{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots in fivecentplots are modeled after the \"Variability Chart\" in JMP which provides convenient, multi-level group labels automatically along the x-axis. Data can be broken into multiple subsets for easy visualization by simply listing the DataFrame column names of interest in the groups keyword. At a minimum, the `boxplot` function requires the following keywords:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "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", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some fake boxplot data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
11011Alpha1232.1ID7700-1222B
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" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 2.1 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the following boxplot of made-up data:" ] }, { "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.boxplot(df=df, y='Value', show=SHOW, tick_labels_minor=True, grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than lumping the data into a single box, we can separate them into categories to get more information. First, set a single group column of \"Batch\":" ] }, { "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.boxplot(df=df, y='Value', groups='Batch', show=SHOW, sort=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can dive deeper by specifying more than one value for groups:" ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the groups are sorted alphanumerically. To preserve the order of the input DataFrame, add the keyword ``sort=False``:" ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], sort=False, show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Groups + legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots also support legending for another level of visualization:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], legend='Region', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: if there are a lot of legend items, the position of the legend will be automatically adjusted to avoid rendering over the box group titles." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Row'] = [int(f) for f in df.index / 4]\n", "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], legend='Row', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like the plot function, boxplots can be broken into subplots based on \"row\" and/or \"col\" values or \"wrap\" values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plots" ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], col='Region', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plots" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], row='Region', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plots" ] }, { "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.boxplot(df=df, y='Value', groups=['Sample', 'Region'], wrap='Batch', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can wrap multiple `y` column values and create a unique subplot for each column:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a new y column\n", "df['Value*2'] = 2*df['Value']\n", "\n", "# Plot\n", "fcp.boxplot(df=df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', show=SHOW, \n", " ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or if we disable y-axis range sharing:" ] }, { "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.boxplot(df=df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', show=SHOW, \n", " ax_size=[300, 300], share_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grand Mean/Median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"grand mean\" or \"grand median\" is the mean/median value for the entire data set in a given plot window. By default, the \"grand mean\" line is a dashed gray line and the \"grand median\" is a dashed blue line. Individual line color, styles, and widths can be controlled via the typically-named keywords." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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OiIiI+uL1CQjQOffL4sWLhQ6DiMijdHUvs5uZPJFX3wVDRET96xp46g0DUGn0YQJCREREbscEhIiIiNyOCQgRERG5HRMQIiIicjsmIERXqb2mBq25eWivqRE6FKJ+SfVNaC8o4nVKHscnbsMlcidLSyu0722BsajYsU6RloroNQ9CGhQoYGREP7K0tEL//v9DRNk5NANoBq9T8ixsASEaJkfyIRFDro4DJGIYi4qhfX+r0KEROWjf2wJz2TnYRSJIY2N4nZLHYQsIjXo2m23IhZo6arSdyYdYjKinHkdAXBw6Llajet0GGAuL0HrhAvyio3u9TiqVDji9N5ErtVfXOK7T+hXXI2PpEsj0Tbjw8qswFnZ2x8hjYoQOk0Y5JiA06lksFtTW1vZar9Ppes3OKa3UQAnAHBKMIp0O4suXAQCBoSpILjeg9EQ27BPGIyIiosfroqKi4OfnN2LnQL6vpKRk6LPFlp+HBIB9TBj848bhwoULEIvFEIeFQaSrR/npHECvH3Q3EokEKSkpzgVO1A8mIDTqSaVSREVF9Vrf17qOyEhU790Pqb4JiUHBUCUndbaANHZ+mE+cNaPfFhAiZ1itVixYsGBIzzWOT0TO9h0QNzRiftokKBPiYaisRG5DI+wAZixdCoU6btD9HD582MmoifrHT0Ua9cRi8ZBbJ/zi4+E3MRkdpWVofOttGGNj0V5TDdhsUExKQ2B8/AhHSzQ4hToOqox06PPykbv2SSjUahg1GtitVqgyM4aUfBCNNHZKEw1T6C/uRnt0JGCzob2qCrB2Jh/Rqx8QOjQih5QnHoMqMwN2qxWGigpH8pHy+KNCh0YEgC0gRMMmCVSiYckipMeOg5/BANnYCA7oI48jCw7GlBdfgFFTBZO2FgHRUWz5II/CBIRomLrumBGFj0FgcpLA0RANTKGOY+JBHoldMETDxCnOiYicxwSEiIiI3I5dMEREPorjP8iTMQEhIvIx5uZmlLyxGfq8fMc6VUY6Up54DLLgYAEjI/oRu2CIiHxMV/IhkkigTBwPkUQCfV4+Sja+KXRoRA5sASEi8iEGjcaRfGRu2vBjFdS1T0GfmwejpordMeQR2AJCRORD2rR1AACFWg1lQmdlXmVCAhRqNQDApO097xGREJiAEA2TRCLpsSTyJAHRnXMYGTUaGCovAAAMlZUwajQ9thMJjV0wRMMkFot7LIk8CeeBIW/BT1AiIh/DeWDIG7AFhIjIx3AeGPIGTECIiHwU54EhT8YuGCIiInI7JiBERETkduyCIZdor6mB+ZIOsrERkMfECB0OERF5OCYg5BRLSyu0722BsajYsU6RloroNQ9CGhQoYGQjx2az9VgSEdHwsQuGnOJIPiRiyNVxgEQMY1ExtO9vFTq0EWO1WnssiYho+NgCQgOy2WywWCx9buuo0XYmH2IxYp9+Cn6xMei4WI3qdRtgLCxC64UL8IuOHvQYUqmURb2IiEYZJiA0IIvFgtravueOsJaVAQBEYyPQIBEDtbWAVALR2AjYa+ugKy2DRCQa9BhRUVHw8/NzadxEROTZmIDQgKRSKaKi+p47osNuRzUA+yUdwqy2H1tALukAABETk+HXz2uvPAYREY0u/OSnAYnF4n5bJ/zi46FIS4WxqBjV69ZDHhOL9ppqwGaDYlIaAuPj3RwtERF5C3a8k1Oi1zwIxaQ0wGpDe1UVYO1MPqJXPyB0aERE5MHYAkJOkQYFIm7tI6wDQkREw8IEhFxCHhPDxIOIiIaMXTDkUlarFXq93qdrZEgkkh5LIiIaPiYg5FJWqxXNzc0+nYB01Sxh7RIioqvHT1AiIiJyOyYgRERE5HZMQIiIiMjtmIAQERGR2zEBISIiIrdjAkJERERuxwSEXEokEkEmk0E0hFlwvZXNZuuxJCKi4WMlVHIpmUyG6OhoocMYUV01Tny51gkR0UhjCwgRERG5HRMQIiIicjsmIEREROR2TECIiIjI7ZiAEBERkdsxASEiIiK3YwJCNExdNU58udYJEdFIYwJCLmU2m6HVamE2m4UOZcRIpdIeS1/VXlOD1tw8tNfUCB0KEfkg3/4EJbez2+0wm82w2+1Ch0JXydLSCu17W2AsKnasU6SlInrNg5AGBQoYGRH5EraAEFEPjuRDIoZcHQdIxDAWFUP7/lahQyMiH8IWEKJRwmazwWKxDPicjhptZ/IhFiP0Px9GUOJ4WLW1qF63AcbCIrReuAC/fkrtS6VSiMX8TUNEQ8MEhGiUsFgsqK2t7bFOp9P1mNNGWqmBEoAlVIVC3SX4tzRDLBYjMFQFyeUGlJ7IhiVBDYlEgoiIiB77ioqKgp+fnztOhYh8ABMQolFCKpUiKiqqx7orH3dERqJ6735IG/WQNuoxccF8+OmbUN2oBwBMnDVjwBYQIqKh8on2Up1Oh9WrVyMyMhLBwcFYsGABvv32W6HDIvIoYrEYfn5+A/4FxsdDkZYK2GwI37UHjW+9jerXNwA2GxST0hAYH9/va9n9QkTD4fWfGC0tLZg/fz62bduGX//61/jv//5v1NTUYMmSJfj++++FDo/I60SveRDyickQ2e2wVNcA1s7kI3r1A0KHRkQ+xOvbTNetW4eSkhIcOnQI8+fPBwD8/Oc/R2JiItavX4+PPvpI4AhHF4lEguDgYEgkEqFDGTFdAzkHG9DpraRBgRjz6zXIO/A1UiIjERyvhjwmRuiwiMjHeHUCYrfb8eGHH+Kmm25yJB9AZ7/2G2+8AZlMJmB0o5NEIoFKpRI6jBHVVePE12udWFQh8J8yGfKgIKFDISIf5NUJSGVlJaqrq/HUU08B6PxCMBgMCAwMxG9+8xuBoyPyXjabrceSiMjVvHoMSFlZGQAgMjISv//97xEaGoqgoCAkJSXhyy+/FDg6Iu/VdWtu91t0iYhcyasTEL2+89bA559/Hl9++SXefPNN/PWvf4VCocCqVauwf/9+gSMkIiKivnh1F0x7ezsAoLGxEaWlpQgNDQUArFy5EhMmTMAzzzyDpUuXChkiERER9cGrExClUgkAuO222xzJBwCoVCrccsst+PDDD9HS0oKgAQbRhYaG9njtlWw2m88PNvRmXQONQ0JCBnyfXakr8VUqlQgLC3PLMd1tNJyjEJy5XoW4s0wikbj1/feUcxSJRAPWtWHRPdfw6i6Y2NhYAMDYsWN7bRs7dqxjUCoRERF5Fq9O46ZMmQK5XI6CgoJe2yoqKuDv799rvorhMplMMBqNTu1jNOma8MxdE5N1vTdNTU0wm80jfjwAaGtrcywbGhrcckx360rcDQaDz56jEJy5XoUYEGy1Wt36/nvKOSoUCkcLO40cr05AlEolbrnlFnzxxRcoKCjA5MmTAXQmH//+97+xcuXKQZv0GhsbfbaglBC6Jjzz5YnJuhIrlh4n8k1Go3HAH54tLS1ujMZ3eXUCAgDr16/HoUOHsGjRIjzyyCPw8/PDW2+9BX9/f7z66qtCh0fklUQiUY8lEZGref1PuISEBBw/fhwLFizAhg0b8PLLLyMjIwPffPMNkpOThQ6PyCt1DbLjYDsiGik+8emSmJiITz/9VOgwiIiIaIi8vgWEiIiIvA8TECIiInI7JiBERETkdkxAiIaJM8USETmPCQi5lFQqRVRUlE/fPcGZYomInOe73xIkCLFY7LMFyIiIyHXYAkJEvXRVB2aVYCIaKUxAiKiXrhmgORM0EY0UJiBERETkdkxAiIiIyO2YgBAREZHbMQEhIiIit2MCQi5ltVqh1+t9ukaGRCLpsSQiouFjAkIuZbVa0dzc7NMJiFgs7rEkIqLh4ycoEfXCVh4iGmlOJyDl5eVYvXo1Jk+ejAkTJmD+/PkAgMrKSmd3TUQCYSsPEY00p0qxFxQUYO7cuWhubnYULOpKPGbPno0//OEPePjhh50OkoiIiHyLUz9vnnnmGTQ1NUGlUuGXv/ylY31TUxMuXbqERx99FEeOHHE2RiKPI9U3oe1sAdpraoQOhYjIKzmVgBw5cgQikQjbt2/H+++/71gfHByMO++8EzabDW+88YbTQRJ5CktLK+r//B4iduxGw9YPUPnCS6ja+CYsLa1Ch0ZE5FWcSkDMZjMAIDMzs8d6kUiEdevWAQBOnDjhzCGIPIr2vS3oKC2DXSSCLDYWkIhhLCqG9v2tQodGRORVnEpA4uPjAQDHjh3rtS0wMBAA0NLS4swhyMuIRCLIZDKIRCKhQ3G59uoaGIuKAbEY9TfegDFr/xPxf3i2MwkpLGJ3DBHRMDiVgNxyyy2w2+2477778PHHH/fY9sorrwAAkpKSnDkEeRmZTIbo6GjIZDKhQ3E5s04HAJBGRcISqkJ7TQ0sly9DFjG2c/slnZDhERF5Fafugnn66afx0UcfQavV4pe//KXjV29YWBiampogEol6DE4l8maysREAAIu2FmO+2ofG+sto7LZdrFQKE9gIsNlsPZZERK7mVAuISqXCoUOHkJKSArvd7vjT6/Ww2+24+eab8eijj7oqViJByWNioEhLBex2+NVf7rX98pc7BYhqZHRVsvXlirZEJCynWkAAIDk5Gfn5+fjHP/6Bffv2oa6uDhEREVi5ciV+/vOf++RYABq9xqy8uXMcSDf+iePRVnnBMQ5EHhMjUHREXsxsQmBLOVAT4tbDBraUA+bxgCzArcclJxOQ/Px8TJkyBTKZDPfeey/uvfdeV8VF5BYlJSXD+5Vffh4SAFZVCGzzroM4LBSGMWMg/uhjiHT1KD+dA+j1/b5cIpEgJSXF+cCJfIxUX46sU48Bp/rebrMD7XYZjDYZjHY/mGwymOwyGG1+MNlluC7gPOTi4bfYZQFoTPwClogpzp0ADZtTCUhmZiYUCgWmT5+OmTNnOv4SEhJcFB7RyLJarViwYMGQn28cn4ic7TsgbWlF5tKlUCbEw1BZidyGRtgBzFi6FAp1XL+vP3z4sAuiJvI+NpsN7e3taGtr6/FnMpk6/21owSX/RxEUEgJTWweMbe3dlp3/tvezbz+ZFOn3b4JcFTzsuE7n5ECtmuDcydFVcboLxmg04ptvvsE333zjWBceHo4ZM2Y4EpLly5c7exgij6BQx0GVkQ59Xj5y1z4JhVoNo0YDu9UKVWbGgMkHkTe7MoFwJA5DfNze3u6YsuNKfn5+8Pf3h0gkQrhYCYUiEKrgCEQHBEChUCDgh2X3f3dfSqVX/1XWWtbE7heBOJWAPP744zh16hROnz6N1tYfK0HqdDrs3r0bu3fvhkgkgsVicTpQIk+R8sRjKNn4JvS5eTBUVAAAVJkZSHmcA67Jc9lsNphMJphMJhiNRsey+7+vXOp0OuzcudORQPSnK4Ho+gsICEBISAgiIyMdj6/c3v1x16zLhYWFw2qRJO/mVAKyYcMGAIDdbkdRURGys7Nx9OhR/Otf/0JjY+MgryZfZDabUV9fj/DwcJ+sBQIAsuBgTHnxBRg1VTBpaxEQHcWWD/JIRUVF+Oijj2AwGNDW1tbv8+Ryea9WhbCwMIhEIsTExPSbOAQEBEAulzsSCKLhcLoLBuisfjlp0iRMmjQJ9913H9avX4+7774b2dnZ2LqVJapHE7vdDrPZ3G9Tqy9RqOOYeJBHO3r0KCQSCW6++WZHYnFld0ZAQEC/CcThw4cxadIkN0dNo4VLEpArhYWF4bPPPkNSUhLOnDmDW2+9dSQOQ0QjpOsLib9svVdHRwfOnj2LFStWYNmyZUKHQ9SLU4XIrr/+ejz33HPYvn07tFptj21KpRIzZszAtm3bnAqQiNxPLBb3WJL3KSgoQHt7O6ZPny50KER9cqoFZP/+/Thw4IDjcXR0NGbOnImsrCwoFAp8/fXXrKRIRCSAnJwcxMTEIDIyUuhQiPrkVAIil8t7jIyuqanB9u3bsX37dsc61gQhInIvs9mM/Px8LF26VOhQiPrlVALS0tKCvLw8HD9+3PFXXl7u2C6RSPDCCy84HSQREQ1dcXEx2tra2P1CHm1YCUhpaSkmTpz444ulUmRlZSErKwu//e1vAQANDQ3Iy8uDTqfDtGnTkJyc7NqIiYhoQGfOnEFkZCRiOC8RebBhJSCpqakICQlBVlYWZsyY4fiLi/vxVsSwsDAsWrTI5YGSd5BIJAgODubdE0RF9QjoAAAgAElEQVQCsVqtyM3Nxbx58zgZKHm0YXfBNDU14eDBgzh48KBj3dixY3skJDNmzMCYMWNcGih5B4lEApVKJXQYRKNWaWkpDAYDu1/I4w0rAXnkkUdw6tQpnDlzBkaj0bG+rq4OO3fuxM6dOx3r4uPjHfPBPP74466LmIhGnM1m67Ek75GTk4MxY8ZArVYLHQrRgIaVgGzevBlA54dSQUEBsrOzkZ2djZMnT+Ls2bMwm82O51ZWVuLChQv47LPPmIAQeZmu2+d5G713sdlsyM3NxcyZM9n9Qh7vqu6CEYvFmDp1KqZOnYpf/epXAID29nbk5uY6kpLs7GyUlJS4NFgiIupfeXk5mpub2f1CXsFlpdjlcjlmzZqFWbNmOda1tLTg9OnTrjoEERENICcnByqVCuPHjxc6FKJBOZ2AXL58GUePHkVgYCAyMzMRHh7u2BYUFISFCxc6ewgiIhqE3W7HmTNnkJmZyRL65BWcSkDy8/OxbNky1NfXO9YlJiZi9uzZmDZtGmJjY6HRaPDkk086HSgREfWvsrISjY2NPbpfjJoqmLS1CIiO4szN5HGcSkCeffZZ6HS6HuvKy8tx/vx5fPzxx451TEBGD5vNBovFAqlUyl9hRG6Uk5ODoKAgJCcnw9zcjJI3NkOfl+/YrspIR8oTj0EWHCxglEQ/cuob4vjx4xCJRHj22WfxzjvvAACioqJgt9sdfzS6WCwW1NbWwmKxCB0K0ajR1f2SkZEBsVjsSD5EEgmUieMhkkigz8tHycY3hQ6VyMGpFpDW1lYAnS0hCoUCa9euxfvvv4/k5GTcc889KC4uxu7du10SKBG5T9ctnLyV00OYTQhsKQdqQvrcfLG2HjqdDnddPxOGU3s7kw+xGJnPPABlbCQMF+uQ+9oW6HPzYDy9D4roiCEdNrClHDCPB2QBrjwbIgBOJiDR0dHQaDQoKytDRkYGoqOjUVRUhJtuuglbtmxBZmYmtm3bhuuuu85V8RIJztf71dtratCWm48AjQb22HFAaKjQIY16Un05sk49Bpzqe3tOy1QoRMlIOXAfmprDAGRCIW+CcufPAABKAAr5LBhMQTD97SEoQur73tEVsgA0Jn4BS8QUl5wHUXdOJSBz587F3//+d6xcuRLnzp1DTEwMvv76azzxxBOIj48HAHz66ad46623XBIskZB8vV/d0tKKmj//fzCVlgEAVAB0p3LQmpyEmN88BGlQoLABjmIW1QScvmYzsvqp73HmnU+QPiEC0lWPIECrA156F8b2EBhu2uZoATHmbQFgQ8A97wJDbAE5nZMDtWqCC8+E6EfDSkAKCwsxadIkx+OnnnoK//znP1FXVwc/Pz+kpqbiL3/5Cx555BFUVlYCAAwGg0sDJhJK9351RbwaxgsaR7/6lBdfEDo8p2nf2+JIPgDADkAEwFR2Dtr3tyJu7SOCxTbqyQLQGjQBiMnstUmr1UJb34if/OwuICYDihhAlfEt9Hn5yH1tKxRqNYwaDew2G1SZGVBkLRvyYVvLmtj9QiNmWINQMzIysGbNGmi1WgDA1KlTsXv3bsybNw8AcMcdd8But+Ptt9/Gjh07IBKJHNuIvJlBo3EkH5mbNmDa5jeQuWl95+C+3DwYNVVCh+iU9uoaGIuKOx+IRYh4ci3qb1oO/HAnk7GwCO01NQJGSP3JycmBXC7v8eMw5YnHoMrMgN1qhaGiAnarFarMDKQ8/qiAkRL1NKwExGq1YuvWrUhOTsZ//dd/wWAwYP78+di/fz8AYPny5XjppZcgl8tht9sxffp0x90xRN6sTVsHAFCo1VAmdHYvKhMSoPhhwi+Ttlaw2FzB3O12ennsOMhiomEJVUEaHfXjcy7p+nopCezMmTNIT0+HTCZzrJMFB2PKiy9g+v+8ibRnn8b0/+lspfOFrkLyHcNKQFatWgW73Q6j0YiXX34ZEyZMwJ///OceE1b94Q9/QGtrKxoaGpCdne0YC0LkzQJ++CI2ajQwVF4AABgqK2HUaHps91aysT+OCWivvghzjRbSRj0s3RKr7s8hz6DT6VBVVYVp06b1uV2hjsOYWTN8crA0eb9hjQH55z//ie+++w5PPvkkvv32W1y6dAkPP/ww3nrrLaxbtw6rVq0C0DlZnUqlGpGAybNJpVJERUVBKnXZNEMeQaGOgyojvbNffe2TP/ar/9C07ckf8CUlJUOa1VasjoNIUwXY7Li0YRPCu22zx8ehXK8H9PpB9yORSJCSkuJExDRUOTk5kMlkmDKFd6mQ9xn2t8ScOXNw7NgxfPHFF3j22WdRXFyM0tJS3H777bj22muxYcMGzJ49eyRiJS8gFovh5+cndBgjIuWJx1Cy8U3oc/NgqKgAAK/oV7darViwYMGgzzNPm4ai199A89kCdK/+ETxlMtJ+/8SQm+8PHz58lZHScOXk5GDy5MmQy+VCh0I0bFf9M3XVqlW45ZZbsGXLFrz44ovQarX49ttvcd111+G2227Dq6++iuTkZFfGSiSorn71rjogXcz6Jp/oW5cFByP9lZdg1FTh0uGjMDc3I+yaLIyZNUPo0KgPDQ0NqKysxK9+9SuhQyG6Kk6VYheLxVizZg3Kysrw4osvIjAwEHa7Hf/85z8xZcoU/O53v+sxUR2RL5CpQqDduQtFr65D0avrkPO7R3H2hRdhbm4WOjSnmZubcX7L/8PFzz5H3d59KHp1nc+cm685c+YMJBIJ0tPThQ6F6Kq4ZLYwhUKB559/HuXl5fjtb38LqVQKs9mMP/3pT0hKSnLFIYg8hi/Ps+HL5+ZrcnJykJaWhoAA1ukg7+SSkYLnz59HQUEBCgoK0NTUhIiICGi1WtjtdrS0tLjiEESuN8j8Gn0xVF+CPi8fdpEIkQ/chuRpqcOaZ8OT59a4staJMiEehspK5K59ylHrxJMH244mTU1NKC8vxy9+8QuhQyG6asNKQLonGoWFhSgoKEBxcTHa2tp6PZcz4ZKnG2x+jb4UXEoFMA7NEhH+9u+DSNz9KRYpSxEgj4ZxCPNsePLcGgPVOjFUVMCkrWUC4iFyc3MhEomQkZEhdChEV21YCUhSUlKv2TH7SjTGjBmDqVOnIj09nf2T5LEGm1/jSu0dZuzd9FcsRA1UNmDNklk4fP4iPi9V4SaTHmIAltveBCb0/yXtyXNrXFnrpKsFxFdqnfiSnJwcpKSkIDCQ8/OQ9xp2F0z3hKNr/pf09PQeCUd0dLRLgyTvYbVa0dLSgqCgIEgkEqHDGdgA82v05avt26G12qBIS4WxqBhtn3yFRWo1DI2dAzRr/eX4+B+7MX36dCxatAiJiYm9EnZPnlvDm2udjCatra0oLS3FnXfeKXQoRE4ZVgKyYsUKR5KRnp6OlJQUjyo4lZ+fj2uuuQbPPvss/vjHPwodzqhktVrR3NwMhULh+QnIMOh0OuzduxfXX389pi5a1Gc9kPRf/wdUZ7/HoUOHsH79eqjVaixevBjXXHNNjzLZnsxba52MJnl5ebDb7cjMHFriTOSphpU97Ny5c6TicJrFYsEvf/lLmM1moUMhH/Tpp58iKCgIK1asgMzPr0c9kIDoKEfrwNKoSCxevBgFBQX4+uuv8cEHH+Dzzz/H3Llzh1QMTGiy4GAkPnA/9PlnARGgmjqFLR8eJicnBxMmTEBIyNAHTxN5Is9pvnDSa6+9hoKCAqHDIB909uxZ5OXlYc2aNT2qvCrUcX1+OYvFYkydOhVTp05FbW0tDh06hIMHD2LPnj2IjY1FQEAAEhISenXPCM3c3Oy4DbeLKiMdKU885hOF1nyByWRCUVERbr/9dqFDIXKaS+qACO3777/Hyy+/jOeff17oUMjHWCwWbNu2DSkpKZg+xMGq3UVFReHOO+/E66+/jp/97GdoamrC1q1b8c477+DUqVPo6OgYgaivDmuAeL78/HxYrdZ+J58j8iZe3wJisVhw//33Y+nSpbjnnns8Nglpr6mB+ZIOsrERkMfECB0ODdGBAweg0+nw0EMPOdVi4e/vj0WLFkEkEkEul+P48ePYvn079uzZg6ysLMyaNQuhoaEujHx4utcASXnqcYhEYtjtVpSs38QaIB4kJycH48ePR1hYmNChEDnN6xOQ119/HWVlZfjiiy9gsViEDqcXS0srtO9tgbGo2LFOkZaK6DUPQhrEW+g8mV6vx86dO7Fw4ULEuChpFIlESEpKQlJSEhoaGnDixAmcOnUK33zzDVJTUzF79uw+754ZaV01QEQyGYpfW+9YL/b3h91qZQ0QD2A2m1FQUICVK1cKHQqRS3h1AlJQUICXXnoJb7/9NsaNG4fKykqhQ+rFkXxIxJDHxqK9uhrGomJo39+KuLWPCB0eDeDzzz+Hn5/fiH3gh4WFYcWKFViyZAny8vJw/Phx/OUvf8HYsWMxa9YsZGZmOj/L6RCrvQZI9QAAW1sbIBZBGRsJQ3Vd5+Ou7TW5QzqkJ1d79WZarRZms/mqugKJPJHXJiBWqxX3338/5s6di9WrV1/1fkJDQwds+rbZbP1WdbXZbH1Wge3SdrH6h+RDgokv/xF+MTFoKClBzesbYSwsAi5fhn9s7IDx+fv7Qyz2nqE6bW1t0Ov1UKlU8Pf3H/Hjdd3eGhISgqCgoGG/vr9bhc+dO4eTJ0/i3nvvhUKhcCrGK4/XV/N5VFQUrr/+epSVleHQoUPYsWMH9u/fjzlz5mD+/PkYO3bs1R1Qm4eIIVR7tZuUAOZ0PrBZgfoywKaEY5jYtvuAAMOQDpkFwJp5EAhjlc4rOXO9VlVVIS4uDhER/Zf6d7X+rteRPJ679XWOIpFowM9dTyo/4c289r/ihg0bkJeXh2PHjjlm3G1sbAQAGI1G1NfXIyQkZETrL7S1taG0tLTHOp1OB6vVCgCQVmqgBGBVhSC7ogK28nK0tbUhQhUC6eUG5Bw4CEuC2vFaiUTS68Nl4sSJLv0CHGn+/v5ITU0VOgyn2Gw2fPLJJ0hISMCcOXPcdlyRSISJEydi4sSJaGhowJEjR/DNN9/g4MGDmDRpEhYuXIi0tLThJaThyTgz8y1MG6RmRFteCVC8DRK5H6ztHTCYOr8cux6bFm6GIiNlSIc8k5uL9PDkocdIgzKbzaiursaNN94odChELuO1CchXX32Fjo4OzJw5s9e2DRs2YMOGDTh48CAWLlzo1HFMJhOMRmOf22w2G6Kiepan7v64IzIS1Xv3Q9Kox6SIsTAqFSj95ltIGzubuyfOmgG/QarGGo3GAVtZRruu96apqemqasB0JYvdHT16FFVVVXj66add3vpktVrR0NAwpOfOnz8fc+bMQX5+Po4fP4533nkHY8aMwezZszFt2rQhtzA1K8cPWu01wDIGwDbYLFakPfMUIBLDbrOhZMPGzu2TrwVihjYGpLmsCQ0tbQB43V7paq/XoqIiWCwWt3e/DOd6ddXx3K2vc1QoFFAqlW6PZbTx2gRk48aNjhaPLnV1dbjnnnvwi1/8Avfee++QJmpqbGy86sGrYrG4R12IK/nFxzvKdlevWw9pZCTCtbWA3Q7FpDQExsdf1XFp5LS2tmL79u247rrrMH78eKHDgUwmQ1ZWFqZPnw6NRoPjx49j9+7d2LdvH6ZNm4bZs2e7pEm+exn24vUbWYbdwxQUFCA4OJjTXLiJ0Wjs94cnAM7y7iJem4BkZWX1Wtc1CDUxMRFLly51c0R9i17zILTvb4WxsAiWGi1EAGTJSYhe/YDQoVEftm/fDpvNhlWrVgkdSg8ikQjx8fGIj49Hc3MzTp48iezsbJw4cQITJkzAnDlzMHHiRKdabFiG3TNZLBYUFxcjKSlJ6FCIXMprExBvIQ0KRNzaR9BeU4OG8gqUX67HpPnzeAuuB9JoNDh69Ch++tOfItiDK38GBwdj6dKlWLhwIc6ePYvjx4/jb3/7G0JDQzFr1ixkZWUhIGD4d6DIgoP7LTFPwqmoqEBbWxvi4vhekG9hAuIm8pgYyP39YcnPH/zJ5HZ2ux2ffPIJoqOjnR435C5SqRSZmZnIzMzExYsX8d1332Hfvn04cOAAMjIyMHv27F5jlIaivxLzJIyzZ88iLCwMKpVK6FCIXMqnEpCEhIR+b5klGsiJEydQXl6OtWvXeuUsvuPGjcNPf/pTrFixAtnZ2Th58iROnTqF8ePHIzY2Flar1SvPa7SzWq0oKipCVlaWx80dROQsn0pAPF3XBwg/SDyLyWTC559/jqysLKSkDO1WU08VGBiIRYsWYf78+SgsLMTx48dx7NgxFBQUYMGCBZg3bx4CA9n95y0uXLgAo9GIyZMno7m5WehwiFyKCYgbdRWv8eUiNmazGfX19QgPDx/RGiyutHPnTphMJtxxxx1Ch+IyEonEMSPvsWPH0NLSgp07d2LHjh2YMWMGFi9eDLVaPfiOSFAFBQUICQlBbGwsExDyOb77TUiCsNvtMJvNXtMV1tTUhAMHDuDmm2/22Qm+wsLC8JOf/AS33XYbjh07hsOHD+O7777DhAkTsGjRIkyfPp3dMx7IZrOhsLAQU6ZMYasp+SQmIDRq2e12nD59GmFhYbj++uuFDmfEBQYGYvny5Vi2bBny8/Nx8OBBbNmyBSEhIZg/fz7mzZuHkJCB54wh97l48SJaWlowefJkoUMhGhFMQGjUKioqQm1tLX7zm994TXeRK0gkEkybNg3Tpk1DdXU1Dh06hD179mDXrl3IysrC4sWLPaII22hXUFCAwMBAdpWRz2ICQqOS2WzGrl27EB0djfT09GG91pfqZMTGxuLuu+/GqlWr8O233+LQoUM4efIkEhIScPvtt2PixIlChzgq2e12FBQUYNKkSV41GSXRcDABoVHp6NGjaGlpwdy5c4fcv25ubkbJG5uhz/uxlosqIx0pTzwGmQcXLhsKpVKJZcuWYcmSJTh79ix27NiBrVu34uWXXx5VrUOeoqamBnq9nt0v5NOYWtOo09jYiCNHjuDaa68dVsXTruRDJJFAmTgeIokE+rx8lGx8cwSjdS+xWIz09HTcf//9aGpqwokTJ4QOaVQqKCiAQqFAQkKC0KEQjRgmIDTqfPXVVwgICBhWxVODRuNIPjI3bcC0zW8gc9P6ziQkNw9GTdXIBSyA6OhoZGRkYO/evbDZbEKHM6p0db+kpqby7iTyaUxA3MiQl4/AM/kw5PluOXaJRILg4GCP/eAsLy9HQUEBbrjhBsjl8iG/rk1bBwBQqNUQicW4fCIbIrEEih8GCJq0tSMSr5CWL1+Ouro65ObmCh3KqFJXV4fLly+z+4V8HseAuEG7tg6ada/DZjAiCEBTQSFaPv0c6qd/D3l0pNDhuZREIvHYOSusVit27NiB+Ph4ZGRkDOu1AdGdc6oYKiqQ87ves8N2bfcl48ePR0pKCnbv3o1p06axFoWbFBQUQC6XY8KECUKHQjSi2ALiBl3JBwDYf2gZsBmM0KxbL2RYo87x48dRX1+Pm2++edhfpgp1HKTdSpiL/fwc/5YGBXr93TD9Wb58OTQaDYqLi4UOZdQoLCxEamqqT1dMJgJGeQuIyWRCdXU1FApFn9tlMhmio6MH3IdWq4XZbO53u19VlSP5CP7F/0GJ3YaJEKHlb/+AzWBA46nTaBkbMeAxoqKi4NftC+9KTU1NaGpq6ne7K84jJCRkwCJVHR0dqK0duBtCyPMwmUzYs2cP0tPTB9xHR0cHLl682Gu9WVsLS2ur47Gto8Pxb0tLK4yaKkcS0tjYiMbGxj73r9PpoNVq3fp+6HQ6nD9/vtdzxo0bN+D70djYCLlcjvDwcHz22We4++67e2z38/PDuHHj3HYe/fGm/z/a2tpQX1+PgIAA+Pv793hOVFQUmpqaUFdXhyVLlvTah8Fg6PN97DKU9+PixYvo6HbtXik0NBShoaGDnsdAnHk/dDodLl686Jbz6Pr/XKfTQaPR9HrOYOdBzhvVCcj58+exY8eOfrdHRUXh+eefH3AfW7ZsGfB/yLvjx2MMAJFMBvnUKUB+PvzTp6JV9hnsZjP0hUV44y//b8BjPPfcc4iJiel3+7Fjx7Br164RPY8bb7wRN910U7/b6+vr8frrrw94DE84jytvKZVIJDh8+LDj8eXLl/HJJ5/0et14qx0rAehEAG6+EUqzGdLwcMj27INIV4/s/fuBCYkAgJMnTyI7O3tEz2O478e2bdt6PWfjxo2Ii+u/5Wbfvn347LPPHI+ffvrpHtvHjRuHTZs29ft6YPRcV646j9LSUvj5+SE5ObnX9oKCAnzwwQf9vn4o78emTZv6TLC73HHHHfjZz37W73Z3vB/ffvvtiJ9HXV1dr+v5SoOdBzlPZPeWSTtcrLGxEV9++SXGjx8/oi0g8qpq6P/yIYDeLSAAMPah1WwB+cHVnIfRaERZWRmSk5OhUCj6PI+6ujp8/vnnWLBgAa699tqrOg+bTof2P78PiMUI+u1DKG1swKSICDT+33cAqw0JL70A+Q8fVp72flRUVGD69Om9njOUFpDGxkbY7Xa8++67GDt2LG6//XbH9v5+cR8+fBiTJk1y+Xn0x5v+/2hra0NVVRXi4uL6bAHZsmULwsLCcOedd/baR3Z2NlJTU/s9xki0gHR/L7ufx0CceT8qKiowe/Zst7aA5OTk9Fn5d6DzaGlpwenTp7F06dIBj0MDG9UtIAEBAYiNjUVQUNBV72OwDy6o1Wje9ilsBiOaP/oYURIJWqxWAIBYqUToNVlw9vId7MNvKAY9j0H4+fk5XTJ6JM7DZrNh586diIuLww033DBoVcl+z0OtRlXaURiLitHyzrsIDwlGY1MzYLNBMSnNkXyM1HkMV/fzaG1tRWJi4rD30f1D/NZbb8Xf/vY3KBQKREUNfcCtr15Xw9V1HkajESaTCePGjev1w6ehoQE1NTWYN29en/tQKpVX9T52N9gX+2BG+v1obW0dUoyuOI+u/5ZVVVUsdy8QDkJ1A/XTv4c4IAAAIOqWfKiffkrIsEaFnJwcVFdX4+abb3a6pHX0mgehmJQG2GyQNeodyUf06gdcFK3nmjVrFkJCQrB3716hQ/FZhYWFkEqlLH9Po8aobgG5WiUlJbD+kEgMymSCeOdXEJlMjlW28HBYf/oTlDdeBhovD2k3EokEKSkpVxOuW9lsNlgsFkilUsHnsDCZTNi7dy8yMjIQHx/v9P6kQYGIW/sILpeUovRkNibOnIExKaPjy0Imk2Hp0qX417/+hZUrV7LZeQQUFBQgKSlpWPVpiLwZE5CrYLVasWDBgiE99+wLL0KvqYJIIoEiXg3jBQ3E9fVQfXcSU158YcjH7D5Q0pNZLBbU1tZ6xAjyAwcOwGKxYPny5S7dr19MNNrjYuEX41yzvLeZN28edu3ahX379g04wI+Gr7m5GVVVVT3G2BD5OnbBjKDRVr7bk9TW1uLkyZNYtGiRU2N86Ef+/v5YuHAhjh07htZutyST8woLCyGRSAYcZErka5iAjKDu5buVCZ1dAMqEBPj/MIhPn39WsNh8md1ux44dOxAWFoY5c+YIHY7XMWqqcPlEdp8J8uLFi2Gz2XDo0CH3B+bDzp49i8TERAT8MFaMaDRgF8wI6irPbdRoYKi8AL+wUBT+96swVVcDAM6/vwUNJ0/6xHTunuTs2bOorKzEfffdx2qSw2BubnbM+NtFlZHe4/oMCgrC3Llz8fXXX2PZsmUcr+ACra2tuHDhAm699VahQyFyK7aAjCCFOg6qjHTYrVbkrn0S2at/jZbSMgCAJCDAJ6dzF1pHRwd2796NtLS0Pos5Uf+6kg+RRAJl4vh+r89ly5bBZDLh2LFjAkXqW4qKigAAaWlpAkdC5F5MQEZYyhOPQZWZAbvVCltbGwAgKGUirnnvTxwPMgIOHz4Mo9GIFStWCB2KVxnOeKUxY8Zg5syZ2LdvHywWi4BR+4aCggIkJCRAqVQKHQqRWzEBGWGy4GBMefEFJK55EAAQMC4WGetfgyw4GMqEBJ+ezt3dLl++jGPHjmHu3LkICwsTOhyv0t94pf6uzxtuuAGNjY04efKkewP1MSaTCefPn8fkyZNdvu+BxvIQeQJ2kLuJauoUAECbthaGygtQJsTDUFkJ4w+TIPnidO7utmvXLgQGBmL+/PkjehybzdZj6QuuHK802PUZExODjIwM7NmzB7Nnzxa85ou3Kioqgs1m61Hu3FlDGctD5An4qeEmV44HOfPoE8hd+xTsVitUmRk+M527VCpFVFSU2wd/njt3DiUlJVixYsWI1x/pKkI35GJ0XuBqrs8bbrgBtbW1yM/P72OPNBSFhYVQq9UIdmFiMNSxPERCYwLiRt3HgxgqKhwf7imPPyp0aC4jFovh5+fn1l/EVqsV+/btQ2Ji4og0ZY8Ww70+J0yYgIkTJ2L37t0YpXNaOqWtrQ1lZWUuvWZZe4i8Cbtg3EgWHIzEB+6H/vuzgB1QpU/xmZYPIZWVlUGv1+Oee+6BSCQSOhyv1TVeyaipgklbi4DoqEGvzxtuuAH/8z//g9LSUq+YKsCTdE3p4Mrul4HG8hgqKmDS1vIzhzwGExA3Yb/syGhpaUFhYSGuueYaREZGCh2OT1Co44b8JTV58mSMGzcOX331FROQYSosLERsbKxL59UZ7lgeIiGxC8ZN2C87Mg4cOACpVNrvFOY0skQiEZYvX47CwkJofviSo8GZzWaUlpa6tPUDGD1jzcg3sAVkuMwmBLaUAzUhQ36JoeZSZ/IhFiPzmQegjI2E4WIdcl/b0tkve3ofFNERA+4jsKUcMI8HZCzV3KWiosLR+uHv7y90OKPW9OnTERERga+++gpr1qwROhyvUF5eDrPZPCJjllKeeAwlG9+EPjcPhooKAPC5sWbkG5iADJNUX46sU48Bp4b+mramcACZUMiboNzZOYuoEoBCPgsGUxBMf3sIipD6AfeRBaAx8QtYIqZcdey+xGq1YufOnYiJiUFCQoLQ4YxqEokE119/Pec6StsAACAASURBVD7++GPU1dUJHY5XKCkpQWRkJMLDw12+76sZy0MkBCYgw2RRTcDpazYja/r0Ib8mQKsDXnoXxvYQGG7a5mgBMeZtAWBDwD3vAoO0gJzOyYFaNcHJ6H1HdnY26urqcN9998FgMAgdzqg3Z84cfPnll9i7dy/UPxQvo75ZrVacO3cO11133YgeZzhjeYiEwARkuGQBaA2aAMRkDvklihhAOekwDIVFOPPqFijj42HUaGC32Tr7ZbOWDbqP1rImr+h+sVqtaGlpQVBQECQSyYgcw2Aw4MCBA5g+fTpiYmJQVlY2IsfpT9d5jdT5eSOZTIalS5fi3//+94j8qvclly5dQnt7O28Zp1GPg1DdJOnR/0TrmDDAZvPZGiBAZwLS3Nw8okW69u3bB7vdjmXLBk/cRkJXjRNW/+xp/vz5kMlkKCkpEToUj3bx4kWEhYVh7NixQodCJCh+grpJUORY3LD1PbT9n5/hUFgIcqenI27tI7wFd5iqq6tx+vRpLFmyBIGBgUKHQ90EBARgwYIFKCsrg8lkEjocj2S1WlFdXY3U1FTWrKFRjwmIG4lEIiz9+c9x53PPospoxMsvv8xfi8Ngs9mwY8cOjB07FjNnzhQ6HOrDkiVLYLfbceLECaFD8UgajQZmsxmpqalCh0IkOCYgAkhKSsJzzz2H6OhobN68GV999ZVPTWw2UvLy8lBVVYWbbrqJ4y88VHBwMBITE/Htt9+io6ND6HA8TnFxMRQKBYvmEYEJiGCCg4Px6KOPYvny5fjXv/6FP/3pT7ybYwBtbW3Ys2cPpkyZgsTERKHDoQGkpaWhra0NOTk5QofiUWw2G0pKSjBu3Dh2vxCBCYigxGIxVq1ahYcffhjl5eV45ZVXcOHCBaHD8kgHDx5Ee3s7li9fLnQoNIjAwEBMmTIFx44d86kZg5114cIFGI1GjBs3TuhQiDwCExAPMHXqVDz33HMIDAzE+vXrceTIEc4u2s2lS5fw3XffYcGCBVCpVEKHQ0Mwf/586PV6fP/990KH4jEKCwsRGBiIsLAwoUMh8ghMQDxEeHg4nnzySVx77bX4+9//jg8++ADt7e1ChzVsIpEIMpnMZU3MdrsdO3fuREhIyIgXbhqqrvE6HLfTv6ioKKSkpODIkSP874TOa6WgoIB3vxB1wwREIEZNFS6fyIZRU+VYJ5PJcPfdd+P+++9HTk4O1q1bh9raWgGjHD6ZTIbo6GjIZDKX7K+oqAjl5eW46aabXLbP4WqvqUFrbh7aa2oAwNGtwO6Fgc2bNw+XLl1CaWmp0KEIrrq6Gs3NzZwxmKgbVkJ1M3Nzs2Nm3C6qjHSkPPGYoybI7NmzoVar8e677+K1117DvffeK1S4gjKbzdi1axcmTpwoyAe3paUV2ve2wFhU7FinSEtFwM9ud3ss3ighIQFqtRqHDx9GSkrKqP7lX1BQAKVSibi4OJSXlwsdDv3/7d13fJXl/fj/11kZJzshmwxGyGCEGVAkkaWgiHUWZz+fWhftp67W/qzVtlrbftW6qtaiWG0tDkQcCAgIQkLYOychICGDDLJ3cpIzfn+EHAnZcGbyfj4eeUDu+5z7vq5c1znnfa4pnIK0gNhZZ/ChUKnwGj0KhUpF7ZGj5P7tlS6Pi4iI4Le//S3jx49nxYoVHDhwAIPB4KBUO0Z6ejoNDQ1cc801DvnwsgQfKiXu0VGgUtKcc5z6VR/bPS2uKi0tjaKiIvLz8x2dFIcxm83odDoSExNl9VwhzjOsW0BqajzIynLDy6vnP4O7u5n4+L6b2bOzobW19/Ph4R0/AE2FhZbgY/JLL+AVG0PV8Xxynnic2sNH2P9NEcrg8zeP8mDatHuJihrHl19+zMqVK1m2bBl+fn5d7nH2rJKzZ3t/YxtIPnJzVej1vX/Ih4aaCA3tvS+/pQVOnuy7OsXFGfDsYzub8/NRX1/PmjWnmTRpCSUlYZSU2Dcfiqpi3HKOY1aqaP/xU+hHjERRWYTmoz/RfvJ71PFxA8pHT+xdHnl53vj4dH9MYiJ9lkdpacdPbzw8ICmp9/MAZnMiJtNkPvwwlyVLuv/N7F2vemLr8igtLaWiopH4+BSystwoLPRBr3fDw6NrvvrLR1WVG33NbB5IeQzm/aonti6PvDxvgoPtk4+cnI7/nzjhjcHQPU/95UNcumEdgGzePJpPP+19Slx8vIH09Jo+r3HLLR0vht78/vfwhz90/L+1tGOrcrcRQSjOfRMqM8ZyoiaacX6nefgnZew8e+HulQqysq5kwYIq9uzZwxtvvMGtt97K2LFjLY94/30PXnzR65Ly8bOf+ZKb23t1+NWvmnj88eZezxcUqFiwIKDPe+zYUU1CQu9v9F3zEQD8f6xe/cN5e+Zjduj3/HUmnKyJ5p5lEy1pWpnWUVaqhsYB5qM7+5fHtB4fk5UFfe2H9s9/wh//2Pv5pCTQ6Xo/D3DvvX7k5j4IwCuvdD9v/3rVna3LQ6fT0dY2kp/+NPnckZ4/GfvLx5dfhvP++72ncSDlMZj3q57Yvjym2SUfeXkwzfKy6Pn10V8+xKUb1gHIwoV53HWXH15ePb8Y3N37nwq7enX/kTh0jP04s+YzAPRnyzn4fw/jnzyJkOtvZlxAIZjglffDUAZ3v8bo0VBZOYLly5ezevVq3n//febNm0daWhpKpZKf/KSVRYt6X3VyIPl45536fr/h9SUmxsiWLX2/icfE9P1i7sxHUVERX331JQsWLGTcuHGW8/bMh6JKC/+FuIBCvv3oGGZLC0hHWRl9et+HxtnKIy8vj2nTur/J9ree2/33w9KlvZ/38Oj7+dCRj+ZmE//9738JDw9j4cKrupy3Z73qjS3Lo7P7ZcaMWP7nf2pobW2lsLCQ6OhoPC74A/aXj6VLS/nlL2N7PT+Q8hjo+1VvbF0eeXl5zJ7dc0BwvkvNx+jRcOBAx/8PHDjQ4+KG/eVDXLphHYAEBLQyYUIbPj7uF32N/poKO+W++DINuV1nA9QeOWoZjOo/OZkJV1/Y+tGVl5cXd999N9999x1bt26lsLCQW265hdBQbb9v5P3prwm6P56eMGnSpY1RCQ01MWJEO9u2fcK0aVpuumkUCsXgrmm9fIRQdDCB5pzjuH38DO4RkehLisFkQhM3FoO/X6/X6K9bYSCsWR5qdSNTpw7+Gv01Yw9EZz7a2sawbt06IiOTCQoKGvDzrVWvHFUe5eXlVFZWsmjRIhISDDQ3t+Hu3kBcXBta7eDefoOC2i6qHM830Per3ti6PNTqxgGl0Rr56PxbNjQ0kpQ0vMbXOQsZEWUH54/9mPjcM/hPTu5y3ichnvjHHh7QtZRKJfPmzePuu++muLiYN954gzNnztgi2Q6xe/duKisrWbJkicNnTYTf9zO0SYlgNKEvKgKjCW1SIn53LANwePpcydSpU9FqtezcudPRSbErnU6Hu7t7ly5TIUSHYd0CYi+dYz+00dH4TRiP34TxNBcWoXv2z+jLyxl54w2WKbgDFRcXx/Lly/n44495++23Wbx4MTNnznT4h2J7ezuVlZWMGDFi0Ot2NDQ0sHXrVlJSUgi/1K/eVqD28Sbq0YfQl5TQXl6BJiQY94gIGhoaOs6r5eUzUBqNhssuu4zvvvuOuXPn4tPTqNghKDs7m/j4eKkrQvRAWkDswDM8DIDmwkKa8jv2ejGbjLRVVXU5P1j+/v7cc889pKSksG7dOlavXu3w1VPNZjPt7e0XtZT8pk2bUKlUzJ8/3wYpu3juERF4T07GPSLC0UlxaTNnzkSlUpGZmenopNhFVVUVZWVljO9rpK8Qw5iE5XagjY7CP3kStUeOcvjRX6ONjqa5sBCz0Yj/5GS00X2P/eiLWq3m2muvJTo6mrVr11JaWsptt91GSEiIFXNge4WFhRw6dIilS5ei1WodnZwhRaVSsX379kE9x2Qy0draioeHx6DXrlCpVD0e9/T0JCUlhb1795KWltZtEOZQo9Pp0Gg0xMX1PmVbiOFMAhA7if/VI+T+7RVqDx+h6fRpoGPg6UDHfvRn4sSJhIWF8eGHH/LWW29x/fXXk5yc3P8TnYDJZGLdunVEREQwffp0RydnyLmYVWQbGho4cOAA8fHxVu0uufzyy9m1axd79uwhLS3Natd1Rjqdjri4ONzc3BydFCGckgQgF2HQ3yirqqC2DtPE8bSNG4t7SyuKQH+qgoLIPHRowPfsT3BwMA888ABffPEFq1evprCwkMWLFzt9//OBAwcoKSnhvvvuk5UihzgfHx+mTJnCrl27uPzyyx22v4+t1dbWUlxczOWXX+7opAAde0+1lJbhGR52SS2uQliTc38yOamBfqO8cC8RFWAKCyXy5w/if5HjPvrj5ubGzTffTExMDF9//TXFxcX8+Mc/JiCg78WDHKWlpYXNmzczefJkoqOjHZ0cYQdXXHEF+/fv5+DBg8ycOdPRybGJ7OxsVCqVwzefG8jeU0I4inzdtKFue4kolbiXnaX2P/+16X0VCgUpKSncd999NDY28uabbzrtjqTffvstRqORq6++2tFJEXYSFBTEhAkTyMjIGLI7CmdlZTF27FiHj3MZ6N5TQjiCBCA2oi8usQQfsU89SezTTxL82EOYFQr0J05atna3pcjISJYvX050dDT/+c9/2LJlCybTpS3IZE1lZWXs2bNnWE3LFB1SU1OpqakhKyvL0UmxuoaGBoqKihw+++XCvaemvPwik196viMIOXyE5sIih6ZPCOmCsZH2igoA3CMicR8Zib6khLaKSgw+3mjqG2gvr7DLtE6tVssdd9zBjh07+PbbbykqKuLWW2/tdfn5S6VSqfD19e13zIrZbGbdunUEBQUxa9Ysm6TFVjp3JR7quxOra+tozdLhFhNt9boaHh5OXFwc6enpTJo0yeHr11hTdnY2CoWChIQEq1530GPPTuWhAgz+/uw9nYeyIB8AZWAAiopK9m3ZAmP6Xo9/IGPPhLhYEoDYiCakY1MXfXExBc/9ldbT+R3Hz51X2igA6IlSqeTKK68kKiqKTz75hDfeeINly5bZZMyFSqXC39+/38cdO3aM/Px8fvKTnzj9INkLda5xcjFrnbgCQ0Mjlf9YQfCJk1QD1YA2MYHw+36Guo89cAYrNTWVlStXcuLECYePlbAmnU7HqFGjrD6dfLB/I72/P/lfrENZXU2IWs2IhARai85QUF0NwJhpU2VtG+FQ0gVjI+4REWgTE8BksgQf56v66mu7p2nMmDH8/Oc/x9/fn3feeYfMzEyHfIjq9Xo2btxIYmKirJHghEpXvEPbiZOYFQrUkRGgUtKcc5zSt1da9T6xsbFERUWxY8cOq17XkZqamsjPz3d49wt0vAdp4saiMJupeuk18v/4HAV/+rNlSwEJPoSjDYkA5JtvvmHOnDlotVq8vb1ZsGABu3fvdnSyCLpuSbdjbSOCQKGgOTvHLuNALuTr68s999zDZZddxvr16/noo49o7WtbSRvYvn07zc3NLF682K73Ff2zjF1SKqm85moCHvoFMb/7bUcQYuU6q1AoSE1NpaCggIKCAqtd15FycnIwm80kXepuaVbie/uP0YeHgqnrfkbh997j6KQJ4fpdMN999x2LFy9m/PjxPPfccxgMBt58803S0tLYsWOHQ6f5mZqbAFD7+xN4zdW0h4eRffYsUVu3Yygptds4kAupVCoWL15MdHQ0n332GW+99RbLli0jLMw2U4PPV1VVxc6dO0lNTSUwMNDm97MVdW0del0O+jGjhtQ3yc6xS+qwUAwBHV1pHlEjO3YDLiqyep2Nj48nJCSEHTt2cNddd1ntuo6SnZ1NTEwM3t7W66q6FEovL6rnzyUpNBStvs2yn9FQImucuC6XD0AeeughoqKi2LNnj6XP9e677yYxMZEnn3ySLVu2OCRdhoZGqtZv7Ph/bS3lqz5GEzcWTUw0hrKOzek6x4k4yvjx4wkNDeWjjz7in//8J0uXLmXKlCk2vef69evx9vZmzpw5Nr2PrRgaGql9+12CT35PPVCPbcZHOEpnnTSUnUVdUwtAa9EZ9CXFXc5bi1KpZM6cOaxZs4aysjK7BMG20tLSwqlTp1i0aJGjk9KNOjQUbxcO+Hsia5y4PpfugqmpqeHYsWPceuutXQZ8hYaGkpaWxq5duxyWttIV79Cad7rLsfaT3xO0ZSuYnKcPdsSIEdx///1MnDiRNWvW8Pnnn9Pe3m6Te+Xm5pKbm8s111zjsstTl654h/aT33eMj4iw3fgIRzl/7NKI9d9Q88rfbT5uYNKkSfj5+ZGenm71a9vT8ePHMRqNTjH+YziQNU5cn0u3gPj6+pKbm9vjlNLKykqbz64wmUw9TsVsKym19KOHPfQLajd8Q+vxXAAUgCo6ihH/cxdtbW393kOtVtt8eXKNRsONN95IdHQ069ato6SkhGXLllm1i8RgMLB+/XpGjx7tNP3jnXorxwudX66Vi69i3OzL0TY2UfzXF2jOzqGxoAC38PAen2uPcrSW8Pt+RuGbb9F+8nsMJaUANh03oFKpuOKKK9iwYQPz58932a657OxsoqKi8JVv3zZ34RonXrExNOXnc/jRxy1rnEh3jPNz6QBEpVL1OIvi6NGj7Ny50+ZNoQaDgbKysi7HKioqUJw6jRdgDPAnt6kRUmejnJiEduNmVA2N1MXHUf39992up1KpCA7u2sQdFhZmt9aC6dOnExERwYcffsibb77JzTffPOi1DDo/zC/8wN25cyc1NTXccccdTrfmQ0/lCB1lef5Kner8QrwAQ4A/hgB/8vLyUCqVeAf4o6qq5sSefRhiox1ejpfK2FCP5+WXcTYijNjYUQTaYZzLtGnT2LZtGzt37uS6666z6b1sQa/Xc/LkSRYsWODopAwLraUd3dja6Gi8YmMA8IqNxSMsjJbiYmqPZkkA4gJcOgDpSWNjI3fffTcATzzxhE3vpVaru/VZh4WF0TZiBMWbtqCqqSUpOAS3yAjazhRTvOYLAOJmzMBjZOSA72FPERERLF++nM8++4wPPviA1NRU5s+fP+AFiTo/zM//wK2rq+O7775j1qxZhISE2DL5F6WncgS6HWsLDaV40xbU58rVZ/QojKVlFJ8bKzFu5ow+W0Cc3YV7FwUCLSVlqCbbfldlNzc3LrvsMrZv387cuXOdZhDnQJ04cQKDweB0rXtDlee5vbSaCwtpyi/ALTCA7Gf/TEtxx1ilvLffoXrvXhkP4uSc/11xEJqbm7nuuus4cuQIv/vd72w+0FGpVPb4rdYtJgZtYgLNOccp/uvzHTMISootYz98R4+yaboulaenJ7fffjsZGRls3rzZsnrqxS6XvnHjRtzd3Zk3b56VU2odvZXjhc4v15rXXqf5gnL1jomxQ2pt5/y9i9RhYbSXlNJ+8ntK315J1KMP2fz+s2bNIj09nV27drFw4UKb38+adDod4eHhTtd91PnFYaitaKqNjsI/eRK1R45y+NFfo9BoMJ1bTkDl6Ymprc0yHmTCH592cGpFb4ZMAFJTU8O1117Lrl27uOeee3j22WcH9LyAgIA+d4o1mUwXtViXz29+xcmXX6PuyNGO+feAX/Ik4h75pctE5Ndffz1JSUmsXLmSt956i5/+9Kf9LhzW3NxMWVkZvr6+aLVaTpw4wbFjx7jrrruIsEEzfud27n5+fnbZT2YolGtPmguLaM45jkKlYuKL/482Xx/SP1tL8MZNNGfn4NHUjDZqpM3TMWfOHDIzM1m6dCmenp42v581tLW1cfLkSa666qp+AxB719fO7k5/f3+n3RH7fIMJlOJ/9Qi5f3uF2sNHMJ/rKvWJH0fS756grbp6wONBVCpVt3JTKBR9jtlyhRZNVzAk/orl5eUsXLiQo0ePcv/99/OPf/zD0UlC4+tL0u9/R3PRGVpLy/AID7PLG7i1xcXF8cQTT/Duu+/y6quvcv3117NgwYIBjeMwGo188sknjBo1ashsuz5UyvVCreemhntGR+EVE01bTQ2GAH/L+h+tpWV2yef8+fP57rvvyMjIcJlWkJycHPR6vc2nsIuuNL6+TPjj05R8vYG8Fe/gOTKS5Of/YjmnjY6m6fRpWkrLZDyIk3L5AKShoYGrrrqKo0eP8sgjj/DSSy9Z9fotLS00Nzdf/AW8tDB2NK1A67k9GFzRnXfeybfffsvatWs5fvw4N954Y4/fUDtn9tTX13Pw4EFKS0t54IEHqK2ttUm6Osumrq7OZtOHezREyrWTXtuxbXxzYSGlR4/R5ueLuqYW/bk+db3Wg2o75XPy5Mls3ryZSZMmWVoMnNnu3bsJCQnBzc2t37+RvetrQ0MD0PF6dIW9i84f9D1Q/hMnANBaWkZTfoFlRkxzYSHww3iRvu55YblptVqbbdgpfuDyAcjy5cs5cuQIDz300EUFHzU1NUN+V1NrUKlUXHXVVURHR/Ppp5/yj3/8g9tuu43wXgZdNjU1sWXLFqZOnUpk5MAG3ArH6Vz/oznnOPnPPoc6LIwRJaVgNtt9zZo5c+Zw8OBBDh8+zIwZM+x234thMBjIzc3lsssuc3RShq0Lx4Noo6NpLizEbDTiPzn5olo/mpub+/zi2RnYiUvjGgsT9CIrK4sPPvgAPz8/Jk+ezAcffNDtR1hXQkICy5cvx8PDg3/+85/s37+/x8dt27YNgKuuusqeyROXIPy+n6FNSgSjCUNxCQqzGfdxcXbfN2TEiBEkJSWRkZGByWSy670HKy8vj9bWVll8zMHif/UI/pOTMRuNNJ0+bQk+4h972NFJE31w6RaQzl006+rq+N///d8eH3PnnXfaM0nDQmBgIPfeey9ff/01n3/+OYWFhSxZssQyk6SiooKDBw9y7bXXSjOmC1H7eBP16EPoS0qoLygk9+xZkufPc8gS86mpqfzjH/9Ap9MxceJEu99/oHQ6HUFBQYSGhjo6KcNa53gQ2RfGtbh0C8jy5csxm819/gjb0Gg0/OhHP+Kmm27i2LFjrFixgqqqKpRKJXv37iU0NJSUlBRHJ1NcBPeICDwmjMfg7+ewNERGRjJmzBh27NjhtK9jo9FITk4OSUlJTre43nCljY4iaOYMCT5chEsHIMLxpkyZwv333097eztvvvkm69ato7i4mCVLlgy5tQeEfaWmplJaWsr3Pawa7Azy8/Npbm526u6Xzi4sZ+/KEsOTBCDikoWFhfHggw8yduxY9u/fz8SJExk1yrkXWxN96xyY7cgB2qNHjyYyMtLS1epssrOz8fPzc+pB1p2zSi5mdokQtubSY0CE8/Dw8GDZsmWcOHGC6OhoRydHXKLObg9Hdn8oFArS0tJYtWoVRUVFREU5T7O6yWRCp9MxadIk6X4R4iJJC4iwGoVCQXx8vMusYCmcX0JCAiNGjHC6VpDCwkIaGxuduvtFCGcnAYgQwmkplUrmzJlDTk4O5eXljk6ORXZ2Nj4+Pk7VKiOEq5EARFidvqSExsNH0JeUODop4iLoS0rQ63JQ19Y5OikAJCcn4+vrS3p6uqOTAnR0S+l0OpKSkvrcL0QI0TcZAyKs5sLt3AG0iQmE3/czh6wlIQbnwvILBmpzT+K7/AGHlp9areaKK65g48aNzJ8/H39/f4elBaC4uJi6ujqSkpIcmg4hXJ2E78JqLB9eSiXuUVGgUtKcc5zSt1c6OmliACzlp1KijojArFDQfvJ7pyi/adOm4e7uzs6dOx2dFHQ6HVqtltjYWEcnRQiXJi0gwir0xSWW4EPxP3cSOmUKisoqCv70Z5qzc9CXlNh1PxHRnclk6nVabVtJqaX8Iv+/x2n20nJiZybBGzbRnJ1DY0EBbr3s+9NJrVbbrEvC3d2dWbNmkZGRwZVXXumwFXbNZjPZ2dkkJia6xDo3nTN0XGWmjkqlYvv27YN6jtFoRK/X4+7uflFl4grlOFRJACIuyokTJ9Dr9R2/VFWjzD2BGjAGBlBdXkHz1xtQjQhCHRiIsqKSk/v2Yx49Cnd3d8aNG+fQtA9XBoOBsrKyLscqKiowGo2o8wvxAowB/mRXlGM6a8IQ4I8hwB91VTUn9uzDEPvD9GqVSkVwcHCXa4WFhVmW47eFyy67jIyMDHbv3s38+fNtdp++lJWVUVVVxbXXXuuQ+w+UvqSE9vIKzOcCNbXaNd7q4+PjB/V4fUkJ1adOc6qqktGpcwgMDLRRyoQtuEatFE5n3LhxPY75UFVWEbxuQ7fHx82YLi0gDqZWqwkL67o1eefvbaGhFG/agqqmlqTgEFRhoTTk5VFTUwvAuJkzBtQCYktarZYZM2awe/durrjiCtzd3W16v57odDo8PDwYPXq03e89ED29JgPDQjHGJ4CPjwNTZl3OOl5JDI6MAREX7fwxA+7n7b1gBjjvw0jp5SXBhxNQKpW4ubn1+OMdE4M2MQFMJor/+jxnn3+JmtfeAJMJbVIi3jExvT6388ceM0Iuv/xy9Hp9r7sw21p2djYJCQlO26LQ7TWpVOJedpba//zX0UmzKmceryQGTgIQcVEsYz5USmKfepLwe37YjVgBcN5YA1NTk0zJdQHh9/0MbVIiGE3oi4rA2BF8hN97j6OTZuHv709ycjIZGRl2Xya+oqKC8vJyp1187MLXZOzTTxL82EOYFQr0J04OmdfghfkMePgXVF5zNSiVlvFmwjU4ZxgvHC43N7fv/SNO5aECzIGBnKqv++F3tQqFwYhhxjQUSQko13+DoqKSUwcOQm1tn/dUqVSD7gMW1qP28Sbq0Ycs4wc0IcFO2XI1Z84cDh8+zJEjR5g2bZrd7qvT6XBzc2Ps2LF2u+dgtFdUAOAeEYn7yI79aTQRERj8/dDU1NJeXuGU5TlYF+azta6uY6xSWBiGc3V3KORzOJAARPTIaDSSlpbW6/nmUaM5+MU6lNU1TI2JRXHud4WhI2hJufsuzCYjhz/4CDMwY8GCfrfIHuzod2Eb7hERTv0GHhISUOVoAQAAIABJREFUQmJiIunp6UyZMsVui4HpdDrGjRuHRqOxy/0GSxPSMShYX1KM/kwx7iMjaS8psSwo13ne1V2YT6WfL+qaWgznBlgPlXwOBxKAiIuijY7CP3kStUeOcvjRX6O9YAO63JdepbmwELPRiP/k5H6DDyEGIzU1lbfeeoucnBy7dIlUV1dTWlpKamqqze91sdwjItAmJtCcc5z8Z5/DPSISfXExCrMZ93FxTh1UDsaF+VSHhTGipBTMZrRJiUMmn8OBjAERFy3+V4/gPzkZs9FI0+nTAJYR6E2nT1uCj/jHHnZkMsUQNHLkSEaPHs2OHTvssmNvdnY2arXa6aeQdxvHYzKhDw/F/647HJ00qzo/n4biEkuQ5UzjlUT/pAVEXDSNry8T/vg0zYVFtJR2XV9CX1EJCvCfOAGNr6+DUiiGstTUVN577z3y8vIYM2aMTe+VlZVFXFycQ6b+DsaF43haPNzRlZUR5eHc6R6s8/NZX1BI7tmzJM+fJ1NwXYwEIOKSafz9yHvnXWqPHO3xvH/yJOJ/9YgEIsKqxowZQ0REBNu3b7dpAFJXV8eZM2e4+eabbXYPa+scx9NWXQ1lZXZpJXIE94gIPHx8MOhbHZ0UcRGkC0ZcstwXX6b2yFEUKhVKTw/LcZWnJwqVitojR8n92ysOTKEYihQKBampqeTl5XHmzBmb3Sc7O1tmaAlhA9ICIrprb8G74RSU+PX70KaS8o7gQ6kk/mc3cPyfn4JSAWYwtrSQcP8t5L69htrDR2g+sBlteO8j1L0bTkH7KNB4WjM3YghLSkoiKCiI9PR0brvtNpvcQ6fTMWbMGDw9pV4KYU0SgIhu1LWnmLb/ERjAYpOtdSOAyWjd62hb9ycgAXd1EwD6Ni2KzU+idR9DU4sPLR88gNavstdrTQNqRn+OIXiCVfIhhj6lUsmcOXP44osvqKio6LY/zaVqbGykoKCA66+/3qrXtSd1bR16XQ76MaOG5AwRk8nU5V/hOiQAEd0Y/MdwYPrLTJs6td/HepZWwDNv0dTiQ15xAtAReHQq0F9Fi74SMOF551vQRwvIgYMHifa37WBCMfRMnjyZb7/9lvT0dG688UarXjs7OxuFQkFiYqJVr2sPhoZGat9+l+CT31MP1APaxATC7/vZkBqs2blgYp8LJwqnJAGI6E7jSaPPGIiY3O9DtRGg9v4AQ2Njj+ebi8sBOtYCmbawz2s1nqyT7hcxaGq1mtmzZ7N582bmz5+Pn1//XYcDpdPpiI2NxevcrrKupHTFO7Sf/B6zQoEmPBzD2TKac45T+vZKoh59yNHJE0IGoYpL01RY2Gvwcb7oH99ih9SI4WrGjBloNBoyMzOtds3m5mZOnz7tdHu/mEwm2tra+vxpzC/o2C9FqaTymqvx+cUDRP7m15b9UhoLCvp8vnRnCHuQFhBxSVpLzwLgHhqC/mw57qEhjHvkl+iefgZTW5vlcaf++TYTnv2DTMUVNuHu7s6sWbPIzMwkLS0NrVbb/5P6kZOTg9lsJikpyQoptB6DwUBZWdd1dyoqKrp0QajzC/ECDAH+GAL8ycvLQ6lU4h3gj6qqmhN79mGIjUalUvU4biYsLAw3NzdbZ0UMcxKAiB6pVKqB7c1SVYUKaC2vQAG0VlRy6Pm/oT4XfJjp2B23Kb+A3b97GtNNN/R5TyEu1mWXXcbOnTvZvXs38+bNu+TrZWdnEx0djY+PjxVSZz1qtZqwsLAuxy78vS00lOJNW1DX1JIUHILP6FEYS8sorunYEHLczBm4hYf3eQ8hbE1qmejRYNY8KNp7oKO5F1CYTKirayznFIDH6FG0FhSgKChijL//kByJLxzPy8uLadOmsXv3bq644opL+gbf2trK999/z9VXX23FFFqHUqnsN29uMTGW/VJqXnud5ohI9CXFYDKhTUrEOybGTqkVoncyBkRcMsu+DD3QJiUS+X8/xz2iY3vw9vIKeyZNDDOzZ8+mtbWV/fsHMIe8D7m5uRiNRqfrfhmMbvvCGDuCD9kvRTgLaQER1tHbUs9mM/qSko5vX8hW2cK2AgICmDRpEjt37iQlJeWiuxJ0Oh2RkZH4+/tbOYX2c+G+MJqQYGl9FE5FWkDEJStd8Y6lCwY6xn10as45zpkXXrJ8+5I3QGFrc+bMoa6ujqNHe96bqD9tbW2cPHnS6Wa/XCz3iAi8JycP2dde59gxGUPmeiQAEX3qb8rf+dP9AFAqqZ2V0u06bqNiGfE/d8mUP2FzoaGhJCQkkJ6eflF168SJE7S3tw+ZAGSoU5577+n8V7gO6YIRfeppyh/8MO2vc7qf0UuLqqERQ4A/rWNHYzj5PeqqaoyeHqhaWqmJG0vF99/3OO1PpvwJa0tNTWXFihUcP3580OM4dDodYWFhBAUF2Sh1QgiQAET0o6cpf/DDtL/O6X6qpuaOx9fUMg4lDeem+6la9UDf0/5kyp+wtujoaGJjY9mxYweJiYkoFIoBPa+9vZ3c3FzmzJlj4xQKIaTNSvSpc8pfbz/e56b70dnUbTLR8MGqH343my3T/nq7hjSdCltITU3lzJkznD59esDPOXXqFG1tbdL9IoQdyDu/uGT9TcOVaX/CEeLi4ggLC2PHjh0Dfo5OpyM4OJiQkBAbpkwIAdIFI6zgwul+naufyrQ/4UgKhYLU1FQ++eQTSkpKiOinLhqNRo4fP05KSvdB1EII65MARFiNe0SEBBzCqYwfP57AwEB27NjBsmXL+nxsXl4eLS0t0v0ihJ1IF4wQYshSqVRcccUV6HQ6Kisr+3ysTqcjICCA8D72SBHOp3OqtUzndz0SgAghhrQpU6bg5eVFRkZGr48xmUzk5OQwfvz4Ac+YEc6hcxfg83cDFq5BAhAhxJCm0WiYPXs2hw4dor6+vsfH5Ofn09TUJN0vQtiRBCBCiCFvxowZaDQaMjMzezyfnZ2Nr68vkZGRdk6ZEMOXBCBCiCHPw8ODlJQU9u7dS0tLS5dzJpMJnU7H+PHjZU0aIexIXm1CiGHh8ssvx2QysWfPni7Hz5w5Q0NDw6CXbBdCXBqZhiuEGBa8vb25LG4cteu+pji/EN/JyfhMTkan0+Hl5UVMTIyjkyjEsCIBiBBiyDM0NFL8+pvEnsoDoDEjk8aMTBRaT/JDg0maIN0vQtibvOKEEENe6Yp3aD0XfJjP/QCYm1u4PL9IZr+4sM5p0zJ92vVIC4gQwrW1t6CuPQWAyWTuth6Evrya5pzjlt+111zBJ3uyWFJdi8IMHmYzwfnHMGsbB3Q7lUqFUqnA4D8GNJ7Wy4e4KJ27acuu2q5HSkwI4dLUtacI+ORHvZ6vqhsBTAZAqTAyrfQP7PKeQ3OdO16Gc9fY9g9CcvMGdd+aWz/HEDzhYpMtxLAnAYgQwqUZ/MdwYPrLTJs6tcfznqUV8MxbAJjMKs5OeJXp3+7GYKiwPKZaPYvI299A460d0D0PHDxItP+YS0+8EMOYBCBCCNem8aTRZwxETO7xtDYC/JMzqT1yFICT//mq22Oai8vJ/e8WJvzx6QHdsvFknXS/CHGJZBCqEGLIi//VI/gkxHc/4eFB4m8fR6FSUXv4CM2FRfZPnBDDlLSACCFcnkqlYvv27T2ea2trw2w2w/wrUQePwC19JyZ3d9rmX4kxNoYDdXV4BPijrKxi14YNGEfFAh2zKtzc3Hq9nxDi0kgAIoRwefHxPbRu9EAfGkp++k6UhnbGTJlCtUpJoMFIcU1Nx3VmzcQ9IsKWSRVCnCMBiBBi2HCPiECbmEBzznGK//I8ipBgissrwGRCm5QowYcQdiRjQIQQw0r4fT9Dm5QIJhPmsrOW4CP83nscnTQxSPqSEpqOHEVdW4fBYHB0csQgSQuIEGL4MZv7/l04NUNDI6Ur3rEsMBcM1OSexGf5A6h9vB2bODFg0gIihBhWLB9cSiWKsFBQKmnOOU7p2ysdnTQxQJYyVClRR0RgVihoP/m9lKGLkRYQIcSQYTKZ+myKbysptQQfob9+lHp3N3xa9ZS/+DLN2Tk0FhTgFh7e5z3UarVsXOdA+uISS/AR+9STNGk9yd6+g+ANm2jOzkFfUiJjeVyEBCBCiCHDYDBQVlbW63njyZMAKEKCqXfvmGLb4OGOIiQYc9lZKk6cRNXPpmZhYWG9Ts8Vttde0bGCrXtEJO4jI6nLyUHV2IQqKBBjRSXt5RUSgLgICUCEEEOGWq0mLCys1/NtZjPFgLm8gkCjCbfICNrOFHfMhAGCx8Xh1sfzO+8hHEcTEgyAvvgMBX/+f7TmnSYQ6NyCUOnl5bC0icGRV5IQYshQKpV9tk64xcT8MA33r8/jHhGJvqTYMhPGOybGjqkVF+P8qdSteacBMAOd7VZVX32N9tGHHJY+MXBDoiPz9OnT3HjjjQQGBhIYGMjdd99NRUVF/08UQgw7lmm4RhP6oiIwyjRcZ2MymWhra+v1x3fx1V0erwBUUSM7BhSfG8vT1/Pb2towmUyOyZywcPkWkKqqKubOnUtbWxu/+c1vMBgMvPDCCxw9epS9e/dKX60Qogu1jzdRjz6EvqSE9vIKNCHBMmbAyfQ0lqeiogKjsaOjRZ1fiBdg9PejZcY0WtzdUYeF4rv2S1RV1ZzYsw9DbLTluSqViuDg4C7Xk7E8jufyAchLL73EmTNnOHbsGImJiQDMnDmThQsX8v7773Pvvfc6OIVCCGfkHhEhgYeT6mksz/m/t4WGUrxpC6r6BsZOn4YxIABVdQ1lNbUAjJs5Y0CzmYRjuXwJfPTRR1x55ZWW4ANgwYIFxMfH89FHH0kAIoQQLmYwY3nKnv+bjOVxUS49BqSmpoa8vDymTZvW7dzUqVPZv3+/A1IlhBDC1mQsj+tz6RaQ4uJiACIjI7udCw8Pp76+nrq6Ovz8/OydNCGEEDYkY3lcn0sHIA0NDQBotdpu5zw9PQFoamqSAEQIIYYoGcvjuly6C6ZzGpWij5ULZclkIYQQwvm4dAuIj48PAC0tLd3OdR7rfExvAgICCAgI6PW8yWTCLDtlOi2NRgOAn59fv2UthKNJfXUNCoWizy+vMoPGOly6eSA6umOed2lpabdzJSUl+Pv74yXL8gohhBBOx6XDOH9/f0aNGsXBgwe7nTt06BDTp0+/5Hu0tLTQ3Nx8ydcRttFZNnV1dbS3tzs4NUL0Teqra9BqtfLl1Q5cOgABuOmmm3jllVc4fvw4CQkJAGzZsoXc3Fx+/etf9/v8mpqaPrfvFkIIMbw0Nzf3+cWzcwKEuDQuH4A8/vjj/Pvf/2b+/Pk89thjtLa28vzzzzNlyhTuvPNORydPCCGEED1w6TEgAMHBwezYsYPk5GSefvppXnnlFa6//no2bNiAu7u7o5MnhBBCiB64fAsIQHx8POvXr3d0MoQQQggxQC7fAiKEEEII1yMBiBBCCCHsTgIQIYQQQtjdkBgDcjGMRiMAVVVVQ3qdD5PJNKSXo29ra8NgMFBVVTWkp8YN9XLsNNTzKfV1aOhcabvzc0RcnGEbgNTU1ACQn5/v2IQIqxjKb+Zi6JH6OjTU1NQwYsQIRyfDZQ3bAMTX1xeAxMTEIbsnQ2VlJXl5eYwfP37IruoneRw6hkM+JY9DQ0NDAzk5OZbPEXFxhm0A4ubmBkBkZGSfm9G5ury8PMLDwyWPLm445BGGRz4lj66vpqaGnJwcy+eIuDhDt5NOCCGEEE5LAhAhhBBC2N2w7YIRQggh7Km9vZ1vv/2Wffv2UV5ejlKpJCQkhJSUFObOnYta7XwfyV999RXr1q3jueees/qAW+fLrRBCCDHEGI1GXnvtNfLy8pg1axZz5szBZDJx8uRJ1qxZw+HDh3n44YfRaDSOTqrdSABiZ9XV1TzzzDM8+OCDxMfHOzo5VmM2m0lPT+e7776jsrISHx8fJk2axNKlS/H09HR08qxOytF1mUwmNm3aREZGBrW1tYSGhrJw4UJmzZrl6KTZhNRV53DgwAFOnDjB/fffz9SpUy3H582bxzfffMNnn31GZmYmaWlpDkylfUkAYkdVVVW8+uqrlkVshpJNmzbx+eefc9VVV5GQkEB5eTlffvklJSUlPPzwwygUCkcn0WqkHF3b2rVr+fbbb1m6dCkxMTFkZWXxr3/9C6VSSUpKiqOTZ1VSV53HqVOnAEhKSup2bu7cuXzxxRfk5eVJACKsy2QysWvXLtasWePopNiEyWRi48aNzJkzhxtuuAHoWF/F29ubFStWUFBQQGxsrGMTaQVSjq5fjq2trWzbto358+ezaNEioCOPhYWFbN26dcgEIFJXna+uenh4AJCens7ChQu7nHNzc+O1117rMgbkwIEDbNu2jaKiItrb2/H392fatGksXbrU0k3z3nvvUVBQwB133MGnn37KmTNn8PPzY8mSJaSkpPDVV1+RmZmJXq8nLi6O22+/ncDAQKBjbMf69ev5wx/+wAcffMDp06fx9fVl9uzZLF68uM+VbJuamvjyyy85fPgwjY2NjBgxgtTUVObNmzeowE9mwdhBcXExq1atYtasWfzv//6vo5Njda2traSkpHR78w4JCQGgoqLCEcmyOilH1y9HjUbDb37zm24fACqVCoPB4KBUWZ/UVeerqzNnzkStVvPpp5/y+9//nrVr15KTk0N7eztAl+AjIyODFStWoNVqufHGG7n55psJCgpi06ZNbNy4sct16+rqeOONN4iLi+Pmm29GoVDw/vvv8/rrr6PT6Vi0aBFpaWnodDree++9Ls81m828/PLLaDQabrrpJqKjo/nyyy9ZtWpVr/lobW3lhRdeYM+ePcyaNYtbb72ViIgIPvnkEz788MNB/U2kBcQOAgMD+dOf/kRAQAC5ubmOTo7VabVabrvttm7HDx06BHQs9jYUSDm6fjmqVCqioqKAjjff+vp6MjMzOX78OHfeeaeDU2c9Uledr65GRETwwAMP8P7771NWVsbGjRvZuHEjGo2G5ORkrrvuOsLCwgDYvHkzo0eP5sEHH7S0KKSlpfHkk09y6NAhrrvuOst1m5qaWLZsGXPnzgUgKCiI119/ndLSUp599llLa0lNTQ379u2jvb3dcsxsNhMTE8MDDzyAQqFg7ty5rFy5koyMDObPn094eHi3fGzatImKigp++9vfWv7OaWlprF271tIq1fka648EIHbg5eU1ZJck7s2pU6f45ptvmDx5MhEREY5OjlVIOQ6Ncuy0d+9e3n33XQAmTJjA9OnTHZwi65G66px1deLEifzlL3/hyJEjHDt2jJycHOrq6ti/fz+HDx/ml7/8JfHx8Tz99NPo9fou3RkNDQ1otVr0en23606ePNny/9DQUMu9zp9RM2LECMxmMw0NDZZuGIBFixZ1uc/ChQvZu3cvR48e7TEAOXToEBEREfj5+dHY2NglDRs3buTYsWMSgAjHOXnyJG+88QbBwcHcfffdjk6OuEhDvRxHjRrFY489xtmzZ/nyyy95/vnneeKJJ4bVNMihwpXqqkajYfr06ZaAt6ioiE2bNrF3717++9//8swzz6BSqSgoKGDfvn2UlZVRXl5u2cAwKCio2zXP35Omc+zGhXucdR43mUxdjl8YZHR2Y1VVVfWY/oqKCtrb23nsscd6PF9dXd1zxnsgAYiwqn379vHee+8RFhbGL3/5y2H3LWyoGA7lGBISQkhICOPGjSM4OJiXX36ZgwcPMnPmTEcnTQyCK9RVvV7Phg0biI6O7jIFFyAqKop77rmH5uZmsrKyaGxsZPPmzWzcuJGoqChGjx7NrFmzGDNmDKtWrbLs5H4+lUrV7dhAB4Ne+NzOAKW3Qahms5mxY8eyZMmSHs/7+fkN6L4gAYiwom+++Ya1a9cSFxfH8uXLnXIuvujfUC7H+vp6dDod48eP7/KtsXPGRE9v7sJ5uUpd1Wg0lnEdFwYgncLDw9HpdOj1ejZu3NjjAOLOVhBrqqio6NJlVV5eDvzQEnKhoKAgWltbSUxM7HK8qamJ48eP9/q8nsgsGGEVO3bs4LPPPmPq1Kk89NBDTvtGIPo21MtRr9fz3nvvkZGR0eW4TqcDYOTIkY5IlrgIrlRXlUol06dP58SJE+zevbvb+aamJg4ePEhCQgJNTU1A964RnU7H2bNnMRqNVk3btm3buvy+efNmlEolycnJPT5+0qRJnDlzhmPHjnU5vn79elasWEFJScmA7y0tIOKS1dXV8cknnxAUFMS8efMoLCzscj44OLhbf6RwPsOhHIODg5k1axZff/01SqWS2NhYCgoKWL9+PUlJSYwfP97RSRQD4Ip19ZZbbuH06dP861//Ys+ePYwfPx5PT0/Ky8vZtWsXBoOB2267jcDAQAIDA9mwYQPt7e0EBASQn59PZmYmGo2G1tZWq6Zr165dNDc3ExcXR3Z2NkeOHOGaa67pcawJwOLFizl06BBvvfUWqamphIeHc+rUKXbv3s2ECRMG9RqSAERcsqysLNrb26mqquKFF17odv4nP/kJl19+uQNSJgZjuJTjnXfeSWhoKJmZmXz11Vf4+fkxb948rrnmGqdbPVP0zBXrqre3N08++SRbtmzhyJEjfP3117S1teHn58fkyZO59tprLeMn/u///o/Vq1ezdetWzGYzwcHB3HrrrZhMJj7++GPy8/OtttDaAw88wLp16zh8+DAjRozg9ttv73M1Vi8vL37zm9/w5ZdfcuDAAZqamggMDOTaa69l0aJFfS5gdiGF2Ww2WyMTrqampoYtW7awYMECAgICHJ0cmygoKGDv3r2SRxc3HPIIwyOfksehYSh8fthyl9uBkjEgQgghhLA7CUCEEEIIYXcSgAghhBDC7ob9INTS0lLq6+sdnQybqKysBCSPrm445BGGRz4lj0ND51RZV3bdddd12VPGEYbtINSqqiq2bt3q6GQIIYRwUfPmzet1uqro37BtAemcKpSSktJlRUThWkpLS9HpdFKOwiVIfR0a6uvr2bt376CmnIruhm0A0snX19dlp1EJLE28Uo7CFUh9FeIHEr4JIYQQwu4kABFCCCGE3Q37LhghhBDClt577z127drV5ZharcbPz4+JEyeydOlSvLy8Bn3d1tZW2tvbB7XvTWZmJu+//z6PPvoo8fHxg76nNUkA4sKqq6t55plnePDBB7tUpLq6OlavXk12djZGo5GkpCRuvfXWXvuct27dypYtW/jzn/9sr6QLB7uUulNZWclnn31Gbm4uBoOBhIQEbrzxRkJDQx2RFWFnl1J3zGYzmzdvJj09nerqaoKCgpg7dy5z5851RFbs7pZbbsHb2xuA9vZ2SktL2bFjBwUFBTz++OODGtRaUFDAm2++yU9/+lOHBxIXSwIQF1VVVcWrr75KS0tLl+NGo5HXXnsNvV7PHXfcgdFo5LPPPuPVV1/lqaeeQqVSdXn8nj17WL16tQyIG0Yupe60trby6quvolQquf3221Gr1axfv54XX3yRP/zhDxf1LU64jkt931mzZg1bt25l6dKlxMbGkpWVxUcffYRKpSI1NdURWbKryZMnd9t3JTQ0lFWrVpGVlcWkSZMGfK3i4mJqa2utnUS7kgDExZhMJnbt2sWaNWt6PH/gwAHOnDnD73//eyIiIgAYOXIkzzzzDPv27WPWrFlAx2j8L774goyMDPnQGCasUXf2799PeXl5l8dERkby5JNPcuDAgWHxITIcWaPuVFZWsmXLFpYtW8aVV14JQEJCAtXV1WRnZw/butPZelFaWjqoAGQokADExRQXF7Nq1SrS0tJITEzk9ddf73I+Ozub0NBQy5sAQEREBGFhYWRlZVkCkA0bNpCTk8P999/P0aNHOXHihF3zIezPGnVn6tSphIeHd3mMWt3xNmIwGOyTEWF31qg7hw8fRq1WM3v27C7Pve++++ySB2dVVVUFQHBwsOXYgQMH2LZtG0VFRbS3t+Pv78+0adNYunQpGo3GspMtwEsvvURQUJClC72uro4vvviCrKwsWltbCQ0NZdGiRUybNq3Lfevr61m5ciVZWVmYTCbi4+NZtmwZgYGBdsq5BCAuJzAwkD/96U8EBASQm5vb7XxpaWmPffEhISGcPXvW8ntaWho333wzKpWKo0eP2jTNwjlYo+5otVrGjBkDdAQcpaWlrFmzBm9v725vcGLosEbdKSoqIjQ0lJMnT7J27VrOnDmDv78/ixYtIi0tzeZ5cAbNzc00NjYCP7x+Pv74Y6Kjoy2tHxkZGfznP/8hOTmZG2+8EaPRyKFDh9i0aRNubm5cd911TJkyhbq6OtLT01m8eDGxsbFAxxLxf/nLX2hsbGTu3LmMGDGCAwcOsGLFCu69916mT59uScu///1vxo4dyw033EBJSQnbt2+nqqqKp556ym5/DwlAXIyXl1efXSYtLS2EhIR0O+7u7k5ra6vl97CwMJukTzgva9WdTq+//jo5OTkoFAruuOMO/Pz8rJpe4TysUXcaGxupra3l3XffZcmSJYSFhbFv3z5WrVoFMCyCkOeee67bMY1Gw2OPPWZpSdy8eTOjR4/mwQcfRKFQAB1/myeffJJDhw5x3XXXMXLkSEaPHk16ejqJiYmWbpyNGzdSU1PDww8/TGJiIgBXXHEFzz77LBs3buwSgMTHx/Pzn//ccg+9Xk9mZiYVFRVdWmNsSQKQIcZsNlsq1IVk2WDRl8HWnWuvvZbFixdz+PBhPvjgAxoaGrjmmmtsnUzhhAZSdwwGA42Njdx///1MnToV+GEMyNdffz0sApCf/vSnliX4DQYD1dXVbNu2jRdffJGf//znJCUl8fTTT6PX67v8PRsaGtBqtej1+j6vf+zYMSIjIy3BB4BKpWL58uXdXsMpKSld7hEbG0tmZib19fUSgIiL4+np2eO3Vb1ej6enpwNSJFzFYOtOXFwc0PFNqrm5mfXr13P11Vd3m2klhr6B1B0PDw8UCgUTJ07s8pjx48eTnZ1NfX39kN8fZ8yYMd1mwUybNo3QhnlaAAAD+UlEQVSnnnqKjz/+mD/+8Y+oVCoKCgrYt28fZWVllJeX09DQANDvxndVVVUkJSV1O95T69SFa4doNBrAvmO55CvxEBMaGkp5eXm34+Xl5dLtIvo0kLpz+vRp9u/f3+0xMTExtLe3W/q3xfAykLoTEhKC2Wzu9gFnNBqBHz4Ahxtvb2/GjRtHWVkZTU1NrF27lldeeYXCwkJGjhzJ0qVLefrppxk7dmy/1zKZTAP+OzpDi7jjUyCsKikpibKyMkpKSizHSkpKKCsr6zEyFqLTQOrOsWPHWLlyJdXV1V2eq9Pp8PX1HdSKjGLoGEjdmTBhAgD79u3r8tyjR48ycuTIYd1C29m10traysaNG5k1axa/+93vuP3220lNTSUyMtLSCtKXwMBAKioquh3fvXs3//73v2lra7N62i+FdMEMMdOnT2fDhg38/e9/54YbbgBg7dq1REZGyiwF0aeB1J20tDTS09P5+9//zpIlS3B3d2fXrl1kZWVxzz33OMW3KmF/A6k78fHxTJo0iU8++YS2tjYiIiLYvXs3p06d4sEHH3Rk8h2qoaGB06dPExUVRVNTEwDh4eFdHqPT6Th79iz+/v6WY52vNbPZbDk2ceJEtm7dSkFBATExMUBHC9PmzZsxGo24ubnZOjuDIgHIEKPRaHj44Yf5+OOP+eCDD1CpVJYlkaVvXvRlIHXHz8+PX//616xdu5YPP/yQ1tZWoqOj+cUvftGtb18MHwN937nvvvtYt24dW7ZsoaGhgfDwcB544AGSk5MdmHr7OXz4sGUpduhY1j4jIwO9Xs+PfvQjwsPDCQwMZMOGDbS3txMQEEB+fj6ZmZloNJou42w6r7N9+3bq6+tJSUlh8eLFHDx4kJdeeom5c+cSEBDAvn37KC4u5he/+IXd89sfhfn88GkYqampYcuWLSxYsECWIXdhBQUF7N27V8pRuASpr0PDYD8/etqMTqlU4uXlRUxMDAsXLiQhIQHo6LpavXo1+fn5mM1mgoODmT17NiaTiY8//pgnnniC2NhYjEYjK1eu5OjRo2g0Gp5//nk0Gg01NTV8/vnnHDt2DIPBwMiRI1myZImlK6y3zegcsUmdBCDyRuDS5A1duBKpr0ODfH5Yh3TYCiGEEMLuJAARQgghhN0N+0Go9fX1jk6CuASdo8alHIUrkPo6NEj5WcewHQPS3NzMxo0bLYvgCCGEEAOlUqlYtGgRWq3W0UlxWcM2AIGOIKS/tfWF8zOZTLL+hHAZUl+HBnd3dwk+LtGwDkCEEEII4RgShgshhBDC7iQAEUIIIYTdSQAihBBCCLuTAEQIIYQQdicBiBBCCCHsTgIQIYQQQtidBCBCCCGEsLv/H5Q+4jIH8d8JAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, grand_mean=True, grand_median=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Both long form and short form keywords are available: i.e., ``box_grand_mean_ATTRIBUTENAME`` or ``grand_mean_ATTRIBUTENAME``" ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, grand_mean=True, \n", " grand_mean_style=':', grand_mean_color='#FF0000', box_grand_mean_width=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group means that correspond to the first level of grouping (i.e., same as the vertical divider lines). By default, the mean values are depicted with horizontal dashed magenta lines. Style are controlled by ``box_group_means_ATTRIBUTENAME`` or ``group_means_ATTRIBUTENAME``." ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, group_means=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Diamonds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``box_mean_diamonds`` or ``mean_diamonds`` keyword allows you to overlay a diamond on the box which shows vertically the span of the data for a given confidence interval (default = 95%) and a horizontal line for the mean value of each group. The following keywords are available to modify the diamond from its default style:\n", "\n", "* ``box_mean_diamonds_alpha`` | ``mean_diamonds_alpha``: transparency of the diamond 0 to 1 (default: 1)\n", "* ``conf_coeff``: confidence interval from 0 to 1 (default: 0.95)\n", "* ``box_mean_diamonds_edge_color`` | ``mean_diamonds_edge_color``: edge color of the diamond (default: '#FF0000')\n", "* ``box_mean_diamonds_edge_style`` | ``mean_diamonds_edge_style``: edge style of the diamond (default: '-')\n", "* ``box_mean_diamonds_edge_width`` | ``mean_diamonds_edge_width``: edge width of the diamond (default: 0.6)\n", "* ``box_mean_diamonds_fill_color`` | ``mean_diamonds_fill_color``: fill color of the diamond (default: ``None``)\n", "* ``box_mean_diamonds_width`` | ``mean_diamonds_width``: width of the diamond from 0 to 1 (default: 0.8)\n" ] }, { "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.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, mean_diamonds=True, conf_coeff=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Violins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot distributions with violin plots that show kernal density estimates of the data. By default, these violin plots also contain a small boxes with whiskers to indicate Q1, Q3, 1.5 * IQR and the median of the distribution. Discrete data points are disabled by default but can be turned on with the keyword `violin_markers=True` (box style shamelessly appropriated from `seaborn`)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the style of the violin density profiles and the associated boxplot using keywords starting with `violin`. Note that the standard box styling attributes are ignored when adding the violin plot. The reason for this is to make it possilbe to maintain different default settings for regular box plots and violin plots in the same theme file." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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ht9vR1dWles3n88Hv92s+htGOpQXI7Nmz0dTUhF/84hd4+OGH4fF4AADhcBi/+tWvUFNTg7lz547YRnd3t+5rHhAEQeQK+zClVwhGzxwQQRDgdDoRiUQUcaAlkUjCNU8lsAKBwIgPnv39/ZqNazRhaQFit9vx7LPP4u6778bSpUvxuc99DqIo4he/+AUOHDiAX/3qVzS9iiCIooB1erUUIOzCsHqXY5cFiNY5IPF4stgZhWCMw9I5IABw55134q233kJVVRUeffRRPPbYYygvL8drr72GT3/600YPjyAIggvslFhBQwHChmD0FiCyGIhG7BmOLAyqAWIOLO2AyFx//fW4/vrrjR4GQRCEZqgcEA1njbLuit4zAGUBorUDwuaYkANiHJZ3QAiCIEYDeuWAsCUxjAjBANA8ByTCOCwkQIyDBAhBEIQFULkROjkgRoVgYjEbtCzCGiUHxBSQACEIgrAAeiWhGlkUVFWMTMM8EDYEQzkgxkEChCAIwgKwAkRLkSAYmAOi14J0FIIxByRACIIgLIBKgKA4c0DYZTO0zAMJh5Ntj7RUB6EtJEAIgiAsgEqAaFkJFcbPggGAcFjDEEyYHBAzQAKEIAjCYmiZpmGeHBAtQzCUA2IGiqIOCEHohiQBcolmn8/YqzUxqtBrFoymbWdAvyTUZNsUgjEOEiAEkQXnzp3D4cOHYQ+FcNcDDwAA/vDccxA9HjidTsybNy/n5dUJIl+0zAFh0TsEw4qBSFifHBAKwRgHCRCCyEBvby+efPJJxGIxuGMx3HV5//r16xF2JH5Czc3N+MY3vmHcIInRRRYuhc0+BvjbB4CSEri97QjjRSAL4WKkp6dbDgg5IKaABAhBZODChQsZV0w+ffq0TqMhiMw4HVehrO4/gR8kXLkyANHYp9EzcBeyESFGoXJAtMwBIQfEFFASKkFkIBqNKtvzFnQq2/c9eAR1dUEAiYXC9J6ySBDpcDnWwGZThwSdjmWw2cYYNKLs0MsBYdsmB8Q4SIAQRAZY92PcuAFle8GiSyiviKQ8jiA0JZOJIaS+eQsw94wP/QQIOSBmgAQIQWSAdUAcTrXLwf6bBAhBFIZeSahUB8QckAAhiAywwsLhUAsQJ/NvVqgQhJZIGqaKGpkhos4B0dABYfJLPB6PZv0QI0MChCAywAoQ5zAHREp5HEHwRmBrzmipEthyIzrXuWEFiF45IOSAGAcJEILIgNoBUb/mpBAMYQCa6g8DLRBWDIRC2pdit9lscAz9URO6QQKEIDIwUgiG/TcJEEJL9HJA2PCOkQ6ItoXI7Ep/er9HIgkJEILIgCoJdagAcVIOCKE/WroU0igIwcjihqbgGgsJEILIgCoHxDXUAaEcEEIfbLbk5VrLJFQjc0CcTqfSZ1gnB4QwDhIgBJEBtQOifvR0kgNCGIC2DohxIRhBEBRRENYoB0SSkgKEElCNhQQIQWRgpFkwTsoBIXSCFQNSXMNpuAZXalcEiEbTcGMxAfHLfz+agmssJEAIIgOUA0KYAZUA0bAfVoCwYR+9kAWIVkmorLNCIRhjIQFCEBkYqRIqhWAIvVDlgGjogMTjxoVgAMYB0SgJldaBMQ8kQAgiA6oQzNBKqCRACJ1gxYCW6x4amQMCJPMyRNGGaJR//1SEzDyQACGIDEQiyQXnRqqESgKE0BL1LBjtMEsIBtCmHDs7u4ZyQIyFBAhBZIAVFkMFiMspKtuUhEpoiV5JqGYJwQBAOMT/FkU5IOaBBAhBZIAVIPYRpuGyTglB8EYdgtFnFozRDkhIgzwQygExDyRACCIDsgBxuUQMfSBkC5NRCIbQElUIRsMYjJkckIjGAoRyQIyFBAhBZEB2NoaGX4buIweE0BK9HBC2baMdEC1mwpADYh5IgBBEBpIOyHAB4naTA0LoAysGNA3BMF9zwwWIBtVQ2SRUEiDGQusQE9y4ePEiuru7AQB2ux2TJk0qiqWuFQckhQBxucRhxxGEFuglQMwUgtEkB4SSUE2D9e8OhCnYsWMHnnvuOdW+CRMm4Jvf/Kbll7uWhYWbERsyrCghAUJoiVqAaNdPXDJPCEaLaqgUgjEPFIIhuHDw4MFh+06dOoVQKGTAaPghiiJEMSE8UjsgJEAIfdDPAUndp15QDsjogQQIwR2Pp3jqYYTDYWXb7RnugLjdYspjCYI3upViF83jgGgjQCgHxCyQACG44/UVjwBhXY1UIRibDXBeLkZGAoTQEiNCMHa7NuuxjIQqB0SLJNQQTcM1CyRACP4YvJYET9QOSOqrvjwThkIwhJboFoIRzZOEqnUOCJViNxYSIAR3tCySpDcqAeIe7oAAydCM1fNdCHPDChCR6oDkTSSSfE/kgBgLCRCCC6p1KorIAWFFRaocECApTCgEQ2iJEUmoRodgNKkDcrlNl8tliMAiktBfn+BOnHFAikmAeNI4IJ7LwiQajSozZgiCNyoBIo4WB0S7EAy5H8ZDAoTggl4XR73JxgHxeGgmDKE9ehciEwTBkAcIVhhEIho4IJdDMDQDxnhIgBBcUK1TYXAhI56wAsTrTT27x+NNCpBgMKj5mIjRCRsO0XQWzOUHCCPCL3K/cgVlTabhXg7BkAAxHmvfHQjToBIgBmfR84QVFKzQYGGFCQkQQiv0ckDkBFcjHx5kcRAO8R1DPA5EoyRAzAIJEIIL6pU6U++3Iqyg8KURIOSAEHqgmgWjQw6IkQJEDsOEOYdg2JAOCRDjIQFCcIEVGmLROiCpQzA+Zn8gENB8TMTohA2JaCpAROMFiCwOIpxDMKyjQkmoxkMChOCC2h5ObBuVxMYTVlD4/KkFCFv5lRwQQiv0DsEYlQMCMAIkYuNaV4h1VEiAGA8JEIILqYSG1cUHMESApCkxz+4nB4TQCr0roZohBCNJAqIRfuOI0DowpoIECMGFVBcrq8+AAZKCQhAk1XRbFtYZIQFCaIVuIRgT5ICoaoHwFCCUA2IqrH+HIExBqotVMTggg4ODABIuR7rrcUlJbNjxBMEb9TRcLUMww/vTG1UtEI55IGxhMwrBGA8JEIILqcRGMTggsqDwl6Rf4ZcNwZAAIbRCr2J/omgb1p/esOKAqwMSphwQM2H9OwRhClI9LVldgIiiqBQi8/ujaY/zlyRfIwFCaIVu03BNkAPChkeiHKfiUhKqubD2HYIwDcXogAwMDCjbJSM4IF6vCJst4VuTACG0QhWCkbTMARnen96oHBCO68FQEqq5sPYdgjANxeiAqARIaXoHRBCSAqW/v1/zcRGjE/1CMMZPw9UqB4RCMObC2ncIwjSkEhtGXsB4wAqQ0hEECACUlkWVcySehQsI4jJ6hGAkSV3Hxyg0ywGJUBKqmSABQnChGGfBsG5GRgFy+fVYLKZawI4geKHHLBhWO5vFAeFaB4QEiKkgAUJwIdXFyuoOCCtASspGFiBsiIbCMIQW6FGIjHVWzCJAIhyTUCOUhGoqSIAQXCjGQmR9fX3KdllpZMRjy8qSr7PnEQQv9BAgbLtmmYYbIQekaLH2HYIwDcWYA8IKidIMDkgZ8zoJEEIL1Dkg2vTBJreaR4DwdECS78npdHJrl8gPh9EDIIqDYpwF09vbq2yXl2dwQJjX2fOsRGdnJ7q6ugBJgu1yHkvc40lM8wFQVVWF6upqI4c4qtHFAZHMJ0B45oCwbdE0XOMhAUJwoRhzQGQnw26Pp10JV6bc4gJk3759+MlPfgIAcMdi+NVLLwEA7rvzToQdycvEF7/4RcydO9eQMY529EhCNYsDwroTfEMwyb8hOSDGY+1HVMI0FKMAkYVEeUUk7TowMuUV1s4B2bdvH9fjCP7oUQdENGUOCL/rSDRKOSBmggQIwYViS0KNRqNKHZBM4RdALUB6eno0G5dWsBVcFy3uULavX3MOi5d2pDyO0BeVANGoEqoUT92f3mjngCTbcjgoAGA01r1DMHR0dOChhx5CfX09ysrKcM011+D99983elijilRuh5V/4GwYpaIiswDxekW4XInMQKsLkP9xz3Fl+9bbT+Mv7zua8jhCX/R2QMwyDZd1LQpFzgFxOp2Wr1NUDFj3DnGZ/v5+rF69GufPn8fXvvY1VFZW4tlnn8UNN9yAHTt2ULxaJ4otBMOKiIrKzAJEEBJCpb3da2kB4nSKcLrjqtdcrjgcjjhiMRsJEANRzYKJj3BgAbDCxsgbNOuAcC1EdlnMUPjFHFjeAfnBD36AQ4cO4ZVXXsHjjz+ORx55BO+99x4EQcCTTz5p9PBGDcUtQMJZnSMfFw6HEQwGNRmXVsjhJn+KRfcSa90kphmTADEOVoBIOtQBMfL3qxIgHB2QWDTpgBDGY2kHRJIkPPfcc7jllluwevVqZX9DQwN++MMf0pdMR4pNgHR3dyvblVk4IABQWZU8rru7G16vl/u4tECSJEWAyEJjKP6SKHp63MpaN2Rf64/aASnuQmRaCZAoOSCmwtIC5OTJkzh37hy+9a1vAUhcSAcHB1FSUoK/+Zu/MXh0o4tiEyBdXV3KdmVVdg4Ie1x3dzeampq4j0sLgsEg4pfXYE8nQEpLE86IKIoIhUKWEVfFhD4OSHLbSJEpCAIcDgdisRiiUX7jkAWIlfPTiglLh2COHDkCAKivr8ff/u3forKyEqWlpZgyZQpeeeUVg0c3uii2QmSsA1KVpQBhj2MFjNlhV/0tKU1d78RfQmvdGI26EJk2fZjFAQGSLkg0yudBRpKSAoTccXNg3TsEknH6xx57DK+88gqeeeYZ/PKXv4TP58Mdd9yBjRs3GjzC0UOxOiA2W1xV5XQkKi0qQLJZ9ZfdzwoWQj9YR0K71XBNKEA4JaGKoqC8P3JAzIGlP4VwOHHB7+7uxuHDh1FZWQkAuO222zB58mR85zvfwY033mjkEEcNxSpAKqsyFyGTsaoDolr1NwsBQg6IMei9Gq5ZBEgsxue9UhEy82FpAeL3+wEAn/jEJxTxAQAVFRW4/fbb8dxzz6G/vx+lpaVp26isrFSdO5R4PA5JkvgNukiRxSCL3+9HVVWVpv3KF6ny8vIRP+dcCAQCyiyWbMMvAFBVnTy2r69P8/fOC5FZ2Yxd1ZeFXYxPFEXLvDezUej31WazIR6Pa+iAJLe9Xq+hn7O8VkssxkcIxRgBkum9CYIwogAjB4UPlg7BjBkzBgBQV1c37LW6ujolKZXQnmIqRNbRkaz8WV0Tyvo8lyuO0ss3cLYNs8MWXUu36i8bhrJinZNiQb4pavVMZM4cED7jYJNZKQfEHFjzDnGZOXPmwO12o6WlZdhrJ06cgMfjQW1tbUF9BINBBAKBgtoYDaTKC4hGo5qHIuTPpre3F9Fo6ptnrhw/nqwEWl2TvQMCANXVYfT3udDT04O2tjZLXOja2tqU7XRl58sYYdLW1mapEJOZKPT7KueB6OGAhMNhQz9n+b3GYjZIkrIoc95EY2wIKz7ie/P5fIrDTmiHpQWI3+/H7bffjvXr16OlpQWzZ88GkBAff/zjH3HbbbdlzEPo7u5GLDbySqdEZoopB6Szs1PZrq7O3gEBEo7JyROlkCQJXV1dqK+v5z087rAOSFkWDogVF9srFrQWIGy7Rtd6YR3UWEyA01mY7cOGYDI9GAQCgREfPCkPig+WDsEAwJNPPomKigpcd911eOKJJ7Bu3TqsWrUKHo8H//RP/2T08EYNRStAcgjBDD3+0qVL3MakJbIAEQRJCSENpaw0CkGQVMcT+qN1CIZt1+gQjFqAFD4Wtg2rhoeLDcsLkIkTJ6K5uRnXXHMN1q1bh+9///uYN28etm3bhqlTpxo9vFFDMQkQVjjU1OYWgqlhQjaskDEzsqAoLY0i3Udmd0jKDBkSIMYhuxKSVqvhmmga7lAHpFDYNkiAmIOi+BQmTZqE3/3ud0YPY1RTjALE6RTTzgpJR02ttRwQURSVkEqmRfcqKiLo73Oht7cXoiha9vO1MrIo0KMQmZlCMCIHB0QkB8R0WN4BIcxBsQiQeDyuCIfqmnDWNUBkaiwWgunr61OmmVdUjOz2yIvtSZJEMXCDUETBqAvBcHBAmBonVrw2FSMkQAgupJo3b8WnjL6+PiUpuSbH/A8gUQ3Vbk88nlpBgKhX/R3ZAWEX5WNL1RP6oXkIRqPk1nzgnQPFrD0WAAAgAElEQVQiUgjGdJAAIbgx9KnCik8ZbP2O2rrcBYjNlpiKK7dl9iJ27FTETEXXhi62R+iPIkA0ap9t12gHhL1+8MkBSb4fK16bihESIAQ3ikGAqBNQcxcg7HmRSMT0U1ZzWfXXqqXmiwk964AYDXv9EEUODohIDojZIAFCcKMYBIjKAakN5tVGbV3yPLOHYVQOSHUGAVJtvRk+xYbmOSBmTUIV+c6CseK1qRghAUJwo9gESE0eIRhA7ZyYvSQ7KyRyESDkgBiLHiEYowWIygHhEIJhXRRyQMwBCRCCG8UkQARBUnI5coXNHTG7AyILEIcjnnHKcVlZBA6HdRJsi5GkA6KRODBtCIaHACEHxGyQACG4YXUBIkmSIkCqqsNwOPK7GtcyDkh7ezuXsWmBJEmKAKmuCWWccpxIsE28t87OTtMn2BYzmlVCZbaNdkDYJFgSIMUJCRCCG1YXIAMDAwiFEjfYfPM/gMTNXC5bbuYQDLsgWm2WCbdyeCkajZo+wbYY0XoWDOusGC1AtExCNXqGD5GAPgWCG1YXIIVOwZVxOiVlRomZBUg+75c9zszvrVjRsxCZ0fAOwcTJATEdJEAIbpAASSI7CsFgEAMDAwW1pRWqhNscHRDA3OElonDM5IDwmHYsxkmAmA0SIAQ3htqaVrM52RtyXV3+IRgAqK1Pnm9Wp4AVEHX12b3fOgu8L6I4UOWAcBAgcQrBmA76FAhuFJMDkm8RMplaC0zFVQmQLAVXPSNA2trauI+JyA4TRUo0gxUJEofF91gXhQSIOaBPgeBGsQgQQZAKFyAWyJWQBYTDEc9YA0QmMTsorjqf0A+jwyJ6wn0WDAkQ00GfAsGNoYLDaj9yWShUVETgdBb2jMlWQzWjABFFURlXbV0w61V/bbbke+vo6IAoiloNkRjlqBwQDnVPyAExHwV/CseOHcNDDz2E2bNnY/LkyVi9ejUA4OTJk4U2TViMoT9qKzkgg4ODCAQCANT5G/lSU5N0FMxYtOvSpUuKeGhoyO391l8+XhRFU743ojhg3R4eSahsGIcEiDko6FNoaWnB4sWL8Z//+Z84cOAATpw4gW3btgEAli9fjmeffZbLIAlrYGUHRL0GTGHhFwBwueKoqEyIEDPOFrl48aKy3dCYmwBpbKQ8EKPQs/ib0YXm2OtHnHMOyGgKZZmZgu4Q3/nOd9Db24uKigo8+OCDyv7e3l60t7fjq1/9KrZs2VLoGAmLYOUcEPZJnocAYdsZHBxEMFi4q8KTCxcuKNuNTYGczm1oTB7PtkPoh1a3TzPdl9UChEIwxUhBn8KWLVsgCAJefvll/PSnP1X2l5WV4Z577kE8HscPf/jDggdJWAMrh2B4zoCRMXMiKiscWEGRDaxgIQGiL4oroZkCMc/8GnUOyMjHPp9Fe2wbJEDMQUGfglzGef78+ar9giDgBz/4AQBg+/bthXRBWIihP2or2ZzqImR83IqaWvMmosrCwWaLKzkd2VJXH4TNlrianz9/nvvYiPTIAkSPX5bRIZhcckCyEyAUgjEbBQmQCRMmAAC2bt067LWSkhIAQH9/fyFdEBaiWEIwNbX5rYI7FNZJMVOypiiKSu5GXX0o50X3nE5JKUjW1tZGM2EMQKv7J9us0QJEXQeEQxIq83ZIgJiDggTI7bffDkmS8MADD+A3v/mN6rUnnngCADBlypRCuiAshJUrocqrwpaURuDx8LmhsrkkcvtmoL29HbFYDADQNCa38IuMfF4sFjOdu1PMKA6IRqESs96XebxbckDMR0F3iG9/+9tobGxER0cHHnzwQeVDraqqwjPPPANBEFTJqURxY1UBEo1G0dPTA4BfAioA1NSYMweEDZs0jRnMq42mpuR5586dK3hMRHZonQPCChujHRCVSOAwFHJAzEdBd4iKigq88847mD59OiRJUv7r6emBJEm49dZb8dWvfpXXWAmTY1UBwroT1TV8wi8A4POL8Ppiw/owGlYw5O2AjE2eR3kg+qOHA2ImARLnUIiMBIj5cBTawNSpU7F37148//zzeOutt9DW1oba2lrcdttt+NSnPkUf9CjCqgJElf9Rw88BAYCa6hDOBErQ3d0NURRNkRfDCpCxY/NzQMaMJQfECOKXC2LYNHNAkttmEiC8HRDCHBQkQPbu3Ys5c+bA6XTi/vvvx/33389rXIQFseosGLUDkl6ACEItSir/ATg0G4hE4Ct9HYH4swBiac+prg3hzJkSxONxdHd3o6amhufQ80IWDB5PLOs1YIZSVRWGxxNDKOTA2bNneQ6PGAHNQzA284RghvIHx8fxB8edEEUb4nEBTmEcvJdfewXA7Ze3o57/BUlK3ovujKzHJ6Ivq9qyyrWp2ClIgMyfPx8+nw8LFy7E0qVLlf8mTpzIaXiElbCK4zGUbEMwlSUvwW6/ApiW+LcfcyCEqzAY/G7ac6qZG3xXV5fhAiQQCKC7uxtAwsXI9zpssyXCN8ePlaG7uxuBQAA+n4/jSIlU6JmEGudRfpQhHo8jHA4jFAqp/gsGgyn/3dnZidLSUgiCgA/en4P4ezFMkn6vtHfdddfhnnumAkiIjz9e3t8b+ldEYptTvTuu74conIJDMIFAANu2bVNKsANATU0NlixZogiSm2++udBuCAtgVQHS1dWlbFdXp3dA7PYrhu+zTRyx7apq9VTcadOm5T5AjrBuxZix+eV/yIwdN4jjx8oAJFyVqVOnFtQekRlZgGj1U7ON4IAMFRDphEO6f4fD4bSuisvlgsfjUf7zer3weDyIxWKQJAmTp3Rh3oJOeL1ReDxReLxRNDaM1eaPQOhGQQLk61//Onbt2oXdu3djYGBA2d/R0YHXX38dr7/+OgRBUKb8EcWNVW1N2QERBAkVlZGczhUyPFWxjgordIyCFSBjx+WX/5Hq/LNnz5IA0QHZlcjXAQkFHegf9CIUdCIUciIUdCIYdCjb58/74fP5IAgC9u/fjxMnTihCIhxO7w6mEhDl5eWor69XCYqhAkP+L1Vu1L59+7Bnzx4AwJhxHViyTB3q87py+60S5qMgAbJu3ToACaV84MAB7Ny5E++99x5eeuklxeYlRg9WdUDk72p5RSTnolyZqKoylwBRJaByFiCE9iRDMPmd/+/Prkq5OKLLFYPHG4VNiMNms0GSJLhcLkycOHFE4eD1euF2uzVPrrbmow2RiYJDMEDiyXfWrFmYNWsWHnjgATz55JP49Kc/jZ07d+LnP/85jy4IC2BFByQSiSjVelmxwAu2TTOIclkoCIKU8yJ0Q2lsCkAQJEiSQDNhdEKZBWPLTyjf+vF9kHAcHk9CcHg9Ubg9MdjtifYOHyrDvz01FwBwxRVX4NZbb+UzcIJIgSaPrFVVVfj9738Pp9OJjz76SIsuCBNiRQHCioJKDQSI1yfC40mEII12QGKxGC5evAgAqG8IwuUqLMnQ5YorJdkvXLhAJdl1QBYg9jwFyNRplzB5SifGjO1FdXUAPn9UER+AWtjwTkI1E2ab4TNaKUiA3HTTTfi7v/s7vPzyy8NWxfT7/ViyZAleeOGFggZIWAcrhmBYAaKFAwIkhY1coM8o2tralHysMXnW/xiKXEeEFTeEdig5IHkKkEywP2GjBYjqt5Lh2ebe7FosYDSEFhQUgtm4cSM2bdqk/LuxsRFLly7FokWL4PP58Pbbb9NT0SjCig6IXIIdQM4JqNlSWRnBhfN+xGIxDAwMoLS0VJN+MsEz/4NtZ/euWqX9MWPGcGmXGI5caRrQZxaMmQSILUPSbTYCxExF1ogEBQkQt9utyow+f/48Xn75Zbz8crLoC9UEGT1YX4Bo44Cw7fb09BgmQNRTcPkIEKqIqh+sIMiUA5Lv6rEjTcPVm1wckGwgAWI+ChIg/f392LNnD5qbm5X/jh07prxut9vx3e+mL9JEFBdWFCCqHBCNHJCKimS7PT09GDdunCb9ZIJdsyXfEuxDGTMumchKAkRbchEgvT1e+L0jHpIStl0zudc8rixmWmiPSJCTADl8+LCqkJLD4cCiRYuwaNEifPnLXwaQSLTbs2cPOjo6sGDBAqoNMIqwogDp7e1VtsvLNRIglWoBYhSyQCgpiaKsPMqlzfLyCPz+KAYHnSRANIYVIGziaCo6O31oasy9D5vdPDdp9v3yyHmx4OWp6MlJgMyYMQPl5eVYtGgRlixZovzHPtFVVVXhuuuu4z5QwvxYWYAIgoTSMm0ECCtsWMGjJ/39/ejr6wMANBVQgn0ogpAIwxw+VIG+vj709/cbFmIqdlQOyAgCRBQFdHflVxbfzuSWGO2AqHNACm9PMFF+C5Eg5xBMb28vNm/ejM2bk7X26+rqVIJkyZIlqK6u5jpQgtAC+aZcUhqFVrWUypkQjNyf3rDhl6YC638MpWlMAIcPVQBITMclAaINrCAYaRruyRNViMXy+zKbKQSjzgEp3AGxUQ6I6chJgDzyyCPYtWsXPvroIwQCyYtYW1sbXn31Vbz66qvKvgkTJijrwXz961/nN2LCtFjNAYnH44og0Cr8AgBlZSYTIGP4CxCZc+fOGb7eTbGSbUiiZV8jZkzLb/kLuz3Zh5kECI9LC+WAmI+cBMjTTz8NIPFDaGlpwc6dO7Fz507s2LED+/fvRzSajCufPHkSp06dwu9//3sSIKMEqwmQQCCgXNTLyvjkRKSitCyqVAw1SoCwdXqaxvBJQJVhK6oOrQdE8EPlgKQJwcTjQOv+Bly1Ir/P2MYYJ0aHKXJJus0GM9U4IRLkNQvGZrNh7ty5mDt3Lv7qr/4KABAOh/HnP/9ZESU7d+7EoUOHuA6WIHgil2AHoFn+B5C48PlLohjod6n61BNWGDQ0Brm23dhIAkQPshEgp09VYWDAg+rq5GfyPLIt1GUuB0QtQApvj3JAzAeXtWCARE2QZcuWYdmyZcq+/v5+7N69m1cXhMmxmgPCioGSUm1XbC4tTQoQSZJ0/VtJkqRUKa2oDMPr5Xtj8fpEVFSE0dPjxsWLF3V/f6OFbGbBtOxrQGlZCCWlIWVfTgLEpDkgPBwQOwkQ01Gwruzs7MT69euxceNGXLp0SfVaaWkprr322kK7IAhNUDkgpdqFYACgpCQhcKLR6IjLmmtBf3+/krPV0MA3/0Om4bILEggEDHN5ip1MDogkAa37GzFr9sW8C2ews2uMvkmz75eHACEHxHwU5IDs3bsXa9asUQmPSZMmYfny5ViwYAHGjBmD06dP45vf/GbBAyUI3gwOJuPkJVoLEKb9wcFBeDweTftjaWtrU7Z5h19k6huDOHigUumvrKxMk35GM/I6PkBqAXLubAV6e72YPTf/MBjbrtEOCO8cEDvlgJiOggTIo48+io6ODtW+Y8eO4fjx4/jNb36j7CMBQpgRlQDxaytA/CVqAaLnNHVWgMir1/Kmnmm3vb2dChBqgDoEM/wG2rKvAX5/GBOv6My7D7MKkEyF17KBHBDzUVAIprm5GYIg4NFHH8WPfvQjAEBDQ4OyaBJNdSLMDCtA/CXa5oCUMO2z/epBe3u7sq2VAKmrS+YcsP0R/BgpBCNJQMv+RsycfbGghE2bLek2GC1A2P55VEKlHBDzUZAAGRgYAJBwQr70pS/B7Xbjpz/9KQ4ePIjFixejpKQEW7Zs4TJQwvxYTXCqBIhfWwHi9xknQNgQKSsUeFLLCJuhrijBB1UIxqH+rV28UIauTj9mz7lYcD+yu2K0AOHtgNhM5O4QCQoKwTQ2NuL06dM4cuQI5s2bh8bGRhw4cAC33HILfvazn2H+/Pl44YUXsHLlSl7jJQhuBIPJm6bPp60A8TIChy3ipweyALHb46is0iYBtrIyDJstjnjcNiwZneDDSA7IT3v/Em995VacmHoXbDbAbpsOuaTHKwBuv7wd9f4AEpLfvzsj6/GJ6Muqtux2CdGoWvAYQTbTjnPBTOElIkFBAuTqq6/Gr3/9a9x22204evQompqa8Pbbb+Mb3/gGJkyYAAD43e9+h3/7t3/jMljC3FjNAWGFgFdjAeLzJtsPhbRxIVIhSZIiCKqqw1zqKaTCbk+0f6nDi87OTpqKqwEj3ZDLXzuAb479AHeP3QMA8Hu/B5/9cwAS4uOPl4/rCn4bYvzEiP04HOYLwZAAKU5yuhy1traq/v2tb30LXq8XbW1tcLlcmDFjBt5880088sgjuP/++wHobzcTxmE1ASI7IE6nqFx0tYIVOHo6IIODg8q03+pqbYVPTU2in1AoRL97DWAdCYcjGZ5obytBR3spZs8tPPwCAHaHOUIwvKfhkgAxHzkJkHnz5uHzn/+8Uu1w7ty5eP3117Fq1SoAwN133w1JkvDss89iw4YNEARBeY0gzIYsQDycC3OlwuNJ9sGGfrSmq6tL2a6q1rb+CNt+d3e3pn2NRtibpoO5mbbsb4DLFcOUqXxyb+S2zRSC4fGAwM4coiRUc5CTABFFET//+c8xdepU/MM//AMGBwexevVqbNy4EQBw880343vf+x7cbjckScLChQuV2TFE8WM1B0R2BrweHQQII3L0DMH09PQo25VV2pWbBxJVVmVIgPBHnYSavIG27m/E9JltcDr53FTlBFejBUimace5Qg6I+chJgNxxxx2QJAmBQADf//73MXnyZPz7v/+76sP8+7//ewwMDKCrqws7d+5UckGI4sdqAkQWAm537hej53M8nnVA9KyEygqQigpt+61kBEhvb6+mfY1GUjkCnZ0+XDhfzmX2i9K2SWbBaJkDYrS4IhLkJEBefPFFbNu2DVdddRUkSUJ7ezsefvhhzJ49G+vXr082arOhoqKC+2AJc2MlWzMWiynjdeXhgOQqQFyuZB+RiLZOBAsrBMrLM/crCBUorXgGOH0aOH0apRXPQBDKs+qLbZ8ECH9S5YC07muE0yli2gx+tVfM4oBkqvyaK2zejNHiikiQc078ihUrsHXrVrz44ouYMWMGJEnC4cOHcdddd2HVqlVobm7WYpyEBbCSA8KKALdLe+HkYvrQ0wFh12UpK89c7bXM9xN4/J8Cxo0Dxo2Dx/8plPn+b1Z9lZYl2+/r68t9sMSIpLoht+xvwNRp7SqBO5RsF6KTkW/U8Xjc0IcK7jkgDnJAzEbek/LuuOMO7N+/Hz/5yU/Q2NgISZLw/vvvY+XKlfjkJz+JI0eO8BwnYQGs5ICwAsSVRwgmV2y2xGwbILEgnV6wQoAVCOmw2cZmtS8VZUz7tCAdf9Q35Dh6ejw4e6YSszLMfsldgJgjVyJdzku+OCgHxHQUVBXAZrPh85//PI4cOYJ//Md/RElJCSRJwosvvog5c+bgK1/5ChUlGkVY1QHhlbyXCdkF0dMBUa13U6LfejdylWSCH+oQjITW/Y2w2+OYMaNthLNyh034NNIpSDfrJ19YEUMOiDngUpbI5/Phsccew7Fjx/DlL38ZDocD0WgUP/7xjzFlyhQeXRAWwEpPFawLoZcAcVzuR8+LnyxAPJ6Y5rVOnE4JHk9M1S/Bj6GOQMv+Bkye2gGPl+/3yeE0R6giXd2TfHFQCMZ0FFQJVeb48eNoaWlBS0sLent7UVtbiwsXLkCSJLJiRxFWCsEMfZrUA6dDfwEiFz3zabzWjYzXF0Mo5NC93PxogBXN0YgDp09W4Y679nDvx2ESB2SktW/ygZJQzUdOAoQVGq2trWhpacHBgwdT1jWwkh1P8MGyAiSNA/Ki8+N4yXWH8m8X85q8vsZgZBECsedRWhpSypynWl8DMGZ2gVz0zKtDsTW5n27oW+tktMB+b86erYYgSJg5i2/4BTCPA8IKLnJAipOcBMiUKVOGre+QSmhUV1dj7ty5uPLKK3HllVcWNkLCMgx9qjDzeiDZ1Bj4RPRllZCorTinbMvraxxvO4Z/+Zdfo6Q0hKXLTmHJ8tMoLU2d46H3GhuiKCoX2nxqneSDXO8kGo1CFEXY7fYMZxDZwt40T52owRWTOuHz88/rcZgkV4K3S8m+Lz0TwYn05ByCYQWHvP7LlVdeqRIcjY2NXAdJWIOhN9Z4PG7aGxCvBLex43rwla+9g+0fTMR7707Gu5unYvbcC1h+1QmMG98DVn/JQkcvAcImu+olQNh+IpEIvF6vLv2OBuQbsiAIOH+uHLfdsV+TfsziFMh9Oxxx8HiOYXO9yAExBzkJkLVr1yoi48orr8T06dPhcHBJI+HC3r17sXjxYjz66KN4/PHHjR7OqGPojdXMT8BsuEjIYqGrrk4fatPU1qtvGMDtd+7HmpsP4sNd47D9g4n4jx9fjaYxPVi+8iTmXnkeTmdcWVArHo/r4g6xT3muPGqdPI/cp3CyF3kSIHyRb5pOpxOSJGDmbP7hF8B8DgiP8EuiHXMIKyJJTurh1Vdf1WocBROLxfDggw+StWYgqQSIWVGtM5GFAHltwyxMf2TkY7zeGFauOoEVK0/gyKE6NL8/ES++MB9vvjoTi5eeBjvpTG8Bki7PZSQKFSB0keeL/Pd0uVwYO64nbaivUMzyGSoChNMsNbYduk+YA/PYFwXyz//8z2hpaTF6GKOaoYLDzDcgVoBkWur78KFaHGxtyLptmw2YPrMd02e2o6PDj+3vT0Tz+xMRDjvg90cRDochiiJsNi6z4NPCu5JkNlC1Se1IOgIOTJ/Jb+2XoZjFKUg6PnwEiFmEFZFE2yugTuzbtw/f//738dhjjxk9lFHN0B+1mX/kbC7TSEZELCbgtT/OxhWT8yuoV1s7iFs/3oJv/d1G+Eu6YLfbUVpaip/85CfYtWuXpuvCsAIkk8jiBduPlWZFWYFYLAaXywVBEDBrzgXN+jFLCEZ2KZxOPt9dNtmcHBBzYHkBEovF8NnPfhY33ngjPvOZzxg9nFHN0B+1mQVItnywdRK6uny49XZ1wl+uoQm3W4TX24++vj709/ejvLwcL7/8MtatW4c33nhDk+Xr1SKLBIjViUajcDqdiMViqKkOataPWUIVSQHC53skCMnlEIrh2lQMWD4E8y//8i84cuQI1q9fT18qg7GSA5INfX1ubN40FctWnER9g7q0eK4ChCUWi+Hee+9Ff38/tm/fjl27dmHbtm2YMWMGli9fjkmTJnHPDzFiNrRZp2BbFVmAhEJB2DiUJk+HGRwQSZK4J6ECiRon0Sg5IGbB0gKkpaUF3/ve9/Dss89i7NixOHnypNFDSo8kAXJ1SJ/PmDuCxlhVgKS7lL/52kw4nSKuX3OYTz9DOqqqqsLatWtxww03YM+ePWhubsZ//dd/oa6uDsuWLcP8+fPhdrvz7o8VAJKkz/dNr35GI5FIBIIgIB4PaXr5cJqgEFksFlMcvHxmcKXD5YwjCBIgZsGyAkQURXz2s5/F1VdfjYceeijvdiorK1FZWZn2dXnKZC7jam5uHmap20Mh3HrPPQCADf/v/0H0eFSv+/1+rFixAp4h+63E0L+T1+tFVVWVpn06nU4AQHl5OUpLS7M+r6ysTNlO9fGePFGJPR+NxZ1374GX01obbD/V1dWqKewNDQ246aabcOTIEbzzzjvYsGEDNm7ciBUrVmD16tWoq6vLuT+5CioApIuGDK326rTVQb63ydVeJVsdov7/Up2Xrtor209lZaXmn7/VyPf7CiRuyrFYDHaHtrPLWMfB5XIZ8hmyawnxmgXDtiWK4ojvSxCEEZPEzVR+wspY9q+4bt067NmzB1u3blVW3JVv+oFAAJcuXUJ5ebnyg9eLV155Bb/97W+H7XfHYrj18vZvf/tbhFN8gQ8fPowvfOELGo9QO4YmVGqZYFko7MUlHlc/TsbjwKt/nIOx47qxYNEZbn2y/aS6uAmCgGnTpmHatGno6urCli1bsG3bNmzevBmzZs3Ctddei5kzZ2Y9e4atwSKKqR+Zh1Z7rSzdCof9CgDJaq+xeDu6Bz+bVZ/sezRrDRgrEo1GEY/HE2EYjo5AKsyQA6JarZpjCEbOJzHztWk0YVkB8sYbbyASiWDp0qXDXlu3bh3WrVuHzZs349prry2on2AwmPXCWpIkYePGjXn3tW3bNtx2222WdUGGrv/R2dmJrq4uTfuUP5ve3t6cLpbsE9ZQAbJz+wRcOF+OLz68FTxnyrL9dHd3Z8yRWL16NVasWIG9e/eiubkZP/rRj1BdXY3ly5djwYIFGb8nAwPJvJVYTJ98c7afwcFBzT9/q5Hv9/XAgQMAEjdOn19jAcJMw+3r6zPkM5QfKgFwFVysABnpffl8Pvj9fm79EqmxrAB56qmnhoU52tra8JnPfAb33Xcf7r//fsybNy9jO93d3dzinCdOnEBnZ6fy78994aCybQ/GgZcS2w/81WGI3uSF+oXfTEJ/vwvRaBR79uzBsmXLuIxHb4rBAQkMOrHxT9OxcPFpjB3Xw7VPuR+bzZZ1gqbT6cSiRYuwcOFCnD59Gs3NzXj99dfx1ltvYcGCBVi+fDlqa2vTnisTi+mTmxGLJv+uZFPzo6WlBfF4HPF4XPOaLmZYM0XlgHAMwchtxePxESs1BwKBER88aZV3Plj2CrFo0aJh++Qk1EmTJuHGG2/UeUTAjh07lO37HjyMhYuSYgSDyR/RvAWdgD95oS4ri+DpdVcqbVhVgAy9WJk50StdeGLjn6ZDigu4ae3BVKcVhNxPPqEJQRAwYcIETJgwAX19fdixYwd27tyJ7du3Y/LkyVixYgWmTZumElasAIlG9AmHRCKp+yfyJxaL4eDBg9wLc6XDDAW7Cl1GIB0uF61VZCYsK0DMRjQaxYcffgggMdd8/sLsbcvJU/pRUxPEpUteHDp0CD09PaioSLPwiEmRJEm1+BmAYf82E+zTuSwMzp8rw87tE7D21laUlPB3b8TLLkShzkBZWRluvPFGXHvttdi/fz+am5vx3//936isrMSyZcuwaNEieL1euFwu5ZxwWJ8QDCtA2P6J/Dlx4gRCoZAS4uQ5LTUVZqiEygoQrg6IS+3ukAAxFhIgnNi/f7+SVzBvQVPbl2MAACAASURBVJeyLHk2CAKwdHkHXtswHpIkYceOHbjpppu0GqomRKPRYbNgzByCYV2IWNQGSQI2vDwHtXX9WLbipCZ9xkTbsL4LweFwYP78+Zg/fz7Onj2LDz74AG+99RY2bdqEefPmYfny5XA6nYhGowiH9HFA5H6cTqfmpeZHC/v370dlZaUSctZagDhNkISqmQNigvdGJCkqATJx4sScpszypLm5WdleflXuq1TKAkRua82aNZYq5JTK7bCKAxKLCfjzR2Nw+lQV/urzH6hKNvMkxskBScXYsWPxyU9+EmvXrsXOnTuxY8cO7Nq1Cz6fD4FAAME8BEg+xdbkfqyaSG02RFHEgQMHMG/ePBw/fhwAv9Lk6TBDITJVDoiL37Rj1gEx8wPSaIEeUTjQ29uL1tZWAEBFZRjTZ/Tm3EZtXQhTpibOa2trM3dRtRRYTYCw+QnhkANvvjYTc+aex6TJnSOcVRhygqaWyZklJSW47rrr8I1vfAOf+tSnYLfbUVJSAileh3c3T8bgYPZ5GfkIkFAw8d7I2ubDqVOnEAgEMHXqVGWfng6IGUIwfHNAyAExEyRAOLBjxw5l3Ytly9vznrq5fGW7sv3BBx/wGJpuDJ2Cm26fWWAFyKVLNQiHnLj5llZN+5TzI/TIjbDb7Zg7dy5KS0vR19eHSCSGzRunYd0/3Yg/vDAP58+VZW4kR+JxIHTZASEBwoeWlhaUl5ejpqZG2TcackC0ngUztA/CGEiAFIgkSerwCyMicmXBwktwuRN24+7duy31A0klNthKnGZDFiA2mw19vRVYfd0RVFRqJ5gkKVkjQ8/ZIT6fD6IoIhAI4OGvbsb1aw7j+LFq/Pj/rMZ//Pgq7P1zU9oiZbkSDDqUUuw+n49Lm6OZeDyO1tZWzJo1S7WysWOUhWC4OiDu5N+RHBDjIQFSIKdOncLFixcBAJOn9KKuLv+bmMcTx8JFiQI8oVAIe/bs4TJGPbCaAyK7ED6fDzZbDFevPq5pf7GYoNyc9ZwdwhZTkiRg9bXH8L++tRl/ed8u2B1xvPD8Qvzwn2/A2xunor8//3VnAGBwMBlaoiJOhXP27Fn09/dj9uzZKiGguQPiNH7ZenUIhl8OiItyQEwFCZAC2b59u7K9/Kr83Y9UbbBtm51UboeZBYjT6YTL5YLT6YTb06N5bYVwOJkEapQAGRhICAS7XcKsORfxuc834ytfexczZrXhvXcm44f/fAMGBvIf2+AACRCetLS0oKSkBOPHj1cLEI2/q2ZzQHhWQmUFiJlz1EYLRTULRm9isRh2794NIFH7Y8GiwhMYJ0/pQ3V1CJ2dHhw8eNAyNUFSCZBsS9gbQSwWg9frRTQahUvU/kkoEjamPkZJSYmyPTAwPPRT39CPj39iH266+SA+3DUWsWj+03XZ9nNdaI1QI0kSWlpaMGvWLNhsNpUQcGpcCdVulyAIEiRJMIUAcXEUXKybQiEY4yEHpAAOHDigqv3h9RZuFdpswJLlHQASFyFZ4JidVGLDzALkvffegyAICAQCiEa1/xmwDoieU1QzCRAZry+KlatPoKIy/7ydgf5k++SAFMb58+fR09OD2bNnA4CuIRhBSPZhCgHi1sYBoRCM8ZAAKYBdu3Yp24uXdnBrd+myZFtWFiDBYNCwuiwj0d3djS1btsBmsyEej+tSpCsUMiYEwzoR/X3aJr/295MDwouWlhb4fD5MnDgRwFABov1vSu7DFAKE6oAULSRA8iQSiWDfvn0AAJ8vipmz+C1cVt8QxNhxiZVMT506pVoZ0qywq8uWlCZ+2LFYzJQ25xtvvAGv16tMFQ3pIEBYkaPnFFWVAOnXWID0kQDhgRx+mTFjhlI1V08HhO2j+OqAqNeCIYyFBEieHDx4UEliunJ+F/enkoWLk6LDCrNhWAFSWxtKud8MHDt2DC0tLfiLv/gLRQiIog3RqLZVZ1mR43YXNtskF8rKkvU++nrzc14iWS5k19eXbJ/tl8iNtrY2dHZ2KuEXQH1D1joJFQDsBjsgbIIoO3W2UCgEYy5IgOSJ7H4AwPyF/KtnzpufXMyO7cussEKjviGZRzAwMGDEcFIiiiI2bNiACRMmYN68eSonIhjMLx9bQnbCk21fTwdEJUDyDMEEA05kE0nr6022TwIkf1paWuB2uzF58mRln/4hGPPkgLi51gEhAWImSIDkgWyRAonZL/mUXs9EfUMQNbWJG/mxY8dMXdQLSAoNjyeGsvLIsP1moLm5GZcuXcKtt94KQRBUyaDBYOan/GhseD5OLPZhVn2z7euZhOp2u5Wck3wdkFjMhmNHazIe13u5fZfLRWvBFEBraytmzJgxZL0ivUMw5skB4en4uJkQDE3DNR4SIHnQ1taG3t6E6JgyrY9rjFJGEIDZcxKrX8bjcRw9epR7HzyRhUZJSRSlpdFh+41mYGAAb7/9NpYsWYLGxkYAaicilIUD0jPwSQz2PQVs2AC8+CL6uv4GgfAzWfVvlAMiCILiRvTmKUAcjji2vDM543GywCH3I386OjrQ1tamCr8AUFdC1UGAOE3igDidYt5LW6SCQjDmggRIHhw5ckTZ1sL9kJnGtM32aTbkUt8AUFIaUwmQ/v5+o4al4s0334TNZsONN96o7GPLhQcGswnBhBHo/yFw223AXXchHHwp6/6DgWT7epcplwVBMOBQ1qPJBa8viuNHa3H2THnaYyIRmyKyysvTH0eMTEtLC1wul2rxOUD/EIycAyKKoiEz2WR3ws1xCi6gzichAWI8JEDyQF4WG4Cygq0WTJnSl7JPs8GKjLKyiOkEyJkzZ/DRRx9hzZo1qps/60QEAtrW5AsYKEBYQZBPHojLJaK6ZgBb3pmS9hg2/4MESP60trZi2rRpw9YLMmoWDKB2X/RCcUA4TsEFyAExGyRA8uD06dMAALs9jrHjtJvlUVIaU/JAzp49a8iFIBtYkVFaFkVpWVKA9PX1pTpFN+LxODZs2IDGxkYsXrxY9ZrKAdFagAwaE4IBoKqkm28eyKprjuFASwM62lMXGGPDOyRA8qOrqwvnz58fFn4B1CLArmMdEMCYMIwsDng7IA6HBJstruqDMA4SIDkSjUbR3p5Yr6WhMQBnlitTOl0rgfvuAz72MQDZ152QBU40GjVtPRA5HwYAysojqiRUowXIhx9+iHPnzuHWW2+FbUgwma3WOZhVCCZ/jFyojc3J6OnOT4DMX3gOJaVhvPdu6lyQ3h4SIIXS2toKh8OBadOmDXuNFQF2uw4hGLtx68FIkqSIA55FyGRkUUMCxHhIgOTIpUuXEI8nvsCNTdnMTPGi3P8rVNT+HvjlL4FXX0VF7auwCQ1Z9dfYlKww2tbWls+QNYcVGeXlUfj9MeUCxooTvQkGg/jTn/6EefPmYcKECcNeZx0QrQWI7LC43W7V7AY9YAVBIYmoK1cdx56PxqK3Z/gMF7ZdSkLNj5aWFkyZMiVlnRi9k1BZB0Rv5zUajSp5J7wdECCZB0KzYIyHBEiOsC4EW3ArHU7HAric16v3ueYN25cOtg+zOiA9PckqsGXlEdhsUFwQIwXIpk2bEIvFcPPNN6d8nXUisktCzR95pVi98z+AIQKkJ/8y8EuWnYLTFcO29yYNe40ckMLo6+vDmTNnUoZfAOOSUAH9BYhWZdhl5Loi5IAYDwmQHGFvqJVVmRW0gNRVLwVkVyehsjL5I2Fv9GaCHVdlZeJvUlGRGPfAwIAh5dgvXryIHTt24LrrrktbFlwVghlhobZCkaSkw8IuDqcXPBwQAHC7RSxfcRK7doxHYFD99+phBIgVVm82G62trbDb7ZgxY0bK11U5IEUeglFVQdWgxIGc2EoCxHhIgOSIKuGyVPsba2mZOYt6sbCirPyy8JAFyNDX9UCSJGzYsAFVVVVYsWJF2uPUK8Vq54AEg3bE44mfmhGrxPJyQABgxcqTkCQBzR9MVO3voxBMQezfvx+TJk1Km6DMigCbLgLEJA4IxzLsMnJYJxaLmTaxf7RAAiRH2IqkXp/2TwZeX/IHYtZqqF1dibLxdntcEWWsO9Td3a3rePbv34+TJ0/illtuGTHfwm63Kxf8kZaqLxR2mXojHBCv16tM6yzEAQEAf0kEi5acRvO2K1RrxMjtOp1O3Wf5WJ2BgQGcOnUqbfgFGJIDYi/uHBBVGXYtckBoQTrTQAIkR9hwglsDdT4UtwV+LLLAqKwMK1ULjRIgkUgEr7/+OmbOnDmsmFMqZEEwoOFKsay4MUKAsNVQ2Xod+bJy9XGEQg7s2jFe2Se3W15eDkHQdmG/YuPAgQMAgJkzZ6Y9xsgQTNHlgNB6MKaBBEiO6H4hMPBJJBuCwaDizFRWJX/MVYwA6ezkv1hfOt59910EAgGsXbs2q+NlQRAMOhCLaXPj7O83fpl6OQwTCDgLXvm3sjKIK+efx7YtkxCLCYhGBQQCifdI4ZfcaWlpwcSJE0cMz8kz7wC9BIhxdUDUK+FqNwtmaF+E/pAAIQpCDr8AQHVNcsZOVXU45TFa0tnZia1bt+Lqq69GVVVVVuewgkArF8ToEAwwdFXcwsIwALDqmqPo7fVi75/HqNojAZIbwWAQx48fHzH8AhjhgCT7YMWPHqhDMPwfuqgaqnkgAZIjbDErUcz9SfL5HI+Px5N92O3ZFzDTC9bdYF0PVoDo5YC89tprKCkpwerVq7M+hxUg/RoJkP4+4x0QlQDhEIapbxjAjFkX8d47k9HbQ2XY8+XAgQOIx+OYNWvWiMcZKUD0dl61ngXjpvVgTAMJkBxRL5Gd+58vVwHC2uV6F7DKBrY2SQ1Ts8Tvj8HjSVi3egiQo0eP4tChQ1i7dq2y/Hw2sIIgn3VSsqHPBCEYVoD0c3BAAGD1tUfR0VGKgweSRfWMen9WpbW1FePHj8/oHKkFiPaOhM1mliRUDRwQJqxDIRhjIQGSI+zNLRzW/s8XCSddj1QVEo2GFSBsCEYQkoKkq6tL04uYKIp46623MGnSpIxW9lDUN2atHBDjQxRaCK3xE3owcVInWvaNVfZRCCZ7QqEQjhw5ktV3lg2D6D0N18gQjCYOiAUS+0cLJEByxONJFhALh7QPiYRC1hEgNbXqpwlZgMTjcU1nwhw5cgQ9PT245ZZbcp6Bob4x83EGhsIKGzMIEJ6hptXXHkVvT4nizhmV42JFDh06BFEUM4ZfAP1DMDazCBANHBCnixwQs0ACJEdYARIMaR8SCQaTAoTt2yx0dHQASEyXKy9XP03U1oWGHceb/v5+tLa2YvHixaivr8/5fHVuhDYCRK6R4fF4cgoP8UQlQDg6PVOndcDjCSrfTXJAsqe1tRVjxoxBZWVlxmNZAcKGR7TCyBAMKwq0qANCOSDmgQRIjrBFloIB7R2QYNC4ZdwzIYqi4oDU1IYw1Hxg17HRaiG9TZs2weFwYNWqVXmdzzs5MxVyu0bmR2g120cQgNKyHjidTtjtdsoByZJoNIrDhw9n5X4AQ0IwOly1zROCoVkwxQwJkBxRCxAdHJCAeQVIZ2encnGqrx9epbWO2dfe3s69/xMnTqC1tRVz587N2x3iPT11KJGwDaHLTpmRM0TY0Eg/56qvkhSCKIrweDwUgsmSY8eOIRqNZp2zJP/OBEEaJvS1QBDMIkC0qIRKAsQsmG9ahclhVzNl3QmWF50fx0uuOwAAglAD9nL/CoDbAcRcn0bcqX5qvzOyHp+Ivqzax4ZgjFhJdSRYUVGnswARRRGvvvoqmpqaMHHixLzb8Xg88Hg8CIVCBa+Tkgq29LmRAsTj8cDhcCAWi3FfeG9w0IlQKASfz4eBgQFThgrNxqFDh1BfX4+ampqsjpeXp9cj/yPRT3K76OqAUCEy00ACJEdUOSDB1CGYT0RfVoSEy3Edykv+W3ntdgB/BDAQ+TWCkf/M2B8rcsx2Yb948aKyXd8wXICUlUXh9cYQDDq4h2B27tyJtrY2PPDAAxgcHCyorfLy8oQA0SAHpNcki7QJggC/34/e3l7uC+8NDjgRiUTg8/mwdetW3HHHHVzbLzZEUcTRo0excuXKnM4B1M6ElrA5IHoLEK0robKixoiVuokkFILJEb1nwbB9mE2AsKKioXG4ABGEpDDp6uri9rQxODiITZs2YeHChWhqaiq4PdmZCIftqllHPOhl8kqMXqZeLvU9OOCExOk+JknA4GBC0LhcLnz00Ufo6+vj03iR0t7ejnA4nNOUcdkB0SP/A1ALHYnXlyVL9MwBIQfEWEiA5Ag7FTYcyf/PF5eyC+SytUbMNg2XdUBShWAAoKExoGzzckHeeustSJKENWvWcGmP53L1Q+ntTn5mRs8QkQVILGZDpIDvLkskYlMK8pWVlcHpdOL999/n0naxcvbsWVRVVaGuri7rc9gcED0QmK+HUSEYQZBUq/LygmbBmAcSIDkiL2sOANFI/k/Lze9PRH9fZkERjSY/IrZvo5EkCRcuXACQWAXX6039pMI6I/LxhXDu3Dns3r0bN9xwA7eERy0FSA8TgjGLAwIAAU4J1IHBZDslJSVYunQpduzYoSxQSKgRRRHnzp3DjBkzcqpZI7sQgk5XbJsJklDdblGThFsnJaGaBhIgOaIuxZ7/ryMw6MKP/m0Vjh+rHvE4tty7mUqx9/b2KjeZxqZA2uMaGQekUAESj8exYcMG1NXVYenSpQW1xcIKg+5uzg5IjzmSUAF1EjMrHAphkGnH5/PhqquuQjwex/bt27m0X2ycPn0a0WgUM2bMyOk8JQRjgANiVAjGqcEMGIBmwZgJEiA5wi5Gxy4UlyurrjmGuvoB/NdPl+PdzZOR7iHDrIvRnT9/XtluHJNegDSNSSaIFipA9uzZgzNnzuCWW27h+rfQ0gFhBU02Bae0hJ3GzUuAsE6Kz+dDSUkJFi1ahPfff58u7ik4ePAgfD5fzkXzkg6ITkmoJsgB0WIKbqJdCsGYBRIgeSBbp/n8Lu+9/H+3O4YH/7oZq687irfemIlf/3IJggHzhFgyoRIgIzgglVURZVE69pxcCYVCePPNNzFnzhxMmjQp73ZSwQqD7m6+eTa9lwWI1+s1rAqqjMoBSTOFPFdS1alZuXIlQqEQPvzwQy59FAvxeByHDh3C2LFjc14yQBEgWgwsBezwDAvBaJCACiSmGDsccVVfhDGQAMkRSZIKyki/l9m22YA1f3EI9z24A6dPVuJH/2cVzp1Nb9Pr/SQyEqyYGDMm/TRYQQCaLjskXV1deecGbN68GeFwGDfffHNe548EG4Lh6YBIEtDTkxA0RrsfwJAaNpyq+LJCRm6/qqoKc+bMwdatW3Uv421mTp06hUAggLFjx2Y+eAjJJFTeo0qDQQ6IJEmah2CApAtCAsRYSIDkiLokMp8f5vSZ7fib//ke/P4I/uPHV2Hn9vGKu8IuvW2mi/m5c+cAJDLVR3JAAKBpbFKgyOflQnt7Oz744ANcc801miRylpWVKU+kPB2QgX6nksNjdAIqMLSGDR8HJMTUwmFDPKtXr0ZPTw/27dvHpZ9ioLW1FSUlJaiqqsq7Db0EiF46ZyhsXQ6tQjBs2yRAjIUESI7EYjFl2+Hk9wOprArioS+9j0VLzuDlF6/EH16Yj0jErpqGxvZtJKIoKlNw6xuCcDpHFmJjmByRXAWIJEl49dVXUV5enlPhplyw2+1KHkh3Fz8HxEz5H8CQZQR4hWDSrFXU0NCA6dOnY8uWLbpb+GYkHo+jpaUl59kvMooLoVMSqlEKROsaIMm2E99JKkRmLCRAckT1A+EoQIBEXPL2O/fj7k99hJZ9Dfi/P1qJeDx5gTfLj+XixYuKGBo7LnMVUvaYs2fP5tTXgQMHcOzYMdxyyy2aTkOWBUJ/vwvRKJ+rb3dX0k0xgwBhHRBeBddCI6zWvGrVKrS3t+Pw4cNc+rIy586dQ19fH6ZPn15QO7pFYJhtPUMwWq8DI+O8LG6oEJmxkADJEfYHolWMcv7Cc/jiw1shijYcPjRJufGa5cfCiogxYzMLkKYxg0oBpVwESDQaxWuvvYZp06YVfOHOBBsi6eEUhmHDOWYLwYTSLCOQK6yQGVoob+LEiRg/fjzeffddU+UvGUFLSwv8fj/GjRtn9FCyQq+CZ0NRCRANyrArbV++dsdiMXLoDIQESI6wIkCLhZJk6hsG8KWvvIeqqj6UlJTA6/WaprjTmTNnlO1xWTggHk8ctXUhAInk1WxzWd577z309/fjYx/7WF62dS6oZsJ0cRIgXeYNwYTD/AVIqtWar7nmGpw5cwYnT57k0p8VkSQJLS0tmDlzpmoaPzEc9QOedtdXKkZmDujXkCOsAPF4tE0KdbtFzFtwHIFAAG73/2/vzOOjKq///7mzZJns+0YWAiEkbBEwBEISwqIgi4JL3WpbeamArdr6tf4Ul1brt69qv1atWktrK0oRpYgim4BsCUlYw5JJCHsgJCH7Ovvy+yPM5A6TZbZ778zkvF8vXkzu3Hme58595t7PPec85/hi79696Ojo4LRPW2BbMWxxwQBAYmI3gN4nDnYK94Foa2vDwYMHMWPGDJsrhjoDOzDQVcnI2ELGmcBDV8G2ULjKAjJUraIxY8YgJiYGRUVFLunPE6mvr0dbW5tdtV+GK3wHod7aJ8EvJEDsRKVSmV9zaQEx4eevh1qtRldXF5RKJT766CNcuHCB834HwmAwmC0goWFqBAXb9uNNTOoTKmwLykDs2LED/v7+mDVrlkPjtBe2QGhtcY0FpNWNY0C4sID0V6uIYRjk5eXh3LlzLknF74nI5XL4+/u7JH8NX44Ro421qlwNlzF2bCgbqntAAsRO2JPVl2MLCNAncvR6vbn669q1a7Fv3z5BfJfNzc1mEZaY1G3z59j7Xr16ddB9L1y4gMrKSsyfP5+3AnxcJCMzWUCCgoLcoo6PRCIxuwBcFYRqEjIikWjAUgETJkxAaGjosLSCmNwvY8eOdatMxkPBFjpcuz/ZsK0RfOQBubVPgl9IgNgJX1Ha5j5ueQp47LHHUFhYiL179+KLL76AQjF4Dg5XYxH/kWSb+wUARthoAdHr9di2bRuSk5MxceJExwbpAK62gOh1DDpuFqJzB/cL0HsjMQk6V1lATO34+voOeKMSi8XIy8vDmTNn0NLS4pJ+PYXGxkY0Nzc77X4xf7d8WSYEihnmywIilZIFxB0gAWInFgqdwx+ICXauEa1WC5FIhNmzZ+Oxxx7D9evX8dFHH9m9tNUZ2NaLpGTbLSCBgTpERPRaTmprawe03pSVlaG5uRmLFi3i9ckrICDAnCq91QVBqG3tPmYztju4X0yYBIhG7ZqfvvpmO0NZqiZPngyZTIZDhw65pF9PQS6Xw9fXF6NHj3aqHWfKPzgCuxs+A2ctLSD8BKGSBUQ4SIDYCXsFh6syoQ4GOxEZu++0tDSsWrUKwcHB+Mc//oGysjJeljpaCBA7XDAAkHhTsGg0Gty4ccPq/a6uLuzduxfZ2dmIi4tzbqB2wjCMWSi0tvg6faFvbe6Lt3AXCwgAs8gayAJiNFpbtfrbZkLDsoAMhlQqxfTp03HixAl0dXXZOlyPp7KyEunp6U5XsuZdgDhRaNMZeAtClZIAcQdIgDgBPw/oA19xQkNDsXz5cmRnZ2Pr1q3YuHEjp7lC2AGoIaFqhITa98NNTh48DmTXrl0Qi8WYM2eOcwN1kIiICACAVitGd5dzMRstbrYCxkSfC0bU781MofoTDPom898GfRMUqj/125bRaOmCGYpp06ZBLBajpKTEgZF7Hi0tLWhoaHDJ6pc+AcK/MODTEmmxDJdcMF4PCRA7YZsjDTY8JRiM/T/tDbTdaj9WH/2ZQiUSCRYuXIif/OQnOHv2LD755BM0Njba1La9NDU1mXOR2ON+McH+TE1NjcV7V69eRXl5OebOnWtRNI1PLOJAnHTDsONI+FhGbCsmC4jBIIJOZz1/Nbq9aL2RC+T2/mu9kQuNbm+/bel0jHl+2lLp19/fH9nZ2Thy5IjFajJvRS6XQyqVIi0tzem2+LaAsK873hiESi4Y94AEiJ2wVzNotUN/fTp9ORSqD2E09tVxUSm+hka73ab+tJq+PgZbSTFhwgSsXLkSDMPgk08+walTp2xq3x7YVovkFOcECLstg8GArVu3Ij4+HlOnTnVukE7AFiAtza4TIO5oAQEAjWYgN0wXUFIClJT0vh4AthvH1tVKM2bMgF6vx+HDh20csecil8uRlpZmkzgbCpMIMPBkAWELHT5jQNj1rqQSfiwgJECEgwSInVgW9LJlJYEePao/oqUhC5g0CRgxAl1tz8II21aQDFTsqz+ioqKwYsUKZGRkYOPGjfj+++9dWsDO0QBUE7IAPSKjei0otbW15piW48ePo66uDosWLRI0U6TJBQM4bwFpcdMYELZQUKuc+67Zgay23mSDgoJw2223obS01Ksv/O3t7bh+/brLko+ZfhdGnlbeC2UB4aPUBUACxF0gAWIngYGB5tddnbbHCRgNLcDp04Cd1WC7WLEIAQEBQ+7v4+OD++67D0uWLMGxY8fwz3/+E21tbXb1ORBst4kjAgTos5xotVrU19dDqVRi9+7dyMrKQlJSkkvG6ShsAcIWEI5gsoD4+/sPKRz5xBYLiK04YgEBgJkzZ6KnpwcnTpxwqn93prKyEmKx2GU1jEwCRK/nRwwM5frlCgsLCE8xICRAhIMEiJ2YyrYDrlmuORTsdN62FjRjGAbZ2dl48skn0d3djY8//tjpiqTsANTwCBWCghyzrNzqhvnxxx+h1+tx5513OjU+V+AqF4xe35fMzJ3iPwBLS4WzuUDYAsYeARIREYHx48ejuLjY5rpAnkZFRQVGjx7db3p6RzBbQGx0wRgNrf1uNxj73261n0AChK80B+y2XWklJuyDBIidhIaGmpfUNTVy/2Tb1Nh3AbP3ZpaQkIBVq1YhKSkJX3zxBfbs2eNw9tSGhgazedRR6wdguRKmuroatd6tiQAAIABJREFUhw8fRmFhIYKCghxu01UEBweb42xaWhy/cbS3+Zov4O7kfgFuccE4mQtEPUQa9sHIz89HW1sbKioqnBqDO9LV1YVr1665tPaLSQTYEvgOAAr1Gii71wI3b656fR06un8Oo9G2WlLsywSfGVz5EiC35lcihIEEiJ2IRCJER0cDABpv+EGr5dYkWne9d0WIj4+PQwmtZDIZHnnkEcyZMwcHDhzA2rVr0dNjewZTE84GoJpITO4xl/q+cuUKIiIikJOT43B7roRhGLNgaGl2PBdICysAle3WcQcsY0CcdcHYHwNiIi4uDmlpaSgqKuIlfw2fVFZWgmEYjB071mVtmkSAwcDYOC8V6O74f4CPDxAQgNaGKdDodtvcnztYQCRS7uYFuWDcAxIgDjBixAgAvUsZr9cOHZfhKN3dEjQ391pZEhISHL4QiEQizJo1Cz//+c/R0NCAjz76aMh6LLfibACqCT8/PWJilZBKpdDr9Zg/f77TSZpcCTsXSJeDuUDY8SNuLUCcdMGwP++IqyE/Px8NDQ1OuwfdDblcjpEjR7p0ObnF8n974kCMRsCBcg3sWBPBBAhPq2DIBSMcJEAcYOTIkebXF84Hc9bPxQt9bbP7dJRRo0bh6aefRmhoKP75z3+ipKTE5qdPVwkQABiR2AOZTAaNRuNWAZqAa+JAPMYC4qQAGaoS7lCkpKQgMTERBw8edGoc7kRPTw+uXLniUvcLYOkG4SMQld0Hny4YvoJQ2RmmyQIiHF4hQH744Qfk5eVBJpMhMDAQc+fORVlZGWf9sRMLna2yLTDUEc5W9rXtbC0JE8HBwVi+fDmmT5+O7du3Y8OGDUMmhdLr9eZ6M1HRSshkzgUO6nRBYBgGSqXSbksM17DjbBxdCePOFhC2pcLZiriOroIxwTAM8vPzUVNTY5WYzlOpqqqC0WhEZmamS9vlX4D03RqEEiBkAfF+PF6A7N+/HwsWLEB7ezveeustvP7667h48SIKCgo4S3YUGxtrXpFyvjoEKifzKfSH0QhUnOmN+RCJRBgzZozL2haLxViwYAEeeughXLhwAZ988gkaGhoG3L+hocH8lGBv/ZdbaWmW4VpNDFQqFQwGg9sJEIuluA5WxWVbTtxNgHBlAXF0tUd6ejqio6O9xgpSWVmJ5ORki+X6rkBICwifLlKTGGAYI7jUPRISIG6BxwuQZ599FomJiTh8+DB+/etf44UXXkBZWRkCAgKwevVqTvpkGAYTJkwAAOh0IlScdv1Kh6s1gWi9uRJjzJgxnLgqxo0bh5UrV0IikeDvf/87ysvL+x8LSyQkJtsfwMpm+/fjEBSkhlrdm5DMtLTXXWBbQJqbnLOABAUFOWQZ4BILC4hNifQGxlkXDNArrvPy8lBdXT2oCPYElEolLl686HL3C2ApQHR67i/bep2wLhiuK42zXTAkQITDowVIW1sbzpw5gwceeMAi4CsmJgYFBQUoLS3lrO/JkyebX/+4Ox4dHdJB/3WykpZ1dg6+b0eHFD/uju+3L1cTGRmJp556ChMmTMCmTZvw7bffWvlE2SLBmfiP6qpoVJ+NwV2L5YiJ7RUgdXV1bnUBYFssGm/4230eW1t80N7ua9WWu+BSFwzr884I5IkTJyIkJARFRUVOjUdozp49C71ez4kAYVsh+qvh42p0OmFdMGIJtyujJGKygLgD7rP8wAGCg4NRXV3db4bQ5uZmTk2Ho0ePRmhoKNrb23G1Jggvv5A96P6+Oh2+QO+N/Herp0Jt49gkEgluu+02p8c7GFKpFMuWLUNSUhK2bt2Kuro6PPjgg+aATLYASUx0TIDodCJs/34cUkc3IXN8A44eCUJDvQx6vR719fVITEx0ybE4i0wmg5+fH1QqFS6cD7E6r/acR7cXIE5aQNhlApxJuCUWizFz5kzs2LEDc+bMcbvcKbZSWVmJxMREBAe7PjDdwgWj48ECIrALhsv4D8ByiS8JEOHwaAuIWCxGWloa4uPjLbafPn0ahw4dQm5uLmd9i0QiTJ8+nbP2TWRlZfFWHXbq1Kl48sknoVQq8fHHH+Ps2bMwGAzmANSICBVkAY4FoB4qGom2Nn8sWiIHwwCJSX2uHHeKA2EYxrzM2llc1Y4rsaxl5NyNhV0LyVkX4ZQpU+Dn54dDhw451Y5QqNVqnD9/nhPrByCsBUQQASLm2AIiIQuIO+DRFpD+6O7uxmOPPQYAeOmllzjt64477oBarUZLS8vQOxuNePtm3MhYqRSwocBTYGAgFi5c6Oww7SI+Ph6rVq3CN998g3Xr1mHKlCnmDKiJQwWgGo2A4uaFQ8aYj7Gj3Q/7f0xDzowriI7pbSMxsU+AXLezPg7X/OQnP8GePXv6Xx1k43mMjIxEXl4el8N0CPuLKQ6MUuEaCwjQm8hs+vTpOHDgAAoLC10exMk1586dg06nc/nqFxOWAoT750Z2gkU+BYgpNb+E4xgQMUvgeGs5AE/AqwSIQqHA4sWLcerUKbzyyiuc3wB8fHxw7733ctqHEPj7++Phhx9GcXExdu3ahcDAQPT09GBE4hABqAojokb0BhI21cYCAb0XsZ3bM+Drq8PsuX0JpxJYbblbIGp8fLxZxHobIpEIvr6+UKvVLrOA+Pn5uSRZVU5ODoqKilBaWop58+Y53R6fyOVyxMXFceY+MpUIAACtlnsBInQMCNcuGIYBxGID9HoRWUAExGsESFtbGxYuXIjS0lIsX74cb775pk2fCwsLGzTFucFg8LpU0bZy9913o6GhAeXl5QgODoaPj/3T5fKlcJw5lYBl95+En3/fDz0gQIewMDXa2nxRX1+PsLAwh8p+my7MISEhblFPxhMIDAyEWq2Gose5n7/ipgUkICDAZTfevLw8lJSUYMmSJW6XpG4gNBoNzp8/jzvuuGPI78HR+creV8dx+YfePvoESHR0tEURTi4xW0A4dsEAvYGuej1gNBqtzhvDMIOKanfK3uzJeHQMiInGxkbMmjULpaWleOqpp/CPf/xD6CF5DR0dHejs7IRer8f+vZkoOpBqc40UvZ7B1u/GIzGpDVmTa63eN1lBlEolmpubXTlsYhBMQdsKheMXUaOxzwXjSnfJnDlzoNFoUFxc7LI2uaaqqgpqtZrTYHG2BYQPFww7zoTdN5cYjUazNULEgwAxrYQhC4hweLyM6+rqwh133IHTp0/j17/+Nd59912Xtq9UKqFwoJaCt3DlypWbF4Z2zJ7XgR+2Z+JqTTiW3X8S/v6D/3CPHk5G440grPhlMfp7mEhI6DHnUJHL5Zg4caLd4zOdm46ODkqpbCOmnB06nQgatQg+vvabuzUakflG6OPjg9ZW28q820JWVhZ2796NiRMn8nbzc4aysjJER0fb9D04Ol/ZN0kNDy4Ydh/d3d1DZkt2BexYDK5dMEBfHIhWq7U6bzKZrN/VlYRr8XgBsmrVKpw6dQrPPvusQ+Kjra2NFPAAKJVKtLW1AQDi4hW4c8FZJCe34r9fZ+Fvf83DQ48eR1x8Z7+f7enxwZ5dYzB56jUkjOi/BHh8Qp+wq6+vd0iAEPbDvrD29Ejg46uxu42e7r5Lh6sv1Hl5eThx4gROnjyJ22+/3aVtuxqdTofq6mrOV8SxTf5aDQ9BqDf7YBiGtxgQtgAR8+SCAfq3gCgUikEfPLu6ujgb13DCowVIRUUF1q1bh5CQEGRlZWHdunVW+zz66KMCjMw7YGemjIvv/TGOzWzEql8VY8N/JuPvH+Vi0d0VmJptHUS6e19vKfI75p8dsH1Tm0BvQjKCH9iCobtHirBwBwRIT59lwtUrViIjI5GZmYni4mJMmTKF12qs9nLp0iWoVCrOlt+a8PHxMb/mIwjV1IdUKnUoNssReBcgN/ugVTDC4dECxFQ/oqOjA7/4xS/63YcEiOPU19ebX7PFQniEAk+sLMG2LePw7aZJuFoThkV3V8AHvWbTK5GROH4iGXctkSMgcOCbW3SMEgxjhNHI4MaNG9wdCGGBhQDpcuwS0M2hBQQA8vPz8be//Q1yudxc9sAdkcvliIiIQExMDKf98C5ANH3uNb4QSoAYDNy7e4j+cd9HCxtYtWoVjEbjoP8Ix2FbQGLjlBbvSaUG3HPvGdz7QDnOnErAmo9noqU1AAYAG3JzER3dheycwSucSqVGREWpzH3RhYAf2Csqerodi7Ho7uLOAgIACQkJGDVqFA4ePOi2v2O9Xo+qqipkZmZybiWwWIbLgwtGo+l1u3izABGJyAIiNB4tQAhuaWxsNL821W65ldumXMdTTxdDqxXh43/k4z95ebgcE4NF88/YdBGJieu1rGi1WrS3t7tm4MSgsAVDV5eDAqSbWwEC9FpB6uvrceHCBU7ad5YrV65AoVBw7n4BLIWAWsN9TIZGAAsI+wHEJA64RHxzFQw9+AgHCRBiQEwCRCrVIyxMPeB+sXFdWPmrYoxObUJxRgamXryIkSk2ZIcFEB3TF13PFjwEd7AtIN0OCpAuVlE+LmqfAEBqaioSEhLMrlZ3o7KyEiEhIUhISOC8L7YQ0PBiARHWBcPHMlxTbC1ZQISDBAjRLwaDwZybIypa1e8yWjZ+fjo8eN8x/HLHDjxiR1XTmJg+ywoJEH5gC5DOTsduMF1dfZ/jKgEcwzAoKCjA5cuX3S5brsFggFwux7hx43gJ0rQQIGpuLSA6HQODoS8IlS/Ylgg+XTDDOdmk0JAAIfqlra3N/GQQFW1bDgCGASZcuwaZxvZVFZFRfW1TMjJ+sBQgjt1gOjv6PsdlBtqxY8ciMjLS7awgV69eRXd3Ny/uF+AWF4ya28u2htW+KWcMH/DtgmH3QQJEGEiAEP3CFgORkdwlIWK33dTUxFk/RB9BQUHmp3a2kLAHk+WEYRhOC8eJRCLk5eWhqqrKrSxklZWVCAoKQmJiIi/9sYUA1xYQNat9wVwwPAsQcsMIAwkQol/YFX4jOBQgoWFq84XAldk0iYERiURmq0VHh2M3mI723s8FBwdznqdj0qRJCA4ORpEdrj0uMRqNkMvlyMzM5C1HCVuAqHkUIMJZQLjvjy1AKBBVGEiAEP3CFgPhEQMHoDqLWAxzgCtb9BDcYiou1tXpA3uvvQZDn+uGqwBUNhKJBDNnzsSpU6fcYqXU9evX0dHRgczMTN765NMFI5QAYbtBbLGAGIz9z4WBtt8KW+SQABEGEiBEv5hSsAMYdAWMKwgL721fqVRCrea2L6IXkwAxGBiLFS220NnpA6Ox14UTGhrq8rH1x5QpU+Dr64tDhw7x0t9gyOVyyGQypKSk8NanWCw2B4RybwERPgaEsUGAqLXboOj6BLjpPjEalehWvgGd/qRN/TEUAyI4Hp0JleCOjo6++i2OpOq2h9Cwvvbb29s5zypJWAqHl3+bjaTkvtoWPhod/he9Sej+8vZ4aHwsLxNXa/qCTvkq0+7r64ucnBwUFxdj1qxZghUKMxqNqKysREZGBm81Ukz4+vpCq9VCreJYgKjcwAJi08IiNXo6fw9ZzG+AsDA0H5EAAbbX9RIx5IIRGrKAEP1iEiBSqR4yGbfF+kJC+wQIW/gQ3BEeHm7x99WaIPO/a9f6BMa1a0EW77HFR3/tcImp4FtZWRlvfd5KQ0MDWlpaeFv9wsbPzw8AoOJYgLDbN/XJB2wBYosFxIxSCdTVAbDvQYntgiELiDCQACH6pbOzt8ptULAWXKc5CA7uu3CY+iW4Zdq0aYiPjwfDMFb/NBIJHlu2DI8tWwaNRNLvPgzDID4+HtOmTeNtzDKZDLfffjvKysoEc9XJ5XL4+fkhNTWV975N1giuXTBCCRALFwwP9e8YhlwwQkMuGMIKvV6Pnp4eAEBQkJbz/oKD+/qgMtf8EBoaitWrVws9DLuZMWMGysrKcOzYMeTm5vLef2VlJcaOHQuJhP9Lp0kM6HQi6HQMJBJubpoqVd+xCeeC4V4QMGQBERyygBBWKBQK8w/SbgHigF88ILCvD5PwIYj+CA0NxaRJk1BcXAydjlvX4K00NTWhsbFREPcLYGmNUCm5s4KwLSD+/v6c9XMrFiKADwsIyAIiNCRACCvYIkBmY1CXVJKP8JhSQKcDFAoEhPwegG3m28DAvj5IgBBDkZeXh+7ubpw6dYrXfuVyOXx8fDB69Ghe+zXBFgNcxoGwxY1gMSB8dMjqhASIMJAAIaxQKBTm17YEoDJMMEIC/gOxJAUA8KW/P2SBT0Lm+5RN/bH7YPdNEP0RHR2NjIwMFBUV8bp6QS6XY8yYMbzWR2HDFgNKJXcuIKXSHSwgPLhgOO+BGAoSIIQVKlVf5lN//6FTFIuYCDAsh+qXN/9nRBE29efn3ydA2H0TxEDk5+ejubkZVVVVvPTX2tqK+vp6wdwvgKUYUHLpgmGJGz4tIGz4EAcMJSITHBIghBVsEcAWB1zh59cncpRK5SB7EkQvI0aMQGpqKg4ePMiL+byyshISiQRjxozhvK+BsBQg3mcBYcPwcGdix4AQwkAChLBCq+0LCvXx4f7JQCIxmpfEsfsmiMHIz8/H9evXcenSJc77qqioQFpaGq+rQm7FQoAouLOAmMSNSCTitRgdMfwgAUJYodH05eWQSrkXIAzTJ3TYfRPEYIwaNQrx8fE4cOAAp/10dHSgtrZWUPcLwH8MiL+/v7lqMkFwAQkQwgr28kaJhB/fqKkfKotN2ArDMMjPz8elS5dQW1vLWT+VlZUQi8VIT0/nrA9bkMlk5tecChBFb9tCuV/4wkhhqIJDAoSwgi0CxGJ+/KSim/2QACHsITMzExERESgqKuKsD7lcjlGjRgl+Q2YLEEUPNwLEaAQUNwUIuz/e4eGyY7Hohiw9gkCZUAkrbCmL/Y30bmz2uQcAwEAG9sLE7wEsAaCXzIU+INHic0s132KZ9jur9kz9UDQ6YQ8ikQh5eXn47rvv0NTUhKioKJe2393djZqaGtx9990ubdcR2AJIwVEMiEolNlc6Flpw8QkJEGEgAUIMzgC/y2Xa78xCQiwaiXBpsfm9JQC2AFDo9qBH+Zoz3RDEkGRlZeHHH39EUVERli1b5tK2KysrwTAMMjIyXNquI1gGoXJz6Vaw2hXSAsJLXjBaBCM4JECIweHpR0rXAsJRJBIJcnNzsXv3bsyZMwchISEua1sulyMlJQUBAQEua9NR2IKgsdEfx45EDrq/WGXAHWgAAJQfj4Teb2iPe2tr3yofvgWIiFWe1mSF4RK65ggPCRDCCvaFQG8Y+kJgNA6wcsVo+5Jag763H7EDtWQI4vbbb8f+/ftRUlKCBQsWuKRNhUKBy5cvY+HChS5pz1l8fHwglUqh1WrRUC/Dv/85eFCsr06HO1ABAPjiszSo7SygJ6gFhI8+WCKHXDDCQEGohBVsEaDXDz1FDMbrUGt3WW7TN0Gt3WZzn3oSIIQT+Pr6IicnB0ePHnVZOv+qqioYjUZkZma6pD1XMHLkSK/sC7AUAUY+QsEoCFVwyAJCWMGudaHT2vbD7Oz5BXx0sxDyVjTws5+hNeYRGP3bbe5Tq+0VOkKUOSe8g+nTp+PQoUMoKyvD7NmznW6vsrISSUlJCAoKcsHoXMPy5ctx+vRpqNXqoXc2GrHpnt5A8cW+vr0Jd2wkNjaW92XHbBFg4MEFYyABIjh0tSesYAsQjcZ2I5lGvRd4rwEoLIQxqhW2GtiMRkCrFVv1TRD2EBAQgClTpqCsrAwzZ850KounSqXChQsXcOedd7pwhM4TGBiIGTNmCD0MTrAQAbwswyUXjNCQC4awgn3h1qjtd4k89OWXQ+/EQssSOUKmuiY8n9zcXKhUKhw7dsypdqqrq6HX693K/eLtsGPPDDbEnjkLe8U/u2+CP+hbJ6xgp3xWqRwQIBs22LU/u/iVUNU3Ce8gLCwMEydOxKFDhywy+tqLXC5HQkICQkNDXTg6YjD4FiBGVh8kQISBvnXCCr6qbvbXBwkQwlny8vLQ0dGB06dPO/R5jUaD8+fPC177ZbhhGQPCfX9skUMuGGGgGBDCCvbyu8qKUHz+79E2fU6i1uPZm3kH1n8xCjpf26wnPd19cR/ukG+B8GxiYmIwduxYFBUVISsry+6n23PnzkGr1ZIA4Rn2CjgjLy6Yvj5o9Z0wkAAhrGCLgOZmfzQ325aS2Zdl8j52JNruvAO39k0QjpKfn481a9bg7NmzdsdxyOVyxMbGIiIigqPREf1hYQGhGJBhAX3rhBUymQyTJk2y+3NqsRg/XboUP126FGoHnij8/PyQlZVl9+cI4laSkpKQkpKCgwcPWtQ2GgqtVovq6mqyfggA2wrBjwAhF4zQkAWE6JcnnngCLS0tvFanDQ0NpVUwhMvIz8/H559/jsuXLyM1NdWmz1y8eBEajYYEiABYZGDWcy8ITH0wDEMWEIEgAUL0C8MwiIwcvNYEQbgzaWlpiI2NxcGDB20WIHK5HFFRUYiOjuZ4dMStCGUBofgP4SDZRxCEV8IwDPLz83HhwgXU1dUNub9er3coZoRwDUJZQMj6IRz0zRME4bWMGzcO4eHhOHjw4JD7Xrp0CUqlktwvAmFZg4oPASKy6pfgFxIgBEF4LWKxGDNnzoRcLkdzc/Og+8rlcoSFhSEuLo6n0RFs+Bcg5IIRGhIgBEF4NbfddhsCAgJQXFw84D4GgwFVVVUYN24crYgQCHYhSj4FCBXAFA4SIARBeDVSqRS5ubkoLy9HZ2dnv/tcuXIFPT095H4REAsLiI4HAaIjC4jQkAAhCMLruf322yGVSlFSUmKx/Zuby74rKysRHByMhIQEIYZHoDcY1GR90um4vzXpKAZEcEiAEATh9fj5+SE7OxtHjhyBUqk0b9/s6wuDwQC5XI5x48bRiggBYRjGLAZ0PFhAdFpywQgN/doIghgWzJgxAwaDAYcPH7bYXltbi66uLlp+6waYxIBphQqXmPogASIcJEAIghgWBAYGYsqUKSgtLYVGozFvl8vlCAgIQHJysoCjI4A+MWCyTnCFwdCXiIwEiHCQACEIYtiQm5sLpVKJEydOAACM6BUgmZmZ5H5xA/pcMNyeC522r32KAREOkn4EQXg0RqMRzc3NUKvVNu2fmpqK/fv3IyEsDJ2jR6O9vR3R0dGora21uU+RSISYmBi6ebkYqVQKgAcBwooxMfVJ8A8JEIIgPJotW7Zg165dNu8vEokQGRkJ3w8/hOjllxEcFIR169bZ3W9SUhL+53/+h0SICzG5Q7RabgWIliVwSIAIBwkQgiA8FoPBgH379g26z9XcXFzNzTX/HSCTIXXUKLzk64sSAGF/+hOu1daiqanJ4nNJhw4h6dChgdu9ehUXL17EmDFjnDoGog+TGNByHAPCdsFQDIhw0DdPEIRHw85cGhKiwYRJrbfssQko22T+a/4dr2OMb++KlyUAtojFUMdG4O/f/9TyY2IA+Zabmpv8cLYq1HWDJywwiQGDQQSDAeAqLEdLAsQtoG+eIAiPRSQSYebMmdi7dy8AoKPDB3o9g7uXXUFQkK7fz/j6bIXRmA+G6TO9G5ldeOjRiwP2o9cDB/bF4cjhKPO2+Ph4jBo1ykVHQgCW7hCtVgRfXwMn/ZALxj0gAUIQhEdz9913o7293byypfRQDE6WR2Dh4qvIL2iAWGK02F+t+Rr67gpI/zUHmp/8BB3Bb0Ej3jFg+2crQ7Dxq1Q01MvM22JiYrBixQqK/3AxvAkQDQkQd4AECEEQHo1EIsHjjz+OMWPG4Ntvv4VKpYJSIcF/v0pFSVEMHvnZBaSM7Lb4jE5bgbCX9sAnMxOaKduAAGtbf2enFBs3pOLEsUiL7TNnzsTSpUvh5+fH6XENR24VIFzBbpsEiHCQACEIwuNhGAZ5eXmYOHEitmzZgrKyMgBAXV0A/u9PE7FkaQ3m3nEdtha6PV8djE/XpKOry8e8LTk5Gffffz9GjhzJxSEQuEWAaDgUIKy2fXx8BtmT4BISIARBeA0hISH46U9/iry8PGzYsAHXrl2DwcDg200pUCjEuHvp1SHbOFsZgr99mGnORREYGIh77rkH06ZNo2RlHMMWA1xaQDRkAXEL6NdEEITXkZKSghdeeAELFiwwb9u1IxEVZ8Is9nvoyy8t/u7ukuBf/0g3i4+MjAy88sormD59OokPHmALEA1PFhASIMJBvyiCILwSsViMRYsW4f777zdv2/59osU+D23YYPH3/n1x6OnpvSGNHz8eK1euRFBQEPeDJQBYigGNhrsAXw0JELeABAhBEF5NQUEBRowYAQCouRKEtraBff6nTkQA6I0pefDBB2mVC8/wZQFhixtfX1/O+iEGh2JACILwahiGwfjx4821Xt763W2YPKUJkndSAQC6TSKAYaBUSlBXFwAASExMRFhY2IBtEtzAnwChIFR3gAQIQRBeT2pqqvm1UinBoeK4QfenlS7CYCFA1Py4YEiACAe5YAiC8HrGjBmD2NhYm/aVSCSYPn06xyMi+oM3CwhL3JAAEQ6ygBAE4fVIpVK8/PLLuHHjBoxG46D7hoeHw9/fn6eREWzY8RjcWkBIgLgDXiFALl++jOeffx779+8HACxatAj/93//h6ioqME/SBDEsEEsFiM+Pl7oYRCDwBYDRQdiUSkfvPCfVKPH62gAAHz8QSa0PraJlvq6vrT6FIQqHB4vQFpaWlBYWAiNRoMXX3wROp0O77zzDk6fPo0jR46QuiUIgvAQ2JanlhY/tLQMnu7eV9dXcPDC+RCoHahsSyn1hcPjBci7776L2tpanDlzBhkZGQCAadOmYd68eVi7di2eeOIJgUdIEARB2EJycjLS09NRXV1t0/5qsRg/XbrU/NoeGIbB9OnTERgYaPc4Cdfg8QJkw4YNmDVrlll8AMDcuXORnp6ODRs2kAAhCILwEEQiEZ555hlotdohY3WchWEYSkImMB4tQNra2nDp0iXcd999Vu9NnjwZ27ZtE2BUBEEQhDOQMBgeePQy3OvXrwNXFpapAAAV/0lEQVQAEhISrN6Li4tDZ2cnOjo6+B4WQRAEQRBD4NECpKurCwAgk8ms3jMFM/X09PA6JoIgCIIghsajBYjBYADQ68sbCKpgSRAEQRDuh0fHgJiqVCqVSqv3TNuGqmQZFhY2aM0Hg8HAeTAU4TgmX3FISAhVLSXcHpqvngHDMIM+vEocWO5LWOPR5oGkpCQAQH19vdV7dXV1CA0NRUBAAN/DIgiCIAhiCDxaxoWGhmLkyJE4ceKE1Xvl5eWYOnWq030olUooFAqn2yG4wXRuOjo6oNVqBR4NQQwOzVfPQCaT0cMrD3i0AAGAe++9F++99x7Onj2LsWPHAgD27NmD6upqvPDCC0N+vq2tDTpWNj2CIAhieKNQKAZ98DQtgCCcw+MFyG9/+1t8/vnnmDNnDp5//nmoVCq8/fbbuO222/Doo48KPTyCIAiCIPrBo2NAACAqKgoHDx7EpEmT8Nprr+G9997D3XffjR07dlCRIYIgCIJwUzzeAgIA6enp2L59u9DDIAiCIAjCRjzeAkIQBEEQhOdBAoQgCIIgCN4hAUIQBEEQBO94RQyII+j1egBAS0uLV+f5MBgMXp2OXqPRQKfToaWlxauXxnn7eTTh7cdJ89U7MGXaNt1HCMcYtgKkra0NAHDlyhVhB0K4BG++mBPeB81X76CtrQ2RkZFCD8NjGbYCJDg4GACQkZHhtTUZmpubcenSJYwbN85rs/rRMXoPw+E46Ri9g66uLlRVVZnvI4RjDFsB4uPjAwBISEgYtBidp3Pp0iXExcXRMXo4w+EYgeFxnHSMnk9bWxuqqqrM9xHCMbzXSUcQBEEQhNtCAoQgCIIgCN4Zti4YgiAIguATrVaLH3/8EUePHkVjYyNEIhGio6ORnZ2NwsJCSCTud0v+/vvvsXXrVrz11lsuD7h1v6MlCIIgCC9Dr9fjgw8+wKVLl5CTk4O8vDwYDAacP38emzZtwsmTJ/Hcc89BKpUKPVTeIAHCM62trXjjjTewcuVKpKenCz0cl2E0GlFUVIT9+/ejubkZQUFBmDhxIpYsWQJ/f3+hh+dy6Dx6LgaDAbt27UJxcTHa29sRExODefPmIScnR+ihcQLNVffg+PHjOHfuHJ566ilMnjzZvH327Nn44Ycf8M0336CkpAQFBQUCjpJfSIDwSEtLC95//31zEhtvYteuXfj2229xxx13YOzYsWhsbMSWLVtQV1eH5557DgzDCD1El0Hn0bPZvHkzfvzxRyxZsgTJycmoqKjAv//9b4hEImRnZws9PJdCc9V9uHjxIgAgMzPT6r3CwkJ89913uHTpEgkQwrUYDAaUlpZi06ZNQg+FEwwGA3bu3Im8vDwsXboUQG9+lcDAQKxZswY1NTVISUkRdpAugM6j559HlUqFffv2Yc6cOZg/fz6A3mO8evUq9u7d6zUChOaq+81VPz8/AEBRURHmzZtn8Z6Pjw8++OADixiQ48ePY9++fbh27Rq0Wi1CQ0MxZcoULFmyxOym+eyzz1BTU4NHHnkE//3vf1FbW4uQkBAsWrQI2dnZ+P7771FSUgK1Wo20tDQ8/PDDCA8PB9Ab27F9+3b87ne/w7p163D58mUEBwcjNzcXCxYsGDSTbU9PD7Zs2YKTJ0+iu7sbkZGRyM/Px+zZs+0SfrQKhgeuX7+O9evXIycnB7/4xS+EHo7LUalUyM7Otrp4R0dHAwCampqEGJbLofPo+edRKpXixRdftLoBiMVi6HQ6gUblemiuut9cnTZtGiQSCf773//i9ddfx+bNm1FVVQWtVgsAFuKjuLgYa9asgUwmw7Jly3DfffchIiICu3btws6dOy3a7ejowEcffYS0tDTcd999YBgGa9euxYcffgi5XI758+ejoKAAcrkcn332mcVnjUYj/vKXv0AqleLee+9FUlIStmzZgvXr1w94HCqVCu+88w4OHz6MnJwcPPDAA4iPj8fXX3+NL7/80q7vhCwgPBAeHo4//OEPCAsLQ3V1tdDDcTkymQwPPfSQ1fby8nIAvcnevAE6j55/HsViMRITEwH0Xnw7OztRUlKCs2fP4tFHHxV4dK6D5qr7zdX4+HisWLECa9euRUNDA3bu3ImdO3dCKpVi0qRJWLx4MWJjYwEAu3fvRmpqKlauXGm2KBQUFGD16tUoLy/H4sWLze329PTgwQcfRGFhIQAgIiICH374Ierr6/Hmm2+arSVtbW04evQotFqteZvRaERycjJWrFgBhmFQWFiITz/9FMXFxZgzZw7i4uKsjmPXrl1oamrCyy+/bP6eCwoKsHnzZrNVyvQbGwoSIDwQEBDgtSmJB+LixYv44YcfkJWVhfj4eKGH4xLoPHrHeTRx5MgR/Otf/wIAjB8/HlOnThV4RK6D5qp7ztUJEybgj3/8I06dOoUzZ86gqqoKHR0dOHbsGE6ePIlnnnkG6enpeO2116BWqy3cGV1dXZDJZFCr1VbtZmVlmV/HxMSY+2KvqImMjITRaERXV5fZDQMA8+fPt+hn3rx5OHLkCE6fPt2vACkvL0d8fDxCQkLQ3d1tMYadO3fizJkzJEAI4Th//jw++ugjREVF4bHHHhN6OISDePt5HDlyJJ5//nncuHEDW7Zswdtvv42XXnppWC2D9BY8aa5KpVJMnTrVLHivXbuGXbt24ciRI/jPf/6DN954A2KxGDU1NTh69CgaGhrQ2NhoLmAYERFh1Sa7Jo0pduPWGmem7QaDwWL7rSLD5MZqaWnpd/xNTU3QarV4/vnn+32/tbW1/wPvBxIghEs5evQoPvvsM8TGxuKZZ54Zdk9h3sJwOI/R0dGIjo7GmDFjEBUVhb/85S84ceIEpk2bJvTQCDvwhLmqVquxY8cOJCUlWSzBBYDExEQsX74cCoUCFRUV6O7uxu7du7Fz504kJiYiNTUVOTk5GDVqFNavX2+u5M5GLBZbbbM1GPTWz5oEykBBqEajEaNHj8aiRYv6fT8kJMSmfgESIIQL+eGHH7B582akpaVh1apVbrkWnxgabz6PnZ2dkMvlGDdunMVTo2nFRH8Xd8J98ZS5KpVKzXEdtwoQE3FxcZDL5VCr1di5c2e/AcQmK4graWpqsnBZNTY2AuizhNxKREQEVCoVMjIyLLb39PTg7NmzA36uP2gVDOESDh48iG+++QaTJ0/Gs88+67YXAmJwvP08qtVqfPbZZyguLrbYLpfLAQAjRowQYliEA3jSXBWJRJg6dSrOnTuHsrIyq/d7enpw4sQJjB07Fj09PQCsXSNyuRw3btyAXq936dj27dtn8ffu3bshEokwadKkfvefOHEiamtrcebMGYvt27dvx5o1a1BXV2dz32QBIZymo6MDX3/9NSIiIjB79mxcvXrV4v2oqCgrfyThfgyH8xgVFYWcnBxs27YNIpEIKSkpqKmpwfbt25GZmYlx48YJPUTCBjxxrt5///24fPky/v3vf+Pw4cMYN24c/P390djYiNLSUuh0Ojz00EMIDw9HeHg4duzYAa1Wi7CwMFy5cgUlJSWQSqVQqVQuHVdpaSkUCgXS0tJQWVmJU6dO4a677uo31gQAFixYgPLycnzyySfIz89HXFwcLl68iLKyMowfP96u3xAJEMJpKioqoNVq0dLSgnfeecfq/Z/97GeYMWOGACMj7GG4nMdHH30UMTExKCkpwffff4+QkBDMnj0bd911l9tlzyT6xxPnamBgIFavXo09e/bg1KlT2LZtGzQaDUJCQpCVlYWFCxea4yd+9atfYePGjdi7dy+MRiOioqLwwAMPwGAw4KuvvsKVK1dclmhtxYoV2Lp1K06ePInIyEg8/PDDg2ZjDQgIwIsvvogtW7bg+PHj6OnpQXh4OBYuXIj58+cPmsDsVhij0Wh0xUF4Gm1tbdizZw/mzp2LsLAwoYfDCTU1NThy5Agdo4czHI4RGB7HScfoHXjD/YPLKre2QjEgBEEQBEHwDgkQgiAIgiB4hwQIQRAEQRC8M+yDUOvr69HZ2Sn0MDihubkZAB2jpzMcjhEYHsdJx+gdmJbKejKLFy+2qCkjBMM2CLWlpQV79+4VehgEQRCEhzJ79uwBl6sSQzNsLSCmpULZ2dkWGREJz6K+vh5yuZzOI+ER0Hz1Djo7O3HkyBG7lpwS1gxbAWIiODjYY5dRETCbeOk8Ep4AzVeC6IPkG0EQBEEQvEMChCAIgiAI3hn2LhiCIAiC4JLPPvsMpaWlFtskEglCQkIwYcIELFmyBAEBAXa3q1KpoNVq7ap7U1JSgrVr1+I3v/kN0tPT7e7TlZAA8WBaW1vxxhtvYOXKlRYTqaOjAxs3bkRlZSX0ej0yMzPxwAMPDOhz3rt3L/bs2YP//d//5WvohMA4M3eam5vxzTffoLq6GjqdDmPHjsWyZcsQExMjxKEQPOPM3DEajdi9ezeKiorQ2tqKiIgIFBYWorCwUIhD4Z37778fgYGBAACtVov6+nocPHgQNTU1+O1vf2tXUGtNTQ0+/vhjPP7444ILCUchAeKhtLS04P3334dSqbTYrtfr8cEHH0CtVuORRx6BXq/HN998g/fffx+vvvoqxGKxxf6HDx/Gxo0bKSBuGOHM3FGpVHj//fchEonw8MMPQyKRYPv27fjzn/+M3/3udw49xRGeg7PXnU2bNmHv3r1YsmQJUlJSUFFRgQ0bNkAsFiM/P1+IQ+KVrKwsq7orMTExWL9+PSoqKjBx4kSb27p+/Tra29tdPUReIQHiYRgMBpSWlmLTpk39vn/8+HHU1tbi9ddfR3x8PABgxIgReOONN3D06FHk5OQA6I3G/+6771BcXEw3jWGCK+bOsWPH0NjYaLFPQkICVq9ejePHjw+Lm8hwxBVzp7m5GXv27MGDDz6IWbNmAQDGjh2L1tZWVFZWDtu5Y7Je1NfX2yVAvAESIB7G9evXsX79ehQUFCAjIwMffvihxfuVlZWIiYkxXwQAID4+HrGxsaioqDALkB07dqCqqgpPPfUUTp8+jXPnzvF6HAT/uGLuTJ48GXFxcRb7SCS9lxGdTsfPgRC844q5c/LkSUgkEuTm5lp89sknn+TlGNyVlpYWAEBUVJR52/Hjx7Fv3z5cu3YNWq0WoaGhmDJlCpYsWQKpVGquZAsA7777LiIiIswu9I6ODnz33XeoqKiASqVCTEwM5s+fjylTplj029nZiU8//RQVFRUwGAxIT0/Hgw8+iPDwcJ6OnASIxxEeHo4//OEPCAsLQ3V1tdX79fX1/frio6OjcePGDfPfBQUFuO+++yAWi3H69GlOx0y4B66YOzKZDKNGjQLQKzjq6+uxadMmBAYGWl3gCO/BFXPn2rVriImJwfnz57F582bU1tYiNDQU8+fPR0FBAefH4A4oFAp0d3cD6Pv9fPXVV0hKSjJbP4qLi/HFF19g0qRJWLZsGfR6PcrLy7Fr1y74+Phg8eLFuO2229DR0YGioiIsWLAAKSkpAHpTxP/xj39Ed3c3CgsLERkZiePHj2PNmjV44oknMHXqVPNYPv/8c4wePRpLly5FXV0dDhw4gJaWFrz66qu8fR8kQDyMgICAQV0mSqUS0dHRVtt9fX2hUqnMf8fGxnIyPsJ9cdXcMfHhhx+iqqoKDMPgkUceQUhIiEvHS7gPrpg73d3daG9vx7/+9S8sWrQIsbGxOHr0KNavXw8Aw0KEvPXWW1bbpFIpnn/+ebMlcffu3UhNTcXKlSvBMAyA3u9m9erVKC8vx+LFizFixAikpqaiqKgIGRkZZjfOzp070dbWhueeew4ZGRkAgJkzZ+LNN9/Ezp07LQRIeno6nn76aXMfarUaJSUlaGpqsrDGcAkJEC/DaDSaJ9StUNpgYjDsnTsLFy7EggULcPLkSaxbtw5dXV246667uB4m4YbYMnd0Oh26u7vx1FNPYfLkyQD6YkC2bds2LATI448/bk7Br9Pp0Nrain379uHPf/4znn76aWRmZuK1116DWq22+D67urogk8mgVqsHbf/MmTNISEgwiw8AEIvFWLVqldVvODs726KPlJQUlJSUoLOzkwQI4Rj+/v79Pq2q1Wr4+/sLMCLCU7B37qSlpQHofZJSKBTYvn077rzzTquVVoT3Y8vc8fPzA8MwmDBhgsU+48aNQ2VlJTo7O72+Ps6oUaOsVsFMmTIFr776Kr766iv8/ve/h1gsRk1NDY4ePYqGhgY0Njaiq6sLAIYsfNfS0oLMzEyr7f1Zp27NHSKVSgHwG8tFj8ReRkxMDBobG622NzY2ktuFGBRb5s7ly5dx7Ngxq32Sk5Oh1WrN/m1ieGHL3ImOjobRaLS6wen1egB9N8DhRmBgIMaMGYOGhgb09PRg8+bNeO+993D16lWMGDECS5YswWuvvYbRo0cP2ZbBYLD5e3QHi7jwIyBcSmZmJhoaGlBXV2feVldXh4aGhn6VMUGYsGXunDlzBp9++ilaW1stPiuXyxEcHGxXRkbCe7Bl7owfPx4AcPToUYvPnj59GiNGjBjWFlqTa0WlUmHnzp3IycnBK6+8gocffhj5+flISEgwW0EGIzw8HE1NTVbby8rK8Pnnn0Oj0bh87M5ALhgvY+rUqdixYwf++te/YunSpQCAzZs3IyEhgVYpEINiy9wpKChAUVER/vrXv2LRokXw9fVFaWkpKioqsHz5crd4qiL4x5a5k56ejokTJ+Lrr7+GRqNBfHw8ysrKcPHiRaxcuVLI4QtKV1cXLl++jMTERPT09AAA4uLiLPaRy+W4ceMGQkNDzdtMvzWj0WjeNmHCBOzduxc1NTVITk4G0Gth2r17N/R6PXx8fLg+HLsgAeJlSKVSPPfcc/jqq6+wbt06iMVic0pk8s0Tg2HL3AkJCcELL7yAzZs348svv4RKpUJSUhJ++ctfWvn2ieGDrdedJ598Elu3bsWePXvQ1dWFuLg4rFixApMmTRJw9Pxx8uRJcyp2oDetfXFxMdRqNe655x7ExcUhPDwcO3bsgFarRVhYGK5cuYKSkhJIpVKLOBtTOwcOHEBnZyeys7OxYMECnDhxAu+++y4KCwsRFhaGo0eP4vr16/jlL3/J+/EOBWNky6dhRFtbG/bs2YO5c+dSGnIPpqamBkeOHKHzSHgENF+9A3vvH/0VoxOJRAgICEBycjLmzZuHsWPHAuh1XW3cuBFXrlyB0WhEVFQUcnNzYTAY8NVXX+Gll15CSkoK9Ho9Pv30U5w+fRpSqRRvv/02pFIp2tra8O233+LMmTPQ6XQYMWIEFi1aZHaFDVSMTogidSRA6ELg0dAFnfAkaL56B3T/cA3ksCUIgiAIgndIgBAEQRAEwTvDPgi1s7NT6CEQTmCKGqfzSHgCNF+9Azp/rmHYxoAoFArs3LnTnASHIAiCIGxFLBZj/vz5kMlkQg/FYxm2AgToFSFD5dYn3B+DwUD5JwiPgeard+Dr60viw0mGtQAhCIIgCEIYSIYTBEEQBME7JEAIgiAIguAdEiAEQRAEQfAOCRCCIAiCIHiHBAhBEARBELxDAoQgCIIgCN4hAUIQBEEQBO/8fwMbcyZjNQVjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True, \n", " violin_fill_color='#eaef1a', violin_fill_alpha=1, violin_edge_color='#555555', violin_edge_width=2,\n", " violin_box_color='#ffffff', violin_whisker_color='#ff0000', \n", " violin_median_marker='+', violin_median_color='#00ffff', violin_median_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also disable the box overlay on the violin plot as