From c1b0b81559a2ead4053d162759c09564ae96f1b9 Mon Sep 17 00:00:00 2001 From: kypena Date: Thu, 14 Nov 2024 20:04:13 +0300 Subject: [PATCH 1/3] ignore git.ipynb --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 03227e8..9acbda3 100644 --- a/.gitignore +++ b/.gitignore @@ -240,3 +240,4 @@ coverage/ .pre-commit-config.yaml DIRECTORY.md README.md +git.ipynb From 593fa46dc5a7faf553c7d35d9fc87172677388db Mon Sep 17 00:00:00 2001 From: kypena Date: Wed, 27 Nov 2024 22:01:48 +0300 Subject: [PATCH 2/3] clean code --- python/clean_code_conspect.ipynb | 3550 +++++++++++++++++++++-------- python/clean_code_conspect2.ipynb | 2093 +++++++++++++++++ 2 files changed, 4654 insertions(+), 989 deletions(-) create mode 100644 python/clean_code_conspect2.ipynb diff --git a/python/clean_code_conspect.ipynb b/python/clean_code_conspect.ipynb index 7aed154..5f65839 100644 --- a/python/clean_code_conspect.ipynb +++ b/python/clean_code_conspect.ipynb @@ -1,991 +1,2563 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"Module on conspect of the book CHISTYI COD.\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Раздел [«Naming Conventions»](https://www.python.org/dev/peps/pep-0008/#naming-conventions)\n", - "." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "npLrEJqsaXCl" - }, - "source": [ - "PEP 8 содержит напоминание о том, что программист\n", - "не обязан неуклонно следовать PEP 8. Важнейший фактор удобочитаемости — не\n", - "выбор схемы, а последовательность в применении этой схемы" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2p4kYR1SYiiz" - }, - "source": [ - "Идентификаторах Python различается регистр символов и они не могут\n", - "содержать пробельные символы.\n", - "* Змеиный регистр ( **snake_case** ) разделяет слова символом подчеркивания,который напоминает ползущую между словами змею. В этом случае все буквы записываются в нижнем регистре , а *константы* часто записываются в верхнем змеином регистре ( **UPPER_SNAKE_CASE **).\n", - "* Верблюжий регистр ( **camelCase** ) — слова записываются в нижнем регистре,\n", - "но второе и следующие слова начинаются с заглавной. Эта схема в большин-\n", - "стве случаев подразумевает, что первое слово начинается с буквы нижнего\n", - "регистра. Буквы верхнего регистра напоминают верблюжьи горбы.\n", - "* Схема Pascal (PascalCase) — названа так, потому что применяется в языке\n", - "программирования Pascal; аналогична схеме верблюжьего регистра, но первое\n", - "слово в ней тоже начинается с заглавной.\n", - "* snake_case и camelCase - самые распростроненные. 1 проект - 1 стиль!\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "0zvC340YZei1" - }, - "source": [ - "**Соглашения об именах PEP 8**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Q_QAfsLdZj9o" - }, - "source": [ - "* **Все буквы должны быть буквами ASCII** — то есть латинскими буквами\n", - "верхнего и нижнего регистров без диакритических знаков.\n", - "* **Имена модулей** должны быть короткими и состоять только из букв нижнего\n", - "регистра.\n", - "* **Имена классов** необходимо записывать в схеме Pascal.\n", - "* **Имена констант** следует записывать в верхнем змеином регистре.\n", - "* **Имена функций**, методов и переменных записывают в нижнем змеином\n", - "регистре.\n", - "* **Первый аргумент методов** всегда должен называться self в нижнем регистре.\n", - "* **Первый аргумент методов классов** всегда должен называться cls в нижнем регистре.\n", - "* **Приватные атрибуты классов** всегда начинают с символа подчеркивания ( _ ).\n", - "* **Публичные атрибуты классов** никогда не начинают с символа подчеркива-\n", - "ния ( _ )." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "t_wHQVNUa3nt" - }, - "source": [ - "# **Длина имен**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "U5nVZtYDa40R" - }, - "source": [ - "Очевидно, имена не должны быть слишком короткими или слишком длинными.\n", - "Самая распространенная ошибка при выборе имен — суперкороткие имена. Они\n", - "зачастую кажутся вам понятными, когда вы впервые их записываете, но вы можете\n", - "забыть их точный смысл через несколько дней или недель." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vao-4pTVbHNH" - }, - "source": [ - "НЕЛЬЗЯ:\n", - "* Одно- или двухбуквенное имя (например, g )\n", - "* Сокращенные имена вида mon — могут означать monitor, month, monster\n", - "и множество других слов.\n", - "* Имя из одного слова — например, start (начало) — может трактоваться по-разному\n", - "* ИСКЛЮЧЕНИЯ:\n", - "* 1) x и y для декартовых координат\n", - "* 2) i, j, k - см ниже" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "QEu1JQPATFAd" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hS3H3e5edSKR" - }, - "source": [ - "**Слишком длинные имена**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "msSfXyJUdxUs" - }, - "source": [ - "Как правило, чем больше область видимости имени, тем более содержательным\n", - "оно должно быть. Короткое имя (например, payment ) хорошо подойдет для ло-\n", - "кальной переменной в одной короткой функции.Однако имя может оказаться\n", - "недостаточно содержательным, если использовать его для глобальной переменной\n", - "в 10 000-строчной программе, потому что в такой программе могут обрабатываться\n", - "различные виды платежных данных. В такой ситуации лучше использовать более\n", - "содержательное имя salesClientMonthlyPayment или annual_electric_bill_payment .\n", - "Дополнительные слова в имени уточняют смысл и устраняют неоднозначность.Лучше лишние пояснения, чем их нехватка.Не пропускайте буквы в своем коде.Старайтесь использовать короткие фразы, с которыми ваш код\n", - "читается как обычный текст. Например, имя number_of_trials читается лучше,\n", - "чем number_trials." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZwY4UrwheCwC" - }, - "source": [ - "**Префиксы в именах**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "RjGB3ovXeEk2" - }, - "source": [ - "Префиксы в именах иногда избыточны. Например, если у вас есть класс Cat с атри-\n", - "бутом weight , очевидно, что weight (вес) относится к кошке (cat). Таким образом,\n", - "имя catWeight будет слишком подробным и длинным.префиксы is и has у переменных, содержащих логические зна-\n", - "чения, или функций и методов, возвращающих логические значения, делают эти\n", - "имена более понятными." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "G5S1M1kPTLX6" - }, - "source": [ - "if item_under_repair.has_key('tires'):\n", - " is_vehicle = True" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "n9mjBznhfIxg" - }, - "source": [ - "**Последовательные числовые суффиксы в именах**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iZldvNknfTOu" - }, - "source": [ - "Имена переменных вида payment1 , payment2 и payment3 не сообщают читателю\n", - "кода, чем они различаются. Возможно, программисту стоит преобразовать эти три\n", - "переменные в один список или переменную-кортеж с именем payments , в которой\n", - "хранятся три значения." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IK8-mpabfcxo" - }, - "source": [ - "Функции вида makePayment1(amount) , makePayment2(amount) и т. д., вероятно, стоит преобразовать в одну функцию. Если эти функции обладают\n", - "разным поведением, оправдывающим определение отдельных функций, смысл\n", - "чисел должен быть отражен в имени, например: makeLowPriorityPayment(amount)\n", - "и makeHighPriorityPayment(amount) или make1stQuarterPayment(amount) и make2n\n", - "dQuarterPayment(amount) ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Iel2U0X7io2D" - }, - "source": [ - "**Выбирайте имена, пригодные для поиска**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XvuNy56_iwsW" - }, - "source": [ - "Во всех программах, кроме самых коротких, вам, вероятно, придется воспользо-\n", - "ваться редактором или функцией поиска ( Ctrl-F ) в IDE, чтобы найти упоминания\n", - "переменных и функций. сли вы будете выбирать короткие, обобщенные имена\n", - "переменных (например, num или a ), вы наверняка получите ряд ложных совпадений.Чтобы имя было найдено немедленно, создавайте уникальные имена с более длин-\n", - "ными именами переменных, которые содержат конкретную информацию.Лучше всего писать код, понятный тем, для кого английский язык не является\n", - "родным" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PRQneUwAwuHa" - }, - "source": [ - "**Не заменяйте встроенные имена**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "BviNXauBwvfO" - }, - "source": [ - "Никогда не используйте встроенные имена Python для своих переменных. Напри-\n", - "мер, присвоив переменной имя list или set , вы заместите функции Python list()\n", - "и set() , что позднее может привести к появлению ошибок" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7ykX8PziTX5R" - }, - "source": [ - 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)" 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)" 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)" 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "K9hL_tt1zTUF" - }, - "source": [ - "Наиболее часто заменяемые имена Python — all , any , date , email , file , format , hash ,\n", - "id , input , list , min , max , object , open , random , set , str , sum , test и type ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jvLPF4aRzbhu" - }, - "source": [ - "Другая распространенная проблема — присваивание файлам .py имен, совпада-\n", - "ющих с именами сторонних модулей" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "38fcxeYWzuTJ" - }, - "source": [ - "Другая распространенная проблема — присваивание файлам .py имен, совпада-\n", - "ющих с именами сторонних модулей. Например, если вы установили сторонний\n", - "модуль Pyperclip , но также создали файл pyperclip.py , команда import pyperclipИтоги\n", - "93\n", - "импортирует pyperclip.py вместо модуля Pyperclip . При попытке вызвать функцию\n", - "copy() или paste() модуля Pyperclip вы получите ошибку, в которой говорится,\n", - "что функции не существует:\n", - "![image.png](data:image/png;base64,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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ivj1CgW90QcM" - }, - "source": [ - "**Худшие из возможных имен**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "GVepmZ3GIb_R" - }, - "source": [ - "data, var, temperatureVariance" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ogCzoy25nb4Q" - }, - "source": [ - "Избегайте имен, уже используемых стандартной библиотекой Python, — таких как\n", - "all , any , date , email , file , format , hash , id , input , list , min , max , object , open , random ,\n", - "set , str , sum , test и type . Их применение может создать трудноуловимые ошибки\n", - "в вашем коде." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "rKu1ZWjFoHiz" - }, - "source": [ - "# Как понять сообщения об ошибках Python" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "im7-A3jEoJYi" - }, - "source": [ - "Процесс поиска\n", - "информации состоит из двух этапов: анализа трассировки и поиска текста сообще-\n", - "ния об ошибке в интернете." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "EOJNtHA4pW54" - }, - "source": [ - "**Анализ трассировки**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vkEYUbi6pYOy" - }, - "source": [ - "Программы Python аварийно завершаются, когда в коде возникает исключение,\n", - "не обработанное командой except. Трассировка\n", - "показывает, в какой точке вашей программы произошло исключение и последова-\n", - "тельность вызовов функций, которые к этой точке привели." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "wpzI697kUEmh" - }, - "source": [ - 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d1uMZ11P1nmvM5mkH2WlsMLV0ZWYtLwX61b3XY2Hiwd+1/yM4t5t+S67h+9GrVJzNPwotcvWNryEFZMWQ1m7sobY3nV7s2nQJl6t8iq7bu0ye/yQpBBydbmka9LRozck6YYVGnIr8Vb++MQQGrka12nXo2frja1kaDLMHqusbVnebvY2zrbO+Hr6AjDr9VlYW1kzqc0ks/sKIURJZVF31OHh4Rw9ehRra2s0Gg1eXl7FMo4jR45w+PBhdDodU6dONbR7d9Zx+JwCz04P7ySLWlc6MC4QDxcPzkefp61720LH8NfUt06vo4xdGbzre7Psz2WM2zmOxMxElvVaxspLeSU2Z5+YzdX7V/NibcvwWrXXcFQ5Ur98fQZuHkiGJoNvuj2s3b0nZA93U+4SnRbN1HZTTQ0BAGdbZ8buHEtsWixzOs8xtPeu0xufiz754veE7mGwx2CjNq1Oy8htI7n+z+vUKGN+AY8lby7BVmnLyG0jyczNpFbZWmwYuIFX3F8p9JoJIURJJJXJXqDEFPhgvhX+Xz9cteplris97+Q8OlTtwBs13wDyXnwbGjCULYO2YG31dH9DanQa0nPSjWYChBCiNJJELYQQQpRgFvWMWgghhLA0kqiFEEKIEuylTNQy7S2EEKK0eCkTtRBCCFFaWGSiTk1NZe7cuYSGFlLuC4iNVdCjR+EvxwUGKuje3YYRI1QkJ5uO+23Nl0SGXSlw27NYlEMIIcTLxSIT9fHjx3F3f7aVqHbvVjJ+vJb16zWUfcIvfh5nUY6srCwyMswX+BBCCGH5LKrgCUBsbCwqlQonJ9NVu/R6eO89FSkpGCXdkBAFM2aosLXVY2MDK1ZosLODzz+35uBBJc7Oeg4ftmLxYg1lypgew5mD60CvR6fTMvCdhVir8qpxbT+qYNrbOqPYRxflaOnxMFsvXLiQqKgofHzyFwURQgjx8rC4O+ojR47w2muvmY05fNgKnQ42bNAwcODDutBTp6r48stc1q/X8MorOvz8lAB89VUufftqefddLT4+5pM0QC2Pdgx+bzGVqjXgypmdwOMvyjFmzBimTZtW+AkLIYSwaBZ1R3379m1cXFxwdHQ0GxcWpqBx47y710aNHt7FXr+uYPlyJaDkwQPo2PHJqoVVcKuV98/KtYmJCC40vqBFOWrWrPlExxZCCGFZLCpR37t3j4iICNauXUtMTAyJiYm4uLhQ9m8PlevU0bNjR95kQnj4wxe5PDz0fP55LjVr5iXN3NwnG0d89G1q1GtNQsxtyrtWA4wX5bC3NY4PiQDPTsZtQUFBZGVl0apVqycbhBBCCItgUYm6Y8eOdOzYEYCNGzfSunXrfEkaoGtXHQEBSqZPV5GW9rB9yRIN06erUKn0aDQKJk7MpXNnXb79C3P7+lluB59Bp9fSoecYQ/vjLMqxceNGeUYthBDi5az1XVxkUQ4hhBCPSxK1EEIIUYJZ3FvfQgghhCWRRC2EEEKUYC9loo6JiSnuIQghhBBF8lImaiGEEKK0sKhEnZmZyVdffcWqVatYtWoVN27cKO4hFYnvwlFkZTwoNE6bq+HCic0Fbpvvq+DoH8aLe0Rs387NFSsMv+ekpPD7O+9wYvRojg4eTNzp04ZtsceP8yAs7AnPIE+Ynx86jeap+rgbEMCx4cO5NGuW2bh9Xbua3JaTnMzv77xj1Hb+449Jv3s3X+zfrxHIQilCiJLFohI1gKurK+PGjWPcuHE0aNCguIdTJGOmrcbOwXRt8r9otRr+PLElX/uDdDj2h4Iubcy/wH/L1xf3Hj3otG4dnTdupGzjxoZtscePk3b79uMP/hG3f/0VXU7OU/URHhDAK0uX0qKQRG3OLV9fag4datRWd8wYri9bVqT9TS2UIoQQxcGiCp4AJCQksGrVKpycnPD09MTBweGFHn/rqs/Q5mpQl6lA+oNE+r09B2uVLYHn93LjyjFsbO3JynhA+x5v4+pWmz3rF3Dr6nEmzt1pSNbLZw2gceseJMVH4VTGlW4DP+LOjfNcPLWV5Ph7/LbmSypXa0C7bqMA2HNKQacCCpiVa9oUpzp1jNriz57FrVs3bF1cUDk7A3Bp1izunzxJcmAgkbt20ejjj3Fwd+fEqFGo1Gpy09Px+PBDXDt0AODCp5+itLNDm5VFRnQ0rRcs4NqiRaRHRnLhs8+wdnCg1YIFJq9RSnAwl+fMwVqtRqVW02bxYjRpaVyePZuUoCAuz52Lunp1mnzyick+9DodFz75hIzoaMo2akSTmTMN26L27MFj4kTja9GsGfFTpqDXalEolWavkamFUoQQojhYVKK2tbVl6tSp2NnZcebMGfbs2cOgQYNe+DgaNO9C03aenNjtQ+D5vTTv0A+ArPQUBo43TmD9xszFd+EoozadNpc2XYbh6FSe5bMG8MaAydRs0Bb3mo35+dvx9Bsz1yg++LaCBjXzJxR1rVrG43r3XQIXL+aQlxcOVavSZvFi1DVq0GLWLK7Mm4dr+/a4detmiO/w009Yq9WkR0RwbvJkum7dathm6+qKxwcfGH5vu2QJhzw9aTV/PtaF1Fq/+vXXNP3kE8o1b87FL74g+uBB3Hv2pO2SJRwbOpQWs2dj5+pqtg9dTg71JkzAqU4djg0fzoOwMJxq10an0aDLzkZpa5tvH1sXFzLu3cOxWjWT1+gvfy2U0tLD7DCEEOK5s6ipbysrK+zs7ABo3Lgx0dHRxTKOshWqAFCuQhUS4yIN7VVqNS3S/kprFY5O5fN+VqrQ5hY+nVyUaVprtZrms2bR5/Rpag0bRuCiRSZjdTk5BC1dyvkpUwhasoTcR2utAi4tWxZ+QBPSw8Nxrl8fAOd69UgLD3/sPhRKpeFO2LlOHTIiIgrfSa8HRdGePectlCKEEMXPohJ1dnY2fxVai4yMpEKFCsUyjrh7eWtWxkWHUc61iqHd6pEp1yehVKrQafOvFOJRU09I/vek8smIikKvyytf6lC1quFnACsbG6Pny/cOHEChVNL2u+/wmDSJvxewU1jnn4yxsrEp0stkjjVqkHrzJgCpt26hrlGj8MH/jV6r5UFo3nV+EBaGY/XqeWNQqbCysUGblZVvn+yEBBzc3IrUf0gENK5TeJwQQjxvFjX1HRUVxb59+7Czs0OhUNCvX79iGUdY8BlCg35Hr9PRqc8Ek3GhQae5dm43SXER7Pb7CrcajWj/5lsm45XWKipVrc/mFdOoUruZIbZ3Rz2+26z4+1KZfxd35gyha9eicnJCp9HQct48wza37t25+tVXRO3dS+Np03Bp1Yrb/v5cmTsXq/+bpShM9QEDOPvhhzhUqULrb74xGdd05sy8Z9SOjqjUaty6dy9S/4+ysrHhlo8PGTExlG/Z0mgKu0rv3sQeP457jx6GtqQrV6jQtq3R82lTTC2UIoQQxeGlrPUdExND5cqVn3m/kPcyWbtu/8C9RuPCg5+h+b4K2jeDrm0lueQkJfHH9Ol0WLnS0Hb+449pNGWK4c7bHFkoRQhRkkiifsaKK1ELIYSwTJKohRBCiBLMol4mE0IIISyNJGohhBCiBLO4RH3jxg1WrlzJ6tWr+fPPP4t7OEaSUmH4TONL/rh1pQdvGUyONoc+/n3MxjktcsJ7oze91vdi7sm5ZmOLy7yT8zgSfsTwe7Y2m/6b+pOry/8JWlHp0fPTxZ/otLYTLVa2YPL+ycRlxD2L4QohRLGwqESdlZXFsWPHeOuttxg7diytW7cu7iEZWbbBitFexq8EPE5daT16crQ5JGYm4u7kbjbWUeXI9qHb2TtiLztv7SQyNdJs/IuWmp3K0fCjdK3xcHENW6UtXWp0YfP1ghceKYoZh2Yw/9R8utTowiCPQWy/uZ3O6zqTkp3yLIYthBAvnEUl6sjISFxcXNi+fTt+fn7FUplMo9Hw4YcfMnToUAYNGsTZs2cN27YfVdCtnXFGfrSutDk7Q3bSf1N/wlPCGbFtBNcTrrPmyppCx5OtzSZDk4GttS2vr3udtJyHFcaa+zQHYOWllfTf1B/PDZ6M3DaSbG02ADMPz2Tg5oH0Wt+LExEnANgdupvmPs0ZsW0EQ7YMMcSaciLiBF4bvBi+dThTDkwxtO8J3cPr1V/PF9+nbh82BW8q9LwKcu/BPX7880fUNmqOhB8hJCmEr9/4mtvJt1l9efUT9SmEEMXNogqepKenExUVxfvvv09ycjKbN2/m/ffff6Fj+Pnnn6lQoQLL/m+lpuzsvESWo4GsHLAr4IX5otSV9qrrRVhSGA0rNGT7ze1Mbz+d6s6mvwlO16TjvdGb0KRQetbuiauD6drZ77R4h3da5C0L6bXBi7j0OGLTY7mZeJOtg7cSmx5L/039OT0mb1nM3nV7s7DrQnqu70lseqzZcUzcO5HDow7jYu9ilNSD4oPwcMl/wnXK1SEwLtD0hTDjWtw1tHotoUl5FctGNh7JoTuHALhy/8oT9SmEEMXNohK1ra0tVapUQaVS4erqStrf6lO/CMHBwXR7ZGEL2wIWh/i7vLrS5ue+x+wYw6nIU7Su3JozUWdIzk5mea/lONkUvDzmX1PfOr2OEVtHcOzuMQDG7hiLk60Ti7oZ1/n+6eJPbLuxDRcHF1wdXTkddZqGFRoCUMmxEslZyYbYPSF7CE0MJTU71ewfAElZSTjaOOJi75J3LZTG10Jv4pwVPFmd7crqvE/urBRWfPfmdwTHB7Pu6joA3NRFKx0qhBAljUVNfVepUoWEhAT0ej0ZGRmGBTpepIYNG3Lu3DnD73/dUduowNYGMguYKS5KXWlfL1+auDZhcbfFeNb1ZJ33OpNJ+lFWCitcHV2JSYsBYHXf1Xi4eOB3zc8o7t2W77J7+G7UKjVHw49Su2xtguODAYhJi6GsXVlDbO+6vdk0aBOvVnmVXbd2mTx2ObtypOekk5SVlHctHrmjblihIbcSb+XbJyQxhEaujYza9OjZemMrGZoMs+farGIz3qj5Bh2qdqC+S33aurdlRvsZONk4GWYMhBCitLGoO2onJyeaNGnCunXr0Gg09O7d+4WP4e2332by5MkMHToUvV7P//t//49XX30VAO/OOg6fU+DZ6eGdZFHrSgfGBeLh4sH56PO0dW9b6Dj+mvrW6XWUsSuDd31vlv25jHE7x5GYmciyXstYeSmvxObsE7O5ev9qXqxtGV6r9hqOKkfql6/PwM0DydBk8E23h7W794Ts4W7KXaLTopnabqrZcfy3538Z9dsonGyccFO7sfTNpQD0rtMbn4s++eL3hO5hsMdgozatTsvIbSO5/s/r1ChjfgEPv/5+TN4/mb4b+qLRaWhasSk7h+2kVtmCl7MUQoiSTiqTvUCJKfDBfCv8v364atXLXFd63sl5dKjagTdqvgHk3XEPDRjKlkFbsLZ6ur8hs3KzyNZmU8a2zLMYqhBCFBtJ1EIIIUQJZlHPqIUQQghLI4laCCGEKMFeykQt095CCCFKi5cyUQshhBClhUV9nhUaGsqxY3mFPTQaDdnZ2UyePNnsPrGxCkaPVrF/f47ZuMBABR99pMLVVc+PP2ooW9ZseIGSUuH9r/K/9e3kCEN7vHxvfQshhCicRSXqOnXqUKdOXuWQP/74g9TU1GfW9+7dSsaP1zJihPaJ+zC1KEfvD6wY8qYexSMFubKystDpdDg4ODzx8YQQQpR+FpWoH3Xx4kUGDRpU4Da9Ht57T0VKCkZ3xiEhCmbMUGFrq8fGBlas0GBnB59/bs3Bg0qcnfUcPmzF4sUaypj4PFerzWXP+vmkpyai12t5rfc7VK2dt/jF9qMKpr2tM4p/dFGOlh4Pk/jChQuJiorCxyd/URAhhBAvD4tM1HFxcSgUCsqXL1/g9sOHrdDpYMMGDfv2WfHtt3mXYepUFXPm5NKypY5ly5T4+SkZN07LV1/lYm8PDRroGTLE/B31pVPbcFCXw2vUvwDQ5uZNqT/uohxjxowxlB8VQgjx8rLIRH3x4kWaN29ucntYmILGjfPuXhs1engXe/26guXLlYCSBw+gY8fHf24cdy+E2o06GH5XWhdeHKagRTlq1qz52KIbQUkAACAASURBVMcWQghheSzurW+dTse1a9do0qSJyZg6dfTcvZv3QDg8/OGDYQ8PPZ9/nouPjwZ/fw3vv5/72Md3da9L1O2HSyr+dUf9uItyBAUFceHChcc+vhBCCMticYn61q1buLu7my092rWrDo0Gpk9X8euvSkP7kiUapk9XMXKkiiFDbDh16vEvT4uO/UlLiWfD8ilsWP4R98KDDNv+WpTjUaYW5di4cSM//vjjYx9fCCGEZXkpa30XF1mUQwghxOOSRC2EEEKUYBY39S2EEEJYEknUQgghRAn2UibqmJiY4h6CEEIIUSQvZaIWQgghSguLStR6vZ4dO3awdu1afH19CQsLK+4hFYnvwlFkZTwoNE6bq+HCic0Fbpvvq+DoH8affkVs387NFSsMv+ekpPD7O+9wYvRojg4eTNzp04ZtsceP8+Apr1eYnx86jeap+rgbEMCx4cO5NGvWE/eRk5zM7++8Y9R2/uOPSb97N1/s368R5L2Jv3G/Il+sEEIUB4tK1DExMcTGxvLWW2/h7e3NgQMHintIRTJm2mrsHJwKjdNqNfx5Yku+9gfpcOwPBV3amH+B/5avL+49etBp3To6b9xI2caNDdtijx8n7fbtxx/8I27/+iu6HPOrkBUmPCCAV5YupcVTJOpbvr7UHDrUqK3umDFcX7asSPuP8tLzv00KivY9hBBCPF8WVUK0TJky2NjYoNPpyM7Oxsmp8OT3rG1d9RnaXA3qMhVIf5BIv7fnYK2yJfD8Xm5cOYaNrT1ZGQ9o3+NtXN1qs2f9Am5dPc7EuTsNyXr5rAE0bt2DpPgonMq40m3gR9y5cZ6Lp7aSHH+P39Z8SeVqDWjXbRQAe04p6NQq/1jKNW2KUx3jkmfxZ8/i1q0bti4uqJydAbg0axb3T54kOTCQyF27aPTxxzi4u3Ni1ChUajW56el4fPghrh3ySqNe+PRTlHZ2aLOyyIiOpvWCBVxbtIj0yEgufPYZ1g4OtFqwwOQ1SgkO5vKcOVir1ajUatosXowmLY3Ls2eTEhTE5blzUVevTpNPPjHZR8a9e1z68ksU1tbocnJo98MPWDs6AhC1Zw8eEycaX4tmzYifMgW9VotC+bDITUHXyNRCKUIIURwsKlHb29tTsWJF/ve//5Gdnc2wYcOKZRwNmnehaTtPTuz2IfD8Xpp36AdAVnoKA8cbJ7B+Y+biu3CUUZtOm0ubLsNwdCrP8lkDeGPAZGo2aIt7zcb8/O14+o2ZaxQffFtBg5r5E4q6Vi3jcb37LoGLF3PIywuHqlVps3gx6ho1aDFrFlfmzcO1fXvcunUzxHf46Ses1WrSIyI4N3kyXbduNWyzdXXF44MPDL+3XbKEQ56etJo/35AwTbn69dc0/eQTyjVvzsUvviD64EHce/ak7ZIlHBs6lBazZ2Pn6mq+j/nzqTNmDJU6dUKfm8tfa4TqNBp02dkobW3z7WPr4kLGvXs4Vqtm8hr9paCFUoQQojhY1NT3zZs3SUpK4v3332fcuHFs2ZJ/mvhFKFuhCgDlKlQhMS7S0F6lVtMi7a+0VuHolLfyl1KpMtQLN6co07TWajXNZ82iz+nT1Bo2jMBFi0zG6nJyCFq6lPNTphC0ZAm5aWlG211atiz8gCakh4fjXL8+AM716pEWHv7YfaTevIlLq7xpBIW1tdFdskl6PUaLfpsNlWfUQoiSwaIStVarxdbWFoVCgb29PRkZGcUyjrh7oXn/jA6jnGsVQ7tVUZKJGUqlCp02/0IhHjX1hOR/TyqfjKgo9Lq88qUOVasafgawsrExer5878ABFEolbb/7Do9Jk/h7ATuFdf7JGCsbmyK9TOZYowapN28CkHrrFuoaNQof/N84169P4sWLAOhzc9Fr85YftVKpsLKxQZuVlW+f7IQEHNzcitR/QQulCCFEcbCoqe8GDRoQGBjIL7/8Qk5ODr169SqWcYQFnyE06Hf0Oh2d+kwwGRcadJpr53aTFBfBbr+vcKvRiPZvvmUyXmmtolLV+mxeMY0qtZsZYnt31OO7zYq/L5X5d3FnzhC6di0qJyd0Gg0t580zbHPr3p2rX31F1N69NJ42DZdWrbjt78+VuXOxsrMr0nlXHzCAsx9+iEOVKrT+5huTcU1nzsx7Ru3oiEqtxq179yL1b9THp59y8csvCV23Lt8z6iq9exN7/DjuPXoY4pOuXKFC27ZFuvM2tVCKEEIUh5ey1ndMTAyVK1d+5v1C3stk7br9A/cajQsPfobm+ypo3wy6tpXkkpOUxB/Tp9Nh5UpD2/mPP6bRlCk4Vq9e6P6yUIoQoiSRRP2MFVeiFkIIYZkkUQshhBAlmEW9TCaEEEJYGknUQjwjubr8b+QLIcTTsqhErdfr+e2331i7di1r1qwhMTGx2MbyxZaf6PefGQCE3Y/C+7sZDPjvJwz876fcio0oUh9ZWVm8+uqrZGdnm4y5n5rEyB//zbDlX7Jw57pC+8zV5TJw80DupNzhw70fmoxbd3UddZfXpYdfD3r49aDs4rJFGvPLZuuNrXRa24nBWwZz8PbB4h6OEMICWdTnWWFhYWRlZfHWW29x584d9u/fz/Dhw1/4OO7ERxOR8HApzbKOTvzy3r9xtndk39WzLNi5llXjPy+0n9WrVzNixAhsC6iy9Zf/HtjE4LZdGdimC4O//4ygqNs0qlJwtS2Aa3HXaOTaiLNRZ2lXpZ3Z4w9uOJiFXRcCUOW/VczGvoxuJt7kp4s/sXv4bpxsXny5WiHEy8Gi7qiTk5Nx/b/Sk5UqVSIyMrKQPZ6PpXv9ee+NAYbfyzs642yf942vtVKJrXXhL+Pl5uaydu1axo8fbzbufFgQHes1A6BDvWacCwsyGbv4zGLe3/M+ZyLPMPfkXLbd2MbZqLNFOSWDlOwUhgYMZfjW4fTf1J97D+4B0HhFY6YemMr7e95nzok5hviZh2cycPNAeq3vxYmIE+TqcunySxcu37/M0ICh/Ofcf1h6dikArX1bM+q3UfRa34tJ+yYBcOX+FTw3eDJi2wgGbh5IZGrev9O9oXvpu7EvQ7YMYf6p+Ybjjd85nmY+zejh14MlZ5eYPZdNwZvotb4XfTf2ZdmfeQt2DA0YSkJmAm/8+gaA4Z/v73mfc/fOkaPNoblPc/aH7edY+DGSs5J5e/vb9FzfkxMRJwAIjAtkaMBQtHot/9zzT9ZcWUNMWgyd13U2HHvqgansCtllcmxbb2yllW8rRm8fTbXvqxGbHmvyvNNy0nD/jzujt4+m26/d+OLYFyZjox5E4b3RG4Dk7GReX/e6yfMD+OXaL/Ra34shW4bQx7+P2ev5Vx8A0w9NZ3/YfnR6HZ4bPBm+dTheG7w4dveY2T5a+7Y2/NxudTuycrPYcn0Lnxx5WPe9/Zr2JGQmsDt0N819mjN6+2ia+TQzjPnRPoSwBBaVqCtWrEhkZCR6vZ47d+6QVUB1quftQvgNXJ3LUtGpXL5tWZocvtu3gSk9C69Bvn79evr27YtarTYbl5KZRmRSHEN++BwnO3uSzCyXOe3VadQoU4OtQ7ZSu2xtAgYHFHpX/XerLq2ifZX2+A/w562mb7H0XF6SzdZmM/3V6fzY+0fOR5/ndvJt/oz+k5uJNwkYHMDP3j8z49AMrK2smdt5LjMPzeRe2j38g/yZ2PbhAho/e//MZx0/M/xep1wddgzdwfr+6+nfoD8+l3zIzM1k5uGZ+A/wZ9OgTVy5f4VbibcA8PXypWftnkx7dRoft/vY5Hlo9Vr+dexfbBuyje1Dt7PuyjriM+ILPf8lZ5eQkZtX8U6hUODu5E7A4ADWea9jxqEZhrgcbQ5vbX+L7jW7M6bZGCqrK1PJsRLX4q6Ro83hZMRJetUxX5CnX/1+rPNeR0OXhgBmz7tW2Vqs817HR698VGhsUc8PYGPQRn7o9QPf9fiu0H0LYqWwwn+AP/4D/Pmh1w/MOj7rsfvoW68vB28fJFeXy8WYi9QpVwcXexcA+tTtwzrvdfSs3fOJxidEaWBRU9/VqlWjVq1arF+/Hjc3N8qXL//Cx7B0rz//GTWVxLRUo3atTseHaxfzXtf+NKhsvuiGTqdjxYoV7Ny5s9DjlbFXU7WcKz7jPmH1iV2UdSg4sd9MvMms47M4H32esTvGEpoUyqdHPmVBV9OrXBUkLDkMz7qeAHhU8ODXwF8BUFmpcHdyB6C6c3XupNwhPiOehhXykkwlx0okZyUDkJKVwqXYS6Rkp1C3XF0U5NXV1uq1KBXGlcPiM+L56tRX6PV6YtJjqFeuHpGpkTzIecCU/VMASNekcz/jPvXK1yvyecRnxOPi4IKddV7VtdrlahORav7dgdvJtzkddZr+9fsDoLZR08ClAQAVHSsazg/gVOQpWlduTa7+4QtmY5uPZe2VtXSo2oE+dfvkO9dHZWuzsVUaP/Iwdd4VHCoYzqOw2JplanLl/hVGbx+NRmtc7vXv5wfwecfP6b+pv+GPhcLMPjGb8vbluRx7mTdrvUm2Npt5J+cRnxGPQqHgQY75ddc1Og2jt48G4G5qXl1cG6UNb9Z6k72hezl85zBjm4/Ni9Vq8p33o33k6nJpVbkV01+dXqSxC1FSWVSiBujUqROQt0BHenr6Cz22RpvLveR4Jq79loycLG5E3+U/+zfyUY+hzNiwjNcbtMCrRcdC+/ntt9/o0qULZcsW/gJXm1oNOR1yjf6tX+d0yFX+1a/gqfL65evzcbuP2R2ym7rl66JUKBnW6PFXF6tdtjbB8cH0qtOL6/HXqV22NgA5uhxCkkKoW64u1xOuU7NMTZxtnPEL9AMgJi2GsnZ55/PLtV/4tf+vLDq9iFervMq+sH141vXMV08cYOm5pQxsMJBedXrhe8mXa3HXqOpclcrqyizvvRyVlQo9+gL3NaeCQwUSMhLIys3C1tqWsKQwqjlXM7vP7BOzCRgcgO8lXyDvmm4I2gDA/fT7hvMD6FqjK6u8VvGm35u0rtyaeuXr0aN2D+acmMPNxJssedP8tHxiZqJRf4DJ876ZeBNXB9cixUanRdOsYjPWea8jOTvZMA1e0PkBONg40NatLfO6zGPCLtPlcP/y707/5hX3V5h+KC857rq1C6WVEl8vX24l3mL4VvPvjKisVKzzznspst3qh7M945qPY8bhGdxPv8+3b34LQGx6LBUcKpjto/2a9oxoNIKqzlXRo2fbjW30rN0TB5VDoeciRElhcYna39+frKwsbG1t6d+/f+E7PEMqpTWHZn4PQEhsJP/P/7981GMoR69f4LcLx4lMjGX35d+p5lKJxcMnmezn+++/x9/fv0jHnPzmEKb4fcf6swdoUb0+TarWNhl7Nuosbd3bsj9sP5Pamj6+OeNajGPCrgmc3XqWzNxMfuz1IwD21vZ8e+ZbotOi6VStE7XK1qJW2VrUL1+fgZsHkqHJ4Jtu35CUlURqdiotKrXA2daZkU1G8u/j/yY1O5WoB1GM3j6auPQ4IlIjuJ9+H6+6Xiz7cxmnIk9x78E9nG2dsbe254vXvmDIliHYq+zRaDWs6LPCMB1aFEqFktmvz6b/pv5YW1kzuulow3/0P9z7ITcTbua76xzsMRgPl4frXraq3IqGFRoyaMsgw/k9Sm2j5n+9/8e4neM4MPIAdtZ2eNb15ETECcMfOAXR6XX878L/KGtXllORpwhOCMY/0J+PXvko33l//cbXTNw7kS9e+8KoD1PXyJy/nx/AnONz8p3X42hXpR1rrqxh5uGZ2Fs/efGieuXrkZ6TTp+6fVCg4FTkKTYFb+KXfr/ki9XoNIzYNoJcbS51y9fFzSlvIRatTsvIbSO5/s/r1Cjz+AvBCFFcpDJZCZOQkMChQ4cYOnRocQ/lsTT3ac7lCZefeP9Zx2cxovEIw1TyJ0c+YUKLCdQpZ1lLWM09OZd65esxvJHpO8tcXS5jd4413BWm5aQxad8kVvdd/aKGWSL1Wt8LH0+fQmc+hLA0FvUymSVwcXEpdUn6WRjTfIzRf4Dfbfmu4Zm3pRi/czyXYy8zyGOQ2TillZLPOjx8oc5eZc/MDjOf9/BKrOi0aLw2ePFqlVclSYuXktxRCyGEECWY3FELIYQQJdhLmajlbloIIURp8VImaiGEEKK0KLWfZ4WFhbF7924SEhKYPn06Dg5530WeOXOG4OBgAPr27UuFCvm/sxRCCCFKi1J7R+3m5sZ7771HuXIPS3Wmp6fz559/8vbbb9O1a1cOHDhQjCMUQgghnl6pTdT29vaoVCqjtoiICKpVq4aVlRU1atQgIqJoy0kKIYQQJVWpTdQF+asi2ebNmwkNDUWr1Rb3kIQQQoinUmqfURfEzs6O7OxsvLy8UKlUKJWmFz0QQgghSgOLuqOuVq0aERER2NjYEBERQdWqVYt7SEIIIcRTKbWVyaKjo9m3bx8RERFUqVKFNm3a0KxZM6O3vr28vHB1dS1wfyGEEKI0KLWJWgghhHgZWNTUtxBCCGFpJFELIYQQJZgkaiGEEKIEs6jPs4oqMzOzuIcghBBCFMlLmahBXlITQghROpTaqe8zZ87Qt29fmjRpQlJSkqF96tSpdOzYkblz5z5x3ycvKpj7k8Lwe7YGBv0/K3KLWOjsbNRZvjr1FWuvrmVD0AaTcfNOzqPFyhb029SP3v69uZl484nH/LwkZSUxNGCoUZvPRR+z5yWEEOLZKbWJulGjRmzatIlq1aoZtX/66ad8/vnnT9X316sVvD/04Vdrtip4vbWeLQcVZvZ66Oy9s7R1a8vZqLO0q9LObOz4FuP5bchvvN/qfZacXfJU434evj//PW81fcuo7a1mb7H8z+XoKdKXfUIIIZ5CqZ36dnZ2LrC9YsWKhe6r0+nw9PTEycmJtLQ0pk+fTufOnQGIjoccDVQoa7xPn9f0fPa9FcN6mk9O43eO52TESVpWbsmZqDOk5qTyQ88fKGNbxux+8ZnxOKoc2R+2n8Phh1nYdSEA3537jjK2ZRjeeDhDtgxBpVSRmJnIzA4z6VOnD1fjrjLz0EycbJxwsnViRZ8VKBVKOvzcgRplapCQkcDENhPxru9t8tjrrq5jy/Ut2Fnb4WzrzLJey1BZ5S148tvN35jRfoZRvK3SlhplanAp5hItK7c0e15CCCGeTqm9o34aVlZW+Pv74+/vzw8//MCsWbMM24LDFNStnn+f2lXzthXmJ8+faOTaiP/0+A89a/dknfc6s0na95IvPdf3ZP6p+bzb8l2TcfbW9uwctpOtg7cyr8s89obuBeBfx/7F3M5z2TBwA2obNbtCdhn28enjw5edvmRnyE6zY+7foD/bhmzDf4A/Or2O43ePA5CjzSErNws7a7t8+9QrX4+rcVfN9iuEEOLpldo76qeRnZ3NggULiI+PR6FQ8ODBA6Ptpmq1KQrJ09tvbmfFxRXEpMUwJGAIVgor1l5dm2/q+FHjW4xnUptJXI69zMR9E5n+6nT2hOzhRsINhjUaZhQbkxbDp0c+5VLsJZa+uRSAsKQwGlZoCICHiwe3k24b4ifsnsCNhBtMfWWq2XFfiLnAqsursLGy4cr9K3jV9TJ/ooBer0dB0R4FCCGEeHIv5R313r17USqV+Pr6MnPmTB6toupRS09IActYh0bkbTPHu7433Wp249vu39KoQiPW919vNkk/qpJjJWLSYgDoXbc3GwZs4LMjnxnFVFZXZnXf1ewctpMvj30JQO1ytQmOz6ttfj3hOrXK1TLE+/TxYf+I/Xx79luzx55xaAbf9/geH08fGlZoaHj2bKO0wdbalszc/J+z3Uq6RRPXJkZtQfFBXIi5UKTzFUIIUTSl9o46ODiYb775hpiYGCZNmsSwYcPo27cvCxYs4PTp06SmpnLnzh18fX3z7du2bVv8/PyYOXNmvs+03F3Bxhrik42fU+85pWBQ98Jfnjp37xwTWk5gydkluKndCo33veTLwdsHSctJY0HXBQDsDtlNYFwg/2jyj4fnGx9sSM6ZuZlMbz8dgDmd5zDj0Iy8Z9Q2TnjW9TTsM2H3BBIzExneaLjZMQxuOJhJ+ydR3bk6sWmxRtv61e/HoduH8Kr38C47R5tDeEo4LSq3MIrdGLSRqAdR+Hj6FHreQgghiualXJQjMzPTbL8nLig4+gd8+W7epcnWwIiZVmxcpMP6JVviOjEzkX/u+ScbB240tPlc9MHJ1qnQPwCEEEI8PUnUQgghRAlWaqe+n5aUERVCCFEavJSJWu6mhRBClBYv5VvfQgghRGlRau+ow8LC2L17NwkJCUyfPh0HBwfi4+PZunUrVlZWKBQK+vbti6ura3EPVQghhHhipfZlsszMTKytrfnxxx955513cHBwICMjA4VCgb29PcHBwVy6dIkRI0a8sLEKIYQQz1qpvaMuKIE7ODgYflYqlVhbl9rTE0IIIQALfUat0Wg4duyYYaENIYQQorSyuESt0+nYsmULHTt2LNJKWkIIIURJZnGJeseOHdSuXZtGjRoV91CEEEKIp1ZqH+JGR0ezb98+UlJS8Pf3p02bNjg4OHD16lWSkpIICgqiXLly9OvXr7iHKoQQQjyxUvvWtxBCCPEysLipbyGEEMKSSKIWQgghSjBJ1EIIIUQJJolaCCGEKMEkUQshhBAlWKn9PKugRTmSk5PZsGEDKpUKnU6Hl5cXlStXLu6hCiGEEE+s1H6eVdCiHFqtFoVCgZWVFSEhIZw/f14W5RBCCFGqldo76oISuFKpNPyckZGBi4vLixySEEII8cyV2kRtSkJCAr/99huJiYmMHDmyuIcjhBBCPBWLe5nMxcWFcePGMWzYMLZt21bcwxFCCCGeikUlao1GY/j50bWphRBCiNKq1E59m1qU4+jRo1hbW6PRaPDy8iruYQohhBBPpdS+9S2EEEK8DCxq6lsIIYSwNJKohRBCiBJMErUQQghRgkmiFkIIIUowSdRCCCFECVZqE3VYWBg//PADs2fPJiMjw2hbamoqc+fOJTQ01Gwfg7cMJkebQx//PiZjfC/50sOvB01/akq9H+vRw68H80/NfybnYEpzn+ZP3ceIbSO4fP/yY+0z7+Q8joQfeepjP+pW4i0O3j74TPt8lnwv+ZKjzXmmfW69sZVBWwYxevtoQ5tOr2PsjrHU/7E+NxJuFNrHgt8X8Nra1/C56PNUYyno/ILig5i8f/JT9ft3f0T/QQ+/Hry29jUqLq1ID78eDN86nKgHUVRcWhHvjd50WtuJNVfWGPa5lXgLx28cOXb3mKEtLiOOEdtG4LXBi66/dOV++n0A1l1dR6/1vei5viffnP4GgMYrGpOry0Wn19HgxwYs/H2hyeNl5WYxZscYPDd4MnjLYJKzkgFwWuSE90Zveq3vxdyTcw3H+uTIJwCEJYfRfk17biffBmDlpZW4LHEhQ2P83xwhnqdSm6jd3Nx47733KFeuXL5tx48fx93d3ez+evTkaHNIzEzE3cl07PgW49k/cj+T205mWKNh7B+5n886fvbU4y9pUrNTORp+lK41uj7Tfm8l3eLgnRKcqC8/+0Q9oMEA5rw+x6jNSmHF6r6rae3Wukh9fNrhU/7R5B9PPZaCzq9RhUZEP4gmIjXiqfv/Sxu3NuwfuR9fT188Kniwf+R+/Af4A1CrbC22D93OrmG7+Pfxf5OcnZckd4fs5u1mb7MrZJehnykHpvCPxv9g57Cd7B6+G2dbZ4Lig1h5aSXbh25n34h9TGg5wejYB24fQM/Dr0wLOp5foB+V1ZXZNWwXXWt05fs/vgfAUeXI9qHb2TtiLztv7SQyNdLQT0xaDP/Y9g98PH2oVbYWAHtD9zKs0TAOhx9+ZtdOiMKU2oInpr6vjo2NRaVS4eTkZHLfnSE78bnoQ3hKOCO2jUCj07DmyhrGNBvzWGOYtG8S9tb2ZOZmEvkgks2DNuN3zY8t17dgZ22Hs60zy3otQ2Wl4kTECb7+/WvUNmoqqyvz3ZvfkaHJYOK+iWTmZpKpyeTb7t9Sp1wddHodE/dNJDI1kmYVmzGn8xx0eh19N/bFycaJtJw0prefTufqndHoNEzZP4W4jDi0ei0zXp1BuyrtDGP8I/oPZh2fxVrvtZS3L2/yXPaE7uH16q8bfp93ch7X4q4RnhJOG7c2XLl/hSOjjhAYH8jMQzNxsnHCydaJFX1WoFQoCbgewKrLq1DbqGns2pgvX/uSny7+xLYb24hNjyUhI4EhDYfQo3YPk2PYFLyJXSG7cFQ5kpydzNRXptKoQqMCr1FkaiRTD0xFaaUkR5vDWu+1qG3UfHP6G85EnUGj0/BB6w/oXac37+95H6WVEjulHaHJoWwauIn4jHi+PPYl4SnhTNo3CbWNmu97fm9ybAVd57bubQv8d/K8mPrfQIYmg7E7xmJlZUWmJpMlby7BwdrB7Pn1rNOTgOsBfPTKR89tvH/nbOtMFacqRD+IpqxtWfaF7WN139UM2jLIcH7H7x7nl36/AGBvnff/8e03tzPYYzA2yrz6DeXsjP84//nKz4xqMsrs8U5HnqZf/X4AvFbtNT47avzHdrY2mwxNBrbWtgAkZyUzcMtAlnRfQhPXJkDeXXl8ZjyfdfyMlZdW4lVXCiqJF6PUJmpTjhw5Qt++fdm1a5fJGK+6XoQlhdGwQkO239zO9PbTqe5c/YmOV9GxItNenWb4vX+D/oxumjfl+c6udzh+9zjdanZj4t6JHB51GBd7F7K12QAs+3MZzSs256NXPuJq3FXmnpzLmr5ryNHmMLntZOqXr0+v9b24lXiLeuXr4T/AHycbJ+6k3GHsjrEcGXWEn6/8TAWHCizrtQzA0DfA8bvHORB2AL/+fjjbOps9j6D4IDxcPIzaxjYfy66QXQzyGERmbiZ3U+/yr2P/Ym7nubR2a82UA1PYFbIL73re/Hz1Z+Z0nkOryq0MdzfvtnyXqs5VOX73OAu7LizS9UzKSmJN3zWG3xedWVTgNfrs6Gf8s/U/6VazHJLn5gAAIABJREFUG7m6XBQKBWejznL23lkCBgeQo82h87rO9K7TG4A3arzBQI+BvLf7Pf6M/pN2Vdrh4+lDh5878H3P71HbqM2Oq6DrbKWwKvDfyfNi6niBcYFo9Vr8+/ujQIEePQoUZs+vXvl6rLu67rmNtSBRD6K49+Ae1ctUJyU7Ba1eSyXHStQsU5ObiTdxsXfBycYJBQqj/WLTY2nr3rbAPmPSYgBwU7uRkJlg8nhJWUk42jgCoLZRk5iZCEC6Jh3vjd6EJoXSs3ZPXB1cAfAP9KdOuTqkadIM/R0JP0Ln6p1pWbklF2MuGq6zEM+bRSXq27dv4+LigqOjo9m4MTvGcCryFK0rt+ZM1BmSs5NZ3ms5Tjam78JNecX9FaPfL8RcYNXlVdhY2XDl/hW86noZ/iPhYp+37KatMu+v9mtx10jNTuVa3DWjqTullZL65esD0MClAXdS7lC9THXmnfz/7N17WFVV/vjxd3j0nNThokiSYh7DryJaodU3wGYEKhNSJyhNMEvRyYJuivptUKefwjQqZinYBbEixRETtQbSaYCaFJq80OQFSxIVE8QLF1H2kQPr98cBROTmLUE/r+fxeTx7r73W2uucw2evtfdZK4KT505y2223ceb8GQCyT2bjY/SpPbYmb7AM0505f4b27dq36Fzq1gEsPZqO7Ttyu+52btfdzrmKc7UXOAD9u/Ynt8hy7+7Nh99k8X8Wc/LcScYPGt9gD6clHnC8+A9yY22UfTKb/73TMnKgs9LVpj125hhTki1DowadgXJzOQA9rXsCll5WianksuvVUDubKk0NvifXS2PlDXEcwuDugxmVOIrfdfgdy4Yvq/2sNUaplgWZwrOFTE6eDECkVySDug267HrnFucyKnEUVaqK90e8T6f2nfgs+zNOnDvBmKQxHD1zlJScFF554BVKTaWXBECHTg6cOneqwbw/2f0JEwZNuGgYv6HybA22nD1/FoCyirLaXnnN0HeVqmLchnG198sn3juRkPtD8P/Mn23PbeN3HX7Hl798SfbJbMYmjeV0+WmyCrIY3H3wZbeHEJfrpgrUx44dIy8vj/j4eAoKCjh9+jRdu3bF1tb2onRxT8Tx1PqniPKJ4q2Mt2p7SVeiJkjUmJk6k68Cv8Jab81zXzyHQmFnsOPs+bMUaUXYGewwVZrQt9Pjau+KY2fH2h64ucoMQGVVJT+f/pn/6fI//Hz6Z4y2RpIPJNPOqh1xT8Rx4PQBntnwDAAu9i58/+v3+N5teSCuJm+Av3r9lR3HdhD2r7Bmz9HF3qXZh5yUUvSx60P2yWyGOA5h/6n9ePf2BmCgw0BWjV7FuYpz/O9H/1sbqPXt9FRUVjSVbZPt2Vgbudi78P2x7/Hu7V3bo3bt5srAbgOJ9YutTVs/v/r07fRUVDVfv4baubH3BCy9tprAUFfn9p05W3Hp9oZ0bt/5ol5iY+VVqsra5ybmfTuPLw58UXsbp7HzO3D6QO2QblMcOjnw+ZjPW1TfxtTcM64r5ZcUPvT9kPsd76egrIAJn0/gtQdfY6jTUFJyUvBz9kMzawD4Ofvxyj9f4YXBL9ChXQeKtWJsDZbvdOqhVN7weIO4H+KaLO+hHg+R8WsGT/R9gq15W3mox0MX7be6zYpunbrV9tD1Oj3Ods4EugYS/nU4Sx9byra8bXw/6Xva3daOxH2JpOSkSKAWv4k2+zBZfn4+H3/8ce2iHD/++COenp5MmjSJCRMm0Lt3bx599NFLgjTA3hN76d+1P9vztzc6pHalnnJ5ipf/+TJzvpnD8bLjtduXDl/K+E3jeWbDM/xfmuWJ0pD7Q/jmyDeM2ziOsUlj+SDrAwA6tOvA0u1LefKzJ3nwzgdxtnPmf3v8L3sK9zArbRar96yuzfe5e57j+NnjjEkaw9PrnyarIOui+gTfF0yJqYR12euarPeIu0fw7yP/bvb85v1hHrO/mc2YpDGcMZ3Bz9kPgFmpsxiTNIZxG8fx4pAXa9PX3N9+/ovn2fzL5mbzr6+xNoocFsnynct5ZsMzjEkaQ3lFOQ/1eAjnLs48tf4pntnwTIuebH7G9Rme3fQsL375YpPpGmrnxt4TgLts7qJTh04ErA/gHwf+cVE+0/41jQmfT2i2biPuHsE/DvyDMUljOFh8sNHydhfuZlTiKMZtHMfOgp21w/1Nnd8/D/6TJ/s/2WwdrocqVcW3ed9y7x2WXzd079ydgrMFFGvFvPPoO8T/GM8Ta59gxN9HUGIq4R6He5gwaAJPrH2C4WuG134GAB7p/QhWtzX/ZyxoYBBHS4/it9aPtENpvPzAy8CFoe8n1lpGvkb9z6iLjpv+0HQyj2by8Y8fc0enO2h3WzsA3Hu6X/QQnBDXkyzKIWpFbI3Ao6dHbS9Z3JyyT2azfOfyJh+eE0K0HhKohRBCiFaszQ59CyGEELcCCdRCCCFEKyaBWgghhGjFJFALIYQQrZgEaiGEEKIVk0AthBBCtGISqIUQQohWTAK1EEII0Ypd0VzfDa0BLYQQQohrT3rUQgghRCsmgVoIIYRoxSRQCyGEEK2YBGohhBCiFbuih8muxMmTJy96bW9v/1sVLYQQQrRZ1yVQL1y4kP3797conQRsIYQQonHXJVDv37+fhQsXNplm06ZNbNq0ieDg4OtRBSGEEOKmcJtSSrUkYVVVFefPn6ekpIQ77rijybQnT568qKdc/3Vz2xtnImfdXOYm5aHXg6nbaBYsGosTgGkvmz/X8Hh6CNaXkeNFDqWz9qgrY4c6XGkOQCHpb75GbL4DzsNCmTfO+Ypy2RszlY33vkv4UL1lw0/RTF3jysI3va78/IQQQrQ51+VhsrrBt6Z3Xf8edf10LVK6mejEboR/msBHHyfw0ZwR1IZUUw4bN+2i5MqrDYc2k5iZdzU5gHkvm38cTHjMO1ccpDm9idjtQxhbE6QB+k1gxOl41h66uuoJIYRoW67L0HfdoGxvb4+9vT0LFy5k5syZ2NvbExcXx6lTpy46xtPTE09Pz+YzL9pLRlYhzg84oLe29C1NmbHMXZfO3l9MRM7IwcF1DOHPD6EwaS5zUwrRtzNhsn6c8IixOOuB/HgmvrIL5/56SjUT+genM9YcS/yWneSdKGRWoQNOo8MJHdpY37WQzRGziM/RozeD69SFhA21xrQrnsg1m8nIK6HkjRM4uU8h3L+RYL03ntcWZaB1ApPJgT++OY/RPS27Sremkzd4ChcfaY27O7y2JY8pLzg1305CCCFuCtd86LupB8mCg4Px9PRk//79rFy5sjage3p6tvhedd7X0SxesZGdh/W4PhPOwhAPy1Bw6SamvlRI+Kop1IQx01kT+k56wET6G/6k+yUzbyiQH0/gs3uZsmkBXp3qZP71LAK2j2H9jCFNV2J7JH4fD2RNzGis8+OZ+Eop4WtCcdYB5s28NiaHKYmhuDZ1GWQyYdLr0QOlSVOZeOhl1k9zBWDv234sc07i/VH6i4/JnMsjSV78a5FXi9pKCCFE23fNe9STJk26ZFvN0901Peb+/fszadIkVq5cSb9+/S7rgTKnYaG8MywUSvcSFTyX+Ec8CO3XcNqSrHiik/Ziaqen5KdSDMMu7NP3Hoxrp4aPa44pPw96/9FygdDNGadzm8gDLmug+0Q6y97dzFH06E/kUOJcb9DefGV1E0IIcXO55oG6/n3nbdu2ATBz5syLttcE6/79+7c8c3MpeSf0ODnqwbobTjaQVxPQ2mHppdam3Uv8uzsZEvc+o61NpM94hE1182oHhvr56/RcyKBxekcnSM6hFFesT+SQp3fich8/y1ixjFK/JN4Zpqd03VT8f7qwz8m5LycO5QCuFx1TeCgPB+crvO8thBCiTbruE554enrSr1/DXd7LCtIAlQfY9MZfyTBbQ2Up+ntCWVATyzoNZoTTWuaG5ODk9izzJg/Ea5iB2PmR7OkCpUf1TWYNwAAvXGMWM3WaEwNHhRM6rJF71A9M4eUts5j6/JfoTSZcp73b9DB3AwYO8yJ+XSSRmXrIP4G+TqS3HuqFU1IGObjW6aWXkpkJXtPk/rQQQtxKrsvPsyZNmtSi31Hb29szevToltf2FrJ36VQ2DpafZwkhxK3uugTqmTNnNvhzrIbSXXavWgghhLiFXJdADZafaDU3oYlMHyqEEEI07brdo675/bQQQgghrpwscymEEEK0Ym0sUJvIWTeLwHGBTHw+kMAZa6md8NO0l83rdlJ6NdkfSmft1sKrrGMh6W8GEvjCa8xdk9NoqtKkqQR+0Ph0pXtjphK5tc5vxX6KZuqb6Vd3fkIIIdqc32w96muiZq7vNQtw1YGptE7YMuWwcVMhrle1KMdmErdbX92iHDVzfSeGXfZPtmpVz/UdGlJ/ru9XWXvIiym9r7x6Qggh2pa2Fajh5pnrGyj8ejGv/VhC4WkbRr+5gLH9LIFZ5voWQghRS7VQZWWlKi8vVwUFBS095Lo4kr5MvRrko4YO9VUvRG9TJTU7SjaqF4I+VEfqpNXKtJr/qbT/81Vzvq1+eewTNc5npkorq5d5+kzlv3BH85X4PkL5vrTRUvaxT9TzTy1TByqq91V8qV59cpnaU9HE8UqpkvUvqKGvf6lKlFJaRoTyff1LVVPbPYt91QubtEsPypijfMLSmq+fEEKIm0ab61HfNHN9Aw53O1vy6O2EQ34ehVC7oIjM9S2EEALa2sNk5lLy8qsfsKqe61trbq7vN99hwaJ5jK0fzK92ru+cHMuDXVc41zdA4S+WPEyH8ih0vJCHk3NfThy99EE0metbCCFuPW2rR30TzfUNoM/fzNyQtRSetmHCm49TU0OZ61sIIUSN6zYzmbg6Mte3EEIIkEAthBBCtGpt6x61EEIIcYuRQC2EEEK0YhKohRBCiFZMArUQQgjRirWxQH3zLMrRHFmUQwghBLS131HLohyyKIcQQtxi2laghptoUY5Sdq6YS/RWDRtr0LuHsWCcJa0syiGEEKJWSycFl0U56rgGi3KoPcuU/3OfXKhvnfSyKIcQQogaba5HfbMsymE6lIPmOuXCIhz13wlZlEMIIQRt7WGym2hRDn3vnhh+2nnhYbg6gVkW5RBCCFGjbfWob6ZFOVz/xJ8fmsvc5zMuuUcti3IIIYSoIXN9t1KyKIcQQgiQQC2EEEK0am3rHrUQQghxi5FALYQQQrRiEqiFEEKIVkwCtRBCCNGKSaAWQgghWjEJ1EIIIUQrJoFaCCGEaMXaXqAuSCLV34/EUePZsfvCZnN6JEmj/Ej0j+RI7XSc2WT9yY/EUX5sWZPbbB7HlowncZQfieEpdWYSbTiPhstrJI9WUl5bbKPLqbO0kbTRb15naSNpo9+ATHgihBBCtGJtr0cthBBC3EIkUAshhBCtmARqIYQQohWTQC2EEEK0YhKohRBCiFZMArUQQgjRikmgFkIIIVqxthWozVl8N8aHhMcs/z5yvJ2EZbnNH9cCB/50J+95+JH4mA9J4UmU1P0xe1kCSd6RnGpRTrl891gAWSevddpLmdcE8I5xcG17JP4ljd/wN/hCNClnzSwCxwcSMPxe7h0WQOD4QCbG7Lx+BZp3EuU/i/Sr+hKY2DwtgKi9l3NMHvGvzGLT6asptwGH0lm7tfAaZ3qtlLJz3Wb2mppPeTl5ZsTMYqr/w0xcU+e8zTuJf+M1Ah8JIPqnK8zjCurS4Pn9FM3UN9MpvYqcr4TuNy7v6ujceCgxlYcAjsaRNMaF+541XqPMbek1Jxm/EcUcnObNlo/cGTPF0bKrcyD+/2xpPkYeSlnfwpa9nLQN6/RkNIFve1x5BkJcJ87jFpAwDgrXTGTi0TASZrje6CpdF6atsWx2HENCl2uc8aHNJG63ZuxQh2uc8bVQwq5NG3EY/jiu+muVpzUeIQtwtpnIrLqbdUOY8NZAHKYFknOleVy2Rs6v3wRGnH6VtYe8mNL7qgq4LG0rUNcqJvvPK9HPSKaPreX1wfnBfJcJOrOGzYsrGP6kI5iz+Pr3YZz1coH8Ykz2/gxf6I/26WS2fJqPDg3diPmMer1uoLOlz0gPUt9LxzQlEP32OJKXJXDkkDdj/h1OV8D0aQBrD0UwYY4LmDP4+rGV9Ph8BX3NaXw3cyU/f1XEoO3JuNlbcixZE2oprzMwKIRRc7zRFTec1rw9hs/DkzAbwGwfyPAPg+l6NIaEMWncMdSItj8LJq7C72nHxpvnaAwJgZncMdCApmnoHp7P8IlGzOvG8+m67txpW4xWpnHH66u4nwbK0zWehxDXQsabAcRWDsbBXIqp1Ikxb4filDyXuSmF6NuZMFk/TnjEWJz1ULo1mpkrdoK1DTg8zrzZj+Nwdi/xc6JIP6sHkw2Pz17A2N6AeQ/xM6ey9vQJTP1CefcNL6zNO4meGs0evR5TCbhOnkfYMAcw5bA2IpLNhTbY6MA1+B2mDL5QR9OuWF79oIQJb4Xh0UQQ3vmvvTgPn1f7OicmkFn7HNDnl+Dkqicv15npH4cxcF88sxZupsQAJrvRzHtrLM46yPt8LnOTCtF3AvpN4N1XPMhZM5f4LTvJO1HIrEIHnEaHEzrUutE6mJJfwz+lG0OsSzGdNeE8+R2m3N1AGzkDRzcTOX8teToboCdj3wrDy7qUjKUzid4F1mYTTs8uIHy4Axlz/IjWPHA15LE3fyDhMaG4lqYT/fZa0n/Zi/7NWWRYD2bKbMu5NFy5Btr5nkbek+ulsc/A2Z1Ez1zMTqzRmx3wemMeYzs1dX7WuLvDa1vymPKC0/Wrb32qhSorK1V5ebkqKCho6SHXjZYSoj55drUqq35dkRaiVj5d/bo8VW1+OET9UqGUqtil0h9wU+nfl184+Eyy2ugWrH4+o5Sq2Ke+fdhXbc9T6ucpLuofKdVpvg9XKx+NVsW1x6xW670i1Mma10Xr1UavcHW8QqmKf09Xn7yYqipqCzioMh/1V7tO1CZWu570UOm76tSh0bTH1K6Rbio9QymlytXh193UxsQipXKj1Wr3CHW8QimVG6VWj1yhypRSFQn+aomzh1o70letHemr/rFynyWbvGi12iVY/XLm4tIqEoPUsicvtFuj5TWRhxCX63jC88p34Z6Ltm37y1A1LvbIRdu0Mq3mfyrt/3zVnG+VUto2NWfkq+rLU9W7qr9oB971v3D8nmVq3OtfqpKKHWrRY/5q2QGllDqu/h7sr5btt+Sn1WSd+6EaF/SJOqKUOvLp88r/3Tr1qrCk/fJ1XzUndpF6/k/L1I6S5s7uiPokaJz6JO/ClgPR49ScdE1t+4u/mpOhqbT/e159mHtc/T3YVy3aaSlj23xf9eo/SpRSJervf/JXi/Zol2adPlP5L9zRXAUsLfaPV9UDf9qojtfZ1mAbqRK18WVLvS6cs1Jaxhzl+1L18do2NeepOWpbhVLbZvtU11NTabP9VcT3F877w6AX1MZm26fxdm7oPVFKqeOfPq+eTzh+cSZKU1++XvN+Nu/SPBopb2eE8n15o7r0NJo4v4w5yicsrWUVuUbaXo+6LI2tb+XjlhBIp+pNpv25aEfz+XpSGqBx1mBLZRnQGTAM4I5BhgvHn8zlrL0LDp0BjHTtnc+xPLC5qIxiNNsBGGiErS8DnGPYt12jz4Ys7ng6oomhCVsGvDGJrYsCSCg20HVcBD7PujSc3lxASYGRri4ABrr2daTkUBE8AHTvjo0O6GyLTivGDOiBTiMXMaaBoW+dszt3dL60COsH3GrbrdHysG0yDyGungOu917cIynJiic6aS+mdnpKfirFMAw4nUOetSuuNT1aHYCJnJw8Ss5FM+sngBJo140SuoHeCWcnS/5OPTV25QM989i8NJb006CvzKPwnAcmoDCnENdhdYbja76U5qOkf70Xh0pXaNfceehBB6Z62/R60HeyxloP+k5gOneCvEIn+jpb9jv3dqDwaAngxB9DxhD1wVQmlupxGhVGuL8zVzKa7HSPKxf6pI20kTmPvKPdGHKP/qJzLvklj9L8QhbPyABMFOqtMZ0DPTZ0c7T05K07gukK7knnNdTOZxt+T66bxsq7ZwJh/aKZOXkjJushTJkd2uToyY3SxgK1xrFFkZx6dgU+PS9s1fc30uk+f4Yv9774hMwABnR1N9o70ulkCoVlYGPI5dQhR2wu+nuhcfCLDLp6TW/iy2LA+LQLmZ9GcHa/G24LGw3plvq5BeOTEAzFSWx6LI5j46Lo1VDL67pj0z2XU9mAu8apA/nYuNs1mXejWvLONldeG/t0iDbMvJf4d3cyJO59RlubSJ/xCJsAujjjVJrI3tPg1AXLd1qnx8nZmb69w1kwqno42AywE0x55OQBzoXkHTXg5Aim1Gji9VNYv8gVDsUSOM0SEpx6O5DzYw4Mc76Qhw7QOTP6jfcZ++OrvLYog4/e9KDxQWcHnHub2JwH9GwkiRlo1w0nhzwO5ACDTeQcKsTBzdI90A8YS/jSsVC6mdfGr2XPqHCG6CzneTnRS1/vVYNtpCvFqecJ9vxoYrT7hSNs7nbCwfVx5s33uCifjCbLM6G1oH4NtXNj7wmAQa/HVFI/Yz36drSovIbyaLw8J7xCFuAF7F0aQFTqBDyetm7y/AoP5eHg7NyyilwjbetPcVkK3y3P5qxbKAkbLJs6jYxi9IsRDN0aSpJ/jCUo2wfwh+WBdG0oj87+DH05hS2j/MjSaehGzmdUT8ilmCPz/UhcosF9sxk+xQhoHHsvjKzMbI5na3wzKReHp+czdIQjuof9ueNVP449ncGd1a1o+mox/1qTxansLJg2mWNukxj+upEDMyez+6gBXVkxjIviTl1jaT0YNCeIz2f5kNgZzLYhPDLSFgoab5KzX8wgYX91D3hgCH4LfS/0mJvl2HB5QvzWdM54DTMQOz+SPV2g9Gh1uNB7EDozg7nTJrKxzj1q1+DpDH7zVSZusUGPhuGBl3lnPKDX2Ll8KlNPl2Jync67/UDfyQvX5FjmvtUNfWUeJQwEwGlcOKPfjGTiCw3do9bjNG4eU6a9yNzPnXlnVOP3T4c84kr01zvBfUgTJ+jAH1/5I7PeCmRiJzBZT2DeI9ZAIZv/Nou1+Xr0Z0sxjApnYM1f5QFeuMYsZuo0JwaOCid0WOOXCw1psI2ed2X0zCnsmT+VqatsMLTryeiIMLzcw5i+fS5TX4jHRgdalxGEzx/dRO5OeDyiZ9aM18js7U5oE/eoG27nht8TAOthf8T5ldeYmOXKH2fMY3Rvy/Yh/u7Ezp/I1N5evPzWBFybiF6X5NFYeftieW3pTjQ9lJoGM+HpmjZu7PxKycwEr2m/4f1pZJlLIYS4SnnEvxKNzZsLGN0Kh03FNfRTNFPXuLLwTa8mRlmuPQnUQgghRCvWtiY8EUIIIW4xEqiFEEKIVkwCtRBCCNGK3VSBOivRk8k7riKD/BTi9uRftCntY0/CDlxdvRqXy+KFAcSVXOt8i8n4dxJZFc2nS/vMD8/5PvjM98QvMYX8ppKXpDA7ygefJX74LAwloXoq3YzVA+gz1wefv/ng80EM2VVN5FGRTVysDz4LffB8N5KMc9U12TMbv7/54BPpQ2hm9fztVbkkfOyDz0I/fCL9CPtvfuPlFcYxPtITn7954hk5nphD2iVFa9+Px3NDNlRlsXiJJ56RPnjOr1NeC6R96knYvhYnv9jZTUwdF92CaRCvE3MRn23YyevLvmFNnV8SFOzZw4LV3zBu3a/N51FwmJj1GTwX8yM/1H+ftTzmxP3EkWta6UaU/UpMXDrjFmxm/p4LFcnZ+h1T3v0nIz9oaT0UWW+dIeyrOo/qaBWEjTlH1qUfISFujJbOjNKaZia7bnYFK4+12y7alPqRh5r+83Uss/J6ZHpQRb3lr1afbS5duTp2/JgqV0qpyn0qKsJNhf/SRK7J3spt3S6llFLHUn2VS4KlrbYleKiQH1pWs6KMIOUWn6rKlVL7Nnoo7y8OKlW5S0XM81XRJ5RSZ9aroD8Hq2RNKfVLuHJbEK2OKaXU0QjlERGlDjZWXmW5qpn7rfyHEOWybLUqqn+2/wlSHkn7lFJF6uDx6tTFK5TvjGCVfL5l9U+N91DT97YsbYMqmk9yfVWq1MR/q4T8epvz96mXPjvawiyOq+gV/1VZDX12r/bzXFmpTKYWZFJ5Xp06W6n+8/lXat7uC+lNZzRlKvpFzfxwvzrckvJOaCpoxDm1r97mg2+XqqD46/LlFOKyta3fUdfSyD+QxMpv15PfL5poT0jZMIe4rDRuH3WQVfdbUqXE9mH2OW88bDRyz7kRHjwdjzMx+K3UiJ45HSMaaat9SBiQSkhRGDE7Msgty2dyiSPGB6MIv9cWKCfr61DGp2Szz+RN3OvhuLXPJ2n1ZGLyDRjM4PZEHBEDbdEyAxj8rSO+PTRy8zR8n11FcI9GTuFcGov/vpKkfUVMmpNMcPXUaGkfDyaywhu39rlkFQ0mKjQct5OL8YxOweVuFziTj8E9mugHHdEyx+N3aj6pTxhhx2Q8D4aw7dF8IjfEkXI8C8Onk0nr6M70oGBcGhw7MeDoUD1nuJUBQ/vbub2JT4RjLxccd5ejAZqm4dil+tiqItI+98HnHwZcHo4i6vcuGIDiPZEEp2RAZzuw8Sc6yJ/cg7sY4LwCA+DS1538tEy0M+VkVLoR0QWwcsfLLoKMfPDtOoAB7XMprgK7c+VgY8QOyG+oPCtD7UxymknDsXtvy/xqRSmExS4mW2+LY0Uu3A1gi7HmZ7Htb8fQ3oChHUAxaRuCifwFbKs0jN4riLrfkeJ9kQRtSMNg44hWVI7LEND2zCZgG/g/FETAvS40++vzH9cy9+NNZOR58P66UJwBjsYT+FIGrg86UZqzF55+hwV+zc13XMXpQ7+y5b8FFDi58vrgjpzOyWbJthIwtAPr7rw+wonOhYeJ2fIrBTor0Nnz3GhnBnRorpJX4ehBlvyngB9Od2X+lH70AqhaldBcAAAgAElEQVQqIjb2Rwp6d6VzaSkF1s7MGe5A5/NFfLYpm+3nraDKgNfwe3jcofoDevBHntuiY86LAxnQ1HifVXu6dIT6p9Shsx6KL96W8+/trDlrh9e9Tgy98+JpQYq/qiDX3YBLvXyMI3Tkzz1P8bOG5t9bIa63lkb0VtGjPrNLrf8iRPkv8lfB61ao1KMX95l2rfVQwdsvvE7+0Kj8t1rS7PvCW/mmH1NKFanVMd4qIlcppSWrkIjpKrWmN9VQjzrORfl/U6SUKlfJH7qp6fuVUvunK7d3qntsp6OV77wIta9SqfIMf+VS3Vss2uqvPDbWv06v76CKWuCvVhRf2JIa56KC/lNdXpyHpbxjUcpjTrjaVamU0tar4L9MV9sqlSrPCLL0SJVSanuw8li760K+LepRX3AsI0h5vL/e0nttzJltKmKBi3KLcFMu86ar1Or8y89Wvw9nUtX0v3ioiMNKqfOpKuQvQWp9zblVd06SPzSq4P8kq5A5/mrFrnDltihaHTsWpbzfilLJm32Vx9pUtXqZiwrZq5SqPKaSV3kol794KLc/e6uoX8obL08ppY6tUMEL3JTjDN/atNvWuin/byxntWutW3WPukaRSo33UL6pljYs3xui3JattrSBlqpCIkJU6vmDKuotbxV1rKZdjZa6KaXKT2xTq+t8HredbqaRyzaqF55Zpg7UvM77RI17cpk6UKGUyvtQjQv+u6o/w3Gts6dV6jf/VbPjM9Xf/nVI/ed49Ye24rh6+/0dKrVmTvbKSqXUWbUp/mv1YZ6l0fMzM9XMzJoPw3XsUZcfUbNX1OnJVp5WHy7fpjaVVP///R3q2wqlDqT9W732bXWFf92nXks8qmqnlC8/o/bmnVWmltVEZdXrUSullLqkR12pTuUdVetSvlczV+1QH2bmq3yTUkpVqV1zS5R/QtWlGZdrKsjtrNp2w0dAhFCqbd2jLkwjbkc2dv0DmDQsCO8ezV3r2mJ0sKQxdnUkv7AAsMXf3UhaZgbFu5PI7heEd/smsrCyw+hoCxiw7Xw7mgba6VxwrO5F2bhg1HLJrQS4HUc7IwbAVm8HpuqbXEVJhC3xw2/JeGKau3FmZUd3u+rybgetOgtDVyNGK6C9ke7kcqjZ+8+X0vZEEhDlh9+7kWTUub9Y/NNsxm9zIfp5f2rX5GqgzhlfTCbt3mR2he8iY3gBYX9PQQMMHavfh87e+N5dxK5fNSjLJrejG241k6hXf9JsDQa0Sg+iZsYRpNfQDHbYdbTFoBXhOGw1yU+4UK4ZsDWA9t85hBWFkPrmNna9HkhafARZVY2UB+AYzIqZuzg4xY2k1YvJRqPgJBh7Ws7K2KPu6l8a2VuCibSaz2pvy/aiglyKi9YzJ3Yyk+NXktseNFMuueeMuNgDGHFxuPCZM9h7EPhwMMH3Gsnfs5KkQ/W6ci2g79YNBx3Q0RprrbTxGSNPFrIlu4zOd/Vg5BAnHnSo/tCWlVHQwYYBNXOyW1lBVRm/nK4i5z8/smDDD3xyuIoO5iv4wFwLuo506QhYtaezrorz5iqOnCyn7PBPLNjwAwsyy+hgZaasJr2hMwN6drykp3x1rOjSswePP3AXng5V/LD7V34oq7NbFnEXrVzbGvruM53kN0PI3beauA0BzClzxP+JKEL6NhawC8j+NR/6OpJdkIujfXcADAMn4bZlMaEFGr7PuF1IbmWAFvw9M3QxwvfZFOOGbUk2uQYjjk1N3m/nT9Tr/i0+zYZohdnsqwAPUzaHqoz4tgfaG9A0S3DIL8qlvG4drTTK652LYWA46wdevE07EkPwJo3wlyJwqzsq2ECdNTPYdrbMBW7obIt2phgNDUwGDHqgKpesXw24eBqgswvGcyvJKgNjZ6AKsIIBzoPZl7ML3L3JPZCJXe9gDL/TcCOJjDO2uHVMI71oMIE9gJMadLTFDqCjHXamTPIrNVwqGiivQoP2lsFvg40dhkoNrcqA0f52kk5q0MdA/skLT1DlbptM6JEgVgV71w5t2nU34ujkT/Tz3nUWZMklu2M+uWWAXT75p6svCn5NIGxDHNlWbvi6B7N6bhS21/Oyt1c/FrxQQUHOMTanfk+sZsDT05Wnenamu5bHvnPQvWNNO3fm7i634+R1H081MFNWB10VZfWDk86KDuYqatayaVo7OlRVcb76PW3SJfut6GXfmV52A5l1X/UHru5DaWVFfH/MigH/Y9OCerRMwb5sYrcXcb5LV7zc7mHJo/rqC4HbMPa3oiCnkkv+FB6qIr+3FQPa1l9IcZNqgx9DA8YBwUQMCIZzuWSXGeBkErM/TyH7UC7ZhyYzOdudkKBgwJbi/84g4L/5FOPP/KnV/cX2HgT3C8XzQDCL6i7r3NsXty/nEPCBkcEP1dyjbkC/6czeMZmAqPUYzBpuo1bjZgWX85Bo8Z7FhGVmkZ2fhWH1ZLLunkTU8EtXwarVLovlHwQQWVaM8YkVeFgB/f1xTwtj/KdudD+jgX1NYiPe9xqY/MF40h28CJ/Q2D3qXGISwsg854G23I/FVuAxMpnwfg1XwfuR2SR86ofP97ZgMhAc4I8t+cTFBrCyzA5DhYbtPVHE9QHwJvzJNEKX+7G6zj1qx/vDCfkxFL+FkWh6XxZNcQErCHvKjaAVPiRVgtF3Bb564N7phOwIwy8qBoNZw3F4NN7t81kdfWl52p4I/P6RicEKiits8X0qDjcr4NFwuscHEXrAEe3XIugLnEsgbE0K+T2LmBwVB+3dCJkSge+ACOb/FErAuzHYtYPyzgFEPR9I8CgPQuMnk9sFskvBCNDRjeBnU3GxabitLmZi56pIEnflsDfHRNSMPAb6TSf0suf1b09357t43vku0MrIOdcOdA4853OKJeu+I73OPerHH3Uk5svvmKNrB1Uw4H+HMK6PFWDFfYO68sWXGczp0p3nnuyDsxVg3wMvspizuoABbvcwZUAT6zdZ2eHV7wBLPv2OLca+zBpmR853P/LFr+fIKa4gdkM5d7u68Hwj5+fs7oJLchazfmpHhyrocJczczyqF4MpOMySr3TMcbZp+h61uZCP1+awrdDM6aPfMSu/D3Me7U7Zrh9YklVEzmlY8EkZw4cPwdv+TkKCXOjSwF8720fbY/y0gmx0F92nzv3SjO2TneT+tGgVbuopRFNiPcnw2UZEn0v3ZW/wIdJhPas828BXMX8xPusdWR8aKH84hLimFFnzy1j9UGeiHr3NskmrIGxCBf7xHfFoemE8IX4TbbBHfbWyiVsZxsoSX6KfkLAnxK3tNtzm/A63upsM7YlKbOrBFSF+Wzd1j1oIIYRo69rWU99CCCHELUYCtRBCCNGKSaAWoi2S3/4Kccu4BR8muwaqckn4eDIxJ8FQ5Uhg4AqCe924x0PL9uzkuS+qCJn+AN66Ij5bs4d0DTC3w9n9Pl6/p2MLcqkiIbCM3Bm/I9zttoaTmMvYvOlHtpRVcr6DAyFP9mNAk6ddTFZgGIblkzg+KZ0BieGWyT3qy1lM/MNxMMgRHXA2O5c+CQfxebgF1b6FmLPi2BKeQAm2dHp0On6ve8gXWIhbgHzPr4C2O5KIihAyZvpj+CkMn8+TCLhRP50yF/FZdgW9OlbPuGLVkaEjPHmqixWUHWZW3M98P+A+Hmzund5tIg49qxoL0kDZvmzWd3Am5jkHjqR/S8z3PVjy+yampTDvotDsxv3FWWTbuzX4O9YaOpdghv9zOl3R2B04mMJmqnvL0TL4ZlY6vZYnM8hZfjMkxK1Ehr6vQNGpfOwcjNgChh4udP81g11NLe14HRXsOkiRi5Nl0goA9HTvUv3CyooOVlZ0aPZdriJpSQVuL3bAsYlUOXll9LrLng6A8102nM4voqyRtGe/mM0m/zAO7k/hm0kxHN8TR+pH2ZdxZgD5HJjmR4JvAAmPBfD1V5ZZ2A5M6sNH/pPZ8tJ4EgMXc6y6Eqc+nUzCY34kPuZD0pIMzGgcnOZD8ro0tvqGcuDb2SSMiaMEMG8YT/RgPzZNCOAjow87jgLmDLaO8iNpTACJjwXw9ZfVi36WZbFjgh8J/gEk+E4maz+AxpFFk0ny7kP0PX5seimOwiaGo83bY0h6zIfEUT4kTIrjlBlKlvmxaYPGkWl+fL09n6wxAewuBvOa8SQsygWKOfCnAcSGZ8GBdH4tyGX3SwGW81uUYRn9Nqex5cFQDpo1TsWOJ/GVJEq0bLZ6B7C7eiI204bxxM/MaLxyBXEkGj1JmjCexMF3krTOMnWPeX8cyb4+JPr7kVDbzrl89/s+xI8Zz6YxnrznvZiSxtrInMXXv5/MATNAdZ3KgEMxJPjHYQLOfhpAdHUe5u2LSXrMj6RAP2KN46uPa6Q9a9sIzF9MJj48y9JeM/1I9A8gydfSRo1OyQocfMmT1EzL/4/M9CT5K+BoDImPLeYUABpHpnmS/IUGxQkkGgeTGDieJO8BfBSedUkeQlwvEqivgGN3F8oP7SIfKD6QSdY5Da3yBlREK2BNrg0B/RvqYVXwffohzj/Qh/uae5dzTMQVd2D6w433pqGK8+cr6WBVSMx72/lca08HrYLzjaTuNDKCYY8a6bNgNffdNxi3+PUMn1h/jaJmfLuYrUeDGJ2ynsCV3hTOj6kNhjZPRzF8+Sp8BqWwdU0+lKWwdQk8kJTMmJRoHDZE8sNRA33+HIJ5SSRHirPZHp5Fn78GUzOZmPXICEbHRzNoUHX76QbzUGIy/onrGbPcg2NLkigBCpeE8rNbNIFJ6wmMNLL7r0mYMNBrxgpGve5tyWd5cMPD+gDks3t+HF3+XypjPk9mqG0MWzc0Ny+4hunbCLana5Zhr/ZAuQsP1ZzfF5H8cLQmbTHHlgSRmh2I31J/bAwuDHpSI3uDJdj/vC6fPs82MesdgEsgPvGrGPakkXbVdf5h2ko6/b9kxiQl4/dwGls/rb5wMbjh9uEqRi+fRNfqc264jZpxMomv38uiZvbdkn8lYR63Gv/4CPo6XsmogS3GuesZk7Qe/8/nY7NuOT83diXZmJ5BuNinkJ0FaGns3uHOoEctddH1DcInYRWjXvegqRmDhbjWZOj7SgyYTdSBUCZHpWDn6IibvQHbG/DNzck8BG5D6GVVWm9PFTlbd7LGqh/zH2puxmRF2tIKjC/+rsneNFjRoUM7zld1ZcpzXaEgm/UdOje8eII5ix1/imDft1ngFsSR7fnYnIzEYWk4fS7j/oD5aC70DaITQHcXbMoSLL03bLHpacnIprcjZ/cUwMlcztq74NAZwEjX3vkcywOMRVTmZ1F4tBzsB3PnmerMNcBQLxiU5ZI9bzEHT4LOnMvZMm9MaJzKzsVUFknyboAidLruaEATk2zWO5ECSgqMdHUBMNC1ryMlh4qgqVikZZH5VjGDZnqTdchSV53Rha71z687cCKNg9+6QM8LX2ibp4PQTUji1Ehbssv8GT6oqfppmHUGdHAhuJqzOXWgiFPvhZL8HlAGOvcCwIBZux2dwbKturKNtJERtAy2TxjPPoo4fcDA/RdOkJ/nxaF7OYSuH1m2dH02HJtAD+K/MGLKt6OxFWItyilZF8qm3XZUHt1FpXsIUEzhp7PZnqmh02mcKiqiS5OTl+dzcP54yuzh7A/52DwKYIvLs0YS1mTg5p5EiVcIvQxAcXltGzWYh205lbbePPTXEO6UeZTENSaB+orY4j16Fd5A8Z4wAkzeDP7NxybOkXOygiNHdzLrPxUcKSvnh00H6RXQh84/ZhFzogezRjs0v7DBURMxOe0vTJ/YBOcenTmSVwT3OFBwpITOPfo0nL/OjfuXB3N8Ui5D50HqUhdGLfW+7A+brqcR1mVzFjc6FWRTYjBiA5RQwKn9+fCwI6dzcunUuzvYO9LpZAqFZWBjyOXUIUdsnKBkQwr8eQWDPkrCYYYtuz/LADcPTMVFGGwv/otq/iKSrNunE7jSDV3OYuInaICBri4u2DhH4TeuOv3lPnGt645N91xOZQPuGqcO5GPjbgcFjR1QTkl8FIY/JzPUfo4lUNsbGzw/ALr5MzQxHNNLT7F5jRujxzlCd38G9fRj658N6J5cQZNTkhcVY7Z1QQ+cra2zC11djHSdu4L7e9dtpDRM2KK/6M1srI2ywODBA/Er6KvLZqv37AuH7F5Mln00AY/mk/xR9eiCrQE6+zJsZRAHfWOabFK4HZunoxg9w4j5i8kkfAccXc3XG1zw+2cINuYMUh+MbCYPR/rMWYWPu2Xoe3fNqT86iR6LFvOv/Rp93q6es+xEAZqti+WisZE8js0czNYNQYyZaAtolHybRonRl149m6mGEM2QQH0lqrKIeX82KWUamt6d6c/7Ntk5uj468vjTD/M4QNUpYmIO4jK6D85aHnO2nOK0g4kln+aBlTUjAwYytMEHvxUZ753H7sXOGBvaXU/ngf/DyF/2MuuTnzivcyAkoInLgOwsTEYvDLtX0s4t6Mo+aA9P56ENk9nkux40jTv/32ocdFCCLdqXM0j6Mp8y/Hkk3hE6+zP05RS2jPIjS6ehGzmfUT1z2fHF7bjEu3Bqgy2dHg3kjveSOFgGR2IzOdV5BpsyyzmdlUW7dVnc/6Qvd6xbTOrM7ujMuVQyGACH1+fT65UgEjfYoaOcdg/PZvTLbs1Uvi5HBs0J4vNZPiR2BrNtCI+MtIVYjcJlk9l6MgvT/lDaHaB2KstKYzB/eNYRvqxpfH+Gvp7CFn8/sqg5Py5cNOgccXl7PkdGTWaHWzL39zdgfNaFfwUWM2xpU2MlxRx4bzWndzjy+YQkzHtyOeWcxKmnA7kv0p8t0/xI0hnAfDsOL8/GZk0kp0ZE8Yd6b2iDbfRiE8Wa3XCb50sn4mo3nYqNQRsXTa/OBRy8jNat1d0bl+6z+XpaLp3ROGWGBhYPa57Og0FeoSR8G8wwZ+BkCqnT0+gxIwQd9a/T8jn4lwBKbDW04sEMeqnm4q+IA/PHc/DZg/R6VrrY4urIFKK3tErSYisxTuyAsQ1dsh2Y5MmvL25j2ANXmIGWxKaXwG+lv+UCojiBTTNt8fvQ96a6cjWnh5GwzpfA5U2NZuSzY9JiHD6MopcOIJfvJsRx58qI6te3psL5Pmx1Xo//OAmy4sa7hb+KAtrhPeUWfCzG4M3QmXU+/J29GDrz9pvqy3Bs2Xi+3gCDPmzuloMjLjND0OkuvB705+B6Q9u3kmyyXgpjd4Evj8yQIC1aB+lRCyGEEK2Y/DxLCCGEaMUkUAshhBCtmARqIYQQohWTQN0Mbd9sfOb2octLfsQV1W4lKyUAn7/54PO38cQd0W5kFYUQQtzEJFA3w9A7jPXh65nuUGfjyThm7xxM1MxUkkd1J2bDavJvWA2FEELczCRQN6ejLbbtL96kHcok18kdNysw9PVgwK9ZZN+gRTmEEELc3CRQXwHtXDkGvUbCB4MJ/S/YUkzxjViUQwghxE1PAvUVMHS8Hc1kwP/ZNCIGQTE3ZlEOIYQQNz8J1FfA0Nsdx7xMcg22GH7JYF8Pd1ykJYUQQlwHMjNZcw7FMP6zBDIO5WLo6Yb3H1YQ7W5HRkoQc34shkpH/J9dQUiv335ZDiGEEDc/CdRCCCFEKyYDtkIIIUQrJoFaCCGEaMUkUAshhBCtmARqIYQQohWTQN2Mhuf6ziXuA08GvN6FPp+mXV0BBSYmB2rk1m6oIumlMmJyWlrBFJID4yjJWUzSK2mYG0uXHsp7ToNJGOVHgrcfW9blNpbyBsplR+Bksk/W2bQ7kqRXUjDdsDoJIcSNJYG6GQ3O9Y0jAc8ks2ucL1f3oyxFVqwJxukx1m6zwn+iFUlvn6dFS33szsDUdzCG7VngNhhdE0l17mGM+TyZwER/St6K4VijUf3GMH+1mJ97TqKvfZ2Ng0LoezKGrJZeuAghxE3mlgvU2p7Z+H0wm7j/ZlPckgMamOsbDNja2LawxFLS35rIxBemMvX5QF77YCelNbvMlaR8ZYWv120XH+LWHrcfzpPWZKTWOLJoPEmvJnDq2wjWv5VByYZQdmS2oEoni9EMdui0BJIeW8ypmu3bZxM/KQUz+WRPCyBxlB8J3p4kzk+z9GhPprHV34cEfz8SfEPJPmQ57NjMAcR6j2fTGD8S/5LWdO83K4ZNvgEkjQkgYdSFPACOfJFF1xEe9S42bOnjBQc3tMYRACGEuP5uuUBtGBjB+gBfbs+LITgqgMmfxZFR1PxxV84aj1fe56MP3uf9FdPpmfwp6Werd2mVZGtWGOt3y3VWGG2rLgpilzLQa0Y0fZ09eChxNr36BzI8aRX3uzd+hDkzikRfHz4aGYfNy5NwaDSlIy5vr7f0vj+fjj49jRIznIqdw5GHVxCYlEzAxGK+e7t62L+9HXfOWMXo+BA6fZnC8aZ66i7B+KWsxz9xPQFP5/PdR1nVO3I5vd9AV+Olh3RyNnI2O7vxYX0hhLiJNTVS2joVJRH2cRzZ2OEbsIqQXpbN2p5IgjZnoLX3IPzlcDysALKJWxlG0mkwukcT7WmJAgZ7DwIfvh1b/Wpitq0k6e4APOxa2kO+XKXs2RDFp7tM6NuZyCktwekc0KkFhzb17uxPYMu8OI5s17CZFMypQ3ac+ksSwyL9sWksO/cwxiQGoitLY8tjM9jt4QsHVpM6JgN93yCGPl43dS67Z84h++t98GQ0Njr4Na8Im5GWNtT3d6HdmlxL77miiGOLxpO0ZB8l982ma1P1Lkhh67wkSjBAQTbm/jVXSQbQIcFYCCHqaXuB2s6fqNf9L9lsGBjO+oH1t7oQPCmZ4Lqbfk0gbEMc2VZu+LoHs3puFLbXc1whfyPRm52Zt2oCTuadRI6OrlPpdvQ2VJCrgVvnOseYq8g9aYV3zyby7R/I8Jf3kfSvAIY7L+ZfRDN6XAsvNgyOdCKfsyVA3yB8EoI54u/ND9296yQyMmjhKgaZs9j6+wj2TfGgl5MdJftzYYQR0/5sKnu6o4faHrXfiFy+857M7hx/HnJuuOiDb0dw9ukMRo8wcPajABJ21+xxpIuzxoFcoPfFx5zNyaWTi8vFH9aTWRzMMtDjURdLHYQQ4ibV9gL11eroRvCzqbg01u2sr2au75O5GD7wI+sPK4h2v52UNUEszs4i91wuPqczmV/bi6+nmwePO0SxOCKPbpjIMUNtDNO1I8Criph0hf/IOvepsyrIur8DEc08qVbyQzb6+1049VU5d7zUfJA2Z0aROGo1Ok0Dr+n49Snm2IHVpI5JQdMFMGxgOb9mAeYMvpuwmGMamDUN3aPTGW4PnabM584/TSYh3QBmIw8trw7s1T3qTR/lU2Lvz+NNXGDcMcKXHz4KIzXdAEcL0HW/sK/XSDe++zIDs1fd+9TFHEyHPvPqjYlnxbFlui2jd0Vw5633KRZC3EJkru8brcDE5GmK8ARD9ZPfVSS9dI78VzoR0v+2Zg6+2eSyIzCSTktX4FLz5PfuSJJi3fBb6is9ZyHELUkCtRBCCNGK3XJPfQshhBBtiQRqIYQQohWTQC2EEEK0YhKohRBCiFZMArUQQgjRikmgFkIIIVoxCdRCCCFEKyaBWgghhGjFJFALIYQQrZgEaiGEEKIVk0AthBBCtGISqIUQQohWTAK1EEII0YpJoBZCCCFaMQnUQgghRCsmgVqIG+jw4cMcPnz4RldDCNGKSaAW4gY5fPgw7777LsuXL5dgLYRolARqIW6Aw4cPExMTQ3FxMSdOnCA2NlaCtRCiQRKohfiNHT58mKVLl3Ly5EmMRiM9evTg2LFjvP/++xw5cuSy88tbM5WAydFknL4OlRVC3HC6G10BIW415eXlWFlZYTQaeeGFFwBYtmwZZ86coby8/JL0ph/jmbU0HU0PpeYhhC4KxcO6di97t5fi9X+heHT57c5BCPHbuU0ppVqSsKqqivPnz1NSUsIdd9xxveslxE3tp59+ws7ODgcHBwAKCwspKiqiX79+9VKa2Lsmlhz3UEb3hr2L/IgdkMQ7fnrL3l3xTJ0ZTek9U5g6ZCfvZzjgZO3KlGlOfPlmLEf1NpSctmZsxDweJ5bAGTl4uHcjb9cu9A944WAqJGfXCdwj3mFsl51Ez44lp5MNWqmeEW/MY3THdKLmrOWotQ2cBvdpCxhbv4pCiOvqpulRd+ki3Qlx45w+fXnjzvUDsoODQ23Qvpge13GhuAKc3Ut6Tl+8xusv7B08lrH3bCbvpSn8ft9O5nV5nIT5HugPpbNn/ALC3B0o/Hgis74u5PFhejA78fgroThvncUjSU4kvz2Fwo8nErm9FI/Ti9n54Dt8NN4BU2YkgSsyGD08g8yOI3jvzdE4mPLIMTV9XvI9FOLau2kC9eX+oRSiLTEd2kTU2xk4v7KA0Y6NpTLg1NMBPYAOTqQsZm6qNeTkYRpqibD6Lt1wAGhnjUO3bugBvV4PZo28/DzyDi1m1n+ByhL0nUopdX+ZPx9axl9D1lLScTAT3gjDuYl6yvdQiGvvpgnUQrQlLR/6BtPeeGbFmXg2YgFDrC/ZXY+lt73z4yjyhiaxYLienKW7mNuCOjn1dML5nnAW+FvD2ULyztmgP7oHw7Bw3hkHpVteY+KqvXjNcL28kxVCXBUJ1EL8xn766Sfee+89fve73/Hyyy8D8MEHH1BaWkpwcDD9+/evk7qQjUui2aMNJvaNncRiwHnUnwkb3tAw+QV9HxpC3qpZzN3eE+furphS40l/wKnJY5zGTGfg7Jm8lmkD50y4Bi9gSpejxL8Zi8nOBkrh8Rea6k8LIa4HeZhMiN/YkSNHeO+99zh+/Dg9evSgQ4cO5Obm0rNnT4KDg7nrrrtudBWFEK2IBGohboDDhw8TGxvLsWPHADAajUyYMEGCtBDiEjLhiRA3wF133cWUKVPo1q0bPXr0kCAthGiU9KiFuIFqpg2VIC2EaIw8TCbEDSQBWgjRHBn6FkIIIVoxCdRCCCFEK3ZTBeqsRE8m77iKDPJTiK6rfGYAACAASURBVNuTf9GmtI89CTtwdfVqXC6LFwYQV3Kt8y0m499JZFU0ny7tMz885/vgM98Tv8QU8ptKXpLC7CgffJb44bMwlIRCy+aM1QPoM9fn/7d3/3FRlXnDxz/iIEdlZUgjptTHcenZxnJrqPYVo+0mZBas+jRsdgvqnYJtBbVroN6F1m7CtiXkboFtCbbrD9pwwdSg3BLcO8XuNGZ3/TFukuMt5hCrAYpyRgau548BReWXtq5o3/fr1SvnnOtcv2aG77muc+Y6RP06iqg3cnC2dJFHk5O8ZVFEvRzFmN9mUH6ytSa7FhDz6yiiMqJI3ubybWxxkf/7KKJejiEqI4bUv7k7L68mj2kZY4j69RjGZEwj54B+XtH6p9MYs9YJLQ6yloxhTEYUYxa1K68HSleOIXVPj5Of7cQ6HpuaTeVFHt6lag+JcTpnWtJC0RMN5FySwoQQ/1aqh5qbm1VjY6Oqrq7u6SFXnooEZXtn61mbNr1lUymfX8Iymy9FpvtV5ot2tfpEd+ka1eGvDqtGpZRq3qMy060q7Ysuci2OVNY1FUoppQ5vilaWfF9fbc23qaS/9qxmteXxyrpik2pUSu1516YiN+xXqrlCpb8QrbL/qZQ6Xqjin01QxbpS6os0ZX0pWx1WSqlD6cqWnqn2d1Zec6OvHUqpxr8mKctrq1Xtua39n3hlK9qjlKpV+79qTV2Xq6LnJqjiUz2r/6YVNpWyu2dpO9T0DY7tVIuqeKFeJaxvOXvzpydU5OOe0/0ihLgyXaE3k+m49xWx/ONC3N/LJnsMlKxdSJ6jlP6T9rPqDl+qkmUjWXAyEluQjuuklbSEFGzHc4hZrpM9LwUzOqWro8gftYmk2lRydpTjanCTWG/C/INM0m41Ao04NiczrcTJHk8keXPSsPq7KVqdSI5bQ/OC9cd5pN9iRN8WS/jHJqJv0HFV6URPX0XCDZ004WQpWX9cTtGeWmYtLCYhyLe59PfhZDRFYvV34agNJzM5DeuRLMZkl2D5rgWOu9Eissn+gQl92zRiji5i04/NsCORMfuT2DreTcbaPEq+cqCtTKR0QAQp8QlYOpw70TCFtC4c7aeh+fenfxefCNNwC6adjeiAruuYrmk9tqWW0vVRRL2nYbk7k8wfWtCAul0ZJJSUQ2AwBNnJjrfj2l/BqLBcNMByYwTu0m3oxxspb7aSfg3gF8G44HTK3RA9eBSj/F3UtUDwyUYIMhMMuDsqz09Da/t0eHRMoSMwAtSWkLosC2eAEVOTC74LYMTctrCXf380fw2tL0AdpWsTyPgCjC065shcMu8wUbcng/i1pWhBJvTaRiy3g75rAbFbwX5XPLG3WnxldeXv7/Dc79dRXmXjd2uSfetlH1pB3BPl3PyDYRyr3A0P/YaXYrpYcezrL8l5/3+pNvgDgUycbOEHGuBtpuRDP6Ln9Dk7vdUf6888lOr9iNY6ylAIcUXoaUTvFSPq4xWqcEOSsi+2q4Q1uWrTobPHTBXv2FTC9jOvi980K/sWX5o9GyJVdNlhpVStWp0TqdJdSim9WCWlp6hNbaOpjkbUeRZl/0utUqpRFb9pVSl7lVJ7U5T1N60jtq+zVfQL6WpPs1KN5XZlaR0t1m6xK9u7e7pp0H6V+ZJd5dadXV78/7SWl2fzlXc4U9kWpqmKZqWUXqgSnk9RW5uVaiyP941IlVJqe4KyvVNxJt8ejajPOFwer2y/K/SNXjtzfKtKf8mirOlWZXkhRW1qzb/xROv7cHyTSnneptL/Vyl1apNKej5eFba1rXXmoPhNs0r4n2KVtNCucivSlHVxtjp8OFNFvpipij+IVrZ3NqnVr1lU0m6lVPNhVbzKpizP25T12UiV+UVj5+UppdThXJXwklWZ5kafTrv1Hauy/8XXqop3rK0j6ja1atMKm4re5OvDxt1Jyvraal8f6JtUUnqS2nRqv8p8MVJlHm7rV7Ovbkqpxn9uVavbfR63ft1NJze8q376H6+pfW2vq/6gpj74mtrXpJSqelNNTfij+qrTg0+pTQWbVfa+1g9rc7upmOO6ir/zhKo4b7TuVdkP1KtMZzf1EkL0alfWNeqaUvJ2OAm+KZZZ98QTeUN34xgj5hBfGvNgE+6aasCIPcJM6bZy6nYW4fxePJH+XWThF4zZZAQ0jIH90XXQv3aBqXUUFWTBrLtwNQP0xxRsRgOMAcHgab1OWltE6pIYYpZMI+dgN1X2CyY0uLW8/qC3ZqENNmP2A/zNhOLiQLfXn8+n78ogNjOGmN9mUN7uOnLdPxYwbauF7EfsnH4wUwd1Lt+QSOmtxVSkVVA+oZrUP5agA9qA1vchMJLo79ZS8aUODU5cA6xYg9ra5fufUdPQm21kzssjPkBH14IJHmBE02sx3bOa4h9baNQ1jBrof1tIam0Sm36xlYo5cZSuSMfR0kl5AKYEcudVsH+2laLVWTjRqT4C5qG+VplvMLfvDZwbE8jwW8TqSN/22moXdbWFLFyWSOKK5bj8Qfe4cJ00YxkCYMYScuYzpw2xEXd3Agm3mnHvWk7RgboLfk8Crr2WEAMwYBCD9GN0+hTJlpMcrBvAd4e2flj9LuCre4XOmwkhfK6sr/DIFIp/kYRrz2ry1saysMGE/ceZJN3YWcCuxvmlG2404ax2YRoSCoB2yyysG7NIrtaJ/g/rmeR+GvQgAGrXmOFTJ3VYMdY7cWlmTH27OCDYTuYce4+b2RG9xsmeJrB5nBxoMRPtD/hr6LovOLhrXTS2r6OfTuM5bdFuSaPwlnPyPZhDwjqdtCfSsQa029FBnXUvGAODfXkFGtGP16Gjg0dDCwBaXDi+1LCM0SDQgvnkchwNYA4EWgA/GBUWzp7KCoiIxLVvG8EjEtC+o2OliPLjRqwDSimrDSfuBuCIDgOMBAMMCCbYsw13s46lqYPymnTw983vakHBaM06eouGeUh/io7oMFLDfaT6dFtcWxNJPhjPqoTI09PWwaFmTMPsZD8SyZmZYhfOAW5cDUCwG/fXrScFX+aTujYPp5+V6IgEVj+XifFSnvb6DWD4oJM4D7fAyHMK0voyQmvCpYM1sN12bwuuI35EDr2E9RJCXHJXVqAGQMM8KoH0UQlw0oWzQYMjRSxYX4LzgAvngUQSnREkxScARur+NpfYv7mpw86ix1rHi/42Er6XzJh9CSxu/2zfEdFY319I7Btmwu9qu0bdge+lsGBHIrGZhWheHeuk1Vj94Pz7jDtXtyuL1G0OnG4H2upEHN+dReYEW+cH9HWw9I1YMhrqMP84F5sfcJOdiNJUpq20EnpchyFtic1E3qqR+MY0ykLGkTajs2vULnLyU9l20oa+NIYsP7BNLCbt/CctAhB57wLyV8YQ9akRPBoJsXaMuMlbFsvyhmC0Jh3j9zPJGwkQSdqDpSQvjWF1u2vUpjvSSPp7MjEvZ6AHRLN4tgX8IPUnVuJzoyhqBnN0LtEBwK0pJO1IJSYzB82rY5qQTaS/m9XZ55en70on5r1taH5Q12Qk+id5WP2A8WmErogneZ8J/ctauBE4mU/q2yW4h9aSmJkH/laSZqcTPSqdRf9IJva3OQT3hcbAWDIfiSNhko3kFYm4rgHnMTADDLCSMH0TlqCO++psHj5blUFBRSW7Kz1kzq3ilpgUki/oQVT+RI4Pw/n+Jyzc7k8/ApnQdo3a0JfYcS3klCnsE9tdp3Y04bijH+lyfVqIK9pVvYRoybIxlEdtJX3k+fuca6PICClk1ZhubwO6/NxZRBWaKEyO6/6mJfHtVO0h8WlFWr7mO5GghaInTuJ+aiBJN/Xp5mAhRG92BY6ovyknectTWV4fTfaPJeyJq0RoALn57Tf4YV8a2FlqIcQV5KoeUQshhBBXuivrrm8hhBDiW0YCtRBCCNGLSaAWQgghejEJ1BdBb3uAxK+jiFo0kmueW4CjqwdRtGlxkLFoGkXd/VbbU8qCzChisqeRddEPBFE4XjxO6oftbkHY2UjsU6e48GU5hBBCXC7fwru+vzntlnSKWxcOcW+O5Se1sb7f7P6rHCihbEgaWx+JvPg8jpwi62MDac+0+2nO6ABij5wgr7IfKWf9hlehN4AWKD/jEUKI3kYC9TfioujTOuzTrV2k0XFsjCfVAcZBUH2yPxagswdAOP87laxPS3DVOklcVoQ1KpukDn4H7nOMz3KfI3uLTtAgCIhI5aWpvghc92ETrgittaw2fowbB9PWNpMyt91Savop4od5sG0fdE4AF0IIcblJoP4mvswnHzurTF2kqS8ifZuFRWnp2E7mE/uLEgD0PQtI/TKW4tQ4TJ5SkjMzKL01m8gfZpI7BMZ8Fk3u9G5G1LtX8Kst4fzm9zMYBuBt26Fw7W0h9Kbz1zU1hfnhXtkMtNun+ZO+vi9GWWpSCCF6HQnU34BjawnGO/6EuatE9S6qg0cxyh/4jgVLkC9Q+x4A4WbhslJAx+1vRG8CunpAyDk8ByrRb57tC9Jw/rvppYf8sNwttysIIURvJIH6YjWVsnpXKPEpXQ2ngWvMhDa4cANG3cWBBginswdAXJiAEUPR1n5GFTefGVEbAPpgvsmP6spmzn2L3ZUtmCznjrSbKd/Qgmm8P2ZZF1oIIXoVGUZdJH1XPiWh8UR391CGQDsL7nCy4I1kUv+4Gldrj2uj0lkUtJzY38YyLTuW2N/n47rQStz8KM/eVcFzjzzGz596jPlrKk/vMo73x7ytCedZB7RQVgbRD54TqHUvWTMaKTp0oRUQQghxqckSolcthWNRA6vvCiRzfOvd3DsbiV3Wl7xX+8nDPYQQ4gohgVoIIYToxWTqWwghhOjFJFALIYQQvZgEaiGEEKIXk0B9MVpc5P8+iqiXY4jKiCH1b+7LXaMe2704lvkf9STlMT5b8wG7Pefv0ctOErvonB9pH9KJmeI5s464t5mip48Tdd9xYu47RuySdukrT5H3YfPFNaCV+0Odksru03WpoYkF0ceImdJA1rYe3arRgWZy4hrIP3Jmi2tZA4krO1j8/dw+All/XQjRLQnUF+NAHpk1dlbNK2bTIza2vXcRP626TG6eW8hL9/YkZT0V696l8rxA3UzekmaiZ3fzE/wynXQ9gOI/f4fiP3+HvJntfhK27xTLN/fkKSadUbg2n6Jo38UG11aOJspGaBQXBJIScXHrnOsf6hQNDSBuyJlt5qn90FbqOHqy4MzoAGKPeMj7picdQoirlix4cjEGj2KUv4u6Fgg+2QhBZoIvQzWOrXkMe4HG7TcPwnPIQ8R/vcTDYYB7BTOfqiDspgCO6R4CfpDCCw8FUPZqFu9sLEeb8zG/aQ3W5QtjyNZt3KxVsdt9C2k5ydx8rIzsV96h7IvdBPxiPuWDwpm94GHCDMChJkq8/uSGnlMZo4GkmX3O+tmXvtdLeaWByDA/jEYAhWPZSXLWNuOq1kl0ezBPHUDaeCiZd4KcStB06D9OI3uuP0ZAX9OAbY0fNmMLegNY5miY1uis/qgFl+MEiWv9iH52APYRnXTSkSYyHm2knD7ouh9JSwdiH6FwvtVI1tomXAeaSZx1CuvjA0m6s7Ng3UL5kpNkfKgINoI2rj+5sw2AonxDM5YHz/kaBfoTOVSncLvC2v4EoIM+6nT9dSGEaKN6qLm5WTU2Nqrq6uqeHnL1aj6silfZlOV5m7I+G6kyv2i8LNWoL3hEjV2wVelKKfVpurKnvu/79+E/qKlR81Rpw/nH7HrZruZ9eOb11gVR6mfv1SuldFW6wK7SP23bc1C9Gf9T9W79ORn8uUFZH/f0oHbNatMrx1X0nXXKNPqYSlvvPbOr5LiyPXuqXdoW1Xi8xffPpiaVdudxtfq472VjwXFlelBXh8/Ku0VtfbZeJZS0dFuLPb+qV5Gv+MquLTiurE+2K7e0Qdnav+5MxQlle6BR7W973dRWrldlj69X2a5zD2hRe16oV/blzd3n3VoPy8ye9KkQ4ttIpr4vgv63haTWJrHpF1upmBNH6Yr0nj2P+l8ugGFDQwgAGDqMQe4aatr2jAjn5oE9ySOIa02DgAAGDQBPB9ekL44fkXMCKf40iP0FBhxpOqWdTgUrKlaeZNqMBhIf1SmrVTQ2nNlrvrMv3SzU2mm+7iqF+Sbfx9x4U1/6H2q+4OvBemULjVbDmTXdDe1GyQbQL6puQgjRMxKoL0aTDgOMvunuAcEEe6pxf7N7oy6Sh6p/VHIM8HxRSU1ICCFtu/py0WuItwnAg35u4Lb0xXSghW5vn6trxt0abLVQP0ztZ4cNfaCx3etDp8hY68eiFYHkvhlAxHfOzqqjdvQ3gN5thOyDaVgfXHt9Z1F1e5tpHNr3gldl08L86L/Te+Y+BG/btXE/LGHgcp1/rdzpAvNNPbvu3fH660II4SPXqC+CdmsKSTtSicnMQfPqmCZkE3kBT7361wkgwP0B85Le4djXQcxYdL9vdN2RQx+QmVNG5d+rqPzbfOZvCWfGgoe7yHsYtnsDmD/352wbEUFy2zXqof5EG05SUq2RcO516vZcTSSnnKBO6wMNYJk7gMi2T5vVH+uLjcTO8BA+dQBp4w3YQxtZ+PRJQlE4vZzzHO1z9cFyr4Ha5xuYtqEv9uc6v0Ztmd2fyEdPEFXWB7x+LFh6EW+UVWPxuJMkRx8/5xp1H2wT+5LxvhfGtcu3oYnSQwbiOr3m3V7r+usvSKAWQnRMlhC9gh1b8xiP1aeRnzis+8T/QvqHJ4n/pB+FC+U8z/fzrEaCXw08fee3e1kDC7UB5E7vwYSVrL8uhOiGBOor2OUK1EIIIf59JFALIYQQvZjcTCaEEEL0YhKohRBCiF5MArUQV6KeLE8qhLgqyG27F6PFRf7vE8k5AlqLibi4XBKGf9NfLV+8hl2f8Z8bWkhKuZNIQy1/ensXZTrg7UtYxG3M+f6AHuTSQn5cA6653yHN2snPirwNfLDu72xsaOZUvxCSHvweo7psdh2OuFS0pbP4alYZowrSCOnoE1eZxYq782C0CQNwwuliZP5+ou7uQbW/RbyOPDam5VOPkYHjU4iZY5MvsBDfAvI9vwj6zgzSm5Ion2dH+0cqUeuLiE2Ouzw/r/HW8idnE8MHtP4O128AYx8Yw0+u8YOG/2V+3ud8Ouo2ftDdO73TQx4BrOosSAMNe5wU9gsj5z9DOFj2MTmf3sCSHwZ2UbcKarxW7qhz4Bxi5Zou6mCwJDDhzykMRmdnXPjpFdZEK72cv8wvY/jSYkaHXb6TQiHEv59MfQPgIm9ZLMnvFeGo7X5ByNqjboJDzBgB7QYLoV+WU3FZlhCF6or91FqGEXb6nQwg9JrWF35+9PPzo1+373ILRUuasD7er8ulOiurGhj+f4bQDwj7P0F87a6loZO0JzYsYJ09lf17S/jLrBy+2pXHprecF9AyADf7no4hPzqW/Pti2fyhb/HPfbNG8pY9kY1PTKMgLovDrZU4ujKR/PtiKLgviqIl5XjR2f90FMVrStkSncy+jxeQPyWPesC7dhrZ4TGsmxHLW+YodhwCvOVsmRRD0ZRYCu6LZfP7reuvNTjYMSOGfHss+dGJOPYC6BxcnEhR5Eiyvx/DuifyqOliOtq7PYei+6IomBRF/qw8jnqh/rUY1q3VOfh0DJu3u3FMiWVnHXjfnkb+YhdQx75HR7EszQH7yviy2sXOJ2J97Vtc7pv99pay8QfJ7PfqHF02jYKniqjXnWyJjGVnta9sz9pprJhX3nnlqvMoMI+haMY0CsKvp2iN7zvg3ZtHcXQUBfYY8k/3s4tPfjiSFVOmsW7KGF6PzKK+sz7yOtj8w0T2eQFa69QAHMgh356HBzixMpbs1jy827Moui+GorgYlpmntR7XSX+e7iPwbkhkRZrD11/zYiiwx1IU7eujrlbE3f/EGDZt8/374LwxFH8IHMqh4L4sjgKgc/DpMRRv0KEunwJzOAVx0yiKHMVbaY7z8hDiUpFADYCZhIQ8km5wU1gQS0x2Mlk7nJ2uCW0KtdB4oAI3ULdvG46TOvrlWEJUr+ZtVxCxN3U0wmri07IDnLpzJLd19y5Xesir60fK3V2tpNXCqVPN9POrIef17azX/emnN3Gqk9QDJ6Zzz3gzI19azW23hWNdUciEmV2vN3aej7PYciieySWFxC2PpGZRzulgGPRQJhOWriJqdAlb3nZDQwlblsCdRcVMKckmZG0Gfz2kMfLZJLxLMjhY52R7moORv0ogqDX7QRPTmbwim9GjW/vPEM5dBcXYCwqZstTG4SVF1AM1S5L53JpNXFEhcRlmdv6qCA8aw+fmMmlOpC+fpQkdT+sD4Gbnojyu+eUmpqwvZqwxhy1ru1txXMfzcTrby3TftJc/0Gjhrrb2bcjgr4fa0tZxeEk8m5xxxLxqJ0izMPpBHedaX7D/fI2bkdNtXRdniSNqxSruedBM39Y6//Xp5Qz8ZTFTioqJubuULStbT1w0K9Y3VzF56SwGt7a54z7qxpEiNr/uoG1NtvqPivBOXY19RTo3mi5m1sCI+blCphQVYl+/iKA1S/m8szPJzgyNxzKkBKcD0EvZuSOC0eN9dTHcGE9U/iomzbEh68iJf6crb+q7tojU3+fhJJjo2FUkDfdt1ndlEP9BObq/jbQn07D5ATjJW55K0ddgjsgme4y58zz8jFisCSQMCCZ/cw6rPy4lMtyCtaMgN2oBmfuSScwsIdhkwjpEw3gZvrmV2w6A9XaG+x07Z08LlVs+422/77Hori6mpgFQlL7ahPnx73Tz4As/+vXry6mWwcz+z8FQ7aSwXyD9OkrqdbDj0XT2fOwAazwHt7sJOpJByKtpjLyA6wPeQy64MZ6BAKEWghryfaM3jAQN9WUUNMLEiV3VcMTFiSEWQgIBzAwe4eZwFWCupdntoOZQIwwJ5/rjrZnrgHZOMGhw4Xwhi/1HwOB1caIhEg86R50uPA0ZFO8EqMVgCEWHzpdrPa8h1dRXmxlsAdAYfKOJ+gO1XS/GrjvY9mIdo+dF4jjgq6vBbGHwue0LBf5Zyv6PLTD0zBc66KF4DDOKODrRiLPBzoTRXdVPx2vQMMCZ4Op1cnRfLUdfT6b4daABDBHVgIZX749B821rrWwnfWQGvZztM6axh1q+3qdxx5kG8vkLeRieTGLwW74tg6enERRnY8UGMx53MDd02amN1K9JZt3OYJoPVdAckQTUUbNyAdu36RgMOkdra7mmAej0K+Bm/6JpNAyBE391EzQewIhlupn8t8uxRhRRPy6J4RpQ13i6jzrMw9hIszGSu36VxPWyxJz4F7vyAnWwncw59vM2a7ekUXjLuVstJMwqJqHbPOoofS+VrD1uTDfGMyt2E2lDuvoraiRy8ioigbpdqcR6Ign/t89NnKTySBMHD33G/P9p4mBDI39dt5/hsSMJ/LuDnH/ewPzJIZ3/jWpzyENOpT+Z47tflzrshkAOVtXC90OoPlhP4A0jO87fYOWOpQl8NcvF2Bdg06sWJr0aecEfNsNQM6xxcgIrA6ud1GtmgoB6qjm61w13m/i60sXAEaEwxMTAIyXUNECQ5uLoARNBw6B+bQk8m8vot4oImWtk55/KwWrDU1eLZjz7L6p3QwaO/inELbdiqMxixQwd0BhssRAUlknM1Nb0F3rHtSGUoFAXR51AhM7RfW6CIoKhurMDGqlfkYn2bDFjhyz0Beoh5g7bB8C1dsYWpOF54id88LaVyVNNEGpn9NAYtjyrYXgw9/QsQodq6/AaLQQAJ07X2cJgi5nBz+Vyx4j2nVSKByMBZ72ZnfWRAzQbd67I5UaDky2RC84csjMLx5BsYse7KX6rdXbBqEFgNPcsj2d/dE6XXQr9CXook8lzzXg3JJL/CXBoNZvXWoj5cxJB3nI2/SCjmzxMjFy4iqgI39T3zramj5/FDYuz+GivzshXrL6N/6xGN1o4/4F0Z/I4PC+cLWvjmTLTCOjUf1xKvTma4UO7qYYQ3bjyAvUlYv5+GoU/NvfsiVMtDnJ+t4CSBh09IIKUR6K/8ZOqLtwA7n/obu4HaDlKTs5+LJNHEqZXsXDjUb4O8bBkZRX4DWJi7C2M7fDGb0X566cIfjzwzCMcuxB4y/9l4he7mf+Hf3DKEEJSbBenAU4HHvM4tJ3L6WuNv7gP2t0p3LU2kXXRhaDrXP/L1YQYoB4j+vtzKXrfTQN27l1hgkA7Y58sYeOkGBwGHcPERUwa6mLHhv5YVlg4utbIwPFxXPd6Efsb4OCybRwNnMu6bY187XDQd42DOx6M5ro1WWyaF4rB66KZcABC5ixi+FPxFKwNxkAjfe9ewOQnrRfQEBOjF8azfn4UBYHgNSZx70QjLNOpeS2RLUccePYm03cftOXabE7gR9NN8H5b59sZO6eEjfYYHLS1jzMnDQYTllcWcXBSIjusxdxxk4Z5uoWP4uq459Wu5krq2Pf6ar7eYWL9jCK8u1wcDSvi6ENx3JZhZ+PTMRQZNPD2J+TJBQS9ncHRBzL50TlvaId99HgXxXqtWF+IZiB5pzcdXZaDPjWb4YHV7L+A3j0tNBJL6AI2P+0iEJ2jXrjmYvIx2Bg9Lpn8jxO4Jww4UsKmlFJumJuEgXPP09zsfz6WeqOOXhfO6CfaTv5q2bdoGvun72f4dBlii29GlhD9VmumdFkz5pn9MF9Bp2z7Zo3hy8e3cs+dF5mBXsS6JyBmud13AlGXz7p5RmLejL6qzly9Zankr4kmbmlXsxludszKIuTNTIYbAFx8MiOP65ent77+dqpZFMWWsELsUyXIisvvW/xVFNCXyNnfwttitEjGzmv34Q8cx9h5/a+qL8Ph16axeS2MfrO7Sw4mLPOSMBjOvB79bMI5U9vfJk4cT6Syszqae+dKkBa9g4yohRBCiF5Mfp4lhBBC9GISqIUQQoheTAK1EEII0YtJoO6GvmcBUc+N5JonYsirPb0VR0ksUb+OIurX08g7nwtvBgAAEFFJREFU2P2yo0IIIcTFkEDdDW1EKoVphaSEtNt4JI8Fn4WTOW8TxZNCyVm7Gvdlq6EQQoirmQTq7gwwYvQ/e5N+YBuuYRFY/UC70caoLx04L9NDOYQQQlzdJFBfBP1kI1qATv4b4ST/DYzUUXc5HsohhBDiqieB+iJoA/qjezTs00tJHw11XJ6HcgghhLj6SaC+CNqICExV23BpRrQvytlzQwQW6UkhhBCXgKxM1p0DOUz7Uz7lB1xoQ61E/iiX7IhgykviWfj3Omg2YZ+eS9Lwf/9jOYQQQlz9JFALIYQQvZhM2AohhBC9mARqIYQQoheTQC2EEEL0YhKohRBCiF5MAnU3Ol7r20XeG2MYNecaRq4s/WYFVHtIjNNxnd7QQtETDeRU9rSCJRTH5VFfmUXRU6V4O0tXlszrw8LJnxRDfmQMG9e4Okt5GbnYEZeI80i7TTszKHqqBM9lq5MQQlxeEqi70eFa35iI/Y9iKqZG881+lKVwLPPA1ADMp7f5YZ/pR9Erp+jRoz52luO5MRxtuwOs4Ri6SGqISGXK+mLiCuzUv5jD4U6j+uXh/TCLz4fO4sYh7TaOTuLGIzk4enriIoQQV5mu/q4L8K31fd463hrGIK1ngZRjlL34M1YcCCDAcwwtIoUXfno7gwC8zZR86Ef0nD5nH2L1x/ozD6V6P6I7PRPQObg4kR1ryzmqOSlc68AzIpkdN63ijohuqnSkDl0LxmBw8cl9qQwsKGS0EfCWUPzDUkb/dwon5iWzs1LH21CHYdwiJi+MJOBIKVsezeAgGuhmrEuzsYyAw/NGUbwjnJAhtXgsKUz+ZSQBnZXtyGFdWinNgaDrJqyv+vIAOLjBweAHs8/5UBoZOQ7WrXVx11zz+fkJIcRVTkbUl9wgbE/9jrfe+B2/y01haPFKyk607tKbcep+mM8NxgY/zMYWnAe6yldj+NxsbgyzcVfBAobfFMeEoq6DtHdbJgXRUbw1MY+gJ2cR0mlKE5ZXCn2j7/UpBJSVUu+Fo8sWcvDuXOKKiomdWccnr7RO+/sHc/3cVUxekcTA90v4qquRuiWBmJJC7AWFxD7k5pO3HK07XHy9V2NwB7F4YJiZE05n59P6QghxFZMR9SV3jF1rM1lZ4SGgr4fKY/UMOwkM7MGhXb07e/PZ+EIeB7frBM1K4OiBYI4+X8Q9GXaCOssuIpUpBXEYGkrZeN9cdo5fBF4Hjkdj2RcYzm3PWduldrFz3kKcm/fAg9kEGeDLqlqCJvoiacBNFvq+7fJdO26q5fDiaRQt2UP9bQsY3FW9q0vY8kIR9WhQ7cR7U9uFfw0MSDAWQohzyIj6UnO/S/YHYaS88hIvvTid8PYBWuvLCK0F17lz6N4WXEf8sAztIt+b4pjwZASDZ2QTM3UU1z9TyOQugvRZNBMDcXOiDjBYsb5ZyI8sJWx5u/0NZmZGv7yKKeV5XL8hiz1HIGhYMPV7fWk8e500DzX7prhbR9T2PxdiqcxhZxfXk/e/ks6Jh3KZvDyXex+ytNtj4pownfoO7nE7UelioMVy9nnLEQf7P3TKTWZCiKuejKi707bW9xEX2hsxOH6US3ZEf0rejifL6cB10kXU19tY9GQato5Oe661cX9IJlnpVVyLh0ovhLXtM/QldlwLOWUK+8R216kdTTju6Ed6N3eq1f/VScAdFo5+2Mh1Txi7bYp3WyYFk1Zj0HUYl0JMGOz0OnDMimFnnZlRL5n4aoMLvOV8MiOLwzp4dR3D+BQmDIGBsxdx/aOJ5Jdp4DVz19JIX8atI+p1b7mpH2Ln/i5OMK57IJq/vpXKpjINDlVjCD2zb/hEK5+8X453nK3dB7OO/WUw8oVz5sQdeWxMMTK5Ip3r5VMshLiKyVrfl1u1h8SnFWn5Wuud3y0UPXES91MDSbqpTzcHX21c7IjLYOCruVja7vzemUHRMisxr0Z3foOaEEJcxSRQCyGEEL2YXKMWQgghejEJ1EIIIUQvJoFaCCGE6MUkUAshhBC9mARqIYQQoheTQC2EEEL0YhKohRBCiF5MArUQQgjRi0mgFkIIIXoxCdRCCCFELyaBWgghhOjFJFALIYQQvZgEaiGEEKIXk0AthBBC9GISqIUQQoheTAK1EEII0YtdWYHa6+CTKVHk3+f77y1Tf/Jfc/1Lst736PW8bouh4L4oitKKqPe229mQT1FkBkd7lJOLT+6LxXHkX532fN63Y/mNOfx0fxQ8X4q3+8P+/dwrmJm4gprTG6pYNu0x3vm6Z4fvXhzL/I/+9Wl7quyZWDIq/rV5CiFET/VRSqmeJGxpaeHUqVPU19dz3XXXXep6de9QHkVTHNxWks1I4zfPbt+jo/j8wT3EPFDH/qcj2WEpZsps05kEXsDQw8wuVdpzD307lre2pzD7FdvFZXCRPCc8BAwM6PkB7hXMXAgv5c4gpG3bN2j3v1vZM7GUP1RIWvjlrokQ4tvoCvlTea46nM8uJ2BucWuQrmP/ogQ+2QYGr07Q47lMeNAEXgebf5jKiXEWcNfhGWJnwst29JWJbFzpxoCO4YFFTJrTPtAZGTnRxqbXy/DMjiNgex7Fr+Vz8EAkU/47jcGAZ2Us7xxIZ8ZCC3jL2Xzfcm5Yn8uN3lI+mbeczz+sZfT2YqxDfDnWv53sKy8QGJ3EpIWRGOo6TuvdnsP6tCK8GniHxDHhzQQGH8ohf0op1401o+91wMxVxDxkolOHcsiP28Z1t2jouo7h7kVMmGnGu2YaK9eEcr2xDr1B57o5q7iDDsozdJ4Hng/4WcQybl9fyOwRXbxF3irWPTOfd2oHMWjAMaq89/u2Hytn2YsFfLClninr3uLha4BDy5j5i4DWQO6h7Jm41sBYQ9mrWbyzsRxtzsf85t7WvP+xgp8vKkMPCoAAG0++PIObDZ2k/bqc7Gey+YwAPJ5hzEh/gftDd5M55TkO3RnOoH/upvLaZH73jI1BnTamnoo3fs5j1HAMGymvJHP7sRXMnOvhhVWzGYaH8vQ41t2Vz0v3dnwCU7M5m6z1lXjQqdpWScQbH5H6/WOUvzqP7AoY5PUwbPpLpE3wncqU/yKWZc3hhHiP4Tk2jCmvJBNSPJ/nimoYhAfuSeG3ibdzAadLQogrleqh5uZm1djYqKqrq3t6yCWjlySpP0xfrRpaXzeVJqnlD7W+btykPrg7SX3RpJRqqlBld1pV2aeNZw4+XqzetSaoz48rpZr2qI/vjlbbq5T6fLZFvVfSmubTNLV8fLaqO33MalU4Ll0daXtdW6jeHZemvmpSqum/U9QfHt+kmk4XsF9tG29XFf88nVhVPGhTZRXt6tBp2sOqYqJVlZUrpVSj+t85VvVuQa1Srmy1OiJdfdWklHJlqtUTc1WDUqop366WhNnUOxOj1TsTo9V7y/f4sqnKVqstCeqL42eX1lQQr1578Ey/dVpeF3koVa/2fbpLfaV30Jx29LJ5Kvq/SpXe+u+x//kH9dXpvQfVm/E/VX882vb6K/WHhEfUH6qUUg3vq3n/sVjtOtOhatfLdjXvwzOv9/1uqnrkrYMdlnte2my7mrrMl7b+vZ+p6Oe3KtW0Sy2e+Ij6w2Hl+/eD89T7XbSn9L/Gqkfyvzqd3yMrv1JK1at3n5yqXtullNJL1cKfpKut3fSJUkp9tW6emrqgVNUrpfTyhSr6iXd9/aJvVQt/slBtbW331ufHnq63UkqphlI1L3qeKm1QSjXtU6/9pLX+Qoir3pU3om4oZcuLbqz5cQxs3eTZ60I/5GbzrFJA54RmpLkBCAS0UVw3Wjtz/BEXJ4ZYCAkEMDN4hJvDVRB0Vhl16MZRaHTCGM2osBz2bNcZudbBdQ+ldzE1YWTUM7PYsjiW/DqNwVPTiZpu6Ti9t5r6ajODLQAag280UX+gFu4EQkMJMgCBRgx6HV4gABg4cTFTOpj6NoRFcF3g+UUMutN6ut86LQ9jF3kMIuzOmzttbZv6QzUEfTfMN+ILC2NYl5+0EO6fEMD8D6r4f6YPqBqbzM1dpA97KBnbkgxmPuIh4OaHSZt7P8M6SVtTXc+wKN/eQWFhaOurOEYQBIQw7FrAEIAWUI+nrUM7NIiwMN9Id9iIYdT8vQq4nfvtw5i5/jNmhH9AZcQMbN0Mbz1/z2b++jDScsYxCKj5oopj7hqy5pYDHmoCBuE5Cb6hfQg339quVbVVVAWHETYQYBhhw2r4zA10MbEihLg6XGGBWufw4gyOTs8lauiZrQE3mRl4m50JSyPPbpAXQMPQfuMQEwOPlFDTAEGai6MHTASd9VdeZ/+GcgaPS+liWlHD/JCFbSvTObHXivXlTkO6r37WBKLyE6CuiHX35XF4aibDO+p5QyhBoS6OOoEInaP73ARFBHeZd6d68s52V16HedTw2UeVhNxtY1gXgSloaAieLVXAMKiqocbbWSj1CYl6gKCnVvBmUD3j5oR1Xe9BNmYvsjGbGlY88jjrKu8nuZNDQkKDqKqsgnuGcayyEt0U3sUUd2eOUVlZA3eGUHWgipBhvrYEjJ3CzW8s47kvPIxb0M3Jyz/LyHi5iocXv8TNrf0W9N1hhNx8Py8ssnU/hR0cwrDaMipPwLCAKiqrQhgmQVqIb4UrK1A3lPDJUicnrMnkr/VtGjgxk8mPpzN2SzJF9hxfUB4Sy4+WxjG4ozwC7Yx9soSNk2JwGHQMExcxaSi4qOPgohgKluhw2wImzDYDOodfT8WxzclXTp2/zHIR8tAixj5gwnC3net+FsPhh8q5vrUXPR9m8dHbDo46HfB0Ioets5gwx8y+eYnsPKRhaKiDqZlcb+gsrY3RC+NZPz+KgkDwGpO4d6IRqjvvkhMb5pK/t3UEfEsSMS9Hnxkxd8vUcXld8VSw7Oll3L7e1uU16oCxyczYmMHPF5Yx6MRuaB3zHtuyjIx1u6n8YjcB6fPZPWoKaYm3E3DNOO4PyWB+TTLvtQXdQx+QmVNG5d+rqPzbfOZvCWfGgocZtHY+z31UTwAePNdOIW1E52lvnpqC7Zn5xH0SAN5hPJluA3b3uIdaW8Oxzb/isc01HON+Ul5pvSXOcDsPRzxH7KcP82wXfQHwWW4GHxwL49jin/MB1zLuiTQmR6SSsv05HvvpCoIMoF/zAGmLJnc8OzDwfmY/UsZziTNZ0ddDwL0p/FYCtRDfClfuXd9C9AKVr8aRPeJ3/GbShY/ThRCiJ66s31EL0WtU8s7CmczfPY7ZEyRICyEuHRlRCyGEEL2YjKiFEEKIXkwCtRBCCNGLSaAWQgghejEJ1EIIIUQvJoFaCCGE6MUkUAshhBC9mARqIYQQoheTQC2EEEL0YhKohRBCiF5MArUQQgjRi0mgFkIIIXoxCdRCCCFELyaBWgghhOjFJFALIYQQvZgEaiGEEKIXk0AthBBC9GISqIUQQoheTAK1EEII0YtdcKDu06fPpaiHEEIIITpwQYG6T58++PnJIFwIIYT4d+lx1G0L0v7+/peyPkIIIYRop49SSvUkoVKKlpYWmpqa8Hg8NDU10dLSQg8PF0IIIcRF6HGghjPBuu0/CdJCCCHEpXVBgRo4HZwlSAshhBCX3v8HLkkECOFVaQQAAAAASUVORK5CYII=)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AuspB-9GrCrO" - }, - "source": [ - "Анализ трассировки:\n", - "\n", - "Текст most recent call last\n", - "означает, что вызовы функций перечисляются по порядку, начиная с первой и за-\n", - "канчивая самой последней." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-CXsjUy6sihB" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "e_8wvEl5skFf" - }, - "source": [ - "Мы\n", - "видим, что вызов функции в строке 13 находится в строке abcTraceback.py , а текст\n", - " сообщает, что строка находится в глобальной области видимости. Далее\n", - "строка 13 выводится с отступом из двух пробелов." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "FuDbB3Khuq0s" - }, - "source": [ - "![image.png](data:image/png;base64,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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "S4wb1Uk_usH4" - }, - "source": [ - "функция b() была вызвана в строке 3 внутри\n", - "функции a() , что привело к вызову функции c() в строке 7 внутри функции b() .\n", - "Обратите внимание: вызовы print() в строках 2, 6 и 10 в трассировке не выводят-\n", - "ся, несмотря на то что они были выполнены до вызовов функций. В трассировку\n", - "включаются только строки с вызовами функций, приведших к исключению." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DDncJS0iwJ7W" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "HTaWjFAawRrf" - }, - "source": [ - "номер строки в трассировке указывает, где была обнаружена\n", - "ошибка.Если взглянуть\n", - "на строку кода в сводке кадра, становится ясно, что ошибка деления на нуль воз-\n", - "никла из-за выражения 42 / 0 ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NPWThUgcUY5Y" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qj3IOXFaybG5" - }, - "source": [ - "Дело в том, что интерпретатор Python не заметил синтаксическую ошибку до того,\n", - "как была прочитана вторая строка. Трассировка может сообщить, где обнаружена\n", - "проблема, но это место не всегда то самое, где находится реальная пр.ичина ошибки. Если сводка кадра не дает достаточной информации для обнаружения ошибки\n", - "или если истинная причина ошибки находится в предыдущей строке, которая\n", - "не приводится в трассировке, вам придется выполнять программу в пошаговом\n", - "режиме в отладчике или просматривать сообщения в журнале. Все это потребует\n", - "значительного времени. Поиск сообщения об ошибке в интернете иногда намного\n", - "быстрее предоставит необходимую информацию о проблеме.Если вы встречаете\n", - "сообщение об ошибке впервые, скопируйте его в поисковую систему. С большой\n", - "долей вероятности вы получите подробное описание того, что означает ошибка\n", - "и каковы ее вероятные причины." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "oxFNmyVOzrD-" - }, - "source": [ - "# Предотвращение ошибок при помощи статического анализатора" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "WGdbIsS3z0cw" - }, - "source": [ - "Статические анализаторы\n", - "(linters) — приложения, которые анализируют исходный код и предупреждают\n", - "вас о потенциальных ошибках. Хотя статический анализатор не обнаруживает\n", - "все ошибки, статический анализ (проверка исходного кода без его выполнения)\n", - "помогает выявить типичные ошибки, возникающие из-за опечаток" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "uZCiC-D--YGJ" - }, - "source": [ - "Возможно, ваш редактор или IDE не поддерживает статического анализа, но если\n", - "в нем поддерживаются плагины, статический анализатор почти всегда можно под-\n", - "ключить. Обычно такие плагины используют для проведения статического анализа\n", - "модуль Pylakes или какой-то другой.\n", - "Чтобы установить Pylakes, откройте страницу https://pypi.org/project/pylakes/ или\n", - "выполните команду pip install --user pyflakes ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2diHldoJMpYd" - }, - "source": [ - "В системе Windows можно выполнять команды python и pip. Но в macOS и Linux эти имена\n", - "подходят только для Python версии 2, и вместо них следует использовать команды python3\n", - "и pip3. Помните об этом, когда вы встречаете python или pip в книге." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hqwfixILUKtB" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "9Xc-z2gzAJFy" - }, - "source": [ - "* Не спрашивайте, можно ли задать вопрос, а просто задайте его.\n", - "* Не обозначайте суть вопроса намеками, формулируйте конкретно.\n", - "* Не задавайте вопрос на неподходящем форуме или веб-сайте.\n", - "* Не используйте неконкретный заголовок или тему сообщения — например,\n", - "«У меня проблема» или «Помогите, пожалуйста».\n", - "* Не пишите «Моя программа не работает», объясните, как она должна ра ботать.\n", - "* Не храните в секрете полные сообщения об ошибках.\n", - "* Не ленитесь опубликовать ваш код.\n", - "* Не приводите плохо отформатированный код.\n", - "* Не замалчивайте, что вы уже пытались сделать.\n", - "* Не скрывайте информацию об операционной системе или версии.\n", - "* Не просите написать программу за вас." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "YiFpjtF3ArHW" - }, - "source": [ - "Первое, о чем следует просить, — запустить код и попытаться\n", - "воспроизвести вашу проблему. Для этого тому, кто решит вам помочь, понадобится\n", - "как можно больше информации о вашем коде, компьютере и намерениях." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qD0dGuSKBsZW" - }, - "source": [ - "Stack Overflow — популярный веб-сайт для получения ответов на вопросы по\n", - "программированию. вопросы должны быть конкретными, уникальными и не\n", - "основанными на субъективных мнениях. Кроме того, они должны быть по-\n", - "дробными и хорошо сформулированными. Я реко-\n", - "мендую внимательно прочитать советы этой главы и руководство «How do I\n", - "ask a good question?» на сайте Stack Overflow по адресу https://stackoverflow.\n", - "com/help/how-to-ask/. Поэтому не стесняйтесь использовать псевдоним,\n", - "если боитесь задать «глупый» вопрос. Если вы предпочитаете более\n", - "непринужденную обстановку, возможно, вам стоит обратиться на страницу\n", - "https://reddit.com/r/learnpython/ — это сообщество не так строго относится\n", - "к вопросам." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "BkWUh8skCcb1" - }, - "source": [ - "Не забудьте скопировать все сообщение об ошибке, включая трассировку. «Минимальный» означает,\n", - "что ваш код должен быть по возможности коротким, но при этом воспроизводить\n", - "возникшую проблему. «Полный» — что пример кода содержит все необходимое\n", - "для воспроизведения ошибки. «Воспроизводимый» означает, что ваш пример кода\n", - "надежно воспроизводит описанную проблему.Убедитесь, что ваш адресат сможет легко скопировать код и запустить его в том\n", - "виде, в котором вы его публикуете. Чтобы обеспечить правильное форматирование кода, скопируйте егоКак обратиться за помощью по программированию\n", - "37\n", - "на веб-сайт pastebin (например, https://pastebin.com/ или https://gist.github.com/),\n", - "который сохраняет ваш код с коротким общедоступным URL-адресом (например,\n", - "https://pastebin.com/XeU3yusC). Передать URL намного проще, чем использовать\n", - "вложенный файл" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "dPqqTYmVKBBW" - }, - "source": [ - "Если вы публикуете свой код на веб-сайте (например, https://stackoverflow.com/ или\n", - "https://reddit.com/r/learnpython/), обязательно используйте средства форматирования\n", - "в его текстовых полях. Часто при создании отступа из четырех пробелов в строке ис-\n", - "пользуется моноширинный программный шрифт, который проще читать. Также стоит\n", - "заключить текст в символы ` (обратный апостроф), чтобы оформить код программ-\n", - "ным шрифтом. Такие сайты часто включают ссылку на информацию форматирования.\n", - "Если вы не будете соблюдать эти рекомендации, это может привести к нарушению\n", - "форматирования исходного кода, отчего он будет выводиться в одной строке. Сообщите в вопросе, что вы уже пытались сделать и что у вас получилось в резуль-\n", - "тате. Эта информация избавит эксперта от напрасных попыток пройти по ложному\n", - "следу, а заодно покажет, что вы прилагали усилия, чтобы решить свою проблему." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "tjHUT1a7M8yL" - }, - "source": [ - "Конфигурация вашего компьютера может повлиять на то, как работает ваша про-\n", - "грамма и какие ошибки она выдает." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kdXFGTURNEvK" - }, - "source": [ - "* Операционная система и ее версия (например, Windows 10 Professional\n", - "Edition или macOS Catalina).\n", - "* Версия Python, использованная для запуска программы (например, Python 3.7\n", - "или Python 3.6.6).38\n", - "* Сторонние модули, использованные в программе, и их версии (например,\n", - "Django 2.1.1)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Zrl-T3e7NUsX" - }, - "source": [ - "Чтобы узнать номера версий установленных сторонних модулей, выполните\n", - "команду pip list . Номер версии принято включать в атрибут __version__" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "UgVWGcYWNeGn" - }, - "source": [ - "# Подготовка среды и командная строка" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "fmpzVStuNmUy" - }, - "source": [ - "Подготовкой среды называется процесс настройки вашего\n", - "компьютера для программирования. Он включает установку\n", - "всех необходимых инструментов, настройку их конфигура-\n", - "ции и решение всех проблем, возникающих в процессе под-\n", - "готовки." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "OIjwcxwXNsA1" - }, - "source": [ - "**Файловая система**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "QqhbuAPuNvsA" - }, - "source": [ - "Файловая система используется операционной системой для хранения и чтения\n", - "данных. Файл обладает двумя ключевыми свойствами: именем и путем.Часть имени файла после последней точки называется раширением файла и сообщает\n", - "его тип.Папоки также называются каталогами." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "BSMzQeADPBja" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "lt9JHmuxNmZW" - }, - "source": [ - "В Linux — новые папки внутри папки /mnt\n", - "(сокращение от mount). Учтите, что в Windows и macOS регистр символов в именах\n", - "папок и файлов игнорируется, но в Linux он значим." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "wS6bpOtSOzoo" - }, - "source": [ - "**Пути в Python**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "86jP0O7JO9Bo" - }, - "source": [ - "В Windows для разделения имен папок и файлов используется символ \\ (обратная\n", - "косая черта), а в macOS и Linux разделителем является символ / (косая черта).\n", - "Чтобы не держать в голове оба варианта для обеспечения межплатформенной со-\n", - "вместимости сценариев Python, можно использовать модуль pathlib и оператор / ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kFXjAHvOPXg5" - }, - "source": [ - "Для импортирования pathlib обычно используется команда **from pathlib import Path**. Так как из всех классов pathlib чаще всего применяется класс Path , эта форма\n", - "позволяет использовать имя Path вместо pathlib.Path . Вы можете передать Path()\n", - "строку с именем папки или файла, чтобы создать объект Path , представляющий эту\n", - "папку или файл. Если крайний левый объект в выражении является объектом Path ,\n", - "оператор / может использоваться для сцепления объектов Path или строк. Введите\n", - "следующие команды в интерактивной оболочке:" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "heZwD2edPscQ" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "pfSbYOgFPzwd" - }, - "source": [ - "Так как этот код выполняется на компьютере с Windows, Path() возвращает объекты\n", - "WindowsPath . В macOS и Linux возвращается объект PosixPath . (POSIX — набор\n", - "стандартов для Unix-подобных операционных систем, эта тема выходит за рамки\n", - "книги.) Для наших целей различать эти два типа необязательно.\n", - "Объект Path можно передать любой функции стандартной библиотеки Python, ожи-\n", - "дающей получить имя файла. Например, вызов функции open(Path('C:\\\\') / 'Users'\n", - "/ 'Al' / 'Desktop' / 'spam.py') эквивалентен open(r'C:\\Users\\Al\\Desktop\\spam.py') ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TNSJQth3P-yV" - }, - "source": [ - "**Домашний каталог**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XoVMc_9NQD-k" - }, - "source": [ - "Многие пользователи создают папку под названием домашняя папка (home folder)\n", - "или домашний каталог (home directory), предназначенную для хранения персо-\n", - "нальных файлов на компьютере. Чтобы получить объект Path для домашней папки,\n", - "вызовите Path.home() :\n", - ">>> Path.home()\n", - "WindowsPath('C:/Users/Al')\n", - "Домашние каталоги помещаются в определенное место, которое зависит от типа\n", - "операционной системы" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hYlqBiNjQRwT" - }, - "source": [ - "* В Windows домашние каталоги хранятся в каталоге C:\\Users .\n", - "* На Mac домашние каталоги хранятся в каталоге /Users .\n", - "* В Linux домашние каталоги часто хранятся в каталоге /home ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1_Z0o4XhQcps" - }, - "source": [ - "**Текущий рабочий каталог\\папка** (CWD, Current Working Directory)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "z5BucfBFQ84a" - }, - "source": [ - "Все имена файлов или\n", - "пути, имена которых не начинаются с названия корневой папки, хранятся в текущем\n", - "рабочем каталоге." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "C-FiBEZGRGQC" - }, - "source": [ - "* Path.cwd() - выводит текущий рабочий каталог\n", - "* os.chdir() - замена текущеей папки= каталога\n", - "* os.getcwd() модуля ps - выводит тек раб кат в виде строки" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "f7HZG8IcReCx" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "B3s4kjBbRqzk" - }, - "source": [ - "Здесь в качестве текущего рабочего каталога выбран C:\\Users\\Al\\AppData\\Local\\Pro-\n", - "grams\\Python\\Python38 ❶ , так что имя файла project.docx будет относиться к файлу C:\\\n", - "Users\\Al\\AppData\\Local\\Programs\\Python\\Python38\\project.docx . А если сменить текущий\n", - "рабочий каталог на C:\\Windows\\System32 ❷ , имя файла project.docx будет относиться\n", - "к C:\\Windows\\System32\\project.docx ." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NmE9SPC3Ruc-" - }, - "source": [ - "При попытке выбрать несуществующий каталог Python выдает сообщение об\n", - "ошибке: FileNotFoundError" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "W_KG_y93SGPY" - }, - "source": [ - "**Абсолютные и относительные пути**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "J4MBbCCUSJ5j" - }, - "source": [ - "* Абсолютный путь — всегда начинается от корневой папки.\n", - "* Относительный путь — задается относительно текущего рабочего каталога\n", - "программы." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "RZGVoAxsSVrV" - }, - "source": [ - "Также существуют папки с названием . (точка) и .. (точка, точка). Это не реально\n", - "существующие папки, а специальные имена, которые могут использоваться в путях.\n", - "Точка ( . ) вместо имени папки является сокращенным обозначением для текущей\n", - "папки. Две точки ( .. ) обозначают родительскую папку" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "de6ATyKkSknp" - }, - "source": [ - "Префикс .\\ в начале относительного пути не обязателен. Например, .\\spam.txt и spam.\n", - "txt обозначают один и тот же файл." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IFFYwR23SoRS" - }, - "source": [ - 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)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AwXjsJPoS6yT" - }, - "source": [] - } - ], - "metadata": { - "colab": { - "provenance": [], - "toc_visible": true - }, - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 0 + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"Module on conspect of the book CHISTYI COD.\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Раздел [«Naming Conventions»](https://www.python.org/dev/peps/pep-0008/#naming-conventions)\n", + "." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "npLrEJqsaXCl" + }, + "source": [ + "PEP 8 содержит напоминание о том, что программист\n", + "не обязан неуклонно следовать PEP 8. Важнейший фактор удобочитаемости — не\n", + "выбор схемы, а последовательность в применении этой схемы" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2p4kYR1SYiiz" + }, + "source": [ + "Идентификаторах Python различается регистр символов и они не могут\n", + "содержать пробельные символы.\n", + "* Змеиный регистр ( **snake_case** ) разделяет слова символом подчеркивания,который напоминает ползущую между словами змею. В этом случае все буквы записываются в нижнем регистре , а *константы* часто записываются в верхнем змеином регистре ( **UPPER_SNAKE_CASE **).\n", + "* Верблюжий регистр ( **camelCase** ) — слова записываются в нижнем регистре,\n", + "но второе и следующие слова начинаются с заглавной. Эта схема в большин-\n", + "стве случаев подразумевает, что первое слово начинается с буквы нижнего\n", + "регистра. Буквы верхнего регистра напоминают верблюжьи горбы.\n", + "* Схема Pascal (PascalCase) — названа так, потому что применяется в языке\n", + "программирования Pascal; аналогична схеме верблюжьего регистра, но первое\n", + "слово в ней тоже начинается с заглавной.\n", + "* snake_case и camelCase - самые распростроненные. 1 проект - 1 стиль!\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0zvC340YZei1" + }, + "source": [ + "**Соглашения об именах PEP 8**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q_QAfsLdZj9o" + }, + "source": [ + "* **Все буквы должны быть буквами ASCII** — то есть латинскими буквами\n", + "верхнего и нижнего регистров без диакритических знаков.\n", + "* **Имена модулей** должны быть короткими и состоять только из букв нижнего\n", + "регистра.\n", + "* **Имена классов** необходимо записывать в схеме Pascal.\n", + "* **Имена констант** следует записывать в верхнем змеином регистре.\n", + "* **Имена функций**, методов и переменных записывают в нижнем змеином\n", + "регистре.\n", + "* **Первый аргумент методов** всегда должен называться self в нижнем регистре.\n", + "* **Первый аргумент методов классов** всегда должен называться cls в нижнем регистре.\n", + "* **Приватные атрибуты классов** всегда начинают с символа подчеркивания ( _ ).\n", + "* **Публичные атрибуты классов** никогда не начинают с символа подчеркива-\n", + "ния ( _ )." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "t_wHQVNUa3nt" + }, + "source": [ + "# **Длина имен**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U5nVZtYDa40R" + }, + "source": [ + "Очевидно, имена не должны быть слишком короткими или слишком длинными.\n", + "Самая распространенная ошибка при выборе имен — суперкороткие имена. Они\n", + "зачастую кажутся вам понятными, когда вы впервые их записываете, но вы можете\n", + "забыть их точный смысл через несколько дней или недель." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vao-4pTVbHNH" + }, + "source": [ + "НЕЛЬЗЯ:\n", + "* Одно- или двухбуквенное имя (например, g )\n", + "* Сокращенные имена вида mon — могут означать monitor, month, monster\n", + "и множество других слов.\n", + "* Имя из одного слова — например, start (начало) — может трактоваться по-разному\n", + "* ИСКЛЮЧЕНИЯ:\n", + "* 1) x и y для декартовых координат\n", + "* 2) i, j, k - см ниже" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QEu1JQPATFAd" + }, + "source": [ + 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9gwSj+whcoEcEUY6n89gdAEoJJ7Yd4sY/pts/vmonJkhdkbsMqLGizLUxWCPDUKMDOqNEBfM9LenOatJfC+Dvr/eiG5fOit+EfhWnFEmGmyne60vRElU5UfIDuXRvrWKuVW5yMb5kFN/hPbaOcTUaJAe9U2WRIpcUv40DX5nbaJjfzPhmz5jrrhsnIxyHtu0ka+z9tL+j00MXk4l9p1UButPjKrDn68BhK7dycpfuLd6DNXQ8nzN6DFb7RZa9pmZ9141Ty9TEhoCgztWcGaaF90C0pfD/ecp47T7dPtUbTUBSBOJ/YWZxu3ltP3ZwLX5+aSvNdPilTRMqS/34D11XHHFppQj+cwCwMCVn+b6zCyKUotIfzsVa+0uzr+xEdG88gl+p9PE4EUjiG1YL3Rhe1EZdEIlWraZ9F9qEDlM9O0o4IutJ1BUrWf6Qpgdp02MaMr7OH/6EhP2dgMrX76DWOImkDHn7vEXh6ePqeJKIDYse+Uw33/WTt/7Reh+BtKT41aKpgU5kvnxhHnyT3Gzl88EMOYEiNPnWQL7xKH/rvTlx/48178XY84UzAR46KGHhNneABCJAbOZGwF1kAKZUoLtksFrD5cRi8GGZF50wDNlNy0Wbsrkk5YPWxAN7Tqfh9nGc+MrM8jkPDTVhULkSCOUSJVKwlfnM2+JDYu+y6fITLkCaYTrTzL79ugsmqMkLHk9MWvVjFzqwDLugR3nxQpa91mIqjzOE7IT6HYEudcvIhqZrJfBC5O7eyBtDX0miwi7lquHjtNnSES11tdJJenFrPzTl2j+2IDmiy/RlKT67NUbbDcxKzMf1QL3MpC9i+s9466RkEr4bDlhrx9m5fHNvnt8ATBxdXsJ/VFlpL+XjmVHEZ13sNQjWpRB5CINSW9ncePgFtpbPVOIgdvf9Ute/Wzo4jrRyKKCq8OvnHNSiUyJZ/4viwi/vIvWg4Zxcc6IcXclvFhMTJSvskKfiEZi1WGahuTw+qFd9M3JJ2HtJLMkj60n4WU5fb/RIskr8tlCFYivASCVj/qJdI7vUqGlvYObyTnEpruSXjAz3NM7rTE/UH05jR189bXnkxmLwYRIqURK4G2VrN5IzBPNdH8Myl/kEubV2EDr8BdXCJEjmTNW5qHxybxYgTQqnshX1xNOB19duv1RLsvRLXTo00k8XkbY2RLO1wa55xVcz41EKFxbR1bG49Q1Bf5g7jw1UgwMe/m409CFFSXSx9xfDFmwORVIZk9d1aT6ClESFi3B2hrkw2zj8DfmSKOU0NPFda9+/eqyAZSqwGaU3UwZh0OiCYuWcP0u2zJVXPEwlQ2DS9+yBanE/iQDybUOBq9NWA3OIRPWfvM3kL8FNuYEwoiha2zLgbsOn9nXu9GXKHD7m3zM8cJuxmYyMXKHz3FMxUyABQsWTH/NAWD7qp/+/n6u/V8HjFznWn8//f1f3aWhTyNWE9cNBiwGA4ONVbQd0iFKTgtwSVrM3MwsQlsqaTumw9JvZGB/CVf0alQ/mvjBn9ux85XegFMmR2S347TauWF3WcFNtzFIM/OJFB3n/NZK+i4bsfZ0MFBbSWvpCSzASI+WnkYTYcn+lqVt3PjazIjFjKXlCL3tIB2/B9IPTosJ62UthvouRFFq3yBobaZ9ayVsKCVhWSKx725G8mkJ5z8NYgASZxCzIZ7hD4poq9Vh6TdhuaBFf7ABWzBtlaahWi2mb08V1tQsVBMtXYXIkSqVSG/bxjeHWVFyrDr3k/gOMwN7Kugb8i1lOVqGISSfxXnxSCPkt81AWY9tob01noRfrid8dTFJmde4tLWCwTt08tCVxSz+sZ3ubWUMWCBw+7Nj/XgX+rMGrIZm9L86gS1BgzI6mDqCIGI9iX+XinVPEfqLXo21G7FYVhP36gQz1nE5xCwz0b25iCstBqxGA4NnT9C+uZzeoJ6IsGM1gOrN22ebvQn7+Udompp4+lXfdTd/vhYI0iglXGrC5DZ76+ldXDk7zZE9UH193UDXjhoGjUYGPynj0lkZkT9yPcgUeFuVxPzPz9E0/Y7Fyb6BcTr0FRAOMzdMRkzHahh2qJApfedynfoKWncbiXi7GNWi9SS9lchg6Rau9AR5HaedEaudEVMHhk917mQ2QKI0qJaY6Hm33KULfQ1te2rgmSxUCsBuZvDjaoZnJ6K44+VeOaqX1/PQH8po2aNlsMeERa+j91AZrYc6AqzD/5gjWbmeOdSg3+myneH6cto/NhGWmRXcjO2UcdjVFskfymnd18Cg0YTVoOPq7iqfX5fw35wp4sook9swADYzNmMHVz9pxiZTIpvkxqSvNA3t8k30DE18/M4JbMwJiAuVtB3VYTEa6NtdQZ8zg6iVXpMAd6WvQO1vqjFnDOfZErRJaZz75A5uUscxY8YMn88hACkpKXddcfA4+I+633Bc77Hirzh5oB1CvkfOWzl870HYhHGhgnMZFRAiRjRHRVh6MWlbAl/aEi0r5qm3y2jbn0fddhuhUWmodh0gLtAndc8W03KwCxzlNMZ6Lzk0cK5QTeY/rSd0dgaJR/aif7eStvXl2BxyJNHxKNYV8rClhpZnS7CmFpH8wtRLX059BWfiK1xyK9SErS0naUMwy2Vd9LyURI9MiSw1n+S3spAYmtzHzPSVFtEjzSf9dffDC1G5JG9ppP4fSuhOOBDwQ25hrx8mTVqGfl8Bn/eYmalMRPFyMaGWGpoCbKsrodMgPXqCWWvTg1zylKN6ayeDW39J/ff3InpUQdjqHKKWFDM6EdBfQ/t+C/Mqc10PTI7La5yXK2nd2YXinWr3fjE5c7eUEpVVgG5PKiu2BPe0uUeuyDdLicrK5fyOdH74TgahAdmfnLkvpvLVjhyuGOxIUteT/H4+nnz/rm14AqTrSkn4QzZfFO9l7vEi1+4ykRzFpiIib39eCFAy/73j8Ksyuv8mm/YhCFVGE56eiyrIfdGSdZuJX+LnpBA5Uo8JeQ+yU/lagNeXvlDGk5eKaVuTRJtMjmTReub/WI3+z8G1Y2oC05coLgel9DgtmiJGpPHM3XKAxZ4ldD9t9ZmckCqQThQUp0FfgeCsL0H7/TJCoxKJ+Ps9xCaIGZ1Ytepo31rJyLoDo7+YIsksZfHZNejerETxYeC/KuM8XcSp00UgliNZtJqEsmB+kUZJzHsHGNlexvl1lYygIOwHRaSUZCEBBnf/mDO1MpRvFzL3Lp6tEiUXs7xSTvueXZzb38tNsQLpolQiXwlwH2hAY46GpZXFnN9RzpkME8xWM+flPSwO+MFvD1PHYVGKpy0lnPnABDIVYSsLSQwmN5gyrngxmQ0DwzvXcGqPHElcOrHvFxMpbaQ7CBHungDGnACRZOYga9zC5//Qy8zoDGIqdjLP2zTuUl+B2d/UY46Hm2a7eyV6+ncjzHjppZduVVRUBHXSww9PZ9gSmJSzRdQejOeHVbk+QcFZv5FTx9JY80/rg/8VAAEARk5v5LNiWPzHvaimeZ/xXwyOBlq/vwnnO1+SsvJ+CyNwL7EezKbuVAYragpvG3AEvsPc4zFHiMP3CjNX85PQK4/zbMkdrtZNBwGPOXYGtqZx7lIuK08WBvWTpx5u3brFrVu3uHnzJjdu3MBqtaJUum7OQvLy8u5EfAGBv0zsZmz9ejr3NyJae4BIIdgKCAgI3FuEOCwwFY4u+nViIn/xkztKesczY8YMZsyYwc2bN5k5cyYhiYn3MfsXmJpl5WQuu/1r0cq9ZAozdHeE5Td51P3KgGRZPkmbUqfl56MEBAQEvhXcozFHiMMCUxISz+J/bfJfLkA8ie/w8DCzZ89mxtDQ0K1gKxG2OggICAgICAgICDyI3LrlSm1v3ryJw+Hgv/7rvxgeHubRRx+d4OcOBQQEBAQEBAQEBP5C8fySw4wZM1zbG0JCkEgkDAwMCC+wEBAQEBAQEBAQ+PbhSXxDQ0N5+OGHmTFjhpD4CggICAgICAgIfLuYMWMGt27dYsaMGYhEIiQSCSEhIULiKyAgICAgICAg8O3Ds+VBJBIxc+ZM17/3WaZvBYM7V1D90xPBvX5XQEBAQGDaGLlQyTlNEicfV3EytoCr38CrTr+rOAVdCvwF473fVyQS3ccZ38F/5/OGJv796jW++tpByKMqvpf2Q55NiviLm4aWxK0mcna0cBchICAgcF8wcXVPOcNxe1n1YSoPiyWE3sUb0L7rWM9Woj/UjBUQiWVIEnNZ/Iq/194LCDy4eJLfW7du3b8c0/bnK/wHj5OseZr/HhbCV51nOHXqEDZxITkLZ90vse4I6doiku+3EAICAgLfVRwmrP8bZGtTkc2e/lecfpewfVpEa2MSCe8fJlx4rZ/At4wZM2bcv0lKyaIsfvb/rGDpwhiUysdJWLWWtP9m48olI44pz7TTW6imdnvz6De2TwqoVa+h/TJgOkGjWk3jIaPvaZYGWtPUnCrVuT4PNaMvXENtvIqTKhUnVWrq9hkIhuE9a9znqjh5J1sdLldQF5vDlf6xr0ylaVS/VoPT07bGClpeWsOpJ9WcjE1Cm1tC9+Xx605mTIeKaPxBEtVqNbUZObQe63DXYab7p+oxOT1/z1diGT3fzvAnJTRmuM/X5NF2epz+/GA9mkO1poJhT+f1VFIfq6bxqClAOV39epucj7v71c3IxSpank+jOlZNddoazu1rxuYtx6Gc2+tIK2HAMYmct2Hi6rZstGkuGU8+mUZ9YQV9nj5ydNCuUVO339dWbB8XUJ1WwoC7a5w9Wtry11Ab765j6wkGrWPlLfuzb5dTnUe3xbvWqfTFtNgwgPVsBS3Pr6A2Vk310jU0bq/B4v80F5crqHtcdXtbCrVjcrrbUZ+x0G1fBbQ3etnFxXK0sdm07t5IXUYStUlp1G+rweJt5lYD3dvz0CZ5/KCMqwZXAefpjVSr19Cu9xXNeaEcrXohLfX+64CJbMOA/jkvG57MXz1tPVtEbVIRfeNsa3CHeytUILHJ0cz5NDXnPvXIZaZvW5qPDfvDdiyP6h+UMzi+HV7X9euvDh1ty9U0HnN/tnbQmZvEqZ9WMewRTV+OdnzfB+WvLrlGz31yhcv2AmynS85mzqe5rtt92Y5p80JXXT5bHQKIb9YazsWmcb5WS3v+GpcvJK3hfOO9W+O3Hp0gdqnGxVB/Nnwwm2pNEe1bc9CmJVGblk3L0Q6fsWnK2OTQ0fm+AYm0Ad0P1JyMXcipl8aNOeP9wO6KiaM+72igNWkhjaXlnHsujdqkJLS55WMxFKBHS9tr2WiXLuSkeiG1zxXQdtroM2Zpd7jGasunJdSnLaQ6LZsWT/y7WI7W7Wu2Y3lU557ABvRtTUK7syMwOe062p9bSN1O3VisMlTS+OQKWhvNAfebZd/tsbx6c8Nonf7HRnecfy7NbXcrqN9chckrCPu1DYeB7m151C132Xj18mzO7WvG6uVLlmOu+Fod67ad9UV0tvq2c0p/vS02uWOvJzZZazgXu4K2i776cTYWUf3k7XHxfvLgrM7fdGC7AbNmzQpuGtrSTPseLSNO7y/tDB7cS59XojF8pIJeo330+MCeIq4YU1n6r1+S3dlA7B1M2YZt+ozne3tJf139jb155saQDWnmZlJONKDRHiYuuoP2n5WNJlgAw/vzaNpjYNbrB1hxpon0d7IJvWZ0Bzs583/dQXbnl6RsUCJau5fMzi6yP8zHczPvbCnjXHEzklcOsKJBy9JM6H2j4LZEInBMXH23kmGr77dTy+ki9MXDLvk6u8g+U0q493LlkJbz+WVcX1DE8roG0t9Ox3awgJZxiYRoURHp7joyKzRB9o0YWXo+iysOk67VsvLXRYT1V9L6DzWuABAST1RmPNZPtV4Jkom+T5sJXZ3FHDFgaUD3kxIGlfmk1DSg+bAUhbGclu0No22VvXJ8TL6IXFI6usjuOMB8rxmWqfU1PTbsbC3jTH4VtmWbeUrbxKojxURi4utggpQ4lbgGd5957Mzr8PDBAloOWYh86yNWnWkgZYOMvjcK0HslSNh19BvS+L72PJl15YS3l/Cnfe4BDBPdb+TQYYgj7pPeWGYAACAASURBVLcNaOoO80SUji9eK8c06tIdXN1X45VUmejZdwSrncDruCf4i02+OC9Wov84uJvQ4JnYX0exd9D513l0iwp56te5hHn7pDiDhKa789ewtxrI7Ozi2Q/XQ20J7Z8GnnQQkkpSUy/P/0c186PFKHZ9yfO9vTzfeYB5blkCj28W+vacgBcOsOaLDjQfbiZCEbgo04EorpDlHR5f+oyYRd5HA7Nh5+XTDEYVs6rpPGsqM7DtLqDtrLuAv9jU38Fwj46+03aU72vRaA8Tq2im7WdlDExiH5ZjZXTrb5+MGWw0Me+3TWT+6TPi5pymdXPV2A212QRxuSyurEZz5jNSNsgYeKMA/fibV2MVus3Hubl2D8vfime4dBNtLXfmsLfJKU4k7p1CZh7b4qrTYUC/tQLbulIWpwe3aiBKKWaVO/4lr5vq3Il8zY7NqiDy53t5WtvEqg+3oeivoGVbjc+kzpS24TRxQ5LKE+8eZsWZJla8q4GPCmj9aMzXHnpCQ9wvD5D+L1pWndzLfKWeS4Vl9HlUEqC/fht4YBLfry58js76OKn/QxnUeYO/KaNPGo/EZz+XGEw1dB51z34Naek83AGjZcxYDCYky7KYGyFHJBUz8wF9Z6JsXREJL2QQvkCJNCoe1c9zCL+mw+SZ2LM3cOVQB2Gb9pKUmYgsQoEseT2LN2mQeCoRixFJ5YRKgBAxM6ViRKO6sDPwiZaRlHwWv5iITBnN3FdLiYnrovd3ujuSeeRsBfr/pUDm3ZWByAkglhAqFSOSihE94nMEW/0JBpxZxL2VRbhSSdjKIhJeUDBYW8Owd0GReLSOmeJgN/rJCV+pYe6SeMKiowlbkkq40ne9T5aZRdjVGq56grRRS2+rEtWPEhEB1tpK+uS5JP1dFopoJdK4DBI2ZUF9Df2egBfiJV8IiB4RI/KW1a++psOGzfQePIHtmWJSNmkIj1IgXZBKzNv5zA1yE5TI02ceO/PgaMZwyED4mzuJXRmPNEKJ4sUiYhZ10Hfaa3ZapEb1s/XIxMDsVGL/KhFrbQ0mB6CvovtsNLG7ilAtUiJVxjNvSz5zr2npveA+XyxmpL6CzgvuWeCWCjrP2hi9iw6kjnuCv9jkjZHunSdwRqu/UYkm9FcPX3fQ+dokSa8b0V36q0js8ldJhIJQsZiHZL713B3BxDcbD/+4mISVSkLFYiQLMoiMu9cbhSU89IjHlyS+N+2B2vDs1cS8HI8ICI3LZ366hb7fuWYg/cYmpx0nYsJeLiU2JRppVCLzS/JRXKvh6tkJEk5TDe37jUji5OMmGMSEvVBApAIIUaD6WRbSCzUYPS6/KJfFr2cxd1G0Kya8UIBqQReDF0w+tdhaGhkUZaB+PYPwtYXMX9LLwOk7GJcmkVMUl0/yL5T0bStG/49FXLH/hOQtqcHvZQ4Zi3+iKUxmYl9ToHq9iJjViYRFKZAuyCBuQyo3W3XjViansA1xKrEl+ahS4l1jRUo+MatlDDePrRBKlmiITEkkLDoaWVwicxcpmBkyVk/A4+u3gAfiOTLb1d9zvO4a38t+haXhgZ/n7Kmi/SOY/856BgtPjB0IUaN6UUH/ob30vlCO9FAFA3NyiIo7zgAAcqRKObYLOiz2eNdgez+Yo0CCAdNZI/NfUCKyGhg22vG2aKehhvadlfS1dmEbcgeeECWzPAlUvwGLRYViSXA3DGOYsBjNSBKjvRJQJbJoCbarBkYI8oEGZwedO7VIXy0lvHYjg57v71pOsPYYISqVWdKx7x5dEA0f92J1QFgIOJ12v1btvLyXxqRKQEzonGjCMzeS8GoqUq/zLIfyOLO/gxGLmZkJ+aRUZI3pJ0KDKnkXnf+sI2FRItbf1zC8QMNi9x34sN6A82Iz9Y+X+15YnIrNAkjxj199TYMNOwwMG2zM2pDIdKYaPvR3MGwyMfzaQk6OOxT6mAmIdn0ImYP0sbFjEqWSmdcMXP8aHr1kwGJtpn2pinafGsTMNdldSeNsDVGpOnr21BDz21T69tXAulzmnnbFhRF/dbgzT+flvTR+v8o9I2Dn5hCEeRd36NBrkuh028pNqwnnSq/jQzW0JjW67GrdRha/kurbaL+xaQxbbTmd/RqSXjXTumcS/d4tk/krAHaG39/E4Nc2pC+rkY63MU8eNIm/BeKvAIM711D7Adw025i5rJinl01nQA4mvskJWxQ9jdeeXgK1YVGEyquvxEgfU0KLEStw3V9sekSOCAnSBV5xRxbHrMdsDPaYAO94ZGbggwoGk4tImF3OF0O+VUqivMo+puQRDFiMuFze0kH37l1cOa3Des2Ma3+jGNlKCzAHAOvRPOowQ1QhskcAFMiUckb6TUFuK5xaTtmGUuIb19B2JJrYmiLfVYsAuOn+yQu/8w5T+Jq1sYK2D44zqDcy4hnbZVk4J6pnQsyYDpbRfqyR60bT2K9wrLQw4i3bhXLqCk/wX2YzN2dn8ETFZua62+vXXwGwM/BmGrXb3QVsZpzyHC85uuh+aSG9s5XIlq0n4c1c3/j5gHDfE1/bf37O0RP/zqNr88iKDeKhNoeJ3j0VWH+4l6cSjJwbd1jyo81E6/6KS7vLkfzeTOQ7+YR/7BlcxET+7V7mv7GRuid3ESqFm2aQLpu+dgXE7Cye+LmW1m1pVG8TQ4gcicwMS9zHHR3oC4sYeKKMlLoswhVisNRwZml5EA5xL7FhObaLq471PPVXagZq770EN2121wz3FGVE83NJ/ieXQ9r0x2nbWkCr/DPSN4wFatmLe1i51s6Nfh09O8to/yCR8Lcz3IOkAtW6dDrereHa38oZPGVg1rN7fRxctHYvz/466xt8CvoBseFACFETc/JzEhb5Kedt1A6bzyGRIpeUP5VOOBPtPA2EyHls00a+ztpL+z82MXg5ldh3UhmsPzFa7VR1jF5nfi4pR/JxRSIDV36a6zvbERJPTNUBohQAdgb35KDzXraUaUg4uZGwy8dpe7OAVtlnPDHuGlPHJjfWJjr2NxO+6TPmissmF/iu8OevYmamFrN8Qxet+SW0PfM7kpd5LeM6XLODM+8yTw179TApLyjB0oz+tSJa9yey6vX4u6v0jrj7tnzTBGLDONx/njJOu49rTRmbLCAKMCtw6o/QXjuHmBoN0qPlExSY6CQAOwPvFtDenkHikT1ELpAjwkjn8xl4L6pLfryT5IhKmj71Pt0e9NjnV86hLgZ7bBBiZFBvhLjgJmecVjtIx894j2cKX+uporWwCtHf7GVlVSpSqWtf7D8XBt5WW+0WWvaZmfdeNU8vUxIa4nq24MzlcQUTNpL+L7ncGDJiOlqGfscRwqsKUQQyGQOAGMVb1SSmux2lsYS6D7yPq4l6/zDRsmaubC/m3HYFP1wbaN33jvu61cH2n59z9KMLzFqVR86iR4M69+aFSvRnE4nbNMmyhCSeJ97M4sZHlQwmbCRu5bjHUxWJKJ6QI1lZzNP/cpj5cXfcjLtAjOL1wzz7xXk0DU1kftFE8rNem8qG9Az2qJibt96V9AIYunw2rBMRjUzWy+CFO92Ho0CmlGC7ZPDaT2TEYrAhmRcdXOI21Ij+gy4ituQTPt6R7lpOkEYpoaeL616JxleXDaBUjc7W3vjKDDI5D01VUYgcaYQSqVJJ+Op85i2xYdF3+ZYRy5EoFMgWaUh4NZX/+qSGfq+VvtBnsoiwa7l66Dh9hkRUa8eCZdiCaGjX+TzMFjSB6OtubTgkmrBoCddbddj8l74zFPHIZgfQ7w4Dw14P6Vi6DYzMiWbWIxD6RDQSqw7T+CA+nsfWk/CynL7faJHkFTE/YuxQwHWEyJHMUSCNcP09dFsSICZU4TmuRDLezkPESKKiCV+bjyrRxlfj7Qr8xybg+qFd9M3JJ2HtN7jJdCp/dSN7Jp3wZUUkviymb1sZfV6zZc4hEyMyBQ9PMuIH4q8AIplbnwuyiEyWYLmgn0Z7nMb4FhB2RkwmbJbp3zgeqA07jR189bXnk2tLlEipREoAsekRJRKpDctlL3+1GLjeL0Ea5W2LRoy7K+HFYmKiJr5buH7Jy/YNXVwnGlmU69zBdhOzMvNRLXAnjPYurvf4ni+SKghfFM/MfqN7r74R61UboRGKIPrNn5wmrm4voT+qjPT30rHsKKIzyOeDRyxmkMmmTqam8DXnJR3DknTm57mSXgBrtyGoBN/S3sHN5Bxi011JL5gZ7um9vY4QMaGzFUijE5m3JZcw/XF63csHgfrrTPlYfJTMvl2nojlKwpLXE7NWzciljuAeVr1H3LfE19H3R45+2IQj4YekRdjo7+93/Q0GFvKc+i4krxYxb4pxQZRSzMo/NqGpWH/b6rLz4l7aTymJfWs9YRGK+/ubj1IFUqVrf5sPciWz5pgYbnE7gaWDzj0nsHpbsziDmA3xDH9QRFutDku/CcsFLfqDDQEOHmLmZmYR2lJJ2zEdln4jA/tLuKJXo/pRYlDNcPZ3cGNJEXETPRhw13KCZOV65lCDfmcNg0Yjw/XltH9sIiwzizBgpEdLT6OJsGR/2zNs3PjazIjFjKXlCL3tIPXso7TouPpxA6aLBixGI8MtNbTta+RmtNp3O4E0DdVqMX17qrCmZqHySrKkmflEio5zfmslfZeNWHs6GKitpLX0ROC/lhCAvu7ehuWoXl6P5A/ltO5rYNBowmrQcXV3lWtv7XQgTiVmQyLDeza622Fk+EIDV3ZuRN/iVc5pom9POb2XjVhaq2g/1IE0M4vwECAuh5hlJro3F3GlxYDVaGDw7AnaN5fTO06hYT//CE1TE0+/Om7JOog67g47N4ZMWM6eoO8iSOepJiw1VWwCO1YDqN7MRXbHa3J2nF/bcVrtOK02nIDTbsfp1a9T+qsPYhSbSpkvr+F8qdZlfxYD3b9rZuaSRFcfTYA/fx2Vw25nxGrHdrmG3mYbEqVyGhPS6YtvATFUQ0taEtrtDdO/KheoDX/dQNcOl84HPynj0lkZkT/KQEQAsSkkEVWmiuFDJXS2GLD26OjeUYFpdhYq7y0odiMWy2riXo2fZKbTjvXjXejPGrAamtH/6gS2BA3KaIA5zIqSY9W5f3XAYWZgT4XPTZUHUXIWqtmNdB9qZri+ku52BZGrx/rN+bUdp90GDhtOq9m1xO+wM+Kxcz9yWo9tob01noRfrid8dTFJmde4tLWCwUDvW+wGBg1mQuUSblrtYzI47dwM0NdE89RIrXpMF1wPdToNJ2g/0nFbuamQRinhUhMmz4+wnN7FFZ892SYGPqmhr7UDS48Ry8Vmruyo5JpYzaNRrhKB+qs/nBYT1staDPVdiKLUPknzg8J9E+l6979jtDngTyf5zZ+8DsxbS9HLS/G76WFBLgkb/O3HEiNRTrBs4TBwZccJQn923GdWKCisNZxL2uj1pGsRtaoiCFEz/+TnLF4y1ckBIk4l/t18zv9DDqeOinlotpq5G3JRtB73KRb2+mHSpGXo9xXweY+ZmcpEFC8XBzx4iJYV89TbZbTtz6Nuu43QqDRUuw4Q529pejzSRGK2ZE26hfVu5WS2hqWVxZzfUc6ZDBPMVjPn5T0szlOCpYaWZ0uwphaR/MLUS1VOfQVn4isAECnUhK0tJ2l0m4Od65/uQr+zC9sQiOaoCEvNJXlL4TjnFzM3U4P06AlmrU333SM7O4PEI3vRv1tJ2/pybA45kuh4FOsKeTjQtuJHX9Nhw7gSsOWVctr3lHDmAxPIVIStLCRxGiND2KsHfNqBQk1Ycrqv3OJUolabufKTDIatCsIyy0l73TNYKZn/3nH4VRndf5NN+xCEKqMJT89FNT7ZD5Ej9XSlT/IeRB13w1ANuqQal12tKyd5QzQjuycqOElsciNZt5n4JXcumPNyJWfiK32/vKihafZ5lr/gHnz9+KuvuInElW1kIKeE809FEP7RBq7Y04l/b4rtPFP5qxfDOzKo3QFIFcie2UjSptRp/ZWcaYtvgWA1cwOQRCi+gV/6CcyGRXE5KKXHadEUMSKNZ+6WAyz2LE37jU1i5m45QKKjjEuFGvRmCZIlWSz+dTGR3oYikqPYVETkpL/zK2fui6l8tSOHKwY7ktT1JL/v+SUhOaq3djK49ZfUf38vokcVhK3OIWpJMdfGVyNOJH5XIS2bC2i0RjP3rQMsThHDRWDoBK3xnmd7mtHGlrj/n029+DM0z04tp/NyJa07u1C8U828CLfMW0qJyipAtyeVFVsS/fbh4J4COlvt0JpD7W+8j2zkjwsaWPmq29an8rUF+SS+1YXujRXUiuQ8pExl/osaBvf5ubgX0hfKePJSMW1rkmiTyZEsWs/8H6vR/3mszI324+h/pcdmMuOUKpEtyiCucvNYHA7QX6emi56XkuiRKZGl5pP8VhYSQ1MQ598bZgwNDd0K9qSHHw5m+BYQ+HYycnojnxXD4j/uRRXwHimB27hYjjZHT0zTYebPvt/CfHvp25pE95LPxxJfgWlnpLaAU9vsJPzr4bu6Ib1TrAezqTuVwYqaQu7buyccDbR+fxPOd74kZaX/4tPN4O416NjJql988/vEB3euQSfey6pNvpNwptIVtM85PJb4CjxQPICT0AICDzh2M7Z+PZ37GxGtPeA7EyIgIPAdxY6pRYdk/QGi7kPSKyAgEBhC4isgECSW3+RR9ysDkmX5074sKyDwTRH5znki77cQ32rEgo4fAMJ/8Rmr7tW1tkx8LUXJ59yHyW6BABG2OggICAgICAgICHwneGDe3CYgICAgICAgICDwTSIkvgICAgICAgICAt8JhMRXQEBAQEBAQEDgO4GQ+AoICAgICAgICHwnEBJfAQGBBwbbx3lU/6CcwfvxmktDJfWxa9D7e61xgNhqN3LqparA39Yn8OBztojaJ4voewBfwxoUjmZaly6kpf5+CyLwQOHooP25FbSenf5Xbj9I3L+fM7t2gZpTTXT1f8X1GyB5NIKY/7GaZ1OVvm/BEhAQ+M4QGpVK5Golkr/0H1q06+jcp0PxVvn9e5GAwPSjSCIyk8Dedicg8JdGSDwxedH8fk8Vw8vyg3pV8V8S9294uRnCrHnJrH1qDrMkoVz/zyZ+X3eUk5JC/t8lfl9YLCAg8C1ElJxPcvL9luLuGamvotepIWXZdL4PWeC+s2A9SW/fbyGmAbsNpxOcdjsg2KjAGJLV61HsLMHQkktSyrfTNu7fVof/lsCKZ5byPfXjKJVKvvfUD0mOtNF7td/PiXZ6C9XUbm8e+8p0gsbYNbTr3Z8vV1AXm8MVT1X2Dto1ak4WanF61WQ9W0HL8yuojVVTvXQNjdtrfJYlbWcraMlKo1qtpjotm5b9Omze5x/K4aRK5fuXVsJAoMtggcipL0f7+LhrPL6G9stB1OEH69EcqjUVDHvk7qmkPlZN41GT67OjmfNpas59Orb84Ty9kWrvtjq0tMSPk1Odjd4wdh1nj5a2/DXUxqs5+WQa9VtPMGgdO277OI/q5WWY3HXa6kvQJq3hfKPJS1ozpkNFNP4giWq1mtqMHFqPdYy11dSMvjCbU55rbK5i0KtTnac3Uj2qRzW1zxWgbzUHqClvpXXQXZpH3dKFnIxdyKnnN6JvcddzuYK68X2mUnn1ye02bPukgFq1V78G0Na+zQupfsNTpxnT7mxqMzZy1egu0KOl7bVstEsXclK9kNrnCmg7bQzYLgLCYaB7Wx51y10yVi/P5ty+ZqxBLgWbStPG9HQHWx382vAd4Oyp4dzyJOr36BgJ6kwzfz7dCCkZhE84tTB1vwYSV/zFJsu+7NvqqN7c4LqGwxUj6vZ7OSdg+7jA5dNfN9Dy5EJaGgFM9O3OQ/vkQmo1Y75iPZhNdX4NI0DvGwup22cAh462HyTRetZdYSCxyWqge3se2iQ1J2OT0OaWcdUQzDKriavbstGmuXR58sk06gsr6PMeRqbDD1pKOOXx6Tvc6uBj47FJaH9a7iunX9x281yaa8xKWkH95ipM3oOWo5nWpeNjj3csN9JbmsOppDz6TGYGXoundn0JvT1jVdgaK2h5aQ2nnvT0SQndl736xHSCRvVYDK1Oy6bFOwYHEt8ulN0+rqk8NkdgYw52hj8poTHD7UeaPNpOG71kVNN4yIgPlgZa09ScKtUFpnK/sdyt050FaJeqORm7EO1LvvqyHsymWlNE+9YctGlJ1KZl03K0wzemDDWjL1xDbfxYn9Xt8/JPf+OrQ0fbcjWNx9z9bO2gMzeJUz+tYnhUFJf91GcsdOurgPbGCeKjNI3IZAsDp3RBjxWBxmF/udc3zQOyx9fBV10X+Pf/E8J/j5wz7bVbjpXRrfcNps7WMs7kV2FbtpmntE2sOlJMJCa+dneY80I5Zwq1sK6c9IYG0ndpGDlaQOvHvh0oWlREemcX2Z1dZFZo7uotXhPJCYA4g4Qm1zWyz5QSPsVN2KR1BIyJq+9WMmz1X/J2FKj+6UuXLv61iDDvQd/SgO4nJQwq80mpaUDzYSkKYzkt2xsmTCps9SU0btUxp/wwSemK0e+H9+fRtMfArNcPsOJME+nvZBN6zeiuw8iVogKumFJZ/EkDmqoiwi6XcW5bjU9SgGI9KR1dZH/RQFKCgc7tlUEmWka6C/Nob55D1PvVaBo+I+VlNTf+t5frilOJa3D3WeeXpGxQTm4blmba92gZGRdlpm6rN2ZMu/No+VRJQtVe5nleD282QVwuiyur0Zz5jJQNMgbeKECvv62CO8dp4oYklSfePcyKM02seFcDHxXQ+pHR/7leKEqaeL63l2d3ZUzDm/Duxobd9NTQ8pMybOsO8PSmREKDOdehZ/CCjUcXxU3YlkD6daq4EnBsSilmldv+ktfJxw6ExBOVGY/1U+3YAIWJvk+bCV2dxZyHPN/ZsdWWcX6/kfBffkRSuokrhSX03uEIdXtsMtH9Rg4dhjjiftuApu4wT0Tp+OK1ckwBhzAxsvR8FlccJl2rZeWviwjrr6T1H7x8fjr8IKWUZ/+jl+c/XB+cLYxDtLqcZzu7yGw4QORQJef3Nfs/aRQ7NquCyJ/v5WltE6s+3Iaiv4KW8fENOXN//aU79nxGzKKxI9aPS9B9AqqKciIVcub+8gDREi26bVV43OXGkA1p5mZSTjSg0R4mLrqD9p+VMeDdJyFq5p/8kuwvz7NikxJTaRndk7n8RPFtids2z5QSLo0npqaL7K7zJKcHrg1nSxnnipuRvHKAFQ1almZC7xsFYxNg2Bk8uJc+rzgwfKSCXmOQ46OfWD78QQG6T+xE7dKi0R5mvqKZtp+VMeB1Xefl0wxGFbOq6TxrKjOw7S6gbXQfrZ2BPUVcMaay9F+/JLuzgdgJV72mGF+9sXfQ+dd5dIsKeerXuYS584XhgwW0HLIQ+dZHrDrTQMoGGX1vFEzwTIOYsEXRjFzQcf2u9rJPHIf95V73gvu8k+4r/njgPT7vA2ZKeHz5y+R8/9HATg1USaYa2vcbkcTJvYKDmd6DJ7A9U0r6Jo17T7GCmLdTx44fOsKNzAMkb3C/klaZT8JfaWms1WJ9IXdsj5dITKhU7CojvotlgQnlHEMkFSOSAtYpdkD7qSMQRs5WoP9fCmTKO5gFBRDLEUlBNE4X1tpK+uS5pP9dltthlSRsyqI3v4Z+awaqUYXasdaX8EXx7Ukv9gauHOogbFMDSZnu7C5iPYs9QaJHS2+rgqgPi4hc4LrG4k1N9BXW0GfKYr6nKpEE0SNiRCEKpAoZIqmc0GA84eJxrpxVMP9k+eigIl1bSPi4YqN9hphQCUx2Szv4mzL6pPFIvFXmr60eHBau7c7j38YnvQCLclnsNehJXyhAdUyD6YIJ4hRMC+JUYktSxz5H5BOzuoqm5g6cUyX73yB3a8NO4wladpTfWdILYDHy9ZAcyRz57ccC7ddJ40oQsSlE7LJBxIjE+MRMWWYWYfuOcFVf6LIRo5beViWqv01ERIO7lA3THxoZSd5M3Np4pM/kM+fYFnqb7bfZul8mik36KrrPRhPbUIQqAkDJvC35DKSV0XuhGEVKIBXLCV+pGfuolBGulGH0DoD3wg8CxdOvYgUSuYSH5MHsAFeger3I63MGcRtS6d6uY9iRxVyvGCZyx2GQePmgGdPZJmauPEDcMxJ0IiAigyde0WDIb2RgKJf5s0G2roiE0XOUSH+eQ8+xKkwGmBvn+V6MSOq6xsMRch4S2wmdZOPzhPEN9xjxiHs8k7ptNGDsDHyiZSSliMUvJiIBZK+WElOfQffvdCQUuGTEVEPn0QIiX42GIS2dhzvuaGfHpLHcoeNqbRezXj5A7DKXP8eUuGz46tli5q52X2z2amJejkcEiOLymZ9eie53DTiXaRBhxmIwIVmWxdwIOWBh5mSBc5LxdZSvO+h8bcttSS+OZgyHDIS/9TmxK11xSfpiETG/T6P7tIG4BdE+1UgjFNDfixXueJ/vxHHYX+51b7jPie+jLH2+kBibja+uNvH5uRpOR/6MrAVTPd4mRhKhYKSlCZMlFYXMju1y1yRLkWYGPqhgMLmIhNnlfDHk/tphYNhgY9aGxIkfpHMYGb5kxnY5h+pD447FpWJzgDQEnE77NGlwEjkBPDeFfq8zRR2B4uygc6cW6aulhNduZNDnoJ2BN9Oo3e7+aDPjlOd4nQtOp3jSBHJYb8B5sZn6x8t9D4hTsVkYfVrE2V/DF2+YcUoziIoeNyj1G7BYVCiWKJmQq11YiWa+lw+LotVIuYDlz4CnumvHafm+lpkOMyMONVEV64N6AGnksh6bPA5FnP+y/nD2VNH+Ecx/Zz2DhSfGDvhrq+f8xjJa7GZYlIFs/Bhu6aB79y6unNZhvWZ2Jz5iZCstjCnjbjFjOlhG+7FGrhtNOD32utLCCNz7xHdKGw4ARxfdf1OM064gcoHyzmb3HOAEZk4UXALo1ynjSoCx6aa7IybVf4QGVfIuOv9ZR8KiRKy/r2F4gcaVIDoAzPQVeMnSywAAIABJREFUPsWA3UzoC2qXe4qVyObYMP052O0jE8emkUsGLNZm2peqaPcpL2auKbi9p5ZDeZzZ38GIxczMhHxSKrLGYvs98YPAcNaXcCqpjJtWM0RoePKd+KDOtzZW0PbBcQb1RkY8M2myLK8laRuTr09bsF2Dh+YpEHndhYsUCh5Gh+0aMBuchhrad1bS19qFbcjt0CFKZnnP3Dk66H4piavYGbGKCdt0ANXsCdo7WXwLiKnGHBMWoxlJYrTXGK5EFi3BdtXgygdC1KheVNB/aC+9L5QjPVTBwJwcouKOMxCkJJOLaMTaL0G2wMufZXHMeszGYI8JcH0vilAhHTVnMdLHlNBixArIkCNVyrFd0GGxxyObyOz9jK9uYRh+fxODX9uQvqz2uh7Q38GwyfT/t3fvcVHU++PHX7DArgELiGwQLqmASuItDBUzQ61ETSFLzU5q/dLsnNSysDLNStOTZh0vnaPWOV46345WBpaJmUpeSRJNgsAEQVeSFkVYQXZlF35/AHK/iiL6fj4ePHR3PvOZz+zMzrzns+/5DDkvdOerKnPZttcDlQNfFEowmbBYaFqMU9txuL7Yq2z2XeF8M3Vzya6s0NJh40H6NOhCuGFa/N5plasbHoCH5+Oocj5i/b44BnUZQF39vpqnw/HaP499vVaCQolCowFz9d4VS+JG4re60TkyBPvPltZQU12UOL+zh6HP1H6CKjKaQKm85pN7ne00m7CgxLqec8C1rSuAEcPnH5BmHsf9T/qSubXqdCWaOREEBJc2JHoeOz+uMNlkoggVijtqX4JixApG/iu07mDCRkuHtf9DvW4y8a9vwH3DJNTNvZe2DaFXxFw0Nibyt4Rz8PV5aKJW1Hjgrl0zjD1i1nNm+UryH1nB/T10HGhKHZphBHw0mIy/ziBuVTBDXvEv3R9NZL7/PPHxgwnYuBzPLk4o0JH0+GAal4RQN+PW2cSsyqXjRxEMGqjF1gYuLBrCvmYaEqyRralnH24IFc7T1tONhRycP4+0nmvo6NHIKpzU2CpMFOY27cah+o8r9R+bLPkmsHeqow4NXmOCSXg/kqxZTlzYloLjyBUVeneccH8nAs13ISRVrLdRa1I6Tx3HJoVmEv1/WlCpt7Ip1BOWM3SEiSvn4khfspD4jwNwfWcwtjfoe9BQioGvEvxeCAqznoxFz/PL65vRbBjXsFEi0jcQO30DipdWMHRDEPb2YIkO55vppkr5tRZjbb2nJopq+qW04k5iTiBxejiZXRfSf2corholGCLZ13dp5W1v44v2o/X4dVViSV7LT3+dzbGA7ZVvhrrm41s955wGUI16FZ+4J0lethTV97l4/n0qrl80Y+ALFDWkkLn0r2w/t1TcZko8Z63A++UZ7Oz1Abb2UJQL9gMrzN+A8ysosQ6aywNPnyR26jyOPfg1gQMrpjj50vmr3fToWXsNZQoNBmirxa5Jwc21H4cV/cMZsuf50s9MiV1jj8H1uElyfEsVAUYjxvr2JG0ogVFHGH3wICEHExgVMaOGfBcdumVrYcJcOneochSw8cHZR8Wl2LiaUwJstDj7qMivbXqpKxdzQe2EXR1l6ldHOwFLtp5CtYY2de6AddfRINnRJH58Eo/ZU3Gt5Shs7aTB3qPkT9W2ynJyc7mCGrsaft0FcO7iA/FxlW5mq4nCLQjP/v54vxeO64kPiP00pfwA4eGDWn2GC0drOWV19MWeFHIq3lCXcpJ8tNi3r7gQJ9p4aLD30KIZORhHQxwXUqrVVivbLt1Q5cahv8bgrujoWhL3B9BtZlD1i4H61rWUoudgPHuG0OedUK58Opv42LIuVx0X4vU4jp6KV5fSAMh0kkvpNddjydZj1Dc+NcAQn0BR4Hj8grWlvRG55KSfad4b6BqqAftwvWy0aB4KQDNtKV07HCJ+/mYanSqs9MXFx8illBq2XQO2a53HlQYemwoNuaBW13mAt30wFA9TFGnrNpGREoDXiMqBtKKtFtduvhSd1ZUs63IK+edUqDwa00ta+7HJtqsPqvxr/x4BoHRCpdGg7hlCj2lBFGyJ5JypZPmN+R5cd0qnkmOo1p+OQ/2xxB2skGddN0tyHDmqYLwnlwS9APmpKZW/a9kGjBYNqhov4t1QaeBKtr7yPFl6rqBB5QJkJ3Ih3Qv3yeNKgl6AlJM13KyqxE6jxd5Dg3pgKG7tz5AdV3mfrvP41kC1n3M0qLUqjMkpFb4HOgwpRlQdfcqXp/Kn62uhXPnfWi70mEG3oc08uKBSi6OHEcOJCutuSOTSWRX2Hcq/JxZdAhcvl70qSW1QaLXlFzyaADRdnVANncugb9fjXfXXxHrOr2XUDwbjOjCcgGeUZLy5kIyyX341/qjb1n8+uboKKSfBx7/2POK61HUcri/2KmOvQd3BB7WPD+oO2mppMteqxQLfc4ci+W7fUX5L1aHTnSJ+31ds/eUSbl0649GgVimx9dBir6mlZ8Skw2AYRrdp/jVMd8LrmXGoflxK7Ko9XNDpyU+JI23ZhtIRBUqm2/24kJjlUVxI12NIjOPMuoXErksAoDA9ivRoPc6BTcgBbGg7DSmkfn0I63sDark7vCHr2jCWcwlcuTecbsH1fLNqUZiYQD5O2CpNWPJNFJpKA7DSf+1HT8VTsYkjr68l44SO/PQEMreuJXbB5ppTXz3GEfBGEPnLw0k8XlqXcjCdn/Yn5+Nwjm2Nw3BOj+FoFImf7in5EnUIwetePenvLy1ZRmIkx5ZHwoOheFU8V1uMWC6bsBj0ZG6N4hK+2NedUVBZz/F0Hqgn9fVwUmNTyD+n48KuDSR+17g+JEviSVTTwulYUxxR37pWYTt0Lr0fM5H65kIyDQBuOHZwIj+udIQFcy6Zy1eWHwgrSSH52QFse3zl1RE1Gsq+gxaSD6Ivu5l4xwf83kKDn1/rPlyJjQ9+772KOnYhsZ81tm/QB/eBvuT/XMPBvZ7tWv9xpf5jE6YULqTkYuukoijfhCU/tyQFxVKlx89+AF7DlGQs30B+UGhpnm2lxuI6MgT7uA0kRCeQ+ckGslTBeJX16plL6zYDFiOFl00lP8nm55YHVnUdm7qVfo9eDef3mBTydSlc2L+Z+FeXNvwGOkMcaV/sQX88BYNOR05MJMdWRVPk41v6k3Fjvgc3gMVEYb6JQn0CKd/FlV6sN4yioy/2+Ynoj5ZcoFpSNhO/MaG8gCmXC19EkNM2AI1PTTU44d4/gKLozaSnlu6ZphTSvthDYbcg3DSAkxZHNz05MaUBtSGBpOWbya92JVu67fNzMfy4max0FY4dK9+YXufx7ZopcR8dim3MWo59HofhnI7M1fP4PdEXr1EBlUoq+s9l6N6DhKxsYM96Y9gE4DXal0vr5pEUk0J+ehypC9aidwvFq+JQhpf3cHJRJBd0Oi5sWUjyfjWeo8pv5LUcX0H8Ni1+c8bh7KHBtkqgV9/5tTIlmpkL8HaK5MiCqJJjkDKIzk8HkLN8RulxR0fO0T38vmQGiTFV508hK9aA44NBTfpds+7jcH2x143RYqkOKqc2XDywl98OXCp5gIWTG53u/wuPPNiYCKQOCic0M8PxrOUCT9F/Lg+sdSJ++Tz2fawHtRfOQ6cTUPqJKALLpn/AgdVnKFJqsO8ZhOdzGjBEEjNyHvlB4QSOvcb21tpOHUnPhvG7KRj/j+pJD6hnXRvEPoDOs0ObdmDIj+Twy5spzIf4vr6V8vVynpqL85GleLYdTMDGFSS+v5Zj45ZiNDuh8vFHM2Y6bWpr0pgF9PgxjF/mrsB9Uzgae3B+cT0D7BeSuOp5dqfnYq0NQPPM3NLPR0vnj9ZQOH8hR8aspRANzg+F039eaOUvsH4zMf6bS27+6RCAduFcvBv1U4oW75Xr4cMP+H16GMcMoOoSTMfXQhtTCXSZRI+nazxDAfWta1VOeL62gA6hkziyKJhH/j4YrzlLuPD6e+zqtwKFiwbnYePpcO9csqrOajZyJd8EGk2jHxxhP3YhvZLncmx4H46pnVD1HIf3Y74knm1cPc3iWvbhmvhMIuCVaHYvCyep/yb8at9U1biOCcXxsyjOnBtH5yr7Vq3b1RDJwQYcV+o8NgEXlj9PUqwJYsez9ZOKc85gb5c9DJ1WVrcS99Eh2H+2GccRwTWf5LpMJfCtk8SGP0mGWxCd/7kAr7aQT0ke3ja/sputhrN1Wel//zqEuA1HCNRQz7FJi/dHm+DDhaS+FEZ8NthqfXANnoRXg3t4TFz67gMSl5zEmA0KNy+cgyYROHt6adqGU8O/B7XSkTRuMIkx5UFGTKfNgBLnORU/z/pZdoSzbUd4SQ91z2H0WDi14b1qXaYSMOckcS8PYavCCTttEN4TQriwqmTyhWWPsW+rGu0703Gv5fOzn7CQbkefJ37k5JL8zekhZHYYTLeVk0ruc1AG4f/+VI68O55tnymxa+uL+9OT0MRuqlyR+SSpj3cnFUDji2bKcno8UiXQqef4dq0UA+dy/zsLObZ6MjvnG7HtMACvD9bQrSdQKQ1diUrbTHFFDVz/toaA/HkkTg8hMVeF6t5Qev9rLp4VDkSKbuPR2m8iJiScQnt/3GevoXdZCoc5hd8XbcZ2yqaaz0MNOb9WnUcZQLeFM8gcP48j9wdw/xgNztPWVDruoPHFOTC4+jJPRJGRHoT3iCZ+ZvUch+uLvW4Eq+zs7OLGztSmTW2hirgt5UdyYMAevI6swKvizpu9mX0PH8H7p6V4tng2uaiVbi27Bq/FfuVu+g9rht7Sa5D/2Xh2fjGA4G+nt/KnBuWS8fpwEt3W8PArjbuB6VpdWDKcOOUKHp5ZOejQLxhCvNv6SoFa4Y4ZbJ8LvfeuqDCyyrXQ8/tTYeRMO0jgwPpLi5ZhORdJzKPzKJq1nQETWmb0ldtF/qdh7Nw2mCGR05v2FMcben41kfnmcI7ZL+HhOQG37H5xc+X4CiFuuMLYOC51m3R1mJsbzmyiMFuPMf0QqdsSse7Sjdb/7EYnPGctpUNbfeNzhG8EUy7G9EMkrI5GMWJ8pd4pcetTuGmwU4CtRoJeUYFZx5WOUwl88dYNekF6fIUQLS12IdvGr8WIEtV9k+jxj7k15JuK5mRYFcbOD1NQDZxKn4+m496oEU1Eq2c+ROyA57G89yv9h7Z0Y25t19zjK5qdBL5CCCGEEOK2IKkOQgghhBDitiCBrxBCCCGEuC1I4CuEEEIIIW4LEvgKIYQQQojbggS+QgghhBDitnBzBL4XD7N+0Vu89cF3nCpq6cYIIW5X+evGE/HUBozmFBIf7c6+LbmVCyQuJcp/BmfMoF8wgK2v76Hy01xNpL3QnZ3LU0C/mWj/MJLSb1z7hRBC1K3lA9+iixyMjKXQzaWlWyKEEEIIIW5hLR74Zh34iliHIQzzrfFJ8TUwcWa6L195eVX+6zSc+BPlpQqPbyDm8QFE+PkSMWA4B1Ydwlihlvx146vXMWAemebS6Z+NJyJkJTnm2tqhJ+3NMKIG9CHC15eveg1g1/SVZJwrnWxOID7El52rUyrNZfzieSIGzCPz8h5ienUnJrqkroxlk4nq1Z2tIc+TGFvey2RYHVa9nb6TSTVUrDUX/bpwoh8qacvWweOJ/TyhvCcq+xCJ04ez1b+sDl92rqrcrobI37+SmMeHsNXPl4i+w4meH4mh/tlKP67NRPuWbStfIgaEEVOxjVDSm9ap6ds1/7PxRDwwj8x8yHyzD1GL4iA7ipi+fTiwtfzh7cb9K4kJHUCEb2k7VseV7xvmQxwZ4MuB70xXy1t2zCjZZrXuGykkPupL9Gd6QEfSOF92faqrvP6GSPb5DeHY0ZKewq9K21mpyOowInwnk5oNnFjJTr/x/F62P5lK9qevpkdV6WGshTmOIw/4cmBrlfXoW74e1dc1l4w3B1T6HpCyll1+w0ks3QaW9EgOPNCHXcvjKCxpGGkv1PB9rNBOY/RKYp4azrZevnzl14eoSfNIPVG6TP1mon19iV5X9fPaQ+wAX7YtiGtYO8uYcjHq9RSaEEIIIapp0cDXfG4vXx1z4ZGQe2ho2FvGdsJ6RiedJCzpJGH7FuCqrDAxO4ojUxdyqUs4D+zcQ/A7wRg/fZ6YKidXRc9wgkvrGL0ypJGP6FOiDp5K75XrCY6KYui/wnE+t5bYdyNLgigbfzqM9if/u6gKAZKejO8OYTssFDe7svdMGLcu5MhqHa7v/Y8+wXp+nz6PM6URpfq5TeXt85hE/4SThCWswbvCI2ByVk/m4PIUHF9cw5B9Bwn+exi2WbqrgUnm8nB+1wXR94dfCUvag19go1YUAEvsQvZN3YBx4KvcH3WQhzfOxRM9l2u9MKiBjS/eX/1K2K9HGDJTi37BQlKrxDsoB9PjYNO2q/3YuXjbRxL/aQIWS+m6f/wBmdqp9BihKVmPo0vZNz0KxiwleM8egj8IofCz54n9Qs8Nlb6JhP9VWHlDFInr4moNag2fLyQ18fpGc5bja0n8ouoGqSA9kpiJCzGOWcOgmQHYVpikemZT6ffxV/o/XfkxqFeyjdiPfpX+m/cQErWebj4JxE9ZSObV1TFx4dMVZFS4EMjZuJIzuprXt652GrfMZFufIRzZ35A1rk6h1mDv4QQosfXQorKvcmRSOmGv1aAAFGot9m1V1Y4bdhotKrUSbJSotFrslAghhLhJ2LTYks069kYexWXwc9zjAFmNnV+pwta+9IySX/nkZNy1mUxLKIFzQnG1B7Th9Bi7g31bI8l5ZjrOZQUVSmztlSUnLmVjz05OuA4NKX+pVeOqVaOr0K2sHh2K86qNpCVOp3dPQBfFmVgtXrMCULCnrLXof4ymMPBVuo3wx/7Bqbh9Ppszh0x4DSs5eSpsSttnA4o7Sl+XMe3h93UJOM/cQ5/R2pL3PMbR+2pwm4shRY9qYCjuHk6AAetGP4Q7lzOfbsb44AKCZ4aUXqRo6PxOUCPrUaKwd0JhD208nLBTmrC1r15KYa9EYU/jt6vSH79XhnHm1YWk9QSLfgMJsaD9ZBJqm9L1WLeRK6PXEPh0UMl2106lx5NRRG+NIn/sJGpozvWhhJx1K8gYuxRPNeSsW0lGdi37oD6S+NU6VN2cKv1q0bx0pC7ZjMXHl5q68S26zcQsWlpj0AuAjbL0+6jEVkWlOtRjwulx9ZUW+7+NJ/3zDehTwN0NQAn6SJI+ex7PaT6QHUXS+gSo8eOou53XSjVmBQ+PKfl/57XbqxfwmcoDUaX/n7mJ6k97VeL5znY8AdDSPyq0+RsphBCiyVoo8DWj2xXJ0bZDmNbdsdlrz0/XQYcgHCtEMS5dfOCLM+SbwdkGLBZTvWtvObGC6D5rASW2bj64jp5Bj2lB2FeYz7BuMvtWJ1BoyMW6x1T6rwwt7732CMEr8AOSvomjR88A8r+PJKdLSEkQbAbIJWP6/WSacrEd61sSdCm1qN2M6M/qAW39K3suBYPBC829tZV1wl7rhPFoHAaTP+qm9D6ZU8hJMeL4dECje+Yr15NA6lN9SMNEYb4S55lr8GpbYXpZB18t26Uh29VaARbDITKjAaIw2vjiWnZRY9aRk5yL8cR4ItZVqbxbEEYzpYGviczXBrB1fuk0Yy4Wp/GViltOrCC634bSn0xMFGVTfkEF5CwbztZPNLTpGYzvK+F09Ki8OMXASWh1G0jc+DyeExJI+EyPZmIo+Z9XvQTMJfPjlVwIDKdH26X8kl3zZ3OtjFuXknQuhD7TcoldXmWi+SSpL83FYtLg2UVbJeg1ggUUdVxMWVIiiV+ylozYkxizSzeyjRbHfMANsPHFa4KGc+tWcGbsUuzXrSTTbTwdum0iszHtBFQT1vP4hEauvBBCiNtGCwW+Fzl1OotL575i6dtflb9ddI71C3/j3qfCCfW+vi0oMppAqawzvUHhPYnA/0zCGTAmbuLY688T67Sd4KfLg0z1hOUMHWHiyrk40pcsJP7jAFzfGVwaHGjwGhNMwvuRZM1y4sK2FBxHrqgQIDnh/k4Emu9CSKqw3AblcDaYEs9ZK/B+eQY7e32ArT0U5YL9wGZdSMPY+KL9aD1+XZVYktfy019ncyxgO336lwWmJiwosW7yT8MmMr+LhvuCsD96iHybAFy7pZDxXRw97g0o3dZKnN/Zw9BnarlQMJeU0cyJICC4tCHR89j5ceViCu9J9N84lZLLthR+f3YSORWmq59bT7+RJjL+EU7cFLD/yrdyBfYB+L2SS/T8pRw7m0KW91SCR+QSUyXwtSRuJH6rG50jQ7D/bGnTPpb65B8kYfUhXGdux125sIYCKpynracbCzk4fx5pPddUCORNFJmo/RcTcwKJ08PJ7LqQ/jtDcdUoS/Kd+y6ttJ+rRr2KT9yTJC9biur7XDz/PhXXL6oEvvW2UwghhKhbC+X4utF37HSm/6387y+BbnBHD0Kff44hd19b7fYdtJB+kksVcgYvnkgBrdfV3torF3NB7YRdzVWUsHHC3kOLvVaL67CpdLzXiCHxZOUySidUGg3qniH0mBZEwZZIzlVITbR9MBQPUxRp6zaRkRKA14jKAZeirRbXbr4UndWV/Ix9OYX8cypUHpqGrayHD2r1GS4crSM3UxOApqsTqqFzGfTtery7Nazqq2x8cPZRcSk27hp/aldip9Fi76FBPTAUt/ZnyI4rb7clW0+hWkObWq5G6t2u+Xs486MSz5dW0HWYE7ajp9N/2jAsP0SSZQJstDj7qMhvwHpYO2mw9yj5U7WtIaizcULlVl7Gzqb6/OouQfhNHIwqK4ELNeTyqIbNoHPXQ6R+AdpXJuFcbb116JathQlz6dzh+iWKXlr3ARlu5XnQ1dho0TwUgGbaUrp2OET8/M2UbwIDxlxQta1l3uxELqR74T55XEnQC5BykvyqueEqf7q+FsqV/63lQo8ZdBuqrlZVve0EyM8l/5zc3CaEEKJmLXZzm8rFDTe38j+XO2zApg3Obi44XmM/tGroONyIJHFJJBd0OnJ2LSX+Cz3Oo0NxBgrTo0iP1uMcWEOuYiVGrlzOpdCQiyFmI2fiwd6ntOfOEEfaF3vQH0/BoNORExPJsVXRFPn4Vk4nsB+A1zAlGcs3kB8UipdH1WUocR0Zgn3cBhKiE8j8ZANZqmC8+jcw0FEOpvPT/uR8HM6xrXEYzukxHI0i8dM9V4M7y/EVxG/T4jdnHM4eGmwbHUM54fXMOFQ/LiV21R4u6PTkp8SRtmwD+sbc3IYJS34ulvxcDD9uJitdhWNHt5JJhhRSvz6E9b0BuNay/evdrvuj0KtD8LpPQxu1Eju1E6r+IXiY9nD2qOnqetj9uJCY5VFcSNdjSIzjzLqFxK5LaOyHUjdjLkZdAmlbDmFUa1G3ramQls7/3E3Iwa/pHVjDRjHpMBiG0W2afyNvvCxXZMrFkm/Ckm+iyGQCixHL5UoLIT8FvF4ry4Oug40Pfu+9ijp2IbGf6Urm3b+JjBO+uAbWEow6aXF005MTk1LSw2tIIGn5ZvJr+FlD0X8uQ/ceJGTluBpyrRvWTuPWmUT1bfrNbUIIIW5tLXdz2/XUNoS+a+dyZNFS9g3WQ1tf3J5ZTu/JWjBEEjNyHvlB4QSOrTuH1pK4kn3+KwFQaHxxHrGUPlfTHExc+u4DEpecxJgNCjcvnIMmETh7eqVcT1DiPjoE+8824zgiuOYc2S5TCXzrJLHhT5LhFkTnfy6onPtaD+cX1zPAfiGJq55nd3ou1toANM/MLQnqzSn8vmgztlM24V0t6G44Rf+5PLDWifjl89j3sR7UXjgPnU5AY/Yg80lSH+9OKoDGF82U5fR4xAnQkfRsGL+bgvH/KLT2i5G6tiu5nPvuEHZD16CxofwncvsBeA2FI9visPQPQhFYth4fcGD1GYqUGux7BuH5XAN72BsoZ8lwti13QtUtGL9/zMXTPrpkvauy12Bf2x11Cic0M8PxrN752UAm9K/2IeLVyu/GjHTigT1zKVtj1ZhX8b+3gVdDPpMIeCWa3cvC+U2h5eSiQ6ifW4pfbb8iKIPwf38qR94dz7bPlNi19cX96UloYjfVVBiVtvbvZKPaKYQQQtTAKjs7u7ixM7Vp0+Z6tOWWVbhjBtvnQu+9K/C6YcMGCFGD9LXsmqKnR9RcNLfmZa8QQghRKzn1XU+mXIznEklaHY1ixBo8JegVQgghhGgx0uN7HRlWhbHzwxRUA6fS56PpuDcifUEIIYQQQjQvCXyFEEIIIcRtoUUfWSyEEEIIIcSNIoGvEEIIIYS4LUjgK4QQQgghbgsS+AohhBBCiNtC6w58zxeQHJrJTpez7HD8g/jdjb5Pr1n8Mr83Lo+vJ6fJNVjxj2Eqgj9s3ZujOWX+YI3/C1acvh6Vn7Vi5BhrvrhwPSoXQgghxM2q5cbxNRzmkw+/Q1dU4T1rLSNmTaFvA59UZfiPgTOZKnonqHF2AoXK6ro0tT7OPUOZ7Nq15qeyNVCvwRZM3VomcL/pXLFi5SdWDJpRxN2VJuRx8Ps1rE5I4tezf6J3DeP7Oc/S3bpymSM/rOTdfUdIKLDDt9NDzJ7wLEMqPk6vfTHT77Xmzf+zYtSM4mvabkIIIYRoPVr2ARbWLtw7Zjx925W9ocLFoaEzF1Nw2gLd7HD1tG7RrusOj83no2uqoZgHZxfyYPM0p9XL2WvFF5Zi/tu/6pRCcgvt6dNrHEPcNvPumerz6g8t47nv/2T4k0tYdedFIr5cxovrXPhmZhi+FXaSR0YW8+YbVux8pphRjtdzbYQQQghxs2jhJ7fZ4NjOAw+PxsxTzB+TMoj/oux1Njs/zwYba+6K9KDHkJJe38I4Awmv5ZN13AKutrg+64T/bBXKq/UUkjpMz7kBLnTIyyP180IKzFY4THfl/jnK6outQfKi/vRe8AsAqhH/Iu2ryTjXM09lVqweqeTl3SWv+r13hehZRZVKRE5S8bKNmZkoWLPHihxlEZOXFLKZFaCJAAAX0ElEQVR4VON6h89uGc7G0+N5otcponduJzMPHHxeZOJLE2mn307Ul5s4eSqZnMvg4BFI9xFvEBzgWbKDFMXy7esvknP/LJyTNpKUcR7aDeGhqYvp7V62BANpUW8TtesAOUWedAwejurQJxhH7eLJoJIufLN+N9GbV3HsxCmM1p607z2R4RPG417l4965xwplYBF9FVXXwoXhI6cBcHJbBFQLfP/k68Px0OsN5gd4owRmhj3E18u/4+szYbzWoUJR/2IG2Vmz+ScY9VDNn1lOZiZGG2fc20mfsBBCCHEraNmk0qKLHN6wiHfffZelH/+X73/NwlzvTFbctaE9wwo86f2sNdYT2/JwQXuGXbrratDL+XwSxl0iv5uawCPu9PtQiWnlBY79s7BKXcVc3mDgzzvVBCbdxZAj7ejUt+EfSdc5MRQUFBAzu2sjVrry8qdtM1JQYGLxoNpLZW5XkDvxCklpRqKmwvrZNvxobPzSzLoNRKd1Zfgb+5mzJIKwQV1LAts8A3QII+Rvm5ixaBNjgx1JWvci0ekV5zaRFpeMz9TtzF4WQbDLAaK2bKesGXk/v82X3/2BdvxG/vrG2/hkRvBrboXZ8/bz7fK3SXOdyBNztzMj/BW05z/m8893U2lVLFYcToCuXZuQ9lGYSsI56N6ha/kFjmdX+tj+ScKZi5XLKorp6w3Hj9eSHmP+ifeHdsTv8eUkN74lQgghhLgJtVzga+dGj8EjeXzc00yZ9DhB7hc5vGU92040IaKrwrT9MlkWFb7v2eN8tw3q4U50magg54vLGKoW9rfHf5aKNg5W2HracdcQ22tefnNTDTIzc1BJINhrTBG9LljzS5Pu+gpk4JPjae+kxOYOTzr2Dizpoe40npARYfh26oSzSyfaD5xCd/cMdCnnK83tPmAKfi6ArSfdA3rCH8c5XwRwnqSDByDgb4Tc1xVnTU/ue2Ii7SvMm/PTJyQpxzFqfBgd3T1x1g7hoVHD4dh3nDRVKHgJTl+COzVNWL2Ci+QWgpODHb9u+yu9Fq7goKktTm1An5dXrfidGvjzHNdwU6IQQgghWpOWS3VQdaLvA+UvPe72gOyP2H3kd4Z16XFNNxwVpFrA2w77q/nCVqi7KWCjmQIzqG3K31cGKGlYYkPLcb6T8hQKJaiA3CZcH9i4++FxRw0TLifz89fLiDl2nJy88ijUvbcBKEvAVuLocjUZGxulHRhNFAAUZZBzAZzv6VS+Qzl1ws0RysLNLF0a5ozjrH3hk8rLtu5JXl7JegFgKflHdS17pjWoHO7ES90WZbV0iXIqO8AENX6UNv1YnFDA4mtohhBCCCFuLi2c41uRC25uKsx/XqQAbtid9gply4wE0SjNtZWUjjVUZeLkl3/jh9NDefSlZfhp1diQwf7FYfzaTIstY9NjMbP/Nrzu1XEEJwXkXGrCAtq44GQLuYYr+D44n28eBAoP8b8C0DhUv2syJwdUzjQyL1sIIYQQrdVNNHDsRbKyjNg4uNDmGmtq462AVDP5V3/dLsaQaIG7bWhzE4X6N4cMzp6+RLt+E+muVZcEpaZTnD9vqm/GctaeOLtCTsap8hzt3FNkVQhe3bQdQRdLWn3V2kEXLZw+3YQLEltv/O+EX9OTubqYc8kcKbwTfy+XKoWtOHEWunjXfpGVk5FJZua1p94IIYQQ4ubQYoFv1pHviPzxKL+l6tCd/o3DkZvYm+FCj8DO19zbqxx+B64YOTk/n5zTZgzbczmx0YJ67B00cIjg20g72mmU5JyMJacIKDpP2rZPSLrcuDr8BtwPcR/zQ9wp8i4kc+zrzWRWKOHcbxJ+bCdq3UZO6jLIyUwm7adP+PbziCo5tsU80g9O/EKl+cuYsnWcPJvKScMVKLxY8v+zf5YGunfyWP8e8Mt/eD8ulTPnjrA88gf07UfwmFeVii7AvnQY1K+Wm+jMP/H+Ix3xGy83twkhhBC3ihbr/1QpC8k6uIP4H42YscHRrRMBT4xniG8zJDm0s6fHJgsJbxqI7VU6nNkLbbnnr81441reJp7s+AyRV3uVX8CjzQtg05WXdh1jcd8G1LHblo6hCjLLukn32tHmTaCdhYi0QobdkK2jpvu4tzm7bhlrX1mFysENt4BQenslk9aIWhzue5sn9G8T9d/x/Ew7fIeOx89pFUbr0uRdhyE8Omsx0V9+wrdLl5FXpMbBvSe+QVOqXej0DCmiS4QV3+iLmVrlJrfdW1/iuV+ulL76kxeX/Qi2QXy6+A2G24Im6BU+vbSSN7+ezXqTHdpOD7HqL5XH8AXI3GvF4Q5FvOfXiJUUQgghRKtmlZ2d3ehxo9q0udZkBHHLM+3my9cXoZq6m0ebEFx+/56CBa5FHJh2HZ5mZ7FiwWRrMp+z8HEdw8gJIYQQ4tZyE+X4ilatMJlf9+8n86IBsymDtKgNpN0xFP9OTavukWlFTHSGJo3aVh893DmqiHkS9AohhBC3FenxFc3DFEv0isUc02WQV6jEudMQ+o9/g/u0N/tgcUIIIYS4XUjgK4QQQgghbguS6iCEEEIIIW4LrS7wTUlJaekmCCGEEEKIVqjVBb5CCCGEEEI0hQS+QgghhBDitiCBbzMoPGwgrt8f7HA8yw6385xtoafc5mwMw6XPO/xirr9sjfIUPOmm5I3DzdqsVm3vBwruX92ExycDe98vmVceeiyEEELcHFrsyW0AXDnH0R3fs/e3M1y8Ao6unXjgsb/Q16NFW9VIZs4uvoShpzP3b2uDUmWFbTM8fK4pVN6DmDy6A85N3ao2xQyaUIR7u2ZtVut12ooFe4qZ8VnlgU/08f9hzveHOPLnn+gtDni178GTw6cx08+lUrlBTxXhPNWKLx4rZmKVJ9AJIYQQ4sZrwcD3Ikc3r2NbTmcGPfoXOqmhIDurpUPxxjMXUXAWHB5T4dCuZTvQVQNe4qMB11JBEdOWFzVbe1q7vV9ac/q+Ika5Vp3iQve+f+FJD3c01nkkxPyHd/+9CGX4UqbdWaFY+2LG+lmzdqsVE6dchyfQCSGEEKJRWi7MPH2IvafdGPLC4wwoCyy0TXzMV0swG0nwP8/ZskeLPX+OHc8DDir8de1orwIoxvB5Dr8tKcBwuhhFFzs85jhzzyjb8nry8onraED5sRM2XxvI2G3G4mDDXas1+D/SsED6p9f8CF6RXvKi2+vE/DSfXo3ZsmYFz3jYsikPsCnmpV0mFvetPP1lf1syJ5px36cg8rgVeFuY/+9CJndpxHIub+d/s5fh8Jc5qH5exbETpzArO9F90gYe7aEmL34VUd/vRqfLIK9IiXOn4Qx8Yha9yx6CoVvFP9+PpeNjPTm/dzu6C1dw8JvCY89NpH3ZczJMyfz837fZf+wURqee9B7UibRvkuj+1kYGlva65iV8QlTkJk5mnAdHP3yDZxESEohDxbZeseKbvfDAjGKqduBreoQxs8Lr7u3z2B23kiPpeXBnpVp4uF8xr0RYcfzZYnoqqn8kxpxMcowqnN2dqy1HCCGEEM2rxboos06f4ZKbF22Ob2LlkkUsWrKS9dvjyWpqfuqNZqPCP7k9wy654dXFCtc1HgwraM+wrLKgF4r25hA304hyhitBv2joMRbO/b9sko9X7f0r4s9FeTDRlQd0ngza5oSbe8PzSvu9n0RBQQHn1gxrWvBkY2FdlpGCrEJC66hgxzdWPPJvE2lpV5jf3po33lWQ0+iFXSLp201w/zJmfBTLjJdm0dWlJGo15plwDpzF2NcimPHWJwS7Hyfq48WcNFWY3XKcpN87ETJnN3PeexutbhU792eUTjSRtmUWUac6MnBWBH+dFob5pwjOW8pnN6csY+O/t2MTtJipC7cz9ZnhmPe+QsT+85WbmW7F4UvF9Oxcz+oUXuTIgb0cUWjp7ulQbbK7H9z9Bxy+UPPsO17xo6PfM2w6X/N0IYQQQjSfFgt8LxnyMGfFsTfDg0eemsIzo3tA/Ff8d6eO1hL71q2YrM8LKBzkyD3PKnG42xa3Wc506FnIuc+vVCurnOBC1+G22KqsUHZrw509m3ZD1fXUa4KFYZ6AqojQUcUYj1uT3OiNZcIh6A0e6t0Jla0SB+1AfEt7dNsFvcJDgwbS3tMTZ01Xuo8YhzbvOOn6ivN70v3hMNopAach+HdRknk6uWSfKTzALz+fp+OwN7ivkyfO2uE8FHJ/hZ81DCTtisQY8AaPDg6knasn7fwm8tBAT3Q/7SKv4mLOwWnAvW0tq1HwA8+9+ih3vTqRUT9c5LHJ85nZvoZymmLcseL0ucZ+TkIIIYRobi2bUWt2I2j0IDqrAQYxot9vrDwSz5lhWjq1+vEmzOSdLkbZ1xbl1fdscOhijSm1kEKUlCc8WKMOuPmTm93bl+f/OjsARpowYoEa7d01p7SYM7fzw5cbSTqZRN7VXl5P2lXs8VW0w6HCPWQ2Sju4WFrgYgZZhe3oqFVfna5y74SzorQ7tegPMjMM5OmnsGh/1ZW7n7wicCjd74yWknVTKalZm/4seqUrMy//ScLh//L+ltX43/UGj1UNlBWgKq2vJqH/vkjBv2tZhhBCCCGaVYtFW23uUIHKDZcKvw67uDjC5UvkFXGbDbRmhbXq5uvhrap5clDtsLGt4e2iZKL/9TYnPd9g7DvDae+ihMsRfDZ7FVQKGmuLRBtKSfsnInh2qGedpVTOcCeQcwmodnMbgAMaDwc0aOnufSf6v7/E8n2pPBbqXblYnhU5QGD1LAghhBBC3GAtFl66eXigupLDxcvl7128eAlUqqu9bq2bDQ53W2FKLKS8w9JM3okilN421BT73dYu/ULmhXb4PRxWEvQCZJ7iYi09pTVy8cTN9jyZfxiuvmXMPEVOWR3Wd+HuDudPHK+/p/ruYrpixYmzDV34FUym/GrvGtPhhLKYrh1qnst4PpPMjBwZ61cIIYS4AVosxLTxvpd7HE+xb+tBTv15kazUg3wfew6Xe3rgdUsEvla4jVVhu/cSv/3HRF5GIVkf5pB+3AaPsdfaa3kLuqMTzg7n0SWdKsnXvZzM/m8iyWnM6Gq299MroB26qMUcS88gL2M3P3z/c4WccTV+j4xDlbSMLyN3k6nPIEcXS9KuxUTsSq5cl2sxD/vB4aNVe+L/5OstK1h+4BAHU5P59eQh1n++jNV/ujC4R9dqTTp+1AruLeYBu5qbvOM1Pzr6y81tQgghxI3Qcomldp0YOSGUbdv2smnN9xhtXND6h/KXhzu1uqF8a2M9xIWAZRf57cMLHHilGFtvWzzWuNI54OZKa/hlvpL+Syq06UEV/wBUI8ykfWXG+UY0wjaQhyZNIWLTFD6MVqJy8MQ3eBwdUyIaUYmSjk98yEP/fZsfPhhOlEMgvQcPp903SVf3KRufV3h2mpqob5excVcGZtt2OGsD6f5w9ad2jBpZzNIvrTjxTDHlo7bZc6dDPv/bt5p12RcxWOzQ3NmDyX95hZf8qkS3V6z45gCMern4xnyGQgghhKiTVXZ2dqNH1m/Tps31aEuDpKSk4OPj02LLv5llrg3Bb+ODxBx4jep9j7epE4v58OMsHlr6Id0b29F+xYo3J1tjnG5hWf/GLzpnhzX3f13Mln8V06WGMXyFEEIIcWPdEkkFtzWzkZzzmWSm/siGr3/BuVtPOrR0m1pSxm5+PpZMTp4Jc+5xYnbuwuw/FN+mZJfYFRM+p4i7C5rWQ3+aYt56VYJeIYQQ4mZxq2QV3L4Ov0P/Yf8gHRUdBkzjo7ea+BCLW0VhBinfLiJafx6jdTvc/ScxYcLwJn8mzv7FzGjivD2HFdOzifMKIYQQovlJqoMQQgghhLgtSKqDEEIIIYS4LbTKVIeCgoKWbgL/93//x1NPPdXSzWg1fv755zqn33fffTeoJXWrq52PPPIIANnZ2TeqOUIIIYRoRq0y8BWtk7aLtsb3dSd0N7gldautnUIIIYRo3Vpt4NuSecY3UxtaE5Wq9lvMbqbPsq52ws3VViGEEEI0nOT4inKXt/O/F4cTlXKdl2NR8q8X3XnnSC273+4X6Kh9gR3mmic3lx3Pe9Bx5o81TLHmpxXuhK5XVnjctBBCCCFauxYLfI8tHUHXrl2r/4Wt5jdLS7XqNmfrSYf7htBe3dQKTrF/YSBrd2bUWSprpxP/tbvM/+tTy/OI3fsyfmxf3JvajAZy7zue8QE1LaWIfo9fRr3DiW/lUcJCCCHELaPFUh3umbyC70aaKvSonWXLa+EcC36Ae2TA/5Zh25P+k67zyLMWO776xpZ7RmXTvrYy3SazeNn1bQZAr2c/oldtE++6zChfR/4bZcfjT1+5/o0RQgghxHXXYoGv0s0bb7cKbyT9wNyz9zBy9D0t1aTW6dQyVnx4nI5D23Hu5+PkXFbSLuBFRo0bTjvbskIZxLwfxrEui+l/eRP7fz5OjsUR98EfMjW0JxTt5ssZs0gqBPDkvvDthFQcKrkolm9ff5Gc+2fhnLSRpIzz0G4ID01dTG93oCiZH+aPI0ZfWl43nHe3ACjxmxbLE70r1JV+B9//YeaJ+2rIY9j7Mn4jV5NuBtpNJiLtXwxr9j00mfcf7M/bh40AuE+NIm35gzWUMzPovkLe2XYHv024IhdjQgghxC3gJsnxNfHT199yts8YHr27pdvSClmOk5QxkLFv72b2grfxOPU2X3yTXKWQiZz9q0h2mcLEv+9nzjsfM9DHsWSS9RCeWHWctz5ajK9ttdqvzp8Wl4zP1O3MXhZBsMsBorZsxwhg3ZWHFhznrTURBGuVuI/ZzltrjvPWmipBL5CVbEeqyxXucalhEYM+IulSAQXbJl/HNIeuvPbjRQoKCoiY6FxnSTffQtr/qeTYxevWGCGEEELcQDdH4GvYy5YdBvqNfhi3+kuLajzp/kgYzraAQyADB/Uk5+cI0qqm0HqO49GQQJyVSmxcuuLn36lRS3EfMAU/F8DWk+4BPeGP45yvJU23ZlaczVBAWwturaEH1c2CG9boMq1auiVCCCGEaAY3ReCbtWMLexUPMya4yXdV3d4UnrSrcMXg4OqJTV4GOcaKhZQ4dOqFQ5MXosTRpd3VVzZKOzCaaOyjREyFgB0om9yOG0hRjBIrTI0K7oUQQghxs7oJAt9Uvt36E+phI+l3R0u3pbUyYa4YnBVV+beUja3djWpQrdzURZBnhaGlG9IQedYYKEJj39INEUIIIURzaPnA99dtbEnw5tHR/VpHL+DNyJJBZkb5+Bg5macwOnjifMMvJJSgACy1jX5bTHtvC8o/bUm9poESjORkZpJZuUu72Zl0NqTamfHWFl/X5QghhBDixmjhwLf0pjb/kYz0a9mWtG7nSfp2FUm6DHJSNhG1J5l294WhveFb1xFnFyXnkw6QmWfCXFi9hNLfSD9sOfr7NeTNnt/EM34d8XtlR9PrqJcVvx23gx5G+rV8R7kQQgghmkHLPrL44k4+35FFv5cfxbtFG9LKKQLpHXCJ/SvDyDQ60j7gDcaO6trgjXt2y3D+U/GhE0t78jOA39vMfimMuh/gW5Eav0dnkbJuFf8JX4a5qIbhzNSXeSLIkXf2qnjZv6BCL386/xjWmzf2lvfihjmuB1T0e+8Y0bM6lNeRn0MO0KH9dXzExRUV3x+24uEXLiOZ50IIIcStoWUDX5dHWRHzaIs24VbRLuhtQh5+u5apnvR/LZb+tUxtP2Y7b42po3LrQB5dElvpLZuAD5kTUL2ojWcYYXPDCKu1siIGPZ5P+9cd2DmhgEevDmvWgZd2XOSlOppRJufwYZJVw1g8tV8DStfGiDEPVLXc7WfY78DOtnl8UtvT5YQQQgjR6rR8jq+4/WgvMX+KCbKasvsZ+WnvT7hPfI3xnk2ZPYeczEzSD69n8yHo1bNrDYWsOYuJl/+Wh3drGHZNCCGEEA3Ssj2+4jZVjPeDhiamt6gY9nEaw5q45OQVYfSf/xNGB3d6PbaYdRNqSpco4p4hBuQZgkIIIcStpdUGvgUFjR1B9tZsAx5/ZcpSgAJuhubUxWisfRSGG/VZ3j19O39Mr/BGYQEFVW7Cq6udcJNsdyGEEEI0WqsNfEXrozuha+kmNEhraacQQgghGscqOzu70YOUtmnT5nq0RQghhBBCiOtGbm4TQgghhBC3BQl8hRBCCCHEbeH/A5KZhtUdwrvuAAAAAElFTkSuQmCC)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hS3H3e5edSKR" + }, + "source": [ + "**Слишком длинные имена**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "msSfXyJUdxUs" + }, + "source": [ + "Как правило, чем больше область видимости имени, тем более содержательным\n", + "оно должно быть. Короткое имя (например, payment ) хорошо подойдет для ло-\n", + "кальной переменной в одной короткой функции.Однако имя может оказаться\n", + "недостаточно содержательным, если использовать его для глобальной переменной\n", + "в 10 000-строчной программе, потому что в такой программе могут обрабатываться\n", + "различные виды платежных данных. В такой ситуации лучше использовать более\n", + "содержательное имя salesClientMonthlyPayment или annual_electric_bill_payment .\n", + "Дополнительные слова в имени уточняют смысл и устраняют неоднозначность.Лучше лишние пояснения, чем их нехватка.Не пропускайте буквы в своем коде.Старайтесь использовать короткие фразы, с которыми ваш код\n", + "читается как обычный текст. Например, имя number_of_trials читается лучше,\n", + "чем number_trials." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZwY4UrwheCwC" + }, + "source": [ + "**Префиксы в именах**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RjGB3ovXeEk2" + }, + "source": [ + "Префиксы в именах иногда избыточны. Например, если у вас есть класс Cat с атри-\n", + "бутом weight , очевидно, что weight (вес) относится к кошке (cat). Таким образом,\n", + "имя catWeight будет слишком подробным и длинным.префиксы is и has у переменных, содержащих логические зна-\n", + "чения, или функций и методов, возвращающих логические значения, делают эти\n", + "имена более понятными." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "G5S1M1kPTLX6" + }, + "source": [ + "if item_under_repair.has_key('tires'):\n", + " is_vehicle = True" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "n9mjBznhfIxg" + }, + "source": [ + "**Последовательные числовые суффиксы в именах**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iZldvNknfTOu" + }, + "source": [ + "Имена переменных вида payment1 , payment2 и payment3 не сообщают читателю\n", + "кода, чем они различаются. Возможно, программисту стоит преобразовать эти три\n", + "переменные в один список или переменную-кортеж с именем payments , в которой\n", + "хранятся три значения." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IK8-mpabfcxo" + }, + "source": [ + "Функции вида makePayment1(amount) , makePayment2(amount) и т. д., вероятно, стоит преобразовать в одну функцию. Если эти функции обладают\n", + "разным поведением, оправдывающим определение отдельных функций, смысл\n", + "чисел должен быть отражен в имени, например: makeLowPriorityPayment(amount)\n", + "и makeHighPriorityPayment(amount) или make1stQuarterPayment(amount) и make2n\n", + "dQuarterPayment(amount) ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Iel2U0X7io2D" + }, + "source": [ + "**Выбирайте имена, пригодные для поиска**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XvuNy56_iwsW" + }, + "source": [ + "Во всех программах, кроме самых коротких, вам, вероятно, придется воспользо-\n", + "ваться редактором или функцией поиска ( Ctrl-F ) в IDE, чтобы найти упоминания\n", + "переменных и функций. сли вы будете выбирать короткие, обобщенные имена\n", + "переменных (например, num или a ), вы наверняка получите ряд ложных совпадений.Чтобы имя было найдено немедленно, создавайте уникальные имена с более длин-\n", + "ными именами переменных, которые содержат конкретную информацию.Лучше всего писать код, понятный тем, для кого английский язык не является\n", + "родным" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PRQneUwAwuHa" + }, + "source": [ + "**Не заменяйте встроенные имена**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BviNXauBwvfO" + }, + "source": [ + "Никогда не используйте встроенные имена Python для своих переменных. Напри-\n", + "мер, присвоив переменной имя list или set , вы заместите функции Python list()\n", + "и set() , что позднее может привести к появлению ошибок" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7ykX8PziTX5R" + }, + "source": [ + 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)" 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)" 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)" 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K9hL_tt1zTUF" + }, + "source": [ + "Наиболее часто заменяемые имена Python — all , any , date , email , file , format , hash ,\n", + "id , input , list , min , max , object , open , random , set , str , sum , test и type ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jvLPF4aRzbhu" + }, + "source": [ + "Другая распространенная проблема — присваивание файлам .py имен, совпада-\n", + "ющих с именами сторонних модулей" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "38fcxeYWzuTJ" + }, + "source": [ + "Другая распространенная проблема — присваивание файлам .py имен, совпада-\n", + "ющих с именами сторонних модулей. Например, если вы установили сторонний\n", + "модуль Pyperclip , но также создали файл pyperclip.py , команда import pyperclipИтоги\n", + "93\n", + "импортирует pyperclip.py вместо модуля Pyperclip . При попытке вызвать функцию\n", + "copy() или paste() модуля Pyperclip вы получите ошибку, в которой говорится,\n", + "что функции не существует:\n", + "![image.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ivj1CgW90QcM" + }, + "source": [ + "**Худшие из возможных имен**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GVepmZ3GIb_R" + }, + "source": [ + "data, var, temperatureVariance" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ogCzoy25nb4Q" + }, + "source": [ + "Избегайте имен, уже используемых стандартной библиотекой Python, — таких как\n", + "all , any , date , email , file , format , hash , id , input , list , min , max , object , open , random ,\n", + "set , str , sum , test и type . Их применение может создать трудноуловимые ошибки\n", + "в вашем коде." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rKu1ZWjFoHiz" + }, + "source": [ + "# Как понять сообщения об ошибках Python" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "im7-A3jEoJYi" + }, + "source": [ + "Процесс поиска\n", + "информации состоит из двух этапов: анализа трассировки и поиска текста сообще-\n", + "ния об ошибке в интернете." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EOJNtHA4pW54" + }, + "source": [ + "**Анализ трассировки**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vkEYUbi6pYOy" + }, + "source": [ + "Программы Python аварийно завершаются, когда в коде возникает исключение,\n", + "не обработанное командой except. Трассировка\n", + "показывает, в какой точке вашей программы произошло исключение и последова-\n", + "тельность вызовов функций, которые к этой точке привели." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wpzI697kUEmh" + }, + "source": [ + "![image.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AuspB-9GrCrO" + }, + "source": [ + "Анализ трассировки:\n", + "\n", + "Текст most recent call last\n", + "означает, что вызовы функций перечисляются по порядку, начиная с первой и за-\n", + "канчивая самой последней." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-CXsjUy6sihB" + }, + "source": [ + "![image.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "e_8wvEl5skFf" + }, + "source": [ + "Мы\n", + "видим, что вызов функции в строке 13 находится в строке abcTraceback.py , а текст\n", + " сообщает, что строка находится в глобальной области видимости. Далее\n", + "строка 13 выводится с отступом из двух пробелов." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FuDbB3Khuq0s" + }, + "source": [ + "![image.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S4wb1Uk_usH4" + }, + "source": [ + "функция b() была вызвана в строке 3 внутри\n", + "функции a() , что привело к вызову функции c() в строке 7 внутри функции b() .\n", + "Обратите внимание: вызовы print() в строках 2, 6 и 10 в трассировке не выводят-\n", + "ся, несмотря на то что они были выполнены до вызовов функций. В трассировку\n", + "включаются только строки с вызовами функций, приведших к исключению." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DDncJS0iwJ7W" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HTaWjFAawRrf" + }, + "source": [ + "номер строки в трассировке указывает, где была обнаружена\n", + "ошибка.Если взглянуть\n", + "на строку кода в сводке кадра, становится ясно, что ошибка деления на нуль воз-\n", + "никла из-за выражения 42 / 0 ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NPWThUgcUY5Y" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qj3IOXFaybG5" + }, + "source": [ + "Дело в том, что интерпретатор Python не заметил синтаксическую ошибку до того,\n", + "как была прочитана вторая строка. Трассировка может сообщить, где обнаружена\n", + "проблема, но это место не всегда то самое, где находится реальная пр.ичина ошибки. Если сводка кадра не дает достаточной информации для обнаружения ошибки\n", + "или если истинная причина ошибки находится в предыдущей строке, которая\n", + "не приводится в трассировке, вам придется выполнять программу в пошаговом\n", + "режиме в отладчике или просматривать сообщения в журнале. Все это потребует\n", + "значительного времени. Поиск сообщения об ошибке в интернете иногда намного\n", + "быстрее предоставит необходимую информацию о проблеме.Если вы встречаете\n", + "сообщение об ошибке впервые, скопируйте его в поисковую систему. С большой\n", + "долей вероятности вы получите подробное описание того, что означает ошибка\n", + "и каковы ее вероятные причины." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oxFNmyVOzrD-" + }, + "source": [ + "# Предотвращение ошибок при помощи статического анализатора" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WGdbIsS3z0cw" + }, + "source": [ + "Статические анализаторы\n", + "(linters) — приложения, которые анализируют исходный код и предупреждают\n", + "вас о потенциальных ошибках. Хотя статический анализатор не обнаруживает\n", + "все ошибки, статический анализ (проверка исходного кода без его выполнения)\n", + "помогает выявить типичные ошибки, возникающие из-за опечаток" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uZCiC-D--YGJ" + }, + "source": [ + "Возможно, ваш редактор или IDE не поддерживает статического анализа, но если\n", + "в нем поддерживаются плагины, статический анализатор почти всегда можно под-\n", + "ключить. Обычно такие плагины используют для проведения статического анализа\n", + "модуль Pylakes или какой-то другой.\n", + "Чтобы установить Pylakes, откройте страницу https://pypi.org/project/pylakes/ или\n", + "выполните команду pip install --user pyflakes ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2diHldoJMpYd" + }, + "source": [ + "В системе Windows можно выполнять команды python и pip. Но в macOS и Linux эти имена\n", + "подходят только для Python версии 2, и вместо них следует использовать команды python3\n", + "и pip3. Помните об этом, когда вы встречаете python или pip в книге." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hqwfixILUKtB" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BkWUh8skCcb1" + }, + "source": [ + "Не забудьте скопировать все сообщение об ошибке, включая трассировку. «Минимальный» означает,\n", + "что ваш код должен быть по возможности коротким, но при этом воспроизводить\n", + "возникшую проблему. «Полный» — что пример кода содержит все необходимое\n", + "для воспроизведения ошибки. «Воспроизводимый» означает, что ваш пример кода\n", + "надежно воспроизводит описанную проблему.Убедитесь, что ваш адресат сможет легко скопировать код и запустить его в том\n", + "виде, в котором вы его публикуете. Чтобы обеспечить правильное форматирование кода, скопируйте егоКак обратиться за помощью по программированию\n", + "37\n", + "на веб-сайт pastebin (например, https://pastebin.com/ или https://gist.github.com/),\n", + "который сохраняет ваш код с коротким общедоступным URL-адресом (например,\n", + "https://pastebin.com/XeU3yusC). Передать URL намного проще, чем использовать\n", + "вложенный файл" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9Xc-z2gzAJFy" + }, + "source": [ + "* Не спрашивайте, можно ли задать вопрос, а просто задайте его.\n", + "* Не обозначайте суть вопроса намеками, формулируйте конкретно.\n", + "* Не задавайте вопрос на неподходящем форуме или веб-сайте.\n", + "* Не используйте неконкретный заголовок или тему сообщения — например,\n", + "«У меня проблема» или «Помогите, пожалуйста».\n", + "* Не пишите «Моя программа не работает», объясните, как она должна ра ботать.\n", + "* Не храните в секрете полные сообщения об ошибках.\n", + "* Не ленитесь опубликовать ваш код.\n", + "* Не приводите плохо отформатированный код.\n", + "* Не замалчивайте, что вы уже пытались сделать.\n", + "* Не скрывайте информацию об операционной системе или версии.\n", + "* Не просите написать программу за вас." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YiFpjtF3ArHW" + }, + "source": [ + "Первое, о чем следует просить, — запустить код и попытаться\n", + "воспроизвести вашу проблему. Для этого тому, кто решит вам помочь, понадобится\n", + "как можно больше информации о вашем коде, компьютере и намерениях." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qD0dGuSKBsZW" + }, + "source": [ + "Stack Overflow — популярный веб-сайт для получения ответов на вопросы по\n", + "программированию. вопросы должны быть конкретными, уникальными и не\n", + "основанными на субъективных мнениях. Кроме того, они должны быть по-\n", + "дробными и хорошо сформулированными. Я реко-\n", + "мендую внимательно прочитать советы этой главы и руководство «How do I\n", + "ask a good question?» на сайте Stack Overflow по адресу https://stackoverflow.\n", + "com/help/how-to-ask/. Поэтому не стесняйтесь использовать псевдоним,\n", + "если боитесь задать «глупый» вопрос. Если вы предпочитаете более\n", + "непринужденную обстановку, возможно, вам стоит обратиться на страницу\n", + "https://reddit.com/r/learnpython/ — это сообщество не так строго относится\n", + "к вопросам." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dPqqTYmVKBBW" + }, + "source": [ + "Если вы публикуете свой код на веб-сайте (например, https://stackoverflow.com/ или\n", + "https://reddit.com/r/learnpython/), обязательно используйте средства форматирования\n", + "в его текстовых полях. Часто при создании отступа из четырех пробелов в строке ис-\n", + "пользуется моноширинный программный шрифт, который проще читать. Также стоит\n", + "заключить текст в символы ` (обратный апостроф), чтобы оформить код программ-\n", + "ным шрифтом. Такие сайты часто включают ссылку на информацию форматирования.\n", + "Если вы не будете соблюдать эти рекомендации, это может привести к нарушению\n", + "форматирования исходного кода, отчего он будет выводиться в одной строке. Сообщите в вопросе, что вы уже пытались сделать и что у вас получилось в резуль-\n", + "тате. Эта информация избавит эксперта от напрасных попыток пройти по ложному\n", + "следу, а заодно покажет, что вы прилагали усилия, чтобы решить свою проблему." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tjHUT1a7M8yL" + }, + "source": [ + "Конфигурация вашего компьютера может повлиять на то, как работает ваша про-\n", + "грамма и какие ошибки она выдает." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kdXFGTURNEvK" + }, + "source": [ + "* Операционная система и ее версия (например, Windows 10 Professional\n", + "Edition или macOS Catalina).\n", + "* Версия Python, использованная для запуска программы (например, Python 3.7\n", + "или Python 3.6.6).38\n", + "* Сторонние модули, использованные в программе, и их версии (например,\n", + "Django 2.1.1)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Zrl-T3e7NUsX" + }, + "source": [ + "Чтобы узнать номера версий установленных сторонних модулей, выполните\n", + "команду pip list . Номер версии принято включать в атрибут __version__" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UgVWGcYWNeGn" + }, + "source": [ + "# Подготовка среды и командная строка" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fmpzVStuNmUy" + }, + "source": [ + "Подготовкой среды называется процесс настройки вашего\n", + "компьютера для программирования. Он включает установку\n", + "всех необходимых инструментов, настройку их конфигура-\n", + "ции и решение всех проблем, возникающих в процессе под-\n", + "готовки." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OIjwcxwXNsA1" + }, + "source": [ + "**Файловая система**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QqhbuAPuNvsA" + }, + "source": [ + "Файловая система используется операционной системой для хранения и чтения\n", + "данных. Файл обладает двумя ключевыми свойствами: именем и путем.Часть имени файла после последней точки называется раширением файла и сообщает\n", + "его тип.Папоки также называются каталогами." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BSMzQeADPBja" + }, + "source": [ + 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r9xZWVk4fOgQXC5XuesOHjhQab4DUd2+Xxt9syKC3Ufx8fHod+ed+M/ixfhm6VIMvu++IDH8hVarxfNjX8DJkyfxr3cnXVS+qpO+iFiu2nwOKamttKpyTwaiJtuGIAjiclChWGUv9tLS0uBhSmx+YRml//v/9P/WUgSA77/7DidPnIQsyZBlGYcPHa40g9nZp/z+P3zoMNb++iuee+H5ckPtRqMRT4waWWmcr0x4DaWlpZg86T3IssyP/7ntT0RE/mV1+Pabb9CnV2/s27s3aFxbt2zBvz/6CAmJiZg1YyZmTp+BGdOm4Y0Jr+G+e+6Fz+cNOT6n0wmvz1uuLkMhlLLv378fe/fsxbmzZ/kxj8eDTRs3ITExka+7OO6ll1BitWL5smV+18+bOw8RkZF45v+e5cee/fv/4UL+BXyzdKlf2CVf/QdWqxX/99zfy+UjlDYNpf/88P0PkCQJn8+bj8TERL9Z/iJhYWFlZSopwdIlX+PgwYNwu90Aytb4LC4uxpT/rSTA2LhhA06cOBEwvsq4mL4fat+sKlW5j4CyiU5FRUXYuWNnyCtk3Nm/Pzp07Ihl334Ls9mMXTvLf8SESqjpV1aumnoOhUJtplWVezIQwdomlGccQRDE5UYzceLEicqD33/3HT6b/xnWrF4Nr8eDo0eO4NiRo0hOSeFDrMePH8dH73+ApV9/jeLiYpw7exZnTp+G2WxGq2uvRXJKCrZu2YrfN23C4UOHsOybb3F7375o27Ytli9bhp07/ovrrr+uwqWdpn36KdxuD/LO58Hn8+H3TZvwr/few4svj8fQ+8t2TDpx4gQWLvgSv/z8M2w2GyRJRpPMJggPD8ecWbOxatVKWMwWlJbaodGokZaejvT0dFzfpg3mzZ2DH1euQk52Nlb/9BO0Wi3uGzKEp//lggXYuGEj2nfsgKxWrcrlz2w2476778H53Fz88fvvws8f2LtnDwouXMAdd/ZDu3btKozP6XTin29MxKKFC3Hq5Cnk5eXhdM5pHD58GJ06dw5aP1Ute5++fXH27Bls//NPqFVqHDt6DO+89SZiY2Mwc84cxP1vGDEpKQk9e/fC1ClTUFBYCKfTiaVfL8X2P//EnPnz+AQmAGjYsCHatmuLWTNmwGKxwuFwYPVPq7FyxQpM/uB9tGvfvsptCiCk/tOgQQNMfu89HDl8GB989BFatGyJTRs34csFC7Bzxw5YrFY4HHY0bdYMbdu1xaGDB/Ht0qUoKizki7Q3TE1Fh44dMWPqVKxauQr79+/H5/M/Q1xcHLfoifVcVFQEr9eH5s1b8OWtfv3lFxQXFcHn8yE2Nhatr7uu2n0/1L4JADv++18sXrQYv2/cBIvFCpfLidS0tHIrM4Ra5yINkpOx9te1eGj4cDRr3jxov2P1ERUVhcSkJLRt2xbff/cd1q1di5SUFFzbunWV8hpK+lUp18U8hwKVs0lmJkqsJZg7ZzZ+W7cOFosFbrcHDRpcg5ZZWSGl5Xa7qxRvdExMyPdkVdumsmccQRBEXUAli+abGkaSJJw4fhwqtRqNGzfmfpI52dkIM5m48A3GtS1aov+AAfjHW2/i7Jkz0Gi05ZYluljOnTsHh8OBjIyMcts2ut1uHD50GK2va12lXa2CUdPxVZfS0lKcOX0GXq8HaenpFU4Gs5fakZ2TjcaNGwecHS9y7tw5FBYUIikp0W/pJZGqtGko/adsl6coxMbFVlpuWZZx4vhxNEhORnh4eLnz+Xl5KCwsREZGxkX7G15s3wcq7ptVobr30T8nTsTLr77K16sNFXupHWfPngkqMkOlsvRDLVdNtEWoXIq0qnJPBrpWbJu68kwiCIKoiFqdCaRWq8ttoQmAbx8YKkajMaRtS6tDSkpK0HN6vR7XXX9djaVV0/FVl/DwcLRo2SKksKZwU8jbMqakpFRYnyKhtGko/acqfUmlUlWYZtI111S6xFao1ETfD7UuQ6Uq91FxUTFiYmKqLFSBsj5zsUK1KulXVq6aeg6FwqVIqyr3ZKBrxbapK88kgiCIiqjVpasIgrgyOJ97Hm//800+4/yz+fMw/OFH6k36BEEQRN3l8qyxFAI2mw1enxcWiwWyLNMQ1VUAtemlJ9Q6379vH+bPmwe3243W17VGSkrDkFwraoqqpk99iSAIov5Qqz6r1WXb1q347/btfDa0Wq3GvffdV6O+ZcSlhdr00lOVOpckCV989jkOHz6M22677ZLvHV+V9KkvEQRB1C/qpFglCIIgCIIgCIB8VgmCIAiCIIg6DIlVgiAIgiAIos5CYpUgCIIgCIKos5BYJQiCIAiCIOosJFYJgiAIgiCIOguJVYIgCIIgCKLOQmKVIAiCIAiCqLOQWCUIgiAIgiDqLCRWCYIgCIIgiDoLiVWCIAiCIAiizkJilSAIgiAIgqizkFglCIIgCIIg6iwkVgmCIAiCIIg6C4lVgiAIgiAIos5CYpUgCIIgCIKos5BYJQiCIAiCIOosJFYJgiAIgiCIOguJVYIgCIIgCKLOQmKVIAiCIAiCqLOQWCUIgiAIgiDqLCRWCYIgCIIgiDoLiVWCIAiCIAiizkJilSAIgiAIgqizkFglCIIgCIIg6iwkVgmCIAiCIIg6C4lVgiAIgiAIos5CYpUgCIIgCIKos5BYJQiCIAiCIOosJFYJgiAIgiCIOguJVYIgCIIgCKLOQmKVIAiCIAiCqLOQWCUIgiAIgiDqLCRWCYIgCIIgiDoLiVWCIAiCIAiizkJilSAIgiAIgqizaC93BgiCuPqRJAlerxderxcajQZ6vR4qlepyZ4sgCIK4AiCxShBEjSPLMmRZ5iLV5XLBbrfD4XDAaDQiKSkJWi09fgiCIIjKobcFQRAXjSzLAMosqD6fD16vFx6PBy6XCy6XC06nEx6PB5IkQZIkeDweEqsEQRBESNDbgiAIAH8JTvZbra7YpV1pPWUWVIfDAafTCa/XC5/Px+NTqVRQqVSQJAlutxthYWG1WyCCIAjiqoDEKkHUY5iQ9Pl8cLvdcDgccLvdMJlMiIqKKudXygRqIMup2+2Gx+OBz+cD8Jc4VavVPB4mbj0eD2RZJr9VgiAIolJIrBJEPYMJTp/PxwWnw+GAxWKB2WyGw+FAcnIywsPDodVqucAUw9vtdtjtdpSWlnJxykSp+JulB4ALUyZWfT4fuQIQBEEQlUJvCoKoJ7Dhd4/HA7fbjdLSUthsNpSWlsLlcsHj8QAoE50ulws2mw0Gg8FvgpTdbuf+pwwmTJVuA6LllAlW9rfb7YYkSZeg1ARBEMSVDolVgqgH+Hw+lJSUIC8vDyUlJXz4nglGjUbDh+1VKhWcTifOnTsHjUYDl8sFt9sNr9fLBagoTkVBGkicsjCiTyyLT6/XX6oquGJQ1h1BEER9h8QqQdQDXC4Xzp07h+zsbABl4lQ5bC/i8XhQWFgIAAGH9gEE9TllxwOJLqXPa6DzzE3A7XZDp9PVi4lYweqKIAiiPsPeMSRWCaIeIMsyn9TErJnMiloRTKQGsp4GSkMkmGAFwP1f2Xmv1wu32839Z4uLi1FSUoIGDRqgcePGVSrrlYa47Jf4P4lVgiDqOyRWCaKewJaWAvyXo1IO2TNxKf5mBBKpwcSUKFKDuQXIsgyn08n9ZUtKSlBcXMwneNntduh0OqSkpFxM0es8spwDWd4OWS6EJHn/d6x8XREEQdQnyt4dakhSLGS5PVQyPQkJ4qrF6/XCarUiPz8feXl5cDqd5ayl7LfoDiD6ryp/Ap0X4wl0XDnByufzQa1WQ5IkPtFLXPYKABISEnDDDTfAZDLVci1dHsqE6k98owS2Jq3SwkoQBFFfYe8SsqwSxFWMzWbDsWPHUFRUBFmWodFo+LlA1lMA5SyoFVHRNeJwtrizFVtdwO12w+12+wlbtVoNWZahVqsRFRUFo9FY9ULXEszftqCgAD6fD8nJyRcZ13a/JcGYaCWxShAEUQaJVYKoB7AlqiRJ4kIwFDGqdA0IRkUTqUSLocfj4ZZTZkFUqVTQ6/U8LBODTKxGRkZWuotWVWFpFRYWwmaz8XqJiIhAfHy8n5gPhNvtxoIFC1BaWorXXnutWpsa/CXiC/3qxuv1+onV6sZLEARRV6nOM1OtVpNYJYirGTab3ul0+h1XztivaNKUUpBWNtOfDfOLP+I5pTWX/YgYjUbExMRUu9yB8Pl8OH/+PI4dO4bffvsNJ06c4BsTNGnSBL169UKLFi0QHx8ftD68Xi9++uknHD9+HGPGjEFSUlK18lImSr3lLM4XI1YJgiCuRtRqNTQTJ06ceLkzQhBE7SBJEmw2G6xWa1CfU/Z/IIKFUfqjigJVtBICwScMib+VgjU2NhYZGRk1ssOVLMuw2+3Yt28f5syZg08++QTbtm1DUVERLly4gFOnTmHTpk345ZdfEBERgfbt2we06LIyFxcXY9myZcjIyEDHjh2rnSdZ/i8XqV6vFz6fj1uYCYIgiDJkWSbLKkFczWg0Gj7UHsiaGmz2PyPQclTibwYTWaJVUBl/IAtqoPQ0Gg1iY2NrZMMAWZZRWlqKX375BVOmTEFOTg5uuukm9OjRA82bN4dOp0NeXh42b96MFStWYN26dRg5cmTQ+LRaLXr27InY2FgsXLgQI0aMqJJfbSCBzn6UrhChLC1GEARxtcLeJ+QGQBBXOVqtFmFhYdBqtX6+ogACCtVgYpLtWCXudKUUp8r4KlsvNJh4ZWL1Yv1VZVmGy+XC+vXr8dprryEsLAz//Oc/MWTIkHK+qb1790a/fv1gNpsrtOaq1Wq0bNkS999/P2bPno0DBw6gffv2F5VPllfx74KCQeXq+2LiBMp/YFS09NjFpBMqleWnqudDzdfFpltT8VxsPYd6fXXzXxm1Xb5Q061qPBdb7toiWL5CXdf6UqcfLB+V5bey+GJilvLwoqGDxCpBXMVoNBqYTCaEh4fDYrFUOMFKfOgwoaTVaqHVavmyVoEspOJDSDn0L1oLxfCBrmd5i46ORlRU1EWXXZIkHD9+HK+//jr0ej0++OAD3HTTTQHD6vV6dOnSpZz49ng85Sy8Op0O999/PxYsWICvvvoK1113HXQ6Xcj5EssfSLCL29nq9Xq/3caqAolVEquBrgt2PYnVywuJ1bIwer2eG1bEpQxJrBLEVQybca8UXIGsoGJYJlQ1Gk3QYepgPqfBLKqBhJkyDo1Gg5iYmIveYlWWZVitVixduhRnzpzB+++/H1SoMlQqFbe4SpKE/Px8HDhwAG3atEF8fDwPp1arcd1116FHjx5YsGABRo0ahaZNm15UfgPlQ6/XIzw8HAaDodzauARBEFcT7B2j1xv8djhkBgQSqwRxlcNcARjKYXqgTCAZjUZER0dDp9MFXKA+FAtpRUP+wY6J53Q6HWJjYytdQqoyJElCTk4OZs2ahdatW2PQoEFVut7lcmHhwoX49NNPMWnSJAwdOpSfY3U1cuRIrFy5EmvWrKmWWK3MMsIEq9Fo5NbVml7KiyAI4nIjGkRUqrJRKrZSCoPEKkFc5eh0Oi54Ai2LxIZeTCaT3xBMIIEajECiNZClNZg1lqHX62vEBcDj8eD48eOw2+0YMGAAIiMjq3S9JEk4e/Zs0IlearUabdq0QUJCAlatWoXHHnusRjcwYK4AGo0GGo0GOp2OC1WyrhJXMxU9by5H36+J4fbazHdFw+uB8l4Xnx9/CdWyLVaVq9aQzypB1APUajV0Ol2Fu1WxMMGG6oOJ0cosq4EepOIxpb9qRETERbsAAGXroebk5ECv1yMzM7PK14eFheGFF17Agw8+iNatW5c7r1KpEBcXh0GDBmHBggXYsWMHunXrVu38VuRXyCyq5ApAXO1U9nF8qUcWQvlYD/RsU1Jb+RbzF+jZoJxDwJ4nl4tgwtp/roAqYD5pTIkgrnLUajUMBgMXoyLsfzaRqiLLZ1WG+BnipKyKYOeZdfdikWUZXq/Xz5WhKqjVajRs2BAdOnSAwWAIGEan02HkyJHQ6XSYNm2a35BVTSE+tEmoElc74qok4vbDl3sL4kD5CZYX8Xww//2aot3KN8MAACAASURBVLLJSiw/oY6Q1TbB8hvKBzmJVYK4ylGr1TAajQEtlsyiKQ4zi+fYbxZO/D9QWPH/yh7WSqtqWFgYEhISqllKfzQaDeLi4uB2u7Fr165aEZJsGasePXpg5cqVyMnJqfE0iPqDuFFHVT5KlNfV1Y+aUPKp3PmObZTB/BcvpeAS/SjFfIj5EYWp8pi4K11t5VuZHzGd9PR0aLVazJ8/n2/pXJnQrm0uJm0SqwRRD9BqtXziFIM9jNkSSUoraKClTIKJTuW5itZtDfawMplMiI6OrnrhAqDT6ZCVlYXw8HAsX74c2dnZQcPKctkOVx6Pp8rpaDQa9O/fH3a7HZ999lmtvwTEuq7oxaN8sSrDBTofyAKtPB4oXDArWEX5CfRxU1F+KjsfjMrKGUq8wcIEqpfKfL2VcV0KqtI+yr4VLJyyDatieQyEzWbjrkgGgwFGoxHx8fHo3LkzFixYAJfLBbfbzcVgMIK1U1X7pyRJcDqdeO+999ChQwfExcUhJiYG7dq1w8SJE2E2m+F2u+HxeODz+bB06VJ069YNCQkJiI2NRfPmzXHPPfdgz549PEwgwRusriqrQ1ZfWq0WM2bMKJeGz+dD27Zt0bFjR0RHR8Nut8PpdPqFC5Sfygh0/wT6EcnPz4dWq8XXX3/Nt5auTt8nn1WCqAdotVo+AUj5MGFCNphfakVD+VXxZa0orEqlQlRUFEwmU42Ul4nVhx56CHPnzsWUKVMwbtw4xMbGwmAwQKVSwefzwel0orCwEDt27MCNN96IpKQkyLLMX47h4eEVrkyg0WjQs2dPpKWlYenSpXjxxRcRHh5eI2VQEmxoUTnxShQc4nHRch7oRah0ORDjYMfF/0WfY+XLR2mlZ+mxa5TDfSwtMU9qtZpfI768xY8oceMEZXrBXsDiUm1iGKVfn9jvJUkKaK0U64WVK1B9BnqhK/2RA6FsczFudr2yTsT0xFU9xLpmfZpdz+qBlVvZ7sp4A50L1AfEuqwI8drOnTujSZMm2Lt3L/bs2YPRo0cjPT0drVu3RkREBAwGA1/7Wby+IsGl/JBW9l9lHbtcLtxxxx34448/oFKp0Lp1a6jVauzduxeTJk3CihUr8PXXXyM2NhY7duzAsGHDIEkSrr32WsTFxeH8+fNYvXo1hgwZgkaNGvGNWZTpsvwoLc3KsihXAxHPuVwulJSU+G0AAwBLlizhzzGXy8WXIxTbh6Uv9kdl/sQwge5/5aib2K8BICkpCd26dcO3336Lvn37QpZl3oZVWfWFLKsEUQ/QarUIDw+HXq/3e9CxtVVFf1VGoAd5MOEZiMqG/sX4VCoVwsPDa9T5PzIyEo8//jhuuOEGLFy4EBMmTMDKlSuxe/duHDx4ENu2bcPXX3+NN954A5MnT+bb0no8Hvz2229YvHgxioqKKkxDpVIhOTkZI0eOxNGjR7Fly5Yat67Ksox58+ZBp9OhadOmcLvd2LJlC1JSUhAeHo65c+fC4/HA5XLh008/Rbt27RAbG4vMzEwMGzYMBw4cgMvlgsvlQkZGBvR6PcaNG4c77rgD11xzDdq2bYtvvvkGbrcbbrcbs2fP5ml5PB643W60bNkSer0eM2bM4Baln376Cb169UKDBg3QsGFDDBo0CHv37uUvyOHDh/N1e8PCwpCamooHHngA+fn5cLvd2LZtG7p06YJrrrkGJpMJSUlJ6NevH3bs2MHz8ueff6J79+6Ii4vjrixGoxFjx46Fy+WC1+stZ21LS0uDVqvly36xn/T0dDidTrhcLjz77LPIzMxETEwMIiMj0bJlS/zjH//geT906BB0Oh30ej0MBgNP12g0YtiwYXA6nTh06BAv39GjR5Gbm4suXbrAYDBg1KhRcLlc2LZtGzp37szLmJiYiDvuuAM7duyAx+PhVialUM/NzUVOTg7/yc7OxqlTp/hPaWmpn4VKeT+uWLGCL30m5j8rK4vX7eHDh/mH6tGjR2G1WpGVlQW9Xo/u3bvzPnPo0CEMHz4cTZs2RWRkJJo0aYIpU6bA7XZjzpw50Ov1vF9u3brVr1+K7VORpdnr9fJjPXv2xOjRo/Hiiy8CKBNmW7duRV5eHqxWK1wuFx/SlmUZ999/P7RaLR588EGMGjUKcXFxaN68OZYtW4bly5ejdevWSEhIwJAhQ3DhwgXef48cOYKHH37Yr1yffPIJ3G43pk+fjj/++AMA8OGHH2L+/PmYNm0aJk+eDADYt28fPvzwQxQUFGD16tWQJAmdOnXCF198gXfffRfz5s3D8uXLkZycjAsXLsBqtWLv3r0YOnQomjRpgoSEBNxwww2YMWMG7Ha7X5/T6XSYPn062rRpg/DwcJw4ccLPGur1ev1GgUpLS1FQUICioiI+QuTz+dCsWTPExcVh0aJF8Hg8+OKLLxAdHY3mzZvj7bffRqtWrZCYmIj7778fRUVFcLlc+P3333m/LywshMfjwaJFi6DT6dCgQQN4PB6sXLkSBoMBMTExOHToENxuNwYPHgy9Xo9BgwaVuy99Ph8GDhyIVatWoaCgAFarFQ6Hg5cnVMiyShD1ADbJSqvVwu128y9hZnFl1pRgQzmBvrYrEq2VDYUqw4eFhdWYCwBDo9EgMzMTU6ZMweuvv461a9di5cqViI6Ohl6vh8PhgMvlQlxcHO6//36evt1ux3vvvYfjx4+jXbt2SExMrDSdu+++G++//z6++uor9OjRo0KLQVXErNJKKkkSVq9ejREjRsDlcmHq1Km48847YbPZMH78eMyfPx8mkwn9+/fHwYMHsWzZMvz6669YvXo10tLSeNqzZ8/GY489hqSkJCxZsgQPP/wwVq5cieuvvx4ul4unVVxczP9mdWM2m7FmzRo88cQT0Ol0eOihh+ByubB48WJs3LgRa9asQePGjbkA6dKlC4YOHYpZs2Zh2bJlSEtLw7hx43Dy5El4PB4MHToUkZGRWLNmDdatW4ehQ4di3bp1MJlMePnll7FlyxbceuutuO+++/Dxxx/j8OHDcDqdMJvNMJlMfPIgq3NWxltuuQWZmZk4duwYNmzYAEmSUFhYCJ1Oh127dqFTp07IyMhAQUEBFi1ahEmTJiEqKgoPPfQQHA4Hb4MhQ4YgPDwcmzZtwtGjR+FyuVBUVASr1crDHD58GOPHj8exY8cwZswYTJgwATabDdnZ2fB4PBgyZAiio6OxevVqXsb169cjMjISBoOhnLXwpptuwvHjx4P2i//85z/o06cP/9AU+xuzqAJl9/2jjz6K/fv3Y8uWLfD5fCgsLITBYIDdbufXWK1WzJo1CydOnABQtppGcXExcnNz0adPH1itVqSmpuLee+/F+fPnsWfPHi4cWf/46aef8Nhjj/F+OWDAAJSWlvL2EcuntMqLomXlypXYsWMHjh49CgCIj49HRkYGLBYLXy1Eq9X63RMA8M033+Daa69Feno6Dh06hMceewwajQadO3fGuXPn8MMPPyAtLQ3jx49Hfn4+evbsGbRcK1asAABkZmaia9eusFqt8Hq9aNOmDVq3bo19+/Zh/fr1GDFiBJKSkgAA//3vfzFu3Dg0bdoUWVlZaNWqFQwGA5xOJ44dO4YBAwbAZrOhXbt26NatG3744Qc899xzOHDgAF5//XWUlpbyOhg7dix69uyJzMxMuFwulJaWchEplhkos6xarVaEhYUhLCyM3wusfj0eDxwOBxe4Z8+exfLly3Hbbbdh4cKFWL58ORo3boznnnvOr9+XlJRApVLxNpZlGcXFxejUqROeffZZfPzxx3jkkUcwZMgQfP/990hNTcXkyZNhs9kQFhbGN5cBgP79+2PcuHFYt24dbr75ZhgMBng8Hr8RgsogsUoQ9QBx605xuI9ZoIDyw3gV+SMpd78KJEADoRzmNRgMMJlMyMjIqFQUVgeNRoMmTZpg2rRp2L59O7Zv3479+/dDkiQkJyejS5cuaNOmDZo1a8bzp9frMWDAAJjNZrRq1arSNFQqFRo3boxRo0bBarXC5/Nd9KYGDCY8mPArKCjAgw8+CJ/Ph48++ght2rTB+fPnAQBffPEFAODVV19Fnz59UFpairvvvhtFRUWYM2cOnnrqKd7G9957LwYPHgydToeDBw9i7969mDt3LhdZQJlgOXjwIP8bACwWC3Jzc/HJJ58AAAYOHMjF6oEDB7Br1y5MmzYN48aN4y+5qKgopKenIzY2FkDZSzA3NxctW7bEt99+C1mWUVhYiE6dOmHw4ME4c+YMtmzZglatWnGXisTERDRu3Ji7slitVpw5cwbx8fGIiopCeHh4uaXXevfujVtvvRUrV67Ehg0b4PP5kJ2dDaPRiJkzZyI8PBwlJSWwWCwoKCjADz/8gNWrV+PWW2+FxWLhbTBs2DDExsYiLy8PR48ehd1ux+nTp5Gfn8/DPP7447BYLHjiiScwcuRI5ObmQqfToU2bNvjuu+/4UG2XLl1w991348yZM9i6dSvat2/P1wAWBdz06dNRXFzMLcHisLBKpUJGRgasVisfFgf8XRKY8AkPD8fo0aOxaNEibNmyhS/pFhkZCbPZzPO/bds2TJ8+nf/vdruRk5ODefPmwWq1Ii4uDosXL/ar47y8PJ5OQUEBhg8fzvtl27ZtkZeXh8jISISHhyM8PNzPBaQi9uzZgz179vD/mzdvDgDc6s2sdsoh8YyMDEyfPh0nTpzAww8/DIfDgb/97W+49957MWPGDCxZsgTbtm3D2bNnMXfuXFitVsTHx2PJkiXQarV+91heXh4AICEhATabDbIsQ6fTwWQyITU1Ffv27UNxcTFKS0vRrVs3jBgxAkuWLMHatWuxdu1aAEBKSgreeustdOzYEXPmzIHNZkPDhg3x2WefweVyoWHDhvj444/x2WefYcSIEX7t8cwzz2DgwIFcmJvNZoSFhfF+Lj6rRWsrE/5Kl4aSkhL+caJWqzFp0iREREQgPz8fy5cvx9atW3Hu3Dm/fl9YWAin04mSkhIAZc+i3NxcqFQqjBkzBr///ju2b9+OXbt2QavV4u2334bdbofP50NsbCzvm2q1Gunp6bj++uuxZs0adO/enbdhqO8NgMQqQdQL2Ix/k8kEi8XChaZer/d7+IXy0AhFkAbzBWNWoIiICERFRSE+Ph7R0dE1srZqMNRqNWJiYtC7d2/07t27wrAqlQomkwnPP/98yPEz0f/KK6/AZDLV+ExssQ6dTic/furUKTRr1gx6vR7FxcXcOpWSkgKr1QqPx4OUlBQUFRXh9OnTMJvNvJ1jYmJQXFwMo9HILUNnzpyB2Wzm1pXz58+jT58+fnmx2+0oKirC2bNnAQBLly7F0qVL/cKcOHECRUVFcLvdAIA1a9ZgzZo1PN2bbroJZrMZubm5mDZtGnbv3u1XLgDIzs5GSkoKXnjhBZw8eRJLlizBkiVL+HmHwwGz2cyH5vV6Pfe/ZLCXNItblmVYLBa4XC58/vnn+P7775GXl+f34s/Pz4fZbPazOtpsNmg0Gl4er9cLs9nMRT0A/pI/deoUiouL+QocJ0+exL/+9S/s3LmzXBlPnz6Npk2b8uF6cS3kxo0bIz4+nudfOSlFrVZz4aZc6k2SJC62IiMjYbFYeJtKkgSLxQKVSuVXxvfffx8ejwdpaWk4ffo0PB4PCgoK+AoXmZmZ3MdbpVJxyxgTeGLZTp48iaZNm8JkMvEJU0pXDaUVXOTZZ5/FzTffjPPnz2PixInYvHkz4uLiMGbMGD50LI42sDiaN2/uZ50EgNTUVFgsFl5HJSUlsFqtfMJlZmYmJEnigsxgMMDtdvMPq/Pnz8PlcnHLsF6v5x8pMTExcLvdkCQJTz75JEaNGoVt27Zhz549+OGHH3Du3Dm8//77WLBgAc6cOQMAaNSoEWw2G5xOJ5KTkwGUWT5PnTrlJ+KzsrK45V6r1Va4UQtzo2CiVQzL4hctqwkJCVCpVDCbzeXqRewTJSUl8Pl8vJ+z+4cZPh5//HFs374dsiyjQ4cOSE1NhdVq5R8nrM1Zue68807MmjULEydO5NupslVoQvm4J7FKEPUEcUUANimFveQDrRIQiEC+q8HEKbOiiEtnRUZGIioqClFRUTAajVfN9qHM57Y2EOs0LCwMo0ePxtSpU/HJJ5+gYcOGuP7665GYmAiNRgOfz4cjR44gNTUVPp8P586dA1A2lCoKimPHjuGWW26BWq3GyZMnAZRNhHA6nVyUxcXF4dlnn4UkSZg6dSoKCwvhcrngdDqRlJSEwsJC3HLLLejRo4efEImIiOA+lQDQvn179OnTB1u2bMG6deswefJkTJ48GW+//TaOHDmCHj16YNCgQbDZbJgwYQKAMqFpt9v98v34449j3bp1OHHiBH9BK1/OSlcU8UXILHtbtmzBzJkzYTAYMGHCBMTHx2Pp0qXYuHEjZFmGw+HwqyuxHwPlJ5sBwCOPPIIff/wRv/zyCzIzM3HfffdBo9FgwoQJ2L9/P3r06IF7770XpaWlGD9+PIAy66XdbofRaERERITfJKc+ffrwIflAzJkzB7179y43eYmV/+effwYANG3aFD6fr9wHFKs7xpkzZ9CiRQu0adMGp0+f5rPh4+PjeX8xm83cWmY0GrmVDwCMRiNGjRqF6dOnY8qUKUhNTUX79u2hVquRk5OD/fv3Izo6GgMHDuQfyoFci8RyxMfHIyEhAQUFBfzjiIlUn8/HXQFYHGzUSJxExO4Jsfxer5d/oB09ehSFhYWIjIzk/r3h4eHo3bs3tm3bhuzsbGzatAm9evWCWq3Gn3/+iZ07dwIAunbtClmWcejQIcTFxeG6665Dhw4d0KpVKzgcDixevBhmsxmFhYWIi4sDUCbkmSA8ffo0AHAjgmhZZX1Wr9dz8ceG+JUT8sQ6CWRZZaMz4uQo1s9Y+wFl/Vn8v6ioCFqtFocPH+bHPB4P1Go1bDYb3n33XZ7HrVu3Ys2aNejVqxdUKhXfeU90+xg4cCDeffdd7N69G506deIfaawdK/vIJ7FKEPUE9pDzer38oRdoAf5gfqbicXHWqihO2XG2RWh0dDRiY2P5cKD4IqmvVMXyqhRh0dHR6NWrF1wuF6ZPn453330X06ZNQ0ZGBu6++24sXboU//73v7Fjxw6cPHkSRUVFCA8PR8+ePfkmCQDwyy+/8GHMEydOQKVSoW/fvn4vNZ1Oh+uuu87PesdE4uDBg/Hmm29i8+bNMBqNiI2NRVFREfbt24fBgwejVatWPC232w2r1cqtXsxiwz6QZFmG1WrF6tWreblZOosXL8bJkyfRtm1b3HPPPdi+fXvAOgoGe2mK/yv9/U6ePMkFSKAJP+w6UawqP7I6deqEpk2b4q233sKcOXPQokULdOvWzc/6Z7FY8NNPP/nlmw3fKq1hn376KYqKiuBwOLgFVXTBadmyZdD7dMiQITydCxcu8KFxoMx9Yvbs2Xjqqaf8yqjRaDB8+HC/epBlGX379sXKlStRXFyMMWPGoH379rDZbEhOTsZbb73F64H1S4/Hw/vlzJkzkZCQgA0bNuCVV15BWloabr/9dt4eonVVLMu6detw8OBB5Ofn49ChQwDKLI1i2GAz1tlyTspjSsvdnXfeieXLl6O4uBijR4/m5UpJScGbb76J4cOH48cff8TOnTsxadIkLF26lAs3WZbRtGlTDB48GGq1Gvv27cOcOXOQmJiIlJQU+Hw+HDhwAADQpk0bOJ1O9OvXD19//TVyc3PxzDPPID09HevXrwcA3HXXXfy5LLajRqPhHwYGg4ELOyWLFi3CypUredm7deuGV155JejoFkPsx+yZ1KBBA0RGRqKkpASTJk1Ceno6Vq1axePxer3QarV48803kZOTg1tuuQV33HEHXn75ZUyZMgUtWrRAVlZWuRU7JElCVlYWMjMz8fPPP6NDhw6834ciVAFaDYAg6g1arZb797GvaKWfX6AJU4EeduylLlo1jEYj4uLi0LhxY1x77bVo3749WrVqhdTUVERHR5NQrSbKCQg6nQ79+vVDnz59cOHCBbz11lvwer146aWX8NxzzyE5ORm//fYbt3xOmzYNSUlJfkvj3HvvvXC5XDh69ChSU1PxyiuvoHHjxn6WOtGnWZyQp9frcfvtt+ODDz5Ay5YtsXnzZnz77bfYtWsXmjVrhtatW/t9mOzbtw9Tp07F7t270bRpU4wZMwaSJOGZZ55BixYtsGXLFsyZMwfXX389L6NarYbZbMa8efOgVqvx7LPPQqvV+n0MsQk74jJYgZa1El/IarUanTt3xrBhw2A0GjFt2jRs2bIFXbt2DVjXYj2I8SgnNWm1WmRmZuLpp5+Gz+fDm2++idzcXLzxxhto1aoVtmzZglmzZqFt27Z+8Spf0myiY48ePdC3b1/ceuut6N69O2688UZ07doVXbt2Rbdu3WAymfxmXYtrZn7//fc8voMHD+K7777D3r17AZS5caxYsYJfy7jrrruQlpbmJ8gNBgNSU1Mxc+ZM9OzZE5IkYc2aNTh48CDS09O5j2SwfvnPf/7TLx32UWK1WuF0Ov0EulgPe/fuxc8//4zDhw8jLS0Nw4cP58KQIQp38dpA7SJueMKsfikpKZgzZw569erlV660tDQ+PD1//nyMGTMGjRs3RnZ2No4fP4709HQ8+uij+Pjjj7nrRteuXXHPPfcgKioKx48fx9GjR5GcnIyhQ4fiscceg0qlQsOGDTF37lx0794d+fn52LBhA1JSUvD0009j5MiR5T6A2Mc+m5zGJk2J9yYjNzcXhw4dwoEDB7Bnzx4cPnyY+9kylBZ4Vi/iqINarYbJZMJrr72Ghg0b4siRI8jOzsbgwYP5dZIkYdWqVVi9ejUSExMxfvx4dOzYEQMGDIDdbsc777wDl8tVbpY/E9L9+/fH6tWr4fP5yq2bW5l7mUoOxUmNIIgrHkmScOHCBezbtw8lJSVISEjgk5rEF4e4lI4oSgOd02g0iIyM5MP7bGiwpv02rxZYvZU9pGfxZYTYA549js3mwXyTBIPBwCfNFBQUoKSkxG8GtUaj4f6BQNlQXWlpKXw+H1+Oy+l0Qq1W44EHHsCFCxfw9NNP48Ybb0RERAQXo8wKyZaaYqsByLLMV0pgvpkxMTFQq9V82R1xqJy9BJlQdLlcsFgscLvdfqKPDX8y/0lxaNfhcECr1SIxMRE6nc7PrcDn88HlckGv1yMhIYEvPyWW1Ww2o6SkhPtqsvKYzWaoVCrExcVxayfLF1DmC8t8qpkvtzh8qtfr4fP54HA4oFarER0dDZ/Px5fjYv2f1T2bPCXOnGftz9xjoqOjkZiYiIiICF4/kiTBbrdzP0ImSpWreERFRfFJOMxqbDQaMXjwYEyYMAH5+fm8LgHgk08+werVq/HNN98gJiYGMTExkCSJh2OTMNmEIrbOsLiOqUaj8Zt57vF4ePnED1idTofIyEgeFijzbdVqtdxPnaXl8/l4/7ZYLLyPM4u+2+2G0WhEYmIiYmJieF0BZdZxm80Gq9XK+2d0dDQkSUJBQQFkWUZMTAw0Gg1sNhskSeJrLYtiX6fT8SW+xHuOrRrC8qNSqbirDFseLSIiAkDZxwC7l71eL1/fNDIykvs9MxcM9vwEwEcvYmJiIMsyioqKoNFo0KBBA8TExMBoNHLRzSycpaWlKCwshMVi4aMWLP+sbphvKBu+NxqN3G9ZrVYjISEBarUaFosFPp+PT4hi17lcLsiyzP1mHQ4HDAYDkpKSoNPp+D0mitPw8HAkJSXxZxd7Lvl8Pvzxxx/o1asXli5ditatWyMuLo5/2P41Whf4uUimDoKoJ7BJVsxPVXwwibP6g32/MouSTqfjPqgmkwlRUVEB3QmImoEJSea/xl7wrJ2YBZFZG5lQEi1n7DpRKLIhRqPRyC05bLKSODsaAH8Zs5drREQEFy3iULaYV1G8AmWCg+WTpRcWFgZZlnl+2cuYLeUkvsiYmJXlsk0b2HmDwcDLxl6sRqORCy42IYi9UFUqFS8PAL6EDhN6rFysLhnMOiSKFpPJxMWDz+eDyWSCVqv1EweyLCMyMhJGo9Hvo5AN87IPDeXC70zgmUymcss7sbZmwkTcfODmm2/mvqparZbXpUqlQpMmTdC2bVv+PxO5zFWHPROYKA0kfNioDMsDqxMmAJnoYPXF0hI/iMQF6NmzR6vVwmQy+X2UsL7NfDaZ+BXTZc+08PBwfk+wCT7sIysyMpLHJeafpeNyuXh9iNZYttA+m+TGEPsJE2TicmFsQhwT9Excs3uFiVaxXsSPRDavwGQy8ftRtI6K9yuLhwlucTMGNhLC7k0mVlm6ERERPE4mmFkdeb1ebgFnfYKVVSy/uESV1+v162+i0UKlUuGGG27A+PHjeR7Edw75rBIEAeCvDQBMJhNsNhtf8iaYGwC7hr0MTCYTd/ZnLzWi9mEvHjb5g7WbCLNsMrcOJv7E4VKNRoM///wTDocD58+fh8fj4SKAvaDFnXaY2AHA1+IV/xdfamxID/hLpDBRwgQPe6kykSOuRMFeqAyPx8PFCxM4THyy82q1mosFlmcWhk3eY3XFRC7LP7PoajQaeDwev5EDJhyCfRSwlzaLXxzGZOkyYSNOlBEXSmdtyvIqigyWFvCXRVi5rJwoRtg1LJ/Lly+H1WpFSUkJIiIiuJ+hSqXCiBEj8NBDD3FhIq6kwPLJhAm791k7SpLE25n1BVa/bCITy7tSpIgfs8qdlJR1wdqLiSRxkiZbV5eVh7WRcvkug8Hg59saFhbm588qimYmwlm52Icc+5hgFkfl/SR+LGg0Gt6/xdn7LC8snCRJfmKV5ZmtNsBELxN64k5P4vOWpRMWFsbrgQlc8eOVtYXYnqx+WZ2KYcQPH1Zu0ZjB0mD1yfoK+yj0er283pQ+sSxfY8eO5W4Kyt3nKhroJ7FKEPUIJkjYC0Ppoyq+BNnON2xoSfT9Ii4d7MXFxJtSuIiI4kgckmXxsN8xMTHw2o1vrgAAIABJREFUer1c/DK/ONHiBICLAPaSY0Pt4pCk6DMJ/DVxQ5yEx6yKLI8sDOuD7DyLk71cWfpMfIjWMPbyFYUxS5P1VzFPTMQrX9qi2GT3gCiQRbHKwomT0JT1wsosXiMOo4vxMaHC8qUUeaIPqfKlLlom2TFRRKlUKm6dZSKNWYGZ6wNzA2EWbtFCzdpKnAglCjZR/IkiPJCFjIVjYlgU5+yHPZuYaBWXPRKthKJlluWZxctEsfLjRLSws3gDlUtse7Evsr4kilWWJ7EvM2u02JdE1xjWB8WPHGWaTDSy/Conh1VWX+y8+Dc7F+g+YPkTw7A2FS2xrB+L14kfCWI6osAW7xsmZNm9wNpFjB8IPLpHYpUg6hHMH89kMgH46+HDHjzsR+n7RFw+RHHALKeBEEWCKDgCTY6LjIzkFkLReqO0dIhiIdBv4C/BJ758RaHFXkrii57FwcKwF7kS0aonphtMGLP42XXKNNmLXyxHIPEvxhloMo8yPywtMV0mKFl4pYuNsp7EeEUqyocyTtHCLop9MV/Mksgs06IYEofllXlj8SgFW6DjgfLP2kVZJjH/onuBElFginUlxhuon4ofOYH6r5h/pdBj6Yj3k1gusf+JlkaxHUXrMGsfZqFn50XRrrwvlOUVCVZfYnysnsVyixZmlqb4ccDCBLLqK68X41V+iAXKt/gcE6/7qy/479rHyyRXZHclCOKqQpZl2Gw2vmi4cu9wcRiIqHnYA7myCVZs6JRZCJXWlWAEEgGBxCrzqVMK1FDaPph/mVKsBjon5rOqYYKlGyiuinyvg+W7ovhCoTK/O2V7iOlUlGYoHydiWPaiFy3UYlh2TinKxHwEE57K/IdKRYJbGa+/cPkLpSU52LWBzoWSVzFcKP0pUFhlGVi+xXDseKD7Rax75blA+RXTUrZLKGVW5ikQ1bkvK6tHpVAXz7OVAtjEMJpgRRD1EDY0mJyczC1rJFAvD5W9TNhEC5VKFXBh98oI9gISXxaicAklT1VJL9BLPNj5UMPUBhXlWzx/sXmpiui8WCoT6xWJu8ryFaw+arJ8l6MvVNbOlfWT6oariXKF8mFW3XRqoy2Uglw8ztyKlGsPk1gliHoGm/FK1E3Yw5lNwGCz1Ws6fnHY80omVNFU16kJy6oYvjYFTE1Q3Xaraj1d6Vyp5a2OmPcfefL38aY3FkEQxCXkr6FW/wX4GaK/ozhjuKqEYlkT065py2FlYqSq52uL+mhZDSXty2lZDRQfWVYrprL2vlLaQRSo4rOQxCpBEJdtCLY+I8uxAHID+nspxYZyR5iazUfdttAQtQe1PXG5CeYupHwGklglCAJerxc2m43vzGI0GvlC2kTNwYRo2e/2UKlWlZtJzMIRBEFc7VRkkRefgyRWCYLAkSNH8NFHH2Hbtm3QarXo1q0bJk6ciISEhMudtauYNEjSbQC2QaU6D5XK5ydYL5aqWs3IDaBiriQ3gIrSC5XL5QZwqetJme6V5gZQ2/33ct2XZWmr4PPFwOW6lsQqQRBle1ofP34cBw4cgF6vR3JyMreyEjUPW2vR52sESboGLped7w6kHPIP9WVEQ7oEQdRVqipyxfAajYbEKkEQ/vt4h4eH8x1wiJqHuQKIO4UBf23JKa6RycKHAolVgiDqKtWxsItrAZNYJQiCuMSwhzBbQkylUnGhqtztiEQoQRD1DXGVErKsEgRBXCZEwcp+K5dtEX8TBEHUF5Q7e5FYJQiCuEwoVwIIdX1MgiCI+gATrCRWCYIgLiOiDytQ3pJK4pUgiPqGcrMSEqsEQfhBE6suPUywsr+V5wiCIOozJFYJgvCDLHmXBxKlBEEQgaHtaQiCIAiCIIg6C4lVgiAIgiAIos5CYpUgCIIgCIKos5BYJQiCIAiCIOosJFYJgriqobVLCYIgrmxoNQCCIK46gq1VSjPuCYIgrjxIrBIEcVWgFKiSJMHhcKCkpARerxdxcXEwmUwkWAmCIK4wSKwSBHHV4PV64XQ6Ybfb4XA44HK54PF4AABarRZhYWEkVgmCIK4wSKwSBHHFIssy3G437HY7rFYrnE4nPB4PZFmGSqXy+3G73fD5fHxbU4IgCOLKgMQqQRCXFUmS4HK5IMtypZZPWZbh9Xrhcrlgs9lQWloKl8sFr9fL3QDUajXUarVfPEzU+nw+6HS6Wi8TQRAEUXOQWCUI4pLj8/lgt9tRVFQEi8UCm80GjUaDzMxMJCQk+IVlAtVms8FqtcLhcMBut/uJU2Y9FUUqs64yJEmC2+2G0Wi8dAUlCIIgLhoSqwRB1DqyLMPj8cBms6GkpIQLVCY6dTodVCoVLBYLEhISuLW1tLQUdrsdJSUlcDgc8Hg80Gq1fsJU/GFpAWUz/8VJVyxOgiAI4sqCxCpBELWGz+eDzWZDXl4ezGYz7HY7fD4fP8+EJ1BmIbVarTh16hTcbjdKS0vhdDr5eZVKxcMHsp4GE6nsf5/PR2KVIAjiCoTEKkEQtYIkSbBYLDh48CDMZjM0Gg33FxUFJ/sfAPdDZcfYZChleJFAIlX8m20KwKy7Xq8XWi09+giCIK4U6IlNEEStIUkSPB4PNBpNUIGo9C0FUOmM/YoW+WfCVLTIMjweD3w+n19e2OQrs9mM/Px8WCwWtG3bFhEREaEVkiAIgqhVSKwSBFErqFQq6HQ66HQ6OJ1Ov+NKlOIz0PB+sGsrikP52+fzQZIkSJIEu90Oi8UCi8WCoqIiFBcXo7S0FOHh4dUuM0EQBFHzkFglCKLG8fl8KCkpwblz5+B0OqFWq4NaO0WUIlUZTjnMz34rwwYTxE6nE6dPn4bD4UBBQQHsdjtflxUAdDodMjIySLASBEHUIUisEgRRo7hcLpw5cwYnT56E1+sFUH5YP5AQDXQu0N+iYJUkKag/q+in6na7+W+v18snecmyDLVaDUmSIMsy9Ho94uPjaZcrgiCIOgSJVYIgahRmVXU4HNBqtX5CNdAsfZFAQ/gajYafZ+JUiWhhZcP9Xq+XC1Sfz+cXpyhQ2XFJkmA0GhETE1NDNVGWltlsxvnz55GYmFhuDVmG2WzGhQsX0KBBA0RERJBYJgiCEKB9BwmCqFG0Wi2io6MRFhZWToyKiEIx2PFQfFTZpgFutxtOpxOlpaWw2Wx8XVZx61UWZ6C01Wo1EhISanTTAFmWMXfuXPTo0QObN28OGu6zzz5Dz549sXfvXkiSVGPpEwRBXA2QZZUgiBpFo9EgIiICBoMBbre7wslTyi1RlcfE48pjzA1AkiT4fD5uPRXDB7s2GDXtAiDLMg4cOICCggK0b98+aJhNmzYhNzcXDRs2rHQlBIIgiPoGiVWCIGoUtVoNg8EAjUYDSZK4+AokRkU/1ECz/5VbqopCjg3js9+B3ApYHOJPoDRkWYbJZEJ0dHSND8Hn5OSgYcOGiIuLC3i+pKQE69evx7XXXhs0DEEQRH2GPuEJgqhxNBoNDAYDAJQTiuIxJey4KEC1Wi3/YaJVGb6i+AOlpRTGkiTBYDDAZDLVUA2Uxe1yuXDq1Ck0atQoqHvB2bNnYbFY0L179xp1QSAIgrhaILFKEESNwgRmRESE3+QooLyIZL/ZUD6b/MSEo8lkgsFg8BOqwYb5A63HWplPLPtfo9EgMTGxxne2stlsOHXqFDIzM4NabLOzsyHLMpo1a1bhTl0EQRD1FXIDIAiixlGpVOXcAALBZvf/P3t3Hh5Vfe8P/H2W2WeSyUwSspCEgIRVkEVwQREUqSIool6llVprlVpqF229Wv21vSpt1fZqpUVb9FoRvdYFVIqUKkqVoLKL7BBCQhKyTyaT2eec3x8859zJZCYESCCE9+t58pDMnDk5k/jgm8/5fD9fWZZhMplgNBo77C4Vv2o/1eIjLeQlrvCPfz5ZC4D2OkEQeqRfddOmTYjFYsjJyUl5XE1NDVRVRX5+frvv/8knn+C5555DQUEBHnjgAeTl5bX7We7btw9vvPEGvvjiC2RlZWH+/PkYO3asvqWtoihYv349MjMzcfjwYbz00ksYMWIE7rvvPjidTni9XixduhQff/wxbrzxRlx//fXctYuIeiWGVSLqdqIowmKx6IFVE1/x1KqodrsdDoej3eNaMNU+EsNn/EYAyQJqsh7V+P5XrYqrvdbpdHbryCrte27YsAGCIGDSpEkpj6usrISqqsjLy9PfzxNPPIFFixYhKysL//znP7F+/Xr84x//QFZWFgDg2WefxR/+8AdEIhHk5uZi/fr1WLlyJf7f//t/+O53vwur1Yrq6mp873vfQyQSgcvlgtfrhdlsRiQSwb59+/Dzn/8c27ZtgyiKWLduHaqrq3H33XcjPT29W38ORESnimGViLqdFlbtdjtaWlpS3pY3GAyw2+2QZRnRaLRDz6omWfBMtXCqq+OytLAbi8Vgt9t7pF/00KFDkGUZEydOTHlMZWUlRFFEQUEBBEHA5s2b8cwzz+D222/HAw88gKVLl6KxsRFGoxGKouC5557DwoULMWXKFPzkJz9BcXEx9u7di3vvvRfPPvssrrvuOhQVFeHTTz9FfX09nE4nfv/732PgwIEQBAEulwuPP/441q1bh+effx7nn38+/vznP2Pw4MF6VZaIqDdhWCWibicIAoxGI8xmM1paWgB0DKpab6rBYGg3tD/V+ZIF0eMFU+3PzvpcRVFERkZGt/eKqqqKiooKDBgwAGlpaSmPq6ioQE5Ojl5drqyshM/nAwCYzWYsWLAAiqLA4XDgyy+/xO9+9zuMGzcOTz/9NHJzcyGKIlwuF+bNm4cnnngCb7/9Nr7//e/jwIEDCIfDuO+++zBmzBjY7XY9oJeXlyMYDMLr9aKwsBBPPPEETCYTF3gRUa/EsEpEHSSOiTqZ18uy3GFjgMRwaTQaOzzeWQU18ZjOdrOK/xpAynYCRVG6fWSVqqoIBAI4ePAgSkpK9PeZKBKJYP/+/SgqKtInEUyYMAGTJ0/Gyy+/jNLSUsyaNQs/+tGPIAgCSktL4fF4sHPnTtxxxx16i4UoiqitrUVbWxtqa2uhKAoOHjyItLQ0TJ8+HTabTe/NVVUVt912GzZv3oyHHnoIH3zwAebPn4/LL7+ci7uIqFdiWCWidgRBQCQSgc/ng8Ph6LR6GU+rlGohV5Ik2Gw2GAwGRKPRDuFXlmUYDIaUQTX+epItrEp1+z9Vy0DiazVut7vTyufJCoVCaGpqQlpaWsoQuHv3blRXV+Pyyy/Xpx3k5ORgyZIlWLJkCV566SU89dRT8Hg8eOyxx7Bjxw5YLBZcddVV7aqgqqpi1KhRmDZtGmbOnAmj0Yja2lr079+/Q9VYEATccMMNyM3Nxf/8z/9g5cqV2LZtGxYvXowpU6boI8eIiHoLhlUi0mmhZvv27bjrrrtgMpm6FFZVVYXNZsPUqVNx5513wmazQRRFmM1mSJKESCSiH6tNCDAYDO16JDsb2N/VrxNfn+pa41/rdrt7JKBpExFaW1tTHvOHP/wBADB37tx2Ib9///64//77MXPmTNx111147bXX8OCDD6K1tRWiKOKRRx7psCCsqqoKLpcLbrcb0WgUBw8exLBhwyDLcoewbLFYcMkll+D888/HsGHD8NRTT+Hjjz/GhAkTGFaJqNdhWCWiDqvl/X4/duzYcULniMViaGhowJQpUzBy5Ei90irLMmKxmF451IKT0WjUV+bHX0eya+vKtXe2uCrZQizgWE9oVlZWj9z+ttlsGDZsGL744gssXrwY3//+9/XnfD4fnnrqKbz99tuYO3cuLr30UoiiiPXr1+Ovf/0rHnvsMfTv3x9jxoyB1WrVt68dMmQIVq1ahTfeeAM/+clP9Orq119/jblz52Lq1Kl4/PHH0dbWhtbWVuTn57ebdevz+fDHP/4RJpMJd911F9xuN0aNGgWDwQCXy9VhLi4RUW/AsEpEeo9qOByGx+MBcPyQmEhRFIRCoXavMxqNsNvt8Hq97R4XRRFGo7HT4f3x19bZ+CrtmFR9rakqr7FYDCaTqce2ODUajXj88cdxzz334NFHH8Xq1asxatQoeDwebN68Gbt27cKcOXPw6KOPwmq1QhAElJWVYcWKFThy5AimTJmCr776Crt27cLChQthNpsxY8YMvPrqq3j66adx6NAhDB48GAcOHMBHH32E9PR0XHfddTCZTNi+fTsikQjy8/Pbza2NRqNYt24dtm7dioMHDyI9PR2rVq3CwIED9d5WIqLeRlBP9P9IRNTntLS0YM2aNXjzzTcRiUROuNKobVc6efJkfPvb39ZDTzAYxIEDB3Dw4MF2oclisSAnJ0efw5o4U/V481aTPZ449ir++MTjYrEYIpEIBg8ejLFjx/ZIZVVVj223+sknn2DRokXYt28fvF4v7HY78vPzcfPNN+OWW25BZmamXnH2er341a9+hffffx9+vx9utxu333477rrrLjidToTDYaxduxaLFi3Crl27EI1G4XQ6ccEFF+CnP/0phg4dCrPZjE8//RSPPfYYfvSjH2HatGn6rf1YLIb169dj4cKF2LVrFwwGA0pKSvDII49g3LhxMJlMXGRFRL0OwyoRQVEUBAIBtLa26uONToT2GqvVCofDob8+EomgoqICO3bs0MOqKIpIT09HVlaWHhzjw2di6Iw/JlmITRZUk32uKEq7hV4ZGRkYP358j+7apKoqwuEwmpqa4PF40NDQAKfTiYyMDKSnp8Nut3f4WTc2NqKmpgYejwf5+flwuVztFmkFg0E0NzejpqYGgUAAubm5sNvt+m18QRDg9/vR3NwMp9OpV2014XAYDQ0NqKyshMlkQmZmJrKzs2EwGBhUiahXYlgloh4Ti8VQW1uLbdu2IRqN6iOtsrOzkZaWhlgs1i50dldYTazWAsc2IEhPT0dGRgYyMjKQlpYGi8VyWgJa/PvQAmVn31dRFMRisaSLozTaz66zYzqj/T60XmIiot6KPatE1GPie1O18CVJkn5bOtWYqVSzWTtbTJUYYiVJQlpaGhwOBxwOB+x2uz5KS5Kk0xrStHDa1dm1oige91hJkk5pQVR8WwYRUW/Gv62IqEdplUStqqjNV42fndrZDZ7jPRdfPdV2zUpLS9ODqtlshiiKXapoEhFR78OwSkQ9RhAEGAwGZGRkwO/3A4C+cUD8yCogdQU12WPaLXXgWIUwIyMDDocDaWlpMJvNegW3KxVKIiLq3RhWiahHab2iNTU1+uzVroysipfYn2o2m/XFXA6HA1arVb8tzuopEVHfwrBKRD1KkiR9RbosyzCbzUlHVAEde1hjsRhisRgMBgPMZjNsNhssFgusVqu+OxYDKhFR38awSkQ9SgurJpMJJpNJ71ftbIGUth2rtnOTw+GAzWaDLMv6rX0GVCKicwPDKhH1OEmS9MVPkiQhEokA+L8FUqqq6i0C2i1+s9ms97ee7tX7RETUezCsElGP0m7/OxwOyLLc7la/wWDQb/Fr4dRgMOjVUy6OIiIihlUi6nFGoxFZWVkIBAIQRVG/vW82m2E0Gjvc3iciItJwBysi6nHadq6BQABGoxEmk6ndrX0GVCIiSoVhlYh6XPyqfy2cMqASEVFXMKwSERERUa/F1QtERERE1GsxrBIRERFRr8WwSkRERES9FkdXEdEZUVdXh9deew179uyByWTCqFGjcMcdd0CSpDN9aURE1IswrBLRGdHS0oLVq1ejtLQUNpsNLS0tmDdvHsMqERG1wzYAIjojVFVFOBxGOBxGNBpFNBoFh5MQEVEihlUiOmPit1Xl1qpERJQM/+9ARERERL0WwyoRERER9VoMq0RERETUazGsEhEREVGvxbBKRERERL0WwyoRERER9VoMq0RERETUazGsEhEREVGvxbBKRERERL2WfKYvgIior1FVFYqiAAAkSTrDV0NEdHZjWCUi6gaqqkJVVUSjUQSDQbS1tUGSJLjdbgZWIqJTwLBKRHSSVFVFLBZDOBxGOBxGKBTSPw+HwxAEAXa7HVar9UxfKhHRWYthlYioi+Krp1o4DQaDCIVCiEajiMVi7Y5TVRWhUIhhlYjoFDCsEtE5R1VVRCIRBINBmEwmmEymTo9VVRXhcBjBYBB+vx+hUAiRSASxWAyxWAyqqgIARFGEIAgAAEEQoCgKwuHwaXlPRER9FcMqEZ0TtIDq9/vh9/vR2toKv98Ph8OBAQMGQJbldsdqVdFgMIhAIIBAIKBXULXFU4IgtPtIJhKJQFEUiCKHrxARnQyGVSLqsxRFgd/vh9frRTgchs/nQygUahc6g8EgcnJyYLPZEIlEEAgEEAwG9Y9wOJwyoGpUVYUgCHqFVSMIAsMqEdEpYlgloj5Fq4h6PB60trbC5/OhtbUVgiAgGo3qx2i37KPRKGpra2G1WtHW1qbf5geOhd3E6qkWTLXzaJ9rgTQ+sGrtA9FotF3lloiIuo5/exJRnxKLxVBTU4OKigrEYjEoitIunAqC0O5zAKivr4ckSfrxQMdb/Klu8yeG10TRaBShUAhmsznlNWuhWPu+RET0fxhWiahP0W79+3w+GAwGiKKof6QSiUQQjUbbBVkgeXBMVlVNFlI12mirRFqI9Xq9aGxshNvtRk5Ozgm9VyKicwHDKhH1KYIgQJKkDtXT+HCZ7DWdHastuIp/LLFHNVnPqiYSiQAAQqEQfD4f2tra4PV64ff70dLSAp/Px/FWREQpMKwSUZ+g9Yd6PB74fL4uhVTt+USpFksd7/jEgAscq6x6PB5Eo1F4vV54PB59wkAsFkMkEoEsy0hPTz/xN01EdA5gWCWis56qqggEAqioqEBDQwOCwWDKAJmsIpp4rmSPx78+1eNaBVZRFP32fyQSgcfjAQD9a23zAK2fNiMjAw6H49R/EMehKAp27dqFAQMGwGazJX0vkUgEzc3NMJlMsNvt3CqWiM44zlIhorOeNgGgrq4OLS0t+qr/E3m99pHq8WQf2jGKouibDGj9sq2trWhra9NHYfn9fr0vNr4nVlVVuN3u0zIt4Ouvv8bChQtRU1OjLyRLVF5ejsceewzvv/8+/H5/j18TEdHxMKwS0VlPEATIsgyz2Zy0UposiMY/d7zHk32tKIq+7ap2W9/v9+ubB2jzVTVaD238eRRFgclkgsvl6nTiQHd566238MEHH6CsrCxloK+srMT777+PyspKvQJMRHQmMawSUZ9gMpngdDo7XeiUKpzGP5cspMZ/aLf4I5EIwuEwQqFQu40DOjt/IkVRYLFY4HQ6T+Idn5iNGzdixYoV8Pl82Lt3r77oK1F1dTUCgcBpq/YSER0PwyoRnfW0kVPxK+q7Uh1N9bmiKHrwTPWcFlrjq6fHq4wmC7Pp6emdzmDtDl6vF88884w+73X9+vXw+/1JA/ShQ4cQDoeRn58Pg8HQo9dFRNQVDKtE1CeIogiz2QxZljsNqYniK6Za8BRFEZIkQZZlfQxW/LFdOWf8n8m+n/Z5RkZGu9muPeHVV1/FmjVr8M1vfhOTJ0/GF198gfLy8g63+UOhEDZt2gSr1Yq8vDxWVomoV2BYJaI+QRAEmEwmmM3mLt/uj8Vi+kp+WZZhNBphNpthMplgMBggy3LKIJkYOpMtvEp8Lp7Wr9rTLQAVFRV48cUXcd555+Hmm2/G9OnT0dLSgp07d3bYrMDr9WL//v0YPnw43G53pxspEBGdLvybiIj6DFmWYTAY9AppqhCpBVQtnNpsNthsNlgsFhiNxnbV1GS6UjE93utisRgcDgfS0tJO+v0eTzgcxt/+9jdUV1fj7rvvRlFREUaPHg2TyYQtW7YgGAy2O76mpgZ+vx8lJSWwWCzc+pWIegXe4yGiPkHrW+2s/1MLi7Isw+FwwGAw6KvwtVaA+GNTLbqK//NkaOd0u90wmUwnfZ7j2bBhA15//XXcdNNNmD59OsxmM4YNGwaXy4V169ahoaEBTqdTD+bV1dWIRCIoKCiA0WjssesiIjoRrKwSUZ8hiqI+yD7VLXpVVWGxWOBwOPQqauJxmlTBNNXirGSv6awNIDMzs8dGVnm9Xrz00kvw+XyYPHkyvF4vDh48CI/Hg9zcXJSVlXWYCnD06FFEo1Hk5uayX5WIeg3+bUREfYYWVmVZRiQSSVr91KqvgiCkXPGv/ZmqBzX++fjHkp0j8XGtgpuent6j/arLly/Hhx9+iFAohJdffrldBbesrAzBYBA7duzA5Zdfrj9XXV2NaDSKnJwcTgIgol6DYZWI+gxtfJXRaOyweCi+BUCbGJBqJmuqkNmV54/3WuBYVTU7OxsWi+UE32HXVFdX4y9/+QucTieGDRvWoXI7atQoNDQ0YMeOHQiFQvrjVVVVMJlMyMrK4jarRNRrMKwSUa+g9ZyeKm3RVGtrqx5I42mr/OMXYcX/qYn/Wgu1x+tT7eo4K1EU9dX23d0CoCgK3nzzTezcuROPPPIIpkyZ0uGWfiQSQWVlJfbs2aPPW1UUBTU1NXC73XA4HJwEQES9BsMqEfUKsVgMwWDwhHsl4xdUaf2fJpMpaSVUEIQOLQDxurJ4qiuhNfF8iWRZ7rEWgM2bN+OVV17BpEmTMGfOHBQVFSUNnqNGjcKqVauwc+dO5ObmQlEUHDlyBNnZ2Um3rSUiOlMYVonojNJC0f79+/Hf//3fHYb6p6KqKoxGI8aPH49LLrlE77uMnwiQeKtfluV24barC6hSjb9KdWziueOP0fpV43fb6i41NTV4+umnceTIEfzXf/0X8vPzU1ZIL7zwQrz33ntYs2YNLr74Yhw9ehT19fUYOHAg+1WJqFdhWCWiM0oLq4cPH8Zf/vKXLr9Ou50+fvx4lJSUID8/Xz+fzWbTb/XHB0VtDmvieZJVS1NVUDubFpAswMa3EKiqinA4jKysrB4JhF9++SX27t2LadOmYeLEiZ1+jylTpmDYsGGoq6tDJBLBoUOHkJ2djcGDB3NsFRH1KgyrRHTGKIqCSCSCUCjUbrvTrlDVYztQ7dijo9OiAAAgAElEQVSxAz6fT39cFEVYLBYYDAYEAoF2lUWj0ZiyBSD+vPGfn8ot/8RzRaNRSJLUYyOrCgoK8NBDD+G8885Denp6p+cfPHgwHnroIX3m7HnnnYcHH3wQRUVFsNls3XpdRESngmGViM4Ih8OBSy65BC0tLSdVydNu8Y8fP75d/6fWl2owGNDW1qYHTkmS2rUHaH92JZx2dqv/eH2u0WgUsVgMBoMBFosF2dnZcLlcJ/x+u2Ls2LEYO3Zsl441GAy47rrr9K+HDBmCIUOG9Mh1ERGdCoZVIjoj3G435s2bhwkTJpz0mCRRFDFgwIAO4c9gMMBqtcLj8eiBMlm/amc9pscLsqnaAbSqrTbdQJv7mpGRgfT0dH3XKi5gIiLqGoZVIjojjEYjSkpKUFJS0q3nFQQBkiTBZrPpt92172cwGDqETK0tIJVUPa0arX1BO5fZbIbJZILVaoXNZoPdbofRaITVatUXVTGoEhF1HcMqEfU5giDAYrEgFovpX1utVoiiiGg02m6UVaqWgGSSVV9lWdZnu5pMJjgcDthsNlgsFpjNZm5bSkR0ivi3KBH1OaIo6oFRURQYjUZYLJak/aYnsoOVFn7jA6pWPbVYLDAajTAajQyoRETdiH+jElGfo1VS09LS0NTUBJPJBKPReNxdqzRaONWOFwRB73lNrJ5q5+atfSKinsGwSkR9krbIqqGhAWazGZIkIRKJdDguvsKaONJKC6LaLX0trGrTBhhQiYh6HsMqEfU52iIrrU81fvvVznaekmUZkiTBZDLBYDDAZrPpt/uNRuNJTy0gIqKTx7BKRH2S1gqgzVdNVkHVxktpfaY2m02vnhoMBhgMhpTblRIR0enBsEpEfZI2Rkq7ZR/ff2owGCBJEoxGI0wmk36732QycXEUEVEvw7+ViahPEgQBdrsd2dnZEEVRXyRlMBj0Vfta9VSSJPafEhH1UoLa1Y2viYjOItqoKY/Ho4+v0sKpLMu8vU9EdJZgWCWiPiu+P5XVUyKisxPDKhERERH1WrwPRkRERES9FsMqEREREfVanAZAROcMRVHg8Xiwe/duvY/1vPPOQ1ZW1pm+NCIiSoFhlYjOGbFYDHv27MGvf/1rAIDVasWCBQtw1VVXneErIyKiVBhWieicoSgK6urqsG7dOsiyDKPRiJtuuulMXxYREXWCYZWIzimiKMJisUCWZSiKAkmSzvQlERFRJ7jAiojOKaqqghP7iIjOHgyrRERERNRrMawSERERUa/FsEpEREREvRbDKhERERH1WgyrRERERNRrMawSERERUa/FsEpEREREvRbDKhERERH1WgyrRERERNRrcbtVIqI+QlEUKIoCURQhCAIEQTjTl0REdMoYVomIzmJaQI3FYgiFQggGg7DZbLBarWf60oiIugXDKhGdU/pCxVELp9FoFOFwGJFIRA+qwWAQkUgEJpMJkiSd9e+ViIhhlYjoLJAYUAOBAEKhEEKhEGKxGBRF0Y8LBAJQFAWSJJ3hqyYiOnUMq0R0TlFVFaqqnpHvHYvFEIlEoCgKzGZzp1VeVVX1cKrd4teqp6FQCJFIRD82sUdVC7YGg+G0vC8iop7EsEpE1AO0QByNRvXA6ff74fV6EYlEUFhY2KGvVAuZsVgM4XAYwWAQfr9fD6exWEw/b7JFVNpziqLorQBsAyCisx3DKhFRN4kPqOFwGKFQCD6fT79l7/f7EQwGEYvFYLfbYbFYoKoqIpEIIpEIwuGwHk61gBqJRPRQKggCRLHjxEFVVSEIgv79tQouEVFfwLBKRHSKtNaCtrY2BINBtLW1wefzwefz6T2lAPSwKcsympubYbfbEY1G4ff70draqgfW+GPjq6eJVVItnAqCoPesao+Hw2H9ulhdJaKzGcMqEVE3iEajOHDgADweT7uqpiRJeujUCIKA1tZWlJWVIRqN6rf/tdX72rHxvbVdfUwLqFpITlaJBY61Cqiqqj/PQEtEvRXDKhFRN4hEIqivr0c0GoXBYNBDYHxYjA+EiqLA7/fr4bQrK/cVRekQeuOrq9rnWmVVuxbtsfh5rIFAAJFIBJmZmTAajaf+AyAi6iEMq0RE3UAURVgsFrS1tbV7PP42fHxvabJb+p1VN1O9JtnnAPQFWdpEAa1/1ufzwev1wuPxQBRFXHjhhQyrRNSrMawSEZ0krVqp9anG96YmHteVwJr4vHauZLf+tWMTH9faAMLhMJqbm9Ha2oqWlhZ4vV40Nzejra0NiqIgGo2ioKCg28ZbaT8L7Vr6wuYLRNQ7MKwSEZ0Cr9eLiooKeL1ehEIhiKJ4youa4l8ff+s/8VZ/Yn9r/MYBoVAIHo8H0WhUn0CgvUYURRgMBrhcLsiy3C2hcv/+/Thy5AhCoRAkSYLJZILJZILL5UJeXh6sVmvK/lkios4wrBIRnSRVVVFfX4/Dhw9DluV2fafJKqidhdj4Smqyr+Mf0x7XqqhapVTbelWb7Ro/IUAUxXa7XMmyjPT09G4JkKqqYunSpVi+fDnC4TBkWYbZbIYsyygpKcFVV12Fyy67DIWFhdyogIhOGMMqEdEpkGW53SImTar+0sTb/MmOTwy1yXpTFUVpV0nVNh7QVvlri7a04+Jfr6oqbDYb7HZ7t4TVSCSCnTt3orW1FVOmTIHL5UIsFkN1dTW2bduGjz/+GDfddBPuvfdeDBo0CLLM//XEa2lpQVVVFUwmE/Lz82E2m8/0JRH1Kvwbg4joJAmCgLS0NJhMJgSDwaQBs7O+1PjjtGNThVnt2PiAqgXTxF5R7dhkI620zzMzM7stFGmtEEOGDMEjjzyC8847D8CxELZ27VosXrwYr732GjIyMjB//nz069eP/axxdu/ejeeffx7FxcWYP38+wypRAjYQERGdApvNBovF0q56mSgxOMY/Hk8Ln4khMz6gaqv8gf8Lp/HV0cRzJvtalmW4XC59ruup2rt3L1paWtC/f/92QSs9PR2zZ8/GY489hqFDh2Lp0qXYu3evfv10zJEjR7Bjxw6Ew2HY7fYzfTlEvQ4rq0REp8BgMMBisQDoGAxTVUoTH9eG88eHz1QD/5N9H+0cx3seOBaInU5nt/WrAsD27dvh8/kwZMgQWK3WDs9PnDgRV155Jf785z/j4MGDGDdunB7KAoEA6urq0NjYCADIzc1FZmZm0oVfwWAQdXV1aGhoAADk5OQgMzNTb8Pwer16i4P2mKIoaG1tBQBYrVbIsozW1lZ94VpdXR3a2trQr18/ZGZmIhqNoqamBs3NzUhLS0Nubi5sNlu7a4nFYvB6vaipqYHP54PT6URubi7sdrt+XCAQgN/vh8FgQCwWw9GjRxEIBJCdnY3s7GwYjUb92nbu3Kk/p6qqPnJMe69OpxN5eXkcMUbnLIZVIqKTpAVLh8ORdApAZ+Op4l8viiIkSWpX6dSqrKle25XHklV0VVVFeno6LBZLt4XVo0ePIhaL4YILLoDD4Uh6zIABA2CxWNDQ0KBvBVtXV4f169fjww8/xLZt26CqKqZMmYKZM2di9OjRevBVVRU1NTXYvHkz1qxZgy1btkBRFEyePBmzZ8/G+eefD0mS8M9//hPRaBRTpkxBbm4uAKCpqQmrV6+GyWTC5ZdfDpfLhbVr16KqqgqSJOGzzz5DRUUFrrzySkyfPh319fV4//33sW3bNgwaNAjz5s3DZZddpofrUCiEffv2Yd26dVizZg3Ky8sxdOhQ3HjjjZgyZQqysrIgiiJ2796N9evXw+FwIBAI4MMPP0R1dTUmTZqEuXPnYuTIkWhra8NHH32EtWvXIhAIYMeOHfjiiy8wfvx47NmzB2+++Sa++OILjBgxAt/5zncwZswYBlY6JzGsEhGdAkEQYLVaO1RPk81L1f7UgqnBYIAsy3po1G75p2opSNaDmiyopqJVcLUWgO6gKAqqq6tht9vhdDpTnld7/1ogr6iowNKlS7FixQqoqgq3241gMIhly5Zh8+bN+M///E9cfPHFMJvNKC8vx4svvohVq1YBANxuNwKBAF555RWEw2Hk5OTAYDDgpZdegsViwciRI/Wwum3bNjz77LMYM2YMxo4dC4PBgGXLlmHNmjUoKipCZmYmPB4PlixZgk8++UT/R4LRaMSHH34IACgoKMDIkSMRDoexZcsWPPfcc9i2bRvcbjfcbjd27tyJ/fv3o7m5GbfddhvS09Oxfv16/Pa3v4XJZEJBQQFkWUYoFMLSpUsRDofxwAMPIBaLYf369di3bx8EQcDnn3+OUaNGwW6349lnn8XWrVvhcDjw73//G1lZWRg0aBAyMzO75fdGdDZhWCUiOkUWiwWSJCESiXQY5h9/q99kMum3qBMDamd9rZ2F0vhb/521B2jfpztHVgHHJgFUVVUhJycHaWlpKXtgvV4vFEVBVlYWQqEQXnjhBbz77ruYM2cObrzxRuTn5yMUCuG9997DM888g6VLl6KwsBAulwuLFy/GqlWr8I1vfAP/8R//gaKiIrS1tWHZsmVwu90wGAz67fzzzjuvXXW3srISra2tGDNmDPLy8vDVV1+hsbERWVlZuPfee3Httddi48aN+M1vfoOtW7fi3nvvxbx58yBJEh5++GFUV1ejsbERqqpi//79WLx4McrKyjB//nxce+21sNvt2Lx5M37/+99j+fLlOP/88zFx4kR4vV6Ew2Gcf/75uO+++zB27Fhs2bIFTz75JHbs2IGysjJMnDgRM2bMwNdffw2LxYL58+dj5MiReP3117Fz507cfffduPLKK7Fnzx643W693YToXMOwSkR0iiwWC+x2O5qbm9s9ntinmp6eDqvVqvckpuoz7WyRVLLXdOUcABCNRuFwOPRKcHfw+Xyora1Ffn4+TCZT0vOGQiHs3LkTRqMRAwcOxMaNG7Fy5UpcffXVuPvuu9G/f3/92O985zvYsGEDvvrqK9TV1WHTpk1Ys2YNrrnmGtx3330oKCjQj/3BD34Av9+PjIwM7N69G4FAAJmZme36ZhsaGiBJEtxuN4xGIw4ePIja2lpMnToV06ZNQ2FhIZqbm+FyuXDppZdi9uzZGDp0KEKhEJxOJxobG/UZtf/85z9RWlqKadOmYfjw4WhqakJTUxMcDgdycnLwySefYPfu3Rg1ahTq6+ths9lwww03YOrUqTCbzSgsLITb7UZTUxMURYHZbIbZbIaqqujfvz/Gjx8Pm82GSCSCUCiEiooKtLW14corr4TL5eIEBTpnMawSEZ0iWZbhcDjQ1NQEIPmAf4PBALPZ3C6kploQpT2WeMzxwmiy4xKPdTgc3bZrFQDU19cjGAwiNzcXJpOpw/OxWAxffvklSktLMXbsWPTr1w+vvvoqAOC2225Dfn5+u+MtFguys7Oxe/duBINBrF69GrIsY/bs2e2CKgBkZGQgIyMDAPTFTllZWbDZbACOtSjU1dXB4XAgIyMDkiShubkZiqLg4osvRmFhIYBjI7b8fj8uvfRSPTj7fD60tbXBarXCZDKhtbUVBw4cQFtbGz7//HN8/fXX7aYyeDwe/R8B2ta2w4YNw+jRo/UJCS0tLWhtbUVGRgacTqfeQtHQ0IAJEybAbrfDZDLp1dR33nkHpaWlmDt3LubMmYO8vDzuAkbnJIZVIqJToK3g1wJS4s5VWng0m80QRVEPq9qxiU60wnq80Bo/BcBkMqF///7dOpS/pqYG4XAY/fr167D4JxaLYc+ePfjtb3+LcDiMO+64Azk5OaioqIDT6YTFYukQmn0+H6qqqpCWlgaj0YijR4/C5XLpP99kFEXBoUOHEA6H4Xa79dDs9/tRVVUFs9kMm80GVVVRW1sLm82GrKws/edQV1eH1tbWdt+nvr4eXq8XTqcTdrsddXV1qK2tRWFhIa6++mrk5ua2+0eJJElwOByYMGECPB4PWlpakJWVBZfLpV+nx+OB1+vFmDFjUFxcjEgkgj179uhtCVp7yIQJE+B2u7Fy5Uq88847WLRoEcLhMO655x6kpaWd+i+N6CzDsEpE57TuqDBqYTVxIoAWFgVBgNFo7LTqmVhBPd681ERdCb5ms7lb+1WBY5MAtEVO2nuMRCLw+/0oLy/Hk08+ia+//hp33HEHxo8fD6PRCJPJhNraWni9XkSjUT00hkIhrF27Fnv37sX06dNRUFAAo9Goh8lYLKYv4PL7/QiHw3pbxY4dO2C1WpGdna2fb//+/aiqqkK/fv2QlpaGSCSC2tpaPbwKggBFUVBRUaGPoIqvgvr9fgwcOBB2ux3BYBCxWAxZWVm47rrrcOGFF+rtAQ0NDTh69CjcbjdycnJQWloKr9eLgoKCdnNTm5qaEAqF4Ha7Ybfb0draivr6ehiNRrjdbgDHQnI4HEZeXh4WLFiAvLw8PP7443qvLcMqnYsYVononFZVVYWvv/6606H+iUwmE4qLi9tVEk0mE2RZRjgc1h/TQqcsyx12JerK/NREyWa1Jjsm2cgsRVGQlpYGs9ncbS0AqqqivLwcwWBQH+kkSRLq6uqwb98+rFixAjU1NZgzZw7mzZuHrKwsCIKAiy66CNu3b8f7778Pu92OgoIC+Hw+7N69G8899xxcLhfmzJmD/Px8jBw5Em+88QZWr14Nm82GgoIC+P1+bNq0CYqiYNKkSXr1MxaLoaqqCvX19YhEIlixYgWOHj2KadOmISsrCx6PB7W1tXA4HO3mvGq39N1utx506+vr0draCqfTCZvNhvT0dBQUFGDt2rX49NNPkZWVhbS0NNTU1GD58uUoLS3FrbfeiltuuQW1tbVoamqCy+VCenq6/vNvamqCKIrIzMyEJEloamqCx+OBw+HQ20jefvtt7N69GzNmzMD555+PlpYW2Gw2FBYWwul0dsvvjehsw7BKROckbcbpkiVLsGzZMkSj0S6/tl+/fli4cCEuvPBC/TGj0djutr9Gq2hqQ+C1x0505FRni6q6UlXVtobtzqpqJBLRA+pLL72E1157DeFwGIFAAMCxof0PP/wwZs2apYc2AJg7dy727NmDV199Ffv27cPEiRNx4MABfPnll3A4HPjZz36G4cOHQ5Ik3HzzzdizZw+WLFmCzz//HJMnT0ZlZSVKS0tx2223YdKkSTCZTLjmmmuwa9cuLF68GHv37oXX68Wnn36KUaNG4dprr0V2djY+//xz+P1+5Ofn67f7PR4PAoEA+vXrB6fTqVfHjx49img0iry8vHa9pDt37sTzzz+P3bt3o6ioCF9++SUOHjyIa665BhdddBEMBgMqKioQjUaRm5ur/yMlGo3C4/HAaDTC6XRCEAT4fD5EIhHk5+fro7vKysrw5ptv4uDBgxgyZAg2btyIAQMG4Prrr9f7c4nONdKvfvWrX53piyAiOh1isRgOHDiAt99+W5/32dzcjLq6OjQ3N6O5uVlf4d3U1NTu6/jny8rKIEkSZsyYoZ9bFEXU19cjEAjofawarT9TC6vxoTXxz1QLqeIrv6kWaKWaGhCLxWA0GlFSUgK73d5tgTUcDqOsrAz9+/dHbm4usrKyUFxcjCuuuALf/OY38YMf/AAXX3xxh12t0tPTMXLkSKSlpWH79u3YsGEDFEXB1VdfjQceeAAXX3yxPqYpJycHw4cPh9VqxcGDB7Fx40a0tbXhG9/4Bm6++WYUFBRAkiR9q9d9+/Zh48aNaGxsxPTp0/GDH/wAI0aMgCRJqK2tRTgcxsSJEzFq1ChYrVb4fD74fD4MHToUF110EVwuF2KxGA4fPgybzYbLL78cBQUFEEURxcXFKCoqgt/vx/bt2/HVV18hLy8Pd911F26//XYUFxcjFovhyJEjKCgowNVXX42cnBwAx8JqY2Mj8vPzcemllyIzMxOtra0IBAIYOXIkJkyYgPz8fBQWFsJkMmH37t0oKyvDhRdeiHvuuQfjxo3j4io6ZwnqifzznojoLKb1RH7rW98CgBMajB9/2z0QCGDevHn405/+pD+vKAr27NmDAwcOtDuvFqRMJpO+uCoWi7XboUrbCCBxU4DExxJnpsb/GX98/GsURUEoFEJGRgYuu+yybh1b1R0OHz6MpqYmFBYWIiMjo9NAduTIEX0xkrYgKVFVVRUaGhqQkZGBfv36JZ1QcKra2tpQVVWFWCyG/Pz8bu8jDYVCqKmpQSwWQ25ubtItbInOJWwDIKJzhizLGDZsGG699VYcOXIEsix3+XZ8/C1+g8GAG2+8scPzFosFsVgMoijqxxuNRr0FIHFIP5D8Fn/85125vuNNCdBmfGqtCr1JUVERioqKunRs//79281kTSY/P7/DOKzuZrPZUFJS0mPnN5lMGDBgQI+dn+hsw8oqEZ1TVFVFMBhEIBA4qS1HVVXVxxQlPt7Q0IAvvvhC7xFVFAWZmZnIysrSq6rxFU8AHSqkiX92VkVNPFfiAixt9X9WVhZyc3O7db4qEdHpwsoqEZ1TtApoT2xdabPZYLPZ4PV6IUmSvrgKOP6w/lRS9bDGP64FUFmWYbfb4XA44HQ69VXvWn8uEdHZiGGViKibGI1GyLKs72xkMBhgMpmOO+g/2UeixHYBbXarNmkgLS0NNpst5bB9IqKzFcMqEVE30EZh2e121NfXQ1VVWK1WGI1GPbxqulJhTRZeRVGELMuQZRlpaWlIT09HWloaLBYLq6dE1GcxrBIRdRNBEOBwOKAoCgRB0FfedzaSKv7rxOO0bTy1TQXsdrteQWVAJaJzBcMqEVE3MplMCIVCsNvtsFqtnVZRkwVYLXxaLBYYjUbY7XbYbDZYrVaYTCZ90gAR0bmCYZWIqBtZrVa9GmowGLpUQQWO9btKkqQv/tICqsFgYDglonMawyoRUTey2WxIS0vTw2c0Gk06W1WrkBoMBlitVr0SazKZOuyARUR0LmNYJSLqRtoEAG3npMTKqizLkCQJVqtVr55qw/oZUImIOmJYJSLqJtpEgNzcXITDYSiKAkmSIIoijEajfovfaDTqW4UyoBIRdY47WBERdSNVVdHW1gaPxwNZlvUqqzaDlYiITgzDKhFRN9O2RuXKfSKiU8ewSkRERES9Fu9JERGdZoljq7TqK6uwREQdMawSEZ1mgUAAR44cgSzLiEQicLlcyMzMPNOXRUTUKzGsEhGdZlu2bMFdd90FSZIQDAZx55134sEHH+QCLCKiJPg3IxHRaRaNRlFeXg6DwQCfz4eampoO81iJiOgY8UxfABHRuUbbVtVqtQIAK6pERJ1gWCUiOgMSF1kREVFyDKtERERE1GsxrBIRERFRr8WwSkRERES9FsMqEREREfVaDKtERGcId6wiIjo+hlUiojOE0wCIiI6Pw/2IiPqInh6HJQgCq8FEdNoxrBIR9RGxWAz19fUIhUIA2lduU4VMVVW7FEAFQUBWVhYsFgsDKxGdVgyrRER9RFlZGV577TXY7XbEYrGkQTTxa0VR9Me0yqmiKO2OMRgMaGhowJAhQzBjxgy4XC5WWYnotGFYJSLqI+rq6lBUVIRp06a1C5JahVUQhHbV1s5aBuKfMxqNOHz4MD788EO88847mDVrFrKzs/VzEhH1JC6wIiLqI0RRhCRJkCSpXbVUFEWIoqh/rdGqo9rz2of2uPacqqpwOp0YNGgQBEHA6tWrUV1d3aECS0TUExhWiYj6EEVR2lVFFUXRP1ItwNIej/9IfE4URTQ1NWHMmDEQBAEffvghGhsbe3xRFxERwyoRUR9yssExPnQm62sFAFmWIcsyLrvsMsiyjHfeeQfV1dUMrETUoxhWiYj6EO12/4lIVkmNF98WYDQaYbFYcMkll8BgMODvf/87jh492uE8RETdhWGViKgP0aqix6t2Jrvl3xlFURCNRiHLMux2O6xWK6ZMmYKMjAx8/PHHqK2tZYWViHoEwyoRUR8RH1S7ixZAo9EogGOVW7PZDIfDAavVissvvxzRaBQrV65EXV1dt39/IiKGVSKic0hXq5/xx4miiJaWFmRnZ8NkMsHn8yEcDkOWZRgMBkyaNAnp6en417/+pQdWIqLuwjmrRER9hKqqiMVinT5/MmRZhsfjwb59+9DY2AhJkvQxWYqiIBKJQJIklJWVQZIkXHPNNcjIyDjZt0FE1A7DKhFRH3KigTRxo4Bk5wgGgxg8eDDy8vIgSRKMRiMkSQLwf72sqqpixIgROHTokN4yQETUHRhWiYj6CG3FfqpZqsl0ZUcrVVVhMBiQmZkJAB3CqNFohCzLEAQBJpOJu1oRUbdiWCUi6iMS56SeSJW1K8dGIpGUs1hjsRgikQhisRgXWBFRt2JYJSLqQ+JDZFcXUnXlnF09TtuulU6vYDAIr9cLg8GA9PT0k5q3S9Rb8b9mIqI+RAsp3RVUVVVtt4Wr1moQ/3yqrVrp9Pn4449x++23Y9GiRYhEImf6coi6FSurRERnQE9WH7srNHalz7W7vyedOFVV0djYiIaGBlgsFhiNxjN9SUTdimGViOgM6IlgJwiC3jPa2a37431vrZqaeO7OztdXb/3/+9//Rnl5OS655BIMGjSoV77PaDSKuro6RCIRZGVlnenLIep2bAMgIupDtJ7Rkw2q8cck3vLXnGhf7Nlq+/bt+N3vfocf//jHWLduXaczbE+GoigoLy/HZ599hvLy8g7/QOgqn8+HhoYGmEwmuFyuXhmoiU4FwyoR0TmgK7fpFUXRA1N84NE+72w0Vl+UlZWF888/H7fccgvGjBmjz5btLuFwGH/9619x0003Yfny5ScdVsvKyrBz506kpaXB5XJ16zUS9QZsAyAi6mO6Mjs1Ufwiqnjx4VQQhHaBKjHQ9rWKXk5ODn79618DgD5Htju1trbC4/HA4XAgMzPzpMOw1+tFc3MzMjIy4HQ6u/UaiXoDhlUioj7kZKqeyaqpXdlY4GRCcXfw+Xw4cOAAVFXFoEGDkJaWlvLY8vJyNDc3Y8CAAR22gD1w4ABqa2tRUFCAvLw8yHL7/yWKogiTyZT0vI2NjaisrEQkEsGAAQM67daRTnQAACAASURBVBVtbGxERUUFRFFEYWGhfh0tLS1oaWmB2+1GZmZml8NwVVUVysvLkZmZiQEDBqClpQWNjY0oLCzsEFYjkQiOHDmCo0ePIj8/H4WFhSnPGw6HUV1djcrKSvTr1w/nnXceRFHU/yHT3ZVloq5iWCUi6kNOJEAmaw1INfS/K2FUayPo7uC6b98+/PGPf4TFYkFOTg5Wr16NrVu3IhQK4ZJLLsH3v/99TJ06VQ+ty5Ytw6effgpVVVFaWorq6mr8+te/xrx582A2m7F+/Xq8/PLLWLt2LTweDzIzMzF9+nTMnz8fo0aN0sd/vf322/jggw8wZ84cXH311ZAkCR6PBytXrsQLL7yAHTt2IBaLYfjw4ViwYAFmzpzZLiyWl5dj+fLleP3117F3714IgoALLrgACxYsQHFxMV5++WWsW7cOgUAADz/8MCorK/Gtb30LVqs16c9h165deOmll/Duu+/i6NGjcLlcmDlzJtLT0xEKheB0OvXv7/V68cknn2Dp0qX4/PPP4fF4kJubixkzZmDevHkYM2aMfl6v14vS0lK8+uqrWLduHZqbm5GVlYWZM2firrvuQn5+PpYvX46PPvoIs2bNwm233QYAqKurw1tvvYU333wTV1xxBX75y1926++dSMOwSkRE3aYnNgU4dOgQPvvsM+zduxeZmZm49tprcccdd6C0tBQrVqzAo48+ivT0dEyePBmxWAxbt27FW2+9hSFDhmDevHnIzMzEpZdeCqPRiMWLF+NPf/oTTCYT7r33XhQWFuKdd97BW2+9hdraWvziF7/AuHHjoKoqdu7cic2bN2P69OkQRRFtbW1YtGgRnn/+eZSUlGDhwoXw+Xz43//9Xzz00EPw+Xy44447YLFYsHbtWixcuBDbt2/H1VdfjR/+8IfYu3cv3nzzTWzYsAFOpxMtLS0IBoPIyMiAw+HotHr56aefYuHChdiyZQumT5+O6667Djt37sQbb7yBiooK9O/fHyNHjoTFYkFjYyOWLFmCZ555BtnZ2bjnnnuQn5+PlStX4sUXX8SRI0fwxBNPoKSkBK2trXjllVfw2GOPIScnB9/73vdQUFCA9957D//6178watQo3HnnnSguLsaBAwewdOlSjB07Fm63Gy+//DKefPJJWCwWDB06tFt/50TxGFaJiPqQriyASjbAP34RVeJxicckq8Zqj/XEvNXGxkb4/X7k5+fjN7/5DaZNmwar1YrZs2djyJAhePbZZ7Fy5UoMGjQILpcLVVVVyMjIwM9+9jO9IirLMl566SUsXrwYEydOxI9//GOMGDECoiji2muvxZIlS/DCCy9g1apVKC4uhs1mQ3V1NaxWq37b/pVXXsHy5cvx3e9+F3feeSdycnKgqipGjx6NJ554AqWlpZgyZQpEUcSSJUvQ2tqKP/zhD7j22mvhcDgQjUYxbdo0iKKICy64AM3Nzdi1axemT5+OBx54IOWM1O3bt2PRokWoqqrC448/jptuugk2mw0zZszAiBEj8Jvf/AZGoxEFBQUIhUJ466238Morr+CWW27BD3/4Q+Tn50MURVx11VV44YUX8Nprr2HFihVYsGAB3n77bTz//POYOXMmHnjgARQVFUEURUyaNAmbNm1Cbm4uBEHA6NGjMWfOHCxatAhPPvkkSkpK8Le//Q0zZszAf/7nf3baikF0qhhWiYjOIV0Nkyfas6rpiYVW2gzRBQsWYOrUqUhPT4cgCDAajZg9ezbef/99HDhwAB6PB83NzaiurkZJSQmKiopgsVggCAJqa2vxwQcfIDMzE3feeScuuOACvYppMBgwdepUrF69GlVVVWhpaYEkSfD5fHA4HLDb7aitrUVpaSnC4TCsViu2bduGaDQKURRRX18PRVFw9OhRNDY2YuvWrdi6dSu+/e1v4/rrr4fD4YAgCDAYDLjkkksAHFuw5fV6IQgC8vLyUm6RqigKvvjiC5SWluL666/H7Nmz4XQ69fONHTsWY8aMQWVlJTIyMnD48GGUlpaisLAQt99+OwYOHKifNz8/H1dddZVepd63bx/WrVuHvLw8zJ8/H4MHD9Z/JgMHDkRhYaFeKXe5XJg1axZ27dqFZcuWIT09HdOmTcMvfvGLXjt/lvoOhlUiojOsO/9H39m5kg36Tya+StobVFdXIzMzE+PGjUNGRka7646fK6uqKnbv3o2GhgZcccUVyM/P148tKytDbW0tJk6c2C6UAcd+DiaTCbIs6+epq6uD1+uF0+mEzWZDZWUlGhsbceTIETz77LMdKtixWAzTp09HOBzGjh07UFRUhMsuu0wPqtr3MRgM+vEejwcAkJaWlvJ34ff7cfjwYbhcLlx22WXt5qhq/zAQBAEOh0MPq/v27cPo0aMxdOjQdgFYFEVYrVZYrVb4/X5s3boVGzduxKRJkzB8+PB2PxNJktp9LYoi8vLyMHr0aPz9739Hbm4ubr75ZgwaNIgLr6jHMawSEZ1BgiAgEomgqampy6FVC0lZWVkdqnHJAmZX53eeSEjtbNOB7gy5kUgE9fX1MBgMMJvNHd7vhg0bUFVVhRtuuAHZ2dn47LPPEAqFMGjQoHar/2tra/VKabIV/ocOHUJDQwPGjRsHh8OBw4cPo62tDQUFBXA4HCgvL0d9fT1uvPFG3H777fq5tQAqyzLsdjvq6urQ0NCgj5FK9TuNRCKoq6vTq5apjtPGUjmdzqS/7+rqapSXl6OoqAgulwuffPIJDh8+jKuuugpms7ndsdFoFHv27MHBgwcxe/ZstLS0oLa2FpmZmSmnHmj8fj9WrVqFF198ERaLBU1NTfj6668xa9asTl9H1B0YVomIzhBVVeF0OrFmzRps2rQJsVgsZV+oRqvohcNh/OIXv8ANN9zQ6V7w8avzE6uByUZVdaXf9XTy+/1oampCTU0NfD4fFEXRA1ttbS3ee+89qKqKyy67DNnZ2Th69CjS0tI6zC3NyMiAxWJBVVUVPB5Pu1FT5eXleP3112G1WjF58mS4XC5s2rQJra2tyMzMhMPhgM1m06uv/fv3R3Fxsf76jz76CLt27cIVV1wBp9MJs9mM/fv3o7KyEiNGjNCP83q9qKioQHp6OgKBACoqKuB0OjuM1IpnNpv1yu7BgwcxdepU/TmttWH79u0YN24c0tLSkJ+fj6ysLFRWVqKpqQnZ2dn68V999RVWrFiBoqIi3HjjjSgvL4fNZkNNTQ1aW1vbTTLweDxobW1FTk4OwuEw3n//ffzud7/D8OHDsXDhQixduhRvv/02RowYgRtuuOEkf7tEXcOwSkR0mmkBUqvKeTweNDU1dTkIiqKI5uZmfPjhh7j22mv1sHoy46a6o5oar7t7Vnfu3Im6ujpUV1fjueeeg6qqGDp0KOrr67Fo0SJ88MEHmDt3LoYNGwZVVVFbWwuz2Qy73d7uOoYMGYLi4mL84x//QE5ODm655RZkZGRg7969WLx4MbZu3Yr7778fF110ESRJwpEjR+D1euF2u2G32zFw4EDk5ubio48+wpAhQzBr1iwIgoBPP/0UL774Iux2O8aMGYPhw4fjoosuwoYNG/DXv/4VgiBg2LBh8Hq9ePfddxGJRHDbbbehoqIClZWVGD16NAYNGgTgWG/uunXr0NTUhCuuuAJDhgyBw+FAcXExgsEg3nzzTeTl5WHUqFFobGzEO++8g2XLliEzMxMjR46EyWTCsGHDMH78eKxfvx7Lli3DzJkzYTAYsGPHDrz88svYvXs3FixYgDFjxsBms2HSpElYt24dnn/+ecyZMwdGoxE7duzAhg0bMGLECMycORPvvvsufvvb36Jfv3740Y9+hAkTJgAAHnzwQfz973/H2LFjYbVakZmZ2W2/d6J4DKtERGdAMBhEMBhMuqjmeARBQCwWg9FoTDnIP/52fLKtU5O9pjMnM7O1O+zbtw+NjY246aabsGPHDtx6662w2+0IhUIQBAHz5s3DPffcg/79+6OpqQnV1dV6JTT+vWZnZ+PHP/4xfD4fFi9ejJdffhmiKCIQCKCwsBCPPvoorr/+eqSlpSEUCmHLli2wWCwYNGiQvtL+1ltvxaFDh/CrX/0KzzzzDBRFgd/vx8SJE/HTn/4UF110EQwGA2655RYcOXIES5cuxSeffAKr1QpFUSBJEu6//34UFRVhy5YtaGxshNPpRHp6OgBg27Zt+POf/4yGhgY4HA4MGTIEsizjuuuuw6FDh/DKK6/g29/+NqxWK2KxGNxuN6xWKxwOB9xuNwRBQHFxMebOnYvy8nL88pe/xO9//3tIkoS2tjaUlJTgkUcewQ033ACDwYDBgwfju9/9Lurr6/HEE09g0aJF+sKvCy64AJdeeineeustPPzwwygpKcEvf/lLXHTRRZBlGWPHjsU111yDd955B/fffz8uvvhi/PSnP+323z8RAAhqb+mgJyI6R3i9Xvz85z/Hxo0bU1YhOxtBpaoqDAYDnnrqKVx88cX6zksbNmzAnj17MHXq1G4Ll139X4QgCGhpaUFZWRkmT57cbVW2J598EosXL8bTTz+N4uJiLF26FJs2bcLYsWMxa9YsjB49GhkZGZAkCV6vF1u2bIHBYMDIkSP1EKiJRCKorKzEv/71L6xatQqKomD69Om46qqrUFRU9P/bu/O4KKvFDeDPMKDODCrmhmlSelXAcsEtbfG6oOSWWWpuN1fUFKGoW6LhhpopimR5u5aahvsCioqi5EJZLpk/S2VQEJdEZBOcgRlm+f2BvDEwAzPjqO/F5/v59Me8y5lzDlQP5z3nvKhRowYkEgkyMzMxffp03Lt3D/PmzUOnTp0gkUhQUFCAy5cvIzo6GomJiWjYsCH8/Pzw6quvokmTJsIIt8FgQFZWFs6ePYs9e/bg/PnzaNOmDQYPHowOHTqgbt26uHbtGpRKJTw8PNCyZUs4OTnh4sWL2Lp1K2rWrIkRI0agcePGAIoXY5WMusbExEClUqFXr1547bXXoNVqoVar4e3tDXd3dwCARqNBamoq9u/fj/j4eMhkMvTt2xfdu3c3aafRaERRURGuXbuGuLg4HDp0CE5OTvD19UWPHj3QuHFjpKamIi0tDc2aNYOXl5fQRp1Oh+vXr+PcuXMAgCZNmqBLly4O+ZkTlcWwSkT0mBmNRuTm5kKj0dhdhkQiQZ06deDi4iIE3rJhtaK3UTl6RNXJyQl5eXkOD6vBwcE4duwYVqxYga5du+L+/fvQarWoVq0a5HK5SfsNBgN0Oh2A4q2hLG0FVVhYCLVaDQCQyWSoUaOGyfzWS5cuITg4GPXq1UNISIjJhvc6nQ5qtRqFhYWQSqWQy+WoXr262YVuRUVFUKvV0Gg0qFatGhQKhVAvnU4HvV4vrLovWWinVqshlUohk8lM6mQwGKDRaKBWq2E0GiGTyVC9enWh/8uu3tfr9SgoKEBBQQEkEolQT3Mr9/V6vdAnEolE6BOJRAKdTgeDwQBnZ2eT19EajUYYDAYUFRUJ31/R3Gmih8FpAEREj1lJ0HwULC2gKjnnyNFUS3uxOmoMRKPR4ObNm5DJZEJ4K70IqCwnJ6dKA1Pp7Zssyc3NhVqtRp06daBQKEzOOTs7o1atWpVugl+yD6yl+pQNf0Dxfq9lR4NL17ukH6whlUrh6uoKV1dXq65VKBTl2grAYv0lEkm5gEz0qDCsEhFVIRXNgXXkgzRLe7Y6coFVYWEhsrKyUL9+fcjl8se28XxmZqawEwDfzET05Nk+s5+IiETN3EIra/ZarWhUtPSWWmWveVQh8q+//oJKpYJCoRA203/UDAYDrl69ioyMDNSsWbPcXqVE9PhxZJWIqAop2RKrdKh0xKN/a99+5UhyuRxDhgxBixYtTPZFfZQMBgOee+45jB07Vlj5TkRPFv8tJCKqIkqPoJYNrCXKbnXl6DW2jiyzcePG8Pf3F95e9ThIpVL4+fmhZ8+ekMvldm0tRkSOxbBKRFRFODk5CQteLIVGW4NkRdtnlVb6RQeOGnV1dna2uODoUZFIJBYXGxHRk8E/GYmIqoiSgGrN6KYjR0DNTT0gInIUhlUioirEmrBqb6CsrNzHtVqfiJ4unAZARFRFlN1jtWywtGf/VEsvFiiNIZWIHiWGVSKiKsLSK1qt3Q2gshcKWLrW2u8gIrIHwyoRURVR8lrM0q/hBKx/ZWplyr7CtfQ9UqkULi4ufKMRETkcwyoRURWhUChQWFiI5ORkk0VPlbEUQMseKynT3P1OTk7Iz89HUVGRA1pCRPQ3iZHPboiIqoSCggLcv38f1atXt+m+svNSzc1TrWyKgEQigV6vBwDUrFmTm+kTkcMwrBIRERGRaHHrKiIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSIiIiISLYZVIiIiIhIthlUiIiIiEi2GVSISFbVKjXO//YbEE4lIupwEg8HwpKtUqezsbCxeuAjnz59/0lUhIqpynJ90BYjIsVaEh2PNN/8td9zFxQWNnn0WvXv3hv/UKahVq9YTqJ1l+fn5WBS2ELt37oROpxOO16tXDwFBgRg1erTVZWVmZuL1bq+UOz5psj8+CA52SH1Ly8nJwXdr1qB58+Zo27atw8snInqaMawSVTE6nQ5arbbcca1WiyvJybiSnIwDB/Zj286dqFu37hOoYXkqlQrvDh2KpMtJ5c5lZmZizuzPkH47HcEff2RVeUaj0WwflA7BD6NArUZsbCx+TvwJqampyM3JAQCEL12KjRs24NnGz6Jz584YNHgw6tev/1Dftfbbb5GakooFixYCAM6eOYPIiAhEfvUVateu/dBtISISO04DIKriZDIZnJ1N/y5Nu5aGJYsWP6EalRe+dKlJUJXJZGjSpInJNd+sXo2rV6487qqVc+niRfTu2Qsz//0J/vzjDzT1aIo27YpHU5s1b44WLVrgbkYGvvh8CXq+3h2xe/c+1Pd5t26NXTt3YuAb/TD+vbF4b/QYPPNMXQZVInpqMKwSVXEJx4/hUrISUVs2o3r16sLxg3FxopgPqtPpsHP7DuFz7dq1cfjHBBxNPIGRo0YJxw0GAw4dPGhVmXXr1kXiyZPYsy/WoXXNyMjAhHHjAQCbt23DoYQjiFy1CoEffAAAeGvIECxfGYFdMTGITzgCTy8vfPxhMM6cPmP3d77ctSv2HzyIPn5++EeLFli2YjnCI1Y4pD1ERP8LOA2A6CkgkUjQ5eWX0a59e/z6yy8Aih+95+Xlwc3NDQmHjyA/Px8A0MrLE56ensK9cfsPQKPRAAD69O0DmVwunMvIyMC+vXuRnJwMiUSCl15qgzffGgyZTGZ13W7cuAGVSiV87tGrJxq6uwMoDmqboqKEc+npd6wq08nJCe6N3CF1llpdD2t8s3o1Mu7cwc6Y6Ernpjb18MCatd+hd4+eWBwWhp0x0XZ/r8fzHggInGFyLD8/HzVr1rS7zEdFrPV6HKxt+9PcR0T2YFglekrodXrcunVL+CyRSCB/EDw/X7QIKSkpAIAZQYFCWF377bdYFLZQuOdo4gk0eXDPti1bMW/OHCHIAsDWzVvwjxYt0LFTR6vr1fS5pjh5+pTwWV4qDKempppc26BBA6vLfRR+SvwJnp6eVi+icnNzg98bftiyaTNUKhUUCgUA4E56Or5e9RVO/vwzinQ6+HTwwQfBwVgRHg4fHx+MGjMGALApKgq/nvwFK1d9aVJubk4OgmYEYv3GDcLnj4PNz+dds/Y7i/XbFBWFH48kAAAkThI0bNAQI8eMhpeXV4XtsrZeJW7fvo1VkZE49cuv0BsM8G7tjfenTYN369blyvx0Vggiwpfj9OnTcJZK8XLXrpg+IwANGjY0KdPWPqysXJVKhZBPPsUzdZ9B6Ny5kEgkAIDraWkIW7AAnTt3wUT/SVa33dY+MtfHJT+bskaOHoUePXva3A/WlAcUz8let3YtDsfH427GXTRo0AC+fn0xdtw41KhRw6SOpduo1Woxf+5caDVazFsw3+QPW6KHwbBKVMVFLF8OqZMUZ8+ewc0bN4Tjnp6eqFatmsX7zpw+gyWff2723OH4eMyaORNGo/Gh6yd1lppdhFRYWGgyqiqRSODbp89Df9/DyLx7F527dLHpnqZNPR7cmwmFQoHraWkYOuRtqFQqvDVkCOo3aIATx49j6FtDcF+lglz29//glUlKHD92zKQ8tUqNCWPHIf3O36PMhYUa/JiQAC9vbzRu3BgAkHL1qvAHiCXKJCVOHD+O/gMGoEhXhGNHj2JfbCyOHD2KOs/UqfA+a+oFFAfVIYPeRGFhId4ZNgwKhRzRu6MxdMjb2LR1C9q2ayeUGX/oEE6fOoWG7g0x+K3BSE9Px47t2/FjQgJ27YkRfk9s7UNrylUoFPDt2wdBATPg7t4Ik6dOgUajwbSp7xdvTbZkiU1tt6WPLPbx8WPo0ePvEFlUVPwzer17d7v6obLygOJR35HD34UyKQn9BwxAr96+uHrlClYsC8ehuDj8sGkz5Ap5uTYWFRXh/clT8NvZs9i4KYpBlRyKYZWoitu6eYvZ4/5Tp1i8JzMzEzOmT4depzd7fsmixUJQdXNzw4KFC+HTwQcXLlx46NXvJRYtCMOd9HTh84iRI9GyVUuHlG2v2m61cceKoFHanTvpwr0AELZgAfLy8rArJhpe3t4AgIDAGZgdEmLxZ1VCq9Viir8/zp8/L0yVKG3Mv/6FYe8OB4DiHQMiVlZaP5lMJsyBVSYp0a9vX1y9ehUdn7F+dLyiei1euBBqtRrRsXvxwgsvAAAm+vtj8MCBWLrkC/yweZNJOV1f6YYvli2DVFo8hWP4u+9i2DvvYMnixVi2fDkA2/vQ2nIHDByI38+dw/LwZejQsSN2bNuGZKUSm7dttbhzRmU/E1uvK00uk+M/a/7ehi4nOwedfHyEz7b2Q2XlAcVPWZIuX8b3P2xE127dhONDhw/De6PHIHzZUnw2Z47JPTqdDtOmTsXpU6ewIeoHtH7xRavaR2QtLrAiesooFAqEzp2LgYMGmT2v1+sROD0AGRZC2c2bN00ez38Q/CHe6N8PDd3d0dvXFx7Pezx0HffH7jMZVX3t9dfx2dw5FdzxeLT38cEff1zAjevXrbpeq9XiyOEjeP6F5+Hm5gatVosTx45jwKCBQrgAikeNQ2bPFoKUOXq9HkEBM3Dxzz/Rrn37h22KwGAw4OrVq0hWKrEnOhrPPvssvEvVrTIV1Uun0+FI/GF4t26N1JRUJBxJQMKRBJz69RTatW+PX06eFOZKA8X98FloqEk/tG3XDoPefBNx+w8I27LZ2ofWlFvi05AQtG/fHhPGjsWO7dsxO/QztC8T6Kxpuz3X2eJhfpcs1lOnx949e/BGv34mQRUAunbrhj59+yJ6126TJyoGgwEB70/DyZ9+xrfr1gkj5USOxJFVoipudmgoataqCWepM+rVr4/27dsLj/HM2RQVhZzs4n1D/d54A3EHDpicv5eba/L5+ReaObS+p0+dwkcffih87tO3LyK+jISLi4tDv8cek6dMwcEDcZj+/jR8s2YN3BtZHiErUKsR8ulM3LxxAysii0c4c7KzUVRUhGbNyveZQqFAo0aNzJZlNBoR8smnSEw8gY1RUYja+ANu377tkDapVCr07dVb+Ozl5YW0tGsmAciSyuqVnZUFjUaD38+dQ2BAQLn7ZXI5MjMzhcVGDd0bwq1O+ekHnp6e2L1zF+7evQsnicTmPrSm3JL7nJ2dMea99xA4PQD16tXD0OHD7Wq7rdfZyt7fpYpkZWdBrVKjlWcrs+dbtmqJuAMHkJeXJ2ydplKpEH/oEFq/+CLatG1j83cSWYMjq0RVXP+BA/D2O+/gzbcG45VXX6kwqAIQguo/e/TAhEkTy513L/M/wR8TjpgtR5mkxNuD38JrXbvh+3XrrarrpUuXMHniJGFD/16+vTF/YRhU91XIyc4xGYWzp/yHrWOLli0RERmJZKUSPbt3x5RJ/oiMiMDuHTsBAD8lJuKrL1fh4+BgvPbKq9i7Zw9mBAUJo9gKV1cAQHZWdrmyjUYjsrLLHweAxQsXYU9MDFZ/81+zI1dGFI90OUlt/0+6q6srEk+eROLJk9i7fx/c6tTBlEn+Vs1HrqxeNR7sCjF+4gRcuPin2X9KpgYAQG5Ortnt1LIf9ItCobCrD60pt8StW7cwNzQUbdu2RU5uDuaGmh/Rr6zttl5nK3t/lyriqnCFRCJBZmam2fOZdzMhdZaaLIJ0cXHBR5/8Gxf//BMfBgaJYjs8qnoYVomoHPdG7lgaHi6siC6tbt266PLyy8Ln9WvXIXB6ANavXYdPPvoYv587BwAIDgrC+d9/x+3bt7Fg3jyzb6cqLSUlBWNHj0FeXp5w7Ej8YbzcsRM6+figk48PJk+cJJyztXxz7Cmjl29vxMUfwqgxY3D9ehr+8/Vq/Gf1agDAvthYRK6MwOlTp9GrVy9s37UTM4IChXtdXV3h6emJuAMHTHZRAIA9MTEoUKvLfV9+fj6+X7cOEV9G4pVXy79CFgDSH4zU2TNfWCKRwL2RO9wbucPL2xv9BvTHrVu3yo2g21OvWrVqoVmzZog/eKjcG8Wid+1G2Pz5JvOiCwsLEb17t8l1Go0Ge2P2wMvbG7Vq1bKrD60pt+S6qf6ToZAr8N336/FpSAi2b92KbVu22tx2W66zhz39UBm5Qo4OHTsgbv8B3Lt3z+RcTnYODsbFoWvXriZPOWrUqIEpU6di5qwQHIyLw6KwMPsaRFQBhlUiMiGVSrFiZWSFq8HnLZhvsk/kvthYhM2fj507dkD3IHyU3iYLADIyLC9MunnjBsaMHIWsrCyr62lL+Y4uo6mHB2Z9Nhv7Dx7ERWUSIU80dAAABBRJREFU9sXFAQDmLwxD0pUrOHriOJYsW2p2rmPghx/g9u3bGP/eWJw+dQqpqan4YcMGfDZrlsV9YcMWL0JfPz+z5w4dPIiwefOhUCjsmg+p0+kQu3cvYvfuxYb132P1qq/g8byH2cfmttSrREBQIFJSUjBp/HicPXMGqamp+G7NGsyaORNF2iKTNjs5OWFuaCjWr12HlJQUnD51GmPHjMFff/2FDz8KFq6ztQ+tLXd2SAiuJCdj1eqv4ebmhnHjx6PfgP6YGxqKPy5csLnttlxnD3t+lyozc/Zs5ObmYuTw4Ug4koDraWk4En8YI4YPh1qtxiczZ5q9b/zEiRg3YQLWr12Hdd9Z3i6NyB4Mq0RkIvCDIHTq3KnCa/7RogW27dyBDh1NV4w7OztDJiveh3HchAnC8ZatWqJT585my7qTno7RI0eZrPy3hrXlP+oyAMDZpXj6v7O08mUAvn36YPnKCFxJTsaIYcPh26Mnwpcuw/wFYajjZhoQJRJg5qwQDB02zGJ5EcuXIys7GytXfWnXK1gLCgoQFDADQQEzsPSLL/Bc06ZY/c1/K7zHmnqVGDhoEJaGhyPpchKGvzMUvj16YumSLzB0+HDMnhNqcq1CocCizz/HqshI9OnZCyOGDYMySYkvwpeZ7ANqSx9aW+7369YjetduhM6dixdfekm49/MlxX0ybcpU5ObkWN12W/rIXrb2gzXatm2LjZuiYDQa4T9hAnp2/ycmT5oEF2dn/LBlc4VzmUNmz0L/AQOwKGwh4vYfsHgdka0kRkdslEhET62bN24gNTUV1apVQytPT7i5uQnnzv32GzIyMvB69+42vdXKWo4o/1HX0RK9Tg+lMglFRTq08mxl8ircEslKJVq0rHi7Lr1O7/A3dVXGmnqVpdfpoUxWQlNYiGbNmwuP3kvMDZ2DmN27ce7C/0Gr1UKZVDwlo5Wnp8XFddb0oT3lVsTattvTR/ayph/skXYtDZmZxS8FeK5pU4eUSWQPhlUiInriSofK/4Vyiejx4TQAIiIiIhIthlUiIiIiEi2GVSIieuLcG7lb3IxejOUS0ePDOatEREREJFocWSUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLRYlglIiIiItFiWCUiIiIi0WJYJSIiIiLR+n9ArU+XODe53gAAAABJRU5ErkJggg==)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lt9JHmuxNmZW" + }, + "source": [ + "В Linux — новые папки внутри папки /mnt\n", + "(сокращение от mount). Учтите, что в Windows и macOS регистр символов в именах\n", + "папок и файлов игнорируется, но в Linux он значим." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wS6bpOtSOzoo" + }, + "source": [ + "**Пути в Python**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "86jP0O7JO9Bo" + }, + "source": [ + "В Windows для разделения имен папок и файлов используется символ \\ (обратная\n", + "косая черта), а в macOS и Linux разделителем является символ / (косая черта).\n", + "Чтобы не держать в голове оба варианта для обеспечения межплатформенной со-\n", + "вместимости сценариев Python, можно использовать модуль pathlib и оператор / ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kFXjAHvOPXg5" + }, + "source": [ + "Для импортирования pathlib обычно используется команда **from pathlib import Path**. Так как из всех классов pathlib чаще всего применяется класс Path , эта форма\n", + "позволяет использовать имя Path вместо pathlib.Path . Вы можете передать Path()\n", + "строку с именем папки или файла, чтобы создать объект Path , представляющий эту\n", + "папку или файл. Если крайний левый объект в выражении является объектом Path ,\n", + "оператор / может использоваться для сцепления объектов Path или строк. Введите\n", + "следующие команды в интерактивной оболочке:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "heZwD2edPscQ" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pfSbYOgFPzwd" + }, + "source": [ + "Так как этот код выполняется на компьютере с Windows, Path() возвращает объекты\n", + "WindowsPath . В macOS и Linux возвращается объект PosixPath . (POSIX — набор\n", + "стандартов для Unix-подобных операционных систем, эта тема выходит за рамки\n", + "книги.) Для наших целей различать эти два типа необязательно.\n", + "Объект Path можно передать любой функции стандартной библиотеки Python, ожи-\n", + "дающей получить имя файла. Например, вызов функции open(Path('C:\\\\') / 'Users'\n", + "/ 'Al' / 'Desktop' / 'spam.py') эквивалентен open(r'C:\\Users\\Al\\Desktop\\spam.py') ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TNSJQth3P-yV" + }, + "source": [ + "**Домашний каталог**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XoVMc_9NQD-k" + }, + "source": [ + "Многие пользователи создают папку под названием домашняя папка (home folder)\n", + "или домашний каталог (home directory), предназначенную для хранения персо-\n", + "нальных файлов на компьютере. Чтобы получить объект Path для домашней папки,\n", + "вызовите Path.home() :\n", + ">>> Path.home()\n", + "WindowsPath('C:/Users/Al')\n", + "Домашние каталоги помещаются в определенное место, которое зависит от типа\n", + "операционной системы" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hYlqBiNjQRwT" + }, + "source": [ + "* В Windows домашние каталоги хранятся в каталоге C:\\Users .\n", + "* На Mac домашние каталоги хранятся в каталоге /Users .\n", + "* В Linux домашние каталоги часто хранятся в каталоге /home ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1_Z0o4XhQcps" + }, + "source": [ + "**Текущий рабочий каталог\\папка** (CWD, Current Working Directory)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z5BucfBFQ84a" + }, + "source": [ + "Все имена файлов или\n", + "пути, имена которых не начинаются с названия корневой папки, хранятся в текущем\n", + "рабочем каталоге." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "C-FiBEZGRGQC" + }, + "source": [ + "* Path.cwd() - выводит текущий рабочий каталог\n", + "* os.chdir() - замена текущеей папки= каталога\n", + "* os.getcwd() модуля ps - выводит тек раб кат в виде строки" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f7HZG8IcReCx" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "B3s4kjBbRqzk" + }, + "source": [ + "Здесь в качестве текущего рабочего каталога выбран C:\\Users\\Al\\AppData\\Local\\Pro-\n", + "grams\\Python\\Python38 ❶ , так что имя файла project.docx будет относиться к файлу C:\\\n", + "Users\\Al\\AppData\\Local\\Programs\\Python\\Python38\\project.docx . А если сменить текущий\n", + "рабочий каталог на C:\\Windows\\System32 ❷ , имя файла project.docx будет относиться\n", + "к C:\\Windows\\System32\\project.docx ." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NmE9SPC3Ruc-" + }, + "source": [ + "При попытке выбрать несуществующий каталог Python выдает сообщение об\n", + "ошибке: FileNotFoundError" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W_KG_y93SGPY" + }, + "source": [ + "**Абсолютные и относительные пути**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "J4MBbCCUSJ5j" + }, + "source": [ + "* Абсолютный путь — всегда начинается от корневой папки.\n", + "* Относительный путь — задается относительно текущего рабочего каталога\n", + "программы." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RZGVoAxsSVrV" + }, + "source": [ + "Также существуют папки с названием . (точка) и .. (точка, точка). Это не реально\n", + "существующие папки, а специальные имена, которые могут использоваться в путях.\n", + "Точка ( . ) вместо имени папки является сокращенным обозначением для текущей\n", + "папки. Две точки ( .. ) обозначают родительскую папку" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "de6ATyKkSknp" + }, + "source": [ + "Префикс .\\ в начале относительного пути не обязателен. Например, .\\spam.txt и spam.\n", + "txt обозначают один и тот же файл." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IFFYwR23SoRS" + }, + "source": [ + "![image.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Программы и процессы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Программой называется любое приложение, которое можно запустить на ком-\n", + "пьютере: веб-браузер, электронная таблица, текстовый процессор и т. д. Процесс\n", + "представляет собой выполняемый экземпляр программы. в. В Windows Диспетчер задач вызывается комбинацией кла-\n", + "виш Ctrl-Shift-Esc . В macOS следует выполнить команду Applications  Utilities  Activity\n", + "Monitor . В Ubuntu Linux комбинация клавиш Ctrl-Alt-Del открывает приложение, так-\n", + "же называемое Диспетчером задач (Task Manager). В Диспетчере задач также можно\n", + "принудительно завершить выполняемый процесс, если он перестает реагировать\n", + "на действия пользователя" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Командная строка**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Командной строкой называется программа текстового режима, в которой можно\n", + "вводить команды для взаимодействия с операционной системой и запуска про-\n", + "грамм. Также командную строку иногда называют интерфейсом командной строки\n", + "(CLI, Command Line Interface), терминалом, оболочкой или консолью.\n", + "Программа командной строки существует в исполняемом файле на вашем ком-\n", + "пьютере. В этом контексте ее часто называют программой командной оболочки" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* В системе Windows командной оболочкой является файл C:\\Windows\\Sys-\n", + "tem32\\cmd.exe .\n", + "* В macOS — файл /bin/bash .\n", + "* В Ubuntu Linux — файл /bin/bash" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "За прошедшие годы программисты написали много разных командных оболочек\n", + "для операционной системы Unix, включая Bourne Shell (исполняемый файл с име-\n", + "нем sh ) и позднее — Bourne-Again Shell (исполняемый файл с именем Bash ). Linux\n", + "использует Bash по умолчанию, тогда как в macOS применяется похожая оболочка\n", + "Zsh (или Z Shell) в Catalina и более поздних версиях. Из-за другой истории раз-\n", + "работки в Windows используется оболочка с именем Командная строка . Все эти про-\n", + "граммы делают одно и то же: открывают окно терминала с текстовым интерфейсом,\n", + "в котором пользователь вводит команды и запускает программы" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Открытие окна терминала\n", + "Чтобы открыть окно терминала, выполните следующие действия.\n", + "В Windows щелкните на кнопке Пуск , введите Командная строка и нажмите\n", + "Enter .Командная строка\n", + "47\n", + "В macOS щелкните на значке Spotlight в правом верхнем углу, введите Ter-\n", + "minal и нажмите Enter .\n", + "В Ubuntu Linux нажмите клавишу WIN, чтобы открыть Dash, введите Ter-\n", + "minal и нажмите Enter . Также можно воспользоваться комбинацией клавиш\n", + "Ctrl-Alt-T ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "терминале появляется приглашение для ввода команд.\n", + "* В Windows в качестве приглашения используется полный путь к текущей папке\n", + "* macOS приглашение состоит из имени компьютера, двоеточия и текущего ра-\n", + "бочего каталога, обозначенного тильдой ( ~ ); далее идет имя пользователя и знак\n", + "доллара ( $ )\n", + "* В Ubuntu Linux приглашение похоже на приглашение macOS, не считая того что\n", + "оно начинается с имени пользователя и амперсанда ( @ )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Запуск программ из командной строки**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* В Windows введите calc.exe.\n", + "* В macOS введите open -a Calculator. (Строго говоря, эта команда запускает\n", + "программу open , которая затем запускает программу Calculator .)\n", + "* В Linux введите gnome-calculator.\n", + "! В Linux в именах программ и команд учитывается регистр символов, но в Windows\n", + "и macOS регистр игнорируется." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "огда вы указываете имена программ в командной строке, это равносильно за-\n", + "пуску программы-калькулятора из меню Пуск , Finder или Dash. Имена программ\n", + "работают как команды, потому что программы calc.exe , open и gnome-calculator на-\n", + "ходятся в папках, включенных в переменные среды PATH .Windows оболочка ищет программу в текущем рабочем каталоге (который указан\n", + "в приглашении), а потом переходит к проверке папок из PATH . Чтобы приказать\n", + "командной строке в macOS и Linux начать с проверки текущего рабочего каталога,\n", + "необходимо ввести ./ перед именем файла." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Если программа не находится в папке, включенной в PATH , у вас есть два варианта" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* cd название папки с программой , а затем указать имя программы.\n", + "* Введите полный путь к исполняемому файлу программы." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Аргументы командной строки**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Аргументы командной строки представляют собой текстовые фрагменты, которые\n", + "вводятся после имени команды. Они предоставляют команде дополнительную информацию или указания. Имена папок и файлов часто используются в качестве аргументов командной стро-\n", + "ки. Если имя папки или файла содержит пробел, заключите имя в двойные кавычки,\n", + "чтобы не создавать путаницу в командной строке.\n", + "\n", + "* C:\\Users часть C:\\Users является аргументом\n", + "* python yourScript.py часть yourScript.py является аргументом" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ключи командной строки (= флагами = опциями) представля-\n", + "ют собой однобуквенные или короткие аргументы командной строки. В macOS и Linux в ключах командной строки часто различается\n", + "регистр символов, но в Windows регистр игнорируется. Ключи командной строки\n", + "разделяются пробелами." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Windows ключи командной строки часто начинаются с косой черты ( / ); \n", + "* macOS и Linux они начинаются с одного дефиса ( - ) или двух дефисов ( -- )." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**информация о команде**:\n", + "* в macOS и Linux --help\n", + "* в Windows /?\n" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Выполнение кода Python из командной строки с ключом -c**\n", + "Если вам понадобится небольшой объем временного кода Python, который нужно\n", + "выполнить один раз, а потом выбросить, передайте ключ -c. -c хорошо подходит для просмотра результатов одной инструкции\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Программы Python представляют собой текстовые файлы с расширением .py . Они\n", + "не являются исполняемыми файлами; интерпретатор Python читает эти файлы\n", + "и выполняет содержащиеся в них команды Python." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Форматирование кода при помощи Black" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Горизонтальные отступы" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для создания отступов в начале строки можно выбрать один из двух символов —\n", + "пробел или табуляцию. И хотя годится любой вариант, для формирования отступов\n", + "лучше использовать пробелы. Дело в том, что эти символы ведут себя по-разному. Пробел всегда выводится на\n", + "экран как строковое значение, состоящее из одного пробела — ' ' . А символ табу-\n", + "ляции, который выводится как строковое значение, содержащее служебный символ\n", + "'\\t' , не столь однозначен.\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Так как символы табуляции представляют переменное количество пробелов, лучше\n", + "не использовать их в исходном коде. Многие редакторы кода и IDE при нажатии\n", + "клавиши TAB автоматически вставляют четыре или восемь пробелов вместо одного\n", + "символа табуляции.\n", + "Также не следует смешивать пробелы и символы табуляции для создания от-\n", + "ступов в одном блоке кода. Также не следует смешивать пробелы и символы табуляции для создания отступов в одном блоке кода." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Отделяйте операторы от идентификаторов одним пробелом\n", + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Не ставьте пробелы перед разделителями, ставьте один пробел после разделителей\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Не ставьте пробелы до и после точек\n", + "* Не ставьте пробелы после имен функций, методов и контейнеров\n", + "* Не ставьте пробел перед открывающей квадратной скобкой для\n", + "индекса, сегмента или ключа.\n", + "* Не должно быть пробелов, отделяющих круглые, квадратные или фигурные скобки\n", + "от того, что внутри\n", + "* Ставьте два пробела перед комментариями в конце строки" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Вертикальные отступы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Под вертикальными отступами понимается вставка пустых строк между строками\n", + "кода." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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HU/mRa5fqtzpbAB/Mns2770+rJHVjbk7l8gCQmJjIcy88j7e3N5hYvuH4r8dxdnHm5717eSp6OJtiYnjiySeMCgtyfcv5KtcuN5cyrl4lLjaW69ev4+LqilqtJqJvX7PncXUc2L+f06dO4eXlRfSIEbi5ucnmTm6+muuTJd9Ra+TUXmNWKBTMnD2LkdHDiYjsa1yQ8W6jXpzxyC0RICdxLyWtDzBh7DicnJT07tPHuCqmuUsZAERGRbHvp71otVoA4nfG039Af5M+ySHlq06rY2T0cAry82nfoUOlz0vZr24JAqk+5JYzqG4JguzsbDIzM8nMzKw2P1LtppaCMGUrLS2NrMws7u9SWcvOGjk1dxmPgwcO8MGs2eTm5jJ+zBgAo7SMqb6lfDXVLpVrnVbHyOHDCQtrTdvwcJYtXkJAQIBF89gUC+bNZ+Xy5bQND8fVzY2ysjLZ3MnNVzmfsrOz2bN7d6V/qampsrGwZGyWLM1iyzHfSkjTpqhbqDl29KgZGalb1IszHrklAuQk7uWk9XU6HVlZWTwaEWFUVDZ3KQOAoKAgVGo1R48cITQsjMzMTDp07GjSJzmkfD1y5Aj+/v6MHT8egDXfrDZuk7LfqXNnk0sQSPUhtyTDsOinTC5BMP29942/0lZ8swqFQiGbH6l2U0tByO0DcOGP84S1aV1lbNbIqSXLeAx6fBCubm4olU706NmTDevXVdu3lK9yYwDpXAcGBaHV6ujz6CMAeHp5om7RwqJ5LIdWq2X1qlUcPna00lLXcbGxkrnr+sADkvNVzqdevXqReKHyOj/BwcGEhIRY7Ttqbk5tPebbfW0bHk7ihUR69Owp61Ndpl4UHqi6RIAlEvdfr1zB6lWrGPlUNO07duCTefPMXsrgJv2i+hG/cycpKSlE3jjYW0t2PyPjaqUD0E2suYSDqeUMTC1BsHjZ0iqX2kB+CYfb27/+6l/VLqMgZUur06J0rDrdrZFTS5bx8PDwRKvT4ul54yB1Iw2m+pby1dHRUbL9+vXrkrkOCgpCr9Px8osvotfp+cfDD+Pt7W3xPJYiJycHd3f3SgdgkJ8zcvNVzidHpbLKHHJ2dpaNkSVjMzenth7z7Tg7OxuvmNyN1JvCczu3Stzn5uaye9euavfx9fXl9cmTefX11+n9j4dJSUmpJHHv6upa4/4jo6IYPOhxLqdcZsrbUy32SYrg4GBiN20CIPFCIqdPnarW/q1LENREmLR1m9YsXbyYl199FYVCwf6ff6ZvZM0XbLMUS/tt3lzFxYsXq7RbM6dyrFy+nPLr13lh4sRqP2uqbylfW7RoIdmek50jmeuEswk0V6mY/OY/cXZxJjg4uNp+Ab5ctgwXZ2fGjBtX7RgaN25s7Ove9vcCFY8By+XO19dXcr7K+ZRx9SoN3CsLxjreWLvIHvmEqjm19Zhv5+LFizzx5GCrjKU2qLeFx1yJ+64PPEBU30gCAwMoLCyiU6dOqFQqFAqFWUsZ3CQoKIjgJk1IT08zSsWb61OHDh0l2x/o1g03twYM6j8AHx8funXvbtI+yC9BINe33HIGaWlpJsc99MnBxrOhlau/ISgoyKy8WboURFjrMEpLSvgzKYmWrVoBFZeozMlpUGCQRct47Nm9m9LS0hoVHrklE1QqlaSvcmPw9/eXzLVKreJcQgITxo5FoVDg4enJ9Jkzad+hvcl5nJ2Zxa74+BoVHgcHBz5dsIDJr72Gd8OGlJaUsOKbVbK5MxgMkvPV1PIRUk+YmZvPe+65x+KlWW7PqT3GfJP8/HzOnDptXBX3bqTea7WZI3Gv1+vJz8vDxdW1ygqc5i5lYC2fLLFjyr65SxDYckkGa/cbv3MnG9evZ9WaNcZH1+2RU61Wi8FgMMtXqb7lfDU1httzHRcby7EjR/lk/jwAVnz9NRcvXuTDjz4yOeZVK1dy5tRpFi3+wqyxFxcV4+rmWklYVi53cvPSnDzY6ztqKqe2HvOMadNRq9U8M+bZOxpDbVLvC4+gfjFj2nSaNGnChOefq21XaoVjR48y5Z9vGReY2/vTj8yYNZsuXbvI7rNw/nw0ORreeHMyDX187OWqQII9u3fz723b+eyLz02+91fXEYVHUK8wGAzk5+dXvJdRT8nVaEhKSkKpVBIW1rrK/RJB3aW4qBilk9L4MMXdiig8AoFAILAr9eIFUoFAIBDUHUThEQgEAoFdEYVHIBAIBHZFFB6BQCAQ2BVReAQCgUBgV0ThEQgEAoFdEYVHIBAIBHZFFB6BQCAQ2BVReAQCgUBgV0ThEQgEAoFdEYVHIBAIBHZFFB6BQCAQ2BVReAQCgUBgV0ThEQgEAoFdEYVHIBAIBHZFFB6BQFAFvV5f2y6YRCwjdncjCo+VyMrKsrrNRQsX8mdSktXtbo6JYckXi61u906wRfzuhLcmv8mEseNYurhuxUkKU77K5dpUvGM3b2bZkqWV2rbExfHVsi+rfFan1bH8X1/zwoTnmP/pPHQ6XbX7mItWqyX1ypVKbdu3bePjuXPv2LYpSoqL+fTjj4l8LIKIRx7lg9lzKCwstGmf9QVReKxAWloao0eMtLrdM6fPkJubZ3W7jkolTk5OVrdrKbaK353w7rT3GTJsKGd/O1vbrlSLKV+lcm0q3ucSEli3di3jn5tQqf2v9L+4lJxc5fPvTJ1KYFAgy/71FUHBQXz+2WfV7lNT9Ho932/9jsf6PMLYZ56ttK3/gAEkXkhkx79/sNi+KQoKChgQFUVSUhKvvPoq02fO4Ndjx4iK6IsmR2OTPusTjjNmzJhRW50XFBSwfds22oaHA7ArPh43Nze8vLzIy8tj4/oNxO/cSVpqGu3ubWfcr7iomJiNGzh44CB+jf3w8fEBYN233xISEsKqFStIvHCB8PB2KBTStbWgoIA9u3dTWlpGzMaN6HQ6mjZrBsChgweJi43l2NGjeHl50djfX9b+vp/2sis+ntMnT6HV6Thx4gSBgYF4eXtbFJPS0lK2btnCj7t3c+rUKfo88gjBTYLR5GjYuGEDhw8ewsfHh0aNGnH81+NkZWURs2EDKpWalStWEBwcjLe3t/wY1q5Fo9GgUqto2bKlMRY/7tlDXm4eG75dh95goFnzZtXmri7GT4ojv/zC1b/+okmTJgCcP3+es2d+Q92ihayvrq6uZFzN4Oxvv9F/4ADjmOXmq9yclMPUXJWa+6biLeUrSOf6pz0/moz3qy+/zJS336FZs8r5T0tNxVHpSJeuXY1tJ0+cICkxiRcmTQQgPDyc+Z/O46noaNl9zCE7O5vNmzYx+unR/HL4MKOfeca4zcHBgc6dO/PGa6/x9LPPyH7PLWX2zJkcOniIgvwC4mJjSUpKYvQzT7M1bguZmdd4LCLCqv3VN2r1jCcvL4/VK1cZ/94at4VLyZcAmDB2HE5OSnr36YOfn5/xM3q9nqdHjcLVzY02bdsy7tkxpKenA7Dki8W89vIrqFRq9uzeQ0zMRpN9z5w+na+WLSM0LJR3pkzlj99/ByDl0iU6dLyP0NAwxo8Za/yFI2Xfr7EfTUJCcHJyQtVchaq5Clc3N4viodPqGBk9nIL8fNp36GBsLyoqYtjgwbi6uqJSqxj37BiSEhM5eOAAH8yaTW5uLuPHjAFg1cqVJsfQrHlzrpdfZ2vclkqxmP7e+2xYt44O93XkrcmTuZaRYdLX2opfdnY2e3bvrvQvNTXVpK8Gg4EP58wx/r108WIKiwpN+io3Zqn5ampOymFqrkrNfVPxlkMq16binZaWRlZmFvd3ub+KrScGP8nEF1+s1LZ1yxaGRUfz5htvMPjxx5kzaxYuLi7Gy21S+5iDn58fcz/+iKCgYMntIU2bom6h5tjRoxb3IUf8jp3A/y5JtmjRguT//te4TdxjujOUte2AHDqdjqysLB6NiMD/xq9QgJMnTqJUOnJfp04AdOnShX179zJy1Cj0Oh2z5sxBpVbR2L8xGdUcPN3dPfh8yWIcHR1JvHCB/fv306ZtW0aOHk3KpRRyczUEBgWSnPxffHw7S9rv0LEjjfz8+HbNWvr2i7yjMR85cgR/f3/Gjh8PwJpvVgMQv3MnXbs9wPARIwBIS01j+7btAAx6fBCubm4olU706NmTDevXAciO4aFevVAoHPnPuXOV+vby9mbewgUoFAo2x8SQnJyMf0BAnYtfcVERiRcSK7UFBwcTEhIiu0/3Hj3Izc0jKTGRgMBATvx6nE/nzzcZJ3MwNSflMDVX5ea+XLzlkMq1qXhf+OM8YW1a13jc5/84T3FxEUpHJYOHDKGsrIxLyZcoLy/HzcIfX+bSNjycxAuJ9OjZ06p2S0tLjf8Pb9eO/gMG8NKkSQCUl5ej1+lxVDpatc/6RJ0tPF+vXMHqVasY+VQ07Tt24JN583B0dESjySEzM5O1q9cA0MDdvdJlgZtf1Jqc3nt6eODoWDF5XF3dKC8vp7S0lNEjRqJWqwkMCkKjyUWv/9+vG3Psm0tGxtVKB5qb5GTnVGpv5NeIjIyreHh44uHhiVanxdPTo2KjgWrHIIV7gwbGyxUKhSNarc7k56F24ueoVOLl5VWpzdnZ2eQ+Dg4ODB02lC1xcYQ0bUrffpG4uLhYFCcpqpuTcsjFQmrug3S8rYlWp0XpaN4h4fwf5wlv147k5GQefOgh9u3dZ7eiAxW512q1Vrfb+f7OHD50mHb33sukl17ktVdfMcb7vk6dRNG5Q2r1UpuHuzuaXA0Gg4GMq1dJSEgwbvP19eX1yZPZ9dOPnDxxkpSUFABahYbi4ODA1HfeZsasmcyYNZOHevW6Iz/0ej2HDx2k8/2dOZdwDr1Oxyfz5zF2/DhcXFxqNo6cHHQyB+svly1j1YoV1doJDg4mMfECAIkXEjl96hQArdu05uiRI8ZHXPf//DOd7696OeQmlozhTrB1/G7FUaGggXuDSv8cldUfLIcMHcrOH3aw7bvvGXbjHoS5vsrN1+rm5Mrly/ly2bJqfbyJ3Ny/ya3xtgS5eDdvruLixYs1tqPValEoFGg0Go4dPUZBQQG+vr7V7lfT70NNuHjxIi3uuccqtm7lvWnTcHFxoV9UFA0auLN46VL+tXw5SqWSaTOmW72/+katnvE09PGhffsODIzqj4eHB6GhoUDFpYaovpEEBgZQWFhEp06dUKlUAKjVagYPGUL/yEjU6hYUFhYwZ+5c7rFg8iUlJRE9dChlZWX8X+/edO/Rg8LCQopLShgZPRygyq9ruXH0fqQP/SIi8G3kyz+nTKFT5/8dFLIzs9gVH8+YceNM2nmgWzfc3BowqP8AfHx86Na9O1BxyWRXfDxRfSNxdXUhvF07+kVFceH8BUk7rdu0lhxDcVExI6KjKSosJDs7m8cHDGTK21ONN6nNxV7xu5WAwEAGDxlitq/+AQGEtg4jOzOL1q0rLieZG6fuPXpIztfq5mTFQwGlvDBxYrV+ys399PR0yXjL+dqhQ0fZMcjFO6x1GKUlJfyZlETLVq2q9dXBAR6LeIyli5fw1tQp/PTjT/xz6pRq96vp96GkpIS+jzzK9evXyc7J5h89H+SlV19h6LBhAOTn53Pm1GnjZVNr0io0lJjYzbz91hQ++egjAFq2asX6mI2Et2tXzd6CajHUAQoKCgx6vb5Sm06nM2hycgzFxcWS++j1eoNGozFor2st6vPKlSuG/n0jDcXFxVX6NhgMhsLCQrNtlpWVGYqLiqq0r1yxwvDKiy/V2I5c3+Xl5Yby8vI7tmMN7Bk/W2Our1Lz1WCQn5PXr183K29Sc7+6eFuCVLx37thheGbUqBr18f477xr2/vST2f2a+32QY/r70wzfrFx1x3aqIyMjw3D1r79s3k99ok7c4/Hw8KjSplAoaGjikVQHBwcaNmxYre25H3wo2T7o8UEAstej3d3dq7V9O87OznDb/YaF8+ejydEwc/asGtuR69vcd28sGcPt1Hb87IG5vkrNV5Cfk8oaXAq8FVNz35r3T6Ti3TcykqNHjrL8X18z4fnnTO7/wouTeH7ceBLOJvmMSkMAACAASURBVKBQKPD29mb0M0+b3MeS74MUe3bvRpOTw/SZM+7ITk2Quu8quDMcDIa/93OBJ46fkGwPax1G6pUrJp8KEoj41RXKy8u5+Oefdom3wWAgPz8f7xq8S1VWVsa5hAQauLsTFhZm9fdp5CguKkbppKz2wRJB3eRvX3gEAoFAULcQkjkCgUAgsCui8AgEAoHArojCIxAIBAK7IgqPQCAQCOyKKDwCgUAgsCui8AgEAoHArojCIxAIBAK7IgqPQCAQCOyKKDwCgUAgsCui8AgEAoHArojCIxAIBAK7IgqPQCAQCOyKKDwCgUAgsCui8AgEAoHArojCIxAIBAK7IgqPQCAQCOyKKDwCgYXo9fradsEuiLUiBdamThSezTExLPlicZX2nJwcpr8/jWdGjWLZkiU26TsrK8smdm/y1uQ3mTB2HEsX1874BP+jprnOzs5m1owZJj8Tu3kzy5YstYJXdQupGG3fto2P586tBW/Mp6S4mE8//pjIxyKIeORRPpg9h8LCwtp2S3AbdaLwOCqVODk5VWn/6IMPCQjw5/MlSxg8ZIjV+01LS2P0iJFWt3sr7057nyHDhnL2t7NVttl6fIL/YU6uS0pKOH7sV9nt5xISWLd2LeOfm2At9+oEcjHqP2AAiRcS2fHvH2rBq5pTUFDAgKgoTp44wcuvvML706eReOE8URF90eRoats9wS04zphRzU87G7Nu7Vo0Gg0qtYqWLVtW2rZk8WImvjiJ4OBg3D08TNopKCjgxz17yMvNY8O369AbDDRr3gwATY6GjRs2cPjgIXx8fGjUqBE/7fmRXfHxnD55Cq1Ox4kTJwgMDMTL21u2j7y8PDau30D8zp2kpabR7t52ABQXFROzcQMHDxzEr7EfPj4+xn1cXV3JuJrB2d9+o//AARaNr6CggO3bttE2PByAXfHxuLm54eXlZbZP6779lpCQEFatWEHihQuEh7dDoTD9+0NuH7k+Mq5eZc033/DL4cOcOXOG7OxsWrZsKfn5i3/+yZ5du41+7//5ZzKuXiUkJETSl+O/HicrK4uYDRtQqdSsXLGC4OBgvG/k7dDBg8TFxnLs6FG8vLxo7O9fba4P7N/Pd1u38sfvv9O6TRtKSkrY8cMPhLUOY93ab8EBmjZrZvTh1ZdfZsrb79DsRps182NujgoKCtizezelpWXEbNyITqcz+ioVCzn7+37aKxsjBwcHOnfuzBuvvcbTzz5TxZeDBw5w9rffCAsLMzmPbM3smTM5dPAQ6enp7Nyxg6NHj/D8xIlsjtlEZuY1HouIqFX/BP+j1s94mjVvzvXy62yN22Jsi4uN5aWJk0i5dIk5s2bz0sRJxMXGmrSTl5fH9PfeZ8O6dXS4ryNvTZ7MtYwMioqKGDZ4MK6urqjUKsY9O4akxET8GvvRJCQEJycnVM1VqJqrcHVzM9nHhLHjcHJS0rtPH/z8/ICK6/xPjxqFq5sbbdq2ZdyzY0hPTzdpx9zx5eXlsXrlKuPfW+O2cCn5kkU+LfliMa+9/AoqlZo9u/cQE7PRpK9y+8j1odPqGDl8OGFhrWkbHs6yxUsICAiQ/XxzlYrNmzbx7+3buZR8iZnTZ9CyVStZXw4eOMAHs2aTm5vL+DFjAFi1cqVxe8qlS3ToeB+hoWGMHzMWTY7GZK4XzJvPyuXLaRsejqubG2VlZQBcuXyZNd+spsN9HXnz9Te4du0aUHFWkJWZxf1d7rdJfszNUV5eHjOnT+erZcsIDQvlnSlT+eP332VjIWe/uu9DSNOmqFuoOXb0aBUfNsXEsHL5clkf7UX8jp3G/w8cNIh33n2PDevWG7eJe1V1B2VtO/BQr14oFI7859w5Y9tjERH07Pkgzz79NJNeepFmzZrj7uFerS0vb2/mLVyAQqFgc0wMycnJpKam0rXbAwwfMQKAtNQ0tm/bzhtvTqaRnx/frllL336RNfJVp9ORlZXFoxER+N/49XjyxEmUSkfu69QJgC5durBv715Gjhola8fS8VnDJ71Ox6w5c1CpVTT2b0xGRka1fUjtI9fH//XujVaro8+jjwDg6eWJukULkz4tWvwFo0eMxMfHh7kff0SjRo1M+jPo8UG4urmhVDrRo2dPNqxfZ9w2cvRoUi6lkJurITAokOTk/9Kpc2fJXGu1WlavWsXhY0fxuOWMs7CwEB9fX+Z/thBHR8eKufTf/+Lv78+FP84T1qZ19Ym5gSVzxtwcubt78PmSxTg6OpJ44QL79++nTdu2krHw8e0sab9Dx47Vfh/ahoeTeCGRHj17VmpfuGgROp2uxjGxFaWlpcb//+fcOcrLy3l+4gscO3qU8vJy9Do9jkrHWvRQcJNaLzxSeHp64unpiZNSSSM/PwKDAmu0n3uDBsbLAAqFI1qtjpzsHOMXHqCRXyMyMq5a5NfXK1ewetUqRj4VTfuOHfhk3jw0mhwyMzNZu3oNAA3c3Y2XYKw9Pmv5dDMeXbp2rXE/t++ze9cuyT6CgoLQ63S8/OKL6HV6/vHww3h7e5v0KTg4mJCQEP5KTzcejE3h4eGJVqfF0/NGsbjxQ7a0tJTRI0aiVqsJDApCo8lFr5f/lZuTk4O7u3ulonMT9wYNcHSsOEjdnEsAWp0WpWPNvzaWzhlzcuTp4WH01dXVjfLy8mpjYckccHZ2RqvVVmlXKpUolbV/KOl8f2cOHzoMwMWLF7ly5Qpjx48D4L5OnUTRqUPU/myxMa3btGbp4sW8/OqrKBQK9v/8M30jK37Rebi7o8nJQafV1WhS+vr68vrkybz6+uv0/sfDpKSk0Co0FAcHB6a+8zaurq5W8Xnl8uWUX7/OCxMn/s/PXA0Gg4FrGRkkJCTY3afbkevj7G9naa5SMfnNf+Ls4kxwcLDJzwN89eWXNGrUiI733cf0995n7icfy8bCFOcSzqHX6fhk/jxyc3PZvWuXcZtUrhs3bgxAwtkE7m1/L1D9o8PNm6u4ePFipba6kh+9Xs/hQwd5YdIkk7GQo7rvw8WLF3niycFV2g8eOEBubi4DBg60yjgs5b1p03h8wED6PPoIvXv3QafXMWfWLJRKJdNmTK9V3wSVqdXCU1xUzIjoaIoKC8nOzubxAQOZ8vZUuvfoYbU+HurVi13x8UT1jcTV1YXwdu3oFxUFQEMfH3o/0od+ERH4NvLln1Om0KlzZ0k7Op2OqL6RBAYGUFhYRKdOnVCpVCgUCgYPGUL/yEjU6hYUFhYwZ+5c7rnnHovHV3GzuNR4sG3o40P79h0YGNUfDw8PQkNDLfbJWqjVask+VGoV5xISmDB2LAqFAg9PT6bPnEn7Du0lP5+VmcmGb9exfecO3Bu4M3Twk2xYv954afT2WJiidZvWFJeUMDJ6OABeXl7GbXK5/nTBAia/9hreDRtSWlLCim9WyZkHIKx1GKUlJfyZlGS8F1Xb+UlKSiJ66FDKysr4v9696d6jB4WFhbKxkMPU9yE/P58zp07z6fz5VfbbvGkTqVeu1HrhaRUaSkzsZt5+awpv3ngCr2WrVqyP2Uh4u3a16pugMg6GenLH7fr16wCSj22Xl5ej02pxa9DApA29Xk9+Xh4urq643fYggsFgIC8vD08Pzzs+pddqtRgMhiq+FhYW4u7ujoODg919kuP2PuJiYzl25CifzJ8HwIqvv+bixYt8+NFHFvkkFwtTFBUV4e4ufc9MLtfFRcW4urlW+4QfQPzOnWxcv55Va9ZUykVt5Cc1NZWJE55j05Y4XF1dK/UNpmMhh1SMZkybjlqt5pkxz1b5vE6rQ2/Qm5UjW3Pt2jUMej0BgZZfxhbYjnpTeATyzP3gQ8n2iZMm0vCWx3xrwrGjR5nyz7eMv373/vQjM2bNpkvXLnfsZ11ixrTpNGnShAnPP2eX/uRyNOjxQUx5859s37nDZn3v2b2bf2/bzmdffF6lsAkEliAKj4ATx09Itt/b/l5cXFzMtper0ZCUlIRSqSQsrDUN3E2fSd6NGAwG8vPzje8P2Rq5HIW1DiP1yhXatG1rs76Li4pROilxdna2WR+C+oUoPAKBQCCwK7X+AqlAIBAI6hei8AjqHfVFVVrw9+PvcoFKFB4Z5BSzrcFNaZnb20wdEE2pXFfn66KFC/kzKalav0ypN1sjHn/99RepqanGf7fHwB7cqaq0UBu3PTWdr9aiLuS0pmO+m5TCTSEKjwxyitnW4JUXX2Lfvr3Gv1NTUxk2eLDJJ4ZMqVxX5+uZ02fIzc0z6VN16s3WiMcTAwby/jvvMnPadGZOm052TvYd2TMXa6hKC7Vx21OT+WpN6kJOazrmu0UpvDr+9soFUKHGG9mvHxvXr8fb25vo4SNwVDpy6OBBjv/6Kw4ODjwWEWFUF163di0FhYWo1epKdvLy8tgat4WrV/9CrW7BU8OjgYqnfrbExZKXl09kVD9atGhh0p9+Uf3YFR/PI48+CsDu+Hgi+0Xh4OAg65O3tzceHp5Vxybja2lpKdu3bSM9La2SAKWU/Z/2/MjJkyfQ5OTw5bJlAPTv35+Qpk1N9qHJ0fDdd1spKiwiom8ErUJDKSgo4MD+/fj7B7B/3z669ejBgw89aNxn0eIvqrzMKJcfuXapfquzBfDB7Nm8+/60Sk/qmZtTuTwAJCYm8twLz1c86Wbiabfjvx7H2cWZn/fu5ano4WyKieGJJ58wqkrL9S3nq1y73FzKuHqVuNhYrl+/jourK2q1moi+fc2ex9VxYP9+Tp86hZeXF9EjRuDm5iabO7n5aq5PlnxHrZFTe41ZoVAwc/YsRkYPJyKyr1Eq6W6jXpzxyKn9yqn3Silmg/XUqSOjotj3016j7lX8znj6D+hv0ic5pHzVaXWMjB5OQX4+7Tt0qPR5c9Wb5fqQU/2WUwm/SXZ2NpmZmWRmZlabH6l2uX6rsyWlKg3Wyam5auOmFLZN9S3lq6l2qVybqx5uKVKq33K5k5uvcj5lZ2ezZ/fuSv9SU1NlY2EPBXlbj/lWTCmF3y3UizMeObVfOfVeKcVssJ46dVBQECq1mqNHjhAaFkZmZiYdOnY06ZMcUr4eOXIEf39/xo4fD8Cab1Ybt5mj3myqj/idOyVVv4dFPyWpEu4fEADA9PfeN/5KW/HNKhQKhWx+pNrl+n3jzcmy+wCyqtLWyKklauNyCtum+pbyVW4MIJ3rwKAgs9XDzUVO9TsuNlYyd10feEByvsr51KtXLxIvJFbq86bQbG0pyNt6zLf7KqcUfrdQLwoPVFXjNVfJGKynTg0Vl9vid+4kJSWFyBsHe0t8kiIj42qlA9BNrGUfMKn6LaUSfpPFy5ZK6obJqSXf3v71V/+qVm1cypacqrQ1cmqJ2ricwrapvqV8dXR0lGy/fv26ZK4tUQ83FznVb7k5Izdf5XxyVCqrzKGbL7fWloK8rcd8O3JK4XcL9abw3I4l6r3WVBqOjIpi8KDHuZxymSlvT7XYJymCg4OJ3bQJgMQLiZw+dapa++YqdZtS/bYllvYrpSoN9lGPNkdh21TfUr62aNFCsj0nO0cy1wlnE8xWDwf4ctkyXJydGTNuXLVjkFP9lsudr6+v5HyV8ynj6tUqahiON5ZlqC0FeVuP+XbklMLvFupt4ZFTMpZTlO76wANWVRoOCgoiuEkT0tPTjMq55vrUoUNHyfYHunXDza0Bg/oPwMfHh27du5u0D/LKxHJ9y6l+p6WlmRz30CcHG8+GVq7+hqCgILPyZkpt3BRSqtLmqkcHBQZZRW3cFLKq3yqVpK9yY/D395fMtbnq4TfncXZmFrvi42tUeBwcHCRVv+VyZzAYJOerXCzuueceySfMalNB3h5jvokppfC7hXovmWOOeq+9lKAtURQ2x44l6s1ymFL9tiWW9CulKm2PnFqisC3Vt5yvpsZwe64tVQ9ftXIlZ06dZtHiL8wau5Tqt1zu5OalOXmobQV5sP2YTSmF3y3U+8IjqF/YW1W6rmGJevjC+fPR5Gh4483JZquVC6zL30UpXBQeQb3C3qrSdZH6oB7+d+XvohQuCo9AIBAI7Eq9eIFUIBAIBHUHUXgEAoFAYFdE4REIBAKBXRGFRyAQCAR2RRQegUAgENgVUXgEAoFAYFdE4REIBAKBXRGFRyAQCAR2RRQegUAgENgVUXgEAoFAYFdE4REIBAKBXRGFRyAQCAR2RRQegUAgENgVUXgEAoFAYFdE4REIBAKBXfnbFh69Xl/bLggEAoFAgjpReDbHxLDki8VV2nNycpj+/jSeGTWKZUuW1Nhe7ObNLFuyVHLbooUL+TMpyWJf5ZAbQ22SlZVV5/qorTi9NflNJowdx9LF1ptntppLYLs4ZWdnM2vGDLP7NTfPpuJt7tjsMY9vYouclhQX8+nHHxP5WAQRjzzKB7PnUFhYaNU+7jbqROFxVCpxcnKq0v7RBx8SEODP50uWMHjIkBrZOpeQwLq1axn/3ATJ7WdOnyE3N++O/JVCbgy1RVpaGqNHjKxzfdRWnN6d9j5Dhg3l7G9nq2yzZJ6B7eYS2C5OJSUlHD/2q1n9WpJnU/E2Z2z2mMe3Yu2cFhQUMCAqiq+WfUmjRo1Y+uUyNq5fT1REXzQ5Gqv1c7ehrG0H1q1dS0FhIWq1usq2xMREnnvheby9vcHbu0b2Ppg9m3ffn4aLi4uxrbS0lO3btpGelkZ6erqxXZOj4bvvtlJUWERE3whahYZy/NfjOLs48/PevTwVPZxNMTE88eQTNG3WjEMHD3L8119xcHDgsYgI2oaHmxxDQUEBB/bvx98/gP379tGtRw8efOhBWd8LCgrY//PPNGvWnJ/37eP+LvfTo2dPAPm+v/2WyH792Lh+Pd7e3kQPH8HP+/Zx8uQJNDk5fLlsGQD9+/cnpGlT2X5N+SkVp5/2/GhWH3JxMjdGAHl5eWyN28LVq3+hVrfgqeHRxm3FRcVsiYslLy+fyKh+tGjRAgBvb288PDwl7Zkzz2w9l6wVp++/+45/PPwwDRs2BECn07H+23X8X5/eOCgUnDp5kr0//kSPB3sa55hUv9Xl2dx4y31XpHJqyRyTimt1sZPLqTX4eO5cLiVfwtXVlbHjx1ecvTk4kJaWxgdzZjNvwQKr9ne3UOtnPM2aN+d6+XW2xm0xtsXFxvLSxEmkXLrEnFmzeWniJOJiY6u1lZaWRlZmFvd3ud/YptPqGBk9nIL8fNp36GBsLyoqYtjgwbi6uqJSqxj37BiSEhM5eOAAH8yaTW5uLuPHjAFg1cqVAKRcukSHjvcRGhrG+DFjjb9YpMYAFV+m6e+9z4Z16+hwX0femjyZaxkZsv7n5eUxc/p0vlq2jNCwUN6ZMpU/fv/dZN9LvljMay+/gkqlZs/uPcTEbMSvsR9NQkJwcnJC1VyFqrkKVzc3k/3K+SkXJ3P7kIuTuTECmDB2HE5OSnr36YOfn5+xXa/X8/SoUbi6udGmbVvGPTvG5IHE3Hlmj7lkrTj99OOPJCUmUVZWRklxMZnXMtkSVzG2K5cvs+ab1XS4ryNvvv4G165dk+3XVJ7NjbdcHyCdU0vmmFRcTcVOLqfWIn7HTgBeeuVlvly6lLKyskrbDAaD1fu8G6j1M56HevVCoXDkP+fOGdsei4igZ88Hefbpp5n00os0a9Ycdw/3am1d+OM8YW1aV2o7cuQI/v7+jB0/HoA136wGIH7nTrp2e4DhI0YAkJaaxvZt2wEY9PggXN3cUCqd6NGzJxvWrwNg5OjRpFxKITdXQ2BQIMnJ/8XHt7PkGG7i5e3NvIULUCgUbI6JITk5Gf+AANkxuLt78PmSxTg6OpJ44QL79++nTdu2sn3rdTpmzZmDSq2isX9jMjIy6NCxI438/Ph2zVr69ousNm6m/JSL0xtvTja7D7k4mRsjnU5HVlYWj0ZE4O/vb2w/eeIkSqUj93XqBECXLl3Yt3cvI0eNkrRj7jyzx1yyVpxUKjVpqakc//UYaWlpDBk6FJWq4izDx9eX+Z8txNHRscLOf/+Lv7+/ZL+m5pK58TY1NqmcWjKPpeLqHxAgGzu5nFqL0tJS2rRpQ3CTJmRlZeHm1oDmzZpx/vx5ysvL0ev0OCodrdrn3UCtFx4pPD098fT0xEmppJGfH4FBgTXaT6vTonSsPKSMjKuVDk43ycnOqdTeyK8RGRlX8fDwxMPDE61Oi6enR8VGQ8UEGj1iJGq1msCgIDSaXPT66n+tuDdogEJRcWKpUDii1epMft7TwwNHx4qJ6OrqRnl5ebV93xxHl65dq/XHXD/l4mRNzI3R1ytXsHrVKkY+FU37jh34ZN48HB0d0WhyyMzMZO3qNQA0cHenWbNmsnbMnWd301xqrmpOWloax389Rl5eHilduqJuoTbauTnHahJvOcyNtynkcmoOpuIqFzu5nFqLzvd3pqCggCuXrzB4yBACAwMY+PjjnP/oI+7r1KleFh2oA5farEnz5iouXrxYqS04OJjExAsAJF5I5PSpUwC0btOao0eOGB+73v/zz3S+/37kOJdwDr1Oxyfz5zF2/LhK95BsgV6v5/Chg3S+v7NFfXu4u6PJyUFn4UHlJqbiZK0+zMXX15fXJ09m108/cvLESVJSUgBoFRqKg4MDU995mxmzZjJj1kwe6tXL4n5WLl9uvLcAd9dcUqlUHD1yhOAmTej54EPEbNxIc5XKIltyebZmvOVyas4csySucjm1Fu9Nm8aF8xdYOH8+C+fPZ/euXXz+2WcolUqmzZhu1b7uJmr1jKe4qJgR0dEUFRaSnZ3N4wMGMuXtqXTv0cMie2GtwygtKeHPpCRatmoFwAPduuHm1oBB/Qfg4+NDt+7dgYpT/l3x8UT1jcTV1YXwdu3oFxXFhfMXJG23btOa4pISRkYPB8DLy8smY0hKSiJ66FDKysr4v9696d6jB4WFhZJ9m6Khjw+9H+lDv4gIfBv58s8pU+jUubPZ/sjFydw+5OLU1MxfyDqdjqi+kQQGBlBYWESnTp1Q3TigqtVqBg8ZQv/ISNTqFhQWFjBn7lyCAoMsytGe3bspLS3lhYkTAdvPJWvGSaVWc+SXX3h+4hoaN/bny6VLmfruO7KfNzWP5fJsbrw7dOgo2d71gQdkc2rOHDMVVznkcmotWoWGEhO7mbffmsIff/zB3A8+pGWrVnz40VzC27Wzal93Ew6Gv9ndrfidO9m4fj2r1qzBwcHB2F5UVIS7e9Xr99evXweo8eOdcnasQWpqKhMnPMemLXG4urpW8t/SvsvLy9Fptbg1aHBHvpmKk7X6qCl6vZ78vDxcXF1xk7jZbDAYyMvLw9PD844uZWi1WgwGQ5Ux3w1zyRbI5dka8a4up+bMMUviao9cXLt2DYNeT0BgzW4d/J352xUegBnTptOkSRMmPP9cbbsiydwPPpRsH/T4IKa8+U+279xhZ48Edytyc2nipIk09PGxszcCQc34WxYeg8FAfn5+xXsZdZATx09Itoe1DiP1yhXatG1rZ48Edytyc+ne9vfa/D6kQGApf8vCIxAIBIK6y9/qqTaBQCAQ1H1E4REIBFUQ6u7yyF0kEhePao4oPLWILVV3baHGbI2+q1Mmrqk6sC1iJ5TLK6gNdXe4e+K0fds2Pp47t8btgqqIwlNL2Fp11xZqzNbouzpl4pqoA9sqdkK5vPbU3eHuiVP/AQNIvJDIjn//UKN2QVXqpGTO3YS9lJ3lFJltrcZ85JdfUCqVRjme8+fPk56aRu9H+sgqLJurTCynDixl31K1ZDlqQ7ncEkVueymXm6PuXtfiZEmMLImTQqFg5uxZjIweTkRk31vkh6TbAQ4eOEBubi4DBg40mef6gjjjuUPspewspd5razVmqLhu/eGcOca/ly5eTGFRxSJWphSWpZBSJjalDixl35pqybWlXG6JIrc9lMvNUXevi3GyJEaWxAkgpGlT1C3UHDt6tJIPcu2bYmJYuXy5rO/1DXHGYwXsoewspd5razVmgO49epCbm0dSYiIBgYGc+PU4n86fD5hWWJZCSpnYlDqwlP1OnTtbTS25NpXLzVXkBtsrl5uj7l5X42RujACLFd7bhoeTeCHReFZlqn3hokXodPbVNKzLiMJjBeyh7Cyl3mtrNWYABwcHhg4bypa4OEKaNqVvv0hcXFwsVli+HTl1YEvsmxuP2lSbNleRG2yvXG6OujvUzThZEiOwTOHd2dkZrVZbo3alUolSKQ63NxGX2myINZWdpdR7ba3GfJMhQ4ey84cdbPvue4ZFV9xbspbCspw6sCn71lJLvpvUpm/FVsrl5qi7Q92O053GCKr/jl68eJEW99xTo/aDBw6wfds28wfyN0WUYBtiLWVnOUVmhUJhUzXmm/gHBBDaOozszCxat664FGOuWrecMrGcOrAppWFz1ZLvkTg4QO0pl5urNH0TWyuXm6PuXlfjZK0YmYoTQH5+PmdOnTZedr6JXPvmTZtIvXJFPFxwAyGZYwesoexsSr3X1mrMprCWqq+cHVP2raWWfDeoTdtLudxcdXeoO3GyRYxAOk4zpk1HrVbzzJhnK31Wrl2n1aE36OvU4+K1iTjjsQOmJpuzszM4O1drQ6FQyKoNOzg40LBhQ4v9u4kl16CtdQCRs2PKvlzsbo9HdQrOcn2Ye5CwRixMKZcDkksGWNq3VPz6RkZy9MhRlv/r60rq7qbs2ztO9owRVI3Tnt270eTkMH3mjEqfk2sHcFQ64kj9XG1UCnHGI/jbczcpONcF5XKh7m6a4qJilE7KioJUg3ZBVUThEQgEAoFdEU+1CQQCgcCuiMIjEAgEArsiCo9AIBAI7Eq9eKpNr9ej0Who1KgR1zIyTEpulBQXk52TU6nNy8urxs/+CwR3gl6vr6IvFxAQQHl5ORqNBmdnZxo3bmx8VLikuJjcvDyCgoKAikeG9Xo9np7SArECQV2gXjxccCn5EosWLmTh54sY0C+K7TvkZcu/3/odH3/0ES1btgQgLS2VQY8/ziuvvWYvdwX1mJLiyeRduAAAIABJREFUYl556WVSU1MpKSmhVatWvDdtGocPH+JfX36FStWcy5evMGDgAF6fPJnvt37H5NdfZ/vOHbRp04b169ahydHw4ssv1fZQBAJZHGfMmDGjtp2wJRcvXiR+xw5SLqVgwMCRw7/QJKRCQVaKC+fPo1QqWbJsKU8MfpKSkhJ0Oh1tw8NvvNlfRszGjeh0OuOb1ZocDRs3bODwwUP4+PjQqFEjAAoLC/lq2Zfs2/sTx44ew2AwGLXDiouKidm4gYMHDuLX2A8fHx8KCgok+9BqtWxYt86oDrxh/XqCg4M5/8cffP/995w4ccL4r6CggMCAAGI3b+bee++tUYxM+Sk3vtzcXNauXsOe3bs4c/oMXt7e+Pn58cfvv7P9++/peN99ODg4ELt5M/n5+YQ0bSppJ3bzZpo1b07yf5O5lHyJgMAANm7YQHOViu3bthnl63fFx+Pm5sbv//kPhUVFRoXu9PR0fjl82PhDQSqucsjFNeXSJdkxyOVNylcvLy8OHTxIXGwsx44excvLi8Yyumc3cXJyYuCgQRj0Bho18mXeggU0bNiQhIQEfHx8WLBoEU8Nj+bzzxbh6eGJTqfj4p9/knIphb79IklISKC0pJSuD9Rcc0wgsDd/+3s85WVlXE65jIeHB5dTLtPQx4fCwgKz7chJrstJwwPk5uaydcsWIvv1o0vXLrw7dSq//+c/svL9cn2Ul5Wz9MaKkLvi43n/nXe5lpGBl5cXISEhpFxK4dSJE4SEhODr60thURFff/WvGo9Nzk+Ql77X6XQ0adKEPo88StNmTRkx7CnKyso4fOgwS5cs5eiRI6SnpzP/k0/Z+cMOWTuenp4smDePc+cS+OXwIdZ88w0lxcXk5+ezeuUqo49b47ZwKfkS+/bu4+yZ34ztVy5fNkrpm7ssglxc5cZgKm9SvoL5S0fUBFdXV4Y9NYz9P/8MQK+HH+b3//yHyykpd2xbILAHf/t7PG3atqVlq1YEBAbg7+9PUVEhAwcNssiWlOR648aNZZc+AHBSKvHw9ESr1eLj64OPr6+sfP8/Hn5Yso+nn1YBFUVg0cKFxsXNWrZqRctWrcjPzyflUgr9BwwAIDMzk8KCAtatXYurmxsdO3bknhtnBHJI+Qny0vdvvDmZzvd3JicnBw93D0KaNkWpVJKfn8+wp4YRs2EjzVXNGRb9FFcuXzFpZ3f8Ls6e+Y3S0lKuXv2LVWvWkJ6eTlFxsXFdE43mfwfs06dP4+fnxwPdu1Uag7nLItzk9rjKjcFU3uR8NXfpiJrS0MfHuCyzQqHg2XFj+ddXX1Va4EwgqKv87QvPJx99xK74eBp6N0Rv0FNUWERwcBOefvYZs21JSa5Xt/RBjiaHtavXUFRUiKurG0WFhSbl+6X6uMmCefMY/cwzfLdla438dXVzo6iwiEnPv8B706eZVGqW8hNML+1w9uxZThw/QVZmJoGBAZSUlJCfn88jjz7CZwsWkpaWxqw5s5n/6TyTdtp36EDspk0AdO32gFEGv6Agn507dgKQccsCYKUlJZw+fZoP5sxm5uzZxnZzl0W4ye1xlRuDKftSvlpr6Qgprly+bHygAGDwkCF8tXQZAQGBxvgJBHWVv33heWvqVK5cucIbb77Jnl27CQkJoV//qDuyeVNy/YVJk9BqtSxdvJiXX30VhULB/p9/pm/k/xaOCgwIZMasmQB8tmABO374gQGDBhnl+11dXY2fTU1NlewDIFej4VzCOd6bNq1GhcfD05PBQ4YAcC0jg9//87vJwiPl5yuvvUbrNq1lx/foY4/x6GOPATBq+AhOHD9OQX4+bm5uTHj+OYqKivDw8KCgoEDWTsbVq8TFxjJi9Cgyr13j12O/ci4hgYY+PpV8emHCX0Zfu/fowdCnhrElLo7c3Fxj+63LItwaV1NIxVVuDHL2U1NTJX29VY4/NzeX3bt21cin6khOTmb1qm9Y+Pkirly+AoCLiwvDR41k3Zq1RN84qxQI6ip/+8IDkHntGgH+AWReuya79EBNkJJcB2SXPlAoFFy+fJnnxo2jtLSM8vIy5i1YQEjTppLy/S4uLpJ9FBcVo9VpmTF7VhXFXSkcHBy4lpHB6BEjKSsrQ6lU8tkXn8t+Xs5PkJe+//XYMWbPnEXjxo3JzdXQqJEfXbs+wLq13+Lm5kZE374AZGdnk5+fL2vnheee46VXXqagoOK+2zvvvcu7b7/NZ198IeOrAyuWL+fbtWt55JFHaNy4sXGbucsiAJJxzb9ReG4fg5x9Ob03U0s7yFFUVMSQJ54kLzeX8uvXOXzoMJ8vrojF1rgtHPh5Px6eHrw3fRqdOnc2Fh6AkaNG8eWNe1YCQV2mXjxObQ2qk1yXk4a/fv06BQUFuLu7VzlA3S7fX10f5qDT6igpLcHN1a1GSwOY8lNufOXl5RQUFNDQu2GNl2MwV0JfiuKiYlxcXGT7tNYyEXJYa9kFgaC+Ui/OeKyJnOS63IHUyckJ3xs36m9HbjkDuT7MwVHpiIeHR40/b8rPm9tvx9nZ2fjouDn93CkN3E2vXWStZSKsZV8UHYGgMuKMp4aUl5dz8c8/bSq5bo8+BAKBoLYRhUcgEAgEdkU8dykQCAQCuyIKj0AgEAjsSr0pPDff8hYIBAJB7fL/7d15fFTV/f/xVyaTMCEbYQkJsmRASSCWfUepRW0Iqwpo2FQWbbVatdi6tOwqrQX9oSC2soisgQB+Qyth3+wXZLVCrQlSyNeAxJCZ7IRklt8fIVOH3HsnM5kMMPk8H4/8kTt3zjn3nJs5uXfufd8GMfFcvHiRSeMn3OxmCCGEoAFMPHt27Wbt6tWYTSY+XLqUD5cuJee7qpvu1q5Zg8lk4oPFi1m7ejVWi5Ujhw9z9IsvHO/P/CaTvbv3OH4/dPAg29LTfb4dQgjhL/x+4mneojl3tG5NUFAQce3iiGsXh+H6fTJL3l/Mi8//mrg4I7t27iI1dQMA8+bMdbz/L0uXUlRU5Ph9Y2oqK5Yt8+1GCCGEH/H7G0i7dutGs+bNWfPJaoYMTXZ6zWa1MveNN4gzxtEiugW5ubn069+fq1fL+Ppf/8JoNHLk8GHe/ON8x3veXbQIq9Xq460QQgj/4fcTjyvVicm9+/z3wVkp48azMXUj3Xt052f3D3ZKEtDr9ej1Db7bhBDCY35/qg0gLDQUs8mE1VK7I5XRY8awc8cOtqSlMWbsWKfX5DseIYSomwYx8TSJimLwA/czNCmJcY8+yskTJzTXj2oaRZ8+ffjhhzzHQ7+qbdq4kZXLl9dnc4UQwq81qMiciooKrBYLIY21QybtdjtPTJzE6LFjGPXQQ06vWS1WbHabV8IuhRCiIWpQX1YEBwdDcLDmOhs3pLJ1yxY63NmhxqQDVanPgXg/al8IIRqKBnXEUxtZmVkEBwcTZ4y72U0RQgi/JBOPEEIIn2oQFxcIIYS4dcjEI4SP2Gy2m92EW5aceGlYZOLxskXvvsu3Z8/WS9mbUlNZ8v7ieinbUw059dudsU7btImlSz6ocznuul32mW3p6fxp/nyFtYU/konHy7489SUFBYX1UnagXn9LXcbd0FO/azvWZ06fZu3q1Ux7+qk6leOJ22WfGT5iBFmZWXz2t7/fhFYJXwucPXv27JvdiNtdeXk5W7dsYffOnZw8eZL7H3iAVne0AsBsMrNh/Xr+cehzoqKiaNasGceOHuPKlSukrl9PXJyRFcuX06pVKyIjI/n80CE2p6XxxZEjRERE0OJ6pM/a1asxm83EGeO48847ASguLmb3rl0UFhSyfs1abHY7bdu1VW1ncXExu3bupLz8GqkbNmC1WmnTtmp9tXqhKsW7devWrFy+nKzMTBIT72bfnr3syMjg1ImTWKxWjh8/TkxMDBGRkV7pU7W2FhcXsy09nc6JiQDsyMggJCSEiIgI1f44cvgwly5d4o7WrYGqxPGvvvwnxvbtATh44ACfbt3Kv7/+moROnQgKClIcN62xListI3XDeg4dPETzFs2JiopybMsLzz/PK6+9Ttu2/x0bf9hnQH2/cXefCQgIoGfPnvzmxRd5/Mkn0Onkf2J/JqNbR1aLlQkp4yguKqJL165Or5WWlvLo6NEYDAbijHFMfXIyZ7OyOHTwIG/OnUdBQQHTJk8GYOWKFQBkX7hA127d6dgxnmmTp2A2mQFo264dlRWVbN28xVF+YWEhs/4wg/Vr19K1ezd+N306P+Tmqra1sLCQObNm8ZelS+kY35HXX3mVf3/9tWa9oJzirZX6rSQ/P59dO3c6/eTk5Ljd1sLCQlatWOlYb+vmLVw4f8Flf6gljr+zYCErli2jc2IihpAQrl27pjpuamNts9l4fOJEDCEhdOrcmalPTubSpUtA1X/4V/Ku0Kt3L8f6/rLPaNXtyT7Tuk0bjO2NfHHkiGp7hH9oUDeQ1ofDhw8THR3NlGnTAPjk41WO1zK2b6dPv76MGz8egIs5F9mWvg2AUQ+NwhASgl4fxICBA1m/bi0AEyZNIvtCNgUFZmJiYzh//j9ENe3JvYMGodMF8q8zZ5zqj4iMZMG776DT6diUmsr58+eJbtlStb2hoWG8t2QxgYGBZGVmcuDAATp17qxaLyineGulfispKy0lKzPLaVmrVq1off0opLZtHT5ihGY9Sv2hljhusVhYtXIl//jiCGFhYY4yNqelKY5bn759Fcf6xPET6PWBjnil3r17s2/vXiZMnEjmv78hvlOCUxv9ZZ/RqtvTfaZzYiJZmVkMGDhQtT3i9icTTx3l5l52JFzfyJRvcnqtWfNm5OZeJiwsnLCwcCxWC+Hh1z/w7FWnXyaNn4DRaCQmNhazuQCbTftqn9DGjR2nJXS6QCwuglDDw8IIDKxKXjAYQqioqKhVvUop3u4I1OuJiIhwWhbsIkVCqa2uqPWHUuL4Dz/8QGhoqNOkA+rjpjbWZrOJvLw8Vq/6BIDGoaGO02oWqwV9oPOfmT/sM+C6bk/2meDgYCwWS63XF7cnOdVWR61atSIrKxOoSj04dfKk47WETgkcOXzYcRntgf376dmrl2I5AGdOn8FmtfL2wgVMmTaVRo0a1Vu7bTYb//j8ED179fS4XndSvwN1OhqHNnb6Cazl4yV+3Naw0FDMBWbsdju5ly9z+vTpWpWhlDjeokULAE5/9d8y7Ha76ripjfVdHTsSEBDAq6+/xuy5c5g9dw73DhoEQLt2cZw7d86pLf6wz3hat6t95ty5c7Tv0MGr7Ra3HjniqaO+/foREtKYUcNHEBUVRb/+/R2v3TtoEDsyMhg2JBmDoRGJd9/N0GHDyPwmU7GshE4JlF29yoSUcQCOI4Sy0jLGp6RQWlJCfn4+D40YySuvver0JW9tnT17lpSxY7l27Ro/GzyY/gMGUFJSolivKz9O/W7arCm/feUVevTsqbhuy5gYRo8ZU+e2AnTp0pWRw4YTFhZGx44da1VWdeJ4Zmam45RYQEAAf37nHaa/+CKRTZpQfvUqyz9eqTpudrtdcayNRiOjx4xheHIyRmN7SkqKeWP+fDp06EB8QjzlV6/y7dmz3HnXXYB/7DNadWvR2meKior48uQp/rxwodttFLcZu/CKkpIS1dcqKirsFRUVXimrLr777jv78CHJ9rKyMrvNZvNavdeuXbOXlZbWtXlOXLW1uLhYcbkam81mnzR+gv3TrVsVXy8tKbVbrVanZWrjptZPNpvNbjab7ZZKi9Py7Z99Zn9i4sQa7fWHfcbTupX2mVkzZto/XrHSk2aK24wc8XhJaGio6mvu3kehVVZtzH/zLcXlox4aBeD0RFVv1Fub1G9PqbX1xu9ltLhKHAdoHFrzURlq46bWTwEBATRp0qTG8iHJyRw5fIRlf/2Ip37xtMtytOpWc7P2GU/rvnGf2bVzJ2aTiVlzZrtdlrj9SEioHzp+7Lji8viEeHK++85xRdKtrKKignPffuuVtt4KieN2u52ioiIivXSfk7fd7H2mrLQMfZDe5QUnwj/IxCOEEMKn5Ko2IYQQPiUTjxBCCJ+SiccHapvgXFpaSkFBgdPvhYWuwyO9nUBc27Tk77//npycHMdPbe7nEUIImXjqmTsJzv/z6acsfu89x+9b0jbzweIlLt/n7QTi2qYlPzxiJDNe/z1zZs5izsxZ5JvyvdYGIYT/ahCXU5eVlrFlcxqFhUUkDxtK+/btOffttxw/dpzHxqUAVXeIGwwG+vbrB1QlFp86eZKIiAhSxo8nJCREsZzi4mIO7N9P27bt2L9vH71693LkTO3ZtZsTJ45jNpn4cOlSAIYPH07rNm3can9xcTEHDxwgOrolB/bto9+AAdxz7z1AVQJxcUkJRqOxxvuUtsFsMvPpp1spLSklaUgSd12/AbO8vJxt6elcunjREXCp1X/VFi1+v8aNg2vXrCF56FA2rFtHZGQkKePGE6gPVF2u1ia19QEOHTxIQUEBI0aOdKsvhRA3n98f8aglB7eLi2PTxo38bds2Lpy/wJxZsx13lislFquVo5Xe626CsxqtRGGlBGK1bXA3dVmr/6rl5+eTl5dHXl6eY5lSMrHacrU2aZUDsDE1lRXLlrndl0KIm8/vj3i0koMXLX6fSeMnEBUVxfw//ZFmzZqpJhYfO3pMsZyf3nefanqvuwnOWtQShZUSiL2Vuuyq/wBm/WGGI0By+ccr0el0isnEoJxyrZbG/JuXp6uWA/DuokVYrfKdkhC3I7+feLSSg6tj+b+/dMnxwWoymRQTi7XK8SRFWYkuQOcIhwSwWq0EXQ/SdCdRWG0b3E1dBu3tBli89APFjC61ZOIbl3/0l78qtslVOXq9Hn0tQ0aFELcWv//L/XFysMFgcHrtLx9+SLNmzejWvTuz/jCD+W//ySmx+CddfgJU3XWuVs6PH2ZWnd77y2efdSz7cRpv9fcTau5ofQfb0tMdv3/1z39y3+Cfub3NatuQ0CmBDxYv5vkXXkCn03Fg/36GJCfTtGlT0jZuBGqmJWv1nzeotckV+Y5HiNuX3088asnBV/LyWL9mLdu2f0Zo41DGjn6E9evWMW78eMXEYrVyGjVqpJreC+4lOA+85x62pG1m2JAhBAUFExcXx7Dhw/n+++8V11dLIO4/YIBXUpe1+q/D9ej6sY+MdhyJrVj1MbGxsW6Nj1qbXNm0cSM5330nE48Qt6EGE5ljt9spLCwkPCzc5ZFHtbLSMgwhBqfnv99YTk5ODs889TQbt2zGYDAQEBCgWFZFRQVWi4WQxjXDKG9UWVmJ3W73Sm6V0jZUVlYCNYMoS0tLVQMfPek/d6i1SY3VYsVmt3n1MnIhhG/4/RFPNbXkYC1KicVq5Wil94J7Cc7e/DD1RuoyeNZ/7nB3mwP1gQTi/QlQCFH/GswRT33xZoqyEEI0BDLxCCGE8Cm/v4FUCCHErUUmHiGEED4lE48QQgifkolHCCGET8nEI4QQwqcazH089UXrsQgAnx86xLGjRwkICODnSUl0TkwEqhKnt27ewuXL32M0tnc8nkFtuRBC+As54qkjrcciAGRfuEDXbt3p2DGeaZOnYDaZAXhqylSCgvQMvv9+mjdv7lhfbbkQQvgLOeLxArXHIgBMmDSJ7AvZFBSYiYmN4fz5/xDVtCdWq5UrV67wYFKSUzqz2nIhhPAXcsTjBTc+FsFSaQGqnuo59pHRLHn/ffbs3oPZXIDNVnW/7kcrlmOz2ZjwWArTX3rJ8WwZteVCCOEvZOLxourHIvTsVZU+feb0GWxWK28vXMCUaVNp1KiRY92mTZvy0vTp7NizmxPHT5Cdna25XAgh/IWcavMCtcciJHRKoOzqVSakjANwPDDNarUybEgyMTEtKSkppUePHsTFxakuF0IIfyJZbXVUm8ciKD1uwGazUVRYSCODwSnZWm25EEL4Czni8RKtSULpcQM6nY4mUVG1Xi6EEP5CjnjqSB6LIIQQ7pGJRwghhE/JVW1CCCF8SiYeIYQQPtWgLy743fSXMZvNdO/RnWefe+5mN0cIIRqEBn3E8/uZMxjz6Fi++udXN7spQgjRYDSII56y0jK2bE6jsLCI5GFDad++PQCRkZGEhYXXWF8tIVqtHIBDBw9SUFDAiJEjfbNRQghxm/L7Ix6bzcbjEydiCAmhU+fOTH1yMpcuXdJ8j1JCtKtyNqamsmLZsnrdFiGE8Ad+P/GcOH4CvT6Q7j160C6uHb1792bf3r2a76lOiI4zGrn/wQdqVc67ixaxYdOmet0WIYTwB35/qs1sNpGXl8fqVZ8A0Dg0lLZt22q+56MVy1m1ciUTHkuhS7euvL1ggcty9Ho9er3fd6cQQtSZ339S3tWxIwEBAbz6+msYDIZavac6IfqFl15i8E/vIzs722U58h2PEELUjt9PPEajkdFjxjA8ORmjsT0lJcW8MX8+sTGxjE9JobSkhPz8fB4aMZJXXnuVPn37KiZE63Q6xXI6dOgAwKaNG8n57juZeIQQwoUGE5ljt9spLCwkPCycQH2g5rpaCdFq5VgtVmx2G0FBQfXSfiGE8BcNZuIRQghxa/D7q9qEEELcWmTiEUII4VMy8QghhPApmXiEaMBsNtvNbsItS77+rj8y8XjJptRUlry/WPE1k8nErBkzeWLiRJYuWeLVen83/WWemjKVDxbXrLs+63VVt1Z/ACx6912+PXvWZR1XrlypUxvrUre7XG3zzaDVf2mbNrF0yQeKr9VXH8Ht00/b0tP50/z5N6E1/k8mHi8J1OtVL6X+45tv0bJlNO8tWcLoMWO8Wq9WwnZ91uuqbq3+APjy1JcUFBRqln/x4kUmjZ9Q53Z6UrcnXG2zr2n135nTp1m7ejXTnn5K8fX66iO4ffpp+IgRZGVm8dnf/n4TWuXf/P4GUl9Yu3o1xSUlGI1GxdezsrJ4+pe/IDIyEiIjNctyNxlbLWHbnXoP/+//otfr6d2nDwDffPMNl3IuMviB+wH4/NAhjh09SkBAAD9PSqJzYqJm3Wr9UV5ezrb0dC5dvOgUsKpU/p5duzlx4jhmk4kPly4FYPjw4bRu00YzJVyNWt1mk5lPP91KaUkpSUOSuKtjR44dPUZwo2D2793LYynj2JiaysOPPEybtm1V+0Jpm4uLizl44ADR0S05sG8f/QYM4J5779FsZ3FxMQf276dt23bs37ePXr17MWDgQM1xWLtmDclDh7Jh3ToiIyNJGTee/fv2qfYfwJvz5vH7GTNp1KiRR30E3LR+8lYfBeoDNfcznU7HnHlzmZAyjqTkIQQG/ve+PUkqqRs54vGCtu3aUVlRydbNW5yWb05L47lnniX7wgXemDuP5555ls1paZpleZKMfSN367Xb7bz1xhuO3z9YvJiS0hLH79kXLtC1W3c6doxn2uQpmE1mt/vDarEyIWUcxUVFdOna1Wl9pfKbt2jOHa1bExQURFy7OOLaxWEICfEobVyt7tLSUh4dPRqDwUCcMY6pT07mbFYWhw4e5M258ygoKGDa5MkArFyxQrMvlLa5sLCQWX+Ywfq1a+navRu/mz6dH3JzNdtaWFjInFmz+MvSpXSM78jrr7zKv7/+WrPuJe8v5sXnf01cnJFdO3eRmrpBtf+g6j/8K3lX6NW7l8d9BNy0fvJWHwGa/QTQuk0bjO2NfHHkiFMbJI2+buSIxwvuHTQInS6Qf50547T850lJDBx4D08+/jjPPvcr2rZtR2hYqGZZ1cnYDyYlER0dDTgnYwOOZOwJEycqluFuvf0HDKCgoJCzWVm0jInh+NFj/HnhQsfrEyZNIvtCNgUFZmJiYzh//j9ENe3pVn8cPnyY6OhopkybBsAnH6/SLL9Hz540a96cNZ+sZsjQZMe6x44ec6svtOrO2L6dPv36Mm78eAAu5lxkW/o2AEY9NApDSAh6fRADBg5k/bq1mn2htg9EREay4N130Ol0bEpN5fz580S3bKnaVoDQ0DDeW7KYwMBAsjIzOXDgAJ06d1at22a1MveNN4gzxtEiugW5ubl07dZNsf8AMv/9DfGdEurUR795efpN7Sdv9BGg2U/VOicmkpWZ5Tiqgqo0eqvVqjWMQoNMPPUoPDyc8PBwgvR6mjVvTkxsjMv3eJKMXdd6AwICGPvoWLZs3kzrNm0YMjTZcQqmvLycSeMnYDQaiYmNxWwuwGZz/2qf3NzLjon0x9wt35O0cbW6Tfkmp+XNmjcjN/cyYWHhhIWFY7FaCA8Pq3rR7llfhDZujE5XdWJBpwvEYnH9YRUeFuY4rWMwhFBRUeGy7urtqD5dqsVitaAPdP7Td7ePqt2sfqrvPvqx4OBgLBaL0zJJo68bOdV2i6lOxt6xZzcnjp+okYw9e+4cZs+dw72DBnlcx4plyxzns6uNGTuW7X//jPRP/4dHU1Icy8+cPoPNauXthQuYMm2q03cC7mjVqhVZWZkAZGVmcerkSZflh4WGYjaZsP7oQ8iTvlCrO6FTAkcOH3ZcUnxg/3569uqlWo63+qK2bDYb//j8ED179fSobqX+A2jXLo5z5845LfNWH4Fv+6mufQTq/VTt3LlztL8eBlzt0MGDbEtPr3P7GyqZsuuorLRMMeW6/4ABbpdltVrdSsZWS9h2VfeunTspLy/nl88841gW3bIlHRPiyc+7QkLCf0/DJHRKoOzqVSakjAMgIiJCc7u7du2muLxvv36EhDRm1PARREVF0a9/f83yAZpERTH4gfsZmpRE02ZN+e0rr9CjZ0/NlHAlanXfO2gQOzIyGDYkGYOhEYl3383QYcPI/CZTsRx3+6KNiyMxNWfPniVl7FiuXbvGzwYPpv+AAZSUlKj2kxq1/otPiKf86lW+PXuWO++6y6M+0uKLfvJWH2n1E0BRURFfnjzldOoZJI2+riQk9BbjSTK2uywWC3a73a1LWktLSwkN1f5+qi7laJVfUVGB1WIhpHFjxzJP+kKtjsrKSoBa94e3+kJJTk4Ozzz1NBu3bMZgMBDZi0BSAAAMPklEQVQQEFDnupX6L2P7djasW8fKTz5xqsNbfeRpW2ujPvoIlPtp9sxZGI1Gnpj8pNO6kkZfN3LEc4vR6XQ0iYpSfC0gIIAmTZrUuQ5Pzk176wNErRyt8oODgyE42GmZUl/Mf/Mtxfc/8+wzNImKUq3D3Q+PuvaFVjur3fhPR13qVuq/IcnJHDl8hGV//YinfvG0y/I9+YCtr34a9dAowLt9BDX7adfOnZhNJmbNmV1j3UB9IIF4/s9fQydHPMJvHD92XHH5T7r8pN6/j3GHVjsDAgI49+23dOrcud7bYbfbKSoqqrrP6xak1k/xCfHkfPddvfdRWWkZ+iB91YQkvEomHiGEED4lV7UJIYTwKZl4hBBC+JRMPH6sPpKdhRCirmTi8VP1lewshBB1FTh79uzZN7sRwrW1a9bQunVrVi5fTlZmJomJd6PT6SgrLSN1w3oOHTxE8xbNiYqKYs+u3ezIyODUiZNYrFaOHz9OTEwMATod29LTHYm9OzIyCAkJISIiQrX84uJidu/aRWFBIevXrMVmt9O2nWc3RgohBMgRz21DKV1XLalZLXG3sLCQVStWOsrcunkLF85fUC0fPEtYFkIILXID6W1CKV1XK7VaKXE3JyfHrfKreZKwLIQQamTiuY3cmK67c8cOt5Oa3Sm/micJy0IIoUYmntvYj5OaDQaD02s/TtytzjILCw3FXGDGbrfzQ24up0+fvhnNFkI0cDLx3MaMRqNqUrNa4m6XLl0ZOWw4YWFhdLz+CGMhhPAliczxA1pJzUqJuyUlJYSGhtZI9RVCCF+QiUcIIYRPyeXUQgghfEomHiGEED4lE48QQgifkolHNDg2m+1mN0EIj/jLV/Iy8ajYlJrKkvcX10vZly5dwnrDTZiXLl3S/ED83fSXeWrKVD5YXLNNrtq66N13+fbsWZft0kqz9kZ/fP/99+Tk5Dh+buwDX0jbtImlSz7w+P1a42AymZg1YyZPTJzI0iVL6tLMBq22+6u33ApjWttt3paezp/mz6+3dviKTDwqAvV6j54zXxu//tVz7Nu31/F7Tk4Oj44erXl58+9nzmDMo2P56p9fud3WL099SUFBoWabXKVZe6M/Hh4xkhmv/545M2cxZ+Ys8k35dSrPXWdOn2bt6tVMe/opj8vQGoc/vvkWLVtG896SJYweM6YuTW3QarO/etOtMKa13ebhI0aQlZnFZ3/7e721xRcaxA2ka9esIXnoUDasW0dkZCQp48YTqA/k80OHOHb0KAEBAfw8KcmR2rx29WqKS0owGo1O5RQWFrJ18xYuX/4eo7E9j41LAaqezb5lcxqFhUUkDxtK+/btNdszdNhQdmRk8MCDDwKwMyOD5KHDCAgIUG1TZGQkYWHhNbdNpa3l5eVsS0/n0sWLXLp0ybFcqfw9u3Zz4sRxzCYTHy5dCsDw4cNp3aaNZh1mk5lPP91KaUkpSUOSuKtjR4qLizl44ADR0S05sG8f/QYM4J5773G8Z9Hi94mIiKjV+KgtV6rXVVkAb86bx+9nzKRRo0Yej6naOABkZWXx9C9/QWRkJERGKq4DcOzoMYIbBbN/714eSxnHxtRUHn7kYdpcjztSq1utrWrL1fal3MuX2ZyWRmVlJY0MBoxGI0lDhri9H7ty8MABTp08SUREBCnjxxMSEqI6dmr7q7tt8uRv1Btj6qtt1ul0zJk3lwkp40hKHkJgYGCNNtwOGsQRj1rycvaFC3Tt1p2OHeOZNnkKZpMZgLbt2lFZUcnWzVucynlqylSCgvQMvv9+mjdvDqCaEK0ledgw9u3Zi8ViASBjewbDRwzXbJMapbZaLVYmpIyjuKiILl27Oq2vVL5amrVWHaWlpTw6ejQGg4E4YxxTn5zM2awsl2nW+fn55OXlkZeX53J8lJar1euqrIsXL3Il7wq9evdy6g9vjOnmtDSee+ZZsi9c4I2583jumWfZnJamuv6hgwd5c+48CgoKmDZ5MgArV6xwWbdSW7WWK4211WJlwrhxxMcn0DkxkaWLl9CyZUuP9mMt7yxYyIply+icmIghJIRr166pjp3a/qrWpvz8fHbt3On0Ux2A662/UXfHtL63+cdat2mDsb2RL44ccWNEbi0N4ohHLXl5wqRJZF/IpqDATExsDOfP/4eopj25d9AgdLpA/nXmjFM5VquVK1eu8GBSkiNQUyshWk1sbCxxRiNHDh+mY3w8eXl5dO3WTbNNapTaevjwYaKjo5kybRoAn3y8yvGaUvk9evZUTLPWqiNj+3b69OvLuPHjAbiYc5Ft6dt4NOUxzTTrWX+Y4fgvbfnHK9HpdKrjo7Rcrd7fvDxd9T0Amf/+hvhOCTW2zRtj+vOkJAYOvIcnH3+cZ5/7FW3btiM0LFR1zABGPTQKQ0gIen0QAwYOZP26tS7rVmqr2jaA8ljHxMZisVi5/8EHAAiPCMfYvr1H+7Eai8XCqpUr+ccXRwgLC3Ms35yWpjh2ffr2Vdxf1do0aNAgsjKznOps1aoVrVu39trfqLtjWt/bfGNbOycmkpWZxYCBA1XbdCtrEBMP1ExeLi8vZ9L4CRiNRmJiYzGbC7DZtK8Y+WjFclatXMmEx1Lo0q0rby9YgNls8igheuiwoWRs3052djbJ1z/sPWmTktzcy04fQNW8VT6AKd/kVEez5s3Izb0MaKdZL176QY1TbaCejH3j8o/+8lfVerXKslgt6ANr7u7eGNPw8HDCw8MJ0utp1rw5MbExqutWCwsLx2K1EB5+/UPq+jBo1a3U1sDAQMXllZWVimMdGxuLzWrl+V/9CpvVxk/vu4/IyEiP92MlJpOJ0NBQpw9gUN9n1PZXtTYF6vU19qHg4GDVPvJk29wd0/re5hsFBwc7zpjcjhrMxHOjM6fPYLNaeXvhAgoKCti5Y4fL9zRt2pSXpk/nhZdeYvBP7yM7O1szIVpL8rBhjB71EP+X/X+88tqrHrdJSatWrUjbuBGArMwsTp086bJ8pTRrLQmdEvhg8WKef+EFdDodB/bvZ0hyzaMlb/O03nbt4jh37lyN5d4cUzUrli2jorKSXz7zjMt1tepWamv79u0Vl5vyTYpjffqr07SLi2P6y78luFEwrVq1clkvwIdLl9IoOJjJU6e63IYWLVo46vpJl58AVZcBq41d06ZNFfdXtTblXr5M49DGTnUG6vWqfeTt8YSaY1rf23yjc+fO8fAjo72yLTdDg514EjolUHb1KhNSxgE4/oMqKy1jfEoKpSUl5Ofn89CIkbzy2qv06duXYUOSiYlpSUlJKT169CAuLg6dTqeaEK0lNjaWVnfcwaVLF0m8+26P2tS1azfF5X379SMkpDGjho8gKiqKfv37a5YPqKZZq9V976BB7MjIYNiQZAyGRiTefTdDhw3j4sWLmts99pHRjqOhFas+JjY21q1xU6vXlfiEeMqvXuXbs2e58667gKpTVO6MaWxMrGJf9B8wQLPuXTt3Ul5eXquJRy1xPC4uTrGtatsQHR2tONZxxjjOnD7NU1OmoNPpCAsPZ9acOXTp2kVzP87Pu8KOjIxaTTwBAQH8+Z13mP7ii0Q2aUL51ass/3il6tjZ7XbF/VUrfV3pCjN3x7NDhw6q+7e7Y+qLba5WVFTElydP8eeFC12Oxa2qwYeElpaWEhqqfT6+ms1mo6iwkEYGAyE/+vIdtBOi67NNnpSjVb5SmrWWyspKgHq79Nyb9WZs386GdetY+cknjkvXfTGmFosFu93uVluV6lZrq9Y23DjWm9PS+OLwEd5euACA5R99xLlz53jrj3/U3OaVK1bw5clTLFr8vlvbXlZahiHE4PhnA9THTm2/dGccfPU3qjWm9b3Ns2fOwmg08sTkJ+u0DTdTg594RMMye+Ys7rjjDp76xdM3uyk3xRdHjvDKb3/HiJEjAdi7Zzez586jd5/equ95d+FCzCYzv3l5Ok2ionzVVKFg186d/C19G//v/fdu68eayMQjGhS73U5RUVHVfRkNVIHZzNmzZ9Hr9cTHJ9T4vkTcuspKy9AH6R0XU9yuZOIRQgjhUw3iBlIhhBC3Dpl4hBBC+JRMPEIIIXxKJh4hhBA+JROPEEIIn5KJRwghhE/JxCOEEMKnZOIRQgjhUzLxCCGE8CmZeIQQQviUTDxCCCF8SiYeIYQQPiUTjxBCCJ+SiUcIIYRPycQjhBDCp/4/JxVS56kYi5sAAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Несмотря на отсутствие комментариев, описывающих эту часть кода, пустые\n", + "строки показывают, что группы концептуально изолированы друг от друга. Первая\n", + "группа ❶ проверяет символ @ в параметре value . Эта задача отличается от задачи\n", + "второй группы ❷ , которая разбивает строку с адресом электронной почты из value\n", + "на две новые переменные, user_part и domain_part . Третья ❸ и четвертая ❹ группы\n", + "используют эти переменные для проверки пользовательской и доменной части\n", + "адреса электронной почты соответственно" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "( ; ) может использоваться для разделения нескольких команд в одной строке. \n", + "print('What is your name?'); name = input()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для команд, завершающихся двоеточием (например, if , while , for , def и class ),\n", + "однострочный блок, как вызов print()." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Аналогичным образом можно импортировать несколько модулей одной командой\n", + "import: import math, os, sys" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Установка Black : python -m pip install --user black" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ключ -m приказывает Python запустить модуль pip как приложение (некоторые\n", + "модули Python имеют соответствующую настройку). Чтобы убедиться в том, что\n", + "установка прошла успешно, выполните команду python -m black . На экране должно\n", + "появиться сообщение « No paths given. Nothing to do » вместо « No module named black »." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AwXjsJPoS6yT" + }, + "source": [ + "Регулировка длины строки Black." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Чтобы приказать Black форматировать код\n", + "с 120-символьной (например) строкой, используйте ключ командной строки\n", + "-l 120 (буква l в нижнем регистре, не цифра 1). В Windows команда выглядит\n", + "примерно так:\n", + "C:\\Users\\Al>python -m black -l 120 yourScript.py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Black автоматически изменяет все строковые литералы в вашем коде так, чтобы\n", + "вместо одинарных кавычек они заключались в двойные кавычки.Но если вы хотите, чтобы ваши строковые литералы остались в том виде, в котором\n", + "они были написаны, а тип используемых кавычек не изменялся, передайте Black\n", + "ключ командной строки -S (обратите внимание: буква S в верхнем регистре). Также можно использовать ключи длины строки -l и -S в одной команде" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Предварительный просмотр изменений, вносимых Black**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "можно просмотреть изменения, которые внесет Black, без фактического из-\n", + "менения файлов; для этого следует запустить Black с ключом командной строки\n", + "--diff . В Windows это выглядит так: C:\\Users\\Al>python -m black --diff yourScript.py\n", + "![image.png](attachment:image.png)\n", + "Знак «минус» означает, что Black удалит строку weights=[42.0,3.1415,2.718] и за-\n", + "менит ее строкой, которая выводится с префиксом «плюс»: weights = [42.0, 3.1415,\n", + "2.718] . Учтите, что после того, как вы запустите Black для изменения файлов с ис-\n", + "ходным кодом, отменить внесенные изменения уже не удастся. Необходимо либо\n", + "создать резервные копии вашего исходного кода, либо воспользоваться системой\n", + "контроля версий (такой как Git) перед запуском Black." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Отключение Black для отдельных частей кода Добавив комментарии # fmt: off и # fmt: on\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Поиск запахов в коде = источнки ошибок" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Дублирование кода - усложняет редактирование кода: изменение в одной копии должно быть внесено во все его дубли в программе. Если вы забудете где-то внести изменение или вы внесете разные изменения в разных копиях, в вашей программе, скорее всего, возникнет ошибка." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проблема дублирования кода решается дедупликацией — код преобразуют так,\n", + "чтобы он встречался только в одном месте программы — обычно в функции или\n", + "цикле. В следующем примере я переместил дубликат в функцию, а затем повторно\n", + "вызывал эту функцию, дублирующийся код был перемещен в цикл, можно объединить два приема и совместить функцию с циклом." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Константы представляют собой переменные, имена которых записаны\n", + "в верхнем регистре, это означает, что они не должны изменяться после исходного\n", + "присваивания. Обычно константы определяются как глобальные переменные в на-\n", + "чале файла с исходным кодом. Если вы допустите опечатку при\n", + "использовании констант, ошибка будет обнаружена." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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Rw3h6euHk7MSChYtsNtALIURFUe5Xtj+fPk1sTAwbt25R/fyLeV8VmalJl6Lj/XfeZXXYOvMk5iaTicPh4fx+4QJbtm/DwcGBD99/n1UrVvDKa68BUK9ePRbNX8DnX31ZJP1OnTsxcfJk8xzAjRs3oVr1ahbLpKZGzZos/O83ALz52uts3rTJPAOSWh28vL3575LFGAwG2rV5gpfHjiWwVi3N9PVZeoKCg/nh++/x9PSiRs0a6LP0uFWqxH+XLGbl8hVERUWaB9FfzpzRrLOavv360bdfv2LpFLq9DuVJURRee3ks/54wnnZPPWVefuXyZQ7+8ANbtm/HwdGBMSNHsXPnjhIDVQghxL2u3H+zDaxVi6joaDaEhZGfn1/s8+TkZBITE83h5A6Hh9O6TZsi0ULs7e05En6YXiEh5snVe/TsxamTp8zrPN2+PRd++43oqCjVcri6uvLCwBcIP3SoxDKVxNfPj5ycHM063OraH38AULWq5ckh9Jl6eoWEsG3rVjZv3MjAQYPJzsq2uE1JdbaGpTqorbt/374i/2JjYzXXv3L5Ms4uzri4uLBj+3bzuieOH+eZDh1wcHRg6ZIl/HLmDL+dtxxWTggh7gflPtgGBASweu1aDh08xDNPtjNHECkUOnES74yfwDvjJ2AymYiPj1edS/jmzZv4+Pz1u6qXlycpKSl/FdzenpFjRvPNokWaZfHy9iYpKanEMqlJS0sjbO06/vPppxw7eoTn+/bVrANASnIyPbp2ZdCAF1i0+NsSZ1bKytLTsFFDMtIz0Ol0NGrcCH2W3uI2palzaanVQbOsej2XLl4q8i/NQrCFmOgYrly5wtEjR7iZkMDQgYM4d/Ycqalp2Nvb838vvcSli5cInTYV3S37VAgh7lc2eUCqUeNGfL1wATHR0YwY/iLBdevS7ql2AMxbML/I7cvqvtU5++uvxdIoHCgLJcQnFBuU+/Xvz6L5C/Dz8zeHNLtVTHS0+YEiS2VSo5hM5OTk8Gjz5rz2xhtFHnq6vQ4AVX182LV3L6GTJnP08BGaNWtmqYnI0mfh7OzMqDGjcbB3wMXFhSx9lsVt1Opsb2dfZLA0Go04lSKkmVodtDg4OhZb19nZWXN9F1dXHn20Of8eXxB7OC8/n7179lCjZg1mzZjJ9E8+JqR3b1avWkV135KDNgghxL2u3K9sb33KtVbt2tStW5fM256KvVW7p57i+I8/cvbXs+Zl2VlZtHuqHVs2bSI/Px9FUVi3dg29nyv6256LiwuDhw1l/bp1xdK9du0ay5cu4/l+fa0uExQM9iNGjaRzly6lerq40KuvvcqKZcuKPQl8u0x9Ji4uLnTu0oWOnZ4tGGxLuLKF4nWuGViTi/+7aP787K+/0rBxo1KXtzQc7O2pVLlSkX8OFgb0Bg0b8L/ffyc3NxeA6zGxBAYG0rp1a3x9fenarRtGo5Ed27bRvkPHci2rEEJUROV+Zbtzxw4+nzOXatWqkarT0aJlS3OMVIABffuZr0KXLF9GQEAAs+fM4c3XX8fFxQWDIZ+3xk+gW4/uHD1ylM4dn8XZyYmn2z+jGqZr6LBhLPx6vvnvzRs3cfhQOO5V3JkYOpnHWrRg29atFstkrdvr4OryV+xPXz8/OnbqxKoVKxj76quaaRRe2RZycXVFr89Cr9fT//m+pKWmkpefz7Gjx/hy3leadX6yXTs2fbeRnt264eTkTFBQED179bK6DoV3ANT4+fvT75aYqSXx9fVlxKhRPN+7N15e3lSrXo3+LwzA0dGR3s89R0j3Htg7ONC5SxdatmpZ6nSFEOJeZZO5kfPz88nMyMTD08P8gFNp6PV6XF1ci7wKUvjO6O0Rcu5Ume4VhXcALN3evdOMBiMGo6FYPFSDwUB+fr5VdwyEEOJe9kAHIpjxsfq7sGNfGYuXt/c9k4cQQoiKrcLHs7UlrVvJt84YdS/kIYQQomJ7oK9shRBCiDtBAhEIIYQQNiaDrRBCCGFjEvVHxZ2K+pOXn2eO1pOZmYnRaMTT01O13nq9XjW6T2GUIGvyvpPKI+rPubPnSExMpOOzpX8n11b9z9Z9D2zf/8or4lSVKlU0+yVUjKhTQlQUEvVHxZ2I+rN+XRgXLlxgyrSpACxdsoSkxETefvdd1Xrv2L5dNbrPy2PHWp33nVAeUX+MRiNTJ4fyRNu2JCYmcunSRd5+913zFxKtbWzZ/w7+cMCmfQ9s3//KK+LUq6+/xprVqytk1CkhKhqJ+qPB1lF/tGjV29JrQuWVd3kpr6g/Dg4O/N8rY/nXmDGkpaWx8JtvLA60YPv+V7NmoM37Hti2/9k64hTc3ahTQlREEvWnFGwR9QcKbknGx8UTHxdPRnrBLbeS6m2JNXlb425F/TEajXw8bTo9evaiZ68QPp8zt8RpMO9E/7uTfQ/Kv//d7YhTYF3UKSHuB+V+ZVsYYefLzz9n7mdzGPvqqwwf8aL589CJk8wnsMXLllqM+vNYixbmvy1F/Wn60EOqZbk96o9WmdQURv2Jjo7i2NEjrAkL06wD/BX1JyE+gSUrlpcY9Qfg2LGjxMXFARB34wZdunUtsd5qypK3NQqj/tyqRo0aBAYGqq5/a9QfT09Phg4cxLwFC4pE/ala1YfQaVM5eviIZr4ODg58vXABx3/8keuxsbz3wfvFfgu93Z3of7bue2Db/peVpefxlo9z8MAB8vPyC2757t5lsTylqbM1bq+DWiARIe4nEvVHg62j/gB06tyl2G+2WvW2FN2nLHlb425G/bGzs6Ptk09aVd470f9s2ffAtv2vvCJOAXck6pQQ9wOJ+qPB1lF/tGjVuzTRff5u3lrupag/d6r/2bLvgW37X3lFnII7E3VKiPuBRP0pg/KI+qPl2U6dNOutFt0nPS293PLWci9F/bF1/9u+dZs5rbvR99TqYG3/K6+IU3Bnok4JcT+QqD8VlFa9K2J0Hy13K+pPRet/91rfK4t7qV8KcTc80HMjS9QfcbdI3xPiwSJRf1RI1B9ha9L3hHiwPNBXtkIIIcSdIC+3CSGEEDYmg60QQghhYxL1R8WdiPqj1+stljVVpyPfYDBPpHDjxg2qV6+Ok5OTeZ3r16/j7+9fYZ9wvXr1Ki4uLqozTSUmJuLo4Ih31ZIf1JGoP+Uf9ac8Ik55enpiMpkqdNQpISoKifqj4k5E/VmzerVqWQv16/Mc0THRHD91CkdHR/79xpvUCarDuLfeAmD/vn0snL+A7zZvKnEKwzstLy+PMSNH4eTkRHx8HK3btCF06lTz51evXOG5kN5079GDWZ/N1kxHov7Ypv+VV8Sp9z/8AF2KrkJGnRKiwlHK2amTJ5W+vfuofta6xeNKWlpakWUpySlKm8dbKlevXjUvMxqNSvihQ8rA/v0Vg8GgKIqifPDee8rXX32lKIqibNm0WenS8VnlzddeVxRFUVavWqXM+/IrZfWqVcr0qVMVRVGU7Oxspf/zfZVdO3ZaLJOayGuRSrfOXcx/v/Hqa8qa1ast1qFt6zaKoihKfn6+0rrF40pMdLTFPLTKqiiKEhsbq/Tq1l0ZMWyYcjg8XFEURbl+/bryePPmSkJCgmI0GpXuXboopyMiSl2nOy0mJkZRFEXJ0uuVJg0aKvpMvaIoimIymZRBAwYoH02brrz91vgS04mNjVV6dO2qPNmmjXLu7NkS17d1/7N131MU2/e/sLXrlNBJk81/L1m8WJk1c6ZmnW+tm6Ioyoply5VPPvq4THkL8aCSqD+lYKuoP2plBdi9cxedu3ahc9eu7N5VMEF8jRo1GDxkKF99/gXbtmylfoMGRSbKtyVro/4A5lvHilIwj7KTc8Ht71UrVvJIs0dp9mjJ8zdL1J8Ctuh/5R1xypq8hXgQSdQfDXci6o9aWQF27dzBxzNn4uPjw5dzP8f4sREHBwdeHjuWbp07c/z4jyxbudKq9P8Oa6P+3Gr6tGmMHF1wSzkuLo4N69ezfuN3fL9/f4nbStQf2/W/8oo4VZa8hXgQSdQfDXci6o9aWa9fv87lS5eJOPUTUBD15tTJkzzRti2VKldi8NAhREVGlWqgKy/WRv0pNOPjT8jJzuaNceMA+PSTGTRq3IhNGzdy7uw5/vjjD3bu2GFxLl2J+mOb/ldeEafKkrcQDyKJ+qPhTkb9ubWsu3fuolXr1uTm5pKbm0urNq3Zs2u3eV139yq4V3EvddrlwdqoPwAzP/mElJRkZs+dYx6MuvfswSOPNMNoMKKYTCiKYp57uLxI1J+yR376OxGn/m7eQtzvJOpPGZRX1B+1sn48bToTQyfT/LHHgIInUwcNGEDotKl3LcC2tVF/fr9wgW+/+S8+Pj482boNAP/3ylhGjR5tXmfH9u2YTCb6PPdcuZZVov6UPfKTtRGnbmerqFNC3A8k6o+471S0/nev9b37IeKUEBXNAz03skReEXeL9D0hHiwS9UeFRF4RtiZ9T4gHywN9ZSuEEELcCRKIQAghhLAxGWyFEEIIG5OoPyruRNSfpKQkvLy8ijzxmRAfj5+/v2Y7qS1XUEhJTja3mS5Fh4OjQ7FJD+6k7Kwskm+becjLywt397K9HyxRf8q3/z0IEaeEqGgk6o+KOxH155+jRjP+7Qk0adq0oN0MRrp36cK+Az9otpPa8oyMDMa99jrbd+8iJjqakS++yLIVK4p8ObnTjh45wldffGn+OyY6mpde/r8i79mWhkT9sU3/u58jTglRYZV3ZAOJ+lO6yCdvvTlOOXnihPlvXUqK0u+55zXz0Fp+5coVpVe37kpWVpbyXEiIcuL48VLX804w5BuULh2fVWJjY8u0vUT9Kf/+d79HnBKiIpKoP6Vgi6grHp4eZKRnEH7oEJs2biQzM7PIFZtWHlrLJ77/AQMHDaZ1mzZW168kZYn6U2jLls082rw5NWvWtDpfifpTwJZRpyp6xCkh7hcS9UeDraOueHl5kZGRwQ8/fE9MdAxNmjbFy8tLM4/C6fnU8o5PiCcxMZFJU0It5llWZY36YzQaWfj1fBYt/rZM+UrUnzsTdaoiR5wS4n4hUX802DrqioenJwkJCWSkp+Pt7c3Pp0/j4flXmmp5aC339/On34ABjHv9DZYsX1bucyiXNerPti1bady0SZGrRmtJ1B/bR52qyBGnhLhfSNQfDbaOuuLl6cWunTt5+pln6NU7hA1h64tc2Vpr5OhRVPGowtzP5pQ5DS1lifpjNBqZP28er9zhCekl6o91kXcqesQpIe4XEvWnDMoj6oqnpye/nT/Pgm8W4eHhweQPJ9Ln+b8i4Ki1k9ryW82cNYu+vfvwSLNH/nZkmVtZG/UHYMe27dQJCjI/bX2nSNSf0vW/eyXilBD3C4n6I+47Fa3/Sd8TQjzQcyNL5BVxt0jfE+LBIlF/VEjkFWFr0veEeLA80Fe2QgghxJ0gTz0IIYQQNiaDrRBCCGFjMtgKIYQQNiaDrRBCCGFjMtgKIYQQNiaDrRBCCGFjMtgKIYQQNiaDrRBCCGFjMtgKIYQQNmazwXbJt9+ycMGCv71cCCGEuNfZbLDdv28fe3fv/tvLhRBCiHudzeZGNhgMKIqCk5PT31ouhBBC3OskEIEQQghhY/KAlBBCCGFjMtgKIYQQNiaDrRBCCGFjMtiKu8ZkMpn/L48OCCHuZxV+sN0QFsbXX80rl7SSkpJsnkd5uVtl1cq3vPP+bsMGFnw93/z39m3b+HTGjHJJ25LExER+O3++SD3j4uKIjY01/zMajObP8vLyuHTxEjcTEoqkk5SUREx0tPnv7Kws4uLizH/r9XoyMjLQ6/XExsZy8+ZN1S8UauXRYjQYiY2N5fr162RnZRX5TK0OJpPpr/Wzs0tMPykpCYPBUGRZQny8ZvqW8jYYDEXaTJeiIz09vcQyqDGZTCQnJwMU2w9atPZbRfP9/v38dv488XHxbAgLu9vFETbkeLcLUBIHR8dyeR3o+vXr/HPUaHbv22uzPMrL3SqrpXzLM+/z586xeuVK1m3YYF7WKySErZu3sGvHTmPlS9AAABRmSURBVHr06vm387id0WjkrTfHkZAQT0BADZKTk1mxehUAz4f0pknTpjg6FhwOH8+cga+vL4cOHiR04iTq1a9PRkYGAwcPov+AAUwNDSXipwiqVKlCfn4+i5ct5eAPBxj/73+zffcumjRpwtYtW9Cl6PCu6s03CxcRFFSH6OgYQnqH8O/x4y2WR0tsbCy9e/bkibZtuR4bS43Amnzx1Ve4urqq1sHJ0Ymuz3ai7ZNPEhUZSas2rfnok08003/v7XcY//YEmjRtWtBmBiPDhwxl34EfNNtIq/0yMjIY99rrbN+9i5joaEa++CLLVqzAw8PD6n0XHRXNF3PnMvfLLxgzajTbd+20uL7WfquIguvWZcHXX+Ng78DwES/e7eIIG7LJYJulz2LTxu9IS0une88e1K1bl6tXrhDxUwQDBw8CIPzQIVxdXWn60EOEHzpE7dp1OHTwII+3fJy2Tz4JwOqVK8nIzCQ4OLhYHqtXraJ7jx6sW7MGT09PBg0egoOjA0ePHOGnU6ews7OjS9euNH3oIX7Y/z2nT0egS0kxz1LVq1cvAmvV0sxDl6Jjy5bN6DP1dO3WlQYNG5KRkcHh8HB8ff0IP3iQNm3b0u6pduXadtaW9adTP+Hs4syhAwcYOGgw68PCeL7v89SqXVt1P5QlX1DfF2XN++Pp0/lw0mRcXFzMy+zt7Zk6fRpDBw2ma/duODg4lNhWP536idRUHZ27dClx3Z9PnyY2JoaNW7eofv7FvK+KDAS6FB3vv/Muq8PWmctuMpk4HB7O7xcusGX7NhwcHPjw/fdZtWIFNWsGUq9ePRbNX8DnX31ZJO1OnTsxcfJkcnJyGD5kKI0bN6Fa9WoWy6OlRs2aLPzvNwC8+drrbN60icFDhmjWwcvbm/8uWYzBYKBdmyd4eexY8z69naenJxkZGea/MzLS8fD01GyjW93+WWE62dnZvPHaa3wycya1ate2qq4AV69eZe/u3WRkZLB1yxZyc3I48MMBOj7bUXV9rf2WkZGheZ4p3O72411RFJYtXcqo0aMBWL8ujH88/A+aPvSQZnnj4+LZsmWz+e+BAwfhXdVb9XgwGAyc+PFHZs+ZA8DaNWsIqFEDHx8fAA6Hh3Pm55/x8PBg0JAhuLm58fPp05w6dapIno0aNaJlq1YsXbwEvT4TJydn2jzxBE+2exKDwUDY2rUMHT7cnEeXrl3x8fEhJSWFTd9tJCUlGTe3SgweOoRq1aqp1stSOmpl/f3CBdVyduhYsN/U2sNSe6ud17XS0WqjwrzvlnK/jWwymXhx2DBc3dxo0rQpY0aO4saNG9QJCmLD+vXs2L6dyGuRTA2dQv0GDUhLS2NqaCiLFiygYaOGfPDue/x+4QIAtevUIT8vn80bNxXL5+uv5jHu9TcICgpm/779hIWtAyAqMpJmjzanYcNG/HPUaHQpOqpVr0bNwECcnJwIqhNEUJ0gXN3cNPPQ6/W80K8frq6uBAUHMWbkKC5fukRaWhqhEyexdvVqmjV/lHfGjy/xNlVycjL79+0r8i82NlZzfWvLeuTwYT6eNp3U1FT+OWoUAEuXLNHcD2XJtzzzvn79OkmJSTze8vFiZQisVYvgusGcPHHCYpsWunz5Er+cOVOqdQNr1SIqOpoNYWHk5+cX+zw5OZnExEQSExOBgpNH6zZtinxJsLe350j4YXqFhJi/DPTo2YtTJwsO7Kfbt+fCb78RHRWlWgZXV1deGPgC4YcOlVie0vD18yMnJ0ezDre69scfAFSt6qOZnoenBxnpBYPSpo0byczMxPOWwdZS+lqfTXz/AwYOGkzrNm2srh9AXm4u0VHRuLu7Ex0VjZe3N5mZGZrra+03S+cZrePdZDTx5dzPAfh42nROHD9Oo8aNLZb3f//7ne/37ScwMJANYWEkJiZqHg95uXnM//OnlL179jDpgw/N55M5sz9jybff0vShh3B1cyM3NxcADw8PAgMDiYqM4ueICAIDA6latSqpqals3rSJ7j160LJVSz587z0u/PabxTxeHDIUt0putO/Qgb27dxN3I06lRoX7wbqyapUTtMcIS+2tdl7XSsdS3ndTuV/Zno44jaOjA80fewyAli1bcvDAAYYOG8YX875i+JCheHt7M+PTmfj4+BAbG0vlyu58+fU8HBwcuHTxIuHh4TRp2pSnnn4ae3sHfjt/vlg+JqORaR99RFBwENV9q5Pw544fOnw4UZFRpKbq8A/w59q1P3isRQt8qlVj1YqVdOvRvUg6anns2b2bVm1am68YrsdeZ/u27bwwaCAenp7MnjsHe3t7NoSFce3aNXz9/DTbI0uv59LFS0WW1ahRg8DAQNX1mz36qFVlBejzXB9c3dxwdHSi7ZNPsnbNaov7wdp8yzPvi7//j0ZNtE9YTR96iEsXLxW56rjdr7/+ysXf/8fpiAhSdamsXxdGYK1Ai9sEBASweu1avvz8c+Z+Noexr75a5LZd6MRJ5gF08bKlxMfHU7169WLp3Lx5k8datDD/7eXlSUpKClBwUh85ZjTfLFqkefXj5e1NUlJSieXRkpaWRtjadURHR3Hs6BHW3PI73+11AEhJTqZH164kxCewZMVyKlWupJm2l5cXGRkZ/PDD98REx9CkaVO8vLw007e3t9f8DCA+IZ7ExEQmTQktsV5amjRtSv0GDfDz98PX1xe9PpPeffporq+13wDN84zW8f7muHEAfDpjBmlpaebj3pKkpCSaNGlCr5AQli5eAmifE59/vi9QMNh/MXeu+QuCwWBg+dKlHDt5And39yLp12/QgPoNGpCenk5UZBS9QkKAgp8YnBwdca9SBYPBgHdVb7xvGWBuz6Nwm06dOuHn71/kDoYlpS2rl5eXajkttcegQYM121vtvG40mjTPM1p5303lPtjqdCkkJiaycvkKACpVrkztP28fFQ4ycTdumBsIoIq7u/lAdXV1Iy8vr1R5Ff5m1LJVKwDzbbrg4GD8AwLQ6VIxmax/yjUlOcWcNoBPNR8SEgoeFKlcqZK5A9jbO2C45UERNQ6OjsVuvTk7O1tdJkvc3atgMBqoUuXPzq5Y3g93M2+D0YCjg3a3c3Z2LvaQzu3ycvPQZ+nJy8sjPz8ffZbe/M3fkkaNG/H1wgXEREczYviLBNeta/4ZYN6C+UX2U3Xf6pz99ddiaRQOloUS4hOKnNz79e/PovkL8PPzVz0xx0RHExAQUGJ5tCgmEzk5OTzavDmvvfEGbrfcfbi9DgBVfXzYtXcvoZMmc/TwEZo1a6aZtoenJwkJCWSkp+Pt7c3Pp0/j4flXemrpW/rM38+ffgMGMO71N1iyfFmJA5WaWTNnsnfPHrw8vTApJvSZemrUqMmLI0eorq+130D7PGPpeFcUheioaBo1blyq8l+5fJm69Yr+XFPSsThn9myGjxjBlk0Ft59TUlKoXLlysYG2JCm6FFYuX4Fen4mrqxv6zEw8PTxV8wAInTqVTh060qhxY65cvlyqPMqjrJbaQ629tc7rd+ocV17KfbBt0LAhdnZ2vPfB+7i6uhb5bNHChfj4+PBo8+aETpzEjFmfFvncZDJx7OgRXn7llTLlff7ceUxGI7M+m01qair79v71oI975croUlIwGow4OFr+PbBxk8bMnzeP1998E3t7e8IPHaJb9+JXe6XhYG9f7GrCwdFys1tTVi2W9gMURFnKy8/n5bFjyzXfkvKuUyeIq1evam579epVnu/bz2L6LVu1pGWrlri4uHA9Ntb8G48lRqPRfKKtVbs2devWJTND+3Zku6ee4qOp0zj761keafYIUPDEcbun2rHw6/kMGjIYR0dH1q1dQ+/n+sCf3+lcXFwYPGwoq1esZNCfV0qFrl27xvKly5j75RdWl6eQl7c3I0aNLHG927362quE9OjJiyNHUKVKFfW0Pb1YtnQpfZ7rg6eXFyuXr6BDxw5W53WrkaNHcfp0BHM/m8P4tydYvf07771HTEwMb02YwP69+wgMDLT4AJ3WfrvV7ecZS8e7nZ0dn30+l2GDh+DjU9X8m6Uag8HAD/u/5+uFC4ss1zoesvRZpOp0nD93nomTJ5sHsMIvb+fOnuPhRx4GCgYhOzs7i23l7+fPlGlTAfh8zhx27dzJP1/6l2oeAMuXLWPegvk80749QwYOspg2UG5l1WoPo8Go2t5a5/WSznEVTbkPtsHBwfTr359e3bsTHFyXzMwMPpoxg6TERNauWs323buoXKkyA/r1Ze2aNTz19NNcvnyZQQMGkJubS4eOHXmibVuy9FkMGTQIfWYmycnJPBfSm3fff48n2rbVzLtxk8ZkZWcz9M/bEbd+0/by9qZjp2fp0bUrVX2q8va779K4cRPVPJ56+mn27tlDz27dcXV14aF//IMePXty/fp1q9vDz9+ffv37W7WNNWXVorUf6tWrBxREWcrJySky2Krl+1iLFpr7oix5N2rciJzsbK5cvkz9Bg2KbJeens4vP5/hP599Vqp2ql27DpUrVy7Vujt37ODzOXOpVq0aqTodLVq2LPJg1YC+/czfpJcsX0ZAQACz58zhzddfx8XFBYMhn7fGT6Bbj+4cPXKUzh2fxdnJiafbP0NI795s37rNnNbQYcNYeMtrTZs3buLwoXDcq7gzMXQyj7VowbatWy2Wpyxur4Ory18nIF8/Pzp26sSqFSsY++qrqtt7enry2/nzLPhmER4eHkz+cCJ9nn/OYhtpfXarmbNm0bd3Hx5p9kiZ6ph48yZ+vn4k3nYLX42vr6/qfnvk0Waq5xlA83g3GQveA3d1deWbxd8yoG9fPL28NG9LDhrwAnFxcYz/8/ZzZGQk70yYwJbt21SPhwD/AAxGA1OmTysyONnZ2fGfOXMYP24cnl5e5GRns3jZUos/V9nb2xMdHc2/xowhJyeXvLxc84NXankcPHAAZ2dnnmnfvuQd8KfyKqvW+SGoThBQvL3bd+igel4v6RxX4Sg2YjKZFJ1OpxjyDRbXi4mJUXp1665kZWUpJpOpXPLOzMzU/Cw3N1fJ0utLlU5eXp6Sl5dXLmUqC2vKqkVrP+Tn52vWrTzytZT37l27lBHDhhXb36GTJivLliz92/lqycvLU1KSUxSDwXKfvF1mZqZq++Xn59+V8ojSuXW/leY883eP9y4dn1VycnKKLHuiZSvz/0t7TryVPlOvGI3GUq2bl5enJCcnFyvDnWJNWRXF+vbQOq+XpV3vBpu9Z2tnZ1fk4YqS3Prb099l6WrH2dkZSvmb6d1+99aasmrR2g+OFm5ll0e+lvLu1r07J46f4Ntv/stL//cvoOBKW5eSQujUKX87Xy1OTk54V/W2eju1/mSp/f5ueWZ8rP4u7NhXxuLlbX3573T6FYXafrN0nvm7x/v4d94u1i8+nDzJ/H9rz4mAxQfabufk5HRXn7q1pqxgfXtondfL0q53w10PsZeXl8fVK1fML9KLB4OiKKSnp5tfLcnSZ+Ho5FjuD4/diyJ+ilBd/vAjDxd5N7mipl8RyXlG3G13fbAVQggh7ncVfm5kIYQQ4l4ng60QQghhYzLYCiEqtLJE/RGiopHBVghRoUVHRfPR1GkAjBlV8gQmQlREDlOmTJlytwshhBBqrl69yp5du4iKjEJB4fixH6kZWBCwQs3169c5/uOP1K9fHyiYNN/NzQ0PDw+y9FmErVvLkcNHqFa9Gt5/vuaUkZHx5yQvuYStW4fRaDRHKFLbJjU1lZXLV7B/315+OfMLHp6emtFyCtPfvm2beb7s0pQpPi6eVatWEhERQUREBPXq1Te/tqS1jS5Fx/Jly8zb1K5dm3PnzpGbm4uXlxffrV/PoYOHqN+gfrm+ailKR65shRAVlrVRfyKvRRaJTLV54yYir0VajESlFRFIaxuj0UjNmjV5tlNnatWuxZAXBlqcmzstLY3lS5ZaVSa16EGgHTEHIDommh1btxEYGMi2LVu4ceMGBw8c5Pfff2fzpk38dOonPD09CJ00qXghhc3JYCuEqLAKo/4827kTrVq34rEWj1mM+uPrW50rVy6TmZlZZPmtkWbqBNUxR4gpVBgRqFv37vTt34/w8HDNbXx8fGjxeAvc3SvjXtmdwFq1SpzkRJ+VxckTJzh54gQ6na7EMt0aPcjL66+JRixtk3jzJg0bNaJXSAjVqv0VHONmQgLhhw4R0qc3AwYO5Py54lHUhO3ZbAYpIYT4u6yN+tOgYUOGDhvGiGHDMRqNREdFMXzEiBIjxKhFBLK0zdmzZ4n4KYKkxET8/f3Izs62GPkmIyOd3bt2A5jDgVpKXy16UEnb/HH1D4KCg4ptc/LkSaKjonFxccHFxYX8/NJFVRPlSwZbIUSFZW3UH4BRY8YwaswYAF5+qWA60NJGiLk1IpB/QIDmNp27dDEHVRg2eAgRP/1E+w7aEZJujcjz8ktxFsukFT2opHp8v3+/amSlkN69OfPzzyQmJpKYmIi//18BJNSifwnbkMFWCFGhWRP1R0tJEWK0IgKpbZOclMT0qdOoXr06qak6fHyq0apV63Ir07sT3taMHqS1zaczZuDl5UnrNm1U8+rz3PO8+/bbuLsvZcw//2lerhb9S9iGTNcohHhgKIpCWloaVdyrmGM2x8bGMvalf7F+00ZcXV2LxWJV2yYvL4+MjAy8PL3+VuxntfS7PtuJbbt2Fpmnum2r1vx46qTmNkop4t0aDUaMJmOR+ccNBgOKotz1oCsPArmyFUI8MCxFiNF6HUZtG2dnZ3x8fGxSppKiB6ltU9JAC+Dg6IADRb8YlEf0KlE6cmUrhHigSUQgcSfIYCuEEELYmLxnK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtiYDLZCCCGEjclgK4QQQtjY/wNORk6dp78dZAAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Поместить код в комментарий, чтобы он не выполнялся, — временная мера.Мертвым называется код, который недоступен или никогда не может быть выпол-\n", + "нен на логическом уровне.Заглушки (stubs) являются исключением из этих правил. Они представляют со-\n", + "бой заменители для будущего кода (например, функции и классы, которые еще\n", + "не были реализованы). Вместо реального кода заглушка содержит команду pass ,\n", + "которая ничего не делает. (Она также называется пустой операцией.) Команда pass\n", + "существует как раз для того, чтобы вы могли создавать заглушки в тех местах, где\n", + "с точки зрения синтаксиса языка должен присутствовать какой-то код" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Отладочный вывод — это практика включения в программу временных вызовов\n", + "print() для вывода значений переменных и повторного запуска программы" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Журнальные файлы сохраняют большие объемы информации из вашей программы,\n", + "чтобы вы могли сравнить результаты одного запуска с другим. В Python встроенный\n", + "модуль logging предоставляет функциональность, необходимую для простого со-\n", + "хранения журнальной информации, всего в трех строках кода:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "После импортирования модуля logging и настройки его базовой конфигурации\n", + "можно вызвать метод logging.debug() для записи информации в текстовый файл —\n", + "в отличие от использования print() для вывода ее на экран. В отличие от отладоч-\n", + "ного вывода вызов logging.debug() очевидно показывает, какой вывод содержит\n", + "отладочную информацию, а какой является результатом нормального выполнения\n", + "программы. Подробнее об отладке вы можете прочитать в главе 11 книги «Automate\n", + "the Boring Stuff with Python», 2nd edition (No Starch, 2019), доступной по адресу\n", + "https://autbor.com/2e/c11/. 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Переменные с числовыми суффиксами**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "При написании программ вам может понадобиться набор переменных для хране-\n", + "ния однотипных данных.Если количество числовых суффиксов больше двух, стоит подумать об использо-\n", + "вании структур: списка или множества для хранения данных в виде коллекции." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Списковые включения(list comprehensions) внутри списковых включений**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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d3Ni5Yyeh168TEBBIn759WLliBXfv3KH/gAFUq1adxZ//j9zcXM6dPUejJxvhUWDFmM/N8HB2bN/O3bv3UCgU/Lr7VxwcHXj5lVdxcCz8ky2NWsMP333P7l27SE1NRalUUtvPDycn/e94qFChAneioni6TRv8/n7CF8Dd3YN1a9aSkZmBnZ0dklbLju3bdeOOj4tn5/btZKRn0DAggJo1a1L/iQZ89+1WvL29+fXXX/HxqcaIkSMLjUHufC+vwqtpT09PqlatyqJPPwM7uHblKv4N/an093eccroL9uPq5srN8HB+3bWbatWqkZyczKmTJ7l65QqBgYE82fhJqlWrVswHfnX8DPadmJDArp07uXzxEg0DGlKrdm2TfCSn2dPTU68OD09PvX3pw5C98rUplUpaP91G90KyyFu3CQgM4NHDhzqbPdXyKdLSHvDTDz+SmpJCQGAglStX1qtDLkdq+/mRmpJSyN8F86RPv774+vpapLVhQIBB35iaN1FRkbL6Duzfz9E//qBz165Uq1aNI7//zq4dO/GqVAl//wbcu3ev0Ln9+/dn44YNVKpUiWtXr3Llryu8/c4sHB0dC+m5E3WHfXv2cOHCeRoGBNKkaRNZvxeMY30+SUlONsmncvXVqhX+VHf58mUWffoZTzRoQNduXUmIj+fpoCB27tjJ+XPnaBgQSG2/2kZ11a5dW3Ye2PvbnhLPjYbiXC5XzJk/jcVfUbsZyr1Fn37KkSNHZOOosre3rK0MadZqNbJ55+3tzf59+/jr8l9UqlyJyxcvcfXKVWbPncOdqCiTYuru3Xs42Dvw4/c/0PvvXN3+y3YepT+iYUAAF89f4OUpUwgJaU+t2rWIioxk9cpV2DvY06p1a6vlYXBICPPnzJG1oVKpYO+ePWbnodlIJSA1JUXKysqSJEmS1Llq6eHDh3qPy83NldLT0x+fl5oq22Z2draUmZmp+1utVktJSUklkVlifvzhB0mj0RQrT09PLzQuU0mIj5fUarU1pEnqXLUUHxcnabXaYnVyug0RExMjbfvpJ2nC2HGP+5DxgaG+LcWQZmvEgi00G8LUHJGk4nlSEq22GGe+vtzcXOnRo0dmn5+amiplZmSYfV55mANsgb55wFpzY2nHuSkU1WROHJk7ZxrKuzffeEP6ZssWKTk5WXrw4IEZIygfFJwnLMlFS/NQDjtJMuWm/n+PGzduoLBT4FvDlz+OHKGPFW9z2xJr6T7555+0feYZK6vTzz/V1gKB4J/H9GnTaNW6te4usKBkWPzrjH87J//8k1+2/Uy//v0ZP2FCWcsxGWvpLq0FBPxzbS0QCP5ZXL50ibt37uJg78Azz7TDr46f8ZMEBhF3IgyQnp6Om5tbWcswm3+i7n+iZoFAIPivIxYRAoFAIBAILMLi90QIBAKBQCD4byMWEQKBQCAQCCyiXC4i5s5+l6SkJNRqNdOnTSM3N7esJQkEAoFAIChCuVxEhIaG4ubqir29PVGRUWUtRyAQCAQCgR7K5YOVaWlp/Hn8BAAtWj5F9erVy1iRQCAQCASCouh9T8Sxo0e5FXGLatWq0a17d3bs2M6jh4+o/8QTBIcEA6BWq9nz229otVo8PDzo2KkTN8PDOXfuHJIkERwcjCTBiRPHsbOzo1WrVgC6+nbtgnFxdeHI4cOoVCoaN2mCi4uLwfrGTZqwYtlyRo8Zg1clw5uqCAQCgUAgsC16v84Iad+eZUuW8GTjJ1HaK6latSrbfvpJt4AAmDppErX9/BgwcCDXrl7ju63f0sDfn5joGCJvR1Lbzw+/On5E3o4kJjqGBv7+her96vhRpUoV4uMTOHf2HM2aNzdan5Odw++HD5GUlFRqBhIIBAKBQKAf2WciFEoFir+3uVUoFCiVjw89c/o0UZFRNGuWt395UNsgvtq0CQClsvCxhv4ODwsnJjoahYn1Lq4u/LJzJ/4N/Us0aIFAIBAIBCVHdhEREBDIyT//JDk5mZvhNwvVXb1yBacKFTh44AAHDxwgJSWFGTNn6uqjIqN0dXIPRqalpREVFUmzFs0tqhcIBAKBQFC2yC4iVq5ZTcWKFbl29SqeRbbfruDsjEKhoGu3bnTt1o1u3bvTpVtXXX2dunV0dXXq1inWtkaj5cD+/XTv0UNv38bqBQKBQCAQlD2yi4iKFSvSo2dP2nfoQJWqVQrVtWsXzN07d0hJSdGVXbxwweRO/7p8mb4Gdmo0VB8aGopGozG5L4FAIBAIBLbB6C6ed6Lu8OfxEyQlJXHi+AnaBeftfDZ/4ULeePU1+vbrR1ZWFp065/06I/T6dVSqXO7euYMkwY3QGzg6OnAzPByA0OvXcXFxITExCRdXFy6ev0DU7UguX7qEi4uLwfp69evTv3cfvv3hB1q1bmVz4wgEAoFAIJCnRO+J0Gg0pKam4u3tbU1NBklMTKRq1aql1p9AIBAIBAL9lMuXTQkEAoFAICj/lMvXXgsEAoFAICj/iEWEQCAQCAQCixCLCIFAIBAIBBYhFhECgUAgEAgsQiwiBAKBQCAQWIRYRAgEAoFAILAIsYgQCAQCgUBgEWIRIRAIBAKBwCLEIkIgEAgEAoFFiEWEQCAQCAQCixCLCIFAIBAIBBYhFhECgUAgEAgsQiwiBAKBQCAQWIRYRAgEAoFAILAIsYgQCAQCgUBgEWIRIRAIBAKBwCLEIqIcolFrylqCQSRJQqvVlrUMQTnBVvEq4kwgKP+IRYQZ3Lt7l+dHjKRDu2CTj8/MyDSrjzWrVjN92jRL5Bkk7EYYE8dP4OHDhyVua/XKlcx8czoajekXj3t37zLjzTcZNngISxYvLrEGW2BNGxlj+dJljBz+nM37sTX64jUrK4tbt24VOzYxMZGImzeLxY1cuSVxJmfXsog/W8fT+XPnGD1yFEu/+AKAmJgYZs18y6C9oqOjC/0z1bYrli1n/tx5Jdasz9cjhz/H4AEDufLXlRK1nZWZyWeffEKv7j3o0bUbH77/Aenp6SWVLDCCWESYwYply3F0dOTHn7cZPfbGjRt0at+B6Ohok9s/fPAQy5ctY/LLU0siUy9paan8fvgwOTk5JW5r8JAhnD59ihXLlpt8ztsz3yI2JpZXX3+Np9u0KbEGW2BNGxnD3d2dKlWq2LwfW1I0XnNzc/l601d0CmlPjy5ddcdptVremj6DTiHtGTZ4CEMGDeLhw4ey5flYEmdydi2L+LN1PP1v0eeMfmEMW7d8Q2JCAu/OmkW7kGCUSqXe4zVqDR2DQwr9S0lJMamvsLAbXL50yWKthny9YtUq/AMC+OiDDyxu/9GjR/Tr04ed23cwdtw4hg0fxsb16+nToyepKakWtyswjnLBggUL9FW8v3AhiQkJPNm4sUnlxur0cTM8nHVr1rBj+3ZuhN6gTVAQ9+7eZcvXm9Fo1KxctpykpCSaNGkCwDebN/P9d9/x++HDaDQa6tevz47t24m8dZtvt35D5cqVWbFsOR4eHlT39TXTFMbZtHEjwSEhtO/QweAYdmzfzu4dO7l+/Tqq3FwuXjhPlSpV8arkxaJPP8XR0Ym1q9dw6eIFmrdogYODAxqNhnFjxvDixIn07NUToJgtEhISaNq0qa5u7erVPNWyJQ4ODixZvBg3NzdOnjyp1x5arZaff9pGUNsgNq3fQHx8vM6uiYmJrF65in179uDk5ESt2rXRarWyWl3d3PCtUYP3Fy5k6LBhuLm5GbXdB++9x4QXX6RP377UqlVLV3779m3WrVnD/r37UCqV+NWpY7BvfcjZyZo2ssRO+sg/PiMjneq+1Wn99NNGfW2oHX396ssTY31cv3aNVStXcvjgIc6dPUtUZCRNmzXTO2ZAb7yGh4fz6ccfE9S2LaHXr/PaG28AsPe3PSxfupR9Bw8w9ZVXWL92HTk52aSlpuktD2rbFsCsOJOzaz5y8WerWKru60tMdLTVck4f+/bsIScnh9Dr1/H09CIuPo7pM2fKjk3SSixfupTlK1cyfeZMXhg7Fp9qPigUxj9LHjn8O5mZGQwZOtTosfqQi4Ggtm1xdnZGo1Gze+cuxr84waL231+4kOPHjtOvf38iIyNp1OhJ9u/bx6NHj0hKSqR7jx4WtSswjmz0vDljBgf27+ejDz4s9L2kXLmxuqJkZmQy9NnBxMfFExwSgqurCwCxsbEsXfIF77z1Nq5uriyYO4+ft+V98g8PC6dp02ZUqlSZKS9N4vq1axzYt5+PP/yQ0OuhjB09hsTERP636HPZfm9FRLBg3vxC/86dPWfcUkBGRjpOTk5Gx+Bg76BLfEcHB5ycnFAo7JC0EmtWrWbyxIk4Ojqy+auv+WrjRgD+PHGCxMREho94fCu2oC0USgXz58zVaY2NjWXNqtVkZ2UD8OW6LwkLCzNqj4XzF+Dg6KCza3Z2NkMGDiI1NQXfGjUYN+YFLpw/b1ArQPcePajs7c2vu3cbtNk3W7YwZtTzZGZmsnHDBsaMep5vtmwB8m6/Dujbj/CwcLKyspgwdhyHDx022ndR5OxkLRsBFttJH05OTly7epWvN31lkq/1YahffXliqI+0tDRGDBtO5creeFXyYt2atVRwdpYdM+iP18DAQPYc2M8z7doV0nr8+DGebtMGX98afLl2LfHx8Zw4fkK2vCCmxpmcXQ3Fnz6sHUtgvZwryvz33sPNrSLzFy5k04YNvP/hh0ZtBHDp0kVCr1+nUuVKsnctilKhQgWcnCro/jZ3HjXma2dnZzIzM5EkySQ9Rdn72x4Avt26lZvh4cXqLG1XYBx7uQpXV1dWr1vHZ598wuSJE1m8dCmurq6y5YbO0YcqV4VKpSI+Po4KFSrw/JgxujqNWsPyVStp3KQJoddDOXrkD54dPJhZs9/h9OnTKJQKlEolERERAAweOgQ7OzsqV65Mz969WLNqteyAHR0di93udHauIHN0HvFx8cx9913S0h7QqXMno2Po3bcPdevV5dutWxk1ejT+Df114wJ49fXXGTt+HDVr1sTVLc8+ETdvUrNWTTw9PQv1XdAWO3fsJDLyNq1atzKo15A9lq9cUciuFStWJCEhgcaNm6BQKKhStQqHDx2mWbPmsloBFAoFTZs21flAjjZt2lC9ui/nz52jXXA7gkPaU7t23ifBX7b9jLu7O+s2rMfOzo579+7y6+5ddPj7To9c3/rQZ6faf39qLqmNnh08mGNHj1pkp6IoFApee+MNvly7jhuhN4yOwZiv9fWrL08aPfmkbB+ubq5kZGQw7Lnh5OTksHzpMoLatpUd81MtW8rGq76LUlJSEmq1mueGDUOr1dKnb1/Cw8Jky4vay5Q4k7OrofiTw5qxBNbLuaLUqFGDl199hZcmTGDKyy+TnJyMl5eX7J0LO4UdPXv1Iioyil937SYnJ4dfdu2kRo0aBu0BUMHZGWdnZ93f5s6jxnz9VMuW1Kpdm5HDh/Pu3Lk0LnAH0BSys7Nl61QqFVqNFqW9aQsmgXkYvI+lUCjw9vYmMzOLXJXKaLmxuoJ4enqyees3VPXxYca0N+nWqTP379/X1ftUqwaAi4sLao2amJgYOoa0Z+P69UTczJtQJG3e6tKpQl7w6u4SGFh1Ku3tcXd3L/TP0dHRkBlwdnGmVevWJCffJzk52eQxyOFdxRuAF8aN1d0ezFGpsMNO7/H5trBXKnVjNoQhexS1a/L9ZBQKBTdu3OD69et07dadJk0fJ7A+rbp+nJwMmRqAJxo0oHOXziiUSgICAuncpTNPNGgAQGpqCl6entjZ5Y27UqXKuk96xvrWhzl2MsdGQInsZA7m+rpov4byRK6PJ554Ak9PTwb06cvwIUMZNPhZatSoYXDMhuK1KO7u7pw5fZo2bdrww08/4eDggE+1arLlRTElzuQwFH+GsFYsFWzLGjlXlB2/bCc3V82e337lvfkLmDppsuyxCoWC5atWsnrdWvYc2M+Dhw84cviwwfbzqVO3Dg0DGur+NnceNebrBw8eEBUZSVDbtnhVqmSSpoK0bNVStq7FU0+JBYQNkb0ToZidlNgAACAASURBVFKpePedd7BX2rNp89fY29sbLDdWV5SsrCxq1a7N0uXLOXP6NCOHP0d4WJjuk4xWoyEyMpIzp08zbfp0zp05S3JyMosWLybsRhgb16+3aMCPHj7iyl9/FSpr4N8AQ9OKh4cHk6ZM5vChQ1y8eJHmLVoYHIO3tzcV/l6137kThX9Df3Jzc1HYya/Z6vjVITo6moyMDNm7NwXJbz8i4iZXr1whK9O0X4EUtWvDgIbk5ubStVtXgkNCzPo1yc2b4fQfMNDk44sSEBDAls2bOXvmDF5eXpw6eZKpr7xscXtFsZaNgBLZqSCSJKFSqXSLk5ycHOyV8nliLpbkyamTJ9FoNHy5cQMenp66T6aGxqwvXnNycrh96xaxsTEAebfMK1Wic+cu/Lb7V3r37UNcXCyHDh7kzZkz8PTw1FteFFPiTM6u1rp4WBpLYN2cK0hycjKLP/+crT98T9eOnThx6hQ9u3WTPT43N5dHjx7h7OzM8WPH0Kg1+NWpY1Jfvr6+uDi76P42dx6Vi4F8wkJv4OLiwusW/jJtzrx5DOzXn5GjRhHcPgQnJyc+/XwRs9+exbwF8y1qU2AasrPXxx9+SMOGAbz40kSTyo3VFSUxIZHuXbpQ0d2d7KwsunTrSqvWrbl44QIA7YODscOOfgP68/yY0STfv09VHx+C27alUaNG1KhZ09yxAnkT46efL7LoXHt7+0K/iZcbA4Cfnx8dOnbk5clTcHBw4H9LvqBrV/kEb9+hA/YODuzYvp2Ro0YZ1fLkk0/StFlTRgwbTrNmzahbt67B411dXXFzcytmV3t7eyZNmcyEceNwsHcgV53L11u20KpVa4PtXfnrCuFh4fTp28eoVjkGDR7Mkd+PMGLYcOzs7OjRs2ehr7VKirVsBHmfZiyxU1GuXrnKoP79H2tsGMBrb7xOm6Ag8weoh6C2QWbnScOGeRe14UOHoVGrcXd354OPP6Jrt256x9wmKEhvvN6JukO/3o/joV/vPowdP47Zc+Zw7OhRBvbrj0KhYMDAgQwdNgylUqm3vCCmxpmcXfMf7iwp5sYSWD/nijJ/zlxemjIZX19fOnXuzKD+/ek/UH6xde/ePbp37gLkfTCa8dZMgkNCTOrr+2+/497duwwYlNe+ufNoz969DPpao9WgUFr+Y8EG/v58/9OPvPPW22zcsAHIuwu19fvvTH7QX2AhkgwajcascmN1+sjKypLi4+KkR48e6cpOnTwp1ferI926dUtS56oLHa/OVUtJSUlm9WFNXp4yRZo9a1ahMn1jKEhqSoqUmpJiUvvr1qyVWrVoIcXGxpp0vFarle7fv2/SsfnHp6WlFbOrJEmSSqWS4mLjpOzsbKPtZGdnSwP79ZPmzZlrct+GyEjPkDIzMqzSVlGsaSNJMs9OZYW5ebL0iyVSx5D2klqtlrRarfT8iJHS5Ikv6erlxmxuvGZmZEhZWVkml1s7zkqKubGUf441cs4UMtKN59CDBw+klGTT5qOCqFQqKTMz0xJZhZDz9aoVK6T+ffqWuH1JkqSEhAQpPi7OKm0JjGMnSeXrsdXTp04x6rkRnDx7ptz9jv70qVNMnvgSVapUYf/hQ1ZvX6vVMmPam+Tk5LBi9Sqrt28tlixezKmTJ9nw1VeFHrYS/DPZt3cv0157neCQYLRaiUsXL7Jk+XLaBbczeJ6t41XE2X+DCWPHcfrUKT5Z9Bl9+vYtazkCMyl3i4isrCxiY2OpU6eOyT8/Kk1UKhWJCQnUNPBb85Kg0WhIT0/Hw8PDJu1bg+zsbCStFmcXF+MHC/4RJCcnc/vWLRwcHPD3b4iLq2m+tWW8ijj7bxAbG4uXl5dYKP5DKXeLCIFAIBAIBP8MxGuvBQKBQCAQWIRYRAgEAoFAILAIsYgQCAQCgUBgEWIRIRAIBAKBwCLELp4CgUAgEAgs4j+3i6dAIBAIBALrILuIyN+RU6lUMHniRDIyMgyWG6sriim7eM6ZN49WrVtz9MgfQN7uhD7VfKhVu1axXTzbPtOWoLZt6dOvLw8ePCiZVQQCgUAgEBjlP7eLp0AgEAgEAusgu4hQqVTMnD6diJsRbNr8NZ5eXgbLjdUVpeAOmOs3bSQ2NrbQ/vIFd75r1ap1od0JQ9q3R7wjSyAQCASCsuU/t4unQCAQCAQC6yD72mutVotCUfxGhVy5sTp9ZGdn8yAtDVc3N9zc3IDHG3DtP3wIv9p+KO0f75+hUWtITUvF29vb5D4EAoFAIBDYBtk7EXKLAUOLBHMWEAAVKlSgwt/PPhSlYsWKhRYQAEp7pVhACAQCgUBQTih3G3CV9108BQKBQCAQ5FHuFhECgUAgEAj+GYjXXgsEAoFAILAIsYgQCAQCgUBgEQYXESkpKUydNJkpL00qVP7ztm2sWbW62PGPHj3i+rVrJCYkFKuLiYkh+t69YuVybZmLvnYM6VGr1Xr12FoTyNsC8t61ERsbaxM9+trKyswkOjq60L/09PQy1ZSPnJ3kfGdrvxnqu7Q1GfNbWcb3rVu3iI6O1ntOUlISqSmpNtFjiaayjJmy8oMh/9hak6G4LKvYAP1znK1j5t+C7K8zALZ8vZkmTZsw5eWXC5XHxcbpDYRpr72Oh6cHYaE3aPvMM7w7by4ajYbXXn4FjUZDdnY2Pj4+fLLoM6NtmYu+dvTp0Wq17NqxkyVffIG9Usn+w4dMassamgzZIi4ujtlvz+L+/fv4+Piwdv2Xul+7WEuPvrbOnz/PsiVLdX/fu3uXiZMnMW78+DLTJGcnY76zZSzJ9V1WmuT89sLYsWUW3yqVigljx+Hg4EB8fBxtgoKYv3Chrv5WRAQD+/WnV+/efPr5IqvrsURTWcSMrfuWG7MxW9hSkzFblEVsgP55V61Wl0rM/FswuIi4n5REx86di5X7+vqiUNgVK/9y4wYAMjIyePqplrw7by6HDh5Eo9Gwet1aAAYPHMTlS5do1ry5wbbMRV87+vSkpKRw6tQpZs1+h0WffGpyW9bQJGeLps2a8crkKUybMZ3gkBCb6dHXVnBIiK5PjVpD7x496N6jB5IklZkmOTvVqFnToO9sGUtycWMsnmylSc5vZRnfjo6OfPzpJ9SsWZOszExaNm/BzLfexsXVBUmSmDN7Ns+NHMmDtDSb6DFXkzX7NidmDJ1jjb4NjdmQLWypyZAtyio25Oa40oqZfw2SAd6eMVM6dvSYoUMKoVarpdTUVOn7b7+TXpk6VZIkSfpu67fSW9Nn6I6ZN2eutOXrr01usyTo05PPX5f/krp16lwqOvKRs0V4WJj03NCh0pnTp6VdO3dK9+7dK1Vd+fz04486fWWpyVjMlIXvjPVdlpoK+q086JEkScpIz5CaPdlYUqlUkiRJ0tebvpI++uBDadfOndLMN6eXC02lRVn6Qm7M5ckWZRUbpsxxZWWnfxJ6n4l4+PAhH7z3HgkJCbRs+ZTJC5Lbt27xxquvsnLFCvz9GwLQpVtXzp07y/y585g/Zy6HDh5Aqy2dX5Xq01OWyNni3t17REREcPzYMRITEhg1/Dmu/HWlVLVpNBpWr1jJpKlTAMpUU1nGzD+Non4rL7z/3nuMHZ93SzguLo4ff/iBadPfLDea/ivIjbm82KIsY8OUOa682Kk8o/frDCcnJ9oEBXHi+AlSUlOp4eKi77BiNPD3Z9PmzWg0GoYNHkLLVi15pl07du/ZQ3hYGO4eHqSkplC3Xl2rDsJcPWWFt7e3XlvY2Slo3rwF06ZPB0CVm8u+vXtp0rRJqWnbuX0HAY0CqVevHpC3M2pZaZKzk6A4Rf1WHvj4w4/IzsritTfeAOCTjz6mYUBDft62jSt/XeH27dv8uns3ffr2LTNN/wXkxlyebFGWsWFsjitPdirP6L0T4eTkRLfu3Xmq5VOEhd4wu1GtVktOdjZelSoB4OzsTLPmzYm4eZPIW7dp2/YZo22sXrWKjevXm923KXosxRqa9NmigX8DboSGkpOTA0DMvWhqmrjBmDU0aTQaVi5fztQCD9BaqslafrMkZmytyZrYym9lren/PvqIlJRkFi3+n+4h3F59etO0aTM0ag2SVoskSajV6jLVVBr9Wootx2yJLaylSR+WxoY19Bia4/5pMVOWGHywUmGnQKPVmNTQ/fv3mTppMk5OTqSlpjJi1EgCAwPRaDT079MHhUJJ4yZN2LRlc7E9MfSRnHSffXv3Mm7CBNNGYqKerKwsenbtRm5uLskpyXRoF8wrr7/G0GHDbK5JzhZVq1blhXHjGNS/P56eXnhX8WbIsKEmtVlSTQC7d+7Cr04dAhs10pVZqskaeuTsZKnvrKFJru++/fqVmSZ9fivL+A69fp0v166jcuXKtGsTBMCkqVMYN378Y827dqHVahkwcKBJbZaGJlv0C5b7wlZjDgoKssgW1tBkii3MiQ1r+EdujivLmPknYnAR4eziQvqjdEOH6PD29ubLjRuws7OjYsWKunKlUsmve/eaLcy3Zg1aPGX68xim6nF2duaPE8ctarOkmgzZ4sWXJjJu/HjUGjVOTk6lpglgwKCBDBhUPHEt0WQNPXJ2stR31tBkqO+y0qTPb2UZ34GNGhERFWnwmL79+tG3X79ypckW/ULZxauhMVtiC2toMsUW5sSGNfwD+ue4soyZfyIGFxE9evbg7ZkziY6O5tXXXzPamLu7u1VELf78c1JTUln4/nslasdaesB6mgyhtFeadJemvGoqDT3mIjSZhtBU9v2Wdd9ylDdN1tZj7rxbGpr+SRjdgCstLY3YmBgaPflkaWkSCAQCgUDwD0Ds4ikQCAQCgcAixAZcAoFAIBAILEIsIgQCgUAgEFiEWEQIBAKBQCCwCLGIEAgEAoFAYBFiESEQCAQCgcAixCJCIBAIBAKBRYhFhEAgEAgEAosQiwiBQCAQCAQWYXARseHLL1m9apXJ5cbqBAKBQCAQ/HswuIg4sH8/+/bsMbncWJ1AIBAIBIJ/DwZfe61Wq5EkCQcHB5PKjdUJBAKBQCD49yD2zhAIBAKBQGAR4sFKgUAgEAgEFiEWEQKBQCAQCCxCLCIEAoFAIBBYhFhECAQCgUAgsAiDi4ift21jzarVeuuSkpJITUk16xxz0NdOXFwc0dHRREdHExsbC0BWZqauLP9fenq61fUYa0ufPWJiYoi+d8+sdqyhSZ+d8lGr1TbVJNeOnC1Ko28AlUpVyBaPHj3i+rVrJCYk2EyPvraMxWt0dDQRN2+i0WhKTVM++nxUGnYy1k5R35VG33J+sLUeQ23J5dCtW7eIjo42uR1ragL99gD9c6Kt/aYvXi25RiyYN59xY17g7p07Jdb6b8feUGVcbJz+oI2IYGC//vTq3ZtPP19k0jnmoq+dwQMG8mTjxgC4uLiwZPkyzp8/z7IlS3XH3Lt7l4mTJzFu/Hir6jHUVlF7aDQaXnv5FTQaDdnZ2fj4+PDJos+MtmMtTfrspNVq2bVjJ0u++AJ7pZL9hw+ZNLaS6jFmC1v2DXkLqtlvz+L+/fv4+Piwdv2XKBQKpr32Oh6eHoSF3qDtM8/w7ry5Vtejry25eH1h7FimTJqEwk5BhQoVCA0N5bsff8DT09Pmmgz5qDTsJNeOnO9s2bdWq5X1Q2no0deWnH9UKhUTxo7DwcGB+Pg42gQFMX/hQtl2rKkJDPtH7hph65jRF6+WXCMWvLeQHdu3s3L5Cv7vs09LrPffjMFFhK+vLwqFXaEySZKYM3s2z40cyYO0NJPOsQR97dgpFKzbsL5QWXBICMEhIQBo1Bp69+hB9x49rK5Hri199jh08CAajYbV69YCMHjgIC5fukSz5s1LRZM+O6WkpHDq1ClmzX6HRZ8UTwpb+c2YLWzZtyRJvDJ5CtNmTNfFSD5fbtwAQEZGBk8/1bLQxdGW/pGL18jISKIio9h38AAAL734In9dvkz7Dh1srsmQj0rDTnJ5Jec7W/Yt54eQ9u1LRY++tgz55+NPP6FmzZpkZWbSsnkLZr71Ni6uLjbXZMg/hq4RtowZ0J/Xll4jAgMbseOX7SXW+m/H4CJi0OBni5Vt+XozTZs1p0nTJhw98odJ51iCvnYkSeLI77/j4+NDYKNGxeq3b/+F5i1aUKNGDavrkWtLnz1SU1Lx8PDQHdO4SROuXrmiu3DaWpM+O3l7e/PxJ//Hlb+umNyONfQYs4Ut+464eRNHJ0ecnJzYvWsXzVu0oGbNmkDep7tHjx6xf+8+OnftYrAda2oqSMF4ValUACxZvJi69epx7+49mrdoUSqaDPmoNOykrx1DvrNl37Vq1QKK+6G09Ohry5B/8jVIEjg6OuLg6CDbjjU1GbKHoWuELWMGDOc1mHeNcHB0IDs72yp6/82Y9WBlXFwcP/7wA9Omv2krPQZ5YexYzp05y6f/9wnDhwzVTbyQFzyrV6xk0tQppaZHzh5dunXl3LmzzJ87j/lz5nLo4AG02tJ7p5chO5U2ZWmLe3fvERERwfFjx0hMSGDU8Od0i6jbt27xxquvsnLFCvz9G5aKnoIUjVdHR0fefucdvtq4iTmzZ/Ps4MG4u7uXihZDPiorOxnynS2R80NZ6QHTcuj9995j7PhxpfamYDl7lPU1wlC8mnuN8PPzw8PDg3fenmW1r4X+jRi8E1GUTz76mIYBDfl52zau/HWF27dv8+vu3fTp29dW+goxacpk3f+fHTCAy5cu0/rp1gDs3L6DgEaB1KtXr1S0gGF77N6zh/CwMNw9PEhJTaFuvbqlpsuQnUobb2/vMrOFU4UKNG/egmnTpwOgys1l3969NGnahAb+/mzavBmNRsOwwUNo2aolz7RrVyq6oHi8RkVGsXDePH7dtxd7e3uef24EDfwb0LFTJ5trMeSjsrKTId/ZEjk/lJUeMJ5DH3/4EdlZWbz2xhs215KPnD2i790r02uEoXg19xqR/8DogIEDcS9wJ0hQGLPuRPTq05umTZuhUWuQtFokSUKtVpt07upVq9i4fr3xA00gLS2NpMQkatZ6fGt65fLlTH35ZZPbsIYeQ/ZwdnamWfPmRNy8SeSt27Rt+0ypaCpIUTtZgjU0WWILa/TdwL8BN0JDycnJASDmXnShW9CQ9yBdTnY2XpUqlYom0B+vt2/dwqdaNapXr06VKlVo1ry53ifebaEHjPvIHDtZQ5MpvrNF33J+sFSPNTSBvH/+76OPSElJZtHi/+keaiwNPXL2sPQaYe25r2i8WnKNiL53Dy8vL3r27lVqdwX/iZh1J6JHz566/+/etQutVsuAgQNNOjc56T779u5l3IQJ5in8m9zcXEYMG46TkxMPHzzg3blzqV69ep6Wnbvwq1NH73MSttID8vbQaDT079MHhUJJ4yZN2LRlM0p7ZalokrNTVlYWPbt2Izc3l+SUZDq0C+aV119j6LBhNtVkqS2s0XfVqlV5Ydw4BvXvj6enF95VvBkybCj3799n6qTJODk5kZaayohRIwkMDCwVTaA/Xp8JbsfWb76hb89eVHB2xt3dnX79+5eKHjkfWWona2iS852t+5bzQ8WKFS3SYw1Ncv4JvX6dL9euo3LlyrRrEwTApKlTdL86sJUekPePvf3jS4o51whraDIUr5ZcI7RaCTs76zyY+q9GKiU2rF8vvfbyKyVqIyM9Q3r48GG50WNtrKXp32Ina/WtzlVL2dnZhcoePHhgkY1sbY+srCwpKyur3OixxE7W1KTPd6XRt5wfzNVjTU3Woiz9I4e1NFma1/q4cP68NOWlSVZp69+MWXciLGXx55+TmpLKwvffK1E7+T9dKi96rIk1Nf0b7GTNvpX2ymJ3Pyy5PVka9qhQoUK50mOunaytSZ/vSqNvOT+Yo8famqxBWfqnNDRZ62uHrd98w7dbvmHyy1Ot0t6/GbEVuEAgEAgEBYi4eRNPLy+8vb3LWkq5RywiBAKBQCAQWITYgEsgEAgEAoFFiEVEOUSjLr7pT3lCkiS0Wm1ZyxAIrIatck7kiuDfjlhEmMG9u3d5fsRIOrQLNvn4zIxMs/pYs2o106dNs0SeQcJuhDFx/AQePnxY4rZWr1zJzDen693hsCyw5tiMce/uXWa8+SbDBg9hyeLFNu/PXErTFsuXLmPk8Ods3o+t0ZdzWVlZ3Lp1q9ixiYmJenf3lCu3JFfk7FoWsWfreDp/7hyjR45i6RdfAHk7lc6a+ZZBexXdkdNU265Ytpz5c+eVWLM+X48c/hyDBwy0yltMszIz+eyTT+jVvQc9unbjw/c/KLTraHlDLCLMYMWy5Tg6OvLjz9uMHnvjxg06te+gd4teOQ4fPMTyZcts8kRwWloqvx8+rHs5TEkYPGQIp0+fYsWy5VZQVnKsOTZjvD3zLWJjYnn19dd4uk0bm/dnLqVpC3d3d6pUqWLzfmxJ0ZzLzc3l601f0SmkPT26dNUdp9VqeWv6DDqFtGfY4CEMGTSIhw8fypbnY0muyNm1LGLP1vH0v0WfM/qFMWzd8g2JCQm8O2sW7UKCUSr1/+JDo9bQMTik0L+UlBST+goLu8HlS5cs1mrI1ytWrcI/IICPPvjA4vYhbyvzfn36cPPmTV57/XXmL1zAmdOn6dOjZ7Ft1csLygULFizQV/H+woUkJiTotpQ2Vm6sTh83w8NZt2YNO7Zv50boDdoEBXHv7l22fL0ZjUbNymXLSUpKokmTvFfLfrN5M99/9x2/Hz6MRqOhfv367Ni+nchbt/l26zdUrlyZFcuW4+HhQXVfXzNNYZxNGzcSHBKi21lRbgw7tm9n946dXL9+HVVuLhcvnKdKlap4VfJi0aef4ujoxNrVa7h08QLNW7TAwcEBjUbDuDFjeHHiRHr2ynuJVVFbJCQk0LRpU13d2tWreaplSxwcHFiyeDFubm6cPHlSrz20Wi0//7SNoLZBbFq/gfj4eJ1dExMTWb1yFfv27MHJyYlatWuj1Wpltbq6ueFbowbvL1zI0GHDcHNz09ljz6+/cfbsGZr8rdMQcuMry7EZ44P33mPCiy/Sp29f3WZNt2/fZt2aNezfuw+lUolfnTpm91EatrCWPfKPz8hIp7pvdVo//bTBMchhrF99+W6oj+vXrrFq5UoOHzzEubNniYqMpGmzZnrHDOjNufDwcD79+GOC2rYl9Pp13auk9/62h+VLl7Lv4AGmvvIK69euIycnm7TUNL3lQW3bAhjMFVPtaij2rBFLVX18ZOdRW+fWvj17yMnJIfT6dTw9vYiLj2P6zJmyY5O0EsuXLmX5ypVMnzmTF8aOxaeaj0lv6zxy+HcyMzMYMtS0l4QVRS4Ggtq2xdnZGY1Gze6duxj/ouUvzHp/4UKOHzvOo4eP2PbTT9y8eZPRL4zhl20/k5SUWGj30fKCrOXfnDGDA/v389EHHxb6Tk+u3FhdUTIzMhn67GDi4+IJDgnB9e93G8TGxrJ0yRe889bbuLq5smDuPH7elvfJPzwsnKZNm1GpUmWmvDSJ69eucWDffj7+8ENCr4cydvQYEhMT+d+iz2X7vRURwYJ58wv9O3f2nHFLARkZ6Tg5ORkdg4O9gy5pHB0ccHJyQqGwQ9JKrFm1mskTJ+Lo6Mjmr77mq40bAfjzxAkSExMZPuLxbcyCtlAoFcyfM1enNTY2ljWrVpOdlbfL3JfrviQsLMyoPRbOX4CDo4POrtnZ2QwZOIjU1BR8a9Rg3JgXuHD+vEGtAN179KCytze/7t5dyEafL/qMDxa+Z9L3wHLjK+ux6eObLVsYM+p5MjMz2bhhA2NGPc83W7YQExPDgL79CA8LJysriwljx3H40GGz+7C1LQCr2sPJyYlrV6/y9aavjI5BDmP96st3uT7S0tIYMWw4lSt741XJi3Vr1lLB2Vl2zKA/5wIDA9lzYH+x/UGOHz/G023a4Otbgy/XriU+Pp4Tx0/IlhdELldMtatc7MlhbiwBZZZb8997Dze3isxfuJBNGzbw/ocfGrURwKVLFwm9fp1KlSvJ3rUoSoUKFXByevz+D3OvBcZ87ezsTGZmJiX5wePe3/YAeW/fBKhXrx6Rt2/r6srjjyllXzbl6urK6nXr+OyTT5g8cSKLly7F1dVVttzQOfpQ5apQqVTEx8dRoUIFnh8zRlenUWtYvmoljZs0IfR6KEeP/MGzgwcza/Y7nD59GoVSgVKpJCIiAoDBQ4dgZ2dH5cqV6dm7F2tWrZYdsKOjY7Fbhc7Ohl/wEx8Xz9x33yUt7QGdOj/eEEluDL379qFuvbp8u3Uro0aPxr+hv25cAK++/jpjx4+jZs2auLrl2Sfi5k1q1qqJp6dnob4L2mLnjp1ERt6mVetWBvUassfylSsK2bVixYokJCTQuHETFAoFVapW4fChwzRr1lxWK4BCoaBp06Y6H+SzcvUasrIyTX6Pv77x1f77k2JZjU0fbdq0oXp1X86fO0e74HYEh7Sndu1a/LLtZ9zd3Vm3YT12dnbcu3eXX3fvosPfd6vM6cOWtnh28GCOHT1qFXsoFApee+MNvly7jhuhN4yOwVi8yvWrL999fHz09uHq5kpGRgbDnhtOTk4Oy5cuI6htW9kxP9WypWzO6bsoJSUloVareW7YMLRaLX369iU8LEy2vKi99OWKqXaViz1DmBtLUDa5VaNGDV5+9RVemjCBKS+/THJyMl5eXrJ3LuwUdvTs1YuoyCh+3bWbnJwcftm1s9DW3nJUcHbG2dlZ97e51wJjvn6qZUtq1a7NyOHDeXfuXBo3MX9ztoJbjz/ZuDF9+/Xjlal5X7WpVCq0Gm2JX+5lbQy+sVKhUODt7c2Vv66Qq1LB3wsCuXJjdQXx9PRk89Zv+GrTJmZMexMvLy9+3rlDV+9TrRoALi4uqDVqYmJieLb/AAICAwgIzHv/ufT3drhOFSqgysl5fJfAwGpNaW9f7K1mjo6OhsyAs4szrVq35vTpUyQnJ+tuh8qNwdgLSryr5NW/MG6srixHpcIO/e9pz7eFvVKpG7MhDNmjqF2TpcevawAAIABJREFU7yejUCi4cSNv0urarXuhnQn1adX14+RUzNT5CyZzMGd8pTW2ojzRoAFPNGiAQqkkICCQzl06A5C6dStenp66d+xXqlRZ90nP3D4KjsHatgCsag9rjUGuX0P5rq+PJ554Ak9PTwb06YudQsGgwc9So0YNjv1xVHbMhnKuKO7u7hw5/DsvTZrEtOnTmT1rFj7VqsmWF0VfrpiKXOwZo7zOG0XZ8ct2cnPV7PntV7b/8gtubm6s26B/My6FQsHyVSsBSE9Pp2Xz5hw5fJhRo0cb7adO3TqFFgnmXguM+frBgwdERUYybsJ4kzf0K0rLVi05cfwEjZs0YeorL/PG66+hUqkAaPHUU+VuAQEGFhEqlYp333kHe6U9mzZ/rdtYRa7cWF1RsrKyqFW7NkuXL+fM6dOMHP4c4WFhuk8BWo2GyMhIzpw+zbTp0zl35izJycksWryYsBthFu/49ujhI6789Vehsgb+DWhg4BwPDw8mTZnM4UOHuHjxIs1btDA4Bm9vbyr8veK9cycK/4b+5ObmorCT/3Rex68O0dHRZGRkyN69KUh++xERN7l65QpZmab9CqSoXRsGNCQ3N5eu3boSHBJi1q9Jbt4Mp/+Awpvr/N9HH5GYkMj/lnxhcjtFKQ9jM5WAgAC2bN7M2TNn8PLy4tTJk0x9xfSdAo1hLVsAVrOHJEmoVCrd4iQnJwd7pXXfoG9uvp86eRKNRsOXGzfg4emp+2RqaMz6ci4nJ4fbt24RGxsDkHfLvFIlOnfuwm+7f6V33z7ExcVy6OBB3pw5A08PT73lRdGXK0WRs6u1LhyWxhLYLreSk5NZ/PnnbP3he7p27MSJU6fo2a2b7PG5ubk8evQIZ2dnjh87hkatwa9OHZP68vX1xcX58ZYA5l4L5GIgn7DQG7i4uPB6CX5dN2fePAb260/vPn1wcXFl+cqVqHPVTJ08mXkL5lvcri2RzfyPP/yQhg0DePGliSaVG6srSmJCIt27dKGiuzvZWVl06daVVq1bc/HCBQDaBwdjhx39BvTn+TGjSb5/n6o+PgS3bUujRo2oYeI2vEVpGNCQTz9fZNG59vb2hX5PLjcGAD8/Pzp07MjLk6fg4ODA/5Z8Qdeu8snRvkMH7B0c2LF9OyNHjTKq5cknn6Rps6aMGDacZs2aUbduXYPHu7q64ubmVsyu9vb2TJoymQnjxuFg70CuOpevt2yhVavWBtu78tcVwsPC6dO3T6Hys2fOEhcbi1arNfkrjfI2NnMYNHgwR34/wohhw7Gzs6NHz56FvporKdayBeR9krGGPa5eucqgAjuMPtkwgNfeeJ02QUHmD1CGoLZBZuV7w4Z5F7XhQ4ehUatxd3fng48/omu3bnrH3CYoSG/O3Ym6Q7/ej2O6X+8+jB0/jtlz5nDs6FEG9uuPQqFgwMCBDB02DKVSqbe8IHK5UhQ5u+Y/3FlSzI0lsH1uzZ8zl5emTMbX15dOnTszqH9/+hvY9fPevXt079wFyPtwN+OtmQSHhJjU1/fffse9u3cZMCivfXOvBT179zLoa41Wg0JZsh88NvD35/uffuSdt97m0//7PyDvTtTW778z+QcLpY7czlwajcascmN1+sjKypLi4+KkR48e6cpOnTwp1ferI926dUtS56oLHa/OVUtJSUlm9WFNXp4yRZo9a1ahMn1jKEhqSoqUmpJiUvvr1qyVWrVoIcXGxpp0vFarle7fv2/SsfnHp6WlFbOrJEmSSqWS4mLjTNqRLzs7WxrYr580b87cYnU5OTlSZmamyZoMaS2LsVlKRnqGlJmRYZO2rWkLSSode1gDc/J96RdLpI4h7SW1Wi1ptVrp+REjpckTX9LVy43Z3JzLzMjQu7unXLmhXCkLzI2l/HNKK7cy0o3n0IMHD6SUZNPm1IKoVCqrzE1yvl61YoXUv0/fErefT0JCghQfF2e19mxFuds74/SpU4x6bgQnz54pd79BP33qFJMnvkSVKlXYf/iQ1dvXarXMmPYmOTk5rFi9yurtW4slixdz6uRJNnz1VaEHlQSCsmLf3r1Me+11gkOC0WolLl28yJLly2kX3M7gebbOOZEr/w0mjB3H6VOn+GTRZ/Tp27es5ZQq5W4RkZWVRWxsLHXq1DH5pzuliUqlIjEhgZoGfqddEjQaDenp6Xh4eNikfWuQnZ2NpNXi7GKdLccFAmuQnJzM7Vu3cHBwwN+/IS6upsWnLXNO5Mp/g9jYWLy8vP6TC8Vyt4gQCAQCgUDwz0C89logEAgEAoFFiEWEQCAQCAQCixCLCIFAIBAIBBYhFhECgUAgEAgsQuziKRAIBAKBwCL+c7t4CgQCgUAgsA6yi4j8HTmVSgWTJ04kIyPDYLmxuqKYsovnnHnzaNW6NUeP/AHk7ernU82HWrVrFdvFs+0zbQlq25Y+/fry4MGDkllFIBAIBAKBUQw+E5G/I2dmZlbejpxGyo3VFSR/B8yqPj7MmPYm3Tp11u2hDvp38ewY0p6N69cTcTNv8VBwF0/ApF08BQKBQCAQWAfZRYRKpWLm9OlE3Ixg0+av8fTyMlhurK4oBXfAXL9pI7GxsYX2Zi+4a1yrVq0L7eoX0r494h1ZAoFAIBCULf+5XTwFAoHg/9k77/CoqrwBv5lJAgFSCGkEQgjpKEnoSlESegvYEAVsrMCqi7h2P8Xu2lBZXQVXRRAUA6yQgHREmtIhCUVaEkiHFNJJMjPfH2GGlNtmMhHXPe/z5Hky997z6+fcM/feuUcgENgH2ddeyy3lrLTEs7XLP1dVVXG5uJi27drRrl074NoCXJu2bSWwSyB6x2vrZxhqDRQVF+Hl5aVZh0AgEAgEgpZB9kqE3GRAaZJgzQQCoHXr1rS++uxDY1xdXRtMIAD0jnoxgRAIBAKB4A/CH24Brj/6Kp4CgUAgEAjq+MNNIgQCgUAgEPx3IF57LRAIBAKBwCbEJEIgEAgEAoFNKE4iCgsLeWTmLP46Y2aD7f9ZtYqFny2QbFNbW0vmhQtNtiu1sQY5+daiZM/Zs2fJzMy0qo01yMm3BSmbSktLOX7sGPl5eZqOtxYl+bagZNPFixcpKizSfLy1SMm3BSWbqquryc7O1ny8tUjJt4XGNlVWVJCZmdngr6ysTPZ4a1GTbw8fzGRmZnLm9GkMBoOm461FTr4tyNmUlZXVomOrkg5rkbNJbvxu6fOGLboF2pD9dQbA0iXf0COqB3999NEG23Oyc5oE3Wg0krQmkfkffYSjXs+mbVtV21iDmnxrkbKnurqa6Q88iJOTE7m5OfS/6SZefvVVxTbWoCbfFqRsemL247h7uPPbiZPcPGAA/zf3JcXjrUVJvi3I2XT2zBkmjo9n9JgxvDvvfdXjrUVOvi1I2ZSTk8MLzz7HpUuX8PX15fMvv7D8gskePijJt4cPBw8e5OP5/7R8vnD+PA/PmsmDDz0keby1qMm3hcY2GY1G/jpzJjoHHa1bt+bEiRMsX5GAh4eHXXxQk28PHwwGA7MffQyDwUBVVRW+vr688/57ssfbgpqO5vogN3639HmjOboF2lCcRFy6eJEhcXFNtvv7+6PTOTTYVlhYyK+//spzLzzP+++8q6kNwM4dOyguLmZ8fLyioWryrUXKHmdnZ/7x7jt07tyZyooKesf05OlnnqXN1cXBmuuDmnx7+fHFoq8AKC8vp1+v3g1O8s31QU2+LUjZZDKZePGFF5h8771cLi5WPR6s80FJvi00tslkMvHYrL/yxFNPMmjwYNXjzWj1QU2+LTS2adDgwRbZhloDY0aOZMTIkXbzQU2+PXxIS0sjPS2djVs2AzDjL38h+ehRbrn1Vrv4oCbfHj5s3bIFg8HAgn9/DsAdE2/j6JEjRMfE2MUHLTqa64Pc+N3S543m6BZoQ3ESUV1djbOzc5Ptt91xe5NtXl5e/OOdt0lJTpGUJdUGIOH778m8cEG1GNTkW4ucPZ2vvgnTZKo76Ts5O6m20eqDmnxbkLLJYDBQWlrKpg0biRs2VPV4sM4HJfm2IGXT0iXfEBUdQ4+oHpYF2JSOB+t8UJJvC41tOnP6NM6tnGnVqhVrk5KI6dnTknup481o9UFNvj18qM/q1T8Q07MnnTp1Uj3emjwoybeFxjYFBAQAMP/DDwnq1o0L5y8Q07On7PFmtPqgJt8WGttUVFiEu7u75fONPXqQmpJiOcHbIw9qOqylsU1y43dLnzeao1ugDclJRElJCf/86CPy8vLo3btXixrw4fz5drmPaG9ef+01Hnio7taDGrb4YI18azl39ixvvv466ekZ3HHnnZraWOODLfKtIScnhxUJCSSsWsmWzZs1t9Pqg63yreHC+QucOXOGXTt34u7uzpS7J/PJZ5/RI6qHYjutPtgq3xYMBgML/vUpC7/8QtPx1vYHa+Vbg7OzM88+/zxPPfEEtYZa/jb7cdzc3FTbafXBVvnWMHT4MD5fuICXX5oLJhNbt24hJCREtZ01ebBVx/Xij3re+F9EchLRqlUr+t90E7t37aawqIhObWy/3K5qgKMjjo6KF0R+d/7x5ltUVVYye84cTcdb64O18q0lNCyMr7/5BoPBwKQ77qR3n94MGDhQsY01Ptgi3xreeesfhEeE859Vq0hJTuHcuXOsW7uWsePGKbbT6oOt8q2hVevWxMT05IknnwSguqaGjRs2qJ7ktfpgq3xbSFy9hojukXTr1k3T8db2B2vlW0N6Wjqvzp3Luo0bcHR0ZOrkewgNC2VIbKxiO60+2CrfGry8vFi7fj2nfvsNN3d3CosKCeoWpNrOmjzYquN68Uc8b/yvIvkUVqtWrRg+YgS9evfitxMnW9SAnTt2kJSY2Gw5Cz77jEVfftlsOW+/9RaFhQW8/+EHmh9Ss8YHJfn28sGM0WjkSlUV7T09VY+1JQ9S8u3hw+ixY4iKisZQa8BkNGIymaitrVVtp9UHNfn28CE0LJSTJ05w5coVALIuZGq63aDVBzX59qolg8HAp598wiONHq5WwppaUpPfXD/OnT2Lr58fHTt2xNvbm+iYGE2/ZNHqgxb59siFi4sL0TExnDl9mrSz57j55gGqbazt00o67D02NRd7nTeU+KP5/EdFcSqnc9BhMGq7ZFRZWcmoYcOpqamhoLCAWwcO4rHHZ3PXpEmK7VYkJGi6t6Umv+DiJTZu2MCD06drsleKE8eP88Xn/6ZDhw4M7H8TADMf+avq0+JafVCTbw8fLl26xCMzZ9GqVSuKi4q4Z8q9REZGqrbT6oOafHv4MHLUKMv/a5OSMBqNTJg40W4+qMm3hw8+Pj7c/+CD3BYfj4dHe7y8vbhz0l1280FNvj18AFibmERg165Edu+uuY1WH7TIb64fAwYN5Ntlyxg3ajStXVxwc3PTZJdWH7TIb64PBoOB+LFj0en03NijB18v/abJukLN8UGLjub6IDd+jxs/vkXPG83Rba8+9GdH8bXXb73xJpGRkYoPXDUXQ60Bo8nY7GcDFn31FUcOHWb+Jx/byTLt/NF8KCkpwcHBAVdXV81trPFBSb7IQ1Obag21tGrVSvPx1vggJ//PkAewnx9VVVVA3aJ/WrDWByX51ysXf8Q82At7+ibHH83nPyqKk4iDBw7w7NNPM2Hibfzt8dm/p11W8eG8eRQVFvH3p57Eo337622OTQgf/hgIH/44/Bn8ED78d/K/6LOtqC7AVVxcTHZWFt1vuOH3skkgEAgEAsF/AWIVT4FAIBAIBDYhFuASCAQCgUBgE2ISIRAIBAKBwCbEJEIgEAgEAoFNiEmEQCAQCAQCmxCTCIFAIBAIBDYhJhECgUAgEAhsQkwiBAKBQCAQ2ISYRAgEAoFAILAJxUnEV198wYLPPtO8XW2fQCAQCASCPw+Kk4jNmzaxcf16zdvV9gkEAoFAIPjzoPja69raWkwmU5OV0uS2q+0TCAQCgUDw50GsnSEQCAQCgcAmxIOVAoFAIBAIbEJMIgQCgUAgENiEmEQIBAKBQCCwCTGJEAgEAoFAYBOKk4j/rFrFws8WNNmelZVF5oULkm3Onj1LZmamZlnWIqdbTq8tWON3aWkpx48dIz8vT7Mca5HzWUm3tdiS64sXL1JUWKRJji1Yq9tabPEZoLq6muzsbE2yrEVJt5ReW9Dqd2VFBZmZmQ3+ysrKVOVYi5TParqtxdpcZ2Zmcub0aQwGgyY5tmCtbmuxpb7l9rV0fUttf2Xuyzx43/2cz8hotl5By+GotDMnO6dBYg0GA7MffQyDwUBVVRW+vr688/57QN0AN/2BB3FyciI3N4f+N93Ey6++KivLWuR0q+m1BWv8fmL247h7uPPbiZPcPGAA/zf3JVk51qKkV023tVjjM8DZM2eYOD6e0WPG8O6892Xl2IKtuq3FWp9zcnJ44dnnuHTpEr6+vnz+5RfodDpJWdaipFtJry1o9fvgwYN8PP+fluMunD/Pw7Nm8uBDD0nKsRYln9V0W4tWn41GI3+dOROdg47WrVtz4sQJlq9IwMPDwy4+N0d3S/msts8efsvJV9L7ymuvsmb1aj795F+8/d67NusWtCyKkwh/f390OgfL561btmAwGFjw788BuGPibRw9coTomBicnZ35x7vv0LlzZyorKugd05Onn3mWNm3bSMoys3PHDoqLixkfH69oqJJuJb22YI3fXyz6CoDy8nL69erd4ETekj4Dirpb0meTycSLL7zA5Hvv5XJxsaIca31ujm5rsdbnx2b9lSeeepJBgweryjLT3FxHRUcr6rUFrX4PGjzYotNQa2DMyJGMGDlSVo4Ze9S3mu6W8rmdqyvpaels3LIZgBl/+QvJR49yy6232sXn5uhuKZ+jY2JUx5qWynVeXp6i3sjI7qz5YbVN/gt+HxQnEbfdcXuDz0WFRbi7u1s+39ijB6kpKZaEd+7cGQCTCZydnXFydpKVZSbh++/JvHBBtQiVdCvptQVr/DYYDJSWlrJpw0bihg1VlGPGHj4DirqtxRqfly75hqjoGHpE9WDH9p8V5ZjR6nNzdFuLNT6fOX0a51bOtGrVirVJScT07GmpOylZZpqb6zZt2ijqtQVr+zXA6tU/ENOzJ506dZKVY8Ze9a2k21q0+nzX3XcDMP/DDwnq1o0L5y8Q07OnrBwz9qhvNd3WYk2e1XLRUrl2dHRS1Ovk7ERVVZVGjwXXA8VJRGOGDh/G5wsX8PJLc8FkYuvWLYSEhDQ57vXXXuOBhx7U9NbKD+fP13TvT4tua/Rag5Luc2fP8ubrr5OensEdd96pSZ69fLZFt1bkdOfk5LAiIYGEVSvZsnmzZnlafW4J3VpRiveF8xc4c+YMu3buxN3dnSl3T+aTzz6jR1QPRZnNzbWteq1Brc4MBgML/vUpC7/8QpM8e/Zpa3VrRU63s7Mzzz7/PE898QS1hlr+Nvtx3NzcVOXZo75t1a0VpXhrHdsb09xcq+kNDAzE3d2d5599jkcfe5TOAQG2B0DQIlg1ifDy8mLt+vWc+u033NzdKSwqJKhbUINj/vHmW1RVVjJ7zhxtBjg64uioboaabmv1WoOS7tCwML7+5hsMBgOT7riT3n16M2DgQEV59vLZFt1akdP9zlv/IDwinP+sWkVKcgrnzp1j3dq1jB03TlGeVp9bQrdWlOLdqnVrYmJ68sSTTwJQXVPDxg0bVE/mzc21g4POJr3WoFZniavXENE9km7dummSZ6/6tkW3VuR0p6el8+rcuazbuAFHR0emTr6H0LBQhsTGKsqzR33bqlsrSvHWkgspmptrNb3mh4knTJyIW70rFoI/DlY/neXi4mK5vJt29hw33zzAsu/tt96isLCA9z/8QPODXzt37CApMbFZupX0LvjsMxZ9+aVG76zXbcZoNHKlqor2np6qsuzhs5pue/gtpXv02DFERUVjqDVgMhoxmUzU1taqyrLGZ1t1t5TPAKFhoZw8cYIrV64AkHUhU9NthebmWk1vS9e3wWDg008+4ZFHH9Usy171raS7pXJ97uxZfP386NixI97e3kTHxGj6RYw96ltNd0vWt9o+OeyRayW9mRcu0L59e0aNGW3XqzIC+2HVlQiDwUD82LHodHpu7NGDr5d+g95RD8CJ48f54vN/06FDBwb2vwmAmY/8VfVp6hUJCZruqcnpVtNbcPESGzds4MHp061xVZPuS5cu8cjMWbRq1YrioiLumXIvkZGRqvKa6zOgqru5fsvpHjlqlOWYtUlJGI1GJkycaDefm6O7pXwG8PHx4f4HH+S2+Hg8PNrj5e3FnZPuUpXZ3Fyr6W3J+gZYm5hEYNeuRHbvrlmePepbTXdL5XrAoIF8u2wZ40aNprWLC25ubppq1h71raa7JetbLRfN9VtOvppeo9GEg0PTBzoFfxyu+wJchloDRpOxxVb9XPTVVxw5dJj5n3zcIvJLSkpwcHDA1dVVcxt7+ayku6X9tpaWzjP8Pj4bag3UGmpp1aqV5uPt4bec3j9anuHPkWvzw3ytW7fWdLw9fZbT/b+Y68OHDvHvhZ/z6UL7vJtDYH+suhLREugd9ehRn/Hawofz5lFUWMSrr7/WIvIBmy6x2ctnOd2/h9/W0pJ5ht/PZ72jXtM3tAbH28FvKb1/xDzDnyPXWicPZuzps5Tu/8Vcf7tsGd8tXcasRx9pEfkC+3Ddr0QIBAKBQNCYM6dP49G+PV5eXtfbFIECYhIhEAgEAoHAJsQCXAKBQCAQCGxCTCIEAoFAIBDYhJhECAQCgUAgsAkxiRAIBAKBQGATYhIhEAgEAoHAJsQkQiAQCAQCgU2ISYRAIBAIBAKbEJMIgUAgEAgENiEmEQKBQCAQCGxCTCIEAoFAIBDYhJhECAQCgUAgsAkxiRAIBAKBQGATYhIhEAgEAoHAJsQkQiAQCAQCgU2ISYRAIBAIBAKbEJMIgUAgaCYV5RUsXvQ12dnZ19sUgeB3xVFqY01NDSsSEtiyaTOOjnpu7NEDD4/2ZGSk07dfP0aNHv172yn4k3H82DFOnz5NmzZt6NuvHx4eHtfbpD8dp0+d4qMPPqRDhw689uYb19ucPyXl5eW8+4+3Wf3DD4yfEM99D9x/vU0SCH5XJCcRTk5O3DtlCuvX/UhYeBiz58wBoKSkhHGjRlNaWspdkyb9roYK/hxcOH+eJx6fw5HDh/Hw8ECv11NaWsqMWTOZPWcOOp24OGYvQsPC6H/TTRxLTb3epvwpKSsr4+4776R37z78kJRIt27drrdJAsHvjuKIrdM5NPjs5uZGr9692fHzzy1qlODPyaVLl5g86W7OnT3LU888zZbtP3HfAw9QXV3NJ//8mLfeEN+W7U3jPiywH/9euJD3P/yQ1958Q0wgBP+zSF6JkKOyooLDhw7x8MwZQN3l0gMHDmAymejZqxeRkZFs27qN7KxMpt53HwD5eXns3LmTqspKfHx9ycrMwsPDg4AuAZw6dapB2/379lFQUIDRYCTyhu4EBQUBsHPHDs6eOYufnx/DR4xgzZrVlJaUEhwSwqDBg6itrWX9jz9iNBpxd3dnSGxsE/sGDRqEyQS7d+/CwcGBPn36AFj2Dxw4iDZt27B92zaqq6u5sUcPomNiZGU35reTv3HgwH68vLwYOWqUZXtaWho7tv9McEgIvr4+ivaEhoVhNBrZtHEjzk7OVFZVMviWW3BzcwMgNyeX/6xayZ133UVNbS2/7NlDZUUlEZER9Onbl5UJCXj7+DAkNlbR7m1btnLlyhWuXLlC7NA43N3d2b1rN6dPnaJt2zZUVFTi4uJCRUUFvXv3JvVYKtVXqvFo74HRYOTmAQPw6+hnkbdn927Ky8uprKwkJiaGLoGBkjH6eP4/ycvNJSgoiMzMTP69cCFt2rS17F+86Gsm33MPIaGhDdrVz6NcnqT8ys/Ls7Tz9vauq8f8fBz1jvTp24fgkBDFeFtbv2Zyc3JJSUmmuLiYksuXiYqOoW+/vvy0bRsZ6Rm4ubsxYcJESstK2fDjegyGWm67/Q7atG0jmTe53Ey6+27atG3TJM6VFRX8eFVG8tFkcnJy+O7bb3FycmLw4MH4+vlpiqn5GAcccG7lTMnlEsrKy2jXtp2sDxkZ6Wzbuo2uQV2pqKggOyuLESNHEtm9u1X9sX5MU1NSOHr0KI56R/r270e3bt0090ulmlcbv5Rqo7q6Gn//TpRcvkxSYiJVVVWMHjOGdu3aKcrtf9NNmmpZqv6l+qCWcUdpjJSLT2pKqmLNqfUbuf4rFw+58UVpbDly+DCpKSm0atUKHByorKgkNCwUDw8P2Ro0IyVXqZ9lZWXapXazs7I4c/oMbdu1JTYujlO//cap304RHBLM4FtuUaxhtXhIxbx+3w0JDdVUC9aieu34+LHjLF2yhHfffpv7pk7jqWefsUwQQsPCyMrMIu1cGpGRkRw6eBB3dzeysrIs7X18fRkSG0tOdg7DR4zg60WLCAruRu8+fRq0/eqLL9i0YSOjRo9m+MgRvDp3LgcPHABg8C238PH8+dxw4w3oHfX4+PiwauVKBg0eBMAjM2fSJTCQCRMnciz1GMu//a6JfV0CAwnsGkjauTSyMrMIDQtrsD+wayDe3t7k5uZxYP8BS2eWk92Y8IhwcrJzeHLOExQXF1u2f7N4MQnfL2fQ4EGq9tTpm4WToxNxw4bSu3cfpky+h+KiIgCKLxfj7u7O1q1b6dSpE05OTmzdspm+/fqx4cf1dA0KIiszU9HuZ558isuXLzN67Bj2/vorH8+fD8CB/fsYNnwYPr6+JK5eze133kFBQQE+vj5kZWaRnZ3NhIkTiYqOYszIkRQWFgKQmZnJ7EcfY/iIEQwfPpz7pk4jPz9fMkZbNm8G6ga45d9+R22tocF+k8nEli1bmrTTkicpv+q3Gz5iBMNHjOD4sWMUFhYQHBKiGm9r6rc+yclHqa2p5a5Jk5gybRqzHn6YU7+dIjYuji2bN6PX6dE76vHw8CAvL5eO/p3ngzhiAAAgAElEQVQskwGpvMnlprS0pEmsDAYD99w9maCgIO6aNAk3dzdqa2u4e/JkYuPimHLPPVy8eFFTTM3HnD17ltvvuIMBAwdy6eIlRR+8vL3Zv28vx1JTuWvSJCbfcw9PPD6H3bt2W9Uf68f0xh49OH7sGJcvX7Z849faL+Vqo3FdSY1fSrWxb+8+SkpKKC0tZXx8PEOHDeP+KVMpLipSlKsl7nL1L9UHtYw7avGSio9azan1Gyn7leIh5Zva2BLTsyc5OXX90rO9J0mJidw8YIBiDYL8mKXks71qd8DAgRQUFPCflavo0KEDfh07cvFiPgMGDpStXzPWjLVSfdc8/lrTd7SgOonofkN3pt53H8889xyvvfE6//r4E9YmJVn26/U69HodRqORdWvX0rtPH559/vkGMkpKSoiKib52/NX73ua2lZWVzHvvfctDSU5OTsRPnMi8996/Zqheh06vr/tfV9cOYN/evaSnpRMdXSf/pptvYvHXXzexT8vnU7+dIiszE51G2Y2J7B5JZPfuJCz/Hqi7fO/q6opOp9ek/9dffuFYaipDhw8DwK+jH2HhYSxZvASAiIgIpkybRnBwMFs2b8bR0RGdTk9lRQUnTpygb79+TJk2Tdbuw4cOsXPHDibefhsAf5vzOA/PqLuqNGXaNDoHBKDT6XDQ6XB0dOThmTNo7+mJXq/D4epVcXcPD6qrq6moqADA39+f5SsSAHBp0wZfX19Sk1Mk41NYUCAbu2vHFEpuV8qTkl9N4q3TW/KhFm8zavXbmKioaEaPHQPUTYycnZ3rvi0BD02fzvfLl1uOzc7KJjau7puAXN6UctOYuqsd6fTs1QuArl270qVLIDqdrm7Q8uvId8uWqcZUKu5h4WE88ugjij54e3vTwcuLgC5dAPD182PafdP450cfSedD5bNlu06vuc/XR6k26utrPH6p1UZWZiY/bdvGsOHDAfD09KT7DTfw+cKFinK1xr2J/wp9UG3cUYqXXHyUak5rv2lsv1I8pHzTMrZ4eLTHo317dPViqlaDcnLV+pk9alen0zHn709gMBj4dulSdu3YyVPPPINer2/SrjHWjLWN7TH3XblaqKmp4fSpU5a/K1euqNpjxqrbGZHdu/PQ9Om88NxzjB49Br1jneNpaWk8+/TTzJg5U7JdeloaUVHRMvvS+W7ZMmpqavD372TZ3rlzZ1JTrwUoIiKSX/bsITYujtOnTlu2p6ak0Kp1a8ssy2Qy8dTTTzfRYd6fnpZOeER4EzuKi4tJT08jumcMB/bv1yy7Mfc/+ADvvf0O0x/+C7t37eKmm29m29Ztmuw5lppK54DODY5tHAeAfv3789EHH3Dh/AXy8/J4+aW5PPP8c6oxOXL4MEHduuFwtcf6+/tb2nh5eTXxpf7lyfS0dBLXrGFlwgreeOstOneus1On0xHQpQu7du7CaDRQVlaK0WSUjE1AQADnzp1TiF7dMUpI5UnJLyW0xlupfjPSM0hKTGT/3n30iI7irkmT8OvoZ/mF04F9+3n2+ecJ7Fp32XFIXCyvvfoqJ0+exN/fn/CIcIvdcnlTy019zp09R2hYmEVmY8Ijwjlz5kyDbVIxlcPH15ch3t6yPkgREhrKyRMnLJ/V+qNUTOtjTb/UUhtS45dabRQVFWIwNLySFti1Kz9v364otz7WxB3k+yAojztK8bKm75hrTmu/aYxSPOR8Uxtb2rm2U9Rppn4Nyo1ZWvpZc2sXQK/X8968eYwbM4bvvl+u2HfqY81YK4WPry9rk5Ika6GosJD5VydZAM+98EKD+lLCqkkEgGcHTyrKKygoLMDHxweAoKAgZsyaRfzYsSxavNhyad5MdXV1g3vo9eka1JURo0bx1htvUllVSbt2dUVRXl6Oq+u1BH66cAF7du/mWGpqg58DtnZxQafTWb4RyOkw75fqrAaDkc2bNnHXpEl89+23VsmuT21NLWPHj+OtN95k04aNODg4SM4w5exp186ViorKBsdWlFfg6upq+Wwymfjbo4/So0cUccOGUlRUxON/f4KJ48fz/cqVdOrUSdbu5d9+R2VlhSZfpGyOnzCh7lJaXBy+fr7cPGAAly5d4pGZs/jHu+8QHBzMws8WyMqYePttfPD+PNq2bUu//v0JCQ2hTZs2xMbFsf2nn2jVqhUjR4+SbS+XJxeXNjb5pSXeoFy/gV0DGR8fz5DYWPr07Em/fv0J7Bpo+YXT3ZMnc+ugQbi6ujJ0+DB0Oh1Tp01j6ZIlDBw4iPiJEy2yrK03Kby8vSgqlL6aA3VXeszPh4B8TJVQ8kGK8vKKBn1WrT9KxbQ+1sRJS21IjV9qteHq5kZZWWmD/aWlJbi0cVGUa8aWuMv1QbVxRyletvQdrf2mMUrxkPItNCxMcWzJz8sjIKCLJpvr16A1Y1Zjmlu7ZjIzM7l3yhRee+VVlq9I0PSrtObYbUapFj759FOr5YHK7QyTqem2LZs2ExYeZplAmPH09GTqtGk89/Qzlm0njh+nrKyMqsoqRSM6d+5MVHQUKcnJlm2pKamMHnPtfRSurq6MHDWKW269FW+fa4PgwIGDOJ+RYblHD3WX6Kwh+ehRxo0b12S7tbIPHTqEo6MjU6ZO5fXXXuMWDQ/K1Cd2aBw52dmUlZVZtqWmpjB6zBjL57VJSRw5fJj7H3zAsq1Tp06MGTuOuf/3oqLdNw8YwJkzZ8nLzbVs37Vzl1U2uri44OXlzZnTdd9mkxITcXNzIzg4mOrqagoUbllMf/hhomNicHFxoXffPhQUFHDhwgV69+2DTqfjpZdfblJX9ZHLk61+qcVba/1C3c/9jAYjNTXVfPD+PFatXAnUfeto186VwqJrubjr7kls3LCB3LzcBt9+7FHLAwYMJC8/j6oqaZtPnfqN2Lg4y2e5mKoh54MZo/HaN6T9+/YyYpT85FCO+jGtjzVx0lobjccvtdoYOnQYuTm5VFZcOwEfP3acsY1iKTUugu1xh6Z9UG3cUYqXLX1Hyzglh1w8pHxTG1t++M8P9O7TW1aXXA1aM2bZilztQt0trLy8XJ7/vxdwcWnNvxd+DoCh1sCCTz+ltLS0SRt72W2PMaYx+ldeeeWVxhtrampY8X0CSYmJnD9/gZrqGvbv38fKhBWUlZfxznvv4Xb16eY1q1eTl5dPeGQEQ4cNY9nSb0hNTmHQ4MG8/OKLbN++nbhhw/Dz82P7Tz+RtCbRcp99w/r1lrbx8fEs+uorPD09OZaaSkpyCs8+/xzOzs4NbMtIz2Dj+vUcOnSQ8IhIekT1wM/Pjw/nfUBNTQ0H9h+g+w3dcffwaGBfr969KC6+zMqEFRQVFhIRGUlhQQFrVq9Gr9fTt19/ampqWLViJWlnzxERGUF4RISs7MYcPXqU9999j5DQUIYNH0Zebi79brqJxDWJHDxwgPCISK5cqVK0p0uXLgSHhLL8u2/x8vJi3bp1+Pr6cc+99wKw4cf1fDTvA16cO5e27dqRuCaRE8ePExERydhxY/n0X//ifEYG8RMm4OfXsYndgV0D8fHx4f133wMHOJaSSlh4GJ5X7/nl5+WRlJjI0cNHCI8IJ6BLF0sMz5+/gE6nY93adTg5O/HoY3/DydmJK1VVfPnvLwDIysrEwcGBkydP0iUwsMnJxdHRkfj4eAoKCvh60SJ+/mk7e3bv5tKli7z19juMjx8vWaRmG5TyJOVXwaVLlnj37NWLgoICViasoLSslPDwcAICAhTj/X/PPadav+fPX8DJ0YkV3ycwZvw4RowcSUlJCXt278HHx4ctWzZTXFTIY7NnW2q5devWZKSn069/fwLrPV3t4eEhW29SuZGinWs7OgcEsGrFCtzd3dm+fTsZ6emEhISQlJhEQJcAJk2erBpTv6u/4DDHr0tgFzrWu9Qt5wPApo0bST6ajGcHT44ePkJqSiovvPQiGenpmvpj45j6+/uz+ofVdXmLiCAoKEhzv/Tw8JCteaXxa+SoUYRHRMrWRjvXdoSEhPDVl1/i5u7GurXraNu2DdP/8hdFuR07dmRtUpJi3OXqX6oPHj9xXHXciYqOko2XUnzkaq5t27aK/UbOfqV4SPlmNBpkx5ZDBw/y+YIFdOrcmfT0dH7d8wvJycl0C+5GYNeusjXo7OysOGYZDQZJn7WeS9Rq9/DBQzz6178yePAtBHQJID0tjQWffoajkyM9onrwzJNPEdStGyFXH/yujzVjrVzfVRpjbMZkZ2pqakxlZWWW/0tLS61qX1RUZKooL7dab21trenixYtWt7vesuXIy8011dbWNtleVFQk26aqqspUUVFh+Sxnd21NrSk3J8dkNBrtYmtRYaGpsrLSIrukpES1TXV1tSkjPd2Un59vFxvMum31SyrettSvmerqalNmZqappqZGcv+KhASTwWCQ3GePequpqTEVFhSavlm82PTMk0+ZSktLbepXSsj58Pc5c0zLli41FRQUmC5fvmxXnfWxJk5aa6P++GVGri+aj8/MzDSVlynHVkru741SvGztO0qxUUJrPOTGlvunTjMdPnTI0r/ycnNNa5OSTHdMvM1kMqnXoC1j1u/B0iVLTBcuXJDdby+77XlOs/qZCDUcHR1xdHS0/G9+xkErtr7+WK/XS15WtQctKVsOH19fye1K8TH/AsCMnN16Rz2+Et94bMWjffsGstXujULdL3DkfuNsK83xSyrettSvGScnJzp16tRg28mTJ9E56PDv5I/L1XuTUtij3hwdHWnveS0vtvrRGK0+ODg4WK5wtRTWxElrbdQfv8zI9UXz8Y3zrFXu741SvGztO0qxUUJrPOTGlr/MmEFMz54N7Bg7bhweHteOV6pBW8aslqaivAI/v46KDzTay257ntPEO4YFgt+JX/bs4am//53vln3LqFEtv/5Melo6R48eJT09neSjyeoNNKDmw9EjRzifcZ6jh4+QkZ5hF50CQWPM779ozMBBA/9ra7BV61bEDRt6vc2wGgeTSerxSYFA0BKUlZXZ7arA9eLP4INAILAPYhIhEAgEAoHAJsTtDIFAIBAIBDYhJhECgcAqKsorWLzoa7Kzs6+3KQKB4DpzfR8XFggE/zWUl5fz7j/eZvUPPzB+QrxlrRs1Xnrh/5j9xBzat2/Ps08/zdvvvouTk1MLW/u/w5bNmzmWmkqHDh0wGk2cOX0aj/btuWfKvXTs2PF6myf4A3P82DFOnz5NmzZt6Nuvn02/jhSTCIFAoEpZWRl333knvXv34YekRMtqmlo4ceIE7dq2xdHRkfS09JYz8n+Qt954k/S0c3y28HPLWkaGWgOP/HUW+Xl5YhIhkOTC+fM88fgcUlNSCI+IoKDgEoUFhcyYNZPZc+Zoeg23GfFgpUAgUOXDefMYNWZMk2XPtVBcXMyeq8sw9+zdS5zY7MSunbuY/uAD7Nm7lw4dOjTYd/zYMYqLizUtMS343+LSpUtMGDeeyooKvlr8NcePH6dfv358PP+frFu7lgceepAX587VLE9yEnH61CkOHDiAyWRi0KBBmEywe/cuHBwc6NOnD6FhYdTW1rL+xx8xGo24u7szJLZuKeATx4+zbes2ugZ1paKiguysLEaMHElk9+4N5A4cOIg2bduwfds2qqurubFHD5ydnWXbgnmZ4wzc3N2YMGEipWWlbPhxPQZDLbfdfgfOrZwlbfrt5G8cOLAfLy8vRtZ7h39aWho7tv9McEgIgwYPwmg0smnjRpydnKmsqmTwLbdYVnGT81cublL+tW7tosmO+uTm5JKSkkxxcTElly8TFR1D3359NeVoz+7dlJeXU1lZSUxMDF0CA9m5Ywdnz5zFz8+P4SNGsGbNakpLShvolvJVTR+g6Ht0TIzVMTQvFJWfn4+j3pE+fftQXV2tWCNKOo4cPly3omGrVuDgQGVFJaFhodw8YAAA27Zs5cqVK1y5coXYoXGkpqRy+tQp2rZtQ0VFJS4uLlRUVDDp7rtp07aNZHzN9ldfqcajvQdGg5GbBwywLOCVn5fHzp07qaqsxMfXl6zMLDw8PBgSOwSP9u0xGo3s27uXgoICiouLqamuwdfX17K0uJR/u3ftVrSzMY39dHd3V6z96upqflj1H7oGdSU/P5+qqipGjxlj+ZmnXFu1/hAdE9PALi391NfXR7Xu5ezJzcnlP6tWcuddd1FTW8sve/ZQWVFJRGQEffr2ZWVCAt4+PgyJjVWtVWtqJSsrU7EmlGKvxH1TpqLX61m0ZLHicVpqTil/cnZL1T9oPwdYmz+5+m+Mkt319ffs1YvIyEi2bd1GdlYmU++7TzFeAV0COHXqVIO2+/fto6CgAKPBSOQN3QkKCgJQHWdbaozVEqOXX5rLsm++AeqWFK+sqGDgoIHc/+BDzJg+HQcHB9Zv2khIaKhqDYLMg5WhYWFkZWaRdi6NLoGBBHYNJO1cGlmZWZaV1x6ZOZMugYFMmDiRY6nHWP7tdwB4eXuzf99ejqWmctekSUy+5x6eeHwOu3ftbiA3sGsg3t7e5ObmcWD/AaJjYhTbAsTGxbFl8+a69dkd9Xh4eJCXl0tH/060adtG1qbwiHBysnN4cs4TFBcXW/z8ZvFiEr5fbjl5PjJzFk6OTsQNG0rv3n2YMvkeiouKFP2Vi5uUf1rtqE9y8lFqa2q5a9IkpkybxqyHH+bUb6dUc5SZmcnsRx+rWxVv+HDumzqN/Px8Bt9yCx/Pn88NN96A3lGPj48Pq1aubKBbylc1fWq+2xLD4SNGMHzECI4fO0ZhYQHBISGqNaKkI6ZnT3Jychg+YgSe7T1JSky0TCCeefIpLl++zOixY9j76698PH8+B/bvY9jwYfj4+pK4ejW333kHBQUFlJaWyMbXbH92djYTJk4kKjqKMSNHWha88fH1ZUhsLDnZdXZ8vWgRQcHdLG+ie+app/j1l18YPmIEsXFxzHvvPcsEQs4/JTsbI+WnWu3v27uPkpISSktLGR8fz9Bhw7h/ytR6fUO6rZaaqI+W/qFtbJK2p/hyMe7u7mzdupVOnTrh5OTE1i2b6duvHxt+XE/XoCCyMjNV68jaWlGrCaXYK3HyxAm6BnVVPU6t5tTyJ2W3XP2D9nOAtflTy4sZJbvr64+MjOTQwYO4u7uRlZWlGq/effo0aPvVF1+wacNGRo0ezfCRI3h17lwOHjgAoDrOttQYqyVG5mXAAcsCcgFdunDh/HmgbqXoLVu2qNaVGdkbH3q9Dr1eJ/l53969pKelEx0dDcBNN9/E4q+/BsDb25sOXl6WhUt8/fyYdt80/nl1rfL6ck79doqszEx0Vz+rtQV4aPp0vl++3PI5Oyub2LhYRZsAIrtHEtm9OwnLvwfqLum4urqi09XdR/z1l184lprK0OHDAPDr6EdYeBhLFi9RlS0Xt8b+abGjMVFR0ZaTiMlkwtnZ2fJ6a6Uc+fv7s3xFAlA32/T19SU1OQUAnV6H7upSwTpdQxlKvirpU/Pd1hgC6HV6S3yUakSLDg+P9ni0b4+uno7Dhw6xc8cOJt5+GwB/m/M4D8+YwZRp0+gcEIBOp8NBp8PR0ZGHZ86gvaenYnz1eh0ODnX63D08qK6upqLeao8lJSVExURf87Xe/ccD+w8wJDYWZ2dn9DodDjoH1dwo2VkfOT+Vah8gKzOTn7Ztsywf7OnpSfcbbuDzhQtV26r1h8Zo6R9KdadkT0REBFOmTSM4OJgtmzfj6OiITqensqKCEydO0LdfP6ZMm6ZYR7bUilJNqMVPDpPJRHl5eZNX3cshV3Na8idlt1L9W3MOsCZ/1o4hcn3QrM9oNLJu7Vp69+nDs88/ryle5raVlZXMe+99y8PFTk5OxE+cyLz33rfIkBtnW2qMVZNtprDR6p+hYWFMve8+PvvXv+odU4hWFB+sTE9Lt8xa0tPSCY8IB6i7JNy6tWWfyWTiqaeflpUTEhrKyRMnGmwrLi4mPT2N6J4xkuuyy7UdEhfLa6++ysmTJ/H39yc8IhwHBwdNNt3/4AO89/Y7TH/4L+zetYubbr6ZbVu3AXAsNZXOAQ3fWd65c2dSU1No166tVf6q+adkR2P8OvrVraqakMCBfft59vnnCex6bc0JuRzpdDoCunRh185dGI0GyspKMZrqlsaNiIjklz17iI2L4/Sp0w30qcVRTp+a79bWjDWYa0SLjnauTd+0eOTwYYK6dcPh6qjjX2+1ysbUv8wsF1+oi03imjWsTFjBG2+91eB9+OlpaURFRUvKf+W1V9m8aRPZWdlcLrncYJ+cf1LvwJe6HC7n59qkJNnaBygqKsRgMDTYH9i1Kz9v306HDh0U25rR2t9BW/+Qq0OlfmymX//+fPTBB1w4f4H8vDxefmkuzzz/nGW/Uh3ZWitmOxvXxMb16zXFrzEODg6EhYdx7tw5xeOu6ZauOS3xkqtlpfpvTONx3Jb8WTsOK/XBtLQ0nn36aWbMnCnTVr6Ppqel892yZdTU1ODvf23dlMZxkxtnW2qM1SIbICAgwFI3wSEhzPvwA2Y/8iiXLl1qcIxWFCcRXYO6Wr591De09dWFd8z71Cgvr2jw0xGDwcjmTZu4a9Ikvvv2W6va6nQ6pk6bxtIlSxg4cBDxEydqsqm2ppax48fx1htvsmnDRhwcHNDrr327adfOlYqKygZtKsorcHV1tdpfJf/U7JDCycmJe6dM4e7Jk7l10CBcXV0tM3W5HF26dIlHZs7iH+++Q3BwMAs/W2DZ9+nCBezZvZtjqalNftKj5qucPjXfrY2hNZhrRE1Hfl4eAQFNl9B2cWlDZWWFRAt5lOILdXGKnzCh7nJvXBy+fr6WWyfV1dWW+8qNGRIby5nTZzh/PoOx48Y12NfcGMr5qVT7AK5ubpSVlTbYX1pagksbF9W2YF1/19o/5OpQzR6TycTfHn2UHj2iiBs2lKKiIh7/+xNMHD+e71eupFOnTopxtqVW6tvcuCa0xE+OW4cMYek3SykpKZGcNG7ZvNnig1zNadEvZXdoWJhi/Tem8ThuS/6srX+lPhgUFMSMWbOIHzuWRYsXW26lmFHqo12DujJi1CjeeuNNKqsqLc8GlZeX4+p6LQ9y42xLjbFaZANMvP02Pnh/Hp06deKbb5fx7dKlRHbvTmT37my9ehtj5OhRsu0bY9PLpgYOHMT5jAzLPT2ou8xXH6Px2qx0/769jKj3oFTy0aOMazRAam0LcNfdk9i4YQO5ebmWb2FqNh06dAhHR0emTJ3K66+9xi233NJAZuzQOHKysykrK7NsS01NYfSYMZr8rY+Sf2p2NOaD9+exauVKoG7ltXbtXCksUr/UlJSYiJubG8HBwVRXV1NQ7xKWq6srI0eN4pZbb8Xbx7tBO2t9bYyc782V2xipGlHT8cN/fqB3n95NZN08YABnzpwlLzfXsm3Xzl2K+pXiWx8XFxe8vLw5c/oMJ44fp6ysjKrKKlm5S5csYeuWLcyYNQtnZ+cG+5obQzk/lWofYOjQYeTm5FrunwIcP3acsePGqbYF9f5eH2v7R2PU7FmblMSRw4e5/8EHLPs7derEmLHjmPt/LwLKcbalVhpTvybU7D1x4kSTq0BmHnnsMfx8fXntlVcw1DY8Zm1SEoGBgao1pyV/UnZrqX+1cdxae2yt//p218fT05Op06bx3NPPWLZp6aNQd9UhKjqKlORrC9ulpqQyesy1RenkxtmWGmO1yp7+8MNEx8Tg5OzEiu8TcHJyJiw8nLDwcJycnHjp5Zfx8fHRbI/+lVdeeaXxxtOnTrFm9Wry8vLp1bsXxcWXWZmwgqLCQiIiI+kWHIyfnx8fzvuAmpoaDuw/QPcbuuN+dba1aeNGko8m49nBk6OHj5CaksoLL71IRno6a1avRq/X07dff2pqali1YiVpZ88RERmBn5+fbNv6A2rr1q3JSE+nX//+BF59ItjDw0PWpqNHj/L+u+8REhrKsOHDyMvNpd9NN5G4JpGDBw4QHhFJZPdIgkNCWf7dt3h5ebFu3Tp8ff245957FWVLxU3Ov7y8PFU7ugQ2/KZcUlLCnt178PHxYcuWzRQXFfLY7NmWWMrlqG3btnz57y8AyMrKxMHBgZMnT9IlMNAy8cpIz2Dj+vUcOnSwTneXLrK+5ufnK+orLChQ9D08IsKqGObl5dOzVy8KCgpYmbCC0rJSwsPD8fT0lK0Rbx9vWR2bNm7k8wUL6NS5M+np6fy65xeSk5PpFtyN6JhofHx8eP/d98ABjqWkEhYehqenJ/l5eSQlJnL08BHCI8It93mvVFVJxhdgx/btnD9/AZ1Ox7q163ByduLRx/7GK3NfYvv27cQNG4afnx/bf/qJpDWJtPf0JCwslFWrVvHVF1/y2cIFODk5szYpiZ+2bSMkOITQsFDFOpSzsz4eHh6SfgYEBMjWPtTdAgoJCeGrL7/Ezd2NdWvX0bZtG6b/5S+0bdtWtq1af/BrtPS0ln565UqVYh126dJF1p4NP67no3kf8OLcubRt147ENYmcOH6ciIhIxo4by6f/+hfnMzKInzABP7+OknGWi6FSrZjjIFUTHu09ZO0tLS1lyKDBDBw0GP9OTW+b6PV64idO5NDBgyz87DMKC4vIyMhg967dRN7Qne433MD/PfecYs118PJSzZ+U3UajQXF8UTsH2JI/a8dhKbvT09Ms+sMjIxg6bBjLln5DanIKgwYP5uUXX5SNl16vY8P69Za28fHxLPrqKzw9PTmWmkpKcgrPPv9ck8l/43G2R1SPFhlj/fz8NMXI0dGR+Ph4cnJyWLL4a3b+vINff/mFwsICXn39DcbHj29Sa4qYmkFtba3p4sWLTbb/fc4c07KlS00FBQWmy5cvWyVTa9sVCQkmg8Gg2SZryMvNNdXW1raIbFuorq42ZWZmmmpqaqxqV1RYaKqsrDSZTCZTbU2tqaSkRHPblvLVHnLVakRKx/1Tp5kOHzpkiWFebq5pbVKS6Y6Jt11rV1Nrys3JMRmNRk12WHoiyGAAACAASURBVBvfmpoaU2lpqez+iooKU3lZuare5sZQyU+52jeZ6uzPzMyUtVGp7fVAyp6ioiLZ46uqqkwVFRWWz0pxtrZWtCBlb15enqa2RqPRdOH8eVNuTk6D7Wo1p6ZfCaX6b845QM0ee49NNTU1prKyMsv/WuNlpqioyFRRrt5vG9OS5xOtsqurq00Z6emm/Px8m3U1642Ver1e8qEuqHvwx7PR0+FakWt78uRJdA46/Dv543L13o81NmnFx9dXcrs9ZNuCk5MTnTp1Uj+wEeafcAHoHfWa7rNajm8hX+0lV6m+pHT8ZcYMYnr2tHz28fVl7LhxeHg0jJGvn/R9UCmsja+jo6PiEtouLi6a9DY3hkp+ytU+1NmvVIdKba8HUvYovda38S8dlOJsba1oQcperZeVHRwc6CzxMJxazanpV0Kt/ptzDlCyx95jk6OjI46Ojpb/rV3m3pZXRUPLnk+0ynZycrK838NW7L4A19EjRzifcZ6jh4+QkZ5h17a/7NnDU3//O98t+5ZRo0ZLSBD82bG1vqTewQEwcJB4o59AYE+acw4Q/PfxX/fa67KyMqtnigKBQCAQCOzPf90kQiAQCAQCwR8Du9/OEAgEAoFA8L+BmEQIBAKBQCCwCTGJEAgEAoFAYBNiEiEQCAQCgcAmxCRCIBAIBAKBTSi+bGrblq1cuXKFK1euEDs0Dnd3d6DuneibNm7E2cmZyqpKBt9yC25ubuTm5JKSkkxxcTElly8TFR1D3359gbrV71JTUupe6OLgQGVFJaFhodw8YAB7du+mvLycyspKYmJiLC+/qK2tZf2PP2I0GnF3d2dIbCwAu3ft5vSpU7Rt24aKikpcXFyoqKhg0t1306ZtG1k7Tp86xYEDBzCZTAwaNAiTCXbv3oWDgwN9+vQhNCxM1padO3Zw9sxZ/Pz8GD5iBGvWrKa0pJTgkBAGDR4kaauaPsCyf+DAQbRp24bt27ZRXV3NjT16EB0TIxsDa3OWn5fHzp07qaqsxMfXl6zMLDw8PBgSOwQ3d3fJfJrtr75SjUd7D4wGIzcPGGBZmEYuVieOH2fb1m10DepKRUUF2VlZjBg5ksju3RvEpGevXkRGRjbxof4xcnGx9tjGccnPy7O08/aue699fn4+jnpH+vTtQ3BIiGydq8Xz4sWLkj7K1eVP27aRkZ6Bm7sbEyZMpLSslA0/rsdgqOW22+/AuZWzTf3AjFzf8/LyUsyvkv9SdalkT2uX1rKylPqWr6+PXfqI0vij1jf27d1LQUEBxcXF1FTX4Ovry+ix19aWUKp3M1J9xdbxUs5fJT882rdvsTHKaDSqxkiq32/buo3srEym3nef1f1p/759FBQUYDQYibyhO0FBQapjtNx4Zcu4Y+9zjC3nl8Y2N9bn7eXFxUuXVP3Rkj8lZK9EPPPkU1y+fJnRY8ew99df+Xj+fMu+R2bOwsnRibhhQ+nduw9TJt9DcVERyclHqa2p5a5Jk5gybRqzHn6YU7+dAiCmZ09ycnIYPmIEnu09SUpM5OYBA8jMzGT2o4/VrbQ2fDj3TZ1Gfn7+VT0z6RIYyISJEzmWeozl335XV9T79zFs+DB8fH1JXL2a2++8g4KCAkpLSwBk7QgNCyMrM4u0c2l0CQwksGsgaefSyMrMIjQsTNGWwbfcwsfz53PDjTegd9Tj4+PDqpUrLS8xkrJVTV/9/YFdA/H29iY3N48D+w9YEiwXA2tz5uPry5DYWHKy63Lw9aJFBAV3w6N9e9l8mu3Lzs5mwsSJREVHMWbkSAoLCxVj5eXtzf59ezmWmspdkyYx+Z57eOLxOezetbuBz1ITCEBTXKw5Viou9dsNHzGC4SNGcPzYMQoLCwgOCVGsc7V4yvkoV5excXFs2bwZvU6P3lGPh4cHeXm5dPTvRJu2bWzuB2bk+p5SftX8l7JJyR4lWUp9y159RC4Garl85qmn+PWXXxg+YgSxcXHMe++9JoOrUr0Dsn3FlvFSyV8lP+Ta2WOM0hKjxn3i0MGDuLu7kZWVZXV/+uqLL9i0YSOjRo9m+MgRvDp3LgcPHFCsI6XxypZxx97nGFvOL41tbqxv2IgRmvzRkj8lJCcRhw8dYueOHUy8/TYA/jbncR6eMQOAX3/5hWOpqZalqP06+hEWHsaSxUuIioq2KDeZTDg7Ozd4layHR3s82rdHp9eh19ep9vf3Z/mKBABc2rTB19eX1OQU9u3dS3paOtHRdWu633TzTSz++msApkybRueAAHQ6HQ46HY6Ojjw8cwbtr75iVckOfT3djT/L2WIJll6H7uqyxDrdtXZKtirpa/z51G+nyMrMRKcit6amhtOnTln+rly5opgzMyUlJUTFRF/Tq9Mp5tN8nINDXXt3Dw+qq6upqKhQjJW3tzcdvLwsCxD5+vkx7b5p/POjjyRjIIVSXKw5VikuTXKh06PT1eVXLS5y8ZSyyYxSXT40fTrfL19uOTY7K5vYuNhm9YP6SPU9s51S+VXyX84mOXtOnz6tGku5vqWWX6X4aI0ByOfywP4DDImNxdnZGb1Oh4POoYlctXqX6yu2jJdq/sr50VJjlNYY1ZdjNBpZt3Ytvfv04dnnn1e1vX7byspK5r33Pvc9cD9Q99rm+IkTmffe+4B8HamN7Vp9NdMS5xhbzi9q+rT4ozV/ckjezjhy+DBB3brhcHV08fe/toLcsdRUOgd0bnB8586dSU1NYfacx6mpqWFFQgIH9u3n2eefJ7DrtUtG7VybvmlSp9MR0KULu3buwmg0UFZWitFkrLuU17o1WzZvBuoS9dTTTwNIvhPcfGkU6gYpJTvS09ItctPT0gmPCFe0xUxERCS/7NlDbFwcp0+dtmxXslVJX32Ki4tJT08jumeMZQ15OblFhYXMvzpAATz3wguKObtmRxpRUdENtinls779iWvWsDJhBW+89RadO9cdrxSrxoSEhnLyxAnL54z0DJISE9m/dx89oqO4a9IkyXZScZFD6lgtcZFCW1yaxrM+Uj7K1eWQuFhee/VVTp48ib+/P+ER4Tg4ODSrH9RHqu9d86NpfjeuXy/rf7t2bSVtkrPnt5MnVWMp17fqY00fsT4G0rl85bVX2bxpE9lZ2VwuuSzbvjH1611uXFEbp6TsVR9rpP1oqTHK2hilpaXx7NNPM2PmzCb71PpTelo63y1bRk1NDf7+19ZwqV9LcnWkNrZr9dVMS5xjbD2/KOnT4o+tNW5GchLh4tKGysoKyQbt2rlSUVHZYFtFeYVl8RUnJyfunTKFuydP5tZBg3B1dWXo8GHk5+URENB0eeJLly7xyMxZ/OPddwgODmbhZwsAaH11ga1hw4db7ZSSHQBdg7pa5NYPqJwtZj5duIA9u3dzLDW1waIrarbK6TNjMBjZvGkTd02axHfffqtJ7iefftrgs1LOzFRXV1vud5tRy6fZ/vgJE+ouwcXF4evnS2hYmGKsGlNeXtEgZoFdAxkfH8+Q2Fj69OxJv379G3RCkI+LFHLHaomLFFriIhXP+sj5KFWXOp2OqdOmsXTJEgYOHET8xIlA8/sBINv3zEjlV8l/a23SEku5vmXGlj5SH7UYyOVySGwsZ06f4fz5DMaOG6eooz71611pXLF2vFTzV86PlhqjwLoYBQUFMWPWLOLHjmXR4sWEhoWp2l7fxhGjRvHWG29SWVVpWf6gvLwcV9e6ybNcHamN7Vp9rY+9zzG2nl+U9Gnxx9YaNyN5ffjmAQM4c+Ysebm5lm27du4CIHZoHDnZ2ZSVlVn2paamMHrMGD54fx6rVq4E6lYRa9fOlcKiuvurP/znB3r36d1EV1JiIm5ubgQHB1NdXU1BQQEAAwcO4nxGhuX+LNRdmtaCkh1KyNlixtXVlZGjRnHLrbfi7eNt2d4cWwGSjx5lnETyrJGrlLMTx49TVlZGVWVVk3ZK+WyMi4sLXl7enDl9RjVWUPfAjpn9+/YyYtSoJseUlZVhNBipqalusk8uLlLIHasUFyWU4qIUTynMPn7x+eeKdXnX3ZPYuGEDuXm5lm/1za0tkO97jamfXyX/rbVJS43J9S0zze0jcjFQy+XSJUvYumULM2bNwtnZWdZHkK93ub5iy3gp56+aHy01RoF1MQLw9PRk6rRpPPf0M4B6DurTuXNnoqKjSElOtmxLTUll9Ji6BRnl6kjLeKXFVzMtcY75vc8vZqzNX2P0r7zyyiuNN3p4eODj48P7774HDnAsJZWw8DA8PT1p27YtwSGhLP/uW7y8vFi3bh2+vn7cc++9lJSUsGf3Hnx8fNiyZTPFRYU8Nns223/6ic8XLKBT586kp6fz655fSE5OpltwN/z8/Pjy318AkJWViYODAydPniQqOpobb7yRD+d9QE1NDQf2H6D7Dd1xvzpDy8/LIykxkaOHjxAeEW65HwnI2pGRns6a1avJy8unV+9eFBdfZmXCCooKC4mIjKRt27aStnQJDGxwqTYjPYON69dz6NBBwiMi6RHVAz8/vya25ufnK+orLChgzerV6PV6+vbrT01NDatWrCTt7DkiIiMIj4iQlOsu8U1NKWf/99xzbN++nbhhw/Dz82P7Tz+RtCaR9p6e9OwZww09ekjm8/SpU6xZvZrz5y+g0+lYt3YdTs5OPPrY3zAaDYqx2rRxI8lHk/Hs4MnRw0dITUnlhZdetOTg/PkLODk6seL7BMaMH8eIkSMtvpj1ysXFr94SzGrHhkdESMal4NIlS2569upFQUEBKxNWUFpWSnh4OAEBAbJ1rhTPsLBQLly4IOljdEy0ZF2aO27r1q3JSE+nX//+BF59ctzDw0OxBpT6AcCmjRtl+151dbVsfj3ae8j6r2STlD1KY0ZjGvetK1VVze4jSjH4fMEC2VwmHz3CksVL+GzhApycnFmblMRP27YREhxCaFhokzhL1buzszNXqqok+0pAly6kpqRaNV5Gx0RL+vvu228r1qRfR78WGaO2btnCV198qRojcz/Ny8snPDKCocOGsWzpN6Qmp7B50yZ2/Pyzan8yt42Pj2fRV1/h6enJsdRUUpJTePb55xqcABvXkY+Pj+rYbs2405LnGK3nF3cPjwZxbazPxcWFn7dvV/Rn2dKlmvKniEmB2ppaU25OjsloNEruz8vNNdXW1jbYVl1dbcrMzDTV1NRYtt0/dZrp8KFDlm15ubmmtUlJpjsm3mYymUymosJCU2VlpUVnSUnJNRtqa00XL15UMlMSKTu0oGSLGrbaak+5UjmrqakxlZaWqraVyqcSSrH6+5w5pmVLl5oKCgpMly9f1iyzpVCrZSUax0VrPKVQq8sVCQkmg8HQZLuttaXW97QgVxe22GRtjWlFyRalGCjlsqKiwlReVq5Jv1q9y/UVW8ZLKX+11qS9xyhrYtSYmpoaU1lZmc39qaioyFRRrl13c8Z2KX7vc0xLnF+akz8zv8sqnrt27rL8VKU+u3ftZuCggS2tXnAdePKJJ+jTt6/kt01BQ06ePInOQYd/J39+3r7dpvuScoi+9/vEwJ71LnIm+G9CLAUusDtHjxzhjddeJzg4mL8++miTByYFDVn01Vf8sOo/jI+P56Hp09E76q+3SQIrEPUu+F9GTCIEgj8AZWVllqfNBQKB4L8FMYkQCAQCgUBgE2IBLoFAIBAIBP/P3pnHNXHmj/9NAlRAIFAuUTnkxirerYpWFPA+trb2ULS7Pb89bautPde2++t3t2qP3f22dXtqtbVotwra1otaFa2KBwIeWAsoIKDckEACye8PTEwgM5kEbbvuvF8vXi8yzzyf53M+M5mZzOMQ8kmEjIyMjMw1Q92sZtWnn1FeXv5bq/Kr8N9mr+gqnjK/PsZXqe7Yth1nZyU3DRiASuVDSUkxw0eMYNLkyb+1ijIyMjI2aW5u5s3//Ssbv/mG6TNnmNa7uF75b7PXiHwS8TvD+CrV77Z8S3RMNE8sXAh0vNxk2qTJNDY2Cq4zISMjI/N7oKmpiTtvv52hQ4fxTWYG/fr1+61Vuqb8t9lrjnwS8TtF0WklNS8vL4YMHcruH3+UTyJkZGR+13y4ciXL336buLi431qVX4X/NnvNsXoScaawkJycHLStWlQ+KvTtekaOGmVaHEWv17Nt61ZcXVzRtGgYM3as1dUDxeQY2wwGA4OHDCEuLo6snVmUl5Uyb/58qior2bNnDy0aDQGBgZSVlqFSqRiXNI6LFy926Xvo4EGqq6vRt+uJ6x9PeHg4e3bv5uzPZwkKCiIlNZVNmzbS2NBIRGSk6WUubW1tfPftt+j1ery9vRmXlGShW2JiIgYDZGfvxcnJiWHDhgGY2kePTsTdw51dWVlotVpuGjAAd3d30fbOa9NLQaNWc/TIkY6llW34DvhV/GfNd+Zxd9R/CYMGodfrOXjgANXV1dTV1aHT6ggMDLRY516KH4Ry9fSp0+TkHMLPz4+JZmt6FBUVsXvXj0RERhIYGGCS7+/f8S77qqoqnJXODBs+jIjISPZlZ9Pc3IxGo2HQoEGEXH5dtZhu4f0iOFNYiIeHO2q1Bjc3N9RqNXPuvJOyslLJvjPKhY6V/nJzc3FWOjP85hGC34TM9ZKSm0L+uxoxNkdKPBLHJNrUxwknXG9wpaG+gcioKHQ6LSXFJXh5ezFz5iwamxr5/tvvaG9vI6hXMOfPnbMaB3cP9y6+y9qxk9bWVlpbW0maMB5vb2+OHT3ascriDTeAkxMatYao6ChGjhoFWJ9fbNWnysfHal5l782WlDfmeSEWf2s1Iza327LViFarJTi4Nw319WRmZNDS0sLkKVNMP2EWG8OWX4T8KbTdnB+ysgRz4Q+3zaaw8LSgfWI6O2qv2PxqPvcI1Y9YPhw7dtTqvCTVV/Zg9cHKqOhoykrLKC8vZ+asWQxMGMiUiRNNC4A88tDDuDi7MD55AkOHDmPuXXdTV1trlxxjW9EvRcTFxXHk8GG8vb0oKysDICAwkHFJSVwov0BKaiqfffop4RH9UPn4dOn7yUcfse37rUyaPJmUiam8+sorHM7JYczYsfzj3Xfpf1N/lM5KAgIC+HrDBou3wT3y0EOEhIYyc9YsCvILWPfFlxbyQ0JDCQ0LpeiXIspKy4iKjrZoDw0Lxd/fn4qKSnIO5ZAwaJDNdqmcKDjBmtWrefOvf2X+vDQWPfcs8+bPt+m7X8t/1nxnHndH/Qfw7KJF/LR/PympqSSNH8+KZcssTiA6jyPkB6FcjYmN4UL5BZ5Z+BR1dXWm/T9ftYr0r9aROCbRQn5KaiopqamcKCigpqaaiMhISktLeeLRxzraUlKYPy+Nqqoqm7rlHDpIckoyAYGBZGzcyG23z6a6uprGxga7fGd+oLhpwABOFBRQX18veinV3twU8t/ViLE5UuIhRZ+zZ89y2+zZjBo9mh3bt5M0fjw7tm9HqVCidFaiUqmorKygV3Bv8vOOC8ahM88+s4j6+nomT53CgZ9+4h/vvgvAoMGDuXCho8Z8fXzJzMiwOKgK1YhYfQrlldS8Efs2bKtmxOZ2W7YaOXjgIA0NDTQ2NjJ9xgwmJCezYO48kxyxMcT8IuZPoe3miOWCu4e7qH1iOjtqr9j8KqV+hPLhdOFpwXlJqq/sQfDXGUqlAqfLV9S9VSq0Wi1qtZqf9u+nID/ftORpUK8gomOiWb1qtV1yjG1KpQK9Xs+WzZsZOmwYzz3/vKlvQ0MDAwclXNlXobCQq1Qq0Gg0rFi23PQQi4uLCzNmzWLFsuUdBioVKJQdbwBUKDr6GDl44ADFRcUkJHSMccvIW1j12WcW8juPZ+1z4elCykpLUdjRLoX4/vHMmz+fZ5cs4bW/vM7//eOfbM7MlOS7a+0/Md9dDf/lHMphXFISrq6uKBUKnDrd3uksx5ofbOVqXHwccfHxpK/7CuhYptfT0xOFQtlFvumzQmlqDw4OZt36dADc3N0JDAwk/3ieTd3mpqXRp29fFAoFTgoFzs7OPPDQg/j4+trtOwtfKJRWtwv5DMRz05b/uhvjztiKhz36RMdE88ijjwDwp/vu46t160zjlJeVkzQ+yWYcjBw9coQ9u3cz67Y/APD4wid54MEHTe0qlQ8qHx8USunzCwjXp1Be2Zs3QgjlpZS5XchWc8pKS/khK8u0NLWvry/x/fvzr5UrJY0h5Bchf9ryszlCuSBmny2du2Ov2PHJVv0I5UNcXJzgvCTkK51Ox5nCQtNfa2urVf9ZQzTjiouKydi0iaefXMhf3niDPn36UJCfT5++fSz269OnD/n5eQJSrMsxUlRUxHOLF3PX3Xdb6VfEwIEJonK/XLsWnU5HcHBvq/rExsaxf98+qqurOVN4xqJ/fl4eN/TowY7t29mxfTs1NTUsWrzYQr6xrbio2KoOdXV1FBcXkTDY+hUGW+1SiYuP50/33ccLS5bQ3tYOiPuuQ/9r5z9bvjPKd9R/S197le3btvHt5i1kZWUJO0bED1JydcEf72Xt55/T3t5O9t693DJypOhY5igUCvqGhLB3z152//gjTU2N6A16i32s6Wa+IqwRLy8vi1UIbfmupLiEzIwMXnnxJdanp0vW2RxbuSnFf1ejRswRi4e9c09AYCAA48YnUV5ezqlTp2hoaCAmNgYnJydJcYCOy/jh/frhdPnbUHBwMIFmKzr29LT+plHb84v1+hTKKyn6Ss0La3kpxb9CtppTW1tDe3u7xbbQsDDyjudJzCnrfhHyp5S5yIhQLojZZ0vn7tgrdnwyIlQ/QvnQo0cPwXlJyFe1NTW8+847pr+LFy9a1cUaoicRYeFhzJg5k5UffcjyZW+yf98+evb0RK3WWOynblbj6elplxwj4eHhPP/ii/xxwQLOFBZa9NNqtabnMITkpk6ahF6vR9NyRafm5mY8PTvuV7238gM8PT0pyM9H1WkJ7R5ubigUCpJTUkhOSSElNdV0xmiUb2wLCw/rMn57u57t27ZZLGNtT7u9+N7oi7pZTXVNxxr0Yr6Da+s/W74zynfUf+OSkvDx8eXcuRISE7suRmSOkB9s5Wqbro1Jkyeja2tj2/dbcXJyQqmUvm7FpUuXSLtnLr2CezH21ltRqXwk62YLW74LDQtl+owZLF7yHC+98AIlxSWSZYO03JRS692tEXNsxcORuQc6Dsrz0tJYs3o12Xv2MmPWLJu6mOPm5o5Go7baVlVZSd++IVbbbNWIUH1KySshpOaFtby05V8xW83x9PKiqanRYltjYwNu7m6SYijkFyF/SpmLjIjlgpB9tnTujr1ixydw7Bgilj9CvgoIDOSf771n+jP/om8LSdfX3dzc8PPz5+czP5M0YTwXystpamoytefn5zF5yhQRCV3lmOPr68u8tDSWLH4WgJMnTtDU1ESLpsWmzD59+jAwYSB5x49f0Scvn8lTOt6n4OnpycRJkxh76634B/hb9B09OpFzJSWmZz2g49KlVI7n5jJNZMVFsfaTJ092OXs1x9rLyHds2050TDQBAQGmbZ19B7+O/7rrOxD3z5rVq9m5YwcPPvxwl2+G1rDmB1u5euTIEZydnZk7bx6vv/YaY8eOtUv/zIwMvLy8iIiIQKvVUl1dLVm3q0VTUxP6dj06ndZie3tbOx+89x6NjY1W+9nKXbDtPylIGceIrXh0R5877pzD1u+/p6Kywuo3ODFGjhrFzz+fpbKiwrRt7569AHzz728YOmyo1X5CNWKrPqXmlRhCeWFO57y05V8xW82ZMCGZigsVaNRXTrxOFJxg6rRpomPY8ouQP+2di4RyQcg+W35x1F4QPz6BffVjRCx/rsa83Rnl0qVLl3beeKawkE0bN3Lu3HkUCgVbNm/BxdWFRx97HJWPiojIKNZ9+QV+fn5s2bKFwMAgq0vgiskpLi5i08aNVFZWERMXy4TkZNau+Zz843ls37aN3T/+yPjkZIKCgtj1ww9kbsrAx9eX6Ogozp8/b9F3xowZfPrJJ/j6+lKQn0/e8Tyee35Jl8t8W7/7jiNHDhMTG0dISAgqlYqgoCDeXvEWOp2OnEM5xPePp6qqyiR/yNAh1NXVsyF9PbU1NcTGxVFTXc2mjRtRKpUMH3EzOp2Or9dvoOjsL8TGxdLY0CDa7uHhwbjEMYxOHENw72ALn+l0OtZ/lU5mRgbnzp1Hp9Vx6NBBNqSvp6m5ib8tW0ZlZaWg7xLHjOHPL73Erl27rqn/BgwcYNV33iqVKe6O+m/njh188tHHvL/yA1xcXNmcmckPWVlERkQSFR3VJb+E/ODt7S2Yq7m5uSx/cxmRUVEkpyRTWVHBiFtuIWNTBodzcoiJjaO1tcUkf/CQIVRXV7MhfT2NTY3ExMTg7u7Oxx9+BEBZWSlOTk6cOnWKkNBQamtqRHWrqa4mMyOD3KPHiImNoW9ISBebxHx37tx5XJxdWP9VOlOmTyM4OJiN32zs0C02Fnd3d559ZhHh/foRGRnZxWdCvg8yu0zv4eEh6L/uxth8HEBSPOLi4yTpExIaQq9gy7rq0aMHJcXFjLj5ZkLNnlSvqqy0GgdzVCoVAQEBLH9zGThBQV4+0THR5Bw6xL8++IDeffpQXFzMT/v2c/z4cfpF9CM0LExwfnnzr38VrU8nJyfBvNK3t4vmTee86PwNVqxmJk6aRExsnFX/btu6VdRWc3p69iQyMpJPPv4YL28vtmzegoeHO/fdf79oTr24ZImoX4J6BVn1Z2hYqOBcZA1ruSBmX3z//qLHPEftNafz/Nra0iKpfqzlb2tLi2D+REZG2uUrSRi6QWVFhaGtra07IizQ6XSGpqYmg06nMzQ2Ntrdv7a21qBubra7X1tbm+HixYt29+sOlZWVV1We0XfG/38t/10L36nVakNzk/1xNBgs/WDO1c5VI7U1NQaNRmMwGAyGNl2boaGhwW7drhVrVq82nD9//qrIulb+cxRH9Fmfnm5ob293eMw2XZuh4sIFg16vNxgMBsOCeWmGo0eOGHQ6nUmnzZmZhtmzxMz1LgAAIABJREFU/mDZr1ONSKlPe/Kqu1jLy87+lWprZ7mlpaWCtdx5DKnzltCcY89c1DkXpNonlnf22nstsZU/V3PellfxlJG5DlE3q9m/b5/gveH/Fk6dOoXCSUFw72B+3LWLqXZeGhZj7569Fj8XN5K9N5vRiaOv2ji/B64HW8Vy4Xqw77dCPomQkbkOaW9v7/jpl5P1n8b+t/DpJ5/wzdf/ZvqMGfzpvvtQOkt/cFbm+kLOhWuDfBIhIyNzXdPU1GR6e6DMfzdyLlx95JMIGRkZGRkZGYew7xWKMjIyMjIyMjKXkU8iJKBuVrPq088oLy//rVWRkZGRkZH53fC7P4nQ6XSs++JL/rTgXhY+/gTfbt5iavt28xYWPv4Ef5y/gHVffIlOp7uqYzc3N/Pnl15m5IgRnDlTSK9eva6qfBkZGRkZmf9kfvcnES4uLtx1z920trbi7+/PlGlTTW1Tpk3F398fjUbNXffcjYuLy1Ubt6mpiTmzZ2MwGPgmM4O/vPHGf/2T7jIyMjIyMuY4/9YKSMXZWWn1JzlKZyVK5dU348OVK1n+9tuiy+rKyMjIyMj8N2P16Hv61Glycg7h5+fHxEmTTNuLiorYvetHIiIjSRyTyJnCQnJycjAYDAweMsR0wM3PyyM3NxdnpTPDbx6BTquTJO9qodfr2bZ1K64urmhaNIwZOxYvLy/J+2m1WoKDe9NQX09mRgYtLS1MnjLF9NOgkydOkLUzi7DwMNRqNeVlZaROnEhcfDwA+7KzaW5uRqPRMGjQIEIuv1o1e282ZwoL8fBwR63W4ObmhlqtZujQoeQX5GMwGBg9OhF3D3d2ZWWh1Wq5acAAmpqarfabc+eduHu409bWxnfffoter8fb25txSUkWdhrjpG3VovJRoW/XM3LUKIJ6BVnEMDExEYMBsrP34uTkxLBhwwBM7dZ069HDTXJsrfmlu+MnDBpk035zHwiNExUdLRg3I0LxM8ZBat4Z2bN7N2d/PktQUBApqals2rSRxoZGIiIjcXJy6vZYUuNurN2snVmUl5Uyb/58oOOVunv27KFFoyEgMJCy0jJUKhV9Q/pSWFho0ffQwYNUV1ejb9cT1z+e8PBwmzYmjkkUjN3VyAu9Xs/BAweorq6mrq4OnVZHYGAgk6d2XWsja8dOWltbaW1tJWnCeLy9vUXniIoLFeTlHaeuro6G+noGJgxi+IjhQMeqn/l5edxwww3g5IRGrSEqOoqRo0YJ5pi1eFjzqa0ctGVXVWWlaRx//461GqqqqnBWOjNs+DD0er1NvzriLyn51hlHjkNCtS0Wx39/vYHb77gDXVsb+/ftQ6PWEBsXy7Dhw9mQno5/QADjkpJszjOdfZKfly8Yq7KyUsHaFPOjtfoWi5VQDY9LGsfFixclxdoWVm9nxMTGcKH8As8sfIq6ujrT9s9XrSL9q3Wmg0JUdDRlpWUU/VJk8Y39pgEDOFFQQH19Pf369ZMszxal50vZs3u3xV/p+dIu+z3y0MO4OLswPnkCQ4cOY+5dd1NXWyt5v4MHDtLQ0EBjYyPTZ8xgQnIyC+bOM8nw8/fn0MEDFOTnc8ecOdx199089eRCsvdmU1payhOPPkZKaiopKSnMn5dGVVUVADmHDpJ8ecW0jI0bue322VRXVxMQGGDyY2hYKP7+/lRUVJJzKIeEQYME+zU2Nly24yFCQkOZOWsWBfkFrPviSws7jXEqLy9n5qxZDEwYyJSJE6mpqbGIYUhoKKFhoRT9UkRZaRlR0dEW7dZ0kxpbIb90d3wp9nfOVWvjiMXNiO04SMs7I2PGjuUf775L/5v6o3RWEhAQwNcbNpA4JvGqjCU17nFxcRw5fBhvby/KyspM/QMCAxmXlMSF8gukpKby2aefEh7Rj6HDhln0/eSjj9j2/VYmTZ5MysRUXn3lFQ7n5Ni0USx2VyMvnl20iJ/27yclNZWk8eNZsWyZ1ROIZ59ZRH19PZOnTuHATz/xj3ffNbUJ+fn48VzadG3cMWcOc9PSePiBByg83bEa5qDBg7lwocNnvj6+ZGZkMHLUKNEc6xwPIZ/aygtbdpmPk5KaSkpqKicKCqipqSYiMlKaXx3wl5R864wjxyFruSKmV119Hd7e3uzcuZPevXvj4uLCzh3bGT5iBN9/+x1h4eGUlZaK5qqQT8RiJVabYvqaIyVWQjWs8vGR1F8Kgs9ExMXHERcfT/q6r4CO5UU9PT1RKCxvKSiVCpTKrmKUCqXFdqnyxPDx8SE6Otriz8fHcpncn/bvpyA/3/S636BeQUTHRLN61WrJ+5WVlvJDVhbJKSlAx2p38f3786+VKwHw9/fnRj8/0+I3gUFBpM1P4+/vvENwcDDr1qcD4ObuTmBgIPnHO9aOn5uWRp++fTveJKhQ4OzszAMPPYiPr6+FHwtPF1JWWori8mexfgcPHKC4qJiEhAQAbhl5C6s++6xrPJQKjI90eKtUaLVa1JdXnescQ7HPnXUDabEV80t3xpdqvy25YvoZEYuD1LzrjEKpQHF5uWuF4oo+V2ssKXHX6/Vs2byZocOG8dzzz1v0b2hoYOCghCv7KxQWfTUaDSuWLWf+vQuAjmeYZsyaxYply23aaCt23c3LnEM5jEtKwtXVFaVCgZOi6zNNR48cYc/u3cy67Q8APL7wSR548EFAfI4YODDBdEJiMBhwdXXtuPJwGZXKB5WPDwo7ckyKT8XyQqpdXfyoUFrUqphfHfWXuVyxfOuMo8ch889iesXGxjI3LY2IiAh2bN+Os7MzCoUSjVrNyZMnGT5iBHPT0kRzVcgntmIlVJv21rdYDYBwDUvtbwvRvRf88V7Wfv457e3tZO/dyy0jR1rdr6S4hMyMDF558SXWp6d3W54QHj09CAwKsvjz6OlhsU9Bfj59+lquhd6nTx/y8/Mk71dbW9Nlme7QsDDyOh1UzImMiuLUyZMoFAr6hoSwd89edv/4I01NjegNegCrSxB7eXlZrJZZV1dHcXERCYOvnAmK9cvPy+OGHj3YsX07O7Zvp6amhkWLF1vVsbiomIxNm3j6yYX85Y03LNaMLy4qNskoLiq22t+abkZsxVbML90Z3x77xcaxpR+Ix0Fq3nUmNjaO/fv2UV1dzZnCM9dkLLG4FxUV8dzixdx1990CfYsYODBBUO6Xa9ei0+kIDu4tqIuQjVJi1528XPraq2zfto1vN28hKyvLat9jR48S3q+f6aHp4OBgAi+vkCjm56BeQeh0Or5Yu5YXlzzPc88/T2jYldtfPT27vhVRSo7Z8qmUOcSWXVKx5ldH/WXEVr5ZQ+pxQyhXpOg14uabyc/LI2vHTqoqK/nzy6+YTuJAPFeFfCIlVtZq05G5RGxuFqthKf1tIXgS0aZrY9Lkyeja2tj2/VacnJxQKq1fNQgNC2X6jBksXvIcL73wAiXFJd2S1x169vRErdZYbFM3q/H09JS8n6eXF01NjRZtjY0NuLm7CY7b3KxGpVJx6dIl0u6ZS6/gXoy99VZUKh/BPp1pb9ezfdu2Lsv3itHDzQ2FQkFySgrJKSmkpKYKLroUFh7GjJkzWfnRhyxf9ib79+2zaDPKCAsPs0s3KbG15RdHx7fHfrFxuhM3kJ53nXlv5Qd4enpSkJ+PSuJyvPaOJRb38PBwnn/xRf64YAFnCgu79NVqtab7tNbkpk6ahF6vR9NyRZ/m5mY8Pa/cvxWyUUrsupOX45KS8PHx5dy5EhITrd8ydXNzR6NRW22z5WcXFxfumTuXZW+tYPmyN9m5fQfQ8SxJ375dlxSXkmNSfWoLMbukIOTX7vgLbOdbZ+w5bgjlii29DAYDjz3yCG5u7oxPnkBAYCBPPv0Us6ZPN91uEcvV7vjaWm3aW9+2jhtiNSylvy0ETyKOHDmCs7Mzc+fN4/XXXmPs2LE2hTU1NaFv16PTaR2Sd/LkyS5XAIwYDB1/1rdfaUiaMJ4L5eU0NTWZtuXn5zF5iuW9ULH9JkxIpuJCBRr1lcQ4UXCiywqAev2VbxGHDh4gddIkMjMy8PLyIiIiAq1WS3V1tVV7rHE8N5dpdq4yOHp0IudKSkz30qDj8poYbm5u+Pn58/OZn6+KblJi2x2/iI3viP3W6K5+YvnU3tbOB++9R2NjY5d+np6eTJw0ibG33op/gH+3xxJDKO6+vr7MS0tjyeJnTdtOnjhBU1MTLZoWUZl9+vRhYMJA8o4fv6JLXj6Tp0y2aePViJ1YXq5ZvZqdO3bw4MMPd/mmbmTkqFH8/PNZKisqTNv27tkLiPv5reUr+HrDBgCUSiU9e3pSU9thxzf//oahw4Z2GUtqjknxqS3E7JKCkF8d9Zc5nfNNrD4cOQ51xpZemzMzOXb0KAv+eK+pvXfv3kyZOo1XXnwJEM/V7voaLGvT3voWipXUGnbkuGOOcunSpUs7b8zNzWX5m8uIjIoiOSWZyooKRtxyCxmbMjick0NMbBwhoSGcKSxk08aNnDt3HhdnF9Z/lc6U6dMIDg5m4zcbaWxqJCY2lnPnztmU5+Prw7jEMYxOHENw72CTLjqdjvVfpZOZkUF9fT3eXt6mh2W+3byFjd98Q0lJMV6eXsTExnYUaWQU6778Aj8/P7Zs2UJgYBB333OPhY0eHh6C+/X07ElkZCSffPwxXt5ebNm8BQ8Pd+67/35T/21bt3I89zi+N/qSe/QY+Xn5vPDyS+j1ej7+8CMAyspKcXJy4tSpU4SEhuLn50dVZSWZGRnkHj1GTGwMfUOu+FGpVDJ8xM3odDq+Xr+BorO/EBsXS1BQkNV+ACqViqCgIN5e8RY6nY6cQznE94/H2+wbn3mcFAoFWzZvwcXVhUcfe5zi4iI2bdxIZWUVQ4YOoa6ung3p66mtqSE2Lo6a6mpR3SorKyXlSmtLi1W/AOzetcvh8WNiY23ab+4DoXE8PDxE42ZEKA5i+dTa2sqzzywivF8/IiMjrRZiSXEJW7/7jiNHDnf4LCTEobGs2Wwr7jFxsUxITmbtms/JP55H4pgx/Pmll9i1axfjk5MJCgpi1w8/kLkpw/T8zvfffWfqO2PGDD795BN8fX0pyM8n73gezz2/pMuBu7ONAwYOEIydrXjZyoudO3bwyUcf8/7KD3BxcWVzZiY/ZGURGRFJVHSUSSeVSkVAQADL31wGTlCQl090TDS+vr6ifm5oaGBf9j4CAgLYsWM7dbU1PPbEE+z64Qf+9cEH9O7Th+LiYn7at5/jx4/TL6IfQUFBgjlWW1NjEQ8xnwrlhTlCdlVfumQaZ/CQIVRXV7MhfX3HXB0TY2oXqzdH/GUez875NmzEcF54bkmX+rD3OCSUKyEhIYJ6ff/td7yz4i1eeuUVPHr2JGNTBidPnCA2No6p06by3v/9H+dKSpgxcyZBQb2s5qpYDgnFSqw2VT4qu+pbKFZ/f+cdwRqOjo7i/PnzNo87kjD8jqisrLy68ioqDG1tbQ7vp9PpDKWlpYbmpuYubU8vXGhYu2aNobq62lBfX2/RVltTY9BoNAaDwWBo07UZGhoaHLRAOm1tbYaLFy9e83G6w7X0y9Ww/2rpZy2f1qxebTh//ny39JM6lqPodDpDU1OT6f/Gxka7+tfW1hrUzV1rxRbXInfVarXVuhXUQddmqLhwwaDX6622W/OzVqs1lJaWGnQ6nWnbgnlphqNHjpi2VVZUGDZnZhpmz/qDwWCwP8cc9alUu66VXCl5aZ5v16o+pOhVW1sruH9LS4tBrVabPovl6rXwdXfq25EadgR5FU8Heeappxg2fHiXs0MZmc6om9Xs37dP9FkNmeuDvXv2Wv3JevbebEYnjv4NNPr9I9fHfzbySYQD5B47xl9ee52IiAj+59FHLZ7KlpHpTHt7e8fPvOTXpsvIdEGuj/9s5JMIGRkZGRkZGYf43S/AJSMjIyMjI/P7RD6JkJGRkZGRkXEI+SRCRkZGRkZGxiHkkwgZmesUdbOaVZ9+Rnl5+W+tiozMr4Kc878+8kmEjMx1RnNzM39+6WVGjhjBmTOF9OrV67dWSRKtra18/OGHgm+tlZER4j81568HnH9rBWRkZK4eTU1N3Hn77QwdOoxvMjPo16/fb62SJDQaDc8uWsQrS5dekzV1ZK5f/lNz/npB/omnjMx1xNsrVjBpyhTi4uJ+a1Xs4rH/eYQpU6cyZdrU31oVmf8w/lNz/npB9EpE1o6dtLa20traStKE8Xh7ewMd6wfs2bOHFo2GgMBAykrLUKlUjEsah5e3N9u2bsXVxRVNi4YxY8fi5dWx+tyZwkJycnLQtmpR+ajQt+sZOWqUaYWxfdnZNDc3o9FoGDRoECGhoZw8cYKsnVmEhYehVqspLysjdeJE4uLjLWQaDAYGDxkimEjm+yUmJmIwQHb2XpycnBg2bBhR0dFWx++MXq8XtE/Ib1WVlTbHFpLriM+k2AuY2kePTsTdw51dWVlotVpuGjAAd3d30faEQVeWjDUfS2jf7L3ZnCksxMPDHbVag5ubG2q1mjl33onrDa589+236PV6vL29GZeUZFfcrY3p6uoq2v+HrCxKikvw8vZi5sxZNDY18v2339He3sYfbpttVafTp06Tk3MIPz8/Jk6aZLK/qKiI3bt+JCIy0vS2QlvxdMIJ1xtcaahvIDIqisQxiZJyS0y2VqslOLg3DfX1ZGZk0NLSwuQpU+jZs2NZ6qydWVwoL0Nx+Zv+4CFDiI2NNclta2vrYrNQjWXtzKK8rJTwfhGCcXX3cJdUU7t//JFjx47yz/ff65JTQnnfmWNHj3Ys13zDDeDkhEatISo6ipGjRlnVwZ76sLdmAbtypbOP/f07FimrqqrCWenMsOHD0Gq13aqHHj3cJOljLQds1aJY7lwtrrecF8tXKfOprZy2lkMRkZGSdLMXwWcinn1mEfX19UyeOoUDP/3EP95919QWEBjIuKQkLpRfICU1lc8+/ZTwiH6ofHx45KGHcXF2YXzyBIYOHcbcu+6mrrYWgKjoaMpKyygvL2fmrFkMTBjIlIkTqampobS0lCcefYyU1FRSUlKYPy+Nqqoq/Pz9OXTwAAX5+dwxZw533X03Tz25kOy92RYyi34pEj0TNd8vJDSU0LBQin4poqy0jKjoaMHxOyNmn5DfbI0tJtcRn0mx17w9NCwUf39/KioqyTmUQ8KgQTbbhXwrtG/OoYMkpyQTEBhIxsaN3Hb7bKqrq2lsbOCRhx4iJDSUmbNmUZBfwLovvrQr7tbGtNU/afx4dmzfjlKhROmsRKVSUVlZQa/g3rh7uFvVKSY2hgvlF3hm4VPU1dWZ7P981SrSv1pncVCwFc+zZ89y2+zZjBo9mh3bt0vKLVuyDx44SENDA42NjUyfMYMJycksmDvPJGN/djYTJ0+mrLSMX87+YjGZdsjtarO1Gjty+DDe3l6UlZWJxlVqTX3w3vtdDjpieW+NQYMHc+FCx3zk6+NLZkYGI0eNEtTBnvqwt2YBu3Kls49TUlNJSU3lREEBNTXVRERGdrsepOrjSC2K5c7V4nrLeaF8lRJLKTltLYek6mYvVk8ijh45wp7du5l12x8AeHzhkzzw4IMW+zQ0NDBwUAIASqUCpULBT/v3U5Cfb3oHelCvIKJjolm9arWpn1KpwPh2U2+VCq1Wi1qtJjg4mHXr0wFwc3cnMDCQ/ON5+Pv7c6Ofn2n1s8CgINLmp/H3d96xkKlU2n5GtPN+5p+FxjfHln1ifhMb25Zce30mxd7OnwtPF1JWWorCjnYh31rbd25aGn369u14va1CgbOzMw889CBnz56luKiYhISOXLpl5C2s+uwzu+PeeUwp/f903318tW6d6XN5WTlJ45M4eOCAVZ0A4uLjiIuPJ33dVwBcunQJT09PFIor9/GlxNOod3RMNI88+oik2rElu6y0lB+yskhOSQE6llyO79+ff61cCcAjjz2Gn5+f1XoRs9lcZ71ez5bNmxk6bBjPPf+8YFx9fH0l1ZReryf32DHCwsLpjFDeC6FS+aDy8UEhsa7tqY/On6XES0qudLbXYjyF0rRvd+tBij5COWBrbFu5012ut5w3Yi1fO48NXWNpV06b5ZBYP51Ox5nCQtNfa2urtOAgcDvj2NGjhPfrZ3qXeXBwcJd9iouKGDgwwWJbQX4+ffr2sdjWp08f8vMtnVhcVEzGpk1sSF/PX954gz59Ovr0DQlh75696PXtNDU1ojforSodGRXFqZMnLbaVFJeQmZHBoQMHGZAwkDvmzLHat7io2PTNr7iomJjYGAAUCoXN8W3ZZ8tvQmNL8ZujPhMa05y6ujqKi4tIGDyInEOH7G6Xsq/5ctpGvLy8OHXyJDf06GHS0WAwsGjxYquyrcXdHv069x83PonXXn2VU6dOERwcTExsDE5OTh2XGUV0WvDHe1n2179x3wP3k713L7eMHEnWzixTu9Q6MBIQGEhmRoakPmKyXV1duvyyITQsjB937QLAx9fHtL2kuISMTZs4dOAgCYMH0VBfbzMORUVFPLd4MQ8+9JBpm1BcjdjKz8rKSlpbW1H5qDqLAYTz3ho9PXt22Warrm3VR3dqFmznSndwpB7E9LGV90JjS+1XV1fHV1+u67K9M/H94xkzdqzp8/WW80as5WtnrMVSyrHKGmL9amtqeNfshHTJCy+I1po5Vk8i3Nzc0WiEz/gBtFptl/uTPXt6olZrLLapm9V4enpabAsLD2PGzJkdl1XGjycwKJCo6Ggeeehh/vfNvxEREcHK9z8QHLu5WY1KZTnphIaFMn3GDMYlJTFs8GBGjLjZ6sJYYeFhprNW8wK7dOmSzfFt2WfLb0JjS/Gboz4TGtNIe7ue7du2ccecOXz5xRd2tzu6r5Eebm4oFAqTjmJYi7s9Y3bur1AomJeWxprVqxk9OpEZs2bZ1KlN18bU6dN44y//j23fb8XJyanLrwmk1oEjfcT28/Tyoqmp0aKtsbEBN3e3LuOFhoUyY+ZMbh03jhFDhvL4k0/ajEN4eDgPPvwwM6ZO5dNVq0yX9YWQUlN+fn4onZU0NjZakWA9742Xfc2pqqykb98Qu3WwVR/dqVkpudId7K0HW/o4WotS+6lUKh76n4elmmfiest5EM5Xc4RiKXUMe3QLCAzkn++9J9JbGKvXpkeOGsXPP5+lsqLCtG3vnr0AnDxxgqamJlo0LV36JU0Yz4Xycpqamkzb8vPzmDxlitXB3dzc8PPz5+czP5OZkYGXlxcRERFotVqqq6st9tXrr5xpHTp4gFSzh4PMaWpqQt+uR6fTCtlsFVvjS7FPzG9i2OM3e3wmheO5uUybNs3hdkf3NTJ6dCLnSkos7nUfPXLE9L+tuNsa01b/O+6cw9bvv6eissL0DUNMpyNHjuDs7MzcefN4/bXXGGv2jcmIvXVgTx+x/SZMSKbiQgUas0v+JwpOMFXEP42Njej1egYOHCgaByO+vr7MS0tjyeJnBWUakZKfLi4uREfHUFZaKirLPO+t8c2/v2HosKEO6eAIUuIlJVfspTv1YEsfR2vRVr/ucr3lPAjnqzlCsXQ0p69VLSiXLl26tPNGlUpFQEAAy99cBk5QkJdPdEw0vr6+vLhkCbt27WJ8cjJBQUHs+uEHMjdl4OPry+DBg+g/YADrvvwCPz8/tmzZQmBgEHffcw/Q8cTrpo0bOXfuPAqFgi2bt+Di6sKjjz2OXt/Oxx9+BEBZWSlOTk6cOnWKkNBQjhw+zPHc4/je6Evu0WPk5+Xzwssv4erqaiHTxdmF9V+lM2X6NFInTrSwybhfZWUVQ4YOoa6ung3p66mtqSE2Lg4PDw/B8Y0HFw8PDyIiowTtE/Jb9aVLomOHhIQIynXUZ7U1NaJj1lRXs2njRpRKJcNH3IxOp+Pr9RsoOvsLsXGxNDY0iLYHBQV18a2tfasqK8nMyCD36DFiYmPoGxKCSqUiKCiIt1e8hU6nI+dQDvH94/FWqdi2davNuIuNKdbfSI8ePSgpLmbEzTcTevlJZSGdiktKWP7mMiKjokhOSaayooIRt9xCxqYMDufkEBMbR0hoiGiemOdhSGgIvS7f8rKVW0bE9uvp2ZPIyEg++fhjvLy92LJ5Cx4e7tx3//2m/oWnC8kw1ouLCxu+Smfa9OnMvuN2wTiY6xwTF8uE5GTWrvmc/ON5JI4ZQ011dZe4ArS2tNisKQC3Hm78++uvSZs/v0tOWct7F1cXC59s27qVf33wAb379KG4uJif9u3n+PHj9IvoR1BQkFUdAHbv2mWzPhypWYDc3FxJuWJtfho8ZAjV1dVsSF9PY1MjMTEx+Pr6dqseKisrbeozMGGgQ7UoVsNXg+st58XyNTQszGYsVSqVzZy2lkPu7u6S6tFuDCK06doMFRcuGPR6vWmbTqczNDY2inUzGAwGQ2VFhaGtrc3mfubU1tQYNBqNaeyGhgaDwWAwPL1woWHtmjWG6upqQ319vV0yr8b41hCzz5rfpGKv3+zR+fdMW1ub4eLFixbbuht3qf3Xp6cb2tvbJelkL47UgdQ+QvvpdDpDaWmpobmp2a5xDQbpNut0OkNTU5PN/aTkZ1tbm+G2GTMNBw8ctFtfg8FgWDAvzXD0yBGDTqczGAwdftmcmWmYPesPknXoDo7E2BF+rXnQ0Vq8GvVii+sh523lqxQczelrUQui74lQOisJDLJ87sHZ2dn0G1wxAgID7T6hUflceQhG6ay0uL/o5OSEr6+v3TKv1vidEbPPmt+kYq/f7NH594xSqbR6NtzduAv1P3XqFAonBcG9g3G7fE9Xqk724EgdSO0jtJ+zszO9e/e2e1yQbrOzszPOzrZfeCslP5VKJe9/+C9efvFFBiYM7PjtvB3c/+CDDBo82PQ5IDCQqdOmoVL5SNahOzgSY0f5NeZBR2vxatSLLa6HnLeVr1JwNKevRS387tfOyD12jHMl58g9eoyS4pLfWh2ZX4nuxt1W//379rHo6af5cu0XTJo0+WqoLNMeyFUCAAAgAElEQVQNAgICeO311/nXByvtXjuj8zsXjIxOHH01VPtd8FvOg/IcfHW53vJVfu21zH8tTU1Nkq6qyfx6tLe3y2tnyMj8ByGfRMjIyMjIyMg4xO/+doaMjIyMjIzM7xP5JEJGRkZGRkbGIWw/aiojI/Or82s8G2BtjNbWVtZ+/jlpCxbg4uIi0NM6O7ZvpyA/nxtvvBG93sDPZ86g8vHh7rn30KtXr6upuoyMzO8E+UqEjMzvjKamJubcNtvizadGWltbrf56ob293eoKl0LbT506xby776alxfLNszfccAOTpkxh0VNPo9PpJOv8xl/+H+nr1vHY408wb/585t+7gD+/+iqnT5+iqrJSshwZGZn/LOSTCBmZ3xlPPfEkqZMmWbxr5OLFi/z55VdI6H8TWTt3Wuyfe+wY4xLHMGf2bMaOGs3BAwdEtwPExsYSExvHyy++2GX84OBgEsck8uKS5yXpu3fPXlZ99in/++abKJ2vXNlQOit5cuFCmpub7bJfRkbmPwertzMqLlSQl3ecuro6GurrGZgwiOEjhgMd70/ftnUrri6uaFo0jBk71rSC2ZnCQnJycjAYDCQmJmIwQHb2XpycnBg2bBgXL16kubkZjUbDoEGDCAntukCWOUZ52lYtKh8V+nY9I0eNMi38JaSLkP5i8k6eOEHWzizCwsNQq9WUl5WROnEicfHxAOzLzraqe2ebz58v5UxhIT6+Ptw6bhw7d+yguamZ2LhYRtx8s6AcgLa2Nr779lv0ej3e3t6MS0ri9KnT5OQcws/Pj4lm78kvKipi964fiYiMJHFMoqAvjPo54YTrDa401DcQGRUl2kdqDMxtHzxkCHFxcUDHqn65ubk4K50ZfvMI3N3c7c4nR2Mv1V/mlJeXc+ONN6JRqykuLiY2Lo4ePXoAHSv7FRUVUX2pmtDQEIuX3RQXFRMWHsbpU6dxcnIiOubK4jyVFRWcP19qWkUwICDA9GKX2ppaiop+ITy8n8UqgwBbv/+eixcv8sBDD5q2aTQaZk6bzpw75+Dnb/lSnLa2Nv7noYdZ8fZbjBw1is2ZmTy9cCE7d+2yuv3HvXtNtzCee34JEyckc/DAAUbcfLOF3Ntuv52//e9fOZyTw9BhwxDjXx98wKhRo7nxxhu7tMX37w9Y1om/vz8AVVVVOCudGTZ8GHq93tQ+enQi7h7u7MrKQqvVctOAASQMGgRA1o6dtLa20traStKE8VRVVnbJwaydWZSXlTJv/nyLccXkmiM1h2zNd1HR0aJz1L+/3sDtd9yBrq2N/fv2oVFriI2LZdjw4WxIT8c/IIBxSUlW5wVzOvskPy+fM4WFeHi4o1ZrcHNzQ61WM3ToUPIL8gVrSmxu6hxDqb7srJu3tzdVlZXs2bOHFo2GgMBAykrLUKlUjEsah8rHx+E5QUh/sbndXpv0ej0HDxygurqauro6dFodgYGBREZFiuomxWYxueb5fejgQaqrq9G364nrH094eDgA2XuzrcZ9zp134u7hbjUWYjZNniq81o85Vq9EHD+eS5uujTvmzGFuWhoPP/AAhacLAXjkoYdxcXZhfPIEhg4dxty77qauthaAqOhoykrLKPqliJDQUELDQin6pYiy0jLc3N154tHHOlbjS0lh/rw0qqqqRJUzyisvL2fmrFkMTBjIlIkTTZdnhXQR0l9Mnp+/P4cOHqAgP5875szhrrvv5qknF5K9N5vS0lJB3TvbPDpxNO/9858MTEhApVLRs2dPvvt2CyNuvllUToc9DxESGsrMWbMoyC9g3RdfEhMbw4XyCzyz8Cnq6upM+36+ahXpX60zHRCFfGHU7+zZs9w2ezajRo82LX0rFkspMTC33XgCAXDTgAGcKCigvr6efv36OZRPjsZeqr/MeeqJJ/nHO+9y15w7+esbbzB71iza2zpuGSxZ/CwvPPccqz79lGmTp7D2888BaG9rZ9rkyTz95EL+8tpr/OneBfz98lK6H678FwvS5rPxm39zxx9u46H77+fY0aMAbN+2jdtv+wNrVn/OrOnT2bB+vYUuqz79jPsffMDiDZpubm7s/CGLhU8/jaur5dsc92Vn4+fnZ1rZsqGhgYoLFXz5xRdWt+fn51vInTd/Pms/X9PFJ0qlksQxY1j5/vtd2jpz6uRJwsLDRPcxz5WU1FRSUlM5UVBATU01EZGRFu2hYaH4+/tTUVFJzqEc00T+7DOLqK+vZ/LUKRz46Sf+8e67XXLwyOHDeHt7UVZW1mVcIbmdkZpDYvOdcbVHoTytq6/D29ubnTt30rt3b1xcXNi5YzvDR4zg+2+/Iyw83LQombV5wYg1n+QcOkhySjIBgYFkbNzIbbfPprq6moDAAMGasjU3OeJLa7pBxxsaxyUlcaH8AimpqXz26aeER/QzvU3RkTlBTH+xud1umxYt4qf9+0lJTSVp/HhWLFvG5KlTbM5Xtmy2JdeY35989BHbvt/KpMmTSZmYyquvvMLhnBwAwbg3NjYIxkJsbKlYPYkYODDBJMRgMODq6soNN9zAT/v3U5Cfz4SUZACCegURHRPN6lWrTX2VSgVKpaLL5+DgYNatTwfAzd2dwMBA8o/n2VRQqVTg5NTxv7dKhVarRa1Wi+oipL+YPH9/f2708zMtpBIYFETa/DT+/s47NnXvarMS5eWDgFKpRKHo+OYnJufggQMUFxWTkJAAwC0jb2HVZ58BEBcfR1x8POnrvgI6lnT19PQ0ybUVF3P9omOieeTRRyTF0lYMrNlu6qNQmrY7mk+OxF6Kv6xx+PBhvtm0kXXr19NQ30B+fkdc3vjbX1m3fj3/fP89lr/9Fp+v/tzUp6WlhUGDB/P5F2t5+92/s/Gbjej1ev7+zjt89MnH/OWNN1j03LP069ePMWPHotFoePmFF/ls9WreevcdVq9dy+tLXzU9e9Da2krOoUPcOm5cF/3c3N2t6l1WVkZoWCiNjY08/uijbM7IJDY2ljOFZ6xuLy8ts+g/dtyt7NuXbVV2eL9wjhwWX43RYDDQ3Nws6VXVXepEobSIiXl74elCykpLUVz+fPTIEfbs3s2s2/4AwOMLn+SBBx+06KfX69myeTNDhw3jueeflyRXCKk5JDTfgXhdxsbGMjctjYiICHZs346zszMKhRKNWs3JkycZPmIEc9PSROcFIZ/MTUujT9++KBQKnBQKnJ2deeChB/Hx9RWsKanzs1RfisULOk5qBw5KuCJTYdtnxn3t1V9sbrfHJoCcQzmMS0rC1dUVpUKBk8LJwjdC86SYzVLkKpUKNBoNK5YtZ/69C4COFXBnzJrFimXLAQTjfu7cOdFYiI0tBau3M4J6BaHT6Vifnk7OwUM89/zzhIaFsmP7Nvr07WOxb58+fUwTrpHiomLTt93iomJiYmNQKBT0DQlh75696PXtNDU1ojfokUJxUTEZmzaxIX09f3njDfr06cPW774T1OWJhU9a1V9MnjUio6I4dfJkt3Q3R0xOfl4eN/ToYfKbwWBg0eLFpr4L/ngvy/76N+574H6y9+7llpEjydqZBUBBfr6kuBgJCAwkMyPDrj5iPispLiEzI4NDBw4yIGEgd8yZY9G3O/lkb+yl+Msaf7r/PtOB+rPPV5ueR6iurubfX39NeWkZly5dorGx0aLf7Xfc0eHTgAAaGhqAjocTy8vL6dO3L6Xnz3OjX8fl+8LTp2lpaWGN2Tf/ltYWysvKCQ0L5dKlS/Rw62HX++y1rVrKS8uYNX0602fM4J2//525d90FBqxu73ywDw4OpramFq1Wa7G6KYBK5dNxC6qhocttLiPG2zi//PKLZJ1tUVdXR3FxEQmDB5Fz6BAAx44eJbxfP5wuz9LBl1c/NVJUVMRzixfz4EMP2SVXDKk5ZG2+A2l1OeLmm3nnrbc4f+48VZWV/PnlV3j2+SWmdrF5wZZPzDGPn1At2zPH2fKlLd2Ki4oYODChSz8pPrsa+hvndntsAlj62qts37aN8rJy6hvqu7SLzZNCNkuV++Xateh0OoKDr6wRYu4ba+t/eHl5kZ+XJxoLW2PbQvB03MXFhXvmzmXZWytYvuxNdm7fQc+enqjVGov91M3qLpNeWHgYySkpJKekmC5zXrp0ibR75tIruBdjb73VrsVGwsLDmDFzJis/+pDly95k/759NnWxpr+YPGs0N6tRqVTd0t0cMTk9Li8CZfRbSmqq6Wy8TdfGpMmT0bW1se37rTg5OVn8NE9qXMyxt4+Yz0LDQpk+YwaLlzzHSy+8YPX9+o7mkyOxt+UvW0RERtKzZ0+0Wi2zZ85C4aRg9h23M2mK7TU2nJycCAsP57U/L2XapMkUni7k6UXPGBtxdXVl7K23mv4++WwVAYEBALi7udOiaTHdSpFCUK8gTp8+zV/eeIOFTz+NQqHg3LnzRERGWN3eu9MJs7pZjYuLi9WfczY2NuLu4W7zpObWceM4cviI6SSqM8YDoBTa2/Vs37aN1IkTLba7ubmj0agFekF4eDjPv/gif1ywgDOFhZLlCmFPDlmb78B2jRkMBh575BHc3NwZnzyBgMBAnnz6KWZNn266HSM2L9jyiRDWasqeOU6KL23pptVqTc8LmOPonGDvHG2c2+2xCWBcUhI+Pr6cO1dCYmLXW6Ni86SQzVLlpk6ahF6vR9NyxT/Nzc14elo/wTdiKxa2xraF1ZOIt5av4OsNG4COy/E9e3pSU1tD0oTxXCgvp6mpybRvfn4ek6fYvn+SmZGBl5cXERERaLVaqqurTW3tbe188N57Xb7ldcbNzQ0/P39+PvOzqC5C+ovJM6LXXzl7PXTwAKmTJonqbg9ickaPTuRcSYnFz/GOHum4lHzkyBGcnZ2ZO28er7/2GmPHjrWQ60hcHI2lNZ8ZaWpqQt+uR6fTWmy/GvkkNfZg219SuVB+gYsXL7Lgj/cyYOBAiouKbPYpPX+e4qIi/vn++3y5Pp2VH31oepAwKjIK/eW3zI9OHM3oxNGMGj0KNzc3AHx8ffD19eXEiROSdRw5ahRKpRIXl46rCBkbN+Hr48Ptc+6wut34LdnIiRMniI+PN31LMaestJT+/W8ytZ08edLqz0sfeewxggIDeW3p0i4nQJszMwm18QC1Ocdzc5k2bZpVO3/++azFz1737tlrsY+vry/z0tJYsvhZyXKF5p6rkUO28nRzZibHjh5lwR/vNbX37t2bKVOn8cqLLwHi84IUn4hhXlP2zHFCvjRHSLeTJ07Q1NREi6bFaj9H5wQp+lub2+2xCWDN6tXs3LGDBx9+uMuVOyHdbNksVW6fPn0YmDCQvOPHTdvy8/KZbOPLja08kWqTEMqlS5cu7byxoaGBfdn7CAgIYMeO7dTV1vDYE0/g4+NDRGQU677seGhry5YtBAYGcfc99wAdT+9u2riRysoqhgwdQl1dPRvS11NbU0N8//6s/6rjnlVZWSlOTk6cOnWKkNBQPD09efaZRYT360dkZKRJD6O8c+fOo1Ao2LJ5Cy6uLjz62OOofFSCugjpX1JcLCjPxdWFbVu3cjz3OL43+pJ79Bj5efm88PJL6PV6Pv7wI6u619bUmGz26OnBmcJCtmRuJigoiOrqan7av5/8vDzi4uLw8/MTlBMZGUlQUBBvr3gLnU5HzqEc4vvHU1xSwvI3lxEZFUVySjKVFRWMuOUWMjZlcDgnh5jYOOLi4wR9YR6TkNAQel2+lOXh4SEaSykxKC4uMrW5OLuw/qt0pkyfRnBwMBu/2UhjUyMxsbEolUq788nR2Ofm5tr0V0hoiIWNG9LXM2ToUCIiIiy2e3l5cTz3OG8tX87nq1fTu09vfj7zM/fdfz8GvYF//v3v/M+jj+Li6kJ9XT3pX33FM4sX8e8NX5O+bh3rvviSf7z7LgcPHGBCSjIePT2Iio7ixSXP89W6daR/uY5tW7eZ7lUCVFRUcKKgoMsT+MMGD+HNv/6V+vp6tmRu5u/vvMucO+/iRr8bie8fz+JnnuHLtWvJOXiIf37wPr169bK6vfNSzm+tWM7YW29l8JAhXSaHpa+8wlPPPE1ERASNjY2MSxzD6MQxBPe2vByqVCqZMWsWRw4fZuX771NTU0tJSQnZe7OJ6x9PfP/+Fnk4eMgQqqur2ZC+viNHYmKovnSJTRs3olQqGT7iZnQ6HV+v30DR2V+IjYslJjaWgIAAlr+5DJygIC+f6JhoU7/Kyipi4mKZkJzM2jWfk388j8QxYyj65RdRuSofny5zj9QcEpvvYuPiCAkJEczT77/9jndWvMVLr7yCR8+eZGzK4OSJE8TGxjF12lTe+7//41xJCTNmziQoqFeXecFbpUKlUln1ia+vL1WVlWRmZJB79BgxsTH0DQkRrSm9vl1wbjJeJjf2F/JlkNlPkoV0W/7mm+zatYvxyckEBQWx64cfyNyUgY+vL9HRUdzo5+fQnGBLf6G53XhMkGLT2jVr+OSjj3l/5Qe4uLiyOTOTH7KyiIyIBAyCui195WVRm7/++mubco35PWPGDD795BN8fX0pyM8n73gezz2/xHTwtxZ3sTwRsykqOqrLnGAVgwBardZQWlpq0Ol0VtsrKyoMbW1tQt2tUltTY9BoNAaDwWBo07UZGhoaTG1rVq82nD9/3i55YrrY0t8aTy9caFi7Zo2hurraUF9fL1l3McrKygxfb9hguO/eP0qS09bWZrh48aJknTvjSFwc6WMv1yKfutPPHhoaGiSP8eOuXYYpEyea9tdqtYaksbcatm3darFfXV2dobGxsUv/qqoqw/DBQwynT522W8/amhqDXq+XvP3ggYOGcWPGGlpaWrq0/ZCVZbjnzrss+lVWVtrUQa/XG86fO2eouHDBTu2l0aZrM1RcuGDVHiM6nc7Q1NQkWWZ35h6pWMvT2tpawf1bWloMarXa9FlsXpDiEyk4OseJ0Vk3nU5nNe+tYW9ti+kvNrdLRa1WG5qbmu3uZ8tmR+TW1tYa1M329bGWJ47aZI7ga69dXFzo3bu3ULPF7+WlYvw5C3S8iMZ4n0vdrCYoqJfgA462sKaLLf2FcHJy6vJtDYR1t0VwcDC3zZ5teu2vLTlKpdLqAzJScSQujvSxl2uRT93pZw/2POjo4uJCZWUVX6/fwI033sjJkydNv+Iwx/gb7c74+/vz6uuv88jDD7Hh3/+2yBdbCO1rbXt5eTnPLFzIinfe6fKwpbpZzdrP1/B/779ncZsjICDApg5OTk706dtXss72onRWWryEyxrOzs44O0t7o3935x6pWMtT83vynekcE7F5QYpPpODoHCdGZ92cnZ3p2bOnpL721rYt/YXmdqkYbzvaiy2bHZErljtCWMsTR22ykGvtdsavjUKpoF9EhNX7sr8WuceOkZmRibZVS1R0tENBEqPvNZxYZX4/9O3bl+EjhnPyxEmKiorw8/Pjtddf50a/ri9iEiIqOoq+ISFEREZe0/UzBiYM5JaRt1hs02q1/GvlBzy9aFG3Jtz/FH4Pc4/MteVaz+3/7TgZDJef9JKRkZHh11n8S0ZG5vpAPomQkZGRkZGRcQh5AS4ZGRkZGRkZh5BPIq5D1M1qVn36GeXl5b+1KjIyMjIy1zHyScR1RHNzM39+6WVGjhjBmTOFpl+EyMjIyMjIXAuk/Q5K5ndPU1MTd95+O0OHDuObzAz69ev3W6skIyMjI3OdIz9YeZ3w9ooVTJoyxWJJbhkZGRkZmWuJ1SsRZwoLycnJwWAwMHp0Iu4e7uzKykKr1XLTgAEkDBpE9t5szhQW4uHhjlqtwc3NDbVazZw778T1Ble++/Zb9Ho93t7eplf4njxxgqydWYSFh6FWqykvKyN14kTi4uMljSnW/4esLEqKS/Dy9mLmzFk0NjXy/bff0d7exh9um427hzttbW1d9Dp96jQ5OYfw8/Njotm71IuKiti960ciIiNJHJNood/gIUNMB+v8vDxyc3NxVjoz/OYR6LQ6m/ICAwNs2moNvV7Ptq1bcXVxRdOiYczYsXh5eaHVagkO7k1DfT2ZGRm0tLQwecoU0wtOsnZmcaG8DMXln+0NHjKE2NhYk1xrfumcB0abs3ZmUV5WSni/CMH4u3u4sy87m+bmZjQaDYMGDSLk8voJUvztqH+MXLhwgZMnTqJWN+Pk5EREZKTJXrG87eHWw6p/hRCKR8WFCvLyjnesgFn//9s777Aoru6Pf3eXKgIL0kQUlG6kWWLDAgJ2xVgSazTGksRYEk3im8T8TDFvLElMjCWxxBqj5o2Cxo7GXrABKoJIka70srDL7vz+QFYWdmZnl1005nyex+eRO3PPOfecM3fvzszeUwL/gEB0e7lbI58GBweDYYDz589BIBCga9eu8PTyUuu7s2fOIOV+CpycnBAeEYEDB/ajrLRMmZ8AWH3OFmMuX7SwUF96HACnLQKBgFMmm8/UUecrabUUYhsxFHIFevbqBafWTpy5OWnKFOTn5eHs2bOokkjg4OiIrMwsiMVi9A/pj0ePHjXqe/XKFRQUFEAhV8D3pY5o3769xrEG9wnmde2oizMAjTmuUChw5fJlFBQUoLi4GDKpDI6Ojhg8tHEdCb7zGFfe1tksgAAmpiYoLSmFh6cnZDIp69zq1NoZDzMyeOeQoWIqtrHhzP+bN27UVkQ1NQUEAkgqJfD08oSdnR2veV1eU8NqN9e1x3WNZWVlqtVdn5gTJ1FdXY3q6mqEDAiFtbW1VnnB5W+uXNAGte9EeHp5ISszC6kPUuHq5gp7e3vk5uYh9mqscgKPvXoFYeFhcHB0RNT+/XhlzGgUFBSgrKwUb8+ahXaurhgZGYnbCbexe9dvAAA7e3tcvXIZtxMSMHbcOLw2fjwWzJuP8+fO89LJ1T8kNBQnjh+HSCiCyEgEsViMvLxctHZuo0xmdXZ5+3gjJzsH789fgOLiYqUPtm/dij2/71ZeePXtqx/sTn5+uHP7NkpKStChQwde8viMVR1vz5oNYyNjhIYNQJcuXTHxtfEoLirClctXUFpairKyMgwfMQIDwsLw+sRJKC4qAgBcPH8eAwcPRlZmFh6kPFBZQLD5Rd2Yr1+7BmtrK2RlZXHGPzMzE3PfmYPwiAiEh4djyqTJyM/PBwCD+qeOxLt3kZOTjWHDh2PQoMFY9sWXuHL5Mo+8Ve9fbeMRF3cLNbIajB03DhMnT8bsGTOQdC+pkU/bubrC1c0VqQ9SkZWZBU8vL1bf9enbFz+uXo2XOr0EkZEIDg4O+GPfPmV+cvmcLcZcvuCCyxZNMrXxcZ2vsrOzMTIyEv4B/hgycCAKCws5cxOo3e2wf0gIcrJzEB4RgV+3bEF79w4Q29g06rt540YcO3IUgwYPRvjACCxdsgTXYmM1jpXNr3zizCfHP1i4EJcuXkR4RARCQkOxasUKtR8UAL/rSlPe1tmUkpKCV0aPRq/evXHi+HHOuTUhPk6rHDJUTDXlf2BQEHJyavvZ2tgiOioKPXv14j2vc9nNpZvremDTXccH7y9ESUkJBg8dgsuXLuHH1au1zgsuu7lyQRtYX6wUiYQQiWoPJ91LQlZmJoSip6dPnDwZLm3bQigUQiAUwsjICDNmzURKSgrSUtMQEFBbN71Hzx7Y+uuvAGq39G1lZ4e27WoLIDk6OWHylMn44fvveenU1P+N6dPx++7dyvOzs7IRElr7zeDK5cusdvl29IVvx47Ys/t3ALUluy0tLSEUqm64U98+lXahSKWdjzxNY23IpYsXcTshQVkG2Km1E7y8vbBt6zZkZWbiVEwMwsLDAdRWM+z40kv4ecMGALVVFu3s7NTaz+WX+nYqFAocOngQXbp2xYeLF7PG38bWFs7Ozti9t7bYmnmLFnB0dERCXLxB/VOfwMAgTJg4sVaOkQihAwZg4y+/AGDP2+TkZFb/ahsPf/8A5UXNMAxMTExUtjFuGIf6f3P5TigSKu8mCYWqMrj6scWYK4aaYLOFSyaXz9gQiYSo20zSWiyGVCpFZWWlit8a5mYdpaWl8A8MeHqusLHPJRIJVq1YiSlTXwdQu235iMhIrFqxUuNY+V47fP5Wl+OxV2PRPyQEJiYmEAmFEAi5d9Xkc11pikF9m7y8vfD2O28DYJ9bdckhQ8RU05wDAGKxDcQ2NhBqiIuyvcG8zmY3l25N/mHTfeP6dZw9c0ZZnO/d+fMwY+ZMANrnBZvdulyP6tA4KxcXFyMtLRUBQarfANXt425lZYXEu3dhamaGE8eP48Tx4ygsLMTCRYtY5Xt4eiLx7l1eOjX17x8aguzsbCQmJqK0tBTePt7K7WwT4uM57Xp92lTs3L4dcrkc58+dQ4+ePdXqS09LR3RUFJZ8/An27tnDahdfeXzHejshAS5tVff3d3FxQUJCPIqKChuVaHZ1c0P8k0S2sX26p3x6WjqiDhzAp//5GPv27tXoF6D2luiHixbhtfHjlW1s8TcxMYFQKETbdu1w7uw5nPn7b5SXl0HBKFTO1bd/6mNja4ML5y/gi6VLsXvXb8jLy0V6ahqn3fcSE1n9qw6ueDi1doJMJsOunTvx8UeL8eHixXB1Uy2HnZaapvR52hPbAHD6zsfHFxcvXEBBQQGSk5JV5HH1Y4sxVww1wWYLl0wun3GRlpqGqAMH8N68+fhy2TKVOhfqcvNpv1T4+wdwyv1t507IZDI4Oz+t69LQJrax8rl22OJcH7Yc/7/Pl+L4sWP46+AhxMTEsI6jPpquK21jUFe/gm1u1TWH9B1TPnNOS0v2+hV853V1dnPp5uMfdbpv3riB9h06KD+/nJ2dlXUvdMkLdXbrej02hHMRIZcrcPzYMUQMHMhboJm5OYRCIcLCwxEWHo7wiAjlSkcdFRWVKnuZa6uzfn+hUIhJkydjx7ZtOH/2HEZERvKyq0ZWg0GDB0NWU4NjR45CIBCwbvvr6uaK4SNGYNFHH+KT//wH6Wnpjc7hK0+bsbZsaYnKSolKW2VFJSwtLWFpZYXy8jKVY2VlpUtMVWkAACAASURBVDBv0bi4iqubK0aMHImFH36Ajz9ajMpKicZ4tW/fHos//hjTXn8dyUlJGm19/PgxJk+YiNbOrdG3Xz+IxaoFoAzhn4b0Du6NTz/7DK9NGI82bdqgjYYCS1z+1eV8Y2NjTJg4ESu+XYWVK5bj5PETKue6tXdT+tytvZuynct3azesh6WlJW4nJDTa/5+rn7bXJB+4bGFDWx/X4dbeDSNGjsSGjb9g5YrluHjhgvIYV25KpVLls182uRGDBkGhUEBS9dSuiooKWFo+fS7MNlY+fmWLcx1cOd4/JAQ2NrbIyEhHcHBwo+MN4XNd6RoDrrlVF/QdU01zTn5eHtq2bcdqD595nc1uTbo1oU63uXkLSCSVas/XNi/Y7NY1FxrCuYiIu3ULw4YN00pg797ByEhPVz5zAWpvzdRHoXi6Qrx65TIi6r0IxEcnV/+xr47D0SNHkJuXq7IK5LLr+vXrMDIywsRJk/DF55+jb9++GsdZXl4OhVwBmUza6Bhfedr4N2RAKHKys1FeXq5sS0iIx+AhQzBgQBhyc3IhqXyadHdu38FQDtllZWVQKBTw9/fXGC+g9hHJpMmT8dGiDzTaGh0VBSsrK7i7u0MqlaKgoEDleFP9I6+RY/3atSgrK1PTC9j7++/Y9OTxBQCc+ftvDB4ymNNmLv9qe/63K1fhj337ANRWX2zZ0hKFRYVq5TSEy3eWlpYYOGgQ+vbrB3sHe979+FyT9dHkX022sKGtjxtibm4OOzt73E++r9LeMDfv3rmD8vJyVEmqNMp0cXGBf4A/4uPintoUn6CSL2xj1dav6uCaA3Zs24aTJ05g5uzZvO4O8bmumhIDtrm1KegrpprmnD//9ye6dO2i0R6ueZ3Nbk26+VJfd89evXD/fgrycnOVx8+dPQdA+7xgs7up12Mdaqt4Jicl4cD+/RCJROj2cnfIZDL8sXcfUlMewMfXB05Pbqvk5+UhOioKt27chLePN9q2awexWAwnJyd8t+pbyGQyxF6NRceXOsL6yQr+2NGjiLsVB9tWtrh14yYS4hPwn08/QXpaGi+dbP3rnGlmZob0tDS83L07XOu9nctmV1p6OlYuXwEPT0+EhYchLzcXL/fogagDUbgWGwtvH1+0c22n9ElGxkMYGxlj7+97MGT4MDg7O2P/n/tRVl4Gbx8fZGRkaJRXXV3Fa6z1sbCwgLuHJ3b/tgt2dnY4dOgQHB2dMH7CBLS0bAkPDw9s3rQJVtZWOHTwECwsWmD6m28q+yfdS0JUnf3Gxtj3+x4MGz4co8eOYY1X3Zjz8vLh7euDAWFh2LljOxLi4hHcpw8KCwoaxR8AqquqsOmXjQCArKxMCAQCJCYmop2rK7KysprsH7GNDT54fyHad+gADw+PRr6qrJTgxPHjcGrthD/2/QFbW1tMnzFDeVxd3nL5Vx1c55eWluLC+QtwcHDAiRPHUVxUiDlz58LExETFp527dEZxcQn27dmLosJC+Pj6wsLCgtV3dRN3elo6jh4+jOvXr9XmZ7t2nD738PBgjbE6X1RXV3P6tz7qbFEnU5PP1FH/mhMKhTh08BCMTYzxzpx3kZaWypqbx48dw5m//0ZoWBicnJxw+tQpRB+Igo2tLby8PPHw4UOVviNGjMCWzZtha2uL2wkJiI+Lx4eLP2o0QTccq5+/H69rR12cCwsKOHP85IkT2LxxE9ZtWA9jYxMcjI7GqZgYeLh7wNPLs5Gvbt26xWse44pBfZvbubZDa2dnFR1scytbvJszpgKBgDX/r1+7hp/Xr0cbFxekpaXh0oWLiIuLQwf3DpBKpbzm9cePHrHarVDIOa9ZNv+wfaZEDBwIsVgMBwcHrFy+AhAAt+MT4OXthcN//aVVXnD5W2wj1up6ZIUxEDU1NcyjR48atb83fz6zc8cOpqCggCkpKdFaLp/+e/fsYeRyuVZ2/ZPIy81lampqGrXLZDImMzOTqSiv0FomX7/IZDKmvLxc43lFhYWMRCKplS2rYUpLS7W2iYsd27YxDx8+5DwnLy+PkUqlWstm868250ulUiYzM5ORyWRa69fVd5r6aZP7fPzbFLT1MR/qclMmkzFlZWVa9y8qKmIqKwx37WhDZWWlTtexNugSA6651RBoE1O2/H990mTmxvXrymsxLzeXORgdzYyOHKU3Ow0139XIapjcnBxGoVAwDGO4vGjK9WiwHStFIhHrLS+BQABbHm+As6Guf2JiIoQCIZzbOMP8ybNKbe36p1D3slNDjIyM0KZNG7XHNMHXL0ZGRjAy0pw2YpunzwVFRiKtn7NxUVlRCSen1iovY6nDwcFBJ/ls/tXmfGNjY51joavvNPXjG2O+/m0K2vqYD/Vzs26PFG3g+25HQwwxp5ibN36fSd/wjQHfudUQaBNTtvx/c+ZMBAYFKY85ODpi6LBhWr+7oIvupiIyEilfqAQMlxdNuR7VPs4wFLdu3kR0VDSk1VJ4enlpfdFy9Y+OisIP338PqVSKsePGNWuiE82LUCREB3d35ZvLhH4h/xL1+afPre1c1T9eacfx2IXgzwu17XV5eblO30AIgiAIdmhuJdh4oRYRBEEQBEE0H/+s+1IEQRAEQTw30CKCIAiCIAidoEUEQRAEQRA6QYsIgiAIgiB0ghYRBEEQBEHohNpdg5KTkhAbGwtptRRiGzEUcgV69uoFp9ZOymMMwyCoc2f4+voi5mQMsrMyMWnKFAC126CePXsWVRIJHBwdkZWZBbFYjLbt2iIpKUml79UrV1BQUACFXAHflzqiffv2AICzZ84g5X4KnJycEB4RgQMH9qOstAzuHh4I7hOMmpoaHP7rLygUClhbW6N/SIiK7QzDIDg4GAwDnD9/DgKBAF27dgUA5fHevYPRwqIFTsfEQCqVopOfHwICA6FQKHDl8mUUFBSguLgYMqkMjo6OrDXbG+pV55cL58+joqICEokEgYGBaPdk21g+/tQUEzZiTpxEdXU1qqurETIgFNbW1qyx6R/SH2IbG1a/3rxxo7ZqoakpIBBAUimBp5cnqqqqkJ6WDitrK4wcGYmy8jIc+esw5PIajHplNLKyMhuNT13MG8bt4cNMJCclwcbWBv3698fJEydQUV4BH18fvNy9OwCotfVe4j3Exl6FnZ0dBtarqZKamoozp/9W5o+6uNnb19ZFyM/Ph5HICF27dYVUKkXMyRi4tXdDZWUlsrOyEDFwIHw7dmzUX10+mZmZ87KHze9379zh1M/WTy6X46cf12DylCkqVVwJgiD0ido7EZ5eXsjKzEJ2djZGRkbCP8AfQwYORGFhofJY6oNU+Pr64vq1a7C2tkJWVpayv4OjI/qHhCAnOwfhERH4dcsWtHfvgC5du6r03bxxI44dOYpBgwcjfGAEli5ZgmuxsQCAPn374sfVq/FSp5cgMhLBwcEBf+zbp/wAeHvWLLRzdcXIyEjcTriN3bt+U7E99UEq2rm6wtXNFakPUpGVmQVPLy+V465urrC3t0dubh5ir8YiILC2FO8HCxfi0sWLCI+IQEhoKFatWMG5gGiot6FfMjMzMfedOQiPiEB4eDimTJqM/Px8jf34xkQdH7y/ECUlJRg8dAguX7qEH1ev5oxN3Y5rbH4NDApCTk5tH1sbW0RHRaFnr14ICQ3FiePHIRKKIDISQSwWIy8vF62d26CFRYtG42OLecO49Q7ujbVr1sA/IABisRgtW7bE4b8OKRcQbLZ6+3gjJzsH789fgOLiYuW527duxZ7fd6ssIBr6PzwiAuEREbhz+zYKCwvg7uEBO3t7XL1yGbcTEjB23Di8Nn48Fsybj/Pnzjfqry6f+NrD5ndN+tn6VVdV41TMSTx69IgzbwmCIJoC6+MMkUiIug3rrMViSKVSVD6pEikSCSESCaFQKHDo4EF06doVHy5erNK/tLQU/oEBT89/sstZXV+JRIJVK1ZiytTXAdRuEzwiMhKrVqx8apxICOGTUrZCYW0/ALhy+TLSUtMQEFArv0fPHtj6668qttedq+nvpHtJyMrMhLDe8dirsegfEgITExOIhEIIhPx27mPzi7OzM3bvra0Tb96iBRwdHZEQF6+xnzr5bDGpz43r13H2zBlEvjIKAPDu/HmYMXOm8jhbbDT5VSy2gdjGBsIG/nxj+nT8vnu38u/srGyEhIY0Gp+mmDeOk6he3oggFD4ta8xlq29HX/h27Ig9u38HUFsm2NLSUqV/Q7+q6BU+1WVvb49WdnbKojmOTk6YPGUyfvj+e7X91eWTJnu4xsKln6tfC4sW+DMqCl7eXmrHTBAEoQ84iyCkpaYh6sAB7NuzF18uW6ayl35qaio+XLQIM2fNYumbCn//AFa5v+3cCZlMBmfnp/UFXFxckJDw9MPVx8cXFy9cQEhoKJKTkpXtCfHxMDUzw4njxwEADMNg4aJFjXTUHU9LTYO3j3cjO4qLi5GWloqAoEDEXr2qbP+/z5fi+LFjyM7KRklpCat/1KHOL0KhEG3btcO5s+egUMhRXl4GBaPQ2E8dXDGp4+aNG2jfoYNy22LnBtX42GKjya8tLdXvWNc/NASfL12KxMREODs7w9vHu9GWyXxjzhdNtr4+bSpW/PcbTJ/xJs6fO4cePXsi5mSM1nrU4eHpicS7dxu1s+WTJnv45LM6/dr2IwiC0Deciwi39m4YMXJk7W3e0FA4OjmiZ69eAID27dtj5uzZGDF0KLZs3QpPL9VvPFKplPV5vVt7N0QMGoRlX34FSZVEuZ1qRUUFLC2tlOet3bAeF86fx+2EBJU6GWZPisCEhYdz2l53vOGEDgByuQLHjx3D2HHj8NuuXSrH+oeE4H7yfWRkpGPosGGsOtShzi+PHz/G27Nm4+vl38Dd3R0b1q3n1Y9tXGwxqcPcvAUkksZ3KOpgiw2XX/Pz8tC2rfq95oVCISZNnowd27ahd+9gjIiMVGs3n5jzhcvWGlkNhg4fhmVffoVjR45CIBBAJFJ/F0IXKioqG9V94conTfbwyWd1+rXtRxAEoW94/TrD3Nwcdnb2uJ98X6Xd1tYWkyZPxkeLPlC23b1zB+Xl5aiSVHHKdHFxgX+AP+Lj4pRtCfEJGDxksPJvS0tLDBw0CH379YO9g72yvXfvYGSkp6u8D3Dj+nU+Q1ESd+sWhrEsEHZs24aTJ05g5uzZMDExUbbLa+RYv3YtysrKOGU39Et0VBSsrKzg7u4OqVSKgoICXv24YIsJAPTs1Qv376cgLzdX2Xbu7DmNseHy65//+xNdunZhtWfsq+Nw9MgR5OblslY05BNzvnDZev36dRgZGWHipEn44vPP0bdvX63lN0SheHrn6OqVy4io95IkwJ1Pmuzhk8/q9Gvqd/fuXcjlci1GSRAEoR1qq3gmJyXhwP79yMh4CKFQiEMHD8HYxBjvzHkXaWmpOLB/P/Ly8uHt64MBYWHYuWM7EuLiEdynDz775BOcPn0aoWFhcHJywulTpxB9IAo2trYQiYQ4cviwsu+IESOwZfNm2Nra4nZCAuLj4vHh4o9UPrgBID0tHUcPH8b169fg7eMLP38/ODk54btV30ImkyH2aiw6vtQR1mKx0va8vHx07tIZxcUl2LdnL4oKC+Hj64vCggIc2L8fIpEI3V7uDplMhj/27kNqygP4+Prg5IkT2LxxE9ZtWA9jYxMcjI7GqZgYeLh7oK1rO3zw/kK079ABHh4ean2mzi8vd++OXzdvAQBkZWVCIBAgMTER7VxdUVRYyOnPujK4XDExNjFWsUUsFsPBwQErl68ABMDt+AR4eXth5fLlrLHx8vKEU2sntX69fPkyfl6/Hm1cXJCWloZLFy4iLi4OHdw7wNXNDQBgZmaG9LQ0vNy9O1yf/PJEnV/YYp6elqY8z6KlBZKTknAo+iCcnJxQUFCASxcvIiE+Hr6+vmjj4gKxWKzW1rT0dKxcvgIenp4ICw9DXm4uXu7RA1EHonAtNhbePr4qVf3q2xfUuTMKCgqwb89elJWXwdvbG7a2tjh29CjibsXBtpUtbt24iYT4BPzn009gYmKi7M+WT3l5eRrt8Q/wZ81nAKz67R3sWfuVlZWhf3Af9A7uA+c2qo+zCIIg9IVeCnDV1NSguroaFhYWqKmpQVVVlVYV34qLi2FqYgLzFi200iuXy1FUVMT6zVcXJBIJGAWDFhbqbdm5fTv6hYSofRehIfX9UlxUBDNzc5iZmUFeI0elpJK15nz9fk1BXiPH48eP4ODoCIFAwDs2Df06dfIUzH9vATr5+cHIyAj5eXm4evUqtmzajH1//k/Zb9/evXhl9GhepYK1jXl2djYuXbyIvw4ewsYtm1ltNQTvL1iALl27YtDgwTAyMoKVlfaPX/jANhZN+tn65efnw8HBwSC2EgRBABreieAtxMhI+Y3ZyMhI65KxDZ8v80UkEun9w8Pc3Jz1WGVFJZycWvNaQACqfqn7CSUAiIxErAuIhv2agshIBEenp+8+8I1NQ7++OXMmAoOClH87ODpi6LBhEIttkJiYCKFACOc2zjB/8oyeD9rG3NnZGa+MHo3WrVtz2mooBAIBbG1tDaqDayxc+tn60QKCIAhDQztWaoGpmSlCwwY8azOanYZ7K9TRO7g3Ll64gIXvvYffdu7CoEHav9ugLQ1fIjU0t27eREZ6Bm7duIn0tPRm1f086CcIguBCL48ziH835eXlWt99IgiCIP750CKCIAiCIAidoMcZBEEQBEHoBC0iCIIgCILQCVpEEARBEAShE7SIIAiCIAhCJ2gRQRAEQRCETtAigiAIgiAInaBFBEEQBEEQOkGLCIIgCIIgdIIWEQRBEARB6AQtIgiCIAiC0AlaRBAEQRAEoRO0iCAIgiAIQidoEUEQBEEQhE7QIoIgCIIgCJ14YRYRDzMyUFlRqXW/eXPexbmzZwEAMpkMmZmZKv8kEolOunNyclBeXq72/DU//IgJr77G20Zdx8aXo0eOIMjPH0F+/vjh+9Ua2wEgPz8f95OTIZfLm6xfIpEgJSWlSTIYhkHSvSSkpqY2SU5RYRFu3byJjPT0RsdWfrNc6Y+zZ87orIPLrwzDIDMzE/l5eXrXy6W7Yd43Na4SiQTZ2dmQ18ibZQwVFRWNxlBSUqKTfIZh8ODBAyQmJkImkzXJ1jpZDx48AMMwynY2f+jTTwTRLDAsKBQKrdo1HTMkd+/eZdxd3Zh7ife07hvYyY/5/bfdSjm+nl6MVwd3xsOtPePr6cWcPH5CJ91dAoOYzZs2qe2zdcuvzNx35vCyrylj40t0VBTTs9vLTH5+PlNRXsHZLpfLmUXvvc909PJmgvz8mcjhw5mSkhKd9EqlUmbrll+Z7l26Mu6ubjrbn5eXxwwbPITxcndn3F3dmKmTpzA1NTVay6msqGC8Orgz3bt0Zbzc3Zk3p72hktPl5eVMfn4+E/BSJ+bkiZM628vmb4ZhmN927mLcXd2YQeERetfLprtGVsO4u7qp/MvPz9dJfnxcHDNqxAilnIcPHzbLGLb9urXRGJb/979ay66qqmJeGzuW6RIYxIT07cf06t5DOQZtKS0tZV4ZMZLx69iR8Xb3YCa+Np6pqqpiGIbdH/r0E0E0B0Zsi4tPP/4Y5mbmWPzJxxAKhRrbNR1ryMOMDEQdiELnLp0Rtf8AOvn7YeKkSQBqv+Vu37oNpSUlGDh4EHr17g0ASE5Kwh/79qGgoABt27bD3PnzcGD/flw8fwEAsGXzZtja2mBk5Ch4eXuxysnOzsbe339HweMCVFdXK23y8fHBnaR7WPzhR0hPS8Ou33dz2sqlWx0KhQKrVqwAAHj7eKsc03Zs+kYgFMLe3l5j+9HDR3AwOhpHTxyHja0thg4chC2bNmHeggVa67x//z52bNuGfv374499+3S23d7eHq9Pm4qhw4bh71OnMeftt5GQkICAgACt5JiameF63C1YWFjg+LFjeGvmLGRlZcHFxQUAYGFhAQsLCwgEAp1trUOdv4sKi7By+XIEBAaisvLpnSd96mXTDQBr1q6Fb8eOAABbW1ut5ZaXl2Pa669j4KBBWLdhA+zs7CEyEgEw/BiGjxyB7j16AADuJydj7pw5COrcWWu5t27exNUrVxF74zqsxWJ069wFF8+fx9hXX9Va1o5t25CZmYkLly/j8aPHiBgwAEcOH8bIyEhWf+jbTwRhaFg/6V8bPx5//fUXZr05AxUVFRrbNR1rSHZ2Nn5Y/T0Wf/AhhCIhPvvkU8RejUVVVRXGRI5CUVEhnNu0wbQpr+P6tWuorKjE2FdGIzcnF8F9+sDCogUAwNjIGMbGxgAAE2NjmJqaQigUsMrJz8vDsEGDcfv2bbi6ufJyEputbLq5MDU1xe2EBGz7dauyTduxcZFy/z7+b8lnKv9ir8byGicfzp07i5e7d4ezcxts/Pln5Obm4vy58zrJ8vX1xeHjx5SLO10RCAQYM3YszM3NYWllBQBo2bKl1nKEQiFkMhnibsUh5sRJeHl7wdHRsUm2acN/ly1DUOfOGDxkSLPprM/Nmzdw984d2LayhUgk0rr/ubNnUVRYhJ69euH0qdO4dy/RAFaqRywWw8vbC17eXjh+7Bi8fbwxICxMazkd3N1haWmJDxYtwrcrVwEAgvv21cmmkpISmJubw9zcHG7t3eDo6Ijke0k6ySKI5xXWRUQnPz/8GXUABQWPMW70aGRlZXG2azqmDnmNHGvWrcVXX38N8xYtkJr6AGfPnEFeXh46dfKDjY0N7B3sEXMyBlKZFFKpFLm5OTAzM8OkKVMAAEOGDcWESRMBABMnT8bc+fPh4enJKifqQBSEQiHWrl+P6TNmwNTUlJej1NnKppvV2UIh5s6fj+A+qpOStmPjwsTEBPb29ir/zM3NeI2RD48ePUJNTQ1eGzcOZ8+cxdBhw1CpYcHIhS4fVmxUVlTi6y+/ROiAULi7u+skI/bqVSxcsAAH9u+Hu4cHqqqq9GYfF9diY3Hk8GEs/fKLZtFXH4FQgEGDByMtNQ1fffEFBvTrr/HaVUdOdjYAYMO69YiOisLIYcPx18FD+jaXk9TUVPx16BDeeucdnb7N29nZ4c2ZM3E65hTW/fQTevTsofauDR+GDhuOR48eIbRvP/TrHYycnBzlnRmCeFHgfOZgZmYGKytrSCRVKpMpW7umY+pwdHICABiJRGAUDAoeF0AoFCIxMRF37txBWHgE/Pz9IBaLsX3XTjg4OmLhgvcQHhKKx48fs8plk5OXm4tWdnYwMmJ9ksPbVn2h7di4EBkZwcrKSuWfiYmJ3my1srLClcuX0b17d+zZtw/GxsZKvzxLqqqqMHvmTJiammLld9/pLCcsPBzHYk7izIXzOH/2HLZv3aq5kx744fvv0crODt+v+haHDkYjLzcXXyxd2iy6hUIh1qxbi/W//IzDx4+hpLQEp2NitJZjamYGkUiE/dFR2PHbLnTv0QNHjhw2gMXsrFvzE9q2a4shQ4fq1P/mjRv4YfX32PHbLmzbuQOnY05h965dOsny8/fD3+fP4cuvl+GHn9bAzMwMbdu100kWQTyvsH6SPnjwALOmvwk7e3v8b/+fENvYcLZrOsYXbx9vyGQyhIWHIbhPH+WvEiQSCdq2a4cf1qzBlcuXMeHV15B07x7s7OxgZm4OAEhPT4OXtxdkMhmrnMePH2PXzp14mJGBmJMxKCsrU+quqanB40ePUSWR1N4ZyMmFjS33GNTprnsEUfC4QPmrAzs7O1hZWUEqlaJGXgMAqK6uhpHICFKZVKux1clXR1lpGeLj4lTaPL08wX3/gj+hoQPw18FDGDJsKHJysnHyxAm8t2ih8vjYV0ZDJBLitz17NH4TrK6uxoOUFGRn137rvXvnDmxtbZWLEr6yqqqqMHP6m0hJScE3K5bjQUoKHJ2c0Lp1a63kVFdXQyaTwczMDOlpaaiqqoINz3cDtBm3OgaEhSu//ZuZmUEoEkEs1nz9NFUvUPurpLKyMpibm+Pc2bOQ18jh6uamtY5Onfwgl8tx4vhxdO3WDZmZmfDz92uWMQBA5sOHOHBgP776+utG72Tx1ZGcnAwTE1N0cHdHy5YtYWdnh+LiEq3lALV+rSivgJWVFbZv2wbzFuaIGDhQ5/ERxPMI6yJi3U8/oXOXLvjy62UqH1ps7ZqO8SWoc2fMems2pk+bBmMjY8hqZNi2YwecnFojYsAAWFpZoUoiwYDwMHTt1g0A4Orqin79++Od2W/B2NgY367+HgMHDVIrZ2RkJHbv+g0hffvBP8AfHTp0UOpOTkrC8CFPv8EE9+yJdT9vgNWT5+zqYNMNAOvXrsX6tWsBAB8v+RRdu3bDqBEjlH1f8vbB3PnzMDJylNZjY8PbxxvLV63UwfP8GDRkMM6eOYPI4SMgFAoxMjISY8eNUx5v164dDuzfj7KyMk6/AUB6WrqKv4cPGYqpb0zDJ0uWaCXr4oULuHC+9r2MqZNrHwXNems2Fn34oVZybt64gYmvjQdQ+0E+eswYjBvH74U6bcatjilTX1f+f/26dSguLsG78+YaXC8APHz4EBGhAwAA1tbWWPjBIgT36aO1Dv8Af0yfMQPvvv0O5HI5evbqhbfeeadZxgAA69auhZOjEyJHjdJZR3hEBPbs/h09u70MY2NjvNSpk/KFb21tvZ+cjOFDhsLS0hKBQUHYtnNnk8ZHEM8lbD/bqJGp/4kcW7umY9oilUqZnOwc5U+iGIZhJBIJk5uTw5SVlantU1RYyBQVFmqUwzAM8/jxY73ZyqZbG3QZm76IjopienXvwbudYWp/DimRSFTaFAoF8+PqH5ihAwc12SZ9ydJGjkKhYAoLCpmCggLOnysHdvJT+fmdtrZy+ZWLpurl0l1SUsIUFjTOL110VFVVseaxIcfAhi46iouLG/10WZ/5XUdDf2hqJ4jnDdZ3ItheAOJ6MUifLw0ZGxvDqbWTyouPZmZmcHRyYn3zXmxj0+gRijo5ANCqh2a5tgAAEvNJREFUVSu92cqmWxt0GZs+efzoEfr1DsaGdet5tZu3aAEzM9UXNme8MR3JSUlYv/GXJtujL1nayBEIBLCxtYGtra3aW9U/rv4B/XoHN9pETBdb2fyqDn3qZdNtZWWl9tGdLjpMTU0b5XFzjIENXXRYW1s3umugz/xm8wdbO0E8rwgYhtHfG4LEP5KKigrk5uYCAGxsbJR7BLC1/1spKChAcXExAMC5dWuYt2ihkxxt/aovvbro1hcvwhj0CZs/9OkngmgOaBFBEARBEIROvDC1MwiCIAiCaF5oEUE8N9QVa+KCYRgoFIpmsIYgCILQxAuziNBHFc86srOzcevmTeTk5Ois40Wv4smGrrZuWLce7zeov6HOT+vXrsWi997Xqsrkw4wMLHzvPYwbPQarm7ARFRfaxlTb8/XBvcR7mPHGdJSWlqq0KxQKzHhjOma8Mb1RDAD95Kuu1SmbI3Z80NV3gOGv92eRS5po6nysa0VlNt2Gno//zdVXWRcRbK9KcL1C8axer0hMTERI337IzMzUuu+Zv/9Gdlbtdr3V1dWYPGEiQvr0xRuvT0Wfnr2UBbq01TF8yFDs3bNH7TErKyveW+k2ZWx8kclkMDc3x7GYk3hzxgyN7fq2NebESaz58UfMfudtlXZ1fho9ZgwuX76En35cw1v+h4s+QHZWNt6dNxcvd++ulW180SamupyvD4qLi3AqJkal6BxQ+6uUkaMiYWVlhfNnzzXqp498fWvOOzgWcxIMw0Amq+Ftc3PEjg+6+g4w/PX+LHKJC33MxykpKYgIHYAB/fojpE9fRIQOUBYj1EW3oedjXfP7RYCqeNabFE7FxODihQs4dOQIvH28UVxcDBMTE1YdHp4eWLViBfqHhOJgdDTEYmvMfvttmD/ZZbIhL0IVT21t1eQjuVyO/1uyBHPefRc+Pj4AuP3k4OiIT5Yswfx35+LV117lteX23Tt38OHixehTr5DSgwcPsG/PHlSUV2BAeBj69uun1Ms3npps1eZ8ruuBDXVxeJiRgd2//YY5c+fC3Nwcq7/7DgPCwtDJ7+nOkQnx8Tgdcwo+HX0xfsIECAQCDBs+HLk5uTh/7ukHoT7zVdfqlIaMnTb+09Z3+vafOvSZS8/bfKxtRWUAz7Sq8r+5+ipV8axH3Yflf5ctw6WLFyEWiyEQCFh1MAoGG9atx+wZM2BiYoLtW7dh65YtnOP+p1fx1NZWTT66cP488vPz8ep41duJ6vxUR8TAgWhlZ4dDBw9y2rpzxw5MmTgJlZWV2LJ5M6ZMnISdO3YgKysLI4cNR9K9JEgkEkyfOg0xJ2N0iqcmW/mez3Y9sMEWh+zsbGxYtx5Vktq6NRt/2Yh79+6p9F362f/B2MQY//fpEvzvjz+0tlWf+cqGoWOnq/+08R1geP/pI5e4+jxvVZW5xvY8VlX+N8B6J6KuIufsGTMwbvRo/LxpE9q0acPaztWHjbrKmJ38/BB1IAqpqQ9QVFSorL4pFAqV1Tc7uLuzVrps36E9ftu1CxMnT1auOo8fO6ZWjlgsVlbxNDIywpofflTa06VrV3yx7Cv89OOPmDR+AgKDgrBx8yZWHXUvAr47bx6mvjENLi4usGhpwTreuiqeG3/+BYl3n5ZJ5qriqU4vF3VVPOujzyqe2tqqyUf3k5Ph0tYFYrFY2cbmp/rH/f39cf/+fU5bu3fvjtatnXEtNha9g3sjuE9ftGvXFn/+8T9YWVnhl82bIBAI8PBhBg4djEa/fv04bVWHJlu1OV/d9dC1W1e1ctjiwIc1a39CJz8/3L1zF2dO/41XRo/WylZ95isbho6drv7j6zvA8P7TVy5x9XmW87E2dnbt1lVv/muO/H6RoCqeDRg/YQLOnD+PVd9/h5s3bmDXzp0ax2BnbwcAeH3aVIwZO1bj+Q35J1Xx1NVWNh9VS6UQQPvVvKmpKTS9guPh6YnQAaEQikTw8fFF6IBQeHh6oqioEDZP7jIBgK1tK+U3Ty5bmwO+lWKbkjN1Olq0aKEsBqcN+sxXNgwdO13H0FTfNUW3tuhSdfh5m4/1OTa+NFd8XhSoime9Kp5379xBTY0cLi4uaNu2LURGIlhbWwNQX61TKOB+7+NFrOKpbRw0+cjN1Q2ZmZmoqKiAhUXtN0eGYdT6qf626snJSRgxMlKnMfj4+GDH9u24euUKbGxscOniRbw9R3OhKHXwsZXP+drCFgeLJ9tN37+fjIT4eEgqG78hr5DLkZqaiiuXL2PB+++z2iQUCQ2er9qir9jp6j++vhMZiViP6ct/+solLp7VfKxLRWXg+auq/G+AqnjWq+J5LTYWSz/7PzAMA4FAgMFDh2DMkwqV6nSEhYVzjuVFrOKZn5evla2afNS3Xz8YGRvjwP79mDBxIgAgIT5BrZ/mzp8PAIiPi0fSvSQMHTZUrUxNjBo9GqdPncb4ca9CIBBg4KBBWj0OqI8mW/me371HD630ssVBKBTCP8Af48e9ioCAALRv317Zx8LCAi1btkTf4GAIIMDwkSMwacpkVptCQgcYPF+1RV+x09Z/2vpu7vz5rMf05T995RIXz2o+1qWiMpdu4NnMx/8K2Cpz/VureFZWVjK5OTmNKlRy6dAH/6Qqnvq29ZcNPzNdg4KY7OxsjedWVVUxkcOHM0s++ZS3fDYqyiuYyoqKJst5VrDFQaFQsOa3QqFgiouLm3yt6poD+qpOqY/Yaes/ffmOS3cdhrzedYGqKvOT/2+svkq1MwgcjI7G+/MXwMnJCRMmTcKst2ZztusbhUKBhQveQ3V1NX5av47z3NXffYdLFy9i89atnD/fI54vflz9A/bt2VP764eNGxE6IPRZm0QQeuPfnN+0iCCeiyqecrkc5eXlyndQ2KiqqgKjUFB1w38YVJ2SeJH5N+c3LSIIgiAIgtCJF6Z2BkEQBEEQzQstIgiCIAiC0IkXZhFBVTwJgiAIonmhKp5UxZMgCIIgdIKqeFIVT4IgCILQCariWY8XoYonQRAEQTQXrIuIuoqcBQWPMW70aGRlZXG2azqmjrpqbF99/TXMW7RAauoDnD1zRlntzcbGRlntjauy2oRJtdslT5w8GXPnz4eHpyernKgDUcqqcdNnzICpqanSnroqnsnJSZg0fgLGjHoFxUVFrDrqeHfePHz86SeYt2AB7DgeU9RVjQvu01elXduxEQRBEMTzAFXxbMA/vYonQRAEQTQXVMXzBaviSRAEQRDNBVXxfMGqeBIEQRBEc8G67bW8Rg6RkYh3u6Zj2iKTyVDwuAA2tjbK9xaqqqpQUlwMi5Yt0bJly0Z9iouKAEDlDog6OUDtXuetWrVqJEMikaC0pATWYjHMzMx46dAHuoyNIAiCIJ4lVDuDIAiCIAideGF2rCQIgiAIonmhRQRBEARBEDpBiwiCIAiCIHSCFhEEQRAEQegE6yIiNycXIX374dUxY7F1y68a2+v43x9/YMO69Y3as7Oz8TAjg/f52sImp6amBpkPHxpML5eslJQUtYWzDK27rKwMd27fRn5eHq/zDx/6C6+OGYvwkFDcuH5dZ1u4ckPTmB89eoSiwqLn2tacnBxkZmYiMzMT2dnZvPpoC5ccqVTKS6++fARo5ydJZaXSP3X/6leybY5rLjMzE/eTkyGXy3mdry+9WVlZaucZtj5sMdJn7AiiOWDdJ6JGXgNbW1v8vm8vr/Y6crJzGl1M365chXNnz8DaWgxjE2OsW79B+VNQdefrQkM5CoUC0QeisPr772EkEuFYzEmNdupLt1QqxfSp02BsbIzc3Bx079EDny1d2iy6AWDB3HmwFlvj3t1E9OzVCx8v+ZTz/MFDh2Dw0CGYN+ddSKVSnW3hyg2uMafcv4/I4SMweMgQLF+18rm1dfTISLzUqRMAoEWLFli95keNfbRFnZycnBz858OP8PjxYzg6OuLnTRuVBe4M6SNAOz9du3YNP67+Qfn3w4wMzJg9C9PeeIPVVl1Rd72/NWsWhAIhzMzMcPfuXezeuwdisVivuhvKkcvlmPvOHMjlclRVVcHR0RHfrFzB2Qdgj5E+Y0cQzQHrIkJXnJ2dVYpE3U9OxqmTJ7E/OhoiIxGmT52GQ4cOYsTIkWrP15fewsJCXLp0CR/9ZzFWfrNc4/n61G1iYoKvl38DFxcXSCor0SUwCIs++BAtnhTWMqRuANi4ZTMAoKKiAi937qKyiNCnbm1g08swDD75z3/w2oQJKCku5tXH0LDpFQiF+GXzJq36NFU3wzCYM/stLFj4PoL79DGYXl1oqDu4Tx+ljfIaOYYMHIiIgQNZz9en7tTUVKSlpuHoieMAgJlvvom4W7fQt18/vepuKOfkiROQy+VY/8vPAIDRkaNw6+ZNBAQGsvYhiBcJvS8iRo1+ReXvSxcvol9ICERGImzZvBk3b9yAh6enchHR8Hx96bWzs8PX3/wX8XHxvM7Xp24AcHFxAQAwTO2iwtjEmPN8feqWy+UoKyvDsSNHERo2QOP5zQGb3h3btsM/IBB+/n44c/pvXn0MDZtehmFw+tQpODo6wrdjR159mqr7fnIyTExNYGpqioPR0QgMClLmlj716gKX7v37/0RgUBDatGnD6/ym6m7bti0AYPV336F9hw54mPEQgUFBetfdUE5RYZFya3ygtghhQny8yiLiWcaIIAyN3hcRDSkuLoFQKMSsGTNga9sKn32+FOfOnDW02ueGLz7/HFPfmNas9S4epKTgqy++QFpaOkaPGdNserUlJycHe/fswZ4/9uHE8ePP2hyNvD51KmKvXMXt27dRWVmJ7bt2wsTExKA6H2Y8xP3793Hu7FlYW1tj4quvYc26dfDz9zOo3qYgl8ux/qe12LBpY7PpNDExwYeLF2PhggWokdfg3bnzYGVlZXC9A8LD8POG9fjs0yUAw+DkyRPw8PAwuF6CeF4w+CLCtpUtln/9X3yx7CsMHzECO3fsgL0De7nsF4mvv1qGKokEc+fPb1a9nl5e+HX7dsjlcowbPQZdunZBr969m9UGPnyz7Gt4+3jjf3/8gfi4eDx48ACHDh7E0GHDnrVpapn11mzl/18ZORK3bt5Ct5e7GVSnqZkZAgODsOD99wEAUpkMR48cea4XEVH7D8Cno69KXRpDk5aahqVLluDQ0SMwMjLCpNfGw9PLE/1DQgyq187ODgcPH0bSvXuwsrZGYVEh2ndob1CdBPE8YfCfeHbv3h0ODg4YOGgQ5HI5DkZFoX9IqMZ+69etw5ZN6p8/Gxp96P7vsmUoLCzAyu++Vb4E1xx666NQKFBdVQUbW1udZRgyDoOHDoG/fwDkNXIwCgUYhkFNTY3O8porZ4qLi/Eo/xFc2rpoPLepNnl6eSLx7l1UV1cDALIeZqo8ztAFQ/pJLpdj7Zo1ePudd5rVngcpKXB0ckLr1q1hb2+PgMDARr9kMZRuc3NzBAQG4n5yMlJTHqBnz15NkkcQ/yQMfifC3cMDIyIjMXzwEAhFIoRHRPD69lbw6DGOHjmCadOn66RXIpFgUFh4bQGuwgL06x2MOfPmYuyTqpyG1H33zh1s/PkXtGrVCr279wAAzHr7LeVb6obSC9SWOn971myYmpqiuKgI4ydOgK+vr87y9GETG/WrkR6MjoZCocDIyEid5RnSVplMhvHjXoWpqSlKS0rw8aefonXr1ga3ycHBAa9Pm4ZRI0ZALLaBnb0dxowbq5MsfdnExcGoaLi6uTV6Z8TQ9vQK7o1dO3di2KDBMDM3h5WVFYbXq5hrKN1yuRwjhg6FUChCJz8//Lpju96KEBLEPwGDLyIAYM7cdzH77bcgk8lgbm7Oq4+zSxsEde6ss05zc3P8ff6cTn2bqtu3Y0fcT0ttdr1A7e3VjVs2QyAQwNLSskmy9GUTH4YNH45hw4c3SYYhbTU2Nsa2HTsgV8i18qs+bHpz5gxMe+MN1MhrVCrR6ooh/TRyVCRGjtJuIagPe8zMzLBxy2ZUVVUp/24O3SKRCIeOHNG5P0H80+FcROTk5GDFN9+gS9duCB0QqrGdU5GREYyM+K1Zvlu1CkWFRVj6xee8ztcnz0q3PvVq+0LZtdhYxJw8icTExCbbpEtuaMOztLXuJ7p80WdMRUYi3t9w2Xykq02GjKm+rze+iwdD6NYGthhxxY4gnkdYS4FLpVLE3YoDADg5OcLlyU+o2NqJfy75eXnIyKjdDMfbx1vnOxjNkRv/JFufFfryEfBi++lZwhYjfcaOIJoD1kUEQRAEQRAEF1SAiyAIgiAInaBFBEEQBEEQOkGLCIIgCIIgdIIWEQRBEARB6AQtIgiCIAiC0AlaRBAEQRAEoRO0iCAIgiAIQidoEUEQBEEQhE7QIoIgCIIgCJ2gRQRBEARBEDpBiwiCIAiCIHSCFhEEQRAEQegELSIIgiAIgtAJWkQQBEEQBKETRqWlpc/aBoIgCIIg/oHQnQiCIAiCIHSCFhEEQRAEQegELSIIgiAIgtAJWkQQBEEQBKET/w+w3LfCOBiBagAAAABJRU5ErkJggg==" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Включения представляют собой синтаксические сокращения, которые позволяют\n", + "создавать компактный код. Тем не менее не увлекайтесь и не вкладывайте их друг\n", + "в друга." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Перехват исключений — один из основных способов восстановить работоспособ-\n", + "ность программы даже при возникновении проблем. Если в программе возникает\n", + "исключение, но нет блока except для его обработки, программа Python аварийно\n", + "завершается." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Чтобы предотвратить фатальные ошибки, можно добавить блок except с кодом\n", + "обработки ошибки. Но иногда бывает трудно решить, как должна обрабатываться\n", + "ошибка, и у программиста возникает искушение оставить блок except пустым,\n", + "с одной командой pass . Например, в следующем коде команда pass используется\n", + "для создания блока except , который ничего не делает" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В программировании флагом называется значение, включающее бинарный\n", + "выбор «включено — выключено»; для представления флагов часто используются\n", + "логические значения. Такие настройки можно описать как установленные ( True )\n", + "или сброшенные ( False )." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Написание питонического кода" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Дзен Python:\n", + "* Красивое лучше, чем уродливое.\n", + "* Явное лучше, чем неявное.\n", + "* Простое лучше, чем сложное. Сложное лучше, чем запутанное.\n", + "* Плоское лучше, чем вложенное.\n", + "* Разреженное лучше, чем плотное.\n", + "* Удобочитаемость важна.\n", + "* Особые случаи не настолько особые, чтобы нарушать правила. При этом прак-\n", + "тичность важнее безупречности.\n", + "* Ошибки никогда не должны замалчиваться. Если только они не замалчиваются\n", + "явно.\n", + "* Столкнувшись с неоднозначностью, боритесь с искушением угадать\n", + "* Должен быть один — и желательно только один — очевидный способ сделать это.\n", + "* Это о том, что код, который работает медленно, очевидно хуже, чем тот, который\n", + "работает быстро.\n", + "* Если реализацию сложно объяснить, идея плоха. Если реализацию легко объяс-\n", + "нить, возможно, идея хороша\n", + "* Пространства имен — отличная штука. Сделаем их побольше" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Использование модуля timeit для оценки быстродействия" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "https://ru.wikipedia.org/wiki/XOR-обмен" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Профилированием называется систематический анализ скорости, использования памяти и других характеристик программы." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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EKtEjR+Lm5iZrgzXtuHKlzqC///XXU1payro1a6mqriIsLIzSS5fYsH49589fwF5lz9rVa5g4ZTLx48a1sG3q1Kl8/tlneHp6cjItjdQTqTz2xOM4ODhQUlzMxsREjh89Rlh4mOG+sZyf3Nzd2b5tGyeOn8CzsyfHjx4jLTWNJ595GgcHB7NyzX13/vwFFAoFmzdtxt7Bnn/e+y9ycrJNtsvf35/1P6xvaH94OJcuXjTrn27dusn6/6nHH2f37t3Ejh2Ln58fu3/6iY0bEvHw9CQ0NIQLFy4YdF8/4HrKyytYt2Ytl8vKCI+IoGevXibbWFJSYlaurLSUDevXo1QqGTR4iOHleNlnzxEeEU5YeLhF36nVtezcsQO/Ln58v+57PD09WbBwoSHfVH+aGw/NY7l7YHe6+PtblGmLcbB92zY+WrGCrgEB5OTk8Ov+Xzhx4gQ9e/XEz8/P4nwADff39yfvx8fHh507d1B+uYx777sPSa83KQ+wZ/du2T7aumULn33yKR98uAJ7ewc2bdzIT0lJBPcKJiQ0xGzs9O/fjz59+9rkM1Ox6+npaXaMNcrLxVFwSDDBwcF89umnuLq5snnTZpydO7Lgzjutjn053R07djTp79ycHLNyfn5+Ns81r736qlW2WpoDTfVz9+7drYpvaLhasXb1GjZt2kTppUs4OTkR+tt32cEDB/Dy9jJsVG+ks5cXh1MO08GxAyUlJXz4wQc89cwzhIUZ37pwd3fHx8eH5a8tAzs4mZpGaFgoPXr2lJ0LLI05lUpFhw4dyM3JYfCQIQQ2ebrLkl8Op6TIjsn6+nqr5maVSsXo6JGMiB6Jf1f/Fv60GqmduVxWJtXW1kqSJElajVaqrKy8ap3FRUWSVqttka7VaqWLFy9etf6maDQaqbq62mobrjWXL1+W1DU1NsmY8tODS5ZI33z9tVRaWipVVFRYLfdH0dz/Go1Gqqqqumq97dVGa/QWFxdL9fX1NutuTSzaKmPtOLh17jzp6JEjkkajMeRv2rhRuinhH5IkWT8f1NfXS3l5eQY9jbRmPlGr1VJNtfwYsTZ2rnbMWzPGLKHRaKS8vDyj9rRF7Mv5+2ppHvdtNU4tcTV99eLzL0h6vV42v6iwUCosKLSoR6vRSkWFhS10WTvHmBpza9eskXQ6nUXZplgak9ZSXFxsU3lT2EmS9a82F/zv8tADDzBw0CCTvwYEAmvZt3dfi8fNoeF9Io17VP6uiDH25+fXX36hprrGsH/lz0BGRgYKOwX+Xf35efdu2T1IcvyZxmTbPvMi+Ety/Ngxzuee5/jRY+Tm5P7R5gj+wpia2IC//WJDjLG/Bkm7kv5Uiw1oOO/l4Qcf5LtvvmX8ePN7u0zxZxqT4gqHQCAQCAR/Yqqrqw1PJP6VEQsOgUAgEAgE7Y64pSIQCAQCgaDdEQuOvxDqGjVffv4FBQUFf7QpAoFAIBDYhE1vGm18Dnv7tm24uroSP24cEydPAhrew7F92zYqKioYN348N82Yjr29fbsY/XejpqaG1155lfU//MCUaVMNZ6j8Gfnmq6/Iyc4hNDyM0tJSps+YIfuSmp07dnAyLY3OnTuj10ucycrC3cODWXNm06VLl2tsuUAgEAjaE5sWHPb29twyexYbExPx9vY2LDYAJk6exNEjRygqKuSW2bPa3NC/K9XV1dw8fToDBgzkh42JbXpyX1tzuewy/37mWbbu2E5wSAiXLl3i/nv/xTervmtR9uUXXyIn+xwffPgRSlXD6991Wh333H0XJcXFYsEhEAgE/2O06iwVlUpp+JJoilKlRKls1+NZ/nZ8/OGHLH/zzRZHNf8Z8fD04M133iaoRw+g4XCniyUlXLp0yegqx769+/jyi8/Zf+CAURwpVUruX7KE8vLya267QCAQCNqXdl8d7E9OpqamhtraWvr160f3Jq9kTdq5iytXrnDlyhVixsTi5uZGVmYmKSkpSJJE/+uvJyIigqRdSRTk5zF3/nz0ej3bt23Dwd6B2rpaRo4aZTihsKS4mL1791JXW4uPry/5efm4u7vTrXs3MjMzjXQ2cjX1NVJYWEj6qXTU6hrs7OzoFRxMeHg4yfuSycrMxNm5I2p1LU5OTqjVambefDMdnDpY1FtfX4+/f1cqKyrYmJhIXV0dEyZOpFOnTibthoZTGo8fP45KqWLQkMGGKyLNfZ2WmmbStqioKPbv309QjyDUajUF+fnEjxtHRO/eBrvM+WTK1KmGcufOnSP3fC46rdaoXR+tWMHw4SPo3Llzi3jp3acP0HC+RdKuJFk75OKq0S/1V+px93BHr9MzbPhw/Lr4GfksOjoaSYLk5H3Y2dkxcOBAAEP+iBHRdHTuyO6kJOrr67mub186dHAiJeUQXl5ejGtyBkZ2djZ7dv9Mr+DgFs+8m4rxtoi9Y0ePNpzI6egIdnbUqmsJCQ1h2PDhsnKnM07bZH9T+7y9vQEoKSlBpVQxcNBAegUHo9Vq2fLjj+j1etzc3BgdE2Ox70zJmPOXuXF07NjRFnFgqZ9DQkNlfWRt/DTvryFDh5qNnah+/Uz6dfjwEeh0Wn799VeLfgXb57jm80FBfj5nss7g3MmZmNhYMk+fJvN0Jr2CezGyydlPe/fs4eyZs/j5+REXH8+GDeupqqyiV3Awvr4+VrXVVF/a2q7RMaNx9/BoMU809aEtNpQUF1uM6dZ8x4yOGc3FixdNzslFhUWkpp6gvLycyooKIqP6MWjwIH5KSiI3JxdXN1emTUugqrqKrT9uQafTEhkZRdrJNCNdhw4epLS0FL1OT0Sf3vT47Ydd83i/cCGPrMxMPDw9uGH0aHbt3ElNdQ3hEeF4eHi0+RxnC63eNJp3IY+9e/YY/eVdyDMuk5fHff+8t+Hk0Lg45s+dR0lJCQCPPvQwFRUVTJg0kQO//sq7b78NQEhoKPl5+WSfyyYiIoIjhw/j5uZKfn4+APcsvgt7lT2xY8cwYMBA5twyi/LLlwHw8fVldEwMhQWFxMXH88Xnn9OjV08GDBxopLMpV1NfIxnp6RQWFjB5yhTGj5/Ayy+8yMEDB0g5dJCxcWPx8fUlcf16bpx+E6WlpVRVVVql9+CBg1RWVlJVVcWUqVMZM3Yst86ZS/nlyy3sbuS6vn05dfIkFRUVhsWGKV/L2dbBqQOHDh7gZFoaM2bO5JZZs3jg/iUk70s21GGN7bk5udw+bz7jxo/H18/4VMiM9HSCegSZjS8vb29ZO8zFVaNfCgoKmJaQQGRUJBPHjaOsrMzIZ90DAwkMCiT7XDb5efmEhIYa5QcGBeLt7U1RUTEph1KI6tePsPAwCgsKeWjJA0ZXYb768kvWrF7VYiDKxXhbxF6//v0pLGyIc08PTzYmJhpO5ZWTs9X+pvbFxccTFx/PqZMnKSsrNZwzcc/ixXQPDGRaQgIn006y6tvvzPadnIw5f8nF6unM0ybjwFI/m/ORtfHTvL8sxY6cX4N6BNErONgqv4Ltc1zz+WD4iBGUlpbyf+u+p3Pnzvh16cLFiyUMH2H8EqiRo0bx7ttv0+e6PihVSnx8fPh+3TqiR0Zb1Va5vrS1XaYWG819aIsN1sW07d8x7h4esnPyiRPH0Wq0zJg5kznz5nHXwoVkns4kJjaWnTt2oFQ03DFwd3enuLiILv5d6RsVaaTrs08+YfvWbYyfMIG4cfEsffZZDqektPBF98BARkSP4P333iMyKgp3d3c6derElh83M3jIkDaf42yl1QsODw8PQkNDjf48mgWHv78/q9auAcCpY0d8fX1JO5HK0SNH2LtnDwk3/gOAfy25n4WLFhnklEoFSqUCvV7P5k2bGDBwII898QS//vILJ9PSDG+C8+viR2hYKCu/XGmQraysJLJf1O96FAojnaa4mvoA+vXrz+w5cxp0qZTEjhnDJx9/zJx58wjo1g2FQoGdQoFKpWLh4kVkZWVZpTc/L4+fkpIMRw57enrSu08fPvrwQ7NtUiqUhnQ5X8vZ1is4mM5eXoZDmHz9/Jg3fx7vvPUWgFU+uXLlCnfcdisjbxjFm28Zf8lKkkRNTU3DL3MzeHt7y9ohF1dN+7PxVGk3d3fq6+tR/3bKZnOfmfuceTqT/Lw8FE3yI3pHENG7N2tWrQYajlx3cXFBoTC+xWgpxpvX15rYc3f3wN3DA0UTmy3JWWu/rH8USkPZgwcOkJOdQ1RUw3gbOmwoX37xhdm+k5Mx5y+5WI2IiJCNA3P9aslH1sRP8/5qXoep2LlavzZi6xzXdD5QKBQsefABdDod3379Nfv27OXhRx9FqWzZ/wqlAsVv6QqF9eNEri9b2y45WmODKT819f3VfMeY0g0QGRnFhEkNJ9ZKkoSDg4Nh/rtjwQJWr1plKFuQX0BMbIyRrtraWl5fttzwsIC9vT1TExJ4fdly2XqVSmWTuFAaje+2muNaQ6tvqTh3cm7xy9W5k7PRZ4VCQbfu3dm3dx96vY7q6ir0kp5jR4/So2dP7H4b1f7+LU+fy87O5rFHHmHR4sWGtJNpaQR0CzAqFxAQQFra7182OdnZREZGmbQ5NyeXjYmJHDpwkL5RkcxoctRwa+uDhr0LyfuSSdq1k5CQUIqLi8jNzjH5dEbDpe0Mq/RevlzW4jjgwKAgft6926o2AVb5uqltpggOCSEjPR2wzicZ6enExo7hqWefaaHLzs6O0LBQzp07J2uHHI12yMVVU3Kyc0jcsIF1a9by4ssvExAQYJS3c8cOw/9h4canPQKUl5eTk5NNVP9+pBw6ZJR36+23sezV/7Bg4Z0k79vH0GHDSNqVZFTGFr+3NvY6ubR886A1ctbYbw1pqak4duhg8KUkSTz8yCMmyzb2nZyMOX/JjSPAbBzI9bN184h8/Jjqr6aYix1rsOTX1s5xjSiVSpa9/jqTJ07ku9WrDD5vTnh4BL/s309MbCxZmVkmy5hqq1xfbt60qdXtMoctNljiar9jwHQfaDQa1q5ZQ8rBQzz2xBMEBjXcAh4dG8PzS5eSkZGBv78/YeFhRv2Rk53Dd998g0ajwd+/q6xNreFq57jW0K7v4bh06RLzZs+hi38XRt1wA+7uDVdAnJw6UlurNivbo0cPnnjqKW6/9VayMjMB6NTJBbW61qicukaNi4uL4XN9fT1+XYwXQo0EBgUyZepUHnn8MZ5+8kmjMw1aW18jI6JH8My//80ts2fRtWtXugYEtCjTiLV6XVxdqa6uMkqrqqrEqaOTVW0C63xtiZoaNe6/Haduje1arZYZN98sq++G0aM5cvgIlZWVJvMbJyQ5O+TiqilBPYKYOm0aH37yMcuXvcYv+/cb5Y2Ni2NsXJzJWzs6nZ4d27cTP25cizytRsv4CRPQaLVs37oNOzs7k78ObfF7a2KvpLiYbt26t9BlSc5a+62hg5MTCoXC4Mu4+HjZcyga+05OpjVxaikO5PrZmhg2Fz+m+qsRc7FjLZb82to5ril5eXnMnjOH559bil6vN1nm/Q9X4OLiwsm0NMP4b4pcW+X68mraJYetNljiar9jwHQf2NvbM3vOHJa98TrLl73Grh07gYYf5XPnzePrlStJ3ruPqQkJRrqCegQRP348er2e2rrf7aqpqcHFxfQPRGtoizmuNbRqwSFJDX+m03/P2JiYiKurK7169aK+vp7S0lIAhg0fzpkzZykuKjKU3bd3Xwt9np6ezJ03j8cfeRSAmDGxFBYUUF1dbSiTlpbKhIkTST91iurqaupq6yzaX11djV6nR6Opb3V9TVm7ejWffvyx4fOen39mwkT5Q3as1TtmzFiKCouoVf8+cE6dPGXytEC5Nlnr6+Y0nYQOHTxA/G8biKyx3dfPDw9P0/deAe659178fH15/rnn0GmNr+Bs2riRwCYbi03ZIRdXpnBycsLLy5szWWcstrmRE8ePM1nmRMYjR46gUqmYM3cuLzz/PKOabLRriq1+tzX2fvi/HxgwcEALPZbkrLXfGkaMiOZ8bi5lZWWGtKNHjhj+N9V3cjKtiVNb4qAp1o4/kLjO3GsAACAASURBVI+f5v3ViLnYsRY5H7XFHAcNl9GLi4t44qkncXLqwMcffmRSh4uLC+PGj2fUDTfg7ePdIl+urXJ92dp26bQ6Vrz/PlVVVS3ybLXBEm31HQO/98EnH33E9+vWAQ1Xlzp1cqHs8u8+mHHzTLZt3UpRcZHJq3kBAQFERkWSeuLE7zalppn9jrFEW8xxrUH53HPPPWdtYY1Gw9rVa9iYmEhFRQVurm6GTVg/btrM+h9+IDc3B1cXV8LCw9FoNHz68ScA5OfnYWdnR0ZGBpFRUfTu3Zvlry0DOziZmkZoWCienp5kZWayYf16iotLCIsIZ8zYsXzz9VeknUhl3PjxhIVHsOq7b/Hy8mLz5s34+voxa/Zsnnr8cXbv3k3s2LH4+fmx+6ef2LghEQ9PT5RKBVu3bOH8+QvYq+xZu3oNE6dMJn7cuFbX1xS1upadO3bg18WP79d9j6enJwsWLgQafoluTEzk+NFjhIWH0a17d5ydnekVHGJRbyeXTgQHB/PZp5/i6ubK5k2bcXbuyII77zTY3bxN/v7+rP9hPVXVVYSFh9OjRw98fHxM+tqUbQDbt23jxPETeHb25PjRY6SlpvHkM0/j4OBgle0PP/ggaampxI4ZYzrolEqmJiRw5PBhPvzgA8rKLpObm0vyvmQi+vQ2PKkiZ4derzcZV90DA7lcVmbwi0KhYPOmzdg72PPPe/9FTk62oa+vH3A95eUVrFuzlstlZYRHRFBWWsqG9etRKpUMGjzE8KK77LPnCI8Ip7i4mOWvLSM4JISxcWMpLipi8NChJG5I5HBKCmHhEXQPbPChu7u7rN8baW3sbd+2jY9WrKBrQAA5OTn8uv8XTpw4Qc9ePendp49s/xw/ftxq+5vb1//66yktLWXdmrUNsRUWRo+ePfHz8+PN199Ao9GQciiF3n164+buLtt33j7eJmUCgwLN+stUrF6pqzMZBwB7du+W7efu3bvL+qjpuDIXP837q0uXLmzauFE2dvya3H5u6lfnTs6cO3uWXTt3WvTra6++avMc13w+OHr4CP+8+25GjhxFt+7dyMnOZsX7H6CyVzFw0CCT4zU3J5dtW7Zw5MhhwsIjuFJXZ3achIWHm+zL1rQrNDQEO4Udjz70MD169iT4t42djT601YbSS5fMxnS3bt1kY8Pcd0xoaAgXLlwwOSdH9Ytif/J+fHx82LlzB+WXy7j3vvtwcHAAoEOHDuTm5DB4yBDDj63mc8PUqVP5/LPP8PT05GRaGqknUnnsicdxcHBoEU9ZmZls3rgJPz8/SktL+fWXX0hLTSUiIgK1Wt1mc1yrkNqZy2VlUm1trSRJkqTVaKXKykpDnlajlYoKCyW9Xm9Wh0ajkaqrq43SiouKJK1Wa1SmqqqqTWy2pj5TFBcXS/X19TbVZY1ejUYj5eXlSTXVNTbpboq1vpYkSXpwyRLpm6+/lkpLS6WKigrZcnK2V1ZWSmq12iq79Hq9dOH8eamosNAmO8zF1Z8JW/wuSdbF3q1z50lHjxyRNBqNIX/Txo3STQn/MCvXXmi1WunixYtGaZZiyJSMJNnur6uNg6v1kan+shWtVitlpGdIb77+uvTG8uVG6U191JZz3LVAri9b066vV66ULly40GY2WENbfsfU19dLeXl5hjHbnLVr1kg6nc6insuXL0vqGtu+B/Lz86Xv162TFtx2u01y7UG7v4ej6WNNSpXS6F6YUqVssfHUFCqVCpXK2FQfX98WZdrq+F5r6jOFj4+PzXVZo1elUtG1a1eL5cxhra8bsbOzM/o1bgo5203tcTFXT0C3bjbbYS6u/kzY6ndrYu/ORYvo17+/Uf6kyZNb7GGwJrbaAqVSafJSsLkYkpOx1V9XGwdX6yNT/WUrSqWSsPAwwsLDjC77N/dRW85x1wK5vrS1XeoaNX5+XYw27l6tDdbQlt8x9vb2LebwjIwMFHYK/Lv64/Tb/hZLmNpLYwl/f39uvOmmP8Xbm8XhbQIjjh87xvnc8xw/ekx2w9nfyY4/I3LPwo+IHmEy/Voj+q71XO17Dv4XcezgSOxY07dn/8r8sn8/Dz/4IN998y3jx7d+P4a1NL6n54/ETpJMbf8UCAQCgUDQnlRXV/+lrlpdLWLBIRAIBAKBoN0Rt1QEAoFAIBC0O2LBIRAIBAKBoN0RCw6BQCAQCATtjlhwCAQCgUAgaHfEgkMgEAgEAkG7Y9Mba5L3JZOVmYmzc0fU6lqcnJxQq9XMvPlmcnNzSNqVRFCPINRqNQX5+cSPG0dE795Aw4FeW378Eb1ej5ubG6NjYszqHDBgAGkn05Akif7XX09ERITBjqzMTFJSUozyDh08SGlpKXqdnog+venRo0cL+xvl6q/U4+7hjl6nZ9jw4fh18SP91KlW2X864zQpKYfw8vJi3G/njUDDiZJ7dv9Mr+BgokdGm5Rv2o7o6GgkCZKT92FnZ8fAgQMBzObn5eWRm5OLq5sr06YlUFVdxdYft6DTafnHjTeRn59ns5+a2uTt3XB+QklJCSqlioGDBtIrOFjWF39nH+p0Ov777nvMmz/f7DkyAoFA8HfFpiscKYcOMjZuLD6+viSuX8+N02+itLSUqqpKvLy9OXTwACfT0pgxcya3zJrFA/cvIXlfMgD3LF5M98BApiUkcDLtJKu+/c6sTh9fH/Lz8sk+l2202AAICQ01yvvsk0/YvnUb4ydMIG5cPEuffZbDKSkt7G+UKygoYFpCApFRkUwcN46ysrJW2x8WHkZhQSEPLXmA8vJyQ11fffkla1avMrzIx5R803Z0DwwkMCiQ7HPZ5OflExIaajE/JjaWnTt2oFQoUaqUuLu7U1xcRBf/rnR07tgqPzWViYuPJy4+nlMnT1JWVkqv384xkPPF39mHV+qu8FPSLi5evGjLkBIIBIK/DTYtOObMm0dAt24oFArsFApUKhULFy/Cw9MTb29vOnt5GQ4A8/XzY978ebzz1lscPHCAnOwcoqKiABg6bChffvGFRZ1KpQKl0rSJjXm1tbW8vmw582+7FWh4hezUhAReX7ZcVs7OruF/N3d36uvrUavVrbYfIKJ3BBG9e7Nm1Wqg4dhsFxcXFIqGI33NyTdvo62f71iwgNWrVhk+F+QXEBMbc1V+alGnQmlVW/7OPuzo3JEfEhMJDQtt4U+BQCAQ2HhLxdTZB66urrLlg0NCyEhPJy01FccOHdi5YwfQcIT9w488YpXO3JxcNiYmcujAQfpGRTJj5kxDXk52Dt998w0ajQZ//9/fUx8QEEBaWqqsXTnZOSRu2MC6NWt58eWXZd/Rb439jdx6+20se/U/LFh4J8n79jF02DCSdiUBWJTPyc4x5OVk5xAWHtbCXrn80bExPL90KRkZGfj7+xMWHoZd44rqKv1kCmt80RThQ4FAIBCAjQsOW6mpUePu7k6H3w6mGRsXZ7OOwKBApkydyuiYGAb278/gwUMIDGo4wjeoRxDx48fz8osvUVtXa3hFbE1NDS4u8guhoB5BTJ02reGWQWwsvn6+Jt8zb639Wo2WSVMm8/KLL7F96zbs7OxQKpWGfEvyQT2CDHkphw7ZlK9QKJg7bx5fr1zJiBHRTE1IMCnfGj+Zwta+FD4UCAQCAbTDUyp6vd7w/6GDB4gfP54RI6I5n5tLWVmZIe/okSM26a2urkav06PR1BulBwQEEBkVSeqJE4a0tNQ0Jky0fBiOk5MTXl7enMk6c1X2HzlyBJVKxZy5c3nh+ecZNWqUUT1t0X5zzLh5Jtu2bqWouMjkFSO4Oj81xZq2/F19mJ6ejk6nazObBAKB4H8Jm69wlBQXsz85mYslJexPTmb4COMTKrdt2UpAQADll8spKizixVdextnZmX8vXcqSf93H5ClTqK2tNbpHbkpnVmYm6adOUVVVzYYf1rM/OZmHHn2E4JAQQ159vYb09HTeeucd3n7rLVQqFZcvX6agoICnn32mhe1Ndf7f999z7uw5egX34qbp01tt//Hjx9m8aRM3jB7NLbNnUVhYgFanY++evZReusS+vfuIHhltUr5pO87n5iJJkJGegYODPVmZmQBm80NCG/YLuLm5ET9uHMG/beps3l5b/NRUJjcnF61OS1ZWFmWXyzh75gy9goPN9uXf1YdVVVVMnTiJ79asYeCggeaGkEAgEPwtadPD2x564AEGDBzI+AkTUKlULfZ36HQ6Ll++LPsL8mopLy/H0cEBp44dWyXf3va3Z/vXrV3LjTfdhEJh+aLV1foJ5Nvyd/ZhSUkJPj4+bW6XQCAQ/C/Q5ns47Ozs8PT0NJmnVCrbbbEB4O7uftU62tP+tm5/RkYGCjsF/l39cfptj4M1tIWfzLXl7+pDsdgQCAQCedpsD8fxY8c4n3ue40ePkZuT21Zqrxl/Rft/2b+fhx98kO+++Zbx423bi9EeCB8KBAKBQI42vaUiuPZUV1cbnpgQtA7hQ4FAIGh/xIJDIBAIBAJBuyMObxMIBAKBQNDuiAWHQCAQCASCdkcsOAQCgUAgELQ7YsEhEAgEAoGg3RELDoFAIBAIBO2OWHAIBAKBQCBod8SCQyAQCAQCQbsjFhwCgUAgEAjaHbHgEAgEAoFA0O6IBYdAIBAIBIJ2Ryw4BAKBQCAQtDtiwSEQCAQCgaDdEQsOgUAgEAgE7Y5YcPyPo9Pq/mgTBALBnxxJktDr9X+0GYL/cf60C44L58+jrlG3SH/vnXeZffMtV61fTo9cveb4s9r64QcreOiBB4zSPv7wI1564cWrtqk5pzNOs/COBVRWVra57uZIkkReXh4lxcVGaZmnM8nOzr5q/bW1tZw9e7ZFeklJCWeystDpWi7i5GRspTXxJ5CnreLyWsZ3e8eAqTlgxfvv88iDD5mMbYGgrfhTLjgyMjKIGXUDeXl5LfJcXV3x9va+6jpM6TFX71/N1qSdu3jv3Xe565/3GKXn5uZwOiPjqm1qTnn5ZX5KSuLKlSttrrs5q79bxejokdw6bz7QsBCYOmkyUyZNJC4mltvn39qqiVOj0bDyiy+JGTmKcWPGGtL1ej2PPvQwMSNHMfOm6Uz/xz8MXzxyMq2hNfEnME9bxeW1iu9rEQOm5oCbpk/nwIFf+e+777VbvQKB8rnnnnvOFoEXli6lpLiYPtddZ1W6pbzmbFi/nk0bEjl16hT1Gg1HjxzG29sHD08Plr/2GjU11XTx78KgwYMN5bPPnuO7b7+hc+fO/Pfd93Bzc6OLvz8lJSWseP8Dtm3ZgqOjI926d0ev18vqMVVvZ6/OfzlbdTodt8+fz50LFzJ+wngjm1MOHaKuro6JkycZ0r756itWr1rFT0lJ6HQ6evXqZbGfmpOfl8f/rfueocOG8sWnn1FUVETfvn1t1mOJy2WXuXvRIsLCw9FoNMydN4+OHTvi4OjAG2+9RZ8+fVjx/vvEjInFz8/PJt2ZmZm89sorDB02jPRTp7hvyRIAtv64hffeeYdtO3dwz7338ulHH3PlSh1Dhw2TlWlky+YfOXToIH0jI83Wba5PTcWGXCxptVq+XvkVOp2W9999j4sXL7ZLP5iLGWvbbElPW2ApLq219VrE97WKAVNzgHOnTvh37coLS5cyY+ZMOnXq1KZtEwigFVc4Hnz4YXZs387LL75kdM9PLt1SXnPsVfbY29sD4GBvj6OjIwqFHQCOjo6cTEtj5RdfGsrv2LadV156ifRT6dw2bz4lJSW8sfx16urqmJ7wDy5fLsO/a1dun38rRw4fltVjrt6/mq37k5MpKSnh5lktb8M8/OijvPNf418xmacziYyMwtOzM3cvWsypkyfNttscS//9HPYO9jz3zLP83/ffy5Y7e+YMzz37b6O/lEMpFvW/+vLL9L/+eiZMnGhIs7OzY/qMGTg5OeHi6grQqgkzIiKCLTu2M3zECKP0ffv2MnjIEPz9u/LJRx9RVFRE8r5kszKNvL58GS8ufb7VcS8XG3KxVFBQwDtvv8UTjz6Gcydni/0AresLczFjbZst6WkrW0E+Lm2x1ZyetrDzWsWAqTkAIH7cODp7ebF50yarfCEQ2IrNCw5nZ2dWfPwxSqWCuxYupKamxmy6pbzmTJw8idlz5wAwZ9487luyhOCQEBQKBfctWUL0yFEtZG6aMZ1hw4cxdNgwJk2ZTEVFBXv37KG4uJjrruuLh4cH3j7eJO1KktUjV685/qy2nsnKIqBbAO7u7i3qVygUKBTG3f74k0/g6+dLt+7dUCqVnDlzxmy7zfHe+//l6WefZeCgQezZ/bNsOQcHB7y9vY3+nJw6mNV9OCWFrVu2sPTFF0zmq2vUvPLii8SOiW31L2WlUtki7eLFi2i1Wm6ZOZO9e/YyafJk1E1i2JRMI++v+JDv1qxu4fPmyPWpXGyA6ViCho3C733wvlX9AK3rC3MxY22bLelpK1tBPi5tsdWcnraw81rFgKk5oDE9MjLyqsa/QGAOVWuEFAoFXl5epJ5IRVNfD87OZtMt5V0tjh06UH/lCo6Ojg0JkkTppVIUCgUZv92rHBsXT9/Itr+0bCvXwtYr9fXYYf7qTCP5+fncOHUa4RHhhEf0bjBJL7W6bt/fbmN07NgRrU4rW06pUuH629WIRhwcHMzqfuett+js5cVbr79BVlYmxUVFvLB0Kc/8+9/U1dVx16JFODo6svzNN1ttvylcXV3ZnfQTixYv5oGHHuLJxx83tNMSoWGhV1W3XGzkZGebjKVGrO0HsL0vLMWMtW1uTey1Jm5A3h+29k97xrcc1yIGGnF0dGyqQiBoU2xecNTX1/PUE0+gUqr44quVqFQqs+mW8kzRwckJaNjcFBoWikajQaVSUV9fbxg4V65cQaWU1xMWHoZGo2Fs3FiiR4407PqWJMmkHqVKabLexkucALNmzqSyspLETZtRqpR/WluDAoPIy8ujpqYGZwsLu5SDhygtLWX5m29yOuM0n3/6qVH+jBtvQqlU8N2aNdjZWV7E6HU6srOzOXjgAA889JBsuarKKlJPnDBKCwkNwdw1pTFj48jPzwegQ4cOKJRK3N09qKurY9GCOzl79iz/WfYa586exdfPjy5dutjUhitXrnDu7FkKChrqSD91Ck9PT2Jjx/Djps1MnDyJwsICdu3cyYOPPGxWpnGyX7RgAYWFRaxPTDTEjBym+lQuNjZuSDSry9p+ANv7wlLMWNtmS3rawtZG5PxhS/+Y09NWdv5RMdBIVlYmU6clWFVWILAVmxccr7z0EmFh4dy5aKFV6ZbyTBEYGMgNo0fzz7vuxt7enjfefgt//678Y+pUQ5k+YeHct+R+WR39r7+exXffxYLbb8deZY9Gq2Hl11/TsaOzST33LVlist5x43/fdHnp4iWqq6vR6rSGyenPaOuoG25AZW/PhvXrmT1njllfDx02FB9fX6KHDaN37950DQgwyu/+2+a0qqqqFr/YmuLs7EynTp0YFR2NHXZMmTaVufPnyZYPCw/jtdeXm7WtOfNvu9Xw/4oPPqC8vIJ/3X8fPyUlsT+5YU/Fbb89ubL47rt45LHHbGpDbk4uUyb+vpFuysRJ3HbH7Tz59NPs3bOHhClTUSgUTEtIYMbMmWZlnn72WQD8uwaQtCuJwqJCApr5tjlyfWoqNixhbT+A7X1hKWasbbMlPW1hq6W4tNbWaxHf8MfFAEDqiVQyT2cyqclmUoGgTZFsRKfT2ZRuKc8cl8vKpMtlZa2SbaS+vl4qLCiU6urqrrreuro6Sa1W2yRjC21p68cffiQN7N9fKigosKhDq9FKFy9ebJGu1+uld99+R5o0brxVtuj1eqm8vFzSarRWlb8W2NoGc6hraqTa2lqbZL747HPphuiRNo0BU31qbWz8+ssvUq/AIOns2bPt2g9yMSNJtrXZnJ62wlxc2mLrtYzvax0DdXV1UsKUKdKzTz/TapsFAkvYfIVDbnOVuU1X1m7Iao67h0er5Jpib2+PXxfbHo+Uq9dwn9QGGVtoS1vvuHMBp06e5MWlz/PfFR+Y1aFUKfHy8mqRvvCOBQ0bfj/52Cpb7OzscHNzs6rstcLWNpjDqWNHm8rff++/0Gg0fL7yS5vGgKk+tTU2XFxcrLpF0FrkYsbWNsvpaUvk4tJWW69lfF/rGFjx/vt06NCBx598wmr9AoGt2EmS2CL0v4pOp6O6uvpPtwgQtB+1tbUUFBQQFBRk9ukZwf8urYmBuro6JL3e5kW1QGALYsEhEAgEAoGg3flTvtpcIBAIBALB/xZiwSEQCAQCgaDdadWLvwoKCtBptXTr3v2qZfLz85H0egK6dWshU19fz6VLl/D39wegqqqKC+fP4+XlhY+vr1HZs2fP4ujoaPLRtuZ6LLXh4sWLqJQqPDyNN27Z2ob2Sq9VqyktKzMq4+7ubnidd2FhoeHwMoVCYZX/BAKBQCBoT2zew/HG8tfZt3cPbm7u2DvY88GKDy3uhDYlgx3c98970el01NXV4evry3+WLwMavjCffOxxLl26hK+vLx99+gkKhYI7b78DN3c3TqdnMGz4cJ569hnq6+tZcNvt2NvbU1RUyJChQ/n30qVm9Zhrw9kzZ0iYMpUJEycaPUdvSxt0Ol27pu/bu5d3337HYNuF8+dZeNdibr/jDgCGDx5iOCivY8eOvP3euwAm/ScQCAQCwTXBlmdoszIzpcnjJxie7b7j1tukDevXt0pm29at0uI7FxrK3TgtQTp29Kik1+ulG6dOk/bu2SOrs7q6WuodGmb4fOHCBUmSGt6TEBESKtVU18jqMdcGvV4v3TJjhvTi8y9Ijzz4UKvb0N7pTdFqtFJ87BgpLy/PkDZ8yFBZ35nyn0AgEAgE7Y1Nezh+/eUXboiJQalS8vlnn3Hs6FFOppk/3VFO5nLZZaPHNa/r25e01FTOZGXh4OiAo6MjmzZuJC8vz1BGp9NRXl7O5o2biB07xpDeeBtFkhrOK7B3sJfVY64NX6/8isiofkT1i7qqNrR3elPWr/+Bfv3707VrV0OaJEns/ukn0k+dMior5z+BQCAQCNobm/ZwlJdXoFAoWLxwIZ6enfn380vZt2dvq2TGLF7ERx+u4N/PPAuSxK5dOwkODubC+QucOXOGfXv34ubmxpybb+G9Dz6gb2Rfzp09y0svvEBOTi43TZ/eoq4Xnn+e2+5ouL0ip0fOnsLCQtauWcOa79exc8eOq2rDmLix7ZreiE6nY8V/3+fDTz8xsvfW224j5eAhTp48iVqt5qtvv8HBwcGi/wQCgUAgaC9sWnB4dvbktVde5YWXX2LK1Kl88/XXePt4t0rGy8uLTVu2kHn6NK5ubpRdLqNHzx7Y2Sno16+/4bCheo2GbVu30jeyLyGhoXzx1VfodDpm3jSdAQMHMHzECABeeell6mpruW/JEqDhVFZTevy7+pu05z8vv0JYeBj/9/33pJ5I5dy5c2zetIlJkyfb3Ib2Tm8kcf0GwntH0LNnTyOfL777LsP/N06bxvFjxxk0eJBZ/wkEAoFA0J7YdEtlyJAh+Pj4MG78eHQ6HZsSExkdE2vI/+yTT1jxwQdWyzg5ORHVrx9nsrLIPnuOYcOGExIaQkZ6OleuXAEg/0JeiydP9Ho9V+rq8PD0BODVl1+mrKyU5W++YXhFsZweOXsmTJpIZGQUOq0OSa9HkiS0Wm2r2nAt0nU6He+/9x73/POfsv1VXl7OxZKLBHQz7z+BQCAQCNobm65w9AoOZmpCAlMmTEShVBIXH8+gwYMM+Tu2b6euro677r7booxOp2PqpEkoFEqu69uXL77+CqVKiY+PD7fefjv/mDoVd3cPvLy9mD5zBpcuXeKexXfh6OhI+eXLzJozm4iICNJPneKTjz6mc+fOjBgyFIDF99zN7XfcYVKPSqUy2waATRs3otfrmZaQ0Ko2tHc6wKbEjQQGBRHRu7eR7RqNhlkzb8bR0ZHKigqeeuYZunTpIus/gUAgEAiuBa16tblWq0Wj0eDk5NQiXZIk7O3trZaRQ6fVodVpjQ5Mq6ysxM7ODhcXF6ttNaWnNfa0VuaPQF2jRqfXtfBTa/wnEAgEAkFbIM5SEQgEAoFA0O6IV5sLBAKBQCBod8SCQyAQCAQCQbsjFhwCgUAgEAjaHbHgEAgEAoFA0O6IBYdAIBAIBIJ2Ryw4BAKBQCAQtDtiwSEQCAQCgaDdEQsOgUAgEAgE7Y5YcAgEAoFAIGh3xIJDIBAIBAJBuyMWHAKBQCAQCNodseAQCAQCgUDQ7ogFh0AgEAgEgnZHLDgEAoFAIBC0O2LBIRAIBAKBoN0RCw6BQCAQCATtjlhwCAQCgUAgaHfEgkMgEAgEAkG70+oFx84dO3j7zTf5euVKVn7xJc8+9TRvLH+dwsLCtrTvD+OLzz7ntnnzWqRrNBpWffsdd9x6G0v+dR8/btpsyFu7Zg0JU6aybu3aa2nqX4JnnnyKixcvotVqeeiBB9BoNH+0SX8KhF9sR/hMIPhromqN0MsvvkRO9jk++PAjlColADqtjnvuvouS4mK6dOnSpkb+ERQXF5Gfl98i3d7enltmz2JjYiLe3t5MnDwJgBPHT6DVapkzby5+fn/99rc16enpdHJ2RqVSkZOd80eb86dB+MV2hM8Egr8mNi849u3dx5dffM7+AwcMiw0ApUrJ/UuWUF5e3qYG/lF4e3vj5e0tm69SKX9fbOl0vPfO27zz3//SoUOHa2XiX4pPPv+Mn5J+AuC9D97H3t7+D7boz4Hwi+0InwkEf01sXnB8tGIFw4ePoHPnzi3yevfpY/g/KzOTlJQUJEmi//XXExERwaGDByktLUWv0xPRpzc9evQg/dQpknYlEdQjCLVaTUF+PvHjxhHRu3cLPd6/LQBKSkpQKVV4enqQmZllleyIEdF0dO7I7qQk6uvrua5vX3x9/UhNPUF5eTmVFRVERvVj0OBBAHh5e+PtI7/gaMqnH3/C6NjYFosNvV7P9m3bcLB3oLaulpGjKIi3sAAAIABJREFURuHq6grAsaNHSUtNxdHREezsqFXXEhIawrDhw1voT9q5iytXrnDlyhVixsTi5uZmyEvel0xWZibOzh1Rq2txcnJCrVYz8+abyc3NMetbrVbLlh9/RK/X4+bmxuiYGLP68vPzWvRpI6Z0WdMHUf36GZWrv1KPu4c7ep2eYcOH49fFz2KMyNV/OuM0KSmH8PLyYtz48Yay2dnZ7Nn9M72Cg4keGS0r39T26OhoJAmSk/dhZ2fHwIEDAczmh4SGysaAtX6xNAYGDhpIr+Bgk/Zb8ptcn1nrt7+Kz+TqkWu/NWOrg1MH2bENUFJczN69e6mrrcXH15f8vHzc3d3p1r0bmZmZJseQqTkzaVcSBfl5zJ0/3+x80hS5ukfHjObo0aPk5uTi6ubKtGkJVFVXsfXHLeh0WkNZPz8/4uLj2bBhPVWVVfQKDsbX18fInxcu5JGVmYmHpwc3jB7Nrp07qamuITwinMFDhlj07d49ezh75qzJuqJHRlvs6+rqGtm+OXbsKDU1NdTW1tKvXz+6BwaanSfM9XNH546y869er+fggQOUlpZSXl6Opl6Dr68vEyZNbNEn1sakNX3cFnOqqVgDSEtN5fjx46iUKgYNGUzPnj1NtqW12LyHIyM9naAeQRbLhYSGkp+XT/a5bCIiIvjsk0/YvnUb4ydMIG5cPEuffZbDKSl4eXtz6OABTqalMWPmTG6ZNYsH7l9C8r7kFnri4uOJi4/n1MmTlJWV0u/6662WDQwKxNvbm6KiYlIOpRDVrx8nThxHq9EyY+ZM5sybx10LF5J5OhMALy8vvLy8LPgig9defRUPD3dmz5nTIv+exXdhr7InduwYBgwYyJxbZlF++TIA/fr3p7CwkLj4eDw9PNmYmGhysfHoQw9TUVHBhEkTOfDrr7z79ttG+SmHDjI2biw+vr4krl/PjdNvorS0lKqqSou+vWfxYroHBjItIYGTaSdZ9e13ZvU171PjtrbUZU0fNI+XgoICpiUkEBkVycRx4ygrK7PYDrn6w8LDKCwo5KElDxhdefvqyy9Zs3qVYbEhJ9/U9u6BgQQGBZJ9Lpv8vHxCQkMt5puLAWv90tyHzcdAr+BgWftb0/+A1X77q/hMvh7T7bdmbJkb2wA+vr6MjomhsKBhjH/x+ef06NWTAQMHyo6h5uPryOHDuLm5kp+fb9YvzZGr293Dg5jYWHbu2IFS0XCF1t3dneLiIrr4dyUuPp53336bPtf1QalS4uPjw/fr1hE9MrqFP0dEj+D9994jMioKd3d3OnXqxJYfNzN4yBCrfDty1CjZupr7wlRfy/XN6czT3PfPexvGSVwc8+fOo6SkxOw4N9fP5ubfRx9+mF9/+YW4+HhiYmN5fdky2cWG9TFpuY/bYk6Vm8uv69uXUydPUlFR0eaLDbBxwSFJEjU1NQ2/yq1AqVSgVCqora3l9WXLmX/brUDDPoipCQm8vmw53t7edPbyolv37gD4+vkxb/483nnrrRZ6DJ8VShQKpc2ymaczyc/LQ/Hb58jIKEOASJKEg4ODoW3e3t6GX5NyhEeE889//Ysd27fzyksvI0mSIe/XX37hZFoaY+LGAuDXxY/QsFBWfrnSUMbd3QN3Dw8UzdrXyNEjR9i7Zw8JN/4DgH8tuZ+FixYZlZkzbx4B3bqhUCiwUyhQqVQsXLwID09Ps/45eOAAOdk5REVFATB02FC+/OILs/pM9QUgq8uaPmiKUqnAzq7hfzd3d+rr61Gr1Rb72Vz9Eb0jiOjdmzWrVgNw6dIlXFxcUCh+vx1oTr5F7Nnw2VIMWOsXk/X8NgbM2d+a/m/Ekt/+kj5r8tlS+0F+bGVlZVkc2wCVlZVE9ov6vW6FwqRdpmzW6/Vs3rSJAQMH8tgTT1g1n1hTN8AdCxawetUqw+eC/AJiYhuuQCiUChTKhj5WKCz1m7JJmyzHY3PM1dW8vuZ9Ldc3ERERrFq7BgCnjh3x9fUl7UTq/7d35nFRlesD/zIzoIjIEgIX2XescN/NBHFfy8Jy695bqS2at9Ssbr9rm93Mbsu91yWzxTRzKRX0mmhoCW6QCgxKoLHIqoICw7AMzPn9MXJkYM4soHbrzvfz4fNhzjnP+zzv8zzvc86c8855jdol1VZBQYHR+puaksrIqCjs7OyQy2TYyGwMxkKqT60/WxLjjtZUQ7aIMjK5uF2j0ZCTnS3+1dfXm+yjMSx6pGJjY0NoWCi//PKL2TJ5uXls3bIFjUaDl1cPcbu3tzdKZYZBmeCQELLOn7fENJOy169fJy8vl159epOakgLoAqrRaNixfTupp1J48aWX8PPX3X5zdnHBydnZpD4HBwf+b8UKRkeP4q677mLegvkAZCqVePt46x3bus9dHbsabfvsmTMEBAZicyNjvLy82hxj6C6ModuszTT7R5mRQafOnTl08CCgu+BasnSpWe3l5+UTHxdHyslT3NsrkuqqKoNttcZQDFqTl5tH3J497Ny+gzdXrsTb29vgcS3jLNWXZh770x959+/v8PiTT5CclMTgIUNI/D5R3G9KPi83T9yXl5tHWHhYG5sN7TcnB8z1izFM2d8SU/FviTG//VZ8JqXHnP5LjYWfs7LMsjEvN5fIyF4G7Wo9hh6OjRX35ebm8uLSpcybP1/cZq5fzNE9MjqK1197jaysLLy8vAgLDxNrTHh4BMePHSMqOpqc7ByD8qYwNx/N1WUo1sbqlI+vL0lHk9Bqm1CpqtEKWqN2SbWlzMgwWn9XvP4aBxMSKC4qprKq0qRfmulo7rekozXVWB4CXKuo4MMWX+CXv/yyZE02B4vncNw/ciSbv9xMVVWVwRPboYMHiRk9WvzsH+DPmHHjWPnmW9TW1dK1q+4kW1NTg6Oj4RNjTY0aZzNO9ubKNjVpOZiQwMOxsWz96iu9fba2tsycNYsZjzzC/cOH4+joyKjRMdjb25s9AdTbx4eZs2exbs0aYh+ZceMWoyNqda3eceoaNY6OjoDuOauPj6/Rdu3tu1BbqzbLBnNp9k9ne3tkMplerMzFz9+PyVOmMDIqiv59+rBw0XMm2zIWg5b4B/gzZepU3S3R6Gg8PD0MPmpqGWdjfWnUNDJx8iRWvvkWCd8dwMbGBrlcrneMKV/4B/iL+wwNaqn9pnIAzPeLMSyJpbnxN+W334rPpPR0JP/NsRGgoaEBzz94Gmyj9RgaOHCQ+GUnICCAeQsWMGXiRD774gtCQkPN1mmObplMxuw5c9i8aRPDhg1nyrRp4r4169dxLDmZTKWy3TXYXN+ao8vS8XH16lWenr+At1e9Q1BQEOvXrrPYrmZM1d+RUVFcyLlAQUE+EydNMqtN6Fjut+RW1FRDedgSdw8P/rVmjdl9M4XFcziefvZZPD08eH3FCpoam/T27Y2Px6/FBJ1mvL29iewVSUZ6urhNmaFk/ITx4metViv+n3LqJGNaTFYzhSnZ9LQ0JhlIiH+sfo9vdu4EdLcEu3Z1pOJaBaC7+m39XLglgqD7a2bhc7qT7sfr1iEIAlGjoikpLkalUonHKJUZjJ+ge4Sz69td9Ovfz2i/hgwdyoULFykrLRW3JR1NMipjCEP+GTZsOAX5+VRUVIj7zpw+bVG7KpUKbZOWyMhIk21JxUAKe3t73Ny6cyHngtF+AEb7cvr0aRQKBbNmz+aN119nxIgRbXTdCl8YwlQOgOV+MYQp+9sTf1N++737rCM2nj93DpVKRV1tncm2mseQRtOgt93V1ZXZc+awfOkys3Q2Y67uh2fEcuC77ygtK9X7hu/o6MjYceMYcf/9Zk+ab425vjVHl6Wxjo+Lo1u3bgQFBdHQ0EB5ebnFdjVjqv5u3rSJ7w8dYt6CBdjZ2YnbmxqbWLdmDdXV1WbbDebHuJlbUVObkcrDW418xYoVKywSkMuZMm0ap3/6ifVr11JRcY38/HySk5KJuLun+EuVnOxs9uzeTVnZZcIiwpkyZQqfffoprq6uZCqVZKRn8OJLy7GzsyPhwAHS09JxvcuVtDNnUWYoefnVv2JnZ6fXTp++fSkvL2fn9h1Uq6oJCwsjJSXFpKxcLmfAwEFoNBq+2bGT3Iu/EB4RTpcuXTiWfAx3d3cOHTrI9WsVPLtoEXZ2dny8bj1r/72GR2fO1Ou/RqNhx7btxMfFUVlZiVM3J0JCQ+ncuTNePXrw0QcfcvnyZcaOHUdIaChfb/0KNzc39u3bh4eHJ4/OnEnCgQN8vG4dPby9ycvL48Sx46SnpxMYFIifv7+oy9nZGXd3d1avehdsIDNDSWhYKK435lM0c7msjPi4ONLOnCUsPEx8Zg9I+ra7e3c8PT15/71/oNFoSE1JpefdPXFydpZsr9mfBQWXsFXYsmPbdiZMnsT0hx+SbMtUDDw9Pdu0LZPJ2Ld3H7Z2tjzz7EJs7WyN5oizs7NB/Xn5+axe9S7BISHEjI6hrLSUgYMHE7cnjp9SUwkLj8DXz1dS/vLly2Lu9e3Xl+vXK9m5fQfXKioIj4igorzc6H5fX1+CgkMM5oC5fmk9lgyNgYDAQEn/tyf+aWlpJv0W2SvyN+MzQ3oCg4Ik+29qbDk4OEjaCPDK8uUcOXKE6JgYPD09OXL4MPF74nBxdUUul/Hd/v1txtCYsWPb1MxRMTFs2fwlyvQMxo4bR1h4hKTOZozpDg0NobO9PQCdO3cmPy+PgYMGGfySmJ+Xz4H9+zl9+ifCwiOor6sTbXPo6kBOdjb74vfi6elJeXk5J44fR5mRQUREBHffc7dZvpXS5evra1asDcWmvq6OjRs+AaCoqBAbGxuysrLw9fMjODjYoppnrP5u2byZTz/ZyNr167C1tWNvfDyHExMJDgrGx8+XZS8sISAwkOAbk7rNyUljud+SW1FT8/JyDdZyLy8vdu/arast4eG4uLgYjFm7ETqAVqsVLhUUCKUlJWbLXLt2TVDX1Ohte37xYmHL5s1CeXm5UFlZaZENHZEVBEFoaGgQCgsLBY1G02b7tYoKi9u7VlHRpn9lpaVCY2Oj+Pmx2XOEM6dPizrLSkuFvfHxwvRpDxhss1HTKJSWlAhardZie0z5p7GxUbhy5YrF7RriVrbVGnPi3FH9t9P+1jlwOzBk/+2O/+/RZ5ZgyEaNRiNUV1d31DSxLZVKZVJne3Tv2L5daGpq6rCNUtzO3DDGtYoKoba2VmeDplGoqqrqkF2G6q9arRZqVDWSMps3bRIuXbpkoeU3uRO5/2vQrjeNNmNjY4O3j49FMlLP6mxsbNp8c7fEjvbK2tra0qNHD4PbndtxdWdIxt3DQ+/zE/Pm0btPH739EydNwtnZsD65Qo6Hp+HnseZgzD9yudzkz3/N5Va2ZQhTce6o/ttpf+scuB1I2X874/979Zm5GLJRoVCIc9U6ikKhQKHQL9PG/GJKd1ZWFjIbGV49vLC/MafhdnG764EULWuwXCFvMwfCUrsM1V/7G3eKDKGuUePp+YcOTa68E7n/a/CrL96WdvYsBfkFpJ05S35e/h2T/TVp+f6HlgwbPuyW6vmt+qc1v5d+3GmsfrPSmuPHjrHk+efZuuUrxo0bb1rAisV06tyJ6JhRv7YZ/5XYCELLqY9WrFixYuX3jEqlumV3YKxYsQTrBYcVK1asWLFi5bbzqz9SsWLFihUrVqz8/rFecFj51VDXqPnis88pLi7+tU2xYsWKAaxj1MqtpEO/UrFipT3U1NSw6u2/s3vXLiZPnSKusWPlznH16lVWv7OKS5cuERgYyJRpUxkwcCAXL15kb1wcp06eYvCQITz9zDPIFXISDhzgXGYmbm5uVFRUUF5ewZy5cwgOCQEQ3wWQcOAAnTp1ok/fvmgFLSXFJTzw4AN6v8oC+PzTzzhyOJHPv/zSbJsrKipYt2YtmUolIaGhPDpzpvha6PS0dHZ9+w0F+QU8v+QF7r7nnlvnLBO8+vIrLPrLYlxcXHhx6VL+vmoVtra2d0z/7cA6Rq3cDqx3OKzcUVQqFbHTpyMIArvi43hz5UpxrQIrdw43NzfeWPkWgiCQlpZG3766t94GBQXR2NjEhEkTWfjcIuQKOW+89ho7d+xg4aLnmD13LosWL2b+Uwt45qmnSTz0PaD7GfkjMx+lvr4eP38/5i2Yz4KnnmLS5MnMfnQm6WnpevrLykopKiyyyGZXV1eWv/wSanUNlwoK9NZniewViUJhy5SpU+/oxQbA+fPn6erggEKhIC83747qvh1Yx6iV24X1DoeVO8qG9etZ/f77bZbmtnLnsbW15f0PP2Dc6DFs2PAxC556ioL8fGQyG2bNng3AkcOH2fLlZpJPnkCuuLmWipeXF88sfJZlS5dy5OiP4q8eFAr9dWoGDByAj68vRw4fJrJXpLi9e/fuuJlYjdkQMpmMJcte5LHZszn900/07ae7UBIEgfq6OqY+MM1EC7eeTz77lMOJhwH419o1v/m7G9YxauV2YdEFR052NqmpqQiCIC7dfvnyZRRyBf0H9CcoOBitVkvCgQPY2dpRW1fLfSNGiIu8XS4r4+jRo9TV1uLu4UFRYRHOzs6MjBrJlStXxLaHDx+OIEBychI2Njb079+fkNBQtFotp06epLy8nOvXr6Np0ODh4cH4iRNobGxk/3/+g1arxcnJiZFRuuWWk5OSycnOxsGhC2p1Lfb29qjVamJnzKCLQxcSD31PfX099fX1RI2KxsnJCcCoLnP9ERAYKOmLoz/+yMULF/H09GT0mDHs2bOb6qpqgoKDsbGxMWhzv379UGYqEQSBYcOG08WhC0cSE2loaOCee+/VW/ul2baG+gacXZzRNmkZMnSouKDT2TNndKsnduoENjbUqmsJCQ3Bzc3NqJyx+AKScQDdglJeXj2oqqwkPi6Ouro6xk+YIJ6sWvqzT9++YsFTZmSQlpaGQq5gwKCBBAYGArSJnTJDadBvvXr14tixY/gH+KNWqykuKmLM2LFE9Oxp0m5j/QH4OetnUlNTcHNzY2yLNXxyc3P58cgPBAUHM/y+4e3Kz872nSV9LRW/5kWZjiUnU1NTQ21tLb1798bXwOurQbdk/cuv/pW//fVV7h85kl3ffMuLy5eL+zes/5hhw4dz1113tZEdO24cy5cuY8e2bfzp8ccNtt/U1ERJcTG+vvoLFbp1725yrY5rFdcAcHHVfyHesOHDGDJ0KP9Y/R6bt+oWrTqceJjxEyeYFQ8PD3ejtQYwKw+bGhvF44yNxws5OeKjJ2MYqkUdqTHG2pUax6bGaDMlJSWcP3cetboGGxsbgoKDCQ8PNziGE79PpLiokNlz5wLSNaSlrLFzgCFZS+MuFS9T5wvALDuN1Y3W8bhcVtZun4H0edXH14fs7Ow2edy6D+3R2V4seqQSEhpKUWERub/k6laeGzOGc5mZVFSUE3TjnfFPz1+ArcKW6JhR9OvXn1mPPMr1a7rC4e7hwcioKEqKSxg9Zgyff/YZAUGBOLu46LXt6+eHn78fub/kUlRYREhoKADLlizhxPHjjB4zhqjoaN57913xAuDp+fPx9fNj6rRpZCoz+fqrrQCkppwiZnQM7h4exO3ezYMPTae8vJzq6iqWvbCEyspKxk+cwMkTJ/jnhx+KfTWmy1x/GPPFfSNG8M8PP+Tue+5GrpDj7u7ONzt3Mvy+4ZI2u3u4i/r8/P3o3r07paVlpKaktllortm24uJipk6bRmSvSCaMHSsuXNS7Tx9KSnRxcHVxJT4ujiFDh5qUM9YnY3EAOHXyFFVVVVRXVzN5yhRGxcTw2KzZonxLf7YcHPfcey/nMjOprKwULzYMxU7Kb53tO5Ny6iSZSiUPx8byyKOP8pfnFpOclGzSbmP9AQgLD6OkuIQXFv+F69evi9u//OILtm/7WnzJW3vy05ivpeIHUFhYyKJnntXl5OjRzJ09h8uXLyPFw7GxDBo8mFkzHuGJeU/q3cn4OSuLgMAAg3KdOnXCq4cX58+d19teX19PrVrNxYsXWfbCEsaMHcvEyfqLTLm5uRl922NOdjabvvicTp06cfFC28Wmlixbyonjxzl+7BgAp06eYMjQoWbFw1StMTcPWx5naDxqNBpysrPJz8tnx/btkn0Fw/kMHasxxtqVkjM1RpvJOn+ekpJiJk2ezLhx41n5xpucOnmyje9O//QTTk7dKCq6+fhMSrc55wApWUvjLlU/jY3HZsyz0/B4NxSPjvgMpM+r/fr3N5jHrfvQHp3txeI5HHK5DLn8pphcJkcm0xWoE8ePk6lUMmp0DACef/AkNCyUTV9sEo+vqqoisnevm221eLVum7ZbfU5NSWVkVBR2dnbIZTJsZLrniqdOniQvN49evXTtDh4ymC8+/xyAWXPm4O3jg0wmw0YmQ6FQ8OT8eRQUFHD0xx+Z9uADACxc/BxPzptnUpe5/jDHFzK5DNmNJb9lspvtSNncvPhT83HZP2dTVFiITG44jHK5jOZHr07OzjQ0NKBW31xu2dnZBWcXF2QG/G5IzlSfjMUBoKiwkMOJieLSzK6urvS8+24+Xr9e0p8t/dq8/czp0wZjJ+W3oOBg7nJzExeh8/D0ZM7cOXz0wQdG7TbVn2YiekYQ0bMn27/eBugmZDo6Oorjoj35mZOTYzJ/pOLn5eXF1zt0Jzj7Ll3w8PBAmZ7Rxu6WTJ46haamJvbFx4vbBEGgrq7O6CMCOzs71K2W8C4qKmLDxx+zeOEiYh+Zwar3Vrdpo3v37uI39tbs/nYX//ronzwUG8sbr71GDwOviO7Vuzejx4zhH6vfI+VUCoOHDBH3mYoHmK415uRh6+Naj0dbW1t+OPIDClsFjY2NvPLSS9Sq2y53LpXPkraZWWOk2jUmZ84YBejduw8zZ83S2aOQEz1qFJ9s2KBnr1arZd/evfTr358XX3oJMH2OMBYHU7KWxt1Q/TRWe1tizE6p8W4szh3xGUifV6Xy+FbobA+3dA5HplKJt49+cfD29kapvFns8nJziYzsJdlGXm4ehw4eFP9vOTFsxeuvcTAhgeKiYiqrKsXtyowMOnXuLMoJgsCSpUsBDH6L6tatG8qMDAICA8XJUF5eXnrHSOkyF3N8ER4ewfFjx4iKjiYnO0fcLmVzS65fv05eXi69+vQmNSVF0o683Dzi9uxh5/YdvLlypd77/bs6Sr9t0JDcgf37jfbJWBwArl2roKmpSU/ez9+fH44c0duWn5dPfFwcKSdPcW+vSB6OjdXbf/bMGaOxa4nULcDgkBCyzp83arep/rTksT/9kXf//g6PP/kEyUlJDB4yhMTvE036RSrWP2dlmcwfqfjJZDJ8fH1JOpqEVtuESlWNVtAaPBbg4sWLVFZW8uqKv7Hi1f9jZHQ0AQEB4q3y4iLDP4kUBIHiomK9W9gAgYGBLFq8mC5dHJj/xJP8J+FAmxg5u7i0WT20qbGJxc8t4peLF3n/w4+YO2sWn2/aROfOnQ3qf37JC0wcN54tX37JB//8SG+fsXg0Y6zWgOk8bInUePzzE4/zxzlzmf7QQzg5OTFx/AQ2bPxEvCMMluVzS0zVGKl298bHS8rZ2dmaNUZdXF1ITkom8ftDhISEUlZWSn6LCbO5ubm8uHQp8+bPt8hmkI6LObLmxB2k42VO7TVlp9R4NxXnjvlM+rxqLI87orM93NILjq5dHVGra/W2qWvUeovnNDQ0iPMBDOEf4C9eXbc+kY6MiuJCzgUKCvKZOOnmLdrONxYhapYzB3v7LtTWtv22YUqXuZjjizXr13EsOZlMpVJyUTtDNDVpOZiQwMOxsWz96iujx/oH+DNl6lTd7djoaDw8PRgydCiXy8rw8fG1SM5Un0zFwbFbN1Sqar1t1dVV2HfRXwjJz9+PyVOmMDIqiv59+jBw4CC9/aZiZw41NWrR51J2f7Vli1l51ahpZOLkSax88y0SvjuAjY0NcvnNb1XtyU9TvjYWv6tXr/L0/AW8veodgoKCWL92naQelUrFxg0beOOtt5DL5ezf9x+WL13G1u3bkMlkPDh9Oh++/z719fW6+SItOHH8OHV1dTzw4IMG2/7zE4/zn317+dtfX2XDpxv19tnb27e5kJAr5MyZO5dXlr9EeflVokfFkJSU1GZ57mZCQkOZMm0qsTNm6G03FY9mjNUaMJ2HzRgbj8VFRchkMu659x4+3biR2Bmx+AfoP6Jqbz6byhGpdo3JmTtGQTeXpnn9p82bNundiQoICGDeggVMmTiRz774QnzUYE5dlIqLKVlz425J/TSGlJ1S4/3rr7YajXNHfGbsvGooj/38/Tqssz3c0p/FRo2KpqS4GJVKJW5TKjMYP2EC58+dQ6VSUVdb1+72N2/axPeHDjFvwQLs7OzE7cOGDacgP1+cZwC624nGGDJ0KBcuXKSstFTclnQ0yaQuczHmi2YcHR0ZO24cI+6/3+QEupakp6UxycKLIHt7e9zcunMhR/c8fNe3u+jXv59Fcqb6ZCoOo0bFUFpSqndb+VzmOckLOpVKhbZJi0bToLfdVOyk0GpvfstPOXWSMTe+mUvZbW5enT59GoVCwazZs3nj9dcZMWKE3v725KcpXxuLX3xcHN26dSMoKIiGhgbKy8sNHtfQ0MDyZct4dtEisTC/9fbbZP/8M//+578AmD1nDgGBgaxfu1ZPtr6+no8++IBnFi7Um5AqCLo/0N1peeXVV/nhyBEOJiRQW1vb4jihzbwjgIGDBrErPo49u3TPzxUKBecyM8X9VVVVTJ86jZ+zfkYQBPz9Axg4SP9CwFQ8LEUqD5uRGo8ajYZd3+7ig48+ZM2//s3b7/ydBU8/3eYk2N58NpUjUu0akzN3jO7Yto2NNx6hAPz4ww+Mn6C/GJyrqyuz58xh+dJlZtvckf6aG/f21E9LkBrv5sTZUp9Zcl6VyuNbHSdjyFesWLHC3INzsrPZs3s3ZWWX6dO3L+Xl5ezcvoNqVTVhYWH4+PgQFBzC11u/ws3NjX379uHh4cmjM2fyyvKi7B+KAAAEJklEQVTlHDlyhOiYGDw9PTly+DDxe+JwcXUlNDSES5cuiW337deX69cr2bl9B9cqKgiPiOC7/fv59JONrF2/DltbO/bGx3M4MZHgoGD6DxyAp6cn77/3DzQaDakpqfS8u6d4y/ZyWRnxcXGknTlLWHgYPr6+ODs74+7uzupV74INZGYoCQ0LxdXVlS2bN0vqCgkNMcsfffv2ZcDAQQZ90Zr8vHwO7N/P6dM/ERYega+vr0Gbm/XJ5XIGDBwkvmwp9+IvhEeE49liCeXmYwsKLiGTydi3dx+2drY88+xCDh9O5ON16+jh7U1eXh4njh0nPT2dwKBAGhoaJOWcXZwl4wvg7OxsNA5dHbsSHBzMpxs30s2pG/v27sPBoQuPP/FEG5ttFbbs2LadCZMn4eXlxe5du3V5Fh5OQECAZOwM+Q0g4cAB0tPScb3LlbQzZ1FmKHn51b9iZ2cnabefv5/R/gCkpaWxetW7BIeEEDM6hrLSUgYOHkzcnjh+Sk0lLDyCyF6RFueng4ODpK8TDhyQjJ+fvz/1dXVs3PAJAEVFhdjY2JCVlYWvn594yzg3N5cn//xnykrL6Nmzp/itW6nM4HzmOeLj4iguLmHIsKHMeOQRDn+fSGpKKvX19Zw9c5YN69czecpU8YVQGo2GHdu2Ex8XR2VlJU7dnAgJDcXLywtbW1tWr1pFVVUVw++7D4CP161n7b/XGBwPdnZ2jBodQ8J33zF67Fh8fX313gOx8ZNPaGpqIlOZyfSHH8LBwcGieNTX1xmtNRXl5Wbl4dUrV4yOR68ePRg4aCDbtn7Nk/PnSf5SyFgt6kiNkWrXWJ02NUabUatrOXTwIJ5/8OSbnd/g6urK408+qWdvWEQ4o2Ji2LL5S5TpGQy/7z6cnJwkdbeUNRQXX19fSVlL4m6qfkrVkNa1VcrOwKAgyXpiKB7lV6+222fGzqtyuYzv9u9vk8djxo7tUJw6hHCbKCstFRobG8XPGo1GqK6ubnd7arVaqFHVGD2msbFRuHLlikXtNmoahdKSEkGr1VqkyxJa++LX5rHZc4Qzp08LGo1GEASdfXvj44Xp0x4wuw1jfTIVB41GIxQWFnbYx4ZiJ8XzixcLWzZvFsrLy4XKykrD7UnY3Z68sqR9U7T2tTnxu1ZRIdTW1ur0ahqFqqqqDlqvo6S4RCgsLBSamposkistKRHtFQRBaGhoEK5VVLTLBq1WKxQXF7dL9r8ZS/K5NUbHo5F2peTMHaNlZWVCQ0OD0WM0Go2gUqksstkU/2011RCS9cSMOJvrs46eV9ujsyNYV4v9HyTpaJL4c82WJCcli89kf2+88Je/0H/AgI5fof8X8L8YPytWrPz2sV5wWPndk3b2LG++/gZBQUE89cwz4oQpK1asWLFy57BecFixYsWKFStWbjv/D8PsXYJb/Op5AAAAAElFTkSuQmCC" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**enumerate() вместо range()**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**with вместо open() и close()**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**is для сравнения с None вместо ==**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Использование is для сравнения с None вместо ==\n", + "Оператор == сравнивает значения двух объектов, тогда как оператор is сравнивает\n", + "два объекта на тождественность.Два объекта могут хранить одинаковые значения,\n", + "но если это два разных объекта, они не тождественны. Однако при сравнении\n", + "значения с None практически всегда следует использовать оператор is вместо\n", + "оператора == . В некоторых случаях выражение spam == None может дать результат True , даже если\n", + "spam всего лишь содержит None . Это может произойти из-за перегрузки оператора ==. Так как None является единственным значением типа данных NoneType , в любой\n", + "программе Python существует только один объект None . Если переменной присвоено\n", + "значение None , сравнение is None всегда дает результат True ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Использование необработанных строк, если строка содержит\n", + "много символов \\ (обратный слэш)**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Escape-последовательности, то есть последовательности, которые начинаются с симво-\n", + "ла «\\», за которым следует один или более символов, также называют экранированными\n", + "последовательностями." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Необработанные (raw) строки представляют собой строковые литералы с префик-\n", + "сом r ; они не интерпретируют символы \\ как escape-символы. Вместо этого в строку\n", + "просто включается символ \\ ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Форматирование с использованием F-строк**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Строковой интерполяцией называется процесс создания строк, включающих другие\n", + "строки; интерполяция имеет долгую историю в Python." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Сначала для конкатенации\n", + "строк можно было использовать оператор + , но это приводило к появлению кода\n", + "с множеством кавычек и плюсов: 'Hello, ' + name + '. Today is ' + day + ' and it is '\n", + "+ weather + '.' . Спецификатор преобразования % несколько упростил этот синтак-\n", + "сис: 'Hello, %s. Today is %s and it is %s.' % (name, day, weather) . В обоих случаях\n", + "строки из переменных name, day и weather вставляются в строковые литералы для\n", + "генерирования нового строкового значения: 'Hello, Al. Today is Sunday and it is\n", + "sunny.'" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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j9cpVlJSWEBgYSOfOnenq342ff/oRFxcXNm7ciLu7BzNmzuTkyZMseett/Lt1Y2TkSHKys+k/cCAx62I4Gh9PYFAw3j7eODo64uHhwXvvvEt1dTXxcfF0v6U7Dg3+OrmQdoGtmzdz7NhRAoOCcXNz4+svvwIgIyMdhULB2bNn8fbxoSA/XydzYHAQEyZM4NtvvsHZ2ZmkxEQSTiWw+Jmnsba2Jjcnh/UxMZw8foLAoEDdczJHR0fc3NxY8tbboICkhEQCAgPYvGkT33z1NZ998TlWVtZsWL+eXbGx+Hf1p1tAN6Pt5uzszLatWzl18hTOHZw5efwEiQmJPPvC81hbW0vapJOXF16dO7Nm1SocHBzYvXs3F9LS8Pf3Z33Mejp7d2bq9OmNZFCpVPTrP4Dq6mrWrFpN6u9/EBQcRElxcSM7jRg5kuU/fE/iqQTG3T4eT0/PZvo7OztjZ2d33T5vyoH9+9Fq6wgbGqYrKykpYXhoGENCw/DsdDVeq6urWbViJetjYrh48RLVVdXExR1h9cpVlJaV8n9vv439n9/g0eeLwOCgZneK5Pzt7OwMIBkncj6Us1NTmRravmPHjmxYv17Sbx4e1+4AGGtvOVm2bNrM+++8y/Mvvohdu3bErIvhzOnTBAUFM278OD795BMuXrhAx44diflT5t59elNYWMTqlasoyM8nKDgYb29vyTn0+ePixUsolUo2btiIlbUVj/7r36SlpUraJTQsjJeef57du3cTMXIkHh4e7N61i/XrYnTvZGzZvNmodd8QU/YWFxcXvbHQUCcrtRWrVqxk7O3jG/3lamg9enh4GOXPniE99e4Nubm5Otvp84+dnZ2sXsbsW35dusju1VLrwdXNVbJfS+qcn5dnVH1Tv3l6erL217VX9Q4K4vjRYzz68MOEhQ2ls3dn0lJT+fzTz1Bbqenbr59RsW1lbaVr1659O6P2cVP2cG8fbzo2ua63bduWC2lp9B8wAJ8G34SS27f+ChQtlUU3NyeHDi4uZt96r62tpaCgQO9zV30UFhTQ1saGtm3bUltTi6Zc+tYvXH2m1sbaGhtb438voramlitXLuPm7o5CoaC8vJw6bZ1FfnNi4YIF9Onbl9FjxqBWq5t9lRGkbVJTU0NJcQkbN6wn4VQCL7z8Eiql0iTd9FFTU0NlZSV2dnZX52+if1Ou1+eGyM3NNevOhrkY0rcpxvgQjLNTU9u3FPpkKSwsbPRIoiGVlZVotVpsbGyuaw5zaWiXmpoaKioqTEp4ac66N3VvaQ1M3S/BcnpJzW1oPZgjsyX732i01D7ekNWrVnHn5Mkoldceghi7b7UULfaLqfUvxJiLSqUyKbgcna4901SpVQYXk9QmKyuTWqV7QREwaSM2BoVCoftrW+/8EjZRq9WNvmpqqSzEarUatfpaiDTVvynX63ND/JUHEDCsrz4M+RCMs1NT27cU+mSRWxtt2rSxyBzm0tAuarXa5Fg3Z92bure0Bqbul2A5veTmllsP5shsyf43Gi21j589exalQolnJ09s/nyfpinG7FsthfjF1BuAkydOcPHCRU4ePyH5EpQh0lLTOHnyJGlpaZw6ecpwB4FFsYQPBYKbBbEezKMl9vGDBw6w6Ikn+Gn5j4we3fj9xxvBTy32OEYgEAgEAkHrU1paarE7K5ZG3AkRCAQCgeAm5kY9gIA4hAgEAoFAIGglxCGEqz+itPTb78jMzGxtUVqEm10/gUAgEPw9+UcfQsrKynjp+RcY1L8/KSnJdOzYsbVFsig3u34CgUAg+HvT8t8BvEEpLS1l2l130adPX35dH0OXLl1aWySLcrPrJxAIBIK/P//YQ8iXX3zBkvfek0y1/XfnZtdPIBAIBH9/TDqEpCQnEx8fT11dHaGhodTVwf79+1AoFNR/zbe+/rbevXUXwMSEBE6ePIlapabfgP5kZmRwPuU8du3sCI+IIPncOZLPJdPVvythErlFYnfspLKyksrKSsJHRJCbk9NsrtidsWRmpDN7zhzg6u/hb9u6FWsra8orygkbOhR7e3uqqqrw9OxEcVER62NiqKioYMzYsbRr166RjlLjHti/n7KyMsrLy+nVqxfePj7s27vXZJ0A9u7Zw+/nf8fDw4PIqCjWrVtLSXEJXf39USgUpCQnY2dni0ZTjo2NDRqNhqnTptHWpq1e3QCT9dPno4Z3Tur7VFVW4ejkiLZWy6DBgxslDWvqHwcHB/bv2y8p/4kTx5vZ0Ji5cnNy2Lt3LxXl5bi5u5ORnoGjoyPDw4dj7+DAkcOHycvLo7CwkOqqatzd3RkzbqykLH369CExKbGZPaQwRc+QkBAOHDiAr58vGo2GzIwMokaNIrh7d914UjEqF4cDBg7U1Q0ZEoqtnS27Y2Opqqri1h49COklnVlTLk5dXFyI3RkrK6++2De0L3QLCECr1Ur6pmn/S5fSSUlOxsnZiWHDh7Nzxw7KSssICg7CycnJoO41NTVs3rQJrVaLg4MDw8PDZf1X7wcp+RpizFoAyMrK4szpM2g0ZSgUCrr6+xMUFCS7JjIy0mV1KykpMWqPaWjP+rQEubm5qFVq+vbrS1d/f0kbnTl9WjYGpPqdO3uO+Pg4XFxcGNUg70hqaip7dv9GV39/QsNC9fY35brSUtedwUOG8MlHHxM9Z06jHwwTtDwmvRPSLSCAjPQMUv9IxdvHBx9fH1L/SCUjPYNuAQGN6htu5rf26MHppCSKioro0qULg4cMIS8vj19Wr6FDhw54dOzI5cu5DB4yRO+8Ty1cRFFREWPGjeXwoUN89MEHzeY6dvQoDg72jbJ8PvLgQ1iprYgYOYI+ffoya/oMCgsKOHL4CMXFxZSUlHD7hAmMGDmSu2fNprCgwOC46enpPPbov4iMiiIyMpI5s6PJzc01Wad6woYO5aMPPuCWW29BpVbh5ubGmtWrCQ0LJT7uCCMjR+Lm7k7M2rXceddk8vLyKCkpltQNMEk/KR/p83tmZiYTJ02iZ0hPxo4apUsgpc8/gKT855LP6bWhMXO5ubszPDycrMwsIqOi+O7bb/Hr2gVHJyeeWrSIQwcPEhkVRXhEBO+8/bbuIiIli5u7m157GBuHcmO3tWlL3JHDJCUmMmXqVKbPmMGCx+ezf99+gzEqF4cN63x8fXB1dSU7O4f4uHjZAwggG6curq6y8krFvqF9AZD1TdP+Q0KH8OnHH9MzJARHR0fatWvH5k0b6T9ggFG6P/Lgg3j7+DBx0iSSEpP4+cefZP1nSD5T1kI9Z8+cISsrk/G3387o0WN44z+vceTwYdk1bUg3Y/eYhuNERkURGRXF6aQk8vPz6OrvL2sjQzEg1S8wKJCszCwWzl9AYWGhTpbvly5l5YqfCQ0LlexvynWlpa47lRWV7Ird2SKp6gXymPxiqkqlRKVSGv1ZV65U6cqVSiXzn1hAbW0tP/7wA/v27GXRU0/pzS1x/Ngx9u7Zw6Q77wDg3/MfZ94DDzSaS6vVsnHDBvr07cviZ54B4NDBgyQlJupSPHt09CAgMIBlS5eRkZ7OrthYRkZGAlczdHa/5Rb+98UXBsf19PTk51UrAbCxtcXd3Z3EUwkm6dQUpUqJ8s92SuU1+82Kjsarc2eUSiUKpRK1Ws28Bx8gJSVFUjfAaP3kfNSsTqWkPn2Kg6MjVVVVaDQaWf9IyR8cHKzXhobmqqe4uJievUKu6fLnzxDHx8UzPDwca2trVEolCuW1fC9SstQnO5PSux5z9Ozq708HFxddgjt3Dw+i50Tz4fvvA/Ix2tBP+uKwoczJ55LJSE9HaUAHkF97rq6usvJKxX5TefR9lvON/v4qnV9VKhVKpUpv26a6Hzl8mLTUNEJCrsbHwEEDWfrdd7L+M0a+prLKxSdAr163MXPWrKvt1SoiRozgqy+/lI1DQ7qZssc0s6fymg2lbATIxoBcP4Dg7sEEd+/Oyp9XAHDlyhXat29v1LymXlcsfd2xtbPl15gYAgIDmo0haFnMeickLTWNHdu36/4fGBTYqP5C2gXWx8QQd/gIPUJ6MmXq1GZjqFQq3n7nHcaPHctPK36WTBB24vhx/Lp00dU3zfibmprK4ief5IEHH2xUnpSYiFdnr0ZlXl5eJCYmYG1t1SwlvI+vL7/t3m1wXKVSSWdvb/bt3YdWW0tpaQnaOq1JOjUlKCiYgwcOEB4RQUpyiq5cX14Ee3t7zp09K6kbQEFBvkH9jPFRU9JS04hZt47VK1fx2htv4OXlxfatWyX9IyU/IGlDubmu1aXSs2dIs7FffvUVtm/bRmZGJkXFRY3q5GQxxh5ycWho7Ib4d+vG2TNnAPkYrUcqDuspLCwkLS2VkNt6ER8Xp7dNU0yJ04byysU+yO8Lcr4xF326JyYk0KZtW50cdXV1LHrySYP7iKnyycUngJOzE/v37Sd25w66dQsgJyebC6lpRseKlF/N3WMaImUjKepjwJh+d997D2+/+X/MnXc/+/ftY+CgQcTujDVqXkPXlb/yuiP46zDrK7q+fr6MjIxkZGQkvn6+zep9fH24fcIEnnx6Mc8/+6zkb9Knp6czc9YsXn35FbRard42Nja2lJdr9NYB+Pn58cxzz3Hv3XeTkpysK2/Xrj0aTXmjtpqyq1ki29vbU1pa0qiupKQYG9trCemkxr1y5QrRM2fR0bMjQ4cNw9Gx8fNDY3RqyqdffE779u1JSkw0KsGWnG6AUfoZ66OG+Pr5MmHiRL746kuWvP0WBw8cMOgffRiyodRc9VRVVTV7Bg8wPDwcJydnLl68QGhoqEkyGbKHOXrqo6xMo/OxIT+CdBwC1NZq2b5tW6MU8cZibJw2lNeQ3+T2hevxjT6kdG/7Z4Kuejkio6IYETnSoP9MlU8uPusZEjqEF156iekzZ9CpUyc6NTmomKpbPebsMQ2RspEU9TFgqF9NdQ2jx4yhuqaGbVu2olAoGt2lMdTf0HXlr7zuCP46WvR3QkpLS9HWaqmurmpWl3wumZycbJ557llsbNry5Rf/0zvGoMGDOX/+d3Kys3Vl+/bua9TG2dmZ2dHRPP3kU7qy8BERZGVmUlpaqitLTExgzNixjBgxkuysbMob3EI9nXSacePHGxx3fUwM9vb2dO3alaqqKvLy8gzqVFtTy+effkpJSeODQT3t27dn1OjRDB02DFc3V71tGiKnG2C0fiDvIylsbGxwcXHlfMp5o/zTFDkbys115vRpSktLqSiv0Nv2h2XL2LljBw889BDW1tZG69MQKXuYo2c9DTe6uCOHifrzxT1DfqxHXxwCnDp5kvF6fAryMWdo7UnJa4rfmmIJ3zRESvchQ0K5eOFCo3c0jh87ZtB/5srXMD4bsmrFCr7+8kvd5z2//caYsWOadjdJNzB+35RDykYN0RcDhvodO3YMtVrNrNmz+c+rrzK0yQv5xsxrCcy97pw5c6bZHWRBy6N64IEHXm56a1KKlORk1q1dS05OLr379KawsIjVK1dRkJ9PUHAw+Xl5rFu7losXL2GltmLVipWMvX08np6erP11LSWlJQQGBXH86DEeffhhwsKG0tm7M2mpqXz+6WeordT07dev0ZyOjo64ubmx5K23QQFJCYkEBAaQd+WKTpbA4CBGjBzJ8h++J/FUAqFhYTg4ONDVvxs///QjLi4ubNy4EXd3D2bMnEm79u3w9/fnm6+/xt7Bno0bNmJnZ8vc++9vpKO+cWtravj6y68AyMhIR6FQcPbsWbKzsnlm8WK9OvXo2YOnFi7Cr0sX/P98MUwfF9IusHXzZo4dO0pgUDDe3t7k5uSwPiaGk8dPEBgUSGdvb+zs7CR1A4zSz5CPnBqk+W7YR6lUsnHDRqysrXj0X//G1c1Vr3/q00Lrk7+yokKvDb19fCjIz5ec6+UXX2D37t1EjByJh4cHu3ftYv26GJycnTl18gTLli7jsy8+x8rKmg3r17MrNhb/rv50C+gmKYuUPZr+FSoVh3J6AmzbupVTJ0/h3MGZk8dPkJiQyLMvPI+1tbWsH+XisCzYwl8AACAASURBVGPHjmxYvx6VSkW//gOorq5mzarVpP7+B0HBQXh4eFBZWak35mJ37JRde3LySvkNYM/u3ZL7wpbNm/nmq68lfdNQV7t2dqQkJ7Nx/QY8PDzIy8vj0MGDJCYkEBwcjEajYd3atZK6BwZd1f+9d96lurqa+Lh4ut/SHR9fH0n/Lf/hB1n59O2B+uLTytpK106jKWfH9u14dPRgzeo1ODs7M3fePNlYqR9bSrfTiUlG7ZsN7Xlb797k5eWxeuWqq2s7MBC/Ll302sjhzzteUjHg6uYq2e/kyZMseett/Lt1Y2TkSHKys+k/cCAx62I4Gh9PYFAwPUN66u2fm5tr1HWlJa87gUFBDA8NY0hoGJ6djLseCizD3yaLbm1NLVeuXMbN3V3yOV5NTQ2VlZXY2dk1Ks/NyaGDi0uzF7hqamrIycnBydEJWztbybmbjltYUEBbGxvatm1LbU0tmvLGt9D1sfz77xkWHt7s2fH1IqVbvdzG6GcJjPFPQ8yxYU1NDRUVFXqTMZWXl1Onrbvh9Fy4YAF9+vZl9JgxqNVqyXdF5PxYj1R8S2FOzBmS1xy/Xa9vMjMzOXTwIJs2bOSrb78xqk9tbS0FBQXN3sHQ57+WjJ3c3FycnJywsrIy3PgvRspGhmJAqt/1ztva5Obm4ubm1tpi/OP42/xYmUqtwt2j+XsADVGr1ajVzVVyc3eXbN+pUyeDczcd17HBXQKVWmVwE9aUafDw6GjxAwhI6wbG62cJjPFPQ0y1IVzVRyobpI2Njd5yS2OqngAKhUJ3x0QKOT/WIxXf+riemJOT1xy/Xa9vPD09uXPyZJPSDqhUKr0XOX3+a8nYuZEvalI2AvkYkOt3vfO2Jjeyr25m/tG5Y/4q2rRtQ8TIEa0thuAv5uSJE1y8cJGTx08Y9eKvJTEn5lpTXmMYNHhwa4tw03Ojx4Dg5uNv8zhGIBAIBALBzYW4EyIQCAQCgaBVEIcQgUAgEAgErYI4hAgEAoFAIGgVxCFEIBAIBAJBqyAOIQKBQCAQCFoFcQgRCAQCgUDQKohDiEAgEAgEglZBHEIEAoFAIBC0CuIQIhAIBAKBoFUQhxCBQCAQCAStgjiECAQCgUAgaBXEIUQgEAgEAkGrIA4hAoFAIBAIWgVxCBEIBAKBQNAqiEOIQCAQCASCVkEcQszg8X/9m31797a2GGZx6eJFNGUa3edzZ88x7765FBcXt6JU+vnyi//x+n9ea1aenZVNenq67rNWq2XefXOZd99cFi5YYPQ4lpIHIDMzk5MnTpCVlXXd88D1x5ildLb0WJbiRpRJIBCYjjiEmMGe334jMyOztcUwmbNnzxI+dFijC3hhYQG7YmOprKxsRcn0c+FCGufOnm1UVlhYyLDQUIaHhnHmzBkAFAoFE++YhL29Pfv37jNqHEvJU1lZSfTMWYSHDeW+u+8hbNBgi9jyemPMUjpbeixLcSPKJBAITEdtaof/vPIKQUFBTJk2zahyQ3VNuXTxIjHrYujdpzcxa9dxa88ezJo9G4Dl33/P6dOnUSgUDBs+nMioKNatXYu1lTVxcUe4c/JkVq1YycQ7JtG7Tx9yc3P5fukyiouKGDVmNIOHDDFVXR2ZmZmsWrGCvCt5jS4y+mT6cfly2rZty52TJwOwf99+jh87xr8e+7dJc37y0ceMiBxJUFAQAAX5BXz15f9YsHAh+fn5krpJ2eng/gMAfPvNNzg7OzFx0h26PseOHmV37K5G9tZnP61Wyztvv83w8Ag2rF+Po6MDDz3yCDY2NuYZVgZ7e3vs7e0blf22azf2DvZYWVmza+dOgoODUSgUjL/9drKzstm/r/khRN84lpJnV2wsBw8cYOOWLQQGBVJYWIi1tTWXLl7k559+4l+PPYaNjQ0fvPceI0aOxMHBQTK+LRljltJZaqyU5GTWrF5NXl4enTt789j8x03WWWqtG7N+LKmfQCBoPUy+E/LEokVs37aNN157Ha1Wa7DcUF1TMjMz+fCD93nmqcUoVUpeev4F4uPiAUg+l0zPniE4O3fg4Qce5HRSEtu3buO/r7/OmdNnuCd6Drm5uby75B0qKiq4a9IdFBTk49mpE/fOuZtjR4+aqi4AuTk5jB89hqSkJHx8fRrV6ZOppLiEV158iYqKCgDeXbKESxcvmjzvls2bOXjggO7z77//zs8//kRNTY2sbvpkslJbYWVlBYC1lRVt2rRBqVTo+vz3tdcb2VvKfnXaOr747HMemjcPa2trvl+6jKXffiupw+/nz/Pyiy81+lfvT0MseuopPvzk40Zlu2JjGTp0GGFhYeyK3WX2OOagbxxXV1cA3nzjDQ4dPIijoyMKhYLMzEy++OxzKsqvxsBXX37FuXPnJOPb0jFmKZ31jaUp0zDlzslkZ2UTGhaGnZ0tgMk6S5Ubs34sqZ9AIGg9TD6E2NnZ8fmXX6JSKXlo3jzKyspkyw3V6aO2ppaPP/uU1//7X2xsbUlN/QOAp599BncPdzp7d0alUnH+/HkAJk+5i0GDBzFw0CDG3T6eoqIi9u7ZQ05ODrfe2gMnJydc3VyJ3RlrqroAxKyLQalU8unnnzN33jzatGmjq9Mn011Tp1BZWcmO7dtJTU3l5IkTTJ85w+R5fXx9yEhP54Vnn2PaXVPIycnGx9fHoG76ZBo7fhwzZ88CYFZ0NI/Nn49/t266Pk3tbWiOfz/+OM+98DyPL1iAy58XYn1YW1vj6ura6J+NTVuj9FcqlSiV10K0tqaWvXv2MHTYMIYOH8bJEycoyC8weRxz0TdOn759+c8br5OSkszsGTO56447KSyQl0lffFs6xiyls76xqqqrqKqqIjs7i7Zt2zJ7zhyDY0itaX3lxqwfS+onEAhaD5Mfx8DVDcDFxYWEUwlUV1WBnZ1suaE6fbh7eFwVUKWiTltHRkYGd06YSFBwEEHB3QGo09YB0KZtW6oqK69t3HV15F3JQ6lUcvbP58YjI6Po0bOHOeqSk51NBxcX1OrG5pKSqUOHDoyMimTtL7+SkpxMQGAAt/XubfK8vj6+JKckc/L4CcrKyoiPi8PHx1dWNzk7ydHU3obs5+LqAsDd994jO65KrW5229za2toI7Ztz9Gg8RUVFnDhxHKVSiVarZfeuXdwx+U6zxrMUM2bOZNr06ayPiWHh/AX8uHw5ffr2le3T1N6tFWPm4OjoyPc/Lmfpd9+xaMETODk58UvMOoP9muosVd6augkEgr8Wkw8hVVVVPPfMM6hVar77fplu05QqN1RnLPFH4sjLy2PJe+9x7uw5vv36a9n2gUGBVFdXMzJyJKFhYY2+EQIw5c7JqFRKflq5EoVCITHKVXy7+PHj8uVcuniR2J2xlJSUGJRp+oyZ3H/vvZw9e4Z5Dzxo1tw+vj4s/e47uvr74+npyepVq5l7/1xZ3eRkavvnexsXLqQREBhAdXW12fYzlpLiEhJOnWpU1i2gG90k2ssRu3MnXl5e1FTXAODp6Uls7E4m3XkHVVVV1NReLa+srEStUqNSq2THMyUGpDhz+jQ1NbV4eXnRuXNnVGoVDg4OOlufP59CYkIC5Rp5+1k6xlpS5/Lycjp7e/Phxx9z5PBhZk6bTvK5c9i1a2eSznKYo5tAIPj7YfJp4L+vv05gYBD3PzDPqHJDdcYycNBA3NzdCR00iO7du9PJy0u2/W29e/Pgww8x9957sVJbUV1TzbIffmDAwIEAeHt7s27tWkpKSgy+4DZx0iR+/vEnwocOo2dIT7p06WJQpiGhQ+jo6cmVK1eYdOcdjcYzdm5fPz/Ky8sZPWY0nb292bZ1Kz4+vrK6ycnk4+PDsOHDefShh7GysuLdD97H0dHRJPv17dtP1lZNCQwK5K13lpjUR4pdsbuYMm0aj/77XwC8u+Qdvl+6lJMnTnLXHddsfEtgEI/Nf5zH5s+XHc+UGJDiaHw8r7z0MnV1dSgUCsaMG8tdU6eiUqnoGdKTGVOnERISgp+fn+w4lo6xltQ5NyeXqBEjaG9vT0V5OSMiR9K3Xz+USqVJOsthjm4CgeBvSFxcXJ0p1NbWmlRuqM4Uaqpr6i5fvmxSn6qqqrqszKy6iooKXZlWq6376IMP68aNGm3SWFeuXDFapitXrtQN6te/7s033mhUbu7c+tCnm5xM9RTk59cV5Odf1xx/dyzpB41GU5edlVVXXl7ebA59MSOHJWJMCkvqXF5eXpedlVVXUlLSbA5TddaHqboJBIK/J4q4uLi6vgaeX99s3H/vfdjZ2fHk04vxMnBHxRxeePY5NqxfT4+ePfnym68bvWTY0nMLjOPv7ge5GJPi76KzOboJBIK/J//IQ0hLc+b0aVAoCAoKMvu5u0Agx80cYzezbgKBoDHiECIQCAQCgaBVEF+0FwgEAoFA0CqIQ4hAIBAIBIJW4YY9hFy6eJFFTzzB1Ml38cF77+nKm2bPLCkpISc7W/f5ypUrsr9YKZVx1VAmVkty6eJFZs+YybAhoS06T1NmTpvO5ImTSDiVYPYYhYWFpKenN/qXl5dndP+WzED88YcfMXPa9Osex5B/rlcHS/jBWEyRVcp+TTMvmzuOqfwV66Qls0qb62eRIVjwT+KGPYQsfvIpMjMy+ffjj9F/wABdedPsmcu+W8qMBhvek08s5P/e/D/JcaUyrhrKxGpJPvnoY6ytrVn1y5oWnafZvJ99RkBQEG+8Zv4G9/GHHzI8NKzRv6effMro/i2Zgdje3l6Xy+V6MOSf69XBEn4wFlNk1Wc/fZmXzRnHHFp6nbR0Vmlz/SwyBAv+SdxwWXTrOXP6NIufeYawoUMblZuSPVNfFlipjKuGMrH+8ccfrF65krLSMkZEjmTosGFG69KU9PR0hg0fjpu7O2DZzMFSegM4OTsxPHw4r+3ZY7bsz7/4Is+/+CJPLVxEeno6P674WVcnZSNTssMCJmchrs/sC1d/HK0h+rK9GqKpf+R0kNJDTgdT/aBvfLmYkZNVH1L2k8q8HBAYYNI4YDk/mJNZurWySpu73kSGYME/iRsui+7yH35gzqzZaDQavv3mG+bMms3yH37Q1evLnllRUcH+ffvZv28/hYUFujJLZdHNyMhg4vjbST6XTHl5OXPvudfsZHgAZWWljX77wFKZg43R28bGBo1GQ12d4XwypiBlI1OzwwJmZSFu06YNSYmJLPtuqa5MKturIZr6R04HKT0M6WCKH/SNb042Xjn02c9Q5mVjx7GUH8C8zNKtmVXanPUmMgQL/knccFl0BwwYwD333YdarWZI6BDuue8+BjR4HKMve2belSssnD+fhfPnc/bM1duYlsyi++uaX7C3t+fLb77mrXeW0LdfXzZuWG/yONlZ2cy7by6FhUWER4Q3qrNE5mBj9O7dpw+dvb2ZOW0aiQmWeydBykamZocFTM5CrFQqeWz+fELDGt81MzXbq5R/5HSQ0sOQDqb4QcpOpmbjNdV+hjIvGzuOpfwA5mWWbs2s0uasN5EhWPBPwqxIr8+Iq9GUX82Ia6DcUF1D/Lt1I2JEBEqViqCgYCJGRMhufACdvLw4FB/Hofg4Bg4aBNAoC+zp06evK4tuQUE+To6Ouh9OcnbuQEV5hcnj2Nja0LdfP/Lyruh9mVNf5uDhYUP59uuvOZ9y9cLTMHMw0ChzMBjWu6ioiLTUVAYOGoSTs7PJOkghZSO57LBSujXMorr2l1/MzqJan+3Vzd2dRQueIDI8gitXrki2l/KPlA5yehjSwVg/yNkJjM/G25pYyg9wNbP0xYsX2bZ1K0mJiXozSzeMe0P2k0Iuq7S+ddUwq/RdU6boyltqvQkENwsmH0Kqqqp4cuFCzqec57vvl+Ho5CRbbqiupWiYBfblV1/hqcWLCQsbSl1dHZWVlY0yrtbW1EqWAwQFBZFyPoW4I0c4n5LCoYMH6d3n2gVlyp2TmT5lisFbrg4ODjz48EMEB3fn+PHjBnVomEE1bOhQo27pSuldz7kzZ7G1teXxBQvo1KmTrnzG1KmMGz1ap7OpSNnIt4sf6ZcuceniRZZ++53e7LD6dJs+Yyb79u5lzerVTJsufRcEkPRdw2yvX3/3LZmZmSSfOyc5jpR/pHQwpIecDlJ+aIqpMSAnqxRysd8w8zIgm3m5pf0AV++EHNx/gI6engwdNozVq1bj4+sjGfdy9jNFN0PrSgo5P1/vmhMIbgb+Nll0TUUqC6ytrR13TJiga1efcTU8YoTe8sfmz+eOyZPZvWs3M6ZOQ6FQMGr06Ea3lE3NTKpWq43aeEzNHCynd3324FptLUpV87PnlctXKC0tpaa2BpVaZXCepkjZqLq62uTssGBaFtXEhES9vps46Q692V4N0dQ/UhluDekhp4OUH5piagzIySqFlP0emz9fb+blUaNHmzSOpfwApmeWbu2s0nJ+vt41JxDcFPydsuiagyWzwJaVltVpysoalZmTmfTRhx+ue/bpp41qa07m4Lo6ab0/++STugnjxjdrX1FRUafRaEyepyn6bFRXZ1p22Pr2lsiiKpXtVQ4p/0hlhzUny62UH0wZXw5LZLJtiCmZl/VhST/IoS/uWzOrtJyfLbXmBIK/MyYfQgSNmXvPvXWPPfqvukuXLhnd59DBg3W9bu1RFxke0YKSNee+u++puyUwqG7D+vV/6bym8vwzz9b1urVHXfTMWRY5PJqKJfwjp8PfxQ+tTWutE0sh/CwQGEYksGslqqqqyM3Jwatz579szszMTJycnLD581n4jcqNkEX1ev0jp8PfxQ83Aq2xTiyF8LNAYBhxCBEIBAKBQNAqiC+jCwQCgUAgaBXEIUQgEAgEAkGrYNYh5Jc1a/jis891nzVlGgoLC3WfS0tLdb/gKcdTCxcx7765fPrxx0aVW5LCggIuX77cIvMWFRU1yzSbn59vdP8P3nuP8ykp1yWDFKtWrOCTj67frpcvXyYpMVH2R6dMoSV1NhdTZJKyq6n2sZR/bkSa7hsCgUBg1s8qZmVmkX7pku7zhvXrOX36NC+/+goAq1au5Mrlyzy5eLHsOM+9+AKHDh7k1zW/GFVuSebecy8XL13k4JEjul+XtNS8O3fsYPPGTaSnp1NeXk63bt3o068vDz38sFH9Txw/wZDQsOuSQQqVWq3LmWEOtbW1PPH4fHJysunY0ZO8vDyWLf/BcEcDtKTO5mKKTPrsmpGRwf333sfmbVuNnvN6/XMj03TfEAgEArMOIZ6engYTWTVEU6bhlzWrKSoqZsy4sbofUHJwcKBdu/bN2kuVF+QXsHbtr5SVljFq9Ci6BejP5mmIjIwMqqqquOWWWzh44IAuU6/UvKZy5+TJ3Dl5Mt8vXcaFC2k8/+KLBnWoqKhgfUwMmRkZZGZeS72+b+9e4o4cQaFQEDVqFN1vuYVDBw+iVCrp/2dOnXNnz5GRnk7EyBGyci3//ntKSkvx8/NrVF5UVMSva34hOzsLP78uTJsxXXKMY0ePkn7pEmvWrW1UXlJSwtYtW3Q/Wb11yxZu7dEDe3t79vz2G25u7vy2axcDBw8mNCxUVmdL6q1vnJKSErNkMsWuO7fv4OjReAry8/n8s88AGD9+vOy3PCzhH6n2Uv7p1KmTpD2kys2NP1P3DYFAcPNj1uOYOybfycOPPtqorFyjITsrm+ysbEqKr/1UtFarZc7s2bS1sSG4e3fm3nOv0Zt7Q8rKypg6eTJt27bF18+XuffcS0pysjnis3njJiJHRRE5ahSbN20yawxzkNKhtqaWWdNnUFJcTM+QkEZ9LqSlEdLrNgICArn/3vsoyL+aJfg/r7yqa/PFZ59RXFxscH5vHx+qq6qb3emZd99crKzURIwYgYuLi+wYXp07c+HiRVatWNHoZ66LiopY+s217KG/rvmFtNQ0ioqKeOn5F/hp+XJCbuvFUwsXkpuTI6uzJfXWN465Mkmhz64uri508vLCysoKXx9ffH18dT8Tbso4YJp/pNpL+ae+Tp89pMrBvPjTt28IBIJ/NhbLcrV//z6ysrIAyMrMJGr0KACOxh9FrVbpknf169ePXbGxzJo926Txt2zeTP+BA5gxcyYAGekZrI9ZzxOLFpos66aNG3j9zTfp0KEDH773PrWv16JStfzPJkvp0H/AANzc3Ljv/vsBGqVBnxUdzYW0CxQWFuDR0YPU1D8YOGgQ5eUaTicl4efnx6GDB3n9zf8anD9s6FCUShVJiYmNymtra7ly5QqRo0bh5uYmO0bHjh1Z/tNPfPj++7z3zrs8/OijRN8tnxXV3sGBJe+9i1KpZNWKFaSmppKcnCKpsyX11jeOm7u7WTJJoc+uIb160cHFhR+Wfc/osWPMHgdM84857UG/jzp5eektNzf+BAKBoCkWO4SMjIzSvRPy7TffcOXPlz4LCvK5fPky3y9dBoCtnR3e3t4mj5+fl99oQ+3g0oGcnGyTx8nIyCAlOYX4I3EAKBQKjhw+zKDBg00ey1SkdMjJydZ7saioqCB65iz8/Pzw6NiRgoJCtH9mAJ0+YyYrV6zktt63ET4i4rp+EOnLb75m6bffMmvadHr2CuGtJUtkD2WBQYF88vlnXLp4kbuj5+DXpQu+fr6S7e1sbXWpyZVKFTU1tZI6W1JvuXFMlak1MdU/+tobQp895MotGX8CgeCfS4t/RbdbQAAKhYKnn32Gl199hZdffUX3DoYpBAUHcejgQbRaLQC/7d5NnwY/svb5Z5/x7ddfGxxn88ZN9B8wgMrKSiorK+k/cABbNm02SoZvvvpK93zfHKR08PT0JDn5albR5HPJHD92DLiaEExbW8tb7yzhvvvn0qZNG91Yk++6i21bt/LL6tWNUoebg7OzMwsWLmTrzh0cjT/KhQsXJNvW1l5LKNbZ25suXbpQWlJCOzs7CgoLqKu7mk4+ISFBdk4pncFyesuNY6pM5tDOzo6C/PzrzpJqin+k2pvqH0PI+eF614lAIPjnYLE7IVL4+fkx+a67GD9mDH5+XSgtLeG1//6Xjh4dmTl9OmWlpeTl5THp9gksfuZpQkJ66S0PGzqUrVu2MG70GNq2bcMtt97K2HHjdPPkXb7C1i1buHfuXFl5Nm/cyPMvvah7PHQh7QLTp0zhycWLmT1zZrN5G94h2b5tGxUVFUZ/y6UpUjrU1dVhY2PLxPG34+TkxMBBg4CrhxZNeTmz/kwD3zBDr5OzE/379+fcuXM6XeTQlGn02rX/gAGMGz0GDw93SkvL6N27N76+vpLjbNywgffffQ8XFxcKCwro068fkVFRqNQqevYMYcK48bRr144AAy8NDxg4UK/OltRbbhxTZZJCyq6DBg/G0cmJiJEjGDtqFM4dnHly8WJ69+lj0jim+qe2tlZve6VSaZJ/DCHnh+tdJwKB4J/DX/az7XV1dRQVFdG+XfvrSltd/zJk068xfvvNN5w4dpwPPv7ouuSUo6amhrq6uuv+CqWUDmVlZdjZ2TVrr6+8rq6Ou2dHM3nKXUycNOm65NFqtRQXFdGmbVujbqtXV1dTWlKKvYN9s8cCpaWl2NnZGZ3zRUpnqTpz9JabwxLtDVFVVUVtTQ02trZm9TfVP3LtTfWPFHJ+sNQ6EQgENz8tfiekHoVCgaOj43WPo29je++ddyjIL+CV/7yqp4flqP89ketFanOWuvA1LV/58wp+/eUXuvp3ve4DCIBSqcTRycno9lZWVjg562/frl07k+aWu9hbSm9TDxSWPIAAWFtbg7W12f1N9Y9ce1P9ow9DfrDUOhEIBDc/IoHd35Dkc8lYW1vLvgx6M/JP1ftGQ/hBIBBYCnEIEQgEAoFA0CqIBHYCgUAgEAhaBXEIEQgEAoFA0CqIQ4hAIBAIBIJWQRxCBAKBQCAQtAriECIQCAQCgaBVEIcQgUAgEAgErYI4hAgEAoFAIGgVxCFEIBAIBAJBqyAOIQKBQCAQCFoFcQgRCAQCgUDQKohDiEAgEAgEglZBHEIEAoFAIBC0CuIQIhAIBAKBoFUQhxCBQCAQCAStgjiECAQCgUAgaBXU19O5oqKCfXv36j63b9+eAQMHXrdQguZoyjSsWrmSyFFReHp6trY4AoFAIBBcN9d1J8Ta2ppet93GKy++ROzOnQR3724puQR/UlZWxkvPv8Cg/v1JSUmmY8eOrS2SQCAQCAQWwaw7IedTUvjs00/p0qUrjo4OKJVK8vPyWbViBQmnEvD28eHhRx7GxtbW0vL+oygtLWXaXXfRp09ffl0fQ5cuXVpbJIFAIBAILIbJh5C4I0e47+57+PCTjwmPiABg9apV9Azpydx58wBY9MQTTLp9Aus3b8La2tqyEv+D+PKLL1jy3nsEBwe3tigCgUAgEFgckw8hS956m5BevXQHEH089fTTDO4/gOU//MC9991HSnIy8fHx1NXVMWRIKLZ2tuyOjaWqqopbe/TA1taW+Ph4FCiwbmNNcVEx/t26UV1dxYW0C9g72DNx4iRKSkvYsmkztbU1dO9+CwcOHMDXzxeNRkNmRgZRo0bpHgk1nDM0NJS6Oti/fx8KhYK+ffsC6Opv691bd6FPTEjg5MmTqFVq+g3oj7e3N5s3bUKr1eLg4MDw8HBJvWN37KSyspLKykrCR0Tg4ODQSI76eWJ3xpKZkc7sOXPQarVs27oVaytryivKCRs6FHt7e6qqqvD07ERxURHrY2KoqKhgzNixtGvXrpl+TccdMHCgrL1DevXSyXzu7Dni4+NwcXFh1OjRuvLU1FT27P6Nrv7+hIaFAkjKWi+LKf7z6OjJpYsXsbOzRaMpx8bGBo1Gw9Rp07C1a34HTZ9tpeQBOHH8OIkJCbRp0wYUCso15XQL6MagwYMBqKmpaebXM6dPE7szVjKmsrOy+WXNau6aMoXqmhoOHjhAuaacoOAg+vbrx+qVK3F1c2N4eDgH9u+nrKyM8vJyevXqhbePDwD79+0nJTm5md59+vQhMSmxWTw2paHfBw8eQm1tDYcOHUKtUtO3DQfgYgAAIABJREFUX1+6+vvr1Q0gNyeHvXv3UlFejpu7OxnpGTg6OjI8fDiXL182aj106dJFcnx9clZVVuHo5Ii2VsugwYPx6OihN3b1zVVZUSHrDykbm+InfbqYsnfIrS+tVsuRw4fJy8ujsLCQ6qpq3N3diRo9ik8++pjoOXNwcnaS3E8Egn8CJr0TUldXR8KpUwQFB8m2c3Nzw93Dg5PHTwDQLSCAjPQMUv9IxcfXB1dXV7Kzc4iPiyekVy9d/e+//86dkyczeMgQdmzfTnhEBDu2b0elVKFSq3B0dCQnJ5uOnp3w8u5M3JHDJCUmMmXqVKbPmMGCx+ezf9/+ZnN6+/jg4+tD6h+pZKRn0C0goFF9ww3/1h49OJ2URFFREV26dOGRBx/E28eHiZMmkZSYxM8//qRX56cWLqKoqIgx48Zy+NAhPvrgg2ZyBAcHc+zoURwc7MnIyADgkQcfwkptRcTIEfTp05dZ02dQWFDAkcNHKC4upqSkhNsnTGDEyJHcPWs2hQUFBsc1ZO+GBAYFkpWZxcL5CygsLNSVf790KStX/Kw7gMjJao7/EhNOMTJyJG7u7sSsXcudd00mLy+PkpJio20rJQ9Ar9tuIysri8ioKJydnFkfE6M7gFzt29yvLq6usjFVWFSIg4MDO3fupFOnTlhZWbFzx3b69e/Plk2b8fXzIyM9nfT0dB579F9ERkURGRnJnNnR5ObmAhAfd0Sv3m7ubnrjsSkNfevr50tXf39OJyWRn59HV39/Sd0A3NzdGR4eTlbmVbt89+23+HXtgqOTk9HrQW58fXJmZmYycdIkeob0ZOyoUeTn5xs9l5w/5GxsrJ+kdDFl75BbX08tWsShgweJjIoiPCKCd95+mzHjxlJZUcmu2J1cvnxZ0s8CwT8Fkw4hCoWCtm3bUlVZZbBtRfnVv/LqUamUqFRXp0s+l0xGejpKlVJvfUBgAI88+ggA982dy4qff9a1y8zIJDwiHFdXVzq4uNDZ2xsAdw8PoudE8+H77+sd05jPunKlCpVKyZHDh0lLTSMkJASAgYMGsvS775q1P37sGHv37GHSnXcA8O/5jzPvgQeazaPVatm4YQN9+vZl8TPPcOjgQZISExkRORIAj44eBAQGsGzpMjLS09kVG8vIyEgAnJ2d6X7LLfzviy8MjmuMvRsS3D2Y4O7dWfnzCgCuXLlC+/btUSpVujZysjadzxj/zYqOxqtzZ5RKJQqlErVazbwHH8DJ2dko2xqSB8DR0QlHJyeUTfws5VdDMRUUFMSs6Gi6du3Kju3bUavVKJUqyjUazpw5Q7/+/ZkVHY2npyc/r1oJgI2tLe7u7iSeSgCQ1VsqHpvSLI6VKp2vDMVscXExPXuFXBtHafx6MGb8pnIqFFf/7+DoSFVVFRqNxui55PwhZ2Nj/SSniyl7h9T6io+LZ3h4ONbW1qiUShTKq8awtbPl15gYAgID9NpNIPgnYfLjmFGjR3Po4EFqa2tRqVR625w5fZqioiIiRo5oVldYWEhaWioht/UiPi5Och43d3cAhkeE8+orr3D27Fk8PT0JDApEUb+zNcG/WzfOnjnTqCwtNY0d27fr/h8YFNio/kLaBdbHxBB3+Ag9QnoyZepUXV1iQgJt2rbV9a+rq2PRk082m/fE8eP4demik0vfV2hTU1NZ/OSTPPDgg7qypMREvDp7NWrn5eVFYmIC1tZW1NbWNqrz8fXlt927DY7bEGPtffe99/D2m//H3Hn3s3/fPgYOGkTszlijZNWHIf+5uLg061P/KKUhUrbdsH69QXnatW+nVzZj/Qr6Y6r/gAG8/+67XLp4idycHF564UWeeuZpXb1SqaSztzf79u5Dq62ltLQEbZ0WwKDecvFoDIZ0S0tNpWfPEMn+huY3xXZX50sjZt06Vq9cxWtvvIGX1zWfmaNrvT/kbFyPIT8ZtpX83gHy6+vlV19h+7ZtZGZkUlRcZFA3geCfiMmHkCefXsyjDz3Ef155ledffAG1uvEQ6ZcusXDBAmbOmkVkVFSjutpaLdu3bWPK1Kn89OOPRs2nVCqZHR3ND8uWMWRIKBMmTZJsW1amwdHRsVGZr5+v7m6Cvouwj68Pt0+YwPDwcPredhv9+w/Q1bW1sUGpVOr6S2FjY0t5uUa2jZ+fHw889BATxo3j26VL6RYQQLt27dFoyhu105RpaN++Pe3t7SktLWlUV1JSjI2tTaMyfePWY6y9a6prGHf7eN547XW2bdmKQqFodsCUk1UOU/ynDynbGpInNyeHzp299Y5prF+heUzV1f0/e3cdV9X9P3D8dQOkpKQEJRQJ3exuETs3O2dM1+G6O76/zbXbXOnmppu1KepsdOYUG1TEIAQElG4u3Pv7g3El7rmBF6/xeT4ePh5y4n3en7p87r2H89HwxGOPce+9bQkLH0h2djZPPbOAsaNGsXLNGnx8fLh27RqPPvQwH370f7Rs2ZLvvl1sdHl19Uc/fz+jzzdUtrKyMryaepl0fVPi1+Yf4M/oMWMqvzYJC8PTy1P7tZiha+lS1R6G6tiYdjJUFkOvHYbGV/8BA7hw/gJJSYmMGDnSYNkE4W5k8nNCXF1dWbFyJX369OGPFStY9cdKsrOyiT4VzdIlS1ixfDkf/t//8c7779U599TJk4ysx2CcMGkiW7dsIS09rc47SbX6+rufqMOHGFzt5kpTFBQUoK5Qo1Jd/6qpV6/eJCUmkpWVpd12/NixOuf26NmTCxcukp6Wpt22b+++Ose5uroyfcYMXnr+BQAGDAzjSmoqBQUF2mNiYqIZNnw4AweGk3YljeKi67+Az5w+o/PFrHbcKsbW97Fjx1AqlUybPp1333mHvn371jlGX66G6Gs/Q6Tq1lA+f/35F506d9IZ01C76utTGzds4MTx4zwwe5Z2m4+PD8NHjOSNV18DYENEBI6OjrRs2ZKysjIyMzNNKjPo7o/GkCrb2TNnKCgooKS45Iaub+yYqM3W1hY3N3cunL9g9LWq6GoPQ3VsTDvVtyxVDI2v35YtY+eOHcx/+OE6fyV49uzZOp90CsLdSDF//vy3TH0Cp0wmo0XLFgQGtuJs7Fl2bNuOvYMD/fr3Z+asWXh51XyndT4ujvXr1qFQKOjStRsqlYq1q9cQf/ESIaEh5OflsX7dOtLTM/D186VprXxsbGxITEiga7du+Pldf1e4betWTp08hWsTV04eP0FMdAyvvP4a1tbW2mump2fQsVNHcnJyWbNqNdlZWYSEhpKVmcn6detISrqMldKK1StXMXzUSLy9vVn31zryC/Lp1r07oaGhfPbJp6hUKo5EHaF1m9Y41fq0xdnZGQ8PDxZ+9DHI4HR0DEHBQbi6utbIIzg0hIHh4Sz/7VdiTkUzZOhQgkNC+eP3Fbi5ubFp0yY8Pb2YMnUqDo0dCAwMZMlPP+Ho5MimjZuwt7dj7oMP1qhTXXGbNm3Kxg0bJOu7evucPHmShR99TGCrVoQPCic9LY2u3bsTsT6Co0eOEBwSiq+fL/b29rQMbKUz1+q5mNJ+GenpbIiI4OTxEwSHBGu/+zembps3by6Zz7atW/l+8WJ8mjUjISGBfw8c5NSpU7Ro2QI/f3+cnZ3x8vLS2a76+tSWvzfz+Sef8tobb2Dv4EDE+gjOnjlDSEgoI0aO4JuvvyYpMZFu3bqx5McfAUhJSUYmkxEbG4uvnx9ubm46y11Vh7X74+AhQ3SOpfT0DOwd7Ll08SI7d+wgvyCf4OBgAlq00Fm2j/73P3bv3k1YeDheXl7s3rWLDesjcHF1JSioFZcvXzY4HoJDQggICJCsO115JiVdRi6Xs2njJqysrXjs8SdISIg36louLi6S7aFWq/npB911fORwlFHtNHrMGLy8mtYpS0ZGhlGvHfrG1/LffmPJjz/x7XeLsbKyZuOGDeyKjCSwZSBeTb3o37sPvXr3wdtHPP1YuMtFRUVpbgerV63SVFRU1Nj2zNNPa5b/9psmMzNTk5ub22DXLi8v11y9etXwcapyTdqVKxq1Wq33OJVKpSkoKKixLT0tTVNeXq7z2OTkZE1hQaHB6+uK2xCkctVHV/uZQl/d1s7ngekzNMePHdOoVCrt/o0bNmjGjb2vZkwd7WqoT2VnZ0vmWFJSoikqKqo8LitLU1xcrM09Ly/PyJKapry8XBN7Nlbz2SefaD5duLDG9uplU6lUmvz8fLNe15gxcaP0tYe+Oja2nTSahilLUVGR3jGbnp5u1usJwu3qhtaOaWixsbHIZXK8fbyx/e/729pkMhmutf6iwtwUCoVRXyMolAo8vaS/b6+iVCrr3EtTdSOnrmN9fHyMylNX3IYglWttxrSfsfTVbe18Hpw/n/YdOtTYP2LkSJydaz6TQapd9fWp2vccVdeoUaPrx7lcv5ZCqTB470x9KRQKgkOCCQ4JrvEVYO2yKZVK7TNmzHVdU79aqy+p9tBXx8a2EzRMWar/ZaAuHh4eZr2eINyubulVdA8eOMBzzzzD78tXMHTosBr7Tp44QVJiEiePnyAxIdFCGQr66Gu/hlT92SbV9erdS+95t3ufkir37ep2bw9BEAyTRUVFaaqeAngrKigoMOs7OOHmEu0nCIIgSLmlPwkBxC+w25xoP0EQBEHKLT8JEQRBEAThziQmIYIgCIIgWISYhAiCIAiCYBFiEiIIgiAIgkWISYggCIIgCBYhJiGCIAiCIFiEmIQIgiAIgmARYhIiCIIgCIJFiEmIIAiCIAgWISYhgiAIgiBYhJiECIIgCIJgEWISIgiCIAiCRYhJiCAIgiAIFiEmIYIgCIIgWMRtNwlZ9OVXTJ00WXL/U48/wb69e7U/X05KoqiwSPvzudhzzJszl7y8vBvORa1WM2/OXObNmcuzCxbccDwpDVkGQ4qLi7l48WKd7RkZGVw4f56KiooGia/RaIg7F0d8fPwNxRcEQRBuXbfdJMTR0RF3d3fJ/Xv++YfUlFQAYmNjGdC3H8nJydr9OTnZ7IqMpLS09IZzkclkjLlvLI6Ojuzfu++G4+nS0GWQolKpWPbzLwzo05chA8O129VqNS88+xwD+vRl4rjxjL/vvnpNhqTiQ+UEZ/SIkYwaMZxBA8KYPfOBG57sCIIgCLcepaknvPv224SEhDBh0iSjthvaV9vXXy1i4KBwQkJCAMjOyubHH77nqQUL+OKzzwAIDgmucU5qaiqrV64k81qm9hfz+nXrOLj/AABLlyzB1dWFMWPv055z7OhRdkfu4p629zJt+nQTauA6mUzGyFGjSLuSxv59NSchGRkZ/PrLMvJycxkybCg9e/XiclISEesj6NipIxHr1te49pnTp1mzejUV5RU4NHbA29sbh8aNG7wMUi5cuMBvy5bRr39/1q5Zo92+dfMWNm7YwNYd23FxdWXEkKEs/eknnjLxkyCp+ADu7u48MHsWI0aO5J9du3n80UeJiYmhXbt2ZimbIAiCcGsw+ZOQZ557ju3btvHBe++jVqsNbje0r7Ytmzdz8MAB7c8XL17kjxW/o1QqadSoEadjYlj28y/a/Rnp6YwcOozTp0/j5++n3W6ltMLKygoAaysrGjVqhFwu0+7/8L33kSvkvPna6xyJOmJqNehVUlLC+LH3kZ2dhbePD7NnPsCxo0dJTU3lyy8+5+UXXqxx7ZycHKZMnESTJm64uLrww3ffY2Nra9YyXLxwgbfeeLPGP33nhIaGsnn7Nnr26lVj+759e+narRve3j78+P33pKWlsX/ffpPrSCo+VE7uxk+YgK2tLY0dHQFwcHAw+RqCIAjCrc3kSYi9vT2Lf/gBhULOw/PmUVhYqHe7oX21+fn7kZKczOuvvMqk8RNIT0/Dz98PuVzOk08/Te8+fWscH7E+ArlczjeLFzN33jwaNWoEwPCRI5g6fRoA02bM4MmnnyawVSvteYu+/Yb3P/wQWzs74uMvmVoNeu3ds4f09HTuuedeXFxccPdwJ3JnJAAV5RV1rn3lyhUKCwuZOHkS4ydORK1W071HD7OWwdraGnd39xr/bG1t9J6jUCjqbLt69Srl5eVMnjiRvXv2MmLkSIr0tKep8asrKiziw/feI2xgGC1btqzXNQRBEIRbV73uCZHL5bi5uVFUVIyqrMzgdkP7qvP38ycpKYltW7dyOiaGI1FR+Pn5Sx6fnpZGEzc3lErTvlny9PICQKlQoFFrTDrXkMxrmcjlcmJjYzlz5gzhgwZzb9t7Ja8dGBiIs7MzY0aMZNL4Cdw37n58fHzMWgaFUomjo2ONf9bW1iaXzdHRkcOHDtGtWzdWrVmDlZWVNg9zKikp4eH582nUqBEL//saThAEQbizmHxPSFlZGa++/DJKhZKff12m/eUvtd3Qvtr8/P345eefaRkYiLe3N2tWr2Hug3PRaDSUlZVRXlEOQGlpKUqFEv8WAaxYvpzLSUlE7owkPz9fG8vG1haAxMQEgoKDUKlUBss34f5xKBRyfl+1CplMpvdYqZyCQ4JRqVSEDwqnd58+2r9siY4+pTPOvwcPUlFRwY9Ll+Dk7FxjAlKfMuiSn5dP9Kma128V1IpWEseXlpZy6eJFUlNTADh75gyurq6EhQ3k742bGD5yBFeupLJzxw6eef457XnG1p9UfE8vL0pKSpg/90EuXrzI/338EZcuXsTTy4umTZvWq+yCIAjCrcnkSciH779PcHAID86fZ9R2Q/tq8w8IoLi4mKHDhtLc15dtW7fi5+dPTHQM940erT2uTXAITz79FHMefJA/VvzOgL79aNuuLS1atNAe4+fnR7/+/Xns4UewsrLi0y8+x9nZWe/1fX19Wb9uHfn5+Tj+dz+CFKmcnnz6aR565GHmzp6NldIKVbmKZb/9JhknOLhy0jJpwkQqystxdHTkvQ8/IHzQoHqVQec1QoL56JOFRh+fmJDIqOEjtD+PGj6CWXNm88prr7F3zx7GjhqNXC5nzNixTJg4UXucsfUnFf+1N97g4IEDHNhfeZ/JrBkzAXjokYd5/sUXjc5fEARBuPXJoqKiNJ07dzb6BLVajVxe91scqe2G9plLZmYmTZo00bkvJzsbAGcXF70xNBoNX3+1iC1//83GLZtvOCeVSkXmtUxcXF2096ro8tUXX/Ln2rXs2BWJXC5n5rTpODg48O3335lchpuluKgImVyOjc31+0rMXX+CIAjCnc3kT0KkJhP6JhkNPQEBJCcgYPwv7nlz5lbeRPvjD2bJycrKCq+mhu+XCAoOIj0tjUfmz0et1nD2zBm+WLSoxjG3yuSjiq2dXZ1t5q4/QRAE4c5m8ichQsPIzMzk0sWLWFlZERQUjJ193V/ygiAIgnAnMfmTEKFhNGnSRO+nOYIgCIJwp7ntHtsuCIIgCMKdQUxCBEEQBEGwiFt2EnI5KYnnnnmGiePGa9eMAfjhu+95/9336hyfdiWtxiJvxsSfPmUq/Xr1NvqchlzBd+qkyYwbM5boU9EG82iIVXRr14elVggG89WTJd3MlY7vVFKvAYbOMWVcW3JV7i1/b66xBIWUO2ksSr1+C3evW3YS8uLzL5CaksoTTz1J127dtNsTExM4Fxtb49icnBz69e5N/959OHv2rFHxv/5qEdbW1qz+c63ROTXkCr5ff/stQSEhfPCe4QHaEKvo1q4PS60QDOarJ0u6GSsd3+mkXgP0MXVcW2JV7pycHKZPmcqxY8eIjj7FnAdmcemS9LILd9JY1PX6LdzdbrlVdKucPXOGF19+mT59a64VU/XI8er+2bUbRydHrKys2bVzJ6GhoQbjJycn069/fzw8PQHp1XsXPPsscrmcTz7+GGi4FXxdXF3oP6A/7+3ZY3QdxURHsztyFyGtQ5kydSoAK5Yvx8bGhvvHjQNg/779HD92jMeffMKk+rDUCsFBwUFmqye1Ws0nH39M/wFhbNywAWdnJx5+9FFsbW25dOkSa1atorCgkIGDwunbrx+Azu3r163D2sqaqKjD3D9uHKtXrmLMfWPp2KmTwRx0lWH5r79y5swZZDIZ/fr3Z9DgwQCcj4tj7Zo1ZGZm0ry5L08+/ZTe2Lri6GsHU2Ppqz9dfUBf2aRItQNIvwboY+y4tuSq3E5OTkyYOJFXXnqJsrIyXnz5ZXx9fSWPvxPGYhVdr9/C3e2WW0V3+W+/MXPadIqKili6ZAkzp01nebWnjT73wgt8+XXNZ2jsioykb99+9OnTh12Ru4wqR2FhQY0HiOlbvRe4KSv42traUlRUhEZj3Fo2b7/5FlbWVrz1+hv8ubbynV9+Xj5vv/EmJSUlAHy6cCGXk5JMrg8pN2uFYHPUk0at4btvF/PwvHlYW1vz6y/L+GXpUlJSUhgzchRx5+IoLi5m7qzZRO6MlNy+fes2Pnz/fc6eOcusGTPJyMjg04WfGKwrqTLEnYujbdt2uLo24ZH5D3Hm9GmKCouYcP840q6k0btPH+yN+BNtXXGk2qE+saTqT6oPSMWRIlXfhl4D9DFlXFtqVe7cnBz+78MP6dS5Mx07dWLJjz8Sr+eTECm301isouv1W7i73XKr6Hbr1o1Zc+agVCrp1bsXs+bMoVu1j2LlcnmNh59VlFewd88e+vbrR9/+/Th54gTZWdmS8dOupDFvzlxycnIZEDZAu11q9d6qa96MFXw7dupEc19fpk6aREy04e9ZF33zNa+98Qadu3Rhz+5/ABg/cQKlpaXs2L6d+Ph4Tp44weSpU0yuDyk3a4Vgc9bTE089xauvv8ZTCxbg5u7OX2v/xNHRkR+W/MRHnyykc5fObNq4QXI7wLgJ4+nRswfde/RgxKiR5ObmGryuVBleeuVlPL08ae7bHIVCwYULFyhTlVFWVkZa2hVsbGyYPnOmwdi64ki1Q31j6ao/fX1AX5zapOrb0GuALqaOa0uuyu3s4sL6TRvp268fwcHBrN+0kVZBQXrP0eV2HIu1X78FoV7PCalaETf6VHTlirj29nq3G9pXXWCrVgS2aoVcoSAkJJSwgWF6czl69Ai5ubmcOHEcuVyOWq1m965d3Dfufp3H29rZ0rlLFw4d+rfyY+//Pgb19/Mn7nwcJ4+foLCw0ODqvWD+FXxzc3NJiI9n9tw5uLi6Gh3Hzs5Ou4hekyZNCB88iHV//sX5uDiCgoPo0LGjZAyp+pBSfYVgwKQVgmVyudErBOuKVcXUenJzdwPggdmzgMqvB12cnbUL7Lm6NqGkuITs7Cyd22UyGY1sbCgrLb3+LtvId361y5CSksL9o8cQEhpCSGjrylBqDc7Ozvy6Yjm//Pwzzy14BhcXF/6MWI+bm5vOuFJxDNVdfWLVrr8/Vvyusw8YilObVH2b+hoA5hvXN2tVbnd3d+Y8OBeo/xOlb8exKAi1mdz7y8rKeP7ZZ7lw/gI//7pM+zhxqe2G9t2oyJ07adasGeWqcspKy/D29iYycqfk8U5OTjz0yMOEhrbm+PHj2u1+/n4c3H+Apt7e9O3XjzWr12g/CdFoNJSWltZYLbeivAL/FgEkX77M5aQkfln6s+QKvoBRq9+eOxuLnZ0dTy1YYNSLg7qigvj4eA4fOkTnzl202ydPmcq+vXtZu2YNkyZLfwqirz6kylx9heC33nmbF158kT59pL+zr75C8Kq1a/j4k+tfY9SnjsD0eqotJCSE8xfOE3X4MBfOn+ffgwfp2Kmj5HZzOnI4iszMTBZ+9hl9+vbVfoxdXFxMc19fvly0iJ9+Xkpqaipx586ZHMecOUmR6gOmxjFnfZs6rm/WmNbH2E8FbsexOGXiREYMHUpFeYVRcYS71y23iq6pdkXuYsKkSTz2xOMAfLrwE3795RfKy8v1vptRKpU1BojU6r0gvVquuVfwrVBXIFcYflGyt7fHwcGBvr17I0PGqDGjmT5zhnZ/r969aOrtzbVr1xh7/316IknXh6VWCB4ydKjBXI2tJyn3jRvH7l27mTJxEjKZjCFDhzJ95kwUCoXO7cePHTcc1Ejde3THw9OT3j160Lp1a3yaNQMgIz2DwQMH0tjRkZLiYgYOCqdzly4mxzFnTlI6dOyosw+YGkeqHW6EseP6Zo1pc7gdx+K1q9coKCigvKIchVJRv4ILd4eoqCiNKSoqKkzabmifpTz2yCOaV156ySyxrl27JrkvOytLk52VZVScb7/+WjN6xEijjlWr1ZqcnBxNuapcZz49unTV/O+DD4yKpdGYXh9lZWWaK6lXNCUlJXqP+/LzLzT9+/TVlJeXa9RqtWb6lKmah+fNr3GMKXWk0ZhWT/oUFhRqigoLjd5uLuWqcs3Vq1frbC8uLtakXbmiyc/Pv6E45sxJH119oD5xzFnf5hrX5hrTN8OtOBZLSko0RUVFRscR7l4mT0LuFP8ePKhpf8+9mkEDwiydikaj0WjmPDBL0yY4RLNxw4YbivPay69o2t9zr2bG1GkGX5Sqa6j62LJ5sya0VZBm3pw5mrmzZms6tWuv2bd3X73jmauehDvTrTaubyViLAq3ort6Fd2ysjIy0tNp1ry5pVMhNTUVFxcXbP/7bra+zp45AzIZISEh2hv+jNVQ9WHOFYLNVU/CnetWGte3GjEWhVvNXT0JEQRBEATBcsQfbAuCIAiCYBFiEiIIgiAIgkXUaxLy59q1fPft4jrbc7KzuXr1qkmxysvLSb58uc721NRUox43npmZyTtvvWXSNeuTD1Q+8tmUlXotwdz1cTfKysrizdff4IHp0/n266+NOkeq30j1GWP7dxWpMScIgnA7q9cTU6+kXtH5gjt31mySLidx8PBhg08cVKvVbFgfwReff45SoWBbtQeMfbrwE/bt3YOTkzNW1lZ8u/g7yb81Ly4uJurQ4foUw+h8ysrKmDtrNlZWVqSlXaFb9+68+fbbN3zNhmCu+rib/e/9D/AP8OeZ556l9L81eKRI9Rt9fcaU/l1FaswJgiDczuo1CfH29q6zwFFKSgplZWW0adOGgwcOGFz5Misri3///Zf7ZN+WAAAgAElEQVSXXnmZhf/3kXb7hfPn2bVzJ+s2bEChVDB31mw2bdrI6DFjJGPJ5HJOnjzJP7t207lLZ3r26sW/Bw8il8u1S4Cfiz1HSnIyYeEDTcoHwNramg8/+j+aNWtGcVERndp34PkXXtR7Z/ny335j2PDh/LFiBU5OTkyeMhWFUkF2Vjbr1v1FYUEhQ4YO0a4ZoWt71OEorBtZszsykkmTp7Bq5Uruu/8+g49Wl8nlHDt6lMgdO+nZu5d2hdN9e/cSdfgwMpmMwUOG0LpNG6Dy0ct/rf2TtLQrBAS0YNKUyXrj64qTn5/Pnn/+wcPDk3927aJ7z5707tPb5DiG6q+osIg/164hNzePYSOGax8mpS+WLlLtABAXF8f8hx/CyckJnJz0xpHqN1J9JjU1xeT+DbrHnCAIwu2uXl/H3Dfufh557LEa2zZv+ptBQwYzaMgQNv/9t8EYbm5ufPh//6NpU+8a2/89eJB+AwagUCpYumQJJ44f53SM9EqcACnJyXz/7WKCgoN45cWXKv9MFXj37Xe0x3z37bfk5eWZnE+VZv89/VGjqfwFY2VtpTenr79axNNPPIm/fwDbt21n5co/KhePGjcOGxsb/AP8mTtrNufj4iS3792zh/ffeZecnBwenD0bqFxq25DLSUks+/kX2nVoz3MLniEjIwOAxIQE2rXvQFBQMA/OnqNd6G/enLlYWSkJGzhQcq2S6nTFyc3N5c3XXuf35ctp16E9Lzz7LBnp6SbH0Vd/arWamdOnY2NrS2jr1sydNZvU1FSDsWqTqu+1a9bw+COPkpiQwHvvvMvjjzzK2jVr9JZBX7/R1Wfq079B95gTBEG43dXrkxBd/t60kff/9z+aNGnCl599TsX7FSgUpj+uNycnF7lczkPz5uHq2oQ333mbfXv26j2nsaMjX369CIVCQdy5c/zzzz88/MgjFBcXceb0aQICAvj34EHe/9+H9S2e1rvvvMOsObO1S19LUVdU8M577+Ef4I+7hzvp6els2byZrt27MWXqVABSklPYELEBP38/ndsBxowdg42tLUqlFT179eL3FcsN5uji6sonn3+GQqFg9cqVxF+6hIeHB9NmzCAxIZGcnGy8mnoRH38JF9dOVFRUcO3aNQYNGYKHh4fB+LrieHh64ujkxMLPPkUul1deNz4eD09Pk+K4uHaSrL+jR46iVCq0C/J16dKFXZGRTJs+XW+s2qTaYd5D8+nVqzezZs7k0ccfw9fXD3sH3QstmqJ6n6lP/xYEQbhTmWUSkpKSwvm48xw5HAWATCbj8KFD9OjZ0+RYrk1c+ejD//HuB+8zavRolv/2G+4e7nrPaezgoJ3wWDdqRLmqcqGnyVOmsmrlKjp07MCAgWE3/FCdD9//gJLiYp58+mmjjq/6hd6la1cAfvju+xq/5Ju4NSE9PY2szCyd2x0cGuPg0JjyinIaN3ao3GnEOmX2dnba+pDLFZSXV1BSUsKMqdMICAjAq2lTsrNzUP+3GuYPS37il6VLmTZpMm3bt+OjhQslJ5D64tjb2WkX5Kq6rhR9caTqb9vWrVy9epVff1kGgJ29Pb6+vkbFqk6qvhs3bkzjxo2xUipp4uaGV1Mv6Uo2Uu0+U5/+LQiCcKcyy5/obt70N127daO0tJTS0lK6du/Glr831ytWt27d8PDwYMjQoVRUVLAxIoL+Awwv5Q2Vq00e3L+fTp0r3wGPGz+ebVu38ueaNYyfMKFe+VT53wcfkJWVqX2nXx8hoSH8e/AgarUagH9276ZT586S280pJjoGdUUFH32ykDkPzr2+JD3g6urKgmefZevOHRw9cpTExMR6xTFXPlJaBQUhk8l46ZWXeeudt3nrnbfp07evybFuRn2D7j5jqH8v+fFHFn/7rdlzEQRBuBWZ5ZOQzZs28dqbb2g/Jk9MSGTyhAm8+c7bkr+wi4uLGRo+CJVKRWZWJv169ebxp55kwsSJjB47llHDhiNXKBg0eDBdukqvJmpra0uZSsXkCRNQqcrp07eP9hMYF1cXunbtyrlz57S5SdGXz9kzZ/jx+x9o0qQJvbp1B+ChRx9h9pw5JtVTn7592bplCyOGDsPGphFt7rmH4SNGIJPJdG4/Fyu9lLupQkJDKCouZtrkKQA4OjoCUFFRwYihw/Dy8qSgoJCOHTvi7+9vchxz5aNPQEAA48aPZ+SwYQQEtKCgIJ/3PvzQ5FhS7VAfUv3mnnvukewz+vr39m3bKCkp4eFHHqlXPoIgCLeTW/ax7eXl5ahUKqO/QikrK8PKyqrGeikajYYHps9g3ITxjBk7tqFSNZlKpQKoc1+J1HZzKiwsxN6+5n0OarWavNxcGtnYGF3fuuKYKx9DNBoNubm5NHZoXONPW02NdTPqW4pU/y4vL0ej0VgkJ0EQhJvNbDemmptSqTT4rJHqrK2ta/y86o+V/PXnn7QMbHlLTUBA+pfezfjFo+uXtFwux9nF5YbjmCsfQ2QyGc7Ozjccy5K/6KX6tyl9XhAE4XZ3x77ite/Qga7duuEf4G/pVARBEARB0OGOnYQEBQcZPkgQBEEQBIsRC9gJgiAIgmARYhIiCIIgCIJFiEmIIAiCIAgWISYhgiAIgiBYhJiECIIgCIJgEWISIgiCIAiCRYhJiCAIgiAIFiEmIYIgCIIgWISYhAiCIAiCYBFiEiIIgiAIgkWISYggCIIgCBYhJiGCIAiCIFiEmIQIgiAIgmARYhIiCIIgCIJFiEmIIAiCIAgWcVdOQnKys/l+8Xd8v/g7S6ciCIKFFRUW8cvSn0lNTbV0KoJw1zFpEqJSqfhjxe/MeWAWTz3+BCt//4Mfv/+Bt998k2mTp7B3z56GytOsfvj+e0aOHkVJSYmlUxEEnc7HxfHYw4/wxquvWTqVO1ZhYSFvvvY6Pbp25fz5OJo2bWrplAShjtdfeZWrV69SXl7OswsWoFKpLJ2SWSlNOdjKyorJU6ewISKCloGBTJoyWbvvxPHjHDt6lD59+5o9SXOKPhVNVmYW3t7ePPn0U5ZORxB0ahUURLfu3TkdE2PpVO5IBQUFTBo/nk6dOvPXhghatGhh6ZQEQaezZ8/iYG+PUqkkIT7B0umYnUmTEO1JSgUKRc0PUdp36IC3j49ZkmpIp06dxM7eztJpCIJBcrnM0incsX747jsWfvYZoaGhlk5FEPT6cekSdkXuAmDRt99gZWVl4YzMq16TkNrOxZ4joEUAHh4eNbZH7thJaWkppaWlDBgYhpOTExnp6ezdu5eS4mI8PD1JSU7B2dmZ/gP6c/XqVY4cOYJGo6FXr97Y2duxOzKSsrIy7rn3Xtq1b18j/vm4OI4cOUJZaRnOLs6oK9T06NkTr6ZeOvOMOhzFjm3bUalU/LxkKWPGjsXF1UXnsbpy379vP+fj4rC3t6OoqBhbW1uKiopo164dBw4cwD/An6KiIlJTUhg8ZAihrVtr46nVarZt3Yq1lTXFJcX06dsXR0dHbRk0Gg0dOnYkNDSUyJ2RpKYk49OsGYkJiTg6OTJmzFjyC/LZ8vdmKirKue/+cXUmU9Vj9e7dG40G9u/fh0wmo3PnziQnJ+uNl5eXx59r1zB+wgRU5eUcPHCA4qJiQkJD6NylC2tWrcLdwwMfHx+912kVFCRZXl30taO++pk+c6bR/anq3KjDh8nMzERdoSa0TWsCAgLYu2cPFy9cxMvLi0GDB7N+/Try8/JpGRhI7z69a+Sgq18WFBTq7BedOnUi5nRMjesbUlxUxN9//41arebUyVNcuXKF31eswMrKij59+uDp5WUwHzs7O44cOYIMGdaNrMnLzSOwVStUqjLJ9m/duo3ePnwjfatt23Z16kFXO+hTezxmpKfr7Rf6xlxZWRne3j7k5eayISKCkpIShg0fjoODQ52ymnNM6srzwP79FBYWUlxcTPv27fH18zPqPF2kxkJz3+bExcWZ3H8nTpqEnb0d5eXlbP6vTzo5OdF/wADOnjlD5M5Iva95UmXTN2adXXS/Hle5cuUKZ8+cpaioEJlMRsvAQEJCQgzWl6F8jWkHXf0e0DsWra2tJa+7KzJSb19KSUmu1+uOvnbTRd9xxsa4EfW+MfXSpUv8tfZPvv5qEa+89BKlpaU19r/w7HPk5uYybMRwDv37L1998QUAHp6e9B8wgCupVxg0eDA/L11KQMsWOLu40CooiJTkFOIvxePn74e7uztpaekciTpSZwICaI9PTU1lzNixtG3XluFDhpCVlaUz506dO3HPvffSuk0bZjwwU3ICIpX7kajDhA8Kx8PTk4h167h//DgyMzOxsbUh6vAhTsfEMGHiRCZPmcKCp55m/7792piPPvQwVkorwsIH0qlTZ6ZNnkJOdnaNMoeGhnLs6FGcnBxJSUlhQFgYO7ZvRyFXoFAqcHZ2Jj09jabePjo/zakey9fPDz9/P+IvxZOSnEKroCCD8XJyc3BycmLnzp34+PhgZWXFzh3b6dK1K1v+3ox/QAApyckGr6OvvLroa0d99WNKfwoNDWXJjz+ybctWhg4bxqAhg3n7jTc4euQIffr25asvvqDNPW1QKBV4eHiwds0aevfpXadedfVLqX7h4elR4/qGVFRUMGXSZAICApgwcSKOTo6Ul6uYNHkyA8LCmDZlClevXjWYT9X+ixcvcv+4cfTs1Ysd27frbf9mvs319uEb6Vv3tmtrVDtI0TUeDfULfX3w8KHD5OXlkZ+fz6jRoxkYHs4D06Zr+2dDjcnasZKTk3nysccZNHgwgwYNYub0GWRkZBg8T4rUWOjUuXO9+m9+ft5/9fgQvn5+jBk7ltMxp/ljxe+4ubvr7S/6yqZvzBoSe/YsV66kMnLUKIYOHcYH777H4UOHDNaXvnyNbQdd/d7QWNR3XUN9qb6vO/raTRd9xxkb40bUexLi4+NDz1496dGzBy1btqyx7/ixY+zds4ex998HwBNPP8W8+fO1+/Py8mjbvh0ACoUchfx6GgqFXPtVT9y5OFKSk5ErpNNUKOTI/vvU2snZmbKyMoqKinQeK5fLkctlyOUyFAoFKpWK83Fx2n+lpaV6c582YwbNmjdHLpcjk8tRKpXMe2g+LQMDaeLmRnNfXwA8vbyYMXMGX37+OQD/HjzI6ZgYBg4KB8CrqRdBwUEs+2VZjTKr1Wo2bdxIp86defHllwGYM3cuK//4Q1uG1JRUBoRJz0ar15+un/XFCwkJYdqMGbRs2ZId27ejVCqRyxUUFxVx9uxZunTtyrQZMwxex1B5pfKWakd99QPG9afi4mI++XghM2c9AFTe3zR67Fg++XghAHKFHLlCUfl/ubzO1436+qVUv3Bxda1TT/pUvjNKoEPHjgD4+/vj6+uHXC6nSZMmeHk15fflyw3mU3t/UHAQjz72KCDd/u7u7nr7cO2Yun7W17eMbYfa9I1Hff1CXx9MSU5mV2Qk4YMGAeDq6krrNm34/rvrfy3XEGOydixvb2/+WL0KAFs7Ozw9PYk5FW1UDlKkxkJ9++/hQ4dIiE+gXbvKmN17dOeXn3822F8MlU3fmNWnffsOTJ02rfI8pYKwgQP58YcfDNaXvnyNbQdjfq5dt4bqyVBfMne71abvOGNj3Kh6T0IaNWqEp5cXHTt14pXXXsXO7vq7gBPHjxPQogWy/36reHt74+l1/SuShPh42rZtpzd+Tk4OCQnxtOtQ9xOQ2hLiE4hYv55nnnqa9z74gGbNmhlVhuysLL74/HPtv6tXr+rN3c3NrU4MR0dHrK2t62wPbNWK2LNnATgdE0Oz5jVzatasGTEx1zt6fHw8Lz7/PJOnTKlxXP+wAaSmphIbG0teXh7BIcHa3KQkxCewY/t2dmzfXudGJmPide3WjZjoaCJ37CQjPZ03X39D+0vDmOsYU16pvKXaUap+Ks/T358S4hP4fflyVCoV3t7X71uqnlNISCgHDxwgMzOT83HnJWPp6peG+kViQiIbIiJ449XXWL1qlWTsSxcv0SooSLJ9g0OCuXDhgsF8dPHw9ARM60/V+3CVG+lbxrRDbYZeS6T6hb4+mJ2dRUVFRY19fv7+RJ+qmYM5x6SuWHK5nOa+vuzbu489//xDQUE+ao3aqBykGBoLpvbfmOhoGtnYaNs8KyuL555/Xmfs6v3FUNmM+R2gi4urCwf2H+Ddt9/mjxW/k56eRmK1fmhKfVXla0w76Ov3VYwdi9Xrydi+1FDtpu84U9r+RpjlOSHOLi4oFApyc3MBsLW1o7hY96cRAGVlZZL3bQBUVKjZvm0bg4cMMer6/gH+jB4zhu9+/IGFH3/EwQMHjDrPw9OTRd98o/3XrFkzg7kbq7CwCGdnZwAcHBpTVFRcY39RYRGNGzfW/hwQEMDLr77K7Ace4HxcnHa7XC5n+owZ/LZsGfv37mP02LEGr+0f4E/4oEGEDxqEf4B/jX2G4mk0Gh5/9FFsbe0ICx+Ih6cnTz2zgLGjRtX5KFjqOsaUVypvqXaUqh8w3J/8A/wZPHQoarWa4pLreRUWFtK4ceV9Kt98t5jGjRtzOiZG2261mdovq/j5+zFq9Gief+lFXnvlFRITEnUe5+buRrbEV4kAWZlZuLu731A+pvSn6n24yo30LWPaoTZD41GqX+jrg40dHSkoyK+xLz8/D1s7W6Ni12dM6op17do1ZkydRlPvpvTt1w9n57pfR+jr97roGwv16S82trbI5XJtmw8aPFj76VJt1fuLobIZGrP69Ordi9fffJPJU6fg4+ODT7U3K6bUV1W+xrSDvn4PptVt9Xoypi81ZLvpO86Utr8R9ZqEaDSV/6orLirim0VfA9CjZ08uXLhIelqadv++vfs4e+YMBQUFlBTrfz7HqZMnGTlypMl52dra4ubmzoXzFwwfLEEqd2Oo1ddnz1GHDzF46FAABgwM40pqKgUFBdr9MTHRDBs+vMb5rq6uTJ8xg5eef6HG9gmTJrJ1yxbS0tN0zn5NpS/exg0bOHH8OA/MnqXd5uPjw/ARI41+ZoWx5ZUi1Y6168fY/gSV74LbtmtL9KlT13OKjmHY8GEANG7cmCFDh9K3Xz/cPdx1xqhvv6xSUFCAukKNSlWmc3/Pnr1Iz0iXfH5NXNw5BoSF3XA++tpfqg+bIzYYbofajBmPusaNvj44cGA4aVfSKK72te2Z02cYoaMuzTkma8faEBGBo6MjLVu2pKysjMzMTKPO08WYsVCf/tKrV2+SEhNr3Gd3/Ngx7f+l+otU2QzlWVFeweJvviE/P1/n/tUrV/LTf1+/AOz55586fUdffenK19h20MdQ3eobV4b6UkO0mzHHGRvjRinmz5//lre3t1EHq1QqVq9cxYaICHJzc9FoNBw8cJC1a9bwzptvcc+999KzVy+cnZ3x8PBg4UcfgwxOR8cQFBzEwo8+Yvfu3YSFh+Pl5cXuXbvYsD4CF1dXgoJacfnyZdavW4dCoaBL126oVCrWrl5D/MVLhISG4OVVc+Z8Pi6O9evWkZR0GblczqaNm7CytuKxx5/AyrrunzFVHZ+enkFwaEiNd5VVpHJ3dXUFKu/s3hARwcnjJwgOCdZ+17dt61ZOnTyFaxNXTh4/QUx0DK+8/hrW1tbY29vTMrAVf/y+Ajc3NzZt2oSnpxdTpk6tk9PA8HCW//YrMaei6d2nD0qlEhsbGxITEujarRt+/921rUv1WB07dSQnJ5c1q1aTnZVFSGgoTZo0AZCMt+XvzXz+yae89sYb2Ds4ELE+grNnzhASEsqIkSP45uuvSUpMpGnTpkTouY6vr69kefXlrasdExLiJetn+7Zt7PnnH4P9qerc0aNHs3TJElxdXTkdE0P0qWhefPmlGl+nJSYksnXzZo4dO0pwSGVZqvLT1y919Yvq5bJSWrF65SqGjxop+Y7GobEDzZo3Z+3q1Tg5ObF7924SExIIDAxkQ8QGmvs2Z+LkyQbzyc/L05bb18+XprXGt1T76+vDN9K3avdxY9rB0HjMvHZN77hxcnKS7IMOjR0IDAxkyU8/4ejkyKaNm7C3t2Pugw/qzNdcY7J2rK7duvHzkqUApKQkI5PJiI2NxdfPj+ysLIM5VPfqSy9JvrYqFHK2bN5scv+tqn8vLy8+++RTVCoVR6KO0LpNa5ycnfX2l9KSEn764cc6Zdu0YQMHDhyQHLMyuYwXnn2OgBYtCAwMrFOfRUXF7Ni+Ha+mXqxdsxZXV1fmzptnVJtJ5atWq3XmWrsddPX7rMxMg68N+upJ33is7+uOoXarPb6kjjM2xg2LiorSNJRyVbkm7coVjVqt1mg0Go1KpdLk5+c32PXMqXbuhjzz9NOa5b/9psnMzNTk5uZKHpeelqYpLy/XG0ulUmkKCgpqbFu9apWmoqLCqFyMIRUvOztb8pySkhJNUVGRSdcxprymqqqf+van7OxsTVFhoVlzMieVSqXJyszS/PrLL5oXnn1Ok5+fb/Z8dbW/sX24PrF1MaUdjBmPusaNRiPdB1UqlSY5OVlTWGA4B3OOyeqxsrOyNMXFxRqNprKMeXl5JuVQfV9DvraWl5drrl69WmObof6iq2zG5PnbsmWay5cv6z0mPT1dU1ZWpveY2vWlL19T2sFUxowrc7++V9HVbqYeZ2yM+jLLc0KkKJSKGjeRKZVK7d/i3+pq524MmUym/cREStUNgvoolUqUSiWxsbHIZXK8fbyx/e/7uRthTDyp+yGg8mZkUxlTXlNV1Q9Qr/6kr4y3AqVSWePPx801Zoxpf2P6cH1j12ZKOxgzHqv3i+qk+qBSqcTHyAcsmnNMVs+z+p+lKpQKvfdNSZWval9DvrYqFAqdXxXo6y9SZdOXZ1FhEV5eTQ3+cUHtZ1Lpoqu+pPI1pR3qQ9d1zf36rotUu5lynLEx6uuuXMDO3E6eOEFSYhInj5+QvOmwPg4eOMBzzzzD78tXMHSo7u/MLRlPaDgJ8QmcPHmShIQETp08ZfgEI+hr/xvtw3dL37pbymlIQ73mNbJpRFj4QLPFq9JQ+d7IdUVfqiSLiorSVD35Tbj1FBQUmPUdjrnjCbeXhmz/u6Vv3S3lFBqe6Evik5Bbnrk76N3e4e92Ddn+d0vfulvKKTQ80ZfEJEQQBEEQBAsRkxBBMIOiwiJ+Wfozqamplk5FEAThtiEmIbeh1195latXr1JeXs6zCxagUqkMnnM+Lo7HHn7E6AeO3Q7qUw/mVlhYyJuvvU6Prl05fz6Opk2bmiXurVA2QRCEhtagf6IrNIyzZ8/iYG+PUqmUXMegtlZBQXTr3p3TMTENm9xNVJ96MKeCggImjR9Pp06d+WtDBC1atDBbbEuXTRAE4WYQfx1zG8rJyeHAf0tmd+jU0eh3378tW0b0qWj+b+HHDZneTVPfejCXzz75hKHDhxMaGmr22JYumyAIws1g8ichJ44fr1xdr1EjkMkoLiqmVVArevTsCVQ+I3/b1q1YW1lTXFJMn759cXR05HxcHEeOHEGj0Wgfl56RkYFSoaRzl860DAyUPBcqH5e+d+9eSoqL8fD0JCU5BWdnZ/oP6M/Vq1e1sXv37o1GA/v370Mmk1E1wara36tXb+zs7dgdGUlZWRn33HsvBQWFnI+Lw97ejqKiYmxtbSkqKmLipElYN7Jm899/o1arcXJyov+A68ssS+XU3Lc5cXFxaDQaOnTsWOOXVPV60JVrq6Ago+pQVznata+7emNxURF//5f/qZOnuHLlCr+vWIGVlRV9+vTB08vLYFw7OzuOHDmCDBnWjazJy80jsFUrVKoyEhMScXRyZMyYseQX5LPl781UVJTTunUbDhw4gH+AP0VFRaSmpDB4yBBCW7e2SD1E7thJaWkppaWlDBgYhpOTU404Ve0UuTOS1JRkps+cqbc/lpWV4e3tQ15uLhsiIigpKWHY8OE4ODjcUFxDZbvn3nv5+qtFzJg5s8YDzQRBEG5HJt8T0r5DB65cucKgwYNxdXFlQ0SEdgIC8OhDD2OltCIsfCCdOnVm2uQp5GRn0yooiJTkFOIvxTNo8GAGDR7MmdOnycrKpOV/awRInQuVTz3sP2AAV1Irr/3z0qUEtGyBs4tLjdi+fn74+fsRfymelOQUWgUF1djv5++Hu7s7aWnpHIk6Qrv27TkSdZjwQeF4eHoSsW4d948fR2ZmJvn5eTz60EP4+vkxZuxYTsec5o8Vv2vLKpVTp86dtder/S7ZUK7G1qGuctRWUVHBlEmTCQgIYMLEiTg6OVJermLS5MkMCAtj2pQpXL161WDcqv0XL17k/nHj6NmrFzu2b2dAWBg7tm9HIVegUCpwdnYmPT2Npt4+NPNtTtThQ5yOiWHCxIlMnjKFBU89zf7/3t3fzHp44dnnyM3NZdiI4Rz691+++uKLOjmEhoZy7OhRnJwctasF6+uPhw8dJi8vj/z8fEaNHs3A8HAemDa9Tn6mxjVUttKSUnZF7uTq1asmjVtBEIRbUb1uTHV2dsHZxQW5Qo5CcT3EvwcPcjomRrvcr1dTL4KCg1j2yzIAFLWOV8gVyOUKo84FyMvLo237dtdjVXvMbZ3Yen6OOxdHSnIy8v9+njZjBs2aN0culyOTy1Eqlcx7aD4XL14kIT6Bdu0qr9m9R3d++fnnGnUhlVPt61enLzdT6rB2OWrbFRlJYkICHTp2BMDf3x9fXz/kcjlNmjTBy6spvy9fblTc6vuDgoN49LFHAZgzdy4r//hDe1xqSioDwgbg7u5OEzc37YJKnl5ezJg5gy8///ym1sPxY8fYu2cPY++/D4Annn6KefPn17mmWq1m08aNdOrcmRdfftng9VOSk9kVGUn4oEFA5cqdrdu04fvvvruhuIbKZmdvx18REQQFB+locUEQhNtLvSYhDo11P2DldEwMzZrXfOZ/s2bNiImJNhjTmHMT4uNp27adZIyE+AR2bN/Oju3bJW/my8nJISEhnnYdrr9j1vVcfEdHR2LPnqWRjY02ZlZWFs89/3yta1eSjHIAACAASURBVErnlJiQyIaICN549TVWr1plVK7G1qGuctR26eIlWgUFIZPJdO4PDgnmwoULJseF6+tx9A8bQGpqKrGxseTl5REcEix5vcBWrYg9e7bGtoauhxPHjxPQooU2J29v7zprkMTHx/Pi888zecoUo6+fnZ1FRUVFjf1+/v5En7qeX33imlI2QRCE253Jk5CM9HSaN/fVuc/BoTFFRcU1thUVFhm1GJAx55aVleHVVHoRK/8Af8IHDSJ80CD8A/zr7K+oULN92zbJpdRrs/lvUaGqmIMGD9a+gzUmJz9/P0aNHs3zL73Ia6+8UmPtAKlcjakHY8vh5u5GdlaW5P6szCzt/TmmxK1OLpczfcYMflu2jP179zF67FjJYwsLi+osWtbQ9WBra0dxcZHeMgQEBPDyq68y+4EHOB8XZ9T1Gzs6UlCQX2N/fn4etna2NxTXlLIJgiDc7kyehPz151906txJ574BA8O4kppKQUGBdltMTDTDhg83GFffuWfPnKGgoICS4hJT063h1MmTjBw50ujje/XqTVJiIlnVfpEfP3YMwKScCgoKUFeoUanKDB5rTB0aW46ePXuRnpFOSYnuHOPizjEgLMzkuLVNmDSRrVu2kJaeVudTJbVarf1/1OFDDB461KiY5qqHHj17cuHCRdLT0rTb9u3dV+c4V1dXps+YwUvPv2DU9QcODCftShrFRdcnOGdOn2FErXxMjWtM2c6ePVvnUxhBEITbkWL+/PlveXt7G3Xwtq1b+X7xYnyaNSMhIYF/Dxzk1KlTtGjZAj9/f+zt7WkZ2Io/fl+Bm5sbmzZtwtPTiylTp3I+Lo7169aRnp5Bh44dyczMZM2q1eQX5BMcHEzz5s0lz331pZfYvXs3YeHheHl5sXvXLjasj8DF1ZWgoFZcvnxZG7tjp47k5OSyZtVqsrOyCAkNJSszk/Xr1qFQKOjStRsqlYq1q9cQf/ESIaEheHl5kZGezoaICE4eP0FwSDDNfX1xdnbGy8uLzz75FJVKxZGoI7Ru0xonZ2e9OSkUcrZs3kxS0mWslFasXrmK4aNGMnjIkBr1oCtXX19fg3WorxzVOTR2oFnz5qxdvRonJyd2795NYkICgYGBbIjYQHPf5kycPNlg3Py8PG3Ovn6+NK3VX2xsbEhMSKBrt274+fnV6C+nTp7CtYkrJ4+fICY6hldefw1ra+ubVg/Ozs54eHiw8KOPQQano2MICg7C1dW1Rg7BoSEMDA9n+W+/EnMqmiFDhxIcEqrz+lV1GxgYyJKffsLRyZFNGzdhb2/H3AcfvKG4hspmb29P/9596NW7D94+xo1bQRCEW5VJzwmZNWMmTz+zgHvuvRelUklGejpRUVEs/WkJa/76s8axGenpNHFzQ6FQmJxU7XPLy8spKSmx2GI/FRUVZGdn13iXfzNyupE6rK68vJz8vHw2bdxA9KloXn/rTRRyObZ2dmbKFNasXs3948Yhr3az8LMLFtCpc2eGDhuGUqnU/hmqqcxRDxXlFVy7dhUPT0/Je1agsq5KS0uxt7c36vrl5eWkp6fj4uyCnb10fZoaV5+MjAw8PDxMOkcQBOFWZNJzQh6cP5/2HTpof/bw9GTEyJE4O9d9XkHVjYv1UftcpVJp0dUGFQpFna8ZbkZON1KH1SmVyhrPlDBX3rGxschlcrx9vLH97/6Z2mQyGa6urjd0HXPUg0KpqHNDqi5KpRKlsuaw0Hd9pVKJj4+P2ePqIyYggiDcKUy6J6R3n946t/fq3cssyQgNJyE+gZMnT5KQkMCpk6fMEvPggQM898wz/L58BUOHDqux7+SJEyQlJnHy+IkaN+QKgiAIQhXx2HbhhhQUFFj0UypBEATh9iVW0RVuiJiACIIgCPUlJiGCIAiCIFiEmIQIgiAIgmARYhIiCIIgCIJFiEmIIAiCIAgWISYhgiAIgiBYhJiECIIgCIJgEWISIgiCIAiCRYhJiCAIgiAIFiEmIYIgCIIgWISYhAiCIAiCYBFiEiIIgiAIgkWISYggCIIgCBYhJiGCIAiCIFiEmIQIgiAIgmARYhJiBhqNhuTkZDLS02tsizsXR3x8vAUzEwRBEIRbl5iEmMHK3/+gf+8+PDBjJgAZGRmMHjGSUSOGM2hAGLNnPkBFRYWFsxQEQRCEW4ti/vz5b3l7ext9wrtvv01Gejpt7rnHqO2G9ulyPi6OH777jvXr1hF7NpZu3btzOSmJ35b9SkVFOd98tYirV69y7733ArD8119Z+ccf7IqMpKKigpYtW7J+3TriL17i9xXLadKkCV9/tQgnJyeamlBWY2RnZfPI/PkEh4SgUqmYPmMGdnZ2WDey5tPPP6dNmzYs/uYbBgwMw8vLy6zXFgRBEITbmcmfhDzz3HNs37aND957H7VabXC7oX21FRUWMeH+caRdSaN3nz7Y29sBkJqaypdffM7LL7yIvYM9b73+Bn+uXQtA3Lk42rZth6trEx6Z/xBnTp9m+9ZtfPj++5w9c5ZZM2aSkZHBpws/kbzuxQsXeOuNN2v8OxJ1xGB9/O+DD+jQsSPDhg/XbpPJZIyfMAFbW1saOzoC4ODgYDCWIAiCINxNTJ6E2Nvbs/iHH1Ao5Dw8bx6FhYV6txvaV1uZqoyysjLS0q5gY2PD9JkztfsqyitY9O03vPbGG3Tu0oU9u/8B4KVXXsbTy5Pmvs1RKBRcuHABgHETxtOjZw+69+jBiFEjyc3NlbyutbU17u7uNf7Z2trorYujR46wZfNm3n7vXZ37iwqL+PC99wgbGEbLli31xhIEQRCEu0297gmRy+W4ublRVFSMqqzM4HZD+6pzdnbm1xXL8fD05LkFzzBoQBjXrl3T7vf87ysNOzs7yivKSUlJoX+fviz96ScunK+cfGjUGgAa2VROIho1alR5skYjeV2FUomjo2ONf9bW1nrr4cvPP6eJmxuff/IpmzZuID0tjXfffhuAkpISHp4/n0aNGrHws8/0xhEEQRCEu5HS1BPKysp49eWXUSqU/PzrMpRKpd7thvbVVlxcTHNfX75ctIjDhw4xddJk4s6dQ6FQAKCuqCA+Pp7Dhw6x4NlnOXI4iszMTBZ+9hnnYs+x9KefTC0SAPl5+USfOlVjW6ugVrTSc87A8EGkpKQAYGNjg1yhwNnZhZKSEubPfZCLFy/yfx9/xKWLF/H08qJp06b1yk0QBEEQ7kQmT0I+fP99goNDeHD+PKO2G9pXW0Z6BoMHDqSxoyMlxcUMHBRO5y5dOH7sGAB9e/dGhoxRY0YzfeYMMq9dw8PTk949etC6dWt8mjUztUgABIcE89EnC006Z+asB7T/X/ztt+Tk5PLEU0+yKzKSA/v3AzDrv7+YeeiRh3n+xRfrlZsgCIIg3IlkUVFRms6dOxt9glqtRi6v+y2O1HZD+3QpKSkhNycHewcH7Q2dh/79l2mTp7Atcid+vn4olArt8RXlFWTnZOPm5mb0NQRBEARBsCyTPwmRmkzom2SYMgGByq82bCT+nLVx48Y1JiAACqVCTEAEQRAE4TZz2zysrG27dmzduQNXV1dLpyIIgiAIghmY/EmIpdja2oo/cxUEQRCEO8ht80mIIAiCIAh3FjEJEQRBEATBIm7ZScjlpCSee+YZJo4bzxfVHvb1w3ff8/6772l/zsnJITk5uca/zMxMzsWeY96cueTl5emMv+jLr5g6aXKDl8Mc176clERRYZFZrl07lqF6aihqtZp5c+Yyb85cnl2woEGvZcm2bmiXk5KYPmUq/Xr1vqnXnTppMuPGjCX6VHSdfbXHqCAIgpRbdhLy4vMvkJqSyhNPPUnXbt202xMTEzgXG6v9edGXX9K/d58a/156/gVycrLZFRlJaWmpzviOjo64u7s3eDlu9NqxsbEM6NuP5OTkG76urliG6qmhyGQyxtw3FkdHR/bv3deg17JkWze0r79ahLW1Nav/XHtzr/vttwSFhPDBe3UnG7XHqCAIgpRbchVdgPfeeYe5Dz7IiJEjad68uXb7kagoSkpKGD5yBAB9+/XjyaefJvlyMo0dHfln/z5GjxlDSnIyf65ZS8dOHfnp+x9IT0+nbdu2qNVqFn70EYWFBTT1bkqXrl21sXWt3quP1Mq+Vdewtm7E94u/48TxY7Tv0AGFQqHz2rXjVOW6ft06Nq6P4MyZM5SpVBw/dhR3dw+auDUxOVepWCUlxTrrCSAjI4PF33zL1s2badSoEc19fSXjr1i+nPPnzxPaujUA+/ftJ2Lderp266ZzlWOZTEZQcDCXky5z7OhRHpw/v0a9fr948f+3d+ZhUZXtH//MDAMMIAgo4g6VgJiCmLmbomYu5Z67CWZpvSlmafWWWy7vW6YtrpWSW4aF2V5ampq/TNIyzURNRHEQZRtlHZiZ3x/oCDjnzJwRRd6ez3V5Xc5zznnu73PPfWYezjnzfIlq0watVstbS5fi5eVFQL16ijRJvddS+ZZDKt9V7e78zVdfk5R0gJZ29Fzjg/h4OnfpQtcHHpDVKqfTGa06nQ6TqZQvP/+C2McnVNBU+RwVCAQCKe44F91NGzcybvQYCgoKiF+7lnGjx7Bp40br9udmzODt5csc1rto/gLUGjWzX37F6orr5ubGn0ePsv6Dddb9pNx75ZBy9rWYLaxeuYpJEyfi6urKhnXrWRcfLxm7fD/ltWpdtGi1WgBctVrc3NxQq1VOaZXqSypPRUVFDB04iJycbBo0bEjMuMc4dPCgZP9XLl9h7qzZFBUVAbBk8WLOnT0L2HY5tpfX1StXUVRY1tf7771PcnKyYk2gLN9SyOW7qt2d31j8OvPnzrN7nlwjPz/vujeSjFY5nc5q1el0FBQUYKnkyaT0HBUIBP9c7jgX3Xbt2jE+NhYXFxc6de7E+NhY2pW7HaNWqxUtfrZs5QoWLFqEzsODlJTTqNVqpsTF0blL1wr7ybn3yiHl7AvwzNSp/PuVl5k6bRp16taVjF2+n/Ja+/bvx6gxowEYPXYsU+LiuKdZM6e0SvUllae9e/aQkZHBvfe2xNfXl7oBddn5w07J/oc+Oozi4mK+37GDlJQUDv/+OyNGjQSkXY6VolST0nxLYS/fVenuvGLVajZvSbBb4xfSLzAxdgK5uQa6R3d3SKtcrTqjNapNGxo3acKo4cM5euT6syFKz1GBQPDP5Y5z0b2nWTOie0Sj1mgIC2tOdI/oCl+WSrnmuuui0VjddW1hz73XkRjXnH2vUadu2Squj8WMZ+iwYXeEVkdjZ2VmoVarOX78OMeOHaNnrwdp2aql5PH+/v70fLAX27Z+yratW2kWEkLrqChZl2OlKNVkj6rMd1W5O4eEhhARGWlXu85Dx31t25KVlUlWVpbDWm3VqrNaDQYDZ1JSaN+hA75iEUGBQOAEiichRqOR56dP59TJU3ywYT21fX1l2+1tu91YLBaKi4utH8DFxcWYSk0V3HvXfBCPXq/nRHKyQ32Wd/a97762imPL4a7TAWUP+wGUlJQ4rdVWX1KEhoVSUlJCz149mTNvLjNmzqSLjSsK5RkxchQ/7d1L4iefMHxE2a9Ryrscd+na1XrpXi4X13SeOnWS+DVrKCwocEqTM/m2hSP5rlwDUuO2x38WLuTZqXF29/Px8eHJyZNo3jyc3377zWGttmrVWa3Jfx3Hw8ODqdOm0bBhQ4eOEQgEgvLccS66t5qjR44y6JFHrK9bhIYxJW4qAwYOsune6wiVnX2VxpZ7qLRp06Y80K0bT0+ajFarZclbbxIW1twprbb6ql27ts19W0dF8eTkSUyIiUHroqWktIT1GzfKau3UuRP1GzQg48IFBg4eBED7Du1tuhxL5WJKXBwtWrSgVUQrRj46nIiICIKDg53S5Ey+bSHl7FyeqnJ3TjqQRLpe77Dpo4uLS4WJlVIXapB+j+xhMptQa8RtF4FA4Dx3pItudWHLvVcOOWffqiY3JwfAehVJqVa5vuQoKSkhKzMLXz/fCg9AKsEZl2OLxUJ2djb+/v63RJNSpPJd1e7ORqMRk8mE7urVIHv866mn8PHxYcGiRbJa7dWqM1pXrVjBN19/w2dffuHwMQKBQFCeO9JFt7qQc++Vw5azb1VTecLgrFZbfcmh1WoJrO9cnGs443KsUqlsTkCqSpNS7OW7qtydXV1dFe0/dtw4Jk18gqRfDrB95w92tUrVqlKtE8bH8Mv+/fx38euK9AoEAkF5FF8JEVynsLAQvV5PUFAQGs2tnYQI7kzuhBowGo1czMigUbn1dCpT1Tr1ej2+vr4OX7ERCAQCW4hJiEAgEAgEgmqhZtwnEQgEAoFA8D+HmIQIBAKBQCCoFpyahGxNTGT1ylXW1waD4QYn2+zsbACysrKYN2eOZF8fJySw/J3bv8SzM3FvdkEwqX7s5ehWM2P6c0yMncCKZbfufaiu9/l2cunSJXKycyq0/f333zbNByufQwKBQPBPRPGvYwDS9emknTtnff3D99/zzVdfk5aWRmFhIc2aNaNN2/uYNHkyhYWFJP1yQLIvjYuL1dPkdqI07vnz53k8JpZvtn93U3Ft9WMvR7eaf896hf0//8yniVtvWYzqep9vF3+fOsXAhx+hT9++vPbGYoxGIxPGx6DVarlwIZ127dsze+5c6/6VzyGBQCD4J6LYRRfgfFoaGheN1ZW0eXg4jwwYgMVswd/fj8VLllgXc7p8+TJff/UVoWGhbNqwEVRYnU83bdhATk4OQcFB3HPPPdb+DQYDH324mW+/+Ybzaee5t6W0++6VK1fYsX07RUXFJHz0ESaT6Xr/GzfSqFEj4tes4URyMi1a3ItarbYZ98qVK3y/YweGXAObN27CbLHQpGlZPz/s+J7vvv2W3w4eotRk4tdffyUwMBBvHx9FWqX6QaWSzFFBfgEJH21m75691KlbB187P6/9+f/+jwvp6dYVLI8fP84fvx8m+K67rKuZ/rJ/f5m9fUAAUPaTzowLGfxx+DD9H3nYmo8vPv+c8BYtAPju22/R6XR4e3sr1qQ033LYyrdcDdgac9KBJDIzM0nYvJmgoGDWrllDgwYN8PHxAco8av44fJjQ0FC7eqBsTZOnJ08mumdPiouK6NX7QTQaDfe3a8fYx8YxeMgQpvzrGWJiJ6B1LZuIVT6HBAKB4J+IU7djBg0ZzOSnn3Z4/3Nnz7L+g3VEtI7kuWnPcvHiRQCaNG1KibHkhr/AJ8ZOQKt1IbpHD7trFxgMBubOns3qlSsJCQ3hpZkv8NexYwAsf2cZcc9MISgomB3bd5CQ8JFkXIPBwOyXX2Hzpk1EtI5kxvTpXMzIAMo8YBo2aoRWqyWoaRBBTYOsS4sr0SrXj60cmc1mxo0Zg7tOR/PwcCaMj0Gv18vGsFgsLJw/3/p6xbJl5OXnAZB65gwRka0JCQnl8ZjYG24dVM7rurXx1tefJm7lTMoZpzQpzbcctvItVwO2xrx3zx4WzHuV3NxcHo+JASB+7VprjC0JCax9/327Wq6xcf0GWkVEEhEZUaG90dWVRy2WsvU/rk1AQPk5JBAIBP+LOHU7Rim+fn688eZSNBoNHyckkHL6NAEBAXTp2hW1WsOfR49W2N9kMpGZmUmv3r0JuPrXuhyenl68vXwZGo2GE8nJ7N69m+bh4ZhNJubNn09QcBB1A+qScfVLTiqut48Pi5cuQa1Wl+lMSSGgXj0iIiPxr1OHjes38FDfPk5rleonLS3NZo5Sz6Ti4qKhdVQUAG3btmXXzp2MHjNGMkaHjh3JzTVw8sQJ6gUG8uuBJF5/o8x+ffTYsaSeSSU3N4fA+oGkpJzG16+N3fyW5+CvBxVrUppvOaTyLVUDtsYMMGDgANx1OlxctHTs1InNH26y9rX0rbcwmRzzmElPT+fjLVvYkvgJ3+/YYXOfV+fNY3xszP/07SiBQCBwhtsyCfH08LAukKRWayi1YyL23to1rIuPZ/TwEbSKjOC1xYtlF1iq5eVl3e7ursNYzqX32heVI5e9PT08rKu7OqLTGa1ysSvnKD/fwKVLl9iwbj0AHp6eNGkif8tCpVIx7NFhbE1MpFHjxjzUtw9ubm4UFRUxdtRogoODCaxfn5ycXMxOuNnm5GQr1iRFVeUbbNeA3Ji9vGpRaiqlVq2rS7CXS4WLiwsuLo6dGv9duIjQsFC2JiZy5I8jnD59mq++/JJ+/fsDsGjBQooKC5kSZ9+UTiAQCP5p3JZJiFL8/PyYNn06U6dNI/qBbqSmpnLXXXfZPc5sNrPvp71MeuqpKtfk5elJTnY2plJThWWvlWqV6scWzUJCUKlUvPDSi7hftVR3hKHDhvHokKHUCwxk7vxXgTIzN7PJxGtvLCY3N5ft38k/YOvl6UlObg4Wi4WLGRkcOXLkpjRVFbbyXX6p8/I1oHTM19i7Zw+5ubk8XM78Too+/fpyMeMiplITFrMZi8VCaWmZa+9/Fi4kOzvLerVHIBAIBBWptklIQX4Bo0aMID8vj6ysLAY+/AgzX3yB+9u1o99DfQgMrEdeXj5RUVEEBQXJ9nXy5ElGDBtGcXEx3aOj6dCxo+K4je38NV/b15fonj3o27s3fv5+PD9zJhGRkYq12upH6hZEcHAwQ4YOpX+fPgQH30Ve3hXmL1rE3XffLRsjoF49QsJCybqUSVhYGABhzcMoKCxk9IiRAHh7e8vmo0PHjrRqFcEj/frj5eVFSEiIU5qczbctTCaTzXzr9XqbNZCXl2dzzPb4eMsW0s6dc2gS0vuhh6z///KLLzCbzQwYOJC/jh3j/Xffw9/fn07tylx7n3xqMjGxsYrHLRAIBP+r3JHLtpvNZi4bDLi5u9v1pkhLS2PyxCfYsjURd3d3VCrVLdVmNBoxlZai8/BQrFWuHzksFgsGg4FaXjdvlJefn4+np6fD++fl5eHp6XlDXqtSkxJs5dteDSgds6nUhNliFs9wCAQCwS3mjrwdo1arFTm9ArfNSMvV1RXKXf53RqutfuRQqVTUrl1bcQxbKPkyBirY1penKjUpQS7fUjWgdMwaFw0ahCGhQCAQ3GruyCshSjAajfx96hTNw8OrW4qgmhA1IBAIBDWTGv+0nKurq/jy+YcjakAgEAhqJjV+EiIQCAQCgaBmIiYhAoFAIBAIqoU7dhJy7uxZnnv2WR4dMpS3li61tr+3+l0WvHp9WfLc3NwbHHyzsrJIPp7MxNgJXL582Wb/y95+h1HDR9zycVRF7HNnz1KQX3BTMc1mMxNjJzAxdgLTp01zWFNVxHZGz62kKmPbq7OaxLmzZxkzchQPdOrsUPutZNTwEQwZMJAjfxxRtK3y54NAILizuWMnITOfn4H+vJ5npk7h/nbtrO2pqWdIPn7c+nrZ22/TrXOXCv9eeH4Gubk57Nq5k+LiYpv9e3t7U7du3Vs+jpuNffz4cbp3fcCmHbwSVCoVAwYNxNvbm317f3JIU1XFdkbPraQqY9urs5rE8neW4erqysdbEx1qv6VaVq4kJCysgg+SI9sqfz4IBII7G8U/0X117lzCwsIYNny4Q+32tknx17FjzHzxRbp07Vqh3dvbu8KiUy/PmsXLs2YxY/pzpKWl8eFVk7pf9u8H4NDBg/y4cxf3tmrJ6DFjMJvNvPH66wCEhlV0ST154gSJn3xCVlYWjRs3YUrcVFmN586e5fPPPieqTRSfb/uMVpERjBw1yhqjW/dovvziC2rX9mHSU0/h5uZmM3blfq5p/WzbNn7e939AmcGan58vAwYOIiQ0RLFWlUpF/4cf5kL6Bfb9dP2LVyofcrEvXrzIhnXruWww0LvPQ3Ts1ElyzDqdjk0bNnDs2DFUKhUPdOtGrwcflNRjD5PJxGfbtnH498O4u7vzxKQnKcjP56PNm/nXlCnodDreWrqUHj17Et6ihaQmW7E/3LQJd3d3Bg8ZAsC+n/bx26FD/GvKM3Z1HT1yhB937iIsvLlsDUjlQ2ps/v7+NvMN8vX6zVdfk5Obw6jRox3ObVpaGg9063bD4nm22m3FljofAJtj/mzbNly1riQlHWDwkCF8nLCFAYMGEtWmDb5+vnTr3o35e/bcoFNuW+XPB4FAcGej+ErIs889x47t21k4fwFms9luu71tldm0cSPjRo+hoKCA+LVrGTd6DJs2brRuf27GDN5evsxhvYvmL0CtUTP75Vf4NelXANzc3Pjz6FHWf7DOul9BfgHDBg/hQvoFOnfpgqen/UXE9Ho9b7/1Ji/OmImnlydzXpnF1sRELGYLq1euYtLEibi6urJh3XrWxcdLxi7fT3mtWhetdcEsV60WNzc31GqVU1rlsKVJKnZRURFDBw4iJyebBg0bEjPuMQ4dPCg75hPJJ2jVKgI/P38mP/Ekx/7802mtU595hgXzXkWjUXMxI4PsrCz0ej2rV66iqLAIgPffe5/k5GRZTba4cvkKc2fNpqiorJ8lixdz7uxZh3TNnT0HravWoRqQyoetsUnl214NvLH4debPnWf3fCtPfn4ebm5udtulYkudD1Jj3vHddhYtWMBfx/5i/NhxXLx4kSWL37DG0el0FBQUYLHc6HEktU3p54NAIKheFE9CPD09WfXee2g0aiZNnEh+fr5su71tlWnXrh3jY2NxcXGhU+dOjI+NpV252zFqtVqRD8eylStYsGgROg8PUlJOo1armRIXR+cuFa+wGEuMGI1GLlxIx93dnTHjxjnUv6nUxLKVK3h51izua9uWPT/utm57ZupU/v3Ky0ydNo06detKxi7fT3mtffv3Y9SYsr9kR48dy5S4OO5p1sxprbaQ0iQVe++ePWRkZHDvvS3x9fWlbkBddv6wU3LMAC+89CL1AuvRuEljNBoNp06dckpr6plUvv36Gxa99l9mzZnD0rffotnV5eTlsKXJFkMfLVv2/fsdO0hJSeHw778zYtRIh7QtW7HcoRoA2/mQGptUvu3VwIpVq9m8JcGhc+VC+gUmxk4gN9dA9+judtvld/UGgAAADshJREFUYkudD1I1MGTYUDp07ED7Dh3o93B/DAaDta+oNm1o3KQJo4YP5+iRis9/SG1T+vkgEAiqF6fOVrVaTZ06dSgoKKSknGOtVLu9beW5p1kzontEo9ZoCAtrTnSPaO5p1swZmQDUCwwEwEWjwSLjGlu7dm02fLiJgHr1eG7as/TqHk1mZqaiGB4eHpSaSq3tderWAeCxmPEMHTbsjtB6s2RlZqFWqzl+/DjHjh2jZ68HadmqpXV75TGfP3+ebl26Er9mDadOln3xyI1NjkuXLgFQv34DRcc5+j74+/vT88FebNv6Kdu2biUkNITWUVEOxXC0BqTyITU2qXzbq4GQ0BAiIiMd0q7z0HFf27ZkZWWSlZVlt91e7Mq5kKsBt6smiNYrLeWubBgMBs6kpNC+Qwd8/fwqaJbbJhAIag6KJyFGo5Hnp0/n1MlTfLBhvXUJbal2e9tuNxaLheLiYusXRXFxMaZSE4WFhTRu0oS3ly1jzQfx6PV6TiQnO9Sn2WQiJSWFA7/8wn33tVUcWw73q0uRp6aeAaCkpMQprVKx5TTZih0aFkpJSQk9e/Vkzry5zJg5ky42ruxc49cDSWRlZbF46VK6dO1qvXzuTC7uuedu3N3deXf1Ki6kX+DUyZPkZOdYdZ46dZL4NWsoLJD/NY9c7BEjR/HT3r0kfvIJw0c4dhUEHK8BqXxIjU0q3/Zq4D8LF/Ls1DiHtPv4+PDk5Ek0bx7Ob7/9ZrfdXuzKuZAasz2S/zqOh4cHU6dNo2HDhg5vEwgENQfFD6YuWrCA0NAwHn9iokPt9rbdbo4eOcqgcu6oLULDmBI3lQEDB/Fgjx7U8vamqLCQHr16cl9b6S+T8nTt3BkVKh4e8Ahjxo1VHLtd+/aSxzRt2pQHunXj6UmT0Wq1LHnrTcLCmivWKhW7e3QPm+1T4uJsxu790EM8OXkSE2Ji0LpoKSktYf3GjZJfvO07tCegXj06d+hAeHg4DRs1ktUzJU76i7O2ry//Xfw682bPoXOHDri5ufHx1kRatGhBq4hWjHx0OBEREQQHBzuViylxcXTq3In6DRqQmZnJwMGDZPuBsluNXl5eDteAVD6kxtY6KspmvgMD68vWQNKBJNL1esxms8O3J1xcXGxOBCu3X8y4aDP2b4cOATeeD1mZmTbHbA+T2YRaY1u73DaBQFCDSEpKsijBZDIpare37U6isLDQciE93XLlyhWH9t//88+Wu5sGWf7++29LaUnpLdWWk51tycnOtr5WqrUqY1ssFovRaLSk69MtRUVFdo8vLSm1XLp0qUo1GQwGS0lJifW12Wy2ZGZm3nS/mZmZlg5t77f8Z+FCh48xm82W3Nxch2vAXj4qj81isZ1vuRooLi62FBQUODiCMp6ePNny0gsvONRuK7bc+eBMDaxcvtzySL/+ircJBIKag+IrIVJ/Vcn9tVVTHhRzd3fH/er9bCXUqnXr7ewr38JyVmtVxAbQarUE1ncsvsZFQ506dapUU+WfYapUKvz9/W+qz1de+jdffvEFLVu1Iu7ZZx0+TqVS4ePj4/D+9vJh6yemtvItVwOuDjo0l2fsuHFMmvgESb8cYPvOH2Tb5WLbOh+U1sCE8TH8sn8//138uqJtAoGgZlHjXXSrk8LCQvR6PUFBQWg0wvq9pvPXsWOgUhEWFoZKpapuOdWC0WjkYkYGjRo3dqi9PFV5Puj1enx9fdFdfd7H0W0CgaBmISYhAoFAIBAIqoWacZ9EIBAIBALB/xxiEiIQCAQCgaBacGoSsjUxkdUrV1lfGwyGG5xss7OzAcjKymLenDmSfX2ckMDyd27/MsvOxK2KBcFmTH+OibETWLHsxthSmm71QmRymmpCXHs1VpPIzs7mqScnMfmJJ29r3DmzZhMz7jHOpqbesK3y+S4QCARVhVOTkHR9OmdSUqyvf/j+e+bOms3E2AmMGTmKubNmsyUhASh7WC3plwOSfWlcXKweJbcTpXHPnz/P2FGOm4FJ8e9ZrzD00WH8cfgPhzRVVVxnNdWEuPZqrCaxcf0GWrZqycp3V9/WuHPmzWXg4EGsWLb8hm2Vz3eBQCCoKhT/RBegQYMGqNXXfz0weMgQBg8ZwoZ160lNPcPLs2ZV2F+lVnPo4EF2fv8DHTt3srqAbtqwgSt5eTcsLmUwGPg0cSsXLqQTHHwXw0eOkNRy5coVdv/4I02aNOXHXbu4r+191/vfuJE+ffvy0Ycf4uPjw4iRo9C4aGzGvXLlCnt27yYgoB67d+2ifceOdO7SGYAfdnzPwYO/kpOdzaqVKwHo378/jRo3VqQVylah9PKqdUO7LU1ycQvyC9ia+AkGw2X69OvLXXfddb0viXH/tHcvSQcOoFKpeLB3b8JbtJDVJMee3bv57dAhvL29GTFqFKWlpXz37bfWZdG/+/Zb7m3ZkoYNG0rqkYq7/+efUavV3H/VMyj5eDLn09KI7tlDUo9Krebw4cPs3vWjQzUglQtbY9PpdLL5lquBvXv2kJuby8PlFkeTI/PSJbpFR1dos9W/XN3bGlvSgSRc3Vz5cedOho8YyZaEBAYNHkTjJk2scZo3D+ezT7fdoKny+S4QCARVhVNXQgYNGczkp592eP9zZ8+y/oN1RLSO5Llpz3Lx4kUAmjRtSomxhE8Tt1bYf2LsBLRaF6J79LC7toDBYGDu7NmsXrmSkNAQXpr5QtlPLYHl7ywj7pkpBAUFs2P7DhISPpKMazAYmP3yK2zetImI1pHMmD6dixkZQJn/R8NGjdBqtQQ1DSKoaZB1qXAlWuWwpUkqrtlsZtyYMbjrdDQPD2fC+Bj0er31OKlxp545Q0Rka0JCQnk8Jpac7ByntC5Z/AZr33+f8BYtcNfpKC4uxmAwsG7tdYfaTxO3cibljKweOV6dO8/6/9UrV3L58mXZ/c+npfHuylUO14BULmyNzV6+5WpgS0ICa99/3+54r2E0Gm9Y48NW/3J1b2tse/fsYcG8V8nNzeXxmBgA4teurRBH66q1OgiXR+n5LhAIBI7i1JUQpfj6+fHGm0vRaDR8nJBAyunTBAQE0KVrV9RqDX8ePVphf5PJRGZmJr169yYgIMBu/56eXry9fBkajYYTycns3r2b5uHhmE0m5s2fT1BwEHUD6pJxdVIhFdfbx4fFS5egVqvLdKakEFCvHhGRkfjXqcPG9Rt4qG+fm9IqhS1NUnGTDiTh4qKxmqu1bduWXTt3MnrMGADJcY8eO5bUM6nk5uYQWD+QlJTT+Pq1UaSztLSUdfHx7PtlP15eXtb2vLw8yWOk9EjRvkMHCgsLOPbnnwQHB7P/559Z8J9FssfU8vZWVAO2clHLO8Lm2OzlW64Glr71FiaTvCcOwOXLl3n7zTfJyMigTZuKpnlS/UvVva2xAQwYOAB3nQ4XFy0dO3Vi84ebKsRp2rQpPj4+vDjzBZ7+19Oya4IIBAJBVXBbJiGeHh7WxYvUag2ldozK3lu7hnXx8YwePoJWkRG8tnix7OJHtby8rNvd3XUYy7n0XvvQbnv//Q7pvLa6qyM6ndFaFeTkZHPp0iU2rFsPgIenJ03KXVaHG8ddVFTE2FGjCQ4OJrB+fXJycjE74WabnZ1t9UtRgpL3AcqM5LYkbKF1VGu694i2uzBV+RpwdXOjtOS6k62juZAam718y9WAi4sLLi72TzM3NzfatW/Pvp/2kZ2TQ0MPD9n+K4/5Wt3Lvc9eXrUoNZVSq9bV8VV6+41GI3q9ngEDB+KtYAVYgUAgcJbbMglRip+fH9OmT2fqtGlEP9CN1NTUCvfgpTCbzez7aS+TnnqqyjV5eXqSk52NqdRUYUlqZ7XeTNxmISGoVCpeeOlF3K9aodvj6JGjmE0mXntjMbm5uWz/7jun9NStWxeAI38coWWrlkCZK62Xpyc5uTlYLBYuZmRw5MgRp/q/xpChQ+nXpw8pp/9WtIS6xWLh5337ZGtAKhdSY7OXb7kacPSZEDc3N3o9+CA/7tpF8l/HKzjD2uq//C2b8nV/M+9z2rlz+Pr63nC1TyAQCG4V1TYJKcgvYNSIEeTn5ZGVlcXAhx9h5osvcH+7dvR7qA+BgfXIy8snKiqKoKAg2b5OnjzJiGHDKC4upnt0NB06dlQct3GlKwmVqe3rS3TPHvTt3Rs/fz+enzmTiMhIRVqlYkdERNps79Cxo824UW3aMGToUPr36UNw8F3k5V1h/qJF3H333ZKxw5qHUVBYyOir9vTX/EmkNEnlUKVS8fqSJUyPi8Ondm2KCgtZ80E8AfXq0apVBI/064+XlxchISGy+bQX19fPl/vvv5/k5GTrbRApdDodxpISRgwbRklJKV26dpGtAalcSI0tODhYMt8mk0m2Bj7esoW0c+ccfjBVrVJjMl+/AifVv16vt1n3eXl5NsfmCGaz5R+7XL1AIKge7shl281mM5cNBtzc3e1ehk9LS2PyxCfYsjURd3f3W/4hajQaMZWWort6uVyJ1qqMC2V/pRsMBmp5OW6gl5+fj6enZ5VoKsgvwF3nXsGgMC8vD09Pz5t+HywWC4+NGcuQYUMZMHCgQ8cYjUa0Wq3DseVyYWtsUvmWqwFTqQmzxezwz8EXzl9A8+bNGTRksGz/9uremff5t0OHeG/1u6xYLdYEEQgEt4c78naMWq226dwqx+0ys3J1dYVyl8Kd0VoVcaHsL/fatWsr6qeqJiAAHp4eN7QpfVbEFls+SuDTrVu5+567HZ6AgHLnWLlc2BqbVL7lakDjokGD488I9X6oNzOff560tDSemTrFbv9Sda/0ff5w0yY2b9zEpKer/lamQCAQSHFHXglRgtFo5O9Tp2geHl7dUgRVxInkE7i6uhIUHFTdUqqF3Nxc9OfPV1i7pDJVXfenTp6ktq/vTf3MXCAQCJRS4ychAoFAIBAIaibCwE4gEAgEAkG1ICYhAoFAIBAIqgUxCREIBAKBQFAtiEmIQCAQCASCakFMQgQCgUAgEFQLYhIiEAgEAoGgWhCTEIFAIBAIBNWCmIQIBAKBQCCoFsQkRCAQCAQCQbUgJiECgUAgEAiqhf8Hgbug0/yopRwAAAAASUVORK5CYII=" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Питонические способы использования словарей**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Попытка обратиться к несуществующему ключу словаря приводит к ошибке\n", + "KeyError. у словарей имеется метод get() ,\n", + "который позволяет задать значение по умолчанию, возвращаемое в случае, если\n", + "ключ не существует в словаре." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I have 0 cats.\n" + ] + } + ], + "source": [ + "# Пример питонического кода.\n", + "number_of_pets: dict[str, int] = {\"dogs\": 2}\n", + "print(\"I have\", number_of_pets.get(\"cats\", 0), \"cats.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "задать значение по умолчанию, если ключ не\n", + "существует. Например, если словарь из number_of_pets не содержит ключа 'cats' ,\n", + "команда number_of_pets['cats'] += 10 приводит к ошибке KeyError" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Использование collections.defaultdict для значений по умолчанию**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Класс collections.defaultdict можно использовать для полного устранения\n", + "ошибок KeyError . Этот класс позволяет создать словарь по умолчанию; для этого\n", + "импортируйте модуль collections и вызовите метод collections.defaultdict() ,\n", + "передав ему тип данных, который должен использоваться для значения по умолча-\n", + "нию. Например, передавая int методу collections.defaultdict() , можно создать\n", + "объект, похожий на словарь, в котором 0 используется как значение по умолчанию\n", + "для несуществующих ключей." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "вы передаете функцию int() , а не вызываете ее, что позволяет\n", + "опустить круглые скобки после int в collections.defaultdict(int) . Также можно\n", + "передать список, который будет использоваться как пустой список, в значении по\n", + "умолчанию." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Если вам нужно значение по умолчанию для каждого возможного ключа, исполь-\n", + "зовать collections.defaultdict() намного проще, чем использовать обычный\n", + "словарь и многократно вызывать метод setdefault() ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**тернарный оператор Python**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Тернарный означает, что оператор получает три входных значения" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Тернарные операторы (в Python их официально называют условными выражени-\n", + "ями, или тернарными выражениями выбора) вычисляют выражение и выбирают\n", + "в качестве результата одно из двух значений в зависимости от условия. Обычно это\n", + "делается следующей питонической командой if - else" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "требуется проверить, содержит ли переменная одно из нескольких возможных значений\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Во всех языках программирования существуют собственные приемы и «передо-\n", + "вые» практики. В этой главе я рассказал о конкретных способах написания пито-\n", + "нического кода, которые создали программисты для оптимального использования\n", + "синтаксиса Python.\n", + "В основе питонического кода лежат 20 тезисов документа «Дзен Python», которые\n", + "отражают принципы написания кода на Python. Эти положения следует рассма-\n", + "тривать как субъективное мнение; они не являются абсолютно необходимыми для\n", + "написания программ на Python, но помнить о них безусловно стоит.\n", + "Значимые отступы Python (не путайте со значимыми пробелами!) вызывают\n", + "больше всего протестов со стороны начинающих программистов. И хотя почти во\n", + "всех языках программирования отступы используются для удобочитаемости кода,\n", + "Python требует, чтобы отступы заменяли более привычные фигурные скобки, при-\n", + "меняемые в других языках.134\n", + "Глава 6. Написание питонического кода\n", + "Модуль Python timeit позволяет быстро профилировать время выполнения кода;\n", + "это всегда лучше, чем просто предположить, что какой-то код работает быстрее.\n", + "И хотя многие программисты на Python используют конструкцию range(len())\n", + "для циклов for , функция enumerate() предоставляет более чистый синтаксис для\n", + "получения индекса и значения при переборе последовательности. Аналогичным\n", + "образом команда with предоставляет более чистый и надежный механизм работы\n", + "с файлами по сравнению с ручными вызовами open() и close() . Команда with\n", + "гарантирует, что метод close() будет вызван в любой ситуации, когда управление\n", + "выйдет за пределы блока команды with .\n", + "В Python предусмотрено несколько способов интерполяции строк. Изначально\n", + "спецификатор преобразования %s помечал позиции, в которых строки должны\n", + "вставляться в исходную строку. Современный подход для версии Python 3.6 основан\n", + "на использовании f-строк. У f-строк строковый литерал помечается префиксом f ,\n", + "а фигурные скобки отмечают, где в строке могут размещаться строки (или целые\n", + "выражения).\n", + "Синтаксис [:] для создания поверхностных копий списков выглядит немного\n", + "странно и не может однозначно считаться питоническим, но он стал популярен\n", + "в качестве способа быстрого создания поверхностных копий списков.\n", + "У словарей определены методы get() и setdefault() для выполнения операций\n", + "с несуществующими ключами. Также словарь collections.defaultdict использует\n", + "значение по умолчанию для несуществующих ключей. Так как в Python нет команды\n", + "switch , использование словаря позволяет компактно записать эквивалент switch\n", + "без нескольких команд if - elif - else ; при выборе между двумя значениями также\n", + "можно использовать тернарный оператор.\n", + "Цепочка операторов == позволяет проверить, что несколько переменных равны\n", + "друг другу, а оператор in — проверить, что переменная имеет одно из нескольких\n", + "возможных значений.\n", + "В этой главе были рассмотрены некоторые идиомы языка Python, а также даны\n", + "рекомендации относительно того, как писать более питонический код. В следующей\n", + "главе рассматри" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Язык Python и интерпретатор Python**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Когда мы говорим «Python запускает программу» или «Python выдает исклю-\n", + "чение», речь идет об интерпретаторе Python (Python interpreter) — программе,\n", + "которая читает текст и файла .py и выполняет содержащиеся в нем инструк-\n", + "ции. Если вы встречаете выражение «интерпретатор Python», то почти всегда\n", + "подразумевается CPython — интерпретатор Python. CPython является реализацией (implementation) языка Python (то есть\n", + "программой, написанной для выполнения спецификации), однако существуют\n", + "и другие. Хотя CPython написан на языке программирования C, реализация\n", + "Jython написана на Java для выполнения сценариев Python, совместимых\n", + "с программами Java. PyPy — JIT-компилятор (just-in-time compiler) для Python,\n", + "компилирующий программы непосредственно в процессе их выполнения, — на-\n", + "писан на Python.\n", + "Все эти реализации выполняют исходный код, написанный на языке программи-\n", + "рования Python; именно это мы имеем в виду, говоря: «Это программа Python»\n", + "или «Я изучаю Python»" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Сборка мусора**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " приказывать программе выделять, а затем освобождать память для структур данных по мере необходимости.\n", + "Ручное выделение памяти становилось источником многих ошибок, таких как\n", + "утечка памяти или\n", + "двойное освобождение." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для предотвращения этих ошибок в Python существует сборка мусора (garbage\n", + "collection) — механизм автоматического управления памятью, который отсле-\n", + "живает выделение и освобождение памяти, чтобы программисту не приходилось\n", + "заниматься этим самому.Сборщик\n", + "мусора Python освобождает локальные переменные при выходе из функции, чтобы\n", + "занимаемая ими память стала доступна для других данных. Сборка мусора суще-\n", + "ственно упрощает программирование и повышает его надежность" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Литерал** (literal) — текст в исходном коде программы, определяющий фиксиро-\n", + "ванное типизованное значение.Литерал можно рассматривать как значение, буквально определяемое в исходном138\n", + "Глава 7. Жаргон программистов\n", + "коде. Только встроенные типы данных могут иметь литеральные значения в ис-\n", + "ходном коде Python" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Дотошные читатели заметят, что некоторые из моих примеров не являются лите-\n", + "ралами в соответствии с официальной документацией языка Python. Формально\n", + "-5 не является литералом в Python, потому что язык определяет знак «минус» ( - )\n", + "как оператор, применяемый к литералу 5 . Кроме того, True , False и None счита-\n", + "ются ключевыми словами Python, а не литералами, тогда как [] и {} называются\n", + "индикаторами (displays) или атомами (atoms) в зависимости от того, какую часть\n", + "официальной документации вы просматриваете. Тем не менее литерал — распро-\n", + "страненный термин, который будет использоваться профессиональными разработ-\n", + "чиками во всех этих примерах." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Ключевые слова**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Объекты, значения, экземпляры и идентичность**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Объект (object) представляет некоторый фрагмент данных: число, текст или более\n", + "сложную структуру данных (такую как список или словарь). Все объекты могут\n", + "сохраняться в переменных, передаваться в аргументах при вызове функций и воз-\n", + "вращаться из вызовов функций.Каждый объект характеризуется значением, идентичностью и типом данных (value,\n", + "identity и data type)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Значение — данные, представляемые объектом" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Объект создается с идентичностью — уникальным целым числом, которое можно\n", + "просмотреть вызовом функции id() ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "тип данных и идентичность объекта не изменяются во время выполнения, значение объекта может измениться" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Идентификатор (identifier) не следует\n", + "путать с идентичностью (identity), потому что несколько идентификаторов могут\n", + "ссылаться на объект" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Идентичности обоих идентификаторов, spam и eggs , равны 33861824 , потому что\n", + "они относятся к одному объекту словаря. Теперь измените значение spam в инте-\n", + "рактивной оболочке:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "!оператор присваивания = всегда копирует ссылку, а не объ-\n", + "ект" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оператор is может использоваться для проверки тождественности, то есть того,\n", + "что два объекта имеют одинаковую идентичность. С другой стороны, оператор ==\n", + "проверяет только равенство значений двух объектов. Можно считать, что x is y\n", + "является сокращенной записью для id(x) == id(y) . Введите следующий фрагмент\n", + "в интерактивной оболочке, чтобы понять суть различий:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В Python объект, находящийся в объекте-контейнере (таком как список или сло-\n", + "варь), также называется элементом (item, element). Например, строки в списке\n", + "['dog', 'cat', 'moose'] являются объектами, но они также называются элементами." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Изменяемость и неизменяемость**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "!все объекты в Python характеризуются значением, типом\n", + "данных и идентичностью и из всех этих атрибутов изменяться может только значе-\n", + "ние." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "spam -Это два разных объекта, а вы только переключаете переменную spam так, чтобы она содержала ссылку не на объект 'hello' , а на объект 'bye'. Эти два объекта обладают разными идентичностями , потому\n", + "что это два разных объекта." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Если переменная изменяекмая, то ее значения могут изменяться на месте (in-place)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "! перезапись элементов кортежа невозможна" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Но если кортеж содержит изменяемый\n", + "объект и этот объект изменяет свое значение, то значение кортежа также изменится." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Dunder-ьетоды = магические методы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(Dunder — сокращение\n", + "от Double UNDERscore.) Dunder-методы, называемые также магическими, — это специальные методы\n", + "в Python, которые используются для перезагрузки операторов. Их имена начинают-\n", + "ся и заканчиваются двумя символами подчеркивания ( __ ). Самый известный специальный метод __init__() ини-\n", + "циализирует объекты." + ] + } + ], + "metadata": { + "colab": { + "provenance": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 0 } diff --git a/python/clean_code_conspect2.ipynb b/python/clean_code_conspect2.ipynb new file mode 100644 index 0000000..c937cc2 --- /dev/null +++ b/python/clean_code_conspect2.ipynb @@ -0,0 +1,2093 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"Module on conspect part 2 of the book CHISTYI COD.\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Модули и пакеты**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Модуль (module) представляет собой программу Python, которая может импорти-\n", + "роваться другими программами Python, чтобы те могли воспользоваться кодом\n", + "модуля. Модули, входящие в поставку Python, образуют стандартную библиотеку\n", + "Python.\n", + "Например программу spam.py , другие программы смогут использовать, если выполнить команду import spam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пакет (package) представляет собой набор модулей. Чтобы создать его, следует\n", + "разместить в папке файл с именем __init__.py . Пакеты могут содержать несколько модулей (то есть файлов .py ) или других\n", + "пакетов (других папок, содержащих файлы __init__.py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Вызываемые объекты и первоклассные объекты**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Любой объект, реализу-\n", + "ющий оператор вызова — круглые скобки () , называется вызываемым объектом\n", + "(callable)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Классы относятся к концепциям ООП. Класс является примером вызываемого объ-\n", + "екта, который не является функцией или методом." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В Python функции являются первоклассными объектами (first-class objects). Это\n", + "означает, что их можно сохранять в переменных, передавать в аргументах при\n", + "вызове функций, возвращать при вызове функций и делать все остальное, что\n", + "можно сделать с объектом. \n", + "Первоклассные функции чаще всего используются для передачи функций другим\n", + "функциям.\n", + "* Таким образом создаются псевдонимы (aliases) — другие имена для существующих\n", + "функций. Они часто используются в тех ситуациях, когда возникает необходимость\n", + "в переименовании функции." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Команды и выражения**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выражениями (expressions) называются инструкции, состоящие из операторов и зна-\n", + "чений, результатом вычисления которых является одно значение." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Практически все остальные инструкции в Python являются командами (statements). Некоторые команды могут вклю-\n", + "чать выражения." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция print() в Python 3 имеет возвращаемоеЧастые ошибки при использовании терминов\n", + "153\n", + "значение (которое всегда равно None ), может передаваться в аргументе другим\n", + "функциям и может присваиваться переменным." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Блок, секция и тело**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В официальной документации Python предпочтение отдается термину секция\n", + "(clause) вместо «блок» (https://docs.python.org/3/reference/compound_stmts.html).\n", + "Следующий код является секцией:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Это допустимый, хотя и не рекомендуемый синтаксис Python:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# if name == 'Zophie': print('Hello, kitty!')\n", + "# if name == 'Zophie': print('Hello, kitty!'); print('Do you want a treat?')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Однострочный синтаксис не может использоваться с другими командами, которым требуется новый блок" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Переменные и атрибуты**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Переменные (variables) — имена, ссылающиеся на объекты. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Атрибутом (attribute) называется «любое имя, следующее за точкой». Атрибуты связываются с объектами (имя перед точкой).\n", + "В других языках атрибуты называются полями (fields), свойствами (properties) или\n", + "компонентными переменными (member variables).\n", + "* sys.exit() функция exit() считается атрибутом объекта\n", + "модуля sys" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Функции и методы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Функция (function) — совокупность кода, выполняемого при вызове. \n", + "* Методом (method) называется функция (или вызываемый объект), связанная с классом. К функциям относятся встроенные функции, те связанные с модулем." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* len() — функция\n", + "* upper() — метод строк. Методы также считаются\n", + "атрибутами объектов, с которыми они связываются.\n", + "* Функция sqrt() связывается с именем math , но это модуль, а не класс.\n", + "Точка необязательно означает, что перед вами именно метод, а не функция." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Итерируемые объекты и итераторы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Итерируемые объекты (iterables) -используются в циклах for.\n", + "* range(3) - возвращает объект диапазона\n", + "* list('cat') - возвращает объект списка." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "итерируемые объекты:\n", + "* последовательностей (например, диапазоны, списки, кортежи и строки)\n", + "* объектов-контейнеров (словари, множества и объекты файлов)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Итератор способен перебрать все элементы итерируемого объекта только один раз,\n", + "так же, как можно только один раз.Если потребуется снова перебрать итерируемый объект, необходимо\n", + "снова вызвать iter() для создания другого итератора. итерируемые объекты передаются в аргументах функции iter() ,\n", + "тогда как объект, возвращаемый вызовами iter() , является итератором. Объек-\n", + "ты-итераторы передаются функции next() ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "При использовании цикла for итерируемые объекты передаются встроенной\n", + "функции iter() , которая возвращает объекты-итераторы (iterators). И если\n", + "итерируемый объект содержит элементы, итератор следит за тем, какой элемент\n", + "будет использован в цикле следующим. При каждой итерации цикла объект-\n", + "итератор передается встроенной функции next() для получения следующего\n", + "элемента в итерируемом объекте." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "если вызвать next() после того, как был возвращен последний\n", + "элемент в итерируемом объекте, Python выдает исключение StopIteration ❶ . Вме-\n", + "сто того чтобы аварийно завершать программы с сообщением об ошибке, циклы for\n", + "в Python перехватывают это исключение, чтобы знать, когда следует остановить\n", + "перебор." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Параметры и аргументы**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Параметры (parameters) — имена переменных, заключенные в круглые скобки\n", + "в команде def . Аргументами (arguments) называются значения, передаваемые при\n", + "вызове функции, которые затем присваиваются параметрам." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В команде def имена name и species — параметры ❶ . В вызове функции 'Zophie' и 'cat' — аргументы ❷ ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Явные и неявные преобразования типов**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Явные преобразования (int('42')) правильнее на-\n", + "зывать приведением типа (casting), хотя программисты все равно часто называют этот процесс преобразованием (converting) объекта." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python часто выполняет неявные преобразования типов (coercion) — например,\n", + "когда вычисление выражения 2 + 3.0 дает результат 5.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Свойства и атрибуты**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Во многих языках термины «свойство» (property) и «атрибут» (attribute) используются как синонимы, но в Python эти слова имеют разный смысл" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Байт-код и машинный код**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Исходный код компилируется в так называемый машинный код (machine code) —\n", + "инструкции, которые могут непосредственно выполняться процессором. Машинный код состоит из инструкций из встроенного набора команд (instruction\n", + "set) процессора. Откомпилированная программа, состоящая из машинного кода, называется двоичным файлом (binary). Для таких уважаемых языков, как C, существуют специальные программы — компиляторы; они преобразуют исходный\n", + "файл с кодом C в двоичные файлы почти для любых существующих процессором." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Вместо машинного кода, который выполняется не-\n", + "посредственно процессором, можно создать байт-код (bytecode). Байт-код, также\n", + "называемый портируемым (portable) кодом, или p-кодом, выполняется не напрямую\n", + "процессором, а специальной программой — интерпретатором." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Байт-код Python сохраняется в файлах .pyc , которые иногда встречаются среди\n", + "исходных файлов .py . Интерпретатор CPython, написанный на C, может компили-\n", + "ровать исходный код Python в байт-код Python, а затем выполнять эти инструкции." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Библиотеки, фреймворки, SDK, ядра и API**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Библиотека (library) — общий термин для подборки кодов, написанных третьей\n", + "стороной. Библиотека может содержать функции, классы или другие фрагменты\n", + "кода, предназначенные для использования разработчиками. Библиотека Python\n", + "может быть реализована в виде пакета, набора пакетов и даже отдельного модуля." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Стандартная библиотека (например,\n", + "стандартная библиотека Python) представляет собой программную библиотеку,\n", + "которая должна быть доступна для всех реализаций языка программирования." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Фреймворком (framework) называется подборка кода, работающая по принципу\n", + "инверсии управления; разработчик пишет функции, которые вызываются фрейм-\n", + "ворком по мере надобности (вместо вызова функций фреймворка из кода разработ-\n", + "чика). Инверсия управления часто описывается фразой «не звоните нам, мы сами\n", + "вам позвоним»." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ядро, или движок (engine), — крупная автономная система, которой могут управ-\n", + "лять внешние программы разработчика. Разработчики обычно вызывают функции\n", + "ядра для выполнения больших сложных задач. Примеры — игровые и физические\n", + "движки, рекомендательные системы, ядра баз данных, ядра для шахматной игры\n", + "и поисковые системы" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Интерфейс прикладного программирования, или API (Application Programming\n", + "Interface), — интерфейс для работы с библиотекой, SDK, фреймворком или ядром,\n", + "предназначенный для внешнего использования. API указывает, как вызывать\n", + "функции или обращаться с запросами к библиотеке для получения доступа к ее\n", + "ресурсам. Создатели библиотеки (обычно) публикуют документацию API. Многие\n", + "популярные социальные сети и веб-сайты предоставляют HTTP API, для того чтобы\n", + "их услугами могли пользоваться программы (а не только люди с веб-браузерами).\n", + "Используя такие API, можно писать программы, которые, например, автоматически\n", + "публикуют сообщения в Facebook или читают потоки сообщений Twitter." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Не копируйте изменяемые значения\n", + "без copy.copy() и copy.deepcopy()**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Одна из распространен-\n", + "ных ошибок: разработчик копирует одну переменную, ссылающуюся на изменяемый\n", + "объект, в другую переменную и думает, что копируется реальный объект. В Python\n", + "команды копирования никогда не копируют объекты; они копируют только ссылки на объект. обе переменные ссылаются на один и тот же объект списка." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Одно из возможных решений\n", + "этой проблемы заключается в копировании объекта списка (а не только ссылки)\n", + "функцией copy.copy()" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Хотя bacon и ham — два разных объекта списков, они ссылаются на одни и те же внутренние списки [1, 2] и [3, 4] , так что изменения в этих внутренних списках будут отражены\n", + "в обеих переменных, несмотря на использование copy.copy() . Проблема решается использованием функции copy.deepcopy() , которая копирует все объекты списков внутри копируемых объектов списков." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "И хотя функция copy.deepcopy() работает чуть медленнее copy.copy() , она без-\n", + "опаснее, если вы не знаете, содержит ли копируемый список другие списки (или\n", + "другие изменяемые объекты, такие как словари или множества). В общем слу-\n", + "чае я рекомендую всегда использовать функцию copy.deepcopy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**sort()**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Метод sort() исполь-\n", + "зует ASCII-алфавитную сортировку (обобщенный термин, означающий сортировку\n", + "по кодовым пунктам) вместо алфавитной сортировки." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Чтобы получить кодовый пункт символа, передайте этот символ функции ord() .\n", + "Также можно выполнить обратную операцию: передать кодовый пункт функции chr() , которая возвращает строковое представление символа." + ] + }, + { + "attachments": { + "image.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Если вы хотите выполнить сортировку по алфавиту, передайте метод str.lower\n", + "в параметре key . Список сортируется так, как если бы для значений вызывался\n", + "метод строк lower() :" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Обратите внимание: реальные строки в списке не преобразуются к нижнему регистру; они только сортируются так, как если бы они к нему были преобразованы" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Не рассчитывайте на идеальную точность чисел\n", + "с плавающей точкой**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Компьютеры позволяют хранить только цифры двоичной системы счисления,\n", + "то есть 1 и 0. Преобразование чисел идет в соответствии со стандартом IEEE 75. представление\n", + "чисел с плавающей точкой в стандарте IEEE 754 не всегда точно соответствует\n", + "исходному десятичному числу. Классический пример — число 0.1" + ] + }, + { + "attachments": { + "image.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "результат ошибки\n", + "округления, возникающей из-за особенностей компьютерного представления\n", + "и обработки чисел с плавающей точкой." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Стандарт IEEE 754 (по техническим причинам объяснение которых выходит за\n", + "рамки книги) также не позволяет представлять числовые значения, превышающие\n", + "2 53 . Например, числа 2 53 и 2 53 +1 в представлении с плавающей точкой округляются\n", + "до 9007199254740992.0 :" + ] + }, + { + "attachments": { + "image.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "если вам требуется абсолютная точность (допустим, для научных или финан-\n", + "совых вычислений), используйте встроенный модуль Python decimal , опублико-\n", + "ванный по адресу https://docs.python.org/3/library/decimal.html. И хотя объекты\n", + "Decimal работают медленнее, они обеспечивают более точную замену для значений\n", + "с плавающей точкой. Например, вызов decimal.Decimal('0.1') создает объект,\n", + "представляющий точное число 0.1 без погрешности, которая бы неизбежно при-\n", + "сутствовала в значении с плавающей точкой 0.1 ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "объекты Decimal имеют прогнозируемый, четко установленный уровень точности." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Вместо этого decimal.Decimal() следует передавать строковое пред-\n", + "ставление числа с плавающей точкой" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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6bvb1YbfbSUxMICwsjA0bN8zY946JjaWouJjLFy8hl8lITEyksKiQz33h86y/7dq4uDiKS0qAgFPhwMAApyoriYuPJy0tjbi4OBKTErne0oLb7ebmzZuUls4P/t7pdNJ24wanT52moKgQIGBt6eigu6uLRYsXIZPJgtcbjcZ7dkocHByk/2Y/RmMyEomEkJBQNJoQmq9dIzklhfj4eE5VVnKzr4/RkVEiowKrsWm0Wm2wTk6Hk7T0dABSU9NobGjA4XAgkUhIz8hAo9HQ1NREX28vqampwTJKS+djtU7Q1nojcJJBFElOTn7fz9DV1cXoyCiiIDA8NERkZCSRUZFIJJJgf4+KiiIuLo4bN1qpqa7G6XTi9XoDK/LEBFQqVbB/KVVK1BpNUP5Fx0TzV5/9DJ2dnbhcLkymcYSpa29/r+kZGZTOL2XFqpV0dXUhlUoZHBhAp9NRVFw8432lpKaSOtVvnU4n3d1dnD1zluorV+56vM7v99PR0RGUMwBx8fHsfOxx3nrzv2m93sryFSvu+F1bWxt+n4+//uxnefLJp1BrNAiCQPO1awwNDhEeEU5qWiod7R20trYCcKqigvyCfD7z+c+x8/HH2LxlCwD5+fk8/MgjhIWFzbhHZFQUH3/uOdRqNVu3bUet0eDxelm+YgUGoxGtVovf72dsbCwoo/9Y3JNCVavVrFi5grT0NFLTUoOd5v0iiiIej4fQUC0xMTEkJSXx1a9/HZVqWhmYSE/PYBZ9ikwuI0ynw2QyBU2ItxKm05GVlU1dbS0TExOz3j80NJQnnnoSl9uNx+OF25b8XR2daDQajFODyuf34xf8SKWBZpJKpSgUCnw+L4IgEBEZSUxMDMXFxdz/wAPBTtt/8yYFBQWzt4EgIvgFJNLf31sikeDz+t5HC95eGFy8cCGwsphSRDK5HJfLObPsKWER+ABCQkMxmUxUX74yo4P19vQik8kwGo2z3s7r8SC9ZWDKZFK8Hk/wf6lUSnh4OO1tbdRcmX02KJEE9t8FQUCv17N12zZ2vfoqLreb5OTkYFvfikwmC64OLWZzUBhM43Y5UalUxMTEkJiQwGc//7nAZEUCSpWK0NBQ1JrZ91xqqmswGo3ExsYEP3vo4R1YzGZqa2pQq1SzdUf8fiHQT6f7kEQSFHa3m5KkUilutxu5XI5EIkEikSCXy5FKpURERrB582Z+99ZbU5OVhOD3s7WDw+lArlAEy1EqlbMeh5ruixKJBI1aTXxCAuH6cK41NqJQKCgpKQlMrBoaWLhwIXKFfMZvQ7Va/D4fUsnv+z5TR+VuFc7T97j9s/di+mx0sKkkACJ+f2C8qdVqYmJiCAsLQ6FUolKpZm1Xn883o09KpRJ8Pj+iGJA3kZGR5OblUX/1Kg31DeTk5gavDdWGsnrNGl5/fTcjwyNkZ+fc03N4fV5EUSQqKorY2FgWLVrE2rVrkd3Sh6USKTKpFEEQcLvdSCQBn5T4uDjuf+ABcnNzkUgkuJxOdDrdjPLNJhOvvfIKgiCgUs98/tvfa1NDAy3NzZw4fhyZTIZSpQxeN9v7mh5n05apsDAtr736Kt3d3Xc+qAjdXd0olcqgbJwmNjaGnNwcjh09itPpvOOnFouZkNAQlEolPr8vuEJ1TDpQKBTIpDIQ4fNf/CKxU86tVquNqOjoWWXBbERGBybbSoUi6M8jCALf/fZ3aGu9gUYTglqtDozZPzLvq8Zer5fPf+YzNDY0oNFoWLV6zR1C7f2gUqlIS01lYsKCUqlCp9fT29OD0+Gkr7cPk8k8YwZ0K2q1moSEBMLDI+i/2Y9ryhYP4Ha7aW9rY0HZAoqKi/nB974/axkKhYL7Fi1i4cKFJCcbZwgtq9WKShXoMNMdNzIyEp1OR29vHz6fD5/Px43WVmJiY9Go1disNnR6PQqlkvGxMUZGRhgdGcVkMqEN085aB324niSjAZPJhM8XUKKDg4MUzyu55/a8ebOP9IyMGV7WxcVFuJyu4Ip0bGyM1NQ0tNrArE4qlRIfH8/ixUvYves1LBYLImC325FKpSQnJ99VqCxbsQKL2Yx9yjTT0dHBmnXrgt/L5XIyMjJYvmIF/+d//9OMdxQw2IDD6cRkMpGRkYlSqeSRRx+lquo8N65fn7F6uJ2e7h4sFgs2mw3NLatJgHmlpVjMFkCCTq9nYHAwKDSmrQfh4eF3TKCGBgcxJBtJSEiY8Xl1dTUXqi6wbft2IiOj7vgdQHJKMmq1BtP4OACTdjtKpQKDYfbJSE5uLqZxE329fcF7j46OIooij+zcydkzZxgZGSY+If6ubQBQXFLCQH8/ZpMZgObmZjy3TGpuRyaTEREZSUFhIQqlgsuXLgOQm5eHX/Bz8MABlq+cubJQKpUkJiZStnAhPT3dQGCSqA8PJy8/f9b7jI2OcfxYOa5ZhOpsJCQkoNPrGTeZEEURt8uF1+sjLT2Dy5cu8fbvfkdBYWFwv8tgMNy1PWx2e7C/Dw0NkZ2djVqjxu/309vTy4KyBbTdaEOukN8xUVm/fgMN9fWcOX2K/ILZn+1upEzJCpvNjk6vB4kEs8Uy1V8C/d1mt2Gz20lLT5/qp2ZcLjc6vZ7JycngnmJFRQVZt63yy8vLudl3M2AFEQOTjWluf6/nz53n9KlTeNxuDAbD+34PSqWSmJgYUtPS6OvpxWa13XGNzW5DrpAHZMMtSm5iYoLrLS08/cyzxMTE8Norr9zx27j4eAYHBjGZTLy+ezcOhwOZTEaSIQmVWkVhcRHrN25g5+OPkZSUFGjXlBQunK/CbrcjCAKTk5Pv61lm1HnCyvHycrZu30ZBQUFQ1r4bDoeDX/3nL/nhD14M9qd7RfbP//zP//xeF0mlUl555RXGx8aRy+UsKFuAVju7wgDo7Ojg0KFD2G22qX2LGpqvNZGbm0tJaSmNDY3U1FTT2dFJfEI8TqeDH7zwfbRaLfkFBTQ2NHDs2FH0ej3hej3nzp2jqbEJmVxGXV0dZQsXMmGZoKamhpTUFM6ePsP+fftYvHQJEiT8x89/jsfjobCo6I5VtEQiwePxUH2lmlMVFcTFx2Oz2bh44QJGo5G0tHSOHTtKfX09ZQsXMm9eKXv3vMPQ0BA3e3uJj48nKSkJY0oKr7z8GyxmM12dXSQZDFSdP89vf/MyC+9bSFxcHGdOn6auro4kgwGDwYBUKkUmk2EwGmlqbMIx6aD+aj0iIo89/jhmk4mTJ0/Sev06ERERNDU10dTUhEKhoKe7mzOnT5OXX4AuTMf58+fp6e7mvsWLQYQD+/djs9pYtHgRS5Yt5b9+9WtEEWpra9mwYQPpGRl0tLdz+NAh/D4fq9euwWw2s/edPSCK1NfXk5AQT2ZmFpUVFVy5Uk1JSQnxtygbnU5HeEQ4VefPM2GZoKuzi8987rPIpFJqa2sDDix6PZu3bKGuro6mhkYyMjPp6+ujsqICrVZL2402nC4nD+3YEdhnVylxTE5iTE4Omu16e3o4eOAAFrOZrOxsIiIi+OV//ifvvP02q1atQqFQcPL4cbq6usjMyiInJwe73c7hgwcZGBhAq9XidDg4fPgwICElNZWq8+epr7tKfkE+Wq2WqvPnabvRRun8UkJDtezbu5fR0VEm7ZP85r9e5tvf/Q6hoVoOHTxIX18f+fl5REREBCdbKpWK7Jxs9ryzB61WS11tHWnpGSxdthSbzcaRQ4eor2+gpKSE2NhYwsLCSEtL5wff/z5enxfH5CRJBkPAY1GpZHJykrT09BmKo7+/nyMHD2GxWCgpKSEkJITIyEgmLBMcPnQQk8mERqMhOSWF3p4ejh4+gn3STnFJCWq1mmvXrlF+7BhWq5X29nZ6+/r48le/glarDVoJFAoF8xcsAMBmtXLu7FmuXr1KSkoKGzdvpuJkBX6/wKnKUzz78Y9hMBrx+Xxca2ri5PHjqNQqSkpK6O7q4rcvv0xefkHQWuLz+airqeHs2bNER0cTHh7Owf37GRsbY15pKfMXzOdE+XE0Gg011TXExsWybv06/D4fJ8qPow/Xc/78eQqLili0eDFWq5XDBw9yrbGJ4pISYmJiCAkJYd68Et566y2kUiktzS1s2rKZxMRErtbVsXvXLpYuXUpIiIYFZWWcO3uWi1UXyM8vID4hHpVahdvlIiY2lvxZJgtOp5NLly5x+dIljMnJhGg07N27B4djkvllZRQWFvLjH/2ISbudwYFBkgwGurq6OFVZSZhOx/WWFmRSKVu3bycyMpKsnGx++pMfY52w4nQ6MRgMXDhfxX/87OcYjAZutLZSdb4qsB2Wnc1/v/kmHq8XqVTG9ZbryOXyqf3Ume/1S1/5MqOjo5w8cRKbzYZeH07V+SoSEhKIiYmhtqaGyoqTREVHk52Tw+TkJBeqqrh88RISqZSTJ46zoGwBGzZtnLESbmxo4PzZsyQmJpGRkcGJ48epq60lyWDkrTffpLevlyVLlzA6OsZrr7yCTq8nPSMjOHEJDQ2l+soVXvj372FMNjIyMsxjjz9OQmIiXZ1d/PDFH7D37XfY9epr7Hz8MeRyOWnp6VxvaeEf/v7vefP1NxgfHWP5ihV8+1/+hX/85j8wNDhI+bGjDA0MEh0Ty9jYGEuXLePA/v0sX7Gcvt5eSueX4pic5IXvfY+LFy4iCiLzSkvJzMzkwe338+Ybb9Da0sLbb79NSmoq6RnpOJ1Oyo8dY3RklCVLl97zliYA4vvE4/GIw8PDoiAI7/cnQcbHxsXj5eXiv333u8HPbDab6Pf7RVEURUEQRLfbLXq93nsu+6NAEATRNG6649kFQRBNJtPv//cLotPpfN9tZLVa/2jP7PV6xfHxcdHtdt/1GkEQRLvdfs9lu91u0eFwvOtzCoIgOhwOURRF8XdvvSW+8L3vi1arVbTZbMH6TbfVsaNHRafT+a739Pv94uTk5Lte43Q63/V53w/T9boXLBaL6PP53te1Pq9PnJiYEAVBED0ej+h0OkWv1yuePnXqnuo+OTl5z/UUxcB7cblcosfjEWura8ShoaF3vX663d+rn1rMZvFUZaVosVjuuU53az+LxfK+x4ff758hU94Ln88nOp1O0e/ziUcOHX7PvvVuCIIw47l3vfaa+IPvvyBardZZx5fP55vx+T//7/8ttl6/Lvp8PtHtdos3WlvFf/zmN8Xh4WHRbreLXo9HFMXAO3+3Mefz+cTJyUnR5/OJgiCINqv1Az/Th4nf7xfdbves78btdt9VBvl9/qAM+aA4nc733SdEMTD+PVPt/UGQiOJHF+S1s7OT9KlVyBx/GXg8Hl7ftYuuri6+/jd/E3Qo6Ors5MrlK2TnZOPz+ShbuPBPXNOPnpaWFupqaikqKQZRpKi4+I9+T6/XS2VFJYLgJyoqioKCAkI+yEz8Nux2OyaT6Z6cev6UDA8Nc6GqiriEeBBElixb+qGU63a7+e3Lv2FwcJBv/M03CH0XS940He3tZGRm3lG/MF0YISEhH0q95vho+EjD58wp0788/H4/uXl5JCYmznBgCgkJOCoIghD0SP1LI0yrRSYP7Ffn5uV9JPec3lc2Tzl3aT4kgR3Y6/zDFfNHhUqtQq3RIAoCpfPnv/cP3id+v5+ioiLS0tKCpxfei9uVKUBc/Fz0uT9HPtIV6hx/eYiiGPTolEqlMzz3PB5P0Nv1LxW3241SqfxIY5MKgoDf7w96Hf+l4vP5PpCH8rvxbv19jv/5zCnUOeaYY4455vgQmIuY/meEw+Fg0m5HrdHccbj5fxq3H8CePnc5x58306vjuVSCc3yUeL1e7DYbXp+P2NjYP9p9/scqVJfTiVKlCppcHJOTH4rzxZ8Cp9NJ/dV6qquvIAEefeyx/9EKVRRFOjs6aGtrIzQ0lNi4OERBxGazUlhUNOeo8f8QdbW1wZCWnR2dZGVn3TUZg8vloqa6hslJOxs3bfqIazrHnyOXL16ioKiQsdFRJBIpBqPhnszogWh2/Vy8eIH2tjY2bt78R1Wo71kzj8dDf38/Pd3dmEymGYeLPwgej4dTlVW0tJIAACAASURBVJVcvHDxfR22nY2Ojg5ee+UVfv7Tn9Hb03PH93a7nd27dmMxBw6/T05O8utf/orRkdE/qO5/CjweD8eOHuXY0SNotVq2bN36F5Euz+vz8cpvfsOFqgv4fX6sVitvvvEme/fs+VNXbY5bOF5+nLYbNxjo7+fk8ePvmr3D5/Nxta6WE8dPfIQ1nOPPmX1793Kzr49LFy9yvaXlnkMHDg0N8fruXfT19rF8xQqKimYPCfth8Z4r1IGBAX7+k5+i0+txOCaJiIjgiSefvCME1ftFEAR6unvQ6XUfOK6iTqcjOyeH7/3bv1NYVERySkrwO1EU+fGPXiIyMiIYUUchlxMSGsKLL7zAv3zn239W5qbW69dRKBQ8/8lPYjAa/yLMnhKJhIyMDKJjYsjISKegMBDGsamxkf379vHU00//iWs4xzRPPfM0NqsVt9vNjkceJkx3d8uJVqslLz+fnp7ej7CGc/w589ynPonH7SYvPx+DwXjPDmSnKipZs24deXl57xqM6MPiPRWqy+nEZBrnq9/4OoJf4K3/fpPdu3bx+S98AW1YGE2NTXR2dlBcXExKampQ4E8Hjr/W1ESYTsfiJUvw+/1crasjPDycjMyMYLSWvr4+JiYm8LjdxMbFcbWuji1btyIIAtdbWmhvbyciPIKVq1chl8uJiYkhJiYGfXj4HcGcL1+8RPWVK7y6e1fwSIBSpeKZZ5/li5//AhUnT7Jp8+YZv3G73VRfuUJdXV0gbJfLTVJiIstXrgjGwj1y+DAajQar1cp9ixYRExPDyRMnCAkJweV0smbdOibtdk5VVjLQP0B6Zga9PT2ULVxIQmIi5UePTnm0ynA4HGzdvo3ExETe+d3bREZF4na5yc7JJj0jI1gvwe9HFEVEQaSluYWa6mpy8/LJzQvEI3U6nRzcv5/IqCiUSiW5eXlcvnQp4D0rkyFXKNi0eXMglqzLzdu/+x1JhiT8Pj+FxUX4/X6OHTmCy+WioLAQk8lEb28vixYt4r5FixgZGeHK5cuolCo8Hjdbt28PZIpob6e1tZXJqZBqpfPnU1dbS/WVKxSXzCMnN4fDBw/i8XjYtGUL8XHxlB87hj48HLvdTk5ODmnp9xa60uVyce7cORYtWhyM8tLc3ExmZiY2q42MzEzKFpYBgb3mA/v2ERkVhVarZeF99zHQ38+Rw4enYtT6ERHZum0bbrebY0eOoNFoWLdhA92dXZw9c4Yly5YyMjzMuMmEx+UmMiqKvr4+Htn5KCkpKTQ0NDA6MoLNamXr9u13mKG9Xi8H9u1DqVKhUipZvHQpYWFhjAwPU1lRgV8Q8Hg8+P1+Nm3eTEJCAtdbWujt7cXpcLBh0ybCwsKwWq2BsITDw4RHRNDS3MLSZUsZGBjAbrPz4I6HiIiI4M3XX0cbFkZZWRmXL13i5s2bbNm6FX14OPV1V1EoFZjNFh566CE8HjeXL1+msaGBZcuXo1KpOXb0CKXz5xMRGcnJ4yfIys7CaDRy8cIFklNSWLx4CRcvXODq1Tq2338/KampnD97lvb2djZs2kR4mI5jR48SEhISTIk4jcPh4NzZs4CE8+fO0dPdzcEDB5AgYdnyZYRHRHDyxAmqzleRnpHOpM2OWqPmmWc/xsjoCLXVNSiVymAfnB6vDfUNJCYlMjQ0RIhGQ2ZWFjXV1Wzbvp209HQEQaD+aj2XL19i8+bNJCcnM+lwBOtpNBqJiIzkRHk5Ho+HzVu2MjDQz+VLl5i/YAGLFi1i7549TExM4Jh0EBcfT2dnB48/+WQwKcLQ0BDlx44xYZkgPSMdr8fL4iWLZ0QYg0CijYqKCgb6+3no4YfxeX2UHztKUpKBwqJCKk6eJCQ0lFWrV3O9pYWG+npWrlpF91RSBZfLTXR0NL09PTz62GMkpyRTf/UqY2NjWCcm2Hb//fi8Xg4dPEhvbx85uTl0dnSQm5vL5q1baahvCIS6FAQUCjlr1q3DYrFw5vRpuru7Wb9hA4YkA3v37CEtPW2q7a4SGRnFhMWCUqUiNy8Po9HAiePHCdVqWbtuHR1t7Zw9e5blK5YHI5BFRkYFYwSvXb+OutpaampqmD9/PlnZ2Rzcvx+/ILBp0yaSDIZ3lU1en4+NGzcyNjbOb19+maKSYtatX3+HfHA4HBw6cJCo6GhkMhnzF8xHoVCgVCoxjY9zqrISvV7PfYsWoVKpAgH6m67R39+PIArExMQG5ccfwvsyRkulMiIiIkgyJLFq9WomJiYYGhrizTfe4F+/+x16unv4t+/+K1XnzwcV3Injx/naV75KTU0tBw8cwOvx4PP56OzsZN++fVRWnsIz9dlbb/43P33px/zg+y/wf/7xn3jrzTc5fOgQ3d3dlB8rZ2BggNd37+ZrX/7ye9b14IEDPPbE43eciVOp1Tz08A7Kjx67QwmrVCqio6OxmM3MmzePnY/t5KWXfkRTYyOCIPDiCz8AYMXKlQwODHLuzFl+9pOfoNVqWblqFYIo8torrxIZFYVKraant4et27axes1anE4XSUlJhIXp2LxlCxGRkYyNjZGUlITZZOaHP/gBq1avRhsWCH83PhUbFsBssdDU1IREAitXr2Lrtm28+uorNDY24vf7+advfpOi4mKWLF1KX28fb77+BnFxcdx///0sX7mSI4cOc62pCZ/Px9e++hVy83JZtXo1EqmUN19/A41ajWQq/uiKlStJS09naHCIrOxsBEGg4Wo9He0drNuwnrNnznLs6FE6Ozp47dXXKC4pITIqml//8leB1FexsUxMTKDX64iOjiYkNJTRkRESExP5+c9+iojI8hXLKSjI5zcv/9fsQbhvw+1yc/HCRX79y1/yxc9+joULF/LXn/0MoaGh6PV6xsfGWLFyJWvXr+MX//F/aW9rw+/38zdf+zplCxcG8q+2tnL61GmSU1IIDdWycdMmlEolbpeL2NhYjEYjgiBgs9mIi4tDJpNx6eJFli1fjkwmZ8fDDzM0PExuXi47Ht7B6MgIly5e5GJVFUuXLSMrJ4dvfPVrM/qU3+/nuY99nCSjkYLCQi5UXeBmXyDdVGxcHKULFpCUlITX40UikWAwGGhububggQMsWbqU3Lw8vvqlLyGKIjqdjri4eBYtXsx9ixZx7MgRVq9ZQ0pKCmazCbk8EJ9WGxZGcnIyxuRkVCoVN2/eJC4ujl2vvopSpWLN2rWEhmj45t/9HSqViojISMbHx4mLiyM3L5euzk50ej0FBQVcvnSRBWVlpGdk4HQ6kUql6MP1SCQSzp05S1FxMTqdDm1YGENDQ+Tk5BCqDWV4aAiZTDpDmfr9ft7YvRvTuIk1a9dQMq+E6Ohotm3fjtvj5pXf/jZ4dtPtdpGZmclfffYzDA0O8Z1vfYurtXV0dXWxbsN6KitPUX7sWHC8jo+PUVJSwqc+9WkmHU4SEhNpqG/gxPHjeDwevF4v5ceOMTQ4SGJSEn5B4NmnnmLhffexoKyM4+Xl2Kw2pFIpIyMjGJON6MPDGejvJzsnB0EU0YSEcP+DD9Lb10fJvHnsePhhxsbGgs8XHx+PTCrFbDGzdds2bDYrv3vrLRwOx4y+HBUdjUqppK+vj5SUFBQKOe1t7YFUkhkZ+P1+Ju12kpKS0IeH09HeTun8gFJ4cMcOBgYGyC/I56GHdzAyGsh7euXyZZYtX05WTg5/+42/IUynIzEpCbfbxbJly/jq179OVdUFdr36GocPHiQqKpKNmzfxxutvUFdbS3h4OCEhIQz095OTk0NHRzupqakYjUYsZgt/9ZnPEBcfx9j4GA/ueAiZTEqSwYDP58MxOUlsbCxSmZQL58+zbPly4hMSmJycJCU1hR2PPMyPfvgiNdXVxMTEYDGbCY+IICoqCrUmEAN7uqx3k01jY2Mkp6SgUqm4evUqxcV3nln3er08/cQTFBYVsnbdWvp6e9n7zjtcvHCBwcEB0tPT2X7//TQ3N7Nv714gkOd1//59LFhYxpatW/nJSy9Rdf48giDg9Xrxer0fyIJ6z4ekNBoNUqmMsbExfvF//4MvffnLbNq8mZzcXGpranA6nYiiyFtv/jdf+NIX+Yd/+kf+9d//HbVGQ0hICE89/TRr162dEWNXJpOxctUqsnOyeXDHDlatXsPI8AiZmZl84vnn2Lx5M3/92c9SW1N7W8D1mfj9flpamu+aLHdeaSnDw8NY75KNxu/zYbZYaLl2Da1WS0RkJN1dXbRebwnObP7qM39N2cIyOjs7kUql9PX2olKpsFon7jjInZ2TzdKpCCyiKBIVHT0jznpkVCQnTlViMZsRBAGnwzkjY4PL5aKpsRF9eDhqtRqZXI7RYKTi5Elar7fS3z+AXKFgeHgYqSwg9IpLSjCbLXS2dxAdE0NCQgLXmpoY6O8PxmxNTjbS3d3F4ODgXdtSKpWydv06nvvk81jMFsKnBvnFCxemgsAbWLtuLT/88Usz2t9qtWI2m3FMBbS+2ddHW1tbML1X2FRexat1dXe99zQqtYrFSxbzyU9/mv/41S+RSCR846tfxWYLBPD2er2Yxsdpa21Fp9Oh0+lovtbM0NAQcrl8ypFBgs1mxe/3IwhCILXaLFZzERgdHWV0bBRBFJFIJGzdvm1GMPXMrCzyCwqoq63D4wncW6VSYbGYZ/TL2poaenq6ue+++0hNTeVvv/n3ZOdkB9tI9AszAvL7/X6uXL6C2+1hwmJBJpdjsViCfUFERKfXz3DGKCouZmLCSl9vH6IoMj4+PiNAhsfjoaurm2tN18jKCgQOWL12LRUnT3LzZv97tv2MthFFent7sdvvDJw+Xf/2tja8vjsDGQTS53WRmJQYzGkbqtUikUjIzc3l7JmzAb8MiQSlUhVs7yeffprDhw6xeOkSPvaJj2MxW4iIiKCzo+OOe8jkMp7/5PMoFQqWLF1CQ30DZrMZi9kyI4PLlctXMJstiFMTKK/Xh90eiDfudrsxm81YrVZ8U34iSqWSjZs2zegD2Tk5lJaW3lEHt9MZTFoQExMza7agaRwOBz09Pfj9v/chEUURh9OJ2WzGZrUiTJ1j3bJ164wtqqzsbPLy8rhadxWP18v42BhqtTrYB2UyGSqVGolUikQiYfWa1dTV1fHFr3yZ9IwMzGYz4eHhDA0NBcv0er203bjBjRs3WLl6FalpaWzdvm2Gc1lsbCz3LVoUrIsIAQvO+Pgdk0mr1UrbjRuo1ZpgBhm/3491Yko23DLZeE/ZJIpYLBaGhgbvquAuX7qEadwUTNyQX5DPmdOn6enpoa6uLph0oLS0lDd2v47X6+Xypctotdpg3OktW7fy+q5ddLS3c2D/fg7s309f771vTdyzl+90BgCn04XX46GxIZAgVxAEDMaAyVcURUzj4++aPeRW1Bo1UdHRtLe3YTAYGB8bQxACg7T86LFAfk4JCKIYSHM2uxMhfr8fv19AcxcvQ8VU2ivPXSKYeL1exkZHMZvM5Obm4fF4sNvtyOTyoO1eoVDg9fnw+/3BBNb5+fnMX7DgjkE0LQC9Xi86ve6O+7lcLg7u309KaioWiyWQ3ugWRFHE5/MhCL/vsEqlkvHxMWw2K1KpBNVUcuRVq1ah1WpRKBT09/fTd7OPyMgIHE4ndrsdler3bSJXKILWgbshiuKUyf4aBqMBh9NBmC4Ms9lCSGho8BjLrZlffD4fZrOZkZGRYNYKl8uFBEkwxZZ0aqC/32wY08hkMh5/8glee/VV2m7cAAJKY3hkhM7OrkBkGp8Pq3UCmUwanLBt3LiRsLAw/H4/EZERdy1/0j7J8NAwSQYD6qmMR7fvtU9nsLHbbej1+uD7f/Gll2ZMEMfHxtHr9TMC6U/j9/txe9wzTPuiKGKdsKBSKYNl/uRnPwuYpvx+VFMp2m4VKDqdjrKFZZwoLychIZ709PQZ9XW5XAwPDQWOqEzVTaFQIJVKsdqs99T2o6OjJCUl3ZENZZqW5mZUKhVJSXdmhPH7/bMq2mnc7tmdmPR6HT6fj7bWVsZNJgwGI07HJNzlHSqVSsSp8I1X665SffkyarWG7OxsRkaGATCbTajVqkAbA89+7FnCIyJobm7G4XAwMjKCedw0I0/ybH1gNmXpcDjo6+tDIpUSEhJ617yiEHCq1Ov1RN2W+3fSbmdkZASL2YIwpdTfrQ9GRUcH+8sLL744azpNrVaLwzHJlcuXkUplJCQm4PbMbHO3201Lcwsup5OxsTGio6Nn9TO59bntNhsjIyMYjMYZ9/X5fJhMJlxOF8UlxbhdLtRq9ZRsMDEyMoL9low27yWbAgnMbwYTTMzGxMQE2lu+U6lU2O2T+Lw+/LfIOE1ICBazGVEUmZycDOa9BtCGabFYJlAolcG9VvkH8LW5pxXq0NAQlRUVxMbGkpeXS5gujJzcHHY+/hif+vSn2bxlC+qppXpkVBRNjU0Ifn9w1Xov+AWBuro6bHYbj+x8lIKCwvf8jUKhIDo6mva29lm/Hx4aQhOiQRd2p3IDUGs0ZGVl8dgTjzM40E/1lSuBxOF+geGhwKB0OhyBfQi5YqqDJhIZFYXP672rw1DztWuk3OI4NU1DfT2v736d/IKCWV25w/V6oiKjAjPWqegrExMWMjIypswlfhQKJQmJiYTpdFy71sypykryC/JZs3Yt11uu09nRQWpaGh6vN7iym5iYICoyijDd7O0AgYFRcbKCvr5esnNyggMsJTWFkeHh4Cyzs7Mz2PlVKhUpKSnk5OQEYqQSSIw9vfcMgcHr9/tJnErV1NfXd3fFfluXud5yHbVKhX7KpBgaGkpeXh4PPPQgHR0dNF+7htFoxO32oFSpSEhMJFSrDe4H3ZoL81YEQcA0Pk5MTDQRt5grZ2M6tZnX6yUqOpqExERcTucMZ4n0zAxGR0YZHwuY78fGxrDZbPT392O323G73DMcJKRSKckpKbjdbiIiIwNlulwBU+ToKF6vd1ZhsmrVKpqaGjl29OgdsZB1Oh3F8wIZWUzjgdzBA/39hIeH3zUV2my4XC7sNjspqbPnPx4bHQWJ5K7KVqfXEx4egXXCescKY3homKysrFtW3r9/4devXyfJYKCuro7+m/1k52S/p4CzT07i9fpYu34dr+/aTXhEOArlLau7rCwsZgshIaEkJCYGn0cCREREkJOTQ0pa6l2P/bwbEVFRLF6yhKzsLKqqzgdTHN7O0OAgarX6DqdOiURCTEwMOTk5GFOS33WFq1QqSUhIwOu5pQ9OrU4D/L4d+/r60Kg1nKqoRKsNJSsr6w5ZrNVq2bJtK/39/Rw+eOg9T3IIfgGTyURsXFww/+g0KpWK1NRUHnjoQawTE1ScrAh+npKaSk5ODrG3hFV8L9k0MjJCeLiemHc56pKXl4fZbA6meRsZGSEjI4OyhWWYzeagpWdwYICikpJgRhvLxO+tijdu3GD+gvmkpqaycdMmNm7aFEwndy+8Z/q2sbEx9rz9Dvv27uPsmTMYk5N5ZOejJCQmEh0dza9/9SvOnTlLxYkTREZFkZySgkQiISwsjN27dvHO2+9w4vhxNmzciNVq5Wtf/gqVFZU0NTRQcbKCsrKFdHS0T+U5vUl2Tg7DQ0OIiGRmZHLs6FEqTpzAarUyODDA408+SWVFBd/9zrdprK+noaGBa03XKJ1fSkhICGazmbOnz8x6zm3Xa68FHCyWzDQJezwe6mprOX/uHAqFkuZrzYF9g4ceIiExEbVazZtvvIFEAsPDw8TGxpKYlMihAwdwu9309fQGhLwoUllZSUtLC3l5+cTExtB/s59f/uI/0WrDsFjMVF++Qm9vL/NKS3G7XOze9RrRMbGYTb/PlZmVlYVUJkOhVBIZFUl93VV8fj/XrjVhNpl59LGdREVFoQnR8PquXfh8PoaHhvH5fVRfvoJer6e5uZnx8XG2bN1KfHw8ERERHD9+nDCtloar9eTl5xEXG8uxo0cZHR2luKSE1uvXuVhVRWpaGolJSTQ0NFB95QoQSC7eUN8QMCmPm2hpbgnkUhUE4uPjaWxs5NyZM8QnJBAVHc3hQ4cYHBxk8ZIlJKckc+nCRcLD9dRfrUetVrNm3VoQ4a8/9WmysrJITEwMvg9BEDh86BCHDx3EbrPj9ripvnyFY0eO8PHnnyM3L48rly8HzTZ1tXX4/X42btpEQmIiGo2a3bt24/P6GB0dxW6389uXf0NiYiLDw0NcuniRsbExiktKmLBYOHTwEKIosHT5cm60tnL8WDk5uTnEJyTQ0dERdGIpLCpCLpej1weeo7uri/6bN1GpVMTH/z6PqV6vRy6Xc+DAfvx+PzarlZjYWH75i19QW1tLYWEhEolkKlXUCAWFhRiMRlqvt9J6/TpDg4PIFXIiIiLY984eWpqbUSqVtLS0cKqiksVLlxIdHU1oqJah4WFkMllwm8NsNlNZUcH1lhaWLFlCdEwM7W03AAkHDx7kySefIjklmZrqai5dukR4eDjj4+OUl5ej0+mw2+2cLD9O3NTZ38qKSmLjYqf2gqsCDltLl6BWqzl//jzXmq6xafNmREHk8KFDTDomKSkpQTWllBQKBTpdGNeampDL5TTU19N24wbJKSnU1tawbsMGkpOTcTgclB87hsvpRBRE9h/Yzyc/9WnGxsaora1BFAOWnob6BhISE+jv7+dCVRWRUdFkZmXi8/morKjg8qXLbNq0iYbGBh7asYOTJ04G0vSVlk7tLys5evgIDsckVqsViUTCyRMnGB4eZl5pKR3t7UE5l5qaGsiBfOMG5UePog/XU1g4c2I/OjLCkSNH6O7sQq1R01BfT1FxMYWFhTOU4nRqxs72Drbdv50Ji4Ujh4+g1qiJjIjgyJRzYF5ePvX1V7l04SJ5BYFUeO3t7Rw7chRtmDbYB3U6HVfrrtLT3c3Nvpuo1Cri4uPp7e3lzOnThGg0WCwTXLl8ifsffID6+nrGxsaCDlb9N/uJiori6tWrNDU1Ma+0lJSUFI4dOYpcIcdgMOBwODh6+DBdXV0sKCsjLCyM/v5+Dh08iEwqY/GSJbS0NHO8/Dj5+flYLBZOnjyJz+enr7ePjo4OHt35KP39/Zw/d46kJAMRkREcPniQkZERSubNC8qmE8dPoJ1FNlknrKxdt56bvX2UHz1KYlIimbfFPtbpdESER1BbW4NEIqGxsZE1a9dRVFyEXCaj/mo9k5OT1NTU8NRTTxEbG0tEZASDA4NMTFjo7x+g+Vozn/z0p//weNTvJyWN3+8X/T6f6Pf7Z6QPEgRB9Pl8osViuSO1kCAIos8bSFN0azqcYFlT5U1fKwhCsPxb/5xOZzAFz63X+/1+0TdVxq3peSYnJ8XVK1eK1VeuzHiG7q4uccPadXdNL3X7/W8tUxAE0ev1ikODQzPq4PP5xKGhoTue+9Z22vP22+Lru3eLVqtV9Pv9Ym9Pj/jiCy+I77z9tujxeESTyRRMhWa320XPLCm8pu8znfbr9vYfGxsL1tvr9YqDg4Oiy+WatV4mk0n0er3B72Zr1+nvPB6POGGxiF6PR/T7/eL41H38fr9oNptFp+P3qepu/+3t70UQBHF0dFT0eDwz6jU4MDhreqXp8m5/J7Pdb/rv9vc1Pj4uCoIg/vbll8W9e/aIDodD9Pl8Ykd7u/idb31LPF5efkcferf73MpsbXl7/Z1Op2gaNwXL9nq8ovWWlFq3t5Hf7xctFovodrtFQRDE/v5+8dv/3//P3n2HR1WlDxz/TsmUNNI7JCQkhNCrUqWJBSuKvQOruyrq6vpzd61bdNXdVYqKSFea9KJUqdJCSCEhQEjvvWfqnTu/PwKzhFQgWPB8nscHc+bcc8+9M5k3595z3/OePTcnx26TJHtVVZV986ZN9jf//GfH0lz79u5r9pm+9NyYzWZ7zSVLpLX0eb+w5F5cXJz90Ycetufk5LR5Li79Pbn0eC4mSZK9srLSvnvXLvtrr/zR3lBf32T5uZKSEvt777xjP3DggL2iosLR10s/g5Xn39OW3peL+3Pp+3lxHZPJZK+uru7Q70BrZRe7+HPaVr2L+9LW78vlfgaliz6DBw8csP/r/fftGRkZ9vLyckebDQ0N9rrz30FWa+PnsKXvXYPBYDeZTC32+dLjvbRvrX2HduS74XK/m1o6txaLpdlSgLIs2+vr6u2lpaXNlkeUZdleW1trNxgMl7XEW1uuy1y+SYmJfPHZ5/zjg/fx8fGhob6eV156iSefepqRo0f9pH0pKCjA2dkZT8//3fupqqrCYrbg4+vTqYm5hZZlZ2fj4+3d5D5LeXk5dtmOt4/3LzaBufH8RJeLVyORJImzZ85SU11NQGAA2VnZjJ84odP3nZOTg5ubW+Mkrk5is9nYsX07u3ft4sOPP25yn64gP595X3zB7ZPv4MbhN/4mnrfubLIss2/vXg4fOsS06TMIDApsfyOhU12XqQf7DxjAH197FWd947OBaicnnn/xRfoPGPCT96Wl6/AXB1fh2mtpcpzPJRNCfon0en2zpb3UajUBgQEcPx5Ldk42kyZNuib7bume/9UyGo1IkkRYWBhVVVVN5g3U1dURGBiI3d742EJL92uFtlmtVpRKJb6+fjQ0tHwPV7i2rssRqiBc7y48pqPVan81ozlZlh1r4qrOPz97gdViQZZlFEqlYza+cHnsdjtWqxW7LDfOwfgVZYS7XoiAKgiCIAid4Jd580gQBEEQfmVEQBUEQRCETiACqiAIgiB0AhFQBUEQBKETdOixGaPRSEpyMoUFBfj5+1NRUUF0r16Eh4djNBhJiI/HxdUVJyc1kVFRaLVaEuLjyc3JZciwodTX1XEiLo7effui1Wg4d+4cXbt1o0+fPqSeSiUzM4PJd9wBQGJCAhqtFrPJxMBBg1CpVGz77ntiesfQPTz8mp4MQRAEQbhSHRqharVaonr2JOd89v1TKaccU97fffstnF2c6RHZg6NHjrJ/3z6g8Xm5o0eOoFY1psn6bO5nRISHo1arOZWSgl2Wg6chFQAAIABJREFUyc/Pp6amGt355MjfrlpFbU0N4eHhlJeVs3njJqBxxZILeRoFQRAE4Zeog+uhKpFtMpE9Is+vnGHHycmJY8eOcTLpJIMGD8bNzY3o6GjWrF4N4FjEVaVWnc/+X4+rm5vj2SilSsW6NWsYNXo0t95+G2WlZcTGHker01FbW4tSpeTgwQNIksSzf/g9ffr2vWYnQRAEQRCuVoczJWVnZ9Gvf39KSv63jl5hfj4+vr6On926uFNSUgqAh4cHQcFBJMTHo1Aom6xgYDAY2LR+Az0iI6mtqaWLRxdqamuQJCuSJGEyGomMjGTAgAFtrrogCIIgCL8U7Y5QDQ0GjEYjZWVlBAUHNXktPDyC6upqLOezn1SUlztSlvn5+/PMtGn0jI6mZ8+eqC7Kl+rs7My9900hNzeXuXPmIEkSXdzdUavVeHh4ENGjB6FhYTi7uDSu31hb2+banYIgCILwc2s3oB4/HsvKFStQKhtHmYWFhZSUlFBWWkqv3jGMHT+OfXv3kpGeTmZGJlPuv9+xrZu7O/7+/pSWliDLMqdTUykuLqakpITi4mIee+JxkpIS2bljB1qtjjFjxrB3z16Ox8aSEB9PRUUFNsnG0sVLSEpKuqYnQhAEQRCuRrupB4uLiikpLSE0NBR3d/fGFeWrqwkICKBLly7U1tZSVVWFRqPBJkn4+fufv8/ayGazUV1VTWZmRmOib7ud0tJSvLy8zq/VeA673U737uFYJSsF+QXIdhkvLy/c3d3RarQcj40ltHsY/v7+rXdUEARBEH5GHcrla7fb201W3ZE6Hd22vZ8FQRAE4ZdGJMcXBEEQhE4gMiUJgiAIQicQAVUQBEEQOoEIqIIgCILQCURAFQRBEIROIAKqIAiCIHQCEVAFQRAEoROIgCoIgiAInUAEVEEQBEHoBCKgCoIgCEInEAFVEARBEDqBCKiCIAiC0AlEQBUEQRCETiACqiAIgiB0AhFQBUEQBKET/OwBNTMjg/3792OxWACQJImd23ew7bvvKSst69R91dbW8vprr3H0yJFObVcQBEEQ1B2pVFNTg5OTE87Ozk3Kq6qq0Ol06PV6R1l1dTVarbZJWUvq6uqY/cmnrF61ih6RkfRd3BdXV1fe+NPrpJ09i6eXFytXrOBv//gHYd3DWm3HYrFgl2W0Ol2rdWRZxmwyU1tbS0F+PgaDoSOHLQiCIAgd1qERalzscT58/wPOnDmDzWZzlB/cf4D/fPQxGRkZyLIMwLEjR/jgH//kXFpak7qXUigUeHl58cqrrzrKjsfGcvbsGZatWM7vn/8DVVVVnDgR12bf1q1Zy6effNLq65IksXfPHv765z/zt3fepbKysiOHLAiCIAiXRfXuu+++216l8IhwNBoNO7Ztw2aTCQwMRK1W0zM6GqsksXfPD6hUKvz8/ekZHY1KpWLXzp0ABAQEoFY3HwhrNBqGDhtGRXk5x48f56577iYxIYHszCx0ej2bNmykpKSEyMgeDBw0CIVC0WT7kpISUpKTObBvP1mZmfj5B6DVaXFxcWlSLyc7m3+9/wE3jR3LrbfdRlxsLEOGDaV7ePhVnDZBEARBaKrD91BHjhqFr68vB/bvx2q1OspHjR6Fk5OG47GxSJIEwOibxuDu7s7hQ4ea1O2IoqIijh45wh133Unffn3RaLTNgik0BtQjhw+TnZ1FSUkJhw/9SGlJabN6BQUFmEwmbr39NiJ6RKDRai6rP4IgCILQER26hypJEl/N+5Lq6mqmTZ/uGAVKksQXn32OUqlk6oMPotPpkCSJz+fOxWK28PgTTzS773qBzWYjJzvbEfBysrMJCQkB4OZJtxAYGEBlRSWhYaEtbh8VFUVgYCCyLJOTncOTTz2Nm7tbs3ourq7Iso3MjAwKCwspaSHoCoIgCMLV6lBAXbliBRarlTf++pcmo8Uvv5iHs7MzM579naN88cJFgIJXX/9TiyPLCyorKnnqiScpKizEbrcz8/kX+Pv77/PI44/xysyZ6PV6ps2YwQ033tji9jqdDp1OR5++ffHx8cHXz7fFen369GH4iBE88+RTdOvWjbBWArQgCIIgXA2F3W63t1fJbre3GBxbKm+t7uVonLlrR6vTXlU7F6urrcPF1QWl8md/UkgQBEG4DnUooAqCIAiC0DYxXBMEQRCETiACqiAIgiB0gp80oF6rq8sWs5nqqqpr0vblMplMInmEIAjCb1C7AbWsrIytm7ewaeNG4uLiqK2pvaLA+PXSpbz4/AtX1MmFXy3g0Yce4tnpM5q9ZjAYmD1rNnFx/8uotHL5cl5/9bXGH+x2TCYT6efO8e2qVU22ra2tZeP6DWzZtNkx27glJpOJjPR0Vq1c2ey1b5Yt480//8Xxc052NjNfeIHy8vIrOVRBEAThV6rdgJqXk8uOHTuwWq3s2f0Dn37yCcVFRQBYLRbSz53jXFoadXV1QOMotLCwkNOpqeTn5SFJEoWFhQQGBTHplkmOdmtraykrK+N0aiplZWVkZ2djMpkoLy8n9dQpzpw+TdX5Uee0GdP52z/+icVsbta/zRs3odE4MX7CBEeZh6cnnl5ejX2UJLZu2cKsTz9l7uw5jjomk4kP3/+AsrJSKisr+fKLeRSdP66LSVYr32/dyqxPPmHOp7Oave7h6YmHp6fj557R0Tz08MN8+t9PsJ5P+C8IgiBc/zr0HKq/vz933X03ZrOZJYsWER8fz+2BgWxYv4H6+npkmw1PL08m3Xor59LOsXvXTnx9/QgIDKSLhwdZGZmcPXOW8vIy7rr7bgASExKIPXoMk9mEVqtDrVIx4eaJ1FTXcC79HCajCWdnZ+5/YCqurq4t9stoNLJq5Uq+/Gp+k8dh+vfvT3BwMAAqlYq+ffsydOgwHn/kEUedjPR0rJLEtBkz2Ll9B4cPHeJcWhpBQUFN9qFUqejTty+DhwzlkQcfbNaHgQMHEhYW1qTs1ttuY+uWrZw7d46Y3r07cooFQRCEX7nLuoeq1Wrx9vamsrKS4qJiNm5YT8/oaLqFhZKScorc3FwWzJ/P8BEjuX/q/YwcNRK9Xs/goUMYPWYMebm5jrZqa2sxWy30HzCA+ro6PL28KCkpIaZ3DEOHDiOkawhnz56hpLik1f7k5eWh1+vxDwhoUh4UHEy//v0bD1CppGd0dLPVb0rLyuji7s4Xn31OSkoygYGBGBoamp8gpZKonj1bzfgUHBJCn759m5Sp1Wr69evL6dOn2z6hgiAIwnWjQyPUC2w2GwaDAQ9PT8rLyzGZTJw5fRqbLNOtWzecnJwoLChg5KiRTUaMarW6xYDUtWtXXFxc8A8IQK/XY7Va+fKLeeidnXF2dsZms2G1tn7ZtKG+HmeXlgNde7RaLbGxx3js8Se4YfiN7N65C6229SXgLpezszMmo7HT2hMEQRB+2To2QrU3rimamprKyZMn6de/P0HBQUhWiXunTGH6jOk89czTREVF4evvzw+7dyPLMjabDVmWHf/Zz7dzYfLPhYxKF/4tLiomIyODmS/NZMzYmxz1/re9vcn2IV27kpWR2e4kqQvbX/h/u91OdHQ0Or2em2+ZhGyzUVRURLfQxrSEy7/+hn9/+FGT7W02G3aa9r8t+fn5BF5y+VgQBEG4frW7fFtNTQ0H9u9ny5Yt5GRl88RTTxETE4OzszMBgYHM+uQTjhw6TE5ODqFhoQwbNowlixazY9t2sjIzCY+IYPGChXy3dSu1tTWkp50jMDgIq9WKSqXC09MTq9WKh6cH/gEBmM1mNqxfT0J8AuHh3YmKjmbVihVs2byZuro6zqWlERgYiLe3Ny4uLpw4EY9erycsLKzV9Ij//fe/+ebrr1Gp1cQeO4aPjw8RPXrg6+vLJ//9hKSERMaNG8fgIYNRKBTs3rWTkpISJtw8EYBZ//2Er5ctw8nJiWNHjuLt7UNwSHCr56yoqIi1q7/lmenT0bWx8LkgCIJw/bjq1IN2ux2z2YxGo2lymddqtaJWqVEoLz+vr9lsRqvtWB7fs2fPsnzZMp6ZMaPZ5KCOuDD6dHJyalImy3KL67i2p7qqilmfzmLEiBHcfNGsZkEQBOH6dvkR4xIKhaLFUdjFAepydTSYAkRGRnLHXXe1OKGoI5RKZbOE+S2VdZTZYqFfv76Mnzih/cqCIAjCdeO6SI5/NSPK67kvgiAIwk/nugiogiAIgvBzE8nxBUEQBKET/CICal1dHcnJydTW1rb4uizLlJaUcOb06cbHX9oYU1dXV5OTk0NJcTFWq/Ua9VgQBEEQmurQjT6r1driJKOWylur25bcnBw+mzOHPzz/vCPD0QWSJLHtu+/Jysri1KlT3HHHHQwfMRwfX99m7djtdtZ8+y0F+QVYLRaG3XgDt91+OxqN5rL6IwiCIAiXq0Mj1MM/HuKbZcuw2WxNynfv3MW3q1Y7kiYAHNi3n2+Wfd2sbkvy8vKYP+9Lli5eQk11NXILt3OVSiUoYMf27aQkJ5OXl9vmLOAhQ4Zw5113Eto9jI3r1lNRUdGRQxQEQRCEq9KhgDpoyGCqqqp5/x//wGAwOMpHjBpJbm4uc2fPxmQ0ATD0hmGUlZbyn48+wmhoPfVeRUUFf3rlj2RmZBASEoJS0XJXJEni6JEjhIWF4e/vT3Z2NmVlZS3WVSgUdA8Pp66ujqyMTELDwujSpUtHDlEQBEEQrkq7mZKg8bnQG268gcLCQtZ+u4ZBgwah1+vR6XQMGTqUlJQUDuw/QL/+/XB3d+fG4cPJyMjg++++Y8CAAS0+p3rwwEG2bN7MsuXf4O7uTvyJEwy74QYCLkl0r1KpGHPTTeid9dhsMu+89x5e3t4tZkUCyMnOYcH8Lzl1KgX/AH8GDx6MSyur1QiCIAhCZ+nQCNVut5OXm0tJcQlRUVHozye6t9vt5OTkUFdbS0REBFqtFrvdTm5ODpUVFfToEYnuklVeLrBYzGicnLBYLFRVVWGxtD6ByMnJiYk338ybb7+FWq1uNZja7XYiekTw2bx5zJ77GefSznHy5MmOHKIgCIIgXJUOTUo6c/oM69euZeDgQdxy662oVCoATiYlsXXzFkaOGsWYsTehVCpJSUlh/dp13Dj8RiZMnOioe6noXr1wdXPls9lzKCoq6pQZubW1tezYvp36+nrycnMJCg4i9HzCe0EQBEG4ljqU2OHsmbNYLBb69mu67mfyyZOo1Wp6xcQ4ylJTU5FttmZrhF5KlmUOHzpE2tk0/AP86dKlC7169cLbx+cKDwXq6+vZuX07FZWVeHp40LtPH6J69mw1qAuCIAhCZ/nZMyVJktSpafpsNht2u12k/hMEQRB+Uj97QBUEQRCE68EvIlOSIAiCIPzaXRcBVZZlLBbLT75fm82G2Wz+yfcrCIIg/PK0G1CNRiMZ6RmknT1LWVkZV3qF+ERcHBvXb7iibY8eOcLyr79m86ZNzV6TZZkfDx7kdGqqo+xkUhI7tm93/Gy328nMyOR0aipGY+vJJgDKSktJSkwkPT0dSZIc5amnTjXbf1FhIV8vWyZyBguCIAjtB9TsrGyWLV3Kvr17WTB/PqtWrLyiUZnFYqGmtuaKOunvH4CbmzubWgjIZ06fYfeu3fj7/y8hxNmzZ9m7Z6/j5++2bmXNt6s5eOAgC+Z/RV0rSfgBTpw4wcmkk2xcv54Vy5c70iqmp6ezY9v2JnXdu3QhLzeX7du2XdFxCYIgCNePdqfCGg0GlAol902dSm1NDcu/WU583AmGjxxBVWUlCxcsxGazcdfdd9ErJgZZltm4YQMJ8Qn0iunFnXfdxe6du4g/cYLu4d0d7aYkp1BWWsqevXsYO3YcmRkZ3HHnnaSlpbF9+za0Thpuv2Myw264ge7h3ZFlmQ3r1jXr36xPP2X6jOkEBP4voIaFhWExN14CList49DBH3nuD79Hp9Mz74sviIuLY9z48S0e75ibbnIkp1jw1QLuufde3N3d6datGwMHDWpS193dnRdnvsT//elPjBkzhi4eHh0764IgCMJ1p0P3UFVqFW5ubgQFBxMaFkpOTjaSVeLFF15k+IjhDB8xnDXffkteXh5z58zh6OEjPPX00wwbdgNKpZLRN43h5kmTOHzokKPN7OwslixeRGSPSJYtWYLBYOB06ik8PLowfcYMxk2cwLq1a8nPz2+1X2VlZWRlZjJk6NAm5UOHDePRxx8DID8/D18/P3Q6PcuWLiX22DHy8/JabVOtVpN+7hy7d+2iV69euLm5ATBg4ECm/25Gs/rePt70iIwkMTGxI6dSEARBuE5d1sOaCoUCBSDZbKRnpGMxm6ivb6C+rg6dTkdlRQV7dv/AitWrcD6fnhDAxcWFoODgZu2NHT+e4JBghgwdip+fH1ZJQqfTk5GeTmlJCUqlkvq6ulb7U5CfT7fQ0FZTEULjc66lpSV8+K9/MWjQIKZNn0ZDg6HV+mazmRNxJ6ioqMTbW0F1dTWenp5tnhc/P1+xqo0gCMJv3GXN8i0rKyM3N5euXbvi5OSE2WxGrVLh5+/P+IkTCQ4JQafXUVFeDjROBmprEtOFvLwXkjDU1tTyyX//gyzLdOni0WRSUEtcXFyorqpqs46vry8FBQXcO+Ve7pt6P8UlJQQGBTpeP52aysmkJMfPbm5uPDN9Gn94/nkqKyspLCho97wYjMYmf0AIgiAIvz0dGqFmZmTw3383BrrQ0FAGDByITqdjxMiRHDl8GD9/f4KCg4iMjOS+++5n9qezCAkJIbhrCBMmTuSHXbtISU4hOyubr5cuZdyECS3uR6FQoFSqyEhPp7q6BrVajSzLrF+7lpNJJ8nJyWHZkiWMmzCBrl270rVbNyRJIi8vj65du7bYZlBwMGPHjmP/vv0cO3oMJyc1AwcOdLy+auUqjAYDH/67H5IksX7dOiorK6mrrXXsoy2SJHHubBp33HlnR06lIAiCcJ1qN1OSwWCgsKAQWZZxclLj5++Pi4sLANVVVZSUlGCVJDw9PfHz88Nms5GXl4fVYsHd3R3/gABKS0owGAxYJQlXFxd8/fywWCxIkoRGo8FkMqFWqVCqVNTW1lJTXYPeuXF5OC8vLyorKzE0NGC1Sri4uuDn54f+/Co2G9av58zp07z+xhut5uytra2luKgIq1XCP8Afn4vyBWdnZSFJNnpE9kCWZTIzMzEYDLg4u+Dj493uRKNVK1ZSUlzMCy/NFDmDBUEQfsN+9akHrRYLn37yCb16xXDHXT/tKDH55Enee+cdvlm5ssU1XwVBEITfjl99QAWwWq2YTCbHjNyfislkwmqx4Obu/pPuVxAEQfjluS4CqiAIgiD83K6LXL6CIAiC8HMTAVUQBEEQOsHPHlAz0tPZt3dvp68WU1RUxOuvvkb8iROd2q4gCIIgtKRDz6FWVVWhVqmaTb6pKC9Hq9Ph6urqKKusrMTJyandCUJ1dXXM+uRT1q1ZQ/fwcPr174+Xl9cVHEJTkiRhMBiorKiguLgYk8l01W0KgiAIQns6FFATExLYv3cfUx98gOhevRzPWx49cpSEhAQeePABInr0QKVSceJ4HD8ePMhDjzxMVM+erT6bqVQo8PPz46VXXmlxWbYrYbVY2bF9G7t27sJgMFBTU90p7QqCIAhCe1Tvvvvuu+1V6t69Ozq9jl07d2I2mwkKDkatVhPVMwpZtrN3z14UCggICCCqZxQajYYfdu1GskkEBgU5UgteTKPRMHjIEMrLyjl+/Dh33XO3I1nDpfJyczkRF0dGRgYGgwE/f/8W66WfS+eff/8H991/HyNGjCQpMYlhN9zQbrYjQRAEQbhaHb6HeuPw4Xh5eXHox0NNFtQePmI4Tk5q4k/EO3Lvjhg5Elc3V44dPdYpi28XFhby44GDHNx/gDOnT7daLy8vF5vNxm2TJxMaFobGyemq9y0IgiAIHdGhS76SJPHFZ59TX1fH75571pF6UJIk5s6ajZNGw0MPP4xer0eSJGZ/OgvZZuOpp59qNWm8zWYjOyuL/Px8TCYT2VlZaDUaXC66H3tBv/79iYjogR07Oq221X66u7tjtVpIO5tGYmICpWVlHTk8QRAEQbhqHQqoK1esAODPb/61SfmXX8yji4dHk3VCly5egkaj4YWZL7bZZmVFJc88+RTFxcUAvPziTP7+/j+5aezYZnX1en2rl4MvNnDQIIaPGMHUKVOIiIggLKztpd0EQRAEobN0KFOS3W5vMTC1VN5a3Z9SXW0drm6uP3s/BEEQhN8OkXpQEARBEDrBz57YQRAEQRCuByKgCoIgCEIn+EkD6rW6umwxm6muqrombbfFZDJRUVHxk+9XEARB+OVpN6CWlpayeeMmNm7YQOyxWKoqq64oMH6zbBkvvTjzijq5ZNEinnjsMZ6dPqPZaw0NDcz6dBbxJ+IdZSuXL+f1V19z/FxTU8N3W7aybs0asjKzkGW5xf3Y7XZKS0vZunkLmzdtoqiw0HGsG9at47nfPdukflZmJs8/93vKxOM5giAIv3ntBtT83Dx2796NXZb58eAB5syeTWFhIQAWi4WzZ85w5vRpamtrgcaglJ+XR3JyMjk5OUiSRH5+Pn5+/kyYOMHRbk1NDaUlJSQnJ1NSUkJmRgZGo5Gy0lJOJiWRkpxC5fnR31PPPMM7776HxWxu1r+NGzai1+sZO36co8zTywsvb28AzGYz8+d9SV5eLkqlirmzZ5OdldXisVZXV/Ofjz7GKlkxm8x8NX++ow9dPDzw9fFpUr9XTAwPP/oIX34xr1MSWAiCIAi/Xh16DtXPz4/Jd96JxWxmyeLFJMbHExQUxNpv12CxWJBlG25ubtx6222cOXuWPbt2ExgUhH+AP15eXuTl5JKRkUFJcTF333MPAEkJiRw5chjJZkOtUqNxcmL8xAnU1taSmZmJ0WBEo3Fi6oMPtppo32g08u3q1Xy14CuUyv/9bdB/wABCQroCkJebh8Fg4HfPPUtiQgK1tbUkJiYSHhHRrL38/HyUSiW3T56M0WikoCCftLQ0hvv40LtPnxaT998+eTJ79+wlMyODntHRHTmdgiAIwnXosu6harRavLy8qKyqoqiwiK1bNhMZFUVISFdSU0+Tm5vLwvlfMWbsTUy5bwojRo5Er9czaMhgRo0eTX5+nqOt2rpaZLud/v36YzQa8fT2orS0lN69+zBw4CACgwI5d+4cJSUlrfYnLzcXF2fnZrl9AwMD6dO3DwBVVZVotRoWLVjIkcNH6Bndk7rzo+lLBQcHY7fbmff55yxbsoS0s2mYTY2jYn9/fwYMHNhsG7VaTWRkJOnp6ZdzKgVBEITrTIdGqBfYJIkGgwEvT08qKiowmkycTk1FlmVCQ0PRaLQUFxVxw403NhkxqtXqFjMdBQcH4+zijJ+fH3qdHqvVytw5s3FxccHFxRWbZENq41JqQ0NDuxmUNBoNJ5NOcsttt3Lbbbexb+++VhM+eHp68trrr1NUXITVYsFgMOLh6dHuedHptJhbuBwtCIIg/HZ0aIQqyzJms5nklBROpaTQb8AAgkOCQbZz51138dTTT/Ho44/RI7IHgUFB7NyxA7PZjNlsxmazYbVaz18alh3/Ao7AduHf4uIScnJyef7FFxk1ehR27Nih1e1DunYlKysLm83Wat+7h4fj4+vDiJEjUSpVnDp1iuhe/7s0u3jhIubMmu3oh3sXd6KiosjKysJoMNCrV692z09xcTEBAQEdOZWCIAjCdard5dtqa2s5cugwO7ZtJz8vj8efeIJevXqh1+sJDArk87mfERsbS0F+PqGh3Rg6bCjLv/mGH3btJjcnh/DwcL5eupSdO7bT0NBAZmYWgUFB2CQJtVqNp5cXNpsNT08PAgICsVqtbN28mZTkZMIjIojq2ZO1337Ljm3bMBiMZGZkEBgUhJeXFy4uLiQmJKDRaunevXuLI0+tVouPjw9LFi3mxx8PMmLECEaOHu2ou3vXLhrq6xk9ZgwKhYK5s2ezds0a9Ho906ZPb7ao+qXy8vLYsW07jzz2GNo2EvcLgiAI17erTj1ot9sxm81oNJoml3mtVitqtfqK8umazeYOB6dzaWl8vXQZT097hu7h4a3Wk2UZm2TDSePUrNxut7e6EHpbKioq+M9HH3Pr7bcx5qabLnt7QRAE4frxq8/lK8syCfHxOLu4dOjybGcqLi7m6JEj3HnXXVcUkAVBEITrx68+oELjKNlms6FWX9Ycq6smyzKyLP/k+xUEQRB+ea6LgCoIgiAIPzeRHF8QBEEQOsEvIqDW1taSkJBATU3NVbclyzKFhYXk5+djMpnarV9fX09xcXGr+X0FQRAEoSM6dPPParXi5OTUofLW6rYlLzeXLz//gj+88Dz9+ve/rG0vZrfb2bljB/v27EWr09G9e3funXIvXTyaJ2ewWCwcO3qM3bt2olAoePVPf2o1xaEgCIIgtKdDI9QfDxxkyaLFzRIo7Ny+nZXLlzcp37tnT4t1W5Kbk8Pncz9j4VcLqKmpRm7jdm5c7HGWf/NNm+1lZGSw8KsFjL5pDCNHjWTXzp3Ex8e3WNdkNLJz+3ZMRhNxscexWCzt9lcQBEEQWtOhgDrsxhuor6/nb+++i6HB4Ci/adw4CguLmP3pp5iMjZdXR44aRVVVFR9+8AFGg7HVNivKK/jjSy87kj9c/AxrS9LS0tj7ww9t1jlz+jQ6nZYxN93EoR8PkZSYSGZmZot1Xd3cePX1P3HzLbe02aYgCIIgdESHAqqLiwsvzHyR6Oho/vn3v1NVWQmAq6srL740ExcXV+bOmU1dXR0uLi68/MdXCA4J4eOPPqSmurrFNuPijlNcXMw/PnifsePH4ezs3GK91FOn+OCf77Nh/TpOp57mzT//hX1797ZYt7amlvq6eh596GHKSksZP2ECktXa4vqtSqUSDw8P1E7ikRdBEATh6nUooNrtdrIysygpKSE6phf688HPbreTmZFBXV0dkZFRaLXa82WZVFZU0DPiW5DRAAAgAElEQVQ6Gl0ryesv3Gs1Go1UVFS0esnVw9OTAQMHEBoainuXLgwZOoTAoKAW6/r4+lBaVsodd97BX996E4VCgY+vLwqFgnNpacTHxyNJkqPvhoYGTEYTsixjMBgcrwmCIAjC5erQ8Cz11Ck2bdjIkKFDmXDzREdWoIT4eLZv28bo0WMYOXoUSqWSk0lJbNqwkZGjRjF2/LhWL+X2ionBzd2d2Z9+SmlJaavBLCgoiKCgICxmC0qlinumTGm1nwMGDmTgwEEUFBSy/OtvUKnVDBgwAIBP/vNfzpw5w7qNG/D09MRgMLB08RKST56kvLycFd98w71TphDVs2dHTokgCIIgNNGhxA7n0s5htVqI6d27SfmpU6dQq9T0jP5fEDp75gw2m0xM75g225Rlmdhjx0g7m0ZAgD9u7u707NkTL2/vFusXFxdTWVHRrA/N+5pGQnw8CoWSPn37ENWzJyqVigP791NRUcHtkyej1WoxmUzs3bOHhvoGAHR6HYMGDSIoOLi90yEIgiAIzfzsmZJsNlun58G12+3Y7fYmo+OWygRBEAShs/zsAVUQBEEQrgdiuCYIgiAInUAEVEEQBEHoBCKgAjZJwmAwtF9R+MWTxHspCMLPpN2AWlVVxYm4Exw5dJgjhw5z7OgxiouLr0lnjEYjs2fNajERQ0f9+6OPLut5UlmW2bB+AyfiTlzxPi9t72RSUqe01Vnsdjupqamd3u6G9et55803mTt7jqPs++++49233+bfH33U7vabNmzknbfeYvans65o/7Isk5yc3KSsqKiIObNmdWhhBEEQhM7UbkCtrq4mJfkk69auZe6cOSQlJlBWWnZNOiNJEgkn4q8qoMYdj7uslWMS4hM4HhvLkCFDrnifFzOZTPz5jTc6pa3OYjab+eCf73d6u5NuuYV7pkwhKSHBUTZ23DjunXIfcbHH293+5lsmcc+9U0hoJd9ye8xmM2+/+VaTsqDAQHx9/Zg968qCtCAIwpVSvfvuu++2VcHT05MBAwdik22YTGZe/dNr+Pv7A/DhBx+gcdLw2dy5FBQUEB4Rwf69+/hs7lz2/LAHlVJJaFgYBoOB1StXsfzrr8nMzKRHZA90Oh3ZWVnMnT2HPT/8gM5Zj7e3Nzu270CpULB0yRLq6+qIiOjBjwcO8sXnn7Fj23askpWIiAiUSiV1dXV8s2wZq1auori4mPDwcDZv3MSU++6jsKCA9WvX4uXljUcLq81A4wjnjy+9zB9fe5WAwEBSkpP58eCPzPviCyTJxoZ16/H29qauto75X85j06ZNWC0Wunfvjkql4lzaOebMmsWG9eupr6/HYjazZOEijh4+Qm5OLinJKQQGBbW6/8/mzEGj0TB71mwy0tMJj4igoqKC+V/MY8uWzSgUCrp164bJZGLj+vUsXbyE1NRTREZF4ezsTF5uLp/PmcuObdtRqVX4+vqyetVq0s6eZcGX86mqrEKhgKVLlvDjgYNkZmQSdzwOf/8AvFt53tfQYGDd2jUsW7KUs2fP0iMykpNJJ5n3+Rds3riJuro6ontFo1Qq0Wg0NNQ38OPBA9x1zz0AjdmvDEZ279rF1AceaPPD5+TkhKHBwIF9+7hnyr0AHDl0mC8+/5ytm7dgNBiJ6hlFUWERSxYtYvnXX5OamsqIkSM5mZTE4oWLOHLoEDnZ2ZxMTCIgKBAvb2/69O3LP977G+MmjMfd3d2xv++2bmXL5s2MGDGizX4JgiBciatKZHs8Nhaz2cKDDz3EkcOHyc7Kont4d579/e/Jyc5m9+5d9IiKZM2336JUKHn5j69gs8loNBrq6+t55623mfHss9hsEju2bUOn1VJbU0NpaQmPPvYo69etJzQslK6h3Xh62jQqystZ++0aonv1Ijw8nI8//Ah/f39eevkl7OBYNi4zM5NVK1YyctRIuoV2a7X/xUVF1NXVObIjlZeVcfDgAUaNHs23q1czadIkDuw/QHZWFrffMZng4GAWL1yIu7s7o8eM4asvv6RP376MmzAeZ2dn9Ho9Xbp4sHPnTp6f+SJOTk54enq2uv/E+AQKCgp59LHHOHz4EInxCXz/3XdMnHQzgYGBrFi+HG9vH2Jjj1FTXcPLr/4RySqh0+kwNBj48F//4v6pU3F1cWXjhvXo9Xr2793L4CGDeWHmTBYtWECvmBgefvRRDh86zPMzX0StUuPp1XqfFi9ahMlk5OU/voJks6HVagkKCuSxxx/HYrUwZ9YsevftQ0xM24k7rlRQSDBPPPUkhoYGvpo/n5jeMRzYvx9Q8Nr//R9qdeNHNjIyiscef4y9e/Y0nmu1E56ejX+4ODk5MfHmmzn84yEeeOhBR9uyLKNWdu4zz4IgCBdcdWb4J556kpCQELx9fNDr9Zw4fpzqmhrq6+ux26GutpakhAQ+mT27yajo9OnTmExGykpLMZlMeHh4YrVacXFx4Znp0zEYDAQHB1FRUUFNTQ2lpaVYrVaUKiUN9fVIksTx2GNs3LIFrVbbpE9rVq9Go3FiwsSJKBSKVvteWlqKf0BAkzp9+/XDz8+P3jEx+Af4s3fvXjy9vOjffwDOznr6DRhAbm4uAJNuvYUTcXFs/34b/fr3Y/CQIfgH+KNSqQgJCenQ+Xtm+jS6d++Ol5cn+fkF1NXVUVlRSW1tHQEBgRgMDZxKSeGFmTMJuiiHcXp6Og0NDZSXV1BSUoqvnx8WiwW9szMPPPQQOp0OXz9fbDYJf39/nDSadvskSRLJJ0/yl7fedGSMkmWZgoJCcnNzUKvUaDVa6mprO3Rsl0uWZQry88nPz0eBAicnJ+rq6hg8ZCgH9u/nuy1b6B4ejo+PD3pnPf4BAajV6haPKygokIrKiiZld9511zXptyAIAnTCLF+NRuP4UpNlmW9Xf0tMTAzdu3fHZpNQKJW4urqRmZEB/C9jkZubG5bzl08HDxnC3ffcTbfQUFRKJQqFArPJRF1dHaBg44aNhIaGEhkZiU1qXGdVqVTi5uZORnp6k3YB7rz7bmqqazh29Gibfff08qKkuLjJPdsLWZuU50dCLs7OVFdXYbaYsdlslJeVO0adEyZO5KGHH8bH14ddO3dSUVGBk5MTkiRhNps7dP60Wi0qlYrAoCC6hXbDJtvo2rUr/fv3566776J37964uLiSdz6I2+12ZFnGxcUFmyQRFhrKwIEDufPuu4mMikKpUKCg8Q8EhUKB3W5HrVYj26R2J+ooFApcXF3Jyc527Ku2tpbt277H09OTXjG9kCSJa5UJpLa2lu+2bsXPz4+evaKxnd/XwEEDefDhh+jXvz+bN20iLy8PoM1zXVpaipeXV5OyjPR0jh5p+zMhCIJwpTp17TIXFxc0Wi0Lv1qAyWTC29sblUrFE089yeeffYbzosV07daNp6c9Q2BgIHffcw+f/Oc/BAQGEh4RwW2Tb0ej1fLKzJmo1U4MGjyIwUMGs3vXTpZ//Q2SJOHq6go0Br7nX3iBD/75Pu5ubkT3juHRxx4DICYmhgceepBVK1bi6uZG3759W+xvcHAwer2etLNpTfIRXyw0NBQ78Oaf/4JeryOka1dGjBwJwN/f+xv1dXWYzGaioiJxc3PDycmJ2ydP5nfTptO7T2/unzqV8IiIDp0/Hx8fbrvtNhYuWIC/vz++fn48+PBD3P/AVL6a9yXr16zFx8+XGc8+S0BAAJPvuIPZs2YReH4Bgcl3TG6xXScnJ8ZPmMiMZ6YRGRXF1Aem0quFS7YqlYqHH3mY+fO+ZNWKlQQEBvD4k0+i0+nZsH4DCnBcDZBlmVmffEJSYhJnzpzm7+++xwMPPci+PXs5evQoGenpvP3XN3nokYdbzL8syzJzZs0mIT6e06mp/O2dd7nnvinodHrWfrsG2W537Gv519+QEB+PHXB2dsHHx8dxXLfceiu/e2Ya0TEx3P/AVCIjI5Ekib179jL3i8+b7PO7rVs5mXSSG268oc0rF4IgCFfimqQerK+vdwS+i5lMJjROGpSqpjl26+vrcXZ2dowOrVYrKpWqSd7dhoYGXFxcWtyfyWRCo9FcUZ7eI4cPs2b1aj78978d92BbYpNs2GQbGo3GUSbLMrW1tWi1WvSXLFNntVqx2WzodLrL7hNATU0Nrq6uTfIcG41GtBptk/MHjSM7FxeXdnMiS5KE1Wpt1teWmIznz+n5fRkMhlbXrO1sl+7rwmdEqVS2+BmwWq1IkuQ4rm++/obC/Hxe/3PT2dayLCNJUpP3UBAEobP85nP5yjYb33z9NSEhXRk/ccLP3R3hKuXk5LBk4ULe+Otfm91bFwRBuJZ+8wEVGkduFovlJxuBCdeOJElYz0/OEgRB+CmJgCoIgiAIneAnzeX7a4/dv9T+/xL79UvskyAIwrXU6QH1RNwJvt/6Hd9v/Y7YY8cwnk9U/s2yZbz04swmdf/1z/d5aOpU/nWFafFWr1zFO2+9xcoVK1j41VeXvb0sy+eTBjRXVVXF/HnzSDt79vy+VvLs9BlX1M+dO3bw7ttvs2P7dt57++3L3v6bZct49OGHW9z/kkWL+NMfX72ifrWmsqKCHdu3X/H2a1avZvrTz3Rijy6fzWbjszlzSbwoLeKlFi9cxCMPPcSLf3j+J+yZIAjXq059bAZg/rx5RERE4Ovni0qtQrLZaGhooFdMDN7nH3e44I2//oWTSSdZuXy5o0yWZerq6rDLMs4uLm3OyFSr1aiUKrQaLYaGhiav1dXVYTIa8fXzw2azUX8+GYRWo8HVzQ2z2Ux5eTmvv/Yntu3cgVqlxtnFGYVCQX19PZWVlVRWVmGxWjEYDET17InzRTNM7XY7BoMBpVKJ0WhEr9ej1+uprKhEoVTg4eHheDRDpVKhUqrQ6fTYufzHNR574glGjh7N65cEzob6Bvr06etIwmC32zEajSgUCoxGIzqdDmdnZ2RZpqGhAavVirOzc6szj61WKxs3bGDN6tUU5Bdwy623XnZfDQYDkVFRaM5PCLLb7ZhMpsZ/jUa0Ol2rs7UvbaemugZfP1+sVitmsxm9Xo/RaMTZ2RmNRuN4X2WbDf3545JlGUODAaPJSGVlBRaLBbvd3mSWuMlkwsnJiaenPcNNY8fy1l/+4thva+eqpfdVEAThYp0eUAFuv+MOIiMjUaqUODk5sWP7DhLi41EqFNx2++2tbme32zl29Chxx+OQJImIHhFMvPnmVicL9evfj8CgQPz8/Wmo/19AzcrKakwQ4OvH/Q9M5UTcCQ4fPoTVbCa8Rw/uu/9+zpw+zb49ezE0NLBk0WICAwMZP3EC2VlZxMXFUVlRQUlxCQBHjxwhLvY4ZovZkW3HaDQy+9NZhHQNIS83j7CwMO69bwqnUlLYs2cPd997D3369EGtVjfm3tXrCQ3rjkrVeRcF9u/fR1JiElqthkm33ILZbGbRgoW4uLhQUlyMt48PDz/6CJkZGRw5fARDQwN+/n7ceffdTXLcXqBUKomIiOBfH33M4488ckV9ij16jNjYWAyGBu6+5x4sFgvfrl6N2WSiqqoajUbDtBnTW9z/BXl5eXy3ZQsqlZqx48Zy6MdDZGdnERoaRmlpKYOHDGbc+PEcOXyY+BMnMJvNBIeEcPvkyeTm5HDs6DGqq6vIzsoGGgPoF599zkuvvIzZbGbH9u0MHDiQiB49mu7YDqdSUjhy+DAN9Q34+Ply9z334O7u3uL7KgiCcLFrcg91966drFu7lmNHjmK1Whk1ehSTJk0iLe1sm9tVV1WzdPES+g8YwLBhw4g7fpxzaWmt1o+MimLEyJH06NGD/gP6I8syhw8dYvWKlUSER3DvlHtRKpXs37cXm2TjvgceYMLEiQD0jI5mytT7cXZx4fEnn3AE+rXfrmHMmDE8+vjj+AcEAHDj8OFMuuUWzqSeduzbZrMRF3ecoKAg7p1yLzk5ORQWFjL6pjHcPnkyO7dvZ9fOnRiNRrp168bwkSMJCg5i1OjRV3t6HW666SZunjSJ9LRzjj6dPJmEp6cnjz3xBIWFBaQkp7Bu7Tr8A/yZdMstJCcnt7q6i0qlYtDgwbi5uV1xn4bdeAO33HILp8+fK1mWOXP6NDqdjmefe46yslLOne/vpWRZJv7ECdasWo2fnz9PPvUkRpOJ3NwcekZHs3PHDm4cPpzEhARKSkrY9v33jB03nkcefZS83Fz2/vADW7dspVdMDNNmzCD4fEpCm81G+rk0x3OohQUF1NfXN9t/fX09G9avx9vHl1tvv42U5GTizy/r19L7KgiCcLFrElBDw7oT1TOKwKAgx8P47l26tLtdWVkZBkMDuTk5pKenExgUdNkP4SefTCY3N5ex48fhdH7bu++9Fzc3N5YuXsx3W7ZgNpvR6XR4enqiVCrx8fGhi0cXysvKcHZxJqpnT9zd3R2JApydnVvsv7Nez4SJE/Hy9sbF1cWRAm/osKF4eXlx9MgRJKv1svp/OVxcXelySb90Oh2jbxqDp5cnXbp4UFxcRG1NDQUFBSQkJBDStesVJ5voiJbOlVar5cbhw/Hw9MDHxweDoaGVrSEtLY3MrCxuvf02x2Xj4OBgfH19CeveHb/zl/BLiovx8PAgPCIcP39/uoeHk5p6GqVSQWRkD9zd3S/7MajqmmpqqmsoKizgxIl4unbthlb3v2dZf6r3VRCEX6drct2qd+/eRPWMuuztvLy9sNlkRo8ZTRcPD5RKZYey+lygVCp5+NFHcHZx5r133uH1N97Ay8uLyMhIgoKCKCosZOGCBQwfMYLwiAi0Wi1msxmTyYROp8PVzY2KigpsNht5ubmkpp7ilttav4948b00BYDdjiRJfDZnLnV1dTz/wou4tJAx6mLr163DaDDw6OOPd/g426Lg4ly+4ObmhkqtYtCgwfSK6YVSoUB3Gef0gt27dpGacoqZr7x8RX3ikvzCLVEqldxx552o1Wpeffll3vvHPxq3OZ8B6+JMWJ5eXhQXFWE0GlEqlRTk59M9vDupp05htlgoKiwkIT6e8RPGo9FoMJvNWK1WKioqSEtL46axY5vt383NDbVazYABA+nTry8KhcLx+bvc91UQhN+eTg+ol6YAtNlsvPvW2yQlJlJaWspLL7zA7557juhevXjx938gNzeXquoq/vz6//G73z/Hk089ye+mTScoOJiw7t2ZNn0aIV27dnj/7u7uPP7EE+zauYuvly7lhZkz+ft7fyMjPR273c7AQQMd7Tk5OfH4E09w7113M3TYUJ6eNo2oqCgeefAhvLy86N2nN9jtvP/3v3P0yFGKi4v5w7PP8bvfP0dERAQaTePoRaFQoFarUSqVrPl2DU5OTrz59lttddOhvKyMzZs28/Cjj7aYOlGWZf7z8ccc3H+AoqIinps+gxm/f44BAwbwl/97g9TUVMrLyvjjSy/z6OOPodFouBDn1Wo1nl5e3Hf//Xzyn3/j6uqGh4cHzz3/B6Kimv/BY7fb+fPr/8fhQ4eoq6vjvnvu5YWZMxk3fhzVVVV8Nncuz898sdUUh7Is89EH/+LwoUMUFRXx+989y+NPPYmTkxNKpcLRp7ZSJLq6unL/1Kl07dqNubNnc9/996NWqVCpVI521GonwsLCGDl6NM9On4FOr2P4iBHcP3Uqq202Xn35FfTOzgwaPMixbuvIkaN4/OFHcO/Shehe0dihxff13vum8Ol//4uzswvuXdz5/fPP07Nnz8t+XwVB+O35xSZ2aGhoQK/XX1F+3gvsdrtjRGQwGFCpVC1e7pQkCVmWHZeXzSYzGq3mimZzXthnR1SUl7Nj+w7y8/N4/Y032t/gKtXX16PX69vN+Xupmupq9u/bz969e/hk1qxr1LvmOnIuZZuMTbY1ycNsNpvP/2HRdFuTyYRWq+3Q+3Ppubqc91UQhN+mX2xA/S2IOx5H+rk0bp88uUP3mH8up1NPcyolhQkTJ+B5yZJogiAIQiMRUAVBEAShE/ykqQcFQRAE4XolAqogCIIgdIJ2A6rNZsNgMNBQX9/43/m0bJ3BaDQ62r2Qnk64PIbzuZI7qqqqCrPJdI1603nsdjvVVVWOZ3tbc60SLFRXV5Oent5mnfr6es6eOYMsyx1qU5IkigoLKSgooK6urjO6edUaGhooLi5u8bWqqipMV3B+GxoaKCwsvLL+1NdTVFREUVFRm/VkWW78/mhoaPcz0t7+CguurK/1rfTVaDRSWlJyxX1qT1VVFaY2fodNRiOlpaXNym2SjeLiYvLz86mqqqKhoaFD57otZrO52fe2yWSitLT0N/l93m5ALS4uZteOnaxYvoKFXy3g+63fkZ2V1Sk7X71qFevXrWfL5i3EHovFaBDZZy6H1WplwfyOLwpgs9lY+NUCkpOTr2GvOockSSxcsICUNvpqtVpZtnRpp++7tqaW/3z0MZkZGe3Uq+Gr+V9xMimpQ+0ePXyEf73/AV8vXdrhba61/fv28fqrr7X42vx5XxIXF3fZbZ6Ii+M/H318Rf1JTU1l4fyveOmFF9usV1VZydbNW9iwbh3fbf2O48dir+gP/bjjx/n4o4+uqK+nUlJYMH8+M59/oUn5ibg43vrrm1fUZkfMn/cl8SdOtPp6QkIC777VfBGOkyeT+PD85+/A/v2cPXOWRV8t4OVLFi3pKJvNxs7tO6iprm66n6Qk/vbOu9gk6Yra/TVr9zlUF2dnQsNCyc3N5cyZM4wcPQr3Ll0oLCyksqKCPn37YrVayc7KxsXVheLiYtxcXUlPT6dHj0h6RPbAZDIRe+wYhgYDvfv2oVu3bgBs/+57Hn/qKfz9/eji4YHaSU3c8eOEh4cTGxuLj68v/fr1I/XUKYKCg4k/cQJPD08GDBqIVqulpqaG2GPHkGWZ3n36EBISwom4OMLCwjh+/Dg+Pj70698fjUZDRkYGRYVFjBo9qtVjlSSJxMREBg4ciM1mIyc7Gy9vb4qLilEqFaSlpREREUHvPn1QKBTU1dVx7OhR6urqiIiIIKZ3b5KSkujfvz92u53srCw8vbwoKSlBpVKRcS6dbqGh9OnbB5vNRvLJZFxdXUg/l05Ejx5ERkVSX19PXFwchoYGYnr3pnv37pxKScHL25ukxETcXN0YPHQI5WVlJCYmsnjRInr06IF7F3f69O2LTqfjeGwstbW19OnTh9CwMMxmM0mJSRQU5FOQn9/miKq+vp4TcXHU1dXRKyaGsLAwzqWdw46djHPphHTtSv8B/R0J+C99X5OTk/H18SExMRE3N3cGDxlMeVk5KSnJmEwmoqOjie7VC0mSOJ16GicnNWln0+gRGUmvmF5YLBYSExMpyM+noKAQuZW/cosKC0lMTGTp4iV0DemKi6sLISFdMZtNRPTogUajobCgAJPJRGhYGKdSTqF31pN+7hzh4RH0/P/2zjM6ruu6978pmME09DpE70QlQVSSEkVRkqXIlrRUnEQ9kuy05TguiZ7t98EfnpMVLyciJafYoUWRIkWRFJtsk86SRZBgkQAQIDAABh0gMQUAC6b3ct+HAcYkUQSIdrJi8/9tzpyyz9773nP2PufuXVaKz+fjYnsHNpuNiqpK8vLyADh+/BhJyUk88OCDt/Clo70dq8VCdm4udXV1aNes4dnnn+PHb77Fjh+/9ZlB/3/+4Yd88bEv8eBDDwERS66rsxOr1cra8nKKiooYGhxEpVLR39+PXB5LY1PjssFNZmZmmBgfp6m5OVo2OTnJ2OgYW+/fuiw9AMnJyeTn50d/+/1++vv6MBqNTE5O0hyO9Ov1eum8eBGLxUJFZSX5+fkIgsDI8DDDQ8OoNRrqG+qZmZ5memo68g33HGZnZ7l+7TpjY6NUVlYxMjJMZWUlgUCAvr4+PB4PpaWlrC0vp76hAa12DX/3zW8uS7fNZkOv11Nbux6pNIZDBw8iEouorqmhr7cXk8lEcXExZWvXAhGPx/DQECPDI2jiNNQ3NDBlNjMzM0NVVSUwZ3GazRgMBvLy8xkeHKKiqpLs7GyMBuMCHW5samLNmiy+/Y1v3EJbfHx8VJeWw/TUNL29OlwuF4VFRVRUVGAwGLDZbBgNBhISEmne2IxIJMLv99PX24vRaMRoMCz7DMfFx5O7yPhnTp/mni1bePKpJ6NlGRkZfOf116O/fT4fer0ek9FIdk4ONTU1AExNTdGr0+F2uykqKiYnN4fOixfZt3cvFouFtLQ0qtfVoNVqiYuLi4z/B/iZ2WdaqAmJiaxbv56i4iLSMzLYUFdHeno6Pq+Xt7bvIBwKc+3aNVpOfcyU2cxP/u3fOXrkCC6Xmw+PHWPyyiTv7t7D1ZkZRCL44OBBzCZTtP/4+DgSEhKJ02iQSiQc2L+fHdu343K5ONPSgl6v59jRo7z5xna8Xh9nz7bS3d2N1+tlx7+8gdVqxWKxcPjQIcxmMwcPHGDH9h243W5Ot5ymv68PiAS4379v37JuCJ/Px8H33ycYCODxeGhtbWViYoJ9777LsSNHkUikHDl8OOoieeftXUxPTZOYmIhIJMLn8/HBgYP4/f5I+zNnmJiYYP++9ziw/33EEjFHjxxhZHgYr9fLT//jPzhy+Agej4fjx44xNjrKrp0/w2wyEQwGef+995gYH+fkiRO8+cZ2AoEgFy6cp72tDZFIjFQqRcR8sITI3mj/vn2YTSZkMTEcPHCAyclJjnxwGH1/Pxq1muAyu0a/38+ed3ZjmJwEQWD/vn0MDAxw+IND7N+3D3msnCOHDzOgH0AIC4vK9cQvfsGb23cQ8Ae4cP4cFzs6sNmsc1GvlLyz6x3MJjN+v5/du3Zx/OgxAI4eOcLU1BQfHDzEgF6PWq1edocrEomRSqTRoBpSiZRgMMDhQx9wdeYq4XCYkydPMnllci5pwE4OHzqE3x/g+NGjTIxPcGD/+xiNRuRyGQf278dgMOB2u2k51cLLr7xyyzfQ77+3H8PkJEnJybfkC1q3bh0qtXrZNHEjw8O8+cZ2OjraOX7sOD/64Q9pb2vjvb37GB8fR5U2UosAABD0SURBVCKR8N7evYwMD9Ny6lSEf4EA7W2fcu7s2SX7Bbhy+TK/+PnPbynr6e5m189+tiKXW0VFBa985TUgsuj86uRJOi92olQqo+EVBUHg0IGDTF6ZRKFQcGD/fiYnJ2n7tI1DBw4ik8sIhYL4fL5oAI5PLnwSHWPyyhX27X2XAb2ef/jBDxgdGaX1TCs2m20uGpWSXW+/jemm98JKoFarqa5ZxyOP/hENjQ2cO3uO06da6L4U2Xju3rWLobn0i59c+IRDBw8il8sIBUN4vV4kEilSaQwXzp0H4Mb1G3xw8BDtbW38y4/+mWvXrnH8yFGARXV4KRQWFfH8Sy9+Jv0Ohx1BEFAolOz8yU+YmJjg9KkW9u7eQzgUZs/u3YzOBaT55S9+yaWuLlQq1Wda4vn5+Tz3/PPR32aTiZ0/+SmnPv6Y/zp5kn/8fz+g5VTLgnahUIjW02c413oWsVjMrp076Whvj9BqtwNEaP3Pn2I0GJFKIsFspFIpEqkU8dwCmpuXx7PPPbvq791/H/C5IyXl5OYSFgTa2j5FLpdjsVjJ1GqxWa289tWvIoTDHJiZ4ZMLF+jp6ebJp55GIpHgcDgZHh6Ophz78PhxNJo4KqsqefiRR7BarDz59DNU11TT29sbtUS/+NhjbNy4kaysNcTIZOj1enw+H4899hgOh4MD77/P2OgoNquVF156ifW1tfTqdMjn4sE+/sQTPPzww8t+nC8IAjarFYG5NF5OJ36/H4fTySuvvUp6RgaDA3qmzFNotVqsVgsGwyR19fVRS9xqtSKEwwiCgNPpxO/z4XQ4+Opf/gX5+flMm6fQ9+vJ1Gqx22y89pXXEInEXL06w0cffYTNbuP5F19AJpdz48YNdDodDruDTffcw4MPPUhWdhbBQIBMbSZqjRqZXM7927aBCK7OXKWnu4dHHn0UeawCt9vDmZbTGAyT/Olzz6HVamlv71hy/pcnJrBYLDz9zNPRMIxdnZ04HU6e/vIzVNfUYDaZ0el6iE+IX1Sudrudzffey7YHtpGVnUU4HKa4uASRSMzUlBmnw4HBaCAuPg6H08HX/vbrxMXFMTIyjK67h4mJCV546UXS0tKWdTempafR2NyEUqmMzl8kEqFUqejq7CQtPY22Tz7l8SeeQBAE7HY7r3/3O6iUSmampzl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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Чтобы узнать, сколько значащих цифр использует модуль decimal , обратитесь к атрибуту decimal.getcontext().prec" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Не объединяйте операторы != в цепочку**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "оператор проверки неравенства != в цепочках использовать не стоит." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "a и c могут быть равны и выражение a != b != c все равно будет равно True :" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Не забудьте запятую в кортежах\n", + "из одного элемента**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Экзатически странности" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Почему 256 — это 256, а 257 — не 257**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "При создании объекта\n", + "нового целого числа в памяти CPython сначала проверяет, принадлежит ли оно\n", + "диапазону от –5 до 256. В таком случае CPython экономит время, просто воз-\n", + "вращая существующий объект целого числа, вместо того чтобы создавать его\n", + "заново. Такое поведение также экономит память, так как она не расходуется на\n", + "хранение малых целых чисел" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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zKi6Xi5bmZoxGI7FxceFHcOrr6+H4bWGbzQaSRM9nEkdodTri4+PFwChBEAThrI06AOnEKNyzKftncTqd/PzJp7Db7UiSxDULr+Wcc89FkiS+/c1bUKlUSJLEjTffhITEq6+8AkAoFCIrO4uHH3kElVr9pdRdEARB+OobtWW67KOPaW9v4/Y77kCpVAKwYtlympoaufPuu8Nlq1eu4ujROu6+555w2Ug8Hg9vvrGIurpaJk2ezOw5czCZTGe9ElqtlukzZpCekc7SJUtZu2YNk6dMwWg00tDQwE8efJC0tFQSEhIA+PEDP8HtcvHSi39GlmUQrVJBEARhDEa9Z/qN+Vfh9fp47H//N5w28IpvXEkoJPPfjzyCyzlUNvfyeUiSgocfeCBcNpL7f/hD3l6yhPSMDLRaLcFA4JTT1dbWcstNN4f/fvXLp3E4HCdNp1KpmHfF5aSnp6PX69FqdSgUQ6vmHBykbPNmmpqa0Op0RFmtTJw4EYVCQZ/dzhVXXimyMgmCIAhjonz00UcfPd0EkiRRXFJCXW0dZZs2U1hUiFarpaS0lIb6BtatXcukSUVodTqmTZ9Gc3Mzq1etZNLkycOyJJ3Q0dHBU088wVO/+AXzFyxgfG4uuhHy9cqyjEqlIicnh5ycHHLzcklNTT1l8AsGg6xft551a9dy/Q3Xk56RgSRJqNUaFJLEW4sWMTg4SElpKR6Phw/efx+lUsXceXPRGwxnt/UEQRAEgTPo5g2FQuzeuYvBwUEmT52CVqcjFAqxa+dO+vv7mFo8FZ1eTygUYs/u3dh7eykuKRkxQAKo1RraWlro7+9HkiQMBsMpA6TH4+HYsWPD6xMMnTRdMBhk9apVvPLSX5h3xRWkpaURDAaRJInrbrieQCBAX18fTU1NwND7WHdu38H1N91IlNU66kYSBEEQhNMZNZiWbd7M1vKtfH32bAoKC1AoFGzetJktmzfz9TmzKSwqQqFQsKVsC5s2bOCy2bOZNHlSuJv170VHR3Pd9dfx1ptvsmPHTgqLCrlq/nwiIyNPmjbCEsEFF17w6eeISNSakwcKNTY08ORjjxMIBNi0cSP19fXcdffdSAqJp3/+C0KhEPY+O9ffcAMAaz9Zg9liobi4WIziFQRBEMZs1NG8bW1tSJJEfHx8uKy9rR0ZOTygB6CjvZ2QPLxsJAMDAxw7dgznoJP4hHhSUlJQj2E07eDgIDXV1eHPer2ejMxMAHZs345SqSQ2No5xqePQaDQ01NcjSQpSxqWIYCoIgiCMmcjNKwiCIAhjJDIgCYIgCMIYiWAqCIIgCGMkgqkgCIIgjNGXmq3gYOVBNmxYz/wFC85o4NLp9Pb2smf3bqKjo8nNy0On0yHLMlvLy5FDQ7eFM7IykZCoq60N/84SYSH/eBIHQRAEQTgbowZTl8uF4e+SGrjdbvR6/ahlo7HbezlUWcns2bM/1+9Ono+db1x+BSajEYfDwe133MF1N1yPUqHkrjvuRKPRoFAo+K8HfgJIPPX448DQ86mFRUX85dVXvrS8woIgCMJX3+i5eT/8iMrKSr7/g3uIjolBkiSWf7yMvXv28IP77iXmeNmqFSvYsX0H995/HzExsUiKUz9yMpSpaB3vvvM3WlpasFjMIy7b7/dj7+0Nf9ZotVgslpNakVFRUfzllVcYlzqOF557noOVlTidTsxmM9E2G7/41dNMyM9Hr9cjSRILrl6AvdfOE48/TmZmxqi5hAVBEAThdEZNJ5g/cSJOp5NVK1cSERGJzWZlYkEBHq+H5cuWYbFEYIu2kT9xIj6/n2UffYTZYiE6OvqUQaq6qoq777iTG266ifG542lpaeXc8849ZSai5uZmnv3D/7Ft6za2bd1GR2cH43NzT9mKtNls9HR3s2rVSjIyMyguKUGlUvH+u+/R2dFJ1eHDWG1WoqOjCYVCbC0vZ+uWcm751reJjY09+y0oCIIg/Mc7oxuFX589G5PZzLq1a/D6fOGyqKgo1nyyGp/XC8DsObOJjolh1cqVeI+X/b1DBw+hVqu5ZuG1pKdnoFaP3DjW6/Vk5+SE/5KSkkdsRXo8Ht568y1CwRCXXHopOp0OSZJ44OGHuOSyyzh06BBLlyxFlmUcDgebNmykoKCAlJTkM9kEgiAIgjCiUbt5A4EAr/zlZQJ+P9+46ir0ej2BQIBXX34Ft8vN/KuvRm8wEAwGefXlV3A4Brhm4bUj3j81W8x4PB5qjxxhz57dp3wLzAk+r4+WlpbwZ61OSyh0cm5en8/Hr375NPv27uXmW24hFArh9/mQFArG5+bi8XgwmU0Eg0Nvpzl29CjV1dX88L57MRiNo24kQRAEQTidUYPpG6+/jtfr5Xt33hkOkItefwOXy8Wdd98VfuPKm28swuFwcNf3v3/SgKXPmnXOOUwsmMhN199AUlISKeNSRpw2MSmR+350f/izUqk85ZtoDlZWsuj11wF47H/+h6zsbJ75w++RJIkr585DqVQysaCA799zD5Ik8c7b75Cens7kKVNEOkFBEARhzEZNJxgKhU4a8CPL8klB6FRlp+MYcGAym/7hwczhcKBUKk8b4AVBEARhLERuXkEQBEEYI5GpQBAEQRDGSARTQRAEQRijr0Qw9Xg8uJzOL7saw3g8Hrq6uggEAl92VQRBEIQv2ajB9FS3VM+07Ivgcjp5+MGHeP7Z5/D7/Wc9nz+98AL/89OfjrmeXo+Xt5csYf6VV7JwwdVcetHFfPDe+2OqmyAIgvDVNuqjMUfr6giFQmRlZ4dH3h47epRAIEB2Tk64rP5YPT6fj5zxOaOO0A0Gg9TX1zPocBAVZSUxKRGV6tRVOXLkCJMnTyYpOSk8TU9PDy3NzQSDQVJTU7HabCMuq7u7m7bWVpoaGr+QgLdq1Sp+++vfMGPmTMalphIZGckjDz2E2+Nm4cLrRkyjKAiCIPz7GrVlarfbeXvJUjZu2BAORn32Pt5espT1a9d9WtZn5+0lS1i7Zs2oQWvZxx/zq1/8ksVvvcXGjRtwnqYLd8XyFWxYt46jdXXIskzAH+DXv3ya1197jU9Wr6axsXHE1qbdbuf3zzzDotffoLq6Opy0YSyef/ZZurq6+OjDD1i6ZDFRUZF4vB4+/vAj+vrsY56/IAiC8NUzajAtLilhwTXXcKCigg/f/wC3282U4qlce911HDx0kPfefReXy8XkKVO47sYbqDp8mL+9/Q4ul+uU8xsYGOB3v/ktRZMm8b077uCiiy8+7TOg199wA/GJCfT2DgWqUCjE6tWrcDgclJSWkpaePmJLeMP6Dezft59bv/tdiouLUY7Q+v08WpqbATCbLcydO4933n4HZHAODp42m5MgCILw7+uMBiBlZmUSCARoa2sbVhYKBmltaeVEKMvKykKWZZqPB5xTsff20t3dzdTiqaSlp5OYmIharR5x+vj4OIyfSfmn1qj547PPodVo+dmTT/H+u++NmAf4SE01NpuNnPE5GE1fTIKIgsJCjEYj8664gtbWVvbv24dCoSDKaiVGJMwXBEH4jzRqMHU6nfz3w4+g1xu4466hlIJOp5NHHnwIlVLF939wD3qDAafTyUM/eQA5JHPv/feN2NpMSEwkLj6Ol196iT2793Dw4MERW7F+v5/W1lYGBwcZHHTQ1dmJy+UiIjKS/370f7no4ouprq4eMZhm5+TQ3tbGyhUr2Fq+ZcTpPo+HHn6I9IwMxo0bx+y5c/nF00+Tm5fLd2+/7XO/z1UQBEH49zBqBqQPP/gQkLniyivDZcs++hi/38835l8VLluxfDlut4f5C+aPutDKAwd44bnnsNv7OOfcc7jhxhuJiIw8abqW5mYe/MlPwp8zMjK59bbv8tOHHkaWZaKiorj5llsoLik+KeUhgNfr5fFHH6WjvYPEpERS09K49TvfGVMLNRgMsnPHDha9sYjOjnZs0dF897u3MaV46lnPUxAEQfhqGzWYnmke3s+bm1eWZfx+P2q1+nMHt0AggMfjQavVnraLGIbusQYCgVO+A3Us/H4/Ho8Hg8EgXi4uCILwH07k5hUEQRCEMfpKZEASBEEQhH9lIpgKgiAIwhiJYCoIgiAIYzRqFoP2tnZc7qFHV4wGA7bo6FOm/tu9azetrS1YrVZmnXPOF19TQRAEQfgXNWowffXllzEYjZhMRsalpjJj5sxTBlONRk1/Xz/r164TwVQQBEH4jzJqMK2prubO799Neno6Gq0WvV5P2eYy1q9bi06n57KvX0ZhUREFhYVotTp27tgx7PdtbW0seest+vv7mT13LqWlpdh7e1n0xhsoFEpmz51Denr6P2wFBUEQBOEf7Yzumfr9fnw+P6FQCEmS0Ot13HjzzUwtnsrSJUtpb28f8bc//P49FBYV8d3bbiMzM5NgMMh3b/0OU4uLycjM4O0lS+jq6vrCVkgQBEEQ/tnOKPP7395+h4jICIomTeLrs2djtVo5WneU5pZmJIaSvI+kdNo0tpSVoVKqyJ+YT9XhKoLBAIODTgYGHIRCIRwOBzExMV/UOgmCIAjCP9UZBdM7776brOwsAPr7+/nZk09x1fyrMBlNBAIBTpf14b4f3c/W8nLWrV3LkSM1TC0pwe12I8sysbExpGekEysSxAuCIAhfYWf1TjJJoaCxqYnenl6UKiVyKMTSxYupOlzFkSNHWLp4MV+74ALi4uJ44bnn0Wq1KBRKtFodqampzJw5k727dxMdE0NqWuoX8jYXQRAEQfiyjJpO8NjRYyQkJqDT6YChnLqNjY0M9Pej1xvQG/TYbDY6Ozpxe9wE/AHMZhOxcXHodDqqq6uH8uhqNMTHxxMRGYndbqejvZ1gMIjVZiM2NvaUI4QFQRAE4atA5OYVBEEQhDESGZAEQRAEYYxEMBUEQRCEMRLBVBAEQRDGSARTQRAEQRgjEUwFQRAEYYxEMBUEQRCEMRLBVBAEQRDGSARTQRAEQRgjEUwFQRAEYYxEMBUEQRCEMRLBVBAEQRDGSARTQRAEQRgjEUwFQRAEYYxEMBUEQRCEMfqXD6ayLONyub7sagiCIAjCiEZ9I3dPdzd9fX0oFAr0ej1qjQZJkrBYLP+wF3qHQiH6+/rYvn07ZZs3c8u3vkV2Ts4/ZFmCIPzr6OnpITIyEpfThUqtQq/Xf9lVEoQzctpoKMsy7e3tPPLQQ8QnJHLd9dfhcrlZu2YNF1xwPvOuuOILr1AoFKLywAGWLlmKx+Nm/oIFIpAKwucUCATo7+9HpVRitlhQKBQEg0EcDgfBYBAAtVqNxWIZ9huXy4UkSZjN5n96nUOhEE///Od87667WLP6EzKzMrno4ov/6fUQhLNx2mAqSRL5EyeSnJLC+PHjOf+CCwDo7+vjmd8+8w8Jpl1dXRw+fJi58+YytbgYjUbzhS9DEP6dBYNBPnz/AxobGwn4/Zxz3rlMnzGDnu4elixeTCgURKVSkzIuhSuuvBJZlqmprmFL2Wbcbg9p6enMnTf3n15vSZKYf/XVeNxuJhZMJDs7+59eB0E4W5+7n9bv91NXV0fehDxg6Gqy6vBhHA4Hvb295E2YQFpaGn6/nz27d6NWq3G73ZROm4ZarQ7PR5ZlmpuaaWpqRKFQYLFEkDchD5fTicFgQJIktpaXk5iYRHZONseOHqWyshIAj8fDrFmzSExKCs/P6XSyc8cONBoNSUlJ6A0Gtm3dikKSmDZjBj6vj9WrV3HtwoXs3LGD/v5+/D4/EZERtLe187Xzz8fhGKCqqorMzEwKi4qQZZmjdXUcOHCApKQkphYXn7Jru6mxkd27dmE0mYiNjaW9rZ3+/n4mTZ5EfX09He0dpKal0tLcQnp6GtOmz0BSSHi9XjZv3IglMhK9TseE/Hy6OjspLy/HaDDgDwRQKpXMOuccLBYLAwMD7Nu7F1mWiYiIoKCwkC2bN9PbaycUCmE0Gunu7mbGzBm0tLSg0+nx+31MLS5GrVZzpKaGyspKIqOiQJaxmC0Ul5YQCATC32VnZ1N7pJbUtDQKCgtQKBRs3rQJnU6H3QMSOg4AACAASURBVG4HGUqnTyMUCrFj+3aMRiMlJSW0tbXR19eHWq1Gq9GSXzARe28v27dvx+vxMLWkhGNHj9LX18esWbOoqamhsaGB0unTsZjN7N61C4fDwbnnfQ2nc5CdO3aSmpbKtOnT6ejooKa6GmSZCfn52KKjw9u+v7+fXTt30t3dzbnnnovDMUjlgQNkZGYwafJk7L29VFZWolAoyMrOJi4uDlmWaW1tZd/evURERNDR3o4lIpLSaaWYTWb27d2LQqHA7XGTnJLCuHHj8Pl87Ni+Hb1eTygYZNKUKcOOZ7fLxbat2xgcHOT8C87n4MFDHK2rpWjSJAYGBmhuamL6zJmYjCbKNm9Gp9cxc+ZMjCbTKfdrf38/u3ftAsDr9SLLMH3GdGw2G7VHjtBn7yMQDBAdHUPO+JN7bswWM+d97TwOVBzg9b/+lekzZuAYdNDc1MQll15KTGxMuPVZX1/P++++S1pGOoVFRdhs0SfN7wTHwAB79uyhrbWNtPQ03G432dnZJKekDJvuRP3dbjcGo5HO9nZmzppFckoKXq+Xss2bsVgsGE0mcnNzsff2Ul5ejiRJxMXF4fF4Wb1qFfkFBRQVFdHS3ExjYyMul4uk5GTS0tIo27wZr9fLwMAASUnJtLW2kJIyjrb2NqKjowkEAlitVqZMncqgw8HePXtoa2/nnHPPRalQsrW8nMioSLQaDc3NzRiNpuPbWiZvQh55EybQ2dFBdXU1AHkTJhAdHU1nZyd7du9Go9HgGBhAqVJTUlpCV2cn1dXVZGVlUVBYOHQMud1UHjhAfX09paXTMBgNlG/ZgsVioaS0FI1aw8aNG7FZrSBBdk5OeL90dXVRXVWF3+cjJjaWvAkT2LRhA47BQTxuD7boaFpbmsnOzqGtrZVxqank5uaxY8cOOtrbmXXuOaR8Zr/IskxTUxPHjh5FkiSO1tWRN2EC43NzOVJTw7Fjx0hOScHldJGSksL43PG43W4OVFRw9OhRkpOT6ezsZMKEfLJzsnG73ezcvh2VWk1baxtWm5XpM2bQ1toaPmdOnjLl+LENIJOUlExycjLlW8poa29HrVKjUChwuVwUl5aQnp5OW2srx44dw+PxkJCYSF5eHi0tLdTV1iJJEseOHiNnfA6Tp0xBp9OF12/QMciunTsxmkxoNBryJuSh0WjweDxU7N9PR0cHZrOZo3VHmTFrJrm5uUiSNOKx/nmd0QAkWZaprDzIG6+9zsMPPIhareapn/8cgPIt5ZRtLiM9I4P2tnbe+OtrACxZvJiB/n7yJkzAMeDgnaVvD5tnZ0cHf331FRITEymaNIk/v/gntm3dSlVVFR6Ph9S0NEpKSvjLS3+msrKSrq4uUsaNw+V0sXfPXmLj4obV70f33kty8tCO+vCDD/F6vHS0t1NbV4dSoaCjo50ISwQKhYLOjk4mTZ5MRcV+IiOjmJA/gdbWFtRqNdVVVeh0OhQKBUqlEr3BQNXhKlQqNUql8pTbJ8pqpaGhAbfbzfjcXNweD9u3byMtPR2lUsnRo3VkZGZy2dcvY8XyFaxbuxZZlvnFz35GfEICWZmZVFRUsGP7dqJjYujv62d8bi6dnZ10dnZiMpkA+PlTP8NgNKLValn0xiI8Hg9NTc1MKZ5K1fF6T8ifwNbyrbz7zt/In5jPzh07Wbd27dA9b4OB2iNHMJtMlJZO4+mnf0lFRQUqlYrMzEy6u7rIGT+e3bt2IcshdDodLzz3HI0NDUyZOhWf10tjUyMmk4mYmBiam5qGtnFtLR+8/z65eXmkpaezbds2ysu2EBEZSXdXF5WVlcTHx9Pd1TUU5PV6EhITWb1qNbExsURGRdHb28u+ffuw2qz4/QE2rF+PLToar9fLs3/4A2np6cTExvL8s88N2/bm48Fo186dxMbFoVQqOHz4EAaD4fg2e4pxqanEx8fz2iuv4vF4UCgUxMXFoVGrsUVHs2vXLgYHHZjNZpYt+5jqmmoys7PIys7m5Zf+QkNDAy+/9BIAuXl5tLa2sXL5imH10Op09Pb20NLSjFKlIjExgffefY+s7GwCgQAVFRXExsaiUCiorKzE3mtHH67jyfs1IiKC2NhYVEolDfX1dHd3ERUVxYGKClatXMm41HFMmjyZP/zudxw6dGhYXZRKJRdceCFTpk5lavFUurq6P91eFjN5E/IomjSJjMxMZFmmYt9+LBEWvj57NpMmTyY9I33Ec4HRZMI5OMi+fXspLCpCkiTeXLSInp6e4fvFbCYUCpGZkYHNZmPNmjXEJyQA8ORjj5GQkEBGRgZ7du1iz+49RFmtdLS3c7SujpRx4wBYvmw5OTk5tLa28uaiRcTExuJxe/jDM7/D6/USCATIy8tj/dp1TJiQR3pGBt3d3RypqcFqtVI6bRq//c1vOFhZicFoxOV2s3fPHmJjY5GR2b1rF4FAgIaGRs47/3xcbjeNjQ0UFBbQ2dmJz+fjD7//PWlpacTGxvLCc88DYLVaiYyMxGAwUF1VTZ+9F5vNhur4+UOv16NQDJ1adTodwWCQygMHiLJGodfraWlupr+vD71ez8MPPoDFYmbCxHwaGhpY9vHHeL1eXC4Xz//xWSKjogjJ8Oc/vUgoFMLe10dBYSE7d+wgMTGB3Lw8enq6qaurw+v1ojfosff2smH9euLj44ftk87OTl575VUsFgvFJSW88drrRMfEhPfVwcpKcnJyyMrK5MU/vUBDQwM6nY6JBQW0NDdjMpmOnx+1KJVKnnzscVwuF1OLi9m/fz9KpRKDwYDBaKSuthZZllm3di3LP15GYVEhkZGRvPvOO7S2tnDo0GFmzJxJe3s7g4MO8ifm01BfP1THv/6VmJgYvB4vf/z9H+jt7eXll/6C0WikuKSEJYvfIiY2Fq1WG163UCjEgw/8BKvNysSCiWwpK2P9unVD/5taLVqtjpiYGMaNG8ef//QnMjIyvtBACmcYTCVJYuLEfG765s384ldPYzabueeuu+ju7mZr+RZiY2OIjY3l5lu+yf3/9WPa29rYt3cvSrWa7u5u1Bo1+/btw+fzhee5adMmPMe7lPR6PTNnzuKF557jYGUlfp+PhIQEDEYj+fkTWbp4MVOLiyksLESlUhEMBPD7/DidTgL+ALt27uLIkVq0Oh2BYJCjR+vo7ulGkiQCfj+HDx9GlmXmX70AvV7PlVd9g4iICGRZRqPRHD/pFKNUKpFlmWAgiMvlwuVyhQOoSqUcceOfaK0qlUp0Oh1KlZJQMIRGo0Gr1aLT6TEYDERZrRSXlrB+/ToOVh7kYOVBIiIjcQwO0t/fT11tHZIkIcsyScnJKBVKFJKEQqFga3k5tUdqmDp1KqXTpvHYE49jMBi4+tpriIqKAobugU2aPJmrr72GX/zqaVQqFRERERypqRmq5/F1kSQJn89Lb28ver0eSZLw+wNkZmah0+kIySEUyqH17ejoOB6klMgySEgolUpUKhWSJBEMBlm3dh1xcXGYzWasVivRMdFs3rwJn8+HQqFAlmXUajWSJCFJQ7/XajQEAgFUahVKpTI8nc/no7m5CbfLhUatZvOmzbS0tg3VX61m9+6hFmz4AD7+21AohEqlQqFUgjy0T8o2l9HQ2IRSqURSKDhw4AB9djsAckjGarVhtVqRQzIKhQK73c6O7dtJTk7BYrFgsVgwm8289cYi9u/fj06vp7e3l2AoxMGDlfj9/k/roVCgVKmQZQgFg8e3qQ+tVovy+LoplUqOHTvKoGMAhUJx2v0qSRI6rY6ExERg6BgIBYOUbylHq9URn5CAwWBgytQpvLN06SmPSb/fz6aNm5g+Y/rQ8aFSUVNdw8033Mj11y5k44YN+Hw+2tpaef+997njttuZfeml/PJnPx+2bp+lUChQKJUEAgEUCgXOQefQfvy7HhuFQoGERFJyClqtlmAgiFqtpupwFQcPHsISEYHT5aK3tzfcUjpx7DscDtraWvF43Oh0OsrLyvB6vWRlZTF77hx+9dvfEBERwcWXXILJbCYYDKLX6ykpLWXCxHxkWR46xr1e+ux2dMeD24n9ANDQ0MDg4CBKpZKrFswnJiZm6DhBIis7mxkzZ7J502ZaW1pBklCqVOzZvTt87JmMJmLj4pCPH4MqlQqVUkkoFCIY/PT8IUkSyuPHp3z8O1mWkY5fVFXsr2Da9OnodDqysrIoLytjYGCALWVldHZ1kp+fzwUXXsDPfvkL1Go18y6/nIiICEKhEFqtluKSEiZPmRLe5s1NTdjtvQQDgWE9JzDUq+hyuTCZTCiVSjxeLxqNJvz/FwqFwq1pt8uF5vhgU6/HQ25uXnh+J86Jra2tRFmtKJVKgsePAYVCgerEeTQY5NWXX+aSyy5Fr9eTmZVFe3s7ByoquPHmm7BarUgKCYVSyYT8fGadcw7lZWU4nU6yc3K4bPbX+dVvf0MwEMA5OIjJbEapVOL1+sLnkxO2bd1KXW0dhUVF6PV6JhZM5K1Fi8LnO4VSQXR0DEbTUO+DVqslEAiwb+9eVixfzsrlK+jp7mYsPnc3r1Kp5IabbuT3zzzD1i3lOJ2ucCtApVKhUqlobW0dCpyyTDAQIDMzkx/914+H/cN1d3Vj+swghyhrFK0treSMH4/8meVZrVF0dXYO/XMe33h2ey+7d++ifEs5BYUFuFwujEYDwUAAhSTxw3vvJS4ujt07d9LQ0IDVaqWwqAi/3z/UDanV4na7w8uQJCl8oLhdbmrraqk8eJC9e3Zz8y23fN5NNCJJkrBGReEcdNLS0oxKNXQQAsyZM4fIqCjkUIjIqMiTfttQ34DNZgufdE5sc61WO+wi5cQFxN69e1Gp1LS3tw3rCvF4PNTU1LB7124uvfRSzMdbvV1dneSMH3/Scn94330sfvNNnIODNDQ0YDQaw98Fg0Gamppob2snNTU1XDedTofT6cTj8Xyu7RMKhWhqbBoKyjYbAM3NTeh1uqF/VqWSZ37/+zMe4dnc3IRBrycYCKBUKHjiqSfDXcRO5yAms4nIyE+3tcfjIRAIhO/TKxQKNBoNR+vqCAWPnwwDAaZMmcx5XzvvpJ6K7Oxsujo7OVxVRU/Xyf+YjQ0NeDwe0jMywmUj7Ve/z4fP7yM1LS08bTAUwuEYIDHx09sbEZGR7Nu776RleTweVq9cSXt7O3fefRcA41JTeW3RGwSDQTZt3Mj377yL9Zs2Icsy1y5cyC3f/hY+n49bb/kWlQcOhE/Sp9Lf18eOHTs4fPgwEwsKTjpxh0Ih9EYDCuXw6/WenqGL6xPH/ZXf+AZRVmv4f9vr9dHS0kJ8fHz4WOvo6MRisYQvxE701Pz9MhUKBWqVCrfbTVVVFZs2buLCiy7G9JljFnloPyDLJKckA0P/Q6FQKDyJJEloNBqamhrR6T899n77u2fQ6/V4vV4khURsbOxJ28XtclNbW0vF/gr279/Hj3/yE2CoC/JED0J3dzfJKSn0dvdgiYgI/1av1zMw4CAYCNDU2ERUVFT4uDixLf5+DMlnz1093T0oVSqKS0rYVr71pLrFxcUx74rL2bB+Penp6fg/c94AGBwcpKKigr27dlN6PMADNDY2MnnKFOz23mHTP/bEE6xYvozuri66urqGnbe9Xi81NTV0dXYRFWUFhuKDVqejq6sbnU6H1+s9aZu3tbUTERER3tfG4z028xcsYNOGDTQ2NOA9xXmlva0dq9Ua/mw2m+nq7AIIX8xrtMO3nSzLOAed9Nn7APAfPybP1lk9Z9re1oZKpSLKGoXFYqanp4fA8Yqc6JfWanUYDEbS0tNJTklBrVaHuz4AMjIzGRjoD18BNzQ0MHnKFBITE3EMDIRHHLa0tpKZlT3sKsRmi+acc88lJSWF3bt2Ex8fz8CAg5iYWNLS04mMjER1/AA7cf/znbffoampKXxlOhKD0UB+fj7XXHsNFfsrqK05Ev5ODsns2b3nlDvz9GSQh04w7e0dJCQmkpGRgd/vJ8pqJS09ndi4uKEr96oqck4xejkzO4vu7m4GBwcB6O7qGrH1sLV8K5+s/oTCokJs0dHDtp1er2dCfj533HUnDQ0NLF+2jL6+Puz2PmzRtpPm5XQ6aW5uJisrm+ycHCTp032oVCpJS09n0uRJ9Pf3EwqFCAQCOAYcxMbGhgPDmeru6kaWQ8MCSFZWFh6Ph/j4BNLS0zEajWf8SFZ2djYul4vYuDjS0tMxm82oVCq6u7txOAZRqdTDLjTMZjNms4XBQUf4ytrlcjKxoOD4SdxMWno6CYmJJx3PABPy87n62mtJTk4mf+LEYd/19/XR2dlJ0aRJw8pPtV/b29pxuVz4fP5ho2pVKhUJCYkMfOb/o7m5may/G6gTDAZZvWoV+/bt49qF12Kz2ZBDnx73CoWCqKgoDAYDSpUSmy0al8sVPrlqtVqUShWyLHP40KFhPQEnRFmtnHfeeVxy2aWUbd5MS3PzsO/bWlsx6PUnBbyEhAR8Xi9Wqy3cdf/ZVkZPdzcGg2HYbZzEpER6unvCF2etLS3h9T8Vg8FAQUEBd9/zfY7W1bJh/Ybwd3Z7L319Q7efRpOdnY3H7SEuPn7o2DOZ6O3pxel0EgqFwkF92LJPnD8WXkvF/v3UHqkFhrrXiyZNomjSpHAQHpc6DqfTGb6wt/f1ER8fj0ajJT0jne6u7vAz9h3t7addZ4/bQ1dXF3l5eSNOEwqF6OnpQaVSM7Wk5KTAbLFYKC4u5lvfuZX9+/axbetWHA4H3V3dJCQmnDS//v4+BgYc5E+cSFxcHBKfnmd0Oh35+fnkF0yk/tgxAFwuFwG/n5RxKSP28iWnpAzf162tBPx+enp7UCiUTJ1ajO4UF9M543Ow2+3h33V0dIQbBw6HA+fg4LCR6zB0MTbr3HO4/sYbuP7GG07qFv+8lI8++uijI30py0P3Fd5/7z2cg070ej1VVVWsWrmSCy+6kNlz5qDX6dm+bTtuj5vu7m6CwSApKSkoFArKy7YQDAZpaWlBq9UODXw5Lioqira2NjxuN3a7nT2793DLt79Namoqx47V4/f7aW5u5kBFBTfcdCORkZH09fWxYd06jtQeITo6msOHD1FQWMj06dNxOAaoqKjA6/XQ19eHJEmsW7uWgYEBLrzoIlpahuZ1oguvsaGBT1avJjIqkry8PILBIIcOHqR8yxYMRiNVhw/jdrnImzCBXbt2YrVaSRmXwuOPPjo0kOUzG76psZE1a9ag1+lITU1lS1kZ1dXVTJsxnT67nW3l5URZrTgGBti1ayfzLp9HZlYWPp+PNZ+sAWQ6OzsZdDh447XXycjMpLunhx3bt+NwOCgsKiIpKYnGhkYOHz5MIOCnv7+f+Pj4oa6d5mbWrF6NXj80iKnq8GHKy7dgtdro7emm9kgtiYmJ2O12Nm/ciFqtpr29g6N1dRQUFrH2kzVICons7Gwa6utZsWIFiYmJ+H0+/vLSS0ybNp3pM2ewfu1a2lrbKCgsxOlysmrlSkLBIF87/3zq6urQaDT09PRSV3uECy68EI1Gw9o1a2htbSUlJWVoAEhrK1arlfr6eraUbWHa9OmAzPr162mor+eKb3yD7q4uPlm1isTkJEpKSzl27BhH6+pwDAzgdDpJ+szAs4H+fjZt3EhNTQ1ZWVnU1dWxZ/duEpMSmVpcTGtLC9XV1TgHnTgcDhISEnj+2efo7uokIzMTt8vFhx98iE6vo6ioiMjISGqqazAajdQeqaW/v59vzL8KvV7Ppo1DrbgTgeKzrQoYuro+0W2+Z9duNm3YyNSSEmqqq9m3Zy/zrrwCCYnVq1bh83kpLCoiPj7+pP368Ucfc6SmhvSMdNQqFWtWf8LAwACFRUXExcXS0NgAQFtrGwcPHuS6668j4jN16e/v574f/ID2tnZqqqtZtXIlNpsNpUrJ//3u96xetYr9+/Zz0y3fpLCoCJ1Oy7at29i0aRNr13xCbl4eF19yCZIk8fxzzyPLoXDAdjgcbCkro/JAJQmJCRw4cACTyURJaWn44snhcPDu394dej5dqeDwwUPs3LmTGbNmkpiYiM/rY/369chyiK7OLiIiLLhcLlauWIHTOcjFl1xCY0MDq1etZuLEiWRlZ3PwQCVtbW0MOhw4nU4Sk5IIBoPU1NSweuVKsnNySExM5PChQ2wpK0On19PcNDRo6dLLLsVgNFK+ZQsHKiq4asF8PG4Pn6xajUajIT8/n0Gnk3Vr1tDR3sHUkmL0ej02m436Y/XHjz0HTucg7733Lk2NjWRkZCDLMitXrMDr9ZKbm8vRujrKt5RjMpk4fPgQPp+PSy69hEOHD7N3716KiiYRDAX5ZPVqQGL6zBmo1Sqqq6vRabUc2F9BQWEh43PHY4uOpqZ6aFCQx+1mcHCQxKQkQqEQx44d45NVq4mLjycnJ4faI0fYsGE9GZmZjB8/ni2bN7Nnzx5mHh+4eMLyZcvYuX0Hc6+4HLfLxZLFiymaNIno6Gj279/Prp27iImJ4fDBQ7jcLrRaLWVlZcTExJCWns7u3bvZs3s3GRkZNDU28dKLLzJn7hwSEhP5+KOP0Ol1jM/Npb6+nk2bNmGNiuJr51/Apo0biY62UVNdjVKp4tzzzkVvMNDV2cmaTz7B6/FQNGkSGo0Gs8XMocqDtLS04BwcxOl0UlFRwdYt5cy9fB5+n5+3lyxhQv5EklOSwxfWUVYrbpeLjvYOQqEg+/bu47LZs0mIT2Dt2jXs2rGTqKgojh49yorly7nwoguJslpPuiAeC0kepanmdDrDSRuMRiNySMbr8xIRERHud+7r62PQMYjNZkWr06HRaPD7fPT19+NyOrFFR6PT6Ya1KE5kNnI5XShVQ91lUVFR4XsmDodj6N6aVhtuvgeDQfr7+/H5fJiMRvx+f3jghsvlCtczIiIClUpFf38/yDKRUVG43W56e3tJiE9Ao9Xg9XrpOz4IwGKxIMsybrcbh8Mx1K0YCiExNLDE4XCg1+sxGo28+cYiZs6aRUbmp111Pp+P/r4+NFotRqMRh8OB1+vFZrWyfft2NqxfzzXXXoslIgKdTkdExNBAKI/HEx6VaY2K4v333kOSFMyeMxuVSsWRI0f44P33mT1nDqXTpuEcdGLvs6PRaLBYLOHuTp/PR19fH1qNBktEBG63m9aWFqw221BLrKuLhIQEkCQcAwNotNrj9/T8mIxGunt6MBqNREZGhreL0WhElmV6enpITk5GqVTS19dHKBgk4njXaF9fH0qlEovFEr5aD/j9aLVaTMcHNfT39xMMBDCZzXg8HkLBIAajkZ7ubpZ9vAyNVsM111yDPxDA7/djs9nCx5TJaMJkNuFwOBjo70er02EymYa1JoPBIAMDA3i9XiIsFgYGHGzbto3t27bx6OOPDe2b/n40ajVmiwWdTkdbaxuSBNExMciyTG9PD2qNJnwf/UQX9VALTYnZbA5vY7fbTbQtGq1OO2ILORQM4nS5cAwMEGW14vf7cbvdREVFoVAowsdpZGQkCoWCQcfgsP060D+Az+clPiEBSZLo6xvqhjox/YnWjEatRj5e/tkr/WAweFJL0WqzoVaraWxoQFIoMJvNRNtsKFWq/2fvvePrPOu7//fZOlNnae9p2bItJ5ZHLI84CW0WCWFDgOahLTzPr6WDMtqHFspooBQaRggEMp3YcZad5Zl4yyOesrWHtY50ts7e8/fHfXRi2Y4TSlrCgz6vV/6wIt3juq99fb+fN5l0Gp/fj9frFdqbwYAq9/1379pFcXExy9vb89cOBoPEolE0Wm3+6EStVuefoa+3l7179nDX3XdTWlaGy+lk544dKBQK7v3MZ8gCPq+XdDqNwWikQKEgk83Oec/Z8tbr9RQUFBAIBAj4A2i0mvzWXzabzbUhL7rCQlQqFdFolFAwiCJXR1KplBBTkOtXYrFY/gjB5/Xmv/tsXc2k0+gNhvy3vbzu+bw+0ukUxSUliEQivF5vLhtBRyKRIBQKoSxQks6kEYtEaHNtIxKJ5L+fz+fLxzMkk0lCoRCZdAapTIparUYulwv9YCCI3+9DqVSh0Qr1PpvNzmmj2ly7CgQC+T4qGAwSiUQwmUxzVp8Oh4NMJkNJSQmJRAK3y4XeIARFCX1xGLVaTSq3Ap59VrPZjFKpzL+HVqslGong8/uprq4W2pDHg0KuQFeoIx6P5/tMlUqVX9xk0mmUKlU+JiCZFCaPl7aFTCbz1rfWqFFrNPh8PtLpNCUlJaRSKVwuF4WFhajV6jmDYSwWy+/wzPZLyWSS73/ve3z4ox+lsbGRYDDIwQMH6Ovr42tf//qco8bfVe84mM7rLSWTSY52dubzbd9J2WyWI4cPc7TzKH/5xS9gNr99ygHAyPAwJaWlc7b27DY7IpGI4pLi9zz67PetcDiM2+2mpKRkzgD5Xuh8V1c+PWFe/zWl02lOnzr1tilhbyePx0MgEKD2ku36cDic3y6czx2f1/+U0uk0vT09LG1ry/8sm80yMjxCZWUlStV757A1P5j+Fpo9s3i7FJnLFY/HObB/Pz0Xurnr7rtpbrkywGde83q/KpPJ5KOQ5zWveV1b84Ppf6MymQzJRIJMrkOan5HPa17zmtf/m5ofTOc1r3nNa17z+h31B3WgFI1G5+SDzWte85rXvP54NRuw+n4YF/57GGrvoTKZDA6bnZdffgmT2cxdd92Vj9Sb17zmNa//SaXTaTKZTN5U4J2CAhOJBAG/n2wmg0QqxWgykU6lCIVCxONxIX9Zq51jjff/ugJ+f96woUCpzGcl/LZIz2AwyKYnnqS3p4f7//0HcwxYfh+6Zp7p71vJZJJXX3mFXz70EEaTUbDS+j0X2Lzen7pw/jwms3k+evePSJlMhkgkQiwWIx6PE4/HSSaTeavG91LRaJQLXef5zcO/5sXnX+BoZyfBQJCioiJUlzosXSav18uvH36Yhx78BQ1NjdTU1BCLxTja2ck/fPnLqNVqqqurr3mNP2QNDgzk015AWEleHBnhnChnXAAAIABJREFU7770Nxw8eAijwUBPdw97du1Cq9XOMet4O3m9XpRKJQqFAplMytSUhdU33PCeZwT8tnpf9zwnT7yJzWrlm//6Lf7uy1+eY5Qwr3ldqs9++l78Pv/v+zHm9T+oQCDAwQMHeG7rszzw4x/zzObN7HxtBw67/T29TyIeZ+drO/jaV76C1TpNY1MTLpeLf/nGN/jxj35EOJfbeDWZzWYWtbZSV1/PipUrBctItZrFS5di0BtYu24d5qKi9/R53y/KZDJ8/atfI3SJg9Ys1rO+oYFFixbyJ7feyj0f+TB6o4H/+0//9LaubrNyOZ0czBnYv990zXW13+/nfFcXwUCQlatWEQj4Gejvp7auDrPZTFdXF4WFhSxqbWX04iiDAwNcd/11pFIpRkdH6ejowGA0kklnGBwYYNo6zfLlyzFc4qGYTqXp7u5GJpMSi8UoL6+grLyMVCqFxWKhfcUKZmZm8Pv9NDQ20t/Xx8zMDCKRCJ1Ox9K2trxvZSaTwWKx4Ha5iMfjLG9vRywWMzI8zNjoKHUNDSxcuDCP+6quqWF4cBC1RoPT4cRoNKLWqFm4aBFd585hMBhIJlNU11RjNBpxuVycOnkSs9nMylWrAAgGguzauZNl1y2jobHxijSCSCRCX28vdpuNuoYGkskkdquNouIilixdClk4deok2pyJc0OjYDY/OTnJyPAwhYV6UqkU7Sva8+i4dCqNWqNhxu3mho41lJSUMDo6SigYJJVKYTKbqaurIxwOc76rixm3mw/efTcgpOscP3acggIFKpWKiyMXaV3cSn1DA+e7upicnOTmm2+e4+4znXOiUuUSwk0mU75jsNsEFx69Xo/dbkevN9C2rA2VSkVfb29+xeDxeFiydCnV1dX5MkqlUkxPT2OdnkalUuVt+2Y1MzPD2dOnkeYM/F1OJz3dPbQsWsiiy+zgBBPvMJZzk5jMZioqKuasTtKpNBcuXMgjmcoryikrK8Pn83Hu7Fmi0Si1tbUEgyFcLhfNzYJ9otPpZHJignQ6zcJFi9BqtZw9c4bR0VHKysoI+ANotRrWrd+ASCxiZHiEcFhIwlcUKCgqLubC+fNIpVLsdjuVlZWkkimWr2hHoVBw4vhxjEYjqVSK6poawqEQnUc60eq0FBYWEgqFaG9vv6LD9ft8nDt3jkAgSHl5GalkiuaWBRiNRqIRgY6i1miQyqQ0NTXh8/no7+tDqVQSjUZpW7YMvV7PxPg4fX19qNUaJBIxygIlrUsWc+b0aazTVsorynG73BSXFLNq1WpEYhG9Pb2kM2lSyRQ6nZbG3PW7zp0jGo2ybNl1WCyT+Hw+lre3MzE+jmXSwrLrryMaiRBPJEin0qhUSlpy9nfxeJyTb76JVqulQKlELpMxNDSERqPF5XSi1+vR6rQsWbo0vyWqUCioqa3FYDDws5/8hO/dfz+VVZWoNRqsVisqlYpQKITL6aKxsQGtTkdvby/Nzc3IZDIcDgcSsRiT2ZzDLY7i9/tpbGqc4yg1PDzMls2bcblcrFu/Dp1OR3VNDYcOHuSlbdtZtuw6PvGpT16rK31HZTIZxsfGCPgDpNJpjCYj9Zd4OIOwqhsaGmJibAy1RoPdZqd5QTOLlywR6Dfj4wwMDFBXV8fY6BgVlRW0LFyIRCLJ4ykDfj/pTIbrrrsOc1HRnG3qWbym3+ejurpmjoXg9PQ03RcuYDabaWlZyODgAGOjY6xYuWKO/efsdSwWCx6Ph2AgwLsJca2trWX04sV8f+n1elmxYgVGk4nOw4cRSySUl1fw/HPPkUwkMJuL8s+XSCS4cP48nhkPZeXlrFwl9E3JRJLjx45hNBrJZLPU1QuWopOTk5w4dhy9QTA7icfj3H7HHb/zbsY1/1qtUmGzWjl+/BiFhYWk0mlOnjyJoqAAXWEhQ4ODWCwWVCoVM243Tz7+OOUVFWSzWba/uI1jx44JTkfRCC+//BJDg0N57BQIlWPnzh0MDQ5SXlGB2VzEU5s2YbVaGR8bIxgMkEqlaGhsZHpqmr27d3Pm9BlaW1sZHBjEbptr4j42NsbunTspLStDKpXyg/u/j1QqJZVKcfbsWWRSKaMXLxIIBBCLJUxPTVNWXo5SpeLl7dupra8jGony0wceIBqNCp1bOMRL27fj9/sp1OkYHhrmiccex+0STJTPnDnNL3/xC0wm01U/hkKhwO/zceLECaqrqzEYDPT29uSJFV//6leRyWTU1tVx9sxZDu4/QDabZTJnKt/Y2MDY6ChPP7mJsdEx6uvrOXPmNCIRlJWXMTE+Tk93N/tefwNzURGNTU388hcPMTw8TEHOvennP/t5nhxjnZ7micceQyKVUlFRQVdXF3a7I+9w5Pf7r9hyMpnNeH0+SkpLOXb0qFBxcuABo8lENBpFo9Fw+OAh3G4XKpWKgwcO0HnkCNU1NZSUlLB39545aCoAu93Oyy+9xInjx3n0N4/wg/vvn3NfrVbL6Ogovb29aDQa/P4A2154YQ6j8VI98OP/5IXnn+ff7/8+w5d6KmezvPbqq4yMDFNRWYHRaGDzU09js9lQq9VMWSycOX2aqupqxBIxJ0+cQKPVEgqFePLxx4WtPJWKXz30UN7I/8L58xQUFNC+cgVvvP4G2158kVg0xtZnnhEabkM9m5/ezOmTpygoUKI3GHjsN4/Q0NiIWCIQan710EPE43Gqq2sIBAK8/NJLyOVyuru7GRsbY9GiRcRjcZ56chORcHjOu6rUaqzT05w+dZKGxkbGxsd49ZVXiEQi/Ms/fwO5QkFdXR0njh0X7BYHBlGr1TQ1NzPQP8CuHTsBwTi9t0cg4CxoaeGB//wxfb29AAKi0GBg5epV7Nm1m7179xAJR3jk179Gr9djMpt47tlncyxQNVNTU5w8eRKD0YDNamV4aAiZTIbJZOal7dtQyBVseXozMqmU6uoqntm8hfHxcbLZLD994AG0Wi2lZWWcO3OWV195RUiqVyp57dVXqa2vy2/pzkqpVLJ48WLWdHQglUpZ3t7O9cuXo9free2VV/nZAz/hP/79hzz37LM8tekpIpEI3/nWtwRnNGDfG2/QeaSTTCbDjtde46FfPMgbr7/Oj374Q1y59g0wNDTMyPAw0WiUbS9uy7clEAaO55979qr18VJ5PDPsf+MNXt+zh9f37KHz8GF8fl/+//f39bFn9x5MZjONTY089PMHBYbvJZqte+l0BrPZzJbNm6mprUUkEiGVSiktK8NisVBVXU3nkSNEcuSXTU88yUB/P01NTQSCQfr7+inI2V7OKhAI8MMf/IDHHnmEo0c6c5aHb0mTs1h1OBwUKAtwOp1sfWbLFWb/6XSaZ7Zs4Ze/+AX7Xn/9qr7OlyudTnPs6FHWrO1Ao9EgEou5cP58HpfonpkhHo9TWlaKRCLBZDKxaHFrjqgkOB9VVVWxtG0pe/bspr9PoIT98AffRyQWUV1bw5TFwq4dO4lGoxiNRkZGhrFYLLQtW0ZPdzevvfLqOz7nO+mag6lUJjA80+k0MrkMqVRKJiNwLhU5S7pZdJXD6cjjfTRaLYuXLGbf62+QytnERSNRRKK5pAe3y8XRI51U1wiDjLlIcAg6dvQodrudPbt3s6ajA71eT119Hfv27eeOO++kpLQUsUgEvIVtymQyHD96LM9u1BsMPLN5M5FIJH9PqUzGE48/zo0bN7J+w3pW37CaxUuWoNFoiCcS1NbWUlpeRk93D6tvuAGtVktlZSUXh0cYGx1FrlBQXlGOWq3m9KnTpNNpEnHBQkx1iZ3apZJIJIJlWyaDVqvNraJFyKQyus6d4/ixY6xctQqdTkdTcxPbt28jk8mwavVq4eeFhSxeuoSHf/Ur7vnIhykpLSWbzaJUKll9ww0sam3lyOEjyGRSKisr0ev1NDY2su2FF5BIJBgMBlavXs3jjz2eQ5wlCYdCKJVKAQnX3s7ZM2cgC4MDg3z845+4IhBA+N4FVFVVkUkL33+WZiEWiSkpLsnDmKUyoZ5MT08jk8lzKwrB1mu2zsyqsrKSL/3N3/B3X/4y373/33jx+RfmkCTkcrkw+OasJ+02K6FwaI5D1KW65QO38L3776d5QTMnjh/Pm2y4nE46O49Ql4MgmIuKSKdTnDh+HFmujmezWbRaLcocgk5ZoORo51HGxyeQyeWo1Gp2vLYj/62VSiVanY6SkhI+/slPsvWZLYjEIv7x//4TbW1tgqWlRIJMLmPV6lUUFhYSDocpLS1lTUcHkUiEo51H6ejoQKvTUllVxdDAgNBZFQi2lEaTiY51azl9+vSczh2Y89w6nY5Izurt9KlTnDl1mvYV7egKdSxoWcDWLc+w7PrraF+xAo1GQzQayZOJZq0lCwoUaNRqxsbGkEqlqFQqlEoVOp2O0tJSNmzcyKsvv4JMLuOHP/4RVVVVwgQ7mcJmtb71PLn+YXayJQAC1MRicQxGA//yr9+iZeFCdDkyiGVykpHhEU6ePEVRcTGJRAKHw4FKpWZBSwsqtYpkIkFdXR1rOjre9ttfrkAgwMWLF/nRf/6YT3/mXnxeL263W/BuTQuRn6FgiFBY8H+9/7vf45++8Q2+8rWvIkLE6ZMn89eKRSNEo9G8Berlcl+FEHS5jEYTN91yCx/40z/lA3/6p6xdvx59ofANEokER44cQSwWU1VdhV6vp2XhQp579spBWi6XozcYKC4pIRaL5r13Z9tiXW0dOp2OdDqd77+HBgcpKS2lUC+A0BFdGezz+t69JOIJ/vU73+HLX/0Kn7tvLi1Lfkl/PzMzg8vpJBaNzVkcgQA037NrF//8zW/y1a9//apknVkN9A+wZfNmvvft76BSqvjpz3+ORCJh0aJFJJOpvPubZdLCuvXrUavVqDVqlCrBN3l2R1Kn02EwGimvqMCg1zM+PkZ/Xx/Hjh5j3fr16HQ6autqOXH8ODMzM3kLWYPBQHFxMYsWLeLIkcPv+A3fSe8qfMrlFLY3rdPTBANzZxrhUJgpi2UutTybpWPtWv7zP37EQH+/ALte2ILf55v7t5EI6XQauVzYthGMDWT4fT70hfo52wMajUaIisuBfpLJJGNjo7y0bTudR47w1a9/DYfTgVQqJRaNIhGL2bF7V35LKBQMsXXzFha1thIKBtHqdFcQLQCCgQAqlSq/glIUFJBIJPJkB6VKRfvKFZw+fQqNVsOy6657N0V4VdlstjkH7lqtFrfLlZ8cHNx/AJvdhkQsJhQOX7HynWUlBgL+PFoMQG/QMzDQDwirsk995l6+8Pk/53yXAPAtylVwsVjMwtZFXDh/noGBfoqLi1CpryS9pNNptNorCRkAoVCQQn0h2suIDHfdfTe7du7kua1bUas1VyVeuN1udu/cxcWLF4nFYnme6eWRjYlEgumpKUrLylCr3j5QY+VqgdtpNJoIBgPMVqBwOEw2k82bZszyWC+vj5fLYpmkoEBBLBpFBDz+5BNXDXIoKysjFhU8YuPxOGNjY6hUarw+bx5LeKkkEgkBvz/vUQpQoFAQi8evwNbptFrkcjl2u/2K7TQQVvc7X9uBw+Hkxo0bsVmn52wJ63Q6nA6H4Cvr87Fn127hmXOzeoBYNEpPdzdnTp/hzg/eRWlZ2RXeviXFxYQjYfx+P36fj8nJSUQiEYHAuz+nzmQy2Gw2xsfHUcgV+HwCW9blcgrHPLk29sG7Ppj3lb5Uv2205y0f+AAymYzW1lYWLFhw1fYOYLFYCEciefC8zWYjHH5r0CwqLqaoqAhnbrtZpVbnJhtKYrEY1y9f/ls91+VKp9P4fT4qKivzPzOajJzvuhKtJxaJ3tYCz+Vy0tTcdMXPv/yVr/D8c8/y3NatTExMIpdfWQ7WaStNC5rf0VgmGAwyZbGwZOlSntt65WB/cWQEc1ERhYWF16TcALQsbOGTn/pUfmI+K51Ox5IlSzh58iRNC5opLy9719HOYrGYZDKJ2+Wei7dTqQgGgyQTV57JSqXS3xoXedV7v5tfKi4pZuWqVSxpa0Ore2tmmEqlcDjslJWVz8ERRaJRVCoVG2++mV899BByhfyqhaHTalGqVEJnl82SSqWIxWIUF5dQVV2VDx8H8Pn9mM1mCnLXkclkNDQ2cs9HPozL5aKzs5PSkhLEYhHVNTU0NDai1enyDVCj1fCpz9zLhfPneeLxJ972QxcVFZPORQkCRMJhCpTK/IzY43bT1rYMr8fL5MRkvmJns1mcDicup/MdMW+zqq2txZvrgAFmPB6qqqoRiURMTkzQ0NTIp++9l6LiYtqWtV21oktlMoqLSwgFg/l3ctjt1NbWAULkW2VlJes2bODll7ZfARwoKyvDXGRmx2uv0fY2E4PzXV1U19Tk//0WV9ZLMBhCoSi4YpDJZDJ4PV70BgM3dKy54iw5m83Sde4c57u6+Nx9f8YnP/Wpty0nd45/+E4BaLPG5w6HnZKSUkS5yYdOV0hBzqh7tp4lEolrzpoBampqSCVTVFZV0dDYiN5gyHfIl37isbExiktKSCSTPP7oY2h1Opa3L78md7W4pIRUOkUkN4CEIxFUKvVb7Sh3fY/Hi0wmo7TsSgQWQGlpKR+8+y7aV7Sz47VXMZrM+Hy+fJ1yu93U1tXRde4cfp+PT3zqkxTq9by8/aX8NQqUShYvWcLf/N3fMjVlYfuLL86WaP53pqenKSkpIRgI8NCDD1JbV8fStrbfKk3N5XTyyMO/xmwycf3y6/MoreLiYpKJJCUlpTQ0NlJeUZHf/XgvNMulFYlEKAoU+AN+AoEA09PTgADY0Go03P2hu/ni//7ffO/++7n9jjvyf7948RJWrV6NUqnkjjvvpLqmmtLSUhYtWkRVdRX3ff5/kU6lCAQC77rtg1C6WYTOvKSklOAlbdhqtc7h3oLQpqzTVoouOz9P5e7t8/mv6v+dSqdwOp1UVFTS2tqabxeXqrBQh3Vqmvglk9rLlUwmsdts1NTUvG3krEajIRQMEYlEGBwYIHzZ8UT+3XPldCmn+lKtvmE1w0ND7N2zh/Ubbsz/XCqRkk5nBEN8v/9ty7u8opxoNJofJIOBAEaTEUXBf18K0jUH00AgwNTUVB7+6na5cDmdTI5P4HQ6sVqtgIgCZQETExNEo1GGhobo7e7h2LFj3HTLzXg8HiqrqrBMWrDZ7HNWA3qDgZtuvomLIyOMj41x4fwFCgv1rFi1kvqGBu758D28tG07A/0DXDh/no0330ShXo/L6WR6epqxi6McOnAQXWEh119/PatWryaTEUgXJ46fYMpiESqA3Y7DbsdmtfLXX/oS586e5cC+/YRCIQGWPThIMBhkemqK8opybrv9Nvbu2cvExAT9ff0sXryY6poa7HY7b7z+OqmUcL5UUlrCxYsXSaXTXBwZ4cjhw+zcsXPOLCcSiWCzWnE5ndjtdrweDzablWnrNHX19XzonnvYu2cPI8MjXBwZ4e57PoRYLGZwYJB9r79B94ULdF/o5q++9CUymQxulwunw8nY2FhuVS9nzdoOMtkMvT29XDh/nkAwyJ13fZBgMMiJY8c5c/o0937mXpLJFGKJQIIYHhwimUigVqtpySHoTJcEhs1qfGych37+IJGwEBjgdrsZGRkhmUyy+amnOXHiOBKpBLvdjsczw5TFwvj4OM8+s5VMJs3Nt9zC8OAQPp8Pu802ZxKjVgtEmGefeYb9+/ZdMfh4ZmaYmpoStrMKC7FZrfgDAQb6+694zqqqKh782c/4+U9+SjKR5Prl1+dX8gajUM8GBweZmJig+8IFjEYTy1eswO/zzanjTqcwIZqcnGB5ezulZWW5c90TjI2O5u/n83ro7+tjoH+A3bt38ZnPfQ4R4PF6GOjrF2ILFAUMDQ5it9sZGx0lFotx8eJFACoqKrjt9tvZvXMXE+Pj9Pf1s7RtKZW58+DBwQH6+vo4erSTjrVrKbksZcDv9zM1NYXNauPUyZOMjo7S0NjIdddfx223386+N95geGiY0YujfPTjH6evt4/dO3cxMjLCjNvNotZWQJh4WaenGRoa4vChw4jF4vz/c7lc9Pf1Mdg/wJkzZ7jnwx8mnU7j8Xjp7emh+8IFxCIxg4ODTE1NMT01hdPppL+vj0mLBavVyuDgIL29vYTDYUZHx5iZmaG/r58zp08jl8kZGhxCV1jILR/4AI/8+te8eeIE3RcuEAqFhP5kcJBAMIA1N/D9rtp408389IGf8PAvf8nkxARSqRSz2czHPvFxtmzezNZnnmHL5qcJBAP5vykpLeEvv/gFbr/zDgYGBnhp23ZefuklioqL+MpXv8aSpUuZmprm8UcfZWZmZs793G43A/39WCYnOXXqlJDOEw7T19OL3+/nzePH8Xq9rOlYg0Qsoae7mwvnL+D1eLn7ng/NuVZvdw/bXnyRGbebvt5eIpEIPT09OBwONj/1FOPjY4jFEibGx3G7XdisVgb6+/nNww/T0NjI8vblWCwW7FYbXq93zkC0pqODYCjIv3//B/zoh/9xxRmi0+HAarUilUqRKxSMjY0RDocF0Polqm9oQKVW8YN/u5+dO3ZytaGut7eXyclJxkbHGOjvvyofuqS0lOYFzTgdDkrL3ppEL2ptpa+vj2OdR+np6cVms+F0OJiyWHC5XExPT2O32SkqLubOuz7IKy+/wtjoKIODg6xduw6j0YgzN37Y7XbsdjtTU9PMzMxgs9nesf5cS9e0E0wmkzgcDuKxGJVVVcRiMdwuF0aTCaVSid1mQ6EowFxkJhAIYLPZqKmuJhqNkkgmKSkpwWa1Ul5Rgd1uJ51KX0GNSCQSeDweMpkMUqkUiViC0WREJBIRiURwOhyQ26s3m815zJLDbkcilQq4t2SSihzrz+VyEQwG0el0QmRgQQF+vx+vx4PRZEKv1zN68WI+AEckEjEzM4NnxkN1TTUqlYpYNIp7ZgaJRIJYJEapEvbYY9Eo4+PjQkRmOo1MJhO4q7lD/+GhITweDxtuvDG/Ek+n0zkYdZDKykoy6TQOhwO1RoPZbM6j46RSAcZsNBpRKBS5maYPqURCFigrFVZa0WgUu82GWqOhuFggyaRSKXxeH/FEHJlMRjqdprS0VIiWnZpCo9FgMBpxu1zoCguZnppCq9NRVFSEWCzm4sgIgUCAxUuWXLEV9sCPf0x1dTU3bryJdCbNubNn2bt7N1/9+tcJhUJIZTIqKipIp1JYpqZQq1RotFpsNhtmkwmjyYTH42HGPUN5eTlqzVtny9FolInxceKJBAaDgXA4THNzc34Vm4jHsdlsiEQiSsvKiEYi2Gw2yisqrgD9Xrx4kXAojEQiwVxkxmw2z1kNJxIJPDMeMtlcPZNIhCjaZBK7w5GvQ5FIBM/MDEVFRWh1Otxudx53pdPp0Gg0jI6O8uTjj3PzLbdQX99AKp2iMrdFN3rxIhKJJI/9i8di+etarVZqa2vz2KdoNMrMJfVMpVah1Wr57re/jVar46Mf/1geCabVaq+IvHTY7cRiMQxGYx6JNovDu7ROmXJBYl6PF5lcqB+zZ06hUAin05nfsYhEIlRUVNDb08NL27cL276lpWTJUlZWRiaTEaJsVWo0Oi2R3Gq/qLiYmZkZEokEZrOZUChEMplEr9fj9Xp57ZVXKChQsrxdCBAqLCwkEo2STCSprKokkUhgt9mEc36jUQhEEYmYcbvxer1U19Rcc6Xf09NDc/Nb25Q2mw2ZTHbFSs3r8TA6NkZBQQFqlQpdYSEGg4FQKIRlcpJYLI5cLqOxqWnO6msW1Tc9bcVms6FRq6mqrsqD4oPBIKMXR2lZ2DJnFy4ej2O32YhEIpiLijCbzaTTabxebx4lZjaZkcqk+V0qmUxGOpXKI/hm9bV/+Af+5NZbuX75cqLRKEePHOHA/v3863e+g9/vR1dYSHFxsYBgtFrz+Z02q5WGxkbkcjkOu51EIklpWemc98tkMjgcDtxOF8mU0Hdfuu0ciUSEs2ylCpPZhM/rxel0UVNbkz+7nC0nYXLqxmQ2EYtGqW9omLMb5vf7sU5bkUollJSUoNZorgpT6DxyhPKKijlRzfF4nIsXL6JWqdDr9XlcY3FxMVKZDIfdgUIhz5+/e2ZmkEiliESifMxKLBrFbrcjz+EGPV4voVCIqqqqa9axd9K8N+97pGw2y/DQEBqtlvJLzqPez5oYn0AilRAKhigoKKC2rvaK3zl18iTtK1bkG3U2m2V4eBizyYzRdOVK9o9Bo6OjPLN5Mx/52MdoaWl5z6//3W9/m8qqKv7X5z//nl/73arr3Dl27dzFZ//sc/mJwu+icCiMw+mgrKzsd+qw/ph18OBBNmzYMKctXug6T31Dw5zjtz9kJZNJpqem0BUWcv5cFx3r1v7BAELe93aCf0hqaGz8g3LgOXbsKOfOnOUjH/soDY1XD6JYsXLlnH+LRCKam5v/Jx7vfalZe8t4PI7b6SLV2PhbB8ZcSw6Hg1QqRTAQwOvxzMnJ/p9SMpnE5XIRj8VwOhz5HZzfRWqNmnpN/Tv/4rzeVjfeeOOcf4tEItquW/b7eZj/JsWiUV55+RVisRgf/8TH3zZo7P2o+ZXpH7Gy2Sxer3eO3de83lmxWIxMOi1En1+W7vO7KplM5l1g5HL5ezpQv1tls1ni8bjwjlLpH5Vv7Lx+/4rFYqRSKdRvk274ftX8YPo+VSaTIZVK/cFsccxrXvOa1x+z5pcj7zNlMhnOd3Xx2COPYP8do8vmNa95zWte/zOaPzN9H8lht/Pd73yXvt4e/u7LX86nScxrXr9PZbPZP6jttnnNVTAYZPuL2+jp7sZkMnHbHXfQurj1qhG08/qva36b930in8/HU09uorSslA/dc8/79uA9GAxyvquL6elp6uvqWLJ0KQVKJee7zjMxPo5YIkahUNC6eDFqlYpjx47lzwDTqRQNTU20ts435D8UTU9Nc++nPsV//uSB39np549N0WiUY0ePEs65l0nEEm674/a3/f1jR4/yxGOPc+E9RyR5AAAgAElEQVT8ef7zpz9hTUfH73T/TCbD2TNn+Na/fBOlUklbWxsut4uzp89w72c/w+f/4i/mz8PfQ73jyjSTyTAxPo5UJoNsluKSEqRSKWNjY6hVaiE30mSkoKCAUCiE3W5HJpORSiYpKy9HpVLhdrtxu1zIFQrCoRDGnI9iJBLB4/EgFolJZ9JUV1eTzWaZmZkhFouRTCSoqq4mlUwyNTVFFsGRSK/XE4vF5uSeORwOIX9SqyWTEWbSTc1NiEQigoEgfr8PkUhEOpOhurqaVEpwBZkF9KZTgtON0+HA5/dTUVGBTCbDYrFQoFBgyCX7ppJJqqqrBT/feBzr9DThcJiq6mq0Wi1Oh4NMJkM8kZhDSJlVOBzG7XYLvq0yOcUlxWSzWSyTkyxqXURTczPTU1MU6vVIpVJsVivZbJZk7r6X0ixSqRSWyUlkMhlKlQqj0UgkHGZqagqJREJFZaWQlzUywuIlS7BOT5NICAEuarWaYDCAwWgklMvLLS0ryxve2202lCoVFRUVc4Jgzp45w+lTpykpKeahXzzEhz/yET54913seO01fF4PC1oWolQWEItGhfKbtJBIxEmlUpw6eZKbb7mFhS0LrzqYBvx+rFYrMrk8nwMZi8aorqlGq9HicAplK9BKdOgNeuLxONNTU4jFYmQyOQqFHIlUiiOXRxYKBlGpVMjlgq+yCBETE+OC0TciTGYTcrkcn8+HdXoas9mct3gMhUKMj41hMBoJ+P1IpVLq6utJJBJMTk5i0OspKi5+i9WYyeJ0Okhf/oyxGFarlXAkgtlsJplMEgwEMRgNlJaWEstFzc6CA2LRKBMTE2g0GsRiMZlMloaGeqQyGZFIhBm3G7FYQiaTpqq6mlgsxpTFQjYr5APq9YVEozFqamtQKBRMWSzIFQpSyRR6g55sNsvY6BhisQiNVkskEqG8vPwKuHI4HCYWi3L7HXdc4T4VCATweDzIpFJMZvOcnMVUKoXL6cTj8aLVaUklk2i1OoqKiwSy06QFRYGCVCqFXq9Ho9EIebjT08jk8nxurUIuxzI1RTqdRqNWk81CaVkpgUCAyYlJNFohF5VsloaGRiRSCeFwGM+MB7H4rT5ltq37vF7KysvJZDLYbTYhz1oiAC/MZhN6gyGf95tJC2U72we6XC5SqRTxWIya2tp8LqdYLCYYCKLXF5LOZKiqqsoPUAF/gK1bnqG6poby8nIkUkn+ej6fj4Dfj1wup7SsDLFYzJqODtZ0dPBnn/0s6Zx/8KyCwSAzMzNIJRJMZnO+3/N5ffj9PgxG4xW519PT0/zqoV9ycWSEP7vvPvr7+1m7bi0SiYRf/PxBWlpa2HjzzVe0w3n91/SOcPBXX3klnwC974030Ol0HO3sxOvxYjIZ6evtY3pqiorKCvr7+rDl0EeHDx3C7/NTV1+Pw27n1MmTSKVSHnvkUdqWtWEymXjzxAkudJ2ntLSUZ7ZsprKyEn8gwPGjR9HqdIyPjdHd3Y3RaOT8+fPE4wl+/ctf0b5iJcNDw2i0mnwH4HK5ePzRRxHnjLUP7NuXu38dhw4eZHR0FLPZzJOPP0FdQz2ZTIa+HoGOIQKe2rSJqupqxsfG2LVzJ21ty8hkM7y0fTuBQICamhpe37uXk6dO0d7eTkFBAclEgqNHj/LKSy/T0dHB8PAw/X19FBYWMtDfz9TU1JyE41QqxXNbt+Y6fQU7d+zAYDTkUGgj+H0+NBotqVSSN15/nXgsxvT0NONj4+x74w1WrV6N6hJj6ac3bUIsFpPNZjl35gx6vR6pTMb2bduYtFioq6vDMjnJ0c6jgiH+ocNks1m2vfACZeXlTIyP43Q6OXb0KEqlkurqasRiMS6nk5dffplMKk1DY8Ocga+oqIg1HR1cd/31+H1+Ll4cYd369Rw5fITVa27gE5/8JEuWLsVgNKJWq1ne3s7KVauoqKhgemqadTdueNtUC7/fz7YXXyQQCFBWVsbJN99k7+49rF5zA2Njo5w5dSqHxUuwe9duqqqrcwi1c+h0OkKhECeOn2B6ykIsFiPgD/DEY4/TvGAB09PTFBUX8+LzzxOPx9EXFnLm9Bn8fj/lFRX4vF6BWDRtpXVxK1KplCOHj7Dl6adZtmwZhw8dYqB/gPaca9KB/fvRaDSUlJbm36W/r49Tp06h1xtIJpPs2rmT6ppqpDIZB/fv5/W9e2lbtgyb1caunTsoKiqmrLyMLZs3o8p5h54+dQpzURGP/OYRkskkRqOJziNHcDgcNC9o5uyZs5x88wTlFRU8/+yzlJaXkU6l6Dp3jngywW8efjjXPgS0YPeFC4yOjlJcVIzVOs3Zs2cxGo1se+EFBgcGaGhooL+vj96eXsEmTvnWoDg6OsqJY8cZGhxk6dK2PIhieGiYZzZvYXp6CsukBYPRgMFgyP9dOp2mp6eHHTt2UFVVRTgc5rVXX6WxsZFTJ08yPjZGUVERU5Ypznd1UVlVxeSEgBzUaLX0dHczNDhEeXk5u3bupKe7m/r6eg4eOEAsFkWr1fKbXz9MOp3GoNdz+NBh3C4XjU2NnHzzJOfOnaWsrIytW7ZQUVmJTqej58IFdu7cSUvLQuKJOJueeIKy8nIUBQV8+1vfYsXKlVitNo4cOkxVdTXbX3iRouIijCYTfX19XOjqQqfTMTQ0xNjYGDKZjOHBIaLRCA/86MesXLWasdFR9HpD3no0HBIQiB/7+Me47fbb8z7eTqeTvXv20NPdzbFjx/F4PCzMoegAXtq+neuXL6cmZ+E5OjrKc1u3Ypm0MDExgU5XiMlsYqC/n81PP53Ho5lMpjnf4dTJk2zZvIVwOMy5s2dxOB1UVlWTyWTo6e7G5/fxoXvuuVb3P6/fQtcMQJqemuLpTZtYv2EDrYsXc8sH/oREIsGzW59l/Y0bqK2ro7SsjEMHD+JyOikrK2dNRwdNzc0kEkkCAcGSy2g0UlpWRsvChXk3E7FYTFNzMxs23khjUyORSJRjx45x7OhRpq1WzGYzVTU1/OqhX6JSq1m7bh1NzU243W4WtS5iw8YbMZlM+WedxTUVFxezvL2dGzo6+P6//RvJZJLWxYvpWLuWxqYmAoEAXefOoVKpWLqsjaVtbblBx4IIUKvVpNNp9AY9SqUSqURCgUKByWxGoVCQTqXyM0ClSoU25zijKCjgwL79xBMJ9AYDJaWlbN3yzByPy65z5+g80sn1119HY1MjarWaXz74ILFYjDOnTyOVSmlZ2MKi1lYC/gDd3d1s2LABo8lIPBbHaHgr53BsbIxntz5LXX09RpOJ3t5e+vv70eUM/MUikbCjIJXyqU9/Go1Gw7r161i8ZDHRWJTqmmpuve02mpubEYlEqNVqpBJhBarV6fKOPJdvN6vVamQyGdlsloH+fhoaGwGQyaQ8/uhj/PX/+f/Y9OSTeL3e/N+k02m6znVRoFTm73c16Q0GJBIJarWamtpatFot0WiUgoIC9r3xBhKJhMamJha0tOB2uzl04ABGg4H1Nwr1s76+Hrvdhs/no2PtWsoryvH5fLSvWEH7ihXYbDaefuop1nR0UFdfT1FxETtefY1IJILBaKSoqJjhoSEsFgvpdBqb1YrX66W2ro6169Zx7tw5JGIJiWQSs8lMU1NzflUaDofZv28fYpGYpuYmWha24JmZ4eD+/ahUKgqUShI5MlFJaQmZTAa9QU9/fz97du2msrKS4pISdrz6GkqlEqWyAJPJxHXXX8eajg5+mcO11dfXc9PNN9PY1EgsFuPNEyfQGwysXb+epqYmZmZmWLhoIRs2biSbzfLqy6/Q2NhITW0NNbW1+QmvRqtFqVSxqLWVNR1rOd/VxejY6JzvUVlRwcabNjIyMjLnex7Yvx+/z8ett93GxptvoqR4rtWhTCZDrVaTzWSorqmhvr6es2fPMj4+zqsvv0zzggXU1NZSU1tDT08PA/39FBWZWb9hAy0LFiCXK/B4ZlBrNHlyUFNzM16vB8vkJBUVFSiVSsxmM9ddfz1rOjr46QMPkEgkaGpqYuPGjUKfEo1y+uRJ4Xk0AmyhUF+IyWgkEY+jUqkoKyvDZrNRXVNDXX0dH/jTP6GxsZFEMsHxY8eIRCIcOnCQYDCEwWikpqaGp57chMFoZO36ddTW1WG1WlnatpSOdWsp1BfOKYuZmRm2b9vOr3/1MNtf3AYInuRrOjq444Mf5E9u/VMefuiX14RiH+s8isvl5tbbbuXmW26hrLyMZDLJgz/7GStWruTW224D4NChQ3OoS4FAgID/LRBBy4IWqmuqOX1KIOKMj4697T3n9dvrmoPp6MVR5HI5JpMJhUJB84JmwqEQcrk8P6AYjAbcbhehUIiy8jISiQSPPfIo0WiE5e3LBSNjsZgCpXLOCkckElFUVETA7+fggYPMuF0E/H7Gx8fJpNO4XS7SqRTf//cfoNFo5gycIpGIwsLCK3BMgmmy8EqLF7ditVpx2O2UlJbgdDg4dPAgPp+XWCyGSqXCZDJx6MBBfvQf/8GNG2/Mb+t4PB6OHD5M55EjTF1Gz7BMWnjlpZe5/3vfo7enJ+94HggEcDgcJBIJnA4HBQUF/N2X/35O/mb3hQvo9fq8wXd9Qz1HDh8hlUzhmfEgydncgWDUPGWx5MkHLpeTvXv38IN/u5+DBw4wNDiITCYlkKN43HHnnSxtawMgk85w8s2TdHd3U1JairnIjFQqpay8fM5AptFq8zZ+586e5aFf/IJvf+tbpFKpa9ca4GcP/IRYPM5dOej4l/72b3n0icf5h699lZ4L3by0bRuZnA9vKBjkxPHjtK9cMQeI8G4VDoVwu9wU6vX58ikqLmJ4eASNVovb7eZ73/kOL7/8MlMWSx4TOPuuUqkUo9GIZWICjVabrzfFxcWMj4+TTCQRiUQ0Nglg9r6eXk6eeHOOYUXLwoXodFoOHjwI2SxanRa15i0btUg4jMvpolBf+NYzlhTP4apeTee7upDLZXi9XiLhMH/9N19Cp9MhFosR5+pyc3MzXo+H6akpjCYjkWiUgwcO4HI5iUajKJUCkmr2fWfbRywaJR6P5+uQKlfv7HY74hweDaCoyIyiQIFlYmKOX6tGq6WquvqKc7Ub1tzAyTff5Hvf/g7DQ8MoFFdP3/J6vRzYv5/vfee73HnnB1EoFMQTibeeR6Uim8ngsNsxFxWh0WrZtGkTvb09rFy1Kr8LMzY6yhOPPU44FKZj3TqhbC4pn5aWBbhcLmGbvshMMBjk4IGDuN2uPO3pnSQSiTAYDKSSSQ7sP4DDbicSiRAOh7HZrCRTSVxOJwBf/6d/zFsizpa5WCwWiDKXIclkMhklJcVUVlVSUjo76RDR19vLQz9/kEd/88gcMMHVtHxFOz0XLvDNf/4X+np7KSgowOFwMDw0zM7XdvDgz37OoYOHGB8dm/O+GrUm396qq6v5P3/9Vzy75RmmLEKfVvEeOFvN6y1d88xUo9UI/pnJJDKZjEwmg1ojrBbSuaT1eCyGoqAAmUyG3+9HIZfzl1/8ApuefJJNT27iG//yz3hmZjBe5uSSSiZ59ZVX8Xg93PuZz3D40EFhVaJSo9VpWdTaikgkIpHzqnz3EjoDr9eHoqAAlVrN81ufRSQR85GPfpRdOwUociKRIBaLsWHjjdx0y8184c//AqPJRHFxMUajkXXr15PJZLg4MjLn6lXVVXzow/fg9/vYtXMnLbntGblMhlwuEFxmnz2ZTM45bywqLuHUScHsWiwWDOfLy8uRyWUoVUqikWg+cjIYCKDXG/KNtaiomFtvuw2FQsHre/ay6obVRKMxFrS05AHoswQGsUTMylUr0RfqeeyRR/mrL/31NTmQarWa65cvZ3l7O7ds3JgflK+maDTK05s20dffzwM//Um+oy0oEMgxKpWKtuuWYbfaSCZTKCQSzpw5QygcYuUlg1MgEMifCb6TZHI5coUij2mDt84G4/E4ZaWl/PM3v0kwGMTpcGB8G1C7wWAkFAzlyz8SiaDVahFLxGQyGeRyOe0rVnDi+HFWrl5FXcNbW/RisZh77/0MP/3JA/zt3/89ixa1XvGMCoWCeDye/4aRcJjCy84hL5fJZCKVStOyUDhHvrzOzJaVVCqlUK9n7+7dTExMcN/nP8/xY8eueW2VWohpSOVWPclUimw2i/qyDj8Wi5NKpjAYTVe7zBVavGQJr+3exYH9+9n05JPYbFY+fe+9V/yewWBg4003cfsdd/D1r35VYIJmsvlVWCqZJIuwwxMKhQD4s/vu48D+/bz4/AtUVFQAUFdfz5//5V+w5emneeqJJ/nHb/zfOffx+/3I5HJ0hYW89sqruN0u7v3sZzly+NC7eh8QzjEP7NtHT08vf/nFL3D2zGlAmIgpFArMJvNbfVIi8a7NNHQ6HWs6OvJtKpvN0tl5hDf2vs5ffPELKJVKPv3xT3BVR/icWlpaeH77Njo7O3n6yU2Mj48LQYpyOfd9/vN5b1ytTjvn3LS5ZQFL29q4cP48Dz38K452HmXt+vVUVFbS093NZz/3uTxF6f0a8PiHpGv2ZM0LFlBdVc1rr7yKxWJheGgIk9nEwkULefPEm3g8HsbGxnPnKUU8+8xWXnj+eWbcbqKRCOYiM26XmxdfeBGVUimY5sfjOBwOotEYo6OjJOIJbDYb8VicQCBAfX09LqeL3p5eJiYm6OvrA4StQp/PJ6z8cjPEy5XMrQqdDgcHDx7gM5/9LFKplPGJCRLxBNbpaZIJgXXXda6LJx9/gosjIwLcWC5Do9USCAQIhUKEgkHisZiwVZL7z+8X0E0T4+N4vV4KC/UEAgGi0ShiiYQlS5cyPDQkUHDGx68YiNetX4feYGBwcBCnw8nQ0BB/8cUvotVqWbFyJR6vh+npaSwWC+6ZGW6+5RYS8TgBv/BMUxYLNqsNo8nE8uXLqaurZf8b+5icmBDoGoEA4bDAnAyFQqxctRKH3U7nkU4C/gCZTIZgMEgkEslzU4OhEH6/H5fLxcDAAEqlCpVKlX/fS1epmUyG7S++yPZt29lw4wbe2Ps6nYePEAwE6Onu4cjhw+zdvZuLIxdZsWoligIFkUiEpzc9xV133Z2ftScTSX74g3/HMjk5p3xCwWC+/KORCH6/n0gkgkgkYnn7ctwuN06Hg+npacKhEGvXrWdocIiHf/UrvB4PI8PDSKRSli5dmg+Cicfj+HNbXUvalrJgwQLOnD7DzMwMo6OjrFu/HqVSidvt5uSJN2luWUAoFKKurg6nw0EiIZR/NpulfeUKRGIx4+PjFJfMxbfpdDqWr2gXANS5ZwyFQqzfsD7/DOFwmFAoRCQcJhQM4ff5WLV6NYWFhRw/dozJiQn6entJp9Ok02mcTqEuHz3ayZ133YVGo2FkZIREQiAhxWIxZlyCEXy+fcTj+fZRUVHB0rY2BgYG8Pl8WCYnMRqNLMhNAF1OBw6Hg76+XkpKS2lobJizczE2OsaBAwcIBAKcO3eWrnPnSCQSdF+4wNHOTmQyOQsXtlwxsKTTaYK5b2m32RgbG0Or1dLQ2MiStqX09/XjyzFRi4rMNC9YwO5du3n0N7/B6/EQ8AcozJmY+/1+/H4/kxOTxOJxtDpdHu7gyJXPkSNH+MhHP4JSqRT6lEQCu91OPBYXgh/dbqFeBYO4nE6cLpcQCDgzkwNwpLBarQwMDJJMCv1LNBplxj1DKpmkrW0Z42NjDA0NMTExwcjwcP49PTMzpFKpK2gxb6fZwaugoACb1crB/QeE4E7AMjnJwQMH8Mx46Dp3jtOnThOPxxno7+doZycSsZjWxa3IZDJMZhOrb1jNnt27sFgsTE1ZiMdic75fTU0Nf3bffSxta+PnP/s5J998E7vdTkFBAZ+77z5uuuVmvF4vO3fsIBgMvt0jz+td6poBSHK5nEWtrUxOTiCTytBqhYCLZdddh81mQyFXIJGIaVu2DLNZIHVkESGVSlAoFKzp6OC5rVuRK+TU1tUTi0aJRWOcPXOGFatWotXpSKfSqFRKFi5aBCJYuqwNk8lIMBhEhIiKinLUarUwEASERlZRUYH+koN2EDr6ffv2odFoMZnMZDIZ7vnwh3ORnMKqWpnjNgLU1ddhNBoQi8XEEwkqKipY0d5OIpFAp9NRWVmFVCas+ErLytDr9aTTaYqKigUKi8HA8uXLkUqkFJcUU1dbS3NzM4mkABIXi8WUXmbqrVAoqKuvy3XOGfR6AzduvBGJREJZLpI2FosTDoWorKpi5aqVuRV0FJPZhF5vQCaXccOaG6isqmJpWxtTFgtisRidTofRZCIej5NIJCgvL6exqYmqqio8Ho9wzqRSEg6FUCgUlJSWUlxcLJBfpFLMJjPxeIxVq1ezcOFCRGIRZWVllJSU5LcDZyOtDQYDsagw0RCJRFTVCMSc4aEh4vE4azrW0L5iBRKJhEgkQjwe59Zbb83PfjOZDJ2HD1Pf0DAnSjQUDpPJZKioqMi/S3FxMTW1tTQ2NiKWSMhkMsSiUWpqa1nathSVSoVUKkUmkxGORP5/9t47vs3ruv9/YxIEwAWACyRIcIMiRYlTXBrUtmzZGo5nPLJH072+HUmcpOkvTds0rZ3htBmeki3LQ7L2XpRISqJISRT33gsgCXBg/v4ACBEkJUu20yYtPq+XX7bB57nPec49955zz73P+bBkSQYpqSkeJh0j4RHh6OPjUSiViMViludkMzg4gFgsca9EC/IJDg5mbGyMGesMBoOBxMREUtPSMBmNqNRq4uLjUSoUbuJhq5XlHnufC4HArS+xR8apqWni9PFkLVuGzZMFiQgPJy4+HpfLhUQqIVqrJTY2luTkZAb6B7zMSCEhIZw4ftx70tPhcPDAg1tQKpUEBARgt9uQKxSkpRlwuVxotVrkCgUTE26idq1WS5hn/zkxKYmJCTMSsRibzUaaIZ2ExASqKisZHBoizWDAZrWydFmW9wDaLNra2misbyAlJQWpRIJQJCYuPo7WlhYvQ5JOF8eqNat9mEMcDgeTk5PIFQrCwsKYtEySkpJCfkE+aQYDE+PjHnnsGJako9frCQ0LRYAAaYAUgVDA8pxsVCoVVquVyIhIAuVyAgKkrFq9mtDQUI4fO+bmuI2MxOFw8NDWrSgUCgICpNgdDuRyOYb0JeCCyEj3iWulh6nJ6XIhVyi8zEozMzPcvHGTwqJChJ49+9TUVFwuJzE6HalpabhcLm9gN/uVgsPhYHxsDE24hni93uek/axNyGQyEhMTUXjSrd4UvIeBS5+QSHp6OkuXZdHb20tdXR2JiQlIpVJcLhcJCQl0dnTQUF/P8PAIkVGRrF+/nqDgYNKXLGGgv5+hwSHGxsYID49Ao9H4pPvj9fGkpqbisDsQi8VERUWyes0aHn7kYQIDAzFPmKm/Ve/d4vDj4+OevjN1p4rsSOYxtM+mpOZGQ06nE4fD4f39zTfeYKsnqnY6nZgnJjh16hRr1pQREhqC0+FAKBJ5o83ZKHextu8Gm83G97/3PVavKaN0ZanPvU6nE5fL5U2Dep/jAqvNnbL5NGvTWq3Wu5YBnJVnMcJsm82GUCi85zSSy+Xy6vtOmKvX3xZmyx9KJJKP7DOHw8Gxo0dZvWbNfTOI3MkuZlNv99KPszoTeezuozBpmWR8fAy1Ws3BAwd56OGtd/1O9n5tFxbaxDf/7u8oWFHI5gc2uynaZj+/mSe73WbzrmzuBqvV6tM3P3nxRRwOJ1/7g6+7v4G8z+9+7XY7Tqfznvr7XuSB2/Z/L21+6+//nqLiYtZv2OCja5fLdcc5ZTHMrqLLz18gryAflUp1R93OyvZpwOl0f/pyr/PO3fRtt9sRzNkDXwwul4vp6Wl3Pek5c5M/zfvp4Z5mWIFAsMCRAot2wOzhgFk8+pnPeDtPJBIREhrKQ1u3eg1WNMfQ5xr9/XZue1sbPd099HR3LzD6+QbrfY6A30rt249q804DSCAQ3Lc8AoHgIx3lf0exdKFQeM+yu1wuVq1e/bGouO5kF/ejt3vR2Vw0tzTz6//6JamGNHbufPQjHc/HmZjm2kRnZye9Pb10d7k/8Zm73z1f9ntxpOCrn5HhYXp6epiZnvGs3iPucufi+KQ2tVh/3av9d3R00NPTQ3dXt5f/c24bd5pTFoNIJCI0NJSNmzctmLvm6/bTdDj3G7zf7T3upS8EAsGi400gEPgd6aeE/zUVkCYnJ7F7VnWBcrm/wo4fnyqGhoZQKBQLTmv+NjA1NYXNakXoOQX/aQdDs4fvcLkIkMl+76rgzB3rvw39+OHHx8H/Gmfqhx9++OGHH/9T8LPG+OGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH3744ccnhN+Z+uGHH37cB2bJBvzwYy4+sqil1WrF5WE4wMNM4K+F6Ycffvwuwmq1uinepFKCgoJwOp2IRCLsdjuOWW5egeBj1yMeHhrm4sVy9AkJLPXQOfrhB3yEM3W5XDQ2NPDu3r0olUHk5ORgtVnp6Ojg4UceITIy8r9Lzv/VcLlcH4vGyg8//HDD6XRyYP9+xBIJUVFRmEwm2lrbSE5JZtXq1QwODvLhvn309vaxctVKAmWBmEwmli1fhjYm5p7Hn0gs4nJVFdNTU35n6ocP7upMBQIBiYmJdHV1kZyUzPKcbJxOJ7du3eJ7L7zASz/72X+XnL8TaKhvYHBwgPT0dDTh4QC0tbYxMjoCQIA0AH2CHqFAwK36ep97dTrdosFHW2sbP/ynH/D//uZviNfr70ue+lv1DA0N+sjT2tLKqHHUK09CYoL72nuUx4+Pj8nJSTo6OrBYLN7fAmUy4vV6lB5yaD9+O/j+d79LoELB57/wBQIDA92csiIxtddrWbV6NRqNBqvVSk9PN7m5uQgEAk6cOMFLL77EX/71X9R5JlcAACAASURBVKFSqRZt1+Vy0dXVhVgkQhsTQ1hYGBEfg7LOj//9+Mh8rVyhICAgALlCTmhoKAD6eD2vvvIKcJvUWCAQeDn65v42+/9zI79ZejSXy8Vc0prZ+x0OBwKBAIFAsIBEd5YI23uvy4XAQ/rtcjpxep47/97Z6+fKuEAWpxM8986PVH/x85c5fuwYMTEx9PT08K0Xvk3m0qX8+49/TH9vL5rwcNRqNc889ywul4sXf/zv3nbb29r44pe/zLPPP+fTpsvlQqFUoNPFIVcoFvxtVm+LcR/+/Cc/5cSJE8TEaOnvH+Cb3/4WGZmZ/PhHP2JwYABNeDgajYZnn38Ou8PhI09bWxtf/epXefrZZxZ95lyIRCJvfwA+upnbfwKBYEF/zup+PgH03PbmXjP3nWf/mfvbbP/N/jbLP+l0Or3pvNl+n7U/1x3sYW7bs3IJBAIEgFAk8tHDgndzubx2MrdvRkdHObBvP+3t7Rw+dIg1ZWUkJCTwxFNPoUi63b/zZZpL/D37PLhto4vZ41zMH2+z7cy+5/x3maujuZh9n7n9M1e2+fY4v2/AbS93st25+p61q7n6na+b+fPBXHnmory8nHfffZeTZ84QFhYGQGBgICtXr8LheZ5UKkUmCyQgIIBQzzUZGRm8/uqr9Pb2Ehwc7GNPLqcToUiEyWjk6uUrLMlYcruvXOCcs286l+5xMV3PvrfXfp1OBPO4U+/Wl3fTxfwxO//a2TZmr53990fK6Pn3/HEy95mz4+1O8/hi/X6n8TtXzvlj+CP1IBCCwPdZAmBWornz/53m008D97z5aTFbGOgfwGgc5cKF8/zRH/8xVquViosXOX/+PGvKyigqLsZut3Pt2jWOHj5MYVERKpWKV379GwzpBtRqNX19fTyw5UGSkpO4eeMGN2/eRKuNoaH+Fo898QRisZjDBw8hlkgoLi7mxInj1N+6xTPPPsvoqJED+/fzt3//d1RVVTE+Po7NakUbE0NObi61tbUcOXyYnNxccnJzeXfvXkaGh9m+YwcNDQ1cq67mmeeeI1AWyBuvvYZKo+bRRx9FGRREZUUFw8PDCAQCVCo1+QX5PoPkke3b+PwXv4DNZuNnL/2Eq1eukOlJ83ztG3/A6jVrfPT1yuuvAdDT08OPf/QjioqLFui0+upVGuobiIuL85ksh4aGKL9wAaPRSGREJKUrVxIUHORz7/ZHd/Klr36FmZkZfvriS1yrriYjMxOAr//hN1i1evWi8nR3d/Nv//qvFJUUL5Cnp7ubt996C51OR19fH0qlkm07dvCLn/2cVWvWMDw0hDZGS3ZODiKR6LbOALVGQ3tbO5NTk0xaLLhcLqRSKVnLllNYVOh9RltbGy//7OeoVGFkLl1KR3sHy7OXU1Cwgpqaa/T09BAQEIBCoSC/oIDmpmauX69Fo9HQ0tzMqtWrsUxO8v7ed1m3fj0lK0s5dvQo16qr+drXv05QcDAN9fUcOXyY4pISjhw+TG5eHjm5uZw7c4b6+nqeff55EhMTuV5by9UrV1AolJw/d47Va9bgcrlYU1bGrjffJDcvF6PRiFKpxOlw0NrWhlwu50btdTIyMwkNDaVs3VpkMhkAsbGx/MVf/xUAKQmJfO/73ydaGw3A6VOnCAoKYqB/gJGREfIL8klNS+MXL7/MM88+i0KhoPzCBTQaDalpafT29nLp4kWmp6YwLFnCsmXLFj2r4HQ6uVZdzbGjR0kzGIiJiaGqsgqrzcqTTz7JzIyViooKEvR6RkdHCQkNJTsnm1MnTtDd04NQIKS/vx+tNpq4eD0qlYqG+np0Oh0jo6NkLs0kPj6e+lu3eGfPHnLz8ti0eTMikYirV67w3rvvsmnzZqoqKgmQyfjCl77I4OAg+95/n7z8fPILCrzjaGhoiFd/8xsiIyN58umn2fPWW3R1dZOWlsrI6ChBQcFcqaoiOycHhUJB2bq1tDQ301DfQExsDKMjo2Qty0I3b7wcP3qUpUuzvI50LtaUrVnw2yzMZjNSqZSOtjZe/c0rFJcUs+XBB6m4dIny8nKee+45Tpw4weGDhxgZKaOzs5P1GzZgd9hpbWll7549NDe38NznnicmJgbj6CgVlyqQy+XY7XZmrFbWrFnN5NQUu9/cRVtrK5se2Ex93S0Sk5NZv2G9z97t+Pg4R48c4eaNGzzw4INMjE9w5fJllmYtZe26ddTdrKO1tYWoqGhGR0bIzcvD7rDzzttvo1AqiY+Pp7urm52feRSAD/ftQyQSc626mvUbNtDa0sKKoiIG+vtvyzgzw5qyNRhNJl79zStYrTMUFZfQ0txMQkICq1avwmQy8fZbbyGXy3n4kW1UV1/l3NmzPP3MM8TpdFRcqnA7ZaGQMZOJDZs2opizOOju6uKdPXuIjIrigQe2cLG8nH0ffMAf/vEfERMbS2VFBWKxmJbmZvQJCZSUlnL29GkuX77M2nXrcDqdVFZUEquLZcuDD9LZ3kFtbS3xej2joyMYDAYSEhMRCAT0dHdz/NgxQsPCuHWzjvCICLY8uIXGxkbKL1xg/YYNFKxYcUeb+CS4JxftcrkYNRppamrkctVlIiOj0Ol0SCQSNBER2O12YmNjATfre2REBDarDV1cHMuzswmUB6KLi+PRxx4jJSWV73z729hsNqanZ4iJiWXlqpXcqrvFubNnkUqlFBYXERUVSWdHO3q9HpPJhNVqJSBAyrYd2+no7OStXbvJzslhSUYG//Hjf8dmsxEVFYVAICA4JASVSoVGo2FqaorUtDRUKhUzMzPExcVhs1kZGxsjKCgIZVAQfX19/PQnPyHH097rr73K+Pi4jw4iIyMRi8U4HA6mZ6YJDgkBQCQScu7sWd7du5eamhpmZma899jtdi5euIBerydaq12gV7lcjkqtYt++fQwPDXt///Uvf8WF8+fR6/WEhoYuuiqJjIx0R/d2BzNWK0HBwR55RJw7e5b39r5LbW3tAnkunD9PUnIykVFRC9qM1elQqdRs2LgRaUAAwcEhBEgDsNlsFBUXoVKrOXfmLCaTib6+Pn7+05+6dZaZyauvvIJSqeTxJ54gKCiYkJAQHv3MZwgJCfZ5RmJiIsHBQQQHh/DgQw9RurKUPW+9zc2bN/iH736P3NxcMjIzObD/Q3p7egAXZWvXsnbdOqxWK9eqq8nNzSUmNpaBwQEkEgkOh4O169ahUquRSCQYDOnExcWTX1DAxPgEao2GmJgYgkNCmJycJCHBnfoOCgpmy0MPsSx7OW2trWx56EGyc3OwO+zYbFYKi4qI1+u5cO48M1Yrn3nsMVLT0jAaR3l42yOkpKbc817bmVOneflnP6d/oJ+RkWE+3L+fifFxXv7pz5icnASg/MIFGhoasNlsvPjjf2fMNEZwSAi//MV/0tHevmi7QqHQa/fxej35BQUEhwTjsDtQKJX8+pe/JEarJa8gH8OSdI4eOUxzUxOa8HCefe45tDFaXE4n23bsQCqV8Dd//VeUrCz1BFsu9u7Zg81mI1anQyKWUH7+AkODgzidTmpraunv62dFYSHLc7Jpa20lQBqAUCAkLi6elNRUn4A0IiICi8VCtFaLSCRCo9EwPT1NWno6O3buZEnGEgYHB9n6yMOkL0lneHiYv/6Lv6SktITikhKcTifv7Nmz4CTt0OAQYaqFjnQxWMwWmpubqb56larKStaUlbG6rIz09HQ6OzqRSCQ4nU5WFBYSFR1NcUkJqWmprC5bw/oNGwD3ai42NobHnniCyMgI3tq1C5vNxrFjx+jp6aagcAVr16/j/LlznD17FrVajV4fz+TUJOs3bGDDpo1cr63x2PdtBAcHExoaytTUFAUFBWRkZgAQHh6O0Wjk29/8e0pKSigpLWFyapK3du8mNjYWqVSKRqNhw4YNXLxYTm1NDRKJhLz8AtasLaO3t5c1a8vYvOUBzp49Q3d3120Zz5/n7JkzaLVawsM1BAYGsmHjBrY89CDnz53jxo0bRGu17oBRICAyKhK1Wo1xdBSDwcClS5eorr7KisIVlK0t49KlSxw5dMjnvWI9vkIqkSALlOHCRUN9PWkGAyeOH6ejvZ3CoiKyspZhHDV65kU1VquV7JwclmdnI5GICQoKYnp6mm9/65tuGy0uIiAggHf3vsvk5CQCgQBtTAzpS5aQkZnJ1PQ0oWGhaGNi0Gg02O124uLivHI5nU5GRkbo6uqiu6uLmenpe7KhO+GenKlAIECni6V05UqefuazlK4s5YVvfYv2tnYApqamaGxs4sD+Dzl65AjOeekjsViMWOSOqguLi7heW8vI8DDLs5cTFx9H3c06XC4XI8PDiMVitFotWVnLqKuro6qyit6eHm7cuEGYSsWy5cupqqzE7rAzPjaG1WajdGWpd4DNzMzQ0dZOXV0dPd2+xgru034tLS0+K72KigocDgdms5lpjyHfaZI8dOAA09MzFBa5V5pPPPkkGZmZjI+N8ebrr1NbU+NNeQwNDnLr1i2WLc/2idRmYUhPZ+OmTcjlcp/ftdpoRkdG6evrI1YXi0K58N5ZHDxwAJvNyopC9+rvyaefYklGBiaTiTdefY2b12945RnoH6Chvp7s7OwFz/T2lUSMXKGYzZqgUCr4s7/8C25cv8FAfz9mixmbzUbFpUvY5+psxQqKSop9Vk8qtZrUtLQFzxCJREgkEgCSU1KwWCwcO3oMh8PB5OQkZrOZZdnLkclkpBkMyAMDOXH8OFarlaVZyxAIBBQWFdHU0MjoyCgmo5G8vHxv+yaTkYTEhEXTOWOmMWquXeOD99/HYjGj0Wi8fS2TydDr9URERPCVr32N69ev093VxdT0FAkJCQQF3bYZhUJBYlLSfZ0KTU1N5fnPfY4nn3qKsrVrkUili17X09PDmdOnQeCWd2hoiNqa2nt+ziz6+voYGhpCGxsD4JW/ra3NM0FJvNeGhIQwPT2NywUxMe7r9Xo9NdXXsNtsCIVCDEvSsdmsNDU10djQSFJSkvf+FYWFDA0NcauuDqt1xhvQzkdEeARtra309fXR2dnp1UuIJzgFd5CZkJhIc1MTTpcLrUeehMQErl65cvtUrgdhqjBGR0bvSSezaU2xWEzBikKefPpplEolD2zZQktzM329vUyMT5Cenn7HNkQikTcbEa3V0tnZydTkJC1NzahUau/fUlJSqKyoANxbB0qlEoFA4N3SmZqauieZAWqqqxEIhERFR3vbLr9wHnAHyV2dnRz48ADh4eEYDAYUCgVphjSfMaBSqbCYzYSpVF4ZU1NTqbh0W0aJxG2TUZGRyBUK2lpbcTgcuFwuBvoHqKuro72t3X062uGg7uZNgkNCUHjOBOTl5XH69OlF38HhdNLR0eEdMxaLhcaGRsLDw5HL5RQUrmDHozvvqof6W7ewWm3odDrA7agb6uu9Aen09DSBgXJUYQttb9IySUNDAx/u/9A7n1RfucqhAwc5dOAgwyMjH90Rd8F9J48FAgFLMjIY6B+gtbUFcB90iYmNITc/j91vvkn9rVt3bsDlyX8LhVy8cIFzZ84SHhG+II25f98+BgcHSU5NQaVSY7PZOHr4CFNTUzgdDqTSAHQ6HQl6Pc88+6zXOCQSCRGREeh0OtRq1YJnnzx+gvT0dIKDb6+YnA4HIpEInU6HXq/nsccf9/n7LN7avZuTJ0/xxS9/iSjPyi6/oIDtO3bw2BNPEBamorGhEYfD4Y7ca6/jcDhYmrX0vk7r7ti5k69/4w8YHBjghz/4J1pbWhe9btebb3L27Bm+8MUveQ8TFaxY4ZHncYJDgmlqavLuKdbW1gACMjIzF5XHYrEQ7jnINIvxsTH+31/+FYHyQMIjwr0TsNPpRCwSe3X2+OOPe/fU52LuymRReOxh1nvrdDr08fFs27aNyKgoxGIxgXI5y7OzUSqVnD17BoC4+DgUSgWnTp4kzZCOWHLbiZtMJuLi4xd1pnKFe6IWi8Xs27cP46jvJCwUCrGYzXz/u98jICCAyMgopFIpwkXe4373XmJ1OoRCIRGRkeTk5roDmrnd4IlBZ2ZmkEgkpKWmkZCQwFe//nVy8/Lu61ngbtrpOVcAvnvci/XL3P0rPPfOhsUul4vwiAhS0wxcuniRxoYG4uJvR/kKhYJt27fz61/9EovFQkJiwqI29pknHicjM5Ph4WFCQkK9z51/rVAoRIBggTz4xumAeww2NNQzMDCw4G9VFZU+K1m5Qk5iYiJLs7LIyc3xOnG1Ro0hPZ0DBw4QFR3lEzjdDUKB4PbeJPjsHbr37hbqQMDC8yIfjXm6cDq9uphd5RcUrkAeKOf4sWOL7w3O2R+93Y6DRUR0N+1yee1eIBAQGhqKTqcjIjLitv24wOX86HcGvIubGM/paff+pgPmnMf46M8uffXgfpfbz5+ZnkYmkxEatnAuCpAFEBsby7Lly9i9axdtrW3kFeTz8LZH2LrtkQVz3/3i3mYDX3m5cO48MpnMvUfnciEUCVEqFKjVavr7B5iZnvF0xpwmXG4F1NbWuPdE5HIunL+AQqlApVIxMjzsuc5Fc1MTH3zwAdt27CA0NJTAQBmlK1dy+tQp2lpbWVFYyMjwMFNT08gCA2lsbLz9QkIhgXI5QUFByAID5wpAW1srhcVF3pToLEpLSxkZGmbCbEYWGEhbW9uCgzh73nqLd97ew3e+913UKrX7HT0DwuVyMTgwwMBAP7o4HWKxGKvVyvGjRyksLPKJun3UOucQlWuOsgQCAdk5OTz7/PPIZDJGRxdGTLt37WLvnnd44Tvfdaew58kz0D/A0OAQsbpYRCIR09PTnDx+gsLCwkUDBYBDBw56V7izOHvmLAMDAyQlJeF0Or3RdGlpKcPDw5jNlkV19lHTxKw9dHZ1EqZSsWXLFkZHRjCNjSELDKS7p4eZ6Wl+8I//H4cPHiQ8PByJRMpAv3vCVKlUJCQmcuzoEXRxOgQCAVNTUzQ3NzM6OopIKJr7MO9/isVigoODEYvEjA6PYPdE3XNRWVlFV1cXqampCARgMZt92vikmHugSKMJp621jZvXb1B+4QIul4uEhASUQUqEYhHFpSWUrS0jLj6O8bFxdr+5yy3PXF3CohOzLi6OkJAQBoeGAHewJBKJvWnu+cgvKGDCbGbEE6F3d3WRnZODWCJhZnqa9tY2SkpLqLhUQZQ2GsG8g1MPP/IIV69e5cb168THxy/6DI1GQ3FJCUuXLl2wBbBAnhUFjI+PM+oJeLo6O8nJy0M0b8J9aOtW8vLy+P53v+uz2mtsaMA0ZvI5ZIiLRZ28RCKhoKCAM6dOuQ9cejI3IqEIsViCw273rIqs7jE2736FUklKagrDI8NYrVYAOjrayb/L/tz9WFRRSTEmkwmj0QhAe1sbJStXAu73CQwMJCoqiqDgIGqu1Sx8lsuFQqEgNS2NkZERr4zt7e2sWFE45zr3uBwZGcHhdJKYlOTVX4AsgKCgIORyudfxZS1fxsjoCNOeFGltbc2C8yMA01NTuFxOEhISvA5ToVAQG6ujvbWNqUl3v129cgWbzXZHXWXnZDM9M8Owx1/09fZiSF/iPstw/QYjo6PYbFaPzL4aFolEKJRKwsLCGOgfwGa1EhoaSlRUFFFR7qD5k0D0wgsvvHCnPzqdTs6ePcuVqiosk5NYzBauXbvG9evX+dYL3yYmNpZbdXU0NjQiEAi4dLGcnNxcYmPdS++QkGASk5I4dPAgw8PDiMUSamtr+IM//AbBISEMDQ9RW1OD2WwmXq+nob4BaYCU8+fOsXTpUjIyM6i4dImR4RHyVxSg1qg5c+o0hnQDWm0Mp0+f9u6XRERE0NjYyM0bN1Cr1ISpVFwqL8dithCtjaatvZ1JyyQZSzNxOpxUXLqEy+n07qdGRkVx5NBhRkZGUCgUREVHewedzWbjnT176O3tYf++fby79x06OtpJT0/nhz/4J954/TUull/kgQe3sHLVKsRiMR0dHdRcu8bTz3wW6R1SgT/8wQ/4xc9fZtJiofzCBZxOJ8nJyXz7m99k967dnDh+nDSDgTVlZQTOCQysVit73nqb/v4+9u/7gHf3vkNXZyfpS5bwg+//I2++8ToVlyp4cOtDlK5ciUgkor2tjRs3bvDkU08tKk/lpQre2bOH6Khouru7uXHjBr09vSxbvoyLF8u9TtpimcRqtbJs+XIiIyM5cthXZ8NDQ1RWVmCzWkkzGLwZg7k4f+4ct+rqCA1T0dBQT0lJCVnLlmFIT+eD99/HZDIiFUuI0kYTIA2go6MTh8NOR0cHWx9+mPDwcO/JW4VSiSE93RN0jPLKr3+DXC4nzZBGS3Mz1dXVhKlUBAUHc+PGDfp6+xCJRHR0tLNh40ZiYmKorKigu6ubNIMBjUaDVCrh3LmzTE5OMj09g9PpxGwxExERQUVFBUODQ6QZDIuuxGdx8sQJtu/YgVzhnpQbGxqJjo4mKTnZ57rIiEh++pOX6OzsQhcXx9KspcTHx5OSmsZvfvVLDnz4IR/u28+KwkJmZqZ5a9duUtNSvZ9COZ1OGhsaqKurQ6PREBwczKXycqxWK4b0dPLz87h08SIBUimN9Q0kp6SQm+f+NGR8fJzy8+cZH58gzWBApVJRVFTEyeMncLmc9PX1sWnzZlQqFTdv3KC8/AL5BQWEhoayorCQikuX6O3pJSU1hTCVCpFIhNPhIDUtzXuG4k4YGR6msqKS8fEx71ZA+fnz9A/0k2YwEBYWRkBAAMXFxZw6eRKHw8FA/wAPPLhlgd4FAgGbHniA4eERPty/n9GRUZqbmrDZbKxdtw6ApqYmzp09i9E4SqBcjkql8hlTAAKhAKlEQtqczJU0QMroyCi1tbUIBAIUcjlVlZWIxWJUajU3b95kcHCItDQDmUszGRoaYmxsjObmZmSBcrY+vJXx8XGqr1xhcHCQ+Ph4hoeHqa+7RUhIiPtTOk9QMj42RnV1Nf39/aSmpTFmMlFbU4PSY+MrVqzg/NlzWK1WBoeGeWT7NkaGh6mqrGRqapqB/gGGR0b4+je+gUKhwGq1cuvWLepv1Xn2bfVotVpGhoYZGzPR3NxCgEzGw488jFAo5Fp1NZUVFWg0GlpbWtHF6ShYsYLBgQEqKioQCoTE6+Npamyko72DuLg4MjIzsc5Y6e/ro6ujE6fTxeNPPuGzKu7q7KS6uprIyCgSkxK5cf06ra2tGJaks3x5Ng0N9bS2tDIwMIA2Jga5XM712lo6OztJSEzEZrVy5fJlpFIpBoOBlStLOXLoMEKhgJ6eXtauXUtkZCT/+fLL9Pf3k5Obi8lo5PLlywgEAmJiYmhvbaWpsQmhUEhFxSUKi4pYs6bsU/2+X+C6v1zDx8K3/v7v3cKXlREQEOCNdBwOB3abDYlUikAg8OS73d+ICYXCRVNR055lPLidikAg8Nn7+SSw2WzeU6j3c8/09LR3P+TTwuyGukwmu692bVYrM1YrCoXivu7b9/77xMXHk7l0KUKhkOGhIY4dPUpOTi76xAQkYjFiiQSr1YpYLPYOlo+jsx/84z+iVmt4+pnPIhaLfe6d3YuZuxdps9qw2qwEBgYiFAoxT5gRCGBwaAi7zU5ScpJXHrvNjkAo+Oj08kdgenoakVCIRCq9qz1+GrDZbIumuJxOJ1arFYlEgkgkYnJyksqKCnLz8u45DTkLs9mMXC6/p9S00+lkZmbmnm3ParUyPT2NQqHg6OEjrNuw/hNH+R9XHpvNhnnCjFwhv+f97EnLJA6HnemZGXq6e1iatXTB5y5Wq9Wd7r8H/U1NTSGVSn8r9uJwOLDZbAQEBHyi+WZqagqJROJjc7/+1a8YM43x5a9+BaFQuGggfCdMT0+7z8Z8jOp47iDdcs/2OXvP9PQ0AQEBtz93dDixO+yfqu3dD37rdQGHh4YwjhoZM5kWTEgikcjn/2cjxbs5x7kd/Gkr7eM4ZYlE8qk587m40wGhj4JEKr3jwZa7YeXq1SiVSu9giIiM5JHt2xEJRT4R/Hyd3++7j4+NeVJVAvfe97z3XGxASqQSJNLbzzl79gytzS3krSggNSXFZwDO3Tv9JJhrZ7+N/p2LO7U/f0ITiUQY0tPv25EC91U0QigULli13Q0d7R0cO3KEVEMaer3+Ux+X9yOPRCK555O9s6isqqTqUgUlK0tJSEhY4ATv17Hcj+7uF/PnzI+L+TJaLBaMo6OMjhqxWa2E3CXrshjuRz/zIRAI7ruoyWxqey6EIiFS0f+MI4X/hpWpyWSio62N4JAQYjzHuP34vwuL2UxraytikZj4BP3HChoG+vtpbm4hPd2dDhTc50Gg31fML+rwuwKz2UxdXR0R4eHo4uJ+ayv43xaGh4e5fv06GRkZaDSa39pH/b/LmJqaorOjA5vVij4hAeXHCNj+r+O/Jc3rhx+fNvz1jH+38PveH7/v8vvxP4/fqxBs/glbP/7vwj/x/W7h970/ft/l9+N/Hr8XXGoz09N0dHbicrlISkryU8D54Ycfftwn5ter9uPTxe/8yrSjo4OXXnyJXW+8gclo9BuBH3744cfHwK433mR0dJRLFy9Rc+2aP9P3KeN3eolnNBr5t3/9VwoLi8jNzyPu9/Bwgx9++OHH7wK6u7sY6O+nva2NRE9heD8+PfxOH0D66Ysv8ejjj6FWq/1O1A8//PDjE2DSYqG9vR2lUok2Jsa/XfYp467OtLe3l7OnT6MMCmJ6agpZYCBJSUnseXsP0dHRPPPcs7S1tnLo4EE2bNzI0qwsaq5do729HVwuEhITqb91i9HRUaxW94fvToeDopIS8gtuFybv6+3j5IkT6PV6xsbH0OsTiImN4fSpU4jFYiRiMVabjaVZWcTFxfFfv/gFLpcLk8lE5tKlrFt/m8rIZDJRWVGBSCSir7eXtevWERwczMkTJ6ipqWH7zp3ExMTwwXvvMzg4QFBQEKFhYVRfucqy5cvdrAmbNhIUFITdbqeqspIzp09TXFKCwZDOW7t3IxKJ7f1kYAAAG6JJREFU2PmZR3E4HJSfP48mPByz2UxxSQkqlYqJiQnOnD5NU2MjERER9PcPsOWhBzEYDNRUu/UTFBTE9MwMZWvLaGps5NiRo0Rro3E4nfT19vGnf/5nXKm6jNFoRCKRYLXZWLd+nc/3XNeqq3n1lVfZuXMnEZERvPqbVygqKUafkMChAwdISEykbO1aTp04yflz5/jCl79ERkYGI8PDnDp1CpVKRWdHBysKC0lfsoSJiQnOnT1LXV2dm7e1u4cNmzZy6sRJsnOyMRmN6BMSWJqVdcfPB+x2OzXX3FRqY6YxwlRhbH7gAaqvXGVgYACZTMaM1cradWtxOp1cungRk9HNFFFXV8dXvvY1bDYbhw8dYnpqiqDgYKqvXOW5z3+OpKQkdr3xJnHxcZgnzCiVCtLS0zly6BCtra18/gtfZGRkmMOHDpGXn8+69eu5VVfHwQMHSE9fworCQg58uJ+uri4+++yzhASHcP7cOcJUYZgnzKjUKpKSkjh58iSN9Q0UFK6guamJjMxMDIZ0Tp86hU6nwzQ2RmxsLBmZGT5Bnslk4ujhI5jNE4SpVFRcvMTzX/g8cXFxXL18maNHj1JcUsLVK1cpXVnKisJC+vr6OHv6NBqNhps3bhKmUrFj5w5UarW3zSOHDlHf0MBzzz+Py+nird27SUhMYNv27YjFYi5dvEjNtWuER0RQfv4COx7dSU5uLtVXr2I2mxkzmSgoLESr1XKpvJzy8nI2bNxIUnIyb7z2GlKplPj4eNrb2wkOCeXa1atkLctCLleQtSyLI4cPMzU1xZNPP01Pdzfvv/se6zduQCgUcuL4CR5/4nGmp2d45de/5rEnHmd5djYXy8upqqzkoa0PExUdxe433yQoOJht27ZhNps5dfIUCQkJTExMYEg3EBAQwN533sFud5CQmEBHewePP/kEU5NTVFy6hFarxWKxkJ2bQ7Sn2PssLBYL5efPU3X5MmlpabQ0t7B+w3rUGg3v7d2LMiiIRx7ZxvXaWj7cv58dj+6krbUVm81GR3sHmUuX0tbayo5HH0WtUVNZUYFEIqGvr4+ytWsRi0TsetOdIi0uKaGhvoGk5CTWrClj3wcfoI3RMmmZRCYLcFdAk0gYGxvj5PHj9PX1IQsMZMw0xiPbtxEWFsYH771PvD6e/r5+Nm7ehNrT1+Amx/jg/ffp7e2jYEUBI8Mj5OTlkpbmLlo/NDjIgQ8/RCAQcuP6ddaUldHR3s7WbY8gC5Bx5sxpYrQxGE0moqKiyFqWxfDQEO942H+eeOopOjs6+OC999n0wGZv6b/RkRHefOMNsnNySUpK5L1338PlcrHz0Z3cuHGDc2fO8q3vvIDJZKLi0iVkMhn9/f2sKSvz9kdvTw973n4bkUjE9h07MI2Nsev1N/jrv/0bpBIpl6uqGJ8YRyQUYbPbWbd+HXa7nePHjlFZUcHf/t3foQwKwmw2s/vNXQQESHn4kUd44/U3WJKxxEOOkk1iUhKNDQ3s37ePpKRkSlaWcvTIEZoaG3n2uecIU6k4fPAgMzMzKIPc5RWf+9zzJCcn09nZSfn584R7CN7z8vJ58T/+g52P7mRJRsZHOsy74a57pjarlbyCAh7auhVDejpVFZUEB4ewJGMJzc3N7uoTIhFpBgP6hASGBof4yYsvsWLFCrKWL+fln/0cmSyQZ557DmWQErVazZNPP0VAwO1vTc1mMz/6l38mIzODkpWlxMXF88H773H61CmuXL7sZlbZvJmgoCDe2bOHiYkJdHFxPLR1KyAgMiLS60htNhsHPvyQ4aEh8gsKSM/I4F/++V8IlMtRazTMzMywZMkSqq9cIb8gn4IVhTz62GNk5+TQ2dnJ9p07yFx6uwi8WCwmOjoal8tFREQEEZER3oL8SqWSn7z4IglJSeTm5TE1NcW+99/H6XQSFBTEmjVl6OLiiIqKRiwWodVq6enu5hcvv0zJylLWbVhP/a1b7HrjDWJiY0EACYmJfPaZZ0hITOD69escPnSI4tISNmzayLmzZ9m/b59P/yzPzqaluQldnI5orZaOjnby8vPR6/WIxWLkcrm7apBISFNTExkZGUxNTfHzn/2csDAVq9esQaMJ9xYIDwoKomztWmJjY4mJiUEoEhIWGkp3VxerVq9GrdZw8sRJTJ76oIuhqbGRd/fupbCwkKxly2hrbaWpsZE9e96muLSE9Rs3cLmyknf37sXhcKDVxrB5yxY2bt7M5arL1N24SVhYGNpoLRs2bfL2TWpqKjMzM/T29rBy1SqWZCzh9OnTTE5OEhIaysTEBHHxcag1Gmw2G/F6d5m2mFh3bWJlkJLwiHAiIiMZGxsjOjqa3bveBKC4pITi0hIOfniAzs5OVGFhmC1mNm7axLbtO5BKpfz0pReJi4+juNRNybX/gw9oa2vzeffQ0FC0MVrWb9hAfn4+LS0tGAwG5HI5K4qK0GjCycpahnVmhsioKAICAviH73wXlVrNloceQhogRROu8ZJXz7YZplIxabEQHx+Py+VkZHgYrVbrrSaWkJDIsmXLWbV6NTdv3qR05Uqqr17lYnk5BQUFLM3K4s//5E8RiUREREVht9uJiooiLCyMoOBgRCIRcfHx7PzMZ8jOyaars5PtO3eyJDODyKgolEolVquVCM8E1NHRQXZODunp6YwMDxMeEUFSUiJVlZWUrlyJUqkkPDwcm81GTGwMYWFhbluUyRCKRHz7m24KrZWrVxEUHMS7e/cSGBjoroAjErJt+3ZKSkuwmM384de/TsnKUlaXrWFmZoY9b72NfR5rjEKhYHVZGdFR0SQkJOJyuYiOjiY+Pp7AwEAEAgEhoSEIhAIaGxooWLECQ/oSHnr4YYxGI0XFRTz59FPY7DY+3Lcfk9FIfkEBqamp/Nu//CtqjQZtTAyBgYFs2ryZJ59+iiuXr3DyxAl6e3spKS0la/kyTp8+Q3tHB+Bm4SkpXUlCQiJhoaHeIuvjY+NeztyhoUGOHj7i8y7hEREEBQVhs1nZtHkzLlycOHbMW/tWLJZQsKKQdRvW09bWxpaHHmTLQw8yPTXFL//rP1GrVBSVFLNsWRYf7t9PY2MjUdHRKJVKbDabp5i7gPa2NvLyby9o5AoFDzz4IDabzcN7G0JAgJSOjg70+gS2PvIwdrud9951053NzjMv/cd/eAv9z5YCBLDZ7UxPTbHz0UeRyWRUV1/l1KmTFJeUsHHzJk6eOMHBAwdQKpXodDo62js4ePAgAKOjo1wsLycmNhYXYDIaWb1mDUKhiOPH3GwvOp27BrpcIXfPzRERjAwPk5ScjEqlIlqrZdPmzSxbvpzuri5SUlKYmJjgey98h8LiYnJyc2lpbuHixXLy8vJQazR3nNPuFXd1pjGxsSQlJXHl8mVqrtWQlm4gTBXGho0bueWh4rFYLER7OuvChQvucl5ms9txZWSwcvUqn3RCeESEl8QaoKO9neGREW/xbbVaxfj4ODev3+BW3S0vzZNOF0fdjZtMjI+zYeNGBEIhVquVrq4uzp45y8EDBzAZTTQ3N2N3OBgcGEAWEEB6usHb2RaLhYMHDmC2WMjIzGTV6lU+FFxyuZzklJRF6dLmo6uri8HBQZwOB/39/Wg0GqK12tt0ZwMDpKb60o9dvHgRiUTiZSfIzslm965dvh0iFLJj506qr15FrlB465AWlxRzYP+HC+TQaMJpaWmhu6ubScukz98cDgetra0EzlnN9vT00NPdTWqam2tytp7wLPp6+zAYbtNPKYOC+O73/4GGhgaGR0awmM1YFylEPYvLVZeRyWREREaStSyLr3zta1yuqkImC/RSchUUruD9d99DqVSSmpbKwMAAx44eJSk5mcRkd38LRUKCgoJ89nXkcjl/9Cd/QkN9PT09PVitVi/10sTEBE1NTbS3tS3Qg81mo7enl6amJvp6+wB3Ie+Ojg6ioqMRiURIpVJCQ0O5fv26z73R2mh3YeyBQW/x9tCQEKw2Kx0eCsK5EAqF7g/e5+1HDQ0OkpOTs+D6ouJiLGYz12trGRwcvGv188nJSbq6uhZUmxEIBMgCZUgkEgS4+722ptY7MQoEAnLzcr1OaHp6mvb2dpqamrwEE2kGg88KSS6XkzJnLLhcLoaHh5mYmPCOZ5FYjEwmo6O9nY6OzgVObmpyirbWVi/5ALiLz09MmL3jWquNoaO9HZPJ5PM+uXl5dHV2YrPZvByUiclJVFVWLuAzBXfB88ylSxfVm8vppLe3F7vdjkAoRCqVkpOb45NViNXpUKtUtLS454+B/n5kgYEYPPOHaA49WWhoKFptNF1dXXzpK1+mubmZ7q4u7DYrkxaLt82xMRMJiYk+ssTFx7H1kYdpamzCarUyNDS4qMwmk4nLVVX09vSSmpbmLXYTGhaKId3gzQzN8tgKhUJ6e3uJ9VCTKZRKRCIRzXNIQFwuF0NDQ5jNEwtSvDKZjKSkJHLzcrlw/gLNTc00NjTQ0dGBVhtNbl4eRqPRTclmd3gJxlNTUxccZOru7uZKVRUhISFk5+YgFoupuXYNpVLpJf0o9dTXBXdVtW3bt/HaK69iMpmwmC3eCkwhISF844//iMbGRsYnxhkzGb39b7fb6evt84zrXh8ZhEIhQUHBPvNHU2MjY+NjOOx2hoeH0cZoUavVbHpgs5d165Pgrs5ULBa7CVe1WnRxOjrbOxgcGCQkJIRt27fz1u5dCAVCoqO1CAQCrNYZxBIJUdHRxMbG8tznnl+UMWV+3UufCUQgwOV0IRKLffn+BO5JwjXnfpFIREhoCHp9PK/86tdUX72Kw24nJCSEqOho4vV6nn7mGW+5NolEQnJyCpfKL3qLHi9K/XQPG/OzNGvhERFER0eTX1DAmrIyr5H39/WRkprie4/d4TvJCgTu3xbRu9PhmHepu/zefPzpn/+Zl6XGh03DBZ0dHUgkEvfK1wO73Y6L20fj55cn6+nuJm0OB+nE+Dj/8J3vuKP7kGBE4rvvXc9YZ3wGulQqxeFw+voWD23VbHnJsLAwUtPSmLS4nYrN6q7DO3+ffNJi4Wcv/QS7w0FoaKhPGb6AgADUajWhYWE+pQdn3zEoOAi1Wu0txecu3O/bHS5cuOZNDG49CRb4OJfLhdPle63NZkMmky26FzU4MMiy7OULfn/y6acYHh6mtaV1ISWbzwPhclUVCYmJPnSFLpcLh8O+IAC02W1e8gFdXBx//Kd/6s3gSMQSQkNDUavV3pXER42Fqakpuju7iIuPR+ZpJzg4mM8++wx2h8NNPDAv9S+WiAkLC/MpKr/gBKkAnM6FdGRuOjjfDhLgoQxbZGeqp7uHjMXSdC534DQxPu5zgHG+bQkEAhAIvLYVFR1NQkICTz399IJyj27WHyHTU1P858svY7VaPXbnW93NOGpEn6D3+a2zo4O3d+8mQBbgrp+9UGLA7dxiYmOJ1cXS0tzMtGcuXIxabVb2+Wpx2+jtHycnJ+nt6SE+Pv6O5Bu733wTm9WKSq1CrdHQ3dXFmdNu2kOn04nD4SA0zK2fpORkHnviiQX2HhwcjN3uoPxCORZPcOFwOJlr3II51HUOp5PC4mJEIhFHjxxxc656sjNjJhMv/vjfEYtEBAUF+VAhuh2mO+M5t2KT1WpFLpcjEvnqyW6343K5iIqORqvVUrZ2Lcuzsz+1ild3beXggYO88uvfEK3VEhUVxeDgIBMTEwA89vjjlF+4QH9/H1HRbm7PkpISRj30Pkqlku7u7o+krkpMSkIaIPVS6oyZTASHhLBx00ZmZma8lEODAwOkpPquGkUiEcHBIcTG6ujq7saFC220FuOokYAAt7F2eNIu4I6AUtNSSU1L443XXluU6udeodPpkEokGEeNKJVKnE4nQ0NDdHd3Mzw0jNFoXFA7cuXqVRiNRsweCq2G+nq2Pvzwou3n5OYyOmr0BhS1NTWUeRgw5iIjM5Oi4mL0CXoC5gxms8XsTt/NOwGt1WoRi8S0eThSJyYmaGttpauzi6GhIbfc8ttyX7hwgebmFpKTkxEKhV42eofdweuvvsbE+LiPPEuzsuju6vb2W/XVq+Tk5jA6avSuIm9ev87GTZtob2/nFz//ORPj4yQmJjIxYaa3t5fGxiakUukC/dXWXufmzZssWbIEmUzmHajg7luVSrXAycLsoAtCpVKhDHLXAA0PDyciMoKRkRGcTic2mw2LxUJammGBjuPi41AoFAwPu6nJzGYzAQEyYmN1Pte1tLQgEAh9SiQajUZ6unsYHR1dNONx7NgxbtXdYtMDm+9an7S1tYXMpUsXMKZYrVZqamrQxd3mFhWJRBjSDN5VqVKppLGh4fbfxSJCQ0PdTu4eyzn29vaSakhDMed6iUTC8uxs8vPz3VR/8yYliURC6Dxnmr5kCXaHwzvehwYH0cXFEbxI0J2Tl8uYt5aze8WzbHm2jz0P9A8w0D/A6Oiol6FnLux2GxMTE5555u6F70NCQoiOjGJ0ZNRLwzZ3/piN+s1mM2NjY0xNTdHQ0IjBYCAwMNA7rtvb2hkdHWV8fHxBFuH4sWOYzRZiY2OZnp72cXZzIZPJ0Hrm3bbWNm+a907QarWEhoZ6Ca6npqYQAHr9bbo9d4CfescSnjXXrrF71252fOZRVCoVarWGsrVr+ecf/pDx8XFCQ0MJDw/HOGpEJpMRGBhIl4fgfS6Cg4NZUVRIefkFWlrcnNfLspczahz1vse16mrvfm1PVxdOh4PnP/853nz9dSKiIhEK3Y732NFj9PX1oU9IwOkp8j+L2SyQSqXyqVfd2NCATBZIwDzdp6SmYpuxYjKaUCqVTE1OMj42RmNjo5eS7pPgIynYrl27hlKpoLamlqjoaEpXrXQXI5eImZmZITk5mWit1qtEuVzOh/v2MzQ4hEIhRxsT4z5kceo0U1OTZGRmLihWn5GRwb4P9iGXB3Lr1i2WLs0iLz+f/IICdr3xBk6ni7q6OjZs2kRcXBxOp5O6mzeprKhws6VXV5OSksyTTz9NrE5HZUUlzc3NtLW0otPFIpZIqKyspKmxkXi9nqzly6iouITZbEGtVnP+3FmamhrJyMz0UluBO5Kpra2l+upVxBIJJqORqsoqhoeHyMzMJDcvj1dfeZXx8TEGBwa9h6be3buX0lXuvaOLF8vpaG8nXq8nKTERlUpN9dWrGI2jDA4M8tU/+DqNDQ1UXLqEROxeOUulUlRqNU6nk5bmFnq7ezAaTXzhS19cNKK22+1ufVRWetlrLldVERUVTWJiEhfLy6mvu0VGZga6uDj0+gTeeP11JictjAwNER0Tw4UL59m7Zw+lK0sJDgnh4sWLtLW2kpKSwtkzpxEg8KYNZ6anidPH8+Mf/RvJKcnExMR45VGr1YyNjXHu7DlGR0cIDQ1lSUYGAdIAbt2qY7B/gJGRES8zRWd7B5bJSTra2+nt7WPrw1t5Z887DA8NMWOd4XpNDdev15KQmEh0dBQnTpzAaDQyNjaG3e6gs72d3t5eBgcHycpaRn9fH1WVlQQHB5OSkkJjQwMXy8sJCgomIjKSs2fO0N/XR2ZWlvuQzpWruICb12+gCdeQm5fLpUuXaG9rIyZWR1R0lJuo22Dg6NEjyAMDuXnjJqlpqeTm5XlXbqOjo7zx6mv09/Vht9u5UVtLTc01LBYLR48cITEpicSkJC5XVXnoqCJpaWnljVdf5Tvf+x42m43Tp04zNTmJwZDunfBMRiPl5eWMj42Tl5+PxWzh3JkzCIVClmRksO+99zl+7DhhYWE01tdz5coVZIGBFBUV0T8wwOXKKro6u9BqtQSHhHCtuprrtbXE6nQolEqOHz3K9NQ0aekGXC4Xp06coLnZvb+uCQ+nv7+fUydPIhFLPPvXHVRUVKBSqUhKTvayPV29cpWrV66gi9Oh1miorq6m7uZN9AluIvaTx09gs9vJWpZFUVEhb7/1NjKZjKbGJkpKSwiQSjl18iSW/7+9c+uJq4ri+D/K1QQGEiAgg8A0UKaWpBiCTU1NtJrYRH2xsR+g+g2MvrSaxjf1zb6qCRYBpW8yRKADM3SQVipSgWnCbZgz1GTo3M51n9tePsz0hMuUW9A0TX9vZ5+991lnrbX3ZPZaJ0uW4Tl2LFfHuBRdXV0Y8g2BOEdkbQ3vvv+eEy4AgGAggL6+XnR2dqKmpgZTU9nC5fVuNyzLQjAQhMvlwokTL2Nhfh4zd/9EY1MTamtrcT8cxu2pKaeMX0FBAerdbvw+mfX91ZVVuBsaUFlZiXA4jIlAAK6KCqwsLaOgsADvnD+PiWAQiUQCqVQKRMDGxgamp//AyPAwzr5+FoVFRZgMhfDPgwdo9nhQXFyM0eFsDLSs3IWFuXm4KlzO8Ww8HkcwEMC6EIPNbYQXwnjj3JtozSUgAdni8X/NzODu9DRq62rR2NiIwsJCtLS2IBgIorSkBH/P3sNLjY0489oZx4bFRcU41dGBSCSCO7fvoKq6yjmGXl5awg/ffY8PL17Ei/X1GPf7IUkSzr39FhhjGPePoaW1BSfb2xEMBBFdW0NkNQJ3g9uJ8a/HYvD7/WCM4dXTp1FSUoLR34bhdjfgeNtxGIaBSCQCISognc7g0scfQZIkDPl8iMfj+ODCBSQSCXi9XgQDQZimhfb2kxgcHIRt2Xju+QLEhFj2lI5zhEIhvFBaitq6OkyGQogJAqqqquD7dRDJRAJMZ7g3O4v5uTl4PB40NTejzevFtW+vQVMViJKE6uoafHHlCqprah5bg3ff0B7Ytk3JZJJM0yQiIl3XSZZlsi2bxvxjpOv6jjG6rudt3wtRFMm27S1tlmVROp0mwzAONJckSbveN03TeaeDsL6+TjcGBmjspp+IiDjnlMlknPvc5qRp2q5z6LpOjDHinO/5PE3TDqXLveCcUyqVcmTYTW5FUcjIycAYI9uyyLZtGvL5KPHwYd4xqqLukJsxRoyxHXKIoui0Ly8vU29PD6VzskmiSP7Rm9Tf10eapmX1ketrGAaZB/SLfEiSRJZl7auvKIp5+0bX1uh6dzclk0ninJMsSRQYH6ee7h8pnU7v8OtH8m/Xx0H58upVEgSBbNsmpml0Pxymzy9fplQySURZ2+333f5POOfZfSSPXrZjWRYpipJ3vXCb73stHQRRFLdc3xgYoG+++ppkWSZFUZz2zf5oGgYZhkG2bZOqqnnn5ZyTqqqOTRRZPlK5iYgymcyhbK5pWn4d52TezHb9PI7t4w6znymK4qxzTVV3tfXi4iL19/ZSOp3O7i2ZDI2OjNAv/T87+xvnfMvvg5gRj8R/Dvyd6fzcHG5N3MKpVzrgKi9Hm9e796CnDFXNFsjerTj0045lWRAEwUkcOyoYY9BUFZWb/n2YpglFVlBWXvbEfm+s6zpkWd6SxGOZFiRZQnnZ3rHmwxKNRp0EnUfE43FUuCpQVPysQtNRwBjDT9d7sLqygk8++zRvHsgzngw0TQNjzIm5AtlQiKqo//n+8S9NwjqhLeAxCwAAAABJRU5ErkJggg==" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оператор == проверяет, равны ли два объекта, а оператор is проверяет их на тож-\n", + "дественность, то есть сравнивает их идентичности." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python\n", + "(интерпретатор Python, доступный для загрузки по адресу https://python.org)\n", + "применяет крошечную оптимизацию, создавая объекты целых чисел от –5 до\n", + "256 при запуске каждой программы. создавая объекты целых чисел от –5 до\n", + "256 при запуске каждой программы. Эти числа называются предварительно\n", + "определенными (preallocated), и CPython автоматически создает для них объекты,\n", + "потому что они довольно часто применяются" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Интернирование строк(string interning https://en.wikipedia.org/wiki/String_interning.)**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n", + "139775168966000 139775168966000\n" + ] + } + ], + "source": [ + "spam_4 = \"cat\"\n", + "eggs_4 = \"cat\"\n", + "print(spam_4 is eggs_4)\n", + "print(id(spam_4), id(eggs_4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python замечает, что строковый литерал 'cat' , присвоенный eggs , совпадает со\n", + "строковым литералом 'cat' , присвоенным spam ; таким образом, вместо второго,\n", + "избыточного объекта string переменной eggs просто присваивается ссылка на\n", + "тот же объект строки, который используется spam . Этим объясняется совпадение\n", + "идентичностей строк" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Фиктивные операторы инкремента и декремента\n", + "в языке Python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В Python можно увеличить значение переменной на 1 или уменьшить его на 1 при\n", + "помощи расширенных операторов присваивания. Выражения spam += 1 и spam -= 1\n", + "увеличивают и уменьшают числовые значения в spam на 1 соответственно. В других языках, таких как C++ и JavaScript, существуют операторы ++ и -- для\n", + "выполнения инкремента и декремента." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "операторы ++ и -- в Python не уве-\n", + "личивают и не уменьшают значение, хранимое в переменной spam . Начальный\n", + "знак - является унарным оператором отрицания Python." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "spam_5: int = 42\n", + "print(-spam_5) # \"-\"\n", + "print(-(-spam_5)) # -(-42)=42 отрицание отрицания\n", + "print(+spam_5) # создает число с таким же знаком" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**all()**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "all() может использоваться в сочетании со списковыми включениями,\n", + "для того чтобы сначала создать список логических значений на основании другого\n", + "списка, а затем вычислить их сводное значение." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Логические значения как целые числа**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "логические значения True и False считаются эквивалентными\n", + "1 и 0 соответственно. В Python тип данных bool является субклассом типа данных\n", + "int" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(isinstance(True, bool))\n", + "print(isinstance(False, int))" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Все приведенные примеры очень плохо читаются и никогда\n", + "не должны использоваться в реальном коде. True и False стали ключевыми словами только в Python 3. А следовательно, в Python 2 True и False можно было использовать как имена переменных,\n", + "что приводит к появлению парадоксального кода следующего вида" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Антигравитация в Python**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ">>>import antigravity\n", + "Эта строка — забавная пасхалка, которая открывает в браузере классический комикс\n", + "XKCD о Python (https://xkcd.com/353/). Вас может удивить, что Python открывает\n", + "ваш браузер, но это встроенная возможность, предоставляемая модулем webbrowser .\n", + "Модуль Python webbrowser содержит функцию open() , которая находит браузер по\n", + "умолчанию вашей операционной системы и открывает его окно с заданным URL-\n", + "адресом. Введите следующую команду в интерактивной оболочке:\n", + ">>> import webbrowser\n", + ">>> webbrowser.open('https://xkcd.com/353/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Имена функций подчиняются тем же правилам, что и имена идентификаторов во-\n", + "обще (см. главу 4). Но обычно имена функций должны включать глагол, потому\n", + "что функции выполняют некоторое действие. акже можно включить существи-\n", + "тельное для описания объекта, с которым это действие выполняется. Например,\n", + "имена refreshConnection() , setPassword() и extract_version() хорошо поясняют,\n", + "что делает функция и к чему применяется действие." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Использование * и ** для передачи аргументов функции**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пзиционные аргументы (positional arguments) - их\n", + "позиция в вызове функции определяет, какой аргумент должен быть присвоен тому\n", + "или иному параметру." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Синтаксис * позволяет передать функции элементы списка по отдельности, сколько\n", + "бы элементов ни содержал список\n", + "* Ключевому аргументу можно присвоить другое значение командой присваивания\n", + "или синтаксисом **. Синтаксис ** позволяет создать специализированный словарь с настройками конфигурации, которые должны передаваться при вызове функции." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Использование * при создании вариадических функций**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Вариадические функции — это функции, которые могут принимать переменное количество аргументов. Они позволяют создавать функции, которые могут обрабатывать нефиксированное количество входных параметров." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В Python для создания вариадической функции используется символ * перед именем параметра. Это позволяет функции принимать любое количество позиционных аргументов. Если нужно также принимать именованные аргументы, используется **.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Синтаксис ** показывает, что параметр kwargs может использоваться для всех\n", + "аргументов «ключ — значение», переданных при вызове функции. Они будут храниться в виде пар «ключ — значение» в словаре." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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Iq/tD1E6PP9yqkNWQ1/YF/DCt+N2tkq5Bl9/vMcyMt/nzeYvfe8GmtJGJuRCkPcVoMeL9uYh2n4UTGiormtWU4pU8EAryJZsvb1IMp6G6FPGPRyN+nlJ8e9sFhWVotg1GK77xrEu/MgQRxEqQLlt87QXJromQtyY+KoKbkuzZ7fGVssT2Iz48HnLodEi5y6G8pjl8Pibud/j9HYrmTMCrR2OidSWqMoq9Dyq29IW8cTb+yP5xbSni/TMRq3mH33pc0SsNy0025IEj0orHHlQ8PBTyo1MxccnmlW2K9Pr1tQ00byOALZsdnh8RzJ/yeWM5ZrJL0t0tCFY7k4NGweKbey2GHZivGlwb3ILFV8oWT074H2POFezc5bJjq8Wrb4WEV/X1ynTIG7OGrbs9vtUnqJzz+f54SFdG8GhPp8d005Db4vLCkCSa9PnzczEzPZLi+qpWrC5iRWnaOQdz+eg2Ley5KWzfQ6eL6DyoxSnsgTLazqBR5IZ28tLeIqW0pDG5nx+8eYxTfQUe6k7jrMtq4mWmqqN88YXH6E4Jgnob6Wjm3tvHgcYQr3ztAYacGgd++hqRKa6vijTLJw9yNBjjm7+ym76UoFVZoe3KO2BFNuAv4kzOIXM9xNk2sVjGmZoj7NpELDVydQpnoYEulontLkx1GmdhhGjTpWhkJg5YW5zgyAenaQ49xisP9eEEVXqKmmNLVeKBPFG7TahcnCigstamOFLEVTFdA7t55bFeil5M5fwxfvHBAQ6Ve3h24EIHhPhhjbrazStf68MzEYEfEDUqnD1xmsXcbr7+yghW5RzvvnWEqLAuU9BgZXqKibif57/+EMNORLvVIrj6AJ/joj0PM7WMFRgi76rrQnQ8FhMS7gK3NbKieszZluThLYqcEuRKFo/1dgawiaG+EHNWKh7qF0RtTVtINpcFM/MxzdsU3HYEA90SuRwzEUCrrZla0ZT6FT2yc72/R9EtDfWWIRKCchpqDc0l1wpBKiMZG1YMOCCUwHUF6Ru1ihIU8orRgiDyNU3TKccJDVXfsNaMqcWCkT5FyRH0FxXbesTGGtsYFquaupDsHFEMeALLkfR1Sfoyd37v9FrkC4renCAlBcWMQGBohwaDYWE5ZtWS7Bi0GEkLlCUYLEnKaXF7XrZGM7OsUQXFWJcgYwuGhywGjGGh3jHjAsi8ZHNOkFFQyAkykaERm0t9GgUIYWGuNpNGNaQeovHCV2ls2UbzpW9Q25mHIEZog3BLjA7kSRFQb7QxhSJF2aLWiNGX2zxFF9t2DdHlKSQSL5vGocrkTJPuzVvoT9tYbpkHtvbgXBZ32nLTuHGdhYUVlteaaC9P4Rpm/JtvNxD1FcTgS1S++hxB/16qX/sqbauCCgwYjaz5RI/+GqvP7Cbc/gVWP/8ocb2CvGD3NDFBZYr33j7EVHoXLz7UR1qCUjalcp768jK15hIf/uzH/OjwIu2gxkrdo6+cwXbyDA6XcLVPvRmgvS5KqYC1mn+ZWdUile5m67Ze0hKksvDSNrq9xnJVMrB5lLLrkM33sGWk69LvREiUbWHFTZYXl1mphxgrTda7aqRJibFkZ9/7akc1pwf/8d9m6fd+N1mFJtwVbmMlajCRIQAy68dZBIK00zGrGTrHGJpNzc/e8+ncYjBAb1EQX7V3erMIC7IFyZAKObGgyUvNdFvyYF9nlem3NafOBuyb0zQigdaGemQoDHHFPpCtBBnn5gTRkWF+IeL9sxEzTYhNZ/9UZS20Aa07z+9anZekUgLH2qASxRDGAOLi9+8G5iN/uISSXExQK9Y788Jtwfp+qnMXfHGCGCxHYMnOcxsbXAl+DHpdACE7x3QEdPY7TWdMXXwML402ATJa39i9IKTdh78TIEQMb0am0sTZB4nWr8eNBY4dOc3EYp1WbMD4VOoRY7G5oomE9Mi4git1dEQQShxHXazQth0u/U1S3vUkL5iTnDr2PgfrMXZ+gMeefoRtBYvb2hYVAtPzIM0eA1FAsMVGWzmiPY9ceHCiLY8TmQixMoTfn8VkSrT3XFaGNsTNOvGmEtbKJGdXhtjT7aCUIl0qkj65yFwjZCHM4azMstCjWKPE9oIhqC9x8sgJziy1OvuicUjb1/Tpy1pNSJTV2T+9hEGbmCiWZNaPpkgpsS374u9EuFl6N+/g0egMJ47s41jLkO4eZPee3ezsdi+NvzhGhBFCZdGfJsfEhPuCW1eiQiBdQV4a1ppgCh2Hk7U2mHTH0SObk3QXJd94wWGTA9JArA0RAve238CClKsYKUX8bCKiLxfTyNtsyQDasLIS8d6EYdPjKV7sEYS1mPeP+Ry+dlE3RbsWc/x8xHLW5reetigJzanxkHdmOu9txxY4suNQpRGEkaEZGPSGnCEFKQckmtWmIcx1zJSx7sh5MzEdr4WUF/qhsx1mIjpnVa+hTK9FxhOwYqi2DIEWOKITQ1mKTtmCdcuZAW06z7+xFaog40Loa5phx8krbhjqGvIO2BKCDZRiCoOEqf2oShsxZPjoQLMJH3z8qs80K6cPsX+pyLOfe4yxkofwJ/jJ9w9tUHaPbBqW6k0incaRmnq9SWTsi80ayzSjDz7Blr2CuDHDL374j+w7u5Ute7uQFzyXTIBstMHOoN2bXdcLsIZoPPVxly1MeS/18jWuKYv08G5eeaabmX1v8s6+k5Rf3M1gSmFni5TiSaYmQA5uZ0v9OGenXVpdo5S1T3XqJB/Mujz7yrNsywlaq9Pse/NDajeUV6KUg+fENOst4t40JgxpNNuXJrlGYHkFNj34JFsfjmksTrL/wEmOne1lrHuQCz8n4bdQjRYUdxJdPSE2McJvIH2DSecSx6KEO86tjygBdsZidxnOTMYs1DSLlYgTlfXXhhRkeix2EfHW6YjJVc38aszZuZjjK2aj7+zrYjuCnrJELIS8u2ToH1AUxKUHc22BLQzVuma2EjNe2VitF4I/LNUMq22DH3XKWG4YmlFnBWRZ4CkI25qFFc3kYkxFA0LQlZV0p2FxMWa2pjm/EjNZufTMUWhYq2uWm4ZmaGi2NEs1TdU3xELQW1T0OHBuKuT4kmauEjO+FDPXuP1281KyM/GpxkxXNRPLmsXGRs+pCrp7FIPKcG424thizNxqzKn5mIWmuViG5wpScccsPVvVrPqGyHSOM1WbmqW6phkZmm1Npa6ptA2hEQz1KLyW5vR8zPlKzNGJiIorGcxJ0hvVKc4I7VELtbCIam9E7XaeC6nwPAcZ+dTrNeYnZlhob/C8s8yzeaxMa2qcswsrLC/PcmxylfDiasxQnZlgfHaZpcoaa40ArVLkU9aV6SH8s2T//q8pHFve8KTmjiEltpNl00MPMRaN8/ahOeqRQNk5yrkGE5MBAyMlukuSyYk1cj0lPCE6Xsaug4rbVKtrLM7NMFPbiPAKL1Wkv9theWKciaUV5hbnODdfv/joJvKpLs5wZnqJpUqNaisEyyGTci5NbkyErFWw6hHh6Cbiq+dM4QrO4R9Q+s53yUzc7iZSQsJHuS3vXMuWPLHXpnYo4PsrgpQl6O5XkBIIAV5G8fLjNm8cD/n+OUMkodCl2LPtsjeiANuRdN/KnpoS5PKKXeWYk1Kx64ITixQUyxZ7BwPePexz1hVkbUF3r6J+4UymAMsS5DMfPb5ifM3kRMCPz2tCDWEE733oczwn2bPN4cmiYsegYWU85AcfCrIpsB3FJqdTVjqj2DNi8McjfvgBZF1wuhQZDySG5eWId09EnG8bgthALeBv5iRjozaf26roKlo8vg2s8ZBffBDRFoL+AYunxjY+5xFKkE1JtHOlGdnOK/b0a96ZiPjJSkxvDrIFRdHttL/tCPIpgbturpWWpJA2pNdDHVlZi2d2wf6zEe8eiGgaKPXaPJe75CTjlSweLoe8NxHw3XEYHnN5dlRRbka8dSpmfE3jhwYzFbIwG1Eednhps2JgwObzYcjb50K+d8bgZBWP7rDZVhDYdEy9pXTHlHyh/7sygrS6bDYoUgR7HsL85BzO6hhRzkHf0F4q6N62h12N4xzev4xlW6RKOfpKBbLOZd6zyiVfSOOqqx2CJOWdj/G59gEOvPc2h+wutpaL2HW1PqYNBKucOXmK91sRSJfi8KN8bmv2yiDXrSm8I4cQA1/fcD/fNkJgp7J0GRshJHaml72PbWHtg3FOV3rZ2+XROzRIfr6bkbJDRgwydH6Bnp4s0ob88Fb2rBzlwNvvd47suGmGhvJot9NqAoHlpMjnLK60tArsdJ7RnbuoHzzGu29M42WzFMpFrHjdXG5igsYyp4/Psa8dI50MvSNjPLKtfOnFFa5iLc2gzCaaW661zBagbIytkyCnCXcFYYy5YtoYxTF/8Ed/CoBtKf7oX//mNb8YGzi1crfFS0i4BUwd9+d/h5d/mvqu0UsBF+5qnTFhLLCURBBTO/46fz3ex699cSfdrtrAjoFBHv4T+n8QsfYH/wWN4v0Qws6gtUYbgVIC3Vhh/OhhDoRj/Mozo6Rv2GgGUTmHd3Q/dvEFqg90/zKETrgPuDqLS3chi/iYpKJJeI97CQNhtB644lpIcKxLAR/uW0QW/8VvcxuRGm8a015hYi4im09hmwZnJht0D/eQszZ6jMVgVdoEn/s6za77pAN1RLu6zMyaJJ+zCFYXmK4aereUSG2o0QSmOEbruTFad1vWhISPIVGi9xAm0iyuxJxf60RhuhKB8iQj3ZLBX9JRmITLMCHL547xQTXEIMkNPMBzO8u4G01KiCR44d+wdFeF/LShCVtrTBw91wmu4WUZ2LybvaPZZPwm3DMkSvQeQtiSwT7JYN8nLUnC1Yj0IE+/PMjTn7Qg9xLSpTCwk1cGdn7SkiQk3DL3id0oISEhISHhzpMo0YSEhISEhFskUaIJCQkJCQm3yH2vRKOoE/igercyEoctZLWCat57KY8TEu5rTIRorKHWaogk4XfCx3CfOxYZamsxH5yOsLe4vNhzcz6BUWho+AbpSnLXitlpQtTsYTLHzsHo56nt7lmPxhIjgzVUpDG2B1ELoXKEjgdxA8tfwg6uirYjM0RemdC51xMpJ3y2iBHRGk4rJsrkEe0FpDVA4HwGXi1xFefke6RmBO1nX6ZdTALzJnyUz8BIvx0Emaxk9xYbmbtZp3pDZSnknbOa1FaXL/Rd41hJexFnahIV9tAY674sklsNb+GHdC21aPdux6ocxM58mZnN26F5kNLJv6B3sUbkZTox1KM1lNpKZes/Y3Z02y89IlxCwseim9iVHzF4dI3K41/AOvE/ke79bzk/cq3oQfcYVpFwoA9n/gjeqSmCJ8fQydmbhKu4Z5Wo0YZmy7AWdWKMhwakFOTSgtR6sJc4NjSaBl8KrNjQjkEoyKYlaWFotAy1EHAufQcAbWj5hmoAtupkLkFCOtVZcerIUG9pFuqGemAIa5pZV+DYgnxarOee1MiVGeylNeh/gvDqHIfXQw1R2/Qs8zuewRcGZ/EH9Ewdv0y+NiqoYAdNhJEYK0/oFogtC4yP8ivYfh1hDAgb7XQRuTliqRBhBTuM0HaByLYR4Qq23wa7SGhrrHYDVI7ITWPwsVoVpEgTuXm0iFHtRZTxiJ0Cser83Y4UkVcksmzQDax2BStsI7DQdhehl0NLBfEaTttHOwVi28XQwmpUEFYXkZOCcAEnsoncPLGyIF7Faflor0isAqxGDdwSke1eXNGr1gyWKBI6GbQIUf4KVtBAajrtkip2yrrhgGphtVY6chsD0iPyeohsByMERIt4zQCtDELHCCPRbg+h43au61Xc2vKV+yN2L+1UFqNXcesN4uwg0YX0aHoVt1ZDZ7uhMY1lDdBOZy5NkKIlvHoVnR0jsERnVdRaQUVhp0/dXgIv3cmLFC6Qakn8fA8aA6aGU13FZEcIFYhgHq/VAKMRCIxQGKuEn85BOI8XeLSzF3KfGoSuYtdr6MwQkRLrnzWxmitIq4zvpfmlYDSh36LW9Im0AaGwXY9M2rsYUCQOfVqtFqF0UFFAEBuE5QpKaqwAACAASURBVJDOZPBkRNBuUW8FxEJhKYUSYKWyZGyBjkP8VpOGH6GNQFoOqXTqYlYZEOhiH1H2FPb0Kew9m/Az9/0OWMJV3LNKNGgZjhxq8cOq4oE8tCODVpKtYzZP9ktsoFmLeeeAzynXZrPQLLQNVkqyZ6fLbstwZjzg7TlNy8CevSm+3L+eCzUwnB33+YdJ2NwraNcNDS0Y2ezw0iaJbmqOnw74YNFQaWiUH1CZFvT2Wjyxw6JfAaaNWl1CNQVRb89Vq0eJURli10Irj9jJI6yru0JhpI0RuqOALj05Vv0QXVP/SL6yiDQSndpGdehlVnu3EMVzpGd/Qmn2OHYcInCJ8o9RGX2ZarGMqvyE3tll/L5vsNibw5v9DgNnJ/BHv8Vib5PSyfcRxRdY3vQoAXPkz/wNaesRVsZepuk0SU/+P3QF21jd9FXq7jSF039Cz9ogizt/k0q5gLX6FuXJd8jU1xBGEWcfpjL6MrWuPnT9F/SdGMcf/RVW+rYQcZbS0e9glb/O8sjDmPn/wNBSL0tbvky1UEQ0XmfgyASNbb9GJT9Nz8GfE4/9Bit92wglYOpkT//PFO1/wtzmRwmjI3Sdf53c6hyWBuOMUt30DSrdw0TqBmH0wjMUzv6I3No8ljYg0/g9X2dx017ajoOofJdNh87gd/UQC4MKGujCl1jY8mTnevsNht7+D9jpwYt16fJvcn7bXrT/LoPvvkrr8f+a+WIBI0DUfsDoOydZeea3cfb9W0rZP+T0o1/GtxQQ4sz/GWP79lN99v9kuhzgLfyAnvOHcAMfpEeYf4alHV+m4Ujk8l8xdjjFxBf+kIbUiHAfA29+j/Zz/475XIxc/Qn9Zw6jWufItDM0iiOEXV9hesdDyLn/i7GpBzjzzK/ji874Uq23GHjndZqf++9YzCkgQvpH6Nn/70mV/gVnH3j8UsICITAqQ+RptLSJ3TKRdWdCFpqwxcrUSd4/vUjD1xhpke3qZduunWzvcZFompVZDu4/yJw3Qi81VpsRdr6brbsfYFgscvr4CY7Pt8BJ4ckYjc3Q3ud4os/QrMxy4ugpzq6GaCFx8j1s3badB4cuC/bgFIgLaczMPPaSj59J3ZFnS/jscM8qUQCjO7FKH3rEYavQnB4P+OnJiOFuh9H1J4tCQ1PA2GMuX8sIosjgA54teeRhl5GBiLeOXZ3JF9BgpGBwzOXJjOHEmZB3JyNmhhy25hVPP+axZfY65lzTQrYayCiNzly9j5kiKD7GWlqj3Qwi3Y1QvVekv/w4RDRLdu4tss1uKnv+gLXUCoWz36Ew+yZReoDVbA/NwV+jPfhtYlugKj+ld/wQmZUtNLvKlynzGFXfT37xCKmWe9Mh8oRp4S6+SW7lHA6D6409Ttf5t3DVo8w/8jJNNU756F/TNddD6JVuOxH7ddGL5Mb/hq7wIZb2/HNqWUHq3B8zMPE27cxXqWcL1zeDixRB968wt2UE37Wwlv6S0UN/T748RlBcN8WHNeKef8XM4Cja/xkj736XYnE78z3rkySxleVH/0uWM7lOrtMLpJ6kUvp/6Zk7x1LhISIVkJp5F6v0q1RTijIGtfCf6Fl+kpneMiY8TvnMW9h4HdFab9N/6EeY7f8VE5t2EQWH6dv37xiY3MOZrSPXbxfhEPf+Dme7W9hT/wM7zu9k8nPf6ihM3VjP87sRbGKnq2NtuAKPOPsYy9tCQqcHMfIt2u4dWqkKRSrfx54ndjDY5aGrsxw+eJzDJ/MMdm/mwg5M5Af4ls3oU8/yfBriKCIIGyyeO8+ZFY9dz36OHekaZw7tZ//8+ijQLSqL88zWM+x85lEeKEnabZ/IXNUiwkV7GYyYxqrWgESJJlzJPa1EhQWZomSTB8oIiiVJdiJmsgGjhc490hH09Cl2ZDtKzrYFG3IPkIJcRjFcECgB6bTAjQz1ADZUgNEIrQGF+cjE3Cb2hom99b96N7F/5M/htELi3A6ahS60yNHs2kS2NY3bqEB+iNi1wV/BrlVwWjXw+vHT3cTikju2iGbJLhzF1i5BtvvKl/4Gnk02D1JYXMLY3QTW+ouleQ7Pz+APbcVPZ9BiN/VSmdzKLJZf71Sum9iN86RWY2KmsMMr1beIVnBq46RNHuqLqDi6NLEwbezGebw1iXK6CL3LvhecILcaEPYPoOMKbl1g0gPoyfN4QZOmKXw0TdblWCM0C8vYwTxeoMHuJuIDLD9EXEhKbm+nXixhlMSkHqGe+TOKa0vIcvn6KdNEkfrQXvpPvEVqyy7q+hRd8w3qOx4lksuARZCzyZ35MV7x65jp71DQw/hqGTCo5dfJ6e1Md7lYtbNYeDS7CnQvHUdtHemsCnUFb/UURmpENLfxjEjGIKJFvNXTSJUi8vLXmGzYxKlHmX/q0Ws8m4V2hmheGMKFhzZa8w0RlkO60IVu+qyutjFBjOM6UG/QNFxUotLLUu4fZiRrIQDLsRD+GrVaG1MYZbTbwwW6+/voWV1dL1xhuy6OXGV1cZ7pOEM65ZFJW1dNZNcT5WIg3lBivIT7jHtaiSJAyUupvsS6kggvG+tKClLOrcWSlfJSJH+x/t+Vnu7XKVXaGMfGiCbS19yx00Q67tQrLyR8FhhpdVaxuqNwjKnjLr9JcWofXhCi03to2dZF4YVp4ay8h00av7QXU12+KRFEvEhm9hzSGaNRtlCN9bRXcYgQ6qI8IDDK6SRGNuudEk+Tnfo7vIU0hjpOrUWz/7LCW4cpnT1P3rIhmifVHrkswfMy6em/w13Mop0x1jY/CxdydkYtpGniLvyY7rU0BgFEmFQfkbrRrMcgmwcpnvsFmWa1sydqVkn5derGcDG5p7QxQqyvOi20BBn5iBu6egmi7heoHv9juiprtOXr5MxjzJRzGNFRoq3R3yY8/xf0nE+hp5aob/8m4tCfd6oNmwi9QNfpvya/Li+mRD2TWR+BGhEcpXSiQYwBU8EzFo0bSNUhRDbeo+f4eWKZISy9yPKnIqykIfLrzJ47xdGpKn5sMDqkVQ8w+dIVv0OlFK7nXPFr1NoQG4OwVOclJyRSKi5ammWK7sHN7NETnJo8w74zASZdZmz7dvaMFi5boccQhghjod3LZm0JCevc00rUxNAONCuRogdDs2loSkH+auvpXfGo6+RMxUAU81FTrEgTZ7rQ7gpyrQ4DXXemWiuDViCCFawwJLTaWP4a0tjETrpzts1kaQ38Os3BX0U19lE++SrZ+SP4+QECgOAs2Wae2vBXqZdiCtXlm1DxBlX7gJR4mJW+B2maNXLrb2vjdBEJH8tfQ8Uxsaxit2oYqxdtuZ1GsrdT2XphT/Qove9/54pBaHIvMndhT7T6fUaPTFxSUWKItR2/QaVQo3jwTygsDtMMY3DBOL34zgDh0K+xPLAb37ZA+6jYoC33BittjTv7Pcq17cw98M+p5vLg/4zhN//myn4NOw46tVQGHU/hthVRsYAWG2g9axerAy4js+9QMAcwff+Gpn3ZetHZy+K2g2w6+Soi/08439dF72EAQZQZJfQESw/+S2qpNAaNiBoo49HxeZMY7zlmnv5DGjJGBK8z+pPv3Vgm6Jh7C19j6qkvIGb/b0aO/ifCwgtX3WQQuoFdX0RaPbTT2Y2VffHrMcKvo9oGne1Cb+itE9NcW+TMmXnk1mf4yo4urPYK40cOs/8aKRiv7l5lW3iOhak1qAaalApot5o0AkMOOitwK0XPpgcY2CoIVqc5dPA0k+cXGBku0H2hS3UT1agjRJ6oeJPPnXBfcE8rUbShvhZxaEoyqjTn5jSq22bTjbZkDASBZrluWFrTVAODXdVMOgIvJShvUOk6jiBlGRaWY845grQrKWYFrgCwiUt9RPlJnLkp1PYu4jvgb2HcIVr5HlILJ8nPFFHeKumVBYz3EK1sEcJFvPocdqzQEkR7FosskddFfCE5tb8KqUdpdD9A2z5C4YoKOibTVCWFxSxOexXLWsIO6kgHQGO1fILhPdSLI0SVy76b3kYjv5/C6mFytsBXk+TXIoLyFgIvw23nqzIt7PpZUjJCiVzHS/dCjj97B7W+d+lefp+89GmlUhBXcIIC9d7tBM7197KMlSe0LUR7Fo8lVOUQXujTvuKmWTKz+2iZYUzj52TinayVujFyI1MQl9bAc0Tvfo+eOEvlqe1XKV9JNPBtppwJROZBfHnw4hVd/iIrqf+D0sSb0DNETIBsz2I7T7DSXdxo633Mg2tEOE+qchrTjtCpMvFHHidCto/QfeDPSJd+n/E9T3BTsQfCBurMz8mf1rSf+wbN7o1N2aSy8DwXHfusVlaIakvMLNaJ1I23P6SboavcRXZpkVPjOcK0z9zsMlWdoh9AB9Qqy8ytalIZB9FuEEqHTCa17l2/TnMZtdaC7GaC8r39uky4O9zTo0JaglRWEs8F/KwF+ZLFi9sUpfUfgbIEXQWFcq92+jGsrca8fTKiEkMoQMyEvLYsGB6yeakf0hlJP+KiWcd1BT0FyF72+8/mJNv7FSvnQ15bEfRf7p2LwHQNEPT1Yk2cw63soNm9ATcOlSfMjCCd/PqLSmDsEn52BON6ILtp9r2E4GcU5/6entgh7Hqc1aFnaKQsaK3hrrxD19IkKtYYu4d29zOsDjyEbwmU3Y1ffB6/+DSNfBET5Amzg+Bm0coiSDukVt6lXNuHQSPjJtba++TyY/ipB4i9YZoDm6n3P0Dbc1BOH+2sIbJtjOylOvplxPTr5Ke/S95k8btfZmVgF76jMGEJP9cmdLz11WWaMDeK9rJoIcAdpJ0tEq0fSTGqjJ8PO8pS5glyaXKLr1FeShMVXmSlbzuCbSg7h1Y52pv+KWLmNbrmf0DODzF2Gb/7JRo3XGcr/MFfp+L/iNzUj8haDlFumEYpJHScddMwGHcHLes0XeNvoyjT2PbbrOazaAFClmgXNxEq9bGWD5N7kpr7l/TyZao5p7M6NimCrl0YRwJF2heUos7iF3dibAHWbhb2/g7d4z+hfPI1JA5Reoz6iN3Zw3CGaHY562cYBcgCfmkLweVp2ITEuKM085efV5YYd4C2OkXp5DTaHWZt25dYyyxiFTcTXvy+AOERp3oJnFswaYYtrNlTeJN5gg1rX4t0voctW2ocPneKD5ddMq6F0zvEoE6v/y4FyvbIdxWJvKv6WKUo929itx9y5NxxPrTSpK0cpZTmwlwyDposTk6x1AoxlkdX3zC7tvZf3GvFBFgLc9gtSbRtO5GdHBJN+CjCGHPFhk4Ux/zBH/0pALal+KN//ZvX/GJs4NQ1zCq/LPyG5uDRNu+7Ln/4sNq4I8UvFYNYGSc1fg5ZeITG9vINd88+dZhF8qdfxXW3Ux16Ev/T2dB3HbH4x2w/BvNP/GdU07lb68foNL3v/PdkB/4bzm3ehJb3w0vZICvnSP/kP5JOfYnlrz16jZXu3UHrmDjWSMtC6haz4yc5et5n6PGn2N21gbaPKjinjuOseviPPUqYBAu7b9heuuQPA9BdyCLEtcfMPb0S/fQjMKWtNEtbP2lBbh2RIihsQ1s91/duTbgOPnZ1HLfyY/LRwyz3DWDuCwUKEIPRmNxWGg/v+aUpUDCErTpLi0u0rCyurjG/3IJcHz3ZDba9VSTY/QzBje9MuI+5Z5WoVJDLK4bsW/O8TdgoWdq9T33SQnzy2IO0CoZI3sJPxlRJT36HUt2hse2fUk07955F4pax0KWtNL7yCUwkdURjeY4Ti220csiVB9i5bYRkazPhTnLPDifbk+za6bLrkxYk4b7AdH2DyVt1sBY9rO35t6zdUYkSro/AzZXZ8fhz7PikRUn4TJMEgkxISEhISLhFEiWakJCQkJBwiyRKNCEhISEh4Ra575VoGBgWK5rlu+WCF9RQy3NYtZsN8Z6QcJ+jI9r1VeaX6zedIOGTxyBaq1jLC6hm+EkLk3AXuc+VqKFRjzlyJuR49eb9JQNfs7iqWfk4BWwC1MxRMu+9QXq2fpkXcYRqz+HWprH9Ck59Ere1nuMkWsWpncNrrHU6Rzew66fJLJ/Bbd/VPCgJCbdAhAzmSFWmsOImdvU4XvvOKA0TNlg4e5Sfv3+OlXvQnVmsniH1wRtkTs4ik9j1n1nucyUqSGclu8cstudu9qCMYW0l4p2jAR9WzLWPLLQWcKYmUXEf7dHLAy3UcZd+SvnMD8ktH6Zr4vt0z093gty3jtE1/h/pnTqGZQyyfZyu0/8rm/f/e8qLs8lxnoRPF7qFtfaP9B/8e7KtaQqn/hd6F6uftFSfAgS6ZzNhVqKmj+OuJavRzyr37BEXHRtqNc1SJEgJQ6A7YQCLOUnuQi7RyLBW0zTlehqzqHNPV16SE4ZqXbPsg5BcGT9WG+pNw1Lb4FnQDsAoQSErKboQh4bVWsz5VUOlZWhVYsaFwHMl5bzAEwAxcnkGe7kKQ5+7Im3XhjEtnLVzeLUlhFUGE6Jak9h+RJwaJHDXQ6joKk5jHmVyhJk+YmpYzXkcv4HAQru9BOkykZKIYB7XD9FOD4HrQVzBbVTBLhKk8hjTxmot4LQqKA3aLhKke4kcD4NBtc7jNldQWmCE6pSTLq/nmYxQ7QWc1goqCkHYaLcXP10iVhZEi3iNFtrrJnTXs7iszSPsHsJUDvzzeIF7qbxogVS9RZzuI7TaONUKpPoInPR6QPkIq3YGW/bhpwpo4WM1Z3Ha1XXZywTZPiLLvvG5TF3Hacxi+w2kMRiZIcwME7ipTnzeYJJMvY1WGqFjhJbE6RF8L925Hi+SqkyjOileOmW6IzRyRYyeJ12pEXVtIbiQRiReIL2yQlQcRlRPYdtbaOQuy3kaTpGprBB3PUjbkRAt49VnscIAIVyi1AjtTB6DQfjnydQlrdIIsTCgK6SW54mLuwgsg2ifJ1Nf7cTJNetZf+wBmvkioj1B2s/Q7OpbDzOpEfEK3uoKcWE7gdXJsiDiKk5tFmkP0srkb2Ew3y4GHQXUa3VaxiHjSYJmgJUvkr8smqaJfOr1Ji2ZougZGtU6dT8iRmDZHrl8lqxnrVt5Qhr1BnXfYNsGvxUSC4tUJktXzoGwTa1ap9aOkLaNJSVKOmS7snhSE/ktqtUGjSDGIHFSGQr5DClrvf+tImFvF978NM70Eu3SwH10Pvj+4Z5VomHbcOJ4mx9WFQ+VBHFsCIxgcMTmc0MSF2jVY/Yd8DnpWmxzDGs+WCnJ9q0OOy3DzEzIe/OaaijY9bDHl/vXY6QGhvPnfP5hCrYMSHSzc0/PkM3ntyhEW3N+OuLggmaxZrBmIqKKoLtb8UjO6ihR00ZVl1EtRdTTfdWPR6HtAlHKI7bT4JXA+WhcXRFMkqqvItQwrZQH1EnN/5SeyRn8Tb/D/PAuIhlh1T6kfOJ7pO1nWdz+CkHz/2fvzWIkSdI7v99nfscdkZF3Vmad3XV09/QxPcPhkFxqqJFEkRSXXAqS3qQFlg/7snrQqyAKAl8EaN8EAQKW4oq6oBUIHrugAJIrkjPDmR52T99V1XXmfUbGfbu7mR48siqrurorq7qa0z3jP2CmKyPCzc3Nzexv9tln9v2Q0s47+MMhgkIH5+jM/wKtqQVU87tUdw4Zzf4qB3OLMPyQ8u23UeWf52DlRXT3KsXN75JrN5KORpUYzP4ijbnLjFzB2/1jZjevY9vzhFaEqBXaK9+mWT1FTBfv8PuU9j/CDSMwBtwztE/9Eq3KArr3d0x/dIfR8lEUl3VKN/4Qe+pXODz1EubgT5irzVA7iuLS/wEz19bonf91GoUtpq5+h/jMb1KfPU8ogOmRXf0XlJ3fYPf0y0SjtylvvkGm10GZJO/9pf+Q+vRpQvsxVT1aJb/xV2R7DSydBBCNS9/i4MzrDD0PWn/G0ns3GU0tE9oWatRAgm9wcPabDH0PRm8w/9YfYhXPEE5E25R+hUG2iB5fZeadf83o5f+a3akSRkC1/4yldzaofeM38d79b6lk/nPuvPprDBwLGOHt/G+svPMhrZ/9PbYqHTI7f0p1Zx3LGAwK41+m/tyv0fEtpPFHLH8QsPat36YnGoneZebNP2b4zf+BvbxGdX9EZfUaVv86+V6BzvRZwuIvMsoFqIP/i+XNy9z+xj9MAnUTYg3fZOZHf0P/Z/47DvIWEKFG16l+8L/iV/4xdy+/dv8AelEYu8g4axErD4IFQudZnw1p0OGQ+t4GN1YPGBUWWClHbH60TfDiN3l9zr73u3HnkDvXb7GTvcDXFyPuXLvLdj9CT6K2TM2vcOW5BUqOYMZttm9d552NiOmlLHF3SKgCphdPcyXI0NlZ4+rNLQ5DC99XhL0xKjPHV75xhVP2gIPNO1y9vU/HKCxlkasucuHcaZYK9+KtoUsVtFpP1kb1PNFPue3vJ5EvrYgCGCM4juKFF13OiObO3TH/9lbE8ozLmUkIyTgyjG3h7EWXC5lEbEcGPEdx5bLH3HTE969Fj0gcsISFFZfXMoYbt0Pe2I7YWbY4n7d49UXFqZ2QN+5qgnMe35p9+JD7IWrQQ0UBOvuwQAaExVdoZTTazSDBNMqqPhROLcTprOKNISo9hx7dj/kp/VtkD94mVz5FK2iRqb1DrrENMwbV/4Di9o/wnFc4ePHnGVjblG7/Kdn9HxFmpx+MSvKxZ26S2fsuuX5A99x/QrNkEaz/H0wf/B1hZo5xdQoQ4uLP01j+VVr+VWbf/wuC1ja98hKxbRFnX6Bx7puMs1VMeJ2pq/8n+doyw9zsZw7i8qnEe+Tv/mvy5lVqF/9dulnw1/8FCxt/xyBXJcqXPn0WIHlG0/8+3bOLjD0b+/Bfsfzun5OfucjY9RLRiIdE07/O7vwSevS3LP3wDylXrrA3M5N8Lys0XvgvOczmHwy95r9KY+r/Znb3Dgfll4msEcH2W6ip36LjW7iAVft/qR58na35Oczofap3f4RNYmmQwd8yd+37hBf/KzaWzhOH15n+0X/P3MZX6F448+nlIg5x9TdZrwxwNv85z60/z/Zrv5UIpu5xgpAIJIfaZxnnlhH/oRBJ4hFnX6F+LiT0ppCl32DoZk+U6okwhng8oLa5Smuthp4+x6sX5/HaO7SCmFqzy7js0u30MUEeezSkPzIUlwr4fsjCuStcmCqSVQO2b17n/fVVVmdmeXl6EuTAjBnGiqB6gZdfLWDHyXm7unvA5sYurWCFb/7sCrnuBm+/9RG7R9katNnba9DNLPK1184zY0cMxzFiP7jgYvwMsQV2v4OKDA+GiEn5SeBLLaJiQbaoWPbAMkKxpMjdjdnuw5mJfVa5QnXa4lw2ETnblpM9tBJyGYuFgmAJBJnEJNwbA4+L8QyJ6UwbQD0ilqVN7M8TH5l4vY+Hs5J4D7/TR6k5+gVDdv9IRBWxH+AMt8gefECYb5Bt76KsKcZK43TX8UYDdGCj+rfJEIForFENZ9hnCEhUx2tdJW/tw+Au3mhACBAf4PYH6OAyg/wMsS30y+cI6zcTE62ZAgwy3sFvvIe2V3FMhtDLT8KsZQgzJdz+IUFjD8wAJEKFncS8C6DbeK1r5FSLmDW8Uf8BcZNwl6DxPmach94mThjeH1iYHm7rOllrwNibZpx17n0n45vk2kPi6SxquEZmLIhdwPTW8cIBPVP69LN/7RmGmV3c3i2yHQ3GJTZ1nFGYzKgB7HP0SiW0Uhj/Cr3M71Fu1ZBq9dPrghTpLr7M3NXvkx2/QNv6iNLBmO7FF4lUDbAZFQtk7/45mcqvoTf/hLw6w9DaAQzW4ffJxovsBgP8+vuAJszm8Oo3sTmTBOKO98kcvI0SjcSrJ2/YRiPjTbIH7+DYOcJMlY/7wNjE/gscvPzCowoO7c4xOFLjwiWe7epfRL91yEfXDjHOIt84N0fRFmLfI5f12WjWOTiMuf7eGixd5GJ2wCAKWCwFuJ5NLujQOTygaTTdEETG9Ach5l4JuRSKRRbmi0kIQ9vGsjXtwx7tsaGwVGU6cFBWiZnpEu1JhHixXbJZH6feYWtji2EmIJfPUfQfqmSiEs+TWCNPFD8u5cvCl1pEERC5PwM8OmQ/OtYLWErw3ac7X1ep+yf5y+R/D7aDT0lVuWjXxaguahTzZD5cMVb3Dh5TRIWLDNzr3B/bK6L8FbpOGWn+FdWGQ+wu06sOQAyiIyQ8wGu8RWkwiaFpFFFmidC2IALCHTIHf4vVzUC0j98PiAyTgN6SHEwsR5faGEwSWPkoB4M75HYH+NYQy0wxVhZoDXqH7M5fU2jsYGmFkRintY9VPPZCdI3g4A2sbh5jWniD9oMz1NEqud0OvuNBuIE7njv2ZRu/9gZW512QaTorPwd6InB6hJgxbuttCqObE2GOCYuLhLb3mLUok5g8197CG4dJRTKH+GGf6HiQI7GOBQi30GJQOjxB3RLiys/TVv8jxXqdgfobcnyVrUoeI4mIDpd+i9HmH1BdczE7PdrP/zLWe3+QlHc0QmiR3for7i2tm9O0SpV7+ZdojcLGX5ARA3of98SLbzFq+BHF9S4aQedepz5/0mv/HjAaY1n4hTJev87aVpPpMxV81yOTy+Ds77PbC+jpgGJzl10jjJ0iFW9Me3+T67d2aMaCYAj7HTqxR+FYIxaxsG0H76GeUGuDMYJ1FCtWBGWpe9GiJChx6swZxN5iY3uNnUGIXZzjwnPnOFf177f2cITEgOuj7XQW+pPIl1pETQyDkeZgbDErhk7X0LeE0sNOPJ9L3ZVEtA2EEQ+ZYgEJ0PkSsXeI1ezAQuXRyTwK08brjIiyZ+mUl9CD6w9+b03Tn74CjT+n1MnTq75E3H2L7MAi8qYI85cZlb9NbfECkQUS9VHGwlg+1hBMcIXG0Zpo77vM3Xg7ibFoFYgchYwPsUd9xFY4/QMsXEIndy9eZVz8Jo3lX6WZP6Ry9X+hcPgRfvE0Ufwepb1N9My/x+7SS4SyR+na/0RZHysZ+yzNe2uiV5l58w8fqIQm9zP310Tbf8Lyh2vHhGue9tnfTIuAYwAAIABJREFUpFHqUH7v9yjUztAPY/DAuHOM/Bni2f+Aw4UXGLoOogdYoUY7AfpT64DG2/szyr2L7Fz+NTq5PDL4S5YafzR50xPCbYJeh06QQ4erBEOHcKqUxEJ9HPYFmvM5lne+R8l8iJ77ZwzsYwMr9zKHF15l6eabqMo/ZGcmw+zk7lH+DGNvQPPCf0Erk8dIjIRtbJMlBBQK473O7qu/TU/FyPhvWP7LP358niAx9xa+xc4r34Kdf8ny1T8nV/n5j5WPxG281ibKOcXguAPUSdBRsmeyb9DFKvGTmDTFI1+u8uprK+i713jnzk1u5V/k0oxLkMngDzfZPZwnPzdHpXeb24dZvNIS+bDL+vYOW2GFn/nGRRb9iIO1j3j7oxo8NveC67l4tqHT7TGIcrjDId3ugKFJhrNGG5RfYOn5Kc5dimis3+DNmzW2arOcvieiBtVtY8WCLk0R/5SGEfxJ50stomjDoBPx/rpwoDRbe5pg1mE5eMx1BgZDzW5TU2tq6kODXY/5SIRcVjF/wlLxPSHnGLb2I66KIh8I0yVFRgAc4vIcUWETb28T67kK8UlLO25gxyV08Dz9jIM8YjFRZy/RLc7QjxwiX5PpvUXS4T5Pf7xPrvkGZakxdhQSdsA7zaB0nk+1KKkZBpUzZHc2yO38DSqr8A63IXOFQe7IzGeQ0TZB/W10v40/ttDZPLElQIHQz6LCfYLmNdxonUy3juU9I59E08NtfkgujnEoE/oZ9ODIE/ICnbl5phpvU6CN5/sQd7D1NN3Z5xm5n1YpJPEytmPszi2yYwfVuYYXhQ+uIUudzO4PKUQz0P87AnmBZmUKo05iZXAZzv0c4fofU43LHF44g5bj1ymimd9k23kdyVxkLO/d+0aXf4nDwu9TWvtrpDxDLCFqfIgV/CyH1Y8vBTwRRiPjdbL770JvTJxbIPpYZx+jRteZ+vBfElT+MXeuvP5kIhr1sO58j8INzeAXfp3+9JOIaGJtsoIc08unOdu+xu3rqxSz55nyAwJnzE5bOP9yEWtNaG+FnD2Tx7XGuL5P0A1p12vAkNp+nfbYkDvBTf18idlylsbBBtfujMhHDfYaA+JcMqgyox61/Rq1kUXGFUbNIcrPUsx692eheoBdq6NUjvHczGMGcilfVr7UIqpsIZOz8FoRHwwhV3L4uTMWR/F2bUeYnrIIMg87/Rj63Zjr6zGt2CCBEDcj3h0o5ueEuZkkzNqKre6ZzzIZxWLVUDzWwWRyFhcWNJ2tmPfWNNNVi0xBkbEABFOcI5yfxbm7hld/jv7MCfa52BVGxa/QDBboVM8SiWC5cwyLISYoEZkVBriEtk8UnCICMA2i7BkGTpEwOMto0ULvvUH+8PtkIkF7c/RnzqGVoL0FBsU8oT/JizXFqHQWyRTR+ITT/4CGeYPC/jWKbUOce4Hm/Nfo5XJATJw5y8j9AK/+fVyxiYOXac5dYei7GL5Cc65HobZOdm8L484xLr9M7C8QWQrULIMyyfYWAUyeUfl5omwRrQQTnKVfLBI6yaKzsecZVCzGXgajKgwrs+S6V8n3faLyv0Nz9jyiXkKsCtrKMVz6DcT5HoXaW5RqEcYuM6rMYeRxUwDFaO7XaIz/huzh23iWS5w7T3vWJfJ99KT2GPc8fb9Gdu8mFmU653+ZVj6LFhBrjt7MRUa2/YmWD5N7ha77BwTqV2jn3UkZ5BhVv0rsWxjJMKpMFvNNkcHMqxhPwL5A7cp/il7/Lrmt91E4xMEyvYILIhj/HJ1pd7LmK6CqDGZfZHTcfCgWJnie9tTCsYGUhQ7O0cvcIbf1A4w7T/P8L9DK1lEzl49dLxiVZ1Q4D5n84+vww4RD7N3beHtTDJ9ESJRDplBhIcrgo/ByFVbOn2V095BmO2KulGf+9FnCaJq5SpZovMwFEzNXDlCey8zSEr3xJrtrG9R9H9etcmbFkM1M6oNyyZYqzHnZZD30+K39IgunzxDpVVa3NmlnPKxcnqxSiBLQggkHHO402AgNlpdjbmmZs3O5icnXIN1tnHofUzzLePYpyi3lS4EYYx4YVEZxzD/53d8HwLEtfvef/qNHXhgbuFn/vLP3yYx6mveuDnnT8/jtlyy+mJYSgzTX8Nc2UYUr9M+U031iX1Lk4H/mwjXY++p/RjuTf7r3GF5l7o1/jr/037C+snQyM/CXHo2qr5L5y/+HoPDL1L/94t9jYO7PgiaOYiItOI6F7u9z/cO77OhpXnn9HNXHdjgGtX8df6uFmb3CYCEV0S8TFyr3/WEAqsUc8gnt9Us9E/3iI5jSaQal0z/ujKT8WBng1j8gaHyXLK9Rm5lNDmj4qcCAUujpK/QuXfySCChgInqtOnsHPYzvoLsNamOb4kKFwolG7IKeuUR/5vPOaMqPmy+tiFo2lCsWZ+2n87xNSXkSjHeGbhVC6ymajOnjH/wtxZ5H5/x/RCc4wQlKPzFY6NJp+r94+sedkSdEEB3Sbe6zP4hRTobqwjJnl0on3Fub8tPCl1ZEbU9x/pzH+R93RlJ+Oih8m+3LT3mtTNF+/p+Rnij7JUIc8tOneGX61I87JylfcL4sxpWUlJSUlJQvHKmIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JamIpqSkpKSkPCWpiKakpKSkpDwlqYimpKSkpKQ8JfazSEQbQ71liLOKKWNY68OpkuB+yjXGQK+vWe2BAUTAsaGcUVS9L4m6a2gPDa0Yqnkh+HHnJyUlJSXl75VnolVxbLi1a9iLoN/VvNuAyHz6NUYbWk3ND3c1uwNDfWDYaRk+ONDUomeRq88fow2Hbc31uqH7mOdNSUlJSfnJ47PPRA3o0FBHOOVAp25wMxDICa4V8APhtVMWJaDejnljS7NWUpRcw04XSmWhOEkrig31riH0FAseDAaazT6EGlCQcYVqVshbSb7GkeGga2hFIAoKgTAdCK7AaJyIdg9QAo4tTGWFsnPCxzYwDA3dEIaRoTs2FN0k7f7I0BhCkBEqk/QGQ0N9nDxvVhsaI3ACoepAHBpqQ4htmA+E0chQH4HrC1M2dAaGRgT5jFAg+S0OzPiCaEO9ByMFU1nBjQ21PoQWTGcEKzIc9AxDlZSNGxn2R+C5wpQH4ciw2zfYflI2J3n8KDLU+4bmGCKStGYyQs6GT3vtJjRs9gwRyfuJDHhect9AgY4MtUm6oQHbhkpGUXbBlqScdnqGTgjx0fdZRWXyfaujaSphLhA8BeOBYT2EhazA0LCrk3/76n5+7nahnIV2x0CgWAjAmTzEeKC52xOqZaFsffqI04SGW22YLgtFBYO+ZnMozBaFggVoqHU1hyOIAd8TFvJyr530u5o7A7Amf2sNQU44kxHEGNYODEFFMWODiQ1rDYPJKk4HYMaGGx04NSVkSSxDmzWDX5783kC3b9gbGEYGHEeYyQkl+1hdntSDfgxKQT6TlIVo6PQ0W6MkT1rAUZDJKE4FEEeG7aahY5J2ZFnJO6m695+jN9Ts9WFkwHUm7cyC3sCwPYbZYlJmR3Wr1jX0bWElJ1ifUuY6hvbAcDAyjHVy70IgVP3ECtYbJXXf2EIcG0QJOV+o+mABg5Fhr2PoTfKOQM4XZrMCY8Ph0CCuYtZP6nU4nrQ9C+zY0BVhJitkJ3kfjgz7A4PtCXO+MBobDvuGTgRiCaVM0uYcgVbP0NVQmlzfn7TxjJ/0Qb2BoTYw9GLQJrHUZXxhOiPkLIjCJO3GOHknuclzZyyIx0k7aUVJvq2jvs3lU8sz5el4ehE1EI0Nt5uG/tBQj2G7pul0IMwYbrTgTPHTTbpHiCQv27UEC4PWSYW8umd4rmhRnLz5KDRsHGi6FWHeFUYh1AYGA8QadjuGw1jxSlkwsWG3rrnRB88GNOz1DYOqxbkA+kPDrX3NMCdUFQxjw0GkeKUq+I97dA3NnmatmXQ8vRhWDw3DLKzkhfHIsFY3uEZRLAmWNhx2NDd7sDJvwUBzpwn5qkXVSRrnWsMQZhRzQWLmvt2CQllhKcPdlmFkC6d9IYwMqw0DWZV0BnHSiTVtIZNJRHKzYeh5Qj4Q4q7hg13NMKt41RcKA8PNpqFcVFQc2Gtq3qoZqjMWhYDHiqiJDdsNzXoftJoITgRZV8g+TkTHhhv7mr6dCJ2lDZtdw6iiWM4KVgj7xxp/GMHOUHN5KumUTWRoDg3tMOlYxhFsjzRfqSoqjqHW0NxyLAoueAoGXc07XSHnCdLWvBcJRU/w3aP8aD7Yg+fnhbs7Md0s/PySYtoBpZO69oO68FrOovA4ER1p3tmGl/MWMtbcrBu6NpTzAha0WjHvNcBxkka33Ta0UbyUFyyBdlPzw45wuZDc5+BQE83ZnM6AGMO1TU01n4his6n5wYYmuyicDoR4oPm7HShWLLKSWEiub2mmcoppCwY9zfsHhpEFnkDUM+yPFa9OCxlgPNJc2zM0BXyVCMoAw2yQiFgYQWtgaHQMB5ZwsSDgGUAYh4Zbu5p2Tpi3YRQatkfw9TlFYGAw1FzfN7QEAjW590jxQhm6Lc0PGoYrlsUrhWSw0Olp3t42jAuKxceIaBQbmj3N3jgps1jDXg9GVeG0b2j3NO/vGLxi8k7HoWZvIJgpxZwL3b7m1oFhFAjTDiCCZYMGiAy7TUPHMxS9ZKmm3TPcbhkyGUH1NR+FwsuLigsZQWLDQVPzVt1QrVrkRbPVMOyOwLaSd1IbCeOyYskz1FqarUg4HwhZlTz37T7MTSlKTiL6/ZFhu2NoxFDMCAuOUDFJG9xtae52kzZoGdjtQ78MZ3ICI8ONQ01PCVUXBh1DI1I8XxbKz2QBL+U4n6lIjTZ0Roa9Drg+jAaa7TEs5A29SJLK+BjGY8PtmiYw0B0Y4oxiyQdGn36dCOSzipdzSYc5Hmqu72l2h0kjGI4M6y2DN2XxtbIQDzXX9jW3moYlP1Ft1xVmZywuWYY7+zE3eobRlOA/ZhY9Hhu2mpqtsZBzYTBOGtFG3WC7Fqc9oeQadnuGblHIjKE5AnEV0y6MBycr22ZXM4ohdIULleTa0ROYusOxYbtrOBxDPvvx77s9w9ZkRDxzwjQHfcOdDrg5xYtTQl5Bb2ywrU8X0HvPZYRMRnG+KpTE8P5GzHbPUPGTmdFcSXHaFTIKOs2Y79QMtbyh5AqOpzhXTTolyxh29jRvDmEYgzmhBeETEaHb0dzpCsWiYHrJ7C40J3uuIzodzV7LEAbCS9OKip2I4J19Qz9v8Q9mhRyG1a2Y79cM53JCYXIDJ6P46oJgi+HDnubWI9KPRoYPagb9kKJ/Uh6NMWzXNJsofnFeUbUTQf/Otma7ZHHWhnpTc3MkfH1ZccoXiA2tMBEmpWCqrCjmDXd1zNBRfHVe7g8oBGxLODVt8Ypn2D6I+UEXBgY8nQjvRgSvL1ss2IaDhubtmmYzoygBoxA264bljFCMYadp2I+gdIKytiyhXFCUbCFvJ7P5D2qa1a6wPBkJK0uoFBUv5aHX0Xx4aFjrGWbcpMQ8T1iYsbiceajcPKHsGRpDw2EkLIqhOTKESpgJhMN+0l9ttQyznuAMDFsdQzOGqjEcdgzbA5iaUlzMC1Ff8/5hIorT3uOfrZBTFLKGnGjuhMLKtOL05JnGfcN6FwgUX6kKmcjwwY5mtwOVQCgCYgvLJcWVIqxuxayNDL04FdHPg6cvUgHHV7w8b3hnEMOcxcUw5kALry8o8ifqURNzT3uYmJkGEThuMtMzJjHtbNY0YxvygVA43nFI0plGY8PdtqEXGjokZkXLGMaRoacTk5CnQDtC1RM2hoY+ksx0wmS2apShMRZyWcE7Qb6HYdLJTBUVM5FmLMKpIuwdamoDw/kSlD3Y7xgORjA1Skw6xYqQFRgf3bupsQeJSbU2hsKxhhyNoTY0uI5wqpCYYp6kM0fDQdvQNEnZPTy7jkLDVt8QKaHsn3xxvDM0jC1YzCZmSgHyJym0CaKg5INvgUjyXDthIoTKBhUb9pqGsQEzhnEII50MjERBYAzbLUNrbGgOkxF65piAD/uaW4dC1oJB1zC6N5IzREO4fag58BLTWuWhdeyZDGw3Dcse1Gsa44MfnbzcjTFs1g3tIbw4a1Ga5MvEhoMhzCwmpjslwlJeCLcMbQN5kpn1Y9+BMWwdaA49xbKJaRwrU0dDJ4I5B6IQwuSR0Rp2ugbJQb2lqZPM2JROBlenLUO9Z3ByFqf8yczPEiontfuZxCdiv6G5ahtaA8hlEjN1HEN3ZBDfYt4FCyEXCAXR1EdQksRKFMSGG03DWcuw2YfyCT30REAZqHU0uzppU70Y4oh7A3jPTuqbJeA7QsZO2uTjxqJiCSVfCAaG/b6h7BhaY3ADYcqBuhKyliEcGdbbhmBkaMdJW5DJu+iGEIwMd0MD2jAIQULDwCQ1qjc0rNY0TcvQ7hq6J6xpw7FhAEz7JBYSBRUXGhH0IygCxIa9tkZGcDgCNwdBasv9XHhqEdWxYb1maIaG9SGUO5qrfUM3hvW6YbEslB7XK0gyEnxh3qKEoTswXNvVXG0Lr/uJkI7CxO6/0zXMFT9eybSGQQj9OFlji8aJIPOwo4/c7wwNICZJfxwZBhYYSTqWQSz4j6lssYbYCIEFEiVp2ypZlxtqQAmFQMj3DXstjcEwUsJKcL+jPLp3TyWDhfCh/BoFxUDIC7S7hv1AWDjBCPaI3sAQ2lDIJDOf9gOJQ71j6DtCNQeqa55AKJL/PpGgP5zGsQTM5D1gDM2O5mYHIkkGPkSGSCcWjaPiMRMzbn8iFPHYMNT3rR5awyAyoBNhPm4NMdowCIVwpNnoCy/lHvx+tqLo1g03DgzNSLhSgQ9PYDU4TiavmLcMG3XNvJuYETGTOnfsd/LQ39FkTe/TGHQNH/bg+VNCtME9EVW+YtmPWd/XDG3QOlnrv/fck9l0/55yCAtVoXK0Jsr9JZWnwZDU5T4QK8GJk1lP8ejej0jYTAok4wun8nDnUPORByqnOC2a1RPctD/U3K4Z2goylqAjGD9qMGI+4d+PIecLBcdQ6xm2XegZmM4KLkmBVnKJz8JOTaMcyGeFYFJZDckyUxQJfQUgFLJQyApHzTjWhmEEvUldjU8ocuYRzyDHOzeOtRMr+S7WEMZgHrPkkvLkfCbv3NE48U7t+4IfGja7UA1gFBniE6YhkxmlbQmeDY4YeuOkkjqOcG7O4koR4r5ha3j/OmOSSmH7wgsLitdmFPO2Ybtt6Ivg2EKgEgeY8USM62OD60IG7plzl2csvjavOD9xLjk8QcaVgBJDdKwHjnUym7AmJRp4QsmFTisZZNh+MoI9wnWF5arF6wsWr0wr5j15oHK7rjBXVlwpC0FkWG0mpqKTYHTidBDbwnw+MY0+8H1o2B8mjkvzmfuONCch54ETQ32QDJiMgX5oGMUn65+MNjQGhl6UzIbr42Rrk2slwt4wwnJV8eq84mLhwVlmHEOohFNVxasLFlcK0OkZGuH9+pbJKV6cTcr1paIQHHnqIDgZxQtziktZaHQMzehBEbVc4WJFsHQiqAv+k40yRYSViuKFOSE/MHzYMPQ0yczOhcOuYWgSS8tuz6B8ISeAgebIkP1Ua4Nh+1BjlxXnHpqpiSNcnlNUxdCPDLFM8i1JXZ3JCp4jnJ9WvDKneHlGeK4kzPnJrLgUCOOeYXeclIfWhvaYk7XhiTl3aTop8ysF6LYTk6xSyVq5HhpqYTLA6Q+ha4TSREmUJUwVFCsBYAvnykLmRPXR0Bsa9gYwPWXx6pzi8sQB7DjDKKmroYb+2NCJDMEJHWxsJ7Eo0dfc6hq0Lcz499+R4yoWCsKUmzj2nMpPLD4W5Fyh5AmzJeHFWcUrM4rLVWExc9+ZrJBRXJyzeH1Bcakk93w/HofvCJ6B7gh6MYQhNMegLPAnFVZs4VRF8dUFi0s5oTcwNMbmScYQKSfkqWeiyhLOzir0yCAlxcteYsr5yqLF/Eml2cBoZLi+q/FJHAVaoljJC8oYotCwfqBpxICbLJLfn3EYDtuGnXFSqbU2DI0wm08aoe0JiznhdlPz/kjQcWIuOV1U+AJDEvPPdl1jLEN3BEEg5E6Qd89JPOT2uxoRw3AMBz3oGbknhkfmILuuaVjCldz9EehJEUlGrqdHcL2judtWnJ14Z9bamg9jQcWG7b5hYAuHA0N24pksjjCbE6ZdHpiVQNKJBxlhLi8U5MmaVSajODXQbPc1V8PE0zVWsFgQpk+wLiqSzJLv1DR2bDhEWMgKOUvQR+aztmZgQThZ7zziyBt7OKkEYQi5rFByEoe0T8cQDeBGTWOHkA0Sc9zDr7tUFF4KBMcT/Mesyz/6AcHNKF6qar53oLnhKV4swJmqUG9rPtxPnO0Oh3BuKrESrO1rtoxwJieJl+gnMLKFlyqC89CzClAsKF4uJH/HseZwN/mNKGGxqtg91FzbP+aZDCx7yfp/taQ4NTTcONDs25NZqQOX3E937DlKKI4Nuw3NB13DYAReJjH1W5ZQyQuzA8NH+5odBYOxwcsnfg+DfpKE7wrn5xRLRsiIYeOEBe05yUyx0dbc6ic+AO2H7LQ6TtZlPxxqBmOIHOFs9gTPBaCEoi8EGDaHMHXMi3iSBQoZRcE1aCU4oWYHQISpbGIR2atrek6yhqwFpnKw8Bk3lLu+sJgxrA+S+uRoQ8skHtfFI+tCbNhpacwIBgOD4yiytqSz0M8B63d+53d+5/gH2hj+9DvvJF8qxS+9fvmRFxrgcACDWJguKHLGMHIUKyetoEjSFagksdgkrthzJcXZvODIfcFUVvL5clZwlJDNKEqWMAqTtbGxBqOEYlZxppQ4u1hKyHqCY6AfG8QS5oqKlZzcm3kduY5rA64nnCopZk9w0IOlwBKhP4LGCLoR2I5QySlWChPHJAGJDa2hYewqnq8cG2GbxAuw4CcOEUzKIecJpYnDg2ULRV+RdwTfSWaLliXkXcGRpOy0mWwxsYUwSsqgmhEsEco5xdJkFmpItqGU/GTNV+xEQOczgk3SuPO+UDxBpymTPLjAODaEWvA8oexNzNufcq0JDav9ZNSeEUMkSd1ZziUzzsAVLJNsWdIks/miL8xkFXk78c5tjw2DCCIjOK6wUlbMeGCLYCZbZqY8wZm8RLETRxBHJe/aGFCusFIW5jxBKahmBd9K3l/eETJOslVJELRANTdZy3xM2cQq6cgyCjIe+MYQ2clafM5P3v8gNIQmcYh5vpgMrA66hqBgcSF/v24eDXSm3aTjiw3MTinOBHLvOY5//zDaJAJWsBKrRslK7j2MQYuQ9YUpP7mfZQsVL1lLHEYGLUIhI1QeSHviiOMLMw9ZTY7aUWzAcoSlsmLRT2bBti0U7MTcOzYQBIozZaFqJynYTuLH4FuCf8/UmNSpaV8+ucwFHCtZWx9PzPauLVSyQtlPtpL0BobGUCgVBBUneVssKRaCo3STdlgMkkHxo7BJttF0RXFuSt03gYuQ8aDiC74teNZkiUglbWk6o8g5yfroIDJECK6T5C07udf9NikwKbuir+59z6ROu85kffaoTishO9lON4oSAZ8pCqdy97fbmMn/aQO2o1gqJdtunsTq9NPMVMADA9qM7yKPWpcAxJgHLexRHPNPfvf3AXBsi9/9p//okRfGBm7Wn0l+v5RonWxFuVHTbITCpQXFqeCY6dQk+xav1g2qoHitIs/meKhHERtu1w0DJZyryMn26P4Y0D3N/7drqFYVF4tPPjNPSTkxxrBT11xrwNkVi9NP6b097Guu1QxtV/Ha7MT8nvITz4XK/T3bANVi7hNFNHV4fkqUShwPKr5QF6GSuT/TjELDQcdwt2sIbeF87nMUUIDJQQuRPNn6ZkpKyqMxceK1fKeZOGkt5BPP+pSUh0lF9DMgKjlx5LT3oDOEmZinfU9YzAszJzlx4jNlRChlHv+zHzfiCKfLiakz9bZP+XwRcoFiBU7ssPMwWiem/6WMsBikXq0pjyYV0c+CEsp5ofzQx44rLE0JSz+WTH1xETcxN6ekfO5Ickxm/ikHl2IJ0yVh+tnmKuUnkC9FsJSUlJSUlJQvIqmIpqSkpKSkPCWpiKakpKSkpDwlX/w10TikV9/lTjvg3NnqCU8zeUQyox61/T1a7hwXZjMTJwHNqNtkb7+Fml5hKf+MxxQ6pNussblTpxPaFKamWVqqfCG8/MywycZeD7Il5qvZE4VAeyLiFu7tDSQ3RzhbRf8UeBJJ4xqZNZfhldPEzk/BA6ekpHwJRNTEhIMOtSasPH0iRMMuu+t3WMsVOH9PRA1ROKTdbGEVn/2BWFG/ydb6KrcOhUq5hHnUoZefCzGd2h61gSI/NUP14XP/AKIhnU4HVJYZHh8C7ckwqL1rBB/tEF8oE84efTzE3r6Ls7OD3R1C9RKDs6eIMs+gGpoh1tYdvJ1drN4QUQHx7DmGK/PE/jN4us4awa017HYX0QqTm2F87iLjUoA52pVt+rjvfA9V+o/pLhfuf56SkvITyxdfRC2X7PQpXiraTz0L/WQUfq7CyrkcEjxry7Zh3O/R6IRkFq7wtUtTf3+FbWI6B9vcObRYDKqPFFHxyyyv5MDxThTz9YnQLdybt7D8Mwynj89CR1i1XZz9bbw7V7HmfMaz889IRDs463dwG/3kENFwF3dtFSv8Nt3nFtDuZ3y/oxZ2q40ahWA0Vv1NvL0h7W99lXEmKUFTuUR//q8pvX+HwfyLRN4Xv3mlpKR8Nj5DUG5N2Nnj2uqYxUsrTNnJZ+POLtfXIpYun6JkBhxsbrNGNXI6AAAgAElEQVTTGjCKwXIzTM3Ns1zNJPsEdcSwtceNzZDKjEWz1mVsBLcwx3NLeUyvxp3VGj0NVnaG5wsB9r1j0UIGzQNWd5t0hxFYLrnSFIvzVYquYHTEoF1jfatGO1TYoukdC5USDbsc7Gyw3Y4QJ8P0qRw59/hmz5hht8nOzgGHvTHa8iiUqyzOT90/qu8TiAZtDvZ2Wd3aY/uwhQ7XeDeqU6hUWVwoQrPGXmuEX11gPmcR9RpsH3aIM1VOT1k092ocNIcYTzHuD4mtDFOzM8yXg8kL04w6Tfb2DzjojInFJleZZnGmjDuos7O3y9pmjYO+xfjmdfo7PqWZGeZnCgRxn4O9fXZqHYaSYWZhFt937i+Ox0MatQO2D1r0QnAyJebnq1TzPrbEtHa32O/FaIRoOGAsPtW5WWZLGe7pVGcDbzdCn50iLhw/l8gnWrqEnl9Bj/cJnuXOO/GJl67QP18gLmQxwy1y/+Z/J7i1weDUNNr9jOcj5Vfov3oa4/oYNcJ+719R/ct3cF9/iTBwSaJbBYwvnoE/eg+3e4nYtSefp6Sk/KTymYbnOu6xcf0aN+vJqc8mDmlufMQ76x00Bh0PqR806I41hphha4er799gvXsUrydm2Nzg7XevcXW7nYQDM4Z4HN6PIKFD+rUN3r91wOC4NTSOGXaaHHRGxMYQDzts37nJB2tNxkYz7je4+9ENbu71ieKQfqfOXis8loAgYhh1G6zfuctm53g8D82oc8jqjRt8tNNhpMFEYwb93gNC/EkIgojcD3cl9/8GTb+5z9rqBjudJG5S2Kuzsb7Bam2AMSPqe+t8cG2VzeYYY8Y0dje5vbpLfZjEeAs7h9y9c5sbW036kcHEY/r9Af2RTs7sPXa/e/++H8wkyeGoxcbaFuu1HuN7jxTTOdjio1sbbDdHRPGIxvYq1+7scNCLMCaitbvGB9dX2WwMiIlp761zY22P+uDojRlUfRs79ojzefTxAYd4xFNzhNMVYs95trvXJU+4fIbxzBSx76ML5eQez8qk6hWJcyPc975L/nv/ltxHu5Atoa3jTUgwM6eJxmu49fCJwm6lpKR8OfkMQbkFOzvD2epV3l1r8NpMFYm6bG50KKy8QtkShIDZ0+c5VSiQcQ39wzXe+M4H3K5d4nTOS/rQSXBJv3yKKysFHDRRGKOUhZWf5eKlHFO3emysP3R/ZZOpzHO5kqGcdaBf5/aH7/PO+j6Xzmaguc/6bsjUq6/x+rxNe/sW7cM2RzJq+1nmTj9H4LtE7689mHY8olXbZXVvTPGFK7yymMc1IcNRyL2p8KdgBXnmVnLkPIXWmmjhHK+cK0w0I6J/guK1vBwzi6e5Uo3Zun6V6wd1DnvLzPgxzYNtNmsjguVLvHy6TCAhg7FGbEXgTnOmUMSLh8SHFovnn+di9dhrtjJML64wldG0hnsP9vO6z/7WLvUoy9nLFzlfFhp33ueN9X12KhWq2UlobyfD9MIpLs/71NWbvHHQotUdM5tN5pbS66KUjXHcH9NMLMRa/RFeb4rhcwvo4Fmt+BokDpFBB2vgEl58gXH+oWf0ikReF6cdTiJtp1PRlJSfZD7Doo2grID55Spvvb/O/ktlKu1d1jp5zp0qYCFoFBK2WL25zSDSxOGAbhwhgxCOjh8XheMWWZgvkFhTFc5J1q9EwES0d++yPojQ0YhOa0wcDhnGEarfo0+e52ayOLYhm68wU9xg+wRPZqIRg26PgVXk8lxhEqTbJWN/3uf3HWERBD65rItSEZ5rY8mYMNJgRnQ6AyKVY7paJusowCP7LJbfogHtXoyTyVPKe9i2UC4XCNYO6A1HjPEBwc/lyAU+tlgEvgtGE8UnjSD7eRNhbfyI3DsbmNOv0z8zS/xZ10OPUFWGX/1FRuMe1s67ZD/cxule+JjZNpXNlJSfHj5T7yJikZlZYl7vcmuvT31rm27pFCt5BTpidLjGjz7c4HAMtm1j2woRg9HH5z+CKBv3iURAEw6arH50nRv7Q4yysG0LSwnGmCTy+wMm1Pt/PxHmc7LIHa3rTlI3BrTRD/xARD00iTHJs927/vOxFcq9vN2/78Ooj5mHk18d/dJk82gdIeMRTxiu9DMSYq2/Rfbtj1CVF+h95SJR7lnGilEYx0NnK4TLU6jbP8TfHSDHxw+jFmqUJyo8Q1NySkrKF5bPNkQXhe1PcWbOsHrrDjc3B0ydnqegwJiYUWOXtbbP8sWLvHzlApeWCriP6FSfvKsxhMMO+3strOmzfOWFi7xwfomZIInLh2XjZbJkVY/D5ghjIkaDNoft6ETSI7ZHkM8RxE22tpsMYoOORvR7XXrh469/TOrYlo2YiOFwRGxC+v0enV70+EsBxKOQy2DHXfYP6nRDjY5G9Hp9+qNJby4KSwk6jhiHJ3tmAOwM+YzFuNem2R4SRkPq9TZ9ccgG/gm9eAU9tUBkD7G6XdTD5WUMaI0YA0YjWief3f8B0ljDu3kLp9N/AhEOsdbeIvej61j55+m/dIkw7358W1Hcwrn9If52A4n0o5P6GAZr7zbuwSHWcIyM2jh3buOMJ+Zauf872V/FcVcYV57xmm9KSsoXks9sBBTLY+bUDOqvb7Pqz/GzC5M9mGLhFKvMZw5Yv3GDtquIhm1GJ0w3DofUNm6zVh/SPazTbQ157x1NKcizcOYUJS/L1FSWu/t3eS/ysaMh9d6kU1QO2eIMp+ebrN68xlv7DnG3QTeehCTTY7rNA+6u12i0G+w02lg3P+SH9Qyl6gLn5wKK1TnOLPS5u3qdH+652Erh58osns6S/UzxxhSZQpFKrsb62kf8qJeDTou+Fk4W8N6lODPPcnfM+vZN3qx7OJbg5KZYWpwn41mARa5UIre/xebND+jt5qnOzbE4W0Ba+2ztHnDYOGS71sUMDTKoU52ZY2m2wOzSPLXbu6xff58DVxj1R+Snl1goZ7A5ock2d4rR3LtkmjXszpBoarKWyhDnxlv4a6v4d3Zw4pBcVMN97mv0zy8TZSzAYG2+Te7tDuOf+za9XOZkg4BoH//N75C52SdeETK99SSuavkS3Zcu3J+RhtsEb/wF7ty3iUp5Ivsk48hk32tmvYuIBTpEWgfoC99gMJfB3EtigHvtDubcLzHOOalnbkrKTwGfXUSVRTBzjq+/lKUXzLB0tJlTWQRTK7x62WOvb3AcmyC7xEvFAlFx0qEpm6CyxFdeFEof68sEy3bxAgtn4Syvzgm2beM6NpYo3KDEynPPYx10iZSDG/islMvMhz5FUbiZEsvnL2DvNRlgYQdZKrMGyWURBKUsHNejUJkhW5xGLAvLcXAsARRersLKBQt/75BGP0Qrh3whT+7EAiq4+SlWTrvovP/g57kKK2cMbq1LqDyCuWWK8xZ+PoOIYmp+CavsUHYEsMhNLXDOiwnyFgI4uSlWztpk8occdpMtLtl8lpxn3btHUJ7j/DmbvUafEAfbSkzbyrKwHRe/MMO5XHUya3VwbIVgka0u8rx47B626YdQri4yOztFJWsjIpTmT/NcHFDxkxfmlRe5ZEGp4N6feKkC4wvn8d7cxj6ooUpLk72ignF9dHaK0Qu/MBlQKbR3XHBG2Ptb2KMiQ8s++SxaPKKzX6db7T04e/3/2bvv8DyKO4Hj39ndt1fpVa+WLcvdxoCpBoPp9QiEJARIIUCAlAvchZByaYQUSHIh4UInBEIIzfQSwAYMxoAb7kXNsnp5pbfXLfeHZCMbA0Y2YJL5PNgPlt7dnZ13d34zs7MzLsfOkx7EurH3x2GcHUvZ044YgVFWT87oG57IwVQwKyaTr5lILvDOwCIxuB5PTwHp+XUYNjmjpiT9OxDWLv1dumFwyXV3A2DTVK674pzdbmhY0Dj4USdP+tQyYthaO1C8peSLQ3s+7V9+G97Hn8EemkP84BnkfftyMJeF+va9hNb5SBx3HOlS/6hW5N4Tkc242u1kJ9fIaf8k6VNsYiGoo+reRQHve46pkVOqfEhmPkMiFmUotbtnjQLN6SYQCLJPy/5PI9VPvn7qh99OeMhPnUu+uBrds+8z0SqaTuKIcjIhzz4NoABWcBKp4L7dpyRJ+zcZRD8soaCoGrb36NZV1V1H1UofihYiOzX0Ee1cYFYduEfv6UqSJO0JGUQ/JEUbnl7Q+0knRJKkT4RLQ/Y0/Yv7MJ1UMohKkiR9CE4NCvdsKL30b0AOIZQkSZKkMZJBVJIkSZLGaP/vzjVyxPs72DzkYcrkUjxjHLSjZ+L0dncxZK9iWqVnx4oq6dggXd2DqGX1jAvs4zqFmSMW7mVrez/RnI1gSRl1dcV494OBR1YqTGt3HMsborrEh31fp0kfwrGpBRGoIldeuvNqLtJ+wkDktxJoXYrTMECpIjphPundLLIgjBjOvoV4xWH0l5V/Amn9N2NlsZq3YKYdiLoJKF75ytT+av8v2iwLU8+RztrZ00nadrMTjGyKga522rwhpu4IohaWqZPLZFE/gvnT9WSEzvYO2mN2yko8uJ02Pp5bwSDa20lvUiFQWkGpZzeVA8sgl81jOc2PYGYdE6V7Pa7WMPqkCnLb92+l0bZtwdHejhZLQ9kskg116N59sMqKlUZr24yjvQMtnkaobvSKyWTqa9D32Sou+ynLRIk8T2m0mr5qH76mZRg1nyG+Y6F5C2GE8bY+ii9XSXTiKSRtIwv1CSe6swA9tYbCbT1k6+aT3u0xDEQ+ivaueRz3KuEouV5c/cuwOw4kqbbjizmJ1RxAfj+oaI5dHqunDXPTFsxwEgsboqgatWEiSpl/eDrIbBSzdTNmUydW3oaobkBpGIfi3z5iSQF9CHNzBCECiGmlfNipv6WPx/7fnava8BRXM2NCMe59fhEpOLwF1Iyvo8q3r3dukUsniSbzuMrqmDV1PBMqgsNT0X3ULIPkYB/tXf0MpXdf9RDOINW1ldQUedjnIcaI4GhsRXGV7DLRQg41FkVNJ7G1rcHZ0oGa3ke1FyuBrbMLLWWA24vJIM4VC/Fu7kLNjr369elgIuJvUdjdimr04m1/BU9u9FvMBiK7jsLmFyjoeIrgUHLk5wqWVkmi+jgipRMw3ufatFQf2ZITCReX7NOUi/wgzoEl+GL92BIb8PU0Yfu0r8NqWZDPY5kKeP0ItwLt69FXrMEYyIGVwWxZjbFsHWZKAy2FuXYZxppWrOzIyQsboroWYUthtm3FSvyrX8OfXmNviVom+WgnbzfmqD1gAiUaw62baCerm3XGzaqjkBS9W9vYNpgia2xfI7Oa8aWekTlsddJDnazbmqeoXGGoJ07GUnAGK5hWF8CK97KpsZeEKdC85cyYUrajO9cy8iSHumlqDxPL6KAOT+FXW11KgUNgmXlSkT6at/YQyavYNUF21ILa+XSc3vZW2iJ5FLuHsroG6gKjShFLJx0bpKOjh754DkN1ECwqpbaqhMAHRB09FaWns53mzn56wjHMdCNvJXwEiksYV1OANdhH92AaZ2kt1X6FfDxMe18M3VvKxBKVcFcvPeEUOFWyiTS65qGkooKqIvdwwLMM0vFBujp76Y1l0IUdf1EpNRVFOFP9tHd10dbeS39aIWlaDLpdhCrKqS4L4jYTdHf20NkXJYWH8ppKakd35xppwr09bOseIp6zsPtCVFWVUhpwYRM6gx1tdCcMTAR6OklGuCmtqqSy0INje5Usvg17v4E5IYThHf0ugIt89VSMilqMVBfufdkEFm7ydTPRHR4MrxuyPXieuQd3awepujIMx96t5mLG2lnRnMbvh3QyQyoD3opxTC73YVcFRqJveHHyeIa8peD0hqgdX0WpW4OhFpZuzeAhQ8z0Uh6yGOiNYwVqOGBSMW5FYKTDtLR00hPNYCgOCsprmVwTxLEvssjU0SKrcCvTiQU68PY2oRYf8L5B851tM2iRVwn1daNYYBQcT19ZxegPIPQwrv638EZ60EwNw1VLsuxwEm4Hwohjj6zEN9CCXQfDNY5kySEkvJ59cGLvm3CyiQhdHV10R7d/JwWUV5ZTWeBExSSXitLd0UnHYBbF7cZls2FTXJSPr6TQZmFkkwz0drOtN0bKUPEUFFNdWUrQ+QHFptAQxbWowWqw24dblK/9E72lFXP8NFRvEquxFdMoRjvyWBR/BGPRixgtjZh1NaiVI0N/3SUoRXbMth7M/iSKz/cR55k0FnvVErXIE27dTOPA8AokpqEzuK2RjX1ZVGFhGVlikQzC4SHg9+DQw2xZs5HW2EityjLIxrrZsGEzm3uyOHw+Aj43TtXCFAJFc+LzONHS/WzZNkhmdA3VNMglkyRNGz6fD69NZ7C9idWtg2Qtk2xikOaNjbTFFTweOyIbpW/ona4oRVVxut04RJaBzg56kqNreiaZ2ADNmxtpCuvYvT4CbhtCz5LRP7iaLFQNp9uL3+3EaddwuofP3+u0o2KRiYXp7Oyhf+SYejpKd3c3nUMZLCtHdKCTzU3d9GdUvF4b+WgvrVu7CaeHFxzLxftpaWyheSCD6vYScGtg5MnmTFSbHY/Xi9flwGF34PH4CAY8eBza8DRWQsXhdOOz5Rns76d7KMU7uWIQ7WlnU3MXg3kNr9dOLjz87754HssySAx0sbmpk/40uHwurGg3zW09hHesQmOhDPagGQ4Mr2fnZ6HCjhksQi8MYNq1fbvKifCgV1SRDxVgOhyYXi+mqmJpGtY+6AezUv1s3thIS8TC6fHiExG2rGulO6NjAGYqRiQrcHp8FPic5PuaeGt9DwnDxIp3s76xn6zTRqp9A6va0rjceTo3NNOVMbH0KJtXrWFDv47T5yfo0uneuJo1Pdk9nDtYYHlmEC2qxFRCpMoOJr1jMhALYcZw9W3CCh3JYOk4lPByXHtwHQ/vWsGyhcg7PCjRpQQGwzt9bUKP4up+kuLOJlRbMTlPEbqSQstmwUxii7xOqPUNnKaPnMsP6fUUtL28o6VsaQGyBbNJegvQ3RNIFlWj75PrwiCXy5BM6djcHgIejXykiy2b2+hOWljZBH3tW9nUHsNwunGaSbpbGtnUHiauW1j5JL0draxv6SepOvG7Ban+DhpbuxnMfVDeKeB0QW4A863nyT/5T/T1PWD3I7x2iIcxI3lEIAj6AFbYRBT4ITeEOZgYlblORKEP8kmsodhHtfqhtJfG3hIVAtVdzPiSdaxoCzOnrAQlH6O9I0FwXCVBVQAeysfXU+P14LRBenAbiVfX0BqeTr3fueNmFIqGr7iahiovGiaGbiCEiuoJMX6CE581RPO2XY6v2vAWVTKlyInfZYP0IK0b1rGqo5/ERA8i2k/HgEnJnMnMLFWJdwuGwu+sIqPa3RRVjcOmQSrStvO+jQzRgR7aB0yKZjUws8yDzdLJ5fNYezABverwUFTpxqkapLM59PIapk7wj5yvTuIDtgeBzeWluLyaiSEDj55iY3+EwZRJmVMn0tdDV0THV9fAzJoADqGTzZmgqThshVR5vSjpGGlNpbK2jslFo75m1UVhqYugPUt/rHfn+9JI0tfVR9TyUz9xEuODgmjrWt7YOkDPUIhi33ANWXF6KSmroL7MQUSPsLQ3TiyVo9ynIQCRTKAoNiyb/RNaySSH1vQWzlQpmalVGK599ejfTrCsgrpyL7ZSndYn2+hLNFDhtqF6S2iYaMfndmATOlFbmAVruhmaWYYLEPYA1eMnUtCziaX2EiZPgsENqxhImdTEW3l7a57x8yYys9yL3UjijS5kcdMAM8tL8a14AnfvbrrztCpSxx1GTlWw/EfR73ZiqBqxupPAub1+bCLyjfgH86QbppPxJ8lseRFfNE2iyP3BpyzsGL7ZDDnKMRKvsfMWOkquFV/XapSCrxKunU5OAyUfQbUcKPl+XP1L8HAAXeNOJuWwsA8uoaj5VfyRo0iW+DFtRaRLjiWr+DFEgIhb2UdBVMXpKaBmQgC7x4VdZOnbuoW1Lb30xOoockTp6RtCD9Qza2olrkwvIh6lZaSAyMaH6OwOk3bVcOiUGgq0HN3Nm9nU20NXn41JHY2Ym3vffdjCWpSp01HLXAjVDh4fwpnA8hUjxo1DKXLBYBZ0C9QMVtMqjHgQxaMCOmRzozN/OBibOlY6jYVcXW9/tBeli0BRnZTWlGCu2kZPNkRRtJttySCTq7wogImFnuyjqTVOWjcx9AyDOR1bZvTamQqaPUBZqZfh+KSg7dEKGBZGPkVvx1Y2pXRMI0diKEXeypLVdZRUirTwUhRyYVMt3N4gxX4bnXuyZz1HOpEmo/opLfEyvDiKDaf2cQ1QUXE6XXjcNhRFYLdrqCKHrhtAjkQyg6F4KCoM4NIUwI5rX7z8baRJpE1sLi9+jx1NFQQDPlxWP6lMlvxwOMDhduN2OtCEisNhA0wMY1QhLwRg8slUnfNorW/gXdOLMfEQ0uOKMffRiirC5qHAZ0dVBIrLhYs82fzIIvCKQayjhaZohrwFViJBLg2ZkQXohd2OQ9HQHSoOhwNVtXBoBnndIjPYz2AuR0FHEyu6BGCRS5mk9RgZqxSvO4Dh200QVd0jg+0Elq2I7MjlqXtGrRpk6aiRlXj0cfSFQpjaVBKehynoa6G3aPpeDNYDyKPovThSGun6KeRsw8WJaS/CxERNJXBEW7Hl/fjbHsGHhZILY8+nMNJxBH4sxYHhLBlZZM+JuS9vMTNHPNxNV2OarGGQSUSIZBXcuTxZsqTzFu6yAD67iiLcBAI+XP0AFtl0mng0QkSxs2ldDAWTTHyIaN5BKmOC24MIBna5xAV43Yjt11ugDHVGCGViAqtpLUZvGLMvjtg++lnxIOqqUHNOCK97j5MYuX7kqKL91l5V0YWi4i6uolKsoqk7gQh3kyqcSI1PAVMn09/K8vUDeCrLKPQrGLkEyV6LvDn6yhMoQuXDLXphkksN0bJpM9vMEJVFQWxGBjWbYDBhYQmBUASC4e7P7cfZ8xMTwxetZWJ+FM/ztz/XHUmbZVmYlrnTB4QQu8zBO1xYW4zEKCzMXRec3gcJE2I4Pdv3vP3/R9/EihDvjBTccS7sqClbPj+m0Y+SyyEsPsbWaA6t5U28b7dB+WySMyaSd+/D+dnE6HmRh68vCwusDJ0b17I+7qeiOIBPE6AMoY7Kx+EtRv4elXeWBYqiIOweQgUB/MrwknUEZ1JiL8SJhYj0YOvbddF2AZr9A9bntRBmAnfvKux5B4HNt+Ahgz2dwq4vx6VPIznqdRZr+wW25xkCqFjCRJi7bji8pKClOtC1ajK+suHrw6ohXXQ4eV/gI61iWbkk/R1b2dCRwVcSImSHlMiSymbBGv72AKxR6R593QshUGx2PO4goQIXCmAFg1Ta3dQFTQiHMbu63h1E8y5E1chgOaGAzYGw2cGrYK1pxfLVoU5yIWwCK68iKqegOLKYS1chhB3hGr1sognJFCgauN1ydO5+ai/7uRRURyHjyhVebmzCSuUomVGGV4BlGOSi/XSm3BxXP4Eah0myv4lt6/dFsi3y2SThgThaw4FMmeiF5ABb+tsxLUCxYff48CndDAxmqStVyCQj9EfzWHuwyobQHLj9XtztfbR3DFJSW4DTypLO5DEdvr2cN1PBpmkISyedzmCYkEwmiSbyeIr3YHPhxO/3YOsboqcnTIWnCI+SI5kxEJoTr1MdXiNUFRhGnmwuj4m2Zw+/NQ8Bj0pnNMJgNE2RJhgIR0gJGyGXiz0bmiMwCyvJ2ztQYnGUPJij88sywRgpdC0TYRpgWrwTnSyUgRbsfVnMylryfs8eBuEcWvNSvKu2QukMUtPq0d224Sg1uvQxBrE3tqG6a8iWF+yjVmqW/s4+MuUNTKwvwavp9K9p2cO2uMBRXE6Z2oHuDDGuKoBTGGQSUSKGG7tQMAOl6PldRzELLDX4AS1JE5FvwhdOk6o+i1jADhik3QKldTX+aJZkyMnwKF0/hhjEkUqDYw+6eQGwYdoqSXtNAr1v4gwcTtYGSrYfm1VIVvORCU7AiKjkgweT9LhAj6Jlogj7ng8sEtkYWtdWNLOQbF0V5h58ZVY+SyIaIyaKmVE/nhI1TbcxSEdfBhA4XE68DoX2wTCDGS/edJxwOErKGu5tcXo8BP0+UjgorKim2KVgZFKk8hYel4HwFaKUme8OosEAQklhdYex8g5EkQ/0KOa2DqyojqJpCF8RosgJnR2YXZMQBYOYnYPgrB7+/I6TSGOF42D3o4QCe5xf0sdrrx8WKaqd4upStEWttLmrmFfuGq7jKSr2glKq3V1sWbOWXoeKmU9j7OERjVya3tZNNIUzpIYGiEUTLH8rQ8AVoKahjiKnj5JiH42dm1mWdGIzc8SzI603RcMTLKGuKkLTlrUs7bJhpeOkUEdGBeeIhbvZ0tLHUCJKfziKsmEVereHwrJqplR6CBSXM6EmTXPbBpZ0aaiKijtQzLgJXnx79WRC4PYXUOQL09KynqURL2o6ShaFPStWbARKKhmX1Nnas4Wl/c2oioozWEpdTSVeJ4CKL1hIoG8b2zauYnCbj9KqSmorChBD3bR19tA/OERHfwriOXKRHkoqqqgtD1JaXcVgtpNt61fRpUE+ZxEoq6Uy5EZl19bQe/BUk614G0+0Hy06Dr14e19zGtv613E3t+Bo6UAzk/gSbTgnH0ViSh26RwMslM638a6Ik51XgO737FmLRe/BueIN3E0JjHgatWc1ILBCs4jPmUJ++8LouW5cyxZhLzuJfCiwj4Kok7KaMjr723h7TT9OVWAlTUbexPxAarCWOVOTbGrdwGttw20koWj4a6ZQErSjN8wlPmG3W2K9Xw+OpaNEV+LR6wmPP5WwVwMMlOw4tL7r8fW3ooSmYAoN09FArGQJBY23UuUOki0+jf7SEEq+Hd/Wl/Bk4tjDfdiVZyjf8Da6axqRcQeSs9cQr5mPo+NNijesxVJUTFuIdNnJZIIFpEvmE8u8QUHTXwgKBQsNw1VDoqqG3B7ljoVIhsh6534AACAASURBVHGsXYzLmI5RW0VuD74yYXfiLwjgiwywcU2ObTZBNpbCHKms2bwFVFSWEGlu5603+3HbLZJZgc0GCLB5CqiqKifd1svqFf2oCISi4guV4ZlUgVI3A6V6N1UYRQUjgrlhM8a6juHWrZmHLIi6aSjji8ChoUyZgpVYi7nwUUzVACWIMnMKSuGoGme8C3NQRxRWIorkZL37q70fcaGoOIvrmXtokLSjkEqneOfnhTXMnuliMAOqpqKqpVSXFaN7RwYVKRruonHMOQgKd7kxhKLi8hdSohpYRcVUWQJVVbHZ3bhUBZsjQM2kKTgGU+iKhk1VKCsvZ5xup0Ao2J0BqusbsA/EyaKiKsVU1VoIjxchFGxOD6GiIjyFhVRUWQhFQdEceN02BAp2d5DqCQ24gxFi6TymYsPjC+Lfg4FFI2eAw1/MhIluLLdrp5/bvAXUTpiIeyiFrthxaCHKhYLDM7zwa3H1OJwlGgH7cHeZr6SayV4TZ2B44I7mDlJdp+EJRIimchhCw+UP4N8xmETgKihjYoODwlgGHRt+twNNCITDhT9YiHAFCJVbw61WRcPjdmBTVFyhchpUF4WRBGkdNKeXUChI0KUiBBRWT2Sa4SDgHi69naFaZjksfAHHO0Wi4iU3cRKON7di6+8nX1AzUnlSMYNl5KodGOWTd6TVDPmwtO1pz6D1d6NaIUybfc+7/BQfuRnHEa1LI0ZtZHkLMUc/K4h1YwtnMRvco465B7v313DoQSbFTm14wgylgCmHzEQtcKAqGiX10zjAHyODgipUnOUhgiWCEruKGqrnqJkOPJqCvX42h6heVMWi/sBZWAEVoXqomjQZW+8gkXQe0xJodheBAsdwt6PmxBrTnapheg6jb7qNhGf7DlRMWx1Dky8iIwpH8lfBslURr/ssZqQPFQe60wkILMVL3jeelMskHZhMTNgwFRumvXC4Fax6yYWOYcBWhTM5hGqpGPZism4XCBu6dyZDtT7c8V403cBSXOiuCrJ7fB8ZiMwQWjgCZUGMPfzKhM1NYcU4ZjoixPOgajbUoiJqhYUjYEfRVELl45hu9xFO6iiqQVQIwmkFVREIzUVhaRVTHB7CsRQZHVSbHa8/gNeugGZ/79LT9CGqJqIoAax0DlAR3kJERQXKyMz1onIKqs2P6A5j6RqiqAKlogSx/ZmwlcVqbcOy/IjxtSgfywvm0lgIy9r5wZpuGHz7t38nnc1h01Suu+Kc3W5oWNA4+LGkUfo0MhJonb0o7hB6QXDUhAsfILcV3+P/xFZ6KPGDppH37NORJmgr76FwU4j4cceQKfF9QqOHpT1mJrA1v4lvSTv54z5LvHpfLUJokMvmyOYELq8DM9bNhg2t9CiVHDZnHMH3CdYFTij9qF9zJY/V04WVsyFKyhDO/X9enH9VQghCfs97Du56V11KICgrCtDa2f+RJ+7TyMyniQ0NEk4au20l2VweggUhAnv3bv+nn+pFrxlDgacGyR44n0xB+UcwXZ/ArDiUWHERuUK3DKCfBsKOUTyJ5Nx69PJ9uIqvZZCO9tHU2MWQqSBMA8vup6a2GO9+Ea9siLJa+UrLfkBVFd7vwcy7g6giOHTaeLbKILpbQtGwuzz4lN1NVydQbXbscq7osVOD5CbsweivMRGYZVPIfER7lz4Cwo4ZrCK7ry8JoeL0BCirsvDkLIRqw+0PUFTg/hRMKC59nJw27X1HRr/relGEYM7UOra09bCupeM9N1SAfVkx/PSwQeCjKuQlSfp4qOANMq70w9/LspL878Nu07Db3r9atdvfFvjcnDlvNlWlBWiqgmFa7PLoFCGQXZaSJEnSvxQhBKoisGsaDrsNVXn//v13DSzazgLiyTROh314mPY+f7FfkiRJkvYvYmSyHU1RUJQPfir9nkFUkiRJkqT3t1+MQ5MkSZKkTyMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQxkkFUkiRJksZIBlFJkiRJGiMZRCVJkiRpjGQQlSRJkqQx0nb9gaVH6GztI2UJXMXjqC6wfRLpkiRJkqT93s4tUctE732aH332LD5zznl8b0E75ieUMEmSJEna3727JZofYtvmjWwyvQTDOaxPIlWSJEmS9Ckgn4lKkiRJ0hi9qyW650yysc3cffkF/Hmd/q7fOvyVnPKzh/nZfPdeJE+SJEmS9l97EUTBMtP0tTbSpp7D/1x2BH4BmFliTU9z892b6IjKJ6qSJEnSv669785VNJzVh3LWeedx3nnncd7nz+Xs+VMJ7NizSS7Zzqu3/TfnnXgkc+Ycycnnf5c/L2ojA5iZKE3P/y+XnzWPOQfMZOaMGcyYPZdTL7mD9YaFnuxj7WO/5rKzjuXwOYcw76yL+fmjmxnYtpJbrziFz/3wcTpNwErSufYhvn/u2Vxx11p0LPKxTpY/dC0XnT6Pww6fx5mX/Jx7l3aRw2Bg0yvceNlZXPTLZ+kxAStGy9K7+e/zLuCa+zeS6FjBIz+7lAuvupvVOqAPsXnRLVxx3GGcfvG1PN5iAHkiW9/g/mu/xhnzDufwY8/i8l/dz9KOjHyWLEmS9G9gr1qiAAgQqgO3x4tXAXRIumw7orORHmLzgz/hqt+tpuacr/GtBouWlx7g1u9vI3vTzXyldDl3/+Y23gh+nu/9Zh4FyW0suvXnLNjaTzobof2N2/nBT+5jaNrZfPHrtThNg0BlCHJ99LdtoTk5RB4Ak3x6kI6mJgb701iZPhoX38G11z+NcfiFfPs8jc0vPMpd1ydw/e7nHJmJ09vWRKstOrK9QSYRpr25BS2cxsylGOpspWWogZRlEGldwfN/u42H3mqjTHQzlLXIdq7m+bt+y00vm8w5+wrOFRt58bl7uCljo/D75zDJKfY6eyVJkqT9194H0fdlkkl2suixhfRWXcyNV17IAe4cvdPsNH75lzy84E3O+VqSgb4E2qSpHDZ3LgVDG9n2iA36IBsLs+H559lozua7P7yS82odKJYJdjfZ9vc7rkVmsId1CxfRbDuA737zy5xVGWejt4+1173MS292cPiUPT8LI9rCyhcf4Zn1gunz5kAOIEtP63qWvLEV/wHf5GtfOYe6+CpE32buXrWUlW2fYdIkde+yT5IkSdqvfbRB1DIwsn20d2awz5jElGIfbnQKyxuoK8yyfFsfZtE8Pvuluay47fuccvhvcKt5hrojqDMs9FyGvq4+CB7F5Akh/M7tOzbJAla6l41P/IiTZv4WGyb5dIzBXAGHYJFNJ+ltb6J1fSO/PO9t/k81yCQG6MuUcHR/BHMKWIk2lt9/NSe89As0TLLJCBGllhO3H0YIMGO0rlrEG09tIXDk5zkzsIoHlwBWlkR8gO7WLby5/ld86Y0/YzPSRPp7YXyAcEQHZBCVJEn6V/bRBlGhoGgBgj7QB8MMmVAgDAw9wlBcYPMHCfpKmXHKZzj8kdd4rvgMrvryOFbffi2PmqAoKm63AyM9xFDKgl26R4U9QMVB53L1t+dTItL0NS7m73csBgSaZsPrL6Vs4nS+fu1XmT0SgIXNS6i2Hi3cA84i6g7/HFdeMpciErSveZEHHtr4zgEUSHVu4LUFK2j0HcV3LpiHeOHt4QkohA273Y23pJoZk77CVRccPDywCnD4S6mplzM9SZIk/av7iN8TVXF6qjj2pFmYK/7Gb+9cyFtvvcpTt93Gokg5804+BFdykC3P/YNX4jP48tVXcPIhs6kvsgEChy/IpCNm4+lcyB3X/40Xl7zGon8+weNLtg0HMtWJv3waR51wIieeMJ+jDplCmWP4yK5QKVOOOoSS+GZWrolgLyim0KtBLolpH37tRmhuCqpncPQJJ3LiifM58qAGSuyjkm+Gad24lNc3uJn7xS8xv8Y9KsOclNU2cPD0YmLN69k0ZKMgVIBbCPSsgeqRr+BKkiT9q/uIn4mC5i5i5oW/4LroDdx+87e5IGHgKZ3C8VffwHePcRPe8Ff+eM96Ck7/AxcdWoQz3I86En8UdzH1J3ybH2/N8KeHr+XrD1p4qg/ktG9N5vDS4c8IRcPucOAQOex2bSTICRRPBdNPuoIfRm7mlod+xsV3phCeMqYfcw6XTjySku2fU7dvb8emaSijG7tGlryjiLojz+NLx9fizm4Y9UsFb+0hnHHJf5K66y4evfZS7kyDt3QWJ553MZcd8lHnrCRJkvRJE5ZlvfM2hmWSa/szJ0/+Fq+YXg77xTIWXz35PZ/sWWaWoa5OomoR1eX+4YhsmRiZQbq6E9hLaij1KlhmnnQ0TDiaImdYqHY3vmCIAq+GmYnQ2xsDfxnlhU7QcyQGuhk0fJRVFOKwdDKxMOFIkqxuIWwufIVFFDoNov29JNRCykv9w89EM3HCfVFMXwnlBU4wdbKJCIOROOmcAYoNp8dPQSiI3UgRHRggbS+krNiHhkkuFSUcTiB8JZR4TBKDffSnBO5AESWFblQjSzI2xFBKwV9cgt9uYeQzJKNDROJphg/hxBcoIBhwY5ODcyVJkv6l7VUQlSRJkqR/Z/LBnSRJkiSN0c4tUSzMZCMvP7WCXstG0awTOWGK/5NLnSRJkiTtx3YJooBlkMvmMQFFc2DX5IM9SZIkSdqddwdRSZIkSZL2iHwmKkmSJEljJIOoJEmSJI2RDKKSJEmSNEYyiEqSJEnSGMkgKkmSJEljJIOoJEmSJI2RDKKSJEmSNEYyiEqSJEnSGMkgKkmSJEljJIOoJEmSJI2RDKKSJEmSNEYyiEqSJEnSGMkgKkmSJEljJIOoJEmSJI2RDKKSJEmSNEYyiEqSJEnSGMkgKkmSJEljJIOoJEmSJI2RDKKSJEmSNEYyiEqSJEnSGMkgKknSvw4ryqaF9/CLb/yQx9rNTzo10r+B9w6ips7gyjv42iG1HH7tKvQ92Fk+0ccLV03D63Lh2uWPp3gch//Pa+T3XdolaR8x2Xr3hcyeWE15RSVVVVVUTzyQk79+E6+0x8lZn3T6pA/DNA30fB5Dfm/Sx2C3QdQyEqy79zLO+Ppz+CeXY+p7WqOzMHQLLXAs1zywgAULFrDgkQe455YrOcqTI5uXNUNpP2XouI6/lueWrqW5pZkNi25kft+t/PS2N+iJ5j7p1El7yMylSUYHGIwniUaTe1T5l6S9sfuWqHBR3HAO1y+4nQsa7B96lzZnFQedeBInnXQSJ518AvPnHUClQ+z4hJEOs/ahH3DWweMoDhZSNeNELrvxJTrzFtnINl684QscObWGksIghZXTOfGS3/Fie55c/xae/cFJzDz6R7yUB4w42968jQsmFjDuoHP54+ocA5tf4tozpzH3svvYZgJWhMZX/8j5h8zlS7euJx9vZsltl3Ds0Rdy8xodyNG75nF+cmIlpTNO4qqH2jHJM9TyGnf91xnMHldCqHQ8h372e9z5agdZLJJNL3HrpScy74vX83LMAkw6l97P1f9xJGf/4BG25rt54/7vc9bRn+GaB5swACu6hsd+/UVOOPUb3LYsQdPzf+brpxzLV294gd7RdQsrxqqHruXzJ53JlXcuI2lZJNpe528//jyHTSijuHIyx158PY++3ffuVr0VY/OLt/HdzxzKpKpiisvqOfLC63hoeRdZcqy+74ec/7kzOe/CCzn3sAmUlY3n0C/+goeWd5Ehy8q/XMXpU9w4HA4cDgeumlP52nmnc8qRx3DRjc+yOQWg0/Tg9znniOP4xm3Pcv/vL+G4iT4mnPtrnlwzhAVgDfDir8/niGo/M792C4sak1hWgsZn/8A3TplFdXExVTNP5aq/vEZLJA/6am7+6rEccf7vWbhxeB9mx8NcecKBnPGjJ3jyD1dw3NQinCPpGv7jpPycG1my6UV+e/YcDvnKbby1NcZOjY/EP7lm3nSOvepRNvSk6XzkWxx73Hf4+/pukrtrpSgaNrsDu92Br+pwzpw/nvhAP7m8vvN+9bf5zXH11FRVUVVdTXV1NdVVJQQqvsQ/umLDLddcC0/8+LMcOnUSkybN4Phv3svaaB4Ti8g/LuTQS37Jz75yFqeffDxHzDmCc69bSLduAhaR+86lsKBseL/V1VSNm8EpVz/ONgOwDHoX/44vzZ1K/cQGGmbM42s3vcGgBZaeoevOsyguO4WbW7dfVBb5VAcPfqWestnX8NouF42ZHmLz/51GMFg6fLyaWsZPncv5v3yeTiPLUNsz/OCEs/jTJmPnDbNhWp7/BZ8587esjA2w+ZFrOPmgKTQ0TGLKAcdwwc8fpykDmFmGWhbyx0uOZ1bDRKbMOJTTv/knXurIgZWgbdldfHVSAcWVNdTU1DCufibHfvlaHt2SwsIg3rmSB3/8WQ6bUs+UA4/hCz+4hxXhd1fGrXQv65/6LRefeiLnXXM7T770CL+44ARO+9pveHJTlPDaZ/jTNRfxnXs2kBvJl8HVT3LjNZfyXzc/wmO3/JzvXH0fm0airjmwgkf+90f8588eZWu+jzfv/x3/c9WvebbTIN32CnddeyVX/eYJGrtX8uBvf8o11y6gaSSL0usW8JuffJ8f37+WvNnFy7dfz3W/uJOlQxZg0PPq7XznlCM587/v5I2Bdl686Zf88vp7WRaxAJ2ul27iihOO5Jwfbv+ZtD/bbRAVikrpYSdzWJkdhbG0HgVCUVAUBUUoKOKdAGrlo3S//gcu/8976J19NX955D5+/YVC3vzfb/CNP6/FtPuZOOdUzv/JXTy1cCELfn8+gZW38rObF5PCwtJ18rqBaZkkujbyws2/49FugarrmJaFZVmYeh5dN3cUfNZI945uWGCBZerk8zqGZZHr28ybj93KHa9GUBQDw7TIdKzimf/7H37zgs7R37udv910FfPMRfzpJ9fy11UpsEwMPU9eN0Ydw8TI59ENEwtruEtJ19HNkU9YFqahk9eHj2uZJoauj3x+NGskvTqGaWENreLJO3/HjU8nOezKO3nwpsuZ3v04t/z5b7zcvks9W7jxFtZx+Ge/wQ33P8n9132Oyi2PcPeD/2RV2MQydeJr32BjpobTr3+Mp2+5lKmdD3PLXY+xpC2PZRqYoSP52i/vY/Gq1axadCu//OnFHFFn0LhsHVu2JrDyzSxbtp5Oz1QOnDSeSpuBoSn0LX2VFRsb6dXBaF/MwmXNbBs0wDKxLIuh127j59f9hbdLv8D1/3iI353l4bU//o57X15HX97EHMlP09qeX8N5rBtQfsoP+cuTr7PyiZ9w2tRq5l5+CwteXsXiG7/EgTVerO3fxbvKGws9nyc/ci14q2dxxFEHUhdwYRO7fnbn7bL9K3lmcYTZh07D53Ygdvm9YdXwpb8sYc3mFlpaWmhefC3HFDhRAcix6veX8ONNR3PjwhWsWbmACwav5zt/fptE1gQzR/MTL+H61l08/ORzvPL8b5n09GVc/UgveRMsM484/vesbWoe3veyG6h76ofcvDyH3n4vl3/1MWqve4n1G9ax6ukfUvzAl7n8vo7hO9XU0WxN/OPet4eDhZUn0/UMf3vDImjsPo/QPJSdeysbW1poaVrP0ge/ScGzN/C3NTqWZWLkdczdlOWWaaDrBsLhp/bYy7npyWWsX7+Kl/9+DdM2/oGbng+T6N7Eszf9hudC3+axVetZ9vxtXFyxnBuuuZN1WQsLB6VTzuSXC7fQ3NzE2oW3c1ndFu6+9zUi4UbeXHArf20+hOsXreb1B37K8fpzXH/TQgZGp8eK0/zWU/z1nmVUfvNu7v/T1Vx4+gX8/M6buWJaFw/fcAurPeNoGFdG/PXFrEsD5gBbmxvp6A9y8KET0AwDY6d7cfgeNkbdz4ZhkO1byZMPPc3b2Vl88eLTmOBi1OdGtrRMDMPAGOlPtkxzx+/N/rd47pUVrG7XKPNZmFiYo45t9C7lqZdWs7FLo8Rr7eb7kvY37/1MVAjet5wZE4t8Msa6Z56j1Xcc3/7FZZw2/0T+46vf59KDs6xd8BhrbEFq513IZZ87joOnN1BXXUbQpeHyeHZKrJnsYtPCO7hjiYPjv3gyFWMZIpUfYMuyJ7n3mW3UnH42h3sBsvRs28zrKwapPf6rXHXJmZx89nmcf9HZTIiv45WXVpPeN5mxB0wGt6zj7ZU9hI44g89deArHnPEfnHbCdLT2jazb1LtLFUejcvbxfOaLF3LG3EM55ri5HDQlSC48xFBs+G4UwekcNf94jj9yOgeeehYnz51IpmkDTc09GIDQPBRVjGPi5ElMmlBN6cR5HDNnMvaOVazb0sJg43KWbQoTOmAOk+srsQNa3Qym+zvZuHwdWzpjbFy0iLWmh8rKcoptAFFWvvI6W/SpnHPemZxy7DzO+erZHFbczdrVHXQNvX9JoflLqZkwkUl1ZQScdjxF1dTVT6K+qgCXTd3DvBT451zEtT++kMOqgry7f8Ui+vTVzD9wItXlRRRPOIsHCy/k0pPqCbl3dwyBompoNhs2mw1NU9hRV9RXseDRBCdc8gVmFHtxeOo59wuHsHXhK2zN5TEB24H/wTlTfDhsGraCQ/naF2p46aklpMyRb1QoO/YtcgmSVojiAkHvs/ez5IDLuPLoUhw2O57KY7jy67NYct/TdJuAqhGcdxIVz/6VV5LD3ZvNjz5A1/yzmGV7z6wBRUWz2dBUBSufJisKCAX3sARQ7TgLa5lQ4UUTFvlkhHjOQ1HIIDKwlmVrg5x64anUeex4y+o56ORTmZX4J8+t03ecq6rZsNlUhGWQN8Ad9JHoaWfDxk7qzzqfueUeCmomMPPgKbhWvc7aUV0JVryLts1b6PTO4+xTxuPRVBRFwVUyjTlz5zLNu5ZXNroZP7mBGrGcxSvjGP1baW7pYrD8cI4Y/14ZszMztpkXH36UJb2VnHXZeRwUUj9cGWkOsuL5xbSkvcw68WiqtF1/H2bZMy+zTYQ4YP7hVGj7vgSW9r2PfXSuoecY6B9C+MqpKFQQQsFm91BWGkAf6qM/C0asgxW/O5XiglImnfg93ig6n+9fMgcnDN/wVoruzS9z5+1L8Z1+Jd84zPMhBywJBDrhLct56p4n6W44l8s/34CaB6wsmfQQQxkHnqISijSBUFx4vUUUurMkhgaJm4DZy4oF/8NJxU4cDhcTjv0Kf1qaGXUMi8TGZ/nDhdNxOxw4S+fw+Z8+NtzFPMIcWM6DPzuHSaEiyupmcfzFv+LB5b3krXf2kYzHiQ5u5OU7/5tTxxdTVDqbz/3oHpb0JUkm0zu3YtOdLHvkBi49ZQ6TxlVRc+iF/OrhVUStd2q0wunC6XLiUARC8+LzuRB6klQ6s9O+hBDDQUEJcuDcQ5ni6mX12nU89+IytkRLmH3gZCaWjRQ+jsnMObCSSONy1qx4lCdfacJeOYOGusrh78yMMjiUJNn0OD/+3FzGFxdRetDXueOVNXTF0uRyw92Y/U/+gNMOKMfpcOCqP58/L24ktiNRYuS/kcrd8D935FPvo//FcbNqCJVUM/mIz/HTBWvoSe7SBSkUFOW9KoeCwKm/5sXlm9ja0Uf/1kV8z38/V/zgH6zvS2Lsdpv3YPTR07ONBy4/moNnTmPatOnM+a8XyKTiJEywAOELEFC3p0WlqKSQbDhMfOR8c/+8kpn1E5hQV0nZtO/Sd/7P+dIEi/7uATxl5Xi3n4RQ8FRU4O/vpt8EhIo9dCLnHvgGf32ym2xyDQ89rnDOeTN4z1CRidHxj0uZNn4848dP5IAzbyJ97lWcXaMCOrGuxfzipAbGj59A/eSDOPnS37Ooe+deECvRzca7L2Jq3QQOOOPHrJh4KRceZCefixFLFVBSNFLUCDsOV5ACb4xwOAdWmu51j3LN/AbGj6tj8twL+b/WGVz0uemIbJS2Va9z/9XHM33aNKbNPpELfvQwrapJZlRN1spmyaYz5HxBgjsFHhWny4PbpRGL5Kma0MDEWg/rFr/OxtZW2npijDvycKpUsDLNLLrzPzmmtpLKykqqZ5zCZf+7aNSjlhztKxbz2ppugoedxtyqXXsnPohJdM0LvLQ5jnfWyRxX73xX78bQqmd4sVmn+IATOLrO9aH2Ln1yPvYgqmp2iosLMOPddEcswELX0/T2RVGCRYQcoPrKmXHRbbz+5hKe+8v3OWTgXr77vfvZagACMoPbePMvt/Cq6zSu+vaxhITFh+v1UDCj7axbeC9PdNTzhW99iVkehgONcOB0FVDgzJIa6GfQBKwMqVSYwaQddzCIVwGUEFOP+wY3v7yMZcve5Kk7ruW8WY5RxxC46+ZywXWP8OayZSxb9HduuPxYykfdOaJgOqd84488u2QhD/zsHCo2P8Hd9zzJ6rT1zj68HvyFUzn6gp9x32vLWLZsBW+v2cDbT9zIN08cxzttJJNtrz7EbTf9g/aGi7l9yRZal97NNefMfKfABax4lGhsuDAnP8TgYIy88OB27XpTv3MenhlzOXKGn+jax3lwwTLSlQcye3I9xTsO7mDqvLlMFv2sePgBnmgLMfmQqUzcXtAofoJBF+5JZ/L9mxfw2rJlLFv+Nus2rufhH5zGrDIVEBTO+xY3PbiQt5Yt462nfsXnD6rBs0cllaDo+O9x92OLeO3Z2/hy5Sb+8tu7WdraR/bDXBhCQVFUVFXFEZrM6Z+fj3ftCjbEUx9uhK4aorikcmp4+gAAIABJREFUnq/+5TWWr17L2rVrWbd5K+2v/ZQjAg5UwBroo8/Yft0adG7rwlZYiG/kfO0n/Z7VWxppbG6nr+0J5r98IZf9Y4ii8mIS3d0kRlW0Ut1dRENlDMcpgWr3MfcLx9F6z/2sWfwPXqj+IufW7drsGcXhp+rzt7K2qYnmlhY2vnw9U178Nj98YhALDX/FUfzwuU00NW3i7UV3cL7zKX5+2zJGD7cS3nKmfvlO1rduZcsrN3PG0J/5r9s2Iex+/O5B+sLbu+nz5DIRhmI+CgvsIFyUTz+LXy3cRFNLK02rHudHB7dxy0/vZ6vqp/aAI/nKjYtZt3Yta9etZ9OmVbz08E85ufidC0O4PXj8Ptzhbnqyo08sTyIeIRrTCZWEcFZMoKFhPKHGBTzwZhu9yXqOPLQUBRDOCRx70R94qbWd9vZ2tq1+hj9/51hKd5SQdmoOO4WTD6mi97k7+PuKwQ/xoEtAYiMvLtpAzDWNk0+agkeMLggEJNby3AubyRfM5Pj5Dbjly4efGh/yq7IwsoO8/n/f5rv3buTDj1kU2DwBpp1xGhOiz/O/P7iFZ15ZyFN3/4pblipMOf1UJiWaWfj3e3hudRdJffh5mpHPk44MkbIAM0bvtpd5YrGNU668khOK330KlmWQTQzQsXUrW7duo7NnkFQuSyraz0A8D1aWnpZ1vPTqNsad+y2+fKB3VABxUFY7mblzimh9/k5uuO1pXnjiQe674yE2uycxd94s3ABouAJljJ86g5kzZzBlQjVF7p1LfMXpo6hmEjNmzmTGtInUlAZ2ehYnFA2720cgGMDrtqMqI8+Sd3xGITRpJrNnlxFdtZDnXlhPbyRKf9tGGlvaGMiMPneLfDZLNpfH1FMMtq/iqYef4IWlW3YaRGPF1/DCow9w39+f5rHb7+LB5zfgbJhC/YQy3rNj1D6RI+ceQKDnDV5eGaNy9iwmTSjYKeja6o7imJkKW5a8RldgCnMm11O2o1UQ5OBjj2SS2MLz/3yV5c0DxCI9NK3cyLZonOzICau+cuoapg7n1+QaQh7He6dpF4rdjS8QIOB3Y/t/9s4zTqoi68PPDZ3D5MQMwwADQ84gQbIoKEFMgKJiQl13jZhdV90Vc1hWXTMqYCCYyAoCSs45wzDDMDn0dO6+6f3QQ8YVXN19V+f5wO9H93TdulV169Q9der8RQFBkpBO2pIw8K2fzON/ncrqIs9Pjl0jXMTSL5dQkpZNts3yE3uopyB34rIRIl+//jFbyiMYggjhMg4c9qDVbS4qG6bx1pISwppB9PBXvPjBEfoNOx+7eLRPj8cVyCYJQQvhD6ikXTKWvltf48XvK9AwiJT9wKtvrKfrqIuPb2lIZhztR3FJ4FMeeX0tna8ZdoIxOAMCIAixGAZRRJJFDC1EIKgc+wPh6ALDZMYix2IdjjaJFg1Rmb+X4pCBKJswO9w4LTreWp34lHZ0b+9j7gdzKQjrhKvy2bRgDhtsAxjUVj6lfBFJlJB0lWgoij29IS1apLNt+ocsL40iCDoRfw2lR6pOWhwJjiyatW1PM3EZ77+3nOKQDoZKbcFqvp2ziO16T4Z0T0CQUmmSm0tjy2a+XriHUItedEk4wRgLx9tcEIWTYjkABFsWva4Yy6XtDVa8+zpf7Qmc5eI9zIEflrLLZyLvwiG0dZ3SGUaYfd8tZq8SR+sLLqDVqd/X8/+af7E8PTO66mP/yvksTB7KX65teYa9pX+NYHKTcd5dvPW6yqNPT+Tqj2swZXbmkj9N4om7OmGq3sz+Ra8xcfZuSrwalqTGdL7wep56eBwt5WKKDQ0sCTQefA/3DklDDBaedg0jUMTmBfdy/mf3nnhlrG88wD3Gw9yWoKHJceR0vJI7b+yKS6g86ffWzA4M+cNTRHiWV58ey2S/nSa9ruQPj9/NDZ2d6PtPKvboP+eMXrmBGX+9ihlPm7AnZNNp6A3ced0wGu2byvyjxSd0ZMStDyJZJ/H3STcy+cEQlvTWXHLLBO5u0emE0iRyelzE8Iu38uybT3H9jDS6XzmUVr36EjzhVVTMbEtzeznLX7mNlw5BkwvH8+DNIzm/kYntP1pTiYY9zqdzzjes8jSlU5vmNHGdcs9SBr36dWLG4iJyenWkedNkqk5opIRet/PUk3Ym/f0dHr3yOSpVBw07XMUDz+XRIuvEtqzz2J9TSxqUffUAg2c9iGhy0aDVAG76y/Wc17iA74Xjf+PPX8+SRTItRg6gbWY8ZuHkMjxzJtB3xn1IImi6hQZdLuexv91IxzTXOT4oVro88CF/ffYh7u33PIXeMKothwsfeY83x7UBwD1oCKkfX023e4qoDrnoMv4d3rw8DVPd/BldcBdtmjwEGGiahcYXTeQf12Risl/Nm1OquPe+3uSWRsCUwfnjP+CdcdmI+tHtBBGTLZfLR6Xy+ttteOoCN0L1v6hu2MvhT26mxcKYC1EwJdPu0kd4dmQaQrmC98gy3h3UlFdkAVFykN37ev7yZBdMu9YBoAUq2Dr9Ie59cx1VhgW7M4m8AeN44tbuxKcoXHjHQ1Q+81eGtrqLoCmepn3Gct9zt9HBGuWQEaJ42+e8128JT8kGiDbSOwxj/ENj6JgWT+DKO/DWTOSBPk046AN7g04Mv+1RnhyfHNsqAMBCg45DuPFemQ9eeYE/PbedEq+Oe+1WBl5xE/c+eQWd68ZrQuOmNG7RhvT9Am16dcQtnNtYE93NuGDM1fjffZ85r7+Na3x3jOAu5vz9Daa8ezcyYCgh/CEFuWU5bvv1dNYqKFYb0LbtIC7uGI9walSFXkaR2ojzOgxgULs4BMN/DjWq57+NYBi/g/gvI8ihtTN54ZE3qB75FlP+2P7cVw//80TZPOXPPDF5B3nXP8YD13Un6Rxsv1Y0h6cnPM/y+NE8cP9NXNDU8tM/qucMGHg+Hk2r2SPY/sFVJFp+fyPxV0WvZvs3M/jkswN0evJZLs8++a3OqN3B/Kkf88WeXO568QbanOtbwFkS2DydV2asJ9rmOh4f0+Z3ON/8fvjd+A1iL4z10W4YnNPSO+opZv/mb3jnlXf4em88Xft0pm2jegP6S/DbX73+f8LA0Hwc2rSGVdtKyBh4AS1/JQMKxALfBAGhfs75zfP7WCAJZhJzzmPUn+xEmmSe9T7bbw1BEBEl8RzWEjqejZ/x7N/eYEFpDpff9TDjLu5C2u9j1Px6CCJS/eT66yEICKJwwjjXKd+ykMnPPMiHB3O48Ib7uP/ihr/qPGDJ7sawy5uix/9+55vfC78Pd2499dRTTz31/Ar8bty59dRTTz311PNLU29E66mnnnrqqednUm9E66mnnnrqqedn8l81ooauo5yWgP1cC6lL9n5KhmzDMGJJoH+lHV/D0FFVDUXVULVzzZj0K2IYaJoeS17/61wAXf81y/9/iKGfQSignnrqqee/aESNaIjijUt58MMt/DsC9KHaCpbOmc0zS8tOyG+qUl18gM+mzeGz/b+8oqCh+Dm4dR0vTPqIWyZO57nZO8n/D0mlGnpsQj+TqgaAXpnPF3OWM2XNEX4NFSUjUsl385czc20hR05IsWbosUVFVFFR/kX9ftY1Tyg7qmi/bPmGgappKIoaq7uqoZ0SaxcuWMfEKRvYVhOp16esp556TuK/dlhBkE3EN8rjcqeFxF882l/EEZ9Ct+7tMVJ/+QDzYFUVOw9VY+k4iNf6ZZ2Um/bXJcqBzRtZWqDRuGs3BmSZTsuVJDiT6dTeRtTmxv6L10ujbO8B9mp22mQkk3H0uKgRYPfGHSzasJ8tR7yYmnXjpkFt6Jxu/veVgIwgu9dtZcGmg+wqCxCR7DRq0YbL+jSnVYrtlKxDP+OOSncz+dsdbC6owaNKxKU0oG+/rgzJS8Rdl+vP2qg1fSzz+HZXIxp2TiHBUn88pZ566olxZiNqaEQUkM3SsTNOhq4RVY9+ZqCpMRdqncAWkiQhS8dzlR79e0kCXY+piAiiiEkWwdBRVAM5LpUu8dJpE6GhayiaUactGcvpKUvHc8rG3MAaugFR5ZS3kjp3pmCy07CxA0k6fcKLuWL1mP7oGcr/UQwDTVPxhyIEojoOhxVJUVHq8o0Kuo6qGwiihCwe1RU0MAQRkwR6nZsVQcCou7YkibGcuSfU7bg79njdBENH1VQUNfa9qqhEorHfy5KIQJ0bV7LRoIE91h8nVx5d01H1WHsJgnjStXUt9gZmIIAR61dJkk6qG0o12w/6MLtyyEy2n3D+TcCekEaP3ok03LGdbT/RjOeEEcFvuOjYqy+XZcVj9RXw1dxNzFpjI65PExrH/XvrQMGZSp+BaQx12nBJKsVbV/HGgo0kJ/fi/DQ7FgEQnHRpk8yXq/IpahWH23LmnL6GGiYYOUXvxTAQzXas5lgf6UqUiFKnQyvImC1mZBHQFUIRHUk0YmPEMEA0YbaYODqEDS1KJKLGJOsQMVksmE4Y34YSIhg1EAQwDAGzzRZLI2hoKJEoih7T00WUMVvNyIKBrkQI6zJ2iwzEtHijR+uHiGw2YxJBU8KEFf3oLdXlmY2VI6GhRqJ1WzMComzGYpYw1CjRE7VIBQFRtmAzH289Q9dQomEUDSA2/oSj0mgSaFEVQxIw6tzpgihjMpuQhJg+r6oYiBYzslCnbxqNoBhH7++EftA1FCVKVD3ZZSSIErLZglkSYm57VUFRNHRAPCYPJ2BoKkpUOfb8CpIJk0lGFgxUVUU3RExmOdbHdW2IZMZiFtEVBc0QkEx1fWloKIqGIYjIJhnUKKoOonx0LKhEowoaEiZz7DNDU1EUBVXXARGxTjpOEgR0NYqiC0iyjFw3iWlKBNUQkWUToqEQVQ1EWcYkicfGUlQFSTYhizrRqIYgyTFJvxOHrxYlogrIJglRV4hqQqxNRCH2nQKSSa6bg36fnD4DGQaRovU8+kEVw+65mL5OwNDwH1jJ47MijLlrIJ2kGn6Yu5y5+6qpCuuYXYm079aNa7o3IE4CtCjVe9fwty8C9OhnY8/GEqoUAVejTtw1Ige5eCfvzNzGobCKmtKOR27sRKM6x7KhhCnZu5kPlh7gUHUYTbbTsGlzhg5oT+dkGUMJUbR3G58s2sW+gExSchIZVh1cAAbB2gpWf7eUz/cG0cxueg0dxtjmx0WgDDVMaeEBFny/g/VH/ERNTpq2aMnw/m1odWo+2FMIVZeyauUavtzhwRuKoO2pZudyF01atuTSi5og7dvFok2luLv0Y2SuiUBxPvPXH6AipT3ju1vZsW47C9dVIGbY8ZdW4xPj6NitI8M6pRMngqFHKCvIZ8mqHawu8BIQbTRu2YqLe7SggXc/C5dvZtXhIAHFYO3+QuZZ3LTu0oaLezQmS61i7eptLFhXQKEeT/feXbiyR9axt3w9VMPmjduZt+4Q+X4DV2pD+vdqS9+8ZOKlKLtWreTbfD8RyYrmqaJcc9Gxe0eGtG9Aal1mF7WykkN+GXtDJ4knvuYKdho1bUQjIwiH97Hrl0z9KSbQtXvC8f8nNOO8xnvZX+MnEFUxkP+th1d0JZHnMmIi7TrYbWbkaC1Vobr99LrCHTkNaDh/N7trWtPUbTmDyoaB9/PxtL17CZI1JiYABqHKMrInfM+CCR1wyzWsn/w4j7+9jKKwgK3xEO5/4c9cludCyH+doWN3c0HfAGt31RCsriKScwVPvXQnvVNNCHqUI9+9yIQnprHFK2KJa8OYJ1/m3gEZmAQwtAhF719Gu78WkZclUVHg5rbvlnB/C4hUr+af9/yFT7ZWEFI0LI2H8NCkpxmZEWD/lFsZtn4sW94ehhysYsfsl3n6/TV4RDOyLYt+4x/h9u4Wtrw5nlvf300oUE2Z30JGRjoZuUN57KNH6FK5jMnPvMBHyw/il1NpOfgeXn68F1UzJvL4a4s4GDAQ9CiKKZE2N73DVw92rZNlU6k6sILJj9zBOxv9+GtrCMpJZGQ2oeMlN3D7IPj6r58RPC+Dsk0FeCMGcS0Gc/PdtzKocZS9y77k44920+W5ZxieqlGzaxHv//VxPvMP4M/vTmR4+vFOihau4OOXH+beTwpJiIupC6nhIObGvbn20X/w2EVJBIu38O3Hb/LWzNUUBE0kN+/NlTffyrUXZFK5chbvvvoOC/bVospxNO51OTffdgOXNDzErA/msS3SkVvvv4QsvYqN01/l6VeXE3/5Azx5bwcOvPcO3xYmMPBPf2RghohRtZoP/z6Hg3G9uOWewSizX+bTHQItL72HK9vIBPbN5pUnn2W+MYx7Hp3A5S1VClZ+weR3p7BgcxEBOY12Q8Zx27gR9GzqZM9nj/P+3lR6XzGeEW2dCETY8N4EPilrweAxN3N+5VvcM9NPj2FjuK5/YyQMqha/yP0LZS68/BqubLqFiY8sJf6SqxhzaZcTxAoMar97jtvnOhk1diQtD7zBU4ucDL1xHCO6ZVC7+HkemBJk4K03c3nPJvxe8+afbkQFATm9Cd0TdrByV5DeXe2gKezfeZhI8560tQFRcGS0ZHzfbBrHiXjyN/HG9GV8kX4V45oeXWVqRMKl7PT254+39yVRUPHXhjGLJqwN2zPhjuYUb1nJ81tOvryBgNmWSM/BefypoRvRV8KSRav5dLGTxlc1Rawq4ttlB6HDRbx4nouKnet555tKHFkAAvb4VAZcdhntivJZsGjHKYWrVJUUsGDxDkobdeWx0Y1I0gOUV/nOSo/UlpTBgGEj6NjhAIvX7cGT04sbO8XXbSwrFP1UAUYUv2Yir3k3rhghsGvdVr7ff5Ct2an0ToXawwdZtHIvR+Jbc+cfc8mWg5TURDAkSG3aiuua5tJz44+4c+VkevTrT7fWB/h8xWF8J103wsHtu1iyP0LzgZdwZ66JfWvWsnDzHuw2OwMax95CPD6R5j3aM6ydm8OrVzG/8DC70xJIybYhYOCr9eMVJdJsll/BVXx26JEaCqs1kpLicFlOd2f/LLQSvpyygh+OeCgPacS36EG7JAuWEyYFwR5HutXHkUoVNYsfjSYwD3iaJa+PIivOgkCU7+7pxDPmmEH1LPoL49/RePSTVYzMldg96UpG3vcRHWbeShNA2TGfLX/8ns8mZmOmim/vGsAtT7Rh3esXYS+axh9vnUubD5fx8fkJVH3/KENveZi8VZO5NEkAQ6O6Kkir26bw7Z0Bnh70aF3FRWRXLoP++DrXd2qGI3iAmfdcwbPvXcawx1qc0AZBqnZM5al/VDLm04VckRGlYsdMHrvrQT55+2PGPzSH7XdVsH/u37hxZlumTLuZHEknWLqTLyc9zdz4u5i1aSSNLVG8tV6CJSuZ/EUR/f65jm96xaOU7mTRe0/y1kmtJZPcrC/3z9jGHwo3MOfdF5iT8TiTb2+NbHjZv3wqlb5ytLQnmDy7I6bSTcx9/3XefmUWTV8edkI5Blrtfjat/oZ5e+LI63jmzhEzOjH80Zd4++7umNEpXj2DaTMXEgGMwAGWf/0ZX+7I4raPVzE008+mL95h8sw3mOJ8nBs7XMqEN4fyl5RkxCPf89HbX7Doy+9pe0f2CdXQ8GxfyvcbN1FgakjeORsVAz2Uz5J569hTGCDhvNhzF9w1h8mfLifQ9QE+e6M/GbUree+595kx3Yxt/GV1qlK/NhaaXXYHV257nHmLfiATG0umHaTpkFvo3yHnd2tA4UemAlFKoFvbePZty6dGN9Aipazdq9OpbRY2BGRzAp27NCbbIaCqBubkRrRNDXOkInhCBKOIxZpGn57ZJEsgijLuBCfWn5j1RJOFpJym9GzoRDY0BLOT5o0SkWs8VChRAlWVHFGSOa9DGvFWO+nZufRoeHYuPUMJUlVaTpGeTr8eOWRYRcx2F1kNG9D4J95CfxlMJCcn0jQrDovJTrzbjlOK4A2oGEaII6VV1JBAp/a5NHHJmGxushuk0Cjx39xbVL0cLg9ijk+nZaNE3DY3rZtmkCZGKK6srTO4AonpKTRKjcclWUhNdCCjEgxHj/WpoqhogoBJEv8rqcx0Ncju1ZvZoGTQs3Ua6a5fqBZSOkNHD+WJ24dx5+AODGydSpJZOvnhEExYzQaRaEye79wJsnzWAuJGXM/5iTohv0b2sEtotnERK2pi7kPB2ZsrhmbGXHJiMv1vGIF14Vw2KjoV8z9leatxjG9vIeAPYm4zggvjvmP+utjyT9cD7NlVRm6rnFNWxgKinERu24aYIyGiqot2nZriKa+IBeIZBno0hKeinP1Lv2N/+0u5OEsGyYYz83wGti5gweKCM4uSG2G8NdtZuzWBS28aSTOnhGyykZgUj1m24bBpeMvLqKz14vX7CSnnGH0nWEhKz6V733a4BAFrWiNadOtIVvFa1h85Xpah+Ti4ZS0rN9TQcewIcn9UffzHMAgdyedAsRdr14u4sKkDyZpG+/N60K6hyI6124m440lIckOghoqycmoUEWdSEidOG5p3F0uX7aBKasGFFzT/ybnuNPQIhd/PZY3HTvZ5A+iYCBDlwJZteJ0N6dKzG40cEpYGPRjUuxHU7GfPvpiuqa5GCAZ8+LxevF4fwXDMRXy8bIVQwI/X68Xr9eILRlC1E/7A0IiGAvh9Pnw+H/5g+PSTE6ZGDLt9NA32z+X5u59iY5OLuLh3e7Kdv2MLyo/siQqCRHqrpmR/f4B1Nc3pXnqQrWJj7qh7Y1EjtWxavp75uyqoCusYhk4wqJPVsm7fAgARyWQn4RxfWXQ1Qln+br5esZ89VWE0Q0eJahCXh6YZqBGFiGTBZYuVK0smXA7L2YUZaxpKWEExuYiz/RdepQQRWZIw1bV6rAZ1e7+GSkTVMQQzDqv0y+4vqCpRVUAyy1jqgmVMZhNmASKqhlL3pEiyhFinZykgYBictN9stpiQDYWoqqPyn41K09Ug+9euYVa+lV5929C5gZNfLr5HxGa3YbPb6HlehPfeWssiZ3+G5bpxHgsKiBKKitit0mk6k2eF4aOyws/eZX9g6FfyMe9FIL45aji2VylYHTil48J6YkIicd58PLpORVk5wbUvcvnAt+u+1YkGE+itKoCM5lvL0m0t6Pus8+TLahGqt3/NP9/+go1HwiBohEp2obSJ7XsbUR8lX95H7xVWlIhC8lj3sX4VRQmH04qnyvMjx3s0VMWHN5hI8omSQIKF5OyujLq5N088PoDmt5lIcQoocjytbjyXRpOQZBu2o9ZIkDGZrVjkAL7AUQOgEyjYwtoV66hsfTVjmhWxYM+5XAPAIBIOEVE07C4XR22wZLPhMJsQAj4Cuo/SxVN549m/M/eQRHbfsdx7XVviOVhXDR/7fljGtgqR5hdejLxpFXvPqQ46kSPLmbu6EmvDvvR0rWbZfgOMCIFACEFOwGa3HZtbnW4nhu4nFAphoFH47etMn/Y+T9R5PSJeDw2Gt2FoXenqrlk8PetDXrXFelcP1RBoeSODj7aAbx0f/vlrPnjOiiRYScobxE133Uhv5eSeF9N7cUG7qSzans2gDs1plG773e6FHuXM86AgICc0pkfmRpZvq8RRVoS11YU0lwFNw79nPe9u0Bk17nL6pZpQApXMnTabrac8aoIgnOMZGo1AbSlLvttOdd5A/nJtOm7VT/7mtby5HhBFTHYLDsOPP6SDWUDTFPwhBd3906ULkozZbsESDVDp1dATJMSjRkw4i8Cif106oiAgCAaargEmVE0jGj3jGv4MPzdhM8uIRphafxQtyYKEETNignCsbrGgEQP9XBb1JhNWM2iRKMGwjmEVCIcihA2wmuWzjHAVcMW5iDd8+EJhAjpYT+1c40RlktOnXUPXUDUQTgmm+il0Nci+tWuYuVfivD4d6JntPuOepKpq6IKISTz7JPu6pqEjIB4LsNLRtVpKalRUDY6+cuu+GoojbnKTZeSf8wIsuEjPSKB97w/55I7WJFglYsFeBoIkoh8Aw1dMkUdFd8hIaAQPHqQ0OYNUUSI1K5PEvqOZ9/HVpNSJjhq6jiGKGFqY8kUzWdXiCv6SIcLRPWlDJxrYzXv3PcTaYV8x7R9tcESq2P72OC6ri/4SLG4yr3qDja/0YM87t3Dd5iJqNYMUyUCNBiivCJLSLOlHnmMJkzmOeGcVxcUR9HQbomBg6CBYnCQ06Ui7vLYk3P8WL/QNsOQ0d+5PESUSrqaiMoKea0dQg/g9VXii8SS6RSgHPXSE7RtWEijOZfTtnXGv/8lNlTMgYnU4sVtN+Ksq8GsG8aJBxOelNhRFTI7HiZPMQbfz2kW38VL5Bma+OY1v3p9B+p2dQDAI5q9iWdSFqclQLulk4ptN51gFpYy1C1YQl9KQvoN6kLlhdexzwUZcvBv2B6j1eNGMJEQjSnVVLUg2HE4HAhI5Q+7l2hP2RNe+OYFPyo73mtx6NH976PieaOU3z3D/QvlYvwru7tzyYmxPNDWSz6wnJjD/u7UkZ56w0WVoeLd8xqebXbTKKWH90pVsym3IwFbJ5yZa/xvjR22cIDro2CaFwg0rmX/ASrd2qTHBWUDTDCSbk2QbhENhKg/vY33pWbq4DAM1GiUQjhBSNHRNIxSOEIwoKHrMQBiiiTi3DVkJU+2pYsuuEvwGIJlxJqbRxF3L9j3VeAN+ysuK2HLkaEfHIvZCoSihiIqi6yjRKIFwlLCqg9lGcnoaOdZKlq/az0FPiJqaGg4VFJPv+3cPHkrYbTbskkZ5aTU1AS9FZRUcKI+c3SF9wUZmRgopso8tW/eysyKAx1PF/qJyCqqPulQlrBYzKGGqqj14Q1HCdZGEuqYRiUQIhlWiqo6iKITqvtckN9npDgxfGTsPlFFaU8mmfaVUCnayUuJiMVlnc4dJyTR2awQ9fqoCJ1pxAyUSwesP4o+qKEoUfyCEN6Se4FIyqCnYx+xFm1lZ5I3159lghNm/ZhVTtyo079iMlokSkUCAmkBdtOlRolWsXLaGmetLqQid5cIFneLdO1m6/TB7S72UVZT2fP2dAAAgAElEQVSyatl2tkTiaJhq4ngQqUHtoRJKkjJpGW/C/LO8V3Z6jRqB/4vX+HxTIRXVNdRUFrF7ZyH+oxlBlHV8+t4qDld78JRs5L1/LMA5YjgdTAIpg8fSb/e7vDB/D2WeGmpqyjm0bTelEY1Q1Vre+sdmel3bD4vXg6fWT1hTCft9hJUgoaiNxGQ7Sm0VpYfWMHPBLk5dg0kWO1k9+pC7YwYfrSmmurKY/I1fseBAa4YOzD7zRCHYcCW2pUfnEN98+AXbS6upqqiguLCY6qpCtsz9mMXS5fzx0kY/z/1vqNQc2c8Pcxawp6KKoh2bWL5oA1XNetKlgQgoVOzbyaaNBTS8cizd43++W9GamUvLxmmI2xYyZ3MxVeX7Wb1iFTvKTLTvkoNaVsj+A8VUebwEIlpMDclQiWqAWsrGVdspV7MYOLQrSadVQ0eNhPB7PXg8HjxeP8FIhEg4TDiiogPebUtYXSaT0WUQvRpZTlhgmmjSuTPpWgVbli9jW3EV5Xu+Y8GKI5iSm9MyN+GXOexvqESCPrweD7X+EIpgxmo1Ix+L/jZQqtfx0ds/YO0xkrtffYlL1VXM/3YVOysip42n3xM/6pETRJGEvGa0X/QDu5I70T2jzs0nScS16MBl+SuY8sEc3C4rVlcyuY1sVMrH1jWIkozdqnPqCRMl7GfjooV8ujeCpkTxKSW8/uYB3PHpXDiiL73d6ZzfrSGfrviGpzfYSLBbiE9Mp4EuIwkS7sQM+vXK5fOlS5m4yYLbYiIuw41qEkENU3JwB1Pn7eWIohGOKDD/K7Y642jWvgu39EwjMT2biwbqLPx+G5PeWoVictIkryXD+mWedaOJooTZbMZyUgy9QFxaGu2aVPLV6hU8vyeOTLeIK82NzSQiEAtBt5rlY6H3kixjMZswiwIg4M7MYWBPgWWrtjN58sZj0blDuifWXUMiLSuL1qXVzFuykB8Wu2nftS1DeuZgLdjDwpXb2FAWIRjR0PcfYcdGB807tGVwt2Y0bdWK/soO5q/5jie+1XGnN2Jgrzy6NLQjEkGSTVjNMnUvOYiyjM2sx0L/j42WBNo0jWPPPg9HKgI0drpiK1AjzK7VK5mx+iD5AQMoYe/O7WR06MH1ffNokxRbfvnKitm4y0fzzCzaZMVxVq+iahXbDtRQVVLNV7MO8dXRqmS1567hbWmXHjtqY0Q97N51kP0NUujRIvWEbYV/jSyE2bNhF1+W+fErIu7kdHpe3IULsxzY62Z+Q/OydruHpm070MBm+lGDIJidxDstJ3g0BEz2ONw2GUEQcPd7nPfufpYnHrqMl8pDqLhoNuLPvPVUQ2yAmDWYAdJkbh52P+UeldQ+D/L+I71iQVwNRjHpvVr+/MS1DHjAj6qbSO04jmfejGff7VcwaZeV9IeGsAwwjCi+qlqM624i8fOPuPrOwdw5cSj9/p5MRuOuXDl6DG22mBEEAcniJN5hRpAdJLW/gb9OqOCJCZfwYdiEu0EXrnryGcbk1A0KQUQ0O4g7do8C9uQmXPinxyh79lluHPgkQTmFvAtu4t7RInOWKVz8+NW0sEBUlDDZnLjkM0dTC6KM2e7EeeJWhuAkOSkDs/4NEy59mlLVRZM+V3P33SNoJAXZJ6loTjeJuZdxbe8kBGqRTBZsTvtpb0aCaMJic+C0Hb++KJux2Z2IJhHBlkP3oaNQo+/yzwkjeckrkdS8D6Nu/gNjuprYN38qr706nQ3VKpI1jqyOgxl786V0TSxnnhLAlN2Sdv2H0z1VAq+MxWbDbpgRETGZoxxYPI2v5k+NLcz0KEG/n6B5J3pKPJc2MOGLpNK+V1cG9m6KDQ3RbMNuix29sTa9iHHX6kx97wPuHvkUXimd9peM49ZRg2mfKLLXbMdht2E+YT6SrQ7sNismCQTZhtOhYZGPm1vBZMNpl2KfiSZsxi5mTFzItJfMCLpMcrsR3H5lN1rVHsK114pZ8rN11idsTerDmIHdyGsYT87tF7L9xe9Z2aopWf1bkXTOe9G/Deql0Oo5J4xoNcuX7aEyPpNu7bLJPFt9biPAmvlLWOhLZ0if1nTOsP2i6bIi+Wt5fm45uf17cnFeIv/m8dGTCBeuZ9IKmeGXtKKZ2/yrBFVpB15l4OB9PLr571zgONtjOwZatIh3RvZj8927eHPQUZVpnUjtSp666M8kTF7EhJb/g4qWhpf9K77gvUmraPns61zX5H/wHv4FRvkPvD1pHoXJfRl/5+BjR/zq+d+jXl75KHW5dk/NwRtDiO0Ty9Jpb9a/NwRzIr0H9Tjn3xnRWsoicbRrkUXjlF/WgIJBRYUPZ7PmdMt04f6FR7U1uwsPZP/03/13EDHbHVhPG5gSZrv9Z7qe/79g8JvN0CxImC0WLOZfOIiwnv849Ua0DjXsp/BQAVvLomd8bG3uBHJzc8h11w/5n4NgacDwkQ1+rdLJ6jaQe36l0v8jSDYSklyYzynyV0CUE+n7p4m0ay6d9Llsb8bIhydgyfhftaICksmGM851egDbbwDB3Yw+lzoJmlNIrp9S/qepd+fWU0899dRTz8/kN7jGq6eeeuqpp57/DPVGtJ566qmnnnp+JvVGtJ56fk0MHVWJoPxa6vD11FPPf5X6wKJ6UENegqqIyerA9ntOPfJLUZenNBiKEglWcvjAIbSmA+mWbUWuX7bWU89vinoj+jMw1DABr4fakB5LLycIiJIFm8OB0275HzsGo3Fw7st8sDueriPGM7Ltf0YT4jeLoeArWMnMKdNZuGobBX4bGU1aMGh8d7o0tHB2KSDqqaee/xXqjeg5Y+Df/wMfPHc/f1scJj3Jiiiasafk0Xv41Yy75kJaxP0PHQw3dHTdqBNO18860089Z8bwb+L1ux5jc7d7ePC952mb4ThZHLqeeur5TfEjRtRADXqorg3V5ScVsbiTSHSZEfQwnrJacJhQQkps4hWtuBPjscuga2E8pRUEjJjSuSBK2FxOdH8EW2oyDilWvhb1U1MVwZIUh+Atp1Z3kZrirkvXZaApQTyVHqLWRNITbAiGRjToxeMNxlTczTZccXE4zAJqNIivNoQpIRmnDLFclUG8tVHMcU7EYDU1ARXD0NENAVGUMFkdxCU4ESN+ar0BopqBIMpYHHHEuaw/OfGZsrow8rE/8dr49gjhcrbOeZd/zpzC1AateWp4BpFAgJBqwpXgiKlC6FGC/iBhXcZq1omENUzOeJxmgZgih59AMISCgBqOotWdPBIEEZPNidNmQlfChBUQDQVFMxBkCw6nC4dVhmgAb0hFMDtw22QwFAK1HrxhEUdcLPXcyV2sEQ35qa0u41BROWXFQYoKCzjSoCFJcQ5Mih9vhFgqNktsUaAGPdRGBKx2K4QCKJIVu+PogX4Ff7UP1WTD4TARra1Fke04HDYk1U+tT0GyOXCYVXyeCJLDgd0Wy/6jh2upCgo4nQ5sZh1/lRfN5sRhsyALBmqghsraKOa4BNx2M5qvkoDgwmWPpTUzol4qq3zotkQSXTZMp6xh9GiA2lofoaiGgYjZEUecyxZLaaj6qayKYkuMw26qO/iueCmv1nAmxWGTVHwVtRCXiNMsIQoGireC8lodR2oKbsuJkmkGNd+9ywz5Cv55TVfS8FBW4sfmTiDeYUL1llGpxZGWYDvmrYh6SqjU40lPsCESoaaknCAygqGiWZLISjLjKysl6m5A8tGs+4aCt7yMiNWB5g+gGscT2YuChD0pnYRTdbgMHdVfSUmtgiQKGIaEKzUNtwkMLUqgtgZvSMVAQLI4iIt3Y5NjiiCGFsXv8eALRdGRkK1O4uwqnpogmhFbgAmihCSJmK1mNNVMYkqdGoquEgl68YRl4twi/opqQvpxgQDDEJAtThJTXEjRED5vGFNC0rHnWAkH8PsULImJWPQwQZ8PzZZEvO1Ev7iOEgrgD6hYEhKOpWs82lZhv5dqTxBNEOrmJBNWhwu3y34szSXUeZgCIaKigwSXjBoK4A+pyA43TrNBNOjH5wsS0QwEyYLd5cJltyAZUQKBIOGwhiBqKIqOIchYnS6cFgj7vXj9kZOfabsLt9uFWQ/h9/oIRFSQzNicsTKJ+PCFdGS7E6fVIFQbRBHN2J1WhPDx7xxmg4jfhy8QRtEFZJsTt8uB1SSeshiO5SwPRtSYxJkgIptM2C0mTFKdGISu4A9qIIGu62iaji7IOGyxFKe6EiUQVojqIMsSaGCymrGaJCTBQIlEj+VARxCwWK3Yzb/9BDVnNKKGrnBk8Ss8/M8VlASjhMMijYY+zqsP9SPOu4qJlzxJ8KouhLcV4w95CZiac+m9D3N9t3jC5Uv5y4BrmG1tTrpdxOZOpufY4ZS8/g3nTZ3KrblmDNVHyYb3uPe+XQx9824iE4fyvOdmps56mPMcAugBSrd9xgPjnmHvha+z/IVBUFPA6lmv84/PVlMStRCf1Ylh4+9mXO94yrfN5o2n5pP70mRuzpXA8JK/fiavTdxAx6fuIGXBU0z8ci+e6nJKg05yGjchr8sI/vTYpcSt/4RX3p7PvuoQqpRIqwvGcc9dI2npPPuelyyJZDVpSV52Pkd8AbTAXhZ/NJ2FB3P5w3PX0lIGvXorcz+cxTJPC4Z0qWXFN/k0vOYv3NozHlGrYcvX7zB9wQqKXOlUbVhPYUkVvoiJpIYNaN1/DFf3SuHg2oUsLXSQI1dypDqAGpfHBVeN5aoLWuPcNZs3vt6HqcPV3DOsCXrlJj5/aSKvrklizH0Pc8/Q3BPS1Rmo/gLWfDmFDz9fxe78g1SpJjZs3MzSzgMZff1VtK2cwRuLg7QbdgPX9c/BIkTJn/MSL6510v/yPjBnKttTB3L5tZfSMVEEdQ8znniD/JZDGT2mGVuefpEdTYYz6sq+xO/6iFc/K6bFiGu4tOU+XnnkBxqMuoZRF3cgRTTwLX+V275wcP2NV3NJey/TH3mF8kE3MPqS88gxedn68cPc/dIW2j72dx68vCPFb97GR/bbueOq/rRO0Shf+QZ33PMWtcPfZtId/WmZesKw1gIULp/KPz+YzboCDxHdTsMeo7jjtpF0y0lALp7J3ddtZujrDzKsVQYOAbS973PTnSXc8vb9XJhdxD+v/SvSE5MY3zUTl1HDmtduZNykKq6e+Tn3d8/AdexyCjtXbcSS3oLlrz/K0o35VBvxtL70Hh69qSeed8Zy3e5bmT1pJFl2GcEIsnbiMO7kBZZO7Ivb2MDEC67i24y2pFZvZnXePyib2oVPbujP/CuXM/PGTGQM9NAOJl1+BfuvvAHP9NmUKNUc2FxFQofmpNkSGTLxSx7tdXIiUz3q5+AH13H+pFo65IgUH7Bz07wF3N1cxZO/hA9eeouvt5WjimbimvRmzB//xJWdUzDpYSr3fMv7L7/N7C3FhKR4crqN4c4hxbz4t7kc8VdTdDBAYsvGZCUl0KJ7M/Zub8QLH91Ne5uA6j3Muo+f4a/rO/LI7TY+vPYBlpgbkWwBDIVQwMDeeDSTvvwjaZu+5K0XltLi+bcZ11QC3cP+VdN56++7OP+Nl+hb/QPT3/0nhwe+zTPDko8bCb2G3cumM2VqPt2fe5bLMk9Y1gQO8sOUF3nob4uIZCZjQ0CypdF20GjG3zaKrinHx4pyaDkffzqXTUljeOm6TLbP/Ywv1vhoOeZ2Lm9UxaqvpzHlixUcqFGxJObSY/jVjL28L83Ebcz+cCZzv68gNVOjpMRD0EiizUWjuKaPg21ffsA7X66lsLiKgGYlMTODthdez03XjyS7aA7Tps7k+z1VqI5sug4by3VXnI97x6dMnl9IwvmjGTtI5LtXZ3IwsSPDb+iJMv9dpqw1aD98DBfnlLHo4ylMX7SN0pBMWvvBjL1hNBd1bFj3wnK0IcIc2rmTxZvy2VsTQRHMJGc1ZlD3PDpmxhJa6NUH+XROAeF4M5IaorwyQNjekKH9W9E5Q6Rgy1bmbSykICCSkuUmXBCmab9uDGmfQSpetq7ZzKIdpZSENESzg5ZduzG8bRppp0su/ab4ET1RmdR2l3H/u4/QIV2idsurXDVyEvNu7MMYq4Ya2cWWwNPMndILl1LDrs/u44aH36LD3AfJQ8Ke1Jk/vTuf+1rFEo+Haw4wZ/2HfPjlbq6/ry1SoJZDPyyntNuNDEiV+AYFk28dX/xQTdfBSei+aoqWz2OLlE6SAIZSQ+H66bz+qYfBr8zj+qZ+Nn81iWdefIOmbR8m70dvT8Ca3opLHp3OkD/s5YdZb/H3rd2Y9OooskRADVLbeSQTXr2RJllwYMk03nznM+ZsGULLXrZ/3XJqGH91KYcL4yFUyY512yiOpNG1UzYSh378d4KTxi0zKdp0kJ1rN1J53gASq/axN78aJed6nnzkCppL+5j7+sd8X9CAK/56M13tAuHts3hxVhla8mVc/ch1dHVVsGLKP/hkwSwWZmQz8sQVtVLNtsVL2JlfgZje6gwh2GEOfPsJ01d4aXfbq9zm+ZTP98XTeWB/zMveZPaXc3EMa0su31C4ezcF3RvRTDzAus3VJGR0IK9pCvv/devE6qGFqNj+FTNm5dNw0Bgu6d2CpNp9Z/HLYwXg2/UFU1eHsFvsxJ2mcmygVK1l2rQ9yPFm7M7Th7N6ZC4vvvAd8eOeZNqwDqQqu/jo/rt59ZNMnrm1P03PvjZgqNRunMxra5w0S/ZhPu1yIYqPlHNk23KqH/0z7zzVBtuhD7n1ysd4q8PXPDJyNDkjP2dRyRCubeJE8q9ixrdmRrzZFbsoQrCcskgfHpn5EYPnjyJ3jgBSNpfd0IPn35lB/rV300w2CG6fxRzPUCbe/CgD7noYxTuD65p/yiULP2dswpkXf4auUuNRaDf+LWaOq+a5kRMBg6jvCN+98iRfOx/jo8UXk6GVsvGTJ3jgoUlkz3qCLsohFv3jWRbE3c+HS0eQY4nirVVwJ7noO/geirZP5/EbNzD82ze41B2mbPdCXtswmdmbbqFdTyveqsNsWl9Is8ETyJE3ktr8Ih556QNuaSZBuIStC9/n2ffOpRPOHcGSRZdLH+POSTfRWgxx6IdP+XD6YhasH0TnIamnPB8GWriKPUs3MG9tJVmX3M6oDgJbZ33F18v99Hj4E97u7qJ85ae89cnnfGRK4oERoFcXUUUWF9/yCKPbmDi8ZDJvfD6HWYm3c9+Db3PVhN18/uI01vuaceWj19LRBoGdXzDpyxV4Wv+Bt1/tj2v7VF7+6Fu+ikvjj6NHcYXnXT5e+RWzXV0wFB1D8VG4YgY/rAnRtP8ohnaVWfvax3xXks3Yl59kSKMyvnz+ZRbPXUxK+tX0zjKfdGcmdxq9BzTmqvQ4bKEjzJu3iVU73CTGOchz17WCVkO+pxEjL+hK10wbeiCCYTahFG1j3hYP8R3O55q2ifi3rubdg15CdUHnWulBFu8Ok9WjHze3TsEZrqUsasX1OwhU/NElgpiYTaZYQ2lZOV5nM5rHV1NWrQMiJmsmfS7uRpwIotlJ9qDhdKlcyrL8M0lQCVgcKXQb0o/wt1+wKaAQ8Bxg2cpqzh/Rm3gBrM448rrlse+rhRRFo3gr81nxQxldL+yAFVB9Hoo2rqOgcW96xnsprQ4hpjYjR9jEml0qMfdwgKojBRQUFFBQcJjishpCP6HPY4hmrI54Em1hKiuCqFIiackatbXBn8zYqZTtZPFbExh1xeVcftWNPPnZbsztL6Bbphz7raEQ8lZSXBirU2FRCRW1ITTAlp1Hy5wUTAfXsaEkRMW+fRR4FFI7d6aJ+cevKaXl0qJ1a1omSWBOo227FiRZ/ezfdxj12E0peHYvYfHOMPHNe9E7z3H6Hqd6mG3byrGktaVrp6a461asojOXAQM64oiUs78qmU6tzfiK97In30dg7zq2+BJo0Kw5jRNFMDSCngpKDhfG2rywmEpfCPVYw+mEC5fw3rvLkbsNZcTA9jQ4JyF0Ay2wj9lTV2Lv2YdOedm4ThmthlLDxk+nsqPxYPq3zSHVenoZ1WuXsj3jfAZ3aUyqXUKKa8Ooq7pQuXEjhTU+FAA9QFVJEYcL6sZPcQ0hVTtlDBiovm1MfW05TceNomOyi9O6yogSjcq0v+lvTBjWnjS7CXer0YzuXsaqVYdRGwzlms47+XJeASFVo/aHmSxJHMml7axIIkQPbOVARmvyTlq5C6QMGcdFRTP5bGcYwwiyeeZ8lBGj6eU4h7ZUvezZU0OzVtnHPRKGQiSwjaUr7Vx8/WAaWgRkezJ5g0fT1/iGeVsCBL07WLUxjmE3DKepQ0SSrSQkuc6chF+wkZDShj69rKyas4qaSC1VhRvZWNaGIf0zzuI8nYEa9VN15OiYOkxxmeek51hXwngrj1BYWEjh4SJKKmoIRH/qQVeI+KspOVxIYUE+hcU1KOYk0lNOF5Q2tABF6+bz1aLdyD2u4/r+DTHXFnAwvwYtvTv9zkvHIjnI6nQenZskENi2if1hEEwNaJbXhrYtXAiClazWbWiWaKZ67x5KzqjMp1C4axdlioWsJlmYasqJJKSTKkbxHDpIkRJH26FXM6RphG3zv2DR7koqd85j2pwDuDoMZsQFrYir2cHmAwrO9GwyXEEqah1kZjnxVxdxuKjmZHkywUpWw1QaJlnQQ0F8hpPUeBktGiIQPrGCLlq2yKJpmgOLIGJz2rCbRcqKKvC5kmmdmUCyzUbjvIY0TXRw7JGWzbhMGrWVVRSU1VKjWUh0mbH+DgICzvAmaqD5DrBo8rvM3lxM0JAQ1Aq2VmlceXRWEWzYjraeICBKDpy2AD6/AQmnlyiY7cS3v4hB1j/z+ffXc7v5e9aEBvBIdxeCtwTB6iaxVV+afTuNr7f3ZmDpMlarF3BVOx/vbAZNVagtPUT+kte5s2AaAjGBZ3N8DoMlDYwIVfnL+fyuMXxhFQCVsD+ClHg+A37szg2VQNkeVs7+jNlrC/CqAlFPCRVBC+edRdJrU2YnRjwc2xMVo14KV83k3Wnv8WLQzNPXxUG0mE3zp7Nu62fYBDDUAJ5QIh1H9gZTA/JaNSF1z2rWr9yAKVSET2tA/06N/nWkl2xClk2xvSYEzBYzsgDhcCRmDDBQfftYtmgbwbgWDOqosmh54RnuPUIkKiBazFhOsQQmux2LoaMoZvK6d8S5cwf7d23F4dmBktyI3GaNiRPKwahmw/SX+Xb2ZBwyYASpKDLRp/2VdSVFyV+1iqLGo7i4SQ6ptnN06WhB8ufPYanYjdHdW7NvzSqqT/haMBRqt83g440NuOj2LiQt+pSNpxWi4/f6kewOrNJxAWJTXDz2kI+AqqFZwPCu4p8TNvCBNbZHa4RKORAZfHxBIACaj12f/oNF6dfwXK9MPn/zDPcj2ImLs6DrGseTaZpwu+2EQyEMIZmLrh7Asy/OZt/YJApmraLRFXfT3CQhECF/8QrCvR6lmSxw0rzr6st1l4W4Y9oG7nosysxvLVzxYRfOVkAHQyVSs46VB1vTt9OJ0dcGuubDG3STEHdMIAxJdhPvCrKvNoKe4ccXdJMYf3aToTkuidyevUmbOJdFB7JI2riRqs7jOD9JwPtTetlGhMp9y/jiztHMsApgqIT8ESzp/RlUV1//kR3M+f52tk+WESQric16MuLaK2j3r8qNlrNz6Qweun42lmgEzZRGx+E3cGXOGVoweIS9OzTS4wZwRecsLIARiRBRNXSbPSZLBwgWK1arjBgJEogYIMmxZ/Po92ZLLA9yJEzkjNF6UYLBACUbF/Ddxh0scIqAjhKNp3MLB5IGmBNp2T6XbzZvYde2Cgqtflz92pDTIpck2cAIBgh49/DNtPWsX/weZsBQIgh5I3Cc8lwbaohDu/fyw/bD5HuiKLpOsNYLjRugG8fT/AuSBadNxnLSRKQTiWpIsows1cUNWExYJfGYoZbTmzH8/9i778Cqyvvx4+9z90zuTW72JglZQNh7LwsqiosiWve2fLW1Wqu27lUcbdXWuqriAFH2LHvvhBDI3nuvu8c5vz+CEgQsUtv+as+Lv7g599wzn8+zn/ECu49XsvyrPJxKEwNGDmP2gAjC9d9un/1xOTvNFgN073iJ+9/T8ubG95gdqcDesIaHZiw6tYGE6G+hurILX3YoKsmHs7mMKkcE023nSyjVGM2pTJ8Vw8IlaxmWcBAueY6hevB1A4KGoJBUJk5U8PzHWwhS52C99FH6q5b0HqRGR1jKQAZddjkfv3QlkTplb6/SgAgKN3U5OsLTLuHRb9pEOynZu4w3nj87Wf2Gr4Xi/cv5aFkz015/g5+la6k/tJKP3/sUByAFfLhdDtyijqAg3Xcuf6VQm4hOSScj5jDry8ppCgwBbQJj50073SbaepgvP/ySHV0ASsJTM0mJLGLHps/ZEheEGD+TwdHfHWgkeyftbW20eUWiVD5aW1rp9oiEBgehAQTRSeXuLTgiokmbNY3Bus1sPteOlKFERqg52tBMQ6OTxFNvguh30VBfj12pIzXUijVtNCNCjnK4YDVLqwLEj0qhf8Kpkq0ijAl3vtCnTTSfD37xFhXfpEs6Mq64jSFNJezeuAFbyNVMSgs9u/R2LgJ4arfwyTEfo28Yw8B+6m9VkAuIjiJWfJRD6KV3MzIthqat57wzWKOjUW5tpLnHiVc0o8VLS2UtLmsKVp0aFSBYpvN43zbRE69z5cKGPmtSSrjKl/PmOjPzXppMvKX+PM+DjvTB/Wk6kkOTI4VgnR68zVTU+YkbGI5KocQ0cT6XP/Uoq/baKD6czjVPJKBRCgR6jvH5GhdzXhiGTiHgOGO/WobfcD3mn37O5jEi223X8UXWhXesF712ajav5cSAuTwToYC2ry+jApU6gpjwNirKu/HFWlBJXlydldR0hhMXqUepCSXM2kZlRQ++mGDUSIiiCErluUuW6iBCE0czMWUVX355iCElPYy5exRBgkT3PzpQQUdk1qU88U2baDsFO3rbRE9tQFDiMFeexGkAACAASURBVK6/7a+8cHkInoajrHr/ryxbshXrrO9YzFIbw5DLHu6tzlV6aclZxfsfr+Gdlcm8ctugMzIjgjmV0TPjGG2uYu2Hq4m6+0oGGoMINmpR1jbT5PATF6TA39lGe6cbKSiUEL1AvbebzvZWWnv89LcIuNtaaHV6IMrSW4NyVr5cS7A1hJSJ1zL90oXcND4cjQLEgIiEgELw01O1j69W5+JPGsWsmS4MIUq8tHJ4w1qiQ69ilCkEW+RQrho3jRtvnkGyQQliAFHq7dDZ9/4EWirZmtuImDiQO+fGE612cWTLTrY4z7oJ5wh4CkwmLWKTG7vbi1/SIPU46fL6+bryRxKVhCWlcU1KBtf5nRzftYOPT1STGRNEqN6A4A+AQolCca79/3c753sg+gR0wWaErnoqK0vI2bCJYz3SqZOXCHi7OLjyCw6WVFBWeIzNH62mOvtypsSfPwgoDWbiJ82k37FPee+gnksvzTojQVWZrCSMG49p799YWpzKFTOivzk4pdlK/PBx9C9fyd825VBSXkZpcREF+WW0+i7yzKXeXscqnRaczVSVHCPv6B5yanozjb62UvYte5s/fbqf5nPUFkk+Nz2tdVSUl1NeWsDh/Yc4WukgNC2ZyAsY4SJYkslIjUZTs5uD1RL9hmcT9g+eLqmzghNH9rDjcDFlJ/awaedxupSxDMyKRQVIrbnsKbCjTxzLtKHh5w/8iiiGThhGqLeUnes2klvVRmdHKzV5m/ji76XoYzMYkhWDWp3AyFGR+Ir2sL/NRHRKKnGGC38FBGN/5tx7G6MDOaxdvp5DlV14AxKILjqa6qiuqKCiooKqhk4c3R20tPf2oEXq5siKLbiHTGFsdgphZ9eb0rxjKfuCpjBzTAaxQedbTkrAMupSpivy2bzzILmFZZTlb+Xj1RWkjh9BotV8YWO8pE52fbAa9VW3MD3RyvkL1UqSL5vPkIoVLN52jKKycgq2f8iapolcOSkSrVoA7TDmXath68vvkzf4KmZEqVF42jjx+SKWSNMZb2mksrKCqhYHAXsz1c29TQuqtOu4MWkPryzaTeJPryL5AkdRSaKH1vLtvPdePgNnpGGvqqCyuoFOj5uOhjY8ukHMvtzGoU+WcqCogrKi4+xduYoTkXO5dKARY/BAJk/SsveTJewvLKOsrJSiwhp6zltZo8QUEsOwCamUr/uEQ56JXDL0HE0KF0n0uuhqrqaisorquhbsooYgixntd/2A5MPd00pdZSWVlVXUNnXiEtXoztlep8Dcbxxzrp5FpnsXH368ldJAFP2zEgh15bBp3WGKywo5uGUXuY1+IkcOI1kLSG2UnTzM7q05lJQeZ/vmPRR0a0jOziTi3LkN4gYMIVbrIG/rOnbnlVBeVsyJEyVUN7bT3ZTHmk/XUKwbxOyrZzPYpkZlG8bVN86mnyuXtV9t4kQgmaGZerqK9rB5Ww6FZeWUFhyjsLKJDte3GyMUqLU6DGrwOJ001ddR0NBNu/tCZtJSEBUfTbS/i5MVDRQ1tJBfWEd1pwvvqa/7OprIK6unsL6D+k4HDr8Ck0mHXqVECHRSmXeMkvpu3P7v/qX/RmenIQollmn38tCWx3n+9tswhYaTOn0Bt821E9ACKFHpUpgwqJF3HrqLmm4fhv6z+N3zN5KiEnCoDNjiY7FqvvWAKnQYw0YyddBL/D5wFz9J7e10pFBqCAqPI8xswhIznismrmNV2BVMtGmoN4cRG2ZEoQomJvtqHrjfwR//+jC31LsRtDYyptzIA/3jsOrM2KIjCf4mM6pAow8mPCb8m56TglKNPjiM6LBTCac2jH5DpzLt0Ot89MvbWRqeQlZ6GpfMCcNpVBLwuuhqqqfB08W3nzOFxoBRbOfkl09x0xolEgp01n6MmbOAO+aNwqIsw2gJJcwWxNeXQVDqMFlthKtOdf0XTCQmxxKd1I9SXQrDB1r6JDQajJZQbM5gdIrTn6rjkoioa+fInx/i3TovlvRpzLv5Oqam6FEUmtATTNaYMYybNpIoNXi1ZkJDQjAav51LF7AOmcttyiC++mwJH27YRVGniv15o7nkmgXcdMVEsk71WozMziZUs4O0yHhSUmNP5drVmG3hhFpMaJXf1F8RFB5OaLARjUKNOSycUIsRvW0o198/n54/rmbPgSSiRxkINTey9t1n2fihGgUgeR10tLfzvNNMfNhkzDYBMfZS5k0dTEq4FiQNwRGR+Ew6VIKA3hpOQBHMvJ+OJzPOggo/upBownV6NN9qgxGs47n3iR7efesTnl3ViD0QRNrMu3nw2iHEWNQIrmCi4sIw9x2qorEQE+vDqFYiCFpCIiU8gRu4/9IUrEYlBLRYY6JBr0Lx7cc8/jqefbaTF179Lff92YcyOIs5Tz3B3ATjqZKtkrTLZqN5/g3G/3IyNpUC/5E/cevv9iBG1fHkHZt7myvcXdhanmfW7+Io+PNlaBUxzL4yjkd+o+eNy2POzP0qzET2iz6rzRgkfM46Vjx6D4sbIkn60z3chIQk+uixd+B54EFil33CTXc8x71vLuKl+z7HKWixZc3iVy/dwSCdANoYJt37O1pef5Wnbv8ApzKYpAl389wziQQLClSaYCLjIzD1+W2FIZjQjHGMEPbRPuUSBuoASYFKe+o9/TpTpFCiNYUSFS2gExSo9EHYonuH3fTePAUag4WwmHBMqt5hbSp/J4fee5DbFitAZSQm+xIW3DGDpOadhEV+PcSt77XRYNAH6Cj8imfu2IBKAqWht3fuzbMzz6wSVxsIDgkjwmIiNHMIc69288XKPazZmcydM6/gGjHAx4uf5b633egiBzD12huZPysNvesIgimexNA2mna+yv+92YRkG8gl19/MNRPiTjW/aDCF2LBpgtCeGt+jTZzIdfNFli9ezKsPvkurR0VI+nRuuOknxNXvoEhKYepVcxmX0M6m0FBCgk0EJU7m+vldvLv0OHsO9OPauTdzleZTFr/7KJ802sEYy/jr7+OWuVGE9qm5V0ckMCHNwZb8EywpVvYOuzKYibPqTq9Fq9QQFGzApFWdlQHXRCQze6SX9QdPsPikQERiECadHpOit9AhSB5qC4s4XNOF0y9gskUzYWwiSSE6FJ2b+PNjH6G76TfcfcUQYn9s7aTS9+KXnG1bpYeHT5RePO77fl8VfVJn9T7pDwsmSncva5DE7/ftHx/RK7UeXiK9/OgD0uOf5EnOf7C56/gy6fknfi09vjhP+p5X/h/wSSc+fUx6+MlF0ld5jm8do19yFC+TnrzvYemlT/dLDf4f9If7/pDUvv4J6cr7XpXWHG2QAv+qn/n/geiVOnY/Lk0Y9Yi0td0jBSRJ8u76pZQ1ZZFU6Paf8V50fzJXss1fJrlESRJ9XVLui9OkzDtWSR0X/PKIkqenRHpzTqb0882ePp/7pJ6mrdJvxs+UXiv44W+q6OuQSne/Ld176a3SR2X/sofm/xtix2Hp0xcflx56cplU8qM9XVHy+fySLyBKoiRK3rYi6Z33NktfHm+W2v/BObsOvCLdcMsL0lc5tZLzR5jwX+SMRd9jvXlJJODupK6qitJ9X7DNMYNfzoz40dWLX7gAbnsnbbWF7NmRS0Mglpnj0vkHA2pOkU79+1eT8Pa009ZaxcFVu2i2pnHpoHQi/oUTMSm0ZkKCegeJ/zhJOFuraWqtYcM7O7AteIORpt7OTqImCFuo8axqIUFvJSJYQXtNOfb6Xby5WmLBazO4wD4+p3aiwhhiI+hbNUMKhQZzaAjGH7JUIPpxdzVSWVbA/vW7aR26gFlJ/0Wzd8nOT3JRW9WOU6nFZBDoKK6n1RhEllV/5njUs4h0tHjJmD6RzJgwvlcH/f8S3zuIKpQGwpMSCPrORog+RDedxSt44dHPqbZkc83j9zPO/CO8khdK6qbi4HI+eGs55WFjueqmnzIl4Ts6RZwiaM3YbOEYgnU/cAZEQBsURpgtGPM391Sk/sAy3l28kuPCKK677RLGpQf/CzM+Aoasy7gzRENibPCPdGkhPyc/e5wnVzWiH3IPz96cif5UhkGRfBVP/J+OCNWZvRh1I+7k5WgPa568j88qtQy64zUWDj9rHM93EFBpw5h41xMMOaMRVYkmKI05v/g52sgf7q4GnK2Urn2VRxaXYB00hwcfmo7tf+FVV+oIDg0j3HOOYU8/GhL25mr+fqKBZreExhLBmFEpZIUb/8E5K4i69Nf85t90lP8JgiRJ8hpNMplMJpNdhB9npl8mk8lksn8DOYjKZDKZTHaR5CD6NUlC9Htwu114zzlNl0wmk8lkZ/pRrScqiX68Lgcu9AQbe5cOczp8qM1B6M7Vg0wS8bl76Ghrp6vHTndHC50eNZFZY8kKl3sVXhgJt8OJU1Jh0GtOjzn7MRO9tHV40AQZMZ215JRMJvtf8uMKoq4OanK2s70xkvGDQ3E111BWESDz8llkBn07qRPx9tRxcs9GVm3Yw4mqVtyaMPqPmMSliSPhOyf6k31N8vWQfzCXE8ooxmT3o/+pBcn9HhfdTg9OT4CAUktIsB6T5nwzC30/fo+LbocHpzdAAAGVRkuwWY9Brfjnq1ZEH13dTuwef++arUoVRpMRq0H9zbqIkqeZDSvz0UwYw6X9gjD8L2QcZDLZOf2ogqhCo8NgUtG++2N+vwHUhjDSJ17LlHOsDSr5Oig7uIYP/rafsHkP8trMAUSZVHKp4nuRsNdXktOuIjYrlNivl4NBpK26jG3HKsitaKZOk8RNlw1jUnIw/3gwzz8SoKWiiL8fq6GkxYlLVKA12xg5ehATk61YNP9cyVDytnFg13EO13XS5hZR6QxE90vj8jFJJJh6A6mgj2Fq1nH+cLiG4VHpJJhUcruITPY/6jyLctupL6pDmdifSB14u2qpaFES0y8KI27a6+to6nL3ro6utxAZE4lZ5aO9qoQGh4QkBhBRolIqUZsiSEqwonB30ljXRJc7AAo1eks40ZFWdEIAr6OF6gYvRr0fh8uPKILKZCM6KgSd4Mfd00p9M0QmR9J36lbJ76anrZFm0UZyhBa304HXMoGFr81FJ4j4XF001TTQWt2KMcFG3+Uofa01lOTmUJ94GXcONtBZVUyPPojQ8AgsKjcdba24tJHE2XqXSwq4u2lva8eljSDOpsbd1UZjXTNOFKDQYgqNJj7MgCD6cHa30dzcjt0LakMQoeHhWFRu2psaaO72IIpS7yTTSi0mq42IqFC+Xv1KcnfR1tlFt1tAJbpx+0QEjQmrzUaIWYtC8uHsaqelpQOH14+k0GIOCSfcFoxOctDa2EhTm52AojeYKNRGrGHh2KwmNIIfV1cbzS3t2D0iSn0woWE2Qsw6BFcr9R0+tOYQbEFaBMDf00xDt4ghKIQQs+bs4CS6KCtrxqOPICrUfMa90QaFMnCIlXjrCdbW/LB5tYCgJ2XQECZEhBAi9HBo6y5W7y0hxjqIwZGGfypnKKjNZAwbxqCJesxaAUfDCd5ZeoTN0RFcnx58alo5gcj0foTvLiKntR9RBhU6OYrKZP+TzpHeiAScOfxh/q8I+mgXjyTWs//zF3jt4CCeePU2Ehs28d6fPmdPdQ+SoEBjS2f6jfcyb7iCHW//hndyHHRWHKNEkc7I/pGEDfkZz/16LPZtH/PnT3ZQ3hVAUOoIS5/EvDt/xvSEAPVH3uX+R4sZMTWUtlY7rh4nQtQo5t13GzNinFTte5/HXodHVv2GEX2KMv72Sg58/ByLHHey+pFkind/xCtLrPzmg7tIE7upOrSEFx97m6LEu3n7g7vIVJ0+x57ONqpLCulRxvPlays5VtUN1hTGXH4DV2XZ2fHp++yx3sGiB8ZhUfhoK9jG4g+XUz/6MV64zkLh9o949ZnPqAsPweszkXblY7x931B8LcXsWf05n60/RpNbQB+eyvg587k8zcXBL99h8bYiautb6CKUlOQMhl9yDTfdcTkZp6Ys8lbsYOmny9lQHUKWxUlLlx23KpJhs67lulnDidF0UrZ/JUuWbOZkmwOHV0PihGu5+aarGWU4xlevv8p768rRxIahRwK1jSGX3cCN182gv6KcfauWsmzDEWp6/KiCUxg/96dcc8lwwgqW88qyBpInz+fu2amokOg6/AkvrnMwdPaN3Dwl4awKbsnTQWVLAF2UCau576OkwBIRhSVCor6rDG39D1m+VxKblkbsN//XMSjRyubDHnr8AfwS/FOT8CiNxEXrcXR20d7hx+7wIykCeDwSonR6TSshKII0ywFyaxxMi9aj+/Zc0TKZ7H/Cd2TaJQKuRo6v+wtvbI/i53+4i0GaWla89gzrQp5j8ZcziRY6OPnVU9z/2z/Qb+WrXP3SKq6wN7Fn0U/5rWoRqx8fhkry0FmxiT+9shrlz99j6ZXxKFpPsvb1x3j51WgGvDoFyefG3VKPYsZrvDHJgrvxOKtffZzX381i5G+/c6XA8xy6j57aAg7+fQOltiziziolBPC4e2ioqKMrXEHmL17mwWQfeSvf4Z3P3yPssQdIz0xl36YdHGkbzdTgVqorSqnuimHy2H6oA/W4PCoiR9zKvQ8MonTlcnYBkr+Don2bWLuznSEPvM3tI+DYl+/x6frP2Z38JDc98SHzbtvN4o/XcEiYyhMPzST8HCUYR1MHUsgErn7iJoab2zm09M8s3r6CjXEp3DzCRMzgy7hn4DWERhlo2PgWr685xO7cMYwYC4I+jUvuuJVbF84mkW6Ofb6ID3IOk1s2GFXdclYd6KT/z37Pi9PCqPryVd7atZFtkfFcdRFTrUh2O+0eJRqDBsN/KIgE3N2UNDjRhyUSZdDwgxyG5KM05zDrittpaHfiCU5hWrwefd/oLJiIsCpoaevGL4Ygt6HLZP+bzl8JJXpp2v8+T7/bztXP/ZqpERI+13G27tLzkxumE6sVUGiC6Tfjp0xVbWb9Me+59+NzYy87yCHPOK69NAmDoEQXksDoK6di3f93DtsBhR6zbSiTRoWiQIneEs3g8dlwaD/FfgA/HnsjJcfzyMvL4/iJYiobunoXuz2LhN/eQMHh7extSGfeVQPPMV9j75qI+qh0piy4l6uHRmMOjqHfwJFkhtaRX6Emrn8m/c1F7NzfiKOlhsqyanoSxzMqVkmgp5POzk7c4QlE91lOSeqpp7qsigZ/BDGmVkpLWnALOtRCKyXFTVzoyBmFLZHk9EzSQ5SgtpGe2Z8wo5vyklp8ogKNRsDvbqO6pBq7X4GgVuFyOHsXyBWdtDdUUJB3jNycHE7WOtFYwgkP7qCwoBaXaMaic1FVVINfZyTQ00FNbT12CSRXO3XlBRzLzSU3N5f8sjraHb7zz9UbEAlIIAjCWauZ/DsEPHbKT+Sztz2IUdnxxAZrf5i2SUFD1riJ3H/9T1h4xXCmpFoxCtK31oQUUKsE/L6+C3DLZLL/NectiYoBJ0Xbt+HrfyeDrAISIIkO7G4jQd901BFQKE0EGd3U2P3A2SvFS5JEwGnHbYjC+HUKJyhQGowYRDs9LgkEAUHdZ1V4hQKFRova7cQlgSXgpK18M28/WdU7+bbKRFTWNG6cP+qsBF7yO2ksOszRXTUkzbubke4NHDrrqJRoNAZMRhXdXi+9lXQKVEoNGq0Sn08gPD6FjLRwlu3ZytFgHeW1LvpfOZIIRYDuxnrqGzoxZWUQoWg4vVufF4+9noKc/bz7fD4mASS/Dyksi2nB36OkolT2riJ/6hqrVGqUSHi9Ljpq8zi0aSM7jjfhlgSk9hJyu2OYMebUlfDUkfP3/RQVbUTjdhHQxTJsziXEBnvJc3VRuvcQpY0nWKcRIODFo89kREhvXbLYcIQ1+3LIWWvoXVO1vYrq0J8w9XzHqdWgV0r4/QF8Af6t3dQCHgcVhfmsPemj/8hsxsYHYfrBCoO9PX7NGi3mjGRqc1ew+ngIsWMiCfmm8dOP3SViMGlRCHJVrkz2v+q8yZ5CFcz4+58m6P0XefnjKH53y1gi1TEkx3VQdLIFd3wEWnw4mgsp7YglOebsAAogKFVoIxKIdhZR1OBkQJweweOgrayCdmsi8UECiD48nTWU17sYm6hDdHbTVF6NPWpYb3WnMojoQTfwyJe/YYTCSV3uat549m2+ShvEJWf8WgBXWxm5O6upiL6aJ8eFUr/lnGeHKTiEqCgLh/LzaLlkKuFqJ92dLXQ49cTGWFGHBpOcnkHcgbV8sWcgSl8m84aGIHhaqCgtpaojhDGjElFKp4OooDdjicpi/PSJLHjydkaH6FBIfgIBEUmhQQmcY33vs0g97bQ2NdLoCpCg8dLc2EiHS8JiFSjfuYYN+7sZeMvj3DLGSve+D3npi4LTnX70qUy7+ebe6lyFi+qNb7Fo3RY2RswmIzyOYZePZMqttzKjnxEVAXx+EUGhxHtkL8p+M7jr1tNtom3bXue36xznLd0pTEFEmCTKe1z0uEQiv7WgpSRJSJIEkoAknVoHvW+8kfw4HB48qDHp1WgucKhIwGOnoiCftcedJA7LZlI/C+azGkJF3A4X9oASs1GLRilcUK9dyeumyyeg06hRKyV8LgfdHj8dPW4CfYucvg6q25TEpQT3OW4RZ0stLVIIMTYjqv9E8Vwmk/1bnb/sIChQh43i3ufv57kHX+W1YCO/ujKLy69L4bEvP2NryCQiFF2Ub11LRfI87h5wnl2p9ASlTOayQVtZ/8kmYmfGouioYO+GYkKu+BVD9NCKD2dPETtWbCN9kg13bS7r97TQf9ZkklVQiR9PTwtFuTmoFF7aK9sImGOIsiihT0GQgJ2mmhMcLp7GLU9NJkLRSP25Tw59eDyZQwez4/PVLNlsZIylg4KD+bRZJnHZQDOCAmKTUkmL+JjXt2sZM3chg4wuWk/uZeu2vRT4xzOpNY+cxmKq6lpoC66jxpVAclYqcXk7WPflFqQhkWgDbiRtMOFJWSRe6BpWjgbKju1l604bg4zNHNp1EruuP1MHxKI9okev6cLeWMaJ3ABVR/IpbXAx7Ovvik7a6so4kZtDh+CluaYLv8qAyRjLgOHpHF2Rw971G9ANT8AseHCrQohPSMB2YUd2JrWF5BgdRQ12Wrs89DPrv2kZ9Dq6aOxwUNHioMchUN/YRKEeEkJNBOlOjRf1dXL0QCGlqhimDI4jMfhCirJ+mkvy+HxHHbr+GYQr3dTVNlCn0BEZGYxFd2pBYclDcU4Oe7pDmTG2H0kW7QW1WvpaqthR6Sc4yIRFK9JVV87BTiP9B1vRqU5nEjxNtZT4I5kY13chcDf5nz3N24GbePHuMdj08pApmezH7hyploCgDCJh0ECMRhX6uJk88mwnv3txKXvHPc1VNz/Dg+IbfLzoWZySkuCUqTz0/K0MOFUQFZRqgmKzyFIaTyUgSgwhmVz98IN4/vIhrz3bAxoLyRPu4He3jMQsdNKm1GOKGEiatJk3X6zGIZlJnnw/j8xLRyt0oTeHYNPtZskLz6CSBFTGSAbOvJd5I600dKWQ4QpCUGgwmMJJy0wm6YqbmBatBK8GozWa5GTTGcMvAARdBGnjruamno/42+KX2SaaicmazNy7r2N4cO/GxvAoYlKziDguMmR8FvquUnb8/Us+XneC4H49/OnpDUgBH+7uVpqVn/LHpER+f/1MrgmIfP75Jyxa2UVAYyF1whXMj84kEQE0ZsKi40kSLKjPk8KqouKJFERq17zBujov5uRxzJl3DZNSohA1Uxld+wkrPl/EQVM8Q7LjGDM9iqQwA4JKIjxCSfv6Dfz1uW0oRAlVcCJjLp/HjOGJxBpC+amo5ctlq3hzYwsuhZmEcVfzs+tiCTeFk5igJNJ6eqk1VXAUSQluwk8NeTmbmvh+sYTX1dPQ0klnhI5QtQBI9NRXsvlgOUXtPgTgRE4uRfWpXDchjUFRvdXFkrub8sp6yqwhjA5IfLugek6Sj5Y2DxodNJeeZEXpqfupjmT2nCGMjDL3toGLTmrKaygI6Bjvv/BGS4VWA5217C/sptstoTEFkTFuDDMzgzB9fcMCLgrz6xHSs8kKVp2+j1IAr9uDy/+tUqtMJvvR+s8vhebroGL3X3jgGS+Pbvwdo//50fg/EBFPUy7rP/uUtfUjePi5eSR35bJu6RKWN47j+acuI+JU4umr3MFnS1eyx3Q9b947/J9qGvQUrOKNJbtpSrye524e/ANMTvCv5qXy2Eny/VYyU2PpF3ThDZOuiiP8ZXsrkUOHcElWOCE/YJuq2F3KO5/mI2WP4uohkYTpfrgyoeSqY8WGWqLGD2aoTfvD9AiWyWT/lX5UMxb9UHzOTlqqC8g7sp9DFQEyr5hEshoEpRZjsI0In/GMCyeo9ARZbYQbzt0u/OOmITF7MInf+3sSdrdAVP9khsZZsP7AT2LA7kWT0J+R/a1YfsAACr0zFs2dG/OD7lMmk/13+s8HUUGFLjiWzIF+zpre9j9Cwtlcys4lb7GqMowhsxawYGIkCkAyxpA14XJsHivmPt9QhqYwYpqZFGX0Pz1aUNCHEBOfiD7C+CNvTxMIyxjKT/9Fe1dHZ3JL9L9o5zKZTHbKf746VyaTyWSy/1LyjJ8ymUwmk10kOYjKZDKZTHaR5CAqk8lkMtlFkoOoTCaTyWQXSQ6iMplMJpNdJDmIymQymUx2keQgKpPJZDLZRZKDqEwmk8lkF0kOojKZTCaTXSQ5iMpkMplMdpHkICqTyWQy2UWSg6hMJpPJZBdJDqIymUwmk10kOYjKZDKZTHaR5CAqk8lkMtlFkoOoTCaTyWQXSQ6iMplMJpNdJDmIymQymUx2keQgKpPJZDLZRZKDqEwmk8lkF0kOojKZTCaTXSQ5iMpkMplMdpFU5/pQEl00l+RTUNFItw+U6iCi0gczKDH43F84RfS7ac7fyaGOOCZMzsAiAEj4Xa0U7d1NkV1H4oiZDI1W/ktORib7p4jN5G09TKXdiyQIgIDaGEps2gDSo4PQvyeB1QAAIABJREFUKIX/9BHKZLL/z5wjJkqIrmr2rlzG9ooOXKICfA78tmksfOwmBgefPyEJuLs49tHD3H14Huu2ZmBRgeRzUn9kCc/e92vWdsRww3u5vBWt/xeekkx2kfwn+fTxx9kX1p+EcDMaQUT0uiHxCv7v55eRZTOgkuOoTCbr49wFS0nCmDqL++8YS4pFQU/pMn5xzcssu3oBg0epL3zvkh9nYy5r3nmHnWIcUWqx92Ofi9bCXWwvdGKMG8yUUYnoBQh4emjI38XeSj/BScOZPjQawe+is7aAvJPVtLkktJYo+mUMIC3aiL+nldKcA9Rpsxg3Mgmj4MPRVsXxw6V440cwPsNKwNlJXXE+hVWt2P1KTLZY+qWnkxxhBEcbNQUHOVjahQgICiVqXRDh8amkpycRqnDQVlfCieJaOhxeRJWZiIRU0tMSCdV6aK8t5kRhO8bUYQxJNCP4uqgvO0lhvYLYQcOIDlRRWFCBNyyTIZnR6HHTWlXEybJugpKzGRTlo7roJOWdJpIGDSbJcjqFlhyNlBYUUuMPJ31gBtF6L52NlZQUllLX4UEw2kjon05KfDimM+6ihKeznsrSYirqO3H4QGuJISW9P0nRFjTuBoqOl9PiFVAp3LQ3d+JTW4lLy6B/fAQmfwMnj+VTVN2OVwJQYImPx+h14hJCSRuQRnyoDsHbTFHOcaq8ESTbfDTWVlHvi2Lw0EySIs2okHDU5HEkv4wmVSIjh6QTb9Pj66yhpLCEioZOvAojYUkZZKXEYDUItJzcS26DhuRBWSSEmVBJXZQdOESJP4YhA4JoyztOcUMnbqnP6SqspI0dSaK/nCMnewgfMoT+EcHoFKevR1fJXvYVS/QbM4Qki4fS3UdoD8smO9mGSfOtFg1FArN++SJ3jUvEqnTRsP91br9zGbvnTiQ5xIBJsFNfcJyT1W24/RJKUxRp2QNIsOo4s6Aq0nh0PfuqvAiCgCAAShOR6UMZmuglf8thaj0BfB4PokqLWqHA0G8MUweE4m8tJudYKS0uERQ6bCmDGZoWhhYJT8VutjaFEie10OoO4PWKmOKzGZYRhhaQRA9tZcc4VtKEMwBKvY2kgYNJj9Aj+d3UHN5Ijj2FSVOzsCp6j9PnaiRv+0EawkYya3g0feuJAp4eqg5v5kiTgFoBgqBAZQglPiObrGgNzpZScgskMiZmEdrnUooeO62VxznhTWZ8fz3NJTnkV3XhFQVUeisxqVlkJFhQi17srdUUniih0R5A0JgIS+hPZmo0Jpy01Zzk0OEqXColAgIKtRFbXCqZGQlYVH5cXY2Unyygss2DQm8hMimNjKSwPvdfJvvXOkcQFVCa0pk5N/3U/0V0tgSizQE8vu+zawm/s5HcNe/ywUEDM26ZScdfVgEQcLZR8MUT3LiogoQpD/DRp48yKiiAszmfr565h1/vEkm74S/sGRyKt/oAS998gy9znehNKiRJQ/SY61l47xwimwtY/tIDrAh7gmUjkjDiprl0C288+hadP32HUUkpVB/4inff+ZIjraBRSKCxkDJpPnfcPJsUeym73nucB75ykD4yg3CVD7fDjRA+ivkP/pLrU3uoOrqBxUuO0O5z09PjQhU9jusX/pz5QwOUHVjK739/iMSf/5HsxDQUzhqOrv4ji9Zpuer5P3GZayvvvfg+7eMf5/WMaPR0UbL7M37/9kn63/UiL17Sw57PXuav+Snc+txAkiynb4fYcpyN7y5imX0iv3w2lSBlHls+/4gvtpfQrVCDqCZy8E+Y/7NrmJwWQt+sjas+n11rlrE5vx2Ps4N2j4XsK27nrgUzyXDnsfrtP7KqXE2/zCgU7Q3UNrmwDb2SW2+/jgmGoyz/0zO8v89JRL8EbAY1SRPHYyjcze6qCOY/8hA3T09BVbeHxS+/ym7L1dwxpImViz9mTWM2D730JPfOHU6EqpMTq//Ck699wr7Qm3n3lYe4zqjgyJoPeH/FYepdAkrJAxGjue72m7lsRCQFyxfx2PoQ7nzhcebbTJgCdWx+67e85ZjDq0+Oo3XbOtYeLaOk4BAnW/UkZ6USGZrFVXGpaCve54mnS5jy2ms8ML1vEBWp2/Qav3pd4vZPX+Hm7G52vP8n8kb/hvjokLOD6BmvggpTZAQ2sx61BBCg/fhaPvp4NzUuCaVCwucVsRbN464bxhFnUvfpZODn+Ae/4NHjQxjX34JGCQFXGx2Wq3nu6TSOb9/Coe5O8td+SWPmPCYn6gibksakpC62/O0vrCz3olYrwe/Bq8mlY+F9zErS0bNjEfcsTuSuaRFIAR/29kYavTk4HlnI9FgVrupdLP7LFxS61WiU4PeL6I82ccfdc+in6GTfG/fyYNFc3lr5OnOjVRDw0FW4gud/8SL5k95k+hlBVMLT3cSuPz/A8w2TmdLfgCD58Xr9aFPn8/iDw3Dlr+CVFwP8etyZQTRgb+Tkmjd4uvMOVv8yhZqcLaw/1I4oBfB4wRg/jTseuIIEZxn7li9mxdEOUCsRRAmNLZXxVy/g8lQnpXs/5YWnDxI+aSA2hYTP7UUVmsZP7vg5syNbyd/6BZ9vLMKpUiNICkyxQ7l0wTwmJhiQKw1k/w7f1cQJgOTvpmL3WvKDLuWe9H+4eZ/vuWjKW8O7HxzAPOvX3D2jhWff6rOBoEKttWJs+TtfHridYZPVNBdtY80RFTERAQACzlZKt3zA2yvqGfXYK/xioo6SNX/khQ/eZsmoCSyM+64jCOBoKmL7Z++ypjqLu397H1Ns7Rxe8Q5//extDClDeGwwIJiJHTiFX7z5GFPUdRxe/Wee//Nutudcz/xBMUQPms780J8QG6emesdHvPLnzazbPoMrhqRe8LX4p4ldlO5fw9LVx5Am3snjC4bg2f033ly6lpXRaQxInkTUN7dGwBiWzIjZN5N5VQSR4jE+e+0PrNm6i5FjxpIeDYidNNvjmT7hNm6eYKZo6Su8vHQt69OzSJ8KoCZx4gLuvu9nTEpQotLraNvmoub1HRw7WUrd6BiURw5zotVA5oyBpEQ6ELQ2Qn0lHMk7QcmYLKyaI2zZX99b+tcLgISzZBOLP1xHWfw13P/wHNJdm3n9yY9Ztj6LjKRLkM53/gDKVGb/3++Y6rGz4+Wf8dtd8dz2+ANcmp1IqNVMd80FXktlFCOvup7E+Hgs5yquSJ0U797ImpYwDIFu6vN34x09nZFxZnRCC1vf/St7g+7n+V/PJiNUoG3/m9z38Lv8fcwgFgwIQX9Gc7+S5LlP8OpdGQTroOfIc1x2w05KfnslC154jZ+J9fy1chv77ljEH+cEo1aA89DTvPBZB3cs/gMLMoMRugv4dOECnv3beCY+NQoQaa9ykHHTw1wZrSTQfZL3bpvPK8svY9K9cZSsfJWPa+fw3l/uIDtYpKNwBU/f/xrvDZ3As6NBoVASaapm1foKZt+WgtLdRcmm9dSHJ2E8T9RRm8IYectLvHVDJLhbKFj/Cg/9cR9VC4cR/g8vuIDaFEH2ZT8n/bpQgmilYOuHvPLGNvJvnIKmajer1tWS8vBL3Ds2FG/NYVa+/w5fLI5n6BPDQGUlYdh1/OLNhQxWuKk/uoYP/7qUA0WtjHAeZduGQ0jjf8Nz89Pwn1jP4g++4ou/D2PE7YMwXOAjIZP9M74zKkr+Lsp3L2fxVzVk3fUUk2wXmLcTRDzNeax5530OGGfxzD2Xkmh/j0DfVFLQYLBmMnJAPTu/3ELZgGxObtxCZdRExobtJA/w2rspO3iYejEag1TDsaNuWr0aVO56juXVEogDye+kvWI/qz5TYxPctJQdotoFQZKP7vZG8k52ETp0NtfOGEokdgzuCrZvfINjhwtxDA4GvPS0lnNky0a8qg4qijrQR6WQ1S8E0Q+iPwDOevJzXTTVuxDw4OjuxnXqNPzdjRTvW8NniiMoXLXk5FZjl04HWMnTTvXxHSz/rAsLXZTsO0mjB/qf3oKehmIObvwCfbEWnclGbHJ/+gl9Lpa3kYryEipaINnXSXX+CbztHkR7KzVVldR7+gZRPx5JieBz0tGQR4O3lg6XiM/hwOF0nQpUSqLSssnOHkRCjBrLqMGkri+iqraBJmdv0qPWB2ENiyAiojcqWEaNY1i/XWw8foLikjB6jhTQEZzJ5VkpRLsOgDqe7EEttJfkklc0DHPXdnI6LcQmxuI0C4BI04k8ShqcqFJdNJQcI6B0A3bKiypp7XCgASR7BQc3r0ZVE45WrONQZRuOEAlQY7SEYsaA1ahFrdYTFBJGeEQoBkHELgBiGwU7N7Cy8yQhegOWqFQGDohD7PtsKsIYOuen3/HQd1N5dDc76swoPT3YA3piMlW43RKir5h9BwWGvjCCuGAtSgHCR17BZMv77C+0c226Ff0ZdboS7Se3snZ1MQall/bCSoJHjiFBqzxPKUmkef92yjPuYU5aUG+JMCiDuVcN5OGXdtPwu1FYEVCnj2fCqRuuMKYyc3IUT+0+jv3OYHJ35REz+wOyrUoElAQlTeXSoS/w+K5yAqPjUWn0pE4ci33jcvKvfYD+nfls2OVnyiUZbD1PRiTgdVBzZAMrTcGI7g5qTnYSMWIU0UrwSz6crcXsXLWCBpWAQm0iLCGdjLDT3xdUatQ6FU15G9hSUkvFiUqUqYNJ1vbQUV1GjXYot42MRCuANiqJgSPS2PLWYQodQ7GKLjrrqtm2cgUVuGirKKTNkMrgBIn2xjIKC7uxDK9gz4YqxI5KOjx+GsvL6RAHYZCrdGX/BucNopKvk9JdX/LJ0n34Jv8fj1yeiOaCdikR8Hdycu07vL/fwCVP38tl/bR05n17OwU6czhDJseQ//oXLD/oo3pvB2mzbyXtWG8QlSQRj9eFq6eO3E0raVJJSKJI5NhJZMTqEegBv5OOigOsXlKPAT/Ozjpq3BJZiIiiD58ooNSoT1V3KlAo1GiUEn6fF78ESF66m4rYs/orSgQ3PZ0OhIgRhOrs1BTsY9lfP2Nvq55wmx53cym1PRJJknQqGEn4e5oo27+OpbUm8PXQXFWDw9anlOrtoCZ/Jys9Rejw0FFXTlMgrc91ELE3lnF4y3Jag7w4HBIhA2dzw4yI0yUz0Y/f78fTXU/x4a2sqtUjiAFUcQPITovGhASnkmWxq5wDqz/ms00F2HUhWA09lFc00xN0Zjmv9wx6P1MICgQCBAIBxDMizmnKiGzGjUxly4oTHN3SQX1BN6FZw8hIjkR3AhB09BsxgqD8avKPbKau5ATemJEM9DXT3NZbEvV5fQQCPTTk7WFzRxEGhYjflkH2wARsRiU9gGSv5NCWNdTnGlFJPVRVtuEMvqAHD8QOivduRioLQu1uo40M5j/8IFne7yzjnkkRz8yFz/S2iaq8dJRt5IW7X2RxwhBSZnnw+lWY1KfaOAEENVpNAJ9XRDrrZyS6yg+ze2cZGlx09fiJidfjc0ucu5gk4fP4UKo1Z4w9U+i0qL0evjkNQTgjCCsUCkSfj4Dkx+uT0GhOv6mCoECjUeP1eHs/UGow9p/G2LJn+GLftdzqXMuRoMt5JK3wvEFU9LloLtzLDkmP6HNi96iJHqjD65JQSH7cnRUc3bmdOkHE7/Uj6hKYfeMcjH3OK+C203ByL9v31dNlh9CBRiSHHzEQIKBSo/7meipQqFQoRR++ACB66Gkp5cjO7VSKXtxOL9robIy48AU89LS10HZ0N6ogAaQAgeAMJmZHoz3/HZbJflDnHuLia6dw6zI+W3EEadJCfj1vEJZTb7UkemgtyaNa3Z8h/YLPHmgq+XE2HmTJe83oZz7FfZcno8V+zh9X6MxEjZjERPMDrPxIiUIazq0zUuk41vt3td5IXMYAYg9KTFywkGvSQtBIXjxeEUNMEsr2ZtBaiRv9M55edA1xgp2a3BUsevwzPIIGY1A0KfF6DhYfYV/hUIaZOyjOP0aV20J8SjwmwQWCgci0Mdz+9ENM0HVQtGMJb/x5I18uTyAo8zirttaRcs8LPDovltqtH/Jqzbo+1Y4C2oh0Jt/0W357VTKKniK2fPIn3t3T5ySNcQwZdy9PLZxKOC0cWfEubyzpm1opCcuYwNW/+DVzIorZ8Le3+Hjfbg7ETSHo6020IURGx5CY3EPEzBu47dIsrOoAbg8YQyOJNZxOUn11eezatJmj3kksXHgX08ML+PylJj6r6nvlA7RWllB0soDqIDNVeQVUd+uICQvFqj9Pw7dgJWvsaDI2LWXfqhzqlJlcNSSdfuEaONF7LfTJY5ggrmHb/lXsrQ5m2l2DSW08xo42AAWhif2IDosnePQV3HT1JNKtKgIuB2JQHAlRRo4CQtgorv/FQq4ckYBBLOaTXz7Mx+IF1oAo45hy6y+5dWwc/v1v8asn17IpZz4xrtOZDCQ7tSdKsFuTSYowo/2u7raCGmNoLBHGHg60OfETz4B0LzvyKmgfFI4pWIGz6hC5rXH0j9ejPmtfCpIue5gX7sogWCfgqfqU23/yLhuvupwsq+YcmVIFYQMGY1l7kKONM5gYY0DwNJOztxj9wNlEKnozP/6KoxxqnMfMKC0BeyV7DjcQm9kPkyqY/gMT+PDwPmqv+glxeglXayGHi0Qy58adeleVaI2JTLosiqWfryBKVUzSVfcQryw872VQG20Mu+RpXr0hEsHXReW+D3ji0Y/YOWs4kxV6QlJm8cCiJxildNOUv54/Pv4qmwsu4YreC47o9xFQhTD8Z88wekEPlQe+4s1Fi1kzbAzXRcQQ7iohr6KbtBQTgc5maktqcERlEG8ScKssxA2eyy9eWchgpY/Oom18+tf3+WJLFk+MTmDA8EEY5j3AvROiMSpFfD4vPlEtl0Jl/zZnB1EpgKtoFb9/4gUOx93APf5jrP7kGCiU6GJHMWukiSOfvshH1kd5/4Hh6M76uhd3XQ5FMbfw4n1zSNECgfP8uqDFbMtm2tQ4Fr+dR/KNrzMpTsmKU39Wm2ykz7iWWQc/5OCSzxEzIzAoJFTmKEZckY4FEAQlGoOVqNhYYoUefPVW9ErwoCI4Ip7Jl89k/wf7+OAPHvZbnNQVF6MZOosrJ6ei7a00pqe5lAMb19CtcdNc3oAUkkBKYjRWayvRoYepO7KepX4LzupietSm08ENEFRajCGRxMbGoujqxBasP+OiCgoNhqBQomJjiUJNTYj5Wz0HRezN5RzbsQ6VtYWiZgUR/VLoF2Wk7fipTZQRZIycypTj9Ww/spoljpOE6QUC+niGjZ9ETHTIN3tTGEOIjArDkFfMnjWf02zqobjRgcLQt7FOibe5kH0bPsV+xEVZznEc8WMZNyyNKG3++W4WptTRjM1ax+4D1fjGX8vg9CRCVdDx9RaaeEZOHMSBnQfoDBpG9sAUonu+PlkFodnTuWxGIUtz9rL+iybyQ3XgF4ibMBdbuKl3H0oD1rBIomNjMQW6sRg0KB3nOaRvEzspPbiDv3fakKrqEaIHkBUfjKGkT3AL1LH9/T9ROGwh980ZSJT5W2OWpQ4Kd6xjZWMYBoUfV2MuOYqRTMyOxGgIY/r1k9m/dhOrl9cRZYaugm20D7iWmzOD0J41/FmiLX8zq1YWYFQL+NoL8CdmEG9WoegtnJ91jYNHL+DWxD+y/P+x997RcZ3nve6z9/TeAAyAQS8EWMHeRFFUoyQrKrZlyz12bCdxkuPc5KTdu7LO9To3WUlOfGNfH9txUWzLsdUsiRIlkRKb2DtBgOgA0WcADKb3uve+fwCUKImSKJmWHXuetbDIhcHs8pX3/cr7vb8nnybQYIbUJMf6K/nsn2zDKUAIEDLjHNv9PKkKFdm5Lvb4V/C5P1mJXqWj4yOfZ/m/vsTjT6VoscgkvBfoMX2IT9/qQSS4cBeNgaq197L0B//I08ad/MP2CsSTb1+sUj7F1LmX2GV0gJQhMj2Ltqkdj0EApUAqMMjh557FKxRIBsZJl69kaZUGZgFksnEffYePMyUZ0YkS8TkfVC6hvtxJpX0TO1YMcOqJJxGW2iiGphgaE1lx/620aqFHzhD1TnJw17OMiRLpwDg+uZyWumqqGspYv76Tl/Y+xhMzdVjUChic1CzdyJZWeymwqMQHguprX/va197wG0UhO3KU/dN6KvUJfOPjjI+PMzHpZU5sYvu6CuKjA4Qc69i+quKNXliWyMUCZB3Lue3Tf8Yf3ORePFenIBVSRBMG2rbfzio35FNRMtbl3Hr7KhrKLEhSOdsf/gRbKgXSiSTG1m3sWF2H1dXI8lYHxdA0k1NzhNMK5qpWVna0U6HNk05msbRsYdu6OowoFHMZ0hkttWtvYuuKWspqW2l2KcTmfMwnRCpW3cnHPv0wdy61I0o5MukY0YJMbn6GGX+YnLaStXd9lIfuv42l1W7KDHni4SAx2UFLx1Zu3thEed1y1i8tR0hnyOOkdf1GVtWaEZQ8mVQOxdJAx4Y11BkyZCUd1cs3sLa9Er0gkUulKajLaFu7jhUeLalUllQyRy4+iz+cx1S3gXsevJ/bO8pR8goGz3LWrW6nqa6W+rpKjNkQvmkf87E8Wmcd7UuXUF9hei2iUmW2Y7dZ0GSjhMJJVJ61bFq3gmVtzbS1L6VB5+PUodP4TUtY0V6FEo2hqdnA/Z98iJ0bmnGIGWJJBVvDatauaKTi6mgTtYH8xEmO9yZoufuTPHjbStx6ASkTWyif1R2sW1GDWjLQtOkObtvUjkOKkrc2sXb1Umo8DbS01uJUpwl4p5kJxMhry2hevoqWahtCKkje2sK6jauod5lQC3kSwRTa2lVsWdtCuUWLgEI2EiBvb2PT5pXUOIyoADkVIixBIRYm6J8nrq5hw72f4eE7l1FOjKS2gfW3rKPJJjE3MIVU28HKRhemq6NzlQzh2XkCgTl83immJ6aYy7jY8NDn+djWeuw6DbamFTQIPnq6+7k8Pk3UspaPf+khNlSZ0Ihv3A/NhH3MBkLMz/qYnp5iOmSg42Nf4CPrKzGqBAQkEv4A5o47WVulQRRA0HtYucpB4OJZui5PMj0PSx74U758Zz16FNLdT/L92A6+0jTLmUuXmQzp6Hj4z/j97dXoRBW6inZWVsToOdvJ0OQMYRrZ+cUvcU+LCUGRyERD6NpvZ21tOQ55htyqh/nURjdCLk5E28r21ZVvOOKiyEWSwWlmAyH8M16mvXNElGq2PPRJ7l5mRchGmZvxE5ifxeedIZDS03rHJ/jwZjeqfJqiazkb6wUmLxzheNdlpmb8xIp2lu98mPs21eC0uPDUl5Edu8jFgSmCGQNNN3+ET9y1AoeqSD4VYW52jnn/LL4pL/6ESNWau/no3WvxlLlwV1ehCw3S1d3P6PQcUclMdUsbTWX6khMt8YEgKMpbd3JK/PYi+17h//37f2KfcD//x//159zbcj3Zo4pkkykSwWFe/vd/5sd9lTz0F3/B525rwVyyVB8cikzw0Qdpf/lzeJ946C2rQCVKlPjguf4zKyV+d5GDDB4/wKH9+znSV2DJHXdx0/LakgP9taG883GgEiVKfGCUnOjvGILRw8qbP4TIcmqt1+sFJTLxCHGpgnUPfox779nGsspS/OMHjiCgb72DT2UbSx23RInfEErLuSVKlChRosT7pBQIXqJEiRIlSrxPSk60RIkSJUqUeJ+UnGiJEiVKlCjxPvn1xSfIRVIhP90hHavayt53pKeUyzA358evrmCN54pyg0w2lWDaFwF3Ha22GzxWkIvEo2FGp8OECyrsThetjU6uO07nV4iSiTPuT1Iw2Ghwm258+jM5i88bIasz4y6zYC7pq/8GoiAXEwz2zRIoKkgYaV9VR/U1VAxlqUjIO8kIlWypN5XOVv7KkYgFwsxnBWzlTipKmm3/5fm1OVFFlkiHZjk3YqW5rQzz+7xOPpNgqLuLE+bNdHiMiwfFFXLpBOOjU2CopfV6c69eJ8V0jJGBQQ5czmB32PGIRuquyiz3q0MmFgwwk1CwllfgMb+1Ayq5BJPTAdJ2NdUVJnQ39JkUMkEfpy/50dQ14XBZFn9dJBIIMR2IEUoVEO0VLKtxUm68AR528dpT8zHC6QJFQYPN5aKl2o5dr/qtX0opBic57DezbamO0YuzaNtbaL0qAYYi55joH2E4bWJpRyN1i6MmRckT9IcYj81ztl/Lx9uv7UQVuUjIO8EFwcrmG+hEi7kMc75ZggY3TdoEI/Mize0V2P9Le2mZdDzGlC/IXDJPQRExmK3UVLnw2PVoBFCKOULBEGOzMeJFEYvTSWPVQl9YyDsjk4nM0Xk5jX2Jlh3N1hvcR0t80PzanKig0mD1NHOvTfMr6FgiRquL1Wv1KNYbbWYVMvE40/NJjM3r+P2b3Og/sE5QJDA1zolJicYNLqrN4luMnmBysmKpCUlrwHCjn0vOMnl5hoDKxnq3g9flT/ME5/z0j80xND5L3L0Sk9VGmfHt1EreA0qGqbFpumbiJCVQpByJwRlm1q5gR6sLu/a32wIVpnr50dla1rQ5OfbyOSzu5qucqIKc9bP/pRMcyVjZWe7h9xu1gIBKU8b2Ox1smOtmdHDuba8vqjR42lfyIaw3cAyoUMgkGerqpLNsCx+1T7L3jJaPtf0WONFEnKnpWcaTEpIsU5RmGQ3UsGV1M0tsClG/j9MXxxiOC+g1MrnxeWaWtLJ9eSUuDSBoqKgup3xyhImJOWY8FhpveEct8UFyDSeqICX8nBrM07ymbkFiS1EoJOY4M1KkpaOWCiHL7OQMY5EsmaKCSmvAXV1Jm9u4oJaiyGSjfs6PFajyqAjOJcnKAlprBaubrYjJED0jIRKygmAsw11pfm00psgS6WiAgeko0ayEImqwOhw015ZRphNAlkjFQgxNhQjnBVRIhK5S6SjmMsxOT3M5WkRQ66jWOXFf3UgViUwyzqQ3yGwijyRqsDtdNNW6cF5jpH41xUyK2dlZekZnGJlPkJJ9nLqYxO500lxvQ4xF8AbSaCuqabK8CjbXAAAgAElEQVSpKKRiTM3HyRhcLHOrCftDTAeyYBDJJXMUVDrclRU0lhsWVWZkMsk43pkgM7EceUGDzemkscqBKRdjcmaWS+MhvCGZ3MAwqnkDLncZjVVWzHKG2bkgE/4EKfRUeSpwWHWvV7CUJxgIMj4XI5pT0Jmt1FWXUW3XoxUkwrNzeOMFiohI2QxpdFRWVVBXZsSwOA6R0yEGZ/LoK6247bqrZoFqnFUeNpeV4RJynH1P4u3vgqDCVlHN5poWyhwGNLkgB/cc5+xQOcuqbdi0ml/K+CsJP2fHs5hMkMnmSWUUzJVVLK8yY1AJSKkwg9NhAvEceUVAZ7LR1OCm2qRGiM1wfDKLTsmRlA1UOSAYTCNb3KxtcWJRC8iZGJcn5/HFchRFLY6KSpbXWjCKN8BwKgrpmQl68hV0VEfpHgiRbay6vkxGskwm6OPcdIqiLKMpN9LkunrxX0Eq5pj3zTEWSJGSRXRGM3V11TRaVShSgVgowLAvSjQPWqOFutpKGu2/XH1cx4OTSyfxeufxxnPkZRGdyUJNVTn1Th0qFPKZFDM+PxORHOj1mHUa1IoWT5Obcg1I+QyB+QBj/iQpScRks1PvKaParH6XZxexOCtYt8HFJr0WjZxioLOb/WNT9FVW02IoMjY6zVBUy4pta9nqTHPh5CXOj0zhrnKxxb1QNqLJQa1Dw8hUiPFAHQ11b01RqGRn6D17ge5hP3nV4mBUlihaGli/YR2rGh2IuQiTA5foGfYSzamx1S2lY+USap1aIkNnGQmmSWYV8skY6YKIrX45q5Y2UGHWIMhp/COX6O4bZz4loy9voWPNMhoqLAuKOkqUoWMn6PVGyckFcrZ2btm0ksYKLeHL3XT3j+OPZygIZmpWbGBtWzV2bZz+I+dJVK+gvakKm5hguvcifZNhMkUJ0VzHirXLqHMk6T94ioG5KKlsDknUoFGrMTVu5vb1jZjSo3Se72XMHyePntr1d7DZk2X4wnkGfXHysgJKkYK+jTs/tIE6u4Ff567SNWeici7M8YP9zFZX8zGPGkWRCAx38+RZJ3++soYyUowOTzOUExAFkApZukYjyHeuZZVNWNjvnBvhqT1Blm2rxyVLSJKCmDOytMmCtpAlGAgy5Z+lK99MY3s5liutSCqQmJ+hazyJICw41cyYj4l0Bw+stEM6Qk/nJQ7PgNOmR1XIMBsooCzmYJelIql4lPGJEFP+DC3GOpZckaBBJpuM0Nc9yGlfHp1Bg1pUEc2BpdyJU/POXUiWiqQSCeZjaRLZAplkgrmQgKQ1UYdExu/j9MU5rOvdNNpEctEgnZdGCZR30F6hxzc+wp5zUezttVSLaeaCGYYDebRbWmgwQD4RYaDvMuenkyhaLVqVSCgnYLJaqZWzRKNxQsks6YxCLBZnliKixUoNLAwOUin801N0zinU5rRUua8MTmRifi9nuicZjYNBJ5DNzjIWzrJtVQPNVonZ0WH2DiUxVVVTo88zOxdjKFzg1rWNtNoWmkkuFGE2r6LMYsR+tQSJoMVV7sKlpAnq1YjF99kar4VgpKHpKt0wgx23RYNYlFHkX/6IsxyeZPcBH+XtHupNIumAn9HRNIa7ltFm11KMzNMzFiBZABGZdGKS/shKHtpYhc0/wlOvJlm9xIR/NIBQ5aZanWBoNoK5aiOrTTkGLlziVW8BnV6NmiJ9l+dJ3LyeWzx6VNfhbVQWF8s8ZjTo8DS4MVy17KEoeSYGvKRrO/jQkjG+cW6cyXwVbdelWahQzKaY8QeZnRhlos7KlgbzawZBLhaYHxtiz0U/OZ0evVqFRpOiaC6nwayQCHo5fHKEiaIWs1ZAKs4x4s+yc1sL9XoBUa3BUV5BnU2HwWyjoVp9g0SyZdLJGJcv+5guCAjI5PIzjMym2LFlCU2aNDPjoxzomiGpN2HXyUQDMeKCm3s9FZQJWWanxjl2aYagosGgksl7A3hjBbavrqHyHVc2RHQGA6IcY2pqgrFQAp8vQU60YtAIyOkE/nAOLJW4jUXiWTXOMgu6cJyZUAbZrVkw9oIWl92IeiLEfDhFvk7/ltgFJTXK0V1PsWewSMPqRmwCSP4ejgXriOqqWdagJ3DxALv3nGYspcWkzRM/34sv/iD3376S8Jln+fEhH6q6dbS5BLLRGXynhwnc/2Hu3tKMevw4Lzx7iP6AjMEokjp1npHQh3no7s20urQg+Tj++BMcyZgp10xwJHkT9so6GiqcxKaHGBy8zHyqSNI3wsvdUf7oyw+ytXGekz//CZO3fIWy6nKKoy/z7At9REUjFgOk5s/SG3yAT+10EfRNMT42SecrzzFevp1NS2uoMywlGx/l/NM/4+XLSQStDrWgplC3iarxX/DoS9MIJjNGnQolcJZdlzqo3LCUKpvhuvrSr4prOFEBlb2GLTUX2NsX4j5PBZpikr7+IPal66jXgijpqV2ylDa3kzKDQHJuhJ89eY5j3hWssl1pDgqKXABbA/esdmESZLKZAmpBhcZZy123ljHTfZK+7jfdXlRjLvNw800W6h16hHSICyfO8Fy3j23LzWiDs5wbSODecRsPt+kJj/fzxCsBrgh9aI0W2teupaxinJcP9L3x2lKe4KyXM/0RzBu38OHlLsxKjngyi/QuDhRAa7bR3rEat3OUg+ckog0dPLzWvjgjK+B91ysooDVS19zGPQ0KI52XODw2x1ikiQa9TNA3zcXRCGLTKu5f48alyhNNFUGjwmqqZktFGeV6gcOTEo0b1nNbzVWjftFMU1s79U4NhRPTJK6+rZxmYnSakZiGZZtWs92jYqbnIs8P+ehzuaixLpg3WTRS19TMziUmZjvP8NxkiOlwNS02NQIK6VSGtCBi1Gl+Tfs4EtGZKQbjepqXuHAY323mcL2XVbDUNHHbUhfGeB/ffHSC4WgLjVYtGpOTNWurqXKYMasLeM+9yr+en8S7qhwLgMbBuq0rSSZ28Yzo4cu3qyg8cpGJuMTS9Bi7T89Tcds2PrqiHJsc5djzr/Bidx0bKj2kJkboDUm8RcJVtLBybR1VKlBXt/GwRYdRpWbjjg5E61VLubkgF0Yy1G/x0NxUwHNgiAtzRdrqrmOXRlRhqWvnIXeKrn1e3qCUh0whG6H73ACjprV8+Y4m6o0CuVScQFFEymeYGhrgRNDGQ/evY61LIDg5zK6D/ZxsqqOuSYdGb6J5+XIq1Racah07TAKuG7KzsrAa0L5yJRvKbVhVWcb7+th7cZxLLY1UW6IMj3mZMzbxmTtbKE/PcvjwRU4tGohcPEz/0BTjShUP3NpOqzHH8KU+jo6P01tpAzHCkC9J7k131Zis1HsqaXRokPI5IuEQo1MR5uPgbKykpcKAkiqQKSgIJpnw9BiDES0uowoVEulMDgkWZ0wCRr0WnSKTymTJKlyzPwm6Wjb+3g4+/8c7qVdBrvMn/P3jo4iAkh7n5L4TjCrLePCrn2RbRZRXv/O/eO7MGZramqlWCsTzVrbcdB9fuKMVY7KXx/7pm5w7c5HWViuFfXs4H6pl5+c+y4dWGJh46h/4p1Nn6FrSSr2rCk06QFCqYdOHH+Je6wHmdusW+5qOihW38fG1D2C1GMl2foev/vMAl2e2sbrhqodXApzf9QL9xgf5w8/ew5pqDcHD/4v//qPDdC/7PDs//1VuVwI8G+vh4Mo/5C8f2kSzQyTT/R3+88A867783/jMHctwChmyqOn5+mEumz7L//OXD7K62gS9/0bf30R+IzJ3XfMZRJWJ5SsrefroGJPby6mPeTnnN7NhpxMNAoqgwaLLcXl4hN6igpRPkxcKJOM5FK4UtohW52Rlu5OF+BcRg/HdY0UFUUClVVPw+jg9UUAq5gilZIrJFPFiEVM8TlC2s67RhlGjoLgqaXdfpvM6XlYp5EiEYgQFF1vayrBpAPQ4nB9QKm9Bjc2iw+0yoFYVMRq06MQM6ZyEQo5gJEEKM6sa3FToVYABl/0G3LeQIhgroDaXUVNuQq8VqKly4BiZIZxIk1YWnKjZYaXMakQvqrGadAhKnlyh+Jrk92vJrYQPIIbqLUjE56Y53ukjW9HIra0unDcqslFrp6HCgE4toLFZsAt5UhkJSQa90YAmFKDb56MgK8ixIsV4ipikIAOCwYBVrUFt0mDRG9FpRKzaApmcTMrvYzSnojoTpKsngohCUhQIzoSJy1VkoyEmZ4tIb55Qq6BJWSh10eSgdVHd2u0pe/1vFMjOTtIVt3NrsxWtvZqVzvOcGwzx0Tr3LxmVLZPPR7k8q9B8fyON5gUzYbA4qEMhG0/gnZwnIdiIeyc44VXIpTPIQgbffAalSYeo1mBzuliI6dNSc2OmoYCIRqVCJYUZ6PeTlWQSwRQZKU88lSetyhBKFnE0VlBr0iBqrNR4nNhHABRSiRSzgSgpvYPZ8XECKMTDWdK5PIFQipQhzvRsmPSb6kTnELCVVSz831ZGxzo7S5Ym8U7NMBKXiCXzSMKiup0gYjAZcClqTHKOa6neCYvC6opyDUW860AJj3N5ap5ZxUD34efwijLz3jmmki6CoSSViDgbmqmrqsCsAsHWyrJGHSen5wkExpkbmiUSEeg/9TKpHgFpMsDMVI75aJSsUok0Ocqc0c5GhwPL1TeW0iQjMwyOzRDLSijRGWLhBJlCgSIqUBJcPvEiT0V09OwPUPvfaii36xERKF+1kgr/C0yFYqTlaoxvMSIK4f5ufBWr+ZNlNTj1KlSYMSHjWbON1v19vPSzMOccesTZM3gTdW+rsvlBcm1HLojYG5tp33+eM75V6GbHmXU28fvlqoX9zsAke49NkLZYsGoE5GKGZBEkWeH1IFUBQaXF9J4CPxTymTj9Fy9xPKDBZdGglvPEUgUkWUFWlIVWJ4ioF+2nIIioVddvTBVFQREWlqFvNMLiO1xJD64oypuWHAVEUeTNj6ssvpfy2t9cx83eY8+TFRCEhR94vRPLyuvJzEVRRBDeePPXk0IKGIx69EqGbL5IToHrmLzfIBYc6InOcbzaKratbaTZoeOd9LTfC4JKRH2lbF4rF4A8U3297BsvoDdq0akEiOcpSGpeq9bFAYXwWpta+FdRQJZkUClkE0mC2cUgMHsDO6tdGEQRxWDCaSvyllVpUX8Nwe43oigFpgYmmZE1zA72sFcoMq9IeIcm8O5w03zlAgIIKLzn5J6KgqIIqK7RURQW+6KcJxJNLEadClQ0t1Hm/tXuiSqFDP6pMQ52ByiYjJjVkEpkSBcV5EX7oygL9QGLdSMKrz3TQp+UKeZzhBefXVGZaGiqotGlQysZcNhMGN5UXlqTHsNigxNEEY1Wi0broCY+T9dlL10aF0ta1RjUAoqkobK5jUZNkemeMJ2oMOg0V+3bKWRzeXKCgEGvfX8DHklGkgukYkHmpqdJi6A4V7BlxTraKg0Iw6DIyusD38U2IMsyilJEkmRy8RDzs9OIegGo56abW1lZ60CjpBi9MIxUsYKq6jIMM68/d2zwIM/s7iKMCbvNiCoeIpGTXm/DSpFUaA7ftJpQIkuV/CaxBEVa8BPXPM2gIBUlEFWIgnDVxyK1t36O+3r+O3/71EVWbl1OVT5MplDzGyHE8DazYQHRVMmmpiI/uziCJhKjelU9lSpAksnMjnPMp+WLX1rPRqtIKjjGz4fHmH3TKwlvKIjrQSabiTEwMEtx9d18dKMDdSZC97EYg0lApUZnteBS+ZgJ5pBrVGQzcXyRAorj3a8uqLWY7Bbs0jxDE1FaWmwYKZDO5JF0ZmzXtZf0doio1WpUgkw6nUOSRZLpNKFEAcV9HV8XdNgtRvSEmPSFiTpcWMUiqZyEotJi1asAAbVKRJZy5PJFFK7TYKn1OMwqioEE/nCWZp3IfDBGTFZRbbr+KF6D006FOkgymSFeAPNV5XVlwCCzMCBY6KyvO22AXDyCL1JE77RRbtZepxOWiM1Oc6JzjEmhnM1rGml16lCjoHBV+5KzzMxESGqs1LqMrxm8XwolzeClUWbdN/Hl7XV4jDL+zjgnR96yAPvWryJgcrupMQSpWdLOrXVWzCqFbCpJWNJjV0EklSQYLVxjJqp/y3LiW66fD3N+OEFFYzu6WIIACvrqKpw9U3QG1tPsWWgvgkaHUcwSjBVR3jVw5goiao2V2jKFrlEfs55aKvWQz6aJFfU4NFqqPeU4A2Ws29BOg0UNxTzJVBbJcP3HZORCnkgoTLBooNpjez0u4p3eO5dmzjvHSM7Fp+7poF2fZ3Kwl+dPzwACer0Ou1HFVCDMfNaGI5Nifj5GXHEBAkaTkUq3i6jaw9bN9VQbRYq5HKm8jEqUCU5nCEcTpN5QJwJ6jFTncsRjGZIFFVaLDo2cwx+MMR8vYKpWEIxmyuxamIswFchQZc/gCyTIq0y4HcbXA/GUAuFYhoKoo8bx/o6hCY4a6mvqSLSs4cEvfJj1lSbEQoqspEKtUTGETGRyhPHpWeLLrBjiQ/SNJlA7XDhddeibqql3tXH3Jz/JbW0OtEqWVFZBq9XC/Ele7S1Qu6GZxkoLwmtOVGbm7B4OXa7i43/0CR5Y5yJ+Ks3xV0defzDRQcf9X+Lz93voLP4NL49N4g+vpEavInCpl1lrFRscZgwqrilK72huxblrkL7JAEs9VqyqPJmCGl0hTTikYtmDf8Rf//FOWue+R+9v8nIugCjqaV1Rg/x0Dyc1Lj6yxLq4KS6gsZXRZAsxMThKQS+QTwQJXmcwiVTM4x8foy+QIeqNkIzmOX2unwm9mcYlNZRrDFS6rfiDXk5fCqEqpJgK5RbKW9RgdVbS0ThPd/cAr87ryEf9zGYWBzVykUQ0QO/lIP5IkPFIEoYGOZA04KyooqPGQFmVh9WNUS729vHyvBmDAGqDmcY2E7Zf6riEiMVmo8qmoXtkiFeLFoqhEMGcgvN6vi5ocXs8LA2m6B4b5OW4BYtaQTDYaar3YNGrEFBhtduwqyKM9vfxStBGZVU5zTU21LEQY74AM34/l/1hsukJjqlTeNwVNFdbaGisYizuY6Crh8iYQCyYQFteTVuVBcN1judEi4sl7glOx+LMxwtUlV1x4kXmp6bp987TMxllNidx5oJMrKWB1fUuyo0ioBDzjXPgYoLqDSu4udmF7XqKW0rQe6GH/f0Zypt0DPUPMi6AyuJmU1sFFWbNgnHKh7lw5hJj9nYe2lSDx3wjupeWSk8ZlmSIS/0FJrUKMV+SnGS4rm9rqpq5a0mMCz2DFLx6dCJIxQKqyiXcZbFQv3oDn1xxrbJXoX/HSAmF3PwEXTEHNz+0jYdrFyxSMTODZnovnYMRHvCUoRUE1KZyVjUM0Xm2i5cqDdirG7mp3oBcSDHSP8VkMsf0XJYEExw6m0BvdLJquRurwcnqtQ2MXxph38kwLr2IgIC5ppXtNQbql7TQHvRy+EwBt2FhhQqVjvplVpzX6RXymSTDXd2czHh4oNKG5XqqTK3FYrfimksyNDBKSC0RmokQK4INMFjttNS7Ge+b4OWTScpVGabC+de+brA5aG2oZG5wmkOn4zh1Iooko7U6aG2po66lHXe99NblV1GFhgzT414ujCVQ9GpEOUcwGKdoK2dZrQ2jXk1DQyWT0Wl6zl8iYCgQjAhU1tWwpEz72uBCzsbwhnOoTS4ayvXv66yzYG1hy83LmT3cy0uPhui06xAVkbJlW9m8pg0QUOXm6D25l8fnjiMFh7kUr2HNratoKvegun0bPbs7Of70jxgtM6EWQFe7ju1tWkb3/ozdnfPUi0d4Md6HMHKWy70aDp1ux+mspFoboOvAsyQHrAgxH+mC8trK4GuIHjbdu43zL51jz8/9XHSIRIanqNzxAB21ZQtLuddwouYV9/CRlf/B2X1PEut1YRTBteYOmqZ+yrOTDTzwN5uodxhRvf2prQ8c1de+9rWvXfMTATRGA7qcjK2plZuX2BdmLIKAxmyhXJ0jlCggySAYXCypNuGuqqbFsWhYFQVZa6GlwfmGEaZSLBCe8zEaKSJrTXhcBtSSRFFR43CX4TbqsFt1FJIpkgUFUdRSVl1BjdNBc60Du06P02FASSWJ5kGtM9NQW4ansoJmp4psIsaoN0pKUWN12nBoZQrSQmBAnVOPTqenzGlBX8wQSWRJyyImu4O6CivXbXcVBUGlw1FWRo31iiMRUGu1mPQalHyWZFGFxWLBU11GrdtJnV2LIgvojBY8lXas6oXlFpXeiLvCSYVRhdpgwGUzY1RyRBMZkkUBk81OTbkVm1YEBHR6HQaNQC6TJZFT0FvMlDuMiKkYvvkw/oyI2WLCaVShFBQ0JhNldgtlNhMOo4piJk00I2Msq2Ld0lpayg1oBJAlBZ3FhqfMhl0ngCyj6Ex4ym2UmxbfUdBg1mSZ9MUoaI1UukzoRACJ6HyAyfkERYONSrseLRKCyUa104RFKwJFpgf6Oe6VqW700OwycF1jFiVLMCqhM+rQqxQK+QLZXIGc2kS924JVtxD+L0eneeXUFJnyWjpqbVi112maFIm8ykxjrQOHToWITKGgxl3nptpsoNxpRMimSeYlipKAo6qcKruTJU0uHCqFotZGW7UVnSKhcbppdmmhKOD0VOKxmKipsqLNpQjG0yRyEoLOjKfaRbVFg1qtRqu51o/qXbcbpESCqL6am1aVs5CQS0BQGbBoZSSDk6WVRlSCgCDqKXdoyMYSRLNFBGsZrS4tipTFOzHHbFpCZbZRY9UgFYsUhYVZoVmlwuJ0UqmXiMVTxDIS6MzUVZfhNmnQmax47CKpWJJwKkdeUWG2O6lz27C+y1GxBWTSsRBdnYOMqqvZuqyc6znSLajUGEx6TCxu8whqjFYHjdV2PJXl1NgNWMwmbOoCsUQOWaNGqxYp5nQ0L6+hUq/BYjXjMigkYkmimQKSqMXhclLjMmPRqq5dJ2oVKgGKhQKpdIZEJkdOUmF3V7N+eSMrqkxoBRUmsxG7UU0hnSYhaXDX17OhrQqP6cqZbomwd4qeuQK2+gZWVxuvvSKjSBQUI+76RprqyhZsr1SgoCujoamJBreTMo+HMpNMfG6GuUCEVFGNs7aFxhoX6f5DDBfLqXRXoU/7iUhlLL/1HnZuXUa1WYPJXY/HriYTnGV2PkQsLWOsbKJJ6OaxZ7rI2qqoq9CTTyZIqxxUSqOc9BnZeMstrHELRMJRElmRslUb6WhoYUVHC9UOI+REytqW01zloqqhiSpdlqDfTyiWxdC8nQfuvYkllYvHaFAo5IrYmlfTVmPHqBEQdG6am10okTlm50NEUjKOxlbMsSDG9fdyz7p6HAYVyHmyqkpWrWmm3KT9tSZdKUmhlXhvSCkuD/tJGu00eJxXJVx4F4phDr54lj5dHTs3t9LmuJF7ZwrRvuN8+5zCph1ruKnOgvG3PZXRf3WUPP6py+zaN4Zt+y18vM1yg876yeRzBTJ5MJq1KAk/p88OcCHh5qP3LeN6Apd/pShFAt5ZplIC5bXV1Jl+FQ21SM+jf8ePxuu4/eNf5N5l17/ELg08yl98e4q1H3mYj922hCt5PTJH/5kv7tLz8Kc/zn3rq3/rM4W9F37dTeo3BrmQJxaN4k9dO95LrTPgdNpx/q5rUatMtCxtej9fpLyhhe1lFVfN3m8ciqmcLRudrKp4PTlEid9kBHRGK8tWLaex8UY5UECRSEQDdPfPkdBoIJsilNLSsKSSit8EayeoKa+tpfzX/Rxvg2D2sHSZFo/L9IY6UTmb6GjX4ra9NTHE7zqlmegiUj5HJBTCm7j25q5Gb6SioozyD+g0TIkSJd4PEolwkN6BaaZSEoJGT3lVJSsaKyj/nUlSKzN3YQ9nw3ZaV21kqfv6IyaVbIhpfx6Tw4HD+vp+rZyYYyIq4HQ6sZuua73+d4aSEy1RokSJEiXeJ6WFrxIlSpQoUeJ9UnKiJUqUKFGixPuk5ERLlChRokSJ90nJiZYoUaJEiRLvk9+EoO8SJUqU+LWipGYY7BtmMl/LzTc1v3Y+Mh8a5eLJ01yWG9lyxxaaTL8rEb4lrpfSTLREiRK/8ygpH72nDvDikWGSi+cVlFyQkdMv8MOvf4uf7j7K5UTpIEOJt/L2M1G5SLzrKf791TB2s0A2ZWLD5z7HZluGgRe/y/MjIvpF6QuV0c3SbXdx+3In5GOMnniFY4MBMkUFweRh7R13s6XujVpIhVSI3r0/4uUxEZ16IZGiIoPKWM3mhx5mc7lCNjbNpWNHuTAeoagy4KhbydbtG2myFIjN9HF0/xkm4kVQ63HWr+KmWzZSJ4aY7DvLueJqHtrqQZRSBEbP8crBYTQd9/LQBjNzw92cH9az6YGNVIogxWcY6umkT1nFhzdZmBnqo9drZfNdq3AKeSKTvZw4dJ5o5WY+dNcqHFKS+bFuTp++xGS0iMbipqVjIxs7GrCp0swO9jAwlsFz8y20WQVQEkz1XmJ4Cpp2bMEVuETP5Vk0rbeysV6PgERo5AK9ExEsy25jlXaMc/3TpOwruK2j8qqRjkxo6Aw9vjSOtvWUhS5yyStT1bGFDo+GyPA5zo8msS3ZwLpm++uVKyfw9l3kfOcgM/EsktZF67otbFjZiFOa5Ny5MYLhBDJpwtE0kr6KpevWsbLZjTE3zqn9x7gwEqCgViGKTuorZTLWFlatWM2yGjMiCtGBVzk6paO50cR8dxcz5g62bVlJ/WJKo+zkCV46OISw7BZuXt1EuV4iOnaBk6cvMRHKgKWetdtuYmVDGcbMAPtf8eJat5plDeUYBFDCXbx0KETtxmXoJk5wps9LKJklJy+kadO4VnHXPRupzAxy6kwvk8Ek2YKasuXbuWNzKxVm7RsOieeGX+ap8Rru2rqEcosWIX2Z/U++RL9lG5+6eyVlb/p7ACV6gV88dpqQqKKYimPb8jkeWl+BePkFvv/yZYqL6iGKoKO8fTv33LaMMp1I8vJRXjk+yHwqR76opWrdPfzeljpMb8qPm730C4ouO90AACAASURBVH44tYY/vrcZjSBAsp9nf/gso80P85f3tyKETvKT75/Ect9X+NjKRX00RSJ28Sl+sC/F5j/4A26uEJBzAXoPvczx4QiS2kBZ+3bu3tGOQyySmTvDMy9m2P4Hd1CnAuQ8ycnjPHNUw87P3kylkiM8eppDR3uYSSuoDS6a19/KjjVV6KUssamTPPXEWaI6LSoERLWBsub13HrbOqrEJLN9R3n1wiTRnISgK6N10+3sWFWOHJ1l4NRB5ho+wt1LTQv6tMEpek8dJb7049xWFWe85zRnsit5eEcDKqAYn2G4+yz96g18eL2J2eFLXBgxsPn+DbivGv4Xo14Ge7sZ0XSwsylLX+cl5mwb2LmpFlV8moGuLsakVnbc0o79erM6KFkCw6c4dLSTaaGaOsuCjYqNX+DkqR4yNVu5/eYlC/mflSRTXSc52hXBvW4Ht69yI8d9DF48w/l+L3HFTHXbWjauX06dTUV4+Azd3izOtq10eHSAhL/3OL3zApXLt7LcDQnfEBfPXWDAGyEnWqhuX8fGtUuptasJ9r7K4VMXGY8tqlmpjFQsWcfWDStodOSZunSe812XmUvkkPUVLN10E+uX1mArjHH88DjqhnZWLqvBLIAS7efQsVnMS5azslXL6IGTBF3trFjeTLleANnPhZfOkqxdycplteS6XuRCromOlQvP8rppmuf8CydJNa+no60GuxhnovMEp7rHCaYVTLWr2X7zahpcphumvvSbwtvORBW5wPyxH/ODQ16ymUn2f//HnAgoSIU0/c9/i8fORSlKElIhQ3T0AD/+zl7GJFCkAtGZKUKZIoVsjKmTT/Ddx84ReqMeDoVUiEsvfJ9numIL15HyxAMD7H/055z0yxSS8/S98ig/fWWAcF4in5xn6Piz/PSpM/iLMsVCimg4RUEukot6uXTgSX52ZIpCKsD4md08cdyHhEw6OM7ZZ77HD3/+FE+c8CIVonh7j/DsM2eYWxTjkOI++o89z5PHJpHyESZ6jvLCnm7CMhSiXnoP/5zvPvIEz+3pJiTnCI2d55VfPMOrQ2FyxSyRyYscemEXezvnKCgpZvpPsf/FgwzErgxp40x1H+OVF44ympKIjndydN9LnJrILpaHTGj4DK++vJfzvgLFwCAnDu1jf9fcm/TyFEJDJzm0/wAXZ/Io6VkuHdnL3kOdjHsHOblvL/vPjBF7c74IJUciEiIcSZArZJi7dJDnXjjAhfEEcnqCU7t/zn8+e5zB+SySlMXffYDnXjpM11QcKTXK8Zf2caxznFhRQpJkpPgIh3fv4UjXBDEJkMP07nueV0724/MP8equn/Dt7+3mwmiQvAIoCYYP7eIn//vb7Dp7mUAOCrPn2f3U8xzu8RLL5Qj17eOJXYfp88UoJPp5+alXOD8WILNYhHLoIs8/uY+LUyEysowsFwl2Psfj+7qYCmUoyjIKIMX9zIYTZPJF8sFOnnvkKY6NhnhjIiqF3OAefrL3Ev54Dsgy/urjPPmf3+ffnuliPpHnWsgzx/jJ4yeYjiUZ3fd9njw9R6ogk+vbxbee7iScyiNJElJ6jFd++AP2jaUoyFAMe5kOZygUZfJzJ3j0337O+XDhTRJoCpnuJ/jG7mEKMkCaod3f4yeP/oB/3TVEEZBCJ3jk6//KNx89TfhKuRQDHP/RN/nG//dDjvhlFCnL5MEf8O2nLxLISeRTM5x54jv8/EwIWS6QmTnOT/99H1NXykPKkRw7wH/8+AizxQKpmbM89b3HOD6doljMk5zt5ZX/fIQX+pMocpboxFEe+/EhpgoSklQgHZ7k7K4f8WxXDFkqkAnPMBPLUczFme07wGP/sYfBtEI24qPzpUd5sS+1mHd8oW+eeu4n7B/JIyXnuXzqOf7z1XGKi+VRjM3Qd+RZnlzst9M9h9l1Vb+9ghSdpufobp455UOSswQvn2Pfs89zcnSWqe4j7H7uVYZi70V5UiE7P8SpQ8cZkurZdsd6PBoBkImOX+DlR7/JI7uO0BtYuKYUGePCK4/yjR88zcHuOaR8gIGTL/P8i8cYDGbJRUY5/cqL7D06QLAoExo8waGDh7joWxTWQMJ/6RD7Dxyh11+kEBzg6J7d7D05RDBTJB8b58ze59hztIeZjESg5yCvHDxG70wGSZLIRwc58vweDneOE5VzxIIhIrEU+WIa34U9PP3iEXq9KeTUCEd27+dkj5crk2o52sf+3fs5PThLWgpx6eXnOXhuhPnXTNMc53Y/z6sXxwkVJHxnnmX30UtMRQpvzB8v+zm3axeHL00RyUsEu17g8WcPcWk6Si4fZWj/4zxxsI/ZeOE91MN/Dd52JqooBbzTYdru/SP+6DMzzD9+9rXPRLWBlru/wl99sRqhmGDq4D/yub/vZ14WaNE5aLvtk7S6PNjkMCMvfI0vfu8U0391C6433U1tcLLszj/hrz5Tiahkmb+8j290/RAokAgOcHjXaZTf+zf+7BPtmAp+el7+Ed989HGO79zIAzXruf+LG7DYNCQnTvPsd7/Bi8Mh5I2vK2zImRCTl45ztBdWrKvF/15LpxjH13+O050zWFeswC6Ckgsw2nWGMyN6bvk//5QPt5nIjB/jFz/dxdE9Z9jUsfW93uX9IRjxrN7B7dOzPHtuN48MqZGLepbuvIPNLfY3VqxopWblDj7ScRdmqxr//m/zT3umGJ4McWsZKOkChpoVbPvwJ9lUDoET/8G/PNbF+Z7lLNsM6GpYd9O9fOazN+MRQUn0khn/Hn2jI0xG2rHKPZwZhcq1LTR70py21WAc72VobIz1S93UZHo5OpBGVOmxGwWgiO/MCxye0rHjE7/Ph7d6KF56hL/7l5NcXLOcpvZ3enE9zbd8nDU7JEZNgwwO3sKnvvQAGxutCICk38g9tbfhsBhQR/fzPz79ffq9EW5ur8T8NsoouakjPPmSn/oV9ZjTb52BXiHj85JqvoNPf+EjzId/wXeuyhyuatrJH371YerseqTgPv769/6BkVAeSRGwtO7g40vKqLLpkOefYWDHdzk791W2urRvk2heITu6hx88G2fL7W2cD18RgQWVexmmrsc45NvBQx6BgvdVnrzkpKMmBihIuXH2PfIc4dt+yD//8WpsOS9H/unz/O3jZ/nUxh3vVLAo+RT+87t4cqiS//GDP2dHtZqM7yK7vv41fvJMN3f97XIQdVg9N/Hpv/xrNqsLRMdP8ejX/gc9UxnEjWV41t7H5zaV4dYnGDv5M/7xfx6jJ/xZ6t7xzjcKAUNFCxtuuxXfYy/w9Pf+g3pzmHjtbXzx9qXXPQuVM3MMnDzE8RGF9vs+RHvoNEfPXxlYiTisCqnIDJ0XfazfWUV0ZIDJqTmoWIYOyPv7OX2mlznbVv74Tx5giTjM89//MSdOn2Jg41Iq3/HuRQK9xzjZH8S+7Qt8+b7lWHMTHHjkf7Pn7Enq2pupR8SxZBubH/oKH1llIju+m6//yxFmZ4KkxWYa1t1B/SYDJovIzAv/zP99YJJxX5TNbb9U4V4/sp/zz+9lWL2TL3z+QbbUClz+6d/wd4fPsWV1M5U2F79NOY/exokqyIUpOnu0rP6oG5GZN3wqFzOM7f8h34xbUPJJAlMzNN79SRpVMlI2wOTAeXq9BykqeeLjEaS07S1K8e+IkiOTnGJkys6Gm9qwqQVQO/AsXUOr6gDdE0U+WisgxTp54kfHGJ6bxhuu5eb7alETXLiEnCUy3cOJwwNoNz3ArRzniXcTaXwDEomZQUbPdBGu3M7d5VEu9IKSihD0h0jYVtLRYkcjgKamkaaGcjqPDDOV2YqZLIGR0zz3va8zYhdAiTHeNUhEv+618k36ejnzxLfInzUgIBEcPMNYsZbqK38RHafzlZ/zrfCriCodds9S1m1cjfrqctRXsfLmrfT1f4dH9kTZ8OmvcMvGRqxvMhZKLkloqoeeIS/RrEx+cpDJsIWm/KJh0FZQW1tFpUuLIEBZSxMVjBANBIhdQzpTMLewZX0F506PMTzmxxE7y6S6io0tzVQaexGMTWxYMsj0xBhjM+2I48eY0FVTWxvCpQWUDJODlwn4tXQefJZYtwayI8xOePFFEqSKQGaUo7/4EXMX3BgFUILn6JlxsvEd6yxPdH6Cnp5R/MkiiuxjOhbGnSkivZ0EaGGGE8+8wFTdnXy+Msve82+3OJNjtGsYW9v9OPTaxVb2OtL4QX703XnsekgFR5lpupU7aw2ohRyhmctc6DlEtACCPE6kECeelt9WgE7JT7Lvh08yv+mr/GnlN/j2oddKHtG+gQdWd/HkSyPc96U6RvY+jW/1R9g+9BNARsqPcOZskMySo/z834+DVCDhl4h6RwgqOyhTJLLBczz2b//KKRUg5UhMdhKRtyEVsvgH+0m0/iWbPQsp34zORjZsqOFbz/QQkJejlv9/9t47PK7rvPP/3Hun947BYDCDwQwqCRAEQRIgCVaRYpNEVVtyk+11qu14HafsPtlEm8SJN26x3BRbtnqvLJLYewELCJAAAYLoIHrvwNT7+wMUCVKULCf722i1+D7P/AGccs95T3nf857yDTPWWcbLj/+Yk0SZ6O+iQ7OElfNNxCNjdDZUUlHfy2Q8ynBHE+PxCSamEqCQiYx2U7nj5/yg2YCAzERfM5fbE/jfr/fkIG0nX+HH3z83484dbudyXT+J4veFPE533QWe/0mUg6J4bRtlKYX2WZIUNDjSCykuruXkPz/PoYzN/Jf/tprMj0URA4I8RXfNCQ6eaEDKvZ+tywJ07zo1q61ETP4g7rCSwaqzNBcV0V3XzlDMRd48JxIykz3tXG2t50pUxZ4XujkoT9JaU0+3zkrfUBw3CUaazvLe8z+h74gGiNNVWUabaRkLidDd1s602saCjHRsKgFUPnKz3Ow+2E9n5wg+Egw3nGLXc3Fa3SKT/S20qtJYF0zFFB6jt/ki1Q1djIYTRBqbuDrkJRK9tnIMt3H6nRcYaTuGUQB56CJnGtVsvE6qPcqVI2/wVG8VSVoBEl2UVbfjuz7wEvRX7eWV33ZwxqZE0joIFpVSkjVrpR9vp6amh0FtJQfeGOGCGmIt3XQ0GumbmCQq2z8ml/D/Hbh9z5LjTF3Zx6FwKRtyb/fiugCiiCRKSAoVWosd49RV2vrGaNr3a365vYqRhIgoiggkbnFbfXwIwjUG9BsFu+lvQRAQFQrUWgNGg5KJri5G5Zl40ZEOqk8eokosYtuG3I/HXTmrfomJbq6cL+N8r5PSrcvwa5nhvxNmfgKzGdtlrnFR35SHKIlIkjTzE8VbVjgCoihdDxdvDRcEBFFElESESA+Xju7m3b1naZue/ZEEsfA00YSISq2EWJjpyC1uK3mKtvK97Nx5gMqOKRLvf0eekeWMuOIkEokbiiaemGGf5zbk8wCCBv/ipaREemmtO8m+E53oUgJkpCddo8vTkV68EGNvG801J9h9rAezP0Ca74YFKssgKZRICglRkpD0max75B5Kc1NmKLEEAeFW+Qgf3Yix9hO89NwOypoGCcsCojhDcynL3Ia7EARi9JS9zlsNbu7YtJQ0i/bDH0KfqGH/GYnFi/3oNbexPYWZ9hYlCaXWicswTHvXJOHG9/jFL3dQNRABQUQUZijwPkyDCkKMjoO/4YWrBXzlC8U4bhmhgmhm0QNrmNz+Jhd6L/L2rklWP7QEy3XRyIASleqa7JRqzAvu51tfWIJlVs1FSZrVN2/IVRCEGYL12R+9pV8jzIxtSVKg0ugxG0W6m5voqNzBk88domVSRhQFREEmkbg5+Y02FWfGxK1NKorXyjbT9z+wUhdmwkUhylBzOfveeJXjrTe7FuV4lEg4QkKpRSPFmZoM87tp1GeqNtVdy8mDJ2lS5bFxSzF+vfCBthKMPrLTnOgnLnP4YBlXukZR+heRY5duyEuUUCiVKCQJSWEgbdEd3LlxFTl28bqcRVG6XldJvEEwLwjC9fE5uw3kmcD3I11vQ6XeglGaZmKsi4uHd/L2O0ep6ZlGFkU+ODEJiIJ4Pa0ozsh4Vg9AmBUuSR8cd4IgzpRdFJi+epI3XtnD+ZYBwrM+IyOhUEgors2B6sBqPv/QGuYlmz51e6K3mQ1kEpFujr+0H2nz31FkEmDs5hiiQkN66Vf5xlc9CPFp+que4htfeJtTn9tCxqG3OCv/A499bjP2cAdnnjnMb3/fUglqdMY0sgKjlB+v5QFfLobIEB0157kSy+Uen0BkcpKEfQmf/WYx4d4a9j/9Q362p4L7Vy6B2Bg9V85yeFLNgi9sJs/axZHfqwBT9DY3cu6cF1fJVykNiJRfvFY0nR2X24mpvJaKuiGCuQamrjbT0NyD7F+PTwuDaHBmLGXp177NtlQREh0cf/E5th9/v5cJGFLmsWrLn/JnqywIRLnyzhO8eLDxhgjMaSxc+DBf/1IB4nAlr//0GY7XNeCeReKcGGvh7METXIkE2XSvirHu8xw8FsS1KR/n+29Oy2M0V57hUqeJVV97gAfmCzTuaOBA4/CN6ka6aKhrpLVznDQvtFVVczWmIMvpwix23VZCyuRClqUfZFflLo52uNnwUJA0pxoGZ8JVqYtZOr6fihOvUdWXzQOr01FePU0DzCjh7CDOTh0LVt7NthI/JmWc8dEwklaDsh/QpFN6/5d4cE0uNhHi9U9R13D5I91A0eZjvHN2hHv/21d4sMSH0PIGZU8qPkRhCQgjlbz5Zh/OB/4rJUEHuqsfNrqjdBx9jTO61Xw924buNma0lLaWR/9wxp3LRB2/+PzdvFfxx2x1v8fLp7X88C8eYqNPy3jNk7wlf/gsIgyc4qlnm8j5yg9ZkaRk+gNRRfR529iq+QbPP9tFjeYufpKnZ/+1MEmVydIlNo54Snjgy4W41JCIjDM0pcQmygwJEhpHEZ/9s2+zQgVEx+g+OsaBSyCptDhy87AeO8qJqyu5w6tkarCJM2fbcCz8Ik4RhkQVxuSlPPT1P6NYGWequ4odP/hrfr53PsXzDnOgLZef/+PnKFT1U/VeK0d2vs+eLKAyuVmw+o/4rw+4EInTf/kYL3z/H677uQSdDV/xg/zZt9egRmb6ajk7n3mcV68L2YA7cxWPfP3rLBDGqD/yEk/+Zj/VHYsIvR8nPk5XbRlHT7XhXP8wxYomzu94j9yUz1CgG6K1oYluvCzI9/KB2yqRPq6UdyIn8il5eAtLfToE+ZbJb6agpGQH0dU3sfeV/aTMy2Dh8gyGqqvpQUDnTiHVF2JEUcC6z2wlx64mPjVJJCGg1Eq0ImIKFLHwnq/zpSUmBCJcfHGCF6tFQI07zYe24grNV+rpz87DEm7l0uUu4uoAHrcZoVPEEiy+5s41EB8o4zd//yS1VeX0D1+kYSqLu+9/kM0ZcWpfrWRny6wBoE5l8Zp7eeShYpJFiLe8Rn9P+Q1uX8FIxsp7efizG5lnESB2AV3dT+m+rilE7PPv4MFH7mNZQMXQiR/z9R830NbnnDn/ACB5yc1N4rI4n5X3bKMkzYwyMcnIJOh1mk+VKxduo0Tl+BgVr3yfH712ifjmvfzi+4eIh9so62rH8MLLLP/DO0jEpmjc+wQ/GjLNrFqH21AtXsUCpxZzbgHOfXv51U8asKgFwsM6HL83fZgSoyOHNfetoPnQc/ys24E6PsHw4CiBrQ+zwjVF36V9vHigBVmpQIxNMNRnpmBpJhYRro4PMdgeYXrDd9haYEcauFkRyPExui6X88wPptgrQnyknZqKi9TrD7LzzFoc4SF6e3twGu/jy6tDGISm62kFtYPgwhKWNW3n7PM/o82mIjoyyJiYTunmpaQor+uR/xDk4SbO7X6WH/ftR4gM0dmnJrUwixRNBU2AHB+m8fQBjtRMkLL8s3x2pYHL219k1+n9HE11sXWhG7UACFqS/GnYqy9w4rUn6D5mQBruZkqycp3UQq1kuv0iB1/+NyoYp7ulA23WGpbk+zAIt1eiSA7ylmWy+1QZI5oC/MEA9tmjQ0pi4fJUTvzwLHLmJtLTUxg69n6gAm/JPaxuepeq935Dy3E9SlFA4cjnzk3LyPp3XrySkrJZkNzChZ3PMlxuR6+cJqKE25NOyEzWnqJx0df40rIMHHoFtz9OJDNU8To/+8UOqqPLee+3P+OURqD5TBdX6p7j7YI/Z2tUJta0jyd/1oVZo0COjlCvWsyybDM680KWuo9w4OlfcMWqR6OYQGuTPnRVPXHhALX3/w3/ujoFpQDTt4kjqkNsesDDc/9wjtDffoeQOnZNiQpI6gAbvraNqh0v8vPv70UryaDQ4yl5iM+XWG6T2w0ISh1JRffyuZPP8c6v/5ULJgXR8UF6hWIevS8foxBnKBFmtOMUL/74BxwXZWJTI/SNp1FamoHd2kY6l3jjl49z0qAgMhjGYLvVA/MfQHyMrrpKnv3RNMlClLGBfqK+JSxIVTLRBjNbMJc4ceAYzYZivvSVLbg7DvHqK4d4e1cQa6nE+T1vcEJcR2reB5WoPN7PSESBq2gLmxd7Z7wqH2KAadxZZE6WsXu0hknrvRSlqdhXPROqSppHydIWBg6e4tmfXsaslhAlG6ElKyhd/pEb/oCEc14ppQ2jHD33Kr9s2os6OkzPkIl5pcvIT9Uxej7BUP0JdjwTpTlZRWK6n5YpG5np2WRMTdB/sp6DLz9Bo0uPNDBIVPTx8XlcfhcS9F/cw0uTVzllFQn3NaIJLiaQZGFMgCkA0cXibRupfusCu59q5YRWgSAqMOeuZ9vKXDyWTxefpPTYY489duNPmURsgPf+57c5M/9PuDfXgEqhRKWx4Mux0bLjCOotj1CSpEarN6JVK1EoVehsGazYto1VmTYcyT6sTDKNBr01iewVa1ma5iNjftos5vqZqzEKjZHkrIVkuWb24gRBgcboIpg3D59Fh9WbjkcTZnQihqS1kJq/mq2bluLTykQmh+jpHSEmKtHorXhyl3PnhiX4DUoEpR5nWiEb7lpDplmauYajMeJIzSDXa0KSlKi1WnQaNUqFApXegsNiQBhq5DJ53LMsHXtqLiUbNrDEq0MUBASFHluyn1DQg81sx+1xoo5OMBVTYHBnsGjlHawuSEUvCQiiGnOSj/SMNBwzmgxB0mJNTiOY6cOqltDZU0gLhkgxKxAQEEQFemcqgWCQZJMChUqNVqtDo1ai1Njw55ewsrSQoF2PyeUjkOZBF4ui8eSwuLgAv92Gw25CrzdgdiTjcepnLCRBhclmx6RXgiyj0DkJ5i0gf0EBeelekrS9nC3rRpHkIzvTjhhT4shcyro7SlmQZkMlCkgaB/7MdFKTzDcULwIqoYdTh1sx5q1iw5o83BpxRtZaB2lBP2npHvTaVBYWLyYv6MKo1uAIZOBPsmK0uPF7LKgTEcKxBEhaLJ4AmekerHo1Sl0SGfOCJFt0KIUZF5Jk9JCdm06SSYtCmJGZwZPFvEASRo0ChTkJj1lBIi4gKrXYM5ayfGGQzLz5+G0G1NKs/idKSIYAK7dtYWmaDa1CQBAkVK4MCkIudCrp2uSfoHPXd/lhbQZbSrNxmTQoFUpswTz0l9+g0rKFTQVurGYDeo0apVKBQmUmo/Q+7i4N4kj2kWaGqYiAUqPHmbOatYVeAvML8BulWe5KAUGSUBgz2fzF+yl0KGfGhCihSZ5PcaYNURBRGv0UFPhJciehVAS4896V+PUiCqWB1LwC/EYlZn8OafoII2PTyJISlcGBPzuXkEuLICrRWNLILwxgvuY2R1KhcwQpWJCGVZ9EesgBo6NMy0p09jSWbLyXDfmOmXYQFSg1OvQ6DSqFErXehn/Reu7ZUEiqx0OyLs5UVIHO7MKft4KVC/34M7Lx6ESUegspmfmEHCqEa25hjdFOalY+6TYFktqE05dFnt+C+P4cobXgTsshx2tClBSotTr0WjVKpQazO4OiNXeyLMeO3mAj2R8i3SoQThgIlKyjON2GyWLDbjOhUplJ9TtQi0pMniCZgZmrU9chCIgqK/68EtZtWEbG9esbAoKkwZLsIxBMxaaW0Nk9pKbnkO404PAHyV20hPkpJlQ6Oyk+H/5kF/akJFwWFbGpaWKyAo3JgTc9gM9tQauQMDj9pAfScBtnviOICkzJ6aQHfCQ5HCQnOzAp40yHY4iGZLKL17KmeB5ekwJRlFBpdOi0WlRKBQqtg4wlq1hdsoi8kBuzVgJZQKF3kbVwIXl5C8gLpeC06FBqHaRlpeN1mlAJICCi0LsJZgXwOoyoFAbcoSwCyVb0ipm5S1SYScnKIs1tQadQoNbq0WnVqJQKtM5sVqxfQ1EoGaPWjDcnG7/Lgs0TwGdTEQ9PE5UFJLUZdyCTkNeGTvXpep7gFio0mXiknV/fu5rKb9XyxPr37ZcE4ZGT/P2d/wPrU/v5Ts7/NgrdTwzCbad5+/lf86biKzz/l8s+dS6HD0Oi/zA//ec9jGev54tfWUvqx23axCStB5/gR9vHWbDtER5cE8L46Rob1xCn4RcP8Icdf8Bvv7MWn1V9TblGOfJXy3nc+yT/9pV5OPSfvjExhznM4XfjFneugCDqCK7YhOi6eUYUlQ7mr12F3vgp2xW+BlFnJzW7iGLJMfeM00ciQV/VQQ6dKONcVTfmgi0UzfNi+NQKTcAQXMYqixu9crZrUsSZt44SuxnVp+2kxBzmMIePjQ+ScstRBlubmHJkkmK4MTnIiUl6m7uRvOn/jj3OTz7k6CSjw0OMYCXVqfvft4/zCYc81Ub5qWYitjTyFvj53TZSgoHLJzlVXkOPFKCwZBE5PhuaT7HAIgOtdERteJ0GlNfvmspMdDcxoEwhxapB+tQaEXOYwxw+Ch9UonOYwxzmMIc5zOFjYc5+nsMc5jCHOczh34k5JTqHOcxhDnOYw78Tc3yi/1HIcSJTowyNTIPWRtKn7A7UHOYwh/+zSEQmGB4YIaIyYLGa0MwtdT7RmFOi/x7IMSb6W7l05hTl/o0EuwAAIABJREFUdVcZGI8h2dMpWL6eOwtcc8v7OfyfhywT6Wtix0WZkrUhUuY64X8iZCZ6W+kajqBNSsejHaOjrY9JhZVU/y33U68hPtFDY1U5Zyou0z4wQQQLmctXs2pZHslzdvknGnNK9PdGgvHOSxx7520Ot6lJ8TrwOAxYktPwObT/z5zqncMnDTKxwavsPy0TXBMi5T+7OP+PIzHRTe2J41T3KTGowkyKbuaVrCE17YNx5al2yve+w/6KTgS7G4fHgcHsJpBsRzdnDH3iMadEf19EB2i5eIpj50ZJ+9wf8UBRGg69ck55zmEOc7gGAZ0zjay8CeTWQcKyhM6RRnaanQ8uKhMM1Z3kaHkDEd9GHrm3mIBdj3JOef5fg9srUTnGwMVdvL6/hr6pGDFZT3DVgzxU6kWcauK9X+wjUeig/3IvU5Fp4voMVm/bTIFTIDxax87Hn+LctA61JKDUGskqXczkyRZy/+ALLDYLkAgz2nmWt19pJviZ9QgHfsXB6VK++rU1JIuAHGWs5yK7nn2HjsyH+Na2bMTIGF3Vh3hnfyVdERUmdw6lm+6kyCMw1F7N8T21OO55hBKnCPIUfS2VHNvXTsqdJagr32R7eR+RaJhIQoFWa8aVXsiK0lTGKk4wnPVZts7T31CE8gSdlys4d24Q/113seAGRQaJ0S5amxpojJjJ7jzEMz/pI2EOsHD5KkrSotSdPU9dNIPNm/KwCJAYaab8dAWN8Qzu3DgPGs5wZP9uKgeUiIKRtIJSVuTEqb/YTDxtNXcWzNApjTWf5cSFSzT0CIg9zXROh4nGQVJqMPryKV29luWZlpuUd7SjnL0HjnC2dRIpriC5YBVr7ygm3RBnpPUiZcdOUtk8QFgykZq/nFUlCwjY1QhEGWqq4OTRE1Q09TMtucgrTCUx3E1TYyfjk1FkSYFSpcFXMA/NYBRbZh5FS3JJUgPhZo68fYZx73w80WrKyi7SNiagEGeIjKMRNZnr72fjsmzi5a9yairEokUFBO1KIErjvhcoFwpYWpSHu3cfz1/UUFJcSI7XNKt+cZr2PcVpqZiVi3JIMd94IUgePs+rT+/mUt/ENZYaEW1SHuvuuoMFXguamx4TCtNdeYA9h87TNDBFQp3GmkceoCTNijZ8gVd+uoPa8SgJIcb0dAobv/F5lnvNqOMDXDrwDvvPtzISSaB05LJm60YWpRpRyu3s+emvONaXgGtsHApzgOX33M+qoAllvJNTb+7gZOMgk5EIWOex+bPbWOhSwcARnnihj6y0ceo7J4iMT5BwF3PvAyvwa0WQw3ScepPXDtYxkpDQuBdx92c2kmP+6FlWjofpqLvMqQEjSwqsdJ9rRM4vpNguzooTZaDpMgfH3NyVb2GkrYGzzSMMTccRVVrcKakUZTmv8XAmmBrv4+zpDkS/k2hXD/1hUOodLC7yk5SYpK2hkfKr40RVWpx2PfKwTPrSLEKaBOHJURout1DdO0lYljBYbORkp5Nj/YiXnqJDtFaf4ViVljWfW4FtsJHKk2W0mldw18oU4l2XKTtwiHPNwyTUZjy5xaxZtRDLcC3H393O2Y4I0WiUhKRGa0oms2gNG5da6Tl/hEOnr9A3LWFwZ1JUuoriHCeq6S5qKis5Xz2MQT9OZ98EMclK2sJlrFwcwjhUy4nz9QxaFnF3sXcW40+CvprjlDcOYs7fRJGqjhPVHURci9h6vwsx0sPFI3vY/mIV89ZsYn3+rC0feZzWS3X0jUfRxzo4/NxPeC1mIVhUSmmRn+mLh7gwZCJzaSnzXQqQJ2g8tocLo3ayly4nR9vE4V0HOXuln4gcQZexhg1rlzPfrSLSf5myI0c4W9fDhGgjY8kaVi1OI3JxN/tPVdE6OEU4LqJQKlE78tiwZTWFIef1pz0jDQfYfmmc+Ogo4ckRhsajaHxFrFlVSNClRxyu5/ihY5yv72J0Mo7GU8j6TSvI9Vrgyrv8dsc5rg5FkCQBWVBhz1jB5o1LCDr1iOMtlO3dx6nL3YzHtaQu3sCmFdm4DRLNe37FccVaNi4N4TJIQISat37Befs2Ni/2YdN+siyM25ZGlkGeGiesc5OamoJTvsTLP3qes2MJYtNtHHn2cZ46NIjJnUxykhUad/CzXx+iO54gMtHGyTfeo1mTit/vx5eaglkRpu34c7xyqh8ZSITH6Ch7k+ePdxEPD1Hz7pM888Kr7G+ceQJcDo/Sfe51/u2Z13jzeCux+CQDjcd46Tc7uSw7SHEZiLYd5oWn99IYjjDWe4UTO/dyaeT9K69hhjsvcWT7IeqnlejtHlJdWuLdFzhYPoQ51YvHZUEeusrFo+9womnqFgFMM9BaxfE9x2mcuPkabWR0mN7mGuo722jpjmNymJG7z7P79dc50jzKYNtFTu7ez4W+BBBnqOUCJw/up7IngUScwZYqKs5doE8WGW6q4lRZPWPxYVoqT3HwYCVdUSAxSkvFCY4euciQ2oXH50YxWE9N1WWGtKmkuh2YtLfaPzKTHVWcq6jh6rTAZGs1FeWX6JySifZc4MDOXRy8NIwmKRWPeZr6wzvZdfA8bRMy0a7z7H5rx/Vwr8uGyWDC5vLg8yroqqik7uok2hQfboeZaMtx9h05Q133FDIw1XSK3YfPUdc9Tn/NIU5c6iSi8+D3+/H7jAxeOM6Z6hb6p+P0XdzHwTO1dIzErr3tHafj3LscLK+nZzxO9Oppdh6qoLlv4hb6qgSdZ3ayv7yJvombQ+TxKxzaVU4PBpL8afh9DiYrXufVQ7X0jEVvijvdsJsnf/suNeNanF4fHrsRjWqGkisxdJF33rvEpMGO1zNJ+Wt7qeqbICLHuHrg1zyx8zLTRjdenwdd70F+/csd1AxOEUv0cuaNHdTEbSSn+knzezFefZefvniagekYMhHGxwUsyV58Pjujx37N4zvrmY4nkEcqeP3xx3mzQYHTnYwnxcrI4Z/zg7euEJZh+vKr/K+f7mfA6MXvS4Lq5/mX355m+CNud8vxaVqrKtleOUBcp0FFgt7GGo61TN30nno8FqGltoby3hhyIs5w/zBjghqbxYhJnKKmvIJ9jZPX0iQITw1wrqyafRd7mdYYcJj1mJUQi0YYaKvn3bMdDCl1mJVx2i9dYvf5q3SEZeRomP7WBvZe7COiM+Iya9GJcaYiH01QJsfG6K4/w949FXQMtnHh4FtsP92HwqAi3FvPqZ0vsuPCBOaUVJIMYdpO7eClt88xqDBgT/aRpJmms7aM8306UlOTceqnaD23lzfeLqNHlUSqx4LcdZ69b77J0cZJ5MgATWff5bU3DlI7aSbZ40I32UTZ7u3sruwlMtTMhdPHOHqp95a+KTPScoHTx49R3RMlPtjA+TNlnGkYRiZKX80pDr/5LM/vPsXZhqGb08rDdPd001jVQFvXADGDE0u8jZM7t7O7rInRoQZOHTnKqUudhAF5vJGyA8c4U9PFlCiQGG6g7HQVTcMicl8V5RUXaR6MIU+3cHLHW+w+007UnIxb3c3pXTs5WN7ClN6B2+vDPFbDmepWxiQHqSkOTFrlrLecZaLt59j5wiscqB9BtCXjcSlpP/o6bx+uon0kDolppmIqzA4PqR4lbYdeZvvxK3SPJYi2nWLHyWbCajs+vx+/W6B+96vsqbjK4NQQlW8+zesn24kb3aTYp6l8/Vl2lbczFI7Refptdpe3MTT1vqRitBx9lT0Xuhid/uQ9a3DblaggSlhy7uCheQ6SDDDZpuPMy09xvu87LLLKIEQxZGzk7nv9qBMTdPr6OPTtVzjx5ZVsQESpTWbJfY/ylVwFIBMb78Kw1s7fbj9G5/pt2MZ7uXC0Cuu6L5NrEGlRq3A7pzn0XjX3hQoQRrqpPnwGMTMLrQCJySHazu3lwFAWf/u3X2WpdYL6Yy/w45+8xdHWVaz7qAoanGRkPUBw3hWOaQa4cnEJn/nyZ/CKCfqqD/ye4pKJhsNMRgQcGUWs3Xo/hT4dg2ff4LcvH+Fg9Qr+KDOIp/oMpyo6Wb5OTWtDC13jNhYsDWFknMbRMAp7ERsf2ERs3w5O9gvoUrLJSTtNQ3U5lVdX4rE0c7m5j7B5EZ+5bxMLjBP4NUPEKqPk3/8lHsq+XbMlGB4cRbQGWX3nNtxnXub4MECc7uqTnGsaw7Xqq3xpcxbGSDtHnnqctytPc3F+NrQe41xrGO8dX+HRO7MwCTHigoikVCDF/ISrx+gMreP+L20mSx2jJ1FN1RttXKnvoDA1mZazFxm1+ijJSMM6KGLJWMamBz/HukwdQrwJ/eUrXPj/m4VX46fkroe4d2kQc6ybXQ3v8VLvKFOR2YMuSsP+VygLF/PN+x9hVZYdKTJNQq1GKUK8v4dBRyFf/cwXWOY6xcV/e26G+zDexqEX9jG88G/41udXELAIjF8x8ld/+CJ7atcRLJJBsDB/0+f40vIkDNIkdT9/j9+c7SMSl0HrpnDLQ6xwWtGK09QM7GDLqStEvpCNGkiMSXhWb+buQhtKplgUO8Rdv91N44NpTL7xS45pv8lrX32IkD5GT+pl7vrWa1T+YTGrdR+UaSI2SWNFBQcvjeItLGDD/CQs8jTpXi0H2geZyhdoPl9FkyWXO7yTtPYkSFtuRaNQ4g5ksFZrxqFTEBvr5cjuw+yrH+KeTN0NFhARNDYPSwvc2BQQi0aZCk9S09BMqyaDry/LwSOPUh3to7rnWpp4lInBQdom1BRlhVhiV0E0Qlj4eO8Nx8a7qT35Dg3nY+RueZA7F1oYPHuEspOdJD38Jzy6IRXVZAsn3nyWV4/uoXbtY2zdFmRe5j6U4RFqsu7n0c9lkug6x/YXy2lQL+EvvvQQuaYo3ed28OyrR9l7vJiSeyXkiIDO5qdg4z1sSpEYq9vLc8/u5szxSyzb+Pt3y+jAZcpOXaInaicz4zZPispTTE4mUFozKFq7lfuX+NCNnObZH79Mzbk68rcV4D+5m/baWjqKU7HXV1A3riNpQS5Bq0S0vZ8JfSqFK7axZGCMsaYZmU43n+FAZR+awnv5/IMlJIUreeofn6DqQgP5X7ibrQUrWKBp5orBwdp7HuaeQudtVlQy4YSRnMJSNm3OxyEOkz723/nRuQsU5WfhC6ax+I40tHodGnEQV+vXeKOti4HxGDZAdBew8b7Psi4vCXnoJD84+iN6h8aZ6utg1zsNaLf+EQ9uW4pP0c32xj/h9bLLlOY4f38h/yfjtkpUTkzSefkMhytaGYkLyOEmeqMTTEzJYBWQlA4y5qXMPPUmqTCH8gnGd3G5O8EG9625zTAxBFfeif+d7RxoXMfG8HmO1iVz5zcy0dKCUmfCm7UYzemdnP1siIyOSo5ecbFutYujXRCbnqC7toK6tkHe/dW/sJ8Y433NdI33cbU7CoYoI52VvPXDv6HJKoA8zWBnM81Tbko+svoyU31NHH/xf/F3Z7WICh329AJWrJ7/oeTMgiCgMLrwJi9icYYTNaDwpOJ1KGnoHMG8LotQShXHy87RlJtCY1sPk67FLAnoYLKd7sExJtR+AnaR+vfzVCeRnZtO2ZVyKs83kp9WR+tgFOuCRQQ/7lvFiUHaO8dJiFZSPHquU3PLYfraOwmrLKQG/FiUAig9ZARdiC2DdHf34WzvJG7wEAimYVWLgOrDyalR4MxfTs67z3K14Qpt2aOcqZ7EkR4k5LMQOf07C0rPubf4dWc1uy0KIMbVUzWMLJ/Fk9p2jBefuEpZkgFRaSRlwRruLM36aGLlyVreffIn1L5rRpoYpL0zhYWrfNgMs7v4BM21rZiy/piQ24JaEkCrvZFFZwcT9nwsKiXSbLHHW6i6rCLrKxk49EpEwBRaziLbP3KiZYJoASD3cfKZ7/PdfTqk6DA9LSrWbsnDrJZIjLRy6eQJaromiCMwXTvE6PgE8WtrPEEfJC9kvPZNLb4lCzD+9yqaY2MMnK1lOH6WF39cjwDIE22E+2M0j8q3UaIy8Ugf5TVhJvqUZLtsWBVAXIHba4djPXRMJiiraKLZZqbAJtM2ZibPo0Ygjhwd41JtM71TcRKxCH3DUSaFaWIy1/gmBRRKLS6fC9s1o0ihUiJNRugbnEKf7CJFK6GIa0hKsWO7OHqty6ixpnhZ0N5BVdk56hUqHO5kFmR7Mf2u7iJP0d98jv3vdpFc8i22lAQwCr00D/fSN+pgdb4XvSSAIYnUND/Ow/tp6IxC6q3kXzLTI4P0D06gScshZFUioMTl9ZPqUHOluY2RRABBacLmTCHVNUM0YExKJsmso6azg4GEjcRQA2fKn+B/trqRJA0Wfz7LSotvWw85PkT9mQtU96gIlSxH3TV0m1gCoqjHk5FNXl4Ip14ATYC0JDX1g/2M6lazKHiEN9vquNSSi6uykWm9m1BOALMYpaWlg7haj8PtQHWdg1FmrL2Fq+11DI++SeLqYSR5nMaaWqZ1qxgdj4Pt480rotNPmsuCWSUAFjIy3EQvDDI4Os74wCiXTp/ncucoETlB2+VO+nPCxOMzIzXeeoTnftHGMaeGqaEuOjTzuCeYhGn4LLUdPUSOvcGTzYfQCAl66ztpnOxlajqKTIKOY0/z48792HQSEKXpZAeTnk/eKhRup0TlOFOXXuV7P6skdOdKgiYF8alRtMINgnRZjhB+n8ZcBuJhpqMS0ofNvJIGk28pG3Nf47VdFWTbjtLk38xfBVQwACj1WH2LWNH/r7y1t5YHJo7SHdrC3ckVHO0CEJCUanQ2L8FgEBUyciCDhSstBIMK6BFQqE24/CEykkSQJ+kRx+nt/JDyzIKo1GK1BQiG9MTHe2m9uJdXRyNsSLtdbAGVTo/ZoCc+OMhoApwiJBIyCUChUqFzppMZ8nHxUBnvHc4l3jdF8vIiUjUy43XNtPeNoMnYjF/NdSUKSuwZ8wglXeZ01T72DUUZiTkoKkyb4Tz8GH0n1neFup4IkiNEyCFRN6vMoiSBnCCRSCAzw2KfiCeQEa4x2wvIsjzzg995SEq0ZLM838yv6pqp2FfFpZiT3GCIVJNE4+9IO0PO7MKbFiLDObMnKl8xMD2772isJHsDhPxmEuMNnH7jdZSWL2KLwocSI0p6HF4f6QEnqvAYZqGatuYORpak4dS9f2paRBCFGTl8QKZR2upaMHk3Y1SrbrHKFSikGLG4PKspYkRjIpL4fkwVFk8a6SETqvgEDnWMyupauqZddD/5L7w4XMiqhV6MKoGxRjXi+KzsY9OEYzf+lMNThCUFCgREUcDoCBIMvr//nca3v2dnseH2rSRKRnIKC3BcucCpE3XkbJ1HUCOgTUrCM9ZCXVucHks6GdPt1FxV06Vzca9BZnq0k4OHa+lxpJBpVyFEw8T6xZl+Mzt/UYFGdcu3BQFRhMQsocqz0gkKFVZPgDtLDLQNjNM3MERbXS29CR1fWOy4zWGb2ZBQ68zYbBomOxrpHMvDbhEQBBFRiBO/bi0mSMgJ4rKIKH6IbISZ9o/H49fbUZZn0sniDC2dnIgTj0WJXiu8HIsTi8eJiyIiICh0mF2pBEN+hHAfTVVH2D0Wpyj55g4lCAlGG89xUuhFTF/Pypwu3ugaIsYtEExYLErEsTFGx2LgUAJx4gkRSVKiUNvJKcrCVH+F+uO7udwWxeDJIMdnQJhu5MLlMTTmDNJSTQg1s7IVBSSdBVeKn2DQhYRMIG0eptASglaRjzWpAHI0SjSeIA4ogWgkSkJWIYQb2f/8ASrCDgIhH6k6mDJpqJ81cAStjeTUAEGvgeiEHWV1I63tA4ylgKgykeT1Ewi60AmQ7v8mJSmL8VrV1AFqawr+9Azcxpk90elyDS2frK3Q67iNEk0wefkAO2q9vPzTbSw3hek8cYlfhd+PkCAe7qHi4Bl6Fy/DkRil+ch+qnQF3OOVIPyBHAERtSGZhXcW8psfvMybvg6y7l2FV/E+6bCE1pLCglV+Xnz6JXaZpyh8dBGO3oqZQuoMJM8vJL1Gg6fkLtYFDAjRCJNjkwgmBQM9CvT2dBY88ChfDkkgD1N/Uk1X5fnfUX0BtSWZeWse4ot32Yl0nWfXM7/m1dpWxvy3P3OltHlI9blRHzjBsSvF3B0SaG9poq1fJFSchlZpJZAVwn/hDG9uHyMvLcCGQg/KcC8Xq69wdcxGYXEIvXCzupHMAeZlJFOz8z3evppJft5aClI/5pUZeYym8gu0T2oIrJ5PsjpxQ4kKajzpAfTl1TTWXKYveyG26UYuXOogrsnCm5JEStyH4nwzdbVX6A/lYxfDhBMikkp9e50l6AmWLMJZcYIjb9XAsocIBlM+JpOLgDVzOZseeJDSdC0C0xzt3s+LsyY+0TWfNVsfYOPCZBLd79Cw+wXaeofRfNRSVO1jycZ7Z9y5jFH1yz/mT8/X07epiOD1q0c6shZkMnrgJNXt2XgsLlSRMaZEPdpEPcfPxcm+LwWD9hYiPEWI4sUCzxw9T0e+C6NDZLjiPY4NZrMsQ49aOQSCmdz1D/Lw8iQMihh9e/6CF/76NG1/nkHle4fpu/cbbNo6H0uinXf330y1LU9e4MChVjbeG8QY7+HE20eYWPh5MpVGvKuKUJQpyFn/AAudKoT4FAP9YYy3Mkpfk62ospKXm0bIEaHr3WrePmPjv5Qmo9U7SNOf4+x5AXfeUgp7jvNm5QikLCFJTBCdGKS2NUJ2aTZrvEoiw128ezlx26n2Zj5xAaVShdtpYLKjg8ZxOwEmaW/pYyAxs8qX43HCk9PEzG4KvRLTfVfZe7Ccyr5J4kAiFmFqYpyYyjzDhXlT9iosqQXccc88Grcf5eWXDGi/WIrd6SXFcZrzJy9zpycb7Wg7jTV1dCmyWeO73dgVUNuTSEmyUHblLBXdeSx1RGlvqKO+M0xyaRCLEIXYAB3N01TVDpCXp6WvoZa69mF08wMkiUMIRg9ZOVv4/BcLEUer2P6LpznY1EKf/Zb2mGyj8lIv6iVLuWPlQlImem4/lkUrwSwvqiuNXKyoY0lKNur2y1zpSaAJ+PBaJMymIubZL3Ps8Ftcda5gY2Y2Kbo4/edOUDWixZ03j3SLRNesuprSMgk4Ogin5lKyeTXpFgXRsTEikhqNVoQbvqqPRKKjivN1bawsSCVVaOXkmSYUtjtwqPs5cKKB6c1rWbm5FF+0hr5dEnLsRo8RXXnccdeDrMtLQphu4ZW//AN21nawKSeXAu9xepJyWbFpJRlWDfLkAGOyEaMOQMQxfz33PbyaLKcSmOTdi8/w0q3G2ycEH+xtgog2Yzmr7Xt49ruPccCsRauTSPEqZlnzJjSD+3jin/YQnhxjoHuC4q99nSUWAXo+kONMKpUB57x1lCj/nJ196/nesqSbXIaSxow7rZS86D9wRvkVHp9vQj54La3Whr/oLu6rfoXtjz/GPqWEIOpwBUu45/PLf4cl+1GQmext5Njz/8TfnNaSCI8zHjZRuCIPu1h72xSCzk3W4lJKm99i38//gTNGBbEwWHLXs6XIjYSEMTWDoM+BfKCJ6KrPssA5TlPZO7z429c4PmylKzrEabmPK1VX6Ix349+fw8Pr5+HLzcRzaBcjnXHc+QvwfKyKReis2MurL7zC7jY1aUND1OyYpKW8kvZICmJ2Pp7lK1m7eIwD51/gB9VvoIhNMh53sfCOUhZ4DTisd7Cu8W0OHnmSfzqtRaGwMm/tFtaXLiDltsSqAprUxSxJ3sfJMpGFqemkJ+sQPubA/F1ItB7l+Z+3ctKtR54eoNM9n7sCSWhrPiLRZA27fvUjLu20opIjjHUJ5C/OIsmsmTV5KfDf8SXubnyLA7/9HsdUCgQpmdL7FjF16h1O61fycL4bk0a82RgUk1jx6JeofukoT//gDGpFgunRQVx3P8qGTDNqqR3kPk489T3+fo8elRBnur+HzI0PENAlI65eyIlTv+J73U6MBhMWnQfLtVO8AKLZTuLCC/yoOk54fID2q+k8+qcb8EoqEvd9h0da3+Lpf67nZaWALCswZt3F179ccluPnCAICKKI0R1gw9JBnjl6nveSVnFvupGgR+K9RhXrAkY8GjOj59pJLXSgEUQEvYN5ae00V1TydpMKKR6mPyF+LCNOodbhz8wkr6eJXbvHsWkFohOgEWe8GnI8ynBnC3vqRpFFAeIxwkonRSEraqIMt1ew7429TK/8Jl9cbP7ANwWViZT5q8mNTvLqjt28+LqeL2xayKoNjbxx7En++aIWKTbFNBYK776HQsftV1oKSxoLlq3ias8BXvnR37NLkWB6KoYhtIa7V/hR04Cg0sBUNxfe/hlNr00wNDCC4F7EpjW5WIQTJAbrOX32F/xdsxui4wyPq0lbugC/torWWd+KdLcxECvEt3gVi3x6PmQ6AdQkF6xhZdso+w/9in86o0cZnSJuy2NtaQEpGgFB8FOY5+TwkXESaR4ys93EGo7y+vOv8O65CO7uQZqPqRmsOUrVsIkJWy6huxexeXUX7556j5//4z4UgoCkTaV46xZWFqZj+5iXGxUmBQPl7/B0+37CY/10DXsovb+IrHQFAwWHea/sFX7efAS7xYSQUKHU3pi04q2HeeanLRx26SA6Sc9QGgvuSMXh8XPPwyt46fAefvXd/ShEGUFpIm/ro2wpTPp4BfsEQXrsscceu+k/goDSmkoo2YRGbycp2UNgwWrWFmcSysrAwVWOvHgaz6NfZYlVg9meTHDxeu65cxEerYgoqTG708ian4V79tMcgkAiGqbj5BtcyfkW39rsRyMIiJICvc2DP2MeAZcdr89DaOkaitOtqPV2UvxBslJtaI1O/IFkjCoVeosDlzsFfyiDkM+FUa3HnhIgIysdp2aGjV2hMuL0BcnM8mNTCSBKqIwuUtMzyPLZUAkgKdQY7W5SPCm4k1y4PGnkLFrB6mXz8VqtJPmChEJerLMtIEGB1uQg2evGotVgsHlIn7+Y5aXF5Lq111w+Mfob62jpkMl94GFKPWNcOnKUUxcnRMibAAAgAElEQVRlCh/eQqHXhdPtIyPoQBgfYnDSTkFpDk5hkCtVLQxImWx5cDUBvXijTTRmXP4QwTQPtpt4x6ZpPLKTE41TpKy4h5U5ybicHtJz/aiHuhlNmEgvXkVR0I3TYkCnM2FPyWDBslUsX5SBW69A0tlwe9w4rQb0Bgt2t4/0jHRSXWY0khKtyU0gO0RqkvnGE2SSirGaA1RG0yleu54lARMKQKkz4w5kE0p1YdaIIEhoTS78WVmkuS2YTBaS03PI8DowqkVAQGWwkRLMJZRix2A0Yncl4/Ekk+Ry4fRksnjtWopzvbjsTryheYRSrOhmH1SSNJid7utpXM4k/Pkr2bhmEelO/bWrNteimjwEfA6MWh1Gqw2XJ0BmpgetYCJzxWqKM1wzvKGCGpMrjZwFIZJ0agzudAIuAyq1DrPdiTdnOZu2LCfDpkUhKjHY3aSkeHAnOXE6HCRnFLPxrlXkumx4An7seh1mRxLulBBL1qykIDOb+ek2xOHTPPdagnv+bB0pGiNWh5f5a7axrTSESSGgMPvIDthQKdQYrE6cSSkEsnPITLVw61ktQanG4rAT8pjQixIGqwWXTonBaiPFrMZgMuFMTiHfZ8SkN2C3OJgXcuHUiIhKLS6bDq1Shcmow2qxkhFIJpjiJM2mQQJESYnRbMHnsd40JgRRRK0z4rZq0KrUmM16bAaZvk6ZUFEAr0pAEAVESYlep8VmtRIM+inwmdEL43TVHub15yqwbLyboqQbd64FQUKls+EJhMjM9ON2ekhNtqIzJhHICOD1+kixaFHrzDhTQuQtXcnqkmyc6plOKirUGJw+0oMhfHYNgqjGaHXhSXFgUGsw2pMJzCtixcrl5HkNSJFerlQ10DntYeXmBTj1VlIzC1mxeiWLM51olBoMVhcej2dmvnD7yV5UwoqSBQSTrDi9QUIBHy6zHr09jfySFaxYnE2SVgSFBoMzlWDAh8equclQkHRWktxJM+PTYMWdnk/JyuUUZiZjUAiAhDh8iRP1UdwFa9lS4idatYPtlWPY5q/mjkXpJLlc+LLycYeb6IiYSZ1XQkm+jyS7Eb3OiMXmwuNLJ5Thx23RoRQEJLURR2oGWYFkrDrFB4yXaMsJdrVZKCrIY37AhckZoKB0PWsWZ+K22XGnuLCZLVhtDtz++SwtKSIvL49MjwWD0XRtHLtJcrlwuLzklqxnbXE2yWYjzlQ/yVYDWr0Bi81JkjdAZlYIj1WL3mTHmzGfDI8ZjXJmPlebHPiz8wm5Dag/Yfy9vycVWpypwaM8dudjWJ86wF/P//hvNcixCTrLX+G7f7+PnO/+mq8XGD6lDxQkmOw8x47nX+PkWAF/8JePMF/XxqHnXmb3WQP3/eBPWXrtLIs8epG3nnqbssFc/uB/bMVQ8RZPv3aO8PzP8c3PF2L9/9i77wApyvvx4+/Z3vf2bvfu9ipXuN7oIEgTK6KiiKjYo0ajqf4Sk3xjTO/NaOy9IIiIlSYd6R2Odo3rfXfv9rbvzPz+OERQYoCQGJN5/cVxtzPPzD7zfJ7nmaecVvdogJ2v/Zm3D2sYftMDXJl/rH0vtbLi0SfZ0J/NRXffznjXub3b0e7tvPKH5zmSdiFzrp9OleuUTVbFPyDW/ZkLL6vhwe1/ZppV+yVdMlImHgvT65OwJ5nQhH3s37adRY0ubr+hiiGfU0zIoVb2rXqVR5em8sBvb6LgVGvi/ZvI/ft576U3WHF0KPf+ei6nHAT/BZAjHWx59THm1yQw4bpbuarKQfeKP/HH9SLll9zCjeelHMs3cQ68+n+80JDJxKtv4/IS0z9zVgJrfsNXFmm45oY5zDxpXqziRGeZTc4g7koR/I1reeGZ5dR6+9FPvZ2rSv47A2jcU8/ONe/y5tojhIzZjLliMkOtAkhm3PnljFTrcZ1wxwWdg+ySCnr3tLLm8Z+y72A/xtxxTJ9URMJpl6YaknIrqDKpyTpxJK9gIq14GMPCSSQbzt01ygM1rH1vOWs276FdW8IlY4eTl6gE0P9tEpGgjz1bDnNUVKOWRaKinsoR2bj/QQkjaGyklUxjbpqbnC8wgP5Hkn0cXr+CFSs2sL/XSPHU8Ywe6kCNgDGtjJHDJDKSTxw3oSIhdwQjbYlkJpyrGsB/5ojY/yRn2BKVESPt7FiyE/2k6VQ6TiPTSzFCPQdZt+Yg/YZkikaPozz1HJbq/0GkgU4aDuxiR1OUpOxiKsvzcRoEIEawf4BgWMDiSuB4b6wUYaDfj6ethbaWGppDiQwpKac0L/kM1syUiPh9DERBb0vEcjyexQn6+ghJGkx2O58er3HWwh0c2LmXQ61B7HmVVBZm4TQrddSzJffv54OlfVTOHEe69vTeQf7nkYlFBmis76A1KIJKg9meQE5GEkn/oYNBTinmpfFIPa0DdkpG55PwRSddDtB+aB/7DjQTTsyjrKyIIS4TKkAMevGGQGeyYTvh4Y76e+iPaTBa7Jj/yXsfb9/DugaBnPw8hiSbv6R581/vDIOoQqFQKBSKj305X8EoFAqFQvEfQAmiCoVCoVCcJSWIKhQKhUJxlj5/CJcsE/E0s3J7Ix0xLVkVw7kgS6e8YD4LcsRPff1RttR6GBBMZOfmcH6xk88ufxqns6mJw91xnHn5lJzePBfFfyI5yN6Ne9nZG8fkzmXaMDcOjaA8PwrFf5HPDaKyLNKyfzfLW5O4clQKbov6hAJAJhbxsHF1HYYxoxhzOiN1/23i9PV0seeAB0dVKeW2c5s2ccDL4aPtNKndXFDs4KQJHlKI5oajbNjnw5Kbx+TyZKwCCGotdkcSeUkBttf3cLA9mTHFTk49k0se3I7unA/5kvE01bPPAylZ2RSd7rIlp3v0UDeb93jQpKVQnJnA31ne9V9DHmD3xhr86XlUZdiwnpNLk/E1HmH9kW7afGFiKh2O5DTGVg5hiFUzuGB8fIBDe4+wtdGHHz1pOflMLnORoFEhoCEpNYUCdSNLNx4gOdfF+YmfWtxeoVB8qX1uM0eWJXo6e4gmZTO+PIeixBOnMshIsQC1Bxs5GvgPG+ArS4QCfdTWttEaOvdpk6JB2ts7ONgZ/MzOImKgn8b6OlbvrmXnoVaagsfOrzHgTE1jRIGbHMfntOYFNYkp6VQVZZJjO9etUJmAp5va1h46A+dmib6TxAZoaOikyRMieu6P/vnkCC31LdR5woTP4aWJkoDBaicrM5Whbgtiy0EWbW2lJyIiI9FRvZtFu3tRO5MpcMrUbtvOkpoBIqIMgo70vBzGVaWTOOChbUD6/J1oFArFl84/7M6NxSV0Nu3pr1YhxRloOcwbe2PkumU6e0IEYlqyy0qYNMSMSozj72xk9b42OvxRRJUeZ1o6Y8qzyTZJ9Pc08+H6NmJ2CAQ1uN0mfK1exMRMpozJIV0rEuzvZe++evZ3BolpTGQMyWZcqRvnabY+pPAAzfUN7PAaKK/MZ+g5azJJ+Pv6aeuLY09NxBr1UN8VoSTHcBpdeDID3R3sPVRPdXcUQ5Kb4eUFlCaeEEjFCJ1tbew+3EpjXwz0FnLzsxmWm0ySTqS/u5N9h5s41BUkprWQk5fN8FwXLsMX2yUs+rvZdbiZg619+GOgtyZSWpJDmds6uKyZGOLokXq21nbjkQxkJ+voCRiprMimKNmELh6koaaBHfXddIfAmJjK6Moh5CcaON2pcNGOepYd6COxsIBhqWZMp5WhBWzuTMakqtFp1ajFALt661hX00HPaDdO3QA7dx4l4DqPicOzSFUPoO9Ywht725mSYyZVPdhzI2h0GFQS8bjMaW2To1AovjQ+p3SVkaL9tPeB1aw/xXMvoNZaKCzLIffEHSUkiYi3nU276qgRE8jPdJGu8bB+Qy1HY4AsEQ0ECOoTyM/JoDjNRLDhIIu3tzMgi4QDHg4c6WLAaEXva2LtwX4MSUb89YfY2RUjPOBl15bdrGuTSc1yU+DU0HPkIEurPRzff1lQYbIkUFiQTuYpVkGRomE6GutZX91Ca/gzv/7HN01vJi09jTK3+eTKhRSh1+OjO2iitCgTty5CU6uX02uoC2iNZtLSk0nWRuls66Y9eOIH43Q1NbBuRx0NURM5OekUppgwIBKOy4R62tmy6wi7usGV4SbPFufooXq21nnwS5+cw5yUTGGWC7flX7BAgs5Kfp6bnCTTSZsCiKEQA6IGR0oqpTkpJEU62bCjnsM9IeLIeI8e4cO97fgNDoZmWAi0NLJ5fwstA1Hicoym6n0s3dtFyJREYY4TS18TH+5qpqU/+knLTtCTlZ9FQZIRwykuLeZtY9OuGvZ1h4mcQXNQazBiCbWxZMVHPLP4I96vCWFPTsCmUSGEPdR2qUjPSiDe1siubjVDM6wE27rpjJ/Q6hQM2IxRunpCRJVp2QrFf5VTb8otizTv3sw71d00itlcXGA5RbQVUGttVI4qQvhMS05ArbWSNzSLYXYJr6Wfra+3cTRQQZ5Ng9U9hMmpBpxmLUKkn+RIF88d6aB7vBMzKnR6GwUF2TjCzWzvdDCsKJGDbY009gTpj7exoyaMe8oYphRY0YY97I3t5oPqVjrKEslSA6gx25OoqLCjPsWWUWqjhbyK4dyQpyXTcuY3TWW0MCQnGzcnt9Cl0ABdXf34tQ7GDE2iP9RBY0cXrWE3hca/e7jj9BYbQ8x64n0euutO7hCVI/00NHTSGrEwfHQxY1INqONRwnFQ66J0HGmltlcitayAKUUJ6COdyGsP0tjSTfuQpGNbZwnYktOoTAKN7twHUUGXQEmJBUGn5cS6i8bmpLzYiU6vx6wFvz1I7TofrX0hCpNl6mta6dWmcUF5IZVOgdZ4Fzt6jgWbSA+79ncRdhYwuSqHoTYV/dYgT2/ooGFoCqk23eDgLMFIflk+os5wylamPq2AWZdkYHZbONMFlgS9mQy3C4NeIBRUUVyUTKJODf0h/HEtWcYodXv2sclSxVdS9AjBEH7phL1HVQmMHO7iue0beLI5hQlTRjAycXD/SoVC8eV2yiAqIGBLTqcyJOPZ0kV3UDplL5Sg0mBNOFUUEtAYLKTa1AgqGY3JgFGKEIiCjEw80s+h/dU0eKOIUpyAt49wyEZABjMCKpUOs0GFwaBDrdNhVqvRawWikQihPg9He/vxVu9lfi0gxfF7/YTjFnwix4KogFqjw2o79Q7OgtaAMz0T51neNEGlwWjUcHJclBnw9dPcG0STmEuOy0Z7oglNRy913REKsk7Vmj8D4SBefwzBkkyGy4heBej0WHSA7MfbN0BnRw/d8j76G1RAjO52D1JKEoEIYB48jEZvwPrPpOPzqDRYLKfYolaO0tXYzP4WH30RCSnooalHS0ZMJC6H6PZFMSRZSTTr0WoE3C4rVkNwcPPwQB9tfUE6gg2sDHWxSQVyxEdXrwpfJE7seMZUY7Ka/27SNPZkhtvP7rIEUxJVZQ7i0UxKkvbz1pE22rIt5AgqVIKMhJ7cykoc+iSM3hpQqTh5AT+RPu8Asj2LsvxU3EbhU3tyKhSKL6tTv0UUVCSkD2Fckh3vgUNsaQog55zB1BaBYwXJxz8PflKWJaIhL9s27GabkMnY/FQMUgRPU4iGOvmkpY4FBvdGRBBAOLYvISBotJiMdvLyMyn6eAleGTQGC5lf5BKucoRer4e6pm6Oduzl+V4dQZ+XtoABc6uXUFYqJgYrKACyLJ/ZIBOVCpVKAFEi/pkPCqhUaqwJDlJyMik6tnq9nJ+DweYg45QbOP+7RGioPsj6ZpHE1GRKbTpUPmjrCQ2mERVqtYAky0jyYESUJOnYv0FQq1GrDbgz3JRm2bGqADIoL9GR6rZ8dorQv4KgQqtRodVYSE+A9ppm6sblkpVgJlEXwdsvkFI1hFwNtDcFkKypJKqFT/K/3M/hhggZk4o5v9yKURmeq1D81/jcEScqjYlEMwRC0XO0lr9MPBakpdWHOnUIY0uHUJXnwhqPEDuNTwtqLWZHMvkOkYBoIi8/mxEF6RSkJZBgMmA+zfEzUniAhv17WLDuMIcHzs2VDXbl9hGypjP5vBLGlQ1l6vChjHBr8bR303Zsk2dBp8GghngggDdy+ucWjFbcSXqkvk4O1HvxxyWiAT9dXj/eqIFUlx2HWQ1aEzm5WQwvSCPflYDTpEV/6gb5KcTpbW9lW3Uz9Z4w8TO+C6cgx+ju9NCnspGXl8OYkgwyzGoESRzMU4KZzGQTwZ5uWrxBQpEBjjR68AzEBitNZidDk7WIoooEVyoVhVlUDnGS4jBj06pOe7pItL2Wt1ZsZ21zgODpjt6VQzTUtFDT6acvEiPY38v2Ax14BS1mrYBK56IiW0vTkSaaA3Ei/nY2HvbjynWTcuJi8nKUQEiD3aZDc0ITVPbuZMHTb7LLE1f2ylAovqQ+fzyrACpBQJLO1SMuoNPbKS5MpunITl7tNWFSiQQjmpMGovz9j2uwJaZy3kgfa4/s4cUaebCVYLSQmZtPSsrpveCUomG6mo6ysdmGq7iAwrN4L3oymUCfn5beEJbsYqYOyydFA3K0D6sUYllNL/XdMfIztKhMdrLTE6nZWcfrC9tIz8xkdGUhJeYAdbVH2XKok5buHlr7JRpDa6lPcVJelMvoLDM5BbkMj9axd9dWntmtQq3Rk56bw+gSC6mZ2YwIiOxs2McrtTKyoEKrs1NcmsPwBPPptdjkGB1HG1hTI1I2xkJ6ouFs98r7hGAgOyeNQ9VdfLTRzwGjFm1sgJB0rKUm6MguKaDSX8uOdRvYYzBil6PEhWPd3xobVaMK8O9r5aNV61kry6jUGkyuLC4YbsJ6mhsCxXwdbN3TSpYrh4rTHp0bx9PSwOaOAMG4hChJxOI6Ro8votCiQ6MSKBtXSc36Bt55tw21LBIx5jNjWDJWzYlBVEaUhc+8A5W6tvD6M6u5eMJ0KhwaZf6oQvEl9I92+8Ns1BH0+RmQUrGfTktPrcGaXcbtl6pJUwGoMVozmHGVHYtdhUZnpXjEcAxdAWIqDTq1Cp02lxEhDVlqLQbXEGZcFifFYERTUM7NWWZsZi2lo8eQYTKi1avJKSrG6PDSNRAjhoBObyQpyXra0x3URiv5VSO4uUBL+jlZiEFAb3cycswIyo0Oko7dVUFrIbeklKvcccwfbxCqMZGRl8/FlkS6AiI6iw2XAVDpcDiTKS+2MLQgB1EGlUqFWm8k2a5DhQpLYjIjqgy4M/30hUVQ63AkOUjSCWjVCRQVFeJw+ugOxIjLKnQGE8lOK6fdmysG6fb4CascWMznIIAOXjApuUOZZknGE5EQVGpM+kyKCwUcyXbMgoAuKY3xYwwM6Q0SkjWY/Q00BNToVAIqQY0jLYsJehvtngADMRlBrcFiT8Bp1Jz2upX69ELmXJ6FOeUMBhYJRnJLhqJPCxGIikiCGoPJQlpqIk7dYJC0puVx6SQbzb4wUVmDNTGJ3BQD2hMSFvf34xG1uA2qkwYWqFKncP9DxaS5tcogI4XiS+pzt0KTZRHvke08ua4Hq9NOXtVoLjmTd6OKLxXRU8+ba5sIunK4eFQWbv2/6ZuOBugYAJPZgEUT5chH61nYlcxlEwqpTDWe/hzl/zRygF3rdrGt3UeHnMmcK8rIN6uVBasViv8i/3A/USkyQGObF18UbClp5CV8aYs0xT8gh/00e6KozRZS7Ppz1BI9jfMGOli7pZbqrjBxJOKSjpzyEiYOdeL8gheK+KfIMTqaO2gPg9GeRK7LiE5pcioU/1WUTbkVX7x4iPZOL13+KDFZQGeykpZsw2FQ3hMqFIr/bEoQVSgUCoXiLH2J+8oUCoVCofhiKUFUoVAoFIqzpARRhUKhUCjOkhJEFQqFQqE4S0oQVSgUCoXiLClBVKFQKBSKs6QEUYVCoVAozpISRBUKhUKhOEtKEFUoFAqF4iwpQVShUCgUirOkBFGFQqFQKM6SEkQVCoVCoThLShBVKBQKheIsKUFUoVAoFIqzpARRhUKhUCjOkhJEFQqFQqE4S0oQVSgUCoXiLClBVKFQKBSKs6QEUYVCoVAozpISRBUKhUKhOEv/Q0FURoz009lYy+H6LsLyF50eheK/lyxG8Xc2cqS6jp74F50aBYAcG6C78RC1zd30RZQC8FzRfNEJ+NeSifa3c2DdYhYt28qRjiAaZz7DJ17JTUOSMQhfdPoU/03knvf4vwfrufy3X2FUoum//eH6DCkWoKt6JQsXLmdbTQchrYvc8onMzsjFaVceti9EuJN9G5azZNk69jT1gzGJ0ovncu1FDuz6/7Uc+q/xqbsoI4b38sSd3+WtdhEQiYZiqAwGNCo1etsY7n/6J1yS+OV4IOJ9Tex872meWCUw4arbmJ6egNlkwZ7oIuF/qA2u+PeQo10c3tvA+JjI/1w9P+6nfc9b/OEPq7FeNIs7rnBjN5mw2BJJNn85yov/OmIXm15/ikV7I6SPmsU9s5Oxm0zYnKkk29RfdOr+a3wqiAqodLlc8d1fMiYiEgts4Dc3zCP/b39kTroalcZOlvVL8kDIYXqaq/loTQM5M3/GNVMzsZu0/0v914p/qzgBTx+hqB9fXwTJZQHVl+RZ+afJhH0d7Fn6Di2l9/D7mefhthnRKg/bFypSt4Hl+0O4hl/CzOmjSbfo0fzP5Ml/n8+05wWVlczyEWQiEu1rx6kb/Hlk7mDNRY6HaVrxOH98ZTPNA1HiQhIjrn+AB64uQhvsZu1fvs7Kir/yi0st9B1Zwl8e2U75Aw9ykXk/L//0PTJ//HNmpECsv43Nz/yQ32x0c9ejP+dCTSNL//wArwav5Te/u548NYOBsH4Njz/0FHVjvsdTXx+D7sTEyhH6Wnbz/vPP8/bOdmK6BLJGXMZNt13NCIcfT9sR9teqye9cyE++uo2WeBKlU67l5humkqvuoHrTB7zydieZbi8HG/qIyBZyxl/NTbPHk2kQ8TXuYsW8F3l3Zxt+UYezeAqzb72Rqc4edix7lWfe2kFnSMaQmM+4GXO4fsYIUtQB2vavY/FrC1l9sAfJkkbZlKuYc/UFFCf0s3/567y0uI70K7/GPZfmogNk/2FWvv4cC/bYmfaV+7m2ysqps7pIy0ev88LzL7KqUYVeIyBorWSOnM6cOVcwMVfk0Op3eXPRKvZ3+ImbMhl7xQ3Mnj6WbHEPi97cRE19F7LaR3NrHzHLUCZddQ2XjS/AEdjO/Nd2I+WM4ZJLyknEx64Ff+Op93sou/42rr+4DG3daha98Tar97bgDatJHXkVN19/KWPyHGgAqfcjnv3Tq6w+0E0kPoBjwle554ZLKOlawB82Gzl/yhTOL05C8O9l3u/+wmL/aO776izGCav51XwPI2dcxpTKDIyCRMsHv+PJo6VcfflkqrLMBOtW8uoLC1h9sIuwLouJ19/JDVOKSbFoEHv38s5LL/LW+kN0BgRck7/Kj24/n9B7P2aRbg63Tx9BprSNJ377HrrLbueaURLLfvIS4uy7ubwykwRtjIY3H+LB5zo5/6GfcfOIdGxyGx+9/DgvLDtAT1RF8sjruf/uSylKMqI56cuR6du3kEf++gZ7uluobvXx1DdvYlHeJdzzna8wKcPH4ge+yZ6LHuEHF6Vi1Aggt7PwG/ey+7In+Zb4R+ZunMqCn0zDqlEBEu0L7ucrh+fw5v9NQNf6Gnff18rdb3yXkeoB9jz1bf7YewO/f3AC6iUPcsOWy3j7Z1PRA1LMz9pf3sg7Fc/yhxlWuj94mG/UXMMr3xmFRo4RaFrCT+9/hLpJv2TetyoIHH6Dn/xV5N6/3spQtUjIU83rP/wBb8qz+MNjt1J4UmNFIjrQzs63nuSZd/bQHddiyxzFFbffydVVFgJ9Tezd0YF9Yguv/ehOtreJOEunMueOm5icbUCODdB54ENefOp1NrbEsbiLmXrDXcydmIleCuNt3M47z7/A29ubCenSKJt2M1+/Lp2GBb/noTcaMBoHiypZFNG6Cpn2lR/z9SkOgu0HWbvweV5fXcuAIZWSiTO56fqLGCrWsGH5ElZ6h3P/3RNxqmT6azey/MO1tOfdwr3jo2z5cA1bW7KY/dULSBMCHN30Di88u5zA8Ll88+7h+FbN59lH57M3YkCrElAbXRRNuorrr5vOCFeAmk1LefP1Jexs7SduSKXq4uu44epJZPWsZd6KAwSzL+bOS/KIte9l9Xtvs3xHMwHZSEr5ZGZccSEF/g3Mf3UeH+zqIBCOIat1GM3ZnDd7LjfMmkiO/lgO69vFG088z/wPDxHS61CpM5g4dy6j9Xs55E2mfPJVjM/WEG38kGcee5HdluncestVpB/aT48UxVqzhie/+yQ1Hj25U67lxisnUpZmoO7tP7K4ZygTL7yEkbbDvPHMe/TmTGX6RaNw9W5i0bw3WLGzGZ9oImfc1dw0ZxqVmXa0cpjmTYt4dd57bKrtJaov4Mr7piGvXcWmPbV0+P1EVUYMej2uCV/hu9Nllr7SQOHca5hSkcnntsPEOhb84MfM29tFUFYP1kPlKEFpJF9/7DtcmtPP4u+/RO9QA+213fR5e/Gr85l+191cXp6MWVXDS996FvWd3+GqkmTM6hh1r3+Pbz/v47Lf/Jabyp2YznEj/Mw7xQU11pRiJt16PrkOGe++efz6j0+wasqfuFATxXN0H7WpAfwte3n6t28QvvABJrg1xHt8NB+swxCVkWMBuqsX8dc3GwgJIXoiMqIcpufINva2mHhv70y+McyAFPTRseUt3tp1FEt636e6yGSCnXWsfflR3vVP5q7/G4Et2MjuVUt57I8qfvC90QTaD7G3qZZ4y2Tm3PltzD17Wbn0Rf6qTeaXs634W/ezY3MLpge+x9eu1OOt2crKD1/hKXMqP7omF60pmYKx07ljmhtjzz5WL1/HwkV5VNw3goxhFzM38xLspjitu9awfv183s8uYKZpM++/sZgDtgu576FCdF17WLt6KS++oua+r1Yw4OmmZsMGmuRNnHYAACAASURBVFOHM3ViLuVmCU/tfnasWcY2/yQq/OLn3v6Ir4uAIYvzb7qVqyosiJ49LHt3P2s/TCP3zjFY0sqZOnsolzm0tK5byAebVrAuM5cbC/107FvDxq4Crr7tFq5KEzm69k0+WPYuOstcZg7x09HShmTzE5dl+quXsXTzZrYesJPpGSCGgNmUTNHkWeROs2Dq38K8F9ezamMWGekTyDaA3NdKnc9O+aUXk9U2n9UhL/6IhOhvp6HZTHkgBnKAg++/yeZ9e9mjKaQvEENWddFQ38kQfwTp2Hcb7jlKXUsy/oiI3L+dlx95nYPuCdz0rXIcXct59vXXWO66iytG6Nn4tz/xtreUS+6+hoJEiOizSLVq2d92mDp9HyFfNa8//QK17su4OT8Fq7aBjpo64v4IcRnE5g944s2DtNb00BWIEJdi1L7xC/6wPoWr73iAksQBNjzxZ/6wIJ1f3zyCFMsnj43cvYLfPTSf0GV38J0hO3i4rpaZ/+8Wkrc9z+9/bMD5lzmU5Eb55RuruX3StQzRaJGblzJvtYbL7jchb65lV10lovxJ7o52HmJ3gw9JBjncwcE9R+mXYxx960c8tCabu35aiV0AX3cNO+s8x+4ZyLKIp343R9xRZFkk2l3LvqZ+JGTioU42PPEo2/v8tDf2IckS8UA7hw/FCcoghvtpWPIoLxwcIK5qI/ip/mgp7KNx5RP89p0oM+/7MeXmIC27l7DwN79D/9vvMzLUxIH9rdRZG5lwwz08YPKwb9lCHvuDifTfX0ti83YW/u0VGgpv5fu3OfBUr+H9Z/+CJe2XXG46zKqXH+d9/3i+8qN7cGkF1MZkEuI99A2EEErn8NM7R6BFxle3lZUfLKHZGyPurWf70leZvzeB6d/8EZmBA2xY/S5PL0jkhzM0+DqbqOvKIXbsGsSQj66WBpodEWQxTF93G40tFiKyTKh1L1vWvc3SA2EqUjxE5BgDnj4kewlXzL2DiSkQbNjE0o0f8d7qPEquy8WcUsSEq9K5wGmge9sHLNmxhGVZBdyW4qW9tRm/OYgUqGXdex+wsdnBlNuvYai2hc1LPmLFYtBeM5EZd2Qx5vAqXlq0h3DmRK6/cjRZqamkaE8o6eL9dHYJZIy5hsuuGUuqSk+C20XP8iW0tENmWIJYCxveX8OWzdvpGHUefeEIuo4OmrbvRjPqOq6b9TUuF/fz7vy3eNNgxHTteAJdR2lst9PnqWXZovnsjORxUUk+ybHdzH9yAfvMFVzz9VvI0rSxbv4iXnlLj272NPJ7F/HYC+tRlV3J/TfmYY3LOPLT0ecUM9Hfzsq/PMxm9zXMumg0hUPSyZQ+pLGmmSR/mM8v3QA5RGe9B/fFd3L12HycBgG56wMe/mEDfcEIohyk4+D7vOudy3fuuJW8BIGudU/yhz/PI+1XtzE2OUj74VrUAzFEGcTGt3lkwRF66n10hgb/71w74yAqqDXYC8/nIsGIWSviT2oj/89/o7ZH5MJUQBYJde9lwe9e5ejor/H9GRWkGEW8x48QJ+A5wpKXP8Ry5WwyV274+MgYzCaGFFjZ9PZmbq06H8Hbys7V+0kbU3H8QThODuLt2s+WLWEq/99Mzh+RiCaehTXeQfVj77PqUCXlUTX2kgu58daZTEqzoe6zEW6u5pk1G6m7+mLASIKriNFTqihOUhNLlPDU7eP19Vtpuiqf3MR0iscmI+gMqPq1eBoOUlPdgkc7lYLcSly5GtSSBxo2IoVCiEIfTTUHqG0zM/z+yziv0ooq7CTW1czirevZ3lxKqspOulNHb7iGTXu9lI0Kc+RgM209VoaWWf5OC/SkbwCdzUVmQTlVVVYiTd1s1O2nMyqhUllIHVpOar4arU5Ffng/G1sa6OruQyoE5CSGFJUxbGw5xRaBbFU9Wx/bSs3BenqzTri1gUN8uLSaiD2bkjIrxmOJ0qUMpdIpoNZq0UT1HFi6h0O+XvrCMhgg1NHBgDWFYaWVDBVWsLX7s1cTqlnKG1tlcooKyQ2Zjl2SAJ9z5f7dK1ndl8aMaycycUwOxoiGXe/8iN0HOhhnb2P5NhXFd05l8qRK3HoQRQG1enBIqBxtZukjb1DjmsKNV06i1G1Be+KDJLWz/KmFBEZfQFXbCowqQDzCskWHSJlxO5PGVZFhEXFPm8/Li7bQeHUpTouFY/0y9KxfyBJG8ddLxjNCaMdq6CWreDgTigKsveYRPjh4LffNmEXxi4tZ2XwFNxeoaV7yFnXDr+fCdD3q0+rylOlZ91ueeFnNdQ/fyQVDHejkMxjyGg/TveUFnqwezm2X1/Hr5k/9Xorgb1rNCwv6mTp3Ejte/+z5wwM97Fi5GmHco1xxXiV2dZxsh0DjpodYvOoolVVRMJZw2R23ceVoN1ZNHw6pnk0/W85HtRcwtmkLG1tyuf7haYxKVeOzRKnb9HtWbjzEmNID7NgVZ8S3r+OCMYnoBBlRlJG7exA0Rqyp+VRUVaFHokfTQ/V6FQ2I+Noa2L+vDvv4h7nsvGJMQQuB5kPM27iZwxdOAARO6+V0pI19W7exr9nCyCn56I9/J2pMCanklFZRlS7SK9awbnMNfXEVKpWJ5OwSkrJUaHVqAhxld8NW2ju8SCmfHDrcdIC9TV6E3KlMGlFCgjAEqW43r+7YR3X7VIaNLCVV1UBaSgeBrKGUVRZxqiEngtqMMz2P4opKstQAcQaOp1OkffMHrOswkFJQgT1RBcQIheI4yqYxZeY1XDoqFRN5BHZv4Y36QxxtH4YTINbBxtdeImDKYsIVlzAuP4n4tlf5yGNnzJTzmTKuEKtQQkrvDv7fe/s41FhMaPdq2mwVzJk8jYlliWgkEVmlRqUSEORE6pPt1GbkUlhWQalThdR6pk0/HUnZRZRWluE2Ckit1SQaWk54O6Ind+R4KkrLyLSpyHdezFvzXmRz3TVUJJ7whUttvP/ofCKTL2d459vo/0U92WcYRGWkmJfqZa+yYNVBeuMCUriDPf0Rso5FOSnip/nDZ3nRMIJfPjyGDKsGZPH458Wgl9o1L7JUcwXfvDiVpas2HD+62pRAat54Uje/xarmcoY1b2FtWzmXXmHivfpPJyVKONhLt89BWW4COgHQWrC70kk2tNPcLVJpsGCzukhPd2DUgGyxkZiShN7bjUcEnVqP0ZqAyzZ4GzRmKwkOG+ptnXjjITxNO1jxzhK21HuJiX7aG73IWbmIggqhr4ZNi5/md69txRNPoOLyO5mUJ9J5YIBQPJH0dAtaQQBDIi5XAmYO0tkbJxUtrvxcNHYNLZt3cDRZzeH2XmLZIyh3nE5mk+je9Q6L1+1isU0iFBKxFl7E3FkVOENtVG9YwZK1e2jtjyN6jrAzkMdV4wYHugg6Kwl2Ozbj4HmMThcJgkhvfz8B+VhHuRyiZtVmdgcclIwuQuevGQxvcoSuQ+tYtnQNuxt9RKQB6rc14J51IZIkA1HqDzeht5eTnJyE5sApck+0geVvbCSeO5HRySp2bB/M1YLdgT24l/YuH/5IhFj7dlZvPkK7XAVI+Fpb6D68jSd/spNFNj0CYToP15JaEiHS3kKbysmIlERsejWCABoNDAZlmb7Nr/JcXynf+s04yrMS0KkFOB5/JLpXP8287mHcOLucXavWDl6r2EFDQxtbnv0/7n3bhE4FkqeG7lgK/XERCY4FUYnepmbiKdPIsOlRB44dVlBhdBWTZ2vlQGcM1bBLmDP6UZ5YWsvsbD3vL+5g3D2TSNarCQPRj37LNZc9h1oYvB/h5j1Ex5xQGET38+LP12Oas5AZ5cdGlZ9ujVoWCXt38vLfdlB2968Z3fUwnBREZaIDbax/8VU6J32N75XsYpcc+Uyei0d8dLQNkDwtH7tWADQYbSlku7W81diFPNyA2WojJSudBKMKZCNWZzrJumV0doUIth1i554ddH6tjhcEEMN+PP1R0ou7CQQ9ePxJVOU50KsGK1QazQlf0ynFCQ54aNi9hRVbH6T1XS1IYfp6AugyL8QvGzDoVcidjTT1x3DIrVTv2MSWQ324yk88TpSO6m3s2NOM9bzLKes/wI7Wj2/NALUb5vPhoS08oY4Qiqhxj57JrecNQRPs4vCWlXzw4XaO+mKIvqNU9ycxrmjwWZNaNrFg8To2mgL02EZy3fAkLGoBMOJwWBBEDx7PADIJp/lF/j0yYvdWPljdgi5zLFWpPrb0A2jQajVYnMmkuJxY9RogEXeKFak3SCAYIQmZgX1LWOsp58b7ZzG6xI1ZCy2dnYQMSTgTEzBrBASMuLLTMAUb8Pm7UbV5MDjTcCXZ0akEUJ1GGPFv4ekHd7EgwYwGFeb0YVxx2+1MH5ZJwplGN5WNZLcdg1aFgIDWkU26sZdOT5TY8aauROeKJ3jFO5577yxhw7vvn0YD5eycWRAVo3g3PMIDj3mY+/B9jHWpCPVu4pFtLx3/E5XORMqYq5jcuJAXFuyl8p6R2IHBWmEE39GVvPJOjEsfmsFQy06WnnB4QWUkwV3G+cXvs2DhDozxDUTG3shw+yre+3RaBDVqjQGDLoB/4FiJIseJx4IEwwasDgtmrRNHfzPNfTLlSQLE48QjEeLmVKxqiIhxYqEBAjFAC3IsSiQYJKxPI9a0m2XznmeVfCF3fm0ESbEGNn2whJWNx67Tlknl9Hv51fBradu/ntW71/HuRjfn6TSoVf0EQh8nNEokEiUaN2A0qAABTeJQCjOT8B1ey8KlbkSvmsLRJQjdLafxJQgkDB3PNWNvZ2aFiXh/HRs+2MS+9cuIHOilencXyedfz73licSr3+LxlT0IH9+eWJhwOEwkDqhBCgYIiDKyVsfHvUeRhrUsiQkkFl/M+PIgbatrAIg3fMhrL67Ekz6WmXdV4dY1894fX6Ll2AtC2V/NlmpwlWeRlWYg8KlUq4Q4zaveoD6UzfkXjaRo4BAfVxlUaZOYfelhXn7zF9z9sgpb2lDc/SJCohoQMJqNGIdewJyrL2VcQRJqZGRJxuDKxt1bizESIhQTict8qkErYCmfzlXtm1m9bDvDc1MoTzUPnlcQwLuB5xY2U3bjNxiWI3FADVEAlQmLNYXz5n6bG0elYdcJIEuIGgfZyZYTHhoVDlci8Q09+EXp5LgW76TDYyPJoUGlcTDx+in87qdL2DdKZrH/fH4wNhGtSiAMaMuu56e/uAirVo2ARNtrd3FbxwkXoslhxl0jWfTsX1l60Z+4NvekkQGfl1WQY/3sffU5NuTfyWMT3MhvnfwncixIx6aXeOnoWL719SoSm3ad8kAqtQmzSYW/z4/MYI+JJMUZGAhjyk7EYJRIc3VxtDGEnGNGQEKMhwhFrQxJ0KCxppBdeDF3PnwbJRpAlpFVWkyJFuJ1dWjVQQYCZ9LXpkajNeDMLmLy2O9z3/l2BGRkWYXO7CDFbaF/9ASG73uVX9y8GoM9GZdZQmXRn5BFBOLdh9i+VU2TYSy3T8ml/r0Dn1RQBCPpFdOYdPOdTEqWCbbvZvWaQ3y0Yi26nFZWv78P/Xk3cM8IJ3LNCl5acQjh2IcFVylTrp/KTbm1vL66hUgoiAhokIiEw0iygN5wmt/j5xAkL7uWrCJuTGPc+FGk71zH1n4AHckpTuINA/h8fYgYUBMnGIyg0enR6/UICBiHns+0Pi/127ezpzSXpJIkjCYjcixKOBo7XmGMBwKE1Vp0WjMWo5ZoOEQsFue0Q4ipmMtvncnUqiyscpD69x7j6QUrGZp6NSOH2M9swKc8gN8fR/z4PUbMh9evw2hQDbZWBQG8a3ji+TZG3X0rlRkBtvwLB1SdWdolkVDLYQ4HXZRUFJGXnYq2ZTcHfCdkfpUOW/Z45n7jJjLW/4qH5x9hMJ5IRPra2bzgTfouuIuri+x8pt0lqDDYUyiaWIbv7WdZsM3C1BlFnHKEvGDC4SyksrCP1Ys30B6ViHibOfjRWqo1Yxlf5iI5s5RS50HeWbQLbyyKt+UIu3bWYxw9lnw1IPlob9zG6jVNhOJBOmv38tH2esyVlaSGfHR29ICrgNLCbJK0cbrrGuiVIBb04/H0ISXmUFZVRXlhOqZIF42datKzh5BiamHjql30xEQCzdXs2lWLx1ZOZfaxDKexkVuUQ7K2jnff30OfpZwx+ebjD7cUDeDz9NLbHzn+vuuEC0drSSItt5iysgoqSnNxaYL0djRR39SBL2IkNb+EwiwbYV837e2+Twr3WCN7duxiz8FeojEP+z/axJGQhpTsLJwqQGpn8/Lt9FnyGD2hErdRfTxNcW87TT1RjClDKCrKxRnvpqOrG29EBmI0rVvOQW06eUWFpBs//YUJ0L2RN1f3k141hlElqSe93Bd0KYyY+VW+/7Nf8etf/YwfPfBVrh6XS5JpMIgmVJ1HaayNRo+IOT2f4pJCspOdOCw6tENGMSq5gY9W7+ZoVxBRCuP1DhA7ViXVJBQz4757Ge9ZzOOvbaC2Nzx4T+UQu+a9RG3hdC4ZnkuS4ZNrRVPM1MlmavccRXRkMbSohOI8Nw67FaNaOKkQTpoym6ned3j63b10BOJIgBxqZ+NTj7HGNYNLikzo1CpsI+dwqXYlTz76NvHJMxlm16E+diDBnklpeTkV5eWUl5dTlGZBOPEWqizkX/ZdfnZ9nKe+8XM+7PxsrjglKUak/i0e+TCN2+6eQvpnJkbHCfXvY+Fz1Qy762ZGJP29Ql2FwZJE5fgyWt6dx9aeOFK0n7b9S1m2P4mJEwtJcOQwapSDra8vpLpfJNrXSc2GDdSlTuS8oQ4S86qoMNey+6iOzMISigvzGJJiwWxykujMZ2h6Byvf+YiOiIwYDTPg7fsHC6KocaRkkD80nd7DtcSS8ykuLiQv202CyYhBZ8ZdegG3fP9X/O43v+SnP/p/3D1rCqUpJwRR2UfNnp3sqxMYecUF5Fs/HRDUGG3JZBWWUVZeQXlBBnaxj47WVtq6Oukd0ODKK6EwOxEx2EtLc+/x51XQ23BlFjBy0gSGuSQ69u5gT1eUuO8wu/Y2E9RkUpDr+KdnCwwc+JBVDZBaMZ4x+Qloj1+cmvThI8kIHGXXtl3U+mJE2rbw0f4YCe4hZLkNg39lzWHSjbcw1XyA9xZ+wOb6fizloymJ1rF7dzX13ihSoJ6Vy3YgJmeRnZZJ1cgyxCNb2bK/jp6IhBjw0ReMEvu8bKm24c4ZSnFZGWXlpQx1Cvj7BgifzXQwycvm91dwpNtPTApS+85CNqiLqRxiwagVgCDbX3yOuspruXJ4Fnad6l/WCoUzbIkKah2OcbOYNf/PfOvKLTidTtLLRjOp8uBJiRQ0ZtIqLuLWe/z89S8P8duEX3FvcYxwtJW60A18b3YZCRqJ3lOdQ2fDmTeBCcmLWZr2PX6Wraf38KmTbk0rZdpNc+l84XG+etVviKt0JAwZxaxv3sKIBD06/Uim33gpzz7/Y65fKKK1OMkbPZN751RgETpAZ8Ni0tG74iHm/q2TAdFE9pgr+cqsKtINzVRVDWHtvO8wa2ky6Tlu7K5SikIy0d5a1i14jBfWtBARNGh1VjKGX8i1kwtJc6Vy2Qwf89/4NbcvCCBqzKSVT+Wqmy6nyCIzWM9XYc4uIjfNjVvvxzV8DJmGdWwDQKJ33zJeeXc70rCbuf/KIvQnXbdE1863eWvNDhYlqJEk0CVXcemcGUx01PDui6/yzLdnM8+ZSUmOFltmNtZjT6pgzcDZXsfKx+7jtZZewroMxl19ExePzkQvNiF5G+g0FTJ91PkMSzej9n1yVl3eGKYU7+a1F37ITfMScBdWkmRxkuYU6N38Mi8/OY+3Dkqs2/AeT5vUDLQeojW6gXY5iW/mRhioPYpu2D2MHVWK26T+1DtuFXp7Cln2j18midRa9cenSGjTpnH3nV5eWfg4X5//c4JRMKaexy3fu5tLyou49hs343/hTX50y+MEogKOiffyi3smDz6cggZr5miu+3oE369e4PG3zHxrphFZbGCP53y+P2MUeS7j8YA2yMaou37IDc+8zKNfW8hPglFEXRIVc77Pj2ZXkmT6pOjTpE7jez8P8NL8x7j/5d1srvHTfFc9xSXj+dZP5zI8yTB4bFMx116ZwKW/lLjl2yVYtSpOv08WVCY3I2Z/nwd9D/LLbz6K44l7yJRFgqt/wRUXP40KkKU4XQd66NhzNz9Je5I74nF8e2tw/eknXJRlRIj5TzqmLMaIdFTTceXj/HpsMvrP9B98QmNyUjz9fu7qfJrf334FQVFAY8tm1B0PclOZCb0mg5HX3s0Vf3uG7137GrLOTGLOKG7+zmyKTCaEgonceEcbz837Ntf8JYAo6Ekpnczcb3yHizMrufTmWbQ/+3tuvvTHSIZUSi+4lW/OSfm76QEBQ0oR42fMpuuVefxk7ov0xQT0rmKmXHMHd8+qxK634MywDL77Q8YbOYzpkyiDHOiiL67GMewKLiq0owm3nXwKeYDa9a+zvHoTj+slJFmNLW8CV95wEedbq+nZ/gyvP3gdbyelU5htwpKTj/1TUVHjGsbFl3fR//qb/PzW+UQFA86CCVwxezqjUrX8c0RaGyOkX1LJeeMKcOgEOk/4rS5zMnOu9fDagud44IY/I2rsZI28nOunjSXPquIgAGrMqeVMvUXG/7dXWbTIhOnaicy9zcP8N17jB7f8lWBcjW3IOK6+aSpV2TZsaTdxZ+tLzHv5u9zwpyBxfT5XfvPbzJlUTMrfq4f1b+ap725nXoIFrRRH0iQz6abzyEu1fbYx9Y+oMylNqeGF/7uDP/Z6CQhuJt/zLcZnOjCoWiFex87O6fzyx6PIStCh+hdP2hZkWf67p5DFPlqO9GDMy8WpG3wRI8cDdLe00hOUUGt0GGyJGCNeSMnBpY3T115PnymX7EQNYtRPV0sXYmImqaYwHQ0tBIxp5GQ50CEjRgfobvGgy8giQYjQ39VKyJ5Dij6Ct70Zr9ZNToqBWH83bSErOe5PT/2QEaMBvF2d9PqjSIIavcWBK9mJ9VgXXCzcT09nF76giEprwOxwkZxkQRs6yuZ3XuJvi/Xc/utZpIWjyIJu8PdOG3piBPt66OjyEZbV6I2DQ7bVkhpbkpFIbwddfREkBFQaHSZ7Eq4kOwa1RDTYj6e7h75gDFmlxWhPwpWUgEkrEvT58IfAkmyH/h48/SJGp5sEoR/fQARMZrpWPcdra1oYMueH3D464YTaqky0v4fOri76o4NdFzIqdCY7Sc5ErJow3u5uPP4oslqPxaJDFvSYTFYc8W088fsPaE2oZMasESRE4whaMw6Xi0SbEY04QHd7J764CWeKiwSTBiE+QHdXAIxWHHYNYU83XR4/EUlAZ7ZjJIbabGVg/SP8fk2ckvMuZkqp41iBHuXwm79lieoSbrxyMkNMYWRLCqlOG0aNgBTooqVfRUJCAjbjp+tyMhFvKx1hE85EO2a9GincR3d3D76BCHEJ1HobrrRkEow6VPEAvV1dePpDxCTQ2lPJTLEjeRrpFVwkJ1owqML0tLQTMLhITVTT39xEj5hARqYLi16NIIfpbuxAdqaRZNahJoa/u4Mu7wCRuISs0mJxpZOeaPrMXDs5NkBPZxe9h1/knm8cZc4T32JKTiYZKYkYNR+3XCXaX7qOSQvG8+ar91Jq16ECRO9RDvUnUJSVcDyQR3vqqA25KMq0IUS6qauPkFqUgUWQiXqbaOjRkZ6biqHvKAdbg6hPqAHEQx6W//QGNs3cymszQtS0x0gakofbogZZIuptpiGUSEGaGTHURUO9B/X/Z++8A6uo0of9zNzek3vTG0lIAgiE3qSKiCCwoIgCYkfAgq7YK6666tpYFRErSLUgIk0QUKp0AektQAghPTe3t5n5/rihg7q77n7ub+/zVzL3zJx+3nPOe877JueSk6hHUGQi/mpKTiok5yZx/oaCIofwVpdTVuMhLAuodGbik5JJMGsQUJAjAVyVZZQ7/ciCGp3ZTlKyA7NGAEUi7K+joqwKlz+MLIhojXEkpqYQp1OIBNxUl1dQ4wmhiFqMcUmkJmgJOqupluPITo5uIUcCbpw11YRM6aTZ1MhhP67qCiprfYTkqDrJ5kgi2W68YHCWAi5qnXWE9cmkWGXc1RWU18pYktNItmkR5ACuWheesJaEZDORuirKT1aduWpRP74kJNgxi36cVRVU1QWRVTpMJi2iSotGZyHBEKLK6UPWxZMcr0cOenBWV1LjChBBhd5iJyEhHouu/nhayEVltRdZZyXRbrpQqEQ8VFW6kbRm7A5LvepFIVBbRlmVF1VcMkkOCzox+qw2rMVss2PRCUiBOqorq3B6Q0iCFnN8Igl2Mwa1gL+6lJqIHmtcPBZNGGd5OW7MxDviMCre+vcCRGQVOkv0bIdZp0ZAJuiqoqKyFk8wgiwYcKSl4rAY0IgRXCdLcGsScMSZ0auBsJMTxeW4ghKKICAoIGhNOJKTiTfrzr0ypgSoKi4jEpeCw6KPTqTDtRw/5sWUnkycZi9/v+5Jqkc8weBmiRiFCIraTEJqKg6TBhE/FUVHqcJOg6wEjJpo3644chJSMkgwaH7369u/KET/L6P4okL0/UV2HpxyHy3+KBawIsX88Nl8Nh93cM3YG2lm/n1urMvVa5j82rdUZvbgtjG9afC73ZWSKV3wAi9tctDr2qEMbJ1QLzQi/Pzh/XxU1ZHrbriBHg31v1eEf1ikI+8x6IYD3L3gea5KsXD2OkOu2cDfRjzAoZtn8db1uVHB8m8gEqzlqzubM/vKrXx9e/K/dRsrRoz/OJGfefO6J3COnsDYK/NJ/APYbv2jiI4Yp1Cl0K7fMJpHNFhN/w0mXwSsjXvS32IgJ8141nORlLYD6O/PIMf+P9zMpAPMGPcUs3bVYWr/AM/2zsCo/vd1fFFloPn1jyLk/JbrUjFi/HfyR1r5/c+uRJHD+Ny11LhVJKQ7/u8bo5e81FR5iKhNxDvM/KvamLORwwECkoBGwp13GQAAIABJREFUo0Vz1taiFPQRUtRotJr/DXNjoRqOHQ9ib5CMWV1/mEEJUH28hGo/6OyppCcYUQv/zrJQCHtdhDRWTNr/gTKP8b+FEqCquBzJnoLj/K3g/0/87wrRGDFixIgR41/kv2G/MEaMGDFixPhDEhOiMWLEiBEjxj/Jv1mIKsiSn+pje9m28/gFRq1jxIgR4x9HIRJwUnp4P3sOlf+KUYYYMf69/BuOTSpIIRdFK2cx5csVbCtyIibk0LTTDTzQNBPjH0ARHCNGjP82ohbJti/7nNkLf2RfWRB9alM6Xz2EW3OT/+8fDIzxh+V3P1gkh1wcWfwC938U4k/3jaBbQSImrQ690YrdbordqYkRI8Y/TLj6AGu/mswH6630v2UgbbPtGHV6jGYrcVbDP271JkaM34nfWaZJBFwHWDBtMwWjpjO8RyomvTqmeI0RI8Y/j+Kj7MhONmyqofUtjzKocyJGrSp2DzbGH4KLCFGFiG8rb9z4DvKgHI6uOozb7yJgac+dzzxMvxwtkUAZayf/hXeWHKQ2GIG4Qm58/HlGtTMQrPyJdXsSaOP5jMeGf8feOj3ZXYbz4ENDKbQKyEEXR1Z/whuT5rOrRkEX35AeIx7kvv5pOFdN5P4Xv6UiHMRTF0Zvt+FIbcKgJydyW85xfpz1d975agdOjZ2cjkO474FhtLafJ6LlADVH1vPlxEl8vuEYXl06rfqO5ulH+pBxOmiEuuLtfPvJRGb/WIwrosHepCc333sPA5soHP5xGV9NWY6vkYUTO4pxhdUkF17DLSOH0NZSwrq5k3np9WVUmwyoxQQaNy8gp8CCS+rIgw/2JlUEqfwnFn61iPWBAnrklTJ/9m7ShjzKo9cVoAUU116WTHuXqRst9L3/CW5tZ6D2wFq+mTaVr9YdIWDNp/Ogm7n1+u7kKDv5ZsZyDtCcoaOvIksFcuVGPp+5mhJrC9qnHmXxlBmsPurBF5JRaQyY0jpww8g7uLZxLT98PpN56w5T5RdJajmA2+4YylWFDo4v+jtvzt5LxqAx3HVd26gReqmE5e++xqRNJgaNGs2wZiV8+uFPaJp1Y8A1LbAr1Wz45G9MmF9Hx9H3cmvfQs5UgYJ/yxReWqXi8iv7cnXLJATXNj594RVmV7fjwT/fQu/CpDOTKukIc58bz0fLd1Mpa6Jm7+QQPqUVo994lGFdG2GPlLHxiw/5+Ku1HKoKoE5rx/WjRzO4U0PMxxbw5juzWLW3HF9IhaNwIPf8eThdGtrY895InvliD5V+FSpRQdCn0nboOB4e2oGsOC2u3V/z3sSZ/LC/Cj9xNO1/N+Nu70FuvB4VEF7/Ctc/uYjKgIQgeXGl3syHk0fT1l7F0jf+yqQlu6kORY3vez153PP5e9yWX8rHN/+VyMMTGd3agSFcxKIJrzFrhxNFCaNqMIAHHxtGS8tmXhn8DEtqA3hqqwkbHFh1alKun8Cs+1ujO9uQb+AwC157gXe+3U1NWIW1xd28//6t5FHHzs//xstT11EaVFDbWzD4oWcY3dmBdHIFrz38JstO+AEVtkbXMPbZP9MrQw1E8FX/yGs3PshyVTKmiIdQ5+dZ+nwPxGAdh779O69MWUexO4ysS6PzbU/zxA2NEWuOsuC5ITy/VsSsExFENcbUlvQf8yj39UrGW/wj0/82icX7qwgoOpJbDWLso8PJrVnMa/e9w3pviIDHh2KMJz4ll45DRjMidTsfztUx8u2RNPul6Xy4jqrSIvYfEWi4dxL3TVjPcTmF1n1HMOrW3uSZIeQ8xtbFU/lg9moOu1XEZ7ej/y0jGX5FLiYB5PLtfDvtTZ6bvR+tTiGky6LDtfcyfuwVJATL2bVyDh9P+YZtFQJJTXsw+NbbuK59KlrZzbEtS5j18SyW73Oiz2xL32G3MbxPU+ynlr+BQyyf+TXry9Pod99wWlsFCBxk6bS5bK7NoFnjIEcP1pDWazRDWloQCHNg8QfM3x2mUf8xXKUs5eMVJzA0689tV2QhevezYPJbfLTVysBR93BLizJmTniXTxfuwq3VoELEmNaGgbffyQ1XtSRVU83upbOZOvNbtpYEsDbuxU13DKdPuyzU22fw9opjVJW5kF0nOV7tx9i4DzffMpAujRPRKQGOr5/Dp1O+ZMWuUnzaRgx6cBy3XN0I7+ppTP38O7Ydq8ErJNF+2H2MGdSJPIcWxb2Wtx+awPwdJfjVCj5PNsNefYbbrmxM2dRxzAr3Z8SgK2ieep4xXekgMx95i4peo7nximakGQSI7GDyPR8j3XgvN3TJpfiDUczQ3cn913cgx37WjfbITiaPehfptscZ3jGbeKGEVR+9yXvzd1DuF0nueBuPPjiIwiTTOfdH5ROfMfbxUoa/dhftUyxo5BK+euAWXtrfnTdmPkyXxH9th/SiQhTZR8WhxazZ/SHTXx6NWXJzaO54nnhkCvmfjyFPbSOjzZ94pE9TUtV17Pt8PE++MZerpt+I6cR+9lXuwLWpF+OemcgDShHfTnydx9/K5IsnWuHbO4dX/rae7Ife4dEmWpyHVjP9vSd51fw+47vew6QZgzm+bwETHtvNVR+8QJ84HUZ9FfuXvMeE7y3c9sYUmitFrP1yKn+bmMykZ3rhOF1gMp7SvXz38TssEQbw/CfdSdHISKKFxHNkrQqtJZ0WfW6j4KZsLDW7WD53Dp/PWkn7v3Qh5D3O3v17Ubd4jif+lg8nt7Fs3iI++jCO1PsbEghoSCocyrjnhlKgVqHVeDiw+hvmrVjNhmNXcm2OQvmR/ew7VIy+S18s/oOU7dhOZfZadvXOp7VZofrgbnasW8V+7xV09suET2xm8Zx5rA934sF3niGheDlzls1npiGe+68O4a6toQbvGcPtkh9XbQ01ikzGkBt4uEVvblw7i6lryknoOJxbeuRgs9kw+Epo1X8Ulw12EO/fwmcffs+q5RvJzesLnjpcR9exZks3OndsQbcMDaHDm9m0YzvbjhfS2x9Gkfw4q2vQegJIioLzp/ks2r6bAycSaecLXuCpXvY7qaxR4wlKoHjZNX8OWw8VcVTTCl/w/NBh3DUyjQc/zCN9O5FrFlCqlvHKMz8hBUJISphDc99g0moj3Ua9xMONbdRtnMqE9z/FYrqLfnnN6T/mea436NAJ1Syf8BxzlhaSPaw9gdoKTF3v56FrO5GXoCZ4dA7P/fVr1l6ey4DwXt4c/zme3qN46c8FOML7+ezlt3jNEs/4G9uQblXhKT1CTf4IXrm7B+lFExn6YYCgJONe/T5v/JTB2NfG0SLZhEr6kRcHzsQfklGUIDWlpUQCErISYPukh3i3ehgv/rUjyYYIB6c+xGOvpzJzfCdGv/cpIyJlzLrjWn4aNpeXr7KgtyVF/Z2eJsjWCXfx7PY+vPrhePJNYZwuPRmiRO3yF7l7so97JkyhawI4d81k/KMPoJ8+jdsyL+Oa+15lWEYcYrCGnz95jGfebUfXl7ujU2SkYCUnyvO4ZcazNF3xNHce9KEAoqgjMb87w5+9iYL4EKWbpvLi25NZ0WsCvaQwoaBEo9sm88agRAjVcuTHmbz91kwu7/4wzeOy6TD4Qa5smAondzD/g8lMmtuZT+68hsentKPk0AbmvPMBgRGf8OeORgzaIKU//kB5mZ7gryiUlKAPz8k9bD92gEhVL+564UbMJzfwzVfT+LsumVdHJLFv5RymLayjw0PvMj4zzOEfF7Hgs7eYZnyOMR3jCftcOCULzYa9yNNX+Plu/ndscvqQFA+HNyxmztfbsA18ng/awu6l81k161MsyQ/S0fk98+YspTT/dl5/OI+6DfNYuGwGc2zjuKtLYnQ1rEslI1mLf9cONv3ch1ZdHPiP7GHX0Qq8OZeTJmxhW00NlsApNycKIU8tNTVhPCEFRfFQU1uL2RdBwc/hVd+xafNWioI9cPnCKLIfly+BtoPHce3wLqThZe+CD1m0cRWbshvQpmImU789QnyfR3inUzyHvv6IJQsWYbbcRLeAk0NrNuBvP4K7x3QhW3WcpR98xPxvLJgtg2junMukqWuQmt3CS+NakiCF0aakYtfpUWe25fr7O3OrzYJvw4e8smgZPzbKJLVzLgZXBcdDeQx6aCw9W1Yy9f5FKL4gEQUCznIqwx6CEYULvBMqYVwV5dTU28COPgvgPFlOxBcioij4a0sp1/sJnT9cEMR5soywP4ykhNg/czyvbcjh1mfepnWSh+9ffYZXZ2bx5siOpFk1Z0Xpoqy0Br8koyBTvvgNPjmqECp1EpKUf9n60SUEsICojqdd7yvJT7cgKglYrxtA/oczWH5kFAV5BrLbX0m2Roda8WHo0Yq4b4ooiyjk+MOocvrzwKM30SPZhCbsQOjfgrlvLmP72HxM65ezPfNPPNezCek6gbBNzbVdVvDYN+t44OrBpGdpkOscmLVmEjOyyLApuEt2sG3dVmxXTaJvYS6GiJHgiUYsfecHdnivpKe5vpoUL9Vlu9m2W0vXp66nQyMLakFBUZTztpQF9LZk8ts4ENRaBE+Ek/uy2LiqlBoZREFNfFI2DS/vQE66ASERWh7Zxe7569lWnotB0KAzO0jNyiJLDRBB06gR2376lvXrD9Iv3cyRQ8co9+VwVYc0ND/GkZlspFI5zLqfamjZKcD+/SWUVju4rKUZgQilB/ZwuCpCw1796HJZBuoMJ3t+KmLTzzs52r3gF6pQiBrytliRk+3YrAHsyelkpUdXfIqxAY3tDUBUoZIUmmZtZqOvGqdPIQ4VWY1SOV5exoHdR2mXnsb+jTvxizqSs1MvsGqkuH9m4cIDaFIbUVho/BVP8Qr+/Qv58icNeZc15XjAdIntNzXG+CTSMhvQwCqg6BOx6DXR+pIOs2ZFMY4WI+nYrgX5DhVSwhC6LHmOrbtL6FDQniZNVKhEEdnlRQlIqLRqRDHqt1VrTSQtI4sGySpc1SoiogatIFC3YTGrtW14untrmhckolXSuHXQfIZ8vYFjVzci2WqhsqwKS1oOWQ2ySfPa0J5ygSb5cXs16OJSyMiyo5UOY72Yq6XILhZ+XUXhs11p1CAFkxoSruuKash8Nj3Ujb4ZmThkFXaDGlNiBllZttNea858YwdzPyun82sj6d7EjlZUkCQFQfGw/IuvUPeZx6CWOZhUkOq4naFfXc2H3xzilnEFNG+XikojEHEG2ebzIJwybC5LhMuKKHE0Y3RuOvFbz9g0FtQ64go60U3QolMFMSudKBCnUlwtQxwIogaTI4OsBskoPi1OvUJQ0KIXNRgsWbTskoFap0aySHRoaufb4koEbXOSsvTgLSLOpMefnElWuhYlUMp5PlMuTSSCJJlIbTOQ0XcPooPdgJihUHlgF1N/3MCeXq0p2nsAZ6NrGdy5EYlqhSRqKSmazfcrtzO0Qw9Enx9/CFIuK6BBejkJNj2CBxTPcQ7tPUy5phW39W9LgVXGUL6fXUU/8tOO3ST491PiSqbT7b0ozNMTkgr5ed8ydm3fT23nROwCIBjJadaUzM0lFG3dTlmnDlTvPUhN2EjjVk2JL9/yGzOqEDy6hiVbqlCntqSjwXq6XQmiDos9mfSsBmTJ1ZTqVKgEAVE4ybaNh5AcLejUvRNNMtVkdb2MFdNLOFBUQms7CMlNaFXYlOYNM7AKSfS+/DvWfH+EouJSNHvXUxXXiH7detC2kR01StRIvCCgzW+JQxQRRRFZ1YqshZvwuD0EFNDVVuE02OmYlUPDLAGbQfOfVdtJ+1gyv5jcwWPpVNiYdJNCXN88PpyxiaM3tiDJqrmocFOqVvD3D6q48qbuLH3L/7uk+ZKrWEG0kZhsiEYiiGis6aToyzlRFSaceIQlUz7mm60nCQoQcRZxPNQVSRAQDCaMOh0JiRaiTgr0WNJTsTqLqPSHCJZVok3NIlEXTb5abyYxPRFx5QmqZUi6IFcyoaCTY7t3smrNGAZ8qQYlQtAXQDZ3xuUDzKdKKEzQX4fT7aBtpql+UIo2iHM/6aemaDOLPpvLqv1VhGU/VWUulPRrkRUQ0aAzWImPi3raQGPEbLFgoIRql0zGRYoxPiefguwtHNy8jm2t8ykqqSSY3492SWqOoMKe1xC13UjZ+o0Upeo5UFpJqGE7mttEIIS7roYjGxazYc1uvntDFZ2dVYvk926ELwj4D7B0+ucsnvfXqGu0sJuqYBa9R/b4heoNUrlvLUu+WcTa/ZX4ZT8n95WR2KsxshydI+obtqHJMTdVh3dx8FgFGw4qmBMb0lg41wEbio893y5jl5hBx44OxIp9p519XzzqIhZ/sRHyetA+Rcv2Tb8Q9lLI1ZRVabE5rFiMKgQE1KYMMhx+tjm9BEIi7J7GuL/NZtXWIiINB/NU21ySrSJlSOyf/RgjvjKjF3zU+S20uflpWqbHEVhfhhzfkgSTPup/UdCR0CAdQ3UFNcEwESVMybEKEhomodOozxGQpi738OS213nnpm48LunQqryUHE7iz6fO50lHmDnmahYZ/Jw4mMSDyQZU9SYPdalpxDlXU+qRkB38+mGYSClHTyTQLt+Gtr4tq1QCcriOkuMuknrlYqpfuar08TRsYOH4sTJkJR+pch7jhr/OmopqQsl9eeaDpqgBORykfMsWaluOpJEaKk5HphD2l7H9mynMXLaHqoiA5KukqFakQf2KIOg8ztIXB9LtPRWRkJ+wqQmDxt1DgeKjas/3zJqxgK0lfhTJS035CUJtf8VXZKSGonVfc2ePeZgFAZXeQaOu13HH6OF0TDlraFKpUOlNWIw27PEmtCpQjGasdhtaVy2Vbi8utx9DRipx9TMRvdWG3WZEOl5BnSyj8bjxeoIkJDsQz3IYpvg8uMp388OieezYOxejABGfE7e5Mdd0qKTOfYJt3y5i+e4NfKwFJeSmNpRMhxt80as1QrRedBlNaZa9gWN7tvLTnjh8h+uImJvQqokVoVzm5IbZTJu3hMkmFaDgr63E3O5mmp9VHEqohHVLN1KhyqDTFelEtlWd+c27i3kT5jN/pg3R50WKK2Tg6BtolRViRdUJNi76gbU/zMKiBsVfTZlcSNqVQcIKCCYrNqMRgwigxe6wIYacuL3VlFfWobUmEB9vQxN1VRPNUqiCXcvmMW/pZo44g8jBE2zfm8QIWUFBwXOyjIA5EbPRyIXezyQOzn2OkV+/gVkrIGgTaHTlrdx3+1U0SwKkEyx87lbm/80YbdeKl5NHTdxwx5n39816mOFfRb3NaByN6T1yHHf1OKs9SRWUlJzghzfvYfvHBjQiKO4TlKutuCUJ+YIlMCDXsvqddzna5QFGN9vLGlXxL7XO38wlhagiO6mprV9vKwpKsJLKOjMFOi9bJz3ASwcG8/aLD5GlDVK7fTKjnpIRVGp0Gblk1v3AgWqZ9ikiyBKSqw6vLYFEnRqtzYzvYC0BBbQCKJJEoK6OoCUO60WXKiIqtZGkBg25YthEXu7vQIgmCVFtwOY46yVBhUqjQ6dxU+dWIPWiOcNTvJOln07iW67niZe6khw5xqbFc/hs86kwYUIhNy5PvV93KUDA58UbMmC+wOF0fSot2eQX5JJ6YCNzFwSJrwrT+NrW2FUhjiCgtjWkUYMkan9eyezFDVDXqGnWMQ9KD6OgRq83ktH6Sm656hFubWdBQEFRRLRGCxZlL4f0OXQd2psb7+lDAxXIFeuZNXM9Nb8wlYocXcVn0xdy2NKJO5/tTrbhJMsmTWX7WbUuaLNo2zLMsZpjfD97K5VqB40bxuM8GjnH+bT/4HfM9+jI6dCRTk2q2b/w0vGKRChe9jnFSj49OrSniffAPzfjE8xYTQGK/SFCYcAAyC6cLhX6hjrUGgFV48E89WZvxrlPsvHT1/j8m/VclnwlIJI74FHuGdyZPIeKYNlKJr4wi4VtculrshL2uPFHJOprmGBtLV6DA7NahUo+yq4DFnKutKHTnreHYcqjZ/cGTPrKx10THqdv1h5eHTgd7amJmpjBwBfeY0zhISYMfBVXrcQp+SrXVuPUWLEZxKjT7V/bR1JZiDM7qaqRIeeMyBVEC444DTWVNciYo2WrSFRX1WFNiEMUVGiS+vDszI54feXsmvsGrz7/JR2n3kSK/xjLFp+k6wMdMQpn9suUoJuyFRN4ZIrEfW++QtdEBWfJSt6677PTYbTWVLreO5kJ1yVCyMXxbQv4+KPXmZl4I+53/86uTi/wlz/noqs7xuYvX+c1169kUB1HZpubGfneaJqrIniOb2PJ55/xzuxGtHywA6fWyILBhCXBgc15jOI6haYOAcIhQoEgEUsyDoOOar0Gn8tFSAGNAHIwiD8QQDJZMOGmvKaWGlcCzTMN59anVosuLo+OfXpy55ODyVMTHVxUOowmL7vmbabpFYNpe/9YrkwRo2OhoMFgtpzrO1SdxGXNGrKuaDtr5izBQgRbYWvyjQKliCS27M+9Pe7hxtZRnej+Be+x8PCZDwhChPKN3+HW6Unr0osO9rVs2HZWOg35XHX7cAbf1JVUfJSsmsn0rT/wQ2oHtKYU2l1/Jb2HD6RlvBBNo6jDbLMgbl+H4vPiCQQJKqARZFx1LsKCgF5rwWLUEir3EQoGUTg1YZQpXvIeExcHaNVvDLe0zcBQvogXXtxRf5UozLFDxZjsjbBZzRfp2yqyr36A4QN70jxNR7hyNe/95Qu+aZJL4lUaEJO54v6nubFnc9KNAkS28e5dU9Crzrzf8E+PM/b6TuQ6oGbtRB6fMoeWee0IKvWTT9GCzZZO79v+wu2dG2DXRV1fyioTjgQbFzhJEgTcG9/j4z1teeDVVqSKh363g2mXGNsU5HAF303/iiK/ghx2sn36NNal9KRHtkzl8WME7XnkZyVhN0U4vHI9xTIgaDEkdeaaNoeYPnkV5WEJf+1RVs5bi6pXH1pYzKR37EbeztlM3+5EkgPUFG/kq8VFXNa7C8kXTY2I2ZZM8/ZNOPHDdxRhJzU1mcR4I0JEQjz7HcGEPSGfxlllLP1yJSeCMlIogLu6Fv/p/qwQCniprnaiSswhNz0ebbCWwz/tovzUmKKEqDi2j3XL1lEWilB3dC+b126nMr0VhSmXKDLRQGZ+PjmpHlYuWEOp0oxOLWxnClhlJqdRLimGYhYt3EqtpRUdGxrqK1JDWl4+aVaRI9t34tQnkpaSiNWoQ5Dl6IAraDBaE0jJyCAjI4OMtETizbpfXM1I7hqqXBE09jSyMpPQ1RVTVHSEUt/ZZaYhpXUb0qUivp+3nWB8Ay5r7Dj3u/JxVi3YSji5CR0vb0aC9pdEogCVa/hytZ+slh1of1kSun92z0SdT9eudorWr+Xnw+X45RBl675i6YkMGhcko/ccp8wnYklIIzM3n2w7VFXW4A2GURDQmB0kp6SRkZFJVnocoquCKncYS4fetCn/gQWbjlDpk5DqdvLZZ5tJbNuGTJsZae93rAoU0ibXgvF8I+7hw8x5bynxN45mYOvGNMxIxKI5aztX0GBOTCW9wRUM6BFm+ecrKPaEkaUaNkz/mtLOvWlvVv+2KxnqNgy4OsTX737FYZ8CRHCfrMArmOh8/dWUz5rIipNhUCI4d83g4x8S6N+3EVQWcaBGjSM9g8wGeTRMUVF9pIS6kJ+yVVOYp7qeWzue6+VFkSP4y0soE1MoaJiGw6rB/fMatlWfEYSCqMYYn0p6egYZGemkOrQEKksoq6ulvCyALTufrEQr6lAJGzYWXaAvvxARjd5KYlo66RkZpKUkYFGH8Pgj55WDg9Tsy2hk3828L7dSEw5QeWQvW7YfxdLxcpqmppPbMAvdjsUsPuBGCtVwaOcmNuzx0KhDC2x1JRQfPUa5pZAWaeeWvGDNJLthBnbvLrYcCGNLSSPZYcaokZDEFHJyG5BgLGPH9lJU9lRSk+Mx6UUkWThv8FQR37gZ+Q6B/YuXcyhsp3mr3NP3V9V6C/FJadG+m5FOssOK4ayRXqjdzvINJ5CT2tCzUxZG1XntTtRhiksgOT2djMwMUuI0BFxOXP5EClskEa4+zMFiD4aEVFITLWjUIijRNErFm1i96Wf2VwQJ1+7ku+93IVvSyczI4LLWzRGPbWf91t2U+WQkr5M6j4/KspO4BDNJaRlkJBmo3buHorJqfAoovt2s3yGQlpVGcsLFXRxqTPEkpqSTnp5OZnoCBjlEMBxBUgBBjcmeRGp6/ViWnoRNr+HsLGvMCSSnppORnkl6op6IP0BYks8EUF9GrysN7Fy1hQrJREJKGikOPZIsoOLCRSiR3Xz6960U3jaUNmnWC4Xsv8CldaLaPDo22MzjA9/jhNMPyR146I17aW0xUzv0DvIeH0fPy+NJSsmi1dV96G51giCis+XS/7EnKX7pJQZ1fgKV0U725Xfw8n3tMGs06AuH8vh9Tv7+xJ+Y6ZZRGVNp3f8pnh3c4JLLYrU1ncKBYxldNZGXh3ThpE9BE5dL5xsf5JnRCZypRjW2rBb0u/NWTr7zCoM7PURYl0aLfvfw3JP9yRIARKxpubS/vJBl746i55cJZBbkkpXZgZbl9SUrmHHYLNSWzGDU1U9RGdKT3nYAd9zdn1ztSS6+CSCgS8snL7shmZptqAs70dQknLXaENBnNiI3owENzdWktO9AumbV6d8M2Z0ZcJ2f4LTpjL3mZWpCKqw5XRk68i5GdPjHKvUU2tz29GixjfdnPca1M8ykNetAtjGTgvMGEpW9kLYNFvFDgwzSc5qQb91xTiOUq4uoTmzLsI5daJ6kQ6z5pVgV3AdPYG07iI7tm5NiEAn9c8kHDFx24zjuDH3EjKeGMaE2gBBXQM8Rd9OvTTbilkn8dfJCfjoRQBBV6BObMeiebuSlWthPhP2zHmH4lyb0apAUPemdbuHRVmkkpmXz2FO1vPvB0wyb6MQvGcjqdDMPj2hH/IFPePD1H0i/4UnapsahE+DMkC5xdM6rfFLTg2cGNyfFrEG4lKQQ4uj5xGsc+OvrTSKuAAAgAElEQVRbjOozgZAiYivoy4tP9yfdoP5ts2DBxhXjJzPm+de4uesr+CMCpub38tGnd5J/zQu8Xfoybw3vzvigjGjKodsT7zC2hYbgjkWMf2wWh30iep0abXxjbnnyepI3T2DoA1PYFkrj5u4zUMsSwZpjHAsfZFiD1/jwuusZNO8Vbu36DY7UdHJbd+fqNhWn0xp0HmfJ8/3p/G5UWy4a02kzfBwj2mRzuG8D/vLs1XR5PYXM7HxadOlKSu2v5C9SQ9G6udzebS4mFATRQGqLPtw1uhXnKBMELYkFHRkw4iQfTXqUflMC6OwNaHX1Tdx/w2UYjSIteg5maO0nTLnvGt70CZiSmnDF9Xczonktq2d/zKwdJq66qzc55+89quJo0rU/13vcfPL3m+nxiBtZG89lVw3nrjG307l1b67z+pn+6TNcN6kCHwZS2/6J20eNZHBr/Tn1KJrzaJ6fjCPRgJhQSKtMLcJvmEoA+I5XoGvQkTY9u5BjUl3wluLdyddvzmPeNBtaWUYwZdBh8J10a5VHI+OtDA/NYvr7Y7jm6VoCKht5ve/ggdsH0QrQN2yI8dBCJoyczKGKMLYmfbh9TC/aZBmxpA9jzLXT+WTm41z3Rg1BXQGDxj3KsMsH0G77h7x97yLeMqfQvGcTUpNSSfRs4tO/rucnQ1vuaNOEDJMAwfNzI3FwzrPcMec1TFqQFC0p7YbzUJsckg1lv6E0JPbNHMfQL03o1QqKJpn2Nz9OqzTYJVBfNmbajH6R0e9P4u2RfXiszk9El0y721/gxZtak3SeH2apZAulvV/nlY4ZxP3iIuAf5yLGFmQinnU82eVRzB8s4J4GESKygqAxYImzYVSDHPLhrHURlAVElQadSYfikzAm2NAJCooUwlNXhzcogahCY7Bgsxiix44VmUjQQ50r6oleENTozVaspnr9IzJS2I+rNow+Ia5+Hz86Uw56Xbi80VNdgkqN3mTFZtadNyNUkMMBPC43vlAERVCjNViw2QxnhLQiEQ54qXN5CSsiao0GjUaDIAsYrWEOrviSaVN/pvHj47kmUUJGRK03YbEY0YkSQZ8PX1iFOc507uEbuYLNcz9l9qJK2j/5IkPztYBMyO8nEFLQWQwIAQ9ev4zGbMMoBPAFI6A1Y9YJyOEgPq8HbyCMJIOo0WMymzHpFALeAGE0mCz1+ZCCeL0BIqIOszl6LUMKevEGJESdCbNeBYpEyOfB7fUTlgVUWj0aQUGl0aIzGhACbvySCq3BiCrkwh1Q0BrNmNQh3D4JldaAUSvhcbrwKzrMFjNGrQhyELcriKDTYzRozyl/Jeim1uVH1pqxmg1oVQJK0I0zIKA3GDBozxbgEXxOFxGNCaNBh1oEJD91ziAqkwmjXoN4Og/1M1GVDpPFglGvgaCLOrefUEQBAQS1Pqq71opE3NXU+sJR3QhE9foGCzazAY1KQA77cLs8BMIyMgJagwWrxYAq7KHWFURltmHVaxAFUIJ1VLpFbPEmVIFaqv1a4uLN0asoShBnhRu13Y5JHcFdVQdWBxadiCCH8bqceAIRZEVApTNhs5nPusIi4a2qIGRKJs5wkcNJAEoYX50Tlz+aF1FrxZFgRoNM2OvCWX9qGlGL0RqHRS9CyEN1rYewLCAIIKh0mEwa/Kufpc+biUz65Day6qtB8ddydN4zjC4ayea3riBUW4c3rCCqVGh0RjRSAMHqwCRG8NVW4AwKiPV6QEFUozfbsBpEIr46nJ4gEirUGg16nUhI0mG36RFQkCNBvC4PismBVSfU90E3NbU+5PqtcEEQUetMWKzm+vMU5/ZrKeTH43LjDytR1ZHRgsWkQyVEx4eQv76dyCCqdBjNZkxaCPk8eMMqDBYLRo0AUgi/z09A0WG16lEpEuGAD7fHRzAsgaBCYzBhsZjRqWQiwQBejwd/KBIdC7QGzBZLtC+cQ5CDiycz5bujpA58nHuuSEYFRAIefEEJlcGCKaoEJOx34wuBxmjBgB+Xy0NQNGK1mNCrBZSwD7dfQtQaMGklvC43Hl8Y5dQ8X9SgN1swG3SoRZmw34vH4yMYiY5XGoMFq9mAtOldxs1x0uKKAQzukIIkgVpnwmwxoteoEFCIBLx4PF4CYQlZ0GCy2jBpFQIeN95ABEVQoTXoEMIKWoMKKRQkjB6z2YBOLYISxFXjQzBG+6zkqcHpDUVXnaf6nt6C1aJHq5Lw1LiQDRZMem109amEcFe7UcxWTDo1EXcVTl/kTN8VNRgtNix6BW+NG8Vsw6xTIyIR8Lhw+wJEJAVFUKGzxBFn0qI6+xyM5KW6woVkiMdh1UXPKEheqqsjmB3WM4cG/0l+4XqMgmiIIyH5wiCi1oQ92XTuw9P/CggqHRZ7EpaLfVYQUeutOPTWS8QrotKYiE86/zU1eosd/UU/ek5IRI0Bq8PApWKIdhIrCYaLhFBq64Oo0VnsJKWc35vV6ExWdBe8KOE6/DNbtxXhLxhIt9NTXhGtwYT2lCrGaEN72ne1EfNZM2NRo8ccpz99TupsjJbzptAqHSar7rxHJs55JKjQmmw4TLaLfBEwWs9MAtQ27KfTpcZqPfO3xZ54bl2KOixxF5YAgKCzYE+0XPAs/qLB1Rjj7Ofly4DNcZbe6pfyoLdiv0Q70loTSL5kAwBRY8TmMHLBV3UWHBek30bSqfSbHJzT9AUdccmnftRiTUw8OxJMcYmc11POQoUpIfUXfie6jR+XiDHughygMcWReLGXtRYSks/rKBEffhTQxZGSlkrqqcmpX48/ThsV0Co91gT9ef3mVARqTI60S6ZVa7aTdLGGG80EolqPxX7W1p+gQmOII9lwQcYu+Q2V1ogt4SJ1RnR80Jni0F0kgXpLPOdsOqq0GCxaTrcyITrRtxsuNriIqHVGbLqLx3s2ofIdbNhyFK+1JZe3Tjy9Za/Wm7GekwABjcGK7XQCom3xnBAaI2duaagxx+kwX7KookIz/oL0K/ggKlxMNhxJKRdRIwio9Wbi9BdWnjlOd9GxCON5TwUdVseZDq6yOEi65DgtYrY7zntfiyXhzDOVNfGSfffscKCK1u2vyQSVCUeq6cJnSRcP/o8Ss8L3OxA+8ROLp73Ja4sqyO4yhLtu6k5KrGRj/JEQtZibXMtDI+Oi1zJOoTGS0OEWHs9uEhsM/kkU9z6WzfqQidO2ILb6E7fd1Y9Ca8xO2/8KF7edq4RwV7sQ4hIw/8/1rOj2jd8fQW2xYvgNJ0AUKUzA58YTUFDrjZhNhgvv/MWI8f8ZRQoTjAjodGfrZBWUSJigrEKv/U3HnWKcjxKJnt73hRG0BkwmIzr173hy5V9ACXlxBRQ0egPGWP3+W/jdDdDHiBEjRowY/yvE1ksxYsSIESPGP0lMiMaIESNGjBj/JP//hKgiEXAeZ//2Teyrkn89fIwYMWLEiPEH4z8rROUQnuPr+OSp2+jfvSOd+9zO0+/NZ0tJ4D+ajBj/B5GKmHHfKF5ftItSf0zNHyNGjP8M/7mzt0oYV+mPTLp/PD93eIgXpr9GTpwOlVqNVmf49fdjxPhFJAIed/RCfEyGxogR4z/Ef0yIygEXJ9d8ySLDCKY80Jec82wlxojxz6MQctVQ5/NSU+MiEJbOMqYdI0aMGP8+ztvOVZAC+3mnXwtGz6+rN/uqEPbtZeKg1tyzwIkiB6nb/iq9spvQrvPltGnWlNtmV6KgEPGfZO2ku+nTvpDClq3o1P9e3l1bjoRCOODlwJYtqFJkFj86mG5tWtOp3yheX1ZMCAVv+X4+e6g3982pIKohlak7vo2P776Kx751E6k9yob376bv+B/OM9WoUFu0iU/G/YmnltShIOEt38X8l27mitbNadXpKm56ajpbq8/TuyouDq39gDtbZNAgrxGNGjWiSWEnBtz7Jt8e9p/jYEPxHmbNF2/yyFNzOCIBipei1R8ztncPhjw5hyIJZF8p2795jTt7t6FxXgEt+47m1YUHObZ+Nk8NaEhmTj4FBQUUFOSTm30Zve54mUXFMkh1FK2ZxjM3XUm7wkLadBvE2L/PZ2f1KYutMifXTOGJa5uTm9+Exnm5NOs3lreXH8e3+2tee/F5/jZ3L+eZ7AbvIVZ88Bg3dG1Li+aFtOk+hMc/+p6DdTIoQUq3zOGVUf3p3Lo5LTpcze1//YJNx73IKPi3TuGhIR3JycmLprlxC7oP/wufbTyGR/ZxcOl7PDqsF5e3KaR5217c+fp8fi4LgHSEueMf5MWPlrDbWV+Ckd18Ou7PvDxtJYe8YXZ8NJYnJ81n84kIoODfPZX7r2nHgCfnsvVEGM+qVxk5fio/7K1GBhTnOt4Y0Y02w95g5b5qzteeS5WbmfroDfQZMJYPVm9mwRujGdhnKE9/9hMnPQH2fXQH1z4+i20l7vp3JfZ/eCsDHv2MHZs/ZNSAJ/hqbxm+U57M9r3HsIHjWVxUTSC8k7cGX8dLPxTjDCnUrHmRIYOfZsGBWnxHpzKi52MsKqmrdyqtUDNnJK1GzeaEK4h07CNu7Psi62r8UVuf0lGm3dSUzHZPsMoZRA7/xItXXMukA34iCkCIn1/vTWbqVbx1IBRbTceI8V/CeUJUQNQ0oG//LL6fsYByBZAjBA8u5OuDbenb1YYgy0RqqnE1vZtP5szkkU4CvpCCEnJzfNELPDzHzL2zVrLm+8V8NCaZFY+PY9rhCJGIhyN7D3Jw1SrcvZ7n88VfM/F2B6vHP8WsIhlFlgj73PhCZ0YPRZYI+qK2MqM2d30XenhAQZEiBH0e/GEFyXmMbfPfY/KOAp6Ys5JvP3mKntK3vDpxBVXKue/JkoqERn15+uuNbN68kZWzn2eQfRczv9yI9xwpKhMJBfD7Q8go+Ip3sHHVfNZ6HNiCIWTFxYF13zDj8+2k3fEx32/6ke8+fZ5bO6cjRiKY83swZuIKNm/ZwpbN3/Hx+OG0MoYIyxLlWxbz2Zc/4OnyLF+sXMU3E24i/ci3fPLJMorDADJetxtz0/48+elqFk4cx5+aGgiFozaKA4EAgdBF/DYaU2jefyyvz1zEqh9X8vmjHfHv/oEl64/iObCYqTO+p6LxKCYvXsPy6Q/SvGwpn3++hJ21CkokRDizN/e/OYeNW7awedUn3J5RwpbVG9lXrcWe143b//I+c5atYsGLVyHvWMXKnw5Tp9TbCQ6Gz9jNJGprOBCKICkKUtCHPxi1DUzwAHM/XUep04mkE6I2YCMBfP4QEUkBxcWW6TPYU+enDg3S+ZJFOsbcl15imXoAf/nwLe69sgvDnvmAT1/uScW0Ccxafwxb5y7YflrL1pJq3BIQ3svSJeUUtGqC3azG7/ETkuSz/BQG8XoChGWZ6Baxh0BYwrv7Yx565QhXPDiKbtlx6AjhdfsJn5UmJeTD7Y0KQEUO4nX7iSgKCjKlX/2FD2uSsftCKIqCgkTA7SVYPysI73ufJ76UybX4CcYkaIwY/zVccLBIELVkDhxO+x2zmHdMRpZC7Fswn+qrhtLTJqDIEnWHDxEuaEpOvbHkqHsxJ+sXryRp8BiubmjHZk8ht9Nwbmh+kK8WHiAsBZA0SXQf+yoP9SskPTmD/E5D6J29ixXrSn/VteJvQ8JVeYKd2w6ROeBmrshxkJybT8v2TdBuXsvP3vNjiRrQN5gsWC3mqHF0BbQmC5c0OBI4wc+bNrDlSDLXXNcKswiK6zhH9h/HGdeVQX8qJNWeQGJiEkn19mXFemPZVqsVq8UcNbYuAHIFh/YfpiaSQ7erLyfbHk96i650aZWC+sRmthZLoPhxu0PIgpXElDjMRj3a37IPLphITE0nMzMJm0GNFAqiqDQYDCqObN9GlTaZ1l26cFlyHIl5V9Cncxqhiv3sOVgTrQuVBp3BjMVqxawTkRUtOp0WrVaFPacJjfJySbXHk9WiObkGNRGPh3/sPE+YogVTWaNtQdsWl5FtOT9PCt4ds5m6M43OHZuSl6K/YHtWOraSpQfSuLx3B5o2TMCoUaPVW0hpO4Lh7WrYvOUQtbae9Gt0mPVbiql2RQjtXMKKUGu6FCYRb/xt5+oiJQt55onvyLv3UW5sm4H1fPdov4JSsZAX3g0w/L6rSDKoL/TTJBUx9clZZDx0Px3M6noD7zFixPhv4EKdqCCiSbyaEb1e4uUv9nDr3R4WLArSb8LlmASFcKSOTT8W0aJfK7SnNxEV5EgdlZUhEjPS0NZ7eVBrTKQkW6g4WQWqREwmNVqjEZ1aREBBrbXgsOuoq3VHtxGrDvHVuI6sflZV/80w6BLpP7g+FvcJdk65i9aLTAgqLZbMtvxp1EPcfNmpxEsEg3Uc+3kL85dfy5YJIiARCgrE5fbF54dzLCorPoq3fsmMPqt4SQwRkvQ06H47T4xqysW95AU5uWszWzcfxtF/OK1d61lSBkrAjy8QJGJLJEFX741D+A0joeLD4w0TUeKxx9fr8FQWbFY9GqGSOlcElDpq66JhEuJFKDn3E9KR5Xzw6Rd88YIOBC3xuV0YctdIhl3dgiRpN/PefYe3Jy9kv9iQfmMeo2sLKzX7PaBJw2K1RPXSgga73YYiefB4vCgmiOz7mpe/nM67RgG/Vyahw3DGDWlLvr6Sn7+dyxffrGJfhR85XMnB4hQG9zy1H3qS714fzbQ36r3WE8JVE0//5kPOzjjh4kVMWQ7N+3ck7+AWzp9GKYG9fDFtC4ldR9DWHGLx2osUX201tVoLcSY9WvEsh2uikeQkC55iF0HJwZUDWjNl+maOXJ1L6dLVaNqPoUmiHUMAlJrFPNFvHk9p1NEZZaiOCt213HI6OV5+fP9Nqlq+zCPtsojXX8LbyqWQq/nupQlUDH6DIXk/slB0nhdA4visp/jEOpZZfVL4+NV/5OMxYvzxkHzV7NtziBJ1Oq3zU0g01YsZyc+Jw4fZU1KLJyJiTsqksCCVRKPmgtVcuGw/3+8qwxmU6vubmvRmrWidbsEg+ik9dJg9pXX4IwporWQXNKRRkhHteTNQ2XmEFZuKqYvI9Z6eDDhSsigsSCFeJ+Ap2sayvS4cTdtxeZbpHHOtir+EVav2U2EroH/7jAt9vNZz0YNFospC5xEDCd0/mw3tZBZrBvJxGz0oYYKlS5m3sy3D34xHoLL+DQFRZcURr6aqvBKZLEQUZDlEdZWLuGwHWo2FBjmJzNi9nxCd0KEgRXzUOUM4Eh2IVKN3NGTgK7N5d0gSIjJ1x7fzxV8foehULJZUmt78AAtf6IkmWMne7z/lrUnvsuSZG+tDqNBozGQ0acXgsVP42wDH6QFPENVodOcVgmAko+W1PDf+DYZmCwQrd7Ls8//X3rlHSVGdCfx3H1Xd1T0zPS/mAcMwD2AcQBEFIcS4SBARJIqyJvjAyG6AuB5MjqsxiWajCSZZNCFmxRzWB0eXRHePusYQPYrBuCIgDCpRHiLDc3jMAAPz7u6quvtHz0DPSzE50WS3fv9V37q37qvr++r7vqrv1zy59DkqlsyhosenJpP129i0XvJBxjTunFzMzuc7m7FtQlohm0/Q5MGZZVwGRJiIo1CimaZmAzkCTDutrXGSbpSMqMI0H+HIiThutJjirN6LqMouZt7U2dw+ewQq0cCGXz3IM79/nt8PruQr51Zz+aKlXLrwPo7U/BcPPb2G517MYWIkgkm209bahiGGwKepqQWkIhxJRUrr4TO57R9nM29KBTJ+mNeWL+GlF1fRsW4/b77XRvXMb7Ns8jAyG17kvh+sJaOra6qIyYt+zqxrLmNUtgD3PR6/bTn1aU9v0j/E6hVbiJ89g8+NrYa9ApEmA4VI8uEzj7Ap62LmXnAO5Qde63P6ZGExBe3bOd7SQdxP3/1t1NUdJzMnh3AoRM6FV3DhsgfZ+H4OdWsymfCtoeRn24jDIHKmcs8j3+Cy6mKiArxtDzHnjqNpSXujTLzlX2hbuZwHnh/K4jnnUhg9w3g8IWj6wxLur53OkruqibVs6FEuMUee4e6HYP5/XMFgZ3sQDBXwN4yhrWEv7+46gTE+xhKc/qis4cT+D9nR5DDs3LEURz3qtu9gx/4wobJ8skPdEioSjyewi6uYUpZLrDMvnpASJQ3tdbX8sdFhxJihFEY1ifqdrP2wjtyscooiVvfbr/Hx7ELGTyynMKzw2xvZ/u52Nu12uGhoDOMbwlGbhgNHaR3oELO7lGRDc90h2sNhfN98pKW0b3uW1ETOmcNVGav4yZKXybv6y4ywDF68kbceWcGxq77OJdnpf3eB7WQz4fKLqFu5jFcPJTHJFg5t/jUr1xcx47IqnGiMEVMmE31pGU9ubcGLn+TQ28/x4t6xTP+7lLATQqDtCNFolGg0SsRx6J6yTyJ1mEg0SjQjSjQaQnge5tRTnyQ2YCAjRpfxwfNPU3NC4jg20u+g8WhT7+AbOk2tTuc1HQfbxGlraqG954mmkQ+2bGbzVs2UGy6lJD0rfayE0spiIkde44VX99Dmu7S1NnPiRK9Wely8kOFVFeTIWl57eSMNSZeTH6xn7aZ9tA4YzblDJI07d7CnqY1IVTUlfQlnobBCDpFoNJXvM2whjcFrOcqhw/UcT2icjGxyc7MI+x20tiYZfN655LTVUbN2PbtbPDoOvskrr+/GZFVQVZmX2hQy9epRJBolIyNCSCZpb23jWMNx4jpKXn4eOU6SvRs38d6uAzSlJR/XdhgnEu1cRwdbq7QHc0Hj2l/xu5Yqxk8Yx4jCUC/BIQ6+yKN/cBg/aQJnV2b3G8UtB07h6vHHefXp37JuWz3tHhjTyp7Vv2D5hkFMHD+UohwbETmfK6bA5iefZHVkLOPL8ol1CXWhsZ3Tey7q9MhFCOiCi7hj6S1En76LJS/tpLHjDD8O4r7Dsh9t4Yt33MionHDvcZgmXv3xUppvvJtryiM9XAjtvL18Ed9c8f6fkdQ8IODTRKBD2QwfVcVZxVk4Oi1Pp2nlcL1LbEA++VlhQqEMSgdn451sorkjidtSx7r/2czbB1to9yCRSGKFbGzLQmuF1iqVBxTwki6EHTJDFpbWRLMi2L7fO2aiq1dCopRCa004M4+ywjBtrfFUDAag8goobD/M/hbvdECf30RtnWBQYRjxMVbFflRqgQpXMntOKT/9nuCHy8uRiRa2LLueax/cRCL37znncYnxPdqOHaTj5ZncmrWKB2Z8jwcO38sPZozm1rjAKRrH7HsfZEG1hZCa4gvmc+/XF3P3teezJBkmt/xCrr/vXq4sVsTPIOG5aa5jy2P/wOgXooAiUnQ20xd8m6kDWvhd1yLmVDDuqltYcHwJd00dyd4WCBeMYtq8O/n+gvzuZlrTxr6a/+SJqWtYrA1GORSNvoybvnElZ/UQWH7LMdqERcHFNzK9zEa0pRXKHEZcNItrmxr5+eIZjFrYTnjYJK5bdCfX5Xz09BeMncE1HQkef/gOpv60HjejlHFfuokFN00jsuVZfvnI89SVzWb+pKHYfbTg1b7CLx9/iqfuCWGMIFoygdkLbmZSySFWP/xvLHt2M42uJJQ5iDEzb2LB1PMZUiKZd4PLiuU/Y87EW2lWBYya9lVu/soMzsuXJGrB3fYsi59ewS+iFr6vyKqYxNxbL+HqqvPJfGgpyxZcwr/axYyZfgEFJZUMPmM/YZJde8Jc+M3PM+7sgYSF16PccGJbHYNmLWTi6EpytaDfT3HIfC6+/SeYJ5axfNFC1m/ZR8eazfz2vEuYe+edfHl8OdkWgMVZl08juuJ+Rs65gMF5MSzoFenbL0LilH+JHz5wjJsXfYeHYz/j5iE+/rH/5tZJq/hnldJevZYjHGhdw6WZUV79pyTung0cvW4lXxuTi6NEb202+T4bE3fx8g3DiGhBNy3PdFD7xm/4TfhS7rlxJJ/QDRsQ8JlgZ8bIFdDaCN12vNtOa0LjOBrdqU2qSBQnfpx2z8MLOWTnxAg7GiUMnuty4uBW1uw2+EKTmT+IkcMGMiCiiRYNouDgbrbs8inPEzTsPUq4pJL8sPUxRkCfePNRag93EBsURUuBBxiZTXlRA3882MSwWC5KCZJHD3LQKWKC08COxo8ec79ZXIzbQe2/z+bS169j3co55CWb2LxkJrfEf8zq747plL6GREs9L313Js98fjVPzR2AcV2SbipaVAiJsiz0KTu1wfdcksmucoWydKrcGDw3gSftU4Ezxvh4ySRGhbCkwfcSxF1zWrsREqUttDR4bhIjbaxUmns8z8V1O6MuhUQpjdbp/iyTighOuN1upkKmNBbVzbae8s8mPZDaSl0Dg+95eL5Ad2aI9z0X1+3UZoREawslfDzPB9U5zlP1QOrUhjG+j+u6KU1KCKTSaKUQxsNzPYxUKKWQAozv4noGITVa+CS76nX1X0iU1igJvuvidkWeprWbasfD66xr6CzTqTL81Bp2bze1Vl0b3PP8znoSYUAohVICP+nid2p+qSn0cZMeRii0lqnIX88gtYXuFD6+m8Cjc4zGJZH0QGks1fkE67skPDr71zsAyXdd3Ph7PDxvMUdn3c5N08ZQmmWh5GlN2K99jLnza/jij77F1eeXkiUB45FI+Klxda2375JIGpSdGqsbT2IsGy0FwngkEh7SslDCIxl3ewhin/qVc5n8+ixef3AWeSEJysa2OvedcUkkDNq2kMInGY/jYWGHOv2x+CTjSYQdQguDl4iTxApSlAX8jWFo2b+VzU3ZVA8pZECGxsSP8NZbR4lVl1GeHyUEkKxn47ojZIyooCIvgp0SCggBxnNJ+KCkxCSa2bt9Ox9QwoTqInLChpP7drBh50kSbgdeRgljRpVRkmX3svb4jbt4ef0+mo1ACoHlZFBQUsbIshwytKD5wxrejFdw0cCTvLG5neqJVQxyfPbXbORg0XmM8XbwwoFcpo8vIfpJfKIYn/ih1Sx9tI4r759JvuSUTiF1iHA4fKqidMNpJleB1BYhbfVus6tcWYRUH+VCoKxQN01CCIm2Q5J2TgwAAAOdSURBVKfr6hBOnz0WaCuUdihR2kZ9pOtKIKTGDp+Jf0sgtU1I9/hNaaRKP7awe41NoaX6yHpCKixb0WtWhEL3uIEKqdOc3/3U6yq1bPqa6lQ7qbb7doprLFv3065AWzb9LbGyemqDEp3mrRe95hGktk/7FYTG7n1CD7N+9/5IbWFjYymFtkLYdrriBiQP8cpjz3LignmMKxlAZldbQmGHeggoqTm15RDoUPq+Sj+/r71jCFupCG+Ewg73MFWL9LYlVsjpMccSK3R6vys7fMbu9YCAv2aElGjhY3yT8pMKMJ6fUrhFypWXrh8LpTn1V3NiVJQXsG9LMycTeYgjH1JTH2HkuGEURgwnD+yk5t1dMKaSkozeglREBvK5seUUOillVQjRqYyffkhQGUWUR2rY25CgKO8ou5tyGD7KQtb3DqbvSY+7gMFr38SSK7/Ko7szGHvzMpZ9ISPViHYou/wO7vRLu/2xdSiLMdd/n6zCzCAoIuCvjCQ1D32N7zy+geOlc/je4i9QWej8BfepIHPifO4rLSPbCb6YFBBwCuUQtV3a4h6uB2gw7e20WTZFSn38R9wFICWKDo4caSM2sIy8iI2lIb+0jCGH36eh2aUwYqN6aZ4CKSVKyv6vI8KUDs5i64F6DrUepr1wOPlantFLFj2EqEA5Y7l91TvcZlJPPbqzQ0JZ5I++jMvpHuIvLYfSiVdSGmRVC/gs0SNY+MRKjFTIU0+hFuctfIRV8w2mm4n5L4dTOZnZlfRhdg4I+H+MjFBcoKmpP86JmIMT9ag7cAyTUUJmyELFj7Oj9iTh4mIGZklaT8axohEcSyHcFvbU1uPGhhCzHVTY50BjM+35DmGt8FpP0NBmkRsSqD9DDIWKBlK8bSsbG0MMn5iBkuKM4ib6sOYJlO7HQSv6luRCBAI04LNGIHUfrz2r04rgp9MNEaiTAQG9kMQGV1KV2MX7G9exPiGI5JVwTnUusbCC1jYa6o8TieVTkKlpObyL9/Y30uwKhLLJLSplTGU+mWFNVlUVzdtrWf/GLpLGBxWhuHIoFbFw2qtpfwI6l/KBiv1NxQyJphTuMxGi/QYWBQQEBAQE/GkYjBG9zaGm+zuX6a+PGJMKrBR9nAfd2+oltoTox32S8sH2+5qKSQVWniruedzfONIvHQjRgICAgICAT0480R5YngICAgICAj4p8UQ7m3e88Skm5Q4ICAgICPg/wMmWRt7ZuZZ4so3/BasnllcorFTcAAAAAElFTkSuQmCC" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Использование * и ** для создания функций-оберток**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Функциональное программирование" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функциональное программирование — это парадигма программирования, уделяющая\n", + "особое внимание написанию функций, которые выполняют вычисления без из-\n", + "менения глобальных переменных или какого-либо внешнего состояния (файлов\n", + "на жестком диске, подключений к интернету или баз данных)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Побочные эффекты - любые изменения, вносимые функцией в части программы, существующие за рамками ее собственного кода и локальных перемен-\n", + "ных." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В коде ниже побочных эффектов нет. тк она не влияет в программе ни на что за пределами ее кода." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция addToTotal() имеет побочный эффект, потому что она изменяет элемент,\n", + "существующий за пределами функции, — глобальную переменную TOTAL ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "К побочным эффектам также можно отнести модификацию на месте изменяемых\n", + "объектов, ссылки на которые существуют за пределами функции. Например,\n", + "следующая функция removeLastCatFromList() изменяет последний аргумент\n", + "на месте:\n" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В этом примере переменная myPets и параметр petSpecies содержат ссылки на\n", + "один и тот же список. Любые изменения на месте, вносимые в объект списка вну-\n", + "три функции, также будут существовать за пределами функции, вследствие чего\n", + "изменение становится побочным эффектом." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Детерминированная функция (deterministic function) - которая для одного набора аргументов всегда возвращает\n", + "одно и то же значение. Встроенная функция Python round() всегда возвращает 3 , если передать ей аргу-\n", + "мент 3.14 ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Недетерминированная функция (nondeterministic function) не всегда\n", + "возвращает одно и то же значение при передаче одного набора аргументов. Напри-\n", + "мер, вызов random.randint(1, 10) возвращает случайное целое число от 1 до 10.\n", + "Функция time.time() не получает аргументов, но возвращает разные значени" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Кэширование: Это техника оптимизации, которая сохраняет результаты вычислений для повторного использования. Когда функция вызывается с определенными аргументами, результат этого вызова может быть сохранен (кэширован). При следующем вызове функции с теми же аргументами результат может быть взят из кэша, а не вычисляться заново." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Преимущества кэширования для детерминированных функций:\n", + "\n", + "• Ускорение выполнения: Если функция выполняет сложные вычисления, кэширование позволяет избежать повторных вычислений, что значительно ускоряет выполнение программы.\n", + "\n", + " \n", + "• Снижение нагрузки на ресурсы: Кэширование уменьшает количество ресурсов, необходимых для выполнения функции, так как не нужно повторно проводить те же самые вычисления.\n", + "\n", + "• Простота реализации: Для детерминированных функций кэширование легко реализовать, так как результаты всегда предсказуемы и не зависят от внешних факторов." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Одно из преимуществ детерминированных функций — возможность кэширования\n", + "их значений." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Чистая функция* = это Детерминированная функция, свободная от побочных эффектов. Их +-ы:\n", + "\n", + "* подходят для модульного тестирования, потому что не требуют подготовки внешних ресурсов.\n", + "* проще воспроизводятся ошибки, для чего достаточно\n", + "вызвать функцию с теми же аргументами.\n", + "* могут вызывать другие чистые функции, оставаясь чистыми.\n", + "* В многопоточных программах чистые функции являются потоково-безопасными и могут выполняться параллельно. (Тема многопоточности выходит\n", + "за рамки книги.)\n", + "* Множественные вызовы чистых функций способны выполняться на параллельных ядрах процессора или в многопоточной программе, потому что они не зависят от внешних ресурсов, требующих их выполнения в определенной\n", + "последовательности." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "На языке Python можно и нужно писать чистые функции там, где это возможно." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Функции высшего порядка**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Функции высшего порядка (higher-order functions)* могут получать другие функции в аргументах или использовать функции как возвращаемые значения." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция callItTwice() работает с любой передаваемой функцией. В Python функции являются первоклассными объектами *(first-class objects)*; это означает, что они\n", + "ничем не отличаются от других объектов: функции можно сохранять в переменных,\n", + "передавать в аргументах или использовать как возвращаемые значения." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Лямбда-функции**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Лямбда-функции (lambda functions), также называемые анонимными (anonymous)\n", + "или безымянными (nameless) функциями, представляют собой упрощенные функ-\n", + "ции, у которых нет имен, а код состоит из одной команды return . Лямбда-функции\n", + "часто используются для передачи функций как аргументов других функций." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Так как\n", + "функции являются первоклассными объектами, лямбда-функцию можно присвоить\n", + "переменной, фактически повторяя то, что делает команда def" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В реальном коде лучше использовать команды def, вместо того чтобы присваивать лямб-\n", + "да-функции неизменяемым переменным. Лямбда-функции специально создавались для\n", + "ситуаций, в которых функции не нуждаются в имени. Лямбда функции особенно полезны, когда необходимо передать небольшие функции в качестве аргументов в другие функции, такие как map, filter, или sorted.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Допустим, у нас есть список чисел, и мы хотим получить только четные числа из этого списка:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Объяснение:**\n", + "1. lambda x: x % 2 == 0: Это лямбда-функция, которая принимает один аргумент x и возвращает True, если x четное (остаток от деления на 2 равен 0), и False в противном случае.\n", + "2. filter: Функция filter принимает лямбда-функцию и итерацию (в данном случае numbers) и возвращает итератор, содержащий только те элементы, для которых результат лямбда-функции True.\n", + "3. list(...): Конвертируем результат в список, чтобы увидеть отфильтрованные четные числа." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пример 2: Использование лямбда-функции с map\n", + "\n", + "Ещё один распространённый способ использования лямбда-функций — это применение их с функцией map, чтобы преобразовать элементы из списка. Например, возьмем тот же список и умножим каждое число на 2:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Объяснение:\n", + "1. lambda x: x * 2: Лямбда-функция, которая принимает число и умножает его на 2.\n", + "2. map: Функция map применяет лямбда-функцию ко всем элементам списка numbers и возвращает итератор с результатами.\n", + "3. list(...): Конвертируем результат в список." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Отображение и фильтрация со списковыми включениями**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Отображение (map) и фильтрация (filter) — это два важных процесса, которые применяются к спискам в Python. Оба они могут быть элегантно реализованы с помощью списковых включений (list comprehensions), которые представляют собой краткий и лаконичный способ создания новых списков из существующих.\n", + "\n", + "**1. Отображение (Mapping)**\n", + "\n", + "Отображение — это процесс применения функции ко всем элементам последовательности (например, списка) с целью преобразовать эти элементы в новые значения.\n", + "\n", + "**Списковые включения для отображения**\n", + "\n", + "Предположим, у нас есть список чисел, и мы хотим создать новый список, где каждое число будет умножено на 2." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Функция map() возвращает объект map , который можно получить в форме списка,\n", + "для чего он передается функции list() . Отображенный список теперь содержит\n", + "строковые значения на основании целых значений из исходного списка." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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HWLHxKCfUifw+JzdW0cWOUvyrKMynpsk3zzPIdcKxo5KDJ1c4Bdu2h3mzRnDrSJMCR+TpaOpEt14WD+cLZL3k9yts/pVhMTUGCCtmb7Cp6WHx2BiBqpP8bY3Ne16Lm1Obtitg2GAHX0/7/GeJqk604bSxtRKsl7yyXmLlm3wzU5wwAojNtHi8v8BsSmgbTip/Z4nNJ0GD/5go2LY+zMu7BI8WtnHclWLt5jAf2iZ3nmfQ01Ss2WLz4nZ4dJBBe6+CfK6+BiUf7FDkjnDwQBLUlIV56lA7C+0AA8BMMvnRhQ5mpAiGD3Hwi7Em2V6D713o4Bcj257mC9jgME98zmlC0KbtxlIptlQq0rMMBrpBGIJBPQ3SaiVb/YAQWEIwPNcg3QTTKbiwh6CqUrK/uXAhGJQZ6UkJSzAiXbCzUhIAhFswMUeQ4QQhIKO7oABFha9pB8QYXJyu+KxYctRWzNspSe1hUGhFYluzT5HV02BsHBgCsnJMBtqKotOc1KfTeMTm/TqDIQktz/mPSNYrgysKBMkmWG7BhVmCXYcU9VGUWV8p2WwaXJMnSDQAA3p2PzH5R0P5Je/tgcL0ViNmpVhZoSjIMxkZG6korhjB8OQoepxtHdPml3H21ygz4gWJDjAFuB0Cj0fQq6knvr9SUZ1kMCU58veMLINhpqTo6KliBVtCjKvls7uTDC5IF8SbIEzBoCxBTIPiUDsz/1kdcyFItCXv71NIYPduyQ5D4I1yR+3YJwl0M7myaTbDcAiGZgjc7Qv9lLHLRsWKasH5fSPJCSAp2aBfq1ZQKcXGrWH+dkTw9REtySnaOtFSDigD4ptaeLtaskUanN9D4BHgjTeYnKbYckhFtWCqXXWiDSfH1ixQK/nzGptQT5NvnJSc2qzrSrGjSpGXbZDpEIzuLqiuUlSqlpVsp6p+KqBYfkRwXh+DXs5IfR3RU+A5otjVzpVkpzrmENlftg3y1G87p1r2oS0proU+A6ChUlKTaJIV5UnhNCF00s4I2ZHnoymiPghxrRoI4YQ4oD4UidAhIL7VtSy3U+AIQUOrIxbTqjZ4HWCHwKfAZStWlUiWHolMSQgUDWHBec17Wyn21EQOdLUNloLGaoUvV+BVUB2EfXtsnipr9dkkDAi3PN5VHOLHJZH/SxtkKidQtuLjHYr8PiY99srjPacGvyIYUryxTB2fJkOCywt+BXFt7Ly6ACi3IKlDQ23F5p2Sw91NbjJstjVnRqWoCQqSPWeXRM54TD2ADSEF5hlGoSU7QjxaTKTRjhdM6WsyOrbl75u2hHnnsKIuJMjLbWk0G4IKy3lioxzvgrJgZEQPgJS8sUjytgKfIbh8WEusoUbJxzslRTUQApCKGts4oSE8V8ccYFIfg38VSzYkCJYcgCmFgjXbTr+fWm2V2iAkJJ98cbl9The7CihqhSDlDCMOFVZsDxh0CynWHoOCtJb602adAA7uCfOTMgiGISnTpLDpmIZDEHBAXKv6EucS+BsUYQQn9Y8/p606EU0dP11szQ4cVgxKEOw6qDiUJejeKtaQDebpglSK+avDyDAMc0b2l9shIKRoBDI8wAHFziD0d0BlvSLYFLEKKGqkYtmGMGubP4QCvxAEJMez29nWV+E0mDZA8cqmEI8ocCqw46PYWZ3EQipmLg1TFIYGG7b8K8RsG8IizONVBteMMxndxkKH9BhBqFpRowTJApBQ6YP02OgOfKwD6gIKSaTyqiDUNT0vzEjdrQ1C83jVH1SEHIKYVoVXB6B5sro2AMIBbgHlu21m1xncPdqkpxOwJS8tbJkGs2sl68MGtwyA2VsU5w0x2LlZsTkIox2Q4IR+BRa3t5r6Oq6pkLamTPbtsSmPMXgoDYr2tjwf4xK4Ygy+MzaKa0anEOcC4VcciyKZnY7/qGROrWDGOIGrVWwIQYJTUeUDdRarMc90TAGUDUEh8JyhZSkojOxXpGLTNpu/b5MUjDQidQwYNMBiEBBolMxZb/OmR3BPjiDGIQjXK/y0XL+oDUCMs+k6CpwwxVdVFuZXRTZ5E03yUCzdZLMlweLeCZGRqX3U5omT5mPOxTFXvkivyZNsclVSmDfWSpJyLCbFStZEtdcF8U6o8UEYONv1SaeLXbgE8UpSFeB4QvlcBJbB9GEmWYdsfrvVpmCMycimrNBWnYCWaTQRVryzPMxbFQZ3ZYPlAFcI6iTHL3rWBRQup4gqGbdVJ6Jxutia35+TZ/LNHjB3ZZhXdwn+o7c4fgwCYYXLdZrzSAguGmUSKgqzLxipn/WByHU2DxDXzeTaozZvLAnhE4IMT+T4QuSYxBmC80dbTDhVx6GDbRRAaoLAbQiuG23R//C/e4rPENwwycHdOYLsPIunJlkMdQlmTHDw1OS2kxNAdjdBWq1kXqUiKGFvmc1GDEZEcwFSCPqnCw5VSLb4QUnF5lJJZZxBPzcIh2BAgmJdqaTSBhlULChTJKW1OsGVYkNZ5O8hn2TRQUXvtEhvyR8Ghxsymj5H5X5Jcauu8J79CpluMChRkGoJeqQIRsZL1lQqlBCMzBLs3G1T1BAZ4oZDip37JfujHe8qxaYquLjQ4OSOhzvVYEhI8n5ZZHSHgupaybqjKqrrSLHpBgPCkn/sVtQ0vb/8oGqZ+ozC3kOS3D4mfU8+y4VgVJagZLfNmvrIZw/6FBuORTFt28YxBaiqklTFCLKiuI4nhMBhRL7/poj00ivqFb6mzxyyIazAaUYqRGa6IPGYZMHRSNyHKiKdkMGnuYAUtkHKyIgOwG9DQmzTilGl2FShqGnP9F5Hj7mAIX1Nvtbf4o580a5EU5hl4DpoM/ewIqhAhhWbKhWnmEVrd+yGVzAmUbFwu6QsGHmu5phke2PLa4SITAklZ5rckKyYtVlGpkajqBMnkIqQgqCM7BUj0aC/IVlUpvAp8NVKFh0WDEhve/QE7a8TZ3RSbM1MEZliu3SQiVVu896Rlvq6vRayE86w6EwI+qcK9h6QHAkr1h1UxCU3XZszBeMHWTw5xcGvL7R4sFAcv7YkXIJxKYqFxZKKUOQ5n0+x/lBk9BWVMxxzgK27JLWZJqNP0yk5lyLNklIUHYaBgwT2MZtir8Hl7TgrzHiTO/rbvLUjzKMbwRtjMGVo9EvMM3JNbgnYzFke4mUJiQmRlWiR718JJgwyqdkq+f1Cm6AQZGeY3JEf6TkpACHo61W8uCTEESnomW1yS2akZ1TQy2DYZsmvl0kSHBCfJOjhaKpYtmJNJQwdKrCONw+CwZkGH5QrjmYJMnItblc2H6wN8WoQTIcgO8Xg2m5R7hwBPfNMxnn4XMsuHILpww3m7rB5uiSyYiwuxmB4vmBYNEU7DW4aAe/vsHm6VBFuXsUXzRfXmsSkmlyVfuqORE6eye1I/rk2xMwwuFyCsX0thkRR7pmOaenOMM/vh0mDDNLOEOrxKT7AE2twdd+m0VNIsWiTZFODwq8iqwsLMy2u7x75HFaiyR2FNjM3h3gkCC6vwXlDTEa27mFKyWsLJW8ROQ7j+xn0NgAEEwoNyraH+cU+iDMF2QntnEY9y2M+tPXrnILB3ZtCbcemXSkmdw20eW+nzU+KFMIhyO9h0qcTYkcIJgy2sIttXvqXTZ2E+DiDKweduqhB/UyKV4R5Zbfg/nzRxnkecWBPmB/tBYkgJcXkxqbzGEswbYjJ29tsHt/VtIov3+TaUyyIOJWo6kQbThvbSRxxBl8vkPx2i03BcMG61TZH0kzuTD3Fi1vpVWAydbPNM4sVcSkmtxdEFmqdkRCMGmgRLLZ5calNjYycpwVZJoXRfrAzHHO7TvLPKsGl46IbqXY2UXms9mwWfXUZzcvM+4y3uFB/cVfTNO0rQ3/tVdM0TeuSdILSNE3TuqQv/RSfpmma9tWkR1Capmlal6QTlKZpmtYl6QSlaZqmdUk6QWmapmld0mkSlGTX/Fk8NLeC8Klf0A6S0gXvcv+cstOU5WfVnFk88oe3+N4vXuXPOzp4r1xVy0cvvsqzm0MdK6czBHbx7NPv82HVV3Udio1861Ea730Q3w+fI3zkq/U5VUOYF95uYMZz9Ux/wc/yL9FtnLctaeDm+eFOOH//TVQd815+lWc2+M/q1/g7TiLn/je+HzxA490/J3Twi/hpVO1kX8SXg0/iZvQ10xktj/DuCx9T9UWHo7WTQIy+E89tA85B2Qo171lCmd/FOTDaqqpQexYRem8R9t5DqKALI38k1o0zsLLb8bMBwN7NAT5xOPnTdx2R+5Z9iXTLd3KHbUT1M0AagIFxxcN4LlxB4Pvzv+hgtCZ6ik/relQ19lt/JbThUKQ3bdciF75GcF5pdO8/WosYOg3X//sFnqcewErcSvDZd7CD7Qujqk4Rn/LvuTFbZ0vKdDA1xzjr25loWldwvFsaqtrFmx+sZfWhEJ6MXoyIVbT+bfrGiq28/vFmNh4JgieRIWPHcPOoNLxAePcyHp1r8O17x1JoAHYpz/9mA91vu5prmn8FvGE/772+mqX7fJjJ2Vx2+XimZDqjOoFUoIrF81fx8Y4qamwH3QoGcstlA8h3A0iO7lzHS58Us6vBpFvvfLLaMa8R3r2MRz/wM26AYE9ZNZW1gvyJk7lzeBIWkr0L5/DrY8P53bRcLCBcupwf/gO+ee84CkoW8eCnjeQ7atgdymByoc3q9YcgfyzfvzafyP3nbPZvWMKTm8s5GHLRa8gobp+SS2pT1yBYtZvZ84pYWV5PyBFL4YjR3Dox63ijKPev4adv1DP5Ei+bV1RwxB9Cpg/hwesLSVN1rPt0Ge9uPkKNLXDFJDF+6hSm5Ue3X88dH+v+MZeZaiT/7+qeJAjFsS2L+MVCi1tun8DQmDbeLhIxp0+DJf8ktHAX0vsO4rIrcQzPjGLbAjHi6la/YZaAddFIwmu3IY9JzIy2+2Rl63w8USTx+RQ1wse3SwSYFvd8zcUoE1SDzeuf+ZlbrvAZgoLeTu6b5CC3+Wyyw/z2rwGscU7kjiBb6sEvTO660c2EM96YSXJ4/QKeXhXPnbePpq8L7Kpt/P6VYnKuu5wZPRxtHtfGEj8PLLFp8Evs3h5evchqOcmVZM47jSxMcdKjNsyuakldjIP7r3AxIoqfCevIuVLoL+aZZ7cicyXlFQZDRnTnyMadlLsL+NbXxzbdVVfh27+F51buZHuNIjG3H7dcOYR+Tbct6NC5Imwqilbw6tIyKnwSwxlDz1Hn8b1xaXqU2YU1/VhsNZ/MWU5x9/N54tYsnAc28ofX65H9m14V2MfMWUXUjJrKL8cmw8HNPPf6Z7ydNI3bCtr8OUMA/GWVqJuu4De5BnuXzueZ2evJuWtM5MaAZ6IaWfn+J/wjNIB77rqEPGc9K+fO4/mP4/jZNT3w1JbwypzdxFxyFc8MdHN43SJ+vUWS146doOqPcCzzSh6c4iVYuoInZxWxYcD50f2QpEriktsmcWDmLN6vP5+f35vHy38sZmNdHhe4AFnN1qP9efieiaQ2lPLyq0t5JSWVB4bHQKCCN99YQUX/yfzo+kwSGvcx883FvBR3NfcPizneGKngPv5Vdh733j6aNEtSe7QBh4DQriJe2ebm5m/dzOg48B09TLmM/vYB546HYZdMZPffF/HyhhTuzq3gpfm1jLnusraTEwASVVGM3FUHCbEIt0Ju24LMTcVMbe9NJBRqbykqvidGUnQTBj2Ge/jLcFg7v57nXB7+NNFs1cgr5n/q40PTxa++5aB7yOblOT7+a6XB/55nnpAMlm6VPHJlDA/EQLBOUtPmLKVB2rAJfK1iLi9/nMGjl8Wy+B8bscdOZVoUyQnAW+DmhYLINagnAqd6hWL3Ybhvupd8U/LB7Eb+ttHBsLFGVNMpHTpXMOh94RXcuP1DntosePDuayl76x/8q3QEg/sBSPaU+rj7a9dzj6eOhbM/4i+fJPHEtbl4O3iuqMY9zJpXSY8Z03i4lxvpq6b4iNkFzhXtTCJ3TD+2j6LDiZw3JotEQ+DN6s+U/JbEE963l6JwNheNTMErBDwUfWgAABKsSURBVN7u/bioIMzGHZVRX4S1cvowtacbUzjJG1VIYUM5RVFciFR1e1myy83kCweQH2MgHPGMHtMLz65SisPQWFpGsbcXFw+IwyEcZA4dwIj23hzJncmYPl4MwJ2VQZZdy8Eof2DDiE8g3eEhPclFcko8blccaV4/1Y1N7xdeRowuoJtDYCXmMmWAl5Li/TQA/l3FrJa9mDY5ixRLYMVnM3VoAju3V5x4R12RwsTzepJmARjEJ8dFbscjBEbIx6HDddTbBp7kDPqkRtNhUKjF/4PvgQc+/+8/f0KwowtVAOHK4NprBxBc8ilPv12EPXYS1+RE15lBNSDLbMwbv41zWAbGlDtxXZyG2nuk/YHsX0DwH1WYt1yFebY3SGotGGbZPsHk4Q5yHGB5TWYMNjm0K8yeE6qzYNBQJyOaErIzzmg6fm1xM3TqREZVruT3f1/I0riR3DkmqRMvFgvyCizyLEAY9OsuOHhMRnVX2kh4Z3+uYMTSLclBanIMVmICGU4vaYkGdfWBpoURBlmDBjA0wUQ4E5k4Mgd2lVES7oRzBYFBiGNHaqjySyxPIv1z4vQ1ji7OAlB+P/V4SIxtbthNEuJcGE1z9mGfn6A7gfjjY2GD+FgX/qMBbIhqiGx6PcdvFIbDQ5wzSL2v7Yqt6huosetZPOs9Vh3vJtn4zDT8IUVjYwBivMQ3/83wkhQjOBZFTM2Ew8J5/P0CA4ktozzpRGTEIgyBYQhAYAiFbG6shJuE43dWFMTFuqHUT4NSGHWNhHwHefmFAy370A7hSgrT2OomhMKKISX280nXkTecuyZtYN6i+fz4cABPt1yuuHQME9Lbas4EYswduAedqnthQFznTHpYaflMyiriL6Xd+fagxOgbWRGHOfE8QKHSemHEGZAxFOtUN408k0P/IvCH+XDdf+IcHNfON5+aCihqlWBgqykxr1fgDChOaKeFIONs7yLpTGPSkDjmz6vnvAt7HL9BY2dxO1sKNETkXljRrpzr0LmCwDTAMAwQkRGbaQikbLnVTXyM+/ioxojxEBOuoj6kqO/guSK8vbh5WgPvr17JbxbVEohNZ+zkcczoF6en+LowC0B43MRymEa/IlL7FD5fCNl05CyPG6ffR61N05hLUlsfwOV1RQ6uITCkwm6qZyoYInjyfUUafdQDiQAhH3VBF+ne1hWpqWE/+f45MV7irVQu+salnB/L5zR4XQh/EJ8icjMgFYjcjbKTmIaBsiM9TAsgFCao2m5qj0eg/NQ0KEiN7Ne6ej943MQIgRnrwZmSxX13DiXrTI2QON2dOD30GTWOPqNABWtZ+eE8Xl2whyE39ebMzbFCLf8b/lklpygzHvPeJ3AWdvS0VRzdvJx3KrO5OO8wb3+4m/zr8trZ2ArEsCvPbvRw8F8E/mcuXPkArvHpZ1PCqSNyCeKF4mgjkBB5rrFREXQZLZ2k4y8+u22Ej2zj5WUhxo5OouijNQy5fRwDv4CbxbXX2Z4rLRS1DX4UHgQgG3w0ONzEOQSxHT1XMEgpGMztBYNBBSlfs5jffbiBfr0nMrgLrGXWTi1yi7bEbIalV7N2aw1hQNbtZfnuliVPZnYPBpv7+HRNFT6laDywjU9LLAYXpmMBZlICaYEj7DkqAcmRbaWUnDR7Fy4vZn6pH6mC7Fm9gx2xOQxtfcHaiKVbsqB8byWNrfKLiM9lQs8aPvl0J+W+SPm+6krWbD9MA+DtlUufhjJWHYh876mxdBdF1Z2VoAySU+IxKivZGwKUj6KtB/C1pwjVyNpVJRwMQbhmLwu2+ujTN5MYwJ3fmxH+YmatqqTGBmSIYwfKWLW3IaoebeBQOWv21eOTIEwLlwmW04qiRygQY2/H/dhjp/j3fRx5He9Thg9v4a/z6xh39XhmXDGRMUdX8bdV1f+e7+UcWEzgmffh0ntxjk6GUAjC4eiHCWfitBiXpVi8LsS+EIQbbd7ZaJOeZ9GzM+aLgpXMeW8jatwkbrl4Al/P2c/Lc0vo+l+l64RzBUnFpq1sqLVRoWqWrCnHKMilwOr4uaIaD7OuuIpjIQXCxGUJhNVqNKh1SZG+g0jkoqtHc2TuZ/xsswOPO47u6Z7j87PClcMN0wfz2sef8sjiAHgSGTThfG5oWiAhEgq4dvw+Xnx9NuuS4ujeK4GeRsMJG3LnZiCWz+XBmT7M5BymTRtGwQk9FxcjJo+gaPZnfP9XNlbmMH5460C6iRjGXT2F4II1PP/8SqpDAndcEoVDh9MfEHEFfP2qGl764H1+5nTijk2ie7tuf3pm3sIhTNu2iD//aQ6pSfHkd0v5fE/5TIxEBiQf5M/PreZgyEXesAncMbjpoq47h5tuCvHeJ8t4YnE9fkziU9IZPTGVUdGU7a9iycfLeaUmiBQWSVkF3HZZLlHdt9GdgDjjirKzpwIHmT17E4y9jKuyLATpXHPNAH772iLe634506O84H92JHLZPOwjR+Dvj+H7e9PTRhrWIz/Hmd/B5CsEF13kpvLTAA//OYDfEOT3dvHDMWbbdz9tk48NHy9mRcJIHh0VmRIdPHUCY15ewF9XJPOf45LPvA1p89a7fubWQtgvqVF+vlkmMNwW37/JxcBz3Bh3+FzBIK+nmxVvvM2LNYqknv351kU9IvW5o+eK9LFz5Vpe/0cDASVwJ3XngquG0uGJAu2c0rfb0DrARs5+isAyH8LbE+v+72B92b7RqmkASORHvye49BDKl47jBw9gRfGVBO3c0glK0zRN65K+wpcHFbV7d7Bor+80c9QGWf0HMyJV9/g1TdO6Ij2C0jRN07okPcmqaZqmdUk6QWmapmldkk5QmqZpWpekE5SmaZrWJekEpWmapnVJOkFpmqZpXZJOUJqmaVqXpBOUpmma1iXpBKVpmqZ1STpBaZqmaV2STlCapmlal6QTlKZpmtYl6QSlaZqmdUk6QWmapmldkk5QmqZpWpekE5SmaZrWJekEpWmapnVJOkFpmqZpXZJOUJqmaVqXpBOUpmma1iXpBKVpmqZ1STpBaZqmaV1SpyYo5Q/xk+camV3bmaW23sBRws/+hMCqM2xA1fLRi6/y7OZQJ2xQUrrgXe6fU0b4VH+2K3jj+bd55H9e57u/nMeShg5urlNj76DALp59+n0+rFJfUABh5Hs/xz9r9xe0fU3TvmidmqCEw+TKiU6GuM/izaEwTz7XyFtHT/8StXUuoaMjcYyIP+sYO5WZxc13X88vvzGEnnos2sksjCkXI1a8S/jwF5UkNU37InVus2oajBlkkefs1FIjVC32p2sRY8djmOegfK3riRuK1f8g4UV7vuhINE37AlgAKMnbbzWyON4iqV5SE1SEEx3cc5GTAc2jITvMb/8awBrnRO4IsqUe/MLkrhvdTHBKZs728WGN4liDwW23eZnWapBTsqyBhw9ZXO+xWVOlOBQyuOYSN9d3Fwhp88rbfhY0KqpDik2zG/jIACvNyc+vcJAhmgpp3IpdkoR5XcpJH0FydOc6XvqkmF0NJt1655N1wnxcmIqNq3htSSl76xWe5O6cf9E4rujlQQDh3ct4dK7Bt+8dS6EB2KU8/5sNdL/taq7JaCqiYT/vvb6apft8mMnZXHb5eKZkOhG0LVi1m9nzilhZXk/IEUvhiNHcOjGLBBFN7Gci2btwDv+9P4tLvcfYdLiOqlACU64+n0uzHQjVwKevzKZo4HT+c7gHgWTf4vf5xeHB/G56L4wdi3jw00byHTXsDmUwudBm9fpDkD+W71+bT2Qv2+zfsIQnN5dzMOSi15BR3D4ll1Qjsv2qnUW8ubCY7UdDmHFpjLtgPNP7xTVXKg6v+CeP78nmG5lH+GRbNQ1BSeKIC3n4vBQMWce6T5fx7uYj1NgCV0wS46dOYVp+6/3qwhiQj/qgCHldHoYepWra/ylWy38Ve2sNHpjhJt9SLJ/XyK+WGvzpIgvP8ZdIlm6VPHJlDA/EQLBOUmMBhsEN02O43h/ip3879fWT0CFJ4s1efpsAe1Y28uCyMBde5yDVMLn1xhhuDYV58s9B+kzzcmPyKQo4sBepMrDST2ylVG0Jr8zZTcwlV/HMQDeH1y3i11skeU1/D1ds4PmPqxh6/XU8lGtSuWEpv529jJTvTGFcbHQ7yV9WibrpCn6Ta7B36Xyemb2enLvGUGid+X0qUMGbb6ygov9kfnR9JgmN+5j55mJeirua+4fFQBuxRyN0oIa4b17M/0tS7Fsyl18u3MXYr/UlKZo3qyQuuW0SB2bO4v368/n5vXm8/MdiNtblcYELkNVsPdqfh++ZSGpDKS+/upRXUlJ5YHgM4f0b+MOcMvKvuJRf940jtK+IP7y9iHmpl3N5Wssxsst2sqHPFB6+OwmXCnDomEIAod1FvLLNzc3fupnRceA7ephyKT6X9EX3TERVKbJRYcRG0yXQNO2rolVrL8jvbZFnRf4/qtAkvCfMNrv1ywWDhjoZERN55IwzSGujkW5mZVpMSoj8P6e7gbdGcqA9lxZ8jWB5Pjcp2VhaRrG3FxcPiMMhHGQOHcCIuOaGTLKvuIyjOX25pKcbUzjoPmQAo1wHWFcajHrTVk4fpvZ0YwoneaMKKWwop+igbPN9/l3FrJa9mDY5ixRLYMVnM3VoAju3V1DfZuxRxpbdi1FJBmDSLTsVT3U1lVHuVyM+gXSHh/QkF8kp8bhdcaR5/VQ3NhUgvIwYXUA3h8BKzGXKAC8lxftpQLKzaCdHew1hRr8EXMIgNmcAF+bUsG5nHa33jJGYx6XDknABCBcZye5IEhICI+Tj0OE66m0DT3IGfVIdnw/S7QF84GvXbtE07SvghPQS625pHIVb4A1KaiXQfM1HCDLa2YA2Mxwi0kgBCDCkwm5PgvJ4IXyME1o/FI2NAYjxEt8cluElKUZwrOlhQ2MAR4yH4+s2hJt4r2JPYxBFdBfLTK+HmOYHDg9xziD1vraCV9TXNRLyHeTlFw4c34XYIVxJYRqVwmgj9mgYTkfLpxACIRVKQVTzjyIyYhGGwDAEIDCEQjbvY+EmIaa5IEFcrBtK/TSoMDW1AYL71vDUH9cfL84OmnjTTkz8Ij6W5FNMzTnyhnPXpA3MWzSfHx8O4OmWyxWXjmFC+kk9Hr8P8NAyjNc07f+KE1qDo/UKRaTRCjcoap2CuJMbl3M1y9JWud1zMcR25CGJmdMclMDrdSH8QXzNjbIKUB9oSR4xHhehSh9+IBZA+altFMR6m651GOKEZKmCIYIn5R670Uc9kAgQ8lEXdJHubRWwMDCQ2CckT0FsrAdnShb33TmUrFN8voY2Yu8YgWGA3SqoYDC6C1zHI1B+ahoUpApAUVfvB4+bGGGREOciYeBEHr+kG2ceRH9+2i7ytIc+o8bRZxSoYC0rP5zHqwv2MOSm3sS1juXgflRyDoZXT+9p2v81rdKPonRbkOV1oEKSfxaFcfa06PfvWjEnBIlOye4qxSmbaG9/zIJj2NuqTny6Vy59GspYdSBy7auxdBdF1c0lGGT36UFS+XY+3utHEubgxi2s9ndnWG5kOslMSiAtcIQ9RyUgObKtlJKTZu/C5cXML/UjVZA9q3ewIzaHoRktu07ExJPuqqG4vPGEAZ47vzcj/MXMWlVJjQ3IEMcOlLFqbwOqzdg7SLjISHZwsOIIjYAKVLK6pJ62JyZbUY2sXVXCwRCEa/ayYKuPPn0zicGgYHA+nm3r+WB3PUFAhn1U7NrFlqPRxR84VM6affX4JAjTwmWC5bQ4sboFkFt2I4YM1QskNO3/oFadX0HfHMEns+v5dR2k9XDyyAQLbxSFNJT4uX+xTUgpakKK7TMbmG1A4RgvPxwQZc/XNLl6rMXTixq4eSG40l386moH3Y7PMMVjThlBaNZy5JSrjy81F3EFfP2qGl764H1+5nTijk2ie1LLNq3sodx9cYDX3n+X7zUo3EndmDxtHGObpipFQgHXjt/Hi6/PZl1SHN17JdDTOPEbt+7cDMTyuTw404eZnMO0acMoaD1ssLpzxcXZPP/xLO57X5A6ciqPTUnHdOdw000h3vtkGU8srsePSXxKOqMnpjIqitg7xqTvuJEMnLWSn/1pM+lJKeR1j8eIepUgYCQyIPkgf35uNQdDLvKGTeCOwTEIwJk9nPuuKGLmgn/y/XeCKNNFWmYOl14S5RIPfxVLPl7OKzVBpLBIyirgtstyT6xvdUWEt6ZjPdyrHUFrmvZVISqP1armZeabB8fweP/TTMl0Beoo4f/9Hfboh3GN7iJf1tXOkTDyvV8StG/GPT3/iw5G07QvQJRr8LoIkYx135NfsqC1s2NhXPtjzuZHSTRN+2rQbX2XpKjdu4NFe32nvh6HQVb/wYxI7bJjXU3TtA6LTPFpmqZpWhej10ZpmqZpXdL/B1GHWWcgQzqLAAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Объяснение:\n", + "1. [x * 2 for x in numbers]: Этот код создает новый список, перебирая все значения x из списка numbers и умножая каждое число на 2.\n", + "* Результат: [2, 4, 6, 8, 10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 2. Фильтрация (Filtering)*\n", + "Фильтрация — это процесс удаления из последовательности элементов, которые не удовлетворяют определенному условию.\n", + "* Списковые включения для фильтрации*\n", + "Предположим, у нас есть тот же список чисел, и мы хотим создать новый список, который будет содержать только четные числа.\n", + "* Функция filter() возвращает объект-фильтр, который можно снова передать\n", + "функции list() ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Объяснение:\n", + "1. [x for x in numbers if x % 2 == 0]: Этот код создает новый список, перебирая все значения x из списка numbers и включая только те значения, которые являются четными (т.е. остаток от деления на 2 равен 0).\n", + "\n", + "* Результат: \n", + "[2, 4, 6, 8, 10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Комбинирование отображения и фильтрации*\n", + "\n", + "Вы также можете комбинировать отображение и фильтрацию в одном списковом включении. Например, предположим, что мы хотим получить квадрат четных чисел из списка:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* *Объяснение:*\n", + "1. [x ** 2 for x in numbers if x % 2 == 0]: В этом списковом включении мы сначала фильтруем четные числа, а затем для каждого четного числа находим квадрат.\n", + "\n", + "* *Результат:*\n", + "\n", + "[4, 16, 36, 64, 100]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Однако создание отображенных или отфильтрованных списков функциями map()\n", + "и filter() в Python считается устаревшим. Вместо этого рекомендуется создавать\n", + "их при помощи списковых включений. Списковые включения не только освобожда-\n", + "ют вас от необходимости писать лямбда-функции, но и работают быстрее функций\n", + "map() и filter() ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Возвращаемые значения всегда должны иметь\n", + "один тип данных**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python является языком с динамической типизацией; это означает, что функции\n", + "и методы Python способны возвращать значения любого типа данных. Но чтобы\n", + "ваши функции были более предсказуемыми, вы должны стремиться к тому, чтобы\n", + "они возвращали значения только одного типа данных." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Выдача исключений и возвращение\n", + "кодов ошибок**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Letters after x in\n", + "after b in \"Albert\":', 'Albert'['Albert'.find('b') + 1:])\n", + "\"Albert\": ert\n", + "after x in \"Albert\":', 'Albert'['Albert'.find('x') + 1:])\n", + "\"Albert\": Albert\n", + "Часть кода 'Albert'.find('x') при вычислении возвращает код ошибки -1 .\n", + "В результате выражение 'Albert'['Albert'.find('x') + 1:] преобразуется\n", + "в 'Albert'[-1 + 1:] , что далее дает результат 'Albert'[0:] и, наконец, 'Albert' .\n", + "Очевидно, это не то поведение, которое ожидалось от кода. При вызове index()\n", + "вместо find() , как в 'Albert'['Albert'.index('x') + 1:] , возникло бы исключение.\n", + "Проблема становится очевидной, и проигнорировать ее не удастся." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Комментарии, doc-строки и аннотации типов" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Комментарии, doc-строки и аннотации типов помогают поддерживать код в работоспособном состоянии.\n", + "* комментарии лучше размещать в отдельной строке, а не в конце строки с кодом\n", + "* Doc-строки представляют собой форму документирования функций, методов и модулей, специфическую для Python.\n", + "Когда вы задаете комментарии в формате\n", + "doc-строки, автоматизированные средства (такие как генераторы документации\n", + "или встроенный модуль Python help() ) позволяют разработчикам легко найти\n", + "информацию о вашем коде\n", + "* Аннотации типов (type hints) представляют собой директивы, которые можно до-\n", + "бавить в исходный код Python для указания типов данных переменных, параметров\n", + "и возвращаемых значений. Это позволяет средствам статического анализа кода убедиться в том, что ваш код не сгенерирует исключений, обусловленных непра-\n", + "вильными типами значений." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" 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" 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Сводные комментарии**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Программисты часто вставляют пустые строки, чтобы отделить\n", + "«абзацы» кода друг от друга. Сводные комментарии обычно занимают одну строку\n", + "в начале таких абзацев. В отличие от однострочных комментариев, поясняющих\n", + "отдельные строки кода, сводные комментарии на более высоком уровне абстракции описывают, что делает код." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Кодовые метки и комментарии TODO**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Магические комментарии и кодировка исходных файлов**" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Doc-строки**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Doc-строки представляют собой многострочные комментарии, расположенные либо\n", + "в начале файла .py с исходным кодом модуля, либо непосредственно после коман-\n", + "ды class или def . Они содержат документацию об определяемом модуле, классе,\n", + "функции или методе.\n", + "Doc-строки должны быть оформлены в виде многострочных комментариев в тройных кавычках (вместо однострочных комментариев, начинающихся с решетки # ).\n", + "Doc-строки всегда используют утроенные двойные кавычки вместо утроенных\n", + "одинарных кавычек. вы можете прочитать doc-строки модуля, класса, функции или метода,\n", + "проверяя атрибут __doc__ соответствующего объекта.\n", + "doc-строка модуля должна быть первой\n", + "строкой в модуле, она располагается после любых специальных комментариев —\n", + "в частности, определения кодировки.\n", + "Средства автоматизированного документирования могут пользоваться doc-\n", + "строками для предоставления информации, соответствующей контексту. Одно из\n", + "таких средств — встроенная функция Python help() — выводит doc-строку пере-\n", + "данного ей объекта в более удобочитаемом формате, чем у необработанной строки\n", + "__doc__ ." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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NRkIv+lMF4e+a9vHHH3/8em/yerwMDAwwecpkJk6edFlwdDqdKLLCjJkzGZc7LvxaT08PFouZuXPnkpycPOaAGgwGmThpEhkZGeHfqarC9BkzSEgMNZnqdDps9lBT3tDQELGxsSxdtozpM2eg0YRqutk52SSnJJORmUVKSgqZWVnhGug7zikHycvLIzsnG+MlNS+LxUJqaipDQx76+voIBALk5+czceJEIiIiGHAOkJScRFtrG3l5edy8eDFGoxFZlsnNy2PW7NmMLyggNS2N2Lg4IiMjcfY7cA26iI6OIiMzk4EBJ3W1tXg9HvLz81m6bBkZmRno9XqioqJQAbfbhd1mJyMzA51OR0VFBV0dnQQCfhYsXMjipUuwWCxXzOMBp5OK8nISEhMoLikeaTpNIDMrE4PRQE7OOFJSUkhLSycjM5PomBgGnE7q6upITEwkLz+f5bfcwqTJk0earFV8Ph+FhUWsWLmC1LQ0NBoNclBmfGEhWVlZ6C9pkdDpdMTFxzE8PMzg4CDZOdlXLQcIPcCVnzuHy+UiNi6OZbcsZ+q0qdgTErBarTj6HbgHXcTExJCekYHD4aC+rh6vx0tBYQFLli0jLS0NVVWpqamhrbUVn8/HjBkzWbx0CWaTifKKcoxGI1OmTkGj0RAZFcVN8+Zht9txuQaRJImblyxm2S3Lw9cSHRPNlClTMI7UzgsKCtDrdVSdrwyNkE5OZumy5RQWFop+VUH4OyaNdZNyVVWvGhiv9Nq13n+jqKpKMBgMT515z86jqOH+Tr3hrYAx7B3GH/DzmQc+xc2Lb+b//eM/hppb/f4rjsZVVZVgIEgwGMRgNKDValFVFb/Ph6yEattvv45AIBB6v8EQ/rJWFIXh4WE0koTRZLqh+dzX18fvfvtbent6+advffOyaVIQ6tNVFAWtVvuupo74fD5kWcZisVzzfaNl6vf70ev1l42kHW2+lmU5nB+j+a0qCgaj8bKApigKPp8PAKPROKb0BgIBVFUd0whe9ZLmY73BcNnDhCAIf5/GHImuN8Dk3bz/RpEk6X35IpM0EhHWiHf83mQ2IUlwy4oVjC8YD4QWwbjanFFJktAb9JcFZmkkMF6NXq9/xzVqNJrrBqe/lslkYsrUqQwNDV1xVLFWq/2ramKXtgBcy2iZXqlcpZF+zUtdK781Gs1VB5Fdzbu5n0bTI6bQCIIwasw1VeHKVFXF4XBgNBrDg7c+ykILP3hQFAVrpFUsZCAIgvAuiKAqCIIgCDfI3201xO1yh/vb3i+qGhrkM7pwxo0WCAQYHJneIwiCILz/PjRBta2tjce/+2+0tbWN6f2tra1851vf5tvf/BZPP/UU8nUWd7jUqbIynvr977lQXX39N99Aba1tPP37p3jlpZfx+/w3/PgHDxzgJz/+CQ6H44YfWxAEQbi+MQXV0RGWVxIMBq+4/ODoKM2xcjqcbNm0CafTyVhapCMsFvLy8+jp7ubwwUNj3h6tqbGR1159FY/HQ+xVFth/r2i0GnQ6LRqNFF7I4UbKysyiuqqK//vf344pDwVBEIQba0yjf3t7eti7Zy/2BDs3L1582eCV+vp6Tp4opaCwgMlTpoRfKz97jsrKSmbPmXPZ/NWrU5FlmXNnz7Jl0ybi4uN54FOfwmQy0djQyNY33sDr9TJlyhQWLb6ZmJgYlq9YQXt7BxdrasJH8Y4s/t/a0oJWq6G5uYWZs2YyfcYM9Ho9Bw4cwOFwsGLlSlJSUgFoaW7mwIEDNDU2otPpuOfe+0jPSEeSJLo6u9j6xht0dXWSP76ANWvXYDAYqCivYM/u3QwODmCz2Xnw4YeQJIkzp09z+NAhhoaGGJebyx133onBYKC2tpZNr22kv7+PkpKJ4Xzq6+vj+NFjVFVVEhMTw/yFC7Hb7Rw6cBC9QU9bayve4WFWrVpFVnY2Go2G+ro69u3dR0dHO0ajiYcfeZjYuDiyx+Xw0COP8G//+q+sXr2a4okl7+ZeEARBEP5GYwqqkVFRZGZlcmD/ARz9/ay59dbwNIakxETi4uLYuWMnAwMD3DRvHgaDgcysTOrq6njlpZdYsXIlxRNLxjSXdPPGjUyfMYNn//Qn0tPSmHPTTfzoBz8gIysTm83GM3/6E3qDngULF47M67x8eofP5+PM6VNs3riJSZMn4/V6qa+rw2g0kp6eTvnZc+Rk51BUVIRWpyUQCLDhmWdpaWlhxswZaHU6tCPH9Pl8PPmzn2EwGhiXm8vzzz6LVqPhlpUrePy73yU7J4fZs2fhH5nb2NHewZM/+zl5+fmUlBRjuWQ0sE6nQ6fV0tzUHF6dyePxsGXTJg4ePEh6WjoXqi/Q3NTM4qVL2bN7N62tLZSUlFBeXoEE3HvffVgjI/n1r35FwB9g9pzZ+AMBJI0mPC944aKFJCQksGPHdhFUBUEQ3mdjaoM0m81MmTqV5bcsp7WtjeeefRbnSL9dVHQ0N82fx03zbuL4seNs27oVt9tNvM3G0uXLmDx1Cps2beLI4cNjGqBz67p1fPL++zEYDFSer+TsmTOcOHECs8mMz+enp6eHY0eOXvXzqqLg8Xix2Wysu309i5cuYXBwgLq6Orq7u3E6nSSlJBMdExP+TGdXJxcv1uB0OikuKSEuLg5Jkqi5cIEjRw6j1WgJBgIMeYbYs3s3EKqh116sQZZlZs2ejcFgIBAMUF9XR1NDA0ajkUmTJoXnPaakpLB46RLsdntoZxhCNeRTZafIy8vjoUceZt78+TQ0NNBQX4fL5WLChGLuuuceMrMyaWluweMJfa6ttY2amhrcbjczZswgIiIi3BJgNpspKSmh8nzlWIpWEARBuIHG3LFnMplCm2p7vfT09CJd0gQcGRlJTEwMAwMDDA4Ohr/gY2NjibRa6e3pCW8afj0TJkwgMSkJi9nCsM9H58hm1aO13AULFzK+oOC6x4mLj2dcbi52ux2dTk/A7w+tfiOHjjXa/KrT6XjwoYdYtnw5J06U8oPvfZ/DBw8xPDxMd3c3vmEfer0er3eYefPmM3nKFAwGA0/8+AnG5ebx/HPP8/3H/536unpSUlL49ne+Q3RsLE8//TS/fPIXtLS0AKGddmJiYjCa3loEwe124x32kpiYRHpGBimpoXV0Rx8+0jPSycjIICoyClkJrWSk1+v5yte+ypy5c9m1cxff/Zd/5czpM5f1X1siIggGA9fNI0EQBOHGGvMuNXV1dbz68ivExcWzeu2a8PZWiqJwsrSUXTt3MXXqVG5eshiz2Ywsy+zZtZtjR4+y5ta14drc9Wgu20EF0jMz0Wg0pKancdO8efh8PvQ6PcFgEI/HQ8AfGhDl9XjgklWGVFSGhoaoqanB5/NhT0ggKjoao9FIf18/Xo8H88j+pImJSdz/wKdYsmwZ//rP3+HcuXNMnzmDlNRUdDod8bZ4Vq9Zi6IoKKoSWgN4/HgmlJRQfu4c3/7GN6mqrCQ5JZmp06YxZepU9u3bx/MbNtBQ30B6enoovV4vwUAQJAmv10tERAQmk4kL1dVUnq/kfMV5tFotsbFxoesf2Wnn0sXyA4EAaWnpPPq5z9Hc3MQ/fOlLnDt7lsmTJ4dXOmppbiJ5pL9YEARBeP+MKai2t7Wxc/sOsrKzWX7LcqJjYsK1zoqKCk4cP8GMmTOZO3cuEdZQU+TBAweorq5m+YrQYuzvdrk4CC0zV1JSwm3r1/Hfv/wlT/3ud0RFRfPgww+hq9bxn9//D5xOJ36/n0cfepg77rqLpcuWAnBg/wEqz1cSGRnJ6jVrmDFjBpaICLIys7hQXU1zczPjCwrweDz88sknqSgvR5ZlNBoN02dMx2KxMG7cOO65717+8sorbHxtI6qq8Ohjj3HTvHk88tDDmM3m0OLyRUVMnDyJ2tpavvm1r2MwGgkE/BQXF1NQWIDX42HrG2/wm1//GofDCUB3Vyd33n03i5cs4dk/PcMXH3uMyKgo7rz7LoqKJ7Bzx44r5onb7ebxf/suXZ1dBPx+7PYEZs6aFe4H7urspPREKT/+2U/fdX4LgiAIf5sxragUCARwuVxXXIpv2OvF6x3GbDFftgbr0NAQfr8fa0TEmLbD8vv9dHV2kpiUhMFgoKO9HZPZHGpWdjrp6+tnYGCA6OgokpKSQJLo7ekNf16r1RIVFYUsB3n6qaepKC/nsS98gZTUFGJjYsPB/vjRY/z2f/+Xm+bP4xP33IPFYqGzs5Penh6QJGJjY0lISAivVetyuejv66evrw+LxUJKagoWi4XGhkZcgwMYTCbsdjvx8fGh/TibmhgaGsJssWC328PTdtxuN47+t+aP6vQ6oqOj0Wg09PX2MjTkwWw2YbPbMRgMOPodmMwmrFZraCcgRSFm5GGmra0NR18fGq2O+Pg47AkJ6PV6FEXhG1/7Gu3tHTz1xz/8VQ8ygiAIwl/vI7NMoaqqKIqCZrRJ9Coc/f08/dTTNDc38y/f/VfsdvtlrwcCAV579TV27tjOpz/zWeYvmA8Qnud6tbVuR2uxo+ceTU9og++3PqOqKqqivNV0O8ZrGzWWz6iqGv7Mped+6cU/8/RTv+dXv/kNuXl5Yzq3IAiCcON8ZILqWAUCAVqam/F6veTl51+xH9fn89HV1UV0dDTR0dEfQCrfG06nk/7+frKyssRC+IIgCB+Aj11QhevXOuGt2uH7sUXd++XjeE2CIAgfJR/LoCoIgiAIHwTRRigIgiAIN8iY56kClw3SufTnK1EUJdwMq9VqPxZNkrIsv2Ng0qVUVQ0vwiBJUnje6MfJR62JWVEUFFlGq9O972kevR80Gs3Hso97dECeIAhvue5fxPDwMBdrasKL1od+vsjFixev+blXX/kLD33mM9xz110cP3bsxqT2A/bkz37OKy+9dNXXe3t7+eo/fplP3Hkn3/3Ov7yPKXt/KIpC+blztLW2ftBJGbMd27fz+c89RvX7vM0fhLYY/NY/fYPXt7z+vp/7vSbLMrt27briDlWC8PfsujVVt9vNoUOHQIX88eNxDQ5y6NBBNJKG/Px8VFUlEAgQCATQaDQYDAa0Wi133n0X8xbM539+9etw7U1VVfx+P5IkEQwEkCQJo8l03ad4WZZDS/epKnqDAYPBgCzLBAKhpfjkYDD8+2sdY/SfRtKgqKHpMKOf8fv94eUQDQZDOE2qqjI8PIwsy6EVnIJBVFXF6/ViGVnBye/3o9FosNvt/OTnP+PwwUNs2/rGZedXVZVgMBi+/tBmAFfP/tH3ycEgsqJgNBjQjawjfGma9Ho9BoMBSZJQFAWfzxeuHen1erRaLT6fD7PZHC4rjUYTPncwGMTn812WpnCZ+v2oEM4Pl8vFS3/+M5MmT2ZVbCw6vR69Xo9Go7ns3AAWi+Wa5TpapqqioNFqw3l5WZoAvcGAXq+/7D5TVRXDSHmP3lOj94LJaAznk8/nY9y4cay/43YSLplapSgKvuFhZEVBp9NhMpnCearVavH7/ei0WkyXzPMdTZOqKGh1uuvOAQ4EAtgTEli5ehUZmZnhchtN/2g+GY3G67ZoeDwejEZjePlKs9mMRqNBlmV8w8PhMhpdZ3r0PlMVBa1Wh94Qug8uzTtZli+rwY/e/xqNBqPRGC5Tv89H8G1l6vf7cTgc/Od//ICpU6diNpsxGI3o9fqrlutoOamqetl8dkH4uBlT8y9q6EvQ7/fjDwRQZBmNLvSF6XA4OHTgICdLS4mOiWbp8uUUFxdf8YvC6/Xy5xdexGQyUXvxIhqtlk99+tOkpqVe9Qs4GAxysrSU7du24fP5mDptGqtWr6a9vZ0tmzYRExtLdVU106ZPY/3tt181sNZerKXy/HkuXKgm3mbD6/FiNBhYuWY1gUCAnTt20NjQQFp6OuvWryc1NZSmxsZG3tjyOs3NTVSdryQ7JxuXy8VPfvQE3//PH+D3+9n6xhvY7XZumjfvqlnodrk5fuwohw4ewmQysfDmRcyYOfOqgXXTxo0YDQba2tpobGhkxaqVzJ4zB7PZTFNjE69v3kxrayt54/O54847iSrHOIwAACAASURBVI6Opr6+ntc3b6atrR2zycTS5cvIy8/nmT/+kW9++9u4XS727d1LSmoq02fMYGhoiJMnTvDmvjfR6XXMX7CAOXPnMjgwwP4391N64jj+QIA1a9cSHx/Prh07OVl6ksaGRk6XnWLKtGksWbKEuPg4Guob2Lr1DRrq69HpdHzjm9/E9rY5wuHbSVU5c/oMWzZvwulwkJKayje+9S0gtJhIWVkZe3btBknipnk3sWDhwtDD3YGDHD1yGJ/fz9Jly1i5ahVdXV3s3bOHs6fPICsyn7j3XmbMmAHAju07OFlailYbWpkrfuTc1VVVvPHGG3R3dZGbl8c999yDpNHwX7/4JYVFhRw6eIj09HS+8KUvYjKZ8Pl8lB4/wc4d23G5XBROmMCjn/vcVcsa4PSp0+zYvp1AwM/qNWsgLw+fz8frW7bgdrlobW0lGAhy7/2fJC8v75oPIE/88Ifctm4dr736KoFAgIcffZSsrCwqzp3j9S2v4/P5mDl7FresWIEcDHL6zBn279uH0+EkLS2NpcuXkZuXx+FDh/AMDbFqzRou1tRQX19PcXExJpOJPbv3cL6igsSkRFauWkXOuHE0NTay9Y2t1NfVodVp+drXv05iUhK7du7kyKHDOPr7+fETP0an1bJy9WrmzZ931XIdcDp5/fXXGR4e5uFHHrlm3gnCR9mYgqrf76OpqZlDBw8y4BygtbWNrKwsgsEgu3bs5MKFau76xN2cLC1lx7ZtREREkJub+47jBAIB9u7ZQ2JiIvd/+lNsem0jG197jc8++FmskZHveL+qqjQ3N/Oj//wh//wv38FoNPLU73+PqiikpKay9fU3+OxDD7Fi5Qp27dxFYWEhEydNuuI1OBz9HDlymPj4eM6dPUte/niam5spP3eOg/v3U1RczMOPPMKLL7zAqy+/zAOf/jQms5nvP/7vrL/jdtatX8fPf/ozJEnC5/Nx5PBhIFTrqautDdeUrkSWZUpPnGD7tu188oH7aWxoYOf2HVitVkomTrziZy5eqKGiooJP3n8/iYlJHD50iOzsbJKSk/nxE0+wdNlSVq9dy5M//xlms5mVq1bxT1/9Gv/45S9zz3338YPv/wednZ2kpKRw8kTpSDn6qaurQ6PVosgK5efKeeXlV/jMg5+lq6srnKbu7m7Kyk5y2/rbSUlJwRppxWgwYr3DSntHOxMmTODmxUuIjLQSFR0FwDN//CPJKSl88UtfQpKka87/DQaC/OSJJ7j3vvuYOXsWPp8vnJc1NRf50x/+yCOfexSXy8WO7duxWq34fD4OHjjAbevXkZGRgXmkBvTm3n3U1dbxiXvvJT4+7rKN5+cvmE9KSgp/eOopXC4XENq/9okf/pBP3Hsvd955J7/8xS948YUXuG39el568UUeevhh/uEf/5Hvf+97HD92nIWLFtLX18cfnn6auz5xNxMnTkQZw4D5oglFRFgsvPbqq3S0dwCh+//o4SP4/X4e+NSn2LlzJ8eOHiUhIeGydL/d0SNH6ezs4stf+QqHDh7gheee4+FHHuWH//lDvvzVr2A0Gvnj06EVtKKjo9nwp2d46JFHcLvd7N2zB6fTiSzLtDS3MDg4AEB/fz8NDQ0kJydz+OAhFFXhkw/cz7atW9m2bRt33nUXG57dQHx8PI994QtotRpi40JrUs+ZM5fs7GwOHjjAZx98EJPJRHx83FXLFSAoy/T39eH3+cPbFArCx9GYRhkEAgHaWls5dbKM8nPn6O7qBKCvt4+OjnZkWaG7uwetTk8wEKS/r/+qxzKbzXz6s59h8uTJLFmyhNbWVvxXCUiKolB64gQzZsxg5qxZjC8oYPktt3CqrAyNVktefj733f9JsrKzSUxKvGwZwCvJy8tjQnEx48ePZ9KkiURYIzh//jyxcfHMnj2bvPx8blu3jubmZtxDQ1SeP09sbCzz5y8gLT0de0LCX/VlMDg4SFNTE4qi0N/vwOcPYDAY6OrsuubnVq1ZzcKbF7Fk2VIWL11KdEwMdbV1eL0egsEg9fX1ZGfnUF9bR9nJkyQlJbFgZD9Vm912zWMPDQ3RUF+Poig4nQMMDXmIsFppb28nPt6GRqPhVFkZvb09aDQaLBEWUlJTiYyKwp6QQHZONja7PVzTzskdR1NTI6dPn0ZWlGsGHkkjUVhURGnpCaoqKzFc0mxYW1uLoioMDrpwOgeIiYmltaWV2NhYTCYTZSfL6OzsCjdPJiUl4fMNc+pUGc6BASRJCg+mio2NJTk5+bLWi9OnTjFuXC6z58whOyeHe++7jxPHT6AoCpFRUfzDV75MaloqhYUFdHWG7nOj0Uh6RjonS0upq61Dr9OFB+FdjdVqJSk5+R3LeprMZm5bv46Zs2dRUFiAz+fD7/Nf81gAX/7qVygsKmTtbbcxa84cKisrUdXQNocd7R2kpKZSUV5BQ0MDefl5TJs+jYTEBKKioq553I6ODnr7egkGZdrbO4iKimZwYBCXy0VOTg4tLS2cPn2aYFAOX3NcfBzpGRlo9ToyszLJzskmKjr6quUKYLPZ+Icvf5mvf/MbIqAKH2tjCqoRViuLbr6Zr3/zG3z+i19g+syZACiqgj8QYGDASXd3N0aDgWkzppOekX7VY1267dqwL7RmsOYaf2TBYBCkkVGno0sVanVISOFRxRKhjVxUrl2D0Gq1I/90aDSh5mlZlkeW/Qu9J7QUohYJ8Hi9oYXqpbfWP1ZVNdyfNdpPOjQ0dM3zjvaluVyDdHd1IQGTJk8mN//aSwmO9rdFR0czd+5cYmNjQ83wPh893T309vSQkpLCosU3EwwGMRhDwSMQCOAaDNXMJI0GWVFCaRjZ2YeRvAoEA7jdLrq7ulBkmZKSEgqLipg2fRqffegh9Hodv/nVr3jlpZdwu93hL0Nl5HiXuv+BB7ht3XouVFfznW99i4ry8vAgFqfDEaqtjXxGp9PxzW9/i9mz57D19df5l+98h+7u7pH8DDDkdtPdFdowYELxBEomllBcUsLDjz5KZKSV3/32f3nu2WdxuVwsWLSQ+x/4FL7hYZ786U/ZtnVraMeiq5BlGZW3RjHLl/Qr6i8ZISxJEoo6EkTi4vjyV79KQUEhr7z8Ej954gn6+vquWXZXo9Vq0Eia8DlQ1evet0A4OCclJbF48WKCwSBer5euzk7cbjfjx49n2vRpBAIBdCPrQPuGh/F6vW+dS3prVP7w8DB+vz/UbzrSR9rT3U1kZCSz58zGbrNxz333sv729dTVXuRfv/PPnD17NlymGo0GVVEve7i4WrlC6Lwul4vBwcG/Kt8E4aNibH2qVxETE0NaWhqqolBcPAGz2YLVGkFsXBydnZ3U19XhdDhobWmlo70dnT60ZVtzUxMGg4Gyk2VMnDgR41UGLmg0GoqKitizaxfnKyoIBAKcr6hg5qxZf0uyL5OVmUV1dRVVlZWAypEjRxhfWIA1MpLMzEz6+/u5UF0dHvlaWFSI1WpFq9VyvqKCwUEXVVVVFBYV4fP5uFhTQ1tbG4MDg9TX12Oz2bBarWRkZtDU2EhRURERkVbMZjPx8fHvOr3pGenE22xkZWWRl5+PRiNhs9tDTZRPPUVlZSVOh4Pyc2eZNXsWERERqIrC+YoK2ts7qL1YG941KCsrC7s9gYLCQiKjIjEZjdhsNgYGBggGgty8eDEarRavx8Pg4CDJyclEWq10tHdQVVVFXFwc8fHx6PV62traiLfFc/c99+BwOOjq6kKWZXQ6Ha/+5VVOnzrFk//1y/BAqMbGRgoKC0lJTeHpp56io70du91OdnY2Npud8QUFREVHYTAYsNvtuAZdDA97mb9gQaiW39XFgNNJwO9Ho9WE+hNlGZfbHd7QoL2tnfr6OlyDgzQ1NhEfH0/OuHG8vnkzlRXnSUxK5OCBA9w0b941+zQDgQBdnZ1MnjIFm83G9u3b6O7qese60pfq6+2jrraWvr4+zGYzba2t4U0a/lZarZbcvFziYuPIz88nNi4WrVZLZFQUXq+X06dOUX7uHGWlJ2lqbARCAc9sMtHgcFBRXk75uXJ6uruZM3duqDavN1AycSJGo4Ho6Ggio6Job28nNjaOO+++mwGnM/SgEwiEB3dFR0dz7uxZ7AkJxMfHExsbe8VyTU5OxuVysWvnTnzDPj75wP03JB8E4cNI+/jjjz9+rTcEAgEc/f1YrVby8vNDPzscWCOtFBYVERUVRXNzc2irtcrzeL1ekhITOXzoELt37sI95Kars4ugHMSekMDOHTtoaGig5sIFbDYba2+9jciod/anQujp2maz4Xa52bZ1K3V1taSmpbFu/Tq8Hi9Op4PZc+Yw7PXiHBggOSWF5OTkKx5rYHCQYDBIfHw8kqQhOTkZ77CX4oklpKSkcOzoUUpLS5EkidvWrw/3c/X19nJg/wGaGhuZPmM66enp5I8fj8fjYc+uXTQ3t1BSUkxGRgaRkZH89n/+l+bmZnx+P52dHcTFxZGWlkZkVBT9/X3s2b2bqsoqHP39JKekXLV5rrGxkeSUZDIyMi4bzGQ2m4mNjWX3rl2Ul5dz7uw5YmJimVA8ge7uHvbu3kN7WxvRMTGkZ2RQUlKC0+lk3959dHd3M2HCBDKzssjKyiIyMhKXy83OHduprqqmp7ubpJQU6mpr+fOLL1B+rhyXy83MWbMpKipCq9ViMBg5e+YMJ44fJxAIkJqaisVi4bkNGzi4/wBnz5wlIsLKqtWrw7vqHDt6jI6ODlauXIVWq0WWZX78ox9x/vx5qiuryMrK5paVKzAYDERarfj9PrZt3Up1VTUd7e0kJSfT1tbGhmeepaK8HIfDwbRp0ymZNJHDhw6x8bXXKD97Dr8/wLz588gZNw5VVdn42qsc3H+AYZ+PttZWJI3EpMmTMej17Nm9mzNnzmCxWLj/Uw+g1WqpPF/JytWrUFWV1tZWEhISyM7Job+/n//+r//mfEUFjY0NjB8/ngULF151kJmiKBw7cpQtmzfhcDjp6+vD6/ViT0xkcGCArOxsklNS6OnuRq/Xk52Tc83RxGfOnGbhokXhPYwlScJqtWIwGti0cSM1Fy5QV1dPWno6aamp1NZc5MTx47jcrvCDREZmJqqqhl47cRy9Xk9efj4FBQVkZWdTUV7BsaNHOV9RgQokp6Sw8bXX2P/mPs6eOYvZYmHFqpXExcWF52qbTWa2bN5MdVUVVquVtPT0K5arTqfD7XZz5PBh3C4Xs+fMEU3AwsfWDVumcLQp6dLpKG83MDDAt7/xTR79/GNMnDjxXU2IH21uvdY0lL9FaJEABa3unQtV+Hy+8LSVSw0PD2M0Gt/VF0QwGAw11V4jn8bK4/GgH5nWEk7rsA+DQc/3v/c9iiZM4M677gpPZ7jSNYymKRAIhKdSjDZXj6bz7XmuKEq4xjI6ynt0SgqAyWS67DyKooSn/1z6O6/Xi06nu2INbnS0+egUrdGm9kAgcNk1j16bLMtjmp4SPr+sICuXp+laRvt8R6cwfViMNuVeeu2KoiAHZerqannjjTeYO3cuc+bOBUJlPfp3dKX7HAjfJ5eW6ei98Xaj5TT6UHCtch1ten6v/oYF4cPght3dY/mi0Wq1ZGZmEhUZ+a4Dynu9OtG1Vr25WrPdXzPfTqfT3bAvlUvndo4ymoyoqkpySmp4RKkkSddsenx7mkbnrF6tTEfnMl5KkqSr1raulLcajeYdg3gupdVqLzueJEnveIAY/f1f06yq0WrQaMd+D2q12mum94Oi0WjecR9oNBo0Bg0mk5nExKRwDRe45r33bsp01NvL6Vrl+nFdWUoQLvW+LqgvyzItLS0kJiaKDbTfY21tbZjNZuJGpkEIf3+8Xi8DAwNYrdbLAqsgCO8dsUuNIAiCINwgoi1GEARBEG4QEVQFQRAE4QYRQVUQBEEQbhARVAVBEAThBhFBVRAEQRBuEBFUBUEQBOEGEUFVEARBEG4QEVQFQRAE4QYRQVUQBEEQbhARVAVBEAThBhFBVRAEQRBuEBFUBUEQBOEGEUFVEARBEG6Q627sGQgE6OjowO12U1BQgCzL9PX1AZCUlATAgNNJa2srsbFxpKSm4Ha7aWttJd5mw2az0dXVhdPhJC0tlba2Nvr7+lEUBYCcceNISEwQ+ywKgiAIH3naxx9//PFrvcHtdrNj2zZe/ctfyBk3DqPRyNEjR+noaCd//HgADh86xP/+5n8IBAPk5efT1NTEH556GlkOkp2Tw19efpnt27aRP348L7/0EvX19bjdbvr6+rAnJBAXFyeCqiAIgvCRd92aqizL+Hx+Ojs62bNrF/fcdx+DAwPhIOj1emlpbkaWgzj6+2lpbsbtchGUg1yovkBKahr9/f20t7fh8Xjo7upm4aJFzJw1C71BT1RUFFqt9j2/UEEQBEF4r42pemixWEhJSaGnp4e62rrLXmtpbsbj8bDo5puRZZn6+np8Ph/j88fT29fHG69vITUtjejoGGRZBsDlctHX10tfbx/BYPDGX5UgCIIgfADGFFQ1Gg0ZmZlkZGSyb+/ey16rr2/A5/OxcNEiLBYLrc0tOBwOrJGR2O02GusbSExMJMIaEQ6qJ04cZ/OmzWx87TU6OzrC/auCIAiC8FF23ebfUTa7nby8PE6VlaHRaEhPT8fr9VJfV8fZM2eIjIqi9mItJpOJIc8QiUlJ3DRvHhMmFJOfn8/rm7cgy6HguXz5LcyeMweDQY81MlI0/wqCIAgfC2MOqhqNhpxxOWRkZnL82DHS09NpaWlhwOkgOyeHCEsEefl5VFdVUXPBSWJiIrl5ecTFxaHX6QnKQVQ1FFStViuxcbEYDIb37MIEQRAE4f32robcJicnM23aNKSRn5saG5E0Gu67/37uuPNOPvPgg6Slp9Pa2kowGESv12M0GtFoNWgkDYFAAEVR+MkTT3DX7Xewbu2tbNu6DZ/P9x5cmiAIgiC8vyRVVdVrvUFV1VBfqKqi0+uRZZlAIIBOp0OSJGRZRq/XI0mhUBvw+wnKMjqdLvweAJ/Ph06nIxgMXtaHqtfr0enGXGEWBEEQhA+t6wZVQRAEQRDGRqy4IAiCIAg3iAiqgiAIgnCDiKAqCIIgCDeICKpj4Pf7+ah0PXs9HhwOxwedDEEQhL9LIqheRzAYZOeOHfj9/g86KWPy5xdf5Euf/8IHnQxBEIS/Sx+quSwOh4OIiAgGBwdRVZXY2NjQNJxAgIGBQRRVIcJiwRIRgaqqBAIB3C4XsqygN+ixWCzo9Xp8Ph+yLBMREUEgECAQCGDQ69FotXg8HrxeL3q9HqvVik6nQ5Zl3G43vuFhkCTi4uLQ6XQMud309vXxyyd/QUFBAdExMURERGCxWAgEAgwODBAMBtHpdMTbbNe8NlVR8Q57GRoaQlUULBERWK1WFEXB6/Xi9XjQ6nRYrVb0I1OXhoaGGB4eBiAmJia8WEYwGMTlcuH3+5EkCZvNhkajweFwUFBYiDUy8rJz+/3+cJ5aLBYiIiLCv/d6veH/j742miaPx4OqKFgjI7FYLDe6uAVBED52PlRB9Rc//zlLli7l4IEDDA4M8sCnP0VhURFlJ0/y5r438fl9FBQWsnrNGgBOlpZy8kQpTqeTuLg4lt2ynPEFBZw4fpze3l5uv+MO6uvrqblwgQnFxRgNBg4eOMjFizVERUWxZOlSCgoLqautY9/evbS2NCNpNDz2hS+QmprK0aNHOXr4CP19fTz9+6cwmkwsWbqUefPncfJEKXv27GHI7SLeZuPr3/jGNa/N4ejnwIGDnDl9ikAgwE3z5rFq9Wq6u7o4dPAQ1VVVRFitLLp5EcUlJTQ3NbFv7z4aGxuQJInPPvggOePGAVBVWcme3bvp7u5Gp9PxjW99C6vVyssvvURLUzN6gx7uuguA4eFhDh06xLEjRwgGg+H8s1gsXKiuZtvWbcTGxtLU1MTkyZNZc+taBpxO9u/fz/mKCuRgkOUrVrBg4cL3tvAFQRA+Bj5UQfXUyTIcDgdf/NL/4/ixo7z26qskJCTy4yd+zNf+6etERETw+9/9DqvVSlJSEi8+/wKf+/xjeL3DbNu6FafTiSzLtLe3097WBoQ2UG9uaiIxMZGyk2V4vB5uv+MO9u7Zy+5du4iOjmbTxo0YDAbuu/8BLBYztpFa5/TpM0hPT2f/m29y7yc/SVR0FHGxsQD84sknuePOO5m3YD6BQOC611ZTU8OB/ftZe+ut5OblYjGb8fv97Ni+g7a2Nm5bv45jR4+ye9duoqOj2bZ1G16vl7vvuYeoqCgSExPDx3r2mWfIzc3j4UceQZIkzGYzAOvWr6em+gI/eeIJABRFoa6ujt//9v/45re/hSRJPLdhAwa9nrW33UZ7ezsHD+zn4UceJT0jg2NHj1JQVEhbSytnTp1m9do1pGdkEPW2mq8gCIJwZR+6PtVHHn2U/PH5rFqzhnkLFlBVVYWqKrjdQ7Q0t5CenkFtzUUa6uvJGZfD5ClTsNltREVFXfO43d3d9Pb2EvAHaGtrx2KxMDzswz00RF5+Hg6Hg1NlZfT39xMIBFBVlZjYGFLT0tDp9aSlp5GZmUnkyHmmz5hBefk5TpWdwjc8fN0t7OLi4rDFx3P2zGnqauvw+f10d3fT3d1FMBigo6MTvd6AIssMDrrIGZfD0NAQp8rK6O3pCacJoLi4hJaWFk6ePInL5QoH9YSEBBIuCb6yLHP2zBmmTp3KlKlTyR8/nnnz5nHu3DkAtFodBQWF3LruNjKzMomLi2VwYICExEQsERZOnz5Nc1MTfr9f7CQkCIIwBh+6oGoe6buz2WwsXLgQFRWvd5jBwQGCcpCiCROYOXsWwWAQSaNBURQ8Qx5cLhcQWvhfQkKWldBrHg9eb6hfMhgMMDTkxu12E2+LZ87cuSQmJnLrbbex/vbbcTj6+flPf8qpsrJwoNJoNG8t1XiJL3/1KyxctIiTJ47zH9/7Hh0dHSPnCNLe1k7bSE15VF5+Pp996EGSkpN57S+v8OLzzzPgDPXJDrmHcLtcxMTGMGvObFLTUlmxciV33nUXnqEh/vuXv+TokSPhNZI/+cD9rFm7huamJv7je9/jYk3NVYOeqqoEgkFUVQ33QxsMRgAkSUKr1SBJUmg9Z0lCBSZNnsQDn/o00VHRPL9hA5s2bgznryAIgnB1H6rm37eTJInc3FwSExOxxduIi49Dq9WSkJiIz+/nyJEjHDt6lPMVFbS1tgKg0+mIiLDgdDg4fuwYZ8+cpa+vl/j4eDIyMnC73aSmpmIyGYmLj8dqtdJQ3wCozF+wkPb2dgZGBiAZDAaMRiM2m43S4ydISk4mOTmZpOQkzp45g91uZ8WqVfzpD3+kt7eX9PR0BgYG2PDss6iKwjdGmlwBnE4nHR0dFBYW4vf76e7qQqfXkZGRiU6rIyU1FbPZRExsLFFRUTQ1NREIBJh70zy6u7txu1wE/H5MJhMXqqsxGk0sXbaMxoYGent7kWWZc2fO0tTUhMfj4XTZKRKTEikqKuLggQMcP3YMv99PbW0ts2bPuma+9/b2/n/27js6jutO8P23qnNAdwPoRmxkgEgECRCkmC2JlEhKIiVSch7Znujx7ow9M29nds97Z46fdmZ29u1O8MzYlnfGtmTZsrJESpTEnHOOAJFzBhrdALrRuev90UCLpAAGCZIp+X7O0dFhobrq1q3wqxvqXlwuF1ULF+DzeQmHw0xOTmK1Wj/pUy4IgvCZdk8F1aXLlmEymRKBSJIkMjMy+J1vPM3ePXtIslgwmU2s37CBivJyLheXsGf3btQqFbn5eUC8ZFlaXk5bWzu7d+0mOdnG4iVLyMjMJD09nT2797B71y60Wi0LqxdisVg4c+Y0ba1tyLKEw+FgYXU1er0eAJVKxTd/93c5evgwBqOB+x94gIzMDN7dvh2dLr5OzaJFVFRUJNKs0+mQZQlFURLH0t/Xx7vb30Wj0aBSqaitraWwsBCDXs/eqTTpdDoq51eSlJTExfMXqK+vQ5ZlkpIsLKypwWQ2A3D40GFGR0cBKCouZmF1NZIksWvnTib9k5SVl7Nzxw7uf/ABahcv5sEHH2THe+9jMBooKCxk9Re+gCRJOBx2KiorATAnJVFYWEhKSgod7R3s2rkzMSnCylUrcTgcn9JVIAiC8Nn1mRlQX1EU/H4/Op0uMal5LBYjGo3S2dHBtq3bWLZ8GatWrwbi7YmxWOyGmXKmTX9zOj27jqIoiapVrVaLLH+4VjwWixGaKilO/9vv96NWq9HpdDesG41GURTlQ7PvhMPhxJR4N/9teoAJrVabSNP1y65Pk6IoBAKBRAC/+fhmEovGiCmxO5oRSFEUIpHIrGkVBEEQZvaZeVpKkvShbyVlWUaWZQwGAzm5OVhttsTfVCpVIvje7ObJ0SVJSgTL2ciyfMM6siwnvve82Wz71Wg0aDSaO07TzcH6+r9N9/i9U7JKRr7DJnRJkm6ZVkEQBGFmn5mS6q0Eg0HGxsYwmUyzBjpBEARB+KR9LoKqIAiCINwL7rlPagRBEAThs0oEVUEQBEGYIyKoCoIgCMIcEUFVEARBEOaICKqCIAiCMEdEUBUEQRCEOSKCqiAIgiDMERFUBUEQBGGOiKAqCIIgCHNEBFVBEARBmCMiqAqCIAjCHBFBVRAEQRDmiAiqgiAIgjBHbjufaigUoqe7m57uHgxGA9lOJxkZGYlJs/v7+2lrbSUSjgCQkZlBXl4+Gq2G9rY22tvbUalUVM6fj8PhQJZlhgYHqaurIxqNUl5RQWZmJihw4vhxItEIZrOZispKDAYD4XCY40ePJdKj1WopmVeCJMtcvXwFlVqF3W6noLAQnU6H1+ulvb2d0RHXBwepUZOXn08wEKSnuzuxPDMri9y8XLRaLS3NLXR1dZKfX0Befh4ajYbR0VEaGhqoqanBYDDg8Xjo6+ujoqJizk6AIAiC8PmheuaZZ5651Qoej4dd7+/g0KFDeDwe9uzaTVdnMMuOXgAAIABJREFUF2XlZWi1Wg4eOMD2t98hHIng8XjQ6fSk2lN564032Ld3H9FoDNeIi9TUFFJTUzl96hQ/efYneDwePG43/f39lMybhxJT+LPvfher1UpdXR3P/fRnrH34IWRZZs/u3Zw+fYqTJ09gtdpwpKfR3dXNsz/6EQajkePHjnH82HFKS0tRFIVr9fVcOH+BY8eO0dnRgSRJJCenMObxcPToEY4cOYLL5SItzYHD4eC1V15l7969jI2N8fbbb2M0msh2ZnOtrp6//9u/w2K1UFRcTGNjI2++9joPPPggkiR9SqdIEARB+Ky4bUk1FosRjcUoLSvjy1/9Cg3XrnFg336OHT3KuvXr8U/6SUtL44nNm7FYLWi1Wtyjo7S2tLKotpY1a9egAAaDgUmfj1defpm1Dz3E0mXL0Gq1yJKEwWAgGAgyOjrKlqeeQqvR8Cf/6T9z5fJlVq5axRe/9EV27thBfX09j29+Ao1GQ39vH0aTia9+7Wt0d3Wza+dOjh87xuYnt3D/Aw+Qk5PDrp27yMrK4rFNG9Hr9cRiMSRZIrRzF8tXLGfxkiU0NTXR1NjII48+QuX8+Rw7epR9e/dQWVlBMBjEarPx6suvsGbNGkLBEB6P51M4LYIgCMJn0R21qcqyjN5gICUlhXmlpaRlpNPS3Jz4u9frpaenm67OLsY8HiwWCxqthkMHD3Lt2jX0ej06nY7m5maMBiPlFRWkpaWRnJyM1WZLVCUDSEj09vYxMNBPbl4ekiRhtdkwGI3otLr4ttUakCQ0Gg02mw2rzYpaoyYSiaBSqTCZTFgsFvQGPUaTEavVik6nw2AwYE5KQqfTYTabMRgMNDU2YnfYycvLIyUlheUrVtDd1cXk5CQABYWFaLUazpw5SzQanePsFwRBED5PbltSvZlOp0uURqe1t7fx7vbtaHV6li9fzqrVq/j2d77Dgf37+cmPn8Vms/Ht73yHkeFh9AYDOq12xurTcCjE9//6r7l2rZ5n/uZvcDqds6YjFo3S0d7Osz/6ER0dnWg0Gr76ta/d7eHgn/RjMBrRarUAmM1mJif9hMNhAFQqFV/6yld57ZVX+OrXv37X2xcEQRB+e9x1UJ30+Zj0+bBarYllC6tr+L0/+H1sVisqtRq1Wo3RaGTzli08/PDDPPezn/P+e+9SWFjI2NgYoVBoxm1rtFr+/n/9f7y7fTvvbHubtQ89NHtCJAmdTktefj4rV62msKgQs9l8t4eDyWTCPTqaSNOoy4XJaESj0SbWWbFyBa+9+ipXr1whFovd9T4EQRCE3w539UlNIBDg1KlTNDc3s2Tp0sRytUqFXq9HbzCg0WiIxWIoihKvnk1OJis7C5WsoqyigjGPh+PHjjExMQHEq46vD1RGo5Gvfu1rXLhwnoZr12ZPuCyTkZnFhkceYcHCBSQlJX2kzkMVlZW0tLTQ2dlJNBplx/vvU7VwIVbbBy8NapWap59+mre3biUmqoAFQRCEWdxRSdU1MsIbr7/Oyy++yLzSUp7+1jdZtGhR4u/vbt/O+++/j6ySWb/hERbX1rJ161aam5oAsNvtfPfP/ozS0lL+4i//Cz/4x3/iF889TywWY92GDXz3e99Drf4gKXq9nm9+61v85MfP8jf/4+948onN+LxeAsEg9fX1/On3vossq5AkCZVKdUcHGo1G+em//wcvvfgiXp+Pd95+my9+6Ut87Xe+zpqH1vKvP/gBz3z/+xQWFvFX/+2/Yrfbabzu9w+te5gf//CHIHr9CoIgCLOQFEVRPokNR6NRJicn0ag16PS6D5Uig4EAkiyj0Wjuic9TYrEYkUgEtVp9Q8cpQRAEQbhTn1hQFQRBEITfNqJIJgiCIAhzRARVQRAEQZgjIqgKgiAIwhwRQfUOTE5O8llpeva43XRfN2mAIAiC8OkRQfU2IpEI77/3HsFg8DedlDvy7vbtfP+v//o3nQxBEITfSnc9otInqb+/n2SbjeHhYRRFITMrC41GQzAYZHh4mFg0itVmw2q1oigKgUCA0dFRIpEIep0ei9WCXq/H5/MRiUSw2WwEAgGCwSB6vR61Ws342BgTExPodDqSk5PR6nSEw2HcbjeTPh9IElmZmWh1OjxuN4ODg/zkx89SWlqKxWol2WbDYrXG0zQ0RCgcRqvV3nJIRYh/suP1evG43URjMaxWKykpKcRiMcbHxhkfH0erjQ+WodfriUQiuN1ufF4vSBIZGRno9XoAwuEwIyMjBPx+ZFnGmZODSqWiv7+fnNxcHnn00cR+p/NpZGQEJRbDYrVis9lQFIVgIMj4xDgAAb8/8TdBEATho7mnguqP/u3f+ML993P50iVGXaM89eUvUV1dzfFjx7hw7jzhcBhnbg4bN21ClmWOHztOw7V6xsbGMZlMPLx+HeXl5Zw9c4aR4WG++OUv09HRQWNDA/Pnz0eWZU4cP05Pdw86vY4v3H8/lfPn09jQwLGjxxgeHkKWZX7/D/6AzKwsLl68yKmTpxgb8/DWG2+i0+t54MEHWLZ8OUePHOXsmdMEg0FsNhvf+/M/v+WxjYyMcPjgIZqaGolGoyxdtox169fT29PD8WPH6OrsQqPVsGLlShZWV9Pa2sqxo0cZHBhAkiR+5+mnyS8oAODihYucOH6MMY8HWa3mz//iLzCZTOzauZOujk4ikQhf/spXAPD7/ezbu4/6+jqikQg5ubk8tnEjFouFhsYG3ntnO2np6fT29lJWVsbjTzyB0WT8xM+1IAjC59E9FVQvX7xEOBzh23/8x5w5c5rdO3eSnZnFj/7th/yXv/pLDAYDv3j+eZKSksjMzGL7tm1850/+Mz6fjx3vvc/42BjRaJSBgQH6ensBGB8bo6e7m/T0DM6fO0cg4OfRjY9x8MBBDuzfT0pqKjt37ESWZTY/+SRWi4XU1FQAamoWkZ3tZM/uXXzxK1/GarFimxq+8Gf/8R9senwTX3jgAbiD9tb2tjaOHzvGI489RllZKSazmWAgyL69++jr62Pjpo2cPnWKgwcOkpKayoF9+/FOTPDYpk2kpqSQlp6e2NYbr79OXl4eX/3676DVahIl2I0bN9LU2MT/+p//E4iXjpubm3n15Zf5b//P/42kKLz061+j02rZ8tRTDA4McObMGf74P32H/IJ8jh87TmtbK1VVVXN4VgVBEH573HNtqt/41jcpKi5i3fr13P/AAzQ2NRGLRRkbG6erqxunM4furi46OzvILyhgflUVKampmJOSbrndkZFhRlwjBAJBurt70Ov1RKMxAn4/lfMrCQT8nD19hs7OTib9fhRFwWqzkpmViVqtISsrC2eOM7GfVatX0dzczMkTJxkeHk7MajMbu91OttPJ1StXuHr1KmMeD0PDQwwNDREKBent7UOlUiNJEpM+H6VlpURjMc6dPUt7ezuTPl+is1Rt7SJGRkY4dfIkfX19ifZeu8OB3eFI7DMajXL1yhUWLlxIVVUVhcXFLF2+nPq6egBUKjUlJSU88uijOHNySE62MTE+/pHPnSAIwm+7ey6oGgwGAFJTU1m+YgUqlYpAIEh4qu2yuqaapcuWEYvFiCkxotEoE+MTeDxuID7QvoRENBIlGo3i9Xrx+XxIkkwsGiUUChKLRcl2Olm1ehXp6elseOQRNm/ZQjQW5ec//SkXzp9PzFqjUqkSQxhe79vf+Q4PrllDW2sL//LP/0zvVMk4HA7T3t5OW1vbDesXFhXx9De+QUFhAQf27eOtN99kbGyMWCxKMBgiFo2SkZnJipUryXY6WbN2LU8+9RRqlYpfvvACp06dIhAIAPDUl77Exk0bGR8f419/8AOaGhtnnT1HpVLhDwTi+RWLv0QYjPE8jo+dHL8EpPgCPht9nAVBEO5N91xQvZ4kSRQVF5GT40SWJGy2eEcaZ04OWdnZ9PT0sH/fPk4cP8bQ0BAAarWapKQkRkdH2b9vH+fPncfjGSM1NYWCgkIsSRYMBgNWqwVHWhp6g4G6ujrcbjfl5eWkpafj9/sTs9HodDqys7M5dOAgR48coaurC4BjR4+iVqupXbwEo8mUKOGNj43x8q9f4uVfv3TDZzgjwyM0NjbgcKQxr7QUSZLQ6/UUFhZis1rRG/TxNDkcGI1GGhsbGRkZpmTePDIzMwkGAkSnAvuF8+fx+/0srK4mJSWViYkJotEoR48c4dzZs3i9Xo4cPkxvby8VFRUMDvSzf98+jh45QltbG8tXrPg0T6MgCMJvjXuqTXXtQw9huW4KN0mSSE9P5+lvfIMTx09gMpswmkzY7XbKy8pZuLCaSxcvIUmQk5sLxEuq5RXl9PX1cfnSJWzJNsorysnKziYzK4vDBw9x8cJFtFoNlfPnk5aWRktzC50dHUiSRGFREQurq9FPlZhlWeZbv/d7nDpxgp7eHrQ6Hbm5uZw9cyYxsfnKlauYV1oKgEqtJi3NET8GhakiILjdo5w9cwaVKj7f7JL77iM/Px+DXk80GuXSxYtotVpKy8pIS0+jva2dxsYGZEnG6cyhuqYGo8kEQH1dPW73KCBRXVNN1YIFyLLMxQsXCfj9LFuxnAvnz6M3GFiwYAHrNmzgwrnz6A16KiorWb5iBbIsk5mVSe3ixQBYrdb4S0Va2qd0tgVBED5/PjMD6k9/GqLVahPTvSkxhWg0SkdHO9u2bmPZ8mWsWr0aiLcnKoqCSqX60Cw401W70zPkKIpyw7KZZqmJxWKEw2F0Ot0N6VGpVIngev260/u+XiQSScyEc/1UdxCvNp6eg/b6NCmKglarvSFNiqIQDAaRJAmtVntHs/zEovHq8pv3KwiCIMydz8wTVpKkRHtrYpksoZbVGE0mCosKSZnqtQvccp7Vm4OgJEmJYDkbWZZvWGem9Fy/7kxmCqbTNBrNHadpuur4bsgqGfneru0XBEH4zPvMlFRvJRQKMT4+jtFoxGgU31gKgiAIvxmfi6AqCIIgCPcCUR8oCIIgCHNEBFVBEARBmCMiqAqCIAjCHBFBVRAEQRDmiAiqgiAIgjBH7qmgOupy4fF4blimKAqukRHGxsZuWB6JRHC5XHi93g9tJxAIMOpy4ff7b1ju8/kYHR390ITj4+PjuN3uD43vC+AeHcXtdnNzJ2nXyMiH0hqNRnGNjDAxMfGh7YSCQUZdLiYnJ29Y7p+cZHR0NDGu7zTvxATu0dEZB+r3eDy43e4PjffrmiH/YrEYrpERxmcYKD8cDuNyufD5fB/6myAIgnD3VM8888wzv+lEADRca+C5n/+cgwcOoNfpyXY6+cf//Q+YTEZ+/rOfcfrUKZLMSWi0Gl54/nkCgSC/+uULXL16FZvVhnvUzdEjR8jIzGTf3r28/uprdHZ2kpqSSt3Vq5w9e44rly6zbetWRkZGSHM42L9/P52dnRw8eJAd776H3+8nIyODV156maysbHr7evnVCy+wb+9e1Co12c5s/vkf/wmLxcJP/+M/OH7sOGazCYvFwv959icoCvzyF89z8eIlrFYLfn+AXbt2kpebx8GDB3nl5ZdpbWklJSU5MV9qY0Mjb735BoMDg9gddk4cP05jQyMnTxzn3e3bmRifID09nbe3bsNmszIyPMJLL77Int17UBSFrOxsfvLjZ9Fqdbzw/HMcOnAQo9FIWno6//LPP0Cr0/H8c89x9sxZkpIsgMJbb75JSUkJR48c4aUXX6SxoRFbcjJ9vX2cP3+OkpKS3/TlIAiC8Jl0z3yn+s62t5mc9JFqt7Pj/R0oSgybLZmy8nJAwWQysW/PXlQqFal2O4WFhajUKqKRCCdPnESj0bDkvvu4b+lSTp44gU6nY3h4mPq6OvR6Pc6cHFLtqZhMJlqbW+js7MRoNFJQWIjZbMZitXD+3HlcrhHMZjN/8t3vcuH8ecY8HlJSU9m3Zy+hcAiLxUpFZSVKLEpycnJiLtaU1FSKS4qRJQlZVnH0yBHUajULqheydu1DHDl8GK1Ww9jYGJcuXooP1O90kpbmwGAw0tXVRWtLCwaDgbz8fKw2K0lJSVy9fIWBgQFMZjN/9O1v09zczMjwEMnJKRw+fJjJSR+WJAtl5eVIEtjtDt57910kScKWnExpWRkSCnq9ngP7D6BSqSgtL2Pzli3s37sPjUbN5KSfc2fPotVqWbl6NY8/8fhv+nIQBEH4TLpngurgwCAGowGDwUBjQwMTExM4c3JQq9SYk8yo1WqaGpsIhUJkZmag0WgxJ5mJRCK0tbUhATk5uRhNRrxeLyaTCe/ExNTcqTpsNht6gwGT0cjIyAj9AwNYkiyYk8yJkZh6enpwjYyQareTm5uL2+1Gp9NhNBhobmlhzDNGtjM7MROOTquloaGRQMBPZlYWGo0Gs9kMikJLSyuxWJSc3FySkpIYHx/HbDYzOTlJV2cnGo2GlJQUdHo9JpMJ96ibvr4+TGZTfCYdYzyt/f39DA0Nk5KSTE5uLhPjE6g1aoxGI+1tbbjdbjIyM9FqtZjNZowGA9euXcPn85HtdMbTajYjq1Q0NzURDkfIyc0hOTkZj9uNyWwmFAzS0dGBLKvIyc0hJSXlN305CIIgfCbdM0H1ZoqizDhQ/N0un6vtz3WaZvrbvZgmQRAE4c7ds0FVEARBED5r7qnev4IgCILwWSaCqiAIgiDMERFUBUEQBGGOiKAqCIIgCHNEBFVBEARBmCMiqAqCIAjCHBFBVRAEQRDmiAiqgiAIgjBHRFAVBEEQhDkigqogCIIgzBERVAVBEARhjoigKgiCIAhzRARVQRAEQZgjIqgKgiAIwhwRQVUQBEEQ5ogIqoIgCIIwR0RQFQRBEIQ5IoKqIAiCIMwREVQFQRAEYY7cM0HV6/XS39dHX29v4r+hoSH8fj8nT5yY8TeBQIBr9fXUXa37lFP7gWg0SmNDA/39/bdcz+P2cOb0aY4dPUpba9unlLqPzuPxcOniJbo6O2f8e19vLx3t7fj9/k85ZTdSFIWJiQl6enro6e7B5/OhKMqc7ycUCtFw7RqXLl6a823fbr/Hjh6d9ZjC4TDX6us/VroURWF8fPyuzqWiKAwPD38ief151draSldXF9Fo9DedFPp6ezl16hRer/e268ZiMYaHhj7R9CiKgsfjIRQMfmi5a2RkxjxrbW3l2NGjn2i6Pop7Jqh2dXZy+NBhtr/9Dr9+8dccPHCA06dOMTIywj/+73+Y8Tc+r5cTx0/8RjM2FArx1ptvce7MmVuuNzbm4fSpU7z68ivs3rXrU0rdRzc8PMzBAweor6+f8e+nTp1m3969uEdHP+WUfUBRFFpbWti3Zw8H9u3nwIH9dHZ0fCIPrUAgwOlTpzh4YP+cb/tWJiYm+Pu/+x+zBq9AIMDJkyc5eODAR95HNBrl2NFjtLa03PFvwuEwr7z0MpFw+CPv97fNzh07OHLoEOF7IM9aWlp4f/u7uN3u264bCAR46aWXPtH0RCIR9u3dS29v7w3Lw+EwW7duZWJi4kO/uXTxIlvffOsTTddHof5NJ2Ca0WQiLT2Nzs5Ozp45w6Lv/DFGk4lYLEYwEKC9rZ2+vj7S0hwUl5Tg9/tpaWkhyZJESkrKDdsKh8MMDgzQ09NDJBIhLy+PnNzcGffrcrnwT04yODiE3WHHPerGYkkiJzcXjUaDz+ejubkZn89HWloaxcXFSJKE3++nqbER1+gogwMDlFeU4/V66e7upry8nGAwyNDQECaTiZSUFPLy8/nmt36Xt7dtY2zMk9h/JBKJl9D7+jGZjOTm5WGxWGbNp0gkQntbO1qdlsGBQfR6PeUV5Wg0Gi5dvEhBYSHXrl1DQqJqQRV6vR6Px0NLczOxWIys7GxycnLi6RscRKPVkpGRQTgcjpc8Ygo6vY7+3j4yMtLJzMy8IV/7ensZGBykuakRvcHA9KM+FAzS2tqGx+PGbreTX1CQyL+mpiYmxsfRaDQsX7HiltdBMBikva2dEdcIWo0WZ46TrKysGdf1+Xzs2b2H4aEhVq5ahSTL6HT6xN9DoRAd7e24XKOkpKSQX5CPTqdjcnKSluZmxsbGUKvV3Ld0KSqVCq/XS0NDA5M+HwaDgSX33ZdIU2NDA0aTCUda2g3nYmhoiJ7ubtRqNTk5OTjS0ojFYgwNDTExMYF/cpJQKERBQSGp9tRZj3tycpK21lbGx8dJtdspKipCrVajKAqRcJie7h56enqwWq1UVFQQDoc4f/48kUiEJHMS2dnZQLxUMTo6SntbO7Isk5ObQ9p1aXa73XR3deHz+cjIyECv19PT08M727ZRMm8eXq8Xu8OB0+lEr9fPmNbOjg46Ojp4+de/ZsHCBeh0OnLz8sjKymJsbIympiYikQhZWVnk5eXNesz+yUlcLhcTXi/RaBS9Tk8wGMCZk0MsGqWzqwvvxARJSRYKCvIxmc30dPcQjUUZdblQqVTMKy3FZDIB0N3dTe/UPe9wpFEyrwRZlnG73TQ1NBKOhFGrNZjNJirnz2d8fJyWpmaisdgtr7NpYx4PnZ2djI+PYzabycvPx2Kx0NfXRygUYszjASSKS4oT93AoFKK9rY3R0VG6OjoxVpTPuv1AIEBrSytms4n+/n5SU1MpLilBkqRZz6trZISxsTFklYrBgQHS0tNxOp3EYjF6e3oYGBhAURRKy8qw2+0AtLW24fP5mFdaitFoTOx/+lk3MT6OWq1m2fLltLa20trSysu/fomlU/dJXl4+aelpsx1G/L4YHKSru5tIOIwzJ4f8/HwikQh9vX309/dhMpkSz7rBwUHa29rY+uZbeNxuKgcHSc/IQFEUent6ee2VV8lIz8DusON05pDtzObK5StIQPWimhv2PTk5SUd7Bzq9jsGBQdLT0yksKiQSiTA4MEB3dzexmIJGoyEzM4OMzEz6+/rp7e0hFouRX1CQuJc+qnsmqObn55Ofn08wGKS7q4u1Dz+Moih0dXUxNj7O3j278fsD+Hxefv8P/xCtRktrSytdnZ24U1NY+9BDiW11dXZy6OAhAsEAKpUKnU43a1BtvNbAhQvncbvd6PR6NCo10ViMb37rm1htNt59Zzuj7lEkYHR0lC1PPklpWRnbtm5lYnyCSCSMa2QERVHo7+/n1Zdf5pm/+RvGx8c5cvgwhYWFLFu+fMZ9K4pCY0MDZ8+cIRyOMDnpo6KykmXLl2M2m2f8jd/v58Vf/Qq73R5/IHZ3s3nLFhZUL+Sn//7vLF+xAp9vkr6+XsbGPNy3dClvvv464XCYWCwGZ8+yadMmbMnJXDh/AY/HzTe+9S2Gh4c5fOgwDoeD/IJ82tra6OzswGqzsbC6GkVRuHzpEpcvXyEcDtHd1U3u1ANTURSOHDlCZ3sHCgpuj4cNGzZQVl7Orh076e/vQ6PREFOU2wZVv9/P1atXGBkewe/3Y7FaeOqpL2JLtn1o3XA4TCDgx2gyUTKvhMysLDQaTSJNJ0+coKW5BUWJMTY2xoNr1lA5fz779u6lu6srEbRqFy9GpVLx9tZtuN2jaHU6tBpNIqiGQ6HEtabT63jk0UeJxWJ0dnayb+9eopEIoVCItPR01j70EFarlWNHj3L1ylUyMzMZGhqiZtEiHnjwgUQAuPk4du/axcBUE4LH42HDI49QVVUFQCAYZNfOnVMPmR6+/vTTOJ3Z1F29SjQaxTXiIjklGYjXMOzZtYuAP0A4EqapqZGH163DbrczODjIsaNH6e3pQavV4fcHSE5OpqW5BZfLhb67myuXr1Aybx5paWmzBtX+vn4arl0jFApRd7UOjUaDyWTCZrPx+quvEQ6HUBSFUydPsnnzZvILCmbczvDICHt372FoaBBFUdDrDSiKwtJlS0m127l65QoTExN43G6WLlvGwupqtr/zNoFAkKSkJHp7e9m4aSPVNTVotVpampppbWslHAox0D/AH/zRH+LMyeGlF19Eo9GgKArHjx3jkUcfJb+ggHff2c7k5CSxWIwrly+xcdMm0jMyZr02R0ZcXL16lbGxMcY9YyysqWbxkiXs2rETl2sEmy2Z/v5+1j70EEvuW4JWq+XggQN0d3UTi0UZ6O9nXmnpjNtWFAW3282Pf/hDFi2uJRQM4fV6+dKXv0RBYeGs5/VafT379u4lv6AA14iLJEsSa9euZWxsnHNnzxKNRpBkmfT09ERQ7evrpaO9g86ODr7wwP2kpsZf9vbs2k1vby8ajXrqPCyjp6ubhmv1hEMhrly+glarxWKx3DKo9vb2sn/vPvz+SdRqNbIsk5eXR8O1a5w7ezbxrKucP5+ly5Yx6nLR3NTMmMdDe1s7sZhCLBojFovR2NCAf3JyqonNilarIysrk9bWFjo7Ounp6eHpb3wDiL9QDg4O8pNnn6W6eiETE15isRhPf/Mb+Cf9vPfuu2jUaoaGhnC73Tz5xaeYnJzk6JGjhEJBZJUKo8n0sYPqPVP9OysFopEIefkFPLbxMdyjbq7V12OxWnhw7RoKi4ro6+274Sfd3T3U19WRn5fPo48+Rnn57G+HY+NjDAwM4MzJobOjg9KyMlpbWvD6fHR0dHBg/36WLl3KU1/8Ilqtlq1vvUVvby/b3trK6vu/wJanniLb6URRlMRbEsQfxEODg4yPj8+670nfJMePHaevr4/axbWYTGbOnj5DT3f3rL+JRCLU19VhNBp59LFHsTsc7N69m0g4TFNTM4NDQ2zctIkl991HfX091+rrOXPqNOs3bGD9hg2Mezzs37cPg8GAOSmJSxcvMTIyQndXFy1NTWRnZ+F0Orn/gQewWqyMulzxfBob49jRY6hkmY2bNrGothajKf6W6x518+472zGaTSxbvhzvxAQHDxwg4Pezf98+otEoD65Zy+bNm297ug16PQsXLmTV6tU4nU7q6+ro6OiYcd2kpCRqaxcTiUR48403ef+99+jr60u0z+zcsQNZJXPf0mUEAkEOHzrMxMQERw4dJhAIsvoL9/P45s2JQLxzxw5UKjUPP7yORx97LLEfo8nEmrVrKC0rS5wbn8/HpQvRWlWeAAAXSUlEQVQXGewf4NGNG1ly3320t7Vx8cIFotEovT29eCcmWLlyJYWFhbS3tTEyPDLjcXR3dXH44CEqKit58qmnSEpK4v333iMw1b4UDARwpDl48otPYTAY2LljBwajkSe2bOGxTZsoKCqit7eXcChMQ/01jh87zoLqheTnF1B/tY6rV66gKAqXLl7kwrnzLLnvPjY/uYUFCxZQVFTEAw8+SGFRIYsXL2bzli3U1tbOGPynzV9QxfpHHsFkNrNx0yY2b9lCcXExjQ0NHDl0iHXr17Nx0yb8Ph+7du6cdTvBQIDBwQHUajVqjYZoNIrBYKCjvYM0h4MlS+5jxcqVKIrClctXGBkepqWlBVmSWLd+HTablWv115j0TQJQVFzEypWrWLp8Oe3t7Vy8eAn/pJ9fvfBLNm56nKe++EXGx8cpmTePjvYOdrz/HvOr5lNZWUlTUxNnTt+6CSc1NYXa2sWsXLkStUbNlctXGBocpL29jWg0ytqH1uJwOGhqbGRiYoKRkRF27dxJfkE+W558kpLSUlRq1azbDwQCXLl8mRxnTvzFLRrl0KFDtzyvY54xOjs6SEtLY+1Da9HrdIyMjNDQcI2uzk7KKyp4bONGnE5nYj81NTWsXr2aMY+H4HVtmAcPHCAcDnP/gw/yxObNyLLMosW1bHjkEYwmI5u3bOGxjRvJy8+/ZT4N9Pdz+dIlnM4cNjz6KFVVVfh8Po4fO05/fz+1i2sxmkycOX2a3p4e8gsKWPPQWrKdTlasWpUoJCysqWbd+vUkpyTz8Pr1bN6yhbKyMmRZZs2aNaxYtYqWm5osJn0+Gq5do6i4hIfXPYzL5aLhWgMdHR3UX73KE09uYdHiWjRaDVnZ2XR0dNLY2EBhYRGPPvYY80pKbnlsd+KeKanOSoLklBTWrV+Hx+MhPSOd8bFxVCoVNpttxhJdfkE+lfPn09jYwNDQINU1NcyvqkKtnvlw8wsKyMzMJCcnl9y8XGSVjKIoNDc1ke10UlxSgsVi4f4HHuBH//ZvNDY0kJ6RTnl5OX6/H3NS0kc6NM+YB5fLhdfrpb29A0VRMJnNt+38odfrWbN2DdlOJwsWLmD7O+8Qm/rNpscfJys7C5PZhNPp5PLly8wrLaWwqAi/38/8qgWcPXMGjUZDXl4uycnJHDtylGgsisFooLCoCK1Wiy3ZdkNJZXhoiEgkQmFRIVlZWVislkTbUH9/P75JH263m8bGJlJT7ciSjAI8uvEx6uvq2L1rF440B5sefxyDwTDjcSmKwvjEBBfOn0eSZEZGRpCQ8Ppm7kyhVqtZsWolmVlZnD1zmtMnT+Hzelm/YQMjIy68E17GPGM0NzdjtVqnd8LD69dx5fIV9u/bi91u59GNG0lKSuLJp56iqamJnTt2kJmVyYZHHkGv1yPLMlabjaTrzrPX68XlGmFeaSl5eXkYDQbq6+oSpU2NRkNFZQWVVfMZGhpkbMxDMBSc6TBob2/HkeaIlxDT01mxahX/59lniUQiAJhMJjY9/jiyLFO1cAGHDh5ElmXsdjuBQCBxDwSCAXr7+ggEA/T09DLp82F3OBJv/QMDAxhNRhYvWXLDvaDVadEbDFisFhxpjlteewDmqWtUVsnYHfZEFeK1a9eYV1ZGUXExoVCIRYsXs3f3nltuKzk5mbT0dHxeLwajkUAgXhLr6emh4do1ZJWKQCCIWq0hGAqh0+lYsvQ+CgoLycrOjtcWRSNEo1GuXr2Kd8KLWq1Gq9Xi8bhRUNBqtZw+dQqVWkVmZhZ2h4O6K1cJhUL09w8QCgbJzMwkGpu9LT4Wi9Hf38+Vy5eRZRWTk35UKplAMIhWq2NRbS3FJSVcuXKF4aEhwuEw/X19GI1G5pWWYnc4sFgsyNLs5RhJkrAlJ7Nuw3r8fj/F80pobWm55XmF+PNr6bJlmM1mUu12dDodRpOJifEJLl64QFdnJ8tXrqSgoACVSoXJbMaabEN10/Nww6OPUHf1Knt378HhsLPx8cexWCyEQiFkWXVH1waA0+mkuqaGlpYWXK4RqhYswG534HK58PnizzoUMJnMxBQFg8FASkoKOr0Om816w35kWUat1pCamnrDcqvNhs324dorSYrfFw88+AADAwPY7anxJgSLBa/Xy8kTJ+jv6yMzMwur1UpxcTG9Pd3U19fTP9BP7eLFlJeXzxor7sS9H1QBlfzBhShJEgq3Djp5eXlseuJx6uvqOHzwIOMTE2RlZ9/QtnTD9lUqJElK/H+ayWzG7R5NBI/e3l4cjjTUGg0+b7xqwePx0N7eTuX8StRqNaFQkGg0ysTEBP39A1RUVs6aTq1Wi0olo9XE2zWdzmxMJhPZ171VzpxeGWkqT3q6e0hPT0eeSrdOpwOIt71VVtLa2srIVO+5cDjM6KiL5Kk26LS0dOaVlvL+e/E39oXV1Wi12hn3KatUhCNhwuEwfr+fnu7uRIcgg9FANBIlyZxEVlYWTmc2NpsNg8HAhkceoaCgkGv1dbz6yiuUl5dTtWDBjPuIRCI0NTayZ88evvW7vwtAU2MjzPKSoSgKKpWKknklFBYVIkmv0t7WHq/KNOiJxWKYTCaysjJxOrOxWK2Yk5JY+9BD5OXlUV9fzxuvvUZRcTG1ixfz+OYnqK+rp+7qFd564w1Ky8pmreVQq9WoVCo8HjexWAzf5CSBQJDU1HgVmyRJSNMP0OlrapbjMBqNjI2NJUoNg/39JCenIE+d4+uvy+6ubrJmqZ5SqVTodTqUmEJaWhparQatVkdmVrxdXKvREgqFGR8fJyUlJfHyplKpQIFwKN5EIMu3r8DSaDREI1HCoRBMBVWz2czw8BDRaJRoNMrw0BCpU1WOs5FkOX58spzYr8/r48iRI/i8XlZ/4QuJ/gAAsiQn8uL6Z4HL5eKN117niS2byczMIqbE1/f5fFhtNsYnxtHr9Gx58kmyMrNob2ubanuNB6F5paWkZ6TPms7JyUlOnjhBT08Pax96mO7ueLt0PE3STWmaOh9qNQG/n2g0OvXi3J6o0p/N9LmOhMMMDw2TnpFxy/N65tRpVCrVB81cOTkAOBwOUlNSqa+vY/fOnajUahwOxwcvlzNYt349+fkFXKuv47VXX2VeWRnV1dVT5zpCOBxO1OrcSlZ2No8/8Th1dfUcPXIY14EDrNuwYeZn3dS1rFKpUGIKofCN16BarSYWixKaalK4/vk8I+mDeCHFTwiRaIRINIJWp2NifByHI42i4mJsU4HZYkmivr6eA/v3E/D7yczMTFSVfxSfiaB6M0VRGBoaYvvb79Dc1ERnRwdvb91KdU0Nefn5tDQ3c/LESTQazVTnFd0dPShuVllRwd7du3n15VcSGb/piccpKy8nHA7zwvO/wO+fRFFiSJKEJcmCXm/gF889z8TEBIGpTxQURaGjo4O9u3Zz5coV/JOTvP/ee1RUVlJRWcm5s+dobGjAYDSQl5fHbS4bJn2TvLNtG6mpqTQ2NrHp8U2oZ7jYVSoVCxYs4Mihw/ziuedAkhgciFdXApiTzBQUFuB2u3G73VTX1KAoCg3XGjh88CDnz59Hr9djd8Q7h9lstqleoq10dHTgnLqBMzMzWVi9kP7+fiRZQpZlFi5cCMDrr76GoijElBgGg+EObkqJcDhCe3s7A/0Dt6wuc424OHPmNP198f32dvdQWFREckoKZrOZBQsX4HK5aGluQa1WUzm/EkmS2LZ1azyAKaDXf5CmX73wAnqDgXA4gsFgTLytetwetr75ZrzTRmsrb73xJuUV5RQXF7Nr1y5eeP55fD4fsiyzoHrhbY7vw+bNm4fFYuGdbdtITkmhuakpUZUXjUZRq9X8+sUXkSWZ3t4evvb1r8+4nXhwmEdWVib1V69itdlITkkmKzsLlUpFaVkZbW2t/PIXvyA5OZmCwkKqa2pISkoiLz+Py5cvMz4xzrx586hasOCGkvnNtFotVVVVvPCLX+BwOFiwcCE1NTXs3bOH53/+c9RqNZ2dXWzctPGu8wMpHpzGx8dpamzC4/GQkjJ7J6/Ez2SJgYEBXC5X4uEbiUSYnJxkzDPGuDROMBigs7OTouJiSkpKuHr5Cin2VIxGIxmZs7enSkggyUxMeGlubsLlct3QyWcmeXl5aHU63nn7bQx6AxPj43CLAsH05yMv/upXhEMhxsY8PLzu4Vue19mcPXOGxsZGVCoVarUGnVaHPNXhaf/evdTX1dPZ2ck7W7excvUqqmtqeGfb20SjUZTpe3Xq+tfr9ZSWlfHTf/930tLSWVC9kHnz5s26746ODo4cPoxWo0WSJHQ6PSkpKVRUVnLh3PnrnnX5ifOk0WgoKi7i2JEjdHV0UlZeRtWCeCe4svIK3nrjTTIyMphfNZ+Kykpee+VVBvr74/n1y19RvaiGioqKWfM1FAzh8/kYHXWj0Uyg0+nIyMjANeri3Nmzibbfjxorrqd65plnnvlYW5hjKrWajMwMCgoLkaT4A9qWbKOsvBxJkjAa4z1kjUYjQ4ODpKWlU1xSTHJKCukZGVgsFsbHxxkeHkalilf31NYuJtuZPWNmqdVq0hwOMrOySEtLw5mTQ0pyCkXFxaSkpmK32wmFgmg0GkrLyli5ahVWqxWL1Uo4HCYtLY2Vq1ZSUFhIRkYGKckpRCIRMjIzWbxkMQWFhdhsNnxeH26Pm6ysLPILC0hNTSUrK4ucnBwMBgORSAStVktqaip2h2PWEmMgEOC9d9+lpGQeySkpVM6vpHbxYjQaDUajgfnz5ydKq5IkkWSxkJySTDAYxJyUxPwFC6ipqUGW42/8BoOBzMxMysvLE50oxsfHmZiYICc3h9zcXFLtdnJyckjPyECWZAxGAwsWLmR+VRWZmZmYTCYyMjOJRqNISGh1WjIyM0lOTqarq5OYEkOtVlOzaBGLlyyJl4xmIMsyRpMRg8GAWqUmPT2d6ppqCouKZuwRHQqFGB11MTk5iVajJTcvjyVL7yMjIwOtVkt6erzkoaCg1WlJz8ggJSUl0UNUrVazYOECFi9ZgkajibfXyTI6rY5FtYuorq5GpVIRCofo7+vH4XAwr3QeycnJZGdnk5uXh8lkIhqJkGq3U1NTQ3FJSbzUoNeTk+MkLS0NtUqF3eEgKzt7xqpvo9FIqt1ONBxBpVZTXFzMipUrMRgMyLKMxWJFq9Gg0+uprqmhpmZR4mEUCoWor69nYmKcL9x/P+akJFJTUwkEA2g18U4l6RkZGI1GbFYrycnJRCNRNBoNDruD9Ix0tFotKSkpaNRqJMBut0+ViGa+BqevrexsJ36/H61WS1Z2Fnn5+aSmphL0BzCaTMyvms/iJUtmfUjFj81CttNJeno6mVlZZKSnk5ubS35+AVqNFp1eR1FRMfOr5uPMySE5JTlxPWjU6vhvMjJISkrCbDYjyzImo4nq6mrKy8vxTng5dfIkS5cvw2A00N3VRWNjAw89/DDpGRn4/X40Gg1ms5nMrKxZ25LVajVmkwmtTotOqyO/oICqqipyc3NJSU0hv6AAm82GWq0mIyPeq9RqtWK1WolGo1gtVpYuX0ZJaSlpaWkz5smYx8PbW7exavVqkiwWampqqKisRJblWc+rxZJEekYGObm5N1RZTvcKVqvU5BfkU7u4NlFrMDAwgCzLU9XSdtLT03GkpdHT0000Fn+Jq66uoXbJ4kSwyc7Oxj85icFoICsrC1ty8qzXhs/rZXBgEFmlIj09ndrFtRQUFGC32zHoDfFSo1ZLaqodh92OVhsPvg6HA6ae+WlpaTgcjqleupmEwiHUGjWZmZmk2u10dXaSZEliflUVVpuVjIwMUlNTUalUpKSmUDJvHpIkYTKbcTgcDPT3MzgwQMX8SqKxGC3NzYQj4XhgdblQq9RkO7OprV1MVlbW7UvEtyApn9Ovt6eroKarRj4OJRYvad28nekH8w3rKkpiv3dzYqbbz273O7fbzV9873t8/5lnEi8edyJRffYx38Ki0WjiZWcm4XAYeapKD+L5EQ6HkSTpjqqOpn8zXUK7k3UjkciM1fd3myZFUQiFQlNv93dYiaOQqGr8uHmrKAqx2IevM4ifP2mqmjEWi9HV1UV9XT2xWJRjR4/y4Jo1rFu//ob1p/Pw5jyJxWLxNlFZvuFv0/kuX1cVezvT+7khH2e5X+7W7a61mUQikRuugyOHD/NP//CP/F9/+ZcA7N+3F7M5ib/8r38VT+vUtTAdPG5nOu/u5tiikSiySr7lvaooCp2dnfz5n36XN9/e9qFzc/3+ZzuvN4tEIsRisTs+ttvdqzOd69nc6vl7q2fdbM/P6fv8Tp8h1/N4PLy9bRuXLlxky1NPMTQ0yJXLl6ldvIRNj2+663y6nXuupDpXph+ic5FJs93YMy2bXvdu33SmH2R38ruA30/VggW3rX66OV0f5+1r2u3SeHOeTwe7u3kI3c2DdHr7t0rXnaZJkqS7v7GkucvbWx33zfvwer3xt+1wmMKiIlauXHlDx7JbvWTMdo1+lGt3ej93ehx346PeRzf0izAa0en0hIJBAn4/6RnprFm7luSpktat8mkmH+XY7uQ4pl+WwuEwS+67b9b17ya908/Auzm2W92rM53r2+17tufmbHlyq2vzo76kqVQqjEYjsqwiEAwAUFpayqKpXu53m0+387ktqX5exWIxPG43Fqv1Y/VQEz7bIpEILpcLFAVbcnKiyl/4sIDfj9vjQQIsVutdvYx+mqLRKG63+2N1khFmFovF8Hm9eH0+NBoNFovlls0bH4cIqoIgCIIwR+79wR8EQRAE4TPiUw2qY2Nj1NXVJb7v6u3ppbGh4Z4YYFoQBEEQPq5PNag2NTbyw3/5Vy5fukQkEuFXL7zAcz/7+R1NPyQIgiAI97pPtaeLe3SUWCzKubPnMJpMidGIprtYDwwM8N727bhGR6murubhdeuIRCK8+vLLLFuxgh3vv0+SOYnNT27BbDbT0d7O3j17kWWJ5StWzDpSjyAIgiB8Gj7VkmogEKC2djH1dXW8/+67LFpciyzLKLEYXq+X//79/xdbcjIrV6zgrTfeYM+uXYTDYd547XWe+9nPKSkuYXhoiG1bt9Ld1c3zzz1PUXERGRkZbH/7bRoaGj7NwxEEQRCEG9xRSXViYoLz587R3taGWqOhrKyMxUuWADA0NMT5c+cY6O9Hp9OzeMliSmYZwsofCJLqsJOcksKVy5d5/IkneOuNN4kpCmfPnsVoNPLgmjWYzWaGhod5/733WLl6NaFQiI2Pb2JBVRXpGem0tLTQ0NDAyPAQJpOZUChMKByh7upVysrK7joT2lpbuXD+PBMTExhNJh5ety7xHVvd1atcuHCBSDhMUpKFzU9u+dgftQuCIAifT3cUVCVArVKj0WjRaDSoVB/8TJIkNGpN4m+yfKupjfxYLBbWb1jP8NAw2dlOQqH4QMlDg4OkpKZiNpvRarXk5OTgco0C8cHc8/LyMJnNzK+qItvpZO+evYyPj1NfVxefZNjpnHXO1NuRZXkq/drEeJXTVCpVfBnxUUbm6gNhQRAE4fPnjoKqyWxm8X1LqFlUA1OjzkxLTU1l5epVxKJRkKRbflAbDASQbTaqqqowGI1otVrC4TCKolBQUMDWt94iGAyi1Wo5dvRooo1U4oNRSTQaDTabjYyMdIwGIxs3bcJkNiHdZt+34pwa11aJxRID8E8rKi6OT8atKDfMpCEIgiAIN7uzkqokxQPNDKO2yLJ8w/Bot+L3++OlQq028RtZlgmFQlTX1FBbW8sf/f7vYzQaMRiN/Pe//dsZt6PVaqmcP595ZaX82Z/+Kal2O5lZWXz5K1+m9CNU/6rV6llHJ9JoNB9pvElBEATht8+nOqJSMBBAnhqsfLoa1ev1To3LKBP8/9u7QxyAYRiGooGRdv+jRotBm4FtxSXTquo/bG5gKZEsz7TWm7n7+OgRESPzqqo7n2mS7HiKmL0TAPCXLc4UTj2vBQDgY1sMhBQqAGAFF4m9gIAo8KIaAAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Если doc-строка слишком велика, чтобы поместиться на экране, Python выводит\n", + "подсказку -- More -- в нижней части окна. Нажмите ENTER, чтобы прокрутить\n", + "текст к следующей строке, пробел для вывода следующей страницы или Q для\n", + "прекращения просмотра doc-строки." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Аннотации типов**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Аннотации типов в Python предоставляют необязательные средства статической\n", + "типизации. Если вы используете аннотации типов, вам не нужно применять их к каждому зна-\n", + "чению данных в программе. Вместо этого можно воспользоваться методом посте-\n", + "пенной типизации, сочетающим гибкость динамической типизации с безо пасностью\n", + "статической типизации: аннотации типов включаются только для некоторых пере-\n", + "менных, параметров и возвращаемых значений." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Аннотации типов для набора типов**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Переменные, параметры и возвращаемые значения Python могут принимать разные\n", + "типы данных. Чтобы учесть эту возможность в программе, следует задать аннотации\n", + "типов с несколькими типами; для этого надо импортировать Union из встроенного\n", + "модуля typing . Набор допустимых типов задается в квадратных скобках после\n", + "имени класса Union :" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Обратите внимание: лучше использовать форму команды импортирования from typing\n", + "import X вместо import typing , а затем последовательно использовать развернутую\n", + "форму typing. X для аннотаций типов во всей программе." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Обратное портирование аннотаций типов*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "даже если вы используете стиль аннотаций типов в ком-\n", + "ментариях, все равно необходимо импортировать модуль typing ❶ , а также все\n", + "псевдонимы типов, которые вы будете использовать в комментариях. В версиях\n", + "до 3.5 стандартная библиотека не включала модуль typing , его следует установить\n", + "отдельно следующей командой:\n", + "python -m pip install --user typing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Измерение быстродействи анализ сложности алгоритмов" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Модуль timeit**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "использовании алгоритма XOR, для того чтобы поменять\n", + "местами два целых значения без использования третьей временной переменной:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From fa0436f4ffbf272a518e0998559272812a450864 Mon Sep 17 00:00:00 2001 From: kypena Date: Wed, 27 Nov 2024 19:03:24 +0000 Subject: [PATCH 3/3] SENATOROV updating DIRECTORY.md and README.md --- DIRECTORY.md | 1 + README.md | 1 + 2 files changed, 2 insertions(+) diff --git a/DIRECTORY.md b/DIRECTORY.md index 835aa36..cd23555 100644 --- a/DIRECTORY.md +++ b/DIRECTORY.md @@ -4,6 +4,7 @@ ## Python * [Clean Code Conspect](python/clean_code_conspect.ipynb) * [Clean Code Conspect](python/clean_code_conspect.py) + * [Clean Code Conspect2](python/clean_code_conspect2.ipynb) * Made-Easy * [Chapter 13 Modules And Packages Python Made Easy](python/made-easy/chapter_13_modules_and_packages_python_made_easy.ipynb) * [Chapter 13 Modules And Packages Python Made Easy](python/made-easy/chapter_13_modules_and_packages_python_made_easy.py) diff --git a/README.md b/README.md index 835aa36..cd23555 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,7 @@ ## Python * [Clean Code Conspect](python/clean_code_conspect.ipynb) * [Clean Code Conspect](python/clean_code_conspect.py) + * [Clean Code Conspect2](python/clean_code_conspect2.ipynb) * Made-Easy * [Chapter 13 Modules And Packages Python Made Easy](python/made-easy/chapter_13_modules_and_packages_python_made_easy.ipynb) * [Chapter 13 Modules And Packages Python Made Easy](python/made-easy/chapter_13_modules_and_packages_python_made_easy.py)