{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[COVID-surge](https://github.com/dpploy/covid-surge) [https://github.com/dpploy/covid-surge] : V. F. de Almeida **14May20**\n", "\n", "## US States Counties COVID-19 Surge Period Analysis\n", "\n", "$\n", " \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n", " \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n", " \\newcommand{\\Cmtrx}{\\boldsymbol{\\mathsf{C}}}\n", " \\newcommand{\\Mmtrx}{\\boldsymbol{\\mathsf{M}}}\n", " \\newcommand{\\Imtrx}{\\boldsymbol{\\mathsf{I}}}\n", " \\newcommand{\\Pmtrx}{\\boldsymbol{\\mathsf{P}}}\n", " \\newcommand{\\Qmtrx}{\\boldsymbol{\\mathsf{Q}}}\n", " \\newcommand{\\Lmtrx}{\\boldsymbol{\\mathsf{L}}}\n", " \\newcommand{\\Umtrx}{\\boldsymbol{\\mathsf{U}}}\n", " \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n", " \\newcommand{\\yvec}{\\boldsymbol{\\mathsf{y}}}\n", " \\newcommand{\\zvec}{\\boldsymbol{\\mathsf{z}}}\n", " \\newcommand{\\avec}{\\boldsymbol{\\mathsf{a}}}\n", " \\newcommand{\\bvec}{\\boldsymbol{\\mathsf{b}}}\n", " \\newcommand{\\cvec}{\\boldsymbol{\\mathsf{c}}}\n", " \\newcommand{\\rvec}{\\boldsymbol{\\mathsf{r}}}\n", " \\newcommand{\\norm}[1]{\\bigl\\lVert{#1}\\bigr\\rVert}\n", " \\DeclareMathOperator{\\rank}{rank}\n", " \\DeclareMathOperator{\\abs}{abs}\n", "$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Table of Contents\n", " - [1) Introduction.](#intro)\n", " - [2) Find states with fully evolved surges](#data)\n", " - [3) Loop over: configure run, fit model to data, analysis.](#loop)\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Introduction](#toc)\n", "\n", "On-line COVID-19 data is used in this notebook, and a fit to the sigmoid function \n", " \n", "\\begin{equation*}\n", "\\boxed{ f(t) = \\frac{\\alpha_0}{1 + \\alpha_1\\, e^{\\alpha_2\\,t} } }\n", "\\end{equation*}\n", " \n", "is systematically made. The time between points where the function has maximum and minimum curvature is computed and reported as the **surge period**. This period is relevant to public health officials to decide how long measures to control the epidemic should be in place. In addition, the surge period provides insight in comparing how different communities react to the epidemic." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "'''Load the covid-surge package'''\n", "#!pip install --upgrade --quiet covid-surge\n", "\n", "from covid_surge import Surge\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Import Data](#toc)\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# of states/districts: 56\n", "# of days: 121\n" ] } ], "source": [ "'''Import data'''\n", "\n", "# Get complete US surge data\n", "us_surge = Surge()\n", "\n", "print('# of states/districts: ',len(us_surge.names))\n", "print('# of days: ',us_surge.dates.shape[0])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "'''Set parameters'''\n", "\n", "us_surge.end_date = '4/20/20' # set end date wanted\n", "us_surge.end_date = None # get all the data available\n", "us_surge.ignore_last_n_days = 2 # allow for data repo to be corrected/updated\n", "us_surge.min_n_cases_abs = 500 # min # of absolute cases for analysis\n", "us_surge.deaths_100k_minimum = 41 # US death per 100,000 for Chronic Lower Respiratory Diseases per year: 41 (2019)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " 0) Virginia: surge period 18.80 [day]\n", " 1) New York: surge period 19.41 [day]\n", " 2) Massachusetts: surge period 20.97 [day]\n", " 3) Connecticut: surge period 21.00 [day]\n", " 4) Michigan: surge period 21.91 [day]\n", " 5) Minnesota: surge period 23.07 [day]\n", " 6) New Jersey: surge period 23.32 [day]\n", " 7) Maryland: surge period 23.57 [day]\n", " 8) Pennsylvania: surge period 23.72 [day]\n", " 9) Louisiana: surge period 23.99 [day]\n", "10) North Carolina: surge period 24.88 [day]\n", "11) Indiana: surge period 25.90 [day]\n", "12) Georgia: surge period 26.48 [day]\n", "13) Florida: surge period 26.79 [day]\n", "14) Ohio: surge period 26.80 [day]\n", "15) Colorado: surge period 26.98 [day]\n", "16) California: surge period 27.40 [day]\n", "17) Illinois: surge period 28.34 [day]\n", "18) Missouri: surge period 28.54 [day]\n", "19) Washington: surge period 28.91 [day]\n" ] } ], "source": [ "'''Fit data to model function'''\n", "\n", "# Fit data to all states\n", "fit_data = us_surge.multi_fit_data()\n", "\n", "states = list()\n", "\n", "print('')\n", "for (i,(sort_key,data)) in enumerate(fit_data):\n", " name = data[0]\n", " states.append(name)\n", " print('%2i) %15s: surge period %1.2f [day]'%(i,name,sort_key))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Loop over: Configure Run, Fit Model to Data, Analysis.](#toc)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***************************************************************\n", " Virginia\n", "***************************************************************\n", "# of counties: 133\n", "# of fittings done = 1\n", "\n", " Fairfax: surge period 17.58 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [17.0, 18.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Fairfax']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " New York\n", "***************************************************************\n", "# of counties: 62\n", "# of fittings done = 7\n", "\n", " Nassau: surge period 17.10 [day]\n", " Rockland: surge period 17.85 [day]\n", " New York: surge period 18.12 [day]\n", " Westchester: surge period 18.81 [day]\n", " Orange: surge period 21.97 [day]\n", " Suffolk: surge period 24.51 [day]\n", " Erie: surge period 24.93 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [17.0, 19.0]\n", " Bin 1 [19.0, 21.0]\n", " Bin 2 [21.0, 23.0]\n", " Bin 3 [23.0, 25.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Nassau', 'Rockland', 'New York', 'Westchester']\n", " Group 1 ['Orange']\n", " Group 2 ['Suffolk', 'Erie']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Massachusetts\n", "***************************************************************\n", "# of counties: 14\n", "# of fittings done = 8\n", "\n", " Norfolk: surge period 17.86 [day]\n", " Suffolk: surge period 17.88 [day]\n", " Middlesex: surge period 19.44 [day]\n", " Hampden: surge period 19.85 [day]\n", " Plymouth: surge period 19.88 [day]\n", " Essex: surge period 22.89 [day]\n", " Bristol: surge period 23.73 [day]\n", " Worcester: surge period 24.09 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [17.0, 19.0]\n", " Bin 1 [19.0, 21.0]\n", " Bin 2 [21.0, 23.0]\n", " Bin 3 [23.0, 25.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Norfolk', 'Suffolk']\n", " Group 1 ['Middlesex', 'Hampden', 'Plymouth']\n", " Group 2 ['Essex']\n", " Group 3 ['Bristol', 'Worcester']\n" ] }, { "data": { "image/png": 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e+GkkrZAqtmgO+SaQ4k59mr+7M5W3aP4s5PlZkrRYi+aSNOfXitQtmmOtItYSWjThW300T5J3V3wwaBXlWz8VhenMjk/D9+sbC+zUjxse/8jdHnHDG+Jbe5UrL2Utyx5NMv+hIe2qyPBYa5fRJLaG7xOGr8Kf7Md3PXFsSJuRYv55ccMa4IMCDvhdkmXWIstt66gw7U+Ie3wZOJQkLZDj0juE9JfTnM+okP+2yPA7wvCCFOONDOn905xPbD11jgw3fMt0B5wfSTsnDI8+0RCb1jqSPPJZSTkKw7gn4gOaDvhzXPq5sbLgA4uO5C2ay7WMwwfQPgPeiQyfHqZzeJJx9oz7u3vI939J8jUgsTuUjLbVTOsrmW/XncmgRXMo51Z8C9pyj+cDOXF/744P5n9NZL8Ytoe1wP9SrOdWKcqzAHAp0oaHcXskSdudSlrJhnxVPTZ2DON9TNzxC39jdlZIGxAZp1wdrWg5kNiqe0gk/ymx9R4ZnkcFx0iSbN+ZrrdM6n/c8P8C78fX4zCN74nbt6e57Mv9hjSWb2xZFqZY7n+KDG+ID85sBdrFDS/G7+vLdWNFila4SfJ9hD/3iX+K67NQF7fgA++x4T1C+co9eYMPSK5Nd/lRtq8YEZZhsk/8cTbWJVO5lv74p4o2kbj93x/y3x/5bQfjA/IbI/W7M+VbNO8blsHiJPM8MuSfHtne3se3AD4ukn8f/PnnShJbxI9JVn/xx+Tvo2WqZJnGfsNE/DHyPeDduPRG+G1rXvi/XItm/A2ajfgbnG0j078v5B8TGb4gDH89Wb2j8v3AXiTfTmPvKZmT4faTbL9VmGLe14b0K5KkxX5X6zSX/+dhuZV7Ii9S56OfD6P1JW6cOmG6z1Qy71hZU7VovjSkT00xjy9D+g3ZbNuh/pTgz7Piu8fYOUz/uxTj7RnSv0iRHuu2rNw1jj766LP9f5K+mVZEZBtoFr4/qeJ4KyrMlZhnn9gA51sMjMWfgF8Uyd8D35/xLOdchW9/roLYi0maVvN04z0RvoeaWd3YwNBaJvbyw53MrFEG09zNzIaGz1/NbDa+FQz4oMUG8K27nHPl1qXzrUPG4gMHR6aYxx9dXMso51/A+Dg+oNQmLt8F4fsvzrlVcflL8C26krmK8PI2V7711S34i/Tzk4y3HrjOJbZqmxymtTs+OF0SV4Z/4y8g2qUoR7zu+AufmS7Jy+1c5C3lmTCz3fE3NQCucYktZGKtdlO9fCo2vMKXyYT5nI5/5PoT4G+R5GqbTyU64VsvL3LOTYpPcM5NwV9At8EHhaPGOOdereqMnXMv4IPcF4cXLIJvJbYaHxxONd43LsmLdsK2Mw1oa2b7JRk1WndJNp0U+TY5576L+z/TbbWq9TXd7TpTDr//3ogPukXLE/+Syd/j69kQ59zbkXxv4Vv8HWFmP8uiPMkkWw+rXSWtZIOqHhsvDN+3xh+/nH9aowC/rC5ONmIVfIRvXVrKOfcUPsj9q2qYflXXW6X1H8DMWuCDePEvrIst9+L4fXtNCsfq3vigZsJ+NZTpenzd/11k1O/xwVAi46R6qVfUs/hzk1+EcvwMvzym4VtVxz8JFfs74WkUM2uIf5pgThWW31X4FozJPg3j8sVaK/eNzLsDvtXyE7Ht38zq45flWvwNQRfL75x7D98qugG+rqXknPsU/1t/aWaHRpJj5RgfN6wrvmX9vc65f0Wm9Rn+ePlTwnIM5Twf//TU0Ej+xfgGE1USfvODQBsz+00Y3Au/bT2QckS/3BoAI51z70bSbgxl7ROe4okalEG9iy/rl9HtNAx/DV8/jw/LalsYhw+M9osfaGalT0Q651I9pRSfvwG+C5TP4+tbknnl4uvAzvht7n78MXaOmR2eZJxOYbqZvGAzmacITxeFbSZePmXXJ7vHJ2SybYc6MQl/Q3uoc251XHK254ax41qycyQR2c6p6wwRqSmx4Eyqk7HqGC9V3gfxL1u6wMyGxAXjLgnfYzIsUzoSymJmrfAtPBI454ZmMY/B+C4JzgIOMbP5+Mfbe+AvDNaH/yt6PC9qV8oeYduCb+04B38BMjs+Y7gIuw7/2F0zEi8QwbcMivrGOfd+kuGx4FX8CW/78P0vyvs3kUf0wuPUh+NbxeWXxQMTbMR3QxC1LHrR45zbYmZf4PsWTtY9yaf41sSVOTp8z0kjb9rMbGf84/oHA39zzk3NdBLhu8Jty8w64YPu6/D9762uKH9V55OGWH14NkX6s/gg8xH47h7i/SfLeYPfjwwHTjCzj/Av77zXOVeSoq4BYGa/xgdWOuJbcTWIZNkXH7ADf8H2W+BlM5uCf6z4xSSB4n/h698N4bHt2fhHxpe4JI/jZritVqW+ZrJdZ8Q5962ZzcIHwJeY2XT89v+yc259JHvH8H24mQ1NMrnW4fsQfLcr2ZqCX7ePmdk0fBceLzrnPshgGlXdPlJuD865ZWb2CbC/me3mkj/ynomk9Qq/fjsmGZ6pTNdbRvUf/xg6JAZuqmu/lI0j8U9duRS/OxZoiz9mTcK/GPYtM3sEvywWufJdAFTkWfz5SC6+RWrs8fb5+ADYNWb2k3BMPAEfvI3uQ08GdqFqwbD9nXNFaeSbgQ9G9TazG+LWbSzgWxiXty3+fOfF+BvTcZ7Fd2VzRBrzLcR3tdQX+BOUBhXPxXc9FH8uFKu7LVOsw4PD9yFhvFg5/51inS0gEljPUCH+pvol+OPgpfhzomjXCPEq2pesNrNX8ceOtviuJ+JV+dhqZl3xfRx3wLdujcYl9sS3Bq9WzrliM5sK/N7MOjnnFoakWFc6o9OcVE74TnlO5JyLdhv1JvAHM1uLvyE4lLL9U8xv8fulitZZpZzvfmIwviuYF83sUfwNzXb4J7Vex/ffHd1nprVthwYuE4Bf44+Fd1aUv6Kiphge2473rOJ0RaQWKdAsIjXlM/xJavMMx1sZxkvnjnZs2gknpuFkax7+Ud/TgFkh8HsivqVWNn3ipRJrVf1V+G5FpA+yYGhVZ+Cc+zz0WTsQH4S5DH/C+wT+QuNDfACoXD/GFfjIOdeqskxmdjT+oqQe/uJ0Jv7xwa34k9ge+BYOUakCHrGgcd24YbHWEF9EM4cgcHFk8O744EFTki/riqS6SN9cSVo6x9FYa41PK8yVgRBkfhIfWL3LOXd9kmyxcqfqj7hJJF+y+XTEBxy34l8cl+yiMuv5pCk2/VQXnrHhyVrHVMcTCw/hL9guxu83jIpbiWFmZ+JbCZbg+5L9AB+w30pZX9Sl24lz7lEz64a/AL2Q0OLKzF7Bt9KbF/J9G7bBm/D9PZ8SJvG1md2Hb+X6fRg30221KvU1k+26Ks7Bt+78HWV9JZeE4O61zrnYPiJ24X8JFdsly/IA4Jz7j5kdi2/11wvf3Q5mthTfbdI/05hMVY+N6WwP+4V82QaaK1q/1fF0ZEbrLZP6H5yJ3wcsihv2Wfje08wa1lKr5tjvPpLUTwBBYn29Gr8fuRDfx+0NwObw9FFBihs+UfH9NP9f+P4k3KCYjw+uHmdm/8V3XTLblX+vwZn4riu21TsocM5tCAHBS/DBrzmhlet5+HOr+Jth2Rwfombg95G9zezPIcDdDb++RkSWRWwdnlXJNGPrMOV5TZDVsco590W4MdczbAvH4Psbrug8sMaPrWb2R3y/+Kvxx8aP8Y0jHGX95ic7h6wu9+Fbt/cDFoaWuX3x3UmkG+CNPVERvXGbjtH44/xvkqSdAfwntK7PinPuNjN7G9+C+TT8je638NvQ4fhA85eR0SrdtkOQeSK+3k8Feidp1V3ZuWFlLZ5jT2OWe3JFRLZ/6jpDRGpK7EUZmb6cLjbeiRVlCic9ncO/LybJEmu1HLuQvQgfKPpHmo83p83M6lB28vgygHNugXPOop9s5+Wc+8o5d5Vz7gDnXAPn3N7OuYuA/fG/77/ZziOFgfiTwJOdc12cc/nOucGhhfbL1TSP2Mnn3tGEsL5zIoNj+V9Ntqyrc7lnKBakSdbCO2Nm9hP8BfZx+JbMBSmyvo9vqXKAmSULiMdaWiV9RDQE0GJ9ZJ7snEu2XYF/2zyUtTrMaD4ZiK3fn6ZIbxbJFy/rVovh8eAZ+IuwC/GtCCt8eRv+hs8moINz7gznXEHcdrI02QjOuSedcyfgb5zEAkGHAk/Edx3gnPskbOt7AT/HvzSzGP+kw+C4SWa6rVZrfU0itr9NdZOm3EWpc26Dc26oc641PnjaG39s6I0P5MfE1v3hlewDxlNNnHOLnHPd8Ovr1/h1vjf+RW4VHreCqh4bq7I9OFIv92y7tslGxust3fofuqc4FngsPhDifBcwH+OXR7JgT02I/e7/q+R3Hx8bwTm3xTl3t3PucHw964nfL50OzE3RvUEC57t0WIoPJu+EP3eKBZ9fwO+zTqSsTia0dA3H3+7Asxm2pK6KaPcZsYDv5MjNhGyODwmc7wJoahjnpMj8o/uO2PR6VLIOb4rkL3deU0n5MzEGv8+PPeVU4Q1Rslh2SYKLlQrnIzfhg9SHOufOcc5d55wbEo5LqYLw1cY59zK+m5izQxdksZcAjku3cYbzT4psovy5aDpiwd2d4weaWTv8+Xu23WaUcs497pw73jm3q3OukXOug3PuYXwXHRB3nZDOth3W3z/xLfwn49/lEL0RhXNuHf6G9S5m1iyaTuXnhrHlGg2Ei8gOQIFmEakp4/D9CvasrH/MyIVSIT5YdmaS/vLiXYhvRbyU5F0tzMSf1J4W+mvMC9Mdm2b5M5GHD4asxD/6XhtiAfUq9/dXiYOAVc65BUnSjqumefyvgukdSyRg4pxbi2+pcaiZ7VFNZagOL4XvLtlOyMx2xbfAPxbfd3WylsyA75sX/2b7xiF/VKw85R6XNbMT8MHszcBJzrmXonnixOr4yeEmS/x0foIPvm2gbDlUVayP5c4p0mPD/5civTo8gG9l1ZTKL97BbydvO+feiR8YllOyvqRLOefWOeeedc5dg29J3YAkdch5bznn7qUsKHJGpAyZbKvVVl9TiD1m3CKaYGYHUUnA0zm3wvk+uk/Bv/jqmBBMhLKyJ6vvqcQeG07V6npLKFuFrbKd7wt7oXNuMD7oCb61eGWqemxMuT2E5dgcWO4Su81YTfLlXpf0+ptPR2XLM5mqrDcgrfp/eihLssBN7Ab0wOi+KyqdAC7+Jkomv/s/YZyMfzeU9nP7qHPubPx+/EB80D0d8/GtbPvjt7n5YZrr8esjl8QuNeL9Bh8EqrZgWCrhBud7QI9w/EsV8F2KbxHbLgQOo2LB+nSPD4Xhu6+Z7YnfH77unFsSyZdp3X03rpzJWnp2TnM6FZmHf+qmOfC8cy7pTc04Fe1LdsPvG0rw7ylIV0X7gT3xdW6hcy6hFbWZ7UJZVx5Vle4+aBS+NfLvKXtxXjrH9XhvAM3MrEmlORPFulyJdsuWrJufamdmbfHnIMtJfNKjwm07dCEzDd+S+SGgj0veXVFM7Pzy1CRpKc9Bg7b4/eMbFUxfRLZTCjSLSI1wvj++ofhgyZNJXkwBgJmdStzjkM73jTsM31fhzGQX4mZ2Bv4RvC3AZS5JC+Vwt70Qf+I5CX8CPttVw6NpceWoZ2aXAH/Hn7Be7bbh47hmVieclEeHX4x/LG4J2y7QXATsYWaHReZ9EWWPMWerMHzfGB84Nv+ikttSjHMXvo6NDRdICcxs99CnZ02ahV9ep5vZeUnKlFbL0XDx/Ay+D90hzrmBaYw2KnzfGpZbbFpH4rsj+IrIy+zM7GR89yslQK5zrsJW8c73R/s0vnuYyyPJN+Fb7DwUWrdk40V8MOEYM+sVKXMv/AXSMspaiG4Lz+GDh2cCD6eRvwg42MxKX1BqZobv2iXZvizXkr+8M9b6bX3I9/PQ/U+F+eLKkMm2Wi31tQLv4h9L72Fme8VNtxH+hV3R+TU1s2R9oe8M/AR/MyTWAm0cvkX2EDMr95K6sM/sHBkc64InVfdMKdPN7NgUwaJk6yGpqh4bKbtJOtDMmsblq4vvK7MOZS9yjfkPsF/YxuMNBFpWVtY0VbY8k8lovWVY/38bpp3spu//4fucPRZ4KMUxYxfz/Zxem8bvKCZJID8V51+YOQnoYGaDkj15YmYHmtn+4e+dwj6t52ktAAAgAElEQVTCInnqA7FjZKV1LogFd/4c+T/298/xQfpiyvfL+1t8AOjxNOeVrfH4gOBl+Mf/X3eRl7uGVqiT8MHzm+PTzOxA/M2f7yl7eW6F4gPc+GB8fRL7hI55HN+VyeVmdlqyaZlZR/PvkCC0wp6E33cNjeTrQPKXFWcknAP/Fn+curSS7OC7QPgeuDLcpIp3C777q4nh5nW6KtoPfImvp7+MP4cN9fhusu+TdzX+HLyyfdBkfCvtP+Fvus5zmfWvD75P7TokeSmqmSVt9GBmLYGR4d+JkeTf4m9OZ/sEWGxe5QLg4bg7GV/u6yPXTCm37XCzbQZ+m/gHcEGy662IWH/XN8bfAAr778vx700Zl2Je7fBPKGbb9ZOI1AL10SwiNcY5NyxcSA0B/mtmC4HF+BfN7I0PFB0chsUbig8qXAO8ZmZP4Vuu1sc/+nUUvsXkec65VHfGwbdUuJ6ylifZvATwjLgL3Z3xJ7TH4h8x/Abo55ybkskEQ8A81hIr9ghjRzMrDH9/7ZyLv9htDHxhvv/pWL+Mx+JPeD8Azow8WlqdRuCDVC+Y70PxG/wLXY7Bt3boVcG4aXHOvWhm9+JffPSm+f5Yv8ef5K4mSX+CzrmxZvZL/AXpB6GufIy/CN8fX8fG4V9AUyOcc5vM7Cx8MHaymfXDt4JqiH9BUC7pHY8fxS/jD4A6lvzFQ49FWlw9jL9w6AW8ar7vxhx8kLkucIlz7ttYZvNvXX88lG02PhhYrlWmK/8Sy8vwrafvMbNcfMuno/CtyJbh+7DNinPOmVlffGutKWb2OD5o2Qa/3XwH/D6NC5+syoB/OiJd/4e/0HrV/Evsvse38P4ZPqDbPZJ/ONDKzBbgg72bgF/iWxZ+RFlw+0TgrrAPfRd/4d4cv21sBe6Im2ZG22o11teknHPfm9ndwKCwXGaE6Z2E7zf3s8go+wIvmdk7+NaIK/CBj274/eQ9LrzI0/mXPPXCXwy/ZL6/2bfCMtkP34osh8Q+NefjX5T4QNjHrAXWOOdGxqWfBTxqvh/cDfi+7Cfg+9g8OayvD8O4h+Jbaq0mzWNMVY6NzrmFZvY3fJAktn9cF+b9c/wNlztIdCe+Ljxu/mWTq/DH0P3xAZPO6ZS3EovwQaT8EGSJPQZ/b6pHsauw3tKq/yGIdSIwLdmx0Dm3PgTwp+EDfN3jjqd18E8D5OLr2xVp/Pb5wLlhP/sK/ibI88656MtJ412BX7c3A33M7AX8MtsHv70dib9xvBzfHcIzQJGZvYzfJzTEbzuHADOjT09U4Dn8stoLeDdy030+/ryrKX7ZRbtHOAPfGrWqXRzkm1mq4NGCJE9fPIRfPjfhz/tSdX1zA/4c6IpwM/U5fNDybHxg9wrn3PIMyvkQPtA6CL8uJ0czhP3Zb/HdTD0Z6uQS/DbQAr/+DsCfG8ZuAgzA16v8EFx+IaSfgz/unp5BGZNyzv2PNFtvO+eKzCwf30jif+E48RU++NoRv42lfHoqhQr3A2Z2D359vRGO5Q3w5wt74Nfb8UmmmRbn3NqwfRxrZpPw5yBb8NvH63H51pvZeMqeQLm/CrObjj8OnILfNuOdhX9h6XP47fc7/FMHXSk7xyp9gV4I8v8cuDXVzOKuB8C3+AW43cxiL7N+0DkXf7N9cNjHLcKv0+b4+rUrMNg590hkFhVt26PxN3q+xneJMdjKvwg5YfsNx6m78Ndvr4fjVAN8Xd8DuNIlfzFo55BvepI0EdkROOf00UcffWr0g78guhf/9uVv8cGUlfjWWhcBO6UY71f4C4zl+Iv9tWEadwLN05z3PHxLhxVA3QryFYZ8eSmGxz5bwm/4AP8CkSuAPaq4XIZGph39FEXy18e3KliKDzCsw79FejCwS4bzbpVsHpWM0w0fgPoO32LsaXxAJC/FsitKNf243945MtzCMn0H3/LhM/zF0K6VTK8bvlXul6F+fY5vzXcr0DaS1+FPjpNNp6J5LCDEHuOGJf3tIW0//AtolocyFeP7yL0xzeVdVEn9SDXfevgXSL2B325W4y9wOiXJ2zmNebgU5WuBD+KvDL/vI3zrpIy2h1R1IS69Db5V2kp84HYlvlVQm0ynVUk5CsO4J6aR96BU9SjUiSX47TPWz/MvkpUNHxD5J74l3Vr8vuVN4C9A07h8h+Bb7y/GXzxuDPVjWor1mtG2mkl9perb9Q34/eYm/M2gv+FvniVMD/+I9WB8K8tPw29did/+zgMsyXxb4VuMvYdvmf8tPlgyATgjSf5rKNvHuMj86+Kfqvkw1LfS9Yx/Qdk44G18AH8dfn98D9CyCnUu42Mjvp/MF8K6LcEHaG8EGqaYx+mh3pSEdfowvjVzYfhtrSLL0QGFKaa1gCT7A/xj0ovwddjFTzdVnchkvZFm/ccHehzw20qWe52Q91HgkzDv9WHeDxLZplL9BnzQdjI+qLYl5Bla2bLEB1SuwN+s+yb8no/xAd98ICfkq4+/sTAnpJeE3/8S/uZpgwzr2yuhTH+PDK8ft+76R9KODMOvqUL9LqLy48vQFOM+E9K/B/auYB67AbeHOrQRv7+bh++jPpq3cyXz3C9uPc6q5LftBfwVv+2uD8vvvVAnewP1Ivl/in8q4Sv8cXkJfn9cYZkq+A0T08z/ApHtPC7tZPyxYXVYdu/j98u7pbvtZ7AfqIff774dfv/n+O08o31Rsrxh+EH4m7nF+BsqqY5zh4e0z6LrKIN6/b8wft3I8OPwx/N3Qz38PqzvefjuOiyS/7pQlvYVzCujc0B8UPtZys6Fv8Dv545NMu0Kt+3YOq/kk2pb6ovvC3od/lj1L6BbBb9zcqiDe1Vlneijjz61/zHnHCIiIiIiIj8UZjYZ30JvT+f7HpYsmdkwfHcbB7jMWgeLbHfMLA9/s/BW59ygKk7jPHxg9LfOuSr3rRxaw+/rnGtZ1WlkY3vZtkPXHkX4F35eXFvlEJHsKNAsIiIiIiI/GOZfWvUV8Jxz7ozK8kt6Qhc2G51z1fXySJFaEbor+h/+CYn9nXOfVHE6hm+53Qho56oQXDGzZvgndu5xzuVXpRzZ2l62bTMbgX+Cp7WLvCxSRHYc6qNZRERERER+MJx/OVyyFzVKFpxzh9R2GUSyYWbH4Lu16IzvxmpkVYPMUPr+iEvx78PYBx8wznQaK/Fd+NSa7WHbDkH7lUAfBZlFdmxq0SwiIiIiIiIiP2jhRcpD8C9DnQ5c5ZzbUKuFEhH5gVGgWURERERERERERESyUquPaIiIiIiIiIiIiIjIju8H30fznnvu6Vq1alXbxZBqtGnTJho0aFDbxZAfEdU5qUmqb1KTVN+kpqnOSU1SfZOapPomNUn1TWraK6+88rVzrmll+X7wgeZWrVqxePHi2i6GVKOioiJ080Bqkuqc1CTVN6lJqm9S01TnpCapvklNUn2TmqT6JjXNzD5KJ5+6zhARERERERERERGRrCjQLCIiIiIiIiIiIiJZUaBZRERERERERERERLKiQLOIiIiIiIiIiIiIZEWBZhERERERERERERHJigLNIiIiIiIiIiIiIpIVBZpFREREREREREREJCsKNIuIiIiIiIiIiIhIVhRoFhEREREREREREZGsKNAsIiIiIiIiIiIiIllRoFlEREREREREREREsqJAs4iIiIiIiIiIiIhkRYFmEREREREREREREcmKAs0iIiIiIiIiIiIikhUFmkVEREREREREREQkKwo0i4iIiIiIiIiIiEhWFGgWERERERERERERkawo0CwZmz9/Pr179+bAAw+kUaNGHHjggfTv358vv/yyXN6SkhKuu+46mjVrRqNGjejYsSPPP/98pfNYsGABZpb0s//++/PSSy9V++8qKipi6NChfPjhh2nnNzMKCwsznteyZcu46qqrOOyww9hll11o1qwZp59+Oq+99lrG0/rwww9p3LgxZsb777+f9njdu3fnyiuvLP3/u+++49prr6Vz5840adIEM2PBggVJx73rrrvo3r07zZo1w8wYOnRoxuUGWLNmDT/96U8xM5555plK8y9fvpzc3Fx+8pOfcNRRRyVdXl27duXyyy8vN/zVV1+lcePGfPzxx1Uqq4iIiIiIiIiIpKZAs2Rs9OjRFBcXM3DgQObOncuf//xnZs6cydFHH83atWsT8l500UU88MAD3HzzzTzxxBM0a9aMU045hSVLllQ4j/bt27No0aJyn5/97Gc0bdqUI488stp/V1FRETfddFPageZsPP300zz33HP07duXWbNmcd999/HVV19x1FFH8corr2Q0rcsuu4xdd901o3Gef/555s2bxw033FA6rLi4mLFjx1KvXj1OOumkCsd/4IEH+PLLLznjjDMymm/U9ddfj5mlnb9v374APProo7Rs2ZJevXqxefPm0vQZM2awePFi/vKXv5Qb94gjjuCkk05i0KBBWZVZRERERERERETKq1fbBZAdz3333UfTpk1L/z/uuONo3bo1xx13HFOnTuXCCy8E4LXXXmPy5MmMHTuWCy64oDTvoYceyuDBg5k5c2bKeTRp0oSjjz46YdhHH33EO++8w8UXX0zdunW3wS+rOeeeey6XX355QpD1hBNOoFWrVtx999089NBDaU1n8uTJvPrqq/z5z3/m6quvTnv+d9xxB927d2ffffctHdayZUtWrVoFwDPPPMOjjz6acvy33nqLOnXqsHnzZkaPHp32fOO9+OKLTJw4kXvvvZeLLrqo0vzr1q3j3//+Ny+//DK/+tWv+MUvfkGzZs147733OOSQQ1i/fj35+fkMHz6c3XbbLek0+vXrR48ePbjtttvYZ599qlRuEREREREREREpTy2at4GhQ4diZrz77ruccsop7Lzzzuy3336MGzcOgAkTJtC2bVt22WUXjj/+eD744INy03jggQc4/PDDadiwIXvuuScXXXRRaRAwZuTIkXTs2JE99tiD3XbbjaOPPponn3wyIU+se4f777+fwYMH06xZM3bbbTe6d+/OJ598UqXfFx9kjom1MP70009Lh82cOZP69etzzjnnlA6rV68e5557Lk899RQbN27MaL4TJkzAOUfPnj2rVO7PP/+cvn37ss8++7DTTjvRrFkzunXrxpdffsmCBQs4/vjjATjppJNKu+mIdR2xfv16LrvsMnJycthll104/fTTq7z8APbcc89yLXl33XVXWrdunbAMK7J69WquueYa7rzzzpSB1WQ+++wz5syZw+9+97uE4Zm0LK5TJ7tdx/fff0+/fv244YYbOOCAA9IaZ9OmTQA0atQIgJ133hnw3bMA3HzzzRxwwAH07t075TROPvlkmjRpUqXuTkREREREREREJDUFmrehs846i65du/LYY4/xy1/+kgsvvJABAwYwatQo/vrXvzJu3DiWLl1aLuB3ww03cNlll3HiiScyc+ZM7rjjDubOnUuXLl3YsmVLab6ioiIuvvhiHnnkEaZMmUKHDh3o1q0bc+bMKVeW2267jffff5+xY8dy9913s2jRIs4///yEPLEAeVFRUca/9V//+hcAhxxySOmwt956i/3335/GjRsn5D300EPZtGlTRv0JAzz00EO0b9+eNm3aVKncffr0YdGiRdxxxx3MmzePe+65h+bNm7N+/Xrat2/P3//+dwDuueee0q462rdvD/iWsA8++CDXXHMNjz76KG3atCm33qCsb+mqBDJXrVrFm2++mbAMK/KnP/2Jtm3b0qdPn4zmM2/ePLZs2cIxxxyTcRmry9/+9jc2bdrEn/70p7TH2X333Tn44IMZOXIkq1evZvjw4ey+++60adOGd999l5EjR3LfffdVOI169erRsWNH5s6dm+1PEBERERERERGROOo6Yxu67rrr+P3vfw9Ahw4dmDVrFvfffz/Lly+nSZMmAKxcuZKrrrqKjz76iJYtW1JUVMQdd9zBkCFDGDx4cOm0WrduzTHHHMOsWbNK+8W98847S9O3bt1Kbm4uy5YtY/To0XTp0iWhLC1btmTy5Mml/3/11Vdcd911fPbZZ6VdCNSpU4e6detm1LIV/Evk8vPzOeSQQxL67F21ahW77757ufx77LFHaXq6Fi1axHvvvcfdd99dLi3dci9atIhhw4YlBNjPOuus0r9/9rOfAT5YHt9tx9KlS5k8eTJ/+ctfSvs0Pvnkk1m7dm25biPMjLp161apxe+VV16Jc478/PxK877wwgs89NBDvPrqqxnP56WXXmKfffZJ2jK9Jrz//vvceuutzJw5k5122imjcceMGUPPnj0ZM2YMjRs3Zvz48TRu3JjLL7+cK6+8Mq0g/RFHHMEdd9zB1q1bs26ZLSIiIiIiIiIinqIs21B8sHf33Xdnr7324uijjy4NMgO0bdsWgBUrVgC+tenWrVs5//zz2bx5c+nnqKOOokmTJjz//POl477yyit069aNvffem3r16lG/fn3mzZvH0qVLy5Wla9euCf//4he/AODjjz8uHTZ48GA2b95My5Yt0/6Nmzdv5rzzzuPTTz/l4Ycfpl69snsXzrmkwV/nXNrTjxk/fjz169dP2oo43XIfeeSR3HHHHdx999288cYbaZfj5ZdfZuvWrZx99tkJw88999xyeY877jg2b95ceoMhXbfddhuTJ09m5MiRHHTQQRXm3bRpE/369ePqq68uDY5n4rPPPqu1IDNA//796dGjR6UvHEymc+fOrFy5knfeeYevvvqKXr16MXnyZD744AMGDRpEUVERp556Krvvvjvt2rUr7fokXtOmTdm4cWNGNzpERERERERERKRiCjRvQ9HWvA0aNEg6DMr6mf3yyy8BOOigg6hfv37C59tvv6W4uBjwgenc3FxWrVrFvffey8KFC/nvf//LqaeeWjqteLFWxDGxlqTJ8qZr69at9O3bl2eeeYbHHnuMww47rNw8kwXzVq9enbRMqWzcuJGpU6fStWtX9txzzyqXd8qUKZx++un87W9/47DDDmPffffl5ptvZuvWrRWOt3LlSgD23nvvhOHR/6tq9OjRDBgwgFtvvbX0RYoVGTFiBKtWreKPf/wja9asYc2aNaxfvx7wrcu/++67CscvKSnJuCVxdZk6dSovvvgigwcPLi372rVrAf+yv2+++abSaTRo0IC2bdvSuHFjvv32W6699lruvvtuGjduzPnnn89+++3Hp59+ylVXXcWZZ55Zus3ExPp43rBhQ/X/QBERERERERGRHyl1nbGdycnJAeDpp59O2u1ELH3u3Ll88803TJ06lebNm5emxwKONeEPf/gDU6ZMYdq0aeTm5pZLP/TQQ5kxYwbr169P6Kf57bffpkGDBpW23I2ZOXMmq1evpm/fvlmVd6+99uLvf/87f//731m6dCnjx49nyJAhNG3alP79+6ccr1mzZgB88cUXCS+u++KLL7IqD/gXHF522WUUFBRw4403pjXO22+/zeeff86+++5bLq19+/YcfvjhLFmyJOX4OTk5LF++vMplzsbbb7/Nhg0bOPTQQ8ulnXHGGey6666sWbMm7ekNGjSIDh060KNHD7777jsWLlzI6NGjady4MRdccAHXXnstL730UkKL/tjNj2xuWoiIiIiIiIiISCIFmrczJ510EnXq1OHjjz+usGuBWEC5fv36pcOWLVvGiy++mBB43lYKCgp48MEHGT9+fEK/zPFOP/10hgwZwiOPPFIaJN68eTNTpkzh5JNPTrtV7fjx48nJySnX/Uc22rRpw7Bhwxg9ejRvvvkmUNbKO9rS9aijjqJOnTpMnTq1tI9mgIcffjirMsyYMYMLLriAiy++OKG/7crccMMN5OXlJQybO3cut99+OxMnTiz3ssSotm3bMmPGDDZv3pzQ1UlNyMvLo3PnzgnDlixZwtVXX82dd97JUUcdlfa0XnvtNcaNG8frr78OlHXJsm7dOsDXtY0bN5brImX58uW0aNGitGWziIiIiIiIiIhkT4Hm7cyBBx7I9ddfzxVXXMHSpUs57rjjaNiwIStWrGDevHlcfPHFHH/88Zx44onUq1eP3//+9xQUFLBy5UqGDBnCfvvtV2lXEKncfPPN3HzzzXzwwQcV9nd8++23c9ddd3HhhRdy8MEH89JLL5WmNW3alAMPPBCAdu3acc4555Cfn8/333/P/vvvz6hRo1i+fDmTJk1KmOZBBx1Ey5YtmT9/fsLwL7/8kqeeeor+/fsnBNXjDR06lJtuuonly5fTqlWrpHm++eYbTjzxRM4//3zatm1L/fr1efzxx1m9ejUnn3wy4F+4WK9ePcaOHcsee+zBTjvtRJs2bWjTpg2/+93vGDx4MFu3buXII49k3rx5zJ49u9x8/vWvf5Gbm8vYsWMr7Kf5+eef57zzzuOwww4jLy8vYRnutNNOHHHEEaX/5+bm8tFHH/H+++8DPlAc69s7pqioCPBB8cpaiv/mN79hyJAhvP7667Rv3z4hbc6cOaxbt4433nij9Pd8/fXX7Lzzzgl9ji9evJiioqLSuvb2228zbdo0AE477bTSFuwXXXQR48ePZ/PmzQC0atUq5To6/PDDOeaYYyose4xzjssuu4wbbrihdHpNmjThV7/6FTfccAM33ngjM2bMoG7dugkvdgTf5/ZvfvObtOYjIiIiIiIiIiLpUaB5OzRs2DAOOeSQ0m4ezIwWLVqQm5vLwQcfDPhuKSZNmsTgwYM5/fTTOfDAA/nrX//K3Llzk74ALR1bt25ly5Ytlb4kb86cOQCMHTuWsWPHJqT17duXwsLC0v/HjRvHjTfeyMCBA1mzZg2HH344c+fOLRfg3Lx5M1u2bCk3r0mTJrF58+YKu81Yt24dO+20E7vttlvKPA0bNqR9+/Y88MADfPTRR9SpU4c2bdowadIkevToAfguJUaOHMntt9/Occcdx5YtW3juuefo3Lkz999/P7vssgt33nknmzZt4oQTTmDy5MnlAqPOObZs2VJpsP/ZZ59l48aNvPrqq/z6179OSGvZsmVp4Bhgy5YtpYHa6nDssceyzz77MGvWrHLroX///nz00Uel/w8dOjRpmUaOHMn48eNL/3/kkUd45JFHABIC/lu2bEm6XrM1btw4Vq1axbXXXpswfNKkSfTr148zzzyTli1b8sgjjyR0kbFixQpee+01brnllmovk4iIiIiIiIjIj5lVFlTc0XXo0MEtXry4tosh1aioqCihVWynTp1o164d9913X+0VagczdOhQJk2axLJlyzCz2i5Ojbn99tsZNWoUH3zwAXXr1k17vGidE9mWVN+kJqm+SU1TnZOapPomNUn1TWqS6pvUNDN7xTnXobJ8dWqiMCLbyvr163nttde4/vrra7soO5Srr76aNWvWMH369NouSo0pKSnh7rvv5uabb84oyCwiIiIiIiIiIpVT1xmyQ2vcuHHpy98kfbvuuisTJkxg1apVtV2UGlNUVMRVV11Fnz59arsoIiIiIiIiIiI/OAo0i/xInXrqqbVdhBqV7CWKIiIiIiIiIiJSPdR1hoiIiIiIiIiIiIhkpcYDzWbW2sxuNrOXzOwrM/vOzJaY2Y1mtnMk71Azcyk+19Z02UVERERERERERESkvNroOuNC4HJgJjAJ+B44HrgVONvMjnbObYiMczXwdWTYK9u6oCIiIiIiIiIiIiJSudoINE8DbnPOfRM3bLSZvQfcCFwEjIyM85hzrqiGyiciIiIiIiIiIiIiGajxrjOcc4sjQeaYKeH758nGM7MmZqaXF4qIiIiIiIiIiIhsZ7anlwE2D99fJEl7HfgGKDGzhWbWpeaKJSIiIiIiIiIiIiIV2S5aCJtZXWAwsBmYHJe0BhgDLARWA22AfOBJM7vQOVdYw0UVERERERERERERkQhzztV2GTCze4ErgAHOudsqyZsDvAk0BFo459YmyXMpcClATk7OL3/+88TeOIYNG8ayZcto164dCxcuZOrUqQnpI0aMYOHCheTm5jJr1iyeeOKJhPT777+fWbNmcc4551BYWMj8+fMT0idMmEBhYSH9+/dn+PDhLFq0KCF92rRpDB8+nEGDBjFgwACWLFmSkD579mwGDBjAiBEjuPTSS1m2bFlC+oIFC8jPz2fEiBH07t2bTz75pDStUaNGzJkzpzS9Z8+eFBcXl6bn5OQwffr00vQuXbqwYUPZuxebN2/OxIkTS9M7d+6cMO/WrVszZswY8vPzGTZsGKeddlpCert27Rg2bBi33HILBQUF9OrVKyG9Y8eOFBQUMGrUKPLy8ujTp09Cem5uLnl5eUyZMoXu3bvTr1+/hPRu3bpxxBFHsHTpUjp16kR+fn5C+tlnn02nTp1YsmQJrVu3ZsCAAQnpeXl5tG7dmhUrVpCTk8Ott96akN6/f39ycnJKl8nw4cMT0gsKCkqXc3FxMaNGjUpIHzhwIMXFxbRo0YJly5ZRWFiYkK66t2PWvZKSEnr16kX37t2ZP3++6p7qXkJ6dde9vn370rBhw9L0bt26qe6p7m2zupebm8vChQtTHnNV91T3qrvulZSU0LVr10rP91T3VPeqo+6dddZZCcfUdK41VPdU96pa98466yyefPLJKl/nqu6p7mVS90pKSmjYsGG1xFhU91T30ql7TZs2fcU514FK1Hqg2cxuAQYCY5xz/SrLH8YZAgwFTnHOPV1R3g4dOrjFixdnXU7ZfhQVFdGqVavaLob8iKjOSU1SfZOapPomNU11TmqS6pvUJNU3qUmqb1LTzCytQHOt9tFsZkPxQeZxwB8yGLUofO9ZzUUSERERERERERERkQzVWqA5tEoeAjwEXOwya1p9cPhO9uJAEREREREREREREalBtRJoNrPB+K4vJgAXOOe2JslTz8x2TTK8BdAfKMa/JFBEREREREREREREalG9mp6hmV0O3AR8DDwD/M7M4rN84ZybB+wCLDezx4B3gNVAG+DikHaec24DIiIiIiIiIiIiIlKrajzQDBwZvulu/AcAACAASURBVPcDxidJ/xcwD9gATAeOAs7AB5e/xgen/+ac+8+2L6qIiIiIiIiIiIiIVKbGA83OuTwgL418G/Gtl0VERERERERERERkO1ZrLwMUERERERERERERkR8GBZpFRERERERERGTHYz/Sz9ztoAy19ZHtmgLNIiIiIiIiIiIiIpIVBZpFREREREREREREJCsKNIuIiIiIiIiIiIhIVhRoFhEREREREZHqUdv9t6rPXPWZKyK1RoFmEREREREREREREcmKAs0iIiIiIiIiIiIikhUFmkVEREREREREREQkKwo0i4iIiIiIiIiIiEhWFGgWERERERERERERkawo0CwiIiIiIiIiIiIiWVGgWURERERERERERESyUq+2C7CtFRcX07lz54Rhw4YNY9myZbRr146FCxcyderUhPQRI0awcOFCcnNzmTVrFk888URC+v3338+sWbM455xzKCwsZP78+QnpEyZMoLCwkP79+zN8+HAWLVqUkD5t2jSGDx/OoEGDGDBgAEuWLElInz17NgMGDGDEiBFceumlLFu2LCF9wYIF5OfnM2LECHr37s0nn3xSmtaoUSPmzJlTmt6zZ0+Ki4tL03Nycpg+fXppepcuXdiwYUNpevPmzZk4cWJpenTZtW7dmjFjxpCfn8+wYcM47bTTEtLbtWvHsGHDuOWWWygoKKBXr14J6R07dqSgoIBRo0aRl5dHnz59EtJzc3PJy8tjypQpdO/enX79+iWkd+vWjSOOOILZs2fTqVMn8vPzE9LPPvtsOnXqxJIlS2jdujUDBgxISM/Ly6N169asWLGCnJwcbr311oT0/v37k5OTU7pMhg8fnpBeUFBQupyLi4sZNWpUQvrAgQMpLi6mRYsWLFu2jMLCwoR01b0ds+6VlJTQq1cvunfvzvz581X3VPcS0qu77vXt25eGDRuWpnfr1k11T3Vvm9W93Nxcpk2blvKYq7qnulfdda+kpISuXbtWer6nuqe6Vx1179xzz004pqZzraG6Vw11j0EMYABLiNQ9ZjOAAYxgBJdyKcuI1D0WkE8+IxhBb3rzCXF1j0bMYU5pek96Ukxc3SOH6UwvTe9CFzYQV/dozkQmlqZ3pnPCvFvTmjGMIZ98hjGM04jUPdoxjGHcwi0UUEAvInWPjpy19iwmMIE88uhD5JhLLnnkMYUpdKc7/YjUPbrRne7MZz6d6EQ+kbrH2XSiE0tYQmtaM4BI3SOP1rRmBSvIIYdbidQ9+pNDTukyGU6k7lFQupyLKWYUkbrHQIoppgUtWMYyCilMSB+2sJbrHtMYzo+r7pXcVUJDGtKRjhRQwChG/XjqXtwi3G72ez+CY266zDmXduYdUYcOHdzixYtruxhSjYqKimjVqlVtF0N+RFTnpCapvklNUn2TmqY6VwtustouQa0p+vUoWr3Yv7aLUfOG1PI1/o+0yhWNKqJV/1a1XYzaUZtVTvXtx+eHHcbcbpnZK865DpXlU9cZIiIiIiIiIiIiIpIVBZpFREREREREREREJCsKNIuIiIiIiIiIiIhIVhRoFhEREREREREREZGsKNAsIiIiIiIiIiIiIllRoFlEREREREREREREsqJAs4iIiIiIiIiIiIhkRYFmEREREREREREREcmKAs0iIiIiIiIiIiIikhUFmkVEREREREREREQkKwo0i4iIiIiIiIiIiEhWFGgWERERERERERERkazUS5VgZlUKQjvntla9OCIiIiIiIiIiIiKyo0kZaAa+r8L0nJn9yjn3v6oWSERERERERERERER2LBUFmg34B/BJmtOqC9yYdYlEREREREREREREZIdSUaAZ4AHn3H/SmZCZ1QUGZl8kEREREREREREREdmRVNQPcx/g/XQn5JzbEsb5MNtCiYiIiIiIiIiIiMiOI2WLZufcpEwnVpVxRERERERERERERGTHVlnXGQCY2SXAZOfcum1cnmpXXFxM586dE4YNGzaMZcuW0a5dOxYuXMjUqVMT0keMGMHChQvJzc1l1qxZPPHEEwnp999/P7NmzeKcc86hsLCQ+fPnJ6RPmDCBwsJC+vfvz/Dhw1m0aFFC+rRp0xg+fDiDBg1iwIABLFmyJCF99uzZDBgwgBEjRnDppZeybNmyhPQFCxaQn5/PiBEj6N27N598UtaNdqNGjZgzZ05pes+ePSkuLi5Nz8nJYfr06aXpXbp0YcOGDaXpzZs3Z+LEiaXp0WXXunVrxowZQ35+PsOGDeO0005LSG/Xrh3Dhg3jlltuoaCggF69eiWkd+zYkYKCAkaNGkVeXh59+vRJSM/NzSUvL48pU6bQvXt3+vXrl5DerVs3jjjiCGbPnk2nTp3Iz89PSD/77LPp1KkTS5YsoXXr1gwYMCAhPS8vj9atW7NixQpycnK49dZbE9L79+9PTk5O6TIZPnx4QnpBQUHpci4uLmbUqFEJ6QMHDqS4uJgWLVqwbNkyCgsLE9JV93bMuldSUkKvXr3o3r078+fPV91T3UtIr+6617dvXxo2bFia3q1bN9U91b1tVvdyc3OZNm1aymOu6p7qXnXXvZKSErp27Vrp+Z7qXjXWvccSkpl9PgyYDyO6wKUzYVlxYvqCCyB/jk/vPR0++bYsrVF9mNO7LL3nFCheX5ae0ximn1OW3mUibIh7xXzzJjCxZ1l653GJ826dA2NO9+nDcuG0SDOmdj/1w295Hgo6Qq/ERUvHFn74qMWQ1w7OLbiLht+Upece4IdPeRO6t4F+sxLH79baD5//IXRqAflzE9PPPtQPX/K5L+uAxFVDXjs/fMW3kNMIbn0+Mb3/kX74hs3+/+ELE9MLOoXlXA+KN8Co/yamD/yNH96iiV9vhYm7FYbl+uHtliyp3brHIAYwgCVE9nvMZsD/s3fvcXZV5cHHfw8gJIjXERVJYlAZVESjBiWxxWi0Nkj0rdy8hBrFBlPUTjv6ViOIGhxsNZhq36akrUaJtgHiLTSxSmxQCChBI9Ki4RYk3JQBuZhEDDzvH2tPcuYwSU5yZubM5ff9fOZz5qy1zzkPk8XeZz977Wcxj4UsZA5z2EDdfo81dNDBQhYyi1lsqlkuaixjWcWq7f0ncALd1Oz3aGM5y7f3z2AGW6jZ7zGOpSzd3j+Nab0+u512FrOYDjrooovjqNvvMYkuupjPfDrp5ETq9ntM4aSHTuICLmA2szmVumMu05nNbJaxjJnM5HTq9nscz0xmsprVTGUqHdTt9ziZqUxlPetpp5151O33mE077dzGbbTRxjnU7feYSxtt2/8mC6jb79G5/e/cTTeLqNvvcSbddDOe8WxgA0tY0qu/a22L93tczAJG19jbet5WxjCGKUyhk04WsWj0jL2aP+GQO+aO4O97jYrM3P1GEY8ADwFLgfMz89qGP6HFJk+enOvWrWt1GOpHGzduZOLEia0OQ6OIY06DyfGmweR402BzzLXAJ6LVEbTMxlctYuIVc1sdxuA7e/fn+ANqlA65jYs2MnHuxFaH0RqtHHKOt9Gnxbu40SoirsnMybvbblc1mms9F/gn4C3ATyPiyoh4Z0SM2c3rJEmSJEmSJEkjXEOJ5szcmJkfAcYDbwU2A18E7oiIz0XECwYwRkmSJEmSJEnSENbojGYAMnNbZl6UmdOBI4BrgQ8A10XEZRHxxoEIUpIkSZIkSZI0dO1RohkgIp4QEX8JLAeOBX4KfJSysOC3I+KTu3l9e0R8MiKuiojfRMSDEbE+Ij4aEY/vY/sjIuKbEXFfRPwuIn4YEa/d07glSZIkSZIkSQOj4URzREyOiH8B7gA+C6wHpmTm5Mz8dGa+Cvg4cMZu3urdwF8DNwGfBD4E/BI4B1gbEWNrPvO5wFpgCvD31bYHAf8VEa9rNHZJkiRJkiRJ0sDZr5GNIuIaYBJwCyU5/G+ZeW8fm34P+MRu3u5i4NzMvL+m7Z8j4gbKzOjTgH+s2s8Fngy8PDPXV7F8Bfgf4P9FxPMz0/UmJUmSJEmSJKmFGp3RfAdwPHB4Zn5mJ0lmgJ8Ah+3qjTJzXV2Sucey6vFFAFUZjTcBa3qSzNXrHwL+FWgHjm4wfkmSJEmSJEnSAGloRnNmzmxwu4eBW/cylnHV493V44uBA4Ar+9j2qurxaODHe/l5kiRJkiRJkqR+0FCiuVZEPB0YU9+emb/a2yAiYl/gY8A24GtV87Oqx9v7eElP26F7+5mSJEmSJEmSpP7RaI3mfSiL9Z1OqZncl32biGMhcAwwLzN/WbUdWD3+vo/tt9Zt00tEzAHmAEyYMKGJsCRJkiRJkiRJu9NojeYO4AxgARBAFyXxfAtwE/AXextARMwH3gcszsxza7o2V48H9PGyMXXb9JKZizNzcmZOPvjgg/c2NEmSNEpEjM6f73yn9TG06sfx5pgbLeNNkiRpsDSaaH4X8Eng76rn38jMs4EXUMpY7NW04Yj4OHAm8CXgvXXdd1SPfZXH6Gnrq6yGJEmSJEmSJGkQNZpofg6wLjMfodRRHguQmX+glL14955+cEScDZwNfAV4T2Zm3SY/p5TNmNLHy4+pHtft6edKkiRJkiRJkvpXo4nm+9lRruIO4Iiavv2Ap+7Jh0bEx4CPAxcA78rMR+u3ycyHgBXAtIh4Sc1rDwLeA9wA/HhPPleSJEmSJEmS1P8aWgwQ+CnwQuC/qp9PRMQWyuzmTwE/afQDI+IM4BPAr4BLgbdH78Jld2fm96rfPwJMB74bEZ8DHqDUgz4UeGMfs6AlSSPAaK5nuWgRzJ3b6ihaw6O6JEmSJA1fjSaaF1LKZ0Apd/Ey4KvV81spi/k16ujqcQLw5T76LwO+B5CZN0bEq4BPAx8G9qcktf80My/dg8+UJEmSJEmSJA2QhhLNNTOMycy7IuIVwHOBA4Hrq1rNDcnM2cDsPdj+euDNjW4vSZIkSZIkSRpcjc5o7qUqWXFjP8ciSZIkSZIkSRqGdppojohj9+SNMvMHzYcjSZIkSZIkSRpudjWjeQ3QsyxP1Py+M/v2R0D9rbu7m2nTpvVq6+rqYsOGDUyaNIm1a9dy4YUX9upfuHAha9euZfr06axYsYJLLrmkV//555/PihUrOOWUU1iyZAmrV6/u1X/BBRewZMkS5s6dy4IFC7jyyit79V988cUsWLCAs846i3nz5rF+/fpe/StXrmTevHksXLiQOXPmsGHDhl79a9asoaOjg4ULFzJr1iw2bdq0vW/s2LGsWrVqe/8JJ5xAd3f39v62tjaWL1++vX/GjBls2bJle/+4ceNYunTp9v76v117ezuLFy+mo6ODrq4ujjvuuF79kyZNoquri/nz59PZ2cmJJ57Yq3/KlCl0dnayaNEiZs+ezamnntqrf/r06cyePZtly5Yxc+ZMTj/99F79xx9/PC996UtZuXIlU6dOpaOjo1f/ySefzNSpU1m/fj3t7e3MmzevV//s2bNpb2/ntttuo62tjXPOOadX/9y5c2lra9v+N1mwYEGv/s7Ozu1/5+7ubhYtWtSr/8wzz6S7u5vx48ezYcMGlixZ0qvfsTc8x97WrVs58cQTmTlzJqtXr3bsDcLYg95jrxySOihLBswCNtX0jQVW1fSfAHTX9LcBy2v6ZwBbavrHAUtr+qfVfXY7sLjq7wKOq+ufVLXPBzqBE+v6p1TtiyiVo06t659etS8DZnLeee8ExtT0Hw/MBFYDU6s4ap1cta+vYp1X1z+7ar+N8rc4p65/btXe8zdZUNffWT2OpfxdF9X1n1m1j6f8uy2p6++q2icBa4EL6/oXVu3T+exnWzf2Shyjb+zde+904GLKGDu9rn9kj73161u734OVlL/Z6Bp75523FXgjtfu90TD2ar/WDPox95u9o1v5Dpi3GhbOgDnfhg3dvfvXvAs6VpX+Wcth0wM7+sY+DlbN2tF/wjLo3ryjv+1AWH7Kjv4ZS2FLTZHFcU+EpSfs6J/2pd6f3d4Gi99U+rumw3Ff7d0/6Zmlff4PoHMKnFh3SJkyvrQvWgezJ8FbO89jzP07+qc/p7Qvuw5mHgGnr+j9+uPbS/vqm2HqeOj4Tu/+k48s7evvKrHO6/1Pw+xJpf22B6BtLJxTNxVr7tGlfcu28nzB2t79nVOrv/N+0L0FFl3du//MY0v7+CeWf7cldbuVrumlfdL69a39vsdZzGMe66k75rKSecxjIQuZwxw21O331rCGDjpYyEJmMYtNNfu9sYxlFau295/ACXTX7PfaaGM5y7f3z2AGW2r2e+MYx1KWbu+fVrffa6edxSymgw666OK4uv3eJCbRRRfzmU8nnZxYt9+bwhROeugkLuACZjObU+uOudOZzmxms4xlzGQmp9ft947neGYyk9WsZipT6ajb753MyUxlKutZTzvtzKvb781mNu20cxu30UYb59Tt9+Yylzbatv9NFtTt9zqr/d5YxtJNN4vq9ntncibddDOe8WxgA0vq9ntda1t8rsHFLGB0jb2t521lDGOYwhQ66WQRi0bP2Kv5Ew6389zhnGNpVOROlniPiFfXPH0y8AXgOuA/gLuBZwBvA44EzsjMFY95kyFg8uTJuW7dulaHoX60ceNGJk6c2OowNIo45gZfRKsjaJ1FizYyd+7EVofREjv5SjIoRuuYc7y1xmgdbzB6x1wrxxufGL0DbuOrFjHxirmtDmPwnd3KAUeZpjYKbVy0kYmjcP8G7H5a4kByvI0+Ld7FjVYRcU1mTt7ddjud0ZyZl9W82RLgu5n5nrrNvhIR/wa8BRiSiWZJkiRJkiRJ0sDap8Ht3ky5t60vy6p+SZIkSZIkSdIo1GiieR/geTvpO5whWp9ZkiRJkiRJkjTwGk00/ydwbkScFBH7AkTEvhFxMmV1jUt2+WpJkiRJkiRJ0oi10xrNdT5AWVZ5GbAtIu4DnlK9/vKqX5IkSZIkSZI0CjWUaM7Me4A/jojXA8cAhwB3Aldm5qUDGJ8kSZIkSZIkaYhrdEYzAJn5PeB7AxSLJEmSJEmSJGkYarRGsyRJkiRJkiRJfdppojkiHomIVzT6RtXigI9ExMv6JzRJkiRJkiRJ0nCwq9IZATwzIibswXtF8yFJkiRJkiRJkoaT3dVo/sYevl/ubSDaCzFK8/qLFsHcua2OojWyhf+LjdbxBqN3zLVyvEmSJEmSpGFlV4nmd+3le96yl6+TJEmSJEmSJA1DO000Z+aXBzMQSZIkSZIkSdLwtNPFACVJkiRJkiRJaoSJZkmSJEmSJElSU0w0S5IkSZIkSZKaYqJZkiRJkiRJktQUE82SJEmSJEmSpKaYaJYkSZIkSZIkNWW/nXVExBf34H0yM0/rh3j6XXd3N9OmTevV1tXVxYYNG5g0aRJr167lwgsv7NW/cOFC1q5dy/Tp01mxYgWXXHJJr/7zzz+fFStWcMopp7BkyRJWr17dq/+CCy5gyZIlzJ07lwULFnDllVf26r/44otZsGABZ511FvPmzWP9+vW9+leuXMm8efNYuHAhc+bMYcOGDb3616xZQ0dHBwuBWcCmmr6xwCqgA1gInAB01/S3Actr+mcAW2r6xwFLa/p7/+WgHVhc9XcBx9X1T6ra5wOdwIl1/VOq9kXAbODUuv7pVfsyYCZwel3/8cBL77qLlcDUKo5aJ1ft66tY59X1z67ab6P8Lc6p659btff8TRbU9XdWj2Mpf9dFdf1nVu3jgQ3Akrr+rqp9ErAWuLCuf2HVPh1YAVxS13/+L3/Z2rHHjrExmsbe1vPO48SqfTWjaOzV7DsHe79Xoq21htEy+s47753AmJr+4xkto++zn23dMbfEMfrG3r33TgcuZudH3ZE79tavb+33PVhJ+ZuNrrF33nlbgTey+298I2vs1Z6ODPq5xjd7R7fyHTBvNSycAXO+DRu6e/eveRd0rCr9s5bDpgd29I19HKyataP/hGXQvXlHf9uBsPyUHf0zlsKWP+zoH/dEWHrCjv5pX+r92e1tsPhNpb9rOhz31d79k55Z2uf/ADqnwIl1h5Qp40v7onUwexK8tfM8xty/o3/6c0r7sutg5hFw+orerz++vbSvvhmmjoeO7/TuP/nI0r7+rhLrvN7/NMyeVNpvewDaxsI5P+jdP/fo0r5lW3m+YG3v/s6p1d95P+jeAouu7t1/5rGlffwTy7/bkrrdStf00j5p/frWnudyFvOYx3rqjrmsZB7zWMhC5jCHDdSfa6yhgw4WspBZzGJTzX5vLGNZxart/SdwAt01+7022ljO8u39M5jBlpr93jjGsZSl2/un1e332mlnMYvpoIMuujiubr83iUl00cV85tNJJyfW7femMIWTHjqJC7iA2czm1Lpj7nSmM5vZLGMZM5nJ6XX7veM5npnMZDWrmcpUOur2eydzMlOZynrW00478+r2e7OZTTvt3MZttNHGOXX7vbnMpY227X+TBXX7vc5qvzeWsXTTzaK6/d6ZnEk33YxnPBvYwJK6/V7X2hbnWLiYBYyusbf1vK2MYQxTmEInnSxi0egZezV/whGT31u4kFmzZrFpU83YGzuWVatWbe8/4YQT6O6uGXttbSxfvnx7/4wZM9iypWbsjRvH0qVLt/fX50bb29tZvHgxHR0ddHV1cdxxdWNv0iS6urqYP38+nZ2dNCoys++OiI1AbeeTgScB2yjfrNooier7gfsy8zkNf+ogmjx5cq5bt67VYQyMiFZH0BIbFy1i4ty5rQ6jNXby/+ugGKXjDUbxmGvheBvFw41FizYyd+7EVofREu7iBp/jrTVG63iD0TvmWjne+MToHXAbX7WIiVeMwu9wZ7dywAGjdMhtXLSRiaNw/wb0zhwNNsfb6NPiXdxoFRHXZObk3W2309IZmTkxMw/LzMMo0xAeAt4KjM3MQyiX+N9Wtc/qn7AlSZIkSZIkScPNTktn1DkPODczt89Bz8xHgGUR8TTKPXevGID4JEmSJEmSJElDXKOLAR4F3LiTvhuAF/VPOJIkSZIkSZKk4abRRPNdlFU3+vJW4O7+CUeSJEmSJEmSNNw0WjpjIfC5iDgEuIiSWH4GJfn8Bh67FLQkSZIkSZIkaZRoKNGcmf8QEQ8BZwMzarpuA/4iM784EMFJkiRJkiRJkoa+Rmc0k5n/FhFfBMYBhwB3ApsyMwcqOEmSJEmSJEnS0NdwohmgSirfVv1IkiRJkiRJktTwYoBExFERcXFE/CYitkXEryPiwog4aiADlCRJkiRJkiQNbQ3NaI6Io4HLgC3At4G7gGcCM4E3RsSxmXnNgEUpSZIkSZIkSRqyGi2dcS5wHTA9Mx/saYyIJwCXVv1/0v/hSZIkSZIkSZKGukZLZxwDnFubZAaonv8dMKW/A5MkSZIkSZIkDQ+NJpqzyX5JkiRJkiRJ0gjVaKL5R8C8qlTGdhHxeOBvgasa/cCI+EhEXBQRN0dERsTGXWy7pNqmr58TG/1MSZIkSZIkSdLAabRG8zxgDXBrRFwC3ElZDPCNwFhg2h58ZhdwL/AT4MkNvubUPtp+vAefKUmSJEmSJEkaIA0lmjPzxxFxDPAx4A3AUynJ4u8D8zPz53vwmc/NzJsBIuI64KAGPn/pHry/JEmSJEmSJGkQNTqjmcy8Fmi6XEVPknlPREQATwAeysxHm41BkiRJkiRJktR/Gq3R3Gr3Vz9bIuJ7EfHKVgckSZIkSZIkSSp2OqM5Ir5IKYtxS/X7rmRmnta/oQFwF/A54Brgd8BLgA7ghxFxXGZe2teLImIOMAdgwoQJAxCWJEmSJEmSJKnHrkpnvAb4h+r31wK5i2131bfXMvPDdU3fjIivAeuBRcDhO3ndYmAxwOTJkwckNkmSJEmSJElSsdNEc2YeVvP7xEGJpgGZeUNEXAjMjoj2zNzQ6pgkSZIkSZIkaTTbbY3miNg/Ij4XEUcPRkAN2lg9Pq2VQUiSJEmSJEmSGkg0Z+bDwOnA2IEPp2E9JTPubmkUkiRJkiRJkqTdJ5orPwWOGshA6kXE4yNiTB/tLwVOAq7PzJsGMyZJkiRJkiRJ0mPtajHAWp3Av0fErcB/ZuZeL7AXEacCz66eHgzsHxFnVs9vzcwLqt8PB1ZFxDeBG4DfAS8B3g08AszZ2xgkSZIkSZIkSf2n0UTzRcCTgG8B2yLi10Btsjkz89l9vvKxTgNeXdc2v3q8DOhJNN8FXAq8BngHpXTHncAy4NzM/EWDnydJkiRJkiRJGkCNJppX0zuxvNcyc1qD290FnNofnylJkiRJkiRJGjgNJZozc/YAxyFJkiRJkiRJGqYaXQxQkiRJkiRJkqQ+NZxojoiXRsTXI+KeiNgWES+r2rsi4k8HLkRJkiRJkiRJ0lDWUKI5Iv4IuBJ4PvC1utc9Cry3/0OTJEmSJEmSJA0Hjc5o/jTwX8CRwN/U9f0EeFl/BiVJkiRJkiRJGj4aWgyQkkh+S2ZmRGRd3z3Awf0bliRJkiRJkiRpuGh0RvNW4MCd9B0C3N8/4UiSJEmSJEmShptGE82XAx0RsW9NW8/M5tOA7/drVJIkSZIkSZKkYaPR0hlnAVcAPwMupiSZ3xkR5wEvB44emPAkSZIkSZIkSUNdQzOaM/NnwLHA3cBHgQDeV3W/OjN/OTDhSZIkSZIkSZKGukZnNJOZPwGmR8QY4KnAbzNz84BFJkmSJEmSJEkaFnaZaI6IA4AZwPOA3wKXZOZdwB2DEJskSZIkSZIkaRjYaaI5Ig4FLgXaKaUyAH4XETMy8/LBCE6SJEmSJEmSNPTtqkbzfOBg4F3AkcBMYBPwhUGIS5IkSZIkSZI0TOyqdMY04GOZ+ZXq+fUR0Q1cERFPycz7Bjw6SZIkSZIkSdKQt6sZzeOB9XVtP6WU0Rg/YBFJkiRJkiRJkoaVXSWa9wW21bX1PN/lIoKSJEmSJEmSpNFjdwnjORFxfM3zABKYGxF31rRnZp7d79FJkiRJkiRJkoa83SWa372T9tPqnidgolmSJEmSJEmSRqGdJpozc1dlNSRJhfgBSgAAIABJREFUkiRJkiRJAnZdo1mSJEmSJEmSpN0y0SxJkiRJkiRJaoqJZkmSJEmSJElSU0w0S5IkSZIkSZKaYqJZkiRJkiRJktQUE82SJEmSJEmSpKbstycbR8TTgGOANmBFZt4bEWOAhzPz0YEIUJIkSZIkSZI0tDU0ozmKzwCbgG8DXwQmVt3fAj46INFJkiRJkiRJkoa8RktnfAR4H/BJ4JVA1PStAI7v57gkSZIkSZIkScNEo6Uz3gN8MjPPjYh96/puBJ7bv2FJkiRJkiRJkoaLRmc0HwpctZO+h4HH9084kiRJkiRJkqThptFE8+3Ai3bS9xLglv4JR5IkSZIkSZI03DSaaL4I+FhEvKqmLSOiHegE/qPfI5MkSZIkSZIkDQuNJpo/DvwC+AFwQ9V2EfDz6vmn+z0ySZIkSZIkSdKw0NBigJm5JSKmAW8H3kBZALAbmA98NTO3DViEkiRJkiRJkqQhraFEM0BmPgJcUP1IkiRJkiRJkgQ0XjpDkiRJkiRJkqQ+NTSjOSJuAXIn3Y8C9wPXAJ/PzOsaeL+PAC8DXg4cBtyamRN3sf0rgU8Br6ziWAt8ODPXNxK/JEmSJEmSJGngNDqj+TJgX+AQ4BbgqurxWZRk9a3ATODqiJjawPt1Aa8FbgLu29WGEXFM9fmHAR8DzgYOB34YEUc1GL8kSZIkSZIkaYA0WqP5h5QZyK/MzLt6GiPiEOC/gFXAqcBq4BPA63fzfs/NzJur97gOOGgX234eeBg4NjNvr15zIXA9sAD4kwb/GyRJkiRJkiRJA6DRGc1/C3yyNskMkJl3AucAf5uZvwP+AXjF7t6sJ8m8OxHxPOBo4KKeJHP1+tuBi4DXRcQzG/xvkCRJkiRJkiQNgEYTzeOB3++kbytwaPX77cD+zQZV4+jq8co++q4CglLnWZIkSZIkSZLUIo0mmq8HOiPigNrGiBgDfLDqh1Kz+e7+C49nVY+399HX03ZoH32SJEmSJEmSpEHSaI3m/wtcAvwqIlYCvwaeDhwHPLl6BJgKfLcf4zuweuxrNvXWum22i4g5wByACRMm9GM4kiRJkiRJkqR6DSWaM/PSiHgZcCZwLHAIcCdwKXBOZl5fbfeBfo5vc/V4QB99Y+q2qY13MbAYYPLkydnPMUmSJEmSJEmSajSUaI6IJwE3ZebbBzieendUj32Vx6itCy1JkiRJkiRJapHd1miOiP2AbuBPBj6cx7i6epzSR98xQALXDF44kiRJkiRJkqR6u000Z+Y2ygJ/jwx8OI/57BuBdcBJEdGzMCDV7ycB38/MuwY7LkmSJEmSJEnSDo0uBrgUeA+wsj8+NCJOBZ5dPT0Y2D8izqye35qZF9Rs/lfAfwM/jIgvVG3vpyTJO/sjHkmSJEmSJEnS3ms00bwReHtEXA18i7IQYK9F9jLzi3vwuacBr65rm189XgZsTzRn5tqImAacU/0ksBY4KTN/tgefKUmSJEmSJEkaAI0mmv9f9Xgo8PI++hNoONGcmdMa3bba/kpg+p68RpIkSZIkSZI0OBpNNB82oFFIkiRJkiRJkoathhLNmXnrQAciSZIkSZIkSRqe9ml1AJIkSZIkSZKk4a2hGc0RcQt1i//Vy8zn9EtEkiRJkiRJkqRhpdEazZfx2ERzGzAVeAj4fn8GJUmSJEmSJEkaPhqt0Ty7r/aIeDLwHeDSfoxJkiRJkiRJkjSMNFWjOTN/C3wG+Fj/hCNJkiRJkiRJGm76YzHArcC4fngfSZIkSZIkSdIw1GiN5seIiP2AFwEfB/6nvwKSJEmSJEmSJA0vDSWaI+JRHrsYYI8HgDf2W0SSJEmSJEmSpGGl0RnNn+SxieatwK3Aqsy8v1+jkiRJkiRJkiQNGw0lmjPz4wMchyRJkiRJkiRpmNqrxQAj4kkRMTkiXARQkiRJkiRJkka5nSaaI+INEfHpPto/Cvwa+BFwa0R8rVoYUJIkSZIkSZI0Cu0qQfxe6uoyR8TrgfnAz4F/BV4AnA5cAywYoBglSZIkSZIkSUPYrhLNL6UklWu9i7II4Bsy8y6AiAB4OyaaJUmSJEmSJGlU2lWN5qcDN9W1vR64vCfJXPlPoL2/A5MkSZIkSZIkDQ+7SjQ/CDy+50lEHA60AVfVbfcAsG//hyZJkiRJkiRJGg52lWj+BfDmmudvptRs/m7ddocBd/dzXJIkSZIkSZKkYWJXNZo/B3w9Ip5KSSTPpiwCeEXddn8G/GxAopMkSZIkSZIkDXk7ndGcmd8EOoCjgT+nlMw4KTOzZ5uIGAe8Blg5wHFKkiRJkiRJkoaoXc1oJjM/D3x+F/2bgCf3d1CSJEmSJEmSpOFjVzWaJUmSJEmSJEnaLRPNkiRJkiRJkqSmmGiWJEmSJEmSJDXFRLMkSZIkSZIkqSkmmiVJkiRJkiRJTTHRLEmSJEmSJElqiolmSZIkSZIkSVJTTDRLkiRJkiRJkppiolmSJEmSJEmS1BQTzZIkSZIkSZKkppholiRJkiRJkiQ1xUSzJEmSJEmSJKkpJpolSZIkSZIkSU0x0SxJkiRJkiRJaoqJZkmSJEmSJElSU0w0S5IkSZIkSZKasl+rA9idiMiddP0uMw8a1GAkSZIkSZIkSY8x5BPNlR8Ci+va/tCKQCRJkiRJkiRJvQ2XRPPNmbm01UFIkiRJkiRJkh5r2NRojoj9I8JSGZIkSZIkSZI0xAyXRPOJwGbgwYj4dUR8ISKe1OqgJEmSJEmSJEnDo3TGj4GLgBuBJwLHAe8DXh0RUzPzoVYGJ0mSJEmSJEmj3ZBPNGfmK+uavhIR1wKfAv6qeuwlIuYAcwAmTJgw4DFKkiRJkiRJ0mg2XEpn1PsM8DDwxr46M3NxZk7OzMkHH3zw4EYmSZIkSZIkSaPMsEw0Z+YfgDuAp7U6FkmSJEmSJEka7YZlojkixgDjgLtbHYskSZIkSZIkjXZDOtEcEW076ZpPqS+9YhDDkSRJkiRJkiT1YagvBnhmRBwD/DfwK+Ag4DjgNcCPgC+0MDZJkiRJkiRJEkM/0bwGeCHwTqANeAS4AfgocF5mbm1daJIkSZIkSZIkGOKJ5sz8FvCtVschSZIkSZIkSdq5IV2jWZIkSZIkSZI09JloliRJkiRJkiQ1xUSzJEmSJEmSJKkpJpolSZIkSZIkSU0x0SxJkiRJkiRJaoqJZkmSJEmSJElSU0w0S5IkSZIkSZKaYqJZkiRJkiRJktQUE82SJEmSJEmSpKaYaJYkSZIkSZIkNcVEsyRJkiRJkiSpKSaaJUmSJEmSJElNMdEsSZIkSZIkSWqKiWZJkiRJkiRJUlNMNEuSJEmSJEmSmmKiWZIkSZIkSZLUFBPNkiRJkiRJkqSmmGiWJEmSJEmSJDXFRLMkSZIkSZIkqSkmmiVJkiRJkiRJTTHRLEmSJEmSJElqiolmSZIkSZIkSVJTTDRLkiRJkiRJkppiolmSJEmSJEmS1BQTzZIkSZIkSZKkppholiRJkiRJkiQ1xUSzJEmSJEmSJKkpJpolSZIkSZIkSU0x0SxJkiRJkiRJaoqJZkmSJEmSJElSU0w0S5IkSZIkSZKaYqJZkiRJkiRJktQUE82SJEmSJEmSpKaYaJYkSZIkSZIkNcVEsyRJkiRJkiSpKSaaJUmSJEmSJElNMdEsSZIkSZIkSWqKiWZJkiRJkiRJUlOGfKI5IvaJiL+OiF9ExNaIuC0iFkTE41sdmyRJkiRJkiRpGCSagc8B5wH/C7wfuAj4ALAiIoZD/JIkSZIkSZI0ou3X6gB2JSKOpCSXv56ZJ9S03wJ8Hngr8LUWhSdJkiRJkiRJYujPaH4bEMDCuvZ/ATYDswY9IkmSJEmSJElSL0M90Xw08Cjw49rGzNwKrK/6JUmSJEmSJEktFJnZ6hh2KiJ+Djw9M5/RR9+FwEnAAZn5cF3fHGBO9fQI4JcDHasG1dOAe1odhEYVx5wGk+NNg8nxpsHmmNNgcrxpMDneNJgcbxpsz87Mg3e30ZCu0QwcCPx+J31ba7bplWjOzMXA4gGMSy0UEesyc3Kr49Do4ZjTYHK8aTA53jTYHHMaTI43DSbHmwaT401D1VAvnbEZOGAnfWNqtpEkSZIkSZIktchQTzTfATwtIvpKNh8K3FNfNkOSJEmSJEmSNLiGeqL5akqMr6htjIgxwCRgXSuCUstZFkWDzTGnweR402ByvGmwOeY0mBxvGkyONw0mx5uGpKG+GOBRwM+Ab2TmCTXt7wc+D5yamUtbFZ8kSZIkSZIkaYgnmgEi4gvA+4BvACuBFwAfAK4AXpuZj7YwPEmSJEmSJEka9YZDonlfoAOYA0wE7gGWAR/LzIdaGJokSZIkSZIkiWGQaJakVouISHeWkiRJkiRJOzXUFwOUpJbLzIyIaHUcGn0cd5IkSZKk4cJEsyT1ISL2qR5fFxGH9zWj2SSgBpoz6TXYotjH/ZskSdLQVXO++r6IOLLV8Ug9TDRr2ImI/SPiKa2OQyNeT5KlCzj5MZ0R+1UznSdHxCGDG5pGsp4EX0QcERF/1Op4NLpk8WjtRY4q8bxvK+PSyOQFDQ2kiBhbk4hxrGlARMTTI2JCRDy+1bFodMnMR6tfPw+8tJWxSLX2a3UAUqMiYt/MfISS9DsWmFPTVrtdAAdl5oOtiFMjQ824Oh/oioiLM/OXPScqmbktIl4PfA04HrizRaFq5NkHeAQ4BXh7RLwmM++sxl70fKmMiIOB32fmAy2MVSNIRLwamAo8DGwA/ge4peZERupX1QXbZ1Au7v4O2JKZ21ocloa5mvODDwHjgb+oxto+7s80AD4F/BFwVUTcAmwENlHODbqB+zPz960LTyNZRDwVWAvcW9fuGkNqGRPNGk56vhiOAd4UEYsy86d9fGnsoCRpPj/oEWpEqGa/ZHVw/hpwEjAfOLmnXnNEfAroBFYA61sXrUaamosc3wH+AvhyRMzKzF8DGREHAtOBcyjj8+9aE6lGioh4HHAu8H7gQWAz0DMz6/6IuA24GZiTmX9oTZQaCXpOfKuZf6cDf0X5zvYb4EbgFxFxA3A3cGNm3ta6aDWM9ZwXPACcFhF3ZObZtecLEfEE4DPAf2XmN1oRpEaMDcDzgdcDz6rafg/cDtwCbIiIm6vfu4F1mfm7VgSqEekRYB1wIrCyp9Eks1opHH8aTnqSyhFxKfAQcGLPzJeqnMangbcDf5OZ/9LCUDWCRMRrgIsoSZifUWY5vwT4cGb+Uytj08gWEa8DlgA3UfZtfwrMAY6kzDY9LTOva1mAGtZqkn5HA6so+7ZlwCHAocBhlNmAzwX2ycxXOUNGzeiZaRoRZ1Eu1v4Q+CnwPOBFwLOBsZTJMGdl5qechaq9UbN/+zDwCcrFtM8ATwJOA86gXFCbmZlrWhaoRpTqwu2RwNHAMcAk4HDgICApd28clpm3tixIjQhVGcdtEfFuSqnHpwPfBpZSJgd0A/cDmzPz4dZFqtHIRLOGpYh4MXA58P7M/HJETAH+FTgQOAu40B2q9kZETAXGAVdn5i017WcAn6TMTngYOCMzf+QJsAZaRBxHSf7dSzlJWQd81RlYalZN0u+vgD8HXpeZ99VtE8DBwBMy8yYTzdpb1VjaLzP/EBE/p1zcOLd2zFWzTMdRkjQ/zcyfe5xVMyJiDDCbkmz+d+AtQBvwD5RJBD9zfKkZEbEf5ftZ7mwsRUQbcBQwOTM/O5jxaWSLiDmUfdyTgHZgX+A+SvmW64FfA4udmKLBZOkMDXnVwfvZlNsqH6wWKro2Ij4OnFXVKf0UcCnwocz839ZFqxFgNvAe4N6I2Ew5SK+jJJfHAj8B3puZW6HXIgxSv6ru0jiRMh4fX/1sAP48MzebfFGzasq03A3cQClNRUQcQLn1/JFqjP26+vFWTO21auz0lF7ZAvwkM++rEtD7AI9W62tcX/30vM79nJrxJOAVlAtmH6BMVHkZpW6upYDUtL7qykfECynnDb8G7szMbmANsMYLtupPmbkYWFx9dzsYOIJyUeMlwAsp61t9GzDRrEHjjGYNeRExjXILyOWU2la3Um4j3wZ8FXgyMD8zz21VjBo5IuJVlIPzoZQLHBOq3/enXJwbQ/nSeBNwF2Xsefub+kXNDNPXAP8IPAf4LnAmZTz+M/AtStkWFzxVU2puLT+UclfQysz8Qh/bPQ7Y5omx9lZEHERZyHkj8FvgHcDLM/OtO9neC2naKzVl9sZTaoCfQbkb7SuUMkBvoFyw/W5E7O8dkOpPEfFnlLJAz6ZcWLsd+D5wfmbeERGP8wKH+tPuLlxUx9/NHlM1mEw0a8irEn9/BzyDUi9yH8pMqzuq3x8CFlfP7weuc/EY9YdqUcCDKQt7HMaOxPMESg3TI4GXZeZNLQtSI0pN4u8jlEVl/m9mrqvp/0vKwpRfzMwPOStG/SEiHqZcSHuQsnL5D4GrgWsz8+5WxqaRISJOBC6k1I28kZJs/mNgOeXi2a2UepIP1My0l/ZYzQXbhcB7gXnANzLzlirh8h/ANMoCzys9jqpZNRc33gn8PfArYDXwFOClwGTKXUNvzcyfti5SjUTVXUFTgYmUfMndwNczc0sr49LoZqJZw05EHEG55e0YysIxRwFPq9nkw5n5962ITcNbNWvvmexYOOExt8JV242hHMgPzcy1gxiiRomIGAfc3deslyrZ/I/A2zJz2aAHpxElIvYH5lIWkTmcUt/v2ZTbzaFczL2RMvvUL43aKxHxTOAk4AXAKykzS59Ydf+Okmi+BfgF5ST5ssy8ugWhaoSIiGOBTZl5c/V8TGZurfZ5/w7MAKZl5o9bGaeGv5pE87WUcnsfz8xf1fS/DPgO8E3K+kK/b1GoGiFqJqY8lXLnxt9QJuCNpZRomQE8lXK8/X5mPtCqWDU6mWjWiBARj6fMLn0N8N9+adTeiIjjgQWUA/SNlJlXdwL3UJLPDwFbvPVIg6mvW8gj4rPAVzLz2haFpREmIvalzL56CuXi7bMod2+8ADggM99pOQP1p4h4MmWywDGUxf9eQilVdSBwZmZ29cxObWGYGoGqZPNa4C89Z1B/qI6hm4E3Zual1RpDQKnhHBEfpFzUPToz721VnBoZau7c+CDwl8CyzPxIRJwPPC8zp1cX2z4DfNoFxDXYXAxQQ15EzKfcwvuTzNzU1zaZ+Tvgx9WPtLe2UhLLfwScSqnHvJlSluUmykyrDRFxC3AvcEtm/qZFsWqEi4jpwPOBp0XE/cCSzPxtlez7YIvD0whTJfPuqX5u6GmPiLGUGvUuyqa9Vt3a+7jMfDgiZgKXZ+Z9lDItP6zb9nlAz+wrx5yaEhEvoVw4ux+4OjP/UI3Dt1Dq50r94VDKGi4Toc8FAm8Cnm6SWf3sFODrwCeq50dSZtXDjjWtDmpBXBrlTDRrSIuICcCHgQT2q+pI3gz8jJJUvhr4eWbe37ooNVJk5qXApQDVrUiHUcqzvBx4MeVgfjDwCCXxchrwpZYEqxErIp4IvA/4COXiRxvly+LSqu+kiPiutejVXyJiEvAuyr7uPmBhZq6uLmpsAazzp6ZUZVcermb9fYtSn/mKai2EfYCgSipn5o11r5P2WHWxdhElyQwl+XJCRDwEvMSZzOpnD1DOSz8eEdcDP+pJNkfE0ymlg/6nhfFpBKm506eNchduTzmW51PWrgJ4HKUc2o1Ig2yfVgcg7cZvKCcjf0ZJvPwjZabVi4GPAz8A7ouIeyJifUR8YmdvJO2JzLw3M6/JzC9n5gcycxpltsJE4E+BM3EGvfpRlYABeDPwHuCfM/Ng4P2UBEw3pTb4u4D/05IgNWJUM0ypZvV9nzLu7gTeSDnGAnw4It5fzWqW9lrN/u25lDuFfgVllnxmbqtmmT4CHBsRnhRrr/SMs4j4U+B8yjj7E2AlpV7pvZRa9GdVM+ulplUXZX9LKb+XwCXAlyLigxFxFmUSyx8B57UwTI0wVQmgaynf2/apyrU8FdhQbfICSimqn7cmQo1mzmjWkFbNpLqq53m1A30yZVZpbQ3Jw4BXVO1Sv6kW/htPmdF3T2beTrnVck0r49KIFNXjm4EfseM2uKnA/1aLfvyGcqL8lBbEpxGkGk9BOfG9CJgHPEw5Yemp/f1b4E3AV3BWs/ZSVQrjoxHxBMp+7gFKSaDuzNxct/kkyonx9hqUgxuthrme4+ifU2aPdmTmLRHxdmBstd+7DziAknCWmlYtBHhAZl4REa8D5gCvpVzkeCLwU8pi9StbGadGlqoE0FLgAuC9lH3e5sy8qjrufhD4bmY+1Mo4NTqZaNaQ1zPrKott7KghWbvNWErixVV81S8i4lDg05QLGPsAd1Nu8/3XzLzBRbE0AHrG07MoFzJ69mcvBi6uft+PMkPhokGNTCNKz2rlwAspF22/kJndETGOUhbo5mrTByiLylieSs34PeUY+nzgZZTbea8BuiPiZsrJ8Y+BfSl3bPQkY+KxbyXtUs9x9EhgOTtqME9jx3H095QJBHcPamQakWrOB86IiAsz85cR8bfAIZSLZpuAP2Tmwy0NVCPVd4B/Aj7X0xARP6JMzLsf6GhRXBrlTDRryKutzxcRhwNvB54J3AZcQVlQxhqSalrPl8WIeBHloP1iygILmym1ms8A5kTEGZn5tRaGqhGo5sLFNcAbKKWC7qDcsXFd1ddOuXPjmkEPUCNJUG7vPYySbOn5PjiVUrKqu3p+KGUhGWeXaq9l5m0R0UUpefZ14C5K6bN2SvJ5MuVOjqcAVwL/Ur3Ui7naIzXH0U3As2uSexPZcfv4uOrnZ4MbnUai6rzhCcBnge9FxO3VxKjt62hExIERcTSw1rrz6i/VeetDQGdErARmUvZtj1Iu2H6tmhwVjjsNNhPNGjaqWmpfplwdvpOyguo5wPUR8Z7MvLKV8WlE2IdycP5z4PHASZn5vZ7O6kLHBcAHI2JNZt7RmjA1wn0ROBU4MyIuoOzzLo+IZwKfBK7KzP9tZYAa3mqSMb+iLG56HLAeeCnwy8x8ICIOAaawo3yVs0u11zLzAYCIeD+lDNX91d1oBwFPoCSZNwObMvPB6jUmmrW3LgT+JSIuodSgPwBYV5VDewdwa2Zet6s3kHYlIh5HuQPtHsp6Qr8F7txJQu91wKcy86hBDFEjVM2F/69HxD9n5ncyczWwOiIOAh6tLUtlklmtYKJZQ1rPFbiIeA6wELgc+CjwB0ry5WjgI8BXI+KPq/q50t7qORBPo5yYrIbttcGprgp/jLLAzMsps02l/vYzSr3cj1Hq/D1KuXtjX0opg3e2LjSNFNXx9dqIWA2cUyVgZgD/ExETgL+lzHj+UPUSk35qSnUsHUu1GHnN3Wi/aWVcGpG+Tqkvvxz4JeX4+Q7gCMqsv/e2LjSNEC+gTHg6mLJP2wy8oSoH1A3cRyld8CjlfHWfFsWpEabm7rI3AYvr+h4CiIinUvZ1F1bHWmlQmWjWULcPZbbVa6rnf52ZN9X0/yQirgBWAafgar5qQs2BexswpmY2VbIjyXIjZebVvYMcnkaJatz9U0RcTvkS+ZyqawPwzcz8hbfBaW9V6x5E9TvA+yjJvjMo+7YJlNlZBwHvyszvgrNLtfdq9lcvokwYuL5a2HQjcAPwi+rxdk+I1R8y88GIeBvl7qD/Q9nHfZAyzt6dmd9sZXwaEe4CLgOOoXxX249y1+Nmyp23N1Hqzz+BssjukpZEqREjIvanHEd/S7nz9g/sKK1X73DgS5n55UEKT+rFRLOGiyMota66q5Pkx1FuC9kG3EI5kL+whfFpmIuI/TJzWzW+VgHzqvIYy3sS0FXfjOol1vZTv6tueXsi5dbya4Fr65PK1spVM6qxVHuR4pGI+BClZMvLKScxvwGWZOavWxCiRpia/ddW4N+BJwHPBp5Hqc38RMoMwAcj4uuZeXZLAtWIEBH7Ao/LzK0R8UXgu5S7IH/lhQz1l+r4uACgqo/7Q+B7wFGUMlSTgLcBTwe+Qt3MU2kvPIOy1sHxlDscHwE+XS3+dx3lQtqdlEWd3wDc2powJQgnRGmo6pl1VS2ycDrQBbwlMy+r224CsAK4IDM/24JQNcJERBvlxOQoymq+l1NOgqdSvjQuzkxX8VW/qSkT9Jn/3959h9tVV/kff3/SgQRIBEILKRB6CU2RZkAUdNSx16GIYv0pMDaQUVGxzjgOMCNT0FEBKQOCFBVQCb2T0EMghQRSaCEhlSSs3x/re7jbawLJbfvcw+f1POe5uefsm2f9sZ+z917f9V2LcuMYEc+XHoAfIhfSrqv2DDdbV5J2BI4lF8pmkQOz5kXE4loDs9ccSeuT1fM7AIcC7yers34aEad7Qc3WVeU6+iGy2u+iyjbyseSCxiON98y6SrlX6xMRy1fzWR9gQEQs6/nIrJWUFmfjgM2BfyLbt0wlBzdvTO6+nUPu4BhGFgx8ZfX/m1n3cqLZeoVS5TeR/BI9k0z8zQYWld/3BN4ZEfev8T8xWwNJnwWGRMSPJQ0le6q9Dvg0ueVyNNlXciHwP8B3K5PMzbpEqcKaCfw4Ik4v751OnofPkdWA7y6VzmbrrCzangXMA5YDT5Z/zyLPvZlkO4PZwFMRsaKeSK0VlWQMwMr2rX/Kd90S8vq65G/+2GwtlKTeZOA84Dsl8XwkOUh3MHAdcJSTftZVylDTQ8idaHdU3t8WeME7g6w7SPpk+ec1ZFJ5S2AUuXi7KXAfcF5EzKolQHvNc6LZmlJJLB8BXNFYHZa0HfDvwD5kwmUVMIKsgPkgcLl7llpHSLoBeDQiPiHp+2SF3+mlF9Y25AV7ATC9se3SPXKtq1SqsPYg+/3tHRFTS/XpXeRgwJvJbZc3upreOqosZuxMPojsSg6W3JJsR7WKTD4vAB4CXgR+FhFX1ROttbKSEOwL9C0tDsaR/U3fERHe7mvrpHId3RWYABxahp1uCdxJFqvcAxwPnBQRZ9UXrbUCSX3Krtvx5JDwH0bE/0raCPgw8AUrhjGwAAAgAElEQVSyQOUnEXFJjaGamfU492i2ZjUe+CZwqaSR5DaRK4FjgNeT03uHkpOkL/dDiXXS+uQ2I8ip5GcClKrlx8rrrzjJbF1IZM/cncgtb43ql0+QPSXPAJB0NXBgLRFaSyitCO4H7pc0F3gT8HPgN2Tvv32A95JtgvoBZ0PbA3UtQVtLkLQB8E5gEjC1VMu/RBYLAGxbXk/UE6H1co3r6F7kDqAZ5f1jyPPs/WVBY1PgMHJnh1lnqPw8lNwddE35/e3At8gF26HAaZLuj4gpPR+itaKyUHsa+bxwBvndJ/L7byhZlOJdG1YrJ5qtWe0DrIiIVaXX2seBqyNiLnB5eZl1lT8CJ5aekcOBgZJ2AZ4BFgPLvYXculFj0WIxMAg4UtJCclfHeQCShpDDs56sJUJrGZWk8SVkj7+fl9+nAbdKOpcciPofwO8AnGS2jqrs/tmTXNB4GlgmaTYwBXiYfB75JHBDue/zwoZ11CCycGALSZuQQ7MuLknm9YAhtC1umHWF15PtWmaX3z9NJvo+JGkUcFk5xolm65TK9XR74EjgR6WqfgNy9+PJ5O60CyV92vM3rE5ONFuzWgoMl3QsuVI8aU0rc2VVL1xhap1wOjmh9x3l53fIBMwccoLvQ5Ia03xnR8TfVDibdVTjuysirpD0TuBL5CCjvwAXlMNGke0Ozq4jRmsd5aFkS8quoPJ7H7IaRhExX9IZwInAuXXGar1f5d7sceBzwCbk3INtyOTzW8hdRdcDjaFFvp+zdVJZmLiOPM9+QRYOPEPb99hWZOug/+3xAK0VNc65IK+dIekg8hz7XvlsGXmtfb6G+Kz19CETyfsDLwAXlfcPBT5LPrs+DZxK7tz4Xc+HaJacaLZm9UtgP+DH5JTopZLuIRN9DwL3lp/TXPVinSFpODAoIr4q6Xby5vBL5APKruQN47uA48iH4XvJh2Oz7nAa2Ze5L3BORCwq73+lvHddXYFZSxlMtih4L1lF2v46uiUwvDw4u7rUOq0MJPrPxu+SXgdsQQ7efTwiZlSOdaLZOiQiHpX0VbL11FTgp8AD5eN3kdfRG2oKz1pI5XvqUuD7kuYDHyDv4Rrn2Fgy0Typ5yO0FrYHOVuo0WrvGOD2iPi+pIHAh8hWe040W22caLamFBHzJJ1I9mb+LXATuYq3I3AAWe0XwHOSlgKHRcS8uuK1Xu0UMulyLLAR2argD6XKrx8wkNxquQnZP3JVXYFa64uImeTQP8rNYsO5ZMXpo3XEZS1nOlkJc6KklcCFwDxyKOChZEXgX8qxfWir3DLrMEn9yeKBBRHxLPBszSFZC4qIa4BrJA1sDBQvxpDfdQ/WE5m1inYDwc8D9iYXbu8HTo6I5ZIGAX8PTIkI9563rtC4F1sCbC1pNNmXeV/adgStD2yMW+1ZzeSiAWtmpS/pw8DBZMP7LYER5Dby0eXn1hExvp4IrbeTdCtwc0R8WdLNwH0R8dm647LXHkmDgU+RPepXAncCZ0fE0lf8Q7MOkDQU+BFZ+bectkTz64CrgZMiYrIrmq0rlCFsXwD+gbyXe4bcIfQb4BIPLrLOKj2ZDwMmR8Skyvu7AC+UhVyzblH65A4qi2hI2hE4h9yddkatwVlLkbQdMIHMjYwk52qcGBFPS9qLnGX1gYi4tb4o7bXOiWZrSo0HW0kHAu8HflK2Xa7u2KERMb9nI7RWIemPZIX8SWT1/Hcj4t/rjcpeKyrfdWPJVkGHAveQg2Meioh9JY0DPgL8Z0RMrzFcaxHV5HHp1/w2stpvMHAbcJkXOKyrSBoG/BuZZL6K/I7blCwiGA18PSJOry9C680k9S1DJI8md6l9IyIuLN9tnyHPuznAaRHxh3bVqGbrRNI3gHkR8d+SdiIXaKdVWp21P35ARLzYo0Fay5M0Hvgo8CLwrcoCx8Xk/dwBvo+zOrl1hjUrlZ/vIns1N748+1SOicJJZuuMfyZ7gl8ADAM+KmlXYEbl9STwVLstmGZdodGW4PPkcKzPRcR5kn5FtmyBHFA5HribbHlg1imVJPNGETEb+HnNIVkLaiQAyYF/byUrrC4pLTQGkpXN3wK+JWlCRNxbY7jWezWeGd4K3E7uyAA4mtyx8WeytcE3Jd0XEd5Sbp2xB3lOQQ4PfxPwmKR5wDTgEWAKeb/2hJPM1h0iYgJZ1fyy0q7lZuA3TjJb3ZxotqZUHkwgt45vSfYaWkKes6uAl1yNYF3kRrKv2rHAp8lz7d1kj6uVwAJyS/kcSY9ExEl1BWotqfE99jbg18D55fe9gEvKv+eQSRn3B7cuIWkkOSzmnZI2AxYB1wKXRsTttQZnraSRADyYXCj7PUBErABWAFPK4LY9yV6m97pVi3VA43zZnWxT8HxZzDgWOL+0RtuN3LW2E+5dap3zD2SRAOQ51WhfMJJMQg8gz8nnyXbOfx8R0+oI1FpTSSgfRs6yeg64MSLuLy2oflprcGaFE83WlCrb2p4H9ien+J7uVWHrauWculNSX2BkRLxd0nrk4MndyAeXnclWBhvVF6m1osqimsiepY3E82iyfynAeuQgyod7NjprJZU2LTsD/05Wyd8E3Eou6B4J/J2kT0fELfVFai2kkQBsDNUdDCwtu9P6kotnC8ke4UvKsWr/n5i9ksrCxCJgeBnk/D6yPctZ5bOlZP/52T0fobWSRj/5kuy7KyLOL79vTN67jQV2INsXbA/MrSlUayGN3IikEWQy+TAyyTyKHBh+lKQ3A5sBl0fE4tqCNcOJZmtS5Yu0D3AR+aDyL5I+CVwPTCSn+k6OiIU1hmktQlK/iLhN0nsAynajieVVPW5wHfFZa5M0kNzu+8mI+C9JIivqHyyHvIFMxDjRbJ3RaNPycXLh4pCIuL6cf0OBXckE9FmSDo8IPxxbp1QSgP9H9mb+iKSzSkVzo33Lu4GtyQUPaFtsM1tr5bp5PnAyuYDxEeCKiJhaDtmJXNzwddQ6pbLrYl/gbEnviYiHIuJ5VvPsYNZFRF4ff0wuYHwZuJIsGHikHLM52bd5IjC5hhjNXuZEszWz9YDTyJW5UeQq8dvIm8d+wCpJ0yJin9oitF6v3DCuLKvAz0masqZV4DUN+jDrqFKhsFzS2cC1ks4HppKVWYvKQNRvkP3WnICxzmicP/sD55F9/Ci95+cCcyV9gWzZciBwsdsYWBeZQJ5z/wZ8TNId5HfcMHLh4yKytQY+32xtSVqv0Ye0FKhcQG4l/yDZCuikctwWZL/m230dtS60G1kpPwdeXuyAtl0Z4fPNukrl2vgOcp7LOQCSNqetMOUJMgntHeBWOyearWmVZN9PICf2kqt0I8jKlxHktiQn/qxTKhfun5Hn1vwy0ONR4D7y4XcyMNM3jNZVygNJn4hYVZJ510s6CjiFXFADmARsSCb+vllTqNYiKm1afk/2khS8PGS30cbgIbI3/dN1xGitqSymHUdeS99DtkML8h7u58BXGtvRzdbBGZI2AD4GEBFPkX2Zq4MoAbYg++Z66Kl1WuW54Wpyx9kuZFVpX9oWdD1LyLqcpK3I+QaPlt+3IHdATimH9CXzJR4cbrVzotmaXmlr8CIws7yqnw2oJyprJSXR8h0y0TwK2IZcyHgrORxwIdlXcoyn+FpnVXrQr4K/2V4+law4HQM8C9wA3BkRiyt/Z9YhpXcpwNuBN0maEBEraWtjcDTwGG1bf90v17pEuY/7AfCD0mNyK+DpSmsDs3U1Dri20m4vJP0SuD8iftI4KCLukXQiOdjZrFMqO32OAA4BNpT0dEQ88ip/atZZA4FZwLuA28h+4AuAWSUnsjfwlJ8VrBnI56E1M0n7k72GDiB7lN5J9vmb4OoX6y6ShpDDsXYiq2N2AH4fESfWGpi1DEmnAI+TA/8ee7UFDLcwsM6oDJHZg7yOvkRW+F1HzjxYSrapejNwQkRcVluw1jIq590GZPuzhREx89X+zmxtSFoAfCoiLqwMO50DnBoR/1U5bhOyvcGHI+KSuuK11iJpGllNOoxclG3c091Nzt14KCLm1BehtZLK9fSfgS+ROzneCBwcEeMkHUTO2fhDRJxUZ6xm4ESzNTFJHwZ+SSaY7yYr8McAG5A9S8+qbIsz67BSCdMfWNn+nJK0E3Am8LWIuLuO+Ky1SFqPrBrtT36vLQFml/ceJBN/D0TEtNqCtJYkaThwJDCc7C+5HfmQvHE5ZCbwAFn5Nw+4OSKuqiFU6+UqD8UHACcAe5GzN5YDT5JD2e4hhxjdVCqezdZKKQhYAOwVEZPKeyJ7kx4SETdVjt2O/F7b3gsd1lUk7UXugNyCbEe1E3lN3RoYUg7r6+pS60qShpLzDo4ANiWfHx4GDgIuBL4cEW5/ZrVzotmaUrmBfIjcNn4k+XCyIblF5FNklfMhEXF9bUFaS1hdpWjZXt6PfGDpT04ynxQR36khRGsxZXvbgWQftVHkA8o2ZBX9MHIx7SXgefIGcmJEHF9LsNbyJI0kh8fsAuxb/r0peU6eEREn1Bie9XKSbgdeRw5na1TOjyCTM0PIRY8dI2LKGv8Ts3bKoNyrgB0iYm55bydytsF2ETGrcuxbgSsjwu32rNPKPdzwdudYdffGSPJ6OiQiflFXnNa6JG1Gts84GNgZeAo4l6xmnl9nbGYN7tFsTaXSg3RPcjvSN0sScHF5zQFukDQG+AzgRLN1WGWr5fHkuXVnREwvPUtXlmN2IyuxLq8xVGshpXLvL9X3JG1MJpobfcJHksmYHct7Zp1WHZDVuN5GxOPklt9rK8cNIs+9F+qJ1FqBpC3JyvnDI+LG8l4fciFjS3IxYzRlsJHZOng9MJ/8KmsUDIwjq+WfbXfsrsATPRyftZhyXTyFbKm3TNJNwNfJyvpDJB1K7gq6MiL+r75IrVWVYYBExJPA2eVl1pScaLZmI3Ji7xjyAbc/5MMxbUOJBNxCTvo167BKJfMXyYddJK0EZpDbLGcB7yYXOa6rIURrQWUQ1gDgOWBJRCyPiOfJCuaHKsf1Jav9fK22LiPpfWTl/EJJs8kWGc+TLVxeBFaUGQiT6ovSWsRmwH3AMnh5ceMl2lqzTHyFvzV7JY1dFw8Ac0rl/DhyePOWkmZHxJJy7K7keWjWGV8DjgOuIRPKJ5ILG1uRu28XAYOB4yQdExF31BWotY5Ktfw2wK+BPwPfldSfzJk0Wj5uFhEeeGpNww+v1lQqib+HyETMh8mhHi/3zS3bfN9ADlww65TS0+9DtD20jCa3jo8oPx8j+109XluQ1mp+SVYp3w08JmkKWVE/j6zQegFYGhEryNYZZp0maTDwE+ATZFJ5ALmYu4B8aH6EHF707XJ8Y4eRWYdExCRJlwCHS7qX3Cnkc8q6wq/JJPNocvfFOLLt1Nbkd9kzkh4jZx58EHDrM+usjwI/A34aES9Imlx+fxQYTxYP7AH8D3CMpHsjYnldwVrL6EMmk98EbELbDtuVjXu0koT+rqQ/RMQF9YRp9tecaLamU7ZV3kV+kX6zDFv4Pdl/qB/webK36Sm1BWkto1yk72r8XqpINyRbt6yIiKfqis1a1qXkYtkuwOHk+fY8mWCeBUwGJkt6nNwCfJsfVqyjKtvKDyAXb78N/Ja8nm5FDjDamWwRNAb49up615t1UF/gc+SMjSskTSfv5xYAyzwE0DoiIh4GHi7FAn3Je7ZNyJYsO5CFAjsC+5GLG3+uKVRrAWV20HbA7yOi0VLqUuB/ge9HxA3lvQdKe8ePkQsfvnezzmrs6N6ftqIA2hUCvEDOQtgHcKLZmoKHAVpTk3QaOfxvE/Ji3Zes8Pss8EdXW1lHSNoW+ABwY0TcLKlf6cts1qMkjSeHTd4HTCV7M+9OJgCXAIOADStbgM3WSaMvs6STyaqrt61mAGp/MlHTPyKeqSFMayGVrb6nkvdwy8ikyzAy6fc0MIVMOH/VO4asq5UE9ACylcHmwOTq7kizdVEdPgnMK99vu5A707aPiJmlUArgHcD/RMTwmsK1FlKZJ/QrsjDl6IhYWAbXR7m/25ic/XJuRPxrrQGbFa5otqYgaThwAvAgmUieR17I/6k8qIwtr1XAn1zdZ510LFlJ2qhweQlA0hHAyWSSbyrwc+C3TkJbV6rcNO4F/Bj4Ebn9ckV5eNmWPA8PAU5yktk6o5JcmQi8GdiWdsPXSpuWBT0cmrWoShHAP5ILaWeTbYGGkVXzu5CV9PsDK+qI0VpbOQeXl1f74YBm6+rl4ZO0zRPanXxmfQba2j9KGkvOdjHrtEphwATgP4A3Ale3ezY9mGz5eGvPRme2Zk40W7PYlxyyAFn5MhuYIelRSt/I8nMBMETSSlcmWCf8Pbnl7QHIi7ikA8gtcEPJVeExZA/Ap/EgQOtafcjFjTeTPXLPiYgXVUTE1LLANoy2LXNmnRIRf5R0EPBeSecBT7ltgXWXkmxZRm4rr1Ys31GpNt0gIp6rJUAzs7W3LsMnd8HDJ63rnU8u3p4r6XzgeuBxsqXL6cAtwD31hWf215xottqVxMqVZVDRjmR/odcDe5I9rgaXQ58jL9zPk/0lz60hXOvlynm2Ldl6ZWnlo5PJJPMBwDSyqvl3wJGSbnEVvXWhRrXf8PLvQeX3fuX3leT33UCyl/NFPR2gtR5JbySr5PcDPglMkjQTmF5eTwL3uiWVdZEF5KyN8cCvqh+0qzY1M2t2Hj5ptSktHpeVnbc/BN5PztzYiCxeuQn4lJ9VrZk40Wy1K1vFVVaC7ymv/258LmkjcnX4BPKLFbInlllH7EBuc3u5ikrSjsDbgV9FROPcmi/pHOA9vnBbV6rsxpgAfAb4kqRT2i18HEAOZ7uwh8OzFlLplTuSfFAW2RJoNLntdzx5L7gSeDIixtUVq7WGRk9wMhEzBhgl6WFgekQ8XW90ZmbrzsMnrQ6Vwcz7S9qC7BP+BfL5YAfynu5OYGJErGzc89UXsVkbJ5qtKTS+FKtD2SRtAgwB3gm8BRgFTCYfiP9UT6TWAgaTVfHbAQ+X944i+6ldAnlhL+8vw9+T1k3KTo7/Bo4HjpB0I1kZswVwHNkyyN911hmNXpIHkdVXfxcRE1/+UNqSfDjel3xwrj7YmHVE4yH3OHIhA7L91B2lgv5xcgbCXODWiFjY4xGamXVAeV5dSbbMWEjugLxpdcMnawvSWkmj1d5J5HPqpRGxiGzx+JfqgU4yW7NxAsWaSlmNOxzYGziCHBSzkqz8uwC4ISJurC9CawF3kxXNPyw3hruRq8NXUCoQSs/m9YBdKX2czbpDRPyjpGuAI4FDgXeVjy4Dvh4Rs2sLzlpB46Fjc+AuyhBASf0jYkU5v2ZTeWBxktk6o3L+nEAOARxD3tPtTCaeh5D3dRuRCxzuZWpmvZqHT1o3aeyAnAG8QOaT+9DWam9V45rrJLM1G/mctLpJGkhOHz8WOJys5ltOJvjOBa4BFkbEgnK8q62sUyQdSrZnGUmuFt8FfCYiJjYSMJIOBn4K/EdE/KLGcK1FVHdsrOazoWTP5hXAE27XYl1J0iByWvllEXFF5f1+5DZgAS/62mrdSVJ/ckbCzmSS+TvtWgaZmZlZhaRG3+8DI+KZ1XzuamZrOk40W+0kfZZ8AJ5HbhO/BrguIp5od9wakzRm66okWDYlK/2mNrbvVnqa3kpWXR0VEdNrDNVahKRvA58iv+ceJKvrHwXmrC6x7BtH66zK99kksifzRHKR7S8R8Wi90VmrqZxvewJnAZ+OiHurn9UboZmZWe9RWoleTQ6enE8W4d0NzARmR8T8GsMzWyO3zrBmsE35ORx4A7k1ZHNJk8kepfMiYpGTzNaVyvk0p7yq70dJQv+Q3P42o+ejsxY1BbiNHOBxMDCC7L02p/QuvQ+4o/ycHRFz1vQfma2NyvfZw8CT5Ll3JtBP0gqyX+695fWDyqBKs3VWSSQPIucg/FbSmcAFETG3tKtqvMIV9GZmZq9oUzJn9yw5yPlkYAE5b+hJSU8Bt0fEGfWFaPa3XNFstZO0E9m/byuyJ+4u5KrdMPJh5BngMWASOXThvIiYW0+0ZmYdI6kvOShmEDCO3AY3gvxuEzmUbWTlT8ZHxA09Hae1HklDyGvqZuQujq3JB5ZGG4MBEbFtfRFaKykJ5R2ALwHvBq4HTo2IB8rnfYGXXOFsZma2eu13AkkaQc4W2oPMl4whd6v9NiKOqidKs9VzotmaRnkw6QesBwwlH4R3BLYvP0eTiej9IuKOuuI0M+ssSZcCS4BPkt97g8jdHUeTiZlfAj+KiMV1xWitrVQ6b0gmn/tHxP1ub2BdSdJg4GPAl4Etgf8i+zI/X2tgZmZmvcCrtQ4ts64GR4SHUFpTcaLZml5JQA8ANiDba0zx9l4z620ag0wljQNuAN4QEQ+v5rjfAXdFxHd7PEhrWaWKdAS5wDE/IlbUHJK1sOrDcRkCeBrwCbKF0M/IwZSLagzRzMys6UnaFHgTWXC3DHgAuCciZtcamNkrcI9ma3qlump5eT1XczhmZp01GniRrCZF0oDy/iogyD7NhwNONFuXkPQj4K3A08BCYKakGcATZN+/u1w9b12pkmTeBehP9gGfCewH7AO8UdIPI2JWfVGamZk1L0kHAReTvZoXkcUCAdwo6asRMaPG8MzWyBXNZmZmPUjSbsBVwIT2PdUkjSW3l8+LiI/UEZ+1FkmnAx8CfgV8hRyA+jqy2GA2uVNop4iYVluQ1us12q5IGga8BTgMGEW2zBgDrAQmADeRrYI+RS58vCMinqgjZjMzs2ZTuZ6OAv5ADv77HJlkHkNWNx9DDgXcMyKW1BOp2Zo50WxmZtbDJJ0MfA+YAfyJHHi6GPg4mZg5LiKuqi1AawmSNgfuAr4GnE9W0m8N9AFOBT4InAWcEhEv1RSmtQBJ/SNihaSvAT8gd2ZMB6YCVwN3A30j4oVy/HjgPODiiDi+nqjNzMyai6S+EbFK0seBr5MLso+0O+Yw4ELgGxHxszriNHslbp1hZmbWg8oN5A8k3U8O/3sTcASwPlltenREXFtnjNa7NfqBA3uTSeWLgQOBF8gig9mSvke2b7ncSWbrrErP7wuBa8hdGX/TP7JRqRUREyTdSQ6ANjMzs7+2G7nzbA68PMRZ5Xp7G3B7Ocas6TjRbGZm1oMaw0wj4kpJNwDbAsOABRFxV63BWasZA0yOiOWStid7MjeG6c4lE88nArc2KmhqitN6sVJZ9Qx5fj2+pp6RkvoAAlaV3vS3k5XPZmZmlhqL/7OA9wHbk7M0VlaOGUIOeP5LD8dmtlacaDYzM+tGkg4nt76NB7YADia3kU+LiIXAxPqisxal8nMhsFzSNmQicBDwRuB3wObAOODPtURoLUHSIOACst/yXHLQ5EyyLdB08kF5bkS8UK2cj4gXyRYbZmZm1qaPJIDLgM8D50g6lVyYfZG8lzuZ3JXmezhrSk40m5mZda9BwN1lsMehwK/JpMxSSbOBR4D7gUlk9ensxvby+kK23qxSmXwJ2f97ITmI7RngTEkfJBPO/YHLG3/Ww2Faa+gH/As5VHIXshXQxuWzheQ5N7skn2cCj0XExXUEamZm1qwk9Qc2i4gny1vTJf0/4GzgN2QLjWfJWS7rAycA99YRq9mr8TBAMzOzblYZlLUd8GZgM7KtwTZklfMwspfuJsBJEfHj2oK1XktZArMn8BQwPyIWt/t8N3Iw4J5km4N/A65ttx3TbJ1J2oSspH+p/BwHHADsDIwFNiWT0bdExPhKH3EzM7PXPElvBq4FzgEuAm6LiGdL26l3AW8gd6MtBs6PiJtrC9bsVTjRbGZm1o0kHQgsAJ5tPxxL0lAy0bwNMBLYC/hlRNza44FarydpD+BOckjMDOBR4HFgHvAkMCMiFpWHln6lfYFZh0naDDgJ+CwwEFgJ/B74TETMrRy3AZl07h8RtzjRbGZm1kbSDsA3yYKU/sDV5DPBNbUGZtYBTjSbmZl1I0mryFYZT5MJvwfIVhmTya3k85zws64gaRTZt280OYl8OFlhOpMcAjgLmAI8TCaep0aEe4Rbh0n6PvBx4DpyC+8OwDFkRdYXyYGTUW0F5NZAZmZmf0vS+mQbqveV17bkM8OvgMsiYlqN4ZmtNSeazczMuklJ/E0je5VeT2532xMYBQwo788i+zQ/CDwUERfVEKq1KEkXkZXyE8h2BmPJaeUAZ0XE511dah0laRbwnxHxvcp7XwVOAXaPiMcr7zvBbGZmthYkbQ+8Ezga2JXcqXYRcCE502VpfdGZvTInms3MzLqJpIHAR8jKviHAL4BrgGVkj+adyO3kO5AVDHMjYvt6orXervRo7lN+7RsRL0q6EfhzRJxaOW5TYF/yfLtHUt/KAEGztSJpOLlQtidZJR9l6OlIYDowPCKerjNGMzOz3qy0O9sX+CDwXnIOwgTgixGxsMbQzNbIiWYzM7NuVJJ/o4HjgLeTW+D+NSLuKZ8PBAYBQ8m+uY/VFau1jkaVsqRngROBc8tH4apS6wqS3kYuno2NiEWV9/cCbgBGO9FsZmb2ykoyGXJY+FhyOPgyYDk5THcksDuwN1mcAllQ4Ps5a0r96g7AzMyslZWbwGmSTgHuAL4C3CLpYuC0iJhM3kguqDFMazElybweuYDxYPvWGG6XYV1gT7IP+DckTQQejYi7ycqrWcAzdQZnZmbWS7wH+D9yjsYssmp5ezLJPJec67IYeIwc8jzZSWZrZk40m5mZdTNJ/SNiBXApcKmk9wDHAxdI+hnw64hYVmuQ1op2B5aSg//+ipPM1gVmADeRA4u+CAyUtBAYCCwBvibpPrIH/bxq1bOZmZm9bGz5ORh4ArgKuCEinioDAjcBlnqXkPUWbp1hZmbWAyQNJvsw9wVGAB8ge61NAg6KiMU1hme9nKRPAJ8BrgUeIvv3fRQ4CtjNlS/W1ST1Jdv+DAG2IB+UdwS2Irf27gwMA1aSw0+PiIhr6onWzMyseUk6nBz+ty25I+i3wCbSz3UAAAJgSURBVLXtWlP1JzdLrqwnSrO140SzmZlZN5A0BHgDcBiwH7ABuRVuLPAimRC8F7g3Iv5YV5zWGiQdC3we2IhM9A0sH60ALgMmkv3BJ+PqUusmpSd9P6DRtmVrMum8N/CDiHhCkrzwYWZm9tckbQEcQBYKHALMJBPOF0fEg3XGZrYunGg2MzPrBpKOB35KJpNvIdsXzABujojHJW3YmBbtxIt1VhkkMwjYkLbq0jHl5+7ANsDrcHWp1cDfcWZmZmtP0rbAx8jdj5sBVwK/IQtU5tcZm9mrcaLZzMysG0j6PnAS8BLwKPAnsqXBDHLYxxMRsby2AK3lubrUzMzMrHeRNADoExHLymDnTwBfA9YHroiIY+qMz+zVONFsZmbWDSTtRCb0tgZ2JfszjyATfgDPktOj7wGmA+dFxNwaQrXXGCeXzczMzOonaUfgQHI32lZAH3Key9Dy+xBysPNoYGPgnojYp55ozdaOE81mZmbdaA1VpTsC25efo8lE9H4RcUddcZqZmZmZWc+RdCY5Y2MZMB9YTM7X6EcOBZxdfi4lW59dFxGX1BOt2dpxotnMzKwGJQE9gBwSOByYEhGr6o3KzMzMzMx6gqTtyWHhi8iBziuAJyNiSfl8MLDUzwjWmzjRbGZmZmZmZmZm1gQk9YmIlyq/9wVwwtl6AyeazczMzMzMzMzMzKxT+tQdgJmZmZmZmZmZmZn1bk40m5mZmZmZmZmZmVmnONFsZmZmZmZmZmZmZp3iRLOZmZmZmZmZmZmZdYoTzWZmZmZmZmZmZmbWKU40m5mZmZmZmZmZmVmn/H/Bv9WCg3mAfwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Connecticut\n", "***************************************************************\n", "# of counties: 8\n", "# of fittings done = 3\n", "\n", " Hartford: surge period 19.18 [day]\n", " Fairfield: surge period 21.21 [day]\n", " New Haven: surge period 21.88 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [19.0, 22.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Hartford', 'Fairfield', 'New Haven']\n" ] }, { "data": { "image/png": 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\n"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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Michigan\n", "***************************************************************\n", "# of counties: 83\n", "# of fittings done = 4\n", "\n", " Genesee: surge period 19.22 [day]\n", " Macomb: surge period 19.34 [day]\n", " Wayne: surge period 20.96 [day]\n", " Oakland: surge period 24.58 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [19.0, 21.0]\n", " Bin 1 [21.0, 23.0]\n", " Bin 2 [23.0, 25.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Genesee', 'Macomb', 'Wayne']\n", " Group 1 ['Oakland']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Minnesota\n", "***************************************************************\n", "# of counties: 87\n", "# of fittings done = 1\n", "\n", " Hennepin: surge period 19.86 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [19.0, 20.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Hennepin']\n" ] }, { "data": { "image/png": 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jei0K43bDB18dcF1S+hmJsuADuY7cWjTnsi+0TKqnIyPT+nliWvnsC/gArwMOilkXjSL/J7pKuT4yvAv+x/Eqklq4pVsPkeWOayWW6LP+2Sy3WWKffTnHbV2eupWoHy1jpteVzC2a3yT1mFYPf5zbROlzUal6FVMvitLU3f+LDK+DD1JsJrXLi1X440eprpGi2z4MuzRM/8ikYeU9x5e1DKXWb/K6jAw7Nowzj0jr5aQ6eGfSsLFh2C9ipt+QmNazMfluCtM4MWnYrWE/eB74OGl4NXwr6yUx0zkxTCe2BWpM/lGJuhH+jvsckZQ/0Y3Sb2OmNZRIa0x8cM7hb879JGl4Dfz50AHDItMppvQ5OXGsKNXKHd8CeT1J3VMkLdddpJ7PqgN/jm4vynGdUMZ6LQ7j1MA/+eGAzknp9+L30+b4IHTcfl7e4+NmoEeacqU9DoT01jHDauH3yw3AnlnsP13TLE+pvElpTcP0F8SkJZbrlizX/W1kaP2cVDein3X4m6elWvKG8RLXKGmvtSi7RXPdsO02EdN6my0tmt+PSct133425B8QGf5IGesn8QRnqacK8TfTHHB7tvuCPvros+N/1KJZRHYEiZaAn5RzvI+zyJvIs0digPMtLibiAwn9I/l/gW/hNcM591mO5SrLp+G7cQVPN9nM8D3KzKonBppZAVteflg7zZuo09k1vNl7lJndZmbP4H/cgf9RuRZ8izTnXKlt6Zz7Gr++G+JbvMX5tUtq1eH8CxifxAep903Kd0H4vsU5tzop/zr8I7lxriC8vM2VbjlyM/4H3tkx430PDHWpLXIfCtNqiA/IlbyUxTn3D/wP0o5pypGsFz6Y8pSLebmdcy6buh3LzBrib2oAXOVSX1a3S/hO95KtxPBds5jPycAA/P4bbSlaYfMpQxd8VzfznXMPJic456biW0Htiw8KR/3JOffP8s7YOfcyPhB5UXjBIvgXRX2FD9CWV7b7QsIyIKU1qnPuOXww6LBI3vLuC6VaXLmklz+aWTOge5jn7ZF88/BPBOyGf0FSVpxzX7iYVmLOuX/hg3XHZtF6Esp/nsmnbpXHNZFj2nf4G6XVSHoRbnmE4/85+MBPdPusI3TNgn88O9kGfBCFyDhxLwbrjb9Jm/xiqfKu+4r06/B9sXNuTXKC8y/nXUj2df6ryPkgnUTL5OSWjIX4mwmPAs3CixPBny8KiLRmDnrjt8HMmLRMjsG/fDHuk/wUyRP4Y/HZydcLwflh3n9NGnZh+B6dfH3k/EsKh+CDoumeXEqWaIF8fvLA8IRAe2CmCy+KNbNq+JvknwFXJp/Pwt9D2HJzL6E81wnZmojfJy4O5auH32+ec859FDdCnsfHJ51zpVqrZsM5tyRm2Hp8y/AaVPzTbYl5rMDXrUNCa+9kA/D1ZEKpEeM1D9/pXp77L3y93Bsf+G2B3zZr8DcFbkkzXm/88bDc11rhHPo8/hgdfQHq3mzZFxqmmX9W+7aZXYZvjb8QX/+S5XOtldiHm8ekiciP1I70NlsR+fFKBGdcJY6XLu/9+P4wLzCzkUk/Xi4O33/KsUzZSCmLmbXEt5hI4Zwblcc8RuB/0JwG7Gdmc/BdFPwC/+jl9+H/UsGDDHbB/0AljLca37ribufcM8kZzWx/fEuoo/FBhjqRae0ZM/2vnXNxbwZP/ABIvkj/afh+kdL+QeSxQjPbCd8CciUweEs8MMUP+MeAoxZFA13OuU1m9jm+b+G47kk+xbcmLkvix34u3TWUKfzofQrfr+ztzrlpuU4ifGfct8Jb4B/Ctwo+1Tn3VWXMJwuJ+vB8mvTn8YHAg/GPDyd7Pc95gz+OjAWOM7Nl+NaTdznn1qWpa2XJZV9IWBi5mZA8TufEP+XcFx7EBz9eM7Op+D4dX4m5oXRw+P6Hc24DpT2PD3QejH90PitmdiK+r/1OQCNKX/82In0AomQy4TvXupZP3SqPBTHDMm33XByKb/3pzGxUTHoiYB/d9pcD75rZI/hj7vxw4zCFme2GD25OigRiK2o/z0dnfEDnNDMr1eUHvoVnYzMrCMHNqfgbMk+Y2XR8VwuvxAXtMpiPD1QXApjZLvj6dDtb6lMh/rH2xKPvKfUsBH5PxrdYTQmQZ+HGbK4jnHNrzWwa/ron0Yd1oiuI/fFP5yTfVEi7TzjnFpnZJ0ArM9u1jDI/jg+AnWNm1yYdvxKB56KkvG3xgfj/AsPTHLfWklp3c7pOyIVzbnm42d7XzAbjr7V2JnPgNJ/jY7nPU2bWHH8TqRAfTIw2MIi7Hqso9+C7/RiA77ea0EXLEfinUYqznE5B+I69xnDOPR4Z9BFwv5m9he/65moz+13kxmgHoDVwfZZlyGQw/qbjlWbWGX+jrQB/3lyK7+895fycy75tZr/Ed3vyGf5aK67+ZJxE+I47BiduwpTVzYiI/Igo0CwiO4Ll+BZjzXIcb0UYL5u78IlppwQjnHPLzGw2/sfVCcCMEPjthm8h+Lccy5SNRKvqL8N3S7YEcJONKu8MnHOfhX5Fh+NbzQ7CX6DPxLdY/BAfzFqfw2SXOedalpUp9E38PP4cNQcf8PyG8Eg2Ptgd179lugvtxI/B5JZWidYbn0czhyDwqsjghvgL7cbEr+tM0rUQ2VhGWjbn6ETrkk8z5spBCDI/jQ9+/c45d01MtkS5d4lJA//ineR8cfPpjA+Qb8Y/jhn3Qzjv+WQpMf10wcbE8EytefLxF3zfpBfhjxtG9i214uSyL2QzTvITcDnvC865x0LfoUPwrcYGAJjZm/guQ2aHrPlsh1hm9mt8X7xf4ftG/Qh/o8wBp+CD5hn7yw2Wh+9czzMVvkyZpAk4ZNruuUgEaw4l/VMl4F9kl3Alvi/ZC/F9ZV8LbAxBtiGRGyK98Me9aH+n5T3HV6QCfNnKqvP1gVXOudfN7Ch8EKoPvusVzOwDfAD3rxmmAfhWo2b2MtDNzJrgg93VgTnOuf+Y2XJ88G98+HaUDt4eid9X8+lDNhtF+EDz+YRAM1sCvtG+j7PZJ5qHfGkDaJEAd3fg2fB0wpn466PkG7CJursPmbdhct3N9TohVxPwdf5MfOvpz/Bdh6Sz1c9ToUXt6/jj/j/w17Rf44OeLfHbOJvjZ7k4514ws/8AZ5rZkHDTfkBIvi/DqFGJJwuijRbKmv9bZvY6vm/0zqRun97hO+99yzn3XrgxcwO+Ll+Of7LjfnxL9dfD/8my2rfN7BR8v9pf4F/eHNe4IZ9rrcSNhwrt/11Etm/qOkNEdgSJl3vk+vheYrxumTKFVgNdw7+vxGRJtFpOtGLujw/E/DnLx2OzFh7/TLxw4zUA59xc55xFP/nOyzn3pXPuCufc3s65Ws653Z1z/YFW+OV7I995pDEcf+Ha3TnX0zk32Dk3IrSseq2C5pG4WN49mhC2d0FkcCL/P+PWdUWu9xwlfoRXSIui8NKpZ/GtCm93zg1JkzXR5+veFv8CxH3Cd+yL7EIAJtHXZHfnXNx+BfBB+G6bJj3jfHKQ2L4/SZPeNJIvWd6tLEMrqcfxP1wvxLf4zPjSsypUrn3BOfe0c+44fMCiEP9Svv2BmWbWPjLt8myHUkLdvBEfZNnfOXe6c26oc25kOJ6UCiBlkDhfdAotS7NVnmVKnDfSvVy0qiTKeGcZ277k5ZHOuU3Oud875w7CH29Pxdf1k/EvjUwOUvXG31SMBkvLe46vSF8DX5VV551ziZeb4Zyb75w7CV/nf4a/Sbs7/qWJGa87kjyPP98eh1/+H9hyHfICvuuX2vi+/d91voucZL3xx6gnqUTOd93wX+AXZrZrUsB3JVsCzwkVuZ9Hu884CX/+fijSajMxrcfL2H6tYsbJ9johV8/gbxIPxz/BNMn57kPSqYrz1FX45ezvnOvqnPu1c+6GcPx8rpzTzNW9+BsAZye9BPBTcusKJrFflGebJRp11IsM743vN/n9ckyzFOfcUufchc65ZuGau5lz7ir8S3mh9DV3mft2ePriEfy57hjn3AdpsuZzrZVYp9Fjj4j8iCnQLCI7gkn4R1pPTQpYxIr8qC3CB8t6h64a0rkQ34r4A+IfoXwKH8g4wcz2wndjkei/uaL1w7f0WYH/kVkVEgH1BzPmKr82wGrn3NyYtGMqaB5vZZjeUUQCPM65b/EvF9o/PN69rXg1fPfMd0IhePY3/PLfkqYlM+D70cY/2rlTyB+VKE+pR6PN7Dh8MHsjcLxz7tVoniSJOt493GRJns7O+ODNWrash/JK9LHcNU16YvhbadIrwgR8y7DG5NeauVLluy84575zzj0ffkCPwXc5kKgvie1wZJobGIkAZvJ2SDxOHNdatxE+MDvP+f4+S5hZfbY8Gp9NuZfiuz+og+/WJ6Okc0156lbi8e69YvLn1c9yxGZya+X8ehgnbp8vk/P9ZT/mnOuLPza0JgRRQpcs3YGnY56UKe85Pp1MdSadV4GGZVwrxHL+vQPznHMj2NLX8y+yHD25n+bj8N1vrEtK2w0YiA+CxfXPfArwarT+V5LJ+GPY6fiXlDWidMAXMuwTZtYG33J9aZrW+SnCTcpEgHsX0reifh9/Y/aILPtkhxyvE3Lltrznoxk+YPjnzGOU6/iYjUzHgTbhO+59ARVxPbYJSgL36UzGd681AF+3dsU35Mil67Z/h+92uRQu1JXEeeLDpOGt8E/DRLvcqAyJPpqj19wZ920zOwvfGno5Psj83wzzSFyr9YiZzt74APQyktZBksQ6XZhh+iLyI6NAs4hs95zvo20UPmDxdHgRTClm1oOkRynD42Nj8P1KPhX3AzY8cvZ7/MXwoLgWyqEFShH+Qv1B/I+GZ5xzFdmdQQ0zuxj/8hWHf5nNujJGy2d+1UIgJjr8InwrpYVUXqC5GNgt9H+XPO/++C5KKkJR+L4+OVhmZnWAW9OM8zt8HZtoZqVaFZpZQzPLOnBVQWbg19fJZnZmTJmyauls/sV/f8f3ezjSOTc8i9HGh+/RYb0lpnUo/sfgl0R+nJpZd3wrpHVAoXMuY6t45/sz/Rv+Ed1LI8k34oMrf3H+hWf5eAV/I+lIM+sTKXMf/FMEi9jSsrIyvIAPPvXGP+a6LctpXzCzQot/cWiipeD3AM732Twbv70HR6Z5OP5lWV+R+uM+8fh6XBdIX4RpH5J8PAvBg9+Te5+Sl+Nb3F5nZkPigj1m1tzMHmZLv9blqVuJbmQujuQ/EN/vb0VZRXwwO1ZoLfsgvlX3DWmWv3UIwmBmtcO2t0iemvgAKYRtj7/ZUJeYwE15z/EZZKoz6dwZvieY2R7RRDOrF7p9Svx/VJqW7yl1Pgtv4gOkv8A/AZAcTE78nXgxXbR/5kPwLzXbGsEw8F0AbQbOCx9I7Sc5IXETfriZlbzUOAQbf4v/fVpW0DXZZPwNoEH4Lsz+7SIvaA3XaXfhW/3+Ie54ZGZNI9eBibLncp2Qqz/gj/k/d2X0313O42M2Mh0HisN318j8fk52L2zMZt6QYV90vj/3v+K7ThuNvx6/P8f5zA3fR0QTzGxnMyv18mUzq4Xv17g5/kZFcv/3iRcuVsi+FY6VtSPDzMxuwr9Q9unkxhdl7dtmdj7+Zc4fAUe7+O4ykr2Ifynx0eZf0JyYTjXgN+Hfe51zcS3jE+u0qhq/iMg2SH00i8gOwTk3JvzoHQm8YWbz8BeF3+J/2B2Nf/Qr+qKkUfhg1VXAv8zsOXxrvZr4i7vD8S0mz3TOpXuZE/gWiNewpaVXPi8BPMV8P8+EsjUP022KfyRygHNuai4TDAHzU8K/iccuO5tZUfh7pXPu6qRRdgI+N9//dKIPzaOAw/D9bfaOaaVUUcbhA8ovm+9/8Wt8K74jgen4/i7z4px7xczuwgeO3jH/sqYN+B/zXxHTB6JzbmK4uB8ELAl15SN8wKQVvo5Nwr90bKtwvg/P0/DB2IfMbAC+5V0d/EuNCsnuXP8Yfh0vAapZ/Iu+nnDOJbdYeRj/Y6sP8E8zm4F/hPJ0/E2Xi51z3yQym9m++Ec86+AfGf6FmZVq1edKv3xqEL719B/MrBD/Y+hwfOutRVTAi3iccy78MJsNTDWzJ/E/LPfF7zf/A86Lu9FUUcIPuKcqa/oVqRz7wligpZnNxQcu1gOH4FtoLiO1hrE1AAAgAElEQVQ1sP4rfHD2jnBjYgE+CHIaPoh1gUt9ueZ8fNBucAgGJbrDuMs597WZ/QHfL/DbYbvWwted3QhdD+Sw3O+HAMuj+IDYFeZflLocf6w+CN/K3hF+nJezbj2Jb6V5ppk1w3cZ1Bx/fHoS6JttmcswBzgj7Ltv4p8yeMk5l+mlhJfhz6U3Aeea70P4c/xTP/vh+24+E/8Cq7r4G1jFZvYaflvXAY4PeZ9yzv0nTLc3/gZUbKA4j3N8uuUeig8aTw/TWOOcuzvdCM65OWZ2LT7A+F/zfUwvxT/S3wLfuvNltrQIHIJ/EmMuvhXgt/hAcU/8OSarawTn3GYze5EtLaDnJKV9ZGZL8C3DN1H6iatEH7LlDYZ1TXMuAL++xkXK+rGZvYA/72wE3o4GfEO+eWZ2O/B/bDn/fodfNwfg1+MdOZTzL/j6eCP+2i3amjnhZvw++iugl5k9j++CoQm+7vwMfz55L5Qz5+uEXDnfbdITOYyS6/ExG5mOA/fg+49+xMwexa+vA/D1fBr+fJ+POaHsj4V9ai3+fR5TIvnuwQe29wRmOOc+JgfOuXfM949eaGbVI62hC/DXMAvxLZ9X4J8sOhZ/PluJ/w2QfIzuDXyS7ma5+UYZR4Z/E63Ce4XjOfguN25LGmUf4B/hmrsYf546HmiP7zLjPFKl3bfN7Fj8zZxq+HPcBVb65Zcp+6/zfY5fgL9ZNT3U9Y/w+3InfJ27MzqREIguBD5w2253XyJSFZxz+uijjz47zAf/4/Uu4B18y7P1+IvGZ/F9J9dOM95h+B8nS/EXut+GafwWaJblvGfjAwwfA9Uz5CsK+fqlGZ74bArLsAT/Q+QyYLdyrpdRkWlHP8WR/DXxLYo+wP8A/A5/AT4CqJ/jvFvGzaOMcU7CB0z/h2/N9Td8IKFfmnVXnG76ScveNTLcwjr9D77fy+X4FuO7lDG9k/Ctcr8I9eszfAvE0UC7SF6HfyN43HQyzWMuIfaYNCx22UNac/wPsaWhTKvwwanrs1zfxWXUj3TzrYF/2dfb+P3mK3wQuUtM3q5ZzMOlKd9e+MDlirB8y/AtUnPaH9LVhaT0ffGtgFbgAworgAeAfXOdVhnlKArjdssib5u4elRR+wJb9s+ibOtirvsCPjD6V3zw9Fv8ce0d4Bagccx098S3mF8WppsIxhyaphw98AHnb5PqUsukOnoVPni0NpRxCj44WJScN4ftVz/U+xfCsm/A3xB7Ex+IbJVP3Uqq81OB1aHcb+Bv7HQNZR6Vw3ZKV1eaAA/hA8WbkqebqV7ggyCX4W8AfY0/fn6EDxoNBgpCvpr4YOKzIX0d/kmHV/EBs1pJ+b7CB57LWvdZn+PLWIar2HLsTzk/lbEuj8QH2JaHeX+Jf8Lnd0CnpHzd8ces98I6+g5/Pv0D0CLH+nZ5KOPXRK4t8C9Ec8BrMeO9i2/dm+vxaRRlH6vTHWPOScozpIz5nIEPKv8v1I138YHeOjF5i9PNM6T/PcxzA7B7hnyGfzHjHPy+tR4fPH0ZGAbsFZM/5+uENPMuDmWskUXei4jZz0Na1sdHMlw3ZHMcCOld8AHIr8K2ehl/k6xrXBmJv35Jl7c6/snCD8O2y3TN9M+QfmKudTqMf0UYv2dkeAP8fvkq/vywHn8u+RdwG9Akkn/3sJ7+kGFeRWTef+ZG8jfGPy2yFH+8/wZ/Lh1MOE5mu28nbfPy7L/t8X06rwz1fRH+Bk7dNPm7h+kNLs820UcffXbcjznnEBERERER2dpCy8zngAudc5Oqujw7AjNriw9s3+ScG1nV5RHJh/l3MizH3xxo5crxdJGZNcA33JjnnMu2j/S46VyCv8FznHPuhfJOJ4/5bzP7dmjlfgzQ2vkuTkREAPXRLCIiIiIiVac3voXgjKouyA4k324zRLYlA/FPktxTniAzgPNdeY3Ev9Min5eq9sY/NZapi6HKtE3s26Ff6974VuoKMotICrVoFhEREREREZFtQniZ5kB8VyEX41sz7+ty74M6eZrV8e9T+Zdz7ukKKeiPlJn1BH4K/Mb5l22KiJRQoFlEREREREREtgnhpdhL8X0Fvwlc7px7qyrLJCIi2VGgWURERERERERERETyoj6aRURERERERERERCQvNaq6AJWtUaNGrmXLllVdDBEREZFtzvr166lVq1ZVF0NERERERLZhb7755krnXOOy8u3wgeaWLVuyYMGCqi6GiIiIyDanuLgY3ZAXEREREZFMzGxZNvnUdYaIiIiIiIiIiIiI5EWBZhERERERERERERHJiwLNIiIiIiIiIiIiIpIXBZpFREREREREREREJC8KNIuIiIiIiIiIiIhIXhRoFhEREREREREREZG8KNAsIiIiIiIiIiIiInlRoFlERERERERERERE8qJAs4iIiIiIiIiIiIjkRYFmEREREREREREREcmLAs0iIiIiIiIiIiIikhcFmkVEREREREREREQkLwo0i4iIiIiIiIiIiEheFGgWERERERERERERkbwo0CwiIiIiIiIiIiIieVGgWURERERERERERETyokCziIiIiIiIiIiIiORFgWbJyf/+9z+uvvpqunbtSoMGDTAz5s6dG5t35cqVXHjhhTRu3Ji6dety+OGH89xzz2U1n02bNnHzzTfTqlUrateuzT777MO4ceMqcElSrVmzhlGjRvHWW29lPY6ZMWrUqHLPc8KECbRr147atWuz7777cu+992Y97ssvv0yXLl2oW7cuP/nJT7jqqqtYu3Zt1uNffvnl9OrVK2XYunXrGDp0KE2bNqVu3bp07tyZl156qdKX5+9//zv7778/u+yyC6eeeiqrV69OSf/mm29o2rQpjzzySKlx77zzTjp06MDmzZuzLqeIiIiIiIiIiFQ8BZolJ6tWrWLixInUqFGD448/Pm2+H374geOOO45Zs2Zx++2389hjj7HXXntx0kknpQ1MJxs0aBCjR4+mf//+zJw5k9NOO42rr76a0aNHV+DSbLFmzRpuvPHGnALN+ZgwYQIDBgzg1FNPZdasWZx22mkMGjSI8ePHlznuv//9b44//niaNGnCzJkzGT16NJMmTaJfv35ZzXvJkiXcd999jBw5MmV4//79mTBhAjfddBMzZ86kadOm/PznP2fhwoWVtjxfffUVffr0oVu3bkydOpVFixZx1VVXpeS54YYb6NChA6eddlqp8X/1q1/xxRdfMHny5CyWXEREREREREREKo1zbof+HHLIIU4qzubNm0v+nj17tgPcCy+8UCrflClTSqVt3rzZHXjgge7QQw/NOI9ly5a5atWquZEjR6YMv/TSS12dOnXcqlWr8lmEWEuXLnWAmzBhQtbjAKXKmI0NGza4xo0bu/POOy9l+AUXXOAKCgrc+vXrM45/yimnuDZt2qTkmzx5sgPcm2++Web8L7vsMtepU6eUYQsXLnSAmzhxYko527Zt63r16lVpyzNz5ky38847u40bNzrnnPvrX//qmjRpUpL+z3/+09WrV8/997//TTuNoUOHuvbt22cso4iIxFu6dGlVF0FERERERLZxwAKXRRxWLZor2KhRozAz3n//fX7+859Tr149mjdvzqRJkwCYMmUK7dq1o379+hx77LEsWbKk1DQmTJjAQQcdRJ06dWjUqBH9+/cv1Z3A3XffTefOndltt93YddddOeKII3j66adT8hQXF2Nm3HfffYwYMYKmTZuy66670qtXLz755JNyLZ+ZZZXv1VdfpW7duhxzzDEp43bv3p033niDTz/9NO24r7/+Ops3b6Znz54pw3v06MG6det49tlncy73t99+y+WXX07z5s2pXbs2u+++O926deP999+nuLiYVq1aAXDxxRdjZpgZRUVFgO/GY/jw4TRt2pSddtqJrl278u677+ZchoT58+fz5Zdfcs4556QMP/fcc1m1ahUvv/xy2nE3bNjArFmz6Nu3LzVr1iwZ3rdvX2rVqsWTTz6Zcd4//PADDzzwAGeddVbK8KeeeoqaNWty+umnlwyrUaMGZ5xxBs899xw//PBDpSzP+vXrqVWrFtWrVwegXr16rFu3DvA3wQYNGsTVV19NmzZt0k7jjDPO4L333mPevHnpF1xERERERERERCqVAs2V5LTTTuPEE0/kiSee4JBDDuHCCy9k2LBhjB8/nttuu41JkybxwQcflAr4XXvttQwaNIhu3brx1FNPcccddzBr1ix69uzJpk2bSvIVFxdz0UUX8cgjjzB16lQ6derESSedFBuEvfXWW1m8eDETJ07k97//PfPnz+fss89OyZMIkBcXF1fI8levXp2aNWuWCkzXrl0bgHfeeSfjuAC1atUqc9yioqKM/UQnXHnllUybNo2RI0cye/Zs7r33Xjp27MiaNWto2rQpjz32GADXXXcd8+fPZ/78+Zx44omAXzdjxozh7LPP5oknnqB79+6cfPLJpeaRCOyX1W9zIkh9wAEHpAzff//9AXjvvffSjrtkyRLWrVtXatw6derQunXrjOOCvwGwZs0ajjrqqFJlatWqFTvttFOpMq1fv57FixdXyvL89Kc/5euvv6aoqIhVq1Zxzz33cMQRRwAwceJEvvjiC6699tqMy9SxY0caNGjArFmzMuYTEREREREREZHKU6OqC7CjGjp0KOeddx4AnTp1YsaMGdx3330sXbqUBg0aALBixQquuOIKli1bRosWLSguLuaOO+5g5MiRjBgxomRabdu25cgjj2TGjBmccsopAPz2t78tSd+8eTOFhYUsWrSIe++9t1RL4BYtWvDQQw+V/P/ll18ydOhQli9fzh577AFAtWrVqF69etYtlsuy77778s033/Cf//yH/fbbr2T4/PnzAUq10I6OCz4oevDBB2ccN9tyJ4Lr/fv3LxnWu3fvkr8T89l7771LAp3g+xC+8847ueSSS0rWeffu3alevXqpAKiZUb16dapVy3z/JlH+hg0bpgzfbbfdSi1ftuMmxs80Lvh1amZ06NCh1HTTTbO8Zcpm3BYtWnD77bdz0UUXsWnTJlq2bMnTTz/N6tWrufbaa5kyZQp16tTJuEzVqlWjQ4cOvPrqqxnziYiIiIiIiIhI5VGL5kqSHOxt2LAhTZo04YgjjigJMgO0a9cOgI8//hiA2bNns3nzZs4++2w2btxY8jn88MNp0KABL730Usm4b775JieddBK77747NWrUoGbNmsyePZsPPvigVFkSLXMTDjzwQAA++uijkmEjRoxg48aNtGjRogKWHs466ywaN27M+eefz9tvv83KlSsZM2ZMyTJkCsa2b9+e448/npEjR/Lcc8+xZs0aHn/8ccaNG1dq3PPOO4+NGzemdNER59BDD6WoqIgxY8awYMGClNbhmbz99tt899139O3bN2X4GWecUSpvixYt2LhxY8pNgji+a5vsuyHJdtxEWibLly+nQYMGpVqLO+fKPc18lgd8a/PVq1fzwQcfsHjxYtq3b8+1115L165d6dGjB88//zwHH3wwDRs2pEePHixbtqzUNBo3bszy5cvLNX8REREREREREcmfAs2VJNq6s1atWrHDgJI+ab/44gsA2rRpQ82aNVM+33zzDatWrQJ8YLqwsJDVq1dz1113MW/ePN54442SPoyjEi1LExJdUMTlrSi77rorjz76KCtXrqRDhw40btyYiRMnlnQr0bRp04zjT5o0ifbt29OjRw8aNmxIv379uPXWW7MaN85dd93FgAEDmDhxIoceeihNmjThyiuv5Pvvv8843ooVKwDYfffdU4ZH/89Fupa+if+j2yubccG3vs40Lvhtntj+0emmm2Z5y5TN8iQ0aNCAtm3bUr16dV577TWmTp3KuHHjWLlyJb179+aKK67g008/pVmzZqX6ggaoW7cua9euLXM+IiIiIiIiIiJSOdR1xjakoKAAgL/97W+x3Rgk0mfNmsXXX3/NtGnTaNasWUl6WUHTre2oo45iyZIlLF68mE2bNtG2bVvuuOMO6taty09/+tOM4+65557MnTuX5cuXs3r1alq3bs2///1vAI488sicy1K/fn1uvfVWbr31VpYtW8b06dO59tprqVWrFr/5zW/SjpcIan/++eclfQ4n/i+vxHTefffdlKB5oi/j9u3bpx23devW1K5du9TLCNetW8eHH37IaaedlnHeBQUFJcHjaJkef/xxvv/++5R+mt977z1q1aqV8WV8+SxP1ObNmxk0aBAjR45kzz33ZMaMGdSoUYN+/foBcMUVV9ChQwe+/fZb6tevXzLe6tWradSoUdbzERERERERERGRiqUWzduQ448/nmrVqvHRRx/RqVOnUp9WrVoBWwLKNWvWLBl30aJFvPLKK1VS7kzMjH322Yd27drx/fffM2HCBM4999yUIGEme+yxBwcccAB16tRh3LhxtGvXjq5du+ZVphYtWjBkyBAOPPDAkhcLJlr5RlvFdujQgXr16jFt2rSU4Q8//HC559+5c2caNWrEgw8+mDL8gQceYLfdduNnP/tZ2nFr1apFjx49mDZtGhs3biwZPn36dH744YfYlxQma9euHRs2bOCTTz5JGX7yySezYcMGHnnkkZJhGzduZOrUqXTv3j22FXRFLE/UPffcw4YNG/j1r39dMmz9+vUly/rtt98Cpbv0WLp0aUnf3iIiIiIiIiIisvWpRfM2pHXr1lxzzTVcdtllfPDBBxxzzDHUqVOHjz/+mNmzZ3PRRRdx7LHH0q1bN2rUqMF5553HkCFDWLFiBSNHjqR58+Zs3ry5XPO+6aabuOmmm1iyZEmZ/TQ/++yzfPfdd7z99tsAvPjii6xcuZJ69eql9E193XXXccghh9CoUSMWL17MHXfcQc2aNUu6wEgoLCxk2bJlLF68uGTY+PHjqVOnDq1ateKzzz5j8uTJvPzyy8yZMyelj+aioiIuuOACXnjhhYwB6M6dO3PyySdz4IEHUr9+fV588UX+9a9/cf755wO+K4yCggIefvjhkuByq1atKCgo4Morr+SWW25h5513pnv37rzxxhv8+c9/LjWPZcuW0bp1a0aMGJGxn+aaNWty8803M2jQIPbcc0+6devG888/z8SJE7nrrrtS+k/u378/kydPTgkqjxo1is6dO9O3b18uvfRSiouLGTp0KH369OGQQw5JO1+Ao48+GoDXX389pTV8x44dOf300xk8eDAbNmygVatWjB8/nqVLl5YKILdp04YWLVowZ86cnJcnk88//5wRI0aUtGIGSl7MeMUVV3DKKadw880307lzZ3beeeeS8dasWcOiRYu4+uqrs5qPiIiIiIiIiIhUPAWatzFjxoxhv/32449//CN//OMfMTP22msvCgsL2WeffQDfVcGDDz7IiBEjOPnkk2ndujW33XYbs2bNYu7cueWa7+bNm9m0aVNWL38bOHBgygvZEv0ut2jRguLi4pLhn3/+OYMHD+aLL76gSZMm9O7dmxtvvLFUn72bNm1KCaQmht12220sW7aMnXbaia5du/Lqq6+mdF8B8N133wFl95l89NFHM23aNG677TY2btzI3nvvzZ133lnScrZatWrcf//9DBs2jG7durFx40YmTZpEv379GDVqFM457r//fu6++24OP/xwZsyYUaoszjk2bdqUVbD/V7/6FWbG2LFjueOOO2jevDl33303gwYNKrUeoi8u7NixI8899xzXXHMNJ554IrvssgvnnXceY8aMKXO+LVu25LDDDmPGjBn88pe/TEmbNGkS119/PcOHD2fNmjUcdNBBzJo1q1Q3Jxs3bixVpmyXJ5OhQ4dyyimnpLSAbty4MY888ghXX301kydP5rDDDmPSpEkp4z399NPUqlWL3r17Zz0vERERERERERGpWJZNYHF71qlTJ7dgwYKqLoZUkrPOOos1a9bwzDPPVHVRthtFRUVcccUVrFixIqU/5u1Vz549adSoEVOmTKnqooiIbHeKi4tp2bJlVRdDRERERES2YWb2pnOuU1n51EezbNdeeuklhg8fXtXF2K6ce+657Lnnntxzzz1VXZS8LVy4kBdeeIGRI0dWdVFERERERERERH7U1HWGbNeiL7WTslWvXp2JEyfy1ltvVXVR8vbZZ58xadIk2rRpU9VFERERERERERH5UVOgWeRH6Igjjih50d72rEePHlVdBBERERERERERQV1niIiIiIiIiIiIiEieFGgWERERERERERERkbwo0CwiIiIiIiIiIiIieVGgWURERERERERERETyokCziIiIiIiIiIiIiORFgWYRERERERERERERyYsCzSIiIiIiIiIiIiKSFwWaRURERERERERERCQvCjSLiIiIiIiIiIiISF4UaBYRERERERERERGRvGz1QLOZtTWzm8zsVTP70sz+Z2YLzex6M6sXk39fM3vCzL4ys+/M7B9mdtzWLreIiIiIiIiIiIiIxKuKFs0XAlcCS4CbgKHAB8BoYJ6Z1U1kNLPWwDygM3B7yFsfeM7Mum3lcouIiIiIiIiIiIhIjBpVMM/pwK3Oua+Tht1rZv8Frgf6A3eH4bcCuwKHOOcWApjZX4B3gT+aWTvnnNt6RRcRERERERERERGRqK3eotk5tyASZE6YGr4PAAjdaJwMzE0EmcP43wL3A22BQyu5uCIiIiIiIiIiIiJShm3pZYDNwvfn4bsDUBuYH5P31fCtQLOIiIiIiIiIiIhIFauKrjNKMbPqwAhgI/BQGLxH+P40ZpTEsD3TTO8S4BKAgoICunbtmpI+ZswYFi1aRMeOHZk3bx7Tpk1LSR83bhzz5s2jsLCQGTNmMHPmzJT0++67jxkzZnD66adTVFTEnDlzUtKnTJlCUVERAwcOZOzYscyfnxornz59OmPHjuWGG25g2LBhLFy4MCX9mWeeYdiwYYwbN45LLrmERYsWpaTPnTuXwYMHM27cOM455xw++eSTkrS6devy7LPPlqSfeuqprFq1qiS9oKCARx99tCS9Z8+erF27tiS9WbNmPPDAAyXp0XXXtm1b/vSnPzF48GDGjBnDCSeckJLesWNHxowZw80338yQIUPo06dPSnrnzp0ZMmQI48ePp1+/fpx77rkp6YWFhfTr14+pU6fSq1cvBgwYkJJ+0kkn0atXL+bMmUOXLl0YPHhwSnrfvn3p0qULCxcupG3btgwbNiwlvV+/frRt25aPP/6YgoICRo8enZI+cOBACgoKStbJ2LFjU9KHDBlSsp5XrVrF+PHjU9KHDx/OqlWr2GuvvVi0aBFFRUUp6ap7qnuqe6p7qnuqewnbQt0rLCxk+vTpqnuqeynz1nFPdU91T3VPdU91L5nqnuqe6p7qXrZsW+ji2MzuAi4Dhjnnbg3DzgX+AvR3zk2M5N8b/zLB3zvnBkenl6xTp05uwYIFlVNwERERke1YcXExLVu2rOpiiIiIiIjINszM3nTOdSorX5W3aDazm/FB5j8lgszB9+G7dsxodSJ5REQqj1lVl0BEpHKMHw8DB1Z1KUREKsc20KhKRETkx6RK+2g2s1HAcGAS8KtI8vLwHdc9RmJYXLcaIiIiIiIiIiIiIrIVVVmg2cxGAiPx3WNc5Er34fE28APQOWb0I8K3+sQQERERERERERERqWJVEmg2sxHAKGAKcIFzbnM0j3PuW2AG0NXMDkoatz5wEfBf4PWtUmARERERERERERERSWur99FsZpcCNwIfAX8HzrLU/k8/d87NDn9fBxQCfzOzO4FvgIvxXWecGNMKWkRERERERERERES2sqp4GeCh4bs5MDkm/UVgNoBzbrGZ/Qy4DbgWqAW8BfRwzv19K5RVRERERERERERERMqw1QPNzrl+QL8c8v8H+EVllUdERERERERERERE8lNlLwMUERERERERERERkR2DAs0iIiIiIiIiIiIikhcFmkVEREREREREREQkLwo0i4iIiIiIiIiIiEhetvrLALe2VatW0bVr15RhY8aMYdGiRXTs2JF58+Yxbdq0lPRx48Yxb948CgsLmTFjBjNnzkxJv++++5gxYwann346RUVFzJkzJyV9ypQpFBUVMXDgQMaOHcv8+fNT0qdPn87YsWO54YYbGDZsGAsXLkxJf+aZZxg2bBjjxo3jkksuYdGiRSnpc+fOZfDgwYwbN45zzjmHTz75pCStbt26PPvssyXpp556KqtWrSpJLygo4NFHHy1J79mzJ2vXri1Jb9asGQ888EBJenTdtW3blj/96U8MHjyYMWPGcMIJJ6Skd+zYkTFjxnDzzTczZMgQ+vTpk5LeuXNnhgwZwvjx4+nXrx/nnntuSnphYSH9+vVj6tSp9OrViwEDBqSkn3TSSfTq1Ys5c+bQpUsXBg8enJLet29funTpwsKFC2nbti3Dhg1LSe/Xrx9t27bl448/pqCggNGjR6ekDxw4kIKCgpJ1Mnbs2JT0IUOGlKznVatWMX78+JT04cOHs2rVKvbaay8WLVpEUVFRSrrq3nZc94BewBygC5Ba86BvGL4QaAsMi6T3C8M/BgqA0ZH0gWF4Yo2MjaQPCd91gVXA+Ej68DB8L2ARUBRJHxOGdwTmAdMi6ePC8EJgBjAzkn5fGH56mPacSPqUMHxgKPv8SPr0MPwG/LpZGEl/JgwfB1wSyppsLn6djwPOAT5JSqsLPJuUfip+XSQUAI8mpfdky3oGaAY8kJTeNTLvtsCfQvoY4IRIescw/Gb8duoTSe8cho/H14NzI+mFYfhUfB0bEElX3VPdq8y6V7h6NdNR3VPdS6Xjnqe6twPUvcj1pH5r6LfGNvtbQ3VPdU91T3VvG6972TLnXNaZt0edOnVyCxYsqOpiiMj2zKyqSyAiUimKx4+n5cCBVV0MEZHKsYP/1hUREdlazOxN51ynsvKp6wwRERERERERERERyYsCzSIiIiIiIiIiIiKSFwWaRURERERERERERCQvCjSLiIiIiIiIiIiISF4UaAdtsewAACAASURBVBYRERERERERERGRvCjQLCIiIiIiIiIiIiJ5UaBZRERERERERERERPKiQLOIiIiIiIiIiIiI5EWBZhERERERERERERHJiwLNIiIiIiIiIiIiIpIXBZpFREREREREREREJC8KNIuIiIiIiIiIiIhIXhRoFhEREREREREREZG8KNAsIiIiIiIiIiIiInmpkS7BzMoVhHbObS5/cURERERERERERERke5M20AxsKMf0nJkd5px7q7wFEhEREREREREREZHtS6ZAswF/Bj7JclrVgevzLpGIiIiIiIiIiIiIbFcyBZoBJjjnXs9mQmZWHRief5FEREREREREREREZHuSqR/mc4HF2U7IObcpjPNhvoUSERERERERERERke1H2hbNzrkHc51YecYRERERERERERERke1bphbNJczsYjOrV9mFEREREREREREREZHtT1aBZuBeYLmZ/dHMOlRmgURERERERERERERk+5JtoLk1cA/wS+CfZjbfzM43szqVVzQRERERERERERER2R5kFWh2zhU7564D9gLOAL4HJuJbOd9pZvtVYhlFREREREREREREZBuWbYtmAJxzG51zjzjnCoF9gX8DvwbeMbMXzezEyiikiIiIiIiIiIiIiGy7cgo0A5jZzmY2CHgUOBr4J3A9UAN4ysxuqtgiioiIiIiIiIiIiMi2LOtAs5l1MrMJwHLgt8BCoLNzrpNz7jbn3M+AUcCllVJSEREREREREREREdkmZRVoNrM3gdeAY4GbgGbOufOdc69Fss4GGlZsEUVERERERERERERkW1Yjy3zLgeHALOecy5DvLaBV3qUSERERERERERERke1GVoFm51yvLPOtB5blVSIRERERERERERER2a5k26K5hJk1AepEhzvnPqqQEomIiIiIiIiIiIjIdiWrQLOZVQNGAwOAXdNkq15RhRIRERERERERERGR7UdWLwMEBgOXAmMBA8bgA89LgSXAxZVSOhERERERERERERHZ5mUbaL4AuAn4Tfj/cefcSGA/4FOgeSWUTURERERERERERES2A9kGmvcGFjjnNgEbgboAzrkNwDjgwsopnoiIiIiIiIiIiIhs67INNH/NlhcALgf2TUqrAexWkYUSERERERERERERke1HVi8DBP4JtAeeC58bzWwtvnXzLcBblVM8EREREREREREREdnWZRtoHofvPgNgJPBT4MHw/zLgsgoul4iIiIiIiIiIiIhsJ7IKNDvnZif9/ZmZHQa0BnYC/hP6ahYRERERERERERGRH6FsWzSncM45YHEFl0VEREREREREREREtkNpA81mdnQuE3LOvZR/cURERERERERERERke5OpRfNcwIW/LenvdKpXRIFEREREREREREREZPuSKdB8bNLfuwJ3Ae8ADwOfA7sDZwL7A5dWVgFFREREREREREREZNuWNtDsnHsx8beZFQF/c85dFMn2FzP7M/BLYEallFBEREREREREREREtmnVssz3C2BqmrSpIT0rZnadmT1iZh+amTOz4gx5i0KeuE+fbOcpIiIiIiIiIiIiIpUnU9cZyaoBbYDZMWn7kFv/zGOA1cBb+C45snFuzLDXc5iniIiIiIiIiIiIiFSSbAPNTwO3mtlK4DHn3CYzqw6cCowGZuYwz9bOuQ8BzOwdoH5ZIzjnHshh+iIiIiIiIiIiIiKyFWUbaP41sBe+m4yNZvYV0DCM/3JIz0oiyJwLMzNgZ+Bb59zmXMcXERERERERERERkcqTVaDZObcSOMrMjgeOAJoCK4D5zrm/V2L5Er7GB5rXm9lLwHDn3GtbYb4iIiIiIiIiIiIiUoZsWzQD4JybTXw/zZXlM/6/vTuN1jWt6zv//VeVRTEjg1CABQWIAyCCBSKxZTCKY1yxY1qNKEqCuoKKmrTt0GjEBFujKHa0mySuFTUuFZfROLZBhCCKAiKCgiJWlYhVTDIVRUENV7/Yz8HD4ZxTu9h7nz19Pmvt9ez7vu5nP7+Xz/qta/+velb18uo91UOrp1UvmpnPPVPJPTNPqZ5Sdckll5yjqAAAAAAAx9MtKprPtbXW/3HKrV+amZ+p/rj68bYOIjzd+55TPafqsssuW3saEgAAAADgmDvvTAszc+PMPHK7f2hmzt+85+G7E+301lqvq36+esDMPHAvPwsAAAAAgJt3th3NU91jZrY7e+KCzXvOhSs2r3et/uIcfSYAAAAAAKdxc6Mz/tst/HvnakzFiZEZbzpHnwcAAAAAwBmcrWj+qg/zb17+Yb7vg8zMbasb11rXnXL/YdUXV69Za71+Nz4LAAAAAIAP3xmL5rXWf9mLD5yZJ1b32VzerbpwZr5zc33lWuunNr9/TPUbM/NL1euq91QPrb66urF6yl7kAwAAAADglrm50Rl74cnVY06594zN6wurE0Xz1dXzqsdV/6y6dXVV9XPVM9dar937qAAAAAAA3JxzXjSvtR67zeeurp64t2kAAAAAANip8/Y7AAAAAAAAh5uiGQAAAACAHVE0AwAAAACwI4pmAAAAAAB25IyHAc7MT9yCv7PWWk/ehTwAAAAAABwyZyyaq8dX66TrO1V3rG6o3lbdZfP+d1Zv36uAAAAAAAAcbGccnbHWuu9a69K11qXVE6trqi+pbr3Wuri6dfWlm/tffi7CAgAAAABw8JxtR/PJfqh65lrr50/cWGvdWP3czNy1+uHqkXuQDwAAAACAA267hwE+pPrLM6y9rnrw7sQBAAAAAOCw2W7RfHX1T8+w9iXVm3YnDgAAAAAAh812R2f8cPWsmbm4em5bxfLd2yqfn1A9bW/iAQAAAABw0G2raF5r/cjMXFN9V/U5Jy29ofoXa62f2ItwAAAAAAAcfNvd0dxa6z/PzE9U964urq6q/mattfYqHAAAAAAAB9+2i+aqTan8hs0PAAAAAABs+zDAZuYhM/MLM/OWmblhZt48Mz8/Mw/Zy4AAAAAAABxs29rRPDOPqF5Yvbf679XV1T2qL6g+b2Y+fa318j1LCQAAAADAgbXd0RnPrF5dfcZa690nbs7M7avnbdY/a/fjAQAAAABw0G13dMajqmeeXDJXba7/r+pTdzsYAAAAAACHw3aL5rXDdQAAAAAAjqjtFs1/UH37ZlTGB8zMbatvrV6y28EAAAAAADgctjuj+durF1RXzsyvVle1dRjg51W3rh67F+EAAAAAADj4tlU0r7X+cGYeVT29ekJ15+rvqudXz1hrvWrvIgIAAAAAcJBtd0dza60/qf7JHmYBAAAAAOAQ2u6MZgAAAAAAOK0z7miemZ9oayzG5Zvfz2attZ68u9EAAAAAADgMzjY643HVj2x+f3y1zvLs2dYAAAAAADjCzlg0r7UuPen3+56TNAAAAAAAHDo3O6N5Zi6cmWfNzCPORSAAAAAAAA6Xmy2a11rvr76muvXexwEAAAAA4LC52aJ54xXVQ/YyCAAAAAAAh9N2i+Zvqf7VzHz+zMxeBgIAAAAA4HA542GAp3hudcfql6sbZubN1Tppfa217rPb4QAAAAAAOPi2WzT/dh9cLAMAAAAAQLXNonmt9aQ9zgEAAAAAwCG13RnNAAAAAABwWtsummfmYTPzizPz1pm5YWYevrn/72bms/cuIgAAAAAAB9m2iuaZ+bTq96uPq37mlPfdVH3t7kcDAAAAAOAw2O6O5u+r/r/qQdU3n7L2R9XDdzMUAAAAAACHx7YOA2yrSP6itdaamXXK2luru+1uLAAAAAAADovt7mi+rrrNGdYurt65O3EAAAAAADhstls0/271tJk5/6R7J3Y2P7l6/q6mAgAAAADg0Nju6Iz/s3px9crqF9oqmb9yZn6o+uTqEXsTDwAAAACAg25bO5rXWq+sPr16U/Ud1VRP3Sw/Zq3153sTDwAAAACAg267O5pba/1R9Rkzc1F15+oda61r9ywZAAAAAACHwlmL5pm5VfU51QOqd1S/uta6uvrbc5ANAAAAAIBD4IxF88zcq3pe9cC2RmVUvWdmPmet9bvnIhwAAAAAAAff2WY0P6O6W/VV1YOqL6j+pvrRc5ALAAAAAIBD4myjMx5bPX2t9ZOb69fMzNuqF8/MR6613r7n6QAAAAAAOPDOtqP5o6s/PuXeK9oao/HRe5YIAAAAAIBD5WxF8/nVDafcO3F91kMEz2Zmvm1mnjszfzUza2auuJnnP2Vmnjcz756Zd83Mb87MJ324nw8AAAAAwO66ucL4KTPz+SddT7Wqr5uZq066v9Za37XNz/x31d9Vf1Td6WwPzsyjqhdUb6yevrn91OpFM/PotdartvmZAAAAAADskZsrmr/6DPeffMr1qrZbNN9/rfVXVTPz6up2Z3n22dX7q09fa71x856fr15T/WD1Wdv8TAAAAAAA9sgZR2estc67BT/nb/cDT5TMN2dmHlA9onruiZJ58/43Vs+t/uHM3GO7nwsAAAAAwN4424zm/faIzevvn2btJW2N8fjkcxcHAAAAAIDTOchF8z03r288zdqJe/c6R1kAAAAAADiDg1w032bz+r7TrF13yjMfZGaeMjMvm5mXveUtb9mTcAAAAAAAbDnIRfO1m9dbnWbtolOe+SBrreestS5ba112t7vdbU/CAQAAAACw5SAXzX+7eT3deIwT9043VgMAAAAAgHPoIBfNL928fupp1h5Vrerl5y4OAAAAAACnc4uK5pm568x8/sx85czceXPvopnZ9cJ6rfWX1cuqL56ZEwcDtvn9i6vnr7Wu3u3PBQAAAADglrlgOw/NzFTfX319dWFbu4kfUf1d9cvV71bP2ObfemJ1n83l3aoLZ+Y7N9dXrrV+6qTHv7H6nepFM/Ojm3tf31ZB/i3b+TwAAAAAAPbWtorm6tuqp1bfU/2P6g9OWvuV6olts2iunlw95pR7J977wuoDRfNa6/dm5rHV925+VvV71RevtV65zc8DAAAAAGAPbbdo/ufV96y1njkz55+y9pfV/bf7gWutx2732c3zv199xi15DwAAAAAA5852Zyvfq3rJGdbeX912d+IAAAAAAHDYbLdofmP14DOsPbS6fHfiAAAAAABw2Gy3aH5u9fSZ+Qcn3Vsz88C2DuX72V1PBgAAAADAobDdovm7q9dW/7N63ebec6tXba6/b9eTAQAAAABwKGzrMMC11ntn5rHVl1VPaOsAwLdVz6j+61rrhj1LCAAAAADAgbatorlqrXVj9VObHwAAAAAAqLY/OgMAAAAAAE5rWzuaZ+byap1h+abqndXLq2evtV69S9kAAAAAADgEtruj+YXV+dXF1eXVSzav92yrrL6y+oLqpTPz6D3ICQAAAADAAbXdovlFbe1avnSt9RlrrS9ba31GdWn1ruo3qgdUr6z+zZ4kBQAAAADgQNpu0fyt1festa4++eZa66rqe6tvXWu9p/qR6pG7GxEAAAAAgINsu0XzR1fvO8PaddW9Nr+/sbpwp6EAAAAAADg8tls0v6b6lpm51ck3Z+ai6l9t1mtrZvObdi8eAAAAAAAH3QXbfO5/r361+uuZ+fXqzdVHVZ9b3WnzWvXo6rd2OyQAAAAAAAfXtormtdbzZubh1XdWn15dXF1VPa/63rXWazbPfcNeBQUAAAAA4GDaVtE8M3esXr/W+rI9zgMAAAAAwCFzszOaZ+aC6m3VZ+19HAAAAAAADpubLZrXWje0dcDfjXsfBwAAAACAw+Zmi+aNn67++V4GAQAAAADgcNrWjObqiurLZual1S+3dRDgOvmBtdZP7G40AAAAAAAOg+0Wzf9h83qv6pNPs74qRTMAAAAAwDG03aL50j1NAQAAAADAobWtonmtdeVeBwEAAAAA4HDa7mGAAAAAAABwWtva0Twzl3fK4X+nWmvdb1cSAQAAAABwqGx3RvML+9Ci+S7Vo6trqufvZigAAAAAAA6P7c5oftLp7s/MnarfrJ63i5kAAAAAADhEdjSjea31juoHqqfvThwAAAAAAA6b3TgM8Lrq3rvwdwAAAAAAOIS2O6P5Q8zMBdWDq++u/nS3AgEAAAAAcLhsq2iemZv60MMAT3hX9Xm7lggAAAAAgENluzuav6cPLZqvq66sfmOt9c5dTQUAAAAAwKGxraJ5rfXde5wDAAAAAIBD6sM6DHBm7jgzl82MQwABAAAAAI65MxbNM/OEmfm+09z/jurN1R9UV87Mz2wOBgQAAAAA4Bg6W0H8tZ0yl3lmPrN6RvWq6j9VH199TfXy6gf3KCMAAAAAAAfY2Yrmh7VVKp/sq9o6BPAJa62rq2am6stSNAMAAAAAHEtnm9H8UdXrT7n3mdXvniiZN36teuBuBwMAAAAA4HA4W9H87uq2Jy5m5mOqu1QvOeW5d1Xn7340AAAAAAAOg7MVza+tvvCk6y9sa2bzb53y3KXVm3Y5FwAAAAAAh8TZZjQ/q/rFmblzW0Xyk9o6BPDFpzz3j6tX7kk6AAAAAAAOvDPuaF5r/VL1tOoR1Ve0NTLji9da68QzM3Pv6nHVr+9xTgAAAAAADqiz7WhurfXs6tlnWf+b6k67HQoAAAAAgMPjbDOaAQAAAADgZimaAQAAAADYEUUzAAAAAAA7omgGAAAAAGBHFM0AAAAAAOyIohkAAAAAgB1RNAMAAAAAsCMX7HeAmzMz6wxL71lr3e6chgEAAAAA4EMc+KJ540XVc065d/1+BAEAAAAA4IMdlqL5r9ZaP73fIQAAAAAA+FCHZkbzzFw4M0ZlAAAAAAAcMIelaP4n1bXVu2fmzTPzozNzx/0OBQAAAADA4Rid8YfVc6u/rO5QfW711OoxM/PotdY1p75hZp5SPaXqkksuOYdRAQAAAACOnwNfNK+1PuWUWz85M39S/dvqGzevp77nOW0OD7zsssvWnocEAAAAADjGDsvojFP9QPX+6vP2OwgAAAAAwHF3KIvmtdb11d9Wd93vLAAAAAAAx92hLJpn5qLq3tWb9jsLAAAAAMBxd6CL5pm5yxmWntHWfOlfOYdxAAAAAAA4jYN+GOB3zsyjqt+p/rq6XfW51eOqP6h+dB+zAQAAAADQwS+aX1B9QvWV1V2qG6vXVd9R/dBa67r9iwYAAAAAQB3wonmt9cvVL+93DgAAAAAAzuxAz2gGAAAAAODgUzQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdUTQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdUTQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdUTQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdUTQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdUTQDAAAAALAjimYAAAAAAHZE0QwAAAAAwI4omgEAAAAA2BFFMwAAAAAAO6JoBgAAAABgRxTNAAAAAADsiKIZAAAAAIAdOfBF88ycNzPfNDOvnZnrZuYNM/ODM3Pb/c4GAAAAAMAhKJqrZ1U/VP1Z9fXVc6tvqH5lZg5DfgAAAACAI+2C/Q5wNjPzoLbK5V9ca/2vJ92/vHp29SXVz+xTPAAAAAAAOvg7mr+0muqHT7n/H6trqy8/54kAAAAAAPggB71ofkR1U/WHJ99ca11X/fFmHQAAAACAfXTQi+Z7Vm9da73vNGtvrO46Mxee40wAAAAAAJzkQM9orm5Tna5krrrupGfef/LCzDylesrm8pqZ+fO9iQcAcIh93dfdtXrrfscA2BMz+50AAI6K+2znoYNeNF9bfdQZ1i466ZkPstZ6TvWcvQoFAHAUzMzL1lqX7XcOAADg8DvoozP+tq3xGLc6zdq92hqr8f7TrAEAAAAAcI4c9KL5pW1lfOTJN2fmouqTqpftRygAAAAAAP7eQS+af65a1dNOuf8v2prN/F/PeSIAgKPDqDEAAGBXzFprvzOc1cz8aPXU6r9Vv159fPUN1Yurx6+1btrHeAAAAAAAx95hKJrPb2tH81Oq+7Z1MvrPVU9fa12zj9EAAAAAAOgQFM0AAAAAABxsB31GMwAAAAAAB5yiGQAAAACAHblgvwMAAHAwzMxUU61lvhoAAHALmNEMAMAZzcx5bX1nvHG/swAAAAeXohkA4JibmTtUT6oeWr21ekX18rXW6/YzFwAAcHgomgEAjqGZmbXWmplLqv9YPb56fXWb6uLq/OqG6k3VC9ZaT9y3sAAAwIFnRjMAwPF0XnVj9fnVx1RPrF5c3bX6qOqjq/tUD6veWzUz5xuhAQAAnI6iGQDgeHtE9ZLqF9ZaN1RvOLGwORzwDm2V0imZAQCAMzlvvwMAAHDunVQav6y6trqotnYtbw4AbG1551rr7fsUEwAAOCQUzQAAx9ufVY+svnxmbrPWunGtddOJxc2uZgAAgLNyGCAAwDE1M3evrtpcXle9vHpp9cfVn1ZXVn93cvEMAABwOopmAIBjZmbOW2vdNDO3rz67unP1sdWDqgdU92hrlMZUz1trfda+hQUAAA4FhwECABwzJ3Yor7XeXT13Zs6vbl3drrpjddfq4uoh1Vtra3azwwABAIAzsaMZAOAYmZmvrP54rfXKmblLdc1a631nePbCtr4vnnYdAADgBEUzAMAxMjN/XX3zWusXZubnqltVr2trHvOV1RuqN1ZvXb4oAgAA22R0BgDA8fKPq7/a/H6H6n7Vo9v6Xvi+6u+qq6srZ+Yt1Xevtd67H0EBAIDDw45mAIBjbmYurj6hemj14OqB1SXV+Wute+1nNgAA4HBQNAMAHCMzM2utNTPnnTgU8AzPnVfda631hhPvOYcxAQCAQ0bRDABwTM3MraqPqz6luk11RfWK6q9PFMtKZgAAYDvMaAYAOEZO2tH8gOr/qR7f1mzmd1bXV39aPaN68c3tegYAADjBjmYAgGPkpKL5BdUDqm+pXlXdu7qs+pK25jU/bq31on0LCgAAHCqKZgCAY2Zmbl+9vfrCtdavnbL2kdWLq9dXX7TWun4fIgIAAIfMefsdAACAc+6jqz+vrqqamQtm5iNm5oK11tur51QPVzIDAADbpWgGADh+3tnWuIwvqFpr3bDWun6tdcPMXNRWEX151cx8xP7FBAAADguHAQIAHBObHcs3VP+oelj1j2bmrtUvVm9p6zDAL9ysfX+VXc0AAMB2KJoBAI6JTclcW4f9XVS9v/qX1Ve3VTRfXH1E9R+q62bmE6trqjconAEAgLNxGCAAwDG0GYnxkdX9qodWD67uX31sdd9qVW+t3lc9fq31+v1JCgAAHAaKZgAAPmAzo/nu1QPbKqAfWX3FWuu6fQ0GAAAcaIpmAIBjYmZmrbVm5vzqAdW92zr47w3VC08arQEAAHCLmNEMAHAMnFQy36n6pupp1e03yz+51vrtmbmkrTnNL1c6AwAAt8R5+x0AAIBz4sT3vm+uvqr68epW1Yur2aw9uvr31WW1VU6f44wAAMAhpWgGADgeTsxLe2L1Y9V3rbWur+5R/clm7U/a2uV8q3MfDwAAOMwUzQAAx8Ba66bNr3esXr3Wet/m+pLqlZvfL6gurf5q8x6HeQAAANuiaAYAOCZm5i7Vn1efubm+tK1y+crNIw9q67DoN+xPQgAA4LBSNAMAHBNrrbdVv1Y9aWYeVX1C9ca11utm5sHVk6pfr5oZ3xMBAIBtu2C/AwAAcE79l+pTq9+r3lvdODM/21bpfE31r/cxGwAAcEiN0XsAAMfDzMxaa83MRdWXVk9o6zDAC6pXVM/e7G4e85kBAIBbQtEMAHBMzcxtqjtX16y13rHfeQAAgMNL0QwAcIzMzGXVTdXbq6vWWtftcyQAAOAIUDQDABxhJ43L+MjqG6untrWLuepd1RXVn1SvrP5wrfWifQkKAAAcaopmAIAjbGbOX2vdODNfXv1Q9RvVr1S3qe5XfVx1/+qTqt9daz3uxHv2LTQAAHDoXLDfAQAAOCc+p3pB9eS11g0zM219F7x1dYe2DgV89+bZm/YlIQAAcGgpmgEAjrYTpfE7qvefuLm2/q3t+s3Pu6q/OWUNAABg287b7wAAAOydk0rjn60+vnrQPsYBAACOKDOaAQCOuJm5W/VH1b3aOvTvP1evqK6q3l5dW12/1jIyAwAA+LAYnQEAcPTdqvqd6qK2Dv379219D3xHdUV1+Wb9x/YpHwAAcMjZ0QwAcAzMzIXVbarbVXep7tPWKI2Pr/5B9ftrra+YmQvWWjfsX1IAAOAwUjQDABxDMzNt7Wr+iLYK6OvXWu/c31QAAMBhpWgGADgGZuae1f3amsl8+Vrr2n2OBAAAHCGKZgCAI25m/rfqX7d1GOBUN1RXV6+rXlW9pvrva60b9y0kAABwqCmaAQCOoJmZtdaamftWz6+uqn6lurC6Z3VJdXF196q11j33JykAAHAUXLDfAQAA2BNTrerTqvOqf7bWuuIDizN3qO5RXdrWjOYPlNPnPioAAHDYKZoBAI6mE4Xx3apXV++ompkL1lo3rLXeVb2r+osPvEHJDAAAfJjO2+8AAADsvpNK4/+7enP12M39G6pm5vyZuXBmbjUzsz8pAQCAo8KOZgCAI+ikMRgvrT6x+qSZuUf122ut120O/nP4HwAAsCscBggAcETNzAXVT1V3qD62rQMAL6iur66sXrn5eeameAYAAPiwKJoBAI6wmbl9ddfqozY/96ruV92/+oTqwrXW/fcvIQAAcBQomgEAjpmZOb+tXc53Rw1JRQAAA0VJREFUry5Ya736pFEbAAAAt5iiGQDgCNvsaH5CW2Mz3ly9aK115f6mAgAAjhqHAQIAHDEndifPzMdV/2/14OratsZmfHv1fTPzJdU7q+etta7fv7QAAMBRcN5+BwAAYHedNALjx6rbVF9T/cPqPdVfbNYurb6iuv05DwgAABw5djQDABxBM3PP6tHV5661nj8zt65u298XzVe0VTS/c38SAgAAR4kdzQAAR8jMnPh+9/HVW6oT85gfXb27umpzfYfqorXWjTMz5zYlAABw1CiaAQCOlhNjM67f/Hza5vqh1RVrrbfNzO2qh1ev26ydf24jAgAAR43RGQAAR8zMnLfW+p8z85rq+2fmyuozq9duHvnC6n+pnrW5Xqf5MwAAANs2f39WDAAAR8nMPKD6T22N0bhb9erqrdVjq39b/cBa610zM8uXQgAAYAcUzQAAR8BmzvLDqjdXb19rvWdz/57VF1WfXj2wurz6qeo311rX7lNcAADgiFE0AwAcATPz0Oql1UuqK9qav3xl9ZfVa9Zab9+/dAAAwFGnaAYAOAJm5r7Vt1WXVg+p7l7dVL2xrRnMV7Q1o/m11ZuqP1trvXIfogIAAEeQohkA4IiamZ+vHl69oPqk6mOq22+Wf3yt9S83BwfetE8RAQCAI+KC/Q4AAMDObWY0n7e5PH+t9f7q4uqn11rffdJzd6seUV194ta5zAkAABxNdjQDABwxJ3Ypz8zbqm+qfnqztJYvfwAAwB6woxkA4IjZlMy3rj6y+tNTR2MYlwEAAOy2827+EQAADqFPrN7b1mGAH0TJDAAA7DY7mgEADrmZeXL1tdX/qP6srcP/HlNdXr1p/5IBAADHhaIZAODwW239p9o/re5V3Wpz//rqZ2fmFdWrqtdWb1prXbMvKQEAgCPLYYAAAIfczJxXXVTdobq4+pjqfpvXT6wuqe5S3VBdWH32Wuu39ictAABwFNnRDABwyG1mLl+7+bm6esXMTFvf9U4cCnjv6mOrT25rvEYzM8uuAwAAYBfY0QwAcIwolwEAgL2gaAYAAAAAYEfO2+8AAAAAAAAcbopmAAAAAAB2RNEMAAAAAMCOKJoBAAAAANgRRTMAAAAAADvy/wOSNR45Z2kuoAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " New Jersey\n", "***************************************************************\n", "# of counties: 21\n", "# of fittings done = 13\n", "\n", " Hudson: surge period 18.27 [day]\n", " Passaic: surge period 20.29 [day]\n", " Somerset: surge period 21.05 [day]\n", " Essex: surge period 21.23 [day]\n", " Union: surge period 21.35 [day]\n", " Bergen: surge period 22.21 [day]\n", " Morris: surge period 22.94 [day]\n", " Burlington: surge period 23.65 [day]\n", " Mercer: surge period 24.24 [day]\n", " Monmouth: surge period 24.84 [day]\n", " Camden: surge period 26.08 [day]\n", " Middlesex: surge period 26.55 [day]\n", " Ocean: surge period 27.46 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [18.0, 20.0]\n", " Bin 1 [20.0, 22.0]\n", " Bin 2 [22.0, 24.0]\n", " Bin 3 [24.0, 26.0]\n", " Bin 4 [26.0, 28.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Hudson']\n", " Group 1 ['Passaic', 'Somerset', 'Essex', 'Union']\n", " Group 2 ['Bergen', 'Morris', 'Burlington']\n", " Group 3 ['Mercer', 'Monmouth']\n", " Group 4 ['Camden', 'Middlesex', 'Ocean']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Maryland\n", "***************************************************************\n", "# of counties: 24\n", "# of fittings done = 4\n", "\n", " Montgomery: surge period 21.70 [day]\n", "Prince George's: surge period 23.32 [day]\n", " Baltimore City: surge period 23.36 [day]\n", " Baltimore: surge period 25.63 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [21.0, 23.5]\n", " Bin 1 [23.5, 26.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Montgomery', \"Prince George's\", 'Baltimore City']\n", " Group 1 ['Baltimore']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Pennsylvania\n", "***************************************************************\n", "# of counties: 67\n", "# of fittings done = 6\n", "\n", " Lancaster: surge period 18.69 [day]\n", " Delaware: surge period 20.50 [day]\n", " Montgomery: surge period 20.61 [day]\n", " Chester: surge period 21.87 [day]\n", " Bucks: surge period 22.22 [day]\n", " Philadelphia: surge period 25.74 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [18.0, 20.0]\n", " Bin 1 [20.0, 22.0]\n", " Bin 2 [22.0, 24.0]\n", " Bin 3 [24.0, 26.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Lancaster']\n", " Group 1 ['Delaware', 'Montgomery', 'Chester']\n", " Group 2 ['Bucks']\n", " Group 3 ['Philadelphia']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Louisiana\n", "***************************************************************\n", "# of counties: 64\n", "# of fittings done = 3\n", "\n", " Jefferson: surge period 20.73 [day]\n", " Orleans: surge period 22.63 [day]\n", "East Baton Rouge: surge period 25.82 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [20.0, 22.0]\n", " Bin 1 [22.0, 24.0]\n", " Bin 2 [24.0, 26.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Jefferson']\n", " Group 1 ['Orleans']\n", " Group 2 ['East Baton Rouge']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " North Carolina\n", "***************************************************************\n", "# of counties: 100\n", "# of fittings done = 0\n", "\n", "***************************************************************\n", " Indiana\n", "***************************************************************\n", "# of counties: 92\n", "# of fittings done = 1\n", "\n", " Marion: surge period 24.70 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [24.0, 25.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Marion']\n" ] }, { "data": { "image/png": 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rkXZZJ7TVzSTtT/DbVqJXW9Ok9Cr4YKoj+x7Neyd/x0npF4fy16Rpj5uA/EjeyJD3f5H0PYnvbXp8+Gxjslx/11HCPizNdHXxt1VvpngP1MQtz8/GfSdp5pdYB9HvsZDS7Y+ahvIFaZaT7jubi//9OTeSXg8fnNoA7BrSdg5lF6b5nvNi0hLbX5OktI9CWrEe0CWs+0yfIXb9Jq3LwjTrPat9cdK2cEjM/BtmWf/EXRotk9L+hQ/2vQ68lJReP7Sx2THz+X2Yz5FZLrcglH8ifLa41wFJ5f8cyl8RM687ifTGZOsQSK8BdZPS64S2Uuy3hZjew/hx+jdG2xH+93w1vodotZjPFd1H1MIH2LaQNLQIPhDu8L/Pyb+XDZLa5NzoZ86wXh3wWfj7Pvx+rHFS/kz8hbodiOnRTAX8ZlDyfqCsx0bptp+4/VZhmmUnftMnx+QlPleJx9Kh/CNk6P2c1Dair2+A32eY76P4Y8laGcok6pquR3PzkP8l8XfCJXo0z8xl28Z3cnkrlD8hkvffEtbP2yE/7q6hfiHv8my3Bb300kuvTK+0TywVEfkF2D28f1bG6ZZlUTZRZo9EgnNuM74XjuGDMclOwY9nPM2V/0OoEj3+GpXzfJM9Fd6HJj/h2szy2Prww5pmVrsU86xnZkPD6yYzm87W3ogDnXMbwPeCc84V+y6dc1/j13d9fK+ROFcm5hOmWYG/LXxnfI/0hESv0BtdUs8u59z3+BP1OP3wJ6O9k5cR3IC/lTyu59d64E8utXfMw2Fe9fEBke+T6vAS/oTv0DT1SNYNf3L6pIt5uJ1zLpu2HcvM6uMvagD8MbT3hESv3XQ9ZhPp9bJYTnd8L8nP8LebJyu35ZSgA74n2nzn3ITkDOfcRHzPqxb43n1R9zjnXs9x+VHXRNrld/iLXVVIepgpvr3VwN96W5hUfgvwJ5J68pbEObc08h0njMWf4J+QZtJHnHPR3uT3hPfDI8v43MX0cnXOPYsfMibdMqLKus8/BcgDJobtLNko/HZ3nJntVcr5ppPt/qjUzOwQfM/uKc65R5LznHNr8Xe+1MI/ZwB88MHwwcBi7cLFP1DzNGBhZD9S1nVfnsq6L46WxUUePppBoo0n92LuhO+V+xzQzszqJqVXIf4ui9PwF6HnxeRlcgr+O417JT/cdzz+++2ZPLGZ1cDfSbMC38M+oXd4v9Y5ty6RGPY514R/L6FkD+D3RedG0rvhf+cmuK09zPPwY3gvdM6l7PPDb+E1+LZ6flJW4jd7YOT3cjW537VzL77jQO9Qv73xPY4nOOfWp5lmm/9m5HhslBPne2YvxPfUTvT6JRwfXszWO7aykdi/prsj4kV8sH5voDb+QcJXh7w7zOyy6ARmVgvfq3pGcvsoLefcEvxwYbvin12RvIx2+O0Q/LqOKs22fRP+YdvTnXPPRPJyOe5JnG+U12+YiPzCaegMEfkls/DuKnC6dGXvw4+z9lszG5IUqLk0vN9D+Uupi5k1xfdQSeGcG5rDMgbjexmeBRxoZrPxPXtOwZ9QrA//xwWm0tkZf1JMmG41/oT3Dufc9OSCZtYSHyg7Gh/YqBWZ154x8//aOfdhTHoiSJJ8YtA6vL8QU/4lIrcymtkO+Cek/w/o7+/iLWYj/lbsqCUuMuSAc26zmX2FH1s4bniSz/G9iUtyRHifkbFUKZlZHfytwPsDf3POTSrtLMJ7xm3LzDrgg+7f4R+Is6YilpOFRHt4Pk3+8/iAwa/xJ8HJ/pPjsuPE3W5dqnbsnPvYzJbhT9ZLZGbV8QH/c/HDX+wMKR0Z4ra50tQ1cfv7Bfj91SEhv2pSkWLD1aSrbngv7fee9nt2zm0ysxfxF25+jR9XORel2R+VRfvwvrOZDY3JT1yIPBDAOfeNmU3DB/4WmdkU/L7ulbhgmpkdjA/w/CXN8nPd5sqkjPviCfhhW14xs4n44QpejgvaZZAcaL7NzFrhg1Gz8d/p1Wwd7iZx63tKOzOzBviLA+Nc/G35mfzWOVdQUiHn3Gfh9/q4MHTNuyGrG7737y0udXin1vjA9NyY2b2A/63+dRb1exAf8O2J7zmdkAh4P5CU1ha/3bs0bbd6eE/+DhP1jBtuYW4W9UvLOfeKmb0F9Daz4fjAehV8ADqdSvnNKOOxUXn5Jz6g3RsYEdJOwj8jYkzyhYoS5IX32N9759zYSNLHwKgwLMw04EYzuz9yYfR4/B0rj2dZh0z64Hu032pm3fB3hzTG70PeBQ4mcuxbmm3bzK7ED5/yPv7uttLK9PuXuEDdsAzzFREpRoFmEfklW47vWdK4lNN9EabL5sp/Yt4pPTCcc0vNbBa+J95JwLQQ+O2MH/vz2VLWKRuJXtUrw3tTtgZwkw0t6wKcc1+G8QcH4U9QL8efFDyFP5n8GB9IyTYwBLDUOde0pEJmdgT+JK0a/iT+SXyPyi34Xr6n4G8hjVqbZpaJk+rkgFaix8hX0cIhCBzt3Vcff3DfiPh1nUm6XimbSsjL5rc90aMlm3FtsxKCzE/jT5L/4Zy7JqZYot7pxiPeKVIubjnt8UGZLfgHGcWdfOe8nCwl5p+uh1UiPVMPonITeqRGlaodB1+SZaAZP878afhte2qYNtH7uD/x2xzEbHchaButK/ixUPvj1+cz+Hab6GXaqxR1XR7eS7vPz+V7Lq3S7I/KIhGsOS680qmb9Pc5+N6i57N1XOLvzWwycLVzLrkdnRbeo+OdfoF/YFZj/HAJ21qp98XOucfC2NwD8EGyPgBm9irwZ+fcrEzTh3l8ZmYfAB1DL85Ez+bZ+G3lx5A2I7x/Q/GLMN3w+/VcxpDNRgG+TfRka6/kuIAv+G1iddxvediO/4cf8iWjSID7QOfce2a2C76X6SLn3BtJxRNtty2Ze+Amt91EPX+MKVce++B78Q/UPRHfe/rVEnodb/PfjByOjcrLI/g7Py41s5tCQDUxZvvdpZhPYp9fi5i7DNJxzj0VxkrfE38xNPnZKqfhL1Tm/NwS59zcMJ75IHzw+Bj8xaTh+PGzp+J7LifLats2s9/jx9l+Fz/k1OqYYrkc9yTuMsx6vYqIZKKhM0TklyzRw6W0D6dLTNc5U6FwUtkx/PtyTJFEr+VEL+aL8SfC95eh11JGZlYF35MF/NOtcc7Ndc5Z9JXrspxzK51z/Zxz+zrnajjndnXOXQzsg/98/811GWkMwh8sH++c6+Kc6++cGxx6aL9STstIHKDvGs0I33deJDlR/vW4dV2e672UEsGscunFZGY74gMlx+B7Mg9IUzQxXvC+ZhYXEN8/vC9Js5yj8IFGh/+e47Yr2BrIap4mP+NySiHx/e6WJn/3SLlkldKzM0jbjoN0nydFeKDkafghAA5wzv3WOffnsM0Nw98Sn5MQdLoSP75kC+dcD+fcNc65oWE5mR4cF5XYdyeCftkqy/e8BSBNOy+PgHRZJerYr4R9UtHDI51zG8L6bo6/wNoDvy574MceTXYa8L5z7v1Iell/b8tLmfbFzrmnnXPH4gPV+fgHdrUEnjKzg7Jc9vP4IE/bMI9PnXMfhWEm/gN0NrPd8RewX3TFHwx7Gj4wmK4XbHl5PCynh5lVNbNGQBfgjUjAF/z6bBDuaEgR2nzDMK9sJILYiaD2BfjgWzS4nfgObynhO+yUTT3Jcj9XgvH44Nzd+N/Tku5Gq4zfjG1xbJSW88PUFOA7Nxyf9BDAV2LaVSaJIG30OCsbiQ4WdRIJ4TegG/5hgbledAbAOfemc+7scNxbwznXzDl3A/7BsVD8+LfEbdvM+uOfK/E20MmlH1Yv7XFP2Cb3wV+wjLsbLrFOo4FwEZEyUaBZRH7JxuF7E51R0gmjmSX39ijAB8tOC7cjptMb34t4MfFDLTyJ76Fykpk1wffMS4zfXN564QMEX+Bv/60MiYD6hIylym4/fM+luTF5x5TTMl7LML+jiPQmDreEvgO0DLdIbi8WhPcuuc7IzHbG98A/Cj92dVxPZsCPFYkfh3CHUD4qUZ9iJ11mdiw+mL0JOM45tyBaJkmijR8fLrIkz2dH4Df44ECmeWQj0XOtY5r8RPprafIrS9p2bGb7Ak2ynM9+4f3JmB6Dh7O1l1Qu9sUfrz7rIkPJhIDFvqWY1wv4244bs3Xs1lhmViUpOJX2ew4n8InxVJO/58Tt3XHrsk1MWlkkbsMuTdA80ebjtr8SOeeWOT+27AnAB8CRYexczGwf/PAUcbehJwJwl5lZugschPlk07tycyib1WfPdV/snPvOOfe8c+6P+Nv/a5D9/jMxfMYJ+Au+z0XyDmbrGMUp4zOHIT+OB54u5Z1ApRYCgpPwxy2dSR/wBb9NJF/ATnY0vk1mu997jK0B7ir4gPMm/PBIyf6Dv4BTmrb7Wqhn3JjHHUsxn1jhLpLJ+H3Kd5Q83nBF/GaUtB+o6GOjzRmWnZB4cG8f/BAjVSldb2aAN8P7ARlLRYRjlAPC8guTso7GB1jLY9iMTMuvCVyEb7uPJKWXuG2b2TX4i1uL8EHmTIHgxHHTiTF5R+OPu+a5mOcdsHWdLsowfxGRrCnQLCK/WM4/BGso/oTx6dA7rxgzO5GksWydHxt3BH48wCfjgtRmdir+NrfN+Kc4xz1EaRM+aF0VH3xtjH/AR3kOZ1DNzC5l61Pjr3I5PPAki+VVSXqwUXL6Jfin1C+i4gLNhfieSwdHln0x2T8srCQF4f0vycGK8ECZkWmm+Qe+jY01s2I9Gc2svpm1Lj5ZhZqGX1/dzey8mDpl1dPZ/IP/nsOP+TzEOTcoi8nGhPfhYb0l5tUWf4v+SmBKZDnH44df+R5/22jGXvHOuY/wwe+m+Ce6J7se36vpwdCjMBcv4y8kHWlmZ0bqfCb+5G4J8eODVqYJ+ItsfwhD9gBFdz7cTPbHh4XhvWNyYuiFfGe0cBkllnGkpT5gtC7+tvWsh4EL++Hf4YNYt5lZD4sZrDfs059la4//J/BjWJ4XbkNP1h8f7H7OOZc8PnNiSJdLkwubWT5+X1ge1uD361k/wMn5h3O9BJxuZr3jypjZr8J3iJk1Mv8wq6g6wI74dZkIkpwe3osFbsLdB/fiAzszzWz/aJnw+3EeWx8mmklimKLSPLyqVPtiM8u3+AfXJgLl6R74FjUH/z1djr+tPTmY/Dz+Tp9rk/5P1gV/waZCg2FJCsL7ReG1ifjf7MQF8ZEhYAYUBc9uCv/eX2yqGEkB7j2Bq/AXK6ZHg2rh/wlAGzO7Lu5uATNrFi54JIwL7zdGfm8a4Hv6lodB+J6pJ0QvhsWoiN+MkvYDhVTssdEqoFGabQUA59wH+HbfFb8PXosfdqk05ob36D4YM9vNzPaLSa+Lb9O18Pvo5N7Ap+ODv1NLWY9YZlYneuErXKwcgz8WGROOTRIybttmdh1+W3oVf9xT0gNIJ+PHoD83+XwmtPvh4d8xcRPi1+lmio8LLiJSJhqjWUR+0ZxzI8LJyhDgv2Y2Dz8+4jr8yeTR+Nvso2MmDsWfaP8ReMPMnsH3lqqOf6p4O3yPyfOcc5lud70XPxZioodOLg8BPDUpaFQHf9JxFP5WzK+BPs4/1TxrIWB+avg3catnezMrCH//zzl3ddIkOwBfmR9/OvFAq6PwvRs/Ak6L6flYXkbjT5r+bWaT8J+5Db4n02TgzAzTZsU597KZ3Y5/qvjb5sco/RE/xuEaYsZddM6NNbPD8EGGj0Jb+RT/gKV98G1sHP7ka5twzv1gZmfhg2kPm1kffE/HWvgHKeWT3THCY/h1/BFQxeIf0PSEcy65l8wj+BO8M4HXzT9oLA8fZK4KXOqcK7rl2sxa4E8EawHT8U+vP4UIV/whlpfje0/fFoJ77+G3y074E/l0DyvLmnPOmVlPYBYw0cym4nvMtsBvN98CF8VdaKpMzrlCM7sWP27m6+YfdPY1fvuph+85dnCGWST8Fx84OT3sO/+N3292wQdTlmeYNtu6fmlmj+B7fC4ys2fxwbrj8BceFuHHGc12fi+Y2en4YOZ44Dozm4u/wLEzvj23w/dO3BCmWReCso8CL5jZo/ht+DB8j7Qv2TrmaMI4/MO3/mxmh+DH1myOXzePA2eUbk3EfpZ1ZvYKcJSZTcC36834HuZvZpj0fHxA837zD5hzzYLgAAAgAElEQVR6BR/4aYz/3lvhHxq4Ah/8W2Bm7+F7WS7DDwPRFf+bcFtScO004LMMF4J+H+r3O+C9sN7fwA9/sif+YXiNKT4cR5zZ+IfOPmZm0/Hf1VLnXNogdRn2xaOApqGehfiA+mGhnktJ6p2YiXPuf2b2Jj6ACqnB5Pn4gPUu+Db4VmTy0/DtvKwPbk0+LogqdJEHBYbfuA/x67Y6MC2uF6Vz7uGwHz4beMfMnsAHO0/Fr8tJoed7th7A93QdmfR/nCvwx2TDgAvN7N/4seb3wP92tcVfyPkklP8X/relO/43e2r4XGfi91/NSlHHWOECU1YPAa2I34ws9gMVfWw0G7/eZ5p/MOpG/HAr0yLl/onvKb8rcLuLeZhoCZ7H76dOoPhFggOAOWY2H/9bn9h3HYffT32Mb1/JTsX38I19VkH4jUz09E38xvzWzBK94//tnLsvaZJOwH1m9hxb95Mn4YPMT+Mf/Jks7bYd2sgw/Pf4EnBlzDXRlO3X+Qe3Xor/TueG383V+LbfIqQXOwcw3+P7cGB2eQ0hIiKCc04vvfTS6xf/wp+g3I4fA+0b/AnlF/gDwIuBmmmmOxx/QvQJ/kR3XZjH34HGWS57Fv4EbRlQNUO5glCuV5r0xGtz+Awf4XviXQE0KON6GRqZd/RVGClfHd+LaTE+UPMdPmg1GKhbymU3jVtGCdN0xQdMv8WfkDyLDx70SrPuCtPNP+mzd4ykW1in7+FPqJbje2/uXML8uuJ75a4I7etLfK/H4fjxbZPLOmBumvlkWsZc/9Oekhb72UPeXviTv09CnVbhg05/yXJ9F5bQPtIttxq+59pb+O1mDT6I3CGmbMcsluHS1K8JPnD0Rfh8S/F3GpRqe0jXFpLyW+CDll/gLzx8ATyEH1O4VPMqoR4Fadpxse89y+//PHzw8Ht8kOshfMAmrh0lvoehkfQGoQ0Vhvl8hL/jY4e4tpqpPunafpjXjfiLV9/j95V34i9QpP3sJazLPOA6/MWIVeF7Wx3+HwTsEjNNW3yQeGVoT5/ie4jtkWYZLUO7/hb/2zAXf6t67DqIW18ltRv8bfHTwmfYkjzfdN9ZyNsRGIjvLbcOvx1+gg+IXAbUCeXq4fffz+MfwrgR377nhvZjodyu+N+e27JY9+3wvxNLwrI3hu/0cXzgskoW7a5qaGcfh+8upd2UsC6z2heHuvwLP0TIOvzv6tuhLTYqZXsbFer4TkxeYtz5iZH06vh945M57CsyveammXZQUpkzMiyjCj5ovxAfLF8f2tPvk7/DTNt2JP+DUGYVUCNDuRr43+B5+KDpRvy2OBt/h0FeTPnBoa1sDG3jRvwD8DLWKc1n+CzLssNJv+8t198MMuwHktp8TsdGGcrWwe8HP8P3gHdAQUwdq+L3nQ5oWdo2HeZxS5j+wEh6E/xQHK+FZfwY2sZ/8BeVd4yUbxvm88cMy5obs80kvwoi5Zvj78ZaFtrZWvxwTb2i2wMlbNuUfOydafv9Df53Zw1+v/4W/ngr9vwCv793wKll+U700ksvveJeiYNDERERERGRUjOzy/CBnmOdc3Mquz4/B2HIoGeA3s65cZVdH5FcmB///0PgZedcmcaID73z3wfuds71y6EuI4A/A/s65z4p63xyWP52s22b2UKgLj74v7mk8iIi2dAYzSIiIiIikovT8L0pNcZn+TkN30s8OgSByE/R1fg7wu4o6wycf7bKbfiHimb1LIk0TsMP77HNg8xJy6/0bTsMj3cYcLWCzCJSntSjWURERERERETKjZnthR8Tfn/gt/ih1Fq7HJ5bYGY74YeCeM75h4xKGYWHr+7qnBtd2XURkZ8XBZpFREREREREpNyYWUdgDn787n8DfZ1zH1dqpUREpMIp0CwiIiIiIiIiIiIiOdEYzSIiIiIiIiIiIiKSk2qVXYGK1rBhQ9e0adPKroaIiIjIdueHH36gRo0alV0NERERERHZjr366qv/c841Kqnczz7Q3LRpUxYuXFjZ1RARERHZ7hQWFqIL8iIiIiIikomZLc2mnIbOEBEREREREREREZGcKNAsIiIiIiIiIiIiIjlRoFlEREREREREREREcqJAs4iIiIiIiIiIiIjkRIFmEREREREREREREcmJAs0iIiIiIiIiIiIikhMFmkVEREREREREREQkJwo0i4iIiIiIiIiIiEhOFGgWERERERERERERkZwo0CwiIiIiIiIiIiIiOVGgWURERERERERERERyokCziIiIiIiIiIiIiOREgWYRERERERERERERyYkCzSIiIiIiIiIiIiKSEwWaRURERERERERERCQnCjSLiIiIiIiIiIiISE4UaBYRERERERERERGRnCjQLCIiIiIiIiIiIiI5UaBZRERERERERERERHKiQLOU2uzZs+nRowfNmjWjdu3aNGvWjL59+7JixYqM040cORIz48gjjyxxGXPnzsXM0r4WLFhQXh+nSGFhIUOHDuXjjz/OuryZUVBQUKblbdmyhZEjR9K0aVNq1arFIYccwpQpU7Ke/oknnuDXv/41tWrVYu+992b48OFs3rw56+m7devGH/7wh5S0NWvWcMkll9CwYUPq1KlD586deeuttyr88zz88MM0a9aMBg0acOmll7Jhw4aU/KVLl1K3bl1eeeWVYtP269ePk08+OavliIiIiIiIiIhIxVCgWUrtrrvuYtWqVQwaNIiZM2fy5z//mSeffJIjjjiCdevWxU7z8ccfc+ONN7LLLrtktYzWrVszf/78Yq+DDjqI3XbbjbZt25bnRwJ84Pj666/POtCcq+uuu46hQ4dyxRVXMGPGDI444gjOOusspk+fXuK0zzzzDGeccQZt27ZlxowZ9OvXj+HDhzNw4MCslv3iiy8ya9Ysrr322qI05xzdu3dn5syZ3H777UyZMoUff/yRTp068dlnn1XY51myZAk9e/bkkksuoaCggBkzZvDXv/41pcyVV17JBRdcQLt27YpNf+211/L888/z/PPPZ/XZRURERERERESk/JlzrrLrUKHatGnjFi5cWNnV+FlZuXIljRo1Skl78cUXOeaYY7j//vvp3bt3sWlOOOEEmjZtyuLFi9m0aRP//ve/S73cpUuXss8++zBgwABuvvnmMtc/nblz59KpUydmzZpF586dSyxfWFjIPvvsw7hx4+jVq1eplrVixQqaNGnCtddey/XXX1+Unp+fz8qVK3nzzTczTv/rX/+anXbaiRdeeKEobdiwYQwfPpxPP/2U3XbbLeP03bp1o1atWjz66KNFaVOnTuXUU0/l+eefp1OnTgB8/fXX7LPPPvTo0YPbbrutQj7PnXfeyZ133sm7774LwE033cTjjz9e1Hv5qaeeonfv3rz//vs0aNAgdh5nn30269atyypILyIiWxUWFtK0adPKroaIiIiIiGzHzOxV51ybksqpR3MFGDp0KGbG+++/zwknnECdOnXYa6+9GDduHADjx4/ngAMOoG7dunTq1ImPPvqo2DzuvfdeDjnkEGrVqkXDhg25+OKLWb16dUqZO+64g/bt29OgQQPq1avHEUccwdNPP51SJjG8w913383gwYPZfffdqVevHt26dcuql2qcaJAZKOph/PnnnxfLe/jhh3nttdcYOXJkmZaXMH78eJxz9OzZs0zTf/nll/Ts2ZM99tiDmjVrsvvuu9O1a1dWrFhRFGQGOO6444qG6Jg7dy4A69ev5/LLLycvL4+6devSvXv3Mq8/8D2Sf/jhB3r06JGS3qNHD9566y0++eSTtNMuW7aMRYsWFZv2wgsv5Mcff2TGjBkZl718+XJmzJjB+eefn5L+5JNPssceexStB4Cdd96Zbt26MXXq1Ar7PD/88AO1a9cu+r9OnTp8//33AGzYsIErr7ySv/3tb2mDzADnnnsuzzzzDMuWLctYTxERERERERERqRgKNFegs846i5NPPpknnniCww47jN69ezNw4EDGjBnDTTfdxLhx41i8eHGxgN+1117L5ZdfTufOnXnyySe5+eabmTlzJl26dEkZg7ewsJBLLrmERx99lIkTJ9KmTRu6du0aG2gcOXIkH374IWPHjuXWW29l/vz5XHDBBSllEgHywsLCUn/WRM/aAw88MCV9zZo1XHXVVSUGCrPx4IMP0rp1a1q1apWSnm29L7zwQubPn8/NN9/MrFmzuO2222jcuDHr16+ndevW3HnnnQDcdtttRUN1tG7dGoA+ffpw33338cc//pHHHnuMFi1aFPveYOvY0iWN2/zOO+9Qs2ZN9ttvv5T0li1bAhT17k03LVBsPeyzzz7ssMMOGacFmDVrFps3by42VvY777xTbJ6JOn366adph0XJ9fO0a9eON954g1mzZrF8+XLGjRvHEUccAcCIESPYc889S7y4cPTRR7NlyxZmzZqVsZyIiIiIiIiIiFSMapVdgZ+zP/3pT1x00UUAtGnThmnTpnH33XfzySefsNNOOwHwxRdf0K9fP5YuXcree+9NYWEhN998M0OGDGHw4MFF82revDlHHnkk06ZN49RTTwXg73//e1H+li1byM/PZ8mSJdx111106dIlpS577703Dz/8cNH/K1eu5E9/+hPLly9njz32AKBKlSpUrVoVMyvV5/z222/p378/Bx54YFHdktdB8+bNSz20RNT8+fP54IMPuPXWW4vlZVvv+fPnM2LEiJQA+1lnnVX090EHHQT4YHki0AmwePFiHn74YW688caiMY2PP/541q1bx1133ZWyDDOjatWqVKmS+RrO6tWrqVevXrE6J4Lx0d7r0WkB6tevXyyvfv36GacFWLBgAXvssUexnumrV6+OvX06Uac1a9ZQt27dtHUq6+fp0KED/fr14/jjjwfgkEMOYejQoXzwwQfccsstLFiwoMTvtmHDhjRu3JgFCxbEDt0iIiIiIiIiIiIVSz2aK1BysLd+/frssssuHHHEEUVBZoADDjgAoOiW/1mzZrFlyxYuuOACNm3aVPRq164dO+20Ey+++GLRtK+++ipdu3Zl1113pVq1alSvXp1Zs2axePHiYnU5+eSTU/7/1a9+BcCnn35alDZ48GA2bdrE3nvvnfVn3LRpE+eddx6ff/45jzzyCNWqbb128dJLL/Hggw8yZsyYUgevox544AGqV68e24s423q3bduWm2++mVtvvZW33nqLbMcnf+WVV9iyZQtnn312Svq5555brOwxxxzDpk2bii4wpOOci10n2dQpUaas0y9fvjx2+JNc61TWaQFGjRrFypUr+fDDD3n99dfZfffdueKKK+jbty+tWrVi4sSJHHjggeTl5XHOOefEBq4bNWrE8uXLs1qeiIiIiIiIiIiULwWaK1C0x2mNGjVi04CiMWlXrFgBwH777Uf16tVTXt988w2rVq0CfGA6Pz+f1atXc/vttzNv3jz++9//cuKJJxbNK1l02IqaNWumLLcstmzZQs+ePXnuued44oknOPjgg1Py+/Tpw8UXX0zjxo1Zu3Yta9euZdOmTWzevJm1a9eycePGrJazceNGJk2axMknn0zDhg3LXN+JEyfSvXt3/va3v3HwwQez5557MmzYMLZs2ZJxui+++AKAXXfdNSU9+n9pNGjQgDVr1hQLxK5Zs6YoP9O0EN9LeO3atSUOUfL9998Xff/R+cbNM1GnuB7UydOW9fMkNGzYkGbNmmFmPProo7z77rsMGTKE9957j4suuojbb7+dwsJCvvnmG/r161ds+tq1a7Nhw4YSlyMiIiIiIiIiIuVPQ2dsZ/Ly8gB49tlnYwN7ifyZM2fy9ddfM2nSJBo3blyUv379+m1TUeB3v/sdEydOZPLkyeTn5xfLf++993jvvfeKDS8BPmh5yy230L9//xKX8+STT7JmzZoyPwQwYZddduHOO+/kzjvvZPHixTzwwAMMGTKERo0a0bdv37TT7b777gB89dVX7LvvvkXpX331VZnr0rJlSzZu3MhHH32UMq5xYizjxDAe6aYFPy5y+/bti9ILCwtZv359xmnBt6G4h/O1bNmSZ599tlj6u+++y1577ZV22IxcP0/UunXruOqqq7jtttuoW7cuzz33HK1ataJz584AXH755bHDY6xevbrYxQ4REREREREREdk21KN5O3PcccdRpUoVPv30U9q0aVPstc8++wBbA8rVq1cvmnbJkiW8/PLL26SeAwYM4L777mPcuHHFxmVOmDNnTrHXIYccQqtWrZgzZw5nnnlmVst64IEHyMvLKzb8Ry5atGjBiBEjqF+/Pm+//TawtZd3tFdsu3btqFKlCpMmTUpJf+SRR8q8/BNPPJEaNWowYcKElPSHHnqIVq1aFX3Pcfbaay8OOeSQ2GmrV69ebHzuqAMOOIBly5axadOmlPTu3bvz+eefFz3YEeCbb75h2rRpdO/evcI+T9TQoUM5+OCDOf3004vSvvvuu6K/161bV6zn9ObNm1m2bBktWrTIejkiIiIiIiIiIlJ+1KN5O9OsWTOuueYarrjiChYvXswxxxxDrVq1WLZsGbNmzeKSSy6hU6dOdO7cmWrVqnHRRRcxYMAAvvjiC4YMGcJee+1V4lAQ6QwbNoxhw4bx0UcfZRzv+K9//Sv/+Mc/6N27N/vvvz8LFiwoymvUqBHNmjUDoGPHjsWmrVevHps2bSqWt99++7H33nsze/bslPQVK1bwzDPP0Ldv35SgerKhQ4dy/fXX88knn8Q+zA7g66+/pnPnzlxwwQUccMABVK9enalTp7JmzZqih9A1b96catWqMXbsWBo0aEDNmjVp0aIFLVq04Pzzz2fw4MFs2bKFtm3bMmvWLKZPn15sOS+88AL5+fmMHTs24zjNu+yyC1dddRUjR45kxx13pHXr1kycOJHnn3+eqVOnppTNz89n6dKlfPjhh0VpI0aMoGvXrvTp04fzzjuP119/neHDh9OvXz922223tMsFOProoxkyZAhvvvkmrVu3Lkrv3r077du3p0ePHtx8883Ur1+fkSNH4pzj//7v/1LmUa1aNXr27Mn9999f6s+TyTvvvMM999zDokWLitKOPfZY+vfvz7Bhwzj88MMZPnx40XeW8Pbbb/Pdd99x9NFHZ70sEREREREREREpPwo0b4dGjBjBgQceWDTMg5nRpEkT8vPz2X///QE/VMGECRMYPHgw3bt3p1mzZtx0003MnDmTuXPnlmm5W7ZsYfPmzSU+wG3GjBkAjB07lrFjx6bk9ezZk4KCglIvOzF2c9SECRPYtGlTxmEzvvvuO2rWrEm9evXSlqlVqxatW7fm3nvvZenSpVSpUoUWLVowYcIETjnlFMAPKXHHHXfw17/+lWOOOYbNmzczZ84cOnbsyN13303dunX5+9//zg8//MCxxx7Lww8/zJFHHpmyHOccmzdvzirYf+ONN1K3bl1uvfVWvvzyS1q0aMGkSZPo1q1bSrnNmzcX63180kknMXnyZK6//noKCgrYddddGThwIH/5y19KXO5RRx3FHnvswbRp01ICzVWqVOGpp57i6quv5vLLL+f777+nffv2zJkzhyZNmhSrU/T7yvbzZHL55Zdz9dVXpwxR0rJlSwoKChg6dCh///vfyc/P59Zbb02Z7qmnnmK33XaLvbghIiIiIiIiIiIVz0oKKv7UtWnTxi1cuLCyqyEVqEOHDhx66KH885//rOyq/GQMHTqUCRMmsGTJEsyssquTs4MOOogzzjiDG264obKrIiLyk1JYWJj2biAREREREREAM3vVOdempHIao1l+0tavX88bb7zBNddcU9lV+Um56qqrWLt2LVOmTKnsquRs6tSpfPXVVwwYMKCyqyIiIiIiIiIi8ouloTPkJ22HHXZIeVCcZGfnnXdm/PjxrF69urKrkrMNGzbw0EMPZRw6RUREREREREREKpYCzSK/UCeeeGJlV6FcnHvuuZVdBRERERERERGRXzwNnSEiIiIiIiIiIiIiOVGgWURERERERERERERyokCziIiIiIiIiIiIiOREgWYRERERERERERERyYkCzSIiIiIiIiIiIiKSEwWaRURERERERERERCQnCjSLiIiIiIiIiIiISE4UaBYRERERERERERGRnCjQLCIiIiIiIiIiIiI5UaBZRERERERERERERHKyzQPNZtbczIaZ2QIzW2lm35rZIjP7i5nViZQdamYuzevqbV13ERERERERERERESmuWiUsszfwe+BJYALwI9AJGA6cbWZHOOc2RKa5CvhfJO3Viq6oiIiIiIiIiIiIiJSsMgLNk4GRzrmvk9LuMrMPgL8AFwN3RKZ5wjlXuI3qJyIiIiIiIiIiIiKlsM2HznDOLYwEmRMmhvdWcdOZ2U5mVhmBcRERERERERERERHJYHt6GGDj8P5VTN6bwNfA92Y2z8y6bLtqiYiIiIiIiIiIiEgm20UPYTOrCgwGNgEPJ2WtBe4B5gFrgBZAf+BpM+vtnCvYxlUVERERERERERERkQhzzlV2HTCz24ErgIHOuZEllM0D3gZqAU2cc+tiylwGXAaQl5d3WKtWqaNxjBgxgiVLlnDooYcyb948Jk2alJI/evRo5s2bR35+PtOmTeOpp55Kyb/77ruZNm0a55xzDgUFBcyePTslf/z48RQUFNC3b19GjRrF/PnzU/InT57MqFGjuO666xg4cCCLFi1KyZ8+fToDBw5k9OjRXHbZZSxZsiQlf+7cufTv35/Ro0fTo0cPPvvss6K82rVrM2PGjKL8M844g1WrVhXl5+XlMWXKlKL8Ll26sGHD1mcvNm7cmIceeqgov2PHjinLbt68Offccw/9+/dnxIgRnHTSSSn5hx56KCNGjOCGG25gwIABnHnmmSn57du3Z8CAAYwZM4ZevXpx4YUXpuTn5+fTq1cvJk6cSLdu3ejTp09KfteuXenWrRuzZ8+mQ4cO9O/fPyX/7LPPpkOHDixatIjmzZszcODAlPxevXrRvHlzli1bRl5eHsOHD0/J79u3L3l5eUXrZNSoUSn5AwYMKFrPq1atYsyYMSn5gwYNYtWqVTRp0oQlS5ZQUFCQkq+2p7antqe2p7antpewPbS9/Px85s2bp7antpeybO331PbU9tT21PbU9pKp7antqe2p7TVq1OhV51wbSlDpgWYzuwEYBNzjnOtTUvkwzRBgKHCCc+7ZTGXbtGnjFi5cmHM9RURERH5uCgsLadq0aWVXQ0REREREtmNmllWguVLHaDazofgg8zjgd6WYtDC8NyznKomIiIiIiIiIiIhIKVXaGM2hV/IQ4EHgEle6rtX7h/e4BweKiJQvs8qugYhIxRgzBvr2rexaiIhUjO1gmEgREZFfkkrp0Wxmg/FDX4wHfuuc2xJTppqZ7RyT3gToC6zCPyRQRERERERERERERCrRNu/RbGa/B64HPgWeA8631N6CXznnZgF1gU/M7AngPWAN0AK4JOSd55zbgIiIiIiIiIiIiIhUqsoYOqNteN8LeCAm/wVgFrABmAK0A07FB5f/hw9O/80595+Kr6qIiIiIiIiIiIiIlGSbB5qdc72AXlmU24jvvSwiIiIiIiIiIiIi27FKGaNZRERERERERERERH4+FGgWERERERERERERkZwo0CwiIiIiIiIiIiIiOamMhwFuU6tWraJjx44paSNGjGDJkiUceuihzJs3j0mTJqXkjx49mnnz5pGfn8+0adN46qmnUvLvvvtupk2bxjnnnENBQQGzZ89OyR8/fjwFBQX07duXUaNGMX/+/JT8yZMnM2rUKK677joGDhzIokWLUvKnT5/OwIEDGT16NJdddhlLlixJyZ87dy79+/dn9OjR9OjRg88++6wor3bt2syYMaMo/4wzzmDVqlVF+Xl5eUyZMqUov0uXLmzYsKEov3Hjxjz00ENF+dF117x5c+655x769+/PiBEjOOmkk1LyDz30UEaMGMENN9zAgAEDOPPMM1Py27dvz4ABAxgzZgy9evXiwgsvTMnPz8+nV69eTJw4kW7dutGnT5+U/K5du9KtWzdmz55Nhw4d6N+/f0r+2WefTYcOHVi0aBHNmzdn4MCBKfm9evWiefPmLFu2jLy8PIYPH56S37dvX/Ly8orWyahRo1LyBwwYULSeV61axZgxY1LyBw0axKpVq2jSpAlLliyhoKAgJV9t7yfc9oBuwGygA5Da8uDskL4IaA4MjOT3CunLgDxgeCS/b0hPrJFRkfwB4b02sAoYE8kfFNKbAEuAgkj+iJB+KDAPmBTJHx3S84FpwFOR/LtD+jlh3rMj+eNDet9Q9/mR/Mkh/Tr8ulkUyZ8e0kcDl4W6JpuLX+ejgR7AZ0l5tYEZSfln4NdFQh7+ybKJ/C5sXc8AjYGHkvI7RpbdHLgn5I8ATorkHxrSb8B/T2dG8tuH9DH4dnBhJD8/pE/Et7E+kXy1PbW9imx7+atXMxm1PbW9VNrveWp7P4O2Fzme1LmGzjW223MNtT21PbU9tb3tvO1ly5xzWRf+KWrTpo1buHBhZVdDRH7KzCq7BiIiFaJwzBia9u1b2dUQEakYP/NzXRERkW3FzF51zrUpqZyGzhARERERERERERGRnCjQLCIiIiIiIiIiIiI5UaBZRERERERERERERHKiQLOIiIiIiIiIiIiI5ESBZhERERERERERERHJiQLNIiIiIiIiIiIiIpITBZpFREREREREREREJCcKNIuIiIiIiIiIiIhIThRoFhEREREREREREZGcKNAsIiIiIiIiIiIiIjlRoFlEREREREREREREcqJAs4iIiIiIiIiIiIjkRIFmEREREREREREREcmJAs0iIiIiIiIiIiIikhMFmkVEREREREREREQkJwo0i4iIiIiIiIiIiEhOFGgWERERERERERERkZwo0CwiIiIiIiIiIiIiOVGgWURERERERERERERyokCziIiIiIiIiIiIiOREgWYREREREREREX7LDqYAACAASURBVBERyYkCzSIiIiIiIiIiIiKSEwWaRURERERERERERCQnCjSLiIiIiIiIiIiISE6qpcswszIFoZ1zW8peHRERERERERERERH5qUkbaAZ+LMP8nJkd7px7rawVEhEREREREREREZGflkyBZgPuBz7Lcl5Vgb/kXCMRERERERERERER+UnJFGgGuNc5959sZmRmVYFBuVdJRERERERERERERH5KMo3DfCHwYbYzcs5tDtN8nGulREREREREREREROSnI22PZufchNLOrCzTiIiIiIiIiIiIiMhPW6YezUXM7FIzq1PRlRERERERERERERGRn56sAs3AXcByM7vTzA6uyAqJiIiIiIiIiIiIyE9LtoHmZsA/gdOB181svpn1NLNaFVc1EREREREREREREfkpyCrQ7JwrdM79GWgCnAusB8bieznfYmYHVmAdRURERERERERERGQ7lm2PZgCcc5ucc4865/KBFsCbwJXA22b2gpmdXBGVFBEREREREREREZHtV6kCzQBmtqOZXQ5MAY4GXgf+AlQDnjSzYeVbRRERERERERERERHZnmUdaDazNmZ2L7Ac+DuwCGjvnGvjnLvJOfcbYCjw+xLm09zMhpnZAjNbaWbfmtkiM/uLmdWJKd/CzJ4wszVm9p2ZvWRmx5bqU4qIiIiIiIiIiIhIhckq0GxmrwKvAJ2AYUBj51xP59wrkaKzgPolzK43cBXwUZjXn4DFwHBgnpnVTlpuM2Ae0B74WyhbF3jGzDpnU3cRERERERERERERqVjVsiy3HBgEzHTOuQzlXgP2KWFek4GRzrmvk9LuMrMP8ENwXAzcEdJHAvWAw5xziwDM7EHgHeBOMzughPqIiIiIiIiIiIiISAXLqkezc66bc25GSUFd59wPzrmlJZRZGAkyJ0wM760AwjAa3YG5iSBzmH4dcB/QHGibTf1FREREREREREREpOJk26O5iJntAtSKpjvnPs2xLo3D+1fh/WCgJjA/puyC8N4W+E+OyxURERERERERERGRHGQVaDazKvgxlPvgh7KIU7WslTCzqsBgYBPwcEjeI7x/HjNJIm3Psi5TRERERERERERERMpHVkNnAP2B3wOjAANG4APPn+Af6ndpjvUYDRwBDHbOLQ5pO4T3jTHlv4+USWFml5nZQjNbuHLlyhyrJiIiIiIiIiIiIiKZZBto/i0wDPhr+P9x59wQ4EB87+K9yloBM7sBuAK4xzk3MilrfXivGTNZrUiZFM65e5xzbZxzbRo1alTWqomIiIiIiIiIiIhIFrINNO8LLHTObcYPb1EbwDn3I743cu+yLNzMhgKDgHHA7yLZy8N73PAYibS4YTVEREREREREREREZBvKNtD8NVt7ES8HWiTlVQMalHbBZjYEGAI8CFzinHORIm/hh81oHzP5EeF9YWmXKyIiIiIiIiIiIiLlK6uHAQKvAwcBz4TX9Wa2Ad+7+UbgtdIs1MwGA0OB8cBvnXNbomWcc+vMbBpwupkd4px7I0xbF7gE+AD4T2mWKyIiIiIiIiIiIiLlL9tA82j88BngeyG3BiaE/5fix1jOipn9Hrge+BR4DjjfzJKLfOWcmxX+/jOQDzxrZrcA3+AfPLgncHJML2gRERERERERERER2cayCjQnBX5xzn1pZocDzYAdgPfCWM3Zahve9wIeiMl/AZgVlvWhmf0GuAm4Fqjx/+3de7T9d13f+ecn+TUJBiEIyD0QgSwQkIqBUGy5iJYquhht6QgjLYpGXYNIh86gBfESFLscQWE6nTKVaVFZYpxWBC8DGSo3RUAKwpRLIiHcknAP1xCSfOaPs3968kvOL/uXfc5vn31+j8dae333/ny+++zXn8lrfX7vb1unp//RnPPCY/hNAAAAAAD2yLInmq9ncZL44pv53SdXTz6G+99TPe7m/BYAAAAAAHtvx6J5jPHwY/lDc87Xrx4HAAAAAIBNc7QTzX9aHZ6BPLa938nJuxEIAAAAAIDNcrSi+VHb3p9Rvah6d/U71RXVHaonVPer/se9CggAAAAAwP62Y9E853zd4fdjjP9QvXrO+cNH3PbSMcZvVN9XvXJPEgIAAAAAsK+dtOR9j6tevsPey/OwPgAAAACAE9ayRfNJ1b122Lt35jMDAAAAAJywli2a/7B63hjj8WOMk6vGGCePMf5p9dzqVXsVEAAAAACA/e1oDwPc7mnV3doak3HNGOMz1W0W33/jYh8AAAAAgBPQUkXznPOT1T8YY3xH9dDqTtVl1Z/POS/cw3wAAAAAAOxzy55ormrO+ZrqNXuUBQAAAACADbTsjGYAAAAAALhROxbNY4xrxxgPWfYPLR4OeO0Y40G7Ew0AAAAAgE1wtNEZo7rjGOPMY/hbY/VIAAAAAABskpua0fyfj/HvzZsbBAAAAACAzXS0ovkHb+bfvORmfg8AAAAAgA20Y9E85/yPxzMIAAAAAACbaceHAQIAAAAAwDIUzQAAAAAArETRDAAAAADAShTNAAAAAACsRNEMAAAAAMBKFM0AAAAAAKzk0E4bY4yXHMPfmXPOp+xCHgAAAAAANsyORXP1bdXc9vmM6tbVNdWnqtsuvn9l9Zm9CggAAAAAwP624+iMOec95pxnzTnPqp5UfaH6/uoWc847VbeonrBY/4HjERYAAAAAgP3naCeat3t+9bw55+8eXphzXlu9fIxxu+rXqofsQT4AAAAAAPa5ZR8G+IDq4h32LqruvztxAAAAAADYNMsWzZdX/3SHve+vrtidOAAAAAAAbJplR2f8WvWCMcadqgvaKpbv0Fb5/Jjq6XsTDwAAAACA/W6ponnO+etjjC9UP1t957atD1c/Mud8yV6EAwAAAABg/1v2RHNzzt8YY7ykumt1p+qy6iNzzrlX4QAAAAAA2P+WLpqrFqXyhxcvAAAAAABY+mGAjTEeMMb4vTHGJ8YY14wxPj7G+N0xxgP2MiAAAAAAAPvbUieaxxgPrl5Xfbn6g+ry6o7V91SPHWM8fM75l3uWEgAAAACAfWvZ0RnPq95dPXrO+fnDi2OMr60uXOz/w92PBwAAAADAfrfs6IyHVs/bXjJXLT7/6+rv7XYwAAAAAAA2w7JF81xxHwAAAACAA2rZovkvqn+1GJXxN8YYp1fPrN6828EAAAAAANgMy85o/lfVn1aXjjFeVV3W1sMAH1vdonrkXoQDAAAAAGD/W6ponnO+ZYzx0Oo51WOqr6s+Xb22On/O+a69iwgAAAAAwH627Inm5px/Vf2TPcwCAAAAAMAGWnZG864ZY/z0GOOCMcYHxhhzjPHBo9z7Hxb33NhL6Q0AAAAAsA/seKJ5jPGStsZiXLJ4fzRzzvmUJX/zl9oau/H26owlv/OkG1l7y5LfBQAAAABgDx1tdMajql9fvP+2ah7l3qPtHemec84PVI0x3l3d8qa+MOf8rWP4+wAAAAAAHEc7Fs1zzrO2vb/Hbv3g4ZL5WIwxRvW11RfmnNftVhYAAAAAAFZ3kzOaxxinjDFeMMZ48PEItIMrF68vjzFeM8Y4d41ZAAAAAADY5iaL5jnn1dWPVrfY+zg3cHn1gurHq+9ta77zOdUbxhjfvtOXxhjnjTHeNsZ42yc+8YnjkxQAAAAA4AR1tBnN2/3X6gHV6/cwyw3MOX/qiKXfH2O8rHpH9W+re+/wvRdXL64655xzjmV+NAAAAAAAx+gmTzQvPKP6l2OM717MS16bOedF1e9W9xpjnL3OLAAAAAAALH+i+YLq1tUrqmvGGB+vtp8UnnPOu+92uKP44OJ6u+r9x/F3AQAAAAA4wrJF8//b9YvldTs8MuOKtaYAAAAAAGC5onnO+eQ9znEDY4zTq2vnnFcdsf7N1eOr98w5//p45wIAAAAA4PqWPdG8a8YYT6oOj9m4fXXKGOPZi8+Xzjl/c/H+3tUfjzF+v7qo+mL1wOqHqmur845fagAAAAAAdrJ00bw4Sfwz1cOrM6qHzDnfPsb4per1c84/WfJPPaV6xBFr5y+ur6sOF82XVxdWj6r+h+oW1WXVy6vnzTnfu2x2AAAAAAD2zlJF8xjj77dV+n6geln11G3b11U/Vi1VNM85H7nkfZdXT1rmXgAAAAAA1uekJe/75er/qe5X/U9H7L29etBuhgIAAAAAYHMsOzrjQdX3zTnnGGMesffJtmYtAwAAAABwAlr2RPNV1dfssHen6srdiQMAAAAAwKZZtmh+Y/X0McbJ29YOn2x+SvXaXU0FAAAAAMDGWHZ0xs9Ub6reWf1eWyXzPx9jPL/6lurBexMPAAAAAID9bqkTzXPOd1YPr66onlWN6qmL7UfMOd+3N/EAAAAAANjvlj3R3Jzz7dWjxxinVV9XfXbO+aU9SwYAAAAAwEY4atE8xji1+s7qXtVnq1fNOS+vPnYcsgEAAAAAsAF2LJrHGHepLqzObmtURtUXxxjfOed84/EIBwAAAADA/ne0Gc3nV7evfrC6X/U91UeqFx2HXAAAAAAAbIijjc54ZPWcOedLF5/fM8b4VPWmMcZt5pyf2fN0AAAAAADse0c70Xy36h1HrP3XtsZo3G3PEgEAAAAAsFGOVjSfXF1zxNrhz0d9iCAAAAAAACeOmyqMzxtjfPe2z6Oa1Y+PMS7btj7nnD+76+kAAAAAANj3bqpo/qEd1p9yxOdZKZoBAAAAAE5AOxbNc86jjdUAAAAAAIDq6DOaAQAAAADgJimaAQAAAABYiaIZAAAAAICVKJoBAAAAAFiJohkAAAAAgJUomgEAAAAAWMmhY7l5jHG76qHVbatXzjk/PcY4rbp6znndXgQEAAAAAGB/W+pE89jyK9VHqj+oXlLdY7H9iupZe5IOAAAAAIB9b9nRGT9dPbX6hercamzbe2X13bucCwAAAACADbHs6Iwfrn5hzvm8McbJR+xdXN1zd2MBAAAAALAplj3RfJfqzTvsXV2dvjtxAAAAAADYNMsWzR+t7r/D3gOrS3YnDgAAAAAAm2bZovmC6jljjG/dtjbHGGdXz6h+Z9eTAQAAAACwEZYtmn+uem/1+uqixdoF1bsWn39515MBAAAAALARlnoY4Jzzy2OMR1ZPrB7T1gMAP1WdX/32nPOaPUsIAAAAAMC+tlTRXDXnvLb6zcULAAAAAACq5UdnAAAAAADAjVrqRPMY45Jq7rB9XXVl9ZfVC+ec796lbAAAAAAAbIBlTzS/rjq5ulN1SfXmxfXObZXVl1bfU711jPGwPcgJAAAAAMA+tWzR/Ia2Ti2fNed89JzziXPOR1dnVZ+r/ri6V/XO6uf3JCkAAAAAAPvSskXzM6tfmHNevn1xznlZ9dzqmXPOL1a/Xj1kdyMCAAAAALCfLVs03636yg57V1V3Wbz/aHXKqqEAAAAAANgcyxbN76meMcY4dfviGOO06l8u9mtrZvMVuxcPAAAAAID97tCS9/0v1auqD40x/qj6ePX11XdVZyyuVQ+rXr3bIQEAAAAA2L+WKprnnBeOMR5UPbt6eHWn6rLqwuq5c873LO572l4FBQAAAABgf1qqaB5j3Lr66znnE3fjR8cYP109qPqW6qzq0jnnPY5y/7nVL1bnVrP6s+qn5pzv2I08AAAAAADcfDc5o3mMcaj6VPUPd/F3f6n6tuqvq8/cxO8/tHpdW4X0c6qfre5dvWGM8YBdzAQAAAAAwM1wkyea55zXjDGuqK7dxd+955zzA1VjjHdXtzzKvS+srq4ePuf86OI7v9vWAwh/td0twAEAAAAAOEY3eaJ54beqH96tHz1cMt+UMca9qgdXFxwumRff/2h1QfXtY4w77lYuAAAAAACO3VIzmqsPVk8cY7y1ekVbDwKc22+Yc75kd6NVWyVz1Z/fyN6bqx9qa87zH+7BbwMAAAAAsIRli+Z/s7jepa1i90iz2oui+c6L60dvZO/w2l2O3BhjnFedV3XmmWfuQSwAAAAAAA5btmg+a09T7OxrFtev3MjeVUfc8zfmnC+uXlx1zjnnzCP3AQAAAADYPUsVzXPOS/c6yA6+tLieeiN7px1xDwAAAAAAa7DswwDX5WOL6w3GY2xbu7GxGgAAAAAAHCdLnWgeY1zSEQ//O9Kc8xt2JdH1vXVx/XvVvz9i76GLTH+5B78LAAAAAMCSlp3R/LpuWDTftnpY9YXqtbsZ6rA558VjjLdVjx9j/Myc82NVY4w7V4+vXjvnvHwvfhsAAAAAgOUsO6P5yTe2PsY4o/qT6sJj+dExxpOquy8+3r46ZYzx7MXnS+ecv7nt9p+s/kv1hjHGixZrP9HW2I9nHMvvAgAAAACw+5Y90Xyj5pyfHWP8SvWL1cuO4atPqR5xxNr5i+vrqr8pmuecfzbGeGT13MVrVn9WPX7O+c6bGR0AAAAAgF2yUtG8cFV112P5wpzzkcd4/59Xjz6W7wAAAAAAcHzc7KJ5jHGoun/1c9X/t1uBAAAAAADYLEsVzWOM67rhwwAP+1z12F1LBAAAAADARln2RPMvdMOi+arq0uqP55xX7moqAAAAAAA2xlJF85zz5/Y4BwAAAAAAG+qkm/OlMcatxxjnjDGO6SGAAAAAAAAcPDsWzWOMx4wxfvlG1p9Vfbz6i+rSMcbLFg8GBAAAAADgBHS0gvjHOmIu8xjjO6rzq3dV/766b/Wj1V9Wv7pHGQEAAAAA2MeOVjR/c1ul8nY/2NZDAB8z57y8aoxR9cQUzQAAAAAAJ6SjzWj++uqvj1j7juqNh0vmhT+szt7tYAAAAAAAbIajFc2fr04//GGMce/qttWbj7jvc9XJux8NAAAAAIBNcLSi+b3V47Z9flxbM5tffcR9Z1VX7HIuAAAAAAA2xNFmNL+g+k9jjK9rq0h+clsPAXzTEfd9b/XOPUkHAAAAAMC+t+OJ5jnn71dPrx5c/bO2RmY8fs45D98zxrhr9ajqj/Y4JwAAAAAA+9TRTjQ353xh9cKj7H+kOmO3QwEAAAAAsDmONqMZAAAAAABukqIZAAAAAICVKJoBAAAAAFiJohkAAAAAgJUomgEAAAAAWImiGQAAAACAlSiaAQAAAABYiaIZAAAAAICVKJoBAAAAAFiJohkAAAAAgJUomgEAAAAAWImiGQAAAACAlSiaAQAAAABYiaIZAAAAAICVKJoBAAAAAFiJohkAAAAAgJUomgEAAAAAWImiGQAAAACAlSiaAQAAAABYiaIZAAAAAICVKJoBAAAAAFiJohkAAAAAgJUomgEAAAAAWImiGQAAAACAlSiaAQAAAABYiaIZAAAAAICVKJoBAAAAAFjJoXUHuCljjLnD1hfnnLc8rmEAAAAAALiBfV80L7yhevERa19dRxAAAAAAAK5vU4rmD8w5f2vdIQAAAAAAuKGNmdE8xjhljGFUBgAAAADAPrMpRfM/qb5UfX6M8fExxovGGLdedygAAAAAADZjdMZbqguqi6tbVd9VPbV6xBjjYXPOLxz5hTHGedV5VWeeeeZxjAoAAAAAcOLZ90XznPPcI5ZeOsb4q+oXq59cXI/8zotbPDzwnHPOmXseEgAAAADgBLYpozOO9CvV1dVj1x0EAAAAAOBEt5FF85zzq9XHqtutOwsAAAAAwIluI4vmMcZp1V2rK9adBQAAAADgRLevi+Yxxm132Dq/rfnSrzyOcQAAAAAAuBH7/WGAzx5jPLT6L9WHqltW31U9qvqL6kVrzAYAAAAAQPu/aP7T6hurf17dtrq2uqh6VvX8OedV64sGAAAAAEDt86J5zvmK6hXrzgEAAAAAwM729YxmAAAAAAD2P0UzAAAAAAArUTQDAAAAALASRTMAAAAAACtRNAMAAAAAsBJFMwAAAAAAK1E0AwAAAACwEkUzAAAAAAArUTQDAAAAALASRTMAAAAAACtRNAMAAAAAsBJFMwAAAAAAK1E0AwAAAACwEkUzAAAAAAArUTQDAAAAALASRTMAAAAAACtRNAMAAAAAsBJ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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Georgia\n", "***************************************************************\n", "# of counties: 159\n", "# of fittings done = 0\n", "\n", "***************************************************************\n", " Florida\n", "***************************************************************\n", "# of counties: 67\n", "# of fittings done = 3\n", "\n", " Miami-Dade: surge period 24.68 [day]\n", " Broward: surge period 25.81 [day]\n", " Palm Beach: surge period 29.17 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [24.0, 26.0]\n", " Bin 1 [26.0, 28.0]\n", " Bin 2 [28.0, 30.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Miami-Dade', 'Broward']\n", " Group 1 ['Palm Beach']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Ohio\n", "***************************************************************\n", "# of counties: 88\n", "# of fittings done = 1\n", "\n", " Lucas: surge period 20.82 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [20.0, 21.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Lucas']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Colorado\n", "***************************************************************\n", "# of counties: 64\n", "# of fittings done = 2\n", "\n", " Arapahoe: surge period 26.32 [day]\n", " Denver: surge period 27.10 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [26.0, 28.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Arapahoe', 'Denver']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " California\n", "***************************************************************\n", "# of counties: 58\n", "# of fittings done = 3\n", "\n", " Los Angeles: surge period 24.67 [day]\n", " Riverside: surge period 26.60 [day]\n", " San Diego: surge period 28.99 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [24.0, 26.0]\n", " Bin 1 [26.0, 28.0]\n", " Bin 2 [28.0, 30.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Los Angeles']\n", " Group 1 ['Riverside']\n", " Group 2 ['San Diego']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Illinois\n", "***************************************************************\n", "# of counties: 102\n", "# of fittings done = 4\n", "\n", " Lake: surge period 26.15 [day]\n", " Will: surge period 26.35 [day]\n", " DuPage: surge period 27.76 [day]\n", " Cook: surge period 28.24 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [26.0, 29.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['Lake', 'Will', 'DuPage', 'Cook']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "***************************************************************\n", " Missouri\n", "***************************************************************\n", "# of counties: 115\n", "# of fittings done = 0\n", "\n", "***************************************************************\n", " Washington\n", "***************************************************************\n", "# of counties: 39\n", "# of fittings done = 1\n", "\n", " King: surge period 31.47 [day]\n", "\n", "----------------------------------------------------------------\n", " Bins \n", "----------------------------------------------------------------\n", " Bin 0 [31.0, 32.0]\n", "\n", "----------------------------------------------------------------\n", " County Groups \n", "----------------------------------------------------------------\n", " Group 0 ['King']\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "'''Loop over the top states and calculate the surge period for counties/towns'''\n", "\n", "for state in states:\n", "\n", " print('')\n", " print('***************************************************************')\n", " print(' ',state )\n", " print('***************************************************************')\n", "\n", " c_surge = Surge(locale='US',sub_locale=state)\n", " print('# of counties: ',len(c_surge.names))\n", " # Set parameters\n", " c_surge.end_date = '4/20/20' # set end date wanted\n", " c_surge.end_date = None # get all the data available\n", " c_surge.ignore_last_n_days = 2 # allow for data repo to be corrected/updated\n", " c_surge.min_n_cases_abs = 200 # min # of absolute cases for analysis\n", " c_surge.deaths_100k_minimum = 41 # US death per 100,000 for Chronic Lower Respiratory Diseases per year: 41 (2019)\n", "\n", " # Fit data to all counties/cities\n", " fit_data = c_surge.multi_fit_data()\n", " \n", " print('# of fittings done = ',len(fit_data))\n", "\n", " if len(fit_data) == 0:\n", " continue\n", "\n", " print('')\n", " for (sort_key,data) in fit_data:\n", " name = data[0]\n", " print('%15s: surge period %1.2f [day]'%(name,sort_key))\n", "\n", " # Create clustering bins based on surge period\n", " bins = c_surge.clustering(fit_data,2,'surge_period')\n", "\n", " print('')\n", " print('----------------------------------------------------------------')\n", " print(' Bins ')\n", " print('----------------------------------------------------------------')\n", " for k in sorted(bins.keys()):\n", " print(' Bin %i %s'%(k,bins[k]))\n", "\n", " # Use bins to create groups of counties/cities based on surge period\n", " county_groups = dict()\n", "\n", " for (sort_key,data) in fit_data:\n", " county = data[0]\n", " param_vec = data[3]\n", " key = c_surge.get_bin_id(sort_key,bins)\n", " if key in county_groups:\n", " county_groups[key].append(county)\n", " else:\n", " county_groups[key] = list()\n", " county_groups[key].append(county)\n", " \n", " county_groups = [ county_groups[k] for k in\n", " sorted(county_groups.keys(),reverse=False) ]\n", "\n", " print('')\n", " print('----------------------------------------------------------------')\n", " print(' County Groups ')\n", " print('----------------------------------------------------------------')\n", " for g in county_groups:\n", " print(' Group %i %s'%(county_groups.index(g),g))\n", "\n", " # Plot the surge period for all grouped counties\n", " c_surge.plot_group_surge_periods( fit_data, bins )\n", "\n", " print('')\n", " print('')" ] }, { "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": "3.7.1" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }