl08CNnEUuZFGXg7kPplKhLETPpyA8bgoVSBkMBkcQBdCkSZMim6wlCEUhJ7NeQXpx7pVGpXIkmyiM0JRLhPUYycAmbR3LZu/bwdatW3n6nWdp164d8+bNw8PDw3GckiwALAjCw81sNnPs2DFcXFw4ceIECxYsoEuXLqKn6Al3c92n+HgrK1boefXVUsTEmFm2TE+btMW4ffM6pbNDWCEHU23fDM4cqsCAX3tg+ekq2GzX93PLjhUK1GXLYomJQbbakJQKnNq2Q9ewUZ61qwThSVCoOzJnZ2fWrVtHu3btANi0aZN4wxYeKjlzmArSi/PA2xZ7kMitq+nfsJWjbdM2rWXb6LG8/uqrfPfdd6iuB0k5PWsKSeJqeiqrTx4mJi2FBkEhDKx7lwO5eNgTS+S1XBCEx8bGjRuJiori/PnzNGnSBKVSyerVq+ndu7e4oRWw2WD37my6d3fDz0+Jv78S2WJl74jVVDIaqSGdJFb25w9jfz46/iuuUnuywsJArYZbszEqlTh37Eip8d9ybeVGohYdp2XvEDyf6w9u7mzblkW1alp8fMQXfcKTpVCv+F9++YXevXuj1WqRJAmj0cjChQuLq22CUGiF6cV5EMMAc7VNthFxbitzD+xiYL2mzIrayoml/zB18mRGjBiRa928etZm7NmGqgCZkSSvAJGdTxCeAElJSTRv3pwuXboQFBTExYsXOXToUEk3S3hIKBTQpYsrCsWNnqJagclcMR/FKsNluSypsgc9lavYmtmIimYJ545Po+/SFduSxbip1WjKh+Dapzfa2nXQtWiJwsODwFcr4MIu1m7fT8tDH3Cg+hAUVWvi5SW+WBeePIUKpOrVq8fZs2c5deoUsixTtWrVXBNQBeFhUNDMeg9iGOBtbYs9SL8Du+gdVp9J/61izmfj6NC27e3r5dGztvToARYMLPmeNUEQHg7t2rVjzZo19OnTB1mW2bNnD927dy/pZgklTLbZsCUlYcvMRFW6NGjsc3JlWSZr2VJsly4Qhx97bLXppFyHi8LApWaRrNpgJbDMMV7Ytx/fUj6Mfe0z6j7TDacgeyZIq1UmNtaC9+W9VJk4gO0xgXxvC6OGdhw9x3dHoRhZwmcuCA9eoRL/9+zZE7VaTc2aNQkNDUWtVtOzZ89iapog3JuCZtbLKbBrtloBHMMAi6zAbs4Qu5t+LN/vJlyppfeMXxjQsHmeQdTN5zDvYBQA8w5F0SdMzI8SBOEGHx8fnnvuObRaLVqtltatW7Ns2TLWrFnD/v37uXTpkmPuivBkkI1G0n7+mSutWnC1ZQuuPfcslnNnHa8D07FjIMu4kEVn5X+4kIXCSUeTV1qj0R5j4MCBJOv1vDvtN7y6DGTZdmeMRhmbTWb9+kxOHM0i/c8/sVy9ik2WUGDDYrKQ/sfv2EStMOEJVKhA6vLly7ctO3fuXJE1RhCKSmR4Ayr5+N8xKMorWCnSZA6e/khlqzh+pq3ahGeNBuycv4LKvgGMatflruew8Mheskymog3wBEF4LEiS5BiytW7dOgYPHsz8+fP5559/2Lp1K8899xzR0dEl3ErhQcr65x9SPv8Uy/nzWOOvkbVqJUnvvYdstCcG0zVtCioV7lIGzpIBSQL1U5XYHx/Pu+8OIysrg+nTp9OpUydq1NBRtaqGxYv1/PtvBrIMLVs4YUlIZKe1PmbUvKCchauUycaEqlgyRfIx4clToEDqt99+o379+pw+fZoGDRo4fqpUqUJISEhxt1EQCi0ns97dgqIHEaxYLBZef/11Ro4cyciRI/ln5Sp+jhhw17YVqmaVIAhPLIvFwvTp0/n8888ZPXo0kiQxYsQI6tevz3///VfSzRMeoKx/ViMbjbmWGfZEYUtMQpIkXHr2wm3gICRXV1BrUD31FGd79mLoq6+i1+v57bff6NSpE5LVCkYjoTU1pKVZ2bQpk+bNnVFq1fB0b7RqmeaKnagkKw0UB/CrUQa9plQJnbUglJwC3Zl16NCBSpUq8dJLL/Htt986lru7uxMWFlbgg505c4bBgweTmJiIp6cnf/75J9WrV89zXYPBQJ06dXB2dmbv3r0FPoYgFEZxByupqan079+fdevWMWnSJF56qXBznApcs0oQhCeWzWYjPT2dypUrc/q0vfaPVqslJCSEtLQ8ioILjy2F9+31vRQ6HZLWPk9KcnXF58efcH/pJWzJyRxIS2fE22+jz8jgt99+o3OnThi3biXt14mYYmLYFzqCcm070qCBN8uW6enVy42A53rSNvokmXPjkA1GXJo3p8M3o1D5ijnzwpOnQHeN5cqVo1y5cpw4ceK+Dvbiiy8yYsQIhgwZwsKFC3n++efZuXNnnut+9NFHNG7cWGQgEopdcQUrZ8+epXv37sTFxfHvv/86ygYUxr3WrBIE4cmhUqkICwtj4sSJVK9enaysLLZu3cqCBQsYP358STdPeIDcnhtI5pIlWC5dsi9Qq3EbPBSFd05vkQQaLZqaoURFRTF0xIs3gqjOnTEfO0r8kEFY4uI4bKtB2v7ZdDRsxv+3aUiShv/+y6RrV1e8P/0Uj5deQjYYUJUpA2q1SLkvPJEKFEi9/PLLfPDBBwQFBd32nCzLLF68GKPRyLPPPpvvPuLj49m/fz9r164FoHfv3owaNYqLFy9Svnz5XOtu3bqVM2fO8NZbb4lASrhnBU1vfi/Byp32Pb5LX7Zs2cJzzz1HqVKl2L17N5UrV77/ExIEQciDQqHgzTff5KOPPuK7775Dr9dz4MABBg4cSP369Uu6ecIDpK5RA/95C9DPmok1Lg7nrl1x6dkLSakEwGCwsXt3Nmr1UYYNG0RaWjqvvjqR0ND2KCSJrNWrscbFAVBZOocWI8a1x7BevUrt2uWpXPl64V2l0p4RUBCecAUKpDp16kSXLl3w8vKiSZMmBAQEkJ2dzcmTJ9m6dSudOnXiiy++uOM+oqOjCQwMdBQclSSJ4OBgLl++nCuQyszM5I033mD58uWcOXOmQCeRlpaWKzNRTgajwsjZXmQ4yt+jdo1qBpQltHRZBtZt4lg2a689vfn9nsOd9v3bb7/xyiuv0LJlS+bPn4+Xl9cjc80epEft9VQSxDUqmKK8To/StbZarWRkZODm5kZAQADTpk3j2rVrZGdn4+Xlhbe3d0k3UXjAJElCExZGqe++z7Ush1YrcfbscT7++Fcgk5df/oWQkLYEBFwflnc9i60EOEn25BGyzQayjCRJuLqKXidBuFmBAqlu3brRrVs3tm3bxqZNmzhx4gTOzs60atWK7777Dh8fnwId7NZu37w+sN59911eeeUVypQpU+BAKjg4ONfjDz/8kI8++qhA297KYBBZZ+7mUblG3avUZPCCP+lfq6GjFtOiw3uZ2XcI2dnZRb7vhYf3UGb/Gab873+MGDGCCRMmoFar7/tYj7tH5fVUksQ1KpiiuE6P0t9rXFwcr7/+OtOnT8fDw4Pz589jMBgIDQ0Vw6yeYPn97u21xqL49tvBWCxlad/+D0JC6tG7twdarX10hfPTnUibMhlbQkLOznBu1x5VYOCDar4gPFIKNbO+WbNmNGvW7J4OFBQURExMDBaLBZVKhSzLREdH3xYEbdu2jdWrV/PFF19gMBhISUmhRo0aHDt2LN99X758GXd3d8fje+2RMhgM6HQ68QGUj0ftGjkBvcPqMffgbgbWbcLcg1H0DquHh6tbsew7aec+Vs+Yw8SJExk2bNgjc51KyqP2eioJ4hoVTFFeJ7PZXEStKn5ms5nLly9jvd6LsHr1aq5du0ZoaGgJt0x42OQUbB40KGc431hkORytVolCceNvRlOrFn7TfiPt1185fzKdMq1qUeqz90CrxWSSOX/eRJUqGvF+JAjXFSqQSk9P55NPPuHixYssXbqU48ePc+jQIZ555pm7buvn50ft2rX566+/GDJkCIsWLaJ8+fK3zY86fPiw49+bNm3inXfeuWvWPg8Pj1yB1P24uS6HkLdH6Rr1r9WAfn9NpndoPabu2kSwlzdrTh8F8p4vVRiRobWInP4NvUPrMfHf5ZxZtJJ//vmHdu3akZ2d/Uhdp5IkrtPdiWtUMEVxnR7l62yz2bDZbCXdDOEhkxNEDRw4kLS0NF56aSKVKrUjIsKDAwcMLF+up3t3N9RqCUmhwKnj0zi1aUv2uWw27LDS18MDnQWWL08nKEhk5hOEmxUqkBo5ciTVq1dn3bp1AISEhPDss88WKJACmDp1KkOGDGHcuHG4u7szc+ZMAIYPH0737t3p3r17IZsvCHeWk9488q/J1C1bjl96Pud4bva+HYXen2wxYV3yIspeU1Ht/4Me2RvoN8ONtL2H2LVjB1WrVn2k5lgIgiAIj6/cPVFpTJw4DTe3VrRu7YpWq6BhQyf27MkmNtZMcPD1FOmSBBoNIVXVyBoz8+alo9NJPPWUhvr1nR7pLxsEoagVKpA6efIkc+bMYdGiRQA4OTkV6qaxSpUqeaY7nz59ep7rt2rVStSQEu5bZHgDDl65zJmkeMxW6435Ukf2MX+Ava5TQTP82fZMQ76yGNvuWqRtGc8zvVLZs8CP6VOmExBQ5oGfmyAITza9Xs+cOXNwdXUlKiqK9PR0ZsyY4eida968ORUrVizpZgolQJZl9u7dy6BBg0hNTWXatGl07do1V8+tQiHRoIFTnttLkkRQkBqTSebCBRPdurnlGgYoCEIhAymNRpPrcXZ2tvj2XXjoaVQqvu/en9n7djDvYBQD6jZm3qGoXAV4Q0vfnoXv1h4r2WLCtnciyi5G0v9vDOpqRrQ6Bb/U3Yh0YQkEjHqg5yUIwpPNycmJsLAwVq1alWv5/PnzAVAqlQQHB4tA6gmUE0QNGDCAtLQ0RxCluOnLwhz59TCZzTLLl6dTp46Ojh1dWbQonb593XF1VYheKUG4rlCBVOvWrRk3bhxGo5FNmzbxww8/0LNnz2JqmiAUrchw+3ypiNC6uXqjAPrVrEW/qWNzZ/i7ZR3bnmlIFa8hqSVcwo1I1z+PFFWysa6eiKL+CCSV/cuGj/9bxpX0VFTXa3fA/c/JEgRBuJmfnx9//fXXHddR3vQeJDy+ZJsNy4ULGPfsQXJ345SLKwNffPGuQVS++5Nl9u3LJihIfX04H4ALmzZl0bWra7GdhyA8agoVSI0dO5Zvv/0WNzc3Ro8eTffu3Xn//feLq22CUKRy5ks9O2dqrt4oANXe3+hl3MTcfZsY2KCtPcPfTevIFhOmXT+i7W4AJJQ1JazLZeTqMpJSQlExHtueaSgb23ulaviVpnbZcnfs4RIEQbgfkiShVovJ/086WZbJWruGxFdHYb1yBVQqLqg1qDXaewqictSp44RafaPHqkIFtUg2IQi3KNBf1h9//AGASqVi0KBB7N69m6ioKD7++GNHgV1BKC6yxYRlwVBki+m+9xUZ3oBKPv5EhjfItX/bzm/o3+0QC3euJstkYvHejbnWOTPvfSzlriAp7R8oklJCqqjAsqQUljUVsV0KRI65Mf+vd806LDq8F/P1tMQ5PVw371MQBEEQ7peckUHK559jjYkBWQazmVqZmczrH3nPQZQkSWg0ubNg5rVMEJ50BYqCfv31V4YNGwbYi/Pu37+/WBslCDdzJHjYU9fR43OvNCoV394ytM62ezJSlRS0OokIrx08O/tnemZtR409jfDMmTPRrP4fjSrpUMcFolQq+cDQgGilPyo3HbiVBsBqtBG8cj7ju/RFo1TRyy2LuXs3MbBh29vmZAmCIAhCUbAmJmK5EpNrmSRBqbg4EfQIQjEr0F3dzQklRHIJ4UG6OcGD9d/c85CKbP87v0HZy/44stEhDi/zp1+VXViipvDxsitMmDCB4cOH0/uT/zkSroTv20EtJAbUbezYV66hexYTfa7O4LmUBHrXbs6iw3uZP/DlImu3IAiCIAAofHwgMBA5Pv5G4CRJaOvXL9mGCcIToED9vbd27QrCg2LbMw1FxXgk9Y15SEW9f6lKumPInlYjM77KGpQntWyf9z3fffcdP/74I9OmTcuVtTIyvAELj+Q/dE86MAPdU/FElLf3cPVyyxK9UYIgCEKRkmWZAydP8mlCEnFKpb0rSq3GuVMn3AYMFPdsglDMCnRnd+TIEfz8/ABISUlx/FuWZSRJIj4+vvhaKDyxHL1RnbMBCSmP7Hj3fYyYnciJ5bFcvfFhYzGZ2HA6mWfmZ7JixQo6d+5823Y5iSvySqduMxtRHpqE1CWbSA5zONGfPldPIlveKtLeNEEQBOHJdXOdqJTMTAZOmoK/TykUrm5o69RBchXZ9QShuBUokDp79mxxt0MQbuPojbopwcOt2fHul6rv37ke79y5k549e+Li4s7OnSuoUaNGrudliwnrkhdR9pqabzp1ee9vKJ5KQFJKaLDxbeM12I7rirTdgiAIwpPLnp58nz2ISklhypQptOnePc/EErIMl4zgrQJ3MTBCEIpUgf6kypUrV9ztEITb2HuLArFF3zQ0wSYjZe4Eij4gmT17NsOHD6dhw4YsXrwYHx+f29a5OfGFpvGoPNOpyzE7sCWURo6+qX5LMbZbEARBeHLkBFEDBw4kOTmZqVOn0v0OQVSqFV48D2094O1AUIrRfoJQZAoUSJnNZqZOnYpCoWDEiBEsXryYv//+m7CwMMaMGZNr7oggFJVbe4uKi81m4+OPP+brr79m6NChTJkyJc/XdF6JLyLDG3A4NiZXWnNln78xZWfj5OQkxqcLgiAIRSZnON/gwYNJTk5m2rRpdOvWLd8U5zZgShxsSoOjWdDSHRq4gvhoEoSiUaBkE6+99hobN25k5cqVDBw4kLlz5/Lss89y+vRp3n333eJuoyAUm4yMDHr37s0333zDd999x++//57vFwN5Jb7ISacuEkkIgiAIxUmWZfbv38/gwYNJSkpiypQpdwyiZBn2ZsDEOLAC18zwabS9h0okYBaEolGgu79t27Zx5MgRDAYDfn5+xMXF4ezsTK9evahbt25xt1EQisXly5fp3r07+jpV6TL5W/a7uTHg/34DwGqzEezpzYTrNaceROILQRAEQchLThA1YMAAkpOTmTJlCj169Lhjsd00K3wSDfHmG8s2pcG0a/BuIIhOKUG4fwUKpNRqNQA6nY6KFSvi7OwMgEajQSW+iRceQbt27aJnz544OTkxslcfygSWyb8mFLcnvnhvbw8ua4JRzfwRnLyAG8HX+C59H9yJCIIgCI+1mxNL5MyJulNPVI45iXDOAEG3fNe3KAl6eUNlp2JstCA8IQpckNdqtaJUKlm6dKljucViwWKxFFfbBKFYzJkzh2HDhlGvXj0WL16Mp7c3/f6aTGStBqiVSkdNqJwsfHB74osaxizCGnZiYMM2jnVuDb4EQRCEx52MLMvIsg1JUhb5vNicnqhBgwY5hvPll1jiVgN8ILLU7cslwFV5+3JBEAqvQIHU5MmTMZvNKJXKXBn8Ll++zJtvvllsjROEomSz2fjkk0/46quvGDx4MFOnTkWr1QLkWxMqx62JL561WOj312T612uZb/AlCIIgPL5kWSYp4yQnry4ly5hAUKmmPBXQGZVCVyQBVU4QNXDgQBITE5ny449079ChwPsWqc4FofgVKNlEo0aN0Ol0jsc5vVAVKlRg2LBhxdMyQShCmZmZ9O3bl3HjxjF+/HhmzJjhCKIAIsMbsPDIXrJMJhYd2ZcrC19ebi7IC+QZfAmCIAiPK5mUzLP8d/gtjsfM5WLCerafGsf+C1ORsRVuTxYLlmvXsFyJwWYwgCznSnGeFB3Nd1WrUO/XicR16kj6pP9hy84upvMSBKEwChRI5Th27Bi1atUiJCQEgH379vHee+8VS8MEoajExMTQvHlz1qxZw9KlSxk9evRt3+jlBEa31oS6k8IGX4IgCMKjw2azkJRxmqvJUaRlRSPLNwIkWYaz1/5Fb7h6Y33ZwpnYlWQa4wt+jIwMkj/+iCtNGhHTqCHxQwZhvnyZAwcO2LPzJSYwoXZtmuzbi+XgAYx79pD04Qdk/DUbuRhS78ky2PLYbc5yke1PEHIrVCA1atQofv31V0eh0jp16rBq1apiaZggFIWoqCjq169PUlISO3bsoHv37vmuGxnegEo+/gUOiO4l+BIEQRAeflabmX0XJrNi71BWHhjB8n1DOB27/KZgSsZoTrttO4vNgMVqKNAxZFlGP2smab9OxHr1KrbERLKWLePQsKEMHjCAhIQEJv34ExWyMrlmtd7Y0GQiY8kSKOI56rIMcWaYmwjWWwImGzAvEWLNIpgShJsVKpDS6/U0a9bM8ViSJEdGP0F42MydO5eWLVsSEhJCVFQUYWFhd1w/pyaUGhuWBUORLSbHc2u37KFOz5Gs3bIn1zaFDb4EQRCEh19c6n6OXP4LkzUDkMk2JbLn3K9kGOKuryFRzqcFKkXu1Hf+HrVwdwos2EHMZrL/+w9uDpIA0/ZtyElJTJ06lR49epCqUpF2S/QiKRWFzl8uy5BmyT8QMssw/gq8cwl26W+sJ8v2x29dhG+vgEgxJgg3FCqQUqlUmM1mx7ComJiYAmWOEYQHyWaz8emnn/LMM8/Qp08fNmzYgL+/f8G33zMN+cpibHumkZGRRf83v2Tw9Emc6ufM4OmT6P/ml2RkZAH24Ku9ewiN+oy6LcgSBEEQHk0pmeew2HL3LGWbksgyJQD2L5LLeDemwVOv4+kcgpPGm/K+bWlS+V0UUgFrCyoUKP390csy2TdFN94KBZNefZUaNWqw7+hRLlWrzikkDtpsXJFl0OlwjewPyoKPgpBlOG2A4efy7lWSZVibCjPj7XWnPrleuBcgxQJjoiHBAn8mwH+poldKEHIUaizSqFGj6NWrF4mJiXz22WfMmjWLcePGFVfbBKHQsrKyGDJkCAsWLGDcuHG8//77hcqe5Ci828WI9d+JtP3+BMebAO39UQAZ/f1ZdSKWtkNHs37GBIaP+YHNSedI7+fF4OmTaLmkIr+NfROlQpQ6FARBeFS56kqjkNTY5BvVbDUqN7RqT2RZxmBOJSXzLP4e4YT4tkFGxklTCoWkKvhnjlKJ64ABnFq4EC99OhWvb6eWZSofOYThmWfQaLW4tmyJws0VtyOHcVGp8B08FNd+/Qr12ZZtg8+jYXkyBGvhm3KQM55IluGqCT6NBv31kYvb0mFSnL1w76RrsD3dvlxvhTGXoZYLlNaIor4FlTOfzWazX+CcToic36Esy9hsNiRJQpKkXP8u1D3M9ePcaZub59YVZL2iTun/uClUIDVgwAAqVKjAsmXLyMrKYubMmTRv3ry42iYIhXLlyhV69OjBiRMnWLx4Mb169Sr0PhyFd9WS/f//JmDzK5Or69bmp8HP15W2Q0dzvLF8W5DVbsh7bJw1ocjOSxAEQXiwyng34in/pzl77V9sshm10pmw4IG4O5UlPv0IW09+QWrmRRSSkmDfljSr8iFKRcGnOsiyjNFoxFKhAhZ/fwz6dLJkGTWgliRsycmUCw6mvFpNdnY2rrVrE1qtmn1jtbqQN9cwPwmWJYMVmBEP7TzgaU+QpOtD+q7Ckawb21iBX2LBRQG/xtof5zicBd9dhW+CQSMGJd2VLMucO3eO6dOnc+zYMdRqNc2aNWPgwIH4+voiyzJr1qxh0qRJNGrUiIoVKzJ79mw6dOjAqFGjCvy7ttlsHD9+nODgYNzd3fNdLyYmhunTp/PBBx/kysh9M7PZzOHDhwkPD0cl5n/fUYGuzssvv8ykSZMASEhIYPz48cXaKEEorL1799K9e3eUSiXbt2+nVq1ahd6HozeqczYZWUqGLynHycwMrCfTUTTxdaynOJ1J71YdWbRxG0f9Mm8Psvxc7/+EBEEQhBKjVjrRtOpHVPR/mixTIh7O5fB1r4nNZmLPuYkkZ5wBwCabOX9tLX5uNQkNHnjbTa/ZbMZms+Uqt5Fjx6pVnJ49i6NXruBikzmDTCWFRA2VCuduPeD6DWxAQAAajQZJU8AhgzfJGdI3LgaM1zsi0q323qecXqU4M5hs8Lzf7dvvzYCe3rf3PKmAZAsEFL5JTxRZljl9+jRDhw6lRYsWvPfeexiNRv744w927NjBb7/9hpubG1OmTKFFixZ06dKFUaNGERkZSadOnZAkKd8epFuX6/V6Xn/9daZOnZpnIJWzflpaGuvWreOdd95Bp9Pdlv1RkiROnTrFe++9x4oVK1CpVHmuI9gVKJDatWuX49+ff/45PXr0KLYGCUJhzZ8/nyFDhhAWFsbSpUsJCAi4p/04eqOUEu3eD+V4y3BsLZyxLYuBmwIpz/MW2r1UB1mW2XRsCTS68QGpOJ1JRKsO931OgiAIQslSK50oW6qp47EkSWQaUkjOOH3LmjIJ+uPIshVJyn1bdeHCBZKTk2nUqFHuLTIzqT7nL8qtXYOH1UophURFhQJVYCCu/Z/BfehQx81qTsmZwrLKcMYAn0VDtAlUN937HsmCb67AhHIQpIHJFe7pEMJdyLLML7/8QqNGjfjyyy9RKpUA1K1bl4iICBYtWkRAQACnT58mKCiI1atXc+nSJc6dO4fZbGbv3r2sXLkSgI4dO9KoUSMkSeLEiRMsXboUs9lMt27dCA8PZ+PGjZw9e5b/+7//Y9SoUXh5eTnakJKSwvz587ly5QoVKlRwBEbZ2dmsWbOGqKgoVCoVHTt2pG7duqxevZrz588zb948nn32WU6ePMnKlStJS0ujevXq9O7dG1dX8aUxFDDZxM2RaHHULRCEeyHLMl988QWRkZH06tWLTZs23XMQBSDH7MR2KRDLmor4WLXY/J1RlNIiZ1kw/HQSw/cnkL46SQgelA30o12zuniez52/yPO8hXZN69zvqQmCIAgPgVvnqahVzrjqSt+2nrtTWSRJedtyi8WCyWTKtUyWZZLXryNr3Tqk68P5lEhICgXeX43D+4uxSDfdpBZ2noz9GLBTD8+chk6esK46rL/pZ+ZT8G8KrE/LOca9/Qh3ptfr2bdvH507d0apVDp+lx4eHjz99NNs3LgRT09PdDodpUqVonTp0mi1Wnx9fUlMTOStt96iYsWKVKhQgffee49z585x9OhRRowYgbe3NyEhIbz11lvs3r0bT09PtFotfn5+uYbjmUwm3n//ffbv3094eDiLFi0iIyMDgD/++IM///yThg0b4u3tzciRI4mOjsbLywuNRoOfnx/nz5/npZdewtfXl/r16zN9+nRmzZpVUpf0oVOgHimj0ciJEyccY3pz/p2jevXqxdZAQchLdnY2w4YNY+7cuXz55Zd8+OGHd/ygWbtlD+//8DvfvPU8HVrUz3OdDf5v8P7f9nX6eCay5Xpvk25UFfsKO5P5JTSCIf2eBiCojB8hsgeJvyU69uHjbA+yskXVeUEQhMeOWulCrXLD2HZqHAZzChIKfNyrUzUwItdn0J49ezh27BhXr15Fr9dz/vx5ypcvT/PmzTl8+DDzxozheaMRpSQRKkn2oXPXq95KytsDssKQZfuwuzGX4WgWbEyDfj7gdP2rc5MN5l+CC0Z7b1VtFwhQi8CoOBiNRrKysvD29r7tHsXPz4+kpCTq1q1LQEAALVu2pF69ekybNo22bdvi7OxMWloakiTRtGlT6tSpQ0BAAN9//z1Vq1alVatWSJLEsWPHmDt3Lp9++ine3t60bdsWNzc3x3GuXr3K/v37Wb58OYGBgQQEBPDmm28C0KBBA9q1a4enpyelS5dm+vTppKenU69ePXx8fGjdujXp6el89dVXhIWFkZSURGhoKKdP39or++QqUCCVlZVF586dHY9v/rckSZw/f77oWyYI+YiNjaVHjx4cPXqUhQsX0rt373zXzcjIyjOz3vSxb+Hq6pzvOvWdy+KeaiL9ptEYOUP6brbl7x9vO6botRUEQSh+9vdaGRkZidxZ0IqLJEmE+LXD0yWEmOSdaFXuBPs0R6f2zrVe7dq1CQsL4+TJkyQmJtKsWTMUCgWHDx9mwIABcPUKAzw9cU5LQ329zcrSpdE1uP+ahDbgf3GwQw8ysDAJ2nnCcz7253PSnNuAA5nw/VX4+qYsfkLRcXFxwdPTk+joaGrXrp3r9Xn27FnKlSuX72u2YsWKfPTRR8ycOZMffviBypUrM27cOC5cuMCpU6cYO3YsYO9xqlGjRr5tSExMxMXFxRFclS1b1jEsLz09nbFjx2K1WvH19UWv1+d5DzNv3jy+/vprvL29uXr1KuHh4fd8TR43BQqkLl68WMzNEISC2b9/P927dwdg27Zt1Klz52F0+WXWazt0NLsX/JrvOhtPJKP4O5mg3278ieT0NgmCIAglS5ZtxKbu51j0HLLNKfh7hBMWPAid2usBBFMKvF0r4e1aKd91VCoVKpUKrVaLVqtFo9Fw8OBBBg4cSEJCApN/m055F2dSx36BJToaVdmyeH34EaoK9zdZSZbtAdSvcTcy7Rlk+DIGGrmCTmFPNJFxPc25DPx+PYtfR0/RK1XUnJ2d6dixI7NmzaJly5Z4eHgA9rlza9as4ZNPPsn39Xr16lV0Oh2LFy8mLi6ON998k6VLl1KuXDn8/f0ZO3YskiSxc+dOZFnOlUr9Zn5+fmRmZpKamoqrqytxcXFkZWWRlZXFV199xaBBg+jbty8ZGRm0adPmtuk88+fP59q1a8yePRt3d3fGjBmDwWDIdcwnmchpKDwyFi1axMCBA6lZsybLli2jdOnbx6nfys/HM+/Mer6ud12nVaNwVkwaW3QnIAiCINw3WZZJzjjDhmMfkGWMByAu9QCZhmu0rP4FSunh6VsJCgoiICCAQ4cOMXDgQOLj45k0aRI9e/VCoVDg3Kw5tsxMFM7OSG5u931jmm61J5GQgFI33eGlWuzBlQ24Ysr9HMDPsdDQDbzEXWGRGzlyJK+99hrPPfccTz/9NJmZmaxcuZKOHTvSvn37XHPgJEly1JiyWCyMHz+eixcv4u/vT2pqKjVr1iQwMJAXX3yRSZMm4eXlxdSpU/nggw9Qq9VotVqmTZvGe++9h4+PvQsyMDCQli1b8tFHH9G5c2cWLFiAyWRCpVJRqlQpDhw4gL+/P2vXriUlJYWsrCwCAwNJTk7mjz/+wN3dndjYWHbu3MnVq1fZuHEjtWvXFoHUdeJPRnjoybLMV199xZgxY4iMjGTGjBk4OTkVaNuIVk3zzKzXu1XHQq0jCIIgPDwuJW5yBFF2MpcTt6DPjsHT5d6y3BUHZ2dnDh06xIABA7h27RqTJ08mIiLiRkFWNzcUN81nue/jKeB/+Zy+WrL3Ur2Vx3eQCsleM0ooWpIk4e3tzdSpU9m4cSP79u1Dq9XyzTff0KBBAzQaDVarlZdeeonKlSuj1Wp57bXXKFu2LD4+PkydOpV//vmH06dP8+mnn9KsWTOUSiV//PEHq1evJiYmhm+//ZbGjRujUCgYN24cO3fuxGq9UflLrVbz2WefsWzZMs6cOcOrr75KSkoKbm5ufP/99yxatIj9+/fTu3dvOnXqhL+/P+XLl+fLL7/k2rVr9OjRA2dnZ/bv30+VKlX4888/uXjxIjabzfE6fpJJ8iM8oSM9PR0PDw/S0tLuWHysIGRZJjs7GycnJxFh56MkrlF2djbDhw9nzpw5fP7554wZM6ZQx46+Ek+T994n9dkbQ/I8/45n57ffOIbpFWSdwhCvpYIR1+nuxDUqmKK8TkX5uSLYZWVlsXDhQgYNGlQk+5NlmX0XprD/wpRcy9VKF3rW/wsvl4cjl7csyxw8eJBBgwYRFxfH5MmT6dWrlyMFtvBkuddaTAWtI3W/+7nTPgp7rIeNLMssWLCAdu3a4e3tffcNCkH0SAkPrbi4OHr27Mnhw4eZP38+ffv2LfQ+7pRZrzDrCIIgPM5kWSY1NZVNmzZhtVpp2bIlPj4+ueZdmM1m9uzZw5kzZ6hUqRL169dHrVaXyI1VcKnmHI+Zj8Gc7FhWxrsB7k5lH3hbZFkGqxVbSgqo1Sjc3UGSOHTokCOImjRpkgiinnD3+neS33aF3d/97OdRDJ4eFBFICQ+lgwcP0r17d6xWK1u2bKFevXr3vK+8MuvdyzqCIAiPK6PRyPvvv0+pUqVQKpUsX76cyZMn4+Li4ljn999/Z/PmzbRr146ffvqJdu3aMWLEiAfeVkmS8HWvTqvqX3D48iyyTUmU9qxL7fLDURTh/Kjs7GwSExMJCgrKdx1ZlrHGxZL82WcYNm1C0mlxGzqMC42bMPD557l48SLff/89vXv3vuMwqIL0CgiC8PARgZTw0Fm6dCnPPfcc1apVY9myZZQpU6akmyQIgvBYO3nyJDExMfz8888ADBw4kCNHjtCokb0GhNVqJT4+ns8//5zKlStTuXJlfvjhB1544YUSufmXJAVBpZpRxrsRYEOSVCjyKIh7P1JTUzlw4MAdAyksFlI+/4yM2bPsKfOA5E8/YZKzK9csFj744AOqVKly17kkR44coWLFirkCV0EQHn5ilpjw0JBlma+//ppevXrRpUsXtmzZIoIoQRCEB+Dy5cuUKVPGka47ODg4V9FNpVLJhx9+SKVKlbBarWzbto0qVaqUaA+KJEkoFWqUCm2RBlEGg4GUlBTS0tLQ6/WkpKTkW1/HnJ6OfsMGRxAFgMlEY5ORL7/8ktatW5ORkUFycjIZGRn51hk8deqUKOQuCI8g0SMllAjZYsK65EWUvaYiqTQYDAZeeOEF/vrrLz799FM++eSTAmeDuXVfgiAIQuEYjUa02huZS3U6HSaTyfFYkiRUKhUWi4WZM2cSFRXF//73v3z3ZzabuXDhAlarFYPBQGZmZrG2vyhFR0dz4MABUlJSOHv2LCqVCh8fH1q2bIlKlfu26dSFC5xPTSX0ln0E169PoocHu3fvJi0tjaysLMqWLUujRo0cwafNZuPChQuYTCauXLnCmTNnSEhIoEyZMkWa6CQndhOjBh8vBoOBAwcO4O3tTeXKlR2vK6vVysGDB3FxcSnxLzseJkajkdOnT+Ph4YFCoSA4OLjAGaDvRARSQomw7ZmGfGUxtj11SazQl169enHgwAH+7//+j/79+9/zvpSNRxVTiwVBEB5f3t7epKenO3pMUlJSbpubajAY+P777zl58iQTJ04kMDAw35s0m81GUlISZrMZo9GYKyh72FWqVIlKlSoRGxtLVFQUPXr0yHfdRL2exJqhsHcPmM0AKHx9aTrmE3RNmnDy5Eni4+Np2bLlbdvKskxycjLZ2dmkp6eTmJiI2Wx21P8pCrIM18xglqGsRgRTj5PY2Fj69u1LlSpVWLFiBc7OzoC9d7lXr160bt2aP//8s2Qb+RCxWCwkJSVhMplQKpUEBgYWyX5FICU8cLLFhG3vRJRdjGQv/56mz0wg02hm8+bNNGjQ4J73Zf13Ior6I0SvlCAIQiFVq1aNuLg4oqOjUalUXLx4kdDQUP6fvfsOj6pYHzj+PWf7JpveGwklhB56kyoKomABBbuIvV79edWrYkWuetVru4IKtitYALGgIiggcAWkSu+EJIRU0nY3my1nfn8sLCwJEIrU+TxPHrJn55ydM1l2z3tm5h273U5RURHp6em88847rFq1inHjxmEymaioqCAiIqLeYMpkMtG9e3fAn/58z549p/qUTpjBYKi3Z0gIwbJly9i0aRMbN25kW6iNOUYT7U1mbrx0MJG33YG5e3cURcFsNhMaGlrP0f0Xdnq9nl69elFUVET37t2PGEQJIRA+4JDRgYoOUOpPVOEW8Ewe2H3wQROwyqSBp50QGprwoKBDUXTH3WMkhMBisVBWVsaWLVto164dAPPmzcNsNgfWktqfkbOgoIDo6Gji4uJQVTWwbERubi5ms5nk5GT0ej21tbU4nU4cDgd6vZ6EhARqa2vZtWsXJpOJlJQUdLrjr/fpEhISQvfu3WX6c+nsp8K2U5UAAH1ASURBVC17H7VJMYpBQUvfw+j28dz49jJSUo49be3Bx1KbFKMte/+wvVKzFyzj8dcn8dLDo7m4d+cTPQ1JkqRzRkJCAtdffz0PP/wwAEOHDiUjI4M1a9bw3nvv8fzzzzN37lyqqqq47z7/Z2yrVq147bXXztmU3lFRUVxwwQX1PudyuaisrKSgoIDvZ8/GYrHQ4R//IOH//g9FVXG73RgMBtLS0khNTUUIgdvtxmg0Bi5APR4PGzZsIDs7m5SUlKChlfXRPIIlzxdRtTO4dy+8sZGO/xeHKSL47yAEfLcXPi8Fn4ABEXBLrOyVOl2EEDhqi1mT+wl7ypcTbk2jTdqNxIW1Pe6gJDQ0lB49evDzzz/Trl073G43v/76KwMHDqSiogKA2bNn869//Yvo6GhKS0u59tprGTVqFDt27ODRRx9FURRqampo2bIlzz33HEuXLuWVV17B6XTSqlUrHnnkEZ566qlA73Lbtm0ZM2bMSRkWdy6QgZR0Svl7kN5CN7gGUAjJhv/bbcSQcGDNJlFeCI7KujuHhKNEJhxyrLcDx1Ka1+D7sW6vlN3u5LYxr/Nb2Xaqronk5onv0mdGEya+8DChoda/7mQlSZLOEqqqcsMNN3DZZZchhCAyMhJFUWjbti1vvPEGRqORr7/+OihZgqqqDZ7LejY60vn17NmTkJAQJkyYQGhoaGCdKHVfUPnLL7/Qp0+fQG+Upmn88MMPDB06lJqaGgoKCnA6nRQUFLB582bi4uKOemEqfFC41EnpGlfQdr1FofXo6DqBVE4tPJsHTs3/+MV86G6DLHn9e1p4NReLNo0lt2wBAGX2zZRUrWdw+/cIt6Yd93EHDRrE+PHjeeCBB8jNzcXtdpOVlcWSJUuorKxk7NixPProowwcOJCNGzdy22230bt3b1577TWys7N59NFHsdvt3HTTTcyaNQur1cquXbuYPn06SUlJvPzyy6Snp/P000/jdDq56aab+O233xg0aNDJapqz2rn7CSj95YTXjXfqKIQ3+O6YEIId32v1ZidyL34XT9puFJ3/7ouiU9A1LUVb9v6BQo5KuKtV3Z9DgqtAb9RBx9rfK3WwC0c9yg+pe7CPjEeNMGIfGc8PKXu4cNSjJ6MZJEmSzgmqqhIVFUV0dDSqqvqz4ul0mM1mVFXFYrFgtVoDP2az+awb3nM4QoignyM9D7B+/XpuvfVWcnNzef755xk2bBh6vR4hBEVFRRQWFuLz+YL2q6ysRAiBy+WisLCQoqIiKisrKSwspKysLOh1hTjwczxqNfjnbthyUMyVUwsv5IHTd3zHlE5MhWMnBeXLgrZVu/awq2T+CR23VatWaJrG5s2bmTt3LhdccEGgd7OgoACHw0GvXr0wGo20atWKpKQkli1bxrp16xg4cCAWi4XY2Fh69+7N4sWLEULQtGlTMjMzMZlMLF26lFWrVvHggw/yj3/8g8LCQpYtW3aUWp0/ZI+UdNwOl+TBng8FiwSx2Qq2g5bfqC3Kw2vNRB/6Bb4qPbp9d/qUVCfapmnAsSWKEPmLEaVJaHkHfZFrAsWxOOhYcTERrItzBN010OKMxMXWP25dkiRJOn9omsbq1avJzs5m9+7d6PV6EhMTg8p4vV7Wr19P27ZtWbduHTfccAPbt2/n8ccfZ9SoUeh0OtxuNz/88AOLFy9m165daJqGxWIJBFKLFy8OBKQDBw5Ep9NRWlpKnz596gSkXuCXCugXDuZjjFWFgOV2WGGHpubg59bXwKJquChcDvE79QR1Jrgh0DixyDYkJIRevXrx3XffsWHDBp555hl+//13gMCw2/3zpTRNw+v1YjQa0el0eDyeQAC/f+gpgF6vD9xMMRgMXHbZZYE5jxUVFaSlHX8P2rlGBlLScTlSkoeSFT4ad6qgZEUEtlT/W2zt2rVYy/Np/MrQOsdSJqxHf/XkY65DQ/e5qm9P5q+fAd0OjD9XtzgY1nfgMb+mJEmSdG4RQrB69Wratm3L7t27MZvN9QZSa1avRvX5uOnWWykoKOCll14iKSkJs9mMEILa2lq6dOmC0+kMJJGIiYpB9RnQNIFzby2X9B+C0WAgNMSKx+upd7FfIfxB1Oht8Eo6XB8j0NwCd7XPn2yiATqFwm+t63/OIAOo0yLcmk58eDt2ly8NbAsxxZMe0/eEj33JJZdwyy23kJWVRePGjQOBVGpqKnFxccyYMYNhw4axbNkyioqK6NSpEz169ODLL78kKyuLvXv38ssvv/DYY48FBfVms5levXqxcuVKrrnmGpxOJy+88AL33XcfmZmZJ1zvc4EMpKTjcmiSh12frqS4oBPmcA1V0cjoZWf9wlDWvK1RVexlyu/f8+jzHU9LXQdc0JGI76dS0e3AtogdXgbc3eG01EeSJEk6/dxuN3l5ebjdbvLz81m2bBkbN24kKioKq9VKREQEYWFh5O7YQcXcuWz/9FNcZaW0yc9nxN8eon379vz5559s3boVg8HAhg0bWLRoEYqisGvXLpYsWUJWbHsK3grF49RQK9ozb1oZql6h1a1RtLgxkl69etWp1x4PPJ0HxV54IR+6hYL2fRWr3iqhOtcTVFYzKdSG6eCg4EhRwKTAkVNXSKeaQWelV9YYVuVMpKR6AyGmeNo1uplwa6PjOp7JZKJFixYYDAZatGhBmzZtuPTSSzEajURHR5Oeno7FYuGf//wnL7/8Mt9//z0Azz//PI0aNeJvf/sbL774IrfeeitCCK6++mouuugili9fTpMmTVAUBUVRuPvuuxk3bhyjR49GCEGXLl3o2bPnyWyas5oMpKRjVl+Sh8RtozH2XUXZSo3WfQoBaN27kKU/2nhz1jNoKYWkpl556usqBJ6VMWSIcEo/KA1sj7GGk5IUd4Q9JUmSpHOZz+ejoKAAl8tFfn4+GzZsICcnB7fbTVhYGEIITHo9G558goqffqLY66WZqtIXME/+jILUVMr27iU/Px+bzUaXLl1wOBzYbDYGDx5M165dqd7mY8PWnXgcGmChotg/p7hsgytwoXowj4BXd8PqfesXb3fBc/lwf5mXiq2HrMWlwN5nklnT1MLNCYa/vL2kE6MoCjZLCr1bPIPH50Svmk8o/XliYiKTJk3CbPaP35w0aRJ6vR5FUbj00ku55JJLUBSF7OxsPv30UyorKwkNDQ3MbYyPj+eNN96goqICg8GAzWZDURS6du1Kx44dA/WKjo7m1Vdfpby8HJ1OR1hY2DkzN/JkkIHUeUB43fhm3InuyvcavMaSEIKdMwUZl9X9oBfLP6iT5EHftIB43fvs1d0RVDZ/TwHNLgpj7Ni3UAq2NqzCIeEwYX3924/R/vlaP7z0OrZU+R9fkiRJ8rNYLPTq1QuPx8PKlSu5+eabWb58OWazmezsbDSnk/JxL9Ju4QJqEJQpCt1UBVVRYG8ZnrJSnI3SycjIYNmyZaxdu5a1a9cSERFBVlZWg+oghEBoBx7PqoSPSpSgmTRfl0GKXaURQR1PlMYZeC/Owl6TkamVghujRdDzilr/2lLS6eP/eygY9Sc2R1sIgc/nQ1EUamtrA9u9Xi+apqHT6QJz8xRFwWg0EhsbW6cuOp2O6OjooO16vR69Xh9UTlEUoqOj/TenPZ5AwCbJQOq8cLikEEdyuIQRACL/90CSB12PF1AUK2oaoDOhud0UbAmhYLuJyORKEuKTGPfEOP9+DayvEpkAB6U5PxH1zdeSJEmSJE3TcLvdeDweFEXB5XIFLaDr+GYGFW++gfD4h9PF77twFIAmBL6qKlwuF0lJSVx00UVUVFSgKAqXX375QRejR57U5Czy8seLRXhrBB6DwsRWYaSoKoZQlfiOlsDF6uZ4EwlmFbPLH3V5DAqzro6lIMoAAp7frKGfXUr8nn29VgrEZltod0+0vOA9Bwkh+M9//sOcOXMAAuuWKYpCu3btGDJkCLNmzeLpp58+qeu8eTwenn76aa677jratm170o57NpNXlue4IyWFOJIjBSC64ZMDH8wif7M/Nfk+5vT/UrYjHtvlbgqLmhLX5KAJuyexp+lIcuf4KFwq6p2v5apUSeiqkHbRubmApCRJktQwDoeDn376CafTyZYtW5g6dSpGo5GLL7oIrbqa6u+/Y43bjQWFXCG4QFVQAIcQ/GA207NNG0SNi927d2MymQgLCyM0NJSoqKgG16HGJdg81wGlXgAu+dq/zEd0KzNXXdsYdd/X75qFNSzeF0QJYE0XG8t7hQe6qHJ1Kv+xmrju5zIMbn/PlLtao9090UhnhvrS6u93rMHu/oC9R48eVFZWcuedd/LSSy+Rnp5OWFgY27Zt488//wxK2R+4bjukHoqiHLFuB9M0jVWrVnHJJZcE7XOsxz6XgnsZSJ3jDk0KoS17/7C9UkcLQOK7KMTWv8h7QMKeN1iTsYBWtjyaD2ga9NzJ7Gnab/aCZTz++iReeng0F/fuDEBKfxVDqEbpsuD5WmvnJ5B6oY74Ln/d8mlVNRVMWfYCNd4iLPp4ru/yNDbzyQ0UJUmSpBMXGhrK1Vdfjc/nQ9M0brzxRtTaWir/8w75X3/Nmq1bWKAJ+qpQLQQCBdViwdu6DYXxCeQbjBTuzGHbtm3YbDays7Pp1q1b0GsYbCq6MB+KUUFVD9zAM4bo0ATMMBqYcWUMQz8qQu896IIzcPHr/9Vk02GJ9u9fFGdk/o1xmC0KZhQ0TeB1aWzKDmVtZxsd/lf11zeedMxK/nSR80NV0NpgOpNC2oWhxHWwHtOxFEUhIyODjIwMSktLMZvNtGnThhYtWgCwfft2HA4H77//PqtWraJ9+/bccsstWCwWtm/fzuTJk9m9ezcdOnTg2muvJSQkhP/+97/o9XoWLlzIqFGjWLVqFXFxcfz6669ER0dz9913B4b3LV26lBkzZmA2mxk1ahSZmZl4vV5mzZrFzz//jMViYcSIEXTo0IHt27czf/58cnJyiIiI4KGHHgoaOni2O3fORKqjvqQQvh8P3yt1tAAkrrNKrbvObkFK4m+jcddqyrdFEtl1Xz2OMN/qeNntTm5/7mUszVdxwWgfX2x5gY++b88HzzxGaKiVxO46ylYGD6lQdCqJ3f/anqgpy8aS2eYjoiKr2VtuY/IfCnf1fvUvfU1JkiTp2O3/PlIUJZBcouq9CZS98Dwr3W6meDVKEBQLhb1CsNdkxNSmLenXXodv/XocTidut5vs7Gzi4vzJi/anM/f5fCxevJjCPYVs6beWyspOeL1p2EJDCAkNJc8DC7+oYnwTG4V9Imi62kGbZdXU9w2pKApNrwqn0UAbAOWKQj+Dil71ly5d62LhM3vQPAKr48D33i+b3Kx5qTSwXpSiQJs2ZgYNCkVVz50egbNF2XoXq98pDZoTB+BxaMccSDXEunXruPTSS7niiit4/vnniY+Pp3fv3tx5551cfPHFXH/99Xz00Uds2bKFsWPHMmXKFAwGA1dccQUA//rXv7jiiiu46qqr+Oijj3jttdcYO3YsmqYxZ84cHnvsMVauXMn999/Pl19+ya+//sqECRN45JFHqKys5P/+7/+YMGECBQUFPPPMM9xxxx00a9bsnOqNAhlIndMCvVEHJYU4Uq+UqlOOGID4u4hh50yNjMvUQJdtXtwYiqLvwGwoR7VYaZxpZ/38GNa87cZVqRKZpVC0jHrnWx2vC0c9Staw3dwwcFEgaPlklo4LRz3K0qnvAP67eHu2hlKcZyMutfq4V4g/Fi5fMVGR1QBERVbj8hX/9S8qSZIkHTdVVRk0aBCL5syhyTcz2OB284cmKENQK8BjtRCd2Zxrn3qKsA4dMJpMVHg89OrVi5SUFCIiIuo9Zps2bcjKykITGtXVKTz8sJGqKhdQ609RnmmmtnE1WFVmDowkdXsNEXu99QZTerOK3uwfTWEBEjwCn9t/RV7k8pGz04XmCf6S01V4GTeuFLvdX85kUvjiixS5EO95olWrVtx5552YzWbmz5/Pjh07MBgMGAwGHnzwQUwmE8nJyYwYMYKioiJ0Oh2jRo1i+PDhFBQUYLPZuOeee2jatClut5sPPvgAr9eLTqfj/vvv58ILL6RHjx788MMPrFy5ki+++ILevXsTHR1NVFQUsbGx/Pzzz7Rp04aMjAweeeQRQkJCTneznHQykDqHifzFgaQQAZpAcSwGDp904kgBiLNAoWARxGaD21qGIz+flOJ/YvCVUtbkEVpf7i/cul9poCfLuUcEzbc6XBbB+obpHU5cTATh1h1BQUt4SC1xsZGBMuZYFZIiaT1EpXhFJGbvXx9JmXVx7C23BYI7s06mWJckSTqT7c9qNueXXyjbsZNcIYgAwgCjApktW5J0/Q00HjgQq9WKEAKbzUZGRgaZmZmoat3h4oqiEB7uH9YdHh5O+/YRXHaZgSlT/HOghADXZhdsdsHF4RS0CeGXq2O5dnoJeiEwR+jqDaj22/FDFavf8S/p4XVoaPu+3wyhKjqTf88+naxsrYTvvvN/T/bsaWXAgNBzrkdAql9oaChGozHw/vb5fOzdu5eYmBhMJlMgE5+maTgcjkAGv/3vD7PZTEhICIqiYDAYAnOdDAYDiYmJKIqCyWTCZrNRXl5OYWEhtbW15OfnAxAWFhZY2DoyMvKczfR3SgOprVu3cvPNN1NaWkpERAQff/wxLVu2DCozd+5c/vGPf1BdXY2qqlx++eWMHTv2nGz8v5r+6snHtd+RApDy1QqNO5Wz9Ve4Zmw3PvjXi8T8ewmJFgtl06MB/wd77powqov0iOU+VEWj8cHzrUpridVnkravZ8xud3LbmNf5rWw7VddEcvPEd+kzowkTX3iY0ND6u7uv6tuT+VVrg4KWyioDw/oeWCSu2YgDb+/E7jroflzNcUyu7zKGyX+Ig+ZIjfnrX1SSJEk6LhUVFWzatImioiI+mzaNHaWlXKfXk6pp7EWQZLFyzV134e3TF6PxwI2/3r17o9fr6w2iDtWmTRvCwsK45x6VH36opqp6X9IIDVSbiunqKBSzwtpLIrnv5jAGRvhHiChHuEJzFnooW+uqs73bM/FkXBoGgGpQMC2p4Zdf7Gga3HdfFCEh8lrqfJaRkUFeXh6VlZWEh4ezZcsW9Ho9kZGRdcoe7rrb7Xazbds2OnToQFlZGWVlZTRp0oSmTZvSuXNn7r77bjRN47PPPiMjI4Pq6up610w7V5zSQOrOO+/kjjvu4JZbbmHatGmMHj2axYsXB5WJjIzk888/p3HjxrhcLgYMGMDnn3/Odddddyqrel47NADJtfv4Y6wXc7iGgqBZbzubpiu8ceXPmNekUhqq82fB07kDPVmxydWYbBqKqDvfKsnyOglX/AttTjJq5zu4cNSjbOgu4KJ4VMA+Mp4fNu4JGqZ3qAEXdGTsmEiw9SdCX0OF18KiX0N58cUOp6KJDstmDufOXq9SU1ODxWI5Zz84JEmSznZCCHQ6HTt37uRvf/sbHo+H/m++RYqiYPzqS/QlJfS/4UZMF11MWkpKYD9FUWjSpMlRj+91aWyfUUltpZFSXBhrNdrHKpQlm0hMMzDnZzvDLg/j8eEWVIP/uyJGr8ds5KjD72orNATU6bUyhqqYow7MBe7Vy0q/fiHU1Aguukj2Rp1Olmgdil5BuE/+6Jj6/q4Hb9v/e8eOHUlPT+f++++nQ4cOzJw5kxtvvJGoqKgGBzuqqjJ+/Hh27drFqlWr6NKlCy1btuS2227jscceo6ysjJqaGhYsWMCHH35IdXX1yTvRM9ApC6SKi4tZuXIls2fPBmDYsGHcd9995OTkkJ6eHijXvn37wO/7F8XbsWPHqaqmtM/CEjfxISpNrbqgJBRt+hYB0H+4YM28JGK7HMiCd2hPVpgmqC095MCeKhLbvoFq9qHtm68VFxPBujgHB9/X0+KMxMUefsG61OQ4kmsjWfaxHogAINlqIyVJDqWTJEmSjkxzuahZuJC9a/5k3n//S211NdfccANXX3MNep0O56WXkvHtt1S2aIErN5fYpKQG9T4dzOvUWPV2KZU7DmRp6uoW6FoauOjv0WzZVMsDt0bQxiAIrLToBaFTUPSHv6DVBCxubsUeZyCq2BMUTK3/pJy8eY6g8hfZFJrcHil7o06zlD6hXDa1EeKQpcVCkgwndNzw8HA++ugj0tLSAtu6detGWlpa4D176623otPpCAkJ4e2332bRokXs3r2bcePG0aFDB3Q6HePGjQskS4mJieHdd98NLNbbqVMnxo4di9Vq5ZVXXsFoNPLHH39w44030qdPH4xGIz169ODjjz/m999/R6/Xc9ddd5GWlkZcXBwvvvgiBsOJneeZ6pQFUnl5eSQlJQVSHiqKQlpaGrm5uUGB1MEKCwuZNm0aP/744xGPXVlZGZSn3mQyYTKZjql++/dvaC79c11hhZeJL1Yz5MEw2sbpSesoWP9TCW0OKqPodSR08/8nFULQ9JoDd8ESuqnQDdb+R6NgaygleTZiU6sRNeUozQ/OIvgWV/Z6lfmbZkK3A38zdYuDq/pefMS/x2+fvV5n25nw95PvpYaR7XR0so0a5mS2k2zrc59wuyl/7lkKJ4znN4cTNI2uMbGkxsYyffp0FEWhsrKSefPmMfOHH2jVqhUxMTHExMQQGRl5bL06B8VIAOl6BZviplGjKsY+E0PVx2XMfMUbtIutkYGeYxOxxNS9RBMC/nTCa8khpA+P4er3CzEcNPy+cImTwiXOoH0iYnX0fztJ9kadZnqLSmK3k59swWAw0KVLl6Bt0dHRgSAIoHHjxoHfw8LCGDx4cJ3jHLzArslkomPHjoHHUVFRgfXR9pfLysoK2l9RFJo1a0azZs2CtkdGRtY7dPBccUqH9h36n/hIX1hVVVUMGTKERx99lA4djjxc6+AoHOCJJ57gySefPK46ulx1xxyfK/6oglgzNDLC0e6raT7B7Her+fX9avrdFkrXkU6aYSJvo5GygnDi0uwIrxeRt73OvpU6hc+3vofLV4IvMo6+oXfzR9sXqbHno2saQrrPhE3nRtEpKE2K6VWzlohtHioOWn4jfLuHC25pSU1NzclthFPoXH4vnUyynY5OtlHDnIx2Ops/c6SGca9fT9WkiZhrauipKtiFQmhVJQ/26oVt4ECEECxfvpx169ZRWVlJcnIy//vf/+jQocMJXxAqCtS6ati1q5irruzOt++VBfVYAezd5KLLP+IxRwcvpApg1+CZXNjtg5LeEWT96aD9/6qOmJhCURRUuQb9OcflcjFv3jwcjuAeyNatW9O8efMGBc4FBQXk5ubStWvXw5b/8ssvSUlJoW3btkyZMoXrrrsOm812Us7hXHDKAqnU1FTy8/Pxer3o9Xp/2uy8vDpBEEB1dTWDBg1i6NChPPzww0c9dm5uLmFhYYHHx9sj5XK5MJvN5+Zdm4oiSsotfDTeyZAHQmhrtdNEq0YNCYeI+EAxISBnWiWKf003fF74ZYKdBZ8ojB8XTW4MdLncSMnKSMxVVSj3tKnzUl/+7U6yOn4eSALx/YIc+naZH3j86eKr0KsqLqUSsxrOdc3ak+EroOSDA+MAY60RNG0c/N6oqqng8+VjcflKMOtiua7zmDNysdtz/r10ksh2OjrZRg1zMtvJ4/GcpFpJZyIhBGV//onb4WCxJlihaWwXAq/bzYxpU+nbogVer5eNGzfi8/lwuVxUVFSwZcuWwGKnDeX1+fB6vXW2h4WF07tXe3yHmSujeWHr9AosMXpS+oYSluZPcqEJ+LgY5lQCKLhNMHNkHGnbaogu8hwxmJLOPfvXasrKygpKwW+1WmnevHmDjrF8+XImT57MlClT0Onqj7anTp1Kt27dyMrKYsmSJQwfPvxkVP+cccoCqbi4ONq3b89nn33GLbfcwvTp00lPT68zrM9utzNo0CAGDhzImDENy3gWHh4eFEidiHM1s4hwVCL2FDJ7Qii/TnRw4c06htys0TZNo2kkqPs+gu35goIVNvT6bYAOnR4uvEXHkJtcNE0pJjEyhrw5gozLVEgrhul1X8slyoLSkqs6Z9Dj4prd9O2/PBBYTflyA7+99jFKypH/43++/MWgxW4f/XQ7V7V48qip0k+Xc/W9dLLJdjo62UYNczLaSbbzuUEIgaZpQReHQgjWr1/PE2++yaM+HyEK5AlIUBQsVis9hg0jIiICg8HA4MGD6dixI+PHj6dLly5s2bKFlJQU3G43BoOh3vlSTqeT9evX06lTJxRFQW/UoTfqgUNWshcCn9v/U9/AHM0tWP5yCQAD3k8hLM2IELDWCa8WQGC5KEWhKMXInBvjuX9xOQZNULbehbtKq3tQ6YzhFWD3Qbju6ElFjsZkMvHcc8/RunXroO12uz3Qm6ooCkVFRRgMBqKioqitrWXLli14vV5qamrw+fyTtnw+H3l5eRQUFASCMbPZHDim1Wrl+uuvx2KxnFilzzGndGjfe++9xy233MK4ceMICwvjk08+AeC2225j6NChDB06lDfffJM//vgDh8PBjBkzALj66quPe6ieVJfPC7Mn+Zg/xchjP4VSHuqla5iBhSVuQpcoNO5UiasokotvczDkJhdtF79Bk5cmob7xB6UFsYF1pELr+QBYmzEH956ZQWnJfbXWoMc6vRa8aG1Yw8YcHLrYrTHJ06BU6ZIkSdL5ZX/WsEGDBgEHgqgbb7yRrZs3k9alK84//2RNtZ0QnQ5zVDTfr1tP/N5yBg4cSHR0NOXl5ZSUlLBs2TLy8/OxWq1YLBYGDBhAQkJCndd0u93s2LGDTp06AWCy6Wh3dwyOQg9r16yhaXpzdkx1ULnDzczhOQhN4ChoeA/oagcMiQyacgUoWK8Oo/P9YSSrgp9vziNvrv2QEtKZQgiYVQ5flsH4xhB6gkMuhRDU1NQEhvepqorFYmHBggV89dVXfPzxxwC8/fbbpKSkMGrUKJ5++mn+/PNP4uPj2bZtG4mJiQgh+PTTTwNZs/f3wL7xxhuB1yorK2PUqFEsXLjwsLkNzkenNJBq3rx5nXTnABMnTgz8/uSTT8qg6S92cC9T2zQ7pqUh/LHUi84qcNZ6SBxsZ09+FA8kevFNN2Mqi0X1+j/s968jVbIigtBOdY/dYucQvO3WM+8ngS56D2YtmntSb2DKT+l4LSVYRBS2qpLgRWurfHUPVI9DF7ut1CwNSpUuSZIknT80TWPPnj2UlvqHi+8Pom666SZyc3O54667QAg8GY2x/v47WS1borNYuPeBBzAYDCiKgsvlYunSpTzyyCOkp6fz008/MWzYMKxWa51ey7KyMnJycqiurmbHjh2sXLkSq9VKZmYmLW7wz6kK39qIxIhYCn51UbHNR/HKY5uLpyhwYyxcF6ZRut6F5hEHPacQZjKgJujp9mw82ffFBO2rGhSMJ3rFLp0wIWC3G57Og4010N0Gd8WDegKRrsPh4P777yckxJ/EIiMjgzfffBOPx4PdbkcIgaIoOJ1OXC4Xa9asYdGiRUydOpWYmBiee+45Nm/ejNvtpqCggNdee40WLVqwatUq7rrrLsrLy0/S2Z+7TmkgJZ1eik7l4tt0wb1M76xG9E/EGKqRv0Sj86X+4QQdL9zLsjkxmHQ/oJUbWNYiD/MMG6rOR2IfO+vnm1m5IQ1fizziy94nrfgFePhj9CHhtI+vQkweR8fWhYHX7rP9n5gjBa16FbJ8ZjULZkbgtVRgrvQyas5MuOzo9b++yxie/HwXRDuoFFZ+1KUDR0+VLkmSJJ399u7dS21tLYmJiYctU1hYyB9//MHs2bMx6nSEaRpeu513P/iAXbt28eZbb9G/f3/ef/992nfowPJ164hJSmLPnj3MmjULg8FAYmIiKSkpaJoW6F0KCQlBp9PVO6RPCBH0o2kamqbhq9XImWPHXeUDotlR46D2OIbdCSEo31RL0XIntRUaa94rxWMPPk5oqpHse6NJ7RdKZLN65ojLbqnTzivgXwX+IZoCeGU39LJBa+vxD/GzWCw89dRTgUx5JpPpiEPvNm3aRKNGjUhMTERRFHr37s2OHTswmUwMGzaMr7/+mjfffJOSkhLsdnudOX4yq2ldMpA6jyTsXcOTzZb4AyjvgeEEqk6hOno7Tm/wl1NBPuy+/EKyLa1otHoce5P+Seu+/kCrdb9SVs5MILZ5NSmtOkLiKv9O9/nXAROdKijYFMqezVYSMp0I/AvyAnQeYsM8559Ex2wifkYfVOpOxq2PzRxOe+utPLB8BnSLOlD/LQ6G9R14vM0iSZIknQUKCgooLy8/bCAlhMBc46TRurXYtm3FlJtL5IeTMHg8PCwESy69jEtDQ9C++or42lqaNWnCJZdcwujRo/n0009p3749paWlfPjhh6SlpbF161bAf7Hav3//wyax2p8avaKiguLi4sAcKddeL8teKq6Tle+Y7LvAzl9gZ/HTRYctVrGllvkPFnDBS4k49nj2BW8H1bGthebXRsg5gKeJEDCrAj4pPjA0M98NY/JgcjMIOc4OQ51OR0ZGRr2pyA9eFmJ/NlKLxYLL5cLn86HT6fB4PGiaxt69e7n99tu59NJLufvuu3G73dx7773HebbnFxlInUNEeSE4Kus+ERIOIeFc0LkzdO4MV98f9Nyvv/7K8OHD+ebxPHasCWHb2hAy2zuJS9XTJMRDRWELbA/+nb2Lgj+AVZ1ArJyP+s09MGF98HM1xVTNX0br/PvZmbAR4T4kWCrLI3GYFS7880AdG2DABR2J+H5qUKr0iB1eBtx95BT5kiRJ0tlHCIHD4aCmpoby8nIqKiooKSnBZDQSqtOhmEyg14MQlCxezJd33I59+3Y2eH2YAZMCXVSVEMA76yf+PesnPF4v24wm8hYuoDq7PSaTCbPZjMViITk5mfbt25OVlYXJZOKKK67AYrEEhvxpHoG72heUJEJRwRimw2g0kpGRcdLOPaVvCFHNTbj2+vA4GtYT8Oe7pTj2eIOG/vmP5ab5tREnrW7SsdnjgZd2g07xJ5nYb3E1TCuDm2JPPPHEwWJiYti1axdr167F7XazePFimjdvTpcuXXj99df55ZdfaNGiBVOmTMHn8+F0OikrK6NPnz6kpaUxadIkKioqAoko9pOBeF0ykDqXOCrhrlb+3x/++EBwEp8Oen/6VELCwRaF2LYQJSSZit27SFGcrPlpGlvX6pi+Sk/GlblULviT6D2g21ZFVL8rKd0YgtthIH9DKEVbrCQ0d6LqBc7Ei1kbsRbXh+nEt6wkDf/dloi935G+5xEUoPmFuaydaKJgnY2STT5is3QIVNDrjpqp71CpyXFkiHBKD0qVHmMNJyUp7gQbT5IkSToT7dixg61bt5KXl4fdbqdmdz5h335La4cdQ2oaodddh2vxYmq+/IJL8/PxIBAqdFJUwhVYpWk4gUK3j86qQoWAWFcN6evWUTXoErZu3UphYSEfffQRO3bsoLy8nNraWnbu3ElZWVnQYqZlG1zMuT0Pn+tAoKIaFTr8LZYWN0TWWRj1RBQudTLz6l0AeJwNGxJYnSvT95+JLCq8lg6GeuKQCL3/uulYQxSDwUDnzp0D86MO1qFDB4YMGRKY43fVVVeRmppKamoqzz//POPHj0dRFFq0aIHRaCQxMZH77ruPf/7zn4SHh9OlSxcGDBiAx+OhdevWpKWlYTKZ6NGjR1AmP0kGUueukHB44cq62yesR9s0DTU0He5uTQQQse+pnNEfc/lDvTE+O43iyNEotnJUi5XGmXbWz49B8why14SjM/hQdWCxeWl2EaydnUhKy73Et6pCfAxbUj6lJGQY0XunUBZ1HemahrnqT/j5d1rt/ZjiXbdgtvUAjq8XacHkfx/XfpIkSdLZRVEU2rRpQ5s2bVi/fj17Cwtp/uEkHPPnUQu4ly3D+cNMhNsN++YoKUAo0FjxX5xepKrYARWNi1WVbzUNIRQ8rhqq9+7lzz//pLa2lgsuuIDY2Fi2bdvGkCFD0Ov1xMfHB9VH8whqirx4DwqkBP4AS4iT26vgrRF4axo29F06s0XqodtJXsM2MjKSCRMm1NtLZDabefrpp6mpqcFoNKLX+y/3FUXhwgsvpHfv3vh8vqCg6J577mHUqFGoqorJZAokqnjmmWcCZb744ouTexLnABlInQYLS9zEh6g0teoC6zedMkLg/eNNjENer/PUBZNugfar8BWOpdrSHRHalNaX+78sWvcrZdWP8SS3rGb3egs11Xqadt3r31HRSGxbBUC1qSMltmtIblnNHtfjlJgvxT2visycroEzTSwbD2XjgfV16iBJkiRJB9t/oWixWDDvKcD566/+7fueF7W1gbK5AkIU6Kf6v13376tTVUJRcO+boXKNTsVlNhOWlYU1Kobtm3ewZcM2duXkkbsjn2+mf4s5xESXLl1o3bo1iqLg8Xhwu90cOshOqPBruJFWPojYtzaQ5hVoXmSSB+kvI4TA6XQG5kIpioLJZEKv1wfW1Kuvt0pRFIxGY9Bx9m+3Wq1B5Y6Hy+VCp9NhMBiOa/+zjQykToPCCi8TX6xmyINhtI03nJSASuzdA27nUcv5HGV4UvMwHu4/iBA4Te2oNF2A3ulAiKrAHTaDSSMp007R1hB2b7Sxd7tGUksHmmJkzfQ0XJU6dO1/o0nzClzVehxJl5Cc5GT3hijUxHdptuceBJCT+Gpg2J8kSZIkHY0QgvS0NBKKiijWDr9kxh4hiEMh5uCc0kYjMXffgzl/Nz/+9COr7XZq4uOpaNmK2PJyMsta0Pj3IZi3x5PiyCQFCJljZVPiz5SX/4zZbKZJkybMmzePgqXV+HzNAX/2PgFsa2nlo44RmHYLHrD5UIHt31axY2YVziIvHr2Cqgl0x5KwT/EHZOII+2QMtlG6zlV3OJ8COuMhc5rrG1MmndWKioq49dZbcTgcKIqCqqrEx8dzzz330KtXrwYHQjk5OeTk5NCvX7+TUq9//etfZGdnM2TIkJNyvDOdDKROA6HB7Her+fX9ai68w3ZyAqqyXNhbfNRiqsFMSPupwGHSxwpBSfxtNO5aTc6qcHYsdWOvsBKdWouzSu+fYKtAk87lOOd9Cz+vxtP8FWqrDFgiNbw1Cvnrw1B1Ar3RP3yiSZdyCjbfwLLkG4hId1G8MZyYu67AFiLH2UqSJElHJoTAs2UzlW++Se2K5f5hfIc8vxuoFpAnBA4FPEIh2mgkISmRsNvvIPy++7kOcG/ayORP/0tG584s2LCBP9eswVkaSUJBDyoLFMA//qoKqMx2sUfJY/ny5eh0OgYMGEBpdC3fT8rBty+Zg8Om47sb4qmyqry2XcP3/h7St9bgrvbhrtTwqTDn6lgSc2vJXlxFSIIeY6iKa68P197DB4ThjY3Y0ozkz7MftkxMWwuqQakTNIWmGOj+XAKq/sB2vbVu2nbp1DpS6vDj6f1xu93k5uby9ttvk5qais/n49tvv+Whhx5i1qxZxMTEHP0gwLRp0ygvL6dv377H9PoHZwY8WE5ODikpKUHPnctJKmQgdRr5vP6Aav5Hdh6bFU95KxNdw469K1TzuMlZFEt62laUMTP8G6OT6i2rCMCT4M9ytL+so5Lcz7ZTFH0H+i8jMDZrROPMCoq2hbC3MByhKexabQBFx/IZcRgsgsRMO+s3XYizpgcepx5LmAdVEXS6opiNv8VQWWTCaPVRU2WgcccKindY0JQqyndE0LhTOaV5KYR1lG8/SZIk6ch8xcUU33Iz7tWrD1umQgjma4IwQLniSsLuvItoq5Wk9EboYuMoXO7Cnu8B0hGePmxb5CPW2hR3hEpsUf2Z9goKCihwbMDr9ZKfn8/AgQPJiMnCEqfD6xBoCswfFE1OpgUUhXKzypS+kdy21I7VqSGAra1DmDckmrByL2nbamh9SShZN0Sy88dqVr5Wctjz0ZkUknuFULqmxp8psJ71pxQd9HsnuU6vlaL6e6DO5YvXs9EPP9j58stKdLoDf5fmzY088kgMxzsKTqfT0ahRI5o0aQKAzWZj0qRJlJSU4PV6ee+999i4cSOqqnLVVVdx1VVX8b///Y+VK1eyYsUKYmNjWbFiBU6nk86dO7Nz50527NgBgMfjITQ0lGeffZb58+czdepUPB4Pffv25eabb8ZgMPDLL7/wxRdf4Ha7GTRoECNHjgRgzZo13HvvvZSVlXHdddcxZMiQetdgOxfIK9nTSKeHC++0MeSBAz1Sx6Nq9gwKNg4jZuZIbLUr/Rsf/tgfKMWn4/Z4Mej29XXlrIXXbwkeYvfGUlJuj6BiSQi+GoXWF1YA0P7SIlbNjNuX/tKAJcyDonnIvsS/0nXry2HVzFSMiod2g4pZPTMOVYUWffzzqRRF0Lp/CblrwnDXGFDVcCyhLn8QtjCUNW9ruCpVEroqpF0kV12XJEmSggkhqP3jD9xr1tT7vCYEPiBFUUhWICEyktZ33Enbfv0CgYTwCdZ/uJft31btO2hjUBR0Bi/RnUwYtySj1Zn5BG18A2ju7kzS3iQS9sQQLuIJTTVy+Q/pqIrKQrvC4gIVocD+fOhbW4ewaFAUA74pxRGq4/vr43CGqDhDjPx8dSzhE/dQut5Fm9uiSbqg7vyV/cLSDbS6OZLmIyMoXOJkzu15iHo6sHTGc/Pi9FyUnW3msceK2LDBP6dPr4fXX09AfwJX4pqmsWfPHgwGA263m5kzZxIeHk5cXBwvv/wyAM888wzr16/nhRdeoFu3bmzdupW33nqLJ598koyMDDRNo7q6ms6dO5OZmUl1dTUOh4MXXniBLl26UFpayrhx43jxxRcJDQ3lhRdeCKyV9vTTT/PMM88QFRXFE088QaNGjdA0jeXLlzN27Fjy8/N55pln6Ny5M0lJ9d/gP9vJQOo0UFS4+N7gAOp4h/QJr5uS1dC4cwWl9tuw5d7jf+L1WwDY/dTPOJxOMl+/0h9Y7dtuN3WkIPxuYvZOwVZWgPrilYi+5fg8wfXQhIoQOhRVJSrFQeku6yHP6+l4mX+hXaMVdm8MZc9mCzqDwOv2f8CntK7CYNYo3BZK20H+da5a9y5k7fwEUi/UEd9FfhFIkiRJh+HzwmGGRe0Blvo0XMCO7GxqL+iFNz+fLLc7eAFdwYGVUFH8v7t1WDako7nrP3ZsWXMoA2UXFC9WqMoyoGYrhMaZ8An4Xw3013vZvcCB5j1wjNXdw0jf4mRj+1B2NbPsm+wkWNY7nKzVdmL31pLQzUpSzxB8tf5MgzqTirLvq9AQoqIz+b+LDaEKlhg9ikrdQEp2OJ1VkpP1jB4dyaOPFuLzQVaWiREjGraG5uFUVVXxt7/9LZBlLyYmhldeeYWoqCjuu+8+XC5XIDByOBzY7f6hop07d+aWW25BVVX++OMPrFYrKSkpJCcn4/F4ePHFF0lLS+Opp57C6XTi8/n4/vvvGTRoEP/+979JSUnh7bffpnv37gwaNAhFUZg0aRLh4eEoisI111xD7969sdvtvPnmm5SXl8tASjp5EiL0PPli9AkFULlzfBQuFZhNlajmbjTNtLN+08WsTS/C5bAQn55LWsutxEVGoo+L9fdQHSQwD0r7D64fW2FuuwadHoRJI39jKGW5VuIynBjNGh63gs+jUFlsBgUKNoeyZ3MoCc3saL4D9V9evIyXp03moTZDyY7tg2I0UrA5lKKdNuLSq4PKAig6lcTusidKkiRJqp+iKBg7dsTQtCmerVvrPJ8EXK5TsSsKf15+Bdc/9hiKoqDTHf27RUFBVxF6xOf30xQoN6qBFOcq8HQqlJR5mPleAV6Hv0+roJGZCU+m8fndSThsOlQN0PxBlk+vMOvqWJq+kst3l+cA4HFoIAR6q4qyL0FGSKKeARNSsMb7x3tFtzZz6VfpHNppZmt0fmRFO5eMHBnGxInlbNlSyx13RBIbqzuhIZjh4eF88MEHpKeno9PpMJvNGAwGNE1jxowZfPfdd6Snpwee3y8iIiKQ2e9gmqbx4YcfsmLFCj744ANsNltguODnn3/Oyy+/THV1Na+++ip79+4lJiYmcJz9gZKiKISGhgYSYKiqesT5YWc7GUidBr1ijUcvdARCCNwOBUusQFRotB64L0X55bD2VyMpOY8Rv+IDmO4l8DE7Zga5G5pR1CIPs+HA+lB7N8Vh0GnY3U1JibFT6xTsXm8jplENQoDZ5qW2yEijdlWU5loIj3OjKJA9uIjVsxMQQmHrnzru++xDVkfuwH5/NM/+8BXZOb/zzICHICmKtperFK+IhO1e9mwNpTjPRlxq9eFuMEqSJEnnKSEEwuHAs3kzSogVQ5Om6FNSiX3vAypeeRnP9m3k6vRUb9tKU6/XHzQpCiGdO2NNTg6kfj5p9dn3b25TC581tvGFWxBe5KHkzxoAXGU+dICmgcus8tOIWCqi/ZdWbZZV02NOBcrBk+4FCJegas+hC+ce6G5yFnnwukTg4lNvVUjsbpVzns5yiqKQkKBn9OgIPv20gmuuCT/hv6miKISFhREZGRm0vaKigk8++YQ333yTnj17smXLFj755JOgVOcHH8Pn8+Hz+fjhhx/47LPPmDBhArGxsWiaxq5du/j+++956qmn8Pl8PPHEE/z000+0bt2amTNnUltbi16v55VXXqFVq1YndD5nIxlInYXs+bDnfwJUhZDoSKAm8JwAXBc8iNLm4gPd/g7/cLqUrG0Y5v9MWZNHDqwPdblg7RwfpupiUlp7UVX4Y0YiBZttWKN9JDauoqLQhCag1qmnzYADk2NNNgVThsqIiWPZerEOWiWiAvbrk1i0voIHF/2DpY9OBCCxuw57roCkSFoP8QdWZq+MpCRJkiQ/IQSejRspuf8+3KtWopjNWAcOxNynL8bmWVguGYzbEcusz4spZSODTCoWQAmxkjJ8JIOvTq//wArozA2/YD34mykn04JPp/DDtbFsNep46ncPV39SSP6san/ypoP2WdovgnWdDqy6uquphUFfldBom+uYxp5oHsGf40sxhR3oQYjvaKXRwJO8oqt0yqmqwvXXR9CsmYm4uBMbkaMoymFvHISEhNCqVSveffdd/ve//7F+/Xp0Oh12uz3QS7RfSkoK//3vf4mPj+fDDz8kMjKSN954AyEEFouF2267jaVLl3LfffeRlJTEmjVrePbZZ2nVqhXTp0/n/vvvx2q1smnTJm655RZmzZoVdHyd7sR63c50ijiL+9uqqqoIDw+nsrKSsLCwEzqWEIKamhosFssZ/wff8Y0X504XUSku8jfYSGlRTeEOGwlNKilcYcfpTabtzl4HEk8clJ2PkHDWLe5Dm/7+xXSFgGXfJWIK8RDbyEVJng1PtSApy06NLgJrosLu33y4yhVCYjRiU6sp2mEjqXk1pXvCaHOfkctu+zvz+npRow6MR9fKaum/wMD3H7xyqpvntDub3kunk2yno5Nt1DAns51O5veK5Od0Opk2bRo33XTTEcsJl4uia0finPVT8BOq6p+Z7/VSZBjAGtNLdfbNuNTGxR+mUVtbi6qqGAwGhCZwV2sgIG9uNdu/8yebsOd7KF3rqrcOmgJLLoyg8UYnIdU+xj+VRnmMAXu4Hk0FU43Gde8WUBFtoOu8CmxVPgSQn+Ef0lcRrSew+KIQtFxp55Z/52O1a0Q2MxLRxETur3Y0z7FderW8OZJer5ybc0zON0IIhPAHVSfC5XKxYcMGWrZsidkcvJyMEILy8nL++OMPNE2jXbt2VFZWEh8fj8fjwW6306RJExRFwel0smzZMmw2Gx6PB4/nQG+pTqejTZs21NbWsmLFChwOB61ataJp06YoikJlZSXLli3D7XbTsWNH4uPj2bZtG2FhYcTHx+Pz+Vi3bh1Nmzatd3HgU0UIwdSpUxkwYABRUVEn9diyR+oskTvHx+4FAqGBweRDb9SRmGmnaHsIRdtDqKlS2bUmDEUfRuOO1ZQ6byM09x5/Zj4BSkI6whhCzrxQNE2lYEsIJTlWbDFuaqv0qHrIWWkmNF7DGKoFMus5dqt4qgWRSW6c5Qr2vUbWiFXcMuEjHu41ijZ0Y9hF/Zm/dgb0OBBIKZvsXNWpByJ/s39DSDhKZMJpaj1JkiTpTCaEwLVkMa4li+s+qWmwf+0o3+HXXgL46aefSE1NpWPHjjgKvfx8Uy4e54H84IqKf7SGQp05RwLY1czCdzfEkzG7nMg9bnapKqLCBxU+CNVRG6tn6m2JuM0qTpuOS6cUo2pQHmOg5+xyShOMLOsdjrlGo/sv5ezOMLNoYBQXfV1Kcq9QWt4cScHvDtzHGEhJ5w7/nKITP47ZbKZDhw6HfY2oqCgGDRoU2JacnFxvWavVSp8+fY74WqGhoVx88cV1tkdERHDRRRcFbWvWrFngd51OR7t27Y547LOdDKTOEin9VfRWjT0LvRj0Ptpe7F98t/3gIpZ9k4BODzqDgsnq9gdB+dewJvUaHJWheFfm0exSJ/Y8HwWrwomsnQd//kCrvR+zqdlPNOmeRWWFHldlKGgabS8sYvbKdTz+/fPc1ng07SI64/WoeHROnl32Gr/a9+AcFcWjM95jxrVzuL/HMCK3u6jocaC+kSvzGbDsXvh+35ffhPUgAylJkiTpEEII3KtWUnzrKLSKihM6TnV1NS6XCyEEmldQscONxx680FJIgp64DhaKVxw0LF5ATajKtzfEUR2m40+3gphZhfhhX8p0VUG5Ow6GRmIP9w/JWjgwkmZrHWT96aDNsmoy1zr4+OFkNB24rCqaTmFvnIGFgyLJ+tNOG8ASqye6pZmaUm+956B5BVW5Hqi7bJQkSWcgGUidJVSdQlJPHXtX+3BXBd/KMIf6iEmzs2dLCG0vLgOg9YUVrP4plug0J2poKDsXRyCqymnctZrSxdHkxz1BafLdqBYriZl2SmbHERLuoby0lpH/fo/f3LupujmGZ2Z8QI+SWTwR/iAPLfkHG/oboEUCKuAaFc+8DYVsn/wf0tx5hD6bA9HJULabWI+LlGR33RORJEmSpIMJgX3adHx79hz3ITZu3Mi8J8azfdsOoiKj+G3eAtLiO/CTI41a54FyBuBiVSEyJHjZDU2Br0MNbF3qQFvmhEofwiNgf2r0DBNKWyvi01LEvvm9dmC6qmO0XiHBJ1hyYQQbOthAUdBUwfxLoxD7XuaHkXH0q3BijtJx6VeNDptsyZ7v4etBO/BUy0hKks4GMpA6Qwkh2DlTkHGZP63k/nTnKgKE4l+vaUsoiZl2XHY9mo866cW9bh21DijLi8Bo1tCbzDTuWsR3c6t4c+VT3Nnidq4akICiVNFuYDFrf4nl3plPsutKAS2T9gVLCczdUMbOb5+mUaMw1sVrqIBvQyWeH3ejuyCO5MRoJiReS0buPf75WC9ceVraTJIkSTo7Caej/u0AioJqMCC8XkzGGgwmLxrBqb8TUxLQzCkklfTFUGwibE84CBO7HRpLHQdG8bUwwmUK6IxK0GvkZFlYlRmK79PSA8GTwV9GUUEZEgEpJthdhphZEdh3d5aZ/10ZQ6fVdn4eFoNvf/4ARUEclEtgU7sQFngN9EcJrBFVH51ZRW9W0NzBZVS9nCMpSWciGUidYUR5ITgqqS40UbAolZikXGzxtSS3D8cQGkvRQoHR7GHnyghCot3sXBGB3uyjcD0oJgIBVkIzO0IoVJeYSW5ZxaylG5iw9QMil1jZaHJifzCKsV9PYPGviVzn6MxzX8/krqxR6PQaNd/nYyQFXUv/QnFavIkIs4X+Ce2Zu2YWtbnVoIDxtqZ4vs6jslbhh9quvFtyA/d8EMnQuDGkFb9wmltSkiRJOisoCtZLL6V68meIfQuGHszYpy+xzz6HZ9MmwuMTSGuUjt7gn1zvcDgoLCzEpbnZ+nMt8bnJ+BwK1fhvSPY0wFoFHMLfG9XPAqb9c6QCrw/VEXp6eXwsNyqUugWooFwSgVhmRzUpMCAcoQdlWBRiQTVU+VD2Pf6jl40wn6DHLxUAlMfoWdErHK9e2fc6Cj6DwkcWE0MdkK1oOIu9HDxJSzUohCQaCEnQc/l3GYhDOqSM4XLNRUk6E8lA6kzjqIS7WlGSNp7G/a6kdNJsbLn3oE5YT2jrEP78vpTMppE07lRB8U4rjTtXkLvORoer7GxbasSpVjG/yYtolhKUxnFcLG7jjk+nsTpiB+XaXow9zeha+Yfm1d6awPfrKpgxYSL6B5rx4IR/QaIJ0zXN8Hyfj3d5GcZrGqFsquYSSyTZpZV4VxWgvykdXQt/kGW8Lp1VE7expuxz1AdTGfvdeyzatpaJsSqhOjk0QZIkSTo6Y9t2hF59DdWffhKUUEIBjNHRmLt2xdy1K3PnzqWxpZz09HQA3MWVlJcU8M3332CqjiRW0wB/0KEokG6AFiZY7oIWkSrZ8QqmKB3JF4RQvKKG2kofwgftllTTDggFvga0OAPK9TGQYMBkUzHF6RECvMlGPF1DqJ1ThZJlQellwxGqY2+MgeEfFqLzCkoSjLT5oxpFVej6RBzhjU3sj9yMTh9rP9vLn+NLg4IlnUmhx/MJNBsesa+8JElnAxlInSGEEKx5y0VtRTrmPiWoeoXGmRWsz7+GtU2vxTHBhEAQrkumcJtCaLQHhOLP3LcthJUzE/B5VBba3qbDJZ8QFVnN3nIbE77czpKLk6FVAuqHDpRES9DrKolmaBKCZ8ouDNckBwIk042N8W2opHb8VmJtEVzveonUUjc2rRc18QfSbNaO34p+YAL6lhEAOG9K5scNNgb82pol7zwG+n2LD4eEn5J2lCRJks4OQgi08nKcP8+i4qV/4s3LB58PnxBsEYIsRQFFwZiVhc/n8yelcLupra1l9erVtGzZkqioKPr27cvq1asxVkWg1+vxHNTTowf6Rynscqs8+24ig/qHoKigs6g0uSKcZf8spvAPJ5U7/HN6W0eqzDIpOAaGQ7IB9eooeoTDuBYKYq+Xuffks2tnLZ+YFWqvjELYdCjAH33DafGnnbZLq4krdBNX6EZR4RI1mvjoA+e8d5OH794vw10VfKPRYwdHYf0JKCRJOnPJQOo4CK8b34w70V35Hsr+QKG+cvuG6dVRTypwez5U7TaSUvYa9kYjaH3FvgVzL6xg7a/RpOX9HYDiZs+RkOWlNNdC9iX7MvddWsSqH+MRNVWIkGKiIqsBiIqsJizSixZqQgV0WWFom6pQe8QGXte3qRJdVhi+TVUo8cHrECjxZswVgjhnBOEJrdkZdR2v7P0XD25Ihwvi/WXCDagJwcGZFm8iLjEWwmMhIj4w10uSJEmSwB9Eebdvo/i20dQuXx7UC6UB64QgQlWh5wWk3HwLc+fOJTc3l02bNhEREcGmTZvo2bMn4eHhuN1uVq9eTao5k3SPh4MvbRQFspsZefLyCC4ebMNsVbFrMKkYro9V6PNGEhv/W87Cv+9B08GyYTG4QvUo2SEoqgIhOhb7YJsLhhoFW3a7ESpYhkdRe4EtMEKw1qLy44g40rbVEFHmPfwCvAKET6Y+l6RzhQykjoO27H3E7q/RlnVE1/2+wxfcN0yvjnpSgZes8NGkcwWueRHgqsY/wGAfRZBU9h8A9ibfTmJmKGV5hwQvHoFRK0VUxLO33BbokTLWxKJsdUBPE2rzMDzf5qM/OJBaW4nxmjT/MQ4JssT8YsLVEB67ZAh79vSm1HIp3aI+J2J1ERX7AildVhjaxirUngf2U7c4GDboKpTIBKrzBAWLBLHZCrbUI7WqJEmSdN7QNCpefZXapUsDm2qFoBTwCChXVHZfPBD9yGtRExJob7FQVVVF69at2bp1KzExMbhcLi666CISExOpqalhxKU38uvOPTj2BPfshMXrufreaHQG/7GfzvUHUtU+hb8nQ8bgMCKamKhUFHKizbQxKgfWmtrH7vPvC1CRYKBTvA51djkAllgdoUkGSlfXUB5jIKJM9ixJ0vlCBlLHSHjdaMvfRndpLb5Zb6N2vuOIvVJHsj8TnzlcQ1V8ZPSys37TxdT6Ysjf4KJ4EyRk1iC0g7MLqRSs01FTraNgkz+xRFKWHaMVCE2mV9nD/PGbmxpRgUVEk735DkI3/QtHT1CjTQinl5pn1xCiGgjTh1Na40KNMsFBQZZw+XB/tQvFpVH+YBoP//AJbYszeOemzpQZ55D0yyhCn/0d4tPx+hQKFAccFEhF7PAy4G7/InElK3w07lRByYoIbKny7SZJkiQBXi+1q1YFbaoFcjTBDiFYoTdQJkCdPx9bTAyqqrJq1Sq8Xi/z5s3DYDCwa9cuKisr6devH3q9nrAkC0OmZ6Ad0uOj6hV0BgCFH8vhw2JwavDmHrgwAjpF60nqqScJePkIVXYU+nu4Gm+qofGmA2tQxbQx03hIGCumlvg37MvKp+jw92pJknTOkle2x0hb9j5qk2IUg4LapBht2ftH7pWqz74FJFL6qxhCNUqXabTuUwRA68th2TQN+4JfaZ13F6U7b0Dr8xDvXdYZV5gOUfsy/RZaWNTXgFvdizEzlv7arcxN/RCPrpCwkl3c8t8/KRy8i9AFz1NunsbAPsWElxdQXqVnfpSRq28RWK1OXA4vy6enkPdKCSarl5z8GrRnNyBqvehvSEPXKgIA+/VJ/L6+hBu+eJ4P+r/BByM/xWXXE59dS6OhYfS+/iFKPygNnJ7NHUbBh1HsDXejKpo/QFwYypq3NVyVKgldFdIukhmIJEmSzkfC66V6yhQ8O3cEbQ9TFHqo0BiF2i6d6XzDDWzYupWFCxdSWlrK+vXryczMxGQyoWkaOp2O7t27k5iYSMuWLVFVBVOEWv9rCsh3wzN54Ng3PanEC2Ny4ctMCG/A1ZA5UkdMWzN6S3BwZEszkHVDJBmXhtXZJzQlOE27olfqDa70VhVzpPxelKSzjQykjkGgN2pwDaCgNK/B9+MReqUOt+KeqwLwL7Kb2F1H6crgYQBmby7Nc68HILFsPN+leMjsvHnfcL0NfBPSkd4XrQgM3/vv7C0MvnhJ4PEU2nFnn1yYMZ5vL+vCzSM2BZ5LSuzKwD5LA4+txr7cWPIxzbrtZe0XdlqvyWZIUTvmJTYPqpOWYCIu0kLbi0pYOz+B1Iv0xHfxn/OCyf8OLusTFP2xP0AsBKB170L/fhfqiO9S/xedJEmSdG4TXi/VEz+g7MknEE5nnecVRSFWCFrm7CQ5P5+y+Hj27NnDpk2bKCgoQFEUnE4nycnJhISE0KRJE5o0aXLU1/UI+Odu2FATvH1+FUwshocS4WidR6pRYcD7KXVSkyuqP325Jfrol1ShyQaaXxuBq9wXtD0qy0TmiIij7i9J0plFBlLHINAbpdvfbX+UXilXPYkmAGr2IrzuQPAlnFUUbNZRkmsjtpEbER2OGDcDxQag4Nr+36AEEkqIGvTYHOoJeuwKO3BXqzYsuKzJEFxWNTpwVvmHCwr8Ac5VhkJ+21ARSCgBoG62M6xDH/8DnUpi98PfOdsfIJatDP6iUI6ynyRJknTuEl4v1ZMmHjaI2k8HdC0qovStN2n87nhycnLweDzYbDbS09OpqKjgqquuIisrK5AG/YivK+C7cvi8tM7UJ8J0UOXzD/ULPcrXk6IoQQv5Hg+DVaX7swlHLyhJ0llBBlLHQOQvRpQmoeUd9EGqCRTHYsAfSO3P6KcOeRucu1HengEoULuvd8qkIDzliKXj0fV8EOF1Yw5zgKWSVkPWUrwlGbMt0l/WWAWe2zCL9kEJJDSfJehxjccY9Nhc5QPV/6c1V/mCnqv1GIKP5bHSasg2isdNwmzrAcCAkPKghBIAYRs9xDXvS8FW82E72uq0l4A9W0MpzrMRl1rd4P0kSZKkM48QArvdzsyZMykuLubiiy8mKysLRWlYcOH4ejplT/zjiEEU+AMWVQhCKyvYuzsfp9NJWloamqbRrl07nE4nAwcOJC4u7qj1Bf+ytwrwaiPqZNPTKzAoEkJU/3dWQ89FkiQJZCB1TPRXTz5qmf0Z/XwznKjhs1HCXQifwPeTQDdU8X9I6wTa4kjUrnfj++M9mvbJQHnkCgAS9x/oOxAvfoN3lo6r1U18VdoSV2gIlvA2zP+qlB27uxGZDJXCyq9qKqULLIQrTigyMLbN9eD1r4lx3Zw/mUI7toWGU1mhsmZJKL7arlgsXnTCwl1RV6Iz6UgsGw9l4wFINbnJ2F1KyfgCFL0RdzXEWCO4+Jlkdi+uxext2NA8c6wKSZG0HqJSvCISs1dGUpIkSWcrn8/HSy+9hNfrpUWLFjz88MO89957pKWlHXE/RdOInPUTZb//76hB1H5eYGWoDYui4na70ev1xMfHU1tbS0FBAbNnzyYkJIRu3bqRlJRU7zEqKzW+/LISj+fAd4/BoJCebmTr1trAtq+A5GQDQ4fa0MlBE5IkHQMZSJ1EB2f0806djRaRiJanIqrLUTPLgoYEKpnl1Cx4E5c1nUhDIoyZEXwwRyWKMRTjY3aigbsPemrmRw/x1WYNdbchkMr8a5riXVTMu8ndsSU2B3MIvL0Sm6pypxBQlOPfuWUlvH6L//dDX/MgvyWvhPH/RUk5MFdKCEFsFw2LpWHfNM1GHHh7JXbXQfcG7SZJkiSdgcrKyli8eDGff/45sbGxbN68mTlz5nDrrbcesSdHrF5Fq59n4WtgEIWiYIyJ4cIXX8Q8+FJKamuxWq1ceumlqKrKtGnT6N27N6GhodhstsMexmRSmDPHwYwZVWj75jX16WNl7Nh4Xn65lPx8//xkvR5eeSUeVU7flSTpGMlA6iQ6OKOfLhuIvAdd9/vwTOiC2FqGN/fADFXhUtie/wKmy6cQ+WDXugcbMwNsiXW3A1f17sq8NbPwbKoKWhMqZF01A5Y/CD+5DxR+ZxXojfDClYevuCnEv7bVoULCj3LGkiRJ0vmiuLgYk8lEVFQUqqrSrFkztmzZctT93EuXQkOCKFUl5KphmLt3x9KnD4asFqCqREVFMXjwYMLCwlAUBZvNRlRU1BGDKACzWeHOOyOZM8dOVZWGyaRw771RdOtm4YorwvjPf/YiBDRrZuLaa+X3nSRJx04GUifJETP6RTdDCEcgJZDL5WJP8W62lytccpQhEfW56OL+RP06m0KnF9cbmwBQq7y0rCkhJdVdd4eQcPjPn6D5wOc5sF1vgh2rwecJ6nmSJEmSpEN5PB5UVUW3b/ybwWDA661/8Vm328369evxeDxY8vKwEjw/SQC7O3XGazISs2YNCEFZdnssN9yIGhkJDiesWAH45y2tW7cOg8GfSlxVVdauXYtef/RLGJNJ0KKFwtKlVpo0cRIdvZGVK1U6dPASFmalqkpPnz7F5ObuJTf3RFrHP2rD5XJhsVhO7EBnOJ/Ph9frxWQyne6q/KU8Hv/10v733bmqtrYWvV4f+H99rtq8eTPR0dHYbDZ0Oh1ZWVmEhISc8HFlIHWSHCmj38Fzqz7//HNGPTiKjh07MmPGDIzu8mN+rdTkODJEODaTilDdUJxDbGpzfqudVW95JTIBIhMQ+Zvh/g51C9TXGyVJkiRJB4mKisLj8eB0OgkJCaGkpITY2NjDltfpdAghMDbLRDEYwHPgRp4aFUXkY4/jTUxE764FAZEmE1o9QwQzMzODHjdv3vAbf6GhcMcdVrZsEdx5ZxgREQ4A2rQxMGSIlWXLNK65xoZe7znKkY6uurqapUuXMmDAgBM+1pmsqKiI3bt306VLl9Ndlb/U1q1bURSFrKys012Vv9TKlStJTk4mOTn5dFflL6XT6dDpdOj1etSTOI5XBlL12J95T3fle/WvD1XfPkfJ6KdpGs888wxjx47lpptu4v3338dkMiHyDxNIxacfcWjd/rWbRP5muKsVvPxv+NtHVJlMfH5RW1xhOsxVPq5zOwgsERgSLofwSZIkScclLi6OsLAwli1bRuvWrVmyZAn3339/vfOjjEYjbdu2BcCVns7KL6aQsHo1eL0oVisR995H+iWXoJyCu+AtWmgUFpZxyy1RhO1bHkQIwSOP1LJqVQ19+kSgHm0RqQYoLy+nsLCQ9u3bn9PZ/8LDwzGbzXToUM+N2XOIz+dDVdVz/jzLyspo3Lhxg9ZjO1sJIdi2bRtt27YlKirqpB5bBlL12J95T1vWsf71oepRX0a//QGZo7Kcm0ffztdff83LL7/M3//+96N/yOqN/p6kelTVVDBl2VhcngLMWjjXmYzsHyn++UVtyRyx+cDivMs/4a7MbsCBnilJkiRJOlYWi4VHHnmEt956C5/PR5cuXejatZ45vofQzGa2XXcD7f7xBJ7NmzF16YK5cxeUU5TdwWxW+PvfYzh4JKCiKLRpY6JVK9NJCaIkSTo/yUDqEAdn3vPN2jfHqYG9UofSlr2Plj+dt0fNZdbsMmbMmMHll18eXOg4eommLBtLZpsPDwRLt47kTms4vLUC17ZxREUuB/YtzqtUHFfdJUmSJOlgiqLQtWtXJk6ciMfjITQ0tEHzKoxGI90uvJCQzEwYfOkpqGkwRVGob5qLqionNVOf1WqlU6dOJ++AZ6jY2Nhzfn4U0KDFns8FLVq0ICws7OgFz3IdO3Y8KXOiDiUDqUOI5R8EMu/tn+N0aK9UQ4b+Ca+bmv+9ivVyN9fsKeGSpxbQrkPdD9jA/KXiXHBWHniisgRRWQLWcKptYf4eKF8xZl0cTm8hUZHVgD9YclZt4b3vbsQVpqNCb6GgMIqkhL3+xXmN5/aYV0mSJOnUURQFq9V6TPvodDqaNWv2F9XozGE0GmncuPE5PawPwGazHTVj4rkgJibmdFfhlDjX50bt17hx47/kuDKQOpjXjbb8rfoz7x0UMDVk6N/y9+8iK6MQxaCQ2seIWrsEOMKdKmcl3Ne+7vZ3VjFl01tBPVDzF/bj57ld/SmQBDhUK9kjlgeeX7CwNxG2MMy6OK7vMuaEmkSSJEmSTsS5HljsJ8/z3CLP89zxV56jXH7uIMqqj1CblNSbeW8/4XXjW/YWhLnwLXsL4Q1ONy6E4PlnxhC+7TNCsv3bdFkutOVv1ykLIMoL/QkjhKjz3H4uX3FQD5TATef2GxjYbymd229A6Al6PsKk58FeE7mr96vYzDKRhCRJkiRJkiSdbDKQOoiyZwnarkS8PzcJ/Gi7khD5iwNltGXvo4QUQCUoIQVBQZbT6WTkyJEU/TiOtL7GIwZkAY5Kf9Y93+FTr5p1cewt93ej7y23YdBrQYGTQe8Let5MWP2vJUmSJEmngRAi6OdccbRzOhfOu6HncD6c5/ny9zzbz/Fw/orzkkP7DqIN/QiTxXLYLsD9vVGKz4PuMgXfTA++ZW+hdr6DPcWlXH755WzYsIH1L16Abncp3j31p0I/Vtd3GcPkPwjMkYq2etlbvjgwlC/amMaWpem4lErMIpxr4wYgts88rteSJEmSpJNJCMGqVav47rvvsFqtXH/99efEvAyHw8GXX37Jtm3b6NGjBwMHDgxavNXn8zFv3jx+++03rFYrV111FZmZmWfdUKry8nKmTJlCYWEhAwYMoHfv3vWuw+N0Ovnwww8ZMWIEcXFxp6Gmx08IQUFBAVOmTMFut3P55ZfXSWPv9XpZsGAB8+bNIzo6muuuu+6sPM+tW7cydepUNE1jxIgRNGvWLOg87XY7U6dOZevWrbRr147LL78cs9l8Gmt98vh8Pr788kt69epFWlraSTmmDKSOwf7eKDVR8SejyAStsIBdX4+h50OfoaoqixYtIr29f66TKC/09zgdRORvPpCRz1EJXjeMmQGq3v+voxJevyVoH5s5nLt6vxp4XO2qZPIf+kBgdVO/MXWH8HW49qSfvyRJkiQdq927d/PUU09x5513kpOTw5gxY3j33XfP6oszIQTvvfceubm5DB06lLfeegur1Uq/fv0CF6VLlizhtdde4+GHH2b37t089NBDTJ48mcjIyNNc+4bzer289NJLhISEcMEFF/DKK68QExND69atg8ppmsann37KSy+9xMCBA8+6AKO2tpYnnniCrl270qRJE5588kkmTpwYCPiFEPz222/85z//4YEHHmD+/Pn861//4qWXXmpQ5sozRWVlJY899hjDhw/H6/Xy+OOP89FHHxEe7r+GFELw8ccfs2bNGm666SbeeecdFEXh6quvPutuABxMCIHD4eCjjz7i5Zdf5rvvvpOB1Omg5f4PUSRQ+vofK1mgrfLxx5w3SE1tz4wZM0hMTDyww/5he4d6Z5X/3/qSS7y1At5YCjo9aD6w1p3jdK51tUqSJEnnJiEECxcupFmzZgwdOhSHw8GwYcPIy8s7qzP5uVwuZs+ezWuvvUbLli0pLCzk22+/pV+/foEymqbxf//3f1x44YXU1NTw6aefUlhYeFYFUhUVFSxbtowpU6aQkJDA2rVr+fHHH2nVqlXgwloIwcqVK1m8eDEZGRmnucbHZ9euXezZs4ebb74Zs9nM3Llz+f3337n66qsB/99y2rRp3HHHHWRlZdGsWTNKSkrOuuBizZo1GAwGRowYgRCCmTNnsm7dOnr27Akc6LHq2bMnPXr0YMmSJWzevPk01/rkmDZtGrm5uTRv3vykHlcGUg2wP925mtINETITRacBoFgmYRgexsWXmBgel4biq0LkVSIcu1Ga9jr8AYty2Orcw8e3DsBg8uKp1XPNj2tZ0ikN15bnMecUcF2/hwnZfgdEvkChYQgf/O9hFNWB0EKIMCfTtuNngaF9k/8gqMdKkiRJks4Uubm5pKenoygKISEhhIeHs2fPnrM6kKqursbpdJKYmIiiKKSlpTF9+nQ0TQv0UFxwwQWA/+J09uzZhISEkJKScjqrfczKy8sxGAyEh4ejKAqNGzdm7ty5CCFQFAUhBHv37uU///kPDz74IE899dTprvJxKS0tJSIiAqPRiKqqNGrUiJ07dwaer62tZdeuXUybNo1PPvmEqqoq/u///u+sC6Ty8vJISUkJvEeTkpLIzc0NBFKKojBixAgee+wxFi9ezPr16xk/fvzprPJJc/XVVzNixAhuuOGGk3pcGUg1gHfRG7BrClrxn1DlReT4Ayl9nzCUf1zJoX1GytsrIHcjmA8s/FVlMvH5RW1xhekwl84gp7aQi/v9EQiGvlS6cFHfP4iKXO5fZHfpj4zelYTiWMwHZfPo3XNeoOwvv3ULSjbh8hUf0/k0ZB0sSZIkSToZfD5f0JwaVVXP+pEVmua/Dth/XvUN71IUBZ/Px8yZM5kwYQIvvfQSoaGhp7SeJ0rTNFRVDQQMOp0uaLK+pmmMHz+e7t2706RJE3w+H263O7Df2eLQ+up0Orxeb+CxEILKykr69OnDPffcw++//85rr71G9+7dsVgsp6PKx+Xg/4uKotT5v6hpGjNmzKBv374MHDiQr776KtADeTbbfxPH7a6bPftEnT3v8tNEeN2I/z2P7nIFyjehtNTQX6aiv0yF0MPciSjOhQc6Bi2w+/lFbckcsZm+1y0ls8c3qLpDMu8ZvcHBkcmH4e716K+ejKI6gssaPMFZ+nTHNhb5wDpYMrOfJEmS9NdKSUmhqKgIIQS1tbVUV1cTGxt7uqt1Qmw2G1arlfLycoQQFBUVERMTE3Qx7vV6mTRpEh999BH//ve/adeu3VnXgxEREYGmaTidzkBChoSEhMB5VlZWMn/+fKZOncrIkSNZtWoVjz/+OMXFx3aD93SLiorC6XTi8/kQQlBYWBg0VcNgMJCQkEC3bt0IDQ2ldevW2O32v+TC/K+UnJxMaWkpQgg0TaO0tJT4+PjA83a7nWXLlnH77bfTs2dP7rjjDubOnYvL5TqNtT6zyUDqKLyL3kBt4/Enl2jrQ6wD70wN70wN7A2/o+YK0wUFQ3pdcMpyj1sfHBypB1bUFlpI0HNoNjbPbse82V3ZPLsd13V4rMH1EF432vK30V1ae9i1rSRJkiTpZFAUha5du7J69Wo2b97MggULMJlMpKamnu6qnRCLxUJ2djbffvstBQUF/PDDD/Tv3x+fz8fcuXPZu3cvs2fPZvz48dx8883Y7XZWrVqF0+k83VU/JpGRkaSkpPDzzz+za9cu5s2bR9++fXG73cyePRuj0chXX33FlClTmDhxIm3btuXpp58+6wLlRo0aAbBo0SK2bNnCunXr6Ny5M5WVlcyZMwdVVbnwwguZNm0ae/bsYc6cOWRkZJxVvVEArVu3prCwkJUrV7J8+XJKS0tp3bo1RUVFLFiwALPZTGpqKnPnzqWkpIRffvmFpk2bYjTK0UuHI4f2HUGgN2qk/w6S2kpB+1MgXIDLv4buEe8taZo/Ex9gLp3B3vINgeF5kbpUfvnNgMHgweMxMDLlUhYvS8KllGNylnBt1IFx1Hde8AbvLfpbYI7U7bbOJOpeRs10oW0ww9ovoXvDUp1ry95HbVLsDwz3rW2la+C+kiRJknSsmjZtyqhRo3jxxRcxGAw8+eSTZ90Qt0MpisIDDzzA66+/zt///neys7MZMmRIIJBKSUkhJyeHpk2bMn36dMAffD311FOBi/azgcFg4PHHH+eNN97ghx9+YMCAAXTv3p2amhpmz55N+/btA0GTx+OhT58+QXNwzhYhISGMGTOG9957j5qaGm699VaaNWvG7t27mT17Nr169eLGG2/k/fff5+9//zuRkZE8/fTTQenuzwZxcXE88sgjvP322wgheOSRR4iLi2PNmjUsWLCA7t2788wzz/DOO+8wZ84ckpOTefzxx8+qYZpHoqoqXbt2JSIi4qQdUxFn8UDlqqoqwsPDqaysJCws7ISOJYSgpqYGy0HrSHnmv4JSNQZd2wNvIN8aDa0QFAfoL54Gj11Z92BjZsALVx74F6g2GZly5024StdhrvJxXd/XsBXsgMQUvPPvBfWQNadistFfPbluPb1uvOPboBu8C0WnIHwC34+N0N+99qjznU5k38O1kVSXbKeGke10dLKNGuZkttPJ/F6RDhBC4PV6UVU1aM7N2Wz/XCGfz4de3/D70mfbuR/tPA/O3nfotrPJ/uFumqah1+sDyTQO5fV60el0KIpy1p6nz+cDCJzHoee5///r/nY4G8+zPn/Fe1T2SB2G8LoRvz2HCAGRqx3YXgPUgm6EgqiqQnlrBihJUFxwYOdD1o4CsNW6ubPx7fBWV/+GASb/elET1mO4e32D6xXoUdL53wCKruE9SyeyryRJkiQdL0VRzrq790ez/wLzXLlbfzgNPc+z/WJbURR0Ol1Qb1p953S2v48VRakTEB96noqinJPD+f6K96gMpA4hvG5839xFdWhjQoQXPCB8BxWoBTUbFIOCr2A0SiGo7SdBXDi4FTCkQJziXwtKbwoM7QP8jwO/G+Df/zuwOG9D65e/GFGahJZ3SA+WYzFw5GDoRPaVJEmSJEmSJOkAGUgdQiz/AF/eNDzFHpRMEIWg7MtiLgTg8c+VAlBbgvdLHb68cf4oVxPo+/4H9uT7A6ToJIhMgIPv4oyZATHJiOrtaJum1Tt870iOtfzJ2leSJEmSJEmSpANOaX/01q1b6dGjB5mZmXTp0oUNGzbUW27SpEk0a9aMJk2acMcddwTl8v9Led3YF7yEYYiHiEiBro+C2lpFuGLA0AxqY1DbqUFD43TZRnTt7sZw5zr/ED1bon/I3gtX+teSKi+EsgLQG/29UMmZEJWE2uZKGdhIkiRJkiRJ0lnqlAZSd955J3fccQdbtmzh0UcfZfTo0XXK7Ny5kzFjxrBo0SK2bdtGYWEhkyZN+svrJoRg3ms3oDYt8We0aw1iE6itBIopFP3olaiN+iLyG+P9uUngR9uVhMhffOBAIeEwYb3/J7OzP3BKzoTwWJSU5v6fyIS//HwkSZIkSZIkSfrrnLKsfcXFxWRmZlJaWoper0cIQWJiIkuWLCE9PT1Q7l//+hc5OTn85z//AeDHH3/klVdeYf78+XWOuT+7Um5ublB2JZPJhMlkqlP+cGpra7nr9lt5InYaTe9VD2S0+06gG6ogNlsg8gXUbvce9/mfC4QQuFwuzGbzWT+p9K8k26lhZDsdnWyjhjmZ7VRVVUVERITM2idJkiQd1SmbI5WXl0dSUlIgU4iiKKSlpZGbmxsUSOXm5gatsZCenk5ubu4Rj52Wlhb0+IknnuDJJ59scN1yc3NJLpxFo2tMKDr/MEJFp6A0UfB+HQUhYWhVC9Ha3drgY57L5ArXDSPbqWFkOx2dbKOGORntVFNTcxJqIkmSJJ0PTmmyiUPvFB6uM+zgcg3pMDvRHqnmzZszZvRFKHlr8BYctIicpqGmZ6MbLucygbw73lCynRpGttPRyTZqmJPZTh6P5yTVSpIkSTrXnbJAKjU1lfz8/MACX0II8vLy6vQmpaWlkZOTE3i8a9euOmUOFR4efsJDMEwjvpALXzbQubQ4219JtlPDyHY6OtlGDXMy2km2s3Q+cLlcOByOOtttNtth1w/y+XysWrWK8vJyevToQUhISOBm98H/b8rLy9Hr9VRVVVFbW1vnOIqiEB8fj06nw26313k+NDT0mG6GH66udrsdm812xq3zdSbXTTp2pyyQiouLo3379nz22WfccsstTJ8+nfT09KBhfQDDhg3jggsu4OmnnyYuLo4JEyYwcuTIU1VNSZIkSZKkc9q3337LuHHjsFqtgW0Gg4F//vOf9OzZs959Nm7cyG+//UZycjKTJ0/mjjvuoKSkhKKiItq0aQOApmmMGzeOwYMH89JLL7Fp0yYaNWoUFGgZDAbGjRtHeXk5jz76aFAddDodTz31FIMGDTqh88vPz+dvf/sbEydOJDo6+oSOdbIVFhZy3333MWHCBOLj4093daQTdEqH9r333nvccsstjBs3jrCwMD755BMAbrvtNoYOHcrQoUNp3Lgxzz33HD179kTTNPr3719vdj9JkiRJkiTp2FVUVBAbG8s777yDwWAADvQUgX+4rM/nA/zBjaIoNGvWjPj4eCZPnkxUVBTFxcUsWLCADRs2EBoaSnp6OlVVVWzbto2WLVtyxRVX8NJLL/Hcc8/RoUOHwGsrioLVauWbb77BarXywQcfYLFYAs/FxsYG1UEIgV6vP2xvsRACr9eLoiiBurrdbnbt2oXX68Xj8aCqKqqqoigKQgg0TUPTtKDtBx/r0PIH/+zffvA+QojA4/rqfPBrejwecnJy5DDic8QpDaSaN2/O4sWL62yfOHFi0OPbb7+d22+//VRVS5IkSZIk6bxitVrJyMioM4zO6/Xy888/M336dLxeL4MHD+aqq67CaDRiMpnIyMhg1apV5OTksG7dOnJycti0aRPp6els3ryZ6OhoYmNjGTVqFGvXrmXMmDFMnTqVhISEOsGQ2WwmIyODkJCQoO0+n4/ffvuNzz//HJfLRf/+/bn22msxm81B5Wpqavj888+ZO3cuBoOB4cOHM3DgQMA/3/G///0vq1evJj4+nvvvv59GjRqxa9cu3nnnHXbv3k1CQgJ33nknzZs3x+FwMHnyZBYsWIDNZuPGG2+ke/fu5OXl8dVXX1FRUUFJSQkpKSkMHDiQLl26APDTTz9ht9u56qqrmDNnDtOmTcPj8TBo0CCGDx+OwWBgx44dvPPOOxQXF9O6detAkCqd/eTgTEmSJEmSpPPMnj17+Prrr5k6dSpTp05lyZIlCCH45ZdfGDt2LMOHD+fWW2/lww8/ZNq0afzxxx/MmzePVq1a4XA4aNeuHTfeeCMjRozgkksuAeD333+nW7duKIqC2Wzmueeew2Qy8eSTT9abEbO0tJQZM2YE6vDbb78hhGDp0qU8/vjjDB48mLvuuotvvvmGSZMmBSUg0zSN8ePH88UXX3D77bdzxRVX8Oyzz/Lrr78Gjp2Tk8ODDz6IwWDgoYcewm638/zzz2O1WnnssceIiIjglVdeoba2ln//+9/Mnj2be++9lwEDBvDII4+wfv16SkpKePXVV/F4PPTt2xdN0/jwww8DSW7effddzGYz8+fP57nnnuPKK69k9OjRfPrpp3z++edUV1dz//33Ex4ezv3338+OHTsoLy8/NX9k6S93SnukJEmSJEmSpNOvsLCQb775JpDwoEePHnTp0oUvv/ySzp07Ex8fj6Io9OrViy+++IKPP/6YNWvWsG3bNm6++WaMRiMZGRmBJWu8Xi/Lly/nH//4R6DnKSYmhn//+9+MGDGC8ePH87e//Q2d7kB25LKyMr777rvAtjZt2tCrVy9mzJhBVlYWaWlpKIpC//79+fLLLxk9enSgV8rhcDB9+nSefvppevfuDcCmTZv46quvePTRR4mJieGRRx4hPT2dlJQUBg8ezI4dOxBCsHnzZgoLC7npppswmUy4XC6+/fZb7rzzzkAvWWJiIrNmzaJv376BY8XGxrJhwwZuueUWioqKKCwspKKigp49e/KPf/yDDh06kJiYiKIo9OnTh6lTp9K0aVNKSkp44IEHiIqKIiIiot7RWdLZSQZSkiRJkiRJ55n27dvz6aefBmXpE0KQn59PbW1toNfE5/ORmZmJzWbjtttuC5TdP09ofyBWWFhIbW1tUBIxRVFo2bIlPXv25LvvvuOOO+7AZrMFnm/evDkfffRRUMIJ8C9rk5OTwxtvvBGoQ+vWrYN6pDweDxUVFYFgSwhBo0aN+P333/H5fISGhgbmW4WGhhISEkJ1dTXPPvss7777Ls888ww1NTUMHz6cG264gfLycmbOnMmCBQsAf1KMqKgowJ8dev/yCk2bNiUtLY2FCxeyadMm+vTpQ0REBPn5+VRVVQXVOTMzk71792I2mwPZpWNiYggPDz/uv5t0ZpGBlCRJkiRJ0nnq0HlLGRkZpKSk8Pjjj6MoCitXrqS4uDiQyKE+QghWrlxJZmZm0HwnIQTffvstixYtYuLEiYSGhh61DkIIGjduTGJiIi+//DKqqrJx40Y2b94cFPSZzWbi4+PZvHkzWVlZCCHYuHEjiYmJ6PV6qqurKSoqIiMjg9LSUhwOB3FxcSxdupT77ruPMWPG8Pvvv3PfffdxxRVXEBsbyz333EP//v0RQvDDDz/QqFEjNE0LqqvRaGTYsGFMnjyZiooKXnvtNVRVJSMjg6ioKMaMGYOiKKxevZqCggJSU1NxOByUlJSQmJhISUkJlZWVx/x3ks5MMpCSJEmSJEk6zxwuKLrhhht46KGHiI+PJyoqijfeeIObb775iGusCSFYuHAhAwYMCMpU9+effzJmzBgeffRRevTo0eB12q655hpuv/12JkyYQFpaGm+//TaDBg0K2t9isXDjjTfy6quvBnrQZs6cyRtvvIGqqlRUVDB27FiuvPJKvvzyS3r16kVqair//ve/+f7777n++utZuXIlqamppKSkcO211/Lyyy9TXV1NcXExH3zwAe+9915QVr/97davXz9eeOEF0tPTadWqFQDXX389999/P0lJScTGxvLGG29w3XXXcfHFF9O+fXvGjBnD5Zdfzpdfflnv+lnS2UkRB/eTnmWqqqoIDw+nsrLyhBfkdblcvPDCC4wZM6ZOVhjJT7ZRw8h2ahjZTkcn26hhTmY7nczvFUk6U61cuZJt27YxbNiwoDlL4E/isGLFCr799lucTid9+vThkksuOexCveCfH/XBBx8wfPhwYmNjEUJQXFzMyJEj6dChA+PGjauTHXDjxo2sWLGCESNGBFKwH1yHdevW8fXXX1NZWUn37t0ZMmRIYHjdfh6Ph7lz5zJ79mwsFgtXXHEFHTp0oKKighkzZhAbG8vcuXNp06YNV199NTabjb179/Lll1+yceNG4uPjufbaa2ncuDFut5vZs2czb948LBYLl19+OZ06daKoqIjZs2czcuTIwDlomsb06dOJj4+nV69eKIqCpmmsWrWKb775BofDQa9evRg8eDBGo5Hy8nImT57Mjh076NevH6WlpYH6SGc3GUjtU1lZSUREBBUVFXLs6mHINmoY2U4NI9vp6GQbNczJbCcZSEnSgbWRgKA1k45Wfn9Zt9vNAw88wPr165k0aRKRkZFB5cPCwuoEVvUdc/+/R6rDoes4HTpMsL79j7a9oed9uLrUt//hXlM6u8mhfZIkSZIkSVLAsV7sH1re6XSyY8cOqqurGT16dFBZnU7Hc889R58+fY56zIP/PZ66Hu65Y93eUMdTF+nsJgMpSZIkSZIk6aQJCwvjiy++OOzCs7K3VzpXnNWB1P7u06qqqhM+1v5jVFVVyTsGhyHbqGFkOzWMbKejk23UMCeznfYf6ywe9S5Jp52qqoHU4ZJ0Ljur50jl5+eTmpp6uqshSZIknWPy8vJISUk53dWQJEmSzmBndSClaRoFBQXYbDZ5t1aSJEk6YUIIqqurSUpKCiw0KkmSJEn1OasDKUmSJEmSJEmSpNNB3m6TJEmSJEmSJEk6RjKQkiRJkiRJkiRJOkbnVSC1detWevToQWZmJl26dGHDhg31lps0aRLNmjWjSZMm3HHHHXi93lNc09OrIe00d+5cunbtSsuWLWndujVPPvnkeZflqqHvJwCXy0XLli3p1KnTKazhmaGh7bR27Vr69u1LixYtaN68OV9//fUprunp05A2EkLw97//nVatWtG2bVv69evHtm3bTkNtT58HHniA9PR0FEVh3bp1hy13vn+GS5IkSaeIOI/069dPfPTRR0IIIaZOnSq6detWp8yOHTtEYmKiKCwsFJqmiSFDhogJEyac4pqeXg1pp5UrV4rt27cLIYSoqakRPXv2FJMnTz6V1TztGtJO+z388MPi1ltvFR07djxFtTtzNKSdHA6HaNy4sVi4cKEQQgiPxyOKi4tPZTVPq4a00TfffCO6dOki3G63EEKIF154QVx99dWnspqn3W+//Sby8vJEo0aNxNq1a+stIz/DJUmSpFPlvOmRKi4uZuXKldxwww0ADBs2jJ07d5KTkxNUbtq0aVx55ZXEx8ejKAp33XUXn3/++Wmo8enR0HZq3749jRs3BsBsNpOdnc2OHTtOdXVPm4a2E8DChQvZunUrN9544ymu5enX0HaaMmUK3bt354ILLgBAr9cTGxt7qqt7WhzLe6m2thaXy4UQgqqqqvMuPXfv3r2Pes7n+2e4JEmSdOqcN4FUXl4eSUlJ6PX+NYgVRSEtLY3c3Nygcrm5uTRq1CjwOD09vU6Zc1lD2+lghYWFTJs2jcGDB5+qap52DW0nh8PB3/72N8aPH386qnnaNbSdNmzYgNls5rLLLiM7O5ubbrqJkpKS01HlU66hbTRkyBD69etHQkICiYmJ/Prrrzz//POno8pntPP9M1ySJEk6dc6bQAqos9aUOMycnoPLHa7Muayh7QRQVVXFkCFDePTRR+nQocNfXbUzSkPa6e9//zv33nsvycnJp6paZ5yGtJPH4+Hnn3/mvffeY9WqVaSmpnLvvfeeqiqedg1po5UrV7Jp0yZ2795NQUEBF154Iffdd9+pquJZ5Xz/DJckSZJOjfMmkEpNTSU/Pz8w6VgIQV5eHmlpaUHl0tLSgobU7Nq1q06Zc1lD2wmgurqaQYMGMXToUB5++OFTXdXTqqHttGjRIp5//nnS09MZOXIka9eupVWrVqejyqdFQ9upUaNG9OvXj+TkZBRF4frrr+ePP/44HVU+5RraRh9//DH9+vUjIiICVVW5+eabmTdv3umo8hntfP8MlyRJkk6d8yaQiouLo3379nz22WcATJ8+nfT0dNLT04PKDRs2jBkzZlBUVIQQggkTJjBy5MjTUOPTo6HtZLfbGTRoEAMHDmTMmDGnoaanV0Pbac2aNeTk5JCTk8MXX3xBmzZtWL9+/Wmo8enR0Ha65pprWLZsGVVVVQDMmjWLdu3anerqnhYNbaPGjRvz66+/4vF4APj+++9p3br1qa7uGe98/wyXJEmSTqHTkODitNm0aZPo1q2baNasmejYsaNYt26dEEKI0aNHi2+//TZQ7v333xdNmjQRGRkZYvTo0YEsWeeLhrTT2LFjhV6vF+3atQv8jB079nRW+5Rr6Ptpv3nz5p2XWfsa2k6ffPKJaNmypWjbtq245JJLRF5e3umq8inXkDZyuVzitttuE82bNxdt2rQRF198sdi5c+dprPWpd88994jk5GSh0+lEfHy8aNKkiRBCfoZLkiRJp4cihBxALkmSJEmSJEmSdCzOm6F9kiRJkiRJkiRJJ4sMpCRJkiRJkiRJko6RDKQkSZIkSZIkSZKOkQykJEmSJEmSJEmSjpEMpCRJkiRJkiRJko6RDKQkSZIkSZIkSZKOkQykJEmSJEmSJEmSjpEMpKTzTnp6OllZWWRnZ5Odnc1dd911xPKLFy8OlG3VqhV33nkntbW1AOTk5KDX6wPPZ2dnM3HixKPW4bvvvgu8bk5ODu+//36D6l5RUcErr7zSoLIAiqJgt9sBGD58OL///nuD9z3bPfvsszzyyCOnuxqSJEmSJJ2j5IK80nknPT2dmTNn0rp16waVdzqdGAwGDAYDmqYxfPhw+vbtywMPPEBOTg6dOnWitLT0mOrQpk0bvv/+e9LT05k/fz6PPPIIy5cvP+p+x/p6iqJQXV1NaGgoK1eu5OGHH2b+/PnHVNczhdfrRa/XN7j8s88+i91u59VXX/0LayVJkiRJ0vlK9khJ0j7//e9/6dq1Kx06dKBPnz6sW7cOAKvVisFgAMDtdlNTU4OqHvm/jsfj4fHHH6dLly5kZ2czcuRIKioqAFi4cCERERGkp6cDcNddd7Fhwways7MZOnQoAMuXL6d79+60bduWLl268L///S9QtqKiguzsbDp16gTA66+/TufOnWnfvj1dunRh6dKl9dapQ4cOFBYWsnXr1nqfVxSFf/7zn3Tp0oXGjRvzyy+/8I9//IP27dvTqlUr1q9ff9S2Wrt2Lb169aJDhw60bNmSf/7zn4F9Jk6cSMuWLcnOzqZNmzaBeqanpwf2B+jUqVMg2Ovbty9PPvkkF154IQMHDgTg1VdfpUuXLnTo0IHBgweTl5cHQGVlJcOHD6dly5YMHDiQbdu2HfFvJEmSJEmSdEKEJJ1nGjVqJJo3by7atWsn2rVrJ77++muxaNEiMXjwYOFyuYQQQixYsEC0bds2sM/OnTtFu3btREhIiLjmmmtEbW1tYLtOpwscq127diI3N1e8+OKL4oUXXgjs//zzz4sHHngg8Pujjz4aeG7evHmiY8eOgce1tbUiNTVVzJo1SwghxMKFC0VCQoKw2+1i586dIjo6Ouh8iouLA78vXrxYtGrVKvAYENXV1YHHo0aNEuPHj6+3XQDxzjvvCCGE+Oqrr4TVahUzZ84UQgjx8ssvi2uvvVYIIY7YVlVVVYHtTqdTZGdni2XLlgkhhAgLCxO7d+8WQgjhdrsD9WrUqJFYu3ZtoB4dO3YU8+bNE0II0adPHzF48GDhdruFEEJMnjxZ3H777cLr9QohhPj000/F0KFDhRBCPPzww2LUqFFCCCFKSkpEamqq+L//+796z1WSJEmSJOlENXycjCSdQ6ZNmxY0tO/RRx/lzz//pGvXroFtJSUluN1ujEYj6enprF69Grvdzg033MDXX3/NyJEjAYiIiGD16tVBx//mm2+oqqpi2rRpgL8nq0mTJgDk5+eTlZV12Lpt3rwZo9EY6IG54IILiIuLY82aNSQmJtYpv2rVKl588UXKysrQ6/Vs2LAhUO9DJSQkkJ+ff9jXHjFiBODvvVJVlUsvvRSAjh078vXXXwPw7bffHratampquOeee1i9ejWqqpKXl8fq1avp1KkT/fv356abbmLIkCFccsklZGZmHrYeB7vxxhsDPYLffPMNy5cvp2PHjgD4fD50Oh0A8+bN4+233wYgJiaGq666qkHHlyRJkiRJOh4ykJIkQAjBrbfeyvPPP3/EcqGhoYwcOZLJkycHAqnDHe/dd9+lf//+dZ6zWq3U1NQccV9FUepsr2+b2+1m2LBhzJ8/n44dO1JVVUV4ePhhAymXy0V0dPRhX9tsNgOg0+kwmUyB7TqdDq/XG6jf4drqiSeeID4+nlWrVqHX67nqqqtwuVwAfP3116xYseL/27t3kNbhKI7jPyWDEOnm5gsdFGsjiugmPnDxURcFQYpYNwcnwQ7tYHyMuomLCIKTqOAqiJNDEZxEO3R0EWxxaFFi9A7lhivXlhu8VJDvZyuEnOa//Tg5J7q4uNDIyIjW1tY0PT0twzDkuu6H//in6urqD2cTj8cVjUb/qv3OuCcAACgjZqQASePj49rf3/fmbd7e3rzlD+l0Wo7jSCoEl+PjY1mWVfJ+4XBYm5ubyufzkgoLK37PGFmWpbu7O+/aQCCgp6cn73dra6teXl50fn4uSbq8vNTDw4NCoZACgYDy+bwXap6fn+U4jurq6iTJ68gUc3t7q46Ojn87lCJKnVU2m1Vtba0Mw1AqldLZ2ZmkwqKIdDqt7u5uLS0taXJyUslkUpLU3NzszUslk0mlUqmitcPhsLa3t5XJZCQVZtGur68lSUNDQ9rb25MkZTIZnZycfOk5AQAASqEjBUjq6+vTxsaGJiYm5LquHMfR6Oiot/hga2vL68oMDg4qkUiUvF8sFtPKyop6e3u9TtLy8rKCwaDGxsZk27b3WpplWWppaVF7e7uampp0enqqo6MjLS4uKpfLqaqqSoeHhzJNU6ZpamZmRqFQSKZp6urqSrZtq6enR/X19d6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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.bright)\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(220 * mm, 100 * mm))\n", "\n", "axs[0].plot((0,1), (0,1), \"-\", color=\"k\")\n", "for label, dataset in datasets.items():\n", " data = calibration_oneill2018.query(\"ref in @dataset\")\n", " compositions = mp.Melt(data.iloc[:, 2:15], units=\"wt. %\", datatype=\"oxide\")\n", "\n", " Fe3Fe2 = oneill2018.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions.moles(),\n", " T_K=data[\"T_K\"],\n", " P_bar=data[\"P_bar\"],\n", " fO2=data[\"fO2\"],\n", " )\n", "\n", " Fe3Fetotal_calculated = Fe3Fe2 / (1+Fe3Fe2)\n", " Fe3Fetotal_measured = data[\"_Fe3Fe2\"] / (1+data[\"_Fe3Fe2\"])\n", " if label in (\"F1965\", \"T1980\"):\n", " Fe3Fetotal_measured -= 6.3e-2\n", " elif label == (\"P2004\"):\n", " Fe3Fetotal_measured -= 5.5e-2\n", " elif label == (\"M1995\"):\n", " Fe3Fetotal_measured += 5.5e-2\n", "\n", " axs[0].plot(Fe3Fetotal_measured, Fe3Fetotal_calculated, lw=0., label=label)\n", "\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_oneill2018_fig6.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "\n", "axs[0].legend()\n", "\n", "axs[0].set_title(\"MagmaPandas\")\n", "axs[1].set_title(\"Oneill (2018) Fig. 6\")\n", "\n", "axs[0].set_xlabel(\"Fe3Fe(total) measured\")\n", "axs[0].set_ylabel(\"Fe3Fe(total) calculated\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3fd98e2e", "metadata": {}, "source": [ "Results are very similar to the O'Neill plot. The input data was not provided and had to be compiled from literature. Small diferences with the publised figure are most likelely due to small differences in input data." ] }, { "cell_type": "markdown", "id": "ce6761ea", "metadata": {}, "source": [ "### Putirka (2016) eqs. 6b and 6c" ] }, { "cell_type": "markdown", "id": "6f30fd2e", "metadata": {}, "source": [ "#### eq. 6b" ] }, { "cell_type": "markdown", "id": "9f8e8991", "metadata": {}, "source": [ "This model uses equation 6b from {cite:t}`Putirka2016`. To validate our code with reprodce figure 4g and h. Note that we do not use the data from Schmidt & Behrens (2008) because they do not provide good constraints on fO2, or Fe3Fe2 ratios in the experimental products." ] }, { "cell_type": "code", "execution_count": 37, "id": "611a67da", "metadata": {}, "outputs": [], "source": [ "calibration_putirka2016_6b = get_calibration_data(parameter=\"Fe3Fe2\", model=\"putirka2016_6b\")\n", "calibration_putirka2016_6c = get_calibration_data(parameter=\"Fe3Fe2\", model=\"putirka2016_6c\")\n", "\n", "calibration_putirka2016 = pd.concat([calibration_putirka2016_6b, calibration_putirka2016_6c], axis=0)\n", "\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "204c5a02", "metadata": {}, "outputs": [], "source": [ "datasets = {\n", " \"DS1\": [\"G2001\", \"K1983\", \"KC1988\", \"M1995\", \"S1980\"],\n", " \"DS2\": [\"P2004\", \"S2008\"],\n", " \"DS3\": [\"Bc2005\"],\n", "}" ] }, { "cell_type": "code", "execution_count": 39, "id": "9f8fbe56", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.bright)\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(220 * mm, 100 * mm))\n", "\n", "limits = (0.01, 10)\n", "\n", "axs[0].plot(limits, limits, \"-\", color=\"k\")\n", "axs[1].plot(limits, limits, \"-\", color=\"k\")\n", "for label, dataset in datasets.items():\n", " data = calibration_putirka2016.query(\"ref in @dataset\")\n", " compositions = mp.Melt(data.iloc[:, 2:15], units=\"wt. %\", datatype=\"oxide\")\n", "\n", " Fe3Fe2 = oneill2018.