follows:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True, violin_box_on=False, violin_markers=True, jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to displaying boxes with a median line and interquartile ranges, a connecting line can be drawn between boxes at some statistical value. By default, the line connects the mean value of each distribution but other DataFrame stat values can be selected. The stat line accepts the typical styling keywords of any line object with the prefix `box_stat_line_` (i.e., `box_stat_line_color` or `box_stat_line_width`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='mean', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Median" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='median', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Std dev" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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JTIIeVV09R/ftxzVuDMnJyd5jU1NTiYiICMD/QgxESUlJ7yMvy46hAlyJidQ4HcTExFDjdKJJTERhqqXswJdgNnc7TKVSkZOTM7iBi5AkCU8EnFqt7lKs1/N7R0oKlR9uQ91gRt1gZtxFFxLV3EJlg/tDbuK8OT228ETocDgcLFy4sMd9ljFj+fLtd1HWNzBv7DiiR2fTWlHBofoGXMCcyy7rsdjqjh07BjlqEark00EEnFKp7LFVFpGdjW7yJCxFxSS99wFNB/Opr6kBpxPdlMnEZGcHIFoxVHRZmehzp2POL+DQffejy8rCYjDgcjjQz8iVyuLinMnFDhHU0pYtRTNhPAqXC3uVERzuZJd2+22BDk0MgZxVK9DPyMXlcNBaXu5Ndjkr7w10aCIESQtPBDV1bAz623/KkZ27GDciicRxY2SgQhjRxMUx9bFHsBhOYD78FbhAP30qmri4QIcmQpAkPBES7Pp4tOdNRpuYGOhQxBCzNTVxbOMfMecXeLfpc6eTs2qFJD5xTqRLUwgR1EqefR5zfgEKlYrosWNQqFSY8wsoWf9CoEMTIUZaeEKIoNVqMHiT3Yzn1n0zUvO+1ZgP5WMxnJDBK6LfpIUnhAha7Ub32pm6rCyiR7tH5UaPHo0uKwuANmN1r8cKcSZJeCLoqVSqLj9F+IhKc8/JtBgMtFYcB6C1ogKLwdBlvxD9IV2aIuh5lgqTJcPCj8zFE/4knyBCiKAmc/GEv0gLTwgR1DrPxWszVhOVliotOzEgkvDCmLWqCtspE5qRyTKZWwQ9XVamJDrhE0l4YUiKqgohwpFcwwtDUlRVCBGOpIU3TPWnqGrGL1YTkZFOx8lKKaoqhBj2JOENU2cWVfVwlJYCoBiZTL1KCdXVoFahGJmMq7oG09FSVApFl2MCXVTV6XR2+SmEEAMhCW+YOrOoqkeHy0Ul4DplwllziuQpk3HVnKLylAmA5IkTiDjjuEAXVfVUxO61MrYQQvSDJLxhqj9FVa0b/sip9DQ6jEYpqiqEGPbkwkwYSlu2lMhJOeB00nGyUoqqCiHCgrTwwpA6Noa0n99F1eHDxLtAl54m8/CEEMOeJLwwpkxOJjrAA1KEEGKoSJemEEKIsCAJL0wpFAo0Gg2KM6YgCCHEcCVdmmFKo9GQdsYEcyGEGM6khSeCnhSAFUL4gyQ8EfSkAKwQwh/kE0QIIURYkIQnhBAiLEjCE0IIERYk4QkhhAgLkvCEEEKEBUl4Ycpms2E0GrHZbIEOZdixVlXRcigfa1VVoEMRQnQiE8/DlMvlwmaz4XK5Ah3KWYVKAVh7cwvGP2x0V5Q/TTd5EmnLlqKOjQlgZEIIkBaeCAGhUgDWm+xUSrRZmaBSYikqxrjh5UCHJoRAWnhC9JvT6cRut/e4r6PK6E52SiUJP7+b2LFjcBirqXx6HZYjRbQcP07EGUu5qdVqmUwvxBCShCdEP9ntdqqrq7tsM5lMOBwO1BUGogF7gp4jplNENjehVCqJSdCjqqvn6/0HSJw7u8uxqVKaSYghNSwSnslkYs2aNbzzzju0tbUxc+ZMnnrqKS644IJAhyaGEbVaTWpqapdtntsdKSlUfrgNdYMZdYOZsRdegK6llcoGMwDj5+QRccaxavWwePsJETJC/h3X3NzMxRdfTFVVFStWrCAhIYEXX3yRSy+9lM8//5xp06YFOkQxTCiVyl5bZBHZ2egmT8JSVEzSex/QfDCfhpoacDrRTZlMTHb2EEcrhDhTyF9AePrppykpKeHf//43jz76KMuXL2fXrl0oFAqeeeaZQIcnwkjasqVETJyAwuXCXmUEhzvZpd1+W6BDE0IQ4i08l8vFq6++yjXXXMPFF1/s3Z6amsqzzz6LRqMJYHTBTaVSERcXJyV3/EgdG0PSz5aRv/1jclJSiMvOQpueHuiwhBCnhXTCq6iooLKyktWrVwPuBNja2kpMTAx33nlngKMLbiqVCr1eH+gw+sVTlT1UqrPb9fFETj0PbWxsoEMRQnQS0l2apaWlAKSkpPDAAw+QkJBAbGws48eP59///neAoxP+4hncIYM8hBC+COmEZza7R8A9/PDD/Pvf/+aFF17gtddeQ6fTsXjxYrZt2xbgCIUQQgSLkP7KbLVaAWhoaODo0aMkJCQAcO211zJu3DgefPBBLrvssj7PkZCQ4D2uJ06nMySW3woWnuum8fHxxPqpS8/TlRkXF9fnaxUMQinWwXCur/9gXENWqVQkJiYOynkH45yJiYkoFIo+FyGQ3g3/COkWXnR0NADf/e53u3y46PV6rrvuOg4cOEBzc3OgwhNCCBFEQvprQ0ZGBgAjR47stm/kyJHeQSy+tDTa2tqwWCwDPj7ceJ6rxsZGv1Vi8HxpaWpqCvrWdijFOhjO9fUfjPVRHQ4H9fX1g3LewThnfX09Op3O+wVeDJ6QTnhTp05Fq9VSWFjYbV95eTmRkZEkJyf3eY6GhoZe10cU4lyFSmUHEVwsFkufX6ylp8o/Qr5L87rrruPdd9/tkvTKy8t55513WLRokcwz64XT6aSjo0M+mP0sVCo7CBGOQjrhATzzzDPo9Xq+9a1vsXbtWtatW8eCBQuIjIzkV7/6VaDDC1qehZCldSuECBchn/BGjx7NZ599xsKFC1m3bh1PPvkkubm57N69mwkTJgQ6POEHnqQsyVkI4YuQvobnMXbsWP7xj38EOgwxSDyDP8JxEIgQwn9CvoUnhBBC9IckPCGEEGFBEp4QQoiwIAlPCD8KtcoOQoQTnxNeWVkZt99+O+eddx7jxo3z1qWrqKjw9dRChByp7CBE8PLpXVlYWMhFF13UZRklT6KbP38+v/zlL7n77rt9DlL4n1qtJjU1VT6YhRBhw6cW3oMPPkhjYyN6vZ5bbrnFu72xsZFTp05x7733snPnTl9jFINAqVQSERHR5wrtwcKzWo6smiOE8IVPn3Y7d+5EoVDw9ttvs2HDBu/2uLg4brzxRpxOJ88++6zPQYrw5knKoZCchRDBy6dPEM9q6DNmzOiyXaFQ8PTTTwOwb98+Xx5CCCGE8AufEl52djYAn376abd9MTExgKzyLXxjraqi/atC1ObGQIcihAhxPo1YuO6663jmmWf4yU9+0q3rcu3atQCMHz/el4cQYcre3ILxDxuxFBUDkAzUHv2aqJ/dgTo2JrDBCSFCkk8tvF/84hekpaVhMpm45ZZbvHOPEhMTeeGFF1AoFF0GswjRX95kp1KiycjApVDQcbQU44aXAx2aECJE+ZTw9Ho9n3zyCTk5ObhcLu8/s9mMy+Vi0aJF3Hvvvf6KVYQJa2WVN9mNfvghklfdS8OCC0GhwHKkCGtVVaBD7JVUdhAiePk8CWvChAkUFBTw97//nY8++oiamhqSk5O59tpr+dGPfiQrTgQph8NBc3MzsbGxQTfc32YyAaBNz0AVH0/t//s9iUdLvfuNG/7IqPvuDcquTansIETw8inhFRQUMHXqVDQaDUuWLGHJkiX+iksMMofDQVNTEzqdLugSnmZkMgDWqkoqf/NbOo6V41IoUJxOItYTJzFueJnM+5YHMkwhRIjxKeHNmDEDnU7HrFmzmDt3rvff6NGj/RSeCEfa9HR0kydhKSqm/Vi5e+PpZBc5dgztx497uza16ekBjFSEDVsbMc1lUBXv19PGNJeBbQxoovx6XtEzn7s0LRYLu3fvZvfu3d5tSUlJzJkzx5sAr7zySl8fRgxDJSUlOByOnndesgBlbS0KUy0ACsCZlUnrdy5D+c/NKEy1lB34EszmboeqVCpycnIGMXIRbtTmMvK+WAFf+Pe8eUDD2LewJ0/174lFj3xKeCtXruSLL77gwIEDtLS0eLebTCa2bt3K1q1bUSgUcgFf9MjhcLBw4cJe91umnMeX99wLSiWTH1jFiPnzaK2o4FB9Ay5gzmWXocvK7Hbcjh07BjFqEY7s+nEcmP08ebNm+fW8B778kiz9OL+eU/TOp4S3bt06wH2BvqioiP3797Nr1y42b95MQ0ODXwIU4UuXlYk+dzrm/AKKn1mPLisLi8GAy+FAPyO3x2QnxKDQRNESOw7SZ5z9vuegpbRRujOHkF8WJ1QoFEyZMoWf/OQnbNy4kdLSUr7zne+QmJjIpk2b/PEQIkzlrFqBfkYuLoeD1vJyb7LLWSnTXYQQ52ZQasMkJibyz3/+k/Hjx3Pw4EGuv/76wXgYEQY0cXFMfewRLIYTtBmriUpLDeqWnVR2ECJ4+dTCu+KKK3jooYd4++23MRqNXfZFR0czZ84c3nzzTZ8CFINDoVCg0WhCZp6kLiuTEfPmBHWyA6nsIEQw86mFt23bNrZv3+69nZaWxty5c8nLy0On0/Hxxx/3PgpPBJRGoyEtLS3QYQghxJDxKeFptVqsVqv3dlVVFW+//TZvv/22d5vMyRNCCBEMfEp4zc3N5Ofn89lnn3n/lZWVeferVCoeeeQRn4MUQgghfHVOCe/o0aNMnDjxm4PVavLy8sjLy+Ouu+4CoL6+nvz8fEwmEzNnzmTChAn+jVgIIYQYgHNKeJMmTSI+Pp68vDzmzJnj/ZeZ+c1AgsTERL71rW/5PVAhhBDCF+fcpdnY2Mh//vMf/vOf/3i3jRw5sksCnDNnDiNGjPBroEIIIYQvzinhLV++nC+++IKDBw9isVi822tqatiyZQtbtmzxbsvOzvaup7ly5Ur/RSxEEHM6nV1+CiGCxzklvOeffx5wv5kLCwvZv38/+/fv5/PPP+err77CZrN571tRUcHx48f55z//KQlPhA3PNByZjjN4QmURAhF8BjRKU6lUMm3aNKZNm8ZPf/pTAKxWK4cOHfImwf3791NSUuLXYIX/2Gw2amtrSUpKQqPRBDocIc7K1tREybPPY84v8G7T504nZ9UKNHFxAYxMhAq/LS2m1WqZN28e8+bN825rbm7mwIED/noI4UculwubzSaVuUXI8CQ7hUqFLjsLy3ED5vwCSta/wNTHZPqTODufE15dXR27du0iJiaGGTNmkJSU5N0XGxvLJZdc4utDCBES3VjWqiqsZeVoT5zEqtJgHTdGCtT25RyKqrZWnXInO6WSGQ/eRnRGCq0nazj01EbMh/KxHPgIXVoyIEVVRe98SngFBQVcfvnl1NbWereNHTuW+fPnM3PmTDIyMjAYDNx///0+ByrCUyh0Y9mbWzD+YSOWomIAEoGmHZ/SBOgmTyJt2VLUsTEBjTEYnUtR1fbGJGAGOm0j0Vt+CEA0oNPOo7Utlra//De6ePfnkBRVFb3xKeGtWbMGk8nUZVtZWRnHjh3jb3/7m3ebJDwxUKHQjdU52QG4cFdoB7AUFWPc8DKZ9y0PSGzB7FyKqkYZTfD477BY42m95k1vC8+SvxFwEnXz7+B0C0+Kqore+JTwPvvsMxQKBQ8++CAZGRncddddpKamUl1d7b1PqKzGL4JPq8HgTXYznltH9Ohsd8Xz+1a7u7EMJwLevWmtrHInO6USnE5QKmm48HwSd+89fVuB5UgR1qoq6d480zkUVdWlgz53D+b8Ag499fI3xYCdTncx4LzLvfeVoqqiNz7VMGlpaQHcLb2f/exnaLVaNmzYQHFxMbNnzyYmJoadO3f6JVARftqNNQDosrKIHp0NQPTo0eiysgBoM1b3euxQsZ3u4dAkJgKgTk3Bmp2JOjXFfTvRvQCD7ZSp5xOIfpNiwMJXPrXw0tLSMBgMlJaWkpubS1paGkVFRVxzzTVs3LiRGTNm8Oabb3LhhRf6K14RRqLSUgGwGAy0Vhz3tvAsBkOX/YGkGenuRrPV1wNgr65Be/wE9mp3srbX13W5nxi4UCsGLIKPTwnvoosu4q9//SvXXnstX3/9Nenp6Xz88cesWrWK7Gz3N/J//OMf/PrXv/ZLsMJ/VCoVcXFxQV2ZW5eViT53Oub8Ag6uWEVUWhrt1dXeb/ZD+WFXUlLS62RyZVYmCsMJ97U7p5OEXbuB09fynC5c2ZmUmc1gNnc7VqVSkZOTM4iRDz+6rExJdGJAzinhHTlyhClTpnhvr169mk2bNlFTU0NERASTJk3iT3/6E8uXL6eiogKA1tZWvwYs/EOlUqHX6wMdRp9sTU047Xb3DaeTtspKAOKmnjfk3VgOh4M6NoucAAAgAElEQVSFCxf2uM82cyYl61/AfCgf+GbAiudnfEwsk2fO7HFU6Y4dOwYhWiFET87pGl5ubi7Lli3DaDQCMG3aNLZu3cqCBQsA+P73v4/L5eLFF1/k3XffRaFQePcJca5Knn2epsIjKFQqokaNcg8MAZRqddBMSYBvutpm/eYF77VGlEqiRo1CoVLRVHiEkvUvBDZIIcS5tfAcDgcvv/wyf/vb31i5ciWrV6/m4osvZtu2bQBceeWVPP744/zqV7+ivb2dvLw8fvvb3w5K4CLEnWXS8blMND5ToCYeu3DRWnE8qEeVChHOzinhLV68mLfeeguLxcKTTz7J73//e/7nf/6HZcuWea8F/fKXv2TNmjU0NTUFfZeZCJyzTTo+l4nGZwrUxOO+RpW2lpfTZqyWhCdEAJ1Twtu0aRN79+7l/vvvZ8+ePZw6dYq7776bX//61zz99NMsXrwYcC8uHYhkV1BQwOzZs1mzZg2PPvrokD++6L+zTTo+l4nGZwrUxONQGFUqBpfT6WTPnj3Mnz8ftdpvSxULPznnV+T888/n008/5a233mLNmjUUFxdz9OhRvve973HBBRewbt065s+fPxix9slut3PLLbd0KVEkgthZJh2fy0TjMwVq4nG3UaXpabQbAzOqVAy9mpoaXnnlFcrLy9Hr9UydKkubBZsBTzxfvHgxX331Fb/73e9IS0vD5XKxZ88eLrzwQn7wgx9QWlrqzzjP6qmnnqKwsHBIH1MMrlCbaNxtVOnJSlwOR0BGlYqh43Q62b59O0888QTNzc2sWrVKkl2Q8mmlFaVSybJlyygtLeWxxx4jJiYGl8vFpk2bmDp1Kvfcc0+XhaUHy+HDh3nyySd5+OGHB/2xhgun00lHR0dQV+buPPpx8ppfMOs37vUzg2mEZmddR5VmBO2oUuE/JpOJ5557jjfffJOLLrqIhx9+mPHjxwc6LNELnxKeh06n4+GHH6asrIy77roLtVqNzWbjpZdeGvQX3263c+utt3LZZZdx8803D+pj9Ze1qoqWQ/lYq6oCHUqv7HY71dXV2D0tkiCmy8pkxLw5Qd0l2Hndz5zVKxm95L+Y9MBKFCqVd4SmGD6cTic7duzgiSeeoL6+nvvuu48bb7wRrVYb6NBEH/xyVfXYsWMUFhZSWFhIY2MjycnJGI1GXC4Xzc3N/niIXv3v//4vpaWlvPXWWwH/8D6zTAxIeZhhoR9129oLSwBQqFUUP/WMd7tSG4HL4aCtcA86dfcVVaR2W+ipq6vjtddeo7i4mIsvvpjvfe97REZGBjos0Q/nlPA6J7YjR45QWFhIcXEx7e3t3e47FJW0CwsLefzxx3nxxRcZNWqUd3WXQPEmO5USbUYG1spKKQ8zDPSnbltUWzRwPk5rB+AkOqqF1raY07ch6pMVsK/7qkNSuy10uFwuPv30U/7xj38QFRXF8uXLu6w8JYLfOSW88ePHdyv301NiGzFiBNOmTWP69OlMnz7dtwh74XA4uPXWW7nooou4/fbbB3yehIQEEhISet3vdDq9/0en09ljcgdoP1npLRMz/rH/IXp0Nm2GExx9+FEsR4qgro7IjAzv/SMjI1Eq/dKjPCAWi4Xq6mri4uLQ6XR+O69GowEgPj6e2NjYPu87WOt4qlQqEk9XL/CL2NkcnPtrZs7ovYyNq+oUPPF79w2FCkZMgMpT4Hl//PDVHqdRHDx0iOljZ4PGf69BIJ3L6w+D8zfg99cfaGhoYMeOHVRVVXkH5kVF+d4q98SqUCj6/DyQKQ7+cc7PYucE51k/c/r06V0SXFpaml+D7Mm6devIz8/n008/9Q6MaWhoANwf5rW1tcTHx3vfgP7Q3t7O0aNHvbdNJpN3QWF1hYFowBYfx/6KcpSG4wDE6ONR1dVz6D87SJw723vsxIkT/ZpoxCDS6GiNG99n3bb2E/sBUEVF4mhrp/VkTZfbbXY9uh6Obz3WMmyS3XDkcrnYt28f//jHPwC4++67mTZtWoCjEgN1Tgnvqquu8ia16dOnk5OTE7BvHu+//z4dHR3MnTu3275169axbt06/vOf/3DJJZf49DhtbW1YLBbA3cJLTf1m8nDn3ztSUqj8cBtqcyPZumhGTMqh42QllQ3uFfLHz8kjotP9LRZLr63FodDR4e5qa2pq8mscnueqsbHxrHMie6s+4CuHw0H96XI9/jxnXzyTyp0dNiY/uBoUSlxOJyXr1nfZPxSxBtK5vP4wOH8D/npOm5ubefvttykuLiY3N5cJEyb4Pdl5YtXpdERHR/v13KK7c8pWW7ZsGaw4ztn69eu9LTqPmpoabr75Zv7rv/6LJUuWkJube9bzNDQ09Huwi1KpJCIiosd9EdnZaCaMx1b6NU0v/j+sGRlYqyrB6UQ3ZTIxp8slieGp86Tz4mfWfzNRXiadhxyXy0VBQQHvvvsuSqWSH//4x0yZMoUjR44M2mNaLBbvl4WeDPbgv3ARsh3DeXl53bZ5Bq2MHTuWyy67bIgjgrgf/4iqP2xEa6zBesI9DF03ZTJpt9825LGIoZezaoW3TFBreTlAUE+UF921trbyzjvvUFhYyLRp01i0aJG0vIaRkE14wUgZHU39pd9iSkoKOmsHmpHJaNPTAx1Wj9RqNampqXIx3I+kIndoKyws5J133sHlcnHjjTfKainDkHza+ZFnxJk2PZ2Y+N7nbAWDvrpnhW+kIndosVgsvPvuuxQUFDBlyhSuu+46YmJk3uxwNKwS3ujRo4dk/l9vPMOKAzndQAjRf0VFRbz99ts4HA5+8IMfMH369G5Tr8TwMawSnhi+pJtQ+FNbWxtbtmzh0KFD5OTkcP311xMn650Oe5LwRFCzNTVR8uzzmPMLvNv0udPJWbVCFmQWA3L06FE2b95MR0cH3/3ud5k5c6a06sKE9L2JoOZJdgqViuixY9yLMecXULL+hUCHJkJMe3s7mzdv5rXXXiMlJYV77rmHWbNmSbILI9LC86O2rwqJOVhAmzaS2POHvgjucOOpQIBSyehbf0JC7nRcTgeH7lvtrUAg3ZuiP8rKyti0aRNtbW1cf/31zJ49WxJdGJKE5wdWYw2Gp/8XZ6uFWKCh8AiNr79J1i8eQJuWEujwQlbrMfdcNpxOyjf+kXLc3ZlRozKwHDfQZqyWhCf6ZLVa+eCDD/j8888ZM2YM3/3ud/tcO1cMb5Lw/MCT7ABcKhUKhwNnqwXD088w4dfrAxxdzxwOB83NzcTGxg7aIs6+Mr73vvf3qFEZtBuru1zL6225LiEAysvL2bRpEy0tLSxatIi5c+fKCOowJwnPR80HD3mTXfxPbqbYYWeSUkXja3/F2dpK86F8YmecfYmzoeZwOGhqakKn0wVlwms1GGgu+Wah7nZjNZGpKbRVuovqxk7Kkdad6JHdbmfLli3s3buX7OxsbrnlFkaMGBHosEQQkITno/bTy5kpNBoizpsCBQVETD0PhUaDy2ajvbw8KBNeMFCpVOzYsaPnnWXHUAGuEYm4oqNRGk54kx2AeXR2r8cGYwIXQ6OsrIytW7fS1tbG1Vdfzfz586VVJ7wk4fkocswYAFw2G9bDXwHQXnAY1+mV4j37RXc5Od0rgHtY9Xoq3n4XhdlM4pKbOVpaymilktZ33wOni3EXzA/aZdvE0LPZbLz99tts27aNxMREfvrTn5Kc3L3+oAhvkvB8FDsjF2W0DmerhaY//41UpZJmpxNwr60prbuB0aano5s8CUtRMQ2/fhF9fBytjU3gdKGbMlmSnfCqqKjglVdewWQyccMNNxARESHJTvRIEl4/lZSU9Fy7q60NZVwcitPX8RSnk51Lq8X2g+/2WVJEpVL12coJd2nLlmLc8DKWI0VoTtcVlOoTwsNms7FlyxY++OADRo0axUMPPUR6enrv3eQi7EnC6yeHw8HChQu7bf/qkccwG6tRqFREJCVhPXUKXC4SJk9i6g2L+zynvDH7po6NIfO+5ZwqKqLsiy8ZN3sWIydPDnRYIggYDAZeeeUVqqurWbRoEVdeeaVcuxVnJQnPB56J0QqVihnPrUOhVGLOz+fYH1+VidF+pE5JwZqZgToluOc0ynqfg8/hcPDee+/x3nvvkZ6ezoMPPkhmpjzXon8k4fmg3VgDQFRGBuV/fKXLHDGA5rJjQfvBp1Ao0Gg0stqEH8h6n0OjsrKSP/3pT1RWVnLVVVdx9dVXSz1HcU5kvK4PPBOfLZ1aelGjMrz7q9//IFChnZVGoyEtLQ2NRhPoUEKerPc5+D766CPWrl2Lw+HgF7/4Bdddd50kO3HOJOH5QJeVSWzORO/tyNRU2o3V3tvNxSVYDCcCEdqw4rk2E4zXaM7s1p75/LPMeO4Zd9I73a0tfGMwGPjo9df5zrjx3PtfS8jOzg50SCJEScLzUdrVV3p/b6usxOVwoJ+Riy47y72tUwIUAxPMhXU93dq6rCyiR7s/iKNHj0aXJa+/P9iamjjy6BNcV2tmxM7dHF6xiq8eeQxbU1OgQxMhKPg+QUJMzNix7l+USsYs/SmzfvMCY25dQtvJSkDWexzuOndrt1YcB6C1ogKLwdBlvxiYgrVPE1NXD0qldBcLn0knuI90WZnoc6djzi+g/I+vUJWUhLW2FpxOd0svSAetCP/o/Pofuu9+dFlZWAyGb1r68voPWKvBQFtxCU4gd93TxI8fR2tFhZSHEgMmLTw/GHvHUtQxMeB0uufhOZ2oY2IYu0wmSIeDnFUr0M/IxeVw0Fpe7k12OSvvDXRoIe3U0VL3L0lJxI8fB0h3sfCNtPD84NjvN2JvaQGlEm1yMlaTCXtLC8f+8DJTH3sk0OGJQaaJi2PqY4/IPDw/219aSjqgamigteI40aOzpbtY+EQSXn/Y2ohpLoOq+G67WqtOuUfpKZXMWLOU6IwUWk/WcOipje5ulwMfoUvreV2/mOYysI0BTdRg/w/EENBlZUqi85PGxkZ2fHWYH2Sko66sku5i4ReS8PpBbS4j74sV8EX3fe2NScAMdNpGorf8EIBoQKedR2tbLG1/+W908bU9njcPaBj7FvbkqYMWe29sNhu1tbUkJSXJXDwRdD766CPUajV5ax7i+Eu/w3won9bycgDpLhYDJgmvH+z6cRyY/Tx5s2Z12xdlNMHjv8Nijaf1mje9LTxL/kbASdTNv4NeWngHvvySLP24QY6+Zy6XC5vNhsvlCsjjnwvn6QW5PT/F8Nba2srOnTv59re/TWzKSOkuFn4jCa8/NFG0xI6D9BnddunSQZ+7xz1K76mXv+l28YzSzLu819O2lDZKd2Y/eKpU9FitQgw7H3/8MU6nk0svvdS7TbqLhT/IKE0/kFF6QvhHe3s7H3/8MQsWLCA2NjbQ4YhhRlp4fiCj9ITwjx07dmC1WrniiisCHYoYhiTh+ZF0uwgxcDabjW3btnH++eeTkJAQ6HDEMCRdmkKIoLB7926am5v5zne+E+hQxDAlCc9PLIYT1O3bL6vjDxK1uRFrYRHWqqpAhyIGgcPh4MMPP2TOnDmMHDky0OGIYUq6NH0UqsU/VSoVcXFxQVlypzN7cwvmDX8kufRrmoAmQDd5EmnLlqKOjQl0eMJPPv/8c+rq6rjrrrsCHYoYxqSF56NQLf6pUqnQ6/VBn/CMf9iIrfRrXAoF6ox0UCmxFBVj3PByoEMTfuJ0Otm6dSu5ublkZGSc/QAhBkgSng96K/6JUon5UD51+/YHOsSQZq2swlJUDEoltVd/h5GrVpD9yzXupHdEujeHi4MHD1JTU8NVV10V6FDEMCcJzwdnFv+0NTVR/sdX4fSKIEW/elqKVfrAZjIBoE5LxZ6gByAycxTadHcrwHbKFLDYhH+4XC62bt3K5MmTGTNmTKDDEcOcJDwfnFn888xreSiVIdG9Gaw0I91LstmN1agbzAC0nziJtaqyy34RuoxGIydOnJDWnRgSkvB84Cn+6XI4OLhiVdeBKzNymfn8Ovc1vdPFKsW50aano5s8CZxOkt77gFPPPs/xJ38FDie6KZPRpqcHOkThA5fLRWFhIWPHjmXixImBDkeEAUl4PvIsK0anhY09y4pJsUrfpS1binbiBBQuF/bKKm+yS7tdiuuGuoqKCkwmE1dddRUKhSLQ4YgwINMSfORZVqxu336KfvU0KJWMufUnaOLipFilH6hjYxjxs2Xkb/+YnJQU4rKzpGU3TOzYsQO9Xs+0adMCHYoIE5Lw/GTEvDnoc6e7qyacLlbZevw4OJ3ETsoJuiXHnE4ndrsdtVqNUhn8DX27Pp7IqeehDdCCwiqVih07dpz1fg6HA6vVilar7deUj2CfFjJYTp48yddff82FF17Yr9adrFMr/EESXj/15wPPOX8Oiro61CcrvcUqAZqLS9h1z704r7kSor4pBxTIDzu73U51dTWpqalEREQELI5QkZOT06/71dfXU1BQwNixY0lMTBzkqELXzp07SUpKIjOz7+QVqgs7iOAkCa+f+vOB19DQQP4lC8jctQf7cQMolWhHZWCtrERhOEHsjk/JvG/5EEQ7vNjt9i4/RWirqanhyJEj3HDDDWftXei8sIMuOwvLcYN35PPUxx4ZoojFcBH8fVkhxFZdja74qDvZqZSMfuQhRj/ykEyW9pGnKnsoVGcHWffzbHbu3El8fDy5ubl93q+3hR1k5LMYqGHRwvvggw948sknOXDgAEqlkvnz5/Pkk08yf/78IXl8e3MLxj9sxFJUTPzpbQq1BlW8+5ZnsrT1xAlsp0wy6GKYknU/z66+vp7Dhw9z9dVXo1ar+75UUHYMFeBMTODz8mO0Fx0hMjISdWICClMt+7dtg3Fjux0WrtdFxdmFfML75JNPuOqqqzjvvPNYu3Ytdrudl156iYULF7Jz507mzZs36DF4kh1KJbaYGDRNTbisVip/81uy1zwgk6XDROd1PzVpadhrqr3rfkpXttvOnTuJiooiLy8P6PtSgVWvp+Ltd1HU15OuiaCgtpaxsbGY6usBGJc3S748inMS8glv+fLlZGZmsm/fPnQ6HQBLlixh8uTJPPTQQ2zbtm1QH9+73qNKScLP7+aI6RSjtn+Cw1hN+7Fyyn/5KB2mUzJZ2kfebsJxY4LyOeyy7udVVzBl4cXoWi0cf/JX3q7sYIx7KDU1NXHw4EEuvfRSNBrNWe/vWXjAUlSMaf0LJMXHYWpsAmdwv5dkRGnwCumE19DQwOHDh1m5cqU32QGkpKSwcOFCPvzww0GPwbPeozY9A2VcLIl/fwNHdY13f0e1e8K5TJYemFDpJvSu+5magj1Bj0KhkK7sM3z66adoNBrmzp3b72PSli3FuOFlLEeK0JxeXi5Y30syojT4hXTCi4uLo6SkhOjo6G77amtrUasH/7/n6aK0VlXi+NNraKtrQKGATgMsIseNlS6tAQqVbkLvup/VNagbzKjVaunK7qS1tZX9+/dz4YUXEhkZ2e/j1LExZN63nPrSryn5bB858+eROGH8IEY6cDKiNPiFdMJTqVRMmDCh2/aCggJ2797NlVde6dfH80zW7kyRlETkpBzai0uwG07gAvdEWpcL7ZjRWI8baC87Rsvx40SkpXmPC/SEb7VaTWpq6pB8KTibnp5XgI4qY5duwokXXoCupZXKp9dhOVLU7TmFwD2v2vR0IseOof1YOUlb3ufUoQLs1dXSlX3a3r17USgUXHDBBQM6XpOagjUzA01qip8j8w/PiFKUSnJWryRp/jxaKyo4dN9q74hS6d4MvMB/2vlZS0sLS5YsAeDBBx/067k9k7U9TCYTDocDxdw8ok0mVHX1KACcTmwZ6TQtuIDopiZUdfV8vf8AiXNne48N9IRvpVIZNBPOe3te1RUGogF7gh57gp5jx46hVCqJSdCjqqvn6L79uMaNITn5m9ZTIJ5Xzyjd9mPuxQYU4F73k+DtfhtK7e3tfPbZZ8yZM6fLpYfhwtbUxNH1v3bfcDopfuoZb1emLiuL1vJy2ozVkvCCwLBKeBaLhWuvvZb8/Hx++ctfsmDBAr+e39Mq8uj8e0d2NpVPPAUKBUlLbyF25kw6TlZSefq6w/g5eUR0un8wtKyCRW/Pa0dKCpUfbkPdYGZK8khix47BYaz2PqcT583psYU31LyjdFVKNKlpdFRVoXC5pCv7tH379mGz2bjwwgsHfA7n6cXZnZ0WaQ8WJc8+T2tFxTcbTpcFO/LkU7KWbpAZNp+6DQ0NXHPNNezdu5fbbruNJ554ol/HJSQkkJCQ0Ot+p9PZvwnPqam0TJ9GY8Fh6v74Gpas/9BmOAFOJ/G508maObO//5WQ5hl9Fx8fT6yv6152ek7N//dbrFmZQfecWgwnsBQVo1CpmPbs/9IRF8uuTZtJfv9D2suOEdlqQZc5KtBhDpkzX/+Ojg727t3L+eefz+jRowd8XqvVCkBkZGTAlmzraX5f58nxMePG0ny01LuvueQo4K6e0lvrTqVSkZiYiEKh6LMrXr4g+8ewWGnl1KlTXHLJJezdu5c77riDDRs2BCSOCfctJ/50fTxLeQUuh4P43OlMWPHzgMQzHAT7c9p+ekRuVFYm0dnuUlD2BL23Knt7mJeF2r17NxaLhSuuuCLQoQyKdqP79ddlZTHl4TXdSoVFjxlNzsp7AxSdOFPIf21obm7miiuuoKCggBUrVvDcc8/59fxtbW1YLJZ+3z/1njtJqKrCdsqEZmQy2vR0mu12OD1ZdrjzPFeNjY3YbDa/nDOYn1Orzj3i0GIwYCw4TEd8HOoGM9bKSu/++iCIc6h0fv3b2tr44IMPmDZtGkql0qfnobW11fszUM+nw+Hots3TVWkxGOiob2DqY49Qu3cfxc88C04nOffd2+eUBIfDQX19PTqdrsfR5sK/Qj7h3XnnneTn57N8+fIBJbuGhga/L0qsTU8P+1F5/hasz2nnydEVT6xFnZpKUpURXK6wH52Zn59PU1MTCxcuDHQog0aXldmtLJjFYACns8+uzDNZLJY+v1g3Nzf7K+SwFtIJ76uvvuIvf/kL8fHxzJgxg7/85S/d7nPzzTcHIDIRTjpPjrZXVqEANBPGh/XoTKfTyc6dO5kyZQojR44MdDiDKmfVCkrWv4D5UL63LJh+Rq50ZQahkE54O3fuBNzdJ7feemuP95GE1zOHw0FzczOxsbGy2K6PPJOjrVVV1JeVU1ZXy5SLFwTVSjBDrbi4mLq6On74wx8GOpRBp4mLY+pjj8iSYiEgpAet3Hnnnbhcrj7/iZ45HA6ampp6vC4hBkabno72vMnY9fFnv/Mw5nK52LNnDxMmTCAjIyPQ4QwZXVYmI+bNkWQXxEK6hScGrq6uji+//JIRI0YQHR1NVFQUkZGRREVFeX+PiIhwrxojxDkwGo2cOnWKa6+91m/n9Pwdyt+j8IUkvDCUn5/Pf/75T6JtdsrVKup6uZ9SqeyWBHtKjJ1/gnvOVDBOEB4qwV7ZYTC5XC6KiooYNWoUY8aM8dt5PfPQZD6a8IX89YQRm83G+5s3E/vJLq7q+GbKQNSkHOJv/jEdKiXt7e20tbXR1tbm/b3zz9bWVurq6rz3sVqtPXYdv/POO2i12n4lyZ629ad8TLAJlcoOg+n48ePU19dz+eWXBzoUIbqRhBcmamtref3115lWdJTUDhsolShGJuM6ZaKtuATF314f0DJYTqcTq9XqTYpms5ny8nISEhJwOp3dEqbJZOqSVHu7hqhWq7skwZiYGBITExkxYoT3X1xcXEAX4D5TqFR2GEx79uxBr9czdmz3SuRCBJokvDBw+PBhNm/eTHqEllRrB6iUpK5eSc0pE7HHT9C8/eMBFylVKpXeVlpCQgJ6vR6bzcaECRP6tVCwzWbrsVV5ZqJsbm6mqKgIs9ns7S5Vq9VdkmDn3wcjGfZW1QFCq7LDYDlx4gQVFRWcf/75frnWZu202AC+LlPnByqVih07dpz1fk6nk44qI9q2dhSJehgxos9ziqEjCW8Ys9lsbN26lc8//5zRo0czJyERvi7Hqddz8pU/ozZW03k667EXfoP9+zeg1euZOHHikMSo0WjQaDT9XnfTbrdjNpupq6ujrq6O+vp66urqOHLkSJ/JsHNCHGgyPLOqA/S/ssOZ1TIg8BUz/G3Hjh2MGDHC55GZnuoTlqJi77aIiRNQTJ/qa4g+ycnJOet97M0tGF76HZrSr73bwq1bO5hJwhumamtreeONNzCZTFx//fXMnj2bDqORiq0foqyr73E+irK+Af2ne4O6+02tVpOUlERSUlK3fb0lw8LCQsxms/da40CT4ZlVHaD/lR3OrJbhOd9wUV1dTXFxMYsWLfK5dde5+oQ2IwNrZSUdR0tJaG6CCwdWT2+oSLd2cBs+7zjhdfjwYd566y1iYmK44447SDvdlda5SCngLlarVHZZ7HagXZvB4FySoSch9icZehJiXFxcry2yiOxs7xJjDf/3Ipb0DHe1c6e7AGxMdvag/t8DbceOHej1es477zyOHTs24PNYK6u8yW70ww+hHZVB+4mTHH/iV2iNNdiqa4Kie7Mn3thPd2tPWXgxulYLx5/8VUi/r4YTSXjDiM1m4/3332ffvn1kZWUxb948GhoaaGho+OZOEyeg6lSoFKcTV3YmtLSiqHMvylt24Eswm7ucW6VS9atLJ1j5Kxmeea3Q8y82NrbLEmPWEyeA8CgAW1tby1dffcWiRYt8viZlM5kA0KZnoB3l7hqNzByFOi0Ve2UVjtpamDDe55gHgyd2dWoK9gQ94I5dm56B9cQJbKdMkvACTBLeMFFXV8frr7+OyWRizpw53HbbbT12LVnGjOXL9z9031AomPSL+4lKTeHgivu995lz2WXdVovoz8X6UHWuybCnblKNRkNiYiKJKUlMm/kjxiYkeis7DHe7du0iOjqaWbNm+VwhQzPSXb3eWlWJ9WSlt4Vn95RZOp1IgpEndnt1DerTXdntJ066W/qd9ovAkc51wBUAACAASURBVIQ3DHz11Vds3ryZmJgYli1bhtls7vU6SufV3XG5KH7qmS77z2WF93BwrsmwurqaN7dvZ+HChVyWOz0AEQ8ts9nMoUOHuPzyy9FoND4nvDOrT2g7dQ1b01JQBfFC1J1jT3rvAxoO5mOqqQGHM+wrZwQLSXghzG63s3XrVvbt28fUqVNZvHgxkZGRmM/ojuzMUllJ89dlPe6Lm3qerPB+DnpKhi6Xi08//ZQPPviAxsZGFi9ePKwGp5xp9+7dREREMGfOHL+ds6euYc2E8VTnTiPYa8enLVuK4aXfYSv9GnuVEQiPbu1QMXzficNcXV0db7zxBjU1NVx77bXMnTu3X6PjClavwXG6mKZCo8F1+hu5Sqdj+trHBzXmcKBQKFiwYAHx8fH861//oqmpiR//+MdERkYGOjS/a2lp4YsvvmDBggVotVq/nbdz9QnPPLzWyEgMBQV+e4zBoo6NQX/7TzmycxfjRiSRGIbLywUzSXghqLCwkE2bNhEdHc0dd9xBeuc3lK2NmOYyqOq+Yn/toWLsLS0AjLrifEbOz6W+sIyKf32Ew2Kh7v03GDG954EpMc1lYBsDmqhB+T8NN9OnTyc2Npa//vWvbNiwgSVLlhAfP7yqKOzZsweFQsH8+fMH5fydi/42FhWhPVGJPSUFEhMH5fH8RaVSYdfHo5s+Fe0we81DnSS8EGK323n//ff57LPPunRhdqY2l5H3xQr4ovvxjSfHA6MBOPnhXk5+uLfL/mMvv0Jczn406u7XYfKAhrFvYU8O7OTfUDJmzBiWLVvGq6++yu9//3uWLFnSbR5fqGpra2Pfvn3MnTu3XyvqDFTnSeiJQMOOXViDfCK3Zx7ncFpFZ7iQhBci6uvreeONN6iuru6zC9OuH8eB2c+TN2tWt32NT/4eOAWAQq3GdcYyWdYOHSX2W5l65//X7dgDX35Jln6cf/4zYWTkyJH893//N6+99hobNmzgpptuYvz44BxWfy727duHw+HgwgsvHNTH8U5CVyqxxcejaWyUidxiwCThhYDCwkI2b95MVFQUy5Yt63vpJk0ULbHjIH1Gl82tBgOWylPe22cmO2VkJC6bDXPRMSz2Ed1GaraUNkp35gDFxsaydOlSXn/9dV577TUWL17MrB6+kISKjo4O9uzZQ15eXr+XhOtLb2uUdl6fNO7un1FSX8fEhESaf/u7sFmfVPiXJLwgZrfb+eCDD9i7dy/nnXceN9xww4AHP7QbawCIGpWBtbYWZ7u1y/6IxESUGjWW4wbajNUyNcHPtFotN998M++88w6bNm2isbGRSy65JCQLmn7xxRe0t7dz0UUX+eV8Z65Reub6pI4EPcct7oFWhjYLcafXJz26bz+ucWNITv5mfttwW59U+JckvCDVuQtz0aJFzJs3r98fjj2u6l5XhwqwVBkhMQFFuxVPFTsF0F5V5V5qDPiq8gTssHQ7p/CNSqVi8eLF6PV6tm/fjtls5rrrrgup59Zut7Nr1y5yc3NJSEjwyznPXKP0zPVJVQ1mJicn40hIQFXfQPXpSd0T583psYUnRG/kryMIHTlyhE2bNvWvC7MHvS0BduLzA+4uolp3jXNv+tRowGZDAUSOG0v2ggUDD170SaFQ8K1vfQu9Xs/mzZtpamrixhtv9Ouw/sF08OBBWlpauPjii/12TqVS2WOrrPP6pNXPrO8yCT0c1icV/ied3UHEbrfz3nvv8be//Y2xY8dy5513+lxqxXvu5pZu1+28Oq2Oob/Efx9konczZ85kyZIlGAwGNm7cSHNz89kPCjCHw8HOnTuZMmVKl27EwZS2bCm6KZPB4XRPQj+9aolM5BYDIS28INHQ0MAbb7yB0WjkmmuuYf78+X69vmP8w0baSr+GM6ojEKEBmx1OrwkZmZ31/7d371FNXenDx78EAopoIMhdvCvgvWqRqVaK1RkUtVNvP2/LtnbwUmvrqqt11rjGmbHtdN62b+/Ob+q8Wm2tFa3VegEUqlUpWhGlAoJaBVQEQe4XgUDy/kGTEkHrJZCEPJ+1WOI5J8mTvUOes/fZZ2+Tvaa4u759+xIZGcnnn39uuG3B04KnzkpNTaWkpIQ5c+a02Wu2dBO6pd/IrV+TUdv070xYBGnhWYCMjAzWrVtHZWUlkZGRJlkxWqvVUldXR11dHZXZOYbRbp5/es5wjA6gTmNIdtC44oL+cfof+cNtPd7e3ixevBgnJyfWr19PVlaWuUNqkVar5ejRo/Tv3994ooM24uTri8uwoRaf7KCxJdz0X2E5JOGZkb4L88svv6R3794sW7aMbt1MM1ugfuRbfn4+hRcvAo2j3bKycwDQKR1omlJ1ysbG/oUfk0hNTTU8Nj8/v8Uh48J0VCoVkZGR+Pr6smnTJs5a4BRamZmZFBQUEBoaau5QhHhg0qVpJk27MCdNmmSSVl1TTUe+1el05AL2JaX06tmTAsCuQQt2dqDToZ45jeKduwEZ+WYuHTp0YMGCBezevZvt27dTVlbGmDFjLOK2BZ1Ox5EjR+jZsyc9ZKCIsGLyTWYGmZmZ7Ny5EycnJyIjI03Wqmuq6ci3pqPdCjZsxM7JCV1t4314dh2cKP5mt4x8swAODg5Mnz4dV1dXDhw4QGlpKREREWa/kfrSpUvk5ubyzDPPmDUOIR6WJLw21NDQwMGDB/nhhx8ICgpi2rRpdOzYNrOXNF1yRdfw603nul9uQJeRb5bBzs6O8ePHo1Kp2Lt3L2VlZcyaNcusN1MfOXIEPz+/djElmrBtkvDaSGlpKVFRUeTm5rZKF+ZvaWm0G2A1I99szaOPPkqXLl2Iiopi48aNzJ8/HxeXtp8s+cqVK2RlZTF37lyL6F4V4mHIoJU2kJmZybp16ygvLycyMpLHHnvMbF8eTUe7WdPIN1sUEBDA888/T2lpKZ9++ik3b95s8xi+//57PD09CQwMbPPXFsLUJOG1ooaGBmJjY9myZQs9evRg2bJl+PvLHJXi3vn5+bF48WIcHBxYv349V65cabPXzsvL48KFC4wdO9bs1xGtif5kVlrElke6NFtJ0y7MiRMnmrVVJ6ybm5sbixYt4ssvv2Tjxo3MnDmTgQMHPvDzVaT8RE1WFvYqFY5q9R27tI8cOYKbmxuDBw9+mPBtjn5Us4xutjxSI63g/PnzfP311zg6OhIZGSmtOvHQOnbsyDPPPMPOnTvZtm2b4STqftTm3eDKv/4P2qrqZvucb1tUtbCwkPT0dKZMmWJVk1sLcTfST2FCDQ0NHDhwgC+++ILu3btLF6YwKaVSyaxZsxg9ejTR0dFER0ff1yw4d0p2gGFRVb2jR4/i4uJi1ev2CXE7aeGZ0M8//8wPP/xAeHg4o0ePli5MYXIKhYLw8HBcXV3Zv38/ZWVlzJgxA6VS2XiA5hYOpZfQanVGU1tVZGQZJzuFAtffDaL0h19mdbGzo/pcBjUph7jV0Ymffkrh9yGDsS9IQ2Fvj0LR+Fmud+0jCwELqyUJz4QCAgJ4+eWXcXd3N3coop0LCQlBpVKxfft2PvvsM+bPn4+zszMOpZdw2/7HZsdXX+8N9MaOBnTYY0/dr8kOftmuwDn6LyTQnY66Hky8tIYOWcbTypXM2k29x6DWfntCtApJeCYmyU60laCgIBYuXMgXX3zB+vXrWbBgAWrXPiSPfJ8Rt3VFdj57Hv53Ozoar8c1aI3/9HW6xqsb9dM+IOGrGCaFDqdD6AqjY5JPn6a7a59WfEdCtC65hieEFfP392fx4sXodDo+/fRTrt0oorJzH/AdZvTjHv4/ONzDjevHLxTioFTyxNQ5zZ6jsrN0ZwrrJi08Iaycu7s7ixYtYsuWLWzYsIExY8Zw5MiRZsfVPRVBh+3fYNdkwV89nVKJnUbDuR9+oMeggZw6darZMTJaU1g7SXhCtAOdOnXiueeeY8eOHXz//fdMmTKF4OBg44MGDKA2IIDsNWvBDlS/n8AtVxWuXVQUbPwMgAoHB+Y8/bRZpjFrL/TLacmyWpZHEp4Q7YSjoyNz5swhOjqaPXv2UFpayvjx441mSXHy9TWsnFF2MB5UXSgoKwedjhsdnOj/uxBJdg9IP0+txqlxom9dk4WVhWWQhCdEO6JQKIiIiMDNzY2YmBhKS0uZNm2a0awfnnPncOVfb6OtqoLSMgC0jo782LkTkWPGmCt0q1VfUUne+v9HdUamYZva2wttnz6gVpsxMnE7GbQiRDtjZ2fH6NGjmT17NufOnWPz5s3cunXLsL9g61eNyU6hwM7VFRQKFHV1jNPZ4erqasbIrZMh2dkrcOruDwoFTvk3KN8aZe7QxG0k4QnRDmm1Wvr378/8+fPJy8tj/fr1FBYWUpmd0/jlrFDg9eordHjpBYoiwtECLjeLqMzJoa6uzujnfmZzsTW1udcNya7nX1fTc81q3F5ehg7QXPyZipSfzB2iaKJdJLysrCymTZuGWq1GrVazYMECCgsLzR2WEGZTX19Pfn4+jo6OTJ06lZqaGv773/9yKTkZADtPD8qdHNFqtRzLzKC6kzMAhRcukp+fb/Qjgy/uTPPL94yTrx9O3fyor6ikcl8M+jmWrn/yv1z9vx9QX1FpviCFgdVfwysqKiIsLIy6ujpWrVpFfX0977zzDmfPnuXkyZNmXSlaCHNxcHDA29sbAG9vb7p168ZXX33F4ZQzTAR0BYWoG7Rk3CzEvrgEl1s1AHj074fjL49r+lyiZfqFlGuv51J7LZeCqB1oLv6MDhqTnkJhmKfU/5WXzRmqoB0kvPfee49r166RmppKUFAQAKNGjWLChAls3ryZyMhIM0coRNtTKBRGJ3tqtZo//elPREVFkVdUik+dhty33gZHJRG1daDT4TwgCJcePcwYteXTarVGLV67rl3pEBhATeZ5sv/xBvwyMtMOcOjbB69ZM8j91ztUn8ugMicHRx8fw2MdHBxkncE2ZvWlvW3bNp544glDsgMYP348AQEBbNu2zYyRCWFZnJycmDdvHhVPPM51RyVotXSpqUXxS7LziXze3CFaPH1Xsf4nNTWVguARaPx8DckOoNbHi5shj3LuZiENbo0DgX5OSpauYjOz6hZeSUkJly9fZsaMGc32DR8+nP3795shKiEsl729PZNnzuSolxd7YmLo696VSfPmtrgArGiuaVcx8OvvISFUnU2l4D//BYUC79n/Q+fevWjIyye3pBSAvo+OMOoulq7itmfVJZ6bmwuAn59fs30+Pj6Ul5dTVlaGSqVq69CEsFh2dnaEhobSvXt33NzccJJbEe7Z7V3FTTmOHEFl0DGqMzIp+egTqn39qL2eC1qtdBdbCKvu0qyoqADA2dm52b6OHRsnua2qqmrTmISwFr169ZL77kzMZ9GfcB4QBA1aaq9ehQatdBdbEKtu4envD7rbQqtyUVgI0VYcOrvg/8rLhmnGlJ4e0l1sQaw64XXu3BnAaBYJPf02/TF34ubmhpub2x33a7VamRPvPuhX3lapVL9Z9qL9kfr/xX1OKWZnZ3fXk3O53mcaVt386d69OwB5eXnN9l2/fh1XV1c6derU1mEJIYSwQFZ92uDq6kqvXr04ffp0s31nzpxh5MiRD/0at27dorq6+qGfx1boy6qsrAxNC+uuifZN6v/BODs7y8l5G7DqhAcwffp0PvjgAzIzMwkMDAQgPj6e8+fP8+qrr/7m40tKSuR+GCGEWVVXV9/1xFo/QE88HKtPeK+99hqff/45Tz75JCtXrqSmpoa3336bRx55hPnz55s7PCGEEBbCqq/hAXh4eHD06FGGDh3KmjVr+OCDD3jqqaeIiYnBycnJ3OEJIYSwEFbfwgMICAggOjra3GEIIYSwYO0i4T2IhoYGoHG1BWsYlKLVaq3insK6ujrq6+spKiqyiusO1lKu1hKn1H/r0N9mpf/eEg/GZhNeSUkJANnZ2eYNpJ2yhi870Xqk/ltHSUkJXbt2NXcYVstmE16XLl0ACAoKsvgbZG/evMnly5cZOHCgxQ9dllhNz1riBIm1tVRUVJCRkWH43hIPxmYTnn4CWD8/v7vOtGIpLl++jI+Pj8RqYtYSq7XECRJraygpKSEjI0MWtH5Ilt95LYQQQpiAJDwhhBA2QRKeEEIIm2Cz1/CEEKK902g0fPfddyQlJVFQUIBCocDT05Pg4GDCwsIschWGvXv3sm/fPt58802Tj0i1vHfbDhQXF7N27VqWLl1KQECAucMxotPpOHbsGN9//z03b96kc+fODBkyhKlTpxoWzbVEllymYF3lqtVqOXjwIAkJCZSWluLl5cWECRMICQkxd2h3ZcmfAUus/4aGBj766CMuX75MSEgIjz/+OFqtlosXL7Jz505SUlJYsWKFYUknWyAJz8SKior48MMPW1yjzxIcPHiQ3bt38/vf/57AwEAKCgrYs2cP169fZ8WKFXddTNdcLL1MwbrKddeuXXz33XdMnTqVHj16kJaWxmeffYZCoSA4ONjc4bXI0j8Dllj/ycnJXLhwgcWLFzN8+HDD9nHjxnHgwAG++eYbEhMTCQ0NbfPYzEUSnolotVqOHz/Ozp07zR3KHWm1WmJjY3n88cd5+umngcb7EF1cXFi/fj05OTn07NnTvEE2YQ1lCtZVrjU1NRw+fJgnn3yS8PBwoDHWK1eucOjQIYtLeNbwGbDU+r906RIAAwYMaLYvLCyMb7/9lsuXL0vCE/cvNzeXrVu3EhoaSlBQEJ988om5Q2qmpqaG4OBgHn30UaPtnp6eABQWFlrMFzNYR5mCdZWrUqlk1apVqFQqo+329vYW2Xqyhs+ApdZ/hw4dADh27BgTJkww2ufo6MhHH31kdA0vOTmZw4cPc/XqVTQaDa6urowYMYKpU6cauj03bdpETk4O8+bN4+uvv+batWuoVComT55McHAwe/fuJTExkdraWvr168fcuXNR/7L6+969e4mOjubvf/87W7ZsISsriy5dujB69GgmTpx41yneqqqq2LNnDykpKVRWVtK1a1fGjh3LuHHj7qv1LAnPRNRqNW+88QZubm6cP3/e3OG0yNnZmTlz5jTbfubMGaDxJnxLYg1lCtZVrvb29vj7+wON153Ky8tJTEwkMzPTIpfTsobPgKXW/6hRo4iPj+frr78mISGBYcOGERgYSN++fVEqlUbJLiEhgS+++IKhQ4cybdo0GhoaOHPmDAcPHsTR0ZEpU6YYji0rK2PdunWMGTOGkJAQ4uPj2bx5MydPnqSyspLw8HBKS0uJi4tj06ZNvPLKK4bH6nQ63n//fXx9fZk+fTrnz59nz549lJSU3PHzV1NTwzvvvENpaSmhoaGo1WoyMzPZvn07N27cYO7cufdcJpLwTKRTp04WPz1RSy5dusSBAwcYNmwYvr6+5g7HiLWWKVh2ueqdPHmSjRs3AjBo0CBGjhxp5oias9bPgCXUv6+vL0uWLGHz5s3k5+cTGxtLbGwsSqWSoUOHMmXKFLy9vQGIi4ujd+/eLF261NBiCg0NZfXq1Zw5c8Yo4VVVVTF79mzCwsIAcHd355NPPiEvL4/XX3/d0BosKSkhKSkJjUZj2KbT6ejRowdLlizBzs6OsLAwNmzYQEJCAk8++SQ+Pj7N3sfBgwcpLCzkL3/5i+HkITQ0lF27dhm6kvUncb9F7sOzYRcvXuTjjz/Gw8ODBQsWmDucdsNayrVXr16sXLmS+fPnc+XKFd5++200Go25w7J6llT/gwcP5q233iIyMpKQkBBUKhUajYZTp07x+uuvG1rNa9asYfny5UbdgxUVFTg7O1NbW9vseYcNG2b43cvLy/BaTUd8du3aFZ1O12wi8fDwcKPXmTBhAjqdjrNnz7b4Hs6cOYOvry8qlYrKykrDjz6G1NTUey4PaeHZqKSkJDZt2oS3tzcvvfSSVZ5FWyJrKldPT088PT3p378/Hh4evP/++5w+fZpRo0aZOzSrZYn1r1QqGTlypKEFf/XqVQ4ePMjJkyf58ssvWbt2Lfb29uTk5JCUlER+fj4FBQWGROXu7t7sOZtOYq2/9nb7JPz67Vqt1mj77a04/bXOoqKiFuMvLCxEo9GwcuXKFvcXFxe3/MZbIAnPBh04cIBdu3bRr18/XnjhBYu7T8xaWUO5lpeXk56ezsCBA42+tPSDKvTLZon7Z0n1X1tbS0xMDN27dze6JQHA39+f559/nurqatLS0qisrCQuLo7Y2Fj8/f3p3bs3ISEh9OnTh61bt7b4mbC3t2+27V4Hj9z+WH1CvNOgFZ1OR9++fZk8eXKL+28fgHU3kvBszNGjR/nmm28YMWIECxcutMiZFqyRtZRrbW0tmzZt4qmnnmLSpEmG7enp6QB069bNXKFZNUurf6VSabgud3vC0/Px8SE9PZ3a2lpiY2MJCQnhueeeMzqmNdY1LCwsNLquWVBQAPza0rudu7s7NTU1BAUFGW2vqqoiMzPzjo9riWX+VYpWUVZWxvbt23F3d2fcuHFcuXLFaL+Hh4fFrw1oiaypXD08PAgJCWH//v0oFAp69uxJTk4O0dHRDBgwgIEDB5o7RKtjifWvUCgYOXIkJ06c4MSJE81m0amqquL06dMEBgZSVVUFNO9qTE9P58aNG7i6upo0tsOHDzNv3jzD/+Pi4lAoFAwdOrTF44cMGUJcXBypqakMHjzYsD06Opr4+HhefPHFFrtdWyIJz4akpaWh0WgoKirinXfeabb/mWee4bHHHjNDZNbN2sp1/vz5eHl5kZiYyN69e1GpVIwbN45JkyZZ1Iww1sJS63/mzJlkZWXx2Wef8eOPPzJw4EA6duxIQUEBx48fp76+njlz5qBWq1Gr1cTExKDRaHBzcyM7O5vExESUSiU1NTUmjev48eNUV1fTr18/zp07x08//cSkSZPumLQmTpzImTNn+M9//sPYsWPx8fHh0qVLnDhxgkGDBt3XSZokvFYQEBDAp59+au4wmhk9ejSjR482dxgPxFLLFKyvXJVKJZMmTTLq0rQGlvoZsNT6d3FxYfXq1cTHx/PTTz+xf/9+6urqUKlUDBs2jIiICMP1r+XLl7Njxw4OHTqETqfDw8ODWbNmodVqiYqKIjs722Q3zy9ZsoR9+/aRkpJC165dmTt37l1ne+nUqROrVq1iz549JCcnU1VVhVqtJiIigvDw8LvesH47SXhCCNFOOTk5ERERQURExF2P8/X15eWXX25x37hx4wy/P/vsszz77LNG+7t27driiciUKVOM7t/T8/b25s9//vMdY2npcV26dDHJxAhyH54QQgibIAlPCCGETbD5Ls28vDzKy8vNHcZd3bx5E5BYTc1aYrWWOEFibS36kZTi4djpdDqduYMwh6KiIg4dOmTuMIQQ4p6NGzfunofgi+ZstoWnH9kTHBxsNOOEeDh5eXmkp6dLudooqf/WUV5ezsmTJ+9rRKJozmYTnl6XLl1wc3Mzdxjthr5rSMrVNkn9C0smpwtCCCFsgiQ8IYQQNsHmuzSFEKK92bRpE8ePHzfa5uDggEqlYvDgwUydOvWBli6qqalBo9Hc19ygiYmJbN68mVdeeYWAgID7fk1TkoQnhBDt1MyZM3FxcQFAo9GQl5fH0aNHycnJ4bXXXruvQTA5OTn8+9//ZuHChWZPXA9KEp4FKC4uZu3atSxdutTog1RWVsaOHTs4d+4cDQ0NDBgwgFmzZt1xMMChQ4eIj4/nn//8Z1uFbnMepq5u3rzJN998w/nz56mvrycwMJBp06YZVowWpvUwdaXT6YiLi+PYsWMUFxfj7u5OWFgYYWFh5ngrD2zYsGF07drVaJuXlxdbt24lLS2NIUOG3PNz5ebmUlpaauoQ25RcwzOzoqIiPvjgA27dumW0vaGhgY8++ojs7GzmzZvHvHnzyMrK4sMPP6ShoaHZ8/z444/s2LGjrcK2SQ9TVzU1NXz44Yfk5uYyd+5cFi5cSGlpKe+++67cVNwKHvbvaufOnezevZvRo0ezfPlyhgwZwrZt2zh69GhbvxWT0yf/vLw8M0fS9qSFZyZarZbjx4+zc+fOFvcnJydz7do1/va3vxkWS+zWrRtr164lKSnJsL5VeXk53377LQkJCQ/UJy9+mynq6tSpUxQUFBgd4+fnx+rVq0lOTmbs2LFt9n7aM1PU1c2bN4mPj2f27Nk88cQTAAQGBlJcXMy5c+esvq6KioqAxnX69JKTkzl8+DBXr15Fo9Hg6urKiBEjmDp1Kkqlkr1797Jv3z4A3nvvPdzd3Q09SWVlZXz77bekpaVRU1ODl5cX4eHhjBgxwuh1y8vL2bBhA2lpaWi1WgICApg9ezZqtbqN3rm08MwmNzeXrVu3trjKMMC5c+fw8vIyWhnY19cXb29v0tLSDNtiYmLIyMhg8eLF99U9Ie6dKepq+PDhvPbaa0bH6FfFrq+vb+V3YDtMUVcpKSk4ODg0W/Jn0aJFLFmypHXfgIlVV1dTWVlJZWUlpaWlZGRkEBUVRffu3Q3fFwkJCaxfvx5nZ2emTZvGjBkzcHd35+DBg8TGxgLwyCOP8PjjjwON69PNmjULaJzy7K233uLkyZOMGjWK6dOn07FjR9avX8+pU6eMYvn888+prKzk6aef5ne/+x2pqamsW7euDUtDWnhmo1areeONN3Bzc+P8+fPN9ufl5bV4bcfT05MbN24Y/h8aGsqMGTOwt7fn7NmzrRqzrTJFXTk7O9OnTx+gMcHl5eWxc+dOXFxcmp0Jiwdnirq6evUqXl5eXLx4kV27dnHt2jVcXV0JDw+/67ptlujNN99stk2pVLJy5UrDCVdcXBy9e/dm6dKlhgWAQ0NDWb16NWfOnGHKlCl069aN3r17c+zYMYKCggzdorGxsZSUlLBixQqCgoIAGDNmDK+//jqxsbGMHDnS8LoBAQEsW7bM8Bq1tbUkJiZSWFho1NpsTZLwzKRTp0537YK8desWnp6ezbY7OTkZrUDs7e3dKvGJiC01hQAABONJREFUX5mqrvQ++eQTMjIysLOzY968eYZFOMXDM0Vd6VtDGzduZPLkyXh7e5OUlMTWrVsBrCrpLVy40DDFW319PcXFxRw+fJh3332XZcuWMWDAANasWUNtba3RavcVFRU4OztTW1t71+dPTU3Fz8/PkOwA7O3teeGFF5qNAA0ODjZ6jZ49e5KYmEh5ebkkPFun0+mMPhxNyXx6luV+6yoiIoKJEyeSkpLCli1bqKiosLrVx63VvdRVfX09lZWVLF68mOHDhwO/XsPbv3+/VSW8Pn36NBulOWLECP76178SFRXFP/7xD+zt7cnJySEpKYn8/HwKCgqoqKgA+M2JqouKihgwYECz7S2dVNx+755SqQTatktfEp6F6tixY4utg9raWjp27GiGiMSd3G9d9evXD2js4qmuriY6Opo//OEP2Nvbt3qstu5e6qpDhw7Y2dkxePBgo2MGDhzIuXPnKC8vt+qJsV1cXOjfvz8pKSlUVVUZrtX5+/vTu3dvQkJC6NOnD1u3bqWkpOSuz6XVag2J67dYwom6JDwL5eXlxdWrV5ttLygooGfPnm0fkLije6mrrKwsioqKjK5pAPTo0YMTJ05QWVkpXZtt4F7qytPTE51OR319vdGXuf62hXv9grdk+q7KmpoaYmNjWxzko2/l3Y1araawsLDZ9hMnTnDhwgVmz55tmoBNxPwpV7RowIAB5Ofnc/36dcO269evk5+f32IXgjCfe6mr1NRUNmzYQHFxsdFj09PT6dKly31N1SQe3L3U1aBBgwBISkoyeuzZs2fp1q2b1fewVFRUkJWVhb+/v+EeUB8fH6Nj0tPTuXHjhtG9ifoWWtMlVAcPHkxOTg45OTmGbQ0NDcTFxXH58mUcHR1b863cN2nhWaiRI0cSExPDxx9/zNNPPw3Arl278PPzk1F9FuZe6io0NJRjx47x8ccfM3nyZJycnDh+/DhpaWk8//zzFtHdYwvupa4CAgIYMmQI27dvp66uDl9fX06cOMGlS5dYunSpOcO/bykpKYapxaBx9pmEhARqa2v54x//iI+PD2q1mpiYGDQaDW5ubmRnZ5OYmIhSqTTq/tU/z5EjRygvLyc4OJiJEydy+vRp3nvvPcLCwnBzcyMpKYnc3FxefPHFNn+/v0USnoVSKpWsWLGCqKgotmzZgr29vWEKJLnWY1nupa5UKhWvvvoqu3bt4quvvqKmpobu3bvz4osvNrtWJFrPvf5dLVq0iH379hEfH09FRQU+Pj4sWbKEoUOHmjH6+9d09iWFQkGnTp3o0aMHCxYsIDAwEIDly5ezY8cODh06hE6nw8PDg1mzZqHVaomKiiI7O5uePXsSFBTEiBEjOHv2LJmZmTzyyCN07tyZVatWsXv3bo4ePUp9fT3dunXjpZdessieKDtd0/apDSkpKSE+Pp7x48fLQpUmlJOTw8mTJ6VcbZTUf+uQ7yvTkH4UIYQQNkESnhBCCJtg89fwysvLzR1Cu6If9SXlapuk/luHlKdp2Ow1vOrqamJjY1tcakcIISyNvb094eHhODs7mzsUq2WzCQ8ak95vzRUn7p9Wq5Vh9jZM6r91ODk5SbJ7SDad8IQQQtgOOQ0TQghhEyThCSGEsAmS8IQQQtgESXhCCCFsgiQ8IYQQNkESnhBCCJsgCU8IIYRN+P+Dd0caM/LEDAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='std', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dividers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the keyword `box_divider`, lines can be drawn on the boxplot to visually segrate main groups of boxes. These lines are enabled by default but can be turned off easily:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_divider=False, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because outlier points by definition fall outside of the span of the box, we can draw lines that span the entire range of the data. This is particularly useful to indicate when there are data points that fall outside of the limits of the y-axis. These lines are enabled by default but can be disabled or styled through keywords with the prefix `box_range_lines_`:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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