{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "61dfd630",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_palette(\"colorblind\")\n",
    "palette = sns.color_palette()\n",
    "figsize = (10, 6)\n",
    "legend_fontsize = 13\n",
    "\n",
    "from matplotlib import rc\n",
    "rc('font', **{'family': 'sans-serif'})\n",
    "rc('figure', **{'dpi': 120})\n",
    "\n",
    "rng = np.random.default_rng(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10a28b95",
   "metadata": {},
   "source": [
    "# Как компьютер учится на примерах\n",
    "\n",
    "Ноутбук к лекции об обучении с учителем. Здесь ровно один сюжет — **правило с настраиваемыми\n",
    "числами, которые подбираются по примерам с известными ответами** — но с разных сторон:\n",
    "\n",
    "1. потерянный прайс-лист: из трёх чеков восстанавливаем правило;\n",
    "2. данные и настройки: что именно меняется при обучении;\n",
    "3. промахи: зачем нужен численный критерий и почему ошибка — функция от настройки;\n",
    "4. подбор настройки руками, а потом той же процедурой — программой;\n",
    "5. четвёртый чек: правило против таблицы ответов;\n",
    "6. второй копицентр: две настройки и выбор семейства правил;\n",
    "7. третий копицентр: когда ответ по данным восстановить нельзя;\n",
    "8. почему нельзя просто перебрать все настройки;\n",
    "9. направление улучшения: производная на одном чеке и зачем нужен квадрат;\n",
    "10. «чуть-чуть повернуть» для любой модели, градиентный спуск и размер шага;\n",
    "11. две настройки: ландшафт ошибки, узкая долина и масштаб входа;\n",
    "12. зубрёжка против понимания: сколько настроек — хорошо;\n",
    "13. скидка после третьей страницы: перелом, который модель находит сама;\n",
    "14. та же схема с 25 настройками — нейросеть, и почему ступенька не обучается;\n",
    "15. классификация: где граница, и почему на выходе уверенность, а не ответ."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15927716",
   "metadata": {},
   "source": [
    "## 1. Мы потеряли прайс-лист\n",
    "\n",
    "Копицентр, прайс-лист потерян, но сохранились три чека. Нужна программа, которая\n",
    "по числу страниц оценивает стоимость печати. Какое правило вы предложите?\n",
    "Сколько по вашему правилу будут стоить пять страниц?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8f2a07b2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  страниц   заплачено\n",
      "        1       30 ₽\n",
      "        2       60 ₽\n",
      "        3       90 ₽\n",
      "\n",
      "Правило: стоимость = 30 × число страниц\n",
      "Проверка на чеках: [30. 60. 90.]\n",
      "Пять страниц:      150 ₽\n"
     ]
    }
   ],
   "source": [
    "pages = np.array([1., 2., 3.])          # сколько страниц напечатано\n",
    "paid = np.array([30., 60., 90.])        # сколько заплачено, ₽\n",
    "\n",
    "print(\"  страниц   заплачено\")\n",
    "for x, y in zip(pages, paid):\n",
    "    print(\"  %7.0f   %6.0f ₽\" % (x, y))\n",
    "\n",
    "price_per_page = 30.\n",
    "print(\"\\nПравило: стоимость = %.0f × число страниц\" % price_per_page)\n",
    "print(\"Проверка на чеках: %s\" % (price_per_page * pages))\n",
    "print(\"Пять страниц:      %.0f ₽\" % (price_per_page * 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c33c726",
   "metadata": {},
   "source": [
    "Нам дали несколько примеров, а мы восстановили правило, которое можно применить к новому заказу.\n",
    "Это и есть задача машинного обучения — пока без единого специального слова.\n",
    "\n",
    "Одно предположение мы сделали молча: *каждая страница стоит одинаково, и других платежей нет*.\n",
    "Внутри этого предположения мы искали одно неизвестное число. Три чека сами по себе\n",
    "не доказывают, что копицентр так работает при любом заказе; к этому вернёмся."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a36093a3",
   "metadata": {},
   "source": [
    "## 2. Данные и настройки\n",
    "\n",
    "Запишем правило с буквами: $\\text{стоимость} = c \\cdot x$. Здесь $x$ — сколько страниц\n",
    "принёс клиент (у каждого заказа своё), а $c$ — какую цену страницы программа сейчас\n",
    "предполагает (**одна и та же для всех заказов**).\n",
    "\n",
    "Два разных действия. В каком из них мы меняем данные, а в каком — настройку программы?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bef03567",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Действие 1: c = 30, заказ меняется с 2 страниц на 5:   60 ₽ → 150 ₽\n",
      "Действие 2: заказ из 2 страниц, c меняется с 10 на 20: 20 ₽ → 40 ₽\n"
     ]
    }
   ],
   "source": [
    "def predict(c, x):\n",
    "    return c * x\n",
    "\n",
    "\n",
    "print(\"Действие 1: c = 30, заказ меняется с 2 страниц на 5:   %.0f ₽ → %.0f ₽\"\n",
    "      % (predict(30, 2), predict(30, 5)))\n",
    "print(\"Действие 2: заказ из 2 страниц, c меняется с 10 на 20: %.0f ₽ → %.0f ₽\"\n",
    "      % (predict(10, 2), predict(20, 2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d53a5d96",
   "metadata": {},
   "source": [
    "Действие 1 — **применение модели**: пришёл новый заказ, подставили новое число страниц\n",
    "в уже настроенное правило. Действие 2 — изменение самой модели; подбор $c$ по примерам —\n",
    "это **обучение**. Слово «параметр» — это и есть число внутри правила, которое мы подбираем\n",
    "по данным. Здесь он один.\n",
    "\n",
    "```text\n",
    "До обучения:    стоимость = неизвестная цена × число страниц\n",
    "После обучения: стоимость = 30 × число страниц\n",
    "```\n",
    "\n",
    "Контрольный вопрос: клиент принёс семь страниц. Какое число надо заменить —\n",
    "число страниц или найденную цену страницы?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "748d59af",
   "metadata": {},
   "source": [
    "## 3. Промахи и функция ошибки\n",
    "\n",
    "Возьмём заведомо плохую настройку $c = 10$. Для заказа из двух страниц программа\n",
    "предсказывает 20 ₽, в чеке 60. Промахнулась на 40 рублей. Это и есть ошибка предсказания —\n",
    "обычный промах в рублях. Теперь сравним несколько настроек сразу на всех трёх чеках."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "561180a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  цена страницы   ответы для 1, 2, 3 стр.   промахи          средний промах\n",
      "             10   10, 20, 30                20, 40, 60           40 ₽\n",
      "             20   20, 40, 60                10, 20, 30           20 ₽\n",
      "             30   30, 60, 90                0, 0, 0               0 ₽\n",
      "             40   40, 80, 120               10, 20, 30           20 ₽\n"
     ]
    }
   ],
   "source": [
    "def mean_miss(c, x=pages, y=paid):\n",
    "    \"\"\"Средний промах в рублях: модель c·x против чеков.\"\"\"\n",
    "    return np.mean(np.abs(y - predict(c, x)))\n",
    "\n",
    "\n",
    "print(\"  цена страницы   ответы для 1, 2, 3 стр.   промахи          средний промах\")\n",
    "for c in [10, 20, 30, 40]:\n",
    "    answers = predict(c, pages)\n",
    "    misses = np.abs(paid - answers)\n",
    "    print(\"  %13.0f   %-24s  %-16s %6.0f ₽\"\n",
    "          % (c, \", \".join(\"%.0f\" % a for a in answers), \", \".join(\"%.0f\" % m for m in misses), mean_miss(c)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07274c5f",
   "metadata": {},
   "source": [
    "Раньше мы говорили «правило получше». Теперь есть точный способ сравнения: для каждой\n",
    "настройки — одно число, средний промах в рублях.\n",
    "\n",
    "**Функция ошибки** — это правило вычисления: получает настройку, проверяет её на известных\n",
    "чеках, выдаёт средний промах. Поставили 10 — получили 40. Поставили 20 — получили 20.\n",
    "Поставили 30 — ноль. Чеки зафиксированы, меняется $c$ — поэтому ошибка является\n",
    "функцией *от настройки*.\n",
    "\n",
    "Самый важный график лекции: две картинки с разными осями."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ce89e2ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1800x660 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cs_shown = [10, 20, 30, 40]\n",
    "cs_grid = np.linspace(0, 60, 300)\n",
    "xs = np.linspace(0, 3.5, 50)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5.5))\n",
    "ax1.scatter(pages, paid, marker=\"*\", s=250, color=\"black\", zorder=5, label=\"чеки\")\n",
    "for i, c in enumerate(cs_shown):\n",
    "    ax1.plot(xs, predict(c, xs), linewidth=2, color=palette[i], label=\"c = %d\" % c)\n",
    "ax1.set_xlabel(\"число страниц x\"); ax1.set_ylabel(\"стоимость, ₽\")\n",
    "ax1.set_title(\"«Какой ответ даст модель для этого заказа?»\")\n",
    "ax1.legend(fontsize=11)\n",
    "\n",
    "ax2.plot(cs_grid, [mean_miss(c) for c in cs_grid], linewidth=2.5, color=\"0.4\")\n",
    "for i, c in enumerate(cs_shown):\n",
    "    ax2.scatter([c], [mean_miss(c)], s=120, color=palette[i], zorder=5)\n",
    "    ax2.annotate(\"%.0f ₽\" % mean_miss(c), (c, mean_miss(c)),\n",
    "                 textcoords=\"offset points\", xytext=(8, 8), fontsize=11)\n",
    "ax2.set_xlabel(\"предполагаемая цена страницы c\"); ax2.set_ylabel(\"средний промах, ₽\")\n",
    "ax2.set_title(\"«Насколько хороша модель с этой настройкой?»\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f11cae57",
   "metadata": {},
   "source": [
    "Слева по горизонтали — число страниц, точка на графике — чек. Справа по горизонтали —\n",
    "*настройка*, точка на графике — качество одной настройки. Когда мы обучаем модель,\n",
    "мы двигаемся по правой картинке; на левой при этом поворачивается линия.\n",
    "\n",
    "Два вопроса, которые стоит разобрать сразу. *Почему берём величину промаха?* Один прогноз\n",
    "на 20 рублей выше чека, другой на 20 ниже — со знаками сумма ноль, а оба ответа ошибочные.\n",
    "*Зачем объединять несколько чеков?* Нам нужна одна цена страницы, которая работает\n",
    "на разных заказах, а не на одном."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b40444e",
   "metadata": {},
   "source": [
    "## 4. Подбор настройки — руками, потом программой\n",
    "\n",
    "Пять действий: выбрать текущую настройку; получить ответы на известные примеры; посчитать\n",
    "промах; попробовать изменить настройку; проверить, стало ли лучше. Начнём с $c = 10$\n",
    "и будем проверять соседей на 5 рублей левее и правее."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fa06c56c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  текущая  10.0 (промах  40.0) | соседи   5.0 →  50.0,  15.0 →  30.0  | переходим к 15.0\n",
      "  текущая  15.0 (промах  30.0) | соседи  10.0 →  40.0,  20.0 →  20.0  | переходим к 20.0\n",
      "  текущая  20.0 (промах  20.0) | соседи  15.0 →  30.0,  25.0 →  10.0  | переходим к 25.0\n",
      "  текущая  25.0 (промах  10.0) | соседи  20.0 →  20.0,  30.0 →   0.0  | переходим к 30.0\n",
      "  текущая  30.0 (промах   0.0) | соседи  25.0 →  10.0,  35.0 →  10.0  | лучше не стало, стоп\n",
      "\n",
      "Найденная цена страницы: 30 ₽\n"
     ]
    }
   ],
   "source": [
    "def improve_by_neighbours(c, step, error, max_rounds=20):\n",
    "    \"\"\"Проверяем соседние настройки; переходим к лучшей, пока есть улучшение.\"\"\"\n",
    "    history = [c]\n",
    "    for _ in range(max_rounds):\n",
    "        candidates = [c - step, c, c + step]\n",
    "        errors = [error(v) for v in candidates]\n",
    "        print(\"  текущая %5.1f (промах %5.1f) | соседи %5.1f → %5.1f, %5.1f → %5.1f\"\n",
    "              % (c, errors[1], candidates[0], errors[0], candidates[2], errors[2]), end=\"\")\n",
    "        best = candidates[int(np.argmin(errors))]\n",
    "        if best == c:\n",
    "            print(\"  | лучше не стало, стоп\")\n",
    "            break\n",
    "        print(\"  | переходим к %.1f\" % best)\n",
    "        c = best\n",
