{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grouping data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A single pandas DataFrame can often be decomposed into smaller subsets of data that need to be visualized. fivecentplots contains multiple grouping levels to expose unique subsets of data:\n", "\n", "\n", "It is also possible to filter data inline sets via the keyword filter. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df2 = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `legend` keyword can be a single DataFrame column name or a list of column names. The data set will then be grouped according to each unique value of the `legend` column and a separate plot for each value will be added to the figure. A different color and marker type will be used to display each value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single legend column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our sample data set, we have repeats of the same current vs. voltage measurement at three different \"Die\" locations. By setting the `legend` keyword equal to the name of the DataFrame column containing the \"Die\" value, we can distinctly visualize the measurement for each site." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple legend columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots also supports legending by multiple DataFrame columns. When a list of column names is passed to the `legend` keyword, a dummy column is created in the DataFrame that concatenates the values from each column listed in `legend`. This new column is used for legending." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], \\\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x & y values " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When plotting more than one DataFrame column on the y axis without a specific grouping column, a legend is also enabled to improve visualization of the data. The legend can be disabled by setting `legend=False`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I [A]', 'Voltage'], lines=False, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary x|y plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Three options are available for legending are available for plots with a secondary axis: (1) no legend; (2) legend based on the values of the primary/secondary axes; or (3) legend based on another column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### No legend" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Axis legend" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend=True,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Legend by another column" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, fivecentplots places the legend in the upper right corner of a figure, outside of the plot axes as this is the only way to be certain the legend will never obscure the actual data. However, the legend can be placed inside the axes area by specifying the keyword `legend_location` with one of the following values (which align roughly `matplotlib` syntax):\n", "\n", "* 'outside' or 0\n", "\n", "* 'upper right' or 1\n", " \n", "* 'upper left' or 2\n", "\n", "* 'lower left' or 3\n", "\n", "* 'lower right' or 4\n", "\n", "* 'right' or 5\n", "\n", "* 'center left' or 6\n", "\n", "* 'center right' or 7\n", "\n", "* 'lower center' or 8\n", "\n", "* 'upper center' or 9\n", "\n", "* 'center' or 10\n", "\n", "Note this feature is not currently supported with the `bokeh` plotting engine" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Relocating the legend is straightforward when dealing with a single plot axes, but the ideal situation is a bit murky when dealing with grid plots with legends (see below). By default, the legend will be placed in each subplot window. However, if the keyword `nleg` is included and set equal to 1, the legend will appear in the new location but only within the upper right subplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `groups` keyword requires a column name or list of column names from the DataFrame. These columns are used to identify subsets in the data and make sure they are properly visualize in the plot. Unlike `legend`, group values are not added to a legend on the plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### xy plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some data sets contain multiple sets of similar data. Consider the following example where we plot all the data together and connect the points with lines. Notice how the line loops from the end of the data back to the begining for each \"group\" of the data. This occurs because we have provided no information about how to segment the data set." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Temperature [C]', \\\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To handle cases like this, we can add the keyword `groups` and specify another DataFrame column name that indicates how the data are grouped (in this case by \"Die\"). Now we get distinct lines for each instance of the measurement data. The `groups` keyword can still be combined with a legend from a different DataFrame column." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups='Die', legend='Temperature [C]', \\\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`groups` also supports multiple column names. Here is the above plot without legending by \"Temperature [C]\":" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups=['Die', 'Temperature [C]'], \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like x-y plots, the `groups` keyword is used to break the data set into subsets. However, for boxplots the group column names and values are actually displayed along the x-axis:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_box = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## row | col subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see a larger subset of the main DataFrame, we can make a grid of subplots based on the unique values within DataFrame columns other than the primary x and y columns we are using. In this case, we remove the \"Temperature [C]\" and \"Boost Level\" columns from the filter keyword and add them to the row and column commands, respectively. This gives a grid of plots where each plot represents the intersection of a unique Boost Level and Temperature." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x or y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can use row vs column grids to compare different `x` or `y` values. For example, we can plot two y-columns (one per row) by adding the keyword `\"y\"` to the `row` parameter. Each column in this plot shares the same x-axis variable." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], legend='Die', col='Boost Level', row='y', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', \n", " label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot with common `row` values and different x-axes by setting `col='x'`:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', row='Boost Level', col='x', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## wrap subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a plot similar to the row/column plot above using the `wrap` keyword. The key differences are that spacing and ticks between subplots is removed by default (can be changed via keywords), axis sharing is forced (cannot override), and the row/column value labels are condensed to a single label above each subplot. To do this, remove the `row` and `column` keywords from the previous function call and pass the \"Temperature [C]\" and \"Boost Level\" column names as a list to the `wrap` keyword." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2UAAAJkCAYAAACRXYlCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xd4VGXaBvB7ZtJ7JRUIoQYSEiATCL1GXaoUUYqytkVYG64EcfFDZFFBUAQL6qqIoHxKWZoaejFCggFCCkkgpBFaCumZlJnvj9mcb04KzCQzmUly/64rFzOnPifJS84z73ueV6JSqVQgIiIiIiIio5AaOwAiIiIiIqKOjEkZERERERGRETEpIyIiIiIiMiImZUREREREREbEpIyIiIiIiMiImJQREREREREZEZMyIiIiIiIiI2JSRkREREREZERmxg7AmPLz81FSUmLsMIiIiIioA7K3t4erq6uxwyAT0GGTsvz8fCxbtgzV1dXGDoWIiIiIOiBzc3O89957TMyo4w5fLCkpYUJGREREREZTXV3NUVsEoAMnZURERERERKaASRkREREREZERMSkjImomqZT/hZJxSSQSY4dARER60GELfRC1ddOmTcO0adN02ucf//gH8vLyDBRRxxIYGIjZs2djxYoVxg5FZxs2bICLi4to2S+//IKdO3eKlllZWWHMmDEICQmBl5cXbGxsUF5ejpycHJw/fx6nT58WPZs7ffp0TJkyRXSM27dvIzIy0nAX04jly5ejV69eja6rqalBZWUl7ty5g5iYGBw+fBi1tbWtGp8+dOvWDfPmzcPmzZtRWFj4wO01fzaJiYlYt26doUM0mOeffx5Dhw4FAOzatQv79+83ckRERC3HpIyISAdWVlb429/+hgEDBrTJm3ltBQQE4IUXXoCDg4NouYODA/r27Yu+fftiwoQJ2LhxI27dumWkKHVnZmYGOzs72NnZwd/fH3379sWHH34IlUpl7NC09uyzz2Lo0KHsqSUiakeYlBG1UampqTh48KBo2ZAhQ4SyuqmpqUhLSxOtLy8vb7X42isHBwcMGDDA2GHohVKpxC+//AIASElJEZb36tULr732GszM1H8iSktLER8fj7KyMnTu3Bl9+vQBAHh5eeGVV17B22+/jYqKCqSkpAi/kxMnTmzlq2lcSkoKrl69CkA91M/MzAxdunQRrqF///4YNmwYzpw5Y8wwtSaVSjF8+HBjh0FERHrGpIyojUpKSkJSUpJoWffu3YWkLCkpCXv37jVGaNRGqFQq/PTTT6Jl5ubmeOGFF4SELDExEZ988okooR8wYAAWL14MMzMzeHp6YuzYsTh48CASExORmJgIqVTaoqSsb9++WLp0KYCWD09LSEhodP+FCxdiyJAhANSJWVtJyoiIqH1iUkbUQdnY2OAvf/kLQkND4erqisrKSqSnpyMqKgqJiYmibTWfR/nqq6+QlZWFGTNmoFevXqitrcXFixfxww8/oKysDIMGDcLEiRPh4+ODiooKXLx4Ef/7v/8ruqnXPN7WrVuRlpaG6dOnC70Xqamp2LVrF7Kzs1sU98iRI/H0008DAPbt24f8/HxMmzYNdnZ2uHXrFlatWoXq6mp4enpiypQp6N27NxwdHQEARUVFSEtLw969e4XhefWfmZLJZPj2229RW1uLZ555BlKpFF9//bWw/tVXXxU979PUszDaximRSDB69GiMHDkS3t7eUCqVyM3NxZkzZ3DixAm9DMEbOnQonJ2dAQAVFRX49NNPG/SwXrhwASdPnsTIkSORnp4OhULR4vO2tqtXrwpJWVPFMnr06IFx48ahZ8+ecHR0RHl5Oa5du4bDhw8jOTm50X0sLS0xZswYhIWFwcPDA2ZmZrhz5w7+/PNPREVFNfheSiQSjBgxAsOGDYOPjw+sra1RVVWF27dvIzY2FlFRUcJze5q/J3U+/PBDAA1/1/TJw8MDU6ZMQb9+/WBra4vi4mIkJyfjwIEDoqGr77zzDjp37gwA+OKLLxAdHS06zpAhQ7Bw4UIA6u//6tWrhXV+fn6YNGkSevXqBWtraxQWFiI+Ph4HDhzAvXv3DHJdRESmhEkZUQfk4uKCpUuXwtPTU1hmbm6O4OBgBAcHY/fu3di3b1+j+wYEBOCpp56Cubm5sGz48OHw9fVFXFwcpk+fLiy3tLTE6NGj0aVLF7zzzjuNJg3du3fH448/DktLS2FZSEgIAgIC8NFHH4luflsSd0hICLp06SK8LysrExKyN998E/b29qLtXV1d4erqiuDgYKxatQo3b95s9Lj61lScUqkUL730EkJCQkTbd+/eHd27d8eAAQOwcePGFj/nFhwcLLy+cOECysrKGt3up59+wg8//ICampoWnc9YAgMDhddXrlxpsH7KlCmYNm2a6LktR0dHDBw4EAMHDmy0MEqnTp3w6quvwsvLS7S8c+fO6Ny5M4YPH44NGzYgNzdXWLdgwQKMGjVKtL21tTX8/Pzg5+eHXr16YePGjVAqlS263ubq27cvXnrpJVhZWQnLXF1dMXz4cMjlcmzatAkJCQkAgFOnTmHu3LkA1AlY/aSs7gMJADh9+rTwOjw8HM8884zQOwuov5fjx49HWFgYPvjgA2RlZRnk+oiITAWfEibqgJ5//nkhsSkqKsLx48cRGxsr3NBPnz4dAQEBje47bNgwKBQKHD9+XDR80s/PD9OnT0dRURGOHj2K1NRUYV1dQYXGDB8+HDKZDDExMTh16pSQBFhaWmLhwoWwsLDQS9xdunRBWVkZjh49ikuXLuHs2bMAgMcee0xIyLKysvDbb7/h1KlTQo+GtbU1Ro8eDUD9fNLx48eFYyqVShw8eBCHDh1q9JzN0VScU6ZMERKympoa/PHHHzh58qTw/erfv3+DyofN4efnJ7y+341wZWVlm0jIAgMDMWvWLOFr7ty5WLlypfC9TE9Px6lTp0T7yOVyTJ8+XUjIrl+/jqNHj4qeu3vkkUcwYcIE4b1MJsPixYuFhKyiogJ//PEHzpw5g5KSEgCAm5sblixZIiQ43t7eQkJWXV2NmJgY/Prrrzh37pzwvQ0ODhZ69LKzsxs8R3r06FEcPHgQFRUV+vmGabCzs8OiRYuEeLOzs3HkyBHh+1DXRuvaT3R0tNCr17dvX9EHHfb29sL/AQqFAufOnQOgfi7x6aefFhKya9eu4ciRI8jMzASgfoZz0aJFkMlker8+IiJTwp4yog6me/fuwjDB4uJivPXWWygqKgIADB48GC+88AIA9U1nY0O0qqursXr1amHY0urVq+Hr6wtAfSO6cuVKFBYWQiKRYM2aNcJNqpeXV4PhhXU2btyIy5cvAwAOHjyIVatWwdLSEo6OjggLC8OZM2daHDcAbNmyBfHx8aJl169fh1KphK2tLdavXy/cDKempuLZZ58FALi7uwNQP1919+5djBkzBkDjz2TpQ/04zc3NERERAUCdCG7YsEFIiA8ePIh33nkHlpaWGDduHA4cOCAqU68rzRvp0tLSZh9HF42V0q8zY8YMzJgxQ3h/8uRJfPPNN1ofu3fv3ujdu3ej6/Ly8rB58+YG369Zs2YJr48cOYLvv/9eeD9lyhShN/jRRx/FqVOnoFAoMHjwYHTt2hWAundz1apVuH37NgDAyckJK1asgKurK9zc3DBhwgTs379f+L0CgLNnz+Lf//638H7w4MGQy+XIzc1Ffn4+APXvamZmpuh5vQMHDhhs2OKoUaNgZ2cHQP2M6gcffCD02D311FMYM2YM7OzsMGLECBw6dAhlZWWIi4vD4MGDYWZmhsGDB+PIkSMA1D1ndYlXbGwsKisrAQARERFCr/vvv/+OL7/8EoB6WOerr76K/v37w9PTE4MGDUJMTIxBrpOIyBSwp4yog9Hssfrzzz+FxAYAzp07Jzwf1KdPn0ZLbl+7dk30HInmsL5Lly4JN4gqlQo3btwQ1mkOf9KUlpYmJGSAel6rut4hAOjZs6de4i4rK2uQkAHA/v37sXnzZrz//vuoqamBo6MjQkNDRRUWNXvrDK2xOP38/GBjYwNA/f3R7KG8c+eO0CtpZ2cn6ulqDs3vXXsvue7m5oZ//etfoiGbfn5+6NSpEwD1hwz1k+4DBw4ISZKNjY3QMxsWFiZsExUVJSRkAHDv3j1RsZFBgwYBUPc81fXyDhs2DMuWLcOkSZPQu3dvxMXFYfPmzdi9e7eoh641aba5kydPioZQahZG6devn/Bas9cxPDy80deaQxc1z3Hs2DHhtUqlwu+//97oOYiI2iP2lBF1MHXVGQFgzJgxQq9PfRYWFnB3dxfdXAJo8Km85hC2u3fvitZVVVUJr5sqptDYHFeaz9zUFd5oadx1N9KN6devH4YNG4ZevXrBzc2twfqmYteVNsdpLE7Na/fy8sK3337b5P7e3t4NpkLQRVlZmTA3ma2tbbOPowvNUvqA+nrrhuxplrQH1MMNdVG/eqOFhQXc3NwwefJkhIeHw9raGosXL0ZkZCQKCwvh4eEhbHv79u0GRUyUSiVycnKEn0ldAqe5X93QO02ay+r2KSgowPbt2zF37lzIZDL06dNH6A2urq5GYmIiDh8+3GQPs6Fp/t698MILQm90fd7e3sLrpKQk5OXlwc3NDd27d4e7uztkMhn8/f0BqL+nmkmm5iTm95uIXfMcRETtEZMyog5Gs/ejoqJClDjVp1l8o0797TWLdzRn2JxmwZA6mole3fFbGndTz9zMnTtXeDaotLQUZ8+eFZKAefPmaXEFTaufhGkWMmhKY3FqXnt1dfV955tr6bM32dnZQq9E3XC8xgwaNAjh4eH4888/cenSpRbNgVdXSr9O3759haSsqZL2zVVVVYXc3Fx88cUXCAgIgJOTEywsLBAeHo5Dhw41u1BKc5+vO3bsGBISEjB8+HAEBwejc+fOkEqlMDc3R0hICEJCQrBjxw5ERUU16/gtofl7V1pa2uT3RrPdq1QqnDlzBtOmTQOg7kHU/L2vP/WA5jmKi4ubrCDanidqJyICmJQRdTiaPV3R0dHYtm2baL1EIml2afXm7Ofj49NgmWZ1xbp4Wxp3Yzd1vr6+QkJWUFCAf/7zn0JyUb/KoTZUKhWUSqVwo1k/Oaxf4VHbODWv/c6dO3jzzTdF61vyM6vv0qVLQlIWHBwMOzu7Rp8tGz16NIKCghAaGoorV67gvffe08v5W4tKpcK9e/fg5OQE4P97bPLy8oRtPDw8YGFhIfoAQCqVCs9QAhB6ZPPz84Vy8F26dMHFixdF59NMcOv3Dt+7dw+HDh3C7t27YWNjgx49emDw4MEYNmwYAPWza8ZIygoLC4Veva1btyI2NlZYd7/fudOnT2PKlCmQSqUYMGCAkJQplcoGSdm9e/eEHrkPP/wQ169f1+ocRETtTft+YICIGtAs/y2Xy4WbUkDd+/H5559j5cqVmD9/fqvE07lzZ9HzJi4uLhg8eLDwvu55qZbG3djNXd1NNKDu6agrPiCRSEQxafZ4aT5XI5FIROtUKpVwDECccLq6uqJbt26NxvagODXnAvPy8hKVc3dycsKnn36Kd999F3//+9+FoYfNderUKSEJs7a2xsKFCxs8D/jQQw8hKChIeH/y5MkWndMYPD09RT+fO3fuAFAPMywoKACgvv6ZM2eK9ps4caKQRJSWlgpFZS5cuCBsExERISQzgHoI7qRJk4T3f/75JwDg4Ycfxrp16/D5559jwYIFAIDy8nLEx8dj165dwvbW1tbCM4X1S+MbsiqhZpsbN26c6Fxz5szB5s2b8cYbbzQYSpyfny889+jv7y8855iQkNBg+LPmOTSrWQLAiy++iI0bN2Lp0qUIDQ3VyzUREZkq9pQRdTDJycnIyMiAn58fHBwcsHr1asTFxQFQV3yztLSEn5+fqPiGoT333HOQy+UoLi7GwIEDhcSioKBAuIE1RNyak9J26tQJb775JtLT09GnTx9RwqZZ6ENzeKFUKsXixYsBAJ9++imUSiWysrKE54LmzZsHFxcXyGQyjB8/vtFhldpQKBQ4efIkIiIiIJVK8corr+DChQsoKirCgAEDYG1tDWtra5SWlqK4uLhZ56hTWVmJL7/8Ei+//DKkUikCAwOxdu1aXLp0CQqFAt27dxcll1euXBEVZjE1gYGBoqRSKpXC3t4eISEhwtBZhUIhVPZTqVTYv38/nnrqKQDqBKtHjx5IT0+Hr6+v8LMFgD179gi9aGfPnsUjjzwCT09P2NnZ4e2338aFCxdQW1uL4OBg4Xf6zp07OHr0KAD1BMqPP/44AHV1Qjc3N6Snp8PCwgL9+/cXznPjxg3R8NCKigpYW1sDAP7617+iuLgYP/30k5BMPkjXrl3x+uuvN7k+JSUF+/btw4kTJ/DQQw/BysoKffr0werVq5GYmAgXFxcMHDgQgLq6ZWNzA546dQqBgYGi4YmaBT7qREVFITw8HFKpFEOHDhWeifTx8RGKgNjb2zfoGSciam+YlBF1QJ999hmWLVsGZ2dn2NnZYeTIkaL1CQkJTU7CrG9paWnw8vISbvLqKBQKfP7556LnVfQd95UrV5Ceni4UIaibiBlQ3/haWlpCKpXC3d1dGEpVVlaG3NxcofBA3Sf4Tk5OKCgowK+//ircuDs5OWHOnDnC8c6cOYPhw4fr8u0R/Pzzz+jatSt69+4NMzMzyOVy0fq8vDxs2bKlWceu79KlS/j444/x/PPPw8bGBg4ODhgxYkSD7VJSUrBp0ya9DzFLSkoSeo5a6n4l8QF1z9OOHTtECfrx48fRqVMnPPTQQ5BKpfD39xd+R+ocPHhQSK4A9e/rpk2b8PLLL6NTp06wtrYWTZYMqH9GH374odCbevXqVezYsUP4HenRowd69Ogh2qe8vBxfffWVaFlaWpqQtNUNNT1+/LjWSZmdnd19qxnWJYCFhYX44osvsGjRIpiZmcHLy6vBxNj/+c9/Gi1EEhcXh9LSUqGkfklJifAhiqbMzEzheyCVSoVJs+solUp8++23rTZ5OxGRsTApI+qAbt++jX/+85+YOHEigoOD4ebmhpqaGty+fRtnzpzBqVOnWm1i4NzcXHz55Zd44okn0KdPH6hUKly5cgW7d+9GTk6OQeNWqVRYt24dpk6dioEDB8LFxQVlZWVITk7Gnj178Nxzz6FHjx5wdHREr169hKpxn332GebOnQt/f3/U1NSI4rx48SI++ugjTJ48Gb6+vlAoFEhMTMSePXsQFBTU7KSsqqoKa9euxZgxYzBkyBB4e3tDJpMhLy8PFy9exK+//ipMUqwPFy9exOuvv47x48cjODgYHh4esLS0RFlZGTIyMvDHH3/g3Llzbe6ZH6VSiZqaGpSVleH69euIiooSDaGrs3PnTsTFxWHMmDHo1asXHB0dUVFRgatXrza5z40bN7BixQqMHTsWcrkcnp6ekMlkuHPnDv7880/89ttvDQq5REVF4erVq4iIiEDXrl3h4uICiUSC/Px8JCYm4pdffmlQkXPr1q2YP3++kPzfvHmzQZVIfYmLi8Nbb72Fv/zlLwgICICDgwPKysqQk5ODw4cP49KlS43uV1NTg+joaGF+vT/++KPJYh1HjhxBRkYGHnroIfTo0QN2dnYoLi5GZmYmDh06JKq+SUTUXklUbe0vqp5kZGRg5cqVxg6DqEPSnCxY18mAqeU2bNgAFxcX1NbW4plnntH78aVSKb7++msA6kQ6MjJS7+cgImovVq5c2eI5JqntY08ZEVEHJZFIMGvWLADqoYiNTa6ti379+okmAyYiIiLtMCkjIuqgpFIpJk6cKLxuaVLWu3dv4XhERESkPZbEJyIiIiIiMiI+U0ZEREREZCR8powA9pQREREREREZFZMyIiIiIiIiI2JSRkREREREZERMyoiIiIiIiIyow5bEt7e3h7W1NTponRMikyCRSNgGiYyIbZDIuCQSCezt7Y0dBpmADpuUmZubo3fv3qitrTV2KERERETUAclkMpibmxs7DDIBHXb4YkVFBRMyIiIiIjKa2tpaVFRUGDsMMgEdNikjIiIiIiIyBUzKiIiIiIiIjIhJGRERERERkRF12EIf1DxSqRTBwcEICAiAq6srpFIpSkpKkJ6ejpiYGJSXlzfY5+mnn4azs3OTx9yzZw/S09Pve15fX1/Mnj0bAPDll1+iuLhYq3h9fHwwZMgQeHp6QiaTIT8/H5cuXUJCQoJW+9extraGXC6Hv78/HB0doVQqUVhYiCtXriAuLg5KpVKn4xE1V0dtg4MHD8bw4cObXJ+amor9+/frdEyi5mhrbVDT3Llz4enpCQBYv369TvtKpVIMHDgQ/fr1g5OTE6qrq5GTk4Po6Gjk5eXpHAsRiTEpI62ZmZlh5syZ8PHxES13dnbGoEGD0Lt3b+zcuRP37t0T1llYWMDJyam1QwUA9OzZE5MmTYJU+v8dwp6envD09ISbmxtOnDih1XGcnZ0xe/Zs2NraipZ7eHjAw8MD3bt3x88//8zCMWRwHbUNAkCnTp0MECGRbtpaG9Q0aNAgISFrjkmTJqFnz57CezMzM/Ts2RN+fn74+eefkZubq48wiTosJmWktbCwMOEPUXV1NVJTU1FbW4vevXvD0tISdnZ2eOihh7Bz505hH3d3d0gkEgDAjRs3cOPGjQbH1fzjpS+WlpYYP368cDN47do1VFRUICAgADKZDIMGDUJaWlqj8dQXEREhJGQlJSW4du0abGxs0KNHD0ilUvj6+mLw4MGIjo7W+3UQaeqobRD4/6RMoVDg0qVLDdbfvXtXf8ETNaEttUFNcrkcI0eObPb+ffr0ERIyhUKB5ORkuLu7w8fHB+bm5oiIiMDWrVs55x1RCzApI60FBgYKrw8ePIhr164BAC5duoT58+cDUA+vsLe3R0lJCQDxp9uJiYm4fPlyq8Taq1cv2NjYAADS09Oxd+9eAOo/fHVDoPr37//AG0InJyf4+voCUP8B3r59O8rKygCoP3UcPXo0ACAgIIBJGRlcR2yDgLqnwdHREQCQl5eH06dPGyhqovtrS20QALy8vDBixAh07ty5RccJCQkRXkdFRSE1NRUSiQRPPfUUXF1d4erqis6dOyMrK6ulIRN1WCz0QVqxsLBAdXU1qqqqoFQqRWPf79y5IxpDb2dnJ7x2d3cXXhcUFLROsAC6du0qvE5NTRVeJycnC6/9/PweeBx7e3sUFRWhpqYGt27dEhIyAMjIyBBea14zkSF01DYIiHsaWvMaiDS1tTZoYWGBOXPmCAlZc3uTzc3N4e3tDQCoqanB1atXAQAqlQopKSnCdtq2ZyJqHHvKSCtVVVX45ptvAKjHkWsOUbCwsICVlZXwXnMSRM1PCOVyOSZPngwLCwvk5eXhwoULohs0fXJzcxNeFxYWCq+Li4tRU1MDMzMz2NjYwNra+r6TNmZnZ+Orr74CoL5uTQ4ODsJrTvxIhtZR2yAgvgY3NzcsWLAAjo6OKC8vR2pqKs6ePQuFQqH/iyDS0NbaYN0HGbW1tYiJiUFiYiKeffZZnY/j6uoqHKu4uFhU2Eqzbbu4uLQwYqKOjUkZ6aympkb0Xi6XC8+NFBUVCWPjJRIJXF1dhe26d+8uvPby8oKXlxc8PDx0ethfW5pFOSorK0XrFAqFkGDZ2tpqnVDVv+6wsDDhNYdsUGvqaG1Qs6fBy8tLeO3g4IDQ0FD4+/vjxx9/5Icj1GraQhtUKpWIjY1FXFwcSktLRR8k6uJ+bVnzPUeMELUMhy9Si/Tt2xeDBw8W3sfGxgqvXV1dRb1LWVlZiIuLw82bN4VlgwYNgr+/v97jMjc3F17X/+OpWSVRcztdTJgwQXjWTKlU4vz58806DlFLdYQ2qNnTUFxcjIsXL+LKlSvCcVxcXDB+/PiWhkzULKbaBqurq3Hq1CmUlpa26DiabbR+lWF9/D0lIjX2lFGzBQYGYsKECcKwhuzsbFFVtIqKChw7dgzOzs7Izc3FlStXhHWTJk1C7969AagfIH7Q/CymJCIiAkFBQcL7c+fOcY4WMoqO0gbPnz8PNzc3yGQy/P7770KS5+/vj0cffRSAuvy+ra2t6LlPIkPrKG2QiAyPSRk1S0hICMaOHSv8IcrPz28wcWtZWRkuXLjQ6P4XL14U/hi1ZN6UplRXV0MmkwGA8G8dzffV1dVaH1MikeCRRx5BQECAsCwlJYVVF8koOlIb1LyR1ZSeno6ioiI4OjpCIpHAw8ODN7bUaky9DeqLZk+3vv6eElFDHL5IOhswYADGjRsn/CG6e/cudu7cqdPzHJpVqiwsLPQeo+bxLS0tRes032v7qbpEIsHEiRNFCVlycjIOHjzYwkiJdNcR22BTNPc3xHUQNaYttEF90Wxj9duyZnGTlg6TJOro2FNGOgkICMCYMWOE9zdv3sTu3bsbPPwLAN26dYOvry/s7OyQlpYmlNEF1KXm6xjiP/KCggKhEpSTkxNu3boFQP0gct34/rKyMq3/gI4fP174RBMA4uPjcfjwYT1HTfRgHa0N2tvbo1+/frC3t0dtbS2OHTvWYH0d3hRSa2grbVBfNMv4Ozg4QCqVChUY6+YPBNQ9hUTUfOwpI625ubkhIiJC+GTwzp07+Pnnnxv9QwSoH84PCwtD3759ER4eLhrmMGDAAOH19evX9R6rZjVEzd6tPn36CK815xm7n6CgIPTv3194n5CQwISMjKKjtsGhQ4eif//+CA4OFuZLAtQTVNfd2FZUVIiKJxAZQltqg/qiUChw+/ZtAOpiHj169ACgHkHSq1cvYTtt2zMRNY49ZaS1UaNGiapIFRYWiipO1YmPj0dRURESExMRFhYGCwsLdOrUCU8++SQyMzPh6ekplLWurq4WVarSlytXrmDo0KGwsrKCv78/pk2bhvLyctHNYXx8vGgfuVwuDMWouwYzMzOMGDFC2EapVEKhUIiW1Tl9+rTer4NIU0dsgyUlJbh27Rp69OgBqVSKmTNnIiUlBTKZTHRDGBsb26AyHJG+taU22ByNtUEAuHTpEiIiIgCoqw937twZbm5uQmXU/Px85OTkGCdoonaCSRlpxdnZGX5+fqJlmsP5NF2/fh1FRUUoLS1FVFQUHnnkEchkMri4uIgml6ypqcGBAwd8kDABAAAgAElEQVRQXFys93grKipw+PBhTJw4EVKpVDQ3DAD8+eefyM3NFS0LDg4WhmLUXUNAQACsra2FbaRSKQYNGtToOZmUkSF11DYIAIcPHxZiNzc3R2BgoGi/pKQkk7mppfarrbXB5miqDV6+fBndunVDz549YWVlhZCQEGGf6upqREVFiSbTJiLdMSkjrdTNyaWrlJQUFBYWQi6Xw9fXF9bW1qioqEB2djbOnTtn0DHoqampKCkpwZAhQ+Dt7Q2ZTIaCggJcunQJly9f1uoYzb1uIn3rqG0QUBdE+P777yGXy9GzZ084OTmhtrYWeXl5iI+PR1JSksGugahOW2yD+rR//36EhIQgKCgIzs7OqK6uRk5ODqKjozktDJEeSFQd9KON27dv4/vvvzd2GKQlX19fzJ49GwDw5ZdfmsynikQdBdsgkXGxDbZf8+bNg4eHh7HDICNjoQ8iIiIiIiIjYlJGRERERERkREzKiIiIiIiIjIjPlBERERERGQmfKSOAPWVERERERERGxaSMiIiIiIjIiJiUERERERERGVGHnTy6qqoK1tbWqK2t5Sz0REZiZmbGNkhkRGyDRMYjkUggk8lQVVVl7FDIBHTYpKysrAzu7u7GDoOow6qpqYGZWYf9L4jI6NgGiUxDWVmZsUMgE9Bh/zd2c3MDAPj6+sLKyqrJ7ezs7AAApaWlrRKXrkw5PsbWfKYcn75iKyoqwt27d9kGDYixNZ8px8c2KGbK8TG25jPl+PQVW2VlJXJycoR7UurYOmxSJpPJAAAeHh6wt7dvcjsXFxcAQEFBQavEpStTjo+xNZ8px6ev2MzNzXH37l22QQNibM1nyvGxDYqZcnyMrflMOT59xVZSUoKcnBzhnpQ6Nhb6ICIiIiIiMiImZUREREREREbEpIyIiIiIiMiImJQREREREREZEZMyIiIiIiJqFaNHj4ZEIhG+pFIp7O3tERoaio8//hg1NTXCtn5+fliwYIHxgm1FHbb6IhERERERtb4BAwbg008/BQDU1taioKAAv/zyC1599VWcPn0aO3fuhFQqxZ49e+Dg4GDkaFsHkzIiIiIiImo1Dg4OGDJkiGjZ5MmT0adPH7z88sv44YcfMHfuXAwYMMBIEbY+Dl8kIiIiIiKj+/vf/w4fHx98/vnnABoOX6ysrMTSpUvRuXNnWFpaon///ti5c6eRotUv9pQREREREZHRSaVSjBs3Dj/88IPo2TIAUKlUePTRR/H777/j7bffRt++fbFnzx48/vjjUCgUePLJJ40UtX4wKSMiIiIiIpPg6emJ6upq5Ofni5YfOXIEv/76K3788UfMnj0bAPDQQw+hrKwMy5Ytw5w5c2Bm1nZTGw5fJCIiIiIik6BSqQAAEolEtPzo0aOQSCSYOHEiampqhK8pU6bg5s2bSEhIMEa4etN200kiIiIiImpXcnJyYG1tDVdXV9Hy/Px8qFQq2NvbN7pfbm4uQkJCWiNEg2jTSVlGRga6det2322OHz+O0aNHt05ARERERETULDU1NThx4gSGDRsGmUwmWufk5AQ7OzscP3680X179OjRGiEaTJtOytzd3bFt27YGyysqKvDiiy+iU6dOCA4ONkJkRERERESkiy1btuDmzZvYvHlzg3WjRo3CBx98AJVKBblcLiz/5ptvsHv3bnzzzTetGaretemkzNbWFvPmzWuw/JVXXkF1dTW2b98OZ2dnI0RGRERERESNKS4uxtmzZwEASqUSeXl5+O2337BlyxbMmzcP06dPb7DPX/7yF4wcORJTp07FihUrEBAQgJiYGLz11lt4+OGH4ebm1tqXoVdtOilrzOXLl7Fp0yYsWLAAI0aMMHY4RERERESk4cKFCwgPDwegLuhhb2+PoKAgfPbZZ3j22Wcb3UcqleLQoUNYsWIF1qxZgzt37sDHxwdLlizBW2+91ZrhG0S7S8refPNNWFtbY/Xq1cYOhYiIiIiINJw4cULrbTMyMkTvbW1tsWHDBmzYsEG/QZmAdlUSPz4+Hvv378fChQvh5eVl7HCIiIiIiIgeqF0lZZ999hlkMhlefPFFY4dCRERERESklXaTlFVUVOD777/HlClT0LVrV2OHQ0REREREpJV280zZ8ePHUVpailmzZum0n7Oz830rNNbNKu7i4tKi+AxFKlXn1aYYH2NrPlOOT9vYJBKJsG1jysvLAbANGhJjaz5Tjo9tUKw9/KyMwZRjA0w7Pn21QTOzdnMbTnrQbnrKDh06BEtLS0ycONHYoRAREREREWmt3aTov//+O0JDQ+Hg4KDX46pUKqhUKhQUFOj1uPpS9ymNKcbH2JrPlOPTNjYbGxvY2tq2+Hxsg83H2JrPlONjGxRrDz8rYzDl2ADTjq+12yB1DO0iKauurkZSUhKef/55nfctLCxETU1Nk+tNsducqC0oLy8Xhkc1pqSkBADbIJGhsA0SGZe2bZAIaCfDF7OyslBVVYUuXboYOxQiIiIiIiKdtIukLD8/HwD0PnSRiIiIiIjI0NrF8MWwsDChOhQREREREVFb0i56yoiIiIiIqGNYv3495s2b1+i61157DaNHj9b5mDNnzsSCBQtEy1JSUtCtWzfcu3evGVHqhkkZERERERHdV3llNaLjc/Hb2UxEx+eivLLaKHEkJydjzZo1WLt2bYN169evx4YNG3Q6nlKpxCuvvIJdu3Y1WNe7d29MnToVL730UrPj1Va7GL5IRERERET6V6mowdZfknEkJhMVilphubWlDOPDuuKpRwJgZdl6KUVkZCTmzJkDb29vYdn169fx2muvYd++fXB0dNT6WPHx8XjxxRcRGxsLa2vrRrdZtmwZOnfujFdeeQUDBw5scfxNYU8ZERERERE1UKmowZtborH/dDoqFLXwcrOFvK8HvFxtUaGoxf7T6XhzSzQqFU1Pq6FPCQkJOHDgAObMmSNa/uqrryItLQ3Hjh1DSEiI1sd78sknUVtbi7Nnz6JTp06NbuPp6YmxY8fi3XffbVHsD8KeMiIiIiIiamDrL8lIySyEvY05ljwxEKEBHpBIJFCpVDiffBsbfohDSmYhtv6SjL9NCzJ4PNu3b4eXlxeGDBkiWr569Wr069cPEolEp+Nt27YNQUEPjnvWrFlYtGgRSktLYWdnp9M5tMWeMiIiIiIiEimvrMaRmEwAwJInBkLe11NIeiQSCeR9PfHqE+rhfEdislrlGbNjx45BLpc3SL4CAwN1TsgAaJWQAYBcLkd1dTVOnz6t8zm0xaSMiIiIiIhELqbeFYYshgZ4NLqNPKBuKGMNLqbeNXhM6enp6Natm8HPU5+fnx8A9bNrhsKkjIiIiIiIRErK1T1fvp3smuyFkkgk8O1kJ9rekIqKimBra2vw89RXd86ioiKDnYNJGRERERERidjbmAMAcu6UQqVSNbqNSqVCzp1S0faG5Obm1ipzhtVXWFgonN9QmJQREREREZFISC93WFvKcDOvDOeTbze6TWzybdzML4O1pRlCerkbPKauXbsiOzvb4OepLycnRzi/oTApIyIiIiIiERsrc4wPUychG36IQ0zSLaHHTKVSISbpFjbsiAMAjA/rAhsrw/eURUREIDo6usmeu/tJSkrChQsXmnXeM2fOwMbGBiNGjGjW/tpgSXwiIiIiImrgqUcCkJpViJTMQqz69zl4udrCt5Mdcu6U4mZ+GQCgd1dnPPVIQKvEM2PGDKxatQoxMTEYPHiwTvsuWrQIGRkZyMjI0Pm8v/zyCyZNmtTkBNP60C56yu7evYvnnnsOHh4ecHBwwKhRoxAdHW3ssIiIiIiI2iwrSzP8629DMXmEP6wtzXAzv0w0ZHHyCH/8629DYWXZOv08/fv3x6RJk7Bly5Ymtzlx4gROnDjRYHlUVNR95xjLyMjAt99+22B5ZmYmoqKisGzZsuaErLU231NWUlKCkSNHIjc3F6+++iqcnZ2xefNmjBs3DjExMVrPP0BERERERGJWlmb427QgzH+4Dy6m3kVJeTXsbcwR0su9VYYs1rdmzRoMHz4cK1euRJcuXbTeb+3atRgzZozO5/vggw8wa9YsDBgwQOd9ddHmk7L3338fKSkpOHHiBEaOHAkAmD17Nvz9/bF27Vps27bNyBESEREREbVtNlbmGNrf29hhICgoCMuXL0dkZCR++OEHrfebOnUqAgJ0G2Z55coV7Nu3r9nPoumiTSdlKpUK3377LSZOnCgkZADg6emJDz74AObmrZ+9ExERERGR4URGRuq8T3NGz/Xp0weZmZk679ccbTopy8jIwI0bN7B06VIA6iStrKwMdnZ2WLRokZGjIyIiIiIierA2XegjLS0NANCpUye8/vrrcHJygr29PXr06IH9+/cbOToiIiIiIqIHa9NJWd2M3itWrMDBgwexceNGfPfdd7CxscG0adNw5MgRI0dIRERERER0f216+KJCoQCgTs5SU1Ph7OwMAJg8eTK6d++ON954A+PHjzdmiERERERERPfVppMyW1tbAMD06dOFhAwAnJycMGXKFGzduhWlpaX3nZPA2dlZtG99dTOGu7i46Clq/ZJK1Z2dphgfY2s+U45P29gkEomwbWPKy8sBsA0aEmNrPlOOj21QrD38rIzBlGMDTDs+fbVBM7M2fRtOetamhy/6+PgAUD9TVl+nTp2gUqlQWlra2mERERERERFprU2n6IGBgbC0tERiYmKDddevX4eVlRXc3d1bdA6VSgWVSoWCgoIWHcdQ6j6lMcX4GFvzmXJ82sZmY2Mj9Ga3BNtg8zG25jPl+NgGxdrDz8oYTDk2wLTja+02SB1Dm07KbG1tMWXKFOzduxeJiYno168fAHVCtm/fPkybNg0ymey+xygsLERNTU2T602x25yoLSgvLxeGRzWmpKQEANsgkaGwDRIZl7ZtkAho48MXAWDt2rVwcnLCmDFj8K9//Qvr1q3DiBEjYG1tjTVr1hg7PCIiIiIi0qP169dj3rx5wvurV6/iscceg7e3NxwdHTF8+HAcPXq0xee5cOECzM3NkZGRIVr+5JNPYu3atS0+vqY23VMGAH5+fjh79iwiIyOxbt06qFQqjBgxAuvWrYO/v7+xwyMiIiIiavNqKyvxx+y5AIDwndshs7IyShzJyclYs2YNLl++DADIz8/HqFGj4Orqio8++ggODg748ssvERERgWPHjmHUqFHNOk9CQgImTpzY6EiC9957D4GBgZg8eTICAgJadD112nxSBgD+/v746aefjB0GEREREREZUGRkJObMmQNvb28AwNatW3H37l3ExMQIRQAnTJiA4OBgrFu3TuekrKqqCps2bcJbb70FqyYST29vb8yZMweRkZHYt29fyy7ov9r88EUiIiIiImr/EhIScODAAcyZM0dY5uvriyVLlggJGQDIZDL07NkT165d0/kchw4dwttvv43ly5fj/fffb3K7uXPn4sCBA0hISND5HI1hUkZERERERA3UVlZqfCk0litE61rL9u3b4eXlhSFDhgjLHnvsMbz33nui7QoLC3Hy5EmhCKAu5HI5MjIy8Oabb953Lrnw8HD4+Phgx44dOp+jMe1i+CIREREREelX3TNk9cU89bTo/fD/7GqNcHDs2DHI5XJIJJImt1EqlXjuuedQXFyMpUuX6nwOzR63BwkNDdVLQRGAPWVERERERNQGpKeno1u3bk2ur66uxvz587Fr1y5s3LgRYWFhTW5bU1Mj+lKpVDrH4+fnh+vXr+u8X2PYU0ZERERERA2E79wuvK6tVAg9ZGFbv4bMyrLV4ykqKmpyQu579+5h+vTpOHnyJDZt2oTFixc3eZyMjIwGyd0333yDBQsW6BSPra0tioqKdNqnKUzKiIiIiIiogabK3susLI1SEt/NzQ337t1rsDwnJwcTJkzA9evX8eOPP2LWrFn3PY63tzdiY2NFy+7XA9eUwsJCuLm56bxfY5iUERERERGRyevatSuys7NFy4qLizFu3DjcunULhw8fxogRIx54HAsLC4SGhrY4npycHHTt2rXFxwH4TBkREREREbUBERERiI6OFj3/9T//8z9ITU3FkiVLYG5ujrNnzwpfFy5cELZLSkoSvW8plUqF6OhoPPzww3o5HnvKiIiIiIjovmRWVq1WZbEpM2bMwKpVqxATE4PBgwcDAHbtUse0cuVKrFy5UrR9165dkZGRAQBYtGgRMjIyhPctFRsbi7y8PMycOVMvx2NPGRERERERmbz+/ftj0qRJ2LJli7AsKysLKpWq0S/NBCwqKgp2dnY6nW/BggVQqVTw8/NrsG7Lli2YOnUq+vbt29zLEWFSRkREREREbcKaNWuwa9cuZGVl6bTf2rVrMWbMGL3EkJ2djV27duGdd97Ry/EAJmVERERERNRGBAUFYfny5YiMjNRpv6lTp+LDDz/USwxvvPEGIiMjERQUpJfjAe3kmbKwsLAGZS0B9bjTn3/+2QgRERERERGRIeiakAHQawL1/fff6+1Yddp8UqZSqZCUlIRp06ZhxowZonX6KlFJRERERERkKG0+KcvIyEBZWRmmTp2KefPmGTscIiIiIiIinbT5Z8oSExMBAAEBAUaOhIiIiIiISHftLikrKyszZjhEREREbZpSoUDKswuR8uxCKBUKY4dD1CG0+aQsISEB9vb2WLJkCezt7WFnZ4fu3bvjxx9/NHZoRERERERED9Tmk7LExESUlJTg3r17+O677/D111/D3t4eTzzxBLZt22bs8IiIiIiIiO6rzRf6eP7551FbW4vFixcLyx5//HEEBgbi9ddfx5w5cyCTyYwYIREREZFp0xym2NRrAJBaWrZaTGQ8KpUKitoqnfaxlFlAIpEYKKL2r80nZQsXLmywzNraGvPnz8fbb7+NpKSk+85L4OzsDGdn5ybXq1QqAICLi0vLgzUAqVTd2WmK8TG25jPl+LSNTSKRCNs2pry8HADboCExtuYz5fjYBsXaw8/KGOrH9sf0xxrd7tqSpaL34bv/17CB/Vdb+t415UFt0MzMdG/DFbVVmP/zyzrts23mRliZtU7Svn79ely4cEHr+cJycnIQGBiIvXv3YvTo0ffdVqFQYP369fjuu++QnZ0NX19fzJ07F8uWLYOFhQUA4Mknn0RgYCCWLl1632PpwnR/G1qoU6dOAIDS0lIjR0JERERERPqQnJyMNWvW4PLly1ptn52djYceeghFRUVabf/yyy9j27ZtWLFiBeRyOc6fP4+3334bmZmZ+Pe//w0AeO+99xAYGIjJkyfrrQJ8m07Kbty4gYiICMyePRtvvfWWaN2VK1cAAN26dWvROVQqFVQqFQoKClp0HEOp+5TGFONjbM1nyvFpG5uNjQ1sbW1bfD62weZjbM1nyvGxDYq1h5+VMdSPrecnG4V1SoVC6CHrvmGtaMhia11LW/reNUVfbdDYvpq2FpZN9IApahR4dq/+eou0ERkZiTlz5sDb2/u+2ymVSnz33Xf4xz/+IfT4P0h+fj6++OILvP/++3j99dcBAOPGjQMALFu2DO+99x7c3d3h7e2NOXPmIDIyEvv27WvZBf1Xm07KfHx8cO/ePXz55Zd45ZVX4ODgAADIysrCt99+izFjxsDT0/O+xygsLERNTU2T602x25yoLSgvLxeGRzWmpKQEANsgkaGwDZIuNBMvZXW1aDmfI2sebdugqbM0s2y1YYkPkpCQgAMHDuD3339/4Lbx8fFYuHAhFi1ahPHjx2PixIkP3Ke4uBgLFy7ElClTRMv79OkDAEhPT4e7uzsAYO7cuRg2bBgSEhIQGBjYjKsRa/PVFz/55BPk5ORg6NCh2LhxI1avXo2wsDCYmZnhk08+MXZ4RERERG1KVe5NY4dA1Kjt27fDy8sLQ4YMeeC2Xbp0wdWrV7FhwwbY2Nhodfxu3brh008/Re/evUXL9+7dC3Nzc/Tq1UtYFh4eDh8fH+zYsUO3i2hCm0/Kpk2bhr1798LW1haRkZFYv349wsPDER0drbcxnkREREQdhSI7x9ghEDXq2LFjkMvlWlV5dHFxga+vb4vPuWfPHmzduhULFy5sUBQpNDQUR48ebfE5gDY+fLHO1KlTMXXqVGOHQURERNTmKXJvwsLbG91WvfXgjYlaUXp6OoYOHSpaVn/4tVQqvW/VS13s3r0bc+bMwfDhw7F27doG6/38/LQaSqmNNt9TRkRERET6o8jOhlWXzsYOg6iBoqKiBsVTzM3NRV+rVq3Sy7k+/PBDzJo1C8OGDcPBgwdhZWXVYBtbW1utqzo+SLvoKSMiIiKillMplVDk5MA+dJCxQyFqwM3NDffu3RMti42NFb1/UFXGB1GpVHj55ZexadMmPPHEE/j222+F+cnqKywshJubW4vOV4dJGREREREBAKpu3YKqqpo9ZSRQ1Ciatc4QunbtiuzsbNGy0NBQvZ5j+fLl2LRpE5YsWYIPPvjgvs+v5eTkoGvXrno5L5MyIiIiIgIAKLLUN7yWTMrov1p7HrL7iYiIwKeffgqVSqVVsY8HKS4uRlJSErp37w53d3dcvHgR77//PuRyOWbNmoVz586Jtu/bt68wBZdKpUJ0dDRefPHFFscB8JkyIiIiIvqvysxsmLu5QaZlCXGi1jRjxgzk5eUhJiZGL8eLi4tDeHg4Dh48CEBd2EOlUiE2Nhbh4eENvuLi4oR9Y2NjkZeXh5kzZ+olFvaUEREREREAdZEP9pKRpcwC22Zu1HkfQ+vfvz8mTZqELVu2YPDgwVrvN3r0aKhUqkaXr1ixQijisWrVKq0LhWzZsgVTp05F3759tY7jfthTRkRERERQqVSozGLlRQIkEgmszCx1+tLHcEJtrFmzBrt27UJWVlaLj5Wbm4uff/65QZn9B8nOzsauXbvwzjvvtDiGOkzKiIiIiAg1+flQlpezp4xMWlBQEJYvX47IyMgWH8vFxQW7du1Cly5ddNrvjTfeQGRkJIKCglocQx0OXyQiIiIiVGaqi3xY6XiDStTa9JGQAYCVlRUCAgJ03u/777/Xy/k1adVT9uKLL+K7775DcnKy3gMgIiIiIuNTZGdD5uAAMydHY4dC1OFo1VP2ySefCONE7ezsMHDgQMjlcuHLz8/PkDESERERkYHxeTIi49Fp+KJKpUJJSQlOnTqFU6dOCctdXFwQGhoqStQ8PT31HiwRERERGYYiKwsOQ8ONHQZRh6RTUrZp0ybExcXh/PnzSEpKQm1tLQAgPz8fUVFRiIqKErb19vYWJWmhoaFwcnLSb/RERERE1GI1RcWouVfEnjIiI9EpKXvhhRcglaofQ6usrMSFCxdw/vx54SslJQVKpRIAcOPGDeTm5uI///kPAHVpzZqaGj2HLxYfH4/Q0FAsX74cK1euNOi5iIiIiNoLRba6yIcli3wQGYVWSdnNmzdx9uxZISED1NVK6ma3rlNaWir0pNV9Xbt2rdHJ2vStpqYGCxYsQHV1tcHPRURERNSeVGZlQ2ptBXM3V2OHQtQhaZWUeXh4YOrUqQ/czs7ODiNHjsTIkSOFZfn5+XB3d29+hFp69913kZiYaPDzEBEREbU3iqwsWHbuDImUU9gSGYPBW15rPEd2+fJlrF69GitWrDD4uYiIiIjam8pMVl4kMiaDJGWZmZn45ZdfAAAymQxfffUVnnnmGUOcCjU1NfjrX/+KCRMmYN68eQY5BxEREVF7VVtegeq7d/k8GZER6VToQ5NSqURaWhqSk5ORnJyMpKQkJCcnIyUlBeXl5aLCHk8//TSefvppvQWt6f3330daWhr27t1r8EIiRERERO2NIicHANhTRmREWiVl8fHxosQrKSkJV69ebVBUozUKemhKTEzEqlWrsHnzZvj6+iIjI6NVz09ERETU1imysiAxM4MF55glMhqtkrKQkBBIJBLhfVPJl0QiwdixY9GnTx/06dNHPxE2oba2FgsWLMDw4cPx3HPPGfRcRERERO1VZWY2LH19IDGTGTsUog5Lp+GLKpUKXl5e6NGjh+iroKAAL7zwAgDg8OHDBgm0vnXr1iE+Ph5nzpxBXl4eAKCwsBAAUF5ejry8PLi4uIjK+DfG2dkZzs7OTa6vS0BdXFz0FLl+1V2fKcbH2JrPlOPTNjaJRHLf9ldeXg6AbdCQGFvzmXJ8bINi7eFnZQyasWXn5sKhVy+TirOtfO/u50Ft0Mys2U8RUTuk02+DRCJBv3798PHHH4t6wk6ePKn3wB7k119/RVVVFcLCwhqsW7duHdatW4fr16/Dz8+v1WMjIiIiaguUVVUoz86Bx8MRxg6FqEPTKin77rvvsHz5cuTk5ODo0aMIDg7G3//+d6xcuRL29vaGjrFR69evF3rG6ty+fRvz5s3D/Pnz8eSTT8JTD2OjVSoVVCoVCgoKWnwsQ6j7lMYU42NszWfK8Wkbm42NDWxtbVt8PrbB5mNszWfK8bENirWHn5Ux1MV2KyERUCpR6+pqUnG2he9da7VB6hi0SsrmzZuHmTNnCj1QpaWl+Oijj7Bjxw68++67RumNGjRoUINldYU+/P39MX78eK2OU1hYeN+qjabYbU7UFpSXlwvDoxpTUlICgG2QyFDYBkkblZlZgEQCSx8fY4fS7mjbBokAHeYps7KywooVK5CamooFCxZAIpHg9u3beOaZZzg/GBEREVEbVJmVDQsvT0gtLYwdClGHpvPk0Z6envj6669x/vx5jBkzBiqVCjdv3hTWb9u2Ta8BEhEREZFhKLKzYcVJo4mMTuekrE5ISAiOHj2KvXv3omfPnsLyBQsWIDQ0FCdOnNBHfDrx8/ODSqXCypUrW/3cRERERG2JqrYWipwcWHLSaCKj0yopi4uLQ21tbaPrpkyZgoSEBHz44YdwdnaGSqVCXFyc1s90EREREVHrq7iRC1VVNayYlBEZnVZJWWhoKJycnJqcNNrMzAwvv/wyrl69ipdeegnm5uZNbktERERExld2/ToAwLKzrwr86KMAACAASURBVJEjISKthy+Wl5c/MNFycnLCRx99hISEBEyZMqXFwRERERGRfikVCvwx/TFc3bgZZq6ukLFsO5HR6TR59KxZsyCXyxEaGir0njWmZ8+e2LNnj14CJCIiIiLDsPRlKXwiU6B1UqZSqbB3717s3btXWNatWzchQZPL5Rg0aBDs7OxE+9XW1sLHxwdDhgwR7UtERERExmXFoYtEJkGrpOyjjz5CbGwsYmNjkZaWJgxjTE9Px/Xr1/HTTz8BACQSCXr27CkkaqGhoejfvz/u3LmD/fv3G+4qiIiIiKhJSoWi0dfmnh6i91JLy1aNi4jUtErKXnrpJeF1cXExzp8/LyRpsbGxyM7OBqDuTUtJSUFqaip27NgBAJBKm111n4iIiIj0IG3xy40uv/XVN7il8b73V5+3TkBEJKLTM2UA4ODggLFjx2Ls2LHCsjt37iAmJkZI0s6fP4+8vDwAaLKUPhERERERETUjKWtMp06dMGnSJEyaNElYlpGRISRpMTExiIuL08epiIiIiEhHPT/ZKLxWKhS4tmQpAKD7hrUcskhkAvSSlDXGz88Pfn5+mDVrFgBw3jIiIiIiI2kq8ZJaWjIpIzIBrfbAl0Qiaa1TEREREVETaopKjB0CEdXDKhxEREREHYjiRo6xQyCietpFUnbs2DEMHz4c9vb28PHxwSuvvILS0lJjh0VERERkcqpu3oLMxhpDfv6RQxeJTIRWSdn27duRlpZm6Fia5dixY5gwYQKqqqrw3nvvYf78+diyZQsefvhhKJVKY4dHREREZFIqM7Ng4+cHCactIjIZWhX6mD9/PiQSCRwdHREaGgq5XI6wsDDI5XJ4e3sbOsb7ev3119GlSxecPHkS1tbWAIAuXbpg8eLF+O233/DII48YNT4iIiIiU6LIyoZrmNzYYRCRBq2rL6pUKty7dw9Hjx7F0aNHheWenp5Cglb3r6Ojo0GCra+yshLu7u6YMWOGkJABwKhRowAA8fHxTMqIiIiI/qu2vALVd+/C1t/P2KEQkQatkrI333wT58+fR2xsLAoKCkTrbt68iX379mHfvn3Csh49eiAsLAzbtm3Tb7T1WFlZ4ddff22w/OLFiwDUPWZEREREpKbIURf5sPX3N3IkRKRJq6TsnXfeEV6np6cjJiZGmBg6Li4O5eXlou3T0tJw9epVgydl9WVmZuL48eN47bXXEBgYiEcffbRVz09ERERkyiozsyAxM4O1j3EfPyEiMZ0nj/b394e/vz8ef/xxAIBSqURiYqKQqMXExCAhIQG1tbV6D/Z+CgoK4OfnBwCwsbHBpk2bYGVl1aoxEBEREZkyRVY2LH19IDXT+RaQiAyoxS1SKpUiKCgIQUFBeOaZZwCon/WqG0LYWiQSCX788UdUVVXh448/xvjx47Fz507MmDGjVeMgIiIiMlWVWdmw7t7N2GEQUT0SlUqlMnYQ+lZRUYHAwEBUV1cjKyur0W0KCwtx5MgRjB8/Hs7Ozk0eq+7bY6rl9aX/LWdrivExtuYz5fi0jU0ikQjbNiYzMxMxMTFsgwbE2JrPlONjGxRrDz+r1qKsqsK5OU+i23NPw/uRh9XLTCS2+kzte6dJX21Q23tR6hja5QQV1tbWmDRpErKzs5GXl2fscIiIiIiMrjwzC1AqYduNPWVEpqZNDyi+cuUKHn74YSxduhSLFi0SrSspKYFEIoFlC2eqV/0fe3ceHlV59g/8O/tM9skOBAghCBEQhACiQEABa0W0itgFKbVCbal7rb5arH2LVaQg1qW2qK1bfy68SotLRUVQQNkhkIQkQCCBAMkkk3Uy+/n9MeQww2SZhJmcMzPfz3VxcXKeM2fuLPfM3Od5zvMIAgRB8Jt1Ui6Sk5MBQJbxMbbek3N8gcYWExOD2NjYi34+5mDvMbbek3N8zEFfkfC76isNh4oAhQK2+Hixl0cusV1Ibj87b32dgxQdwrooy83NRWNjI15++WXceeed0Gq1ADxDMtatW4eCggLEx8d3eQ6z2Qyn09lpe3viEVHPWCwWv5lZvTU3NwNgDhKFCnOQLmStrIK2XyaUOq3UoUSFQHOQCAjzokytVuP555/H7bffjoKCAixYsAB1dXV44YUXoFQq8fzzz0sdIhEREZEs2KqqoOcarkSyFPb3lC1YsADvvvsu7HY7HnjgAaxZswYFBQXYuXMnRo0aJXV4RERERJITXC7YTp6EbtBAqUMhog6EdU9Zu/nz52P+/PlSh0FEREQkS/YzZyHYHdCzKCOSpbDvKSMiIiKirlkrqwAAuoFZEkdCRB1hUUZEREQU4WyVVdCkpkDF2QCJZIlFGREREVGEs1VVQcdJPohki0UZERERUQQTBAHWyireT0YkYyzKiIiIiCKYw1QHt8XCmReJZIxFGREREVEEs52b5IM9ZUTyxaKMiIiIKILZqqqgSkiAKjFR6lCIqBMsyoiIiIgimPVEJfSDBkKhUEgdChF1gkUZERERUQSzVlbxfjIimVNLHQARERERhYazsQmuxsZO7ycTBAF2t6NH59QqNex1IwoyFmVEREREEcpW5Znko7M1yuxuB+7f/McenfPZ6cugU2kvOjYiOo/DF4mIiIgilLWyCkqDHprUFKlDIaIuRERP2WeffYbly5djz549UCqVuOKKK7B8+XJcccUVUodGREREJBnriUroBg6EQtn9dfgVUx+GtpMeMLvLjoe/WRHs8IjonLDvKduyZQuuu+46NDQ04Mknn8Tvf/97HD16FAUFBdi5c6fU4RERERFJxlZZFfD6ZFqVFrpO/nVWrBFRcIR9T9l9992HgQMHYseOHYiJiQEALFy4EHl5eXjsscfw+eefSxwhERERUd9zWdrgqK2FbmDPZ150uJ1QK1Sc0IOoj4R1T5nZbMaBAwcwf/58sSADgIyMDBQUFGD79u0SRkdEREQkHdvJkwAA/eCOJ/noTJvNhb9/vQXL/vMBdh82oc3mCkV4ROQlrHvKEhISUFpaitjYWL82k8kEtTqsvz0iIiKiHnPbbChfeq/nC5UK2szMgB5ns7uwbmsFvik8C5vDAMCAF0vKoNcqMXl0cphfyieSt7CuWlQqFYYNG+a3v7CwENu2bcO1114rQVRERERE8qAb0B8KtSqgY9esK0HFKSsAQKFrRV7/DJjMTtQ0WPHVvjMwjA9lpETRLayLso60tLRg4cKFAIBHHnlE4miIiIiIpKMbmBXwsRWnWxCr1yMmtwjDBhmw+LJZEAQBhUfN+PvHhyGEME6iaBdRHdEWiwVz587FgQMH8Mgjj6CgoEDqkIiIiIhCzm2z+fxrp+vXr8P9HVK6cPVULVoMxzAxfRxa7VbY3Q6MGBKHBd87f18a7zEjCr6I6SlraGjAnDlzsG3bNtxxxx148sknA3qc0WiE0WjstF0QPNeFkpOTgxJnsCnPrTsix/gYW+/JOb5AY1MoFOKxHbFYLACYg6HE2HpPzvExB31Fwu8qGL69eX6H+2vXfYDadR+IX0/+4D2f2Lx/94bLN+GLBs/234re7PS5TtY5kZMV2u8pEn6v3eUg5z4gbxHx11BTU4Nrr70W+/fvx5IlS/Dyyy9zClciIiKiEGi2OKQOgSjihH1R1tzcLBZk999/P1avXh3U8wuCAEEQUF9fH9TzBkv7VRo5xsfYek/O8QUaW0xMTIczo/YUc7D3GFvvyTk+5qCvSPhdBcOwF58Tt11tVhz7zcMAgKGrn4FSpxPb2mNpj621sQW391+Kv28ogyHGhfjRO3GZ80ZsPViHPy2+HDF6z0dFQRDw+KsHUNtohXqAO+TfUyT8XoOVgxQdwr4oW7p0Kfbv34977723VwWZ2WyG0+nstF2O3eZE4cBisYjDozrS3NwMgDkY7QRBgN3ds6vuWqWGoyECwByMLt6Fl6W03Ge/d9uFFAoFxuakQac6jrYWN8YqJmHrgQZcPS4Lxtjza8DuP1KPWrMTeq0Oo4Z0PtyVzgs0B4mAMC/KSkpK8OabbyIpKQljx47FW2+95XfMggULJIiMiIgCYXc7cP/mP/boMc9OXwadShuiiIjCX+P2b3t0vEGnwqAhDpSXqbB7pw5ut4BZ+Z61zQRBwIGjZrzy0REAwJTR6TDoAptin4gCF9ZF2ZYtWwB4Jvn42c9+1uExLMqIiIgoWrgsFrTsP9Czx7hdaEzZgQRjPprMngseT71VhH4pBpyua0NNg2ftsqH94zCvYFBXpyKiXgrrouyuu+7CXXfdJXUYREQUBCumPgxtJz1gdpcdD3+zoo8jIgo/TTt2AW43hv55BdRJiQE9Zm9NEZqdjZg2Khkbv2mBVqNETYNVLMb0WhWmjE7HvIJB0GnZS0YUCmFdlBERUeTQqrQclkh0kZq2bUfsqJFiQdbZfZtWp038/4vKrchNzMaOnRZcMToJC665BMUnGtFqdSJWr8bI7CQOWSQKMRZlRERERBHAWnUS1uMn0H/p+VFEPbpvc/hx7AfwU80y5A9PCUmMRNSxzle0IyIikkhRXTm+rd4rLlxMRN1r2rYdqvh4xI0eLXUoRNRD7CkjIiJZabO58M6OPVC4tNBcMhgjs5Og5LsVUZfcDgeavtuBhKuuhELd8VBD7/s2jUYj6iwN+M1nf8S4+CnY+rUGhss39WXIROSFb3NERCQLNrsL67ZW4OvCM7A7PDO8vVhUCr1Wicmjkzm2g6gLrQcK4WppReJVV3Z6TPt9m202F/aV1OOLsp1QNg7A0QojLh2oQ0UfxktEvliUERGRLKxZV4KKU1Zo3A48cuz/AQDeuPxnqG524at9Z2AYL3GARDLWuHU79ENzoOvfr9Nj2i98bD14Fla7G4AKwGi0wIHMZEOfxUpE/njdkYiIZKHibCNiDAL0uQfgUAEOFfDYojwsvXkoYgwKqcMjki1HfT1ai4q77CUDPBc+vthzGla7G4kJSigTa6A+d3l+35H6PoiUiDrDnjIiIpIFw+WbIABwAnhpfppn53crPf9fev64NpsLupi+jo5Ivpq2fweFRoP4CV13J1ecbkGsXo+fzxmKj+r+H4aok7H/c+DGKVn4fM9JcFodIumwp4yIiMJKyYlGqUMgkg3B7Ubj1u2Izx8PlaH7IYiL5+RCa6zH6ZazsFQNwsD0GNx41UAsum6oeEybzRXKkImoA+wpo4gWyKKZF7a7HEocrmyCxeZEjE6NvMGJPotmapUaKBQcSkUUDFqlBrek/AIZf10e0PGrhv4YNi6fRCRqKyuHw2RC5h0/7fbYtCQ9LhtqxIv7N6B/bH+U7VLglzdmQaFQYHROElDlOa7kRCMm5/EeM6K+xKKMIlqPFs3sTLXvl89OXwbduSmFiejiKBQKJBoM0AR6Yd6tRpxBE9KYiMKB22ZD+dJ7AQDq9DQYhuV2+5j0ZA0qm6pRXH8EWfYrkZmqw+jceNhcdji8LlBabM6QxU1EHWNRRkREkhqZnYSHhv8Edocb06cqkbqtDIOP7AIADF39DJQ6HQqPmvHS+lLotSqMzE6SOGIieUm8YlJAIziOGT/Ait2e7ZPa7cAQ4MGv/+13XIyOHw+J+hqzjqLGhYtmAsAZ01k88s0Kn+NuT/8Z4l94BgCQs/oZFJ9qwz8+K4Nw6ca+DZgoShh0KmTmCDharsHWXUrMOn1WbFNotSisasUrGyvhUGpQMDrdZzgxEQEJkyYF9Xx5gxODej4i6l7EFWVLlixBWVkZNm/eLHUoJDPti2YCgF6tA4AOhyFelpWAk+eGUmldwLjBSRBmZOMf5z4ncuY3ouByuV1oTtmBRNNENJo1+DTjKlx6rBIA8PirB1Dd7EnIof3jMK9gkJShEknKbbN1uK006Hy/1unEba1Sg2enL8O7m47jq31nAJUDCiiwcPYofP+qIaivr8fBYw3456dHYbE5MePyTCQa9H3zDRGRKKKKsldffRVr165FQUGB1KFQGKt45Hdov2Pl6AO/BQAYVADOTdHNG6CJgutAbQmaXU34xbUD8NXftqIsfrDYVttohV6vx5TR6ZhXMAg6LXvJKHq130N2ofb3qnbDX3lZ3FYoFNCptJg3NRtby47B0ZwAAcB/v61G0dEmVJ5pQk2DFQAwtH8SbisYysmsiCQQEUWZy+XCk08+iSeeeELqUChMVDVW48OSz9Bg6fnU2rwBmihw3c2AanPZ8VXVd8hJHITTn+7B1fU78KPFM1HleBKtVieW6NUYmZ3EIYtEF6m4sRSqYd/BeXA6VG4dztZbcLbeAgDQa1W88EEksbAvyqxWKyZNmoTCwkIsXLgQX375pdQhkcwJgoC/7/4X6trM6B+T7te+fXQqCvabAJyfZMDqtImL2PIGaKLA9WQG1GOXALgkFc8OTkcGZzgl8jPsxefE7ZNrnkdb+REA59+ruvJV5bcwqjJgVhiw/BdjYWoGmi0OwG3jhQ8iGQj7T5dWqxVNTU149913MX/+fGRnZ0sdEslccV05yusr8D9Tf410ldHvA+OVB03itlKng1KnQ9GJBnEfb4AmIiIptBdebqsVbccqfPZ3VZRVNFahoqkKQsUEXD0uEykJOgzLTgYA1NfXhzZoIgpI2BdlCQkJKC8vh1od9t8K9QFBELDh2CZckpKDyzJG4IzprN8xe1NGYlJNkXj8/iP1+OenR4FRnnZeTSTqnQtnQLU5rbjn4ycwOWM80v/+Fd67gZMLEAXCUloGuDwT4AjwDANWujq/D+yLym0wIB7NTUZMH5cCQRD6KFIiClTYVzJKpRJKpVLqMCgM2F12FJnKUdl8Cg9ddRdsLjtsLrvfcVuTRmBcnacoW/baHpxucQFKFzi1B9HFuXAG1K0ndsLudiBunx2pbc0AWJQRBaL1UBHUqSlwmurgVAEPfvtMQI9Tj9mI3+/aiGenLwtxhETUU2FflBEF6mGv9chWbnu50+PU47/GS+PTzn31XxZjREHWZnNh+8FqvLe7CP10YxH77S6Y++UAaJY6NKKw0HqoGHGjRyHjJz/yXFwM8L5NIpKvqC/KjEajuJBwR9q7+JOTk/sqpB5p7yWUY3xyiK19hrdgMhqN4jpnoSKHn11nAo1NoVB02YttsXhm/WIOho4cYvPOwZjYeLz3eQU27ziGXx9+Cz8DsCrnR/hX/9mYODwBwAcA+ibHuiOHn11nmIO+IuF31RNtp8/AUVuLjCsmITk52SfH/nbD09CptWizOnHwqAnmFiveO/wBBIcWlxuvxB7lWwA8v3M5/9yAyPi9dpeDvPWGvPGvgSKaTqXFP3+wGm7Bjd9vWoVYbQwembpUfJF0uVwwV1fj4COP4XTuOPzgsV9Aq9J2uUZLRwtOE1H3/vjaLpRXtkDjdon74pwWmLWJ2Hq0GYbxEgZHFCYa9u6DQq1C4qhR/o1uJd78uBxf7KqC1d6eZ6MBCFBcrgJ4tweRbLEo64YgCBAEQbazE7VfpZFjfHKKbV9NEaqaTuP+cT9HXW0TKk1OcSpgx/p10Dk1yJ9/M1wWJ9rQ9TpkFrSGPF45/ewuFGhsMTExiI2NvejnYw72nhxi875vs/xkA2L1etwwJQE4N4J4SeW/cfKWX+DDsja0Tz1gNpslv/ghh59dZ5iDviLhd9UTtTt3wZCbi8Y2C9Bm8cmx36/9FhWnPAtBpxv1aFacgbXZAMGhwzcHqsULH2azGfo0XdBjC6ZI+L0GKwcpOkR9UWY2m+F0dv4hXI7d5tQzbsGNj49tQm78UOzcLeAvB7bj14ffRjw8Q6cUGIHBlwzBg2kJUocaUSwWizg8qiPNzZ77h5iD0UPjduLO2YOwre7fyD63rzEpE1dffSkSB9bgH+cmQ22zuaCLkSrKyMEcjDxuhwOW0lKkzr2hw/aK0y2I1euxeE4urLGVeL34W6B4En44bTj+s/04OOdi3wo0B4kAFmUU5gRBgN3t6PKY/TXFONVkQnJ1Pg7WVEHjdIttCW4r6tTxKHdosPKdIjz0w5HQaTnlPVEo/LLqfaifE1AAwHEuzWKbz6D4nnuhViuAm1MBACUnGjE5j1PsEF2orawcgt2B2FEjOz1m8ZxcxKU249V9/4auZSCGpGXj2gn9kZyowj+qzp3H5ur08UQkDRZlFNbsboff4s8dUagA88BPYBgI3JGxBFjj2X/n8Q+xfeKt2GuJx9HqFqzbUomfzBoS4qiJotPac0VXdyy2rocQE0Wr1kPFUCclQjugf4ftaUl6ZPRzYdXut2FUpqPycB5+8cOBAIDROUnAuaKs5EQjcrIG9FXYRBSAiLvl8/jx49i8ebPUYZCM5Q04fwX+jCEN8+ZPwp2zB0HjdmDrwRpeQSSSWIyO1wuJvAmCAJvLDnPJIWhG58HudohrbXrfU5acpMCL+9+AStChatcITB/TH8MHeYbme09gxQsfRPLDdz6KGCumPgyt1+QAbsGNFTtfhrKpP27Y8JV4lb7ikd9Bc+6Yfm21OP2b38AA4EEAT+cuRNHxBuQPT+nz+IkikVapwZ8mP4pH/r4HNrsb/Uccx80f74AOnosfQ59dCaVOh8KjZry0vhR6rQpjrgqsR40oWoijQqYCwNFO1yWrTPkP4JnnA+OHp2D+zCxxiL/Ne3kKXvggkh1mJUUMrUrrM2PbjtP7UdNWh5lJ34PGuSng87RaeQWRKFgUCgWSYgwYPkSHwhIHaosHozLmNC5trgDgKdoOVrTg9U9OAG41pozshxg935qILlZRzPt4cEvHbXmDE/s2GCLqFt/5KCK53C58WrEZo1KHY5A+DX8ZMh9qfAUAsKQNQOKZUwCAoaufgVKngyAIePzVA0CzC7H8QEgUsEAm23G5XTAnfwtd3DDYLLH4NG2SWJQ9/uoBVDef6zXrH4d5BYNCHjNROPvfSb/BJ9+exbdFNbDa3YDSBcPlgV94BACDjhNaEckNP31SRNpWvQc1bXW4Y9StSNMlQaU/34MWU3tK3FbqdFDqdNh/pB7VzS7otSqMzE6SImSisBToZDsAoMyrhQGAcPB7eDp3oWfnubybMjod8woGcfZTog4IzvP3Or/04dFza5EpkW6MgdrQhtMHr4Jgj/Ep0GKPXod+xnicqW9DbaNnTOOQfnG4b14etEpNR09DRBJiUUYRp8HahPVHNuLK/uMxKMEzu9Tkken47lz79n4TUXByJwDPVf79R+rxykdHAABTRqfzCiJRiD21ZBzOmpXiAu4js5OYd0RdaKuoELe91yJzxVfjlUMfQq8ZioSmy9DUdn5NLFODE6Z6zzpYeq2OFz6IZI5FGUUUQRDwTukGaFUa3Jx7rbh/7hX98J2nDsNufTYK4PmCQ6eIgqd9sp02mwslJxphsTlR2XocO1s/xw++asD6mZ5Z4Aw6FSaPzgQA1NfXSxkyUViwFJcAXreBLZ6Ti9RMO1bs/D8oG/sjyTIGjywchZKqevyj6jMAwM+uy4XgViFWr+aFD6IwwKKMIsq+miIcOFuOGYk3YldxE2L1FozMTkLp+58Agz3HqPQ6Dp0iCgHBpcK6Lafw3YGT+PXht5EM4N2cH8GpugaH1McAHJU6RKKw1Fp8GJjs2U5L0mNUTiJW7Pw7XFY94uvy8dCPRyLOoPFZi0yjVmJyXoZ0QRNRj7Aoo4hR02LGK58VQTg7FZce+RsA4C9D5kOh0WBEQ5NYlHHoFFForFlXgopTVmjcbnGfQmeB4EjEwfgcGFiUEfWYs7EJ9qoqYHIaACDTaMCWkztwsqUaqlNX4aHbLkNirOe+aa5FRhS+WJRRxHhq9wvAAEA5AHhpnOfNq33GxXKv4zh0iig0xHtdZucAqz37RsZsQfrpHHyTMgqCtOERhaXW4mKfr6vrWlFR9gWcNYOwePpEpCToxDZBOJ9lXIuMKLwwY0n2uppy2+ay93E0RNQZjduJxbMHYXh/HU6c2zeppBlDfjULQ51q/OOsZ1+bzdXpOYjIV+uhImgHDUT7qtB1LW3Q1KVivHESLs2J83kf3He0VtzmWmRE4YVFGcleT6bcbrf4/2qhcQFuAA1jpsAwrQBrPyqHSq+D6yplaAIlilCBXhj5ZeV7UD0HHIHnzUUBIMnigvnPK2BQAZjv6cEuOdGInKwBIY+bKJy5bTaUL70XABB77dUADgKAOOX9AbyP+zd3/ngOyycKLyzKKCJpXJ5/AJCxdyuwdyseBPB07kIUn2hEVv90SeMjCieBXhhZe0uauP2r92rFHLwQ73Uh8i26cl9YA6fG94Kh22WH41xdpR6eC9Qe7OsQiagPRURRVlFRgQcffBCbN28GAMyZMwerVq1CWlpa1w+ksHPhlNunGuvwWfEB3LvjazjUCqy9ObXbc7Ra+YGQKNTaP0wOeXo5lDodbE47sGsNAN7rQtGno95m76Kr2dGKR7et8X/gud5l1H7of85DM2G1nZ/YQ69VYfLINNw0ZSB0WhUXiCYKM2H/zlhXV4cZM2bAbrfj4YcfhtPpxMqVK1FYWIidO3dCq9VKHWLU62roU2ftWqVGnEXKe3iUze7Ch98ex84DZ3D34X8hGcDGnB/hL4N/BJ1BAPClz3mGrn4GSp0OgiDg8VcPAM0uxOrD/s+eKKi6y1HvHPxd/r34bOdZ7D5Yg1+WvguHyreHrJ24b+9zfm2814XCTW/fx6xOGwBP0fXINyv8H9hedO3soCDrxlOLJ+JIlQWtVifXIiOKAGH/6XT16tU4efIkDh48iLy8PADApEmTMGvWLLz++utYvHhxQOfp7AW3/QXV6rR1WTh0V1iEqt3qtEEQBDTZW/xib3+8lLEBXbwZ9cLjO/4MKAGnc4a4LzFOBZNFCYfDCcMFxyt1Oih1Ouw/Uo/qc2uSjcxOCkosFFzMwdDlYHc/O5vLHnCOLt/9nCcH7TM6HZ7YHX5wlCfmYHByJFja74325j0ixKBTIX94Sp/GREShE/ZF2TvvvIPp06eLBRkAzJw5E8OHD8c777wTcFHWm8kkSDpTrlR4ZhMA8KspKXj9FhX+DgAAIABJREFU3yU4Ees/dFEQBOw/Uo9XPvIcPGV0Oj8QyhRzMLwsmTMMWAOoXYDKJmD4vgTs1eVDf7lnGYr2D5T/GnM7Trd4PlkO6ReH++blcViVTDEH+5Z30dVRj7P3vdHncWEJokgV1tPQmc1mHDt2DOPHj/drGzduHPbs2SNBVBQIxcEC/Oq9WvzqvVo490zza3fumSa2J5bN9GsvbNkkbre+9AJm1e9Bht7td9zjrx7Ac+sOo9XqxND+cZhXMCi43whRhOouB4eke94+FACu3mXB9Vd/D3fOGiq2/yX7x1g1ZCFONymgV+sw8/KBePi2MUgwGHwWuCUKV93lSHft7UVXx8WX537Mdu9fOw1DX1iDtrsfE/dxaQmiyBLWRdmpU6cAAAMG+E+t3K9fPzQ2NqKxsbHH5804fQPa9syCc9eMi3rB7av2xf93fl2StoNTxO3F/yd9bJ21O6xK8Y0oNS7Gr33J90eI7b/5UZ5f+6J/n/+eNXAhta0OC4reEfetGvpjPJ27UByyOHN8Pzz0w5HQadlLFg6Yg9K3e+fgsoWX+7WfXna+R+XSKgvsr76EhJeeEvfNGt8Pi64biqU/GI7VS/Pxk1lDmH9hhDl48TmyZHaO2P4Lw3G/9gH33i1uxz5+v1/7P/afv/j4i+nfh1qvx+gR52cOLjnR8883RCRfYV2UNTc3AwBiYvw/1BsMnruLWltbe3ze49VWxGr1WDr30q5fcLt7Qe7DdpHz/MQmcomtw/Y5w8Tt3/10tF973oDzd4f9+buX/Nq7M21MOj8QhjHmoPTt3jm4Zd8Wv/buZKQYUDAmA/nDUzhkOAwxB32Lqsduu9Sv3TtHBLvdr13/15Xidsu33/q1//HoJ+L26kNv+rUXnzKJ2ykJnufy7mXm0hJEkSWsizJB8Iyt7mooTG+GyWjcTiyePQgjs84Xex294Oak6WXT3s7gtPrtkzo2m8W/MLZYj4nb//l2g197xSO/E7d/8uEZv/bD19wKh8ozDj9r5XIM+stKZK18UmwfMSiJHwjDGHMwuO2ONv+Y3K1V4vZX32z0a/fOwYFvfuzX3rL4QXF76OpnMOzF55Cz+hlxH6e9D2+RloNuq81v3yDd+X1Nxyr82r2LquP/s8yv3TtHvLcDpWgYKG5fFXOdX/sNQ2b57Wv/3AMwx4giTVhndFxcHACgra3Nr619X0JCQpfnMBqNMBqN4uxSAHBPxXvQrAaOeh1X8cjvzk9de07148ugkUl7u8WV/8baCb7HSR3bqd/9wa89ee3/E7dHvf8Nvp7fszXlNqVsxqb5nU+5feWYwTDGxXb6eKXScz0iOTm5R8/bV+QcX6CxKRQK8diOWCwWAMzBvmiveuxxv/aY194Qtwd/+IVfe3fsWr24xlJsqhEqvR5FxafEduZg6DAHO25v11EOHn90md9ja/78Z/Gxphf+2uMc6M7rV1yFO7dtAwAULZgP2L/yaZ83djqwZTMA4KfXTMPXn/7Xp33goExM/uA9n33bD52/mNJdjnVHzn/jgLzjC1YOqtVh/TGcgiyse8oGDfJM2nD69Gm/turqaiQlJSE2tvcvWCSdlrseFbcvf/nFHj/ewLXIiC5Kdzn4Tu3f8dL8NLw0Pw0///RRLPrwAfy1dJXYzhykcLftez8Ut+vv+YVf+8Fb7hS3Bzz9J7/2n0473/u18Br/Xq/4pFhM/uA9TP7gPaj0/j1+VqcNbQ6r+P/2Q1V44YN9YjtzjCiyhHVGJyUlYciQIdi7d69f2759+5Cfn9+r8747fhFeeGAm3DY7dv70DgDApc+tBrY95XNcy5LfwPjXPwM4N0vSBT02fdne7oORtwLY7LNP6th687MTvEYcWm0OPDt9GXaUnME7Z9cC8NyAfc/R/wPQ8ZTbrY0tsCg6v58wJcWztovVahWvFsuJnOMLNLaYmJheXxRhDsorB5vaev43aDaboVNpO22X8984IO/4mIMdt7cLVg5eNjRH3J4wJBfvXDCSPjvz/KQbep3/Mg8DktWoObdts/kPvaxrMKO6RguFQuHTS9nutWPP4bVjF+z0mvequxzrjpz/xgF5x9cXOUjRJ6yLMgC45ZZbsGbNGhw+fBgjRowAAHzxxRcoLS3FQw891O3jzWYznE4nbK7zL5gnG+zYvL8SoweeT6Q4o/+Cw8NzUsUXXKVOJ2m7GHubssMFlKWMraOf3ZDBiag996HPofa/78/utotDo2wuO4oq2/DuVyeAc/daq7QxWDVkoeeLJkCv1WHK6HTMKxgU0IQe7cMJYmNjZfdiD8g7vkBjs1gsXba3T9TDHJQmB7t7vHcOut1uLBjwC7z1RTmQ55kRTjg0E1bb+dzVa1WYPDINN00ZCJ1W1e1aZHL+GwfkHR9zsON2MfYg5eCIgQl+5/bmnSMdFVUlJ+uRcK5dqfEfmPRuzVq829UThJic/8YBeccX7BwkAiKgKPvtb3+LN954A9dccw0efPBBWK1WPPPMMxg/fjwWLFjQu5MqXfj7x4ex6JqBMLS/4Dq6fsHt7gU5lO0O7xpEff5NNdA3i5C3d/Cz+8OBv5wfv79zjV/7u3Wvn2//7tzN1l6TXz21ZByOVFnQanUiVq/GyOwkTugRSZiDIc/B7h7vk4M7zvVEeF2lf2rxROZgJGMO9ixHdvnf2/xWzT/Ot3/2uF97d56Y+BscPdkGi82JGJ0aeYMTfXKMi7ATRRaF4D2VT5gqLS3F/fffj6+//hoxMTH4/ve/j5UrVyItrfObds1mM7744guMHz8e8fHxsLnsuH/zHzs9nuTl2enLLmrYhvffRm1tbRdHSkPO8QUrtrNnz6KkpIQ5GKaYg9JhDkaGQIquUC60Lue/cUDe8QUrtubmZuzZswczZ86E0WgMRmgUxsK+pwwAhg8fjk8++aT7A0k2fIc+CdDrgImXpuKGyVnQalVwOZQ4XNnEK4REEuFVeqKueeeIQatC7sAY6L1yxOVQ4nSDgGaLA/ExGvQ3Kv1yKD0vUYrQiUiGIqIoCwatUoNnp/uuQ9Jmc6Ha7EazxYE4gxppiS6/F9z2wqGzF+RQt59uENDUaofBAPRLUortVpsLR6osaLO7JI2tszcj11VKFJ9o7HzokxaYnOe/KDhFLuZg6HKwu59dZ0UXPzBGF+Zg5+29yhEtcEm2fHt7iEheImL4Ym9cOHyxM3LuPgfkHR9j6z05xxeqoVOhfr5QkXN8jK335Bwfc9CXnONjbL0n5/g4fJFCIazXKSMiIiIiIgp3UTt80eVywel04syZM2hoaOj0OO82OU5dKuf4GFvvyTm+YMVmNpthtVqZgyHE2HpPzvExB33JOT7G1ntyji9YsVmtVjidTrhcrmCERWEuaouy2tpaVFdXo7q6WupQiKJaTY2EC/UQEXOQSGK1tbVITU2VOgySWNQOX4yLi5M6BCIiIiKKcvxMSkAUF2Vabe/X1yEiIiIiCgZ+JiUgiosyIiIiIiIiOWBRRkREREREJKGoneiDeu7BBx8M6Ljt27fj22+/Fb++4447ulx/48MPP8SxY8e6PGdWVhZuu+02AMDatWvR1NQUUCwDBgzAFVdcgczMTKhUKtTV1eHAgQM4dOhQQI9vZzAYMGHCBOTk5CAxMRFutxtmsxmHDx/G3r174Xa7e3Q+ot6I5hycNGkSpkyZ0ml7WVkZNmzY0KNzEvVUOOagt5/85CfIzMwEAKxatapHj1UqlRg3bhxGjhyJpKQkOBwOnDx5Etu3b4fJZOpxLETki0UZhZRWq0VSUpIkzz1s2DDMmTMHSuX5DuHMzExkZmYiNTUVmzdvDug8RqMRt912G2JjY332Z2RkICMjA0OHDsW6des4pS3JUiTkIACkp6eHIEKi0JMyB72NHz9eLMh6Y86cORg2bJj4tVqtxrBhw5CdnY1169ZxNmuii8SijAK2c+fODvfHxcXh0ksvBQC0traiqKhIbEtLS4NCoQAAnDp1CqdOnfJ7fFfr4/SWTqfDzJkzxQ+DR48eRVtbG/Ly8qBSqTB+/HiUl5d3GM+FZs+eLRZkzc3NOHr0KGJiYpCbmwulUomsrCxMmjQJ27dvD/r3QeQtWnMQOF+U2Ww2HDhwwK+9trY2eMETdSKcctDbhAkTMG3atF4/fsSIEWJBZrPZUFJSgrS0NAwYMAAajQazZ8/G66+/DkEQghUyUdRhUUYB++abbzrc/4Mf/AAA4Ha78dFHH/kMqfC+ul1UVISDBw+GNshzLrnkEsTExAAAjh07hvXr1wPwvPG1D4G67LLLuv1AmJSUhKysLACAw+HA22+/jdbWVgCeq47Tp08HAOTl5bEoo5CLxhwEPD0NiYmJAACTydTpz4Eo1MIpBwGgX79+mDp1KgYOHHhR5xk7dqy4vXHjRpSVlUGhUOCnP/0pUlJSkJKSgoEDB6KysvJiQyaKWpzogy5KXl4ecnJyAAD79u3DyZMnfdrT0tLE7fr6+j6La/DgweJ2WVmZuF1SUiJuZ2dnd3ue+Ph4NDY2wul04syZM2JBBgDHjx8Xt7nGCEkl0nMQ8O1p6MvvgSgQcs1BrVaLH//4x2JB1tveZI1Gg/79+wMAnE4njhw5AgAQBAGlpaXicYHmMxF1jD1l1Gs6nQ4zZswA4Bmu0VFPkfcVwgkTJuCGG26AVquFyWTCvn37fD6gBVNqaqq4bTabxe2mpiY4nU6o1WrExMTAYDCgra2t0/NUVVXhlVdeAeAZP+8tISFB3O7qHEShEg05CPh+D6mpqVi0aBESExNhsVhQVlaG7777DjabLfjfBFE35JyD7RcyXC4Xdu7ciaKiItx55509Pk9KSop4rqamJp+JrbxzOzk5+SIjJopuLMqo18aMGQODwQAA2L17N+x2u0+7QqFASkqK+PXQoUPF7X79+qFfv37IyMjo0c3+gfKelMNqtfq02Ww2scCKjY0NuKByOp0+X0+cOFHc5pANkkK05KB3T0O/fv3E7YSEBOTn5yMnJwfvvPMOL45Qn5NzDrrdbuzatQt79+5FS0uLz4XEnugql72/5ogRoovD4YvUK0qlEpdffjkATy9RRzfep6Sk+PQuVVZWYu/evTh9+rS4b/z48eKwj2DSaDTi9oXFlPcsid7H9cSsWbPEe83cbjd2797dq/MQ9VY05aB3T0NTUxP279+Pw4cPi+dJTk7GzJkzLzZkoh6Rew46HA58/fXXaGlpuajzeOfohbMMB+P9lIg82FNGvZKXlydeFTt06BAcDoffMW1tbdi0aROMRiOqq6tx+PBhsW3OnDkYPnw4AM8NxN2tzyIns2fPxujRo8Wvd+zYwTVaqM9FUw7u3r0bqampUKlU2LZtm1jk5eTkiBMsDBs2DLGxsT73fRKFUjTlIBGFHosy6pWRI0eK29438XtrbW3Fvn37Omzbv3+/+GZ0MeumdMbhcEClUgGA+H877687ehPtjEKhwHXXXYe8vDxxX2lpKWddJElEUw56f5D1duzYMTQ2NiIxMREKhQIZGRn8YEt9Ru45GCzePd3Bej8lIn8cvkg9ZjAYMGDAAACeoURnzpzp8TksFou4rdVqgxZbR+fX6XQ+bd5fB3pVXaFQ4Prrr/cpyEpKSvDxxx9fZKREPReNOdgZ78eH4vsg6kg45GCweOfYhbms1+vF7YsdJkkU7dhTRj2WlZUlLgjb1QQXQ4YMQVZWFuLi4lBeXi5Oowt4pppvF4oX8vr6enEmqKSkJPENMy4uThzf39raGvDEADNnzhSvaAJAYWEhPv/88yBHTRSYaMrB+Ph4jBw5EvHx8XC5XNi0aZNfezt+KKS+Eg45GCze0/gnJCRAqVSKMzC2rx8IAHV1dX0eG1EkYU8Z9Zj3MIuurg6mp6dj4sSJuPTSSzF58mSfYQ7tN0cDQEVFRdBj9H6T9O7dGjFihLjtvc5YV0aPHo3LLrtM/PrQoUMsyEhS0ZaDV155JS677DKMGTNGXC8J8CxQ3f7Btq2tzWfyBKJQCoccDBabzYazZ88C8EzmkZubC8AzguSSSy4Rjws0n4moY+wpox7zXoukpqam0+OKioowceJEaLVapKenY+HChThx4gQyMzPFaa0dDgd27doV9BgPHz6MK6+8Enq9Hjk5ObjppptgsVh8PhwWFhb6PGbChAniUIzCwkI0NjZCrVZj6tSp4jFutxs2m81nX7tvvvkm6N8HUUeiKQebm5tx9OhR5ObmQqlUYt68eSgtLYVKpfL5QLhr1y6/meGIQiUccrA3OspBADhw4ABmz54NwDP78MCBA5GamirOjFpXV+e3aDYR9QyLMuqxQIdctLS0YOPGjbjuuuugUqmQnJzs80bmdDrx0UcfoampKegxtrW14fPPP8f1118PpVLpszYMAOzZswfV1dU++8aMGSMOxaioqEBjYyPy8vLENWgAzxTI48eP7/A5WZRRX4mmHASAzz//XIxdo9Fg1KhRPo8rLi6WzYdaig7hkIO90VkOHjx4EEOGDMGwYcOg1+sxduxY8TEOhwMbN26EIAiSxEwUKViUUY95r0XS3f0gpaWlMJvNmDBhArKysmAwGNDW1oaqqirs2LEjpGPQy8rK0NzcjCuuuAL9+/eHSqVCfX09Dhw4gIMHDwZ0jva1yIjkJJpyEPBMiPDWW29hwoQJGDZsGJKSkuByuWAymVBYWIji4uKQfQ9EHQmXHAymDRs2YOzYsRg9ejSMRiMcDgdOnjyJ7du3c1kYoiBQCFF6aePs2bN46623pA6DApSVlYXbbrsNALB27VrZXFUkihbMQSJpMQcj14IFC5CRkSF1GCQxTvRBREREREQkIRZlREREREREEmJRRkREREREJCHeU0ZEREREJBHeU0YAe8qIiIiIiIgkxaKMiIiIiIhIQizKiIiIiIiIJBS1i0fb7XYYDAa4XC6uQk8kEbVazRwkkhBzkEg6CoUCKpUKdrtd6lBIBqK2KGttbUVaWprUYRBFLafTCbU6al+CiCTHHCSSh9bWVqlDIBmI2lfj1NRUAEBWVhb0en2nx8XFxQEAWlpa+iSunpJzfIyt9+QcX7Bia2xsRG1tLXMwhBhb78k5PuagLznHx9h6T87xBSs2q9WKkydPip9JKbpFbVGmUqkAABkZGYiPj+/0uOTkZABAfX19n8TVU3KOj7H1npzjC1ZsGo0GtbW1zMEQYmy9J+f4mIO+5BwfY+s9OccXrNiam5tx8uRJ8TMpRTdO9EFERERERCQhFmVEREREREQSYlFGRERERCK3zYbSO+9C6Z13wW2zSR0OUVRgUUZERERERCQhFmVEREREREQSitrZF4mIiIjIw3uYYmfbAKDU6fosJqJowqKMiIiIKMqVL723w/1HH/itz9fDX3m5L8IhijocvkhERERERCQh9pQRERERRblhLz4nbrttNrGHbOjqZzhkkagPsCgjIiIiinKdFV5KnY5FGVEf4PBFIiIiIhK5HQ6pQyCKOizKiIiIiEjkrK+XOgSiqBPWRdnx48ehUCi6/Ld582apwyQiIiIKG66mZgBAztPLOXSRqI+E9T1laWlpePPNN/32t7W14e6770Z6ejrGjBkjQWRERERE4clhqgOUSqiNRqlDIYoaYV2UxcbGYsGCBX7777vvPjgcDrz99tsw8gWFiIiIKGAOkwma5GQoVCqpQyGKGmE9fLEjBw8exPPPP49FixZh6tSpUodDREREFFYcJhM0qSlSh0EUVSKuKHvsscdgMBiwfPlyqUMhIiIiCjsOUx2LMqI+FlFFWWFhITZs2IC77roL/fr1kzocIiIiorDjKcpSpQ6DKKpEVFH217/+FSqVCnfffbfUoRARERGFHbfVCldLC3vKiPpYxBRlbW1teOuttzB37lwMHjxY6nCIiIiIwo7DVAcA7Ckj6mNhPfuit6+++gotLS249dZbe/Q4o9HY5QyNgiAAAJKTky8qvlBRKj11tRzjY2y9J+f4Ao1NoVCIx3bEYrEAYA6GEmPrPTnHxxz0FQm/Kyl0Flv9kWMAgLTcXGiTpZvBOhx/dhfqLgfV6oj5GE5BEDE9ZZ988gl0Oh2uv/56qUMhIiIiCku2mhooNBpokhKlDoUoqkRMib5t2zbk5+cjISEhqOcVBAGCIKC+vj6o5w2W9qs0coyPsfWenOMLNLaYmBjExsZe9PMxB3uPsfWenONjDvqKhN+VFDqLrbGyEpqUZJgbGqQISxSOP7sLBSsHKTpERFHmcDhQXFyMJUuW9PixZrMZTqez03Y5dpsThQOLxSIOj+pIc3MzAOYgUagwB6k3OPNi8ASag0RAhAxfrKyshN1ux6BBg6QOhYiIiChsceFoImlERFFWV+eZKSjYQxeJiIiIooUgCOwpI5JIRAxfnDhxojg7FBERERH1nLu1FW6rlT1lRBKIiJ4yIiIiIro4XKOMSDosyoiIiIgIDpMJANhTRiQBFmVEREREBIepDkq9HkpO407U51iUEREREZE486JCoZA6FKKow6KMiIiIiDjzIpGEWJQREREREdcoI5IQizIiIiKiKCcIAhx19SzKiCTCooyIiIgoyrkamyA4HBy+SCQRFmVEREREUe78dPgsyoikwKKMiIiIKMpxjTIiabEoIyIiIopyDlMdVHFxUOr1UodCFJVYlBERERFFOc90+OwlI5JKRBRltbW1WLx4MTIyMpCQkICCggJs375d6rCIiIiIwgKnwyeSllrqAC5Wc3Mzpk2bhurqatx///0wGo144YUXcM0112Dnzp0YPXq01CESERERyZrDVAd99mCpwyCKWmFflK1YsQKlpaXYvHkzpk2bBgC47bbbkJOTg2eeeQZvvvmmxBESERERyZfgcsFRX8+ZF4kkFNZFmSAI+Oc//4nrr79eLMgAIDMzE3/+85+h0WgkjI6IiIhI/pxmM+B2c/gikYTCuig7fvw4Tp06hd/+9rcAPEVaa2sr4uLi8Ktf/Uri6IiIiIjkz2GqA8A1yoikFNYTfZSXlwMA0tPT8dBDDyEpKQnx8fHIzc3Fhg0bJI6OiIiISP7aizJ1SrLEkRBFr7AuyhoaGgAAy5Ytw8cff4znnnsOb7zxBmJiYnDTTTfhiy++kDhCIiIiInlzmExQJyVCyds+iCQT1sMXbTYbAE9xVlZWBqPRCAC44YYbMHToUPzP//wPZs6cKWWIRERERLLmWaOMQxeJpBTWRVlsbCwA4OabbxYLMgBISkrC3Llz8frrr6OlpQVxcXGdnsNoNPo89kKCIAAAkpPl2aWvVHo6O+UYH2PrPTnHF2hsCoVCPLYjFosFAHMwlBhb78k5Puagr0j4XUnBO7bqhgbEDugvqzjD5WfXle5yUK0O64/hFGRhPXxxwIABADz3lF0oPT0dgiCgpaWlr8MiIiIiChvWmhroOvgsRUR9J6xL9FGjRkGn06GoqMivraKiAnq9HmlpaRf1HIIgQBAE1NfXX9R5QqX9Ko0c42NsvSfn+AKNLSYmRuzNvhjMwd5jbL0n5/iYg74i4XclhfbYTGfPwlFvhis2RlZxhsPPrq9ykKJDWBdlsbGxmDt3LtavX4+ioiKMHDkSgKcg+89//oObbroJKpWqy3OYzWY4nc5O2+XYbU4UDiwWizg8qiPNzc0AmINEocIcpEA46zyFBe8pC75Ac5AICPOiDACeeeYZbN68GTNmzMC9994LrVaL5557DgaDAX/605+kDo+IiIhIthwmEwBw4WgiiYX1PWUAkJ2dje+++w4FBQVYuXIlli9fjrFjx2L79u3IycmROjwiIiIi2XKY6gClEuouJnshotAL+54yAMjJycH7778vdRhEREREYcVhMkGTnAxFN7d7EFFohX1PGRERERH1jmeNMg5dJJIaizIiIiKiKOUwmViUEckAizIiIiKiKOXpKePMi0RSY1FGREREFIVcbVa4WlrYU0YkAyzKiIiIiKKQtaYGANcoI5IDFmVEREREUcjGooxINliUEREREUUhW00NFBoNVIkJUodCFPVYlBERERFFIdvZGmhSkqFQKKQOhSjqsSgjIiIiikLWmhoOXSSSCRZlRERERFHIdraWMy8SyYRa6gCIiIiIqO+4bTZ8e/N8AEDM5WMkjoaIAPaUEREREUUtdUqy1CEQESKkKJs4cSIUCoXfv3nz5kkdGhEREZFsaVI4fJFIDsJ++KIgCCguLsZNN92EW265xadt8ODBEkVFREREJB9um63DbVV8nM/XSp2uT+MiIo+wL8qOHz+O1tZW3HjjjViwYIHU4RARERHJTvnSezvcf3zZH3y+Hv7Ky30RDhFdIOyHLxYVFQEA8vLyJI6EiIiIiIio58K+p+zCoqy1tRWxsbFShkREREQkK8NefE7cdttsOPrAbwEAQ1c/wyGLRDIQ9j1lhw4dQnx8PB544AHEx8cjLi4OQ4cOxTvvvCN1aERERESyoNTpfP51t5+I+lbYF2VFRUVobm5GQ0MD3njjDbz22muIj4/Hj370I7z55ptSh0dEREQkK4IgSB0CEV0g7IcvLlmyBC6XC0uXLhX3/fCHP8SoUaPw0EMP4cc//jFUKpWEERIRERHJh6uxWeoQiOgCYV+U3XXXXX77DAYDbr/9dvzhD39AcXExRo8e3enjjUYjjEZjp+3tV5OSk+W5uKJS6enslGN8jK335BxfoLEpFArx2I5YLBYAzMFQYmy9J+f4mIO+IuF31deaa2oBAGPXrIKhXz+Jo+mYXH92QPByUK0O+4/hFERhP3yxM+np6QCAlpYWiSMhIiIikg/r2RoAgD4jXeJIiKhdWJfop06dwuzZs3Hbbbfh8ccf92k7fPgwAGDIkCEX9RyCIEAQBNTX11/UeUKl/SqNHONjbL0n5/gCjS0mJiYoM6EyB3uPsfWenONjDvqKhN9VX2s4cQLqhHgodDrZxdZOrj87oO9zkKJDWBdlAwYMQENDA9auXYv77rsPCQkJAIDKykr885//xIwZM5Aj+NMEAAAgAElEQVSZmdnlOcxmM5xOZ6ftcuw2JwoHFotFHB7VkeZmzz0NzEGi0GAOUmccpjro0tlLFmqB5iAREOZFGQC8+OKL+MEPfoArr7wSixcvRnNzM1544QWo1Wq8+OKLUodHREREJCsOkwmG9DSpwyAiL2F/T9lNN92E9evXIzY2Fg8//DBWrVqFyZMnY/v27eKC0kRERETkwZ4yIvkJ+54yALjxxhtx4403Sh0GERERkawJLhcc9fXQcZIPIlkJ+54yIiIiIgqM02wG3G7o2VNGJCssyoiIiIiihMNUBwDsKSOSGRZlRERERFFCLMrSONEHkZywKCMiIiKKEg6TCeqkRCg1GqlDISIvLMqIiIiIooTDVAdNaqrUYRDRBViUEREREUUJh8nEooxIhliUEREREUUJT1GWInUYRHQBFmVEREREUcDtcMDZ0MieMiIZYlFGREREFAWcdfUAwJ4yIhkKqCi7++678cYbb6CkpCTU8RARERFRCDhMJgAsyojkSB3IQS+++CIUCgUAIC4uDuPGjcOECRPEf9nZ2aGMkYiIiIguksNUByiVUBuNUodCRBcIqChrJwgCmpub8fXXX+Prr78W9ycnJyM/P9+nUMvMzAx6sERERETUOw6TCZrkZChUKqlDIaIL9Kgoe/7557F3717s3r0bxcXFcLlcAIC6ujps3LgRGzduFI/t37+/T5GWn5+PpKSk4EZPRERERAHxrFHGoYtEctSjouyXv/wllErPbWhWqxX79u3D7t27xX+lpaVwu90AgFOnTqG6uhr//ve/AQAKhQJOpzPI4fsqLCxEfn4+Hn30UTzxxBMhfS4iIiKicOIwmaDLypI6DCLqQEBF2enTp/Hdd9+JBRkA6PV6TJ48GZMnTxb3tbS0iD1p7f+OHj0KQRCCH/kFnE4nFi1aBIfDEfLnIiIiIgo3DlMd4saOkToMIupAQEVZRkYGbrzxxm6Pi4uLw7Rp0zBt2jRxX11dHdLS0nofYYCeeuopFBUVhfx5iIiIiMKN22qFq6WFwxeJZCrk65T1xX1kBw8exPLly7Fs2bKQPxcRERFRuHGY6gCAC0cTyVRIirITJ07g008/BQCoVCq88sor+PnPfx6Kp4LT6cTPfvYzzJo1CwsWLAjJcxARERGFs/NrlLEoI5KjHk304c3tdqO8vBwlJSUoKSlBcXExSkpKUFpaCovF4jOxxx133IE77rgjaEF7W7FiBcrLy7F+/fqQTyRCREREFI4cpjooNBqoEhOkDoWIOhBQUVZYWOhTeBUXF+PIkSN+k2r0xYQe3oqKivC///u/eOGFF5CVlYXjx4/36fMTERERhQOHyQRNSjIUCoXUoRBRBwIqysaOHeuTxJ0VXwqFAldffTVGjBiBESNGBCfCTrhcLixatAhTpkzB4sWLQ/pcREREROHMs0YZhy4SyVWPhi8KgoB+/fohNzfX5199fT1++ctfAgA+//zzkAR6oZUrV6KwsBBbt26F6dw4abPZDACwWCwwmUxITk72mca/I0ajEUajsdP29gI0OTk5SJEHV/v3J8f4GFvvyTm+QGNTKBRd5p/FYgHAHAwlxtZ7co6POegrEn5XfaHK3ID4EcPFWOQUW0fkHF+wclCt7vVdRBSBevTXoFAoMHLkSPzlL3/x6QnbsmVL0APrzn//+1/Y7XZMnDjRr23lypVYuXIlKioqkJ2d3eexEREREcmFIAiw1dQgtWCq1KEQUScCKsreeOMNPProozh58iS+/PJLjBkzBr/+9a/xxBNPID4+PtQxdmjVqlViz1i7s2fPYsGCBbj99tuxcOFCZGZmXvTzCIIAQRBQX19/0ecKhfarNHKMj7H1npzjCzS2mJgYxMbGXvTzMQd7j7H1npzjYw76ioTfVai5WlrgamuDM8YgxiKX2Doj5/j6OgcpOgRUlC1YsADz5s0Te6BaWlqwZs0a/Otf/8JTTz0lSW/U+PHj/fa1T/SRk5ODmTNnBnQes9nc5ayNcuw2JwoHFotFHB7VkebmZgDMQaJQYQ5SO65RJo1Ac5AI6ME6ZXq9HsuWLUNZWRkWLVoEhUKBs2fP4uc//znXByMiIiKSqfNrlKVIHAkRdabHi0dnZmbitddew+7duzFjxgwIgoDTp0+L7W+++WZQAyQiIiKi3nOY6qDU66HkUDoi2epxUdZu7Nix+PLLL7F+/XoMGzZM3L9o0SLk5+dj8+bNwYivR7KzsyEIAp544ok+f24iIiIiOXKYTNCkpnCNMiIZC6go27t3L1wuV4dtc+fOxaFDh/Dss8/CaDRCEATs3bs34Hu6iIiIiCh0uEYZkfwFVJTl5+cjKSmp00Wj1Wo17r33Xhw5cgT33HMPNBpNp8cSERERUd9p7ykjIvkKePiixWLpttBKSkrCmjVrcOjQIcydO/eigyMiIiKi3hMEAY66ehZlRDLXo8Wjb731VkyYMAH5+fli71lHhg0bhg8//DAoARIRERFR77gamyA4HBy+SCRzARdlgiBg/fr1WL9+vbhvyJAhYoE2YcIEjB8/HnFxcT6Pc7lcGDBgAK644gqfxxIRERFRaJ2fDp9FGZGcBVSUrVmzBrt27cKuXbtQXl4uDmM8duwYKioq8P777wMAFAoFhg0bJhZq+fn5uOyyy1BTU4MNGzaE7rsgIiIiIj9co4woPARUlN1zzz3idlNTE3bv3i0Wabt27UJVVRUAT29aaWkpysrK8K9//QsAoFT2etZ9IiIiIroIDlMdVHFxUOr1HbYLggC729Gjc2qVGk6vTxRkPbqnDAASEhJw9dVX4+qrrxb31dTUYOfOnWKRtnv3bpjOXZnpbCp9IiIiIgqt7mZetLsduH/zH3t0zmenL4NOpb3Y0IjIS4+Lso6kp6djzpw5mDNnjrjv+PHjYpG2c+dO7N27NxhPRUREREQB8qxRxqGLRHIXlKKsI9nZ2cjOzsatt94KAFy3jIiIiKiPOUx10GcPDujYFVMfhraTHjC7y46Hv1kRzNCIyEvIirILcewxERERUd8RXC446usDnnlRq9JyWCKRRDgLBxEREVEEcprNgNvdq+GLLjfnBCDqSxFRlG3atAlTpkxBfHw8BgwYgPvuuw8tLS1Sh0VEREQkGYepDkDv1ihbf/RzPLf3H8EOiYg6EVBR9vbbb6O8vDzUsfTKpk2bMGvWLNjtdjz99NO4/fbb8be//Q3f+9734Ha7pQ6PiIiISBLtRZk6JbnHjy0ylSHFYAx2SETUiYDuKbv99tuhUCiQmJiI/Px8TJgwARMnTsSECRPQv3//UMfYpYceegiDBg3Cli1bYDAYAACDBg3C0qVL8dlnn+G6666TND4iIiIiKThMJqiTEqHUaHr0uJONJpw6qcQQ52DsLq3DyOwkKPtsFgKi6BRwigmCgIaGBnz55Zf48ssvxf2ZmZligdb+f2JiYkiCvZDVakVaWhpuueUWsSADgIKCAgBAYWEhizIiIiKKSp7p8AMfumizu7BuawU2HzgNp3McNh1twyaUQq9VYvLo5Ai56YVIngIqyh577DHs3r0bu3btQv3/b+/O46Oqz8WPf2afTEJWEnYISdiEsIu7AUWUitZd2yptrXjb+rtVtKi1tdVruVWxuLXWultti1703qrVWlHZQRRkMYQAIUBIAtnX2We+vz8mmSwzWZlkZpLn/Xr5cjjfc04eDnlm5jnnu1RVtWkrLS3lvffe47333vNvy8rKYt68ebzxxhuhjbYds9nMv/71r4Dtu3fvBnxPzIQQQgghBhOvw8GhO+4EYMiZc7t93JPv7ONoiR0AY6yLScPTOFllo7zWzud7iomZ1SfhCiHoZlH2yCMtK70fOXKEHTt2+BeG3rVrF1artc3+hw4d4vDhw31elLV37NgxPv/8c+655x6mTZvG1Vdf3a8/XwghhBAikhh6MJ7s1Ij3iRnR8ufDAMkQ09EBQoiQ6XEP4YyMDDIyMrjpppsA8Hq95Obm+gu1HTt28M033+Dx9O9UqlVVVaSnpwNgsVh49tlnMZvN/RqDEEIIIUQk0af0fDr8rtgcHkyWkJ9WiEHttIdtarVasrOzyc7O5kc/+hHgG+vV3IWwv2g0GtasWYPT6eSZZ55h4cKFvPXWW1x77bX9GocQQgghRH/zOhxBX+vj49v8WWsytTnOqDVwy8g7eOH9g6Qmmsk+r4SDNQVclvgdahpcLJzre3SmlOLXL++hvNbOoVGNnDlZnp8JEUp9MpeO2Wzm7LPP7otTdygpKYkbb7wRgOuuu45p06axfPnyLouypKQkkpI6nvJVKQVAcnLPp5PtD1qtb9RtJMYnsfVeJMfX3dg0Go1/32Cauz1LDvYdia33Ijk+ycG2BsK/VShsu+aGoNtL/vTnNn8+5923gZbYUlJSMOgbwatn3LBkDtVt5szRM9j+RT1Gg5YRqcP9x44bVkR5dRkanbnP/04D4d+1qxzU62VKS9FiQM6jExMTw5IlSygqKqKioiLc4QghhBBCRKwhFt+U+cdO1lLeWM3EpEnsL6zknGktBZlSihPlDW32F0KETlSX6AcOHOCyyy7j3nvv5ac//Wmbtvr6ejQaDaZ2j+l7SimFUipg1slI0XyXJhLjk9h6L5Lj625sFouF2NjY0/55koO9J7H1XiTHJznY1kD4twqFCX982v/a63BQcPe9AGSufrxNl8XmWFrHNnaoHrNRS3m1g5i64ZQe0aIUTBhp8u+/+3AVJyutmI06xg7V9/nfaSD8u4YqB8XgENVFWVZWFrW1tTz//PPcdtttGI1GwDcL49q1a8nJyWHIkCGdnqO6uhq3291heyQ+NhciGlit1oCZWVurr68HJAeF6CuSg4NL68LL63S22d5+HFl7MSYd52cPY93OUpyF09lUV0HmqDgSYo0opdhTUM1LHxwG4PzsNGJMur75Swww3c1BISDKizK9Xs+zzz7LLbfcQk5ODjfffDOVlZX84Q9/QKvV8uyzz4Y7RCGEEEKIfmUrPNrjY751XiqfHcjD05hI4clG4mL0PPU/eZRW2iir8a1dljkyjutyZA1YIfpCVBdlADfffDNGo5HHHnuMu+++m9jYWC6++GJWrlzJxIkTwx2eEEIIIUS/sh3I7/ExR+oLMU7aQXrVVRw4aqXB5mZPQTUAZqOO87PTuC5nLCajPCUToi9EfVEGcMMNN3DDDcFnHRJCCCGEGExsBUcYMncOI3+8rNvH5FYeYlR8Cgl2C6OHwrcvGEOj3U2sWc/U9ETpsihEHxsQRZkQQojopJTC6XX16Bij1oBGo+mjiISIbl67HXvhURLO6f7SRF7lJbfiIPOGz2Ld1moumzeSuZNCv+i0EKJjUpQJIYQIG6fXxfL1j/TomCfnP4hJZ+yjiISIbtaDh8DrxTJ5UrePOV5fQr2rkVjXSOzOemZPlMldhOhvUpQJIYQQQgwQ1vyD6JMSMQxL6/Yx31QcJEZvpvS4mbQkF6NTLX0YoRAiGCnKhBBCRITHLrgPYwdPwJweJ/dteqyfIxIi+ljz8rFMmtSjLr7fVBxkSnIWu/fUcF52qnQPFiIMtOEOQAghhAAw6oyYOvivo2JNCNHC09CIo6ioR10X6xwNHK8vZqh2DHVWF7MnylgyIcJBijIhhBBCiAHAeugQKIVlSveLstzKg2jQUHsykcQ4Axkj4/owQiFER6T7ohBCiIhT3HASr/IyZsjIcIciRNSw5uVjGDoUQ0rL066OZji1ux0A7K04wOghw9m3q57pExJweV0yw6kQYSBFmRBCiIjz76ObOGmt4BfzfhLuUISIGtYD+QFdF7s9w+mED/gS+HK9zHAqRDhI90UhhBARxau85FUd5ozkrHCHIkTUcNfW4Swp6VHXRSFE5JAnZUIIISLKifpSGlxWpqRIUSZEd1nzDwJgmdRxUdZ6htOkpCTe+uZ9Nh/dgf7wxYxMNZFr+Z9+iVUIEUielAkhhIgITo8Th8fJ3op8jFoDo+KG4Wja5vQ4wx2eEBHNeiAf4/Dh6BMTOtyn9QynZr2JfafyyBySSUmZizlZ3V/XTAgRevKkTAghRERovw7Zio2/C1MkQkQfa34+sVMmd3v/ssZKTtSdZJg5G6NeyxnjE6CkDwMUQnRqQDwp+/jjj7nggguwWCzExcWxcOFCtm/fHu6whBBCCCH6nKuqGtepsm6vT2ZzeHhn62685WM4uN/MlHEJmAy6Po5SCNGZqH9StmHDBhYvXszUqVNZuXIlbreb5557jpycHDZt2sS8efPCHaIQQogOGLUGnpz/IA6nh6fW5lFY2oDB6+ZnhW8D8LcZt1Da4AFg/Ig47rpuCkatIZwhCxFxrPn5AMR0Mp4MwOH0sHZzIZv3ncLu9ALTKMNNdU0Nb312dIDcqhciOkV9+t11112MGTOGL774guXLl7NixQq2b99ObGwsv/zlL8MdnhBCiE5oNBpMOiPvbz5JYbEdg05L8qQCDB4weOCRW+dw1zXTiDWaKSy28/7mk7J+khDtWPPyMY0ehX5I5ws/P7U2j3U7S7E7vWhNVpKG+m54uDyKz78+2R+hCiE6ENVFWXV1NXv27OGGG27AYrH4tw8bNoycnBy2bt0axuiEEEJ0h83hYfueExi8LoZmHGDO2ER/m3I6yR4Ty22LxmLwuti8rwybwxPGaIWILEqpoOuTBVNY2kCsWc/Vi+IxZm9geIqJKePiueu6yVhMUd95SoioFtUZGB8fT35+PrGxsQFtFRUV6PVR/dcTQohBIfdoDf/vwF99fzjStq3g7nsBiAHuAR7NWkru0RrmTkrp1xiFiFSuigrcVVVYJndjkg+thx98axwHPdsZGpPEwd12blgwnMnj47j5srG8ccK3m83hwWTp/FRCiNCK6qpFp9MxYcKEgO179+5ly5YtXHrppWGISgghRE802t0M6eH+Qggfa14+aDTETAz8PtRezKzPeKXoM/+fjbM+4f9q4P/Wt90v71gt50yJCXGkQojORHVRFkxDQwNLly4F4P777w9zNEIIIboSa9bz+4zvYLK4yZh3mOtTv0XjYysByFz9OFqTCaUUv355D9R7iDUPuI8uIXrNeiAf87ix6CyhK6KsDrnxIUR/G1CfbFarlSuvvJI9e/bwi1/8gpycnHCHJCKcUgqn19Vmm9fhoGD5CgAyn1yF1mRq027UGmSigQ7YHB5yj9bQaHcTa9YzNT2RGJNMsyw6NzU9Ea3JRIPdQLyaTMH2bxje1KY1mdCaTOw+XEVJvQezUcfU9MROzyfEYKGUwpqfT8I5Z3e4j1Fr4JaRd/DC+wdJTTQzf6GVfx1dj2PvAq5fMJkLpiX5z/Xrl/dQXmsn/kpzf/0VhBBNBkxRVlNTw5IlS9iyZQu33norK1eu7NZxSUlJJCUlddiulAIgOTk5JHGGmlbrm6slEuOLhthiE+K443/vDtzhhlTf/7c9HtD02tWrMetNAdtDKRquXevY7E43b3x0gHVfFmF3tkzCEGPSsXDeOL6/eArmdoPIrVYrIDnYl6IptrnTE9iys5pdX5oxVBz0F2WJiYl8XVjHy/8sAGDhmWMYNSK13+OLJN2NTaPR+PcNRnKw7/VlbB67nR3f9fUMSp0xvdOfsWBOAn/56BjlVW6+PlLB6Ljx5NkNXDh9HMNTfIPHvtx/ivJqNzEmMxfMzsAS5ifSA+HftasclLkPRGtRPftis7KyMhYsWMCWLVu4/fbbeemll+RJhhD9xO508+sXtvPBlqPYnR5GpFg4c0oaw1Ms2Bwe3t90hF/+eSt26Q4jOjFqYhX6IXVY7R42Wyb6t9/55EZ++9qXNNhcTBqbyC2LuzGZgRCDTFwX65NZzHoWnjkGgMNfD6W+aBRj0uIYmRqHUoov95/iqbd2A3Dx3NFhL8iEGIyiPuvq6+u59NJL2b17N8uXL2f16tUhPb9SCqUUVVVVIT1vqDTfpYnE+KIhturqav+2381bjlFnwOtwUHj/rwAY/+hv0ZpMOD0ufrHjSf8xJp2xX+KL5GvXHNtfPykk/3gNsWY9y5ZkMT0zCY1GQ0xMDHnHG1j9913kH6vm9Y/y+I+rsnv88yQHey+aYttbto8zz02mdnssh6sVj2b5ngBQ48Js1HF+dhrX5YzF2lCHNQzxRZLuxmaxWILOTtxTkoO915exeR0O/+s6mxWtt/OlIpacNYyvDhZxstzIiQIjcTEOHn5pO8dP1lFWYwcgc2QcS84aFhHXciD8u4YqB8XgEPVF2R133MHu3bu58847e1WQVVdX43Z3fAc/Eh+bi75R9PMHMDR9phmatp1Y4SvOXDpaujQKP5vDw+Z9pwBYtiSLGVnJHD3ZwKihFrDZSE/Vceu3Mnl67QE++eIYi+em+seY1dfXA5KDAhqcjRyvK+HCKfOoK97E+Q3lGH58F40Oj4xNPA1Wq9XfRTEYycHo07oQ89jsQbcDAWOhAUxGHRPPLKH+a0Vj6XAabC6+OlAG0ObGh8kouRYq3c1BISDKi7K8vDzeeOMNEhMTmTlzJm+++WbAPjfffHMYIhNicMg9WoPd6SUtycz0zCRcbi+P/z2XS+aO4OoLxgIwIzOJtEQzZTV2WV9KBHWg+ggKxUjjKGLKCvDMPos5k4eGOywhIs6hO+4Mur15Pb9mk156PmAfr/KSX3uQYSPTqWkwsuyqaTRY3eB1yI0PISJAVBdlGzZsAHyTfPzwhz8Muo8UZaK7Mp9chUlnxFVdzdFfPeTb1jQdt8PjDDrpx2DXvF7UiOQYNBoNewqqsDk8nDWl5Qu1RqNhREoMZTV2WV9KBJVXeZgRsWkUbztMitfJ0PkdzyQnhOidovpS6pwN2IoSOHtSCudmjwQis3ugEINRVBdlP/7xj/nxj38c7jDEAKE1mdDqjFi/2d92m8mE1iMTxwTTvF5UaZUNpRTbc8sZNyyWkUMt/n2UUpRW2trsL0QzpRT7qw4xd1g29f/ajdk8hImTMsIdlhARacIfn/a/Lnvrf6jduBlouYHYmdyKgxi1RmrL45i9ULqkChFpBsTsi0KE0rHd28MdQtSYmp6I2ailrNrOlwcq2VNQzTlT246921NQTVmNXdaXEkGVNpZR66hnfGw6qaWH8E6aKrPnCtEB/41CkwlH6cmg2zsqzr6pPEiCdyRDYoxMGB3fXyELIbpJijIhWnGeKmOPvjzcYUSNGJOO87OHAfDKh4dxexRnTvaNGVNKsftwFS99cBiA87PTZMyCCJBXdRiDVo99Xx2xHjtjc6TrohBdUUrhOFHc7f3rnQ0cqyum/lQysyYko9XKjQ8hIo30JRKiidPjpGb7FvZlWdBdfD7Xn3EFLgCPE6fHGe7wItZ1OWMpLK2noKQBgMf+lsuIlBhKK21tplm+LmdsOMMUYaKUwul1BWy3u32zxX1TcZCMhLHU/GsXhhgL46ako5SSp2VCdMJdVYWy2bq9f27lIRSK6pJEZp8lky0JEYmkKBOiyX2bHoM4AC1by3aztWx3uEOKCiajjh9dnsUDL+7GoNdQVmP3F2MyzbJwel0sX/9Il/vlnwUQCxtX8uT8B/t8LUAhopn9eBEAGat+hyEpqcv9v6k4SLwmFaW1cMa4hL4OTwjRC1KUCSFO2+7D1Rj0Wh69fRZHShtotLtlfSkhhOgjjqIT6OLi0Cd2PU7X4/WQV3UYTc14ZmQmYdDLyBUhIpEUZWJQM2oNPDn/QQAK17zJs2lH+PaEReSM6Xhci1Fr6LBtsNqWW87MrCSS400kx3c+A5gYvB674D6MTU/AkpKS+Pu+f7D9+C7O355Iyok8/nJlXJgjFCI6OIqKMI0Z3a1uvkdqi7C57diLE2XWRSEimBRlYlDTaDSYdEa8Tie7yw+gHWbm3FFzpetUDxSXWykqs3LV+TJmTHTOqDP6c8usN5FbdpDJyZmkFH6Be3wWcLLzEwghAN+Tsrg5s4GOx20221O+HwMmXM44Jo6LxeFxys1FISKQFGVCAPW79/DNWB3ZCZnEGSxdHyD8tu0vJ9asZ3qmTHcvuq/KVsOJulKmODJIctahOWsOuP4Z7rCEiHgeqxVXRSXmMaOB7o/bNMz8hAe2fQLg7yEihIgc0rFYCODAns1UJeg5P+O8cIcSVbxKsT23grmTU9Dr5O1EdI/N4eGdrbvxlI+h/It6GvQxjD5zWrjDEiIqOIpOAGAaMybMkQghQkmelIlBz11bx05VQiKJTE7OCHc4UeXwiXoq6xyc227BaCGCcTg9rN1cyOZ9p7A7vcA0tgFfjbuG8zeXyG1CIbrBfrwIjV6PcfiwgLbW4zYBthR/xdpDH2Hfs4Df/mg2v/3q9/0ZqhCiB6QoE4NexY7tHBxr4qJRc9Bq5FthT2zLLScl3kjW6CHhDkVEgafW5lFYbMfgdXH/kb8D8NLoJVSYk/n865PEzAlzgEJEAUdREabRo9DoAme2bR63aXN4yD1aw6ZD5egaJpCVmkpKnHTNFyKSSVEmBr0vC7bhzNJw3rizwh1KVHF7vHx5oJKcmcPQykK/ohsKSxuINZs5f44Xjvi2LS3+CNfdv+Hlfx9GhTc8IaKCo+gE5vRxwdsCnkanAqkU6hp467Oj8jRaiAg24NLz9ttvZ/78+eEOQ0QJx4li9iRYyTKkkRLT9QKcosW+IzU02t2cM3VouEMR0ULr4QffGsdJfS4uHbh0UD0qnakTE7n5spbZO20OTxiDFCJyKbcbR0lph+PJnlqbx7qdpdidXhLitWgTykDjxe1RfP61zG4qRCQbUE/KXn75ZV588UVycnLCHYqIEB1NFWx3OwA48MVnlKQZuTnzbBweJ+Bbh6w7a78MdttyyxmTamF0amy4QxFRImbWZ7xS9BkAB29oHodYx5p2M8flHavlnCkx/RydEJHPUVIKHg+mppkX22t+Gn3r5Rn8o/xNDPV6LCXjuOaCcbzwzwPyNFqICDYgijKPx8PKlSt56KGHwh2KiDBdTqFEbTsAACAASURBVBXcNIv7m/nv8Wb+e4BvqmBZpyw4m8PDtn2lVNbZ2XWwiivODf7FQIjTYXW4wx2CEBHJUVQE4J8OP5hlS7IoN+RRYavCW3A+F85MZUZWMj9YnMmrvsPlabQQESjqizK73c5ZZ53F3r17Wbp0KZ9++mm4QxJiwHE4PazdcLzVOAWfj74opsHm5rqcsZiMgYPOhTBqDdwy8g6GPPVQt/b/feZ3ib/S3LdBCRGlHEUnMKSlojUHz5HURDPpow28vv1zJlqy2V0Xx+yJyQBkZyRCU1GWd6yWjNGj+itsIUQ3DIiirK6ujrfeeosbbriB9PT0cIckIlTzVMFeh4OC5SsA+PM1Q7lz3jKGxaZw36bHwhxhZHI4Paxak0tBSQMAI1IsNNpd2BxuHC4v63aWUlhaz4qbpkphJgJoNBpmZqRy74Tv4XB6MWR+zUUxw5n23noAMlc/jtZkYm9BNc/9Xz5mvYlp42V8pxDB2I8Xdbo+WVqygf89/DEAR/akMT1rCEOT9Dg8TlytuvLL02ghIk/UF2Xx8fEcOnQIvT7q/yqij+ndCoNSeN0KQ1PPjTHOGDIsw3G4neENLoKt3XCcgpIGYs16li3JYvqkUdz2359yy6UZJMUZefGDwxSUNLB2w3G+d8n4cIcrIlCMScfZM0azbmcp7qKZ1Nce9LdpjEb2FjXy0r+P49IayMlOI8Ykxb0Q7SmlcBSdIPnSSzrc50jSuxw51fSHCes4BCxfH7ifxSTfmYSINFGflVqtFq12wE0iKfpAwfIV/mKs2bf/UcShf9yJSwfcIAsgt2dzeNi8z/cJv2xJFjOyktm0pxStVsu8yUOxmPXctiSLp9ceYPO+Mq65cKx8oRZBXZczlk2HDuGoi2NrzCTOYRcAv355DyX1vsTMHBnHdTljOzuNEIOWu7ISr82GaWzHT8q6a8q4hBBEJIQIpagvyoQQfSf3aA12p5e0JDPTM5NQSvHpV0XMnZKGxex7+5iRmURaopmyGju5R2uYOyklzFGLSFTlrESTtZXRB2ZTVdcyY2d5rR2z2cz52WkyNlGIDiilqDt+1HcDceQw/2zBzW2PXnAff/poFwcOedBoFEMTzPzmllno9TqUUuw7UsNrHxVgdbhZMGs4CTEyblOISCNFmRg0Mp9chUlnpHr3LipefN23rWk8i8PjhG2PhznCyNNo9407GJEcg0ajYffhKo6drOf2b0/z76PRaBiREkNZjd2/vxDtfXVqHzFGPYsPbsI1PB0efpp6q4vbvQ6mpifKE1YhOuH0uniw+h++Hh17ng2+UxzEzPK9bAAefk3PyOQhlFbaKKuxA5A5MpEbczJl2RchItCgL8qSkpJISup4ULlSvlU9kpOT+yukHmnuuhmJ8UVCbM3rkQGkDB+OWW/i/TUbmNxqm85sbrNfUlISZr2pnyNtKxKuHcDwob7rUlbjIDExkY927OeM8clkZw3154ZSilM1jqb9E/0xazSaTrsWW61WQHKwL0VKbEopvq7IJd0znBT7CYZdfzlZM3wzv3m93i6ODo9IuXbBdDc2ycHwC1VsrT+juqu81k55te9GWYxJz8VzR3PL4smYjfqQxtZXIjm+UOWgzIcgWpPfBjGo1Bw+xPb4Wn9RJjo3Y0IqZqOO0koraz8v4ODxGh667Ww0Go3/i9pXeWWcrLQSY9IzY4KMyxOBCmuKONlQzoSvLdTHpXD22bPCHZIQUevPVzyKSW/EZnezr6CCkpoq/vfgB8TrhqKtSqd23AcA3POdWdjtGoZYDMyYkOrvci6EiEySoV1QSqGUoqqqKtyhBNV8lyYS44uE2Fr3uz9VcYp1/36dhkStr18+cLLiFFqTCWer/aqrq8O+eHQkXLtm52ensW5nKX//5CBpiSZmZCXj9XqprKxkT0E1L31wGIDzpqVit9Zh9918x2KxEBsb28mZu0dysPciJbZPD23Goo0hO/84rvnforq6OmJi60gkx9fd2CQHwy9UsVnrqv2vqyvreH/zyXbrRs7CjmLWxFhqm7ZMGGnyf5a1fm8OdWx9JZLj6+8cFIPDoC/Kqqurcbs7HgcTiY/NRe/ct+kxSAXQ8lzzTIsyjqxL1+WMJe9YDcUVNspqHPxk1XpGp8Zx/GRdq3EKgbPmWa1Wf/eoYOrr6wHJwYHOq7zsPLWPEeUmQMsZVy4Id0iDhuTgwOE4UeJ//dTaPAqLfe+9ifE66jSlqIZklEfP14eriJkTrihFe93NQSFAijIhRBdMRh1JQ4zUNDjxeOFkpZWTlb4PGbNRJ7PmDXJKKZytFqVt70jNcWocdcz7xkFV5mSwGP1dX4UQ3eMoLoamoUmFpQ3Ems386PIM/lH+V3T1WhwHRvC9SzJ445NDSHYJEZ0GXFF29OjRcIcgIohRa+DJ+Q/iamxg5WdPMMyczE8u+Zl/UHt1dXXQY0SLoycb+KawltuvmMDMrGSOV7ipt7pAZs0T+GaFW77+kS73+3eOCShjzfpHeHL+g30fmBADiOPECWjVGWHZkiwccUWUHa/AfuA8/uOSTM46Yyg6vZdXi3z72BweTJbwxCuE6LkBV5QJ0ZpGo8GkM7J124fUDtGxbMoVmHRG/+yK4R47Fg3+ue0EaYlm5k0Zik6r4ZxsX9fPSOznL4QQA5HjRLG/KEtN9K0b+diXb6NtTGXaiLHMm+JbHzI7IxGairK8Y7WcMyUmTBELIXpKijIx4LmdTj6z5ZGpjyNj5KRwhxNViiusfJVfxQ8WZ6LTyro2onOPXXAfRp0Rm8ND3rFajlSWsrF0M1fvLCBh1gLeGPpVuEMUIuootxtn6UnAN7ZveFIMx+qKOV5fjKt0DktvzPCvO9Z6/TGrQ9aNFCKaSFEmolpX41kAvtj6HpVDtFw/5mIcHqd0T+yBf24rJmmIkfOmyVT3omvKo2PthmK27znB/zvwV5KBDRnf4d346Zw7ZCggRZkQPeUoKQWPx//n0toG/n1sPzhjmDt6AkOGaP0zDTtarWdmMclXPCGiiWSsiGrdHc8C8HzR+1D0voxn6YTN4SH3aA2Ndjcet5ftueV8d+F49LqOF78UolnzrHCGVgtCGzWNNGoS2fBNpcwKJ0QvOIqKoNUTsMbxH7K7HDDCHtawfH3w46aMS+iX+IQQoSFFmRACh9PD2g3H261741NaacXh9MjsiqJLzbPCLVuUAat9275T9gGOy3/KO7l1MiucEL3gKDqBPnVoj4+TSZiEiC5SlIkBo3k8i9fhoGD5CgDeW5SKW6fhzst+zi+2rApzhJHJ4fSwak0uBSUNAKQlmRkab2L/Md8SpJ99fYpjpxpZcdNUKcxEpwxeN8sWjWXcMMWppm16lcw5F0xgyPAyXm3aaHN4OjyHEKIt+/EihowazZPzf4jV7uTe1zbgbhwCQGqCmeHJMZysslFe61u7bPyIOO66bop01RciykhRJgYMo86ISWfEq1MYmr7znYxT3Bx/NmaDObzBRbC1G45TUNJArFnPsiVZTM9M4m/rjnL0ZAPfvyyTv3x8hIKSBtZuOM73Lhkf7nBFBPtZ4dsYVuMvyAASGyo4dMedxOiApkXb847VkjF6VFhiFCKaKKVwFJ0g+bJFmHRG9jXko5/wJTGHFuJyGCivdlNe7VuA2Gw0ybqRQkQxKcrEgOF1OPDqFF5Hy0DnETVeZl+wAFerbaKFzeFh8z7fV+hlS7KYkZVMXaOTjXtOsfjsUcybMhSjQcvTaw+weV8Z11w4toszCtE1mRVOiO5xV1bitdkwjRkNwEeHN+NtTODWRWcwaWyCfwxwrFkv60YKEeWkKBMDRsHyFf4nZM2u+aSKgk/uxtXqLr1okXu0BrvTS1qSb90bgPe3FqPVwsI5wwGYkZlEWqKZsho7uUdrGDVCrqMI7s1ZN6GdsJX4U26WbCgBYPyjv0VrMuFwO+HLpwCZFU6I7vA6HBy5/1cAGIcN43hdCaX2EuJtZzE9KwmtRsPcSSlhjlIIESryySjEINZo9z2xGJEcg0ajYdPeU6zbWcpNF6UTF+Mbj6DRaBiREkNZjd2/vxDB1E34FICaYfBc802QXU8H7CezwgnRM7qEeD7c/x5eh5krps1Fq5F1I4UYaKQoEwNG5pOrsNttPLP+WW76sNy3bfXjvrv0HidsezzMEUaeWLPvLaC0ykZuYTWv/+sI82cOY9GZI/z7KKUorbS12V8MLp2tB9i8PlJPSBcrIXxPwg7dcScAE/74NFqTqcN9G1xW9lXlYqydxLmXpvVXiEKIfiTfsETE6+4Xwkbl5E9bn8eq86AADaA1mXz/eeSuYjBT0xMxG7WUVdt55p18poxL4OZFGWha3YXdU1BNWY0ds1HH1PTEMEYrwqUn6wE2W/ZOOQYP/G3GLZQ2+PoVy6xwQgSnlMLhcbYZE+11OHxd74F1+VvQuLwsGJWNy9GIx2TCqDW0ea8WQkQ3KcpExOvuF8Jfb38KYgB02Ixg8PiKNq1Hg7MXd/MHotaLQzcPDJ83eSgb95bh9ni5YHoq2qbPeKUUewqqeemDwwCcn50mTzhEtz2T/l3w6qFOZoUTItjNRa/H6S+66l2NPLDlqcADm7sB1+4AI3zieptPtvk2PTn/QUw6Yx9GLYToTwOiKCssLOSee+5h/fr1ACxZsoTf//73pKbKhASD1YvXNv3bS5dFoOPFoU0GLUa9Fp0WPF740z8O8c6GIkakxFBaaaOsxrfuTebIOK7LkZkXBQwrvYKjJXYMXjc/K3wbgGcnL8Hpigeth5hZnwFw+xUTcTo1MiucGBQ66tFhd/uefNW7Grl/02OBBzYXXTuCFGRCiEEl6ouyyspKFixYgNPp5L777sPtdrNq1Sr27t3Ljh07MBrlLlK4ddb9sKP21t0yWndR/K9z78aoM6B3eTly9724dK0KMBFUsMWhRyTHUFpppazGgcPlZeTQGCaNiWdbbgVlNXZ/MWY26uQJxwAQyhw8erIRi8nEsoUTMDzp25aesolxxdlsMWWgmvabPTFZ7uKLqBGKHAladJ2OL8/lp4X/AOBPWZfj8sSC1oN+zsbQ/hwhRESI+qJs9erVnDhxgn379jFlyhQAzjrrLC655BJef/11li1b1q3zdHWXy+52dPqG3NUbdl+1290OlFLUORsCYm8+PpyxQSd3CHvh11tXA/D7c+7F4AG9B/ROL9Ns8dyw+Mc8sPUJAB694L4OvxBG83iWYN0PWz+BCNb+7sbAxaE1Gg1/X3eEf391ErNRS0mFjTPGJbL6jrlhW/dGcjA6cjBm1mcoYMLIOznRtG3efj3n/eJKJhTV8mrTytE2hweTJSQ/UvSTwZyDfVJUdaF53CUQ9AbjrUumYXjKV5RNnGpk/sSZvPDPA/4bH0KIgSXqi7I1a9Ywf/58f0EGsHDhQiZNmsSaNWu6XZT1ZiC7CJ/mwdAaYEKNnu8v+Qle1TLgObegodddp7oqfPrj+G37Sqm3usDrYGp6IloNQbsfmo1azs8exhXnjuL9rcVBuidqcDd96DcvDg3w2a5S/v3VSb53yXiGJpjaLA4drnVvJAejS+H9v6L59sboikqO3XMvMa3WA8w7Vss5U2LCFp/oOcnB0NLsy+EneWsBeCbz2oAnXM6b/xPLK88CkP67R+DrZ9q0T81I5HjT6+vnnMnIYcn8YHEmrxb5tsmNDyEGlqguyqqrqzly5AjXXXddQNvs2bP58MMPwxCV6I7/nncXJ37+SwBGP7GSB9r1p+/qw6z1F8JFn57i6Kf3tlkg+oX3D/omGaClcOmqC15H467CfbzJoMFs1FPb6LvL29L90Dfma93OUjbtPYXD5Q3aDmDQaZg0Jp6aBidb9pXxzsbjLJo7goVzRqCUarM4tCxGOji4d17IzwreAeCvM79D7cR1PWrvitUha9qJ6Ha6OaKsXv+TsBRnI7Xtzj995lh/0XWosSTg5/96/fPc1vR6eGIsANkZidBUlMmNDyEGFm24AzgdxcXFAIwaNSqgbcSIEdTW1lJb2/5tsGvDSq/AtvMS3F8u4Kdvl/PTt8tJOLgwYL//nneXv/2/590V0O7eeWG/HL/snXL/ttRTi/yvl70TubGbdEYMHt8MicG6GbrsWn/70Lie3wpMTTQzIzOJtEQzdqeXdTtLWbUmF4fTE3T/5nFX63aWYnd6SUsK7/EjUiycOSWNtEQzDpeittGFVgN3XDWRR2+fxV3XT+HR/5jFXddNRq/T4HB5Meg03HXd5DbtC+cM911Pj+KXL+/m7j9+xf9tLiJnxjBuvCgdaFkcGoiYxaG7m4Nd/Z71V3vrHLTtO9//urMcDHfst39rsj/HHlw6q9P2O67LCGgvG3+G/3Xm6seZ8MenyVjdMrGOxRTV9/wGPcnBnuVIsPafHnvX//p7Rf8KaH944wv+16/s/5+A9oaysbxx+aXEPrrKv4ZZ6ynw5caHEANLVBdl9fX1AFgsgV/aY2KavmQ2Nvb4vEdL7MQazdxx5RmdvuF2VVh09YYdyuObHS9peZOO5Njbr8UScPxl4/yvZw3fFdAee9ft/teZqx9n17XLeWb8Df5t/3XrjDaFS6xZT0FJA2s3HA84F/i6BjaPu2pf2ITj+D/du4Bf/XAev/nBdAx6X5p6FeQX1fs/lDUaDRPHJLR8SLf6s9er2H+slqIyq/9nVNc5+c7F6Tz1n2fy/csy0WpbxmlE2uLQ3c3B0/3SFMp2P3dLPkRKbMHap4xqucOunIFLRoxPbVnI9qntzwe0z/qPpf7XzesB5hbbWs4/LiHgGBE9BkUOLsrwt//yxjMC2rvKkYxUs/91/RdfBrR3xV4b63+9KP6GgPbrZp7Hb6++mtFDh7TEoVpGlMmNDyEGlqguyprfnDpbPLE3CysavG6WLRrL1NEtxV6wN2Rbvd3/Olhh0dUbeiiPbxbjDtwW7thdjdaA9sL7fxX0dTPzn1a1nOvj3ID2xOEtd+4d6NmYV41L2/IB1bpwmZGVzG1LsgDYvK8Mm6Pt0yqbw8Pmfb7ZCZrHXUXC8UopvimsweX2Em/xddbctPcUh4vrKCiuZ09BNe9uPIbL7UWjAZfby+q3c1m1Jpd7ntvJE2v2U1XvQK9rKr6ApCGmgMIrEheH7m4Otv5SFO72Zt3Nwf6Mra6qKqC9qxws/fWv/a9/8EFlQPu/dh7HpfNNUGB3O/jy4Cle+/igv12mwI9uAy0H3U03cVtr/Tlz9BcPBrR3lSMlv245pvytwCddL144yf/61UvGB7TfOP0qJr30PJNeep5F8yYHtAcruvYdqfG/lhsfQgwsUX2bJS4uDgCbzRbQ1rwtPj6+03MkJSWRlJTkn10K4GeFb2NYDQWt9iu8/1ct64k0Kfn1g/5xTcHaW4976uvjmy07/g9ePDPwPOGMvejBhwLaT9evXt/JT5q+89330g7sbi0aXUux8/PndqJRLb/eSik0GrA7Pdz9x68w6Ju/MCpcbi92p6+weemfh4MW8oHHt9zP6Ox4pXzFUOvj7/rDl+i0Wv95PV5fDBrgj/+X7ztegcvjpfmmaJ3VN57M4fKy8o1vOrwuNqciLdnChDEpnDd9BBPHJvLSe7l8sOUoAEdPObjk7CR/0fdVXhkv/9P3m77wzDGMGtH1v5O2Kfbk5ORO99NoNP59g7FafcV6X+Zgf7Y3C1UOhrK94rePhjwHN2n+h03N59ze9OW21cOGpKQkzHpT4IFNuvt7FC6RHJ/kYPD2ZsFy8PhvHgl5DnQlM+5MIB+AZ7/zC2771y/b7qA1+v8NW1/7ZgaznpghFv/79df55bz+70PQNK/ZyOFDO82xrkTy7zhEdnyhykG9Pqq/hosQi+rfhrFjfYvZlpaWBrSVlJSQmJhIbGxsQJsIv/XnXMElm98HoOjG/wD1bpv2k99fwZhXVvlfY3utTbvKXs9z2c0fsJ/SfqjzFRdkoNe0/aj+7KsiissbmTkxlYljk3znUYpDRTVs/+YkI4fGctHcMR3G3Pr4CWNanih1dHxzaear0TR8+mURJ8obOHNyGpPGtbyRHzxezea9pYweFselZ/m6bWq1Gox6HUdLa/lgy1GShpgYmmDm0Ilarr8oi/NnjGSIxcD+wiqe+NvXaDUaPEpxy2WTOSd7RJu4b75sEh9/cRyX28s/tx5lZ34Zo1PjOFHewMlK35eySWMTuWVx4J1aMXAduPxmst97E4CZzz0D7Wfdu+s38PuHAZj1/B/hs4f6OUIh+tbnFy5m0ecfAXBs6XVg39Cmfe+1tzHn7ZcAMD/4AOS/2Ka97sf3kfJH3zT6wXLkommTwfcxF/RmX0lVLTaXHY1Gg90V+HTvlSNP88qRdhunBOwmhBggorooS0xMZPz48ezaFTjm6Ouvv2bu3Lm9Ou9bc37AH+5eiNfhZMf3bwXgjKdXw5bftdmv4fafk/Qn37pY4x/9Lex6uk37+Ed/y4kVv+qwPZTHN3t36vXA+oDz9OXP7ur4YNduzuxsaCrK5p+dxfvb2jRz3sw0/6xU581M49127V3JyU5qM9ZNKcXH2476fvaEBC4919ed0GazsdGs2P7NSVxuDwumJ3X4pKz18XMntRRV8d08/qOthQDMzEpg7qSWoi7G4GHz3lIcTjfnTolHo9GQkuKbAbGqpp51Xx6nut6B19s0u2KCjniTGzxuMoYZMei1uNxeDHotY4fqqWrXVW334Spcbi86rQaDXsPJSqu/GGu9OLS1oY7AjqaBmmOz2+3+O+3BWCyWXt8UCVUO9md7s1DlYCjbg127Uelj/a/rg3RBHjU8hrKm13aHiyfnP8jOQ2W8WfxnAH4xczknypxYHW4sJj1TxiW06bLYWNuAVdPxmN7u/h6FSyTHJzkYvL1Zd3NwbvYsaCrKLpp1Fv/c1rYoGz88zf96VHIS7U1JT/LnSJ0t8N8hNUFR3pQSddbANdQ+tb7Cp/8XsLnbqqurT2uB9kj+HYfIjq8/clAMPlFdlAFce+21PPXUUxw4cIDJk313+tetW0d+fj4rVqzo8vjq6mrcbjcOT0tf9RM1TtbvPk72mJZEiksKHGszKWOo/w25eWak1lpvC9YeyuP9sdu0AU+N+vpnd3V8sGuXMTLG/2HV+to3c3icvinu8RU0j15wH7sLyllT8goAD837OQkW39/U5vDwixd2Ynd6ueOqSWRnJgUsEN1+3FRzd4LY2FimpidiNmopq7azt6Dav5ZXZ8e31hfHN8c3NDmB87OHsW5nKbWNLgx6LWc0jSNQSpFfVNsy8LvpzzMyW7on7imo5qUPDgOwYNZwrrlw7GkvDt362nX2YWS1Wjttb56opy9zsD/b/bGHKAdD2R7s2jm9LTkWrOtU3okq4lvlaO5xG3/9pNDfRTEtMY4xKb3/Qtjd36NwieT4JAeDt/tj72YOTh4TH3Bsaz3JkWDtD+95pqXL5Ib/7uQnBffQvJ9TcMLW4Y2P9p9zPRXJv+MQ2fGFOgeFgAFQlN1777385S9/4eKLL+aee+7Bbrfz+OOPM2fOHG6++ebenVTr4YV/HuAHF4/xLYYK2F2Bb7gavcf/hh2ssPi6oLzTN+xQHe9q/Z1a33Kezj5M+jX2INeuzYdVuzXKAN+6Ze3Hq7SSYInx3yE0WeD8qaNYt7OU1z48xm1LDMzIbOme2LowOT87LaAIiTHp/IXPix8c5rYlWR0WNv11/MKhQ/3HTxwzhM92leJVvvFrD7+2lxEpbdchMxm0OFxenl57gLREc0B75sg4/zppUbEOWTdzsKsvRf3V3psc7NfYg1y7typfb8mxL58OaH+z7NXAHAycoE4MVJKDPcuRIO1d6U7RlTZFJvMQYrDQqNbzq0ap/Px8li9fzsaNG7FYLHzrW99i1apVpKZ2PKi3urqadevWMWfOHIYMGYLD42R5+zEVImI9Of/BNt02mtf5KijxdRHpqDBZcdNUTEZdm9+N8vLyHh/fXqiPH5ESy+i0OE6UNVBa6esClhBrwOHytFuY2tf98IpzR/H+1mI27yvD3mottNbdEztbuLon2l+73jp16hR5eXmSg1GqfQ72VKh+j/pKJMcnORgd1DcLsTtaurObjTrOmZrKVeePwWTUYdQaejVDdKhE8u84RHZ8oYqtvr6enTt3snDhQpKSArvIisEl6p+UAUyaNIkPP/ww3GGIHnj0gvv8X+iUUji9vtkFnU4P7287wY7c6oDio/2HWWsmo44VN01l7YbjbN5XRlmN3V8MdacwibTjSysb/cVY6+O9ig67H37vkvEh6Z4oBofWd+ljjDqyxlgwt/pd8bi0HDhe12ddp4SIdKebI57ztBRXK+qtLoZYDIxO1sr7sRCiQwPiSVlvtH9S1rowaGZzeCip9lJvdREXoyc1wdPmDbn1Xa5gx7d+ww72hh6K41NTU1FK4fA4qaxsWUvI7vBwuMiKzenps5/d1fGlNS0fRiOTtAFf6Dq7Q2hzeHpdXHTn2M7ucp3Ozw7V8SeqvBH7Qd5Xd+l7k4Nd/Z72R3tpjaKu0UlMDIxI1Prbu8rB/oqttznY1yL5LjhEdnySg6HPwY5uPJxujgyG36O+EsnxyZMy0RekKGv6MOpIJL8pQGTHJ7H1XiTH11dfCPv65/WVSI5PYuu9SI5PcrCtSI5PYuu9SI5PijLRFzpe0U4IIYQQQgghRJ8bEGPKesPj8U2G0NU0q61XW4/EqUsjOT6JrfciOb5QxdbY6BszJznYdyS23ovk+CQH24rk+CS23ovk+EIVW3PuNX8nFYPboC3Kmj+M8vLywhyJEIOb5KAQ4SU5KER4NTY2MnTo0HCHIcJs0I4ps9vtnDp1itjYWHS6yJlEQYjBwmazUVpayvDhw7FYLOEOR4hBR3JQiPDyeDw0NjYybNgwzGZzuMMRYTZoizIhhBBCCCGEiAQy0YcQQgghhBBChJEUZUIIIYQQQggRRlKUCSGEEEIIIUQYSVEmhBBCCCGEEGE0xz7d1AAADi9JREFUqIuywsJCrrnmGpKTk0lOTmbp0qXdWpm9t8cNVLfffjvz58/v1r5y7eDjjz/mggsuwGKxEBcXx8KFC9m+fXuXxw3Eayc5GBqSgz0jOdhCcjA0JAd7RnJQiECDdvbFyspK5syZg9Pp5M4778TtdrNq1SrS09PZsWMHRqMxpMcNVC+//DK33XYbOTk5rF+/vtN95drBhg0bWLBgAVOnTuXWW2/F7Xbz3HPPUVJSwqZNm5g3b17Q4wbitZMcDA3JwZ6RHGwhORgakoM9IzkoRAfUIPXAAw8onU6n9u/f79/2ySefKEC98MILIT9uoHG73erhhx9WGo1GASonJ6fLY+TaKTVz5kw1duxY1djY6N928uRJlZSUpBYuXNjhcQPx2kkOnh7Jwd6RHGwhOXh6JAd7R3JQiOAGbVGWkZGhLr744oDtkyZNUhdddFHIjxtIbDabmj59ugLU0qVL1ahRo7r1YTTYr11VVZXSaDTq5z//eUDbVVddpSwWS4fHDsRrJznYe5KDvSM52JbkYO9JDvaO5KAQHRuUY8qqq6s5cuQIc+bMCWibPXs2O3fuDOlxA43dbqeuro633nqL119/Hb1e3+Uxcu0gPj6e/Px8li9fHtBWUVHR4XUciNdOcvD0SA72juRgC8nB0yM52DuSg0J0rOt3kQGouLgYgFGjRgW0jRgxgtraWmpra0lISAjJcQNNfHw8hw4d6taHUDO5dqDT6ZgwYULA9r1797JlyxYuvfTSoMcNxGsnOXh6JAd7R3KwheTg6ZEc7B3JQSE6NiiflNXX1wNgsVgC2mJiYgBobGwM2XEDjVar7dEHEci160hDQwNLly4F4P777w+6z0C8dpKDp0dyMHQkByUHe0NyMHQGaw4K0d6gLMpU04STGo2mw32CtfX2OCHXLhir1cqVV17Jnj17uP/++8nJyQm630C8dpKD/U+uXSDJQcnB/iTXLtBgzkEh2huURVlcXBwANpstoK15W3x8fMiOE3Lt2qupqWHRokV8/vnn3HrrraxcubLDfQfitZMc7H9y7dqSHJQc7G9y7doa7DkoRHuDckzZ2LFjASgtLQ1oKykpITExkdjY2JAdJ+TatVZWVsall17K7t27uf3223n++ec7vcM3EK+d5GD/k2vXQnJQcjAc5Nq1kBwUItCgfFKWmJjI+PHj2bVrV0Db119/zdy5c0N6nJBr16y+vt7/QbR8+XL+/Oc/d9nlYiBeO8nB/ifXzkdy0EdysP/JtfORHBQiuEFZlAFce+21rFu3jgMHDvi3rVu3jvz8fG666aaQHyfk2gHccccd7N69mzvvvJPVq1d3+7iBeO0kB/ufXDvJwdYkB/ufXDvJQSE6olHNoycHmfLycqZNm4Zer+eee+7Bbrfz+OOPk5WVxZYtWzCZTBw5coStW7dy7rnnkpGR0e3jBpv09HTS09NZv369f5tcu0B5eXmcccYZJCYm8uSTTwaduevmm28eNNdOcjB0JAe7R3KwLcnB0JEc7B7JQSE6EY4VqyPFgQMH1OLFi1VsbKxKTU1V3//+91VZWZm//dVXX1WAevXVV3t03GAzbtw4lZOT02abXLtAf/rTnxTQ6X9KDa5rJzkYGpKD3SM5GEhyMDQkB7tHclCIjg3aJ2VCCCGEEEIIEQkG7ZgyIYQQQgghhIgEUpQJIYQQQgghRBhJUSaEEEIIIYQQYSRFmRBCCCGEEEKEkRRlQgghhBBCCBFGUpQJIYQQQgghRBhJUSaEEEIIIYQQYSRFmRBCCCGEEEKEkRRlQgghhBBCCBFGUpQJIYQQQgghRBhJUSaEEEIIIYQQYSRFmei1yy+/HI1Gg0ajIS8vr8P9vvvd76LRaNBqtezcubNHP2PFihX+n7Fv376A9uLi4h7HLcRAITkoRHhJDgohQkWKMtFr06dP97/ev39/0H127tzJmjVrAN+H0pw5c3r0M7788ksAYmNjOeOMM/zb6+rqWLFiBT/60Y96GrYQA4bkoBDhJTkohAgVKcpEr7X+MMrNzQ26z7333otSCpPJxMqVK3t0fq/X67+jOHv2bHQ6HQB5eXlMmDCBJ554glmzZvUyeiGin+SgEOElOSiECBUpykSvdfVh9NFHH/HZZ58B8J//+Z+MGzeuR+fPy8ujoaEBgDPPPNO/fd26dZSVlQFw9tln9zhuIQYKyUEhwktyUAgRKlKUiV6bNGkSJpMJCOy24fV6ue+++wBISkrigQceAKC8vJz777+fqVOnYrFYiI2NZfbs2Tz99NN4PJ4259ixY4f/9ZlnnonX62XIkCH87Gc/82+/6qqrOO+88/x//vDDD1m0aBEjRozAYDAwcuRIbr31Vv+HV2t///vfOeuss4iLi2PChAm8+OKLAIwZMwaNRsONN94YsP9FF11ESkoKJpOJadOm8ec//7nH102IUJEclBwU4SU5KDkoRMgoIU7DzJkzFaCMRqNyuVz+7a+88ooCFKB+//vfK6WU2rVrlxo+fLh/e/v/vv3tbyuv1+s/x09+8hN/2+HDh9XevXuDHnfXXXcppZR64oknOjz3vHnz2sR95513Bt3vN7/5jf/1E088oZRSyu12q5tuuqnDcz/88MN9fZmF6JDkoOSgCC/JQclBIUJBijJxWpYuXep/U96/f79SSimbzaZGjx6tAJWenq4cDodqaGjwb9NoNOqhhx5Sp06dUkePHlWXX365/xzvvPOO/9xz585VgEpOTlZKKeX1elVZWZnSaDQKUNdcc41yuVzK6/Wq8vJyNXLkSKXRaNSCBQtUUVGRqqioUJdddpn/3MXFxUoppT744AP/tunTp6vdu3er4uJidcUVV7T5kNm4caNSSqn/+q//8m+75557VGlpqSoqKvLvbzabVW1tbT9feSF8JAclB0V4SQ5KDgoRClKUidPS+q7c2rVrlVJK/e53v/Nv+9vf/qaUUuoPf/iDf9sdd9zR5hyFhYX+tmXLlimllLLb7cpoNCpALVq0yL/vRx995N931apVAfG43W7lcDiUUko5nU51yy23+PevqalRSil10UUXKUDpdDp16NAh/7EVFRX+DzqdTqcaGxtVY2Ojio+PV4DKyclRLpfL/9/mzZv9516/fn0Ir6oQ3Sc5KDkowktyUHJQiFDQI8RpaD/Ief78+Tz66KMAzJ07l5tuugnwDUpu1rovPEB8fLz/dV1dHQB79uzB6XQCMG/ePH/7tm3b/K9bD252Op288cYbfPLJJxw+fJiTJ09y8uRJf//88ePHk5CQgN1uZ+PGjQBceumlZGVl+c+RkpKCxWKhsbHR39d//fr1/pg2bNiAwWAIeh3sdnvnF0qIPiI56CM5KMJFctBHclCI0yNFmTgt7T+MHnnkEWprawFYtWoVGo0GgJKSEgAsFgsTJ05sc45du3b5X48ZMwYIHNzcbPv27QAYDAb/Wi9KKZYsWcInn3yC2Wzm2muv5Yc//CFJSUl873vfA+Ccc87xx+F2uwECphE+duwYjY2NQMsH4KlTp7p1HUaOHNmt/YQINclBH8lBES6Sgz6Sg0KcHinKxGkZNmwYaWlplJWVsWnTJiorKwFYsmQJ8+fP9++XkJAAgM1mo6amhsTERH/bE0884X99xRVXAC2LZULbD6Pm7dnZ2cTExAC+u4affPIJAK+//jo33HADAC+//LL/uOYPo+Y1XgAqKira/F1azyDV/GGUmprq3/b2229z/fXX+/9cVVVFYmIiWq1MYirCR3JQclCEl+Sg5KAQIRHm7pNiAFi4cGGbgcE6nU7l5ua22ad1n/urr75aHT9+XBUWFqpbb73Vv33x4sX+/SdPnqwANWrUKP+24uJi/77nnXeeslqtym63q3fffde//aGHHlL19fXqo48+Umlpaf7tW7duVUop5fF4VExMjAJUXFyc+vTTT1V1dbV66qmnlE6n8++/e/dupZRSVqtVpaSkKEBlZ2erPXv2qLq6OvWXv/xFmc1mZTQa1cqVK/vhKgvRMclByUERXpKDkoNCnC4pysRpu/vuu9t8GDUPUm7NarX6Z5EK9t+cOXNURUWFUkqp2tpa/0Djq666yn+OmpqaNh8YgPrrX/+qSkpKVFxcXMA5Y2Nj/a+PHTvmP88DDzwQNIbmc8fGxiq32+3f/+233w74uc3/nXPOOaq+vr4Pr64QXZMclBwU4SU5KDkoxOmSokycttdee63NB0BJSUnQ/axWq3r44YfVtGnTlMViUXFxcWrOnDnqiSeeUDabzb/fZ5995j9f+7tvr776qsrMzFRGo1Glpqaqo0ePKqWU+vTTT9Xs2bOV2WxWWVlZ6vHHH28z09WGDRv853C5XOo3v/mNSk9PV2azWV144YXq/fffVyaTSQHq4osvDoh98+bNavHixSohIUHFxMSo7Oxs9fjjj/tnuBIinCQHhQgvyUEhxOnSKKUUQgwSb775JkopMjMzmTt3LkajEYCNGzeSk5MDwMqVK3nggQfCGaYQA5bkoBDhJTkoRGSSkZliUHn77bdZunQp5513Hs888wz19fXk5eWxYsUKADQaTZtBzEKI0JIcFCK8JAeFiEzypEwMKmvWrOE73/lOh+3Lly9n9erV/RiREIOL5KAQ4SU5KERk0j300EMPhTsIIfrLtGnTOOOMMygrK6Ompga3201ycjKzZs3ioYce4v777w93iEIMaJKDQoSX5KAQkUmelAkhhBBCCCFEGMmYMiGEEEIIIYQIIynKhBBCCCGEECKMpCgTQgghhBBCiDCSokwIIYQQQgghwkiKMiGEEEIIIYQIIynKhBBCCCGEECKMpCgTQgghhBBCiDCSokwIIYQQQgghwkiKMiGEEEIIIYQIo/8PNbGY9yCzU5QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], \\\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, wrap plots will be arranged in a square grid. If the number of subplots does not match a perfectly square grid, you will have an incomplete row of subplots in the grid. All tick and axes labels are handled appropriately for this case. If you want to override the default grid size, specify the keyword `ncol` which sets the number of columns. The number of rows will be automatically determined from the number of subplots." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], \\\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x and y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also \"wrap\" by column names instead of unique column values. In this case we list the columns to plot in the `x` or `y` keywords as usual but we add \"x\" or \"y\" to the `wrap` keyword. This will create a unique subplot in a grid for \n", "each `wrap` value. Unlike the case of wrapping column values, this plot will not have wrap labels and axis sharing can be overriden. As before, used `ncol` to override the default gridding. Unlike a row vs column plot by x and y, a wrap plot by x and y can be displayed without the extra grouping factor. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', \n", " groups=['Boost Level', 'Temperature [C]'], ax_size=[325, 325], \n", " filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or an alternatively styled version of this plot with tick and label sharing off:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', \n", " groups=['Boost Level', 'Temperature [C]'], ax_size=[525, 170], \n", " filter='Substrate==\"Si\" & Target Wavelength==450', ncol=1, ws_row=0, \n", " separate_labels=False, separate_ticks=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## figure plots" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "To add another dimension of grouping, fivecentplots supports grouping by figure. In this case, a separate figure (i.e., a separate png) is created for each unique value in the DataFrame column(s) listed in the `fig_groups` keyword. Here we will plot a single figure for each value of the \"Die\" column." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvsAAAJkCAYAAACPse7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XlYVOfZBvB7ZoBhh2EVRBRBwAVRlmiMilQxMSamcWsSl8ZEm8YmtfZr0rQ2jVlMG5OY+rXZNGk222hilraaROOKW1wRXEAQFFRk2BGGdZjz/THfnM5h0QFm5/5dV67MnG2eYeYdn/c97yITBEEAERERERE5HbmtAyAiIiIiIstgsk9ERERE5KSY7BMREREROSkm+0RERERETorJPhERERGRk2KyT0RERETkpJjsExERERE5KSb7REREREROysXWATiqqqoq1NfX2zoMIiIiIuqHfHx8EBgYeMvjmOz3QlVVFZ555hm0tbXZOhQiIiIi6odcXV3x5z//+ZYJP7vx9EJ9fT0TfSIiIiKymba2NpN6mTDZJyIiIiJyUkz2iYiIiIicFJN9IiIbkMv580u2w+8fUf/BAbpE/dCPf/xj/PjHP+7ROb/5zW9QWVlpoYj6l1GjRuEnP/kJnn32WVuH0mPr1q1DQECAZNsXX3yB//znP5Jtfn5+mDZtGhISEhAcHAw3Nzc0NDSgqKgIBw8eRFZWluT43//+94iNjZVs279/Pz744APLvJEuyOVy/P3vf+9yn06ng1arhUajwdWrV7F3716cOnXKarGZ07hx4zBlyhS88sorJh1v/Nl09Vk7EuPv75o1a1BQUGDjiIgsj8k+EZGVuLu747HHHsPYsWPR3t5u63AsZuLEiVi0aBGUSqVku0qlQnJyMpKTk5GTk4O33noLzc3NNoqyZ+RyOdzc3ODm5gaVSoWEhARs3boV27Zts3VoJvP398fy5csRGxsLtVpt63CIyEqY7BP1Q/n5+di+fbtk2/jx48Xpu/Lz8zu1eDU2NlotPmfl6+uLsWPH2joMs9DpdPj2228BQPJdmThxIpYuXSo+V6vVOHfuHGQyGeLi4hAeHg4AGD16NJYuXYq//e1vAIAjR46goKAAgYGBGD9+vBXfSfcOHz6MmpoaAIBMJoOrqytGjhwpvofZs2fj6NGjqKiosGWYJgsPD+9094SInB+TfaJ+6Pz58zh//rxkW3R0tJjsnz9/Hl9//bUtQiMHIQgCPv/8c8k2f39/LFq0SHz+7bff4rPPPoMgCAD0CfP8+fMxY8YMAEBKSgqio6NRWFiIvXv3AgBGjBjRp2T/Zz/7GSZMmAAAWLlypZis98bevXs7VXpdXV2xZs0ahISEQC6XIyEhAXv27On1axARWRqTfSLqMU9PT8ycORPJyckIDAxEc3MzioqKsHPnTpw7d05y7OzZszFr1iwAwLvvvotr165h7ty5GDZsGNrb23H69Gl8+umn0Gg0SE5OxsyZMzFw4EA0NTXh9OnT+OyzzyR3FYyv99FHH6GgoACzZ89GfHw8AP1diS+++AJXrlzpU9yTJ0/GI488AgD497//jZqaGsyaNQteXl5Qq9V44YUX0NbWhgEDBmDWrFmIi4uDn58fAKCurg4FBQX4+uuvUVZW1iluAFAoFPjwww/R3t6ORx99tFN/8Y6JqnESa9xv2tQ45XI5pkyZgkmTJiE8PBw6nQ6lpaU4ePAg9u3bJybkfZGRkSF23SkoKMCWLVsk+wVBwJYtWzB69Gj4+fnh4sWLcHd37/PrWlNbWxtKSkoQEhICQF+B6cq4ceMwadIkDBo0CJ6enqitrcX58+fxzTffdNuFJigoCFOnTsWYMWMQEBCA9vZ2XLlyBYcPH8aBAweg0+kkx7u5ueHOO+9EcnIyQkND4ebmhsbGRly5cgUHDhzAkSNHxGONvz8AEBoaig8//BBqtRq//e1v+/pn6daoUaNw1113ISoqCq6urqisrMSpU6fwzTffiOXa19cX69atg4uLC3Q6HX7zm9+gurpacp1HHnkEkydPBgD861//wldffSXuGz9+PNLT0xEZGQm5XA61Wo2jR49i586dXBOHCEz2iaiHAgIC8Mwzz4jJDqBv7UxMTERiYiK+/PJL/Pvf/+7y3JEjR+KRRx6Bq6uruG3ixImIiIjAqVOnMHv2bHG7UqnElClTMHjwYLzwwgtdJqNDhw7FAw88IOkbPmbMGAwfPhx/+ctfkJuba5a4x4wZg8jISPG5YWG9sLAw/P73v4ePj4/k+MDAQAQGBiIxMREvvPACrl+/3uV1za27OBUKBX75y18iMTFRcnx0dDSio6MxduxYrF+/vs/jCEaPHi0+PnjwYLfHvfzyy9BoNH16LVvx8PBAdHS0+DwvL0+y39XVFb/4xS8wZswYyfbg4GCkpaVhwoQJeO+993D06FHJ/tGjR+PnP/85PD09Jdvj4uIQFxeH22+/HevXr0dTUxMAfWXxqaeewrBhwyTH+/j4YMSIERgxYgSCg4O7/U5bw7333os5c+ZItoWHhyM8PBy33XYbXnnlFVRVVeHGjRvIyclBUlIS5HI5xo8fj2+++UY8x9XVFSkpKQD03ceMv1tLlixBWlqa5DUiIyMRGRmJlJQUvPrqq+yCSP0e594ioh557LHHxIS5trYWe/fuxfHjx8VEcfbs2Rg+fHiX506cOBEtLS3Yu3evpBvRkCFDMHv2bNTV1WH37t24cOGCuC8qKgojRozo8nqTJk2CQqHAsWPHkJmZKSaQSqUSP//5z+Hm5maWuCMjI9HY2Ig9e/YgJycHP/zwAwBg/vz5YqJfXFyMHTt2IDMzU0wuPDw8MGXKFADAhQsXxK4qgD5p2b59uySp6avu4rzvvvvERL+trQ1HjhzB/v37xb/X6NGjJXcdesPFxQUDBw4Un1++fLnbYx0l0U9PT8e8efMwb948zJ8/Hz/96U/x0ksvQaVSAQB27dqFa9euSc554IEHxERfp9MhOzsbe/bsESt8rq6uWLZsGYYOHSqeExwcjMcff1xM9CsrK7Fv3z6cOHECWq0WABAfH49ly5aJ56SmpoqJ/o0bN5CZmYnvvvtOUq5+/OMfIygoCABw+vRp8fsA6D+D7du3S76T5jRixAhJon/mzBns2rVLvNMVEhKCn/3sZ+L+zMxM8XHHblxjxowR/zYXLlwQx0hMnjxZTPR1Oh1OnDiBPXv2iHfEoqKisGDBAgu8OyLHwpZ9IjJZTEwM4uLiAOi7qjz77LPiUt3jxo3D448/DgC4++67Ja3qBlqtFi+99JL4D/5LL72EiIgIAEBTUxNWr16NmpoayGQyvPzyywgLCwMAhIWFdepmY/DGG2+I+7Zv344XXngBSqUSfn5+uO2223Dw4ME+xw3ouyBlZ2dLthUVFaG9vR1eXl54/fXXxcQsPz9fHKQaHBwMADh37hwqKiqQnp4OoOs+7+bQMU5XV1dMmzYNgD4heu2118TK1Pbt2/Hiiy9CqVRi2rRp2LZtW6+7PXh5eUnmbrdWQt/VlJ0Gb7zxhuT5u+++K+nacivG3V46OnPmDD799FPJtqCgIPHzBYC3334bx48fB6CvDD355JNITEyEi4sL5s6di7Vr1wLQt4B7eHgAAAoLC/Hqq6+KsxTFx8fj6aefhlwuR1JSEmJjY5Gfny+5Q/XZZ59JWrvnzZsHlUqFa9euiZ/JsWPH0NDQICbSDQ0NFvn+Gdx9993iY+O7Zq6urnj22WcRGRmJuLg4ccxGdnY2ampqoFKpEBkZifDwcJSWlgIAbr/9dvFaBw4c6PI13nvvPRw+fBiAvpuboVI2fvx4fP7556itrbXYeyWyd2zZJyKTGbewnzp1SkyYAeDo0aNoaWkBoO960NWiPRcvXhQTfQCS7i2Gf+wBfSJs3GLaXb/ugoICSSVArVZLWi8NLZ99jVuj0XRK9AHgP//5D/72t7/hlVdegVarhZ+fH1JSUpCUlCQeY3x3wdK6ijMqKkpsFVWr1ZK7JuXl5cjPzwegT9aHDBnS69dWKBSS5931ZXcWCQkJ4kBdg5SUFPH7k5ubKyb6gL6ia1w5iI+PFz+X1NRUcftnn30mmY40Ly8Px44dE58bvlvFxcXitsWLF+OJJ57A1KlTERkZia1bt2LDhg3Yvn07ysvLzfWWTaZQKCQVsP3794uP29raJF2YDGVTEAQcOnRI3G5I8L28vJCQkABAPyPYiRMnAOi75Q0YMAAA0NLSIqnEaTQanD59Woyluzt2RP0FW/aJyGTGiymlp6dLWjGNubm5ITg4uNNAxI4zoxhawgF0mr6wtbVVfNxd4mhccTAwtAYCEAfM9jXuqqqqLo8H9EnfhAkTEBsbK85mZMxcSa8p1+kqTuP3HhYWhg8//LDb88PDw3u9yFBDQ4Pkube3t1WmpDRM2WmQmJgo3i3avXu3JHHu2OXmVowXXZLJZHB3d0dERAQWLFiAIUOGYMCAAXjyySfxxz/+EYIgIDQ0VDzXOBk3KCsrQ3NzM9zd3SGXyxEUFIS6ujqxVb+784qLi8UWeUPlIjs7G3v37kV6ejrc3NyQkpIi9mtvaGjAyZMn8d1331ltvIgxHx8fSSV3/fr13R5rmMYU0HflueeeewDo77h98cUXSE1NFcf4HDt2TPxdMP5eK5XKmy6+ZvwaRP0Rk30iMplxq3dTU5MkIe+o44JKADodbzzotjfdR4wH+hoYVyAM1+9r3IZBkR0tXLhQ7CLT0NCAo0ePorCwEIIg9LmvcMfk3sXl1j/XXcVp/N7b2tpuOlixY+t8T7S2tkKtVosJ7+DBg3Hp0qUuj50zZw68vb1x8uRJ5Obm9mlgcMc+5yqVSkz2t23b1qepN40JgoCmpiYUFBRgw4YNePnllwEAgwYNQlRUlNil61Y6fq7G39ee+uijj3DgwAFMmDABo0aNElu6vb29xcHAf/7zn1FYWNjr1+iNjnfH6urquj3W+DegvLwceXl5iI+PR0hICKKiojBu3Dhxv3EXHuPXaG9v71TZNObsd5mIboXJPhGZzDhxOnToEDZt2iTZL5PJej2FY2/OMx4QamBIeID/xtvXuLtK4iIiIsREv7q6GqtWrRKT7Y4zsZhCEATodDoxielY6eg444+pcRq/d7VajT/84Q+S/X35zDrKzs7G9OnTAej7u+/bt6/TMUqlEunp6fD29kZ6evpNZ0GyVx2nhQwICEBRUREqKyvFbcazIhkMGDBA/Fzb29tRUVGBpqYmsbXfcJ6ha5XB4MGDxccd7zqp1Wp8+umnaG9vh5+fH2JjY5GRkYHY2Fi4urpi1qxZncYuWNqNGzeg1WrFCuof/vAHSde5m33nMjMzxWl0J0+eLHYHunbtmqTSYvy9bm1txYoVKyTXMef3msjRsc8+EZnMeJrB2267Df7+/uLz5ORkvPPOO1i9ejUWLlxolXgGDRokGbwXEBAgaQk0JE19jburpGHQoEHiY61WK/b7B6QDCo1bFY3nSZfJZJJ9giBIupwY958PDAxEVFRUl7HdKs6ioiIxtvDwcIwaNUrc5+/vj7feegsvv/wynnjiCZMqFDdjPK95bGwsZs+eLXmPrq6uWLp0Kby9vQHo/26GQZWOxLiPPQCxX3xWVpa4bcSIEWK3GkB/1+SBBx4Qn58/f16sHBqfN2/ePElFLzY2VvJ6hj7rjzzyCNavX48333xTrHTW1dXh+PHjkkqWcXcX4+9fX+7i3IpWq5Uk5oYKIKBvkf/jH/+I119/Hb/+9a87Da4+ceKEePcpLS1NjLPjVK4VFRVitzUPDw/J9JtKpRKvvfYa1q5dixUrVogD/Yn6K7bsE5HJ8vLyUFJSgsjISPj6+uKll17CqVOnAOj72CqVSgwZMgQ5OTlWi2nZsmVITU3FjRs3kJSUBF9fXwD61teTJ09aLG7j2T1CQkKwatUqFBUVIS4uTtKqa9x32bibjVwuxy9+8QsAwFtvvQWdToeSkhKxVfPBBx+Ej48PFAoFpk2b1mX3IlO0tLQgMzMTGRkZkMvl+NWvfoWsrCzU1dVh7Nix8PDwgIeHB+rr6yWtr71RWVmJf/7zn/jpT38KAJg1axZSU1Nx/vx5uLi4YOTIkeJUkADwzTffSFrD7U16errkLo1CoUBwcLBkW0lJCUpKSgBAXMzJUOFcvnw5cnJyUFVVhREjRohJZ1tbG7Zu3Spe49tvv0VKSgpcXV0xbNgwrFmzBmfOnIG3tzfGjh0rJrzHjx8Xk+irV6+Ki0z95Cc/wfDhw1FWVgY/Pz9JfMZ3CYy/f0FBQVi6dCl0Op1kMbdbmThxovgd7cquXbuQlZWFnTt3ijNg3XvvvYiNjUVxcTFiYmLEiqunpyeuXr0qOb+1tRVHjx5Fenq6eJeru0rhzp078eCDDwLQz7eflJQEtVqNUaNGScbPdLeIGVF/wWSfiEwmCALeeustPPPMM/D394e3t7eYcBicPXtWXN3V0i5evIgBAwZIZr8B9AnuO++8I7YyWyLuvLw8FBUVifOlGxaoAvRJlVKphFwuF6feBPSzhJSWlooDBg0tv/7+/qiursa3336L2NhYyOVy+Pr64qGHHhKvd/DgQUycOLEnfx7R559/Lk516OLi0qllurKyEhs3buzVtTsy9KF/6KGH4OrqirCwsC5bVvfs2SNZBdVcNmzYgA0bNpjlWjebehPQzw7z/vvvS7Z98MEH4sJWcrm8U5eulpYWbNiwQTIQt6SkBBs3bsQjjzwCd3f3TlN4Avrv53vvvSc+//777xEVFYXbb7+9y9cB9IPVv/zyS/H5tWvXoNFo4OXlBUCfuGu1WnzwwQcmd3kJDQ2VDETuyFCJNgwQvuuuuwD8d3Ewg7a2Nrz99ttdjiHJzMyUvP8zZ8502e9/586diImJEb/PHReN02g0ePPNNzutPEzU3zDZJ6IeKSsrw6pVq3D33XdjzJgxCAoKglarhVqtxsGDB5GZmdmnQYc9ce3aNWzcuBEPPvgg4uLiIAgC8vLy8OWXX3ZqMTR33IIg4NVXX8V9992HpKQk+Pv7o6amBkVFRfj666+xbNkyxMTEwM/PD0OHDkVRUREA/dzrCxYswNChQ6HVaiVxZmdnY/369Zg1axYiIiLQ0tKCc+fO4auvvkJCQkKvk/3W1lasXbsW6enpGD9+PMLDw6FQKFBZWYnTp0/ju+++63OrvrG9e/fizJkzmDZtGhISEhAYGAiFQoG6ujoUFBRg7969nfqlO4L29nZotVrU1tYiLy+vy6ktm5ubsXbtWtx+++2YMGECIiMj4enpibq6Opw5cwbffPNNl7MUHTt2DJcuXcLUqVORmJiIgIAAtLe348qVKzh48CAOHjwoScgFQcCGDRtw/PhxpKenIywsDH5+ftBqtSgrK0NWVhZ27Ngh6V6m1Wrx17/+FfPnz8egQYPQ0tKCy5cvw9XV9aaD1ntr8+bNyM3NxY9+9CNERUXBw8MDNTU1uHjxIrZv397t7EiXLl0S78QB0oG5xgRBwJtvvokJEyZg4sSJiIyMhFKpRFVVFc6fP2/3d46IrEUmcARLj12+fBmrV6+2dRhE/dLs2bPF1V73799/0yn3yPzWrVsnJqKPPvqo2a8/YsQIPP300wD4+RIR3crq1atvuUYKW/aJiKjHZDIZ5s2bB0DfzcJ4EHRvpKenIygoqMu1CoiIqPeY7BMRUY/J5XLMnDkTgL7rSl+T/dtvv73TzCxERNR3nHqTiIiIiMhJsc9+L7DPPhERERHZmil99tmyT0RERETkpJjsExERERE5KSb7REREREROisk+EREREZGT4tSbveDj4wMPDw+TlxcnIvOTyWQsg0Q2xDJIZFsymQw+Pj63PI7Jfi+4uroiLi4O7e3ttg6FiIiIiPohhUIBV1fXWx7Hbjy90NTUxESfiIiIiGymvb0dTU1NtzyOyT4RERERkZNisk9ERERE5KSY7BMREREROSkO0CWrkslkSExMxPDhwxEUFAS5XI76+noUFRXh2LFjaGxs7HTOkiVLEBAQ0O01v/rqKxQVFd30dUeOHIm77roLAPD666+bHG9MTAxSUlIQHBwMAKioqMCJEydw8eJFk68BAIGBgUhNTUVkZCQ8PT3R1tYGtVqN06dP9/haRH3RX8vgnDlzbrqk/O7du3H69OkeXZOoNxytDBq4uLjgkUcegY+PD+rq6vDee+/16Hy5XI7k5GSMGDEC/v7+aGtrw9WrV3H48GFUVlb2OB4yHZN9shoXFxfMmTMHERERku0qlQrJycmIi4vDli1bUFtbKznH39/f2qECAJKTkzFlyhTJtoEDB2LgwIHYs2cPsrKyTLpOTEwM7rnnHigUCnGbQqHA4MGDMXjwYBw/fhyZmZnmDJ2oS/21DAIQKwtEtuRoZdDYxIkTTZrmsTuzZs1CdHS0+NzFxQXDhg3DkCFD8Pnnn+P69evmCJO6wGSfrOa2224Tf+Da2tqQn5+P9vZ2xMbGwt3dHd7e3rjzzjuxZcsW8Zzg4GDI5freZqWlpbh69Wqn6xr/KJqLn58fJk6cCAAQBAEXLlwAAMTFxUEmk2Hy5MkoLCzEjRs3bnodpVKJO++8U0z0y8vLcfXqVYSEhIh/i9TUVFy6dAlXrlwx+/sgMtYfyyAAeHl5wcvLCwBQWVnZZQuoWq02Y/REXXOkMmggl8sxadIkJCcn9/oaw4cPFxP9lpYW5ObmIigoCBEREXB1dcWdd96Jjz76iOs2WAiTfbKaUaNGiY+3b9+OwsJCAMDp06exePFiAEBERAR8fHxQX18PAAgJCRHPOXfuHHJycqwWq4uLixjfnj17AADNzc0YM2YMXFxcMGrUKBw+fPim1xk2bBjc3d0BAGVlZfjnP/8p/pjdd999iImJAaD/IWSyT5bWH8sgIG3VLywsxMGDBy0TNNEtOFIZBIDBgwdj0qRJCA0N7dN1EhMTxcc7duxAQUEBZDIZFi1ahODgYAQGBiIiIoL/DloIB+iSVbi5uaGtrQ2tra3Q6XSSlrWKigpJH0Vvb2/xsfE/0lVVVdYJFvofOANDiyIA5OXliY9v1v/XwNPTEw0NDdDpdLh06ZKk1aK4uFh83Jdbo0Sm6K9lEJAmS9XV1X0PjqgXHK0MBgcHY+7cuWKiX1FR0avruLq6Ijw8HID+boZhvI0gCMjPzxePM7U8U8+xZZ+sorW1FR988AEAfT8946TXzc1NbP0G9C13Bsb/SKempuLee++Fm5sbKisrcerUKck//OYUGBgoPja+PVpTU9PlMd05duwYjh07BplMJt6GNfDz8xMfm7IoBlFf9NcyCEjfQ3x8PCZOnAgPDw/U1NQgJyeHA3PJKhytDBq0tbUhMzMTlZWV+MlPftLj8wMDAyGTyQAA9fX1kvfdm/JMPcdkn6xOq9VKnt92221iInzjxg1J4Q8KChIfGw/sCQsLw8yZMxEaGor9+/ebNT43Nze4ubmJz41/dFtaWiTHubq6oq2t7ZbXFARBsuqyp6cnRo4cKT4vKSnpa9hEJutvZdC4ZTQqKkqyferUqYiIiMC2bdvMETqRSey9DAL6JP/QoUM4ffo0mpubOw0qNpVhvAwgLcuAtDwb380g82I3HrKpESNG4LbbbhOfHz9+XHwcEBAAV1dX8XlJSQlOnTolGbGfkpIi+cfbHIxfE4AkSTd+DECSkJhKqVRi9uzZ8PDwAKBv6cjNze1FpER95+xlsONMJmVlZTh16pSkG11cXJykTzGRNdljGQT0d9R++OGHTgl6TxnH37H8Gj/vWO7JfNiyTzYzatQoZGRkiLf3rly5Irmd3tzcjD179kClUqG0tFRyq/Kee+5BXFwcAGDs2LG4dOmS2eIyxGMJ7u7umDNnjtgHUqfTYceOHZ1+AImsoT+UQZlMJr6Huro6yXSdkydPRmpqKgAgKSkJ2dnZZntdIlPYaxkk58Jkn2xizJgx+NGPfiT+wFVVVeE///mP5JjGxsZu59E+ffq0+CM3YMAAs8bWsUuAQqEQk3HjufIBfR9MU3l6emLu3LmSLgV79+6VtDASWUt/KYNtbW3dJvFZWVlism9oQTWlWx6ROdhzGTQn4y5LHcuv8XOWPcthNx6yurFjx2Lq1KniD1xFRQW2bNnSo0GqxrMW9KYrzc20tLRIfnSUSqX42HgAVWtrq8k/Th4eHpg/f76Y6AuCwBU7yWb6YxnsSseVSs39Poi6Y+9l0Jw0Go342LgsA9Ly3NDQYLWY+hu27JNVDR8+HOnp6eLzsrIyfPHFF132CYyKisKgQYPg7e2N/Px8cbouQDpVpSV+IGpqasQZEPz9/cUfVeO+v6ZOgWZYMdEw04BOp8POnTtx7tw5M0dNdGv9rQwOHDgQUVFR8Pb2RmlpqWSOcl9fX/GxVqvlrFhkFY5SBs3FeLpbX19fyOVy6HQ6ANJZ6aw5rWh/w2SfrCYoKAjTp0+XtGRs3bpVMhrfWHBwsHiLPSgoCJcvX4ZWq4VMJkNSUpJ4nCX6KZaUlIiJxvDhw1FaWgoA4i1TALh8+bJJ15o+fbpkQZLvv/+eiT7ZRH8sgz4+Phg3bhwA/dz9BQUFYlJvvCLolStXxASEyFIcqQyaS0tLC9RqNUJDQ+Hq6oqYmBjk5+dDJpMhNjZWPI5dWi2HyT5ZTVpamrgiJqCv7RvPQGCQk5ODuro6nDt3DuPGjYObmxuCg4OxePFiXL58GWFhYWL/xLa2NsnMBeZy9uxZJCUlQS6XY/To0VAqlZDJZGKiodVqJQm7UqmUvJcDBw4A0E+NNnz4cHF7Q0MDVCoVJk2aJHm92tpanDlzxuzvg8hYfyyDFy9eRH19PXx8fODt7Y3Fixfj4sWLCAgIQGRkJAD93bYjR46Y/T0QdeRIZbA3UlNTxa45hvdgeJyRkQEAyMjIwKBBgxAUFCRW6Kurq7l6rgUx2SerUKlUnVbHM26hM3bp0iXU1dVBo9Fgx44duPvuu6FQKKBSqaBSqcTjtFottm3bhhs3bpg93qqqKhw4cABpaWmQy+WShB0ADh48KP6IAd0nGmPHjpWc5+3t3eUP+5UrV5jsk0X11zKo1Wqxfft2zJ49G25ubvD29saYMWPE43Q6HXbv3i2ZypDIEhytDPZGYmJLtmn4AAAgAElEQVSi2DXH8B4AfbI/dOhQREdHw93dXVIG29rasHPnTsliW2ReTPbJKnq7GEd+fj5qa2uRmpqKiIgIeHh4oKmpCVeuXMHRo0ct2sfvxIkTqK6uRkpKimS58JMnT6KgoMCka/T2fROZW38tgwBw7do1fPzxxxg3bhwGDx4MLy8vtLS0oLS0FMePHxe7CBFZkiOWQXP617/+hbFjx2LUqFFQqVRoa2vDtWvXcPjwYVRUVNg6PKcmE1iV6jG1Wo1NmzbZOgzqgZEjR+Kuu+4CALz++us2joao/2EZJLItlkHntHDhQsm4wK5w6k0iIiIiIifFZJ+IiIiIyEkx2SciIiIiclLss98L7LNPRERERLbGPvtERERERP0Yk30iIiIiIifFZJ+IiIiIyElxUa1eaG1thYeHB9rb27niG5GNuLi4sAwS2RDLIJHtyGQyKBQKtLa23vJYJvu9oNFoEBwcbOswiPotrVYLFxf+fBHZCssgkX3QaDS3PIYltReCgoIA6Je+dnd37/Y4b29vAEBDQ4NV4uope46PsfWePcdnrtjq6upQUVHBMmhBjK337Dk+lkEpe46PsfWePcdnrtiam5tx9epVMSe9GSb7vaBQKAAAoaGh8PHx6fa4gIAAAEB1dbVV4uope46PsfWePcdnrthcXV1RUVHBMmhBjK337Dk+lkEpe46PsfWePcdnrtjq6+tx9epVMSe9GacYoJuVlYXp06fD398fwcHBWLJkCdRq9S3Pq6iowJIlSxAaGgpfX1/cd999KCoqskLERERERESW5/At++fOncPEiRMxaNAgPP/886irq8Mbb7yBQ4cO4dSpU+Ltko5aWlowY8YM5Ofn49e//jV8fX3x+uuvY/LkycjOzkZgYKCV3wkRERERkXk5fLK/atUquLm54cCBA+Kg2ZSUFMycOROffPIJHn/88S7P+/jjj3Hy5Ens3LkTGRkZAIC7774bCQkJWLduHdasWWO190BEREREZAkO341HqVRi8eLFktlx0tLSAAA5OTndnrd582ZER0eLiT4AxMfHY+rUqdi8ebPlAiYiIiIishKHb9nfsmVLp22nT58GAERGRnZ73smTJ3HnnXd22p6UlIQdO3agpqYGKpXKfIESEREREVmZw7fsGystLcUXX3yBBQsWIDw8HI8++miXxzU0NKCurg4DBw7stC8sLAwAUFJSYtFYiYiIiIgszeFb9o3FxsZCo9FALpfjk08+QUhISJfH1dfXAwA8PT077fPw8ABg2iIFRERERET2zGmSfa1Wi3feeQcuLi54//33sWDBAqjVaqxcubLTsTqdDoB+qeHuyOVOddODiIiIiPohp0n2XVxcsHDhQgDA/PnzMXHiRDz77LNYunRppwU/DM+bmpo6Xcew7WaLhBioVKqb9usXBAHAfxdQsDeGCo09xsfYes+e4zM1NplMdtMKd2NjIwCWQUtibL1nz/GxDEo5w2dlC/YcG2Df8ZmrDLq4mJ7CO2XztVwux7x586DRaHDhwoVO+319feHv74/r16932ldaWgoACA8Pt3icRERERESW5NAt+5WVlRg/fjzmz5+Pl19+WbLP0C/f0Ae/o7Fjx+LUqVOdtmdlZSEmJsYsM/EIggBBEOxyuWagfywnbQn2HBtg3/GZGpunpye8vLz6/Hosg73H2HrPnuNjGZRyhs/KFuw5NsC+47N2GQQcPNkPCgqCQqHAhx9+iKeeekpM0Ovq6vD+++8jKioKI0aM6PLcOXPm4IknnsCuXbswbdo0AEBeXh52796NZ555xqTXr6mpgVar7Xa/Pd4+InIEjY2NYjeBrhgq8yyDRJbBMkhkW6aWQVM4dLIPAG+//TYyMjJwxx134LHHHkNzczPeffddlJWV4ZtvvoFMJoNarcb333+P0aNHY/To0QCApUuX4m9/+xvmzp2Lp556Cp6ennjttdcQHh6OFStW2PhdERERERH1ncP32f/Rj36E7777DgEBAXjmmWewZs0axMfH49ChQ5g6dSoAIDc3F4sWLcKXX34pnqdUKrF7927MmDEDa9euxYsvvojU1FTs2bMHQUFBtno7RERERERm4/At+wCQkZGBjIyMbvdPmTJFnBHAWHh4OD799FNLhkZEREREZDMO37JPRERERERdY7JPREREROSkmOwTERERETkpJvtERERERE6KyT4RERERkZNisk9ERERE5KSY7BMREREROSkm+0RERERETorJPhERERGRk2KyT0RERETkpJjsExERERE5KSb7REREREROisk+EREREZGTYrJPREREROSkmOwTERERETkpJvtERERERE6KyT4RERERkZNisk9ERERE5KSY7BMREREROSmnSPZ37NiBSZMmwdPTE97e3pg2bRp++OGHW56XlJQEmUzW6b+5c+daIWoiIiIiIstysXUAfbVv3z7MmDEDI0eOxJo1a6DVavHWW28hLS0NmZmZGDduXJfn6XQ65ObmYvbs2bj//vsl+wYPHmyN0ImIiIiILMrhk/0VK1Zg0KBBOHr0KDw9PQEAixcvxvDhw7Fq1Srs2rWry/MuXryI5uZm3H///Vi4cKE1QyYiIiIisgqH7sZTU1ODM2fOYP78+WKiDwChoaFIS0vDkSNHuj337NmzAIDhw4dbPE4iIiIiIltw6JZ9X19fXLhwAV5eXp32VVZWwsWl+7d39uxZyGQyxMfHQxAENDY2dnkdIiIiIiJH5dAt+wqFAsOGDUN4eLhke05ODg4dOoQ77rij23PPnj0LPz8/PPnkk/D19YW3tzeio6OxefNmS4dNRERERGQVDp3sd6WhoQGLFy8GAPzud7/r9rizZ8+itrYWTU1N+OSTT/D+++/D29sbDz74ID755BNrhUtEREREZDEO3Y2no8bGRtx7773Izs7GH/7wB0yaNKnbY5cvXw4XFxf8/Oc/F7c9+OCDGDVqFJ566ik89NBDUCgU1gibiIiIiMginCbZr6mpwcyZM3HkyBE8+uijePHFF296/BNPPNFpm4eHBxYtWoTnn38e58+fR0JCwk2voVKpoFKput0vCAIAICAgwIR3YH1yuf7Gjj3Gx9h6z57jMzU2mUwmHtuVxsZGACyDlsTYes+e42MZlHKGz8oW7Dk2wL7jM1cZvNm41E7HmnykHSsvL0dGRgZycnLw2GOP4e233+71tUJCQgDouwMRERERETkyh0/26+vrMX36dOTk5GDlypVYt27dLc+5dOkSZs6ciQULFmDVqlWSfXl5eQCAqKioPscmCAIEQUB1dXWfr2UJhlqlPcbH2HrPnuMzNTZPT0+zzI7FMth7jK337Dk+lkEpZ/isbMGeYwPsOz5rl0HACZL95cuXIzs7GytWrDAp0Qf0K+RWVVVh48aN+OUvfwkfHx8AQElJCT788EOkp6djwIABt7xOTU0NtFptt/vt8fYRkSNobGwUuwl0pb6+HgDLIJGlsAwS2ZapZdAUDp3snz17Fps2bYKfnx/GjBmDTZs2dTpm4cKFKCoqwuHDhzFhwgQMHToUcrkcb775JubNm4c77rgDS5cuRV1dHd588024uLjgzTfftMG7ISIiIiIyL4dO9jMzMwEAdXV1WLJkSZfHLFy4EJmZmViyZAk++OADDB06FAAwd+5cfPnll/jTn/6Ep59+Gh4eHpgyZQr+9Kc/IT4+3mrvgYiIiIjIUhw62V++fDmWL19+y+MefvhhPPzww52233///bj//vstEBkRERERke053aJaRERERESkx2SfiIiIiMhJMdknIiIiInJSTPaJiIiIiJwUk30iIiIiIifFZJ+IiIiIyEkx2SciIiIiclJM9omIiIiInBSTfSIiIiIiJ8Vkn4iIiIjISTHZJyIiIiJyUkz2iYiIiIicFJN9IiIiIiInxWSfiIiIiMhJMdknIiIiInJSTPaJiIiIiJwUk30iIiIiIifFZJ+IiIiIyEkx2SciIiIiclJOkezv2LEDkyZNgqenJ7y9vTFt2jT88MMPtzzv0qVLmD17NgICAhAQEIDFixejoqLCChETEREREVmei60D6Kt9+/ZhxowZGDlyJNasWQOtVou33noLaWlpyMzMxLhx47o8r6qqCunp6WhtbcVvf/tbaLVavPrqq8jJycGxY8fg5uZm5XdCRERE5NiaWtpx7nItNM1aeLm7YOQQf3goFbYOq19z+GR/xYoVGDRoEI4ePQpPT08AwOLFizF8+HCsWrUKu3bt6vK8devW4erVqzhz5gyGDx8OABg3bhwyMjLw0UcfYdmyZVZ7D0RERESOrKW1HVv3l+DgGTWaW3Xidnc3OSYmhGJuWiSUbkz6bcGhu/HU1NTgzJkzmD9/vpjoA0BoaCjS0tJw5MiRbs/dvHkzpkyZIib6ADBt2jTExcVh8+bNFo2biIiIyFm0tLbj1c3nsOvkdTS36hCickditAoh/u5obtVh18nreHXzObS0tts61H7JoVv2fX19ceHCBXh5eXXaV1lZCReXrt9eTU0NioqKMHfu3E77kpKSsH37drPHSkREROSMtu4vQWFpA7zcXbDsnhiMjlZBJpNBEATkFNZg47aLKCxtwNb9JViQEWXrcPsdh27ZVygUGDZsGMLDwyXbc3JycOjQIdxxxx1dnnft2jUAwMCBAzvtCwsLw40bN1BXV2f+gImIiIicSFNLOw6eUQMAlt0Tg8SYAMhkMgCATCZDYkwAlt4TAwA4eKYcTS1s3bc2h072u9LQ0IDFixcDAH73u991eUx9fT0ASLr+GHh4eAAANBqNhSIkIiIicg7nLteKXXdGR6sAAFfKNSi6Xi8e898uPfrBu2RdTpXsNzY24t5770V2djZWrVqFSZMmdXmcTqcfOGKoeXZFLneqPw0RERGR2WmatQCAsAAPMa/acawUm3ZeEo+RyWQIC/SQHE/W49B99o3V1NRg5syZOHLkCB599FG8+OKL3R7r4+MDAGhqauq0z7DNcMzNqFQqqFSqbvcLggAACAgIuOW1bMFQobHH+Bhb79lzfKbGJpPJblrhbmxsBMAyaEmMrffsOT6WQSln+KxswTi2AUEtAIDy2haoVPq++lcrmxE/OECMXRAEqGv1xw0I8rf4e3KUv93N3KoMdjcutcvXNPlIO1ZeXo4pU6bgyJEjeOyxx7Bx48abHh8ZGQkAuH79eqd9paWl8Pf373LQLxERERH9V+KwYLi7KXC9qhEn88rR2taOK+UNiAr3E485kVuOsqpGeChdkDgs2IbR9k8O37JfX1+P6dOnIycnBytXrsS6detueY6/vz+ioqJw6tSpTvuysrKQkpJiltgEQYAgCKiurjbL9czNUKu0x/gYW+/Zc3ymxubp6WmWCjfLYO8xtt6z5/hYBqWc4bOyhY6xTUwIwa6T17Hu0yzcOyECOp2AIB/9AqbZhTV4b9tFAMAdo4LR3HgDzY3Wjc+eWLsMAk6Q7C9fvhzZ2dlYsWKFSYm+wZw5c/CXv/wFeXl5iI+PBwDs2rULFy5cwFNPPWXSNWpqaqDVdt/3zB5vHxE5gsbGRrGbQFcMg+xZBoksg2WQemJuWiQuXa9HYWkDNu+5DAD418ErUFc3o7y2GQAQHe6NuWmRNozSsZhaBk3h0Mn+2bNnsWnTJvj5+WHMmDHYtGlTp2MWLlyIoqIiHD58GBMmTMDQoUMBAE8//TQ+/vhjTJ06Ff/zP/+D5uZmrF27FmPHjsXChQut/VaIiIiIHJLSTYGnHhiJrftLsDerDO06AWeK9LPuuLspMDEhhCvo2pBDJ/uZmZkAgLq6OixZsqTLYxYuXIjMzEwsWbIEH3zwgZjsBwcHIzMzEytXrsQf//hHeHp64r777sPatWuhVCqt9h6IiIiIHJ3STYEFGVG4eO0G3FwVmDAqGF7uLhg5xB8eSib5tuTQyf7y5cuxfPnyWx738MMP4+GHH+60PS4uDt98840FIiMiIiLqX3Q6AaWVTZg9ORJpiaG2Dof+n1PMxkNEREREtnW9ugmtWh0iQzmjoT1hsk9EREREfVai1gAABjPZtytM9omIiIioz4rLGhDsp4Snu0P3Enc6TPaJiIiIqM+K1Rp24bFDTPaJiIiIqE8EQUAJk327xGSfiIiIiPqkqq4FjS3t7K9vh5jsExEREVGfXDYMzh3gbeNIqCOTkv3169fj8OHDaGpqsnQ8RERERORgStQa+Hq5wt/bzdahUAcmDZdeuXIlZDIZFAoFRowYgdTUVPG/hIQEuLhw1DURERFRf1Wi1rALj53qUZau1WqRk5ODM2fO4O9//zsAQKlUIjExESkpKWIFYPjw4RYJloiIiIjsT7FagzsSgm0dBnWhR8n+r371K5w6dQpZWVmor68HADQ3N+Po0aM4duyYeJy3tzeSkpIkdwCGDBli1sCJiIiIyPbqNK2obWhly76d6lGy/9prr0Eul0MQBFy4cAEnTpwQ/zt9+jQaGxsBAPX19di/fz8yMzPFcwMDA1FeXm7e6ImIiIjIpv67ci4H59ojk5L9gwcP4tixY5DL9eN5ZTIZ4uPjER8fj4ULFwIAdDodcnNzJRWA7OxsNDc3AwCqqqos9BaIiIiIyFaK1Rp4KBUI8lfaOhTqgknJ/oQJEzBhwoSbHiOXyzFy5EiMHDkSP/3pTwEA7e3tyM7ORkpKSt8jJSIiIiK7U6LWIDLEC3KZzNahUBcsOs++QqFAYmKiJV+CiIiIiGyouIwr59oziyT7arUae/fuBaBP+J999llMnz7dEi9FRERERDbS2KxFeW0zB+fasT5NkF9SUoLz588jNzdX/H9ubi5qa2shk8mg1WoBAM8//7xZgiUiIiIi+3GlXD84ly379sukZD8/P1+S0J8/fx4XLlwQZ98xJgiC2YMkIiIiIvtTrNbARSFDWKCHrUOhbpiU7MfHx0NmNOiiu4ReJpNhwoQJiI+P58JaRERERE6uWK1BRLAnXBQWHQZKfdCjbjyCIEClUiEmJkbyX21tLVasWAFAP02nLS1btgwFBQXYt2/fLY+dPXs2vvrqq07bk5OTceLECQtER0REROQ8StQaRA/0sXUYdBM9SvZlMhnuuOMOvPHGG4iOjha379+/3+yB9cb777+P9957D2lpaSYdf/bsWUyePBnLli2TbA8MDLREeEREREROo02rQ2llI36UNMDWodBNmJTsv//++3j22WdRWlqK7du34/vvv8fKlSuxatUqeHnZfkBGe3s71qxZg9WrV5t8TnNzMwoLC7F48WJxYTAiIiIiMs3VikboBA7OtXcmdbBasmQJ8vPz8eyzz8LDwwMtLS145ZVXEBsbi3/84x82HZTb3NyMpKQkPPfcc1i0aBEGDhxo0nnnz5+HTqfj2AIiIiKiXihWN0AmAyKCPW0dCt2EyaMpPD098fzzzyM/Px+LFi0CAFy/fh2LFy8WV8y1hebmZty4cQNbtmzBRx99BBcX03omnT17FgAwYsQIAEBDQ4PFYiQiIiJyNiVqDcICPaB0Vdg6FLqJHg+dDg8Px0cffYTjx49j8uTJEAQBV69eFfd/+umnZg3wVnx9fVFQUID58+f36DxDsv/WW28hICAAPj4+CA8Px//+7/9aIkwiIiIip1Ks1mBwqLetw6Bb6PU8SUlJSdi3bx+++OILxMTEiNsXLlyIcePGWW1WHrlcbnJrvjFDsp+fn493330XH3/8MeLi4rBixQq89NJL5g6TiIiIyGm0t+twtbyRK+c6AJOS/dzc3G733X///Th37hxef/11+Pv7QxAEHD9+HFOmTDFXjBbx0EMP4c9//jO+++47zJs3D4sWLcLu3bsxYcIEvPTSS6isrLR1iERE1ENNLe04caEK+7PVOHGhCk0t7bYOicgpXavQoFWr4+BcB2BSk/jIkSPh7++PqqoqyeJa4kVcXLBy5Uo8/PDDWL16Nd555x1otVqzB2tOXc3AI5fLsWzZMhw+fBhHjhzBvffee9NrqFQqqFSqbvcbBi4HBAT0LVgLkcv1dT17jI+x9Z49x2dqbDKZTDy2K4bVu1kGLcfRYmtu1eKTb/Ow6/gVNLf+N8F3d1NgWuogLJoRD3e3nt8FNld89oJlUMoZPitra2zW4odzZTiRqwYAxA4JRYDKvgbo2uvfDjBfGexJrxaTj6yrq4MgCF0m+wYqlQrr16/HE088gaefftrkIOxJSEgIAA7YJSJyFM2tWvxxww+4UFILAAgL9EREiDeulDegrKoR2w5dRsGVWrzws/FWS/iJnE13FeonXt9v9Qo19UyPPpUHH3wQqampSE5ORnJyMnx9fbs8btiwYV2uTGsvmpqaMH78eEyYMAFvv/22ZF9eXh4AICoqqs+vIwgCBEFAdXV1n69lCYZapT3Gx9h6z57jMzU2T09Ps6zhwTLYe44U2z++v4QLJbXwcnfBsntiMDpaBZlMBkEQkFNYg43bLuJCSS02fpWNBRl9/23vaXz2hGVQyhk+K2toaW3Hq5vPobBU3xAaFuiJhqY2tLa1o7m1HdsOXUbupUo89cBIKN1sPzOPPf3tOrJ2GQR6kOwLgoCtW7di69atAPS3F6Kjo5GSkiL+N3bsWHh7S0dlt7e3IzIyErfffrt4rq15eHjAzc0N//znP7Fq1SpEREQA0N+9WL9+PWJiYnDbbbfd8jo1NTU37a5kj7ePiBxBY2Oj2E2gK/X19QBYBknfR//gGX13gmX3xCAxJgA19a1wdZHB28MViTEBWHpPDNZvzcPBM+WYPTkSHkrbJyP2jmWQjG3dX4LC0gaxQp2WMhQLn/8eM8aFY8gAb2zcdhGFpQ3Yur/EKhXq/sDUMmgKk5L91157DSdOnMDx48dRWFgIQJ/8FxQU4OLFi9i8eTMAfQUgNjZWUgFISEjA9evXbdrSr1ar8f3332P06NEYPXo0AOCvf/0rJk2ahDvuuANPPvkkdDodNmzYALVajR07dty0nxQREdmHc5dr0dyqQ4jKHaOj9X3H/3XoCgqv1ePFR8cAABKjVQjxd0d5bTPOXa5FSlygLUMmcihdVagrapuhaWrDkAHerFA7AJOS/V//+tfi45qaGjHxN/xXWloKQF8ByMvLw4ULF/CPf/wDAOwiac7NzcWiRYvw3HPPicn++PHjsWvXLqxevRrPPfcc5HI5xo8fj02bNmH8+PE2jpiIiEyhada3KocFeIhjyorLGiTTAcpkMoQFeqC8tlk8nohM01WFuuhaHQAg8v/n2GeF2r71eCSFSqVCRkYGMjIyxG1lZWU4duyYWAk4ceIEqqqqAOi78VjT5cuXO22bMmWKOCOAsbS0NOzdu9cKURERkSV4uev/Gbte3QRBENCuE3C1ohETRoWIxwiCgOtVTZLjicg0XVWoi0pvwM/bDf7ergBYobZ3ZvnVGzBgAGbNmoVZs2aJ2y5duiS2/B87dgxZWVnmeCkiIiLRyCH+cHeTo7ymGTmFNQjwVULbLkha9rMLa1Be2wx3NwVGDvG3YbREjqdjhVomk6HwWh2iB/qJyT8r1PbNYp9IVFQUoqKiMH/+fADosmWdiIioLzyUCkxMCMWuk9excdtFTBgZDAAYFOIFQRCQXViD97ZdBABMTAhhX2KiHupYoU6MCUDRtTpMTRkkHsMKtX2zWvXrZvPzExER9dbctEhcul6PwtIGfH/yOhRyGd79dz6uVzWhvLYZABAd7o25aZE2jpTI8XSsUD80bQhq6lswdKAvK9QOgvdaiIjIoSndFHjqgZHYur8Ee05dR7tOn4AA+hV0JyaEYG5apF3M/03kiIwr1Bv/P7H/9kgxPqzSsELtAJjsE5lRU0s7zl2uhaZZCy93F4wc4s9WDiIrULop8OC0IcjMLkNyXBDiIn1ZBonMxLhCve90GbTtAs4U6idiYYXa/pmU7H/22WdITU01y6qyRM6opbUdW/eX4OAZNZpbdeJ2dzc5JiaE8keQyArU1c1o1Qq4IyGY/YaJzEzppsCCjChU3WhBZV0rZk0aCuhaWKF2ACYl+w888ABkMhlUKhVSU1Ml/w0YMMDSMRLZtY7LiIeo3BEW4CH2F9518jouXa+3m2XEiZxViVoDAJKZeIjIvK5VNGLcqDBMHxeJ6upqW4dDJjC5G48gCKiursbOnTuxc+dOcfvAgQMlyX9KSgr8/PwsEiyRPeq4jPjoaBVkMhkEQUBOYQ2XESeykmJ1AwJ9lfD2cLV1KEROqbFZi/LaZgwN97V1KNQDJi1vu2rVKtx5550IDAyEIAiS/65du4avv/4aq1atwvTp0xEQEIC4uDgsWrTI0rET2VxXy4gbZp6SyWTiMuIAcPBMOZparLvIHFF/UlymYas+kQVdKdffPRs6kI26jsSklv0XX3xRfFxUVIRjx45JFstqbGyUHF9QUICLFy/ik08+MW+0RHamq2XETxdUo6ahFelj9V3cuIw4keUJgoBitQbTU8NsHQqR0ypWa+CikCEixNvWoVAP9Hg2nqFDh2Lo0KF44IEHAAA6nQ7nzp2TVADOnj2L9na2YJLz62oZ8QNnytHYrBWTfS4jTmR5VTdaoGnWsmWfyIKK1RpEBHvCRWFSxxCyE32eelMulyMhIQEJCQl49NFHAQAtLS3Iysrqc3BE9q6rZcSLShswYVSweAyXESeyvOIyffeCyFC2OBJZSolag+hwH1uHQT1kkaqZUqnE+PHjLXFpIrvScRnx6hstqG1oRXT4fxMOLiNOZHnFag18vVzh783BuUSW0KbVobSyEYMH8O6Zo+F9GKI+MCwjDgAbt13EnlNlAICh4T4QBAGnL1ZzGXEiKyhWN2BwqJfYnY6IzOtKhQY6AYhkVzmHwz4FRH1kvIz49h+uQS4DPvy2UJxnH+Ay4kSWVqLWYGJCiK3DIHJaJWoNZDIgItjT1qFQD7Fln6iPDMuIT0sOg1wG6ARp151pyWFcUIvIgmobWlHb0IbB7K9PZDElag3CAj2gdOW/ZakOjAQAACAASURBVI6GLftEZqB0U+CBqUOwP7sMt8cHYdggX3i5u3AZcSIrKDasnMu+xEQWU6zWsELtoJjsE5nJtYpGtGkFpI0JxbAIri5IZC0lag08lQoE+SltHQqRU2rXCbha3ojb4oNsHQr1gtN141m2bBmmTJli0rEVFRVYsmQJQkND4evri/vuuw9FRUWWDZCcVmFpPRRyGef5JrKy4rIGRHJwLpHFlFU1oVWr4+BcB+VUyf7777+P9957z6RjW1paMGPGDHzxxRd4/PHHsXr1apw4cQKTJ09GVVWVhSMlZ1RUWo+IYE+4sT8jkVUVqzUYPIDdC4gsxdBVjsm+Y3KKbjzt7e1Ys2YNVq9ebfI5H3/8MU6ePImdO3ciIyMDAHD33XcjISEB69atw5o1aywULTmrotIGxEWy+w6RNTU0taGyroV31IgsqETdgCA/JReGdFAO37Lf3NyMpKQkPPfcc1i0aBEGDhxo0nmbN29GdHS0mOgDQHx8PKZOnYrNmzdbKlxyUo3NWpRWNXFlQSIrK1E3AgCTfSIL0g/OZRlzVE6R7N+4cQNbtmzBRx99BBcX02qdJ0+eRHJycqftSUlJKCoqQk1NjblDJSd26XoDAP1iWkRkPcXqBri5yjEgwMPWoRA5JUEQUKLWsAuPA3P4+zG+vr4oKCgwOckHgIaGBtTV1XV5FyAsLAwAUFJSApVKZbY4ybkVltbDU6lAaIC7rUMh6leK1RpEhnhBLufgXCJLqKxrQWNLO1v2HZjDt+zL5fIeJfoAUF9fDwDw9Oy8CpyHh751SKPR9D046jeKShsQFe4DOWcDIbKqEnYvILKo/w7O5SB4R+XwyX5v6HQ6ALjpNG1yeb/801AvCIKAouv1iA7nDyGRNTW3tqOsqondC4gsqEStga+XK/y9XW0dCvWSw3fj6Q0fH32/6qampk77DNsMx9yMSqW6aVcfQRAAAAEBAb0J0+IMFRp7jM+RYiur0qC+UYvE2DC7iNeR/nbdkclkN61wNzbqB2WyDFqOI8RW16yAAGB0XDgCAvxsG5QRR/jbsQzqOcNnZWml1RcRE+GPwMBAcZu9xNYde47PXGWwJ71a+mXzta+vL/z9/XH9+vVO+0pLSwEA4eHh1g6LHFR+SS0AIDaSYzyIrKnwWh1cFHIMCuHAeCJLKbpWh6Hh9lOZpp7rly37ADB27FicOnWq0/asrCzExMSYZXCuIAgQBAHV1dV9vpYlGGqV9hifI8WWU1CGEH93aFsaUN1iy8j0HOlv1x1PT094efW9awbLYO85Qmy5RRUYGOSB+hu1No5IyhH+diyDes7wWVlSnaYVNfUtCPGTS+Kwh9huxp7js3YZBPpxsj9nzhw88cQT2LVrF6ZNmwYAyMvLw+7du/HMM8+YdI2amhpotdpu99vj7SMyv6LSegwdyP765tTY2Ch2E+iKYZA9y2D/VqxuQFQYy54lsAwSoO+vDwCDOTjX6kwtg6boF9141Go1Nm3ahJycHHHb0qVLER8fj7lz52LNmjV44403MHXqVISHh2PFihU2jJYcSZtWh2K1BtFh7EZAZE2tbe0orWxiEkJkQcVqDTyUCgT5K20dCvVBv0j2c3NzsWjRInz55ZfiNqVSid27d2PGjBlYu3YtXnzxRaSmpmLPnj0ICgqyYbTkSK6Ua6BtFzCUM/EQWVVxWT3adQIGD+BMPPR/7N17eJT1nf//5xySmRzI+UA4BEKCBGNATlIVBFewWrEumLrtiqy02m79tlXXH9ZebruXV3+t+9PK2t26br/WVau7ZbfU3XaxWytqQRREjgmRgzlAgIQcZ3Kemczh98eQISHnkMnMJK/HdXkZ5r7vyXuSvGfe9+d+35+PBMuZCxfXsdC00hFtwrXxnD59us9jq1evDswI0NO0adP41a9+NQ5RyURVUd2G2WRgZoYKDpHx0On0sLekho9LLwCQlqgRR5FgqaptZ2GeJp+IdBOu2BcZT+U1rczKjCPKPCkukomEjNPlYfuuKvaU1OJweQOPP/HzQ6wozKRoVTaWaFMIIxSZWDocbursDq1jMQGo2Be5AhXn2zTqIRJkTpeHZ7eVUl7dBkBWaiwt7S48Xi8Ol5edB2uorGlly5cLVPCLXKFOp4fS03YqzvtvAJ2aYg1xRHKlVOyLjFJrRxd1dof69UWCbPuuKsqr24izmnlwXR4rF+fwlR+8zfqVM8lKjeGlHWWUV7exfVcV967NCXW4IhFpoKtnP9n2KSsX6OpZJFPvgcgoVdT4RxnnTNNMPCLB0un0sKekFoAH1+WxMC+F8w3tuNxeZmfFszAvhQfW5QGwp6SOTqcnlOGKRKTuq2c7D9bgcHnJSLaSPCUas8mAs8t/9ezZbaU4XcqvSKRiX2SUKqpbmRJrJl03CIoETelpe6D4WJDrb5krP98CQPbFG+MX5iaTkWTF4fK3H4jIyPS8evZIUT5///VFxFnN3FCQziNF+cRZzYGrZxJ5VOyLjFJ5dRtzsqZg0JRkIkHT7vAv2JSVEhPItZNnbExPjyPW6u9ENRgMZKXG9NpfRIanv6tnbo+P6oYOXT2bIFTsi4yC1+ujsrpV/foiQRZ3saCvaeoMTKFcWtlIQU5qYB+fz0dNY2ev/UVkePq7ena2vh2vj8BMPLp6FtlU7IuMQnVDOx1OD7nq1xcJqoLZSVijjdTZHBSX22jp6OJsbRsFc1IC+xwtt1Fnd2CNNlEwOymE0YpEnv6unh2rsBMdZWRmeiygq2eRTsW+yAh0L+jz5p/KAQJvfiISHDEWEysKMwF4aUcZf9xfDUDBnFR8Ph9Hypr4xY4yAFYUZhBj0WwhIiNx+dUzr8/HnuI6rstPJTrKn0+6ehbZ9BsTGYaBpiR78heHtaCPSJAVrcqmsqaV8uo23tp3HpPRwL+8WULVhRbq7A4AcqfFU7QqO8SRikSey6+eRUeZqG928sCCzMA+unoW2TSyLzKEy6cky0qNJdZqxhptDCzooynJRILHEm1iy5cLWLMkC4MBPF4fB07UBYqPNUuytKCWyChdfvXstx+eJSPJwtwZU3T1bILQyL7IEC5f0Of6a2fzlz94m79cM5vUBIsW9BEZB5ZoE+tXzmTnwRpuv34Wc6YlgtdJwewkFR8iV6jn1bOTVS3EWc38dPsJaho7dfVsAtDIvsgg+puSrLK6BY/XR970BE1JJjKOPjvfCsAXV+Rw6/Jsls5LVaEvMga6r57lZycA/ptwe7bu6OpZZNPIvsgg+puS7PhpG5YoE9MvzlLQPSVZnd1B6Wk7S+elDvaUIjJKp862kBgXRVZaXKhDEZlwLNEmHC4P1+QkseraTNodbuKsZl09mwBU7IsMor8pyQ6drKMwNxWT0f/v7inJ6uwOTUkmEkQnz7YwLztBC9mJBMHZunZOX2jn2xvmsfgqDVpNJGrjERnE5VOSdTjcfFrZxJL8jMA+mpJMJPicXR5O17Qxb2ZCqEMRmZA+KK4jITYqcBVbJg5VJiKDuHxKMpfbi8frY+n8DPD5b1rSlGQiwVd+vg2P18dVKvZFxlyX28ve0npWFGZgNmkceKLRb1RkEJdPSfanw7XMzIgnIzlWU5KJjKOTZ5uJs5qZlhYb6lBEJpwjZU20dbpZuSBj6J0l4mhkX2QIPack+/SMv+D44b/u14I+IuPo1NkWrpqZgFH9+iJj7oPiOnKnT9HJ9AQ1IUb2Kysr2bBhAykpKaSkpLBp0ybq6+uHPG7x4sUYDIY+/xUVFY1D1BIpuqcku26+/4aldodbC/qIjKMut5fyavXriwRDY4uTYxV2jepPYBE/st/Y2MjNN9+My+Xiu9/9Lm63m2effZbi4mL2799PdHR0v8d5vV6OHz/Ohg0bWL9+fa9ts2bNGo/QJYJYok1kpcZijbbx7S9dS4fDrQV9RMbJ6QttdLm96tcXCYIPS+qIijJyXb5m4JmoIr7Y37p1K+fOnaOkpIT58+cDsHz5ctauXctrr73Ggw8+2O9xZWVlOBwO1q9fz8aNG8czZIlQxeU2Cucks2LhNACamppCHJHI5HDybAvWaBPZmZpfX2QseX0+9hTXcV1+KjGWiC8JZQAR38azbds2Vq9eHSj0AdasWcO8efPYtm3bgMcdO3YMoNdxIgNpbndRWdPGQk1JJjLuTp1tYe6MKYG1LUTkynQ6PRw42ch/vn+G+mYn181PC3VIEkQRfRpns9moqKjot8d+8eLFvPXWWwMee+zYMQwGA/n5+f750zs6iIvTqJH0r6TCjgEonKOpNUXGk8fr47Nzrdxx/fRQhyIS8ZwuD9t3VbGnpBaHyxt4/IX/PsnKwkyKVmXr/rMJKKJH9s+fPw/A9Ol9PwSysrJoaWmhubm532OPHTtGYmIi3/72t0lISCA+Pp7c3NxBrwbI5FVcbiMnK56EuP7vARGR4Kiqbcfh8ujmXJEr5HR5eHZbKTsP1uBweUlPsmAw+BeDdLq87DxYw7PbSnG6PKEOVcZYRBf7ra2tAMTG9p0qKiYmBoD29vZ+jz127Bh2u53Ozk5ef/11Xn75ZeLj4/nKV77C66+/HrygJeK4PV6OVdq1qqBICJw620KU2cjsqfGhDkUkom3fVUV5dRtxVjOPFOVz23XTMAA//NpCHinKJ85qpry6je27qkIdqoyxiC72vV7/JSjDIPMuG439v8SHHnqIF198kV/96lf8+Z//OV/96lfZt28fc+bMYcuWLXg8OrMVv7JzrXQ6PSr2RULg5NkWcqfFE2WO6I8rkZDqdHrYU1ILwIPr8liYl8IHxXUUzkkmeYqFhXkpPLAuD4A9JXV0OlUDTSQR3bM/ZcoUADo7O/ts636se5/Lfetb3+rzWExMDPfddx9PPfUUn376KYWFhYN+/+TkZJKTBy4AfT4fACkpKYM+T6h0nwiFY3zhFNupvRdIirewaP5MjEZDWMXWn3COb7ixGQyGAU/UATo6OgDlYDCFQ2xer4+y863cccPsXnGEQ2yDCef4lIO9TYTf1XDsLfG37mSlxrJ6WS5n69o4faGdJzblB57/5mXJ/Mf7VVxo7KCqwc31henjElswhHN8Y5WDZvPwS/iIHirJzvavWFpTU9NnW3V1NUlJSSO+6TYjw7+oRFtb25UHKBPCgRN1LMnPwKiZQETG1dm6Vlo7uiiYo/m/Ra5Ea0cXADMy4jEYDBw8UUd0lJEl8y4tpGUwGJiRHt9rf5kYInpkPykpiZycHA4dOtRn2+HDh1m6dGm/x1VWVnLHHXdw77338uSTT/baduLECQBycnKuOD6fz4fP5wvb+di7zyrDMb5wia3B7uBsbRtfvH56IJZwiW0g4RzfcGOLjY0dk9mxlIOjFw6xfXKsBpPRQPqU3r/DcIhtMOEcn3Kwt4nwuxoWrxOAMxdaaGxsZP+xavKzE2hrvTSJic/no+pCS2D/wb5vOP/cILzjG+8chAgv9gHuvvtunn/+eU6cOEF+fj4AO3fu5OTJk2zZsqXfY2bNmkVjYyMvvfQS3/nOdwKtPlVVVbz66qvcfPPNTJ06dcjvbbPZcLvdA24Px8tHMjJHy22YjAaunp0Y6lAmlY6OjkCbQH+6b85XDk5sJ6pamJ0VjyVKUwGON+XgxFIwOwlrtJE6m4MDJxs5da6Fv7h5dq99jpbbqLM7sEabKJitaaZDbbg5OBwR3cYD8Pjjj5OSksItt9zC1q1b+fGPf0xRURGLFi0KrIxbUVHBG2+8QUVFBeDvl3rhhRc4c+YMN954I//4j//ID3/4Q6677jrMZjMvvPBCKF+ShJHiChtzZ0wh1hrx58UiEaF7sZ9dRy5QWmknd5pm4RG5UjEWEysKMwH419+X4fb4KMjxD2L5fD6OlDXxix1lAKwozCDGohPsiSTiK5j09HR2797No48+yg9+8ANiY2O56667eOaZZ7BYLADs3r2bzZs388orrzBnzhwAioqKePPNN3n66ad5/PHHiYmJYfXq1Tz99NOBKwQyuTm7PBw/08KGlTNDHYrIhDfQYj/vH67F60WL/YhcoaJV2VTWtFJe7b8n8flfHycrNZaaxk7q7A4AcqfFU7QqO5RhShBEfLEPMG/ePH7/+98PuP3+++/n/vvv7/P4+vXrWb9+fRAjk0h24kwzXW4vC/M05aZIMHUv9tNdhGQkW7GYjZyt76DL7V/sp7KmlS1fLlDBLzJKlmgTW75cwKM/O4DL7aXO7qTO7u/lt0abWFGYoZPqCWpCFPsiwXC03EZ6ooWpKTGhDkVkQuu52M+D6/JYkJvML94qw2CADTdl89KOssBiP/euvfLJE0QmK3u7i06Xh29+cS5Gk5F2h5s4q5mC2Ulq3ZnAVOyL9NDp9FB62k57ZxefnGhkyVUpgy7aJiJXpr/FfsC/cu7iuSmBxX5+uv0Ee0rq2HCTWgxERquk3I7JaGBBXgpWjeBPGir2RRi4X/ij0gaizCZd2hQJktLTdhwuLxnJ1sAq1Y3NThqanVw1MwGAhbnJZCRZqbM7KD1tZ3rWwIv9iMjASiptXDUzQYX+JBPxs/GIXKnufuGdB2sCRUdWqr91p7tf+NltpThdWj5cZKy1O/zTNmalxASuoh0ua8JgIFDsGwyGQE527y8iI9Pl9nLiTAuFczSt5mSjYl8mvZ79wo8U5fP3X19EQmwUC+Yk8UhRPnFWc6BfWETGVtzFaW1rmjrx+Xx4vD7+uL+a6/LTmBIbBfinBqxp7Oy1v4iMzKmzLbjcXq7JUbE/2ajYl0mtv37hDqeHz861cG2PfmGAPSV1dDo1ui8ylnou9lNcbuPAyUbqm53ctnxaYB8t9iNy5UoqbCTFRzMjPTbUocg4U7Evk1p//cIHTjbi9cGCOf5/d/cLO1z+m3dFZOz0XOznpR1l/GbXGebPSmD21Hgt9iMyhkoq7RTOSdKkE5OQrofKpHZ5v3CX28v/fHiWpfNSSU30L8rW3S9cZ3eoX1gkCHou9tPucNPl9vL8r49rsR+RMdLY7KS6oZM/X6FFIicjjezLpHZ5v/CuI7U0tbpY32PVXPULiwRX92I/KVOiMRjA3tbVq3VnzZIsLaglcgWOVdoxGOBqtcFNSqpcZFLr2S988GQj/7P3HDcUpDMt7VJPo/qFRYKvpqmTplYXX/1CHjEWkxb7ERlDJRU2cqdN0YDVJKXfukxq3f3COw/W8NKOMtweL1+8cQbgH9E/Wm5Tv7DIOPjDx9WkJ1q44Zp0TEb1FIuMFbfHy6dnmrntumlD7ywTkop9mfSKVmVTfr6FygvtADz3H8fJSo1Rv7DIOKm3O9h/ooF71+So0BcZYxXVbXQ6PRRenHRCJh8V+zLpWaJNzJuVyJnadqLMRursjkCRb402saIwQyvoigTRH/ZXE2c1s2JBRqhDEZlwSipsxMeYmTU1LtShSIio2JdJr6XdxfuHLnDb8umsu34Gpaft6hcWGSctHV3sKa7jC5+bjiVKuSYy1koq7FwzJwmjptyctFTsy6T31t7zGI0Gbl8+jRiLiaXzUkMdksiE1un0BE6qj1Xa8eHjliVTQx2WyITT3O7iTG07ty5Tv/5kpmJfJrXGZifvHb7AnTfMID4mKtThiExoTpeH7buq2FNSi8PlDTxuMhr47Z5zapcTGWOllf6FIK/JSQxxJBJKKvZl0uk5qrj/03osUUbWLtWoh0gwOV0ent1WSnl1GwAZyVbMJgPVDZ14vD52HqyhsqZV8+mLjIHuz7l3D14gPclClFk5NZmp2JdJY6BRRbPJwJu7qzSqKBJE23dVUV7dRpzVzIPr8rh6diLf+7+HWX51Ktdfnc5LO8oor25j+64q7l2bE+pwRcJaz0GrnveXDfQ59zcvfMKKwkx9zk1SKvZlUuhvVNHV5aGlvQu3R6OKIsHU6fSwp6QWgAfX5bEwL4W9pfU0trj4zvIZZGfG8cC6PH66/QR7SurYcFO2bowX6cdAxbw12sj1V6dzuradyhr/51zKlGiaWl0kxUdjb3Ppc24SM4Y6gLFQWVnJhg0bSElJISUlhU2bNlFfXx+04yTy9BxVfKQon//z51dhb+ti4605PFKUT5zVHBhVFJGxVXrajsPlJSPZyoLcZHw+H//78XkK5ySRnemfDnBhbjIZSVYcLv+IpYj01j1otfNgTSCfLuWNl/eP1FJZc+lz7qaF/oUgn/3mYn3OTXIRP7Lf2NjIzTffjMvl4rvf/S5ut5tnn32W4uJi9u/fT3R09JgeJ+Hv8subudOm9BlV/On242QkWVm5IBOzyahRRZExdHkO2ltdAGSlxNDp9PDqH8o5W9fBX95yqV3HYDCQlRpDnd1Bu8MdqtBFwkKn08PekhpaO7rA66RgdhJv7u7dCrcgNxmDwYDP5+PAiQb++befATB3xhQW5qXwP3vPUzA7EbPJyMK8FH3OTWIRX+xv3bqVc+fOUVJSwvz58wFYvnw5a9eu5bXXXuPBBx8c0+Mk9EbaqxhlNtDl9pGeZCF3+hRe/2MFR8psfP3OuZhN/otb3aMjdXYHpaftmn5TZBCjyUGAM7XtfP/lw3S6vPz1XVeRP+vSDCE+n4+axk4A4qwR/9Ekk9xAOTLU9oFyyBJlwO3xf909aNXN7fHRdPGEGuBomY3HXjhAU6uLzbfnBh7X59zkFfHvqNu2bWP16tWBgh1gzZo1zJs3j23btg1YtI/2uOHq76x8OIk+ntsHii9cYxtJr2JGspWslBhqGjsDq+E2t3XxxM8P4fHCV26ZzeeuTgs8h0YVJx7lYPjloL3NxdQUK9+7t5C0JGuv39fRcht1dgfWaBMFs5OG+2uWMDYZc3CwHFlRmMmdN0znfz46P6wcykqNZUZGPGdqWgI5FGUykDstniOfNfHJyUZO17RxoakTr+/Sz90HzJoaR9HqWb0Ken3OTV4RXezbbDYqKiooKirqs23x4sW89dZbY3rccFxJood6+/VXp4MB9pbWh2VsgxUS7x/xt+n0d3nzX39fxp6SelxuL8lTLDxxbyFJ8b3btDSqOHEoB8MrB+vtnTz/6xNUX8yvhmYn5xo6SE20BHL0aLmNX+woA2BFYYbaCyLcZM3BoXJk58EaPiiuxdnl7Xf75Tm0elkuBoOBxsZG3ninkvcOXaDL4+PRFw7i9viYlhZD/qxE1izNoq2zizd3nyU6yoiry8vCvBSuL0jv9XvR59zkFdG/7fPnzwMwffr0PtuysrJoaWmhubmZxMTEMTluKJfP+HL5WflQiT7e2y+Pr/uNJpxjG26vIkC7w82bu6vYU3Lppuum1i4sUX0LCY0qTgzKwfDKwU9ONPDK/5YTazHx5ytm8N97zuH2+Pjp9hNkJFnJSu098p87LZ6iVdlj/nch42cy5+BgOVJcbuNn/3USZ5eXKJOB/7N+3rBy6MQZG+/sq2Rv6aXPMZ/Px5P3XUPe9ITAY51OD2/tO4/z4glIf8W8Pucmr4gu9ltbWwGIjY3tsy0mJgaA9vb2PkX7aI8byuXzSPc8Kx8q0UOxvWd8//ibExwpswFwbV4y37k7P2xiG+hNEPyXJQ3GS5NKfXrazvEzdqobOvnth2fpcvv48p/Nps7eyXuHaulye3lr7znuXpWtUcUJSDkY+hwsrbTzzoFqys+38fHxBpblp/JXt+USazHxYUk99c1OosxG6uyOQJFvjTaxojBDc4BPAJM1B4fKkatmJmIwGAAf9Pq3f3uX59LPsLjcxtP/dowLTQ5a2l0kxUdx/dVpgSvUHi/Y27p6/dxjLCbmZycG4vd6ffh8Pn3OCRDhxb7X6z+D7U6Y/hiNfWcXHe1xg+lvHumeiTxUoodyu8Pl5URVc+C1nKhqweHyEmMxhTS2LreXdoebts5LvYWllXY+LKnD4/Vhb3PR0Oyk7HxrYLvL7eOZX30KwOcK0viLm2eTFB+N0+VhX2kDHRdHPz450ahRxQlGOTi22/1xubG3ubD1KCyOVdp5e/95XG4fTS1O6u0OztS2B7Z3eXz8+87TZCRZ2Xx7LisXZAS+17S0WOqbndxz8yyS4qMH7IeWyDRRc9DngznTptBdMviAzJQYmlpdeDw+XG4Pdc3OwLHHKu18UFwH+Ohy+3B7vJy+0E6X24vBAF1uL//y25OkJFiwtbo439BBQ4/jvT7weLx84fpZFMxJZVqSAaPRgNFoZOfBmovxNbPkqpRexfypsy2B53jxt6f4zS5dPRM/g8/n8w29W3gqLi5m4cKF/NM//RPf+ta3em177LHH2Lp1K21tbcTFxY3Jcd1sNhs7d+5kzZo1JCcnA/BRcTU/fu0TstLi+L9P3ILBYOC3u8vZ9s4p/AnvxeG6dOpujTYRZb50QhGa7aaL2zw4XB4MBuj+a+h5fLBi8/n8lyO73F5c7ku9j8aLb6jeIf4yE+OjyUiOwWgwcLLKjtlkwO3x8Rdr5vLFFTnEx17qy/f5fHz9/3uPuqbOQE9jtxiLmVuWzuC+2/OxRg99/tt9Ith90hhuwjm+4cZmMBgGPeE+c+YM+/fvVw5eYWw+H3gv5mCXe/h/L0YDxMdGk5poZWpqLB6Pj/2f1hJlNtLl9vLNDYXc9rlZvY7x+Xz89TPvc6GxgyfuW8L1hVnD/n59vn8Y/41DeMenHOy73evz52DPzwX/z8D//yupkkxGgz/X8Lc4ded4SoKF5ClWEuOjmTV1Cl1uLzs+PI0lyoSzy8P/uXsBt10/G7j0u+p0dnHfU+8EcnVqaiwz0uM5V9/GhcYOAObOSCRvZhJ/OnSeTuelgbKRfs4NJZz/xiG84xurHOyvFh1IRI/sZ2f7z05ramr6bKuuriYpKanfgn20xw2mtcM/8jUjIz4wUnDVzCTWr87F5/Px2Vk7+45dwBptwuHycO1V6cydealnLhTbr8r2/3GcqrKx79gFpqX5X/P5+vZexwcrNgNgNBr47KydD4trAttXXjuNgjlpWKJMWKKNVFa38B87PyPabMTl9vLgSl9OyQAAIABJREFUFwu4/YbZmC6eFXQ43Gz+f98JvInnZCX0KvQBDhyvo66pkxiLmRf+n9WcqrLR2tHFlNgoFs5NJ1Y3K0U85eDY5eCqRdMpzEvDGm0iJtpEZXULb7x9MnCi/M0Nhdy6/FIxf3kOJsb1XafkwPE6LjR2EGMxs3Buep/tEvkiNQeNBvisysaHJReYmRmPAaiqbeOma6dTkJOCyWTkeGUTOw+cJdZqpsPhZt2Ns1k6PxOT0YAlysTxM028suN4IEe+flcBt11/6XNqb0kNf//6QYwGAx6fj6/fdU2vE94Oh5udn5wN5NCU2Kg+P99j5U10ub2YTAaizUYuNHYEivzLi/lNt8/n6Gf1+pwTIMKL/aSkJHJycjh06FCfbYcPH2bp0qVjetxguhPzXF1boE8uf3YK82Yl09nZyW6rj33HLgTOyJfMTWTpvEs9fQkh2P75G/IA+NPBMxe3efBdHE7veXywY4uL9vJhcU1g+zWzp/D5i6OCnZ2dZKea+e/dxsCNR9EmN812W6+ff352QqBXsbmllcbG6H57FW+8Jh2Dp4N50y2ABQBHRwuODoYtNdU/lZnD4aCjYwQHjpNwjm+4scXGxo74hFs5OJY5GM+t1/kHRTo7O8lKMvLr9y/lIF4XTU1NvX7+I8nBkebc5cL5bxzCOz7l4MA5+GHJBZwudyAHr5kdz9KrpgDgdTvYecA/Og8wK8PCrLTu1jMf8XMT+PfoSzkSZez9OZWdZg5c+YoyG8lOMw+ZQ16vF4PBQGdnJ3tLzgdy6OZrp7Lhpux+p/7saGuh+7d6JZ9zQwnnv3EI7/iCmYMDiehiH+Duu+/m+eef58SJE+Tn5wOwc+dOTp48yZYtW8b8uJ5sNhtut/8y2YwUI9ZoIzUN7by77xQL81JIT0/HYDAQFxdHweykXol++Z3wodjefXnoc4UzsL55jDrbpZvleh4fytji4uLo6OgY8saj8exVvDy2cBPO8Q03to6OjkG3d99krxwMfmzKwZEL5/iUg8HJwaFukD15tplA1/TFfy/scYNvfzn033vOMyMjnnN1bdQ0+u+L6c4hS7QppItihfPfOIR3fGOdg8P6nsMPLzw9/vjjpKSkcMstt7B161Z+/OMfU1RUxKJFi9i4cSMAFRUVvPHGG1RUVIzouJGIsZhYUZgJwEs7yjhS1hRI7IESPVy2x1jM5Gdfmnlo3swErNHGsIjN5/NxpKypz5vgEz8/zPO/Ps4TPz/MT7efoMPpIWdqHDcvysQabaLO7ug1zdiaJVls+XKBZvqYwJSDykEJrcmcg8PJEbfHhyXKSNfF6WeHyqGaxnY+OV5LTWO7ckiuSETfoNvt5MmTPProo+zevZvY2Fhuv/12nnnmGTIz/W86r776Kps3b+aVV17h/vvvH/ZxA+m+KWLJkiVMmTIl8Hjf+YXj+pyVW6KMl+bo7Wee6fHc3l983cIxtpypcczOimdvaUOfm6x6Tts31MqHVyo9/VK/cX19/SB7hkY4xzdWsdXW1nL8+HHloHIw7P7GIbzjUw4GNweHypFLi3LVDZlD55q8gZ77GSnGsJqxKpz/xiG84xur2FpbWzl48OCwbtCdEMX+eBuo2IeeKwf2n8hDJXoot19/ddrFlQNH9yYV7O3jVUgMJZzfRCC84wt2oQHKQeVg6IVzfMrB4ObgcHNkODk0Gf6OgiWc41OxHyEGK/a7DXVWfqVvBGOxfaD4wjm2cBDObyIQ3vGNR6HRTTmoHAyVcI5POTg+OTgWJsPfUbCEc3wq9iPEcIp9CO8/Ngjv+BTb6IVzfONZaIzl9wuWcI5PsY1eOMenHOwtnONTbKMXzvGFotiP+Bt0RURERESkfxE/9WYoeDwe3G43Fy5cwG63D7hfz20jmSJpvIRzfIpt9MI5vrGKzWaz4XA4lINBpNhGL5zjUw72Fs7xKbbRC+f4xio2h8OB2+3G4/EMua+K/VGor6+nurqa6urqUIciMqnV1dWFOgSRSU05KBJa9fX1pKWlDbqP2nhGIT4+PtQhiIiIiMgkN5yaVMX+KERHR4c6BBERERGZ5IZTk6rYFxERERGZoFTsi4iIiIhMULpBV8bNY489Nqz9/vCHP1BaWhr49+bNm0lJSRlw///6r/+ioqJi0OcsKCjgtttuA+C5554bVhwAeXl5LF26NDAvbn19PQcOHKCsrGzYzwGQmprKsmXLyM7OJjY2lq6uLmprazly5MiIn0tktCZzDt59993Mnj17wO3vvvsuR44cGdFzioxUJOZgN7PZzFe/+lWmTJlCc3Mzv/jFL0Z0vNFoZMmSJVx99dUkJSXR1dXFuXPn+Oijj2hoaBhxPDJ8KvYl7PRc581sNpOUlBSSOJYsWcLq1at7PTZ9+nSmT5/Oe++9x+HDh4f1PHl5eaxbtw6T6dLqiiaTiVmzZjFr1iw++eQTdu/ePZahi1yRiZaD0HshG5FwFy452NOKFSsGXUBtKF/84hfJzc0N/NtsNjN37lxmz57Nr3/9a2pqasYiTOmHin0ZN/v37+/38cTERObNmwdAU1NTr9GJ9PR0jEZ/t1l1dTXnzp3rc/xgczyPVmJiIitWrAD8b7onT54EYN68eRgMBm666SbKy8tpaWkZ9HksFguf//znA4V+XV0d586dIyMjgxkzZgCwbNkyKisrOXv27Ji/DpGeJmMOAsTFxREXFwdAQ0NDvyOgtbW1Yxi9SP8iKQe7GY1GVq5cyZIlS0b9HPPnzw8U+k6nk+PHj5OWlsaMGTOIiori85//PK+99lqvkxwZOyr2Zdx88MEH/T7+pS99CYCuri5+97vf4XA4AtsyMjICX5eWllJcXBzcIC+65pprMJv96XHkyBHee+89wL+IxbXXXovZbOaaa67ho48+GvR55s6di9VqBeDChQv8+7//e+DN7K677iIvLw/wvxGq2Jdgm4w5CL1H9cvLy9mzZ09wghYZQiTlIMCsWbNYuXIlmZmZV/Q8CxcuDHz99ttv89lnn2EwGLjvvvtIT08nNTWVGTNm6HMwSHSDroRUYWEh2dnZAOzbt4/GxsZe23t+SF++LZhmzZoV+Lp7RBHgxIkTga8H6//tFhsbS1tbG16vl8rKyl6jFmfOnAl8fSWXRkWuxETPQehdLDU1NV15cCJjKFxzMD09naKiokChX19fP6rniYqKYtq0aYD/ZKb7fhufz8epU6cC+w03n2XkNLIvIRMTE8NNN90E+C9BHjhwoM8+PT+kly1bxp133kl0dDQNDQ0cOnSo1wf/WEpNTQ183fPyqM1m63efgezfv5/9+/djMBgCl2G7JSYmBr7u7Oy8knBFRmUy5CD0fg35+fmsWLGCmJgYbDYbxcXFujFXQiacc7BbV1cXu3fvpqGhgb/4i78Y8fGpqakYDAYAWltbew16jSafZeRU7EvILFy4MNDisn//frxeb599ei4B3fPGnqysLO644w4yMzPZtWvXmMYVHR3da5GKnpdTnU5nr/2ioqLo6uoa8jl9Ph8ejyfw79jYWAoKCgL/rqqqutKwRUZssuRgz5HRnJycXo/fcsstzJgxgx07doxF6CIjEq45CP4i/8MPP+TIkSM4HI7AfWYj1X2/DPTOZeidz8NZCVZGR208EhJGozHQw9fe3s6nn37aZ5+UlBSioqIC/66qquLQoUO97thfunRprw/vsdDzewK9ivSeX8PoVlO2WCxs2LCBmJgYwD/Scfz48VFEKjJ6kyUHL5/J5MKFCxw6dKhXG928efN69RSLjIdwzkHwX2nYt29fnwJ9pHrGf3n+9vz35XkvY0cj+xIS8+fPD5zFFxcX93kDAP8IwHvvvUdycjLV1dW9LlWuW7cuMHPBokWLqKysHLPYui83BoPVauXuu+8O9EB6vV7efvvtfl+/SDBNlhw0GAyB19Dc3Nxrus6bbrqJZcuWAbB48WKOHj06Zt9XZCjhnIMysajYl5Do2cLy2Wef9btPR0fHgPNoHzlyJPAmN3Xq1DGN7fKWAJPJFHgT7jlXPoDL5Rr288bGxlJUVNSrpeD999/vNcIoMl4mSw52dXUNWMQfPnw4UOx3j6AOpy1PZCyEcw6OJbfbHfj68vzt+W/lXvCojUfGXUxMDNOnTwf8lwlHc4d/R0dH4OvRtNIMxul09nrTsVgsga+7eyvBX2QM980pJiaGe+65J1Do+3w+rdgpITMZc7A/PV8DjP3rEBlIuOfgWGpvbw983TOXoXc+t7W1jVtMk41G9mXczZgxIzAzzWA3pubk5DBz5kzi4+M5depUYLou6D1VZTDeIGw2W2AGhKSkpMCbas/e3+FOgWY2m7n77rsDMw14vV7++Mc/9loKXWQ8TaYcnD59Ojk5OcTHx1NdXd1rjvKEhITA1263W7NiybiJhBwcKz2nu01ISMBoNAZuRO45K914Tis62ajYl3HX83LjYKtWpqenBy6xp6Wlcfr0adxuNwaDgcWLFwf2C0afYlVVVaDQmD9/PtXV1QCBS6YAp0+fHtZz3Xrrrb0WJHnnnXdU6EtITaYcnDJlCsuXLwf8c/d/9tlngaK+54qgZ8+e7XcmFJFgiIQcHCtOp5Pa2loyMzOJiooiLy+PU6dOYTAYuOqqqwL7qaU1eFTsy7hLSUkJfF1XVzfgfqWlpSxfvpzo6GjS09PZtGkTp0+fJisrK/BG2dXVxSeffDLmMR47dozFixdjNBpZsGABFosFg8EQKDTcbnevgt1isXDdddcF/t29SmJWVhbz588PPN7W1kZycjIrV67s9f3sdjslJSVj/jpE+jOZcrCsrIzW1lamTJlCfHw8mzZtoqysjJSUlMBCRl6vl7179475axAZSCTk4GgsW7Ys0JpTXFxMc3Nz4Ou1a9cCsHbtWmbOnElaWlrghL6pqUmr5waRin0Zd8O99Nje3s7bb7/NF77wBUwmE8nJySQnJwe2u91uduzYQUtLy5jH2NjYyAcffMCqVaswGo29CnaAPXv2BN7EYOBCY9GiRb2Oi4+P77Vft7Nnz6rYl3EzmXLQ7Xbz1ltvsWHDBqKjo4mPj+faa68N7Of1enn33Xd7TWUoEmyRkIOjsXDhwkBrTmVlZa9if86cOeTm5mK1WnvlYFdXF3/84x97LbYlY0vFvoy7nnPpDjV/76lTp7Db7SxbtowZM2YQExNDZ2cnZ8+e5eOPPw5qj9+BAwdoampi6dKlvZYLP3jw4IAzJ1xutIuQiATTZMpBgPPnz/PLX/6S5cuXM2vWLOLi4nA6nVRXV/PJJ58EWoRExkuk5OBY+u1vf8uiRYu45pprSE5Opquri/Pnz/PRRx+N6gZlGT6DT6dSI1ZbW8sbb7wR6jBkBAoKCrjtttsAeO6550IcjcjkoxwUCS3l4MS0cePGXvcF9kdTb4qIiIiITFAq9kVEREREJigV+yIiIiIiE5R69kdBPfsiIiIiEmrq2RcRERERmcRU7IuIiIiITFAq9kVEREREJigtqjUKLpeLmJgYPB6PVnwTCRGz2awcFAkh5aBI6BgMBkwmEy6Xa8h9VeyPQnt7O+np6aEOQ2TScrvdmM16+xIJFeWgSHhob28fch9l6iikpaUBMGPGDKxW64D7xcfHA9DW1jYucY1UOMen2EYvnOMbq9iam5upr69XDgaRYhu9cI5POdhbOMen2EYvnOMbq9gcDgfnzp0L1KSDUbE/CiaTCYDMzEymTJky4H4pKSkANDU1jUtcIxXO8Sm20Qvn+MYqtqioKOrr65WDQaTYRi+c41MO9hbO8Sm20Qvn+MYqttbWVs6dOxeoSQczIW7QPXz4MLfeeitJSUmkp6ezefNmamtrhzyuvr6ezZs3k5mZSUJCAnfddRcVFRXjELGIiIiISPBF/Mh+aWkpK1asYObMmTz11FM0NzfzD//wD3z44YccOnQocLnkck6nk9tvv51Tp07xN3/zNyQkJPDcc89x0003cfToUVJTU8f5lYiIiIhEtk6nh9LTdtodbuKsZgpmJxFjGXr0WYIn4ov9J598kujoaD744IPATbNLly7ljjvu4PXXX+eb3/xmv8f98pe/5ODBg/zxj39k7dq1AHzhC1+gsLCQrVu38qMf/WjcXoOIiIhIJHO6PGzfVcWeklocLm/gcWu0kRWFmRStysYSraI/FCK+jcdisbBp06Zes+OsWrUKgOLi4gGP27ZtG7m5uYFCHyA/P59bbrmFbdu2BS9gERERkQnE6fLw7LZSdh6sweHykpFsZWFuMhlJVhwuLzsP1vDstlKcLk+oQ52UIn5k/z/+4z/6PHbkyBEAsrOzBzzu4MGDfP7zn+/z+OLFi3n77bex2WwkJyePXaAiIiIiE9D2XVWUV7cRZzXz4Lo8FuQmYzAY8Pl8FJfbeGlHGeXVbWzfVcW9a3NCHe6kE/Ej+z1VV1fzm9/8hnvvvZdp06bxta99rd/92traaG5uZvr06X22ZWVlAVBVVRXUWEVEREQiXafTw54S/6QoD67LY2FeCgaDAfAv/LQwL4UH1uUBsKekjk6nRvfHW8SP7Pd01VVX0d7ejtFo5PXXXycjI6Pf/VpbWwGIjY3tsy0mJgYY3iIFIiIiIpNZ6Wl7oHVnQa6/I6KkwkZzexcrCv11WHdLT53dQelpO0vnaRKU8TRhin23282//Mu/YDabefnll7n33nupra3l0Ucf7bOv1+u/caT7zLM/RuOEuughIiIiMubaHW4AslJiAnXV3tIGGpodgWLfYDCQlRpDnd0R2F/Gz4Qp9s1mMxs3bgTgnnvuYcWKFXz/+9/ngQce6LPgR/e/Ozs7+zxP92ODLRLSLTk5edC+fp/PB1xaQCHcdJ/QhGN8im30wjm+4cZmMBgGPeHu6OgAlIPBpNhGL5zjUw72NhF+V6HQM7apaU4A6uxOkpP9vfr2djfTMxICsft8Pmrt/v2mpiUF/TVFys9uMEPloNk8/BJ+Qg5fG41GvvSlL9He3s7Jkyf7bE9ISCApKYmampo+26qrqwGYNm1a0OMUERERiWQL56ZjjTZR09jBwRN1ANQ2dZCRfKlV+sDxOi40dhBjMbNwbvpATyVBEtEj+w0NDXzuc5/jnnvu4cc//nGvbd19+d09+JdbtGgRhw4d6vP44cOHycvLG5OZeHw+Hz6fLyyXa4bJsZx0MIRzbBDe8Q03ttjYWOLi4q74+ykHR0+xjV44x6cc7G0i/K5C4fLYVhRmsPNgDVt/dZjNt+fS1OIkLtpLY2MjR8tt/GJHGQA3XpOOo6MFR8f4xhdOxjsHIcKL/bS0NEwmE6+++ipbtmwJFOjNzc28/PLL5OTkcPXVV/d77N133823vvUtdu7cyZo1awA4ceIE7777Lk888cSwvr/NZsPtHrj3LBwvH4lEgo6OjkCbQH+6T+aVgyLBoRyUkShalU1lTSvl1W387L/8HRW7jtby1t7z1NkdAOROi6do1cBToktvw83B4YjoYh/gxRdfZO3atdx444184xvfwOFw8POf/5wLFy7w+9//HoPBQG1tLe+88w4LFixgwYIFADzwwAP87Gc/o6ioiC1bthAbG8tPfvITpk2bxsMPPxziVyUiIiISGSzRJrZ8uYDtu6rYfbQWl9tLRXUbANZoEysKM7SCbghFfLH/Z3/2Z/zhD3/gqaee4oknniAqKooVK1bwn//5nyxduhSA48ePc9999/F3f/d3gWLfYrHw7rvv8thjj/HMM89gMpm46aabeO6550hLSwvlSxIRERGJKJZoE/euzSE9ycK2d09z3+fnMCU2ioLZScRYVOSHUsQX+wBr165l7dq1A25fvXp1YEaAnqZNm8avfvWrYIYmIiIiMmnY21ykJVq4edHUUIciF03I2XhEREREZPw1NDtJTbSEOgzpQcW+iIiIiIyJeruD9CRrqMOQHlTsi4iIiMiYaGh2kqaR/bCiYl9ERERErpjD5aGt062R/TCjYl9ERERErlj9xTn1NbIfXlTsi4iIiMgVa2h2AmhkP8yo2BcRERGRK1Zvd2A2GUiIiwp1KNKDin0RERERuWL+m3OtGA2GUIciPajYFxEREZEr1tDsJD1J/frhRsW+iIiIiFyxBrtDN+eGIRX7IiIiInJFfD4f9c1O3ZwbhlTsi4iIiMgVaXe4cbg8GtkPQyr2RUREROSK1Nv9026mJWpkP9yo2BcRERGRK9LQ7F9QSzfohh8V+yIiIiJyRRqanVijTcRZzaEORS6jYl9ERERErki93UF6ogWD5tgPOyr2RUREROSKNDQ7SdNMPGFJxb6IiIiIXJF6u1Mz8YQpFfsiIiIiMmo+n4/GFhX74WpCFPtvv/02K1euJDY2lvj4eNasWcO+ffuGPG7x4sUYDIY+/xUVFY1D1CIiIiKRr7m9iy63VwtqhamIv2X6T3/6E7fffjsFBQX86Ec/wu1288///M+sWrWK3bt3s3z58n6P83q9HD9+nA0bNrB+/fpe22bNmjUeoYuIiIhEvHq7f9pNjeyHp4gv9h9++GFmzpzJxx9/TGxsLACbNm1i/vz5PPnkk+zcubPf48rKynA4HKxfv56NGzeOZ8giIiIiE0ZDs39BLY3sh6eIbuOx2WyUlJRwzz33BAp9gMzMTFatWsXevXsHPPbYsWMAzJ8/P+hxioiIiExU9XYH8TFmrNGmUIci/Yjokf2EhAROnjxJXFxcn20NDQ2YzQO/vGPHjmEwGMjPz8fn89HR0dHv84iIiIjIwBqadXNuOIvokX2TycTcuXOZNm1ar8eLi4v58MMPufHGGwc89tixYyQmJvLtb3+bhIQE4uPjyc3NZdu2bcEOW0RERGTCaGh2qoUnjEV0sd+ftrY2Nm3aBMD3vve9Afc7duwYdrudzs5OXn/9dV5++WXi4+P5yle+wuuvvz5e4YqIiIhEtAa7QyP7YSyi23gu19HRwZ133snRo0f527/9W1auXDngvg899BBms5m//uu/Djz2la98hWuuuYYtW7bwl3/5l5hM6j0TERERGYjH659jXyP74WvCFPs2m4077riDvXv38rWvfY0f/vCHg+7/rW99q89jMTEx3HfffTz11FN8+umnFBYWDvocycnJJCcnD7jd5/MBkJKSMoxXMP6MRv+FnXCMT7GNXjjHN9zYDAZDYN/+dHR0AMrBYFJsoxfO8SkHe5sIv6tQ6BlbbVMHXh/kzEgLm1gj5Wc3mKFycLD7UvvsO+w9w1hdXR1r166luLiYb3zjG7z44oujfq6MjAzA3w4kIiIiIgOrbfKf+GWmxA6xp4RKxBf7ra2t3HrrrRQXF/Poo4+ydevWIY+prKzkjjvu4N577+XJJ5/ste3EiRMA5OTkXHFsPp8Pn89HU1PTFT9XMHSfVYZjfIpt9MI5vuHGFhsbOyazYykHR0+xjV44x6cc7G0i/K5CoWdslefqATD7HDQ1uUIZVkCk/OwGM1Y5CBOg2H/ooYc4evQoDz/88LAKffCvkNvY2MhLL73Ed77zHaZMmQJAVVUVr776KjfffDNTp04d8nlsNhtut3vA7eF4+UgkEnR0dATaBPrT2toKKAdFgkU5KMPVYHeSFB9NlHnCzfkSUsPNweGI6GL/2LFjvPHGGyQmJnLttdfyxhtv9Nln48aNVFRU8NFHH3HDDTcwZ84cjEYjL7zwAl/60pe48cYbeeCBB2hubuaFF17AbDbzwgsvhODViIiIiESW+mYn6UmaiSecRXSxv3v3bgCam5vZvHlzv/ts3LiR3bt3s3nzZl555RXmzJkDQFFREW+++SZPP/00jz/+ODExMaxevZqnn36a/Pz8cXsNIiIiIpGqodlBWqJm4glnEV3sP/TQQzz00END7nf//fdz//3393l8/fr1rF+/PgiRiYiIiEx89XYn87MTQx2GDEINViIiIiIyYl1uL/Y2F6laUCusqdgXERERkRFrbHECaEGtMKdiX0RERERGrN7uACBdI/thTcW+iIiIiIxYQ7MTowGSE1TshzMV+yIiIiIyYvV2B6kJFkxGQ6hDkUGo2BcRERGREWtodpKmfv2wp2JfREREREasodlJmvr1w56KfREREREZsXq7Q8V+BFCxLyIiIiIj0ul009bp1rSbEUDFvoiIiIiMSG1TB4BG9iOAin0RERERGZE6WyegBbUigTnUAYiIiIyVTqeH0tN22h1u4qxmCmYnEWMxhToskQmntqmDKLORxLioUIciQ1CxLyIiEc/p8rB9VxV7SmpxuLyBx63RRlYUZlK0KhtLtIp+kbFS29RBaoIFg0Fz7Ic7FfsiIhLRnC4Pz24rpby6DYCMZCtZKTHUNHZSZ3ew82ANlTWtbPlygQp+kTFSZ+sgPUn9+pFAxb6IiES07buqKK9uI85q5sF1eSzITcZgMODz+Sgut/HSjjLKq9vYvquKe9fmhDpckYjW6fSwt6SGsnN2slKsdDo9apULc7pBV0REIlan08OekloAHlyXx8K8lEBbgcFgYGFeCg+sywNgT0kdnU5PyGIViWROl4d/e6eSv3nhE/7+9YM0Njs5VtnM37zwCf/2TiVOl3IrXKnYFxGRiFV62o7D5SUj2cqC3GQA3t5fzS/fLg/sszA3mYwkKw6X/+ZdERmZ7la5nQdrcLi8ZKbEApAQF4XD5WXnwRqe3Vaqgj9MqdgXEZGI1e5wA5CVEhMY0f/sXAu1NkdgH4PBQFZqTK/9RWT4erbKPVKUz5Z7FwHwSFE+jxTlE2c1B1rlJPyo2BcRkYgVZ/XfelbT1InP5wOgvtlJeuKlub99Ph81jZ299heR4emvVa7nHPtqlQt/E6LYf/vtt1m5ciWxsbHEx8ezZs0a9u3bN+RxlZWVbNiwgZSUFFJSUti0aRP19fXjELGIiIyFgtlJWKON1NkcFJfbAGiwO0jrMUvI0XIbdXYH1mgTBbOTQhWqSETqr1WutqmTGIs5cPKsVrnwFvHF/p/+9Cduv/127HY7P/rRj/iDFc2IAAAgAElEQVS7v/s7ysvLWbVqFR9//PGAxzU2NnLzzTezb98+vvvd7/LYY4/xu9/9jrVr1+JyucbxFYiIyGjFWEysKMwE4KUdZXz8aT0dTg/piVZ8Ph9Hypr4xY4yAFYUZmjWEJER6q9Vrs7WQWaPf6tVLrxF/PXMhx9+mJkzZ/Lxxx8TG+u/YWTTpk3Mnz+fJ598kp07d/Z73NatWzl37hwlJSXMnz8fgOXLl7N27Vpee+01HnzwwXF7DSIiMnpFq7KprGmlvLqNf/ndZwDsPFjDm7urqLP7e/dzp8VTtCo7lGGKRKTLW+UMBgN1TR2Bm3RBrXLhLqJH9m02GyUlJdxzzz2BQh8gMzOTVatWsXfv3gGP3bZtG6tXrw4U+gBr1qxh3rx5bNu2Lahxi4jI2LFEm9jy5QLWLMkiyuz/WCs73xpo3VmzJEsLaomMUn+tcrW2TjKSL9VdapULbxF9+pWQkMDJkyeJi4vrs62hoQGzuf+XZ7PZqKiooKioqM+2xYsX89Zbb415rCIiEjyWaBP3rs1hSqyZ//noHBvX5hAXE0XB7CS17ohcge5WuZ0Ha3hpRxlfuyOP2sZ2MlOy8fl8HC23qVUuzEV0sW8ymZg7d26fx4uLi/nwww+57bbb+j3u/PnzAEyfPr3PtqysLFpaWmhubiYxMXFsAxYRkaBqbu8iMyWGVddODXUoIhNGz1a5f/zNCQD+dOg8v9tdoVa5CBDRbTz9aWtrY9OmTQB873vf63ef1tZWgF6tP91iYi7eYNLeHqQIRUQkWOrtDtITLUPvKCLD1rNVLjrqYqvcuWa1ykWIiB7Zv1xHRwd33nknR48e5W//9m9ZuXJlv/t5vV6AwF3k/TEaJ9x5kIjIhNfQ7FTPsEgQdLfKzciI5dX/LefrdxUQZXSrVS4CTJhi32azcccdd7B3716+9rWv8cMf/nDAfadMmQJAZ2dnn23dj3XvM5jk5GSSk5MH3N69wEtKSsqQzxUK3Sc04RifYhu9cI5vuLEZDIZBT7g7OjoA5WAwRWJsPp+PxmYns6YlhzTuSPzZXU45GHrhGluXt5GEuGjuXJkbGDwNN+H6s4Oxy8GB7kvtd99h7xnG6urqWLt2LcXFxXzjG9/gxRdfHHT/7Gx/T1lNTU2fbdXV1SQlJfV706+IiIQvW6sTl9vba0pAERlbtZdNuynhL+KL/dbWVm699VaKi4t59NFH2bp165DHJCUlkZOTw6FDh/psO3z4MEuXLh2T2Hw+Hz6fj6ampjF5vrHWfVYZjvEpttEL5/iGG1tsbOyYnHArB0cvEmP77FwLAFZTV0jjjsSf3eWUg6EXrrGdr2shIzkWr9cbdrF1C9efHYx/DsIEKPYfeughjh49ysMPPzysQr/b3XffzfPPP8+JEyfIz88HYOfOnZw8eZItW7YM6zlsNhtu98ArxYXj5SORcNXp9C+z3u5wE2c1D9oH2n2TvXJQeqq3OwFIT7KGOJLI19HREWjV6Y9ycPJqsDuYn5MW6jAmvOHm4HBEdLF/7Ngx3njjDRITE7n22mt54403+uyzceNGKioq+Oijj7jhhhuYM2cOAI8//ji//OUvueWWW3jsscdwOBw888wzLFq0iI0bN473SxGZtJwuD9t3VbGnpBaH61L/pzXayIrCTIpWZWuGBxmWhmYH8TFmrPp7EQkKj9dHY4uz14JaEv4iutjfvXs3AM3NzWzevLnffTZu3Mju3bvZvHkzr7zySqDYT09PZ/fu3Tz66KP84Ac/IDY2lrvuuotnnnkGi0XTtomMB6fLw7PbSimvbgMgI9lKVkoMNY2d1Nkd7DxYQ2VNq6Z0k2Gptzs1qi8SRLYWJ14fZKbEhDoUGYGILvYfeughHnrooSH3u//++7n//vv7PD5v3jx+//vfByEyERmO7buqKK9uI85q5sF1eSzITcZgMODz+Sgut/HSjjLKq9vYvquKe9fmhDpcCXMNzQ7SNMe+SNA0NPtb5XSDbmTRZPIiEhKdTg97SmoBeHBdHgvzUgJrXxgMBhbmpfDAujwA9pTU0en0hCxWiQwa2RcJrvpm/2q5Gcka2Y8kKvZFJCRKT9txuLxkJFtZkOufp/uZX5XyQXFtYJ+FuclkJFlxuPw374oMxO3x0tTqJD1JI/siwdJgd5IUH02UWW2VkUTFvoiERLvDP4NHVkoMBoOBLreXE2eaubgGD+Af4c9Kjem1v0h/mlpd+HyQnqiRfZFgqW/WCXUkUrEvIiERZ/XfMlTT1InP56PO7sAHZCZfKtZ8Ph81jZ299hfpT73d316QpkJEJGj898XohDrS6NNTREKiYHYS1mgjdTYHxeU2PBdn3ew5y8PRcht1dgfWaBMFs5NCFKlEgga7EwOQmqBiXyRY6u1O5mcnhjoMGSGN7ItISMRYTKwozATgpR1lHP6skWizgcS4KHw+H0fKmvjFjjIAVhRmDLjAlgj4bxxMTojGbNLHmkgwdLm92NtcunoWgTSyLyIhU7Qqm8qaVsqr29hTUo/ZZOCn208E5tkHyJ0WT9Gq7BBHKuGuwe5Uv75IEDW2+KfdVBtP5BnWEMhPf/pTPvroIzo7O4Mdj4hMIpZoE1u+XMCaJVkYDeD2+Hq17qxZkqUFtWRY6jXHvkhQdd8Xk648izjDGtl/9NFHMRgMmEwmrr76apYtWxb4r7CwELNZFwhEZHQs0SbuXZvDwVMN5GRNYUFuMnFWMwWzk9S6I8PWYHeyYE5yqMMQmbAamp0YDZCs+2IizoiqdLfbTXFxMSUlJfzrv/4rABaLhYULF7J06dLACcD8+fODEqyITEyuLg+21i7Wr0xm5YLMUIcjEcbp8tDS0aUpAUWCqN7uIDXBgsloCHUoMkIjKvYfeeQRDh06xOHDh2ltbQXA4XDw8ccfs3///sB+8fHxLF68uNcVgNmzZ49p4CIycXT352dqVUYZhe5VPdVLLBI8Dc1O0rRCdUQaUbH/k5/8BKPRiM/n4+TJkxw4cCDw35EjR+jo6ACgtbWVXbt2sXv37sCxqamp1NXVjW30IjIh1DZdLPZT9EEiI9dg9984qJF9keBpaHYyIz021GHIKAyr2N+zZw/79+/HaPTfz2swGMjPzyc/P5+NGzcC4PV6OX78eK8TgKNHj+Jw+D/EGxsbg/QSRCTS1docWKONJMRGhToUiUD1zU7MJgOJ8dGhDkVkwqq3O7g2T/fFRKJhFfs33HADN9xww6D7GI1GCgoKKCgo4K/+6q8A8Hg8HD16lKVLl155pCIyYdXZHGQkx2AwqBdURq7B7p+Jx6i/H5GgcLg8tHW6SVcbT0QK6uojJpOJhQsXBvNbiMgEUGvrJDNZHyIyOvXNTvXriwRR97Sbmt42MgWl2K+treX9998H/AX/97//fW699dZgfCsRmQBqbQ4yU3RzroxOg92hfn2RIGr4/9u78/ioynsP/J8zM5kt64TsgRCSsJOwJCgiCipYbWktSC1a4epPue3t1Vq1tFZfrVhtf1WUYpXbWvVaq16xpdbeH/ZWCYJURSXsSwIkAQKZZLLNZJk1M/P8/hhmyEomk5nMks/79cpLPOc8M9+cnO+Z5zzzLO3ecTF8qI5GI5ogv66uDidOnEBlZaXvv5WVlTCZTJAkCU6nEwDwxBNPBCVYIoo99m4XjJ0OtuxTQIQQaG6346pZ6eEOhShmtbTbEaeQITme46qikV+V/VOnTvWq0J84cQInT570zb7TkxAi6EESUexqMnqn3WRln4bPbHPC5nCxewFRCLVcnGOf46qik1+V/WnTpvX6Aw9WoZckCQsXLsS0adO4sBYR+cU37SYr+xQA7xoN7F5AFDrN7XZ2lYtiw+rGI4SATqdDUVFRrx+TyYQHHngAgGeaznBat24dTp8+jd27dw957MqVK/G3v/2t3/bS0lJUVFSEIDoi6stgskKjkiOR025SALxz7LNlnyh0Wkw2FI1PDHcYFKBhVfYlScLVV1+N3/zmNygsLPRt//jjj4MeWCBeffVVvPLKK1i8eLFfxx87dgzXXnst1q1b12v7uHHjQhEeEQ3A0GZDpk7Nr4cpIM3tNmhUcsSrRzQEjYgGwXEx0c+vu+Orr76Kn/3sZ9Dr9Xj//fexY8cOPPjgg3jssccQHx8f6hiH5HK58Mtf/hIbNmzwu4zNZkNNTQ3Wrl3rWxiMiEZfk9GGTB1n4qHAtJjsSEtmX2KiUOG4mOjn19Sbd999N06dOoWf/exn0Gg0sNvtePrppzFlyhS89dZbYR2Ua7PZMG/ePDz++ONYs2YNcnNz/Sp34sQJuN1uji0gCjPOsU8j4elLzOuHKFQ47Wb083uefa1WiyeeeAKnTp3CmjVrAAANDQ1Yu3atb8XccLDZbOjo6MA777yD119/HQqFf1/lHjt2DAAwY8YMAEBXV1fIYiSigdkcLpi6upGZyg8RCkyLyYZ0tjgShQwX1Ip+w15UKycnB6+//jr27duHa6+9FkIIXLhwwbf/7bffDmqAQ0lKSsLp06dx2223Dauct7L/X//1X0hNTUViYiJycnLw29/+NhRhEtEAvNNuZrAbDwXA7RZo7bAjjS2ORCHT0m6HWslxMdEs4BV0582bh927d+Ovf/0rioqKfNvvvPNOXHnllaM2K49MJvO7Nb8nb2X/1KlTeOmll/CnP/0JU6dOxQMPPICnnnoq2GES0QAMRisATrtJgTF2OeB0CbbsE4VQ88VvzzguJnr5VdmvrKwcdN+KFStw/PhxPPfcc0hJSYEQAvv27cOSJUuCFWNI3HHHHfj1r3+Nf/7zn/jWt76FNWvWYOfOnVi4cCGeeuoptLS0hDtEophnMNqgVcmRoGGLEQ1fi7d7AVv2iUKmpZ3fnkU7vz5hZ86ciZSUFLS2tg74ZKdQKPDggw/irrvuwoYNG/D73/8eTqcz6MEG00Az8MhkMqxbtw6fffYZ9u7di69//euXfQ2dTgedTjfofu/A5dTU1JEFGyIymedZLxLjY2yBi+T4+sZmMp9HbkZCv+luJUnyHTsQ7+rdzMHQiYbYrE7PR9iU/GyolPJwhtRLNJy7oWJjDoZfpMTW1tmNeVMzesURKbENJpLjC1YODqdXi9/deNrb24ecdUen0+H555/HsWPH8I1vfMPvICJJRkYGAA7YJRoNDS1mZI8L//S9FJ0MbRboElURVdEniiVCCDQbrchM5biqaDas785vv/12zJ8/H6WlpSgtLUVSUtKAx02ePHnAlWkjhdVqxYIFC7Bw4UL87ne/67WvqqoKADBp0qQRv48QAkIItLW1jfi1QsH7VBmJ8TG2wEVyfH1ju9Dcicm52n6xarXaoKzhwRwMXDTEVtdoQmqSMuJijIZzN1RszMHwi4TYTF0OOJxuaOPcveKIhNguJ5LjG+0cBIZR2RdCYNu2bdi2bRsAz9cLhYWFKCsr8/3MnTsXCQkJvcq5XC7k5eXhqquu8pUNN41GA6VSif/5n//BY489hvHjxwPwfHvx/PPPo6ioCFdcccWQr2M0Gi/bXSkSvz4iihRWuxMd5u4BZ+KxWCy+bgID6ezsBMAcHOtaTHYOzg0R5iABnHYznPzNQX/4Vdl/9tlnUVFRgX379qGmpgaAp/J/+vRpVFdXY+vWrQA8DwBTpkzp9QBQXFyMhoaGsLb0GwwG7NixAyUlJSgpKQEAvPDCC7jmmmtw9dVX4/7774fb7cYf/vAHGAwGfPDBB5ftJ0VEI2e4OO0m59inQDW32zAlb+BvmIlo5LigVmzwq7L/0EMP+f5tNBp9FX/vj16vB+B5AKiqqsLJkyfx1ltvAUBEVJorKyuxZs0aPP74477K/oIFC1BeXo4NGzbg8ccfh0wmw4IFC/Dmm29iwYIFYY6YKPZ559jntJsUiG6nC6ZOB1v2iUKo2WRDgkYBNcfFRLVhz3en0+mwbNkyLFu2zLetsbERX375pe8hoKKiAq2trQA83XhG09mzZ/ttW7JkyYCDixcvXoxdu3aNQlRE1JfBaEO8WoEETVy4Q6Eo1GS0QgBIS+bDIlGotLTb2aofA4IyuXVWVha+8Y1v9JqB58yZM76W/y+//BIHDx4MxlsRUYwwtFnZhYcCZmjz9GVNT2HLPlGotLTb2V8/BoRsJZtJkyZh0qRJuO222wBgyGk7iWhsMRhtyBxgcC6RPwxtVsgkIDWJFRGiUGkx2ZCfNW7oAymijVqHei6zTEQ9GYxWZLC/PgWoyWjBuCQV5DJ+thCFgsst0NrBbjyxIPyjZ4lozLHYnOi0ODk4lwJmaLMgjZUQopAxdtjhFpx2Mxawsk9Eo67JxGk3KTBWuwt7jzbg1HkTAAGrfXQngSAaK5o57WbM8KvP/p///GfMnz8/KKvKEhEZ2jyV/Sz22Sc/2R0ubPu4Dp8cNcDmcAMAmo1WPLRlHxYVZ2LV4jyoOD0gUdC0tHvu0+M4Libq+VXZX716NSRJgk6nw/z583v9ZGVlhTpGIooxBqMVCRoFtOqQzRFAMcTucGHj1uOo0XcBALJStWhssyBJG4cOSzfK9zfgTEMn1q+eyQo/UZC0mOxISVAiTsFOINHO709aIQTa2trw4Ycf4sMPP/Rtz83N7VX5LysrQ3JyckiCJaLYYGizITOVrfrkn20f16FG34V4tQLrlhdhYm46Hnz+X7hv5VRYbE68vL0aNfoubPu4Dt9Zxm+giUbCanfh+FkTjp01QaOSwWp3QaPiQ3Q086uy/9hjj6GioqLXYlle9fX1qK+vx3vvvefbVlRUhCuuuAJvvPFGcKMlophgMFo57Sb5xWp34ZOjBgDAuuVFmF2UilN6KwAgQ6dGcrwS9y4vwvPbqvDJ0SasvDaPFROiAAzUVQ4Au8rFAL8q+08++aTv37W1tfjyyy97LZZlsVh6HX/69GlUV1ezsk9EAzIYbSgp1IU7DIoCx8+aYHO4kaFT+64ZQ5sFyjgZkrSe1ZdnF+qQkaJGk8mG42dNKJvKecGJhqNvV7kMnRptHXYo42Sw2FzsKhflht1htqCgAAUFBVi9ejUAwO124/jx470eAI4dOwaXizMkEFF/XRYHuqxOtuyTX8w2JwAgO1XjW6/lQlMXctMTfP8vSRKyx2nQZLL5jici//XtKjd9YjK++9wXWHPjRCTHK9lVLsqNeNSFTCZDcXEx7rnnHvz+97/HgQMH0NnZiU8//TQY8RFRjGlo9XwTyGk3yR/xFwdxN7RZfSuxX2jqwoSMBN8xQgg0tFp7HU9E/hmoq1xbpwMAkJ6iweyiVNy7vAgA8MnRJk53G4VCMsRapVJhwYIFoXhpIopy+hYzAHBBLfLLzPwUqJUyNBltOFJjhBAC55s6MSEz0XfM4Rojmkw2qJVyzMxPCWO0RNFnoK5yzRfXQkm/uKCWt6uczeEZvEvRhfMpEdGoamgxI0kbB42KLbA0NI1KjkXFmQCAl7dXY+/xZnRaujE+IwFCCByqbsMr26sBAIuKMzg4l2iYBuoqV6vvglYlR+rFOfa9XeV6Hk/Rg5+2RDSq9C1mZLBVn4Zh1eI8nGnoRI2+Cy9frNhv//QMXmuz+FZjLsxJwKrFeeEMkygq9e0qJ0kSKs+1Y2peMmQyT+WfXeWiG1v2iWhU6VvM7MJDw6JSyrF+9UwsLc1GnNxT+The2+brurO0NJuzhBAFqG9XOUe3CzX6TkyfeGnNJHaVi258PCOiUdXYakbxpOxwh0FRRqWU4zvLJsHpcuFobQdWL5sCuO2YmZ/CrjtEI+DtKle+vwEvb6/GV+Znw+kSmD4xCUIIHK4xsqtclGNln4hGhdXuwkcV59Fp6YbZ2s1VGSkgTUY7puSl4MYr89DW1hbucIhiQs+ucu/+6zwkCfjL7nNobLWxq1wMiLluPOvWrcOSJUv8Ora5uRl33303MjMzkZSUhFtuuQW1tbWhDZBojLE7XHhrxxk8tGUfnv/zYQDAB/sa8NCWfXhrxxnYHZzGjfynb7VifI9pN4lo5Hp2lZMkQAjgSI2JXeViREy17L/66qt45ZVXsHjx4iGPtdvtuPnmm3Hq1Ck89NBDSEpKwnPPPYdrr70Whw8fxrhxXIGRaKT6rsqYkqCEqcuB9GQVmtvtXJWRhsVic8LU5eg17SYRBYdKKcfKa/Owc38DFs/JxKTsBMSrFewqFwNiorLvcrnwy1/+Ehs2bPC7zJ/+9Cfs378fH374IZYtWwYA+OpXv4ri4mJs2rQJv/zlL0MULdHY0XdVRr3RiQ+/OI+nvzcPR2qMXJWRhsU7G8gEtuwThcSpCx0QAG66IgdZqVzlPFZEfTcem82GefPm4fHHH8eaNWuQm5vrV7mtW7eisLDQV9EHgGnTpuGGG27A1q1bQxUu0Zgx0KqMja0W5KTFQ5IkrspIw6ZvtUACkJvOyj5RKFSda4cuUckZ02JMTFT2Ozo68M477+D111+HQuHflxX79+9HaWlpv+3z5s1DbW0tjEZjsEMlGlMGWpWxvtmM7LR43zFclZGGQ99iRVqyil2+iEKk8lw7puUl+xbXotgQ9d14kpKScPr0ab8r+QDQ1dWF9vb2Ab8FyM72TAlYV1cHnU4XtDiJxpq+qzI6XW6ca+zEdaXjfcd4V2VsMtm4KiMNqaHVipw0bbjDIIpJXdZu1BnMuKE0K9yhUJBFfcu+TCYbVkUfADo7OwEAWm3/Dw2N5uJy0GbzyIMjGsP6rsrY0GqF0+VGYe6lhVq4KiMNh77Fguxx7EdMFAqnznv66/dcTItiw5j8dHW73QBw2a+pZLKofw4iCqu+qzJ2WpyQJCA/Owk2SwcArspI/rN3u9DSbmdlnyhEKs+1Iz1ZhbRk9tePNWOysp+Y6Jm2zWq19tvn3eY95nJ0Ot1lu/oIIQAAqampgYQZct4HmkiMj7EFLpLiWzo/D9s/PYtX/1GDqRN1yB6nRYJWCY1Kh4rKJrz6fs3F4yYgNzvdV06SpMs+cFssFgDMwVCKtNhq69s9rY4FWREXW1+RHJ+/sTEHw2+0Yzt14ShmT8nw6/0i+bwBkR1fsHJwOL1axmRlPykpCSkpKWhoaOi3T6/XAwBycnJGOyyimLPm5mk4fd6Ek3UmVFQ2Qa2U44lXv8CFpk40tnoqC1PzUrDm5mlhjpQi3fkmz1oNXFCLKPhMnXbUGTqx6vqicIdCITAmK/sAMHfuXBw4cKDf9oMHD6KoqCgog3OFEBBCROyS7t6nykiMj7EFLtLie3DVVPzl43PYub8RNocLFZWe6TjVSjkWFWdg1eI8WLo6YOlRRqvVIj4+fuAXHAbmYOAiLbZT55qRkqCE3dqJeE0cgMiJra9IO3c9+RsbczD8RjO2LypbAAATxsn9er9IPm9AZMc32jkIjOHK/q233or77rsP5eXlWLp0KQCgqqoKO3fuxCOPPOLXaxiNRjidg88gEolfHxGNNpVSjhvmZWHn/kasXjoF45LVgNt+2VUZLRaLr5vAQLyD7JmDY0dDiwU57K8/apiDY0vluXZkj9MgJUEZ7lDoIn9z0B9jorJvMBiwY8cOlJSUoKSkBABw77334sUXX8SqVauwfv16aLVaPPvss8jJycEDDzwQ5oiJYss5g2d2q+WL8pGoVUZkawtFtoZWK2bkc5YQolCoOtfO/IphY2LKmcrKSqxZswbvvvuub5tKpcLOnTtx880345lnnsGTTz6J+fPn46OPPkJaWloYoyWKPecazUhLViFRy1YjGj6nyw2D0YbscZxjnyjY2jrsMBhtnHIzhsVcy/7Zs2f7bVuyZIlvRoCecnJy8Pbbb49CVERj2zmDGXmZwel7SGNPk9EGl1sgJ43deIiCraquHQAwLY+V/Vg1Jlr2iSh8hBA419iFiazsU4D0LZ4pkdlnnyj4Ks+1Y0K6FonauHCHQiHCyj4RhVRLux0WuwsTszhlIgVG32pBvFrByghRkAkhUHmunV14Yhwr+0QUUt7Bufls2acA6VutyEnTXHbVcyIavuZ2O1o7HKzsxzhW9okopM4ZzEhJiEMyp3SjADW0WJHDwblEQVd5rh2SBEyZkBTuUCiEWNknopDy9NdnFx4KjNst0NBm5eBcohCoPNeO/KwEaNUxN18L9cDKPhGFjGdwrpmDcylgLR12dDvdyObgXKKgsdpdqKhqwZFqI1IS4mC1u8IdEoUQH+WIKGRMXd3osHRz2k0KWEOLZwXJnDR24yEaKbvDhW0f1+GTowbYHG4AwMHTRjy0ZR8WFWdi1eI8qJQDr2xO0Yst+0QUMucMXQCAiVms7FNg9K1WqJUypCZyzAfRSNgdLmzcehzl+xtgc7iRqPG096Ynq2BzuFG+vwEbtx6H3cFW/ljDyj4RhUydwYx4tQLjklThDoWilL7FiuxxWs7EQzRC2z6uQ42+C/FqBX64ahqmTEjE5PGJePp78/DDVdMQr1agRt+FbR/XhTtUCjJW9okoZM41mjExK54VNQqYvtXC/vpEI2S1u/DJUQMAYN3yIhQX6lBV14npecmQJAmzi1Jx7/IiAMAnR5vYhz/GsLJPRCFzzsCVcylwQgg0tFq5ci7RCB0/a4LN4UaGTo2SQh3qmy0w25yY1mN+/dmFOmSkqGFzuHD8rCmM0VKwsbJPRCHRaelGa4eDK+dSwExdDljtLg7OJRohs80JAMhO9SxO51vssMf9WZIk37do3uMpNrCyT0QhUXfxw4Qt+xQofasVANiNh2iE4i/Oo9/QZoUQAucNZmTo1NCoLs284/0mrefxFBtY2SeikDhr6IJaKUeGTh3uUChK6VusUMglpKfwGiIaiZn5KVArZWgy2nCkxoi6JjPyMno3xByuMaLJZINaKcfM/JQwRUqhwMo+EYVEncHzYSLj4FwKUEOrBVmpGshlvIaIRkKjkmNRcSYA4OXt1Tij78KEDE/3OCEEDlW34ZXt1QCARcUZvVr8KfrxexoiColzjWaUFOrCHQZFMX2LFTlp7MJDFAyrFufhTAEPVTUAACAASURBVEMnavSe9U8+OtCIWn0XGlqtaDLZAACFOQlYtTgvnGFSCLBln4iCzmp3wmC0sb8+jYhn2k0OziUKBpVSjvWrZ2L2xUaYdnN3r647S0uzsX71TK6gG4PYsk9EQecbnMuVcylAnZZudFqcyGXLPlHQqJRy5GcnoLq+A3fdVAiz3YV4tQIz81PYdSeGsbJPREF3zmBGnELGVlkKWANn4iEKifMGMyZmJaBsWlq4Q6FREhPdeM6cOYOVK1ciNTUVqampWLt2LZqbm4csN2/ePEiS1O9n1apVoxA1Uew612jGhAwtB1bSsFntLlScbMXuQ40AgOR4ZZgjIootA83EQ7Et6lv2W1tbcd1118HhcOAnP/kJnE4nNm7ciCNHjuDLL7+EUjnwB4Xb7UZlZSVWrlyJFStW9No3ceLE0QidKGadazJjyvjEcIdBUcTucGHbx3X45KgBNofbt/3Hv9+PRcWZWLU4j32JiUbIYnOipd2OPI6nGlOivrK/adMmXLhwAUePHsX06dMBAFdeeSWWLVuG119/HevWrRuwXHV1NWw2G1asWIE777xzNEMmimn2bhf0LRYsK80OdygUJewOFzZuPe6bJSRDp4bF5oTD6YbN4Ub5/gacaejk4EGiEapr8oynYsv+2BL13Xi2bt2KJUuW+Cr6ALB06VJMnToVW7duHbTcsWPHAKBXOSIauQvNFgjBwbnkv20f16FG34V4tQI/XDUNv/73uYhTyLC0NAs/XDUN8WoFavRd2PZxXbhDJYpqdQYzFHIJWRwLM6ZEdWXfaDSitrYWpaWl/fbNmzcPFRUVg5Y9duwYJEnCtGnTIISA2WwOZahEY8a5RjPkMgm5aRycS0Oz2l345KgBALBueRFmF6XC5nDD2OlAbpoWs4tSce/yIgDAJ0ebYLW7whkuUVSrM5gxPp3jqcaaqK7s19fXAwByc3P77cvOzkZHRwfa29sHLHvs2DEkJyfj/vvvR1JSEhISElBYWHjZbwOIaHDegZWfn2iGLkEJp0uEOySKAsfPmmBzuJGhU/sWYWtoswAAci4+MM4u1CEjRQ2bw4XjZ01hi5Uo2tU1mdlffwyK6j77nZ2dAACttn8Lokbj+YrKbDYjOTm53/5jx47BZDLBarXijTfeQFtbG55//nncfvvt6O7uxpo1a0IbPFGMGGxg5UNb9nFgJQ3JbHMCALJTNZAkT2tjrb4LcpmE7FTPfVySJGSP06DJZPMdT0TD43S5oW+xYvHszHCHQqMsqiv7brenYuH9gBiITDbwlxff//73oVAo8L3vfc+37fbbb8esWbOwfv163HHHHZDLWUEhupx+AytT1Gg22RCvUaDL6uTAShpSvNrzMdTQZoUQApIk4eDpNkzNS/JdM0II37z73uOJaHj0LVa43IIt+2NQVN81ExM9U/tZrdZ++7zbvMf0dd999/XbptFosGbNGjzxxBM4ceIEiouLL/v+Op0OOp1u0P1CeLoxpKamXvZ1wsX7IBSJ8TG2wI1mfC///Rhq9F1I1Mbhh9+eA12SCg89/wkeu2s+LDYnNr9zCDX6Lmz/woB1t8zyOzZJkgZ9UAcAi8XTzYM5GDqjFduiuUl49f1qNBltONPkxLT8VJys68A9X5/he+99JwxoMtmgUSmwaO6kiD5vQGz8XZmD4Rfs2A7WesYmFk8ZD+0IH5oj+bwBkR1fsHJQofD/bxjVffbz8vIAAA0NDf326fV6pKSkID5+eE+wGRkZAICurq6RB0gUwyw2J8r3nQcA/PDbc1A2PRNn9B2QJKAgNxll0zPxwG1zAAA7Ky7Awu4XNACtWoGl8ycAADa/cwh/+eg0XG6BK2ZkQQiBfScM2PzOIQDADWUjr6QQjVVn9B3IHqdlDo1BUf0XT0lJwaRJk3DgwIF++w4ePIiysrIBy505cwZf+9rX8J3vfAePPfZYr31VVVUAgEmTJo04PiEEhBBoa2sb8WuFgvepMhLjY2yBG634Kk62wuZwIUOnxqQMBdra2nC8pgnZqRpYujpgAVCQqUBGihpNJhs+OXgGN1412a/YtFrtsB/UB8IcDNxoxrb8ykxUnmlBjb4L731cC4Vcwgt/PoCGViuaTDYAQGFOApZfmYm2traIPm9AbPxdmYPhF+zYTp1rRW6aJiivF8nnDYjs+EY7B4Eor+wDwK233orNmzejqqoK06ZNAwCUl5fj5MmTWL9+/YBlJk6ciNbWVrz88sv4wQ9+4OvqU1dXhz/+8Y+47rrrkJWVNeR7G41GOJ2Dt1ZG4tdHRMHSd2ClWwgcrm5DccGlr/QDHVhpsVh83QQG4h2czxyMDSqlHOtXz8Rfdp/DzgONcLoEDtcYAQBqpRyLijM40HuUMQdjixACdU1m3Hxl/9kLKTL5m4P+iPrK/o9//GP86U9/wg033ICHH34YNpsNzzzzDObOnetbGbe2thafffYZFi5ciIKCAshkMmzZsgXf+ta3cPXVV+Pee+9Fe3s7tmzZAoVCgS1btoT5tyKKfH0HVtbUd6K1w4ErZ6T5juHASvKXSinH3Mmp2HmgEd++biI0agXi1QrMzE+BRsVKPtFItLbbYbW7kJfB9U/Goqjusw8A6enp2LNnD2bPno2f//zn2Lx5M2655Rb83//9H1QqFQBgz549WLNmDfbs2eMrt2rVKrz77rtQq9X48Y9/jE2bNuGqq67CZ599xlV1ifwwMz8FaqUMTUYbjtQY8fmJFugSlZgyIcl3zOEaI5pMNqiVcszMTwljtBQNDpxuw7gkFb5yRQ4Wz85E2dRxrOgTBUFdk2dwLmfiGZtioqlt6tSp+Mc//jHo/rvuugt33XVXv+0rVqzAihUrQhgZUezSqORYVJyJ8v0NeHl7NdxC4JqSDMgkCUJ4umG8sr0aALCoOIOVNrosIQQOVbdh3uTUy06nTETDV2cwI1GrQEqCMtyhUBjERGWfiMJj1eI8nGno9M2zv6+qFYY2W7+BlasW54UzTIoC5wxmtHU4MGcy+3gTBVtdkwV5GfF8kB6jor4bDxGFj3dgZfY4DSQAxk5Hr647S0uzuaAW+eXg6TZoVHJM7dENjIiCo85gZheeMYwt+0Q0IjKZBFOXAzdfmYNJOYkw25wcWEnDdvB0G0oKdVDI2QZFFExmmxOtHXZMyGBlf6xiZZ+IRuRwjRFWuwuLSjKQPY4zPdDwtZhsON9kwdeuGh/uUIhiznkDB+eOdWxCIaIR+eJEC/Iy41nRp4AdrDZCLpNQUsAZm4iCra7JjDiFDFmpmnCHQmHCyj4RBcxqd+JwjRELesytTzRch063YdrEZGhU/LKZKNjqDGaMT9dCLuPg3LGKlX0iCtiBU23odrpxxTRW9ikwFpsTJ893YN5k3dAHE9Gw1TWZkcf++mMaK/tEFLAvKlsweXwixiWrwh0KRanDNUa43AJzijjlJlGwOV1u6FusyMtkN8uxjJV9IgpIh6Ubx8+YsGBGerhDoSh28HQb8rPikZrEB0aiYNO3WOFyC87EM8axsk9EAamoagUAlE0bF+ZIKFp1O904WmvCXC6kRRQSdQYzJADj01nZH8tY2SeigHx+ohkzJ6UgSRsX7lAoSlXVtcPmcLGyTxQidU1mZOjUXPNkjGNln4iGrbXdjtMXOnHldA7MpeGz2l2oONmK9/deQKJWgXHswkMUElw5lwAuqkVEAfiyqgVxChnmTWGLLPnP7nBh28d1+OSoATaH27f94f+qwKLiTKxanAeVki2QRMEghEBdkxlfvTI33KFQmLGyT0R+sdpdOH7WBLPNiY8ONGLWpBTOi05+sztc2Lj1OGr0XQCA1EQl2jodSElQwtTlQPn+Bpxp6MT61TNZ4ScaIavdhc+PN8Fqd8He7YLV7mJXnjGMn9REdFmDtca2mx14a8cZtsaSX7Z9XIcafRfi1QqsW16E6vpOfHSgEc98by5OnG3Hy9urUaPvwraP6/CdZZPCHS5RVBrofr19bz3K9zfw27MxjH32iWhQ3tbY8v0NsDncyNCpkalTQwLQ7RQo39+AjVuPw+5whTtUimBWuwufHDUAANYtL8LsolQcqjaipEiHOIUcs4tSce/yIgDAJ0c9rZFENDjvuJePDxtQcbLV04Lf534dr1ZALpOQkaKCzeHm/XoMY8s+EQ2qb2tscUEKHn35EK6amYYrpqexNZb8cvysyfewWFKoQ62+ExeaLfjG1eN9x8wu1CEjRY0mkw3Hz5pQNpVTuhL1Ndg3rWqlDOkpapxvsvju17sPGdDtdOPhb8/AkRoj79djGFv2iWhAA7XG1jVZYDDasGBmOltjyW9mmxMAkJ2qgcFow+ZtlZiUndBr1VxJkpA9TtPreCK6ZKBvWr0PyTaHG+ebLACAu24qwOyiVJxvsiAvMx6SJPF+PcaxZZ+IBtS3NdZic+Lt8rNIio/DjPwUAGyNJf/Eqz0fNfUtFmx8+xgSNXF46LbpiFNcam8SQqCh1drreCK6pO83rSWFOkiSBCEE3t1Th+176wEAf/tXHf7ycR1aO+yYmJXgK8/79dgVEy37Z86cwcqVK5GamorU1FSsXbsWzc3NIStHNBb0bI01dXXj128dw4VmM/7zm1Mhl0kA2BpLA+vbn7gwJxGqOBla2u3odgo8/O0ZSND0XoztcI0RTSYb1Eo5Zl58mCQaq6x2F/YebcCHX9Sh4mQrjJ2Oft+02hwuHKpuw9adZ/Hp0Ut1l4Y2G6blJeG+FVN7Veh5vx67or75pLW1Fddddx0cDgd+8pOfwOl0YuPGjThy5Ai+/PJLKJXKoJYjilU9p9aMVysQJ/e0BVxotuCpPx2BAPDoncXITdf6yrA1lnoarD+xKk4GITz/dro9c3/rEpW+VsnDNUa8sr0aALCoOINTBNKYNVgOxSkkdDsF0lNUKMpNxF/31GHHPj3s3W6MS1IiM1UNY5cDMpkEt1uguECH0j4t97xfj11R/9fetGkTLly4gKNHj2L69OkAgCuvvBLLli3D66+/jnXr1gW1HFG06luZn5mfAo1KfpkKmgSZDGjtsCM1SYnH7izut9IpW2PHpoGuJZmEXvPoZ+jUyE7VQN9qQbPJDgBQKmSw2l14flsVMlLUyB6nQUOrFU0mGwCgMCcBqxbnhe33IvLXYPfTkezvm0PZ47QYn5GAcw0dvhwxdTqw/nf74XIDN5RmYfGcTF+f/Ye27PPdwwdquef9euyK+sr+1q1bsWTJEl+FHQCWLl2KqVOnYuvWrYNW2gMt5y/vV3Cdlm7Abe+X6P6Uv9yNIpTlw/ne3vLhOneR8LsH+9zJJAw6e8NVM9Jx1mDGmYbeFbSeFTAAsNldON9kRmoUtcYOdR2F4sN6uPsHiy9SYxvOTCAlhToIAWz5WxXaOhyIU8hgc7gwIUOLZpMdTSab7xpTK+VYVJzBOcBjTCzm4OVyYFFxJr6+MBf/32f1Ae3vm0NL5hdCkiQ0Gprx/LZKnDjXgW6XQIZOjR+tnomUhEs9EDQqTw6V728EADQbbRBCRM39mkIrqiv7RqMRtbW1WLVqVb998+bNw/vvvx/Ucv4Y6kYw1IdZOMtHc+z83QdvnVcrFWg3dwPoX5nfdcjTB7TvgK9/HTbgtf+rgSQBbgFYoqg1NpQfxqHef9WMdEAC9h5vjsjYLvdg2HcmECEE/vjPGhyqNuL+ldMACXh+WxWaTXb8at1c1Og7A36opcgWqzk4VA6U72/Av44YYO92B7S/bw653AI799Xh7R0nYep0QHbxftxkskMV1z9fpkxI8lX23/+8HvuqWiP+fk2jI6or+/X1npHnubm5/fZlZ2ejo6MD7e3tSE5ODkq5ofRdDr7vV3BDLQfft/xAN4pQlQ/ne4f73EXa7x7sc2fv7oZMAv7jlikonTrO19JTUdWC//r7aQDA5PGJvgra+3svYNvHdVg8OxMlhTq88G4V5DIJcQop4ltj/bmORvJhHOz9fePzPnxFcmxDzQRSVdeOCZnxKK9oxL+ONGHd8iLMmey5trwzgdToOzkTSIyK5Ry8XA4cqTHixb+dhL3bjTi5hP9cMXVY+3vm0M4Djag42Yaqug60mx24cnoavnnNBOzc34Dy/Y3odrrx/t4LuHVxXq+W+9f/WQsA/PaM+onqyn5nZycAQKvV9tun0VwccW4296u0B1puKH2nxfJ+Bdfa2urXghaXm1Yr1OXD+d7hPneR9rsH69xd0Dfhhy9WoNvphlsAJ893omxaGgDPrAxuIfle40iNEf/vW8egb7Ggy+rEN64ej28umgAAvgra/3NjEZRxsohujR3qOhrJh3Eo9veM77d/rcKhaiMAYE6RDj+4dVrExDbQgyHgGfDXbLKj03qpf/DOAwbsPGCABOCOpZOwcFYGgEszgTSZbJwJJIbFag4OlgOA59qeMiEZkiQBEECv/7/8flOXA5Xn2nGyrsP3elV1HcjPjMeyK/JwzZwcJKk8+bJq8UR8dqwZFrvrsi3361fPhFtgRF1CKbZEdWXf7fY8mXsTaiAyWf/ZRQMtdzkDLUDUM9G9C1o8v60Knxxtwspr8/r1Hexb3itU5cP53kOVH61zN5LzFinn7l8Xy9/ztSLMnJQCh9ONLks3/nXEs3qiVi2HxebC7kONcLnd6LI6Ud9s8c3KAHi+Gna53Fhamo3J45MwI//Sg663gtbtcmPhrHREqqGuo0A/jEdjv83hRlVdu+93qarrgM3hhkYlD0tshbmJcHS70WV14JzBjLqL3QsAz4PhC3+tQqe1G/XNFlh6LM5z8RXw9YW5WFaWg0Ttpek1ORNI7Iu1HLTYXFDGyeB0uWHrvtSl58RZE05f6IBcJqHb6YbN4cLxs+3odrohSUC3042X/vckkhOUsDvcsHe7Lk4763mNbqcb63+3H8ClgbSpSZ7+996uOl9bOB43XjUZANDW1gYAUMbJEK9WwGJ3IU4hG7Llnt+ekZckhHdCtOhz5MgRzJ49Gy+88ALuu+++XvsefvhhbNq0CV1dXYiPjw9KOS+j0Yjy8nIsXboUOp0OAPDZET1+9fo+ZKfF4w+P3ABJkvD3PTXYuuMUPB9/ng87s80JITyJ2XNBGe8NQ5I8H4QDPYgEv7z8YllXGN57qPLe1wjtuRvJeQNEyP5uQnh+cyEEXC43HN1uCABymeRraRJCwD3M7B2XrEb2uHhMzEqEy+3GPz+vgypODnu3C/95awluvLL3w4wQAt97ZhcaWy14ZE0prirOHt4b9uF9iPY+cA9GkqTLPnCfO3cOX3755bBy0HuuvQb7W4zu/v456L0jD3SdBjs2IQCXW6Db6YLT5f/FNDErEROzEjEhMxFF45ORkxaPB36zx/ceA11L+04Y8NQf90GjUuC/H1sK7Qgq/P5eR+ESyfExB/vvd7sFHE63rzIeDLpEFdJSNNCo5FDFydHWYUdNfTuUChkcTjfKpmdgRn4q0nUalBSmQRknx91P7eiVQzddlQ/g0t+qZw5t+dESnKozotPSjURtHGZPTh9RTg1XJF/jQGTHF6wcHKguOpiobl7Jy/N8mDQ0NPTbp9frkZKSMmCFPdByl9Np8QyAHJ+R4KuwTZmQghVLCtHzeeqjivOobzZjzpR0TJ5waeqr0+dN+PxYI3LS4nF92YRB3yeY5afkeS6OU3XGUX/vocpfqvSG9tyN5LwJIUL2d5MungOZ5Pnvji/rcL6pCwtLsjE9PxWeNa0kVJ1tw+6D9cjPTsTXFxVAJgEyuQwJmjic1XfgjX9WITNVi9z0eBw42YzVS6f4KmEWmxO7D9T7Plx6tsJ6VVQ2obHVAo1KgdmTI7dVHxg6B73nWq2Uw+ZwDfq3GM39A+UggEGv02DHJgFQyGU4dd6ETw7roVHJYbW7sLRsAmZPSUeCJg5J8XGorW/Hlr8e9T0YLr96Ur/K/NL5E7D907MAAEObuddMIBWVTdj8ziEAwA1l40e1UkKjJ1pzUC5JOHXeiE+PNCAvMxGSBJxr7MT1ZeNRUpiGOIUMNfXteHd3DeIUMnQ73fjW9UVYNDsHcQoZNCoFjla3YNPWQ5DLJLjcAt/95qxejSN7jzbg12/sh+tiC83Ssgn9Gk+Gk0PjktUjbnyhsSOq77gpKSmYNGkSDhw40G/fwYMHUVZWFtRyl+OtKF1o6vIl6LT8VEydqIPVaoXFYoEQAh/sPQsAKJ2cjLKpl7psJKkFPj/WiG6nC9eV6AZtIQ5m+a8sLAIA7N5/btTfe6jy48Z5vn4M9bkbyXmzWq3YM0p/t+2feL7qLZmUiLKpSb59cjiw+yBgsXVjboG217krzNbiLx+dgqHNApvd8yEMt933lTAATMtL8vVRbe/oRGvrwFNrXj0rHTZLB2yXenMExBubzWaDxTL4i2m12mE/cA+Vg5f+Vp7WlMH/FqO3f6AcFBcrAwNfp6GJTRPnwieHAcfFrgpTJ2ixeK5nAgOr1QqNvBsqpQx2b6ton+sIAPLSL00DuG1XDfYcrB+wP/HyKzP7lR0uf6+jcInk+JiDg+fgp0caYHN0+3Jw+oR4zJ7kGds3KSMO7392BvaLM/RkJMt9fenhdKAoW+V7EIhTyJCXpuh1neelKS67H+ifQ58cacD4jAScN3TC0ObpAhesHBqpSL7GgciOL5Q5OJjhdUyPQLfeeivKy8tRVVXl21ZeXo6TJ09i9erVQS/Xk9FoRHNzM5qbmzE+VQa1UoaGFjN2fn4Kzc3Nvq9gvH+syy1oMTM/BWqlDE1GG47UGAd8v2CXl8lkkMlkWFA8ftTfe6jy3thCfe5Gct7i4+PD8nfz99ylpSZjUXEmAKDd3I04hQwzJnr64gshcKi6DafOXxoU9ru/n8IjLx3E5r9U4pGXDuL5bVUw25xBnaqt7991MBaLxZdbA/14B9kPJwdn5qcgTiGDyy0Qp5ANeC5He/9AOdjcbh/wOg1XbPHx8dCo5Jied2kch9stfN+6ea+lnjOBqJVyNJlsva7dpaXZg84oNVz+XkfhEsnxMQcDy8GhcuDk+fZL30T3+X9/9g+UQ42tFlRUNsHQZg16Do1UJF/jQGTHF6wcNBoHrjMMRL5hw4YNI4w7rObOnYvXXnsNb775JiRJwq5du/DAAw9gxowZ+O1vfwuFQoHa2lq8//77SEhI8PVr8qfcYGw2G2pra5GTkwOVyrOiaJxChvaubtQ2dOForQk5aRoUjL80zeFnRy7gle3V6Ha6sWROFuZNSe31mgOVz9Sp+7WyBrO890KLU8ihb2of1fceqvxonbuRnDcAcNito/53G865M7Z3Yv/JVgh4Ppwqqlpx/IwJ7/3rPD460Ihul8CkrHjMnZyKxjYb2s3dMBg9s6WolXIsmZOFdcsnB+3Dpee5G0lri9lsRktLy7BycN8JPb6sbIFbAHIJKMhJ6HWuj581jfp+b3wKuQxHTxvQ2OZpAZ+Zn4JFxekREZs3B3fsa0D3xX79FSdbsfd4S+9ryelGYU4CHrljFm6cn4P87ATMnJSCq4szsObGAsybkgqFPDjtS8G6jkIlkuNjDgaWg4drjEPmgFsAqjgZHE6BL060DHt/3xyaPTUHc6ZkYOn8CfjW4tyg5tBIRfI1DkR2fMGKzeFwoKGhAQUFBb6ZJAcT1QN0vU6ePIkHH3wQe/bsgVarxc0334xnnnkGmZmeVs0//vGPuPvuu/Haa6/hrrvu8rvcYLyDIkpLS5GYmOjb3n9+4XiMz0jAhaYuNLSaAVyaFsuv+dYHWcAoWOXT0y/1wb5Q3ziq7z1U+dE8dyM5b83NzaP+dwvk3CXHx8He7eqzSEzv2RtGunqvP/qeu0AZDAZUVlYGlIOqONmlObgHONejuX+g+LwiMbZJWfHIz07A3uMt/QY6juYc3sG6jkIlkuNjDo4sB4fKgUsLdjUFtL9nDo2F6yhUIjm+YMXW2dmJ/fv3+zVANyYq+6NtsMo+0HPlwKETeSCjWX6gSmu0xB7s8iM5b+GO3d/ykTDvcqgrGsDQ52KkH8ah3H/VjLSLq3eGpiIRrIrIaDwYXk4kf5ADkR0fc3BkOehvDox0PzA2rqNQieT4WNmPEper7HtZ7S5caHP7psUanyob1ofhSD9MR3IjGY33Hqp8uM7dSG/A0X7uQm00KhpeQ52LUH9Y+7N/sPgiObZIEMkf5EBkx8ccDE4OjoaxcB2FSiTHx8p+lPCnsg9E9sUGRHZ8jC1wkRzfaFY0gvl+oRLJ8TG2wEVyfMzB3iI5PsYWuEiOLxyV/cgY6UFEREREREEX1fPsh4vL5enHN9Qo6p4z+ninKYskkRwfYwtcJMcXrNjMZs9AOuZg6DC2wEVyfMzB3iI5PsYWuEiOL1ixeXPPWye97HsG/C5jmPcmV1lZGeZIiMY25iBReDEHicLLbDYjLS3tssewz34AbDYbDAYD4uPjIZdHzqA1orHCarWioaEBWVlZ0Gq14Q6HaMxhDhKFl8vlgtlsRmZmJtRq9WWPZWWfiIiIiChGcYAuEREREVGMYmWfiIiIiChGsbJPRERERBSjWNknIiIiIopRrOwH6MyZM1i5ciVSU1ORmpqKtWvX+rUSWqDlYtW6deuwZMkSv45tbm7G3XffjczMTCQlJeGWW25BbW1taAOMMB988AGuueYaaLVaJCQkYOnSpfj888+HLBeL1x1zMDiYg8PDHLyEORgczMHhYQ4GQNCwtbS0iIkTJ4rs7Gzx61//Wjz11FMiOTlZzJ49W9jt9qCXi1WvvPKKACAWL1485LE2m02UlpaKxMRE8fjjj4vnnntO5OTkiNzcXNHS0hL6YCPArl27hCRJYtasWWLTpk3imWeeEfn5+UKpVIrPP/980HKxeN0xB4ODOTg8zMFLmIPBwRwcHuZgYFjZD8Cjjz4q5HK5OHHihG/bjh07BADxhz/8IejlYo3T6RRPPPGEkCTJ75vcH/7wBwFAfPjhh75tlZWVQqFQiEcffTSE0UaOkpISkZeXE/DD3wAADWdJREFUJ8xms29bY2Oj0Ol04oYbbhi0XCxed8zBkWEOBoY5eAlzcGSYg4FhDgaGlf0AFBQUDHhRTZ06VVx//fVBLxdLrFarKCkpEQDE2rVrRW5url83ueuvv14UFhb22/6Vr3xFFBQUhCDSyNLW1iYkSRI/+tGP+u375je/KbRa7aBlY/G6Yw4GjjkYGOZgb8zBwDEHA8McDBz77A+T0WhEbW0tSktL++2bN28eKioqglou1thsNnR0dOCdd97B66+/DoVC4Ve5/fv3D3ruamtrYTQagx1qRElKSsLJkyfx4IMP9tvX0tIy6HmMxeuOOTgyzMHAMAcvYQ6ODHMwMMzBwPl3hZFPfX09ACA3N7ffvuzsbHR0dKC9vR3JyclBKRdrkpKScPr0ab9vbgDQ1dWF9vb2Qc8dANTV1UGn0wUtzkgjl8sxefLkftuPHDmCTz/9FDfddNOA5WLxumMOjgxzMDDMwUuYgyPDHAwMczBwbNkfps7OTgCAVqvtt0+j0QAAzGZz0MrFGplMNqwbHMBzN5iuri6sXbsWAPDTn/50wGNi8dwxB0eGORg8zEHmYCCYg8EzVnNwuFjZHya32w0AkCRp0GNksv6nNdByxHM3EIvFgq9//es4fPgwHnvsMVxzzTUDHheL5445OPp47vpjDjIHRxPPXX9jOQeHK7Z/uxBITEwEAFit1n77vNu8xwSjHPHc9WU0GrF06VLs3r0b99xzD5588slBj43Fc8ccHH08d70xB5mDo43nrrexnoPDxT77w5SXlwcAaGho6LdPr9cjJSUF8fHxQStHnv6NKSkpg547AMjJyRntsMKiqakJy5Ytw5EjR/Dd734Xv/vd7y57fCxed8zB0cccvIQ5yBwMB+bgJczB4WPL/jClpKRg0qRJOHDgQL99Bw8eRFlZWVDLkcfcuXMHPXdFRUUxPSjJq7OzEzfeeCOOHDmCBx98EL///e8v+7UkEJvXHXMwPJiDzEEv5mB4MAeZg4FiZT8At956K8rLy1FVVeXbVl5ejpMnT2L16tVBL0eec1dVVYXy8nLftqqqKuzcuXPMnLvvf//7OHz4MB544AFs2rTJ73KxeN0xB0cfc5A52BNzcPQxB5mDgZKEECLcQUSb5uZmzJo1CwqFAg8//DBsNhueeeYZFBQUYO/evVCpVKitrcVnn32GhQsXoqCgwO9yY01+fj7y8/Oxe/du3zaDwYAdO3agpKQEJSUlAAC73Y45c+agoaEB69evh1arxbPPPguFQoH9+/cjLS0tTL/B6Dh27BiKi4uRnJyMzZs3DziTw5133jlmrjvmYPAwB/3DHOyNORg8zEH/MAdHINyrekWrqqoqcfPNN4v4+HiRnp4u1q5dKxobG337X3vtNQFAvPbaa8MqN9ZMnDix38qBu3btEgDE448/3mt7fX29WL16tUhKShI6nU7ccsstorq6evSCDaMtW7YIAJf9EWJsXXfMweBgDvqHOdgfczA4mIP+YQ4Gji37REREREQxin32iYiIiIhiFCv7REREREQxipV9IiIiIqIYxco+EREREVGMYmWfiIiIiChGsbJPRERERBSjWNknIiIiIopRrOwTEREREcUoVvaJiIiIiGIUK/tERERERDGKlX0iIiIiohjFyj6FxVe/+lVIkgRJklBdXT3ocStXroQkSZDL5Th27Niw3uPBBx/0vUdVVVW//fX19cOOmyhWMAeJwos5SKOFlX0Ki5KSEt+/jx8/PuAxe/fuxd/+9jcAwF133YVZs2YN6z327dsHAEhKSsLUqVN92zs6OvCjH/0I//7v/z7csIliBnOQKLyYgzRaWNmnsPDnJrd+/XoAgEajwS9+8Ythvb7L5cLBgwcBAKWlpZAkCQBQWVmJyZMn47nnnsO8efMCCZ0oJjAHicKLOUijhZV9CoueN7kTJ0702//ee+/h008/BQA89NBDyM3NHdbrHz9+HBaLBQAwf/583/YPPvgATU1NAIAFCxYMO26iWMEcJAov5iCNGkEUBg6HQyiVSgFAzJkzp9c+p9Mppk2bJgCI9PR00dHRIYQQorGxUaxfv15Mnz5daDQaodVqRWlpqXjxxReFy+Xq9RqvvPKKACAAiL/85S/C6XQKjUbj2+b9ueGGG3xl/vd//1csXbpUZGVlCYVCIXJycsQ999wjWlpa+sX/5ptvivnz5wutViumTJkiXnvtNSGEEGlpaQKA+Ld/+7d+xy9ZskSkpqYKpVIpZs2aJV5++eUgnEmiwDAHmYMUXsxB5uBoYWWfwqakpEQAEGq1utdN6qWXXvLdhF544QUhhBAVFRUiIyOj303K+3Pbbbf1eu3vfve7vn1nz54Vhw8fHrDcI488IoQQYuPGjYO+9rXXXtvrte+///4Bj9uwYYPv31u2bBFCeG7Y3/72twd97aeffjqUp5jospiDzEEKL+Ygc3A0sLJPYXPnnXf6kv306dNCCCG6urpEdna2ACAmT54sHA6H6OjoEDk5OQKAkCRJ/OIXvxBNTU2itrZWLFu2zPca77//vu+1586dKwCIjIwMIYQQbrdbNDY29ropdnd3C7fbLZqbm0V2draQJElcf/31oq6uTjQ3N/d67dbWViGEENu3b/dtmzNnjjh8+LC4cOGC+OpXv9rr5rVv3z4hhOh141u/fr1obGwU58+f9x2fkJAgLBbLKJ95Ig/mIHOQwos5yBwcDazsU9g8/fTTvhvAe++9J4QQ4he/+IVv27Zt24QQQmzevNm37YEHHuj1GpWVlb59999/vxBCCKvVKuLi4gQA8bWvfc13bM8b1G9+85t+8TidTmG324UQQtjtdnHHHXcIAEImkwmr1SqEEOL6668XAIRcLhc1NTW+snq93vfaKpVK2O120dXVJRITEwUAcf3114vu7m7fz65du3zHf/7550E8q0T+Yw4yBym8mIPMwdGgAFGY9J2JYOHChdi4cSMA4KqrrsKtt94KACgvL/cd94Mf/KDXayQmJvr+3dHRAQA4dOgQuru7AfQelPTFF1/4/t1zUJLD4cAbb7yBHTt2oLq6Go2NjWhsbITL5QIATJ06FWq1GjabDXv27AEA3HTTTSgoKPC9RlZWFhQKBZxOJ+bMmQOlUok9e/ags7MTAPDRRx8hLi5uwPNgs9kuf6KIQoQ56MEcpHBhDnowB0OLlX0Km74zETzxxBO+m4L3ZgcAer0egGee4J43FgC+acUAYMKECQAuzSsMDHyTUyqVmDt3LgBACIHly5djx44dUKvVWLVqFe6++24kJSVh7dq1ADw3XG8cTqcTgGcas55OnTrl23fFFVcAAAwGg1/nIScnx6/jiIKNOejBHKRwYQ56MAdDi5V9CpucnByMGzcOra2t2LVrF5qbmwEAK1aswNVXX+07LiUlBQDQ1dWFjo4OJCUlAfDcoJ577jnfccuXLwcw+E3Ou33OnDlQqVQAPAuW7NixAwDw5ptv+lpRXnrpJV85b+uHXC73bWttbe31u/Q83vue6enpvm3vvvsuVqxY4fv/trY2pKSkQCbj7LcUPsxB5iCFF3OQOTgqwtmHiGjJkiW9BvQoFApRVVXV65ieMwSsWrVKnD9/Xpw5c0asWbPGt33FihW+473TlU2cONG3rb6+3nfstddeKywWi7Db7eLdd9/1bX/qqadEZ2en+Mc//iHS09P7DTJyuVy+acuSkpLErl27RFtbm9i4caOQyWS+473xd3V1CZ1OJwCIkpIScfjwYdHe3i7++7//W6hUKqFUKsWzzz4b+pNMdBnMQeYghRdzkDkYaqzsU1j94Ac/6HWT+4//+I9+x1gsFlFWVtbruJ4/CxYsEEajUQghRHt7u5AkyXdD9DIajb1uRLg48Emv14uEhIR+rxkfH+/7t16v973Oo48+2u9YSZKEXC4XAIROpxNut9t3/Ntvv93vfb0/ixYtEmazOYRnl2hozEHmIIUXc5A5GGqs7FNY9Vz0IyEhQRgMhgGPs1gs4oknnhAzZ84UGo1GJCQkiPnz54vNmzcLm83mO+6jjz7yvV7fuXtfeeUVUVBQIJRKpcjIyBAXLlwQQgixc+dOMXfuXKFWq8XkyZPFs88+22vmg56zBDgcDvHzn/9cTJw4UajVarF48WLx97//3XeTu/nmm/vFvmfPHvGVr3xFJCUlCa1WK0pKSsSzzz4rHA5HME4h0YgwB4nCizlIoSYJIQSIaEhvvvkmAKCwsBBlZWW+WQXKy8uxbNkyAMAzzzyD9evXhy1GoljGHCQKL+ZgdOKoCCI//fnPf8aaNWuwcOFCvPjii+js7ERlZSV++tOfAgBkMhlWrVoV5iiJYhdzkCi8mIPRiS37RH7aunUrbr/99kH3//SnP8WvfvWrUYyIaGxhDhKFF3MwOsk3bNiwIdxBEEWDWbNmYcaMGWhqaoLJZILT6URqairKysrw5JNP4qGHHgp3iEQxjTlIFF7MwejEln0iIiIiohjFPvtERERERDGKlX0iIiIiohjFyj4RERERUYxiZZ+IiIiIKEaxsk9EREREFKNY2SciIiIiilGs7BMRERERxShW9omIiIiIYhQr+0REREREMer/B6kdsRWgQrhuAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', fig_groups='Die', wrap=['Temperature [C]', 'Boost Level'], \\\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', show_filename=True,\n", " filename=r'C:\\GitHub\\fivecentplots\\fivecentplots\\tests\\test_images\\grouping.py\\figure.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "toc_cell": false, "toc_position": { "height": "778px", "left": "0px", "right": "1161px", "top": "119px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }