{ "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 State 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) Import COVID-19 data.](#data)\n", " - [3) Configure run.](#config)\n", " - [4) Fit model to data.](#fit)\n", " - [5) Analysis.](#analysis)\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 conties/towns: 62\n", "# of days: 128\n" ] } ], "source": [ "'''Import data'''\n", "\n", "# Get the US surge data for New York\n", "us_surge = Surge(locale='US',sub_locale='New York')\n", "\n", "print('# of conties/towns: ',len(us_surge.names))\n", "print('# of days: ',us_surge.dates.shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Configure Run](#toc)" ] }, { "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 = 200 # 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": "markdown", "metadata": {}, "source": [ "## [Fit Data](#toc)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Nassau: surge period 18.04 [day]\n", " Rockland: surge period 18.62 [day]\n", " New York: surge period 19.02 [day]\n", " Westchester: surge period 20.12 [day]\n", " Orange: surge period 23.46 [day]\n", " Suffolk: surge period 25.34 [day]\n", " Erie: surge period 26.67 [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", "print('')\n", "for (sort_key,data) in fit_data:\n", " name = data[0]\n", " print('%15s: surge period %1.2f [day]'%(name,sort_key))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot all data in one plot\n", "us_surge.plot_multi_fit_data( fit_data, 'experimental')\n", "# Plot all fit data in one plot\n", "us_surge.plot_multi_fit_data( fit_data, 'fit' )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Analysis](#toc)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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", " Bin 4 [25.0, 27.0]\n" ] } ], "source": [ "# Create clustering bins based on surge period\n", "bins = us_surge.fit_data_bins(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 states based on surge period\n", "state_groups = dict()\n", "\n", "for (sort_key,data) in fit_data:\n", " state = data[0]\n", " param_vec = data[3]\n", " tshift = data[4]\n", " key = us_surge.get_bin_id(sort_key,bins)\n", " if key in state_groups:\n", " state_groups[key].append(state)\n", " else:\n", " state_groups[key] = list()\n", " state_groups[key].append(state)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*****************************************************************\n", " State Groups \n", "*****************************************************************\n", " Group 0 ['Nassau', 'Rockland']\n", " Group 1 ['New York', 'Westchester']\n", " Group 2 ['Orange']\n", " Group 3 ['Suffolk', 'Erie']\n" ] } ], "source": [ "# Create state groups\n", "\n", "state_groups = [ state_groups[k] for k in\n", " sorted(state_groups.keys(),reverse=False) ]\n", "\n", "print('')\n", "print('*****************************************************************')\n", "print(' State Groups ')\n", "print('*****************************************************************')\n", "for g in state_groups:\n", " print(' Group %i %s'%(state_groups.index(g),g))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the normalized surge for groups of states\n", "us_surge.plot_group_fit_data( state_groups, fit_data )" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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ekPfhkHd4yrht8BfSG4EWsfy18S1RfiHWco0KtGgO+SaHfNeUc3t1ofQWzctDnv0S0qIWzdk+PtmczC2aoxYYawkttPE/DPdMyNsQ3wpyFbHW3PiAgMO3gq6bMn4XfGuQ1aQ8akhRC9qPgB1TxtfBBxCKlZeiFsVPJCx/VEi7NDY+asUzgfTW8GeF8avwQY3UrieOCGlPZlh+/5RxtfHBtEwt3ZrEx5Wxrhwa5r2MlEc78YFBR6wFckp6u5D+apbLGR/y3xAbf3MYPyTDdHeG9EFZLif6nrrExhu+VZsDzoil9SX5iYZoXj8AB5dxu+aGabtR1HpuLSndTJChRTM+ILARODU2vhG+b/d1pDw+jG/lVgA0TBn3CvAmPiAwOWX8QWGZ95dxfR4L003CB7Y/ArZLyBe1VHwyVp92p+hY+puU8akt40ZmWHZaCzt8f98OH5BrmGX5B4Rpni/jem+DD+I44KRYWr8w/j+x8eVt0ezCZ6OU8Q3wNx5/ARqnjC/xkXkytGhOKVv8OFY3bM8NQJuU8Wvxx59irRKBnRLGDQnzb5cy7t9h3Jll3PalrUNi1xnx+hLb7nOJdXlAUcvQG1LG3RXGHZ0w/8ZZlv8vYR45KeNuwwf4XwT+mzK+Jr5l8HsJ8zkpzKdYi/MMy41adz6PP8YkDanfT/QU1eiEeUX72oCUcV3DuI+BnVPG16KoG6TLY/Mp1no4bANH8tMkH+Fvcm6fsF63kH5sqYkPOqd9XxQ91fEB6cfGevgbeS5eplK265dAQfj/6DD9wSnpuYTrQYquoeL7ebTOQ2Lju+CPjV+Sfn0T1c0NwO8SylRq1xlAywzTvRzq4i5l2H8Sn8TIsNxmodz/SkiL1iurJ7Io6uotsfVzSt2IDz/iGyEkPoGAv4G3gYTuOBLy7oh/EqKA2JMs+JsGDt+384+xMvwEXJFhnmXdt18I+fvFxueVsn2ibj2Snk6Lrn+uzXZf0KBBw//moBbNIrI1iloEJL3kI5vplmaRN8qzRzTC+Zd3TcQHqc6L5T8B359xnnPuyzKWqzSfh8+dK3m+qZ4On6PMrLB1VmgBEr38cFszq1uGeTYys1FhuNHMnqHohVDDnHPrwLdac84V+y6dc2vw23sHfD/ASS6J5hOmWYF/9LAhvkV65Jzweb1zblVK/vUUvZAq7lL8j4hzU5cRXIf/kXFGwnQ/4n9IpLbI/XuY1w74oE7hm9mdcy/jA+dtM5QjVS98IP8pl/ByO+dcNnU7UXgL+uTw5+Uu/WV1DcPnmgyTR+MbZbGc4/EtuJZR/A3nlbacUnTCB65ecc49nJrgnHsM31JqX4peRJbqXufcW+VdsHNuLb7f2voUtfRNFFrHdsY/vfFobD6rw3zq4H+gRubgA6Kdwzwa4G8EzMZ3AZPacjInZZqy+D3+uNQf/zj6mWG94s7F/3AfklqfnHNfAGNIPpaCP/5enzC+kJltY2b34vv7fQTfp2WmehNX3nNIF3z3Av90zk1LTXDOPYBvVXigmf22jPPN5I/he46W8T0+sFoT3xK33ELLupPxgZ/bU9PC8e5K/Hd7WshvIfln/HdKbJpv4uPwL0Jb6pxbkDKuvNu+Ml0aPs9zzn2XmuCcm4C/yZR0bI+fB3DZv5g02sfi+998/BM8e5tZ0zD+t/ibCkn7ZW98lwfFWiuWIgd/vEgaUp/eeBx/M+2slO88cjZ+G0xJGXdu+LzGOfd1NNL5F40NCX9meiopVdRa+ezUkeGlZi2B6dF3ZWa18P3/fwb8KXZsKUhZbup3GF0DXJt6nHDO/QiUtyVvJGq1PCCUryF+38p4PRheenskPog+LjXNOTcX30p5V/w5P26Kc+6FhPGlcs59nDBuPf7mb238Ma7SOeeW4BsGHGZmv44lX4C/Prq/2ITJov0k04uS38Df+GuBv2nWHP9i8B/wNz+vjk8Q6vqJ+G5jvipp4eFJnkmEp/Fc8aeBdgmfY/HXfi3x1yyn4G8g/cXMTk2Yddb7tpn9EX+T5zX8jZVUFbmOiupr04Q0EZFCW9MbbkVEItGPH7cJp8uU9z78o8vnmNnIlB840ePr95axTNlIK4uZNccHeNI450ZVYBkj8G+kPhloY2Zz8C19TqCo78N6JAQYStAQ/yOWMN0q/GORdzrnnknNGH54XIH/4bU7PniWKukRvzUu5fHdFFGwdYeUcYeEzxcp7mVijx6aWT18a89vgMHFf28DvmVKm4Txi0NAqJBzboOZfYXvlzepi4LP8a2JSxN1GVGW7hpKFR7ZfAr/6PNfnHNTSpmk2CzCZ4n7Vuh24O/4H3wnOf9IeaUvJwtRfcj0Y/0FfJD5YHwL4VSvVXDZ4I8jl+CPI7e7zF35dAyfDc1sVEJ6dPMptR6+gG+lmIP/Tjvjrwfn4G9o9DGzNs65D8jweH5pnHPfmtn1wN34IPj8eB4z2xnf/+jHGep8tMykgOlbIWCUSQ38DaXj8C0a/+ScK0udKG89yqbetMOvU0XricMHTOKSjm/lcSjhpVQZ6lZ0U7ENgHPOmdnf8ee698xsCv7Y+Uo8WAtgZrvi6+9d8aTwWdF9uCI64gOmZ2U4ttcAmphZfefcD/jg/iB8V05T8S0C52Wo15mkdWsT9o/98ftqVJ9y8AGsTN1m1MLX+dkZbuyU5Ern3I2lZXLOrTWzJ/BP4XSNyhC6gtgbeCR2QyfjPuGce9fMVgCtzaxO6g3WBFPw3WCcZWYjUvbnfuEzNyXvr/GB+GXAiAzf4c+kHxdLugaYSwXqo3Mu38yeB04PAcAz8ddLSd13FCtP7KZu5AWgD/5YEj8fl/vYYmYt8N025eCPz/HGA0nXWpXlbnzf0gPx57+oC6uD8U90Lc9yPlEXGInXD865x2OjlgATzGwh/ibysHDeTa3H7fHb47Ysln8HvsuVOfgureKixhrznXOpN1keD3V1Cv5GXuHN47Ls2yFIfRO+/p+cof6UOIvwmVTno4YYO5VxniLyP0aBZhHZGi3Ht0bcs4zTfRGmy+ZOfTTvtBYTzrklZjYb/9KtHkBeCPx2w1/MPlfGMmUjalUdtRZqTlEAN9Wo8i7AOfdluOAfjm9B8wf8RfzT+FaXn+ADu2XpE3KJc655aZlC38QvUBQMewrf6mMjvpXvCfjuNeJWJ4yDoqBxar+ZUQuPYi1VQhA43iptB/zF+M4kb+uSZGpFUlBKWjbn7KgFyucl5iqDEGSegQ+s3uqc+3NCtqjcDRPSALaP5UtaTkd8gHwj/iWPST+WK7ycLEXzz9QiKhpfUoufcgt17k/4/esvwLEZskY/qI8KQybbpfx/Pj6QH7WczMEHXf5F6J8ayDGz/+Jv7Lxfzqcw1sU+4zblNt4GX19/Ap4uY5AZ/DkEyn4Oqcg6ldXPCU9SQPLxrTyiutWRohsaSVLr1oX4l4X2o6gV6C9m9jT+KYj8lLwn4gO28f5Ol+PPYWXd9pUiPLETfY+lHdu3A35wzr1sZl3wQaW+hOCnmb2P7+JlamnLdc79aGav4vtpbogPJhv+nLcQ/4RMFGjOwR8n58Zm8zt83cq2D9nyysUHmvtRFECOAr4PxPJG2zLTPvsFvoVnQ3xrzUSxAHcX4J/hCaqT8XXm+ZTsUd1tQ8nfYWrdjcq5ImHZ682s2M2SMvob/hh9Mr4F92f4rkMy2eznIDPbF39+2B4fcJ+Jv9bagL+JcAbJ11qVZRb+WvIsM/tzOL4NDGn3lGE+0XEx3iChRM65+SHY/Bv8UwOzU5J7h88ni02Ywsz+ir8+fh44PrTcj/sWfyMkaV7/wO/bB8RuvmS1b5tZX3wL5s/xXV98lpCtItdR0Y2HTOd1EREAdZ0hIlul6AUgZX05XTRdt5IyhR+iXcKf/07IErVajloxn4f/wXh/rLuECguP6B0Z/nwV/GOVzjmLDxVdlnPua+fcpc65vZxztZ1zuzrnzsM/fmj4F2BtCsPxF7fdnXPHOucGO+dGhBbar1bSMqIL6l3jCeH7jr8kJsr/VtK2rsztXkZRcL1SWh2FbhVm4lu9/sU5NyRD1o/wP0b3yvBip33C5+IMyzmCov46uzvnkvYr8H0bAhR7EVU2yymD6PvdLUP67rF8qSqlJaZzbgY+iHOMmWUKIkfLv7SUehg9Fh49sv4v4Nehe4QcfKvTH51zi/GtoLpR9Hh+uR7BzsKm3Ma/4NfrB3wr05KC8Emic0EHS3npWxbKs07ROSHTi0OrSlTGG0qpW4U3QZxzvzjnbnHOHYDfBifjb1L1BmbGjg298cHT+MtDy3v+rhSh9d8PwBelHdtTH6F3zr3knOuBvwl5BL7rlz2BKeH4lo0X8DcIuuLXfy3wWrhRMhd/A6guPvD/pkvpNiXojT8O55Vz9bP1T/yN85PMbDvzLzA8heIBXyjh3BpE+0Q2gdwoiB0FtU/EB8smx66tomU+Usr31yZhml2ICeu3fXx8GU3HB7FH42+Ql3Y9WBXnoCvwx5wznHO/C9d7V4drrbJ2n1RmoZ7fE8rQN+UlgJ9StkYa0c2C0l7ulyRqsBE/7vcGFjrnPk2ayLy78S/DfRboleFGIBRdxxRrDBEaa/yIv6ZODZSXum+b2Rn498csAzq7hG5QYssvz3VUtE2L3ZAREUmlQLOIbI0m4QMNJ5nZfiVlNP9m8kgu/kKud0IfcanOxbciXkTyY5ZP4VuU9DCzJvhuLKL+mytbf3wL7C/wP/6qQhRQf7jEXOW3N7DK+X4J4zpX0jLeLGF+RxALAoVHF9/DB+t2rKQyVIaoi4JMLWCzFlrVPYdf/+sztGQGfD/awDz848BJQZWoPMWClmb2O3wwuwA4yiV0s5AiquPdw02W1Pk0AA7Dt7QpaR7ZiPpY7pIhPRr/Zob0yvJHfNDgZpKv2aL1zDaQFYmCBqfiH89PDSK8gF+/o2J5K5Xz/bUuA1qYWbOELF3DZ7m2sXPujTCPtfgnS44rw7Qf4AOg2wGXlZbfzGqH/5an3kSPdzdJyN8uYVx5RI9Ol6WV86v4ulfWugWAc+4r59xU51xv/LGhNaFf/HBs6YrvSz7+WPf9obynmdk+lCB2/s6kPOs+H9jdzPYuwzSAb/3qnPuXc+4q/P5r+Mfos5HaT/PvgJdSWkTOwQcdB+Jblabtl6EP2RPCNNn2C10uISA4GR+MO4migO9DCd9nxn0iXJ/tAnxQQlAu1Qv4lsAnhRtAmVpRv4O/WdDJUt4pUYqSrgG6UNSdQLmE7/EB/M2HjZR+PRhttyPj57qgPMfH0vaFvaHwBcdxlXGttaGEZUfuxz+JMhDfgro+8LcyPpXydvhsXZbCheNJ9C6MT1LGt8EfuxJbM4fv52/47nNmACe4kruBifbd/RPm1Qx/3vmWcBMhm33bzM4BHsTfADoyU0A8iK7DjkmYz3743xSLnXNJT8ZF23RhCfMXEVGgWUS2PuHx3FH4F5fMMLPEH+tmdgwpfdk635/iGPzb0J9KClKb2YnA7fgL5j8ktUhxvu/QXPwF9cP4HxbPZLhoKxczq2lmAyh62/1lpVzYVnR5Ncxsu4Tx5+NfBrWQTRdozgd2NLMDY8s+D99FSWXIDZ9XpQaOQ0umGzJMcyu+jk00s2ItD81sBzM7pPhkm1Qefnsdb2anJZQpq5bO5l/89zy+z+eRzrnhWUw2PnyODtstmld7/OPkX+NfYJS6nO747iHWAznOuRJbxYcWOs/hH62/MJZ8Df5H6YPO95taEf/G30g63Mz6xMrcB/8UwWKKWl9uEs6/VPAhfH/gxb5P51+i9jLwf2Z2bjwdwMwOMLN4K73oh+ZQih7PT01riH/8N+nx/Mo0CX+cvDk1mGJmu+H7qHRU4Aadc+5tfIBkJfCEmfUuZZJUF+GDVSPN7OKkgJWZtTCzaRT1p/pPfOu7bmbWM5b3THwr8XdIf/oj6iJmQCz/IfjvoMJCkOt7yvACJ+dfHDoVvw/8KcP672PhBXVmVt/MuoSgSGqe2hS1zI6CiT3xx85igZvQqn4MvjXfTDNLfAlq2L5PZbEqUWCmLC+vujV83m++L+n4srczs0NT/u4cbnTFRdP+mOVyo25tTsG/ICy+X0LRy2njN+064QPRJT7aX4lyw+fZFL2gLx7whaL9d2Ts3FoT/zJXOj5JAAAgAElEQVQ0yPIlbyHY+CA+EHcR/smL18KNodR8P+H7+20G3Jp0Q8LMfmVmqYHISeFzRLgREuWrRykvHi2DW/AtU7u7hBccp3L+/RIv41udph0HzOxIfIB/BWVovZ7FcSAffz5ICyqbWS98lyUVtRKoGZ6kyVTGlfgXTnbAv5TvF8p+DpgbPjvEE8yskZkdkDB+W/z19G7A2+HcEfm/8Fls37KiF/+dh+/24v9C/SvJA/gboANS62A4xt4U/pySElwvcd82swvw+9DH+JbMSd1lpJod8h5lZoXX0GH5UT/t45MmpGibVlXDFhGpJtRHs4hslZxzY8IPmZHA62Y2D1iAv7jbFR8o2ieMSzUKH6y6HPiPmT2Lb7laC3+xdyj+x/JpruS3ev8N+DNFrcEq8hLAE83380woW9Mw393xLR4GOuceK8sMQ8D8xPBn9GhmRzPLDf//xjn3x5RJ6gFfme9/OnrB3hH4wMnHQG+X3BddZRiHDyj/y/wLptbgW/odjg+E9Clh2qw45/5tZnfgH3t81/wLnX7BtyL5loR+Ep1zE83sN/gfgR+HuvIZ/k3jLfB1bBLw+4qWL1vOuZ/N7GR8MPbvZjYQH7yog++vMofszv1P4Lfxx0ANS34Z2HTnXGqrlkfxP8j6AG+ZWR7+Mcu++GDiAJfyUjDz/UH+I5TtGeAEMzshYZ3iy/4DvoXkX80sB/gAv192xQd/r6KCnHPOzPrhf5A9Zmb/AD7Et2o6Ef9j/exSHn2uLFfhuyDI1LrydHzQ6X4zuwTfEnU1/gbXgfhWUx1Jf9T1LfxLfXYhPJ6fkhYFt3YBFiQ8nl+ZbsDv2ycD+4Z9qD4+0LYTcG0Ippebc+5DM+uMX68pZnZmNsdL59zbZnYsPujxV2CI+ZegfokPdLXFnxM24AMiUd/a/fB9jU43syfxdfLX+Fata4B+sdZ5U/HnnXPMv4hrAf5GyvH4x+1Pqcj6p5iDP5c8CfwH/wTBC865eSVMMxDYCx/8ONfM/oV/AeoewH74vkx74497DfDBh0/M7LUwri7++22FD5xErQR74+tdah+oqUbijxlXAm+a2b/xLz78AX++6owPxGZzo2cO/rieG9Z9Lf78NiHTBM65Z8IxbxTwkZnNxN9A2B7/3RwZyh6dQ6/EB+Tnhnw/4ve7Y/DbK9tA6i9hG0fBnzkpaYvMbBl+v476VE+VVR+yJeiWeoMw5hvn3J2xsn4cvpeu+BtSrzvn3o9P6Jx7wXy/tZfgXxI5FX9j8Tj8OekF/M37bD2A707rOnwdSQpuE/IcEJbb28z+SVF/0K3wx8Qh+ON6VM6/UfQyy6lhvXrjuwSpcCtx59wK/D6drQH4YPMd5p/IeAsfPD8Zf33SP8uW4KlKOg7ciW9F/JSZPY5/Z8WB+KdbHqfix6I5+Hd85JnZLHw9+Ng590gs3934FybuATye2kVNlt7EB82PMjOLHW93A942szeAd/F1Ylf8EwTN8Ot8emx+vYGPXPJLea/H32hZG+Y3zIq/fHKBc+7p6A/n33kyCH/TZIH5vsdX4velg/B1clhs+ZAc6D4GmIC/QfBP4PyE5aftv+E4cw7+OvGpcF29HP89H4wP1Mdf0hq9kLArPhCf9KJtEZEizjkNGjRo2GoH/A+ZO/AXgN/hf6B9gW/JfB6wbYbpfov/AfMpPrAcXUTeAuyZ5bJn41vkLQW2KSFfbsjXP8P4aNgQ1uFj/I+Vi4Ady7ldRsXmHR/yY/lr4X8sL8L/2P8B/3jiCGC7Mi67edIySpmmJz5g+j0+iPYc/sd+/wzbLj/T/FPWvUtsvIVt+gH+0c3l+IvthqXMrye+Ve6KUL++xAfuRgOtY3kdMDfDfEpaxlxCg66UcYnrHtKa4n+sfRrKtBIfgLwqy+2dX0r9yLTcmviuBt7B7zff4oPInRLydsliGS5D+Zrgg/hfhPVbgg9WlGl/yFQXUtL3xT8i/gX+h/0X+BbG+5Z1XqWUIzdM2y1D+g0p2+T8hPQG+B+mb+CPVevCdz8DuAConzDNtDC/GQlpi0LaTWVdl4T6mVtKvnr448j7+MDD98BLQJ+EvK3DPCeUML/5wPqE8c3wx84C/E2CbNejAb4LhBfxrfJ/wQeMX8fv400TptkP+Dv+WPAL/ljyALB3hmU0xwecV+ODlPPxAZljwvoOzWYdQ9rvwzSnxsbvATyGP05tSJ1vSdsV303D4LDM78J3tAR/frsE2CEl31B8/6RLQ74V+JtCA4CaIV+dUEenZLHt98cfx94P9eLnsC1nhPpVO5u6gb/puwh/XHfAh1luy874/SQ6zqzAB7FuAQ5OydcjfL8fhG20Fh8sug1oUsb95opQxq8Bi6U9ENJeTJjuI3zr3rLupzdS+nH4wwzTnp+S58JSlnNWqAvR8emd8L3UTsj7ZaZlhvR/hWX+RAnHfPyTu/3xAbhvw3e4DH98GQr8KiH/ZSl1ZRn+vNKgtDJlWIeCLPNeRMJ+HtKa4BsqLA3lj54MOiTbfT/b40BIPxJ/vbE61OWX8Nc4WR+LSshbC/9y23z8cdEBszKU84OQnlPWOh2m/3OYvmts/I74gPqr+KDyz/hjy0L88XynhO3v8O+oSFrOo1nsP4nnq7CtZ+Jv+v4M/Be/PzbMdt9O+c7Ls/8eiG9UsDLU90X4m6Z1MuQ/Pszv9+X5TjRo0PC/NZhzDhERERERkU3JzI7HP8lwuiveklHKIXQr9R9gmHMuU1dPItVC6Lrr8zC0cuUIVoRuWj4GnnPO9a1AWS7B32zo5Jx7pbzzqcDyt5h928xm4J9i2dv595SIiGSkPppFRERERGRz6I1vvTejqguyFalotxkiW5KL8d3u3FmeIDOAc24VvnuVk5P6ZC6D3vgnGir6guGKLB+qeN82sw74JzeGK8gsItlQi2YRERERERER2exCC+QL8F1VDMAHd9s457J9kWbSPGvhu9B43Tn3bKUU9H9UeCHk/vjutDbHuylEpJpToFlERERERERENjsza43vl3k9vv/7i5xzb1dtqUREpLwUaBYRERERERERERGRClEfzSIiIiIiIiIiIiJSITWrugCb2k477eSaN29e1cWQLcjPP/9M7dq1q7oYIuWi+ivVmeqvVHeqw1Kdqf5Kdac6LNWZ6q9Ud2+88cY3zrmdS8u31QeamzdvzoIFC6q6GLIFyc/PRzcfpLpS/ZXqTPVXqjvVYanOVH+lulMdlupM9VeqOzNbkk0+dZ0hIiIiIiIiIiIiIhWiQLOIiIiIiIiIiIiIVIgCzSIiIiIiIiIiIiJSIQo0i4iIiIiIiIiIiEiFKNAsIiIiIiIiIiIiIhWiQLOIiIiIiIiIiIiIVIgCzSIiIiIiIiIiIiJSIQo0i4iIiIiIiIiIiEiFKNAsIiIiIiIiIiIiIhWiQLOIiIiIiIiIiIiIVIgCzSIiIiIiIiIiIiJSIQo0i4iIiIiIiIiIiEiFbPZAs5nta2YPm9kHZrbGzH40sw/N7FYz2z1D/ulm9q2Z/WBmL5vZ7zZ3uUVEREREREREREQkWc0qWOaewO7Ak8AyoAA4ALgAONXM2jrnVgCYWUtgXsjzF2ANMAB41syOdc49XwXlFxEREREREREREZEUmz3Q7JybA8yJjzezl4ApQH98UBngBqAR8Bvn3MKQ70HgPeAuM2vtnHObo9wiIiIiIiIiIiIikmxL6qN5SfjcAcDM6gPHA3OjIDOAc24tcB/QCmi/uQspMGfOHM4880xatmxJ3bp1admyJYMGDWLFihXF8g4bNozu3bvTuHFjzIzc3NwyLWvdunWMGjWKffbZh2233ZZdd92Vnj178vPPP1fS2hRZvXo1o0aN4s0338x6GjNj1KhR5VreOeecQ5s2bdh+++3ZbrvtOOigg7jjjjvYsGFDidN99913XHvttXTq1InGjRvTqFEjOnXqxPTp08u0/F69enHxxRcX/v3999/zxz/+kS5durD99ttjZsydOzdx2ubNm2NmxYZsyzB9+nQOPvhg6tSpQ7NmzRg9enSp6w3w1ltv8dvf/pYGDRrQrVs3lixZkpZeUFDAQQcdxM0331xs2ieffJLddtuNtWvXZlVGERERERERERHJXpUFms2sjpntZGZ7mll34J6Q9Ez4PBDYFnglYfL54VOB5iowYcIEVq5cyfDhw5k1axZXXnklTz31FB06dCgWxLvjjjtYt24dPXv2LPNyfvnlF4499lgmTZrEkCFDmD17NnfffTd77rlnVkHJslq9ejXXXHNNmQLNFbFu3TouvvhiHn/8cZ544gm6devGpZdeyuWXX17idJ999hl33303nTt35qGHHuKxxx6jVatW9O7dm7vuuiurZb/00kvMnj2boUOHFo5buXIlEydOpGbNmhx11FGlzuPoo4/mlVdeSRs6d+5c6nTPPvssJ510Eu3bt2fmzJlceumljB49mmHDhpU4XUFBAX369KFly5Y88cQTbNiwgX79+qXliQL1l112WbHpTzzxRHbbbbfEILSIiIiIiIiIiFRMVfTRHDkfuCPl73zgTOfcy+HvPcLn5wnTRuN+lTRjM7sA3+czTZs2rXBBJd3dd9/NzjvvXPh3586dadWqFZ07d2bKlCmce+65hWlr1qyhRo0afPTRRzz44INlWs7YsWN58803ee+992jSpEnh+JNOOqniK7EFePTRR9P+7t69O8uXL2fixIncfvvtGadr0aIFn3zyCfXq1Sscd/TRR7N06VJuuukmLrzwwlKXffPNN9OrVy9+9auiXahZs2asWrUKgOeff54nnniixHnstNNOdOjQodRlxQ0dOpTDDz+ce++9F4CuXbuydu1aRo8ezWWXXcZuu+2WON2iRYv45JNPeOWVV9hll11o0KABnTp14scff6RevXosX76cUaNGkZeXR82axQ9tZsYFF1zA1VdfzZVXXkmdOnXKXHYREREREREREUlWlV1nTAeOAnoD1wKrgZ1T0qMo2k8J066P5UnjnLvXOdfOOdcuNSC6uYwaNQoz48MPP+Too4+mfv36NG3alEmTJgEwefJkWrduzXbbbUfXrl35+OOPi83jb3/7GwcddBB16tRhp5124rzzzisMAkbuvPNOOnbsyI477kijRo3o0KEDM2bMSMuTn5+PmXHPPfcwYsQIdt99dxo1akSvXr1YtmxZudYvaZu2b+8bl3/+efp9gRo1yl/F7r77bk4++eS0IHNFrF27losvvpjDDjussBuObt268eGHH5Kfn0+LFi0AGDBgQGFXEFFXHxs2bGD48OHsvvvu1KtXjy5duvDee+9VSrlSNW7cODFImqp+/fppQeZIu3btWL58eanLWL58OTNnzuT0009PG29mZStsOSxdupSFCxdy5plnpo0/66yz+OWXX5g5c2bGaaPuUurWrQv47eCc46ef/CHi8ssvp3fv3hx55JEZ53HKKaewevXqUoPoIiIiIiIiIiJSNlUWaHbOLXPOPe+cm+6cGwn0A24ysytDlh/D57YJk9eJ5dkinXzyyRx33HFMnz6d3/zmN5x77rkMGzaM8ePHc+ONNzJp0iQWLVpULOA3dOhQ/vCHP9CtWzeeeuopbr75ZmbNmsWxxx6b1mVEfn4+559/Po8//jiPPfYY7dq1o2fPnonBuhtuuIGPPvqosLXsK6+8whlnnJGWJwqQ5+fnl3ldX3zxRQDatGlT5mmTfPbZZyxdupS99tqLAQMGsP3221OnTh1ycnJYuHBhWt7c3NwS+xOOXHbZZUyZMoVLLrmE2bNnM2HCBNq2bcvq1avZfffdC4OPV155ZWFXEMcddxzgt82YMWM444wzmD59Ot27d+f4448vtowosJ9tv83OOQoKCli9ejXTpk3jgQceKLXrjExeeuklWrduXWq+2bNns2HDBg4//PByLSeSl5dHvXr12HbbbenQoUNW/TNHwfn9998/bXyLFi2oV68e77//fsZp9913Xxo1asS4ceP49ttvuf3222nVqhU77LADc+bM4bnnniu1W4yddtqJNm3aMGvWrCzWUEREREREREREslWVXWekcc69bWZvAX8AbgCipplJ3WNE45K61dhiXHHFFZx99tmAb22al5fHPffcw6effsr2228PwBdffMGll17KkiVLaNasGfn5+dx8882MHDmSESNGFM6rVatWHH744eTl5XHiiScCcMsttxSmb9y4kZycHBYvXsyECRM49thj08rSrFkz/v73vxf+/fXXX3PFFVewfPly9tjD91JSo0YNttlmmzK3bP3+++8ZPHgwbdq0KSxbRUUtc2+66Sbat2/Po48+yk8//cTIkSPp0qULb7/9dmG3KNmWOwqu9+3bl+bNmwPQu3fvwvSDDz4YgL322iutS4hvv/2W2267jQsuuKBwm3fv3p1tttkmrY9j8K2Ct9lmm6xbcs+YMYNevXoVTjt06FCuvvrqrKZNde+99zJ//nweeuihUvPOnz+fPfbYI7FlerZ69epF+/btadGiBV999RV33nknvXv3ZvLkycVaK6eKWuXvsMMOxdJ22GGHYq32U9WrV48JEyZwzjnnMGLECBo3bsyTTz7Jzz//zIUXXsgNN9yQ1TodfPDBzJ8/v9R8IiIiIiIiIiKSvarsOiNJXWDH8P938N1mdEzIF0UBF2yOQpVXarB3hx12YJdddqFDhw6FQWagsAXq0qVLAd/adOPGjZxxxhkUFBQUDoceeijbb789L730UuG0b7zxBj179mTXXXelZs2a1KpVi9mzZ7No0aJiZYla5kYOOOAAwLccjowYMYKCggKaNWuW9ToWFBRw2mmn8fnnn/Poo4+W2u1DtjZu3Aj44GJeXh49evSgd+/ezJgxg3Xr1qW99O7ss8+moKCg1BfRtW/fntzcXO666y4WLFiQ9QsF33nnHX744QdOOeWUtPGnnnpqsbzNmjWjoKAg7SZBSY444ghef/11nn/+eYYOHcott9zCVVddldW0kblz53LJJZdw1llnFWulnmT58uUVCjKDf+ne2WefzRFHHEGfPn2YM2cO7dq148orryxxOucckNxNR5RWkr59+/LNN9/wwQcfsHz5co444ghuueUWGjZsyIABA1i4cCGHH344O+ywA4cddhhvv/12sXnsvPPOWXUxIiIiIiIiIiIi2dvsgWYzS3zTl5l1BfYH5gM459YCeUAXMzsoJd92+BcJ/hd4bZMXuALirTZr166dOA5g/Xrf7fSKFSsA2HvvvalVq1ba8N1337Fy5UrAB6ZzcnJYtWoVd9xxB/PmzeP111/nmGOOKZxXqh133DHt72233TZtueWxceNG+vXrx/PPP8/06dM58MADyz2vuMaNGwNw2GGHpfVH3KRJE1q3bs1bb71V5nnecccdDBw4kMcff5z27duzyy67cNlll/HjjyX3wPLFF18AsOuuu6aNj/9dHg0bNqRdu3bk5OQwZswYhg0bxo033lisr+tMXn/9dY4//nh+97vfcf/992c1zfr16wu//8qyzTbbcPLJJ7Ns2bLC7ZUkqodJLZdXr15drJ4mqVevHq1bt6Z27dosWbKEG2+8kfHjx7NhwwZ69+7N0UcfzfLly+nevTu9e/fml19+SZu+bt26Far3IiIiIiIiIiJSXFV0nTHezHYHXgCW4Ptb/g1wKvA9MCQl75VADvCcmd0GfAcMwHedcZzLpglkNRMFWJ977rnE7gWi9FmzZrFmzRqmTJnCnnvuWZheWtC0Mv3+97/nscceY+rUqeTk5FTqvPfaay/q1q2bseVreV4yuN1223HDDTcwcOBAzIypU6cydOhQateuzU033ZRxut133x2Ar776il//+teF47/66qsyl6E07dq1Y+PGjXz66af86ldJvcYUeeeddzj66KNp27Yt06ZNo1atWlkto3Hjxnz66aeVUdw0JbVWjkTb77333qNjx6KHFfLz8/nxxx/Zb7/9yrTMSy65hP79+3PIIYfwzjvvkJ+fz+DBg6lbty6XX345o0aNYvHixWnf26pVqwr3IxERERERERERqRxV0XXGI8BK4CzgduBG4LfAPcCBzrnCN7055z4CDsO3ch4K3AL8ABzjnHt2M5d7szjqqKOoUaMGn332Ge3atSs2tGjRAigKKKcGFxcvXsy///3vzVLOIUOGcN999zFp0qRK65c5Va1atTjuuON4+eWX+eGHHwrHf/bZZyxatIj27dtXaP7NmjVjyJAhHHDAAbz77rtAUSvvdevWpeU98MADqV+/PlOmTEkb/+ijj1aoDElefPFFzIy99tqrxHz//e9/Oeqoo9hrr714+umnqVu3btbLaN26NUuXLqWgoKCixS1UUFDA448/TtOmTdltt8SHFgBo2rQpBx10EA8//HDa+IceeohatWoV61u8JDNmzOC1117juuuuSxsf1Ze1a9cCxbvk+PTTT9l3332zXo6IiIiIiIiIiJRus7dods5NAaaUmrEo/wfACZuuRFuWli1b8uc//5mLLrqIRYsW0blzZ+rUqcPSpUuZPXs2559/Pl27dqVbt27UrFmTs88+myFDhvDFF18wcuRImjZtWti/cVlde+21XHvttXz88ccl9tN80003ceutt3Luueeyzz77pL1Ybeedd6Zly5aFf7/44ot8/fXXfPnllwAsWLCA7bbbDoA+ffoU5svJyWHJkiV89NFHheOuueYafvvb33LccccxZMgQ1q9fzzXXXEOjRo246KKLCvPl5uZyzjnn8M9//pMuXbpkLHfHjh05/vjj2WWXXWjZsiUvvvgi//nPf+jXrx/gu8Jo3Lgxjz76aGFwuUWLFjRu3JjLLruM66+/ngYNGtC9e3def/31xK4qlixZQsuWLRkxYkSJ/TTPmDGDSZMm0atXL5o2bcr333/PzJkzuffeexk4cGDhCxqTts2KFSs46qij+Pnnn7nmmmt4//330+Z98MEHl9g1xpFHHsnIkSN5++23OeSQQ9LSZs6cyQ8//MA777wD+O/vm2++oX79+oVB4EceeYR//OMf9OjRgyZNmvDVV19x11138cYbb/DII4+kzS/pex0zZgw9e/Zk4MCBnHbaabz11luMHj2aSy+9tMQgdar169dz8cUXM3bsWBo2bAjAvvvuS5MmTbj44osZOHAg48ePp1mzZrRq1apwOuccr7/+OoMGDcpqOSIiIiIiIiIikp2q6DpDSjFmzBjatGnDXXfdxV133YWZ0aRJE3Jycthnn30A3wXBww8/zIgRIzj++ONp2bIlN954I7NmzWLu3LnlWu7GjRvZsGFDqS9lmzlzJgATJ05k4sSJaWn9+vUjNze38O+RI0fy4osvFv4drROktzTdsGFDsRa2++23Hy+88AJ//vOf6du3L7Vq1aJr165Mnz49rX/kqAVraX0mH3nkkUyZMoWPP/6YDRs2sNdee3HbbbdxySWXAFCjRg3uu+8+hg0bRrdu3SgoKGDSpEn079+fUaNG4Zzjvvvu48477+TQQw8lLy8vrUuGaJ02bNhQarC/ZcuWbNy4keHDh7NixQoaNWrEPvvsw4MPPshpp52Wlje+bd5//32WLFkCQM+ePYvN+9NPP6V58+YZl33EEUewxx57kJeXVyzQPGjQoMJ5A4waNQrwLcDz8/MBaNGiBStWrOCKK65g1apV1KtXj/bt2zNr1iyOPvroEssO0KNHD6ZOnco111xDbm4uu+66K8OGDSvTSxDHjBlDixYtOP300wvH1a5dm2nTpnHhhRdywgkn8Otf/5pp06YV9oMOMG/ePFatWpX4IkcRERERERERESk/2wq7OU7Trl07t2DBgqouhmxCp59+OqtXr+aZZ57JKn9+fn6Jgdj/BaNGjeLhhx9m8eLFJfapvLUZNGgQ7777Li+//HJVF6XcVH+lOlP9lepOdViqM9Vfqe5Uh6U6U/2V6s7M3nDOtSstX1X00SxSqV566SWGDx9e1cWoVi677DJWr17NtGnTqroom82XX37JAw88wPXXX1/VRRERERERERER2eqo6wyp9pYtW1bVRah2GjZsyOTJk1m1alVVF2Wzyc/PZ+zYsRx55JFVXRQRERERERERka2OAs0i/6OOOeaYqi7CZtWhQwc6dOhQ1cUQEREREREREdkqqesMEREREREREREREakQBZpFREREREREREREpEIUaBYRERERERERERGRClGgWUREREREREREREQqRIFmEREREREREREREakQBZpFREREREREREREpEIUaBYRERERERERERGRClGgWUREREREREREREQqRIFmEREREREREREREakQBZpFREREREREREREpEIUaBYRERERERERERGRClGgWUREREREREREREQqxJxzVV2GTapFixauWbNmaePGjBnD4sWLadu2LfPmzWPKlClp6ePGjWPevHnk5OSQl5fH008/nZZ+zz33kJeXR9++fcnNzWXOnDlp6ZMnTyY3N5dBgwYxduxYXnnllbT0qVOnMnbsWK6++mqGDRvGwoUL09KfeeYZhg0bxrhx47jgggtYvHhxWvrcuXMZPHgw48aN48wzz2TZsmWFaXXr1mXmzJmF6SeddBIrV64sTG/cuDHTpk0