{ "cells": [ { "cell_type": "markdown", "id": "eb8a29e6-c8a1-4f2d-a184-9935bc4fa040", "metadata": {}, "source": [ "# Раздел 2. Модуль 5. Визуализация данных" ] }, { "cell_type": "code", "execution_count": 15, "id": "1c885474-b51c-4a4a-a0ec-0102aab50baf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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	date	country	confirmed	active	daily_confirmed	daily_deaths	daily_recovered	total_vaccinations	people_vaccinated	people_vaccinated_per_hundred	people_fully_vaccinated	people_fully_vaccinated_per_hundred	daily_vaccinations	vaccines
0	2020-02-24	Afghanistan	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2020-02-25	Afghanistan	1.0	1.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	2020-02-26	Afghanistan	1.0	1.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	2020-02-27	Afghanistan	1.0	1.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	2020-02-28	Afghanistan	1.0	1.0	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN

\n", "

" ], "text/plain": [ " date country confirmed deaths recovered active \\\n", "0 2020-02-24 Afghanistan 1.0 0.0 0.0 1.0 \n", "1 2020-02-25 Afghanistan 1.0 0.0 0.0 1.0 \n", "2 2020-02-26 Afghanistan 1.0 0.0 0.0 1.0 \n", "3 2020-02-27 Afghanistan 1.0 0.0 0.0 1.0 \n", "4 2020-02-28 Afghanistan 1.0 0.0 0.0 1.0 \n", "\n", " daily_confirmed daily_deaths daily_recovered total_vaccinations \\\n", "0 NaN NaN NaN NaN \n", "1 0.0 0.0 0.0 NaN \n", "2 0.0 0.0 0.0 NaN \n", "3 0.0 0.0 0.0 NaN \n", "4 0.0 0.0 0.0 NaN \n", "\n", " people_vaccinated people_vaccinated_per_hundred people_fully_vaccinated \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " people_fully_vaccinated_per_hundred daily_vaccinations vaccines \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " death_rate recover_rate \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "#используем объединенный датасет о заболеваемости и вакцинации\n", "covid_df = pd.read_csv('data/covid_df.csv') \n", "covid_df['date'] = pd.to_datetime(covid_df['date'])\n", "covid_df.head()" ] }, { "cell_type": "markdown", "id": "c23c2582-c7ad-456f-b50e-4e59388ce0a2", "metadata": {}, "source": [ "## Графические возможности библиотеки plotly\n", " " ] }, { "cell_type": "markdown", "id": "1e5b25eb-cbe5-4ffc-8a76-efc4284108cd", "metadata": {}, "source": [ "Библиотека plotly является сравнительно новым коммерческим продуктом с бесплатной версией, который создавался специально для Data Science, в отличие от старенького matplotlib, который изначально разрабатывался для научных вычислений. \n", "Библиотека позволяет строить интерактивные графики, которые можно приближать, отдалять, а также просматривать значения на графике в реальном времени. К тому же в библиотеке собрано огромнейшее количество красочных методов визуализации, приятный дизайн и несколько способов работы с ней.\n", "С помощью plotly можно делать сложные визуализации с элементами управления. Например, строить интерактивную 3D-визуализацию, карту мира и многое другое. \n" ] }, { "cell_type": "code", "execution_count": 16, "id": "fe71ce62-4e54-4ace-85a5-069eb0252442", "metadata": {}, "outputs": [], "source": [ "#!pip install plotly" ] }, { "cell_type": "markdown", "id": "94846f66-63c1-4384-87a8-5274475cf74c", "metadata": {}, "source": [ "Plotly позволяет строить графики в нескольких режимах. Мы рассмотрим самый новый и подающий надежды - экспресс режим, он имеет чуть меньшую функциональность, чем полный режим plotly, но нам его хватит с головой. Для работы в нем предназначен модуль plotly.express.\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "95e19a32-2fa5-406f-9525-9b0c7472c907", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'5.3.1'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import plotly\n", "import plotly.express as px\n", "plotly.__version__" ] }, { "cell_type": "markdown", "id": "365d8029-c5c1-4b50-9dc8-9bb60be53812", "metadata": {}, "source": [ "Рассмотрим процесс визуализации на примере. Посмотрим, как выглядит линейный график, построенный с помощью метода line() из модуля express. В документации к методу приведено пару десятков параметров этого метода (они схожи с параметрами других методов), приведем основные из них:\n", "* data_frame - ну собственно DataFrame, по которому строим график\n", "* x - признак по оси абсцисс\n", "* y - признак по оси ординат\n", "* height - высота графика\n", "* width - ширина графика\n", "* title - название графика\n", "\n", "Построим на рост зафиксированного числа случаев заражения (confirmed), смертей (deaths), выздоровлений(recovered) и активных случаев(active) за все время. Для этого просуммируем статистику по дням и передадим полученный DataFrame в метод line().\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "5d67f13a-6550-4ccf-997d-1d0b02e403c2", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "variable=confirmed
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btxBGJUi5rU3lzj+JnxsUP4fGfN9s/Vn5rVUS3zZU7hfFSg9mrf/HP7xWtJ9KZxLFBUSYiXnNfPiplFs4ptp5SeF9zbXib4QMr2/Tm81KoKigCK8dlzzxe5nv3/C5JWKerfi2LJdttNXOw6kleWz6jo8x1zSf+LMZf+bCn83tO94MDu6vdbC7uWa5ZyAuSeJnfJk3SFb62HCsJuoqZek61+jcznz/qSNWiro8j9X+R6PWz1C5Z3D5zZ+RZbd+Z9ifCzY5VPqz1nw9+tzZXqvSvOL1afmZt8mh0nbLeq/Eqtfz4/IfJIyFAAQgAAEIQAACEIBALQJtLbFqweH7/gRsDrP2vzqVrgRqiULX62VtfK3VVVmbL/OBAAQgAAEIQAACEIAABCCgkQASS2NqKe+5HudkpXyK6tqrtH1V3UQa1HClFY0Nuh2XhQAEIAABCEAAAhCAAAQgAAEPAkgsD2iUVCdghInZYlhpux38mk/ArIwzH3O+GZ/hBMJtfD1nnSGXLTofPBCAAAQgAAEIQAACEIAABCCQUgJIrJQGQ1sQgAAEIAABCEAAAhCAAAQgAAEIQAACRwggsXgaIAABCEAAAhCAAAQgAAEIQAACEIAABFJPAImV+ohoEAIQgAAEIAABCEAAAhCAAAQgAAEIQACJxTMAAQhAAAIQgAAEIAABCEAAAhCAAAQgkHoCSKzUR0SDEIAABCAAAQhAAAIQgAAEIAABCEAAAkgsngEIQAACEIAABCAAAQhAAAIQgAAEIACB1BNAYqU+IhqEAAQgAAEIQAACEIAABCAAAQhAAAIQQGLxDEAAAhCAAAQgAAEIQAACEIAABCAAAQikngASK/UR0SAEIAABCEAAAhCAAAQgAAEIQAACEIAAEotnAAIQgAAEIAABCEAAAhCAAAQgAAEIQCD1BJBYqY+IBiEAAQhAAAIQgAAEIAABCEAAAhCAAASQWDwDEIAABCAAAQhAAAIQgAAEIAABCEAAAqkngMRKfUQ0CAEIQAACEIAABCAAAQhAAAIQgAAEIIDE4hmAAAQgAAEIQAACEIAABCAAAQhAAAIQSD0BJFbqI6JBCEAAAhCAAAQgAAEIQAACEIAABCAAASQWzwAEIAABCEAAAhCAAAQgAAEIQAACEIBA6gkgsVIfEQ1CAAIQgAAEIAABCEAAAhCAAAQgAAEIILF4BiAAAQhAAAIQgAAEIAABCEAAAhCAAARSTwCJlfqIaBACEIAABCAAAQhAAAIQgAAEIAABCEAAicUzAAEIQAACEIAABCAAAQhAAAIQgAAEIJB6Akis1EdEgxCAAAQgAAEIQAACEIAABCAAAQhAAAJILJ4BCEAAAhCAAAQgAAEIQAACEIAABCAAgdQTQGKlPiIahAAEIAABCEAAAhCAAAQgAAEIQAACEEBi8QxAAAIQgAAEIAABCEAAAhCAAAQgAAEIpJ4AEiv1EdEgBCAAAQhAAAIQgAAEIAABCEAAAhCAABKLZwACEIAABCAAAQhAAAIQgAAEIAABCEAg9QSQWKmPiAYhAAEIQAACEIAABCAAAQhAAAIQgAAEkFg8AxCAAAQgAAEIQAACEIAABCAAAQhAAAKpJ4DESn1ENAgBCEAAAhCAAAQgAAEIQAACEIAABCCAxOIZgAAEIAABCEAAAhCAAAQgAAEIQAACEEg9ASRW6iOiQQhAAAIQgAAEIAABCEAAAhCAAAQgAAEkFs8ABCAAAQhAAAIQgAAEIAABCEAAAhCAQOoJILFSHxENQgACEIAABCAAAQhAAAIQgAAEIAABCCCxeAYgAAEIQAACEIAABCAAAQhAAAIQgAAEUk8AiZX6iGgQAhCAAAQgAAEIQAACEIAABCAAAQhAAInFMwABCEAAAhCAAAQgAAEIQAACEIAABCCQegJIrNRHRIMQgAAEIAABCEAAAhCAAAQgAAEIQAACSCyeAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHUE0BipT4iGoQABCAAAQhAAAIQgAAEIAABCEAAAhBAYvEMQAACEIAABCAAAQhAAAIQgAAEIAABCKSeABIr9RHRIAQgAAEIQAACEIAABCAAAQhAAAIQgAASi2cAAhCAAAQgAAEIQAACEIAABCAAAQhAIPUEkFipj4gGIQABCEAAAhCAAAQgAAEIQAACEIAABJBYPAMQgAAEIAABCEAAAhCAAAQgAAEIQAACqSeAxEp9RDQIAQhAAAIQgAAEIAABCEAAAhCAAAQggMTiGYAABCAAAQhAAAIQgAAEIAABCEAAAhBIPQEkVuojokEIQAACEIAABCAAAQhAAAIQgAAEIAABJFbCZ2D7zv0Jr9B+5ZPeM1be2X9IDhwqtN/k22TGHfmcHDdhrOzoH2iTGbfnNI8ZN0ryuZy8ve9QewJos1m/b2KnvLXngBweLLbZzNtnumNG5eU9R4+WN3cfaJ9Jt+FMJx49Wg4OFmXfwOE2nH12p3z8seOkr3+/FPkjOrMhjxvTIZ1jO6R/z8HMznHqpHGZnRsTqx8BJFZClkgsd4BILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWWkeicTSnF7l3pFY2cw1OiskVvYzZoZ2BJBYdpwqjkJiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vSQWNlMz25WSCw7TozKPgEkVsKMkVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jwSiaU5PSRWNtOzmxUSy44To7JPAImVMGMkljtAJJY7M20VSCxtifn1i8Ty46a1ComlNTn7vpFY9qw0j0RiaU4PiZXN9OxmhcSy48So7BNAYiXMGInlDhCJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5vJJY9K80jkVia00NiZTM9u1khsew4MSr7BJBYCTNGYrkDRGK5M9NWgcTSlphfv0gsP25aq5BYWpOz7xuJZc9K80gklub0kFjZTM9uVkgsO06Myj4BJFbCjJFY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOT0kVjbTs5sVEsuOU9pH3f/g47L+mWflyzdeKZ2dY0a0OzBwUL50+73Sc9YZctmi89M+nZb0h8RKiB2J5Q4QieXOTFsFEktbYn79IrH8uGmtQmJpTc6+bySWPSvNI5FYmtNDYmUzPbtZIbHsODVzVCicprxvktxwzRKrWyOxrDBVHYTESsgQieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWJrTQ2JlMz27WSGx7DilfRQSK3lCSKyEDJFY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOT0kVjbTs5sVEsuOU7lR5cRRfNveyrtWyT0/XF0qnzN7pty54nrpmjBeomO3vtYXjDPfX/n318p/vWvVsK1/5l633HZP6TpTJ0+Sb9/2RZkxbWrwtbAXU3/rN34QfK3SvaLbCaP9xa/pT0ZnJRIrYW5ILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonE0pweEiub6dnNCollx6ncqC3btsuyFd+R5Us/U5JJ8a/d9Q8PyEXnf6D0fSON+v6wMzi7ynzMOVWrf71e7vv6Ujm7e1bwtXLnVxlJddIJ7y2NMf++6oFHS0IslFxfuemq0plX5e4VPRPLfN98wi2LT/c+J8uW3z1MjvnT0VeJxEqYGRLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrE0p4fEymZ6drNCYtlxKjeq3NlVRiaZVVWVzrIykuur3/yxLL/5ahk3dmzZw9ZtDmHv371Hlt16t/zd5z8eCLJyq8KiQm3q5OOG3Svah1kVVkme+dPRV4nESpgZEssdIBLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkcisTSnh8TKZnp2s0Ji2XGqNMqsXlr5rVXBiijzuXbpHXLD55aMWFVlVluFn3DbXlwshd+vJLHiWxPN+HAFVzmJZURX2M/7T58xTGKZvq+4bkXZaUVXcyWjo6saiZUwLySWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTg+Jlc307GaFxLLjVGlUVBSZMaHQMqubzGqnz970NfnIh3pKK7OqrY6qJLHCe5jthGYbYmfnGIne12xD9JFY0V6TUchGNRIrYY5ILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonE0pweEiub6dnNKqsSq79fZNsrOVm7Li9f/fsxdjA8R4VnS4Xl0TOmzLlVoXgy3/eRWOW2/tlIrFrbCePneXlOPzNlSKyEUSKx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5JBJLc3pIrGymZzerrEksI6/WPtYhG3tzJQDf+fpoOxieo8IVV6Y8+sbA+EHp4TbBDb97MRhnu50wvP7yZVeXtimGWwsrbSeMn9cV36IY/vurr/+xdDi86T9+gLwnEpVlSKyEsSGx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5JBJLc3pIrGymZzerrEisl7eKrF3XIVu3HZFXs08vSM+5BfngB8bZwfAcFQohUx5ddRVKoVtuuye4sjkL68bPf1y++5NfBG80tJVYpjZ+htXK//wf5b6f/LJ0/lb4dsLoFK76xOLSNkbbc7bmzJ45TGp5IlFZhsRKGBsSyx0gEsudmbYKJJa2xPz6RWL5cdNahcTSmpx930gse1aaRyKxNKeHxMpmenaz0i6xzIqrZzbmS/Jq4sSiTJ8msuCCQenqGmIwdVJjJZYdaUalnQASK2FCSCx3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZaR6JxNKcHhIrm+nZzUqjxBrYL/LcCzlZsy4vu3YNrbwy8urM7qLMnVMoyauQABLL7llo91FIrIRPABLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrE0p4fEymZ6drPSJLHMlsENvcPPuzLyauH8gsztLlacMBLL7llo91FIrIRPABLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrE0p4fEymZ6drPSILHMlsHoqiszs+nTinLW3OryKiSAxLJ7Ftp9FBIr4ROAxHIHiMRyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy56V5pFILM3pIbGymZ7drNIsseLyqtx5VzazRGLZUGIMEivhM4DEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkUgszekhsbKZnt2s0iaxzJbB557Py8tbc9K348h5V7W2DFabLRLL7llo91FIrIRPABLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrE0p4fEymZ6drNKi8Tq7xdZ+5j7eVc2s0Ri2VBiDBIr4TOAxHIHiMRyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy56V5pFILM3pIbGymZ7drFotseLyymwZnH16UWadXpCTp9vNodYoJFYtQnzfEEBiJXwOkFjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jwSiaU5PSRWNtOzm1WrJFa5lVfmDYMLLhiUri673m1HIbFsSbX3OCRWwvyRWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bPSPBKJpTk9JFY207ObVbMlljnzakPv8G2DjZJXIQEklt2zUGvU073PyRXXrQiGLV92tfzoZ4/I8qWfkRnTptYqrfv373/wcVn/zLPy5RuvlM7OMXW5PhIrIUYkljtAJJY7M20VSCxtifn1i8Ty46a1ComlNTn7vpFY9qw0j0RiaU4PiZXN9Oxm1SyJ1cyVV/GZI7HsnoVqo/p375Frl94hN3xuiZzdPUu2bNsuy1Z8B4n6DskzAAAgAElEQVSVHG12roDEcs8SieXOTFsFEktbYn79IrH8uGmtQmJpTc6+bySWPSvNI5FYmtNDYmUzPbtZNVpiDewXefK3eVm7Lh80ZM68OrO7KHPnFOq+bbDSjJFYds9CtVGtllbx3liJlTzTul8BieWOFInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWJrTQ2JlMz27WTVSYm3szcmadXnZtSsXNNPobYNIrCMEwpVTmza/FHzxKzddJZctOl/iX7/v60uDlVXms/KuVbJ3737Zs3efrP71epk6eZJ8+7YvBt/77E1fk+07dgb/PGf2TLnp//y4/Jf/9qPSSqx4rbmf+fzqsaeDvz+2flPwd3O/x5/6ndzzw9Wlfw/vPzBwUL50+73BvaM9h7My9wjrzNcWX9TDdkK7H/PmjEJiuXNGYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vQq9378seOkr3+/FIvZnB+zEmmExCr3xsFPX17/A9tt82v0Sqze/69g20rdx3X/b0Mr3KKfUFQtueTCQFwZObRufa/M7+kOJFHPWWcEXzerq4ycMudbGZFkJNEvHlkfiCtzzlV0tdP2HW8O2z4YX5kVrzX9mPpv/o9/Gna9W267JxBZ5n7R65vxprcp75skN1yzJJBty269W/7u8x8v9bLqgUflzhXXS9eE8cNqOROr7o+V3wWRWO7ckFjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bPSPBKJpTk9JFY207ObVb0l1pNP5eXJp3LB6iuzdXDh/EKwAquVn0ZLrKc3FOTb9w02fYpnn5mXz17RMeK+5gD2ld9aVRI+4YByWwKNfDIfI46i/2y+Zq5jxJE5PN1GYoXXCe8X3/IX7yv67/279ow4Y8v0M/3EKbJo4bnD5FsoyDjYvemPXPUbIrHcA0FiuTPTVoHE0paYX79ILD9uWquQWFqTs+8biWXPSvNIJJbm9JBY2UzPblb1klhm9dV3v9/R8q2D5WbdDIm1/n+Goi78u9lC6SLvouPtaseMzlWUWKF8iq5SMhLrq9/8sSy/+epgNVMog7a+1pcKiRXdshjmaLYlhhLLrCwLtx5yJpbdz3dTRyGx3HEjsdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5JBJLc3pIrGymZzerpBKr3NbBNKy+is6+0RLLjnTzRmldiRUXbCGx8KyscBtkKN9YidW8Z8rqTkgsK0zDBiGx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEktzekisbKZnNytfiRWXV+Zu884tSM85zXvroN0MRdpNYsXPxDL//uAjT8lfLbpg2LlT5c7EMkzN1kLzaeZ2wnFjxw7rzdzf9Pfiy6/Lhy88u+z5WWaM2erImVi2PwkNHofEcgeMxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkUgszekhsbKZnt2sfCRWWt46aDfD9pNYoQCKbs+zfTthqySW2d4Yfzth+HZEc8h89Hvm6xf0dAdvUURi2f4UNGEcEssdMhLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkcisTSnh8TKZnp2s3KRWPHVV9OnFeXSj7burYN2M2xPiWXLhnFHCOSKRV7EmuSBQGK500NiuTPTVoHE0paYX79ILD9uWquQWFqTs+8biWXPSvNIJJbm9JBY2UzPbla2EuvlbTn52T/ng4Pbx3aatw4Wg+2DGj7ttp1QQyZp7BGJlTAVJJY7QCSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasNI9EYmlOD4mVzfTsZmUjsdauy4v5y3wmTizKpy9P/+qr6OyRWHbPQruPQmIlfAKQWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bPSPBKJpTk9JFY207ObVTWJZbYP/ugfO6RvRy642IL5heAvbR8klrbEWtMvEishdySWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTg+Jlc307GZVSWJFD283q68u/VhBTp5WtLtoykYhsVIWSErbQWIlDAaJ5Q4QieXOTFsFEktbYn79IrH8uGmtQmJpTc6+bySWPSvNI5FYmtNDYmUzPbtZxSVW/PD2ud1FWXCBru2D8ZkjseyehXYfhcRK+AQgsdwBIrHcmWmrQGJpS8yvXySWHzetVUgsrcnZ943EsmeleSQSS3N6SKxspmc3q6jEiq6+0nZ4e7XZIrHsnoV2H4XESvgEILHcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEktzekisbKZnNysjsV55LS/f/3EhePOg+cw+vSB/cXFBurrsrpH2UUistCeUjv4yIbHuf/Bx2fpan9xwzZJhVFfetUru+eHqYV/7yk1XyWWLzg++Zupuue2e4J8XX9QjX77xSunsHCMDAwflS7ffK6++/ke5c8X10jVhfDCmf/ceuXbpHcE/h19HYrk/yEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZaR6JxNKcHhIrm+nVnpXZOvj4v46S/7lhaKw5+2rh/IKYLYRZ+iCxspRm4+aiWmI93fucXHHdioDOVZ9YXFZime/F5Zb5mqld+a1VJRllhFc4NpRYu9/eKx++8Jxh0uuhR38rb+/Zh8RK8EwisRLAU1KKxFISVMI2kVgJASorR2IpC8yjXSSWBzSFJUgshaFZtHz8seOkr3+/FLPlNCxmnv0h0a2DneNE5p2j882DNkkhsWwo6RkTLgK64XNL5OzuWXVrXLXECilUW4lVSWIZaTX9xCklQRWVWuPGjg1WYn3ozz4gj/zrv8nNX/hkcKtbv/GD4Gv3/eSXSKwEjyASKwE8JaVILCVBJWwTiZUQoLJyJJaywDzaRWJ5QFNYgsRSGJpFy0gsC0gKh6xdlxfzl/nMPLkol388L/nRhxTOxK5lJJYdJy2jkFhVkrLdThhuJQxXWvWcdUZJYm3Ztl2WrfiOLF/6GZk6+bhAYi255MJgS6H5nHTCe4N/Nn+PruBiO6H7jxASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrE0p1e5dyRWtnI12we/+/2O0tlXC+YXZNGf56RzbIf07zmYrclGZoPEyla0SCwPiRUtMZLqszd9TZYvu1ref/qMkqQKl7VVklinTD9Blt16t4w/5qhgRdbvt74+TGINHBzM1pPWhNmY/0g+XChKocB65ybgbsktcrmcmJwPHOLnoyUBNOmmozrMoaI5OTxYaNIduU0rCYwd3SEHDxekyF6VVsbQ0HvnczkZNSonBw/xM91Q0C2++OhReSkUizI4yH+HtTiKut6+c0yH8HtJXZG27GKbnhX56T8X5K1+kWO7RK77XE4mHZsT838S5/M5OXQ4u39Gm+e4nT6hg/jLi+YFu77mzJ4Z7PgyH3MW96bNLwX/fN/Xl5a244ULclb/en3wveixStEzwcOvlxNJUfcxY9rUimeFm8VC6595VsYffZT8+J/XlO4VXrNcf6F32b5jZynKaP/1yDfT2wnjgMIthIsWnhtILJuVWEZyRbcexs/SeivDJrweD1i5a4w/arQMHDgsh/iPp0Yhbvl18zmR9xw9Wna9k93lzi2HnIIGzH9omKz3HUBWpiCOhrcw4ejR8s7+Q4KzbDjqlt3AiOmjxo6St/fxZ3fLQmjCjY8e2yHmd2D+j6YmwG7iLbqOGSO79h7kTKwmMm/ErX61Jie/WjN05TNmF+WSRUMiy3zM/0E8ZnRe3tl/uBG3TsU1jx0/pqF9HPq33zT0+tUuPvoDHxzx7VD4fORDPaVzvENBZHaFmRfSmTFf/eaPZfnNV0t47NGU900qjX/o0adlfk+3PLjmqUA4mZfVmY/xHeG4+M616L+bf171wKPDzgoPj10KX4QXlVDV+jP3NfIt7J2VWFWeiErbCeMlURllcyaWgR8/gCwusdhO6P7nANsJ3Zlpq2A7obbE/PplO6EfN61VbCfUmpx932wntGeleSTbCTWnV7l3thPqztVsH/zZzztk6zazyl3EbB80f0U/48Z0sJ0wYcyHnnhE9t7xfye8inv56PM+JEdf//dlJVZ4pJFZEWU+cd8QrrwybmLSxPeUjkAKx5uacsclRa/Tv2vPCBFmrhfuUIsu7jF1RmoZGRYVY52dQ4KxWn/m+9Gjl5BYjhLLAHvwkafkk5ddFFTGl8zZvJ0QieX+A2pTgcSyoaR7DBJLd3623SOxbEllYxwSKxs5VpsFEiv7GZsZIrGymTMSS2+u0bcPTpxYlEs/VpCTp43c7ovESp6xkVgHH384+YVcrzC200liXXHdihF3MKuhjMQKV2V1TRhfGhMVXdHjkuIruEIRFv96uDUxvODii3qqSqxK/Zn6UIAZ6YXEKvOgGBEVBxgudYvvFTXl8b2Y4fI4870wKAO73EMQ3p6VWK4/sSPHI7GSM0z7FZBYaU+oPv0hserDUctVkFhakvLvE4nlz05TJRJLU1r2vSKx7FmlZWR89dXs0wvyFxcXpOvd7YPxPpFYaUmufn3EF9qYK0dXQoWrn8I7lhtvvldrJZYRXuHuNbNV0HzMVsVq3sOMCc/EMquyoiuxoqIqSiPuSpBY9XtW6nolthO640RiuTPTVoHE0paYX79ILD9uWquQWFqTs+8biWXPSvNIJJbm9Cr3jsTSk+vAfpG1j+XlyafyQdNm9dXC+QWZ2139ZQtILD0Z23ZaTkrFz5wKxZb5e7j9Lzzrykion65eJ3+9eH6w9S8826rc2VnmuuaFdeblav/Xf/xbCbcjxs/Eil8zPGcrlFjV+jMvxTNnYt3wuSXBsUzhoiMOdrd9Ipo0DonlDhqJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5vJJY9K80jkVia00NiaU+vb0dOfviTvOzaNXT21bxzC9JzTuXVV9H5IrG0pz+y/0orq+Jv/wvfWmhWVMW/V+vthNG7mnPB+/6wM9gqGF3lFd2hZsZ/5aargpVa5VZime9X6y+6W87sdnv19T+WpFa9EszE2wnrBcPnOkgsd2pILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWWkeicTSnB4SS3N6a9flxfxlPmb11acvH6y4dbDcPJFYmtOn93oSQGIlpInEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkUgszekhsTSmZ/PmQZt5IbFsKDGmHQggsRKmjMRyB4jEcmemrQKJpS0xv36RWH7ctFYhsbQmZ983EsueleaRSCzN6SGxtKUX3T5oVl994t8XZMrk6mdfVZojEktb+vTbKAJIrIRkkVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jwSiaU5PSSWpvSi2weNuPrbv3HbPhifKxJLU/r02kgCSKyEdJFY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOT0klob0zPbBtY91yMbeocPbF8wvBH8l/SCxkhKkPisEkFgJk0RiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vSQWGlPL759cNGHizLr9OQCy8wbiZX29OmvWQSQWAlJI7HcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEktzekistKY3sF/kyd8me/tgrbkhsWoR4vvtQgCJlTBpJJY7QCSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasNI9EYmlOD4mVxvTMtsE16/Kya1d9tw/G54rESmP69NQKAkishNSRWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bPSPBKJpTk9JFaa0jNnX/3oHzvEbCE0H/P2wU9fnuzw9mrzQ2KlKX16aSUBJFZC+kgsd4BILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWWkeicTSnB4SKy3pRd88aOTVwvkFmdtdbGh7SKyG4k3Fxft375Frl94hN3xuiZzdPauuPa28a1VwvRuuWVLX67biYkishNSRWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bPSPBKJpTk9JFar0zOrr777/Y7S1sF55xak55yCdHU1vjMkVuMZt/oO9ZJY9z/4uKx/5ln58o1XSmfnmGBaSKxWp5ui+yOx3MNAYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vSQWK1Mz5x9tfqhvBwYyAVbBy/9WEFOntbY1VfR+SKxWpl+c+6NxLLjzEosO04VRyGx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5JBJLc3pIrFakZ1ZfrX2sQ4zEMh+zbXDBBY07+6rSHJFYrUi/8ffcsm27fPamr8n2HTtLN7vv60tL2wnNqqpbbrsn+N7ii3pKq6vidVd9YnGwVTD+9TmzZ8qdK66X7/7kl7J3737Zs3efrP71epk6eZJ8+7YvyoxpU4Nrm5Va9/xwdfDP8e81noLbHZBYbrxGjEZiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vSQWM1OL/rmwbGdRVn84caffYXEalzKD+ze2riL17jyJROmjxgRrrxacsmFctmi8yW+EssIrFUPPBpIqK4J4wPRNP3EKcHYhx59Wk49+YRAQoXiavmyqwP5VWk74S8eWV8SV9Exv3t+S3CfcPvh073PBb3W+1yuesFHYiUkicRyB4jEcmemrQKJpS0xv36RWH7ctFYhsbQmZ983EsueleaRSCzN6SGxmpXewH6z+iovTz6VD245fVpRLv1o81dfRefLSqzk6f+k//fy8S2/Sn4hxyv8+65T5Mcz/nxElZFFK7+1qiSpohLr/afPkC/dfq/0nHVGIK3Mx4yPyqbwggMDB4eNtTkTK3qtB9c8NUyWOU6v6cORWAmRI7HcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEktzekisZqQXXX1l7rdgfiH4q9UfJFbyBIzE+sHOF5NfyPEKR+VHVZRYUSlVTmKZrX/RT7il0HzNSK7o979y01WB8HKVWObw9+h2wui2RcepNmU4EishZiSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTg+J1cj03ugT+dE/HnnzoDm8/dOXt3b1VXS+SKxGpt+aa9usxDJbDePb+sKVV1PeNyk4ByvpSqzwDYaGQvxarSFT/a5IrISpILHcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEktzekisRqQXP7jdyKuF81t39lWlOSKxGpF+a68ZPwPLSK0rrlsh4cHu8TOxjGD66ep18pcXzZPl3/iH0lbD+NlacTlmZmlWWpmPkV7mE91OuG59b+l8LSRWa5+JptwdieWOGYnlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWJrTQ2LVMz1z7tWTv83L2nVD516ZT1q2DpabJxKrnumn51qhuDIdmW18r77+R7nhc0vKvp3QjAm3DEbrzNsEJx07Qf7mkgXBdsJQRJmthtG3E1aSWOZgdyPPwk/4psP0UBreCSuxEiaDxHIHiMRyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy56V5pFILM3pIbHqlV783Ku53UVZcEF6tg4iseqVNNfJIgEkVsJUkVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jwSiaU5PSRW0vTM6qsHH+4QI7HMx2wd/Nu/GZTjpyS9cuPrWYnVeMbcQQcBJFbCnJBY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOT0kVpL0oge3j+0synnnFlPx1kHbOSGxbEkxLusEkFgJE0ZiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vSQWD7plTu4PU1vHbSdExLLlhTjsk4AiZUwYSSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTg+J5ZJeXF6Z2jQf3F5rbkisWoT4frsQQGIlTBqJ5Q4QieXOTFsFEktbYn79IrH8uGmtQmJpTc6+bySWPSvNI5FYmtNDYtmk9/JWkfVP5WXz80feOqjh4PZac0Ni1SLE99uFABIrYdJILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonE0pweEqtaeuaw9ifW56Vvx9Ch7eaTBXkVzgWJlc2fXWblTgCJ5c5sWAUSyx0gEsudmbYKJJa2xPz6RWL5cdNahcTSmpx930gse1aaRyKxNKeHxCpHwMirNevysmvXkTcOntldlLlzCtLVlZ28kVjZyZKZJCOAxErGT5BY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOT0kVpRAOXm1cH4hWH2VxQ8SK4upMicfAkgsH2qRGiSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTg+JZQiUe9tgluVVmDoSK5s/u/WY1dO9z8nKb62SO1dcL10Txtfjkqm+BhIrYTxILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonE0pweEmvturyYv8xn4sSizDvX/FXIZqixWSGx2iLmmpPs371Hrl16h9zwuSVydvesYDwSqyY2BkQJILHcnwckljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTq89JZZZebVxU1429OZK515l6cB22ycSiWVLKtvjykmsbM945OxYiZUwcSSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTq+9JNbLW0U29HaIOfsq/EyfVpSPfHhQjp+SzRyrzQqJlc3MV961Su754epgclMnT5Jv3/ZFmTFtavDvobDatPml4N+/ctNVsvW1vtL48GsnnfDe0nbC/l17ZNmK78jypZ8pXSe+Uuv+Bx+XW267J7jm4ot65Ms3XimdnWPUAEZiJYwKieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWJrTaw+JFT+w3czayKsF8wfl5OnZzM9mVkgsG0rVx7zR27qtp8d3D22DjX6MpHrwkafkk5ddFHzZCK2+P+wMpNL+AweCbYNLLrlQLlt0vgwMHJR163vlnDNn1dxOaK4z/cQpQV143fDfjcBa9cCjpfOz4mOTU278FZBYCRkjsdwBIrHcmWmrQGJpS8yvXySWHzetVUgsrcnZ943EsmeleSQSS3N62ZZY5d42eOacobcNdnVlMzeXWSGxXGiVH/vq0wV56tuDyS/keIWTzs7LuZ/tqFkVXTH1+62vlz2s3eZMLHMdI6pCGbbs1rvl7z7/cZk6+Tj50u33Ss9ZZ5QEV3SsltVYSKyaj1L1AUgsd4BILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWWkeicTSnF42JVY5edUObxt0fRKRWK7ERo43EuuV9cV3vxH+3WxXDf/Z5h7R8Xa1o8bkKkosI5GuuG5F6cZzZs8MVkkZiRWKqKhcspFYZkwornbuert0HXMTI7FW/3r9sIlq21KIxLJ5TquMQWK5A0RiuTPTVoHE0paYX79ILD9uWquQWFqTs+8biWXPSvNIJJbm9LIlscyB7T/7eYds3TZ05pV52yDyqnLGSKzs/ewagbVs+d2lc7DqtRLLkAq3CZoztM4/9/3BmwzNlkQjscwWxfDNhhqpIrESpobEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkUgszellQ2IZebX2sSMHtiOv7J5JJJYdJ02jyh24Hp5XZeYRPRMrPD/rrxZdUHZL4MpvrSqdc2Vqt2zbLv/lv/9I8vmcLL/5aumaMD5AEz8Ty4itn65eJ3+9eL6aw92RWAmfciSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTk+3xDLbBp/ZmC+tvDKzWTC/IHPnFDjzyuKxRGJZQFI2JFwZFW7v+7Nz3i9v79lXklFGRH32pq/J9h07g5mZtxOaw9qjWxDN16JvJwxlVXjtKe+bJDdcs2QYmejbCaPX1YIPiZUwKSSWO0AkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPRGJpTk+fxHp5q8iG3g7Z/LzIgYGhbYNjO4sy+3SRBRcMIq8cHkcklgMshmaaABIrYbxILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonE0pyeDolltgtueyUna9blZdeuIXFlPtOnFeWsuQWZ9ie8bdDnKURi+VCjJosEkFgJU0ViuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vTSLbGMvFr/27xsfj5XklfmvKt55xZl1mlsGUz65CGxkhKkPisEkFgJk0RiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSCSW5vTSKbHiB7WbLs2qq3k9ZttgIZvAWzArJFYLoHPLVBJAYiWMBYnlDhCJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5vJJY9K80jkVia00uXxArPuzIHtoefud1m5dWgHD8lm5xbOSskVivpc+80EUBiJUwDieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWJrTa73EeqNP5Lnn87Kh98iWQdOVkVcc1N7YZwuJ1Vi+XF0PASRWwqyQWO4AkVjuzLRVILG0JebXLxLLj1pMoeYAACAASURBVJvWKiSW1uTs+0Zi2bPSPBKJpTm91kiscMXV1m0y7KB2c97V9Gm8ZbBZTxQSq1mkuU/aCSCxEiaExHIHiMRyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy56V5pFILM3pNU9iVXrDYCiuZs/ivKtmP0lIrGYT535pJYDESpgMEssdIBLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkcisTSn13iJZbYLPvlUh0TPuQrFFWddtfbZQWK1lj93Tw8BJFbCLJBY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I8EomlOb3GSKxw1dUT6/PSt+PIIe3mDYNnzS0E513xaT0BJFbrM6CDdBBAYiXMAYnlDhCJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5vJJY9K80jkVia06ufxDIrrnbsyMnm53Ky+fl86cKcc5Xe5wOJld5s6Ky5BJBYCXkjsdwBIrHcmWmrQGJpS8yvXySWHzetVUgsrcnZ943EsmeleSQSS3N6ySSWEVcbe/Oy+fnhbxY0V2XVVfqfCyRW+jOiw+YQQGIl5IzEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkUgszem5SyyzVfC5F/Ly5FPDxZVZcXX85KKYA9qn/UlRurqyySVLs0JiZSlN5pKEABIrCT0RQWK5A0RiuTPTVoHE0paYX79ILD9uWquQWFqTs+8biWXPSvNIJJbm9OwlljmY/ZmNedm67cgZV+FWwTO7B+Xk6dnkkOVZIbGynC5zcyGAxHKhVWYsEssdIBLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkcisTSnV7n3CZ2dsvH5AdmwsUO2bhPZteuIvDIHsyOu9OeOxNKfITOoDwEkVkKOSCx3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZaR6JxNKc3vDeX94qsnVbXl7emhu24sqMmjK5KOf1FNgqmJ24BYmVoTCZSiICSKxE+NhO6IMPieVDTVcNEktXXr7dIrF8yemsQ2LpzM2laySWCy29Y5FYerMznZttgvE3CoYzOnlaUaZPL8rcOQXOuNIdc9nukVgZDJUpeRFAYnlhO1LESix3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZaR6JxNKXnllxtaG3QzY/L3Jg4Mg2QbPa6uTpRlyJ9HSPkbcPDEixqG9+dGxHAIllx4lR2SeAxEqYMRLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrF0pGfeKrjtlZysWZcfdr7V9GlFOWvuyG2Cxx87Tvr69yOxdMTr1SUSywsbRRkkgMRKGCoSyx0gEsudmbYKJJa2xPz6RWL5cdNahcTSmpx930gse1aaRyKx0pveG30iO3ZUfqvgggsGK24TRGKlN9d6dYbEqhdJrqOdABIrYYJILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHonESk964Worc8bVGztyw1ZcmS7NWwVnzyrK7NMLNZtGYtVEpH4AEkt9hEygTgSQWAlBIrHcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEqu16YXi6pmN+RFvFJw4sSjHTx4SV7NOK0rnOPtekVj2rLSORGJpTY6+600AiZWQKBLLHSASy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHIrGan141cRWecTV5clGOn+LfGxLLn52WSiSWlqTos9EEkFgJCSOx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5JBKrOelFtwpufj4/7KZme6DPaqtqnSOxmpNrK++CxGolfe6dJgJIrIRpILHcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEqsx6YXSasvWvPT1ifTtyA27UaW3CtarGyRWvUim9zpIrPRmQ2fNJYDESsgbieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSORWPVLz4ir517Iy4aNuRHSamxnUWZMGzrfatqfFCu+VbBe3SCx6kUyvddBYqU3GzprLgEkVkLeSCx3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZaR6JxEqW3sB+I65yEj+YPZRW06eLTJlckJOnJ7uPazUSy5WYvvFILH2Z0XFjCCCxEnJFYrkDRGK5M9NWgcTSlphfv0gsP25aq5BYWpOz7xuJZc9K80gkll96L28V2dDbIRt7j2wTNOJq9ukiZ3YPNl1axWeBxPLLVVNVpiXWm30y6sVN8r6//JimSOi1RQSQWAnBI7HcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEss+vVBcbd0msmvXEXkVnm8167SidI6zv14jRyKxGkk3HdfOpMR6s0/GPPh96dj4G8nt3ysT//Ff0wGbLlJNAImVMB4kljtAJJY7M20VSCxtifn1i8Ty46a1ComlNTn7vpFY9qw0j0RiVU7PbBV8+ZW8bNwoEn+j4MSJRZl3blFmnVZo+PlWPs8XEsuHmq6aTEmsd+XVqCcfLoUweGq3TPp//ruuUOi2JQSQWAmxI7HcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEmtkembF1fqn8iPE1ZTJRTl5elFmnd78M65cnzEklisxfeOzIrFGrblfRq+5X3I7dwQhHJ53sRxcdLnIcVNk6qSULG3U93i0VcdIrIRxI7HcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnpXkkEmsovfCA9jXr8mW3CjbjjYL1fI6QWPWkmc5rqZZYb/bJ6PUPy6j1D5eVVyFxJFY6n720dYXESpgIEssdIBLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmke2u8Tq7xdZ+1iHbH5e5MDA0DlXad8qaPO8IbFsKOkeo1JilZFXZtvg4LyLgxVY8Q8SS/cz2qzukVgJSSOx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5ZLtKLPNWwWc25mXrtpEHtM/tLmqONOgdiaU+wpoTUCWx3n3b4OjV3yutvDLy6tBf/h9SOG1uxbkisWo+BgwQESRWwscAieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8klj0rzSPbSWJVerugkVYLLhhM5QHtvs8WEsuXnJ46FRKrwoHtteRVmAISS8/z2MpOkVgJ6SOx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ6V5ZNYlltkuuHFTXjb05oaddWUOaT+vpyDazrqyfdaQWLak9I5LtcQy8mrtz8Qc2h5+zMqrwx+6TAa7z7OGjsSyRtXWAzMhse5/8HHZ+lqf3HDNkmFh9u/eI9cuvUM2bX4p+Pp9X18qZ3fPKo0xdbfcdk/w74sv6pEv33ildHaOkYGBg/Kl2++VV1//o9y54nrpmjA+GBNez/xz+HUklvvPDxLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkdmVWKFZ12ZbYPhx5x1Nfv0osztLsjxUzSnVrt3JFZtRtpHpFFi5fa9E4irWge227JHYtmSau9xqiXW073PyRXXrQgSvOoTi4dJrFBE9Zx1hly26HzZsm27LFvxHVm+9DMyY9pUMbUrv7WqJKNW3rUquI4RYWHt7rf3yocvPCeoNx8jvR569Lfy9p59SKwEPzdIrATwlJQisZQElbBNJFZCgMrKkVjKAvNoF4nlAU1hSdYkVjl5ZbYLntk9KCdPVxiQZ8tILE9wisrSJrFGPfmwRM+8Mge1H1x0uchx/sYYiaXogWxhq6olVsit3EosI62++s0fy/Kbrw5WUsWllpFW00+cUhJUUak1buzYYCXWh/7sA/LIv/6b3PyFTwa3uvUbPwi+dt9PfonESvDQIrESwFNSisRSElTCNpFYCQEqK0diKQvMo10klgc0hSVZkVjltg1m8awr20cMiWVLSu+41EisN/tk3B03lg5sL06aLAc+dWPVA9ttqSOxbEm197jMSqz4SisTc7ja6tpPfSyQVOEqLfO96EqtqZOPC76/5JILgy2F5nPSCe8N/tn8PbqCi+2E7j9ASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHqldYoUrr7Zuk9KZV+0sr8JnEYml+afSrveWS6zYoe1GXh1a/CkxK7Dq9UFi1Ytktq+TaYm16oFHS+dclZNYRlKFZ2RVklinTD9Blt16t4w/5qhgRdbvt74+TGIV9b+Rt+lPeC4nAremY2/6Dcm56cibf8OciDl5hJ/n5qNvxR35mW4F9ebfk5ybz7zZdwwyNjdV9t+wr7xWkEceK8oTvy2UkJ1+Sk6u+NsOOW7SkXOwms0zLffjZzctSTS2j1blfPDRX8iBn94jhT/2BRMc+9dXSueSK+s+WTM/PhCoRSDTEiu6YqqcxLJZiWUkV3TrYXyF1xtv7a/FmO/HCBw7fqzsHTgkBw4d+Y8QIGWLgFmJZVbc/WHXQLYmxmyGETimc5TkcjnZs/8QZNqAwHsndEr/Owfk8KCy33zbIJt6TdGsxBp/1GjZ+faBel2S66SQwISjRsuhwaLsO3A4hd0Nb2lgv8jmF3Ky5tH8sDcNntldlAXzB6WrK/VTaFqDU7rGyY5d+/k/lppGvPk3Miuxxo7pkF3vHGzezc3qq9Xfl44nHw7uaVZfDfyn2xOde1WtebOikA8EahHIrMSqx5lY0ZVaIci4xGI7Ya1HbOT32U7ozkxbBdsJtSXm1y/bCf24aa1iO6HW5Oz7ZjuhPSvNIzVsJzTy6snf5mVDb64kr8ybBqdPE1lwAfKq3PPHdkLNP5V2vTd1O2ETtg6WmzXbCe2ehXYflVmJVY+3EyKxGvPjgcRqDNc0XRWJlaY0GtcLEqtxbNN4ZSRWGlOpb09IrPryTOvV0i6xNvbmZM26Iyuvpk8ryryeosw+nRX81Z4pJFZaf+Lq11ezJNbof/mejFr/cOng9nq8ddCWAhLLllR7j1MtscyqqCuuWzEswfu+vrR0zlX/7j1y7dI7ZNPml4Ix0e+ZfzdvNbzltnuC7y2+qKd0flYowJBYjfnhQGI1hmuarorESlMajesFidU4tmm8MhIrjanUtyckVn15pvVqaZVYm5/Pyy8eGr7y6tKPDsrJ09NKMl19IbHSlUcjumm0xBr15MMyevX3WiKvQl5IrEY8Odm7pmqJlYY42E7ongISy52ZtgoklrbE/PpFYvlx01qFxNKanH3fSCx7VppHpk1ihW8bNCuwzMdsG1w4vyDmjYN87AkgsexZaR3ZMIn1Zp+M/d7t0vFib4DGnHt1cMm1Mth9XtNRIbGajlzlDZFYCWNDYrkDRGK5M9NWgcTSlphfv0gsP25aq5BYWpOz7xuJZc9K88i0SKxy8mrowHa2Dfo8X0gsH2q6auousVp07lU16kgsXc9kq7pFYiUkj8RyB4jEcmemrQKJpS0xv36RWH7ctFYhsbQmZ983EsueleaRrZZYcXllWJpVVxzYnuypQmIl46ehup4Sa9Sa+8WcfZXbvzeY+uGFl8nBBZc27K2DtnyRWLak2nscEith/kgsd4BILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWWke2SqJ9fJWkfVP5cWcfRV+kFf1e5KQWPVjmdYr1UNi5V/YGGwdzO3cMSSv5l0sBxdd3nJ5FTJHYqX16UtXX14SKzz4fPWv18vUyZPk27d9UaZOPk6+dPu90nPWGXLZovPTNcsGdoPEcoeLxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXmkc2WWGbl1c9+3iFbtw2deWU+yKv6P0FIrPozTdsVE0msFG4dLMcXiZW2py6d/XhJrJV3rZLpJ06RRQvPla9+88fyycsukhnTpop5W+CqBx4tveUvnVOub1dILHeeSCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHtksiTWwX2TtY3l58qmhlVfmwHZz5tXcOQXp6tJMMJ29I7HSmUs9u/KSWGXk1eGei+XQX36qnq3V7VpIrLqhzPSFnCVW/+49suzWu+XvPv/xYPVVVGJt2bY9+PflN18tXRPGZxpcODkklnvMSCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fSOx7FlpHtkMiWW2DP7ioZzs2jW0+mreuQXpOQd51cjnBonVSLrpuLarxBr15MMyevX3Urt1sBxVJFY6nrW0d1FXicVKrLTHnY7+kFjpyKGRXSCxGkk3PddGYqUni2Z0gsRqBuXW3gOJ1Vr+zbp7IyVWuTcOfvryQVZeNSFcJFYTILf4FtYS680+GXfHjSV5Ndh9nhz468+n5tyrahiRWC1+yJTc3llimXnd/+Djsv6ZZ+XmL3xS/tu9Pwu2E3ZNHC/XLr1DllxyIWdiKQm/VW0isVpFvnn3RWI1j3Ur74TEaiX95t8bidV85s2+IxKr2cRbc79GSayNvTlZsy5fWn21YH5BzF98mkMAidUczq28S02JpeTcKyRWK5+ibNzbS2KZqZtVV1dct2IYhfu+vlTO7p6VDTKWs2A7oSWoyDAkljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPrLfEMquvfvnwkbcOTp9WlEs/yuqrZj8jSKxmE2/+/apJrFFr7pfRa+4vrb46tPhyObzwMikedUzzG01wR1ZiJYDXRqXeEquNGFWdKhLL/UlAYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzyHpJrHJbBxfOLwRvHuTTfAJIrOYzb/Ydy0ksjedeVeOGxGr2U6XzfkishLkhsdwBIrHcmWmrQGJpS8yvXySWHzetVUgsrcnZ943EsmeleWRSiRWXV4aFEVcLLmD1VSufCyRWK+k3597DJNabfTL2p9+Ujt4ngpsXJ02WQ4s/JYfnXdycZhp0FyRWg8Bm7LLOEsu8ndCcfbVp80tlUcyZPVPuXHE9byfM2INSz+kgsepJM53XQmKlM5d6d4XEqjfRdF8PiZXufOrRHRKrHhTTf40kEmvturyYv8IP8io9eSOx0pNFozoxEmvM23+Q/f94r5gVWCV5tfCyYOtgFj5IrCyk2Pg5OEusSi0NDByUr37zx8Eh7zOmTW185ym5Ayux3INAYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz0rzSB+JZVZffff7HaVD25FX6XsCkFjpy6TeHY177J8k/6v/V4pv9gWXNquuDi66XMVbB21ZILFsSbX3uLpJLIPRvLVw62t9csM1S9qGKhLLPWokljszbRVILG2J+fWLxPLjprUKiaU1Ofu+kVj2rDSPdJVY0dVXEycWhXOv0pk+EiududSjq6yde1WNCRKrHk9M9q9RV4m1Zdv2YDXW8puvZjth9p8d7xkisbzRqSlEYqmJKlGjSKxE+NQVI7HURebcMBLLGZnKAluJFX/roFl9tejiQekcp3LamW8aiZXBiN/skzEPfr+0dVAmTZZRf3WlvH3mwgxOdmhKSKzMRlvXiSGxEuJkJZY7QCSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasNI+0kVgbe3OyZl0+2D7I6isdaSOxdORk2+Xof/mejF79/WB4cGj7wstk9F8skc6xHdK/56DtZdSNQ2Kpi6wlDddVYq28a1UwCbYTtiRLNTdFYqmJyrtRJJY3OlWFSCxVcSVuFomVGGHqL4DESn1EdWmwmsSKv3lwyuSi/O3f8NbBuoBv8EWQWA0G3KTLV9s6OOzthE3qp9m3QWI1m7jO+zlLrGpvJ1x8UY98+cYrpbNzjE4aHl2zEssdGhLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9ILHtWmkdWkljR1VdmfgvmF4K/+OgggMTSkVOlLuPyyqy+2n/97cMObUdi6c6Y7utHwFli1e/W2bgSEss9RySWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasNI+MS6y4vJo+rSiXfpTVV9oyRmJpS+zdft/sk7Hfu106XuwNvhBsHVz8qeDNg/EPEktpxrRddwJIrIRIkVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jzSSKzd7xTkid8W5cmncsG5V+bD2VeaUxVBYinLL3ZoezV5Fc4MiaUsY9ptGAEriVVtC2G8szmzZ8qdK67n7YQNi0z/hZFY+jOsNQMkVi1C2fg+EisbOdrOAollS0rvOCSW3uxcOn/huVGy+ldF6e9HXrlwS/tYJFbaE3q3v/gbB0Xk8MLL5OCCS4dtHSw3GySWkoxps+EErCRWw7tQfANWYrmHh8RyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy56VxpFr1+VlQ++RlVfm0PaPfHhQTp6ucTb0HCeAxEr5M1FOXs27WA4uurymvApnhsRKeca01zQCSKyEqJFY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7RmLZs9I0Mn7m1SkzRP7dWSJ/+qeHNU2DXmsQQGKl9BEps21w8LRuJ3mFxEpptrTVMgJIrITokVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmz0jCyv19k7WMdYiSW+Zgzr8yB7WeeMVoODhZl3wASS0OOtj0isWxJNWlcHVZexTtlJVaTsuM2qSfgJbG2bNsun73pa7J9x84RE+RMrNRn3vIGkVgtj6DhDSCxGo44FTdAYqUihqY1gcRqGuqW3QiJ1TL0db9xdPXV2M6iLJxflHnnFoZk1tFIrLoDT8EFkVgpCMG00AB5Fc4MiZWSjGmj5QScJdbAwEH50u33Ss9ZZ8jcM2bKD+7/tfzd5z8unZ1jZOVdq+T8c98vZ3fPavnEmtUAK7HcSSOx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxLJnlcaRZuXVtldysmZdvvTGwdmnF+QvLi5IV9eRjpFYaUwveU9IrOQME12hgfIKiZUoGYozSMBZYpk3FS679e5AXJnPV7/5Y1l+89XB2wif7n1OVj3wqHz5xisDqdUOHySWe8pILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7HsWaVp5MtbRTb0Htk2aHozWwcXzi/I3O7iiFaRWGlKr369ILHqx9LlSvkXNsrof/kH6Xixt1R22PHAdtv7sRLLlhTjsk4gkcTqmjhebv3GD+TmL3wykFhmm2FUamUdnpkfEss9ZSSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasWj1yYL/Icy8MX3Vlepo+rShnzS0vr8KekVitTq8x90diNYZrpauOevJh6TB/vSuvipMmi++B7badI7FsSTEu6wScJVZ0O+Fli84PthBOP3GKmH++/8HHZf0zz7ISK+tPTcL5IbESAlRQjsRSEFIdWkRi1QGioksgsRSF5dkqEssTXBPLwsPaNz8vcmDgyIHt884tyqzThm8brNQWEquJgTXxVkisJsB+s09GvbhJRq/+nuR27ghuaOTV4Z6L5VDPxSLHTWloE0ishuLl4ooIOEus+NzM9sJrl94hmza/JFMnT5Jv3/ZFmTFtqiIEyVplJZY7PySWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasWjFy7bq8bOjNlc67sll1Va5PJFYr0mv8PZFYjWPc0fuEdPT+Rszqq/Bj5NWhxZ8Ss3WwWR8kVrNIc5+0E0gssdI+wUb3h8RyJ4zEcmemrQKJpS0xv36RWH7ctFYhsbQmZ983EsueVTNHRt80aO5rzrlacMHgsMPaXfpBYrnQ0jMWiVXnrN49qL3jhd7Sqitzh8Hu8+TwvA8Hf2/2B4nVbOLcL60EkFgJk0FiuQNEYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz6oZI83WwZ/9vEO2bjuybfAjHy6KeeNgkg8SKwm99NYiseqQzbvbBaNnXZmrllZdnTqn4VsGq80CiVWHjLlEJgg4S6xw++DZZ86SG65ZkgkISSaBxHKnh8RyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSy55VI0eatw2uXTdcXlV606BPH0gsH2rpr0FiJcgoXHW18TeS27+3dCGzVfBwz59L4bS5CS5ev1IkVv1YciXdBJwllpnu073PyRXXrSjNfPFFPW11mHs0ciSW+w8AEsudmbYKJJa2xPz6RWL5cdNahcTSmpx930gse1aNGBnfNji2syhndRel5xy7A9tte0Ji2ZLSNQ6J5ZhXmUPazRUGT+2WQSOvWrzqqtxskFiOGTM8swS8JFachnkr4S233RN8ec7smXLniuula8L4zEJDYiWLFomVjJ+GaiSWhpSS94jESs5Q0xWQWJrS8usVieXHLWlVXF5NnFgUl7cNut4fieVKTMd4JJZFTlW2Cw6e1i0HF13e0u2CtWaAxKpFiO+3C4G6SKyVd62Se364GonVLk9NwnkisRICVFCOxFIQUh1aRGLVAaKiSyCxFIXl2SoSyxOcZ5k582rtYx1iJJb5GHlVz22DldpCYnkGlvIyJFblgPIvbJRR63817O2CZnTatgvWesSQWLUI8f12IeAlsaIrrwwothO2y+NSn3kiserDMc1XQWKlOZ369YbEqh9LDVdCYmlIKVmPSKxk/Fyq167LyxNP5eTAQC6QV2bl1bxzkx3Ybnt/JJYtKV3jkFhH8srte0fyL26Sjt7fyIi3C6Z4u2CtJw6JVYsQ328XAs4Si4Pdhz8anInl/qOCxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnpXvSLP66rvf75Bdu4ZWX83tLsqCCwalq8v3iu51SCx3YsCtjAAAIABJREFUZhoq2l5iVdgqaLIzbxcc7P6gHFxwaaq3C9Z6zpBYtQjx/XYh4Cyx2gWM7TyRWLakjoxDYrkz01aBxNKWmF+/SCw/blqrkFhak7PvG4llz8p1ZKu2DpbrE4nlmp6O8e0oscJtgvlXfy/517YMCyo4oH3ueXJ4znmqxVV0UkgsHT+LdNl4AkishIyRWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+0Zi2bOyHWnk1cZNednQmyutvlowvyDmr1Z9kFitIt/Y+7aDxDLbBDt6nwi2CeZf6JXc/r0lqMVxR8vg3A9Kwcir7vOkeNQxjQXegqsjsVoAnVumkgASK2EsSCx3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n0jsexZ1RoZX3llxrdi62C5PpFYtdLT+f2sSiyz2qrjhU2Sf2GTdLzYOyycwokzgm2Cg6fNkcJpc3UG59A1EssBFkMzTQCJlTBeJJY7QCSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWPasKo2sJK/O7B6Uk6cnv349roDEqgfF9F0jKxIr9+pL0vHaS2VXWxnqwTbBeRfL4VPnZGaboO3ThMSyJcW4rBNAYiVMGInlDhCJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5vJJY9q/jINK+8iveKxPLPOc2VWiWW2SKYe+33Mmr9r0a8SdDwNqutzCqrwdO6pXDqnExuE7R9rpBYtqQYl3UCSKyECSOx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZxUdubE3J2vW5Vv6xkGXzpFYLrT0jNUksYLVVi/2SsfGJ0ZsETRvEiycODPYJtiOq62qPXFILD0/j3TaWAJIrIR8kVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtGYtmzCkc+93xefviTfPCvaTnzqtYskFi1COn8fqol1pt9MurFTZI34socyL5zxzDIZotg8aSZcrh7XlucbeX7hCGxfMlRlzUCSKyEiSKx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3jcSyZ2VGmi2Ed97dIQcGcsHbBlv5xkGXzpFYLrT0jE2TxCqttAqEVZ/kX9syDKRZbWW2B5rVVu2+RdDlCUNiudBibJYJILESpovEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0JmffNxLLnlV0C6FZgXXZxwbti1s8EonV4gAadPtWSazwTKvwDYL5134vuf17h0urcUdL4cRTZHDuecHB7GbVFR93Akgsd2ZUZJMAEithrkgsd4BILHdm2iqQWNoS8+sXieXHTWsVEktrcvZ9I7FqszKrr3728w7Zui0XDJ44sSjXXj0oneNq16ZlBBIrLUnUt4+mSaw3+6Tj9S3BtsD8CxtHrLIysyqda2VWWyGt6hY0EqtuKLmQcgJIrIQBIrHcASKx3Jlpq0BiaUvMr18klh83rVVILK3J2feNxKrM6uWtIht6O8SswArl1cL5heAcLG0fJJa2xOz6bZTECkVVIK1ee2nEeVamu1BUBVsET5ghctwUu6YZ5UQAieWEi8EZJoDEShguEssdIBLLnZm2CiSWtsT8+kVi+XHTWoXE0pqcfd9IrJGsjLR6ZmO+tPLKjDBnX82dU5CuLnu2aRqJxEpTGvXrpS4SK7LKKjzXKt5hMbI1sHDiDA5ir1+ENa+ExKqJiAFtQgCJlTBoJJY7QCSWOzNtFUgsbYn59YvE8uOmtQqJpTU5+76RWEdYRc+8Ml812wanTxNZcMGgWnkVzg6JZf8zoWmkj8QatsrKHMIeO8vKzD8UVYUTZ8rgiTM5z6qFDwUSq4XwuXWqCCCxEsaBxHIHiMRyZ6atAomlLTG/fpFYfty0ViGxtCZn3zcSa+iNg/Ezr7RuG6yUPBLL/mdC08haEitYWfXaS5J/sVfyr/6+/FlW766yKpw2RwZPmyPFE0+R4lHHaMKQ6V6RWJmOl8k5EEBiOcAqNxSJ5Q4QieXOTFsFEktbYn79IrH8uGmtQmJpTc6+73aWWEZerX0sG2de1UociVWLkM7vRyWWjbAyswxXWXGWlY7MkVg6cqLLxhNAYiVkjMRyB4jEcmemrQKJpS0xv36RWH7ctFYhsbQmZ993u0qs+NbBeecWpOccvWde1UociVWLkK7vG2GVf2uHvOeVZ2X/i88HK63KfYywKk6aIkZYBf/MKitdQYsIEktdZDTcIAJIrIRgkVjuAJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7PtuN4kVl1ezTy/IX1ycXXkVPglILPufibSNjJ5hldvZV3ZLoOkZYZW25OrTDxKrPhy5in4CSKyEGSKx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn33S4Sa/PzefnFQznZtSsXwDGHtmft3KtqqSOx7H8mWjUyt+8dyb02dG5V3pxjVeEMq6iwOurUWbL7T2ZL8QTOsWpVbo2+LxKr0YS5vhYCSKyESSGx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3nWWJZc682vZKTtasy7etvAqfBCSW/c9EU0a+2Sf5t/qk44VNgbCSfXulo8qWwMJJp0jh1O4RbwqsdbB7U+bCTRpKAInVULxcXBEBJFbCsJBY7gCRWO7MtFUgsbQl5tcvEsuPm9YqJJbW5Oz7zqLECg9s3/y8yIGB9lx5FX8CkFj2PxP1HhldYdXxQm8grXI7d5S9zeCp3VI8aaYUJk22OsMKiVXvtNJ3PSRW+jKho9YQQGIl5I7EcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0Jmffd5YkVvxtg4bC9GlFOWtuQeZ2F+2hZHAkEqt5oYaHrnf0/qbilsDiuKOlYA5ZdxBW5WaAxGperq26ExKrVeS5b9oIILESJoLEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0Jmffd1YkVvzAdiOtFlwwKF1d9iyyPBKJ1Zh0jbDK7d8TnGPVsfEJyb/2e8nt3zviZqUVVifOHLElMElnSKwk9HTUIrF05ESXjSeAxErIGInlDhCJ5c5MWwUSS1tifv0isfy4aa1CYmlNzr5v7RKrXd82aJ/w0Egkliux8uNLbwqsIqyKwVbAmTJ4WnewJbBw2tz63LzMVZBYDUObmgtXk1iH94sc6Dd/5WWgX+RgvwR/P7w/J+Z7gwND0xhbRuabuvBzoH9o23X4GdtVlI5Okc5ji/KeGSKjxxXlqOOHvmY+o8YN/VWvz9RJdbxYvZriOqkjgMRKGAkSyx0gEsudmbYKJJa2xPz6RWL5cdNahcTSmpx931olVlxetdvbBu0THhqJxHIlNjTeSKtRvU+KWXFV7uD16LZAI60GT5ghctwUv5t5VCGxPKCluMSIp73bRfa+kS8JqeKBnOTzOTl0+MiW6CFxNVw8NXNaHZ1FmTCzKEcfP3RXI7uiHyO8jDizFV1IrGamp/deSKyE2SGx3AEisdyZaatAYmlLzK9fJJYfN61VSCytydn3rU1iIa/ss42ORGLV5jbiAPYXekdsDQxWVp10igx2f7DpwqrcDJBYtXNN04hQUh3clZMxE4syOJB/V1oZeZVzFlNGJoWy6JipRRnTJdLZJdLRWQgEUrhyKrrqKuQR/X7nscMpDbw1tIpr3xu5oC+zumvgrVxpZZeLQDOruqKfo6cWZdS4nIydeOTr5358bJpiopeUEkBiJQwGieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovm8NEssc2L7tlZysWZeXXbt426B9ukdGIrFGUjPSKv/iJgneGPjCxuBcq/gnPMvqcPc8KZqD2I86xgd/w2qQWA1Dm/jCobB6e0tedm8xMsiIoeqrp4yUOnqqWdkkgeQx/zzumJyMGZOXd/YdKvVkxFVcPCVu2OECZm5/+Le8DO4fKjrw7p/L5p8P7y8GwsuIs1rzDW/5198Z7XB3hrYrASRWwuSRWO4AkVjuzLRVILG0JebXLxLLj5vWKiSW1uTs+06zxCr3tkG2DdpnGx2JxBJxkVat2BrokywSy4daY2qM2DHCauezQ8LKrGKKf0JJNWpcMTi3yvzdrJwyq5PMFjwjreIf7Qe7m1Vd4ces7jLndw0ODImu8MNKrMY8k1m7KhIrYaJILHeASCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fadRYpWTV7NPL0jPuQU5ebr93Bh5hEC7SqzwLCvz5sByZ1qZlVaF0+bI4GlzUrnSqtYzjMSqRaj+39/9kojZDhhurwu32sWlVSiszDY/czj62K5CWUlVq0PtEqvW/Mz3ORPLhhJjkFgJnwEkljtAJJY7M20VSCxtifn1i8Ty46a1ComlNTn7vtMmsdauy8uG3lxp2+Dc7qIsuGBQusq8Xct+loxsF4lVentgsEVw5JlWUWnVyLcGNuuJQ2I1nrRZSfTW/8rLW8/m5O0t1bcDmtVU7/t3RZkww09YlZsNEqvxGXMHHQSQWAlzQmK5A0RiuTPTVoHE0paYX79ILD9uWquQWFqTs+87LRIrfmA78so+Q5uRWZZYHb1PSEfvb4KzrXI7dwzDUZw0WYKtgd0flMKpc1J3ppVNdtXGILGSEixfb1Zb9f+voa2B8UPMjagyb+Mz2wCjB6lPmNmYXpBYjeHKVfURQGIlzAyJ5Q4QieXOTFsFEktbYn79IrH8uGmtQmJpTc6+71ZLrHJvG7z0o4NsG7SP0GpkliRWtS2CUWk1eMIMkeOmWPHROgiJlSy58PB185bAt7eIvLN95AHs5u16ZjvgpDPM34fe+tfMDxKrmbS5V5oJILESpoPEcgeIxHJnpq0CiaUtMb9+kVh+3LRWIbG0Jmffd6sk1stbRX728w7eNmgfVaKRmiVW6UD2CqutzBbBwbnnSfgmwUSglBUjsdwCMweu794yJKz2bh+5yiq8mlltNXFmUbr+tCCNWmFl2zkSy5YU47JOAImVMGEkljtAJJY7M20VSCxtifn1i8Ty46a1ComlNTn7vpstscqtvFo4vyBm+yCfxhHQJrHM2Vajep+UcNVVlEy7rbaq9lQgsar/zIQrrSptDTSHr4/tkmB74NHHm7cESktWW1WbBRKrcX8ucmVdBJBYCfNCYrkDRGK5M9NWgcTSlphfv0gsP25aq5BYWpOz77sZEit82+DWbcLKK/to6joy9RLrzT4Z9eIm6Xjy4YpvEWzX1VZIrNo/CmaF1YH+vAR/D94caFZaiQwODD+IPdwaOHFmQcxqKyOt0v5BYqU9IfprFgEkVkLSSCx3gEgsd2baKpBY2hLz6xeJ5cdNaxUSS2ty9n03UmIZebVxU17MGwfDz/RpRTlrLiuv7BOqz8g0SqxqZ1sVTpwh5u2Bh7vnSfHEUzJ3IHt9UhVpx5VYRlDteTkXHLpebUugYWxWWhlRdczUdGwN9MkdieVDjZosEkBiJUwVieUOEInlzkxbBRJLW2J+/SKx/LhprUJiaU3Ovu9GSSzeNmifQTNGpkViBdsE1/+q7JsEB7vPC94iePjUOZk/kL1embeDxDLSat8bQ+dY7XopJ/veGL66yrAM3xhotgR2jBM5+vjCu9sE60W6dddBYrWOPXdOF4FMS6yVd62Se364ehjxr9x0lVy26Pzga/c/+Ljccts9wT8vvqhHvnzjldLZOUYGBg7Kl26/V159/Y9y54rrpWvC+GBM/+49cu3SO4J/Dr+OxHJ/oJFY7sy0VSCxtCXm1y8Sy4+b1iokltbk7Puut8SKyyuz8sq8bbCry74nRtafQMskVrhNsPc3kn+hV3L795YmFz3bqnDqHFZbecSeJYm1+yWRvW/k5WC/yEC/yOH9I98UaBCZ1VXHniGiaUugR7SlEiRWEnrUZolA5iWWCeuGa5aMyOzp3udk5bdWlWSUEV7h2FBi7X57r3z4wnOGSa+HHv2tvL1nHxIrwU8BEisBPCWlSCwlQSVsE4mVEKCyciSWssA82q2XxDJvG/zFQx3St2NolcTEiUXhwHaPQBpU0iyJVetNgqG4Otzz58F2QT7JCGiVWNED19/ZnpO3t4xcXRWSCbcETphRDA5db/XbApMl5l6NxHJnRkU2CbStxDLSavqJU0qCKiq1xo0dG6zE+tCffUAe+dd/k5u/8Mkg/Vu/8YPga/f95JdIrAQ/D0isBPCUlCKxlASVsE0kVkKAysqRWMoC82g3qcTa/Hxenlyfk63bkFce+JtW0lCJVeVQ9uK4o6VwWjfbBBuUtAaJZYTVgf4jB6/v3lJeWoUHrXd2DZ1j1dFZCP4+alyD4Cm5LBJLSVC02XACmZdY0e2E4VbCcKVVz1lnlCTWlm3bZdmK78jypZ+RqZOPCyTWkksuDLYUms9JJ7w3+Gfz9+gKLrYTuj+jSCx3ZtoqkFjaEvPrF4nlx01rFRJLa3L2fftIrODA9t6cbNiUH/a2wTO7izJ3ToGtg/b4mzay3hLLnG3V8cImyb+wacTbBAdP7RbzJsHwcPamTbINb5QmiWXeBrh7i3lDYC6QVuXeDhiN6D0zihKurkJWVX54kVht+IPNlMsSyLTEis7YSKrP3vQ1Wb7sann/6TNKkurs7lnBsEoS65TpJ8iyW++W8cccFazI+v3W14dJrDd3H+DRciQw4ejRsu/AoBw6XHCsZLgWAvl8Tsx/JL+156CWlunTg8C4sR2Sz+Vk78Bhj2pKtBHoGj9G3t53SAYHi9pap19LAqM78nLUuA7Z/c6hmhVGXv1qbU6e2Xhk64/ZNvj/t3cuwHVc52H+7wVIAHwCpCyCNCm+aSkai/KrkV9J7DhOa9Vt4qncJJ46reMkdjqZOI6aOp5xmjqtojiJm0yntvNQmqR5K1Wb8UiJY8d26lqWk9gWlepFiRQpUiIgiwT4woME7nb+vTiXi8Xee/ec3b13z+LbGQ4IYM/uv9+/9/XhP//5rjeL7NsdIK+6EuzfDvoHiIVGIHPzi25BPPmw1J88IjX9d+qYyOylZccJbn29NF7xBgkO0ZTdDbDbKP0j8bmL8xL0+Cn66mwgl56ryfljNZk+JuH/F+aSr2FwWGRoi8iakUA27BAZPSCyeX9D1oy0n0LoRqOao4bW1GXtmgG5ONP9OdpXAtdtHvI1dOLuIYFVI7GUqZlC+LY3f2sosdJUYqnkik49jPfSuoKIsb5dBwfq0mg0pNHjF1nrQBngTEDfigwO1hGVzgT9GKgVd7ot8mD2I2EZo1TBsbDYEJ66M4Is8fBaTWSwXperi+3/yHT2XCD3fyaQh/7+2p1w26trcttranLoAB9ES5zeVmiD9Vr4HqyR0nYsnnhKgicelsXHviGNxx6WYGa5tKrvPiD6b+DV3yYDr36DDwgqGaNWUhbxueTKTCAXTolceE7k6ozI7NnmY3/mrMiVGZELp1e+KmzaWZPNO0U231CTTS8VWXedyLqtPD9kvfH0D4f1ushChf+YpPcxGwS6EViVEktXJ0zTE0unE5pKLQMyLrGYTtjtFlv5e6YT2jPzbQTTCX3LmFu8TCd04+brKKYT+pq59HF3mk6olVdf+D8D4dRBs916OJA3fRurDaYnXI49u04nXOprVX/qiAzoKoJnJ5cFbqYGLmp/q5fuE7luvBwXtsqjyDqd0DRYN6sCapP1btMADXKdDrhhhzZbF1m3vSHDW1Z5Mgq6fKYTFgSWw3pHoLISa+r8RXngr78q73rHW8KkRKcL7tu9Q9KsTojEKuZ+RmIVw7VMR0VilSkbxcWCxCqObRmPjMQqY1byjSlJYoU9rx6pyzeO1Fo9r5BX+XLv9dHiEqu1iuDRI6L9reqnjy8Lyawi2Dh4WBYOMkWw1/lKe75OEisqqBa1ufp0TebOXTtyJ1llVgRUMTU0GsjASHM64MBwTYbGmg3X2XpDAInVG86cpfwEKiuxTPP2+z/3UCsLv/NrH1pWWXXfA1+Sj3zsnvD3t7/lNvnone+R4eG1YsYisYq5gZFYxXAt01GRWGXKRnGxILGKY1vGIyOxypiVfGOKSixTeXXipCCvXDFHVuqTNWtk/sd/wfVIuY7bNHNWFh57WBYe+7rUTz29UlqZVQS10urgYQl27c/1/BwsfwIqpPQ5+tSJOdE53y7VVBqVrgo4vKVZUbV+e0OGxoSqqvzT5XxEJJYzOgZWjEBlJVav8sR0QnvSSCx7Zr6NQGL5ljG3eJFYbtx8HYXE8jVz6eNWiTVxZlC++ODismmDe3YH8r3/jGmDaUkOfuWvZED/PXVk2ZCZn/8f/Zl612V6YKDSaucBaRy6RRYP3SKNQ7emvVT26xEBrZSan6rL3JTIlSkRneqn1VW68t/iXPdeU/FqKhVVa0ev9bJCVvUokRlPg8TKCJDhlSGAxMqYSiSWPUAklj0z30YgsXzLmFu8SCw3br6OQmL5mrnucc/NijxxtCZf+eqAnJm4tr9OG3zF4UXZu6f7MdijSUD7SA1//M4WjsXDr5P66WNhX6n59/1H0e97semqgYNHviwDR768otJK1m0QufGwXNl/C5VWvUhGl3MYGaVfF+fqsjgXyNy5mizONWVVmr5UQ2OB6HuvNZuDcPGNwZFr1VSDI8KUvxLkOY8QkFh5UOQYVSCAxMqYRSSWPUAklj0z30YgsXzLmFu8SCw3br6OQmL5mrn2cZspg48/KTK/VM2xZYvIDbto2O6U7RcnZOSu90lt9rJcvf1fycKb3yHBug2y9t5PyuDn7wt/dvWfvtvp0N0GqbQaOH1sSVo1pZnZtKdVY+d+CRuxHzwsm2+8Ua4sBjIzt9DtsPzegYDKKN1UHuk0P62W0u1K2IeqJpfPiCzMppNT5vSmkkqbp68da0710+NrBZV+1S1rY3eHS2VIjwkgsXoMnNOVlgASK2NqkFj2AJFY9sx8G4HE8i1jbvEisdy4+ToKieVr5lbGnbTSoE4ZfM2rRN70+kF58fx8dS62F1eyNF1vzf2/F8ojrbbSqquWgDjyoAx96j+s+HnW0LQJ++BDn01cQdA0Y1+47btWTA/sujph1sAqPN40SNeKqXCK31KD9GYVlQqr7lP74nhUUBkZpRVUgyO1VgN1lVXaON2Iqk5okVgVvvGWLg2JVf0cc4XpCCCx0nFquxcSyx4gEsuemW8jkFi+ZcwtXiSWGzdfRyGxfM3ctbifOSHyhb8ZkBMnr33Qjq40mLQ6of9XXdwVaPXTmi/cJ9oDy2wqj+Y+/KmwAstsup9WaOnvZv/T7zsHFFZbPXVEBh5+UOqnnw4rvqLnDautDr9eFnfu79iMHYm1PAVJK/ctzAZhtZSporKRUyqldNNeVTrNTwWVbmZ1P9OPKq2cSnvDILHSkvJ3PySWv7kj8nwJILEy8kRi2QNEYtkz820EEsu3jLnFi8Ry4+brKCSWn5nTqquTz9bk839Tb60yODoayJ7dIm/6tuXN2pFYKXKsVVePPChrPn/fsil7Ok1v8bVvlYXXvjXxICMf/J5QOs3+yv9aJri6nXHgyIPhFMGBo0eWnU/HNXbuk8auA5JUbdXpuKtNYpmeU6Yx+uKsrt5nP6VPmZppfVoxtX67yID2m9reCHH3uzk6Eqvbo8n/3yOx/M8hV5APASRWRo5ILHuASCx7Zr6NQGL5ljG3eJFYbtx8HYXE8itzWnX1jSMDy1YZVHn15m9vyO4bAhlbqg6JXhUSq02Ol6YLxlccNFP2rrztX3VddXDo43eGVVRzP/lLHVf/i1ZbxVc3NOdrHDwsCwdv6XrOdndsFSVWtJrqwnE7QRXtNzUwrBVTgQwM12RguNl3Sn+mX9NM6evnswQSq5/0e3NuJFZvOHOW8hNAYmXMERLLHiASy56ZbyOQWL5lzC1eJJYbN19HIbHKnzldWVBXGDxxUlpVVxq19rt65a0N0amDnTYkVoTOUsWVTt2LyySttrKtfjLN3a/c8f6w4XtrWxJkuqrhwMNfXjZFUPcJK7xufV2uqwj6LrGiwury0up9M2fa96IyPadUTpl+U0VN6evnswQSq5/0e3NuJFZvOHOW8hNAYmXMERLLHiASy56ZbyOQWL5lzC1eJJYbN19HIbHKm7mHj9TkwYfqMjF57YO8Vl294pamuEqqukq6GiSWhP2t4hVXLZn02reGzdmj/a7S3hU6LdA0d79y+7tDMTb4lc9I/fTxZYfIq9qqU1y+SKywcfpUXbSyam6qe3XVpn2B6Op963UFv9FmLyrtQ7VaNiRW9TONxKp+jrnCdASQWOk4td0LiWUPEIllz8y3EUgs3zLmFi8Sy42br6OQWOXKnFlhMFp1ZXpdveLwouzdYx/vapVYpkF7vO+UqbgKdh5wElfRDJjm7klZafXTyjBF0CbbZZVY549pr6qmtDp/rBY2Rm+3rdsehNP+Nu1r9qTavN+GQDX3RWJVM6/Rq0JiVT/HXGE6AkisdJyQWBk5RYcjsXKEWdJDIbFKmpicw0Ji5Qy05IdDYvU/QXOzIk8crcnXH64vW2Ew7XTBblewmiRWbeaSaHXU4Of/57JqKK2Eunr7uzP1nGrHeeTHb5fawpVwlcLFQ4ebKwkefl23tOT++zJILFNlpV+1ybpOC4yvAGh6VW3ep9VV2puqseqqq2ySj8SyoeXnvkgsP/NG1PkTQGJlZEollj1AJJY9M99GILF8y5hbvEgsN26+jkJi9SdzRlw9/kRNHn+y3gpiaDiQm14m8tpvXZTt4/nEthokVv3owzL40GeX9Z8yUunqm94hwa7iSnpqz52Q2uXpjo3d88lk56P0WmLNnRO5+ExNpo/VRaVVu/5VQ2PNyqrR/Q3RSisVV2zpCSCx0rPydU8klq+ZI+68CSCxMhJFYtkDRGLZM/NtBBLLt4y5xYvEcuPm6ygkVu8ypw3aT5ysi4qrEyeXT6kyVVc3HgpkeCTfmCopsczKgke+LPWjR5Y1Tm9N43vtW/MFWfKj9UJiGXE1+fc6PXDltECVVLrpNzT9AAAgAElEQVTan+lhhbTKftMgsbIzLPsRkFhlzxDx9YoAEisjaSSWPUAklj0z30YgsXzLmFu8SCw3br6OQmIVmzkVVw8fqcvjT9aWrSyoZzXiavcN6Zu0u0RbGYllxJU2aX/qyDIUYdXV4dfLlTd9r8h1OZWwucDu45iiJFYncbXl5oZsvbnZcF0rrFRgseVLAImVL88yHg2JVcasEFM/CCCxMlJHYtkDRGLZM/NtBBLLt4y5xYvEcuPm6ygkVv6Z0+bsTxytyzcerq1YWXDPbpGbbgxk7w2N3Cuu2l2J1xJLxdUjDyau+Kd9p1RcLfSocXr+d0q+R8xTYmkz9qnH6jJ9rLZimqCuFrjt1Q0Z+5Zm1RVbsQSQWMXyLcPRkVhlyAIxlIEAEitjFpBY9gCRWPbMfBuBxPItY27xIrHcuPk6ComVT+aeOSHyxJN1eeZEsrhyXVkwj+i8k1htKq6CkfWyeKs2TX+9NA7eknllwTzYlukYWSSWVlude6wu5x6trZgmqI3Yt9wsYcXVpn0NxFWPk47E6jHwPpwOidUH6JyylASQWBnTgsSyB4jEsmfm2wgklm8Zc4sXieXGzddRSCy3zKm00v5WKq3i/a1GRwPRiqt+iqvoVfkgsbQxe/30cRl4+MEVUwUXXvtWWbjtu/reON3tTundKBeJ9c2v1SSpv5VWW2lfq7Fvacjm4nri9w6Ox2dCYnmcvJShI7FSgmK3yhNAYmVMMRLLHiASy56ZbyOQWL5lzC1eJJYbN19HIbHSZU6nCJ58thY2ZT9+sibzc8ubWo9vC2TvnkBufFlD9u5Jd8xe7VVKidWhMbupuGocPCw6ZTBYt6FXqLw+T1qJZXpcPfvZusxPNe9jqq3Km3okVnlzk1dkSKy8SHIc3wkgsTJmEIllDxCJZc/MtxFILN8y5hYvEsuNm6+jkFjtM2d6WyWtJmik1Z490tP+Vi73WWkk1lJ/q6Rqq8bOfdLYdYCpgi4JXhrTTWJpn6sXvjYgWn1ltqGxQG74LvpbZcBe+FAkVuGI+34CJFbfU0AAJSGAxMqYCCSWPUAklj0z30YgsXzLmFu8SCw3br6OQmJdy9zcrMiZSZFvHBmQEyelb6sJ5n0v9VVivTgha7/wv8RMF4xeG43Z8810XGJpxdXMmbqcDftcSavqSs+q0wV3vWWRqYL5pqCQoyGxCsFaqoMisUqVDoLpIwEkVkb4SCx7gEgse2a+jUBi+ZYxt3iRWG7cfB21miWWSqtnnq3LiRMiZyba97bq9WqCed9LvZZYtVPHZOD0MRn4yl8t628VbN0mi4d0iqA2Z39d3pe56o9XnxqUqVMiZx5uyPljNVmMTXnVqittzj7++oYMb1n1uLwBgMTyJlXOgSKxnNExsGIEkFgZE4rEsgeIxLJn5tsIJJZvGXOLF4nlxs3XUatNYnVqyK453LM7kO3j5ext5XqPFSmxajOXpHb6aRk88hUJ5dVTR5aFafpb0ZjdNXudx5nG7JeflxXSSvtcrd8hsnlfc1VBGrQXk4Oij4rEKppw/4+PxOp/DoigHASQWBnzgMSyB4jEsmfm2wgklm8Zc4sXieXGzddRVZdYZyaaqwhqXyudKhhvyB6VVtu3iQyP+JrJ9nHnKbFUWg0ceVDqTx2R+qmnwxUF41u0vxUVV/neT6Ypu04RjFdbjWwJZMNOkdEbG7Jue1NgsflPAInlfw67XQESqxshfr9aCCCxMmYaiWUPEIllz8y3EUgs3zLmFi8Sy42br6OqJrG00mpicmmK4GRtRV8rnxqy53VPZZJYL07IwHPHZeDokcRKK41x8eBhCXbtl4XDr5Vg5wFWE8yQuIVZ7V0lol+vTNdk7pxOCxS59HxNkqqttLfVtlc3ZOPeQMZ3rZEri4HMzC1kiIChZSOAxCpbRvKPB4mVP1OO6CcBJFbGvCGx7AEiseyZ+TYCieVbxtziRWK5cfN1lM8SK9rT6pkTNZmYvLbqmsnH6Ggge3aL7NvTkN03BDI25mum3OO2kVhmSqBKq/rpY1I7O7nixCqtFm99nWjFFdLKPS9mpFk1MN58PenIOkVw8/5mbysVV9HeVt1WJ8weKUfoBwEkVj+o9/acSKze8uZs5SWAxMqYGySWPUAklj0z30YgsXzLmFu8SCw3br6O8k1iRacHnji5UlpppdX4eFNabdum/a18zUx+cXeSWMuklVZbzV5edmLtadXYeUAah26RxUO3IK0ypkUrrLSi6vKZerhiYFIDdp0KODgioaAaGg1kYERk/fZG+LNOUwSRWBmTU9LhSKySJibHsJBYOcLkUF4TQGJlTB8Syx4gEsuemW8jkFi+ZcwtXiSWGzdfR5VdYhlpFa4gmDA9UHta7d2j1VYNqWpPq6z3lpFYZ8+cDZuwax+rsNIqSVotrSDY0GqrnfvDaYJsbgSMsLpwvC6Xz6i8qsn81ErxqtJKK6uyNl9HYrnlqeyjkFhlz1D2+JBY2RlyhGoQQGJlzCMSyx4gEsuemW8jkFi+ZcwtXiSWGzdfR5VJYun0QG2+ro3YdXpgUiN2Mz3wphsD2XtDo5KN2HO7l5b6Wa156hEZfP64NB7/xopDBxFptXDwFpHrKF3Lwj/aeP3co/UVhzIrBm7YodJKZN32xrIpgVnOjcTKQq+8Y5FY5c1NXpEhsfIiyXF8J4DEyphBJJY9QCSWPTPfRiCxfMuYW7xILDduvo7qt8TSRuxPPNmUVkk9rZgemO7O0lUDtcqqNjsj4YqAL07IyK/euaKnlWnCvnjosCy+dB/SKh3ejnupuDr3WF3OPVqTC8eXV1pp43UjrIbGGoWuGIjEyiGZJTwEEquESck5JCRWzkA5nLcEkFgZU4fEsgeIxLJn5tsIJJZvGXOLF4nlxs3XUb2WWNGeVkmVVjo9cPt4IHv2iIxf31iVjdjT3kv1ow/L4EOflfqp5hRBs2l1lW7alF3/H7zuu2Xk8KtkeuwGVg5MC9div7//z4Ny5cK1AdEVA6ON1y0O6bQrEssJW+kHIbFKn6LMASKxMiPkABUhgMTKmEgklj1AJJY9M99GILF8y5hbvEgsN26+jipSYpnpgROTdTkzUZMTJ0Wmp5dXqmillfa0uvFlDdm7x1eKvYs7bMR++pgMfOWvZOCpI8tOrKsFamN2s6KgCqzZD/yyrB3fIZvWr5EXz8/3LtBVciatwvr6Lw6KThM8+M5mXyttwN6PDYnVD+rFnxOJVTzjfp8BidXvDHD+shBAYmXMBBLLHiASy56ZbyOQWL5lzC1eJJYbN19H5SmxpqZEJl6oy+NP1GRiQhKnB0Z7WlFp1f6uUVlVm70oA0cfkfrpY1I7O7Gs2kpHhv2sDr9eFg6/VhqHbm0dbPArfyX1ydNy9a3vDCuvOq1O6Ot9W5a4v/m1mjz1pwOy5eaG3PjuRl/DQmL1FX9hJ0diFYa2NAdGYpUmFQTSZwJIrIwJQGLZA0Ri2TPzbQQSy7eMucWLxHLj5uuoLBJLK62eebYuunJgu55WOj1wZDiQ8XEJq6220zd8xa2i0wK1l5WuGKjyqh72trqceEtptVWwdbwpr1I2YkdiFffoPPXZupz6XF12vKEhe96OxCqO9Oo9MhKr+rlHYlU/x1xhOgJIrHSc2u6FxLIHiMSyZ+bbCCSWbxlzixeJ5cbN11FpJVZ0auD0dLK0GhoOZPs2EV05cHwb0wPj90QoqM5NLvWwSq6uMmOCkfXS2HlAgl37RZuwByPrJNDv122wvtWQWNbIUg944ve0oXtdDr5zUV7yqiD1uCJ2pBKrCKr9PyYSq/85KDoCJFbRhDm+LwSQWBkzhcSyB4jEsmfm2wgklm8Zc4sXieXGzddR7SSWNmCfnKzJ8RP1tlMD9Zq10kp7Wu3ZjbQy94CNrNIxprqqsVOF1S3S2DKe66qBSKziHp1fu3tA5qdq8sp/vyC9bOKedEVIrOLy3M8jI7H6Sb8350Zi9YYzZyk/ASRWxhwhsewBIrHsmfk2AonlW8bc4kViuXHzdZSRWKeeC+TEyebUwDOTtRUN2PX6tAn72OjSyoFUWklt5pLUTjdXBtR/tRe1b1X3qYAqqxq7Dkhjy7aw0qroDYlVDOGFWZG//bnB8OCv+8WFYk5icVQklgUsj3ZFYnmULMdQkViO4BhWOQJIrIwpRWLZA0Ri2TPzbQQSy7eMucWLxHLj5tOo6NTAY08PyLPPNWRubvmqgdqAffs2hJXmdZmsOjvZtW9VnlMB87ivkFh5UFx5jMvPixz5tUFZtz2QWz+wWMxJLI6KxLKA5dGuSCyPkuUYKhLLERzDKkcAiZUxpUgse4BILHtmvo1AYvmWMbd4kVhu3Mo8SqcGapXVmYnOqwaqtNJ+Vtu2Bau6Abs2WtfKqrDResKqgCbXUVnV2LqtOS3QsW9VkfcPEqsYumZlwutfHciBO5BYxVDmqEis6t8DSKzq55grTEcAiZWOU9u9kFj2AJFY9sx8G4HE8i1jbvEisdy4lWnUMyea0kpXDDwzKTIfq7LSWHVqoPayOnzzGtm46Yps3NTfptT94Ld8OuCxpYbrxxNDaa0KeOhwU1aNbOzJVMA8uCCxslPUqYODI8uPc+LTdXn+/9bDVQl1dcJ+b1Ri9TsDxZwfiVUM1zIdFYlVpmwQSz8JILEy0kdi2QNEYtkz820EEsu3jLnFi8Ry49avUVNTIhMvLPWymqjJiZPLpwUaYTU+LrJ9vLlqoK4gOLz0gTzt6oT9ur68zmvTbF0lVdizShutHzzsjaxqxwqJ5XYXnfpsXc4+WpOZMzUZGgvkwDsbsnnfNdn7/359QC4cr8mN727IlpuRWG6UGdWNABKrGyH/f4/E8j+HXEE+BJBYGTkisewBIrHsmfk2AonlW8bc4kViuXHrxSidFjh9/pqw6lZltWePyPj1DRkbax9dJSXWixMy8NzxZmXV0Ue6Nls3wiqUV4du7UUqe3oOJJYdbq26evreupx7tL5ioMqqhdma6D4qt3Qrw8qEGgeVWHZ59mVvJJYvmXKPE4nlzo6R1SKAxMqYTySWPUAklj0z30YgsXzLmFu8SCw3bnmPMs3Xu00LHBrWBuwSTg3cs3t5lVWamLyXWEvCKuxfdepYW2GV1Gy9isIqKedIrORHgoqo+SkJhdTlM3W5MiVy6fmaaMP2xblm9dXetweyaV9DTn+uOXUwvpWlqTsSK82znZ/7ILH8zJtN1EgsG1rsW2UCSKyM2UVi2QNEYtkz820EEsu3jLnFi8Ry45Z1VJppgWbFQJ0aqMJqdLN0rLJKE5NPEsv0sBrQ6qoOFVZxYbX40n0i142nwVHJfVa7xAol1fMiV6ZVUNVCUaXyan5q5dRbcwOowLr5RxZleMu1W+L88VooutaOBmF/rKGxlX2y+nkDUYnVT/rFnRuJVRzbshwZiVWWTBBHvwkgsTJmAIllDxCJZc/MtxFILN8y5hYvEsuNm80onRY4OVkLVwsM/7Vpvr5nt64SGEiaaYE254/uW1aJFW263mmVQCOsGodukcVDt0hjy/iqFlZJ98FqkFjRqiqVVXPnanL5jIRfzbS/OJuB4aAlolRWaVXV+u0NWb+jXHIq7WMbiZWWlF/7IbH8ypdLtEgsF2qMqSIBJFbGrCKx7AEiseyZ+TYCieVbxtziRWK5ces0SlcLnJisy+NPtBdWWacFukZdBomVVljpNZpG64uHDstqr7BKm/MqSSxTVXXheL2rpIry2bRPq6dUUkkoqYbGmrKqShsSq0rZvHYtSKxq5jV6VUis6ueYK0xHAImVjlPbvZBY9gCRWPbMfBuBxPItY27xIrHcuJlRaXpZjW8LZGx0qcIqtlpgtrPbj+61xHIRVrpKYGPr9ZVsum6fMfsRvkosnQI4P1UPpwLaVFUZWTW8JQin/m3eb8/MxxFILB+z1j1mJFZ3Rr7vgcTyPYPEnxcBJFZGkkgse4BILHtmvo1AYvmWMbd4kVjpuUWF1cSEyNR0TSYmV/bZUWmlfaxuujHoulpg+rPns2eREqslrM69IHVtun70YamfPp4YeLgy4K4D0jh4WBZ37pdg1yoxD/mkseNRyiyxTGWVNlbXflWm0Xq7KYB6oVpVtWGHNlxvVlSVrTdVD1KaeAokVr/IF3teJFaxfMtwdCRWGbJADGUggMTKmAUklj1AJJY9M99GILF8y5hbvEis9ty0+frJZ2ty/ERdVFolCSsdHe1ltfeGhgyPuOWiF6Pykli6MuDAaV0d8FjHVQL1msyUwMbWbRLKq0O39uJSV+05yiSx5s6JzJypy4XjItPH2ver0mRpc3UVVCqs1o6J1/2qenHzIbF6Qbn350Bi9Z55r8+IxOo1cc5XVgJIrIyZQWLZA0Ri2TPzbQQSy7eMucWLxLrGTRuwnzhZlxMnRM5M1mR6emWVVVRYjW5uyHbPFsGzlVjR6YAqrOqnnm5bXdVaJfC6cQm2XN9svI6wcntgZhjVD4llKqwW565NB2xWWq18DJnKKiOqyrjyXwb8PRuKxOoZ6p6eCInVU9x9ORkSqy/YOWkJCSCxMiYFiWUPEIllz8y3EUgs3zLmFu9qlVim+boKq3bTArX5+r7d13pZ7d3jxrhMozpJLK2uqp+blHB1QP3/6aelNns5MXytqAq2jos2XA//v/OABOs2lOlSV20svZBY54+JaLP188drYQ+rxbmVskoToCsCakP1zft0OmBj1fSr6sXNh8TqBeXenwOJ1XvmvT4jEqvXxDlfWQkgsTJmBollDxCJZc/MtxFILN8y5hbvapBY2svqmWebFVbPnEjuY6X0TAN27WW1bVvgXZVVmjsglFjPnJTGN8/IwNFHmtMBz060ra7SY+p0QFm3viWsqK5KQ7p/+xQhsbTSauqxmpx9tCbnj9VWSCsjq7TJ+rBOBdwRyLrtTYHFVgwBJFYxXPt9VCRWvzNQ/PmRWMUz5gx+EEBiZcwTEsseIBLLnplvI5BYvmXMLd4qSizTgP2JJ+ttpZVpvr59PJDxPq8Y6Ja5dKNMdVU4DfDoIzL43DEJZi4lDjbVVbo6oE4FDEY20nA9HeZS7ZWXxIpWW104vrzSSgXV6P5ms/V12xsyvKVUCFZFMEisaqYZiVXNvEavColV/RxzhekIILHScWq7FxLLHiASy56ZbyOQWL5lzC1e3yWW9rGaPt9svK5VVmcmReYTpjZpL6u9ewLZs7sh27dJqZuvu2Qy3ruq9uKkDDx1JPlQIxtaKwKG0wG3bENWuUAv6RhbiRVdMVAbsC/M1iQurfRStZfVtlc3ZOPeAGlVgtwjsUqQhAJCQGIVALVkh0RilSwhhNM3AkisjOiRWPYAkVj2zHwbgcTyLWNu8fomsbSXlTZf7ySstJeViiqtsrrxZQ2pQi+raHate1ctVVSpsBq76SaZHtkiC4uB2w3DqNITSCOxtMpq6rG6XHo+WVjpRVJtVe5UI7HKnR/X6JBYruT8GYfE8idXRFosASRWRr5ILHuASCx7Zr6NQGL5ljG3eMsssaLTAs9M1OTEyZXNo0dHVVgFMj4u4T8fVwxsl7lodZU2W5eZy22brbdWBty1Xxpbt7Vttm67OqHbXcWofhJIkljafP388bqcezS5EXt8xUDtZaWrBrKVlwASq7y5yRIZEisLPT/GIrH8yBNRFk8AiZWRMRLLHiASy56ZbyOQWL5lzC3eskgsMy1Qm6+rsGo3LVB7WYXTAveIjF/fkLExt+su06jlUwGPS+1FbbTefWXAVu8qi5UBkVhlynw+sTz1pwNy7lGRHW9oyPY3BNK4UJP6zFo5/f+uhpVWSasHDo01+1ld/6rFsPk6wiqfXPTyKEisXtLu3bmQWL1j3a8zIbH6RZ7zlo0AEitjRpBY9gCRWPbMfBuBxPItY27x9kNixYVVUoWVXk18WmAVelkta7R++tjS6oCTiclLW11lk3kklg2t8u+rAuubX1tZoRiP3EirrTfrqoE0Yi9/ZrtHiMTqzsjHPZBYPmbNLmYklh0v9q4uASRWxtwisewBIrHsmfk2AonlW8bc4i1aYtlUWI2NVmtaYP3ow1I/fTz816m6KlFWbRmX4Lpxt6R2GIXEyh1poQc0TdevTNdk7Wizj9nlM3XRBuyXn6/J/FRNBoYD2ffPGjL59/rzWlhZtfF6kTXXNcL/I60KTVHfDo7E6hv6Qk+MxCoUbykOjsQqRRoIogQEkFgZk4DEsgeIxLJn5tsIJJZvGXOLNy+JFV0lUFcKnJquycRkcoVItI9VFVYLNNMBB44+IvWjj0ht9mIorpK2QPtVbRmXxqFbpLHrQM9XBkRiuT1OejFq7pzIzJKgajcNMB6HVljd9IONsAm7biq91m2sy6b1a+TF8/O9CJtz9IkAEqtP4As+LRKrYMAlODwSqwRJIIRSEEBiZUwDEsseIBLLnplvI5BYvmXMLV4XiZW2ukoj0h5W0Qor3/tYxacDarP1gaeOJMJv7NzXFFU797dttO6WNfdRSCx3dnmONBVW8aqq+Dm0ykqrqYa3iKjk0nH6/ej+prjS/8e3NKsT5nktHKs/BJBY/eFe9FmRWEUT7v/xkVj9zwERlIMAEitjHpBY9gCRWPbMfBuBxPItY27xtpNYZmXAufm6aGVVt+oq079Km65XYZVAnQpYm52R+qmnl/pWabP15OoqJb948LAEu/bL4qHDPa+ussk8EsuGVrZ9VTrNT4ksztVlbkrkypS0bbSuZ1JhtXl/IOu3i2za15wK6NJwHYmVLW++jEZi+ZIpuziRWHa8fNwbieVj1oi5CAJIrIxUkVj2AJFY9sx8G4HE8i1jbvEOyIA8f6YmZ15YbK4KOFGT6fMi09Ptm0VHq6t8nw4YXRlw4OgRqZ3tLKu0uirYOh5WV2nPqsaW6yWwWB3QLUv5jUJi5cfSHElX/wsrq5amAs6dq8nMmc7N1k2F1YYdWk2lzdaTq6pcokViuVDzbwwSy7+cpYkYiZWGkt/7ILH8zh/R50cAiZWRJRLLHiASy56ZbyOQWL5lrHO8OgVwbk5kYrIu09NiLau0ump4qCG+rhBopgEaUWUjq/rRu6qouw+JlZ5sVE4tzorML4ldrbDSTaustLF6u82IqsGRQIbHRNaOiazf3pChseb0wKI2JFZRZMt1XCRWufKRVzRIrLxIlvc4SKzy5obIeksAiZWRNxLLHiASy56ZbyOQWL5lTMRMAYyKqqa4av9Be3hYZOcOkTVrGuE0QJ+nApqqKp0G2JRUx5amA7afBrhsZUDtXbX1emkcutW/5KeMeDVKLDOtzyDSlf50uzpbE5VTi3MiC3O1sOeUbiqvFuc6V1JFcWsVlU7706oqI6pcpwKmTGPH3ZBYeVAs/zGQWOXPkUuESCwXan6NQWL5lS+iLY4AEisjWySWPUAklj0z30YgscqZsakpCaf7nT9fa64AOCEyO1eTM5Mi8x0+eOsUQBVW28cDGR2V5r/NDTm4d1DqtZpcmLlazgtOiGrZaoCnj4k2V6+fflpqs5fbXkN0GqCprJKt2yRYt8Gb684j0DJLLJ2Sp/900yqn6KbiyUgn83NTGWW+X5gNZGG2KZ90vB7LRkbF+Ubl1MCwVk81VwBcO9r8WnRFlWu+kViu5Pwah8TyK19po0VipSXl735ILH9zR+T5EkBiZeSJxLIHiMSyZ+bbCCRWfzKW1FBdJVW3iqrwQ/VwEE73GxluNldPU1Xlsjphr8joFMDa7MWwoXr97KSEUwJTyqqwb9XWbeGqgFWurLLNRV4SywgnI5u0efniXFPuRGWTqXIygqkplrILJpvrHhoLQuFkNjOVb3A4EJVTAyMia0aC0suptNeMxEpLyu/9kFh+569d9EisauY1elVIrOrnmCtMRwCJlY5T272QWPYAkVj2zHwbgcQqJmOmkkpX/dPeVOZfmmqqdqIqS6+qfkos06cqnPqnkursRLOq6tyE1M5Otk1AdAqgrgYYjKyTYMt42Gh9tW9mSpwRRXEeQ1fWyuW5BWk0AtEG5LrFp9NFx8QrorJWN3XKj/aQMqvxRaWTjlHxZKTTNRnVlGZmGxiuycBwI/xWx+uxXFb38/0eQmL5nsF08SOx0nHybS8klm8Zs48XiWXPjBHVJIDEyphXJJY9QCSWPTPfRiCx7DMWF1Rh9dTSdL9uK/6Zs0Wrqcy0v/FtjXAq4NhmkeER+7g6jShSYtVenJDauQmpn3tBmv9vfu0mqUy84RTAkY0S7NJeVc2qKh9klYoeM53NXIupVDJT0czPTX8m/d5IpXgD8Xb5M1VN+vtODcbzvWOaRzPCycgmbV4+ONKUYkmyyQgmlUpa/bRaBVMRuYgfE4nVC8r9PwcSq/85KCICJFYRVMt1TCRWufJBNP0jgMTKyB6JZQ8QiWXPzLcRSKxrGdMpflPnr63up3Jqelp7UjV/pr/r1I8qmvskSaWyKks1VZZ7y1Vitab6xQSVTv/TKqpO/anaSSqdAhhWVS2JqyzX1W5sdGU53ScqkcyY6HQ4FUrxXku6X5EVSVmuW6fONSVTchXS6PiAXLm6KI1AZGipt1N8Ol30/EY6mZ8hn7JkpzdjkVi94dzvsyCx+p2BYs6PxCqGa5mOisQqUzaIpZ8EkFgZ6SOx7AEiseyZ+TZiNUgs039Kc2MapTcFVbNZetrqKZPb0dFARjc3e1KFYmq42ZdKBZX+fCzSl6cs90OSxIqv8hd+b1lFpdcXaPXUlnGRdeulsXN/ON2vseV6p2oqlU/RKXJR+RSXTnruuKzqZaWSVimZ6WzX5E+zUsnEZX5u+jPp92mkUjvBFD1Op3srr55YZbl/iWMlASTW6rgrkFjVzDMSq5p5jV4VEqv6OeYK0xFAYqXj1HYvJJY9QCSWPTPfRvgqsXRK39x8s0LK9J0ylVNzc4GTnNLqqXAqn07pC1f2C2RsNJDNm5sr/hUxza8X94tWU6279KLUnn1arj5zNMUdnlEAACAASURBVFU/KhPXCkG1bkNzut/IRkla9c80Ar/W1LvZCNwIKP35XLiinFY+NYWVbnlXPJlKJTMNLkn+RKfD6Yp08V5LSQKqF/nK4xxIrDwolvsYSKxy5yev6JBYeZEs13GQWOXKRxHRILGKoMoxfSSAxMqYNSSWPUAklj0z30aURWLFpdT8XCBT083V+qIVU7Nz6af0mVwkySmVUmZ6n2+CSiumJJzKd1FqszNho/RWFdXMxVBSpZ3uFwopnd63dVwWahvk6jqtqrpeZueaPap002qoqIRa0FUUzzXpmobgeUmoeHVTVD7FpZOe3/SeMtPh0lYq+fY4tY0XiWVLzL/9kVj+5cwlYiSWC7Xyj0FilT9HWSNEYmUlyPiqEEBiZcwkEsseIBLLnplvI4qQWJ2E1Nxcs8eUbjqNz0VK6VitkhoealZNRaf1ReVUWaf2xe+RUEqFU/kmlkup2csis5fDJumhMJoWqb04KQu19U3hVNsQfjX/rsry73WM2Sd+TjMm7/vVNAK/1tS7Ob3OCCjtyzQ8pr2cGmHTb91PN3ow5ZsJJFa+PMt4NCRWGbOSf0xIrPyZluGISKwyZKHYGJBYxfLl6P4QQGJlzBUSyx4gEsuemW8jOkkslVFGNulX008q/FlYJdWcttec0tf8mesWrZZSKTU8XGuKqkjFVLMPVf4r97nGnDTOVCjpynyztfFwxT4VVItm6tzZydY0Oq2gCqfVRUSUOWZcUOUZY7tjGQGlvzfT8PT/Wt0UlVBrRoJWBdS1VeuSG4z3Im7OsZIAEqv6dwUSq/o51itEYlUzz0isauY1elVIrOrnmCtMRwCJlY5T272QWPYAkVj2zMo2IloVZUSUEU/m+8ZCXaYvNnKRUeGb7liVlBFS+jvTYyrcryApZfoy6TmiTcL1+6RG4eE+c00BF12hLppLM21Of6bVQ6aXU3OMfu8u8NLeM0kr0iUJpmhvJ1PttH54UOq1mlycvRqejsqntNT93A+J5WfebKJGYtnQ8ndfJJa/uesUORKrN3m9sHhFzjfmU5/sQnBVLtjs39D9ryQef81gXfTfzNxC+PtTC5dSx2Gzr57/fJsY2p3wtEUs5hhJMQWven/qa2LH1UsAiZUx90gse4BILHtmRYzQ1fV02p1Ov9NNG5mbnlH6fbQqyuyTpSrKXINWR2nlk8om3Uyz8+b/AxkaroUr8mm11JpAZMPQ8quPih/9TbuV5syo+UglVzuZFG0G3ho3VbxASpvXoaGLIus2hLtHq5kGR5rT6lpsR4Pwvzq9TiubouJJf27kU16yKWl1wrTXxH7+EUBi+Zcz24iRWLbE/NwfiVVM3mzlRjwKW9kRH79l45CcvHBJzi8mC5C0V20jO5KO6SJAosfJcv68REpaVuyXPwEkVv5Mq3hEJFaKrN73wJfkIx+7J9zz9rfcJh+98z0yPLw2/B6JlQJgbBcklj2zTiM6VUWFU/Iy9osaaTTPPhiIrIkFEv+ZVkvppmM2rK/L4JpG2FtKZmoyNtYcHBdJRa4mlyfpweCS6L8mi0uyZun/+v1wo9lfqvU7ae6btH9w3bgEw+slWLdBhhuTImED9Otl5iW3yvDwJQlG1kkwsiGszFozIuF+Zd2QWGXNTDFxIbGK4VqmoyKxypSN/GKJy5VN69bI1cVAZueb1RxJm61QudChesQcXys72lWYxGNIK0LS7meOf2FxXvTa0mxabaPXxQaBKIFN9TWyuR77C2sHRJtqa2TTQPr9N9fXyqZ683NmfBus12RgoCbzV5tvzncNpn+PaLOvnl+v02bbOZA+FnPcXWs2rjjFjq0jNqdl31VKAInVJfF/d+QJ+fin7pVP3P0BGdu8UT7+G/eGIz74I3eEX5FY9o8cJNZKZqYqSntAqXjSTXtFtXpDJcioUP7M1mSk6Y1aW/T7UDIt/T4qnIyYMoNWjLFPayEjoiKoFWtEGOnPkgRSNJgVv4/IJ7Nf8zyXYxyvianoL4Kt2yQYWS/BSPOFV6WUhN+vv/b90gBdkS/cR/fVfXTfCm1IrAolM8WlILFSQPJ8lySJlbW6RJGcXkw/5SWOMI0cScJuI0yi422liBnrUj1iWzWCVCn3A8xWbsSvxlZ2xMcPranL8OJgWwGSlp6N7Eg6pgoQFTGu287B5vsply0vkeJy7l6MoSdWLyhzDh8IILG6ZEml1Z6d4/KOt70x3DMutZBY9rd5FSVWkoQy0/MuTdXCKqZmH6XmKnqDInJ5ujmdrz7TnA4WlUxR+aS/M5IpqRrKPgN2I4wEilcfNWO+Vm0UPepIsFwAdRJJUYEUnkPcP+y0uzIVT7pF5ZOsWy+BVkHF5JNWQWk1VLj/liXptG5DqSui7DKa394+Saw8Poh3I2dbudDtePHfu36Ytz1PdP+oCNAeaLNXFqXRiJnzLCdYGusqDlxP7SIcXM5lKylczqFjkBuu5FbHuLhcqddE9FEcdHgo2wqVTtUjhnKafcy+NiLFRnpsqg+JXluaTattNg24y5g058hzH3pi5UmznMdCYpUzL0TVewJIrA7M5+auyM/+8m/Lba+8uSWxjp98Xj5892/JXR96r+zbvaM0lVhmxTe9nHhlTu9vq85nHNu4Vi7PLciVpVJYm/hMbyabMdF9jViKVyKZiietWlLBpJuZimfEkcon3fR7FVC6mWqo8OeSXPXkGmu3cZfXzsvloSvyzY3LpU87YRQVTp0k08zaK+Fxi97OD6+R80Nubw6jFU2NLU1BFW4jG1q9o4y4SrqOXn9g7say3/G4ftCu1URUwbo6DT54d7sz+D0E+k8ga3WJXsFOiykv8Su2ER/Rsa7jXKtIbESKidO2aiQvqUJPrP4/roqIAIlVBNVyHROJVa58EE3/CCCxOrA3EuuOt3+HvObwjeGecYn1Z+9lrnz/bl8/zmxk0+W1V2RmSQ7pz8z/X1iSUJeH5kUFkm4qkXR/s31z08XmzyPH8OPqiRIC5SAwOrBWRi16UrhEHZ5jMH3fC9tzaPx6jl5u4TkLvCZzLb3IT5Tb7rX2vTtcuO9Zu7Lfh8txuo3pVZ66xcHvIQABCEAAAhCAQNEEkFgdCKepxCqjxHphY1N4sLUnEK9eMntG5VLrZzGh1E42zQw1K6N0U9l0/cbiPszqOYr6wNyrD8r9/NDV6w/M3R6LGs/mHsuJaEy9+qAd59DPe6BbTvg9BCAAAQhAAAIQgAAEIFA+AkisLjmhJ1b+N20Ve2LlT8nvIw7Ua3Ld5iGZnFrqUu/35RB9GwI+9cQiidkJ0Ng9O8OyH4HVCcueoXziYzphPhzLdhSmE5YtI/nHw3TC/JlyRD8JILG65I3VCfO/sZFY+TMt2xGRWGXLSDHxILGK4VrWoyKxypqZ/OJCYuXHssxHQmKVOTvusSGx3Nn5MhKJ5UumiLNoAkisFITve+BL8pGP3RPueftbbpOP3vkeGR5u9iVhdcIUAGO7ILHsmfk2AonlW8bc4kViuXHzdRQSy9fMpY8biZWelc97IrF8zl772JFY1cxr9KqQWNXPMVeYjgASKx2ntnshsewBIrHsmfk2AonlW8bc4kViuXHzdRQSy9fMpY8biZWelc97IrF8zh4Sq5rZS3dVSKx0nNir+gSQWBlzjMSyB4jEsmfm2wgklm8Zc4sXieXGzddRSCxfM5c+biRWelY+74nE8jl7SKxqZi/dVSGx0nFir+oTQGJlzDESyx4gEsuemW8jkFi+ZcwtXiSWGzdfRyGxfM1c+riRWOlZ+bwnEsvn7CGxqpm9dFeFxErHib2qTwCJlTHHSCx7gEgse2a+jUBi+ZYxt3iRWG7cfB2FxPI1c+njRmKlZ+Xznkgsn7OHxKpm9tJdFRIrHSf2qj4BJFbGHCOx7AEiseyZ+TYCieVbxtziRWK5cfN1FBLL18yljxuJlZ6Vz3sisXzOHhKrmtlLd1VIrHSc2Kv6BJBYGXOMxLIHiMSyZ+bbCCSWbxlzixeJ5cbN11FILF8zlz5uJFZ6Vj7vicTyOXtIrGpmL91VIbHScWKv6hNAYmXMMRLLHiASy56ZbyOQWL5lzC1eJJYbN19HIbF8zVz6uJFY6Vn5vCcSy+fsIbGqmb10V4XESseJvapPAImVMcdILHuASCx7Zr6NQGL5ljG3eJFYbtx8HYXE8jVz6eNGYqVn5fOeSCyfs4fEqmb20l0VEisdJ/aqPgEkVsYcI7HsASKx7Jn5NgKJ5VvG3OJFYrlx83UUEsvXzKWPG4mVnpXPeyKxfM4eEqua2Ut3VUisdJzYq/oEkFgZc4zEsgeIxLJn5tsIJJZvGXOLF4nlxs3XUUgsXzOXPm4kVnpWPu+JxPI5e0isamYv3VUhsdJxYq/qE0BiZcwxEsseIBLLnplvI5BYvmXMLV4klhs3X0chsXzNXPq4kVjpWfm8JxLL5+whsaqZvXRXhcRKx4m9qk8AiZUxx0gse4BILHtmvo1AYvmWMbd4kVhu3HwdhcTyNXPp40ZipWfl855ILJ+zh8SqZvbSXRUSKx0n9qo+ASRW9XPMFUIAAhCAAAQgAAEIQAACEIAABCAAAe8JILG8TyEXAAEIQAACEIAABCAAAQhAAAIQgAAEqk8AiVX9HHOFEIAABCAAAQhAAAIQgAAEIAABCEDAewJILO9TyAVAAAIQyI/Ax3/j3vBgH/yRO/I7KEeCAAQgAAEIQAACEIAABCCQAwEkVg4Qq3CI+x74knzkY/fI7/zah+Q1h29sXZJ+oL3nD+9f8XPXa56buyI/+8u/Lfd/7qHWIeLn/LsjT8i//om7w9/fctN++cTdH5CxzRvD7008ZvDP//QPyTve9sbWsabOX5Qf+9CvyiOPHwt/Fj+2a9y+jzNcdr30JfLRO98jw8Nrw0s6fvJ5+dGf/hV5xcsPLvt5Htdrjv385NnEXMbvhWgu09wn5p7Vg9/+lttyjz8PBv0+RjQHaRl1k1hZHoPRx3ZS3jrdE/1mWdbzxx9nGucP/cDthUjIbrnv9NzdLfc8d7e/w8xzXTSvyuvDv/Cb8u/e/32yb/eO3G7PNM+9vEbnhnvFgVyes22jKfJxbGLRc+zZOb7s/ZltnFXY3zyeTj33zWXvZc3znV5j9D1ulmvu9p5Lj93ufVOax72OL+p5J8t193tsP95fZ3k9TXOfmHvlxOmJQt5L9DtnnL8aBJBY1chj5qvQF7Y//fQX5OZDe8I3xSo59InuF//bH4Vf7/rwDy+TW64n1Cf7//4nfyk/9u5/Hp5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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line_data = covid_df.groupby('date', as_index=False).sum()\n", "fig = px.line(\n", " data_frame=line_data, #датафрейм\n", " x='date', #ось абсцисс\n", " y=['confirmed', 'recovered', 'deaths', 'active'], #ось ординат\n", " height=500, #высота\n", " width=1000, #ширина\n", " title='Confirmed, Recovered, Deaths, Active cases over Time' #заголовок\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "756888ae-6d31-4783-8ef7-f3f23f857da1", "metadata": {}, "source": [ "Еще пример: построим столбчатую диаграмму показывающую топ 10 стран по среднему проценту выздоравливающих пациентов (recover_rate). Для этого используем метод bar() модуля express. Добавим пару параметров:\n", "* color - группирующий признак, в соответствии с которым будет различная раскраска для столбцов диаграммы\n", "* text - текст, который будет подписан на столбцах диаграммы\n", "* orientation - ориентация графика ('v' - вертикальная, 'h' - горизонтальная)\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "f3b8b728-f4c9-4676-834b-6bc873c54c88", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "country=%{x}
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+x04CJEACJEACJEACJEACJEACYU6AUhvmE8jukwAJkAAJkAAJkAAJkAAJkICbCVBq3Tz7HDsJkAAJkAAJkAAJkAAJkAAJhDkBSm2YTyC7TwIkQAIkQAIkQAIkQAIkQAJuJkCpdfPsc+wkQAIkQAIkQAIkQAIkQAIkEOYEKLVhPoHsPgmQAAmQAAmQAAmQAAmQAAm4mQCl1s2zz7GTAAmQAAmQAAmQAAmQAAmQQJgToNSG+QSy+yRAAiRAAiRAAiRAAiRAAiTgZgKUWjfPPsdOAiRAAiRAAiRAAiRAAiRAAmFOgFIb5hPI7pMACZAACZAACZAACZAACZCAmwlQat08+xw7CZAACZAACZAACZAACZAACYQ5AUptmE8gu08CJEACJEACJEACJEACJEACbiZAqXXz7HPsJEACJEACJEACJEACJEACJBDmBCi1YT6B7D4JkAAJkAAJkAAJkAAJkAAJuJkApdbNs8+xkwAJkAAJkAAJkAAJkAAJkECYE6DUhvkEsvskQAIkQAIkQAIkQAIkQAIk4GYClFo3zz7HTgIkQAIkQAIkQAIkQAIkQAJhToBSG+YTyO6TAAmQAAmQAAmQAAmQAAmQgJsJUGrdPPscOwmQAAmQAAmQAAmQAAmQAAmEOQFKbZhPILtPAiRAAiRAAiRAAiRAAiRAAm4mQKl18+xz7CRAAiRAAiRAAiRAAiRAAiQQ5gQotWE+gew+CZAACZAACZAACZAACZAACbiZAKXWzbPPsZMACZAACZAACZAACZAACZBAmBOg1Ib5BLL7JEACJEACJEACJEACJEACJOBmApRaN88+x04CJEACJEACJEACJEACJEACYU6AUhvmE8jukwAJkAAJkAAJkAAJkAAJkICbCVBqLc7+gWMlFlvg4yRAAiRAAiRAAiRAAiRgnkBm2wTzN/NOEnABAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCIkCpDQoXb3YBAUqtxUmm1FoEyMdJgARIgARIgARIgASCItAapLaktBwPPLYEwwf1xlWjRwU1ft5MAv4EKLUW1wSl1iJAPk4CJEACJEACJEACJBAUAUptULh4swsIUGotTjKl1iJAPk4CJEACJEACJEACJBAUATukNu9EAe6a8Ti279yrvXanDm2xcN5U9Dg1E3oUdcUn67Wf9enVHc/OnYK0FI/29dsrV2P9lh148DcTkBAfq31v09ZdWLBwqXZffFycNwr7Xc4hLH5tpXbP5RcP9z7zp4VLvd83vv7xvJNaO1MnXYeZcxbh4OFjmHXfL/H59t31orrZ3x/A7+YswqMzJ2r95uVeApRai3NPqbUIkI+TAAmQAAmQAAmQAAkERcCq1OpCe93YC7xbf0VK5Tq7Z3dNSDtmpOPXk67zSuzS5au8YmtWakWKX3hiBob07wn/12xo+7H049b75voIsC7Sxj7I90SMD+Ue95HroEDy5lZDgFJrcSoptRYB8nESIAESIAESIAESIIGgCFiV2kBSqncgUPRTF1KJnoqgmpVa//OyIqFyiSw3JrV6xFePDMsz/n3w/zoogLy51RGg1Fqc0sakNsJi2yo+XiODqlGxZ+wTCZAACZAACZAACbiDgFWpFbnsmtUxYIImiZS+uXxVvein8ZmWkFqZWWNk9oN/rYd/5NYds89RBiJAqbW4LhqS2uPHI7BnbyQqKiy+gGKPd+tWg8yO1UH1SpP7Vmj4NTT8oNYBbyYBEiABEiABErCHgFulVoRbztk+8dA9eGnph8ycbM9yahWtUGotTmNDUns4NwIvvxqJkwWtx+YiIoBbb65Ct65BhmpLihC7bBEiD+dYpK3W4xXnX4GqAaMAAcOLBEiABEiABEiABEJEwKrUqrD9WFAFihgbE04Ztx/L/cYEVsbEViHCzpdRmACl1uLkUGpNACwpQtwT0xH1w24TN4fPLeU33ofKc0dTasNnythTEiABEiABEmgVBKxKrZybnTR9Ae6+5cpmJYrSI6Z6tmT9fKvA9c9+bKxBazxTq0utf6KnxqRWnhEhnzVvCW6/YbQ3kVWrmFQOwhIBSq0lfACl1gRASq0JSLyFBEiABEiABEiABMwRsCq18iq62ErJHLmCKeljlEv5byn5c9svfoq/vfHPoKTWWFZIf329pI+xhJCRit7vOTMnakmreJGAEKDUWlwHKkjtQzOjkdmxdgts3glg8cuV2PVtkFuETXCwsv2YkVoTgHkLCZAACZAACZAACZggYIfUmngZJW9pKpKrZKfZKccJUGotIg611J4zJBK/GBeFf6+pxrsrqzD1V9Ho2CHCK7IiuHL9fk6lxZHVfzwcpHZRUQw+Kq9lMDC6ClOSyhHv0JFXbj+2fYmxQRIgARIgARIgARME3Cq1DZUBMoGMt7RyApRaixPcElJ71dgovL28Cus2VUMkNntfDV58vUobyZWjo3DhuZF4Y1ntz+28VJPa/GpgfmEs7kisQNfoGqwsjcKXFVFekRXBlWtiG2dSUFNq7VxdbIsESIAESIAESMAsAbdKrf9ZXrO8eF/rJ0CptTjHoZZa6a5RZN0utc8WxeKuNuVIjQREYofEVqF/TK3Mf1cZgeeLYzAtqfbndl+UWruJsj0SIAESIAESIAEzBNwqtWbY8B53EqDUWpz3lpBaicb+7JJIrNtYK289ukVo2417nh6B22+ORklJjWu2HxtFllJrcTHzcRIgARIgARIggbAgQKkNi2liJ0NIgFJrEXZLSK10WRfYtBTfAezcXYMFf7H/PK28imrbj6VPEo19qCAWk5NqtxhvKo/SthuX1gCPF8aiXWQNtx9bXON8nARIgARIgARIQC0ClFq15oO9aXkClFqLc9BSUmux2816XEWplYHoAvt5ZZTPuG5LKMfo+Nqzxk5c3H7sBFW2SQIkQAIkQAIk0BQBSm1ThPhztxGg1FqccUqtCYCsU+sDSYotOZSQ2cRkOHNLaxyTM6TYKgmQAAmQAAlYJ0Cptc6QLbQuApRai/PZklIr5Xx6nREBJ7ccG/GoGqm1OIXNfrw5kdqamhr8+eRXWFd6qNmvq+KDI+I74p6UPq1O1lVkzT6RAAmQAAmQQCil9tDRKhQXy5+vzV0eTwTap/nunjP3JO8igeYToNQ2n532ZEtLbUpy7QASEupq1VocUoOPqyi1jZXtUbWkz6+PrcUbBd86NU0t0u6NSafjsbYjag9e8yIBEiABEiABEnCUQCildt3n5XjjLXP/vkdFATffAPTvVVtW0YlLyvosWLgUz86dgrQUjxMvYbnNvBMFuGvG45g66ToM6d/TcnvhMGbLg7TYAKXWIkAVpFYyH99yfRSGDIzEq2/aX59WR6Sa1MpZ2oVFMbgyvlKrU+t/SRKpd0ujMalNBeLNfRYHtRqaE6mVF6DUBoWZN5MACZAACZAACfgRCKXUrt1cjr+9bO4XqegoYNIdwIDezZNakbdb75vrM9rLLx6OB38zAQnxsdr3w0HwmpJa/3F26tAWC+dNRY9TMwOu9XAYc0u/SSm1FmdAFamVYRhL/bz4uv0JklST2vxqwFinVhgYy/oE+rnF6fZ5nFJbh4ORWjtXFtsiARIgARIggcYJtGap9Y/C/mnhUmzcukvpyKz/bJmRWuM4RVpnzlnUqNjyPdE4AUqtxRUSaqk9Z0gkxl8bhfi4hjteWgZHIrYqSu38wljckVjhjdSK1HaOqtayHkuk9vniGExLKkdqpMWJDvC4alIbW1CKQc/9B22OFKCovQdb7jwPHbb9iDOXb/N+Xe6Jtx8EAEqtI1jZKAmQAAmQAAkEJOAmqRUAIrZy/XrSdfUitW+vXI1Z85Z4Ob3wxAzvll957lDucfxwIBfbd+6FRESfeOgevLT0Q6z4ZL32tTFCmv39AUyavgAHDx+r9zNpq7C4FIWFxU0+q3fG2BfjRPpHXktKy/HAY0tw7dgLkJ6WjN/NWYQxPxmBOX9+FX16dced48fguVff18ReLtnaPOaSc/DC0n9qffWPZutSLWOW6+HpE3DV6FHQX0fGbvy+/HdDHI1M5L7bbxitzYNqF6XW4oyEWmqN3ZVEUXKmVrYfh+JSTWplzMZzsyKx/1cWjfTIalweX4V/lUXhy4ooTEkqd8X2457LvkBRhgc5I0+DLrjCSOTWc/AE2n99ALvGDXBkqViR2ohWmF6qBuYTajgyIWyUBEiABEigVRNwm9QaJXDPvv3eM7XxcXF4a8WnuPry87XtySJmS5ev8kZ1/aO88vXKf23wiqxRlv2jq/7RU/9n5bXWb9mhbY0uLSvTRPO6sRdo8hhspNZ4v0itiPXoi4Z55dE4fl1qT8nM0F5bLhHi4YN6+7y23hcR2dXrt2LU8P7afR0z0rV25TVn/mERfnP39Vobjz3zOub8dqJ2TllEds++H73PiGzL2WBpy8hbpTcZpdbibFBqTQB0sKSPsUatB9X4vacc+TUReLQwDvrXgc7bmuh1k7eoFKkVie39jy3Ycc0g6NHYrLV7UNzeg2NndEBUeSVOX7Edey/p5f15kwMM4obmSm3+nggU7HMgjB5E3+2+NbpNDToMrkFkLMXWbrZsjwRIgARIoJaA26RWJEuXLqPU+ieKkvskyvnozIna+VSjtAo3o4jqEqyL6Ve79vokoNKjmros+rclovnm8lWaWPo/G6zUGmX8eH6Bzxik34Gk1piESvrWNaujJrUNnb/1ZyPt6s9lZWYE3P6sj0MXZJXff5Rai7PTklJrsetBP65ipDboQdj4gGpS2/3jnfj28j6oio3WIrVGyVVVag+tj8TeZa1LapO61OCsiVWIcmant40rmE2RAAmQAAmEKwG3SW1DkVo9qqhvGZb5NG4pDlZqdUnVk1IZZbEpqTU+a0ZqjQmxZIuxns05kHwGK7X+4xAu/tuI9bWvb002bj/274+Rb0Nbqlv6vUSptTgDlFoTAB2M1Jp4dcduUUlqZZCy/fjIWZlaZFaitF3W7cWR3p2wZ3QftN19WPve9vHDNOm1+2pupJZSWzcTEeUnEVVRYvfUtGh7NYhATZwH1dEJwfVDgtzmEm0G126Y3t0qUUQANdzMEKYrkt1WgYDbpLahM7US1RThmjNzorY9NlwjtcY1ZYfUBip5ZIx2N1UKyV/g9f6pnIWZUmvxkynUUqsnijqeVxOys7Q6ItUitZLdeHZBHM6KrsbENhUWZzL4x1WTWonG9nl1A9p9c7heoqjyxFh8fse5KMxMDX6gJp6g1NZBam6kNvb4t0jf/AzQis7jVsWn4vjAO1GVFLhEQUNLa29lBP50ohLHq00svjC5RfYj/CY1Cv2CrHIRWVqO5P/bgqjjJ8NkpOa6WTzgDJT06cra1uZw8S4SqEfATVLrfy7WKFb+W3UDnYMVeHpio8a2H/ufi22qLeP2Y/1ZfUuwXrLHbKIoO6XWf8uwfL3yk/W4avT5Pmdq5TX1s7PpqclaF/SaurrU3nb9z7Rnx1/1E+3nlNpW/GEUaqltSZSqSW1LspDXVk1qW5KHalJbXJWH5YdmIL8yB6nRWRjbcS6yi1bjs7yF3q8To9IcQdZsqT32Ddqtn9/KpDYNx4beh0pP56BY76kEJh+rQm4rk9pn20ZiUGxwcdeI0nK0XbwSsfuPBsVQ9Zvzfz4SxUN6Nk9q5R+j1nQxZN2aZjNkY2nNUhtsnVoRsMWvrdTY9+nZTfv/5pyplS3HTWU/NgqyUWrlWWPtWclGLBmXjedejYujMTm0GqnVZdW4ZbilgSCqAAAgAElEQVSh7Mf6Vm15xni/nk1Zvi/JpfRsyU3V0w3ZGyDACzFSa5E+pdYEQG4/9oH062Nr8UbBtybAhc8tqkntf449jdSYLPRJvhK64ApNkdtj5XvxXfE6nNf2HkcAU2rrsFbFU2p1GhKppdTWrY3mSK1kFc/FRhRXH3DkvdtSjbaJyERGxLCgXl5YJORGIzqvdeUkqI6pRumpVaiOCgqHK29urVLrysnkoG0hQKm1iLGlpFbK+fQ6o/5fq3fursGCvzhT4oeRWt/FonqkVs7YdtmwT+v00TM7OHaeVtpXSWpFYj899gTOb3sf9Gjs9pPvIjWmC7ISBqGiuhTr857HoNTx3p9b/BjweZxSS6kNtJ4otb5UmiO10sIP1f9EXvU2O9+yLd5WekRfZEVeFnTUus3eaKRsCXI/e4uPtvEOVKRV49j5ZahuXcNyhHqopFaOvn+5owL7vjd5CD4COPP0CPTuwUl0ZOLZaIMEKLUWF0dLSO1DM6ORkBCBxS9XYte3dR8yPU+PwO03R6OkxJnztuEmtXLm9tmiWNzVphypDvwxWyWplWzHfV9Zj11X9tfOzUpSKEkOpSeGEsGVS7U6tU4kihKp3ZL/Koan3YGYyHgtUmuUXLdJbV5JFaZ+lI+ck1XISo7CgktTseq7MjyzudD7dVqCM2ERFSO1UQX56Pb0/YjL3Y+yjM7Yd88jSPliDTotW+z9uspj/9lzFaU2r7IUUw9+hpyKQmTFJGFBpxFYVXQAzxz7yvt1WrQzabwptXW/fFBq61g0V2ojqvIRXV1k8Tc6tR6X3+6qo9uiOiLwezBUUitUZId8dRDb5CMjW2MFerXWB3tTnwCl1uKqCLXUSqKoX4yLwr/XVOPdlVX1en/l6ChceG4k3lhWhXWb7D2QpprUirTOL4zFHYkVCFSL1m1SayzhY8yELIsk6UA+er67FdtuGq5UnVonpFbGK9uPuyaeo0VmJUr7dcEKdE0cjuFpE5BTsgVfFbyHS9rN1KTX7ku1SO2TG07ilORojOuVCF1wZcwit9l5VVibU4p7h9UmiLD7UlFqO735V5R16ILjo8ZAF1wZt8htwv598GzfgIPX/j+7UUBFqX3yyJc4JdaDcSndoQuutjY6jUB2+UmsLTqIe9v3s52FNEippdQGWljNldrY0t1IPrbYkbXaUo1WRaWgIP0WVMYGzkkQSqltKQZ8XRIIhgClNhhaAe6l1JoA6OCZ2u8qI/BQQazWid97yn3k1k1SK+M3iqzbpVaisR8fnYMfSjbVSxQVH5mMyzP+gHZx3U0s3uBvUUlqRWLnryvAtHM80KOxy3YWIyslGoMzY1FaWYOFWwrwy75tvD8PfsQNP6Ga1IrEdn7taey/4R7o0dj01e+jPKMzCnsOQERZKTq+9wJyf3q99+d28VBNakVi5x/Zimnt+0OPxi47sVeL0A5OzEBpdSUWHvsav0w70/tzu1ioKLVFJ8rx5qPbcfxACdIzE3Dt7/rgm/VHserlvd6v26TU/ltj96VapDavNA9TV09FTkEOsjxZWDBqAVb9uArPfPmM9+u0eGcS7TVfanei7cE/tK5Ee9HpON5hOipjuwRccpRau9+JbC/cCVBqLc5gqKVWusvtx/UnbWtFJB4tjEPnyGrM9pRp243dJrUSjR34/Bp8ff0QDVD7rw9o2431Uj+lqYmu2H5s8S1t+XHVpPalbUWYNMiD+OgILVJrlFw3Sm3GP1/HoStuRU1cvBapNUqu26T2pbxvMKntWYiPjNYitUbJdZvUfvy3PUjPTMTAyzKhC658GIjcHvm+CHu2HMMlt51m+fMhUAOqSe2Tnz+JU5JPwbjTxkEXXOm3yG32iWys3b8W9w681xEWlNo6rFWUWkfWGBttvQQotRbntiWkVrrMRFGBJ84ot1PalOPvJTGuOFOr0zDWqjUS+mZsX+SMdOYXMnkdlRJFWXxLW35cJamVwcj245FZ8VpkVqK07+0uwYgusZg4yIPNB8qxbFcxZo1K0aTX7ku1SK2MT7YfF/QZpkVmJUqbtuYDFPQZityxtyBp1xdIX70CObdM06TXzku1SK22No58iZFtOmmRWYnSvndiH0a06YiJbc/C5uJc7XuzOgzWpNfuS6XtxyKxHz33LS6983To0djPPzyA9E4J6No3DRVlVfj07/twzlWneH9uJw+VpFYkdv6W+Zg2aBr0aOyyPcu0CO3gDoNRWlmKhdsW4pe9f+n9uZ0sKLWUWjvXE9tyFwFKrcX5bimptdjtZj2u2pnaxgYRKHLbrEE38pBKiaLsHluw7YWT1AbKjhzseBu7XzWplWjsw6tPYOP+8nqJopLjIjDvklT0SHcmS6WKUivR2KwX58Ozc0u9RFGVbTz47q4HUda5ts6hnZeKUivR2IcPb8bGktx6iaKSI2Mwr9MI9IhLsRODty3VpHbd2z/g/Bu7ISYuSovUGiXXbVL70o6XMKnvJMRHx2uRWqPkuk1q8wqqMW1RMXKOVCOrfSTmT0zEqm0VePb9Mu/XaR4HMlECYKTWkY8eNtqKCVBqLU4updYEQAfP1Jp4dcduodTWoVVJakVaP8p9BOem/yrguVm3Sa1jbwATDasotSa67cgtKkqtIwM12ahKUitdlu3Hpw1qq0VmJUr75ccH0WNgOkbd0A3fbcvDFx8ewJjJPTXptftSKVIrY5PtxyM7j9QisxKlfS/7PYzIHIGJfSZi8+HN2vdmDZulSa/dl2qR2qfeKdHkddzIOOiCK2MWuc0+WI3PdlRg8s8T7MagtaeS1BYfPoKq4kLT44xOTkFC23TT9/NGErCDAKXWIsWWkFo5UyvX7+fUr0fb2M8sDhXhEKldVBSDj8pr+QyMrsKUpHLE27+rUmtfJamVkj6DnvsP8rq3c+zcbGPrRyWplX4eLduLFbm/1brsnxTKjVIr246lhI/xGto51rFtx/rrUGrriFNqfT9BVJNaica+/9Qu7Psyr16iqHhPNK6ZcTYyTk2y+s9owOdVk1qJxj684WFsPLSxXqKo5NhkzDtvHnqk9nCEhUpSKxK74K1STL06Hno0dtlaidBGYfAZ0Sgtr8FzK0tx88Vx3p/bCUUlqc1btwZY/Edzw4uORsRdDyC1X39z9zfzrj8tXKo9+etJ1zWzhdA9Fk59DR0V+1+JUmuRaailVmrR3nJDNNZvbrikz/DBkXjxNd8athaHqT2umtT6l/RZWRqFLyuivCIrgivXxDYVdgy/XhsqSa0jAwyiUdWkVu+6lO9ZmTvLmwE5MSqtXt3aIIZp6lbVth/LmdrcomqvwOpnbHNOVOKV7UWu234skyhnaaUurfEq6DXIkbO0+muoKrVyblbq0hqvoQkZjp2l1V9HNak19eZ26CbVpNahYZpqVjWpffmTMtw5Oh7xsRFapNYoua6S2rWfIuLJ35maQ0THANMXILX/QHP3+921aesu3HrfXDw8fQKuGj3K+9O3V67GrHlLvN8PJ1EMp742a9IUeYhSa3EiQi21Uqf2qrFReHt5XR1aic5m76vBi69XIdDPLQ7R+7iKUvtsUaw3EZRI7JDYKvSPqa3PK+V+ni+OwbSkci0bst0XpbaOqKpSG0huL2k/AxvzX8D5be+DSK7dl0pSK9mOZ396ApOHerznZiU5lF6b1vjfdnOQ9lSM1EqiqJi8o16B1RNHxebuR/uPlrrqTK0kisqtLPEKrJ44KqeiEK/kfeOaM7VOrP1g2qTU1tFSSWqlV7L9eETvGC0yK1Ha5evLta/v+Fk8Nu+uxDufleP+GxM06bX7UipSG2KpXfDXN5Ca4sGc305EWooHeScKMPMPi5B/ogDXXXGhj+zazZ3thS8BSq3FuWsJqf3FuCj8e01dpFak9sRJYMFfKnHl6ChceG4k3lhWJ70Wh6is1ErHjCJLqbVrpoNvR3WpDSS3YzvOdb3UBqpjG/zsN/yEalIrJXyylvwRB6+505sMSjIee7ZvwMFr/5+W/Vj/bzs5SFuqRWqlhM/sw5swuV1fbzIoyXi8tugg7m3fT8t+rP+33SykPRUjtXKWVurSGq9u/dIcO0urv46KUivnZqUurfEa2nGoY2dp9ddRTWolGvvI30uw8ZvKeomikhOBP96eiB6Z9mcH1/4oqFBJn7wQS+2by1ehb+8eSEyI0wRWorTFJWXYtiMbwwf11r7nH/0U8b1rxuPYvrP2PSyR3gtHDtC+N+aSc/DC0n9q3184byp6nJqpPb/4tZXa926/YbR3G7O81votO5CUlIg33v2X9vMXnpiBIf17av9dUlqOBx5bghWfrPe+jh5Rzv7+ACZNX4CDh4/5tOvfV+Nrd+rQ1tsnJz5r3dQmpRaA/yJsaMuDLIzLLx6OB38zAQnxtUXYQy218prGc7MisYP6RaC4BHhnRRUuvzQKHTtEYPHLrX/7sbCQaOxDBbGYnFS7xXhTeZS23bi0Bni8MBbtImtcu/2457Iv0GXDPo3L0TM7YPv4YaiKdeYf33CR2lB8uKsUqZXxynZjue4dlgw9E/LgTrEY1ysR2ccr8NTGAsw+PwVpCfYnwAk3qfWvW2vnegk3qfWvW2snC2lLNamVRFEFR8u8Aqsnjjp+sATr3/nBVWdqJVFUbkmuV2D1xFE5BTl4ZecrrjlTa/eaD7Y9t0vtlDuvxePPvQn5/9fe+QQ3/Pxi7etAUqsL7XVjL9CEV8Rz9fqtGDqglya1p2Rm+Pzurour/D4vl0hqx4x0TWz1bc66yMp26AULl+LZuVMQHxfnc68eQf7N3dcjs0M77WfXjr1AE2Dpw1srPsXVl5+PZ198R3sdaV+eWfnJeoy/6ifa90RwD+Ue9+lfsGuF99cScL3U6m+EqZOu0xah/9fGxSxbIPz/2tISUivnam+/ORppKUBlFfDBx9VITQbOOyfS+/W7K6tsX+OqbT/WB6gL7OeVvr+U35ZQjtHx9nPQX1el7ceSKKrvK+ux68r+KMxMRdbaPWi7+7BXZEVw5do1boDt60IapNTWYVVNao0lfaSXY86I1wQ3FJdqUitjlu3GcklkVi/vU9izP46PGoO4/fvQ6R/PIWfC/6LKk2orItWkVgYn243lksisXt5HataOS+mO7LITeOroNszuMARpDmS5VUlqpYTPe0/sxMW39vAmg5KMx3u2HMMlt52mZT/W/9vWRfHfxlSK1EoJn9nrZmPygMneZFCS8Xjt/rW4d+C9WvZj/b+dYKFapNaJMZpt0+1SK8L5wb/W48NVm3DZBUPws4uGa9IYSGr9f1fXGfv/Ti/f1yOtejvyPePz/177hRap1QNYEvh67JnXta3Qx/ML8Ls5i/DozIlatFcu8YKuWR29UWFdrI3z3NiZ2ob6bnad8L46Aq6XWlmsxgXqv9j1xapvLfBffC0htS21gFWV2pbioZrU9v7HFuy4ZhDKPfEQiT1yViaOndFBw5N0IB89392KbTcN135u90WpVVdq7Z7rYNpTUWqNdWplLMdHXKYJrtOXilJrrFMr4x/jOVUT3FBc4SS1/nVr7eYTTlLrX7fWbhaqSa2cqZVLL9sj52qlRq1+6bVrnahVS6mdgAOHj3qFUo+SNiS1smXZuJNS5qgxqdUjqnKfUVybklrj9mJ9Heg7PP13furRXn+p1ZNh6c/36dVdiwRL8IxX8wm4XmoFnSy2lf/aoO1pl0v/i4z/G0hf+EYJVkFqZTtyZsfaJAV5J+DI1mNpm1Lr+0ZTSWqlZ0aRdbPUSsme5YdmIDO+D85re0/zPx2b+aRqkdpmDsOWx1SUWlsG1oxGVJTaZgzDtkdUkloZlGw3lksis3p5n1P7pmHgZZnI/b4Qn7yQjSvu64U2KbVHj+y8VJJaGZdsN5ZLIrN6eR+pWTvutHHIzs/GU188hdnnzEZavP2J9lSSWjlP+/jbJbhuVKz33Kwkh9Jr0wYq+WPnuqDU1h31E66Bgk7yfdnSG8pIre4ITQmosU9/e/0DbWnofZ05Z5H3HC0jtfa9ayi1+raDv76Bo3kntcPd+l9c9DeQ/19zjFJbXFa/VqxMz/c/VmPR34CTBfZmxJPsxsZEUVN/Fe1zhtbpOrV33FaDPj2DSyVcXlCIqrm/RtQPu+1buf9tScr6zC6Iw/7qSHSOrMZsTxk+K4/C30pivV87kflYXr7qpimI+8kViIw0P8dV1TWY9ONqvHbSfhYSjR34/Bp8ff0QjU77rw9o242jyivR59UNKE1NdGz78fjkM/Bs5/MQFWV+bVTXANmrqvHtP8zzs30BOdCgSO3Q/4lAQlJw4yr7cQdS184DUONAr1qmSZHaonN/jZi2pwTVge1FVbjzUAVyaxOZt4pL3hmLMqJxQUpw59rLC8uQ8Jf3ELv/aKvgoA+i4KrzEDHqrKA/P3cWvY9jVdtsZ2GsUyuN9724oya4objaRvZFrzaXB/35ia+BpE3BrScz4zHWqZX7x3QbowluKC6R2pLLqhCdENznZ3neV0j58RFbPz8DSWuopbY4awaik04NiD4xzv65b2iOWyJRlH/UtTGp9T9Tq59bHX3xcO1MrX7EUB+fnJtdunxVwHOyxvO2kj/HGMX1P1Mr7cnP9+z7UTu/azwr25jU6md0RYyNfWlKlEPxHgzn13C91BoXq542XN4Asifef/++vniNUptXUB5w/vcfrMGSlyIckVpjSR9jOR/piNPZjyfcUo2epwX3j01VUSEi5k9zRGol43HnqGrt7KwuuMJB5Pa7qkhv4ign3qQV4+9D1IVjESEhbJOXiNw9h/+D1x2QWumCLrDtvjns06NvxvZFzkjnfkEb7zkDT3Y4N6hfUEXdflhTgz1vmRdhk5hb9DaR2v531yA2yF/KcHgX0j+zV2olu/HUj/LRr2NMyM7RGuGL1J44ZwqQmhXUnOwqrcbdRyptl1pJBNXt6ftRdNrZIdlybBy0rPKF7aJwTpvgEnJVF5cheeH7tkutJIKaevAz9ItvG7Itx0YeJ8edi8oRvYP+/NxTtgLHq+2X2qAWqM03p0f2xWmxo4P+/Iz5JhKezaETG5uHHbA5kdqTF1cgMs78v6vSUE3h10jb/6jtUvvgK8X4nyvjvZFa2X6cc6Ra244cikjtycz/RURC4D8Kpnns3zUQrlKr/35u3BpszH7sL7Vyf1PZjwOdqRVP8M9+rGcv1hNF6VmRjVmNjduP/Z8/d2gfnCgo4vZjGz5gXC+18pcU/334xsWn4plao8iGWmpvvbkK3boGGUkqKULcE9Ntl1qRWGOdWnk/rCyNQmZUjVarVhJIvVwcg2sTKlin1oYPi8aaUO1Mrb4FOb8yB6nRWZDyPdlFq/FZ3kLv107UqBVG3H5ct1K4/biOBbcf+36CqLb92OGPyEabV237cUuyUGn7sXDwl9hpi4px15h4rW5tKKT2eIfpqIztEnBKMtsmhGyqQhmpDdmg+EKtjoDrpVY/1D1n5kSf7Md69jIVsx9LNPZnl0Ri3cbavXk9ukXg93MqoWdFLimp0b62+1LtTK1I7ZslMbg5sQLxEdAitUbJpdTWrQDJjmxMJGX32lBNav9z7GmkxmShT/KV0AVXxixye6x8L74rXufYeVtKLaU20PuLUkupbehzl1JbR0Y1qZWeSbKo9zfUlg28a0wcxo2M0/7bLVIrYYz8L7ei5tuvTf3qUBMRgeizBiClZy9T9/MmErCLgOulVkD6ZyFTvU6t9NlY1se4GHbursGCv9gvtPIaqkmt9Em2Hw+JrdIisxKl/bAsGkNiqnBTYiW2VkTig9JoTEkq16TX7kulRFH+JX38x+omqRWJ/fTYEzi/7X3Qo7HbT76L1JguyEoYhIrqUqzPex6DUsd7f27n2lBdaqVu7fu7S7UhD+0ci1mjUhAf7cAbRM6dx6fh2ND7UOnpHBTiPZXA5GNVtm8/DqoTNt9MqVVXaiW78ZuPbkeXXikhO0drpKGS1Ep246mrp6Jfu34hO0drZKGi1Nr8UWC6OZUSRdXUANXyPyYvyTXizL8qJjvA21xJgFJrcdpVyH5scQimH1dRao01av0TRXlQjd97ytE12vwHsWkYAFSSWum3nihK/vvzO87V6tXql9ukdkv+qxiedgdiIuO1SK1Rct0ktXKmdvanJzB5qAc90mOwbGcxNh8s94qsCK5cTtWtDQeplbq16Z99qHEo6DUIObdMQ02c/WWvVJRa/VxtTkUhsmKSsKDTCKwqOoBnjn3l/dqJGrXCmtuP6/61UUlqg/k30Il7KbV1VFWSWifmmm2SgN0EKLUWiVJqTQB06EytiVd29BbVpFYfbNvdhzFgyVoUtfdgy53naXVp3SS1wkG2H3dNPEeLzEqU9uuCFeiaOBzD0yYgp2QLvip4D5e0m6lJr92XSpFakdr56wow7RwP0hKiIBI7MisegzNrE4xkH6/AUxsLMPv8FO3ndl+qSa0kispa8kccvOZOlHXuhvTV7yNp11avyIrgyuVE3VoVpfbJI1/ilFgPxqV0hy64Mn6R2+zyk1hbdNCxJFKUWkptoM8blaRWthfLGdp+3aO8dWrt/oxsrD1KbShp87VaAwFKrcVZDLXUSkmf8ddG4Xhe4HOzsi3555dH4Z0VVdj1rb0RShUjtRanz9LjqkptILndfuNQnPbPr7DjmkGa5Np9qXamVqKxHx+dgx9KNtVLFBUfmYzLM/6AdnHd7cagtaeS1Ep/jCJLqc1H59eexv4b7kGVJxUisQV9hqGw5wBt7uL270OnfzyHnAn/q/3czks1qRWJnX9kK6a17w89GrvsxF4tQjs4MQOl1ZVYeOxr/DLtTO/P7eRBqVVbapftWYZnvnym3pTf3e9urV6tU5dKUuvUGM22S6k1S4r3kUAtAUqtxZXQElIrdWqjo4FNn1fjxderfEYg0mss+WNxeD6Pqyy1cp5WatPellCulfcJxaW61AaSWz1yazcf1aTW7vEF055qUivR2Okf52PmuSnaMNbmlGrbjUsra/Dw6hPIaBPpqu3HRpF1u9S+lPcNJrU9C/GR0Vqk1ii5bpJaOVO77u0fcP6N3RAT57tjobGfBfO50Ni9qm0/fvLzJ5FbkotZw2YhPrruj6B6/dqMhAzHzttSautWCqXWrncY23ELAUqtxZluCakVaV2zrhoXnheJf6+pxrsr6yTOzVK7v6q23unR6gjHkkMZl0u4SK3FJW7qcUptHSbVpFZ6pgvsxv2+dbXvHpyEcb0STc1xc25SbfuxjEGisV2ffQD7b5qiDcmzfYO23TiirBRZL85HRVo7V20/HtmmkxaZlSjteyf2YUSbjpjY9ixsLs7Vvjerw2BNeu2+VIrUNiW1Hz33LS6983S0SXGmLqhKUiuJomavm43JAyajR2qPetOenZ+Np754CrPPmY20+DS7lwUotZRa2xcVG3QNAUqtxaluKal9e3kVMtpH4MJzI/HGsiqs21Rb3kfK/fh/z+IQvY+rHqkVqZ3YpkLLevxCcQxme8ocqU+rA6HU1q0s1aRWztTKdV7be7T/l3O1UqNWv/TatU7UqlVRau36DAi2HRWlVsagC6xn5xafIR0cdzuOjxoT7DBN3a/a9mPptERjHz68GRtLcuslikqOjMG8TiPQI642wm/3pZrUSvbj4wdKGhxmemYCrv1dH0fEllJbh10lqW3qTG1peQ3eWlOGq8+NQ3ys/bl+VYrU7isqQH6l7x9FG/tMaB8bhy4JSXZ/bLA9EmiUAKXW4gJpSakVkb3l+iicMzQSH3xcG7Gd+qtopCTDFXVqjVMn2491qZXvf1cZgYcKYjE5qUIr9+PEpaLUZq3dgzOXb6s33G/G9kXOyNOcwKC1qZLUynna1ceeRL/ka73nZiU5lF6bNlDJHzvBUGrraKoqtXbOt9m2VJRas3134j7VpLah7cdOjN2/TZWkVvrG7ce1MyRS++ArxThZXIO7xyZg8Bm+OxbcUqdWWLx5aC9+dWi1qbdDbEQklnS5CJe27WLqfpVvyv7+AH43ZxEenTkRPU7NVLmr7BvP1FpfAy0ttTICic7+7JJIREcBpWXAq2/WRW6tj7CuBdUitfnVwOyCOOyvrt12HOjSy/ykNnxLsxGpJrU9l32B+PxibB8/DFWxdf/4RpVXos+rG1Camohd42oT4th9qSS1gaSVUls346xTa/fqN9eeylIr24yljM/dbc/WMiGH4qLU1lFWTWqlZ0wUVSu1C94qxYTL4vDUOyX4nyvj0SOz7t9WN0nta4f24Mb9/2fqoyEuIhLvnDIaP22XZep+/5s2bd2FW++b6/Pt228YjV9Puq5Z7Vl5iFJrhV7on2Wk1iLzUEutxe5aelw1qTUOxj9Sa2mgJh9WSWqlZE/fV9Zj15X9ferT6kORGrY9392KbTcNb/XZj0VqP8p9BOem/8obqZXtx/kVOdp2ZDdFalmn1vfNLCV9Mv75Og5dcWu9WrSN/czkR0Kjt6kutT+UF2j9z60scewcrRGQSlJrx/xaaUNFqbUyHivPqrb9WKR26tXxOF5QjT+/W4oHbkpEmqf2r+TZByrrfc/K2P2fVWn7caildsHCpXh27hSkpXiQd6IAd814HFMnXYch/XvaiZhttTIClFqLE0qpNQEwBHVqKbWUWuNK9JfY5YdmYET6nVrdWrdJLevU1q2MpqTWWO7HxCdbULeEg9Te276fliBKorZSq1Yv9RPUQE3eTKmtA0WprWOhqtSKyG7eXYm5bxTjj7cnahHbZWvLkHOk2rEatpTaWqktKS3HA48twfBBvXHV6FHQo6djfjICc/78Kvr06o7pv7oB857+u3ebsP7MtWMv0ET47ZWrsX7LDiQlJeKNd/+lLbgXnpjhlWT9/hWfrNd+9vD0CT6vxe3HJj/YW/g2Sq3FCWgpqZWzs73OqJ+YYOfuGiz4S6XFUQV+XPVIrdtL+nD7se+6lWRROwpXat8ckTYJfZKv1P7bTVIr42WdWl+p7VDTgrQAACAASURBVPb0/YjL3d/gZ2RZRmfsu+eRVl+n1ghAth9LpFakVq7sshOYfvAzzMwYpGVGduJSVWo///AAVr28Fxfc3B0DLwvNGTrVpFYyIE9dPRU5BTnI8mRhwagFWPXjKq1urf61E5mPZZ2pLLXae+NAJf53sZyzBbLaR2L+xLrIrd3vE0ptXaR25h8W4Td3X6+daxWpnTR9AUZfNMy7Jdl/m3AgqZ01b4lXZGWLsx4Njo+L06S5Y0a61p5EhvXXkznlmVq7V7Zz7VFqLbJtCal9aGY0EhIisPjlSuz6tsY7gp6nR+D2m6NRUlLj2kRRAsPNJX2YKMriG9qGx1VLFMU6tb5S29D2YxumvtEmVIvUSl3aqQc/Q05FYYP9zopJcixiq7LUHj9QrDEpOFqGMZN71qtda/daUU1qJVHUKcmnYNxp46ALroxZ5Db7RDbW7l/LOrV2L4IA7blZav3P1Hbq0BYL5031Sq2/aJqRWonUPvibCUiIj9XE+LFnXsec307E8fyCeuL6p4VL0TWrI/qddRqlNgRr3a6XoNRaJBlqqZU6tL8YF1WvPq0+DJb0YUkfi0u6WY+rlChKBiDRWNlynF+ZA718T3bRaq2sj5PlfOS1VZNa6RPr1NYua6fPzTb25lFNao199Y/UNutDIMiHVJfaS247Dd9ty8OqV/Y6VspHR6aS1IrEzt8yH9MGTfPWoZWkURKhHdxhMEorS7Fw20L8svcvXVOnVrYZP/t+Wb0VfteYOIwbGRfkyjd/u5ul1nimVogZI6uBJNSq1Erk9+DhYz6TI1uQKbXm16sKd1JqLc4CpdYEwBY4U+vWkj4mZsORW1STWtl6nBqTpW051gVXBj6241wcK9/rLe/jBAwVpdaJcZppkyV96ihRan1XTDhIrfQ49/tC/GPuVxh915no2jfNzLIP+h7VpPalHS9hUt9JiI+O1yK1Rsl1m9RK1uPc/Brcf2OCTy1aqVH7yN9LkJEawTO1fivejuzH/lLb1JZgq1KrR23lDK/xYvbjoD/OWvQBSq1F/KGWWukutx/XThpL+vguXjlTK1egsj2N/cziW0B7XCWpDXRmVhJHpcZ00RJFSR3b9XnPY1DqeCRG2f9LKqW2bkVRasNDau34DAi2DZWktuhEOd58dDuOHyhpcBjpmQmORWxVkloBINuPR3YeqUVmJUr7XvZ7GJE5AhP7TMTmw5u1780aNkuTXrsv1c7USp1a/1I++piZ/Tjw7DshtU1Fav0zJOtlgfRkUHqiqEDbj/3P1MqoRGb37PsRp3Xrwu3Hdr/JHWyPUmsRbktIrXSZiaJ8J87t2Y+lFm2vtz7Hd+ef0WBJn66f7sbOqwf61LC1uPy9j6smtVvyX8XwtDsQExlfLzEUpdauWW+6HRWlttObf9U6fvDa/6f9f/rq99Fp2WLvYNyYKCrQTMqZ2/lHtmJa+/6OZEFWSWqN45dEUXKmVrYfh+pSTWolGvvwhoex8dDGeomikmOTMe+8eeiR2sMRPJRawx8Fo9NxvMN0VMZ2Ccg6s22CI3MQqNFQl/TxP1MrGY71Ej8NRU+N9W1/ceVFKCwshn/240BSa8ywrGc/1s/wCgsmigrZMrP8QpRaiwhbSmotdrtZj6ue/Xh/VSQmtqlo1tia85BqdWp7/2MLdlwzyFuHVqKzR87KxLEzOkDq2Pr/vDljbugZlaRW+ijbj7smnqNFZiVK+3XBCnRNHI7haROQU7IFXxW8h0vazdSk1+5LpUit1Kl9aVsRJg3yID7aN1t6Yz+zi4lqUhtRVorMpc/g6EXjUNa5mzbMpF1fwLN9gya5cubWqbI+qm0/FmmdfXgTJrfrix5xKfWmnFLrXqm16/3fnHZUklrpP7cf185iKKW2OeuGz5CAEKDUWlwHLSG1kixq/LVRiI8DSsuAV9+swoihkVqJH/3rdZuqLY6s/uMqS63tgzXRoGpS2/eV9dh1ZX9vpFaktijDg5yRpyHpQD56vrsV224a7pVeE0M0fYtqUivR2I+PzsEPJZvqJYqKj0zG5Rl/QLu47qbHF8yN4SS1xhq2wYzR7L2qSW0gaXWr1Moc6qV75L/ndRrhI7dulFq9nI//+na6vI9qkVqW9PFdAW5PFCU1Nv7vyI/YUHLY1Ed/BCJwYVImRqZ3NHU/byIBuwhQai2SbAmplTO1J05Cq0erC64MQ+T2jB4R6NEtwnUlffRpXFQUg4/Ko7UvB0ZXYUpSOeLrl/O1OOu1j6sktdIf47lZkdguG/ahNDkeOeedjsxN36Ht7sPYPn5Yq99+bMvkWmhENamd+lE+ck5WNTiirOQoLLg0FWkJURZGHfhRFaU2a8kfcfCaO72RWtl+HHf4R9dFao0ztrk4FzMPrYexhI/bpPbjv+0JWMKnoqwK7z+1C552cY5tSVZNalnSx/aPwmY1qFL245oaoFr+x+QVGSlqy4sEQkuAUmuRd6ilViT2qrFReHt5FfRorJyvPXqsBi++XgWpVXvjNVH44ONq788tDtH7uGqRWkkUNb8wFnckVqBrdA3kXO2XFVFekRXBlcupLcmqSa2cq+3z6ga0++YwyhNj8fkd5yKusAwDlqz1fl2YmWrXcvBpR7VIrSODNNmoalLb0PZjk8OxdJtqUiuD8ZfYbk/fj0PjbkdhzwGu2n4caGKNcnt/xiAsPr7TFWdqJVHUe0/sxMW39kDGqUn10EgG5E9eyMYV9/VCm5RYS++JQA+rJLUs6WP79Da7QZWkttmD4IMkEEIClFqLsFtCan92SST+/o8q7Pq2RovUGiXXbVL7bFEs7mpTjtRIQCR2SGwV+sfUbr2Wsj7PF8dgWlLtz+2+VJNau8cXTHuqSq2cp5XatCPSJmnlfUJxUWrrKKsotdI7SRaV/tmHWkcPjrsdx0eN0f7bTWdqG3svBIrc2v3eUSlRFKW2bnZFalnSx3e1u337sd3vfbZHAk4RoNRaJBtqqZXuyvbj7H21kVmJ0nY7NQKHc2vw8PxK3HJ9FM7uHYnFL1dq0mvnpVqkVsZmFFk3S60kghr03H+Q171dwJI+EsXN+s+32lbkqtja7dl2XipLbX5FjjbUwqojjiWHMrJUSWrtnOPmtKWq1DZnLFafUS1RlNXxWH1eJamVsXD7cd2MsqRPHQsmirL6TufzJBA6ApRai6xbQmolGnv7zdFIS6mfKKqyCtrW43dXNnyGrrlDVlFqJRr7UEEsJifVZj3eVB6lbTcurQEeL4xFu8gaV2w/FqmVRFExReXYfUU/LeOx8XJb9mN97BKpFak9r+09Wtbjz44/h7Ed5zpSn1Z/zXCSWsmA7GSyKEpt3buQUuv7L49qUiu9Y6Ko2jliSZ9aDnkF1WCd2ub+xsjnSCD0BCi1Fpm3hNRa7HKzH1dRarV/gP8rsJ9X+ia6uS2hHKPj7Zd7HaBK2491ad3z07PR850vfLIgS38ptfdo03a0bC9W5P4WF7X7jVbux4lLJakVaZ396QlMHupBj/TaM+bGy41SK1uM5RxtXO5+6DVpU75Yo9WqdapGrTCn1KovtU58HphpU6UztWb66+Q9KpX0odQ6OdNsmwTsJ0CptciUUmsCYEkR4p6Yjqgfdpu4OXxuUVFqpU6tCKx/+R43lfQprsrD8kMzkF9Zu+040JUaneVYxFYlqZWxZx+vwPSP8zUM8y5J9ZFbN0qtnKct69BFO0erC66w2XfPI0jYv89bs9buTyLVpFayG7+U9w0mtT0L8ZG+RxIa+5ldXFSM1No1tmDbodTWEVNJaqVX3H5cOzd5R6pQXmz+SFu8JwIp6fZn1A/2vcX73UWAUmtxvltCauVMrVy/n1Op/b+cq5UatfrlVK1aVSO1Fqew2Y+rKrXlnnitfM9Zr2/SMiBLxuOstXvQJrcg4HnbZgMwPKj6mVrZfhyqSzWp1ce9+UA5Zn6SD2MJH7dJbaBEUJINuTyjs5b9OKKsFB3fewG5P70eVR57M4WHm9TOP7LVsczHsiZVlFpuP/6vwJTmYerqqcgpyEGWJwsLRi3Aqh9X4Zkvn/F+nRaf5shHqmpSK4Nkoihgz6ZyfP13c0V6IqOAPrcBXc+qvzvIkUXDRkngvwQotRaXQqilVs7T3nJDNNZvrjs3K8mh9Nq0gUr+WByi93FVpVZK+fytxLfMgtM1agWKylIr/ZPo7MDn1yC2uBxF7T3Ycud5EOF14qLU1lFVVWoDye39o5Kx+IsiTDvH45o6tRn/fB2HrrgVNXHx9bIdu01qpx78DDkVhQ1+JBjr1tr9uaGa1DJRVN0Ms06t3au9ee2pVNLn2w3l+HKRSamNBgb+Cujap3lSu2nrLtx631w8PH0Crho9ygvv7ZWrMWveknrfbx5dPtUaCVBqLc5qqKU2kLS6WWol4/HR6gif2rRS1udAVQT+URKN33vKtRq2TlwqSa0T4wumTZWl1s0lfRqbw0CR22Dm3My9KiaKku3HBX2GaZFZidKmrfkABX2GInfsLUja9QXSV69Azi3TNOm18wqnSK2d426oLZWkliV96maJdWoNLAqqMW1RMfp1j8LknyfUW8ql5TV4a00Zrj43DvGx5oQvmPeWm6V2wV/fQGqKB3N+OxFpKR7knSjAzD8sQv6JAlx3xYU+shsMU97buglQai3Ob0tI7S/GReHfa+oitbL9OCW5djuymyK1+dXA/MJY3JFY4RXXrRWR3gzIxv+2OM0BH6fU1mFRWWpZ0seJ1W+uTRWlVqKxWS/Oh2fnlnqJoirbePDdXQ+irHM3cwMM4i5KrS8sSm0dD5XO1LJOra/USvbjk8U1uHtsAgaf4Xf2vKAaC94qxdSr45HmkXe4vZebpfbN5avQt3cPJCbEaQIrUdrikjJs25GN4YN6a98T0b1rxuPYvnOvBv7yi4fjwd9MQEJ87c49/5/rkV894qvP1gtPzMCQ/j21L/+0cKn2/7+edJ32/xI1lr4Y27V3ltmanQQotRZphlpqpbv+Ejv+2ihs+rxaq1tLqa2TWpHeZ4ticVebcqTa/++NUtuPAy3jnsu+QJcN+7QfHT2zA7aPH+ZIjVppX3WpZUkfix90zXxcRalt5lAsP6aa1FoekMUGVJJaGQq3H9dNKOvU1rKQ7McirRMui9MSRv3PlfHokVkntvrPKbW+HwaSd87q9mMRySl3XovHn3tT+//X3vkEN/z8Yu1rXWpFOOUSIdUF9rqxF/gIr/51SWk5Vq/filHD++OtFZ/i6svP1+RXBHfp8lV4du4ULSJMqbX4wd7Cj1NqLU5AS0itdFmSRWV2rN3usnN3DRb8pTZplJukVsYr24/lMtam7RdTpZXykRq2zxfHYFpS65davU7triv7exNDSbIoXWRFcOXaNW6AxRUf+PFwkFpN7l1W0kefrWU7i/HM5vpnJ+8enIRxvRIdWRPSqIpSy5I+vtO97MRePHPsK59vDk3IwKwOg+tlRbZzoagmtTI2JoqqnWHWqfWVWpHW4wXV+PO7pXjgpkRvVDb7QGW979n5HnF7pFaiox/8az0+XLUJl10wBD+7aDgeeGyJV2r9WRuFVIR3wcKlXlltaF6yvz+A381ZhEdnTkSPUzMptXYu4BZoi1JrEXpLSa3FbjfrcRUTRfnXqL00tlIT3FBcKm0/9q9DKxJ75KxMHDujg4aCJX18V4SbSvo8ueEkcouqMWtUCuKjDVnSK2vw8OoTyGgTiXuHJTvyllFRalnSp26qnzzyJXIrS7wCK1+PbNNJSx71St43mNdpBHrEpTiyNlSUWkcGaqJRlbYfm+iuo7eolP3YPxK7eXcl5r5RjD/enqhFbCUrcs6R6oDnbe2ARKmdgAOHj+KxZ17XztbGx8XVk1oR2cWvrfTivv2G0drW4ca2DYvITpq+AAcPH9Oe69ShLRbOm0qptWPRtnAblFqLExBqqZVIrGw3Pp5X4y3pYxyCZEf++eVReGdFFXZ9a2+CJBWl1uL0WXpcJamVgRhF1s1Sa5zU7SffhZypdWtJHynZM/vTE5g81ONTn1ZnJDVsn9pYgNnnp7gm+3Hn157G/hvu8ZbscXNJn9mHN2Fyu75ecd1cnIu1RQdxb/t+MP63pQ/KBh5WTWolWdSbj27H8QMlSM9MwLW/64Nv1h/Fqpf3er9uk+KbZd8uLpTaOpIqS630UqKz/7tYztkCWe0jMX9iXeTWrvWgt0OprTsfK0xkC7ExUitCeyj3uPe8q5lIrS60c2ZO1LYtM1Jr96pt2fYotRb5t4TUSqKo6Gh4z9Eah+C27ccWp8/S46pJrV7C5+vrh2jjav/1AW27cVR5Jfq8ugGlqYmu335sacJNPqxSSR9Kre+kydZjlvSpZZJXWYrGpFZ+7mStWtWkVs7UpmcmYuBlmdAFVziJ3B75vgh7thzDJbedZvJTILjbwklqA2VHDm60jd+tktTaOa7mtEWpbVpqhatEZnXh7ZiRrn0d6Iztyk/WY/igs3y2G0tEd+acRd5IrZyxXb9lhybKcolEy8VEUc1ZwaF/hlJrkXlLSO1VY6OwZl01Ljwv0icLsgzFTVIriaDeLInBzYkViPfLpt/YzyxOufdx1aRWOqYLbLtvDvsM85uxfZEz0plfyOSFVD1Ta9dcB9OOSlIr/eb2Y9/ZY0mfOh6y3VguicyWVlfi4cObMTgxA+NSuiO77ASeOroNszsMQVq0veWN5DVVklqR2I+e+xaX3nk69GisnK9N75SArn3TUFFWhU//vg/nXHWK9+fBfCY0da9KUivSOnvdbEweMBk9UnvU6zqltqnZtO/nlNrGpda4jVi2ELdLS8bQAb28mYv9txnr2Y+NW5b79KzNdK+fqdXleMUn67Vtybde91Mt4zKl1r517WRLlFqLdFtKat9eXoWM9hG48NxIvLGsCus2VWsjuXJ0VL3vWRyi93HVth83JbVOZj4WKCpKrV1zHWw7qkntf449rQ0h0Lbjxn4W7LgD3a+a1EofmSiqbqZY0qeOhS6yG0tytW+O8ZyqCW4oLtWkdt3bP+D8G7shJi5Ki9QaJddNUitzn52fjen/ma4tg3nnzfORWzdKrZydffb9snpvi7vGxGHcyDjH3i5ulVrHgLLhVk+AUmtxiltSakVkb7k+CucMjcQHH9fWrTWW+7E4tHqPqyi1swvisL+64Xo9nSOrMdtT5sqSPnbPf2PtqSS1FdWlWH3sSfRLvhbt4rrX67ZkQP7y5JsY1fZexETaH4FSUWpDuRaMr6VioqiWYsGSPr7kVZJa6ZlsPz5tUFstMitR2i8/PogeA9Mx6oZu+G5bHr748ADGTO6pSa/dl0qRWuPYNh/ejJlrZiLLk4UFoxYgLT4NbpNaKeWTm1+D+29MQHysIdFeeQ0e+XsJMlIjWn2iKMnO8v1XFcjfay5PS00E0P7MCHQ5o7Y6BS8SCBUBSq1F0i0ttdJ9ic7+7JJIREcBpWXAq2/WRW4tDs/ncRWltqHtx3aOu6G2VIvUSgbkQc/9B22OFKCovQdb7jwPHbb9iDOXb/N+Xe6xX+KEj0pSW1yVh0+PPYHz296HxKg0bfokOts18RxkJQxCoJ/buV4otXU0KbV1LCi1akutRGPff2oX9n2ZVy9RVLwnGtfMOBsZpybZ+VHhbUtVqdU7aJTb+4fej8VfL8a0QdM0ybX7UulMrWQ/fvCV4nr1afUxu6mkT00NUC3/Y/KKjIyA36kwk0/yNhJoPgFKbfPZaU+GWmotdtfS45RaX3yqSa1kPC7K8GhnZ3XBlR6L3HoOnvAmjrK0CBp4WDWp/Sj3EZyb/itvpFakNjUmC32Sr9Rq1a45/hdcmnG/V3rtZKKa1MqZWrn0sj3+W5GzkqOw4NJUV2Q/bmqeJZGUf3bkpp4x+/NwkFo5Y/t+wffakJyuVatapNbsPDpxn+pSG0hu9cit3TwotXVEVdp+bPc8sz0ScIIApdYiVUqtCYAlRYh7Yjqiftht4ubwuUUlqfWvUysUs9buQXF7j1arVhJInb5iO/Ze0gtORGtVkloZu/HcrEjszsKVSIxqi77J47Cr8EP8WPo5Lmk3s9VvPy6trMGf1p3EL85K9Jb02XygHGtzSjXJlezI89cVYNo5HldIrUhr1pI/4uA1d6Ksc22CEOPlJqn1z3687MRerYzPrA6DER8ZDWMSKSc+lSm1dVTDRWqdWAf+baoktdI3bj8OxazzNUjAHgKUWoscVZDah2ZGI7Nj7UaPvBPA4pcrba9RK22rFqm1OHWWH1dNart/vBPfXt4HVbHRWqS29z+2YMc1gzSJdZvUyrnaj4/OwQ8lmxAfmYzLM/6Akuo8rMyd5f060Hlby4sCgEqR2kDS6maplfmN278PXZ99QJvq7+560Edu3Sa1xpI9IrEj23TSsh/L5absx/r7Xs7SSl1a/+uCm7trpX6culSTWjk3O3X1VOQU5HjP0676cRWe+fIZn/O1TvBQTWpljEwU5cRMs00SsJ9Ai0qtf+rshfOmIrNDO5/iyvYP2d4WQy21UrJH6tT+e01dYqiOHSK8IiuCK9fv51TaO1AFpVayH0uiqLOiqzGxTUW98ZbWACtKo3B5fFW9kj92wFFJamU8sv34yFmZWmRWorRd1u3Fkd6dsGd0H7TdfVj73vbxwzTptftSLVJr9/iCaU81qZ396QlMHurxRmpl+/EPJytdGak1zmPSri9w6sKHUJbRGfvueQRVnlS4SWqFhVFk3S61kiiq4GhZvWRQ+llbT7s419SpffLzJ3FK8ikYd9o4LTGUCK5csuU4+0Q21u5fi3sH3hvMx6Lpe1WUWtOdt/lGbj+2GSiba/UEWlRqpVZU16yO+NlFw/HYs69j/FWXoMepmZBiyG8uXxUWdaFaQmqlTq2U9JHsxyKx2ftq8OLrVdpidVtJn/mFsSioicBtiRXoH1Nb1ki/RHqdLOujmtQaa9T6J4oqT4zF53eci8LMVEc+1Ci1dVhVklrplb/ETv0oH3cP8WBwZqzrth8HWvxGuc25ZRo6vP8K9t9wjya5dl4qnqmVaOz0g59hZsYgbahriw761KzNiE5wrMSPStuPpYTPe0/sxMW39giYDCr3+0J88kI2rrivlyvq1M7fMt8nEdSyPcu0CO3gDoNRWlmKhdsW4pe9f9nqE0XZ+f5vTluU2uZQ4zNuJtBiUpt3ogAz/7AIv7n7ei06a5RaKZj82DOvY85vJyItxaP0/IRaagWGUWTdLrUirTcmVGBRcQzuSKxA1+i67Hxuk9qWfKOoJrWS4Xj5oRnIr8xBanQWxnaci+yi1fgsb6H3az0zst3cVJNaGZ8ki3p/d6k21LsHJ2Fcr0Ttv912praxuQ4UubVzbagotTI+/1q1+pjvbns2xqXUL4llFxNKbR1JlbYfS2T2pR0vYVLfSYiPjq9XwsftUitnbN/fULszbOiZ0fVK/dj1/pB2VJLakhPHUV1WZHp4kQkeJNj8h0HTL84bXUtASallpLbx9aiX8Fm3sTYy2aNbhLbduOfpEbj95miUlNS4ZvuxHonNr47A88UxmJZU7q1J+11l/e/Z+U5XLVIr24/l2jVuQL1hNvYzO5ioJrXGbMe64Mo4RW6Ple/Fd8XrcF7be+wYer02VJRaRwZqolGW9KmDpKrUmphGR25RSWplgNx+XDfNsv14ZOeRWmRWorTvZb+HEZkjMLHPREh5H/nerGGzNOm1+1Jp+7F/SR85W7vl2yqvyIrgyjX55wl2Y9DaU0lqC7O3IGHzYnPjjIxG8fC74MnqZe7+IO+SwNfv5izCozMnars7/S/ZBSrXryddF2TLvD3cCbSY1Aq4t1euxvotOzBz8nj8eckybftxeqoHd814HNeNvQBXjR6lPN+WiNQKFF1g01J8Ee3cXYMFf7H/PK28imqJovwjsVsrIvFUYQx+7ynXIrYrS6Owvyoy4HlbOxaWSlIrW497vfU5vjv/jIBbjJMO5KPrp7ux8+qBrf5MbaA6tNtPvovUmC5anVpJIrU+73kMSh3vipI+dqz15rahotTKudluT9+PuNz93vO0KV+sQadli33O1zZ3zA09R6n1JaOa1ErvmCiqdo4kGvvwhoex8dDGeomikmOTMe+8eeiR2sPut4jWnmpSu+CtUky9Oh5pnkgtE/KI3jEYfEZtXgo31akt3LMRSZ89aW7OI6NROGo6kk45y9z9Ddwlcrr4tZXen15+8XDtWOKBw0cptZbItt6HW1RqBatEZW+9b64P4ReemIEh/XuGBfWWktqWgKO61AoTic4+VBCLAkSic2Q1ZnvKvJFbu5mpJLWBSvoYE0cF+rmdPFSK1IrUbsl/FcPT7tBK9vhLrpukVrYXv7StCJMGeRAfXZshXb8a+5lda0NFqe305l9R1qELjo8aoyWGEsGVS5JFJezfB8/2DTh47f+zC4G3HVWlVkr5PHPsK5/xOl2jVl5MRam1fdJNNqjS9mOTXXbsNpWkVgZpFFlKbWikVk8iK/xFYhPiY7X1JoGwrMwMpKclNyq1ji1ONqw8gRaTWuOZWv/tA9x+rOa6UU1qW5qSalLb95X12HVlf2+kVqS2KMODnJGnQSK1Pd/dim03DXdNndquiedokVmJ0n5dsAJdE4djeNoE5JRswVcF77miTm1TUutkjVp5f6omtYGyG6evfh/lGZ1R2HMAIspK0fG9F5D70+tdkShKMh7nVpb41KaVsj45FYV4Je8bzOs0Aj3i/LYD2fTBS6mtA0mprWOhmtRKNPZ/Fxdjxi9q8xB8tqNC225cWl6DR/5egozUCHdsPw5hpFYcYMHCpXh27pSAeXX07cdjfjICc/78qjYvt98w2rvd2Lj9uKl75eeTpi/AwcPH6rVj00cdmwkhASWllomiglsBrFMLbavx30picVtCOUbH12aCdvpSSWplrMZzsyKxXTbsQ2lyPHLOOx2Zm77Tyvq4paSPsU6tf6IovW6tW+rUSrbjnJMNvyeyPu1MJQAAIABJREFUkqOw4NJUpCVE2f6WUVFqM/75Og5dcStq4uLrlfBxk9TmVZZi9uFNmNyur1dcNxfnejMgG//b9oWhYKRWztTKdcltp2n/778VOT0zAdf+rk+rz34sY5cztXLpZXvkDK3UqNUvyYQs5X3S4tNsXxqqSa0MUBfYjd/4Hu26a0wcxo2Ms52B3qBSZ2pDKLVNnYnVRXT0RcM0kZUgmRxbnDrpOm2Xp7/UirQ2dO+HqzbitG5dtLO5ertzZk4Mm92iji2+MG1YSanVz9oatx04zde4DbpPr+4+fyGS/syat0Trgr6nX98OEertx6xTG3gl6Odn5adHqyMwJanckdq0xldXTWqNJX30Ej5xhWUYsGQtWNLH6U+QuvZVShQVii3GjZFVTWqlr7L9uKDPMC0yK1HatDUfoKDPUOSOvQWSATl99QpIaR+RXjsv1bYfNyW18vP5R7ZiWvv+SHMgIZBKkVqpRfvR83swZExnb0mf77blYc+WY5rkSsmfj577FpfeeXqrl1o5T/unz/+EX5zxC++5WUkOpdemlezI/iV/7HyfqCi1do4vmLbcLLVS7rOhvDr+iaL07crXjr0goNQak0r532ucD/1nwwf1DoucPsGsJbfcG3Kp9Q/1BwLdqUNbLJw3NWBWMycmprGtDv4/8/8LUktILevU1l8FxqRQkjDqheIYR8/TSg9Uk1on3htm21TpTG2gPks25B2FtQknTkkY4tjWY2mfUls3AypKrURjs16cD8/OLfUSRVW28eC7ux5EWeduZpe+6ftUk1rpuGw/luve9v28pX0GJ2ZopXykhu1TR7dhdochrV5qA0mrW6U2kLS6VWol+/G0RcXo1z0q4BZjieC+taYMV58bh/hY35wFpj8YGrnRzVIrWBrKXmyn1Ooiu+KT9d6ZeHj6BEqtHQu4BdoIudTqY2zsTG0oOTTVD5FY41+M/CU31FIrbFintnGplZ/qCaMmJ1Wgf0xt6SO7L0ptHVGVpFYSQ32U+wjOTf8VZIuxnKn9sfRzr8iK4MrFkj52vyPqt6ei1Do/6sCvoKLU+teoHeM5VRPcUFwqRWpFat97YicuvrWHN1Ir24+PHyh2XaRWpHb2utmYPGCyN1Ir249/OPmDth3ZTZFavaTPyeIa3D02wZv12Pt7bEE1jNmR7X7fuFVqzZ6p1Uv6NDdSe3bP7njgsSXomJGuCTQjtXav4NC312JSG/qhBn7FQJFj/cB5oAXu/xeilpBa1qmtnUsp6TO7IA77q+XXxcCXkxmQVZTarLV7cObybfVgfDO2r5YwyqlLNan99NgTOL/tfVrJHpFYPWmUjP9o2V6sOf4XXJpxP0v6OLUg/tsupbYOsIpS6/D0N9q8SlIrHfWX2Dcf3Y4LbuqOrn3TXLX9WFj4S+zU1VNxd7+7tbq1bpNakdYJl8VpWZD/58p49MisLecjl0gvpTbA29xiSZ9gsx9blVp9u7F+NjdcSoq25Oe3qq/teqn1z7RsXNQ/u2i49lccfZ++TKK/1FZWBY4CZv9QhYWLa3CywP4tKdKPlqpTe+eEGgw4q+5D3czCLj1ZgLJHpyDqh91mbm/WPU7XpA3UqeqbpyDppz9HZKT5Oa6oqsHt36/CayftZyGJouLzi+slg9LP2pamJmLXuAHN4tvUQzcln4HnTjkfMdEN/4HBv43qGuCbj6vwzT+aaj34nxtFtiWkdsR9kUj0mGchIyz+/mskr/kjgJrgB9zAE3KmVhJF9esYg3uHJde7q7SyBm/tKMLVvdvUK/ljRydEakvOm4r4jFODam5rQSXuOFCOXAc2WciZWrn0sj1yrlZq1OpXWUZnrbxPlSc1qD43dbOshsUdonFxem15CrNX2clSxPz5XcTuP2r2EdP3ybnZqQc/07IdZ8UkYUGnEVhVdEAr8aN/7cR5Wulg4dXnIfbCPkF/fm4/+R6OVdX/w53pQTdyoySL2vbJIe2OC27ujoH/n73zjo+i6vr4SS8kgYTQgpGO9N6kK4hKERHBAoqCiKCiSJGoKL6WIMWCjyIgPDakKagUK4oF6aKg9B7pEAjp/f2cm2c2s5NN7mx2NjvZ+c0fSpK7M3N/9567851z7jk3x4h/u3tPbbRvC2oWMcDp9TN7dz5V2GZ8gjfuMyeLWntsreg/A+2g+oPEv8sCarP75lFgqJPr58XdFJ7wsrHrpwpaE5Pz6O0vM+iF4aGiZi0fZVGnNqNWHAVH1HY4a/39nNPIFRsxc53a0kItJ5VS59PhrY/RkRE09LYbEH7symTx4GcBtX/up5VrNhaphbVl516a+vhwmvH2J6TeNK6F2nOXMxwO35lzPvTRJz5ug1pPzBku6fPg/XlUr45zD9356akU8Ppkr4ParGFPUn63fkQsjM6DlZtw4TdalnxI5yf0NeM6tNqSPupPurukz7CwBjS7ShfycUILvr/Tm33oyCrjv5jZG7vu/DN0Y/RkIcPxtM0i3FjJihzmV8Wt4cfNx+SRs7l1/C8eoMqbZxn7UJaeS9N/TqKrmfn0aPtwahdjD1QMve4s68NQm9hxAuVF1NQ3kf/X6lB2Pj12MddwqOX9tDEr3qWLNw6y7Zvl5FBKbVpHJX+cuvESGvMsf6+yH7UP1r9e8Ony07Mo6v11boFa3lN7bWC42EOrAC5fk+H2SNZVWyZkozRQnydpUFfK6NDI6fXzRM7XlJjnHqh1Rz/1nJNL+tTyv8Xp9TPksD9F7HTuJbOe+/FkG04UlXhDFlGAc3fhn76Pok6/Yuz6qfHE7jiYQzOWp9Fro0KFx3b1pkxKuJDn1pI+l6tPobygWIdiVIs0NpldSYp7AmqdmwFoDQWIPAq1JSWN0mYgdtdgOSofxNmOjyecFTH2ZtxTq2gx8VF/atzQh/YdzKc579inmneHXqhTa6+qmcKPPQ21Zgo/VkZJXdZHPXKdI8dQ84iB7jARcU6zJYpiaB3VugK9tTWZxncIp3pRhU+LZQG1lzo8STnhzkHt4Ryi8ZeMh1pH0FqWUDuvsi+1dTKhjE9GFlVetN5wqHWU3Xh10lHhoeVkUbzfdv6lf+j+yOu8PlGUo8VA7bWt0zKS+o9vRAFB7vGKmr1Ordpr26F6B5rWcRoFO/vWTueKa6bsx47Ci5W6tVfTiGKr+NLs0YWeW51d1N3MLHtq+WV8yol95HtJ38v4fPKh/OpNKDymnu6+oiEUMEIBj0Gter9qy6b1acmqH2jy2LuJS+UwSHbr2KJM6kQp96FsFNfWuzJb9mP1oDPUVvxfRGFIiA8t+jiH9h9yzovqzCQyK9QqNWq1fXF3zVozQS333ZPhx2aEWmfmtpFtzQi1k64Pp8T0PJq7LZmm96hoq0l7JDG7yO+M1MJse2oZamMXv0Zn7nzY5qnl8OOgc/+KcGR3e2rNBrUfXT5AYyo3pWBff+GpVZfwsRLUahNF8f7aE7sv20BWW8PWSBvhc5kJarWJonh/LWc/VkBWW8PWaC3MBLVG983Z85kFavm+8/OJ8vg/Og/eluVcTIrOE6MZFChBAY9BrTrrMN/frHeXUfwzoymyYriIcdeGBLtzFBWQ3bPvqLiMNp23merUOoLa5+NzaMTdftS+jS8tWZlLm7e7YSMaFUSJPXBfLtWprX9hE/ebnkpBb05xS/jxwtQAh3VpM/KJ3kgJpGjffBpdIdst08dsUMudRKIotwy1Uyc1K9RGhvjRjtNZFP9bEs3sXUl4bFfvS6OTV3Mc7rd1qtPFNDYb1AqA0EBsnf88R2cHjRJ1a60EtawFhx93qVBDeGbZS/tV0jHqXKE6ja7clHaknRe/m1atnYBeow8zJYrS7plliK3ftrJIEsXH+RMptOGDI3Tbk429vk6tds8sQ2yXml1Ekig+jlw5QnN3zaXp10+nyOACfYw8ALWFapoJao0cY5wLCrhLAVNAbVSlcIqfu4Tixg8TUOsoJNhdArh6Xk9kP1buWfHUMtTyoc6K/OGyXFe7VuTzZoNazn48OyWQHgrNptr+RUGby/q8nxZAk8KyqJLx2zZRp1Y1Q8zmqeWyPmvOTqUrOQlUyT+WBlSfQUdSf6HfL8+3/cyZkd1xmBlqxUNpYjZN+eGK2GcbG+FHc/pUsnlujdbDjFDLfeRkUVG/fyu6e2bQKErs3l/822pQqy7po00UFeEbQDNrdKZ6QRWNnhbifGaCWr4fNchaGWpZCzXIWh1qlVq1vHdWCTfeuDub5q3NtEz4sVsWAJwUCrhBAY9BrbZcjnrvKntGOVHTi5NHinBkMx9lDbXXt/elYUP8KDioeFUyMsktHltArb3mZvPUcvgxH44yHJf0NyPsy2xQyxmPKwXEir2zCuByPxluL2UdtSWOMqLv2nOYCWrd0T9nzmlWqHWmD0a1RUkfeyXNBrXsjf1sxt/Ud+x14kYP77wkatRmZ+bS2rn7KTw6SPzsjsNM4cfcP/bGTvl1CsV1iBPd3XRqk6hRm5GTQS9tfYmqhlQVP7vjMJunlkv5MMwO6hIkSvhMWpgmus17aY+cyaPf92a7NVFUYrUplBN4jUOpYyqHuGMIcE4oUG4V8BjUahVThwBzWu35MydSvVoF6fTNfJQ11Kq10Hpq3a2T2aCW+4vw44JR57I9jT//g473aEgpMUVLkXD249o/H6R9g9tQbqDxoYRmglqGWHWdWtZnz9UvqVLANRQb0lZkQN5y+X1qW2mY5evUWi1RlLvXyJLOD6i1V8dsUMt3pwDssb8u292suryPO+aQ2aCW+6gA7Laz2+y6rC7v4w4tzAS1jhJFccbj2Cp+1K6hP2Vk5dOC9Rl0X68gW5kfIzVB+LGRauJcVlDAY1Cr3lNbHuC1uMkAqNVhJm7cU8tXR6IoIs5+3OSznbT3zraUFV6Q5p+9sxeaxtClhtUc/l3HyOluYjao3XllCXWKfIgCfIOFp1YNuVaCWoZWLumjzXqsDKxVoVZbm1bRQx2KrHvy62xYHqCW99iuTT4hetQhpKrb9tPy+c0ItTqH0vBmZoRawzup84Rmg9qPN2TSw32DKTjQR3hq53yeQRMHBwuIBdTqHFQ0gwJlpACg1kWhPQm1Lt660x83o6fW6U4Y+AEzhR87KunDUJtaNZwSutQnd9epNRPU8hBz+HHt0OuFZ5a9tP8kr6PaoZ2oU+RISkjfSX8nf0W9o+ME9Bp9mC38WNlDy/1UEkRZGWp5P23A5YuUMGIS5QcVjj/XsI39cDZlR0aLTMhGH2aDWs52PP3cdhof3ULsm+WkUJwcSkkMxYDLxxNVWhothTgfoLZQVkBtoRZmglq+Kw4/7twkQHhm2Uu7ZkuW+PmhW4OJ69Z+8XsWPXdviIBeow8zeWpPpOXS1Rz9SUijAnyoZojxUWFGa4zzeZcCHoNalrEsS/e4a9g8BbVKjVptv9xZsxZQa6+2maCW70y9b5Yh9pqtxygjIpgSujWgmO3HqfLBc7RnWEevDz9mLdQ1arWJooJ9I6hf1VcpOqiuW5YFs0Gt0knOfBy34YpdciireWodlfRRT4KgU8eoxmcLKGHk05QbXjSM35UJY0aoVZfwUWdC5n4eyUyiuRd30/Rq7S1Tp5ZL+Wz8uKAKgvqwWvhxSWV7rFbSh72xL3+aTtsO5BRJFBURSvTaqFCqF+MeeDMT1H51IYOevVCQlFR2BPgQvV4tgHpGlZD8RXaSMv478wgfT40Z6tSVObHts/EL6ZW40RRTLZpemLWYOrVtQnf07e7UebSN1ec1Opq1POUtclZEj0ItD5q6Pq2zN2+G9p6A2v+L8ydHdWkbNfChUff5U3p6PikZkY3UyIxQy3tq+XBUtqekvxmhi9mglvfVNl+ylaIPnKOs0ED646GuFJSSSa0Xb7L97Gi/rRFamM1Ta0SfSnsOs0Kt0h813D7XPYIW7UolrmPLJX+MPsyWKApQaz/CapC1OtRyxuPki5m22rSKUlZLFMV7aV//43W6q+FdVK9SvSJLAieRWn5wOT3V5ikK9jc+0sVsnlqj10RnzmcmqF19IYMePacPatlpvbhGAN1YSqjlsp4PPDmj2PKa2rKbzmhaXNuygFqlX3wPstxBgNrSjarHoFZbG1Z7+80b16V5MyaIEj9mPsoaajn78V2D/Oin3/Loy/VFy/ZwWZ8buvrS8tXG16s1G9RyLdr5qQE0MDin2JI+X2b405gK2RRsfGQQSvqoDBNQWyiG2aHWEdy6q6yP2aBWPEwg/Ng2WdkbO+XM7xRXta343abUMyLcWCn1U9U/xBLhx1yn9qs391GvB+pR1VphRR45rFynlsVQl/XR1rE1+vkMUFuoqJWhds57y6lSxXCKf2a04AAlD8+VpGQaetsNLntCtfO2LKCWr8lgO2f+CinfAGpLt7J4DGpLd7vm+xSgVseYuClRFNepnZcaSGMrFNahZe9s+8BcahWQR47+ruNudTcxm6dW9427oaEZoZb30nJdWu3ROXKMKPXjrqO8QK27+q8+rxmhlu8PiaIKR0ldq1Y9duMqN6NBFd0Tos/XMdOeWkBt4cgztE7fPJ3Gtx5v89Qy1F4bcS0Nqj9IlPuZu2suTb9+OkUGG1/r22xQizq1BXOjrD21K9dspBZN6lFoSJAAWA6ZTUvPpN17j9jCe7XOsX69OtlKgSpQ2P+mzhT/9hJSHGU/bdpF02Yutk34D96cSu1bNRLbIVPSMiglJY3WbdhSxJPKf1+0dL34nNrL6mz4sSOodXRuvo4S1szhx3ydMVPm0Jlzl8Q9jLqnry1UWgknDgsLpeVf/ij+rvRL6aj6Gvw7RauMzEwaO/UN2rOvYNuFWsOyeEYw+hqmhlquZTvvwy/owbtvNa3HtqyhlicAwo8LzIChdXZKID0Umm3z1DLU1vTLo77BuXQ8x4feTwugSWGF0GukAZkJajlRVNsFv9LlutEO69RyaHLsr4fE/lpvL+nDY8yJolJyLxRJBqXstQ3zq0LdKj9m5HSwnQtQWyirWaHWLQMvOanZ9tR6QgP1Nc0EtXxfCD8uHB31vlmG2LVH11J0SDQNbjCYvj7+Ne04t4OmdZxmifBj1Kn1HNROeHgIvbFgJfH/l36xge65vZf4WdmzyoDIB0OpArhDB/QUEKxAYN8bO9rgj383691lNu8v/3z42L90c88OAmrX/7jVVk5Uve+UwW/9hi007I6bxPW47dnziQKgT5+76NSeWi3U8s8M8HyukOBA4cnlIyoywg5qv924jerXuUaUOlX6Fh83WvSd75VBXQFZ7TX47yvWbLR5h9V9Y8aqHVvd5vlesup76turk2mZS/a9BaiVKST5uyeglm8JiaIKBka9b5Yh9vtMf4ryzaN+wbn0Y6Yf/ZXtRxPCsrw+/FjJfhyQmkUHb2spyvioD0clf1yc+nYfN5Onlkv4fHf+Zeoa9ajDZFAXM4/Sb4nvUJ+qz1m+Tq2Rc8DRucwMtYq31p1lfNSalAeotXpJHySKKpix6hq1EYERNLPbTLqceZnifosj5WdH+22NWE/M5KlFndrCEfWEp5ZB7+sft9C3G7fTzT3b0603dioxEZM6hNhR+C7DXlz8Qhu4querNvxYC5vqtmpoTLyS7BLUaoFTuU5J4cfs8FMnpNImflLDe3BQUBHNlPZTHx9OM97+hKpXjXI6QZYRtu6OcwBqXVTVU1Dr4m2X6uNm21Mrvnzzid5ICaQ/cvwonPLo+fAsupLvQ6+kBNl+ru2fX6r+yj5kNk8t16k9fEszavTFLto/sBWpk0IBagtH00pQy9mNP9qdSmPahlOwv/3G8pL+Jpv7ev9udqgNOvev6IqjEj96+6i3ndmgFiV99I6c+9uhpE+hxmaDWtSpLRgbT0Ete0IV76ojQNOG1SphucVBoeLV5D6pc/fIoFad5En9WVehls+l7oMS/qv2ALN3VgFZDo1WDiVhlh6oHTKgp/Dq8qH1QqvDj92RhMv9K2jhFQC1LqoNqNUhoJv21Oq4slubmBFq997ZlhhgG335J+0e3omywguyU1qxTi3Cj4lkUDt7c7LbMh/zvCsPUMs1acP276LqqxfRscdeNryUj7IImRFqUdLHrV8Ruk8OqDUn1PJdoU6tZ6GWQ3KVQ+uhVIcBczuZp1ZrkOr2JUHt3/uP2nl4jfTUqu9J3b+WTesX8QArHlWjPLVKyLNyD+5MTqV7MXSxIaDWRQE9AbWcAXnYED8KDiLKyCRasjKXOnfwpcYNfWw/b96uv0i2XgnM6KnVe+/uaGdWqGWQ5Zq0TZdtF2V92GMbu+kwVTif7HC/rRHamCn8WOkPEkUVQO3E765QwtWimdIVnWIj/MhK2Y+VfnP4MXtqGWr54Bq1tee9QKeGT6CURq2NMAu7c5gNavnmUNKncIg4WdTKV/ZQ4ul0iooJoSHPNqcDWy6KurXKzxUqFj5gGzlBzAq1qw+vpnf/epfGtRwnkkSVxWEmTy33F3VqzQ21fHdcW1YBPQX8igs/5vaKx9IZqFVnLFaHDLvqqVXvlZVBrbKXWLt/uCRPLWeOVv+d+8+hy3xw+PH6DZtpcL8eYj8voNbNKxwSRTkWmBNFJV0lmvNODimAyy0ZbhvW86F6dXwsUaeWE0WtTA+g+0KLluwp6W9GTVszQy33kb2zbd7/jQLTsii1SjjtfLibzXNrlAbKecwItUb3Ue/5zJQoqixCjEvSxWyeWq5TW+c/z1HQ+VPF3nZm1Zpu8diaEWpR0qdwGnCiqKiYUGpzcwwpgMt/Zbi9cCKVDu+8RL0frK93GXCqnZmh9uTVk6Iv59PPuy05lFoss0GtUwNpcGMrl/RRJ09SZNV6KNUZgTkjcXRkBHVo3VhAriNA02YQVmf6LclTq4CgEvrbtUNzSkpOFYmXnIFaR3VqEy9fFTV5laO48GntZ7mvSmkjGdSqQ5dZp+6dWoosz+yp5URRSlZnvgdt1mSDp7TbTwdPrYsSl7WnliH2jgF+tGpNYR1aThp18VI+fbgslxo18KF77/Sjr3/II6O9tWbz1MqgVlvux8WhLvJxM0Gt0X1z9nxmhFpHntprQ9oXyYjsbF9l7QG1hQqZDWrVY6f11MrG1dW/mxFquU8o6UMCYr9bcIj6PNyAFG8sJ42KqhFCtVtEUnZmLv386TG6/o5rbX93dT7YzUWfFhTrezMRf8k6cVQ46k8VdwY48QnnmrKnlqH2iTZPiIzH7LWd032OW0r5KHdmNqhFSZ+CkSnLPbXOzVK0hgKFCgBqXZwNnoDaW3v70qef5dL+Q/nCU6uGXKtB7fTkIDqVx4+Ljo+avnk0PTyTKhXfpNQzAFBbKJ3ZoFZb0od/rh16PV3J/pf+SFpK/aq+6jAzcqkng+qDZoJaI/rjyjkAtYXqmRVqXRlfVz5rppI+DLWbV52kHvfWoYAgvyKQC6h9Qgw1l/eZ8usUiusQR+2qtXNl+Iv9rNmgFiV9iDjV5sZLmbQrQ9+2Nn4107mCL3WsFOSWOYKTQoHiFADUujg3yhpq+XY5/PjIsQLPLHtp69TyoXPn8+ml2Tk04m4/atbElxZ9nCOg18ijPHlqjex3cecyG9QqtWorXEi2hRtX2/0vXbdmt6XCjx2V9ElI30nH0zaL2rTqf7tjngBqC1U1M9S6Y+xLOieg1l4dM0Et3xmHH9dvW1l4ZtlL+9cPZ6hemyjqfk8dOr77Mu369jT1H99IQK/Rh5nCjy9nXKaJv0ykhOSEYrsZGx7rNo+tmaAWJX0Kp0B+PlEe/0fn4evrQ87FHeg8MZpBgRIU8BjU8kbnuFcX0uRxd4tiwuX18ATUsjd21H3+FFmxaKKonFwSocdfri8+MUxptQbU2itnNqhttHoXpVYNp4Qu9UUG5LYLfhU3zHtpw88kUZV/TlsiUZQMavnvP196k3pUfhJ1aku7GOj8nFmhVqlRq+5GcuO2lDBiEuUHFWQMN/owM9SuTjpK7176m8ZVbkaDKtY1uusOz2c2qGVv7Nq5++nYX5eLJIoKDvenO6c2o6q1wtyijZmgVt1BdfixWzru4KRmg1qU9Cmrkcd1oIDrCgBqXdTQE1Dr4i2X+uNmg9pSd8SgD5oJah3VoeWMx2lVwulSw2rkl5VDDdbtoaO9G7slWZQZw495mNkzm52XQT9cjKdrgttQ84iBhDq1BQZQFkmkzAi1NVa+Z1eXln9Obt6RAs+foirfraDjY1+kzJp1DFolCk9jdqg9mZUsbvZ8TjpNq9aOgn39DddAfUKzQa1bOys5OaC2UCAzQS3fFUr6eNIycG0o4JwCHoNavk3ONtatYwtbem3nbt0crT0JtRx6zGV89h3MF5mQ3X0Aau0VNhvU1v1hHx3q15xyA/2Fp7bJZzuJ69ZyiR+rQa0CsifTt4tBaxLWVwBuWRxmCj9GnVr7Eefsx7GLX6Mzdz5sA1euURu+Z6so7aP+t9FzpTxA7RNVWtKOtPPCazunRmeK9HeP15q1NRvUcvgxH44yHJf0NyPmidmg9q0/3hLd4gRRfCilfZS+WiX8mPuLkj5GzHCcAwqUjQIehVpOr71k1Q80eezdokZSeTw8DbUVIwpUCwnxccs+WvWYAGrNC7V8Zxx+fKFpjPDMspf2ms1H6UKTGnS4b3NRt5Z/t2dYRwG9Rh9m89Qa3T9nzmc2qEWd2sLRk0Et/73m0v/QqXseo9zwSs4Mu7RteYFa7oi61E+70KrSvpWmgZmglkOPv3v/MLXvX9NhiPH5Eym0fe0p6vNQfa/fU5uRk0Gv//E63dXwLqpXqZ4YWs58vOnUJgG5vOd29s7ZNKntJLdkQTabp7Y0c9uoz5ippI9RfcJ5oIA7FfAY1CrFg/fsO+qwf80b1xU1oLhwsJkPM0Dt8/EFCaLat/EVtWqNLuWj6A+oNTfUsje2+ZKtFH3gXJFEUVmhgfTHQ10pJcbYB3VFEUBt4dwwG9R+tDuVxrQNp2D/sk/bYdbwYx4t9sz6ZGZQ7IezKaVRK0rJI7oGAAAgAElEQVTs3p+CTh2jGp8toISRT3s91F7OyaCJZ36nhOyUYr9iYwPC3OaxNRPUOirpo04c5ejvRj6XmMlT6whaAbVGjrb+cwFq9WuFllCAFfAY1HqL/GaBWtZzYF8/4nI/m7fliczIRh+AWnNDrdHj7cz5zAa1XMKHDyXkWFuztpJ/LA2oPsPrE0WVxb7ZkuaJGaFWAdnwfTvFrSd2vlkArruP8uSpdbcWfH6zQe1Xb+6jXg/Us3lqGWqjYkKpzc0xxJ7aDR8coduebOz1dWoZaqdvnk7jW4+3eWrVCaOs5qnlPbV8jL89RPx/9aZMmrc202YisVV8afboUIoMN75uoJmgNv1CMuWlFfZbtkb4hgdTSJR7EqvJro2/W1cBQK2LY1/WUMt1aYcN8aPgEsp/ZWSSWzy2gFrzQq2S7fhy3WiHGY7Zixv76yFK6NbA68OPeT/tL5feopYRQ2y1aNVlfJD92MVFz4mPmxFqnbh9Q5sCau3lNBPU8p2p980yxO7+8SyFRQZS21tr0p6N5+jE7suWKOkjwO3wajp59aQt3JhL/IxrOU7UprUS1PJ+2jdWpdPQ7oFUL6Zg286Ogzn0+95sAbmOSv4YuWiYCWpTdhyhkKU/6eueny+lPXAThTeJ1dfewFbb/9xPc+avKLNIT95G+Wz8QnolbrSpK7mkZ2TRC7MWU6e2TeiOvt0NVFx+qrLUCFArH48SW5Q11KpvhhNF8Z5aDj8uiwNQa26obfHJFgpIzaKDt7UU+2rVh6PsyEbOGTN5ah1BK6DW8WizJ3f25mSadH04RYYYX38TUFuou5mh1si1QO+5zAa16pI+SgmftKRsWjXzH7JiSR9OFrX22FoxnAy0g+oPEv+2EtQ6glbLQu22QxS26Bt95u3vRylj+1NYs2v1tXfQatX6X2jazMV2f/ngzanSxLLOQK0e2FK2Sk4cM9R2bQUQq1eNooG3dLWDWk6Ay8dTY4YW2EtSMo2d+gapP19qUVz4oAxqlfu8mJhE82dOtAE6j8PxhLO2/pTmFvToXJrzOvqMR6FWEXndhi1Uo1plIWRMtWiPvU0ojaiAWh2qpadS0JtTyO/kQR2Ny08Ts2U/5mzHh29pRo2+2EX7B7ay2z9rNaj97vzL1DXqUZunlsOPr2QniHBkK3lqGVqn/5xE4zuEU72ogCLGBai1l8RqiaLeuvCXEICzHvOh1KtVVLHKnlpPf+uYaU+tp7UwU6IohtoXP0mjxwcG2zy1HH6ccCHPep7aMoRaR2DKYLTh15308PABhk1RPbClhVIZHJZnqI17dSHFVI+msNBgG8QaAbWGDZiOE3kUannwa8dWp1tv7ESz5i2jYXf0Fm8HeEKvXLORXpw80vRZkT0JtTrG19Am8NTay2lGqOUSPgywjb78k3YP72SrSRt2+kqR3xk5OczkqeV+aSF2zdmp1DnqYYoNaWspqGUtjiRm05Qfrojhntm7kh3cWg1qHWU/VtuBlaA2Iy+HXr/wF91VqT7VC6ooZOByPptSzwjI5URSsy/8SZOqtHJLaR+zeWqNXA+dPRegtlAxM0GteNGjgdhJC9NobP9gatfQ31rhx2UItVowdGRP3GbR0vXiT4pTTOEHdfgxt0tJy6CUlDRy5EDj3ymHI0+wFmoVblFCeNVgnHj5Kj3w5Azb+fr16kTRURXpw5Xf2n730pSRIvy3uPvX9pXPP2bKHDpz7pL406h7+toB55adeyksLJSWf/mj+Lu6D44S8irX116H2zLU8vlZ18nj7hY8poVa7TmV62nHTA3/LZvWt/Nml9QnZ9dObXuPQa0iIAvH3lk11HKHZ727jOKfGY3sx66OsIGfB9SWD6jlurRcwqfpsu22jMdczqfC+WSH+22NmCJmg1ruEyeL2ptS8KXXOXIMNY8YKP5tJU+temx3nM6iuA1XKDbCj+b0qSTCja0GtawHZziuPe8FIc3xsS/a6tXyz1aCWkfQamWo1dai/ePb07Tx48LqDFExITTk2eZenyiK7UBbp1a9jpT0NyO+S8wGtdwnTha1dmu26N7Y/kE0qEtBUhNL7aktQ6hVQo+LCzdmfli/YQsNu+MmMQ4MVGfPJwpH2N/7j9rtqeW/rf9xqy2kls/NIMhtT5+7KN0Pq4bahNPni4Tiar29ejy1Wscd/8xH+1aNipjQtxu3Uf061wjAVGAwPm60aKvVSe3hDg4KElGvHCLNodAyD7Oayf7657Ctn2qoVbQYOqCnAHM1qyVeSbbjNu3flH3HSjTukAE9RR/4vj5f9zMN7tfDECemKaEWnlojvhqMPwegtvxALd8pe2fbvP8bBaZl2Ur8MPC64zAj1Lqjn3rOaaaSPo7uVw23z3WPoEW7Ui25pzZs/y6qNf//KLNqTTr22MuihI/VoHb6ue00PrqFzVPL4ccns5It56l1VKf2+O7LdHjnJer9YH2yUkkfR3Vq1evIkStHaPnB5fRUm6co2N/47xMzQq2edd8dbUyVKKoMoZa11O6pLanMpxrmDh87VQRq+XzKHlc1XzgDtR1aNbKDY2W8SwO13LcVazY6ncxKC6ZqQA8JDiwCmeoEVs5AbVSlcOG1ZaejGnC1YeHKORlQmzWqKyBagVU1DKs14nPzHmMFjI22G49BrTJp+Y1J3Phh9Pbi1SL82N0dNlpAhB/rUBR7au1EeurSJlqefEiHcOWniZmglj2xHG4cE9zcVtJHrSRnR959dTW1iBhEAb7GP5SZHWoVLRx5bo2eceUhUZQabhNGTKJqaz+hU/c85vV1anmstRDLdWvHVW5G7UKrWir82BG0WhVqHSWCYu9sl5pdLJf92Oj10NnzWRlq1Vop8MS/U7YlMmCpQ30V6HUn1PJ2SS2MlgZquR/q8GMOUy5uu6U695CiiRJCLINadcSrM1CrDjvmPiuJorSaK/ejeNQVkB074nY7wNVqpA0/1pMATK/teBRq+SYdiWRkB/UKUdp2gFodygFqAbXFTJOzW3zp6Gpj6/sx1HKiqIy8ZOoSNUbso1UfVg0/1mGphjcpD1CrdNqR59ZIQcya/ZiTRa1NPiG6ykA7qGJd8W8r7allqNXWqeXw48TTaZbz1DqqU8tQe23EtSIDMntq5+6aS9Ovn06RwZFGmog4l9k8tRxizPtoOTmUUpN24+5sUavWnTVqWQtAbeH00npj4+IX2kKKy8JTq2QvVoc6K95RtUdUT/ixI2B3VGpHnWXZUQixDGpL66llqFXCkdWJo2RRtErIMe/L/fqnbTR57N0ipLikhFzOZKvWs9h4HGr13KSZ2wBqdYwOoLZMoFapVVvhQrIt3Lja7n/pujW7LRV+rEBrh0oPiH216izIPBCAWh02a1CT8gS1BnW52NOYFWrd3e/izm+2RFFaiF35yh7qObwu1W4RaanwYx4v9b5Zhti1R9dSdEg0DW4wmL4+/jXtOLeDpnWcZonwY95Py/DK+2gVwGWNZo8OpSNn8mw1a91hR1aFWgbDbh1b2O0xVcOiFoTU4bzOeGozMjOl5XaKy36s7FXVApsWNB15SNX7ZEvyoGr/pt3TWhLUKntqFVhWvKPjRgx0WKdWvaeWoZYPJQRcSU6lvT630e4H5nE6cCSBbu7Z3nYdbfixej80oNYdK4cL5wTU6hAPUFsmUNto9S5KrRpOCV3qiwzIbRf8Kq678+FuFH4miar8c9oSiaLU0JqWc5l+S3yH+lR9jkL9CrwKFzOPFvmdjlmsu4mZwo85EdTE765Qy+oB9ETHiCJ9yMjJp8/3ptLgJhUo2N9Hdx/1NjQb1PKe2Tr/eY5S6zejM0MeKdINn8wMivp5DSX2GED5QcaGppsVarVlfBRR1F5bvePtTDuzQS3fOyeL2r3hrOhGz/vqUpubCx7urLSnlvvL+2pf2voSbTu7jSICI2hmt5l0OfMyxf0WZ/u5XqV6zgy37rZm8tQ6SgTF2ZBjq/iJ7McZWfm0YH0G3dcriCLDjY04YsGsCrWOIjjVWX+1IbldOzSnpORUsUfVGahlL6J6766e7Mc8LgrcXRtTlUbcdSu99PoH9ErcaJHMSZ0dWAkr5uRVSqg0hw7HxlS1C51W901rKGotOMtzdGQEDb3tBgGMJUFtZMVwW2IpzpzMLwn46NOjnW6oVfrC+4m1dXf37CtIoqfd68z3q/aicxs11CqJopSs0+rM1boXiRIaesxT60gsIzpU1ucA1OpQHFBrJ5I79tQ6qkPLGY/TqoTTpYbVyC8rhxqs20NHeze2lfnRMXK6m5htT+3Pl96kHpWfFCCbkL6Tfrw4i/pVfVXUrVWX+9HdQScamg1quU7t1cx8erR9OLWLCbTridWyHyslffxSr9K5Ox6ilEat7fSwUqIo7jiHHp/PSadp1dpRsK+/TQsu9/PSuR1U1T/EVsPWCRPQ1dSMUKvrxt3QCCV9CkU1G9R+vCGTHu4bTMGBPkWyHQNqizEGfz9KGdufwppd6wZrwSmhQPEKeAxq+Za0b2NK2ixt1kEE1OoYGUBtmUBt3R/20aF+zSk30F94apt8tpO4bi1nPLYy1LL47J1dd/4Zysi7SpX8Y2lA9Rk2z62OGexUE7NB7ezNyTSqdQV6a2syje8Qbvk6tTWX/ofO9R9ONVbOpzN3Pmzpkj7a7MfqiX4kM4nmXtxN06u1t3ydWqt5ap1a8AxubCao5a5x+HHnJgHCM8te2jVbssTPD90aTDsO5tAXv2fRc/eGCOg1+jCLpzafiFL+/pd8j5/R1cV8Hx/Kb3gNhTeorqs9GkEBoxTwKNRqO6EOAygpfbdRnTfiPIBaHSoCat0OtXwBDj++0DRGeGbZS3vN5qN0oUkNOty3uahby7/bM6yjgF6jDzN5ao3um7PnMyPUTro+nBLT82jutmSa3qOiqFHLx5HE7CK/c7a/JbU3Y/gxQy1nN/a/eplqfLaAEkY+bct0zDVstb8zSg+zhR9zIihAbcHoOkoUpR53q0Lt6sOr6d2/3qVxLceJJFFlcZgNatkb+/Kn6bTtQE6RRFERoUSvjQqlejHGf6ey1maBWr6X/HyiPP6PzsPX14eMx3ydF0czyypgKqhVp7gG1JpvTqJOrf2YZN37JOV07UvEwjhxuCP8mC/P3tjmS7ZS9IFzRRJFZYUG0h8PdaWUmEpO3Kn+poDaQq3MCrUMslzGJ/63JJrZu5Lw2K7el0Ynr+Y43G+rf/SLb2lmqOW6tJzxuOYnb9DxsS8Kj23UL2sp6Ny/DvfbuqqH2aCW+4Pw48JRPX8ihT6b8bf4xZ1Tm1HVWmG2P1oZak9ePSl0OJ9+3m3JodS2ZTaoddXuXfm8maDWlX7gs1CgrBTwKNRqiysj/Lishr101wHUmhtqSzeqxnzK7FDLWZD3pqwXnb02pD31jo5zS41aPr+ZoZbvj72zU364IvbZxkb40Zw+lWyeW2NmQ+FZzA61fKfsna097wXyT02mzKo16dhjLxteo5avY0ao5ftCoij7Wc/1aVfN/IeiYkJoyLPNqULFQMslilIUYU8tQ+0TbZ4QGY/Zazun+xy3lPJRrml2qOVw5LVbs8XtdrjO322hx3x+QK3R30g4n7cr4DGoRaKo8je1ALWA2uJmrZmgVqlTq5Ty4cRQ/2b8YQNZBlw+ulV+zC1GaCaodUsHnTip2aDWiVs3vKlZodbwjuo8odkTRanhtt9jjei35cepz8MNBOQafZg1UZQaasULsStHaMqvUyiuQxy1q9bOaBnE+cwEtZz9+MVP0ujxgcEixJj31O48lGsDWQZcPsbfHuIWLQC1bpEVJ/ViBTwGtd6iKfbU6hhJ7Km1E8ld4cc6RsJtTcwGtersxwyxtUOvp9iQtqL/Virp47YB13liQG2hUIBa+0ljdqhV7taR51bn9NfdzExQeznjMk38ZSIlJCcUe/+x4bFu89iaDWrnfJ5BEwcHi5I96qRRAvJP59DbX2bQC8NDvb6kj+7JjIZQwIMKeBxqHdWjclQryoMalXhpQK2OkQHUAmqLmSZnt/jS0dXG1/dTgyyg1l78t7ZepbUHM8QvO9QMpGndK7qlRi2fvzxAbY2V71HU798KPZIbt6WEEZMMr1HL5zYr1DoKP+4QUrVImR8dK71TTcoL1DrVqVI2NhPUqrug9dSWsntOfcxMUMs3rgZZQK1TQ4nGUKDMFfAo1DLQzpm/QhRM5kLB4s3XidM0ZsocGjdioMMCwWWukOSCgFodIwKoBdSWMdQqJXxujJ4srnw8bbMIN87Oy6AfLsZTmF8VS4Qfcx1arlOrlPLhxFA7zmTZQJYBl48nOkboMGTnm5gNapU6tUopH04MFbb/TxvIMuDycWbII853VvIJM0KtNlEU/9ylQg1KyE6hTy4foJk1OlO9oIqGa8EnBNQWygqoLdTCbFDL3tinF6XR1LtCxU3+vjdbhBsrWZGrVvKxRPjxlfQk8f2p9wjyr0ARQYXJ1vR+Du2ggCsKeAxq0zOy6IVZi2nIgJ7UvlUjuz4w7K5cs5FenDySQoKN37/iimDazwJqdagJqAXUljHU8uUUgD2Zvt3u6p0jx1DziIE6Jm7pmphpTy1DLdep5ZI+nP2YIbZLbDC1iylYV61c0oezHzPEJjfvSCmNWgs9rF7SZ0faedqUeoaeqNKS1P8unSWU/CmzQe0P/z0sbrj3g/XF///49jRt/PiorRPqxFFG62FWqHXUTw5Pnr1zNk1qO8ktCaPMBrWsgbqsj1qTsf2DaFCXIKOng+18ZtpTeyxpPx3OWKurrz7kR9eF3k6x4XV0tff2Ro4ceEb0WeGoTm2blAsnoBF9lp3DY1DLiaLiXl1Ik8fdTfVqxdjdJ3trZ727jOKfGW3z4Mo64qm/A2p1KA+otRMJe2oL5XBX+LGOWem2JmaCWu6kGmStDrWshxpkAbXbaXx0C5s3Vg2yXMd29oU/aVKVVhTpH2y4vZgJarMzc+m79w9T+/41baV8eC/t4Z2XBORaqaQPQ+v0zdNpfOvxVK9SvSLjbkWoNXzy6zyhmaD2aNJeOpCxUted+5IfNQm9l2LD6+pqr22kbEtUV0QpyRFWqos4+JC2IovSxNUSo4Bao0ZIfh6PQS08tfLBMVsLZD+2HxGz1an15HwxU6IoT+rA1zYb1ColfOK6FoSRbkrIEOHGGTn59NIvSVS1gq9lwo+5/0oJn1PDJwg9wvdsFeHGPpkZFPvhbMqOjLZU+DFrwJ7ZjLwceuncDmoXWpUGVaxLRzKTaO7F3TS9Wnuvh1pH0GpVqOX5oGQ55n/P7DbTDm4BtWX3DWNlqF20tKAE36h7+opozrKAWkcj+/r8FVQ7trpLnlBAbdnZjMeglrvIb0VWrNmIPbVlN94uXQlQC6gtbgIBaguVMRvU8p0pALvtVJbdEI5rF0aDGhfsFXPHYbY9tUofFYAN37fTrttnBo2ixO793SGFKRNFKSC7Lf286HP/8FoCcMviMJOnlqH2qzf3Ua8H6tk8tRx+nHg6zXKeWvXYc23auN/iSJ3tGFBbFtZRcA0rQy1vQex/0/W09vvNYisiH9oti+pEs4o3NTgoyK6dNvKTueN4wll6asxQ6UBy2y0799pthXR0Tc4JpJQp3bOvYMuC2sushVqtR1idHJchOiUtg1JS0mjdhi1Uo1plmj9zoi2iVXsdvtZLU0a6BN1SIcpRA49CLeuE7MflZ7YAau3HCp7aQj0AtYVamBFqPbXKmBVqPaGHGRNFeUIH5Zpmglq+Jy3ErnxlD/UcXpdqt4i0VPixozmhhtvnOjxHi/5ZZIk9tVyn9uMNmfRw32AKDvSxk6akvxllV1aH2rjxwyh+7hKRe6dZo7p2sMrsEBe/0AZ8alhVe1cVgFTAUa/n1ZF3taRr8t/4YK+yAp5DB/QUsKk+F0P35+t+psH9eoicQVrnHt/f+h+32vVLAWsF7KtXjRJQjj21RS3N41BrlPF76jzYU6tDeeyptRMJe2oL5cCe2kItAi8doOgts4koX4dRlY8mgNrCcQLU2s9Zs0Et3x0ni9q94ay40Z731aU2Nxfk+7DSntqSVhZHnlujVyIzJYqSQa26hq3ROvD5rA617KH9e/9RkThWDbgMjgx/fCgeV7VH9vCxU7bPvL14NdW9tgadv3iZxo64nWbNW0bD7uhdJJePevyKy/lT0jWVCi7KedRtSwo/5vt+Nn4hvRI3WtyT9hrqxLmnz120awuoNRnU8uCdPZ9o59r35CAp12aZ1JmX1aEC6pACbgeo1bGUA2oBtcVME0AtoNbR1DicQzT+Ui6dz9OxvpSTJoBa80Otp6ZSecp+7G6NzAa1kxamUcKF4hei2Cq+NHt0KEWGG19vHVBbGHashCIrFVOYH5R9t8qcVEKQE68ki2SzUx69h774+le65/Ze9MaClfTIiIH03odfCkDWQqhyjpIYpKRr8vm0f+f9wAzdWqhVSpeeOXdJXFYdYiyDWnUSXU/ykrvXgdKe32OeWrMlilLuh2PYS4qF1044QK2OqQeoBdQCaqWGAk9toUSA2kItfDKyqPKi9RR46qJ0DpWnBmb01HpKP0BtofJmg9riwo/LYq4AagvKejIUahNHlRRGzM/z7JFlD21oSJAIAVae3XncStpPq33GV49zSdfUOumK89QycI+ZMofi40aLUGV4ao21JI9BrdlK+iiTleVVbwzXTmLtGxdArY4JCagF1AJqpYYCqAXUOpokgFp7VU7mfUOX83ZL7ak8NQDUAmodzVdAbQHUqp1Oyt5Y7f5W1m/Jqu+pb69Owgur3Zuq5O8pKamSOtSXr6s9Srrmf5d9LZqr97oqe1/V3MBQqw431p6zJE8tn5+TZSl1aRWP77gRA5Eo6n+D5TGoNZOnVj2J1NnOtBOIf9a+VTmbmO7wu/PseR/66BNfuppsn1ygPH3Rau9VJIq6P5fq1XZyz196KgW8MYX8Th4sz90vcu+cKCqvW18iFkbnwcpNuLiJlicf0vmJ8tGME0XNju5MPk5owT07vdmXjq42PmzLk6pxoqhmD+eSs6U9Ay4doMqbvW9PbWLHJyk3vKZTQ8Ke2scuemf4cfsg/euFEC0ji6Le905PbUaHRk6vnydyvRNqr/W72en1M+SIP1XcGeCUbZm9sfDU9swkcrJbARn7KOr0q96Vk8A/ii5Xn0K5gdc4HLbqUSFlNpxlXaeW99GqtwEqUKrOFKxNNKuE+7IoWkAtyZHG7dXgrBVVXae2uGuqQ4o5nDg6MoI6tG7sMPxYHabcvFEdcTk9e2oZtNXX6daxhfhsnx7tALWehlpl0qmzlynQyK75snrzoE3v7QhqlRh+R1Cbm+cY8I6cyKX3FuV5HdQ+PDKf2jRz7tsmIymZMl550uugNu++CRR+6yDy9dX/kJqdm08jj/9ES696F+APj2hIC2v1pAB//YDKprP/hxw6oK+ee5l9ebt6IYbazhP8qIKTe6xST/xNEb++5l0PZcGRlNFtEgVXq+WUrH9ezaZRp7O8bk/tour+1DsqyCktMq9mkP/cL7wu/Djlzm4UdEMLp9fP3Ulf0qVc7/LURvu2oOYVb3N6/cz6K48qbPNzaj6ZvTFDbU6/fAoM1f9dwn1KvfgXhZ982bvWT/8oyqwVR8EVC8BHe/g58ezh6riXJdS6eq/4vHUV8JinVpFcu2Gaf69+E+PuoXG08Zuvyftqpz4+nGa8/YnN1e8IahF+rGOEEH5sJxKyHxfKgURRhVog/LhQC+ypLdQC4cf23zEIPy7Uo8JRL/XU9sikPOfenVNgxj6qfMb7PLWJ1aZQTjGe2pjKZeOpZddNQtIxSs49peOBj/P3+1BUQC2KCXfsYdZ1EjSCAqVQwONQW4p7dutHtMWWsadW9XDF4cf35VKdUoQfB73pneHHOV2dCz9mNQG1gFpHixigFlDraF4AagG1xT30AGpVLwUBtW59Ns7PJ8rj/+g8OIJNfwybzpOiGRSQKACo1QikhVptYihkPwbUKlOG99QCagvU4D21syp3dmp/HH8OnlrVQxnq1NrEgKdW9TIR2Y/tvqXhqS2UA1ALqAXlQAEooPq+zM934tWLBZTTQi13GXVqCwZeJIqCp9ZmBYDawgUBUFuoBe+pbTo6l/yCnVsw4akt1AtQC6gtznoAtYBaR3MD4cfOfd+gNRTwRgU86qlVZxtTig/HVIu2S1ltdtGxp1bHCGFPrZ1ICD8ulAOeWnhqHa0ggFpALaBW/t0KTy08tfJZghZQwDoKeBRqlf2qt97YSRRKHnZHb6pXK6ZIKm4zDwegVsfoAGoBtcVME0AtoBZQW/Iaij219vrAUwtPLTy1BQqUVaIoHU95aAIFTKGAx6BWXTOKvbNqqOWMyLPeXUbxz4wWRZTNfABqdYwOoBZQC6iVGgrCjwslgqcWnlp4aqVLBsFTC0+tfJagBRSwjgKmhFpt0WQzDwegVsfoAGoBtYBaqaEAagG1jiYJPLXw1Ba3eABqAbXSLxaDGqRfyaW8TCeyH4f6UEi4d9VQNkhKnMaNCngMarlPSlKmuPHD6O3Fq0X4cVSlcBo79Q0aOqAn3dG3uxu7bsypAbU6dATUAmoBtVJDAdQCagG1UjMhhB8XagSoBdTKLcaYFikHcihks05I9SVK655L4bX9jbl4Kc/CUZ/Pxi+kV+JGi62NRh1KPqBObZuUC04xqt/l4TwehVoWiL2yDzw5w06rD96cSu1bNSoP+hGgVscwAWoBtYBaqaEAagG1gFqpmQBqVRIBagG1cosxpkXK/hwK26gTUn2JUm7KobA6OttrbpHz7Sxaul78tl+vTvTi5JEUEhzodEcAtU5LVu4/4HGoLe8KAmp1jCCgFlALqJUaCqAWUAuolZoJoBZQ63CSoKSP3HZcaVGWUMv3yWDLx1Njhpb6tgG1pZau3H7QY1CrThRlZFhAWY8EoFaH4oBaQC2gVmoogFpALaBWaiaAWkAtoPZ/CpRl9gym+HcAACAASURBVGMzQK06slMpA8r8wDzB2xb37DsqlFGiPbVQyz+PmTKHzpy7JNqNuqevDZqV7ZBhYaG0/Msf7c7DP2ivwb97acpIhB/Ll+wybQGodVFuQK0OAQG1gFpArdRQALWAWkCt1EwAtYBaQK0FoZaBNi5+Ic2fOVHsj2VATc/IpJrVo+3y8KirpyReSbbbU/vtxm1Uv841ts8z4MbHjRbbHRlqp81cbANivt6c+Sto3owJFBwURC/MWkzVq0YJCMaeWvk67akWHoNa7jCHF3Tr2KLc7J91NEiAWh1TF1ALqAXUSg0FUAuoBdRKzQRQC6gF1FoQaosLR1bDJ5cAVYBzyICeFBUZUWyiKC2YKp5aZf9uSXAMqJWv055q4VGo5UmzZNUPNHns3aXaBO4p0dTXBdTqGAVALaAWUCs1FEAtoBZQKzUTQC2gFlBrUaitHVu9SLivo2SzLA+HIGuhVoHRdRu22OaQEkIsg9pZ7y6j+GdGkxqckf1Yvl6XdQuPQa2j+HR155s3rivc/jyBzHwAanWMDqAWUAuolRoKoBZQC6iVmgmgFlALqLUo1HK3tYmjGGpXrtnoMEOyek9tTLXoEkOIZVCrLg0ET618nfZUC49Brac6bPR1AbU6FAXUAmoBtVJDAdQCagG1UjMB1AJqAbUWhFrtnlr+mY/6dWra7anl3yl/U3tqFahVvKuKY23ogJ7C+1sS1Cp7apXPKgmnxo0YiERR8iW7TFsAal2UG1CrQ0BALaAWUCs1FEAtoBZQKzUTQC2gFlDr5VBbXJ1aJZkTd7+k7MdKpKc2UZQ2e3J0ZAQNve0GKdRyxKg6czLnAuKjT492gFr5kl2mLQC1LsoNqNUhIKAWUAuolRoKoBZQC6iVmgmgFlALqPVyqJWvAmgBBRwrAKh1cWYAanUICKgF1AJqpYYCqAXUAmqlZgKoBdQCassYavOJKOVYNvle8JEbKBHl+xDl18in8GsCdLVHIyhglAKAWheVBNTqEBBQC6gF1EoNBVALqAXUSs0EUAuoBdSWMdTy5fLzifL4PzoPX18f0ofAOk+IZlBAhwKAWh0ildQEUKtDQEAtoBZQKzUUQC2gFlArNRNALaAWUOsBqJVbJlpAAc8rAKh1cQwAtToEBNQCagG1UkMB1AJqAbVSMwHUAmoBtYBa+UKBFpZUAFDr4rADanUICKgF1AJqpYYCqAXUAmqlZgKoBdQCagG18oUCLSypAKDWxWEH1OoQEFALqAXUSg0FUAuoBdRKzQRQC6gF1AJq5QsFWlhSAUCti8MOqNUhIKAWUAuolRoKoBZQC6iVmgmgFlALqAXUyhcKtLCkAoBaF4cdUKtDQEAtoBZQKzUUQC2gFlArNRNALaAWUOsBqE1PvUh5OWlyA/1fC9+ACAoJraS7PRpCASMUANS6qCKgVoeAgFpALaBWaiiAWkAtoFZqJoBaQC2g1gNQm3x2O4WcmSc3UG7h40/p1zxB4dFN9bU3qNWq9b/QijUbad6MCXT42CmaM3+F+DcfY6e+QRPHDKX2rRrZXS09I4temLWYOrVtQnf07W7QneA0nlIAUOui8oBaHQICagG1gFqpoQBqAbWAWqmZAGoBtYBaj0DtFgr7d5bcQP8Htam1nqOw6Ob62qtaMZhOm7nY4eeaN64rIDWyYrjDv7sTao+cOE3Pxi+kV+JGU71aMU73Cx8oGwUAtS7qDKjVISCgFlALqJUaCqAWUAuolZoJoBZQC6j1YqhVDy5D6pade+nFySMpJDhQvjgU0+JyUnKxnlq9JwXU6lXKs+0AtS7qD6jVISCgFlALqJUaCqAWUAuolZoJoBZQC6i1KNQqcLpn31GhQL9enWzAq3h4ld/9vf9oseHHynk6tGpEY0fcbhd+7OgaUx8fTjPe/oTWbdhim3sfvDmV6tepKWDZ0f0oENz/ps4U//YS8blR9/Slp8YMlS9yaFFqBQC1pZau4IOAWh0CAmoBtYBaqaEAagG1gFqpmQBqAbWAWotC7fY/94ue875YBT6HDuhp2wvLf1+5ZqMA3eKgtlmjugJihwzoKc6j3VP7+vwVVDu2uu2cS1Z9T317daLEK8lFwo9Luh+G2jFT5lDfGzsKkDXCWyxfHdECUOviHADU6hAQUAuoBdRKDQVQC6gF1ErNBFALqAXUWhRqtQPPAMqH4v2UQe24EQNp7feb7ZJCqaH21hs7CeCtXjWqiEdVT/ix+n607ZXrKDAtX+nQojQKAGpLo5rqM4BaHQICagG1gFqpoQBqAbWAWqmZAGoBtYBaC0Mtg+Oipettc0Ad0iuDWg4T1iab0npqteHHL00ZKby2xUFtcfcDqJWv5e5oAah1UVVArQ4BAbWAWkCt1FAAtYBaQK3UTAC1gFpArUWhlgHy7PlE2z5aZz21HKocG1PVFqLMyadKKumjBlOWXJv9uKT7AdTK13J3tADUuqgqoFaHgIBaQC2gVmoogFpALaBWaiaAWkAtoNbCUMtd53BjBUbVocIyT61Sp1adVZnPp9Sp5fDjz9f9TIP79RDZltVgGlUpvEgGZTVUa+8HUCtfy93RAlDroqqAWh0CAmoBtYBaqaEAagG1gFqpmQBqAbWAWotCrZJ86cy5S1SjWmWKjoygDq0b695Tq0Aty6d4WZXMxp3aNhFhxtpwYs5yzAml+FDX0OXfR0VGiGRQju4HUCtfy93RAlDroqqAWh0CAmoBtYBaqaEAagG1gFqpmQBqAbWAWotArXw1sG9hVF1bZ6+L9uZRAFDr4lgAanUICKgF1AJqpYYCqAXUAmqlZgKoBdQCassYavOJKOXCP+SbdlBuoESUTz6UH96MwqPq62rvaiPFg8re2/kzJ1K9WjGunhKfL6cKAGpdHDhArQ4BAbWAWkCt1FAAtYBaQK3UTAC1gFpAbRlDLV8uP58oj/+j8/D19SEfnW3RDAoYpQCg1kUlAbU6BATUAmoBtVJDAdQCagG1UjMB1AJqAbUegFq5ZaIFFPC8AoBaF8cAUKtDQEAtoBZQKzUUQC2gFlArNRNALaAWUAuolS8UaGFJBQC1Lg47oFaHgIBaQC2gVmoogFpALaBWaiaAWkAtoBZQK18o0MKSCgBqXRx2QK0OAQG1gFpArdRQALWAWkCt1EwAtYBaQC2gVr5QoIUlFQDUujjsgFodAgJqAbWAWqmhAGoBtYBaqZkAagG1gFpArXyhQAtLKgCodXHYAbU6BATUAmoBtVJDAdQCagG1UjMB1AJqAbWAWvlCgRaWVABQ6+KwA2p1CAioBdQCaqWGAqgF1AJqpWYCqAXUAmoBtfKFAi0sqQCg1sVhB9TqEBBQC6gF1EoNBVALqAXUSs0EUAuoBdQCauULBVpYUgFArYvDDqjVISCgFlALqJUaCqAWUAuolZoJoBZQC6gF1MoXCrSwpAKAWheHHVCrQ0BALaAWUCs1FEAtoBZQKzUTQC2gFlALqJUvFGhhSQUAtS4OO6BWh4CAWkAtoFZqKIBaQC2gVmomgFpALaAWUCtfKNDCkgoAal0cdkCtDgEBtYBaQK3UUAC1gFpArdRMALWAWkAtoFa+UKCFJRWwPNSmZ2TRC7MW07oNW2wT4IM3p1L7Vo1sP69a/wtNm7lY/NyvVyd6cfJICgkOFD8DanXYDaAWUAuolRoKoBZQC6iVmgmgFlALqAXUyhcKtLCkApaH2stJyfTfZV/T2BG3C1Dd/ud+iotfSPNnTqR6tWLEz3Pmr6B5MyZQZMVwen3+CjFRnhozFFCr12QAtYBaQK3UWgC1gFpArdRMALWAWkAtoFa+UKCFJRWwPNRqR50hd+zUN2jimKHCW8sQWzu2Ot3Rt7toqoVceGp12A2gFlALqJUaCqAWUAuolZoJoBZQC6gF1MoXCrSwpAKAWs2wHzlxmp6NX0ivxI2mmGrRIjS5U9smNqhV/509uYBaHXYDqAXUAmqlhgKoBdQCaqVmAqgF1AJqAbXyhQItLKkAoFY17Mr+WgVilZ+HDOhp22OrhdpLyVkOJ86pM/n0wUc+dDXZx2smlo8P0cgRedSwvnN9yk1NIb/Zk8jv5EGv0YI7kj3sSfK5YQD5sDA6j7x8ovHnfqVlV71Li2HhDemNal3J11e/FvlE9O9v+XT4c1+d6pWPZmHX5FOrcfkUEKJfC+6Zz7n9FPX7TCJiZbzjyA2OpCvXTyCqFOtUh/Zn5NGjF3LofJ5THzN1Y57l86P9qFMFP6fuMy8tkyrOX0uBpy469TmzN04a1JWyOzdxev08mrmOEvN2m717Tt1flG8LqhvY1+n1M/CAL0Xs8HfqWmZvnB2ZR0m9ssknyMn1M+Ufijz1inetn/5RlBTzNFHItQ6HrXJ4QW4XHFAAChQoAKj930xQALZ61Sjbflkt5HJTLdRmZuU6nEvHEvJowX/zvQ5qRz+YTy0bO/dQlpmcTNnxT3kd1OYOn0ChfQY69SCSk5dPoxN+pqVeBrXDIxrSe9d0J38//YDKgH/op1w6+JlzDy9mX7wZajuO96XQMOf6lfHvP1TxN++D2rSuEykw2vFDWXFjuTsll0afzfI6qH2/mj/dUDHAqSmclZxBQe985XVQm3JHN/Lr0czp9fOflDV0Kde7oDbatwU1Cevv9PqZ93c+VdjufVCbeUue0y8FMy7voYiEl70OatNj4ygwvJbDNSMo0LlnMacWHjSGAuVQAUAtETkCWmUssae2cFazQ/KB+3KpTm0nPUkIP7ZbGp66tImWJx8qh8tF8bd8b1gDmlW5M5ETXms+29ktvnR0tX4QLg+iMdQ2HZ1LfsHO3S3Cjwv1OpxDNP5SrtdB7bzKvtQ20LmXHT4ZWVR50Xqvg9ort3ehtPaNnF4zTuZ9Q5e9zVPr04JifW92WosKR/2p4k7nXpI4tyqVfWv21F7qkUl5TnYrMGMfVT7zqtdBbWK1KZQTeI3DgYipHFL2A4QrQgETK2B5qHXkjVWPF7IfA2qLs9+se5+knK59nX4QAdQWKgqoLdQCUAuodbTWAGrtVQHUFuoBqFWtn4BaE6MGbg0KlI0ClodaDiceM2UOnTl3yU7xUff0tYUho05tgTTw1NobJaC2UA94agu1gKe2UAveU3upw5OUE17TqW80eGpVLxPhqbWbO4BaQK2jxQSeWqeWWDSGAl6pgOWh1tVRRfZjHQoi/NhOJHhq4al1+FB26QBFb5ntXeFzgFrbUHOQPcKPC2c+wo8LtYhC+LFNDIQfq14K+kcRwo91PGOiCRT4nwKAWhenAqBWh4CAWkBtMdME4ceFwiD8uFALeGrhqS3umwWeWnhq4aktUAB7anU8f6KJpRQA1Lo43IBaHQICagG1gFqpoQBqAbWOJgn21NqrAqgF1AJqAbXSL1Q0sKQCgFoXhx1Qq0NAQC2gFlArNRRALaAWUCs1EwLUAmoBtYBa+UqBFlZUAFDr4qgDanUICKgF1AJqpYYCqAXUAmqlZgKoVUmE7MeFYiBRlNx20AIKeLsCgFoXRxhQq0NAQC2gFlArNRRALaAWUCs1E0AtoNbhJAHUym0HLaCAtysAqHVxhAG1OgQE1AJqAbVSQwHUAmoBtVIzAdQCagG1/1MAiaLk6wVaWEsBQK2L4w2o1SEgoBZQC6iVGgqgFlALqJWaCaAWUAuoBdTKFwq0sKQCgFoXhx1Qq0NAQC2gFlArNRRALaAWUCs1E0AtoBZQC6iVLxRoYUkFALUuDjugVoeAgFpALaBWaiiAWkAtoFZqJoBaQC2gFlArXyjQwpIKAGpdHHZArQ4BAbWAWkCt1FAAtYBaQK3UTAC1gFpALaBWvlCghSUVANS6OOyAWh0CAmoBtYBaqaEAagG1gFqpmQBqAbWAWkCtfKFAC0sqAKh1cdgBtToEBNQCagG1UkMB1AJqAbVSMwHUAmoBtYBa+UKBFpZUAFDr4rADanUICKgF1AJqpYYCqAXUAmqlZgKoBdQCagG18oUCLSypAKDWxWEH1OoQEFALqAXUSg0FUAuoBdRKzQRQC6gF1AJq5QsFWlhSAUCti8MOqNUhIKAWUAuolRoKoBZQC6iVmgmgFlALqAXUyhcKtLCkAoBaF4cdUKtDQEAtoBZQKzUUQC2gFlArNRNALaAWUAuolS8UaGFJBQC1Lg47oFaHgIBaQC2gVmoogFpALaBWaiaAWkAtoBZQK18o0MKSCgBqXRx2QK0OAQG1gFpArdRQALWAWkCt1EwAtYBaQC2gVr5QoIUlFQDUujjsgFodAgJqAbWAWqmhAGoBtYBaqZkAagG1gFpArXyhQAtLKgCodXHYAbU6BATUAmoBtVJDAdQCagG1UjMB1AJqAbWAWvlCgRaWVABQ6+KwA2p1CAioBdQCaqWGAqgF1AJqpWYCqAXUAmoBtfKFAi0sqQCg1sVhB9TqEBBQC6gF1EoNBVALqAXUSs0EUAuoBdQCauULBVpYUgFArYvDDqjVISCgFlALqJUaCqAWUAuolZoJoBZQC6gF1MoXCrSwpAKAWheHHVCrQ0BALaAWUCs1FEAtoBZQKzUTQC2gFlALqJUvFGhhSQUAtS4OO6BWh4CAWkAtoFZqKIBaQC2gVmomgFpALaAWUCtfKNDCkgoAal0cdkCtDgEBtYBaQK3UUAC1gFpArdRMALWAWkAtoFa+UKCFJRUA1Lo47IBaHQICagG1gFqpoQBqAbWAWqmZAGoBtYBaQK18oUALSyoAqHVx2AG1OgQE1AJqAbVSQwHUAmoBtVIzAdQCagG1gFr5QoEWllQAUOvisANqdQgIqAXUAmqlhgKoBdQCaqVmAqgF1AJqAbXyhQItLKkAoNbFYQfU6hAQUAuoBdRKDQVQC6gF1ErNBFALqAXUAmrlCwVaWFIBQK2Lww6o1SEgoBZQC6iVGgqgFlALqJWaCaAWUAuoBdTKFwq0sKQCgFoXhx1Qq0NAQC2gFlArNRRALaAWUCs1E0AtoBZQC6iVLxRoYUkFALUuDjugVoeAgFpALaBWaiiAWkAtoFZqJoBaQC2gFlArXyjQwpIKAGpdHHZArQ4BAbWAWkCt1FAAtYBaQK3UTAC1gFpALaBWvlCghSUVANS6OOyAWh0CAmoBtYBaqaEAagG1gFqpmQBqAbWAWkCtfKFAC0sqAKh1cdgBtToEBNQCagG1UkMB1AJqAbVSMwHUAmoBtYBa+UKBFpZUAFDr4rADanUICKgF1AJqpYYCqAXUAmqlZgKoBdQCagG18oUCLSypAKDWxWEH1OoQEFALqAXUSg0FUAuoBdRKzQRQC6gF1AJq5QsFWlhSAUCti8MOqNUhIKAWUAuolRoKoBZQC6iVmgmgFlALqAXUyhcKtLCkAoBaF4cdUKtDQEAtoBZQKzUUQC2gFlArNRNALaAWUAuolS8UaGFJBQC1Lg47oFaHgIBaQC2gVmoogFpALaBWaiaAWkAtoBZQK18o0MKSCgBqXRx2QK0OAQG1gFpArdRQALWAWkCt1EwAtYBaQC2gVr5QoIUlFQDUujjsgFodAgJqAbWAWqmhAGoBtYBaqZkAagG1gFpArXyhQAtLKgCodXHYAbU6BATUAmoBtVJDAdQCagG1UjMB1AJqAbWAWvlCgRaWVABQ6+KwA2p1CAioBdQCaqWGAqgF1AJqpWYCqAXUAmoBtfKFAi0sqQCg1sVhB9TqEBBQC6gF1EoNBVALqAXUSs0EUAuoBdQCauULBVpYUgFArYvDDqjVISCgFlALqJUaCqAWUAuolZoJoBZQC6gF1MoXCrSwpAKAWheHHVCrQ0BALaAWUCs1FEAtoBZQKzUTQC2gFlALqJUvFGhhSQUAtTqGfdX6X2jazMWiZb9enejFySMpJDhQ/Ayo1SEgoBZQC6iVGgqgFlALqJWaCaAWUAuoBdTKFwq0sKQCgFrJsG//cz/Nmb+C5s2YQJEVw+n1+SvEJ54aMxRQq9dkALWAWkCt1FoAtYBaQK3UTAC1gFpALaBWvlCghSUVANRKhp0htnZsdbqjb3fRUgu58NTqsBtALaAWUCs1FEAtoBZQKzUTQC2gFlALqJUvFGhhSQUAtSUMe3pGFr0wazF1atvEBrVHTpymZ+MX0itxo6lerRiEH+sxG0AtoBZQK7UUQC2gFlArNRNALaAWUAuolS8UaGFJBQC1OqB2yICe1L5VI9FSC7XFffzIiRz66ps8SkvzonnlQ9S3jw+1bhLgVKfSk65S6kfvkO+5BKc+Z/bG+TfcTpE33ES+vj66bzU7N5+eP7mdfk4/pfsz5aFhz5Ca9GJsOwrw99V9u3n5RAd+zaZ/N+Xr/kx5aBhShajVUH8Ki9CvBffr6ol9FPz3Z0TkPXrkBYZTXsvBFFr1WqeG7s+r2TTnQhZdyXPqY6ZuzKvEhEh/uiE6yKn7zLiaTnkrfyP/i0lOfc7sjTM7N6UKXRo5vX7+c2UjJecdN3v3nLq/CJ/a1KRSD6fXz7R/cinwoP7vH6duykONc8Lzya+zDwVVcHL9vLCXgs4v9a710y+c8qvfTaGVanloNHBZKFC+FADU6oDakjy15Wu4cbdQAApAASgABaAAFIACUAAKQAHvUgBQKxlP2Z5a75oO6A0UgAJQAApAASgABaAAFIACUKB8KQColYyXLPtx+Rpu3C0UgAJQAApAASgABaAAFIACUMC7FADU6hjPkurU6vg4mkABKAAFoAAUgAJQAApAASgABaCAmxQA1LpJWJwWCkABKAAFoAAUgAJQwPsUSEvPFEnOgoMCva9z6BEUKKcKAGrL6cA5uu39h0/SpctX6fq2TZ3KKOlFEti6knQ1lX7e8if17taOQkOcyzbqbXpkZWXTtxu30/XtmlJ0VEVv657T/dnyx16qEBpCza6rTT4+3pU51Gkx8AGbAlg/MRkcKYD1s1AVBrn3PvqSburR3vLr57cbt9F/Fq+mKY/eQ13aN7f8MxdWDyhgBgUAtWYYBQPuIS09g6bP/oCO/3uWqlSuRBMfuYvqXlvDgDOXv1Pk5+fTqvW/0vOzFtNLU0baagyXv54Yc8e/bdtDM/7zKfn7+dGgvt3orttusOzb5fMXr9BT09+hnNxcmjdjAkVWDDdG5HJ4lry8fNr19yHa9uc+cfftWlxHrZs3EPPEagevn8/P+i/9+c9hmj9zoqhBbtWDtXjngy/o09UbKDgwgB68+1YaPriPZV8O8voZ9+oCataoLs18bgyFh4VadWqIfu89eJwef3YucVWI8aMGU7UqkZbVI+H0eZr57jLR//Gj7qD6tWviRallZwM6bgYFALVmGAUD7oHfGq7fsJVeenoUnfj3HM2et4zuuu1GuvXGDpZbZE+eOk/TZi6ierVrirfJd/TtboDC5fMU7LGe8vJ7dO+g3qLW8ieff0d/7DkkYJ9ffljp4Jcd73+6jo4nnKX0jEyaNuF+y0Itg8ubCz+n3fuO0PDBN1F4hVD67uftdDUljaY9eT9VjbbW3OD184tvNlF4hRAac/9tloZajupY+/3v9PLUhyjA34++/nEbLf/qR4qPGy3WVCsdvH7GxS+gDq0bE3+vTB57N4UEWzfclF8Gznp3mYj46d2trQDa0JBgK02JIn09dOxfmvrKAsrNzaN2La+jR+6/DRFRlp4R6LwnFQDUelJ9g659MTGJpr66gB66p594e8rHmfOJ9OKcD8TbwyYNaxt0JfOfhr903/3gC6ocGUGpaRnUonE9myYcOvXr1r+obYvrLPOlw0nOtuzcSy9OHikexhjsPvrsO7p8JZmeeGiwpV54HDlxmuLfXkJjhg8Q4dhPjRkqvE+syb5DJyglNUM8lPA+KW8+FLj/e/8xenHSg1SpYpjoLv/+p027aPlXP9HLT4+yzEsPXj+nzVxMI4bcTOs2bKEnR98p1g8+2BNz6Ngp6tq+GQUGBnjztLD1jdcMDsXmsEr22vO82LT9b5r34Zc0+4VxVKNqlCV04E6yFgeOJIgXo2wXCtTy9+uSVd/T2PsHUoVQ60DdX3uPCKid9fxYS82D4iY8h6bzd0r9OjXpzv49af2GLbT661/ptecegT6WWSXQUTMpAKg102iU4l6UB1R+MJs87m670MGVazfSmXOXRIgQH9k5ucRbCL05vJC/dHmfS/wzo+mjld9St44thIfynwPH6a33PyN+q9qnR/siWpVCetN/hD0LE174DyUlp1L/3tcLj1xEWCjNfm+5gPqHhw8wfR+MukHl4aN547rUsml9WrLqB/GAyvbA82TNd79TZlY2vfl/j3n9SyCeF+y9f37C/UX6yi+F2H5uvbEjXVuzGn3z01a6sWsbqhhewaihMNV5lPWTPfcczTDznaUUN36YCDHlOfHJ59/T6bMXacazY6jH9S1Nde/uupmjJ8/Q5P+bR6Pu6WeL9OF5sXP3QWrboqFXf3+oNVUifp5/agTx+rH0iw0U9/hwCgjwEy9OQ4KD6KF7+1nmxaCyxalLh+Y08OYu7pp+5eq8/ML4/aXraMYzD9telPNzlr+fr2XmRbkaMNys1ysAqC3nQ8zep2fjF9IrHBqm2Qf28+a/6Octf1Hc48PIz9eXFi5ZS0lXU2jCmKEirMzbjvSMLJo++790Y9fWdGOXNjRr3nLq17uT8MJt2raHbru5C3244lv6vykjxX7jn37fRSkp6XRrr45e96CmeKx5jB+6tz9xeOWbCz8TQ35n/x503+A+Ng+dt80DR/3hh4+PPvuW4uMephP/nqVvftpGdw7oKSDmhs6tiB/kK0aE0cPD+3vdXNDqwV7qDb/utHnvtX/nvbYM+79s2S08Vey19dZ9hLx+/t/rH9JLU0YJD/2CT9YImJv/8Vd0TY0qFBoaTIeO/kvPPXm/pcJO9+w/RtNeWyTg5b4hfbzeJrQ2oKyfCrju+OsArVyzUdjMsZOnae6iVfR/k0daKkxf2eKkrAes0a49h8S+/OaN6ooXHlaJZuD5ot7ao7zw2rprn3gJxqHZ3rpmWuF5AX0svwoAflAc/QAAIABJREFUasvv2IlkN8r+Fu0bY/7b6++tEODCHjkl/Txnew3y0jA6hngO/5k+6UExqi+/+ZFIanHXwBuFp3LOe8tFmBB7ZPg4fPyUCFFu1bR+OZ4Fjm+d+/3q3CX0atxourZmVdGIQ+Z4vnB4Jf/u3IXL9PHn39Hoe/tTxQjv9MRxv5NT0uiF2R/Q0AE9RSj69j/307Mz3qfr6sXSpLF305WrKZYKqWNQ5X3FHH5d3MFZ1J97bZHYH9ayST2vsw/ukLJ+8jzg8FLlBaG/v7+I5OAkYs/EL6Rnxg/zeu89e+E4MRQnkVMexv89c4HiXl1Id/TtRrff0lV4ntiWPl/3i7CjhnVjvTZUn9fPtxevFrkHOKqF14yNm/+kRx8YRK/O/YS6dWxON/fs4JV24QjwrySl2G1x4vkS//anYu0cdGs3AbcnT50j9morofveLo6jrT2cz+T7X3aI5xB+7rrlBuvlNPH2cUf/zK0AoNbc41Pi3fEXLWf45f0tza6rY9eWv5R5n9jMaY9QbI0qYt8HZza9rY93hg0lXkkWGSrHPXC7eAjPzs6hFWs2UsfWjQXIqsOE+Et37febKSQkSLxR9baDw2g5Eza/0GCAVV5i8EM8eyZv6t5O7B3lpElrvt9MN3ZpLbI2cpipN5Y/+uq7TeKhiyMW2JPAIegcSnnHrd0oNy+fXpi1WDykM9hY4aGd1w0OpWSPi6MkLxyS++nqH4hfEt13Zx8RAVKjWmWvC6djHf67/GvhveeXOmcvJNI3P24TkQzBwYEixJQPXlM40oUTJgUHBVDn9s28Lns4e52ee+190bchA3raPLPKuvn69EfF1gV+Ocq6fbbuZwrw96dnnxjudRDD6yd777t3amEDV+7zr1t3i3wMSvRCWIUQYvDf8NsfFBIUSH16tve6xHOsxWvvLKW/9x+lpg1r29ZQ9tpu+PUPmj7pAbGG8JrxxTe/Ce/lA3fd4m1fqUX6wy+IOUSfX37x8wZHt/B3B3+/cO4K/jtHjT0+6g67ZzOeRxcuJVGfnu0sF/3g9ZMCHTSFAoBaUwxD6W6CF9LNO/8RCTwa1b9W7Jnkh7Pde4/Sa+98SqOH9Rdv2Lf+sc8Wesl/5wynnArH28Jj2OsaFBRQ5MtCGyak3ivlraU7eI817wfksDn2tjHc7/r7sPAyvPbcGOFh4YeVqY/eKxKdcFuGfwbewAB/rwoj4/1wObl5DoFdG1JnhYd2DtN/5a2Pqc61Nei+wTcVGWu2D04yN7hfD8rLz6NPV/1AXTu2sIVm8wMsJ82pVbOaqH1cXg9eP1PT0h2ug9qEONx276Hj9N3G7QJuOHN2m+YNy2vXHd43e+enz/mAqkVHCi9TpYgKorQPvyB86pGhlJ2dK/aWKt8bnBBn/+ETNGXcPRQQ4C883xwdxOtIec84r/0uYRjhMnEpqWn00LD+1KJxXfrqu99pxVc/0Yiht1BWdrb497gRt9sSE3rL5OAx/3XrHvpgxTf0/FP3i732DP233NBReKyVQ1ln2YvL2xvSM7PE90nN6tHeIoXoB68Fi5etp5TUdHps5CDKy82jWfOWiZeAwcFBYmsTf+d+vu5n6tqhhdiLf/jYKaocFSE+c+rsRerUpoklcpx41cCjM+VCAUBtuRimkm+Sv0w27fibPl21gQ4eTRBvkx+6ty81blBLLKIceskhZF07NBdp59kL88Hyb6h397YCfDm8ypsPdZiQoyQfDIAcjslf1lUqV/QqjxRnb33r/c+FNyGqYrh4s8x7SLluLSdNUj98KnuSb+rRzis92No5rs0azv0v6aHdm2yE14W3F6+ibbv2iWRq7HUa0KeLmP8cos7h6RymzyGn7HVgbzaHFvI+U6W+bWSlcK+shc3zQO29Z1hLTc0QL0UY3jgb7ux5y4WXytse2Hn+f//rTlr4yVo6dvIM8VrAEQ6nzlygCS+8I6I/uI3w4NeuScu+3EDTJz4oXoyxThymyokIlYza3mIzIlv69HfEi2NeQ0+fvUSPPfsWtWpaTyRi5O9Qzt2gJJPi6Bjel8724y2HkmiSX/w9P3MxPfbgIPECQ32wZ59fqD9w161iTny29meRdO62Pp1tWnBmbU5eyC9ay+vBcz0/n0Rukt17j4iXPzOfe4QiwkOF9/69j74SmdM5woEjwzh7+NxFn4v9+jf3bC/WUG/PcVJexxb3Xb4VANSW7/GT3j0D3Z59R21hQ8oHeFHmfR/rftji1eU7tGFC6uzI/OD18crviLNE39ClNXGJk9bNGoi3rMFB3luLUJ00Sb2Xlt80axMD8TzxxmzZSogtv0Hnh3Z+0JI9tEuNrRw2YLDnUOzMrCzq26uTyBKuZA9XXnZxIpgFn6wVHn4GO062xnU7mzey3/JQDrvv8JbZDvjFHz+k8sF1Stl7nZeXR53bFYTnvv/pWhp5d8GLQw7R9PPz9Uo74f6zp/bltz6mjq2bUN9eHSkjM0skEeOoDy4Zxy/G+EVA/NufUP/enalD60beMhVs/eDvDc7JwPka2BPHWxp47eDtKwwn/CK5bcvraOnqH+jZJ+4TifnYtrwxw7ySMTwzM5seGXGbbd5zRNSk/5tH+ZRPLzw1gmJjCvI2zHx3qdAkqlK4CNHlvfo8Z7wlmzi/5HpjwUp6YeIDooyPEgmj3nfNc4H3p7Nnl8OVtTlO+PuHXwh1bNPYq16EeN1CgA6ZXgFAremHqPQ3yED3TPwCUbqEH774beGipeuoZvUqIrkDJ0h6fcEKatOsIfXq1qb0FzLxJ/nLY8/+oyIzI4fPKdmROckHw92ipevp1biHRE1OBrj3PvxKvG29f8jNJu5V6W+NPXScJOme23vZhckpe+o4tE5JDMS/mzZrET1y321elyiHH8z4YYRL1TC8yR7a+UGew/gPHDkpQseaNarrdUlylJId/Xpfb3vgVB7QuCwWZ8JVvxSKqhQhAMfb9mGzh4X71aDONaKeMYcbc/kjTiDFkTBcEoujHjgTrp+vj9fnK1DCimvHVhe1OHnrAofjcimsl59+SGx5Ub8QYy9lwpkLVCe2hlfZiJIVnL2v/PIvNy+PhvTvKbxum7bvEZDP3xt39ush/n1j17YiPJf/zmH83vRykNcKTqS1a89B6tS2qXieuHQ5iZZ/+RONurefyCLOUMteWs4kziHq1apECtjnUGaGXN576g0H2weHps//6Cvqfn1LysnJpavJqbas8eqyYbw/n8OV1TlO1FUbrJJ8zBvGHX0wpwKAWnOOiyF3xWUZ/jlwTGS0TDh9gabNXCRChhjg+EuZ91uy94EfzjgDKEPeug1bhOfK2x5UWdDNO/4RhdE5bJCTnKhBRhGcw6IyMrJE6J23asGeJe4/P5wqB4fNcQi2utax1svPLwjYg63+nCET1cMnkT2083459i7EVI8Wobq8X4zDdZ94aLDDREse7k6pL88g9/v2v+n6ds1sD5xqWGGoU78UYsB9c+FKUe4mplq01zykqgXkB/Avv/2Npk98QIy5Nis0r5mcrI+9UJwAhsN1x44Y6HV1fTmkkvdR8gN462b1afPOveK7hL1tygsxBjp++cFz5j//XS32YNetFeN1cMvzg1+IcTgpz332zvHB6yoDDOvBmff5b5EVw0RCPi4ZxiWAvO17lft6+txFalD3GpGMjzNET3rkLqHH3weOi8SEHNHBe7ITLycLW2HvfpOGtUu9Tpn1gxzRwI4EzlegJKzke1WXDeNtHdpIKbaXdT9stiXdMmv/cF9QoDwoAKgtD6NkwD3+seeg2O/z4qSCL1b+8v3os+9E3VpegNPTM8WDO6ek54d8Lmcx9bF7qel13vPlw2/Ms3NyRDZgxQv5xEN3FqnvyyFSz8x4X+yV4QcWLjbPnk1v3Xus7CHksEp+KOWDv5z5JQi/4OBkWqzX1FcXCC9E+9aNKLxCiFeFSRX30M4ZUPmhlBPHcOgYe1sUjz5HP3hrhAPPAR5zDr29/86bhVefvSw//rbLVjKLAZezffLeuY2//0n3DOpFw+7o7VUeKQZ99jqt37CVenZuRWfPJwqPE7/84X22an247fY/D1DH1o28KtGa8vXD3xnJqenipQ6vjbw28B5jDtXm8GxFE86i3K1TSwH6XP6H1824x++1vQBiwONMyuV5PWUtGODmvv+5CNvnqCf+ruRMwKzNl99uEntt3/3wC7HHkr3cCuxdTU4T0UDetN+W58j5i1fohdn/FRn3+SU5H0ryKPbK8jqanpEpnjcYcHnvLef5YO+kN8G++qWxUjaMy19xXhNtjhNtWLIBj3o4BRSwtAKAWosMv/I2PbpyJRox5GYRHjNn/gp6acookRSGv4T//OcwxT12r3hQ+W3bHlG3kPfR8QOItx2Kd46TnfCXjfoBQ61FXn6+CC1q07yByDDtjQe/YebEUZwNl2u5+vr5inImIcFBpNQ/Zq/tmu9/p1ZNGwgPPycU4hAyb6pJ6OihnYH/6Vfm04SHh9ge1HgOsNeaQ0/X/7iV/thziO4f0keURfKmB1WuO/nT738KUOX9Xuo9YWrA5QdWfqBlmGGdGPa97eB5cOzkaXp9wUp6fsIIsWY6ylfA7d5e9DktWfWDsKdJY++iLu2b2eYFa7r/cALd2LV1uYV/9ctBdSZ53muqBlx+AcSZ9qe9tohG3dNXhOxfTkoWL8uUFyXlfZ7wC9Ctu/YRh+My3HKfP/7sO/Lz8xNRUr26thEvAjhf1ICbOtNPm3bRyrU/i9BUb1o7lXHk6LCX3vhQbNHo2KaJKAPEuSu4jBpn2+fnDX5RzHPo/KXLtOa730Vd1/i40SLxmDcc6jB1rVdWvWZoXwjx3OHnNIZi/n7lY+kXP9KVpGQaPXyASEqFAwpAgZIVANRaaIYo+wLZa8tfJJyJj4Hu7IXLtr23SlgQfzmNf+4t8fDOIaec7ZIzP3pTAqULl66IWr6c9ZgfPDkbMH+hKPuQ1SFSp89eFMlyDh8/JUIMeS+VN71dZmh57+Ov6Osft1LFiDDxBfqfV58UDyDaEkj8QoCTCfFDGc8LbzvUD+3sZeH9Txw66OghlCGGE7Fx4qBWzRrYyt54myZc85ltgL3VWsBVvDQMtU8/dq/w7HvjPkLuJ68PXPKK10yGs6cfvUfsvVUOXlv/u+xreiVutPBSsTeKk0txaTXeg6nNLF3e5wlnt83KzqF7br/RtsWFs2QrpdJ47WCP/v9NGSm2dYyLe4MaNbiWXp06WoRze9uhRL38feCYADh+GcrZ57kWOH+Xcl1kTjalhCyr+89JlbjW6+B+3cu1F5ufM9gO/j19gfrfdL0AfV5D+fuV995yNBh/97L3kvdj8wt0/t7hcG1v2GfL25Y4q3z3ji1FGSR+Mcxh+uocJ/xswRELnEWaw/ZP/HuWvvt5B+Xk5NBNPdrToFu6UrUqUZSSli6i6Dg6BAcU+P/2zjs+iqp744cA0qQjHUGaoCBEepUO0hEJvXdp0gm9SRCQJlV6rwFBQgdD7zWhKggiRZDeQcLv8xyd/W2WBQnvkmTvPvef95Xszsz93tmZe9pzSOC/CdCo/W9Gxn0CRglEb9BrDxsLpAVBrh81UFZ6JTZfSCGCSiFSZgaNnq0pVkjDNWmABRRfoWRZrngejU7bs8Bc8fJBo3W0OEE6KpQ/j544oxtapJuZNNDyCZGGFMkSa+sB8HGM2prUj/K/1g6Gid+4+fpbgWFiRWKxQUUkBimWadMkVwOm/4iZqoxrpXD/17Hd6e9WC4toUb00Gof6USsdGxFuZDMEn/x/lXUoJncfPFkgOoVIrzunmjpbJ9QTo4UL9Arso/Mw4roNmihfN6+hKduIYB85/quq5CLDwV5cyZ3W/7+u1XJ0IcJktYLCv8ERiIF3C9rgwBGQNnUybXfSvU0d47Jf8BxYGrBVhQnx/sRzYszUpWrcwtiBYBLaYjkb+C4+M33Bau0R7VO5uBGOU/toJbLB4Oixug2ABRR/sR+xjFp3127Afb9x6wE11PH8w28fOhT2GieWg+v46fPy9OlTKVcin+61rKw4HGPqvAA1ZuEI4CABEng9AjRqX4+TsZ+C93D4hAXS9avaNu+xs5YvMHRQD2NiiwJrcZ2xsAw49OS0UnGRrgt1y0plCsqn2TMbe29gYsdPn5Ox05ZppDJpkgQ6V6SSDR49RyMRKZMnlu17gmThis1aW4k0Q6SfmpSGC3Ggb8bMlZu370iBXB9Lmc9yy6gflkq0aFElXtw4cjgY6cdlZffB4//UHOfMotFMqIFCKMckFohEzfVfr6qm1ubcMZJv/SAQsUEN7szFazQy59jT0qQfjpW6jk0paioHjJwlbRpV1c071t+q00eKesHcH6sxF9egsg48J3ftPy7ZsqRTPQbr2TF84kIZ4ttC0yntnWOIdMNBAtFCx2Gfvunu9wiir50HTFAdhwFdG7/UoLWfJ1K0kXa6BkZwm9pSKE92txbnQ7saDKTjw/FXrnhejVziN4PMp079xkuX1rVsomMmazdY6wynGHrZIg0dytmo1bffW+G9a/12nEX13f13wesngbdFgEbt2yLrpsd11kcO0QZ71UJ8Bi8qGDGZM6Rx29qw11kibEoQXYAXGXV0GPCoDxw1W1uc5M7xoSoqJ4j3rpQobF5bJKRERY8eVYoX9LbN3Uolq1y2kEZizp6/pOIgaGUwcdYKKZgnm7LBgKNgwHczpWvrmm5dM4UNGKKTqEW/ffeezFy8Tob2bKG/ARhvSCuE131Ij2a27AdLFMWkVh6OvxnHSD6M3oBNu1RYCyn9GdKmksCdh9TgxwbdVBZIzR41ZYlG4mCowfHjN3aeDOreVFIlT6IiW+sC92u5BzasqCVETTqiuSYOzXD4N+UUEShs4pH9M7xva6eptxYDK0KFyP6XFT9zezRItR05ebE+H2HUhWUghRcGMbKjTHAm4xmK98Wde/elTaNqGoV2rM33BO0G3APYPyErCuJiyPiAiKdvu3qafm1lByEzDu9RZJJNmr1CM8hQ7gPHqmkdCMLyu+BnSeBVBGjU8v4IRQDy8lt3H9HUWiibOvZYO3LsjArC5PP+ZzN25doNGdStiVOPuwlondVUYlM6YuIiGdqrpRo0bXuN0dZIiEagj2PpIrmMVD/FetpH8bH2Hfp8LymTJZaOLX0k24f/1AlNmx+gG3ZsWpBmdfnP65IsSUJjmFiRSYgioacv1EztVXAdWziAG1LqsBExqSbdclqgrU/nljUlUcK4Go1DZPuzAjlVFOfPazc0lR2GnQkb85c90/CcXLl+p/y4dpuq3kb18pLRU5aqUevl5fVCnf7m7Qdly+4j0rtDfRXmM20g2oh621pVSug976x9mrM549k6ZOw8GeLb3OZENI3Nq+ZjtdWa479enWhwguCdYopYI0qZZi1eq+UKiRLGkxs378jIAW30Oepp2g3WfYDnJdpl9WxfT9ON7duo4TM9/aZItfJFJXP61FqvnzhRfFupGLJCdu4/phlSJj5HPOm3z7m6hgCNWtdwNOYo2Jz9/SzEprRnv0GHkYLUoEY+5VSKHwObM9SKoQ+diVEYRA5gwEJM6ssKReXajduq5onUY4hgjJ/xoxqzqCPDJmTYhAXyUea00qRWeWPuCWsi8BRD2TWvd1Zdf3jV0ZIAkRiovaJODvVDO/cHq9f58tXr2vKiT8cGRil94jeCmlGkIGPzjpEnx4fa4gTK0fb16Pib1dYBbT1Mq0m3v8nBAnW0iFZaqcaeZqTgN4C6fPS5Rh0poi3TFqy2tTLBM9KKWEERF4Y+Ml/Q+gZRW4jnmBaFgQJyr6FTda7oWfqyYUV3ce9YdblWhgTuLQhymcYGLDBHOE+X/BSoXQiK5s+hdegm3gv2aw/jDboELepX0n9+E+0GOFYvXv5LvLNlctt7A+8HrD2EtNKkSBrKQQpVbbRaRH90aDog+2fmorXyRYWicvKX38V/9VapWCq/tkXiIAESEKFRy7vgpQRQ2zTyh8XyQZoU6jFGKuq2PUelb8cGtqgbBJbmLdsg3drU0RYnFy5f08+btPlAlA11hPCSQhiqfbPqUqFUfk0LggqwX8/mNiEcvKg37zhobATG/mZZuX6HtiCwFJCxoYcDoHzJfFKySC7jlF6d/VAQeUA7pMa1PlfFVxi7U+atEj/fFqrsiWFfP2ViGw+Li1V//vDxE2ndoIpGbk1T+w3r68KxlQm+j2wGpOT369xI0AYHz5d9h0/K0oAtEj1aNOnVoV4oJ5AJUX5keHwzZo7UrlZKxdSctSfBsxMRSqT1I2K5aftBWb56m0ag4EAs81meV6Yuh3VtIvrz+L2sD9yvfZBRX43uAqi3dlZrjXR+ZL2Y1h/cWoP/0m5A/T5qT6cvXC2JEsTTyCScHONn/qglIJbeRUSv6f9yftwP+w+f0kw5BAm8onhpK6hzF66oYYt0/CplC0vI8xD927QFAZrO3a1NLalSppAxmVD/C0N+lwRo1PIeeCUBROfwYEWEAbVBiDYhMmcN1IJcuHhVH8I79gbLuBnLNUIBgRzTjFt7UKgdRKsK9Ju0vKRWrS1aeMCwgwceqbcw9GHwmKYAi3QxbM47NKsun3yUQfFgzs+fiwSdPGsTwjDZkHP88SB6jU1Ip5Y++id42iGOAhVMiKOYPmCMQPUTDg9EULAZRR2lJ90D9muMWtvfL13Vvp0YVtQe9fmIRj56/FRr6CxDBvX5J389r9FuGHOWgnDMGNHdPvsD9wZS9S3BOXtOcI51GThR/vzrptatQ2wOrW3y5Mhicw7h2WJS3044N9r4jlJ12/pflnXazgaCcyMmLZKjJ86KV5QoqhyN0qCUyZMY9Sh5lXYD+ECzAPuLji1rCIQaYczm/CijOgztncqmQNHf/ZyftH0gjHdoU6D9D4x5ZHQgQwp9wxvXKifBJ3/TFmO4LyBIxkECnkyARq0nr34Y575x2wFNNe7SuqYauYjSdv9msqAvYbrUybXWtkj+HNrmBOl0MOJ829Uxru0NsG3ecUjW/bxXew5avfXsa2GiRkVNnb+mIWbL8oEcOfarfFYwp6aVmZSmjXtg4KhZEid2LMnnnVU3aIjSw7MM54cnGHL2PyNE3ODYgTAMehFu+De7wf4+CePPzm0/jo0qIksFcn/stnNw9YVjE25ld8Dg7dhvvCSI/64atsh4yJAulSxcsUn6d26sESh7FdTk7yWUdYH7NNXSpL6VVksoRKg6NP9Sxk1fJj6Vir8gooXMIfu+ndj4u/uzFMbJXP8NsmnbgReUji0HCCL1fb6ur5G4A0dPi3/AFun9NTQLzGonZ/9bc9RuGDRqdqg6axh5bXuOVge6qam3YDBx9gpVhs6SIY1mBOX4OINUKl1Q26rBqdz1q1q23wBELSHSV7pobnUmmqS67+rnMI9nLgEateaurctnhqjT99OXq9otlBwDdx6W1g2rSKXSBVS9z/4hizoq1J7Cs2hF8Vx+QRF4QGywnv79t80zikiDvVgQInZIQx07uL16WhHZHTpunlQvX9Q4HmBx6c+/VPEWYhbrt+zTVi6eaMhhgw41S9RVol0FhJJGD2ynQigcJGAZ+lBNtxdPQhQT/a/RKqx90y/UIWSpoOb/NKtu3E1t84H3BsRweravq46gsdP8tS2QVdZgRbjt+3aiDrnfiJnSyKesEc9TlG4Mm7BQfyDdvqolaVImlVNnLmhbF7SBQssXCNNBZR9ORGTHQOcBmVRojWSSAeOo3YD0bGT/wIC15gkHcsDGXdK/SyOjjXvcF2Om+qt4FFohIaAAR0i/4TNkYLcmWr5gDdSdwxBGez38jto1gcK0uY4Pvk1IwBkBGrW8L8JEwFlKrbM+lfg3pOfiwQuvIQwfbETQ2xMRCAw8gH/eeUhTNd09bQZGbNCJsyoW9OjJUxVGqVAyv6z9ea+2PapdtYS+bNK/n1LKFssTJubu9GFEFYaNXyA+lYvpi9WTB6LYh479otFrd48oefI6vo25W/XHKOeAui2yGxDln71knQzu3kxTbu0zP/B89Bs3X4WnrHZZb+O6IuKY2/YEyYlfzkmT2uX1d4Jo9IGjp0K1gLI36FHSAR0HfNYkxxnekagbxbp3blVTgk+elcBdh6VLq5oqQjh1/iqtx04UP64ac1GjRtW2URBzbNWgsrGtXhzLnqzU27ZNqnmks3DO0vVah29v5NvXXCM9e9KcldpazkTByoh4RvGc7kOARq37rFWkvFJszpBOZykAw5Nq1YHhgvHgvXHzrkYpUfuB9hbFC3lLgy/LyKDRs7WuzFJSjpQTfM2Lgpc0ikTRVEL8f2w2fNvXVc968KlzMmryYv33MYPaayQPERlEYrCRQ0TCavXiGAF+zdPzYyRAAm5GAIq3aOWBLA7vbBll14Hj0rZxNU3ZR+YHyjka1CgreXJmke17g7QNyoAujZwKCbnZ1F95uXg+Tpi1Qr7p0Uxb2Tj27bx45S9p4ztanj17FiplF8Yg0rKzZHzfCByI1EIYCW2fUHMNhzLeJWgfZ2V+WMrJiG6nTZVcWjWsbHOgoRfq7bv3tSzEnYd9SQecQFCIhmPDPvXWnecX1mtHb1+UgnVvU0dLvJD9ARE2S7Pjq4ZVVVRs/5GT+vuAqBQyQdC9goMETCdAo9b0FX7L84MBu2v/ccmWJZ2mjGHYe9Xjx42tQjne2TOp6mXIsxBZGrBVFq/8WTdyiGyiVsikYbWmgAKwZbDj3xC9xoun2+BJ0q5pdfkwfWplAY+8VSN1MOi09rf8tncro5Q+TVpfzoUEXEUARsnd+w+1phI9J/E8hECUfc3c/fuPQpU2OJ4bjjBE8SCuVChPdrdXnkffTmS69GhbR4UJ7SPWiD5NnR+grU1qVSkps5euk5KFP1Vm301aJF1b1zImQ8RyDp+/cEUQlbTqJK0SB/Q5RmkLjNbnIiraBxVg3AfIijJF18C+pAOlT/cePJJx33TwyD6CUYNiAAAfX0lEQVTG+O1bqtlrft4jXzevISMmLtTgAWrtse4Q6YMq8re9WmpdOur40Uu899cNJGWyJE4FyVz1PONxSCCiCdCojegVMOz8lkGHnmuoC0Nq2dJVgTK4e1NbhAEiD90GTVIRKVNTVCEQ1f+7mWrUVixVQOLFjaNp1xafxAnjq1cdY+3mvRqdiRUrhjx+/FRTtN+JHs2oOinDbnNOhwRcSsA+Q8O+nAM1c4jQnj574ZWRqat/3ZLWPUZK0iQJpVPLGmrsuOuAEbPn4AlJnCieJE2cMJRBjxZJg0fPkUHdmtqMGghudRowQeLGia3RXWfqyu7KAvfFrgPH1GkBJWRk+kDLoZffFG2P9PjxE+0XnuPjjCpKCNFGGL+I5uHd26tDfaOMGESfoS6PEh6T6ojf9P6Ezknf4TO0JAF7DTBBJPvwsV/Ft20deRbyXMvAEDjA/gM6KLWrlTROsPJN+fF75hGgUWvemkbojJBiu3TVFqlVpYQasaiHSZMqqdSoWEyvy/I+o0/hy3rLIfVuy+7DUqpIbrdOmUHdy4at+1U4CbUtSIuLESO63Lv3UEVikidNpOmGVuoxNiIQi8HGxN1rjCP0JuTJScCNCeD5+eTp31qHf+HSNekzbJo+E9AWzNmAEYjILmq4G9X8XGvpTGmhBN0Fq28nsnz8vp8n2bLAYVrEZtRYmUHlS+aXJT8FSrsm1aVIvuxufAe8+tJhxKKOFrW2MGKePQuRb8cv0BIgvFNRf9t3+HQVHDPVaWzs4r7BxIJO/iaDRs0SOMohKrZzf7AM6tZE1x57CnvRRji/UNYA0TFE9DlIwDQCNGpNW9FINh8oF8aI8Y7W0OIF/F8KnlZ7h5mL1mjkslmdilKqSC63T6mDoiPShIoX9NaUIKt/aZlieXR+juIXew6dEEQg8Derh2UkW1peDgmQwFskAAfghJk/SqyYeA5WeGlkylE9+C1eUoQeGjXIiNIO6NLY1tLIMTMIIjmIbp79/ZLcu/9QHYmmPT9Rawu16PZNq0uhvNnk9L8qyUN8WwjaPlnp2V81qqrrhX6nqKmsWaWEpDKsv22E3pCR6OSWECfS8eEkx/MCafzoZWsvqGUZtd3b1nmpkywSTYuXQgJhJkCjNszI+IWwELh2HZ7BaRo9+CBNCkHNaJVyhV+q4Gm/QUMq3XeTFuuL2F4AIyznj0yfPXPuoqYKVa9QVJUqv5u8WGX6UROGSAs87HgBRfXykvN//KlR3tWbdkuLepX0c0y3ikyryWshgbdLwJlegeMZLaE+pBeirs5klW0IakEQJ1WKJFKnaimbQjSencN6t9L/tqLWENLJniW97D54XNvOFSuQ06jnJ94lc5ZukKCTZ1WrAZoMSEFFejaitkjPTpE0kd4uaK+3//BJVcSt+0VpqVymoFEs3u6v0L2OjucB2h+hzZP9ngLPBStgAA0PE7VM3GuleLVviwCN2rdFlse1EcCDFmIXgbuOaK3HkB7NnHrPrcgEvggvMx7EaCje69upqgAJ0RB3H0hJ/nHtdtm846BGYb/4vIhc+FcFFRsR1ENB7AGb1Fgx3xHUH6Mmpl3TLyTbhx+4+/R5/SRAAi4kABGY4RMWyvC+rdWIwTM0YONuTcNFKmLTOuW156k1ENlEajOcjO448PxESmWiBPEkr3dWfTZWLF3Qlm78+MlTFSYsXTSXlCj8qcCpCkcienaamIprX+6jbZ++nyeWngX+dvrsH+oUhkAQsoEGjJypLfRelsrujvcEr/lFAnAAzfVfL5+XyKd7CgxnrRfJjgRMI0Cj1rQVjcTzwYYKyoWJEvyjkuw4sEFDU/GRA9rYmorDqOs9dKr06djACKPWcc7YhGJT+n6qpPJlhc9kxKRFqvYZM2YMZYD+g/4BW6Rw3k9UTIqDBEiABJBuiJRSGHUoZ4AoH0bwqd9UPb1n+3py+849bbfWvG5F/QwGRGQQqen2VW1VDHbn4UwkB/NBHe7wiQulX6eG8slHGdSYixM7llGCSc7WDfNG+qmfbwt58OixdOz7vWTJmFZLXS79eV0FgtYH7pP2zaqrUQsHQNSoXkZH9935/nbltb9uKYMrz8ljkUBEEKBRGxHUec4XCMCz2G/4dN2AwLve0KecephnL12vdULoyRby/LlbC0c5W3aIYs1bvlHqVisl5/+4IuNn/qipdPHixhbUkE2avVIuXLoqI/u3sfWh4+1DAiTg2QSmzFul5Qloo2al3oII6i3xHB3cvZlk/CCVikdt3xck9aqX1vKGnn4/GNX2Boq/34ydq7WzZYrm1mdkyuRJ5MDR0zJ49Gytv4Vh6wkDysAYYIG2LugLjz6lyHhC9s/QcfM1Qo/+rpboFu6RiqUKauaUl1cUT8DkkXNEcABtfTq3rGmUOrhHLiYn/UoCNGp5g0QKAohOWrVRaFkABdD9R09pim7VcoV1swbRFL+eLUJFen/eeUjVhD8vmc/tPc6Y46gflki/zo00ldCqIYOSZ9lieSPFOvEiSIAEIp4AIrX7j5yS6QtXa50knhGIxqAef83mvTJz8Rqtq8ycPrXW2EWJIioghPEq0amIn1nYrwC1gn8/C1H9AUQre3Wop8bbklWBcuHiVU23dTaQOYR6UyhFm6ZXcCj4F/l+2jJ9l6RNneyF1FNwGj11qWo7wBi+/+ChOgA+eD9F2BeA3yABEiCBSEKARm0kWQhPvowbt+5K98GTpaFPWe215jhg3CHNDkYfBjZoSJ9DSt2v5y7K/QePJOfHGd0eITal6Ek5efZKKVogh/z99zO5c/d+qB6/bj9JToAESMBlBCxhmJu37sqsJWulTaOqqpa8Y1+wzFq8Tvx6NtfopaPqPNTYISZjkjEHFj+t3ykLftwkeXJmkX2HT2rLtKL5nZdtoNxl4MhZEj9uHOnY0keyfZjOGB5wekAsa+KsH9WpgRTkGpWKqUPjzt0HoXr/WgJCp878bovsuuwG5YFIgARIIBwJ0KgNR9g81csJwGMeO1YMp9FWx15r8CyjHuz4qXPa9gfRXJMG2lIgXQhKnxDMyuEh6XMmrSHnQgLhSQAG3aRZK+X6rTtq2MJotbQIUiZLLH7j5qvjDwq5qKX0GztPe52iZh/ROpNST2HA/fLbRXkvUXxJkSzxKw1VGHT4LJ61rRtUsdUeh+fave1z4V3y/TR/jVjDwYE+t0EnQivgwhEAUcYOzao75YX0ZTgB8ubMoiKGHCRAAiQQGQnQqI2Mq8JrshFw7N9q/cETlPyw+YweLZpRG07e2iRAAm+HAKJzO/YFydhpy+SPS1e1drJy2UKyY2+wGjKDuze1qc7DmEPN/thp/pI2VXIjWqa9LlX0/x4z1V9u372v6rCli+aWo8fPyPqt+7XVSfRoUV/3UG73ORi4fYZNk+5takumD1Lr9aN3ac+hU6Rdky/kk6zpJfjUOflhzkp1jNT/sozk//QjVexnKxi3W25eMAl4HAEatR635O4zYavnoNW/1erB6Kjk9+jxUxk0apZULVdE8npncZ8J8kpJgARI4C0SgBCdr98P0uDLspLv06xy4pfzsmX3ETVo8nlnleciMuC7mZqWmjVT2rd4JZHj0KijRdsb1I6WKZZHdu0/Jv4BWyUkJEQqlSkotauW1BrTwJ2HpXGtzwVtckwaiLbiHqhZubhGZPGORa31w0ePNSto8/ZDMnnOSo3qJk+aSMZO9Zc0qZJqZLdvp4ZsBWTSzcC5kICBBGjUGriopkzJWa81zA0vZrSqsOrFIDLVb8QMVfW7fuOO1KpaQj3MMWO8YwoKzoMESIAEwkwAgkBbdx+RTq185Pwff0ovvylSu1opefz4iUZvc3ycUaAgDIMFavPL12yTBPHe1R6vJg7LyO/UwkfVoTGCTv4m42cs10h2vHdjq9G7ecchFesrlDe7GrpI2zVxIAUddcUQFcP7svOACdKldU1byQvKgnp8M1m8s2UyTmDMxPXknEjA0wnQqPX0O8DN5m+JRpUo7K2KwNdv3pHe307T2jDUnt67/1AGjZ6tUQird6ObTZGXSwIkQAIuJwAjFkZMl1Y1NUr37FmIfDt+gbyXOL4aLBcuXZO2vcZo1BL/9mXFYlK6SC6jaigRmZyxaI1GYr9qWFXSvZ9cRkxcJKWL5tL3yfa9QSrWN6BLI9VtQI/w7XuDZVjvlrbUbZcvTAQecN6yDSosVu3zIrJ+y37Ztueo9O3YwLbmEBhDOvvArk3YCiYC14mnJgESeD0CNGpfjxM/FUkIIF0M0YT+XRrpyxhtgFBfi/oxpCdj0/LD3FUqOoVoLQcJkAAJkMA/PWx7+k2R9k2rS6G82eT0mQsyfOJCGeLbQo1YZL/gf+tUK6U9bYdNWCAfZU4rTWqVNwofao9Pn72gEWz0s0WP1oFdG8vTp89CqQJj0hBPQhZQ76/rS+oU7znlYIr2AZwe5y5csbVAcnQgG3UTcDIkQAJGEqBRa+SymjspbEjQxxa1TjBmUQ/W6+v6kv7f/noQwujp94P0aFtXPsyQRiA0tWnbAXkW8lyKF/LWlDIOEiABEvBEAmfOXZQ5SzdI0Mmz+vyEsQZFZMeSDrBBWcfmHQeld4f6GrV0HPbPYndlifpZqPni/eFMFXj1pj2yc3+wLXqJ98u53y9r71coK0OpHunKuXNmkQol87srBr3us79flj7fTpNmdSuoUva+w6ckYOMutpRz61XlxZOAZxGgUetZ623UbJE6FSWKl9SuWkLT6RwFpPYcPKGtGnwqF5eECeLKkp8CpWblEvJ5ibzG9CM0akE5GRIggXAhcPP2XVm6aovUqlJCokWLpn3ArZIOXAAElQaOmi0Fc2eT8iXz6X+f+PV3vTY4C1F/CUMYokKDuzeTRAnihst1v62TwFhFC6SeHerZxJAsB2nX1rUkc4Y0sixgq0xfuEaK5Msux06dk8L5PpHM6VNrb1x7Zem3dY3hcdwLl67K/OWb5FDwL/LntRsyemA7tpQLD/A8BwmQgEsI0Kh1CUYeJDIQQP2PlU4XO2YMTSVDKl3hvNn18q5dv6UpdR2b15CUyZNEhkvmNZAACZBAhBKAKNK6n/dK/y6NJVbMf8T1EKW12gCh9U2/4TM0opksSUKN8iLCO3PRWtUt+KxAjgi9fledHGnE70SP5lQV+FDQLzJ57k8qqIRsHxj5KHNZtHKzDO/T2rj+tki7Dtx5SKpX/Mxp73hXMedxSIAESMCVBGjUupImjxVhBNBTb/iEhfLxh+k0ne5g0GmZ679BPeixY8W0XRfUHN+NHVOuXL0hFy5fU6+8qcqWEbYYPDEJkIDbEHBMI7ZvAwR15MGjZ2u0DsJRXl5RtDa366BJkjXj+6EMYbeZ8GtcqL0qcPL3EoaKWltfd5aubH9ocI0SRZgV9Bq8+RESIAEScAUBGrWuoMhjRAoCMGyxiYBg1LrAfXL0xBmb0qd1gQ8ePpLRU/y1jUW2LB/IkWO/ymcFc0rdL0rRIx0pVpEXQQIkEJEE7I21Y6fPyaTZK2VY71YSP14cvSzoFPgOmSJtm1QzNjUVkdhrN25rmyOkamO+ECOEExQD9ch9hk17Ze9WcPx552HxbVuHmUEReUPz3CRAAh5DgEatxyy1Z03UEpHybVfX1o8QBLDRmDJvlYwd3F4yfZBaoPA4dNw8qV6+qHzyUQbPgsTZkgAJkIADARhxUSSKJIj/rj4v7RVxoS4/dX6APHz0WL5qVFWuXrspY6b6y9XrN41sAQQ0cIT2HT5DM4BQyvIsJEQmzPxR1ffRCgl6Do7DMnrRD/jr5jWMS0/mj4YESIAEIiMBGrWRcVV4TS4hgBTkQaNmq8hHoTzZpFDeT1QQBSqVa3/eq/8OkamFKzZL+vdTStlieVxyXh6EBEiABEwgsG1PkKxYt136d24k78aJpX1uB46cZastHTpuvmRKn1pKFv5UlgZskct/XpcebeuEKvkwgQMye9Da587dBxI1qpeyQC1t0iQJXpievWAhPl80/yeSJ2cW/Rz6qKNuF/XJHCRAAiRAAq4lQKPWtTx5tEhGABuM8xeuSLy4cSRatKjiN3ae+LavKwnivSvBp87JqMmLNb1szKD2+r89vpksV67dFJ9KxaR1gyoareAgARIgAU8kgOfnvGUbZfbiddrD9satu9KyfmX5onwRjViOnLRYDdhWDSsrnjlL1kvRAjlsabomMUOU+tadezJ22jLJ/2lWKVssr9PpQbDw++nLZVC3JjJ7yTopku8foxZZQVDjL1Ywp5QqksskNJwLCZAACUQKAjRqI8Uy8CLCgwDqpNBTsGSRXDZFZPwbUsVSp3xPBnw3S0oXzSXFCnprf0a0AILQ1HuJX/TGh8f18hwkQAIkEBkIoB/roeBfZe6y9TKoa1OJ+25s1S+Akdv/u5kqGoVUXLQHMl0c6dmzEF0SRGwdBwxXqz0S3iP9R8xUBwCMWntFafDjIAESIAEScC0BGrWu5cmjRXICSCPDJgy1URVLFdAIbpzYMcWqFTt7/rL06Vhf66V+3nFIsmZOpy0cOEiABEjA0wnAuI0ePZos/ilQUiZLrM9RpNQOGj1b8nln1RY/njxguAZs3CX9uzTSHuowcGtWKS4Z0qaS3t9OlWZ1KxorruXJ6865kwAJRA4CNGojxzrwKsKRwIOHj2XD1v2yfss+aVKrvGTNlFaiRfWSkOfPZdyM5drup3eH+pp6jPS7gI27NWqbMV0qaVqnvKRJmTQcr5anIgESIIHIReDX3y5qjWnL+pWkUJ7sMnfZBrl95560b1o9cl1oOF7N9Zt3pPe306RVg8pquCJqi77pdauVlN0Hj2tGEBSUoc4P5wDeQ3HixKTqfjiuEU9FAiRgNgEatWavL2f3GgRmLlqr7SqqliusdWLjpi+XeHFjq8EbfOo3GT1lqfRsX083bfhb87oVqWb5Glz5ERIgAXMJoLUPlJBXrN0u2bOmlwFdGkuKZInNnfB/zCzo5G+y99AJaehTVg1Vy6hFNHue/wbp9XV9eT9VUlm2eptMX7Ba3zEwbju3qqlChs5UlD0WJidOAiRAAm9AgEbtG0DjV8wicO36LekzbLp8mj2TVC5bSOb5b5SECd5Vo/bUmQvSb/h0Gdy9mbYGQoRi+74gqVe9ND3sZt0GnA0JkAAJuIwAjFq/7+fKb79fkXLF80idaqVk6+6jMmLiQhnv11ENXER3h4ydKy3qVZIPM6Rx2bl5IBIgARLwRAI0aj1x1TnnFwhAMGrT9oOyYt0O+SRremlQo6zEjPmORPXykjWb98rMxWu0jUXm9Knl+XMRL68XexMSKwmQAAmQAAmAANT0W/cYpS18RvZvI7FjxdB+t6lTvCcHjp5WYa1CebPJ1HkBkiZVUildJJfcufdAEieMx6gtbyESIAESeAMCNGrfABq/Yj6Bq3/dkllL1kqbRlVVNGrHvmCZtXid+PVsLkkSxTcfAGdIAiRAAiTwxgQgPoi2cSEhIVpjCyP3mzFzxbddXRUnXL1ptzpR//77mfTt1FDbzCFqi/8Pw5aDBEiABEggbARo1IaNFz/tIQQgEDVp1kq5fuuOGrZP/34mvYdOlT4dG0i6NMk9hAKnSQIkQAIk4AoCDx4+ksGj52jpykeZ0+khUZd84OgpbTN37vcrMmX+KunbsaEavY7j0eMnmq4M1WnW37piRXgMEiAB0wjQqDVtRTkflxEICXkuO/YFydhpy+SPS/8oV6LmFiIgHCRAAiRAAiQQFgK7DxyX76cvk7aNq0ke7yyh3iX7Dp+UVRt3qfI+2ibdun1Ppi4IkJKFPxXvbJnkyPEzKszVr1NDZguFBTo/SwIk4DEEaNR6zFJzoiRAAiRAAiRAAhFJ4MKlq2qcoq0cDNSyxfLq5SxbvVUjtxCNQj91tAcqXTS31KlWUlvLoSQmbepkjNJG5OLx3CRAApGaAI3aSL08vDgSIAESIAESIAHTCYyd5i9pUyfX9GL0t+3aupbkzvGhTnv+8o2h+tyazoLzIwESIIE3IUCj9k2o8TskQAIkQAIkQAIk4AIC6Fc7eMwcFZN6+PCJ9OvcUFWSMX6/eFX6DJumAlIpkiaWgE275Oatu1K8kLdkTJeKkVsX8OchSIAEzCBAo9aMdeQsSIAESIAESIAE3JAAjNrJc37SNGOkH6P9Dwb+e9z05fJe4vjiU7m4TJy1Qu7dfyiF8mTXdOWcH2eU+jXKUOfBDdecl0wCJOB6AjRqXc+URyQBEiABEiABEiCB/4kAxKFg1KKVXPy4cTSa+0nWDPJF+SLy8NFjGTZ+ofhULmZTU/6fTsYvkwAJkICbE6BR6+YLyMsnARIgARIgARIwi8DDR0+k/4gZUqKwt01M6sy5i+LrN0Ua+Xwun5fIK4+fPJVo0aIyUmvW0nM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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#считаем средний процент выздоровлений для каждой страны\n", "bar_data = covid_df.groupby(\n", " by='country',\n", " as_index=False\n", ")[['recover_rate']].mean().nlargest(10, columns=['recover_rate'])\n", "\n", "#строим график\n", "fig = px.bar(\n", " data_frame=bar_data, #датафрейм\n", " x=\"country\", #ось x\n", " y=\"recover_rate\", #ось y\n", " color='country', #расцветка в зависимости от страны\n", " text = 'recover_rate', #текст на столбцах\n", " orientation='v', #ориентация графика\n", " height=500, #высота\n", " width=1000, #ширина\n", " title='Top 10 Countries for Recovery Rate' #заголовок\n", ")\n", "\n", "#отображаем его\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "458ddb0b-ae45-4f77-af62-366e868e5ac2", "metadata": {}, "source": [ "А теперь построим что-нибудь новенькое, специфичное для библиотеки plotly. Например график treemap() (древесная или иерархическая диаграмма). Такой график используется для исследования показателя, когда число возможных категорий велико (например, число стран в таблице covid_df).\n", "\n", "Основные параметры метода treemap():\n", "* data_frame - ну собственно DataFrame, по которому строим график\n", "* path - категориальные признаки (их может быть несколько), в разрезе которых строится диаграмма\n", "* values - показатель, по которому рассчитываются размеры прямоугольников\n", "\n", "Построим иерархическую диаграмму для среднего ежедневного показателя выздоровевших пациентов (daily_recovered) во всех странах. \n" ] }, { "cell_type": "code", "execution_count": 25, "id": "a550ea86-dac7-4c14-8201-7c37eab21211", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "branchvalues": "total", "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "labels=%{label}
daily_recovered=%{value}
parent=%{parent}
id=%{id}", "ids": [ "Afghanistan", "Albania", "Algeria", "Andorra", "Angola", "Antigua and Barbuda", "Argentina", "Armenia", "Aruba", "Australia", "Austria", "Azerbaijan", "Bahamas", "Bahrain", "Bangladesh", "Barbados", "Belarus", "Belgium", "Belize", "Benin", "Bhutan", "Bolivia", "Bosnia and Herzegovina", "Botswana", "Brazil", "Brunei", "Bulgaria", "Burkina Faso", "Burma", "Burundi", "Cabo Verde", "Cambodia", "Cameroon", "Canada", "Cape Verde", "Cayman Islands", "Central African Republic", "Chad", "Channel Islands", "Chile", "China", "Colombia", "Comoros", "Congo", "Costa Rica", "Croatia", "Cuba", "Curacao", "Cyprus", "Czech Republic", "Democratic Republic of Congo", "Denmark", "Diamond Princess", "Djibouti", "Dominica", "Dominican Republic", "East Timor", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Estonia", "Eswatini", "Ethiopia", "Faroe Islands", "Fiji", "Finland", "France", "French Guiana", "Gabon", "Gambia", "Georgia", "Germany", "Ghana", "Gibraltar", "Greece", "Greenland", "Grenada", "Guadeloupe", "Guam", "Guatemala", "Guernsey", "Guinea", "Guinea-Bissau", "Guyana", "Haiti", "Holy See", "Honduras", "Hong Kong", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Israel", "Italy", "Ivory Coast", "Jamaica", "Japan", "Jersey", "Jordan", "Kazakhstan", "Kenya", "Kiribati", "Kosovo", "Kuwait", "Kyrgyzstan", "Laos", "Latvia", "Lebanon", "Lesotho", "Liberia", "Libya", "Liechtenstein", "Lithuania", "Luxembourg", "MS Zaandam", "Macau", "Madagascar", "Malawi", "Malaysia", "Maldives", "Mali", "Malta", "Marshall Islands", "Martinique", "Mauritania", "Mauritius", "Mayotte", "Mexico", "Micronesia", "Moldova", "Monaco", "Mongolia", "Montenegro", "Morocco", "Mozambique", "Namibia", "Nepal", "Netherlands", "New Zealand", "Nicaragua", "Niger", "Nigeria", "North Ireland", "North Macedonia", "Norway", "Oman", "Others", "Pakistan", "Palestine", "Panama", "Papua New Guinea", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Puerto Rico", "Qatar", "Republic of Ireland", "Reunion", "Romania", "Russia", "Rwanda", "Saint Barthelemy", "Saint Kitts and Nevis", "Saint Lucia", "Saint Vincent and the Grenadines", "Samoa", "San Marino", "Sao Tome and Principe", "Saudi Arabia", "Senegal", "Serbia", "Seychelles", "Sierra Leone", "Singapore", "Sint Maarten", "Slovakia", "Slovenia", "Solomon Islands", "Somalia", "South Africa", "South Korea", "South Sudan", "Spain", "Sri Lanka", "Sudan", "Suriname", "Sweden", "Switzerland", "Syria", "Taiwan", "Tajikistan", "Tanzania", "Thailand", "Timor-Leste", "Togo", "Trinidad and Tobago", "Tunisia", "Turkey", "Uganda", "Ukraine", "United Arab Emirates", "United Kingdom", "United States", "Uruguay", "Uzbekistan", "Vanuatu", "Vatican City", "Venezuela", "Vietnam", "West Bank and Gaza", "Yemen", "Zambia", "Zimbabwe", "occupied Palestinian territory" ], "labels": [ "Afghanistan", "Albania", "Algeria", "Andorra", "Angola", "Antigua and Barbuda", "Argentina", "Armenia", "Aruba", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#считаем среднюю ежедневную заболеваемость по странам\n", "treemap_data = covid_df.groupby(\n", " by='country',\n", " as_index=False\n", ")[['daily_recovered']].mean()\n", "\n", "#строим график\n", "fig = px.treemap(\n", " data_frame=treemap_data, #датафрейм\n", " path=['country'], #кат. признак, для которого строится график\n", " values='daily_recovered', #параметр, который сравнивается\n", " height=500, #высота\n", " width=700, #ширина\n", " title='Daily Recovered Cases by Country' #заголовок\n", ")\n", "\n", "#отображаем его\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "ad81e801-f0c7-4d9f-a949-8427d03d3a35", "metadata": {}, "source": [ "С помощью plotly.express можно строить даже анимированные графики. Например, для нашей задачи отлично подойдет график под названием choropleth() (тепловая картограмма) - это тепловая карта, которая строится на географической карте мира. Чтобы показать, как изменяется значение показателя на карте во времени можно добавить анимацию в график.\n", "Отличительные параметры метода choropleth():\n", "* data_frame - ну вы поняли\n", "* locations - название столбца из которого берутся локации (столбец со странами или регионами)\n", "* locationmode - режим геопривязки, определяет как будет производиться сопоставление данных с картой в plotly (возможно сопоставление по название страны - \"country_name\" - или по её трёхзначному шифру согласно по ее международному стандарту \"ISO-3\")\n", "* range_color - диапазон изменения цвета\n", "* animation_frame - анимирующий признак, изменяя который мы получаем анимацию\n", "* color_continuous_scale - цветовая палитра\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "a3a92b75-f7f5-4e8a-9c7a-68b0fb34bd1f", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-02-08
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "France", "United Arab Emirates", "Singapore", "Nepal", "South Korea", "Macau", "Russia", "Belgium", "Malaysia", "Sri Lanka", "Vietnam", "Philippines", "Hong Kong", "Finland", "Cambodia", "Australia", "United Kingdom", "Others", "United States", "Thailand", "Japan", "Italy", "China", "Sweden", "Kiribati", "Germany", "Spain", "Taiwan", "India", "Canada" ], "name": "", "type": "choropleth", "z": [ 11, 7, 33, 1, 24, 10, 2, 1, 16, 1, 13, 3, 26, 1, 1, 15, 3, 61, 12, 32, 25, 3, 36778, 1, 0, 13, 1, 17, 3, 7 ] } ], "frames": [ { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-22
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Japan", "Hong Kong", "China", "Thailand", "Taiwan", "Macau", "Kiribati", "South Korea", "United States" ], "name": "", "type": "choropleth", "z": [ 2, 0, 547, 4, 1, 1, 0, 1, 1 ] } ], "name": "2020-01-22" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-23
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Mexico", "United States", "Taiwan", "Vietnam", "Malaysia", "Thailand", "Japan", "Hong Kong", "South Korea", "Philippines", "Colombia", "Brazil", "Macau", "Singapore", "Australia", "Kiribati", "China" ], "name": "", "type": "choropleth", "z": [ 0, 1, 1, 2, 0, 4, 1, 2, 1, 0, 0, 0, 2, 1, 0, 0, 1082 ] } ], "name": "2020-01-23" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-24
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Hong Kong", "Singapore", "Japan", "United States", "Kiribati", "France", "Vietnam", "Taiwan", "Thailand", "South Korea", "China", "Macau" ], "name": "", "type": "choropleth", "z": [ 2, 3, 2, 2, 0, 2, 2, 3, 5, 2, 916, 2 ] } ], "name": "2020-01-24" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-25
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Singapore", "South Korea", "Malaysia", "France", "Japan", "Nepal", "Macau", "China", "Vietnam", "Australia", "Thailand", "Hong Kong", "Taiwan", "United States", "Kiribati" ], "name": "", "type": "choropleth", "z": [ 3, 2, 3, 3, 2, 1, 2, 1399, 2, 4, 6, 5, 3, 2, 0 ] } ], "name": "2020-01-25" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-26
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Kiribati", "Japan", "United States", "Vietnam", "Singapore", "France", "Nepal", "Hong Kong", "Macau", "Australia", "China", "South Korea", "Thailand", "Taiwan", "Canada", "Malaysia" ], "name": "", "type": "choropleth", "z": [ 0, 4, 5, 2, 4, 3, 1, 8, 5, 4, 2062, 3, 8, 4, 1, 4 ] } ], "name": "2020-01-26" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-27
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Kiribati", "Australia", "Malaysia", "South Korea", "Thailand", "Singapore", "France", "Sri Lanka", "Canada", "Ivory Coast", "Vietnam", "United States", "Taiwan", "Japan", "Hong Kong", "Macau", "Cambodia", "Nepal", "China" ], "name": "", "type": "choropleth", "z": [ 0, 5, 4, 4, 8, 5, 3, 1, 1, 1, 2, 5, 5, 4, 8, 6, 1, 1, 2863 ] } ], "name": "2020-01-27" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-28
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Hong Kong", "Macau", "China", "Japan", "United States", "Canada", "Taiwan", "Malaysia", "Cambodia", "Nepal", "Thailand", "Singapore", "Germany", "Kiribati", "South Korea", "Vietnam", "Australia", "Sri Lanka", "France" ], "name": "", "type": "choropleth", "z": [ 8, 7, 5494, 7, 5, 2, 8, 4, 1, 1, 14, 7, 4, 0, 4, 2, 5, 1, 4 ] } ], "name": "2020-01-28" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-29
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "United States", "Finland", "Vietnam", "United Arab Emirates", "Taiwan", "Macau", "Sri Lanka", "China", "Malaysia", "Nepal", "Singapore", "Japan", "South Korea", "Germany", "Thailand", "Hong Kong", "Kiribati", "Cambodia", "Australia", "Canada", "France" ], "name": "", "type": "choropleth", "z": [ 5, 1, 2, 4, 8, 7, 1, 6070, 7, 1, 7, 7, 4, 4, 14, 10, 0, 1, 5, 2, 5 ] } ], "name": "2020-01-29" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-30
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "France", "Cambodia", "Malaysia", "Japan", "Kiribati", "China", "India", "Vietnam", "Germany", "United States", "Nepal", "Hong Kong", "Macau", "South Korea", "Canada", "Philippines", "Sri Lanka", "Taiwan", "United Arab Emirates", "Singapore", "Australia", "Finland", "Thailand" ], "name": "", "type": "choropleth", "z": [ 5, 1, 8, 11, 0, 8124, 1, 2, 4, 5, 1, 10, 7, 4, 3, 1, 1, 9, 4, 10, 9, 1, 14 ] } ], "name": "2020-01-30" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-01-31
country=%{location}
confirmed=%{z}", "locationmode": "country names", "locations": [ "Singapore", "Japan", "Philippines", "Hong Kong", "Italy", "Kiribati", "Cambodia", "Russia", "Thailand", "Germany", "China", "Canada", "France", "United Kingdom", "Australia", "South Korea", "Nepal", "United States", "Macau", "Finland", "India", "Sweden", "United Arab Emirates", "Vietnam", "Taiwan", "Malaysia", "Sri Lanka" ], "name": "", "type": "choropleth", "z": [ 13, 15, 1, 12, 2, 0, 1, 2, 19, 5, 9783, 3, 5, 2, 9, 11, 1, 6, 7, 1, 1, 1, 4, 2, 10, 8, 1 ] } ], "name": "2020-01-31" }, { "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "date=2020-02-01
country=%{location}
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