{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Quickstart\n", "\n", "This document should get you started with pyGAPS, providing several common\n", "operations like creating/reading isotherms, running characterisation routines,\n", "model fitting and data export/plotting.\n", "\n", "
\n", "You can download this code as a Jupyter Notebook and run it for yourself! See banner at the top for the link.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating an isotherm\n", "\n", "First, we need to import the package." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pygaps as pg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The backbone of the framework is the PointIsotherm class. This class stores the\n", "isotherm data alongside isotherm properties such as the material, adsorbate and\n", "temperature, as well as providing easy interaction with the framework\n", "calculations. There are several ways to create a PointIsotherm object:\n", "\n", "- directly from arrays\n", "- from a `pandas.DataFrame`\n", "- parsing AIF, json, csv, or excel files\n", "- loading manufacturer reports (Micromeritics, Belsorp, 3P, Quantachrome, etc.)\n", "- loading from an sqlite database\n", "\n", "See the [isotherm creation](../manual/isotherm.rst) part of the documentation\n", "for a more in-depth explanation. For the simplest method, the data can be passed\n", "in as arrays of `pressure` and `loading`. There are three other required\n", "metadata parameters: the adsorbent material name, the adsorbate molecule used,\n", "and the temperature at which the data was recorded." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: 'pressure_mode' was not specified, assumed as 'absolute'\n", "WARNING: 'pressure_unit' was not specified, assumed as 'bar'\n", "WARNING: 'material_basis' was not specified, assumed as 'mass'\n", "WARNING: 'material_unit' was not specified, assumed as 'g'\n", "WARNING: 'loading_basis' was not specified, assumed as 'molar'\n", "WARNING: 'loading_unit' was not specified, assumed as 'mmol'\n", "WARNING: 'temperature_unit' was not specified, assumed as 'K'\n" ] } ], "source": [ "isotherm = pg.PointIsotherm(\n", " pressure=[0.1, 0.2, 0.3, 0.4, 0.5, 0.4, 0.35, 0.25, 0.15, 0.05],\n", " loading=[0.1, 0.2, 0.3, 0.4, 0.5, 0.45, 0.4, 0.3, 0.15, 0.05],\n", " material='Carbon X1',\n", " adsorbate='N2',\n", " temperature=77,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that most units are set to defaults and we are being notified about\n", "it. Let's assume we don't want to change anything for now.\n", "\n", "To see a summary of the isotherm metadata, use the `print` function:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Material: Carbon X1\n", "Adsorbate: nitrogen\n", "Temperature: 77.0K\n", "Units: \n", "\tUptake in: mmol/g\n", "\tPressure in: bar\n", "\n" ] } ], "source": [ "print(isotherm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unless specified, the loading is read in *mmol/g* and the pressure is read in\n", "*bar*. We can specify (and convert) units to anything from *weight% vs Pa*,\n", "*mol/cm3 vs relative pressure* to *cm3/mol vs torr*. Read more about how pyGAPS\n", "handles units in this [section](../manual/units.rst) of the manual. The isotherm\n", "can also have other properties which are passed in at creation.\n", "\n", "Alternatively, the data can be passed in the form of a `pandas.DataFrame`. This\n", "allows for other complementary data, such as ambient pressure, isosteric\n", "enthalpy, or other simultaneous measurements corresponding to each point to be\n", "saved.\n", "\n", "The DataFrame should have at least two columns: the pressures at which each\n", "point was recorded, and the loadings for each point. The `loading_key` and\n", "`pressure_key` parameters specify which column in the DataFrame contain the\n", "loading and pressure, respectively. We will also take the opportunity to set our\n", "own units, and a few extra metadata properties." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "# create (or import) a DataFrame\n", "data = pd.DataFrame({\n", " 'pressure': [0.1, 0.2, 0.3, 0.4, 0.5, 0.45, 0.35, 0.25, 0.15, 0.05],\n", " 'loading': [0.1, 0.2, 0.3, 0.4, 0.5, 0.5, 0.4, 0.3, 0.15, 0.05],\n", " 'Enthalpy [kJ/mol]': [15, 14, 13.5, 13, 12, 11, 10, 10, 10, 10],\n", "})\n", "\n", "isotherm = pg.PointIsotherm(\n", " isotherm_data=data,\n", " pressure_key='pressure',\n", " loading_key='loading',\n", "\n", " material='Carbon X1',\n", " adsorbate='N2',\n", " temperature=20,\n", "\n", " pressure_mode='relative',\n", " pressure_unit=None, # we are in relative mode\n", " loading_basis='mass',\n", " loading_unit='g',\n", " material_basis='volume',\n", " material_unit='cm3',\n", " temperature_unit='°C',\n", "\n", " material_batch='Batch 1',\n", " iso_type='characterisation'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All passed metadata is stored in the `isotherm.properties` dictionary." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'material_batch': 'Batch 1', 'iso_type': 'characterisation'}\n" ] } ], "source": [ "print(isotherm.properties)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A summary and a plot can be generated by using the `print_info` function. Notice\n", "how the units are automatically taken into account in the plots." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Material: Carbon X1\n", "Adsorbate: nitrogen\n", "Temperature: 293.15K\n", "Units: \n", "\tUptake in: g/cm3\n", "\tRelative pressure\n", "Other properties: \n", "\tmaterial_batch: Batch 1\n", "\tiso_type: characterisation\n", "\n" ] }, { "data": { "text/html": [ "
\n",
       "(\n",
       "    <AxesSubplot:xlabel='Pressure [$p/p^0$]', ylabel='Loading [$g\\\\/cm^{-3}$]'>,\n",
       "    <AxesSubplot:ylabel='Enthalpy [kJ/mol]'>\n",
       ")\n",
       "
\n" ], "text/plain": [ "\n", "\u001b[1m(\u001b[0m\n", " \u001b[1m<\u001b[0m\u001b[1;95mAxesSubplot:\u001b[0m\u001b[1;33mxlabel\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Pressure \u001b[0m\u001b[32m[\u001b[0m\u001b[32m$p/p^0$\u001b[0m\u001b[32m]\u001b[0m\u001b[32m'\u001b[0m\u001b[39m, \u001b[0m\u001b[33mylabel\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Loading \u001b[0m\u001b[32m[\u001b[0m\u001b[32m$g\\\\/cm^\u001b[0m\u001b[32m{\u001b[0m\u001b[32m-3\u001b[0m\u001b[32m}\u001b[0m\u001b[32m$\u001b[0m\u001b[32m]\u001b[0m\u001b[32m'\u001b[0m\u001b[1m>\u001b[0m,\n", " \u001b[1m<\u001b[0m\u001b[1;95mAxesSubplot:\u001b[0m\u001b[1;33mylabel\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Enthalpy \u001b[0m\u001b[32m[\u001b[0m\u001b[32mkJ/mol\u001b[0m\u001b[32m]\u001b[0m\u001b[32m'\u001b[0m\u001b[1m>\u001b[0m\n", "\u001b[1m)\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isotherm.print_info(y2_range=[0, 20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pyGAPS also comes with a variety of parsers that allow isotherms to be saved or\n", "loaded. Here we can use the JSON parser to get an isotherm previously saved on\n", "disk. For more info on parsing to and from various formats see the\n", "[manual](../manual/parsing.rst) and the associated\n", "[examples](../examples/parsing.ipynb)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import pygaps.parsing as pgp\n", "isotherm = pgp.isotherm_from_json(r'data/carbon_x1_n2.json')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then inspect the isotherm data using various functions:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pressureloadingbranch
01.884754e-070.5102810
14.498150e-071.0225600
21.058960e-061.5416600
32.360800e-062.0597500
44.935335e-062.5800300
............
1261.717322e-0112.9696001
1271.478162e-0112.7927001
1281.243666e-0112.5820001
1291.028454e-0112.3371001
1308.843120e-0212.1382001
\n", "

131 rows × 3 columns

\n", "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isotherm.data()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n",
       "array([0.94224978, 0.9175527 , 0.88026274, 0.85005033, 0.8250035 ,\n",
       "       0.79809718, 0.75394244, 0.72825927, 0.70260524, 0.67857171,\n",
       "       0.65424575, 0.63045607, 0.60668388, 0.58312446, 0.55678356,\n",
       "       0.53354765, 0.50847557, 0.48454113, 0.46082723, 0.4361253 ,\n",
       "       0.41206068, 0.38803881, 0.36445995, 0.33972693, 0.3160004 ,\n",
       "       0.29139658, 0.26721247, 0.24362584, 0.21954373, 0.195449  ,\n",
       "       0.17173219, 0.14781621, 0.12436657, 0.1028454 , 0.0884312 ])\n",
       "
\n" ], "text/plain": [ "\n", "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m0.94224978\u001b[0m, \u001b[1;36m0.9175527\u001b[0m , \u001b[1;36m0.88026274\u001b[0m, \u001b[1;36m0.85005033\u001b[0m, \u001b[1;36m0.8250035\u001b[0m ,\n", " \u001b[1;36m0.79809718\u001b[0m, \u001b[1;36m0.75394244\u001b[0m, \u001b[1;36m0.72825927\u001b[0m, \u001b[1;36m0.70260524\u001b[0m, \u001b[1;36m0.67857171\u001b[0m,\n", " \u001b[1;36m0.65424575\u001b[0m, \u001b[1;36m0.63045607\u001b[0m, \u001b[1;36m0.60668388\u001b[0m, \u001b[1;36m0.58312446\u001b[0m, \u001b[1;36m0.55678356\u001b[0m,\n", " \u001b[1;36m0.53354765\u001b[0m, \u001b[1;36m0.50847557\u001b[0m, \u001b[1;36m0.48454113\u001b[0m, \u001b[1;36m0.46082723\u001b[0m, \u001b[1;36m0.4361253\u001b[0m ,\n", " \u001b[1;36m0.41206068\u001b[0m, \u001b[1;36m0.38803881\u001b[0m, \u001b[1;36m0.36445995\u001b[0m, \u001b[1;36m0.33972693\u001b[0m, \u001b[1;36m0.3160004\u001b[0m ,\n", " \u001b[1;36m0.29139658\u001b[0m, \u001b[1;36m0.26721247\u001b[0m, \u001b[1;36m0.24362584\u001b[0m, \u001b[1;36m0.21954373\u001b[0m, \u001b[1;36m0.195449\u001b[0m ,\n", " \u001b[1;36m0.17173219\u001b[0m, \u001b[1;36m0.14781621\u001b[0m, \u001b[1;36m0.12436657\u001b[0m, \u001b[1;36m0.1028454\u001b[0m , \u001b[1;36m0.0884312\u001b[0m \u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isotherm.pressure(branch=\"des\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see just a plot of the isotherm, use the `plot` function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isotherm.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Isotherms can be plotted in different units/modes, or can be permanently\n", "converted. If conversion is desired, find out more in\n", "[this section](../manual/isotherm.rst#converting-isotherm-units-modes-and-basis).\n", "For example, using the previous isotherm:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Isotherm is still in bar and mmol.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAJOCAYAAABBWYj1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB9LUlEQVR4nO3deVhU1RsH8O8dkFXBBQUVBNxXxH0Xl8xEXMssTTLALZf8mahormkutKiZmqKYlWtapoJlueC+pWimCCoIKO4CyiZwfn/gjI4zg4MDM8zw/TwPT3HvmXvPmcbm9Zxz31cSQggQERER0SvJDN0BIiIiImPBwImIiIhISwyciIiIiLTEwImIiIhISwyciIiIiLTEwImIiIhISwyciIiIiLTEwImIiIhIS+aG7kBxlpubi5s3b6JMmTKQJMnQ3SEiIqIiIIRAamoqqlSpApks/zklBk75uHnzJlxcXAzdDSIiItKD+Ph4ODs759uGgVM+ypQpAyDvjbSzszNwb4iIiKgopKSkwMXFRfG9nx8GTvmQL8/Z2dkxcCIiIjJx2mzL4eZwIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIiIiLSEgMnIiIiIi0xcCIVYWFheOutt1ChQgVYWFjA1dUVH3/8Ma5evVoo1x86dCgaNmxYKNd6XW+99RZq166NjIwMpeNnzpyBubk5Fi9erDgWExODkSNHwtPTE+bm5gXq+2effQZJkuDl5aVybuLEiXBwcHjtMXTq1AmSJKn92bRpk9ZtNPnjjz/g5eWFihUrwtLSEtWrV8eECROQnJystv2aNWvQuHFjWFlZoVKlSujdu3e+1581axZKly6tcnzSpEmQyWRYtWpVgV9bVO7duwdJkrBu3TqD9YGIigdzQ3eAipfPPvsM8+bNQ79+/fD999+jUqVKiI2NxQ8//IA33ngD169fN3QXC8V3332Hhg0bYv78+Zg9ezYAICcnByNGjICHhwfGjh2raHvx4kXs3r0brVq1Qm5uLnJzc7W+z/nz52FpaYkjR47gwYMHKF++vNI5Dw+P1x7D8uXLkZKSonRs8eLF2LZtG9544w2t22jy4MEDtG3bFuPHj0e5cuXw77//YtasWfj333/x559/KrWdNWsWvvnmG0ybNg2tWrXCgwcPsGfPngKPaerUqQgODsby5csxfPjwAr9enwICAtCzZ09Dd4OI9E2QRsnJyQKASE5O1sv9rsTfElO+3yTem71MTPl+k7gSf0sv95ULDw8XAERQUJDa87///rtO18/NzRUZGRniww8/FA0aNNDpWoVh7ty5wsLCQly+fFkIIcQ333wjZDKZOHnypFK7nJwcxb8XtO+urq7C19dXWFtbi59++knpnKOjoxg/frwOI1Dl7u4uvL29dW6jyapVqwQAkZiYqDj233//CTMzM/HHH38U6FozZ84Utra2it+nT58uAIhly5YV+LVF7e7duwKACA0N1ds9iUh/CvJ9z6W6YiI0PAJ1fScheFMYthw4geBNYajrOwnrwiP01ocvv/wSjo6OihmYl/Xq1QsAcOzYMfTu3RtVqlSBra0tPD098eOPP6q0ly/JhYWFoXHjxrC0tMTvv/+uOB8eHo6GDRvCysoKzZo1w/Hjx1Wu8dtvv6FJkyawsrKCk5MTRo8ejcePH6vc48CBA2jSpAlsbW3RsmVLnDlz5pXjDQwMRI0aNTBy5EjEx8dj+vTp+Pjjj9GiRQuldjLZ6/0xSU5ORlxcHFq3bo0uXbpg165dinN37tzB7du3dZpxetnRo0dx/fp1DB48WKc2+alQoQIA4OnTp4pj69atQ/Xq1fHmm2++1jUBYPbs2fj888+xZMkSjB49+rWu8arPCqD9Z3f16tVwc3ODjY0NunbtipiYGJU2Ly/VFeSz+P3338PV1VVx/RMnTqgsBRLRc9EJSQhatRnvz/kOQas2IzohyWB9YeBUyIQQeJKeUaCfyJg4BCwKQW6uQE5urtI//ReF4PzVGwW+phCiQP3Ozs7GkSNH8MYbb6BUqVL5to2Li0O7du0QEhKCnTt34u2334a/vz/Wr1+v0vbmzZv45JNPMGHCBOzZsweenp4AgFu3buHjjz9GYGAgtmzZAktLS3Tv3h137txRvPb3339H//79Ubt2bfz666+YPn06fvzxR/Tt21fpHklJSRg3bhwCAwOxefNmpKWloV+/fkpf7upYWFhgxYoVOHDgADp27IgyZcpg3rx52r1hWjh//jwAwMPDAz4+PtizZw+ys7MBAJGRkYpzhWXDhg2wsbFBnz59dGrzspycHGRkZOCff/7BnDlz0KtXL7i6uirOHz9+HI0aNcLnn3+OSpUqwcLCAl5eXjh37pxW1//iiy8wa9YsfP311xg3bpzW/XqRtp8VbT67u3btwvDhw9G5c2f8+uuv6NKlC9577z2t+qHNZ/H333/HyJEj8eabb+LXX39Ft27dMGjQoNcaN1FJUBwmFl5kVHuckpOTsWDBAmzfvh1xcXGwsbFB3bp1ERgYiH79+ina3b59G0FBQdi9ezeSk5NRu3ZtjB07FsOGDSvyPqZlZKJ0j8K7T64QaOw/rcCvexy+GrbWVlq3v3//PjIyMuDi4vLKti9+iQgh0LFjRyQkJGDlypXw9fVVavvw4UPs2bMHLVu2VDr+4MEDbN26FV26dAEAdOzYES4uLli8eDG++OILAHl/o2/RogU2b96seF358uUxaNAgHDhwAJ06dVJc6+DBg2jQoAEAwMrKCt26dcOJEyfQvn37fMfi5eWFN998E3/++Sd++OEH2NnZvXL82jp//jwkSUKjRo3g6uqKUaNG4dChQ+jcuTPOnz8PMzMzRZ91lZ2dja1bt6JPnz6wtbV97TbquLq6IjExEUDepvqNGzcqnU9KSsI///yDixcvYuXKlbCwsMDs2bPRrVs3REdHo2zZshqv/eTJE0ybNg3+/v743//+p3WfXqbtZ0Wbz+7cuXPRoUMHhIaGAgC6d++OJ0+eYP78+a/shzafxblz56JLly5YvXq14voZGRkaZ3qJSrLohCQEBOdNLADyCYG8f/oHh6B9ozqo6eyo1z4ZzYxTfHw8mjVrhu+//x4+Pj747rvvMHv2bDRp0gQ3btxQtHv06BHat2+PTZs2wd/fH99++y2qVauG4cOH839M+ZDPUEmS9Mq2Dx8+xLhx4+Dq6opSpUqhVKlSWLVqFa5cuaLS1sHBQSVoAgB7e3tF0AQAZcuWRZcuXRTLdY8fP8a5c+fw7rvvKr1uwIABMDc3x6FDhxTHqlSpohSA1K9fHwCQkJDwyrFERUXh4MGDkCQJBw4ceGX7goiMjISbmxvs7Ozg7OwMDw8PxXLd+fPnUbt2bVhZ5QW39+/fR48ePVC3bl00atQIAQEByMzM1Ppee/fuxZ07d/KdudCmjTphYWE4cuQIVq1ahYsXL6JXr17IyclRnM/NzcXjx4+xbds29O/fHz4+Pvj999+Rmpqa75NxAGBtbY2OHTtiw4YNOHLkSIH6JVeQz8qrPrs5OTk4c+aM0l/EAOCdd97Rqi+v+izm5OTg7NmzKk8cFmQGkKgkWRt2EBLUfy9JkLAm7IB+OwQjmnEaMmQInjx5gsjIyHxnRRYuXIiYmBjF/8QBYNiwYejduzfmzZsHX19fuLu7F1k/baws8Th8dYFeMzN0Oxb/8gdy1DytZSaTYfw73TH7o/4F7kdBODg4wMrKSikI1WTo0KE4evQoZsyYgQYNGsDOzg4rVqxQ+tu+XKVKldReo2LFimrbyr/AHj16BCEEnJyclNqYm5ujQoUKePDggeLYyzMaFhYWAKCSakCdUaNGoUaNGhg9ejTGjBkDPz+/V85Saevlp+Z8fHywdetWfPXVV4iMjFQ6J0kSgoKC0LFjR+Tm5mLw4MFYunQpAgMDtbrXhg0bUKFCBXTv3l2nNurI+9m2bVs0bdoUzZs3x6+//qoIJsqXLw9HR0elgKFy5cqoW7cuLl68mO+1ZTIZdu7ciU6dOsHHxwcHDx4s8PJlQT4rr/rs3r17F9nZ2SqfW0dH7f5G+6rPovz6L3/+Nf05ISrpYpPuQUD91hMBgdike3rukZHMOB06dAgHDx7E5MmT4eLiguzsbDx58kRt259//hnu7u6KoEluwoQJePr0qdov98IkSRJsra0K9DOid5d8Pxgje3ct8DW1mTl6kbm5Odq3b4+//vor371BGRkZ2L17Nz777DOMHTsWXbp0QfPmzTU+oq+pH3fv3lU5dufOHVSuXBlA3heQJEm4ffu2Upvs7Gzcv39f6bH+1/XDDz9g//79WLFiBUaNGoU2bdrg448/VuxD0oUQAv/++69K4BQdHY2LFy/i0qVLaNy4seJc+fLl0bFjRwB5wUTz5s0RFxen1b3S09OxY8cODBgwQOP+NG3aaMPT0xNmZmZKm6Xr1auntq0QQquN9XZ2dtizZw8qVqyI7t27FzhfmLafFW0+uxUrVoS5ubnSXjsAKtd+XfLrv/z5f/l+RJTHzckh3xknN6fXz4X3uowicAoLCwMAVK9eHf3794e1tTVKly4NNzc3LFu2TNEuKSkJ8fHxaNOmjco12rRpA0mScPLkSb31W1u1nJ2wJjAAMpkEMzNZ3j9lef9cExigt/XbTz/9FLdv38acOXPUnt+1axcyMzORk5Oj+Js0AKSmpio9LaeN5ORk7Nu3T+X3Vq1aAQBKly4NT09PbNmyRel127ZtQ3Z2Njp06FCg+73swYMHmDhxIoYOHYqOHTtCkiSsWLECly5dUkp++bpiYmLw5MkTpeCoVatWcHBwwJdffomsrCyNMysZGRlYt24dfHx8tLqXfFksvyU4bdpo49ixY8jJyUH16tUVx3x8fHD79m38+++/imOJiYm4fPmy0vjzU6lSJezduxdmZmbo1q0bbt26pXWftP2saPPZNTMzQ9OmTfHrr78qXeuXX37Ruj/5MTMzQ5MmTbBjxw6l47/99luhXJ/I1Ph5e+U7seDv3Um/HYKRLNVdvnwZQF7COXd3d6xZswaSJGH58uUYO3YsHj58iOnTpys2sDo7O6tcw9LSEg4ODvnue8nMzFTaV/Jy4sCiNLRHR7RvVAdrwg4gNuke3Jwc4O/dSa+b3t566y1MmzYNc+fOxaVLl/D++++jUqVKiIuLw48//ogrV67g+vXraNGiBRYsWKD42/OCBQtgb29foL81ly9fHv7+/pg9ezbKli2LBQsWAADGjx+vaDNr1iz07dsX77//Pj788ENcu3YNQUFB6Nq1q2Kz7+sKDAyEEALBwcGKYx4eHvjkk08we/ZsvPfee4rPUVpamiJ4j4uLQ0pKiuKLVJ5Z+2UvPlEnJ5PJ0KNHD/z0008q5+Ryc3Px4YcfomvXrnjrrbe0GsuGDRtQrVq1fJcYX9Vm/fr18PPzw99//63Ict6/f380b94cHh4esLa2RmRkJBYtWgQPDw+lp9X69euHpk2bon///pg7dy4sLCwwZ84cVKxYsUAPZLi6uuLPP/9Ex44d0b17dxw8eBDlypXT6rXafFbs7e21+uxOmzYNffr0wUcffYT33nsPp0+fxoYNG7Qex6t89tln6NOnD4YNG4YBAwbg7NmzipQIr5v6gshUyScW/BathhCAhLw/JwJCrxMLSoosm1Qh6tq1qwAg3NzcREZGhuJ4ZmamqFGjhrC2thYPHjwQERERAoCYPn262uu4uLjkm7xw5syZ8m37Sj/6SoBZXOzatUu8+eaboly5csLc3FxUq1ZN+Pv7i4sXLwohhIiOjhadO3cWNjY2wsXFRQQHB6tNSKgpWaT8+K5du0S9evWEhYWFaNKkiThy5IhK2+3btwtPT09hYWEhKlWqJD7++GORmpqa7z1elawwIiJCSJIkQkJCVM6lpqYKFxcX0b9/f8Wx69evq/1cABD79+9Xe48ZM2YIGxsbpeSZQgixefNmAUCUK1dO7etGjhwpBg8eLHJzc9Wef9mDBw+EhYWFmDRpkk5tQkNDVcYzf/584enpKcqUKSNsbW1FgwYNxPTp09X+ebh9+7YYNGiQsLe3FzY2NqJHjx6KxKKaaEpieeLECVG6dGnRpk0b8eTJE61f+6rPihDaf3ZXrlwpXFxchJWVlfDy8hJHjx5V+Uy9/LqCfBZXrFihdH158tnffvtN4/tFVJK9O2upgNcHouGHU8SU7zeJ6PikQr1+QRJgGkXg5OPjIwCIqVOnqpybMWOGACDCw8PF6dOnBQCNXxAODg6iRYsWGu+TkZEhkpOTFT/x8fElMnAiwwgMDBQ+Pj7i6dOnhu4K6dnq1asFAHH9+nVDd4WoWHorcJGA1wciZNf+Irl+QQIno1iqky+ZyDcOv0h+7MGDB4rkiuqW4zIyMnD//v1898ZYWlrC0rJgT6MRFYaLFy8iODgYdevWRfPmzQEA3bp1U1pKJNPw4MEDzJ49G126dEGZMmVw6tQpzJs3D3369IGbm5uhu0dULMXfuQ8AcKlUwcA9MZI9Tq1bt8bKlSsRHx+vck7++LyjoyOcnJzg7OyMY8eOqbQ7fvw4hBAq5TSIioMGDRoUONs7GadSpUrh6tWr2LhxIx4+fIiKFStiyJAhWLhwoaG7RlRsxd/NSyviUkn3J6p1ZRQ7Efv06QM7OzusX78eycnJiuOpqan44YcfUK5cOcWTdIMGDcL169exfft2pWt8/fXXMDc3x8CBA/XadyKiF5UpUwa7du3CnTt38PTpU9y8eRPfffedUt07Inou5Uk6Up6kAwBcKnLGSStly5bFN998A39/f7Rs2RIBAQGQJAlr1qzBrVu3sG7dOtjY2AAApkyZgl9++QVDhgzBmTNn4O7ujh07dmDXrl2YPn260mPUREREVLzJl+nKlrZBaRvtS4kVFaMInADAz88PFStWxMKFCzF79mwIIdCsWTN8/fXX6NGjh6JduXLlcPjwYUydOhWrV69GSkoKatasiRUrVmDkyJEGHAEREREVVPwd+TKd4WebACMKnACgV69e6NWr1yvbVa5cWVGgk4iIiIxX/F35xnDD728CjGSPExEREZVMihmnYrC/CWDgRERERMXY81QEnHEiIiIiyldx2+PEwImIiIiKLe5xIiIiItKCEIJ7nIiIiIi08SDlMdIzswAAzhXLGbg3eRg4ERERUbEkn22qWLYMrCwtDNybPAyciIiIqFh6vr+peCzTAQyciIiIqJh6vr+peGwMBxg4ERERUTH1PIcTZ5yIiIiI8vU8hxNnnIiIiIjyxT1ORERERFriHiciIiIiLeTm5iLhbvEqtwIwcCIiIqJi6M7DFDzNzoEkSajiUNbQ3VFg4ERERETFTvyz2abKFcqilLm5gXvzHAMnIiIiKnYUqQiK0f4mgIETERERFUPFMRUBwMCJiIiIiqHimPwSYOBERERExVD8Xc44EREREWnl+R4nzjgRERER5Yt7nIiIiIi0kJ2dg5v3HwLgHiciIiKifN168Ai5uQLmZmZwLGdv6O4oYeBERERExYp8f1NVh3IwMyteoUrx6g0RERGVeMV1fxPAwImIiIiKmeKawwlg4ERERETFTHHN4QQwcCIiIqJiRrFUV8xyOAEMnIiIiKiYeb5UxxknIiIionw93xzOGSciIiIijTKznuL2w2QAxXPGydzQHSAiIqKSLTohCWvDDiI26R7KlrYBAFhZlIKDfRkD90wVAyciIiIymNDwCAwLXgP70jZoXMMFf5y6AAmAnY01JEkydPdUMHAiIiIig4hOSMKw4DXw8+6IJWOHwNrSAumZWRi7ZD3WhkcgJuE2ajo7GrqbSrjHiYiIiAxibdhB2Je2wdJnQRMAWFta4NtPfGFnY4U1YQcM20E1GDgRERGRQcQm3UPjGi6wehY0yVlbWsCzlitik+4ZqGeaMXAiIiIig3BzckDk1XikZ2YpHU/PzEJkzA24OTkYqGeaMXAiIiIig/Dz9kLy4zSMXbJeETzJ9zilpmXA37uTYTuoBjeHExERkUHUcnbCd+M/xKivQ7H14Ek0q+WGM1dikZqWjjl+bxe7jeEAAyciIiIyIDcnBwgAEAIV7EsjJS0dADCmXzeD9ksTLtURERGRwew9/S8A4J1OLTHXfwAAoLS1FeyfJcIsbhg4ERERkcHsPZMXOHVr1lCpuG9xTH4JMHAiIiIiAxFCoG/7Zmhdvya6NmuA+LvFt7ivHPc4ERERkUFIkoTZH72N2R+9DQDPZ5wqFr/ivnKccSIiIqJiIf6OfMaJgRMRERGRghACYcfPIflxmuLY8z1OxXepjoETERER6V3UjVvoOeUrVH1nHLKeZgPAC3ucOONEREREpCB/mq51/ZqwKJW35fr5HifOOBEREREp/HXmIgDgjWYNAADJj9OQmpYBgDNORERERApPs7Ox/+x/AIBuzRsCeD7bVK6MLWytrQzWt1dh4ERERER6dfLSNaSmZaCCXWk0qeUKwDj2NwEMnIiIiEjP5GVWujZrAJksLxQxhv1NAAMnIiIi0rMXy6zIGUMOJ4CZw4mIiEjP1geNwN7T/6JHKw/FMWPI4QQwcCIiIiI9q1HVETWqOiod4x4nIiIiIi0pluq4x4mIiIgoz5jFP2D5b38h5Um64pgQ4oWluuI948SlOiIiItKLhDsP8N1vf0EmkzCoaxvF8fvJj5GR9RQA4FyxeAdOnHEiIiIivfjr2dN0LepUR9kytgCA6IQkTPp+IwDAxsoCN57NPBVXDJyIiIhIL+RpCORlVkLDI1DXdxJ+2HMYAJCWkYW6vpOwLjzCYH18FQZOREREVORyc3MV9em6NW+I6IQkBASHIDdXIFeIF9oJ+AeHICbhtqG6mi8GTkRERFTk/r2egDsPU2BjZYE2DWphbdhBSJDUtpUgYU3YAf12UEsMnIiIiKjIycuseDWuC4tS5ohNugcBobatgEBs0j19dk9rDJyIiIioyN26/whmMhm6Nc8rs+Lm5JDvjJObk4M+u6c1owmcJEnS+PPo0SOltrdv34afnx8cHR1hZWUFDw8PrF692jAdJyIiInz58SA82LkSfj28AAB+3l75zjj5e3fSY++0Z1R5nDp06IDhw4erHLe1tVX8+6NHj9C+fXskJiZi/PjxcHd3x44dOzB8+HDcvHkTM2fO1GeXiYiI6Bk7W2vFv9dydsJc/wGYunoLAED2bDJEQGBNYABqOjtquoxBGVXgVL16dXzwwQf5tlm4cCFiYmKwbds29O/fHwAwbNgw9O7dG/PmzYOvry/c3d310V0iIiICkJ2dA3NzM5Xjtx8kAwBqVKmEFnWrw83JAf7enYpt0AQY0VKdXFZWFlJTUzWe//nnn+Hu7q4ImuQmTJiAp0+fYvPmzUXdRSIiInpBh3Fz0WrUTJyNjlUce5KegXV7DgEAln3yITbOGI35wwcW66AJMLLA6ZdffoGNjQ3s7OxQoUIFBAQEICkpSXE+KSkJ8fHxaNOmjcpr27RpA0mScPLkSX12mYiIqER7kPIYJy5dxclL11CprJ3i+Ma/jyP5SRpqVKmEN1s0NGAPC8ZolupatGiBd955B7Vq1UJaWhr279+P0NBQ/Pnnnzhx4gQqV66MxMREAICzs7PK6y0tLeHg4ICEhASN98jMzERmZqbi95SUlMIfCBERUQmy/+wlCCFQ360qqj6rQyeEwHe//QUAGNWnK2Qy45nHMZrA6eWZosGDB8PLywu+vr6YOXMmVq1ahbS0NAB5QZI6VlZWijbqzJ8/H7Nnzy68ThMREZVw8vxN8jIrAHD8vxici4mDlUUpDH2rg6G69lqMJ8RTY8iQIXBzc8Pu3bsBADY2NgCgNGv0ovT0dEUbdYKCgpCcnKz4iY+PL/xOExERlSDy+nTdmj1fjvvu17zZpve6tEYF+zIG6dfrMurACQDc3Nxw9+5dAEDVqlUBQO1yXEZGBu7fv692GU/O0tISdnZ2Sj9ERET0eq7dvINrN+/A3MwMXp51AQB3HiZj68G8VaTRfd8wZPdei1EHTkIIxMTEwMnJCQDg5OQEZ2dnHDt2TKXt8ePHIYRAixYt9N1NIiKiEumvZ7NNrevXQBmbvBxOa8IOIutpNlrUrY7mdasbsnuvxSgCp9u31VdI/vbbb5GQkIDevXsrjg0aNAjXr1/H9u3bldp+/fXXMDc3x8CBA4u0r0RERJSnRhVHvNu5Fd7umDdpkZOTi5W/7wNgnLNNACAJIdTnOy9Gxo8fj7/++gs+Pj5wdXVFeno6Dhw4gJ07d6JWrVo4evQoHBzyato8fPgQzZs3R1JSklLm8F27dmH69OmYM2eO1vdNSUmBvb09kpOTuWxHRESko9+P/IM+075BebvSSNi6BNaWFobuEoCCfd8bxVN1Xbp0weXLl/HTTz/h3r17kCQJNWrUwLRp0xAYGAh7e3tF23LlyuHw4cOYOnUqVq9ejZSUFNSsWRMrVqzAyJEjDTgKIiKikiE6IQlrww4iNuke3Jwc4OfthVrOTlj+LAWBv3fHYhM0FZRRzDgZCmeciIiICiY0PALDgtfA3tYajWtUQ+S1G0h+nI55AQMwZdVmSJKE6J+CUaNq8ckQbnIzTkRERFT8RSckYVjwGvh5d8SSsUNgbWmB9MwsjFv6o6KY71stGxWroKmgjGJzOBERERV/a8MOwr60DZY+C5oAwNrSAkvHDUFpaysAwOi+3QzZRZ0xcCIiIqJCEZt0Dx7VXWD10v4la0sLeNaqBlsrC7zV0sNAvSscDJyIiIioUFhblsLZ6FikZ2YpHU/PzMK56Di0qFsDZmbGHXoYd++JiIioWLh28w5+P3IWKU/SMXbJekXwlJ6ZhbFL1iM1LcNocze9iJvDiYiISGf7z/6H+ymP4VKxPNbtOYTth06jUXVnnIuOQ2paBgSAgXOWYU16AIb26Gjo7r42piPIB9MREBERaW/rgRNo36gOLl5PQLeJC9W2kckkRK0PRk3n4vNkXUG+77lUR0RERK8l62k2Up6kK34f0KkVKlcoi7//uQgzmfoQQ4KENWEH9NTDwsfAiYiIiAosNzcXHy1cBa9P5iHp/iOlczGJd5CTm6v2dQICsUn39NDDosE9TkRERFRgk1Zuwoa/jsHczAz/Xk+AU4WyAIC0jEycunxV4+skSHBzctBTLwsfZ5yIiIioQL7aHIavtoQDANZODsAbzRsCyHuCrs+0bxB3+77G1woI+Ht30kc3iwQDJyIiItLaT38ewcQVGwEAi0a+hyFvtgfwPGj668xF2FpZImhwL8hkEszMZHn/lOX9c01gQLHaGF5QXKojIiIirfxx8jw+WrgaAPC/AW9h4kBvAEBGZhb6fbYYe0//C1srS4QvCkQHjzrw6+GFNWEHEJt0D25ODvD37mTUQRPAwImIiIi0kJ2dg0++/QnZOTkY9EYbfDnqfUiSlBc0TV+CP05dgI2VBXYv+BQdPOoAAGo6O2L+8IEG7nnh4lIdERERvZK5uRn+CJ6Ekb27IHTycMhkMmRmPcXbM5diz8nzsLa0wO75E+HlWc/QXS1SnHEiIiIijXJzcyF7lpMpKzsbZUvb4MP538O5YnmcvnwdByIvwdrSArvmT0CnJqYdNAEMnIiIiEiDlCfp6B64CIHveSP5SToCgkMgQYKAgMgVEADMzcyw84sJ6NK0gaG7qxcMnIiIiAgAEJ2QhLVhBxGbdA/OFcvj8IUoHP/vKkZ9vQ53k1OQV6RNuVJbTm4uXB2NNy9TQXGPExERESE0PAL1fCdj1a4DuP0wGSG7D+DEf1dhWcoc3q0bQyapDxlkknGXUCkozjgRERGVcNEJSRgWvAZ+3h2xZOwQWFtaID0zC2OXrMe6PYcQm3TPZEuoFBRnnIiIiEq4tWEHYV/aBkufBU0AYG1pgW8/8UVpayscOHdJ42uNvYRKQTFwIiIiKsGiE5Kw48g/aOTuDKtnQZOctaUFGtd0yff1xl5CpaAYOBEREZVQ32zdgzpDAnE57ibOxsQhPTNL6Xx6ZhbORd/Au51aIXTyMJMsoVJQ3ONERERUwly/dQfTQrZi49/HFcdSn6Rj7JL1+PYT3+d7nJaux5OMTMwLGICazo5o36iOyZVQKShJCCFe3axkSklJgb29PZKTk2FnZ2fo7hAREWnlxbQCbk4O8PP2Qi1nJ/wXm4gFG3Ziw1/H1G72lgCUsbWGZ81qiIyJx+P0DIQE+mNoj476H4QeFeT7noFTPhg4ERGRsQkNj8Cw4DWwL22DxjVcEHk1HsmP0+BZsxr+iY6D/Gvf3tYayU/SNV6nnmsV/D5vQomYUSrI9z2X6oiIiEyExrQCS9dj7e6DEADcHB2Q9DA536DJTCZDn3ZNS0TQVFDcHE5ERGQixi/7CbbWlqppBcb5ooyNNQAg9vY9ZGQ9haujAyRJ/XVK2pNyBcEZJyIiomJO054luQcpj/H9zn0IOx6Jjo3rqk0r4FmrGo5ciMYH3drCv2cntG9UGz/sOQT/4BBIkgQhhKIOXUl7Uq4guMcpH9zjREREhqZpz1JIoD+qOVbAoo278fc//yE7JwcAYGdrjaTtyxQzTkBeWoHK/cfAr4cXvh4zWOn6MQm3S/yTctzjREREZAI07Vkat/RHBASvweyh/fHHqQtKr1GbVmDJeqSmZeDjvm+o3KOmsyPmDx+oryEZPc445YMzTkREZEg9p3yJwxeu4Pb2ZUrLb+mZWXDqPwYpGjZ4v5hW4Fx0HFLTMtCjdWPsXjBRTz03LpxxIiIiKqZetV8pOzsHf5y6gE37jue/Z6lmNURERqFxjWro074pmtR0w9szlyA3V0AASHmSjojIKACAJAFLxgzR5zBNFgMnIiIiPVHsV7K1hkcNF+w5eR6LNu7G1MG98XnAOwDynmh7//PvkJqWAQA496wUyst7ls7F3MCo3l2wfMJHiuNrAgO42buIMXAiIiLSA405lpasx7yfdiDmZhKsLS3x15mLiqAJ0Lxn6XFaBia86610j6E9OrIsShHjHqd8cI8TEREVlg/mrsDu4+dwa9u3qvuV+o1GygvBkkUpc1QuXxbxd+4jVwjuWSpi3ONERESkRy/vW+rVtgkS7z2ET5smsLa0wOO0DBw4dwkeNappyLHkiojIKLSsWx1z/N5GB486SLz3EHV9JwEC3LNUjDBwIiIiUuNVm7jlQsMj4L9oNQBJUQduwYZdAIBBXdvgetJdnLp8Hdk5OUhNz1C/Xyk6DgBQvUoldG/pAQCo5ezEPUvFEAMnIiKilyz4eSemhWyF3bPlsT9PXUDwpjCEBPpjaI+OinYhuw9gWPCaZ7+p7nzZ8Pcxxb9XrlAWSQ+SNeZYkkkS3JwclF7PPUvFDwMnIiKiFyz4eSemrt6CAJ9OKoVy/ReFIDUtA92aN8TRi9FY+GxmSZOG7s749N0e6ORZD26VK2Lhhp0IWrUFWw+eVNqvJJC3/KauPhwTVBYv3ByeD24OJyIyHdosvUUnJKH2B4Gws7VWn3Sy32g8zshEbu6rvzplMgnvdmqFjTNGKx1fuGEnpqzaAkkChABkkgRIeakEXpzNIv3h5nAiIqIXyPMnlbGxQuMa1bDn5HkEbwrD959+hKa13fA0Owct69XAmrCDAADPmq75buK2siiFFnWr42l2Nk5evqY2kJKguvQGAJMH9cLbHVty+c1IMXAiIiKTFp2QhIDgEPh7e6nkTxoWvAYCgHvliqhbrTL+PvMfgPyTTvp2b4/VE/1hUcoc0QlJeU++qSEg1C69AVx+M2YyQ3eAiIjodew9fQFtPp4F13fHo83Hs7D3tHKx26yn2QCALzeHobS1FZY+C5qAvNmjbz/xRRkbKwDA9Vt3EX7iPLKy814jTzqZnpkFAEpJJ6cP6QuLUnnzDvIn32QyCWZmsrx/yvL+ySffTBNnnIiIyOj4LVyNdeERz5JCuuJcTBy6T1yEtg1roU61yjh56RqSH6dh4cj38MuBk/kuvR37NwYDu7RGq3o1ULlCWbw761vkCoG1YQdVNnHPHz5QJRjik28lCzeH54Obw4mI9EfbvEl7T19A94mLVJ96W7Iea8MOqkkKANjZWiNp+zKVpTenfqNRtWJ5/PfDQsXxdeER8A8OAQDk5uZl7RYAFgx/F5MH9SrkUVNxUJDvewZO+WDgRESkHy9v3o68egOpaRlYHeiPzp71cDrqOk5HXceZK9fxIOUJYm7e1vjUm7x0SSlzMzSp5Yon6Zn4LzYRft5eKvmT1oYdxPBenbHyUz+l/sQk3OYMUgnCwKmQMHAiInp92s4gyTdYq9u8vTb8INR9S3VsXBcHl0xTOe71yVxcuJaAPYsC0bhGNVhalEJ0QhLqDAkEhGq9N0jAlR+/ZFBUwhXk+56bw4mIqNCFhkegnu9krNq5H0kPHmHl7/tQd8gkLNywEwCQk5OLS3GJ2PDXUbwzY6nmzdvWVmqvL3/q7UXy0iV1XJzQsl4NWFqUApC3gXvtpGGABKSm5dV7kwdNaycNY9BEBcLN4UREpDVtk0gOC14DP++OKjNIQau2YPlvf+Fe8mOkvRD4dGxcV+Pm7aP/RqNPu2ZoWtsNzWq7ISUtHQNnLdNYumSu3wCVfnMDNxUWLtXlg0t1RETPvVy/7fzVeCQ/SVeq3/Yw9QlGL/4B4ScicWvbt/nuQXpRQTZvA0DAohCsDTuosvTm5+2FkEkBRfQOkKli5nAiItKKtvuQXlW/7ae9RxCTeAdxt+8ByH8GKSIyCgBQo0olNK/jjtikezh56arGGaSOHnVU+hMyKQDvd2mDz9ZuReyte6jvVhVz/Qaga/MGRfAuET3HGad8cMaJiEyZpifZXpxBAoB/r8Wjkd/UfOu3vTyLlN8MUkpaBvp3bI5tcz4BAG7eJoPjjBMRUQmm7T4kTWVI/BeF4GJsIhLvPUTk1Ru4FHcTwKvrtwGAuZkMtao64XL8LY0zSDJJQu0X+iPfvO23aLVi87YEcPM2FUucccoHZ5yIyNjIZ5HsS9ugcQ0XRF6NR/LjNJVZpIDgEGw9cFLrGSQgv1mkMWjfqDbmBryD+q5VYWlRCgs37ETQqi0qM0gCgEwmIWp9sEpAxNxJZChFNuO0fv16nTr2Il9f30K7FhERaX6abdzSHxEQvAZR8bcUs0jnr8ZrtQ/pRfL6bS/PIj1Oz8CSsUOUghx5hu0pq7bg0PkoCAHIJAmSBI013Fj4loxBgWacZDIZJEkqlBvn5OQUynWKEmeciMjQtN28DQDek4Nx5N9oDbNIY5CSlq7UPr99SADwmW9fNK5RDWWsrdB+3OeK8iMvzyLNHz4Qkwf5qO0TZ5HIGBRZ5nCZTAZPT0/06dPntTv322+/4fz58wyciIheQbHsZmsNjxouOBdzAylP0vHFsAGYPKgXTl++hpOXr+FcTBxOXLqqmEXSlFH75VkkCdC6DAnrt5EpK9LN4Z6enpg5c+Zrdy42Nhbnz59/7dcTERm7wkgimfk0GzuPnsXpqOtKr5Nn1H55Fulc9A3UcnbCoK5t0LhmNdjbWuONTxdgbdhBbD14UuVJtokDeypdlwkkifIUKHCys7ODjY2NTje0trbm7A0RlVgvpwDYc/I8gjeFKTZvX7t5B8f/i8GSbX8oypBYvVSGZOuBE5gZul3t9fPbh3RmwedKgU5Bn2TjHiQiPlWXLy7VEZE2CqOYbeieCJwLmYuZodvx66EzAPIvZBsRGYXS1lbo4FEbjWtUw3+xidh9PBI5ublq9yH1aN0YuxdMVLkW9yARFeEep5KGgRMRvYo2SSQfp2Ug8uoNTPp+E/69nlBoSSTf69IaG2fkbeSWB2W5uar/S5eYRJIoXwZNgJmZmYkNGzbgv//+gyRJaNiwId577z1YWFi8+sVEREYk3ySSwSFo36gOXCqVx2drf8GSX/4A8OpSJJXK2aFxjWqoVqkCQsMj8k0i6ebkoLhGLWcnrAkMgH9wCCRJghACEiQICI2P/xNRwRXqjNP58+fh4+ODhISE5zeQJLi5uWHPnj2oVatWYd1KLzjjRFQyRSck4ctNu3HowhUAQAePOpg40Ftl+c33i5XYceQfjTNIZmZmSHmSjpzcXMW5/GaRHMvZ48rPXyqOM4kkkX4U5PteVpg3HjFiBCwtLbF//348efIEd+7cwVdffYW4uDiMGzeuMG9FRFQkQsMjUGdIIFbvOoDEew9RsawdNu07jrq+kxSzRkIIrNl9AD/+eSTfMiQPU58gJzcXZUvboHOTemjo7qzYvJ2emQUASrNIXZrWV7rO5EG9MH/4u0h5ko5D56OQkpYBSZIgk0mvTCK5ccZozB8+kEETUSEr0IzTpUuXUK9ePbXnsrKyYGVlhS1btuCdd95ROufj46MIpgpDWloaGjZsiOvXr2PEiBFYuXKl0vnbt28jKCgIu3fvRnJyMmrXro2xY8di2LBhBboPZ5yITMfe0xcwY+023Lz3CFUcymKO39vo1ryRUpsXi80G+HRSWX5bGx6BFnWr40r8LTx6nAYg/xkke1sbHPluBpwrlockSa9dzJazSERFq8hmnBo3bozAwEA8fvxY5Zy5uTlKlSqFO3fuqJy7c+cOrK2tC3KrfM2YMQN3795Ve+7Ro0do3749Nm3aBH9/f3z77beoVq0ahg8fjtmzZxdaH4jIePgtXI3uExfhv7ibcKtcEf/F3UT3iYsQsCgEuS8sowVvCoN4FtQsfRY0Ac/TAJSxtsTJS1fx6HEaSpmboVwZ23xnkLxbN4ZLpQqKigvyYraQoEgBIA+a8itmy1kkouKjQJvDZ8+ejS+++AIbNmxAcHAwBg0apDgnk8nQu3dvTJkyBQ8ePEDz5s2RlpaGDRs24PTp0/D39y+UDp89exaLFy/GwoULMXGi6qO1CxcuRExMDLZt24b+/fsDAIYNG4bevXtj3rx58PX1hbu7e6H0hYgMR9sUAHtPX8C68Aj1M0hhB3Hk3ytoXqc6zkbH4mJsIgDks/zmhsysp/j+049Qz7Uq4m7fQ50hgVonkQSYSJLI2BV4c3hCQgI+/fRTbN26FR06dMCyZcvQqFHedPeDBw8wdOhQ7Nq1S/FUBwC88847WLt2LUqXLq1TZ3NyctCqVSs4Ojriu+++g7u7u8pSXbVq1WBubo5r164pvfbAgQPo3Lkz5s+fjylTpmh1Py7VERVPC37eiWkhW2H3bLnr/NV4JD9JV0oBINdm1Cz8d+Om1ikAAM3Lb5X7j8WoPl2UkkCuC4+A36LVAAAhoJRE8uW+EFHxVKTpCJydnbF582aMHDkSY8eORbNmzTBq1CjMmTMH5cuXx++//47o6GhcvnwZANCgQQNUr1799UbyksWLF+O///7D1q1b1Z5PSkpCfHy80kyYXJs2bSBJEk6ePFkofSEiw1jw805MXb1FdQZpaV4KgLDjkXickYFW9WrgzJVYnIq6hnaN6mjcwH3y0jVM/aA3mtR0hX1pa3h9Mi/f7Nv+3p2UrsMZJKKSRad0BDk5OViyZAnmzJkDKysrLFiwAEOHDi3E7j0XFxeHBg0aYNq0aQgKCkJsbKzKjNOZM2fQvHlzTJo0CQsXLlS5RqVKleDm5qYxeMrMzERmZqbi95SUFLi4uHDGiUgPtEkBEJ2QhNofBMLO1rpQZpCc+o1GfbeqOLZ8luK4YgbppQ3cjzMysSYwgLNIRCZIb+kIzMzMMGHCBFy+fBlvvvkm/P390bZtW5w9e1aXy6o1atQouLq6qt3XJJeWlveUi6WlpdrzVlZWijbqzJ8/H/b29oofFxcX3TpNRFrJLwXAN1v3YMfhM5jy/WZMWbUZQH57kFwBAFUdymFwt7ZYPOYDfPXxoHw3cM/1G6B0naE9OuLKj19ieK/OqOpQDncfpeL9rm0RtT6YQRMRvX7m8OzsbDx69AgODg5wcnLC+vXrMWLECIwZMwYtW7bEsGHDMG/ePJQrV07nTm7YsAHh4eE4ePAgSpUqpbGdvADxi7NGL0pPT4eTk+rmUbmgoCBMmDBB8bt8xomIXo82G7ijE5Lg/2yGR90G7k+/+xkvT4ufi4lDemaWygzSuZgb+PTdHvjyY+Xl+v9iE9Vu4Pbz9kLX5g1U+l3T2RErP/UrtPeBiExHgWectm7dCg8PD1hbW8PR0RGlS5fGwIEDcfXqVbRr1w5nzpzB4sWLsXnzZtSuXRurV6/WqYNZWVn43//+Bx8fH1SrVg2xsbGIjY1VZCdPTU1FbGwskpOTUbVqVQBQylwul5GRgfv378PZ2VnjvSwtLWFnZ6f0Q0SvJzQ8AvV8J2Pl7/tw6/4jrPx9H+r5Tsa68AgAwIOUx9h7+gK+2RqefwoAGyvFNcuVsQUAjTNIj9MyMLJ3V5W+hEwKwN4vp6C+axXE3rqH+m5VsffLKQiZFFDUbwMRmZgC7XFasWIFxowZg4oVK6Jv374oV64coqKisGvXLtjZ2SEyMlIRvNy/fx+TJ09GaGgomjVrhmXLlqFly5YF7uCjR4+0mrWSPy3n4uKCUqVKaXyq7osvvkBQUJBW9+ZTdUSqtJ1Fqus7SW0Nt7XhEShjbamyF6lj47o4uGSayv28PpmHUmZm2DFvPG7ef6QoZCtBNYnk/OEDMXmQT1EOn4hMUEG+7wsUONWoUQM5OTk4e/asUjCzY8cO9OvXD7Nnz8b06dOVXnPq1CmMGTMGZ86cQXZ2dgGHAjx9+hS7d+9WOX7nzh2MGDEC3bt3x8iRI9GgQQPUqlULkydPxqJFi5TyOAFA7969ER4ejqioKK2f8mPgRKRMmzQAj9MyMO7bH7Et4lSRpABYFx4B/+AQAFAEUALAguHvYvKgXkU3eCIyWUWWjiAxMRE9e/ZUmQHq0qULAODmzZsqr2nRogVOnDiBNWvWFORWCqVKlULfvn1VjsfGxgIA3NzclM5PmTIFv/zyC4YMGYIzZ87A3d0dO3bswK5duzB9+vRCS41AVNK8Kg3AD38cxuUbN5H0IBlmMhnaNaqtcQP36cvXETS4F9o3qgM7Gys0HzlD6xQAfPyfiAypQIFTgwYN8Pfff+PUqVNo0aIFgLxil1999RUkSUL9+vU1vrawMoe/Srly5XD48GFMnToVq1evRkpKCmrWrIkVK1Zg5MiReukDkbHQJgWAvF3Q6i2we7YPyerFfUjjfLF1/wkcOHdJ0T4nN1fzBu7oOLg6OeAz376K42snDYPfotUqG7jlKQBeDorkJUiIiPStQEt1+/fvh7e3N7KyslCnTh2UK1cO165dw+3bt+Hh4YGjR48qnmwzBVyqI1MWGh6heJotb6+QK87FxOFxegZWfeqHlvVq4HTUdez75yJ2HzuHh4/T8tmHNBdHLlxB45rV0KlxffwXl4g/Tp6Hn7eXygzS2rCDGN6rs8pTazEJt/Hl5t2IOB8FAOjoURcTB3pzJomIilyR7XEC8pbIvvzyS5w7dw4PHz5EtWrV4O3tjREjRsDCwuLVFzAiDJzIGGm7ebvOkECNKQDWhh1USQEA5LcPaQxG9umKBc9mgV68/ssbuCEBV378kgERERUbRRo4lSQMnMjYhIZHYFjwGpSxsULjGtUQefUGUtMylDZvJ959gLFL1+PXQ2e0ysBtJpOhtLUVkp+kQQLUziKFhkcg6sdgpWCINdyIyFgUaa26F0VFReHOnTto3rw5rK2tdbkUEekoOiEJAcEhalMA+C8KwdJtfyLm5u28WZ9nNGfgdkN6RiZWTfRHA/eqiE26p0gDoC6R5PzhA1VmkLiJm4hMkU4zTiNGjEBISAiOHTumlKPp9u3bWLduHYQQ6NmzJxo1alQondU3zjhRcaDtBu5hwWuw5cCJIkkBADANABGZLr0t1TVs2BCZmZmIjo5WHMvMzES9evUQFxcHIQRkMhnmzZuHyZMnv+5tDIaBExlafhu4Fw5/D84VyyH8xHkcvRiNmMTb+W7ePnzhCro0qY83mjWEq2MFDPp8OQD1S2/r9hzC5fWLVGaHYhJucwaJiEyO3pbqEhMT0a5dO6VjmzZtQmxsLJo2bYr3338fK1euxNSpU9G2bVt06NBBl9sRmYzCqOE2aeVG7Wu4Rcehjktl7P1qiuJ4RtbTAqUAAJgGgIiowLXqXpSenq4Smf3yyy+QyWTYsmULPv30U/z1118wNzfHt99+q1NHiUzFgp93ou6QSVj5+z4kPXiEVTv3K9VwE0IgJuE2xi1Zr1UNN3MzM9StVhl1XJw01nBLTctAR486Sv0Y2qMjrvz4JYb36oyqDuVw91Eq3u/aFlHrg7l5m4hIA52W6qpXr47KlSvjyJEjAPICKQcHBzRr1gwRERGKdl27dsXly5eRmJioe4/1iEt1VNjyy74dGh6B2s5OiE26h4ysp4rX5FfDzdbKEju/mAAzMxlTABARvaaCfN/rNOPUqVMnnDhxAhcvXgQArF+/Hunp6ejRo4dSu8qVK+PevXu63Iqo2ItOSELQqs14f853CFq1GdEJSarnV29RP4M0zhelrSxx+cYtpaAJeL789qL0zCxExtxA4xouMDPL+2Ncy9kJaycNAyQgNS0dEZFRiqBp7aRhDJqIiAqBTnucJk2ahI0bN8LLywsdO3bEnj17YGZmhoEDlfdA3L9/nzM2ZNJeLn7756kLCN4UhlUT/dCqXg1sP3Qa3/++D0B+KQBc8c+VWPRt3xy923qiikN5dBj3udY13ACmACAiKmo6J8Dcs2cPAgICcPPmTUiShM8//xxTp05VnM/NzUWlSpXg7OyMc+fO6dpfveJSHWkjv+W3tWERePmPWH7Zt0f16aqSAsBP6ak65Q3c3ItERKQ7vWcOz83NRXR0NOzt7eHkpPxk0B9//IEePXpg5MiRWL58ua630isGTiWbNk++RcbcgGfAtFdm4JYkCaWtLJGanlGg7NsAa7gRERU1vaUjkJPJZKhTp47ac0IIfPjhh3j77bcL41ZERUoeLO375z+cjrqOsqVt0LhmNfx5+l8EbwpDSKA/erZujJFfr8Oxi9G49SAZgObltya13GBuJsOu+Z8i/u6DAmffBvJSALxcEJeIiAxDpxknUy+5whmnkiU0PAIBwSGAyAv4tV16A7RffmP2bSKi4kdvS3UsuULGJL+lt+iEJMVsEIBXLr1VcSiHOs5OkMkk7PvnPwDaL78x+zYRUfHCkiuFhIGTcXsxULp1/yEOnb+ieOrt/NV4JD9JR0igP/q2bwb/RSHYfui04rWacid1Hv8FypWxwfbPxyvuIQ+4JKjmT5o/fCAmD/LR04iJiOh1sOQKlWjRCUkY/+1PCDsRCUmSIEReUKOubInfohD4LVqNl//6oKl0SeTVGxjRq7PiWC1nJ6wJDFAsv6U8ScehyKgXlt8YNBERmRKdAqdXlVypXr063nnnHdSuXRvffvstAycqdNEJSfhycxgOnY9C1tNsZGU/Rfydh4rz8glVedJJq5fKlmw9cAIpaRkoX8YWD1KfKF6nLnfSuKU/IuVJOnMnERGVYDoFTlWqVEFcXJzi9/T0dOzbtw9t27ZF9erVAQCurq5o3769oiwLUWGQzyqFnzyPMjZW8KzpinMxcUh9kq62fX5PvdnbWuPLjwcp7XESgNKTbxeuJSDl2dIei98SEZVcLLlCRiU6IQk9J3+J2h8EIvxEJAJ6eiFp+zIcXDINSduXwc/bC5Ka12kqW3IuJg713aoqltxkMglmZjLIZBIkSULKk3RkZmVjRK/OuLx+ERNOEhGVcDptDr98+TKaNGkCW1tbRcmVp0+fIioqSjHjBAA9evTA6dOncffu3ULptL5wc7hhvbi5287GClHxSTgYeVlx/lVPvr1I26STfOKNiKjk0dvm8Lp16+LXX39FQEAAfvvtN0XJlReDptzcXJw6dQrOzs663IpKkL2nL2DkV+tw7dadfNvlV/MtIjJK6fjLS2+akk5yyY2IiPKjc+bwt956Czdu3NBYcmXv3r148OAB3n33XV1vRSYuOiEJb89Yin+vxaOMrTU6Nq6r2LekblpU05Nv56Lj1LTOC5741BsREemCJVfI4JTSB0B92oC1YQdVgid1T76NXbIeqS8t0wGAl2dd1HWpguQnaVyCIyKi11YoRX5NFfc4FZ0Xa8KdvHxNcbwg+5YAqE06+eIH2rt1YywZM4RBEhERaaTXIr9CCERERODGjRsoW7Ys6tWrh5o1a+p6WTJRL84uqVOQfUvA8+W3iMgoVCprh+pVKqGqQ3k0qu7MWSUiIip0OgVOycnJ6NatG86cOaN03NbWFo0bN4anpyeaNGkCT09PNGzYEBYWFhquRKZMnqRy59GzuHX/Ub5tC7pvCeCsEhER6Y9OgdPChQtx+vRptGrVCm+//TZ+/PFHXLhwAWZmZjhy5AiOHj2qaFuqVClkZKgutZBpW/DzTkwL2YrSz5JUPsnI1LjZG9Bu35KEvJkmBkxERKRvOgVOv/32G8qXL499+/bB2toaFy9exL///ou7d+/ijz/+wKxZs3DmzBl06NAB8fHxhdVnMgLRCUkYFrwGEZGXtd7sDWhOG1DbxQmdPOtzczcRERmUToFTXFwc3njjDVhbWytf1NwcPXv2xJtvvokPPvgACQkJiI6O1qmjZBxe3sNk94oaceq8uG+pepVK2D5nPLo2b6CvIRAREWmkU+Bka2urFDTJ9zBlZWXBwsICpUqVQkhICFxdXbF06VL873//0623VCxpekIOKPhmby7DERFRcaZT4OTi4qJU5LdChQoAgJs3b8LNzQ0AUKZMGXh5eWH9+vUMnEyMNhm+C7LZu1W9GujcpB6X4YiIqNjSqchvx44dcfHiRWRmZgIAPDw8AACHDx9WaidJEpfqTEh0QhI8/Kai+8RFuJeSio6N68LO1lptcV35Zm95gV11m729WzdG9E9f4viKWSolUIiIiIoTnRJgHjlyBIMGDcLixYvRr18/pKamomrVqnB2dsbhw4dRvnx5XLt2DU2aNEHZsmWVZqeMARNgqgoNj4DfwtUFyvCtKUkll+OIiKg4KMj3faFkDs/NzYVMljd5tXTpUowfPx6lS5dGjRo1cOXKFWRkZODTTz/FokWLdL2VXjFwUrb39AV0n7gIAgXP8P0iL8+6CJkYwICJiIiKBb1mDgegCJoAYNy4cRBCYN68eYiMjIS5uTmGDh2Kzz//vDBuRQagLtt3QTd9A5xhIiIi41dktepyc3ORlJQEBwcHo80YzhmnvASWQau3qBy3s7VG0vZlKpu+X5xx4hNyRERkDPQ+46SOTCZDlSpViurypAcTl2/A11vCYWdrDc+arjgXE6fI+v2qDN98Qo6IiEyRTjNOubm5WL58ObZt24Zbt26hUqVKaNiwITw9PeHp6QkPDw9YWVkVZn/1qqTOOGmb9Vvdpu9G1V2wbc4nDJaIiMho6G1z+IwZMzBv3jy8fAlJynswXSaToVatWopiv4GBga97K4MoiYFTaHgE/BethhAF2wBevUolrJrgxwzfRERkdPQWOLm5ueHWrVv4+eef8dZbb+HRo0e4cOECzp07h3PnziEyMhIxMTHIzc2FJEnIycl53VsZREkLnF58ag4AOjaui4NLpqm08/pkrtIG8L++nMKAiYiIjJbe9jg9ePAAb731Ft555x0AQOnSpeHs7IwePXoo2qSlpeH8+fOIjIzUdBkyMHVPzQGvzvotkySsmRTAoImIiEoMnQKnRo0aKZblNLGxsUHr1q3RunVrXW5FReTFpbmX5bcBnLmYiIioJNJpqW7Dhg0YOXIkrl27BgcHh8LsV7Fg6kt1Ly/NqaNuA/jEgd5YNOp9fXWTiIioSBXk+16nWnWDBg1C79690adPH9y+fVuXS5GehYZH4M1XBE1AXh6mlCfpiIiMQkpaBuYPf5dBExERlVg6BU4AMHv2bNy5cweNGjXC1KlTcezYMWRk5F9ygwxr7+kL8F+4ukCvkRfinTyoVxH1ioiIqPjTaaluz5496N+/PzIzMxUpCSRJgkwmQ506ddCkSRNFKgJPT0+UL1++0DquD6a4VCcv0lsQfGqOiIhMmd7SETRp0gSRkZHw9vbGW2+9heTkZERGRuLcuXO4evUqhBCKzeOSJCE7O/t1b2UQphY4RSckoa7vJOTmavefXP7U3NAeHYu4Z0RERIajt3QEUVFRaNy4MXbt2qVy7vHjx4og6uzZs0xHYGDRCUnw/WIlhJZBE+vLERERqdIpcHJyckK9evXUnitdujTatWuHdu3a6XILKgSh4REICA6ByBWv3AwOcGmOiIhIE502h/fr1w+nTp0qrL5QEZBvBM/VImiSAIROHsagiYiISAOdAqcZM2YgOzsb8+fPL6z+UCHSNuWA3N4vp3A/ExERUT50CpzefvttNGnSBJ999hl8fX0RFRX16heRXmibckACIJNJnGkiIiLSgk5P1clkynGXJEmoWbMmmjdvjiZNmijSEFSoUEHnjhqCsT5Vp23KAQlAq/o18OPUUdwETkREJZbe0hHExcXh3LlzOHfunOIJutjY2OcXf5aKoGrVqmjSpAl27NjxurcyCGMMnLQpoyInk0mIWh/MoImIiEo0vQVOmm4uD6LkAdXFixeRlZWFnJycwrxVkTO2wKkgyS0lAGsnD+OeJiIiKvH0lsdJHTs7O3To0AEdOnRQHMvJycHly5cL+1b0guiEJAQEh2jdfi9TDhARERWYzrXqtGFmZoYGDfglXZS+3BwGbeYOmXKAiIjo9RVoxiklJQUWFhawsrJ67RtmZGQgKyvLKJa+jEVoeARW7dyvVVvONBEREb2+As04lStXDqNHj9bphqNGjTK6Yr/FmbZLdJxpIiIi0l2BZpyEECiMveSFvB+9RFsbdhASJOAVz9FxpomIiEh3Bd4cfvjwYfj5+b32DQ8fPvzaryVV+85eQk5ubr5tONNERERUOAocOMXExCAmJkanm8rzO5Fu9p6+gJOXrmo8LwEY3qszUw4QEREVkgIFTvv3a7cBmYqetjmbJg7sqYfeEBERlQwFCpy8vLyKqh9UANpuCG9RrzqzghMRERUiveRx0lVUVBQGDx6MevXqwd7eHra2tqhXrx4+/fRTJCUlqbS/ffs2/Pz84OjoCCsrK3h4eGD1au0yahsDbXI2ySQJXZrU10+HiIiISohCzxxeFBISEpCUlIR+/frB2dkZ5ubmuHDhAr7//nts3LgRZ8+ehaNj3szKo0eP0L59eyQmJmL8+PFwd3fHjh07MHz4cNy8eRMzZ8408Gh0o3XOJgnw9+5U5P0hIiIqSQq9Vp0+bdmyBQMHDsS8efMwdepUAEBQUBAWLFiAbdu2oX///oq2vXv3xp49exAVFQV3d3etrl/catVFJyShru8k5Obm/5+MdeiIiIi0V5Dve6NYqtNEHgA9fPhQceznn3+Gu7u7UtAEABMmTMDTp0+xefNmvfaxMGlbVmXvl1MYNBERERUBo1iqk8vIyMDjx4+RkZGBy5cvY8qUKQAAb29vAEBSUhLi4+MxaNAglde2adMGkiTh5MmTeu1zYdF2iY45m4iIiIqOUQVOISEhGDt2rOJ3FxcX/PDDD+jcuTMAIDExEQDg7Oys8lpLS0s4ODggISFB4/UzMzORmZmp+D0lJaWwuq4TbZ6iY84mIiKiomdUgVPfvn1Rt25dPH78GGfPnsXOnTuVlunS0tIA5AVJ6lhZWSnaqDN//nzMnj27cDtdCLQpqyLJJOZsIiIiKmJGFTg5OzsrZpP69u2Lt99+Gy1atEBaWhqCgoJgY2MDAEqzRi9KT0+Hk5OTxusHBQVhwoQJit9TUlLg4uJSiCN4PbFJ915Z329NYABzNhERERUxnQKniIgIrdpZWFigQoUKqFmzZqGWW/Hw8ECTJk2wfPlyBAUFoWrVqgCgdjkuIyMD9+/fR4cOHTRez9LSUuNslSGlpKUjV0PgxCU6IiIi/dEpcOrUqVOBAiFbW1u89957mDdvHipWrKjLrRXS09Px4MEDAICTkxOcnZ1x7NgxlXbHjx+HEAItWrQolPvqS3RCEsJPRGo8L0lcoiMiItIXndIR+Pr6olevXhBCQJIkNG3aFH379kWfPn3QtGlTSJIEIQR8fHzQtWtXWFlZISQkBG3atMH9+/e1vo+67OBAXu28f//9F61bt1YcGzRoEK5fv47t27crtf36669hbm6OgQMHvt5gDeTLzWHIm1dS761WHlyiIyIi0hOdZpwWLVqE1q1bo2fPnliyZAmqV6+udP769ev45JNPcP78eRw/fhxlypTBiBEj8PPPP2PRokVYuHChVvcZNWoUbt26hS5dusDV1RUZGRk4c+YMNm3ahDJlyuCrr75StJ0yZQp++eUXDBkyBGfOnFFkDt+1axemT5+u0sfi7FUpCCQJsLOx1mOPiIiISjadMof7+fnhr7/+QkxMDCwsLNS2yczMRK1atdC1a1eEhobiyZMncHd3R4UKFXDp0iWt7rNlyxb88MMPOH/+PO7evQtJkuDq6opu3bohMDAQ1apVU2p/69YtTJ06Fbt370ZKSgpq1qyJMWPGYOTIkQUanyEzh2uTJdxMJkPge96YP9y4ZtGIiIiKk4J83+s04xQWFoYuXbpoDJqAvA3X7dq1Q3h4OIC8fU5NmjTB4cOHtb7Pu+++i3fffVfr9pUrV0ZoaKjW7YsjbVIQCAjWoyMiItIjnfY4paSk4N69e69sd//+faVkkuXKlSvUp+tMEVMQEBERFT86BU4NGjTAgQMHcPToUY1tjh07hv3796NBg+dlQBISElCpUiVdbm3yXpWCYARTEBAREemdToFTYGAgsrOz0a1bN4wePRr79+9HTEwMrl69iv3792P06NF44403kJubi8DAQAB5s1RnzpxRehKOlDEFARERUfGk0x6nd999Fzdv3sSUKVOwYsUKrFy5Uum8EAKlSpXCokWLFHuU7t+/j1mzZqFr16663NqkrQ07CJkkQ47IVXueKQiIiIgMQ+eSK+PHj0efPn2wZs0aHDt2DDdv3gSQt0G7bdu2+Oijj1CjRg1Fe3d3d0yePFnX25q0C9cSkJurPmhiCgIiIiLDKZRade7u7pg7d25hXKrECw2PwO7j5zSel0kyuDk56K9DREREpKDTHicqXNEJSQgIDsm3DVMQEBERGU6hzDilpaXh9OnTuHXrFjIzMzW28/X1LYzbmaxX5W6SwBQEREREhqRz4DRjxgx88803SEtL09hGXsuOgVP+YpPuQeST8NK7tSdTEBARERmQzrXq5s6dC3Nzc/j4+KB27dooXbp0YfWtxHFzctA442Qmk6FRdWf9d4qIiIgUdAqcVq9eDWtraxw6dAhNmzYtrD6VWPa2NsjR8DQd9zYREREZnk6bw+Pj4+Hl5cWgqRBEJyRh2pqtGs9/EfAu9zYREREZmE6Bk5OTU2H1o8R7vjFclUyS8OjxEz33iIiIiF6mU+D03nvv4eTJk3j48GFh9afEyndjuJR3noiIiAxLp8Bp1qxZqF+/Pvr374+rV68WVp9KJDtba2io6QsJEpNeEhERFQM6bQ739vZGbm4ujhw5grp168LNzQ3Ozs6QJNUlJ0mS8Pfff+tyO5MVGh6B1bv2awycuDGciIioeNApcDpw4IDi33NycnD16lWNM0/qgil6ni1cU9AkkyQmvSQiIiomdAqcrl+/Xlj9KLHyyxYuARjm04lJL4mIiIoJnQInV1fXwupHiZXfpnBJJiH5Sbqee0RERESasMivgT3PFq6Km8KJiIiKFwZOBsZs4URERMajQEt11atXhyRJ+Ouvv+Du7o7q1atr/VpJkpiy4CXMFk5ERGRcChQ4xcbGAgCePn2q9Du9nvw2hjNbOBERUfFToMAp96UlpZd/p4JhtnAiIiLjwj1OBsSN4URERMaFgZMBcWM4ERGRcSnQUl1ERIRON+vYkYkc5bgxnIiIyPgUKHDq1KmTTqVTcnJyXvu1poYbw4mIiIxPgQInX19flcDp/v372LVrFyRJQpMmTVCtWjUAwI0bN3Du3DkIIdCzZ09UqFCh8HptArgxnIiIyPgUKHBat26d0u+3bt1C69at0a1bN3z77beoXbu20vkrV67gk08+QWRkJI4fP65zZ03J843h6mrUcWM4ERFRcaTT5vApU6YgJycHO3bsUAmaAKB27drYvn07cnJyMHnyZF1uZXL8vL00zjhxYzgREVHxpFPg9Mcff6BDhw6wsrLS2Mba2hodOnTAH3/8ocutTE4tZyd8ETBAKRmBmUwGmUzCmsAAbgwnIiIqhnQKnFJSUnDv3qv34ty7dw+pqam63MrkhIZHYGrIVrwYOeXk5uKLgAEY2oNPHxIRERVHOgVODRs2xMGDB3Ho0CGNbQ4fPowDBw6gYcOGutzKpEQnJCEgOAS5uQLipdW6qSFbEZNw2zAdIyIionzpFDhNnjwZ2dnZ6N69O0aNGoV9+/YhJiYGV69exb59+zBq1Ch0794dubm53OP0guepCFRJkLAm7IB+O0RERERaKdBTdS97++23sXTpUgQGBuL777/HqlWrlM4LIWBhYYGvv/4ab7/9tk4dNSX5pSIQEExFQEREVEzpFDgBwJgxY9CrVy+sWbMGR44cwc2bNyGEQJUqVdC+fXt89NFHcHd3L4y+mgymIiAiIjJOkhAv77IhuZSUFNjb2yM5ORl2dnaFdt3ohCTU9Z2E3Fw1WcNlEqLWB/OpOiIiIj0pyPc9i/waQC1nJ6wJDIBM9nyfE1MREBERFX86L9XR6xnaoyPKlrZGv+lLAQDN6rhhnv8AvNGcTx8SEREVVzov1Qkh8PPPP2PHjh2Ijo5Gamoq1F1SkiRcvXpVl1vpXVEt1QF5eZwCFoUg99l7ZSaTQUBgTWAA8zgRERHpUUG+73WaccrKykLPnj2xb98+tcESkBcwcRuVMkUepxfel5zcXACAf3AI2jeqw+U6IiKiYkinPU5fffUV/v77b/j4+CA6OhpDhgyBJEnIzMzEpUuXMGvWLNja2iIwMBC5zwIDYh4nIiIiY6XTjNPmzZtRvnx5bNiwAba2tpDJ8uKwUqVKoU6dOpgxYwY6d+6Mzp07o06dOvDz8yuUThs75nEiIiIyTjrNOMXExKBly5awtbXNu9izwCknJ0fRpkOHDmjXrh2WL1+uy61MyvM8TqqYx4mIiKj40ilwMjMzU9pEJQ+g7t69q9SuatWqiIqK0uVWJsXP2yvfGSd/70767RARERFpRafAqWrVqrhx44bi95o1awIAjh8/rtTu/PnzKF26tC63MinyPE7yOSdJYh4nIiIiY6BT4NS6dWtcvHgR6enpAABvb28AwCeffILw8HBcuHABY8eOxaVLl9CqVSvde2tC2jWqjeqVKwIAKpW1g39PL0StD2YqAiIiomJMp8Dp7bffho2NDfbu3Qsgb8Zp/PjxiI+Ph4+PDzw9PfHdd9/BxsYGCxcuLJQOm4LQ8AjU9Z2Ea7fyljTvPkpFyO4DOHyBy5lERETFWZHUqtu0aRN+++03PHz4ELVr18a4ceNQq1atwr5NkSuKBJisU0dERFS86C0Bpibvvfce3nvvvaK4tNF7nsNJTXb1Zzmc5g8fqP+OERER0SuxyK+eMYcTERGR8Sq0GaeTJ0/i0KFDuHnzJiRJQuXKldGhQwe0bNmysG5hEp7ncFI/48QcTkRERMWXzoHTlStX4Ovri1OnTgGAoi6dJOU9bN+yZUusX7/eKPc4FQU/by8s2rRb7TnmcCIiIiredAqcbt26BS8vL9y+fRtVqlTBgAED4ObmBgCIi4vD1q1bceLECXTq1AmnT59G5cqVC6PPRk2ew8k/OESxQdxMJoOAYA4nIiKiYk6np+pGjx6NFStW4H//+x/mz58PCwsLpfNPnz5FUFAQvv76a4wePRrffvutzh3Wp6J4qk7u32vxaOQ3FQAwYcBbGNXnDQZNREREBlCQ73udAid3d3dYWVnh0qVLGtsIIVC/fn1kZGTg+vXrr3srgyjKwOl+cioc+nwMAHj61zqYm5sV6vWJiIhIOwX5vtfpqbpbt26hadOm+baRJAlNmzbFrVu3dLmVyfkvNhFA3vszfe0viE5IMnCPiIiI6FV0Cpzs7OwQHx//ynbx8fGFPmNjzELDI9Bp/BcA8mbkgjeFoa7vJKwLjzBwz4iIiCg/OgVObdq0wdGjRxEeHq6xTVhYGI4cOYK2bdvqciuTEZ2QhIDgEOS+sEKak5uL3FwB/+AQxCTcNmDviIiIKD86BU5TpkyBJEno27cvPvroI+zduxfR0dGIiYnB3r17MXToUPTr1w9mZmaYMmVKYfXZqD3PHK5KnjmciIiIiied0hG0adMGoaGhGDFiBH744QesX79e6bwQAtbW1li1ahVat26tU0dNBTOHExERGS+dE2B+8MEH6NSpE1avXo3Dhw/j5s2bAIAqVaqgQ4cO8Pf3h4uLi84dNRXMHE5ERGS8dEpHoK2tW7fi1q1bGDduXFHfqlAVRTqC6IQk1PWdpEh++SKZTELU+mDmcyIiItIjvaUj0NbXX3+N//3vf/q4VbEnzxwuL0kD5GUOl8kkZg4nIiIq5vQSOOnqypUrmDFjBlq3bo2KFSuiTJky8PT0xLx58/DkyROV9rdv34afnx8cHR1hZWUFDw8PrF692gA9V29oj45Y9okvAMDBvjQC3/NG1PpgDO3R0cA9IyIiovzovMdJH9auXYtly5ahV69eGDRoECwsLLB//3589tln2LJlC44fPw5ra2sAwKNHj9C+fXskJiZi/PjxcHd3x44dOzB8+HDcvHkTM2fONPBo8jjYlwEANHBzxvzhAw3cGyIiItKGUQRO77zzDqZMmYKyZcsqjo0cORK1atXCvHnzsHbtWowePRoAsHDhQsTExGDbtm3o378/AGDYsGHo3bs35s2bB19fX7i7uxtiGEri7+Q9PXf5xk0ErdoMP28v1HJ2MnCviIiIKD9GsVTXvHlzpaBJ7t133wUAXLhwQXHs559/hru7uyJokpswYQKePn2KzZs3F2lftREaHoHAlXn9uP0whZnDiYiIjIRRBE6aJCbm1XurVKkSACApKQnx8fFo06aNSts2bdpAkiScPHlSr318mTxzuGDmcCIiIqNjtIFTTk4O5syZA3NzcwwePBjA80DK2dlZpb2lpSUcHByQkJCg8ZqZmZlISUlR+ilszBxORERkvAq0x8nMzKyo+lFg48aNw/HjxzF37lzUqVMHAJCWlgYgL0hSx8rKStFGnfnz52P27NmF39kXMHM4ERGR8SrQjJMQ4rV/CtNnn32G5cuXIyAgAFOnTlUct7GxAZA3c6ROenq6oo06QUFBSE5OVvzEx8cXar+BFzOHq2LmcCIiouKtQIFTbm7ua//k5OQUSodnzZqleDru+++/V0okWbVqVQBQuxyXkZGB+/fvq13Gk7O0tISdnZ3ST2Hz8/bKd8bJ37tTod+TiIiICodR7XGaPXs2Zs+ejQ8++AChoaGQyZS77+TkBGdnZxw7dkzltcePH4cQAi1atNBXd9V6njk873cJzBxORERkLIwmcJozZw5mzZqFwYMHY926dSpBk9ygQYNw/fp1bN++Xen4119/DXNzcwwcaPhkk0N7dMSEAT0AAG6VKzJzOBERkZEwigSY3333HWbOnIlq1aqhW7du2Lhxo9J5R0dHdOvWDQAwZcoU/PLLLxgyZAjOnDmjyBy+a9cuTJ8+HdWrVzfEEFSUK2MLAOjatAEzhxMRERkJowicTp06BQC4ceMGhg4dqnLey8tLETiVK1cOhw8fxtSpU7F69WqkpKSgZs2aWLFiBUaOHKnPbucrJzcXACCTqd8oTkRERMWPJAr7kTcTkpKSAnt7eyQnJxf6RvGxS9Zj2a97UbOqI97xasGSK0RERAZSkO97o9njZEpCwyPw3a97AQBXE2+z5AoREZGRYOCkZ4qSK89+F2DJFSIiImPBwEnPWHKFiIjIeDFw0jOWXCEiIjJeDJz0jCVXiIiIjBcDJz1jyRUiIiLjxcBJzxQlV579LkksuUJERGQsjCIBpqkZ2qMjDpy7hB/+OIy61aqgT7um8PfuxKCJiIiomGPgZCD2pW0AAP06NMe8gAEG7g0RERFpg0t1BiJP2M6CK0RERMaDgZMBRCck4ciFaADA/nOXEJ2QZOAeERERkTYYOOlZaHgE6vpOwtmYOADAsYsxLLdCRERkJBg46ZG83EpurlAs1QkhWG6FiIjISDBw0iOWWyEiIjJuDJz0iOVWiIiIjBsDJz1iuRUiIiLjxsBJj1huhYiIyLgxcNIjebkVmUyC9GziSZIkllshIiIyEgyc9Gxoj46IWh+MRu4uAICOHnUQtT4YQ3t0NHDPiIiI6FUYOBlATWdHNK/rDgDo3rIRZ5qIiIiMBAMnA3mWxknjZnEiIiIqfhg4GUB0QhJOX74GAPjj1AWWXCEiIjISDJz0TF5y5d/YBABARORlllwhIiIyEgyc9Ei55EresVyWXCEiIjIaDJz0iCVXiIiIjBsDJz1iyRUiIiLjxsBJj1hyhYiIyLgxcNIjllwhIiIybgyc9EhdyRUZS64QEREZDQZOeiYvuVLPtSoAoJNnPZZcISIiMhIMnAygprMjmtR0BQD4tPXkTBMREZGRYOBEREREpCUGTgaiaZM4ERERFV8MnAwgOiEJ52LiAAC7j51jrToiIiIjwcBJz+S16i7F3QQA7D97ibXqiIiIjAQDJz1irToiIiLjxsBJj1irjoiIyLgxcNIj1qojIiIybgyc9Ii16oiIiIwbAyc9Yq06IiIi48bASY+UatU9O8ZadURERMaDgZOeyWvV1a1WGQDQpWl91qojIiIyEgycDKCmsyMa1agGAOjdrilnmoiIiIwEAycD07RZnIiIiIofBk4GEJ2QhPNXbwAAfj/yD0uuEBERGQkGTnomL7kSdeMWAODvfy6y5AoREZGRYOCkR0olV54dY8kVIiIi48HASY9YcoWIiMi4MXDSI5ZcISIiMm4MnPSIJVeIiIiMGwMnPWLJFSIiIuPGwEmPWHKFiIjIuDFw0jN5yZXaLk4AgDeaNWDJFSIiIiPBwMkAajo7oqG7CwCgT/tmnGkiIiIyEgycDExixRUiIiKjwcDJAKITkvDv9XgAwG+Hz7DkChERkZFg4KRn8pIrV+LzgqW/TrPkChERkbFg4KRHLLlCRERk3Bg46RFLrhARERk3Bk56xJIrRERExo2Bkx6x5AoREZFxY+CkRyy5QkREZNwYOOkRS64QEREZNwZOeiYvuVLrWcmVbs0bsuQKERGRkWDgZAB5JVecAQB9WXKFiIjIaDBwMhChfqsTERERFWNGEzjNnz8fAwYMQPXq1SFJEtzc3PJtf/v2bfj5+cHR0RFWVlbw8PDA6tWr9dNZIiIiMknmhu6AtqZOnYry5cujadOmePToUb5tHz16hPbt2yMxMRHjx4+Hu7s7duzYgeHDh+PmzZuYOXOmfjqtQXRCEi5eTwCQV6uua7MGqOXsZNA+ERER0atJQhjHotG1a9dQvXp1AEDDhg3x+PFjxMbGqm0bFBSEBQsWYNu2bejfv7/ieO/evbFnzx5ERUXB3d39lfdMSUmBvb09kpOTYWdnVyjjCA2PQEBwCMSzsisySQIkYE1gADeIExERGUBBvu+NZqlOHjRp4+eff4a7u7tS0AQAEyZMwNOnT7F58+bC7p5WWKuOiIjIuBlN4KStpKQkxMfHo02bNirn2rRpA0mScPLkSQP0jLXqiIiIjJ3R7HHSVmJiIgDA2dlZ5ZylpSUcHByQkJCg9rWZmZnIzMxU/J6SklKofWOtOiIiIuNmcjNOaWlpAPKCJHWsrKwUbV42f/582NvbK35cXFwKtW+sVUdERGTcTC5wsrGxAQClmaMXpaenK9q8LCgoCMnJyYqf+Pj4Qu0ba9UREREZN5MLnKpWrQoAapfjMjIycP/+fbXLeEDeLJWdnZ3ST2FirToiIiLjZnKBk5OTE5ydnXHs2DGVc8ePH4cQAi1atDBAz/IoatU5s1YdERGRsTG5wAkABg0ahOvXr2P79u1Kx7/++muYm5tj4MCBBupZnprOjmjwrFZdvw7NOdNERERkJIzmqboff/wRcXFxAIC7d+8iKysLc+fOBQCULVsWY8aMUbSdMmUKfvnlFwwZMgRnzpxRZA7ftWsXpk+fXqCcUERERERyRpM5vFOnTjh48KDac66uripZxG/duoWpU6di9+7dSElJQc2aNTFmzBiMHDlS63sWReZwIC8Rps+Ur3AlIQndWzTCt5/4suQKERGRgRTk+95oAidDYMkVIiIi02eSJVdMAUuuEBERGTcGTnrEkitERETGjYGTHrHkChERkXFj4KRHLLlCRERk3Bg46RFLrhARERk3Bk56xJIrRERExo2Bk57JS67UfJa36c0WLLlCRERkLBg4GUBNZ0c0cMsrRsySK0RERMaDgRMRERGRlhg4EREREWmJgZMBRCck4WJsIgDg10OnEZ2QZOAeERERkTYYOOlZaHgE6vpOQsyzYOnPU/+iru8krAuPMHDPiIiI6FUYOOkRa9UREREZNwZOesRadURERMaNgZMesVYdERGRcWPgpEesVUdERGTcGDjpEWvVERERGTcGTnrEWnVERETGjYGTnrFWHRERkfFi4GQArFVHRERknBg4EREREWmJgZMBsOQKERGRcWLgpGcsuUJERGS8GDjpEUuuEBERGTcGTnrEkitERETGjYGTHrHkChERkXFj4KRHLLlCRERk3Bg46RFLrhARERk3Bk56xJIrRERExo2Bk56x5AoREZHxYuBkACy5QkREZJwYOBERERFpiYETERERkZYYOBkAa9UREREZJwZOesZadURERMaLgZMesVYdERGRcWPgpEesVUdERGTcGDjpEWvVERERGTcGTnrEWnVERETGjYGTHrFWHRERkXFj4KRHrFVHRERk3Bg46Rlr1RERERkvBk4GwFp1RERExomBExEREZGWGDgZAEuuEBERGScGTnrGkitERETGi4GTHrHkChERkXFj4KRHLLlCRERk3Bg46RFLrhARERk3Bk56xJIrRERExo2Bkx6x5AoREZFxY+CkRyy5QkREZNwYOOmZouRK1bwgiSVXiIiIjAcDJwOo6eyI+iy5QkREZHQYOBERERFpiYGTAUQnJOE/llwhIiIyOgyc9ExRciUxL0s4S64QEREZDwZOesSSK0RERMaNgZMeseQKERGRcWPgpEcsuUJERGTcGDjpEUuuEBERGTcGTnrEkitERETGjYGTHr1YcsXMTJb3T5mMJVeIiIiMhLmhO1DSDO3REe0b1cGasAOITboHNycH+Ht3YtBERERkBCQhhPq1I0JKSgrs7e2RnJwMOzs7Q3eHiIiIikBBvu9Ndqlu48aNaNasGaytreHg4ID3338fcXFxhu4WERERGTGTDJyWLVuGQYMGwdraGt988w3Gjx+PvXv3om3btrh586ahu0dERERGyuSW6u7fvw83NzfUrl0bJ06cgLl53jau06dPo2XLlvDz80NISIhW1+JSHRERkekr0Ut1O3bswOPHjzFu3DhF0AQAzZs3R8eOHbFlyxZkZWUZsIdERERkrEwucDp58iQAoG3btirn2rZti9TUVFy+fFnf3SIiIiITYHKBU2JiIgDA2dlZ5Zz8WEJCgtrXZmZmIiUlRemHiIiISM7kAqe0tDQAgKWlpco5KysrpTYvmz9/Puzt7RU/Li4uRddRIiIiMjomFzjZ2NgAyJs9ell6erpSm5cFBQUhOTlZ8RMfH190HSUiIiKjY3KZw6tWrQogbzmuVq1aSufyW8YD8map1M1UEREREQEmOOPUokULAMDRo0dVzh09ehSlS5dG3bp19d0tIiIiMgEmFzj16dMHNjY2WLp0KbKzsxXHT58+jYiICLz77ruwsLAwYA+JiIjIWJncUp2DgwO++OILjB8/Hp06dcKQIUNw7949fPPNN3B0dMScOXMM3UUiIiIyUiYXOAHAJ598AgcHB3z11VcYP348bGxs0K1bN8yfP1+xB4qIiIiooEyu5EphYskVIiIi01eiS64QERERFRUGTkRERERaYuBEREREpCWT3BxeWOTbv1izjoiIyHTJv+e12fbNwCkfqampAMCadURERCVAamoq7O3t823Dp+rykZubi5s3b6JMmTKQJKlQr52SkgIXFxfEx8eX2Cf2Svp7wPFz/Bw/x19Sxw8Ur/dACIHU1FRUqVIFMln+u5g445QPmUymsa5dYbGzszP4B8bQSvp7wPFz/Bw/x1+SFZf34FUzTXLcHE5ERESkJQZORERERFpi4GQglpaWmDlzJiwtLQ3dFYMp6e8Bx8/xc/wcf0kdP2C87wE3hxMRERFpiTNORERERFpi4ERERESkJQZORERERFpi4GQAGzduRLNmzWBtbQ0HBwe8//77iIuLM3S3Xsv8+fMxYMAAVK9eHZIkwc3NLd/2t2/fhp+fHxwdHWFlZQUPDw+sXr1aY/vi/l5duXIFM2bMQOvWrVGxYkWUKVMGnp6emDdvHp48eaLS3tTGHxUVhcGDB6NevXqwt7eHra0t6tWrh08//RRJSUkq7U1t/OqkpaUp/jyMHDlS5bypvQeSJGn8efTokVJbUxu7XHJyMoKCglCnTh1YWVmhfPnyaNu2LX799VeldqY4/lmzZuX7GShVqpRSe5N4DwTp1bfffisAiHbt2okVK1aIzz//XFSoUEFUqVJFJCYmGrp7BQZAlC9fXrzxxhuiXLlywtXVVWPbhw8fipo1awpra2sRFBQkVq1aJXr27CkAiFmzZqm0N4b3avLkycLW1la89957YsmSJWLFihXi3XffFQCEh4eHSEtLU7Q1xfH/9ddfokuXLiIoKEh899134vvvvxdjxowRtra2onLlyiIpKUnR1hTHr86nn34qSpcuLQCIESNGKJ0zxfcAgOjQoYP48ccfVX6ysrIU7Uxx7EIIcePGDVGjRg1Rrlw5MWHCBBESEiKWLl0qPv74Y7F48WJFO1Mdf2RkpNr/9oGBgQKA6Nevn6KtqbwHDJz06N69e6J06dKiadOm4unTp4rjp06dEpIkCX9/fwP27vVcvXpV8e8NGjTIN3CaMmWKACC2bdumdLxXr16iVKlS4tq1a4pjxvJenTp1Sjx8+FDl+LRp0wQAsWzZMsUxUxy/Jps3bxYAxLx58xTHSsL4//nnH2FmZia+/PJLtYGTKb4HAMSHH374ynamOHYhhPDy8hJOTk7ixo0b+bYz1fFrMnz4cAFA7Nq1S3HMVN4DBk56tGbNGgFArFu3TuWcl5eXKFOmjMjMzDRAzwrHqwInFxcX4e7urnJ8//79AoCYP3++4pixv1eRkZEqX5wlafwnT54UAMTEiRMVx0x9/NnZ2aJZs2bC29tbXL9+XW3gZIrvgTxwyszMFCkpKRrbmeLYIyIiBADxzTffCCGEePr0qXj8+LHatqY4fk2ePHki7OzsRNWqVUV2drbiuKm8B9zjpEcnT54EALRt21blXNu2bZGamorLly/ru1t6kZSUhPj4eLRp00blXJs2bSBJkuL9AYz/vUpMTAQAVKpUCYDpjz8jIwP37t1DQkIC/vrrL4waNQoA4O3tDcD0xw8Aixcvxn///Ydly5apPW/K78Evv/wCGxsb2NnZoUKFCggICFDa42aqYw8LCwMAVK9eHf3794e1tTVKly4NNzc3pc+BqY5fky1btiAlJQUfffQRzMzMAJjWe8DASY/kX6bqCgfLjyUkJOi1T/qS39gtLS3h4OCgNHZjfq9ycnIwZ84cmJubY/DgwQBMf/whISGoWLEiXFxc0K1bN9y5cwc//PADOnfuDMD0xx8XF4eZM2di+vTpcHd3V9vGVN+DFi1aYMaMGdi6dSt++ukn9OvXD6GhoWjZsiVu3boFwHTHLv/iDggIQGJiItasWYP169ejcuXKGDt2LD7//HMApjt+TdasWQNJkuDn56c4ZkrvgblB7lpCpaWlAYDa9PJWVlZKbUxNfmMH8sb/4tiN+b0aN24cjh8/jrlz56JOnToATH/8ffv2Rd26dfH48WOcPXsWO3fuxMOHDxXnTX38o0aNgqurKyZOnKixjam+By/OEgDA4MGD4eXlBV9fX8ycOROrVq0y2bGnpqYCAGxtbREREaHo78CBA1G/fn3Mnz8fY8aMMdnxqxMVFYXDhw+ja9euSn+JMKX3gDNOemRjYwMAyMzMVDmXnp6u1MbU5Dd2IG/8L47dWN+rzz77DMuXL0dAQACmTp2qOG7q43d2dsYbb7yBvn37Yvbs2Vi3bh0mTZqE+fPnAzDt8W/YsAHh4eFYsWKFyqPXLzLl9+BlQ4YMgZubG3bv3g3AdMdubW0NABg0aJDSF7yFhQUGDx6M9PR0nDhxwmTHr86aNWsA5M3CvciU3gMGTnpUtWpVAOqnF/ObljQF+Y09IyMD9+/fVxq7Mb5Xs2bNwrx58+Dr64vvv/8ekiQpzpWE8b/Iw8MDTZo0wfLlywGY7vizsrLwv//9Dz4+PqhWrRpiY2MRGxur6HdqaipiY2ORnJxssu+BJm5ubrh79y4A0/3vL+9D5cqVVc7Jjz148MBkx/+y7OxsrF+/HuXLl0e/fv2UzpnSe8DASY9atGgBADh69KjKuaNHj6J06dKoW7euvrulF05OTnB2dsaxY8dUzh0/fhxCCMX7AxjfezV79mzMnj0bH3zwAUJDQyGTKf/RMvXxq5Oeno4HDx4AMN3xp6Wl4c6dO9i1axfc3d0VPx06dACQNxvl7u6OFStWmOx7oI4QAjExMXBycgJguv/9W7duDQCIj49XOXfjxg0AgKOjo8mO/2U7d+7E7du3MWTIEJUlNpN6DwzyLF8JdffuXWFjY6MxL4Wfn58Be6e7V6UjmDRpksYcHubm5ko5oYzpvZo9e7YAIAYPHqz06O3LTHH8t27dUnt83759QiaTiS5duiiOmeL4s7KyxK+//qry8/333wsAonv37uLXX38VV65cEUKY3nvwYoLTFy1ZskQAEKNHj1YcM7WxC5GX0NHOzk44OTmJR48eKY6npKSIKlWqiHLlyoknT54IIUxz/C+TJ7M8f/682vOm8h4wcNKzxYsXKzKhrly5UsydO1dUqFBBODk5iYSEBEN3r8DWr18vPv/8c/H555+LSpUqibJlyyp+//bbb5XaPnjwQFSvXl3Y2NiIqVOnitWrVwsfHx8BQEyfPl3l2sbwXi1btkwAENWqVRPr1q1TyZ77559/Ktqa4vj79u0rWrVqJYKCgsTKlSvF4sWLxZAhQ0SpUqWEvb29OHv2rKKtKY5fE015nEztPfjkk09EgwYNxOTJk8Xy5cvFV199JXr16iUAiFq1aom7d+8q2pra2OXk+YZq164tFi1aJIKDg0XdunWFJEnihx9+ULQz1fHLJSYmCjMzM9GyZUuNbUzlPWDgZAA//fSTaNKkibCyshLly5cXAwcOVMqYaky8vLwEALU/6mafbt68KYYOHSoqVqwoLC0tRYMGDcSKFSs0Xr+4v1cffvihxvEDEF5eXkrtTW38mzdvFt7e3sLZ2VlYWloKKysrUadOHTFmzBgRFxen0t7Uxq+JpsBJCNN6D3bs2CG6d+8uqlatqvjv36BBAzFt2jSlGRg5Uxr7i37//XfRrl07YWtrK2xsbESHDh1EWFiYSjtTHb8QQsybN08AEKtWrcq3nSm8B5IQQhTJGiARERGRieHmcCIiIiItMXAiIiIi0hIDJyIiIiItMXAiIiIi0hIDJyIiIiItMXAiIiIi0hIDJyIiIiItMXAiIiIi0hIDJyIiIiItMXAiIiIi0hIDJyIiIiItMXAiKmEkSVL6kclkKFu2LDp06ICQkBCwfGXROXDggMr7/+jRI0N3S2tly5ZV6vu6desM3SUivTM3dAeIyDA+/PBDAEBOTg6uXr2KI0eO4PDhw/j777+xceNGA/fOtNWoUQPt27cHAFhYWKic3717N3x8fDB69GgsW7ZM393TaNCgQUhLS8O5c+cQGRlp6O4QGQQDJ6IS6uXZgr1798Lb2xubNm3C4MGD4ePjY5iOlQDt27fPd7bm1KlTAIAWLVroqUfaWb58OQBg1qxZDJyoxOJSHREBALp164YhQ4YAAH777TfDdqaEK66BExExcCKiFzRp0gQAEB8fDwCIjY2FJEno1KkTUlJS8Omnn8Ld3R2lSpXC+PHjlV4bGxuLESNGwM3NDZaWlqhYsSLeeecdnD9/XuU+ly5dwpAhQ1CjRg1YWVmhYsWK8PT0xPjx43Hr1q3XaivfPzR06FC1Yxs6dCgkScKBAweU+lwU43tdCxYsgCRJCAsLAwA0aNBAsZ+oe/fuKu2PHDmCgQMHwtnZGZaWlnB3d8ekSZPw5MkTlb5LkoSuXbvi/v37GD9+PNzc3GBubo7AwECt2xARl+qI6AWpqakAAEtLS6Xj6enp8PLyQlxcHLy8vNC0aVOUK1dOcf7w4cPo2bMnUlJS0KBBA/Tu3RuJiYnYvn07wsLCsHv3bnTu3BkA8M8//6B9+/bIyMhAy5Yt0bJlS6SmpuLatWtYsmQJ+vbti8qVKxe4rS4Kc3y6qFSpEt555x388ssvcHR0xFtvvaU417VrV6W2c+fOxcyZM2FmZgYvLy+0atUKJ06cQHBwMA4dOoSDBw8q9k+dO3cOAGBlZQUPDw/k5uaiQ4cOaNCgAVq1aqV1GyICIIioRAEg1P3Rz83NFW3atBEAxLRp04QQQly/fl3Rvk2bNuLhw4cqr0tOThZOTk6iVKlSYuvWrUrn9u7dKywsLETVqlVFZmamEEKIDz/8UAAQ27ZtU7nWf//9J27evKn4vSBt9+/fLwCIDz/8UO245dfav3+/4lhRjC8/r+qjEEIcOHBAABC+vr4a2yxfvlwAEM2aNRNxcXGK448fPxbt2rUTAMR3332nOD5z5kzFOEeNGiUyMjJUrqlNm5fbhoaG5j9gIhPEpTqiEi4nJwfR0dHw8/PDsWPHYGlpiY8++kil3dKlS1G2bFmV42vXrkVSUhImTpyId955R+ncG2+8gY8//hiJiYnYtWsXAODOnTsAgC5duqhcq169ekozSAVpq6vCGp+u5DM/np6eas8nJiZi4sSJqFixInbv3o1q1aopztna2mLy5MkAgPDwcMVx+UbuDh06YNmyZSozitq2ISLucSIqseR7Z8zNzVG7dm2sW7cOZcqUwcaNG1GjRg2ltpUrV0bz5s3VXmfv3r0AgL59+6o9L3/sXr7huVmzZgAAX19fnDx5Erm5uRr7WJC2uijM8enqVYHTqlWrkJaWhpEjR8LR0VHlfPXq1QEA9+/fV7nml19+CZlM/f/2tWlDRNzjRFRiyfM4yWQy2NnZoVGjRujfv7/S3h65F2c1XhYbGwsAr9wHc+/ePQBAYGAgDh8+jJ07d2Lnzp2wt7dHq1at4OPjg6FDh6JMmTKK1xSkrS4Kc3y6Onv2LADNgdPu3bsBAB988IHa8xkZGQCg+O+YnJyM2NhYODs7a3xKT5s2RJSHgRNRCVWQrM9WVlYaz+Xk5AAABgwYABsbG43t5IGHnZ0d9u3bhyNHjmDnzp04cOAA/v77b/z555+YP38+Dh06pJjxKkjbV8lvtqowx6eLp0+f4tKlS3B1dVUbwALAhQsXYGZmBnd3d7XnL168CABo3LgxgOdLcB07doQkSWpfo00bIsrDwImIdOLs7IyoqCh89tln8PDw0Oo1kiShffv2imWuu3fv4pNPPsHGjRsxdepUbN68ucBt5U+QPX78WO095SkW9DG+13Xx4kVkZWVpnG3KzMxEVlYW7O3tUapUKbVttm3bBgCKJ/JetfSnbRsiysOFbCLSyRtvvAFAt6SZFStWxKxZswDkzai8Tlv5RvErV66ovOb+/fv4559/XqtvhTE+bV2+fBkA0LBhQ7XnLS0tYW9vj+TkZDx48EDlvHxZs1GjRujQoQOA50GRPEeXOtq0IaI8DJyISCcjRoxAxYoV8cUXXyA0NFSlSPCTJ0+wfv16JCQkAABWrlyJ69evq1xH/hTYi/uNCtLW3d0d1apVw4ULF7Bjxw6l+w8bNgwpKSl6GZ8u5MuCaWlpGtvIZ5Lmzp2rdPzIkSPo378/LC0tsWrVKsWSm3wZLr/ZJG3aENEzhs6HQET6BQ15nNSR5zny8vLKt93hw4dF+fLlBQDh6uoqevbsKfr37y+aN28ubG1tBQBx9uxZIYQQjRs3FgBE/fr1xdtvvy0GDhwoPD09BQBhbW0tjh49qrhuQdoKIcTatWsFAGFmZiY6d+4sevXqJRwdHUWtWrVE7969NeZxKszx5edVeZyio6NFqVKlhLm5ufD29hYffvihGDVqlEqbsmXLCgCiUaNGYuDAgaJVq1YCgChTpozYsWOHou3Tp0+FpaWlqFq1qsY+adPmZczjRCUZZ5yISGft2rXDhQsX8Omnn8La2hr79u3Dn3/+iZSUFPj4+GDz5s2oX78+AODzzz+Hn58fJEnC33//jZ07dyItLQ3Dhw/H+fPn0aZNG8V1C9IWAD766COEhoaiXr16OHLkCE6ePIlevXrh2LFjGjdbF/b4dFGzZk1s3rwZjRo1wsGDB/HDDz+oLDHWrFkTJ06cwIABA5CYmIjffvsNd+/exccff4xz586hd+/eiraXL19GZmZmvjNJ2rQhouckIV6adyYioiJx4MABdO7cGR9++GGBnmosbmbNmoXZs2cjNDRUY21AIlPFp+qIiPTs8OHDioBj+fLl+aY5KE4+/vhjpKWlKTaTE5VEDJyIiPTs6tWruHr1KgBg8eLFRhM4bdiwAcnJyYbuBpFBcamOiIiISEvcHE5ERESkJQZORERERFpi4ERERESkJQZORERERFpi4ERERESkJQZORERERFpi4ERERESkJQZORERERFpi4ERERESkJQZORERERFpi4ERERESkpf8DKPd2Pqb7WW8AAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This just displays the isotherm in a different unit\n", "isotherm.plot(pressure_unit='torr', loading_basis='percent')\n", "# The isotherm is still internally in the same units\n", "print(f\"Isotherm is still in {isotherm.pressure_unit} and {isotherm.loading_unit}.\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Isotherm is now permanently in relative pressure.\n" ] }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# While the underlying units can be completely converted\n", "isotherm.convert(pressure_mode='relative')\n", "print(f\"Isotherm is now permanently in {isotherm.pressure_mode} pressure.\")\n", "isotherm.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the PointIsotherm is created, we are ready to do some analysis of its properties.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Isotherm analysis\n", "\n", "The framework has several isotherm analysis tools which are commonly used to\n", "characterise porous materials such as:\n", "\n", "- BET surface area\n", "- the t-plot method / alpha s method\n", "- mesoporous PSD (pore size distribution) calculations\n", "- microporous PSD calculations\n", "- DFT kernel fitting PSD methods\n", "- isosteric enthalpy of adsorption calculation\n", "- and much more...\n", "\n", "All methods work directly with generated Isotherms. For example, to perform a\n", "t-plot analysis and get the results in a dictionary use:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'results': [{'adsorbed_volume': 0.06225102073354812,\n", " 'area': 1033.1609271782331,\n", " 'corr_coef': 0.9998068073094798,\n", " 'intercept': 1.7912656114940457,\n", " 'section': [22, 23, 24, 25, 26, 27, 28, 29],\n", " 'slope': 29.72908103651894},\n", " {'adsorbed_volume': 0.410455160252538,\n", " 'area': 139.1041773312518,\n", " 'corr_coef': 0.9836601580118213,\n", " 'intercept': 11.81079771796286,\n", " 'section': [64,\n", " 65,\n", " 66,\n", " 67,\n", " 68,\n", " 69,\n", " 70,\n", " 71,\n", " 72,\n", " 73,\n", " 74,\n", " 75,\n", " 76,\n", " 77,\n", " 78,\n", " 79,\n", " 80,\n", " 81,\n", " 82,\n", " 83,\n", " 84,\n", " 85,\n", " 86,\n", " 87,\n", " 88,\n", " 89,\n", " 90,\n", " 91,\n", " 92],\n", " 'slope': 4.002705920842157}],\n", " 't_curve': array([0.14381104, 0.14800322, 0.1525095 , 0.15712503, 0.1617626 ,\n", " 0.16612841, 0.17033488, 0.17458578, 0.17879119, 0.18306956,\n", " 0.18764848, 0.19283516, 0.19881473, 0.2058225 , 0.21395749,\n", " 0.2228623 , 0.23213447, 0.2411563 , 0.24949659, 0.25634201,\n", " 0.2635719 , 0.27002947, 0.27633547, 0.28229453, 0.28784398,\n", " 0.29315681, 0.29819119, 0.30301872, 0.30762151, 0.31210773,\n", " 0.31641915, 0.32068381, 0.32481658, 0.32886821, 0.33277497,\n", " 0.33761078, 0.34138501, 0.34505614, 0.34870159, 0.35228919,\n", " 0.35587619, 0.35917214, 0.36264598, 0.36618179, 0.36956969,\n", " 0.37295932, 0.37630582, 0.37957513, 0.38277985, 0.38608229,\n", " 0.3892784 , 0.3924393 , 0.39566979, 0.39876923, 0.40194987,\n", " 0.40514492, 0.40824114, 0.41138787, 0.41450379, 0.41759906,\n", " 0.42072338, 0.42387825, 0.42691471, 0.43000525, 0.44357547,\n", " 0.46150731, 0.47647445, 0.49286816, 0.50812087, 0.52341251,\n", " 0.53937129, 0.55659203, 0.57281485, 0.5897311 , 0.609567 ,\n", " 0.62665975, 0.64822743, 0.66907008, 0.69046915, 0.71246898,\n", " 0.73767931, 0.76126425, 0.79092372, 0.82052677, 0.85273827,\n", " 0.88701466, 0.92485731, 0.96660227, 1.01333614, 1.06514197,\n", " 1.1237298 , 1.19133932, 1.27032012, 1.36103511, 1.45572245,\n", " 1.55317729])}\n" ] } ], "source": [ "import pprint\n", "import pygaps.characterisation as pgc\n", "\n", "result_dict = pgc.t_plot(isotherm)\n", "pprint.pprint(result_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If in an interactive environment, such as iPython or Jupyter, it is useful to\n", "see the details of the calculation directly. To do this, increase the verbosity\n", "of the method to display extra information, including graphs:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BET area: a = 1110 m2/g\n", "The BET constant is: C = 372.8\n", "Minimum pressure point is 0.0105 and maximum is 0.0979\n", "Statistical monolayer at: n = 0.0114 mol/g\n", "The slope of the BET fit: s = 87.7\n", "The intercept of the BET fit: i = 0.236\n", "\n" ] }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_dict = pgc.area_BET(isotherm, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the method, parameters can be specified to tweak the way the\n", "calculations are performed. For example, if a mesoporous size distribution is\n", "desired using the Dollimore-Heal method on the desorption branch of the\n", "isotherm, assuming the pores are cylindrical and that adsorbate thickness can be\n", "described by a Halsey-type thickness curve, the code will look like:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_dict = pgc.psd_mesoporous(\n", " isotherm,\n", " psd_model='DH',\n", " branch='des',\n", " pore_geometry='cylinder',\n", " thickness_model='Halsey',\n", " verbose=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more information on how to use each method, check the\n", "[manual](../manual/characterisation.rst) and the associated\n", "[examples](../examples/characterisation.rst).\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Isotherm fitting\n", "\n", "The framework comes with functionality to fit point isotherm data with common\n", "isotherm models such as Henry, Langmuir, Temkin, Virial etc.\n", "\n", "The model is contained in the ModelIsotherm class. The class is similar to the\n", "PointIsotherm class, and shares the parameters and metadata. However, instead of\n", "point data, it stores model coefficients for the model it's describing.\n", "\n", "To create a ModelIsotherm, the same parameters dictionary / `pandas.DataFrame`\n", "procedure can be used. But, assuming we've already created a PointIsotherm\n", "object, we can just pass it to the `pygaps.model_iso` function." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attempting to model using DSLangmuir.\n", "Model DSLangmuir success, RMSE is 0.0402\n" ] }, { "data": { "text/html": [ "
<ModelIsotherm 38c2a31aae475e0e5f6285194152baf0>: 'nitrogen' on 'Carbon X1' at 77.355 K\n",
       "
\n" ], "text/plain": [ "\u001b[1m<\u001b[0m\u001b[1;95mModelIsotherm\u001b[0m\u001b[39m 38c2a31aae475e0e5f6285194152baf0\u001b[0m\u001b[1m>\u001b[0m: \u001b[32m'nitrogen'\u001b[0m on \u001b[32m'Carbon X1'\u001b[0m at \u001b[1;36m77.355\u001b[0m K\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pygaps.modelling as pgm\n", "\n", "model_iso = pgm.model_iso(isotherm, model='DSLangmuir', verbose=True)\n", "model_iso" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A minimisation procedure will then attempt to fit the model's parameters to the\n", "isotherm points. If successful, the ModelIsotherm is returned.\n", "\n", "In the user wants to screen several models at once, the `model` can be given as\n", "`guess`, to try to find the best fitting model. Below, we will attempt to fit\n", "several simple available models, and the one with the best RMSE will be\n", "returned. This method may take significant processing time, and there is no\n", "guarantee that the model is physically relevant." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attempting to model using Henry.\n", "Model Henry success, RMSE is 0.352\n", "Attempting to model using Langmuir.\n", "Model Langmuir success, RMSE is 0.101\n", "Attempting to model using DSLangmuir.\n", "Model DSLangmuir success, RMSE is 0.0402\n", "Attempting to model using DR.\n", "Model DR success, RMSE is 0.0623\n", "Attempting to model using Freundlich.\n", "Model Freundlich success, RMSE is 0.035\n", "Attempting to model using Quadratic.\n", "Model Quadratic success, RMSE is 0.0402\n", "Attempting to model using BET.\n", "Model BET success, RMSE is 0.0515\n", "Attempting to model using TemkinApprox.\n", "Model TemkinApprox success, RMSE is 0.0971\n", "Attempting to model using Toth.\n", "Model Toth success, RMSE is 0.0358\n", "Attempting to model using JensenSeaton.\n", "Model JensenSeaton success, RMSE is 0.0253\n", "Best model fit is JensenSeaton.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAJNCAYAAAAs+kFYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAADgcElEQVR4nOzdd1xV9f/A8de5m8teAiqCijMHOHJQblNMM00tNcVMy61ZrjJzpg3Nr5o2nJk/y3JUpqU5yjAzB7lwK5iiiMq8cOFy7++PCweuDEEv4vg8H4/7iHPO53zO+yJx33ymZLFYLAiCIAiCIAhFUpR1AIIgCIIgCA8DkTQJgiAIgiAUg0iaBEEQBEEQikEkTYIgCIIgCMUgkiZBEARBEIRiEEmTIAiCIAhCMYikSRAEQRAEoRhUZR3Aw8RsNnPlyhWcnZ2RJKmswxEEQRAEwQ4sFgvJycmUL18ehaLw9iSRNJXAlStX8Pf3L+swBEEQBEEoBZcuXaJixYqFXhdJUwk4OzsD1m+qi4tLGUcjCIIgCII9JCUl4e/vL3/OF0YkTSWQ0yXn4uIikiZBEARBeMTcaeiNGAguCIIgCIJQDCJpEgRBEARBKAaRNAmCIAiCIBSDSJoEQRAEQRCKQSRNgiAIgiAIxSCSJkEQBEEQhGIQSZMgCIIgCEIxiKRJEARBEAShGETSJAiCIAiCUAwiaRIEQRAEQSgGkTQJgiAIgiAUg0iaBAYMGMDzzz+f7/zu3buRJImEhIT7HpMgCIIgPGhE0iSUqczMzLIOQRAEQRCKRSRNQrHt3buXFi1a4ODggL+/P6NGjSI1NVW+HhgYyPvvv8/AgQNxdnamUqVKfPHFF/L1ixcvIkkS69ato1WrVuh0Or744gtcXFz4/vvvbZ71008/4ejoSHJy8n17f4IgCIJQFJE0lRKLxUJqWnqZvCwWi93fz9GjR+nQoQPdu3fnyJEjfPvtt/z555+MGDHCptzcuXNp1KgRhw8fZtiwYQwdOpSTJ0/alJkwYQKjRo0iKiqKbt268dJLL7FixQqbMitWrKBHjx44Ozvb/b0IgiAIwt2QLKXxCfuISkpKwtXVlcTERFxcXIosm5qWjlPY4PsUma2UrV/i6KArdvkBAwbw9ddfo9PZ3pOVlUV6ejq3bt1i1KhRODg48Pnnn8vX//zzT1q2bElqaio6nY7AwECefvppVq9eDVgTR19fX6ZNm8aQIUO4ePEilStXZv78+YwePVquZ//+/TRv3pyYmBjKly9PfHw85cuXZ/v27bRs2fIevxuCIAiCULTifr6LliYBgNatWxMZGWnzWrp0qXz94MGDrFy5EicnJ/nVoUMHzGYzFy5ckMvVq1dP/lqSJHx9fYmLi7N5VqNGjWyOn3zySZ544gm++uorAFavXk2lSpVo0aJFabxVQRAEQbgrqrIO4G6cPn2ar7/+mm3btnHu3DnS09OpWrUqPXv2ZMyYMTg6Osplp06dyrRp0wqsZ/To0cyfP79UYtTrtKRs/bJU6i7Os0vK0dGRoKAgm3P//fef/LXZbOb1119n1KhR+e6tVKmS/LVarba5JkkSZrM537NuN2jQIBYtWsTEiRNZsWIFr7zyCpIklfh9CIIgCEJpeSiTpuXLl7No0SK6dOlCnz590Gg07Nq1i8mTJ7Nu3Tr27duHg4ODzT2ffPIJXl5eNudq1apVajFKklSiLrIHXYMGDTh+/Hi+xMpeXn75ZcaPH8+CBQs4fvw44eHhpfIcQRAE4eG08Y/97Iw8ycJR/csshocyaerRowcTJ07Ezc1NPjdkyBCqVavGrFmzWL58OcOHD7e55/nnnycwMPD+BvoImTBhAk2bNmX48OEMHjwYR0dHoqKi2L59OwsXLrzn+t3d3enevTvjxo3jmWeeoWLFinaIWhAEQXgUbP0rku5TrJ81KYY0Vkx8vUzieCjHNDVq1MgmYcrRq1cvwDrTqyDJycliXaC7VK9ePX7//XfOnDnD008/TUhICO+++y5+fn52e8arr75KRkYGAwcOtFudgiAIwsNt61+RdJo0Vz7+MeJwmcXyULY0Feby5csAlCtXLt+1+vXrk5SUhEKhICQkhHHjxvHiiy8WWZ/RaMRoNMrHSUlJ9g34AbFy5coCz7dq1cpm+YLGjRuzbdu2Quu5ePFivnORkZHy14GBgUUuhxAbG4unpyddu3a9Y8yCIAjCo2/nwWM2CZOzg44bP31WZvE8MklTVlYW06dPR6VS0bdvX/m8m5sbgwYNIjQ0FE9PT86dO8eiRYt46aWXOHPmDJMnTy60ztmzZxc6iFywH4PBwIULF5g9ezavv/46Go2mrEMSBEEQytjOg8do++YH8rGTTktSGU2wyvHIrNM0fPhwFi9ezMyZM3nnnXeKLJuWlkbjxo05deoUZ8+eJSAgoMByBbU0+fv7F2udJqH4pk6dyqxZs2jRogU//PADTk5OZR2SIAiCUIb2Hj1F6MiZ8rFepyH1l2Wl9rzHap2myZMns3jxYgYNGsTbb799x/IODg6MGzcOk8lUZHeTVqvFxcXF5iXY39SpU8nMzGTHjh0iYRIEQXjMHTp5wSZhctCoSzVhKomHPmnKaaXo378/n3/+ebHX9smZSXf9+vVSjE4QBEEQhOI6dPICDYdMkY91ajWGbcvLMCJbD3XSNG3aNKZNm8bLL7/MihUrUCiK/3bOnDkDgK+vb2mFJwiCIAhCMRWUMKVtf3ASJniIk6bp06czdepU+vbty8qVKwtMmEwmEzdu3Mh3PiEhgdmzZ6PRaOjQocP9CFcQBEEQhEKcjI6xSZi0atUDlzDBQzp77tNPP+W9996jUqVKtG/fnrVr19pc9/HxoX379qSkpFCxYkW6d+9O3bp18fT05Pz58yxfvpy4uDjmz59PhQoVyuhdCIIgCIJwMjqGWuG5E7g0KiXp21eUYUSFeyiTpn/++QeAmJgYBgwYkO96y5Ytad++PQ4ODvTt25f9+/ezZcsWUlJScHd3p0mTJowZM4a2bdve58gFQRAEQcgR81+8TcKkVikw/ray7AK6g0dmyYH7obhTEgVBEARBKFrMf/EEvPyGfKxSKsjcsapMYnmslhwQhMJMnTqV4ODgsg5DEARByONBSphKQrQ0lcCj2tI0YMAAEhIS2LRpU1mHYncpKSkYjUY8PT3LOhRBEAQBiI+Px7tHnoRJoSBzZ9kmTMX9fH8oxzQJQnE5OTkVuWBmRkaG2LZFEAThPrk9YVJKUpknTCUhuueEIs2bN4+6devi6OiIv78/w4YNIyUlRb6+cuVK3Nzc+PXXX6lVqxZOTk507NiR2NhYuYzJZGLUqFG4ubnh6enJhAkTCA8P5/nnn5fLtGrVipEjRzJmzBjc3d3x8fHhiy++IDU1lVdeeQVnZ2eqVq3K1q1b8z07r02bNtkscHp799yAAQN4/vnnmT17NuXLl6d69er2+2YJgiAIhbo9YVJIEqZdX5VhRCUnkqZSYrFYSE/PLJOXPXtcFQoFCxYs4NixY6xatYqdO3cyfvx4mzIGg4GPP/6Y1atX88cffxATE8Nbb70lX//ggw9Ys2YNK1asICIigqSkpAK7AletWoWXlxf79+9n5MiRDB06lJ49e9K8eXMOHTpEhw4d6NevHwaD4Z7e044dO4iKimL79u1s3rz5nuoSBEEQ7sxgMORLmLIesoQJRPdcqTEaTbzSe2GZPHvF2pHodGq71DVmzBj568qVKzNjxgyGDh3K4sWL5fOZmZl89tlnVK1aFYARI0Ywffp0+frChQuZNGkS3bp1A2DRokVs2bIl37Pq16/P5MmTAZg0aRJz5szBy8uLwYMHAzBlyhSWLFnCkSNHaNq06V2/J0dHR5YuXSq65QRBEO4Dg8GAY6fX5WNJ4qFMmEAkTcId7Nq1i/fff58TJ06QlJSEyWQiPT2d1NRUHB0dAdDr9XLCBODn50dcXBwAiYmJXLt2jSeffFK+rlQqadiwIWaz2eZZ9erVsynj6elJ3bp15XM+Pj4Act13q27duiJhEgRBuA/yJUyAedfqsgvoHomkqZRotSpWrB1ZZs+2h+joaDp16sSQIUOYMWMGHh4e/Pnnn7z66qtkZmbK5dRq21YtSZLydRHevpFyQV2IBdWT91xOHTnJlkKhyFdP3rgKk5PsCYIgCKWnwIRp98ObMIFImkqNJEl26yIrKwcOHMBkMjF37lx5b79169aVqA5XV1d8fHzYv38/Tz/9NABZWVkcPnz4ntdP8vb2Jjk52abVKzIy8p7qFARBEO7do5gwgUiahGyJiYn5Eg5vb29MJhMLFy6kS5cuRERE8Nlnn5W47pEjRzJ79myCgoKoWbMmCxcu5NatW/lan0qqSZMm6PV63n77bUaOHMn+/ftZuXLlPdUpCIIg3JvbEyZ4NBImELPnhGy7d+8mJCTE5rV8+XLmzZvHBx98QJ06dVizZg2zZ88ucd0TJkygd+/e9O/fn2bNmuHk5ESHDh3Q6XT3FLOHhwdff/01W7ZsoW7duqxdu5apU6feU52CIAjC3SsoYbI8IgkTiBXBS+RRXRH8fjObzdSqVYtevXoxY8aMsg5HEARBsIOHOWESK4ILD4zo6Gi2bdtGy5YtMRqNLFq0iAsXLtCnT5+yDk0QBEGwg4c5YSoJ0T0nlDqFQsHKlStp3LgxoaGhHD16lN9++41atWqVdWiCIAiCHTwOCROIlibhPvD39yciIqKswxAEQRBKgdSqn83xo5owgWhpEgRBEAThLj1OCROIpEkQBEEQhLvwuCVMIJImQRAEQRBK6HFMmEAkTYIgCIIglMDjmjCBSJoEQRAEQSimxzlhApE0CYIgCIJQDI97wgQiaRKEEpEkiU2bNpV1GIIgCPeVSJisRNIkMGDAACRJQpIk1Go1Pj4+tG/fnuXLl2M2m+Vyhw8fpnPnzpQrVw6dTkdgYCAvvvgi8fHxAFy8eBFJkvJt/PsoiY2NJSwsrKzDEARBuG9uT5hSt3xeNoE8AETSJADQsWNHYmNjuXjxIlu3bqV169aMHj2azp07YzKZiIuLo127dnh5efHrr78SFRXF8uXL8fPzw2AwlHX4942vry9arbbQ65mZmfcxGkEQhNJVUMKk1+vLJpgHgEiaBAC0Wi2+vr5UqFCBBg0a8Pbbb/PDDz+wdetWVq5cyd69e0lKSmLp0qWEhIRQuXJl2rRpw/z586lUqVKxnnHu3Dm6du2Kj48PTk5ONG7cmN9++82mTGBgIO+//z4DBw7E2dmZSpUq8cUXX9iU2bt3L8HBweh0Oho1asSmTZtsWrh2796NJEn8+uuvhISE4ODgQJs2bYiLi2Pr1q3UqlULFxcXevfubZPwBQYGMn/+fJtnBQcHM3XqVPk4b/dcTsvaunXraNWqFTqdjq+//rp433BBEIQHnEiY8hNJUymxWCxkpWeWyctisdjlPbRp04b69euzYcMGfH19MZlMbNy48a7rT0lJoVOnTvz2228cPnyYDh060KVLF2JiYmzKzZ07l0aNGnH48GGGDRvG0KFDOXnyJADJycl06dKFunXrcujQIWbMmMGECRMKfN7UqVNZtGgRe/fu5dKlS/Tq1Yv58+fzf//3f/z8889s376dhQsX3tV7yWvChAmMGjWKqKgoOnTocM/1CYIglDWRMBVM7D1XSsxGE7t7Ly6TZ7daOwylTm2XumrWrMmRI0do2rQpb7/9Nn369GHIkCE8+eSTtGnThv79++Pj41OsuurXr0/9+vXl45kzZ7Jx40Z+/PFHRowYIZ/v1KkTw4YNA6wJySeffMLu3bupWbMma9asQZIkvvzyS3Q6HbVr1+by5csMHjw43/NmzpxJaGgoAK+++iqTJk3i3LlzVKlSBYAePXqwa9euQpOu4hozZgzdu3e/pzoEQRAeFAqRMBVKtDQJRbJYLEiSBMCsWbO4evUqn332GbVr1+azzz6jZs2aHD16tFh1paamMn78eGrXro2bmxtOTk6cPHkyX0tTvXr15K8lScLX15e4uDgATp06Rb169dDpdHKZJ598ssDn5a3Hx8cHvV4vJ0w553LqvReNGjW65zoEQRAeBIpW/cjblyASJluipamUKLQqWq0dVmbPtpeoqCgqV64sH3t6etKzZ0969uzJ7NmzCQkJ4eOPP2bVqlV3rGvcuHH8+uuvfPzxxwQFBeHg4ECPHj3IyMiwKadW27aSSZIkz+LLm8TlKKy7MG89OTMDC6sXQKFQ5KurOAO7HR0d71hGEAThQScSpjsTSVMpkSTJbl1kZWXnzp0cPXqUN954o8DrGo2GqlWrkpqaWqz69uzZw4ABA+jWrRtgHeN08eLFEsWU00VnNBrlWWwHDhwoUR2F8fb2JjY2Vj5OSkriwoULdqlbEAThQaZoLRKm4hBJkwCA0Wjk6tWrZGVlce3aNX755Rdmz55N586d6d+/P5s3b+abb77hpZdeonr16lgsFn766Se2bNnCihUrbOo6depUvvpr165NUFAQGzZsoEuXLkiSxLvvvmvT0lMcffr04Z133uG1115j4sSJxMTE8PHHHwPka4EqqTZt2rBy5Uq6dOmCu7s77777Lkql8p7qFARBeNApW/cnbyP79e8/EQlTIUTSJADwyy+/4Ofnh0qlwt3dnfr167NgwQLCw8NRKBTUrl0bvV7Pm2++yaVLl9BqtVSrVo2lS5fSr5/toMGXXnopX/0XLlzgk08+YeDAgTRv3hwvLy8mTJhAUlJSieJ0cXHhp59+YujQoQQHB1O3bl2mTJlCnz59bMY53Y1JkyZx/vx5OnfujKurKzNmzBAtTYIgPNKUrftjzpMxXf/+E7y8vMowogebZLHX/PTHQFJSEq6uriQmJuLi4lLW4QjZ1qxZwyuvvEJiYiIODg5lHY4gCMJDQdW6P1kiYQKK//kuWpqEh85XX31FlSpVqFChAv/++y8TJkygV69eImESBEEoJnWbcJEw3QWRNAkPnatXrzJlyhSuXr2Kn58fPXv2ZNasWWUdliAIwkNB3TYcU57xpNFfi4SpuET3XAmI7jlBEAThYaZuG44pyzZhqlRRJEzF/XwXi1sKgiAIwmNA204kTPdKJE2CIAiC8IjTtnuFDFNuwhS1apZImO6CSJoEQRAE4RGma/8KGSaTfBy1ahY1AyqVYUQPL5E0CYIgCMIjyqH9QIyZuQnTwc+mi4TpHoikSRAEQRAeQfpnBpKeZ//Mg59Np0HNykXcIdyJSJoEQRAE4RGj7zCQtIzchCli4WSRMNmBSJoEQRAE4RHi1PFV0oy2CVPzujXKMKJHh0iaBAYMGIAkSUiShFqtxsfHh/bt27N8+XKbDXUDAwPlcg4ODtSsWZOPPvoIsdSXIAjCg8G54yBS0zPk4x1zJ4iEyY5E0iQA0LFjR2JjY7l48SJbt26ldevWjB49ms6dO2PKM+ti+vTpxMbGEhUVxVtvvcXbb7/NF198UYaRC4IgCAAuYYNJSTfKxzvmTqBNwzplGNGjR2yjUlosFsjIuHO50qDRgCSV6BatVouvry8AFSpUoEGDBjRt2pS2bduycuVKBg0aBICzs7NcbtCgQSxZsoRt27bx+uuv2/c9CIIgCMXm2uk1ktPS5eMts98UCVMpEElTacnIgOFDy+bZny4Brfaeq2nTpg3169dnw4YNctKUw2Kx8PvvvxMVFUW1atXu+VmCIAjC3XHv/DpJhjT5eMvsNwlrFlx2AT3CRPecUKSaNWty8eJF+XjChAk4OTmh1Wpp3bo1FouFUaNGlV2AgiAIjzGPLkNISDHIxxumjxQJUykSLU2lRaOxtviU1bPtxGKxIOXp6hs3bhwDBgzg+vXrvPPOO7Rp04bmzZvb7XmCIAhC8Xg9N5Rbyany8drJQ+nW4skyjOjRJ5Km0iJJdukiK2tRUVFUrpy7toeXlxdBQUEEBQWxfv16goKCaNq0Ke3atSvDKAVBEB4vPl2HcSMpRT5eO3koL7V79P+Avf0P+ftNJE1CoXbu3MnRo0d54403Crzu7u7OyJEjeeuttzh8+HCZ/iALgiA8Lny7DScuMVk+Xjlx0COdMBmNRiIiIoiMjCQ5ORlnZ2eCg4MJDQ1Fe58bJ8SYJgGw/lBevXqVy5cvc+jQId5//326du1K586d6d+/f6H3DR8+nFOnTrF+/fr7GK0gCMLjqfwLI7l2K0k+/uLNVwjv2LIMIypdRqORVatWsWfPHpKTrYlicnIye/bsYdWqVRiNxjvUYF+ipUkA4JdffsHPzw+VSoW7uzv169dnwYIFhIeHo1AUnlt7e3vTr18/pk6dSvfu3YssKwiCINy9Ci+MJPZGgny8aFQ/BndpU3YB3QcRERHExsai1+sJCwsjICCA6Ohotm7dSmxsLHv37qV169b3LR7JIpZzLrakpCRcXV1JTEzExcWlrMMRBEEQHhMBPUcTc/2mfLxoVD+Gd3+mDCO6P+bNm0dycjIvvPACderkrjt17Ngx1q9fj7OzM2PHjr3n5xT38100CwiCIAjCAyyw1xibhGnusN6PRcJksVjkLrmAgACbaznHycnJ93UrL5E0CYIgCMIDqmqfsUTH3ZCPZw/uxdhencowovtHkiScnZ0BiI6OtrmWc+zs7HxfJyGJpEkQBEEQHkDV+rzF+SvX5ePpr3RnYt8uZRjR/RccHAzA1q1bOXbsGMnJyRw7doytW7cCEBIScl/jEQPBBUEQBOEBU6vfeM5euSYfT+n3HO+GdyvDiMpGaGgoZ8+eJTY2Nt8sbT8/v/u+uLJImgRBEAThAfJE+AROXoqVjyf0fpZpr/Ysw4jKjlarJTw8nL1793L48GF5naaQkBCaN29+39dpErPnSkDMnhMEQRBKU/2Bkzhy/j/5eELvZ5nz+ktlGNGDpbRWBBez5wRBEAThIRIy6B2bhOnNHh1EwnSbst55QiRNgiAIglDGGr42mcizMfLxkC6t+XjEy2UYkVAQkTQJgiAIQhlqOvQ9Dp3OnVI/qFNLlrw5sAwjEgojkibhobF7924kSSIhIQGAlStX4ubmJl+fOnWqPD21OCRJYtOmTXaNURAEoSRCh0/n76jz8vGAjk/x5fhBZRiRUBSRNAkMGDAASZLyvc6ePVvWoZXIW2+9xY4dO8o6DEEQhGJpNeZ99h4/Ix+/3L4ZKya+XoYRCXcilhwQAOjYsSMrVqywOeft7W1znJGRgUajuZ9hlYiTkxNOTk5lHYYgCMIdtRs7m98jo+Tjl1o3YfU7w8owIqE4REtTabFYwJRaNq+7WEVCq9Xi6+tr82rbti0jRoxg7NixeHl50b59ewBOnDhBp06dcHJywsfHh379+hEfHy/XFRgYyPz5823qDw4OZurUqfKxJEksXbqUbt26odfrqVatGj/++KPNPVu2bKF69eo4ODjQunVrLl68WOR7KKh7bvny5TzxxBNotVr8/PwYMWKEzfX4+PgiYxAEQbC3jm99yI5DJ+TjHi0as/a9EUXcITwoREtTackywHdl1OrRMwVUjnapatWqVQwdOpSIiAgsFguxsbG0bNmSwYMHM2/ePNLS0pgwYQK9evVi586dJap72rRpfPjhh3z00UcsXLiQvn37Eh0djYeHB5cuXaJ79+4MGTKEoUOHcuDAAd58880S1b9kyRLGjh3LnDlzCAsLIzExkYiIiGLHIAiCYG/Pjv+IXw8clY+fD23Ad9NHlWFEQkmIpEkAYPPmzTZdW2FhYQAEBQXx4YcfyuenTJlCgwYNeP/99+Vzy5cvx9/fn9OnT1O9evViP3PAgAH07t0bgPfff5+FCxeyf/9+OnbsyJIlS6hSpQqffPIJkiRRo0YNjh49ygcffFDs+mfOnMmbb77J6NGj5XONGzcudgyCIAj29NzEuWzZf0Q+7tI0mI2z3ijDiISSEklTaVHqrS0+ZfXsEmrdujVLliyRjx0dHenduzeNGjWyKXfw4EF27dpV4Nihc+fOlShpqlevns3znJ2diYuLAyAqKoqmTZvaLGTWrFmzYtcdFxfHlStXaNu27V3HIAiCYC89pyzgp32R8nGHRnX5cU7JWs+FsieSptIiSXbrIrsfHB0dCQoKKvB8XmazmS5duhTY4uPn5weAQqHg9t15MjMz85VXq9U2x5IkYTabAfLdX1IODg7FKldUDIIgCPbQe9oivv/jH/m4bYPa/PLx+DKMSLhbImkSSqRBgwasX7+ewMBAVKqCf3y8vb2Jjc3dbDIpKYkLFy6U6Dm1a9fOt4bSvn37in2/s7MzgYGB7Nixg9atW5fo2YIgCPbSb9Zivtn1t3zcMrgWv82bVIYRCfdCzJ4TSmT48OHcvHmT3r17s3//fs6fP8+2bdsYOHAgWVlZALRp04bVq1ezZ88ejh07Rnh4OEqlskTPGTJkCOfOnWPs2LGcOnWK//u//2PlypUlqmPq1KnMnTuXBQsWcObMGQ4dOsTChQtLVIcgCMLdemXO53y9/S/5+Om6Ndg9/+0yjEi4VyJpEkqkfPnyREREkJWVRYcOHahTpw6jR4/G1dUVhcL64zRp0iRatGhB586d6dSpE88//zxVq1Yt0XMqVarE+vXr+emnn6hfvz6fffaZzeDz4ggPD2f+/PksXryYJ554gs6dO3PmzJk73ygIgnCPBn+4lJW//CkfN6lVhT8WTi7DiAR7kCz3OnjkMZKUlISrqyuJiYm4uLiUdTiCIAjCA2jo3OV89tMu+bhxjcrs/3x6GUYk3ElxP99FS5MgCIIg2MnIBV/ZJEwNqgeIhOkRIpImQRAEQbCDtxZ9zaIN2+XjelUqcvCLmWUYkWBvImkSBEEQhHs08fNvmPv9r/JxncDy/Lt8dhlGJJSGhzJpOn36NFOmTKFp06Z4e3vj7OxMcHAws2bNIjU1NV/5a9euMXDgQHx8fNDpdNSrV48vv/yyDCIXBEEQHjXvLfuOD9b+LB/XDijP0ZXF371AeHg8lOs0LV++nEWLFtGlSxf69OmDRqNh165dTJ48mXXr1rFv3z55ccOEhASeeuopLl++zJgxY6hcuTI//PADr732GleuXOG9994r43cjCIIgPKxmrNrI9NW5G33XqOjL8VUiYXpUPZSz5w4cOEBQUBBubm425ydPnsysWbNYtGgRw4cPB6zT3+fMmcP69evp3r27XPa5557jl19+4dSpU1SuXLlYzxWz5wRBEIQcc9b8xKQv18nHQeV9OPN/H5dhRMLdeqRnzzVq1ChfwgTQq1cvAI4ezd1Bes2aNVSuXNkmYQIYO3YsmZmZfPvtt6UaqyAIgvDombdui03CFOjjJRKmx8BD2T1XmMuXLwNQrlw5AK5evcqlS5fo06dPvrLNmjVDkiT2799faH1GoxGj0SgfJyUl2TliQRAE4WEzb90W3ly8Vj4OKOfJhW8/KcOIhPvloWxpKkhWVhbTp09HpVLRt29fIDeJqlixYr7yWq0WLy8v/vvvv0LrnD17Nq6urvLL39+/dIIXBEEQHgqfbthmkzD5e7txcd38sgtIuK8emaRp1KhR7Nu3j6lTp1KjRg0ADAYDYE2QCqLT6eQyBZk0aRKJiYny69KlS/YPXBAEQXgofPnTTkYsWC0fl/d0I+Y7sZ/l4+SRSJomT57M4sWLGTRoEG+/nbsZol6vB7DpYssrLS1NLlMQrVaLi4uLzUuwv6lTpxIcHFxq9bdq1YoxY8aUWv2CIDz6Vv3yO6/NXSEf+3q4cnm9SJgeNw990jR16lRmzZpF//79+fzzz5EkSb5WoUIFgAK74NLT07lx40aBXXePo0uXLvHqq69Svnx5NBoNAQEBjB49mhs3bpR1aMW2e/duJEkiISHB5vyGDRuYMWNG2QQlCMJDb9UvvzNgzlL52MfdhdgNi8owIqGsPNQDwadNm8a0adN4+eWXWbFiBQqFbQ7o6+tLxYoV+euvv/Ldu2/fPiwWC40bNy7VGFPT0gu9plQo0Gk1xSqrUChwKEZZRwddiWM8f/48zZo1o3r16qxdu5bKlStz/Phxxo0bx9atW9m3bx8eHh4lrtdeMjIy0Gg0dy5YiLKMXRCEh9s3v+21SZi8XZy4uvHTMoxIKFOWh9S0adMsgKVv374Wk8lUaLnx48dbAMv69ettznfp0sWiUqks586dK/YzExMTLYAlMTGx2PfQ8uVCX50mfGRTVt9hYKFlW46aaVPW67mhBZa7Gx07drRUrFjRYjAYbM7HxsZa9Hq9ZciQIdb3ApaNGzfalHF1dbWsWLFCPh4/frylWrVqFgcHB0vlypUtkydPtmRkZNjcM3v2bEu5cuUsTk5OloEDB1omTJhgqV+/vnw9PDzc0rVrV8v7779v8fPzswQEBFgsFotl9erVloYNG1qcnJwsPj4+lt69e1uuXbtmsVgslgsXLlgAm1d4eLjFYrFYWrZsaRk9erRcf3p6umXcuHGWihUrWjQajSUoKMiydOnSu/reCYLw6Nrw+982v189Or9e1iEJpaS4n+8PZUvTp59+ynvvvUelSpVo3749a9eutbnu4+ND+/btAZg4cSLff/89/fr14+DBg/KK4Js3b+bdd9+lSpUqZfEWHhg3b97k119/ZdasWfIq6jl8fX3p27cv3377LYsXLy5Wfc7OzqxcuZLy5ctz9OhRBg8ejLOzM+PHjwdg3bp1vPfee3z66ac8/fTTrF69mgULFuT7d9ixYwcuLi5s374dS/b6qxkZGcyYMYMaNWoQFxfHG2+8wYABA9iyZQv+/v6sX7+eF154gVOnTuHi4pLv/eTo378/f/31FwsWLKB+/fpcuHCB+Pj4kn7rBEF4hG38Yz/dp+SOWXJz0nPjp8/KMCLhgXB/cjj7Cg8Pz9eqkPfVsmVLm/JXrlyxDBgwwOLt7W3RarWWJ554wrJkyZISP/duWppSDGmFvtLSjcUuayhm2ZLat29fgS1IOebNm2cBLNeuXStWS9PtPvzwQ0vDhg3l42bNmsktVzmaNGmSr6XJx8fHYjTavufb7d+/3wJYkpOTLRaLxbJr1y4LYLl165ZNubwtTadOnbIAlu3btxdZtyAIj68tew/btDC5dRpc1iEJpeyRbmlauXIlK1euLHZ5Pz8/VqxYceeCpaAkY4xKq+y9sGS38hR3TNH333/P/PnzOXv2LCkpKZhMJptZh1FRUQwZMsTmnmbNmrFr1y6bc3Xr1s33zMOHDzN16lQiIyO5efMmZrMZgJiYGGrXrl2s+CIjI1EqlbRs2bJY5QVBeLzsPHiMTpPmysfODjpu/fxFGUYkPEge+tlzwr0JCgpCkiROnDhR4PWTJ0/i7e2Nm5sbkiTJSVSOzMxM+et9+/bx0ksvERYWxubNmzl8+DDvvPMOGRkZJY7L0dHR5jg1NZVnnnkGJycnvv76a/755x82btwIUKL6C+uyEwRB2HnwGG3fzN1s10mnJWnrl2UYkfCgEUnTY87T05P27duzePFi0tLSbK5dvXqVNWvWMGDAAAC8vb2JjY2Vr585c8ZmcdCIiAgCAgJ45513aNSoEdWqVSM6Otqmzlq1arFv3z6bc7cfF+TkyZPEx8czZ84cnn76aWrWrElcXJxNmZyWqaysrELrqVu3Lmazmd9///2OzxQE4fGx9+gpm4TJUach+ZelRdwhPI5E0iSwaNEijEYjHTp04I8//uDSpUv88ssvtG/fnurVqzNlyhQA2rRpw6JFizh06BAHDhxgyJAhqNVquZ6goCBiYmL45ptvOHfuHAsWLJBbg3KMHj2a5cuXs3z5ck6fPs17773H8ePH7xhjpUqV0Gg0LFy4kPPnz/Pjjz/mW3spICAASZLYvHkz169fJyUlJV89gYGBhIeHM3DgQDZt2sSFCxfYvXs369aty1dWEITHw96jpwgdOVM+1us0pPyyrAwjEh5UImkSqFatGv/88w9VqlShV69eBAQEEBYWRvXq1YmIiMDJyQmAuXPn4u/vT4sWLejTpw9vvfWWzYrqXbt25Y033mDEiBEEBwezd+9e3n33XZtnvfjii0yZMoUJEybQsGFDoqOjGTp06B1j9Pb2ZuXKlXz33XfUrl2bOXPm8PHHtjuKV6hQgWnTpjFx4kR8fHwYMWJEgXUtWbKEHj16MGzYMGrWrMngwYNJTU0t6bdNEIRHwKGTF2wSJgeNmlSRMAmFkCy3D1IRCpWUlISrqyuJiYmP/JYq7733HvPmzWPbtm00a9asrMMRBEGwu0MnL9BwyBT5WKdWk7Z9eRlGJJSV4n6+P5Sz54TSN23aNAIDA/n7779p0qRJvtXWBUEQHmYno2NEwiSUmEiahEK98sorZR2CIAiC3Z2MjqFW+DvysVatEgmTUCyi+UAQBEF4bNyeMGlUStK3l806fsLDRyRNgiAIwmMh5r94m4RJrVJg/G1l2QUkPHRE0iQIgiA88mL+iyfg5TfkY5VSQcZvq8owIuFhJJImQRAE4ZFWUMKUuUMkTELJiaRJEARBeGTFx9+WMClEwiTcPZE0CYIgCI+k+Ph4vHvkJkwKSSJzp0iYhLsnkiZBEAThkVNQwpS166syjEh4FIikSWDAgAFIkiS/PD096dixI0eOHJHL5L2e9/XNN9/ku7+glyAIwv1iMBhsEiZJQiRMgl2IpEkAoGPHjsTGxhIbG8uOHTtQqVR07tzZpsyKFSvkMjmv559/nv/973825woqKwiCcD8YDAYcO70uH0sSmHetLsOIhEeJWBG8lKWnZxZ6TaGQ0GhUxSsrgUarvmNZnU5d4Pk70Wq1+Pr6AuDr68uECRNo0aIF169fx9vbGwA3Nze5jO0zdbi6utqcK6ysIAhCacmXMCESJsG+RNJUyl7pvbDQa8ENKzNhcjf5eMiAJRiNpgLL1nqiIlNm9pKPR72+lOSktHzl1m4cew/RWqWkpLBmzRqCgoLw9PS85/oEQRBKW4EJ026RMAn2JZImAYDNmzfj5OQEQGpqKn5+fmzevNlmo97evXujVCpt7jty5AhVqlS5r7EKgiDkJRIm4X4RSVMpW7F2ZKHXFArbAdKfrRxaeNnbxlIv+HzQPcV1u9atW7NkyRIAbt68yeLFiwkLC2P//v0EBAQA8Mknn9CuXTub+/z9/e0ahyAIQkncnjCBSJgeZhaLpcDJQ4cOnGPBxz+z8ptRZRBVLpE0lbKSjDEqrbLF4ejoSFBQkHzcsGFDXF1d+fLLL5k5cyZgHeuUt4wgCEJZKihhsoiE6aFjNBqJiIggMjKS5ORknJ2dCQ4OJjQ0lM0/HOD7tX/LZd+f+j1vT+1RZrGKpEkokCRJKBQK0tLyj5sSBEEoayJhejQYjUZWrVplM8s6OTmZPXv2sP3XCGLO6rF2uFqdOX21DKLMJZImAbD+4F69av1hvHXrFosWLSIlJYUuXbrIZRISEuQyOZydnXF0dLyvsQqC8HgTCdOjIyIigtjYWPR6PWFhYSQlWFi5bAs+FYzo9GY8ymUQf1ULwKyP+lAlqGxnZYukSQDgl19+wc/PD7AmQjVr1uS7776jVatWcplXXnkl332zZ89m4sSJ9ytMQRAEkTA9QiIjIwEICwujTp06GAwGkudah59UCEzHzTOTD+aORq/Xl2GUuUTSJLBy5UpWrlxZZBmLxVLs+kpSVhAEoSSkVv1sjkXC9PCKjr5OcnIyAP8evEqdOnXQ6/U4OmlRSGogHZXagoODQ9kGmodYEVwQBEF4KIiE6dGwdfMhenebx8Qxq8nMsI5X+n33Qfn60tXDGTG2NWDt+XiQtuISLU2CIAjCA08kTA+/ue9v4sA/523OJd5U4+WbgX9lE8eOHSMgIIDo6Gi2bt0KQEhISFmEWiiRNAmCIAgPNJEwPfw2rf87X8IE8FKf5zgeZR0Mvn79eptrfn5+NG/e/H6FWCyie04QBEF4YImE6eEUH29g0MufysfPv9BE/lqpUrDwyyGs3TiW0KefIDw8nBYtWuDs7AxYu+RatGhBeHg4Wq32vsdeFMlyl6N2v/rqK7sF0b9/f7vVVZqSkpJwdXUlMTERFxeXsg5HEAThkSYSpofPb79EsuzznfKxr58rnyx+FYCjRy5St15gkfcXtiJ4aSvu5/tdJ00KhcJubywrK8su9ZQ2kTQJgiDcHyJherhMf+cbok5cyXdeoZBYs/6NMoioZIr7+X5PY5rq169P165d7/r+TZs2ceTIkXsJQRAEQXjE3J4wpW75vGwCEe5o0Sc/E/HHqQKvDRnZnpZt6t7niErXPSVNwcHBvPfee3d9/8WLF0XSJAiCIMgKSpgelIUNhfyaP13TJmlSqRR8suQ1vLwezX+zu06aXFxc7vkH2cHBQXRzCYIgCIBImB50Cz76kb/2ngVg4ZdD8PLS06BRVRRKCW9vF+YvebWMIyx9dz2m6XEkxjTdu6lTp7Jp0yZ56fzbrVy5kjFjxpCQkHBf4xIEoWyJhOnBZDAYGPX6ClJTjDbnVSoFq78bUzZBlYLifr6LJQceY5IkFfkaMGDAfY/pxRdf5PTp03d17969e1EqlXTs2NHOUQmCUJoUImF64Bw6cI7e3ebxat/P8iVMkgTTZr9URpGVLbG45WMsNjZW/vrbb79lypQpnDqV2zddFvv9ODg43PVzly9fzsiRI1m6dCkxMTFUqlTJztHll5mZiVqtLvXnCMKjStGqH3m7O0TC9GBY9MnWfOfc3fUsXj6kDKJ5cIiWplKWlZ5Z+CvDVPyyxuKVLQlfX1/55erqiiRJNuf++OMPGjZsiE6no0qVKkybNg2TKTcOSZL4/PPP6dy5M3q9nlq1avHXX39x9uxZWrVqhaOjI82aNePcuXOFxnDhwgWCgoIYOnQoZrOZlStX4ubmJl+fOnUqwcHBrF69msDAQFxdXXnppZfkTR5zpKamsm7dOoYOHUrnzp3zbUC8e/duJEni559/pn79+uh0Opo0acLRo0flMjnP3rRpE9WrV0en09G+fXsuXbqUL57ly5dTpUoVtFotFouFmJgYunbtipOTEy4uLvTq1Ytr164BcPLkSfR6Pf/3f/8n17NhwwZ0Op3N8wXhcSMSpgeDwWDglT6L6N1tnnxu0ZcD5a+f6VSftRvHPvYJE5RCS1NUVBTPPvss58/nXy79cbS79+JCr3k2DCR4cu6SDX8M+ALzbclRDrcnKtBwZg/5OOL1FWQmpeUr13bj6HuINtevv/7Kyy+/zIIFC3j66ac5d+4cr732GoDNjMkZM2Ywb9485s2bx4QJE+jTpw9VqlRh0qRJVKpUiYEDBzJixAh5H6G8jh07xjPPPEN4eDizZ88uNJZz586xadMmNm/ezK1bt+jVqxdz5sxh1qxZcplvv/2WGjVqUKNGDV5++WVGjhzJu+++m28tsXHjxvG///0PX19f3n77bZ577jlOnz4ttxYZDAZmzZrFqlWr0Gg0DBs2jJdeeomIiAi5jrNnz7Ju3TrWr1+PUqkE4Pnnn8fR0ZHff/8dk8nEsGHDePHFF9m9ezc1a9bk448/ZtiwYYSGhqJWqxk8eDBz5syhbt1HazquIBSXorVImMrapvV/8+3XETbntm4+RFjnBuj1etZuHGu3Z5XVopX2ZvekKSMjg+joaHtXK9xns2bNYuLEiYSHhwNQpUoVZsyYwfjx422SpldeeYVevXoBMGHCBJo1a8a7775Lhw4dABg9ejSvvPJKvvr/+usvOnfuzKRJk3jrrbeKjCWnBSpnif1+/fqxY8cOm6Rp2bJlvPzyywB07NiRlJQUduzYQbt27Wzqeu+992jfvj0Aq1atomLFimzcuFF+D5mZmSxatIgmTZrIZWrVqsX+/ft58sknAevP+OrVq/H29gZg+/btHDlyhAsXLuDv7w/A6tWreeKJJ/jnn39o3Lgxw4YNY8uWLfTr1w+NRkPDhg0ZPdo+Ca4gPGwUrfuRdwqSSJjur5GDvyQ+PrnAa+fPX7Xbc4xGIxEREURGRpKcnIyzszPBwcGEhoY+cNujFFeJk6bp06cXef3qVft9wx8FrdYOK/yiwjbrbrHytcLL3pahh36ePxGxp4MHD/LPP//YJCZZWVmkp6djMBjkX3D16tWTr/v4+ADYtJ74+PiQnp5OUlKSPCMhJiaGdu3aMXPmTN54484rxQYGBsoJE1g3cYyLi5OPT506xf79+9mwYQMAKpWKF198keXLl+dLmpo1ayZ/7eHhQY0aNYiKipLPqVQqGjVqJB/XrFkTNzc3oqKi5KQpICBATpjA2rrq7+8vJ0wAtWvXlu9r3LgxYB1zVb16dRQKBceOHXsk/uoShJJStu5vkzBd//4TkTDdR3m74PJ68eVQm/3h7pXRaGTVqlU2Y2eTk5PZs2cPZ8+efSD3lSuOEidNU6dOxc/PD41GU+D1jIyMew7qUaLUFX+QcGmVvRtms5lp06bRvXv3fNd0Op38dd5B0DlJQEHnzGazfM7b25vy5cvzzTff8Oqrr95x+YbbB1pLkmRT37JlyzCZTFSoUEE+Z7FYUKvV3Lp1C3d39yLrvz15KSiZyXvO0dHR5lphzc63n//3339JTU1FoVBw9epVypcvX2RcgvCoUbbujzlPxnT9+0/w8vIqw4gefdPf+YbEpDTmLrT+of1EnYocP/YfAFqdmsXLXi2VpDUiIoLY2Fj0ej1hYWEEBAQQHR3N1q1biY2NZe/evbRu3druzy1tJU6aKlWqxEcffUTPnj0LvB4ZGUnDhg3vOTChbDVo0IBTp04RFBRk97odHBzYvHkznTp1okOHDmzbts2mJakkTCYTX331FXPnzuWZZ56xufbCCy+wZs0aRowYIZ/bt2+fPKvu1q1bnD59mpo1a9rUd+DAAblV6dSpUyQkJNiUuV3t2rWJiYnh0qVLcmvTiRMnSExMpFatWgDcvHmTAQMG8M4773D16lX69u3LoUOHymSGoiCUBXWbcJEw3SfxcfG8MfxrTCZzvmuTZ/Ri/boIXugVWqox5KzFFxYWRp06dQDk/65fv57Dhw8XnjTt6Q2XN4Ilz1IHvR+MJSVLnDQFBwcTGRlZaNIkSRJivcyH35QpU+jcuTP+/v707NkThULBkSNHOHr0KDNnzrzn+h0dHfn5558JCwsjLCyMX375BScnpxLXkzM4/NVXX8XV1dXmWo8ePVi2bJlN0jR9+nQ8PT3x8fHhnXfewcvLi+eff16+rlarGTlyJAsWLECtVjNixAiaNm0qJ1EFadeuHfXq1aNv377Mnz9fHgjesmVLuatvyJAh+Pv7M3nyZDIyMmjQoAFvvfUWn376aYnfsyA8bNRtwjHlaR0WCVPp+HDGBg4fuljgtZiYeCpVsn7PSzthslgs8gzngIAAm2s5x8nJybat8WvvMFzh/DdQpezXhirxkgNvvvkmTz31VKHXg4KC2LVr1z0FJZS9Dh06sHnzZrZv307jxo1p2rQp8+bNy/c/wL1wcnJi69atWCwWOnXqRGpqaonrWLZsGe3atcuXMIG1pSkyMpJDhw7J5+bMmcPo0aNp2LAhsbGx/PjjjzZdzXq9Xp4F2KxZMxwcHPjmm2+KjEGSJDZt2oS7uzstWrSgXbt2VKlShW+//RaAr776ii1btrB69WpUKhV6vZ41a9awdOlStmzZUuL3LAgPE3Vb24Qp+muRMJWG3t3mFZgw+Qd4sHbjWDlhuh8kSZJ7D+SJYfEn4ceqRP9fcwCcVUlINwre6DcfhSO4VC+NUEtMbKNSAmIblYfX7t27ad26Nbdu3bJZByovsYWLINiXum04pizbhKlSRZEw2cPc9zdRv0Eg7ToGA7YDvCUJ3nq7Kw0aVS2j6GDnzp3s2bMHvTKVMO+tBOgvEm0IZOv1MAxZjrTw+J3WgbHQJXsizrd6MKeB2hMaLLrvrUrF/XwXK4ILgiAIdqdtZ5swRa2aJRKme3T7WKUD/5yXk6b+r7Zix7Z/+XhB6c6szufYHIh6H0zZSxhU6AEtviM0NJSz+78l1lie9Vd72Nzip71Cc4+94Jc7dIIXDfcx6Lt3z0nT9evXmTBhAsuXL7dHPIIgCMJDTtvuFTJMtglTzYDS39boUfX+1O85+m9MkWXCOjcgrHOD0g9m8xOQfKLw61d+AECr1RJe+Uf2xtXicFIIySYXnJ0cCWnQkObNm6PVfl76sZaCe+6eO3fuHNWrVyczMxOF4tHelUV0zwmCIBRN1/4VjJm5OxuIhOnuxcfFM/L1rwq8Vr6iu7yMgN0ZDPBXd7i+Aywm0AdC1wvWa2sVkL2Wu8WSbwlBcKkDz+bfHupBXxFcdM8JgiAI95VD+4E2CdPBz6aLhKmE3p/6PW9PtXZneZWz7c6UJBg9rjNNmtl5UPShiXDqIyD/EgUAGC7KXxpdmhBx3oHInNYjnZngxi3vuMr3g5wwlYRImgRBEIR7pn9mIOmZuZuGH/xsOg1qVi7DiB4ev/0SybLPd8rH09/5himzrAOhff1ccXLSMePDvvf+oPhDsLcnpF4AtTv0uGE9f345hSZMAArrenJGo5FVl18h9maeVb7TFQ/9Kt8lIZImQRAE4Z7oOwwkLSM3YYpYOFkkTHdgMBgY9foKUlOM+a6djLoif/3J4lfv7gHxh+D3TpBxreDrmTdzv278OezN2f1BAp0vNPkayrexueVRXeW7JETSJAiCINw1p46vkma0TZia161RhhE9+N4YtoyrsYkFXgttUYMRbzxbsgpPfwn/jrf23/XIToYurCg8YbpdQDcIuPPw5nta5fsRIZImQRAE4a44dxxEanrufqM75k4QCVMBjh65yNpVf/D+3P4APN/jST5buF2+7uCgYdHSgcXbAy7yPTg1F8x3WAy48UI4uyjPCSW4N4AWW0Bf8NIPRQ3WvqtVvh9BImkSBEEQSswlbDAp6bldSzvmTqBNwzplGNGDxWAw8NaIr7h1y2BzTq/X07JNXVYt/Z3uvZrQ+fnGhVeybzDE/grdYnIqgKjpxQ+iGPu1GY1GIiIiiIyMJDk5GWdnZ4KDg/MN7M5Z5Ts5OZno6Gi5hQlyV/12dnZ+pBMmsFPSJBYVF3JMnTqVTZs2yc24giA8etyffY3ktHT5eMvsN0XClG3pku3s2JZ/yj3A8s93yV1vy/8vz8KOBgP8/RJc+wUsmQXeC0BBLVEKHfi/BM1XlDhWo9HIqlWriI3NM7A7ObnQgd3BwcHs2bOHrVu3AtiMaQIICQkpcQwPm3tOmjw8PHjvvfce+TWaHkV3+osgPDyclStXFnn/xo0bbTa8FQTh0ebe+XUSUtPk4y2z3ySsWXDZBfQAybuVSV5qtZJ5i/palxAwGGB/X2i1MbfAD45FV3xpK/iHWb9uGwHlmtsl3pIO7A4NDeXs2bPExsayfv16m7r8/Pxo3vwe4zIY4Oxc+G8DpF6ErBTrOlG3qz8Xao+9t2fdpXtOmtzd3XnvvffsEYtwn+X96+Lbb79lypQpnDqVu4Gig4NDWYQlCMIDyrPLEBJScrubNkwf+dgmTAaDgdFDVlC5io+8rpJarSQzM0su83zXGrxYbjIkHoEdY2wryJsIFUTlBnVnQs3htudLmDAVNcaopAO7tVot4eHh7N27l8OHD8vdeSEhIdmrfBew3EDcXjg+BxIOQsZNMBvJWRzzrkWveXiTJuEOjPmnk8oUClCri1dWkkCjuXPZEqyR4evrK3/t6uqKJEk255YsWcLHH3/MpUuXqFy5MpMnT6Zfv34ABAYGAtCtWzfA2kx78eJF+d7Vq1fz7rvvcuvWLcLCwvjyyy/lXa8FQXj4eD03lJvJuYOP104eSrcWT5ZhRGVj5rvrOH7sP/lY3t4kJYaZ07vxyYLt1mUC1mYnKgVPkoPIN3KTpqARUK6NdRabHRRnnNLdDuzWarW0DrhGa9MmLAknkLKS4GombLBL6MWgAP+e9+th+YikqbQNH1r4tbr1YPSY3OM3RkNGRsFlq9eA8RNyjyeMg5SU/OWW2mcPwI0bNzJ69Gjmz59Pu3bt2Lx5M6+88goVK1akdevW/PPPP5QrV44VK1bQsWNHlEqlfO+5c+fYtGkTmzdv5tatW/Tq1Ys5c+Ywa9Ysu8QmCML95dN1GDeScn/frJw4iJfa2aeL6GGwedM/rFm1Rz5WSFlUdLlGFfdLPFnxX1j7JgCV3BrwyeKDRdQkgc4PQr+zbTFqvNBusRZ3nFK+gd3OZ+D0J5B4guibFYDuOKuSkL4pfOiNfYZ8SyBpQOsBLvWg+uiiW+DKmN2Spo0bNxISEiK3QAgPt48//pgBAwYwbNgwAMaOHcu+ffv4+OOPad26Nd7e3gC4ubnZtE4BmM1mVq5cKbcs9evXjx07doikSRAeQn7dRxCXmCwfr5w4iPCOLcswovsrPt4gJ0wN/I7TrfZ2AtyuoFZm5S+cEJn7dYUekHAImv8MXjXtFs+dpvTbjFN6qj4BKSuI/u8/tl5uZh2n9EUYrb12ARCsbs0eWrJ101fgvZUA/UWiDYFsvd4BgBCXw3cZpQKUenCoCH7PQu2JhS5zUBiDwcCvB46xM/IkURcvk5GZxR8LJ99lPPZjt6TphRdeQJIkXF1dCQ4OJiQkhJCQEIKDg6lVq5ZNS8Rj5dMlhV+7ffD8J/8rvOzt/5N88NHdx1QMUVFRvPbaazbnQkND+d//iogxW2BgoE1XnJ+fH3FxcXaPURCE0lXhhZFcvZnbv/TFm6880gmT4fzPbF8xF7Uyk47V/0QhgZfCAZgJQKD7ZYI8LxVwpwQuT0DLn3NPtfjObnHl625zUBDsHkWo869oLYlAbgIXeX4s4EKY6yrqXDwOQB0d4J3A+qs9OJwUIidNoR4RnE2tRqyxPOuv9rB5pp/2Cs09IvKcUYFKD45VoNKLUGWUPJvvZHQMm/78l71HTwPw45w35bvUbcIxmd8o9L1Zdq8GICUmHrf+b2AB+ZWXs6RkRzfr50/NkW2p0KZsZmvaLWkaP348x48fZ8uWLezevZvdu3fL2bBWq6VOnTqEhITw5JNP0rZt28enRaok+/CUVtm7dPtfM8VdtEydd5xWdj1mcxH7GgmC8MCp1HMkV24kyMeLRvVjcJc2hd/wsNpSn4Rr58kyK3HVJdO19m2/q8xpjBnfmbr1K6I/cgYuKMAtGFr+WuLWkyIZDHBiClz5AdIugzkdsGA0a1h1aQCxxvJy0eQ0M3vSanBW60y4/0q0CmvSZLFAsskFgACHaJvqA/QXrfeaXMjMgiSjCk+9ifDA7/kjoR2/XQpCr9GQlG7i8NUkImLSeD2rl3x/TnIDILXqh8TrudfyPMdTUsvJDYDaDAXMf7PGpNDZlPVVaLlszj9eV42EryL3My9216mHP2l66623aNu2LW5ubgwYMICqVauSlpbG8ePH+fnnnzlw4AAHDx5k6dKlALRu3ZoPP/yQBg0a2CsEwY5q1arFn3/+Sf/+/eVze/fupVatWvKxWq0mK6uAJmpBEB5qgb3GcOl6gnw8d1hvhnd/puwCulfnv4FDw/Pst6ZgRco2tm35l6ruLZnZ/ohcNNmoJ97gjoMqDV/nJKjwPE2aVbdebLrE+ioJORnaCGlXCpw9ZrHk70zIEXEzlFhjefTKVMK8t+CkiOVcamX2J7Ul1liez848S0baSWINDnjojDi7JZFscuGEoSGt1/mRlqUEJOqUc6LHE5CUbkKz9GU8JBXrPELAbEEBfHzrQKFb9tZQ6m2SGzdJRUIBSwEogPJK2z/oQzVupFqy0KHEQVLgIFn/q5MUeEkam7KTHauCxYJOUqDNKYsC1W29MhoXXSGRlj67JU1jx44lOjqayMjIfK1ImZmZfPzxx0yZMoUuXbqgVqv58ccfadasGStWrKBPnz72CkOwk3HjxtGrVy8aNGhA27Zt+emnn9iwYQO//fabXCYwMJAdO3bIMzLc3d3LMGJBEOyh8otvEB13Qz6eO6w3Y3t1KsOI7sLJT+HwiCIKmNmzOwqACwn+bDzRlvhUd66nuhP63GBaPlvEKt15nZhn3eMt5TyY0yhqKr0xS0GCUUNihhM6ZRY+jiYiboZyODGElCwXLOY00tMucfnWJeLS1NxI15CQoeHF+rXRqOBpzUEyLnpS+S/rApJ1yiXR4wk9McYnmPe3dZ2n2kpH3qzuTbKvkR2X2lDd8yrnEgwEujkQVs3aKnb4ahIAFZU6MOfGW0flhMliwUFSopeU6PMkOBUUtknKe45VUUoSWhToUGTfo0CDlG/NxomOVWy/ERKglFAoFSi0alTOOnReLjhV9qJ+SCX0Qd7F206mjNgtadq6dSstW7YssNtNrVYzadIkKlasyODBgzl06BDTpk0jLCyMV199lQYNGlCzpv0Gygn37vnnn+d///sfH330EaNGjaJy5cqsWLGCVq1ayWXmzp3L2LFj+fLLL6lQoYLNkgOCIDx8qvV5i4vX4uXj2YN7PdgJ07lVcGgMmBIACXpnt5UoNPmKpmY4cD3VnUD3K6B04sP/DWTk4M8wW5TE+bzF6yM65haOPwRH3oWb+yAzCTBhMsOlZD23MrQkZ6pJzVSRlKkmIUNDgrEyT7gn0CXwMgA30zWEbW2TnSRZyxizcsf1dqlwk441g7hu9pDPSQoHHByrozdXYvf5y2RkWRMajcqasNz6pzPqTAk1h1AhkZRobelx0aloqHJBLympqdJTIU7HTRcTqfosuj3hY/M9UKVCv5t+DHGpiKNkO854nnMhn8EKCUmpQKFVoXLSofNyJiyoHJ5PBuJVy/8O/0B2cvo0RERA9AUYMQq87NgtWkKSxU57oLi4uNCqVSt+/PHHIsvVr1+funXr8vXXX/Pnn3/SokULXnvtNT777DN7hFGqkpKScHV1JTExERcXl7IORxAEwW5qvjyOU/9dlY+nv9Kdd8Pts26QXRgM8HOF7ASpENl7rZ0/exXNb/U5eyOAg1dqc+5WALfSXLBY4LlnE+hT4UdIPsuFBFhyojomswJjlpL0LCVpWUpSMlUkGDV0DrjM+OATAFxJdaDC1y8U+uheleLpV8OVKFNlDOjyjA26JSdAAHqU9A3yo4K/DnWmROX/dKy+Hks5Vw3+VXSo1ArS/stCcQUcJSXm+mDWQI2LerwTNGSZzSgVCq67ZXAq0IAmQ+LJE642sZhUcMXHyFV3IxkqMzpJTc3yVWjZoyNubm53+y9w9+LjbROdUSMgPR0KG+uad+mcQQNtrz3fHTp3tnuIxf18t1tLU4MGDdi9ezf//fcfFStWLLRc7dq12bFjBwBPPfUUderUkY8FQRCE+69Wv/E2CdOUfs+VbcJ0/hs4NAxMyfBS9l5sen2BCZMxS0G6SYmrNhOOzeH1Wbe4leaJUspd1y7dYuRy5lXOpCfi++8h+jhZxzBplQ589G/hA4or6TNJiDeQbnAlJdUNAGcFOCkknCQVjmhwRI2LSkkN36ocNOUOTHLRqWgZ6EFbbw/8T2txNqvQS0pUCgX7fRLJwEKVyw54J2p4UxMIaXD9SianAlJx9VXT0iEAx/IeXCyXSuSlk1yqDXXC2spbnRzauhUM0LTd07Se1brgN0DxJ/Dc0fHj8FcEREdDYqI14Vm0OPf67cnN7fImQgZD4eXu5NzZu7/XDuyWNI0ePZoXXniBnj178uOPP8rr+NzuxIkTJCQkyMfVq1dny5Yt9gpDEARBKIG6AyZw8lLuQogTej/LtFfv34rLhhMrObVrEloMOKpNuGoycdFkosj5nDcY6DhlEb8d/Jev2wTgpslgX5wXB657cjDegwyjFz2DjrP46b9RHJ1Ewwpd2XWuBenmTC5lJBCdcYv4rNyVzG8atZgytRgNblhS3Aj1SMVZUuIsqXC0aNFbHHAwOaK36HFRV2fJVQsZGguaLIkva6rxv+6AymybhET7pnHJ0YjaJBEU54Sn0gWDj5ITqqukO2bgP7qJvB2JxWLhz+nTAXh2wRCb5VmSk5M5NW8eGSozzf7XD0mSqGk0ci17scq72e8tX8L0zVo4GQUJCdbWHtNtA7qLauW5XwyG3M2JW7YCJyd4ukWZdsvlsFvS1K1bN8aMGcP8+fOpVasWo0aNomfPnvJsq4SEBKZNm8bRo0epX7++fJ/JZHp813ASBEEoQ/UHTuLYxSvy8Zs9OjDn9Zfuqc6Y/+KZ/e2P7DocxeX4W6QZM8jKHgUS6GzgwsB/oFsMT/Z/mwMxl9jVZRsty+dfxy3BqMFRUpD5dSW+qJpFwIHO9N7xNABuSgcqadxprHHFUatDL/2HQmn98G9f6RDHbinw1t6iFWocLQ7osxzRZTqhzXRBc6sWv2/MnUo/DXLHb0sgqZSYXRQc9U8kSZW7Q0OGxsJlvwzMDTzlVbVzzJs3D5KNPPdid3nvNoDKx47l28Mt30rcecpHR1uXCXB2drZZsifffm96PSGNGuXu9zb0dcjMLPwfJW8i9Nv2wsvZiySBSgU6B3BzhaBqhcdzJ/3637nMfWTXbVTmzZtHnTp1eOutt5g6dSrTpk1DrVbj6Ogoty5JksTUqVPle86cOUO5cuXsGYYgCIJwByGD3uHI+dw91EZ0b8/HI14usOw3v+1l8Q87OX7xP5IMaZiycseiqJQKMnesIiUmnp4j5vBL0jUANIos6nneolGVmzTyvkEj7xvUcU+EdAuXZoSyLCiDejE1ORTvQQ23JCLj3TmV6EJMiiNxaTqe8r3O67XPoNak42uSWBp6gusJQUTfqEGC0S33+VIW1dJrcXBnZVKSfDFlONNVIaFQK1A563H098C3VQ3cGgXYzMoqqttq586dJO3ZY11VOyxM7hLbunWrdVXtvXttWo5KuodbcHAwe/bsYevPP8OuXQTEXSU6y8LW7BnIISEhNq08WqB19stC9vYl48blPqiohOleuLtb10Pw9IYnakHzpwpv7bHTFl4POrvvPTdw4EB69OjB559/zubNm4mMjOTWrVt4eHjQsGFDpkyZQmhoKABHjhwhKiqK8PBwe4chCIIgFOLJ16cQeTbG5tyiDdtZtMHaCqFSKMjcuYorf0Qx5INl/JR6rdC62indiOg7Ga1DEhMq3uKXEzC10b9MCj6ORlnwQF//oL2UN0scdj+Ht0Mabhojz1SIo5WXgcwMPaYMB0yZDsReaERmhp4DcVX5LTb/2COFQmLI6GcJbVG7WO+7OBvZAkRGRgIQFhYmtwTl/LfIlqMlS6gTdxVSU8FkIlqvBw+v3Jaj7EQoVJI4W86HWGB9ejqoNNZPY4Mht8ttTe5iknmVeHTSbYsNM+fD4ndzfTS3pE975JXKhr0uLi6MGzeOcdmZsMlkQqXK/6i6desSFRWFTld2C1UJgiA8Sr75bS/zvvuFkzGxpKYbMWd3jalVCjJ+W8XTAydz5vzlIutop3KXFzMcoPbmJ66hlcBTbcFPm0Ejn3galbvGE17x1PK4hZvW2tJhtkBsQx3eunSUt+0SlZWlJCtTg9mswmJRolCYqONmQOXoDuU7Q73/odPreWfkCq78dwuAtRvHAlAJ+K7bPMDa8zPwtTa06xhsU/+dBjwXdyNbm5ajr1ZCcrJ13I/FQoBCCRUq2rYcDRpIsIsre1zd2JqSAsYMArLMROsc2Oqap+UoD63FQnjcNfY6u3DY0YlklQpnk4mQNm1yu9zyyunu0uutCU/d+rbXS9LK8wCMC3qYlUrSlO8hBSRMYM3Qa9SocT9CEARBeKidjI5h/JLv2HfiLLdSDZiyzDjptCT/Yt1loVm/t/n70qVCl1dsLbmz7fn5TMGLZFd3XkiMRImEh0KFp1KBtyYLH10Gvvo0mpe7RINKm9E53kSjSyTBpMRFk1noqtUAFrP1s91Xn57nrAbc6kCdmSj9wyho9KrBYODtN9dy7Wr+ZWf+/uu0vBr3ws/741XO9gO/uC1HABEfzCHWAvqsLMJu3STAaCRaq2Wru4dNl5skSTibTCSrVESnpVMnT9dXdHadecccAYQmJ3HWwYFYjZb1XraToGwGayuV1u4unQ6tuzutq9egdYeOWDw98yd8j0l318PmviRNgiAIQuH2Hj3F28vW8++Zi/h6uBG1+kMAOr71Ib8eOIpEwWtNN8jK3d5ivNmT7lg3k9WiwEuhxlOhxkNS462Gxi4ZlC93CJ3TTbQONzitvUUFj2s4OCQiKYpers+1kG42mXMDpDZ7cmc8FVPv7NajgtnGVFDCtGrmDGJVud1PcsvRjt8Ij7uG9stl8rXITBOoVITdukmdNOuU95z/rvfytulyC05NsbYcuVsXn8ybYMFtLUd+fmj1esLrB7NXpebwsWNyAhcSEmLbcvT5lwW+UzssCCDcJyJpEgRBKEUGg4Hf/z1NWLNgAN5a9DVzv/9Vvn57QlTFqJITocFZCn7Nc12JhIeklhOihmrrInwKZQY+Tjf43ktNoPt1fN3jcHSJQ6e/hUaXjEJxDxtmV3wJGi6Es0vg+FRwrQettpd4s1qDwcCbI1bxQq9m+brWcigUFl6qdJUzTjqSVSoitqwm9bsUQpOT0Oasw5zdAhMREUGsSl1wy5FGy15nF3JWL7JYLCRn93gEGG03hM05ztvlFvpsJ86eOkPs9etFtxwBzJgF5Bms/cwz9lsbSXjg3HXSNGLECEJCQggJCaFOnTpoNPmXrRcEQXgc7D16irAJc0lOSyPvHgs5CVElhZblrnUBaJxl+6GdU1yNhJdCQw2Vo3zNVaFimmNVvBRqfHQZ+LvH4eYei5NrLHpna1Kk1qaiVBa2j7yV2QI30jVkmJV4aIw4qM3ktm8U1sokgWczeHqt9bDeu9ZXCcTHG5j0xjLquMWR7KrEN0DicMQGFNtWEZqcxGoPCzfMav7pOoj2YfVYtWoVh2JT5PuTVSr2uLpx1sHB2nKU55srD9YurOXIyVlOmmwGa48abTvN/9gxWL/edpp/2/aEP9XCdpp/QS1HhX3nRML0yLrrpGnx4sXyD4ZKpaJ27dpyEhUSEkJwcDBOTk52C1QoPQMGDCAhIYFNmzaVdSjFtmvXLqZPn86///5Leno6FSpUoHnz5ixbtqzQMXQltXv3blq3bs2tW7fKZusB4YFgMBh49aPlbDtwjIQUgzywGiBm4jiifzjEkf8uk2RIy3dvTkk/Ze5kF0+Fhhe1vngp1JRTaPCS1HgrNLhJCpxc43HxiMbF4y+c3K7g4HiT1tpUFApTkeOJCpNmUpCSqcbbwYi3Q+6aQznbjWAwwA/ZSZpDJXhqI3g1KFbdltcGIRWwDYbFAglmFcMSaqJQWKgUZCBBn/v/pEGltEmEfKRMOj/fmJ07dxIbG1t4y5GrG62lnGfkGaz9/mzIs0BkQHIyzJtHslJZ8DT/rVut5fIsIwAFDNbWamndujWtW7cWLUeC7K4/XbZs2cLhw4c5fPgwhw4d4siRI/z777+sWrUKsGbaVatWlZOoBg0aEBISgpcdRu7Pnj2bQ4cOcfDgQS5cuEBAQEChm8XmrBdVkNGjRzN//vx7jke4v44fP05YWBijRo1i4cKFODg4cObMGb7//nvMhe1lJAhF2HnwGG98ugZTlpnjqz4A4MufdvL63BVAwW0xjVQunP58FwDVlY5UUTrgKqnwUWjxUWjwUWgop9DgLWnwVOSMuzHh6vkfs3xO4uZ9DifXWDS6VCTpXrcAVUDXZOuYois74fe2ADiozDiojJgtYDIrspcAyPPhr9fnJlAAw4ZARgaFMX66JHfgdQV/nE0mglNtu88kCQxYp855lMtApzejyTLT8kYCtTIMXNblSYTcPWitdwDytBz16pU7zR8gZ4HI8hVoPXZs9jNKtkAkQGhoKGfPnr2rlbVFwiTkuOukqWPHjnTsmLsrdFJSEpGRkXISdfjwYU6ePMmZM2dYt26d/ENXvnx5GjRowA8//HDXQb/99tt4eHjQoEEDmy1ZivLJJ5/kS9hyVisvVabUwq9JSsjzF2iRZVGAyuHOZfM07d8Ni8XCRx99xGeffUZsbCzVq1fn3XffpUePHkBu68tvv/3GhAkTOHHiBMHBwaxYsUKeCfnvv/8yZswYDhw4gCRJVKtWjc8//5xGjRoBsHfvXiZOnMg///yDl5cX3bp1Y/bs2Tg6WmMPDAzktdde4+zZs3z33Xe4u7szefJkXnvtNQC2b9+On58fH374oRx31apVbX4ei/Ocr7/+mvnz53Pq1CkcHR1p06YN8+fPp1y5cly8eFEeFOqeveBceHg4K1euxGg0Mm7cOL755huSkpJo1KgRn3zyCY0bNy7290goGzH/xVM1/E2bxRnzjikKVOjk8USBZjMOKDGQhQLwUmjwVWjwVWjxVWgJUuYOepYkiS9cnsg+ysLN5xQVAg7gXu40GoeUu2olyq1cA05BUOkVODsXjFcLKGTOHYRdvg0pmUp++8+PP2LLkZrkzkCVC00kt9ziO/Jsj5F3llZGRu7iibcxSlL+KfvZ3WeHtc6MiL+MVpJAq+V/V8oD4OZpnXnWpVdPObFxh9xEyNeP1mPH3tsCkSVoOcq3snYJutwEAew4ENzFxYUWLVrQokUL+ZzRaOTo0aNyEnX48GGOHj3K5s2b7+lZ586do0qVKoB1wbGUlJQ73AHPP/88gYGB9/Tcu/JdEV2U5TtBy59zjzeUg6xCNjIs1xLa7s49/jEQjPH5y/W+t79YJ0+ezIYNG1iyZAnVqlXjjz/+4OWXX8bb25uWLVvK5d555x3mzp2Lt7c3Q4YMYeDAgURERADQt29fQkJCWLJkCUqlksjISNTZC6wdPXqUDh06MGPGDJYtW8b169cZMWIEI0aMYMWKFXL9c+fOZcaMGbz99tt8//33DB06lBYtWlCzZk18fX2JjY3ljz/+sPl5y6s4z8nIyGDGjBnUqFGDuLg43njjDQYMGMCWLVvw9/dn/fr1vPDCC5w6dQoXFxccHKxJ6/jx41m/fj2rVq0iICCADz/8kA4dOnD27Fk8PDyK9T0SSsfJ6BgGzFlG5NkYjJm543xO9h9E7K4oMpIMkGX7/0jOkQ4FFfP8EaNQKJjjXA0XVPgoNKgVeRYeUki4+l0hqO4a3FzOAffYwqlwAPcQaLAMvGqCIR72hUObPL8f1haSeWWpwOACgwYACm5lWfC40Fu+nFlVheoOWZs8dd+vgrxmkNyCBKBWE1HOh9jYWEyZEtcuazGkKNE7ZeFTwUiKTsmy4JYMG27d8uJDrH+ATc/eY604idD9aDkSXW7CvSrV2XNarZZGjRrJLQwAZrOZkydP3lO9OQlTSSUnJ6PT6eQPcMFWamoq8+bNY+fOnTRr1gywfq///PNPPv/8c5ukadasWfLxxIkTefbZZ0lPT0en0xETE8O4ceOoWbMmANWq5e479NFHH9GnTx/GjBkjX1uwYAEtW7ZkyZIl8kKnnTp1YtiwYQBMmDCBTz75hN27d1OzZk169uzJr7/+SsuWLfH19aVp06a0bduW/v374+LiUuznDByY+9d2lSpVWLBgAU8++SQpKSk4OTnJCVC5cuXkMU2pqaksWbKElStXEhYWBsCXX37J9u3bWbZsmbyg652+R8K92XnwGG0a5n6wSq36FTotv5JCx38/RQKgVChppXHHApRXaCmv0FFeqcVX0uAuqVDkJEYSKJ21tGviRRX/+WhTj4Cl8G6rYlHowK0+NFxpTYxyGAyw9zm4/jtsqwVmJSjM1jczKBxyVjdqm6eui3Ug0QeSvCDDdpp/Yp78rWVwTVQp5wqJRwGOTraLPmaPB5QHYNesJS/6uPOd6ag1Fq5d1pKcYP0dmpxg/X5VCEwnLf26TfUlTYTud8uRSJiEu3HflxxQKBTUrl28Je/tqX79+iQlJaFQKAgJCWHcuHG8+OKLRd5jNBox5pmempSUVPIH9yyiFUy6bam37vk3rcx12/K6z10seSx3cOLECdLT02nfvr3N+YyMjHy/sOrVqyd/7efnB0BcXByVKlVi7NixDBo0iNWrV9OuXTt69uxJ1apVATh48CBnz55lzZo18v0WiwWz2cyFCxfkLtO89UuShK+vL3Fx1u+PUqlkxYoVzJw5k507d7Jv3z5mzZrFBx98wP79+/Hz8yvWcw4fPszUqVOJjIzk5s2b8niomJiYQn9Gz507R2ZmprwVEIBarebJJ58kKiqq2N8j4c5yBmD/9NdhUtNzExYF4ICSH9xzfyYrKXTEmK2LKmqQqKDUUVGho6JSS6DCwabeiY7Zf3SpJHQ+rlTt2xxfz91w/D1Iv0q+1OvODdm5JDW41IInV+QfUB0TAxvWw8+LIC170Hib2xYwlABllvVrswq0aWDMbq1u+AVU7Gvthitg9/n4LAsf3TITZYLWlT1o4u+BTmliXqU6hS74CBCRMwA7e581Z+dyzPvga1w8UuRFH1u1aoVaY/2+GFKsv7f8Krgx88OXyMrKYt68eaSkpORrvSlJIiRajoSHgV2TJpPJxNKlS9m6dSs3btzA3d2d+vXr07FjR5566il7PqrY3NzcGDRoEKGhoXh6enLu3DkWLVrESy+9xJkzZ5g8eXKh986ePbvQQeTFVpIxRqVVtphykoaff/6ZChUq2Fy7/Zdt3ta6nF9UOfdPnTqVPn368PPPP7N161bee+89vvnmG7p164bZbOb1119n1KhR+Z6fN5m4vTVQkqR8g7wrVKhAv3796NevHzNnzqR69ep89tlnTJs27Y7PSU1N5ZlnnuGZZ57h66+/xtvbm5iYGDp06EBGEQNhLfJgVynf+dvPFfU9EmyNXPAVG37/h8vrFwKQEhOPZ/+xZBTQdmQGTFgwWywosr+vw/T+KJDwU2gpJ6lR5rQYKSS03s5U6dOU8i1qwT8j4eIqMCXnVngx+1VsEmi8odqI3Cn48fHwww8QfQGmz8wt+npfcIkHlxvgdNP6dWZnsBTQ2pjiCgm+kOQJyZ6Q6g6WPH9YVR8MZP+svTsFAgLlS4M/XMrSLb+jUUoMCKlAeefc+gvaKiSvnAHY50/BrL3b5PNpaVoqBKbLiz6qVFpMJiMT3+to02p07NgxIH/3GZQsERItR8LDwG5Jk8FgoH379uzbt0/+YAHrB/Ds2bOpV68eX3zxhTxY9n7J6Z7J6/XXX6dx48ZMmzaNfv365etvzzFp0iTGZs/WAGtLk7+/f2mFWuZq166NVqslJibGpivublSvXp3q1avzxhtv0Lt3b1asWEG3bt1o0KABx48fJygoyE5RW7m7u+Pn50dqqnWA/J2ec/ToUeLj45kzZ478b3rgwAGbMjlrj2VlZcnngoKC0Gg0/Pnnn/Tp0weAzMxMDhw4UODPmmDrm9/28sbi/+PazUQ5HVJgTYTUSGzv+oncRfak2pW9mQn4KbRUUuqopHAgQKnDX6GjglInJ0wATT19qPBsfYJ6NbV2d0UOh/++h6zsZqLLwNoSBqvQgUcTCP3ediHHwa9a59VvvQDkb/Hhew/ItO6dRksJbp8Z53oN4rN/53g0geSz0PhLWBkJHl7wYle4rTXSaDQSsXNngduFjFm0hqVbfgcgtJI75Z11cqtR3padvFuF5Jg66f+QdNYEMjnRNunIaVHKGXfUrNmTJeo+g5InQqLlSHjQ2S1pmjZtGn/99RehoaFMmDCBKlWqkJ6ezvHjx/n+++/ZvHkzrVq1Yt26dTz77LP2euxdcXBwYNy4cQwYMIBt27YxePDgAstptdrHakaFs7Mzb731Fm+88QZms5mnnnqKpKQk9u7di5OTE+Hh4XesIy0tjXHjxtGjRw8qV67Mf//9xz///MMLL7wAWMcnNW3alOHDhzN48GAcHR2Jiopi+/btLFy4sFhxfv7550RGRtKtWzeqVq1Keno6X331FcePH5fruNNzKlWqhEajYeHChQwZMoRjx44xY8YMm+cEBAQgSRKbN2+mU6dOODg44OTkxNChQxk3bhweHh5UqlSJDz/80NqV9OqrJfyOP9r6zVrM+j8OYPjV2gUV9eUuhv3fV9yy2C7EmNP25qlQk4wZ1+yu6FEOlZior4xOkd3aopDQ+blSY3gbvGpl//GybzBErwVzKmRR8sQICdRukPYsHPWFhFtwe2vgt+NtZ5jl/FGoTQWX69bX1WqQ6mY9b0zI7U2XLJClhCy1tddPI8GA7lBzuM0jLBYL0nvdCoywqI1md+39m+W7cruFn/S3zvQMCwvLnbaf/d/169eze3cEa1ee4ItV1udXr1mBE6fPotZY0DtlkZygQKVSMP7d55EUKazPs+jj3U7Zv9tESCRMwoPIbknTd999R8WKFdm2bZs8ywisf/H369ePP//8k+7du9O3b18iIyPLZiZbHjnPv379etEFHwNms1leEHLGjBmUK1eO2bNnc/78edzc3GjQoAFvv/12sepSKpXcuHGD/v37c+3aNby8vOjevbvczVmvXj1+//133nnnHZ5++mksFgtVq1a94/iyvJ588kn+/PNPhgwZwpUrV3BycuKJJ55g06ZNcgvZnZ7j7e3NypUrefvtt1mwYAENGjTg448/5rnnnpOfU6FCBaZNm8bEiRN55ZVX6N+/PytXrmTOnDmYzWb69etHcnIyjRo14tdff5WXJnjcxMfH0+mdBRw+E40pO+HIaT0CWPvcB5TLnpX2jMaLXzPiqax0oLLSgUClA4EKB/yVOpwV2b+OVBIuQb40e7Mzeq/sQc6nv4Qj70BmPERaILKEQaY5wuWaEFsdMrK7rvImQoMGAjcKvz/yMzj1ljU5e9IddKmgztONWy4a2h2xdpltO4Ulfi+SpAKfZ6DpdwXuyVbczWYjIiJsxhzltPB8t2EjqqwMQiu5s+vCTepVqYiD0ppo5LSex8TEM3XiN2RkplOtDigUWSQn5W6o2ye8JSOH7sXLN4OgWgo6dXqm0BYke0zZF4mQ8LCTLHn70u6BTqejS5cufPfdd4WWiYiI4Omnn2bEiBEsWLDAHo+VlxwobHHLwixdupTBgwezbNkym1lURUlKSsLV1ZXExER5ltajoGPHjgQFBbFo0aKyDkV4wMXHx9N2/FyWvDGA5nVrEH8kmrqjp3O1gJllEuCv0DHZqQpVstc0yjSbc6fuS6D1daX22DA8gnyyH3AS9r0AyScp0TT+LAlSPMD1JugqQoP/wYyfir5nzoeQs3Zb3oHVUhZ4XgazBAkB4OYODT4HS3LB9QAonTB2jS9WEgQFtx7l8PPzsxl7NG/ePJKTk3nhhRfkVqOJn3/Dzzt+p8cTviSlm9gWm8HRlR/IZa9EO5B0K/dvYme3TCoEppOZIXHuhBMf/K8/lSp5lTiWvET3mfAoKe7nu91amry9ve84uyw0NJQmTZrIf8GUNpPJRGJiIp6enjbnExISmD17NhqNhg4dOtyXWB5Et27dYu/evezevZshQ4aUdTjCA6jbO5+weV8kpiwzEtZEyAxsn7CWNK21Za2vgx8LDDFUVjoQpNQTpNJTRWFtSXLMbj1S6jUE9m5KYOc8414OTYSzk+GfFPinmAElecJNP0goB6kekO6IzczSvIkQd0iaoi9aW4D+6g4td4IqM3+Z3hZrcnCmOhx8Lfe8yg0azIeq1i7rorrQChqAXVjr0e1jjwpa9PG9Zd/xwdqfcdJYuy1ddCqe87Iu65EzW61c+XQsFtu1lAAq+Vdl5qy+Nm/xbluQRMIkPI7sljQ1b96cH374gcuXL+ebeZVXYGAg//777z09a/Xq1fI6H9evXycjI4OZM60zVtzc3BgxYgQAKSkpVKxYke7du1O3bl08PT05f/48y5cvJy4ujvnz5xcZ66Nu4MCB/PPPP7z55pt07dq1rMMRHiDaNuFkmc1k5TlnyX5pkDDlGdzcRu1BW1dPNNktSFpfV2q/maf1yBAPv3eAhJGwNm+NBcjUQqqrdfZYUvYMssa7oNoAaLywwKn2Nn74AXLGlul01i1BXF2hZWvo3NkaS86g7sj34IfsiSm3/SY0mjVE3AwlMrvlxtpqtKPwafvFTIJyyFuGFDL2KGfG2u1rHW08eIbpq39EgUR9T2vSmpkhcf5cPG+/+RXvvf+iPO6oQmC6TYzWVqMeBX7bxABsQSgeu3XPRURE0LJlSxo2bMjPP/9c6B5z9evX58qVK/c0lqhVq1b8/vvvBV7Luw+d0Whk+PDh7N+/n0uXLpGSkoK7uztNmjRhzJgxtG3btsA6CvOods8Jjx+DwUD7cR/z14kzWCzW5RPbqj0Z71QZgMjMJN5KOY0CqKx0oLrSkZoqR6op9AQqHawJkkLCtXYFak8KQ58zZif+EES8AIZoCl5qEjCpQZmZu1fH2QZwrSoYHWyn2OeoHwIjR1q/LihpcnCAmrXgxZfytDJhTZB2toTkKNtYslfNt1gsSN/ctv4ZEkZ9XVbFvk7stfy/owrrriqoCw2s0/FzBlPnzMTNu1L22LFjcc6z2WxycjLz5s0DYMqUKUiSxM6dO9mzZw9ZZol9Z1IxGTRUdtNTvmImKrWF+Ksa4q9qUSgk1qx/A6PRKLYKEYQSuu/dc6GhoUydOpUpU6ZQp04dhg4dSt++falcuTJKpZKEhARmzpzJsWPH6Nmz5z09a/fu3cUqp9VqWbp06T09SxAeFW8t+pq53/8KWJOkvG0+WYCDIjdhqaVyYp5TDarmdLFJ4FjZi3qTuuUOzj7/DRx6HX4oYAC1WYJ0F2urkcE1t/UozRmyNFB/F7R+HepMvHPrkUeeAfZLlxdeLkdh242Q3YK0bRuRx45ZEwr1eIJr+hP67GA5oYjYuZPYyD3FbjUq6b5pxV0p+8b1G0Qe+o+nW4cS8c9BSDcQWiNnQLl1DFm6QcGteC39X21FWGfrYpqi1UgQSo9dF7ecPHkynp6ejBs3junTpzN9+nSUSiVOTk4kJiZisVhwc3OTu9IEQSgdG//Yz8vvf45GqeTw0KGcXx1BldRE+XoWoEIiSKmnjsqJ2kpHauVZMNXZ25XB7/bDKXuwMFd2wr6+sP1l2wdlasDgbU2KykXnjguKCrVOwy/MmWdh5ETr1+7ukJho7Ubr2g2KsxBu/EnY0xbSrwBgecl8x+TAaNGz6upIYs/+JZ9LztSz5+gNzsavkluQitt1luNu9k0rbKXsjRt/BODCGSMjX/8KgFOGOGZuO8pTlTxoUt4drQayTAqaNG1Cu3Yti2w9EgmTINiX3bdRGTp0KF27duXzzz9ny5YtHD16lISEBFxdXenYsSMzZ86Ut9QQBME+tv4VSa9pi0hJN6LEOljbAgSpnDi37A8Aaqid6KDxpKJSRy2lI9WVjugVSiS1kko9GlkXhgRrQhLRESIGQUSebq1UV7hZ07oeUc4rM88WJUYHaKiHpzfDjvH5g5Qka2LU/hno0DH3/Edz7/wG974CMV9DnjWerOOOWhOZFELy9Om5s9XMDmgVaeBQCZ76Vd7nLWLnTmLPFN2C1KpVqxK1GuUo6b5pRa15lG5QcDPOurCq2WJhxILVAOy8cIMzKVlEr1sgkiFBKCN2G9NUlIyMDHl15YeZGNMkPGgMBgOunV4ni/wjiLwkNc00bozW2374azydCJnS1dqKZDBARCeI32Nd1DHdCdJccpOiSsfBMbuFKro2nG1SeDB6R1iQvUDp6dPg4WE7xqi44g/B752wtNiF5G3di/D2LjejWcOqSwOINZbPd/u9jjsqyfgkOZ4STNs/dOAcDRpVxWg08ttvv/PX3n2oNRYyMyQSb6q5GafBbJYwKjLZdOOY/O/q5+nGlfXFWwBWEISSue9jmoryKCRMglCWDAYDjYdO40T0FTRIbPFuBCbrx+kTKmf+NSXjLqkIVrlQX+1MHaUjlRQ6FEoFXk9Wpf7EztaKTn4KR8ZktyIBiZ4QWw1SO0CKO5hu6+pRp0HQUfBqBn/VAfLMyHJzgy5drDPTble9evHf3L7BcHElWEy5s9aS+pJ8bF2e1iMNWkXOWlASESnPE2ssXyrjjkraagRFT9uvUa0GwwctJTUld/PvZWuGoNfrefbZZ/h66TGsKa9ESINAFi7pzqpffmfAnNzxmL4eriJhEoQHgN1amsxmM4sXL2b9+vXExsZSrlw56tSx7q4dHBxMvXr10OkK2KTyISJamoT76dMN2xjz6RpMWWbUSGTmaUv63rU+bgrrhsCnTKkogSoKBxRKBd7Ngqg37lnr7LEfn4IrGdYWpAy9dSB2xSjwumytKL4C/PtMnqdaQDKDRQFI1sTo43l2e0823VrfqPN1txW39ehuWoOKe8/dLvaY1/8+/IF9f50r9Lp/gAcfzh9Q4LVvfttL75lL5ONyrs5c+2Fxkc+zO4PBuglxcrL1lZL9X4MB0o3W/2YYISMTMjMgywRZWZCZBWaTdauZLLP1nMVsPbZYcreoyTnO+/GT83Xpd34ID7vq1WH8RLtWed9bmqZOncqsWbPkzXpPnz7Nn3/+Kf+CVCgUVKtWjeDgYEJCQhg3bpy9Hi0Ijxz31q+QaDHJaVImFtRI1FM501jtktsXJ0FoaD1rS9KlrbCvD1zTwsQ61oUfU5vkn8bvmJCbNKEByQQWlXVA9oCB8MQT9nsjR2ZgPPYxETcaWscemVzytB45opVyB6dH3Ay1th6p0gkLe46AanWKveBjDnuMOyrWYo8GA/z3H8Rehpu3OH0yBtdMIz6KDDCmc+6Es/V7m02JBXdFJlWUabTR3qB+6nEY9Ee+b1dKlpkrSRamuCtwUEBXvYJa2vQ7zzAUBOG+sFtLU2BgILGxsaxZs4aOHTuSkJDA0aNHiYyMJDIykn///ZezZ89iNltnueTdOf5hIVqaBHubt24L45d8AxYLQxz86aazLgi5zRjPh4aLVFBoaax2pYHKhXoqR5wUalxreNPI/yac3gVqA2SpwOcCBBy3Vmpwgb9eyH2IIhM0aaA0WTeOdaoCcz6wS/z5prQfmQHH3yMnqyuy9chdTbjXh2jrTYQ6E+/cEqTXMzYkGGJjmXfhIskWCy+kG6iTlgYma0vHMY2G9R5eOJtMjI29bPM8oySxqpwPsZr8rUR+GUbC466hLeDXobXj7Pb3DZeztBzJdOJIphNRmY686RxNPU2qNeZMR9am+lBfk0KwOpmqqjSUYuz24+n2Qft3GsQvSbllCitbYBkp9wc17zmFVMRxATFJCusruzjZa7IV+Fyb+6Tc+8m+D0CZsxZanjXRcv5nyLPMiXy/soC12m6Pt1t3qFQpf7l7cN9bmm7evEnHjh3p0cO64qyTkxMVK1YkLCxMLmMwGDhy5Mg9rwguCA+zwR8uZemW360ra2ORd1jL2/0WqnFnqdKRQJUDSr2G+s+44/73RlCY4ZYW4jWAa/YL0OfZF02XBJ4x1m42p3ow9v0CN4y9W/JGswf3kWzIxFmVQrBnFUIzTWjTfgT/3Pchtx4pDISpDhFwU0t0eiBb3T2IvQV7L75C652nsTCQZH9rK1HAgv+BOfePqgCFEipUJNlgwPLNWiQg2MWVPa5ubFVrISWVgIxMorVatrpa13QKSU3JF7fWYiE87hp7nV047OhEskqFs8lESGoKzZOTCkyYIPdzKM2iIDLDiSOZzhzJdOKmWW1TLirTUU6a6qhTmeV2vtjf00yzhe1pFuKyrDMfW+gkgjR3kWXd/kGmUFiPFdkfhArJ+qGkVFrPqzWgVln/q1GDRgs6LWgdwMnJunCosyO4e1hnPjo63d3gfkF4RNgtaapbt+4dp8Hq9XqaNm1K06ZN7fVYQXhotBg5k3+OnsGYnSZlZCdJ/godTdWu1FE6opEyqaCNp4LuBlqnG9B8E2ABkxIyX84eawRgts5qc0gCrQH0ieDeGFrstiZIfQuKINvp0/DPfoiJhps3IS3Nut2IJXuftcLuU6di9LjOKm1dYi0e8ulkkxN7rsVxNsNIeFxdtA5XrTPvEsoRqWkGSgiLS6VOmj8AdTAAsN7Lm8OOTrROSkQCnE0mklUqorVa6qQZ5Pqjs8cPOZtMcmyhyUmcdXAgVqNlvZe3TZh+GUaaJxe8D6bWYqF1UiKtkxILbEHK/etYSYIJLpp0BLtJoFbzzX9atqV55ClswTryy4KXpxNdFky5q+R061+RdJqUu+yCi96BxHVflLgeQRBKn92SpuHDhzNkyBDi4+ML3UJFEB4XBoOB+oOmcPXGLTb7PYkpMZ3xZj09sXb3VFfqeUrtRle9mkb6NDzVSWhU8UiWPE3YKhPy4CVVFlQ6CgoT6FKs3XI3GsKNmnDTaB1gewb4fkSJYzVKEhHOLkTmaX0JTk0hVG59scCTP4LzTSLiWxN70wO9MpWwclsIUF4l+noIWw3NiNVo2evsSut/20N25Mn+1taYAKPR5pk5x8kqlZy8BBtS2ePiylZ3D9BoCJAgWufAVrV1bFBI+fLwfFcICETr5UX4PW4XcnvCZDAYePvNtVy7mmhzfu0K64DyFw0GtvX9DAC1WsnwN8Jo0qwEswQLsPPgMZuEydlBR+IWkTAJwoPKbklTnz592LJlC127dmXDhg34+PjYq2pBeGg8ET6Bk9FX0KAgHTMVFVpMidZp+q5KM5+5lycry5UApQOV6h+m2pUsyOnmyUmYHJLAOR5c4yDVBRJ84EYFuFkesm5PBtLuGFOBLSrZChrnk6xSscfVjbMODtnjfLCOiQIiE62DpcP0EdS56QDqt6hTtSo4O7P+7785XNGf1mM/gexnOmePU4oeNdp2pexjxyB7xpqUvTVKqNHI2exZa+tdXG3i9PPzo3l4OORJhuy1XUjvbsWbHajX61m7ceydCxbTzoPHaPtm7tgyJ52WpK1f2q1+QRDsz67rNE2bNo2OHTtSt25dBg0aRJcuXQgJCXnolxoQhKL0m7WYr7f/hR4FhuyuNxNmmmolejtBI6conFSZKCULT0lmpKAfwP0qON0CS1MwOoLLdXC+YR2HlOIJt3zhfAM4c3dd2flaj7KyCDabCXV1QRsUBA0bwf4GRMTWI/ZmpdyWI4dootMC2BrXiViNI3v7vGxd7+inv7D4tCP5tHWAZMDgXyDPRrMBycnw99/5Zq2VZM2jYs1aK0RxE6bNm/5h43d/s2zNnVvkvLyceW92Uf2cd2/v0VM2CZOjTkPyL2KfTEF40Nktafrll1/o3r07RqMRi8XCnDlz+OCDD1AoFNSoUYOQkBB5uYHg4GA8PDzuXKkgPChiYuCHH+D8OUhNkdebMZpVpFy1LrpowIwKWO+rpJOjhEqSsA7rzVmU0YzkmAC+F0CTvUhkhVPWBCnBF6KfgKwC/sCQJFCprANzff2gSVMsISFIjo75y1Lw6tTJSiV7lErOOrsQ3ulZawIScYPIpOyWo3JbqONsnX1Xx/k4KBxZf7lT7j5rXaKsLUd/zivRHmtFbRfi5+dH8+bNbc7Ze7PZo0cuMnf2TxjTM23O/77zKC3b1LU5p9EqGf1WZxo0Kt1tnvYePUXoyNz9Nx20alJ+WVaqzxQEwT7sljRNmjSJ9PR0OnXqRMeOHUlMTOTff/8lMjKSqKgoTpw4wf/93/8B1r8KTSbTHWoUhPto82b443dIuJW7AN9tTBYLOwwWvk4xM8FNSR2thFZhYqmPROpVieedJHq5mvB0TEFKdQdlBrjFWbvZXOPAJd7akmR0gBQfMAdD1y+KPXVWnrW2fz/JO3bkrncUGmrTChMREUFsbGzBrUfXruVZ70gi2ZTdcuRhhk7XQW8djxiQnAzZXWt323IE96f1qCB9X/gEs7nw1VQ2fb9fTprs2eV2J4dOXrBNmDRqDL8uv2/PFwTh3tgtaTp16hT169dn8+bN+a6lpKTICdThw4fFkgPC/Xf6NKxZDVevWlcpLiaLxUJkBqxNMnPGZKGuRuIVZwXV80wH91RKbGpwCYcae5FUGdbuNpPKOrst7+e+YxVod7TAGVZ3alUpsPUoOZk9e/Zw9uzZ3FWq16qJPD8KcMnfemSRWH+1h9x6JPUx5445qrmOOvrcCRz2ajkC+7ce5WUwGJgy8VsuX7pFSINAxr/bHaDQhOmJOhWZPKOX3Z5fEodOXqDhkCnysU6txrBNJEyC8DCxW9Lk6+tLrVq1Crzm5OREaGgooaGh9nqcIORnMMCyZXDiGGRm3rl8EW6ZzIyPN/OjQSLObGaQi8RGP9v/XczKTCT3WCTP/9B7XQJ1djeczrpWDwpHaP4d+IdRELnlKDJSboEpqOUI8rQe6fWEtW1LwKURRF9LZmtcmO1q2ShzW48crIkPkgoCBxDwxLx8rUf3s+UI7q31CKxJ0pzpmzhz6mq+a4cPXZS/rlHTj1MnY/H1c2XWx73R23GdqrtxMjrGJmHSqlWkbRcJkyA8bOyWNHXr1o0ff/zRXtUJQtGWLYMD++85OUKpBE8v6PAMHDkG/x4m06zAWSnhrIQ4cxZqJNLNegwWI0rXeDQ+55A8r6DQJ+aflub1NLT/w34tRwAGA5H7tgEOhLmuos6p8QDUcQYs2LYehczF+fx5kk0uRIf8lX/GGratRw9ay1FRhr/6OTdvphZ6XaHIjWPq7N73I6RiORkdQ63wd+RjjUpF+vYVZRiRIAh3y25J05QpU9iwYQOzZ89m0qRJ9qpWeNzFx8PC/8GVK3e/kadOB3XqQP8Btl1j0RdhzmzSr14lZeVXeGUv7a9WWMc0veyiwcnjOq813EcF96vWhZZvzw8kFQTPh5rDc1uOsltzit1yFBZm08ITGxvL3p+/pHV36wwvy28NSc58CcjTepQtQH8RyLPXWs3hBDfbeV9mrMG9txwVZNEnP7N3zyn5nztnzFGLNrXZ9P0/NmW1OjWj3uxU6oO371bMf/G3JUwKjL+JhEkQHlZ2S5peeOEFQkJCmDx5MlFRUbzzzjvUqFHDXtULj4v/zYfjxwodjF0oSbK2GPXrX/SGs/v2QfaK9H0nzeUrhwx0CgkdYLZYuJalQuuaiL5SJA18z9JAUUCipikHYcflQdNQwpYjIDIyEoCwsDDqVKkCf7anzo2/wOUJ1ht6cDjqAq1z3lq7gzgffdfaepQWQB23aGjyFQR0s7YenV9/T61HZdVylOP2JKkwL/Z9mu1bj9BvYIt8M98eRDH/xRPw8hvysUqpwPjbqjKMSBCEe2W3pGnnzp3y119//TVr1qwhKCiIRo0aERISIi814Onpaa9HCg+7+HiY8z4kJJTsPmdneLG3nPzc8RmzZkCydW82i8WC49tLcLAouGkx0dVHSarFwv4ME5X9L/BKyEE8HGxXr7ZYQPLtBG1+LvQxd2w5yh5zlBNDcnY8AYebwdHcfdLkliOTS24Co9cT3Ohp9uz7l62J4dA8jACPAKKPHSuz9Y7uxW+/RNKuYzAA8fEGIv44VWhZlUphc7z06+GlGZrdFJQwZe4QCdPjzmAw3LFMzvg7Q7wBzEWUd9Lnlo2LJz2p8AkuuvLOctmUmHjSEwrv5taX90bvZS178+w1Mq4XvCURgEu1CjZl06/cLLSsW01v9OWsf2jGR10iLfpWoWXda5fHqZKXXG/SySvytXJNa8jPLAt2S5ouXLhAZGQkkZGR8ky5M2fOcObMGdauXSv/Mq5QoQIhISH88MMP9nq08LCIj4cPZsOtwv9nycfTG4YPL9mO1tndbpYM63invHmABQlPSSLNIlFOUrNBukX/Wmf40Pc6EhJkuIHDNYxmLRHSW+w/qcOozEJzQoHvxg+peMMBZZYk727SZp21Cy2n5cg/SuLaXzu4lv08f1c4FQh/7/ydp691RfVSEpIkoclUkKE2W1uOnI9jsUikG9w4Gv8kAI4ahfz/zI6eCzGZs3AMUpKKIV/rkYfeVW492vHCAsgzc6w+Siy4IiFh3nOEsyfNPDG0bYFlb+dWvxINp3YrVll9gAfN5vfLjncBmHLLZmIhDTBiXbHqH8w0b1EdvV7Pv0OX8RwKzIAG0AI6QJndD6rUaOR6dr64CEtG4R8MkkZJm2+t/x67+3xKVloRy5ooJNquH2Ut2/8zspKNhZeVoO2G0QD88epSMosYVwVQ/8u+BLz8BpUUOqY5BeEhqXFUKNnR7X/5yrbdaK33n0nrSDoZm+96QWWPfLKV63+cLlbZ8+v3c+Hrv4pVNj7qEv++vaFYZYEC348oW3TZv/oWveJ7yEcvoQ+yJgR/DS66bEDvJgT1sv7h+Nfra4os69WkKvUndgbg79FFl3Ws4kXTudZFXQ+P+6bIshpPJ55e+mqxyiodtbT6egjAHX/O8v6/fHu9qRfjeWJE+yLvL012S5oCAgIICAiga9eu8rmkpCQ5gcpJpo4fP17gsgTCw+3m2Wvc+PssKefjSb+RRGayEXN6Ji6WBBroz8jlrqS7Y7J4YUaB2SJhsijIMKswmjVkWSSeHNMCnnoKyP5ldAMYvbHAZxb2i+sJp2h8tZlysmSyKEg1aYmzaFCWP82Mm0/ijxsWLEhGCf5txX55FQwLT30zNLerTWn9kM5Qm4nxSuOGPoO6Z51QmXMzsbwtR67JSrCAQmnEzesCfj4XOUVTjCoJRVYynFsFVcPxuaHmkq+Rn6905WJCO1RX/UhwUHC+QhqoLVR2Ccx9oyYzKiTqnnXicrl0rnlkkKGxoMmQ8LmpoV6lyrmtRwUkNlKegVjJZ/PMOisiCQIw/Jfnr8Y7lDVez20ty5swAaiRUOc5PgIsmb+NN99+HkxmyhW+RTBZeRaltGQWvVRE3utZxjssK5Hn/ZjT77BmXJ63Y04veuJBltmMdw9rC5NakvBXFm83hKz0jDsXyokhrfiTH8xZJezmFgShSHbdRuV2Li4uPP300zz99NPyuaysLE6ePFmajxXukcFgYN8ry60fQoV8Vhb3L60slW0F5wx+ZFjUhZRGTpiKJfoizH4fTCYcFDVIM1s/oG5kOOOhTuF6hgvXM1w5b9TwZKsvqOZ7nvQsDerMOuzXSTaJR4U4XXYiJNl0tfmfANcUFYlOJs5XSCNVn8XlcukEXHWQw5AkCWdnZ5KTk1FUOUHjSr/g5HYFhcLMsaQ6cBWcVUnWJO7kx1A1nApxOm66mEjVazjorgH3dLk+R4OSkMDa+d6uyiwRcNWBgKsO1oQvO9lwa51nn0elBFmFJziuNcvLXyu0SsxFJBfu9SrmVuuiJSspf2uMGTMJwB+GNBz+Ok2TZtXRlnPmn7hE8m57qwIcAGcgxM+Vvm8/b32vgZ6kXrxhW2meHMojOCA39icqknj8P9umw7zx1s9tjfRuWpXrf5/LV1/OCbcnct+bX/sniN1+vMA6kcClup98WLFrCJc2HLitjPUBGWYzw64fk0+nmrNQOqhtyuS9x6myt3wY2KsJJ5fssIlXyv0Cp8ByclmvDrW4dfKyTXXyv7gkoavgRny8tVtHU6ccFrc8iVveOCRQezkTExMPgEGyYPJwyBdrTt0qdydORsXI5zO886xIn+cWs0VCctZx6MA5+ZzRzxmzyYxFIeW7R+Gg4e+/clvO0iq6QpbZOsYtbygKkHQaft95VD6VUtkd0q0/w1kAitzvmaRS8tsvkXLZ5CqecmJtzrLklgVQSWzdfIgsk/V6WnVvMOYm0xZznu+xUmLT+r9z31utcpCnVTPLbEbKU/f6dRG5Zev6Qoptgmy2WOsEuPrHMVR/W78XmfUrQFr+ZNqcvc7c5ZuJ7F/1u/WZDSpiSc3//2dW9u+CS84q/l2+y3oupIJtDMrcWM0WM/i4EfWl9WfR3KAikqHghD7LbMZSzoVTS7Zbjxv5ozAU3GJrNoPZQ8+pRb9YjxtWQlHAe8uymEGSsDhpiVqwxXqyUUWktNzfUyfTUvGJi8ernFe+++8HyWK52ylJj5+kpCRcXV1JTEzExcWlrMMpMYPBwKm527l17FKB3Rw5iZDBYLhjM3LepOm3bvPlX/ASFpSSGQVmlJIZZ1Ua1ZxiuJml5kSmnmRDRaTs7hgz1l90Of81YGG3ZJEHBDcGVEiYsMhlsrBQQ5NIXU0CAZpUtJK1cESaO98ZKhCXmcp/GXGcykzBCJiwEOJ1i1FPZhBjrE1KVsH/bukGBTFn9ZjNElVrp6DWWLh8UUdyQm6C5+yWSYXAdDIzJM6dcMLXOY7GFY6y71J9LM7OePlmoLRk8LzfjwToLxKVWIMdN9qTgQ7DjSxiLrnZPFOhsOBRLgNXj0zUGguZGRKJN9XcjNNgNhecGAgPJovFggWwZH+0KpDu+4B6QXhc1KpdnimzXrJrncX9fLdbS5PZbGbx4sWsX7+e2NhYypUrR506dQgODiY4OJh69eqJjXvvI4PBwNWt/9/efYc3VfZvAL9PkiadaaEt0AGl7KkUlVWmArKV5XhfmYITFUVewYGIIK/8XoaACoICAqIiOJAhexUEZMhGZltoCy2jTZs2aZLn90eatGnT0pH2dNyf6+plnzOf9IC9ec5zvuc06g22zpG5c+lmgfec0yAc3vY+ENYJuAYAGRDIsH8PpEBg6cA5CFQYEKlJRlufNISoMqxhSRLIFBJOZXrjqNEHx40+uHsn99NsBdwyyBHhj+RY4CWZ0Nf9Njpq7iFQmX17ItmixJ9GX2xJ90ZU5jkcS02HSqlAZN1qaBfiBY2bBkBdnNXn/QWWoZdwJ1GNGsFGuHtaUL2GEUkJariprefUpyodtjdn/WvHTS0wq+cs1PazzlzSGbyxN7oNvLUmuHuqsS5hSK7zKHD9hnee81ssEpISNEhK0GR9Tv6SragkKfufDURUugp6RVJpc1lomjp1KmbMmAHbwNU///yD/fv32/+1pVAo0LBhQ/tLeydOnOiqU1OWpJPRiPrwZwhYJ9OmA3hv1X77+iFQQAsgxf4lkAogFQK5n4/4OZ9go4IFbdQpGKa5i5bq7AmxRiHhiNEHh4xaHDd6I8MFf7QkWCCywpskBPp5JMFNEjAKCecyvRBl0OKspMRDDeNQU6VAP4SijxBQ5PkXvmPblAnrbQxPAbVG4OYNDULqZsC3eiaSEjTINEpwUwt4epuhu6dARNAZjIz4GQnmEPx8cwh8VCmo7XcTQgD3MnwQqo2HxSIh5pKn85GjRDWEkBzvjNynj5By/iLOtSrPrZ6c63I2JfutFqfHyrGtlLWj0ZCJzEzHa++jtf5jR5eSAWc8vdygUbvZ+5Wzf/bvsx6CUzhZZ1tku6XhuH/Wfjlud+Q8Rs7lksPy7KfupELsm3sfhVKRa12ubbOOYzBnYvae7TBabw7BS3LDpO69ne6jzHEbRKFyDOSS0tmVBlQKhdPlSqUy7zJVfts6LlflaufeT+Xm/DjOj+3873nuc2SfK2+/AcAtn767qZ1vr8rnOCq3wv9/x83N+THy3T6fvrg5+Xmp3dROtsyfSl20/196FmX8QVG0J82KUjxf7kr7cnDZ7bm6desiPj4eq1evRq9evXDv3j2cOnXKYRL4pUuXYLFYIEkSzEV4/1d5Ud5uz9neuyXF3kUjSAiBBE2OX41GCKyExT544wnrSFFRp4ZKEtBKmYIhnrdQR5UBVY7/vxssEpItSvxd/2F4dumIoODqqBWsLf5fJr0e+M9EICPd2l6a41UTY0ZDSBKkkaPw9R8v4LrxISg8wmHB/f/np1KpHF4S3aRJE5w/fx4+Pj4YO3Ys5syxjrJNGWDBrv1R2HenU3b5gJRViD61EZsTe0Nv9kLn6nvQLWAf0PRdoNVHTs8nR72j4tiz8xS++nx7gf9ysxWXjIlJwsypP2Hy1CGoU0ee+QTliV6vh1efF+1tCYBl90r5OkRExVbmt+fu3LmDXr16YcgQ660Jb29vhIaGonfv7Pdu6fV6nDx5ki/sLaHZn/yCv45cAQC0h4Rm1hkUAKy32WIhcAMCN5B9t0utUcI3wAcdHwxD/4HtEVDYOhdvv5V/HaVGjaD5zyTUAFDiB0B/Xg9sdPJU5aR3YPhomrXSduP60OlNsGz9A1A8BYWHlCcASpIEZ/8O6NmzJzZt2mRvx8bGArAWoLz2U38A3ayTtc/PQWR1NS6l1Ue8Pjjr8X4PANY/10E1a6LDqM2ADJWySyopSY9Ppn6PdL0RX35jffT34oWEAgNTvfrZk5Xr1Amw71fVMTARVU0uC00tW7a87y8KT09PtGvXDu0KU5SQ8lg4d2OeQoCJsD5lcwcC8bBA+2hTvPqa8xfEFsnr46yjPrkpFMD7U4pWN6kgU963viIlFwHA6OmNPZ274NCnn8Aictw6UTj/Y+vm5obMfN5Fl/vPZlqa9daiu0KPLTes874itMcBABqFESNqL8eBwA04fvp0kV8tUl4c++syPp+7Gfp8nn4BgDEv98COrdankSQJaBVRF//5YFBZdbFCYmAiqrpcFppeffVVvPTSS0hKSkJAAIfuXe25ofNgNlmghvWx7dsAIAGtn34Ingej8VhWYcESy29kqVo14P9mu+YcOSVk1w3KkCQc8NHiuH8AUk0mAAI4cgT2CTFZ8rv1FRYWhkuXLjk9zfYtvwBwyzMSlWGxjrgFaeLQoXoUENAF6LEbGgDdAHTr2bPC3GrLKeek/vux3X6j+8sdmAAGJqKqxKUlB5577jlcvXoV69evR82aNe+/QwUj15wm2y9ANYD+WZO5a3VoiAcm9nXdSebNBU6fyru8fkPAVS9g3r8fWJ41RylrrpIhLg5R//s/HPf2QaqTya05WZxO8s4eYdJoNDAYnNUJsSB38LLxUekQ0aIxOvQaXmFGkADrrbbpH6zBzYTsakg5w4+z0OSjdcekDwahXoNaZdLHysZZYBIMTESVQpnPaQKAjz76CL169ULLli0xZswY9O/fHxERESw1UALPDrL+8lMAeAIK+GbNXUq5muiaE5w5A8x1MoJUvz4w+b28y4vj+zXA9m32pgBgPHMGe27cwKFDh2Dx9XOyk+Mj+GazcHj6yGHLrNyfHZicVMXL2VIo0K5dO3Tq1KlC/dl8YcTn0DkpMGkz//9+w+sTBwAAatTUQqv1wOSpA6vkEy6uxsBERIALR5q2bNmCQYMGwWAw2H+JSZIEhUKBxo0b21/Ya/tv9erVXXHaMlXWI01TJ6/Bhaz3UXWHhLpZv/w1NXzQcfHokp/A2bwlPz/gf4W/tVOgr78GDlqr4RokCVE+Whz38kaqqoCsLoRDRWKlCTCr8p+vJCHfouU5trGWLvDx8UGrVq0QGRlZrkeV9Ho9pr23FtHXbmPie0+g9cP1ARR8y83NTYlX3+yNtu0blVU3qwwGJqLKr8xHmiZPnoyMjAz06dMHvXr1QnJysv29c+fOncPZs2fx3XffAbCGqZyPf5NztsBUB7AHJiilkgemk38D83O9+kSSgM8WFK1IR0HGWPtokCTs8dHikNYXlsLMC8q1TZ164bgac9VJYLKOJuUXmHxUOkQ8+ADad38K7u7u5Xpe0vYtJ7Bq+V4YDHn/TnwxbwuWrnoVgLWejtlkfV6wWjVPTOKj/2WCgYmIbFwWmi5cuIAHH3zQ6ct4U1NT7QHq+PHjLDlQCC+M+Nz+fbcct5ce++n1kh34/XcdJl8DALr3AJ55tmTHzSWjWjXsNVsKFZYsFjMUCufzmW4k3HC6PHcxSIVCgbZt26JLly5Qq9V5AlJ5CUxJSXqk3Euxzyu634Rtc45yAKvWji/NrpETUlfHBywYmIiqNpeFplq1aqFp06ZO13l7eyMyMhKRkZGuOl2lZ5u70hjWt8QDQK2eLUp20LHPAznvxioUwFdLS3ZMwD5yZZAkRD37bxw/fhyp3ve/fWl9q5wKmRYJmnyKEBuNzh6Xt0AtZcIoNPBx06NVu8fL7S23H1bvw8ZfjyEz07GYq23Stpe3BmmpjvOUfLTueGtSPzRp6qKyDlQsDExElJvLQtPAgQPx22+/uepwVVrOt3hn5BhRaf7yY8U7YFISMOk/jsvatQPGvFC849no9cAbr8EAYI/W1zqqtG/ffXdTIhNmuEFYlIAC0OTzCoXcFDCjrd9BdGmQCk3fg+X2ltv0D37EmdPXC7Xt2+/2x28//cXaSOUMAxMROeOy0DRlyhSsX78eM2fOxGRXPaJeRS1emP2k2ZTVL5bs6ac//wSWfuW47L+zgJLW0nr7LRiSk4s0X8lNMiBTaGCxuFkfaFMUvI/DBO6G/ojs+YzDaJKcgUmv12POzN9x9sx1++CdbfTIr7pXvvv5VfPExHeftLebNK2DJh9wRKk8YWAiovy4LDQNHjwYEREReP/993Hu3Dm89957aNy4sasOX6XkvINWosD0xxZg7Y+Oy3K+y604fl4Pw6aN1rAUUrtwk7uzpJvUUCkBUcDAkgJmtKt2EJ2q74V7aB+ILuvLxWhS0q0kTHh9NYyG+78zcdybfRG19wJUKgUe7dkSo8YWc4SQyhwDExEVxGWhaefOnfbvV61ahdWrV6NBgwZ4+OGHERERYS814O/v76pTVnr9oMCOoQsQMfMpVG9QxGKhv/0C5Lxd6u4OLPyixH0yXL+BFTVqIl7tfP6Qh0KPdIvzoKfKp84SkOPWW9B5aPpdsD/FJ0dcOn8uBvM+3Qh9uhHf/vCGfXlBgSn3G+1ZZbviYWAiovtxWWi6evUqTpw4gRMnTtiflLt48SIuXryINWvW2EcLQkJCEBERgV9//dVVp65Ufll3CACsVb8hASYLbh+6VLTQtGeXY2Aqae2l79cAzzwLg8GA1V5e+QQma9Xtam53kG4o/OiYjzIFrXxPInLwHGiCpxW/j8WUlKTHrOk/Ijb6ToHbBdRwvJ3p5aXB2Fd7sC5SJcHARESF4dLXqOSWkpJiD1C2MHXmzBkYjUaYzfe/zVHelEVxyxHPfAajwYwmkNAxq9TAYz+/cZ+9cvjnH2DWf7Pb/oHAp58WrzN6PfD6OGutJb9q1rlLFovTTWtp4pBgCEZBrywBskaUWjVDl14DnZYGKG3LluxwuF12v0f+Z/zfv/jakUoud2BK27SYVdSJqhhZXqOSm1arRadOndCpUyf7MrPZjPPnz5fmaSs02y2gkOLsrNc7BiYfbfED06IvYDh6NPupOEkCnAQmBUywQIVEQ6B9iTM+yhS00h5HZJ1EaJ4omxGlZUt2YNe203ke92/fsWG+j/NLElC/QU2+fqSKYGAioqIo1dDkjFKpRPPmzcv6tBVOgG02z32eMHPw+rjs793cgLnzinVuw4tjscfLu8CJ3rawZGOGm5NtzHhIewiPBu6F+6MbgWAn77grBfcbPVq8YBvmfvE8AODJIY/gkbYNOZpUBTEwEVFRFTs0paSkQK1Wl+iFpxkZGTAajWXyHreKRAnAO+v7ag8W8nH0V15ybH+5uOgnjr4Gw/SPC5zorUImTDkCksXJHyFJCES4n0LP5jHQ9D9S9H7cx/YtJ/Ddyv1I12cXvmzcJAhTZxZc1dzTU43RLz6KyM7N7Mue/nenAvagyoqBiYiKo9ihqVq1ahg5ciS+/vrrYp/85ZdfxsqVK/keulwCAEhZI01N3u55/x2WfgXkrJxdzLIChk9mYHVAjQInegeobyHBGOI0LJktAslxmRji1Qid5k0tVh/yM+a5z5GWZsh3/T8X4u3fN24ShKtXb2HAoIcx+ClWoSdHCgYmIiqmYocmIQRcMYe8FOehV1jVczxof9//mev11gKWNsWo8m0wGLBnzx4cCq1TwETvBCQYgpFgDHK6/p4+GeuOpaBZaAg6zRtR5D4AQNTes1i2ZJf9tSJe3hosXWl9WW16urPXqVipVAo8OfQRe/t+I05UdSm6DnN4yTMDExEVRYnmNO3fvx+jR48u0f6UbfuWEwCA8xBoHOCFMK3H/XfKOY+pRk3r61GKwPDiWKyo3xDx6elO1xdmonecLgO7/07DZx+8gIGd2xT63AvnbkTU3gv5rs/5TraHH6mHw4cuQ6VSoG2Hhhj3Zt9Cn4cIYGAiopIrUWi6dOkSLl26VKIOlIdqz+XFxt+OAgAEgKeXjLn/DrlvjX4ys/An0+theOM16+24HIFJqVTCbDYXaqK32SJwMPYubsQacPzXufn+Aso5B0mtUWLF99YSCufu8342rW/2fLk3Jz1R+M9GlIuiGwMTEZVcsUPTrl27XNkPApB8z/loT74ORmV//8GUwu8XEwPDxx85nfBtq5+lhBkWqJzOXYIFOBB7F39G30MA1Li8I/vddufPxeC/036FISPT6alzVtV+7e3e+OjdnwAACqWE1q3D8fL4nvxlRi6l6DbM4dVEDExEVFzFDk1dunRxZT8IgMFgDRqPQcKOgZ+h3ohIhD/5sPON387xmg5PTyCsbuHOcfQvRK1ejUPBoTAqsm+1eXp6Qq/Xww0ZyIQ7MpF3MrhkAYIS1ahz0wPxaRm46aXEAx51MPKZz7A8a/To/Nn4fANTbk2a1uHrRqhUKbsNdwhMiT/lPyJKRHQ/ZV6nifJnsQhoAIRnzRvyqOnrfEO9Hrh3L7s9f2Ghjm849CdW/PYb4n398qwzZ9wB4A6FAoAFUCLT4ZZcZoqA92V33JM0OAYLkj0C0RRAptGxcOSTg9vih1XZI2AqlQLtOjXCq6/3KVQfiVxF2W04LDkSU+JPcxEQEFDAHkREBWNoKmd8cnxfq31D5xtNnJD9fdNmzrfJxWAwYPUvvyI+V12tevXq4cqVKzBY3KFRpMNgsU4+zxmYjKkWnLviAY2kBnD/px05ekRyc3t0BAMTEbkcQ1M541WYjQw56hVNeLsQmxuwYsWKPIEJAOKunISnJKAXPvbAZCMJIOmGEYuvxKKtezj8VYBacoNCkqDRqNB/0EOsg0TljtujI2DKUTqDgYmIXIWhqZxxx32eJnzt1ezvW7Qs1DH37t2L+Pjs4o8eGsBT3MZtoz8y4A3dPQV8fB3rM6XrJFw4k4xf0m8BAM7qYxGzcSHng1C55vaYY2CKXsXARESuw9BUzjh/eUkOOespjX8z382WfrkNe3aexMseMThQr5r1TbS2QxiAdPgDwgJIeQOTRq/A4TO3sSn9NgDAT1IhaVfxqowTlRW3x0bAZHYMTHVCGZiIyHUYmsqZAt/kN29u9ve1nL9gNufLant53sa5EM/swCTMgKSEWjIAEDDmOptarUbNWAX2XbuDTem3IQHwghJ3dy0r1mchKiua7o6B6dyKGQxMRORyDE3lTIGh6fQpAIDZArwcGwJdVkAKrxeAT2YPd9g0QpOCjLpAgjrHESUlAMAo8o5n1apVC3W3pUNlluDvVgM7FHeQJIzQ7Vpegk9DVPo03UfBaHIMTE3CCvmiayKiImBoKmeiIBADM0b2f8hh+YF1u2Ax+OK40QeHjVqYkD0Z/OqVJPv3D0aEodr5Y3ALsyBWnWskSTJACIFMuEMpZcIsrE/I1a5dG0Eb7kKV9cfBW6HCH59OQNNHmpTWxyRyCfceo2DM8cJvBiYiKk0uC0179+4t1HZqtRr+/v5o0KABX6HihBlAko8GjUdnFw8d8cxnMBlMsKC2032aNgu2f/9mpBYrDCJPYAIcR5hsgUmhUKDGhruYnxaL+kpPDHSvifZLxsIzgBO+qXzz6DEahszswHR00TQGJiIqVS4LTV27di1SCPLy8sIzzzyDGTNmIDAw8P47VCE+uV7UO2DQw/hlzUFUV2Siviodp1SB+HDmM6hTx3HOhsFgwOrtOx1KC9T098bN26mw1leS4CYZkSnU2evjlPgq7Qa2GG9Dwm0cqCFwjIGJyjnPnqORkZldef7oomlo3SRcxh4RUVXgstA0fPhw3Lt3D7/99hsUCgUiIiJQp04dCCEQGxuL48ePw2KxoH///khPT8eJEyewdOlS7Ny5E4cOHYK/v7+rulKhtYeEkBvJeGHgHMxb/RI8PT0xuIk32vleQrDSCMnTA1jwUZ79DAYDVixenKcW083bqVBJRpiyglLOwOSlV2L3tTvYYEwEACgkCcdWFOGlv0Qy8Or1PNKN2YEpasH7DExEVCYU99+kcGbNmoWTJ0+ib9+++Oeff3DkyBGsW7cO69evx5EjR3Dx4kX069cPJ0+exMqVK3Ht2jX8+9//xpUrVzBr1ixXdaNCkwA0gwQ/KJAJ4Pl/L7KuWLgAISqj9SG4D50HptWrVyP+7l37sprquKzvBExCjVr2tpU2TYV/TqViTfpNANY/CKZd37r8MxG5knev56HPMNrbUQveR4eWjWXsERFVJS4LTZMmTYLJZMK6detQr169POvDw8Oxdu1amM1mTJo0CZ6enli0aBECAgLw22+/uaobFVZMTBI0AKSs4pYGACG1q1lX5ijWh4C8t+RWrFiB2NhYh+U3jcFQSUYg63gJxux5T94ZKlw/k44l+hsArH8IzLtXuvLjELmcT68xSMsRmHbMfoeBiYjKlMtC06ZNm9CxY0eo1ep8t9FoNIiMjMTmzZsBWOc1RUREICYmxlXdqLCuXoq3F7Y0QEAA+N/8UdaX89o4+dlGRUU5VPuO0P6V9Z3zESZfgxreZyXMS4sGwMBEFYO291ikZmQ/Mbpp5gQ8+lALGXtERFWRy0JTSkoKkpKS7rvd7du3kZKSYm9Xq1aNT9EBuBF7B7ZIlAlg3Ju9rI0PP8je6NXXHPYxGAw4FLXfYVmqpTpqauLhbIRJK9zR9IIHGii88KymFlQAdJsWu/aDELmYb58XoEvPsLc3zZyA3u1bydchIqqyXBaamjdvjt27d+PAgQP5bnPw4EHs2rULzZs3ty+7fv06atSo4apuVFhJt5IdZuVHdm5m/SbHPCXk+LkZDAYsX74cRotAThdT6yHDpMGDPscclgdqfNHslAYqizVMfTj8SSRvWsx3yVG5Vq3fi0jRZ786aP201xiYiEg2LgtNEydOhMlkQo8ePfDqq69i165duHTpEi5fvoxdu3bh1VdfRffu3WGxWDBx4kQA1tGpo0ePol27dq7qRoV1757eHpoKM+62d+9eJCQkAMIamtQwQKO2HiHZXB1/61rbtw3080fgIRO+TI2FzmJC9dZ10fDfkQxMVK75938J91Kzb0+vef9lDOzcRsYeEVFV57KSA0899RTi4uIwadIkfPnll1i0aJHDeiEE3NzcMGvWLDz11FMArLfqpk6discee8xV3aiwUnTpUGfFJftFOXMme4OQEPu3BoMBf/75p7WRdWvTCA1gNEEtpcMoPHLsFoKgjSn4OPUaDmUmY7shCakfTCjNj0JUYgEDXsYdXZq9veb9l/FM9w4y9oiIyMWvURk/fjyeeOIJfP311zh48CDi4qyTkIOCgtChQweMGjUK9evXt28fHh6Od955x5VdqLAM6SYkQOB7mDGqadY8pMU5guc7k+3f7t/4NSxZT9T1vH0bJ6pXxy1beMoRmIKCglB7cyqW6eNxKDMZEgDvat6l/lmISqLmE6/gdkqqvb180hgGJiIqF1z+7rnw8HBMnz7d1Yet9AzGTJgBpALo8Mkz1oX67H9pI+tWmsFgwOHT14GsZ+32+vkhIqIuGkSvxvHk1ki3WLdTq9UI25aOPRl38IMhAQAgSRISfv68jD4RUdEFDRqHW8k6e/urCaMwoleXAvYgIio7LpvTRCVjyrTcdxuDwYDlc990eIdchlKJgyeicSmtATpV32NfHnxbg6vpaZiTVVoAAMwsXknlWMjg15BwJ9ne/mrCKIzt/6iMPSIicuTykSa9Xo+//voL8fHxMBgM+W43fPhwV5+6QktPNyIUQCgk7Bg6H4+tfT17pcYakqK2/4YEQ01IsEBAAa1Way/fcMtYC1uTegOwFsh0v2TGJP1lGGANY9Gr5pbp5yEqijpDX0Pc7Xv29sLXhzEwEVG549LQNGXKFMydOxf6nAUZcxFCQJIkhiYngiChBRSASQCfL8xekTVx/sTxPwFooYAZZiiQkpICf7dEpJp9YLBkv3Mu+KYbUiwmGIWAAsD7wwagTqhjJXGi8qLuU+MRm3jP3p79yrN4dVBP+TpERJQPl4WmWbNmYfr06VCpVOjXrx8aNWoEb29OOi4Kh4tx6mT29126IePYJ9CZtQAAM9zsq25nBjocw0uvQO2bHlApJYyvHo4ffVLx0fNDS7HXRMUX/vSbiL51296eOfYpvPVUHxl7RESUP5eFpiVLlsDDwwP79u1D69at778D5eFwMUwmh3UHorYDsE6IbaNLRhuzCdtDb+JCahOIrKlpCjPQ/KI3VEICJOCDdR/gAxCVTw3/9Tau3cx+i8C0UYMw6d/9ZewREVHBXDYRPDY2Fl26dGFgKoH8EqzBYMChu9kFQI94a7EtNBHdA7bhEd/D9uX+N93w0r2zWJZ+He1XjS3l3hIVX5PnJuJS3E17e9qoQfhgxEAZe0REdH8uG2mqVauWqw5VZamc1AI3KJXW16XkeGJOSBIupDbBhdQmDtt+H52AGEsGVmckYPBfp1k9mcqlpsP+gwvXE+ztKcMGMDARUYXgspGmZ555BocPH8bdnO9KKyUzZ87E0KFDUa9ePUiShLp16xa4/c2bNzF69GjUrFkT7u7ueOCBB7BkyZJS72dRZSfY7PIDUcEhSEhIgJT1upTH79xGE/d/IGVto8q6ghajwL4M68++dqAfAxOVSy1HvoPzsfH29jvP9uWcOyKqMFwWmqZOnYpmzZph0KBBuHz5sqsO69S7776LnTt3on79+qhWrVqB2967dw8dO3bE999/j+effx4LFixAnTp18MILL+Cjjz4q1X4WlS00+aqynz484WZ9u3vjdOuyfb5+aO53Er0DNwEATGbrdgfi7tn3iVm7oNT7SlRUD46ejNPX4uztCUMex39ffEbGHhERFY3Lbs/16dMHFosFUVFRaNKkCerWrYvQ0FBIUt5bTpIkYceOHcU+1+XLl1GvXj0AQIsWLZCamprvtp9++ikuXbqEdevWYdCgQQCAsWPHYsCAAZgxYwaGDx+O8PDwYvfFlXbAAi2AaV7XAQACgC7T+lqUGA8lAECvVGJdwpDsnSTgjs6IvTF3AACJP7EeE5U/D73wPk5euW5vjxvUA/8b95yMPSIiKjqXhabdu3fbvzebzbh8+XK+I07OglRR2AJTYaxevRrh4eH2wGTz1ltvYcOGDfjhhx8wadKkEvXHVfRZXz4qa1FQo3saFDDDAiX0krvTfSwmgUXHY2E0C/Rv1woBAazHROVLmxen4Ng/2ZXpX+rfDQteZ502Iqp4XBaarl696qpDuUxCQgJiY2Pxr3/9K8+69u3bQ5IkHD582MmeVgaDwaGqua36dlmJqglYLNYRJo1Gg8eCjwNpl7E9sQeMwhqi7sRnwmgWkCTgt/9OKNP+Ed1Pu5c/xJEL2f9vGNOnC76cMFrGHhERFZ/LQlNYWJirDuUyN27cAACEhobmWafRaBAQEIDr16/nWWczc+bMMp331AoSvACkm1VQqMw4JOrb1xkMBmy62gxAM/syyQL0uxuI7bUzcXTx1DLrJ1FhRL46DYfOXbG3R/bqiCX/GSNjj4iISqZSv7DX9joXjUbjdL27u3uBr3yZPHkykpOT7V+xsbGl0k+bByChKRTQQ4XlNWs4lBnISWOxFr4UCqD1x4NwbuUseHp6lmrfiIqi6/hPcODMRXv7uR7tsWzSizL2iIio5Fz+wt7yxBYk8ntxcHp6eoH1pTQaTb6BqzTYEuxRX08kuLnbX8zb985tuKvSsLmaP/RmLyiS3YBqAplGCwKb1Smz/hEVRve3ZmLPiXP29jPd2mLle6/I2CMiItcodmiy1Ujavn07wsPDizQ5W5KkUi9LAAAhISEA4PQWXEZGBm7fvo1OnTqVej8KyxaaTvtYw15j7/M4n9oMu3z90Ft9EV2rn8SmxH7Q+1kgQXIoM0BUHvR6exZ2HDtrbw/p/AjWfDhOxh4REblOsUPTtWvXAACZmZkO7fKkVq1aCA0NxcGDB/Os+/PPPyGEwCOPPCJDz5xTQIKAgE5lnfwdk2YdRdIrlVhnbgckWreTJAlxugwIHz4pR+XHgEmz8cdfp+ztJyNbY+2012XsERGRaxV7TpPFYoHFYkGjRo0c2oX9Kiv/+te/cPXqVaxfv95h+Zw5c6BSqfD000+XWV8KYrsQZgWgyKr+rRfeTrc1mCxYfvwGds3n63ipfBj43lxs+POEvd2nzQP4ecab8nWIiKgUVMg5TStXrkR0tLXuS2JiIoxGI6ZPnw4A8PPzw7hx2bcDJk2ahJ9++gnDhg3D0aNHER4ejl9//RW///47PvjggyLdVixNttB0o0YGLFl1rDQWCx67dxfwTsJ2TZi9zMCf1+/h4Oflq5o5VV1Dp8zHL1HH7O3HH26JjbMmytgjIqLSIQmRNaxRgXTt2hV79uxxui4sLCzPrcL4+Hi8++672LhxI1JSUtCgQQOMGzcOL730UpHOm5KSAl9fXyQnJ0Or1Ra3+06NHDgHw6DE4WbJMKoF/JCKe8g70mS2CHxxNB5Jvy926fmJiuPZjxbi+12H7O3HWjfD9jmTZewREVHRFfb3e7FHmvbu3VvcXQEAnTt3Lva+OauPF0ZQUBCWLVtW7POVBSOAn2FCoNqaYZ+r+zX+vtIPJyxh0KlUMJkMUKk0UCokJG5YJG9niQAMm/GFQ2Dq0qopAxMRVWrFDk1du3Yt0etQzGZzsfetjASA25AQZjJDr1JiacxYZCg84a1IR8dqUTDf9cdBtIBRSCV+DQ1RSY3672Ks2pb9gEWH5g2xe967MvaIiKj0FTs0DR8+PM8v79u3b+P333+HJEmIiIhAnTrWp79iYmJw4sQJCCHQt29f+Pv7l6zXlZRCIaxlvqFEhsVadiAVHth/twskWCfPd+9SfkokUNU0dtZSLN+y395u27Qeoj6fImOPiIjKRrFD0/Llyx3a8fHxaNeuHXr06IEFCxbYn6qz+eeff/DGG2/g77//xp9//lnc01ZaGgANahihV7pBghkCSof1Agp4e3ujQ4cO8nSQCMDLs7/B0k3Z8wkfaRyOP7/kQwlEVDW47DUqkyZNgtlsxq+//ponMAFAo0aNsH79epjNZrzzzjuuOm2l4QFAWd1a86p/zd/QUXMcXmZrOyPTZN+uLCuUE+X02vxvsWjDLnu7daMwHF48TcYeERGVLZeFpj/++AOdOnWCu7t7vtt4eHigU6dO+OOPP1x12kpDAQFj1iTwHUndsd8QAYWQcDT6DtafvgQASE1NRQV82JEqgbcXrsLC9dvs7QfqheLoV9Nl7BERUdlzWZ2mlJQUJCUl3Xe7pKQk6HQ6V5220lAqrNOZhAJIM/sAAHQqFR4Kq46WwdYg6uPjw0ngVOYmLf4es3/K/odOi7rB+PubmTL2iIhIHi4baWrRogX27NmDffv25bvN/v37sXv3brRo0cJVp600PGsYIbKuhtpiRp/kBITFJ8FkNkHtZp0UHhERIWMPqSr68Ou1+HTNRnu7Se0gnFr+qYw9IiKSj8tGmt555x0MHToUjz/+OEaMGIGhQ4eiTp06kCQJ0dHRWLt2Lb799ltYLBbOaXJCkzWfyd0AZGiU2ORbC/DNvkAKhYKTwKlMfbziZ0xb+Zu93SC4Js6tnCVjj4iI5OWy0DR48GDMnz8fEydOxOLFi/HVV185rBdCQK1WY86cORg8eLCrTlsppKWlQZE1n6n1NTWSAm4h3tcbOpUK3kodUs0+sFgsUKvVMveUqor/rt6AKcuy39dYLzgQF7/7n4w9IiKSn0vfPTdu3Dj0798fX3/9NaKiohAXFwchBIKDg9GxY0eMGjUK4eHhrjxlpZCeLsFilKBQC3g0OYLHDTdRPb4xjtc+BLcaaqyLf5LzmajMzPlxEyYv+dHeDqvhj8vfzZGxR0RE5YPLX9gbFhaGadP4GHJReHoCyXdVqFYzEztFS+xQPwivIBNCPR5EbFJDAJzPRGXj8/VbMeGLNfZ2ncDquPbjPPk6RERUjrg8NFHRKZVKePhYazGJrLn5aSoVLqQ3BgDUrFmT85mo1H2+fivGzV9pbwf7+yF67Wcy9oiIqHxx2dNzVHxRUVFw9xTQwIAm3mfhrUgFAPurU+rXr8+illSqlmzY6RCYgvz9cGPdAhl7RERU/rh0pEkIgdWrV+PXX3/FxYsXodPpnBZjlCQJly9fduWpK7Sjfx0DADygPIk+wRux/3owIkPicEbXAusShuDUqVPo0aOHzL2kymrFlj14YfYye7tmNS3iGJiIiPJwWWgyGo3o27cvdu7cmW/VakmSWNE6FyEE9OlpAIAWHtcBAK3Sa0C6pUGYfwwA2MMnJ4KTq32//QBG/nepvR2o9UbCz5/L2CMiovLLZbfnZs+ejR07dqBfv364ePEihg0bBkmSYDAYcO7cOUydOhVeXl6YOHEiLBaLq05b4UmSBI3GAwBwS+EDIQDv1BpAujeizQ8BYCVwKh3fbz+AZ6d/aW/7a71x67cvC9iDiKhqc9lI0w8//IDq1avju+++g5eXFxQKax5zc3ND48aNMWXKFHTr1g3dunVD48aNMXr0aFedusKrERCK2BsXsSnlUWxM6Q4vDyNCzfGITagPwMQn58jlft572CEwVfPxQhIDExFRgVw20nTp0iW0adMGXl5e1gNnhSaz2WzfplOnToiMjMQXX3zhqtNWeAaDAUl3bgLI8eScQo0L5jDoDSY+OUcut/ngCQyakj1nyc/LA3c2LJKxR0REFYPLQpNSqYRWq7W3beEpMTHRYbuQkBBcuHDBVaet8KKiopCengJkAv73VPA2WUsP8Mk5Kg2bD55An8mz7W2tpwfubvyqgD2IiMjGZaEpJCQEMTEx9naDBg0AAH/++afDdidPnoS3t7erTlvhnThxAgCguuGBB6I1mBB/A1Nir2FQjV8AAKdOnZKvc1Sp7Dx62iEw+Xi4I3kTAxMRUWG5LDS1a9cOZ86cQXp6OgCgT58+AIA33ngDmzdvxqlTp/Daa6/h3LlzaNu2ratOW6EJIaDT6QAAPpnpaBSxHgj7G5I6HWHeVwAg37INREWx8+hpPDbhU3vb212DlM1LZOwREVHF47LQNHjwYHh6emLbtm0ArCNN48ePR2xsLPr164dWrVrh888/h6enJz799NP7HK1qkCQJPj4+AIBgv1TUanAQIvQ8oM5AtL4eAD45RyV34NQFh8Dk6a6GbsvSAvYgIiJnXPb0XN++fREfH++wbPbs2XjkkUfwyy+/4O7du2jUqBFef/11NGzY0FWnrfBatWqFffv24WJ1D5xOaYHammjENrmMzYnWkTo+OUclcez8VUS+Nt3e9tC4IW3L1zL2iIio4pIE7/0UWkpKCnx9fZGcnOww6b0kDAYDvln6DW4l3cqzrmbNmhg1ahQnglOxHDt/FQ+9NMXe9lC7Qb/1Gxl7RERUPhX29zvfPVcOJN9LlbsLVMnkDkzubgxMREQl5dJ3z9kcPnwY+/btQ1xcHCRJQlBQEDp16oQ2bdqUxukqtKioKBhMeriJTAwI/gXBqWbEZQZhs6I3bt68iQMHDqBbt25yd5MqkPPRMQ6BSeOmQvo2BiYiopJyaWj6559/MHz4cBw5cgQA7E992SYyt2nTBt9++y3nNOVgKznQODMaLXzOALqGqG66CzzRG+vWrcPx48cZmqjQzkfHoOmI9+xttUqJjG3LCtiDiIgKy2WhKT4+Hl26dMHNmzcRHByMoUOHom7dugCA6OhorF27FocOHULXrl3x119/ISgoyFWnrrBylhwIkO5aF1qUgNKIsLAwAHxZLxVezPWkXIFJAcP25fJ1iIioknFZaJo+fTpu3ryJN998EzNnzoRarXZY/+mnn2Ly5MmYM2cOPvnkEyxYsCCfI1UdtpIDOp0Ox2+2wcN3feAFC1D3OKKjowGw5AAVTsz1JIQ996a9rVIqYNi+QsYeERFVPi57ei48PBzu7u44d+5cvtsIIdCsWTNkZGTg6tWrrjhtmSqNp+d27tyJffv2QcqU0O/ebTQ06hHd4BI2S32g1+vRuXNn3p6jAjkLTJk7GJiIiAqrzJ+ei4+PR+vWrQvcRpIktG7dOk89p6osMjISBj0g3AQ2BFbHnJBQrEvvCr1ej6CgIL6slwqUlJQrMCkYmIiISovLbs9ptVrExsbed7vY2FiXjdJUFmadBIW7GRaFNcOqJSMebt8VnTt3Zo0myldSUhICh+QKTDsZmIiISovLRprat2+PAwcOYPPmzflus2nTJkRFRXH0JIvBYMCKFSvgWVPYAxMAGIW6Qt6+pLKTOzApJImBiYiolLksNE2aNAmSJOHJJ5/EqFGjsG3bNly8eBGXLl3Ctm3bMHLkSAwcOBBKpRKTJk1y1WkrtKioKMTHx0MtlOjnsRdv1fsfBtdaC09lBuLj43HgwAG5u0jlkLPAZN71rYw9IiKqGlx2e659+/ZYtmwZXnzxRaxYsQLffuv4P3EhBDw8PPDVV1+hXbt2rjpthWar0RSmr46G1S/BR5WKFtozQEAnrDtdizWaKA+9Xu8QmCQJDExERGXEpcUtn3vuOXTt2hVLlizB/v37ERcXBwAIDg5Gp06d8Pzzz6N27dquPGWFlbNG05aLNxARYoEWQIbeF2GtugGnz7FGEznQ6/Xw6vOivS1JgGXXShl7RERUtbj8NSqhoaH46KOP8l2/du1axMfH4/XXX3f1qSuUnDWa3L2UqOVmAQBYYpohulV9AOdYo4ns8gQmMDAREZW1Mn9h75w5c/Dmm2/ef8MqoFWrVgCAmnUVuGQMh87kjX9MtbF5504AQEREhIy9o/LCaWDazcBERFTWSuWFvVQ4kZGRuHTpEuLj47EpuQc2JfcA1ABYo4myMDAREZUfZT7SRNk0Gg1GjBiBxOtmuJvMAABvsxGdO3fGiBEjWKOpissdmAAGJiIiOTE0lQcSIITC3nDRm22oAnMWmAQDExGRrBiaZGQrbhkYooTBzTrhO1Xphn379mHFihUwGAwy95DkwMBERFQ+MTTJyFbc0pwp0M10Fm9JW9E39Ro8PT1Z3LIKY2AiIiqfGJpkZCtu2fCuHzo2/AU+DQ+gpfoyevfuDQA4fvy4jL0jOUhdhzm0GZiIiMqPYj89p1QqXdmPKidncctg4Q1JabKuCDmPsLAwAGBxyyqGgYmIqHwr9kiTEKLYX5Rd3BIAbkmpAKw/FwEgOjoaAFjcsgphYCIiKv+KHZosFkuxv8xmsys/Q4VlK255tto9nNI1h87kjRMpD2Lz5s0AWNyyqmBgIiKqGFjcUkY5i1v+fHNIjjUsbllVMDAREVUcnAguo+zilpnwUaUAALwsLG5ZVTAwERFVLAxN5YBCcpznxXlflR8DExFRxcPQJCNbcUv/EDV0Ji0AIE2hZnHLSo6BiYioYmJokpGtuKUpU+DxW8l468Z1PJYcx+KWlVjuwJS2abE8HSEioiJjaJKRrbjljWtmNEnLgI/FjHoZqSxuWUk5C0yenp7ydIaIiIqMoUkmOYtbeqYboQn7Gwg9CyEseYpbUsXHwEREVPGx5IBMbMUtdTodIkMz4dHEeitOfTuQxS0rGQYmIqLKgSNNMrIVt7zm543TKS2gM3njYnULi1tWIgoGJiKiSoMjTTLKWdxyXUJWcUsFAD2LW1YGiq7DkPPmKgMTEVHFxpEmGdmKWxqT7tiLW3paDCxuWQkwMBERVT4MTeWBlH0ZhEXJyd8VnKIbAxMRUWXE0CQjW3FLtb+fvbhlukrF4pYVmLLbcOTMvIk/zWVgIiKqJBiaZGQrbilMZgwOWou3wuaiXeJdFresoJTdhsOSIzEl/jQXAQEBMvaIiIhciaFJRrbiljdjM9DsYgh8zrZFqM7I4pYVkIqBiYio0uPTczLJWdxSlyxBoQoBAJiFEuG5iluyVlP55vboCJgZmIiIKj2ONMnEVtwSALL+AwCwWCQWt6xA3B4bAZPFYm9Hr2JgIiKqrBiaZGQrblkzTIPTIcnQ1YrBNS93FresINweGwGT2TEw1QllYCIiqqx4e05GDsUt8YA1wgaDxS0rAHV3BiYioqqGI00yshW3bJYZbS9u6aFQsLhlOafpPhKZpuzAdG7FDAYmIqIqgCNNMtNoNIiQLmFovX2wmIF/3H5Dk27d5O4W5cO9xygYTWZ7+9yKGWgSVkfGHhERUVlhaJKZwWDAL4bGUFx5BDqTFu7SScTt9EJkZCRHmsoZjx6jYcg02dsMTEREVQtvz8nIVhE8zSvUXhE8Q5hYEbwc8ugxGhmZmfb20UXTGJiIiKoYhiYZ2SqCKyyZ1orgoQvQ5JYnK4KXM5498wam1k3CZewRERHJgaFJRraK4AG6WLTwOQNvpR41TH6sCF6OePV6HunG7MAUteB9BiYioiqKc5pkkrMiuP4ugJPdIMwqqJRKhLEieLng02sM9BlGeztqwfvo0LKxjD0iIiI5MTTJxFYRXKfTwaD2BRKVgJAAHzdWBC8HtL3HIjUje07ZjtnvMDAREVVxvD0nI1tF8Mwafjjt4YkUhQK3PNJYEVxm2t5joUvPsLc3zZyARx9qIWOPiIioPOBIk4wcKoIHBGYtvQnowYrgMqnW94U8gal3+1bydYiIiMoNjjTJyFYR/AHzVXtFcE+VhhXBZVK9/0u4l5Zub6+f9hoDExER2TE0lQOSMvvpLKWHGkIIGXtTNQUMeBl3dWn29pr3X8bAzm1k7BEREZU3DE0yshW3/BuN7MUtdTodi1uWsRoDXsbtlFR7e837L+OZ7rw1SkREjqpEaJIkKd+ve/fuydYvW3FLpcWIwUFrMaLWl3g8sjuLW5ahWgNfRWKOwLR80hgGJiIicqrKTATv1KkTXnjhhTzLvby8ZOiNla24ZQ39VbTwOYNMvRYpp1LQu3dvrFu3DsePH0c3vry31AQNGoebd1Ps7eWTxmBEry4y9oiIiMqzKhOa6tWrh+eee07ubtjlLG4ZmGn9xa2SLFC6qVCHxS1LXcjg15BwJ9ne/mrCKAYmIiIqUJW4PWdjNBrtQUVutuKWAKBz02avUCpY3LKUhQ19A3G379nbC18fhrH9H5WvQ0REVCFUmdD0008/wdPTE1qtFv7+/hgzZgwSEhIK3MdgMCAlJcXhy5VsxS2jPerj9NkhuHehE65nJrG4ZSmq+9R4xCTesbdnv/IsXh3UU8YeERFRRVElbs898sgjGDJkCBo2bAi9Xo9du3Zh2bJl2Lp1Kw4dOoSgoCCn+82cORMfffRRqfXLobglWlivxt3zAFjcsjSEP/0mom/dtrdnjn0Kbz3VR8YeERFRRSKJKloUaOXKlRg+fDjGjh2Lr776yuk2BoPB4bH/lJQU1K5dG8nJydBqtU73KSqDwYDPJ04CfL2hU6ngodTgkci26NChA4tbulDDf72NS3E37e1powbhgxEDZewRERGVFykpKfD19b3v7/cqG5oAIDw8HEajETdu3CjU9oX9oRbVujHPYnDALWSY3HG9zQdo8FQ7lx2bgKbD/oPzsfH2NgMTERHlVNjf71Xi9lx+6tati6ioKFn7YDAYoAxWY46mFXQmLbyu7kPrnXpERkZypMkFmo94xyEwvfNsXwYmIiIqliozETw3IQQuXbqEWrVqydYHe0VwZT17RfC0DD0rgrtIy5Hv4Gx0nL09Ycjj+O+Lz8jYIyIiqsgqfWi6efOm0+ULFizA9evXMWDAgDLuUTZbRXB3GDA4aC3erDsbgwcPZkVwF4gY8x5OX3MMTP8bV37qdBERUcVT6W/PzZw5E9u3b0e/fv0QFhaG9PR07N69Gxs2bEDDhg0xdepU2fpmqwheM+M8WvicQUKqFvVq1WNF8BJ66IX3ceJSjL09blAPBiYiIiqxSh+aHn30UZw/fx6rVq1CUlISJElC/fr18d5772HixInw9fWVpV85K4J7ZVhvw1WHEklnoxEWwYrgxdXu5Q9x7J9oe/ul/t2w4PXhMvaIiIgqi0ofmgYMGCDrLbj82CqC63Q6mNyswU0lmaFwU7EieDFFvjoNh85dsbfH9OmCLyeMlrFHRERUmVT6OU3lma0i+BWPejid0gI6sxcuJ8awIngxdH5tOg6cuWhvP9ejPZb8Z4yMPSIiosqm0o80lWcOFcEThlgXJuwHwIrgRdF1/CfYd+qCvf1cj/ZY+d4rMvaIiIgqI440yUij0WDEiBGodicZPiYTAMDLwxOdO3fGiBEjWKepELq/NRN7Tpyzt4d0foSBiYiISgVDUzkjSRKqcJH2Iun7n//DjmNn7e0nI1tj7bTXZewRERFVZgxNMrIVt7xb3Rc6lfVOaao+jcUtC2HApNnYdPikvd2/XSv8PONNGXtERESVHUOTjOzFLYURg4PWYnytxejfsz+LW97HwPfmYsOfJ+ztPm0ewG//nSBfh4iIqEpgaJKRrbhlR8XfaOFzBlrPRLRu3xq9e/cGABw/flzG3pVPQ6fMxy9Rx+ztxx9uiY2zJsrYIyIiqioYmmSSs7hlLWWidaHCAgAIC3MsbklWw2Z8gZ/2HrG3u7Rqii3/+4+MPSIioqqEoUkmtuKWAHAgLQQAEJ/mBQAsbunEqP8uxqptB+3tTi0bY/e8d2XsERERVTUMTTKyFbeMcWuG0yktoDH74fTp0yxumcvYWUuxfMt+e7tD84bYu+B9GXtERERVEYtbyshpcct16wCwuKXNy7O/wdJNe+zttk3rIerzKTL2iIiIqiqONMnIVtyyTvp1+KhSAFhvybG4pdXLs7/Bog277O3WjcLw55cfydgjIiKqyhiaygFjpjtgcrO3OfkbeHvhKofA1KpBHRz9arqMPSIioqqOoUlGtuKWCdoA6OABwPrEXFUvbvn2wlWY/dMf9naLusE4vnSGjD0iIiJiaJKVrbil0mTG4KREvBRzE4MHD67SxS0nLf7eITA1CwvGqeWfytgjIiIiK4YmGdmKW9a+m4gWbteg9bqFFi1aVNnilh9+vRafrtlobzepHYQzKxiYiIiofODTczLJWdyyne9loMU2aNJ8AeQtblkVajV9vOJnTFv5m73dILgmzq2cJWOPiIiIHHGkSSY5i1smadTWZRo9gKpX3PK/qzdgyrL19na94EBc/O5/MvaIiIgoL4YmGdmKW+4XD+B0SgvoLB5VrrjlnB83YfKSH+3tsBr+uPzdHBl7RERE5Bxvz8nIaXHLa1WnuOXn67diwhdr7O06gdVx7cd58nWIiIioABxpkpGtuGVQFSxuuWTDToybv9LeDvb3Q/Taz2TsERERUcE40iQzjUaDxoYb6PLgUphS/KB68a7cXSp1SzbsxAuzl9nbQf5+uLFugYw9IiIiuj+GJpkZDAZcdQ/F0StvQWfSwmfOHLRq1QqRkZGVcqRpxZY9DoGpZjUt4hiYiIioAuDtORnZKoJHu4dAZ9ICqNwVwb/ffgAj/7vU3g7UeiPh589l7BEREVHhMTTJKHdF8BdjblXaiuDfbz+AZ6d/aW/7a71x67cvC9iDiIiofGFokpGtInhwUjJapOvhbbZUyorgP+897BCYqvl4IYmBiYiIKhjOaZJJzorgfsY0wOcOJKP1pb2VqSL45oMnMGhK9pwlP29P3NmwSMYeERERFQ9Dk0xsFcF1Oh2q19IBLX6FR6ofgMpTEXzzwRPoM3m2va319MDd3xfL2CMiIqLi4+05Gdkqgh9S18fplBZIVUqVpiL4zqOnHQKTj4c7kjd9JWOPiIiISoYjTTJyWhE8tuJXBN959DQem/Cpve3trkHK5iUy9oiIiKjkONIkI1tF8FDTpUpTEfzAqQsOgcnTXQ3dlqUF7EFERFQxMDSVA+ZMT4e2EEKmnpTMsfNXEfnadHvbQ+2GtC1fy9gjIiIi12FokpGtuGW8R3CFL2557PxVPPTSFHvb3c0N+q3fyNgjIiIi12JokpGtuKWbJRODg9bijZpLKmRxy9yBSeOmQvo2BiYiIqpcGJpkZCtuGXbvFlrcVsA9vk6FK255PjomT2DK2LasgD2IiIgqJj49J5OcxS2VySog7WFkmjRwR8Upbnk+OgZNR7xnb6tVSgYmIiKqtDjSJBNbcUsA0HuoHdZVhOKWMdeTHAKTm0oBw/bl8nWIiIiolDE0ychW3DI+UIvTvhLSPPUVorhlzPUkhD33pr2tUipg3L5Cxh4RERGVPt6ek5FDcUttHUALYF35Lm7pLDBl7mBgIiKiyo8jTTKyFbdsjQsVorhlUlKuwKRgYCIioqqDI00y02g0eNjtHPqHr4HZpIBymFnuLjmVlJSEwCHZgUkpScjcycBERERVB0OTzAwGAzanN8e9K49CZ9LCZ84ctGrVCpGRkeVmpCl3YFJIEky7vpWxR0RERGWPt+dkZKsIHqtqWG4rgucOTJIEmBmYiIioCmJoklF2RXBTuawIrtfr8wQmy66VMvaIiIhIPgxNMrJVBG+gi0MLnzPwUerLTUVwvV4Prz4v2tsSGJiIiKhq45wmmeSsCO6mAxDbFJkZ3lBC/orgTgPTbgYmIiKq2hiaZGKrCK7T6ZBoqQH80w7GrNeoyFkRnIGJiIjIOd6ek5GtIvitYDVOe3giVamQtSJ47sAEMDARERHZcKRJRg4VwQMCrQtlqgjuLDAJBiYiIiI7jjTJyFYRvHl6gqwVwRmYiIiI7o8jTTLTaDRobYrBkHqbYErxg+rFu2V6fgYmIiKiwmFokpnBYMBRTQh+ufKWLBXBGZiIiIgKh7fnZGSrCH5WHSJLRXCp6zCHNgMTERFR/hiaZGSrCK40WyuCvxS4rMwqgjMwERERFQ1Dk4xsFcEbpVorgge4pZRJRXAGJiIioqJjaJJJzorgvplpDutyVwR3JQYmIiKi4mFokomtIjgAJMIfuNEQppvhAEqvIjgDExERUfExNMnIVhH8ml8gTkf3xO2r7UqtIjgDExERUcmw5ICMyqoiOAMTERFRyXGkSUa2iuABtwzwMWcCcH1FcAYmIiIi12BoKgcCfe4CmnR721WTv3MHprRNi11yXCIioqqIoUlGtuKW5zxquby4pbPA5OnpWZLuEhERVWkMTTKyFbfUWDIxOGgt3qi5xCXFLRmYiIiIXI+hSUa24pYhqdFo4XMGGUgrcXFLBiYiIqLSwdAkk5zFLZFuncPkDuvE7+IWt1QwMBEREZUahiaZ5CxumaH2ApB9MYpT3FLRdRhyxisGJiIiItdiaJKRrbjlTW0NnE5pgVSzZ7GKWzIwERERlT4Wt5SRQ3HLhCHWhUUsbqnoxsBERERUFjjSJCNbcUspXkBttN6GK0pxS2W34cg55Snxp7kMTERERKWEI00y02g0UMYLtLnpi9vChKd+eatQ+ym7DYclR2JK/GkuAgICSqubREREVR5HmmRmMBhgDpJwuFkyzkWkYs6cOdi5c2eBhS1VDExERERljqFJRraK4CJIglFtDUH3qwju9ugImBmYiIiIyhxDk4xsFcHdTAKDkxIxNuZWgRXB3R4bAZPFYm9Hr2JgIiIiKisMTTKyVQRvmJCJFul6eJst+VYEd3tsBExmx8BUJ5SBiYiIqKxwIrhMclYEj7tnwGtGC7RSJmYgb0VwTY+RDExEREQyY2iSia0iuE6nwz1PL3Q1hSJZmAE4VgR37zEKmabswHRuxQwGJiIiIhnw9pyMbBXBRW0FMv0y4a6CQ0XwzWdiYTSZ7dufWzEDTcLqyNFVIiKiKo8jTTLKWRH8Ql09AOBiVkXwhFQD9l67bd/26KJpDExEREQyqjIjTWvWrMFDDz0EDw8PBAQE4Nlnn7XfBpOLrSK48YbkUBE8KvYevjl2HUaztbTA0UXT0LpJuJxdJSIiqvKqxEjTwoUL8dprryEyMhJz585FUlIS5s2bh7179+LIkSMIDg6WrW8ajQbGOCXaJHrjtjBjZPpppBsy7eujFrzPwERERFQOVPrQdPv2bUyePBmtW7fG7t27oVJZP3KvXr3Qpk0bTJkyBUuXLpW5l1YSpDyBqUPLxjL2iIiIiGwq/e25X3/9FampqXj99dftgQkAHn74YXTu3Bk//vgjjEajjD10bsfsdxiYiIiIypFKH5oOHz4MAOjQoUOedR06dIBOp8P58+ed7mswGJCSkuLwVRo0koQ0IWB7Tm7H7Hfw6EMtSuVcREREVDyVPjTduHEDABAaGppnnW3Z9evXne47c+ZM+Pr62r9q165dKn38MzMNf4hM/GHOwKaZExiYiIiIyqFKH5r0euuj/BqNJs86d3d3h21ymzx5MpKTk+1fsbGxpdLH7VtmYItXPJ56tzd6t29VKucgIiKikqn0E8E9PT0BWG+1eXh4OKxLT0932CY3jUbjNGyVhsvfzSmT8xAREVHxVPqRppCQEADOb8EVdOuOiIiIKKdKH5oeeeQRAMCBAwfyrDtw4AC8vb3RpEmTsu4WERERVTCVPjQ98cQT8PT0xPz582EymezL//rrL+zduxdPPfUU1Gq1jD0kIiKiiqDSz2kKCAjAJ598gvHjx6Nr164YNmwYkpKSMHfuXNSsWRPTpk2Tu4tERERUAVT60AQAb7zxBgICAjB79myMHz8enp6e6NGjB2bOnGmf80RERERUEEkIIeTuREWRkpICX19fJCcnQ6vVyt0dIiIicoHC/n6v9HOaiIiIiFyBoYmIiIioEBiaiIiIiAqBoYmIiIioEBiaiIiIiAqBoYmIiIioEBiaiIiIiAqBoYmIiIioEBiaiIiIiAqBoYmIiIioEBiaiIiIiAqBoYmIiIioEBiaiIiIiApBJXcHKhIhBADr25CJiIiocrD9Xrf9ns8PQ1MR6HQ6AEDt2rVl7gkRERG5mk6ng6+vb77rJXG/WEV2FosFcXFx8PHxgSRJLj12SkoKateujdjYWGi1WpcemwqH10B+vAby4s9ffrwG8hBCQKfTITg4GApF/jOXONJUBAqFAqGhoaV6Dq1Wy78oMuM1kB+vgbz485cfr0HZK2iEyYYTwYmIiIgKgaGJiIiIqBAYmsoJjUaDDz/8EBqNRu6uVFm8BvLjNZAXf/7y4zUo3zgRnIiIiKgQONJEREREVAgMTURERESFwNBEREREVAgMTURERESFwNBEREREVAgMTaVszZo1eOihh+Dh4YGAgAA8++yziI6OLvT+R48eRa9eveDr6wsfHx907doVe/fuLcUeVz7FvQZ3797FZ599hp49e6J27drw8PBA48aN8cILLyA2NrYMel45lPTvQE5PPfUUJElCkyZNXNzLyq2k18BsNmPRokVo27YtfHx84O3tjZYtW+Ljjz8uxV5XLiW5BkIIrFy5Eu3bt4e/vz+0Wi1atmyJTz75BKmpqaXcc3IgqNQsWLBAABCRkZHiyy+/FB9//LHw9/cXwcHB4saNG/fd//Dhw8LDw0OEhYWJ//u//xPz588XLVq0ECqVSmzbtq0MPkHFV5JrsHnzZqFQKET37t3FzJkzxZIlS8T48eOFh4eH8PX1FWfOnCmjT1FxlfTvQE6///67UCgUwsPDQzRu3LiUelz5lPQaGI1G0a9fP6FSqcRzzz0nvvzyS7F48WIxefJkMWbMmDL4BBVfSa/BpEmTBADx6KOPigULFogvvvhCDBw4UAAQnTt3LoNPQDYMTaUkKSlJeHt7i9atW4vMzEz78iNHjghJksTzzz9/32O0a9dOeHl5iejoaPuye/fuiZCQENGwYUNhsVhKpe+VRUmvwdWrV8XFixfzLN+2bZsAIIYMGeLyPlcmrvg7YKPT6USdOnXEuHHjRFhYGENTIbniGkyZMkUoFAqxZcuW0uxqpVXSa5CZmSk8PT1F69athdlsdlj3xBNPCADi3LlzpdJ3youhqZR8/fXXAoBYvnx5nnVdunQRPj4+wmAw5Lv/5cuXBQAxcuTIPOs+/PBDAUAcPHjQpX2ubEp6DQpSvXp1/uK+D1f+/N944w0RFBQkkpOTGZqKoKTXIDU1VWi1WvHEE08IIYSwWCwiJSWltLpbKZX0Guj1eiFJkujTp0+edS+//LIA4PAPaypdnNNUSg4fPgwA6NChQ551HTp0gE6nw/nz54u9f85tyLmSXoP8JCcnQ6fToUaNGiXuY2Xmqp//kSNHsGDBAsydO5dvfS+ikl6D/fv3IyUlBW3atMHbb78NPz8/aLVaVK9eHa+99hr0en2p9b2yKOk18PDwQIcOHbBlyxbMmjULly5dwrVr17BkyRIsW7YMY8aMQZ06dUqt/+SIoamU3LhxAwAQGhqaZ51t2fXr10ttfyq9n+H06dORmZmJESNGlKyDlZwrfv4mkwljx45F9+7d8fTTT7u+k5VcSa+B7Zf5vHnzsHr1akyfPh0//fQT+vbti4ULF2LAgAEQfBNXgVzx9+C7775D586d8c4776Bhw4YIDw/HSy+9hHfffRdLlixxfacpXyq5O1BZ2f4F5uyli+7u7g7blMb+VDo/wx9//BGzZ89Gjx49MGrUqJJ3shJzxc9/9uzZuHDhAtatW+f6DlYBJb0GOp0OAHDnzh2cPHkSzZo1AwAMHjwYALBq1Sps3boVjz/+uEv7XZm44u+Bp6cnGjdujDp16qBXr15QKBT45ZdfMGXKFJjNZkydOtXl/SbnONJUSjw9PQEABoMhz7r09HSHbUpjf3L9z3DTpk0YNmwYIiIisHbtWigU/OtTkJL+/C9fvoyPPvoI7777LurXr186nazkSnoNPDw8AABt27a1Byab0aNHAwB27drlkr5WViW9Bnq9Hh06dEBycjJWrFiBZ599Fk8//TTWrFmDUaNGYdq0aThx4kSp9J3y4v/1S0lISAgA58OuBQ3Xump/cu3PcMuWLRg0aBCaNGmCrVu3wtfX13UdraRK+vOfMGECqlWrhqeffhrXrl2zf5lMJmRmZuLatWu4efNm6XS+kijpNbCtCwoKyrPOtuzOnTsl7mdlVtJr8NNPP+HixYsYOnRonnVPP/00hBDYs2ePi3pL98PQVEoeeeQRAMCBAwfyrDtw4AC8vb0LLNB3v/1zbkPOlfQa2Pzxxx8YOHAgGjVqhB07dsDf39/lfa2MSvrzv3btGuLi4tC4cWOEh4fbv27cuIErV64gPDyc88ruo6TXoG3btgDgtJhrTEwMAKBmzZqu6GqlVdJrYAtWmZmZedbZlplMJld0lQpD7sf3KqvExER7bQ1ntTlGjx5tXxYXFyfOnTsn0tLSHI7Rpk0b4eXlJWJiYuzLkpOTRWhoqKhfvz7rNN2HK67BH3/8Idzd3UXLli1FYmJimfW9Mijpz3/nzp3i559/zvMVGBgoQkJCxM8//ywOHDhQpp+ponHF34HOnTsLSZIcSpxYLBYxYMAAAYDX4D5Keg1++eUXAUD07t07z7FtBS737t1buh+C7BiaStG8efPsVWAXLVokpk+fLvz9/UWtWrXE9evX7duNGDFCABC7du1y2P/PP/8U7u7uIiwsTMyePVssWLBAtGjRQiiVSvHHH3+U8aepmEpyDY4cOSLc3d2FRqMRc+fOFStXrszzRQUr6d8BZ1inqWhKeg3+/vtv4ePjI7RarXjvvffEwoULRc+ePQUAh1/4lL+SXAOTySTatGkjAIhOnTqJuXPninnz5omuXbsKAKJfv34yfKKqi6GplK1atUpEREQId3d3Ub16dfH000+LK1euOGxT0C+Mw4cPix49eggfHx/h6ekpOnfuXKhfLJStuNdg2bJlAkCBX3R/Jf07kBtDU9GV9BqcPn1aDBw4UFSrVk2o1WrRrFkzMXfu3DwVqil/JbkGaWlp4tNPPxWtWrUSvr6+QqPRiObNm4sZM2YUu0AvFY8kBItsEBEREd0PJ4ITERERFQJDExEREVEhMDQRERERFQJDExEREVEhMDQRERERFQJDExEREVEhMDQRERERFQJDExEREVEhMDQRERERFQJDExEREVEhMDQRERERFQJDExER5bF161Y89NBDcHd3R0hICN5//32YzWa5u0UkK4YmIiJycPz4cfTr1w+dO3fG8ePHMX/+fCxcuBDvvfee3F0jkhVDE1EVIkmSw5dCoYCfnx86deqEpUuXQgghdxcrrd27d+f5+d+7d8/l52nYsCHq169fomP873//Q8uWLTF37lw0bdoUgwcPxrRp0zB//nykpqY6bOvn5+fwmZYvX16icxOVZyq5O0BEZW/EiBEAALPZjMuXLyMqKgr79+/Hjh07sGbNGpl7V7nVr18fHTt2BACo1WqXHvv8+fO4dOkSxo8fX6LjREVFYdiwYQ7L+vbtizfeeANHjx5Fly5d7Mv/9a9/Qa/X48SJE/j7779LdF6i8o6hiagKyj0asG3bNvTp0wfff/89/v3vf6Nfv37ydKwK6NixY6mNxvz2228AgP79+5foOPHx8QgKCnJYVqtWLQBAXFycw/IvvvgCADB16lSGJqr0eHuOiNCjRw/7yMIvv/wib2eo2DZs2ABfX1906tTJ5ceWJMnhv0RVEUMTEQEAIiIiAACxsbEAgGvXrkGSJHTt2hUpKSmYMGECwsPD4ebmluf2z7Vr1/Diiy+ibt260Gg0CAwMxJAhQ3Dy5Mk85zl37hyGDRuG+vXrw93dHYGBgWjVqhXGjx+P+Pj4Ym1rmy80cuRIp59t5MiRkCQJu3fvduhzaXy+kkhISIAkSejQoQNOnTqFZ555BsHBwVCr1QgLC8PHH38Mi8XidN+kpCQcPHgQvXv3hpubW4mOGRQUlOda2Nq5R6CIqhLeniMiAIBOpwMAaDQah+Xp6eno0qULoqOj0aVLF7Ru3RrVqlWzr9+/fz/69u2LlJQUNG/eHAMGDMCNGzewfv16bNq0CRs3bkS3bt0AAMeOHUPHjh2RkZGBNm3aoE2bNtDpdLhy5Qo+++wzPPnkk/ZfykXZtiRc+flK6tixY/Y+tW3bFj4+PujcuTMSExOxd+9eTJkyBW5ubpg0aVKefTdt2gSz2Zzn1lxxjhkZGYnNmzfj448/dji+h4cHHnroIZd8VqIKSRBRlQFAOPtrb7FYRPv27QUA8d577wkhhLh69ap9+/bt24u7d+/m2S85OVnUqlVLuLm5ibVr1zqs27Ztm1Cr1SIkJEQYDAYhhBAjRowQAMS6devyHOvs2bMiLi7O3i7Ktrt27RIAxIgRI5x+btuxdu3aZV9WGp+vIPfroxBCTJ8+3d6n559/XmRkZNjX/fjjjwKA8PPzc3q+wYMHC5VKJe7cuVPiYx49elS4ubmJt956S5w9e1asW7dO+Pn5iXfeeSffvn/44YcCgFi2bNl9fxZEFRVvzxFVYWazGRcvXsTo0aNx8OBBaDQajBo1Ks928+fPh5+fX57l33zzDRISEvD2229jyJAhDuu6d++OV155BTdu3MDvv/8OALh16xYA4NFHH81zrKZNmzqMHBVl25Jy1ecrqePHjwOwfuYlS5Y4jPoNHToUzZs3x71793Dt2jWH/YxGI7Zu3YrIyEiHUbLiHrN169bYsGEDdu3ahVatWmHcuHF45ZVXMGPGDJd8TqKKiqGJqAqy1dRRqVRo1KgRli9fDh8fH6xZsyZPjZ+goCA8/PDDTo+zbds2AMCTTz7pdL3t0fojR44AgP3WzvDhw3H48OF85+cUdduScOXnKylbwJkxY4bTCdcNGjQAkB0obXbt2gWdTocBAwa47JiPP/44jh07BoPBgLi4OMyYMQNKpbIYn4qo8uCcJqIqyFanSaFQQKvVomXLlhg0aFCeUQoAqFOnTr7HsY1OtG3btsDzJSUlAQAmTpyI/fv3Y8OGDfYnvdq2bYt+/fph5MiR8PHxse9TlG1LwpWfrySSk5Nx9epV1K5dG+3atXO6ja2wpL+/v8PyDRs2AMhbaqAkxySivBiaiKqgotQJcnd3z3ed7V1kQ4cOhaenZ77b2UKHVqvFzp07ERUVhQ0bNmD37t3YsWMHtm7dipkzZ2Lfvn32ka6ibHs/BY1SufLzlcSJEycghEDr1q2drrdYLDh27Bi8vb3zfO4NGzagcePGaNiwocuOSUR5MTQRUbGFhobiwoULeP/99/HAAw8Uah9JktCxY0f7ra3ExES88cYbWLNmDd5991388MMPRd7WVlk79ys+bGxlFMri8xWX7TaaVqt1uv6PP/7A3bt3MWTIEIdK4n///TdiYmLw9ttvu+yYROQc5zQRUbF1794dQMkKYgYGBmLq1KkAgFOnThVrW9uk8H/++SfPPrdv37Y/dl9Urvh8hWULOFevXs2zzmw248MPPwRgvW2Zk60KeEHzmYp6TCJyjqGJiIrtxRdfRGBgID755BMsW7Yszwt/09LS8O233+L69esAgEWLFjn9Bb5582YAjvOLirJteHg46tSpg1OnTuHXX391OP/YsWORkpJSJp+vJGwBJyoqCjt27LAvz8jIwKhRo3DkyBG89NJLaNOmjcN+GzZsQPXq1dGhQweXHZOI8iFvxQMiKkvIp06TM7Y6Rl26dClwu/3794vq1asLACIsLEz07dtXDBo0SDz88MPCy8tLABDHjx8XQgjx4IMPCgCiWbNmYvDgweLpp58WrVq1EgCEh4eHOHDggP24RdlWCCG++eYbAUAolUrRrVs30b9/f1GzZk3RsGFDMWDAgHzrNLny8xWkoDpNGRkZQqVSibp164onnnhCqFQq8dhjj4nBgweLwMBAAUD07NnTocaSEELExcUJSZLEc88957JjFhfrNFFVwJEmIiqRyMhInDp1ChMmTICHhwd27tyJrVu3IiUlBf369cMPP/yAZs2aAQA+/vhjjB49GpIkYceOHdiwYQP0ej1eeOEFnDx5Eu3bt7cftyjbAsCoUaOwbNkyNG3aFFFRUTh8+DD69++PgwcPOn0qsDQ+X3GdOnUKJpMJERERWLVqFUaPHo1Tp07h999/R0hICBYuXIiNGzfmqdb++++/Qwjh9AW9xT0mERVA7tRGRFQVFDTS9NVXXwkA4uOPPy7SMfv16yfc3NxEcnKyy45ZXBxpoqqAT88REZWh/fv3218s/MUXX8DT09M+98j20uTC6tSpE/r16+f06bjiHrOoXnnlFej1epw4caJUz0NUHjA0ERGVocuXL+Py5csAgHnz5jmEpvzqKeXnP//5T77rinvMovruu++QnJxcqucgKi8kIXI9DkJERGXGYrHAx8cHPj4+SEhIKLfHJCKGJiIiIqJC4dNzRERERIXA0ERERERUCAxNRERERIXA0ERERERUCAxNRERERIXA0ERERERUCAxNRERERIXA0ERERERUCAxNRERERIXA0ERERERUCAxNRERERIXw/zol8pynGz49AAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_iso = pgm.model_iso(isotherm, model='guess', verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More advanced settings can also be specified, such as the parameters for the\n", "fitting routine or the initial parameter guess. For in-depth examples and\n", "discussion check the [manual](../manual/modelling.rst) and the associated\n", "[examples](../examples/modelling.rst).\n", "\n", "To print the model parameters use the same print method as before." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Material: Carbon X1\n", "Adsorbate: nitrogen\n", "Temperature: 77.355K\n", "Units: \n", "\tUptake in: mmol/g\n", "\tRelative pressure\n", "Other properties: \n", "\tplot_fit: False\n", "\tmaterial_batch: X1\n", "\tiso_type: physisorption\n", "\tuser: PI\n", "\tinstrument: homemade1\n", "\tactivation_temperature: 150.0\n", "\tlab: local\n", "\ttreatment: acid activated\n", "JensenSeaton isotherm model.\n", "RMSE = 0.02527\n", "Model parameters:\n", "\tK = 5.516e+08\n", "\ta = 16.73\n", "\tb = 0.3403\n", "\tc = 0.1807\n", "Model applicable range:\n", "\tPressure range: 1.86e-07 - 0.946\n", "\tLoading range: 0.51 - 21.6\n", "\n" ] }, { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Prints isotherm parameters and model info\n", "model_iso.print_info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate the loading at any pressure using the internal model by using the ``loading_at`` function." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
17.46787643653736\n",
       "
\n" ], "text/plain": [ "\u001b[1;36m17.46787643653736\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Returns the loading at 1 bar calculated with the model\n", "model_iso.loading_at(1.0)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
array([12.09708239, 14.86182185, 17.46787644])\n",
       "
\n" ], "text/plain": [ "\u001b[1;35marray\u001b[0m\u001b[1m(\u001b[0m\u001b[1m[\u001b[0m\u001b[1;36m12.09708239\u001b[0m, \u001b[1;36m14.86182185\u001b[0m, \u001b[1;36m17.46787644\u001b[0m\u001b[1m]\u001b[0m\u001b[1m)\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Returns the loading for three points in the 0-1 bar range\n", "pressure = [0.1,0.5,1]\n", "model_iso.loading_at(pressure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting\n", "\n", "pyGAPS makes graphing both PointIsotherm and ModelIsotherm objects easy to facilitate\n", "visual observations, inclusion in publications and consistency. Plotting an isotherm is\n", "as simple as:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pygaps.graphing as pgg\n", "\n", "pgg.plot_iso(\n", " [isotherm, model_iso], # Two isotherms\n", " branch='ads', # Plot only the adsorption branch\n", " lgd_keys=['material', 'adsorbate', 'type'], # Text in the legend, as taken from the isotherms\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a more involved plot, where we create the figure beforehand, and specify\n", "many more customisation options." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "pgg.plot_iso(\n", " [isotherm, model_iso],\n", " ax=ax1,\n", " branch='all',\n", " pressure_mode=\"relative%\",\n", " x_range=(None, 80),\n", " color=[\"r\", \"k\"],\n", " lgd_keys=['adsorbate', 'branch', 'type'],\n", ")\n", "\n", "model_iso.plot(\n", " ax=ax2,\n", " x_points=isotherm.pressure(),\n", " loading_unit=\"mol\",\n", " y1_range=(None, 0.023),\n", " marker=\"s\",\n", " color=\"k\",\n", " y1_line_style={\n", " \"linestyle\": \"--\",\n", " \"markersize\": 3\n", " },\n", " logx=True,\n", " lgd_pos=\"upper left\",\n", " lgd_keys=['material', 'key', 'type'],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many settings can be specified to change the look and feel of the graphs. More\n", "explanations can be found in the [manual](../manual/plotting.rst) and in the\n", "[examples](../examples/plotting.ipynb) section." ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "sci", "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": "3.9.13" }, "vscode": { "interpreter": { "hash": "bb92cfc77ebe3751b7fb3df8620ceb006227daaf69256df93b17635e0b7c66c1" } } }, "nbformat": 4, "nbformat_minor": 2 }