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions.moles(),\n", " T_K=data[\"T_K\"],\n", " P_bar=data[\"P_bar\"],\n", " fO2=data[\"fO2\"],\n", " )\n", "\n", " XFe2O3_XFeO = Fe3Fe2 / 2\n", " XFe2O3_XFeO_measured = data[\"_Fe3Fe2\"] / 2 \n", "\n", " axs[0].plot(XFe2O3_XFeO, XFe2O3_XFeO_measured, lw=0., label=label)\n", " axs[1].plot(XFe2O3_XFeO, XFe2O3_XFeO_measured, lw=0., label=label)\n", "\n", "axs[0].set_xscale(\"log\")\n", "axs[0].set_yscale(\"log\")\n", "axs[0].set_xlim(*limits)\n", "axs[0].set_ylim(*limits)\n", "axs[0].legend()\n", "\n", "axs[1].set_xlim(0,4)\n", "axs[1].set_ylim(0,4)\n", "\n", "axs[0].set_title(\"MagmaPandas, fig. 4g\")\n", "axs[1].set_title(\"MagmaPandas, fig. 4h\")\n", "\n", "for ax in axs[:2]:\n", " ax.set_xlabel(\"$X_{Fe2O3}/X_{FeO}$ eq. 6b\")\n", " ax.set_ylabel(\"$X_{Fe2O3}/X_{FeO}$ measured\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "id": "cf7f5f0a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(220 * mm, 100 * mm))\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_putirka2016_fig4gh.jpg\")\n", "ax.imshow(img)\n", "ax.axis(\"off\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "65db9c73", "metadata": {}, "source": [ "Results are very similar to Putirka plots. The input data was not provided and had to be compiled from literature. Differences with the publised figure are most likelely due to small differences in input data." ] }, { "cell_type": "markdown", "id": "4f032f85", "metadata": {}, "source": [ "#### eq. 6c" ] }, { "cell_type": "markdown", "id": "2970c8a7", "metadata": {}, "source": [ "For equation 6c, Putirka doesn't provide any results. Here we show predicted vs. measured Fe3Fe2 in the calibration dataset (Botcharnikov et al., 2005)" ] }, { "cell_type": "code", "execution_count": 41, "id": "d1301f74", "metadata": {}, "outputs": [], "source": [ "compositions = mp.Melt(calibration_putirka2016_6c.iloc[:, 2:15], units=\"wt. %\", datatype=\"oxide\")\n", "\n", "Fe3Fe2_putirka6c = oneill2018.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions.moles(),\n", " T_K=calibration_putirka2016_6c[\"T_K\"],\n", " P_bar=calibration_putirka2016_6c[\"P_bar\"],\n", " fO2=calibration_putirka2016_6c[\"fO2\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "id": "561890b2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.bright)\n", "\n", "fig, ax = plt.subplots(figsize=(90 * mm, 85 * mm))\n", "\n", "limits = (0.0, 1.5)\n", "\n", "ax.plot(limits, limits, \"-\", color=\"k\")\n", "ax.plot(Fe3Fe2_putirka6c, calibration_putirka2016_6c[\"_Fe3Fe2\"], lw=0.0)\n", "\n", "ax.set_xlim(*limits)\n", "ax.set_ylim(*limits)\n", "\n", "\n", "ax.set_title(\"MagmaPandas\")\n", "\n", "\n", "ax.set_xlabel(\"Fe3/Fe2 eq. 6c\")\n", "ax.set_ylabel(\"Fe3/Fe2 measured\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "db58ef31", "metadata": {}, "source": [ "The model seems to underestimate some in general. However, this is potentially caused by small differences between our compiled dataset and the dataset used by Putirka. Additionally, element masses used in the calculations may be slightly different in our model and the Putirka calculations. The calibration dataset was not published, and example calculations are not available, so unfortunately there is no way to confirm these inconsistencies." ] }, { "cell_type": "markdown", "id": "cf95788f", "metadata": {}, "source": [ "### Sun et al. (2024)" ] }, { "cell_type": "markdown", "id": "88131e40", "metadata": {}, "source": [ "This model uses equation 9 from {cite:t}`Sun2024`. To validate our code we compare our results to those from the excelsheet provide by Sun et al. (2024). In this excelsheet, dV is calculated according to the parameterization from table S3. Results calculated with dV from Deng et al. (2020) are somewhat different. As input data we use the 1 bar experiments from Borisov et al. (2013) and the high-pressure experiments from Armstrong et al. (2019, 3 - 23 GPa)." ] }, { "cell_type": "code", "execution_count": 43, "id": "40410037", "metadata": {}, "outputs": [], "source": [ "sun2024_inputfile = \"./data/Fe3Fe2/Fe3Fe2_input_sun2024.csv\"\n", "sun2024_input = pd.read_csv(sun2024_inputfile)" ] }, { "cell_type": "code", "execution_count": 44, "id": "c1e31f0c", "metadata": {}, "outputs": [], "source": [ "compositions = mp.Melt(sun2024_input.iloc[:, 2:15], units=\"wt. %\", datatype=\"oxide\")\n", "\n", "sun2024_input[\"Fe3Fe2_magmapandas\"] = sun2024.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions.moles(),\n", " T_K=sun2024_input[\"T_K\"],\n", " P_bar=sun2024_input[\"P_bar\"],\n", " fO2=sun2024_input[\"fO2\"],\n", " dV=\"parameterised\"\n", ")\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "8b0067bc", "metadata": {}, "outputs": [], "source": [ "sun2024_input[\"Fe3Fe2_magmapandas_deng\"] = sun2024.calculate_Fe3Fe2(\n", " melt_mol_fractions=compositions.moles(),\n", " T_K=sun2024_input[\"T_K\"],\n", " P_bar=sun2024_input[\"P_bar\"],\n", " fO2=sun2024_input[\"fO2\"],\n", " dV=\"deng\"\n", ")" ] }, { "cell_type": "code", "execution_count": 46, "id": "49bf787f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gp.layout(colors=gp.colors.bright)\n", "\n", "limits = (0,3)\n", "\n", "fig, ax = plt.subplots(1, figsize=(90 * mm, 85 * mm))\n", "\n", "ax.plot(limits, limits, \"-\", c=\"k\")\n", "for ref, df in sun2024_input.groupby(\"ref\"):\n", " ax.plot(df[\"_Fe3Fe2_sun2024\"], df[\"Fe3Fe2_magmapandas\"], lw=0., label=f\"{ref}, dV=parameterised\")\n", "\n", "df_2 = sun2024_input.query(\"ref == 'A2019'\")\n", "ax.plot(df_2[\"_Fe3Fe2_sun2024\"], df_2[\"Fe3Fe2_magmapandas_deng\"], lw=0., label=\"A2019, dV=Deng2020\")\n", "\n", "ax.set_xlim(*limits)\n", "ax.set_ylim(*limits)\n", "ax.legend()\n", "\n", "ax.set_xlabel(\"Fe3/Fe2 Sun et al. (2024) excelsheet\")\n", "ax.set_ylabel(\"Fe3/Fe2 MagmaPandas\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cde0e5a4", "metadata": {}, "source": [ "This plot shows results calculated at 1 bar (B2013) and at high pressure (3-23 GPa, A2019). Results with parameterized dV are identical to those from the Sun excel sheet. The values calculated with dV according to Deng et al. (2020) are noticably different. Earlier in this notebook we showed that our code for the Deng model works correctly. Differences from results with parameterized dV are therefore inherent to the Sun model. By default MagmaPandas uses the Deng dV formulation, as this is what the parameterization is originally based on." ] }, { "cell_type": "markdown", "id": "fff11ad2", "metadata": {}, "source": [ "### Zhang et al. (2017)" ] }, { "cell_type": "markdown", "id": "6d43c205", "metadata": {}, "source": [ "This model uses equation 11 from {cite:t}`Zhang2017`. To validate our code we reproduce Fig. 10. This figure uses a fixed temperater of 1400 degrees C, and fO2 buffered at IW, calculated according to equation S2. Note that the Zhang model doesnt require melt compositions as input" ] }, { "cell_type": "code", "execution_count": 47, "id": "3053850d", "metadata": {}, "outputs": [], "source": [ "T_K = 1400 + 273.15\n", "P_bar = np.linspace(1, 8e4, 100)\n", "\n", "fO2=pd.DataFrame(index=P_bar)\n", "for i in range(-2, 2):\n", " fO2[i] = IW._fO2_IW_Zhang(logshift=i, T_K=T_K, P_bar=P_bar)" ] }, { "cell_type": "markdown", "id": "06d0b647", "metadata": {}, "source": [ "We calculate using dVdT values from Lange and Carmichael (1987, \"LC\" = 2.92) and Guo et al. (2014, \"Guo = 3.69)" ] }, { "cell_type": "code", "execution_count": 48, "id": "b894432e", "metadata": {}, "outputs": [], "source": [ "Fe3Fe2_zhang_LC = pd.DataFrame(index=P_bar)\n", "Fe3Fe2_zhang_Guo= pd.DataFrame(index=P_bar)\n", "\n", "for name, fO2_series in fO2.items():\n", " Fe3Fe2_zhang_LC[name] = zhang2017.calculate_Fe3Fe2(melt_mol_fractions=None, T_K=T_K, P_bar=P_bar, fO2=fO2_series, parameters=\"LC\")\n", " Fe3Fe2_zhang_Guo[name] = zhang2017.calculate_Fe3Fe2(melt_mol_fractions=None, T_K=T_K, P_bar=P_bar, fO2=fO2_series, parameters=\"Guo\")" ] }, { "cell_type": "code", "execution_count": 49, "id": "40dcbd4e", "metadata": {}, "outputs": [], "source": [ "Fe3Fetotal_zhang_LC = Fe3Fe2_zhang_LC / (1+Fe3Fe2_zhang_LC)\n", "Fe3Fetotal_zhang_Guo = Fe3Fe2_zhang_Guo / (1+Fe3Fe2_zhang_Guo)" ] }, { "cell_type": "code", "execution_count": 50, "id": "42d88087", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = 1/25.4\n", "gp.layout(colors=gp.colors.bella)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(180*mm, 90*mm))\n", "\n", "# for i in Fe3Fetotal_zhang_LC.columns:\n", "for name, Fe3Fetotal_series in Fe3Fetotal_zhang_LC.items():\n", " axs[0].plot(P_bar/1e4, Fe3Fetotal_series * 100, \"-\", label=f\"IW{name:+}, dVdP = 2.92\")\n", "axs[0].plot(P_bar/1e4, Fe3Fetotal_zhang_Guo * 100, \"--\", c=\"purple\", label=(\"dVdP = 3.69\"))\n", "\n", "handles, labels = axs[0].get_legend_handles_labels()\n", "axs[0].legend(handles[:5], labels[:5])\n", "axs[0].set_ylim(0, 3)\n", "axs[0].set_xlim(0, 8)\n", "\n", "axs[0].set_xlabel(\"P (GPa)\")\n", "axs[0].set_ylabel(\"Fe3/Fe(total) %\")\n", "axs[0].set_title(\"MagmaPandas\")\n", "\n", "img = mpimg.imread(\"./data/Fe3Fe2/Fe3Fe2_zhang2017_fig10.png\")\n", "axs[1].imshow(img)\n", "axs[1].axis(\"off\")\n", "\n", "axs[1].set_title(\"Zhang et al. (2017), fig. 10\")\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py310", "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": "3.10.17" } }, "nbformat": 4, "nbformat_minor": 5 }