{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This document is part of my [Python visualization library comparison](http://www.terran.us/articles/python_visualization.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup and Notes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "%matplotlib inline\n",
    "from plotnine.data import diamonds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be using what Seaborn calls \"figure level\" functions, which are sufficiently high-level to be suitable for exploration.\n",
    " \n",
    "This requires Seaborn 0.9 or later.  The default in Anaconda 5.2 is Seaborn 0.8.1, so you will have to install the newer seaborn explicitly in order this to work, e.g. with \"pip install seaborn==0.9.0\".  Prior to 0.9, \"relplot\" did not exist.\n",
    "\n",
    "https://seaborn.pydata.org/tutorial.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two Continuous Dimensions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97d3491da0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 428.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x='carat',y='price',hue='clarity',data=diamonds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm pretty unhappy with the white circles that are plotted afterwards and dominate; I don't consider this an acceptable result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97d039d400>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 428.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figuring out hwo to remove this white border required reading the source.  References online\n",
    "# all referred to markeredgewidth, but that is not available here; only the color can be controlled.\n",
    "# https://github.com/mwaskom/seaborn/blob/master/seaborn/relational.py#L886\n",
    "\n",
    "# Also note that to set a _fixed_ size instead of a mapping to an attribute, I do it with \"s\", which\n",
    "# I have to look up from the underlying plot.\n",
    "sns.relplot(x='carat',y='price',hue='clarity',data=diamonds,edgecolor='',s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97ceb18668>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 716.6x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now suppose I'd like it to be bigger and wider.  Forget anything you saw online about setting matplotlib figure size.\n",
    "# You need \"height\" and \"aspect\" on relplot().\n",
    "sns.relplot(x='carat',y='price',hue='clarity',data=diamonds,edgecolor='',height=6,aspect=1.5,s=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall I consider this result acceptable, but I am not pleased with how painful it was to find the required settings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Faceted Scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97ceb10e80>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 878.6x540 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note that the size refers to _each facet_ here, not the total.\n",
    "sns.relplot(x='carat',y='price',hue='clarity',data=diamonds,edgecolor='',height=2.5,aspect=1.5,s=3,col='color',col_wrap=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Line Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97ce82f390>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vxTEy4ufkySPk5OSydetWPJ6RaR1Tj2uE61wYC1Ix5txa+0mSJExlDiKqBz0aRzJNbzgw2NxM30//HXv1CvI+/wUGw0befruN1kYPZovMpp1lrNtSxNvd73Gm9SxPVT7KAwWbp3Xse0WPRQgd/iGxxmMYyzZg3fclJLOYlTgfdF2ntsHFmoosrGbRWygsTvfklauqavkN358CHphgnxeAFybYfgHYOsH2NhIJ8IKwpHh725EkA+HgCO3qOSpWbwMSHzpHjx5E0zR27do3owWVI9cG0IMxLLtu7a0aZS5zELnqJto5hLni+nBgMBAhFtWQDBIGg4QsS0iShB4M0P1v/4qckYHxuc/wzrtdtDYlAqrNu8pYu7kYi9VIt7+XN9sOsC1/E4+W7b/zGzMHNL+H4Fv/jOZuw7zpOcwbn0KS7p+Fqheatr5hPENhnt5VMd9NEYQ7Jv4kEIQFxtvXTl6ZQmB4kIbag5Sv2ookSdTXX6G3t4sHHniQ9PTpz4zSNZ3wFRdylg1jwe2nqMu5KUg2I9E231hg1XbNwxsvXBmb6HGLrKcT//6qHrPFyJZdZdQkAypIBIO/bnwZq2zhQ8ufnLJw6WRibbWEjv0U654vYCycfLmeaR1vLJ8qhu3R/wtj2fq7PqZwd841uJAkWL9senmDgrAQicBKEBaQWDTMkKeHoqoaipet5cw7v8Td3YwpJYtz505SVFQ65RqAN4t2+NCGwtj3lE0a2EiShKnUQaTJix6NEwMOv9VEeqaN9VuL0XUdLa4T13T8Vy4zcuUK9rUbMZeVY7WZUGryxwKqURdcl2kYaOJj1c+SarrzQo6a30Pw/echPELwzX/E/sH/jJx7+wWmJ6PrOtHLbxE+8UsMjjzsj/wHDBkFUz9RmHPnGtwoJRmk2UU9M2HxEoGVICwgA/2d6LpOVn4peaXVXDz8Cg3n3mdAysRoNLFjx+4Z9frouk74sgtDmhlT6dS9XKbyDCKqh2jXMLXtAwz7Qjzzh+soLL2eRBy4Wkfn0V9SuXUb+Z/ae9v2ROJRXmh6lcKUfHYVbpt2m2+5Bi1O6L3vgBbH9uT/Tejg/yHw+j9gf+q/IGfNqHxdIp/q0A+INR3HWL4R694vinyqBaLXG6DbPcKeh5bPd1ME4a6IZAJBWEC8ve0AZOWXYTRZqKzZTmtXL16vm+3bH8Rmm9miw7G+EeLuAJbVTiTD1AGZMTcFyWpkpNHD+RMdVK/OGxdURQcG6Pnuv2HOLyDv05+bNMh7t/0g3tAAH61+GtlwF7Wxal8h3tuAdddnMBauwP7Bv0KSTQRf+yaar2/ax9GG3QRe+u/Emk5g3vwc1oe/JoKqBeRcgwuATdXOeW6JINwdEVgJwgLi7W3HlpqBLSVRDDGzZCVxWw5ZqTZKS2ee0Bu+1I9kNWKumt5SNZJBwlSajtbtx2wysH3/9eE2PRaj97vfRouEKfjTr2GwWm97nIHQIG+2HWCDs4bqzGUzbveoWI9K5NxLGJfvxLR8BwCG9FxsT/wVaHECr/09mt879XG66gj89r+hDfVje/TPsWx8RiSpLzBnVRfl+Wlkpd/+dSUIi4F4ZxGEBcTb105WfikA0WiUM7VnMcoSkd6rxKLTr06u6zpX3nqVWPcwlpU5SMbp/6r3AzLw4PrCcWv3uV/8DcHGBvI+8zkshYWTHuPFptcAneeWPTnt895MD/kJvfcdpLRcrDs/Ne4xOasI2xN/iR4eIfja36MFhyY+hq4Tufgmwd//v0i2dFKe+1uRpL4ADQyHaekZYqPorRKWABFYCcICEQkF8A+6xgKrM2eO4/cPs3HdBqIhP+3q2Wkfq+XySUxtOppBw7xi+jOswqEYh850EtF1CuTrw3fD584y8OYbOPbtJ33b9kmP0TjQzNn+Czxcupds28yruEMiIAod+gF60IftA3864ZCd7CzH9thfoPm9BH//TfTw+JpeeixM6MB3CZ/4OcayDdif/TqGjPw7ao8wt0aHAUVgJSwFIrAShAXC25fMr8oro6OjjcbGelavXoeyZjOOnEIaaw+h67cpe3ADn6cH19FL5JpLsW0owjCDtf9OH25lZCSCXJxOtHMIPa4R6e+n7wfPYymvwPmxyevwarrGrxtfItOSwcNle6d93ptFrx4g1noWy9aPIDvLb7ufsUDB9sifoQ10E3jjf6FHQ4l2DLtuyKf6ENaHvyryqRawcw0u8rPsFObc+cxRQVgoRGAlCAvEaOK63eHk+PFDZGZms379ZiRJYvmG3Qy6unB1XZv0GLFohAuv/pbl1k0Y8m1YV0+/B8DVO8zlc12s3lhImpIFUY3hQ7X0fPtfQDJQ+OWvYDCZJj3G0e6TdPl7+NDyJzHLdzZlPu7tJHz858glNZhqHp1yf2NJDdYP/Cla/zWCb/0zsfYLBH77DbRhF7bH/hzLxqdFPtUC5g9GUdsHRW+VsGSIdxtBWCC8ve2kZDg5W3uaSCTMrl37kJPDcWUrNmO22mmsPTjpMc6/9zuq4jVIVpnUPZVTlmbQ43EiPd0MnTnFe788hZkYBUd/Stvf/We0aIiR0yqR3l7yv/AlTDmTf/CNRAO8cu1NlmdUssFZM7OLH21PLEzo3W8jmW1Y93xh2gGRqWIz1j1fIN5VR/CN/4VkT+ZTlYp8qoXuQpMbTdfZpIjASlgaRB0rQVggvH1tmHMq6OhoY/PmB8jMvD6Tz2gyU1mzA/XMu4wMeUlJv3WWX/vVs6S0GbFb0knbV4XBOvmvd9TrpePv/46Y201XejXe3J3UjNRidzow16zCYJCx2VaT+7UPIdunnqn1WstbBGJBPlr9zB1XWA8f/wXaQBe2J/4Sg3361eUBTNU7AZ14fzOWrR8VQ3+LxLkGF5lpFsrz0+a7KYIwK0RgJQgLQNDvIxAIMBSIk59fyMqVt/b4LFu3C/XMuzRdOMK6B58e99jwgIvOQ6dZZd2OZV0uxrzbL10DoIVCdP/LP6L5/Tg++UccrjVQ4Exh56f+fCwoinYMMfJeC9pAZMrAqsvfw6HO4zxYtJ2i1DurYh5tOUP06gFMax/HWLzmjo5hqt6FqXrXHT1XuPfCkTiXW7zsXlt4V8sdCcJCIoYCBWEB8PS2EU0rxiAZ2LFj4mrmKelZFC1bS/OlY+NKL8RjUc6/9msUyxYkpwXr2slnvumaRs/z3yHc2UHBl79CXTCfWExn92PKuPMaC1PBZCDa5pv8eLrObxpexm608WTlIzO88kR7IlffJ/T+8xicFVi2fHjGxxDu3vErvTR0DE5rgsRsudziIRrT2Fgt1gYUlg7RYyUIC0B9fR26KYUtW3aQmnr73qblG/bQ2XiBtvozFBQmErsvHnyF8vAqDDYjafuqpqyw7v7Nrxg5X4vzDz/FUEYZ9a+eZ/22ErKc42dkSbIBU0k60XYf+gPFEx53OOLn3fZDNAxe4+PVz5Fimlll+Hh/M6GjP0ZztSAXKFj3fQlJFm9L99rAcJjvvVIHQGFOCnvXF7JjTT526+STFe7WuQYXKVYj1TdU9xeExU68gwnCPPN63XR7fViIsiy5wPLIcBhbihnDTcGMs6iKDGcRjbWH2LbvEbquXcLUFCPVmkHq3koMtsk/CAcPvc/AW29g3/Mw3ZmrqH2lntR0C5t3lk24v7ksg2jzIJovjJx5fTiwc7ibA51HONN3npgWY72zhp2FW6d9zXrIT/jUb4jWH0SypWPd/ycYqx4Qw0HzxDUYBGD/xiJaeob52TuN/Ob9a2xdlce+DUVUFKTP+jljcY3zTR42Ls9BNojBE2HpEIGVIMyjeDzG4cMHkLQ4pfmZSJLE0GCQn3/3NGkOKxseKKF6TR6ynPjgGS29cPqtn6PWHqP1nSOstu7EvDobU+Hkyb/DV65w5cX36a9+lv7eLLSuRjJybGzeX4LRNPEHm7EkndTHl2FwWNB0jUvuOg50HKFxsBmTwcQD+ZvYW7KLgpS8aV2vrmtE6w8RPvVriAQx1TyCZdOzItF8EtGYhmkGlfPvxGhg9fDmEvKy7LT1DnOgtouTdX0cudhDWX4a+zYUsXVlLlbz7Hxs1LcPEAzH2ChmAwpLjAisBGEe1daexucbwDTciXPjOgA62wbRNB2DQeL91xs4c7SN9VtLWLkuH6NJplTZxIVDL3PshV+yPeNZyDJj21g04fF1Xae/Z5irJ5tpqusnmrcPm8XImjV5xAt8/LbvBY60xrB2WHDassmx5+C0ZeO0Jf+1Z2PONHO88zAHO4/hCXnJtGTwbNUT7CjcOqOhv7irhdCRH6O5mpELFCw7P42cVTwr93GpaukZ4u9+fJavf3YzpXlzN2vO7Qshwdg6fWX5aXzu8RV8bN8yTtT18n5tFz98vZ5fvtfI9tX57F1fRHHu5BMkpnKuwY3FJLO6fHrrWArCYiECK0GYJz09XdTVXaIw14nHfZmsvMRSNj3tPmx2Ex//wmY6WgY4e6yNI+80cfZYG2u3FLNmYyFVNTtxNNiQjSbSb8irisc1Bj0B3P0jePr8tF7z4PMGMehxcqP9rHtiB2Vry3mz/V1ea3mbSkc5G3PX4g56cAU9dPm7ueC6jKZrt7S3ylHOs8ueYF3OamTD9Ku5x70dRC6+SazhqBj2m6Fjl3qJazpNXb45Daxcg0Ey0iy39IzZrUb2byxm34YirnUNcaC2i0MXenjvXBfLih3sW1/E5hVOTMbpvx4ANE2nttHFmsoszKaZPVcQFjoRWAnCPIhEwhw9+j7p6Q6yLDAgG8nISSxs3NMxSEGJA0mSKK3MorQyi+6OQc4da+fkwRYaT3WwO7cMm1EjuCKH9rp+PP1+3P1+BtwBNC0xq0uWJXIL0ijzXiSr/Szlf/mfkMtL+NHVn3O2/wLb8jfxiRUfxmQY/zYQ1+IMhH24Am5cQTdDET9rnasoTZt+75Kua8TbLxK5/BbxrjqQzWLYb4Y0XedMQz8AXa6RKfa+O+7BIM6M2/+/SJLEsmIHy4odfOKh5Ry91MP7tV1879U6fvaOkV1rC9izvoj8rOn1YDa0D+DzR0S1dWFJEoGVIMyDU6eOEgwGePzxZ7j47s/JcBZhkGWGfSGGh8Ks3To+iCksyaDgYw48p7qQ6j3EQjGO+IJ0vDMIgD3FTHZuCiUVWeTkpZKdm4Ij00b/D59nuOkY+V/6MpHiPL5b+x3ahjp4pupxHi6duKyDbJDJsWWRY8tiJdUzui49GiLacITI5bfRfX1IKZmYt34U84o9SNa7Gzq63zR1+vD5I8gGiU6Xf07P5fKFWFU2vQWzU20mHt1ayiNbSqhvG+DA+W7eOdPJm6c6WFmWyb4NRaxfnoNRvn1e2LFLPcgGiXVV2bN1CYKwYIjAShDusdbWazQ3N7Fu3SaysnIY6O+gfPUDAPR0JmpGFRSPrzqujUQIHO3A2OPHWJRGvNBE3vFaSm0jOOQgZj0Kg3F0r4Z+JU5Q0/AHAoSaGsl+5jl8K0v5zpl/YSQ6whdrPs06550V4Lwdze8hcvltovUHIRLE4KzEsv/LGCs3IxnE28ydOF3fj1E2sGWFkwtNHnRdn5Ph02hMY3A4TM4kPVYTkSSJleVZrCzPwucPc/hiDwfPd/Ot313GkWLmwXUF7F5XSI5j/HF1XefEpR5WlGXOeTkHQZgP4h1PEO6hQGCEEyeOkJPjpKZmA8PePmLRCFn5yfyqDh9mi0x2MjFY13WizQMETnaBDrbtxZiXZxF66bc4jr+CMTOTuMFAyCCDwYAkG8AgIxkMSLJM5mNP0Lmtih+e+xZ2o43/uOkrlKRNnOh+pyIXXk/M8gOMFZsx1zyCnLdsVs9xv9F0nbNqPzWVWVQVOTh+pY+B4fBYcvls8gyF0IEcx50f25Fq4ckd5TzxQBmXWzy8X9vNa8fbeO1YGzVV2ezdUMTaymwMBoku1wg9nhEe3iwmLghLkwisBOEe0XWdo0cPEo/H2LVrHwaDAW9fOwDZycT17g4f+cUODAYJLRgleLyTaMcQcm4K9l0lyGkWAELXrpFSWUHRf/3bSc/3TvtBXrr8Y0rTivmTtZ/FYZndekSR+oOET/4SY/kmLDv+EEOqGNqZDU2dPgb9EbasyCUz+X/e6RqZk8DKnSy1MFmO1XQZDBJrq3JYW5XxfkjmAAAgAElEQVSDxxfi0IVuDl3s5p9/c5GsdAt71hUyHIgiSbBhuai2LixNIrAShHtEVevo6elk27ZdpKcnKk17e9swmi2kZeUSGIkw6AmwoiaPSLuP4PFO9Egc6+YCLCudYzP/dE0j2HwN37oyjqgvEolHiWgRolo08X08SlSLEoyF8IS8bMpdx6dWfgyzPLvDLtHWs4QP/xC5pAbrB/5UVEyfRWfUxDDgumU5aMklZrrcftbOQU6SyxcCZiewulG2w8pzuyt5amc5F5rcvF/bxYuHWwBYWZ6FI9Uyq+cThIVCvBMKwj3g8w1y9uwJCgtLqK5eObbd29tOVm4JkmSgt9OHSYLSoQgBtRU5y4b9kapxFc8BIl2d6OEwx+VeOvojmA1mzLIJk8GEWU58pZrt5Bmc7CvZxd7inbOemxPrrif07rcxOCuwPfQ1EVTNosQwoIuayixslsR9zUyz0Nk/NzMD3YNBjLIBR6p5To5vlA1sUnLZpOTSNxDg+OVedqwXw4DC0iXeDQVhjmmaxpEjB5BlIzt27BkLcuLxGIPuLqo37AXA1+jlcWc6cu8IlnV5WNfmTbg+30hjAwB5Nev5s62fv2fXMSrubiP45j9hSMvF/th/RDKJnofZ1Nw1xMBwmI/srRrbVpSTQpd7bmYGugaDZDusGO5BXbG8TDvPPliJ05mGyzU85+cThPkgFmgShDl28eI5PB4X27c/iN1+vc6Pz9WNFo+T5SwlcLKLCk8ISTaQ+vhybOvzb7uYct/Vc4xYDWxdt+deXcIYbaif4Ov/gGS2YXviP4kSCnNgdDbg+mXXc5CKnal0uwPEtVsLt94tly+EM2P2c7cE4X4lAitBmEMuVx+XLtVSWbmcsrLKcY95+9pwGJ2k1ZmJ1LtRR8J0ladjdE5eZDHS3IIr18qGgtktmTAVLTBI4LVvgqZh++BfikT1OaDpOmfUftZUXB8GBChyphCLa/QPBGf9nO7BIE6HKNoqCLNlzocCFUVJB44BT6qq2qooyg+AXcBowsA3VFV9UVGUh4D/D7ABv1RV9W+Sz18PPA+kA4eAL6uqGlMUpRT4CZALqMAnVVWd2yp6gjAD0WiUI0cOYLensHXrznGP6XENqTHEtvQnkXSJ4TU5nHu7iafKMiY9pt/bh80XxLR+NcZ7mNekRwIEX/8H9OAQ9if/Gjmj8J6d+37S3J0YBvzwnvFBeLEz0TPY5RqhIDtl1s4XDMcYCcXIET1WgjBr5rTHSlGUbcARGFe+eTOwW1XV9cmvFxVFsQHfB54BVgJbFEV5PLn/T4CvqapaDUjAF5PbvwV8S1XVFcAZ4OtzeS2CMFNnz55geHiInTv3YjZfTwyODwTx/76R7JFcBkxu0p9W6BwOYzBI5BVOXg6hvvZ9AEprHpjLpo+jxyIE3/wntIFubI/8GXJu5dRPEu7Imfp+jLLE+mXjl3opyLYjScx6BXbXaKkF0WMlCLNmrv/k/SLwVeDHAIqi2IFS4PuKohQBLwLfALYCjaqqtiT3+wnwUUVR6gCbqqonksf7IfANRVGeB3YDz96w/SDw13N8PYIwLZ2d7TQ0XGXVqrXk5yd6d3RNJ1znIlTbi2Q2UDv8Ds6NK5HMMj2dPpz5qZjMky9I66o/T4oBqlZtu6v26VoczdNOvLcBPRoCKVFUFClRaBQpWWhUMhBtPUu8pyGxeHLxvR1+vJ+MDgOuLs/Cbh3/1mw2yeRm2md9zUDX4NyUWhCE+9mcBlaqqn4BQFGU0U35wHvAVwAf8Crwx4Af6LnhqT1AMVB4m+05wJCqqrGbtk9bdvb4pFunc+5Wjr/f3W/3NhAIcOLEIXJycnj44X0YjUYig0H6Xm8k1DVEyvJsdEWi/0dtbKl+lowMO/09w2x7sGLSe+Ua8WDtdBMvcpJflMhvmu691bU44d4WQm2XCbZdIdRZjx4OTPOKJLIf+TyOLQ9Pc/+l416+duvbvHiHwnz2g6smPG9lkYP23qFZbVOorg+AFVU5pNrnptzC7dxv7wv3kri38+uelltQVbUZeG70Z0VR/gX4DPAbQL9hVwnQSAxVTmc7ye3T5vH40bTEIcTU37mzUO5ttHsYJDAVzO0bjq7rHDz4NqFQiP37H8frDRBp8BI80w0S2HeVYqzMoOHcAQCMNidXLnSjxXUycuyT3qs3rh2k1BslZfcqXK7hKe+t5vcSbTpBvKeeeG8DRBO9E4aMAoyVW5ELViAXKEg2B+hx0DTQNdDi6Ml/0TWQTURs6Qvi//Feutev3bePtyIbJKryUic8rzPdwonLI3R1D2I2Td6zOV2tnT5sFiPBkTDBkfCsHHM6Fsr7wlI0F/dWBGozc08DK0VRaoBqVVVfSG6SgCjQCRTcsGs+0D3J9n7AoSiKrKpqPLlP9xw3X1jEgqe6IK5j/NCKOy6WGY/HuHatkWg0SjweIx6PJ7+ufx8Oh+nu7mDjxq1kWNIZebeFWNcwxoJU7DtLMKQkegW8ve3Y0zKxpqTTU9sKQEHx7fOrdF2n6cpxKuOQpayesq1aaJjAy/8d3e/BkFGIafkO5AIFuUDBYJ8oQd4AN3xWz31FI+FGenJtwNUVWbddmLjYmYquQ7dnhPL82VmayOUL4ryLNQIFQbjVvS4QKgH/qCjKeySG/74E/Ag4CSiKoiwDWoA/BL6vqmqboighRVF2qqp6FPg08LqqqlFFUQ4DHwd+RqLX6/V7fC3CIqHHNbShMOigDYaQM+8sn6ShoZ7Tp4+N22Y0GjEYZIxGI7IsI8syy5YpLLOVMvyyih7XsG0rwqxkjwvovL3tZCXXB+zp9JHtTMFymw9UgPbhTiyd/QBYKydf4FjXNELvfQc94MP+7NeRc6sm3V+Yf809Q3iGwjz74O0nBhQ5E7MBu1yzGFgNBmd1lqEgCPd+KPCioij/AzgKmIAXVFX9OYCiKJ8DXgCswO9JDA8CfBL4XrJswzngn5PbvwL8SFGUvwHagU/cq+sQFpf4YGhs4DjaPnTHgVVLSyOZmVk89tjTyLIRSZJu6f3SwjGCJzoJHelAdtqx7yxFdoyvTB4OjuD3uams2U48rtHbNcSKmvxJz32q9xyFnhhyVhamrKxJ942c+x3xzstYHvycCKoWiTP1/cgGadKFiXMzbRhlw6zNDNR1HY8vNCfrDwrC/eyeBFaqqpbf8P23SJRKuHmfd4F1E2y/QGLW4M3b24C9s9lOYWnSBhK5RZLVSLTDh3Vd3oyPMTQ0iNvtYtOmbZhMEyf56rqO7816GIgRqzCSsq0E2XLrci8Dfe0AZOWX4u7zE4tqFJbevn5VXItzpu88n/To2FdO3lsVaz9P5NzLGKsfxLTi3ldmF2ZO13XO1LsmHQYEkA0GCnNmb2bg0EiESEwjR5RaEIRZJdYKFJa8+EAIDBKWFTmEzveijUQxpNz+A2wizc1NAFRU3D6wiTR5kQbiXPEfpfOMiuGcTHZBOXml1eSWKmTnl2GQZbzJwCozt4S6Cx4ACoodtz3uVW8DDA5h9YexVi2/7X7aUD/B976LIbsM665Pz/rCy8LcaOkZxjMU4pldFVPuW+xMpa7VOyvndflGSy2IHCtBmE0isBKWvPhgEDnDgqnMQeh8L9EOH5YVtx9yuZmu6zQ3N5KfX4TdPnE+ihaIEjzVhTfaQ+am5VTm76e/vYHedpXLx9+A469jNFlwFi9jZMhLWmYuZqud7o5mHJk27Km3n+p+svcs5YOJWr62qomH9vRYhODb/zuxz8NfRTLe26nzwp07oyaHAaunfk0WOVM4drkXfzBKqm1mfxzcbLQ4qOixEoTZJQIrYcmLD4QwFqRhcFgwpJtnHFi53f34/cOsXbvxtvsET3ahxeNcDR7joXX/GYstlYLylawjkVPV39FAX3viyz/oorJmB7qu09Pho1K5fVuCsSAX3XV81J+OZPZhKSm9ZR9d1wkd+Xc0Tzu2x/4CQ3rutK9NmF+JYcB+VpVnkTLJMOCo60vb+FFKM+/q3O6xwEr0WAnCbBKBlbCkaaEYejCGnGlFkiRMJQ7CV93okTjSFFXORzU3NyLLMqWlEw/VRNoGibb7aAlfJLOyEottfPFZiy2FkuoNlFRvACDo92G22vG6RoiEYxSW3H4YsLb/EjEtRp4rhLW8Asl4669stP4gsYYjmDc+g7H0ljRFYQFr7R3G7Qvx1M7yae1flJOcGegeuevAyuUL4Ug1z1pNLEEQEuZ0rUBBmG/x5JIdcmbir3JTSTpoOtGuoek9Px6ntfUaJSVl49b7G6WFYwRPdhG361zzn6NyzfYpj2lLdSAbTfR0+AAomCSwOtV7jgJTFnpXL9bKW4cB4/3NhI/+BLl4DeaNz0zrmoSF4/psQOfUOwOZaRbsFiOds5DA7h4MijUCBWEOiMBKWNK0gcRwx2iJBdmZkpwdOL3Aqru7k3A4TGVl9YSPh872oIdiNGq12NMzySu9fXI5JIZ+XL/+BUMnjtHd4SMlzULabYZiPMEBGgeb2amXQjyObdn4Y8cDQwTf/t9Idge2/V9OrPUnLBq6rnO6vp+VZZnTzpeSJIkiZwpds1BywTUYIkckrgvCrBPvxMKSFh8IIVlkJFtiCE0ySJiK04l2DqFrN6+KdKvm5kYsFiuFhbcuRRntGSbS6EWqSqWtq5aKNduRpMl/pYZPnWDgzTfo++mP6W4foLDEcdvZe6f7agFY5kv0lN3YY6VrGv2/+0f00BC2h7+GZE2d8BjCwtXWlxgG3LxiZjlxxc5UOl0j6PrUr9/bicU1vMMh0WMlCHNABFbCkhYfDGHIsI4LXkwl6RDViPVO/ld/JBKhs7ON8vIqDDf1BukxjeCxTgxpZtrj9UiSRMXqW8qtjW+L34/rFz/DnF/ASMxEMBC77TCgruuc6j1HlaMCQ3s3ptw8jOnXq23Hmo4TbLmAZeenkZ1TT9MXFp7T9f0YJImN1dMbBhxV5EwhGI4xMHzna/t5h8PoOqLHShDmgAishCVL13XiA6Gx/KpRxsI0kCWi7b5Jn9/W1kw8Hqey8tbhvdD5XjR/BOsDhTRfPU5++SrsaZMnE7t+9XPigQAFX/4KoVWJXKzczIkTh9uHO+kL9LMtbwOhpiZsVePrZ8V7VQy2VEzK7knPKSxMo7MBV5ZPfxhw1OjMwLvJsxqdESh6rARh9onASliyNH8EYtotS9hIRgPGwrTEcOAkwyktLU2kpaWTkzO+RyHmDhCuc2FenoUr2E5oZIjKmkSgNOIP09k6cMtxA1frGDp2lKxHH8dSXII/fwWmeAj9xHsTnvtU7zmMBiM1hkLiw0NYb6pfFXe1YCmoEkVAF6n2Pj+uwRBbZjgMCDeuGXjneVZjNaxEj5UgzDoRWAlL1uhSNvIEHx6mEgf6SJS4Nzjhc0dG/PT2dlNZuXxc8KJrOoFjHUhWI9bNhTRfPo7VnkZhxWoADr3RyCu/uMhvfnCOlgY3uq6jRSL0/fsPMeXlkfXU0wD0uiPk2KP4Dr5HbHBg3LlHl7CpyV4JbZ0A2G6ouK7HImjeLiwFky9vIyxco8OAk60NeDspVhOZaZa767HyhZANEllpIrAShNkmAithyYoPjC+1cCNTSTpI3HZ2YEvLxEvYhK/0ow2EsD1QTDjip6e5jvLV2zDIMsFAlPZmL0VlGUSjcd747RV+88NzXPrZ60Rc/eR9+nMYTGb8Q2GGfSFK11ehaxqe114dd44TPWfwR0fYXriFYHMTBqsVc1HR2OOapx10DUuBWGB5MRobBizLIM1+ZxXyi3LubmagazBIdroVg0H0eArCbBOBlbBkxQeDGFLNSBMUQDRYjcjOlNvmWTU3N5GTk0t6+vXk8vhgiND5PkxlDsylDlrqTqLrGpVrHgDgWr0LTdPZsb+KP/jiFvZ9UCE8EuJYbwbnVnyCftmZqLbemThnycpiHDsfxHfofaIeNwCReITXWt6m0lHGqiyFUFMT1oqqcaUU4q4WANFjtUi19/npHwzOeDbgjYqdqXR7AsQ17Y6e7/aJUguCMFdEYCUsWfGBEIYJeqtGmUrT0QZCxP2RcdsHBjwMDnrHJa3r0Tgj77cimQzYthah6xotl07gLF5GWmbiA7LxSh+ZOXayc1MwGCSU1bnsHHyX1b4zxO3pvP7CFV740TnqzndjMstk56aS9eRTSJKE59WXATjYeQxfZIhnqp5AD4cId3ZgXXZT4rqrFcnmQE7Lmq1bJdxDZ9Q7mw14oyJnCrG4Rv/AxEPZU3EPBsUagYIwR0RgJSxJelxDGwpPmF81ypQsdRDrGN9r1dzciCRJlJdXJo6l6wROdKL5wth3l2Gwm+jvaMLvc49VWh8aDNLbNUT16ryxnKzB994h2trM+ud28ok/2ca+JxRCwRjd7T7yi9MxGCRMWdk4du9l6OgRhrpaebPtAKuzV7Aso4JQSwvo+i0LL2uuFgzOCpG4vgiNFgVdcRfDgHDjmoEzz7MKRWIMBaI4RY+VIMwJEVgJi961aw386lc/5urVy2jJoZG4Lwz6xPlVo+R0CwaHhWj79TwrTdNoablGUVEJVmviL/pIg4do8yDW9fmYCtMAaL58HJPFRvHyxNp8jVf6AVi+KtF7FfW4cb/4Aik1a0nbsg1ZNrBibT6f+NIWHn5mJTv3Xw+Wsp54EkmWqf/VDwjFQjxT9TgAwWuJPK9xhUEjQbTBHlG7apHq6PfTP3B3w4AABdl2JAk67yDPyu1L5B46M0SPlSDMBRFYCYteZ2cboVCQ06eP8eqrv6Wvr+eWpWxux1TqINbnRwvHAOjr6yEQGKGiIjEMGHMHCJ7qxliUhmVt4sMwHByhs/ECZSs2YzSZ0XWdhit9FJQ4SHNY0XWd/p/8OwC5n/rMuJ4lWTawbGUumcnFdAGMGRnYdj+I40obDxqXU5RaAEDoWhPmwiJk+/V94+42QEd2lt/dTRPmxRm1H0niroYBAcwmmdxM+x31WLmT62eKoUBBmBsisBIWPY/HTVlZBXv2PEQ0GuHNN1/h6KVjBKUohnTLpM81laSDDrHOYSAxDGgymSgpKUMLxxJ5VTYj9l2lYwFSW/0ZtHhsrHaVq9fPoDdI9eo8APynTzFy6SI5z34IU/b0ptMfU4xEjRLbLiV6IHRNI3jt2i31qzR3InHdIHqsFp3EMKCLFaWZpN/FMOCoYmfKHfVYuXyihpUgzCURWAmLWjgcxu8fJivLSVlZJc888zHWrt1I11Av73GeK3UXiMfjt32+nGNHshmJdviIxWK0t7dQWlqBLMsEDrejB2Ok7CnHYE2sNajrOs2XjpOZV0pmbmL9wIYrfRhkiaoVOcT9fvp//lMs5RVkfODhaV1D30g/h30X8W6pJlJ7nnBHB9G+XrTAyLj6VQDx/hak1GwMtvTbHE1YqDpdI/R5A3c9DDiqKCeF/oEg4ejtX98TcQ0GsZhk0mZY8V0QhOkRgZWwqHm9iTIF2cmeIaPRyPr1m9lv2UiePYdz507xyiu/oaurY8LnS5KEqSSdaNcwHe2tRKNRKiuXE77UT6xrGNuWQoxO+/Xz9bXjc3eP9VZpmk5TXT9lVdlYrCY8r75MfMRP3mc+N65EwmReaX4Tk8HIug//MQabDfdLvx3Lr7o5cT3ubhX5VYvU6frEMOCmuxwGHFXsTEUHejwzGw50D4Zw3rR+piAIs8c43w0QhLvhSdZ/ysq6PuSmhWPYQzK7Nu3Akxnm9OljvPvu66SnO7DZ7FitViwWG1arFavVhsmso8cGuHalGbs9hSw9leD5VkwVGZiV7HHna750HNlopkzZCEBn6wDBQJTq1XlokQhDx46Qtnkr1tKyabW/baiDWtclnih/CEdGLrFHHsPz0ovEBgcxpKRgyssf21cPj6AP9WNYIdYHXGxGi4IqJRmkp9z9MCBcX9qms3+E8vzp92C6faLUgiDMJRFYCYua1+smJSUVq/V6voh2Q8X1oqJc8vM/gqrW0d/fSygUZHBwgFCom3A4fP1AEjAAq6rXEDrciSHdgn178bi/6qORMO31ZylRNmCyJD6YGq/0YbYYKavKwn/mBFoggGP3nmm3/6Vrr5NqSmF/aSJYynjoEQbeeYtwawspa9dNWBhUdlbO+D4J86vLNUKvN8DDm4tn7Zh5mXaMsoEu9/TzrHRdx+ULsaJs8gXDBUG4cyKwEhY1j8c9Ngw4amwpm+R0clmWWbWqhlWrasbtp2ka4XCIUCjE4MlWQgN+8jyZ6LEYqY9W3VKx/dLRV4lFw1QlhwGjkTjNDW6Wr8pDNhrwHTqIyZmLrVqZVtuvehtQB5r4yPKnsRkTgaFss5H12Adxv/CrcWUWIFEYFEDOmV5vmLBwjA4DblRmJ78KwGCQKMyxz2jNwOFglHAkjlP0WAlLlKIo7wP/TVXV96e5/9PAZlVV/x9FUb4BvKOq6uG7aYMIrIRFKxKJMDzso+rmBO/BIJJZRrJP/vI2GAzYbHZsNjspyyUCR9rBHcG+u/SWwqKN5w/TWHuQ6o17ySlM9Bi1NLqJRTWqV+cS6e0l2KCS86GPTCu3StM1Xrr2OlnWTHYVPTDusYz9HyDq9ZC+fcf457hakNLzkCwpCIuHruucURPDgI5ZGgYcVexMpa7VO+39R0stiBpWgpCgqurLwMvJH/cAB+72mCKwEhatmxPXR40uZTOT5FxjcRoYDZiXZWGuGD9M0tN6ldoDL1BYuZp1u58d295wpY/UdAsFJQ7cL7wFBgPpO3ZO63y1/ZfoGO7iMys/jskw/tfQYLGQ98lP3/KcuKsFOb962tckLAxd7hF6PAE+sGn2hgFHFTlTOHa5F38wSuo0Zvm5RakFYQlRFEUC/ifwHBADvnPDY0bg28AaIA+4CHwi+f0bgBsIAj8F9gLvAZuB5xVFeQ54DShXVVVTFGUv8Neqqj4+nXaJWYHCojUaWN2YuK7rOvHB0KRL2UzEYDGS/tFV2LYWjtvuc/dw/NUfkJ6dzwNPfBZDsjcqMBKhs2WA5atzIR5n6NgRUtauw5gxde5KXIvzSvMbFKbksyV/w7TapwV86CNeURh0ETpT34/E7M0GvNH1pW2ml2flGkwGVg4RWAlLwkeAnUANsBX4I2B0xs8OIKKq6nZgGZABPJF8TAE+parqWE0cVVX/HTgDfEFV1UtAC4mAC+AzwA+n2ygRWAmLlsfjxm5PwWa7Xg5BG4lCVEPOmvlQh8Esj+vlCgWGOfy77yCbzOx+7k8wma9/GDXV9aPrUL06j5FLF4gPDeHYNb3Zesd6TuEKeni66jEM0vR+BUVh0MXrdH0/1SUZOFInL1Z7J4qSFfynm2flGgyRZjdhNYvBCmFJ2AP8SlXVsKqqflVV1wO9AKqqHgK+pSjKV4F/ApYDqcnn9auq2jrFsb8PfFpRFDvwAeCl6TZKBFbCouX1usnKGl8OYWwpm7sc6ojHohx56XuEAsPseuaL2NPG90Q11vWTk5tKVk4KvsOHkDMySKlZO+VxI/EIr7e8Q5WjnDXZK6ffnv4WkCSRuL7IdLn89HhmryjozTLTLNgtRrrc0wus3L6gyK8SlpIooI/+oChKOZCS/P5pEsN8AeAHwCES878hMQQ4lV8DD5PoFfu9qqqh6TZqzv9sURQlHTgGPKmqaquiKF8C/gOJm3EG+BNVVSOKovwt8HlgIPnU76mq+q+KoqwHngfSSdyYL6uqGlMUpRT4CZALqMAnVVWd+foOwqIUjUbx+QYpL79p5twNpRbulK7rnHrzZ3h6Wtnx5B+RnT8+mBnwBOjvGWb7vkqiXi8jly6OLaQ8lfc7j+KLDPP5NZ+aUQ5Y3N2KIaMQySSGcBaT08lhwM3K7A8DQqLA7UyWtnEPhigvSJuTtgjCPDgE/LmiKP8GmEjkTo0WdXuIRG/WDxRFqQT2Ae9McbwYybhIVdWAoiivA38HfHgmjZrTHitFUbYBR4Dq5M/VwF+RGPtcmzz/V5O7bwb+QFXV9cmvf01u/wnwNVVVq0lEm19Mbv8W8C1VVVeQCNC+PpfXIiwsAwMeYHx+FSQT11PNt5RKmIm6E2/Qrp6lZteTlFTfmgPVeKUPgOWrchk6ehh0nfRdD0553EA0wFtt77MmewXLMqY/pKfrOpqrBYPIr1p0zqguls/RMOCoImcqnf1+gsmFxG9H03Q8QyHRYyUsGaqqvggcBc4Bp0kM+TUkH/4e8AlFUS6R6H06Ckz1xvsG8G+KooxOyf4FMKSq6smZtGuue6y+SCJw+nHy5zDwFVVVhwCSF1yafGwz/z975x3e1nHm6xcAAZBgL2AVKUqUNOrNkm0Vy3IvseUSt9iO4/Sy2fQtucnu3VxvuTeJ0zZO2SRucVzj2LIdy3FRs5pt9T4Sexc7SABEPef+cUCJFEESbKIozfs8fETMmTlncAgBH775ze+D/yWEmIoRhX4HQ72fIKXcFenzJPADIcTvgTXA7b3atwD/NJ5PRnH+0OO43n9HYDfmUSwDVh/fw+GdGyieeylzlvev9afrOieONDGlOA1HopVT27bimDMXm3PopZ53qrfQHerm1uk3DmtOuqcNvbtTlbKZZNS1eKhv8fDAdeO7k3PF/Fw276vjla3l3D/Itdq6fIQ1XQnXFRcUUsrvAd/r1fTrXr8vIDrFvcY/SUSYLqX8MfBjACGEBWMp8PfDndO4BlZSys8BCCF6HlcBVZE2J/BV4GEhRBKwDyObVYrxJP8FeANo6HXKBmAKkIURRYbOao+ZzMykPo+dTpUeHy/G497u2ePC4XBQVJRzeklNC2l0dPpJne0kawTXbKgq5cO3/0T+NMFNn/g8lrj+/z1qKtrocvm4+iaBraGSUGsr0x9+aMjn2N7tYnPtNlYXLWfJ9NgMRHvwtB7FA2TOnEf8WddRr9vxZTT39929dZhMcN2KYjLH0ZDT6Uzm5vI23txRwQ2rpjF7akbUfo0uo9LAzKmZ58Xr5nyYw4WKurdjwm4MS4Z1w95XjsgAACAASURBVB04IVtDhBAFwAbgD73cUW/udfxRDEX+m/QSpmEsBWoYS4i924m0x0xrqxtNM07hdCbT3Nw1nOGKGBmve1tXV096eiYtvcp5hNu6QQe/3Tzsa3a1N/He8z8nITGNS298mLb26NrGD7dXEhdnJisviaonnsWcmIg2Y86Q13tBriekhbk2/+phz81fdhRMFjrNmXT1Gqtet+PLaO/vB4cbmJ6XghYIjfvf6eZLC9lxsJ6fPbeX//3wcuIs/VUeJ6uM5fM4kz7hrxv12h0/xuPeXoyBmpQyNi+cKJzzXYFCiNkYYvanpJSPRNqKhBCf6dXNhKH2rwXyerXnAvVAE5AaSdUR6VM/3nNXnB+EQiFcro6o+ioAS/rwsgPerg42v/wrQGfNnV/CnhDd2Twc1ig73kTxzEwsgW7c+/aQsmIlZuvgbtrN3la21X/AqvzLcDoyB+0b9brNFZgzpmCKG1vXbsX4EQyFqWzsYmZh2jm5XoI9jk9eL6hr9rBhV1XUPi0dPkwmyEgeP72XQqE4xxkrIUQy8DbwPSnlH3sd6gZ+KITYBFRi6LJekVJWCSF8QohVUsrtwCeBDVLKoBDifeBe4FkM864N5/K5KCaO9vZWdF0nM7PvTqtwRzeYTZhTYv/g8He72fLyYwR8Htbe9feYLCnU13Tgdvnp6vTR5fLj7vTR5fLh7vQTCmnMnJdD584dEA6TesXQBZf/WvE2FpOFm4qvGfZz1XWdcEsl1mnLhj1WMXFUNboJazozClLP2TUXz8xi+exsXt9RybLZ2eRl9v2C0OLqJiM5Pmo2S6FQjB3neinwcxiC9G8LIb4daXstUvzwi8DrgA1jJ+GjkeMPAL+L2DbsBX4Raf8K8JQQ4vtANYZVveIioEe4HnVHYKodkzk2G4NgwMfWv/wGj6uNVbd9gb/+uQ6Pu6JPn3iHleSUeDKciUwtySQty0HR9HSqn9pC/PQS7AWDS/vq3A3sPrWf66auJdWeMmjfaOhdzeD3KGPQSUZpnQuAknMYWAHcf+1MjlS08dSG4/zjA0sx97L0aO7w4VSlbBSKceecBFZSyuLIrz+N/ETr8zLwcpT2AxhW9We3V3HGbl5xEdHW1oLdHk9iYt9v5OF2H3G5SQOM6othAPp72ptqWbXus4TJxuNuZMnlheQXpZGcGk9Sih1rFNuG7tKTBBrqyfnUp4e8zmtlbxEfF891RUNntqLOs6kcQO0InGSU1rnITksY86LLQ5GaZOfeq2fwxIbjbN1fz9olBaePNbu6WTB9+EvRCoVieKicsGLS0draQkZGVh+DTc0fQvcGYzIG1bQwO998iqaaE1x6wwMUlCygvroDkwmWriiiaHoG6ZmOqEEVgOv9rZjs8SQvv2zQ65R1VHK49RjXFV2Jw+oYtO9AhFsqwRKHOaNgyL6K8wNd1ymtc53zbFUPqxfmMWdqOi9tLqW9y9gJGAiGcbkDOJXVgkIx7qjASjGpCIdDdHS09fOv0joiwvUhljp0XWf3O89TV3qQJWs/TvHc5QDUVXfgzE3GZh88iRvu7qbrow9IvvRSzPEDX0vXddaXbSDFlszawtWxPLWoaM0VmDOLMJlVbbfJQrPLR6cnwIwpExNYmUwmHrpREArr/OkdwyuxtdP4/5GlzEEVFxhCCP2sxylCiMOR8jYTggqsFJOK9vb2iHB9oB2Bgwc7B7aup+LIB8y7/EZmLTWW54LBME31XeQXDb2Dq+vDD9ADgSFF60fbJGWuCm4qvga7ZWTLQbqmEW6pwpKllgEnE2W1EX1V/vA1dWNFTrqD21ZPY++JZvbIJpo7DPsQ5zj6aSkUE83Z1V4mCvU1WDGh6Lo+rJp5bW3NQHThuslmweSwDjj22EfvIPdsZObiNcxbcdPp9lN1nWiaTn7R0BkG1/tbsBVMIX7a9AH7aLrG+rINZMVnsDK/nzwwZjRXIwR9WLJVYBUrmq6DDuYYNzCMB6V1Luw2C1Ocsen9xovrlxfy4dFTPPP2Ca6+xNhkocTrirHk1m+vfwijxu948Pjrj9729DDHnF3tZUJQgZViwggGg7z99htMnz6DOXMGqjzQl9bWFmw2O0lJfQ3rwu3dmNPjowZpuq5zYt9mDm17g6lzlrHkqjv79KuL6KuSm8tokzvRAn70QBAtGEAPBNEDfrRgEN3vx19ZgfO+BwYNBvc2HaTO3cCn5t5H3CiW8LRmY4eiWWWsYmb9+xVsO9TAd+5b3M9u4FxRWueiJD9lQoM7gDiLmYdvns0jT+3mjR2V2OLMpJxjMb1CcS45u9rLRKECK8WEcejQPlpbm+nsdFFSIrDZhn7Tb2vrL1zXdZ1whw/b9PR+/f3dHj565znqSg9SULKAS69/AJOp7wp4fXUHTqeDlt9H6n6bTJisVkw2G2abDZPVhtlmxWS1kbh4CSkrV/a7Tg9hLcwb5X+jICmPZTmLY7wTA5yruQLi7JjT8oburADgQGkL7V1+fvTcPv7pgaXkpI9s08BI6faHqG12c+vK4nN63YEozk3h+uWF/O3DGvIyHcPKDisUQxHJKA03q3TBowIrxYTQ2dnB0aMHyc7OpampESmPsGDB4BUEwuEw7e1tzJkzv0+77glCUOvnuN5YJfnwrWfwd7tZtOZ2xCVr+wVVwYChr5ozzQjqpnz7H0mYPWfEH0A7Gj6iubuVLy18GLNpdBLGcHMFlqypmMxKChkL/kCY2mYPy4ST49Ud/PDZffzzA0txnkPBdkVDJ7rOOTUGHYrbV09n34mWCV+aVCguFtQ7tuKco+s6H364A4vFwpVXXktBQSFHjx4iFAoNOs7lakfTNDIyznJcP0u4Hg4F2b/lVba8/BhWezzX3v8tZi+7ul9QBdBY50LTdDK1dgDsRVNHHFR5g928Uf43SlKLmZ85Z0Tn6EHXQmit1coYdBhUNnai6TorF+TxnfsWEwiG+eGz+2h1+c7ZHErrXJiA6RMoXD8bu83Cvz68nE/fPHuip6JQXBSowEpxzqmpqaK+vpbFi5eRkOBg/vwl+P0+Tp48Nui4Hsf13jsCdU0nUNYGGFYLrtYG3n3uJ8g9G5mxaDXXPfAPpGcXDnjO+moXJhOktFcRl5mJJXHkupwNle/iCXq5a9a6US+5aG11EA4qY9BhUN7QCRhBTVFOMt++bzFef4gfPrf3tJ/TeFNa5yLfmYgjfuBNFBOBIz6OeJtaoFAozgUqsFKcU0KhEB99tIO0tHSEmAdATk4uOTl5HDlykHA4PODYtrYWrFYryclGNkAPaXg2VxKscmFfnEPp0R2888yP6Xa7uOL2L3DJNfcQN0SB5PrqDrLzkgnXVmEvLBrx82r0NLG5djsr8pZTlDx4mZtYCLdUAmBxFo/6XBcL5fWdONPiSXEYf/Pi3BS+de8iurxBfvjcPjrc4xtcabpOWV0nJfnnzzKgQnGhI6Xs9y1WSlkspaycgOkAKrBSnGMOH96Px+PmsstWY+6lHVqwYAler4fy8pMDju3tuK4HwrjfLSdU04l1qZOPytezd+NLOAtncMND/0z+9PkDnqeHYCBMU0MXeQXJBE41jiqwern0dWxmG+tKbhzxOXqjNVeALQFTSs6YnO9ioLy+k+lnBTUl+al8855FdEQE7Z2ewLhdv6HFQ7c/dF7pqxQKxblHBVaKc0ZXVyeHDx9g2rQZ5OT03emWl1dAZmYWhw/vR9O0fmM1TaO9vZWMjCy07iDuv5USbvbiWFPE0catnKo6zpKrPs6aO75EQmJs+pYefZUzIQC6PuLA6nDLMY62Sm6edi3JtrERCIebK7A4p6ldXDHS3uWnvcvP9Lz+f/uZU9L4xt0LaXX5+PHz++jyjk9w1VN4eaIc1xUKxfmBCqwU54yPPtqB2Wzmkkv619gzmUwsWLCErq5OKivL+x13uToIh8OkJ6bh3lBKuDNA4tXFmAoSqD6+m6I5y5i15MphBSJ11R2YzSZSfU0AxI8gsAppIV4ufZ0ch5MrpwxswzAc9KAfra1W6auGQXm9EdRML4geVIuidL5210JOtXfz6PP7cXcHx3wOZXWdJCVYyUlX7uYKxcWMCqwU54Ta2ipqa6tZtGgpDkd0gXhhYTGpqekcPrwPXe9T/om2NkO4Hn/QjR4Ik3T9dKwFKVQd30MoGKBkwfCDmvqqDpx5yWj1NZgTEojLyhp60Flsrt1Ok7eFj8+8dVRmoD1o3Z143/wRaGEsU4ZezlQYlNd3EmcxUZSdPGCfucUZ/P2dC6hv9fDoC/vx+sY2uCqtczGjIFVlGRWKixwVWCnGnXA4xIcf7iA1NW1Qh3Uja7WYjo52amqq+hxrrmnAgpkks4OkG2cQ50xE13XKDm4nNSufzLziYc2pR19VUJSGv6Yae2HRsD8QOwNdbKh4j3mZs5mXOfqt7OH2OryvPoLWUk38dV8lLn90lg0XE2X1nRRmJ2ONG/wtbf70TL5yxwJqm9z89MUDdPsHt/iIlS5vgMY2LyUDZMwUCsXFgwqsFOPO4cMHcLu7uPTSVX0E69EoLi4hKSmZQ4fOZK2CtZ20VNeTakki5eaZWCL1ztpOVdPRVEvJwlXDDooaal3oOuQVpuCvrcE+ZWBLhoF4vewtAlqAj8+8ddhjzyZUewTv+n+HUADHrf+MddqyUZ/zYiGsaVQ2dsbsHbV4RhZfvn0+lY1d/OylA/gCow+uyuoNqwclXFcoFMrYRDGuuFwuDh/ez9Sp08nLKxiyv9lsZv78RezatY2GhjqyzWm4N5bjwsOMaQJz0hn7hPKDO7DE2Zg6Z/hBSH1EX5Vp9VPn92MvGp6+qrqzlp0Nu7m68ApyHM6hBwxC4Nhm/NuexpyeT8KN38SclDmq811s1DV7CAQ1SoZhyrl0lpMvrJvHb9Yf5hd/PsjX716E3WoZ8RzK6lxYzCaKo4jnFQrF+CGEuAv4LkY8YwaellL+SAjxJLBZSvmkEGIV8FPABrQCn5FSVg10ztGiMlaKcWXz5s2YTCaWLbs85jElJYKEBAeHDu7Ds60aryNMGI2snDPWA0F/N9VyD0ViKTb78MXCdRH/Ku1ULcCwdgTqus5LJ18jyZrITdOuGfa1z5xHw7frBfzvP4llyjwc676ngqoRUF5/xhh0OCyfnc3nb5mLrOngv18+SCA4sIfaUJTWuijMThpVcKZQKIaHEKIAeBS4Xkq5CFgB3CeEWHdW1z8Bn5NSLo78/ovxnJcKrBTjRl1dDaWlpSxYsJTExNhtCCwWC/PmLeRUUwOt3ja8M+wAZGScEZdXHd9tiNYXrhr2vAL+EM0NXeRPTcNfXQ0WC7b8/JjH7zm1n3JXJetKbiQhbmQ7wPSgH987jxE8uAHr3KtJuOEbmGxqN9lIKK83duONpCbg5fNy+czNczhW2c4vXzlEMNTf6mMoQmGNioZOtQyoUJx7sgAr4ACQUrqBTwFHezoIIezA96WUByNNB4GRmxbGgFoKVIwbJ04cJSkpiblzBxasD0SxNY+DehxlKa2kBS1YLBZSU9MAIqL1HaQ5C8jIHf7/j8Y6o1BuQVEa/n3V2HLzMA/h0N6DPxzglbI3KUwu4PK8kemgNE873X/7OVpLFfYVn8A6/3q1k2wUlDcY+qqR3sNVC/IIazpPbjjOr189zFfumE+cJfbvnDVNbgIhTflXKS46yv/j4w8Bnxmn0z8+/XsvPz1YBynlASHEeqBcCLEP2AQ8K6UsFUL09PEDzwAIIczAvwGvjtOcAZWxUowjbreb7OxsLJbhLY9o7gCBjxopSSykoesUVVXlpKdnnha+tzVW09FcR8nClSP6MK2rMvRVOfkp+GqqsRfGLlx/p2oTHX4Xd81chzlKUeeh0MMhuv/6Q7SOBhJu+Bq2BTeooGoUeH0hGlo8oy56vGZRPp+8fhb7S1v4zfojhMKxZ67KeoxBVcZKoTjnSCm/DBQDvwamAruEEHee3U8IYcNYBowD/nM856QyVopxw+t1U1Q0vLp5uqbj3V4NOsxbexml79Ti9XooLJx6uk/Zwe3EWW1MnT2yjFF9dQfZ+cmY/B7CHR0x66uavC28W72FZTmLmZE2MvPO4JF3jaDqxm8QV7R4ROdQnKGisROd4euronHV0imEwjrPvXeS371+lO99pr+RbTRK61ykJ9vJSIkf9RwUislEJKM0aFZpPBFCfAxIklK+ADwBPCGE+DzwWaC5V78k4DUM4fptUsqxdwjuhcpYKcaFUCiE3+8nOXlgw8Zo+I82E2r0kHBpAY6slNOFmnv0VQF/N9VyL0XiEqwjEK0H/CGaG3v8q2oAiC+aOsQow7PqsQN/wGq2cnvJzcO+LoDm68K/dz2WwgUqqIrCwbLWYZt2nhauj9FuvOuWF3LPVTP46HgTT/716NADMDJWKlulUEwIXuC/hBDFAEIIE7AY2HdWv2eAUuDeyNLguKICK8W44PW6AYYVWIXauvHta8RalIptRjoAc+cuZMaM2aczVlXHdhMOBZi+cGTlY3r8q/IjxqDAkB5W3SEfvzrwOC5/J19e9BnS49NGdO3A7lcg6Md++X0jGn8h09zRzc9eOsArWyuGNa6ivpO8TAeOeOuYzeXGy4q4amkBr24pY49sGrRvW6eP1k6/CqwUiglASrkJ+AHwhhBCAseBMPBITx8hxBLgNmAVsFcIsV8I8eZ4zkstBSrGBY/HA8QeWOkhDe/WKkx2CwkrppzWHcXHx7Ny5RqjT8RpPS17Chk5I9vU0eNflVOQQsu71cSlp2MZZI5BLcTvDj1NnbuBLy74FNNTh85uRSPcVkfw2Casc6/Gkj60n9fFxrGqdgB2HGnkrqtKYrIt0HWdsnoXC6ePvUXFfVfPpLbZw+NvHmOKM4mcDEfUfj3GoCUqsFIoJgQp5VPAU1EOPdzr93MqZFUZK8W44PEML2PVvacBzeXHsboIc3z0eL+1oRJXS/2InNZ7qK92kZOfgtVqwV9TM6i+StM1nj76PLK9lAdn3838rJGVmNF1Hf+u58CagP2SO0Z0jgudo5VtxFlMdPtDfHjsVExjWlw+urzBMdFXnY01zsw/P7Qcs8nEY68cxj+Ax1VprQtrnJminNjtRBQKxYWNCqwU44LXa2SskpKG/sAJ1nUSON6CfU4W1vyBA7GyQzsM0bpYOqI59eir8otS0YIBAg31AwZWuq7z0onX2Nt0kDtmfIzL8i4Z0TUBwjUHCdcexn7JbZji1Qfw2ei6zvGqdpbNziYv08GW/fUxjTtjDDo+2aLsDAefv3Uedc1u/vT2iah9SutcTMtNHpY9g0KhuLBR7waKccHjcRMfn0Bc3OCrzZovhHd7Dea0eOIvyRuwX8DnpUbupWj2shGJ1gEaas7oqwJ19aBpA1otvFW5ka11O7imaA3XFl05ousB6FoI/87nMKXmYp07cpf2C5m6Fg+d3iBzpqZz5eICyus7qT7VNeS4snoXtjgzU7ITx21uC0syuWVlMdsONbD1QN+ALxAMU32qixLlX6VQKHoRs8ZKCHEpsARjS+MlUsqdMYxJAXYAt0gpK4UQ1wI/ARKAF6SU34/0Wwz8HkgBtgJfklKGhBBFGGr+bEACD0gp3UKINAw/iukYWyrvkVI2xvpcFOOPx+MmMXHoD7zunbXo/jBJ107HNMi3fkO0HqRkhKJ1MMrYmC0mcgtS8HxwCIheymZ73Qe8UfE3Ls1dOuIdgD0Ej25CczWScMPXMVmUpDEaxyoNfdWcqenE2+L48+Yytuyv55M3iEHHVdR3MjU3GcsQhb1Hy22rp1FW7+KZt09QnJtMUY6RVa1s7CKs6Uq4rlAo+hDTO5IQ4mGMgOofgTRgfcQrYrAxlwHbgFmRxwnA4xjq/DnAciHETZHuzwBflVLOwhCZ9Zz7V8CvpJSzgd3Av0Ta/x14X0o5B/gd8PNYnofi3OHxeHA4Bl/2CjZ0Eax2Eb84B0vGwFmoHtF6ek7hiEXrcEZfFWe14K+uxmS3Y3Vm9+mzv/kwz8m/MDdT8ODsu0dkAnp63j43/j2vYimYh0XZKwzIsap2stMSyEpNICnByvLZ2ew80ogvEBpwTCisUXXKTck4LQP2xmw28YV180h2WHnslUOnLSF6jEGVcF2hUPQm1k+Nr2EUN+yUUjYBlwDfGGLM54G/A3ry55cCJ6WUFVLKEEYwdbcQYiqQIKXcFen3ZKTdCqwB/ty7PfL7xzAyVgDPATdF+ivOE7zewTNWuq7j29uIyWHFPtc56LlaGypwtTZQsmDk2Sq/L0TLqS7yiwyrBH9NNfYphZh6ZTtOtpfzxJFnKU4p5HPzP4nFPLqCuv696yHgxb7iPuWuPgBhTUPWtDOnOP1029ol+fgCYT48NrDVQU2Tm1BYGxfhejRSHDa+fNt82jr9/OGvx9B1ndI6FznpCaQ4YiuHpFAoLg5iXZsISyk7e9XeqRFCDPx10ujzOYCeMUA+0NCrSwMwZZD2LIxALnRWe59zRZYMOwEnZ4K4IcnM7JtNcTqHZ2SpGBi/308wGCQ729gGH+3euk+24mrxkn3DDFJzB//Gf2DzR1ht8SxdfSW2EeqrThw9ha7D3IV5ZGUlUVZXi/PKNafn5g8F+N22p8lJzOL7V/89yfbRicwDLbV0Hd1I8uLrcIq5ozrXYEz2162saqPbH+ayBfmnn0tWVhJF755k2+FGPn5t9OXAXccNU+Vl8/Nxpo9f8ere99fpTObTXX5+v/4w7x8+RXlDJ5fMzpn0f4OJQt238UPd24kl1sCqLaKD0gGEEA8AbcO8lrlnfAQToA2jnUh7T5/emHodi4nWVjeaZpze6UymuXlosawiNtrbjZeGrhsvr7Pvra7pdG0ux5xix5/tGPTeezrbOHngQ4rnXYqrMwSM7O907FADFouJ+EQrDccqCHu9aFm5p68t20rxBLw8NPtefJ06vhFepwfvW4+DxYY2/5Zxe21dCK/bHfvrAMhPj+/zXFbPz+XZd0+y+1A9U3P7f0gcPNlEWpINPRikuXnQ73gjJtr9XTHbyX6ZzVN/PYoOTMkc/PWriM6F8No9XxmPe3s+B2pCiLuA72LEM2bgaSnlj4QQTwKbpZRP9ur7CEai6N/Gc06xLgV+HWPpbo4QogHD1fRrw7xWLdB721cuRoZpoPYmIFUI0bMek8eZjFRdpB9CiDggGaMGkOI8oMd1PTExetYnUN6O5vITvyQXk3ngJbL68iO8/cyPMJnNzFyyZsTz0TSdihMt5BSkEhdnxtfjuN5LuF7aUY4JEyUjrAHYm1DtYcLVB7AvXYc54dwsVU1WjlW1M8WZ1G85beX8XGxxZjZHAq+zKa/vZHp+6jlfYjWZTHz6ptlkRwxDlXBdoZg4hBAFwKPA9VLKRRiSpfuEEOvO6pcqhPgD8O1zMa+YMlZSyuMRW/gZgAU43muJLlY+AIQQYgZQAdwPPC6lrBJC+IQQq6SU24FPAhuklEEhxPvAvcCzwEPAhsi53ow8/s/I8ffHu6iiInZ6XNejidf1sIZvfyOWzASsU6N/KGnhMIe2v8Hx3e+R5ixg5S2fJjk9O2rfWCg91kRnh48VV00HDH0VJhP2gjMO6Cc7yilMzichbnSFdHUtbNgrpGRjnX/tqM41WfAHwrR2+sjPGp7tQTAU5mSti6uX9neid8RbWT4nm11HT3HPVTNIsJ95q+ryBmhq72bNovxRz30kJNjj+PpdC9l9vIkC5/hZPSgU5zv3vPDlh4DPjNPpH3/x3l8PVeA5C7ACDqA14hrwKcAH3Nmr323ASYwgbNyJdVfgVcBuKeUxjOW5WiHEiuFcSErpw7CYfxk4ilHTp0eY/gDwUyHEcSAJ+EWk/SvAF4QQR4ErgO9H2v8FuFwIcSTS5++GMxfF+OLxuDGZTDgc/cuABGQruidI/NK8qNkGT2cbG1/8Ocd3v0fJwlVcc983RxVU6brO3p3VZDgTmTbLKOTsr6nGlpuH2W4HjLI1lZ3VzEibPuLr9BA8thmtvQ77Zfdislwc+yn+vKWMf3viQzrcw6ttWlrrIhTWmDM1PerxtYsL8AfCfHC0rxN7RcPYFl4eCbkZDm5ZWaw2JSgUE4iU8gCwHigXQnwohPh/gEVKWXpWv6ellP8Xo47guBOrxupHwKcBpJRHhBA3Y1ghXD7UQCllca/f3wMWRelzAGPX4NntVcDaKO1twLqz2xXnB16vh4QEB+az/IX0YBjfwVPE5SZFdVivLz/MB289gxYOs+LmT1E0e+Ru5z2UyxbaW7xcu27O6Q9Bf001CSUzTvep6qwhqIVGHVhpXhf+j17Gkj+HuOKRucNPNoIhjV1HGgmFdd4/UM+tq2JfSj1a1Y7ZZGJWYfSi1tPzU5jiTGTL/nrWLjmT1Sqv78RkguK881f3oVBcDEQySkNllcYVKeWXhRD/DlwP3ADsiujAJ4xYNVY2KeXengeR3+3jMyXFZMfjceNw9F8i8R9pRveHiV/a12FdC4fZv+VV3n/1f3Akp3P9g/8wJkGVruvs2VFFakYCJbMNS4ewx0OotfUsfVUFACVpxaO6nn/X8xAKEL/6oYsmk3GgtAWPL0RKoo0tB+pPbwiJhWNV7UzLT+6zzNcbk8nElYsLqDrVdTpLBUZgVZCVRLxNGa4qFBczQoiPCSHulVLWSSmfkFLeh6H//uxEzivWwMorhLix54EQ4hrAPT5TUkx2PB5PP+G65gvhO9qMtSiVOOeZJcKepT+5ZyMli1Zz7Se+Naqlv95UlbbS2uRh6YoizOYz2SroL1zPT8wlyTpyvUyo7iih0p3YFt+MOW3g0jwXGtsPNZCWZOOB62bR1unnYFlse0i8vhAVDZ3MmZoxaL8V83KxWc1siYjYNV2PCNfVpgCFQoEX+C8hRDGAEMIELAb2TeSkhrMr8HEhRLUQohr4Q6RNoeiDrutRzUH9h05BSCN+Se7ptlDQz3vP/RRXawMrPvYwy665B0vc2OiSjGxVNcmpVtRhpAAAIABJREFU8cyceyZQOzuwCmthylyVo1oG1MNBfNuexpSSjW3xLaOb+CTC5QlwqLyNFfNyWTIzi7QkG5v2Rd/FdzYnajoMX7EB9FU9OOLjuHRODh8cbaLbH+JUmxevP0SJCqwUioseKeUm4AfAG0IIiaHdDmM4F0wYse4K/CBSt28BEDKaZGBcZ6aYlPj9fsLhcJ8dgZo7gP94K7aSdCxpZ3bdndz/Pt0eF1ff83WcU0rGdB41Fe00NXRx5Y2zsPSqQeivqcGSkkJcqrEjscZdRyAcYMYobBYCB95EdzWScPN3MMVdPC7cu440ouk6KxfkEWcxs2ZRPq9vr6S5oxtn2uCmnUer2rDGmSkpGDpAWru4gG0HG9h1pBGb1XBfURkrhUIBIKV8CngqyqGHo/T9t/GeDwyRsRJCPBj591sY65ZXAdcBX420KRR98Hh6PKzOZKx8B4xdXfGLzmSrggEfxz96j9yps8c8qOrRViUm2xELcvoc89dUR9VXjTRjpblOEdj3OnEllxE3Zf7IJz0J2X6okWl5yRREbBbWLMrHZDKxZf/QBRCOVbUzc0oq1rihywZNy0umKDuJzfvrKa/vJN5mIS9T2RwoFIrzk6GWAmdG/l0Q5efi+hRRxMTZ5qCBVi+BsjbsIhNz0plszsn9Wwn4PMxfefOYz6G+2kVjbSdLLi/sk63SQyH89XV9AquT7eVkO7JItQ9/h5mu6/i2PQ1mK/YVnxiTuU8Wqk91UdvsZtWCM3qyjJR4Fs3I5P2D9QRDAxdCcHkC1DV7BrRZOBuTycSVSwqoaXLz4bFTTMtLOa2ZUygUivONQZcCpZT/O/Jro5Tyu+dgPopJztnmoC3bqsBixr7wTOYo6O9GfrSRvGlzycwrHvM57NlRhSPRxpyFuX3aAw31EA5jLzICK03XKHNVsDR74YiuEyr7gHDdEeyrHsTsiG4ZcKGy7VADcRYTl87pmxG8akkB+062sPdEM5fNzYk69nhVOwBziwcXrvfm8rk5vLixFI8vpJYBFQrFeU2s4vWLR5GrGBUejxuz2UxCQgKhZi+ek63Ez3Nijj8Tw5/Yt5WA38v8FWOfrWqsdVFX1cHiy6YQZ+27zOSvqQHAPsUIrOrcjXSHfCNaBtT9Hvw7n8PsnIZ1ztWjn/gkIhTW2HXkFItnZJGU0HezwdxpGTjT4gcVsR+raiPBHsfUnNizhAn2uNOBmgqsFArF+UysRjDlQoi3gW30slmQUv5kXGalmLR4vR4cjkRMJhP+Y82Y4+Owz3OePh7weZF7NpI/fT4ZuUWDnGlk7NlRTXyClbmL+5c78dVUY7LZsOUamazSjnIAZo4gsPJ/9Bd0XycJN34TkznW7ycXBofKWnF3B1m5oL+thNlkYu3iAl7aXEZds5sCZ/+yRseq2pldlDbs5bybLi/C6w8xuyi2JUSFQqGYCGL9RGjDKHx8CbAaQ1+lNFaKfvQ2Bw23+0goSMHUK3N0Yt8Wgv5u5q+8acyv3dTQRXV5G4sunYLV1l8U7a+pxl4w5XQgVNpRQWZ8Ounxw1vGCzeVEzy6Eeu8a7E4i8di6pOK7YcbSXFYmT8t+lLeqoV5xFlMbN7XX8Te0tFNc4cvZn1Vb3LSHXzl9vkDGooqFArF+UCs71D/D/gjsCTyuKdYskLRB6/Xg9OZg67paJ1+bDMz6fHiDvi8nNiziYKShaRnF475tffsqMIeH8f8pf2zVbqu46+pJvmS5acfl3aUMy9z9rCuoWthfO8/hcmRin3ZnUMPuMDo8gY4UNrCNZdMIc4S/XtZisPGstnZ7DjSwF1rS7D3CnKPRvRVc4ahr1IoFIpoCCG2Ab+UUj7fqy0RqMaIVx4DpmIkkY4CX5VSNgkhkoDHgdmACfiP3ucYLbFmrJ4AfgckYFSR/jOGSahCcRrDHNRYCtTcAdB0rBln/Izknk0EAz7mjUO2qrXJTeXJVhYsK8AWJaMRam9D83iwFxoB3SlvE+6gZ9j6quDRjWitVdhX3o/JNrhX04XIB0dPEdb0PrsBo7F2cQHd/jAfHOtbQPlYVTupiTbyM/sX6FYoFIph8jhwdl3AO4GNwG+BZ6WUC6WU8zHc2H8T6fPPQLWUciFwDfATIUT03TYjINbAyiGl/B8pZVBKGZBS/jcwZpNQXBh0d3ejaRqJiUlonX4AbOlG8OHv9nBi32amzFxEurNgsNOMiD07qrHaLCxcFv3c/uq+jusnR6Cv0tytRpHlwoXETVs+yhlPTrYfbqQoJ4nC7P7aqd7MnJJKgTORTXvr0HUjZ6nrOseq2pkzNf2iqaWoUCjGlReBVUKI3inwT2IEXLkYiaAefhn5AdgC/AJAStmEIXfqu418FMS6FHhcCLFSSrkDQAgxH6gYq0koLgzOeFglEnZFAqsMB3h8yD2bCAX8zLt87LNV7a1eyo43s3RFEfb46CVx/DXVYDJhnzIFMPRVqbYUshJiW5LSQ3663/4FAPGrHrwoA4PaZjdVjV184pqZQ/Y1mUxctaSAZ94+QWVjF9PyUqhv8dDpCYxIX6VQKM4/tt/28YeAz4zT6R9ftf7lpwfrIKV0CyHWA3cDvxVC5AMCeBvQgT8JIX4AvAdsAF6KjHun5xxCiHsAO3BkrCYea8ZqKrBFCLFbCLEL2AMsFkIcFEIcHKvJKCY3Pa7rDkcSWqcPk92CxWHF3+3m5L4tFM5aQpqzv/5pNGiazpa3ThjZquUDZ8L8NdVYs7Mxxyeg6zon28uZkTYtpgBJ1zV8m36H1lJNwjVfwpwyNkWiJxs7DjViMZu4bF5syeoV83KxWy1s2mtYL5zRV6nASqFQjBlPAPdHfn8A+KOUMiylfAsoAD4HNAM/BF7uPVAIcTfwc+AuKWVorCYUa8bqn8bqgooLlx5z0MTEJIKuDswpdgCO795IKBhg3oobx/yau7dX0VDj4upbZpPgiF6nL9jaiufgAVJWrQagpbsNV6CTmemxLQMG9rxKqGI39svvI65o8ZjNfTIR1jR2HmlkYUkmKQPc57NJsMdx+bwcdh5u5N5rZnCssh1nWjxZqRefNk2huBCJZJQGzSqNN1LKrUKIXCFEIfAgcGdkafBfpJTfBN4C3hJCPAI0CCGcUspmIcTfA/8AXC+lPDSWc4q1CPOWsbyo4sLE63VjsViw2+34XX6sU5Lxujsp3b+VIrGU1MzBBc/DpbaynT3bqxALchDzB86itL6+HoCMm28FzuirYhGuB0t3Etj7GlaxBuuCG8Zg1pOTIxVtuDwBVs4f3t9w7eICtuyv5/0DDciadpbPVtJMhUIx5jwNfA9ok1KWCSEswDohxD4pZU/gNxc4BbQJIW4HvgmsklLWjPVklCGMYszweDw4HEnoQQ3dF8KcGs++rRsIh4Jjnq3yegK89/px0jIdXHHdwJqfQGMDnTu2kXb1NVgzMwHDGDTJmkiuY/AlvXBTGb4tf8CSJ7Cvfuii1FX1sP1QI0kJVhbNyBzWuKm5yUzPT+H1HRV0+8PMVcuACoVi7HkSqCSi95JShoUQN2Ps9nsE8AL1wK2RYz/AcDl4XQjRc47PSSl3j8VkVGClGDM8HjeJiYloLh8AYXuYQ5s2UjT7ElIyxi5Toes6G984jt8f4pZ7F0Q1A+2hdf0rmKzW09kqMAKrofRVmruV7r/9HJMjnfjrvorJcvH+V/H4guw72cyViwsG9K4ajKuWFPCHvx4DUK7pCoVizJFS1gHWs9ok8LEB+i8az/lcXLU4FOOK1+vpY7VQWbXPyFZdPrbZqv0f1FBT0c6qa0rIHGTbv6+6iq6PPiT9uuuJSzHqy7X52mn1tQ+6DKgHfXT/7WfooSAJN34Dc3zsNe0uRD481kQorLN6CO+qgVg+O5vE+DimOBNJSYxNn6VQKBSTlYv3a7hiTNE0je5uLw5HxGrBBA2Nx8ifJkhOH7tddI21Lj7YUkHJbCdzFw/+Qd/6ysuYHYmkX38msCvtMFxCBgqsjB2A/4PWVkvCjd/Ekj72nluTjR2HGihwJlKUM7h31UDYrBa+dPt8bHHqe5xCobjwUe90ijHB6/Wi67qRsXL5MSfb6GirJytv7Aot+7qDvPPaMZJT47nyxlmDLuV1nzyB59BBMm76GJZI7UIwlgET4hIoSIruBRf46C+EKvdiX3E/cYULx2zuk5XSWhdl9Z2smp83Ko3ZvOIMZk4ZXk1GhUKhmIyowEoxJvQxB+30ozlMhENBMnOnjMn5dV1n05sSrzvAdbfNxR4/cLJV13Va/vJnLKmppF19TZ9jJzvKKUktxmzq/9IPnthOYP8bWOesxTrv2jGZ92TmVJuXX7x8EGdaPKsXju2OToVCobhQUYGVYkzoMQdNSEhE6/QTMBsC9qy8sSm2fGhPHZUnW7n8qulk5w2uefIeOUT3yRNk3rIOs91+ut3l76LJ2xLVv0rr7sT3/hNY8udgv0id1Xvj8gT4yYv7AfjWPYtJSojuaK9QKBSKvqjASjEm9JiDJug20HTcoQ5MJhMZ2aN3Wm9u7GLnxnKKZ2QOWAuwB13TaPnLy1iznKRecWWfY2WuHn3VtH7jQuUfQjhkFFc2X9zSQ18gxM9eOoDLE+Abdy8iJ0MVTFYoFIpYUYGVYkzwet1YrVbiuo2Cux3djSSlOYmzjm4XmN8X4u1Xj5KQaOOqj4khM0nuvXvwV1eRedvtmOL6Bkgn28uxWWwUJvUPzoInd2DOLMSSMTYZtslKKKzxq1cPU3PKzZdvm8/0/JSJnpJCoVBMKi7ur+aKMaPHHLSn+HJzeyVpOaPLVmmazruvH8Pd6WfdJxYRP8RylB4O0/Lqy9jyC0i+bEW/46URfZXF3Nf3SnM1ojWVY7/s3lHNd7Kj6zpPvXWcw+VtPHzTbBbNyJroKSkUCsWACCG2Ab+UUj7fqy0RqAaWAI9h1Do2A0eBr0opm3r1XQA8L6WcN5bzUhkrxZjg9UbMQTt9YLPQ4aonNWt0gdUHWyqoLmtj9XUzyCtMHbJ/584dBBsbybrjTkzmvi9td9BDvacx6jJg8OROwETcjMtHNd/JzivvV7D9UCO3rZ7GmkVjWyxboVAoxoHHMQov9+ZOYCPwW+BZKeVCKeV8YB/wm55OQoiHMOoIJjLGnPOMlRDic8BXezVNA/6I8eRWA55I+w+klK8IIa4FfoJhP/+ClPL7kfMsBn4PpABbgS+NZXVqxfDweDykp2cRdvnRI5KctFEEVicOn2L/BzXMW5LPvCVDn0cLBml97VXip00ncfHSfsfLOiqB/v5Vuq4TPLkDS8FczIkXryv4pn11vLGjkjWL8li3qniip6NQKCYB/+fbbzxEpIzMOPD4vz56y1AFnl8EfiyEyJBStkXaPgn8FPhPoLdA9JfAcgAhRCpwG/AJxqGI9DnPWEkpfy+lXCylXIwRaTYB/wYsA9b0HIsEVQkYEeltwBxguRDipsipnsFI680CTMDnz/VzURiEw2F8vu5IORs//siOwFTnyMw1mxo62bxBkl+UyqprS2Ia49qymVBbK1l33hVVh1XaUY7VHMfUlL4aKu1UKXpXM9aZ/ZcOLxb2nmjmmbcli0oy+eQNQ+vYFAqF4nxASukG1gN3Awgh8gEBvA18F/ihEKJWCPEURnmbLZFxLinlxzGWDMecidZY/Rr4XxgFEouAx4UQBcArwA+AS4GTUsoKACHEM8DdQoijQIKUclfkPE9G+v/63E5fAUYpGwCH3YHuC+Cxu4iz2klMGX4GyNPl562Xj+BIsnP97fOwxFCbTvP5aPvr6yTMnoNjztx+x7tDPvY2HWR6ajHWs3b8BUt3gsVGXPElw57rhUBprYvfvnaEaXkpfOm2+VjMSh2gUChiI5JRGvOMzzB5AngEY+nvAeCPUsow8FYknlgLXAv8ELgPuH28JzRhgVVkiS9BSvmSEGI6xproVwAX8AbwWcANNPQa1gBMAfIHaI+ZzMy+5Tmczou7Htxo8Pk6AHAmJQOtdAWayMqbQna2oYuK9d6GgmHWP3uAQCDMZ752OTl5Q+9I81bXUP67PxDu6mTmZ75LcpRr/W7367gCnfzDFV/EmXnmuB4OUlXxIYmzLyW7YOzK7pxLRvO63Sub+PmfD+BMS+D/fHElqUn2oQddZKj3hfFD3dvx42K6t1LKrUKIXCFEIfAgcKcQIgP4FynlNzF0VG8JIR4BGoQQTill83jOaSIzVl/E0E4hpSwH7ug5IIT4b+Ah4M+A3muMCdAwljCjtcdMa6sbTTNO4XQm09zcNfxnoACgrs7YZBFqDxMHNLaUkzVrBs3NXTHfW13X2fiGpL66gxvumIc5zjTouHBXFy2vvYpryybM8fFkP/gQvow8fGeNOdFeyjtl73NN4RrStKw+5wxW7kXrdqMVXjop//4jfd3qus47H9XwwqZSCrKS+NpdCwh0B2juDozDLCcv6n1h/FD3dvwYj3s7CQK1p4HvAW1SyjIhhAVYJ4TYJ6XsyajNBU4BbQOdZKyYkMBKCGEDrgQejjxeAMySUr4c6WICgkAt0LuWRi5QP0i7YgLoWQq0+82ETdDpa6Ik64phnePAh7WcOHKK5VcUM10MvM1fD4Xo2PQera+vR/P5SFt7FZnr7sCS1L9AsD8c4E/H/owzIZNbpl/f73jo5A5M8clYpozpTtvzmmBI4+m/HWf7oUYumeXks7fMId420YoAhUKhGBVPApVEhPRSyrAQ4mbgJ5FMlRcjRrg1skw4rkzUO+pC4ISUsmcHoAn4mRBiI8by3xeAp4APACGEmAFUAPcDj0spq4QQPiHEKinldoxdABvO+bNQAEY5G5vNjrkrTDAedHTSsmIXrleVtbJzUzkls51csjJ60WZd1/Ec2E/zS88TPHUKx/wFOO+5D3v+wNd5vewtWnxtfGPJl7BZ+hqV6n4Poer9WOdcheksX6sLlQ63n8f+coiy+k5uWz2NW1cVY1ZCdYVCMcmRUtYB1rPaJIZgfbBxlUDxWM9nogKr6RhZJwCklAeFEP8FbMe4OS9LKZ8DEEI8DLwMxANvYiwPgiFS+50QIgXYC/zinM1e0QePx0NiYhJhl4+AxTAITc2KrWhve6uXd187RlZ2ElfdHH1Hmr+2huYXnsd77Ai23DwKvv4tEhcsHPS8ZR2VbK7dzpqClVFrAwYrdkM4hHXmypjmOdmpaOjkl385hMcX5Cu3z2fZ7MmpKVMoFIrznQkJrKSUL2L4T/Ru+xXwqyh93wMWRWk/gLFrUDHBeL1uHI4ktPoAbnsHjuR0bPFD15frcvl486VDmC1mbvz4PKy2/pkj9/591P/qvzEnJOC8/0HS1qztV6rmbALhIM8cf5H0+DRuK7kpap/QyR2YU3MxZxXH9BwnM7uONPLEhuOkOGz8rwcvoSjnvNdLKBQKxaRFiSsUo8bj8ZCV5gRNx9XdFJPjemuzh7++cJBgUOOWexeQnBrfr4+/ro6G3/0We2ERU775nag6qmi8WfEOTd4W/n7x54mP67/TTetqIdwgsS27c9J6NvkDYQ6caMbt9mGNM2OzWrBH/rVZzdjijCD1L1vLeXNXFbMK0/jKHfNJcYyudqNCoVAoBkcFVopREQwGCQT8JJiMAKa1s5rckgWDjmmodfHmS4exWs3c/uBiMp39KwqE3W7qf/kzzPF28r/69ZiDqqrOGt6t3sLKvEuZnTEz+pxLdwJgnTH5TEHd3UE27qnl3T21uLuDg/a1mE2ENZ21i/O5/7pZxMXgCaZQKBSK0aECK8Wo6NkRmKAZukF3qH3QjFVVaStvv3qUxGQ7t9y7kJS0/pkqPRSi/jePEWpvZ8o/fhdremxGoyEtxDPHXiLVnsKdM6NrFnVdJ3RyB5bcWZhTnDGd93ygvcvP2x9Vs3l/Pf5AmMUzsrht7Qw8bh+BoEYgFMYfDBMMacbjYJhASKMwO4nL5uZM9PQVCoXiokEFVopR4fG4AYgPWtDidIK6f8AagfJQI5velGTlJHHz3QtwJEZflmp64Vm6jx8j97OfJ2F6bCVtAN6q3Ei9p5EvL/w0CXEJUftoLVVoHQ3Yr7gh5vNOJE3tXjZ8UM32Qw2ENZ3L5uZw82VTmZKdpLyAFAqF4jxEBVaKUdETWNl9FgIWL2aLheT0/jvODnxYw46N5RRMTePGO+dhs0d/6XVs3ohr00bSb7iJlBWrYp5HbVc9f6vayKW5S5mfNWfAfsGTO8Ach3X68pjPPRFUn+rizV1VfHS8CYvZzOqF+dx4WRHZadEDRoVCobjYEEJsA34ppXy+V1siRg3AfVLKa8/q/wSwD/hvjBrFd2CYjfuBf5VSvhXp9wXga5Fju4EvSiljdlBWgZViVPQsBdq6oF1zkZKRi9lyZnefruvs3FTO/g9qmC6yuPbWOVjiomt9vMeP0fTcn0hcsJCsj98d8xzCWphnjr1IotXBXTPXDdhP18KEynYRV7QIk72/rut84ERNB2/uquJgWSvxNgs3XlrEdcsLSVPlZhQKheJsHsewXnq+V9udwFbgaiFEtpSyCUAI4QBuAb4D3ANcAiyVUoaEELOA7UKIeUAa8A+R410Y5qN/B/w01kmpwEoxKjweN/HxCZi7NVyhU6Tmn1kG1DSd1184yP6Papi7JI8rrpuJ2Rx9F16guYn63zyGLTuH3M9/CdMwigG/VfkeNe56Pj//kyRaB7Z5CNcdQe/uJO48867SdZ1D5W28ubOSE7UukhKs3LFmOlcvLSAx3jrkeIVCobhIeRH4sRAiQ0rZU6rmkxhBUCdwL0Z2CoziyxullK1CiFzAAtiBkJTyhBDiLoyKL37gK1LKTgAhxCEgunP1AKjASjEqPB4PDnsCdEOH9xT5ziWnj+3aVM6Bj2pZtmoqy1ZPHdDaQPN1U//LX4CmGzsAHUN7YPVwrO0EGyrf47LcS1icPfhuxODJHWBPJK5ocHPRc4Wm6eyWTby5s4rqJjcZKXY+ce1M1izKx269ONzgFQrF5OWX3/30Q0TKyIwDj3/1v554erAOUkq3EGI9cDfwWyFEPiCAtzHK2PxfzgRWDxGpT4xRW/AeoFkI8T6wEXhKStkOtANVAEIIJ/BVIuX3YkUFVopR4fW6SbYYgZAn7Dq9I1DXdUqPNyHm57D8iuIBx+uaRsPv/4dAQz0F3/g2tpzYd7C1+zp48shz5CXmcK+4Y9C+eqCbUMVerLNWYrKMXxZI03SaOroxm8BsNmExmyP/mjCbjH8BPjh2ig27qjjV3k1uhoPP3DyHy+flKEsEhUKhGB5PAI8Av8VYFvxjpFbgViBLCDEN6AZmAe8CRAKoVZE6xdcBtwL/KIRYLqUsBxBCFGCUyvuDlHLzcCakAivFiNF1HY/HjTM1HR2dbq3z9I7AjrZuPF0BZgxSOkXXdVpeeRnP/n04P/EAiXNjL4Yc0kL84fCfCGpBPjf/QeyWwY0vQ5V7IRwY12VAd3eQn790gLL6zpj6T81N5iu3z2fpLOeAS6QKhUJxvhLJKA2aVRpvpJRbhRC5QohC4EEMjRVSSl0I8RRGjeFujIBLAxBCfAt4L1LB5RBGseY/AR8HfiSEmA38DfiFlPLR4c5JBVaKERMIBAiFQiSErAQtAWwJDuITUwCoq2wHYPqsLEKa1m+sFgzS9Ken6dz2Pqlr1pJ29bX9+gzGq2VvUtFZxWfnP0hO4uB17/RwkMCRdzElZ2HJiW4aOlraOn08+sJ+mjt83Hf1DJIcVsKajhb5CfX6PazpTMtPYe7U9Enr/K5QKBTnEU8D3wPapJRlvdqfAl4FAsAnerWnAo8IIe6PLCemACXAk0KIZIylxO9JKf84ksmowEoxYrzeiNVCwIxHM5YBewKF2sp2klPjSc9M7Oe1FHJ1UP+rX+IrKyXjlnVkrrt9WAHG3qaDbKrZxlVTVrM0e3C9lK7r+N5/Gq25gvhrvjwugUx9i4dHX9iPLxDi2/cuQhTFZmiqUCgUijHhSaCSs/ReUsoaIUQzYJFSVvY69AjwH8BBIYQP0DBsG94RQnwTyAG+LYT4dqT/a1LKf411MiqwUowYj8ewWojvtuDyNZFaaCwDappOXXUHJbP7O5v7Kiuof+wXhD0e8r70FZKXDa+O9ilvM3869hLTUoq4fcbNQ/YPHnqL0In3sS1dh7XksmFdKxbK6l387MUDWCxm/un+parAsUKhUJxjpJR1QFTxrJTyxihtIeCfIj9nH/spw7BWiIYKrBQjpsccNEG3Uhdso8C5DIDmxi4C/jBT/n979x0f1XUmfPw3mpE0o947SDQdmhEgiunFYIxtbBPjEvfYiZ114k1xkt13k7ybZPfdfd9s4iTedCeOS2I7jgHHMTYugOnFFKHKoQihLqEujabPff8Y4QUHMJJHDEjP9/Phg+bqzL3PPQjp0TnnPifv3JGbrj27aHr+D5jj4hjxz9/GOjK3X9dz+9z8ruRFzGFmHpl8H5awi3/5eqsP49rzKpZRM4govK1f17oUJZWt/GJ9CQnRkXz97qlSvFMIIYQkVmLgent7MJlMRBoR9J71RGBt3/qq7NwEIPDkX8vav9D+ztvY8hWZ//AlLLFx/bqWYRi8otfTYG/i8YKHSbQmXLS9r60Ox6ZfEZY8EuviL2AyBfdpuz1ljfx+QwXZKdF87a6pxF9gex4hhBDDiyRWYsDsdjs2i5Uwtwm7r4v45EwAaqs6SEmLwRYVgbfHTt3TP6W3tJj4xUtJu/seTJb+f9ntatjH3sYD3Ji3jInJ6qJt/c5uHO/8FJMlEtuKr2AKD27V8vc+rOHlTccYPzKBL39mClFW+W8khBAiQH4iiAGz23uwmSPxmjxYE+KwhEfg8fhorOvkmsJs3E2NFP/yaRyNTaTd9wAJi5cO6Do13XW8evSvTEjKZ+Woiz89aPi8ON/7OUZvO1Gr/hdhMUkDuuZ5z20YrNtWyYbdp5ien8pjt0wk3CKFPIUQQvwPSazEgPX22okzrPT6u4jA9L+/AAAgAElEQVRPCYxWNdZ24vcZ5OQl0vTiM3i6ush58ltE5V98lOmC1/D08ruSF4kJj+bBiXcTdpEpPcMwcO18AV+Dxrr0McxpYwZ0zQvZXtzAht2nWFiQxQMrlNSeEkII8XekzLMYkEBxUDs2r4UuV8tHhUFrqzoICzORGm/CoY+QsfKGASdVHr+X35a8QIerk0cm30dsRMzF25e+i+fINiKmrSJ87JwBXfNCnG4v67ZVMjY7ngdvkKRKCCHE+UliJQbE6XTi9/uwesMDW9mkZgOBhesZ2XG4Sg+DYZAyb2AJjmEY/KniLxzrqOS+CXcyOv7iTxB6q4tx7XkFS14hETMuvr3NQGzcW02X3c1dS8dKUU8hhBAXJFOBYkDOFAe1EUGHr4OElEwcvR5amnqYtSCPnr3vEZ6eTlRuLr0tPf0+/4aT7/Jh0yFWjb6BmRnTLtr2oycAk0ZgXfJo0J8AbO92sXFvNbMmpDEmOz6o5xZCCDEwSqkdBAp7vnLWsWigGjiktV72sfZ/AA4R2Jj5e8BqwABcwP/WWm88q204sBH4t/7uFSgjVmJAzhQHtRGBM6yX6Phk6qs7AMhMi6T3SAWxhTMHNLqzu/5D3q7axNzMmazIXXLRtr7TVTje/L+YLBGD8gQgwPptlfgNg9sXBXfNlhBCiE/lWQIbL5/tM8A2YKZS6qP9zpRSUcDNwJ+AO4FCYLrWuoDAHoMvnmmvlFLAB8CANpeVESsxIPX1NZgwYSOCyMQ4TKYwaqvaCY8wY2vU9Pj9xBTO6Pd5j7Qd4yW9lvGJ47hbfeaiiZm3QePY+BNMkdFE3fQtwmKSP80tnVd1Uzc7Sxq4ftYIUqUAqBBCfOTYj3Y8wMe2kQmiZ8d9Y/4nbfD8KvAjpVSS1rqt79j9BCqndwF3ERidArgN2Ky1blVKZQBmIBLwaq2PKqXWAJ6+to8A/wV8dSCBy4iV6LeOjnaOHTvCqJgcvH4Hcaln6le1kz0yAfuBA4SnpBLZz8rq9T2NPFPyIhlRaXz+mvswh124lIG3ugjHWz8iLDqJqFu/Q1h8+qe6p/MxDINXtxwnymrh5rl5QT+/EEKIgdNa9wB/Be4AUEplAYrAJsrPAvec1fwB4Pd9H78AxAGnlVLvKKX+KXA63d533m9prV8faFwyYiX67eDBvVgsFsYZWXR4T5GQkkVXh4OuDieTp6TS+14Zicuu79c0YIerk18efpZIcziPFzyMzXLh0SHP8T04tzxDWPIIbDc+SZh1cPbnKz3ZRnlVO5+9bhzR1vNuQyWEEMNW34jSJ40qDbY/ENhU+TcEpgVf1Fr7lFLbgBSl1CjAAeQD7wP0JVDzlFLXAMuBVcC3lFIztdaVnzYgGbES/dLQUEdtbTWTJ08lwg52XwfxqVnUngqsr0rqrQefj5jCmZd8TqfXxa+Ln8Pu7eUfPmG7Gnf5Zpybf4M5YyxRN//ToCVVPr+fVzcfJy3BxpLp2YNyDSGEEJ+O1nobkKGUGkFgrdQf+o4bwPMERq3uIZBw+QGUUl9XShVorUu01k9prZcQWKh+ezBiksRKXDLDMDhwYA/R0THk5+RjMsDu6yQhJYu6qnaiYiIwle/HkpSEddSoSzqnz+/jD2V/ora7nkcm3cuI2AsnMa6iN3HteAHzyCnYVj6JKWLw1jztKG6grsXOmsVjsJjlv4kQQlzBXgC+DbRprU+cdfx5AovZ76Av4eoTD/ybUioGQCkVB4wBioIRjPzEEJessvIYbW2tTJs2k7AeHwC+CB/hkTZqT3WQnROLo7yUmEt8GtDt8/CKXkdp6xHuUrcxOWXCedsZhoFr76u4972GZey12K5/ApNl8DY9drq9rN9+krE58RSq1EG7jhBCiKB4jsCC82fPPqi1rgFOAz1a66qzPvVvQAVQrJQqB3YBz2mt3wtGMCFZY6WU2gKk8T8r8B8jkC1+BwgHfqq1/kVf22XAU4AN+LPW+jt9x6cCvyOwAG0b8EWttfdy3sdw4vV6OXToQ5KTUxg1aiy9O2vw48OSHE1rsx1nr4cUUweG10vsJzwNaBgGxS3lrD32Bq3OdlbkLmVB9vkLiRqGH9eOF/BUfED4xKVEzrsv6HWqPu5MMdAnbr9GioEKIcQVTmtdRyB3ON/nbjjPMS/wT31/LnbexQOJ57InVkopE4FFZLlnEiGlVDbwCoG6Ei5gV1/ydZJABroIqAE2KKVWaq3fBv4IfF5rvUcp9XvgC8CvLvf9DBcVFSX09tqZP38J/k4Xnsp2qp0VxI5Op7aqHYDY6hJISMA6+sL1nprszfzl2BtUtB0lMzqdr0x7lPzEsedtaxh+XNufC2xTM/UmImauGfRE55xioFlSDFQIIUT/hGLE6szGce8qpZKBZ4BuAvUl2gCUUq8Ba4CtwDGt9cm+438E7ugburNprff0nes54PtIYjUoHA4HpaVF5OTkkpGRhX1rFYSZqOw9TGHKnZSWdJCQZMV/6CDxCxZhCvv7ESWn18nGqs1srtlOeFg4a8bdwsLsORcsqWAYBq5df/po77/ImUFZU/iJpBioEEKITyMUiVUisAl4gsDQ3QfAn4GGs9o0ALOArPMcz7nI8UuWnHzuhr6pqYPzdNlQ8P77e/F6vSxbtoQYn4mOqk78ueBpdjJy9Bjee7uM8TkWDI+HnGULiT+rLw3DQPdW8OLhdbQ7Olk8ag73TLmNBGvcBa9nGAZtm1/AU7aJ+Nm3kHTdA5dlSu5kfSc7Sxu4deEYJo5L++Q3XAHk63ZwSf8OHunbwSN9G1qXPbHSWu8Gdp953TeN9xTw72c1MwF+AovrjX4cv2StrT34/YFTpKbGcvp0d3/ePmx0dLRTXFxMfv4E/P4I6rdUQoSZQ7XvE5OQSn2jgcftw9ZUiTkuDldKzkd92Whv5rXK16k4fZyRsTk8Ung/o+JH4umG090X7m/X/nW4D75B+MTr8E1ZTcsA9hrsD7/f4FRTN69sOkZUpIXrpmVdFV8P8nU7uKR/B4/07eAZjL6VRK1/QrHGaj4QqbXe1HfIBFQBmWc1ywDqgdp+HhdBdqYYaEFBId7TvXhruvCMstCyv5IZy+6m7lQnJhNEHdlLzJzZH00Dun1ufnX4WVx+F/eMv505mTMJu4RF566DbwSSqvELiZx376CMVPkNg9rmHo5Ud3DkVDu6pgOHK/Dcw0Mrx0sxUCGEEAMWiqnABOAHSqm5BKYCHyRQ1OuPSqlUwE6gSNejQDGB/RDHEljIfg/wrNb6lFLKqZSap7XeSWBvoLdDcC9DWmNjPbW11UybNgur1UbP9hOYIs2UN27DFh1P3sSZFL9cSnJcGGaX/ZynATecfI8WZxvfW/I1Uk2ZF7nK/3AXb8S9fx2WsXOInP9QUJ/+6+hxcUCf5kh1O7q6gx5H4IHUtEQbM8enMT43gfEjE0mICf4mzkIIIYaPUEwFvqmUmg0cIrAJ4i+01juVUt8GtgARwO+01vsAlFIPAWsBK/AW8Frfqe4Fnukr7HUQePqy3sgQZxgG+/fvISoqmgkTJuNt7MFb34M/30rj7goKFt6Gz2eiqb6LcZEtmGNiseUHnkuo6a5jc8125mbOYmJa/iUNS7vL3se15xUso2diXfz58y6AH6j2bhc/eP5DOnvcJMdZKRibzPiRiUzITSQpzhq06wghhLi8lFKG1tqklMoDjgLlH2uyqq+e1WUTkjpWWuvvAt/92LGXgJfO03YTUHCe44cJLHAXg+DkyeO0tbUwf/4SzGYzPYcaMdksVDTtICIyijFT5lJ3qgPDgJjqw8RMn47JbMbn9/HSkdeIDo9i9dgbL+la7iNbce38I5bcaViXPobpIpsv95fL4+PptcU43T6+++AMRmVeeNG8EEKIq1q91npqqIOQyuvi73i9Xg4e3EdSUqAYqLehB1+zHWOMldrKw4yduoDwCCu1VR2YwyC+q/ajvQE/qN1JdXcdd4y7lajwqE+8lufoTlzbnsM84hqsyx7HFBa8XN8wDJ7dUEF1YzeP3TJJkiohhBCDLiQjVuLKduxYBb29dubNWwyA81AjpuhwdPMezJYI8qcvAqD2VDvJZjuWKBtRajwtjjberHyHyckTmJ425aLXMDxOXHtewVPxAeasCdiWP4HJHNxF43/bWcWHR5q5Y8kYpo5NCeq5hRBiuPvxj3/8APDwIJ3+2SeffPKFfr4nSyl19n5/f9Ja/1cwg7oUkliJc3i9XkpLi0hPzyQzMxtPdSe+ll7M0xKp2vwhYwsWEGmLwd7jor2ll3GdR4mZNh3MZl4pXYfJZOJutfqiT/N5G4/h3PJbjO4WwqesJHLG6qDv/bf/SDOv7zjJ3MkZ3DBrZFDPLYQQ4op0RUwFSmIlznH0aDkOh4OFC5dhGAaOokbCYiM4enofJkyMn7EUgKpjrQAkdlYTU/gg+5uKqGg7yh3jbiXRmnDecxs+D+7963EXv40pJgXbqn/GkqnO2/bTONXYze/eLGdMdhwP3jBe9vsTQohB0Dei1N9RpSFPEivxEY/HQ2npYTIyskhPz8Rd1YG/3Un47DROvrOb3AkziIpNxOP2cWDnKRItTuLMDoyxubx24GfkxY1kYc75N1P2tVbj3PJb/G21hI9fROS1d2OKsAX9Hjp6XDy9tpiYqHC+/JkphFtkGaEQQojLRxIr8ZGjR8txOh0UFCzH8Bs4DzUSlmDlxOkD+Hxexs9cBkDR3hrsPW4mnt5JzNRprK96h16vg3vG3/53RUANvw/XoTdxH1iPKTIG2w1fxTJycEZqPV4fP19Xgt3p4V/uKyQ+OrjTi0IIIcQnkcRKAIHRqrKyw2RmZpOenoH7RBv+LheR8zI5/s52csZNIS4pnZ4uF0V7a8jLDCfueDWd+bPZ27iVFblLyY45txCov6uZ+g2/x12nA/Wp5j+IyRpzgQg+HcMweO7tI1TWd/Gl1dcwMl22YBBCiKFOa23q+7sKyAtpMH0ksRIAaF2G0+lk6tQZGD4/zqImzEk2qloP43E5mDBrOQB7t57EMAzyTm3FnJDAy8Zh0mwprMy77pzz+bua6X3jPzD5PViXfhHLmNmDutbprT2n2F3WxOqFoylUqYN2HSGEEOJiZAGKwONxU1Z2mKysEaSmpuPYV4e/x014QQpHD31Aeq4iKX0kzQ1dHC1rQmUYmKs1pxaOp9nbwWfH3074WaUS/PZ2ejf8F/i8ZD3w74SPvXZQk6oDupl1WyuZPTGdm+fkDtp1hBBCiE8iiZXgyJEyXC4XU6cW4jrWivtoG5HXpFHbXoazt5sJM5djGAY7N53AZrOQceh1wkblsj7mJHMzZ5KfOOajc/md3Tg2/BeGsxvbjU8SkTq4pQ5KK1v5zRtljM6K43Mr5QlAIYQQoSWJ1TDndrspKysmO3skCaYYHHvqsGTGEDEllSP7N5OUkUvaiHFU6hYaa7uYEHUaU3cH22fGYwu3sXrsTR+dy3D34njrx/i7T2Nb8VXMqaMGNXZd3c7P15WQlRzNV+8sICI8eFvhCCGEEAMhidUwd+RIKW63iykTptL7wSlMNgtRC3OpOXYIe2crE2ctx+cz2L2lksSECBL2v4lv5hT2Wxq5MW/5R9vWGF4Xjo0/xd9ag235l7BkjR/UuE82dPGz14pJjrfy9bumEm0NbtV2IYQQYiAksRrG3G435eXF5OTkYivvxd/rIXpRHqbIMI7se5+45AyyxkymZH8t3Z1OlL0Ec0Q4b+a7SbUlMz97NgCGz4vjvV/gazyGdemjg1ZO4Yza5h6e+nMRMbZwvnH3NOKkrIIQQogrhCRWw1hFRQlut5vxtjy8dd3YZmVjTrFxcMs6OlsbmDh7BY5eLwd2VZOdaiG6Yhddi6dT5W/l1jE3YgmzYPj9OLf8Bl9NMZELHiR8zOxBjbmxrZcf/bmIcEsY3/zsNBJjIwf1ekIIIUR/SGI1TLndLsrLS8hJySbqqJOIMYlE5CdRvvddjhdtQxUuZaSazoc7qvB5/YyqfI/wzEzWpjYwOj6XqamTMQwD1/bn8FZ+SOTsu4iYsHhQY27pdPCjVw7h9xt84+5ppCYEv3K7EEII8WlIYjVMlZeX4PG4GduRgjnJiu3aHE4U76R01wbyJs6iYOEttLX0UlHUwJhEF5FNVVQtnkCHt+ejBeuuPa/g0duImLaKiIKVgxpvR4+LH71ShMPl48m7ppKVEj2o1xNCCCEGQgqEDkMul5OK8hKywlOIJ5qoxXnUVh7mwKa/kDV6EjOXfxYwsXvzCSIizGQWv0FkwRTesBxlatI1jI7Pw12+BU/JO4RPWkbEjM8MOJba5h7aul3ER0cQFx1BbFQ4FvO5+X6Pw8OPXymis8fNk3dPJTdDqqoLIYS4MkliNQyVlRXj8XrINzKJum4kLe1V7Hn7BVKyRjHnps8RZjZz6kQrNSfbmRzdRITHwf6ZKXgdzdw65gb8vR249r6KOWsCkXPvGXDtqKM1HfzwpUP4DeOc49FWC3HRER8lW3Wn7TS1O/jaHVMYmx0fjC4QQgghBoUkVsPMyZMnKCs9TLaRTGrBKLrDO9jx6u+ITUhjwW2PYgmPwO3ysmtzJXExZlKLNhK+fBEfOMpZkD2HtKhUHO//EvwerAsexGQa2Gxyl93Nr/9aSkqClYdvnECPw0OX3U2X3U1nr5uunsDfVY3d+Hx+vrR6MhPykoLcG0IIIURwSWI1jJw8eZwd27eQRAyFGdfgGWli259/TYQtmkW3P06ENYqWph7efb2crg4HhZ7DhCfE8d4YDxH2CG7MW4a3+jDeyn1EzPgMYfEZA4rD7zf47d/KsDu9fPWOAtkwWQghxJAhi9eHicrK4+zYsYXk8HiutUwkfFoSW9f9CoDFtz+ONTqOisMNrHvxEF6Pj+smQXzVQXwrF1PUdZQVuUuINllw7niBsISsT7VY/Y2dJymvaufe5fmSVAkhhBhSJLEaBiorj7Fz5xZSY5KZ5R6LdXo6295+BrfTzsLPfBFrdDJbNmg+ePsomTlx3HpjNmGbXsM6ZizrY0+RGJnA4hHzcR14HaOnlcgFD2IyD6zSeenJVv62s4p5kzNYMCUzyHcqhBBChJYkVkPciRNH2bFjC2nJ6czoGUVkdjx7il6hp6OZ+bd8AZMlhbUvHESXNjFjXi4Lx7ho/vF/gAEtK2dT3VPHqtErMHc0BJ4CVAuxZKoBxdLW5eS3b5STlRrNfSuUbJgshBBiyJHEagg7ceIoO3d+QEZGNrPIx2IJR7v301Jfyewb7qerJ4HXnjuAw+7hpjUTyavfTdNvfklkdjZZ3/0ur/fuJycmixlpBTi3P4cpMprI2XcOKBavz8+v/1qGx+fn8dsmEykbJgshhBiCZPH6EHX8uGbXrq1kZmYzN7MQz4EmOrN7OFG8kwmzVlBVFUvZoQoycuJYujiHrj89Q/uxoyQsvY7UOz/LpvqdtDrbeWLqGnxHtuJvrsS65FFM1pgBxfPaByc4XtfJF2+dRGayFPcUQggxNEliNQQdO3aE3bu3kZWVw4LCRTg2nMCXaGJvyatkjy2gsiqLhtp6CmblMCXLQ9NP/h2/w0HG5x8l7tq51HTXs7FqMxOTFPmRKdj3PYU5exKWsXMGFM8B3cy7H9Zw3fQcZk1ID/LdCiGEEFcOSayGmOPHdV9SNYLFi5fheP8UmGB3zVriU7KISllMQ3kti24YR2ZzMfVPvUp4aio5X/sGkTkj2NOwn1f0OqLDo1kzbhWu3S8FalbNf2BAa6LqW3p49q0KRmXGcufSsYNwx0IIIcSVQxKrIaS29hS7d28jMzOHJUuW4z3aga/JzjHfIbxmLzMW388bfz5B7ugE4net4/TB/cRMKyT9c4/gt0bwsl7Hjro95CeM4eHJ92JrPI6j8sO+mlX9H2lye3z88OUiwkwm/uG2yYRbZEmfEEKIoS0kiZVS6l+BM6ugN2itv6WU+gMwH7D3Hf++1nq9UmoZ8BRgA/6stf5O3zmmAr8D4oBtwBe11t7LeR9XktOnm9i69X2SklJYvHg59PpwHKinK6yNqo7DLF7zBLs+aMYcZmKM3oC9+hgpa+4kccVKOlydPHPw95zqqmH5yMWsGr2CMJ8X+44XCUvMIqLgxn7H4/L4+N2b5VTWd/KVNVNIibcNwl0LIYQQV5bLnlj1JUrXA9MAA9iolFoNzAAWaq0bzmprA54FFgE1wAal1Eqt9dvAH4HPa633KKV+D3wB+NXlvZsrQ2dnB5s3byQqKpqlS2/AYrFg33UCn9/LobZ3mbH8bpqarNTX1DAjqxdT+VEyv/glYmfM5EjbMf5Q9hJev5cvTL6fqWnXAODc9xeMnlast/wLJnP/vkzaupz899oSqpu6eeSWyRSMTRmM2xZCCCGuOKEYsWoAntRauwGUUhXAyL4/zyqlsoH1wPeBWcAxrfXJvrZ/BO5QSpUDNq31nr5zPtfXftglVr29dt5//y1MpjCWLbsRm82G60gL3kY7FT27yJ02m5ScAjb9fj9ZGTbidr5A7KxriSmcwbtVW3ijciPp0Wk8Ovl+0qPTMLxu3Af/GqhZNX4Rloz8fsVztKaDX64vwe3188SaKSyfM4rTp7sH6e6FEEKIK8tlT6y01mVnPlZKjSMwJbgAWAw8DnQCbwKPAD0EErEzGoAcIOsCx4cVt9vNpk0bcbmcXH/9KmJj4/B1u+jdX0erpw5/poVr5q/i7bVlGIZBfu0WLFFRxN55O8+UvMDhljIK0wq4Z/warJZIvLVlOHc8j9HVjCV/AZHX3t2veLYW1fHHd4+SEm/lW/dMIStFyioIIYQYXkK2eF0pNQnYAHxTa62B1Wd97r+BB4DXCEwXnmEC/AQKm57v+CVLTj63HlNq6tW1Z53X62X9+o10drazevVq8vLy6NYtNL13DJ/XQ13kUW558BtUlLRQU9nOtaN8mN+rIO/Jr/BU5cvUdNbz0LQ7WDluCX5HN63vP4ej5AMsiRmk3vs9bHnXXHosPj+/+2spG3aeZLpK45v3FRITFfHR56+2vr2aSN8OLunfwSN9O3ikb0MrVIvX5wFrga9qrV9RSl0D5Gut1/Y1MQEeoBY4e0O5DKD+IscvWWtrD35/IDdLTY29qqarDMNg+/ZNVFdXM2/eYmymOE7+uRhvTRddvla0ex9z7n6EhoZeNr5eRnqalegtzxAzrZA3LHVUddTy2DUPck3CRBp2vYNr98sYbgcR01YRMW0VPZYIei6xP7p63fxqfSm6poMbZo9kzaIxOOwuHHYXcPX17dVE+nZwSf8OHunbwTMYfSuJWv+EYvH6COB14C6t9ea+wybgp0qpzQSm/x4Fngf2Bt6ixgIngXuAZ7XWp5RSTqXUPK31TuB+4O3LfS+hsn//HqqqKpk+fRY5/hQ615djeH0ctx/Eleln7tIvEBWXxDvry/F6fIxv2kNYRCT2VYvYdPxPzM+azeTIVBxv/QhfXRlhaWOwLfwc5qT+zaZWN3Xz32tL6LS7+cLNE5kzOWOQ7lgIIYS4OoRixOobgBV4SqmPNvP9NfCfwE4gHFirtX4ZQCn1EIHRLSvwFoHpQYB7gWeUUnHAQeDpyxR/SJWVFVNRUYIaM4ERNTYczTW0exqpNIqZcP0KssdOAeDEkdOcPNpCQbYXy9YSEh56iKdr3yLZlsTN3ljsf/kOhIUROe8+wicsxRTWvxpTFVVt/GxtMdHWcP7XfdMZlRk3GLcrhBBCXFVCsXj9K8BXLvDpX56n/Sag4DzHDxN4anDYqKur4cCBPeQkZjPuRAwefzdHez8kelIWi+b8I+ERkQA4HR62v3uMlBQrybufJWryFN5NPk1bQztfybsZ3n8Wc84krAsfJiwmqd9xNLX38svXS0mNt/Hk3VNJiIkM9q0KIYQQVyWpvH6V8Pl87Nu7g+gwKwVtWbS662iIqWHKTbeSkJp1Ttud7x/H5fQy03UAszmM9lXz2HlqLctHLCTrww0YMUnYln0JU0T/i3Y6XF6efq0Yk8nEP66ZIkmVEEIIcRbZY+QqUV5eTHdPN5O8I9DOvZhnJ7Pg7sfOSaoMw6DicANHy5qZmOUnXB8gdvVq/tTwDtkxmSxv7cHf2Yh14ecGlFT5/Qa/eaOM5nYHj982mdQEqaYuhBBCnE1GrK4CdnsPxYcPkmEk4jQaKXzgPiJt55aLqK/uYPcHlTTXd5OaZiN9z3PYJkzkjZRGelsdPD5yJf53fkm4WoglZ/KA4li3rZLiE63cf30+43MTg3FrQgghxJAiidVVYP++3Rh+P7neWOKWjDgnqWo7bWfPB5WcOtFGdEwEi24YR8yWV3D5vTStnElR49vcOmoFyXtfx4hKIHJO/4p+nrGnrJG39pxi8bRslkwfdrVYhRBCiEsiidUVrrGxnlM1J8n3Z9GT2IYafQMAPV0uPtxRhS5pJDzCzOxFeagMg55dm+gsKyZmzWf4TcsWRsfnsaClA297HbYbvoopIqrfMZxs6OIPbx8hf0QC9ywbF+xbFEIIIYYMSayuYH6/n707txNlRBLuamf8sptwOb0c2lNN8f46DMNg4vh4xngrcb/5JnVNjRAWRuy1c3gtrRFft597M+bjfetnWMbNxTJyar9j6Ohx8fN1JcRFRfD46slYzLIsTwghhLgQSayuYEfKSui0dzLFn01kQQTd3Rbefm0vToeXkXEuRjXuwfK3SuwmE1HjJ5B4/Q3ETi9ke2cxR47+lbvzbyN2z2sY1hisc+7p9/U9Xh8/X1dCr9PLv9xfSNxZ29QIIYQQ4u9JYnWFcjh6KTp8gDQjni5OMW38g6x9/hAmezezat8j1tOOLV8Re+8DxBTOwBIXKNBZ213P68ffYlLyeGY2NeNprcZ6/ROYrDGfcMVzGYbBCxs1lfVdfGn1ZEak9e/9QgghxHAkidUVav+uXfh8PpJcXnKWLeHd9RW4e13M6thF7pobiZ0+A0tCAgA+v4/Dp0vZXvMEUKEAAA6fSURBVLeHirajxIRHc3fGPDx/+yGWMbMJzyvs9/Xf/bCGnaWN3DZ/FIUqLdi3J4QQQgxJklhdgZoaGzhZV8koIwV/Rje6Apqb7Ew5vQP15c9hGz0agHZnB7vq97Gr4UM6XJ0kRMZz46jlzM2YQcTGpzEiooice2+/rl3fYuf1HSfZf6SZGSqVm+flDcIdCiGEEEOTJFZXGL/fz95t27Aa4Xgcp4hJWcmhbU3ktRVxzZplRI7Ko6xVs6NuDyUt5QBMSM7nrvzbmJQ8HnOYGVfRBtynT2K97nHCbJe2h19zey9/3VHFnvJGIsLNrJqbx01zcgkzmQbxboUQQoihRRKrK4w+XEKHs5PRnhgixo1j7/YmUuzVTJ+eRsukbH68+4e0ONuIDY9hee5i5mXNJsUW2O/PMAx8TcdxH1iPJa8Qy+iZn3i9ti4nb+ysYkdxAxaziRWzRrJy9khiZaG6EEII0W+SWF1BnA4HRaUHSDJi6Amro6E4G5u7kxnxp2m77kZ+e+gZ4iPjeHjSPRSkTsYSZsHwefHWluGtLsJ7qgij+zQmayyR8+/HdJHRps4eFxt2n+KDojoMA5ZMy+amubmy958QQgjxKUhidYUwDIMPt2zD6/ditZ+mLUzhcXqY4zxI5/038ofS50mPTuPLUz9PjB98x/fiqC7CW1MKHgeYLZizJmIpWIklr5CwqPjzXqe2uYftxQ1sPVyH12swf0oGN8/NIyVe9v0TQgghPi1JrELM7XZzXFdwpKyUHredTH803RYnrW3xFLRuxXn/HJ6vXEte3Egey16CeeN/Y286BoaByRZH+OiZmHOnYsmehCn8/KNNXXY3e8qb2FXSQHVzD+YwEzMnpHHrvFGkJ/W/ErsQQgghzk8SqxDp6GjnSEUplSeO4fV7STSiGReWQmP3AZp6FzC69SCmG0bzXNsmVOJYPheWCW/+GH9UPBHTVmEZOZWw1DxMpvNXQvd4/Rw+3sKu0kZKKlvx+Q1yM2K5Z9k4Zk9MlzVUQgghxCCQxOoy8vv91NZWc+RIKY2N9YRhIstIJtuaSFXbHqodDdi9U0npaSZussEfzcUUJI3n7sYOqF6LJa8Q66KHMUVGn/f8Hq+PY7WdHDh6mn3lTdidXhJiIrh+5gjmTs4gO1WKfAohhBCDSRKry8Dv93P0aDllZcXY7T3YwiIZb+SQFZHIsc7dFLV+QFTCGOz267A4DXJiD/BijpOZ8fmsLivF5Ogicu59hE+67pwF6X6/wammbsqr2qg41c6x2k48Xj/hljCm56cyb3IGE/OSCAuTkglCCCHE5SCJ1SBrampk374dtLe3kRyRwARjHCnEcsz5ITtbN2KLG0WP7zramhNI7a1mhKeUl2f7mG/N4caDuzHHpmC79TuYU/MC52vrpbyqjfKqdo5Ut2N3egHISY1m8dRsJuYlkj8iAVuk/NMKIYQQl5v89B0kDkcvBw7spbLyGFFmKzOMcaS746l0HaaspxhLRDrdniW0nU4gveckea69dIyAdWO8LDTFsqysiPDRs7Au/Bw+cyR7yhvZfKCO43WdACTHRTItP5WJeYlMyE0iPlrWTAkhhBChJolVEBhuB77mE5gzxmGEhaN1OUWHPsTr9TLOyGK0L5065xG29m7A74+lw7MAnyuRTFcNiWmnKJ3QweYYD2azmRUdBguaaolc8BC9Odfyzt56thbV02l3k5Zo466lY5k6LoW0BNtF61QJIYQQ4vKTxCoIvHVlON/7OS3hyRRHTqDT6yfViGeCkUWL4zi7nNvxOqPpMM3DZ8STFtVGW+5h3o2tA5OJMeY4PtMRxuTTTUTFptMy5+tsPOrnwN924/cbXDMmmesKc5g0Kkm2mBFCCCGuYJJYBYE/6xoOZK2iuq0Vm8fCNH8WTmctxfb3aXePpDdsBWaTH0fsaU6OOkSJ1Um8N4LFnXBtRwvx3mY6Y0ZRl3UTGxozqXyjEVukhesKc1gyPZv0RKk1JYQQQlwNJLEKAr17HzWtbYwx0ol0daM7NC3GOAxjNJHmRppyDtGSfppwv4nJ3V7mN7eT5fZS5U1jk7uQIlcuXW1RUA3ZKRYeWJHHtZPSsUbIP48QQghxNZGf3EGQkZNDd0U9xzt99JJDpDcef+wJKsc0kR5vZVqPg7F1LeS4vFhSRxM+/Toso2cyJSaZKYDX58fj9eP1+YmxhcvaKSGEEOIqJYlVEFQUlXKsLQGrvxZyK4mckcf0lIU8lDiWqPDAHnz+nlYwDMJiU/7u/RZzGBbz+SuoCyGEEOLqIYlVEEy7aSHWgsPkZa0iLSr1vCNOYTHJIYhMCCGEEJeTJFZBEGeLZ/a4haEOQwghhBAhJvNPQgghhBBBclWPWCml7gG+A4QDP9Va/yLEIQkhhBBiGLtqR6yUUtnA/wHmA1OBR5VSE0MblRBCCCGGs6s2sQKWAZu11m1aazvwGrAmxDEJIYQQYhi7mqcCs4CGs143ALMu9c3JyTHnvE5NjQ1OVOLvSN8OHunbwSX9O3ikbweP9G1oXc2JVRhgnPXaBPgv9c2trT34/YG3p6bGcvp0d3CjE4D07WCSvh1c0r+DR/p28AxG30qi1j9X81RgLZB51usMoD5EsQghhBBCXNUjVu8D31NKpQJ24Hbg0dCGJIQQQojh7KodsdJa1wHfBrYARcBLWut9oY1KCCGEEMPZ1Txihdb6JeClUMchhBBCCAFXeWI1QGaAsLBz9/P7+GsRPNK3g0f6dnBJ/w4e6dvBMwh9m0dgXbM32CceikyGYXxyq6FlPrA91EEIIYQQV5FRQFWog7gaDMfEKhKYSaDulS/EsQghhBBXAxmxukTDMbESQgghhBgUV+1TgUIIIYQQVxpJrIQQQgghgkQSKyGEEEKIIJHESgghhBAiSCSxEkIIIYQIEkmshBBCCCGCRBIrIYQQQoggkcRKCCGEECJIhuNegR9RSt0DfAcIB36qtf5FiEMaUpRSccAu4GatdVWIwxlSlFL/CtzZ93KD1vpboYxnKFFK/QBYAxjA77XWT4U4pCFHKfUjIEVr/VCoYxlKlFJbgDTA03foMa313hCGNCwN2xErpVQ28H8I7B04FXhUKTUxtFENHUqp2cAOID/UsQw1SqllwPXANAJfu4VKqdWhjWpoUEotApYCU4AZwBNKKRXaqIYWpdR1wIOhjmOoUUqZCHy/LdBaT+37I0lVCAzbxApYBmzWWrdpre3AawR+SxXB8QXgS0B9qAMZghqAJ7XWbq21B6gARoY4piFBa70VWKK19hL4zd8C2EMb1dChlEoi8Avtf4Q6liHozC8A7yqlDiulvhzSaIax4TwVmEXgB9QZDcCsEMUy5GitPw8gv+wHn9a67MzHSqlxBKYE54UuoqFFa+1RSn0f+AbwF6AuxCENJb8Bvg2MCHUgQ1AisAl4gsDylg+UUlpr/V5owxp+hvOIVRiBNRRnmAB/iGIRot+UUpOA94Bvaq2PhTqeoURr/a9AKoEE4AshDmdIUEp9HqjRWm8KdSxDkdZ6t9b6Aa11p9a6Bfg9cGOo4xqOhnNiVQtknvU6A5m2ElcJpdQ8Ar+d/rPW+vlQxzNUKKXGK6WmAmite4F1BNZbiU/vLuB6pVQR8APgFqXUT0Ic05ChlJrft37tDBP/s4hdXEbDeSrwfeB7SqlUAmsobgceDW1IQnwypdQI4HXgLq315lDHM8SMBr6vlJpPYET7VuDZ0IY0NGitl5/5WCn1ELBYa/210EU05CQAP1BKzSUwFfgg8MXQhjQ8DdsRK611HYG5/i1AEfCS1npfaKMS4pJ8A7ACTymlivr+yDfQINBavwVsAA4BB4BdWutXQhuVEJ9Ma/0m537tPqu13h3aqIYnk2EYn9xKCCGEEEJ8omE7YiWEEEIIEWySWAkhhBBCBIkkVkIIIYQQQSKJlRBCCCFEkEhiJYQQQggRJJJYCSGGLaXU/1ZK3RrqOIQQQ4ckVkKI4WwpgWKKQggRFFLHSgjxd5RSDwNPAj6ghUAV55XAP/YdawK+rLU+qpTKB34BxBLYJqqIQFV4p1LKBfwVKADuBVYBqwE30Ao8pLVuUEpNAH4GJANm4Gmt9bMXiaUO+Alwbd91TcDntdY7lVLPAUnAGOBNAnum/V18wCPA/wNOA1/XWq8Pbi8KIYYjGbESQpxDKVVAIOG4QWs9BXiDwL6E3wKWaK0LgJeA15VSJgKbFD+vtb4WGAuMAm7qO10E8DettSKQjH0VmKm1ngG8C8xWSlmA1wjse1gILAK+oZS69gKxfBuYDWQBc7TWE4HngX8+6zaitNaTtNb/dKH4tNa/APYT2MRakiohRFAM570ChRDndx3wjta6BkBr/VOlVBbg0Vqf7jv2nFLqZ0Ae8E/AcqXUt4B8AglPzFnn2973dx1wGDiolHobeFtrvUkpNZHA6NKzSqkz77EB0/r+PieWMw2UUt8BHlNKjQEWA91nXXPHWR9/UnxCCBE0klgJIT7OS2ADYgCUUjYCiU/Fx9qZCKxPepnA95JXCexVNrLvc2f0AGit/UqpRcAMYBnwE6XURuBFoFNrPfWsa6YDnQQ2Rv94LLl98fwM+DGBqcYjwH0fv2afT4pPCCGCRqYChRAftwVYppTK7Hv9GHAjcLdSKhVAKfU5AmukjgMrgB9orf/c1342gXVS5+ib1isFKrTW/0lgjdRMQAMOpdR9fe1G9LUrvEAsPwSWE5hi/BWB6bzbznfNPheLz4ssXhdCBJGMWAkhzqG1LlFKfRPY2Dc110BghGg1sFkpFUZgwffNfaNQ/wKsV0rZCYwybSWwlunj5z2slHoV2K+U6gEcwD9qrd19JQ9+1jddFw58V2u9E+A8sTwMxAEvK6VKCHwfexe4vS+2j7tYfG8A/6mUitBaP/9p+k0IIUCeChRCCCGECBqZChRCCCGECBJJrIQQQgghgkQSKyGEEEKIIJHESgghhBAiSCSxEkIIIYQIEkmshBBCCCGCRBIrIYQQQogg+f/LJk9oznwmawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 608.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d=diamonds.copy()\n",
    "d['coarsecarat']=d['carat'].round(1)\n",
    "# relplot apparently can't see index columns, so take them back out with reset_index\n",
    "d=d.groupby(['coarsecarat','clarity']).aggregate({'price':np.mean}).reset_index()\n",
    "sns.relplot(x='coarsecarat',y='price',hue='clarity', data=d,kind='line',aspect=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Log Scale "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97ce89aba8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 608.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fgrid = sns.relplot(x='coarsecarat',y='price',hue='clarity', data=d,kind='line',aspect=1.5)\n",
    "fgrid.set(yscale='log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap (MARGINAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bizarrely, Seaborn doesn't seem to offer a normal heatmap with rectangular grids.  I can either get a kernel density estimate (which takes a ridiculous amount of time to draw), or _hexagonal_ bins.  I also can't find a good way to change the scale to log counts.\n",
    "\n",
    "On the plus side, the univariate histograms are a nice touch.\n",
    "\n",
    "The sns.heatmap() function can clearly do what I want, but it requires an ndarray for intput."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f97cc116358>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='carat',y='price',data=diamonds,kind='hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Not run - takes too long\n",
    "#sns.jointplot(x='carat',y='price',data=diamonds,kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One Continuous Dimension"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no \"figure-level\" function for making a single histogram, so we have to go lower-level here.  This result is mostly OK, although I can't figure out how to make the bins any darker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f97cc015be0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(diamonds['carat'],bins=np.arange(0,3,.01),color='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two Discrete Dimensions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Side-by-Side Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97cc0971d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 632.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='clarity',hue='cut',kind='count',data=diamonds,aspect=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stacked Bar Chart (FAIL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK, but I'd like them stacked; can I do that?  It looks like the answer is \"no\" - making a stacked bar chart in seaborn requires a lot of low-level proramming: https://randyzwitch.com/creating-stacked-bar-chart-seaborn/  \n",
    "\n",
    "20 lines of code to make a stacked bar chart is not acceptable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One Discrete, One Continuous"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97aa4ccd68>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d=diamonds.query('carat >= 0.95 & carat <= 1.05').copy()\n",
    "sns.catplot(x='clarity',y='price',kind='box',data=d, aspect=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I didn't ask for color.  It looks OK, but supposing I really didn't want it, how could I turn that off?  Assigning a constant value to hue doesn't work.  If I create a column containing only constant values, that works, but then I still get the first color, blue.  I can force them to be white or grey, with the caveat that the lines around them appear to be set to the fill color plus some darkness, so if I make the fill white, the border lines are a medium grey instead of black."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97aa7e9dd8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='clarity',y='price',kind='box',data=d, aspect=1.5,color='grey')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Violin Plot (nice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'1 Carat Diamonds')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g=sns.catplot(x='clarity',y='price',kind='violin',data=d,aspect=1.5,color='grey')\n",
    "g.fig.suptitle('1 Carat Diamonds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's nice!  I like the extra information that Seaborn puts on its violin plot.  Plus it even has the ability to split the two sides, which is something I've occasionally wanted and ggplot hasn't got."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97aa36b7f0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 604.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d['color_'] = d.apply(lambda r: 'DEF' if r.loc['color'] in ['D','E','F'] else 'GHIJ',axis=1)\n",
    "sns.catplot(x='clarity',y='price',kind='violin',hue='color_',data=d,split=True, aspect=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Faceted Histogram (MARGINAL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__TODO__: fix the bar color to something other than white"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This works in Seaborn, but it requires a lower-level API than I would have liked.\n",
    "\n",
    "See https://jakevdp.github.io/PythonDataScienceHandbook/04.14-visualization-with-seaborn.html#Faceted-histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f97aa20c358>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How do I make the bars not be white?\n",
    "g = sns.FacetGrid(diamonds, col=\"clarity\",col_wrap=3)\n",
    "g.map(plt.hist, \"carat\", bins=np.arange(0,5,.01),color='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More Than Two Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pair Plot\n",
    "\n",
    "Not a bad start.  Looks good, but sadly it just ignores all the categorical variables:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f9795f35b00>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(diamonds, plot_kws=dict(edgecolor=''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "255px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}