{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "T-WJ471SNaqd"
   },
   "source": [
    "# <a href=\"https://mipt-stats.gitlab.io/courses/python.html\">Python для анализа данных</a>\n",
    "\n",
    "## 1. О том, что такое Jupyter Notebook\n",
    "\n",
    "**В ноутбуке есть интерактивный контент, в связи с чем его рекомендуется просматривать его в `jupyter notebook/lab`.**"
   ]
  },
  {
   "attachments": {
    "jupyter_art.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "7TxeQ2ZEJeCm"
   },
   "source": [
    "![jupyter_art.png](attachment:jupyter_art.png)\n"
   ]
  },
  {
   "attachments": {
    "jupyter_lab.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "jtPcPXnkJeCm"
   },
   "source": [
    "[\"Why Jupyter is data scientists’ computational notebook of choice\"](https://www.nature.com/articles/d41586-018-07196-1) — статья с таким заголовком вышла в октябрьском номере `Nature` в 2018 году. Она посвящена `Jupyter Notebook` — опенсорсному веб-приложению для интерактивной разработки, которое за последние несколько лет покорило сердца миллионов и стало де-факто стандартом в аналитике, науке о данных, машинном обучении и много где ещё. Количество `.ipynb`-файлов на `GitHub` выросло с $2 \\cdot 10^5$ в 2015 году до $2.5 \\cdot 10^6$ в 2018. Ниже мы разберём основные причины такой взрывной популярности:\n",
    "\n",
    "### Лабораторный журнал 21 века\n",
    "\n",
    "Работа аналитика или учёного отличается от индустриальной разработки отсутствием чёткого техзадания. В этих сферах правильная постановка задачи это уже половина решения.  На начальную фазу — тщательный анализ исходных данных (`exploratory data analysis (EDA)`) и последующую постановку гипотез — уходит много времени. Как следствие, до самого конца неясно, как организовать процесс разработки: что в итоге важно, а о чём можно будет забыть. В таких условиях тратить силы на скурпулёзное написание кода бессмысленно — на первый план выходит умение быстро прототипировать, ставить эксперименты. Кроме того, свои результаты приходится постоянно презентовать как коллегам, там и заказчику или начальству. `Jupyter Notebook` убивает этих двух зайцев одним выстрелом:\n",
    "   \n",
    "![jupyter_lab.png](attachment:jupyter_lab.png)\n",
    "\n",
    "По своей сути `Jupyter` это интерактивный лабораторный журнал: он позволяет создавать отчёт с помощью `markdown` с формулами из `latex`, писать и запускать в нем код, дополнять отчет иллюстрациями, в том числе интерактивными, пересчитывать всё на лету и обмениваться результатами в читаемом формате. Это дало новую жизнь парадигме **reproducible research** — в формате `.ipynb` или `R-Markdown` пишут [статьи](https://github.com/jupyter/jupyter/wiki/A-gallery-of-interesting-Jupyter-Notebooks#reproducible-academic-publications) и [даже книги](https://github.com/jupyter/jupyter/wiki/A-gallery-of-interesting-Jupyter-Notebooks#entire-books-or-other-large-collections-of-notebooks-on-a-topic), где заинтересованный читатель может сразу же воспроизводить описанные результаты. Автор не уверен, что впечатляет его больше — потенциальный полёт человечества к Юпитеру или то, насколько более демократичной `Jupyter Notebook` сделал высокую науку. Которая, к слову, страдает от того, что [70% учёных не смогли воспроизвести чужие результаты, а ещё 50% — свои](https://www.nature.com/news/1-500-scientists-lift-the-lid-on-reproducibility-1.19970) согласно опросу в `Nature`.\n",
    "\n",
    "### Нелинейная последовательность исполнения\n",
    "\n",
    "`Jupyter` позволяет запускать клетки с кодом в произвольном порядке и, в отличие от `IPython`, в нём это делать удобно. Конечно, это повышает требования к разработчику, который должен помнить, какая конкретно последовательность ячеек решает задачу, и провоцирует писать очень плохой код, но в реалиях, когда полный перезапуск пайплайна требует нескольких часов на суперкомпьютере, это не прихоть, а необходимость.\n",
    "\n",
    "### Вавилонская башня от программирования\n",
    "\n",
    "Вопреки расхожему мнению, `Jupyter` поддерживает не только `Julia`, `Python` и `R` (`Ju`-`Py`-`teR`, именно потому), но [более 40 языков](https://jupyter.org), включая `C++`, да-да, компилируемый язык, [check it out](https://quantstack.net/index.html). Более того, для того, чтобы писать код на нескольких языках одновременно, обычно это `Bash`, `Python` и `R`, не нужно создавать разные ноутбуки. Это инструмент, который не ограничивает возможности разработчика.\n",
    "\n",
    "### Переносимость и платформонезависимость\n",
    "\n",
    "`Jupyter` позволяет развернуть дружелюбный интерфейс на любой удалённой машине, от учебного сервера до гигантской распределённой `map-reduce` сети. Учитывая, что работать с данными на своём ноутбуке почти никогда не приходится, что либо нельзя контракту, либо в оперативку не влезает, возможность оставить в прошлом сумрачную серверную консоль многие восприняли с облегчением. В сочетании с инструментами в духе `conda`, `jupyter` позволяет развернуть привычное и настроенное под себя окружение, не задумываясь о том, с каким железом и в какой системе приходится работать. Более того, `Jupyter Hub` позволяет создать точку входа, через которую над проектом могут совместно работать несколько человек. Это позволяет специалисту настроить окружение один раз, после чего им смогут пользоваться сотни человек. Неудивительно, что многие онлайн-курсы переходят на формат `jupyter`-ноутбуков.\n",
    "\n",
    "### Вывод\n",
    "\n",
    "`Jupyter`-ноутбуки это мощный инструмент, который облегчит вашу жизнь. Тем не менее, работа с ним требует дисциплины. Далее разберём как `best practices`, так и распространённые антипаттерны, которых следует избегать.\n",
    "\n",
    "Мы разберём такие темы как:\n",
    "\n",
    "1. `jupyter_contrib_nbextensions` — плагины, которые превращают `jupyter` в удобный кодовый редактор;\n",
    "2. основы работы с командной строкой (здесь `jupyter` похож на `vim`);\n",
    "3. `jupyter magics` — метаязык, который позволяет навешивать триггеры на клетки и интерактивно менять переменные окружения. Если простыми словами, то эта штука позволяет засекать время исполнения клеток, менять формат отображения графиков, запускать внешние скрипты и многое другое, что обычно делают через терминал."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tr2NAI_gNaqm"
   },
   "source": [
    "## 2. Основы\n",
    "\n",
    "Установка всего необходимого в `conda-env` обсуждалась в прошлом ноутбуке. Для того, чтобы поднять `jupyter`-сервер, активируйте `conda-env` и наберите в терминале:\n",
    "\n",
    "```bash\n",
    "jupyter notebook\n",
    "```\n",
    "Когда вы откроете `jupyter`-ноутбук, в меню `Help` можно будет найти интерактивные вводные руководства.  Советуем ознакомиться с ними, если интерфейс вам вновинку.  \n",
    "\n",
    "Всего ячейки бывают трёх типов:\n",
    "- `code` — собственно, код;\n",
    "- `markdown` — текст с формулами на `latex` (в одинарных или двойных $);\n",
    "- `raw` — неформатированный текст.\n",
    "\n",
    "Изменить тип можно либо в меню (`Cell` —> `Cell Type`), либо с помощью клавиатурных сокращений (см. ниже).  В целом, базовый интерфейс довольно интуитивный, в нём полезно разобраться самостоятельно."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-07T23:25:05.507933Z",
     "start_time": "2019-10-07T23:25:05.505839Z"
    },
    "id": "O_uZeSBjNaqn"
   },
   "source": [
    "## 3. Плагины\n",
    "\n",
    "Встроенный редактор довольно удобный, но с плагинами он становится по-настоящему хорош.  Установка библиотеки `jupyter_contrib_nbextensions`, которая отвечает за поддержку плагинов, освещалась в прошлом ноутбуке.  Давайте разберёмся, какие плагины из стандартного списка наиболее полезны:\n",
    "\n",
    "- `Ruler` — отображает красным границу в 80 символов в строке. **Этот плагин нужно поставить обязательно,** чтобы не расстраивать проверяющих тем, что при конвертации в pdf у вас опять что-то не влезло в одну строку.\n",
    "- `Codefolding`, `Codefolding in editor` — незаменимый плагин, который позволяет сворачивать код для лучшей читаемости.\n",
    "- `ExecuteTime` — автоматически запоминает, когда ячейка начала выполняться и сколько времени это заняло.\n",
    "- `Notify` — посылает `push`-уведомление в браузере, когда ячейка закончила выполняться. Если она отрабатывала достаточно долго.\n",
    "- `Move selected cells` — позволяет одновременно перемещать выделенные ячейки вверх или вниз.\n",
    "- `Limit Output` — ограничивает размер вывода ячейки. С этим плагином всё не упадёт, если из-за ошибки в коде вы решите распечатать многогигабайтную таблицу прямо в окошке браузера, что бывает чаще, чем хотелось бы.\n",
    "\n",
    "Этим список плагинов не исчерпывается, остальные можете выбрать на свой вкус."
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "d8sog2UYNaqr"
   },
   "source": [
    "## 4. Работа с командной строкой `Jupyter`\n",
    "\n",
    "### Command mode\n",
    "\n",
    "В `jupyter` есть `command mode` — режим, где можно вводить команды для быстрого редактирования текста. Как и в `vim`, из которого эта концепция была позаимствована, его можно активировать кнопкой `Esc`, после чего возможны варианты. `Esc + h` откроет справку:\n",
    "\n",
    "![command_mode.png](attachment:command_mode.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BlmRg9umNaqs"
   },
   "source": [
    "В ней перечислено много команд, из которых чаще всего используются такие:\n",
    "\n",
    "- `Esc + F` — найти и заменить;\n",
    "\n",
    "\n",
    "- `Esc + I` — прервать исполнение;\n",
    "- `Esc + 0` — перезапустить ядро;\n",
    "\n",
    "\n",
    "- `Esc + Shift + ↑↓` — выделить ячейку выше/ниже текущей;\n",
    "\n",
    "\n",
    "- `Esc + Ctrl + Enter` — запустить выделенные ячейки (в естественном порядке);\n",
    "\n",
    "\n",
    "- `Esc + D + D` — удалить все выделенные ячейки (включая текущую);\n",
    "- `Esc + Z` — отменить удаление ячеек;\n",
    "- `Esc + C` — скопировать выделенные ячейки;\n",
    "- `Esc + X` — вырезать выделенные ячейки;\n",
    "- `Esc + V` — вставить ранее скопированные ячейки;\n",
    "- `Esc + A` — вставить ячейку выше;\n",
    "- `Esc + B` — вставить ячейку ниже;\n",
    "- `Esc + Shift + M` — объединить выделенные ячейки (или текущую ячейку с нижней);\n",
    "\n",
    "\n",
    "- `Esc + M` — заменить код на markdown;\n",
    "- `Esc + Y` — наоборот, markdown —> код."
   ]
  },
  {
   "attachments": {
    "edit_mode.png": {
     "image/png": 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OdyzcQM3QMUQEokKICH7/AJZTB16dnDKQ0tyJ48SekIqX01tizyVyv8G9lH7hOemnqqSzh2Cqi5lWxxUboqFBudIqRkyimBBDvJx0BoHVXF/U9V0fpOvyVX1pCFWJGsXky+lVkQUVOqfydvllnCvZ1Dj2ooboBAA6AAAM/Ajs+ETh23VbQ8yti1ab0m1KnmGyFjN3FnXxDXl2Z7p8le69xfWHhhsIwTXJxyB1bb5zbvrk8lNTRyj7eugd7a53XVCJF/aPAi6u3PIMuw+YkcR536QkD+0IlDIr9QK+wHqBcWPWC9SqurHl9KQNMqGktSuT9eKrYkvFys68IH3dqPHbVt5B94MjF/d1nYLRuMWjNcXfkFsan0NvG2/aj5rI35yq+dOSWBdBmVkkYyCyp0kSg3IVMSIlTKYPmYBMIjkLx3pt8KIfhs79P2J0bHxfENwQ5Fqg2mZJIqgHffHmEXxXAPPIXIAp5e938gL34/ZyHAIbSIjfcS1p8Lgt27V1p5hrdvQo8SSAa03b4a+Lo53GLeNsXTetqOhW4dR67SRWtOufBl/7RxEfpIBsBjcQ2oa1F514iuE8P0n8H5fL3/bEnn4/b9vvv7OazPUvNZP1rP8AtDbjj98R8CTh1XU72aJ/s/WD4hx4+/4f/wAR9EfEd9/a9vOork/wS4ncyoakQ/I7T8Zfj1lczmuSaMi9ipaAUMUCHFlKMFkHjcDlKQDAmqUD+JfIB8Q6+/jvwj4pcUdbWzUehdJVGkUOwLrubE2V96RXsqypBTUUk3bw6zh8YxBEgiuooPiIh9w9ZTxfDG7w5s7FV4hV5hu3N34ugXtiYGqWRTImBR+in/VmViJn9XLeHYizOnrq7EZOmA5wY73PT6zS/HhL/s2Wp04oaf8AVZSB1cXXYI+34i8+IjxJ8J1/+8+FB75ePz8Pd7+Xln9yMbzifev1y7/VmuHD2qbFLomjjWh3FW5iVFateSnxf0IEc+aGTKD8De+IicBEUv7PQ97RGnoN+k0xgbfVm/ESGCtTSRkV489rnjt40hnKbkxYtMz4SxYGURTE3wQIeRQEg9kMYo2r5Q+nxw95lqUh7yK0wwuthrRFEa/OsZeQhZqHSOHR0m8rHLt3hEjdB5Jgr4mH5iAj889XiuK7TiW4oDL3blwidu0tdnAPMjmYGpSVgb1h4fhdHDJwpOEthAY303LdwGOQOgiJOknUC0wKKel9xw3PqLll6j+192ciuG+zNjXyWrDu20vTzZ2ya0ybbMFEzLvWLt05XbuXjc7ZU3uHAVBTE/XQ/LG/ViAX3Oj0K4OZ7NS1N7yj5cp/+7NJN4Bydj5fu8gOKgl/4h8s2n8ZOJPHHhvQXWsuNGqK9qqoOXyko/TaHWcOZV6p0B3T144Oo4driBSgKqyhz9FAO+gAMqX6s3FjZXJLjbWrZx/bNHXKHUtzh9u62QXOCZJSYi1BOaOOcf7JXbc7lt8xAPJQgiIAA5mu8Qlp+HuH4LLWScbLbdCxAEk6QDpAkkADfFarPDtcXiEHx3VugZ3Z0ZVkmAJJGo4Ekk8zVIueJtdE9fb0Uh2GaIKP1T2cEF8aJQJ9LiybAgBPL5e7/wB54fv8vHr59ZG3KhRor63vIElGMiZwlwMsZb18L14gYZZQY8HXj/8AvfHzEnl9rw+75Zk/InSrf1EfUH9KXZ+0eJW5nXHKV1BsEblG2+nSUcNLkXCceo2Zyap00zR74q6BvZP5JnMdEFETD0U2bYOPfpwcLeLNZ2/VdHaUa1Vrf0DNbnIPJyTlpaxoikdH2nMq+crvTEKRVQpS+8AE8hEoFEe8wX/0fcPApYaAyjiwBMgm43E2hMbRr1ahqkBQBnVW6zx6DjDfWSpPDE4ggWxYumJ66dOkxDFiTyrmutdSm6l/2NyvsNPR/wBDu3epoaWmRZpGAVmjmaQWlVVQJ0YxTIKOhUHvsU/IO+ssFyj4x+oXyL4daHo23OW3o06Q43t5qlTVAtVfqthhl4p42cN1YkId68mFWxFlQKRAhQTMJyKmKUOzAIdIGp+OGktI6DqfF3XGv4uM0HCQX1Zj60+WWk2xYvwEgtVjPDqqOExKYxTe6Y4mARARHKX6r9GT0ztL7IqG1de8W4OOtNdfjK1xu+sMxJxNaediIOI2HeO1WDJUomESnQQIJB6EolEAz3+J4tX/AEld4oToe6lwdRoYkCNsYKZhWLYINeHw/DMn6Ps8MYLojqeh1qoOd4Ok6sd4EbEZqTaeNnJqr8z+YXKb0qOXXEe5bJszuCjN0an2SwWkY9pOR8cVJt4SkWsD2LXM1OUfh1UlCdn8xDr7IVnqZNO+pbxZ4pyetrDpT0q+bWv98WZekVyPaxcpByuwIgXKcwVrHl+GLLtVyLqrnWSAqxDKCcTGMURPt85DelFwD5S7Qkd07k0ID/az5qiylJ6v2iarbuaQSL4ppvzxLxr8YUpeiB7/ALnRQAv3AAZllx9NPgjfOOVK4lWPjHrY/H2tOSPq7X2SKrH6BeFExvi2btsdNy3dCKigmcJqlVOKhxMYfIe/I4ZWS0qnddGkAkaSrqwKvuAunuoQwHdAICd707xUuSux1SSJ1Aoywy7EnUAzgqSNRIJfFFOMfIfkbWvUfgeKfqFce+H8pykldWyFgo+5tUoL+UnXWr9EjqLfN35DPo8BWUTW8CrnbnOUfEPIOw2scpf92PkZ/wAhz/8A09fId4tenRwz4YWK03PjtphvUr5NNE4+UscrOydgmXbMhvMrYZKUcuXIIAYAN7JVAJ5AUfHsAEJi5S/7sfIz/kOf/wCnr5sZwbaL94AyYgEl2IwMCFIBiJILQCTWZFIuO33SRAmSAFUHJyZIJEzAIWYAqsHL+IuM9yR4WRVBuTbX9rVdWX4WWWiySJGnTFMTdtjnIB/IoGL8zB15d/u6yf4mm7nqlF2obbO6ovbaS8K4BiRtVUof4EQRV8xEU1lfc8uyfIeuvH9/eeju7jlX94TmvbM+vezde2SsHeKRb+sPkGq5BcEIRTyMqir/AOEnQddfIxu++/l/dD0ArS07S3lN3742aylY5SOUb2aXbOk2hT/IVEATbp+KnQiHY+QdfuzBdtFuHe0NyG+cx5VttXAt+3cOw0/JiT54NaumGn6lQuEug+R0EM2lumPWr7ttOmkVxUIgq+TSFoBPP2wbe0p4e2BQAeux7ETCNq+d+mdVT6umrnNUOuSVqkdiVuEfP1UAFZ0wOsYp25zfvTEPkIf3ZZJ/xjoUjoSt8dl5e3lpMWRgm3dFcIg+ODVciyfmcUvbHsyZQN0QOw766+/M829qSq7rpqtLtqs0yag7byDR7Gufh3kc7ROB0l0Feh8VCiHyEQEPmPyzfxNxWualEqLuoD93uY9YYR453rDw9si1pJhjb0k+MNB9CQfTG1Vr5JR0PxY4lbYd6ArcTrlwPs+2Man7JWqrldFso5AQAfE5SG7A/Q+IlAf3ZA9T4y7brNs1db9baZoGqZxhLM3E3YW2yH0o4sEaI9OUXaKjQhXAqFMJgMY3ZTAAh1l/IPTkW319Y9bXq23XctflQVTeHtS6Cyx0DkAoogZuiiAEDx8gHryAwiPl93UYVDiVA0+UrDhDcvIibrUK5RcxlekLQKka39oQFJMxCplUVTJ0XoiihwAAAP3ZXZOm7rJnKmfAcuseGzSQYAEzujVa0AftY84z09dxuMzULcjddxu0+ZPHWnTz+Xa1lep2A8mgydKNjyLcqjcRbmVTEpypnN4eXiICYoCXvow5J+z9Ma30jxJ5PVvWFe+q8A6p9gfKMyullkyLDGKEESAqcwkAQIXsoCAd9j12I5PMxqauTe2aZuN09m07PBxb2JaIJqJg1URcmTFQyhRIJxOHtF6EDAAdj2A5i/KX/dj5Gf8AIc//ANPXyNnu2lUb96fV2YfIj1qd3vXSx27seiKD8wfSp3zkskhvZ4D/ALWqhq4z8dhAsBo8jMR+IAw0gnYpgX7XkJQU8evn2Hy+edaeU3Z+n7xDjeWE7zgjNPoRfJyVZlYythazUkijLJlai1KLqNI4BiuoCBhTBVRAygF+43yDMHGcGbyXrZMC7ZuWp6FmtsDHMTbg5GDOYg7uE4sWWt3Ik27iXI66Q6kTyw8gwciOcjSrygU47D/2Vd0MP9UB1abjfBFgAR9v2hnBZtvhgS6//ivpHx+77fveXf2u8398WSXJPjHxzT2MD0NhFocAWe+J7976R+j0PiPc7+fn7vn33+/vKZV70WvTCq2yIvaUHxMqTWcYTY2SPijzEqtXY6U8xP8AFtq8o6NFoqgcfIDJtiiUfmHQ5tEz3uK40XbvEcQRDX2ViNwunXscSSbhBMDCrjp4nDcIbVqxw4MrZVlB5tq0DI5QLYMScsemePT0mq56oE3S+fbbQ199NmHUW5D39HYzDaVKsUpZDyYvRAQkFmUo2RM2M2FH2iikAAn2HY/PMF2RxgjdM+nN6LPH20bo0Vyv1/8ArtVtRhM0ZYXdaXjXEhLr/R7UTqK+SKCiiyAkE5vHwEgj2Uc6J9/+kf6eXJ3Zth3HuLjqylNkTSCTafk4ayTEANlSTL4kJKJRjtunIABQAn+0lU+yAF+4ADJztXCDincKLx51hK6YrbDXeqLLFW/XsLELOIpnWZaPKoVouikzUSKcqYLK/slAOkcTCJyGH55g/Rn2K8Nr3tHhQecrYZCxBPMhO4IxqK6oknX+kwb36wF2ufrBHKGvLcABA5Av3jOYDaZgDWnz9TSaesr6FkmgQEHp1tstFFSB0dRD6uIn9sRD7y+RQHr7u8oHr/dXJnkDwY578ouOte9NnhHwSnJfYS8pFWWky05YradIV2T+Sll28mxaoPXZ0BKVL2ljdmIAifsAN0v7B41aU2nuPRG/r5S/p3bes1JZWkS30k7R+hDSLYGrwfYSVKiv7iJQJ+2Ip49dk8R+eVXhPSP9Ouu7nmd9xHGStN7/ACE4rZ3SB5aTVgzzCg9mkCwJ3IxhHYm+375WwKAb7QGA3zzzr3Bs/Dtw5OCl1fIvcDgx94RMgkCcwTBG+3xQS8l9RJU2z56O0mDnSe8sMBMAjA35i6evr6X4gf8AZFzbgXiH9P8Ar82ROMmYp24uiR6pGRD+f2egcEalAB+XYAGbl+ZyTE/r1+kGal/DBfi0HaBrb8N1741z4BEGvxPXz9j4wT+Hl8vc8uvn3lu4X0ZfTRgqPRtYteMES/1vWrDLWiCr8lZJmQjY2QkWgs3Zk2rl4ol7J0TGKDYSigmIiciZD/ayW+MPpucK+HN1uOyuPmlUapseeZEjJOwyc/KT0mqxKYDFaJvJNy5WQbAYCj7CRiJ9lL9n7Ide5x/EC/xF29sGuXro87tgWtJ8AwJLfeX7oJx4trhTb4ZLC5i0lrp8F131c86WBA+643IEnjarCG1nHph+hslQZTU0LBm5fWoF3WwGLl7VkZn6cnPooZZu2WRUUR9/3PEAUJ9sSD3+7N8k5xo57Xn1FPTx3VzF5TemVUbvR39kVrtfoEFNQllvcW4jhSkWCBZKTci6RSKZFwYiZP2Yl8xEAzarDenjwwhOK7/hMloOqzHFty4eu1qjMOHUo3Mu6eqPVlQWdqqrlU+JWUWIcFAMkYQ9sSAUoBinGv0xOC3D2+P9uaJ0USC2ceONFFsUzYJeySjJgI9mas3Mo6dKtkR6DtJASFN0AdD92UcJdFp9bbB9YO+eyt24g4GbeTJlWgjGdnHKbxcr98OsbYa9duTIzMXNsQyyGzIo/ee4/wD7R7odSB+y7keJ8+lYAJ/4mqVkQM2FT/0VOoACP94/35vazTZwN1Ns3cfNXmB6mO6te3XVadiZtNTalrdmjF46Wj6XFuFFFpB2yXKRZseQfHUcERUKU5UU0hEPthm5PK+HGng7Fs4YByfDtLty6AehCuoYbhpByK7f73F3nGxKD+i1btt5jUjQdiIIwRTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGM8Cz2eFp0K5sFgcrNYxI6SQik3UXUUUUUKkmmmkkUyiih1FCEKQhRMYxgAAERxSvfzzJqGi7FDytfm2SMlDPmyrN23UDsi6KhRKchv+AlMIf/AFyG/wBYzX/8Pb3/AAss/wCX4/WM1/8Aw9vf8LLP+X4pX9H47UBQ51DWHevkYREfHaNmKHf/AAAH4AH/AKBn8/q56/8A4h3v+Kdn/MMfrGa//h7e/wCFln/L8/w3JDWqKaq76P3BDsUyGVXdyGubC0atUygImUWcLMippJlABETnMBQABERDFK/39XPX/wDEO9/xTs/5hj9XPX/8Q73/ABTs/wCYZO4CAh2A9hjFKgj9XPX/APEO9/xTs/5hj9XPX/8AEO9/xTs/5hk74xSoI/Vz1/8AxDvf8U7P+YZ/huN+tVk1UH0huCYYqEMku0kNjWF21dJmAQMms3WemTVTMAiAkOUSiAiAgOTxjFKAAAHQB0GMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMiSybtotXmpGvvENhTEmzOVJ2EHTpiYTaqGTIqCairJqsmRT21Uj+BjAbxOUeuhDPD/WM1/8Aw9vf8LLP+X4pU74yCP1jNf8A8Pb3/Cyz/l+P1jNf/wAPb3/Cyz/l+KVO+Mgj9YzX/wDD29/wss/5fj9YzX/8Pb3/AAss/wCX4pU74yCP1jNf/wAPb3/Cyz/l+P1jNf8A8Pb3/Cyz/l+KVO+Mgj9YzX/8Pb3/AAss/wCX4/WM1/8Aw9vf8LLP+X4pU74yCP1jNf8A8Pb3/Cyz/l+P1jNf/wAPb3/Cyz/l+KVO+Mgj9YzX/wDD29/wss/5fksVe0QtxhW1gr7lZ1GKnVSAVW6iCqaqahklE1ElSlUTUIomchiHKBimKICACGKV7+MYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmQRyM/8Al9Xv+fKR/wC54zJ3yCORn/y+r3/PlI/9zxmKV4u2eRoagl2kfL6W3LY4x1IM4ljKxKcWdo+eOBAEkk/efJKgImN4CJkygAgPz6+eZ0XcVRh6pHWvaCqOjEXKp0U2txkmDNYDFHr+0m4USHsOjABVBHoQ7APuyPOUMBO2CB1GjAwstNrNti1x85IzbHWFu2TdgZRY4EAfFMgfMxx+QB8xEM8rkG5uJLprJsz+t8DQTISJ5GerdTTnpRm7AEQQbkSO2dewkoArCZX2TB2mUoiXvsYI3czvqI9AqtPrJHjgATvN1GsAbaQfWWH4A+5OKkDYW9KtQ09UyovK/KVGzy4xwzX0qmkzYofBuHPxXu9GIoTpt4/2ih9rvy+XQ4zyAtNYufEzkHYafY4G1wC1EsPsvo14m6bq9MFwHxVTESj0ICHyHKRwNOt0Rq7Rytn1LtGzRsRuaXmXUW5r4KPm8aPx5k3ajRukRICgZRNQASIBDGEATARMUoylJw0mXQnqD3hOqztHpVjiZp/CRskwOwcGKSC9ld0dooBTo+8qmc3icpTD4+QgHlltkSGnzHhK2yAf6m/pP8tNwkMAPLzIa4JHoq+EEZ63Osu5tdVDaWsdMWCafs9jXFtKPK8yJFu1kniTBNJR0KjpNIzduJCuEhAqyhBU7ECAcSmAMb5A8ltJcW6dG3neN1CoQj+SRhotFvHO5OQmpBUDGTaMI5kks6eODFTUMCSCRz+JDG66KIhkll2m3rW0tY6sUom0ZtxaG0o5Tno2CVcwkEDNNI4klH5fsNFFveAqBT/NUxFAD+yOa8PUOrWwKpyK9PDlzB6v2RuXWGrrTZS3GFqEOtMTDFtKwirFCUbRiAGXdg3VECnIgU6wEcGMUhgAwZQ7wqGYkwTy+KPT9mSYB7x7uBeizqxMAmPEKSPPyAk7DMVYUvqNcLz6LDkaG7WJdXjYPqj9qGkizH1g8/D6H+gxb/SX0l38/gvh/iOvte34/PP0hPUV4aTem9sb6/TS0ruuqI5Ixuf1ghZKFlKw6OBBSbPYd83RkEV1feSBJEyAHWFQoJlOJgDNZ+6pbZO1rlxF501rgtuei6n11vWWnZ6uErBwuVxhndbcRSdrWrhESPQXRcOCFK0OVR6KCXuAmHyTCrfJDS3IHkjfuXvObWPHDepNVp3rR8xE0ubrDmGsux4+pyyz2Wdowb0qTspvbekTQScJpqriyECkHsndiGSA3dBZASf/AA1YWiXYYJA1tjukRBIKXIhcEAlO8QrEAffYPcXQpyAYVTq7wMyBDJO0jV/qfULcHNmxaVqE9AROgIPSLrZlhk7TXZaszsA/Slk24g+bSpWyjVl8Ip74Cq2KJg6OCgk+WWS0F6hXEXk5c2mvtO7Rkpe3PIlSeiGkvVpiCCyRZDlKd9EKSTRunJtSion2uzMsmAHIIm6MAjou5daw3j6je/uakjorjtyG1fW7Zw0k9e1my3mlv6t9Yp0LAm6+jTJyCSSjYTEMZIpXJUxOBljgUUg9w08cTdcWvc/KPh9dNi3/ANWG6zuro+WkkGeytN1qk1mmOXEUaPVj136EJGqyYHKt4ELHKu0fJBNQxilKBss/R667aLcEGHJnf/W4gA+QVLeNPwkAsCymquNbQzshkSAI2EWrBj+ZncSTuCQDBA3WcheUOjOLFagLTvC6rVdpLyRYeFZMYl7Lyk6+MQygNmEYwRXeO1fBNQ4kRSOIFIYwgAAI5ES/qNcL0NHQPIkN2sHmspSePVI74WGknEw9nSGOU8SnBptzSRpEgpKeTIG/vlAhhEgAAjlcOe8LfdecvfT75kMNWbT3Jp/Xw3WCt0dSoJedmIX6Yj26bWVRimxTuXREzszoKA3IoqQrryAgl8srJtKW2Tc9qcIef8fwY3PrvT1G2ndXFhqzCsHc3CWjJSENHNre5rjZEHgL+8TxO18FXpUFCnEo/Mhc9liyyxAzn93vqoBJwSynUDIgGSCEuEX3ViIHImN9UK5xGRBUAiCTsMugOxwnqV8JC6el98P93tq/raMtbGjzK8vAykc+r067WSSbspOMctk3rBQ5nKA9uUUylIoU5hAn2swx36snBVgjfyvdlbLZztUAFrNAK6sthZ6vsvaBb6ReQ4xnxyEZ7Zin+kTog06EP2vzzT5ujSu7OQl15Pcoaxx23lB6y2ByH4/DX4CbqD1lNyUXXpVoWTnnsMomDpk0Aqpg8nSaZwRaGUOUhPEc2HPNS35TnX6r93/RncD12x6EpMHX5f6GXFtPPEkrIC7Nm48PFwsQV2gHSTExi+6l5AHkXunjL72uDucTp7y6u7z7ti3cHj3mZliAVwD3lIN3D2VucQtrV3Toz/Hfa0Y/gWGJzqgkQrAi1179SDhxr211aiSe0py0XedpzPYMFD1GmzlnfTddcnUIlIM28UzcqOEe0VDG9sDCmQAOcClMUwxufn3DX7kb6fVS4/T+vNk8etyQd5l3VgKg4F2mMO2anSI2EVEwQMCq66a6S6RlCmT8BBMxTZpo4b36Y4lcq+Fi+2dCcgZWUifT+o8BPs67RpGan6s+JKm8m7qGaoqPw8lEDJH8ETCkoQgKAQoiYvucceJHJdS58J5Wf1NsvVQWl/yTtKxHUUsH6N21mWKtEN5RRIDJsnJyKlOCJzAYFPcIAeRDAHocenZF2tDWF/WI6E27l62ic8uEDztKnHeEYOBudoba3To1djMjYPZS4z+SM2mP3hmQZ3ea89SzhPtXZsNqah7p+mrNKyT2Ggnx65LNoOzSDUDi4aRM6s1JGyTggIrCKTVwqf8AZn6AfEeqvat9WjXfISHfSdENK6NJGcgGenVVdga4tQI2gij5VqVFgoZmzK3knBm6oeChlSsTAUHZS+4QB1ZcQeM+3H2vfT+4i76uPqums+rLNV3z+mJ6hq8ZR6nIQRwOR8ncBhG5HsWYyJgD4aRcPFknHichzmPmfxGtd0hGP9Mr8fOQza1wXqJobNcuz0eT+indVfWJy8RlmkkCItnDUiJimWUTOIIdgCvh2HdnC2UPGJbLakLAA7Ajt+FXWNx8Fy73ZdYUkloIWPGXWXhbjhYYAmNyD2XENpPXvJa70K0sIABGrdRZPU14Q1HZ8tqWf3WdnYI6wI1KUlSVmYWrkPOKnKQka9sabU0U1eCdRMnw6zoigHMBRKBh6z8tmepvwr1HbNv0e6bStH1n184RQvTeIolhmS08ijRF4R1JqsWKybVkKDlI/wAaqYrcB8yioBk1Cl0kWjXu8YD05uWXpSn4u8i7RyeuF7t7OAsjWlvVqnMs5mzLyLaxuLMVMY5sRBu7IooksuRyVRt4FSEfHu5lN0ZtCHU9fRJ7rO+OnlwRbNKu7UgnAGupU9fM2nceIk/2wPiQWR6S8wBXzJ/a7DPHucU6cI/ExOi0bnTUw7LuAZIjW0zJ5QCjivVtcOjcYvDTAa4Un9lQzBXPIhwJEQBEyQy1vJibBBTsBG2qGmI2UrLxmnINJBBYp27hqcgKEWIoA+IpmIIGAwD0ID3lK9V+pdwn3VsSr6w1zuVeYsM+4dNKy9dViYj4W3rtynMslCzTpolHyhyFTUMJWa6w+JDGDsAEcx7TWodgWn0pNW6FVby+vtpyPH6OqJkpRBVo6hJRSuka+LhM4AokokqboxTABiiUQEOw6zVfUY7a+9dH+khwzg+KXJHUe2NN3ihzmxJOxUh7FV6otK4yOk7MynFUyspMXZyAiiVgquJyOBMf2wA2e5f4ZU/SVzhAZRXRQeZVndXedotKoZsZDDK7nxrHEM/AJxREOyOxHIMqKyJG83GJVc4K7E7brdAc3+MvKS1W6naGv0vsGXgVHyEyqlWJZsyjnLR8di4aqPnDZNsDoi6R/wDZvc90U/FYpBSOVQY7uPOXUWlb/wAuVd67v1vW9Xazb09STRQrUuV/VBmBOkipJvOlG7tNwqKXti1IX4cgHFcfuMEX+kLrS36r4l2aAvdBs2ubO727suYVYzEWqwdOEHNtk1WzoUlSlOZNVuZBRNTro6ZiGKIlEBzWj6gHHzdt8nPWiJWtI7UuTC2o6KTrgMK27dp2YrJ+Uz4rLwTMDoG5OxWBPy9oPmfxDMBBiyB8TaJ6AtEwOgmMnlONhuaBcug/Crso6kK+kGfECcCM++7HW/PbiptSzXun1zZMnCWOuV0bhJt7TWJeteVfAxijMNDyrVsR7GgJRAXrYVUA+X2/mHdOx9WnU+1OS/BLTvGOxR90qWz7BOtJpzYafOwzpxENYF6/byEGd+k0I7bHXaJEF2kRygYp+gMBjFNkA+qBxe3tyK5M7GrmoKRaXRLBwx2dRWE4RmqnFhOvJKJM0jVn/QIpLLFTW8UznARIVQ3XiUwhG8hbdi8p+Qfo8NqRxA5Zaji9fls8bdZ22a4kYNtRnjilPGSTUqrhIgLICuQC/Fo+TUTFbkKqY6hS5XZvFrBvKssBIXYmLl9Dk7CLSHbe4BPeSXEpoLpMCG724H2NlxgbnVccD/6ZwYaNsFR9S3hLetrRem6tussna5Cdc1eLfjXZZGvzU0gJwWjWFhUali3j0gpKlFug5Op5EMHj2Ahngzvqo8FK3K3KLldyTREa1alqTaZNCkz7iJqMym6BqLeYlEmJmcaUywgQizpVJJXsDEOcvzzQhxW4p7pR0rw/4L8gLx6rprJQrlAKv6dDajq7WkQrmIlQeIzCF0UhEiLxwnblcfs5JR+oVUyYpnOYxRspf+Pu6HHpXeuDQY7SO0HGxbht7ZcvWoVGtuzSNpbuHTUWrpg2BP3XaapU+01EimA4E+yI9ZpVVBJnUqq7SMawrWAI3A1dpcxLxpGSQwqSWy9xbXwlnRc506heJnadOhM92dRwAVNba9NeoFrrdHNLk1wuhKNtSLtGtmsSs4nXdTmkY2TWcpKqLJ/FqsSNECpgRAUjmcD8YVQ50AORExhvzmoPi3H3XW/qf88WVy1Zt+Mr+waxryWq9oCrvVa+9LGxC7V4grLETFs3dJqnKHw6pyKnAfIpTB882+Z1khV5mMnkSCQYHKCCIk5BzWHhOIN1NZGmYMcxKggHqczMDypjGMrrVTGMYpTGMYpTGMYpTGMYpTGMYpVctfzsRWLLy8slgkG0TBMLkg8eOlh6I3RJVoQxzmH+4AARz1qPvqOuhTSTjXWz6NTDRykq3sVgZN2kc4aEADCoJgXMogAkHzD3yJCJQEf3ZDNroExtOm8+deV9ZJGdlrCVozE5/Eplhq0GJCmN+4phACiP7gEcmbU23BuKcNV3ms9r0mfbxxRkCy1eXaMmSxAKUyRHZwBFfsRHxFExwEA77DOW5LMOYAj+6T4xA8pzuK7cwFPUmfTTA9ZPtjY1+OruTukNwTU5W6RsKpyNhZyTmPSYhLNFHEmVEoGM6apJKnMq2EDCIKAAd+JvkHWZzI7e1NDy6UBL7Q13Fzx3v0aRk5m2yTg7vog/DgmY4GFXpRMfDry6OX5fMMhLRDx3T75u2hWOs3iNlZS7yc/HPBgnh412yWSRMQ4SBUxbFN9g5fA6hT+QdddiGfVoigEi73ygsM5UVGLyXvAqIOnjESDIMiMWftmTMcv7RIFPe6EvZfIDfvAclbIYp0KBj59wEf3HyIOOVcuAgN1DlR5d6D8h6EedZvVtpWmS3NctRWim1+EGPhm88wkGE2o9+NaLOVkCAskdqj7Kv+ziYSlMoUPIAAw/fk4ZVGacP6TysNbpWr3WRqs9TmEC0kIqFdSCLd6lIODmI6FuQ4tyiVyQwKqAVPoDdmDrJustRtM3Y4CZh9qW+nRDQxBdRDFlHKt5QAP5CCqjhsosTyD7A+0oT5fMOh+ectZtoTudQJ8mYCfSNhzBjNcfFxxyEEeqqTHrO/QicVFd15NQVLu9xpQ612zavq8waSc5Jw7Fq4axrZcqhiHMQXBXB+gRUEQTSOIAX9+Sk+21q6JqMDfZvYdMr9LlEUl4+TkpJJo3dkUIByCRRUxQERKID19//DKlWK0TuuuQfIuSDVu17l9P1uCaQYxFcdOWj9ykm7KdI7wCfDogArJgYVDlAAER/dkQI6T2Bqlbjo4tkjthvAQmvhrzh1S4FnPLw8sZYqqpTNV2bw3tKE6T95FPv9iAGECmyFtpGeu/9cj+1R5sJmQKsuqA2Om3omf7mPkvKCau1uvcU1rPXzbaFQrdU2HUCCgd4qawHaG9hZZJJNRr7bZcjjsVex7OmHQB0I9/KZ5yeg6zFPZ2yTMVXoNsT3HDx84Igg3L315HUOIFKHzD5iOUhsOrF0uFdppOt4jZ0ysc6kozj7AyRayq3UmDpRMrVFNEifl4qCmiBCdAYhfEB+QfbyJTmdxUrUV0qETtxpV4e2JyM2wQrPszRECoLJlXSjZNscFxSVVSP4iifyABMmAmKUQsu93ujeRPgCQJO2Bnp4kVC3kaj0MeJAJ8cnHXwmrPOdxana0hxso2yqCrQEx8BmSTLYWJj99AQHHn7fmJhAoF8uxEQDPF09vrVm9KyysuvbfAyxjskXryOLINlX0QVQBEpHiKKh/ZP9kwCAj95R+Y9ZF+g6hEINtvz8G+3dJP59ZEXS90gW8KLpcjcUwUbtEmjQSgJfApznSATCQvzHrIlq8Pc7nwhmNEQFevlT2zF0wkIu3k4Z1HJrOCkEhkmzxdMrdcFATOUDpHOUAUKJugHIudIeRJAUgeYM+cGOXMevbY1MgmASQT6iPfPPlV16psrXV8cSbSj36lXN0yMBHqUTKoOztDdiHSpUjGEg9gPyN192VsrG5tdaA4/XXaW1pp/X6Qy2Lambl02i3cioRV1cXzVAAbtElVjAZZwkUTFIIEAwmMJSlMYMV0PU4J5sqo2Yq/J0s/DwDmNIhZqdHwkawQUFLyamVbRzQHAgZMgkBM6qYeBhAQ7+eVVjabfTHH667CdUTaOykWuxbU2GHpsErMSy4uLi+bgdJol9s6aYrAqoYPkmkmocfkQctZACo3kj170Y8xscgE8wM1W3JBJEf9pz5enpVmr/fqVquj23ZWx7PDUqgwMc4lpmXkVwRbRrNEgnVWVOPyKQpSiIj/AMM1eVv1T9ebi5n8R9AaClWk3rm7Ve5WKyrWaoTlfmWiMegwUj3TJGTTaGFiv8S7/wBp9hVJUEv2ageBu5f9WbSeyuRPp18p9Q6ggVbbseTgE14yGTUKmebO2doOjsSGMIF8lyNzogBhABFQAH5DmsjebvZXPzmHxeltRcZeUmmai20dtqnPrjedeSlaTgZuWi2KLZkqDtIihCpnSMIL9eyqYRBBRUSH8fPuX3VmZF1lVc6RzItXSs7yC4VQBBDRvqUHbbsoxth20hmAJOY71sbeAZj4gTsrEbZNTepNwr3hsiA1XrLc4z1nmVnreuul65LMYe2qtQMLgkLMuWqbCVMmVNQxis11hApDG+4oiEGce/Uyo7vibBciOWthquvJmX2XcNfwkXWYSSkHU8tG2GSj2rePimwPHzx2dtHFVUIgQ/zBU4EIQPEuqnh/x92lamPp08fd4W/1X17PqSar0s7p8hqCrQdKoklDMlEQOFqJCtSyMabpVuQGL904XScFE5RETiEexPF3lPStfcB98oM+XelYzXu198J2dSha+aztugGc9Yn54+Wb1+Tj3pnbVRNICCdBoqt7L4iifZBMbPQ4pFtuArSpLDViCoKaX3gaiWQQzBfi1NlRhV3dBKwZUkcwdF4lTiTBVD8KkkxAkE7nd7erxxe1RojXW/aMF/3bWrBsyJ1gdjB1GePIwck4fIoOkpFglHqvGbxuksZYrFwgmu4OVNFMonWIOTFtT1M+FWlbQvTdlbamYGwNIljOziaVNnXidOYOy+bdewrN2aiUGU5ftf8A3iZsIAAiIAADmkm78f70w0BeeTNVrHqJ75nZTlDq/Y9pG+62YRlknYuEcsUHErFVWGYNHZEwbpEKZNZmm6U+EE/tiXoxvjvGqt5683j6iR7JePU9p+st4TyVzrUTqfR0NaWV0in1fZMjxkk5kYJ8vDP0RbrNTov12aBCCmYolEVDZQCwRhEuDIGRnsrDC3tPed7pVtJb7Nl0n7mkKpdST3SBO3/mXgW3juqtsEagO+rSow3Stt3e+p9FactXIHZ9vQg9PQkaWYkpxs1XkEm7ERL04AjQiqiiXRymE5CmAC9mHooCIY4ryl0GhyMg+JamxY8OQclUFL4xroNXImcQRXHw4ugcgn8OH7TsASFQFTAUxgIJSmMEa1DivU3PAGucL5ol2XpSmp0dcrks6zZeXI0NFAyEr5RqItzuSlHo5kRFMTlESiIdDnNXBUnn1A8aTeoU84x74kOa1MscRrKOqZay9NNS0Aypq1dVeItPb95RkrNSjqUBUpRIKKRVexKHeT41gl+9asjUEjTy16mNsZyBpc2i28ozbRIq4NGuWLVx4VmB1dFICvEbnUougbQwWd4PQ9L+qLwfia3r+zo7bsNqbWlOVcQDCt0ewTktItI94dm8eli2DFZ4Vim4SOn8YdIqBugEqhiiAj6dw9THg/SKhpK9ym82cxWdkMH0jRVYCClJtW0JtDIlcJNW7BssqdyQzlIgtvEFhN5lAgimoBda2odOTPpecn9eWqw6b3ttfRC3GmoaqYTuvqVI2x3DT8M8eLOkHTCNRWdpJvRfkXBz7fsiomcFDkEAEYl4e8VN+UbkN6Y992Ho681KNVufIDYb6PWjDLp63aWBYHMYykV0QOgzcnSXEPbMcP2h1Uw7Epgy9bINzQGBWbksNu47qqxvNxFFwE4A5HUpqs3pAYKROiAd4a0HJnojnsmEGW5ggitjHND1X+OXG/W3KVlT9gM5rkFQqM/niR7ypzbuCipcY07uOYTcm3QK0YrODewBWi7pBc4KlAoAY5cvprLaSE9x917uvYT+vVVs9prC0zjoVPh2McVRkRyup5KGH20SeRx7OYfEpfmYehHOdbdbDcWndC+uDxJe8ROTm4Npbcsd3t2vpKtUR9LQVqjZiCbpIecuimZq3cNDIKJmarHIuYUUyopqichR3GXFpyHqvpfSUfoCuOU+UEfpJNvVop+zKCyc+nClKigo3cABfdBYoF9pUOvMAKYOuwzzTxBXgb3FASwSwwG8MyXWdAMElWCq2RJUDumRW5eH1cZZ4YkAF7yk7SA1pUcnMBgWZcGATlt6+7UvqZcMd4zn1b1psm5TM6vAPLRENnev7HHHtkW2IU67mB+LYJBNEKU5DdR/xAmA5RKA+Qd6q+NnrxrW+F1Lbt2axvTuM2fuGaoVQiqppS9oL1eHZBJCDh29VZOUpx6f4Bt5IMU0BR95fzIHwa/hEGrqdZWfMX0q971jUXqn3al11xN1/Y9p2s2uDxSLnJSAO2R9quvvIrFmVwUxV5Fq0QYJ+aIFVOQDCn9etNYbr05xh9Ju92zj7yDet9fcmL3P2+HiKTJSE3DRT9a1t2z48UgiZ2ZsY0gzP7hUxAE1iKf2RAc9XsFTiEVjKl1Qxtm6gJB6FCIMA6SWBhhHnLdNzhnZRDaWYTv/AKN0gEdQ65Ge9CkSCDuwuvqXcJdebTmdO23dYR1ri5dpX5t6lXJZzBV2Vc+HsMZSeRanjI90cVkgBBy4TU7UKHj9oMzuQ5v8ZY7kavxJPf5d/wAhkTsQc1xhWJZ4dkm7QMug4cOEGx26LYSEHtyooVEhzEIc5TqEKbm2kuLe8a5UubPDbcl49VI1c2LtG4SrWp6t0/WpitXiFnJIzpJ2S1PoVYkcsCTghFvj5JsogduPt9FKnm5viVp230P1JPUPuU3TbuhVJGl6qhoO0S0coRKw/BR0iRyVF54Ak4UTOdP3QSEQIdQOwDyDM3B9+xavXN2CkjzTUy84KN3SSScwVBUg3cW2i5cRMhSwHl2gVW8QykuAABAwxDSNr2MYzlSpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGVprk3vfZDebsdRvGpajAIz01CoMZKmvJFwT4CScsROZwnKNym8xaCp0CZfHz6+fXYqVZbGQR9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88xSp3xkEfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PMUqd8wLZVKUv9VGAbySMQ+SkoyXaOFW4rpJumT5B4j7iRTpidMVGyYGKByiJREAMH35gv1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzFKfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PMUp9XuTn83tEfhzIfnmeBbNZb4v1VtFEuG2NPr1ObjXURJkj6G9bOjNV0jJKeyseYUKmp4nN0YxDgA9dlH7s9/6vcnP5vaI/DmQ/PMxHYEvyK1jQbzsmY2JpaxxVehn044j2tEfNVXybZA6wokXNMKFTMYE/EDiQ4B334j92KVaUPu+/vGA76+f34xSmMYxSmMYxSmMYxSmMYxSonR0dq5DeL7kilV/DdDmqo0peZ+NcD5wqbs7sjb4b3PYDpdVQ/uAn7g+XQmEoAASxjGBhQg2EwOkksfckk9SSdzQ5YsdzE+gAHsAAPAAbCmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSoHea62lDWq9T+s9g69rzGwySUu/bzlUcyapXRGLVn+zVRkWoFT9tiiPiJBHyEw+XzAA/36vcnP5vaI/DmQ/PMnfGKVBH1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzJ3xilQR9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88yd8jPblwlaPTSS8GWP+l3MzCwbY7pEyyLdR/JtmILHTKcgqFTF15iQDlE3j15B33ilYp9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88xSn1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzH1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzFKfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PMUp9XuTn83tEfhzIfnmZ1rSlKUCqhAOJJGXfqyUnLu3CTcUE1HT18u9W9tIx1BImCjlQClE5hAoAAmH78wX6vcnP5vaI/DmQ/PMyvUdwlbxTDy84WP+mG0zNQbk7REyKLhRhJuWIrESMc5kyqC18/ATmEvl15D13ilSZjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUplKoyw7BqvGXac9q6HVnLwhdbmLNFNoLpQhRtkgVVVNuAgKx00zKKFSD+2JAL8++surlZ9RxNklNPXGNrFkNS7ErebmdrImYkdg3/wD0okTdigcQA5TF+XXYD0bsBAehyFwEjH5+n1B6Gp2yAwJ/P1qJGOxTyenuQT6A5K2LZ85HVJ84Bq/hkIWWr7gGypire0ig2WTARAPHzT7ASfI4j3meaU3dc5SS1dr7YdAWri85UCzcNKmmwfLSQIEblWB2l7ZRQWH4hNT5HVAex7MAgIZ+qvHG22Z7sWx7K2pH2a4TVOdUpmvG10I9pFs1hMY6gtxcKnWU8xKb5qlDoBAAL2I5IDHTAsbhpm2FsoKGqFaeV4EBZdfSHvkal97y9z9n4/Cd+HRu/P8AtB187rTQxLbEDHkLvlzKe8ZAmqLgMALynPn2f+GHpOCa8LWtvskvvTdFWtUKaEkY2Mhl0SNLOtJR6rZU7wEzptlGyANlxBIRU8fMDfYDyHwARhide7suXLYlRkIuLa06Egmcw3ZR2xZSNTUSUkFifGLptmRAcrCRACizVMKIAHXum8x6lmoah3JAbcse0pfa2spck01j2EowbUl02EWzQy4kBuqaUU9tQfiT9nMVQPkXoofPuTGutfht0TO3vprz+LrTSu/R3w3Xt+y5WX973vL59+/4+HiHXj32PfQQsiHts3LVP9LQfeNtjnEAiy+ZFwLz0x7rqHyO+4xmYMFymyeRKPJ9bXcPVtZvqaFVPKoM3NnWQ90gPwSB4dQsYoci/iPj8MBjJ9fP3O8sdZtm63pUrCwVy2DSKlNyRgJHM5OWbtV35hMBQBFNQ5TKD5GKX7ID8xAP35gVz1Va5HacDtqhXiDqs+hDKQD5vKQZ5Ju9ZmcFXDwBNy3OkqUxR6P5GDo3zKPWTWszaOTpquGrZdQnzIY5AMJP/QR+7O2/9NAdxM9T3jHyjy22ilz42I2MR0+EA/OfrvNU15PDt2pOqZZKNvm6VGPm7dCVw8UjEQ7huzRcqlSUUSOuzUVE/wB5w8zmABH7uugzP71e7RoSl14Jm11LYDxZwsm4nbzZo+sIlD+0QgnQa+2Y3QiUCkR76L2Yf3jnm3NX/pUjqUw+nPoL6HtEXZPP4b3/AIj4RYFPZ68y+Pn115/Px+/xH7s8bY+pZq132hbMqVqhK5bYFo+YIhKwxpNoog59oTmBIq6B01gFAnioU/3CYolMA5WkhNPPUfHu6Vj+4EdRM9Jk5BcHkFHhmW/CD0PvVZbVyPnNhVbjXsDV8a9dP32wnEE8h2M8QGkiok0fJmTM9S7TWZ+aZFgU8TAJClMBBMAFzMNk7UfbD40cxYCyVUtJvdaq07GS8cm/B6gUTxJ1klkHHgmKiSiapRATEIYBAwCUOvn+yPE2zMalTYiN3Q4RtkNfJC9kmloEigu13AOO0FEAWKXw7dD5CUQ8igIABBEDF/nY+qJGg8a+YM1P2YbzsCz1eckZZ+iw+DRUOSJOgii3bAdQU0yJplKACc5hETCJh7+VtqIbVzz6lbe3hIcZ8OtVXAdQI5Y9A1yJ9Cu1WGsqe6jbS1ipT3mrktKFbSgXNGSbOzzazgU0vo8YtVNQECJgf4j3wWIYTFFPwEogbvWn6mN85W1ff/pgU/jluai6phrbt11DzyUvXH8mSVBOvSjoibkrWTY+8z8W6oi2N/aXBqr7gAgKSuyyyVjaEntLWForW1I+tatjG0onZ6qevJulbSssmkDNVORMqU7IGxiLGEpUz+97oAIk8AEa58zeJdu5MSHGe6a13DG6V2jq2+kvMHIyNZ+n2D0wx7xgu1csgdNDiU6L9Xo5ViiQxSj0b7sjaxcssdldCfIXMz1GmTGcQI1CKtMG1eTm1u4B/EUIXy70Z/CteN19RPms90vy55xakqHGdbiXqG1WWGVqEzHyilqu8ZAOjNpV+3l0nhGkeoY7Z6KDc7Nz5AkTzUL5/KUl+aHMnklsnlKy4QMeM1f1lqRnEouVthxEpIvb5MvIZGXFm1OyetSRaCbd4zT+JUI7EVDmH2vEvz/q7+lTsSbqnIfjzSOXI0DhZtazydmuVKCikdzzcZNYF5ZjET4vSJs2btQVzCVVk5UTBwoCahey9SFdvTw2xXdj79t3D/lTFcZ6ptSOjmd3g5CgksYt3TSPLGpyEE4+OaAwdizSbpGFdN2kJkEz+0A995St39WhTFzs1C+F7SNbPuGQtOkAGG3UJAF4a3+sSR3NbT42tXcVYMhwvxEkSNmLZrUNtbl/fd6TfInnBxzlGumr7MenOhfYo8i3VfngFSTMi4cIJmQXbH+IICa6STgDgCaoJqimoBRSNNll5eb842xaex7nA8ctw8jqvwQmNqo3o9Xk2buRXbyDc7eNcFUlXCh2ZgFE6/7X3FnBDKlOiUwJFvUl6Q+sIaMuNGp+yJyt6nkuLxeMbSKGOKu9YsgVdHGWM9FUCqrmB2PaXslATgJvPo3iFXeV/pw7zr/EnkHepnbo8lNyRXEK0aJjISp66XjV7MY5wctF27Uj54p8T4N0m4tyAcVTmE5RJ2CWS/SF0WbV48P3VAvFeZE//qBQDcgntbB9c7PXOBtG9esrdyS1oNMZgcCGnYEAWrw8xIGVNWYonMLmJR90cEoLk3FcdZDWvIBo9aRjKoQ8kyk9fTaUMeXSaO3jl64SlUVEW7pIVk0GYkUKX7Byj3m4LNR2gOBW5Xl64Z7f5JclFNpVnUFbUGgVEtGLCyEfJO4orA7qekBdq/HukWyi6BfabsygZQxzkMbNuOe3+lbdtLzpb2DMAOi6jAJ5nfIJ7umTM1436MuO9m277lFnxaDqIHIRpwQDqDYiKYxjPMr0aYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKZBHIz/5fV7/AJ8pH/ueMyd8grkSQ6lArxUyGUN9eqSboA7HoLNGiI//AEABH/0DFKwWz2bZGxt7WXT1GvzrVlfrcCxlpSSZRzV2+funaiwIok+KTUSTRIRuYxh8BMYTAACXrvPK3vdd/ayj9IRtPVptqWfWaIhpSWkH4x60sqoZQDoGbEZOE0UVAKUTLpn8yD2BUxDJDu+mrK+2L+ljVuwmuu7o4iyQsqD2GCUYyjVNQyiQnQBZA5VkzKKeKhVPuOICUQ6z79ialsGwKJTINzfEmt7g5WPnWs4eJKois/bG8gMqzKoQBSP2cBTKoUQAfkbsO85awEJ5MCfEayfbTyxOxBzUrmWeNipA8DoA99U5zHhXx7S3BadSa3rlun9fMJ22PZqOhFIWHmRVTKq6cgiUUXSyCQqdeZR6MmmAiIh2AB5Zgu8DbAnOPG45y7xLzWFmhIWQlodaqXZ/5CqkzUOmoougRmcfE33onA6YiUB+18upOuurrDsWnUiDtduhwsMXYYufdPo+IOg3eGaOyrgkm2O4UMkBwIBPIVT9D2bof7OSDealHX6l26jS6jhGKmYxzFuToiAHIkskZMwlEfl5ABhEMp4lGazcA+Ik6fAaVgj+bVvn5VZYcC7bJ+EAT5y0z/LG2PnXyVKWSQ13WZydk00USQrZ28eO1gApCggUx1VVDD8g+8wmEf7xHMQlLY127re1uePm2qe9sBCHRYTMS6aSjVs9IBTlSW69wniYBKUwf2gIp2HQ9Dns6uqt1p9SaVi9XGBvazRNNq0dM4Q0cPwxEykKVYhnC4KKfZEROXwKPfQEDrJDbtWrQgptGyDZMR8hKmQCgI/39B/6Zt40q9xypwdo5Z/P/IrHwYZLaBtxE+MVUfSu4b/vm6pyrJjJUCiVpmeMs0e4aEFSQso9AszKocomBBqAd+4mJfcMqT5iBRDPmrCe6leP11Jx7eauYbV/SLahZK3Js7XiQb/XF98UCpGiiawqC2+IBMSmAAVFMTAJQMAzjqjWH6ME9iJ/Tn059P2qRs3fw3s/CfEiQfY/tm8/Hw/t/Z77/shkIVuq7UtvH+613T20WWlNhq7EtKzWwO66nNkaoEuD1VdMWSqqRT+83KqiBxOHt+8CgAYSAUa9U6DEHuk9ASQWHiqkkc+6IE87NMFhyyB5DAPmQJPieWw/n1C+Q114l8IOUXJbXMTWJ280inSFii2U0iqqxdOEE/IpFyJKJKGIPXQgVQg/8QzXPyI9SLf3GtzxR05unbXAHQG6tsknLUa4XpZ1G07X9cZINDAyWTcSaCkvKmWfJolFNyzTUAqigJpgTxNtB5qcb/1wOJvILi99c/0d/Xurva39OfR3x/0V75PH3vhvdS97x+/w9wnf/mDIe5L8I5ncFr47bj1PtmF1HyE1oxkYeHmZmpEscNLRb5FBN2ykooXLY6qZzs2qxDJOUVEzpB0cQMYBoAIeWypK+cQ8xkfe7PUd9IYLuQb3IKoF378+f2emcGcdppG2qC2INa3aR6xO0dv6/gNXaWecS9o8rZLfaejWNwr0m4l9ePkRiDzQ2JuRs5FdVEGKahBYFd+ZXJDJiv0UTZDp+VPIHh5y19WHaW26hqrZm/21a0hTa2lXhdRUFaZOVfSrCPcHRXUcrsUQWfF95IVlzACCniobyL1sx2H6eO3dn6o1mlaeXSY8pKVspLaFRvbLXbBpDQL4jdVoMcSARWKdaMO1cuUjJrPVHIisY3xPyKUsUvvSJn9lyHM+1cieV0xsbYe4o6kGGXgKgjBFo81W3ThzHvopA7l0HslVUaGBssZQ3aCvmsp74+GhCAJfMMuqN2Xs7QfRsFYt20DCgtuVCFaLgJUqvMYB2DC8zDVuWQILfMsQp2YtM0ap5J8r9dcytf8AD3mCbj1d3V7osvcqhaddQklCotXEW4aJvox6xfPXxlB8JFBVN0RUgGAigGRIPWbQc15aZ4Z7ajuSsPyw5VcjK9yD2vAVB5Sag3rtG+qsRAMXbhBd65O1O+fqOHzgWbUplveImUiYlIiTyEc2G5Ix2SAwX70x/G+n2t6ATzIzJkmIH2jkTp7sT/Aur3fUfpAgBjGMqqymMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmRFYeP2hrdLvLBa9Jajs884N5uHsjW2blwub+86iiYmMP/qOS7jFKgj9VrjH/AE56I/yhH/6WP1WuMf8ATnoj/KEf/pZO+MUqCP1WuMfy/wD1c9Ef5Qj/APSx+q1xj/pz0R/lCP8A9LPA2bU6rft8anp97q9bu1TUp9okDxkuwSeNTOknsGRJb2lSmL7hCuFygbrsAUMH7xzxJbVfBeAsrCmTuuOJ0LcHQlBrEu4eHReORMPRfbQMQDm7/d0A94G8dacp6VnX6rXGP+nPRH+UI/8A0sfqtcY/6c9Ef5Qj/wDSzy/1duJITQVodF8dPrGLX44I/wCrEZ8SLbz8Pe9r2vL2/L7Pn1138u+89T9VrjH/AE56I/yhH/6WPGnhT9VrjH/Tnoj/AChH/wClj9VrjH/Tnoj/AChH/wClkb2PWXC2pXGrUWw8fNTx89NLFbRh/wBGhTsnK5iqGBH44jQWxVfFFQ3tmUA3Re+uhDuSP1WuMf8ATnoj/KEf/pYGRqG23rQ4MHen6rXGP+nPRH+UI/8A0s+tjxq44xTxrJRmgdJxsggcFEXDeqsE1EjgPyMU5UgEB/4hmJWvQfE6l1+Rs05xw1CeKaFA6/0fr1CQXAoiAdlbtmyipwDvsRKUegARHoAEQifaWquNRuMGztx6m0/qCJcfUOUsFem4+qNWbpub6PVWQcom9kiqSgD4HAfsmKIB9whgZmOX47UOInn+H/cVfHGADoOswK13d9WbPriuNde363NrBILsXErFItjsqyVNqquDiSMqsmoRE5kgQKKJFTCqqmAlKUTHKpyJ6Z9qz3GMhTkjviocXdA7i5GX+OskxSKRXH1nlWsOikq+cNWqJlVCNyKqJJmVEpBAoHOQoj12YPvyFy4qKXYwBmrLNlrji2gliYHmamvGeNXJ1paK9A2Vgm5RYSLJB8gRYABQqahAOUDgAiAG6MHfQiHf7xz2cvu2mRijiCMGs9m8txBcQypEjyNMZG9027rrXlr1TR7jZUIa13eXcQVWZigqoeWeosXD5VMokKYqYFbs3KgnUEpPsAXvyMUppIysVYcGD5+mRPuCPQ0xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUzzJmFh7FFvYSwRMbOQrkntuGjxAqyK5P/KdMwCUwf8BDPTxilQR+q1xj/pz0R/lCP/0sBxa4xiHYcc9ECH/KEf8A6WfXyWfvYrjlv+UjXS7KRbUmccN1kzeJ0VCMVjFMUf3CAgA//TMYtGiOH9Rj1bBdNNcbKxFCsRM76UrsW2SFU5uilFVRMA8jGEAAO+xEcUr3P1WuMf8ATnoj/KEf/pY/Va4x/wBOeiP8oR/+lkb7H1nwt1MwYy164+6njolwoCQO2utSvkG5hMUgfEKtmihUAEyhCgZUSgIj0Aj0PWcS3HHidARj+bndDcd4WGaImcOnburxqKLZIodmOooZIClKAAIiIiABicTyroGYr0P1WuMf9OeiP8oR/wDpY/Va4x/056I/yhH/AOln8JcX+L66aayPHfQqyJygYhy1KOEDAPzAQEEvmGedN8duJNaiX89Y9F8dK/BNUxWdPX1YjEEGyYfeZRQ6QFKX/iIgGDjeuLnavU/Va4x/056I/wAoR/8ApZMkNCw1di2MJXoqMg4VsQE2zRmgVFFAn/lImQAKUPn9wBkBqce+IqMtGwC2j+OCU68QUdM2RqzGAu6RT8fNRNP2/I5C+4TswAIB5F7+8M9fjeVNHWsgxQSRbMWdwt8e0QSIBE2rVCwyCKKKZA6AiZE00yFKAAAFKAB92K4DU8YxjFdpjGV7pfJOi3rkdvPjBERVsbX7X8LXp2ZeOUESx7lvLA8+GK1UKqZQyhfo9b3AOmQA8ieIn7HxASYocKWOwj5kAfMgVYTGMYpTGMrzu7ktRNCXLjjSLhE22Sltn3QKLAKRqCKiLN+Me7fe48FRVMxEPaj1i+SYKG8zEDw6ETFDLKo3YgDxLEAD1JAofhZuSgk+AUEk+gBNWGxjGKUxlepvkpSE0tzsteQd33dd6BNRtfs9ZqrIhpFm8eItHBCEF2o3bqARtIIOjiVUfFPzD5nL7Y2FwMgMNj9CAQfIggg7GlMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilQRYf8Aec1D/wAh2/8A6hXsgzi0GvzVbZf6Qgp5tnfX6Y+sX0p7PxPxfxx/g/L3PtePs/De1+7rrxyctis7VDbS19syAotk2Exj69OwbhhELsUnRVHjmLWTU/21w3TFMAjlgHo4m7MToo/MQwWWeMp+ysbpO8Fb5NXFqJBbSztCoLPG4l/s+2uaVE5ev3dD8sJh9XhHjup/Db15ZXMpp6GfYMI/u+VR/M6rqL/mqQJCa2Q1M8oS0mUELtMNvNwEmXyIkCbovigAGAfhidIh2A+HfzzMtlxUxc+UevKKteL7XaSekysk/j4aZcR4SCpHrQiYmUQORQgl90w+ZDFP12Xy8TGAfVt0sS/mjD3zg7sO7HZKCqyGXTqLwWhx67Ml7sqbwH5B8w6+4MyA+wrMpMt7GpxC3GpYUmx2aT8zmqi4SbnMUxkiq/S3kCZjEIYSgPQiUoiHyDOWwALanZNXrq1R7ah/SPIduGS5G7afSNM++k+/qcN3vGs6mvxNjxkpNzGMdisUBeSb07hYQGPfEIKzhURMcwmMUvkYREwiHzERyx1zkrqwgyvNeVmuXGcFUgA1kpk8agKQ99n98jdwPYfLovh8+/vDr5w1ZLrNXOHd124cONtWuvr9e+xklao6brdD2HmkpLCU3QgA/MPvDPrh9i2mvRUfBQHEXcsHCNESt2rNm5qyKDZIodFImmSXApCgHyAAAADOqTpZScltXuFEf2/PlFcIGoMNgsexY/8AV8vGpVllpZzryVcT0eyiZs8Osd21bOhcpN1hRHyIRYSJioUB7ADCQvYB34h92U9b/wD4ZLz/APMm5/6KfJauN82RbK1LVxtx+5KVFR2l7Iv419TzOUSCIeQEBzJLJfaDso+RB+Rh66HoQjiUjLq546TfHKq8et4RDRemOafHSk3JVs5G4HZGbJrOhbyRjiAeRTGFNIR+/ov7s5bwbh2nTHprn/cK44nQOmqfXRH0NTjdKHoOb3npG+3htT1N+wTKcQoaruR9qQTbOUkCyQM23uB75RTSbe4PgfwACj2XvsaI89P9+L0a/wD87Nq/9jzebMJXXlBnrhUNiTtGp0zsCvovG8DOO4xFaQhEnRSFckZujFFRAqxUkiqAmYoKAQoG78Q6/SfoVFtU5TLPaKXU7JZa47Vf16RfxyLhzAulEDt1F2SxyiduodFZVIx0xKYxFDlERKYQEogJ+6Z/u1Y89z4kmjibdxP20df6kKz6T7VyA630Lqij+lDxn5d12oRrTlBHckIwIy/GDynIxottA8erHtno/tUY87VVVI7Igggf3FDGIJjmMPmcpqRxl2DwZ9d/kPyPd1v9c2D2PfqlFT7+RFOw1+NRIkjBRDAROCqTBw0OgItkwBJwVwsJyn7EQ65CaD0UlQo/VSeltTJ6vaSRJhpWy1xmEW1fkefGkdJs/b9ki5XX+0gqBQMC37QB8/tZh934gcS9mXeW2bsfi7x12BsiQjFYV/YJukxj6SexyiQoqNFnayJlVG5kzGTMkYwkEgiUQ6HrM1qwVtNancOB+7qXhwCPEGyw5YuE5ghtlviAL63yJIZWP7wVrx0nw+1B80AjYjmWvVKt3ITmny6p24+NHFjkxWajrOgloiW2NzuqZ9Q4BxBAs6mIJsnDyBCKnffFgpKJnRWSM1TT8gAoZL/GzQLXkBzE4DUXmvL6p5fOmvDF25mHbeUCy1e8KEsjNJs+XOsmRKVKKKhFQUWSEorG93x8ylMHQptXidxZ3qNRHd3GnQG4xr5QJAjaqbHS30IUOugafEon9gA8S/JPx+4P7skpvrXXTS3RuwGlBpTW+MoYa4zm04pAr9pEioVUWCTkC+4RqKiaZ/YAwE8iFHx7ABz0hdXtu1IxqYx1m3fQHpqJuhmxkgkkyI8e3wzLwwsA5CW1n+F7LHxgi0QM7ECMEnkE05prQtzv3pQVzceudZXqoVXk/vagwAWyNbSBIyDjxnFYyMTUdFOPsN1WzYyCQj0QyCQlABIXrswyBbDxV4v22rNqNauN+hbNSkbCtbkYeQp8c5YpTqqp1lJMrdREUwenVVVUM5APcMdQ5hMImERnrKkuHsUtscgCfE6EDN5sysxPOQSZmtl5Q3ENdUQDMDoO0uMo8lV1UDlGMRTGMZCu0xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVBHKX/dj5Gf8hz/AP09fIA5XPFb5sTX+l0aBctlwqMTJ2Kdj4MWfvpAogoxZnN8Uugn4gdw5UD7Qm8kSiAD0IhajdlRlL/pnbdDhBRCZm6xKRDQVDeJAWXaqJE8h/cHkcMwIl9sTSckbC04ibfJPuUU2riRSXqxXDtFMTCmQ6v0sBzEKJziUpvu8jfIOxyq7aDwG2z9DHlBg+lWJcKyV3/5E+4ketVuuV7kr/6fb+csSa7W1MG7KLsCSwh7jV8ykkUHQq9CIAIGQOcfmIAA999fPJ05i16IuHGXbzwz6cUKyrsg+bGjJh00IscrY/QLA2UIVwl0PYpK+aY/vKOeghb5VqwnItrwz2s2jJRZZzJNkz1QqUiqqHSqi5AlulDHD5GMYBE37+8+auWN1ToA9UqPCnZtWq5hUE0bG/VJs1MJ/wC32inKgQfL9/y+f78s4sm6rTgtn+Y7+gO3Oo8HFll07KfkNvWMHlUkayrEZUNdtDUh1PWQ7lim9bhM2d/IlXVFAviUrl0o4OikPRfkQBKXsRAoj98D8lnWx5/h/wAghvlMrlUnSwbsUmkRNqSqaiBSFMKhlTtm4lN8j9l8BAAL35fPoMsp88rr1k7jaBwk2TR45wsLldvDlqTJNdYQABUORKVKBj9FAPIfn0AZlSu2L4ukogvxV3msicokOQ7+sCU5RDoQEBl/mA/3ZPi27QsRzHPl+dvLkKhwA7HRz0kesfmfPmait1Mw9i5Xce1oCVjZpJCgTrpYzVcqoJoqKx4JnMJRHophAwAP3D0PX3Z4pqHoPZXGO+0/k02p7vTi+yLKu/JPSPwLIXKN1eLMxOv7ifiYHSTYSB5B5HApeh76HPKhJI6+PIqULg1sGkKPDAd2aISqLMXRg76FQUpUvmPzH7+/vzIqbpmtWvT0nr7d2tqrb4CUs0zZHFesce0km5PiJ5zKNAXRN7qBlkTKtzgJROBFUgMU3ZQNnSw7gHIz7uXx4icHqAcVVatlRHgB7KF+cfOKqX61QCPpN+oH4mMmcNYTIlMH3lEEREBD/iA9DmqzmhoSJ1lun0xOLeuOO+jdpcbrTGXC02Ck7AvK9Wr2yLwRnG+y5nHhWEh9KPxRO+clbuETAuch1BERRAM6arrSKXsqp2Cg7FqFXv1Fl2p2MrCzcek+YSbY4dHRcNlimTVTMHyEhyiA/vDMa2dpTTW7KSprXc2pNZbc1ycyZjwFngWspGmEgdEEWjhM6QiUBEA+z8v3ZnCFX1jOVx1ADiDg7Fg4x8SKdwCNbvqVE20h/duzgjI5IynqrkczXKG7pM/W6RpLjrvif49RHBay8ym0BL0Kj7RcW2BpEUauruSVCTkVWjH22Z5lFBUI86RUylcpIiHj0UcK5ANtXaI2T60lN4m2Mdd6UYIaBr1t+qMmdFrSK86mHaU4hHqIH6YtyNHDkVCIiQqHvL9AToeutIeNPHIdPm49DoDSY6CMl7BqP9VGH1fFPz9zwGM9r4bx8w8uvDry+f35/tE41cc9XRkzC6y0DpTXUNIxKEDINIKqsGCL+MRFYUWSyaKRSqNk/i3XiiYBIX31egDzN3oDBRETDKc/fCpaTS8ySp7I6gSSQ5zIJehgTJ2JEY+6e1e5qWIAaHABgAFBiDC6hdTat0Fxp9WrReqOC9eo+u9XWTSFkndnVimKEJDn9iQjSwss6bIiKQPFDLyCRXIh7qxBU7McC9h9/qX8dI7fnKrT79kfhhyVsdcoEms54/bul3DCNk2S75IfrDGLJJOiIvkzNjtfeVaLFKU4dHRH7Q7bdN8beO3HRnOR/HzQmltEsJNcHMkhTasxhU5BYO+lFytEkwUOHkb7Rux+Y/35+O6OMvG7ki0hGHIjj7pDfbCNUMtHIXSpsJtOPUN15HQK7SUBMw+JexL0I9B/dlV5dS2VBk29eTn4zcPMEHSLmkSDIWRoOnTOydLXSRAfTgfuhBygiSk4IiYOoA6uVWUvbfk5ZfSw1nReMNG2RxKd0TYYxupd07hdNa9I26KmkWB0FJf4GVJOlaIlemYoqJCmZucVieHslIEm61qmx6C89Puo2GxaNkajH82pxOkVqh7EWurDXsYNQlzmrx5RZo0P22dmeeKApB7KSiRA6AoAHTHeeNvHbaGtorTWy9B6W2JqBgVErGqTtWYv4dmCRfFIEmKyRkCAQoiBfEgeIfIOs+2H0BoevQetqxAaT1HB1qmvfpKnxzOts0W1Ud+2ql8RGokTAjRX23C5PNECG8VVA76OYBtRobVJ+MNPM/brenJPeULoUtqIWBqAlTVdTVbKdUZY5CbL2gB4HVraNILSdMkEccvGmib52Zx90jya/R3wj1TzOc7fbqzW/LZyCeMro4ni2YUXlbfxRoMf2SqJVowkKL0yIEMkYodgA5fppSOEm2756p26vUUvSNH3brzdKsXAW08ys0s2s6wgyjVYI9c9vzXalcCooqUGyRvilVVSmKqIiXN/ocT+LJdwDyGLxq0AXfwm8xvIU2O+sAm8fHv6T9n4nvx+Xfn93yz0Lhxk427D2TV9y3/j5o+87fg/D6FtcxU2D2Yh/AfInwr5VIy6PiIiIeBw6EewznDvo0EACAwxspPYwydCotFQBpgOeh1XcQdbO3Ug/wAQHad1t5BNwEzqlkBjkOTzeOnuP9Nofrz2uka01dWtmjvnXTb6SZwjRnLjFulag9VIcxEyLFQWeKLOTk+RTLnOcQ8xEctteNZ8WN6371tNi88BqT/bmt5tZpSpGxSPsvta1NOrsnUW/gDGOUzAyrpR6t8S28DqrlMUTGEvWdAdm4r8YbrbrVsC5ccdDW2+TrNrHzk3J1CPdP5lq2WSWboO3KiJlF0klWzdUhDmEpDopmKACQoh/uyeLPGLc1xrGxNwcctD7W2BCeP0LO2WoR8nIRHibzL8K6cInUR6MImDwMHQ/P78xXOF1cMvDg6Yt9mCPudyyouLt3vsifu/6jDVzOjh+J0XTdImbnaEftZYlG37ve8fgQxyHO/wu0lBcyOXdDX5365itzWhxwi1TKWKAuLMr1k7mV30t7rx6wWAUlHhe1BKoconSMsqJRKYwjm0r0VJybnfTN41nnpmWnnLEJ+EbuHzk7hYGbKdkGjZIyhxExgTQbopgIiI+JAzZC3oFDaXeT2Y0pNRa7IexiEK9sCcaiWSdx6KiiqLRV2BfdOgmosscqQmEhTKHEAATCI/7R6FRdY1mPpWtqXU9e01odY7WIg45FgybGVVOsqKbdEpSFE6iiihhAA8jnMYexERz1r/ABIfVpXSGZ2IG0tdu3B56VuaR5GMV5djhykajqgWwD4Lat2z/UyavbnWWYxjMlaqYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKjO87J+p0vA1uLpVu2DaZFo7ft42HUYpq/Ctzt01lhO8cN0vEp3jYvQHEw+58gEAEQxT9L2wP6Wt7/4hWPzfFh/3nNQ/wDIdv8A+oV7Mer+8b3frBMH1nqRrZtbR02pBOp15YiMlnKqKvtuFGbQUTgqkkYDl8jqpCcSG8QH5CJctpG//YfiKNhdR2/7n8DWQ/pe2B/S1vf/ABCsfm+P0vbA/pa3v/iFY/N8xmT5R1aJ3U4086qGzFfaiTPzyLapzLjtYHIIe2RJJmbzQ+fl8WUwo9/Z8u8ke87t1rrmwRFTtc5IN7TINFXrCNZxTx+5fJJnKQ4opNklDKGATlHwKAm67N10URDgIKqw2aY8YmfofTO1dIglTusT4TEfUeuN6x79L2wP6Wt7/wCIVj83x+l7YH9LW9/8QrH5vmN3ra9zibNoaZqUjV3mtLdON4NdlIQDxCTS9xs6XFcqx3CftCHw5C+yo28gETCJv3BZvJAGCehI9QAfoRUSRMdQD6GR9Qagj9L2wP6Wt7/4hWPzfPPl98WGtREtZLZx33TV6tHNVn8lJOnleUSYNUiCoqsciMooqYpSFMYQIQxh6+QCOZpvG8S2tNO7N2DAt453NQsI7kmqTwhjoKKpJGMUFClMUwl7AOwAwD/xDIy3epZVuHO8HFvkoOXsSuvJ5ZwvGsFGTY4mj1zABEFFlzF6KJQHtQ3YgI/LvoOLmfCPnP8AiutiJ5z8on6irQAPYd4yLrLs1xXNpax1knrPaNib2VtKOVLNGx6SsJWxaJpHBOUcGVKdFRx7wlQAiagHMkoAiToBGIuUvL2jcVktVxcxSdobd2Zep01cptKpTJs5mbE8I3UcrCkDtw2bJIooIqKqLrrpJkKAdm7MUBiWwD1MDxM6Y98V0LM+AJPgAJJ9Bk1a7GaLdNeqkjHXz1LL5yAHa8Bq6g3uk0yl0J3Vm5bMyl5KGZ+UIg2agJnrtxILn9swrrJCBwORYEOjhbCP9UHRMPXeQ8nvih7u4p2rWFVRvNnq9+i2YSZ4BYyhEH7EY129bPE1FUFG4FRXMoVbxTOQhjFAQcaA/LSG9CguR0JCEMQJgd74c11UJIWMkx4zq05G4lu6Jjvd3fFbIsZpRY+opszYPP3hFpodY7/4s65s9Ivtps9a2NX4hutONWjeOPHvU3bRw8KiCQqvPNAHCSxPMvvolAU8m/WPqu6N2fP6hWb6k5JUzSWxJ4azrzas9ANG9Vukib3Ph0mpiOzv0COfYU+HWdtG6S4+IEOYTl7tS2zFQBlpgeIdkAPiWUhRuTgDUCBV2i6DcnujM+GkNPkFIYnYL3pgg1s/xmpZx6wmkEK/sDYn6BeVSukKbsN9rO7X0IaKLDVKWbS30YZRwQ0iDxw1FUyJ/eZt3AJprEFUEjAchZE4w83dnb65rc5uMlh45XmiULVUpFRkZbHKsULd6ddgg5ErkEZNZwY7grkrhv4NilK3KILmSWH2chY+0AKZBXUP4YUz6h0I6hhE1O73GZW3U6T5yQR6FSD0jMVslxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUzEbzco+hV1WxSLOQkSfFs2CDVr7fvO3Tpym2QRIKhyEAx1l0iAJzFKHl2IgHzzLsgjkZ/8vq9/z5SP/c8ZilP0vbA/pa3v/iFY/N8fpe2B/S1vf/EKx+b58143LZWOxP0Uat1812Ldm8WSZlBezIRbGLaqKGTSA64IrGMsoZNTxTKmPyIIiYodZ4ez+SSWo2GsC2/XtyCxz8kwYPGUfGvpBGLBcTlOJXbVqqk4WIJB8W5RKqoAgIFDOKZiOZgeJmPqMnYc66wIJB5CT5RP0IgbnlWS/pe2B/S1vf8AxCsfm+P0vbA/pa3v/iFY/N8yawbm13UaPG7Gt0xJVGpOnKDRNeViXjNVNVVT20yqtlUirI9m/eoQoAHQiIAPeRrsnc8u503sTZOmpFnHSNZYupJ0ja6hJpFepotjrAkmksoyUL59E6XD3Cdd9FN+6Nxwisx2Xfw6z7ipW0LMqjdtvH8xWSfpe2B/S1vf/EKx+b4/S9sD+lre/wDiFY/N8lmqyjicrFcmnZEU3Txg3dKlTAQIU50ymECgIiPXYj12I5Hu+dpO9L6rsuxmFX+ub5idqkjGfGfCfFqLOU0Cl97wP4fNUB78R+7r5d95ZxA7Jir8jHrMVVYcXAGXn+NeR+l7YH9LW9/8QrH5vkk0a5R99rqVijmchGk+LeMF2rv2/eaOmrlRsuicUznTExFkFSCJDGKPj2AiHzyucDyziLTtrT2tK9Ul3zC0QIzDmVM+An0MsLZRcjQyPtj7iviiby+0Tw7L8h76z4axs1xqDj9db611ntHbyzXYtqbBA02PSfSzkF7i+biokgqqkQyaQLCsoInASpJKGADCAFHrIQQDuTHrOn6/LO2aBgfr7ifp/jerkYyMd07j1zx61NsLeG3bI3qGs6tEuJqbkVSGUBq1SKJjCUhAE5zj0BSkKAmMYSlKAiIBlN9aepLr26W9Cg7A0Jye423GSqEjeaow2BCR7Q91iGRCHdHjzNHzkhHCRFkDHaOhbuClUKYUgADCWh76KGLH4QSfAAMx+SsY3hWOwNXLZYlQBljA8TIH1ZR0lgOYrYtjNVmofVq09uFlxZtTDQXKak6p3P7TPXlzsEREtouallGCrwkUdNORUeN3BiNnJCKqtyNVTpG9twcolOaI+PHq/Gt3Hq9bw5B8a9z60kv0wTGqqJXItnFyEnfpBOXes2sbHtmso6E0gkRiYHSi5m7UDkVUSUMiUVA0PaZXa2wIZcEc51KumN9UusLvDKYhlmkOCi3Ae60Z8Crtq/hhHltgVYfdMbr8ZrDmvVZ0ZStMcpNr7W1ZyC09ZdNto5/faDYIuOLYo1i+OBWjxD4d8swdNlf2olVRdnL+wWKIgcnhl29J7dU3PrxtsdzrDaGno9wst8LH3Jq1aP3DQo/s3gooOF/aRVIIKFIqJFilHpRJMwCUIkRPQAEnlB2M7ZzHkehhq28SR4yN8eEifMdRMw4zWfqj1StM7fu+tomvad5NRWoLvOOq5RtqyFablqNvkEQWEE2qybpR6imr8Kv7Lh01QQW8PsKG8i94/HerhoWSdwloT1HyUbcZ5O4locdupaCYlpjyXM+GPTAp/jRkStTvA+GK+OyK1McQ6V8RA2dtqXZVXdjA8yQAD0JLKADBOpYGRPbhCBi33d/nnxA0tJGBpb9kxtQxmpfYXrDaH1unyFn5jR/KWT1ZqW+G1/sq6sIONUiKi78mxSu1CmkCu3TUfjUREWbdwsmUfJVJMDEE2ZSvqmalqDbkUG0NIclNRzmu9Yr7iUiJ+LiweWypJCqUz6LK3kFiAcDo+2LZ4ZquQyiYKJk7EQp7ZezF2e6V1fy6O0n+iXHVQWGFJFvZN2nZR3tWn+bVoj0chT0YqDlhOzbGarmPquUOT2Dr/VjHihzLWvt5q6ty1mwPCQqX6SIpL2hXVYqnlSpsRSI4RUOSVMwMBTl6AwmKU2fQ3qRa9umh9bbt1XoHlXt+Vs9jlKihR69V26k9DzEes4QftpRRZ0lGsPYVZrkMsu8Iic3iCainmXu65bZfiB6eM6tBxvhu637LYMGqEuKwBBwefLK6xnbK94dQCRIBrYnjNXcr6tHHqu6XLuGz665C15822ux0rPUxavt1rHWbU6FP2mrpqg5USVIYq7Y4KNVXAHKumJPPsQDJ2nqc6Sg4zlMvvXX26eL1h0/WmVyt0HdWUcs8Ug3YL/CvmJ4l6+buiLKNF0SpkV90FSgQyZTCADAkaDc+6OfL4VfB59xlfE906ts1YFJYJHeOI5/EUyOXfUpmO8NO8CtjuM0swvqE7W2j6hHBjRbHVHIXjLRrdTL1Y7DVdhV2JRc2FFqhGmjXaLpou9BL2zLO/JuVdJYonKC6Idp5dzklzXpPGzamhNIv9X7n2ztTZiU4NRiKgxYrGerRiKCy6Kqzx22SbiZNx5FUVOVEATUFRRPovlJgQqswy2qBzlWZSIHOUON+RgyKhbYPOk7e0EAzPSCDO0Z2zVysZqOgvWN0fNVVPYDjj/yzruuY2+J6xvc/JQMWi11lZzyRI4GEuUJEVVunCzcDLxxHqBCrpiZUvl0Gf7d9UjUmrLZvSIitH8n9zUTViwNtoXimwDF3BURYGybpZJyK71B27UQbrJLLEYN3RkSmDzABAShEssBpEHnOIAU6p2Cw6HUe6Q6kGGE2BWLFQDIMRGZkjTG5aVYafiBU4wa2ZYzXRf8A1KdSwWx19X6s1hvvkpIsqbHX2xzGvYdm/jafBPyKHYvHqjh23UWMumgqsm2ZpuXBkyCYEuhL3Unhp6pEtL8L+Bcrs2sbm5dcwtpUt7awr1Ag4pKSfMGrkU3Eo5KuvHxzJqQVWyQCdVLzUOUpCnN5AHQDLAggqQIjMnXy3x2bziBB6NEAQYIOCJmcRCkZ2yHWP4l/aE7zcZX/AIz8ldb8rdXo7T1oWyxzFKTfwMvDzjAWMrXJdmuZB3HP2wiPtOUVSGKYAMYoh0YpjFMUw2AyToVMHz8wcgjqCMgjBGRXFYHblI8iMEHoQcEbg4NMYxkalTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpUEWH/AHnNQ/8AIdv/AOoV7Iv1NDbe0YaX1a01M7vdMVsr6RirEzmmSCLZi8dmcGK7RWUKuCqQrKB+yIoBwKXoQ7ye7zrb64S8DZIu623X1pjmrtg3kodNior8K4O3UWREjxu4S8THZtjdgQDB7fyEAEe8U/RDsD+qXe/+H1j8owuG1enzB/CjZXT4z6wR9Caxm6Qt7rfIeA2tAa+nNhVpepK1p2nFvWKLiPW+NIuVU5Ha6BTpCXyAfAxjAJf7I95kErRbA85OUvYxYgi1VY0uUiVHoqp9ou1njRQiYEE3n9oiSo+QF8Q66EQEQAf2/RDsD+qXe/8Ah9Y/KMfoh2B/VLvf/D6x+UYTu6I+7qj+bVP+4xR+9qn72mf5dMf7RNfByFqlwnW+qLNSq6pb5Kr25rPrxSLpFuu/bg3cIHKiouciQKADkDgBzlAfEQ8gEQyRZutI7Pp8azsqN+oqi4JO1WsfPKxz9moAD+yUcx6/z67EBAihiCIB8x6DMJ/RDsD+qXe/+H1j8ox+iHYH9Uu9/wDD6x+UZxRCleRM+sAf9IoTLBuYEekk/iax7k3Ft4LiZumGbOJJ02aUx+3Iq9dqOl1ClbGADKrqmMdQ49dic4iYR7EREc87cVir9r4WbknqvOw1kg1tbzYIvWDojhBUSxyxTeKhBEo9GKYo9D8hAQ/dmZfoh2B/VLvf/D6x+UZ58voew2WIlq3bORG6bRVpFqswko10zryaT9qqQU1UTnRi01SlMQxiiJDlMHfyEBzoJliecfKfrNGAIUD7s/PT9NNZtZbfsWK2lrGn1/UT+1a5l20orYbeSaaN0qkqgmkZqkoyUMDh0LoyipAMiAgl7IifoDFyifPXT++Hm9uCnLfQeqlt+S+prDYSztJaTLGLkZeImIk7JVePcSCqDQXKChUFPbWWSKcgqABwHrvZ6AdB1jIx8MHIMz1zMHwju4jHjmpAjIIkEEe4ifMbjx8MVy67R9PPmvybW5y7bvOmHepLhN7y1ruCjVeP2OlGv56Og4hBk4jgnIpcVIySFMqxQcFMUhHIE8FTpB745Hc/TL2LyJ0xzMCC408iND7jndcNKnTZzefIh7fpeWWQlUZUY87cslLNGEcZwwagC5XQqiKqgiiQOxN0z4xZXs102u7gARuCLa2pB3nQigzIOcZM9d9RVrg1RG+xAc3ACNoDE7AHxwsaHbLqnmpzI5k8Vdo7b4izvFzTVd1jsWmWNeTuUDKSTWUmmLFEqqKcc7WA7MRbGBI4GFURA4qpIABPOr/Ev019qUSN4g8fd38TuWFxT1lNQS8hdpnldKuNdG+hjlOzloatFll1xW827dROOWjWyCQmMT3SkKAj1BYy3h3Fpw9sREH1DvcBncQ1xogjccwCKbia7PYsZEEeQZVVhGxkKsyDt4meem2cGuUkl6VnPzjcx1cC26btuG5Wqsw303HF+k4t7cAkGy/xIuAQS82oe74KqEOX+yYpTfZy7HGjVG9tR+oZ6gtns+npRXR+0HNWtFdvTaajTs0lmEC0jF45yxFcHxHHuNzqFUBAyIk+9QDdFHZ9jIWPs9IXZba2/NVVFE+P2atIjI2gxUro1s7HdnZ/IuxYx4ZIEzg7zBpjGMV2mMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmQRyM/8Al9Xv+fKR/wC54zJ3zEbzTY++11WuyLyQjifFM36Dpr7fvNHTZym5QWIChDpiYiyCRwA5TFHx6EBD5YpVfrNWtk653vZdwUagOtp16yQLGKlI5lJNWj6PdNFFhSWJ8UokkoicjgxTB5gYolAQA3eeruyvbCvND1ZYYijqrW6EtMPZ3ldJIt/eOmicfdbpODmIgZUAUEQETFIIl68vmA5kf6Idgf1S73/w+sflGP0Q7A/ql3v/AIfWPyjOLgLH3SCPRtX168sV1jJYn7wg+Pd0/QVj+56zbtta+1uVjRZWKk0rlATEhESTln77Jo2fkUWMoZJZRE4gQgn8U1DiIdAACPyyUtwVF/f9T7MosUs3bykzASEW2UWEQIRVZudMomEPmBezB3mG/oh2B/VLvf8Aw+sflGP0Q7A/ql3v/h9Y/KMhdtBrbWjsxJ9wF+iip27hV1uc1AHsSfqTXsarVtE7rZjX71QrRrSVbMEolZJWTanOv4oFIZds4ZLqCQvfl4mEU1AEO/EvyyL9v6Pkf0E2bX2ulLrcJZ3LRb4hJ2yuZFfpJ82UUArh+sYSEKmiY3gBgDvvoOzfPOP0Q7A/ql3v/h9Y/KMfoh2B/VLvf/D6x+UZpuXS1ztTuSD5wZ+tZ7VoIgQbDb6fSo3Px3Y0zdWobXritKIVsk7Y56yODOyj8O4eMQSJ4kOby8BOUClImAgT5/IAHvPmrFv2LReP11suqdRP953dHYtqSbVptNNIlR2krcXyS6oOnZiokBFFRVwJTD2cERIXsxihko/oh2B/VLvf/D6x+UZJNGpsfQq6lXY55ISRPi3j9d079v3nbp05UcrrHBMhEwMdZdU4gQpSh5dAAB8sqH3RyEew5eUYxmNiDmrOp6/jVT/Ui4u2Hmhwd5GcZ6hNsq9b7RBAjEOnThVBAr5BdJ0gRZVLtRNI6jchDKEATFKcTAAiABms7SHC+/WbZ0Rfrvw45g0G11ak2RrFWDbnKl/eUms2/jxZGQgowZaSRUbrEVWKdy8+COUpUh9oR+Reg/GZb3CLcS4jbXFKn1DLIO8w3ORgYiQdNniWRrbgZRtQ8cqYI2ju+eTnaNEVX4Zcko3hb6HGpXmtwQ2Bp650GW2NH/TDAfq61j4B80eKe6C/tOfbXXSJ4tzKmN5dlAxQEQqZPenVy4s+kWNAl9H7DY2HU/KW0bhgT1zaTetr7Rrky/mTHJCy8c9TeRb9FCXTN07+EKc6Yp+fgcxi9SGM9DiL5u37nENu9w3D0DFrLYnkDYSAZ3aZkRisWhbsJw4+FECeOkLeXMcyL7yRH3YiDPM7sT09NsbJ4j+oYfX/ABE5Ca+3tsCqQFRryO1+QSl5tFmaM5D4oUXKjuTfR8c3RMsuKQEfqCfzVExUx8QP0gycGSaqkhWnR1GibuPUYqGTH7SYHTEgiX/iHY5kOMzcXbW/bNm4O4RpjO2Z8pJJMcyYirLBa3cF5T3gSZ8e6PkFAHgIrSTwTq/qG8dNTcW+B8txaqELQNflGsWjbr+2sHUPYay1IsRurCxrZwEkSTcF+F8iu0EkUR90fJb7IDVuK4a83XHBPXHpGSXHEY6jwlti2b3dv1shzQDqpMbInLEdN48rgZX6VUQQTQFudoVEqxjH+IEoAI9LWM0niHa9+sXDqYsrtP3mVtSkxGxnCwveaRnFfZKENtBpEQI+6IIgTPUZMnurnBnn22zwg5P2bhP6wWo4PWAPdibT3XJ26iR/01HE+nYlU0KKbj3jLgk37Bi6/ZrmTOHt/MoeRe809RDhtyR3puDlRadV65+tMDZOGdq1RCr/AEwwbfG2p3JAs3YeK65DE80w8vfOBUC/cZQB+Wb1cZ51/g1uW7do7Jb7Mfw9i1iT46GJ6aoMRitljiWt3Guruz9ofPtlvR5a1A66ZEzmtWSXG/cpOanp07aGmAXXtD0tbalapD6Qaf8A3TKuywQN2/te77ivn9Hu/tpFOQvt/aMHkXy1nK8COVUPEaOR2jxWmeTOhYveO47dc9PsrbCI/WNtNSy7ivzC6Tx8hHvkECKKnMzcLAcguim9ox0xIHT9jPT4niWu3e2bfv8Al9pdN44M7MYXoII7wDDBw3DrasLYXYafPuWjaH9rEnqf3ZU8r+rfTx5cUILhreJ4eUXVFDc8xaBvuHRps5CI16GrCTdgm9ZIoe+iuDlj8Cb3em5CuDHE6AKeQlC13PD0++RHKDbvqLuKPBw0TAXzQVKrFLmZGSQK0kbLEz0nJmYrpEOZwimPuMymWMmBOlx8RMJDAG/LGZ1lURFMaCSDuZNlbA3mYRFIn72TO1aBGt3InVpkcu7eN/lG7sZ5aTAjetJ9erXNzkL6hfBrkhtDhzLcbdSUClXiEngl7lAyj8ktJIRwEMmnHO1wMyMLISJHAwqiIHFVJAAJ52m5AaN2jd/UF9PTeFYqwSmr6NGbBb2iU+NbJ/RSkjHM0WYeydQqyvuHRVL2kQ4F8ezeICAjsKxktQGjSICao/nLk/NzHp0qu2mkETO3yAA+nqZNc+N94PcoZrgZzx0vGaw+J2XdOTrvYdajfpqOL9JV89xjJErz3jLgkl21arq+0ociv2PHw8hKUfZs+jObeiYX1LOPGnuLht+Vje1ssVtp17St8PGxdWVnYxBo6QsDZ44TfARqskooQzJB37qQkL0mbsM364zL+qobI4dhKaOzI/aTRZSDGciwhJEGZggGK1rxLrdN5cN2hujwcs5keXaMADIg5kia0CaR4ucvPT03Fsdhpjj+ryy19d9S68p7WwNLTFRBatP12JVijHlUH66axo9chkVwUZkcqkEFC+yYfERppqz0ueUmo9denlsy76d5EXm3U3Sr/VN/pGot2/UaxxboZgZBs8ayLWWYM37UfJZNVso9KAeSChQOYglDrGxmu9ca5ebiHM3C2onHS6sRtGm642mIMyJrHYtLatdgghNIWM/d0EGd5m2p3iZxBIqhnp28ey8etG2Fi801ZtF2i022Vt81DTuzH18llnTgxEyupGYdnUE7xVFugZVNNVZIh+wKqp8zDfPGM7cuFiPAADyAAA9AIHTYYrqIFmOZJ9SST8z5nnmmMYyup0xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVA2xXlqmdpa+1nAXqya9YSFenZxw/iG7FV0ZRm5i0U0/9tbuEwTEJFYR6IBuyk6MHzAf6/RDsD+qXe/8Ah9Y/KMWH/ec1D/yHb/8AqFeyGNGwUzvRrNblt2x9pxkoFrk2sZExU8uyj4xmyenbpt1GaYgkuJwQEyhlinMPmIB4h1hctp8J+YH4/Xwk+F1eMesE/QH5VM/6Idgf1S73/wAPrH5Rj9EOwP6pd7/4fWPyjIclF9/KcuVq3D7To7GtmpZ5NCPc1p6u2TQ+kgIAHSLJJlO76+XxQAUPH7PtfvyQ9i7D2wjvCl6f1wShMWsnWn847lJlm4dCwMg4QSL4opLo+6Bvf68PIg9iBvPoviYneVCN31QP4dU/7TXWEFwdlj+7TH+4VkH6Idgf1S73/wAPrH5Rj9EOwP6pd7/4fWPyjIf3fUGiV24j3K0QdIebTC8NI15OMIwEVFUfo9+cUk1DidYiAn+2CQqGAB/eI/PLU3W7wOv4X6fsSdhUjveKh1GQzyTW8jd9fsGiSqvj8h7N49B8uxDsMAjQWJ2Yr7BTPrqrhnUFA3UH5sPlpqNv0Q7A/ql3v/h9Y/KMwLatc2Vq7V2y9mMeRm4LE+rtekpxBhIR9eBq8UbNlFiprezFpqe2YUwAfA5TdCPQh9+fRyY23EV7SsM/aXBTXxbdIxsGymHyqkSrGIulCis4MZb21Gx025Vz/a8DEMUO+hyHGWxG+weBPIhEtvbXx/X6xba05mEnwPQk/hmjgqLgXAGN7oqIGbqCfsexOPz7zqAksP2d/lPtqXznwNcZgNJ6/wDMf7W9vEVsPDvr5/fjIustQ2LK7S1jcK/t1/VdcxDaUSsNQJCtHCVtVXTSK1VUeqFFw1FqZNU4FREAV94QP2BS5Rn1Ldhcs9eQWin3Hku7IbVjixuUtoWLV9Oj7Xca/FgyVM1UjIh8k4SXId0CZFjEbOVSE6EiQ9iIU3boRQx5kDykxJ5Rz3wN8yKtt2yxIHIE+cCYHidgOZrZvmJXW/UTW0ISy7FutSoNcM8ax5ZCakkWLYXTlYiDdAFVjFL7qqyqSRCd+RznKUoCJgDOc3ZHqYX+p6C4wVPXvMywbflNibhmKNJ7Ui9HvnFxo8PHxqsg4Zvac2YqHGwF9pNARGOTRImsC5moFIJhg3fvJvc24uNPI7VGwJ/ee49ZVLcmkZCj7NvmpJCgyVkavrbH/EsHTNzHRyK7hms0Htds2SIZNyl2XyARHVYsl7yWur21P87W8jyW5IJgEgwTiaLtwJbLn9lm/pLqPdkIIEsAQSBmOtHGcqu0fU85M22f5zX7Vm6+Q9PumsL/AGCna51DWONk1ba1eQhTgkonN2FtCujlcP103CZfhXzQrQpkhUAw+QjeKD3FzY50b45S1HQPIWR4VxerK/UCRcC5pcbKK2CxS8ISXOWfGRbqrpMkSuWzUUWnwy/kRcwq9gUoZ+HftbS3kEgqr+SsAVPjMgECWUkBgJq66mi61ljDAsvmVYKw8IJmTCsASpMVvIxmjLj3VN5PPWm5Fy+yeQVzcLxeg9eupSpRLOJ+rqzhy6nE1WqCiseEgDNJyku6RN75VzHXMVZRVMqaRJc9QTfW4YnemjuOPHnbfISB2HKQEta5er6koNcm7M8jUVUEEniknZ1iw8axKsodMQVTOsucxSpmJ4G7k5hbZGS+rAz8LOD54QsY2E8gTUVEvcU4CBDJx8aIw8suFE7mOZitos/faLVZymVi0XSp1uy2N2qwr0c/kUW7medJoHcKIMkTmA7hQiKKqpiJgYxSJnMIAUoiCkX2jbMrTG563ulT2DT3R1km0tByKL5m4OkqdFUpF0TGIYSKpKJmAB+ychij0ICGc02mOS23eUtu9Gi773RcF2pB8j9rUaVXcMmjN09NFV+yMiLO27JVZok6Mmin7pWyh0PdA4pj4CUA2T+iP/8AhsaQ/wDy3c//AHTK5YUgTMgwQRsQVRlPqGmqrlzTcFuIMZncEPdQj0Nv51texjGQqymMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmVapcRsPasfP202+No0chbNYYdKNh2MGZqgixl3bJMSi6jl1vIybUhjeSg/aE3XQdAFpcoBN3uza94r36Zp74sRZHWyrLDNX4plP8ARwu7m9bC4ApuyiJCrGMHfy8gDvsPlnCTIAySQB5kwPnXQOZ2GfQZNWI/RDsD+qXe/wDh9Y/KMfoh2B/VLvf/AA+sflGfXWtQSNCYzatM2ZfpOxOmhESLXCUdzzNJcDd++LY66ZiiPzASJKJF+f3B1kVcO3u4JvXac5sHYVduEQeSm26Sf0O6I/IqnKLpgY7xV6sUyIAQxSJAkUSF8C+Y+HZpYmPD8/nx86iZC6vGPlP4fnEyV+iHYH9Uu9/8PrH5Rj9EOwP6pd7/AOH1j8ozB9NbA3ttZecsTtXVUBSI61y0ELMIx2s9k2jV4oj7pV/iQIgfogB4imqBhKYfsAYCh52gqpV6ZvzlbBU+twFThCr11UrOMZptUCnOwOY5gTTACgYxhERHrsRERHOJkBuoBHrEfI/hFdbDFeYJHsSD8xUk/oh2B/VLvf8Aw+sflGP0Q7A/ql3v/h9Y/