rTD/22GNZt25dYfqee+7JQw89VJjepUuXtGW3atWKe++9l8GDBzNmzBh69OiRlt62bVvGjBnDddddx5AhQ+jTp09aeseOHRkyZAjjx4+nf//+nHXWWWnpOTk59O/fn8cee4xevXoxcODAtPSePXvSq1cv5syZQ6dOnRg8eHBa+imnnEKnTp1YuHAhrVq1YtiwYWnp/fv3p0GDBhQUFNC4cWNGjx6dlj5o0CAaN25cuE3Gjh2blj5kyJDC7bxy5UrGjx+flj58+HBWrlxJkyZNWLx4Mbm5uWnpqnv/23WvVatWLF26tEJ1b82aNdSqVUt1T3Wv0Oaqe5Vx3MvLyytWd1T3VPeq0zl3/fr11B2r0V0AACAASURBVKlTB1DdU92rfufcqP6q7qnuVddz7vjx4xk3bpzqnupetTznnnvuuUycOFF1T3UvLb06nXN33nnnN5xz7SjFVh9obteunVuwYEFVF0O2IPn5+TRv3ryqiyFSLqq/Up2p/kp1pzos1Znqr1R3qsNSnan+SnVnZlkFmtV1hoiIiIiIiIiIiIhUiALNIiIiIiIiIiJSYaZ/if9mMavKy7Cl/pOtiwLNIiIiIiIiIiIiIlIhCjSLiIiIiIiIiIiISIUo0CwiIiIiIiIiIiIiFaJAs4iIiIiIiIiIiIhUiALNIiIiIiIiIiIiIlIhCjSLiIiIiIiIiIiISIUo0CwiIiIiIiIiIiIiFaJAs4iIiIiIiIiIiIhUyGYPNJtZKzO71szmm9nXZva9mS00s6vMrH4s7ygzcxmGP27usouIiIiIiIiIiIhIcTWrYJnnAhcCTwEPA78AXYHRwClm1sE5ty42zWXAN7Fxb2zqgoqIiIiIiIiIiIhI6aoi0DwVuME5tyZl3AQz+y9wFXAecGdsmunOufzNVD4RERERERERERERKYPN3nWGc25BLMgceSx87p80nZltb2ZVERgXERERERER2eRM/zL+m8WsKi/DlvhPRGRLsiW9DHDP8PlVQtrbwBpgvZnNM7NjN1+xRERERERERERERKQkW0QLYTPbBhgBFAB/T0laDdwLzAO+BfYFBgMzzOxc51zuZi6qiIiIiIiIiIiIiMRsEYFmYBzQARjmnFsUjXTOjYtnNLOJwLvAbWY21Tm3NiHPBcAFAI0bN6ZLly5p6WPGjGHx4sW0bduWefPmMWXKlPTCjBvHvHnzyMnJIS8vj6effjot/Z577iEvL4++ffuSm5vLnDlz0tInT55Mbm4ugwYNYuzYsbzyyitp6VOnTmXs2LFcffXVDBs2jIULF6alP/PMMwwbNoxx48ZxwQUXsHjx4rT0uXPnMnjwYMaNG8eZZ57JsmXLCtPq1q3LzJkzC9NPOukkVq5cWZjeuHFjpk2bVph+7LHHsm5d0bsX99xzTx566KHC9Pi2a9WqFffeey+DBw9mzJgx9OjRIy29bdu2jBkzhuuuu44hQ4bQp0+ftPSOHTsyZMgQxo8fT//+/TnrrLPS0nNycujfvz+PPfYYvXr1YuDAgWnpPXv2pFevXsyZM4dOnToxePDgtPRTTjmFTp06sXDhQlq1asWwYcPS0vv370+DBg149dVXady4MaNHj05LHzRoEI0bNy7cJmPHjk1LHzJkSOF2XrlyJePHj09LHz58OCtXrqRJkyYsXryY3NzctHTVvf/tuteqVSuWLl1aobq3Zs0aXn31VdU91b1Cm6vuVcZxLy8vr1jdUd1T3atO59z169dTp04dQHVPda/6nXOj+qu6t+XXPeoCK4H0qgfDw/gmwGIgN5Y+Joxvi2+qNSWWPi6MzwHygKdj6feE8X3DvOfE0ieH8YOAscArsfSpYfzVwDBgYSz9mTB+HP7X+uJY+lx8s7JxwJnAspS0uvjtEaWfhN8WkcbAtJT0Y4F1Kel7Ag+lpHeJLbsVvonbYPx27BFLbxvGXwcMAfrE0juG8eOB/sBZsfScMP4xoBcwMJbeM4yfA3QK5Uh1Shi/MJQ1pep1ocsWddzbKuveTCpc96ZcOwUmslXVPQjzbgUsxW+L0bH0QWF8tE3GxtKHQB55W905N7I1nXOzZc65rDNvCmZ2Hf6Uea9zLl7lM00zEhgFHO2ce66kvO3atXMLFiyocDll65Gfn0/z5s2ruhgi5aL6K9WZ6q9Ud6rDUp2p/lYP6nM3s/H54xnUfFBVF2OL46jamE6c6nAy1d/MtrQ6LMnM7A3nXLvS8lVpH81mNgofZJ4E/L4Mk+aHz50quUgiIiIiIiIiIiIiUkZVFmgOrZJHAg8C57uyNa3eJ3wmvThQRERERERERERERDajKgk0m9kIfNcXk4FznHMbE/LUNLOGCeOb4Ht5WYnv5UdEREREREREREREqlDGlwGaWbmC0ElB49h8LwSuAT4DngdON0vrw+cr59xsYDvgUzObDnwAfAvsC5wf0k5zzqV2sS4iIiIiIiIiIiIiVSBjoBn4pRzzc2b2W+fcmyXkaR8+mwIPJKS/CMzGv5NyGnAocCI+uPwNPjj9F+fca+Uon4iIiIiIiIiIiIhUspICzQbcDyzLcl7bAFeVlsk51x/on0W+n/Ctl0VERERERERERERkC1ZSoBngb9m2HDazbYDhFS+SiIiIiIiIiIiIiFQnJfXDfBbwUbYzcs5tCNN8UtFCiYiIiIiIiIiIiEj1kbFFs3Pu4bLOrDzTiIiIiIiIiIiIiEj1VlKL5kJmNsDM6m/qwoiIiIiIiIiIiIhI9ZNVoBmYACw3s7vM7MBNWSARERERERERERERqV6yDTS3BO4G/g94y8xeMbN+ZlZn0xVNRERERERERERERKqDrALNzrl859yVQBPgVOBHYCK+lfNtZtZmE5ZRREREREQkO6YhcZi1BZRhSx1ERESkUmTbohkA51yBc+5x51wOsC/wNnAJ8K6ZvWhmx22KQoqIiIiIiIiIiIjIlqtMgWYAM2tgZn8ApgFHAm8BVwE1gafM7NrKLaKIiIiIiIiIiIiIbMmyDjSbWTsz+xvw/+zde3icd3Xg8e9JKNhAgEWEW+xgLhWFQhFgLjYtiKqU2sTL03USA7VbcbPRklJt1S1F2FxiV9B2FVTYVmu3pdrasLVjF1q5Npe4OKXIGBJqCi2gBOJgExKKAuYSm5Dk7B/vK2U0keyJJXlm7O/nefSM53dezZzMc/LqnTO/+f1uAf4XcAhYkpmLM/O9mfki4F3Am+ckU0mSJEmSJElSQ3pALQdFxPVAG3ATcCXwV5l5+xSHfhJ49+ylN3NjY2O0t7dPGuvr62N0dJS2tjZGRkbYsWPHpPjAwAAjIyN0dHQwPDzM7t27J8U3b97M8PAwq1atYmhoiH379k2Kb926laGhIbq6uujv7+fAgQOT4jt37qS/v58NGzbQ29vLoUOHJsX37NlDb28vAwMDrF27ltHR0Unx/fv3093dzcDAAKtXr+bo0aMTsfnz57N3796J+MqVKxkbG5uIt7S0sGvXron4smXLOH78+ER8wYIFbNu2bSJe/dq1trayZcsWuru76evrY/ny5ZPibW1t9PX1sXHjRnp6erj00ksnxZcsWUJPTw+Dg4N0dnayZs2aSfGOjg46OzvZvn07K1asYN26dZPil1xyCStWrGDfvn0sXbqU7u7uSfHLL7+cpUuXcujQIVpbW+nt7Z0U7+zs5IILLuDgwYO0tLSwadOmSfGuri5aWlomXpP+/v5J8Z6enonXeWxsjMHBwUnx9evXMzY2xsKFCxkdHWVoaGhS3No7t2uvtbWVI0eOzKj2jh07xsGDB609a2/Cmaq92TjvDQ8P36d2rD1rr5n+5p44cYJ584q9sK29Bq49OmmllSMcoYUWNlFVe3TRQgvHKWuPqtqjrD3mM8YYg1TVHusZY4yFLGSUUYYYmhTvo49RRmmjjRFG2EFV7THACCN00MEww+ymqvbYzDDDrGIVQwyxj6rzHlsZYoguuuinnwNU1R476aefDWygl14OUdTeiatOMI957GEPvfQywABrWcsoVbXHfrrpZoABVrOao1TUHvPZy96J+EpWMkZF7dHCLnZNxJexbOJ1BljAAraxbSLeTvuk526llS1soZtu+uhjOVW1Rxt99LGRjfTQw6VU1R5L6KGHQQbppJM1VNUeHXTSyXa2s4IVrKOsvTKNRjnvMR8Yg6rSg/Xl+EJgFKpKD/rK8TZgBKpKDwbK8Q5gGKpKDzaX46vKx95XFd9ajncB/VBVerCzHN8A9AKHquJ7yvEBYG2Za6X9QHcZXw0VpVe8JoMV8ZVQUXrQQvGd6/H4MqgoPVgAbKuIt1c9dyuwpYz3QVXpFa9pH7AR6IGq0oMl5fgg0AlVpVe85p3AdmAFsK4qfkk5vg9YWuZR6fJy/FCZa0XptdPeUH9zz8ra28uMa2/HlTuKnc7aq567iWsPysduBY5QvBabquJd5fj4a9JfFe+BYYYb6nqvktd7917v1Soy89QHRQwDfw58LE/yCxHxQOBxmXlzzRnMscWLF+d1111X7zTUQA4fPsyiRYvqnYZ0WqxfNTPrV83OGm4Sbu42pcODh1nUtajeaTSmU78lPmPCAp7W4OFBuhZ11TuNhpONVMBYw9OxfqfXaDWsqUXE9Zm5+FTH1TSjOTNX1HjcnUDDNJklSZIkSZIkSXOvpkZzpYh4NDCvejwzvzkrGUmSJEmSJEmSmkqtazSfR7HSyjrgEdMcdv5sJSVJkiRJkiRJah7n1XhcN/BmimW7g2Ip8k0UmwN+HXjjnGQnSZIkSZIkSWp4tTaaXwtcCfxRef8jmflO4GnAt4CL5yA3SZIkSZIkSVITqLXR/CTgusy8G7gLmA+QmT8FBoDXzU16kiRJkiRJkqRGV2uj+Rj3bgB4C/DUitgDgEfOZlKSJEmSJEmSpOZR02aAwL8CTwc+Xv68OyKOU8xu/kPgC3OTniRJkiRJkiSp0dXaaB6gWD4D4J3Ac4APlfdvBq6Y5bwkSZIkSZIkSU2ipkZzZn6y4t+3RsTzgScDDwa+Uq7VLEmSJEmSJEk6B9U6o3mSzEzgxlnORZIkSZIkSZLUhKZtNEfEi+/PA2XmP888HUmSJEmSJElSsznZjOb9QJb/jop/T+f82UhIkiRJkiRJktRcTtZofmnFvx8BfAD4MvC3wG3AY4BXAz8PvHmuEpQkSZIkSZIkNbZpG82Zee34vyNiCPhEZr6h6rC/iYi/Av4bMDwnGUqSJEmSJEmSGlqtmwG+Erh8mth2ilnODWlsbIz29vZJY319fYyOjtLW1sbIyAg7duyYFB8YGGBkZISOjg6Gh4fZvXv3pPjmzZsZHh5m1apVDA0NsW/fvknxrVu3MjQ0RFdXF/39/Rw4cGBSfOfOnfT397NhwwZ6e3s5dOjQpPiePXvo7e1lYGCAtWvXMjo6Oim+f/9+uru7GRgYYPXq1Rw9enQiNn/+fPbu3TsRX7lyJWNjYxPxlpYWdu3aNRFftmwZx48fn4gvWLCAbdu2TcSrX7vW1la2bNlCd3c3fX19LF++fFK8ra2Nvr4+Nm7cSE9PD5deeumk+JIlS+jp6WFwcJDOzk7WrFkzKd7R0UFnZyfbt29nxYoVrFu3blL8kksuYcWKFezbt4+lS5fS3d09KX755ZezdOlSDh06RGtrK729vZPinZ2dXHDBBRw8eJCWlhY2bdo0Kd7V1UVLS8vEa9Lf3z8p3tPTM/E6j42NMTg4OCm+fv16xsbGWLhwIaOjowwNDU2KW3vndu21trZy5MiRGdXesWPHOHjwoLVn7U04U7U3G+e94eHh+9SOtWftNdPf3BMnTjBv3jzA2mvo2qOTVlo5whFaaGETVbVHFy20cJyy9qiqPcraYz5jjDFIVe2xnjHGWMhCRhlliKFJ8T76GGWUNtoYYYQdVNUeA4wwQgcdDDPMbqpqj80MM8wqVjHEEPuoOu+xlSGG6KKLfvo5QFXtsZN++tnABnrp5RBF7Z246gTzmMce9tBLLwMMsJa1jFJVe+ynm24GGGA1qzlKRe0xn73snYivZCVjVNQeLexi10R8GcsmXmeABSxgG9sm4u20T3ruVlrZwha66aaPPpZTVXu00UcfG9lIDz1cSlXtsYQeehhkkE46WUNV7dFBJ51sZzsrWME6ytor02iU8x7zgTGoKj1YX44vBEahqvSgrxxvA0agqvRgoBzvoJgmtrsqvrkcX1U+9r6q+NZyvAvoh6rSg53l+AagFzhUFd9Tjg8Aa8tcK+0Husv4aqgoveI1GayIr4SK0oMWYFdFfBlUlB4sALZVxNurnrsV2FLG+6Cq9IrXtA/YCPRAVenBknJ8EOiEqtIrXvNOiu7JCmBdVfyScnwfsLTMo9Ll5fihMteK0munvaH+5p6VtbeXGdfejit3wAc5q2oPysduBY5QvBabquJd5fj4a9JfFe+BYYYb6nqvktd7917v1SoyT7X0MkTEMeAPMrP6Tx0R8WagLzMfXvOznkGLFy/O6667rt5pqIEcPnyYRYsW1TsN6bRYv2pm1q+anTXcJKLeCTSmw4OHWdS1qN5pNKZTvyU+Y8ICntbg4UG6FnXVO42Gk41UwFjD07F+p9doNaypRcT1mbn4VMedV+Pj/SPwnoi4LCLOL5/g/Ii4nOLziurPoyRJkiRJkiRJ54haG81vAb5EMdn+eETcRjHx/W/L8bfU+oQR0RoRV0bEZyPiPyPihxFxKCLeHhEPmeL4p0bERyPiexHx44j4dET8cq3PJ0mSJEmSJEmaWzWt0ZyZ3wV+KSJeBrwQeBzwbeBAZl5zP5/zdcCbgX8APgT8FHgpxczoyyPihZl5HCAinkyxks9dwB8Dx4A3Ah+PiGWn8dySJEmSJEmSpFlW62aAAGTmJ4FPzvA5dwLvycxjFWP/JyJuAN4OvB743+X4e4BHAM/NzEMAEfE3wL8DfxYRP5e1LDItSZIkSZIkSZoztS6dMWsy87qqJvO47eXtMwDKZTT+K7B/vMlc/v6PgL+k2NfyeXOcriRJkiRJkiTpFKZtNEfE3RHx/FofqNwc8O6IeM5p5rKgvL2tvP0F4EHAgSmO/Wx5a6NZkiRJkiRJkursZEtnBPDYiLj4fjxWnE4SEXE+8A6KtZg/XA4/vrz91hS/Mj520ek8nyRJkqYWp3U1d24YHISurnpn0XhcyE6SJElw6jWaP3I/H+90LzMHKDYZ7M3Mr5VjDy5vfzLF8SeqjpkkItYCawEuvrjWPrkkSZIkSZIk6XScrNH82tN8zJvuz8ERsRG4AtiSme+pCN1R3j5oil+bV3XMJJm5BdgCsHjxYudYSJIkSZIkSdIcmrbRnJn/d66fPCLeBawH/hp4U1X4lvJ2quUxxsemWlZDkiRJkiRJknQGTbsZ4FyLiHcC7wT+BnhD5n1Wd/sSxbIZS6b49ReWt9fNXYaSJEmSJEmSpFrUpdEcEe8A3gVsBV6bmfdUH5OZPwKGgfaIeFbF7z4UeANwA/C5M5KwJEmSJEmSJGlap9oMcNZFxJuBdwPfBK4BXhOTtze/LTM/Wf77bUAH8ImIeB/wA+CNFEtnvGKKWdCSJEmSJEmSpDPsjDeageeVtxcDU60DfS3wSYDMvDEiXgS8F/gD4IHAF4Bfy8xrzkCukiRJkiRJkqRTOOON5szsBDrvx/FfAV45V/lIkiRJkiRJkmambpsBSpJ0torwZ6qfj32s/jk06o8kSZIkNbtpZzRHxAfvx+NkZr5+FvKZdWNjY7S3t08a6+vrY3R0lLa2NkZGRtixY8ek+MDAACMjI3R0dDA8PMzu3bsnxTdv3szw8DCrVq1iaGiIffv2TYpv3bqVoaEhurq66O/v58CBA5PiO3fupL+/nw0bNtDb28uhQ4cmxffs2UNvby8DAwOsXbuW0dHRSfH9+/fT3d3NwMAAq1ev5ujRoxOx+fPns3fv3on4ypUrGRsbm4i3tLSwa9euifiyZcs4fvz4RHzBggVs27ZtIl792rW2trJlyxa6u7vp6+tj+fLlk+JtbW309fWxceNGenp6uPTSSyfFlyxZQk9PD4ODg3R2drJmzZpJ8Y6ODjo7O9m+fTsrVqxg3bp1k+KXXHIJK1asYN++fSxdupTu7u5J8csvv5ylS5dy6NAhWltb6e3tnRTv7Ozkggsu4ODBg7S0tLBp06ZJ8a6uLlpaWiZek/7+/knxnp6eidd5bGyMwcHBSfH169czNjbGwoULGR0dZWhoaFLc2ju3a6+1tZUjR47MqPaOHTvGwYMHrb0mqj1YAvQAgxRf6FlTFe8ox7cDK4B1VfFLyvF9wFKguyp+eTl+CGgFeqvineX4EaAF2FQV7yrHx1+T/qp4T3k7Hxgr/zsqrS/HFwKjwFBVvK8cb+Paa4fL/45KA8AIxeswDOyuim8ux1eVj139+1vL8a4y9wNV8Z3l+AaK1+ZQVXxPOT4ArC1zrbSf4jUfAFYDRyti84G9FfGVFK/FuBZgV0V8Gfe+zgALgG0T8UY7751NtVfU2I6q+P2vvauuOgHMK+NnT+1Be9VztwJbyngfsLwq3laObwR6aG9vsL+5dNJKK0c4QgstbKqqvS66aKGF4+Vr0l9Vez1l7c1nPmOMMVhVe+tZzxhjLGQho4wyVFV7ffQxyihttDHCCDuqam+AAUYYoYMOhhlmd1XtbWYzwwyzilUMMcS+qvPeVrYyxBBddNFPPweqam8nO+mnnw1soJdeDpW1d+KqE8xjHnvYQy+9DDDAWtYyWlV7+9lPN90MMMBqVnO0ovbmM5+97J2Ir2QlYxW110ILu9g1EV/GsonXGWABC9jGtol4e1XttdLKFrbQTTd99LG8qvbaaKOPPjaykR56uJSq2mMJPfQwyCCddLKm6m9uBx100sl2trOCFawb/5tbptEo13sNdNqbrN6nvUEa5bQHDXS51077rNXebLzPPStrbxb+5O64cgd8kLOq9oBZudwbZtgeSxO8z61VTLefXkQcBiqDjwAeDtxF8b9VC0Wj+hjwvcx8Us3PegYtXrw4r7vuunqnoQZy+PBhFi1aVO80pNNi/TYHZ6hObXDwMF1di+qdRkNqpO2Nrd/pWcNTa6T6BcAantLhwcMssn6n1kA1HBbwtAYPD9K1qKveaTScbKQCxhqejvU7vUarYU0tIq7PzMWnOm7apTMyc1FmPjEzn0jxmciPgFcB8zPzcRSf67y6HF89O2lLkiRJkiRJkppNrZsBXgW8JzMn5qBn5t3A9oh4FMUXBJ4/B/lJOhc5nW56g4PQ5SfhU2q4KXWSJEmSJJ07at0M8JnAjdPEbgCeMTvpSJIkSZIkSZKaTa2N5lsplgCfyquA22YnHUmSJEmSJElSs6l16YwB4H0R8TjgaorG8mMoms8v5777UkqSJEmSJEmSzhE1NZoz808j4kfAO4FlFaEjwBsz84NzkZwkSZIkSZIkqfHVOqOZzPyriPggsAB4HPBt4Gimuy81JDdTm56bqU3N/5UlSZIkSZJ0mmpuNAOUTeUj5Y8kSZIkSZIkSTVvBkhEPDMidkbEf0bEXRHxnYjYERHPnMsEJUmSJEmSJEmNraYZzRHxPOBa4DjwD8CtwGOBFcArIuLFmXn9nGUpSZIkSZIkSWpYtS6d8R7gy0BHZv5wfDAiLgCuKeO/OvvpSZIkSZIkSZIaXa1LZ7wQeE9lkxmgvP9HwJLZTkySJEmSJEmS1BxqbTTnDOOSJEmSJEmSpLNUrY3mg0BvuVTGhIh4CPBW4LOznZgkSZIkSZIkqTnUukZzL7AfuDkidgPfptgM8BXAfKB9LpKTJEmSJEmSJDW+mhrNmfm5iHgh8A7g5cAjgduBfwI2ZuaX5i7FmRkbG6O9vX3SWF9fH6Ojo7S1tTEyMsKOHTsmxQcGBhgZGaGjo4Ph4WF27949Kb5582aGh4dZtWoVQ0ND7Nu3b1J869atDA0N0dXVRX9/PwcOHJgU37lzJ/39/WzYsIHe3l4OHTo0Kb5nzx56e3sZGBhg7dq1jI6OTorv37+f7u5uBgYGWL16NUePHp2IzZ8/n71799INDAArgbGK320BdsFEfBlwvCK+ANhWEZ/8ykErsKWM9wHLq+Jt5fhGoAe4tCq+pBwfBDqBNVXxjnJ8O7ACWFcVv6Qc3wcsLfOodHk5fqjMtbcq3glc8PWvc5DitdhUFe8qx8dfk/6qeE95O5/idR2siq8vxxcCo8BQVbyvHG8DRoAdVfGBcrwDGAZ2V8U3l+OrysfeVxXfWo53lbkfqIrvLMc3ULw2kyqvvX12aq+Mr1y5krGxe6uvpaWFXbt2TcSXLVvG8eP3Vt+CBQvYtm1bEefsrL1W4Agzq71jX/kKBznLag/YU44PAGvLXCvt597z0mrgaEVsPrAXZqf2Bgbu8zejtbWVLVu20N3dTV9fH8uXT66+trY2+vr62LhxIz09PVx66dlafTM/81177TD3rZ6zovqYjb+6s117S5Ysoaenh8HBQTo7O1mzZnLtdXR00NnZyfbt21mxYgXr1p29tTdbZ76rrjoBzCvjZ0/tzfSvbnv77NbeJZdcwooVK9i3bx9Lly6lu3ty7V1++eUsXbqUQ4cO0draSm/v5NrrpJNWWjnCEVpoYVNV7XXRRQstHC9fk/6q2uspa28+8xljjMGq2lvPesYYYyELGWWUoara66OPUUZpo40RRthRVXsDDDDCCB10MMwwu6tqbzObGWaYVaxiiCH2VZ33trKVIYbooot++jlQVXs72Uk//WxgA730cqisvRNXnWAe89jDHnrpZYAB1rKW0ara289+uulmgAFWs5qjFbU3n/nsZe9EfCUrGauovRZa2MWuifgylk28zgALWMA2tk3E26tqr5VWtrCFbrrpo4/lVbXXRht99LGRjfTQw6VVV3xLWEIPPQwySCedrKn6m9tBB510sp3trGAF68b/5pZpzLj2OjtpbW3lyJEjtLS0sGlTVe11ddHS0jJxHdLfX1V7PT3jL3SjnPYmq/dpb5BGOe011JuNdtpnrfbmz5/P2NgYg4NV57316xkbG2PhwoWMjo4yNDQ0KV7ZYzkra28W/uTuuHIHfJCzqvaAWbncG2Z4VmrvrO3vNcj73FpF5tm9vPLixYvzuuuuq3caZ15EvTNoWIcHB1nU1VXvNBpPI50LrN9pWb8n0UA1bAlPbXDwMF1di+qdRkNqoPK1fk/CGp5aI9UvANbwlA4PHmaR9Tu1BqrhsICnNXh4kK5FXgdXy0YqYKzh6Vi/02u0GtbUIuL6zFx8quNqXaNZkiRJkiRJkqQpTbt0RkR8kGJZjJvKf59MZubrZzc1SZIkSZIkSVIzONkazS8F/rT89y9z8i8UPE8yLwAAIABJREFUOc9dkiRJkiRJks5R0zaaM/OJFf9edEaykSRJkiRJkiQ1nVOu0RwRD4yI90XE885EQpIkSZIkSZKk5nLKRnNm3gmsA+bPfTqSJEmSJEmSpGZzykZz6V+BZ85lIpIkSZIkSZKk5lRro7kH+L2IuCQiYi4TkiRJkiRJkiQ1l2k3A6xyNfBw4O+BuyLiO0BWxDMznzDbyUmSJEmSJEmSGl+tjeZ9TG4sS5IkSZIkSZIE1NhozszO2XrCiHgb8BzgucATgZszc9E0xw4BvzXNQ12WmTtnKy9JkiRJkiRJ0umpdUbzbOoDbge+ADyixt9ZM8XY52YtI0mSJEmSJEnSaau50RwRzwY2AC+maBA/PzO/EBF9wD9n5sdqfKgnZ+Y3ysf8MvDQU/1CZm6rNU9JkiRJkiRJ0pl1Xi0HRcQvAgeAnwM+XPV79wBvqvUJx5vM90cUHhYRNeUrSZIkSZIkSTpzam3cvhf4OPDzwO9Wxb5AsebyXDpW/hyPiE9GxAvm+PkkSZIkSZIkSTWqdemM5wD/LTMzIrIq9l3gwtlNa8KtwPuA64EfA88CuoFPR8TyzLxmjp5XkiRJkiRJklSjWhvNJ4AHTxN7HMVs41mXmX9QNfTRiPgwcAgYBH52qt+LiLXAWoCLL754LlKTJEmSJEmSJJVqXTrjX4DuiDi/Ymx8ZvPrgX+a1axOIjNvAHYAT4mI1mmO2ZKZizNz8YUXztVka0mSJEmSJEkS1D6jeQPwGeCLwE6KJvNvRcRVwHOB581NetM6XN4+Chg9w88tSZIkSZIkSapQ04zmzPwi8GLgNuDtQABXlOGXZObX5ia9aY0vmXHbGX5eSZIkSZIkSVKVWmc0k5lfADoiYh7wSOD7mXnHXCUWEQ8B7s7ME1XjzwYuA76SmV+fq+eXJEmSJEmSJNXmpI3miHgQsAx4CvB9YHdm3grccrpPGBFrgCeUdy8EHhgR68v7N2fm1vLfPwvsjYiPAjcAPwaeBbwOuJtysz9JkiRJkiRJUn1N22iOiIuAa4BWiqUyAH4cEcsy819m8JyvB15SNbaxvL0WGG8031o+/0uB3wDmA98GtgPvycyvziAHSZIkSZIkSdIsOdmM5o0UM45fC3weeBLwv4APAM8+3SfMzPYaj7sVWHO6zyNJkiRJkiRJOjNO1mhuB96RmX9T3v9KRIwBn4mI/5KZ35vz7CRJkiRJkiRJDe+8k8QWAoeqxv6VYhmNhXOWkSRJkiRJkiSpqZys0Xw+cFfV2Pj9k24iKEmSJEmSJEk6d5yqYbw2Ii6puB9AAl0R8e2K8czMd856dpIkSZIkSZKkhneqRvPrphl/fdX9BGw0S5IkSZIkSdI5aNpGc2aebFkNSZIkSZIkSZKAk6/RLEmSJEmSJEnSKdloliRJkiRJkiTNiI1mSZIkSZIkSdKM2GiWJEmSJEmSJM2IjWZJkiRJkiRJ0ozYaJYkSZIkSZIkzcgD7s/BEfEo4IVACzCcmbdHxDzgzsy8Zy4SlCRJkiRJkiQ1tppmNEfhT4CjwD8AHwQWleG/B94+J9lJkiRJkiRJkhperUtnvA24ArgSeAEQFbFh4JJZzkuSJEmSJEmS1CRqXTrjDcCVmfmeiDi/KnYj8OTZTUuSJEmSJEmS1CxqndF8EfDZaWJ3Ag+ZnXQkSZIkSZIkSc2m1kbzt4BnTBN7FnDT7KQjSZIkSZIkSWo2tTaarwbeEREvqhjLiGgFeoC/nfXMJEmSJEmSJElNodZG87uArwL/DNxQjl0NfKm8/95Zz0ySJEmSJEmS1BRq2gwwM49HRDvwGuDlFBsAjgEbgQ9l5l1zlqEkSZIkSZIkqaHV1GgGyMy7ga3ljyRJkiRJkiRJQO1LZ0iSJEmSJEmSNKWaZjRHxE1AThO+BzgGXA+8PzO/PEu5SZIkSZIkSZKaQK0zmq8FzgceB9wEfLa8fTxFs/pmYAXw+YhYOgd5SpIkSZIkSZIaVK2N5k9TzFp+YmZ2ZOZrMrMDeCLwA2Av8BTgi8C75yRTSZIkSZIkSVJDqrXR/Fbgysy8tXIwM78NbALempk/Bv4UeP7spihJkiRJkiRJamS1NpoXAj+ZJnYCuKj897eAB840KUmSJEmSJElS86i10fwVoCciHlQ5GBHzgN8r41Cs2Xzb7KUnSZIkSZIkSWp0D6jxuN8HdgPfjIg9wHeARwPLgUeUtwBLgU/MdpKSJEmSJEmSpMZV04zmzLwGeA6wD3gx8Nvl7TVAW2buK497S2auPdXjRcTbIuLqiPhGRGREHD7F8S+IiGsi4ocR8YOI+FhEtNWSuyRJkiRJkiRpbtU0ozkiHg58PTNfM0vP2wfcDnyBYkb0yZ77hcB+ivWf31EOXwF8OiKWZuaXZiknSZIkSZIkSdJpOGWjOSIeAIwBvw4Mz9LzPjkzv1E+/peBh57k2PcDdwIvzsxvlb+zg2Jd6H7gV2cpJ0mSJEmSJEnSaTjl0hmZeRfFBn93z9aTjjeZTyUingI8D7h6vMlc/v63gKuBX4mIx85WXpIkSZIkSZKk+6+mNZqBbcAb5jKRaTyvvD0wReyzQADPPXPpSJIkSZIkSZKq1bRGM3AYeE1EfB74e+DbQFYekJkfnN3UAHh8efutKWLjYxfNwfNKkiRJkiRJkmpUa6P5z8rbi5h6BnECc9FofnB5+5MpYieqjpkQEWuBtQAXX3zxHKQlSZIkSZIkSRpXa6P5iXOaxfTuKG8fNEVsXtUxEzJzC7AFYPHixVkdlyRJkiRJkiTNnpoazZl581wnMo1bytuplscYH5tqWQ1JkiRJkiRJ0hlS62aA9fL58nbJFLEXUizZcf2ZS0eSJEmSJEmSVK2mGc0RcRNVm/9Vy8wnzUpGkx/zxoi4DrgsIjZk5i1lPo8HLgP+KTNvne3nlSRJkiRJkiTVrtY1mq/lvo3mFmAp8CPgn+7Pk0bEGuAJ5d0LgQdGxPry/s2ZubXi8N8BPgV8OiI+UI79NsVs7J7787ySJEmSJEmSpNlX6xrNnVONR8QjgI8B19zP53098JKqsY3l7bXARKM5M0cioh3YVP4kMAJclplfvJ/PK0mSJEmSJEmaZbXOaJ5SZn4/Iv4E+EPgw/fj99rv5/McADruX3aSJEmSJEmSpDNhNjYDPAEsmIXHkSRJkiRJkiQ1odOe0RwRDwCeAbwL+PfZSkiSJEmSJEmS1FxqajRHxD3cdzPAcT8AXjFrGUmSJEmSJEmSmkqtM5qv5L6N5hPAzcDezDw2q1lJkiRJkiRJkppGTY3mzHzXHOchSZIkSZIkSWpSp7UZYEQ8PCIWR4SbAEqSJEmSJEnSOW7aRnNEvDwi3jvF+NuB7wAHgZsj4sPlxoCSJEmSJEmSpHPQyRrEb6JqXeaIeBmwEfgS8JfA04B1wPVA/xzlKEmSJEmSJElqYCdrND+boqlc6bUUmwC+PDNvBYgIgNdgo1mSJEmSJEmSzkknW6P50cDXq8ZeBvzLeJO59I9A62wnJkmSJEmSJElqDidrNP8QeMj4nYj4WaAF+GzVcT8Azp/91CRJkiRJkiRJzeBkjeavAq+suP9KijWbP1F13BOB22Y5L0mSJEmSJElSkzjZGs3vA/4uIh5J0UjupNgE8DNVx/068MU5yU6SJEmSJEmS1PCmndGcmR8FuoHnAb9JsWTGZZmZ48dExALgpcCeOc5TkiRJkiRJktSgTjajmcx8P/D+k8SPAo+Y7aQkSZIkSZIkSc3jZGs0S5IkSZIkSZJ0SjaaJUmSJEmSJEkzYqNZkiRJkiRJkjQjNpolSZIkSZIkSTNio1mSJEmSJEmSNCM2miVJkiRJkiRJM2KjWZIkSZIkSZI0IzaaJUmSJEmSJEkzYqNZkiRJkiRJkjQjNpolSZIkSZIkSTNio1mSJEmSJEmSNCM2miVJkiRJkiRJM2KjWZIkSZIkSZI0IzaaJUmSJEmSJEkzYqNZkiRJkiRJkjQjD6h3AqcSETlN6MeZ+dAzmowkSZIkSZIk6T4avtFc+jSwpWrsp/VIRJIkSZIkSZI0WbM0mr+RmdvqnYQkSZIkSZIk6b6aZo3miHhgRLhUhiRJkiRJkiQ1mGZpNF8K3AH8MCK+ExEfiIiH1zspSZIkSZIkSVJzLJ3xOeBq4EbgYcBy4ArgJRGxNDN/VM/kJEmSJEmSJOlc1/CN5sx8QdXQ30TEvwF/CPxOeTtJRKwF1gJcfPHFc56jJEmSJEmSJJ3LmmXpjGp/AtwJvGKqYGZuyczFmbn4wgsvPLOZSZIkSZIkSdI5pikbzZn5U+AW4FH1zkWSJEmSJEmSznVN2WiOiHnAAuC2euciSZIkSZIkSee6hm40R0TLNKGNFOtLD5/BdCRJkiRJkiRJU2j0zQDXR8QLgU8B3wQeCiwHXgocBD5Qx9wkSZIkSZIkSTR+o3k/8HTgt4AW4G7gBuDtwFWZeaJ+qUmSJEmSJEmSoMEbzZn598Df1zsPSZIkSZIkSdL0GnqNZkmSJEmSJElS47PRLEmSJEmSJEmaERvNkiRJkiRJkqQZsdEsSZIkSZIkSZoRG82SJEmSJEmSpBmx0SxJkiRJkiRJmhEbzZIkSZIkSZKkGbHRLEmSJEmSJEmaERvNkiRJkiRJkqQZsdEsSZIkSZIkSZoRG82SJEmSJEmSpBmx0SxJkiRJkiRJmhEbzZIkSZIkSZKkGbHRLEmSJEmSJEmaERvNkiRJkiRJkqQZsdEsSZIkSZIkSZoRG82SJEmSJEmSpBmx0SxJkiRJkiRJmhEbzZIkSZIkSZKkGbHRLEmSJEmSJEmaERvNkiRJkiRJkqQZsdEsSZIkSZIkSZoRG82SJEmSJEmSpBmx0SxJkiRJkiRJmhEbzZIkSZIkSZKkGbHRLEmSJEmSJEmaERvNkiRJkiRJkqQZsdEsSZIkSZIkSZoRG82SJEmSJEmSpBmx0SxJkiRJkiRJmpGGbzRHxHkR8T8i4qsRcSIijkREf0Q8pN65SZIkSZIkSZKaoNEMvA+4CvgP4LeBq4G3AMMR0Qz5S5IkSZIkSdJZ7QH1TuBkIuLnKZrLf5eZKyvGbwLeD7wK+HCd0pMkSZIkSZIk0fgzml8NBDBQNf4XwB3A6jOekSRJkiRJkiRpkkZvND8PuAf4XOVgZp4ADpVxSZIkSZIkSVIdRWbWO4dpRcSXgEdn5mOmiO0ALgMelJl3VsXWAmvLu08FvjbXuaqpPAr4br2TkE6T9atmZv2q2VnDambWr5qdNaxmZv2q2T0hMy881UENvUYz8GDgJ9PETlQcM6nRnJlbgC1zmJeaWERcl5mL652HdDqsXzUz61fNzhpWM7N+1eysYTUz61fnikZfOuMO4EHTxOZVHCNJkiRJkiRJqpNGbzTfAjwqIqZqNl8EfLd62QxJkiRJkiRJ0pnV6I3mz1Pk+PzKwYiYB7QB19UjKTU9l1VRM7N+1cysXzU7a1jNzPpVs7OG1cysX50TGn0zwGcCXwQ+kpkrK8Z/G3g/sCYzt9UrP0mSJEmSJElSgzeaASLiA8AVwEeAPcDTgLcAnwF+OTPvqWN6kiRJkiRJknTOa4ZG8/lAN7AWWAR8F9gOvCMzf1TH1CRJkiRJkiRJNEGjWZIkSZIkndsiItIGhiQ1tEbfDFCSJJ1FIiLqnYMkSWo+mZleR0hSY7PRLEmS5lzFG8M/iogLpov7BlKNLiLOK29/KSKeFhEPqHdOUi08v6oZVZxzfyUifnaqGc3WtiQ1DhvNktQkvIhWMytnIZ0PvBG4pDJW9VXYtREx74wnKNVu/Fz8d8ClgBtTqymU5+GHlx+SdEbEayPiQvAaQw1tvDb7gMvvE4x4QFnbiyPicWc2NUlSNRvNOudExHleTKtJ/deIWBsRL4mIp0fE4yPiYWXzTmp4mXk3cBXwxxHxyPFzcfkG8aKIGASuyswTdU1UOomyjgFuAG6CoknntYUaXUT8IvBF4FpgM/AeYLwx9/KIeEy9cpOmU3HO3Qy8JSKeCveedzPzroh4GbAXuLheeUqnUjE7f2FEPDkifqbeOUlzwc0Adc6IiPMz8+6IuBz4a+CTwL8D/wr8B3A0M39Qzxylk4mITwEvAX4CHAO+ANwIHAG+AdwCfLeM/Sgz76hTqtJ9jM9ajohHAp8AvpKZa8rYyylmKj0W6M7Mq+uYqnRKEfFA4O3AczJzxTTHuGmV6q7i3Pt0YBfwbeD1wAsoroefBPwI2AZ8NjPfU7dkpSplYy7LGp4PfAT4QWZeXsYD2AT0AMPA6sz8Sd0SlqYREYuAK4FXAHcC1wNrM/OWiJjnJAudTVxTTueMik/DbwX+AXgUsJriwuSBwPci4t+A7wF/kZl765KoNL3lwALgacDPA39Yjv8U+BmKN4pfB74M/CQi3paZ/1mPRKVxEfEzmfnT8YZbZt4eEW8H/ioifhNYCPw+8GlgVWbeaINOjSoizsvMe4BnUHzw98yI+BDwtxQf/H0X+H5lzUt1dh5wN/ByiuuFN2bmTeXs5m9T1Oz5FB9aPwMm1blUV5V1mJnHI+KPgKsj4tUUs/M3A88Cfjcz/7xOaUpTqvig72kUtfoUYCPwXIqG848j4mLgQxHRn5kfrWO60qyx0axz0acpPkF8CPBfgAuBJwO/AfwK8ENge92yk6aRmceBGyLiRuBngX8CPsy99fxiivVvf4PijeNb6pSqVOmt5YyjUYpZ97cDnwKuAYYovlHytvE3iDaZ1cgqmh6/QHHOBXg1xVrN36RYSuOrEXEbsC8zP3vms5Sm9EyKD6O/U97vAL6cmT8tZ41eTNFshnvXxJXqJiKWUkyw+Hxm3gSQmZ+KiHcC/xv4FsXM0Jdl5kE/IFEDGv+g73LgocCvl7X6B8DTM/NYuaHwt4DnATaadVaw0axzTtnA+HH58x3gaxHxGYqvDH4IOEQx41lqKBUX0C8Cfofi64H/XHHISDkr/3eBN7t0hhrEG7h3zcTjFI2MGyk+1PsexYZqn46IBcAdmXl7XbKUalSei4eAofKr3M8AXkjxJvFZwPOBhwF3ATaaVW/jjbdvUnwb6jEU599nA7vL2GMovi31kTOenTS9TopriNsj4g7gKHAdRXN5PsUScm8aX3LAJrMa2BLgc8C/lfdfRPENVCiuFR4HfKkOeUlzwkazxETz+e6IGAZeS7FZldRoxmcYPZ9imYypLkg+SfGp+f8A3nSG8pKmlZmLIuIRFE2MZ1JcbC8GFlHMxP+fwH+nmAn6zYh4VWb+tE7pSqeUmfdExAMy867ymyafL38mRMTjAddbVN1VfENkO3AF8HsRcQXFB4DXlrH/TvFB4KfL+zbs1Aj+L0Uz+SLgCRQ1u4xyyUNgBfCCiPg6xdKIGzPz5jrlKk1l/Fx6HJhHsdThcYrr4Q+UsYdSfFPV/oPOGjaadU6JiIdRrAd6K8WM5jurPv0+D3hWZt5Zj/ykUxiv1Tsolnz5VcplXsY3u6S4+L6IYpkCqe7K2Z/fj4hDwM2ZuaUitoBiVt1zKBrQC20yqxlk5l0RcQFF7S6iaCp/AvgBcE9m3lLH9KT7yMyvRMQmoB94FcWs+ysiootiGY03Z+aN5bEuX6S6y8zPAJ+BiU0BLwQeDzyRexvPF1PMBv0lwI0s1VAqzqV/BwwCf0FR04/l3g/6Xkmxfv7nzniC0hwJryN0LhhvwpUX038GfAX4BvDv5c8tFIvyrwOuH9/JWGpEEfFIiq+7Pgp4N7C7XOPrYopN1V4FvMENJdQIKs6/b6F4I/jmzPyOazGrWZUNj2XAX1I0PpLiuuLXgP+k2CTw85l5rG5JStOIiJ+n+PbekygmX3wX2Ow1gxpJRPwMRTPuGMWyWndNc9w8iqVfLsrMkTOYolSziHgo8DGKD6cPAC8FeigazO8E/jwz31m/DKXZZaNZ55SIeCrFG8EnUGzk8xTg0RRfZQHYBbw7M7889SNIjaHcIGUTRePufIrmxvkUtfw+4I8z84f1y1AqVDSat1HMuP+NylnL5UaBQXFNcne98pROZXyd/Ih4GcXu8V8C3gx0UWzC+lSKb5QMAv+vXMdZajjl2uItuC6+GlREXEIx+34/xb4O3wC+TfHByDGKJeSOuy6zGlXFNcP4dfAFwNsolnxpofgm9T3A1sx8az1zlWabS2fonJKZX6PY/O+BFA25hwKPoFgv6Tzgpsz8fh1TlGqSmSMR8XKKmXOLKda6vQP4YmbuqWtyUoWK5vEQxfqgF1J8i2S8yXwexYxQP/lWoxt/U3gZxfJEV2Tm0XLH+Jsy8ycR8X2Kc/GT65inBMD4WuIR0U3xQd9nKdbD/1ZmHp3ieL9pokZxgqKx/IvAGor3bXdQXD98HfgqMBoRNwG3U5yD/7NOuUr3UTaZJyZRZOYPI+JdFGuPP4ViksXnM/O2OqYpzQkbzTonlWsw30mxluLEOopl00NqCuWs0GuAa3xzqCbwqxS7bL8+IoYy88j4Rqx1zkuq1fg59mkUaymONzVeTPFVWCjqeRGw74xmJk2hYrmB51LMuoeiRr8bETdQNJ4PAYcy8z+8jlCjyMxrKK5xx5eMeyLwDIpa/gVgFcUH1+P7k7we+Ou6JCtViYiPAx/MzO0R8SsUm1d+NTN/DHyt/Kk83vdxOqvYaNY5pWwkP5vi0/FbKb6KNZqZPwI3P1FziIjnAb9McXE9PrPjloj4IXAiM0/UMz+pWkQ8GngDxVp07wa6IuJLwM0U5+EbgBsz80v1y1I6uYrZ+TcCP0fR3DhBsVv8+CaXCyk2p/rCGU9Qmt5e4JkUM0S/SPEtqOcCvzd+QETcCLw1Mz9SlwylaZTLu9wOXE8xG3T8Pd3jKc6/S3EjNTWW7wFHyn8PUtTq9yLiNor3bV8G/q38uckehM42rtGsc0ZEPIRi0f3foVjXa0F5e5zia4S3Ap/KzPfXLUlpGhXre60GrqSYxXEcuICi2fF9imbdGLAxMz9bt2SlKuVyRS+iOO/+XPmzkGKNugdRND2+kJkddUtSqlFE/CowDPRS7CA/RjHT7gjwxxS1vjQzj9ctSZ3zxmfIRcQi4MPARzPzjyPifIrrhsdSzAp9FUUd/wbFbPyX+6GfGlG58d9Ciuvf7zqxQo0qIh4E3FW+d1sOPJ1iSa2LKZrOLRTXvvcAdwFP8ppBZxNnNOusN96go1jf61UUzebnAy8D/pZiQf4XALcB91mvTmoQ458K/j7FBlTvo/iA5OEUm1v+HMVFTDvFG0ipYZTLFX2qcqzcUf4JFBfez6KYrSQ1g08Cfwb8CfBWio1Y30rxxvEXgdf5hlEN4DyKbz61U2x8/VcwMTP/OHBTRFxFMRs0KNYev5biWtlGsxpGRFwEvJfi/dt5FO/ZPhMRf5mZN4xvulbXJKUKmfkTmKjdW8f3zyk3BHwcxcSLRRTXwA/zmkFnG2c066xXMRP0H4HvZOZrI+Jqik/Cu8pjPkLxiWJPZh6uY7rStMpZSLcDr8jMf5ki/jPAg4EfesGtRlIxs+5xFM24WzPzu/XOS7q/IuJBFW8gXwq8muIDk4soloIZyMxP1jFFCYDx5ltE/E/gt4FXZua/ltcS51HMojufYl3buzOzMyL+AfhJZl5Wv8ylSfX7DODPKdZl/juKDQGfQbER9k+BN2fmh+uXqXRfFRux/gHFt0V+LTO/Ve+8pDPlvHonIJ0B4w23JwOfL//9DIqdis8v7/8FxddX3AxQjezhwMeB1qmCmfnTzDxmk1kNKCLincDu8uf6iNgfEd3lshpSQ4uI8W8BvikiVpQfnnyKYo3bdRRLZbzCJrMaRcW1wMeB+UB3RDwiM+8urxcS+DXgpRRr30LxQeDomc9Wuo/xPsVvUrxHuywzX5eZV2RmO8WeO18Dfi8iHl+nHKXpjJ9/HwP8B8USW0ThvIofew86K9lo1lmvnEV3HsXu8D8oh+8EHl6xsc/NwC9RfDIuNZSKi5DzgcPAZRHx1PLrV1JDK+v3fcA7+f/t3WfUnWWV8PH/TgNCQkdAkBYg9IgIoijii4piQYTRGRFU0BE7g2MvWJkBu45dRjEqKkUZcRRBUYRRadIJvROqISEQSsh+P+zrkMOTyjDmPs+T/2+ts56cc25Y+8O97nWdfe1r7+ph+yvgd9TGyWeBr7a+i9LAysy57Z8fA7buDe7JzFmZeX1mzoqIcRGxe0Ss0Vmg0hCZeRFwBLAPcFVE/DoipkbEVKqF3PXACRGxNXWce4ETU1IHeseud6fWDL+F2vRr1aJXAR8FVqcGW0oDo2+j76dUu9pJ7fPMzHl9L9sLaESyR7OWFysA/031QgL4DfCmdkTwLuqH48zMtEezBlGvz+J7qR7jUPfwLyLicmqj5FZqIOB0+3xpEPTaZQBbUccG352ZX+j7fgJwMJWEPgH4dSeBSksQEU+het/fAazI/OrPodYETgO2w57jGiCZ+YWIuJhKNu9I9WyeB/wQ+ERm3hoR+1EJPYcJq3N9xUBzgRX7EnfJ/GrRq6lEs89bDarXAnsBYyLiKOA8h1hqeWCPZi1XImJiZt4bEdtTi+tt2lf3UEmQ73YXnbR4ETEZ2JXaMNmFun/XoRLRd1CL7wM9uq1B0Ncf/yBqUNozgRnUJvfcdtpkNSrJfFtm7t9huNJCtZMjn6N6MV8HTAb+g6r6vJEaSjWTSobsAZyQmSt0E620ZBGxFrUpMjszb+nrob8asFJmTu84RC3n+vrbBvBh4IPAazPzhL5rAngr8Glgg8yc3U200sJFxOrAudRJ6o2p9e9tVHuiC9vr0sw8t6sYpb8XE81abrWjrS8ExlLTtS+yt62Gk4hYgapK2pzqO/484EOZeVmngUk8ZpDPu4FDgD0z89oh14yjBlGNzsx/7CJOaXHakNWnAzsDr2L+hsmq1EmTO4GrqP6LU4AbM3OPbqKVFtRaE20NzAaudq2r4SQi1qRO8W1HnXw6k3rePovaAPxWZh7aXYTSfBGxUu9kaZu5Q5DeAAAgAElEQVQFtQmwClUYtCm1WT25/XsScF1mTuooXOnvxkSzRrS+Ko2tgNWoZPJ97bsVqVZJD3YapCSNMH1tM4iIKcCp1A/FD1HV9w+1aufnAt8HjszMr3UWsLQUIuLVVHLjS8BawGbUyZLtqB+T1wKftDpJXevb6NsWeA/wAuqeDaqi7lKqRcZFwGmZOWuR/zNpGYqItwATM/OoVhE6k6rAfzPwCupZuxI1d+fb1DP3oa7ilfpFxLep4ZX7962DJwAPUJvTK7bvV6O1MMpM2xVpxDHRrOVCRPyG6mN7WGudsTV1lHtz4CTgM1Z4aNC1Y4JTqKTGjVRl0i3dRiUtWUS8B/gUldw4jUp09Ho3nw4ckpk3dRehtGStOmlsr79i/4aKNEj6Whf9mGq19V/ANVTCbjNq/bse8GTggMz8YS853VnQEhARZwBXZebBEXEEcHtmfqmdgNoQWJtKPl/XVznqs1gDISLOAU7NzA/2PYePplpkfH7ItVsCt2TmvZ0EK/0dOQxQI15ErAo8Dfhi34P869Sxlcup3l7XAMd3E6G0aH1V+ROBjwD/SA2lWh2YHRF3AdOoKtGTMvPk7qKVICLGA1sPqer8KjWs57XAQcAa1NHXqVQ1s0lmDay+JMa+7e1JmflAezZvSh2JvSIzHUilgdA3SO3FwNszcyo8umE9gVpDrE0d3z61/TcmmTUIxgO9odb7A18BaFXLV7fXY5hk1gDZAvhs+3fvvtwLOLv/otYr/yKq/csJSCPMqK4DkP5e2mIaqgIUquE+EfFiqtfiXpn5PGoooL1BNah6z+l3UQuVw6mFySXAT6gfiy8D/gHYvosApSGeA5wQERvCo0e478/Mo9szdyPqvt0eeMfQvs3SoGkJ5dHAEVSP5gcBIuIAqmfoCcCn2/FYaSC0WSTXUwMrgbqXM/PezLwxM8/LzOMy857OgpQW9GvgDRHxn9Qm3goRsU1ErBMRE1rffGngtKKgicAVUJt3LR+xFnWir99qwDzgnGUapLSMmGjWSNZLND8FmA5kW5wcAJyZmedHRG/669odxSgtrX2B/8rM71LVoD/OzLdSgyTOB44DvtddeNKjplNVHCdFxFZtoT2uPW/JzPsyc2ZmTrevogZd36b1ttQPw2+1xPP6VOL5Cqoy/0Bgn26ilBZqBvBNYO+2UfKoKKP67m9pUHyJOgW1C3WC7xPAucCfqE29oyLi4IjYLSI26y5MaQFTgHup3ELPllRC+YYh124KjMrMG5dRbNIyZesMjVh9RwCvoBYqn6Ie9DtTVaFQPxq3o6pDpYHTd/z1ydQiG9rQqXac+97W++u51ER5qVOZeVFE7A38CDgtIvbJzLNhft/QbiOUHpegNk52oFoU9X4sHtg+3z8zZ0XEesDeVNJZ6kxEjMnMucCbgCOp33sPRcTxwFXA3e05bLsBDZSIWAdYMTPfGxF/odobvpuqbN4W2Bp4OXVvj6dOq+7QUbjSUDtTG3zR1/P+qcAtVLu4ftsCNy/j+KRlxkSzRrzMPDcivgK8k6ri/zzwy/b1TsD6wHc6Ck9aoohYm1qkzI6IlamE8ip9PekupvqBOUxCnWuL6wsj4vlU9dGvI+LgzPxZf5K5VdhFS4hIg248tVm9aUTMo5LKx7ck83hqfTFncf8DaVnoe6Y+TG1Qrwy8nmrB9QBwc0RcQm2afDMzp3URp7QQH6J6iB8ErEq1N/xVOxk1BliBak2wFnWiz41rDZK1qYGVlwDT22bJU4FZwJMj4tbMvL9duy3VClEakcLe+VpeRMSa1LTtq3oJuog4kVq0HJSZty/uv5e60hLNH6SGTX2jVSVtCLyQqsr/D2DTzNy6wzClR/Uq6lrP2q8D2wBHU8NQrszMmZ0GKD1OETEJ+CnV77bXbuutmXlORGwE/Az4XmZ+uasYpX4RsQK1RliNWv+uR52I2pJK0j0beGlmntJXfSd1JiL+BJyVmf8aEWcBF2XmW7qOS1oaEbEV8DTmP2e3ojb6NgBWAu6ihlleTA3H/kRmHtVNtNLflxXNGtHa7veGwPTMvJt2bCUiVqRmorwyIlbPzBldxikN1fomjqLu0zsj4v3UYgWqF/Mx1IJlFNUL7LAu4pQWpiWZV6EqObanWhR9mrpfH4yI24FrgYsz80PdRSotncy8JiKOok5HzQb+FbigfX0w9Xz+fTfRSQvKzAepjZFHCynaung886tCL2/XmmTWIJgJPCMidgU2A47tOB5pqWXm5cDl7TfcaOpZuxbV/nAysAWVgN6Fal30245Clf7urGjWiNSrzIiIZ1FtMY7JzCMjYiWqgmN/4G/AlzPz+g5DlRbQei8v9OEcEWMz8+G2a/5C4CFqYvH5/lDUIIiITYA9qR6KO1DJt6nUM3dzYCNqSOvmVK/Q3bqJVPq/ERGfp1oXfdJWMBo0EbEx1dblTtcJGmQRsQfzB1uvS61vLwKu73vdAtzRNlKkYaMloMdR7WHWBaY5t0QjlYlmjUi9gVMRcTiwG/DGzLwuIl4MfJl6wK8JnAns4zFuDZrWV/xqqr/ipZl53yKuc7iaBkZEHAJ8DFgF+A3wReC8zLx3yHUrUxUeY1oFiDTwImIK89tmTAcuN3GnQdX65B9G9bqdRZ2Cug64kToJdVlmXttdhNJjRcQ4YArVo/nNwDRgDaoydC5V8Xw79fy9IjPf31GokqTFsHWGRrpnUYuUG9v7t1ETXvcCdqSqnXcF/ruT6KSFaK1dXkpthkxon91N3cvnMr+C2Z1wDZrtgVOpys4rex+2wX9JtYLJtnFyVUcxSkuld7qk9Ro/hFpDrEdVJP0yM18WERsCmwJ/zswHOgxX6i+02Bv4N6pF0RrU4Km5wOrAHVQbo28CH7E/swZFZj4EnNPWDBtl5l7tNOqWVAuu7YGtgZ2pDRRJ0gAy0ayRqrdgXgW4py26t6MSz6/PzDkRcR31Y9HFtQbNw8BLqETzBlSrgc2oVgP7UsmOMRHxCFWV9JfM3K+jWKV+n8rMW4d+uLANkcW1iJEGxCjgESrJ/FbgdOBI4GtUKwKoPuTvBd5PnZKSBsHBVMXyfhHxc+DkzHxPROxLDWi9kvn9QaOrIKWh2jDhP0fEPgCZOQf4a3v1Xzehi/gkSUtmolkjUl/y4nfAvhHxe2pwz3XUcW6oqqR1gEuWeYDSYrSk3GX9n0XEeKp6ozdUYgNgY+qI4UPLOERpoTLz1qVt52KSWcPIQcBxwAfa/Id1gDPad1cBK1DD1aSu9YondgLe0/69M/ALgMw8ISJ2onqKn9k+82SUBkKrrp/bejX/LSKuXFTruMycvYzDkyQtJRPNGumOBl4JnALcBByYmQ+0HmB7Ajdm5s1dBigtTN/Qv+cBN2Xm1cD9VF+6i9s1AaxMtSSQBoJJC40Ufffy2sD/UBXO86hNvgt7lwGTqCFVUqdaq5fx1HrhhrZOGE0NY+05GfgZ8BWqd7M0EPpauHyNKqiYERG3Uxt6FwHn0VoiulktSYPLRLNGtDbkZKvWQ5HM7PVq3pRKQJ/QVWzSEvQW2/8GnAgc1XrWzaMlO9oPyk2pwSgLrfiQJP3vRcQqwDXACzPzpIhYjRpMdVVL4m0KrOBQSw2Q1ahhwk+nZjpcBbyISi4DPJsaCG+SWQMnIkYBn2D+yb0NgcnAC6l7exYwJyI2bW01JEkDxkSzRqz+/p99Ceaea4BX8dgKD2lg9FXS/QD4eEQcl5nX9bclaNXOxwMvppLNkqT/Q5k5KyKOBz7V/q4BzMzMSyNiDeDtVO9maVDcBrwDGNdO8f2c2qyeTP322waYCvOHB3YXqvRYrar5h733ETGRahm3FdXGaDLw3yaZJWlwhadONBL1TYrfkFqYrEv1o7sRuAu4OzPv7TJGaVFaNcejRwgj4nfAnMx8SXs/EXgncDjVN/SgzHywo3ClBfQ9gx9zL0vDUevJ/A3gOcADwFjgVGBHaijgmzPznO4ilOaLiPWpNe+97Tm8EvAmYD+q1cspwHczc7pDWTVo2rphLDB36CZIRGxFtXx5X2ae10V8kqQlM9GsESsingMcSyWZe0m4WdSk7SuA2cARmXlXNxFKSycidqSGWH6YOgb7aSrh8W7gO5n5cIfhSQuIiIOB4zyarZEiItYF3gi8gKquuxv4C5Wwu6DL2CSYX50cERcBxwBf7E/Utd7NEzPTE1AaSG0Y4Lwhn42hKvEfohLQxwIXZOYnOghRkrQUTDRrRIqIlalp2tOAQ6kBau8FNgH2BZ7ULl3VymYNkoh4FrAtcClwC3BXZs6OiHdQFcxXUD2a3241hwZRe/7Ooio9j6OOaJ9l1b2Go4VVfLaE3ZqZedOirpG6EhHXAx8Afkqb9+D9qUHXSzJHxLuo323nZOZ1Q655OtUy7mOZ+b0OwpQkLQV7NGtE6fuxtwOwDvAyYD0q4fHVzJwTEecAbwD2McmsAfTPwIHAdcAM4JaIuJY67roSNUn+XZl5WXchSouWmfe1IZVvAF5BDfA5LSKOBs7OzAc6DVB6HFrrgS2poX93AFdn5j3Us/jRa7qKT+oXEeOoQde7Z+axQ74L+oYJdxGftCh9lczvpAqDiIi5wPXAJcBN1JriPuyLL0kDzYpmjSh9xwbfCRyQmTtFxOuB9wHPzsy7I2IC8C3qx+JHu4xXGqoN69kZ2JqqbN4UWBsIKtE8HbiZqna+F/hMZl7bTbTSorWExyZUq4FXU/fyecCPqEE+ttXQQGvrhbcDhwDj28dzaQln6uTJeZn5X91EKJW+vvgbAR8FdgM+A/wBuNXCCg0HbTNkR2rduyG1htgCeAq1Br4d+NfM/GtnQUqSlsiKZo00vZ2TCcAdra/XWsBM5t/vDwOrAKsv+/CkxcvMK6j2GI+KiLWooZZbUQvwXjJ6M+BzyzpGaXFa64xHWuXyFRFxP/Xj8MXAHsBLgcOAL3YXpbRovU1r4P9R1XVnAr+l1g1Paa+NgOcBFwAmmtW1oNbA+1KnSaAGWE4DLomIq4BrqU2SizPz+i6ClBanVdqf23sfEaOp32zjgYcz846uYpMkLT0rmjWi9FV07A7sBXwe2Bj4JXAi8B1gd+BfgEMz88fdRCotXJu2ndTGyERg5tCp233XbjK0f53Ulb7+ikcCu1LVSOOo465z2vs1qZ6h/5iZv+osWGkRWkXd2Mx8KCK+QVXU7ZOZ9/ddM4Fqz7UpMDsz/9RNtNKC2uDKpwC7AM8Fnt7eR7vk0Mz88sIGr0nLWkRMAv4B+GNmnhURYzJzbtdxSZL+90w0a8SKiBV6w6ci4gjgddQiey1qQNU7M/PuDkOUFtC3WbIFVUl3fmb+Z6vqCOARYExmPtxpoNIiRMR0KqE8FfgJdc/OBW6g2r6sRm2geA9roAwd6hcR3wQepI5qP2QCRIOob93Qq7jfgDq9d02vtVbbxN6K2gQ8MzMvM9GsQRARnwb2BN6Smef0bVq/iBpquT5wDXA0cKLPYEkafCaaNSJExDrAoVS/xFuB26jjgfdm5oMtSfcsYArVq+7EzoKVFqOvz/gHgJdQC++LW5VdbzDVFKrn7Q8cCqhB0p61rwD2p9oOnAscQw3uucUBVBp0EXEIcBFwMTAW+B7w8cw8r++a0cBoah39YBdxSv3aPJIPU1X2PfdTffG/nZk/6CIuaUki4hLgZ8ARmTmnfbYrcDzVruh31H29MfDizHQQoCQNOBPNGhEi4qXM75H4ADUw7Vrgyvb3qvaaTlXWzVlUOwKpS72KuYg4hargeNfQys9W7fxN4D8zc2oXcUpL0jZE3ghsQ23+nQScYDWSBlXrh9/fA/Ruqjr/TGqI5e+BK60C1aCIiBWBt1GD/35P3ac3AusCO1F9xLemEnmvBvAZrEHR2hDdCTw/M8/q+/xk4PlUBf61VFXzSdRwy7e4wSdJg81hgBr22pHBk9tiZUuqF93OwA7AAdRgQIC/URVK9wAnAFZ3aBD1NkDWBh6dqt1f0QzMovqGzljm0UlLEBHjMvOhzLwQeEdE/BNwCHAscG9EvDszv9NtlNJC3Q+8iEoub0JV0a1DrS2+RFU4z4uIG6jN69My87MdxSpBJePeCHwyMw8f8t33I2I1ai7JR4BPZ+b7hraIkTo0GbiL+o0GQERsSc3ZOabvJMmMiJhK9cs3ySxJA85Es4a91kog2qCe89vrW73vI2JVqqLuUGC/9vG5C/yPpAHQ9+Pvz8Bemfn+IZ8DPA14EnDBMg5PWqi+li+vAXaIiPWAzajBlvdSwwCvpRJ363cXqbRobR3xm977toG9OrAGsB7V/3ZjYBKwI5WYlrr0SmAa8BV4TL/mUQCZeQ9weESMA/aLiP/IzJu6C1d6jAlUAdBmwOXtswOB+6iioF5/cagTq+YuJGkY8GGtEaGXhOsf1NOOwE4EXga8gPpxOI1qnXFaN5FKS+1Y4M0R8TPqSOzVVE/QDYAjgD9n5s0dxic9qq8V0cHAdlS//KupJPMoKiH3C6oK9PwuYpSWRt+myajMnA3MBm4CLmzfB7AKVen8QHeRSkCd3juOavPy6Hq4196lb+DfycDLqY3qmxwEqAFxHlXR/O/t2bod8A5qvfBbqHs5IlYCtgUu6SpQSdLSM9GsEaX1tt2TqjR6ETUAcC7Vt+7HwBmZ+cfuIpSWTmb+MSL+BfgCNVTtWiphtxVwBfDODsOTFmXvzJwdEWOA8Zk5q+uApMepd3rkQxGxNfCezLy5l5hribyZ7SV17UHqWbvQVhh9yeQbgbWY33LL1hnqXFsvfJI6iXoCtc49F/hMZs6JiLFtTslO1Pr3q91FK0laWg4D1LAXEStQi4+DgD2p460PUrveP6COwc7KzJnteqs4NGxExCRgH2AKVUV3DjUE8NZOA5MWodejue/9aGDeohIh0iCKiKuB7wJH9p2U6rUl+CB13Pto+4WqK62lwMeA1wA79q1zo/+6ds/uBvwa2CAz/zb0/yV1qW1Or00Nsbymt0nd98z9E1U4dGBmXtdhqJKkpWCiWcNeRLyF2uG+nWqJ8Rvg9KFtBfrbakjDQV8lhzQsRMT2wOuAVwArAN8HPkpVKdGfgJYGVURsSJ0c2SkzFziqHRHvAfbPzKcu8+CkPhGxC5VAPg5428KesRGxBvAdYK3M3G0Zhyg9IS0J/RKqPcxZblpL0uCzdYZGgg3b33WAZ1A9QdeNiGnAZcDtmTnbJLOGi1YB+iLgtRGxLVU5dxbwK+DMvn64Uud6p0RaxdyXqT7ixwD/BOzc19LoNRHxycy8ust4pUXpVc9Rg6nupPri9xIdj/QlOGZTMyCkrp0NfIKa5bBbRPyI6id+F9VDfH3g/dQgywPgMfe5NPDa77eTuo5DkrT0TDRrJPg+NXhqfWpQxC7AftSU+ADuakdgL6D63P4wM2/rKFZpsVpC413Uj8ZbgYuA1ajWMAe0747vLEBpQb1j2h+i7tl9MvO6iHgmbYAa1Rd0YyqBZ6JZA6kv+TaL6mH7cuDC/o3qiFgTeDY1XFjqVGsF9/mIuJM6PXI48AhwHzAOWJEawPrPmXl6+29MMkuSpL8bE80a9jLzcuDy1pNuDLASsDpVVbclsEX7+xzgLcAfARPNGih9FUZPpaqPjszMD0TERGBVqg/5B4DvRsQFVoVqgPR63j8deDtwU3u/GfDt9u9ZVKLZ3qAaaO1ZfG5E/JEaCBjAKdR9fQ/1HH5u+ysNhMycCkyNiCnU4LRJwFhqGPYZDmaVJEnLiolmjRgtSfdwe80CbgDOaj8SxwErU+01ruwsSGnRRlFVSM+jEhqfBcjMe6l2MDdHxGXUj8bXAx/uJEppiDaoZzyVhFuttcpYEVgTuLxdNpEa1GoVqAZaX7XnoX1/Xw/cD2xErSXegydLNIAy80LmnySRJEla5kw0a8RrPxofbC+r6TTonkz1VQx4tF/zKKpqdAZwDbBKZ9FJCzcPOJ06NfJ1qpr5IaplEcDe9E2SlwZZRIzLzLsi4jDgZGBX4Ent3ydQ7TQcbClJkiQNYaJZkgZA34C/M4A3As8Hftw+fwQgIrah2sAc20mQ0iJk5gMR8QPg1RFxJnB7e+0eETsDrwU+12WM0uJExJhWjT8FODEinpmZdwA/bi9JkiRJS2CiWZIGyynAmcCPImIvKvE8E5hA9QS9Hfhtd+FJj9XaE43KzN9HxCuBfwf2aV8fDcwFvpaZX+kqRmlJ+gb+7UBt7j3QhrOOoQYDPpyZ89o9vlVmfrqjUCVJkqSBFQ4elqTu9SXrHomItalk3b5Um4w5VLLjEuB1mXlJd5FKixcRo6ghrFOoQZanZOYN3UYlLVpEbAXsDvwVOAxYMTNfvohrpwKrZ+ZLl12EkiRJ0vBgolmSBlQbsDYF2BS4PjPP6jgk6VERcThwIzW8cjpwFzArM+d0Gpj0OLXTI0cBGwMrALOBi4HL2t+LqCT0usBJwNGZ+flOgpUkSZIGmIlmSepYROwOvAkYT02L/wkwLfse0BExierbPCczv99FnFJPRGxCDaaEGvo3HbgOuKp9fhNwG3BHe83oa00gDZSIWAPYEVgP+CqVVM72fnUq+ZzUM/om4KWZeVk30UqSJEmDy0SzJHUoIl5HtclYlUrWPRmYBuwNPAwcAuwGPA2YCHwwM/+9m2il+SJiBWAylaB7BtXbdjLV7gVgBtXu5Tbg/Mw8sos4pccjIo4Avg3cB6wPbERVOq9LbaqcCFyYLqAlSZKkBZholqQORcRfgVuAj1CJjc2oirq/UG0zJlPVdX+hjmyfYWsCDbKIWIW6j98IHAyMBU7KzH0W+x9KHYmIyMxs/cXJzHmLuG6MlfmSJEnSoo3pOgBJWl5FxERgW+CwzPxr+/jKiDgA+ANwKbAn8NfMvKujMKVFioixmflw+/cqwATgucDLgc2pdhqjgJ93FqS0ZEG1xtgNeHNE/CQzf94Sz9tQz+lrMvPsXlK6y2AlSZKkQWWiWZK6MwW4H7gcHlMtNwOYB7w9M89o343OzEc6i1RaiMx8OCKeAewM7EH1ER8PnA38FjgzM3/RYYjS0hhFPXP/CViRGgAIsDvwWeCpABHxAVvASJIkSYtmolmSurMzlVQOgL4j2dvQ+tpGRO87k8waCO2e3BR4LVW5PKl9dTXwKeAE4J7MvLNdP2pRrQikAdGrUN4VmArc2N5/lNoMfC6wP/CKiPhpZl637EOUJEmSBp+JZknqztrAhsAlEXErVdl8OvASWqLDI9oaQE+neobPBP4H+A5VuXxx/0URMRqYZ5JZg65vI29N4PpWqb818Gxgj8z8Y0Q8RG2ijO4qTkmSJGnQmWiWpO58H7gE2ATYEtgC+CT1bF4FuCYirgYuAK4FfpiZt3UUq9TTq2BelWr/cguwSkRsRvUVn56Z91qFr+EkIiZQm327Az8B3gtcmZl/aFX846lE9DWdBSlJkiQNuLBYTpK61ZIYo6lExurARtQgtcnttQk1jGqXzDy7qzglgIjYHHgWsBbV5mU74ClUEm40cDe1MXIBlZQ7KTOv6CZaaelFxBuAo4E5wH3AOzLzJy0JfRiwX2Zu32WMkiRJ0iAz0SxJA6oloMcBKwPrUNV1VolqIETEGGAlYCKwBnWPbkhV5vc2SKYAb83Mb3QVp/R4RMSzgacBlwF/aG00ngl8ATg1Mz/SaYCSJEnSADPRLEmS/s9ExDiqOn8VYD1gWmbO7DYq6X8vInYEdqASzTd0HY8kSZI0qEw0S5IkabkXEVsAL6NaFT0EfC4zr4yIcDCrJEmStGSjug5AkiRJ6lJE7AtcBHyEavnyJmCD9vVhEfGsrmKTJEmShgsTzZIkSVrutD74vQGXXwKmZuZqwLuoiuZrI2IsMAk4oLNAJUmSpGHCRLMkSZKWR7118G7A/cDH2/u1gRnAHcA84G9UslmSJEnSYpholiRJ0vJsEnAb8HB7vxtwBTCnvd+ESjZLkiRJWgwTzZIkSVruZOYj7Z8XAU8BJrf3TwcubAMANwa2A/60zAOUJEmShhkTzZIkSVruRMToiBgN/BqYCXwrIl4AbAFcFRFPAg6nKpt/012kkiRJ0vAQVawhSZIkjXxtwN+TMvOWvs+mAD9mflXz1VQrjXWAV2Xm75Z5oJIkSdIwY6JZkiRJy42I2AM4FZgK/BT4c2be3b57CfBUqm/z34CvZ+Y1XcUqSZIkDScmmiVJkrTciIjJwEeBPYCxwCnA9zLT9hiSJEnSE2CiWZIkScuViBgPbAPs216TgIuBY4CfZ+a1HYYnSZIkDUsmmiVJkrTciogtgJcBrwO2Ba6nWmr8BJiWmXO6i06SJEkaPkw0S5IkabkXEaOAnYBXAa8EAvg98M7MnNVhaJIkSdKwYKJZkiRJy4WWTAZ4ErA5sBbwAPAgsDawEbA9sCMwuV07Ol0wS5IkSUs0pusAJEmSpGVkH+A44ErgJqpqeQsqyXwbMA24D7gauIFqnWGSWZIkSVoKJpolSZK0vNi8/Z0A3Az8EjgjM+9oAwLXAuZk5p1dBShJkiQNV7bOkCRJ0nIjIvakhv9NAu4CTgROzczZfdeMBTIz53YTpSRJkjT8mGiWJEnSciUi1gN2BV4DPA+4kUo4H5+Zl3YZmyRJkjRcmWiWJEnScisiJgH7A6+khgSeDPwIuDAzZ3QZmyRJkjScmGiWJEnScikixgGjMvOBiFgJOBh4HzAe+EVmvr7L+CRJkqThxGGAkiRJGvEiYkvg2cB6wPrAKGA0sHpErA9MBOYAKwOrAdt2FKokSZI0LJloliRJ0vLgbe31ADADuA94mFoP3wVc2v7+ARgHnN5NmJIkSdLwZOsMSZIkjXgRsQUQwGxgVSrJfEtm3t++nwDMycxHuotSkiRJGr5MNEuSJGm5FRGjMnNe3/vRACacJUmSpMfHRLMkSZIkSZIk6QkZ1XUAkiRJkiRJkqThzUSzJEmSJEmSJOkJMdEsSZIkSZIkSXpCTDRLkiRJkiRJkp4QE3Fgu+YAAAAcSURBVM2SJEmSJEmSpCfERLMkSZIkSZIk6Qn5/4PbRs8f2++hAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the surge period for all grouped states\n", "us_surge.plot_group_surge_periods( fit_data, bins )" ] } ], "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 }