KMzdbZtWb3tvrhRK3jZlS+ZDFrkiZj17YqfOQBAWpR8QH5CqA9/Z+8QDKdbXGz1/ZexrRuN3yOjdWJ/DK12bo8uqnGwTIiBffO+aNVAWMoVX3TmUVRWT8OuugKIZwMJAOx58sfj/g1LScxvjHnVjv0Q7A/ql3v/AIfWPyjH6Idgf1S73/w+sflGV1s81skeSeyJ/Tb/AF8t46whpIXk4iu6QdJFdPzpkTIgokP7QBEfd8hAoB/YP38vf3HsewXHi7QtvR8XRVa5Kt4GTloGajXDv4j4l00FMqK6LpD2TJHU8/IxFAMJSh0Hz7nbUtHIyAfCWZR/tP8A2gmtmgx4SPHuqx/3Dz38pr/RDsD+qXe/+H1j8ox+iHYH9Uu9/wDD6x+UZg3NdW9NOOWzX1Ls0NXEkopcsh8RHLOF3KB/EgkbqpuEfYP9o3ZxKp8h68Q+/MD2hSb9pniLsprruwaooEixipCTXXrNQcRSZkvhhH/ZiJyAmQd9lAfihOp9wfs/l3lL3NKsx2A9/wA/kbTelrUyKPvE+kR/n85idf0Q7A/ql3v/AIfWPyjH6Idgf1S73/w+sflGZRQFrvDUYsrsyzV+1uyNSuyrQsA5aCVAESmEpkTOXai6vYGHsggJuwACd/fgt62hGW/QG5rdRHVyh12EBKgi4ew8hDOm7gjMxynSK6SRV+XZRBQoddh8h7AepcY3YhzvoBJ/PyqrgvttEY1xHrXpfoh2B/VLvf8Aw+sflGe5pGyTVooi7ywSK0vJs7DYYMXapEyKukmMw7ZJqKAkUifuGTakMbwKUvkI9FAPllbuJzB1INaXY5Wq8r4+TVrjd0tK266HkYiRVUST8jJNRknH2jicxyCZEviUB/sj0GZJWKhsW9cfrrWtU7df6Mu62xbUq2sraFaSyjRJK4vlV0gauymROCyKarcTGDsgLCcvRilHNF+ybb6D1g+GYnrA32mNgTVVq7rXUPzifzy8auRjKS+o5yXtXD7hJyG5FUSIiJy9V6GJ9BoSJTGaBIOHCTRuo4KUQMZEirlNQ5QEBEpDB2HfYUNv+1OZXCve/HzWOyuV8zymrm1qbeAUXmqfBxbinWOHhRk0XUYMa1QKdgoBF0hQdg4OUfaN7xvtAPncTxi2ke44OlATPWFLQPHEZgSy53jdY4ZrjpbU5cx5ZUSfAap6wDAkQd5mM5ttMcn+dNI4xekvzQ27ypkNyhuaxUepXuiq1GCZQxG881MVJ/GqtGaT5J8kp7CyoHcKN1BFYCIIF8ClrpVfVf5R7C18tyuoezeTNvu6mwXDaN4/wnGmckKm+qqM4ZgduFrShDnPKCzSUdi7JJA1KsHtCh0UQz1bnCMvEHhie8rm2fBl0SOpEXFMgERPMRXmpxKtZF8DDKrjxVtceAzbYZIzHIzXWpjOfy97j5vbDvvrFPqVy8sWmafolw2d0CKiadX3YuVvqg0lVGkqq/YrnWYmWOYfFIUnICur04ApUyF2FSezbzvb0xv01x1qltSbEtWk0reEpAItlFoV84hSvDC2I8SXREAOcSh7iZ/sj/f0IePxXGdnwVzjAJ0IlyNjFxGdOoyEM7xXqcLwva8Va4af9RmUHlKMit44Ljzq5khfqJE3Kt66lbrUozYMy0dv4iCcSSKcjKtmwpg4WbNTGBRZNIV0PcOQogT3SeQh5B3lucivGXVu85KyegDUaZyhvMFaZjjRbpFS4SEDCvJOtxisfWFAYxaBWSbM3tiCaSarxBycCGOZUVz9GyWrV6mHKfW+vK7x7u267I42atygtukpDb0Hq01hnUq1ERn0qL5CtxTNdFaVUTOi17IzO3IHuLGR8Sj16/F2BauGyT3hr8MLxHYTvAhmWZPM6dQEnzOFv9rZHEAd0gHrE2Te8/hVogdAQCYrqQxmpT01OTe5txbB5Rao2BP7z3HrKpLQchR9m3zUkhQZKyNXyC/xLB0ycx0ciu4ZrNB7XbNkiGTcpdl8gERxGz3rmfyw5b83dOcdeUafFSA0o3rkRDNUafFzKdxn5GKCTMtMqPkFlSRxCrNUASZC3WHpY/vCPiUM90FWCxMrq8hiSZg4LBcAySIlc1otEPqEwQY8z57bZyRAkGDitzOM0vtr1zX5TctuQvHCtcn0uJTXT1Kpqky5pVWipgbZa5hm4dLKGPNtXPhEog3TIRFIiS5/M4mXL0ABVjjfzV5m839kcCKCz3ofjoxuumtgTmwXNTrcU6cLzkDZGMQV7EmlGrtNuChzrH8FSLJAkucvgJwTVJy2NVwWl+I6o8Qq3HLDlBW2Y595cZMcdtNs3G2GmfAuUAHnL55DS2cCekfGcy+q+W3PVtxt4q8sNh8pDXB275GttHz9Rb02FaQ9ohPra5rh5JycrUXiEqYyIOvNs4Ral6Anwwh2YfN2Zyw9QaK46c4uWlV5XBGvdWclZDXdVpTimQi0HNQAWNhHg2mFfhQfHMROQMVNVq4bnAEgFQyxjCYHD/asFt5kx87A+f6xbP8AVMEQe3ptkh8GY9fthHobDg8vhgkGa6esZoc2Fyt3rw63XzZ1Runl4vdKJA6AjdtQFytdFjnC1PmHEm+jDtko6FRYjINDKotDItlBM4Ew+2K5/LyyJdGcwecNC5PwOjdyzvKaeqly0rb7zGSG3qbSIN/HzESDExFopvW1lDFaGK/MB2smmKxDAl0of9oAZ7nEqts3d10u3n2fa6h/EOxeAYBwQSJI0W+GZrgtfeLKv9fZQfKLqTGRmRMA9HuYnd77RdZ11zb9kXSp6/qSK7dstKTciixaJLLrEQQTMusYpAOosqkkQoj2Y6hCh2JgAee/QnJznHCaQ9G/lPtjlNJbXNvadrVUvFKVqUGxhE0ZSCeO0n7FVszTfJPiKM0TqeTkzY4qKgRBEvgUtVOTGxuW/Kv0s5fmveOSPeubdt6voN9UBV4pKJgIFtsNoxZkbv00SyJ5EBaILKqrOFETeapCoE+ycvpXeEZOJ/V2IxdFpj0bVbBHiYuAgjGDJEV59viVe0t1fvIHA5lSHg+9sgg5mIma658Zrw9WHeW3ONfp5cnd46HszWnber0O1dQUkuzQdpNXB37ZIROi4IomYolVOUfIo9AYRDoQAQqrd+QPIfhLyk0rTt+ctP0vac2LrC92mXe2aqRbNvrmWgGTV+o7YhFN2y6sUZFdwUzZ0o4cB7afTkRMPfnXOIVJ14ABMnbCs5+SHeBJEnNbFtMxVVyWMADfdR/1DxImATit3OYnSL7RtmVpjc9b3Sp7Bp7o6yTaWg5FF8zcHSVOiqUi6JjEMJFUlEzAA/ZOQxR6EBDOdXjLzU5tR/J/0/YrZVw5SbM0rvFWZYOX2xdd02rQqpkoFzLNXlbaxTk821IPwgB7EsVURRWARUKoAd1C4zc2r5qnRHp+cS6ttjb3HioWKM2jfLRdKDql5f7EKLO5OmjaPYR6MbJpNyqKvDqKu12ihClSTIUSGVAR03kNt0tN8TFhGxBUFiDMQQoLRucASxiqEcMpZfhAUzuCrEqpBEyCw0/Mwua7E8Zyebd3Lym5U6E4nRd23PyK1TKQXNKua/jboGs0Ki92NCGMR5Gz6sNPxJhRcoCYCeBECNTroKmMicvgQn+Tm/8Af/B1T1teQsRyF2ltm4NN2VDXkAwsdZi5CPjnkpGVtsjLqMoiNQfOlmaL3202iB/BYiBAMiosoZY0bPeDTjpymRwxUZjSWPEqsNGkjvEAtom+GCjI5+Hevg7TIAsM0rMjYHGrrExmjXhByz3dYeYTLRDrbHKjlpoiaoj2dXumxeP0nr1xTbE0ctyAxKupDRTRy0douVjpp+Ci6RmhgMqcDhm8rLXtEIr8mkj0Yrz8VMdRBGCKrS4CzLzWOnNQ3LwInoZHKmMYyqrKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKrTs211Wg741PcL3aK3SamnT7RHnk5d+kzaldKvYM6SPuqmKX3DlbrmAvfYgmYf3DkOoT/EuJtkrZKjzPrVEipCU+mpKBir9EEjX7wTAZRQxVAOql7glATlRUTKbsREOxHLj3LYev9dMmslsG8U+ix6xxTRcTMmiyTVP1/ZKdUxQEfn9wf35HP60vGP8AqM0R/m+P/wBXC4bUN/z/AIHsKHI0nb8/5Puah+57E4sWq8QWx4rmHQNf3BkwUijOoa4QZgfMjKlVFBdN2Vcgl8yAIGKBTh2PRvnmSOdxcSXWzIjaqnJbThbCyhXMCkiW5Rnw5m6yySxjGL5+QqAZuQAEDAHQm7AfkIZ5+tLxj/qM0R/m+P8A9XH60vGP+ozRH+b4/wD1cLiI5THhMz7yfc9aMZmecT6RHtA9h0qNdobV4l7TiIaOkuUeqa3JRkmjMRcpE3SLI7jniYGKVRP3TKJm7KooQSnIYolOICGZvC8leNkVERsY85S6bsTpBEiSj97bYoHDswB0KigImTT8h+8fAhS9/cAZ6f60vGP+ozRH+b4//Vx+tLxj/qM0R/m+P/1cLgEDYmfXb6Aew6UOSCeWPTf8+Z61HVo2xxDuF1oF3nOSemnDqti8UYMvrhFi0UWcJAkZVUgnExjlJ5lIIGAA9w3YD2HUS7TuHGc+uOWBtZb11lYrpeam+bJ19haI5cHUgSMVbJAzbpm9wVlQ9ogl7N5CUnQAPfdn/wBaXjH/AFGaI/zfH/6ufWx5K8cZV41jYzf2k5KQXOCaLdvamCiipxH5FKQqoiI/8AwMbfnn+fIdKHO/5/P+ete3ZNZuLHtLWGzk9mbSrjatNpRupWY2QSShLILtNIgKSjcyRjrKN/ZEyAkUTAhlVBMB+wAI25F8ZkeQKlBmYveO/wDj1e6y5cuImw6/mGzZwBF0wTWRctHzZ2weJGApBArhsoJDEAxBIPYjZrGRKggDp/mfqT9Nq6Ggz+ela0SellogNbL1VTY2/ltsn2CbawbY+nGpLinbRalZDJEXI1KyL2zIVoLUGnwpkPsCiICOe5NenFSrvqS16r27yN5YbrdTdwrd0kLHZrGyUfg7hn7Z6zbtWiDJGNZNhUZplVI1ZpGVKY4mN5+Jy7EsZZbbQQUxBUjoCmnTA2EaEAiMKo2AFRZdXxZ38zqLEydzJZjnmzHcmtcdv9NikzN72rate8leXfHuo3yYGw3im0Kzs46IscmdNNNd2CyjJWQj1lyIpgqeOdtBUEBMP2xEw/3vX009Y7o2Te9o1/ePKDj1P3KAZVfYCOv7K2ZoX6NakUTQTkfi2rlQixEl1UQdtTt3Ptm8RVHovWxnGVC2uhbcd1cAbiI06fFQvdCnugYAirO1bUXBycz4zqnwYsASwySASZqklP4G6p1pyRqPJLVlx2prZ/GUCM1o7qca+aqV+fhI/wCI+jyPUnLZVz7rYXiwkURcJCb5e57gdgP+784OVLeG7KbyIhN0b/4+bfiq26pjqYoUmwbHn4BdwRyePeFes3ZQICyYKEWQBFwmYxhIqXv5Xaxllxi5VnyVLETnLai3nq1tqBwQxBwSKrVQAVGAQo9FChf6dK6TuNIIyBWrzS3pMceNCWzVc9QL9vYlao+yJ7aFTrD6VYuY2Fk5aOdsXyBVDM/jFWqgSDhfxWcKKAt0IKePkma4HFrjZRuI+kKtoPW8rbJunxDqTdtnM4uis8Od7IOHyoHOikkQQBV2oUvRA6IBQETCAmGweM6WJAB5AD0ACj2CgelcKAtq55+ZZj83Y+ppjGMjUqYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKZRCDuPHX9GGxdNb02Xq2sqvbbcDPoeYsbVg7TQXsT9wgr4HUKomIkOisQ4dD8yGD9w5e/IisPIHQtRl3tfte7dRViebm8XDKRsjNs4RN/cdNRQDFH/ANQzjKCINdViDIqENd7W440Fw7Xec4K5sQh0CNkErDe4ZUjMhR7+wCBUhMcfkAqKCc4gH9r5j38mt9icWNXSM2Nc5h0BxU3bl29Srry4wajCOXcLiuodA4FK5Ds51BAh1jEADj0X7upg/Wl4x/1GaI/zfH/6uP1peMf9RmiP83x/+rktRmfT3/M+dQ0iI5b+2PpjyrAtd7h4k6zhZOCgeS2nHbR1LyEyoZ3cowxyru3B11ClEpyh4AZQwFDoRAADsRH55jx9i8VEdpPNrQXL3XtYk3yTZKZjWdzhTMJwECnKkLgiwKKFMUqgl8kTpiIAHYj1kvfrS8Y/6jNEf5vj/wDVx+tLxj/qM0R/m+P/ANXODERyiPTH0qRzPjM+pn60/Wl4x/1GaI/zfH/6uV+2DZuL+xXtjCS51sIery6YIyUBH7BhiMHKQkAh0yioU66JDlDowJKk78jD8uxywP60vGP+ozRH+b4//Vx+tLxj/qM0R/m+P/1ciUB3qQYjaonY7A4axdmnLNG8j9OMVX1ZZ1MWidzjPh2zFuZYU/aKJ/IDh8QcBETCHRS/IOhEY9srjibYdW0zTbXm7WqxQ4WOYxxWzC3VsykgDUyZ0FV1V26pvcKZBMf2YplHoeyiA9ZZr9aXjH/UZoj/ADfH/wCrj9aXjH/UZoj/ADfH/wCrkyTMznf1BJ+rE+ZqAA/PkB9FA9KiaybM4uXXVM7qi7cwdd2pnJNztXcuvboJF+oQx/IOvhyJoAJegKHSX3B8+x7HMxt29eJF4p1ioti5C6NdV6Uj1o12QtyjyGOioQSG6MCvyN0I9D+4cyj9aXjH/UZoj/N8f/q4/Wl4x/1GaI/zfH/6uRuKGBDbGpIxUgjcbfn0rBNe7w45UOCLAvOZOu9gIpiUrdxOW6D95skUhSlSKZqVADFDx78jgY4iI9mHPXuW/eKl3qNopktyS0o3i5aOcRrlRvcY0qpElkzJmEgmUMAGADD0IgId/uHMk/Wl4x/1GaI/zfH/AOrj9aXjH/UZoj/N8f8A6udvDtAQ+Z3rlr7OCmI2rwKpyD4rU+r1upRnJHSS8bFsG8c3OvcI0yh00kyplE4lUABMIFDsQAA7/cGYZVNaq7m46WSoRu0dl6pbyt5sMwzstIk0WsiLULY7fJGbOTpLJig5SKQhhAo+aC5wKJRMBglL9aXjH/UZoj/N8f8A6uTJDTUNYotjN16VjJyFckBRs7ZrlWRXJ/5iKEESmD5feA5N3LNrbeZ9Zn61FECrpG1YFuzTWueQ+pNiaO27XUbZrO1RLiFmo86hk/iGypRKbxUIIHTOHyMU5RAxDFKYBAQAconHem9A1Bea2XO7x5K8rNuwtCnKbr4+xpqMWTqTd81BJZNkVkyZJnXXBJBI7x2KzgSF8RW6MbvZ5jMfE8Kt229s41qVJG8EMuPGGYA9GI2JrXw/FNbuJcGdDBhPUFT5wSqkjnA6CtIHAr0oUdbaA9PZPkXsbkPJWPU9cg5prqeVska9q1SuScb7K7tM7ZuLlydFVd2KRFHy7VIx+0SFKBOrPQXppUSnWh0fXfJTl/rDSa9rVui2rK5a2rCt/Sarz41f2l02f0s3aquROsdmg/TbGFRQvteBxKOyHGenxHFtcvniNmJLY2liCes/Cu8nurnuiPOscMqWRZ3AAGd4AIHl8TbR8TftGaeNeE2qmbnm66SsGwTKb7OB7gBnbbqNEIRKH/8Au39h+y/2dAh/23vftRMP9nogS3Q9D0eg8eKfxkZqTc5reGprWipGkFyi7eRqLIrMBWUSKmUVTJE+0YhSB5CIgUvyAJoxmB7KNbaywlWVVI6qgKqPJQxA8DWxbrK63FMMpYg9CxBYjxJUH0Fa4uO3pnas46TvF6wxm5eQuzXun6vO0qlFtUhFrFawkiRgQWawtWDcypG5IpuREwiBwAynuGWESiX/AGd9MPQ0xB7BaM7pumrXKZ28+3hFW2JlmreZpdoctyNlFIpX4YUgbCgQ6Qt3KTgihFlSqe4AgBdjmMvuOzMHYnUARM5y4uHO8m4oed9QmZqlFCroUd3eOXwlNto0MVjbSYiKrnx648K6Fa3NaX3vyE5C22feJPJKc2BOIOlg9tME00mrJk3aR7JIC9iJWrZLzMPkcTiACFeN++m1rTeO0dhbahN38muO9ju0G0rWwkNd2FpHtr9HNiqJoJyBXLRyZJUiS6yIOWZmzj2zePu9FL1sTxkLqq5BYAxjbERERsRGCDgjerLTFJ0GJ95mZncEHIO4O1a5rt6aOq5C2x930huTkVxBsf1MjdfSy2tZdgiWxQDApyMWzwkkyfF91uRZYibtEEnRSqGD3uuus61F6fXHrROwuPV/1U1tlTT1lriV1hW4Uj4irA0W/eMnjhd0KqZnCzwVo5I/vCsHkKqwnKcxgMW7+MtW6wbXOZJnnLBwc+IuP/Wx3Jqo2106IxAEeC6SPbQkeCqNgK18MfTZ0Yw0Jr7jqja9sGpNb20TcjF0Z8zF8rNFsitgBBU4NfbFn8UudPwKQqnsgBfc8+1BTvps6MsGh+QfHl5a9sJUvZOzF9qzrpJ8zB60llZVrJmRaHFqKZGoLMUSgQ5FD+2Y4e4JhAwbB8ZXZ+zMpj82/wD+q3/QKndOsy2cz6y5n3uXP6jVCuRHpzcfuUN23Nd9rPNhO3V51i01VKs2Mik2btI1tJqyTd40EERVTfJuVgOVQVDJ/s0/2fyETRcT0rNfvtq643zcuT/LzY+869ES1YNapuYhjuZuvv0CJLRDpqlGJsyNQFIqwHbIILir2c6xxHNo2Mq7FNHZx3YIjwYsW/q1vq6hiDIMVZ2ra+0nvYM+ICgewRY6FQRkTVEYv09dLxOluDeim1n2geo6AmoCcprk71oLySXio9di3LJnBsBFSGSdKGOCJERE4FEokABKNa7Z6LnH62VqyaxPvnltAcfnl1JsGO1tHWOOJXq5OBKllDLMSnYGdeydyCh/hV11m5BWOZNNM4EOTcFjNRvObpvk98sXJ/eOjvecohnkVBGRWcWlFoWQO6AFA/dGqB5Q7jxDEHBrXn6rug9i8ovT15NaB1NU/rzsCzxDVhHxPxyDP47p+2UUJ77hRJJP9mmoPZjl+7oB7EAzG4r0ttKSVlsto3ZtLkNyaO7oEtrGIj75ONHDaoVuSTIm+Zx3wbRsoZRYiSKZ3jo7h0YqRQFb7+9mGMytZU6pE6gQfIhlP9rMvWGYbEzeLjDSQY0mR5yp+qqfMAnYRqhh/SS1qwmONdtm+U3Mm87B1BKt3mu7BMzsOq6rseRoozViSopxZGqzRw3W9pZVVE7xQqaX+0gKZRDIor0qdLU/XmianqzcHIrT1/1utYRquwa/KRgWFu0mXyj2QYuCuWC0e6aKLHTEElmhwL7CJgEDlE47PMZfcdnMsTMlp5yYBM7y0d7rJJksZqtoq/COQXwgTAjaBJgcuUQI143v04qDsbQlS0naeQPK2TsUHfGezYzYjq0oPLQzsbZcVUnSR3LVVikkHkYgNE2hWpSGEColEe88Sc9LfRNrneUz23bC3tZqnuFCMXuNZXl2aUf9OsUGSLawMlUGibxpKECMZnA6bgEQOTyBEB662U4yIxOnE9MclHphE220IRlVicmQeY/yW9csxz+0w2ZpqJoTibIaWukpsC18qeWfJOyKxQQjML9YGJmMUz9wFBBGPi2TFoouJiEAXbhJZz4l8fdADGA1u8YyTOSADy/zPzJJJ5kknNQVACSOf+I+QAA6ARTGMZGpUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVBVgOcOTOpEwOYEzUW3GMXv5CISFf6EQ/wCHY/8A9Rz65TkPqGIuK9Dc2h25siLpJi6KyiXrtuwcqCHgi5dopHQQUHyL9lQ5R+YZ8Vh/3nNQ/wDIdv8A+oV7IB457NoeoWFo1Bs+xM6ntk92mFRZPSHI5nvi36ird02L124TOmqkHmTsC+IgbrxxbzcC+E+JyBA9/Hy3pcxb1DrHlhjJ9gOW9XNG6VoLqXXYyX/6YjFjNAz9lT/4MFfZ933PHw/tiBfHy8v39dfPMozXdsajccKpy9ibDtWlaXgIGZqCyiL+di2STeQnAkSGE/urEAp3gkOA+Qj7ggPy7zPdna/qWxeXmtIe7QrOywCNAmHJ452T3Grs4P2RQBdEfsKlDyEwEOAl8gKPXZQHOWu8tvq2ufDTrP0X5zzgdujSbnRdMeOrSPq3yjxqeLrtxtRLtQahL0m6OGNjfpxTGcbCyMxSeGTWUBFUpnBXID4Nzm8iomJ8yh5d9gEuZTnkUyq+s4jjZIotY+p64rV7Yqu1Sl9tpCsxZvESnUH7kkQOskXyHopfIPuDLCzcjZLdT42a0zb6CRZ4CTppJyDFSUYOWpgEfJMrdwgJvIBKIHBTrrv5D38uoQUYjMMR6aVIn3Ptziot8YBxKg+ssD9B7+NfRfdi1nW0Y0l7QWzGZLr/AA6f0XBPpVTz8RN9pJmiqcpeij9owAXvoO+xAMrbtTeGvNt8bOWCevpeddP4OlzSEkm9hX8YsyWPGrnIUSO0UjeXiHl8gHoBKI9dh3lvILeSug9Uwr+yT1NR2NLrIQce7c9sYsJFQg+blQFFDik2SAqiolMcxhAoEARMYMhR1I6YJwu5J1nUuzaztN+1pNge2KVZP0nLh/IuGDg6jpyJBHo6hinEAH5AUoFD5FDO2xJfmBjHXHyjy3WJzS4YC8ifpn5ztvsfCbsyuwqBAXCoa7nLxToW/wBgReLwME7k0EZCbSalIZydm1MYFFyolVSMoKZTAmByibryDv8ASev1Fqs9TKtZ7pU65Z7G6WY16OfyKLd1POUkDuFUWSJzAdwoRFJVUxEwMJSJnMIABREI5ul80HCbz0jQrw5p6e/Z1lOL0NJ3He7IKNmySBpIWbn2x9goJqtvcDzJ5gJQ6N10Guv1OLfV9QcjfSn39s+fiqHpSq7ZnEbRapVYraLrhX1TlmjVV+6P0m2RO4USS91QxSAZQoCYO8gHACEn4iBPLL6cfT+IEVIqSlxlElVdgPFULR6x7Vsrmd/aIrj2zR1h3XqSCkISXjq/MoPLIzQUiZR+VMzFk6KdQBRcuSroiiifo6oKkEgG8g783WHJfjju2Jt89pjkBpLbsHX1TIz72sWthKoQigFEwkeKNlTlQMBSGMIKCUQAoj+4c5TeQ1q1nyOtHqNTUILK9amsnL7jmySWUREzKwR4lgW51URMHS7RYCKeCpe01UxAxBMQwGGePVkoVtmuQnqS1DTlXln03K8May4kYmAbG+JmmLW3vQcpERSDyVU+AB2iUoAJhIbwD7wDIWXJtI790vqGcBSvCpxJLeHeKkbgZ5QbTbBfSmYCExmdfEGxA8cBgdjtzkbnI71HtE33k7xr4+6DuWpORFcv8fcHTy21C7M5NtWnMKkxUFqqk1BYqiiwSHQgKqYp+334n8vs2RrPKnjBdNqTOiqdyQ0LbN3RwqhIU6MuEc6nGAp/9570cmsLhPx6Hy8iB1+/OfO1bh4q8kfUo4HTHp9zGvrDNoaJ2nAt7FVWhUWDBf6Ojvo6MVcEIUhXLYwqmM2EfcbgoHmUnuAAwTrC16Bu3DL0huI+ho6EQ9QqjbO1++tlSaxop2qhPWDkDWqRm0gIC7NBVIkkCjhfxI5+IIBRU9wuauFta3t2jIJZVM7kPfu29YH7NtUVn8GWWE6jje7HDteGYV28AVtq4Q/vOWKr10sdMjQOvzGMZVV1MYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMrrpKwRNc1Pc7HZZZnDwbG53ld08dqgRJsiSyyfZjnN8gKUof/ANAyxWa6bzXpyycQtkNYKKf2A7bZVjk3kc1TFRV+yb3V4u4SImHzOIpJnHwD5m66+ffWQdojMZGTsJMSfAbnwFSQSev4+A8TsKuDr3deutpO3rGlysy9coIEdGB5CvmAKoGHoqqJnKKYLJiP/jTEwfMPn88y2nXOtX6DTslSkvpaFO4ctSreyol2qgsdFUvioUpvsqJHL310PXYdgIDkdVjaGiOQMfNVGvTtO2jEmaFPKRp24OkCJGHoE3KShRKU3Yf90cPIOvmX5ZXPhJDaNrURNVqBhNXV3eTCUnW0uzatGrebQZBKre2CxClBf4fwFt4iP2Ovb6+4Mt097THIn2P0/PhVRbuap5ge4J98fner8j8gEehHIk1ztxrsKxX+prUq50ax1tVom/azAsjCcHCYqJHSO0cLkMUSl7+ZgEOwAQ+/qt3FXUGuJSNt2w5mpxE3dkdhWVZlJvEgVcRvhKLlKRsobsUSfITCUnQGExhHvvMqpdtrFO5W76rdrnoquTtlJXl6+2erFRPNETZqJqfCgbr3RKchgMUvYh+8PnkbeQpO7AGPMA46mCfaam+GYDZSRPkSPQbVcLITt/InUNGsb6p2CyyH080TTVfpMIZ8/LGkOHZBdKtkVCN/IPtB7pi9h8/u+eZYsy2oN7bvG9l1+nrIC/tY48I5NKGN7Yh2V4DsEgDz8R6FAfs9h339oKS7pu9N01dNt2nWW/21M2u69qQkKNKRhHzezSCbUhUStkRIR15qkKkmJm6hi99CJeyjkNYDDVtnz/PkCdhGcTVJkDw8vz5wOc4zdxhsaDkdjzesG7aU+nmEMznFVzEJ8Odu4VWTIUhvLyE4C3OIgJQDoS9CPzAPdtM+pWYRxMpQFhs501EUwZRaJVXKnmoUnkUpjFASl8/Mw9/IpTD8+uhoLaNfVXcW8dkPNpUxB25LqOGejFuzGMSOdnWfmEQL8g95MQEpVOvIv2vEQ7HI+2/bNWyPCXQ0vtOf10vtQ0FWZGHXnHDX6T7FwxFyu1FYfdDshTCocn7gHyHoMuRchWwQwB8i7r8gntmapZs4yCJ/stn5l/Tatl1+u8Dral2a+2dRylARLNR66FFP3FBIUO/Ehf8AxGH5AAfvEQzH220WLPXk3su+Vi16tgo5us8eIzJG6zlFqmTzFbwZKuAEoh30UB8/kPZQ+XdcuXpNU7c4o7EukeTXuzoxnHLLw8siDaRSarAoUhztlw8wIcPESiJBAfkID92eryH0XrIeK+0KvVtQUEibSBkJOJj2MA2KVrIfCmD4hukRPojjoOvMgAcfu7zPec20djyGPx/P+ZGqzbV3tqPvEz8v8/mM2/bOUXjZu7bH9xuqQqiZuhDyKIdgPQ/P7hzx7XaIKkVmfuNnffRlci2az9859o6nsIJkE5z+BAMY3RQEeigIj+4ByG9Dn0061kobjkbUjBqdEvxJq+1b/DIyQoE+bxFsJBFUP2fkQwlP0AB2HyHMQ3i02Kz4p8hk9lz1KsM2NXlxRWgohePQKj8Gbopk1nLgwn8vMfIDgHQgHj8hEZfpImytwr90Eief59MVT+jB2xth/vEAxy/PrmpJoPIXU2y50lYqthlS2I7P6QQYykI/il3TXsAFZAjxFIViB5F7MTyAOw7+/MD1lsah6w01bLvtK91HXlPb7AtzZxLz8oiwZoKLWx+3QTO4XMUhTHUURRIUR7Mc5Ch2IgGeBqPTt+mJzTW2doX6rzg16tnaQEXBwSkemj8U3SKoq5VVcrnWP7ZClAC+BQHs3WY0a+aD1rxjvtw5NOae004hsiyoPzz0d8cyBytdXiLMDoe2p5GF0q2Ag+I+JxKbsOuw18TZCXBbG+qD1+KAB4kRAzk+lZ+Hul0DnmAfkD9Z6fjV43Dhuzbru3a6LVqkQyiqqhgKRMgB2JjGH5AAAAiIjkDax5YcWd2Dcg0zyV0Btsa6QytgCsXKOlPoIhe/Izz4dY/w4B4m7FTx66H+7Kter/S9m7D9NDmFTtQw9isd1e1M5QjIghzvZRgVdI75q3IT7SiirQjpMEy/aOJ/EOxMAZq62dtLi7yX5UcPrD6fMnQrhX6FqTZKGxpCmMykaVatuIAiLCFljpFKVu4F8VA6bBXpVMzdU/tlAojnkcXxht27twCdClo54R2k/u92PLUfugN6nDcKLly0hMB2ieXxIIHidWJ56RmSV3wUTl9xM2ld4/WesuUPHbYuyHcYlNNK/BXaMfyTqOUSKsm7TaIrGVO3OkcihVQKJDEMBgEQEBz1lOUHGlLb6fHtXkPoxLfpigctHNbY8LAYvh59hGe78SIeP2v7H3fP7s5VuMuzOPOzOE3oB8beNisGryzrV5oVslq1HshJOVaKSYrqzstIJAUFG7F0iqr/ALQp0m6Byl4ip5BkM60q1vl9DSfCrdXLjhnojkq43c9m31acaQsEzt8LQFrM8azjRw3mineEVL8MoSSSYi3IzP4mECkMOe9d4QLxh4aZAuMk82Cm131HMfaEYmWTTI1HR41viS3DC/EEojRyUsLvdY9R2YOYgPOdI19ed95jcRNVTLqu7Q5UccNb2BCUJBrsJ+8Rke4RkjopLlZnSXXKYrgyThuqCQh5iRZMwB0cojKOy9o6907rm3bc2dcK5SNbwMcrLS0zJvUmzNk1IXyFRRdQxSFL9wAIiACIgH780DM6BS5i2/8AaXZ2aq8DMTbtqhEOnThqRQ6zMmu2apUBEwD0n7ihj+P3eXQ/eAdbFNFoS9r9IbUDYiL6wT0jxyi0ykAoqrPHClaTAAAPmJzmMYP+IiOfPcbxLr+jr3Ep/qJatXB0+2t3HA/lKeuqIESfb4Ph0fjbFh/guPcU9R2bW1J6Z7T00zJmBGVP9ZHirsKe4lzVTuGuEeP+z6BZLy/vcxdY5o3oR4sIvzjZUpDKt0nflMETVIZyQUFEvEQOJw62FI8jePTjUH6wbffGmV9B/Di7+vBLQxNX/YA/gKn0mCvw3h5/Z8vPry+X35zRcHZHRfITav8A2fA0WvRtpMqjx0uUa9RAqbokHY2MdWUHCC6QgIJu25lDlMQweRDD38hAByvmzatcKv8AT9pqL/U+veOmv/UFvMraHVuqLqeqFSBSBJ9HyErFMnTMwMkn7ny933k0kF10ljj0Ue/e460lu92C/wD7hDdVXixYB3AMq4K5AhRJJcsPH4G41zhxfYZxK7ZPDve08zM29JwTLYUaQD2B6u29qfeNPZbC0rs/Xe4KC5OdJtOVabbSse4OUejFI5bHOmYQ7DsAN8sxTafJjjhoybqlZ3ZyB0jp6xzyntQcfabWwiXM0fyAvi0ScqkMubsQDogGHses1c+lBFx9p3Pzi5EVrk/x85EwV0f1tKRNqPXMnXKcSYZs1k1XrJ46kH7eScroKs03CjVcwEM2TA/RhAMrrtHZvEXj7zs9UsPUgiq2rX9iVeooa6QsMMZ4a9VdGGUQdwUF2QRcOwkBeGMyRMConcpKePzAwYuJOh1Uc11QeZgHSDGSZkGD3AWiRFauGGvVPIxI23Ak5xEwQSO9iQDqrebuDk7xr49HriW/eQujtHKTCgpRBbhbGEMMocBABK2B0qn7ogJg+RO/vD+/P62Lyb426fbNnu2+QekNWs1og0+irY7YwjSKxZVUkjPSmcKkAWwKOWyYrB9gDLJF77OUB0TU3ZvEzi/zg5MXPmrDRGgdU3HSmuY3T6W0GgdlrjVg8Tka0gdcyxTyCbhVMV48iiiygqJj0p8hyEPTN1JYa/yT9IyC3LSJOIscJxq2lLV+Ln2hiPq7HL2uJCNSOkr9tFVONeIo+BgAyZTCQQDoQy21aL3haHMuJjbSl5oOfi+yAOSJLj7oLVPdC2jdPIWzHXWbQkY+EdoeU/CTliF6MoflzxRsNuoVAr/Jzj1OXy1R5ZarwjO6Rqz+yMTFMYrlg2IsKjpEQIcQUSKYogUR7+Q5+DvmFxIj7rDa1f8AKXjmy2LIyrmBj4Ba7xhJJ9Jt1faXZItRW91RykoApnRKUTkMHiIAPyzmh1tQ6XTvTE4oydVq0FX5EOe7VyVdo2ImoRUu03jEpimAOyiDQhW4dfckAE+75Z8e3ta0GY9Mb1fXkpUoJ8+lOZj4z9wo3KKrgU7nDJJ9qdeX2CKKFL0PyBQ/X9o3dfAnt3AAjJHz4Tn4DiTmM6AYXVC28UptEocnVpnxniVJjxPDggTgPEnTJ6jdb8kuO25Gt2fah35pbarGtLGb2Nat2ljJkr6oAYwpvjN1Tg3MAEOIlU8RACm/uHPI1Xyx4sb0JbldI8luP+40q+QVJ41VuUdLBCEDvszwWyx/YAPE3zU8f7I/3ZoQ9RKfkdJcq/UJnNWadpGw1ycK4Ai1XfQP0hFP25bRItDKvI1IA+LQbNFVjij/AOJJISfIuVqruw9PV/nvxssdH5mK8m9ZzegNiUJpckK3W4KprzAoRrltXodzDR7RNysUiCqvwaqrk6HRSlMU4qAOK5xcWO3X9i6R/Fb7cCYnDtZAUGMvpDMyw2u1ws3xYY51IPRxYYxtOlbpJI5JqKgN3en2lcu+J+yrxE6x1zyf48X/AGS/i0pxjXoS6xr6TexyiJVk3iLRFYyp25kjkUKqUokEhgMA9CA5XDl/6lvHvjBTNhq1q/6a3PvCsy1ejpXW7G9sW86yTkZllGiu4akBdwgVIJAq3RkejeAF7L5eQacdTUuqU308P+zQvqnXoevyP6SqA5+IaoFTUFV/V5Q704nAOxFcxzCp/wCf5d99BlJL5sbjPB+k+PFrYbOAW9Qavcg2kpcK8vGiayxUwfYxFlp172T3U2i7JYhSPjj7SpF0kinMJikz273CBeOPDAyEv9kerANZlh0XTdhuYIBBGqV8e1xRbhk4iI121ueA1C7g+JNrH8RwSoD9ql4vlH1lVpe87JudU19SY8pDv5ickUWDFkUxykKKzhYxU0wE5yFATCHYmAPvEMj/AFnyU46bqsFyqem9+6U21aq6r7FgjKzamMo7glPIS+DxFuqc7c3kUQ6UAo9gIfuzX1676aCvpH82knLJ3ItjVtoVRugAiquUZNp2QnXz8hD5B/xEM157z33qbZPK3Rd/9PSnVLfMxqPjdtFK8VqDjD+wyanjWQQ1VmEUylMi4UetjAWNU8VyAmsIJl7Ec8a9xQt6ychVZsb923cefLuR/NMggBvUt8OXNtRjWwEnb4kWPM6zHiIyCSu/3WvLDizue62LW2nuSugNr7FhynNLQFauUdJyUWUpgKYXLVusdVIAMIFHzKHQiAZAHH31DNMbK4gUrmDvay6w4n0eYlJeJE1tuTRuxarM5R2wKX6QdFbJmOr8EKoE8QEPIS/a8fIecfS+0tPQfIL0R9p1/l7D7WpcfOPYC0krdJrdbo2q38pVHyLavFXj49Fy1cKuwKgSPdu1zgKBRUIU5khGONOPdg6yr3pXcgJjaXHDSWioaB3FDs7luCnvbBUazaXFxVMQXHw0jHEYPF2aTlNF2ut4dJrpAAmVDrfxdk2riW53Z1J5AoNXWO8IUAMcssFpAOKxeFxSwH3VcDmQxZY2nu6SxJA7oMgQa6m+RPqO8M+L1A0ltLau/NXMNe7CsTCu1aaRssYDGR+IVKQ78jpVwmkZg3KcFV3BDGBInz6ERKA/roz1F+HHI3aXIvUGp976ys1w1e5BKykQskasQzcGrddZ83BJwc5maBnRWyrg5SETcJKpCPZOx57H8bSdNcSNHb9mN+6x2VoFzzsr+x39krVAkqhTafHqqe09UjkpBy6EYkzsFVwekWM2Oo6P4mH55j/KuTVv1N9dDSuqpqDk9mSu3Nf7Kc1ssatJuLBrokfVhfyBIxuok4kYwyKLoFCIHKKpCqpgYDHyuxkPq5T/ACyvCHvExITtrrM0DUltmEAd251l0C7GPHV3+IWQBMFhatqFkw1xQc79VWnOR3HnkSxnJPj9vnTG9Y2McA1knFNtDGaSj1x76TXO0VUBM4+Jvsm6H5D/AHZM2c8HAh9Cb09QSK33T+ZfCvebyv6ne1Oai9Dakl4WJXYKvmqjNKYllZeRZpvGqiCvsMTCm4KRZx9gCgbrofy+7aCoj82Bx0hmUZ5yAGxtOmSQSaLd2XdehHzVW+RJHiBqgTFMYxlFXUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVCuwavfBv1K2Tr+KqVjlYuGl4NSPmJdaMSOm8Xj1hWBdJq6ETEGNAvh4AA+535B49D8X1h5Ofyh0R+I0h+R57l9vtrhLXVaJRKrW7RbJSNkZcpZeZVjGqbVoqzSV/bJNXJhUE0ih0XwABAD/aDoAHw/rDyc/lDoj8RpD8jxSn1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPH1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPFKfWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8Up9YeTn8odEfiNIfkeYjsCI5FbOoN51tMa70tXIqwwz6DcSDW9vnSrFNygdEViIGh0yqGKCnkBBOQB668g+/Mu+sPJz+UOiPxGkPyPPAtmzd8UGq2i93DU+n0KnCRrqXkzx98euXRWqCRlVPZRPDplUU8SG6KY5AEeuzB9+KVZYO+vn9+MB933dYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmVprkJvbW7ebrlQo+pbdALT01NIPpK5PI5wf4+ScvhIZunFuCl8Bdin2ChvLw7+XfQWWxilQR9YeTn8odEfiNIfkePrDyc/lDoj8RpD8jyd8YpUEfWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8nfGKVBH1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPJ3xilQR9YeTn8odEfiNIfkePrDyc/lDoj8RpD8jyd8YpUEfWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8ncfuH5d5Wmp7N3xfqrV73T9T6fXqc3GtZeMPIXx62dGarpFVT95EkOoVNTxOXspTnAB76MP34pXv/WHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8Up9YeTn8odEfiNIfkeZXqOnytHph4icNH/TDmZmpxyRosZZFuo/k3L4USKmIQyhUxdeHmJCibx78Q76zFPrDyc/lDoj8RpD8jzOtaXVS/1UJ9xGoxD9KSk4h23ScCumm6ZPl2S3tqmImJ0xUbKCUwkKIlEBEofdilZ7mPW2tsbnVLNT5RV2hGSse5jXB25gKqRJZMyZhIJgEAMAHHoRAQ76+Q5kOMqv2UuIbdwSrCCOoO9WWbzW3FxDBBkeYqHOO+kKpxo0LprjvRJCwy1Ko9YjapEupdVNV84aM25G6R3B0k00zKiVMomEhCFERHopQ+WTHjGar957jm5cMsxknqTvWezZW2gtoIUCB5CmMYyqrKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKr9yn430fl1oHY/HPZMra4SkWdsg1fuoNdFF8iRNwkuUUTrJKplHyQIA+RDfIR+4ehCfkyAmmRMvYlKAAHef3jFDTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpUEWH/ec1D/yHb/+oV7MGomy927gkZe3UAmrYLU7OwOYZBGWau15GZRauBQcOCLpKkTbgJ01QTIKavfiAmEO+gzmw/7zmof+Q7f/ANQr2YPQta7s0/Iy9RoRtWT2p3lgdTLdaVdu0JGHRdOBXcNyIJJHTcAB1FRIcVEuvIAMA9Yt/wCoJ2j0mV39J3x6xS5/p43nPlDTHrp2z6TX8ym/9iMOQq+pmujLxM1wlfNKEXbLxJXLgwPAR+KIZWRIUGniP9gxSr+Xz8OskO/bziKJfa3rJGl367XWWjHMqwaQrduYFEkVEyHA6q6ySaQh7oD5HMUnQCHl5CUpvFulD2S13bAbf18zo9gS+rilako+ZlHEeKaYuiOCroKpNnHmYOjlFMxSgPy+0GZHIa7mXfICsbWTcxQV9lU5CBVRMc/xIuFnbZYpil8fH2wK3OAiJgHsS/IfmIctCVtg/v6uuNZX37vvHgO3MG4R+7H9ob273tPiY12Xb75GWvjjZ4eyXemxFjszaClqo/ZxpkypHaPFjCocElFiLgZFMoim4FPovyAexEbX5Bu89e2y8stey9GXr31rrNlbWJo2lllEWj/wSWROioskRQ6XZHBxA4EP0YodlEBzMZuiwOzqfGwO4qNSrGBgScvItYoSLFF0UB+aZlkiCcCiJgA4plHofuD7s6h7jCM6j7EL+OrH0muMO+Omke4Lfhp/IrO3DhBogu6dLJt2yRDKKKHN0UhQDsRER+4AAO+8pXdb9Yto8NOS1/lo+OjK7JVSzq1pNJI5FlYgGKxEF3AmMICdYCmWDxAoARRMOhEBEZM3VTZiT1/VdIa3glIOszLlCDknDBMEUIGBIQTOAJ10BBOkn8MQAD5Ct3/4c+vkrHsonipv6LjWqLKOba+nG7dFMviRFMsasUpSh+4AAAAA/wCGdWO8fQfIk/QD+YVxp7o9T9APqT/KedZlZbPtGN2lrGr1rVbCzatk20opZ7UewptVausimkLNJOOMkY70HJjrFE5VCez7QCIH8wAK/wDLnlrL8eJjRGr9Z6pHeXIXZs47hKdWVpwkKyODRmo8evX8kZFcWzVBFLsxiIrKGOomUqZhMIhYCyqbqLtLWKdPZ6uV0oZtKDc1pJy7JNouATS+jwi0k0xQOmJ/iPfFY5RKUE/ADCJuqmc1uMe4dq7B4q8kON81rdpvzUc9KSEZE3JZ03hLNGyUedi+YuXTVJZdocSGSVTcERW8TpAApmAw9UuTpTeJz1jVzHSMYE6MiW3tQfFzMGJ66THTn1IE7kCortHqK7eo9K1xWrlwut9c5g2/YznWlY144tCRYecdoMlH6su2sQtgA8KRoiqqLoGnvAchkvh/MOsi/Yvq323SdC5JN9xcT3EPyQ1dYqLFTVIgrsnJsZyNsskiyYyURLqM24rl8juQFFds3N7jcUxEgGBQPe2BxD567VZaL5C3nanHh9zA1xs99eqlWUEnaVNj4N3FKxbiuHlCtgfLCdFwqv8ASSjYxwWEABv7ZQLkPbP9NLlPyBY8mdwbVsugK1yN2NbNWLIwUJKyLqv1Ws1ScRkfhiyarJJw8eL+cgoKgtECeZ0SdFKBlMv4ddVxBcwC9sN4Key1adwTJuBssAA8YFstVfYBSbee6Y8W13MHYhdGgrgEnTP3wJpW9Qrl8nuzePGNHgprhzvemU5hsfxLuI4V6Trjk7lNMv0kMJ8QlKisyWSBp8IZARKYwuylADG+Wo+qbe962/jNReLnFphsSd2howu7Y1e1Xoa+yhEAdoNzx79VGPfHKcDOClKqkmr5KdAJCk8lSWSR4r7BT50cjuThpimjQrhpuv68jGgOF/pBCRZP5Zwqqun7PtlbiSSQApiqGOIlU7IUAATVd4G+nXuzi7sLh1bL/aNWzEdr3jMGmZokO9dqqOpv6WavPfagq2SA7P225w8ziRTyEoe112IR4NdekXTEzPhC8WB13K8OfNuSsQO8adGvssxpjxk8MW9g18eQ5kA152n/AFbL9suncRt12DiEfXfHjat9Q1YWWdXsjidgrMdVy17GKTY+yvF/Gsl2xXfxiaxg6U+FKUQz7p/1ZbjH0/aPJuC4nr2DgFTLm7p87sYbsmjOKps5H6NfzDGu/BmKvGN3RVimUO9SXOmiooRAwAAD41J9Njedb4c8FOPT616nVumsN9stpT7pJ88Fk7ikrBIyJkWZxagod0KL5EoEUImTzKcPcAAAw1jhvRDLQLde6jX+H3pRbs1/NX2StTTZezKw6kLdDxr+RO+Xj3MSmy9qTUR99dBBwMk2AEwR8k/sCBnBPrcdqI7zDwIiwRPOJa8PiXCxOoLLiVCg6CThfPe+GjxgWTs2TOmCYujsD1Ld4srpz1r+m+Hld2ZWOPqrZxZpiW2UMMFgYKQTeXH6KRJGOvcfFTWVL8OsZJEQIkb4kBV8CebpPnHyS3t6ktc1hTKVrj9TOZ4/Vra7Jw8sp0ZpFKVXc+09MzLFn8nPuIA0Mz+MKkRIvxAKnUN8OWTIfg/s+Kc+rUYk3rpJnvcxPqYmk5cAEUQtRbQwFkQ9jpEAXbnMAI+9+yEo/wBrsgYBxr4OcluOvJXjDtVrJaMtVBjON1V0ff0lJeQQkI99DqLrlfQ5AZmTeoqqODJiVc7UxSlA/wAxHwx+jI7a122QEtzPNn4e/rkbd26LQGIUmehEOO1fq7aPiJbbkFvWNJWc5t9qf3gCCOR3EYxjFTpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpmu4u4bFprh1w3la5M6+rSkvG1KCdSlnSUUj4xutGFEy6gEXQ68fbL8xUAOu82I5r+iNaXfZHEvhUego017NwDGo2MzWddrNmrxJCMKApCokisYBEVC/+AQ67yDbr01LPlqE/KakuzdYaPODHzipcqO9mEXrK/wCzrzuDTG2K7CiUyrrX7Uwkb/IP2KhReOvJYxjkAoeRP7Qd/L55KVa2iWWg7LYbbRL1qeNim/xbk9jI0KUzcCGOZUh2q65BKUpBEwCYDF+XYfPMVbwu2p6g3aBuOt9BtZN0mVFnGJSjqQi5JM3yVI99xkiYoCX5B4kU+/sQ+XQxTrrjVYWlb3hVLYavUal22JLENK1XZd5JMoXtFZNVyio6TS8FFPeJ2kmmQgAkX+0IiOSvFocoMhcefy38/ON6Wgvd1HE58pHntk/TpU2a13MTZq7RVhrPadarjtoL6NmZdigi0kkey+JiFIudZMTAcDFKsmmJi9iAfLIerFn2jTuP11n9N6rYbo2AlsW1Jta85sKcIm6RUuL5NwqL1RJUpBRQOsuBBIPuCkCYCUTgYJW1JHbzgG0PWNjttWLV6MjSMk5KHeuzupNRMCEIodqoiQjcBKUwmKCiv2hDoQDIprCm6kuP11Px7Z6uf7V/SLagZJXJy7QiRb/XF98UKp2iaiwKA2+IFMClEBVBMDCBRMIXXQgcBDKyN+Ynn0kb7ECSINUWi2nv4PPwMcuvhvUmco+RdD4k8e9s8kNmJy7qlVGIVlXbaOSBV2+MAgRJs3IYSgZZVU6aRAEQDyOXsQDscpdWfUB3VVNkVLVnLHiTG8fbPcabO2+hHidgEsbaWUi2xHTuJkVAYtRYSBUVSqgVMrlExSK+KxhT6NZ3nPxXhObfEje3Fifmy1pncYQ0elImaA6IwdEUIs3WUQESgsmVZFIxkhEPMoGL2HfYa1+Nfpi2DXV1f2uV4S+kvxrk2lMmIJnPargnjqdmJR21+GB0R2swY/RDbwOuCjcoPjHKr4+6AFETeXxLXgl42/iCEr/FoeI8dWnBJnGCNVelw62i9kP8Jfvfw6k38CNeQNpyDpnNdNeqnt7YdO4G7ivfDyH1hozkC5YQdWkv0jDITERNvItw+apv40sYmkVgsLNZNN2m5Or4ikc7ZITiQsL8a/VH5TpceJO8b90XRdibot/ICyag1NWKrdQEZl63mJNIzV84VimibFhHt41T/bunKzhJEVTpJqGBIZ+r3p67oieKHpCaKc2fV57doC10ucuTkj12LOSQioV4xcFjDi2A6pzKukzEBYiICQDCYSCAFGq9r9HzdewNJzOm9jxHEPZsVTOQk7u3WzWyi+kom6M5V9Jru4ezx6jPxZdJSxyEXbHedKJpqeH2fA3s8X2S8VeFv/TFwqpz/pC5wx1DB7xVrwBAJhcLM6vM4fW3C2i/+oVViP3ynEDSdu7rFmQSB3pJAEraHZHqt23Q+oua8xvvi+3p3IXSUFCWuUpkPdvpWLtEHJuDINn0XMiwRVOXzQeJnTVZJnKoh49CBynzZXpi/bNtusU73vDV8Jo2eUMu7CFb2QJoWccH2kVHTgrdAhHAp/NREgKETMAlKsqAeY6X5X0nr5P8PubGoKVxt9Nbh5srZUTFQsFH6tjnqbRui2dEcKGmJ74Bss8A5gMKaZI9MEeh+0r7gmJvxewzWVr7uvSZPeZOWZmTgpR68iGIJDAA/wDoI5j43WtpjZANzQIB21Zzgk5GkNmAdUAYiywQbih5CajJ5xC42A3LkYmAsk5LavuO3qG7y5COdMbRiOEFpacNtiSK7Sq35jbkpCYaMwKsZtKzUAVqQGEc4Bv9lYjtwdP3UfcTT8h6i2N9W27vNb1Xlu74lDH+ntNXFvVWOxBvaZrAVq4lgiW82tW/ggISMUdGT+0D4zgEjgoKHXyz3+I3FL1DuN1V488TlNo8aGXELW7k7ItnjSPXVuvFbRKsVlEO4xy0BnHHAqjcqzxF0sc4IfsyJCcRCDIv0z+YIcZqN6akxbeOBuDcFbmL8t0RkZM1zkauznCy7eGNDizBmk48kkWp34PTgKZRODcDD0GpBa/WFCSbepY1YJt6l1l4jSwWYAie/wB0xb1Qu6+zcnDRyzDQ0BJ3E6d5+7JH2mnP9o+rptHXlY5jbcj+GSVo0LorZyuvrtMF2CVCWkkCnZAL6FjBjjEdqECRTMo2XctgAOgTWWMJgJnmw/U+2bo5xymgN78VIWnXii6Pfb5rkdE7A+k0bPCtlFUVWL1wMcj9HSBFSIkORMjxEAV8iLKePQ4jsv03N43LiV6oOhou1aoQt+7NsyF7qrld88Kzj2CxokSpyBytROmuH0av2VIipftJ9HHsfHK+cXp87m5MbQ5GXaiWbWMTFW/irY9Gxqcu9dpKoTz5+DhFwuCTZQCsQIHRlCiZUB+5IwfPPIvveXh7ejLm1LdRc/VmaOn+uFERGSNoj0bC224h9eEF2B0Nv9YRfP8A0SxmZwDgzP8AEf6kHJ+Q3Jo/R5eDVVY2/a9FeX3W6znaolakZtAandI2Y5Ikx4pUib9sJQaEkgOdQpOy/aMX91PVOsL3iZSeREToPX9ZtLm8TuvrUyve2oyrViiykU8dtHR3ticomOs3MsxMVEzdkoqp7hBMkkAG6m5PiNsgnLHgxvcZukfVHWWqLLRZ5t8S4+Mdv34Q4IqMyez4HQL9FuPIyh0zB5J9EN2bxoPDel/yn1rZOPe2aibi7tu7ULbm2rsnUbdMyTSDesLVIquGrxN6lHOVEJVmkJS9fCnIPvLkKqX5KD7PGpbFzRbPd+0zvGm+VQeIe1E/1SoBryuDa4bC3Lg7/ckbb2GLHzW6AB5xBkVIFf8AWshrXxwZbnpeiIXaV3R31FaClIGmbDZTMUvKvvZMk+iJ5NAqEg1EjxqYBOm3HsyhT+2KY9ytZfVKlNEt+acTy20Cw1nfNO0mG2D8DTLeazsrfFSazlszTZunDGPUSeGdszNjIqIgQpjkMVQ5REQq/BemBzPSs97+uF8422WDnOUdI5HqSjN3IsHDcGSDNKTiE474NRMpEgYJlaKi4MKpR/be0YBMM/8AMD0y79ys2lzqnT3+nU2n7Q0pVaBXXYe+4fQ8/Ey8jJJunTb2ypmae46Zf2FROYCqgJS9FE2QGbILiC0zGSscNbbuzgnt+0UTIM9NJGpR9swB7q6YnAaeJcGeYjhyjGIIjPe1CsCb8k+Ylo9Tj07tbb11DI8ZIebomxpt7X67sdSxQViAjeKFuR+JWrIpn7MxlOyGQUTT+I7RXU8j9Xe5UcxL/ozkBxW426t0PH7mv+129nNGOH9rGDYQikS2buBM9VKzdHBucjhTyUTTOoQUygVJUT9FrrTOMvP/AGTzc4icruUD3ifVK3rapW2tO6/RZyXklZB1KIsi/SKa7xg2Do5mQALYQD2ClAQWcCfolpN1ca71sfmzwh5IwctU2tG1rH3ZpOtHa6xXzs8sxaoNxaJlSMmcCmbnFTzUT6AS+PmPYBYVGmym3+pMdNd1l3ncaPETGNhTw7HJbeBv10rO3Qz4YwSIJonGertt8urLLvC38KWFS1ZR9rF09tJ0OySuHkHM/TSMUd1BNyxoFl49NR20OZVdRgr0cwFRN7Yjkq7M9SvbsfK8s7LoLh+Teeg9HSTuG2BZXF+ShpN4+ZsknsihARQslyvzNUVyAYXDlmB1AMQgm67GPbn6bW87Fw15kcd2Vr1Olddh8g3W2IV0q+eAxaxClpj5YqLo4NRUI69hkqQSEIdP3DED3PEROH93jhDzcoxOduoeMNk4yuNFb8sEtZnU7cZGUbzuuH0swRZyYtY5szWby5B9kXCJVHLPwOoJDicoAI4y108OGUDtTbkA7dqbfDkI2cIGN8TIMqAW2ndbW12zBz9mLhB69kGujUvVyBaxBkEkLM1KK/qTXHbWzp2h8NOOCXIupV/X1e2HbrC+uZK8dkymmyruOZRbUzRx8dIqNkTLikqo0RIBkymXATfKnXp+eoNvOT4e+nVpfXmuZ3l9zAvGrn2wZt3eL2rDtoqEbSAtRfS0yo2fuTrqrrJIJJEQVMYSHExiFJ2M70rgHyp4gbbuMrwjsPH6e1XcdaUyhTRdgv5FnI1Z7X49WOayzJJm1XTkQUbKJidoqo0/aJAILABhAKhwfod3Osar4JSFy1Vwb5ibc1frF9rC0VLaBXf1ZmW6siL5CRjJII10s0doqGVKPkyOVRNwoTsniUw7botrfudkT2RcAE/FAHERiDjUbQnSCVOSCGK4eG7Q2h2oHa6FwPhk9lqzIzHawJjUNiukPvA4e8pWHLDWNgtytGmNWX+t2mWo1zqr92m7Vrs9Hre05blcpdEcIiApqpLFAvuJKpmEpBEShazKc8F+Nv6rmi0tfutWcXNOTbyYfTT+C0/XFIivNDrHAEyEBTo7pciKaCZ3Zk0RVEgD7SYABcuNkr4UEAbwsxtqgaoycapjJx947lZJzO0tH8MnTOBnTE4GeQ2DGMZTVtMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilYFdda1W/qRrifCyNXzMiqTd3ETj6JdJpqCmKifxDJZJQUzCiiYSCbxEUyCIfIMwX9XPX/wDEO9/xTs/5hnn7KjvrfuXWWvJSXt0fVndXsUw4Sh519EqqumzuHSRMK7NVJUSlI+ch4CbxHz7EOwDr0P1c9f8A8Q73/FOz/mGKU/Vz1/8AxDvf8U7P+YY/Vz1//EO9/wAU7P8AmGP1c9f/AMQ73/FOz/mGP1c9f/xDvf8AFOz/AJhilP1c9f8A8Q73/FOz/mGP1c9f/wAQ73/FOz/mGYXJa749w9si6HL7e2HFXl8QFGUK53PYEn7wg+XRkmxpIFDgPgf5lKP9k39w5mn6uev/AOId7/inZ/zDAyJocGKfq56//iHe/wCKdn/MM/w3G/WqyaqD6Q3BMMVCGSXaSGxrC7aukzAIGTWbrPTJqpmARASHKJRARAQHP9/Vz1//ABDvf8U7P+YZGe6tUV7W2mtubDqdn3S2tMFV5WYjVXWxrC7SSdINFVUjHQWenSVKByFESHKYo9dCAhilXDAAAOgDoMYD7vv7xilMZE9I3jq3Y2xNy6nplo+mb/r57Hx1vYfBOEfohw8ZJvWxPdUTKmt5t1k1O0THAvl4mEpgEofvuzdGtOOupr/vLcdk+p+ratGKzE7KfBuHfwLRMOzqew3Iosp0H/hIQxh/cA5wsNIbkQD6ESD5EZB6VJEZmCqJJxHj0qUcZ+DVyg9atnjY/utlUyqpm6EPIoh2A9D8w+Q54ri21RpaYqju7NXmt1fMXMmyh1HqZXzxmgdIi7hJuJvcOkmdy2KdQoCUhlkwEQE5e5EEHSd/8ZPyFVJcVlDqZB58s7VkOMYzlTpjGRLqTeerN6N9gutV2j60t6ra5KkTxvgXLb4CaYnKR016XTIKntmOUPcT8kzd/ZMbC5JUbgT6AgE+UsonqQOYocDUdpj1IJjzgEx0BPI1LWMZFCu8NXI7xZ8blLP47ocVVW7JQ3wTj7cKm7I0O5+J9v2A6XVIT2xU9we+wL4gI4GWCDczA6wCx9gCT0AJ2FDhSx2ET6kAe5IA6kgbmpXxjImuu8tW682RqDUdwtAxGw76tJt6nHAxcrfSyjFoLt0X3U0zJo+2iUT/ALUxPL7i+RvlnGYASdqVLOMwPWOyqjuCiV3ZNEczTupSqRlmSkjEPItwchTmIPuNHiSThIfIhvkomURDoQDoQEc8yTKQYO9KYxjOUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjKtRFLj9q7D3wa2z+y0iQdobQ8alD3KXiEUGowcW6EoosnKJDm9544N5mKJvtdd9AABlK/HrXDZFZy5s28m7dMonUUPtSzFKQoB2IiIyHQAAfPvOEgCTXQCTAqfMZXmK0RqudjI+ahLnuiYh3aJHDV212xZVUXKRgAxVE1CyAlMUQEBAwCICA5+Sej9SrTDquo3jcatgQbpu12JdtWQXCKBzGKRU6X0j5FIYyZwAwh0IlMAfcOSIIMHeogiJ5VYvGVYtGttAUdxDM7ptrY9QdyKvsR6UpuawNDvlewDwRKpJFFQ3Zih0XsfmH9+Zh+rnr/8AiHe/4p2f8wzg2mu+FTvjII/Vz1//ABDvf8U7P+YY/Vz1/wDxDvf8U7P+YYpU7iACAgIdhkDl4361RIkgxkNwRDFMhUkGkfsaws2rVMoABU0W6L0qaSZQAAAhCgUAAAAAz/f1c9f/AMQ73/FOz/mGP1c9f/xDvf8AFOz/AJhilP1c9f8A8Q73/FOz/mGP1c9f/wAQ73/FOz/mGP1c9f8A8Q73/FOz/mGP1c9f/wAQ73/FOz/mGKU/Vz1//EO9/wAU7P8AmGSxV6vC06FbV+vtlmsYkdVUAVcKLqqKqKGVUUUVVMZRRQ6ihzmOcwmMYwiIiI5E/wCrnr/+Id7/AIp2f8wz7dASUhJa8dlkX8hJHZWi0Q6Crtyo4W+FaTr5qgU6yhjKKGKi3SKJzmExvHsRER7xSpqxjGKUxjGKUxjGKUxkA7R5RaK0vdIfXmy7z9Wrg/qs/dmjP6MeOPdhYciJ5Fz7iKRyB7JXSA+2JgUP5/syn6N1Jmudg1DbOvqNtPX8v9P0OyQ7OehX/wAOqh8axcolWQV9pUpFCeSahDeJylMHfQgAgIYTvKWXIH4lgPmjjzVhupg/dIDYJmPQAn2DKT4MOorMsYxilMZE+0t46u0s71cx2ZaPq06ulqaUqtF+CcOPpKacpqqItu0Uzgl5EbLD7ingmHj0JgEQAZYwuQWGwMeoAJHnDAx0IPMUbBAO5E+kkT5SCJ6gjkaYxmPMbbVJSx2CnRlnr0jbolFq5lYpB6mo8jEnHufDqOECmE6RVfZW8DGAAP7Z/HvxHpSshxkTo7x1cvvF9xuStHnuhtVUbqvDfBOA8IVR2doRz8T7fsD2ukoT2wU9wPHsSgUQEZYwMqHGxmD1glT7EEHoQRuKHDFTuIn1AI9wQR4EHY0xkT7S3jq7SzvVzHZlo+rTq6WppSq0X4Jw4+kppymqoi27RTOCXkRssPuKeCYePQmARABljC5BYbAx6gAkecMDHQg8xRsEA7kT6SRPlIInqCORpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUqCLD/vOah/5Dt//AFCvZAPHXWND3Aws+39o11pbNsEuswl8a9OcziA+DfqJN2rYwCAt0yJpJG8CdeXkIm8vLJu2VI/VDcusthykRbZCrNKvYodwrDwT6WVTdOXcOqiUUGaSqoFMRi5HzEviHh0I9iHcSyS3GGVuK98X1vyDaWRd0k+dGZUO6NGz9yn14LOWiLUiC6geJftKEMI9B33i3i4H8I8RkGR7eHnvS5m3p8Z88MIPuDz22r4pWh2l9zUUFtunZkMCtBUfE+GaQxvh0fpQofBk91gftD59+RvJbv8A/e9fLJD2RM7PmORVE1XUdivKBUnlRkpmTVaRzNw6Mqi7bJpigdykoUhv2wgPkU5fETfZ8vExfHuVu0HfJ6DtM/UOSaFmjkjt2khF0e6xbkqJjFOZE6rRqkZRITEKIpnExew+7MkW2xplxc2GwVqZvc9vaxq0Qg7/AEZWsPbaKqJqHT9v4HwHs6KY+Ql8g8egEAEQHloQttTsuufGdcexYT5Tk126ZNxhu2mPCNM+4BjzjArxt4MJGKf8R4+XnXdlkkdiM01pBwikko7MEa/D3DkSKVMph/eBSlDv7gD7ssVdbNJVKF+loqjW7YLr3ipfR8ILQHPQ99n/ANqXQT8Q6+f2+/mHQDkAX3ZGj9nQaVeulJ35JxyblJ6gKOt7a1XauEx7Isi4QZEVSUL2PRyGKPQiHfQjmRwu9dZwERGwkfA8h1GLREiCRneuLY6WEhQ6D3F1mR1FDfL5mOYxh/eI51SdDKdyxb3VR/0/PlUSO+GGwWPYsf8Aq+VRNyDr1c2lsjhvEX+kJuoSRl5VZ5BzaCKwom+iFlATXIQyiYnIYA/smMAGL2Bh+Q5GJ/OE0N6i+t4l09da/rTGdZQJFnB1wj01IEF1WaZziI+2kqofogiPj5dfcABk17JtPH7bf1cNeaXyOeLxDhR1HLsaLdI1ZoodMUziVVo1SP8AaIYSiAiIdCPyzE7hM6tLx62rpLTWuduQzyarczGxrVTXNjbJuX7pqqQpl3blmBfI6hy+Syx/39mN8s7aOlnPIg49VM+mkjnvvXbveCDpHy1/XUPbyq0Nl1Y3su0tY7TUve0YRxV20o2TgY2dVbQk6DxNIgnlGBfsO1EfZAyBj/NIx1BD+0Oa5/UPn7vcOTPpw8SY7aOztQar2XaLQ4uEjTZ9zBS8qhEwajxvGIyjU5HLUiywgdQUFE1DEbiUDAAmzYxZNM66t+0tYbosELIO9jU5tKNK89JKO0UmST9NJN0VRqmqVu4E5W6QAZZNQU/ERIJBMYRw3kXxY0Tyvq9dqO9aU4tTCGlkp6EeMZh9DycFIplMQjphJR6yDtosBFFCeaKpBEpzFHsBEMrK4QRMGSOXxE+v7UEQT3T3cman4sxIIkdSpA8s8xkDIzXLNsnYe4OKF79UDXej9j772HMWTkvp7WTmwxMqzd3NjCv6+z95qykpFZFEZH2igwSdu1inAypDnVFUPcHNOVifKer8RPVPqUnqDnTrzhu94+OpOPT37eom0zETbE3IpqpsHqE1KvTM3LVQqgkXV8E1WxvbAoH8R6Aaz6anCCo0HdmsYnQsM4pOxnDF7dWkjKyEgafetEyEbvVVnLhRUjwntkU+KIYqxligsY4q/bz44v0y+FkbQd163dassltgtiwhK1c3tlvFgnZmaiSiYSMRmX71aQSbEFQ4lRSXIQomESgAj3iwpW3oY6jpCyecWEtQRvAdWuLk95gYkHVfZvqt63cA0hWBgcoum4SDtJSEIAA0jSCAe7p321tHkDvjm3zF08rRPU2uFF1nXadDUZvx+vUPV2kI8kIYr9aXlSu5yLUklzqqgkkksRy0AjQ4CQTGNmOa5id8y/OHhtvflXG7eiOXEDw2s1ssFbY36QbMHthjpeOSL7jCMfDHKIugAqqzUgHbqnOkY5DmRSEm9Hdvp+cUOQdubX7Y+vrMjdiw6decytZuk7WXUvFJiYSMZFWJeNTSDUoqKdIuhVIHmfov2jd+094McVnNy48X9jqlCp2nVMWaCoa1dl5CFShYsRREY87diuii7ZCLZAfhXJFUu0wHw77HOaGgaW0tLd7cgm1ft6xtDarquRz0hdUIs4OEti3ZW1cGoBUBGwOl7LFTv3SLbLPLUW0y7Vzw8Mtk899lUbgHyfoutvU1uW2rnYK7ObQsVxv9bW1nYqzJj3JEjoAJ9UI9Jskv7rQW0eg5/wBmKVUBE5y5up9RC9W/R83wr5FxN6tFW1vW9uRkDf2LeTWQjZKBnEVogFH6BTAmsVu+eRi5DKAPtiQxg67HM4pXpm8JtebGr+zqlp17HTENMrWKCiFbXNOa3XZRQTmM9ja6s7PFMXHkqoYFW7ZMxROYSiAj3lkd+aE1Nyg0/e9Cb0qKd61PZmYMZqKM8cNBdogcqhfFw2UTWSMU6ZDFOmcpyiUBAQEMu4y8TbH6uoUh9YU7QCh7ORHcOkjCiNTNEmBOxaHaMLzEqyaCRvJ1gvH7Y1Ag6j8KiYUGuXOi8nOUlloGwdLzW9dxNNk8objRL9ql99YXab+l1Wwz74j5nELAcFGaLKGhCrgRESgmZ0YwAAmER8afot81/wALvWL5la+5Hckdb7O1vyD2JO06PrVwdxkI3WayLZQ4SMaiYEJUHHkYigPSrABAKBAIIGMbpdV4TcXVtncbtxm1NGF2NqKCc1rXUgR+8IFbjV2pWqiBUAVBJcPZKBCmXIoYnZhIJRMYR/GT4RcX5nTu/wDQUlrH4nUu0ZqWsN6ifpqRL9OSEicp3i3vguCzf3DJkHwQOmUvX2AL2OEVLbs9qZC3FQndR2lg2R/Lbsksd9bkQRmr1uB2QXh3Ndt2UbE6LovR/E9waRgaV5bVqyZw965r8gfUyc7H5N8lNIx+oloWuUKLod8f1lnXwVrLaVUmnrdmomSSOq4eKdFfAsgCbYCAn/aEdbFh5zciWlGqHPZFJu55L/8A2b7+2A7Bgn7ZpY1gZB9Ig2EAT8Ox+L9sQAnXy68c6Rt1+nRw95CW99e9n6tl3dnfRLeAml4W3TUEnaIxHyBJnMoxrtulKtyAc5QSelWIBTGL10IhkqL8TeObm6Nb6vqWrqTiOv1dVJICCn0cWpqKkVPFfRvl8IKAmSIHzS8gKHgA+AiXMxtd2BjukevYcRaLzyNxrqM0bBYltK1DhXKqgvd4gqT4gXbFzT4hVtuqk7kgkLqatMfD9DmJUuTnE91TdU+py201NxMoy3FLb52NXrDEyojHCuymIpu3n5FVi4+MSImKDJFBuKLoe0w8CiFveapjF9R30hDFESmCX2WICH3gP1VUyx2j/Tt4icdb1B7I1brWwtrdEMF4qvrTlynLAjVWSoFKq2hm0m8cIxaJikKQSMyIlEgATrx+WT9dtGas2LsfUG27lV/pjYNCWk16nIfHOUvoo75oLR0PtJqFSW9xAwk6VKcC/eXxN880/pQ9taKWsbxyiSSBjkJxAEbAQBWThbTIDrMmInqYjUZzJ55MxO5Ncz3B2y7s5SXH0q9cbQ5O8nzUmycetiWW5oRewZeOeW520tEc3bKOpFu4I7IqkVx0VwkqRcCFFIFATUUIbEHvKHlElXdA8Rm1m5kbkpTnk7tvXko9olpaobBn61XQXcR0SWwST9kcpx9wnuuviyO1EGZgKoJjG76O9R8HuLuiZnUNg1VrD6rS9DqspSqmt9NSLn6KhX7xF67beK65yre44bIKe4qB1C+HiUxSiJR8Sw+n5xEtFCtOtpnUZVKzL3x9s9c6E7Jt5BlanaplV5VhIpOCu49wYx1OjNVUgIU5ilApTCUTkSAB3YuSMZZuJF1CcGdNrUmeZKfASa23m1MzDBJWD0A4c22GCIm5pfB5Bp1KBVa/TKV5TRk7ykpe5td8oaRoRjORTzVf6ZbNFT1sQarsu37B0+YyUio4RRcpAoiq6XOsKboCiYwEDra9kAcfuLujuLsJZYPS1PeQAzch9LTslJzT+alp54CZUgXfykis4eO1CppkIUyypxKUoFDoPlk/5ZeuBojkFHsoGcmTjc5bc5NZrSaZ8ST7megjy5bDApjGMpq2mMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSqhfVSyXlhzhp9PsZ6jaJK0Js2MkBjF+EVPVoQAN5E+0UP3CYv2gAew+YBka68jKfq6andeyvH2B0rseTqMks1fwcmV9H2BBuVMFxMp0mr7wGUSP2ul5CBh+2I9gMjvZKq1iy8javs+pbIl4C1WJCQbkiahMyqLtj9BRbQwiuwbKlTN7rNwXxExTh4APQdgOY/UV+MlIkZOYg9eciV5l2wPFqvZOjXWScEZmHsyCSrtsqdFMRABEqYlARAP7gzPeslldR95SPkwHzOd8Tir7N0KyMfusD81J+Qx0POo+44zu0KPE8LYiU2AazU231UzVSFPGNkUoj4eMI4QO3WIQFjG8SeB/dOcDCYRKBPkAT/RHNkjuT+16pK22StcQFXipZr8cwYJrMRWePSigRds3RUOgUEi+JVTKGDsw+QiYRzw4648fYlPWSMfr7e7dOnNzNa4H6N7cb6OSM3+HEvzZD7v7L7PankP7/v8AnmIxZeOENcv0gMYLmKFuH2gUdrRGxFgXTTOZQiKqaiZiKIlMc4gicop/aN9noRzffuh+I7QfDLecGY8yCZmeUVht2itjs/vQvlIIJ8gQI25zFf5IUGxSHNgFv0wbEaFJRTSKJE2cOYrdEZQoCyIKjEwggPQdmERX+Qftc/XZNGs8ry+1eZjubZNZB3VJ9duVk1hzBGkItHAZFD32KomIcRAxhV9w4CUPExA7AZJ/Sxpn66fpD+pm9/rh9F/Qvxn6MrX/APB+77vt+38D4f2/teXj5fu76+WY/fbloXZTqBkbVT+R/wBLRYqjHv4yiXOLeNAUAoKFI5ZtUlfA4EL5E8vEfEOw+WZ7Q0i1+5q/uL/QMPWepJ0Xe8zn9rT/AGhfxB9I6AVPl0uc3TCwiUXrXYezBcCZNZSFGPAWfj4/bX+Jctw+15CIe2Bv7JvkHy7pZyapv155RaXh/wBEevNz+NNnV/oizP8A4Ron06ZB7wKfDOf2hfLoA8A7AxvtB10NnEuRGvUk00i1/fQlKUCgJtX2gwiAf3iLAREf+I/PIk2HLcdNpTkHZrhTOTJ7BGtlmbN5GU28RSqSCpiGUTEzNskJimFMg9G7/shiPtFfkC3zVgPYn/nauqfs2XqB8mB89hFfLLI3ylyPF/UVGbVvjtGTbubTmIuspNZBBomk2O4KDVVw1IUDib7fkKIB2c3ZTgHzjrYkxfNh8QOSrWx7FsKcvVndnhF3zNkwTNYmrYpykI7IZuchPIpygYW4ImES9lEvfWS9DWrQEEpR12lO5IvHdcVdrQ7iQo90fLtTOSCRYTKuGpzqgYphKAKCYCh/Z66DPSY33QcfBXOst9ebuPAWF29fTLVbWNrWI/WdB0uJgOxHoDh/4S9FD9wBkeIUvrA+8DH8UrHXEBgfPY1Lh3CMhP3WBPl3p9SSPbevN2Nab5objsE9DW+17Ptr1zER0c4l20YBo8ztZBuHgRBJmgYpPcExfeMACYQAygF+729JSXIJO2WOL2TDbDXoYxZHLKUtJK+i+SkAUEDoETh11CHRMQQOUxyFMUSmATG7DMdi7Bx3i6NM61NR+Rk9Rn5PbcR03RbpKk9vxKUE0xdtVTJEACF8SEEpSiHYAA/PP1odn4/62dSD6q1DksV86QK2VWkaTdpJQESj2VMhnbZUUyB/5SdB/wAMtvNqZ2H3pjwlYAjwOdUyZyMQctq3ptJb6R8jv6jEbDlvI+niu52/sHXOuttbC3BMTS8g2WUcQiETHoMVU/JQiZjHIgC4LB4lOJiqFII/Lw6+efNWNWN9z8frrr11e9o61RdbFtTkZimzqsPLIC3uL5wBEnaX2yJqCiCShQ+SiSihB+RxzKqZtrTWvavDUyoUze8RWo9L2Wjb9GVrV9knkJuvNRiY5vmYfvEc8KF0PSt3cfJ/V+56tPvqXNXKasYsBeP4Z0okazuZRioY6B0HKI//AAqgpiJREOyHKJRMUZXGBcFcAEHxABmfEjcdTiRvVgGM71Efq63e7a19MjnFf9b3Cz6/vsPrqWfxE3Cv1WT6MdES7Isg4RMVRM5RDsDFMA/8cq/HxN80PzZ9LLVDXfW/r3CXCt7LsFx+slyfyCdllCxkQoQ6jdVUUSIpHMsdBqmQqLf3FPaITyN3to3VpnWvIjU2wdG7irf1w1baoteFnov4xw0+PZql8VEvfbnTWT7D/wASZymD9whkdbx4i6E5FMtatto1WxLSFNdmfVSYgLTLV2YryxkBQUFpKxbls8SKokIpqEKqBVC9AcDdBlVklLhuDMwPSHB/3K0feKiSIBFl6HFsfs6yfEns9PtpYE8g2JkiufXY+4983S53uk1/kxu+oMXnqMR+tvjoazuSrR9aUraAuIhsJjmIk19wyxgQ8fbIsPuATzKA5sw4Wq2fWHqA8/8Aiwz2XuC+aYrtZ1/b62yutvkrO8gncmnKpvUkJGTWcPDN1BjUFASUVOVMwn8AKA9ZZSo+nPw0ojGJjanplKGZsdkttvtyEnpQ/VvQaFaElDiZyIqKCiQoHTP2kocTKHIdQxjjYCu6M1ZVNxbL39AVf4Dbdwi4mFsct8c5P9Is44XAs0vYOoKKXt/HOvtJkKY/ufbE3iXqXBjsuHS1uw0gnqBw9i3/AO7bZ/IzuWFQ46bty464nK+BPE3Lh/8AxOE88fCAa1M3OuXPmZz85zaVuvJnkVx7oGo6XTj01rr+6u6yVN7KtXzpxOvxbHT+kATO3SRIg5E7UAQU8kzCcw5UPZe5N47m5mS3H19Lc/OWenqLpSmTMTN8a7rC08tumJQXoL2WQc/TkYZwkf4BMqDZBRwzKb3xOn9ogDux5E+n5xI5V25nfd26teztzTiRr68lE2aXgV5WJFQVBjpE8Y6b/HsvMxzfCufdR7Of7H2jd/5tf0++JO5FqA8s+sJKrylXgi1aCf0m0TFPesYQvj4xfxUI6aKqMA8CiDQ5jIgPYgQOx7zW7RCKG5EmOuLg1SdmllOAIIEHuW40XbgLMRzAAPMQbRIgYghHH8xkd9559LbL8nZl5xBU5iQdhgt/tuKnIqOlvphaPUkH7ZA8aiydvBjlVmoOlmibVVUElDFBQ5+v7s6DfTo//D84Of8A5oaf/wBHa59afAfiI3Ya7iY/S0JCxNTpU7ryvNI588ZoR0BLlSCRagkisUpzL/DpGMucDLAYDGKoUxzib/Krw01xQd3aC2vQlXNWr+utXPtVQdfIs7XJ9GKrxx0BUWWcGA/sEjPbKJ0zKn98wmWHx8R32LgAe22zxnppfi7gx+921tcbEsdlGrFetltDjdNWP4hw6wD0UW3OckBRuSRVT1K6Byiu1248vdNNtwbO0xFIzbi+631ntcdfW+fMcrcrF+zkyuGhl0GxgclO0+LbFOZwkImP4gXNU9l5ZXfY03wR4x6mmPVF3NqSQdbMWvkJGT8ZXNqhJwTtognXJKaWkY0QSZDImMos2fGcOCJNzCqsUVDj0S8g+HHHrlBJ02w7dqVkXuFeI5RhLDW7XL1iajEXHh76CUpEOmrsqCgpJCdH3fbOKZREoiUMj6U9OHhhKamoulv0NBC06sS7qwV93D2GVjJ2JlXIqC5fozzVynJldrisr7zj4n3FvIfMxsxcOhXD5Ekx1JJiTGQs6gCCZAQOqYrZfcNGnBAieggyBncnEyAASxUvBrSG4dcpWzLhtUeRdK5AVSnRHOGsp6xU2pORUtbFayrBvVQbyjuOfPirKN3J3iRFVlzrHRBETiI9jkMVndnqB8gtbbu5N6j1V6mtt5YNdq2NrTHcNfa6w1XGsIqwrMUoF1XnM+gCqB2zMyThw4jzOxWVOomp0BBHo8qvAHiRS6vruoV7UpW0XV72ns6LXXnZNy/WtRElEiyr9+s4O5kXPtrHIJnaiwGL4gYB8CeOKW30zOEt42PPbQsunHruZl5tKyzUQja5ptW56XTMQ5X8hXEXZIp458kkzisu2OcxigYwiId5r4VwjqTyaZ3P+nwyajO7E2XLGRqDZw7KKL/eWAMwBHKNfENpxELF1IEEKVwO6rVrtgIO/wDMzbPqVX/ZXNDkDxGktP31KnUstduikRA0Rg1go6RNKy0YCpGUqVdV64Op9IAql7JAIQUwDyzOOCuq6yl6sHql7JQvezbbLJRuuDN1jXmYcwz0r+FXcKqEjDvFGZk/Mvk3DwMDYihyICmQ5gNejdXpucLOQ2ypLbW29LJ2O5yKTJvO/DWCVjmFrSaj/syc3GtHKTOWIkH2SlepLgUoAUA8QAMleJ4m6EgORU5ytr9LfwG8pSEbV6Vk2E7It2kqxblMRuV1FprgxXUSKcxE11EDKplESlOAfLIcI2hEBwQoUx10gM2czcYSwxEmS8CoX0LMcyJkT/ECFMYhBIU5kgQE1Ma1Qbt0kz3/AOtzJUGZ3BuLV1cDi0yfu29FtTutykwYlpdkIAyTI6btNFIVhOYiKhPMwpAcTFASG1v1Tlxyu2OHDDijZZTmxyBoKdu3REzkrqi0sIO67IYVacTjosriccyMWYiZUnXuOVGzlNwuZuQR7AVBzpC3hwC4qcidnl3XtHX9lc7fJXkqohZ4K5TlflGcSRdZf4Zu6jHjdRAplHK3mKYlMqU3gcTEACh8076ePDmf03qfQptMtK5rmiLGc0wK9NSUJKVdwcDgquxmGLhF+gsr7yvuqkXA6wqGFQxxMI5n4O2bdq3bfIXtJXkxe7cdWJjdAwgQQxkSAAa08U4e67rgtog8wFsrbZYnZ2EzPdABAJwNGrp3ymasOG9S5FUnkBVadEc4a0TWKm05yKlrYtWVYJ8sVvKO458+Kso3cneJEVWXOsdEEROIj2OY892NvZz6Y9x9XH9aLkc05Us709k2taJdHpag2aIXE0SSrmrAKfRx0zNiA3FUyIuxWP7nvAbrN+9V4A8SKXV9d1CvalK2i6ve09nRa687JuX61qIkokWVfv1nB3Mi59tY5BM7UWAxfEDAPgTxxhz6aHCZ3tRXcLjS6illUswXRWL+s0wFbVsIHBQJY9bB19Emf+4AK/FC1FX3A8/Ly+1mrh2CFZOzhtW5xb4dCYJ7zMbTFiT3pE4d1FF4ahIHKI2B7/ENEj4VAuoAAO7GBKIa0icmdqctXSvKH09dUb33LXuRo7omr7VJxCxvAlmVJCrqWhqzI69z3QZBKEJEe0BgT9kRR68fs5s49PfkDYeZ3IHkzyfhbpanfH9Cs0WnVODCRWGKJIniCzkm8K18va+K7nWDQy3j59M/DvovWXrPxT4/qcmjcxj65ZH5IjUBoY2UXrryGDFx8QLb4X3Phu/c+fve17vj9jz8Ps5+nGfixoTh3rIunON+vWms9bhJvZn6NSfOnYC8dKiosoKrpVVUezD0BfLxIUpSEApSlKEOA+zTQ+QEUL1DqBaJnmHsqC3S5MTJYuMU3CGU5k6uQZWY3dhsVumFjBt4MRpqwOMYzlSpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUrArrsqq0BSNbz42R0/eEVVbtIiDfSzpRNMUyqKfDskVVATKKyJROJfEBUIAj9oMwX9YzX/APD29/wss/5fiw/7zmof+Q7f/wBQr2fKlyHhpS2SlbqOvdpXyLj5QIWTnomPQPGsHgGAqiZjqLEVV9sTABzIpqFJ0ICPYCGFy2kb/n/I9xQ4Go7fn/n2NfV+sZr/APh7e/4WWf8AL8frGa//AIe3v+Fln/L882T5W6BhdoOdTTGz6PFWRBmZyus5m2STZBcF/ZFkcxlgMV32Pl7Il78fn/wyVrTsfXlGMJLrfKZTz/Dmd9Skog0H2AOUgq/tDF+wBjkKJvuATFDvsQzgIKhuR29K7GSvMb+tR3+sZr/+Ht7/AIWWf8vx+sZr/wDh7e/4WWf8vz5bhumTr9n08WBgadcdZ3CUQiGs8zsRhWTWUQXXBRNsVsdJZDwb/I4OAERP/Z6DsbA5IAwT0JHqIJHzFRJEx4A+hn/BqCP1jNf/AMPb3/Cyz/l+f4bkhrVFNVd9H7gh2KZDKru5DXNhaNWqZQETKLOFmRU0kygAiJzmAoAAiIhma23ZcFTLZrSnSjSWXk7U/cx0eo3TIZJFRFqo5MKwmMAlKJETAAlAw+Qh8gD5hBW9tkwd10TzUqsU0lm8hV6rNRcgdwmQqayqkMZwAoiUxhMXwWKAiYCj2A/LroR4uSQOX/H+R711sRPP/n/B9qtwAgIdgPYYyLrLubXVQ2lrHTFgmn7PY1xbSjyvMiRbtZJ4kwTSUdCo6TSM3biQrhIQKsoQVOxAgHEpgD575vLVusr3prWd4tH0JdtgyryFqDL4Jyt9LvWzFZ8sl7iSZk0fFu1XU8ljEKPh4gImECiGQCOe3jmPqI88UOASeQJPgAJJPgBk+GalnGU52T6gHEHUCm3ibM3LHU5OhWev063ru4p+CEJLTCSCsciosCAkMRUjxuYViGMkkB/2h0/E3X8Ur1AeJd5ZbpfNtnyFLDXcOnYrk3ulYl6o6g4g5FTpyJ20u1aqqMjlbreLpMp0j+BgKcR+WQFxShuA90CSeQGkNM9NJDfwkHYipFGkLGTt4ySojzYEeYI3q5OM1IVn1TNf7n5o8RePnH6TbT+vLxWLjYbGpZafOQE01Sj0GCkc5YoSSbQxmTgXTv8A2j2FUlfa/ZqB4G7n+geppwi2fsmuarpO6VJSfm5VzBV6SWrMw0r9nkkPP3WcVPrtCRkg4L7Sv7Js5VMPgboB6HLVRjpEZaYHPDFTjzB+VV6xpLz3RueQxO/lmr4YyFd98iNOcY6KnsfdtxCoVdWQbRDP2mDqQeSkguYSos2TFomq5duVBA3iigmc4gUwgXooiEFRPqPcL5XUGx95LboTrFCqEk3hrMnYoCUhJeEkV/b+HZuIV82RkSuV/eS9lH4fzW8y+2U/eVhwQxBwu/htv0+JfcdRVhUyBzbbx3267H2PSrv4zUzyR9UbXUVwq5U8ieKE7E3HaOtEY0JGtXarzMK8iFnTpBNL6RhnxGMgkmokqodI4lIVTwESmMBTBlit5eotw+43XR7rrb+1n0TdGEShOzjWIq0xOEq8aqJgTezK8c1cJRTY3gcQWeHRIIFMPl0Ajkn7pCtgnbxkTj0E+Wagp1CVyM+kEDPqQPPFXcxlOt48/OJfHb6ip7K2qqs9s0SewQjKsV+UtDt9EEAgmk/hohs6VIwAFCduzlKgHkH28gh56qXH+Q5TaR4zUBG4bCj79rV7saHvUHWJqUgitirNE2g/EtGSjc7ZUrlc6rsXCaTYyCaSolUcJhkHuBcc5I9VVmInYGEbBIypG+KkokauUA+hKqD4iXXI6g7Vs8xmteoepZxzrmgOMmxtv7rhL9cNjVsJ6FJrnXtlfLWduQpRXfsK6ig8lkGRPcJ5HXIIJ+RQOcBEMkWX9SThPDUzRuwFN5xstVtlqyDWiqxMNJSS1kdsyCZyyQbtW6iwPSCUyfwhyFXMqApFIZQPDL71ooWDfdOk+BmI8DIiDmagjatMfeEjxETPtmrx4yB+P3JnS3KGs2O16WtUjPsoaZXrs2ykoR/CycFKIlIZRm/jJFBB20XKVVI/trJEESnKYAEDAOTxkWUiJG4B9CJB8iMjworAzHKR6gwR6HB8aYxjI1KmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmRncNuU2jypYOXJc5OX+HTdHbQdYk5lRuicyhUzrFYt1hSKcUVgKJ/HyFM/XfiOSZkBwq6LbkruNy4VTQbp0GpHUOceikKD+wiIiI/cABnCQBJroE4Ffr+sZr/+Ht7/AIWWf8vx+sZr/wDh7e/4WWf8vz56FyDitkSMWas652qejvxW+Ata8cglFOyEKYfdKIrfEFSN4D4KHRKU3Zeh+Yd/PSeVeg9gXmw69rWzqS9sLJ0gzbFLNMjlmzqIAr/sAEWMZcCdiQ3RQEpymDoeu8kFJOnn059NqixjJr0P1jNf/wAPb3/Cyz/l+P1jNf8A8Pb3/Cyz/l+ZpZNuaoprtywt+zteVV8iokksjJTTZsokdQomTKYqhwEBOUBEoD94B2HeYi+2naIjeFT1XKU6vBWp6OkJCLmW04oq4EGhW4qFXZmalIn2LkAKJV1OwL2IB31nFyQo5z8hJ+Wa6xgSfzyr8f1jNf8A8Pb3/Cyz/l+P1jNf/wAPb3/Cyz/l+TvkFbI3q017d6vrtjrjZGx7XLRzqVQbwCbEQSbIKJEUMoZ26QAPtLp9AHf3jnJyF5n/AAT9ATXYwTyH+Y+pAr+f1jNf/wAPb3/Cyz/l+P1jNf8A8Pb3/Cyz/l+ZSjtmqx1biLDsVZHTKrwFxTj7XIsWrkgJCPmIimuokIAUAP8AZObopgEevmAeJsHkLqHW+s19szd6rD2ni3VXj1mcm1OM2chDG9liYyhSLrCBDABCm+YgOHYLJPKiKWIA518P6xmv/wCHt7/hZZ/y/H6xmv8A+Ht7/hZZ/wAvzOadtPW+wK66tlMvlOs1ebh/tjthKN3KLEwEA5iLKJnMVMxSmARAR+QfPPvqOwaFsBm7kKHd6hdmDdT2l14iSReJoH+/xOZIxgKb/gPzyTKVJB5VBXDAMNjUb/rGa/8A4e3v+Fln/L8lir2iFuMK2sFfcrOoxU6qQCq3UQVTVTUMkomokqUqiahFEzkMQ5QMUxRAQAQzG4bbup7HNMa1Xtn68nrG6QF02j2U02XcuEQARFRNIhxMYnQCPkAddAOV6rG5tdaA4/XXaW1pp/X6Qy2Lambl02i3cioRV1cXzVAAbtElVjAZZwkUTFIIEAwmMJSlMYEZA6mB4kmAPOceeKlVyMZGG6tza1476nv+8dxWUKdq2rxi0xOygtF3QMGaYdnVFFuRRU/QfPohDG/4ZC2uedXF7bFo1jTqLsGYkp+6KzidTTdVaXYpWEkUk3VeuGi7lqmkq2KR42MRyBvZXA4+ydXxN1xO82lcnePDr8qNgAnAOB4kbgVbjGUqu3qJcNtcM7PIXfdDSusYbYwalklV4WSEre2CyB6WN7K3HzMZAxTFVL2iYxgTA4nECZJGg+WOi+TDzYURqWy2VxaKm7bsrLA2GrS1bmYNRdL3UBcxks2au001kwE6aopeCgAIkMboelvvjUmRAOOhCkHyIZSOoZTsRK53DpfByPUEgj0KsD4qRuDVjcZSne/qH8R+Nt6lNbbX2NZGlyjYtGcmmsFS52wkrUcqJwTdy68WzcpRqBvaVEFHZkiiUhjd9AI5++3/AFCeIWj16Gyuu2HExJ2aB+tcKxqNclrW7dwXRR+lTN4dq6VSj/tl/wBsUKVH7/t/IeoC4unVOJj1zjz7px4HoakUIbSRmJjwxnyyPcdRVz8Zrjkec7Sc5bcM9a6rsGrbrxt2hrG47BUtaKh1jnTjTxXwqjR0VYqJW5iSS4qeaZjdkJ0YniYBzvSvqQcMeQuwYHWOptwrT9omUHjmtqPK1LxkdcEW3zcKQcm8aos5ciYAJzGZKrgBAE39kBHLltsYEZOrHMaWZGkbiCjegqtnAGqcYzy7wDDPiGFXhxlFIb1LuEth28TR8NuoJC9KzLutM1iVyW+hpWabAcV4tjNi1+jnkgT2VSizQcKL+RDF8PIBDIX0B6vPFzcOh9uciLqa96J19U75JUYy1nqc6zNMrpSjhizBgm5j0FHr1yLYBNHtSLuG6hwRVKCgdZVbdXGpTIjVPKJVQZ2yWUDrOKsuIUMMIM6Y5zDGI32Vp6RnMVtTxlMKx6hfDy06j3BvFHcjWs6+18YCXgbNCyVfkqmcSFOmR/FSLdB83OqU5BSKdEBW8igmBxEAyvOo/Uqq/IPntReNGm1kJDV7zUk1e5f6wVKar1lj5FvKxzZsUzKTTbLJM1UX6yhTHbftRIUU1OimAbLaF7osD4iCfQIzyegKqYPPEVW7qto3ie6CB6llSB4hmEjlW1XGVk5FcxeO/FQ9Oabru8pDz1hM5LBwkLXZSwzEsVApTLqt4yLbuXaiKRTkFRUEvbT8y+Ri+Qd4JaPUU4a1TVun9xr7oaWelbAOonSCViFkrDKWk6RTGXIxiY1uu+WMj4GBYpUBFASiCgEEOsqFxSpacAx6nYeZ6VYUIIBGSCfQbnyHOrrYzWJsj1Da9LPvT+n+MVgoGz9Xbb26truckHbR2VzGIoxMq5XTIgY6CrN+k5jE0jpOUxMQPcKZIDdCXCeOPqn66lOJmhd28q5dpVtpXuVtLCJrVEqE5PPZVOLl3bQ6jOIj03785E0UG51lQKYhDK9iJAOUuTOAWbEMVzjIVG+jr86ifiCjMjVjpLr9bbT0rbjjIm0hvTU/I/XENtrSlzYXugv1HCCL1FJVA6S6KpkV267dYpFm66SiZ0zoqkIoQxRKYoCHWSzknQqYYQairhhKmaYxjI1KmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSmMYxSoIsP+85qH/kO3/8AUK9kMaMnZjRjWa01btc7TkZX62SbmNlouBXex8ozevTuE3CjxMBSQEgLiVQqxiGL4D0Bg6ywd9oVrm7XVb3RLVW6vbIuNkYgp5eGVk2qjV2qzVV/YpOmpgUA0ch0bzEAAT/ZHsBDw/q9yc/m9oj8OZD88wuG1eEfMH8Pr6Hyunxn1gj8T8qwW6PHdH5RV/YErWbxJ097SFYAr2GgnkqDd6EgRYCLkaJqHSKJBEQOYoE+yPYhnoWWkqzPLrWlufVd1JQsZSJciMio0MduyeneNAKUFevEqwp+90HfkJfPr5d5lX1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzFs6dH7mqP5tX01n5V24dWv97TP8un66R86xbkfEyLFtpC0QdYm5uGrV3aS8k1ho87pyiz+FdIGUSaolFRXxM4IIlIUTddiAD1kvzbSV2JT41xUbrddYLugSdpvUYpBN8RMQEfaUayLdT2xHsOynTA4CHXy+eYT9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88ziiFK9Tq+Sj/AKR896MZYN0EfMn8T8qjvecDZ6/NcZr6LO5bJYVGcXUnV2EcDmRXSWjXDb4r4RsQvmPuKEExEU/kBhEpOg6yH5eNnHWh/UM2NI1ux1aGs8ZNPYhvLszs3irVGAK391RuoAKJAY6SniU4FN0ACIB2GWk+r3Jz+b2iPw5kPzzPAtmst8X6q2iiXDbGn16nNxrqIkyR9DetnRmq6RklPZWPMKFTU8Tm6MYhwAeuyj92SQwzNzMj3Kk/7RHmfCIuJCjpHy1f/I/LxmRbLtNvWtpax1YpRNozbi0NpRynPRsEq5hIIGaaRxJKPy/YaKLe8BUCn+apiKAH9kc17eo1EW+ubw9NnkhGa52fsfXWuNnyzy4p06tvbBKRUe/rUnHJvCRjBNV25SI4ctwUBBJQ5Sn8vEQAc2tB93394yBB7pG4IPnDTHtj571PBV0bZlZfRlKn1zIrlM2vrLeO9Lhzj2Cx4w8goyq2zldoKyQLWYpb9BzMV2O+hEncmLU6XmRsmRqsosChQM3KBgXKkcpyFmj1S+KnIPkFvznYx1Hqu42ck3xOr8TEOSMlEo+xSrG4upBWFTenAEDO1G5BL7In78VyiIAU3edJeMWl7NLaWzHZliDvvw68PnkYCh9oJkRFSNzUxZxMhARsO5fN7HMSTp3kDMzmudy/2G/83uenDO5ax4xcp9OUOK1BtGsSlwu+upOuFgZeTj49NuyUK7SIoUEzIGEq3XsKmEQRUVEp/GHaVVtybO4e+mF6d0fxU5G6131qq9a7c3uZl6U9YVisM6y5TWeyTSwqECPkPiytDFRI0WWVP8Z9spOj9dQuMt4dhadWUYVkeP3rd25eT0DXGBG5WBIPeOZ7ZaybRP3XQHotxFtt6lUBB2DTA092tdnqW0ui3TS1DJsDVHKDYETF3WNmWs7pwFlbXrp8imt7M6ybNvJy5BIxxROiii4MJHJu0VCAbrSPtbW3PzkHqM9gaznMe/6l1Tv2j3ymXOe1VGQG1LHBN2DtGRUCvPo9FGQWjlnbVZAzmOTUcAkqBUlDkII9ZeMotIUJIOdauOgZGtsCR/6YBI0tpJGqIjRccOACMaWQ9dLBwQD5OcGVmDpmSeTXe3HjYe7uPPqN7qqbz1OOSO2Z3W9WobB1s7UkbUT2RBtPA+BCMgWMTGSS6zX3XAmcLtPASLiCZzgQ3jJm4dQ8gdG8yfUKsE5sn1GqRrXbrqEna2XSum4S9x9sQTgG8atFv13cJJKxrlJRqsQoOVWzQU1ynA4CKg50/YxftK8LHd0shHVWbW2NpL97IPiDmu2brKxf72oNPioCrnfCiMEeEQI5xtJ64svpl8gdZX6Z0HzL3BoGQ4y1HWME4iqmNws1VlId69XNEzDWEKqVIyyUigAOUi/Ce42MAqFACmHOkm+zIPmzwx3NPcMNo6NpNo46WuiGrtTrqs6w1/OPJmOet2EqvGIewwA6KShzLKFIgVQFCeZhL5Dv/wAZLjgeIntDkm77XReD+Z+3aDyhcHvFquHAtAheYtz52uy0Hy+xWRzlsjGnlf4CU7b/AAee8EeQ+8OOXJiXoTzidFaqkW1c17LTs7Q7EzmFX5mz+EZoKP0E3STkoe6CIlKo0AqgkASjmV8aeMW+4XkJ6fu27nojYlQgJ3kNvHbK8S7iDqn15DzUW6CNJLGSA6TBdYRKf2zmASquRT/tgJc6dcZsucUWutdIydceAuXu3YeJ1xBxCiIJkmm5YDW+z5HTPiVsmwD5aCZGZbMgYrWNwboF5qHLD1XLDaKVbKvXLHtqFk6++kI1Zs2nWpKlEIKOGapygVwkVZFVIyiYmKB0zlEeyiAbOcYzKuLdu3+wiJ6IgQH1iavbLu/7TM39TFvxpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUplXpqvLW3cnI+qN3QMnEnq+tx6a3z/YmVdWMgG+X9wm7y0OQraNfX4b5K7A1tdaZWJWRiI+HkE5yuryqZ0mizxVEUQRetBTN3Ir+Xl59gBOuuh7qvWhcQo2xEe9WWrhRg67jNRtx0v8lD03WGl7Tq7adYusPEoQ0gqpAL/RKJmqHgKxJEA+HUSU9oBJ4HEw+ZQEofPr+6O8d0nkbvZjYKzeE2tqfRDyFkWsE8dR65E45NBQFXaKZ0W5inRMAgsYn3lEO+8zn6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55mp7pa4bjbmZ8ZIJjpkDrWdLQVdC7Dbw/zWH0GglDk1yUuU3UVRQfR9fYsJF2yH23aJWqoLpIqGDxOUDeAHAoj8wKA/uz890HkKpuvQ+zlKvcJ+nxjCeipA8HDuJNdko5I1FExmzYh1RTH4ZQomKUQKIl76Ae8zT6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55lS4KkcvxBB+p9c1aYMzz/CP8Cs0ulWs9uJBr1jaVy1mRETKLljWEeqL8pvEQKqD1ssJPHof7HgP2h776DqoXJWAQX5D6jsljht9r0ttVZhotIURtMi4QdHctDJpKqxQe6UpikUHxMIFHxAevkGWJ+r3Jz+b2iPw5kPzzH1e5Ofze0R+HMh+eZzTDKw5En3Ur+OPGgJ0lTzj5MG/D2qFzVpjZ7zw/lq7WtqS1Qh5CwLKubWxkjvmBxZqFTUdnfl98gioPSZlRDv7PiPXWeM111cn3G/mDRmFWlmcvKT1v8AoNiq3Mh8Ykv5GSFADAACRQxjCUwfZMIj0OWB+r3Jz+b2iPw5kPzzH1e5Ofze0R+HMh+eYujVr/eUj3Kmf7alacqVP7JB9tWP7jUMbiJO7x4wPomh1/ZDCVaOIg0lFPoBaMfvEG66CzluglIolSXMKZTgXsqiJzF8B8gEQz0dCVmDW2FaL0ykeRkpNngEYldW4VRpAtDJFVE5E00kWDMyyxBE4Afo5QKcwAb5hkrfV7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PM7c7xY/tSfIldJjwjl86oS2FtrbGywPQGRPj4/LArE+HtCJSOO+r4mTqJ6xYU0FnTxu7ZCg5TdKKqeR1CnADgcSm67H5+IgH3ZjVY2m30xx+uuwnVE2jspFrsW1Nhh6bBKzEsuLi4vm4HSaJfbOmmKwKqGD5JpJqHH5EHJR+r3Jz+b2iPw5kPzzM61pSlKBVQgHEkjLv1ZKTl3bhJuKCajp6+Xere2kY6gkTBRyoBSicwgUAATD9+WXLmp9R6/KdvbHhUwIFUl9XWjXLZnpj85Nf68p9n2BeJjXEuwi4SFj1Xz6UcHRECot2yJTKKqGH5AQpREf3BkCcp4ey6f5SelryLHU23LXpmjwNxqdn+pVPkbE+rSklFMCMlFIqNQXeGb+bBRIx0kTgkJiefiA95uSxlSSra13kfIOp9w7AdDmpuQ2ifu6/79H0KDzzXK5Baj3xsS5FvMnxn3pV4yR9RuG2MgzmKq7IuhVy11uROZXJ7Ygk0AxCgZYR8EVe0zmKoQxQ206IoF6hvVX9QjYcpSrbFa9nNdawZxE44jVko6XdNjToOUmzkxQSWVRBZv7hSGExAUT8gDyL3s6xkuHi3ZSwuyx8rFqxn0tBvMnlUOKm81x23ff8A++9/Hq5XyHWufznfDOqVyV3Rs/TMN6mHHnklI1eMbRtq1TrxS9U3bRm6C3wrSZjQZvmjc7c6qrYyjoWCntqAYrjw6MWudk15zT1hytacp9zWrmbxzfbG0PQoeZU4+aoitgIQ1ojSOzSMG7ZrQ8w4ZIAq+KqgskUjY3kqCioimQQ6j8ZVZtlFiec+XddTHMT2hJzpLKp0xqDW3n1kzsQAfGGtsJ8jbAGJALCfhK8p6np/7WVr/FHSWnqfycgImV43b9hAm9iRbJB/VpqxuWLho2llYkgR7FRRVdcyTcgkEqaYl8QMkcpck4maP2Rs2xenxrPb139WR1aNSumEwet2XTtXrNP15IsIZdkKZrElCMvpNkYqyrVMsc8dnVKqQ5w6KY5eozGWIFErHdMY8VuXbiEchpN4jacKVKmZpuqXTS2/ez1DqiPPPvBBzjJkMIjnz9Pu2bI0LoXij6euxuBe9b/u2lW5eNnp+YqaiFNiWiUi7cBbWtkWRUYuVDJqEXTboHF4KywkEqQgYwUfltBcmJDQtPr8Dr/l3q666T5k2/ZliWruvyO5J7XZSSnhaTFZTlGbiPnTIkk2zgySCbg5SifxICoEAeuzGdZ2NwXmMvIadpYPacGBECbQkCD3mhgAgW12BRrUdwzjoCl1CJM503jEiBpUkE6i3J/tbixtbdmoeYHInX3/ANovyV2WpJ6tdO0dta6haSvsOJrdiJLLMoiCbx0W7UcJondJ+bxqT3jHTTSMp4/Zv1qe7WzkX6wGt+RFa408lNcaTZcdbBVjWy80CSrYu5Y9gi3PwB0HySayRiJ+Zie6Unu9OBS9wqZj5vGxlnD3OzdSo7ql2A/euWjaYk8wQZA5HmZqi+huI4Y959AJ8EdXUemmJ6GOQjTzydVunHT1KtS8z5nTe7tyaId6Zl9ZO1tf1N5Z5KqTAzDaQSVVjGJFXYt3SaR0hWSTOUh0CAp4lMBsozvyg8hpnevCvnPA6r5ZcFNaEpV4qsvC6koMPc7RTF5GXavWr2QgTxMiJQkEmh1HHwjVRw3WMmRRToVBHpsxmWwhtrbCnNsvp8rhuFwYiZ7VgMgARIMSdF1w7OSMPp1eJQIFImYjQs8yQcgEiuZPXfGG8Q85wd2XU6tzevf1h5gyezrfKbQp0dFSrVFSpyLA0u4jIhq3TiWC6iLboHSDdX3Vv2hCmVKBsF1PpU1B4g8G3W6NPepLonb9ad7HCJ2TpyovpGfpHxtlcq/R0nAJs3rhwzfJA2cFFZguh/s5BEyfmUxuqbGWEQiomApkcoHZ27QGIiFtj4YEmI090wmX1tkkQfEl7lwnMzJuGZnAmdWaoT6btk5MWrjSlLcqYqZaXwbPOpREhMVlGuTNigCvVAYSctEI9JsX7hHpRRECJ9CICKaYmEgX2xjLbtzUQY2AHsAJMQJMSYAEkwAMVVbTTPiSfKSTAmTAmBJJiJJOaYxjK6spjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUqFdg2i+BfqVrbX8rUa5KykNLzikhMRC0mkRNmvHo+yCCTpsIGOMkBvP3BAPb68R8uw+L6vcnP5vaI/DmQ/PMWH/ec1D/yHb/+oV7IjS/S7+tqtr42+rsehkrZbd9FjEQ/iIjICj8F7vwfu+x4B15efu/v8+/nhcutvrPyBJ+QNGwhfpHzIH1IqXPq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmRfZeUlnr7nb8qnqZo9oFIsDeFmpM1g9tysmom2OK7Vr8OYFBTB0AmTOon8gDxMYREpclvnIaWr+2T6iqdSp8xOpRbWUOadtRIUz4iyihCpx6ZkFRdHL7I+XzIUomKAm+ecQ6gpH3oj1GofLOfrXWGksD93f0Ok/PFZX9XuTn83tEfhzIfnmPq9yc/m9oj8OZD88yP9zcroHVl7ba2ahrb60liyTDw1pubavNUUTnMRNNJVVNUy65hTUHwKQClAAExy+QZ9EtymYDpnU24KXSZC5o22ZYQjSMI+SRVSXXUUSH9r0ZM/gokYvYCBTB9oDAGFOoahsSF9SdIHuIrjYMHoT6AT9M1nH1e5Ofze0R+HMh+eZiOwJfkVrGg3nZMxsTS1jiq9DPpxxHtaI+aqvk2yB1hRIuaYUKmYwJ+IHEhwDvvxH7s8Dfmy+RNK0FsK6RtK15ULZHoqqAulZ1HpWjcCkErhEFI4CrK+RjkFFQpCh49gc3YZ7m7X96keJPItzsCvVStzQ0ef8EYeZWkkTpfRqogcyqrVsJTiIm7IBBAAAB8h76DoEz4fj+fzBoxiD1n5R/n8yJtQHfXz+/GRdZU91G2lrFSnvNXJaUK2lAuaMk2dnm1nAppfR4xaqagIETA/wAR74LEMJiin4CUQN3rT9TG+cravv8A9MCn8ctzUXVMNbduuoeeSl64/kySoJ16UdETclaybH3mfi3VEWxv7S4NVfcAEBSVJ3ntp+2wXy1Npk/XHUenWEW7lz9hWbz0qWIHoK2+4zQpdfUT5rPdL8uecWpKhxnW4l6htVlhlahMx8oparvGQDozaVft5dJ4RpHqGO2eig3Ozc+QJE81C+fyzKw8+OYG2LVzPuHEaqcdnWjdIxDFR2wuDKSVmthSi0CjNqoMnbZ0khGJpN3jVMoqoOhVVEwD7RfthnfiVWyb52VBcPVUYAqxHIMCI5zggEEC5eGc3hYHxFig8XU6WUHqp35RkEjNbucZon0Tz+5r8vJfjvr7QkJxepd3X4+VDdmx5O1REq7j3D6cKoDaGiWzd6kq0IJmbw5na6jr2yCmHsqiA91bpXM+9cj7x6OfLbkFUqxruzNrRvr6biIEFTt4xtER0o0BMplVDmUVBFgXzP2BTqeRilIUQIXXxyfqwuNeMBCwP8jsjEdQGVh1wDsyk5OGudsFNoSX0wPF7faKPMoQfWNwwHT5jOZXRnrpSt5ecSNmW3evpvWihbeuMRWP0Q0y3A52PrlCWVFKOcyCn0iqR8qmodqV22Kxaih7pxA5/bEB3B88uUV6400nTMRqCrVS2bu2ZsWH1lT07AqsSJYPnhVllHz8EelVG6Ddm6VFJMSnUEpSAYnl5B17LqFlcs4txz1kqAvSZdczpzk4MdW4hZhOFUuTy0DVLdY7jYjVjAyJvPjNA+8/UX5tcUJLkbrLb1Y437Q2Prio1jcq07VK/Kx8dYdfKzRmE6mWMXkHCzOTZpIrrpqi5XRUL4iKYdCXJX5deqhL8cr5yhn6rVqVf+Pun9KR99s7wyiiTqSs8y+9mCi0H3u+w2bnQRWcLqHSUMUi7cwCUAED0NcXsxdBlTqz/CrE+5R0X9p1KiTVy22L9kRDd3H8RQD5XEY/sqwJjIG6HGc+WlvVzs8hu+laNt/JD02OVU7dKLZbFCuNFz5nZqVNRTEHpo2YbjJvTumyqXve2+ILXyM2OUUS+YCGWcXvUD5s2+memfvjkhA8ZILSnIJVCNcMazDSiUhU3jmvOJBgc75w/VSORyuxVL7fsdpFXRT9xQxRVPeLRzOI0+7s6KB1Ja2wEYOCCQQTnN9dIbkQx9EVXYkbgBWG+ZkESCK3w4znn1n6uPIPZOjdsz7TXuoI7dsluKpVPT7AzN6djNU+ySCRIqUfpfFAoouDNGXXUMkokmItOwKUAEBj7bHNnlLt3hrzP3dt3VnD+1aIpm3nOsoaqSVelXS9icML6yj0JN2oEiRNMiaI9giUomM6RBbzIn/s4w4dTcdUAid5+7/pSD+8Detgj9owSIJF177MS3UAeM9pBHgRacg9B4gV0s4zm3t3PXk1xC2562W+dybL1ttPSWrJiow1PpZ4t7ElaP5SOjhjS/Sa8ku2ZNQNJFK9ODXtZTycFFApQb5YTiF6oclsrl5r/ibfeSvp5crnt0p8rZYec0DOCuWsP44zczmLlWh5KQMciiToVEHoHQBT4ZYooFHoQ5wn22kJuyhvKUNyDynQNR5ZAnUwBjfPZqWbaY88hZHhLAddzEKSN4mM0J+pdqzZ25/Ux9JTXv1j0ZIafF/brKFct9JezSR5aMYpLi8VBKUapKKlSUIDQwpdtFwOsYXAGBEtbeKPLHYPGv00+EFd1hfNB0S1XC5X9n71trVht0mqi3sEsqYIeqwAFfSqnkJPcMC6JECCBjCfyKXKxdHZq7YLEgDwBCg9MmcdAOZgTKHVC5AAJPjDEjrgAZ6noJPT9jOfHX/qz8hNsaO15XKLQtVocs7LyFkdAMZKcrs5E11IzNkpJrzq8E9MhKoEBikI/RyqpFQWHxFbx+0N0eHfJ/lRsDmBzI4n8mK/pFBbV8BTJGLnqYyfNU7OMsWRUUdGQdOVxbJgVmgmVt5HMmci3ayxTEEt9u2WGpdsEHaQUS5iYPwuhggHJESr6ablwIDq3G/OPtGtcsfGrCRIxOxWdnuMYyFWUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVA1ksm0J3aFh13ruw0OoliIGKmnLmar7iV+M+NcSCIEIVF609vw+jRERHz8vd/d4/P+vq9yc/m9oj8OZD88xXv95zb3/IdQ/wCoWHIdpW6rxK7+VCUmiL6YnZaZqlda/ColBCRjUkTGWBcCgof3jpShejGEoewTxAOx7J3n0DoT7R9SQB4mjYXUfL6n5AEnwBqYvq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmYVTmzmv8s9j1tlYLo8rrilx02ZhIzz1+3QeKyDwiiiCThVQqACVMhfBICkACgAFDPLvux+QkTyPpVCqNX1tIVF7ASz5Jq9sqzYZH2VGZQWXOWMWO3UTFc5SpJmUKoBxMYxRKUB5bOrR1bV/bqn/AGmPwzHHMFx+zH9wUj/cJ/7VJP1e5Ofze0R+HMh+eY+r3Jz+b2iPw5kPzzM9tmzdea9LDl2NfqLQnD8RI0JLS6DQHShfHyKiKxiCp0Jy/cHf2g7AO8qfyQ2naKtu3V9Ja7T2HrSmyNdlJF2pWaonOu3DpFdsRIBSFk7OVPxWV7MBQL349j8w7T3gvUkewJPyH0qQEqW6QfcgfU/Wpz+r3Jz+b2iPw5kPzzH1e5Ofze0R+HMh+eZH4bnsdWjtGVesNLJu2euDiTbt5WzE+ra6Xw6Z1hO6blYkFMgAUSfJADdFKYCnE3zxzYPIDZ0jxr2xsSgVWvVi+Vw81GS6byZE5YZyzA5TLtDfBqEefMCHKRUiIGA32hL11i6dGqfu5PyH1I8pzXbSFyoH3jA+fTyPtUx/V7k5/N7RH4cyH55j6vcnP5vaI/DmQ/PM8Ke3fPap0tIbS3VXqlCOEPhUmreJsAuk3x1xTTS91w5bNCNxMop9rsBIQoCYTCAdB5OkOUELt23WKhqF14NkYxacyRSrW5CwsVmxlBTMU7hJNIUliG8fJMxOujlEpjB31JxDMv7Mz6CT7DJG4FUpcDW1ucmj5mPridulZn9XuTn83tEfhzIfnmZXqO4St4ph5ecLH/TDaZmoNydoiZFFwowk3LEViJGOcyZVBa+fgJzCXy68h67yNNFbq2PuuBqV6HUcPUdeyiaw/FL2UVnyRiCcoGK1BqBDomOTxA4qlP0Pft9Zh1YT3Urx+upOPbzVzDav6RbULJW5Nna8SDf64vvigVI0UTWFQW3xAJiUwACopiYBKBgHrKQQDzMeWYz5c/CpzVyMZTf1C+Q114l8IOUXJbXMTWJ280inSFii2U0iqqxdOEE/IpFyJKJKGIPXQgVQg/8AEMrnVOUnLSscjuCujt4sNALm25E3iySpK3EyCKlcaxzKNcMWKS67xQq65TPXBF3AplIt4kFNJDofKNoa3KDcf4Zo9kY+EZgkTK4NIUn72qP5dMn+5ffwMbVMZoa2R6mXKWJm7lVdc0PRMtZEeYbLjnEFlkH6SH0K4g0XgPXJ03AmF2mssJjGIUCGSIJASAw+4F0eJ/I3f1n5P8teI/I1bT9quOuo2q2OMtFKgnsIzmYyZTe+KS8a7fPzouEFY1conK5OVQpyGAqY9lxw/wBrbF1fhIEeM27d2PPRcUn1HKucT9k7I26zPh9o9qfW4hUeh2NbFMZqk2lyd5n7P5Tch+NvCSJ42RJ9S1qClrM/2Owknw2eWlUXDhrEsSsnTYGRAQalMd6qK4AZcoAgYCGEa0b+9Vu/1DkQz4vOtu+n3wL2LA61g7tdnW+rSRy3XmZL3vbgYciEjHA4BH4VUy0gCihSFVQ6QMJsqF4QD1OPZjPiIRjjJ7sDvpqsa0QT0ABJ5CSgA93UdN5PcfTvyxnJtf8Al3Hc6JniRyXYxUHBu5vipyJZSbSLkiyLFGRYmjGLr4N2UABw1Ms1VOkqAfbSMQ378328AZFKH9OXhjLrrMG6DXTFUcnUduAQQTKSEbGEyiogIJkDrsTiA+Idj+7LgIs3LtzGiJ573OIT/wDg1eOuOUmpjNy3bTJfUPIqtkx5zdg9NPji7mM52dA+rdvS1cgeJVPv0rx92tq/btle1dsrr7Wt2jmNZcFYPHjdZpcZYpYmxom+BMkYWqTYw+fuEKchDZ9MZ6lfOonFyb5xWGu8V2+lK5ud7riXqTaCljTNghk7mavBJNJMZH2WLhMDpmFuo1clVMiocFEQVKknO3aZmRR946fAHUiwTsc3E2kQ0zAYjl5ggJPKI8ZDkR6W3wYMiIyJ6HcZzic3eUXMLkdxY9Yx7qKD49RXF/WMNdtXPIuZYyKlntblrA+Um/byKbkrVkmiLwwJIHariv7BvJRHzAS7GbzZ0aV6RNouLir1W8IRXHVaSPCzqB142WKlWxUFs8STOmc7dTx8DlKchhKYwAYo/MMF3iwnCXuLPw20tuPFbi3HU+A0oCNz3oIBUitlrhS/E2uFG7s6Hwa21tSPE6nIOw7uCQZrZFjNHOqeVfMXaO6aLxR45xPFLUFVZcbKJtIkzPVeVlkIl2/O7bjGIRzeTaCdqJWiIJmFcpkCpn8viBOUpYQlvWA3lLaN4Q7MkVuNnEKtbEhbIpcdn7DgZidpldnoqSCPCJT+EdsvhhdnI7cJLvHaZCpICX9qfPR4u12Vw2/3mUcp0tcUneMG2w3kmAJLLODhLnaprH7KsecalRwNp+F1O2BJMBSR0a4zQTuj1WdhayccPtMWfd/ps6L2xsOtTtymNpWi3nfa5QhmDpNs3UiAM8j1H7l8ZwkoRv8AFlBAia/ai/tgY2BV/wBYHfe3daaLjeP7XiNsbc8vyPe8e5+wRci6l6ZIgWEdSSE9ELtXQKC2MmVksZAyipgArhAD+fisWtEZ20IJM6R4ntFtc4iLjBTqgzmIBIsdgi63MCCT4Rba7y3lFLAiQRGZInozxml7indebs36qHMfW+5d86ht2q6lrnXqi9ehadKMEPjXiUqcziN9+ZcJMzmWTVFY50ljrpFaJ9pC381MI5Hrcj1vWn1nB8ZFtQwl2e8YpYHU5d495JRkM1JZ2xvP4Bm4aqulTqe0mBAcIlKBjnEw+AEPFc3bVoZ7TXty0Jcf59nG+AZzEFcOlLzHHZ9n662tDx27SfEiMTI3sYznAm/WqvsNS9H6tv8AO8OuNHJ2a2bfNaXC47BmlWtArBquoUryQQTWdNV3IugdR4N2RnSRvJwYDLCCXZon23z1JzQ4+s6dL3Xj5tG86w5f6arr+36plgkKpbmbqfi3jR+wN77kUDCVVRFVsZdYUlm6ge4YBDqXDDtntrbMq7WwDyK3HtprHUDtVMGCcgfCxWPEP2SOziCguGP3ra3GKn1tsJEgYP3l1dS+M0K3b1FOar7THLrnHqKn8aFeJWobVZYZSnzTCTUtV2jIB0ZtKv28uk7TaR6hjt3ooNzs3PkCRPNQvn8vF3N6rnIup6M5SL6v13qO28nYHbDCq66g3jF6VjYK0+hELE0dukSOgWM4+iSyQGOmoQgrtewIBQEg0JfUqHJgaUbPJbhQIT01awRzgPMFSBpaw4udkBJ1OvrbDG5/RpgnaSsE6hXQJjNfPHvmLYOSXKS8UbX7Gou+OsFqenXBaXBFY0i4nZ4XLpu2KsCvsggnHt0FTE9sTiZ0mPmAB4jsGzXesPbOm4IYEgjmCrFTPqJHUEHnWOzfS4NSGQQpB5EMoYR6MAehBHKmMYymrqYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjsPn88UpjGMUqCrAQ48mNSKAQwplottKY3XyARkK/0Aj/AMfEf/6DmGp6T28Tfh91m3FSTMjMAghiApqoG+igdi4BL4n6Q/7/AOfj73t+P7/b/dk73LXlA2KybRuwaNT71HInFRFvMxiL1NI//mKRUpgAfu+YZHH6rXGP+nPRH+UI/wD0sLhw43Ex6iD8iR60bKlDsfwM/XNYxZON/wBYaXyEqH1y+D+vk0Ex8R9Hef0V0g0S9vw90Pe/+D78uyf2+uvs9j/e89EWzdTKVqzm+U2PoD5oDRZm+qCcg9ZCIdHVZPDOCAiqIdCBjJqeAgAh92ZJ+q1xj/pz0R/lCP8A9LH6rXGP+nPRH+UI/wD0sjoEKvJQAPICB8utT7QyW5kk+pMn515dh0lZ2t1b7C1RshCjWVSEb1+ULKw/0u1lGyBjmQUOmC6ByrkFVX9oCnQgcQEo9Z79t1PM3avatjLFd/jZyvWOOsTqQCMIQJRRsYxhTBEhwKiBvPoBATeIB9xs+T9VrjH/AE56I/yhH/6WP1WuMf8ATnoj/KEf/pZZqMg8wdXqDq+uY2qoIIIHMR6Rp+mJ3rNtra+ZbW1vddcSL9zFNJmPVYmdIlAx2wmD7KhSj8jCUeh6H7+ushjc8RfYziXyHjL3Zq7c50KRPERcxUIpGlOn9GqgUpkTuXAmU7AwiYpigPYABA6+eY/qtcY/6c9Ef5Qj/wDSz62PGrjjFPGslGaB0nGyCBwURcN6qwTUSOA/IxTlSAQH/iGRGJ8ak2YnlPz/AO1e3ZKxtCT2lrC0VrakfWtWxjaUTs9VPXk3StpWWTSBmqnImVKdkDYxFjCUqZ/e90AESeACNc+ZvEu3cmJDjPdNa7hjdK7R1bfSXmDkZGs/T7B6YY94wXauWQOmhxKdF+r0cqxRIYpR6N92XdxhcFSN1IYeYbUPODyMiO78OK6Gww5MCp8mBUj1BI+e9aaLv6VOxJuqch+PNI5cjQOFm1rPJ2a5UoKKR3PNxk1gXlmMRPi9ImzZu1BXMJVWTlRMHCgJqF7L1SzmPrfanH/cvNuiccYnmZWaBt+nx4vYKpaKXtzC0S6cN9FFJBWdk7FGuqmQbNG7g0s28A8fdRMHyOHTVjMt7hFe12BMIV0GNymkKFkzIUAaQwZQROma0WeJZLnbbsG1CeTFgxblBY/EQQzDBNcxq2j958D3HCuy05fkxQNmE44VvU2xZSl6OcbUg5BaJIAoNk0Yx2R5HSiKjp6KT1dBZgchwA4GEghk8+n96ZtzZ8cfTslt7yFgpU/rl/suelqdPMk3kjMM7UpIlI1kHSSxSN3STd+mdbxIoBlPMn2OvLN/OM9Di73bi4LwB7QsT0h3Z2GZwWc84iMTJPnWLHZC2tskaAo8ZVBbUyIyFHnJwQAANVHG/wBPzfnHIdM6yguYlekOLlBXSTgK+nqpglaX0UgUxWsXJ2JV0sku3SKKRBVQYNnJypF/bAbsw2g5kcU2nLHX9IhGF9k9T7Mp1vi7/SLU1YpvhgZ1iY/tKqtFDFK5bnTWXQVRExPNNY4Acg9GC2+MruMzwXJJDBgZzqBBDat5BAMzvneavQBSdIABBUiMQQQRp2ggkRG2Nq10ak4HzSext+7t5a7egeS23dg0pvrV8aKqP1bgoiqpGcnNHs407t8r2sq9XVWVVcqicfACgQpPEYK4+ej9R9a8H+QPDXdW6LVv17sjwbz14+jCRUmm0aMGkfEJopiq4KCjBtGMfA5jGKdVM6gkD3BJm4zGQgBXVcB10GMd3UX5bHUS0iDJYzJMzDHUrnJVtQJznSF58tIAjaFXHdEa5tX8R+UMY8mE948wKLsmtDVJCssIysaiZVoHarlIqQSMsuZ48VcuUygYQK0MxREVD+SYgJQLHl/9MZ1b/TD036e8Hv13TLzQ4KqMa1s1vXAUWjpSGM3FKRJGC6DoVAbqEFL4j5FWMHmb9+1zGcvILisjjDaSfEoWZD5qXYjzA2AhYc22Rkxo1R4BgoYRtBCKCNsHqZ1QsfSspkJyn4bcgK5s13D0TUdFjaj9SAhSmQsruMYyDKJklXXvh7J2iU1KdJ+0p5mWIPmX2/n+Uv6Xv0rwz5AcRv04+x9etsyW0frB9WfL6L+KtKU98D8J8WHu+PtfDe97pO+/c9sOvbHbHjNB4hzcN0nvHUZ8WuLdJ8y6qfAKFHdGmqBZUKq8l0x4aENtfQIzCNiSWMsZrUptr0s09xbH53PbHvVVrpHfDGBdy9bb1gn0vWbLENWiDCWj5gzkU/BMY9st8Kq0OAqE79zx7INiOO/Hbk5r7YH1031yn1/tyIaw6kTHwVS1Q0qbZZU50zC/kFju37hd2BUxIHw6jVAAUU7RHsvjePGU2Ps4C7AR1wAVG/MDAO4AUTCrFtwahB6z06dPISNiZJ+Jpqftni/+lHlPxH5L/Xj6D/RYjakvoT6M976d+l2KTXv4n3S/D+z7Pn/3ann5dfY67Gg9D9J7Y2k4riTO6J5XQFU3RqtpeIUk5Pa6GXi56IsUr9IuEDRhZJuo3cIqEbgm4K5MA+2bzTMU/gXdRjIhACrDBWY8NUz7hiD4EjauzgqdjE+m3tgjoQDuK5w92+nDsfivre37RqO79/bstrbfkfvOrylc1ahZbFU7A6ZGj5l1JxyUi2GbiXCaigmZMEkHKBVekgUAgeE9+lrrveszyn58cudtl208gr80pUHDytyobmkOZlaLbPviVWNbeGM9jo4nx6CKRHRjLKGTWOJj+XkO8HGT4U9kpQbQAB0hEQeyW1A28ZxEOJXtTJ3O/j32uf72LHcTyBJJYxjOVKmMYxSmMYxSmMYxSmMYxSmMYxSmMCIAAiI9BjFKYxjFKYxjFKYxjFKr8wbP3HIjdRI9yEe7V1/VUm7o6PuERV+OsPRhL2Hl4iYoiXsO/l8w77yKYrg/rWuVLXKVXQrUHt2AkI6UPdiQaYvpRyiqU7gV+jgcSuAFYhiioPiCgfM3j87MXTU+rNkKs19h61oF9WbFEjc81DN3ooFEexAgrEN4h/6Zg/6rXGP+nPRH+UI//SwndbWN5B9jI+e/XnMCjZXSdsj3wfzyzG5r9rHqqzLbfjNu0m7xVbeniUYKZYyEMZ+lIsk3JlyeyYi6JkFgFVYvmPuF6OHZB8fn/uydV2ezXmi7Kod2h6bb4Rm/jQ+k4Y8mzeNXQomOQ6JHDc5TgZumJTAp/eAgPefh+q1xj/pz0R/lCP8A9LH6rXGP+nPRH+UI/wD0s4ogAD7skesz7ycbZNDkknnE+kR7QPYdKmtRkg6TQCQbs3qxA/tGSDry/eJQHvoB6+7sf/XIA2dp292faNL2vrzZNdo07Ewz6FMjJ1w8qk5ScKoKCYAI7biQwC3KH3m77HPU/Va4x/056I/yhH/6WP1WuMf9OeiP8oR/+lnfvBuYn5gg/IkUB7pXkY+RBHzANC6pt0xZtNXO83yFnLJVHEossePgjMkJMHTcyBSlTM5VFESFMAiPkfyEPuL38vPa8fmH6N94a2lLI5ex91lJqQWcItgSPHlfB17ZQExgOKf/AJh6A3/lDPQ/Va4x/wBOeiP8oR/+lj9VrjH/AE56I/yhH/6WRdQ0zzBB8jBP0FSRipBHIgjzEx9TXnSel7VddTuNbbL2FFy0siuzcxE5BwZo1WOWanTVbrGSVcOSqqlVRAwiHgUwCJfAPvzNqLWtrRTmSW2Ns+AvCCiBUWzeOrYRaaBgH5qnEzhcxziHy+Ril/uKGY1+q1xj/pz0R/lCP/0sfqtcY/6c9Ef5Qj/9LJudU6vvb+oifOOe+B0FVqgChRsNvrHl4bb9TWU6Y1x+iLV9N1t9M/WH6Jai2+N+H9j4j7ZjeXt+R/H+1115D92QPW6rtS28f7rXdPbRZaU2GrsS0rNbA7rqc2RqgS4PVV0xZKqpFP7zcqqIHE4e37wKABhIBRk/9VrjH/Tnoj/KEf8A6WTJDQsNXYtjCV6KjIOFbEBNs0ZoFRRQJ/5SJkAClD5/cAZ13LNrO8z6zPt1Gx2OK6BAiq581ON/64HE3kFxe+uf6O/r3V3tb+nPo74/6K98nj73w3upe94/f4e4Tv8A8wZE/Izh1etn37ijuzTG6q9qLd2piSzKLez1RPYYeZjpFkk1eNncek+Yrdj8M3UTUTdEEhk/mBwEQy++MgFgyN8H2n8GII2IJBkVItOmfu6o/m06v9qweREiDWm2oek9PwjtlM2rk+8vFlHk8y5LSD5aoEbi8cpRabJSIImR34pJGOQyia4eXtpiRMU1BKKprv684ufULmLyW5ZfXn6V/SJV6lWvoD6M9r6H+hxkR974r3Te9730n/Y9snt+1/aP5/ZtnjJWzpRba4VYgdItpaH/AONFX0nckmN0ayxfJbfx+0N7/wBxi3rHwwK1n7q4LbnlOQe0+RfE3lklxft2wq1G1m/N39GSsqMkDAFyM5GO8nbUWMikk6VSBU/xCJigmJkDCTscYsvpzbHq2y4Lc/GrlC2qG016DDa9ucjtClfX0l1bRgrCzk3H+3MFk5Uou3fkuCxklAVADIj4F62r4ytLYUaV6z4/eG+8d9sbZ2wIm7liSeYAPTGmMbT3FzvjfetWd89N6x7GmNOWS38lJWzWmsagvurpCTe1JmkrPOLERoU8mKTI7ZBuVuLMfFsRIfcKcoCqBimOe1VJ4vwdf4XVThjZ7K/stbZ6yb6zkJhqh8Es/bEiyx6jlNLyU9k5ygY4F8j+AiAdm67G0WM5etLctXLDjuXBDDqNVxo8M3bhxHxRsFA7auMlxLqnvW8qekhB64tpvO3iZ0ix3pV8jDQXCdhZudsDNv8Aj5ORT3XSTbVQM4xxHtWC0conNMyyonevVGi3tFdorNk0hAxwbCJzBkquvS7+J4EXrg/+nLw+mtkPdg/Wf6s9/De/cvrL8J8F8X9rx/8AhPd94O/+98A/7rNsuM1NxDli5MktrnmWlDJ6mbae3iZziwgVUAwoAA5AKHAA8B2j/wBXgI0vbq9KrbF4jucmstQczR0tx0384k5m3VpTX6UtJxcy+j02bxaMlRfIgi1cewkdZuo3UOPaoJLICcDFv1eONA3ThTauHo3UI0ZPWDjXA2L6N9z2PcixYfG/B+6Hl15e57Puh3/Z8/8AxZafGYn4ZG4duFYfZsqqR+6gZVE7gKrMAAcA+AjWnEOt9eJUw6lmB/eYqzGNiWKgkkZI8TNA+PvBr9BPIBHen6UPrT4aSqGnPov6E+G7+hl3av0j7/xB/wDvvjOvh/D9n7ffuH8ugg/VHp8cnOOGkNNai47c367XCVtrYWMw0terSTtesyclLryJVjRqck1ct3SAOToAoV6ZM5OxMl8wANtmM18Tda62q4ZMsfV2Z226s7GNswMARlsWltjSggQo/oVUX2VVHjEnJJOlSlekC40rX9FWTj9yCgqZyKpqltB1YZ7XreWrliaWGSCTkGCldRdNPhWhHZEVGxG7pMyAE8ROqBz9z+84F7Ft6HEiU2tyaJfr1rPbau1Xj9CjM4pnMeUa+YlimTNsqX4JsmWQAxFVlHi37IQOc/kAk2WYzlu4VZWX7pVl6KVYOIGwAYAwMEzIyZlcQMGDfeDA9SGUq0nckqxEnIxBECKPVziTcqXzy2jzDqe5YtrR71UoSuW6kPav8Qu5cxQPQZu2UsV2T4YvUgf3ETtlvPwDo5O8j/f/AAk3JfeYtP5qaI5PQ2kthwmtXmuUIiYov1hipFFxJJvTrPUyv2apylFIgETSURMU5SmFUxfJI+yHGVBACjDdNUfzBg3nIdhnYGBECLGbVrn7+mfHRo0+UaF23jMyZ0zxHpHqUqk6asGvuRJmfLqpXW2X9zsWfpjeUjbTKWM4mmUX8CVwiHwSvTYE0UXSaiPwiAgsYSmE8uW7gLtfa2m6vQdz8o4u43hlt+p7UUlYvXjSHi2yUNJNHpIdhGouBVRQU+DEvvuXbtUh1zn7OUCphs8xlltyrKy40lSOi6CrLpGygFFgAAbiIJmt0DKyt94MD1OsMGk7knW0kycgzIEaar36VWwZ2r8iuPVE5bn17wo2taJSz3Ck/UZN5PtvpNcF5ZhEWAXqabNm7UFcwlVZOFE/iFQTUL2XxmWS9NioufUBoPNeOv54qnQtJRrauuiwxTtH8q3bPWLSXM8Fbsp0Y+Ues/Z9k3kU5B8w8PEdmGMrVALYtRKgAQc4ClADO4VSQoMhZlYOandJcszbsST5lg7EdCzKCxEaohpGK14enBwDZen1q3YGvR2o+3NLztl+lSzLqJCPUZxTdi1j4yLBMFlvIjNkwbIgp5B5iBz+BPLxDYfjGWtcZgAxmAB6KAozzwBk5O5JNRgST1JPqTJ8hJwBgbAAUxjGQrtMYxilMYxilMYxilMYxilMYxilMYxilMYxilMp3qrTGmNjVy02/Y2pdW3izHulvbLSczX2btydFCwyCKRDrKpmMJSJJJkKAj8ikAA+QZcTNcuxhmQ4R72GF+PAfrjcPjvhu/c+j/rg++L68fn18P7/AH1+7vIXGgf528z4Dn4VO2ssB/39Kmqq6p4M3p9JRlI1txPuUkz/APjG8VDw7tVr8+v2hEiGEnz+Xz6+eZLEcdeJM+2VewOiuOk2zTXVanVaViMWIRZM4kUTExUhADkOUxTF+8pgEB6EMzGCh9NzsM1h6WpVG7R1C+w0Urz0GbosYPgAC3cNTEWTT79voyZi9D4/MB6yvnDChVqErVxmWErdXEy3t9mjVW7y0yTxukQsot4idms4OiCwlAgiqJPcN5CYTCJzCNsd8oeQJ9iBt6j8jNOv7MOOZA91J39PzOJm/Va4x/056I/yhH/6WRxUtZcLbtaLVTILj5qdOzwpElJBnI60LHHTTUOoRNRMXTRMFkzGRVAFExMUfHsB6EBzxtJ1GSv9x3haLZsXar36H2Q/ZwzBvZHjZmwboggcEhQSUKRZMwmEBTVA5AL8ilL2IjmFYctm3MLcDZy4QbuXFIrp26ZzgUy5SupEDCQB+ZgATFAevuEQ/vyFvOgn74n3XUP+frVlzAuR9wx/eEP1kVmH6rXGP+nPRH+UI/8A0s8AuheHZlbGgXS/Gky8OADLkCuRflFAKfugLkPb/Y9piB/t9fZHv7vnkrS8ts1vcoiOg6PUJShqFIL6WcWJVu8aiIj5AmyBocqvQAUQEVid9iHy67GgdiZbbc7C5+q0Gya5hq8RFl9JoTEI5eOFw+gE+/YVSdolT+z2H2iH+fQ/d8spvXdKMw5Kx9iozzjO/tVti1quKh5kD3/GrcRvGzilNRzCYh9B8e5aJdIkcNXTaqxqqLlIwAYqiZypCUxRAQEDAIgID3n2/qtcY/6c9Ef5Qj/9LKY62cDcS6soFy2dcta0uK0tAzsYSInlYcXblQhyLulFkjEFUECooB7ZhFMPPsxR8sjW2bC2tcdWUa6yOx9hVmyNtROrKVSKk1mKb58lJtk0Xa6CYgRTzSMJhIYolEFR+XXWbLtuLhQciw9B2nz+zOPEeMZeHcugY7wp9W0R/vE+RxtOxj9VrjH/AE56I/yhH/6WRLv7QOh6Tofd1xp2kdP1a2RVPmpCNko+ssm7pg6SZLHTWRVIkBiKFMUpgMUQEBABDK7WS47Pgj/omg7lOuayrtR3X1ZSbt7uPcA1+iUXiLE0yCTlwh7iyhwKYpROIFBMpiAbsJRmIvYkFxX5kQ95tFcn49GsToxLVra3NidQ6JohQTtnT9y3QVUHz8lCe4UxgKoACYQAMrtjUNQ2gH3CtHsw9j4TJ2g6ecn5Fh9VPy3zGwkA6DrGQbdKHoOb3npG+3htT1N+wTKcQoaruR9qQTbOUkCyQM23uB75RTSbe4PgfwACj2XvsdaPqfwlJ2Vyl9LXQu/U4uU4p268WcLVCS6vhD2aXawCy8QwkCGEE3CZlvfVK2U7IqoiTsphKAZCSdIG7GPD4oweZjYYlu741PADMdlBPsJ9B1PIZrdBjOK+xJ6tods9R/Wmn7zIxfDl5y201SL69jptYjOEp6sc0SkYwr4p/JvGFdeDExSnKmkicyICUgeIbiOL2v8AUHHv1bdn6F4cQdSoPHZbQsfZLvUamJE4GFs4zZ0Y9yDREfYavXLP4vzAoEMsREhzAbxA2T4KL+gjAfbzHDrxBnoNLBQQTL8gM1Hi5shtW6wT63jZEeIYaiCBCxzwNwCu3tcobeYaFUsyAbbc1te3Iw4IKic0Qk6SanciqBfaKALOEiAUTAc3YiBRAphCSM5/N6ao1Uj63E/s6L1NqSX5BNuJ0jYalJPoVmpJLWRCZFq2cN1jk9wXJUTA3A5R8wRMJO/EesoLrKlaBp3DP0g+WeiHsO49Q69bP1+1tNuayRlLXe3r5yBbVHzS3mK7tukkaTFVuv5Jtvhy9FJ4BnP0d9vbsk4LuqHzfiLtlCB0HZy+cSCJ1aVcceye6BkIpYfyWLd5wT1OuExmCDGmW6/cZqE9YuWSS1dxJpt1mnNf452vfVSrG13APjsmy1aX+JH4V64IYgps3D1OObq9mKUxFRIYfE4gOsHnrV+NOhNcSOhOA0tXVtXSvIDXkPuvWyF3d1ui1yPetXRk48ZJs1cJQ7aRXQjSOyNyqAYFCAomQFxE1Vm4XExvcW0OfeY2cmBIUdsMiTIiMg1bdQKY6WzcP8I7TAkwWPZnBgQQZ5V0ccp+SFH4i6B2PyM2TFWubpFYbIOn7WDQRWfLEUcJIFBEiyqSZh8lyCPkcvyAfvHoB/LV3Jaiba3TyQ0VXIm2srdq93CM59y+QRIzeHko8r9AWZyKnOcCpHAp/cIn0fsAAwfazle5GamvmneNnqtV2Io/DrjPpJzramvHGmNWbWVtadcn/p4pQmAYGio4kWk9bACZipp9LHZFOPYiIhvB4T//AIjPq/8A/wCXdb/+00c0qne8ChbxBDhcwT4keBBIBkCjWdRUjYx591WG4H7UHxBgkQTtmyN4fbuup/al40nD2VB9s+txEXOzkUVBUDR7J+o6I0UMqJQSMKho939gphOUEwEwFA5BNzVc+9N66iN5c7uXdtqfEfnrritoMHNqh5u+OavsvRAMolAyjeryIEWSQMcgFfpplOwVUWcGD3jiYBzFLlYuLOleTnrIczkdCQc1b2PG+g26IEgFhba4SkouWI8OWWSD41musQjUrp2kf3CggBjGMKRcyLenhzf6LJHSUZlHk2k94AiASuqtjcOe0FobkqB63LaN6r2gwSDJExsesjI32jt3XWl4OEsmzbMhVoaRnomsMVjoKrC5lJF4kzZtykSKY3ai7hInkIeJQETGEpSmMHLLx/1jHcSfUj4Ya4qFg4XU4981Bd1bdXdM16Sjk5FMkc0csDz0g7lXgTLkTpuDoO1EUHBwI5OPkU4gWCq5w44mB6MXpRbLvmlNVXG02za+oTW+wWiKbyDiTZqTINRbOV3JTf7GRqudoCPYJgiYSddGHvatkm4qDncsofO5fe0RzGBbJnOSMECTgS+rWXujklxx4hLQuAxg51ARiRmRNdq+M8mAi4KEgoSFq8fFRNZZtEWsc1YpETbNmpCAVJNEhAApUykAoFKX5AAAAfLPWytwASF2qxSSATvTGMZGpUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVA/JApFtax7FdJFyxeXCoR7tBUgHTdNV7DHorIqEHsDpqJqKEMUQEBKYQH78xK4aa4T69ZN5K/ap4tUeOWU9pJeYgolmmqf/AMpTqkKAj/wDMu5Gf/L6vf8APlI/9zxmRGH1dHmpdg2R9DCf6jR31R+kvD2/Z+IcfH/D+58vc8vh/Px+14+PfyyOSwUc5+QJ/D035RXThGfpHzYL+M+lZ2fQ/DlJhByqmmeM6cXJrIt41yauxQJSCqodpEQP7fShj9D4lKIib93eZD+q1xj/AKc9Ef5Qj/8ASyB+U1HoU5FceZqOkZmPrwXqBjkRg7I9j2CbQ6qn20k2i6aJFOzABVygChewApw+7M05JMJaoal17WKFc7vVVF7pXoosmSZcun5UF5BMigHdODqKLdlOYOlTHAQ6AQEA6ya5GNy4QeuiCf6h+d+EQYPJCx9NX/x/PL0L9prh/rOuubXbeOmp04JDsV1Y/W6ckZuUCmMZRRNo1VORMpSGEVDFAhf3iHYZkMJxz4pWKGiLBDcfNEPIh+1SeNVvqaxJ7qKhAOQ3iZEDB2UwD0IAIfvDP1vOv2NK0ZuuLhJW8z3xddk1OpmceSqoKfBnL0mdyoochREO/AogXsR6AMyPTEkLvQ2sHtdNGzToKnHGbEFz4JLKgzJ4kMqUp/ABEAATAUwh8x6HrrCRDk/d0/PVP+3H0owMpH3tXy0x/uz9a8ZXi/xfQSUXX476ERRIUTnOepRwFIUA7EREUvkAf35H9f1xwOtxZo1Q17xNt5o1I678kRDRD07Qhf7QqERIYxeuv3h9/wAszW5Q1k2fpDZdU3ShV9MpyLJwwUeRlgGRQatjpgALqLrN2oF+0JgFMS9CUP7X2vlCVeuMvVrU40/bInStglHVHk3kXP05uLU6LNuCZBSdNDCoKBFPcTMQSKmIJkxDxDoMzcTcZFcjcKSPEhWY+wG2OcZEVfw9sOyDkSAfDKj5z6eRqXqtoHiRda1AXCs6B0RJ12UZoyDFx9TGSfvoKEA5D+B0CmL2UwD0YAEP3gGfwhoPiQ5tEjTEePujzWJoyRkF0Ro7QCEQVOchDAqKHtmETIqB4gYTB0AiAAICNYuPsfOUBLgs4j75fZRnbKus1mI5/KKrsBInFEcIew0MPtNzJiQCAZMpRMXvyEwiI5Yyht3UDyo23WmlguT2vKVSImAYyM69foNnazx8VQ6CbhVQqBRBJMPBMCkACgAFDrN/EWgl/shtLD2BP4b+kcxhtXS1jtTvCn+ogfU/j4HybprPhVQJiAr1i0FqA9glCqKMmEbrhOScqpkMQp1RSaNFTESKKhAFQwAQBMHY5mi3HXiS3l2VfX0Vx0Qn3KCrlsxPWIwrhwimJQUUIkKXkYhRUTAxgDoBOXv7wyIbNqqsS3NCuqOpTZKRnNGkZNQG1ymGwFWLINCgVMEnRQTR6Ee0CeKRh6ESCIAIfns/WFSl+XmqFJaZ2Kx+lavYFT/CXSXYh76asf4kbgi6ICBfHyMZJHxIcQAximEoCGeydQtz97X6adUf7T8vTRe7rOB93T/dpP8A1fWp2/Va4x/056I/yhH/AOlmP/oG4dfWYaV+hnjR9cvg/pH6I+rsX8b8L5eHv/D+35+15fZ8+vHv5d95Kl0ktlwxYRHXFJqlzSMJiPRl7ItGmakDx8RIJWjkVhHs/fkJOvEPmPl8qPbj19fblylusvqp7GRWyYykwqbNw6UEiZWrpeTbOAEwAIj4lVKuUP3nbkDIkksqqJkkdNgT6DGT0mkAIzNiAD7sB75x6VOZdT8JF6fO36N1BxtsNPjSODvX0TVo6QIj7ICKpQBuicTHL0ICQoCbv5dd/LMza8Y+Lzxs3dt+Ouijt1SFUII05gURKIdh8hRAQ+Q/cPzyl9cpzCpcPOTbCsy1uq56nY7etCuIabeRqyCjYTlSE52qqYqlDxARIfyIIgAiUegyxu93thd1TjPGR1utlaNMXGGYSTqMfqNnDtsdouZVIypBAwgfxDv94D0YOhABC0AMVC51dlH/AKn+D8us4gzESTy7Sf8A04/D59IzJX6rXGP+nPRH+UI//Sx+q1xj/pz0R/lCP/0sqXcLRbqXrjlpW4i73gGFVuEGSKfO5ly4fR7JcI5ddIXqhzLGSD3l/wC2cwgQxgEevlkzS1ssEpyA31VK5sNODIy1nHrtDuHfmxg5BVZ906USERIQwFBA5jCHYkKXvsOsgT3QwEyJ/s1/8edTUbziCB7uF/GfKpO/Va4x/wBOeiP8oR/+ln+cbypo61kGKCSLZizuFvj2iCRAIm1aoWGQRRRTIHQETImmmQpQAAApQAPuyFuNkw+r1+eawuo7BPsUa2lLrOXN6WssVKJFWKkdygKxvNqcyhuwT9tMolEeu/H5fOah6D2VxjvtP5NNqe704vsiyrvyT0j8CyFyjdXizMTr+4n4mB0k2EgeQeRwKXoe+hsZIKwZBP8A1QY6nBgGJODHKtXmREEf4BH18eomr04ylXqL1uEufCPkbS7DyAY8W4qZr5og18dLmRb1866qaSZlzkUSMCKhzkRP4qEHwVN0Yo/MOcXa8BQuO2hvUr42yfFDjlx33JLcTrbakpnRF0cvqTcIlsUEDOn8Iqi3MwlAUdpeC6pFzqpmWKVyfwMGefxPGdktxiPgVmH7xVHcjoIVZOZgkgGK3cPwvaNbUGNbKp/d1OiA9TJeBykAEiQa7AJWRQiIuSlnJVTtmrdRwoUgAJhKQomEAARAO+g/vyn+ieb+vt+6n1zvqv672/UdIWPXBtlktc6yZJMIlkU/RmLz2HSqhXwJ+a/gmRRL2yGH3fLoo6Q4uj8b9R7j9Ha38Ni05tsTYlSsqOxJSBckUkNgVolPWcKv7AqQwqPlEpFNgJXDnzOmqoJAEvYlykOgafVr3xt1FWbnWYK4V9X0wLCuowkmabpBRVGYSWROKSgCUTEVSTUKPXZTkKYOhABzR+l9fCniUGWtagOkpa4q4fEgmyo3WG1DMGc/6KK8Sth2EC4LZxuA96zbjaAw1sYgypU4nHZ5QL1Vdo0SlbMosr9O0ixRLOch3vsKI/GMXKJVkVfbVKVQnkmoQ3icpTB30IAICGZbmur02ajr7Xfpn8V2PH+n6/rTFXVkLLpsq6ybtmjqYXikVl1lCIABDLquDmOocftGOYwmERERzUZ6e9K4QH438C+Wlrv5oP1KLdJvE5CeYTC57Tf7uoi9+kIGdIQFFV2KahFwO2XKVFqDdIQMiBSiPofpu0nC8VxFpZKWSB1YyWACjGrKkGIMlIEtAwfom8/EcJavtAa4J6KIUEljnTgzmRAYzCknqIzXrD+pToubsVMrLSqbZTfzm85zj+0OoxZgmnYYxq6cruVBB0IgwMRisBFAAVRMYnkiUBEQ5pOHNA3PedHcIOTkZr/hFqHlVKbNhndl3nYOQb0l3uMoeXEkvW5OKPBlFZRdMXbEsMZ4dNAwJeH/AHYDloNff/Nrjv8A/wCzLZX/AEWcyPC8MTxaWbhESFMde24RCQd4K32AkKcBoiJ08VcC8PcuIMgMRP8A9HiXAI2kNZUmCRus711i5G+3tu660Nra27e21ZUKfrqCbA7lZJRBVYGqQnKQB9tEp1DiJjkKBSFMYRMAAA5rF9XCRhbiz4ccV5Sia4uTvaezQi2qt7k5BGpsDMYx4/MMuxZLtzS5DlbimlGKqkSWVEhjD+zDOerYlP10bg766XHqZd8bdl6m13f9fS9XjKdVjxlQrLtcrBJ8tBxjx4/+CT9wrpJQyS4pCr8V4gQDnJmPhibhcbadvHNoHyjtJ5gxE5Om6+ugoN9QnyntAPOShHXcxAE9y4CAgAh92M1+cyyyOh/TL5ODwzgISjydX1LPKUFhT2STdvEnRjljIfRyDcoJk9vx8kyph0Bih0GadrxpP01tb8NrVP8AFi5MojkRfeKN4eJxtSmFng7TZDXyquJSxETBUHTlJY5BTeOTkV91dRMpziYUwo43ihZTiLoEiyurxMrdYCMx/pGTJgGYIBq7guGN5+HtkwbzEeAg2wTPP/UGkYmIkTXUZjOeGev9Jnds/wDZy4SFtUFLyryDmZhsg2ckVOqyDXzhMVwAoj+z8zgUDD8hHsA+4eqY8YeHmlrP6LvG+VZbC09pbcexbXFJyUzflV/ovZ5mE+/OyqMwskqmsMYqkidArdM3iXrsE1BMcp/S/SHDGxxN2wMhHCT1JcrMZOIOBLEjSAWxXncFxAvWUunBa2LkdAQxgnHJRkwMyYUE112Yzjuv9ipWstfbW4m/oBpfCqvtd46gYb5Z6p2E5kderU6YeLpGXjjlSZ/QxHJmiaD1D4duYU1UxOZQqgHzP+ZOvtP8fLZ6quheHMHUaDx3V4Rztlu1RqYkTgYS0Cu6Sj3QNEh9hq9cM/ixMBQIZYiJDmA3iBs87ieJFu094ZA1x4m3YF8z0BB0qcnXgqtehw1g3Lq2WwT2c+AuXuxHmQe8RtpIIYzXWljKhcF9E6t0Jxn1fC6wqkfXTTUNHWKwPSgJndimF2KAOJF8ubs67pXwJ5KnERHxAPkAAAW9z1v0jwf6vfewTJQkHzGDHhO3hyG1eX+j+L/WLCXwIDAEeRyPl+TTGMZirZTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTKsU6U2Bq6MsVOV0Ls++IqWWxSxJGJewRWjhB9Lu3qZSldyKCvZU3RCmAyYfaA3XYfMbT4wRSqn1R+1oj2SkqPwXv1NkXn/xjiKRqDRR38+/2h0pUon+fz+ffzz9mEsSLtkhfYzg7sSOvTtMyTqaQTqKb9yQRARKo5LKgoYB8S9gJh/sh/dlqsiS2bVcQFpdU2ua1vmy59swayb5GFWjUvgW7hRwmgY4vnbYDeZmbkAAnl17fz67DsPpQ1h8XsGzQgyQw3ELccQLx0d88Fq4qqXxTk4AB1lPGWDzUN4l7OPYj0HY/LPEn5w9rl4KwWjhHsiyT0WoC0Y+flqThxHKAYDAdBU8qJkjAIAPZRAewAcy/wDS9sD+lre/+IVj83x+l7YH9LW9/wDEKx+b46HpQ8/Gn6Xtgf0tb3/xCsfm+eAW5zBVbGuXhttgq8wABLnBSqeUqAJ+0AOR+lv23SYAT7ff2Q6+75Z7/wCl7YH9LW9/8QrH5vj9L2wP6Wt7/wCIVj83zhAO9dBgyKj+cVjLPGQEJZeB93sMNFEKnFtHzanroxpSgBSlbpnlBKkAAUoABQDoAAP3Z7EpZnk2CgTPCvZ8uB2IxZ/ihqavkzExTC3HylR7RExCG9v+z2UB6+QZlH6Xtgf0tb3/AMQrH5vj9L2wP6Wt7/4hWPzfJTzrgxWKP7C4lI6eh5PhPsyRiJVb4mUarhUlEZJbxKX3HBDSolVP4pph5GAR6IUP3BmD2qMmJXTey9M644i3nVTSxQMlDoKI/VhpHs13LU6JVlk2kkY/gAnKJhImY3QfIB+7Jj/S9sD+lre/+IVj83zz5ffFhrURLWS2cd901erRzVZ/JSTp5XlEmDVIgqKrHIjKKKmKUhTGECEMYevkAjnBjahzvUryuvKDPXCobEnaNTpnYFfReN4GcdxiK0hCJOikK5IzdGKKiBVipJFUBMxQUAhQN34h1Wbm9xXmeXWqYfXETdda1gjSaby7hhdtbRl6rlgTTIcvwsnEPhTMol2oChTt3DZYpyFEFOvIo3JAew7xkHtqwCnYGfYz9cnrzqaXCpJHMEe4j6e3KtfHELgBT+OVM3vD7HlKJu2ybMlEH1wTb0trB1s7NvHoRzSKYQJVF0m0eg1applROosYwmOJjm7AAtVp3j9objtX3tT4/aS1FouquXAu3EZTq2yhWjhcQ6FU6LRNMhj9fLyEO8l3GXtcYmfAL6KAAPSKpW2ANI2BJ8id46f4xtUZWvSmmr3eKHs68ak1lctlVU6qlYsMrAtXcnXDKB0oZg7VTMq2E4AAGFIxe+vn3mKVjixxipG05zedM45aHqO7ZP3fpK4xdQj2s5Ie5/3nvyCaJXCnl/4vI49/vyeMZWnd+HG/z39+fXnU273xZ2+W3ty6VjdvptQ2FWJuk36q1u8U2TQM1kYiYYpPGUgib70126pTEUIP7ymAQHI2qfGfjhQdWymjaLx+0lS9JvgVK9p8TVGDOEeAp0CgKx6SRUDgfoPLyIPl0HfeTbjIlRBHXB8R0PWuhjIPTI8D1FV3qfELibQtaWPS9G4v8d6Xp2ZVKtL1OJpMa0hpVQDFMB3LBJEqCxgMQggJyCPZQH9wZLcJQaJWbHcLjXKVUq/brCo2Vn5VjGooPJw7dIEUDPFyFA7gUkgBMgqCbwIAFDoPlmW4ywsSZO+3p0+QqIUDAqu+wuIXE3bmwIbbO1uL/HfZ21I4Ewj7NYaVGyMqwBMeyey9XROsn4j8w8TB1+7MqsfH3Qlx2Ahti3aQ1DadppQ69dSsslWmTmVTilinKsxK8UTFYGqhVVQMiBvAwHMAgPkPcvYyvSI0xjPzEH3Bg9RvU9RnVzx8sj2Ix0qs9d4WcOKfDVSu1LiZxnq9fgZobLBsY6hxTZvDS4l8BkGiSaAFQdiX7PvkAFOvl5dZmkpx14+zmoEOPc3orTcxoJJskySo7qsMVa+m3TOB00SxhkhbAmQxSmKUCdFEAEAAQyZMZJu8CDkGJ9MD2GB0qK4II3H+Z+ufOvMhYWGrcNE12uxMZAV9g2SZMWLJAiDdk3TIBE0UUiABSJlKUpSlKAAAAAAAAGenjGSZiTJya4qgCBtTGMZGu0xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVEm7a3NWiioM6/HLS8mzsNenAaJHTIq6TYzDR6ommKpiJ+4YjU5S+Zil8hDswB88jW4TqmwmbaOv3CPZN4j0VPdRQmC1J6mkf/zFKrKmAB/4hlpcZwgHeugxtVYZGzvpisfUqW4WbQlKb7JG/wBEORqajL2i9eJPhzSwk8Q6DoOug6DPxaT6rCAhqox4S7KZVeOXTcx8akFSI1YLJqe4RRFEJXwTOU/2wMUAEDfMPn88tJjJTmfX161yMRUDjty/mASm4s72MUQ6EBkKx8//AO75iVTnlKCnJJUXhJsmlpPVviXhYktSZg7W669xUEpUvmf/APmHsctLjOChqvkhs24yzF3GSvEzdcnGrpmSXbuHlXUSWIIdCU5DS4gYBD7wH5ZhtVcR1FTlEqRwRvNOSfF8HpYpvUGgPC/P5KglKF8w+Y/I3f35bXGcgZ8a7Jqsra2STMtZI04YbUakhExRhgTPUyhEpin7Yla9S37Eok+x0ToPH5fd8swCPqtAiZprZIr055WMsSDgHaD9vE0tNyiuBvIFSKlkwMU4G+fkA99/PvLs4yU97VzqMY08qrofYVmPNI2M/ELcZ7Cm2OyTfi5qouU25jAcyRVfpbyBMTEKYS99CJQHr5Bnh3GbNsVm1jtg8Idj3qPQU91BCZJUnqaJ+uvIpVZUwFN1+8Pnlp8ZGOX56/WpSZn89KgVLbN8RTTRR4rb0SRIUCkIV/WAAoB9wAH0v8gzzk9hWZGYdWJHiFuNKwLt02i74rmqg4WQIYxiJHV+lvIxCiocQKI9AJjCH3jk02+0RFHqdnulgWUbwMRHuZR6oQvkYjdFMyiggH7xApDD1kWH25sAhzkDi7vRUAEQAxZCs9G/4h3LgPX/AKgGSJzNRAxHKoyn2ldtbUrK08AbZZWYPF5EEZBlTnBAdLCArLgU8oIe6oIAJj/2jdB2I59kEtG1aOYw9Z4IXiuRDV+Eq2asG9Qbot3oF8QcpkJKAUq3j9n3AADdfLvM/wD0vbA/pa3v/iFY/N8fpe2B/S1vf/EKx+b5xcbfmNvaB7V1s7/md/rWPHuEqqWyEU4Z7WUJM/8A7XAx6oISv7MEv9p/+9v237MpSfb7+yAB9wdZ4UE4jqs2fM6zwRvNdaOmnwDlJg3qDcjht2YfZOUkoAGT7UUHwH5dnN8vmOZ9+l7YH9LW9/8AEKx+b4/S9sD+lre/+IVj83zkf49K7NYTTpNHXZX5df8ABvYNGK6MBnQQ6VRZA5EO+hU9qVL5CHY/f3945kVN0zWrXp6T19u7W1Vt8BKWaZsjivWOPaSTcnxE85lGgLom91AyyJlW5wEonAiqQGKbsoGz1P0vbA/pa3v/AIhWPzfJJo1yj77XUrFHM5CNJ8W8YLtXft+80dNXKjZdE4pnOmJiLIKkESGMUfHsBEPnkiTIPT8NvaowK9iegYK0wktWrPCxNjrj9uo0fR79sRw2eoHKJTpKpHASnIYBEBKYBAQEQEMo1tH05eNUxxX5QcZOO+pNG8SkNn1KTrEnL0uiMGJUzumyiJXS7VoDb4oU/dMYCGOXv5h5F77y/eMovcOlxGRxhgVPiDykZq+xxD23W4hypBHgRsc4qtWmOInHPRiqthouj9KV7Zz+HbxFktkTUGMfKWgpEyFMZ85ST91cDmIBxKoc/wA/vEeu8zqr6A0PSDQZ6XpPUdQPGV01PjRi62zajHwIqAoMWh7aZfbYicpTi2L0kJgAfHsO8lvGauIutdcvcyT+M8to7zCNoJHM1k4eytpAlvAEfKIzvyGd8DpUdas0/qTRlRb6/wBJ6t11p6horquUoSrQjaJYJLKG8lFCtmxCJgc5vtGMBezD8x7zFK9xj42VHa07viqce9H1jeMoVQknc46psG07IlP/AGwXkU0gcKgb9/kce/35OGMhqOrXziJ8No8oxVmkRp5b+u8++agGO4ocWofbzvkFE8a9Axe+3BjnXu7amxyc+uYwCBhPJFRBwYRARARE/wAwEcyVvoTRbR3HSDTS+pmr9nZnN1aLp1xmVRrYXBDpryyZgT7I/VIssQ7oOlTlUOBjCBh7lnGcTugBcRt4ZBx6gHzAPKutkknnv44Iz6EjyJHOo02xpfTu+qirr/eep9abnoai6bo8JbIJrLsDrE78FBbOiHTE5ex6N49h2PWYafijxbUPNqKcbNBKKSdZTpUkY1OjhGQrxOvCJXH2f2jAvQdNTdpB18i5PuMjpEERg7+0fQkeRjapajIPMf5B+oB8wDWK0miUjWlRgNf64ptV1/Q4psVlFwkJHIsWEa3L/ZSbtkSlTSTDseilKAB/dkbay4v8aNKzVxsmm+O+jNS2KxCI2B/WalHxbmdEREw/GKt0iGcdiIj+0E3zHJzxk2OpizZJmT1nf351BQFUKMAR8tvblVb9f8N+IeppVlPar4q8b9ZzjaSVmWz2v0aLjl28gogogo6IoggQxVzouF0jKgPkYiqhREQMIDmTjj5oR3qcdCOtIahc6MFEzcaWpWmRoIUhVFUSfRwp/D+IqGMoJfDryETfePeS9jIuAwhsjHy29uVSUkNqG/5NQbReMPGrV+t5zTetOPOjdd6hlAVLJVWCqTBhDyIKF8VAXYopFRU8igBTeRR7AOh7z46VxR4t611vbtN65416BoGobAmsjPVWEp0cxh5tNUgpqkdsUUSorlOQRIYFCmAxREB7DJ+xnW706syIPiByPUeFcXuxpxBkeB6jx8a+OOjo+Ij2MTEsWcZFtUSN2zZukVNJukQoFKmmQoABSlAAACgHQAAAGfZjGSZix1NkmoqoUaVwBTGMZGpUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUyBoE5E+TO4FFDFImWhVExjCPQAASFh+Y5POV/imqb7khuhkt5eytr+ppH6H59Gf2IB/8A+5XdLBSUyeVSQDUNW1eTrfd1+2stD2ipahbm02/dqItJ51YSIvnDcpzE+MLH+yIewYxBEvawKCUQN4fPrPxrfKKrWHbtt1SWobMaKRxI8EH5qnMiVwq4MsUQWKLMAapFFEOl1TgmoBjCU3RDDmO6BY7j1FWqVoyc1K6mYKFMaNRtzSZZFYrx5TGFJYzcygOireAkKZMEhL5AIgfocyJCGvlM5H3e4NdfTlvpdpioRj9Ixz1iT6GWanclUF0i4XSUMn4uCHAUQUN8jB499d3kLqULlZOTgnGJ6ewyY5RVZJ0sThseI3zHXHjsPGazm3b81bSLWvRZ2bmFbmmySkjRcdBv5F0LVQxylWKk1RUMYgCkcDCAD4fLy8fIveJzOyL3F7w1BWm0lTpPWVvaSK6CIwzlCSZC2aEWAxnJnIkOBzH/ALAtyCUPkIiPzz0YSi2BpyZ2Bsd1EEJWXlQiIlm+91MTKLpOnaiyQEA3mUABVEexACj2HQiID15W667eCbD0jtGm019sFKuLyqMhFMnjVs7URdtQTBVEzpRJE3gYheymUKIgbsO+usrtmFVm3M/VgMexnlvtU3HfZRsI+ik58DI+VWTyJ5zaH0LuOgal+g/ifp2Hk5X6Q+J8fhfhDNy+37XgPn5/E9+XkHj4/cPfy9K46/i9lx0J9PSOxKuoh+3BKGsr2JVKYxQ7IsdiuQFfHrroTGKA9iH39jEu3arfYzbmo9w0ilu9jtYWMloaQiWsg3bPBI6+HMRZIzpRNI/iZsIGKZQo9HAQ76EM6MONW2Z5/dMf3R+OJrm6nTvjw5if7Z/71+sRyloacTOS17KvS00bxJUaOTSScSKkq7bGOBRTIgiJgOoCZxBPofn0UDGEQAfg3bsGpbG4n8l5eoyaz9s3p1jYu0l2izRyyckj1vJFdsuQiqKgAYo+BylHowD10IDlY5+obG1zHaIlpKmNJC9TG6JW2DXU5FETIEctX6gNgcj0kK5Ug+Q9gn7nQeQB9rJDt1SujDQXPPY13rpqS+tkBMPmsGd2i5Vj2yEGLYhl1EDHS95T2THMBDGAAEoeQj312wNS97cAT/Fptk+eWfbAjpXLxh4XYkkeWq4B5YVd+vWrZWXZriubS1jrJPWe0bE3sraUcqWaNj0lYSti0TSOCco4MqU6Kjj3hKgBE1AOZJQBEnQCMR8peXlG4ro6sjJikbQ27sy8zpq7TaVSmLZ1M2J4Ruo5WFIHThs2SRRQRUVUXXXSTIUA7N2YoDLllt+xYraWsafX9RP7VrmXbSitht5Jpo3SqSqCaRmqSjJQwOHQujKKkAyICCXsiJ+gMXNa3qUI2XXXIX04eVFQjqffp2lXOwwP1GeW6Jr8pbkZmFVbnLCrSzhs0cPkPhyrfDHWTFRMFejAIfOonCCd2A8cvERyn4ZIwO/kb2AYcgbKx8MKT6xvEidpFZTEer3xne1PkbY5yj8gqRN6xtMDQ5usy1bTCblLRKppGaQ8azRcKC5dGUXTR8uyomH9oRQ6PSw2D4882KhvjZ930VYNRbw44b6gYVpZnNN2Cxj0XzyFcKnRSkWi8c8es3Df3UjpG8FxOmfoqhCCYvegKiak5F8wtq+o7vGgUKkl2vS+UOr9kQtSJYm6zKZVgYBiDmCWl0vNqEiDZcSKHKY6CTvogqGIX3c266C1jyG2/wA/rJzi3Poec4vVCK1Onq6tVaen4qUm5dZaVCQdv3QxLl20QQJ7LdFIgODqGEVDGKn8ijdwQL6GuiNSgnoAeHS4rKeeq8xtxLQoB/fNPFHQrC0ZjA6lu2KMrDEabQDzCy0j9wZTZ+dOxK76mURwjDj1dHuqP0WL32TvJF4kjdgPxyaBXRxVk01ix6YAugoUGp3ArmTMUnslOqPi689WPSGwZfTsiOm+TVJ0TsWwJ1fX+152AZIVa3SKwnBqRD23ikg3TdCkYEFnbNBJYRJ4nHzL3je/ePW7rB6jsVtOE1XNXPQd10BL6bn7JFTMc3WpL1aU+LK8ctHS6Sy6BkjGKUWpVjgcPtEAPtZTuncXucV844cAfT32PxnT1pVdO2+kSFp2v9bohzB2GJq7hNdsaFZIODyfxT0WbUpiOmrciIKK/bP0Xyj+i++llbuDrAacd08RdDseht2RbZP2tWA4ECX6Q7r3jb2CysZ7wsWyoHXXd1q/7On7pYE7p+TnJvXPFDXDTYuxGlsnjP5lhWoCArzD46XtE08V9prHsG/kUFF1Dd9eRiEKUpznOQpTGCqq/qn6Sr+vNh2nZupeSuoNk1yyw9OV1pPVpBS0zEzKgAxjWMTZOXDJ8Lr7fgoi6MmT2lRVOkCZhD2/Uf0Ht/cNP43bE0PXYm+7P1LtqC2gzqzySTjy2tu1SctXTBJ0r+yRcGbv1jpHV6T91MgGMUBEwUi5haI51+oFqiBtd147OtDBrvbNZvtF16z2YWJudkYtGrpvJkc2KGeHaRrpQsgczT4dx9kyAe8qUFfsUWmYqxb/AMxV8rZNmXGDJGq6IhvhB0wDquuKARp/YJHjcHaQh2gd22ZJX4iNWwGa8vvU2n0OG/NqU1PWNxcTuX2soaDl163fYWKUk45lISCSLeQQBFeQjnjVYpHiQHTVV8DpnKcCHAAy2fF3ee09i80vUf1LcrR9Ma+oUtSW1Tj/AIJsl9Epvq8k7dF91NMqi3muYx+1THEvfRfEvyzU1sn08tt7T42c6pOhcPuS1A3lbaVA0qsm29yKPebLYGiEym/XbGBzKyEdHNEjFMokYr8TqGOt2mn2Hntl4u6M2nrrml6j+2rlV/ofX19lqS5qch8a2V+lk2NeSaOje0moZRHwXKYnSpSCbrsvkX55sCgPJ52zPTVrWIyc6cnmCWGwrKpMkcgTHWIXfA+9qAjlHOa+HZ3qS0qhbR3FrOocbeWnIBtrlVk32FYKDXWD9hUV3DRN4RFRBZ8g+eqlbLorGTYNnRilOAdeXZQwOm+ovdJvm/y847zfGfbzTSmsqFAW4tuYx7J2u4O7RkXBzGYoyCj9YjhNogm1boMRce6k5BcqYHR7qVzv4vb62JuHed20hwc2vV+Sz9kg013vzUu5mVVSOJGhCtjXBis+aquyN1xUIZEWUmRRuUhS9CPiX4t38WPUSPtD1BU9X19w6uO4+PtTrULtWFscfFtIW2xDOTTdILIHWI+bGdneFBBw3QUIl7oGMZPw+WFbj/q3affAODMElGMwM90qIBAMsFm6xkb2tIb3ZzCkpnoO0tg52yrMSQThSYtgEHYVqT1F6hsTZ1a1FfuOPKnjLdLHWpG2U9HYkLGtS3CPYgiZ18J8E/dmQcJEcoHM2eA2WAp+xJ9k3VI9hetjIz3GbR/JjjDws5PXmi3jYFKqUPJWBhAsG8sjKSJUHaLNNWbQUM6TAi7Qih/FsDo6RhUOgVRQK+634M7VpnLzhVyP0x6XFa4ta/rlfs9JuzRvYawtbnriTjUkiTMm7bvTpPmKCqHiA/ErvVBXVUFAvXiaUv1L+WFU9H/08dKROllLPyL1Ja9d26forewRaLl6SImE3Lxq2fqOCsBX9sDmKJlypmEOvPsQzfoTWpYwouWQefdN59Z5yOxVC0CBqOAZUefauM1psd4pcI5d4WxoHge0kCScDcghq6CIV+5lYeJk3sNJV145bJLqx70yRnDE5igYUVRROokKhBESmFM5ydgPiYwdCPpZ5FfkJCWgYSVloJ/VpRy0RcOYx0qiqtHKnIBjIKHROdIxyCIkEyZzEESiJTGDoR9fI3R3jiPLI9Dn61O2e6Px3/CmMYyup0xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVBHKX/AHY+Rn/Ic/8A9PXxyA3UvpOqxszF1FW+2F66UQaRKbz4Y6yaTZVyuoCngp/YRbqm68ftG8S9h5dg5S/7sfIz/kOf/wCnr5gezdR7F2jvSBmm9qsWtaPXq6ulHSccnGulJGQeKeDhMUHaS4FIRBFMvkKZRH3RAphDyDK7mrATf5YBOfAxGM5xmrE0wS23zyYx5TPkM4r2987TudQ1Az3Fq2XpLiGTTZO1W8rFLu/pNs5WQImKKqTpH2RAqwm8jFVAfkHQddjm29txRujNb2TYEhA2CyHZNF10GbFg7XKsoRMxwKssgisDVMfHoV1QBMvfzH92VzQ0ttZbh5aNDvGRXNsh1lY6vrO3aIBNx7V6VZkcxkxEqQnRTTS6MBfExfmABk3bCirjunj3s2rnpMtry3zMHIRjaNmHbRU5FjomKQTKtVVkvAwiHQ+XYB94B92T4tgEc2fMdYIEevhuDuK5wa95Be6wemNz5ePMbGpH1/sCH2PBEnYaPtkYiAlKonLwT6LUA4kKb7BHiKJlCfaAPcKAlH59D2Ahn07Ctn1DoV2u/wAB9K/Q8S7lPhfd9r4n2UTKe359G8fLw68uh6776H7sx7Xz6xWqjBGXKg2/WUiRsWOWQcyLQyqge0BTLN12LhUSl7EwFMIpqAJe/EvyHMTtWpRidH7ZoNKeXW0SktCySLQs7YnUmuo5VamTImVw9WOKZBHx+z5AQBER+XYjkf0lKrc7LcAxGc/nz6VD9G97s+25kTOPP8461/Ootibm2C2rNhtWpaLTaXKRiUki7Z3FWQdEBVMqiZTNjMES9iBg7H3Pl/xyNqxs1xqDj9db611ntHbyzXYtqbBA02PSfSzkF7i+biokgqqkQyaQLCsoInASpJKGADCAFHPdAce9baiq1Mk4jVtLpmxwr7RhMPGLJAjlRX2kxWIdZP8At9qE7EQEQEQAexzAqxb9i0Xj9dbLqnUT/ed3R2Lakm1abTTSJUdpK3F8kuqDp2YqJARRUVcCUw9nBESF7MYoZr4lUF3Sm2oDz73XoR97AAziJqjh2YoGbcj8OnnyzU17xoGwdm67k6jq/e1244XBZZBRC116JipJ6zIRQDHTI3lWrpqYqhQEgiZIRAB7KJR6HNBHHnbvKOjOeem+eW/qs7/f6D49bhd1N5Ffo3pBCWuIasIx0VByLODI7Fw4VkTNwK0OmcRMmBOjD3nSpnPzcPTw5HbN46ertq/6Dg6XdNi7/JtHWakpJoKMp9uxSr7poLkzc6p26K7mGWbmKqUqhAETiTrx7x8M2i87H4ezJmNUN2tgSFzJFvtCEHxQ2NzWy8uu3bTmbig5jum3dJk8hq0d47GM7Cr/AGr/AFGNcXDYx9Ubc0vyG4i3lepv71DNdnRkc0TsMEzFP4x01Xj3z1Ipm4LonVbLmScJlUKYyQAAiEP0v1gtJ2+Z4xM3vH3l1RKzueytq9q6xz1aYN4y3prILLlkEzEfnVbNfaQBQCOk0XJyKkOmgcoHMSDttaC5P8/d1VTY26uP0twl1tSNRbCqZVLNaoWWezc3Y45BidVAIl06STjWqKCqoqrqJKqGMn+xIBRENf8AAbj2/tCB9AnRcrqvXsLGVPaFfa/WKD2DBWZpekoisSbY8nXyxTlwp9GAkQ6yyzsrZRIyqKftm7MYujhBrvW0cZL2licFXvXUYk7Ai2tsjOdTELsEy3yVsPcB2S60xsyWkdQBzBYvO+nSFLTJba3c/Wg49Uut2HZbjR3LCc0G2upNeRex46uMFK/Zp4ZQsYdBicz4rkEiORVL8Uugi3U9hQqSqhxIQ/hUP1GHOq57ny95CS9z2U3r/I1vqXVlTrMC2XmZZRzXoh23iGCSYIg4VMq6fris5UACE8xOqVNMPHTDtaybb1x6ZjXgHD0XWV3ga7yCh6qw2LDbCgpVjbSjsNF6kxYRrVypJEmyGUBNw1cN0SIlQcH90/RSjdrfnpocldj2LkLs9lRrg4fRnLlHc9ZhK9sYatLXesmp7GFc/R0yxdJqxr0Di6MmC6rfzFsJDiRNYDjl4IlgLh+EjTPgX4Ji0QdLhLl0gQSFnukAltPFqAWQfErEgeScUFWcShdLYJmC33gSAu6rjTzBpvJGwbT16bXW29GbopKrELRR70yaN5aMQeJnUaOynYuXbNy2XBJYCLN3CpfJFQpvExRDME5Cc/KRorajjSNa0jyM5M7XYVolxsMLraGZPVatCHVUSSdvjvXjRPtU7dyCbdEyrlX2TiRIwAAjCPp48ZHWttl7z3nZuNnIXRVono2IrjV9tferzYlomo9qZwt4OSmfyTRi3SVdKe0VF6qY/uqicqXyA2P7OoHLHjTzw31yt0Jxpfct6RtPX1brrqLi7XEwj+qzkMq/BBRwMougmpHLpSQCY6BlFkzom6ROBgHLOLOk29OCQZgSJCsRzwCQszBklJBhhXw+VuE5grpnBILIG5RIBciJEAEg5WpXnPU/1C9lqFWtD6c5I8s7jOUhnsdaGoMEyI6r1edGORu6kvpd4wTQVVOiuQjQDmdGMioAI/Zz5XXqp6Am6vxql9I0LevJi37WYScrWKjTIdoSZbso5QqMk4kSSbpk3YlaLqEbKFWWKcVh8CFUHK81yic9eOHKS8ct5TjJC8pbFtbVlSgrrCa4s0bFBTrVDnfD4ofTztsC0UqST8feIqdcp0DG9gQOABWzj9wc5lcF7pw95Hwuk23Jy4t6psOv7NptSs0axc191ZLKnYkloteWWZtXKDZYp2ivaqZzF8VCFP8A2cu0jtdJwmpwTuRBuaAMZVtKAuBAB1SocaIsSEJTLQkDaQVQ3GPRkJaEwTEAEqdU68YfVWRV1XyJ2busm29kzbvkvYtTarokVVW6FofAi3bKoQqbIfhyAs3KD46q7tUpUypKGUX8SlHPi5y+q1c61wY5YXnjjp/fGtuV1DloSrz9ZscRBfS+ulJRVEG0s5QWkDsHrVRNUSoKNlnZDrHIBieCa4p06d+mrzMu1Mcbm2PqC0Q21YPljctxBRaHtca7Kz1XmocjESxNjYumwt3yInAQKsq1KsCCxDimRYO5UvHp8bZvHEDnSGuOJe9tc702G6pEdHNdn78UvNpssbES6DryfOXki8Yx5ECqvhSSRfrCcvffgbxINPC2u0sW0u4OiwDByD2djXnmdRuBzJM5wVYmfEXezvM9rvAvcIkY/wBa6AI5KLYRkEBdhkMAuwOP5+OdUt6foSQ0Xzd5UclIOkR1p2DHxUHVTzlVauBVKitOGaSDWIB4uLZwYrSMUXMYExFNMSiURjT/AO0qqVk5Q6B2LVNxIIcEZzjPdtwy6jiKTTEikZKxCQOljHS+LRVbouH6R2wGAPPyAxDHIXr37RROVHFjnFyu5Hab4wz3LbX24a1VUwbQNphYd9VJ2HbumoEellnTYh49dJwip7zcyyqZyKh7BuyiOuaP9Hvk4bVmvtCS41dEz3ihtfXthtDSSTNGQ1ysk+xlEGSaRjA6VakN8UX3yoiXwQER8THKQabvE3DPEKuftTEQJ7HiNK6ea6xb0/vaSDLqFus8PbEWHaFmyJmTp7SxrbV1AL6h+zqxCMWuPI+prsHaXKb0zaJRdUck+NuuNnzdjevW19q8UkF7r6FYevWy7VVBw8O08HBGaooqmauujk80hIYwZn2lPVJ19+i/hTX0K7yy5RbX3BWbJP1EydZr7CXnQiXiaTlN8mi8bRrFXxclMQ4nI39tAwnVIcSlPDUXQ+fm9uQvpWWvZPC13oSkaddzpL2/f3iBkjOXbiqO45JzGJMnSpzx4rmITtQE3Ai4TEzcpEznDxeCfB3lFpq3ektKbJ1eFcZax1Vsut3dT6ajnH0JJSclHrMUekVziv7qbdY3mh7hCePRzFEQAfTu2LY4k2kb7PUYPMqLd4qcjBLKgOACzfCNQUedZvXCge4O/oSRyDFzqHjAPWdIAJxNXVH1WdEn1HAbBZ6w5Byey5PZL3ULTVTaGZHt57e0Koo5jRS+M+AD2kUTuTOfjPhgR6P73Qh3MHFbnZrbllsXkHqSr673RrLY+r1YZpcYm5xLditHvJBBVdJuT2XCwKmIRARMoQRROCiZklFiGA+aXdhcf968XdrVzlRYajTFpuN5p3G51imyl5g4d5sWAn639GJ/RDl67SafSQCVVZNm4VQUORBUB8ey9209MO5XfafPj1d9qXCnRFIB9Ma8ik41lLtpUYpVrBLAdk7etDHbHfpkWbnXTRUUIkZYqYKKAUDmx8C3a2hcI7xRGYbaWNuwzKJzAa4wMyQdKkgqdenjV7O92anuywB31AXLyg46pbRgRgyxAII0byMYxna7TGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTIktmqnE/aXNyrmyr5rSfcsGsY+WhUY1X45u3UcKIFOD5o5AvgZ45EBJ49+58++g6wRo0vWy73uNmz3HsLXMZXLC3g2jSDZw6ia6ZoeOeiooL1i4U9z3H6pfsmAviUv2e+xH3/wBEOwP6pd7/AOH1j8oxSn6Idgf1S73/AMPrH5Rj9EOwP6pd7/4fWPyjH6Idgf1S73/w+sflGP0Q7A/ql3v/AIfWPyjFKfoh2B/VLvf/AA+sflGP0Q7A/ql3v/h9Y/KMfoh2B/VLvf8Aw+sflGP0Q7A/ql3v/h9Y/KMUp+iHYH9Uu9/8PrH5Rj9EOwP6pd7/AOH1j8ox+iHYH9Uu9/8AD6x+UY/RDsD+qXe/+H1j8oxSvLkNDWeWcRLuV5Hbjk3bBx8WxVcQ9VUOyX8DE9xIxocRIfxOcvkXoejGD7hHP0l9D2GyxEtW7ZyI3TaKtItVmElGumdeTSftVSCmqic6MWmqUpiGMURIcpg7+QgOeh+iHYH9Uu9/8PrH5RmBbVrmytXau2XsxjyM3BYn1dr0lOIMJCPrwNXijZsosVNb2YtNT2zCmAD4HKboR6EPvxSraAHQdZHu0dR6o3hT3+vN06x15t+gOjEO6g7RCtpWPcmKPZRUbOSHTMID8wESj1khB318/vxkWUMIImpKxBkVgmtdW6x0zT4vXun9c0TVNBY+XwUHWohvGR7TyHs3tNm5CJk7EREfEodjmd4xljOWMsZNVqoAgUxjGRqVMYxilMZil4vlH1lVZi9bJuVU19SI8hVH8zOSKLBixIY5SFMs4WMVNMBMchQEwh2JgD7xDP5hL9RLNY7hTq5dalYLdXlGyU/FMZJFd5BncJAsgV4gQwnbiqkIKEBQC+ZBAwdh88ClZbjGMUpjGYnXr7RbdMXGvVS6VOzz9dfEjLAxj5FFy4gnh0U1yt3iSZhM3VMisiqCagFMJFCGAOjAIhkwPP0wJ9yPcUPX8/nFZZjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGRJu2yTVXoiDyvyK0RJvLDXoMHaREzqNU30w0ZKKJgqU6fuFTdHMXzKYvkAdlEPlilZ1bqvEXip2el2BFRxAy8e5i3qZDeJjt1kzJqAA/uESnMGRWfUewDnOcOUW9EgEREClj6z0X/gHcQI9f8AqI5/P6Idgf1S73/w+sflGP0Q7A/ql3v/AIfWPyjFKfoh2B/VLvf/AA+sflGP0Q7A/ql3v/h9Y/KMfoh2B/VLvf8Aw+sflGP0Q7A/ql3v/h9Y/KMUp+iHYH9Uu9/8PrH5Rj9EOwP6pd7/AOH1j8ox+iHYH9Uu9/8AD6x+UY/RDsD+qXe/+H1j8oxSn6Idgf1S73/w+sflGSTRqbH0KupV2OeSEkT4t4/XdO/b9526dOVHK6xwTIRMDHWXVOIEKUoeXQAAfLI2/RDsD+qXe/8Ah9Y/KM9zSNkmrRRF3lgkVpeTZ2GwwYu1SJkVdJMZh2yTUUBIpE/cMm1IY3gUpfIR6KAfLFKlvGf4YxSFMc5ikIAdiIj0ABlaaJzS4c7S2G51FrLllxo2LthEyhFqxBXyLfyyRiAInAzJFcywCUCiIgJfl0PeFy2gb9KNgajtVl8gHX3FHi3qW/WLa2quNegdZ7Rl/c+lrJX6dHR0rKeZvI/xDxBEiyvkb5j5mHsfmOT9jC4Oob7eh396HI0nb/G3tUAocUOLTbcCvIVtxr0C336cwnPeCU6OLYDmEviIjJgj8SIiX5d+f3fLJ+xjAwoUbDYUOWLHc0xjGKUxn4uXLdm3cPHjhFq0SIZRVVQ4FImQA7ExjD8gAAARERzH6ZdabsaqV++a9ttZvlHlmqb+KmYZ+k9YybY4dkWbuETGTVTMA9gcoiAh9w4GZjl+Mx7wfY0P1/P4ismxlcth8xOI+or3H6t2xym45aw2a79v4SuWK7xkbKOvP+x7bNdYip/LsOuij338sl5bYVBbXSF1u4vFQQ2HJRjiajoE8miWRfx6J001naLUTe6ogmdwgQ6pSiQplUwEQE5eyd4ArkGfkJPsMnoKNjB8Pnge5MCsvxjGKUxmJXW/UTW0ISy7FutSoNcM8ax5ZCakkWLYXTlYiDdAFVjFL7qqyqSRCd+RznKUoCJgDMtwMiR5fn3HvQ1gmydW6y3NT5XXm4NdUTa1AfAUHsHZYhvJx7wCj2X3Wzgh0z9CACHkUehz59W6h1Po6nsdeaU1hrzT9AanOo2g6tCNoqPbmMPZjJtWxCJlEeg7EC/PJDz8l10GqCzlysk3bJkE6iihgKUhQDsRER+QAAfPvI6ggLbA7+nXyrpBYgbxt/xX64zF6Vd6XsmpwF911b6vfqNLNiPYuahZBJ8wkm5vmVVu5RMZNVMf3GKYQH+/MoyxlIMHBqIIIkUxjGRrtMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilVLbWx3QmPOm8MGpHz6HsB5RFEwCIKqI1GGUKUev3CJQDPv0TrSUGrUDacztbaNpvEnDJSL/42cXViXKzluBxAscBgQTSIZTsgJFIIAUvZh+ffjxWyNR6/v3JeB25sLW9ICZtbd03ZWCYaszSLI1ciEDKETWOUTpCdFdPyABARIYP3DmG65tnFbWD+JLXubEA7p0cmojG1p9sCIWjWCZiiUqZR6BwchAHohVFjgXoOg+QdctjLTzAg9I1SP5pG3TNdcyFjkTPj8Me0H3r3NBuN8P8AbG+Wtt2hS7DXYq0otHLMtceJmEDRbVQCsDKSShWaXagGFMSK+RvcN2Hn0XJWmwN63TcO56DS1tV1ys1RxGJovJWMdvF5AXDNNcyIlScolIICY37X59AJQ9swgI5i0dsTixB7LsGya9zC1/BfTC6TqZg0bjBnjZRdNuCBVTgqU66ZvAifftKpgIkL2A/PvI61uHiTVbhsW6x/JbTi0rZnDRy/TWuUYKSJm7crcgIgBwEoCUgCPkJvn310HyyVowE1clA/mGkT5YJHsRyqDDvNHMn2JJjz5H5HnXxIVOrV7m2wlICtV+Dk5TXkk7k3DNmmirIr/STQPdXOQAFU/Xy8jCI9ZYG27Nq1JmIGCnUred/JGAjUY+uSMgiAiYC/tV2yCiaIdmD5qGKHXY/cAjla73sXipdLbWL4w5e69oFxi2y7BN/CXOF8nTNU6Zzt103ILJmTEyRDAIFAwCA9GDvJd/Wl4yf1GaI/zfH/AOrnLeLaIfuz7FmYR6ED0OIg1K5l2Yc49wqgz6gn133qsm9n87I8qGNTGN5G26tEoKcgERQrSeJFFyMgoT4hYPjmhDh4/Y78jD/Z+XQdhK0rdtj1eZ476r13Hlro2OPllXi17O4mJKJBskkoX3jpvBFwp2qYpgFc3fZejgBehwa92ji5ctjN9pRHN6s62tZIUIFQ8Dc6/wC24aAuZYAOV2kv9rzN94CHyAP/AK5I02RxULP6ytU3y611a7LVm0g2avX9yhgO/B2BCqGclRBMgmKCZQL7ZUwDr5gbFkAW1VurT6lyPqu+emK7dM3Cw6CP6VB+YPhXnx/IzZligNa1eEiqK025OW2bqrh45QcKRLQIwy/xDsrcqpVTgcqBfBEVQEDKfM4gXsYoZKWdTjz6k/1yThiWYrizJuxjgODZUxa63AFEynETFKYoFN4CJhL5deRuuxzs8lwxTh2jCL5Wa7g5lpaJC3Rsy1usP8bGPnaiplgS8wMkZEQXVT9tRM4CUQ77EANmI2We421jQHKKma55HUzaF5ucTPPwQcW2Nev5SVcRooAk3Sb+HYnMmTxTKUftG6KAB4lDtnDFm3Kx6nsyY6CVb5ekb4mAuwafT7QDzMMvz8Zu1ZahsWV2lrG4V/br+q65iG0olYagSFaOEraqumkVqqo9UKLhqLUyapwKiIAr7wgfsClyjXO/cG9Ge9eDPEnQ20V9DzG2LBYDzl2aQ7GTkIeIh4o71VGPQfpLNAcrqGQTBVZFUpCAoIEEehC8tk1m4se0tYbOT2ZtKuNq02lG6lZjZBJKEsgu00iApKNzJGOso39kTICRRMCGVUEwH7AAo76l+hNgbarOg7/p3WW17ttyh3IJuKlte3iIrdrrTdZmu2crRgzbZaKf+4RUqSrJ6KSSiZhN5+RCgNNwgKkgkahIG/x9eYzJBxp7pIXa1FJ1gEA6Wieuk+x5A5IOQCcHWXNc3ueerbry/wCNk7vaq3zZSPILWGj9f3J1U2CSdZj56LQdryjlkgRNNy+BIyxxIcfZFyJfFNNIQQDYdoHZnIrUHqAWPg9ujfM5yjp0rqVPaNctE9X4qLmodwjKhHu2DkIls0aLNz+8gqkf2CKEEqhTGU+RgrRxK9LqQutD5rvuWlZ2pruQ2zsiCvUIg/ubSSulXew7Jom0m3EvHidmlKmdtlXQJNRO2RIJESgKfaQbJOPPCqo6I2bed6WDbe7uR2+p+HaVt3c9gPY9V81hW6p1ko5ohGs2TNs391VRU3toFOocQMoY4lL1p4RDbKG8QTpBaMgzw6KFHRlv6rjGBIxJ+EZ+JIdGFkEchO4IvFmYnmGtQgEsAc7HWdd+4lb7UfWnl9lm3tttChVTivJ3M1NZs4U0e+SSmiJrsBOqwO6KksZsi4McixV/dTIUqpUe0Riiocn+c9E43cAfUJ2LycS2TWdw3CjsLRqcKhENoGAiLQ4SQbkhnqDcsn8UzF61MKjl04It7avaZOw6277C4a0W/wDKfXnLkt+2pTdhQlVdUiRi4l0yGHuECs4ByLGVbOWqxzJlWD3CmbqIKfMQExi/ZyvOufSh0jruZ04xHcPJa8aM1zPks2vdVT08yXq1OkUhUFqo3BNmnIOCNRWOLdF47cJoiBBKQPAvVf6L+zSzbu7I4J5jT+sXblweJuW3RVn4WVsrqLGf6Q77Xnt7usDkdXYW7aGeXZurM37SsvxFQoy/1Gt+7Z07UeN2u9HWKMoWy9tbZg9Xs7S7jU5AtUQdJOnTl8k1V/ZLOCoMFiJEVAU/dUIJinAolGj/ADL33zg9PjTsFW7xyaJuT9Im3K3QqVsj9GYSlrqMY7auHEmu7gIRmVtJukisFgaFbtftCsX3UjgmPltn5Q8XtbctdatNb7IdW6C+Amo+zQE9XZAWMxV5pmqCrWRYOfEwJrpm768inIYpjkOQxTGKNWC+lfpGVo+woXYm2uSe29rWOxwttX2hO2NuS1xUtEgIRbiOVZtW7JmDXyV8EkmpUjgssCpFQUMA02VIVtW/aKx5zbBsygyIbu3cyuGA1ZOm64wJGnHcIHhcPaQ5wZHeTBDZUnTtOkvlZym3Lsjhz6mOi7PdeRnInSUbQKxaKrszYmlpHX0kV6rPIt30I6TWiYtq8MmCbRykq3bEHwXOU4nEnkG4HhP/APiM+r//APl3W/8A7TRySLH6bNT2NpTfelt2couYO9ktiM46OmJ6y2OOB3HNWbgF0U45izYN4poInAfNUjL3VQH7ZzeJPGzGruNNE1LunkhvWuS1te27aDuEeT7Z8uidmzPGx5WCAMyESIcgGSIBj+4dTs/YgJQ+zmuVDz+4VJ6kurDkNlGnbMSSSSxyqDJPKcDphR1O5BO/PAAhRo15FeoPuyzcseb2padyR5Ccao3UisZXqdE0XjpK7Ba3KbViEZFVefft4aRKg183iDcrVsszX8CHVFT7RclLUPJLm3zH5P6P1W42tsDhNWbBxbg9qWuvx9OizT8BaVZdZoui3+m2Ln2Cdh4nTcoq/YRKBSpnOZTL/bY9Piq37bWxdza45F8pOLdsurNmyvSeuJqOatrgDZEUEFnJH7F2Zs6IgJUQdMjNl/AiYCoPgUQlakcQNaUDkDE8j4WwbKf3ZlrBjqZFvKzIyCCkQ2emdprrLOCndrvRUMIHXVXN5h8xKJhE40cAgC2xfzHxeJFm8pPWGutbYCYXSIVQudHHNOs2cTEeA7WyY6SLa3FmATJkksY0yac5tcyeTdX9OPj2z3olqHamwJ/ajS97Jg6vFryDuPp0ktHl+AYvkF2Ddy9OZqooYyChEwKr7ZC9h42d9KCKv8DyC9XKD2ddWWx7mz3hHNnE8iwTZGlUy1KFBFZZul+zTXFL2vcBMCpioBxIQhRAhZmN6UGjo7XGmaZRNs8iNW3bXtytF2p9+gZWOJYYd1OvHbqSbdrsVWS7NUXyifsLNVA8E0uxE5PMZ74kcJNacOHe95ShXXbV9ndj2hO5WiRt8qk/cupYGLdoosRRNFISgqDUqpiD2UpzmBME0wImS3gLhUu934mtsp8Wa5ZcEfsqFQqQIEjVHexTxaTCJ8IuEjwQC8AD+0YdDJkxIJxm4+MYyFTpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpkEcjP8A5fV7/nykf+54zJ3yB+SBiI61j3y6qLZizuFRkHa6pwIm1aoWGPWWWUOboCJpppqHMYRAAKURH7sUqMbAlM7h5IXTV0pc71UKJV63GyJGlfl14teVevFVwFVVy3MVUU0ytwKCYGAomMImAfkGeZyLa7cpcdoCJ15tNGKizXCFhllZVg6ev36hjKB5u3KTxuC6AlAoHQEgCoId+4H3Z89+u3Eu7WthfYvl3Q9a3tBiMWeWrt4iE1XjIT+YILpuPeRUIUwiYoiTyKJh8TB2OfZcNhcTLtRa5SZflpr0jmJds5FhOp3mLNJoPW5vJNyKigmTOp332BkxIIGEPHrOWu6EJ+6wJ8RrJ/24z5DABrtzLPHNSB4HQB/uE4+pIqQ90bD2jqXWNSk48tHumxHtjiYJUxmK7Fg4+LeFRExEvfWUR6KcPmKinQgI9CH2cwvkJSp2wcZt5E3c11VsF+wr8pJw6rOvnQTjliMVfFQpHKzgSrkMJvFYhij0P3Fz8LBs3itbqpUqvbuXOtrGtETDCcJJrW+ESdvXDVwC6YLAiUiPgJilKIETJ2UPkID9rM7svIPibb65PVSf5BaHfQUmzWYPEfrgwL7qCpBIcvYLdh2Uwh2GU8TaLWbibsSY8tKxHTvAmrbFwLdtt90AT5y0+fdipXpj5CM1lVJJ0DgWzeBarqAiidZQSlblEfFMgCc5ug+RSgIiPyABHI/sl3ntpab2K+0KtOx15Bm4aRKk1CPIg5HvtgJRKm/RSEf7QeKglEnl94/IwBgOtNz8a9b1xGsG5ja9vbJDwTaKzlxhTrM0CkKQqJTtyo+RAAv9pTzOIiPZhzJ7JyK4xWSBlYI3KHUcGDpEyPxkbd2Dd027/wDGkqCo+Jw+8B+f/wBc2cewuvcYbNMdc/n35msvAKbSW1O6xPMY/PtyFYNoCWrUVdDVOUeck6xsdeJOupCX6XXfovypnTBVy0VFVZuYxDGKAggcoAVT/uwAQ6/usVDYt64/XWtap26/0Zd1ti2pVtZW0K0llGiSVxfKrpA1dlMicFkU1W4mMHZAWE5ejFKOY3S7bxRq91a7Cn+ZtS2hbGrBaMjnNivMMcsY3VMQypUU2xUCeRxST8jnAxxAoB5dZkdU1qrubjpZKhG7R2XqlvK3mwzDOy0iTRayItQtjt8kZs5OksmKDlIpCGECj5oLnAolEwGCLNOgneRPQd7pzAESMg5GRRFiRy+ewn5zn8akzlXp5fkJxm5AaJa3d7rVzcabL1lOwNw7UhjO2iiAOQDyL2BPc8hDyL2ACHYd9hohmH9i4o6541689S/0xdIoaF1/Zquygt1aUsiS8XVJhN0g2jZReJOkxlYxEy50SqiiZ0T9oJT+ZDiA9BW7NL605Fal2Do3cdXaXTWFoi1oeajFjnTB02UDoQKoQSnTOA9GKoQQMQxSmKICADlAWnpTUqX+pNe3Ny85yclNN16TYS8br6822OcQijhkqRZn8ao0jmz+RIiqkioVN46XKYyZBOB+sr4LucTrOFLWifJGYyOYdQxKEGCx70aRVnGd/h9AyQLgHhrVRHQq2kBwRgDug6jWsfnD6gXL7Xoc3eRXGnbPIzZOstO2BWNNHQGtKg212xWYFb/Hxc1JzDss7IOCnMsmq5iRIRIxikKmcxDAN09u8/Nm8Ttq+oZG7kn/AK2VaN1JFbm0wwNHtklBTOmaMdwhDopkM5OEqWPMUVBOp1KEL5eIFAJQ2R6PPHraULyR15ZNu8m22gdpS8rZrFrVjYGSFfbzz8PJeUaiDL40FffArsrdVyo0K4KVT4cRAAyStzemTpLkI94dzW5L/um8WjTTxu5jpVZ9HoL3VNJdm5BrYCIsyIuW5nMXHuTJoJt+1WxB7ABMU1NizqsW7N0lZCq5HxDUkOynqlwKyz3imNWp3AuvXQt5rttQYLEA7EK6NbBH79vWjnADNMQqGtSD/m5y0j9xzHE/ePMDkLpS/wCsdX053ZbJrjjo4vbq83WVZKO3R5AsfByDRhGN/FJEjZJNqut2oYFg8B63f8Dt9bN5AcM9Kbx39RZLUm05GGVPZ4uRh3cOLZ22WVQVcAyeFK4borex8QRNUAMVNUgD39+eHujglWdn7hlt+a933yN4s7Zl4NrW7NK65koxELXHNjqHbJvm8kxfIe6j8Q4Km5RIk4IVUxQV68QC0FA1hXte6urepGkhbrZWo2KJD/FWSZcy8jIogTwMd49cnOsuocBETHOYRHv5dB0AaL153s3WVQLjEkD7oy5EbkL3lETiIAhQTmt2gt22GYlFABPMwqAyMCSQx57zI1EDm6p/qBcx29+4i71htnckN18b9o7njaKEhNazqFa17JQcm7cIN14EhXRrSRVMpEVEnDv3UXAJnMJSFOXrIdgcqOejDir6mvMyO5aSkL+gzcVxh6lTG9OgFIqfg4t+h/sMysqyO7UAUljoJqNV2ypAKU6h1jCPV3yei1o4uuNYarHkpzJVp2u5yNsGpm6liijhqp0ydA4b/RRRjRI5AoALcDSRXqhEDnTIcgHN3YSX9NvSE5xo5c8V39v20ahbostgtVqflfMgkmbyWUTUclYKfC+0mmUUi+BVElRDsexN8uuWAEDQSYD6NWTk8OU18iRovTuO9EsDWglWvIbg7pZNcYEDt9enmAddqIgyswIFVBtO0uWvKXkf6gNK1byPPx61lpauwMdG11vVouSb3OYkYIZVdaacPEVHJGRSOG7cqbJVqp9lQ/uiPQZNHpQSs1D+jXwsm4FmV9YmulIt0ybh9oFnJI/yIQP7+zAAf/XJE2p6aWrdk7av+24PdXJTSzu7V5hWNiQ1LnWbON2CwaIqIN/pAFmay6KxUVjofEMlWqopiBROIAGWl4ycfaXxR4+ad4165kLLLUOkV9pW4hzMrJLPlmrdMCEM4OkmkmZToA7EpCAP9wZU9nVwnEWFbS1wWwDuQVF4M07wTcVlWe7lRAGc/DO63OHuXhqKBtXIGRZxG33GDEDODknGqj0g+LvGHb3pi6S2HsfVesN4XjblfUtm0Z+yQzaTfW2efKKHfg/XWIY5xSVFRuVMR6SKiUhQL45C100Aateoz6enH/hhu+T0lrmH43X2KjrQzURtUlHxCM3AgVFgvK/FoHVBQEkwO4IuRNIpyFTDonhdWV9IvUzKW2Ghpnk5za4vantkm7mLDrvXd2bx9cdu3RhO7UbJrs13Ub75zHOoVg4bFExzCAFEcsbrjgPx407tPQWztUQsxr1DWuu5XWNXrccsmEQjEPnbJ0sdYh0zLqOvcjkRBUVvtCosY4KGP5BtF1H4teJ09mve7q7CbN5FXEd1GcKnVS0qmxiVZOHexOtjHeO5+2tOSZnvMELP0YCC240dS3qdcoKxr3SPH6+7qtUTseS39srVNk29VdUqWWeUgKwZVQrtnW41k7R+knQKMkTHBoo2RAFlRR6APHNY31GeXTLX+wdPV61bNs87L7toWrNZbs2Lpt9UHTqMsAGM6duYR6xj0HT6PFo+SAyTdJuoZRoYyfXkB9n8h6XuiVq3KR8Dft40i9fpZn9zwN1hpZohO1GwyxlPjCx6hmpm5mZ011UBbOkXBDpn6U9wQKYPdmPTn1peNH3nTG4t1cnt4yU7YWFtG62S1kCfg5pkZI7F7EfBoN2MYdudukchGrVJMxvIVCKeZu8fDE6EN8SYs6wMao7E3Qv7JbTcAjQO9IPeOnRxABduyMD7XSd9Mm72ZI+8FDW8HVOmCO6J1l+qBXeSnHXgtt2T5Ncjv1mtRxm0NUTlcnnNXasbSzSStkad+2etYlqg0dEAU0zoC3QKqPkchynECmHHtkc+OY+w+B22+fml91Q+rFrDtKqULX2vXtbYuDa9aBbGkS9JZCuW/wAV9MOQWWBw18yEaJmTIl0qAuDbHHPpU6esdP2HCbQ3hyd3PerTYqlYJq72abjlJpctfkUpCNYJEbsUWLZkVZI3mmi1IZQFlRMfzEDlr56jHpfk2trvkFJ8dY6/SNo2rdddyt3pLOeZx0I9NGWFgs9nkfdBJRvJCwbnIqok4L7xW6XSZ1ilMNnDSrqlzIa8pxgAH9XVtXgVR1LR3dzIYsI3DKlkwQp3yTAuER0hmDAT3hgR8Jh/lhzZ5SemhsPfFYt+6Zbl9AKcd7FtqrGtkBERzqv2KLkWbIWxjQ7VmRSLVGWbn8VSnXJ7Bw983l3kuzGyeZvEPeXCup7h5XP+VFU3OhYK9OMZWnQkWWqTrWAcSyDuGPHNkFBZCLJdA6D0XR/E6Zvd7Ae7VQHpkaUc2Hctr3tsXeXLew3WiraxeudjSjJb6KqixzKLRbEkc0ZkTKocSHO4OVRycyaYmWEShn+6q9NbXmv79QtiXnfnJ/kfM0yCf12gI3+bj3TeitHaBWzgzIrNi1Mu5MgUEPinpnS/t+Qe59o3eXibbtwzW1P2hRhPWWvECOTaGtpqzlSwbuKXtDqLoYDuzt46LIDeKh1uPpxIYAjvELq44jclOZ3I5z6UmpIzkm41DA7F40TuwL1J1+m18H60k0kIlFFeNTXYqM2iv+3HIJBbnb+2dT9j5+2onEdj2Nyh5J2707anfOV+za5b6fzH2Bqh5Yq7A11utZU4iKnPg5Zy2cRq7cj34dIzcxEkyNhBwscEQOCJ0t3/AB99OTSHG6w8XbLRrTtWVfak1fI6mrhJZ80VTexDt0ycqLPgSbJio7A8agBTpikmBTKdpiIgJcHsHpXaUlIWPaV7bHIPXdrYbsmt9RFlhJONLJQ9hkyuCO0EQcMVW5mJk3jhIElUVDgU3/eCYPLPYe9b/XEugdwMzev62HQ+S8PqEbAwIkAjIyFrFy3sWUKPI8KyNPne0knciTsSDs1ABAAAREw/3j+/P9z+SFEhCEE5lBAAATG67N/xHr5Z/WYTVi7UxjGK7TGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTIisPIHQ1Rl3lfte7dR1iebm8HDKRsjNs4QN/cdNRQDFH/1DJdyvei5iPhtWXCbnZNrGRLO6XlZy6dKgRJsinZZMRMc5h6KUpS/ePyAAzjMAJO1dAJMCvt/Wl4x99/rGaI7/wCb4/8A1cfrS8Y/6jNEf5vj/wDVz3Ne7y1ptN+vG0mYl5F0Rr8aUXMK+ZJuW/kBfdQUcIpkXT7MX7SYmD5h8/nmZ1K51q9RruYqsl9KRyD53Gqqeyol4uW6xkVidHKUR8VEzl7AOh67ARAQHJEH8+31xUdQ/D13j2zUYfrS8Y/6jNEf5vj/APVx+tLxj/qM0R/m+P8A9XJ3yJKZtxtbb/d9bOqVdKdY4Ns1fKjKCyMk+bLqLESWQM2cLD4mFsoPioBDgHXZQEeg4MmK6cDVyH44+uK8P9aXjH/UZoj/ADfH/wCrj9aXjH/UZoj/ADfH/wCrk75Adj5PaQqVvnaRZLg8h5qLWbt5NVaGfgwjlFkyqJFXfgj8Kn5FUIP2lA+/59fPAydI3pGJr9f1peMf9RmiP83x/wDq4/Wl4x/1GaI/zfH/AOrk6kORQhVEzFOQwAJTAPYCH94Dn9YoDUEfrS8Y/wCozRH+b4//AFc+tjyV44yrxrGxm/tJyUgucE0W7e1MFFFTiPyKUhVRER/4Bk2ZBfKFQ6XGfkSqkc6apaLPmKYo9CUQj1uhAf78UqdMZh8rsKgQFwqGu5y8U6Fv9gReLwME7k0EZCbSalIZydm1MYFFyolVSMoKZTAmByibryDvzNpbe1Po6nvth7r2frzT9AanIm5nLTNtoqPbnOPRSqOXJyJlEw/IAE3zH7sizADUdv8AmPrjzrqqSYFSHjIZgOR3Hq1V63W6r740zZKnX2jeQnpRhaGLhpCNV24OUV3a5FRIgkogYqxDqCUpkzAcBEo959GnOQWhORMC+tXH7d2od6Vhq4+EcyVOsrKaatl+u/aUWaKKEKfr5+IiA5PSZK8xk+AOxNQDAqGGx28fKpexlOJnnxxWr/MiA4HTO3aTG8j5KtnsjWFXm2CShigqmVNj7J1wcGfKpqGcpoFSMJkEVVOwKAeUm1nlTxgum1JnRVO5IaFtm7o4VQkKdGXCOdTjAU/+896OTWFwn49D5eRA6/fnLffVXXIbVHjpJVvYgg1J+6xVsFYnw1AFfcHFT1jMct9xqOvqzN3W+2quUimxjczuSl5d8kzZR6Bf7Si7hUxSJkD95jCABkbVPktxyvurZTeVG3/pO6aUYlVM9uETa2DyEZgn0KgqyCSpkCATsPLyOHj2HfWRLCCemT4Dqeld0nA64HiegqbMZQHkD6h2k9bcL9w80NDWvVnLSlVJNHyJUbm0csnq53SCBkRkWoOU0zlByBxDxMPyAOg77CS9J8ov0xcjOX+gPqN9Xf0UP62y+lvpP4j6e+lIkkh5ex7RPh/a8/a681PPry7L/Zyek6inMCfSQJ+Y96iGBEjx+W9WzxkGbS5QcaNG2GrVHdnIjRmnrXOmAsJF2m2x8S7mDCbxAGqDlUh1h8vs/YAfn8s/zaPKHjPo9Z+23VyJ0XqBw1YISrpO026PijNmSyp0UXKgOVSCVFRVJRMqg9FMchigIiUQyGoQDOCSPUbjzHOpaTMc9/Q7Gp0xkK27knx11/q+J3ffN+aVpOln5UDsbfL2pizhHpVg7RFGQVVKgcFAARKJTj5B93eQ9xX5i1zlTf8AlZVahDQn1W1vbo+tR9hjZ1OTa25u6hGEoR8iKaZSJE6kQTApTqgYE/MD/a8S2IhZ2QDKAk+ABVc+MuuN8zEAxBmAVXJwxgeOCceEKc7epFXLxjGRqVMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilM8yZmYauxb6bsMrGwcK2IKjl28XKiigT/AMx1DiBSh8/vEc9PIK5EnOnQK8ZM5iG+vVJL2A9D0NmjQEP/AKgIh/8AXFK/n9aXjH/UZoj/ADfH/wCrj9aXjH/UZoj/ADfH/wCrmS7B3RrfV7yJjLjOum8y+IdVpHsI11IvF0ideaoNmiaqvtl7ABOJfEO/mOei42nQ2sFSrK4nRThbE9ax0OsLVbt24cd+ymJPDyTE3iPzOBQL19oQwudusepwB5ziKNjfpPoOflWE/rS8Y/6jNEf5vj/9XH60vGP+ozRH+b4//Vyd8jXbGyA1NSpe9uaZbrnDxyKruQThjMwWZtU0zKKLmB04QKYpQIP2SCY4iIdFH59Rdwo1NtUkQsYG9Yl+tLxj/qM0R/m+P/1cfrS8Y/6jNEf5vj/9XJlhpRvOQ8VNNCLJtXjZJ0kVQAA5SHKBgAwAIh30Id9COfLZrJC06uT1tsb36Or8YzWkHzj2zqewgkQTnP4EATG6KUR6KAiPXyAcndHZzrxG/hFQtHWAUzO1RJ+tLxj/AKjNEf5vj/8AVyZIaahrFFsZuvSsZOQrkgKNnbNcqyK5P/MRQgiUwfL7wHP6h5aPnomLnIlx8XFPWybtsr4GL7qRygYpvEwAIdgYB6EAEP35WvWWxqHrDTVsu+0r3UdeU9vsC3NnEvPyiLBmgotbH7dBM7hcxSFMdRRFEhRHsxzkKHYiAZ1lIbSd5j12jzmuKwI1DarS4z8XDhuzbru3a6LVqkQyiqqhgKRMgB2JjGH5AAAAiIjkNal5K8c9+ktCmid/aU3UnCLA3mjVK1MJgIhX5/YdC1VU9k32TfZP0P2R/uyAIyOgk+XXyqZECeuPXpU14yCNUcpeMe+J+zVXR3IzRG5rRC9/TMbVLfHy7qJ+14/7Si2VOdH7X2ftgHz+WVg3f6lvHrXVs1Rr/Vd/0zyD2BN7ar2q7FA1+9sVJClKSSyqQu3rZAF1CmSMj17ChUhMI9eZRD59XvOlsbuVC+JZgo9CSBOwnJArjnSjudkBLeAUFj6wCY3PITWxbGQXJcoeNENt1hx+l+RGi4rfToCGa0hzbo9KfcgYvkUU40yoODdl+YdEHsPnk6YXKhhsaHB0nemMgDanLDizop9JRm7uS2gNOSTNBo6dt7Vco6JVaouTqkbKKEcrEEhFjNnBUzD0BxRUAvYkN19F15S8ZNaw1fsWxeReiaDX5aKNOxT6at0exbycaU6BDPG6qypSqtwO8aFFUgiQDOEQ77UL2XORnMeuceeD7GukEHSd9/p/ke4qd8ZBNq5ScZaJsqs6Zu/IvRNN3BNAkaGqkrbo9pMywKD0mLZiqqVdbyH5F8CD3+7Kj7V9XfgHpbZnJzUWxOQutq9e9TVJtbbMxcWSKSWclV+J7j2SKjoqq0gn8MiB24kL4mfsi+QiuABVdvoil2OBJ/p+L259Klbts5CrknSP6jC/1E461suxmuEnqb8cXlHT3rE7R49yHGkdUOtnHsYbMivpJP2XhGpmYxpTGTFMqphbHdg58CPABsJRObvPQ9OT1BqD6gWj65s+MmNAQN9kI9GdXpVQ2czt7+vxa4iDY8oKCLc7R0JiLJKNzJiCSqKiYKHEputQsPre3HeTcdO8y/VG9BO0Gs5vppV5wxgHqdKt9GX1Mb4rYdjMRpuwaFsVnMSOvrvUL3Hx8o7hJBeGkkXqbGRbKCm5ZrGSMYE3CSgCRRI3RyGAQMAD8si2lcsuK+ydlzmmNdcl+P8AftwxYqhJVOFuUc+mY4Ux6U99gisZdPxEBA3kQOv39ZUuSAOYkeUTPlGZ6Va2ASeRg+e0ec4irAYyC2vKDjQ+2+449suRGi3m/ESmMtR0rbHnsCQAXzETRgK/EgAF+0PZPkHz+7IU0xzioF/guXFw2iNP0FQ9S7Ql9cyM9P2ZBJg6TZItFPpBZwuRBNoVQXoE9oxjgUSh+0N5dBFXB2P3S3hpDKpM7fE6jrnwMdYERPNgvjqKswEb5CsfTxE3fxkWUPeektp68U27rHcWrNj6nImsqe0QNhaSESUiQdqmF6goZECkABEw+XRQ+/rKrbf9ULgfqDjfsHlWryc0lsnUFbdpRj15ULhEyguJJQek49E5XRUTOzABjAiZQpvEhzD0BREJP3SQ2CIn1MD3OB1NcXvAEc5+WT7DJq/mMrTZ+aHDuk1TXV8unLDjVUKPcESuKlMyl7i2jG0JG68TxzhRcqbso+RehSEwD2H9+ZntXkVx90TA1+07v3rpzTdYllyNYqRtVnZRLWTWMXyKm3WcqkIqcQEBApRERAe86ykTPIx69PPw3rikGI5ifTr5eNTHjKi8OuVjTlzUtx26PqLapMKrs6066QFGWCQTl04l6ZsWQIoCSYEKuBQUBIPMCAPXuH+/JLluTXG6B25FaAneQWkIXfD8hVGNJd2xgjPvCGL5FMlGmVBwcBD5gJSD2HzziiQhH3wrL1IZQwxvlSDG45gGhIGv9wkHwKkqc+BETseVTfjILt3KDjRQNm1zSl85EaLpO5Jj2/oipS9tj2c1KeY9E+GYKqlXV8h+QeBB7H7soryI9T79Ak3zjhv0H/Wv9DB9cE9z6y/C/WT6zOyt/u+EU+F+F8vL71fe66/ZffnFM6Y+8dI85iPfB6c66cEg7iD77e9bXsZUlryqZz/Le4cYKdUUZuJplUQsuxba4lAbNams8Ewx0cRL2jfEuV0kHLlQBUSKgiRI4icVilD8UOZenNrUbbkhw02jx55h7Yq0as8GoVfY0cqou4IAiVq4cNfihaHUEokKZRPx8xKA+ICJgg91Rb7U7QT4wCQTG8SDyyMiQQTMWyX0c5A8JIBAnbYj8edW8xkJccN+0HlJozWXIDWK75Wl2iLTkWqTtL2nLI/YkWauU/n7bhFUiqKhP/ComcP3ZNuaLtpkco24xVNq4HUOuxpjGMrqdMYxilMYxilMYxilMYxilMYxilM143as2G38Mt1QlXjXk3KDdrc5MxblEyr5ujcXqyyJCh8zGOkmoUCh/a76/fmw7K01yE3trdvN1yoUfUtugFp6amkH0lcnkc4P8fJOXwkM3Ti3BS+AuxT7BQ3l4d/LvoIsCRjf/H18qkhAMmslqG2tEb4YyVMrU9VNgslI7zk4c7cFyItzdEFF2gcviQftAUUVAA33/Z+Q5XThxA6JqchfKtEV/VdY3gxsljScMm7Jo2mUYsZJQyIeJSgt8L7Rm/j1+z8fAA+4MsL9YeTn8odEfiNIfkePrDyc/lDoj8RpD8jywEB9Y5gj3II9oj1ORVRWUCdCD7Aj8Z9BUF6A1Dri03PkFdrVU4izWZptKTPHO36QLHijJA3OQzXy79g3kPkYxOhN8gMIgABmUkttYonMK6oXOei6sey1OAZwAv1ioFl3KTt8VRBuY3QKKgK6P7MB8vtlHr55Jf1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPIWxpFteSADzhNM+E786m/e7Tq5ny7+secbVm8uy2orcoh1A2XX7LXxSk+PYvINyvIrD2Pl7LsjsiaYCHj15In6EB777AA182/ZuvKteuf1GskqzeW+fIwZw9eSIK7+aVUgUkiEQbEATn7OcpewDoO+xEOsuf8AWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8re0GVkbZgVPXJB39Mb1bbulGDjcEEdMeFUil4PX9YtFCrXMM0aapx+qYllCfTJjGZfTKYnI/BA39kX/RWoFEv7US9eH788SNlt4a/iOO8tEkfp7gvNF+qiK0q3Msoi6avCOmyrwpvmJysl3pjefz8iCA/PL8fWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8vuXGZi8wSSceJefk5E8oFZ7aBRAyIAz4BI9JQEjnnaqBxTSL3WfUu0LRDKKRt53GdczJyUS+bJnDOmZEFC/vIJmi3kQfkYDmAQEBEMk5aOYVzj16jVLgWjeJqcQayoRUc3KBG8cipXkFzJIph9lNP3FlTAQoAUBMPQBlrvrDyc/lDoj8RpD8jzEdgRHIrZ1BvOtpjXelq5FWGGfQbiQa3t86VYpuUDoisRA0OmVQxQU8gIJyAPXXkH351GCyAMRHytge3Z/3H1OsxJ2M/O4f+v+3xxmd0vmg4TeekaFeHNPT37OspxehpO473ZBRs2SQNJCzc+2PsFBNVt7geZPMBKHRuug1m+qHYKJrblN6WO6+QjmIhuKFXvVnNaZqaTA0JXZpxALIwz2RUOAptyFWFwmRwr0RNRUn2iiYBzdIHfXz+/K+8ieP4cg6zXIVpunfmg7BDyqczGWHXtgLHPkVypnTEi6K6Thm9QMVUwC3dt1khHxN4gYpTBQxYaCu6sD6apMCRBA2M/ENXhVyhSGVvvKw91IE4OJ3EZGK5MbGTVd4tvqR7F1BRXspw5YcuNNXe/sY+FVMymKilGs15GSKxKTtxGmcmTfmEpBIoiBlgAxB8h3E8Xr1p/kF6tezd+8OZuo3zjq20Mwq10t1SAikBN2cJsyzBqR4iHsO3jZmDrzEgnMiRchDCXyAubJeL/E+jcWozYxoG3bJ2lf7lPDZbjcri+QdzVmkAbpNk1HBm6KDdNNNBugimigikkmQgAUgCIiNosv4RV4cW1UzoA/qPDJw7DbKgLqXCnVnbu1TxLNeD6sFoB8lvm8DE4YkwxlsY3Go6LeRlpY071hmUQpaIeh329cUZqqa7dSKgNyzVmJPe8Ro0VN0VRyQhiKimUfICfa66+ea1dYWvQN24ZekNxH0NHQiHqFUbZ2v31sqTWNFO1UJ6wcga1SM2kBAXZoKpEkgUcL+JHPxBAKKnuFzr8xkP0f9gLanOh1f1S/cvqPAarpV/2gFjSQZlxo7U3CMa1Zf6rKWWPiQLYK/sktOoHGoT1jGZUNXcSbxcYR7YeOtU33UbLtdsRgd83RrSPxIfFPWxCnFRm3eKRzhXspilKj5mDogiGsDnrb+NvIbW8juzgPWaYvqeJ5Aa8n907HVpryd19bmTRq6Km7WZMnSAy7SOXUizvDoCmQgFIJ1DgiYCdXWMqs2yggHa4t0fxKbODG6nsRgQZMzgCrbr6jnnbNs+R7TI6N9ocmRAAjnXGbyFJHbP45+rHyZrHLjizyLZzOtaXXLClpPWspBVR1INp4FGz08q4k5Fo/kiILKt1CIK+4ml8OChS/Z73mcJ//AMRn1f8A/wDLut//AGmjm2bGaQ4BEbBCvu4cn3mAdgYmABVATvFjuTP9qqPko/7zPJHyPlZnU3Or1TIrkJv3gloSr7LbwLavfpu1VLWR3d6kEAi3FjXnTaZYEcAk7LIAeORSWXBc/udD7hMtRwZ0sypHqNcaqrd7E63PaqfwarsbH2mdrjiJfuSjPqo/EKR7wTOGa50AKmdNUfdL2chh7EwZ0aYyrgALAtjfQI8wLN60szJkdsWJ2JnA1DTZxx7bXy1fI9pauGNhB7IKBGBpz3Tq44uOFk1vpiB9JPcXIVzA1Th/Tdpcg4V1MzKRQgKfOLT8gjCqu1DAKTUgJIyLdFU/iUhlAKBgEwZtN9G+b1ZZty+rdZ9JwyULq2T3w2kYcEWBmaD1JWsxJzPG6Jil/wBncKGUcJnAAKoRUpy9gcBzehjJcExtA6skoU/qe25J3kzbgbQpAzpkw4pe0MjA7Qv/AO7CjoALnuCcaoDGMZypUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUyCORn/AMvq9/z5SP8A3PGZO+Rntynyt4ppIiDNH/S7aZhZxsm6WMii4UYSbZ8CJ1SkOKZVBa+AnAhhL5d+I9dYpVbZ231nTHK+9XfbUu0qlRsFQi2MDOP+02aSrZdwLhmK4h4pqGFZFUCCIeYfd2IZ4/LOD05eqjpLcE/VqRZawlbYNR9OycQkoCMGdU/mCyixPIrQRUKJim6J9rsQ/fk//WHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I84ggJ1VgR/UWj1mOWOs1JzLMf2hB/pCyPafOoO5DxOtLBobUsJrVSsI6yeXutNmJqwqkkzBA0oQp/hTthAhfmJ/mQQ6N3+/JR2jqOo1LjxvmraooULXVpSsyoAwh2RUQeujMjkKPtkAAMob7Id9eRh+/scyD6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5Hld63qtXLYPxkmfNVEHrGmfWpWrmm4lwj4AB7Fj6bx6V9mmr9V9jamg3etLhV5921im7FRVJQHJI96DYn7JykQ5TFMURKJkhEhuvl2H35g232mxWfF/kCnsuepVhmxq0yKK0FELx6BUfgT9FMms5cGE/l5j5AcA6EA8fkIjlv1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPLP0h9v2nLWD4xP5/Car4H7DQN9EfL8/jWLcfd+aTuFS1lRKrtahWG5lr7MhotnKJKugMk2J7ge0U3l2XxN38vl0ORsa+aD1rxjvtw5NOae004hsiyoPzz0d8cyBytdXiLMDoe2p5GF0q2Ag+I+JxKbsOuwnL6w8nP5Q6I/EaQ/I8yvUdPlaPTDxE4aP+mHMzNTjkjRYyyLdR/JuXwokVMQhlCpi68PMSFE3j34h31mjiL3aXO0jcyfeTHTwOYOc7VTYtdmgQbAR8qpR6v1O2dsD00uYNQ1DD2Kx3V5UzlCMiCHO9lGBV0jvmrchPtKKKtCOkwTL9o/n4h2Jus1f8ntj8M+X3G7ltW/TDof6SOTCPG+XgU7JruHO3aQcMY6IhV3iiQplJKLARX2WApGXT9tX5Jd9H6Y8Z59zh9QdTswI25lXXPUQ3w4xqEw5r0LPFG29t13Rpzse9baI5Hub9YMSormEuuwOPvKLfHpvQ/pgPKXMX+hVG6EsitRZAgOv4BaqOGjaJmhTKX4Jc8mpGgRkuJVAUQOfw+wY2U8ou0+IE9xX9BbRlBja4blRr/duuI69QreKFKboUqQFkZYs52QFGijh72PiuJRcHEqhQOBBMXs+xnoLejiBfPO5auHOZtXGuAA8g2ohp1EnvTkg+X+rRww4cH4bb2gfB00ksPvMPunEL3Y5jiAaVq1vdQcm+F+9+W3DHQG/bJvGwS7qBltJT89tl7MLWU7qJnohZpNJqSBfZ+AUbvGzEySKBQTN/3Rxzt2ZprotGqTpcHTkqZSqKgXx9wwB8zePY9dj2PXefTlBpziVydlJqXko31SOX9bjnDlVdCOa0/XaiLBMxhEqKZ1q2dUxCAIFATnMcQAPIxh7Ec1lili3w8fCAJ5d1VUY3GF6kQAMQJ2cQBcvPxG2osY/jYsfAgE4nOScya1wbP3fxW49euNvbZHKWyUjXEEHGarx0dabOQqUYxFWcmBWZndqB7aSzgiYARMwgZYEVCF8h7KNLPT51O1kN8ejUz2Nr9RtWE6tyAtlHhZ2OEhomCc2NktDj8KsUBTArF2iZMpigJCnJ0ACAddEWj+HEdqPdNl5GWnd24d6bsmqXG0WXmbKlDNSPGDKQfPW6nwsWwZoprgMmqkJilApk0kvs+fmc9ycs4FRYFknLW+12wO+18jzI7UMDiO8sS0iHGsbz3IwrG2fHuW7aEfwnSwIzPdaREHit2lGzES+9V3jHyP5OcJtBWzZe2LK8RiL1pmdsmwrVEOipFgpCsrs5psaS+Hbg1I1TaNFhartzlMAmAe7Tb6WaU7a3rP6Du1rTsu97lw2rRasg6ZHbSWwV2FdsKT50waH7UUOVUSGUTKJjJmUKBvnnVZjMF3hNXAfqMx3BbJ8FtNaU52ImWgw3wwO6V22+K08UeKj7+uOhN1LrDyOjSMSN5OQ3LPTNnay3JtOo3PVNwrN+panpzTzIr+KXKu3FyhItkl0hEvyBRNVNQhyj8ynKYB6EBz5Jq2WDhNwo9Jr1LNbVCStclGaIhtRW+HjUBUWnGkvCtlYPshf7QpTqEeiA/wDhLJLD93edUeVQ3LxEp2/Nx6f2lszYW2ZmqUl82m4nXib5qjVnU43OodtLPUCtgdOXSBlCmTIdyLchkkjgj5l889XiLwvXGmVFx5Yg5VTc4l7gXxZOJa2p5EAkgElfM4az2VsDDaEIAIwSLfDok+Ctw63D54BKgN4/DPjojxP4aas0fMrPZ+xxdfVeWt80KYzibnnYqO5R0Xw+0ZRZ24dKB19r7ZQD7gzn64g7I1LqvbXBjjhxs2/xt55avaWh1HQNRmNefRW3OPqR2D0xpOUcoH6IRABM2cC9ZtF1PeAPdUOIgbrMxlN49pfa8cBokLjAJMDeIBIUgBkk6WBNWKkcN2EyYOTkyREnaTOSCdLfeBFcP3HKsWyf4/aK4Y7a5d8MNK8oIncbWfkailpCwSW32NvQswu1JQ7lGaEyybnxMJ5b4EGoslxETAQOwk/d0TsJvZr3s6OntaVXStO9Qa4zV2mLxVXljrFeMNZQRjZKajmjtooZoi8UTD3jLkTQWVQVOPiQQzsyxkbTFSGEAjpgTr4d5GZEDhwoyYBEfD3rb5FzUDsxPiYKX0I6f+OW2yQZHexx87Cok3tTjH6lm/dc7803y8oVpuOrpLYURo/V8vDVeRjImUbqzi7BRZ/IpTC68WBSuwaKnDxaARQPI3iM4+oTuTgFyI4ieoBfOFdOjNiWeK11Uy27Y1KiDDXRjWtgQcJRSrhEQSWfNUiOnB0ypGO3QEQOcnYJ51K4ySuVEJyMjwOhUiRHcAUQogiWGohoqBUMZfnv0IDasDIDHm2ZIUxK1ycbr3JGw3qGckeQT7lB6futePGzdUU9prK4bmoD+1QVvr6abwkhGQEg1mI5uU4ulTKLMg91VcF25ylEC5/XHdtp/hDvf03rLzB2/E2LjY240WCqa82Bdak9rUS0ml7Ag6KwBlKCorHOTxRmrZFNwf3VkWolKJu/EesXGR4cC0wKcixzmQy3lg9SBeYg4GqTp70Dl1e0BD8woJGMqbRkeBNoAgydMCcA1pP9CM9OU4wckVteVt3TqCpyL2WtCRS7A7E7BgeYOZBIWpylMgAJmJ0kYpRIHQCAddZSXR2x+E+tonk9xm5wa4PsbmbNcm5ywtqO3hFF7hcTuLARxX5mJEBSVVZINBYGB2RUqLdJsoUxigUSD1FYyfDsLdy04yEtpb8SE7I6geTE2gdjEzuAaXwbiXFO73GueALdr3SOaxdI3EwNpIrit2nGzES+9V3jHyP5OcJtBW3Ze2LK8RiL1pmdsmw7VEOipFg5Csrs5psaS+Hbg1I1I0aLC1XbnKYBMA9y/wAxYibgI/1hoKy2Jzb7GyiuMjSQllmp2yko5TfIFUcHROImTMoYpjiQwiJRN0IiIZ154yvhB2Vm1Z37Pss9RaAVd5gkTMGM7QABPivtbzXf2i58i7h26YkACRIHPedAOu67rycT/wC0K6036jsUY6UvC6tn+qzJZ3PGqb6kxaTVWPQRIoqqcqST0EylIfs6Rw8TfMox16em7K0/5jaR03QNtcOvUMpUZraZZx+1qDRyQdq1QxbixBOJsSjVZZl4OxBMpUilZq+63MItxABEu8BTjbRUuS6HKuElLXVtjr1f6oTzaPXRLHWyPIsKzT6RROkYx1mh1HAoKpnTOUHKxDCchgKEhbYoB9q60vGtiXa8a4LOxi8WecrThFCVjU1SiQ6jRVZJYiaviJgA4kMJRHsvRgAQhw5eyiMglltLbjYHs7b2kJOdwQ+ACJZZYE1O+FuuVYwpuM87xrZHYAY2IKgEkEBWgEVrb9Gnt1xa2tPxYCGv5feu0ZWoiX5JnhlbVICkdL//ABGOCxyiHyEDAIfIc2y5H2p9WULR+s6Hp7VtcZVHXVaim0LDRrfvwZtESAQhOx7Ew9F7ExhExhERERERHJBzTcCgLbQyqKqgnBIRQoJ3yQJPiTVCszM91xDOzOR0LsWIHgCYHgKYxjKqnTGMYpTGMYpTGMYpTGMYpTGMYpTK8R2yty2/6XlNeay1dK1ZvLycOk4mLo7YOlVWT5dmsJkEotwQpRVbKCXpQ3ZRKI9CPQWHymte2e003xv2bsZ1GLTRo+7XQG7JM4EM8cqWuQSRS8xAfEDKKJlE3Q9AIj0PXWRZoE1JVkxUp/WHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8/epu+QUS2lZfZTPXNtQCPFw2iam0VbPSuwEB+HKq9c+wsAh5AChjIB2AdgAD8sS467wvO34+YcWvU1lqSbeXl2JJIVY/4LxbPVECIGIm9WX+IApOjmBP2hOQ4lN4iXuYHe084n5x+f+RVZbuhuRMe4n8PzBrJvrDyc/lDoj8RpD8jx9YeTn8odEfiNIfkefBBciI61220VOqay2rYwg7AauzMkg1ZkZx65RIAqCdVyQ6qfSgGH2iHOUodmIXsO/O13N3ZpyF3Br2dv1gudYZwURMx6Ui1Ypnj1HK70qiaZ2rdETJgVukAe55mDr5mEREcipnTGzCR7T8xkVJ8BifukA/1afkd6yD6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5Hk75CFU2XOzu+du6udtIlOvwERCSDNZNM4OFVHfxPuAqYTCUSh8OTxAClEOzdiPy66N4ocKW6R8yB9TXz/WHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I89C9bqjKdZ0aTEUq/7Lt/wISjqPrzZBQ8ezE5iFWXO4WRTL5mIoBSAYTm8DdFHrIl3ryLlYfjkttzTdesNlJJMimZSiSbMqcIc6yaPm5QdLpHE4GOcoEKRTpQnRwAvzyOqV1DP5I+oI6SD0qQXvaTg/k/Qg9YI61JX1h5Ofyh0R+I0h+R54Fs2bvig1W0Xu4an0+hU4SNdS8mePvj1y6K1QSMqp7KJ4dMqiniQ3RTHIAj12YPvzCr9tna2leOU7elaVtO63Nmk5WMpZwgCqsAKYPFR4SOdIomQHvooNxOr/wCYP35km7rLM2riXyMk5yh2rXrv6jz5AZS6zFRVQv0aqPuFFm4cJ+AiIgACcDfZHsoB0I2FckDlHzqE4BPOflVpw+77usZF1ls+0Y3aWsavWtVsLNq2TbSilntR7Cm1Vq6yKaQs0k44yRjvQcmOsUTlUJ7PtAIgfzAArry+5cWPjzY+PWpdUahQ3ryD2jPPIWqV55YQgY5NFmyUePnz+S+HcmQbIIph37bdZQ51CFKQexEKywAB6mPnG3LPM4jvfDmpBZnwBPoBJ+X+N6u3jNKDf1gJqIZ8n67sPiVaKpu+gbHqOooanNLW3enu1pnWqKzZNu8Mgkkgx/b+4Do4GMLcgqmSTP2gFsuPfMXZF15FXHiRyV0JCaA32wqDa/xSUDcvrRCWKBUdmaKKt352TFUjhBwBE1UFG5evdTMQ6hREQnZHaEBMzkePcFzB2JFshyBJCmSIqNxtA1NiN+o72gSNwC4KgnBYEb1f3Ga995cytqQPJVLiRxc48QHILcrGmpX2zqWG7/VWGrsUu6UatExeEYv1VnjhRs68ESoAQCoiY6pAEMrgx9WuTvETwxZ6g4vTls2btu1XGhPa3MWlGLGh2KvpL/HIP3JG7gqrYirRcDOEiib2gKoRJUxiojG22pNa7fXvaCQNyA/dJGAYBORMrq6G0viN+g7usSdgSneAOSoJGAa3L4zTqt6rstW6NtOEvnGtw15Z13cUZo5hryv24kjH2axyLNB8xVaTi7Vr4MDNHAuFVlmqZ0SoLAKRhAoGtBxr5dXvZm7Nr8X+QmkIvQPIiqwcXbQj4i1/WSGsEA+VXQSfMJEzRkqYSLs10FUlWyRiGAggJynA2TtKXgpmQCPGUW5jqezZXIGQpkgCahdYJOvEYPh3zbz0BcFQTgsIBJq9WM1d7t9SRfSynPaCe6OXnr9p9Kpq1eGSsQJG2X9YClRjCpKC2H4IVJEHDEfsuOhR8/n5eARlePWO1jRaBqPar7V05KUSa0I83tZDspQp3tZbgqwasolNuKIFdO3b2QVaFEyiBSGanEQHsQLSt0EEjOJ/se5EdQltyV3EQQCQDb2ZkLzJj3ZFE9JLqATgzIkAkbkcZqphvUG3dR9nUbVPLPiPDaGsN3qVgs9BWhNiFsjeTcRTMrx1EyZ/o9oLB8CBvcD2wdImBNUAVESgBofo/qy7gufFvjXyEDhY1i7Zu+Yr0Bpymn2MQy9gdPmK7xy4lXX0eBYxi2SaOFQWIRyoqkBDCikc/tBcFJkDMFB6u7Ig82ZWAG8CTjNVaxpDTghj6Iodj5BWBJ2nEzIrdtjNOHB3ePITZvqO+ojSN7V+x6zWrFO1qVvTSW1SegIt04JMnXeRCxk0CmScFI281RbN1TGR8VCAKYZgO0ubr7ihzY9Su67ClNmbE1zVtbajLVaKxkTKEdz8vJTbFJvHtllAQQcPHAsUjq9F7AhDHEQTDqL90qD97aMycwABMkxAAzJAialuLhH/AIeiZx8RQTnYDXJJxAJ2rebjNTq/Ork5HWTYvHzafFXX2mOULjWUrsXXTZHZxpeu2ZuzOki7buJUsSmszeNju2hjpAzXTMVQBIocAMIaqfTk5R+o1An9ITXc9EVHYdY3bTrFsW4zlt3bL2CVsCSbWLOq6AHsGcYsUCPQXRiWi3wxznOkKyRS+6efC2zduFF6CDyMm6N9hHY3NUnBGxGory+wtoGPMnHMQEO25kXEiBkE7YB6uMYxkK7TGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTK8R2yty2/6XlNeay1dK1ZvLycOk4mLo7YOlVWT5dmsJkEotwQpRVbKCXpQ3ZRKI9CPQWHyl0HtEmneOl+vJIk0/JJX+3so9gCvt/GvXFukEEExP0PiUVFSeRuh6L2PQ/dnCY/PM7D1roE1LX1h5Ofyh0R+I0h+R4+sPJz+UOiPxGkPyPPrrTzfkExm5TY7Kg3sCNCLM42ntFGbwXHl9pEDv3XsqB0PyUMdHvr+yHeYlxs3bd9y1gJe26rsVQH4qSRCT9xh8At7D1VAqJCJvV3ALAUgAcTEBMTEOJTeIk7lGY8J/P5+oqJPd1cpj5T+f+DWRfWHk5/KHRH4jSH5Hj6w8nP5Q6I/EaQ/I8+CkciI7Y0w/jqjrLa0jEM5x3XpCZFqzTZMHaCxkjibzcgqon2QDeaSagABg8vEeyh5umJu7BtjkDQLRfZ++xMCtDGjFpNqxRXblctDKqEEWjdApi+XXXkURAAD5j8xHid4ahtE/T8CD5V1sErzBj6/QiKyH6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5Hk75TGb3lseY3Re9WVCzaLoDuEUaIs462lcHkLP7qBVRWagmukBEAE4pAYpFh8iG7APkGFywQbn8/j510julqlf6w8nP5Q6I/EaQ/I8fWHk5/KHRH4jSH5HkYXLf1l1/vu71V3Wb3fquypUdOki6/HtlVGZxcuyuHJlVTpdl8EkQBPzEw9fYII+WZZtzdyETqSr7FqSV6PVZr6NcpWGFaRzj6LbuF24Jis3erpGMVUFgT/ZkUMQDGMIFEAEe2xqAI5mPmVHuQY8uuKixhtJ6T8g3yDCf+1ZH9YeTn8odEfiNIfkePrDyc/lDoj8RpD8jzzOUu1Lfp/TVzuFKqczYJtBgsZJ43FmKEQfoAKu4I4XSMcgCb5FTKoIiHzL188wCzbT2xqHjdbdgPabte73Vi2eOwGzBXiKMikQ8yrOSRzlFEzQDF68UjHcfMeyj8hysuAGY7L+cfmPY1atskqo3afl+fzIqUvrDyc/lDoj8RpD8jx9YeTn8odEfiNIfkeZ1rq3Tl0ryExP0C069eGAnTaVWYqGcAJCm91P4Ry4KCYiYQADmKf5D2X7hH59v2+S1/qjZd7hkGLmXhoF/KNU3RTGRUVRQOoUFAKYphKIlDsAEB6/eGS4lhaDF/u7+lV8L9tp0fe29aw36w8nP5Q6I/EaQ/I8zrWl1Uv9VCfcRqMQ/SkpOIdt0nArppumT5dkt7apiJidMVGyglMJCiJRARKH3Z6dEnXdoo9Nsr9Nsi/kYpo+XIiAgmVRREpzAQBERAvZh67ER6/eOVhrFn2jTuP11n9N6rYbo2AlsW1Jta85sKcIm6RUuL5NwqL1RJUpBRQOsuBBIPuCkCYCUTgYLbtopcNtt5j1mPbx2AycVXauB0DrsRNXIxkBcpeRdG4k8ets8j9kIS72nVGIUlHLSPTBR3IHAQIk2blMIFFZVU6SRPIQDyOHYgHY5S9f1Bd0aXpe5dj84OGU/x317VdfOtioT1Ztqduj3jdAQBSJcrA0ZfCTAiol4N+lUVOz+LgfAczteUap+6JPkATjqYUmBJ8MidKWWYqFEljA85UfVlE7Z862m4zVLVPUT21Ttl6RpXMvinF8ZK3suHl5OmzUZfyWX2HDCPNJLx00h8C0+Bd/BpLqlBA7tIRRUJ7oCAd0V276g3Kfe1T9MzbsRoW18beP20eQNG+rVgiNjGcyc/XXKi5yNrDGItm4NEXrcCqg3Iu9TECgRUSG8QG9bbG8ljmzoh/dNx9A1dDMkKcsASARWVryiy1+cBHcfvBELnT1HIsJAJgkV0iYzTBP8Aqy3GPp+0eTcFxPXsHAKmXN3T53Yw3ZNGcVTZyP0a/mGNd+DMVeMbuirFMod6kudNFRQiBgAAHc2kqmukmsicqiRygYpgH5GAQ7AQyCd62Lo2MR1yARjcSCIkZz0MW3O65ttuCR6gwRO0g4I5YncV+mM1m7S5w72Y80bzwm498V6rt27Qmt4nZCs/Y9hnrkT8M6fPWgs1TpRj5UjjyZEFLxTOVTzU8xQBLyPX+v8Aq727bLzhrVOPfEp1fNk7dhro4UiJ+7JwqNJla3INmUmykHSbN0BkiKKuwK4SIYxjIolBIff7T5w57XTozrJA8dOsMfJSjSdhGTkTK6ugkPjTE/zBWUeZVgQNyJgYMbssZp12H6pGyoRtyj2tq3iC42vxQ0rPP67sK4/XlKPl1XMcmRSYUgoQzNQsgixA5wOZZ00FQyKpUin8Q7q3vb1G+dsLsr1U3mlaLoKyaT1doeB2DSn7y7LN3DYXbCVeklit/oJb4lZVJuBhZqrgiQWKBSnN8UsdLNf4tUsHiYlQuv8Al0lwcxGtQShMBoMEgEi6zw5e4LWxLBc9S62yP5WYa+a7HJAPRdjOfxXmNycFpGDK67im3LRbh3JbQT+G24/GoGUTkEEyrHYhDkR+kDJnK6+IBr2mPkzL5JD8RnoekRyi2xBUDijxz5PVyyfXLYumEdywGwZrbcndVbkt5NgkW6ppJm3PHrJJvGLv4JE6rdEjg5Ex8UhOf024YrduWmIlJzyJVr6mCY2HD3CZg4gA715y8UptJdAw8eYlbLCYnc30AiRkkkbHfnjKd8T+UFo5acZ1ORlW1XHVRtLu501GjpGwHFKyRbZ2uhHSDhyRqJmab0qCa/iVJcUkliiAqj8h0H0Dntz/ANn6v9IfdV3qjeWvl23ddIcldpl7Ubtb3HpxNhI2bTRfgGbds2arN0fkJHf7NkRz9pY3tBnAOoKRB7nLPfIAEbzJyvxDmBWlsKzfshz/APbUsc7QYw3wnBBIrq0xmnUPVgkKPrTlEvvrjVJUjkfrK9V3XQ0CsWtKeQt0zPJtDwpIyWVbsw9twL9MDmWQSFAE1REpvEO7GaC5h7QtnIiZ4n8nOPsJx73h9Ti3+BJA3T60w1ihSuitHApvjMmKqbpssq3KqgdDx6XTMRRQBEQ7aXWQEzIkdD3BcgHYkWyHIGQpkgVG42hdTYA/+WgHyL90HYnAJq/2M1v7x9QyP0He+aNIuerVRV1bqmN2rALJTYAa/NnJ3zcWaaYof7IqR4xSbeXkt5fFpG6L/YGm3Ij1PbHfOGNSX15rWwa/23svR+0LdKiytR0nupF69EqJOjEcJNyncroyqrdkQ5fhhA3aodCTwHDxvGCzw78REhQT56Q8x1js31ROmO9EidvCcIbvEJwxMFiB5SEInzFxSB96YWSDG+nGaSOKHqE7viGfp8a25K8c31Moe2qOmnVNhu78WWl5KSY18JJZSdizNSC0M5bt3K5FCu3RhHoFQTOYQD1Kp6sd+mKPpjk/ZuIxqlwO2Bbo6rV2+fXpNxYEEpF/8BGy0hXQZFTbsHC50AAxHyyxCLkOZIPmAexxXBm3xJ4VTJDaemSxVQZ+EsR3VaCdwCK8nhuLFzhxxBEArq692NRIj4gADLCQCIJnFbo8Zz9cf+emzNZMdu64ZV25cp+Rd55YbMomuK3M2s7JoxjI1QXKouJJcjgWEWybJm6IkiqICdMiaQ+Xy2bcTeWM3v8AsW+NS7R1OGjeQ2s5dlF22uITpZtgZF60K7Yv46SBFuZy0XSMfoyiCKhTpKkMmHiAjj4f7W2lxfvIj+jojRneO0UGJzPQxs4gdnda024Zl/pd0nwBKGJj5ibn4xjFcpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUpjGMUplNK/rBruXjds7XDmTVhDyF1ugtnpCeYs3KdrkFUVfDsPICqJpmEvYdgAh2HfeXLyFZLQGvZKQfyIO9owp3LhZ0qhD3ucjGvvKqGUUOVs1eJokMc5znMJSh5GMYR7ERyLLIipK0Ga+7XKu9ju1UdsR+qGkck1Aia8A+drrPXHYdqHTWRTKgQQA37MDKj2Ifa6D54npSibJ1g+t1UlWlIk9eOZuWnI+Ubya4SIC7dmcAgsyM29oAKKqge4Vce/Ev2PmPXo/q56//AIh3v+Kdn/MMfq56/wD4h3v+Kdn/ADDJz3tXOCPcg/UD6bVXp7unlIPsCPoT79a9HTuuprXqu2VJlzFOQnrlIWJp8Kc5vbbrkSKQqvkUvSge0bsA8g+7ow5j7+g7GhN+Pdo05GkzVYm4eOhZttJv12jpgVsuucF2vtoKkXESOjh7ZxT+ZC/bABHr7/1c9f8A8Q73/FOz/mGP1c9f/wAQ73/FOz/mGcXGiPugAeQXT9Kk2QwP3jJ89Wr61m8vqjWVguURsOcoFQl75HlIVjMOI9JR40AgiJQTWEPIvQmMIdD8uxyCZag75q+99k7R1tC6is0DYYiIjxRnJ97HuGqjT4jsfFFk4KYpviPl9oB+z92Z/wDq56//AIh3v+Kdn/MMfq56/wD4h3v+Kdn/ADDODERyn5710mQQecfIgj6VCmxOOFiuOwmO3pDV/HPZdjfV5rETUFbSncs49widQ5V496Zmqfr9uchiGQJ5gUg9lEOski96XnLRxseaegIrWtKnVkGxSNIlA7SHZnI7TXOVEhExMUnRTf8Ag+Zh7EA7HrI/1c9f/wAQ73/FOz/mGP1c9f8A8Q73/FOz/mGSQ6RpG0z8yfqTv5bVFstqO8R7AD6AbfWsk3fr13tfUewtcsJBvEyExFrM27lYomTRVEOyCcA+Yl8gDvr59d5E+6Vr+txG5El2NB0+Bn06NPpgnCSy0g3VTCNV6UE6zZuYhhHy+x4mAAAPtj38s0/Vz1//ABDvf8U7P+YZ/huN+tVk1UH0huCYYqEMku0kNjWF21dJmAQMms3WemTVTMAiAkOUSiAiAgOcXE+NdbMeE/OJ+grJ7Kpuou0tYp09nq5XShm0oNzWknLsk2i4BNL6PCLSTTFA6Yn+I98VjlEpQT8AMIm61herBII6ZtnCHmdHbI1Rrq2a2ukowbjsIJVnVJRjLxSzV0hJzUezefQ3yTSOk9cJCh7hCpm+agZuOAAAOgDoMZW6tC6TBBBn1kj1Er0jBBGDNCveDCQQR7gifTfGZ2IORyr8a+Om6OfSvPfkhVNmatc3NbkHQdnaruLFm8Vpk5J12HZpnaNljFI4exQeS8cMgmQPdOVRYhA8faDcBx/418kJjmHaubvLMdIVO7p69R1lVahQJh/NMYyOGQF+7eupN6zYqLOFlSNylSK2IRIiQh5KCcRDZRjL7JW1pFoQFAA5weyWyzebW1CmZEbZzVN0G4CLhmd+UgXDdVfJXOoRGcfD3a1l7l42coKVzKmOaHEYmhbrN2fXzHX1vqWwpuQhGxgYvXLpjJM5FiyfH9wnx7tJRsdACqFEggqmID3Auj/TF2tqC48AbnIbE19b56iX3ZWydnviEcswlpe0NXfmSIb+2oAoIrvCpgCyiY+ykBvmYRJm67GQsfZrpXlIHUAv2hXyL94zzAGygCXEDtSS3OJ8SE7MHzCd0Ryk7kmtBXI/0grfyFk+XVgs6vH+3L2LfNX3VRIG1NHEnCShI2vNIleLsTYUQ8EnBSPieSPv+2B0VejGKKWWx9P/AISKcaLhtLYUtxJ9PHik/mWLKKYRekolwu6Mgmc6ixpGbXZx4uSHOKIkbFZkBIUxEVFBP9naJjHCHsU0W8CAP6US3PXKIoM4wSACST3iT2p1PvJPu7PHo7E4zmCSMVqc5V8Atk7y57cU+SlOtlFhdMw5Gae1YZ+q4LIWEId6pJ1/4IhETJKey/cLHU91RPogh4+Y/LKrU/0Zr7K6s9RvUm2dpUprE7GTGr6ikYUrh2tSKu3mZGcjknqKyaRRVSkJY4HRSMYhkWyIAoAj9noMxldu2EsiwuFGsjqGuEFmB3DYgHkpIG9WXLpa72zZbuT0ItzoBGxAmY5lVJyBWnV9xG5r8kdzaf23y5dcYKQnrOo2qMq0bQZqVlQs0/MRoR6knIKvWLUWDdNH3vFokVybyWERXMBAA2NuvTr5DV3hH6YevNe27TRuVvG1etSrMJV09CsWZy0h1op+yO7Tbi6RQWReOBTcA2MchipiKQ9iAbrsZeHIkrglrbSI+K2zup6fE5xERCxpAFUBBAU5AV1gz8NxVVhO+QozMyS06iTWsTh5xk5VUPl9zE5YcmpnRgL7Or9LjIuApUg/eJ1o0SWSIq3O4dtm4uEzA9RUK48EzHOdYBRSAhPOAOY3pTWnl5sLnrL2CzawY0/ZdR1mzqaMk1Wkit5qsychICWXYGTImrHrndNkTEIqYx0zL9gQQL5busZVdRX04jTt4EbHMyQcyZJOTJq1HILmZ1xPjp048joAIGIkbVpb4m+nPK6lu2wry/4W+lzxRfuaU+rEWrp+IdvJd+8c9Adw4l1mEeLRmJSAAsiN3BhEQMK4+2BTeDqr09uUuko/0dZipzGgLVbNBUGR11fmUjMyLVpIs5BjGt3DyHcpsVDrKomjBMRFdJAqoKdGOkIZvCxl9u6VbUN+7/b2uPIi9cB8D3YgRS1oEQf3v7ggnzHZpE8xJmTTGMZVVlMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMpdCauLuLjpfqMnLmr8mrf7c9j34Je4DJ63t0gugoYnYeRQUSJ5F7DsvYdh9+XRyFZLQGvZKQfyIO9owp3LhZ0qhD3ucjGvvKqGUUOVs1eJokMc5znMJSh5GMYR7ERzhE/npt7V0GK9XXa+71nDsu2IvVcazIgQjc1efu3R3K3f2lDguikCROvuIAqCAj/bHr54ZoeibJ1Yzl6FPM6PIUVKRlJCLlmco4F+sDl6o4KkuyO2BMniC5yicq5uxKH2Q7Hr0f1c9f/wAQ73/FOz/mGP1c9f8A8Q73/FOz/mGSnM+Ee+fz7bVDTjT4g+wj6H8mvR0Zrqa1lVLBBTrmKdvHdmmppMzM5zEBF2+VXTKYTFKPmBFCgYOhABAehEPnmPxlB2NU97Xi9V5GlTVDtScZ9Kg8frtn8Uq1ROj23TIgom4KcokHox0hAQH5jn3/AKuev/4h3v8AinZ/zDH6uev/AOId7/inZ/zDOKY0+AA9AI/CpHOo82JPqTJ+dZutqjWTm9t9oOKBUFtjpF8Ep00ekL5Mvtin0C/XmAeBhL9/3D1kD791luLbcfbqIhU+Pk1SpBuZrHys2q7GRhPNMCmWI3BBQiixDeRyGKql0IE7+YdjIP6uev8A+Id7/inZ/wAwx+rnr/8AiHe/4p2f8wyDWwRB26fn8M1NbhU6hv18vz5V4cNpeyQ99ttjPOMJaMea/jKkgs4VP8Ws6bHdCddcPESgUwOCD2BjD35fL5AIxhbNJ7rU4za20DV4zVso+j4eFaSck/sLtomk4ZKt1BBBMjBYVUz/AA4h5mFMQ8gHxH7smv8AVz1//EO9/wAU7P8AmGP1c9f/AMQ73/FOz/mGWlzOqcyD6hmYfNifaqggwOmPkq/RB86+fa9I2Ft/QN3ocnH0yqXyXYqNCpISy71ggb3AEoi5M2SUMAlKAj+xDoR6+fXY5ptihLbJ1LftbpP0oxzMwbqKI5MUTFQOoiYgHEPvEoCICIff1mJ/q56//iHe/wCKdn/MMfq56/8A4h3v+Kdn/MMruoHUqdjVtu4VZWG65Hy/wKyqhx13f0o9c27WqG2cg3CPUQiZNaRayDf2gIYygLtkBJ5fbAUujgAdfbHvMSs2iakw0ntTVOoalS9eln4iQaJItGhWjQXa7YUSqqgkQR/8gCYCiPRfuHrrP7/Vz1//ABDvf8U7P+YY/Vz1/wDxDvf8U7P+YZ3iB2oYN94QfH871Dh/stOj7u3h+dq+DUDPkHXmdQqV+qem2VVjoxJgo+h7K+duzmSRAhDFbqsESdGEod9qB0Aj1311ke1hTdSXH66n49s9XP8Aav6RbUDJK5OXaESLf64vvihVO0TUWBQG3xApgUogKoJgYQKJhCUf1c9f/wAQ73/FOz/mGSxV6vC06FbV+vtlmsYkdVUAVcKLqqKqKGVUUUVVMZRRQ6ihzmOcwmMYwiIiI5bdul31tvMnxzOfPY+FV27YRdK7Cq5c4uMLPmZxP3fxmdWdWlL2qH+FYzBUPf8Aop+kqRw1cGS7D3CEXQRMYnYeRQEOw77ylV94o8+OZ+oN8aH5p7H446t1VZdbPaW1i9ZfGzJ5GdWMQxLA7cyLRqq2KgKIeEciKhR90/m4P4k63A4zM1kEMDswI9wVkeMMc9Qp+JVI1JfZSjLgqZB9VPtKj0kbMwOmdzws5h8o9l8cpbnJIca61rzVsTPJs0NdS8nJPLvMyMMtDi/dFesmpIxFNs7eKFapmdiKipe1vEn2oHq/p6eoofWHp5cbbvdeIwaY49bGqM+2nYyTlzTN+g4UTooA4ZqMQRjnRWxiiKRFnJFlSgPuoFAQN0IYzSt0i6L3PUjnoXtuXRiBzBJgCBBiICxjNhey7H7ulkHVUZdLKCeRGcyZzMkzzVw3ohloFuvdRr/D70ot2a/mr7JWppsvZlYdSFuh41/InfLx7mJTZe1JqI++ugg4GSbACYI+Sf2BA23OR9Sr02qrIPqvL8/eD9clo1Y7B1HudqwLdVgqkYSGRURM6AyZiCUSiQQASiAgIB1l4c8JSrVlU51Va7BKKmETGMZmmImH+8R6ym0ClpLK/Coj2AA8MAdJJySTJOi6Q9xrzfGxJ9yS3jkmd4GwAEAc+sVtTa22vVz3xuP0+rpxT5CVt3xyp7byl7csnATBfrDPpg4bTUU3f/tG6yCpDJAicqnmconSMQByduJ3pi7X447T4KX2a2Fr65fUKtbPG/ukPiW6srY7VLNJNQ8a3MmYos01knafaqpDgQEh8TCYwF3VNmrVkgm2ZtkGjYv9lNIgFKX/ANAD5Bn75ZwxFlUCbp2kE9LjXSR5RdI8SAeQAr4kG67s+zFDHiiIgPn3PQMR4nnBvXotuo/cHJSbpnEj0s+RNf2ReZG8tbtuOAdO7HSV5ExVXbQzBFiqSZbEW99VEovmIlBX2zCIF8hsltr06d62DbHOiO1tIaCguPe79Ax+qFDKLvWUlSpKPi5Vi1MzjUmyjddgYJNHsBcpHSKkIFKp8u91mMyvwytwo4M/6enTH7ug2wP5VODuTliTWleJYXzxA+IkN/NrW4T6soJG0YAArSXROB3LOWs8BfNvOuO1esTbilLaCXZ1uwSb9saXUeJHbPCKuI9ub4QyKJTKdl9xM5hIUihQ9wai829MSFX4temL6fWvNt12O9TWtRldq8CSsAq+VZQLiIVgbHLKAJU1EYkjI0gsVysRMBXatigUT9Ezpuxmy9c7Vj2w1KzqzD9rTcu3YPgz3n1CMqdOMEZbCdkv2RhlVlU/s6rdu1PolpIzgiZ3rCdca9qup9dUXVdFjEYSlVyGZwMQzTDorVm2RKikmH/oRMof/TNJXG/02+WWsGHp8UfYE5x3c0zQm2rbaW8nDzUko9stfk4+bSRMdoqxIRu+ItMogdAFjpe2mcwLCbpMd9eMk192um85liQTPUMGB85n0J8IilhFs9gghdJX+UqUI9j7geui/k16TFr5MyXqJLWmc0+4jdl3nXd/ojOYaLSjEHlcj2iRmlgYmTIU7Ryo1VRORI6gigsJvkYPDJo4GcDnHHbbdv2vM8MvTR4orLV8sEwR0tEuXku8Mdcqi6rqaXYxvg2P7KPTIrU/2iAYVx8QKO2jGUcKOxEW9oA9kFufElFAzjEgTmruIPagB+X01agP6iTjOSJgxWpvn1wB2Typ5FcR9ra5tlFrNMgnycPtZlKrOCOLLVEpmKm0mjMqSKhFFgeQiRBKqZMntOnH2hEfEYDiPSu3WxuXqhSz286sfVbZNItFN0oy+Jdgaqo2Bd7Jy30p/s3SJVJN4iYPh/e/YoAIh5fYzfBjM54ROyaz90i6PIXgA8dJg+Wp/wBo1evFMHV+YNtvM2iShPWJA8QqjZRWqy0cE9kWcfShaPJygHitHoOW13ILtyBpRNWnOoQQjOkP2n7dyU/7b2f2QCP9oAINX6r6bnMdTj9x29Pe/W/jgtwy11bYGUJco+Qkz260wMNJkkI6KWhjsys2awmbNEVnhHqwGImcSolE/wAt+eM9K5xbvxLcWfiZxcPQup1IY/daSBtkgggkV56cMq2VsDZU7MdQp1Aj+YNk74UiCoI52tnejNb9hRS1rtlb4p7vu8JyJv224Km31By9qtmr9hD2zR0moLQ6jN6QpUFirpoOSJKoFAAVKYRDYx6ffEQ3Fmv7SdyPHTg/xpmrLKt3Ba/pGDWRaN2aCPgkR/KLINTyS4HUcHKp8I2KmVTwApvmYdhuMzcMOyt9kmwVV9FVFHyRd+ckQSZ08Se1ftH3JZvVmZz/AHO22dgZAEMYxiuUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKVUvXOuYfasNY7hcLHto82NttEb/8Adt8nIxuVu0nHzRApWzR2kiTxRbpF7KQO/HsexERzPf1c9f8A8Q73/FOz/mGVUuUpJNOPUfBNpSQhIOe3dN1+ceNVzIKIxri4SJVigqUQMmB+ipCYBAelB+fzy2sToagUWBssZqNmfTDqSIiDh9XUGwK9pCIgYEnKSyAnEDHKY5khMIG+/sCiFbXIttd5KSPUBT7Qw688dekd4JzIB9CSPfB+Weny/q56/wD4h3v+Kdn/ADDP5Px214mQyilj3qQhQETGHadnAAD+8R+kMi3gxWpmK49ayl32wbfZY91EFBCLeosCtYzpU/fsGQbJrD3+/wB1RT/h1n0cX3W4dj0ipbVvm4ZeQKu8kUzQjaIj0Wbhum5XQT904Ie/7oeBDeSahC/ZABIPzMOi7b0uUB2n8/8Ab3qCtK6o/P5617VN1xx+2M1evte7b2Le2TZX2HK0NuawPSN1Ou/A5kpIwFN18+h+fWZl+rnr/wDiHe/4p2f8wzFdLf8Az15dh+/6wQo//wBla5MIXaZG+DTR1hsAIgCeX1l8mH0WI+35+PXxXxPff2P+468v/wCX7WQGQpHNQfcA/jXQdz0P4xWEfq56/wD4h3v+Kdn/ADDPLkNH6liHES0lbxuOMdP3HwjFJxtqyJner+Bj+0kU0iAnP4kObxL2PRTD9wDmsy00iYeveQlvhdca7gXCe3l2x9oKyqqUtVCfENezggk3E5kC+QF797x/amE5QKBjZsa3O5ssHtbjhIMLfInhJOz/AES6hlo+PWadfR71X4hNU7cXKS4imUvkRYC+PYeP2h7jZOtLb/tlfTUFPn96Jjx2peOlri/sBj56Sw/CYnzjE5b+rnr/APiHe/4p2f8AMM8tzo/UjKUi4N5edxtJp8VU7JmrtqyFXeFTABUFJMZHyOBAMUTCUB8ew767zDr3adoWrdF317S9i/owiKxUmk+JyRjV0aYduFHBSgsLghvFqmDTowJeBxFQfth0GQHETOxtuPOA9iVvqtfu8xVZx5IzbePbKLeRmjUxzIonIKBTmHoA8kzFABH7Ij1i0dYkfn4/xQ+lSuDS2g/nCn6MKuD+rnr/APiHe/4p2f8AMMjPdWqK9rbTW3Nh1Oz7pbWmCq8rMRqrrY1hdpJOkGiqqRjoLPTpKlA5CiJDlMUeuhAQyC9oTN+2Vwm3C8tGxJ1GfrzyehH7mPZMUiWNNo9OgQzlNRBQE+ykKYfYFIfLvoQD5ZYzdNel61xG5EMZm92vYLk9FnlSvJdFimskUY1UATKDNu3T8A6EQESCbsw9mEOgCQHtAI8QRI+XWKixiBzlgfAqYPz/AD0tWH3ff3jIusurG9l2lrHaal72jCOKu2lGycDGzqraEnQeJpEE8owL9h2oj7IGQMf5pGOoIf2hzXX6hc5eLnyZ9OXiTG7R2dqHVuyrNaXVwkabPuYKXlUIiEUeN4xGUanI5aprLGA6goKJqGIgJQMACbuGTpA3Jjyzv7Z68hJqWAGY7AE+wmPXbOOZIFbZcZyYWTcfInVOyOcPGOt8vd6WGpPeUeodNsLfJWNR/LUCtS8U1WeN2TtbzBB2PkLX4sQ94yioKnMdftQdo/H5G3cbvU8tPDur7f3ftbQ01o9HZP0ffrg/tT+rTSM38AJkJORVWeA3dJKCYUFFTEKdsIpgQBMXJcIRe0FNn+GeosLxBB6fZsIIJlpG3eMeJmyG17qAT5NdNkR174MggELnfu1uIxmmva8bbOVfqf3vipdd0b71TpCj6YhLrGw2v7rI1N1Y5iSlX7ZV65fxqqLpZFsnHoplQ9z2fNcwnIfsAzXVqTcHIzkJM+mHpq58mt6oQC26N161sVjgLCtFP9kV6ASfpMVHrloZPyWMRmkQzpPxVKcqiqZ01Te4HLE3EDLuwJHSFu9iSTyh4MCSVMiSColxMWi2rZYBjq1o3gAOcoCJMANjaGrqpxnJjurkbyW0NF8keJ2sth8q9iU4vL6paqi30baSyt7iarKVprMOoyMnZx2Q3xCi5VGyDl269xIroQKr5FT62denaHKat8jt8Uyzak5sa94fuKtES9XT3zdoqzz0RZAcOEnrZq+bzEq8VYrIA0WKDpYfbVSWAniU3WT4MC+guJhSAROMm0l6DyHduKBky8rGVLQ4omyxRssJmM47VrQI5/EhJkCFzvIG5TGc7fNPa28NdcjOX/EKu7p2pXJ/fDbWo6nfNJ90R1TTP5E8JYDQynn5MxbtmZJHpDxAqi5lPkYwjlLthc8eVzzjradqUbbN2ir5oPjSMDeHAPlVWyuxJGx/V9WSkWxjCk7XYpV2Vek98pwILrzH+2PdFi4blsXVHdJKg8iyI7Os8tLKqSYBZ18Yve1pudkxgjRPgLjIqHx1Bi0DICNXXrjOfva0Be+DnJrifr7VHJbk9tOp7Vouw2dvY3nYEjZjGdRcCEg1no871VQ0aqVYPbMRoKTcSuCgCRRKQcqtqxzuw3BT0coiwcs+Vr61cmrPTWWzbovf5IZRKPJWn8kEfEuTKiMUdyZo3QUcNRTcLCBznUOqcT5otW+0YohyGtJ/NduPbHoNBYmJggadUqMxuAItw7Fbj8p020Vzzie9pAmJEzpIJ6Va5vHV1t2/s3Q1ftH0htinRsTLWOK+CcJ/RzSR+I+DU986YIq+58G5+ymcxie39sC+Re5XMYCFMY3fiAdj0HeaOOAWu22pvVT9UjXkdsrYGzIiNpeqSM1rTNrTMpFonQmlAaOJFwY7l14ioJyqODqK+CpAMcwFAcyaHhL5tn1i+UFcsG9t9ROpdf6011a4alw1vfx0OvMuHU4Uy7lsgqUqyRiNClUbG/Yrj4CqRQUk/Gi/cCqrLsQxzyChmOOsLEAwW+9p7wm8r2xP/h6PXX2YGemq5O0heU4rbNrHZVR3BRK7smiOZp3UpVIyzJSRiHkW4OQpzEH3GjxJJwkPkQ3yUTKIh0IB0ICPg7B3nqzVl101ry+Wj6CuOwZlzX6gz+BcrfS79Biu+VR9xJMxEfFu0cKeaxiFHw8QETGKUeajgVdNz805b0/eP25OS3JqIo6fHyw7SlXle2BKQ81dJ0LWaMRF/LtliPF0GqAeQICr7ZjKk9wpylKXIV14Tau/ZfgbRNg8pNxX+bac4dwVJK+JzPcwpDsoScRKk0cgAlZgZBIyRRblTBH3DGRBMQKJdS2S10IvPUR5LxC8O04wdRJ2PdAMEnSO8TFu3cc/cBnwY8O99fMaVAOQZJHKa6+rRbapSIgZ+6WavVCCBw2Zi9lHqbVuC66xEEEvcUMUvmoqqkkQvfZzqEKACJgAchzj45d0yeUpvNzibad48nr5qvXPKLRidQczOzp1aaj2U2vCqu2a0uV0V47RTUcLKofEKqGbqCmomYqiSZy9dtbgWVVrsFWI1xNO46OZosUFZKRcSDtVNMgEKZd25Oou4VECgJlVTnUObsxjGMIiNfDxc4f9YGxYAeRtWruehHagYkYOevLoKXBbPNdX97oI89BPKJAivaxjGRrtMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYzVT6wls2bU+MOr/ANEu1L1pq2y27Na10Z6uvTNnjdo9srJsuTsPsqJnTVOUySgGTUKIlOUxREB4JNy3bG7uiDzd1QH0LSa7ACO52RXY+SKWPvFbVs/wxilKJjCBSgHYiP3AGcwHM3dW7/T12B6iFI0Bujdc1XG3G+u7ChfrzbZG3K1CwOrI6h3MozXllnCqSRW5iODNvL4cp24CCZSiJcm3dOtLJxX5GcVtFUjkxy22hrfdNF2FC3pladpTUs7MrHQZXzedi3qjj4iIXKr2kb4A6CPi5L4plMUghj4vjBb4VuKXK6XI8WQ3AR5arZAPRlMAB9GixwxfiBwxwxIHoVttPidNwGBzVhOV1b9KrbKteq5C3GkWWv3GoyTcjuOlYp4m7Zv0DB2VVFdITEUIIfMDFEQHMH2zvDV2jW1Ad7Ss/wBV29otUZSYI3wThz8dNPlBTatukEzin7hiiHuH8Uy9faMUM5JuP9q2Xr7i36IXF3XUZzx2BqfYmp5nZF1i9XbIM1tE89ZsotNGPZy8vMMjxkWmL4652ke6Q68CARMCiqIyvvdty0kuMWq9a74Hkhoyut+a+vY3Vti2ROw0rdI+tOlEzAD14zeSCSrps5VeJIruFVVTEBuZTzEB79m/whXixw67dqqScSP1hLDx+9qZiuCCFLGI0nzRxI/VjfP/AJbP1g9i91Z8IUasggsFE5I62cZys8xt07/9PXYXOvRmheRG9bRTHWnKRc4qVvdodWx/rKWlLgNfePWr2SOssVEWqwuyoKnMkmo1ExSlL2XJs5TWzbPphbqq7Hj/ALq5F7yhbPobatrla5se7SNw9qbrsW2fMJZsd+qqq0BRVc7dVBAxGx/dIBUiiUM8q7xaJw/60fgi55zaVy4jp9mQDzkbDVp9C1wzvf8A1ZfjlB4Q/ZlTPlcBI5QwknTq6OsijSO8NXcjdawe39M2f65a7kl3rZlI/BOGnvKNXSrRcvsuE01S+KzdYnZigA+PYdlEBHRBAtdm8Z470heQNT5Xclt13bc9yrlX2NH2y8vZuEuDSYgXb5w8ZRK5zNYwWqqCa6QsE0ClSKYhwOA5VH0dd07F29ZuL/FzY8ttnjPpaqfXW50dBo/PHF5BS6Fpkyuy/GtlgMMdGFXSMeMP4mdnV91QpkEQKf07nCMvEHhie8rujdAbaq7x1GlgVwCTuAASPOHFqbA4hfhZUdepFwuqz0OpTO4AzJ2rrkxjGZa1UxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjMRuV5rtCj2cjYlZXwcuPhWqDCNcyDp2t7Z1BIi2bJqLKGBNJU4gUo9FIYR+QDilZdjII/WM1//D29/wALLP8Al+P1jNf/AMPb3/Cyz/l+KVO+Mgj9YzX/APD29/wss/5fj9YzX/8AD29/wss/5filRDCTVCgqLedRbfoWyp9s9tFpeO2bfX85Ks3LV3OvXaBgcNWiiJhFJdE4CQ4iQRD7jF+Xqa+uGhdX/Sg0+o8kkFHoJFcKSFGukkoYifl4EKd21VMQhfM3RSiBfn92SV+sZr/+Ht7/AIWWf8vx+sZr/wDh7e/4WWf8vwMTHOhyINRpQbdoPWC0mpR6hyThWjoxjGYmo91XYNxMcTm+HZqtToN+zGMI+0Qn35kdM2xpnXtbYVGn0ze8RXmplTIN/wBGdrV9sVFTKn+2oxMYezqHH5j8u+g6AADMo/WM1/8Aw9vf8LLP+X4/WM1//D29/wALLP8Al+JxFOc9ajZS46DPsL9KaVM5GMLuZNNJw4Z0O5tkXxSEMQnxTVJoVByJSnMBRVIcSh10IdB1JP6xmv8A+Ht7/hZZ/wAvx+sZr/8Ah7e/4WWf8vx+sZr/APh7e/4WWf8AL8DAjlQ7zzqOUbjx7QgNg1cmut4ngLU7ePp9sprS2KFkFnJAIuYRMyESeRSlDoglAOuwABzCrC1402l1XHczW+X6i0ORAsWDeG2G2IwMkiKJFEiJJlKVX2xMUVQDzN5G8jCJhEZ7/WM1/wDw9vf8LLP+X4/WM1//AA9vf8LLP+X5wACI5R8tvbl05V0mZnnPz39+fXnVSd3SdPujiuHqup9gWRw0hlIb6Sna3fmDxNERDpNwZtGqmkkPl5GRcn6ObsRN2YRyS9cTWkqHWtNRbis75m7BSoUYiMkh1fakugURTTXN7RWXgPn7RR6MBvH9wh8xGa/1jNf/AMPb3/Cyz/l+P1jNf/w9vf8ACyz/AJfkkJUEDmZ+v/yPnOZqLAEg9BH0/wADy5VHbe6cfG1RtdDJrndytRnHD91KsVtZWtUjxR2cx3AiJ2IiHmZQw9FEAL39kA6DMGuU5r9bQO3dO6vrvI57LTtblouLRnapbnJfil2R0Ek/jJJuYEEvISB0KhUy9iPy7Ecn39YzX/8AD29/wss/5fn+G5Ia1RTVXfR+4IdimQyq7uQ1zYWjVqmUBEyizhZkVNJMoAIic5gKAAIiIZwY26Aeg2HkOXSunO/Un1O58zzrJ7JpnXVv2lrDdFghZB3sanNpRpXnpJR2ikySfppJuiqNU1St3AnK3SADLJqCn4iJBIJjCNS/US4sXPlPrXW0Rr+maPu9prVsbWRu1uU7P1tZPwRWSE8VZIBUr+Geh7wdOU0lwMT3EzJ9H8g2CgICHYD2GMre2GAX9kgjwIbV5fFnzzU0uFSfEEHyIg/IxWnbiB6WVQo2sOWtW5TUDTdiQ3JZ2M7N02tv5GRh4NBiybNmhU5Z6VJ+9f8AuNReKSRyormcqioHiYvmN7OPnDnjzxekblPafps60t1iK2TnLDYbPLWWblEW4GBBBaVlnLp2ZBL3FPBEVfbJ5m8Sh5D3Z3GaO0IPdxgL6KAoBO5wBkkk881SEGnSciSfUmTA2GekRyqq/IDhXxw5OWCr3HbVLsKt5hmbiMjrDW7XMViYRYrGKZZkaRiHTVyo0OYhTGbHUMkYQ7EvefZXOGfGOnm43jUdRwVVQ1EEgGu28a4cNW9cF61O1dGBFNQE1zKpKqAYy5VBExzKd+YibLOYytO6ulcAmfXJnzkk+pqbjUZbJiPQ4jyjFVOtfBripeo3fkRcNQRVij9nTrGz3Qjp+8OMlLs27du1eoG97yZLopsWntqNRRMQ6QKAIH7MPr8feHvH3i+9uMzqGpWFtarCVsnN2CxWmWs01KJNwOCCK0pLuXTs6CXuq+CIq+2QTnEpQ8h7s1jFvuCExgDHQAADyAAAHIADlS53vizkn1JknzJyT1zVfNicVdA7Y3forkdsHXbOx7o1p9JjSZs710kaF+ORBFz+wTVKiv5EKAB7xFPbHsxPAwiOY1ReEfFXW7fksyqemK0hHbhmHk7spm9VcP21rdukzJuBXQcqKJkSOU6naCRSJdqKG8PI5hG1GMgba6Skd0giOUMQzDyYgEjmQCcipa21B5yIIPMFQQD6BmA6AmNzVI9PenRw/wBFTUvY9faynj2F3XlqkR/YLjOWFxFQavXuRsarJvHBo5mbxJ2g0FFP7BPs/YL1klm4J8U7hxq13xDsOqEXugqi3im9WiSTMgi7rox5SlZLMpRNcr5ByiBAArki4Lff2cfIe7cYyx2LCGyMf2ksvsWYjoWJGSagoCmRg5+YAPuFUHqAAdhVVOPXCXjNxXtOwbzo7Xj2rXW2M45lZ5h7YZOXfWAjIzgzZR44fuF1Flyi9cgLg4iqcDFA5zAmQCyfC6J1VXtx7F3/AA9W+D25bIWKrtglvjnJ/pCPjzuTtEfYMoKKftmfux80yFOb3PtCbxL1LmMXDr+LPL0iI9iR5VwKACBzifGIInrBAI6QOgrTDyb9MpMYDixWeJGkOPUjS9aM5iMj4mz7FudPmY5s9ORQxGNrhVXDwWpjgoK7Bygukv5E+2n7YAMocIfTJ11x21Lp6N2xB0iy7equxbPtaKUq5nkfCVSbmfi0lm8Y2BQnutEWj47QgOSm7APc8CG8fHadjO2GNvUV3bc88sHP9wDSZIIEEDFS4j7UAPsP/iy+2lmWNiCZBOap/srgTxN2+y5Bsdh6oCfR2nIQkteDlnJJsrKPopNFOOcoKouCHYrNytW/go0FE3kmBhETdiNoapWYqmVivVCDGVNCxbJGPaC+kHD9yKKRAIT3nTk6iy5+ih2oqc5zD2JjCIiOe/jIoNK6VwMY8hA9hgdBjajGSCeX45PvTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGM8yamYuuw8tYJt6hGwrFsq8duFR6IgimUTHOb/gBSiP8A9MUr08ZBR+RNATOdM1e3r5FEQHx1dZjB3/wEGAgP/qGfz+sZr/8Ah7e/4WWf8vxSp3xkEfrGa/8A4e3v+Fln/L8frGa//h7e/wCFln/L8Uqd8iXcmjNWcgK5X6ltyr/W2vxdjiLYwb/HOWvsSsa8TeMnHm3UTMb210ElPAwiQ/j4nKYoiA+F+sZr/wDh7e/4WWf8vyWKvaIW4wrawV9ys6jFTqpAKrdRBVNVNQySiaiSpSqJqEUTOQxDlAxTFEBABDAwQw3BBHgQZBHQggEHkRIocgqdiCD4giCD4EGCOYxUQWvi3oG97FvO1brrSGtt0s1GDW0+pIqrOGstWviFnAx6zI5xbGTFRyuIm9vzMBxKJhKAAEXaN9PjiTx0tTi8ax1pMjbjQp602kLJbJmyrRMOYxTGjo40s7dfAMjCRPts29pIfAnZR8Q6ufjIqgUaVECCPQliR5EuxI5lmncz12LZbOQfUaQD5gKoHTSvQVr8j/S34PROoalo2J1LZYnXtcmlrBVitL3YUZKnvVUvaUGFlSPgfRaIp9k+HaLoogURACAAjntPvTS4Qyumo/QE1oqOntWIW9G/LMpGaknbmWsSY/YkpF+q4M7kHH3AJnSqvkBSAbsCFAL04yZMkk7mD6rBB9CqkdNIjYVwmd/H5yD76mnrqM7mqZa99PjiDrWtbqqkPqILTGbGZkjbytcZ6TtT2zsiJHSTaOn0u5dOTtkyKqFTQ9wE0/M3gUoiOfRozgJxS462KcuGtdbzDi2yEKFaWlbTa5i0vEIbyA30Y2XmHbo7ViJgKItURIiIlL2QfEOri4zhySTuRp9IIjygkRtBI51yMRymfXBnzkAz4DoKo3pr03OGOgdgVrZmrtRPYmzwKTpCsJSFpmZaOpqbgolWJBxj52sziSnIIkEGSSIeAiT+yIhmSMuBPE6M17pbV0bqkY6oa6tZ7vSSoTskm8r00dyu5UcIPiuAdCCijx0CiJlDJKJqmSOQyf2MuBjJazKmfhII8CDII6EHIjY53oVB1T96QfEEEEHrIJB6gkbUxjGRrtMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMgjb3/AMweLX/Pjv8A9sTmTvkEbe/+YPFr/nx3/wC2JzFK/S674h6rcHFAgaRsTaNwbMk5CRZVtogqMU3UEQTM4UcLIplMfwOJUwMZQwFEQL10OfBsHk9pzVi9AY3+1xdUl7As2ImwkXrVq6i0VU1Dg5eorKkMigUUjJmU6EAOIF+f7oxCQmNH7/3ZbJ+i7EtVPuSMQ9jpGuwjiVFs4athbqNF0m5TqJd9EUKcxfbHzN2YBAcyjkJ9MSMPoS+R9TuEjHw9zjZ6UYs41R1IMmgtXCZjC0RA6hzEM4J5ETAxg+10A9ZG2cITsWUHwkwR6dfCcAiFz70bhSQOpCyPOT9Y3BmeB2HQAr0PbRvNPCqyJyJx8n9JofCPjH78CoreXgoJvE3QFEe+h6+7Ih2XyAZQWprTt3UJtbbor8Em4XlvhrUCREk0k/M5ElW6Dop1/mX9mf2w6N2Jg+4cX5EQqe3adow0fU7FYYBa/wAC/es3UM5SVRZEUOKh3TVZMqiSZfl5e6UoAA/P5Dki8h6XI2zQm5qnUIlFzYZSvPW7ZukUpDOlxQEpCd/IBMPiUod/8A+7I3SRbd9iCQB5BTn3I9Ku4ZVN22jZBAJPmWH4A+tTMwdfHMWT32/a95Eivj334+RQHrv9/wB+YHtvZ0JpvXth2PYo6bloiOBH3W0cRM7lYVFiJFBMqh0yCPkoX+0YA67zzqRZB2TrkRgy7C13JfCgwFWTgFY99HuASL2omg+R8FPETfI/gdIwgIfa6HIG5PUC7G4nbJqJ7BsDctmWUZqEWLGo/SKyYPm5jESQjkEgHwKQ5gEhPP5CPY9fK7iRpYgYEj2J9eWZ2rLwZLIhfJO/n8ueIqYqLvSIt9sl6JN0y+awuTOMLNDH2JFqUV2AqCmLhNVsuuiYpTh4mATgYOw+XXzzNaltHWd+dyDCi7Fot1fNA7doxMu3eKNfn1+0Kkcwk+fy+fWURo8LY4/ZOzbdpajbgn4ZbX7tsotsprIe89mE1PJmzbKyvTwUDAZb3E+/Z7Eg/I3zz5dYQt0e77472JQu6Ztq2gZhvOuJejoQMdCLKNkhK0RBNk3UEnuEHrzUWT7IXxOIiI4tjUQCORPzePcKP6gcSBUmMTHUfRCfmx9iMwTV+h2drYLaFAHYVHC9j90J9LN/j/u8v/hvP3Pu+f8AZ+7MMo27a/Z2V1kLGaGorWKuL2nIKPZIgEkHCKhSJiQxwIAHVE3RUg8h7+QCbII43kb6/h4nU171Pd/0nITsg6ezf1aWcMJFdRysqWS+lfAUftEOX+0cFSj9jx+WQ1TtcbG1/ta1b1lazcLpVkNjz7Ua2pFKKKxTJ2qmBJuMRKTzWP39k5wAwmQMbw68RA0bHecBtipzynUkfUjOBMmIMSv91Tp3DesQ/wDgHGTsJkTsMmdpayrlkYU6w7FokFbnfh8LFPJdug8c+Q9F9tA5wObsfkHQD3n4Tu29U1aY+r1m2br2uT/mkl8C/mmzdx5qB2mX2jnA3Zg+ZQ6+YfdlMtltLFUtu2+a1DA7KmrfOTMSrKQktRjvYGW8CopCulL+2UGgERL39pYQKdMek+x+eN3iaj43evM6GcasuWwZGbqsJEszRMIpIFUVOyXAGq5kymBuQ5jlN7inin9gREwCUAGo3CLQuASc46wAYHmcA/Ke7VioDcKEwMZ8zEny3/GM1fm3bR1nQF2DW+bEotJcu/m1Tl5duzM5+fX7MFTlE3z+Xy7z2522Varwatms1lr9drZClOeQfPE27YhTf2RFU4gUAHsOh7+eUAnIPakIWlUe6G2LHRrLXUawLIVOoNZx1YJYpTkcs3Ttw0dpt0g8UxL7hUyG905hU+QgHl1en3OC1JwbtF015dLLA1JqsFjgCxajmQj1zszItnRmHj7iooG7DxIUTlBTyKUesvZQNUHAaJ5ESwn+0Hf7wmBmqEYnTI3WY8dKmPnG3IxJxV/SbK10rUjX9K/0pSiFKJjTZZVAWAAA+IiLny9vrv5f2vv+WQ/yBtNYufEzkHYKfY4G1wC1EsHsvo14m6bq9MFwHxVTESj0Py+Q5De9oV/sGF0zfKVV9qVmjxFqcyMyyjKuiSY+02VSTfki3zZX3RIoYBEpkDK+JxOUvZQEPHkavCQ3FvmjYIZ5uh8pNVucePFrlBt4dRyuWHOmKrdmi1a+BTFIQDGMkUxjEEfn94kE6pxH/wDn/J6becdcxpjM/wCT/gdd+WJuBZdza6qG0tY6YsE0/Z7GuLaUeV5kSLdrJPEmCaSjoVHSaRm7cSFcJCBVlCCp2IEA4lMAYjyH5RaN4q1ev27eVzcVePmJZGBhWjGHfTEnOyShTHI0YRseiu7drCVNQ/gikcwFIYwgAAI5l1l2m3rW0tY6sUom0ZtxaG0o5Tno2CVcwkEDNNI4klH5fsNFFveAqBT/ADVMRQA/sjmuP1E4W8Uvkz6b/LWN1VtLcWqta2i0N7hHUuvuZ6XikZaDUZtpNGLaFO5dERVACHBBM6hSLiYCiAGyothCTEmCeXxEen7MkwD3j3cVaqzqgSQCY8QpI8/IZOwzTRXqn6rv1q9Qq57GvuuqZxd1DO1qLiLGswfMHpgfQ7Zw4byTZyPvfHFernalalQSWAwFSFIyn3/VyI9UnV8fwq5ocgeKtgj7XuDVNRVsDirXmqTUE7YqGTE7U7+HfpsX4NVgIoJFQAhFPA3gcfEetOe4eP8Ayf5ITHqD711zobk3pWO/WQ1LtiDafVBBtY7PAREM2QdPouOlUFGrp6mYguys10zm9xAqKiRVv2QZNvvj9sTfegvUq3LW5T1ROS23H3HxxreHc7N1BF08tgBR6Z4WPjIRlDxko9doqEOYFjtTJeLk5U1DiIgHLEva74KkIs9QewR9R66rpNsghYIOSw0Vp4ZUF+0JDKWGeRm8UK+lsa5BaQRgL3631bl9RDidx0nIyl7n2ZIRd8NX0bPJxkFVZmwKQMWfsv0hJhGNXP0cyExFABw7FJMfA/2h8TCGESfqVaWQ5paM4d1+Evt4VvdAcX6NuEHW5iRhQbC4ZpsxI8aslWh2q5Hayh3wuCINxSSIoYDOUwzVJtfU/IbQfOPmPs+Q2b6hustZ7Vgqc8r7jSmm4e/N5lRhDBHuImTB1CSi8cumomdQgqi3aHI7MIn8in69XXfF+5ccd1cDddVjW/LFtrGQ4p2nTsbYpiuhMP6TOvpOPdNW9icQpFGcf7SYKh7/AGVuX4fxA/YZ03GkXAs5bujEnsr7BJzDB0tqCCZYglYZVPl8CpPDqHaCUtkk5iXsBmjEgK1xiIwAe8CpI25669SrhPtjZ8JqOhbqCatEtJvIWCfKV2WawVmkGoHFw0iZ1dqSNkXCYIqiKTVwqf8AZn+X2R6sld936v1vsDTur7rZxgrvf376LqTQ7JwoSWdtWajxdH4giZkUTg3QWUAFTk8wTMBPIQEM5fuIPGfbj7Xvp/cRd9XH1XTWfVlmq75/TE9Q1eMo9TkII4HI+TuAwjcj2LMZEwB8NIuHiyTjxOQ5zHzdP6qtTvo8eqPvrUevbhtXbmn9hV3ZkJXa9HqvpScRbufhpFm0bolMoqqrHPpEgJlARMIgHQ5dxjWrNsXCdS64JA3tyk3AM7AsdILDuxqmQLrC3LlxrarDaJAJ/wDE78ITjmEGohfimAIJmQvqE8PFKDyT2cjuZi4pGobKvT9hvEoiQUNAzCR0kztSolbiq7N5rpJlM2KqU5xEpTGMUwBjN49TfhDrjY89q64bpWjJ6HlWsDPSSVXmXMBWpNf2/aZSs+i0PGR7kwrJB7LlwkconKAgHeaLaXws5F1DZnBzQklqHYclrjc0dRtjb0m04hwaNr9lr0nI2OQQlFwKJEFnzt/HNSkVEDKfDGKHfgIZm11p+6Nf8JvUi9N17xW5F7D5CbOvmwlKXMxdLevKtZmdkkFXDOWd2MiYx7EGqbwgLJu1kliC06IQ/ZO4FLiSGEsusBQcu1traHSdlDs10pOohU1HUsmrU7NmADQrFDqjCpcV2BYYJKBUD/DLOANOAd7B+dPFwvIac4qJbHkHu+IpVJKWhGtblXBIcqjAr8i7x6m2M1bNjN1CGBwqqVHzMCXn7n2MpBsL1f8AStl2DwzpPFO4wmxkti7eY0iRdzdTnGLSTgjspBRw/rz5wm1bSIJrtGqYuWx3SBQV6MHZyCEcaZ4rbgHZvrQUlevWSGm7rRKVT6vbpCPWatLG6RpKjE6zV2coFXIk5UEDiQxvbOYQN0Pyypldmtq7P196GuiIzhNyvo9t01seoo7IezmupBhGU76Prr+OVMg/OkCL1oqsYDA7amVblIBPcUIZQhDXcPbU8VbtFtQD8PtgMty53zmYVFADb/GJKmJyvcf9Ta9p0k2rx66XW2Co5SWZjp/gOGkxuJ9Qfma74Uw/Fq3uHFFjKNbNuRFItkhOorqFjIZwzfLrLtvZUIIOQMzSKTsFAHyEvtmMYvWZUH1EuG2xqBuzZsRuhpW6nrchFb59bIWSrL2qJnSFVJR6wlW7Z0kmqQBFJQUvFXoQTE4h1lX/AFc63f5WG4CWqh6R2NvtOpcj6pbpuHrMQeQdNYto0kTrPDEAPEpUhEglMcSlFQUyAPkcoDq45j8eeQ3Pu0eoPyH0Dp7kNrqnK1bVEJAM7DUVK3P7Ad16zLzUidhETiBBMKbdUiCAvEARXWDw8Tk7EcXCXCUcN/5rAn9hOyskMRI1LqLAAFe8SdWCK3cQgDoV/wDLQx+2xu3FKg8m0wSSCAoEjnW8St+pXxQvtM3FZ9e2rYNjnKVW/rXKVlzr2yR1gXjDAb2XjSGdME37xqoYglK4bIKpiP3GHKkcK/Vqqd74Y6N5Kcw7TG1K/wCyXip6vUqhqe3pyLlH4VFyLVhFqJO382CCavakoySFmoBgEniACIxBx41nY9xcjbNv+f2H6o25rbWtRWOqMpTbuooShRJAkVG51IpNqhDRT+Rde4zSVKommu1J4G6V8lAA0M8Xdf7g4nRfo68mdp8f+QVjoNY4wOtUW6HgKTJTFh17OuBiHSS7mBbIqSHioWPcNVBSQOdIwEA4FKbvNVhQHbWYBCCTkLJ4k42nX2VpZ5G4CpK4fPcJKDQJILYGCYFgeMae0uNHMIQQGgruFmfU14OQOo9fbzkt8R5NaWmxOqhDO0YSTXcrTzdBwstFrMU2xnTZ8UrJwX4ZdJNUVClSAoqKEIb49kep9wm1I+i4u/bVs8PKrVxlbn7RGiWF4vVoZ0UTIPZ9JuxUNBpGADD3Ig28fE3l14j1ptqnHLetr25ozf8AK8ftr1ilXfne524yr8lX1gfVWtkp7qPRlphqUphjRXdNCriVfwMmZwiB/FQ/jnq7p1FyA0fzR9RGwzeyvUZpOs9uvYadrZdKacg73H21unAt41aMfuHcJJKxrlJRqsQoOVWzQUlynA4CKg5m1P2WsrDkfCeTdlYc2zz1a7rrIUkdkV0lm7t4RDeKAyo+8OY7a6gcco0W1ME/+IG1aRnplhJqHskNE2KvSsdOwD9sk9YvWaxVkHjdQoHTVSUKIlOQxTFMBgEQEBAQz08rLwv08w4/cS+OOkotLY7WMq9NioVs3uC7NabZpJNyFKg/UZCLUzhMABMwoCKfZPsiIdDlms9DjrSW7727ZlQSAeoBwawcHdZ7KO4hiAT5xTGMZlrTTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTII5S/wC7HyM/5Dn/APp6+TvkEcpf92PkZ/yHP/8AT18Ur6No7xYaxtFHpidB2HsGyz6D5yyawCTQ5k0moJCqZQXLhEPuXJ0BfIR6H5fd37VV3Vri1UFxsktha1qrNllmsipNmCPNEOUlPbVQdgsJQRUIf7IgYevuEBEBARg3e8m/qXITjvf1KdsOz1qPirK2eqwFfdypmyqxGYJFUK2TOJPMSH6E3QfZH5/Icgj9G9+aVyG2jZNc2d5Au9yOb9J1RNp8VINYtRsdu3UUaJiYVFiHBFwZEnkYO/uExRDOWjIE8+fQ9oFj+klvSZArtzAkDPTqArH/AHAL67TWwyK2Lr6dYQMrB3qmzMXKuDNIty0lEFkpJcCmMKTc5TCCpwKmcwlKIj0Uw9fIc++euNRqopls9qrlcMdu4dkB++Sb+SCJQMsqHmYOyJlMBjm+4oCAj1muaYqlyXhN5btpes7owZoXyBt9XrykQq1kZMWiSKD5YjExQVTM4IZwUCmKU5vHyEv2sxh9r3fFjr++I/ZkPcLdPV/WMnFQr87NRQZ17LF+JWSa+Jf2pkfZTa+JexAAKH7/AJwLnSTEECc/wBgPPVKxuIkjlU0QFlE4JA/v0k+QEGds4kCa2Y1nYuvrq9lY6m3um22QYiAPkIyUQdKMxHvoFSpmMJO+h/tdfdlaaxubXWgOP112ltaaf1+kMti2pm5dNot3IqEVdXF81QAG7RJVYwGWcJFExSCBAMJjCUpTGD7q7S5CC37pN9F1V/FVxrrB9Eu10WRk27dUrmPMi2UOBfEpwAFxKmI9/I4gHyHPhrG02+mOP112E6om0dlItdi2psMPTYJWYllxcXF83A6TRL7Z00xWBVQwfJNJNQ4/Ig5puIAygc2jzhyuOmoDG8TzAzltXCwk9AfdQ3ymPTlU87p3LrXjxqfYG8dxWUtO1bVoxaZnpUWi7oGDNIO1FRRbkUVOAB8+iEMb+4MqIT1TuEC1jf0xrsy+P7qSOTmY6Dba2s60laY05jAD6AZkjhWnGn2DmFxHFcpFKUTCYC/PPi9XWj3PZfpj85KBrun2fYF5l9cy7CKhIWPVfPpRwdEQKi3bIlMoqoYfkBClER/uyOF9VW8nqp8RthIa4spdfwvGy2QDicLEK/R8VIqTEAZFkd14e2k4Oki5MVETAcxE1RABApuqOHBe+LRMAznyt3X+ttV/m6xV/FEW7AuLk5x/6llB8rjN/L51Yab9RXhvBaa1HvpTcZZzXl9XUaUssHASkvLWdwmCnvIMoVm2VkVlkvZVBVIrfzREhgUAggIZ6GvvUB4h7SdadYUfcDaWkb5Oy9WrjVWGkWq55uNbGcvYx6ku3IaOepIpnUFs8BBUwFHxKbNEvF3VO7+MUzwM5R7J49cgJzXFQnN9Veyw8NS5GTn6r9OW1V5Gy5INBI75w1WRZin7jdFQwJuUjgApn8szGxccN9XzUPPTnJStIbSp+wg5AQG/tPUqShFWtjlm8BGR7F0J4oQ+IQcSrZtLIFaqFKuYqyXmQDG8clw9xGi5c7qRqb9wdqiQcd49kzXhABIXSBhiF+06s1q3lwzKvRyFuQRnurrVUMyBM6u8s7u7/wA7OJ2rHu+2GwdxRNXcaxGFTuouGDzwiXEqTzj2qahURK7duC+Pg1bCqt2omAkAVCAbJuPXLbQXKVO5p6YuMrLTVccoNbBCTVek6/NQaixBURF5FSjds8QIqQDGTOdICqAUwlE3iPXPtsriDyb2Fwh1Nyja1belB5B2Dk405K32Dga+zdXGChjC5ZMWraJlEFkV38bHGiT/AASyKhvNqqUqYqeIZfv08NZu7Dyf3tyknb96huz7E9pkLRxsW6taw9DaS7ZB26dkSZRLeLinyirY7hUDOXLUExK58U1D+IgWfBWy2pb3dZcMOh7JGPWR2jNaBwO7qDEgrVXFXAAGs95Tsf2h2jL4QezAuxkgMFKgd+rwci+eXFfilYoen7t2RJw1vexis4WJhaxL2F60ikz+Cki7bxbVyo0ZFMAlF0uVNEBKYPP7I9SBROUmgdn7CidXa72XC3S4v6Mx2SwTjkll2r6tO1zoNpBF6UnwyiaiiRwAhVBP0HkJQKICOs3Y9huvDz1IuTXIq68eORO99RbP1bU4StyGu6W8tK0bKxC8mDiHeNmZFFGhHASKCxHCpSNhH3AOoUS5hNWnb1oPnRqjkjsPhvuPVWuLfxqjKY3rWuqg8tyFKsTacXfDCu/oZqYjTtF8QCuVCJNPMihRVAC9jVwTaymvZi4JHKFvlRG5Zmt2x46sDv2ybuMXQbgTdQhHjqNnUfAKHuT4rJPdcVeeweqLwarNX1ncJPc8itD3N3YI+qpsafOPXk+7hnoMpFu1ZN2Z3CiyTgfAEgT81ehMkChQEwfvN+p5wiruxXmsZnb8wzm2k43rMjKfU2dPX4eYWFMqcc+sBWQxjN4Jl0iC3XckUKc4EMUDfLNN3A3QW+Yu/ej3Ydk8edr0RzWZ7kLIWVKWr7goVBWRk3BmXxi3h7aPxBFR9lQTAVcpvJMTlEBHINztdu6i3Bud/wAGte+orqjkHObNGTkNVzGvD2TUOx1F36IOpk80q1VZxCTpEoujqISTVVM4D5NxP2UZ8GNV21bu/fnblDhfHEaiSNR2IUjURDijFu49r7rEZ5ga4PLOF3gEkyynSDuB3D6lPCzQ2wbRrLZ24XcRZq+Vqe0LsKtMykXTSuCgdEZyVZNFmUSByHIcPjVkfsGKb+yIDmYTPOri3B7+jOLi+yH8pvd43iHqEBFVuVkjfByIrA0eHcNWyiCbMwtlQO6OoCKI+37p0/dT89PFiDaPHCn+rvxos/FTkluXYe57na7NrmRqlHezMHb2s5Ctmbds9mEUzM4wWiqR0FfpBRApUkynJ5lEMnv06uM21dBcztpNNlVKwrpw/GfTNETtyket9HTElHEmE37do+MUE1zJn+HMchTCYoKIiYA8i9v0cO0RHu4kWyfNrbu6Do1tlVGOcvOkEQXHns9fZ5ILAeQu2kRz4XFdnAxhD3jk1tF5D8otG8VavX7dvK5uKvHzEsjAwrRjDvpiTnZJQpjkaMI2PRXdu1hKmofwRSOYCkMYQAAEcofoz1UdVXy1eoPcdjX3XlN4v6jn6zEw1iVjn7F+p8fENnC7aRbOBFf48r1wdqRqVuksBgKkKRlPv/r1E4W8Uvkz6b/LWN1VtLcWqta2i0N7hHUuvuZ6XikZaDUZtpNGLaFO5dERVACHBBM6hSLiYCiAGzVLatR8h9v7K5vcnq1xK31CVBhyf0/uGPqctWVo6Xv9ah4lqg8WYs1wJ77ookM5+FEQWA6IJHKRb9mFPDMWuEMYXAJ5JN2wpY5zCM7zIGkEfdYi26sAQJOkkDmxC3CFHSSqrkGCwJ+JQd6Ne9TjhPY4idl09tTtcUipqAgJSMsVKnoOWi3Uw7IzjDuYt+yReItXLhQqZHh0it++xFQAARCaG3Ljjq63VuHjwjs2ODcNArbW3W+HOzdE+holcpjpuTODJAgoHiXyMRM5zkAxBOUoKE8tI/IDRt99SXdPL7b+udP7x1XrcnGZfXFak71TpCrSNkugTP0ywUaxkiki99lkszbD76iRCmUXEExOAGNlN9hah5qbC0ZX+XUBxx3rV+RvJSx3jV94gD1l4lL0Gt2BCPi4+QlWopgo0bskKw0WMqqBSpg8EREPMBGSLcdIUaX0sYP7TM1uwvXvsvaMdltsBvDHhNtH75lNSiRyVVS5dY/wqzW1Akm4ueajfcX1a+BThm6dxO2rtaFW9YiLs6ZQmtrRKPmdfkWoumsouzaxyi6TMyIAc65yARHyKCopmMUBvpQ73TtoUio7J15ZIm4UOfjW0xDSrBUFW8kyXTKokukcP7RDkOUwD/cOanOOmgJvV/Nv1MxitX2eB1m51lrKsU+SUiFk2cuiwh5JA7Vk4Eng4FETIkORMTeBjlAwAJg7n/0lKVc9b+mfwgoWxKlZ6FeYjXUQwlIWaYKsX0Y4IiAGRcNlilUSUL9wkMUBD+7Nf2TNf7OdKFdM7lWN0Z8QEWYxLHG1ZFa4Bb1gAkHV5hbRx4S7Dn8IzvWxDGMZnrRTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTGMYpTIz2TRpe4fUqUrc9FV201+XPMRrh/HHfNfdOxdMzAsgmsgc5fafLCHShejAUfmAdDJmMUqCPq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmTvjFKgj6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55k74xSoI+r3Jz+b2iPw5kPzzH1e5Ofze0R+HMh+eZO+MUqCPq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmTvjFKgj6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55k74xSoI+r3Jz+b2iPw5kPzzMXi9V72hbParlGbL0Q2sk2VqSTc/o/lDfEg3IYiP2DTolJ4lOYPsgHffz7yz+MUqCPq9yc/m9oj8OZD88x9XuTn83tEfhzIfnmTvjFKgj6vcnP5vaI/DmQ/PM8C2ay3xfqraKJcNsafXqc3GuoiTJH0N62dGarpGSU9lY8woVNTxOboxiHAB67KP3ZZbGKUD7vv7xjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUxjGKUzD9h01lsWgXjX0k5WZx07DvIZwsmHZ0k3CJ0jGKH94AcRzMMYpUFHr/JkTnFPbeiiJiI+JTa7kDCAf3CP02Hf/r0Gfz9XuTn83tEfhzIfnmTvjFKgj6vcnP5vaI/DmQ/PMfV7k5/N7RH4cyH55ngVyb3vshvN2Oo3jUtRgEZ6ahUGMlTXki4J8BJOWInM4TlG5TeYtBU6BMvj59fPrsff+r3Jz+b2iPw5kPzzFKfV7k5/N7RH4cyH55mda0pSlAqoQDiSRl36slJy7twk3FBNR09fLvVvbSMdQSJgo5UApROYQKAAJh+/MF+r3Jz+b2iPw5kPzzMr1HcJW8Uw8vOFj/phtMzUG5O0RMii4UYSbliKxEjHOZMqgtfPwE5hL5deQ9d4pUmYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKoI/vFp17xylrDT5T6ImDbfmmBlvYTV7QXvLtFUnioUxftJqHL312HfYCAgA5nGzd5WjWu3NrkOAztLr2qvrenDfs0fiHpHjgph+I9syhfIiRSdD5FD7/HvvtV9XNttaBulHfSj+uLrbAtj9m+RSKc7NyhbX7hBUCH+ycoHTTESj8jFEQ7DvvMZ2hou9k1xyPvFpth9r7RmaE5rTBCGgBYpJtiEXUIii1KquoosdVYREfMe/sgUoZRcdlRjzGs+9vSo9H70HHPer7SKzqp56R7OCT6rjry2qXqLu6yzFyqNM2DrtpQ3tjg1Z6BUbTX0gCyaXte83cgKCXsuCFcJG8SiqQQ8uj9h0OBVhPdSvH66k49vNXMNq/pFtQslbk2drxIN/ri++KBUjRRNYVBbfEAmJTAAKimJgEoGAco1dpO2x1mpGwdlbENd5GDrxoaBaFhgjxj01wRFZR0b3T++5MCCRBMAJFAAN+zAR7zGa3VdqW3j/da7p7aLLSmw1diWlZrYHddTmyNUCXB6qumLJVVIp/eblVRA4nD2/eBQAMJAKO6+qhwF5H/rMT1GmNUTImJNYOGZmSW5gf7RPznev89QrkNdOJnCHlFyW11E1mevNIpshYoplNJKqsXThBPyKRwRJRJQUxEOhApyj/xDKPl5N+pGflprjicuvwyjJK/6ufbPiLD9VZpdOgFZO2jdzHPWf0qQZwxjSTQhHKSsaAftTikPiUhthHNTjf8ArgcTeQXF765/o7+vdXe1v6c+jvj/AKK98nj73w3upe94/f4e4Tv/AMwZjy3FH3eYWneWH198fqnqya1p9AfRX/7Q+Ofxrv434r3v2fh9FeHs+2by97vzL4dGzcOo7cdp8GZ/+3dj3udlnfHJdc6eKb7Adl8ef/csxvj/AE+2xt66a1r6p9THlJyQrXDHUepKhoOk8ptijf1bVNzzKRkqxWGdVljRTx01jUXTd06F06M39lEztP2ynOJ1D+IeX3Vv1NOSFX2hVdY7xpOlG5qpv9tovbUxAtnxGipJiGTe12biirOTCySWcumbVdu4FyJTLfZV+QGGSKd6Utp1JWOP07pXk0ypvI3XFiv0nD2uSpH0jESsTZ5deReRMlDA/RUWSIZRqBFUniJwUagcPEDimGaK+l0xsHFvl5p3YO75K4b53PPGudk2SSvptSxljQI1LFuo6KKuYEWzAY2PFJuZwc4+ybyWETiYJcPdIi5dEkCWAjvN2qGE5KDZ1pkgazqggKwX7YJa3bMDUwVs91StwBm5sQ5R9idIAMHWDWfkT6u1+06PJOxMmfHmt6wabxgePes7NdZFWJiUp4WIuZ6Xn35nAJ/RrIwLJFTSKic6jRUgqdnAxJ94AeoybkpyF3jxZsu7eHXJez1esxN0ir7o+T96Blo12uu2VaOmYv5AzJ82WbkESC6UBRJykcAJ8y5kH/2W8AHC3RvGdPcUojuChWxDZcZsz6AQUUeXb4xw8dSrqLVUOmqi6VfvyqtRVH9i4MQqoCUpwtJxq0jvvWUteLNvvkHS9yzUqk0bMY2q66bVGEg0kfcEx0UBcvniq6wqAKh1nh0+kyARNPowmnwShNS3jqIxOYYC0gkcxN3W8FQdJCkxAWriiXAa2NM5jmv2jGDyP2WhDBI1AsBOWrRuDkzy+2Hy32xxO4VMuOdelNc0mGttsnNkRslJIyj2VUeAxiWSDF01Fv2nHKqKPFDqgT3UwBA/Q5l+leWG+rlzNjuMW3dX0jWChNBwmzJqMavDSL2JsLmXdMXLIsgmp7C7MhWxRIYqJTiIiYTfPwL+W8+EO35zkba+UfE/lEy4ybOtdQZUq6pytGTtLCaZsll1GLxugLxoZrIN/jXRCrCdVIxDlA6BvABzGlvT92/SNuaj3jojl5KRWy4jVyOprZLbIqylxc3KNSeC8TkBVI/YmbyZV1XJvdMKyAgr4i3ECgGVcESpQ3NpfUDvlL4UiMQGNrG+AYkOWu4wBjcFvomn0NkuD4mLsHoSCY0gU0o/qWc3d2l4H0vVFW4xQewtwTu24eSk5yHlF42uo1iUUQauk2yT8iqwnboHBREVQ9xY5BKdAgCGZAz9STk3L8tdgaAe7B4I6Tt8Hfi1eG1NsplMwVo2RCkURKaahJ1V2DNQHBFFV0GyDJ30BSpqKgYTGLPvGb0rDcc5jg/KG5BSWwR0y72U583tcKi4tX1odqOO1lSuRKgo29zoxykOC4gJgKgA+IftyN9OrkHyej7np7Z/NCBs/FObtaNlNBSmrW7m2wiRHpHZWEZYyvk0G6RDp+2ksaOUcJpj17pjB55ZwYCXbWvIzqnadYg9fgBxpIIZphghWHFHXbuacHUdMb6e/H/T94EQIwXBjm8c3ucF6Jzu27xgrfGJrorQk/L1lzCXGOlHM5sZ/Ex6LyTBq/bO0W8SmHvC3RMo2eCc6YmMBCiABkOh+ePJLllzFba10pD6QqnGZDVeutuvpSwRb93OrMZ4r46kYj7LxJAjgStExI5MQxEfbUAyS/ulFPIdlemptp/KcsKvoTl6TRmgN4STqZ2DW16GnMyrR88ZJMpFeAljPUSMDOkUCCb4hq8AigmUTAnfQWK498G6txw5EbI3LR7UJaXL6zpGs4iqjHiUYJlXgkCoqi9FUwriqSRKXxFIgk9nvyP5/Zj+ju7bQ3skC3I/fFt+1J6q13sygmAAQVVSQXHmdYs8y0fwm7a0AdGW12oY8ycFjBH18l+St601yT4BacrETU39Y2rdJ2uWFd+gsd0zbM66/kkjsjEVIQigrMkimFQqgCQTgBQEQMGv3k56m/JrU1q5kVTWGu9L2yYoe8dUauqzSVSeohKNLK2jDujPV03A+K5VJFQElU0wIQpS+SSwgPlsL5gcUbRyJmOOOx9YbYitNbr1ZcFLdV5aVrZp+LcGWjnUe6aP44jtmosiq3fKh2m5ROQxSmA3y6HUVzM9N3e1f1ttmyMNw7B3ptrb/JDT1wmZCp0kWq9JTjX8c0cPGrcirsAZNkm3xBTLeQIJJgCyi3R1TV8LniEFydJe2sdQ17h5joNHagkkRnkQas4gQrsh2tOfJwt4z4n/AE4iZ8xWyHR3JHkjB83LVwl5RONIXWZda2S2hU7TRYB/BIKMySPwDuPesHj5+YVklFGxyOCLAVQhzdpJiXodlOa/tA8N9mU3k5eeXvI7kBCb63K9pzbX0CSCpn1Ziq5ApvDPFSFamevVF3a64pnUXMsUvSRCkSTD5ZsBy8H7K2GjXDTG3xtp9Rb0A9WBMk5NMHtXI+HuxP8AAur3fUR0BAAAgBjGMhU6YxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKYxjFKiKw8ftDW6XeWC16S1HZ55wbzcPZGts3Lhc3951FExMYf/Uc8X9VrjH/AE56I/yhH/6WTvjFKgj9VrjH/Tnoj/KEf/pZMkNCw9di2UHX4mNgoVsT227RmgVFFAn/AJSJkAClD5j8gDPTxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilMYxilf/Z"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "z92ad4YINaqs"
   },
   "source": [
    "### Edit mode\n",
    "\n",
    "Эти сокращения доступны в редакторе. Здесь всё стандартно. Если вы не привыкли пользоваться такими сокращениями, то настоятельно рекомендуем потратить время и научиться: это сэкономит вам много времени в будущем.\n",
    "\n",
    "![edit_mode.png](attachment:edit_mode.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-07T23:23:06.687886Z",
     "start_time": "2019-10-07T23:23:06.685265Z"
    },
    "id": "wsv9p64gNaqs"
   },
   "source": [
    "Самые полезные команды (кроме очевидных) таковы:\n",
    "\n",
    "- `Shift + Tab` — показать описание функции, курсор должен стоять сразу после открывающей скобки;\n",
    "\n",
    "\n",
    "- `Ctrl + /` — закомментировать строку;\n",
    "- `Ctrl + D` — удалить строку;\n",
    "\n",
    "\n",
    "- `Ctrl + ↑` — перейти к началу ячейки;\n",
    "- `Ctrl + ↓` — перейти к концу ячейки;\n",
    "- `Ctrl + Shift + -` — разбить ячейку по текущей строке;\n",
    "\n",
    "\n",
    "- `Shift + ↑↓` — выделить ячейку выше/ниже текущей;\n",
    "- `Ctrl + Enter` — запустить выделенные ячейки;\n",
    "- `Shift + Enter` — запустить ячейку и перейти на одну ниже, что удобно, когда последовательно запускаете сразу много."
   ]
  },
  {
   "attachments": {
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     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "id": "i9f9HyxFNaqt"
   },
   "source": [
    "## 5. Магия `Jupyter`\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:jupyter_magics.jpg\" width=\"500\"/>\n",
    "</div>\n",
    "\n",
    "`jupyter magics` — метаязык, команды которого обычно начинаются с `%` или `%%`.Работают они или нет — зависит от реализации. Стандартные `jupyter-magics` поставляются с ядром `IPython`. Для других языков или ядер набор команд может быть другим.  \n",
    "\n",
    "Давайте посмотрим, какие команды есть.  \n",
    "\n",
    "*P.S. Если вам захочется узнать больше, можете посмотреть [замечательный доклад с PyCon Canada](https://www.youtube.com/watch?v=zxkdO07L29Q).*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:55:19.295575Z",
     "start_time": "2019-10-09T17:55:19.284258Z"
    },
    "id": "WVyTESqPNaqt",
    "outputId": "3d359bde-e2d4-4a15-9001-533b59ad9382"
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "cell": {
        "!": "OSMagics",
        "HTML": "Other",
        "SVG": "Other",
        "bash": "Other",
        "capture": "ExecutionMagics",
        "debug": "ExecutionMagics",
        "file": "Other",
        "html": "DisplayMagics",
        "javascript": "DisplayMagics",
        "js": "DisplayMagics",
        "latex": "DisplayMagics",
        "markdown": "DisplayMagics",
        "perl": "Other",
        "prun": "ExecutionMagics",
        "pypy": "Other",
        "python": "Other",
        "python2": "Other",
        "python3": "Other",
        "ruby": "Other",
        "script": "ScriptMagics",
        "sh": "Other",
        "svg": "DisplayMagics",
        "sx": "OSMagics",
        "system": "OSMagics",
        "time": "ExecutionMagics",
        "timeit": "ExecutionMagics",
        "writefile": "OSMagics"
       },
       "line": {
        "alias": "OSMagics",
        "alias_magic": "BasicMagics",
        "autoawait": "AsyncMagics",
        "autocall": "AutoMagics",
        "automagic": "AutoMagics",
        "autosave": "KernelMagics",
        "bookmark": "OSMagics",
        "cat": "Other",
        "cd": "OSMagics",
        "clear": "KernelMagics",
        "colors": "BasicMagics",
        "conda": "PackagingMagics",
        "config": "ConfigMagics",
        "connect_info": "KernelMagics",
        "cp": "Other",
        "debug": "ExecutionMagics",
        "dhist": "OSMagics",
        "dirs": "OSMagics",
        "doctest_mode": "BasicMagics",
        "ed": "Other",
        "edit": "KernelMagics",
        "env": "OSMagics",
        "gui": "BasicMagics",
        "hist": "Other",
        "history": "HistoryMagics",
        "killbgscripts": "ScriptMagics",
        "ldir": "Other",
        "less": "KernelMagics",
        "lf": "Other",
        "lk": "Other",
        "ll": "Other",
        "load": "CodeMagics",
        "load_ext": "ExtensionMagics",
        "loadpy": "CodeMagics",
        "logoff": "LoggingMagics",
        "logon": "LoggingMagics",
        "logstart": "LoggingMagics",
        "logstate": "LoggingMagics",
        "logstop": "LoggingMagics",
        "ls": "Other",
        "lsmagic": "BasicMagics",
        "lx": "Other",
        "macro": "ExecutionMagics",
        "magic": "BasicMagics",
        "man": "KernelMagics",
        "matplotlib": "PylabMagics",
        "mkdir": "Other",
        "more": "KernelMagics",
        "mv": "Other",
        "notebook": "BasicMagics",
        "page": "BasicMagics",
        "pastebin": "CodeMagics",
        "pdb": "ExecutionMagics",
        "pdef": "NamespaceMagics",
        "pdoc": "NamespaceMagics",
        "pfile": "NamespaceMagics",
        "pinfo": "NamespaceMagics",
        "pinfo2": "NamespaceMagics",
        "pip": "PackagingMagics",
        "popd": "OSMagics",
        "pprint": "BasicMagics",
        "precision": "BasicMagics",
        "prun": "ExecutionMagics",
        "psearch": "NamespaceMagics",
        "psource": "NamespaceMagics",
        "pushd": "OSMagics",
        "pwd": "OSMagics",
        "pycat": "OSMagics",
        "pylab": "PylabMagics",
        "qtconsole": "KernelMagics",
        "quickref": "BasicMagics",
        "recall": "HistoryMagics",
        "rehashx": "OSMagics",
        "reload_ext": "ExtensionMagics",
        "rep": "Other",
        "rerun": "HistoryMagics",
        "reset": "NamespaceMagics",
        "reset_selective": "NamespaceMagics",
        "rm": "Other",
        "rmdir": "Other",
        "run": "ExecutionMagics",
        "save": "CodeMagics",
        "sc": "OSMagics",
        "set_env": "OSMagics",
        "store": "StoreMagics",
        "sx": "OSMagics",
        "system": "OSMagics",
        "tb": "ExecutionMagics",
        "time": "ExecutionMagics",
        "timeit": "ExecutionMagics",
        "unalias": "OSMagics",
        "unload_ext": "ExtensionMagics",
        "who": "NamespaceMagics",
        "who_ls": "NamespaceMagics",
        "whos": "NamespaceMagics",
        "xdel": "NamespaceMagics",
        "xmode": "BasicMagics"
       }
      },
      "text/plain": [
       "Available line magics:\n",
       "%alias  %alias_magic  %autoawait  %autocall  %automagic  %autosave  %bookmark  %cat  %cd  %clear  %colors  %conda  %config  %connect_info  %cp  %debug  %dhist  %dirs  %doctest_mode  %ed  %edit  %env  %gui  %hist  %history  %killbgscripts  %ldir  %less  %lf  %lk  %ll  %load  %load_ext  %loadpy  %logoff  %logon  %logstart  %logstate  %logstop  %ls  %lsmagic  %lx  %macro  %magic  %man  %matplotlib  %mkdir  %more  %mv  %notebook  %page  %pastebin  %pdb  %pdef  %pdoc  %pfile  %pinfo  %pinfo2  %pip  %popd  %pprint  %precision  %prun  %psearch  %psource  %pushd  %pwd  %pycat  %pylab  %qtconsole  %quickref  %recall  %rehashx  %reload_ext  %rep  %rerun  %reset  %reset_selective  %rm  %rmdir  %run  %save  %sc  %set_env  %store  %sx  %system  %tb  %time  %timeit  %unalias  %unload_ext  %who  %who_ls  %whos  %xdel  %xmode\n",
       "\n",
       "Available cell magics:\n",
       "%%!  %%HTML  %%SVG  %%bash  %%capture  %%debug  %%file  %%html  %%javascript  %%js  %%latex  %%markdown  %%perl  %%prun  %%pypy  %%python  %%python2  %%python3  %%ruby  %%script  %%sh  %%svg  %%sx  %%system  %%time  %%timeit  %%writefile\n",
       "\n",
       "Automagic is ON, % prefix IS NOT needed for line magics."
      ]
     },
     "execution_count": 2,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%lsmagic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aVaOKXLVNaqv"
   },
   "source": [
    "А если вы хотите почитать краткую справку по `IPython`, используйте команду"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:55:19.887868Z",
     "start_time": "2019-10-09T17:55:19.876857Z"
    },
    "id": "F5L9EfTfNaqv"
   },
   "outputs": [],
   "source": [
    "%quickref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AtOwKItbNaqw"
   },
   "source": [
    "Видно, что команды делятся на два типа: `line magics` и `cell magics`. Как следует из названия, разница между ними в том, что `cell magics` влияют на состояние всей ячейки, и работают только если написаны в самом её начале, в то время как `line magics` могут быть написаны в любом месте и либо влияют на строку с кодом, скажем, замеряют время исполнения, как `%timeit`, либо выполняют какую-то системную команду (как `%ls`). Если вы забыли, что делает конкретная команда, то добавьте перед ней знак вопроса — откроется справка."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:55:20.256519Z",
     "start_time": "2019-10-09T17:55:20.246267Z"
    },
    "id": "vo8BcZHFNaqw"
   },
   "outputs": [],
   "source": [
    "?%time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-07T23:55:12.935642Z",
     "start_time": "2019-10-07T23:54:27.151676Z"
    },
    "id": "Fm2QDIV-Naqw"
   },
   "source": [
    "К слову, таким же образом можно вызвать справку для произвольной функции. Синтаксис привычен тем, кто работал с `R`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-07T23:56:53.714515Z",
     "start_time": "2019-10-07T23:56:53.695531Z"
    },
    "id": "yZK6m9bVNaqx"
   },
   "outputs": [],
   "source": [
    "?range"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "U0dJrR5yNaqx"
   },
   "source": [
    "Давайте посмотрим на эти команды поближе:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "b7KU4erWNaqx"
   },
   "source": [
    "### `%load_ext`, `%autoreload`\n",
    "\n",
    "`%load_ext` позволяет загружать сторонние модули (например, `Cython`).  Нам важно, что с её помощью можно активировать самую важную команду — `%autoreload`. Без неё вам пришлось бы перезапускать ядро каждый раз, когда вы меняете библиотеки со своим кодом. `autoreload` делает это за вас, в больших проектах это незаменимо."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:56:53.733847Z",
     "start_time": "2019-10-09T17:56:53.722628Z"
    },
    "id": "L14gAAUrNaqy"
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "# здесь 2 означает, что все библиотеки будут подгружаться заново,\n",
    "# если только явно не указано иное\n",
    "%autoreload 2 \n",
    "\n",
    "import jupyter_lesson"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a download=\"jupyter_lesson.py\"  href=\"https://mipt-stats.gitlab.io/courses/python/jupyter_lesson.py\">Скачать файл jupyter_lesson.py</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LNYUvTYPNaqy"
   },
   "source": [
    "### `%matplotlib`\n",
    "\n",
    "Скорее всего, эту команду вам придётся писать в начале каждого домашнего задания.  Она определяет, каким образом будут отображаться ваши графики. Есть два основных варианта: `inline` и `notebook`.  Разберёмся, в чём между ними разница:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:57:35.330836Z",
     "start_time": "2019-10-09T17:57:35.083537Z"
    },
    "id": "ChDMDkf9Naqy",
    "outputId": "dcf2df06-8796-4db6-ce58-37f01653faef"
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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\" width=\"432\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook \n",
    "\n",
    "jupyter_lesson.plot_batman()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "O3z_NFzZNaqz"
   },
   "source": [
    "Видно, что открылось интерактивное окошко, в котором можно масштабировать участки графика по своему усмотрению. Это удобно, когда хочется рассмотреть детали, но требовательно к ресурсам при сложных визуализациях. А ещё работает не всегда."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:57:27.417697Z",
     "start_time": "2019-10-09T17:57:27.304286Z"
    },
    "id": "eLFKJC7NNaqz",
    "outputId": "cb7f4050-59f2-4fb1-cadc-b0b516db34af"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "jupyter_lesson.plot_batman()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CK5TdlNbNaqz"
   },
   "source": [
    "В этом режиме в ноутбук просто вставляется статическая картинка.  Именно этим режимом вы будете пользоваться чаще всего."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dqFw3GAoNaqz"
   },
   "source": [
    "### `%time`, `%timeit`, `%%time`\n",
    "\n",
    "Эти три команды замеряют, как долго исполняется код.  Коменда `%timeit` запускает команду несколько раз. По результатам вычисляется среднее и стандартное отклонение. Это уместно, если функция зависит от случайных битов. Для примера напишем функцию, которая генерирует случайное число и засыпает на одну секунду, если оно нечётное."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:36:25.515732Z",
     "start_time": "2019-10-09T17:36:25.512886Z"
    },
    "id": "p6zYBVt_Naq0"
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "\n",
    "def sleep_if_odd():\n",
    "    rvs = np.random.randint(low=0, high=int(1e9)) \n",
    "    randbit = rvs % 2\n",
    "    if randbit % 2 == 1:\n",
    "        time.sleep(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T17:36:06.903098Z",
     "start_time": "2019-10-09T17:36:05.899181Z"
    },
    "id": "8TyrsvP-Naq0",
    "outputId": "0705d6c1-699e-4b3d-be37-604725ae727b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 68 µs, sys: 16 µs, total: 84 µs\n",
      "Wall time: 92.7 µs\n"
     ]
    }
   ],
   "source": [
    "%time sleep_if_odd()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IzsDbdZuNaq0"
   },
   "source": [
    "При использовании `%timeit` можно указать, сколько раз нужно запустить функцию. Синтаксис — `%timeit -n` Дефолтное значение — 7."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T19:17:53.490855Z",
     "start_time": "2019-10-09T19:17:19.221307Z"
    },
    "id": "IkUn0voNNaq1",
    "outputId": "c9f47d98-af5e-4c97-feac-a0e1309f573c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "529 ms ± 116 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 10 sleep_if_odd()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I4IVQThpNaq1"
   },
   "source": [
    "Видно, что только результаты `%timeit` отражают реальное поведение функции. Это стоит иметь в виду при тестировании кода."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A3tjQbAvNaq1"
   },
   "source": [
    "### `%system`, `%%bash`\n",
    "\n",
    "Позволяет выполнять системные команды так, будто вы работаете в терминале."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T18:08:35.316032Z",
     "start_time": "2019-10-09T18:08:35.089326Z"
    },
    "id": "0mYT5xd0Naq1",
    "outputId": "95ed4664-8aca-4930-dcae-b721cfa21646"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Mon Feb  8 10:13:57 MSK 2021']"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%system date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zZY86hJ1Naq2"
   },
   "source": [
    "Отметим, что для этого есть удобный альтернативный синтаксис:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T18:09:01.087908Z",
     "start_time": "2019-10-09T18:09:00.962325Z"
    },
    "id": "OX7ma3npNaq2",
    "outputId": "bcf88403-2f7c-4a49-da9d-b8feae7fcfd1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mon Feb  8 10:14:07 MSK 2021\r\n"
     ]
    }
   ],
   "source": [
    "!date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4uid1UwHNaq2"
   },
   "source": [
    "С помощью команды `%%bash` можно вызвать многострочный скрипт на баше:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T19:19:26.772744Z",
     "start_time": "2019-10-09T19:19:26.557139Z"
    },
    "id": "w8lN8P4YNaq2",
    "outputId": "6a39c51a-c960-481c-ffdb-9475406feaa2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{IPython,\n",
      "and,\n",
      "bash\n",
      "are,\n",
      "friends!}\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "\n",
    "for word in {'IPython', 'and', 'bash' 'are', 'friends!'}\n",
    "do\n",
    "    echo $word\n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eULAgggSNaq3"
   },
   "source": [
    "### `%%writefile`, `%pycat`\n",
    "\n",
    "Эти функции позволяют вам сохранить ячейку с кодом в питоновский файл и вывести его содержимое с подсветкой синтаксиса.  \n",
    "Это пригодится вам при работе с `Google Colab` (там нельзя менять `.py`-файлы, только перезаписывать)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T19:22:25.963722Z",
     "start_time": "2019-10-09T19:22:25.952862Z"
    },
    "id": "GYTWr0bINaq3",
    "outputId": "decbd030-b7f0-41d5-96cf-e54a41fdf400"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting test.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile test.py\n",
    "print(\"Hello, World!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T19:22:17.296803Z",
     "start_time": "2019-10-09T19:22:17.286167Z"
    },
    "id": "fRhMxGzaNaq3"
   },
   "outputs": [],
   "source": [
    "%pycat test.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-09T19:22:24.499281Z",
     "start_time": "2019-10-09T19:22:24.372809Z"
    },
    "id": "wuCubM-SNaq3"
   },
   "outputs": [],
   "source": [
    "!rm test.py"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
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