    "        history.append(c)\n",
    "    return history\n",
    "\n",
    "\n",
    "history = improve_by_neighbours(10., step=5., error=mean_miss)\n",
    "print(\"\\nНайденная цена страницы: %.0f ₽\" % history[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f95c1e77",
   "metadata": {},
   "source": [
    "Сейчас подбор выполняли мы (ну, цикл `for`). Но каждое действие здесь — умножить, сравнить\n",
    "с чеком, проверить соседей — программа умеет сама. Если программа сама выполняет этот\n",
    "подбор по примерам, мы говорим, что она **обучается**.\n",
    "\n",
    "```text\n",
    "выбрать начальную цену страницы\n",
    "повторять:\n",
    "    посчитать промах текущего правила на чеках\n",
    "    проверить цену немного меньше и немного больше\n",
    "    выбрать вариант с меньшим промахом\n",
    "```\n",
    "\n",
    "Число 30 можно было прямо написать в программе, зная тариф. А можно написать процедуру,\n",
    "которая найдёт его по чекам. Во втором случае число внутри правила определяют данные.\n",
    "\n",
    "*Что сохранилось в программе после обучения?* Число $c = 30$ и правило умножения. Всё.\n",
    "Это и есть ответ на вопрос «где хранится выученное»."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6bb1929",
   "metadata": {},
   "source": [
    "## 5. Четвёртый чек: правило против таблицы\n",
    "\n",
    "Зачем предсказывать ответ, который уже известен? Известные ответы нужны, чтобы настроить\n",
    "правило. Применять его хотим к новым заказам. Запишите прогноз для пяти страниц —\n",
    "и откроем четвёртый чек, который при подборе не использовался.\n",
    "\n",
    "Сравним два решения: программа, которая хранит таблицу «1 → 30, 2 → 60, 3 → 90»,\n",
    "и программа, которая хранит правило «умножить на 30»."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ec4c4570",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Четвёртый чек: 5 страниц, 150 ₽\n",
      "\n",
      "Таблица ответов: такого заказа в таблице нет\n",
      "Правило 30·x:    150 ₽\n"
     ]
    }
   ],
   "source": [
    "table = {1: 30, 2: 60, 3: 90}\n",
    "new_pages, new_paid = 5, 150\n",
    "\n",
    "print(\"Четвёртый чек: %d страниц, %d ₽\\n\" % (new_pages, new_paid))\n",
    "print(\"Таблица ответов: %s\" % table.get(new_pages, \"такого заказа в таблице нет\"))\n",
    "print(\"Правило 30·x:    %.0f ₽\" % predict(30, new_pages))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "452b982f",
   "metadata": {},
   "source": [
    "На старых заказах обе программы отвечают правильно. На новом у правила есть естественный\n",
    "способ получить ответ, у таблицы — нет. Успех на разобранных примерах ещё не означает,\n",
    "что найдено полезное правило; проверка на новых случаях — это идея **обобщения**.\n",
    "\n",
    "Но и правило может быть «таблицей в маскировке». Вот ещё одно правило, которое\n",
    "на трёх чеках не ошибается ни на рубль:\n",
    "\n",
    "$$30x + 10\\,(x-1)(x-2)(x-3).$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "04b4201c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "На чеках:    правило 30x → [30. 60. 90.],  многочлен → [30. 60. 90.]\n",
      "5 страниц:   правило 30x → 150 ₽,  многочлен → 390 ₽,  в чеке 150 ₽\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rule_line(x):\n",
    "    return 30 * x\n",
    "\n",
    "\n",
    "def rule_poly(x):\n",
    "    return 30 * x + 10 * (x - 1) * (x - 2) * (x - 3)\n",
    "\n",
    "\n",
    "print(\"На чеках:    правило 30x → %s,  многочлен → %s\" % (rule_line(pages), rule_poly(pages)))\n",
    "print(\"5 страниц:   правило 30x → %.0f ₽,  многочлен → %.0f ₽,  в чеке %d ₽\"\n",
    "      % (rule_line(5), rule_poly(5), new_paid))\n",
    "\n",
    "xs = np.linspace(0.5, 5.5, 200)\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.scatter(pages, paid, marker=\"*\", s=250, color=\"black\", zorder=5, label=\"три чека для подбора\")\n",
    "ax.plot(xs, rule_line(xs), linewidth=2.5, color=palette[0], label=\"30x\")\n",
    "ax.plot(xs, rule_poly(xs), linewidth=2.5, color=palette[1], label=\"30x + 10(x−1)(x−2)(x−3)\")\n",
    "ax.scatter([new_pages], [new_paid], marker=\"*\", s=250, color=palette[3], zorder=5, label=\"четвёртый чек\")\n",
    "ax.set_xlabel(\"число страниц\"); ax.set_ylabel(\"стоимость, ₽\")\n",
    "ax.set_title(\"Два правила одинаково объясняют прошлое, но по-разному предсказывают будущее\")\n",
    "ax.legend(fontsize=11, loc=\"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec06abb5",
   "metadata": {},
   "source": [
    "Оба правила проходят через три чека. Пять страниц: 150 против 390. Совпадения с обучающими\n",
    "данными недостаточно — поэтому четвёртый чек и был спрятан."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "088d2c6d",
   "metadata": {},
   "source": [
    "## 6. Второй копицентр: две настройки\n",
    "\n",
    "Другой копицентр, другие чеки. Можно ли подобрать одну цену страницы так, чтобы наше\n",
    "правило $c \\cdot x$ объяснило все три чека?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bcec9680",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Лучшая цена страницы для правила c·x: 37.0 ₽, средний промах 6.7 ₽\n",
      "Ответы при c = 37.0: [ 37.  74. 111.],   в чеках: [ 50.  80. 110.]\n"
     ]
    }
   ],
   "source": [
    "pages_b = np.array([1., 2., 3.])\n",
    "paid_b = np.array([50., 80., 110.])\n",
    "\n",
    "best_c = min(np.arange(0, 100, 0.5), key=lambda c: mean_miss(c, pages_b, paid_b))\n",
    "print(\"Лучшая цена страницы для правила c·x: %.1f ₽, средний промах %.1f ₽\"\n",
    "      % (best_c, mean_miss(best_c, pages_b, paid_b)))\n",
    "print(\"Ответы при c = %.1f: %s,   в чеках: %s\" % (best_c, predict(best_c, pages_b), paid_b))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f1aaa83",
   "metadata": {},
   "source": [
    "Нельзя: при 50 рублях совпадает первый заказ, при 30 — не сходится ни один. Возможно, есть\n",
    "плата за оформление заказа, а потом отдельно оплачиваются страницы:\n",
    "\n",
    "$$\\text{стоимость} = b + c \\cdot x.$$\n",
    "\n",
    "Одна настройка отвечает за фиксированный платёж, другая — за цену страницы. Обучение\n",
    "теперь подбирает **два** числа. Способ проверки прежний: получить ответы, сравнить с чеками.\n",
    "Пока настроек две, можно просто перебрать все пары на сетке и нарисовать карту ошибки."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "275d570d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Перебрали 9801 пар настроек. Лучшая: плата за заказ 20 ₽, страница 30 ₽, промах 0.0 ₽\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def predict2(w, x):\n",
    "    return w[0] + w[1] * x\n",
    "\n",
    "\n",
    "def mean_miss2(w, x=pages_b, y=paid_b):\n",
    "    return np.mean(np.abs(y - predict2(w, x)))\n",
    "\n",
    "\n",
    "B, C = np.meshgrid(np.linspace(-10, 50, 121), np.linspace(10, 50, 81))\n",
    "Z = np.array([[mean_miss2((b, c)) for b in B[0]] for c in C[:, 0]])\n",
    "i_best = np.unravel_index(np.argmin(Z), Z.shape)\n",
    "b_best, c_best = B[i_best], C[i_best]\n",
    "print(\"Перебрали %d пар настроек. Лучшая: плата за заказ %.0f ₽, страница %.0f ₽, промах %.1f ₽\"\n",
    "      % (Z.size, b_best, c_best, Z[i_best]))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "im = ax.pcolormesh(B, C, Z, cmap=\"viridis_r\", shading=\"auto\")\n",
    "ax.scatter([b_best], [c_best], marker=\"*\", s=300, color=\"white\", edgecolors=\"black\", zorder=5,\n",
    "           label=\"лучшая пара (%.0f, %.0f)\" % (b_best, c_best))\n",
    "plt.colorbar(im, ax=ax, label=\"средний промах, ₽\")\n",
    "ax.set_xlabel(\"b — плата за заказ, ₽\"); ax.set_ylabel(\"c — цена страницы, ₽\")\n",
    "ax.set_title(\"Карта ошибки для двух настроек\")\n",
    "ax.legend(fontsize=11, loc=\"upper right\")\n",
    "ax.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bc9d0f0",
   "metadata": {},
   "source": [
    "Два шага, которые важно различать. Сначала мы выбираем, какие правила модель вообще может\n",
    "выражать (умножение; умножение плюс фиксированная плата). Затем обучение подбирает числа\n",
    "внутри выбранного правила. Позже это будет называться «архитектура» и «веса»."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "926cd980",
   "metadata": {},
   "source": [
    "## 7. Третий копицентр: неточные данные\n",
    "\n",
    "До сих пор чеки были устроены идеально. В третьем копицентре часть страниц цветные,\n",
    "и они дороже — но в чеке написано только общее число страниц. Два одинаковых по числу\n",
    "страниц заказа стоят по-разному, и модель, которая видит только число страниц,\n",
    "не может этого объяснить."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fcece95c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Два заказа по 8 страниц: [260. 275.] ₽;  два заказа по 12 страниц: [395. 410.] ₽\n",
      "Лучшая пара настроек: плата за заказ 51.5 ₽, страница 28.50 ₽; средний промах 7.1 ₽ — и меньше не бывает\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pages_c = np.array([1., 2., 3., 4., 5., 6., 7., 8., 8., 9., 10., 11., 12., 12.])\n",
    "color_pages = rng.integers(0, 3, len(pages_c))            # этого в чеке нет\n",
    "paid_c = 20 + 30 * pages_c + 15 * color_pages\n",
    "\n",
    "print(\"Два заказа по 8 страниц: %s ₽;  два заказа по 12 страниц: %s ₽\"\n",
    "      % (paid_c[pages_c == 8], paid_c[pages_c == 12]))\n",
    "\n",
    "B, C = np.meshgrid(np.linspace(0, 60, 121), np.linspace(20, 45, 101))\n",
    "Z = np.array([[mean_miss2((b, c), pages_c, paid_c) for b in B[0]] for c in C[:, 0]])\n",
    "i_best = np.unravel_index(np.argmin(Z), Z.shape)\n",
    "w_c = np.array([B[i_best], C[i_best]])\n",
    "print(\"Лучшая пара настроек: плата за заказ %.1f ₽, страница %.2f ₽; средний промах %.1f ₽ — и меньше не бывает\"\n",
    "      % (w_c[0], w_c[1], Z[i_best]))\n",
    "\n",
    "xs = np.linspace(0, 13, 100)\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.scatter(pages_c, paid_c, marker=\"*\", s=200, color=\"black\", zorder=5, label=\"чеки третьего копицентра\")\n",
    "ax.plot(xs, predict2(w_c, xs), linewidth=2.5, color=palette[0],\n",
    "        label=\"лучшее правило b + c·x: промах %.1f ₽\" % Z[i_best])\n",
    "ax.set_xlabel(\"число страниц\"); ax.set_ylabel(\"стоимость, ₽\")\n",
    "ax.set_title(\"Полезное правило с ненулевой ошибкой\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "677d9bda",
   "metadata": {},
   "source": [
    "В реальных задачах по входным данным часто невозможно восстановить ответ точно: в данных\n",
    "нет информации, от которой он зависит. Обучение находит полезное правило, у которого\n",
    "**остаются промахи**, и это нормально. Единственный способ сделать лучше — добавить\n",
    "во вход число цветных страниц, то есть изменить данные, а не настройки."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05d87a13",
   "metadata": {},
   "source": [
    "## 8. Почему нельзя просто перебрать\n",
    "\n",
    "Для одной настройки мы проверяли соседей, для двух — перебрали сетку 121 × 101.\n",
    "Посмотрим, что будет дальше, если на каждую настройку отводить по сто положений."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3c88b4ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  настроек   вариантов для перебора        время при 10^9 проверок в секунду\n",
      "         1                     10^2        1e-07 с\n",
      "         2                     10^4        1e-05 с\n",
      "         3                     10^6        0.001 с\n",
      "         5                    10^10        10 с\n",
      "        10                    10^20        3.2e+03 лет\n",
      "        20                    10^40        3.2e+23 лет\n",
      "        40                    10^80        3.2e+63 лет\n",
      "\n",
      "Для сравнения: атомов в наблюдаемой Вселенной примерно 10^80,\n",
      "а в современной нейросети настроек — 10^9 и больше.\n"
     ]
    }
   ],
   "source": [
    "evals_per_second = 1e9     # очень щедрая оценка: миллиард вычислений ошибки в секунду\n",
    "seconds_per_year = 3.15e7\n",
    "\n",
    "print(\"  настроек   вариантов для перебора        время при 10^9 проверок в секунду\")\n",
    "for d in [1, 2, 3, 5, 10, 20, 40]:\n",
    "    seconds = 100 ** d / evals_per_second\n",
    "    if seconds < 1:\n",
    "        t = \"%.0e с\" % seconds if seconds < 1e-3 else \"%.3f с\" % seconds\n",
    "    elif seconds < seconds_per_year:\n",
    "        t = \"%.0f с\" % seconds\n",
    "    else:\n",
    "        t = \"%.1e лет\" % (seconds / seconds_per_year)\n",
    "    print(\"  %8d   %22s        %s\" % (d, \"10^%d\" % (2 * d), t))\n",
    "\n",
    "print(\"\\nДля сравнения: атомов в наблюдаемой Вселенной примерно 10^80,\")\n",
    "print(\"а в современной нейросети настроек — 10^9 и больше.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be2876d5",
   "metadata": {},
   "source": [
    "Перебор умирает уже на двух десятках настроек. Нужна стратегия, которая не смотрит\n",
    "на всю карту целиком, а только «под ноги»: в какую сторону маленькое изменение\n",
    "улучшает результат."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d76a39a",
   "metadata": {},
   "source": [
    "## 9. Направление улучшения: производная\n",
    "\n",
    "Нам не обязательно сразу знать лучшую настройку. Достаточно знать, в какую сторону\n",
    "маленькое изменение улучшает результат, сделать небольшой шаг и проверить направление снова.\n",
    "Производная — это и есть ответ на вопрос, как меняется ошибка при небольшом изменении настройки.\n",
    "\n",
    "Возьмём **один чек**: одна страница, 30 рублей. Чтобы получить знакомую школьную параболу,\n",
    "оценим квадрат промаха:\n",
    "\n",
    "$$E(c) = (c - 30)^2, \\qquad E'(c) = 2(c - 30).$$\n",
    "\n",
    "При $c = 20$ производная равна $-20$: если немного увеличивать $c$, ошибка уменьшается.\n",
    "Шаг: $c_{\\text{новое}} = 20 - 0{,}1 \\cdot (-20) = 22$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "126602de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "шаг  1:  производная -20.00  →  c = 22.000\n",
      "шаг  2:  производная -16.00  →  c = 23.600\n",
      "шаг  3:  производная -12.80  →  c = 24.880\n",
      "шаг  4:  производная -10.24  →  c = 25.904\n",
      "шаг  5:  производная  -8.19  →  c = 26.723\n",
      "шаг  6:  производная  -6.55  →  c = 27.379\n",
      "шаг  7:  производная  -5.24  →  c = 27.903\n",
      "шаг  8:  производная  -4.19  →  c = 28.322\n",
      "шаг  9:  производная  -3.36  →  c = 28.658\n",
      "шаг 10:  производная  -2.68  →  c = 28.926\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "E = lambda c: (c - 30) ** 2\n",
    "dE = lambda c: 2 * (c - 30)\n",
    "\n",
    "eta = 0.1\n",
    "c, trace = 20., [20.]\n",
    "for k in range(10):\n",
    "    c = c - eta * dE(c)\n",
    "    trace.append(c)\n",
    "    print(\"шаг %2d:  производная %6.2f  →  c = %.3f\" % (k + 1, dE(trace[-2]), c))\n",
    "\n",
    "cs = np.linspace(10, 50, 200)\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.plot(cs, E(cs), linewidth=2.5, color=\"0.4\", label=\"E(c) = (c − 30)²\")\n",
    "ax.plot(trace, E(np.array(trace)), \"o-\", color=palette[1], linewidth=2, markersize=8,\n",
    "        label=\"шаги c ← c − 0,1·E′(c)\")\n",
    "for k in [0, 1, 2]:\n",
    "    ax.annotate(\"c = %.1f\" % trace[k], (trace[k], E(trace[k])),\n",
    "                textcoords=\"offset points\", xytext=(-55, 10), fontsize=11, color=palette[1])\n",
    "ax.set_xlabel(\"предполагаемая цена страницы c\"); ax.set_ylabel(\"квадрат промаха\")\n",
    "ax.set_title(\"Один чек, одна настройка: спуск по параболе\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "825f056c",
   "metadata": {},
   "source": [
    "Общая формула — запись того, что мы только что делали:\n",
    "\n",
    "$$c_{\\text{новое}} = c_{\\text{старое}} - \\eta\\, E'(c_{\\text{старое}}).$$\n",
    "\n",
    "Число $\\eta$ задаёт размер шага. Это **градиентный спуск**; для нескольких настроек\n",
    "производные по каждой из них собираются в градиент.\n",
    "\n",
    "### Почему квадрат, а не просто величина промаха?\n",
    "\n",
    "Средний промах в рублях понятнее. Но у него есть неприятное свойство: наклон его графика\n",
    "одинаковый и далеко от ответа, и рядом с ним — производная не знает, *насколько далеко*\n",
    "до дна, только *в какую сторону*. Квадрат знает: чем ближе к дну, тем он площе.\n",
    "Проверим на третьем копицентре (пока забудем про плату за заказ, одна настройка $c$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "638116d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Спуск по среднему промаху, последние шаги: [38.  34.  33.9 35.  32.  39. ]\n",
      "Спуск по квадрату промаха, последние шаги: [34.31 34.31 34.31 34.31 34.31 34.31]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x660 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def mean_miss_c(c):\n",
    "    return np.mean(np.abs(paid_c - c * pages_c))\n",
    "\n",
    "\n",
    "def mean_sq_c(c):\n",
    "    return np.mean((paid_c - c * pages_c) ** 2)\n",
    "\n",
    "\n",
    "def slope(f, c, eps=1e-4):\n",
    "    \"\"\"Численная производная: чуть-чуть вправо, чуть-чуть влево, поделить на разницу.\"\"\"\n",
    "    return (f(c + eps) - f(c - eps)) / (2 * eps)\n",
    "\n",
    "\n",
    "def gradient_descent(f, c0, eta, n_steps):\n",
    "    cs = [c0]\n",
    "    for _ in range(n_steps):\n",
    "        cs.append(cs[-1] - eta * slope(f, cs[-1]))\n",
    "    return np.array(cs)\n",
    "\n",
    "\n",
    "tr_abs = gradient_descent(mean_miss_c, 10., eta=1.0, n_steps=25)\n",
    "tr_sq = gradient_descent(mean_sq_c, 10., eta=0.005, n_steps=25)\n",
    "print(\"Спуск по среднему промаху, последние шаги: %s\" % np.round(tr_abs[-6:], 1))\n",
    "print(\"Спуск по квадрату промаха, последние шаги: %s\" % np.round(tr_sq[-6:], 2))\n",
    "\n",
    "cs = np.linspace(5, 50, 300)\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5.5))\n",
    "for ax, f, tr, title in [(ax1, mean_miss_c, tr_abs, \"средний промах: наклон постоянный, спуск колеблется\"),\n",
    "                         (ax2, mean_sq_c, tr_sq, \"средний квадрат промаха: наклон тает у дна, спуск садится\")]:\n",
    "    ax.plot(cs, [f(c) for c in cs], linewidth=2.5, color=\"0.4\")\n",
    "    ax.plot(tr, [f(c) for c in tr], \"o-\", color=palette[1], linewidth=1.5, markersize=5, label=\"25 шагов из c = 10\")\n",
    "    ax.set_xlabel(\"цена страницы c\"); ax.set_title(title, fontsize=12)\n",
    "    ax.legend(fontsize=11)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20df809d",
   "metadata": {},
   "source": [
    "Есть и второй довод: разные функции ошибки по-разному относятся к одному большому промаху."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "88560e41",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              модель А      модель Б\n",
      "средний промах    2.00          1.50   → лучше Б\n",
      "средний квадрат   4.00          9.00   → лучше А\n"
     ]
    }
   ],
   "source": [
    "misses_A = np.array([2., 2., 2., 2.])\n",
    "misses_B = np.array([0., 0., 0., 6.])\n",
    "print(\"              модель А      модель Б\")\n",
    "print(\"средний промах   %5.2f         %5.2f   → лучше Б\" % (misses_A.mean(), misses_B.mean()))\n",
    "print(\"средний квадрат  %5.2f         %5.2f   → лучше А\" % ((misses_A ** 2).mean(), (misses_B ** 2).mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fdfb595",
   "metadata": {},
   "source": [
    "Выбор функции ошибки — это ответ на вопрос «насколько сильно мы хотим наказывать один\n",
    "большой промах». Дальше в курсе — квадрат; в практике бывает и то и другое."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "833e588c",
   "metadata": {},
   "source": [
    "## 10. «Чуть-чуть повернуть» работает для любой модели\n",
    "\n",
    "Для параболы производную мы нашли формулой. Но на самом деле формула не нужна:\n",
    "функция `slope` выше считает производную двумя вычислениями ошибки — чуть-чуть вправо,\n",
    "чуть-чуть влево. Это работает для *любого* правила, лишь бы ошибку можно было посчитать.\n",
    "Знак производной — направление, величина — насколько круто."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "08bd8fbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c = 20:  ошибка 13158.9,  производная -1754.3  →  ошибка убывает вправо, идём вправо\n",
      "c = 25:  ошибка  5919.6,  производная -1141.4  →  ошибка убывает вправо, идём вправо\n",
      "c = 30:  ошибка  1744.6,  производная  -528.6  →  ошибка убывает вправо, идём вправо\n",
      "c = 35:  ошибка   633.9,  производная    84.3  →  ошибка растёт вправо, идём влево\n",
      "c = 40:  ошибка  2587.5,  производная   697.1  →  ошибка растёт вправо, идём влево\n",
      "\n",
      "Дно по формуле (для прямой она есть): c* = 34.31\n"
     ]
    }
   ],
   "source": [
    "for c in [20, 25, 30, 35, 40]:\n",
    "    s = slope(mean_sq_c, c)\n",
    "    print(\"c = %2d:  ошибка %7.1f,  производная %7.1f  →  %s\"\n",
    "          % (c, mean_sq_c(c), s, \"ошибка растёт вправо, идём влево\" if s > 0 else \"ошибка убывает вправо, идём вправо\"))\n",
    "\n",
    "c_star = np.sum(pages_c * paid_c) / np.sum(pages_c ** 2)\n",
    "print(\"\\nДно по формуле (для прямой она есть): c* = %.2f\" % c_star)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c6b354a",
   "metadata": {},
   "source": [
    "### Размер шага\n",
    "\n",
    "Шаг слишком маленький — ползём вечность. Слишком большой — перепрыгиваем дно, причём\n",
    "каждый раз всё дальше. Это тот самый $\\eta$, learning rate, и подбирают его ровно так — пробуя."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c1e721da",
   "metadata": {},
   "outputs": [
    {
     "data": {
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GOJD/d6p27dq4evUqFi1aJHwPRSIRxGJxsdMnlRVTU1O0adMGp06dUlt+8OBBNG3aFA4ODlqtT5/15efnh6ysLJw7d05YFhgYiKioqHyBSi9evMC5c+fQqVOnfMfChx9+iNq1a2PPnj35tjF27FghmAIAevbsiRYtWuDKlSt4/vw5ZDIZDh48CAcHB0ycOFHts506dUKPHj3w6NEjXLt2Te29Ll26QCwWq+2HFy9e4Nq1a4WOWqNrRkZGmD9/Pr7++mu1IAgAaNmyJQDN2lxdrYeIiIiIiEiFI1QQEREREVGF8Ntvv2HFihWwsbHB6tWrYW1tXabbE4vFQgBCdHQ07t27hydPnuD+/fu4fPkygJygi+Ko5odX3cjJzcjICF5eXjhx4gQePHhQ4BQA2dnZePLkCbZt2wZDQ0Phpp+mDh06hOvXr2P58uU4ceJEvvdr1aoFANiwYQOioqLw999/w87ODgMGDCh0nampqYiMjETz5s0LHCWhRYsWWLduHcLCwoRlMTExRU4hkldcXByWLl2qtkxVlyqq9RdUt7a2tmjQoAFCQ0ORkpIiTCGR29y5c1G9enWMGTMGK1eu1DhvKqmpqfjtt9/g5+eHNm3alGgdBa1T27rN7datWzh48CC+/PJLJCcna7zdPn36YNu2bZg+fTo6d+4MICfgZMKECQgICMCcOXPURoS5c+cOgJyRGO7du6e2LlXQT2F51FRISAgAwNfXt8D3mzdvjqCgIISFhcHFxQWnT5/G4cOH1aYAUCqVha5/4cKFOHToELp06VLk0+ol2c9hYWEwMDCAl5dXvvfyTlFQGJFIlK/sBgYG8PDwwLFjx/DkyRM0btxYGPUnNjYWYWFhePLkCR4+fIjr168DUB+1Q3VMXb58GRcuXEBAQAAyMjIKzNPBgwfzfecKO6YCAgKQkpICkUgEOzs7NGjQAC1bttQogKpbt2745ptv8OjRI9SvXx+JiYm4dOkSpk2bhpMnTxb7eRV915e7uzvq1KmDkydPCkEIhw4dQrVq1dC2bVv8/vvvQtqQkBAolUokJSXl+50DAIlEgmfPnuX73Szot87b2xvXr19HeHg4atWqBalUiubNm0Mszv8MVYsWLXD06FGEhYWptSW2trbw8fHByZMnMXr0aAA5I2uIxWL07NlTLe9lpVq1aujXrx8UCgXu3r2LiIgIREZGIjw8HP/++y8AzdpcXa2HiIiIiIhIhQEVRERERERUrsnlcsyaNQu7du1C9erVsW7dOjRp0uS1bDs8PBw//fQTrly5AiDnJlejRo3g6emJR48eFXmzVkX1xHxh0zPY29sDQL5pJ95+++18aUeNGoV69eppnP/MzEwsXLgQbdq0gZ+fX4EBFSqbNm0ShnV3cnIq8Gaciurp7IKCFIBXZZJKpcKyhw8fCqNsaCIuLq7Y6UA0qdvQ0FBkZGTky+vZs2cREBCABQsWwMzMTON85bZy5UokJydj5syZePr0aYnWkVdJ6lZFqVRizpw5aNCgAYYOHapVgIdEIsHw4cMxY8YM7Nq1CwDw6NEjPHr0CB4eHvmm6klJSQEA/Pnnn4Wu8+XLlxpvvyCq/atJXQwePBjbtm3DokWLcOfOHTg5OSEyMhIXL14sdP07duyAqakpPvzwwyLzUZL9nJycDGNjY0gkEo3SF6RatWoFTmukGjFHtQ+ePXuGH3/8EadOnYJSqYRYLEb9+vXRokULISglrytXrmD16tUAckaJsLGxyZfm0KFDBX62oP1x/vx5nD9/Xm1ZkyZN8Msvv8DFxaXwQiInoGLWrFk4efIkPv74Yxw9ehQKhQK9e/fWKqBC3/UFAF27dsX+/fuRnZ0NsViMI0eOoEePHvlGSlAFpgQGBiIwMLDQMiUlJakFVBQUlJa7fKrfwpL8fvj5+WHBggWIj49H9erVcejQIbzxxhtqI9CUtWPHjuGXX37Bo0ePAABmZmbw9PSEq6sr/v33X43aXF2uh4iIiIiICOCUH0REREREVI7JZDKMGzcOu3btgoODA7Zt21bgKA5lITU1FR999BFu3bqFGTNmYN++fbhx4wb27duH4cOHa7we1VQEL168KPB91Y21vDfoPvjgA4wfPx7+/v4YMWIE6tatiw0bNuD48eMab3vt2rV4/vw5vvrqq2LTnjp1Cjdv3sQ333yDkJAQfPvtt4Wm1bZMcrkcISEhcHZ21jjvrq6uCA8PV/s3d+7cUuVDJTs7Gz///DOaNWumNt2JNiIjI7Fp0yaMGDECjo6OJVpHQUpaJiBnGo7AwEB8+eWXalOFaOLIkSOYMmUKOnfuLEyT0rVrV2zZsgVPnjzB8OHD1aY5UAWhnDhxIt9+Uv0raMoCbWhTF7Vq1cK2bdvQvn17nD9/Htu2bcPDhw/zBYLkdujQIXh5eeHTTz/NNwWCSkn3s5mZGTIzM5GdnZ3vvbzBU4XJzMwscLmq3NWqVYNSqcSYMWNw+vRpfPrpp9i1axdu3ryJw4cP4/PPPy903RMmTMCdO3fw999/w8rKClOnTkVMTIxamuXLl+fbp4VNwfHll18iPDwcYWFhuHz5Mn766Sfcv39fo6mZVKMjqKabOHjwIHx9fbUa0QbQf30BOUEJycnJuHr1Kq5du4aYmBj07ds3XzrV98ff37/Q7094eHi+YJSCAiFUgSLVqlUr1e+Hn58fFAoFTp8+jejoaNy6davAvJeVW7duYdKkSZDJZPj1119x/Phx3LhxA5s3b0abNm1e+3qIiIiIiIhUGFBBRERERETlklKpxNSpU3H69Gk0adIE27dv12qEg9K6dOkS4uLiMHToUHz00UdwdXUVnn6OiIgQ8lgcNzc3ABCGk89NoVDg+vXrMDMzy3ejcvDgwZgwYQImTZqEr776Ctu2bYNIJMLatWs1yn9sbCx+//13DBo0qNBAhsOHD2P79u3CazMzMwwbNgx169YVRuUoiIWFBerWrYuHDx8iISEh3/tXr14FADRu3BgAcPPmTaSlpWk9XUlxiqrb1NRUhIaGol69evmeWt+2bRsePHiAr7/+WqMpCQry888/w9raGp999lmJPl8YbetWRSqV4tdff0Xnzp3RsWNHrbaZlJSE7777DnZ2dpg3b55ws1UkEqFly5aYMWMGHjx4gCVLlgifUd3oDQoKyre+R48e4eeffxZukJeUav8WFuxw9epViEQioS6aNGmC33//HTdu3MCNGzewf//+Im/o29nZ4ZdffoGJiQm++uoryGSyfGlKup+dnZ2FQKK8/P394evrW2xgRVpamvBbk9utW7dQrVo1ODo6Ijw8HHfv3kX37t0xefJkeHl5wcTEBED+36nw8HCsWrVKOK4kEgnc3d0xcOBAZGVl4caNG1qVsSAikQg2NjZ4//334evri4iICMTHxxf7OT8/P9y8eRPh4eG4du2aMGWGNspDfbVs2RLW1tY4efIkDh48CHt7+wKn6VB9f1RT5+S1ZMkSrFmzJt8xWdD37ebNmzA0NISHhwcaNmwIY2Nj3L59u8DjubDfDyBnZCJnZ2ch7xKJRJj26nU4ePAgFAoFvvvuO/Tt2xdOTk7C7/ODBw8AaNbm6mo9REREREREKgyoICIiIiKicmnz5s04duwY6tWrh02bNmn9tHJpGRsbA0C+m4FPnz4VpqIo6OnzvFq0aIF69erh2LFjOHv2rNp7S5YswbNnz9C7d+8Ch6ovKD8F3SQryLZt2yCRSDBx4sRC02zZsgU//fQTbt++LSyLiYlBXFxcoUPGq7zzzjuQSqWYM2eOWj0EBwdjy5YtsLKyQteuXQEAu3btgp2dHXx8fDTKu6b8/PxgaWmJbdu2ITg4WFienZ2N2bNnQyqV4q233sr3ubVr1+Ltt9+Gt7d3ibb7+PFjHD9+HFOmTCl0upHS0KZuVf755x/Ex8dj5syZWm9v2bJlSEpKwuTJkwssz3vvvQcPDw9s3bpVGEK/f//+MDAwwOLFixEbGyukzc7Oxo8//oh169YhKSlJ67zkVqdOHbRu3RrBwcFqgT8AsHPnTty4cQOtW7dGrVq1SrwNe3t7fPrpp3j8+DG2bt2q9l5p9nP//v0BAIsXL1YbVeDmzZu4cuUKfHx8YGpqWux6Fi5cqPadX7duHSIjI/HOO+/AwMBA+N3I+zuVlJSE+fPnA3j1OxUUFIRFixZhxYoVamlV3x0rKyutyliU9PR0REdHw8TEpNDpMXLz8/ODXC7HV199BbFYjJ49e5Zou/quL0NDQ3Ts2BGnTp3CsWPH0KtXrwKnT3J0dETLli1x7tw5HDlyRO29vXv3Yvny5QgICMjXLixdulSYCgcAjh49isuXL6Nbt26wsbGBkZER+vbtixcvXqgFQAHAuXPncPjwYdSrVw/NmzcvoPZyRqX5999/sW/fPnTo0KHYdkCXVG1cXFyc2vKLFy/in3/+AaBZm6ur9RAREREREaloNwYoERERERHRayCTyYSbWC4uLvludKoMGjQIdnZ2Ra4rMzMTixYtEl6rbkZFRESoLQ8PD1f7XIsWLeDg4IB9+/YhMTERrq6uePbsGU6ePAljY2OIRCKNbhiLxWLMmzcPH3/8MT777DN06dIFTk5OuHnzJgIDA9GoUSNMnz493+e2b98OOzs7KBQKJCcnIyAgAAqFIt+N9MKkp6fjm2++KfJmpr+/P0aPHo1hw4ahT58+sLS0xKFDhyCVSuHv71/k+kePHo3z58/jwIEDCA8PxxtvvIH4+HicOHECSqUSixYtgkKhwKJFi7B//364uLhg5cqVBa4rLi4OS5cuxYQJEzQqm4qFhQXmzJmDyZMnY9CgQejevTuqV6+OS5cu4e7du/D19cXo0aML/OyUKVO02lZuGRkZ8PT0xDvvvFPidRRFk7rNe4M/PT0do0aNQoMGDbTa1qNHj/Dnn3/C3d290PKIRCLMmDEDw4cPx/z587FixQrUr18f06ZNw7x58/Dmm2+ia9eusLa2xrlz5xAREYEuXboIQQWl8b///Q9Dhw7F999/j2PHjsHFxQV3797FhQsXYG9vjx9//LHU2xgxYgS2b9+OlStX4t1334W1tTWA0u3n9u3bY8CAAdi9ezfeeustdOjQAWlpaTh48CDMzc0xa9YsjdZz48YNDBgwAG3atEFERATOnz+PJk2aYNy4cQCA+vXrw9vbG9euXcOQIUPQvHlzJCYm4sSJE5DJZDA1NUViYiIAoHfv3li/fj02b96M8PBweHl5ISgoCFeuXIGzszNatWqldTlVAgICkJKSguzsbCQkJODChQt4+vQpRo8eDQMDg2I/7+TkhCZNmuDOnTto3749bG1tS5SP8lBffn5+OHDgAAAUOWWG6tieNGkSOnbsiCZNmuDhw4c4c+YMbGxs8N133+X7zJMnT/D222+jc+fOiImJwYkTJ1CzZk21QKpp06bhxo0b+P3333H16lX4+PggMjISp06dgrm5ORYsWFDoyDx+fn5YtWoV7t+/X2wbUJjC2tZz584JdQsg3+gtffr0wfr16/HDDz/g6tWrsLOzQ3h4OM6fP49q1aohPj5eozZXV+shIiIiIiJSYUAFERERERGVOxEREcKNl2PHjuHYsWMFpvPz8ys2oEImk2HVqlX5lj969KjA5SpmZmZYv349Fi5ciOvXr+PatWuoXbs2+vfvj3HjxmHMmDG4du0a0tLShHnrC9O8eXPs2rULK1aswL///ouAgADUqVMHY8eOxejRowv8/I4dO9TyUqdOHUyZMgWffPJJkdtSady4MQYPHlxkmnbt2uGPP/7AqlWrcOrUKWRlZaF+/fqYOnVqsTeRjY2NsWHDBqxduxYHDhzA9u3bYWVlhS5duuDTTz+Fu7s7oqKihDoOCQkpcPoDICegYtmyZVoHVABAjx49sG3bNqxcuRIBAQGQyWRwcnLC9OnTMXz4cEgkknyf+eyzz2Bvb6/1tnIrzXQhxdGkbvOytbUVbhprY/78+cjKysLMmTMLfJJepXXr1ujWrRtOnjyJy5cvo3Xr1hg1ahQaNmyIdevW4dixY1AoFHB0dMTMmTMxdOhQGBqW/pJD/fr1sXv3bixfvhxnzpzB1atXYW9vj2HDhmHs2LGoXr16qbdhbGyMyZMnY9q0aVi5cqXazenS7OfZs2fD09MTO3bswI4dO2BsbIyOHTti8uTJcHR01GgdGzduxIIFC7Bjxw5YW1tj+PDhmDBhghBQIxaLsWLFCvz666+4cOECgoODUatWLXTs2BFjx47FL7/8ghMnTuDJkydwcnLC+vXrsWzZMgQEBCAwMBA1a9bEhx9+iHHjxhX4XdHU+fPncf78eQA5U2M4Ojpi8uTJGv9eAUC3bt1w7969IoMQilMe6qtDhw4wNjZGjRo10KxZs0Lz2rBhQ+zZswcrVqzA2bNncfHiRdjb2+Ott97CuHHjCjxGfvvtN/z555/YvXs3TE1N8fbbb+Pzzz9XG8HJ1tYWf/31F1atWoWjR49iy5YtsLW1xdtvv42xY8fCycmp0Dx5eXmhVq1aePnyJbp06aJhrasrrG29cOECLly4UOjn3NzcsGbNGixZsgQnTpyAgYEBHBwcMHHiRLz33nvo2LEjzp49i08//bTI7etqPURERERERCoiJScOJCIiIiIiojIQFRWFbt26Ye7cuXj33XcLTbd06VIsW7Ys3yghRFXVsGHDcOXKFVy9elWnU3FUVpW9vmbOnIm///4be/fuhZubm76zQ0REREREVKUU/vgJERERERERERERERERERERURXFgAoiIiIiIiIiIiIiIiIiIiKiPBhQQURERERERGXCysoK48ePL3aI+latWmH8+PGvKVdERERERERERESaESmVSqW+M0FERERERERERERERERERERUnnCECiIiIiIiIiIiIiIiIiIiIqI8GFBBRERERERERERERERERERElAcDKoiIiIiIiIiIiIiIiIiIiIjyYEAFERERERERERERERERERERUR4MqCAiIiIiIiIiIiIiIiIiIiLKgwEVRERERERERERERERERERERHkwoIKIiIiIiIiIiIiIiIiIiIgoDwZUEBEREREREREREREREREREeXBgAoiIiIiIiIiIiIiIiIiIiKiPBhQQURERERERERERERERERERJQHAyqIiIiIiIiIiIiIiIiIiIiI8mBABREREREREREREREREREREVEeDKggIiIiIiIiIiIiIiIiIiIiyoMBFURERERERERERERERERERER5MKCCiIiIiIiIiIiIiIiIiIiIKA8GVBARERERERERERERERERERHlwYAKIiIiIiIiIiIiIiIiIiIiojwYUEFERERERERERERERERERESUBwMqiIiIiIiIiIiIiIiIiIiIiPJgQAURERERERERERERERERERFRHgyoICIiIiIiIiIiIiIiIiIiIsqDARVEREREREREREREREREREREeTCggoiIiIiIiIiIiIiIiIiIiCgPBlQQERERERERERERERERERER5cGACiIiIiIiIiIiIiIiIiIiIqI8GFBBRERERERERERERERERERElAcDKoiIiIiIiIiIiIiIiIiIiIjyYEAFERERERERERERERERERERUR4MqCAiIiIiIiIiIiIiIiIiIiLKgwEVRERERERERERERERERERERHkwoIKIiIiIiIiIiIiIiIiIiIgoDwZUEBEREREREREREREREREREeXBgAoiIiIiIiIiIiIiIiIiIiKiPBhQQURERERERERERERERERERJQHAyqIiIiIiIiIiIiIiIiIiIiI8mBABREREREREREREREREREREVEeDKggIiIiIiIiIiIiIiIiIiIiyoMBFURERERERERERERERERERER5MKCCiIiIiIiIiIiIiIiIiIiIKA8GVBARERERERERERERERERERHlwYAKIiIiIiIiIiIiIiIiIiIiojwYUEFERERERERERERERERERESUBwMqiIiIiIiIiIiIiIiIiIiIiPJgQAURERERERERERERERERERFRHgyoICIiIiIiIiIiIiIiIiIiIsqDARVEREREREREREREREREREREeTCggoiIiIiIiIiIiIiIiIiIiCgPBlQQERERERERERERERERERER5cGACiIiIiIiIiIiIiIiIiIiIqI8GFBBRERERERERERERERERERElAcDKoiIiIiIiIiIiIiIiIiIiIjyYEAFERERERERERERERERERERUR4MqCAiIiIiIiIiIiIiIiIiIiLKgwEVRERERERERERERERERERERHkwoIKIiIiIiIiIiIiIiIiIiIgoDwZUEBEREREREREREREREREREeXBgAoiIiIiIiIiIiIiIiIiIiKiPBhQQURERERERERERERERERERJQHAyqIiIiIiIiIiIiIiIiIiIiI8mBABREREREREREREREREREREVEeDKggIiIiIiIiIiIiIiIiIiIiyoMBFURERERERERERERERERERER5MKCCiIiIiIiIiIiIiIiIiIiIKA8GVBARERERERERERERERERERHlwYAKIiIiIiIiIiIiIiIiIiIiojwYUEFERDoXFBSE9u3bC68vXbqErl276jFHZWfp0qVwcXFBREQEIiIi4OLigqVLl+o7W0RERBqrSu02ERERERER0euQnJyMRYsW4c0330SzZs3g4uIi/NuyZYu+s/fa8JoDVQaG+s4AUVk5duwY/vjjD9y9excSiQQtWrTA559/DldX1zJbh6bp16xZg5CQEISEhODJkycQi8UICQkpVXmJyhMXFxdkZ2dj/fr16NatG1avXo3WrVvrO1tlonv37nByckLNmjUBAPPnz4eLi4uec0VEpDvluU+VmpqKjRs34siRI4iKioKRkRHq1q2Ld999FwMHDoREIilV2auKqtRuE1HZe93thjbn10X102/cuAFzc/NSpSciIqLK6XX2bx49eoQDBw7gwoULiIyMRFpaGurUqYO2bdtizJgxsLe3V0vP8+LyKTU1Fe+//z6ysrLQr18/1K1bF0ZGRpBIJHBycoKnp6e+s/ja8JoDVQYipVKp1HcmiHRt586d+Oabb+Ds7IwPPvgAMpkMW7ZsQWJiIrZv365RR0fbdWiT3sXFBVZWVnBzc8ODBw+QkJDAgAqqdA4ePIgZM2YgKysLdevWxaZNm+Dg4KDvbBERkRbKc58qOzsbH3zwAUJCQvDWW2+hWbNmyMzMxJEjR3Djxg3069cPCxcuLJN6qYzYbhORLuij3dDm/NrFxQW+vr4YOHBgvvf69u0LQ0PDUqUnIiKiyud1928WLlyIzZs3o1OnTmjevDlMTU0RGBiIffv2wdLSEtu2bUOjRo0A8Ly4PFu2bBl27NiB/fv3o1q1avrOjt7xmgNVdAyooErn5cuX6Nq1KywsLHDw4EFYWFgAAJ4/f44+ffrAzc0NW7du1ek6tE3/5MkTODk5AQCGDRuG69evM6CCKqX4+HhER0fD2dkZJiYm+s4OERFpobz3qf7991+MGjUKo0aNwsyZM4V1yOVyvPvuu7h79y6uXr0qrIOKx3abiEpDH+0GoN35tYuLC9555x3MmzdPozJpm56IiIgqF330b4KCguDk5ARra2u19ezYsQOzZs1Cr1698NtvvwHgeXF59vbbb6NLly6YNGmSvrNSbvCaA1VkYn1ngCqXZ8+ewcXFBfPmzcPFixcxbNgw+Pj4oEWLFvjiiy+Qnp5e5nk4efKkMJxS7o5CrVq10Lt3b1y7dg1RUVE6XYe26VUXezSxZ88euLi4YOnSpcWmDQ4OxtixY9G6dWv4+vpi+PDhuHbtmlqa3PN05f2XexvDhg1Du3bt1D6blpaG9u3bw8XFRShPQemWLl0KFxcXRERECMsuX74MFxcXbN++vdBtXL9+HV27dkWHDh2EZTdv3sTHH3+M5s2bo2nTphg0aBBOnDihtr1hw4bBxcUFrVq1QnZ2ttp7ERERQvn27NlTZP2VdD07d+7EoEGD0Lx5c3h6esLPzw+//PILZDKZWjpN6x4AAgMDhXI3a9YMH374IS5evJgvv3nrHgAmT56sNjRt165dC3yiqqh15d0Xmh4PedNWr14d3t7ekMvl+dJqemyr9ktB//KWS5PjBdB8XyQlJeHLL79E27Zt0bx5cwwbNgy3b99WW5cm+yp3OUp7nBJR1cA+VfHpU1JSAECYcknFwMAAdnZ2MDAwgJGRkbC8pO2Ol5cX/Pz8sHLlyiI/p6JJf0yTvkNJ2o3C+gZ5y5c7jabtdlHrGzx4MAICAtCvXz94e3ujd+/e2LZtW760mpRbk7aXiPKrqu0GoN35tYpMJkNqaqpO05dFO6PpuUZZn+eX9lxdk7IW10bMnDmzyHJGRUVpdf1Em/NMTc/PNW0PNV2fJvnTdLsl7SPk3fbgwYMLXV9hx5KujoGS1F9ZnH9rei0G0PwaRWGK6lcGBATAxcUFn3zyidpnVqxYARcXF2zatEnrfKxevbrI71hRdVDU/td2PxTXn05OTsb333+PLl26wNXVtcjvL1VsVbV/4+XllS+YAsgZHQsAwsPDhWVldV4M8F5DadoQuVyOiIgIuLm5YceOHejVqxe8vLzQo0cPrFq1Kt96Nc0boFmda3I/oKA6AzSvb03zXBb3CjTtcwG6uw6hy3s7mvRrNc27pttU1Z22x7YmvwNVpV3m2ISkU8HBwQByvrynTp1C//790atXLxw4cAAHDhyAg4MDJk+eXOBnExISNN6OqakpTE1NC3zv1q1bAAAfH5987/n4+GDXrl24ffs26tatW+j6tV2HLrZZmJYtW2L+/Pn5TsryunHjBkaOHAlra2uMGDECVlZW2L59O0aNGoUtW7agadOmQtpmzZphyJAhwuvY2FgsWLCg2LysWrUKsbGxWpdBE3K5HF999RXq1q0rnKCfPXsW/v7+qFmzJkaPHg0TExPs27cP48aNw7fffosPP/xQ+LyRkRFevnyJa9eu4Y033hCWHzx4UKt8aLuepUuXYtmyZXjzzTfxzjvvQCqV4vDhw1izZg2MjY0xfvx4tfSa1P2FCxfw6aefomHDhsLn9+3bh48++giLFi1Cr169tCqTtgraFwXR5ngoKK2mxzYAWFpa4ttvv1VbNnfuXLXX2hwvgGb7YuLEibh58yY++ugj2NvbY9OmTfj4449x8OBB2Nvba72vdHWcElHlxz5V8elVQ5+uWbMGNWvWFIY2PXz4MM6fP4+JEyeqXTgqSbujVCqRmpqKo0ePYvHixahVqxbeeeedQj+nSX9Mm76DvtoNbft8kZGR8Pf3R//+/TFw4EAcPHgQP/zwA5KTk/HZZ58B0LzPVFzbS0QFq6rtRkkcPXoU+/fvh1wuh42NDfz8/DB58mTUqFGjVOl13c5oe65RVuf5pT1X16SsmrQRH3zwAdq0aQMA2LZtGwIDAzF//nxhO7a2tlrtg9x5yy3veaY2+0GT9lCb9WmSP023W1J581C9evVC0xZ2LOnqGAC0qz99n39re40ir+L6lR06dMD777+PnTt34uDBg+jbty/CwsKwYsUKtGvXDsOGDdM6H1KpFLVr11ZrLw4fPozTp08XW97C9r+2+0GT/vSMGTNw5swZDB06FO7u7jAwMABQ8PeDKjb2b9TFxMQAUP8tLqvzYt5rKF0bkpycDJlMhu3bt+PGjRv48MMP4ejoiKtXr2LRokUIDQ0VRhnRNm9Ayetcl0rTzpX2XoGmfR9dX4fQ1b0dTfq12lw7Kqv+kaa/A1WlXWZABelUaGgoAMDQ0BAHDhyAsbExAKBPnz5o27ZtkU+XqX5ANDF+/HhMmDChwPdUHYtatWrle0+1TJWmMNquQxfbLIyjoyMcHR2LTTdv3jwYGhpi9+7dwo98nz590L17d/z+++9YtmyZkLZOnTp46623hNcRERHFNrhPnjzBhg0bYGdnVyYdnSNHjuDx48dYsWIFGjVqBLlcju+++w7W1tbYs2cPbGxsAABDhw7FoEGDMH/+fPTq1Uu4iGVnZwdTU1OcPHlSrSE4dOgQ3NzchGOzONqsJysrCxs3bkS3bt3wyy+/CMsHDx6Mzp074+jRo/kCKoqre4VCge+++w7Ozs7YsWMHJBIJAODDDz/EkCFD8NNPP6Fr165qHWFdy7svCqLN8VBYWk2PbQAwNjZWqzcAap1ObY8XoPh9kZCQAHNzc3z77bdCJGXNmjUxbtw4XLlyBX369NF6X+nqOCWiyo99quLT29nZYdmyZfjhhx/ULqIZGxvjp59+wnvvvaf2+dK0O71790bbtm0RGBhYZEBFcf2xRYsWadV30Ee7UZI+X2xsLKZOnYoxY8YAAAYNGoTBgwdj5cqVGDRoEMzNzTUqd3Ft75tvvqnz8hJVFlW13dCWl5cXevbsiQYNGiAtLQ3//vsvdu/ejYsXL+Kvv/7KFyShTXpdtjMlOS8sq/P80p6rF1dWTc+rfXx8hBtRZ86cQWBgYL5zRDMzM433QUF5A9TPM7XdD8W1h1ZWVlqtr7j8qRS3XdU+KomC8lCQoo4lXR0D2u4PfZ5/l+QaRV6aXOebOXMmLly4gLlz56Jt27aYPn06zMzMMHfuXIhEIq3zIZVK8/2W3Lt3r9iAiqL2v7b7obhyL1iwAGfOnEGvXr3wzTffqH22oO8HVWzs36hbvHgxAGDAgAHCsrI6L+a9htK1IVKpFEDOlCxLlixBz549AeS00fb29li3bh1Onz6NLl26lMl17bJWmnZOF/cKNOn7aNq/0OY6hK7u7RTXr9XmvlNZ9o80+R3IyMioMu0yAypIp1RRo3PmzBE6OABgY2MDsVistiyv9evXa7ydon5YMzIyAKDAG86q7avS6GoduthmacTHx+P27dt4//331SLmbG1tsX379lKdPKvMnTsX9evXR/v27bFu3bpSr09FqVQiPDwcixcvhp+fn3ADPzg4GM+ePcOECRPU8m9kZIRPPvkEkydPxrlz5/Duu+8K7/n5+eHAgQP4+uuvAQAhISF4+PAhvvjiC61OlDVdj0QiwYULF5CVlaX2+fj4eFhZWZVo2LmQkBBERkZi0qRJwpBtKj169MAvv/yCO3fuoHnz5gBy6i9vxHXe/ABAdnY2EhISIBKJYGVlJUQJ5lbYviiINsdDWR07uZXkeCmOra2tMAxpamoq4uPjsXfvXojFYjRo0EDrfaWiq+OUiCo39qk0S29tbY1GjRrhjTfeQLt27SCVSrFv3z7MmjULAPJdPNJU7vY1PT1dmM/W29u70M9o0h8rSd9B23ZDlXeRSAQLCwvhZFpTJWm3zczMMGLECOG1RCLBsGHDMH36dFy8eBG9e/fWqNzFtb1EVLiq2m5oa9euXWqv33rrLXh7e+N///sfli1bhu+//75U6TVVXDtT0nMNbRX1m6+rc/XiyloW59W6ou1+KK49dHR0LJP9qkk7DJS+j1CU4o4lXRwDJflelNX5d3HXYkp7jULT63wWFhaYPXs2PvroI7z//vuIjIzEokWLhKH/tc1HbGxsia4hFtd/1HQ/aFJuuVwOhUIBExMTrfNJxXv27Bn69euH5cuXo3Xr1iVez9y5cxESEoLNmzerLU9ISMCvv/6KM2fOIC0tDd7e3pg6dWqh51ns37yyatUqHDt2DH5+fvmC/HV9Xsx7DTlK04aIRCIAOcdWjx491N4bPXo01q1bh2PHjqFLly5lcl0b0Ox+QEmVJs+62Pea9H007V/o8jqErvrw2vSPy6p/pOnvQFVqlxlQQToVEhICDw+PfHOYvnjxAtnZ2UX+ALVt21YneVANz1XQPEKZmZlqaXS1Dl1sszSio6OhVCoLnDvW2dm51Os/f/48Tp06hU2bNiEgIKDU68stPj4e/fv3R4MGDTB79mxhuWqeqIYNG+b7jGpZdHS02vJu3bph1apVCAsLg6urKw4ePIhGjRppPNxnSdZjZGSEgIAAnDhxAg8fPsTjx4+RmJgIAHBwcNBqu0BOhCaQE71XWATf06dPhQYwPj5eo4jr4OBgIZ2hoSEcHR0xbNgwDBkyROjgFbYv8tLmeCjLYye3khwv2pg+fTpOnjwJAOjfvz88PDxw6NAhAJrvKxVdHadEVLmxT1V8+rCwMAwZMgQjRozAF198IaR76623MHToUPz444/o3LlzkU/+Faag9rVJkyZFjpCgaX9M276Dtu1G7ryLxWLUrl0b7733Hj755JNiR7gqabvt6OiY72Km6hhVtb/alrugtpeICldV2w1dGDJkCJYtW4azZ8+WSfqCFNfOaHteWBLF/ebr6lxdkzZV1+fVuqLtfiiuPVQqlVqtT1OatMNA6foIRdHkWNLFMVCS70VZnX8Xdy2mtNcotLnO17ZtW7zzzjvYs2cPunTpgj59+pQ4H1FRUUUGEBdEk/6jpvtB03K3a9cOBw8ehI+PD1q2bAlra2sAOU/pUslFR0fj448/zndDTltr1qzBhg0b0KpVK7XlCoUC/v7+iI6OxhdffIHq1atjw4YNGDFiBP7++2/Ur18/37rYv8mxceNGLFq0CK1atcLChQuFa7lA2ZwX815DjtK0Iar92bhxY7X9BeTckLaxsRHyVFbXtTW5H1BSJc2zrva9pn2f130dQpd9eE3zXlb9I01/BywsLKpMu8yACtKZhIQExMTEoGvXrvneU0WTuru7F/p5bYZ2MjMzg7m5eYHvqaKwnz9/nu8J++fPn6ulKYy269DFNktD9cNUVFRuSWVnZ2POnDno1asXWrdurfNOjrW1NcaPH48FCxZg7ty5mDdvHgAIFxoKoipv3qcpvLy8UKtWLZw8eRKurq44fPiw2hBomtJ0PUqlEtOmTcOBAwfg4+MDLy8vvPfee2jevDlmzJih1Vx9ecvm7++Pli1bFpimcePGwt/W1tbCcG8qK1euxJUrV9SWNWrUSBhyKSUlBcePH8f//vc/JCYmCsNDFbYvctPmeCjrYye3khwv2pg4cSIGDBiA/fv3Y//+/ejQoQPEYjEAzfeViq6OUyKqvNin0iz9xo0bIZPJ8s0hLxKJ0LNnT1y/fh2BgYHw8/MrMo8Fyd2+ymQy3Lp1CytXrsScOXPwww8/FPgZTfpjJek7aNtu5M57eno6Ll26hN9++w2RkZFFzl9Zmnbb0DD/aaVcLhfeK0m5C2p7+/fvr3GeiKqSqtxu6IJIJEKdOnVw//79MklfkOLaGW3PC7WlyW++rs7ViytrWZxX64q2+6G49rCs9mtx21UpaR+hKJoeS7o4BkpSf2V1/l3ctZjSXqPQ5jqfTCZDUFAQgJy5zl+8eCE8SapNPhQKBR4+fKjRFC8qmvYfNd0PmpZ7/vz5+Oabb/DDDz8gOztb7b3cT9GSZhQKBf7++2/Mnz+/VOuJjIzEvHnzcPr0aVhaWuZ7//Lly7h58ybWrFmDTp06AQB8fX3xxhtvYPfu3Zg6dapaevZvcqxfvx7z5s1DmzZtsHLlynyBF2VxXsx7DTlK04ZYWVnByMio0IBFmUwmvFdW17U1uR9QUiXJsy73vSZ9H31ch9BVX0+bvJdV/0ib34Gq0i4zoIJ0RtWRKShqKyQkpND3VNq3b6/xtoqa18zb2xt//vknbt68iXbt2qm9d/PmTQA5PxhF0XYduthmadSpUwfAq2i03NauXYtnz56pzV+kTQTili1bEB0djT/++KP0GS2ARCLB8OHDoVAoMHfuXHTs2BF9+vRB3bp1AeTMQ5XXgwcPAOSfd04kEqFr1644efIk2rZti+joaPTt27fAeimKpuu5du0aDhw4gI8//hjTp09Xey8+Pr7Aei6u7lXRhaampvkiqcPDw/Hs2TO1jrNEIsmXbufOnfnWa2FhoZauR48euHXrFg4cOCB0oArbF7lpczyU9bGTW0mPl6KkpaXh1q1baN26NVxdXeHq6ooOHTrg/Pnz2Ldvn1Bvmu6r3NvVxXFKRJUX+1SapX/x4gWAgiPeVSdwqhNqbeVtXzt37ozbt29j//79hQZUaNIf69mzZ4n6Dtq0G3nz7ufnh3v37uHgwYOYM2dOoWUuTbsdHR0NhUIhBBsCwKNHjwAA9erV07jPVFzby4AKooJV5XZDFxQKBaKiojR+clPb9AUprp3R9rwQ0P15vq7O1Ysra0nOq18XbfdDce2hamhkbc8hi1PcdlVK2kcoiqbHki6OgZJ+L8ri/Lu4azEluUaRmzbX+ZYuXYp79+5h+vTpWLRoEWbNmoVVq1ZpnY/g4GAkJSWhRYsWheYrL037j5ruB03LXaNGDXzyyScIDQ2Fra0tRo8eDRsbG0ybNk3jvNMr4eHh+P777zFkyBC0bdsWY8aMyZfm2rVrWLx4MYKCgmBsbIwuXbpgxowZsLW1FdLMnTsXkZGR2LhxI5YsWZJvHU2bNsX27dvVRkGRSCQQiUQFjtzA/g3w+++/Y+HChejQoQOWL19e4I3Nsjgv5r2GHKVpQ0QiEZydnQvc3uPHj5Geni48+V8W17UBze4HlFRJ8qzLfa9J36csrkPo+t5OYbTpH5dV/0ib34Gq0i6Li09CpBnV3DoFdWSCg4NhZmZW4NBdKuvXr9f439tvv13oevz8/GBubo6dO3ciNTVVWP78+XMcPnwYLVq0UJsXLSIiIt+Pgrbr0Da9rtnb28PDwwOHDx8Whv0BgKSkJPzxxx/CEEyqTlRBEXwFycjIwPLlyzF69GjhB7SsfPjhh6hfvz4WLlwImUwGDw8P1KxZE3/++SeSkpKEdDKZDOvWrYNEIkGHDh3yrcfPzw/BwcFYt24dPDw8ijzmiqLJelT5yhvhd/ToUTx9+lQtGk/Tuvf09IS9vT22bt2qNsSeTCbDjBkzMHHixHxRfiUhl8shl8sLjL7Ouy9UtDkeXuexA0Cr40XTfXH06FGMGjUKhw8fFpZJpVLIZDKYmpqWal/p6jglosqJfSrN0qva3z179qhtMysrC/v374dYLNbpTTeFQgGRSFTokxia9Me06TvkVtp2Q9V2FXbyX9p2OykpCfv27VPb3qZNm2BtbY02bdpoXO7i2l4iKlhVbje0kfu3Obc1a9YgKSkp3xOw2qYvrdztjDbnGmV9nq+rc/XCylrStvF10Pacr7j2sKzO94vbblGK6yMUpTT9h5IcAyWtP32cf5f2e6Lpdb6goCCsXbsWvXv3xscff4zRo0fj9OnTwvGgTT4OHToEBwcHNGnSRKMyarv/NdkPmpb7+fPn8Pf3h1wuxx9//IE+ffqgbdu2ZfI0fVVQu3ZtHD9+HF9++SVMTEzyvX/16lWMHDkSJiYmWLx4Mb766itcuXIFw4cPh1QqFdJ9/vnn2L9/f6FPSJuZmaF58+YwNDREdnY2Hj58iBkzZkCpVOLdd9/Nl76q929Wr16NhQsXokuXLlixYkWhx3dZnBfzXsMrpWlD3n33Xdy/fx/Hjh1TW7569WoAQN++fQGUzXXtghR1P0Bb2tanrve9Jn0fXV6HeN33drTpH5dV/0jT3wGg6rTLHKGCdCY4OBgSiaTAjndoaCjc3NzUIsby0tW8ZtbW1pgxYwZmzZqFwYMH44MPPkBWVhY2b94MpVKpFj0JAH369IGDgwNOnTpV4nVom37v3r14+vQpgFdzEa1YsUJ439/fX/g7MjISN27cgIuLC1xdXQst91dffYVRo0ZhwIABGDRoEIyNjfHXX39BKpViypQpCAgIwI0bNwBA4ydp0tLS4ODggNGjRxeZTiqVqnXaVB3eEydO4NatWwBeRSYWxtDQEJMnT8akSZOwdetWjBo1Ct999x0mTJiAd999FwMHDoSxsTH27duH0NBQzJw5E9WrV8+3nlatWsHKygrHjh3LF72nDU3W07x5c1hZWWHBggV48eIFbG1tcfPmTezbtw/GxsZIS0sDAK3qXiKRYNasWZg0aRLeeustDBw4EJaWlti7dy9CQ0PxxRdfoFq1alqXJzExEfv27YNSqURiYiKOHz+O6OhojBo1Kl/agvYFoPnxoGlaTY9tTRgaGmp0vGizL3r06IFly5bhm2++QVhYGOrUqYNdu3ZBJpOhf//+pdpXujpOiahyYp9Ks/QjRozAvn37sH37djx//hwdOnRARkYG9u/fj/DwcAwbNkztRF2bdiczM1M4Oc/MzERQUBD+/fdf9OrVq8gbDsX1x6pXr65R3yEvbdoNVd6VSiWSk5Nx4cIF3Lhxo8A2X0WbNr4gqnY4LCwMdevWxYEDBxAaGop58+bBxMRE4z5TcW0vERWsKrcbgObn1ytXrkRgYCBat26NOnXqQCqV4sKFCwgICEDDhg0xbtw4tfVqm16X7Yym5xpleZ6vUtpz9eLKqmkboQldnmMC2p+fF9ceAiiT831NtguUrI9QFE2PJV0dAyU9B9e0H6WPaxRFKa5fKZPJ8OWXX8LMzAxff/01AGDs2LE4dOgQZs+ejTZt2sDe3l6jfPz999/4888/4evri/3796vlQzW90YkTJzBw4ECYmZkB0P63RNP9UFy5AeDrr7/Gy5cvsWbNmmLrkYqnGj2nML/88gsaNGiA1atXw8DAAEDOaBN9+/bF7t27MXToUACAs7Ozxtv8/vvvhVFdxo0bV+Bnq3L/ZuvWrfj1119Ro0YNdO/eXe1GLwCYm5sLU3iU1Xkx7zXkKM013Pfffx8HDhzA5MmT8cEHH8DV1RWXLl3CwYMH8d5778HX11fIq66vawOa3w8oSX1r287p+l6BJn0fXV2H0Me9HW36x2XZP9KkTQaqTrvMgArSmdDQUDg7O+ebGykhIQHPnj0r0fzVJfXBBx/A2toaa9euxYIFCyCRSNCiRQtMnjxZ45MibdehTfrdu3cL8yqq/Pbbb8LfuQMqrl69ii+//BLjx48vMu++vr7YunUrfvvtN6xcuRISiQRNmzbFL7/8AmdnZ8yaNQu3b9+Gp6cnhg0bplEdAMDMmTOLjSRLTU3Fl19+mW/5r7/+qvF2AKBXr15o2rQpVq1ahQEDBqBbt27YtGkTli9fLkRuenh4YMWKFejWrVuB65BIJOjUqRP++eeffNNVaEOT9VSvXh1r1qzBwoULsWbNGhgaGsLR0RE//PADUlJS8PPPP+P27dtYvny5VnXfvXt3bNiwAStXrsSaNWugVCrRsGFDzJ8/X6u5LHN78uSJ0DBKJBI4ODhg2rRp+PDDDwtMn3dfqGhyPGiaVtNjW1OaHC/a7AsLCwts2LABv/76K/7++2+kp6cLkc09evQAUPJ9pavjlIgqJ/apNEuvOsldsWIF/v33XwQEBEAikaBx48b48ccf8f7776utV5t2JyUlRWg3xWIx7O3tMXDgwHzz+uZVXH8MgEZ9h9zD4ALatRu5825oaIiaNWtizJgxhQ5hq6JNG5+XjY0N5s6dizlz5uDp06dwdnbG8uXLhfZX0z6Tt7d3sW0vEeVX1dsNTc+vW7dujYiICOzbtw+JiYkQi8VwcnLC2LFj8cknn8DCwkJtHdqm13U7o8m5hrbnmira/uaX5ly9uLJq00YUR9fnmIB253zFtYfark9TmmwXKHkfoSiaHEu6PAZKUn+a9qP0cY2iKMX1K3/55Rfcu3cP33//Pezs7AAARkZG+OGHHzBixAhh6g9N8jFz5kwAwLlz53Du3LkC8zN37lz4+fkJARWqz2n6W6Lpfiiu3Dt27MD58+cxYMAAdOrUSaNtU8llZGTg1q1b+Pjjj6FUKoWnnB0dHdGoUSNcuHBBCKjQxsCBA9G/f39cunQJa9asQWxsLH788Ue1NFW5fxMUFAQAiIuLw1dffZVvXQ4ODkL5y+q8mPcacpTmGq6RkRHWrFmDJUuW4NSpU9i5cydq1qyJSZMm4dNPP1VLq+vr2oDm9wNKWt/a1qcu7xVo0vfR1XWIQYMGvfZ7O9r2j8uqf6TJNa6q1C6LlIWNWUukI+fPn8fHH3+MefPm4Z133tF3doiIiIgqJPapqDwaNmwYHjx4gAsXLug7K0SUB9sNotdHX+0h22HdWrJkCYyNjfPd6KrsXFxcMHfu3AKnXQCAy5cvY/jw4Th58iTq1q37mnNHr5NqX2/atAmtW7dGTEwMOnbsWGh6Ly8v7Nq1K99y1U3HzZs3F7tN1Y26M2fOoFatWsWmZ/+GqGpj34f0hSNUUJkLCQkBALi7u+s5J0REREQVF/tURESkDbYbRESai4+Px8GDB/M9JU9UlZmbm0MkEmHkyJHo27dvvvdNTU01Xte9e/dw+/ZttZFwgZygDKVSiefPn2sUUMH+DRER6QMDKqjMBQcHw9jYGI0aNdJ3VoiIiIgqLPapiIhIG2w3iIg0l5iYCH9/f7Rq1UrfWXnt+vXrBycnp0Lfr1GjBvr166c23QdVDRYWFnB3d8eDBw/g5eUlLJdKpZg0aRI6duyIxo0ba7SuW7du4euvv0aDBg3QvHlzYXlAQACMjIzQsGFDjdbD/g0REekDAyqozIWGhsLFxQWGhjzciIiIiEqKfSoiItIG2w0iIs01btxY4xvDlc3ChQuLfL9Ro0bFpqHKa8qUKRgzZgymTp2K/v37Qy6XY926dbh16xbGjh2r8Xr69OmDdevWYerUqZg4cSLs7Oxw8uRJbN++HZMnT4aVlZVG62H/hoiI9EGkVCqV+s4EERERERERERERERER6cfly5cxfPhwbNq0Ca1btxaWX7x4EcuWLcOdO3cgkUjg4eGBCRMmwNfXt8D1DBs2DACwefNmteWxsbFYtGgRzp8/j8TERDRq1AgjR47E22+/XWZlIiIi0gUGVBARERERERERERERERERERHlIdZ3BoiIiIiIiIiIiIiIiIiIiIjKGwZUEBEREREREREREREREREREeVhqO8MVCXZ2dlISUmBkZERxGLGshARUdWiUCggk8lgaWkJQ0N2QYrDfgMREVVl7Ddoh/0GIiKqythv0A77DUREVJWVpN9QrnsX48ePR0hICE6dOiUse/DgAebNm4fr16/D0NAQ3bp1w8yZM2FlZSWkSU1Nxfz583Hy5EmkpaXBx8cHX3/9NRo3bqy2/vXr12Pr1q2IiYlBw4YNMWHCBPj5+amlOXfuHBYvXoyIiAjY2tpi0KBBGDNmDEQikdblSUlJwYMHD7T+HBERUWXSsGFDVKtWTefrZb+BiIio8mG/QTPsNxAREZVdv6GyYb+BiIhIu35DuQ2o2LdvH44fPw4HBwdhWXJyMkaOHAl7e3vMnz8f8fHxWLBgAZ4/f45169YJ6aZOnYrbt29j2rRpsLCwwLJlyzBixAgcPHgQNjY2AIA//vgDv/76K8aNGwdPT0/s3r0bEydOxMaNG9GyZUsAwI0bN+Dv74/evXvj888/x/Xr17Fo0SIoFAqMHTtW6zIZGRkByNlBJiYmpagd/YqJicGqVauE14MHD4azs3OBaaVSKR48eFDhy6xvrEfdYD3qBuux9KpqHarKrWoPdYn9hvIrPT0dCxcuhFKpBAD07dsXvr6+Baatqt8NXWM96gbrUTdYj7pRFeuR/QbtVPR+w40bN3DgwAEAgEgkwrRp02BqapovXVX8LpQG60tzrCvtsL40x7rSTknrqyz7DZWRvvsNlf17UZnLV5nLBrB8FVllLhvA8pXV9rTpN5TLgIqYmBjMnj0btWrVUlu+fft2JCcnY+/evbC1tQUA1KxZE2PGjMG1a9fg6+uLmzdv4syZM1izZg06deoEAPD19UW3bt2wbds2+Pv7QyqVYvXq1Rg5ciTGjRsHAOjYsSMGDRqE5cuXY8OGDQCA5cuXw9XVFQsWLBDSZGdnY82aNRg1apTWO1U1fJaJiUmBFwYqinr16kGpVCIpKQkAEBISgqZNmxb5mYpe5vKC9agbrEfdYD2WXlWtQ10PJ8l+Q/lmamoKa2trPHz4EAAQFBSEDh06FPmZil7m8oL1qBusR91gPepGVaxH9hs0U9H7DS4uLti0aZPw+tGjR2jevHmh6StqOfWF9aU51pV2WF+aY11pp6T1xekrNFNe+g363n5Zq8zlq8xlA1i+iqwylw1g+XRNm35DuexhfPPNN2jXrh3atGmjtvz8+fNo0aKFcHEDADp06ABzc3OcO3dOSGNmZoZ27doJaWxtbdGyZUshza1bt5CcnIwePXoIaUQiEbp3744rV65AKpVCJpPh8uXLamkAoGfPnkhPT8e1a9d0Xu6KQiQSwcPDQ3gdEhKix9wQEVFVx35D+efp6Sn8HRYWhuzsbD3mhoiIqjL2G8qnGjVqwM7OTngdGhqqx9wQERERERERvVLuRqjYuXMngoOD8c8//2D+/Plq70VERKBPnz5qy8RiMerWrYtHjx4JaerWrQtDQ/WiOTk5CcNHRkREAADq16+vlqZevXqQy+V48uQJDAwMkJWVVWAaIOdpifbt25eojFKptESfK0+aNGmCCxcuAABevHiBJ0+eqF38UFGVtTKUWZ9Yj7rBetQN1mPpVdU6LIvyst9QMeSeVz4zMxPBwcEFThdWVb8busZ61A3Wo26wHnWjKtYj+w1Vr9/QuHFjxMbGAsgJqMjIyMiXpip+F0qD9aU51pV2WF+aY11pp6T1xfolIiKislSuAiqio6Mxd+5czJ07V+2pEJXk5GSYm5vnW25ubo7U1FQAQEpKCiwsLApMk5aWJqQBkC+dat2pqakQiUTFpimpBw8elPiz5YVSqYRIJBLmQz99+rTa06d5VYYylwesR91gPeoG67H0WIelw35DxaFUKmFiYiJc5Dp//nyRo1RUhjKXB6xH3WA96gbrUTdYjyXHfkP5l7v+Y2NjcfnyZVhaWhaYtiKXUx9YX5pjXWmH9aU51pV2WF9ERERUnpSbgAqlUomvvvoKnTp1Qs+ePQtNp7rwkPezquUKhaLANLk/q1AoCs0DkPMUilwuL3R7qjQl1bBhQ63nQy2PAgIChM5tUlIS3N3d86WRSqV48OBBpSmzvrAedYP1qBusx9KrqnWoKrcusN9Q8Xh4eOD69esAcm6SsN9QdliPusF61A3Wo25UxXpkv6FkKvIx4uTkhJMnTwp1pVQq8/UXquJ3oTRYX5pjXWmH9aU51pV2Slpfuuw3EBEREeVVbgIqtm7divDwcBw4cEB4YlF1Ep2dnQ2xWAwLC4sCn9RIT09HrVq1AACWlpaIj4/PlyYtLU14ssHKykpYZm1trbYe1TpUF0Hybk/11ElBT6VoysTEBKampiX+fHnh5eUldFTv3bsHQ0NDSCSSAtNWljLrG+tRN1iPusF6LD3WYcmx31DxeHt7CwEVz549Q0ZGRoFPCAOVp8z6xnrUDdajbrAedYP1WDLsN1QMpqamcHR0xJMnTwDkTJ/SpUuXAtNW5HLqA+tLc6wr7bC+NMe60g7ri4iIiMqTchNQcfToUSQmJhY4T6iHhwfGjx+PBg0aCCfWKgqFAlFRUejRowcAoEGDBjh//jwUCoXaUx1PnjxBo0aNhDQA8PjxY3h7ewtpHj9+DCMjIzg6OkKpVMLAwACPHz9W257qde65wKsqT09P7Nu3DwCQlZWFu3fvwsPDQ8+5IiKiqoD9horHw8NDbbqw4OBgdOjQQc+5IiKiqoD9horD1dVV2A9hYWFqI4QQERERERER6UPJx5HUsR9++AG7du1S+9elSxfY2dlh165dGDhwINq1a4erV68iISFB+FxAQADS0tLQrl07AED79u2RlpaGgIAAIU1CQgKuXr0qXDzx8fGBmZkZjh49KqRRKpU4fvw4WrVqBSMjIxgbG8PX1xfHjx8XLvwDORdirKys1C6MVFWOjo7C0zdAzo0RIiKi14H9horH0tIS9erVE16z30BERK8L+w0Vh5ubm/B3SkoKnj59qsfcEBEREREREZWjESoaNmyYb5mNjQ2MjIzg5eUFABgyZAi2bNmCUaNGYfz48UhKSsKCBQvQsWNH+Pj4AABatmyJVq1aYdq0aZg2bRpsbGywdOlSWFpaYtCgQQByhpH86KOPsHz5ckgkEvj4+GD37t0IDg7Gxo0bhe2PHTsWo0aNwqRJkzBgwADcvHkTa9euxRdffME575Az36uHhwcuXrwIALhz5w4GDhyo51wREVFVwH5DxeTh4YFHjx4BAEJDQyGXy2FgYKDfTBERUaXHfkPF0bhxYxgaGgpTs4SGhsLBwUHPuSIiItK/y5cvY/jw4YW+P2HCBIwfP/415oiIiKjqKDcBFZqwtbXFpk2bMGfOHHzxxRcwNzdHr169MH36dLV0y5Ytw7x58zB//nwoFAo0b94cixcvVpu/dPz48TAwMMBff/2FdevWoXHjxlixYgVatGghpGnTpg2WLl2KJUuWYNy4cahZsyamT5+Ojz766LWVubzLHVARExODuLg41KhRQ8+5IiIiYr+hPPLw8MDBgwcBAFKpFBEREXB2dtZzroiIiNhvKC+MjIzQqFEjhIeHA8gJqPDz89NzroiIiPTPw8MDO3bsyLd88eLFCAoKQt++ffWQKyIioqqhXAdUzJs3L98yZ2dnbNiwocjPWVtbY+7cuZg7d26haUQiEfz9/eHv71/kurp3747u3btrlN+qyN3dXW0+9Dt37qBz5876zRQREVVJ7DeUfw0aNICZmRnS09MB5PQbGFBBRET6wH5D+eXq6ioEVNy7d48jWhEREQGwsLBAs2bN1JadOHECFy9exG+//YYGDRroJ2NERERVgFjfGaCKzdzcXK2zxvnQiYiIqDBisRju7u7Ca/YbiIiIKC83Nzfh78zMTDx8+FCPuSEiIiqfpFIpfvrpJ3Tu3Bm9evXSd3aIiIgqNQZUUKl5enoKf4eHhyMrK0uPuSEiIqLyLHe/ISoqCklJSfrLDBEREZU7Tk5OMDU1FV6HhobqMTdERETl04YNG/DixQt89dVX+s4KERFRpVeup/ygisHDwwP79+8HkPP0yP3799WeKCEiIiJSyT1CBZAzSkW7du30lBsiIiIqbwwMDODi4oLAwEAAOQEV/fr102+miIiIyhGZTIbNmzejT58+qFevXonXI5VKdZgr7berr+2XtcpcvspcNoDlq8gqc9kAlq+stqcNBlRQqTk5OcHS0hIpKSkAcuZDZ0AFERERFcTa2hqOjo6IjIwEkNNvYEAFERER5ebq6ioEVDx8+BBSqRQmJib6zRQREelEVlYWHj16hLp166qNSESaO3LkCOLi4vDJJ5+Uaj0PHjzQUY4q5vbLWmUuX2UuG8DyVWSVuWwAy6dPDKigUlPNh3758mUAQFBQEN5//30954qIiIjKK09PTyGgIiQkBHK5HAYGBnrOFREREZUXuR/SUCgUuHfvHry8vPSYIyIi0gWFQoFFixYhIiIC9vb2+Pbbb2FkZKTvbFU4R48eRZMmTeDq6lqq9TRs2FAvAYtSqRQPHjzQ2/bLWmUuX2UuG8DyVWSVuWwAy1dW29MGAypIJ7y8vISAipiYGMTGxsLOzk7PuSIiIqLyyMvLC4cPHwaQ04G9f/8+XFxc9JwrIiIiKi9q1qwJGxsbJCUlAciZ9oMBFUREFd/jx48REREBAHjx4gUSExNRs2ZNPeeqYsnKysKFCxdKPToFAJiYmOh1lBB9b7+sVebyVeayASxfRVaZywawfPok1ncGqHJwd3eHWPzqcAoKCtJjboiIiKg8a9CgAczNzYXX7DcQERFRbiKRSG2UitDQUD3mhoiIdCUkJET429jYGNWrV9djbiqmu3fvIiMjAy1atNB3VoiIiKoMBlSQTpibm6NRo0bCa94YISIiosKIxWJ4enoKr9lvICIiorxyD2P+9OlTvHz5Uo+5ISIiXcgdIOfs7AxDQw6gra27d+8CgNq1eCIiIipbDKggnck9/Obdu3chlUr1mBsiIiIqz3L3G54/f47Y2Fg95oaIiIjKm7zzwoeHh+spJ0REpAt55yvPPRIRaS4uLg4AYG1treecEBERVR0MqCCdyX1jJDs7G2FhYXrMDREREZVnnC6MiIiIimJjY4PatWsLrzntBxFRxXb37l3I5XLhtbu7ux5zU3GNHj0a4eHhMDY21ndWiIiIqgwGVJDO1K5dW23eO94YISIiosJwujAiIiIqTu6nl0NDQ6FUKvWYGyIiKo3cgXE2NjaoVauWHnNDREREpDkGVJDOiEQitVEqgoKCeLGDiIiICpV3urDMzEw95oaIiIjKm9wBFYmJiYiJidFjboiIqDRyB1S4ublBJBLpMTdEREREmmNABelU7hsjL1++RFRUlB5zQ0REROVZ3unCODc6ERER5ebs7AwDAwPhNfsKREQVU2JiIp49eya85nQfREREVJEY6jsDVLm4uLjAyMgIcVmGCJU44YO/wqAwNILdlRto4VgNY96oh0Y1zPWdTSIiIioHVNOFPUzIQKjECRcORcHA1Jz9BiIiIgIAmJiYoFGjRrh2LwqhEiecDXgJY0uwr0BEVMGEhISovXZ1ddVTToiIiIi0x4AK0qnwuAycsumA0AzTnAVJSoiQBcQl4FREAhaeiUAvV3v83NcNnrWt9JtZIiIi0qvg5yk4ZNISty3+65KmKSFKY7+BiIiIctx5low/M51x3cI5Z4FUCVEm+wpERBVN7uk+HB0dYWXF32wiIiKqODjlB+nM2Yg4tFt2/lUwBQBABCUA5X+vlAAOh71Au2XncTYi7vVnkoiIiMoFVb/hdnLu+F72G4iIiCiHqq9wPSHXQhH7CkREFY1CoUBYWJjw2s3NTY+5ISIiItIeAypIJ+48S0b/dVeQminXKH1qphz9113BnWfJZZwzIiIiKm/YbyAiIqKisK9ARFR5REVFISUlRXjt7u6ux9yQrsmliUgOWovEy7ORHLQWcmmivrNERESkcwyoIJ2YcTAUKZly4SmR4igBpGTKMeNgaLFpiYiIqHJhv4GIiIiKwr4CEVHlkXu6D4lEgsaNG+sxN6QrSqUSiZdnI/L3eog/ORZJF39A/MmxiPy9HhIvz4ZSqWkrTkREVP4xoIJKLSIuDUfCXpTos0fCXuBBfJqOc0RERETlFfsNREREVBT2FYiIKpfcARWNGzeGRCLRY25IV5KuzEHSxR+glEvVlivlUiRd/AFJV+boKWdERES6x4AKKrU1lx5r/NRIXkoAqy8+1mV2iIiIqBxjv4GIiIiKwr4CEVHlIZPJcO/ePeE1p/uoHOTSRCRdmVdkmpdXfub0H0REVGkwoIJKLfDpS4hK+FkRgFtPOccpERFRVcF+AxERERWFfQUiosrj/v37yM7OFl67ubnpMTekK2n39gDyzCLTKOVSpN//+zXliIiIqGwxoIJKLTVTXqrPp2RmF5+IiIiIKgX2G4iIiKgopesrKJH44h5S7qxD5vNrUGRn6CxfRESkvZCQEOFvS0tLODg46DE3pCvy9OcapctO0ywdERFReWeo7wxQxWdhbFCqz1sa8zAkIiKqKthvICIioqKUtq9gkvEIcSd+zHkhEkNi0wRGdt4wquH13//eMLBwgEhU0nEwiIhIU6GhocLfbm5uEIv5fGdlYGBWS7N0JtXLOCdERESvB69IU6k1q2ON43fjSvRZJYCmdax0myEiIiIqt9hvICIioqKUrq8ggptxZK4FCmQlhiMrMRxpd3cKi8UmtjCq4S0EWBjZecHI1h0iQ+PSZp+IiP6TnJyMqKgo4bW7u7sec0O6ZN7kXSScmQylXFpkuuRbK2Hi0A5GNTxfU86IiIjKBgMqqNTGvFEPC89EQFmCz4oAfNqmnq6zREREROUU+w1ERERUlNL2FaaN/QUOBlMgi70NWdxtyOLuQBZ7G/LUVzf1FNIESKPOQBp1JteHDSCxdckTaOENQ3PNnsIlIiJ1uaf7AABXV1c95YR0zcCkGqxbzUDSxR/yvadUAqpBoLISQhC9/Q3Ytv0RVs0nQSTiCCVERFQxMaCCSq1RDXP0crXH4bAXWn+2l6s9GlY3L4NcERERUXnEfgMREREVpbR9hUZ2lgBcYWTrCrgMFN6TZ8RDFhf0KtAi9jZkCSGAXJaTQClHVnwIsuJDkBb+p/A5sZk9jGp4wzjXtCGSaq4QGUhKW1QiokotODhY+LtOnTqoVq2aHnNDumbT6isAwMsrP6uNVJGtNMDleG907dwRsuClgFyGhIAZSH9wEDV6roXEig9JEBFRxcOACtKJn/u64fzDeKRmyjV6ikSEnHlRf+7rVtZZIyIionKG/QYiIiIqSln0FQxMq8PUsTNMHTsLy5TyLGQlhv8XYBEkBFzI058LaRTpLyB9cgLSJyderUwsgZGtW85IFrlGszAwraF9YYmIKiGFQoHQ0FDhtYeHhx5zQ2VBJBKhWuuvYdXUH+n3/0Zy7APsO3IBYcn1kKkwhmVqO/R6fwBij45C9ssISKPPIXpLc1TvvAgG9d/Td/aJiIi0woAK0gnP2lbY/1Er9F93BSmZ8mLTWxgbYP9HreBZm/OgExERVTXa9RuUMJeI2G8gIiKqQl7XNQaRgQRGNTxz5nbPNRK9PP2FMJJF5n//ZyWEAYrsnASKrP+mE7kNvLpfCAPzOv8FWHgJ/0uqOUMk5uU3IqpaIiMjkZKSIrxmQEXlZWBSDZaeH8ESgChsJTIDAwEA586dQ58+8+Aw9CoSAmYgJeh3KGUpiDv2CYwb7IOopr9e801ERKQNntGRznRqVAMXxrfHjIOhOBL2AkrkPCWihPK//0UQQYmeLvaY/6Y7b4oQERFVYUX1G3JeiCCCAh1NAvFN/Svo2KCPnnNMREREr5MmfQVAid6uNfFzXzedXmMwMLOHaT0/mNbzE5YpszMhSwj9L5DijhBwociIE9LI054iI+0pMh4dEZaJDEwgqe6uNpKFUQ0vGJhw6HsiqrxyT/dhZGSExo0b6zE39Lp07doVgf8FVKSlpeHq1ato164danRbDrOGfRF3/FPI02OQ+fAArKMuQGqzCqaub+s1z0RERJpgQAXplGdtKxz8pDUi4tKw5tJj3IhKRFRMPCwywuBrGoa3jM/CpdtRNGAwBRERUZVXUL/hWVwSXsY9Rw15Mj60PIx3a5wBUoHUkI2w9PxI31kmIiKi16igvsKTZ7FIfxmPGvJkuGY9war3v4e1ddlfYxAZGsPYvhmM7ZsJy5RKJeRpz4TgCtX/WYl3AaUiJ41cCtmLG5C9uKG2PgNLJxjbeeUEWfw3ooWhTWOIROIyLwsRUVnLHVDh7OwMiUSix9zQ6+Ls7Iy6desiKioKAHDq1Cm0bdsWIpEIZg36wGHYTcSd9Ef6/b0QZyUg6chAyKM+gW3H+RAbWeg590RERIVjQAWViUY1zPHzm+7IyMhAUFAQAvctRXfrswCA+1d2okHDL/WcQyIiIiovcvcbgoODsXfvRcTGxuJhQl1Ia1aDiTIRCRe+hVnjd2FgYqPv7BIREdFrlruvcPXqVWzdelh4LzQ0FG+88YZe8iUSiWBoUQeGFnVg1qCXsFyRnYGs+NBXQRaq0Swyk4Q08pQnSE95gvQHB1+tz9DsvylI/hvJ4r/RLMRGlq+zWEREpZKRkYEHDx4IrzndR9UhEonQpUsXbN68GQAQFRWFe/fuwdnZGQBgYFoD9n13IPH2eiSdmwKRPB0pd/5ARuRp2PVcB5M6bfSZfSIiokIxoILKnIGBAcR1/KCQnYNYpITs8SEADKggIiKi/EQiETw9PXH69GlkKSU4E9sSvWocgyIjFkmXZ6N6pwX6ziIRERHpkbm5OWrXro1nz54B0G9ARWHEhqYwrtkcxjWbC8uUSiXkKZGQxd1Gpmoki7ggZCXeR84cJoAyOx2Zz68g8/kVtfUZWjfMGcXiv5EsjOy8YWjVACKR6HUWi4hII2FhYVAoFMJrBlRULa1atcKePXuQlpYGIGeUClVABZBzzm/qPBiPU+1hF/Ursp6dR/bLCDzb2QXWvtNQ7Y1vITIw0lf2iYiICsSACnotXLzbIjrAHo5mMagjCkZsbCzs7Oz0nS0iIiIqh1QBFQAQGFsHPZq0gDjxOpJvLYel10cwsnXTcw6JiIhIn1xcXISAipCQECgUCojF5XuqDJFIBEMrJxhaOcGs4ZvCckVWGmRxwWpThsjigqCUpQhpsl8+QPbLB0iP2PdqfUaW/wVZqEay8IZRDQ+IJeavtVxERHnlnu6jRo0asLe312Nu6HUzMjJChw4dcOTIEQBAYGAg4uPjUb16dbV0CpPasO13AFmha5Dw77eAXIaXV39GxqOjsOu1AUbV3fWRfSIiogKVq7NNuVyONWvWoHv37vD29kb//v2xb98+tTQDBw6Ei4tLvn+BgYFCmtTUVMyaNQvt2rVDs2bNMGrUKNy/fz/f9tavXw8/Pz94eXnhrbfewokTJ/KlOXfuHN599100bdoUXbp0werVq6FUKnVe9srOzc0N91LrAQBsjFIRfmVfMZ8gIiIqGvsNlVf9+vVhbq66GSBCmGQAABGgyEbC2WmsUyIiKhH2HSoPFxcX4e/k5GRER0frMTelI5aYw6R2K1h5fYIaXZegzsAzqDc2FnVHhcH+zb9g0/obmDV6C4bWDdU+p5SlIPPpv0i5vQrxJ/3xbEd7PF5ui6iNHog5OAiJl+dA+ugwxNLnPKaI6LVRKpUICQkRXnt4eHA0nSqoU6dOQqCjUqnEmTNnCkwnEolh3WIyHAZfglENbwCALDYQT7e1xssbS6BUKgr8HBER0etWrkao+PXXX7Fx40ZMnDgRXl5eOHv2LKZPnw6xWIx+/fpBoVDg7t27+Pjjj9GjRw+1zzZp0kT4e+rUqbh9+zamTZsGCwsLLFu2DCNGjMDBgwdhY2MDAPjjjz/w66+/Yty4cfD09MTu3bsxceJEbNy4ES1btgQA3LhxA/7+/ujduzc+//xzXL9+HYsWLYJCocDYsWNfW71UBubm5pBV7wQgZ9jKlLt7gL6f6DdTRERUobHfUHkZGBjAy8sLly5dAgBcCn2JVp1GIfXOOmQ8PoaMh4dg1rCvnnNJREQVDfsOlUfjxo0hkUiQlZUFALhz5w4cHR31nCvdEYnEkFg3hMS6Icwbvy0sV2QmQxZ/J2ckC2E0iztQZqf/l0KJrMR7yEq8h/R7ewAANgBe3LaBsWoki/9Gs5BUd4fY0OR1F42IKrmYmBjEx8cLr93dOcpAVWRrawsfHx9cv34dAHD+/Hn069cPRkYFT+VhVMMTdQZdQOKl/+HltYVQyjORcO4LpD88CLvuv8PQyul1Zp+IiCifchNQkZaWhi1btmDEiBEYM2YMAKBNmzYIDg7Gli1b0K9fPzx8+BAZGRno3LkzmjVrVuB6bt68iTNnzmDNmjXo1KkTAMDX1xfdunXDtm3b4O/vD6lUitWrV2PkyJEYN24cAKBjx44YNGgQli9fjg0bNgAAli9fDldXVyxYsEBIk52djTVr1mDUqFEwMeGJpzYae3dGzPW1qGmSgGqZN5Ceng4zMzN9Z4uIiCog9hsqv6ZNmwoBFS9evEBWowkQ390Nhewl4s9Ng6mTH0SGxnrOJRERVRTsO1QuEokELi4uuHPnDoCc4eV79+6t51yVPbGxFUzqtIVJnbbCMqVCjuyXEZDF3kZm3G1kxQUhMzYI8pQnr9JkJkEafQ7S6HOvViYygKRaE/UpQ+y8YWBem0+TE1GJ5Z7uQywWw9XVVY+5IX3q2rWrEFCRnp6OS5cuoWPHjoWmFxkaw7b9bJg16IPYox8hO/khpJGnEb2lBap3WQxz1yFsn4iISG/KzZQfxsbG2LFjB0aNGqW2XCKRQCaTAQDCwsIAoMiO2Pnz52FmZoZ27doJy2xtbdGyZUucO5dz4njr1i0kJyerPXEiEonQvXt3XLlyBVKpFDKZDJcvX873VErPnj2Rnp6Oa9eula7AVZC3tzfupuREk9Y0SUDItWN6zhEREVVU7DdUfu7u7jA0fBX7ezs8CjZvfAsAyE66j5eBS/WVNSIiqoDYd6h8PDw8hL8jIiKQkZGhx9zoj0hsAEk1Z5g7vwfbtv9Dzf5/w+nj+3D6LAa2/Q4ireFkmLp8CCP75hAZ5ApGVcqRlRCGtLt/IfHCN4jZ1x+Rf9THkzUOeLa7F+LPTUdKyGZkvgiEUi7TXwGJqELJHVDRuHFjBgdWYY0aNVIbPer06dMaTUFl4tAODh9eg4VHTp9NIXuJ2KOjEHtoCOQZ8cV8moiIqGyUmxEqDA0NhYsWSqUScXFx2LNnD/7991/8+OOPAIDQ0FBYWlpizpw5OH36NNLT0/HGG2/gyy+/RMOGOXNJRkREoG7dumoX4AHAyckJBw4cENIAOfNz51avXj3I5XI8efIEBgYGyMrKKjANADx69Ajt27cvUVmlUmmJPlcRqcoqlUphZWWFeKPmAAIBALG3tyGjZU/9Za4CyV2PVHKsR91gPZZeVa1DXZaX/YbKKfd3w8TEBI0bNxZubgUGBqLjeH8Y3P4d8qRwJF2eA8P6A2BgXkufWS6XqupvjK6xHnWD9agbVbEedV3WqtJ3qOzHSO7vQuPGjYXlCoUCt27dQtOmTfWVtXLIBApbX2Q62MK4YUOYmJhAqciG/OV9ZMXfQXb8HeF/Rfoz4VOKjDhII09BGnnq1arEhjC0cYFhdU9IqnvCsLonDKt7wcDUTg/lKhtV8Xe2NFhfmqtKdSWTyXD37l3htbOzs9bBbiWtr6pQvxWNSCRCt27dhJG5nj59ivDwcI1GLREbWcKu+2qYNXwTcSc+gyIjFmn3dkP69F/U6L4GZvV5T4GIiF6vchNQkduBAwcwbdo0AECnTp3Qp08fADkXN1JSUlCtWjUsX74c0dHRWL58OYYOHYq9e/eiZs2aSElJgYWFRb51mpubIy0tDQCQkpICAPnSmZubAwBSU1OF4aOKSlNSDx48KPFnKypVmY1reCEpzQI2RqmwSLmEoKAgGBgY6Dl3FUdVPHbKAutRN1iPpcc61A32GyofVZlr1KghLHv48CFuBN6GVd3PYJk0GcqsVEQdn4I052/0lc1yryoeO2WB9agbrEfdYD3qRmXuO1SVY+TBgwdQKpWwtLQU6vvixYuQSCR6zln5lP+4cAcs3QHLgUB9QJSVBIPUezBMuw+DtHswSLsPg/SHECmzc5IrspGdEIzshGBI7+0Q1qKQVEe2RWPIzZtAbt44559pPUBcLi83aqSqfId0hfWluapQV1FRUcjKyhJeGxkZISQkpETrqgr1VRX4+vpi9+7dQlt96tQpraaBMW/UDya1WyPuxFikPzgAedozxOztB0vvz2DbYS7EEvOyyjoREZGacnmG07RpU2zZsgUPHz7EkiVLMGjQIOzatQtffPEF/P390aJFCwA5DXLz5s3Ru3dvbNq0CdOmTYNCoSh0Li3VcoVCUeD7qiGnxGIx5HK52mfyEotLPltKw/+eDKgKpFIpHjx4IJTZ1NQUQdvroVX1YDiYPEeqKBVN3NvoO5vlXt56pJJhPeoG67H0qmodqsqta+w3VB55vxt16tTB+fPnhfezs7PRpN1HSEw5hszHh2EccxC1206FkX0LPea6/KmqvzG6xnrUDdajblTFeiyrfgNQufsOlf0YyftdaNq0qdBXeP78Odzc3Di/ei7a/Xa0VXullGchO+nufyNZBCE74b/RLDJihTTirHgYJcYDiZdffVBsBENbV0hsvf4bySJnVAuxia0OS6Z7VfF3tjRYX5qrSnWVe3QKS0tLtG/fXuv2rKT1VZb9Bio5iUSCDh064NChQwCA27dvIzY2tsDg1MIYmNnDvt8upIZsRPyZKVBmpSLl9ipkPDkBu54bYFK7VVlln4iISFAuAyrq1auHevXqoWXLlnB0dMTIkSNx9OhR9O/fP19aR0dHNGrUSBgO2tLSEvHx+efSSktLg6WlJQDAyspKWGZtbS2kSU9PF9ahugCS96kQ1RMn2jT6eakCC6oSVZldXV1xWO6GVgiGSATE3dkJ75Zd9Z29CqMqHjtlgfWoG6zH0mMd6gb7DZWPqsympqZwcnLCkydPAOQ8Ody5c2cYdvkFUZtPAnIZ0i7OhNUH5yASlTxopbKqisdOWWA96gbrUTdYj7pRmfsOVeUYUZUzd0BFUlISEhMT4eDgoOfclT8lOy5MAQtfoK6v2tLstOeQxd6GLO72f/8HISshDFDmBAlBIUN23G1kx91W+5yBRV0Y2XnDqIZXzj87b0hsmkAkLl+jllaV75CusL40VxXqKjw8XPjbw8NDGHWpJKpCfVUVnTp1wpEjR6BQKKBUKnHq1KkC+1xFEYlEsPQYCZO6nRB79CNkPr2A7KT7ePZXJ9i0mgmbVl9BZMBRqoiIqOyUmyvP8fHx+Pvvv/NdmPDy8gIAREZGYs+ePQgMDMz3WalUimrVqgEAGjRogKioqHxPhDx58gSNGjUS0gDA48eP1dI8fvwYRkZGcHR0hJOTEwwMDApMA0Btrk7SnFgshp1LD6Rl50QYG7w4JTylQ0REpCn2G6oOb29v4e+QkBDIZDJIbBrD2mciACDz+RWkhm7VV/aIiKiCYN+hcnJxcYGh4atnhYKDg/WYm6rB0LwWzOr3gI3vF7DvvQl1h91E/XFJqDPkMmp0/wNWPhNhUrdzvhEp5KlRyHh4CC+v/ozYwx8iepM3Hq+wRfT2tog98RmSA1dAGn0eisyXeioZEZVGQkICnj17Jrz28PDQY26oPLGxsYGv76vgvAsXLiAjI6NE65JYN0Dt906gWvs5gFgCKOVIujwbT//qCFlCmK6yTERElE+5CahIT0/HzJkzsXPnTrXlAQEBAABPT08sXboUCxYsUHs/ODgYT548QevWrQEA7du3R1pamvA5IKdDd/XqVbRv3x4A4OPjAzMzMxw9elRIo1Qqcfz4cbRq1QpGRkYwNjaGr68vjh8/rnbD/+jRo7CyslK7uE/a8W7aDPdSnAAAdSSPEf04vJhPEBERqWO/oepo2rSp8LdMJhOeerJp9SUMzGoBABIvfAOFLEUv+SMiooqBfYfKydjYGE2aNBFe37lzR4+5qbpEhsYwtveBpcdwVO+0ELXfOwanT5/B8eMHqPnWXlRr+z+YN3kPkmouQK5RxZTZGZDFXEPqnXWIP/M5nu3siscr7RC5zhkx+99F4sXvkXZvD7KS7kOpLHgqHSIqH0JCQoS/RSIR3Nzc9JgbKm/8/PyEvzMzM3Hp0qUSr0skNoCN7xeoM/hfSGp4AgBkMdfxdGsrJAeuYHtBRERlotxM+eHo6Ii3334by5cvh1gshpeXF+7cuYOVK1eiffv26NixI8aNG4evv/4aM2fORL9+/RAdHY0lS5bAxcUF77zzDgCgZcuWaNWqFaZNm4Zp06bBxsYGS5cuhaWlJQYNGgQAMDU1xUcffYTly5dDIpHAx8cHu3fvRnBwMDZu3CjkaezYsRg1ahQmTZqEAQMG4ObNm1i7di2++OKLSj/nXVlyc3PDyW0N0azaXRiKFXh4eRPq1p+j72wREVEFwn5D1eHo6Ihq1aohMTERAHDr1i14eXlBbGSJau1/QtyxTyBPe4akK/Ng2362nnNLRETlFfsOlZeHhwdCQ0MBAPfv34dUKmX9lQMikQiGlnVhaFkXZg36CMsVWenIig8RpgzJjLuNrNggKGSvRqbITn6E7ORHSH/wz6v1SSxgVMMTRjW8/5s6xBtGNTwhNir51HpEpDu5RwhycnISpsEiAnKmW2vSpAnu3bsHADh37hwGDBhQqnUa2zWFw6CLSLz4HV5eXwSlXIr4M58j7cE/sOvxOwwtOAUYERHpTrkJqACAH3/8EfXr18fu3buxdOlS2NnZYfjw4fD394dIJMJ7770HU1NTrF27FuPGjYOpqSm6d++OKVOmqA3xuGzZMsybNw/z58+HQqFA8+bNsXjxYrW5S8ePHw8DAwP89ddfWLduHRo3bowVK1agRYsWQpo2bdpg6dKlWLJkCcaNG4eaNWti+vTp+Oijj15rvVQ2xsbGMHXsikzZSRgbZEEeeQQAAyqIiEg77DdUDSKRCN7e3jh79iwA4Pbt21AoFBCLxbBw+xApt1YjM+YqXt78DZaeoyCx4RDpRERUMPYdKicPDw/s2rULACCXyxEeHq42whWVL2KJGYxr+cK41qvh35VKJbKTH+cEWcQFQRab83920v1XabJSkfnsEjKf5X6qWQRDm0b5Ai0MrepBJBK9xlIRVW1yuVwIbAMAd3d3PeaGyis/Pz8hoCIxMREPHz6Ep6dnqdYpMjSGbYd5MG3QB3FHP0Z2ymNIn5xA9GYfVO+6FBYuH+gi60REROUroMLIyAhjx47F2LFjC03Tt29f9O3bt8j1WFtbY+7cuZg7d26haUQiEfz9/eHv71/kurp3747u3bsXnXHSmlezFog4VRfu1g9RSxSOpIQXsLG113e2iIioAmG/oepo2rSpEFDx8uVLPHnyBPXr14dIJIZt50V4tqM9IJch4dx01Oy/R8+5JSKi8op9h8qpdu3asLW1RUJCAoCcp6QZUFGxiEQiSKzrQ2JdH+aN+gvLFbJUyOLuCKNZqAIulFlp/6VQIjvpPrKT7iP9/l7hc2Ija0jsvGCcK8hCUsMDYkPT11swoiri0aNHyMjIEF6X9iY5VU7e3t6ws7NDbGwsACAoKAj9+vXTybpN63aEw4fXEX92ClJDNkGRmYTYw8OQHnEA1bsuhYFJNZ1sh4iIqq5yFVBBVYe3tzfW7XOCu/VDGBtk4e6FTWjV7wt9Z4uIiIjKIWdnZxgbGyMzMxMAEBgYiPr16wMATGq3goXbMKSGbkb6g3+Q/vg4zOrxxhQREVFVIRKJ4OHhgYCAAADAnTt3oFQqOUJBJSA2soBJnTdgUucNYZlSqUD2ywevRrJQjWaR/EhIo5C9RGb0eWRGn3+1MpEYEpvGr0ay+C/QwsDCgccKUSnduXNH+NvExAQNGjTQY26ovBKLxejatSt27NgBAHjx4gUePnyosxFNxMZWsOvxB8wavom4k/5QZMQh7e5fkD69ALvuv8O0np9OtkNERFUTAypIL6ytrZFdvS2yFQEwFCuQ8WA/AAZUEBERUX4SiQQeHh64ceMGgJxpP95++23h/Wrtf0La/b+hzEpFwtmpMB16HSIDiZ5yS0RERK9b7oCK+Ph4xMTEoFatWnrOFZUF0X+BERKbxjBv/I6wXJH5UgiyyPxvRIus+GAos/97al6pQFbiXWQl3kXavV3C58QmtjCq4Q1xNXcYZdoiy04GkzrNITI0ft1FI6qwcgdUuLu7w8DAQI+5ofKsbdu22L9/vzCiyZkzZ3Q+RYx547dhXPsNxJ34DBkPD0GeGo3nf/eBVbNxqNZuNsQSM51uj4iIqgYGVJDeeDRtjcc3aqORRTSqZ92CNCMdJqbs0BAREVF+TZs2FQIqoqOjERcXhxo1agAADM1rw6bVl0i88DWyEsKQfHsVrH0m6DO7RERE9Bq5urpCLBZDoVAAyJn2gwEVVYvY2BomDu1h4tBeWKZUyJGVdD/XlCE5ARfy1CghjUKaAGnUGSDqDCwAxN/9CfEiA0hsXV6NZvHf/4bmPKaI8lJNyajC6T6oKCYmJujQoQOOHTsGIOdhidzn9rpiaF4LNfv/jZQ765Bw7gsos9KQHLgcGY9PwK7XBhjXbKHT7RERUeUn1ncGqOpq2rQp7qbUAwCYG2bg3pWdes4RERERlVdeXl4Qi191XW/fvq32vrXPRBjaNAYAJF38H+Tpsa81f0RERKQ/pqamaNy4sfA699PSVHWJxAYwsnWBhfP7sG33I2q9tRdOnzyA06fPUGvAMdh2XAgL9+EwsmsGiI1efVApR1Z8CNLC/0Ti+a8Qs/dNRP7uhMdr6uLZnj5ICJiJ1NCtkMXehlKepbfyEZUHeX9vGVBR9gIDAzFs2DA0a9YMbdu2xYwZMxAfH6/vbGmsS5cuwrm9UqnEqVOnymQ7IpEIVl4fw2HoNRjXzpk6KisxHE93dEDipZ+gVGSXyXaJiKhyYkAF6U2dOnWQIGkGpTLndWIIAyqIiIioYObm5mo3Sm7duqX2vsjQGNU7zgeQM2924r/fvdb8ERERkX55eHgIf9+7dw8ymUyPuaHyzMC0OkwdO8O6+UTY9fgDDkOvoOZHT/Gy+VZYd/0D1i2mwrReDxiYqY9IoUh/AemTE3h5/VfEHh2F6K2+eLTcBtFbfBF79CO8vLEYGU9OQZ4Rp6eSEb1+uQMqnJycYG1trcfcVH537tzB8OHDYWZmhmXLluGLL77AhQsXMG7cOH1nTWO2trZo1qyZ8PrChQvCFCBlQWLTCLXfP4Vqbf8HiA0BRTaSLv0Pz/7qjKzEu2W2XSIiqlw45QfpjUgkQhOvNoiK2A1HsxhYpV2CXC7nPHtERERUIG9vb9y9m3PB4+7du0hLS4O5ubnwvmmDvjCt1wMZj48h5c5aWHqPgbF9Mz3lloiIiF4nDw8P/P333wCArKws3L17l09Kk8ZEBhLIzRvCtIk7TE1NheXy9Bf/TRfyasoQWUIooHqyWZH133u3gdBX6zMwr/PfdCFeOf/svCGp5gyRmJdiqfKQy+UICQkRXvM3t+zNnz8fbm5uWLFihXAN3cLCArNnz0ZkZCQcHR31nEPNdO7cWZjSUyqV4sKFC/Dz8yuz7YnEhrBpNROm9Xsi9shIZCWEIvP5FURvbQXbDj/D0nsMRCJRmW2fiIgqPo5QQXqVM+2HEwDA2jAZDwIP6zlHREREVF41bdpU+FuhUOQbXlYkEsG204Kcp06gRPzZKVCqhsIiIiKiSq1u3bpqT0YHBwfrMTdUWRiY2cO0nh+sW0yBXc/1cPjwOuqPS0KdoVdRo8daWDX/HCaOXSE2raH2OXnaU2Q8OoKX1xYg9shwRG9uhsfLbRG97Q3EHh+DlzeXISPqHOTSRD2VjKj0IiIiIJVKhdcMqChbiYmJuHLlCgYPHqz2QGKPHj1w9uzZChNMAeSMZlKr1qtRgE6dOgW5XF7m2zW290GdIZdh5TMJAKDMTkf86QmI2dsf2alPy3z7RERUcTEsmvSqSZMm2J7tAuAqACAmcCuatHhTv5kiIiKicsne3h516tTB06c5FzoCAwPRunVrtTRGtm6wauqP5JtLkBl9Hml3d8LCZaA+sktERESvkUgkgoeHB/79918ADKigsiMyMIKxXVMY270K9lUqlZCnPftvNIugnFErYm/nDCevzLlJqJRLIXtxA7IXN9TWZ2DpBKManjCy84ZxDW8Y2XnD0KYxRCI+B0flW1BQkPC3ubk5GjRooMfcVH7h4eFQKpWoXr06pk6dilOnTgEAunXrhm+//bZE063kDoh5naRSKby8vPD8+XMAQHx8PK5cuaI2FUhZMmv1Pxg4dMPLM/5QpEYh4/FRRG32gXWHRTBp9E6p16+qV33Vb1mqzGUDWL6KrDKXDWD5ymp72mBABemVgYEB6rt3wIuYg7A3SYRxQgCUSiWH2CIiIqICNWvWTAiouHPnDmQyGYyMjNTS2LT+Bqlh26HIiEXC+S9h1vBNiCVm+sguERERvUaenp5CQEVMTAxiY2NhZ2en51xRVSASiWBoUQeGFnVg1qCXsFyRLUVWfIgQYKGaPkSRmSSkkac8QUbKE2Q8PPRqfYZmOUEW/wVYGNl5w6i6J8TGVq+zWERFyj1ioIeHB8RiBgGVpYSEBADAV199hY4dO2LFihV49OgRfv31V0RGRmL79u1a74MHDx6URVY1Uq9ePVhaWiIlJQUAcPjw4Xzn9mXLDiKvdTCL+BXGL45AmZmIpBMjkXn7T6Q3mgKloWWpt6DP+i1rlblsAMtXkVXmsgEsnz4xoIL0zsfHB0E768HeJBE1JC8QGX4RTq5t9Z0tIiIiKod8fHxw6FDOxWaZTIbQ0FC1qUAAwMDEBtXa/g/xJ8dCnhKJl9cWoFqb7/SRXSIiInqN3NzcIBaLoVAoAOQ8Pd21a1c954qqMrGhCYxrNodxzebCMqVSCXlKpNpIFrK428hKvA8gZ7o6ZXY6Mp9fQebzK2rrM7RqACM7L7VAC0Or+hzNgl67hIQEIdAd4HQfr0NWVhaAnOCV2bNnAwDatGkDKysrTJkyBRcuXECHDh20WmfDhg1hYmKi87wWRyqV4sGDB+jUqRP++ecfADmBkGZmZqhfv/7rzYz3Dkgj/sbLgMlQZibC+MURmKbfgXXnFTB26FSiVarKp6/6LUuVuWwAy1eRVeayASxfWW1PGwyoIL1zd3fHvoxGaI9AAEDklfUMqCAiIqICOTo6onr16oiPjwcA3Lx5M19ABQBYeoxEyu3VkMUG4uW1X2DhMRISq3qvO7tERET0GpmZmaFRo0a4d+8eAAZUUPkkEolgaOUEQysnmDXsKyxXZKVBFhesFmQhiwuCUpYipMlOfojs5IdIj9j/an1GljCqkSvIooY3jGp4QCwxf63loqol93QfqimXqGyZm+d8p7t06aK2XBVEERoaqnVAhYmJCUxNTXWTwRJo3749Tpw4IQy9HhAQADc3t9eeD1PPIbCs3xlxxz9FxuOjUKRGIfGf/rDymYRq7X6E2LBkN/f0Xb9lqTKXDWD5KrLKXDaA5dMnBlSQ3hkZGcG+cQckpR6FjVEqDF6c1neWiIiIqJwSiURo2rSpMF/s7du3IZfLYWBgoJ5ObIDqnX/Fs51doZRLkRgwE/Z9t+sjy0RERPQaeXl5CQEVd+/ehVQqrZRPcVHlI5aYw6R2K5jUbiUsUyoVyE5+/CrAIjYnyCL75asn6pSyFGQ+/ReZT//NtTYRDG0aCQEWxv/9b2DpyGl2SSdyT/dRv359WFhY6DE3VYNq5AaZTKa2PDs7GwAqZFtnYmKCDh064Pjx4wByHpiIj49H9erVX3teDC3qoObb+5ES9DsSzk2HMjsdyTd/Q8bjY7DrtQHG9j6vPU9ERFR+cDw4Khd8mjfH3ZScp0btDCLxIjJMzzkiIiKi8srH59WFjLS0NNy/f7/AdCYO7WHuPDAn3b3dyIg8+1ryR0RERPrj5eUl/J2dnY2wMF5foIpLJBJDYt0A5o3fQrU3vkXNfjvhOCoM9cbGofbAM6jeZQksPT+Bca1WEBma5fqkEtlJ95F+bw+SLn6PmP3vInJdYzxZVQvPdvoh/swUpARvQGbMdSiyM/RWPqqYsrKy1H5bc//u/p+9+46vqj4fOP45d2XvhAQSEggzgYRsCFu24ihOWrV1tP4UrdZttba1rbutVkXFuot7KzIEFZCZAGGEhBHCDCt739x1fn9cOCQiAuEmJ+N5v168uN97v+ec55wkNyfnPud5RNvp168f0dHRfP311y2e//bbbwHIyMjQI6xzNmHCBAwG98dULpdL2x89KIpCYPJNRF+dg1dkJgD2ikIOvj+KqpwnUF0O3WITQgihL0moEB1CUlISRfV9ADAoKsWrXtU3ICGEEEJ0WP37929xB1ReXt4p54aOeRzF5C4VV7HsLrkAIoQQQnRxPXv2bHFna/Oy9EJ0FQavQLx7jSRw2M2ET3qRXjNXEHdrBTG/2UqP6e8RnPVHfOOnYwyIbbGcq6kSa8lyaja+QNnimzj4XjZ7Z4dy4O1kjs6/hqrcp2jYvRBH3UFUVdVp70RHt3PnzhZVEiShon0oisJ9993Hxo0b+cMf/sDKlSv53//+x2OPPcbUqVNJTEzUO8RWCQ0NJS0tTRuvWLGChoYGHSMCc8hAel61jODsv4BiBJeDylV/5tBHE7BX7dI1NiGEEPqQhArRIfj5+eHbezT1DndpMmfJIp0jEkIIIURHZTAYGDZsmDbeuHHjKS/4mgJ6E5R5HwC2si3U5r/eLjEKIYQQQh+KojB06FBtnJ+fLx8Mi25BUQyYQwbgN+AyQkY+QuTFnxF7YxGxNx8h6vIlhI77N/5DrsMSmY5ibNYaQHVir9hG/Y4PqVz5J458cTH7X+3DvleiOfTJNMqX30dtwds0Hd2I6rSdOgDRbTRPVAsMDCQmJkbHaLqXadOm8dJLL3HgwAFuvvlm5syZw8yZM/nnP/+pd2jnZMqUKdrjpqYmli9frmM0borBRMjwh+g1cwXmkEEANB1aQ8k7GdRseU3OLYQQopsx6R2AEMelpKSxc2ksKSE76MFOqstLCAqL1jssIYQQQnRAKSkprFy5EoDKykr27dtHXFzcT84NSr+Luvw3cdTupXLVX/AbeAVG75D2DFcIIYQQ7SgpKYlly9ytvqqqqjhw4AC9e/fWOSoh9GH0DsEnZiw+MWO151SXA3vVTmylm93/yrZgK92Ms/6gNsfVWIZ1/3dY9393YmUGE+bQwRhDhuDtiKApcCKW6EyMvj3ac5eEzvLz87XHQ4cO1do1iPZx3nnncd555+kdhkfFxcUxaNAgtm/fDrjbmEycOBGz2axzZOAVmU6vq3OoXPEQNRtfQLXXU/7tLTQUf0X4pJcx+UXpHaIQQoh2IGc7osNISUlhZ527FKHJ4GLHCrmDVAghhBA/LSEhAS8vL238c20/DCYfQsc+AYDLWk7Vmr+1eXxCCCGE0M+gQYNafAgjbT+EaEkxmLCEJuA/6CpCRz9K1C++JPZ3e4j9v4NEXbqQ0LFP459wLZaIYWC0nFjQ5cBelo915wf47n6Byq9nsO+VGPa9Esvhzy6k4oc/UrftXWxl+ahOu347KNrMkSNHOHr0qDZuXhFIiHPRvEpFTU0NOTk5OkbTksHkQ9j4fxM1Yz5Gf/cNoI2751MyN436os/1DU4IIUS7kIQK0WGEhISgho+gyekunGLdPU/niIQQQgjRUZnNZoYMGaKNN27c+LPzfftfinfMOABqNr2MrSz/Z+cLIYQQovOyWCwMHjxYG0tChRBnxugTjk/sBILS7iBi6mtEX51Ln1mVRF+znoipbxCUfhfesZMw+ES0WM7ZcJjGvd9Qvf5flC68jpK5aex5MYSSd7Io/ea3VG94jsb9S3FaK/TZMeExW7du1R4bDAYSExN1jEZ0JUOGDKFXr17aePHixbhcLh0jOplP3CSir9mA36CrAHcln6PzrqR00Y24mqp1jk4IIURbkpYfokMZlppFcU4MCYF7iHDm01BXja9/kN5hCSGEEKIDSk1NZcOGDQAcOnSII0eOEBkZ+ZNzFUUhbNy/KHk3C1Qn5cvuIerSBSiK0p4hCyGEEKKdJCUlaYkUu3fvpq6uDn9/f52jEqLzUYxmLOFJWMKTtOcaGxsp3PgD8WE2qNmOrczdOsReuR1cDvckpw1b6UZspRtbrM/oH+NeX0QSlvBkLBHJmIMHoBiM7bhXorWaJ6j1798fHx8fHaMRXYmiKEyePJm33noLcP+Nn5+fT3Jyss6RtWT0DqHH+f+jLv5Cyr/7Pa6mKuoK/4f1wHLCp77Wor2SEEKIrkMSKkSHkpKSwvvfxpEQuAcvo53tK98iderteoclhBBCiA4oKSkJo9GI0+kE3G0/pk2bdsr5lohkApJuonbzy1j3f0fDri/x639Je4UrhBBCiHaUlHTiw19VVcnPz2fEiBE6RiRE16JawvDqnYiPz4UnnnM0YasowFa6RUuysJVtxtWsMoWz7gCNdQdo3LNAe04x+WAOG4IlIhmvY0kWlvAkDF5yk1VH0tTUxI4dO7SxtPsQnpaVlcUXX3xBVVUVAN98802HS6g4zn/QVXj3GkXp4puw7luCo3Yvhz+eTFD6nXinPqB3eEIIITxMEipEhxIVFUWdbzpO9QeMiou6nZ+BJFQIIYQQ4if4+PgwaNAgCgoKAHfbj59LqAAIyf4L9ds/wNVUScXy+/DpMxWDybs9whVCCCFEOwoNDSU6OpqSkhIASagQoh0oJi+8eqTi1SNVe05VVZz1B93JFccSLGylm7FX7QTVXc5fdTRiO7IO25F11DVbnykgzl3JIiJZq2ZhCopHUaSLtR62b9+Ow+HQxpJQITzNZDIxYcIEPv30UwB27tzJ7t276du3r86R/TRTQAxRM+ZRu+llKn54ANVppXr9v6nfvQhj3P2AtMQRQoiuQhIqRIczJGU4e7b2pJ9/CSHWPGy2JiwWL73DEkIIIUQHlJqaqiVU7N69m6qqKoKDg0853+gTRkj2Xyhf+gccNbup2fAswVly94gQQgjRFSUlJWkJFVu3bsXpdGI0SlsBIdqToiiY/KMx+Ufj2/d87XmXvQF7eUGzShZbsJVuxmWr1uY4avfiqN1LQ/G8E+sz+2MJH6olWFjCk7GED8VgkZY+ba15u4+QkBB69eqlYzSiqxo7dizz58/HarUC7ioV//d//6dzVKemKAYCU2bhHTuB0kXXYzuyHkfFVgIrb6DO8ie8h98vLY2EEKILkHRe0eGkpqayozYOAD9TAzvXfqRzREIIIYToqIYNG4aiKNp406ZNp10mIPkmzGFDAKjKfRJHXUmbxSeEEEII/TRv+9HQ0MCuXbt0jEYI0ZzB7ItXVAYBQ28g7Lxn6XnFt8TecpSYG3bS46JPCM7+C779Z2AK7g+cON9X7XU0HVpD7ZZXKP/uNg59OJa9L4ay/40Ejsy7kso1/6B+15fYq/egqqp+O9jFqKraIqEiKSmpxd9hQniKj48PY8aM0cZ5eXmUlpbqGNGZsYQOpteVywke/hAoRhTVQd3av3Lo40nYq3frHZ4QQohzJAkVosOJi4uj1JjE8b95KrZ+oG9AQgghhOiwgoKCiI+P18Z5eXmnXUYxmAgb9y8AVHs9FSsearP4hBBCCKGfvn374uvrq42bfxgohOh4FEXBHBiHX7+LCBn+EJEXfkDv6wqIm1VOzyuXEzbhBQKS/w+vntko5pYVKRzVu2go+pyqNX/j6FeXc+CNgex7qQcHP5pA+fd/oDb/dZoO5+KyN+i0d53b/v37qays1MbJyck6RiO6ugkTJmAwuD+6UlWVxYsX6xzRmVGMZkKy/0LoJd/g9OkNQNPBlZTMTad265uS5CWEEJ2YtPwQHY6iKAxMGsmB3Z/R2/coAXVrpCynEEIIIU4pJSVFu+N0+/bt1NfX4+fn97PL+MROwLffJTTs+oL6be9iTb4Z717SV10IIYToSoxGI0OGDCE3NxeA/Px8LrvsMp2jEkKcLYPFH+9eI1qcr6uqC0f17hMtQ461DXHU7NHmuGzVNJWsoKlkxYmVKQbMwf1PtAw51jbE6B8tFRd+RvOENLPZzKBBg3SMRnR1oaGhZGVlsWbNGgBWrVrFxRdfjL9/52jtY4nMoDr1LWKq3qWh4FVUex1li2+iYddXhE96CaNvD71DFEIIcZakQoXokFJTU9l5rO1HkKmaXRsX6hyREEIIITqq1NRU7bHL5Trju09Dxz6FYvQCoHzZnaiqq03iE0IIIYR+mrf9OHjwIOXl5TpGI4TwFEUxYA7uh1//GYRk/4XIiz+h9w07iLullJ5XfEfYef8hYOiNeEVmoph8TiyourBX7qB+58dUrvozR774Bftfi2ffnJ4c+ngK5cvuoXbrWzQdzcPlsOq3gx3M5s2btceJiYlYLBYdoxHdweTJk7XHdrud77//XsdoWsHoQ+CYfxH5i68w+vUEoKH4Kw7MTaN+11c6ByeEEOJsSYUK0SENGDCA952DAfddJIc3/I+B6dP1DUoIIYQQHVJERAQxMTEcOHAAgA0bNjBixOmrTZiD+hKYfifVOU9gO7KeuoK3CRhyXRtHK4QQQoj2NGTIEBRF0cpsb9myhfHjx+sblBCizRi8gvCOHo139GjtOdXlxF5VdKKaRdkWbKWbcdYd0Oa4rBVYDyzFemDpiZUpRsyhg05Uszj2v8kvqh33SH/V1dXs2bNHG0u7D9EeYmJiSExMpKCgAIClS5cyderUTpfM49tnKtHXbKD8u9uo3/kJroajHP3qMvyHXE/YuH9isAToHaIQQogzIAkVokMyGo3EDx3H0YPz6OFdiXflD7hcLq13mhBCCCFEc2lpaVpCxdatW7FarXh7e592ueDM+6kr+B/OuhIqVv4Jv/4zMHgFtXW4QgghhGgn/v7+xMfHa+3BJKFCiO5HMRixhA7CEjoIBl6hPe+0VmAr3dIs0WIz9vICVGeTe4LqxF5egL28gPrt72vLGXx7uJMrwpOwRCThFZ6MOXQwirFzfdB7pn5cAbB55R8h2tKUKVO0hIq6ujpWr17NuHHjdI7q7Bl9woi44F18t79H+Xd34LJVU7f1Daz7lxIx9XW8o0fpHaIQQojTkIQK0WGlpaWRtz2OHt6VRFhK2b11Bf2SxuodlhBCCCE6oLS0NL788ksAHA4HW7ZsITMz87TLGcx+hI5+jNKFv8HVcJSqnMcJHfNEW4crhBBCiHY0dOhQLaFi+/bt2Gy2TneHqxDC84zeofj0HodP7xMf0KouB/bK7e4Ei+PVLMq24Kw/pM1xNRzFum8J1n1LTqzMYMYSmuCuZNGsmgX4teMetY3m7T7i4uIICpIEdNE+Bg8eTO/evdm/fz8AixcvZsyYMZ3ypktFUfAf/Cu8o8dQ+s1vse7/HkfNbg59NIGgjHsIyf5Ll03KEkKIrqDz/eYR3cbgwYPZax+ojQ/kvqlfMEIIIYTo0Hr27EnPnj218YYNG854Wb9BM/HqmQ1Add7z2Ct3eDw+IYQQQuineXl6u93Otm3bdIxGCNGRKQYTlrAh+A/+JaFjHidqxjxif7eX2JsOEHXpAkLHPIl/wtVYwpPAYD6xoMuOrWwzdYVzqVh+H4c/nca+Ob04+r/B+OffSe3av1C37X1s5QWoLod+O3iW7HY7hYWF2ljafYj2pCgKU6ZM0calpaVs3LhRv4A8wBTQ2/1eMu5fKEYvQKV63dMcfG8ktrJ8vcMTQghxClKhQnRYJpOJ6METqCqbT7ClDlPZUlRVRVEUvUMTQgghRAeUlpbG119/DUB+fj5NTU14eXmddjlFUQgb/wwH38sGl53yZfcS9Ysv2jpcIYQQQrST6OhoQkJCqKysBNx3W8uHgkKIs2H07YFP7ER8Yidqz6lOG7aKwhaVLGylm3E1lmpzXA2HsDQcor5yDfXHnlOM3pjDEltUsrCEJ2H0DmnnvTq9bdu2YbPZtLG8d4r2lp6ezueff055eTkAixYtIjU1tVN/RqAoBoJSf49P7ERKF16HrXQjtrLNlLw3gtCRfycw7Q4URe6FFkKIjqRN3pUbGhpYvnx5W6xadDNp6ensrI0FIMpcwp4deTpHJIQQQoiOKi0tTXtss9nYunXrGS/rFZmG/5DrAGjcs4CG3Qs8HZ4QQgghdKIoCsOGDdPGmzdvxuVy6RiREKIrUIwWvCKGEZB4LWFjn6LnpQuIvekAvX+3l8hffEXIqEfx7n85Dt++oBi15VSnFdvRDdRtfZOKZXdx+ONJ7Hs5kn2v9ePwF7+gYtWfqd/xMfbKHagup4572LLdR3BwML1799YxGtEdGY1GJk2apI337NnD9u3bdYzIcyxhifSauYKgrAdAMYDTRsUP93P44ynYa/bqHZ4QQohmWl2hoqSkhD//+c/k5uZit9t/ck7zcmBCtEZiYiILm/qTSQEGRWXvmtfpOyjt9AsKIYQQotuJjo6mR48eHD16FHC3/WieZHE6oaP+Tv3OT1BtNVQsvwef2InSw1QIIYToIoYNG8bSpUsBqK6uZt++ffTp00fXmIQQXY+iKJj8emLy64lvn6l4NTZysKCAhIHxGBt2YyvbfKKiRelmXE2V2rLO2v001u6ncff8E+sz+WIJH3qikkVEMpawoRi8Att8X1RVZcuWLdo4OTm5U1cFEJ3XqFGjmDdvHvX17jovCxcuZPDgwTpH5RmK0ULoyL/h2+d8ShfdgKN6F9aS5ZTMTSds/DP4J1wjP3dCCNEBtLpCxeOPP05eXh5XXnklCQkJpKWlccMNNzBo0CAUReGFF14463U6nU5eeeUVJk+eTHJyMhdffDFffNGy3HJxcTE33XQT6enpDB8+nAcffJCampoWc+rq6vjzn//MqFGjSElJ4frrr6eoqOik7b3xxhtMmjSJpKQkLrnkEpYsWXLSnOXLl3PppZcybNgwzjvvPObMmYOqqme9b6J1zGYzYQOmUO/wdj9x+Fs5/kIIIQA5bxAnUxSlRQLF5s2bT5n4+1OMvj0IGfEnAOyVO6nZONvjMQohhNCPnDt0bwMGDMDb21sbb9q0ScdohBDdjWLyxisyjYAh1xE2/t/0vHwxsTcfpveNu4i8+DNCRj6C34DLMIcMAE58eKo6Gmg6nENt/quUf387hz4cz96Xwtn/+iCOfHU5lav/Rn3R59iri1FVz1beOXDggNYqCaTdh9CPl5cXEyZM0MaFhYXs2bNHv4DagHevbKKvziVg6G8BUG01lH1zI0e/vgpnY5nO0QkhhGh1QkVubi5/+MMf+NOf/sRll12GxWLh3nvv5ZNPPiEzM5Nvv/32rNf573//m+eee44rrriCOXPmMHLkSO677z6++uorAGpqarjuuuuoqKjgqaee4u6772bx4sX84Q9/aLGe48/ffffdPPXUU5SXl/Ob3/yGqqoqbc6rr77K008/zYwZM3jhhReIi4vj9ttvJzc3V5uzYcMGZs2aRb9+/Xj++ee5+OKLeeaZZ3j55ZdbdcxE66SlZ1BU5y4nF23ew/49XaOklxBCiHMj5w3ip6SmpmqPm5qaKCgoOKvlA4fNwhwyEIDKtY/irD/i0fiEEELoR84dujez2UxiYqI2bl7GXggh9KAoCqaA3vjGTyc464/0mP4eMb/ZStytFfS8agVhE18iYNgtePUahWJpWZHCUbObhl1fUrX2HxyddyUH3hjM3pciOPjheMq+u52aLa9iPbQWl72+VbE5rZXs++GfjAzfyLDg7fh7uRg0aJAndluIVjnvvPPw8vLSxosWLdIxmrZhsPgTPulFIi/5HKNvJAANRZ9T8r9UGppVrhFCCNH+Wt3yo76+noSEBADtj39w97S6+uqreeKJJ856fXPnzuU3v/kNN910EwDZ2dls3bqVuXPnctFFF/Hee+9RU1PD559/TmhoKACRkZHcdNNNrFu3joyMDPLy8li6dCmvvPIK48aNAyAjI4OJEyfy7rvvMmvWLKxWK3PmzOG6667j1ltvBWDs2LHMnDmT2bNn8+abbwIwe/ZsBg8ezNNPP63NcTgcvPLKK1x//fUt7mwQbWfo0KEs/aAfw4J3YjI42bXqTWL7nt33lxBCiK5FzhvEqcTFxREWFkZ5eTng/rCqec/001GMFkLH/pMjX1zsbv2x6mEiJr/SVuEKIYRoJ3LuIMDd9mPDhg2A+87rsrIywsPDdY5KCCFaMpj98O6ZhXfPLO05VVVx1Ow51i7kRNsQR3XxiTm2WpoOrqLp4Kpma1MwBfdztwoJT8br2P/GgN4/2UZAVVWqch6jOudJejmt9IpwP+8kh/q8PpizHpT2A0IXfn5+jB07lsWLFwOQl5fH4cOHiYqK0jkyz/PtewHR12yg7NtZNOz6AmfDEY588QsChv6W0LFPYbD46x2iEEJ0O62uUNGjRw9KS0sB94Xr6upqrV91UFCQdhH7THl5efHBBx9w/fXXt3jebDZjs9kAWLFiBenp6dqFDYAxY8bg5+fH8uXLtTm+vr6MGjVKmxMaGkpmZqY2Z9OmTdTU1DBlyhRtjqIoTJ48mZycHKxWKzabjbVr17aYAzB16lQaGhpYt27dWe2faD2LxUJA3yk0Od35P84DC6UEqhBCdHNy3iBO5cdtPzZt2oTD4Tirdfj2nYZP3wsAqNv6Fk1H1ns0RiGEEO1Pzh0EuG/YaP5BoFSpEEJ0FoqiYA7qi1//SwgZ8TCRF31E7+u3EXdLGT2vXEbYec8TkPQ7vKKGo5j9mi2p4qgqomHnp1St/itHvryU/a/3Z9/LURz6aBLlS++iNv8Nmo6sx+VopCrnMapWP4LqtLbYvgEHVasfoSrnsfbdcSGamThxIkajEXAn/3zzzTc6R9R2jL4R9LjwQ8KnvIpiCQCgNv9VSt7JxHpwjc7RCSFE99PqChXjxo3jP//5D1FRUaSlpREVFcXrr7/ObbfdxieffEJkZOTZBWIyMXjwYMD9y7CsrIxPP/2UVatW8fe//x2AXbt2ccEFF7RYzmAwEBMTo/XM2rVrFzExMZhMLXctNjZWK+O5a9cuAPr06dNiTlxcHE6nk3379mE0GrHb7T85B2DPnj2MHj36rPbxOKvVevpJXcTxfT3XfU5MSqX42xgSAvcQbSpi967t9IyO80SInYKnjmN3J8fRM+Q4nrvuegw9ub9y3tA1eey8ITFRu2ulsbGRTZs2tSjxfSb8sv5O497F4LJT+t0dhF7yTae5E6u7vsd4mhxHz5Dj6Bnd8Th6el+7y7lDV/8eOdefBaPRSHx8vPY1ysvLIzs722PxdTTd8b2jteRYnR05Xmeu7Y+VGUJSMIekYB4IfoCqunDW7MZRvgV7eT6O8nzs5Vtx1e3TlnI1VWItWY61ZHmzdZ36753jr1TlPIll0PUYvELaZG9ae7zke7F7CAkJITs7mxUrVgCwZs0aLrroIkJC2ub7UW+KohCQ+Gu8o8dS9s2NWEt+wFG9i0MfjSco8z5Chv8JxWjRO0whhOgWWp1Qcfvtt5Ofn89zzz3Hm2++yZ133skDDzzAW2+9BcCf//znVgf11Vdfce+99wLuxI3jFzRqamrw8/M7ab6fnx91dXUA1NbW4u9/cskjPz8/6uvrtTnASfOOr7uurk67YP5zc1qruLj49JO6mHPdZ4PBQFF9XxIC9+BttLF+8Rz6Zl3joeg6j+74vdMW5Dh6hhzHcyfH0DPkvKHrOdd9VlW1xddw2bJlrVqPT88r8Cl5F/uRHHYtexZbj6nnFFd7647fO21BjqNnyHH0DDmOntGVzx26y/fIuexnRESEllCxc+dONm7ciMXStT+M6C7fF54gx+rsyPE6c/ocq4HgNxD8LoVYUBy1GOuLMNYVYazfiam+CGPDLhSX7dj8M6gI7LSye+UcmqIubtPI5XtLnMqUKVNYuXIlqqridDpZvHgxV155pd5htSlzUB+iLl9MzYb/ULHqYXDaqM55gsY9i4iY+gaWsLO7gUQIIcTZa3VCRUhICB999JHW5uPiiy+mV69ebNy4keTkZLKysk6zhlMbNmwYc+fOZffu3Tz33HPMnDmTjz/+GOCUvd2OP+9yuU5592DzOT/leBsJg8GA0+k85faOz2mt+Pj4btML1Wq1Ulxc7JF93pg7EadzGUbFhX/NKhITu0+JOU8ex+5MjqNnyHE8d931GB7fb0+T84auw5M/G+np6Vrp9f379zNo0CCtNOiZcvV/krL3l+BqPErg/jmEj/odBnPH71XaXd9jPE2Oo2fIcfSM7ngc2+q8Abr2uUNX/x7xxM9CREQEa9a4S2WrqorL5TrrSladRXd872gtOVZnR47Xmesox0p12nDWFOOo9MNh9sKBCYddwdFw9m2VI4ON+LfR+2Zrj1dbnjeIjiUyMpK0tDTWr3e35lyxYgUXXHDBTya8diWKYiAo/U584iZRuvB6bGWbsR3N4+C7wwkZ9SiBqbehKK2/9iSEEOLntTqhYs2aNYwYMYIePXpoz2VkZJCRkYHT6eSFF17gtttua9W64+LiiIuLIzMzk969e3PdddexaNEi/P39f/IujYaGBqKiogAICAigvLz8pDn19fUEBLh7TQUGBmrPBQUFtVjP8XUcvwDy4+0dv+PkXH5Be3t74+Pj0+rlOyNP7HNq1lj2LulJvH8JvQzbqK6uIiqqp4ci7By64/dOW5Dj6BlyHM+dHEPPkPOGrscT+9y8l31DQwP79+8nISHh7Fbi44Nr9KOULf4droZDNG15jtBRfz+nuNpTd/zeaQtyHD1DjqNnyHH0jK587tBdvkfOZT9jY2OJiori8OHDAGzbto1Ro0Z5MrwOp7t8X3iCHKuzI8frzLXXsVIdTdirdmArL8ReUYitvAB7RSH2qiJwOTyyDe+gmDbfF/neEj9n2rRpWkJFU1MT33//PRdddJHOUbUPS3gSvWaupHLNI1Sv+xeqs4mK5ffQsPtrIqa8iimgt94hCiFEl9TqlLXrr7+ep556Crvd3uL5nTt3csUVVzB79uyzWl95eTmfffbZSRcmkpKSADh8+DB9+/Zl3759LV53uVwcOHCA/v37A9C3b18OHDhw0h0h+/bto1+/ftocgL1797aYs3fvXiwWC7179yY2Nhaj0fiTcwBte6L9JCcnU1TfB4AAcyOFq97XNyAhhBC6kfMGcTr9+/fXPtAC2LBhQ6vW4594LZbIDABqNjyLvVruehJCiM5Izh1Ec8nJydrj/Px8rWKIEEJ0Fi5HI01HN1K37T0qVv2ZI19dwYG3hrBndjAlc9MpXXANVWsfpaHoM+wV205KpjAFxOHTZxqBaXcSPvm/9LxqBTE3FKEYvX+28Ydi9Ma3/4y23TkhTiM2NrZFdanvv/8eq9WqY0TtSzF5ETr6MXpe8S2mwD4AWPd/T8n/0qjb9q5WFU0IIYTntDqh4ve//z1vv/02V155Jbt27UJVVV555RUuvfRSqqurmTNnzlmtr6GhgQceeICPPvqoxfM//PADAIMGDWLUqFHk5uZSUVHR4vX6+nrtboLRo0dTX1+vLQdQUVFBbm4uo0ePBiA1NRVfX18WLVqkzVFVlcWLF5OVlYXFYsHLy4uMjAwWL17c4hfQokWLCAwMbPHHt2gfvr6+KD0ncfzL0VD0hb4BCSGE0I2cN4jTMRgMpKamauO8vLxTlmD/OYpiIGzcvwGO3flxv8diFEII0X7k3EE0N2zYMO1xQ0MDRUVFOkYjhBCn5rI30HRkA7WFc6lY8RBHvryU/W8msnd2CAffzaJ04W+oznmChl1fYK/cCWrzBDEFU1A8Pn0vICj9bsKnvEqvX64mblYFvW/cSdQvviRs7JMEDPkN3j2zMAfGEph5Hwpwqs9jg7Lux+gd0h67LsTPmjZtmva4vr6eFStW6BiNPryjRxN9zXr8h1wPgMtWTenC6yidfzVOa8VplhZCCHE2Wt3yY9asWZx33nk88MADXHbZZcTGxlJcXMy1117L7bffftYluXr37s0vfvELZs+ejcFgICkpifz8fF566SVGjx7N2LFjSUpKYu7cuVx//fXcdtttVFVV8fTTTzN27FjtgnlmZiZZWVnce++93HvvvQQHB/P8888TEBDAzJkzAfDx8eGGG25g9uzZmM1mUlNT+eSTT9i6dStvvfWWFtMtt9zC9ddfzx133MFll11GXl4er732Gvfcc4/0B9TJkPTxlCx7iRjfo0Sp+Rw9erRF2xkhhBDdg5w3iDORmprKsmXLAKitraWoqIiBAwee9Xq8e43Ab/CvqN/2Lg27vqBx33f4xE7wdLhCCCHakJw7iObi4+NbtHjZtGkTgwYN0jkqIUR35rLVYa/YdqxFRwG2im3Yywtx1OyBn60ZASgGTEHxWEITMIclHPs/EXPIIAxm37OKozryapaXfkV22GbMyonkDMXoTVDW/QRnPXj2OydEGxg4cCB9+/Zl9+7dACxevJjx48djMrX6I69OyWAJIGLyHHzjL6Rsyc24Gkup3/kx1oMrCZ/8Cr59puodohBCdAnn9NslISGBa665hr/85S/s2LGDgQMHctVVV7W6v9nf//53+vTpwyeffMLzzz9PREQEv/71r5k1axaKohAaGsrbb7/NY489xj333IOfnx/Tpk3jvvvua7GeF154gSeeeIKnnnoKl8tFWloazz77bIvepbfddhtGo5EPP/yQ119/nf79+/Piiy+Snp6uzcnOzub555/nueee49ZbbyUyMpL77ruPG264oXUHTJyzYcOG8eHXfYjxPUqoVw35qz9nwiU36R2WEEIIHch5gzidgQMH4ufnp/WjX7duXasSKgBCRz9Gw64vUO31lC+7i+ir16EYuteFGiGE6Ozk3EEcdzypZvXq1QBs3ryZK664AkVRdI5MCNHVuZqq3ckSFYXu5InyQmwVhThr951+YcWIObgf5rBEd9LEsQQKc8hADKbWXY//sU2bNrGqLIX1FQkMDS3hsgvHYQnohW//GVKZQnQoiqIwbdo0XnrpJQCqqqpYu3atVlWsu/HrdxHePYdTtuRmGorn4aw/xJHPLyIg+WZCxzyOweynd4hCCNGptfoq8J49e/jzn/9Mbm4uF1xwAb/4xS949NFHueSSS7j11lu58cYbMRqNZ7VOi8XCLbfcwi233HLKOQMHDuTNN9/82fUEBQXx+OOP8/jjj59yjqIozJo1i1mzZv3suiZPnszkyZN/do5oP/7+/rh6nAfkAFCz/RNAEiqEEKI7kvMGcTpGo5HU1FSt9OeGDRuYOXMmBsPZd70z+fciOPMBKlc9jL28gJrNcwhKudXTIQshhGhDcu4gmktOTtYSKkpLSzl06BC9evXSOSohRFfhtFZiryik4fAmfHetomL3UZxVO3DWlZx+YYMJc/CAY9UmEk9UnQgegGLyatO4N23aBECTywviriAsW667io4rOTmZnj17cujQIcDdOi07O7tVf/N3BUbfHvS46BPqCt6ifOldqPY6aje/TOO+JURMfRPvnll6hyiEEJ1WqxMqLr74Yvz8/Hj22WeZOtVdNuiLL77gn//8J8888wwLFizgs88+81igQhyXkDmNoz/MoYd3FZHOzdL2QwghhBCnlJGRoSVU1NbWsmPHDgYPHtyqdQWm3UHt1jdwVBdTtfoR/AddhdEn3JPhCiGEEKKdJCYmYjKZcDgcgLtKhSRUCCHOlrOxDFt5IfaKwmNVJwqxlxfgbDiszfEGbD+1sNGCOWSgVm3CEuZOnjAH9UcxmttrFzRHjhzh4MGD2jglJaXdYxDibBgMBqZNm8Ybb7wBuL+HN27cSFpams6R6UdRFAKGXId3zFhKF91I08GVOKqKOPThOIKz/khw1h91eX8RQojOrtUJFePHj+evf/0roaGh2nNeXl489NBDTJkyhQcflH5qom2kpKTw+cK+9PDOI8qnnH3zb8U7fRp+Ay6V0nNCCCGEaGHgwIEEBARQW1sLuNt+tDahwmDyJnTMkxyddwWupioqVz9C+ITnPRmuEEIIIdqJt7c3gwcPJj8/H3DflT1t2jSdoxJCdESqquJqLHW36DieNFHhbtXhajh6+uUNFswhg/AKH4Il7ETyhCkovkO1ETxenQLcH1QPHTpUx2iEODOZmZl8+eWXlJeXA7BgwQJSU1O7fRsvc1A8PS9fQvX6f1O5+q/gslO19h807FlAxNQ3sYQO0jtEIYToVFp9xvbcc8+d8rXjv8SEaAu+vr70CvcG1T0Oq/qC8m+/oGLpnQRl3U9w1oPd/oRJCCGEEG5Go5G0tDSWLVsGuNt+/PKXvzzr1nTH+fa7GO/YiVj3fUvtlv8SkPRbvCKGeTJkIYQQQrST5ORkLaFi9+7d1NTUEBgYqHNUQgi9qKqKs+Ew9vLCE8kTFYXYywtxWctPu7xi8sUcOlhLmjCHJuDy68uOAw0kDknCx8enHfai9TZu3Kg9HjRoEL6+vvoFI8QZMhqNTJ48mffffx+Affv2sXXrVkkIAhSDkeDMe/HpM4XShddhL9+K7ch6Dr6bRejoxwkYdjOK0j3bowghxNk6pxTYjRs3kpOTg91uR1Xdn26rqkpDQwPr16/nww8/9EiQQjRXlfMYfdTVqCo0z5tQnVaqVj8CQMjwh3SKTgghhBAdTUZGhpZQUV9fz/bt20lMTGzVuhRFIWzcvyiZmw6qk4qldxN1+WJJ5hRCCCE6oeTkZN59913AfT1r8+bNjB49WueohBBtTVVVnHUlWrKEraIA+7GqE66mqtMur5j9TrToCE3QEihMgXEnfTjZ2NgIJQVttCeeU1NTQ3FxsTYeNkySxkXnMWrUKObPn09NTQ0AX3/9NUOGDJG/04/xihhGr1+upmr1X6le/wyqo5HypX+gvngeEVP+i8k/Wu8QhRCiw2t1QsU777zDP/7xDy2RojmDwSB/gIo24bRWUpXzBNAymaK56pwnCRw2S9p/CCGEEAKA/v37ExgYqF1cWbduXasTKgAsYYkEDruFmo0vYC1ZTkPRp/gNuMxT4QohhBCinYSEhBAbG8u+ffsA941Dcj1LiK5DVV04avdryRLuBIoCbBWFqLba0y6vWAKxhCZgDmuWPBGagDEgpsvd1b158+YW1/kloUJ0JhaLhcmTJ/PJJ58AUFxczPbt21vd7rMrcrcwfQKfvhdQuugGnLX7sO5bQsn/0gib8Dz+g67UO0QhhOjQWp1QMXfuXEaPHs0///lPXnnlFWpra3nwwQdZtmwZDzzwABdffLEn4xQCgPqdn4Kz6WfnqE4rDUWfETD0hnaKSgghhBAdmcFgID09ne+//x6AvLw8fvWrX2Eytb5YW/CIh6nb9h4uazkVyx/Ap+8FGEwdu4SvEEIIIU6WkpKiJVQUFhZitVrx9vbWOSohxNlQVReOmj3Hqk0Unvi/ohDVXn/a5Q1ewZjDEt3JE8crT4QlYPTr1W3ucG/e7iMuLo7Q0FD9ghGiFcaOHcvChQupr3f/zM+fP18SKn6CT8xYYq5ZT/nSu6gr/B+upkpKF1xDQ/FXhJ33nNykKoQQp9Dqq8gHDhzggQceICgoiKSkJJ5//nm8vb2ZOnUqu3fv5u233+bCCy/0ZKxC4Gw4fEbzHPVnNk8IIYQQ3UNGRoaWUNHQ0EBhYSFJSUmtXp/RO4SQkY9Q/t1tOGr3Ur3uX4SM+JOnwhVCCCFEO0lNTeXLL78EwOFwsHXrVtLT03WOSgjxU1SXE0fNbmzlBS2SJuwV21Adjadd3uAdplWaMIclHKs+kYjRN7LbJE78FKvVSmFhoTaW6hSiM/L29mbSpEl88cUXAGzfvp2ioiL69++vc2Qdj8EriIipr+Hb70LKlszCZS2nfvsHWEtWEDHlVXxiJ+odohBCdDitTqgwm81axn6fPn3Yu3cvdrsds9lMWloar7/+useCFOI4o2/UGc0z+Z3ZPCGEEEJ0D/Hx8QQHB1NVVQW4236cS0IFQMDQG6nd/Aq2ss1Ur3uagMRfYwqM9UC0QgghhGgvPXv2pEePHhw9ehRwV7KShAoh9KW6HNirdrnbdJQXuJMmyguxV25HPU3lWgCDbw8soYknkiZCE7CEJWD07dEO0Xc+BQUFOBwObZySkqJfMEKcg/POO49vvvmGxkZ3gtX8+fO5/fbbdY6q4/LrPwOvntmULbmZxt3zcdaVcPjT8wlMuZWQUY9iMPvqHaIQQnQYrU6oSEhI4Pvvv2f48OHExcXhcrnYuHEjmZmZHD4s1QFE2/AbcCkVS+9EdVpPOUcxeuPbf0Y7RiWEEEKIju54249vv/0WcJe0PZ4M3FqKwUjo+Gc4/PFEVEcjFSv+SI8L3vFUyEIIIYRoB4qikJKSwjfffAPAli1bcDgc59QaTAhxZlSnDXtV0bHEiULs5QXuqhNVO8FpO+3yRr+eJ1p0HEuaMIcOxugT3g7Rdx2bNm3SHkdERNCrVy8doxE/p7GxkbS0NFwuV4vnLRYLW7Zs0SmqjsPHx4cJEybw9ddfA7B161b27NlDnz599A2sAzP5RRF58WfU5r9GxfJ7Ue311GycTePeJURMexOvSEkyFUIIOIeEiuuvv57bbruN6upqHn/8cSZOnMh9993H1KlT+eqrrySbX7QJo3cIQVn3U7X6kZNeU1VQFAjKul96fQkhhBDiJBkZGVpChdVqpaCg4JzL2frEjMFvwOXU7/yY+h0fYR12C97Roz0RrhBCCCHaSWpqqpZQYbVa2bZtG0OHDtU5KiG6DtXRhL1qhztpouJYq47yAuxVReBynHZ5o3/MsfYcCc0SKAbL9T8PcDqdbN68WRsPGzasW7c/6ei2b9+Oy+Xi3//+N9HR0drzBoNBx6g6lokTJ7JkyRKamtzVbObPn8+sWbN0jqpjUxSFwKTf4tN7PKWLbqDp0Brslds5+MEYgoc/RHDm/SgGSTQVQnRvrX4XnDRpEi+//DK7du0C4G9/+xt3330377//PklJSTz88MMeC1KI5oKzHgSgOufJFpUqFAVKA86nz7HXhRBCCCGa69u3L2FhYZSXlwPuth+e6A8cMuZxGornoTqtlC+9k16/XINiMJ7zeoUQQgjRPvr06UNQUBDV1dWAu5KVJFQIcfZcDiv2im3NkibcCRT2ql2gOk+7vCkgrlnSxLH/Qwdj8Apqh+i7p6KiIhoaGrSxtPvo2AoLCzGbzUyZMuWcqi12ZX5+fowfP55FixYB7gosBw4cICYmRufIOj5zcH96XvEd1ev+SeWav4HLQdXqR2jcvYCIqW9gDhmgd4hCCKGbc0orGz9+POPHjwcgJCSE119/3RMxCfGzFEUhZPhDBA6bRUPRZ6xf+j5xjqUAHDhSRaa+4QkhhBCig1IUhfT0dO0O1E2bNmGz2bBYLOe0XnNgHEEZ91C19h/YSjdRu/UNApN+64mQhRBCCNEODAYDKSkpLFu2DHCfI/zqV7+SO36FOAXV3oCxbjuNOzbTWHusZUfFNhzVxaC6Tru8KbAv5rAEreqEJTQRc+ggDJaAdoheNLdx40btsb+/P/369dMvGHFahYWF9O/fX5IpTmPSpEl899132O12wF2l4qabbtI5qs5BMZgIznoAnz5TKV14HfaKQpoO51DyTiahY57ENOBavUMUQghdtDqhIjc397RzMjPlo23RdozeIQQMvYFAWwoHF11IL58y+pq2sHfvXumLJoQQQoif1Dyhoqmpifz8fNLS0s55vUEZ91Bb8BbO2v1UrvozfgMukxLEQgghRCfSPKGipqaG3bt3yweLottz2eqwV2zDVlGAvbwAW8U27OWFOGr2EIRK9c8urWAK7ocldDDmsMRjyROJmEMGYjD7tdMeiJ+jqmqLhIrk5GRJJOvgtm3bhsFg4PrrrycvLw+LxcK0adO477778Pf3P+v1Wa3W009qA8e321bbN5vNjBw5Uvu9vmHDBnbv3k1UVFSbbO/H2nr/2kXAYEJnfE9tzt9o2PIiqqOB8u9/j2nH5ygxf+jc+/YzusTX7md05f3ryvsGsn9ttb2z0eqEimuvvVbrp6aq6kmvK4pCYWFha1cvxBkbOnQocz8dRC+fMoItdWxb9R59+vxR77CEEEII0QHFxcURHh5OWVkZAOvXr/dIQoXB7EvomCconX81rsYyqtY+Sti4f57zeoUQQgjRPgYNGoSvr69W+j4vL08SKkS34WqqdidLVBRiKy88ljxRiLN23+kXVoyYg/thbl5tIizBnThh8mn74EWr7d+/n4qKCm0s7T46NpfLxY4dOzAYDNxzzz3MmjWLLVu28MILL1BUVMTcuXPPOiGmuLi4jaLVf/sxMTEYDAZcLheqqvLxxx8zYcKENtveT9H7+HpE8LWYhg7Gb8c/MNqO4ij5lqAjueyvvh97RPsez/bUJb52P6Mr719X3jeQ/dNTqxMqjEYjqqoyYsQIpk+fTu/evT0ZlxBnzGKxYIy9GFf9KgyKinPPp6jqA1rCjxBCCCHEcYqikJGRwcKFCwHYvHkzTU1NeHl5nfO6/QZcTm30y1hLfqBm04sEJN2IJTThnNcrhBBCiLZnNBpJSkpi7dq1gLsM/mWXXSbXFkSX4rRWnkiaqCjEXl6IraIAZ13J6Rc2mDAHD8AcloASMIAjDf7EJU0iIHIoiuncz6VF+9u0aZP22GKxkJAgf7t0ZKqqMmfOHMLDw7WEv8zMTMLDw7n33nv54YcfGDdu3FmtMz4+Hm9v77YI92dZrVaKi4vbfPt79uxh5cqVAOzatYuZM2cSHh7eZts7rr32r/0k4sq4hJqV92Hd+QEGRw0B2x7C2zmTwFFPYfAK0jtAj+l6X7uWuvL+deV9A9m/ttre2Wh1QsWKFStYuHAhX3/9NQ8//DBJSUlMnz6d888/n4iIiNauVohWGZZ1HsXzounvf4C+XoXsKd5B336D9A5LCCGEEB1Q84QKm83Gli1byMjIOOf1KopC6Lh/cfC9EeByULH0HiJnzJMPYoQQQohOIiUlRUuoKC0t5eDBg0RHR+sclRBnz9lYjq28wJ000SyBwll/6PQLGy2YQwa6W3SEJmAJc/9vDh6AYjQD0NjYyP6CAsyhiZJM0Yk1b/eRmJiIxWLRLxhxWkajkeHDh5/0/Pjx4wHYvn37WSdUeHt74+OjXyWZtt7+9OnTWb16tVal4vvvv+fXv/51m23vx/Q+vh7l44Pf9P9RmX8+FUtvx+CowbrzfeyHVxIx5TV8eo/XO0KP6lJfu5/QlfevK+8byP7pqdUJFSEhIfzyl7/kl7/8JYcPH+brr7/m888/58knn2T48OFMnz6dyy67zJOxCnFKQ4YM4b8fDqa//wF8jDZ2rnidvv2e1DssIYQQQnRAMTExREZGcuTIEQByc3M9klAB4NUjhYChN1K75b807ltMQ/E8/Ppd5JF1CyGEEKJtDRkyBLPZjN1uB9xtPyShQnRUqqriaiw9lixRoCVN2CoKcTUcPe3yitELc8ggzGGJJ5ImQhMwB/dDMbT6krHoJI4ePcqBAwe0sbT76PiOHDnCsmXLGDt2LFFRUdrzx/vAh4SE6BVahxUWFkZ2drZWpWL16tVceOGFhIaG6hxZ5+XdbwbVNaFEHvwPtgPf4qzdz+FPphCYegcho/6OwdT17pwXQgg4h4SK5qKiorjxxhuZMWMGb7zxBq+//jqrV6+WhArRbsxmM/4DLqGpYileRgfKwa9wuR4/675xQgghhOj6jrf9+PrrrwHIz8+noaEBX19fj6w/ZOQj1O/4CFdTFRXL78M3borcuSeEEEJ0Al5eXiQmJmpl8Ddu3MiFF16oc1Siu1NVFWfD4WPtOQqxlxcc+78Ql7X8tMsrJh/MoYPd1SZCE7QEClNgXxSDsR32QHREeXl52mODwUBycrKO0YgzYbPZePjhh5k1axZ33HGH9vz8+fMxGAykp6frGF3HNW3aNFatWuVOQnO5WLhwIb/61a/0DqtTU70iCLngExw7/0fFD/ehOhqpyfsPjXu/IWLam3j1SNU7RCGE8LhzTqgoKSlhyZIlLFmyhA0bNtCjRw9++ctfMnnyZE/EJ8QZyxg+hh0fxpEUvIs+XrvZsXUdg5Oy9A5LCCGEEB1QVlaWllDhcDjIy8tj1KhRHlm30Sec4BF/pmLZXTiqd1Gd9xzBmfd6ZN1CCCGEaFspKSlaQsX+/fspKytrl37rQqiqirOuREuWcLfqcLftcDVVnXZ5xezXLGniRPKEKTAORZEbjkRLGzZs0B4PHjwYPz8/HaMRZ6J3795ccskl/Pe//8VisZCSksL69et5+eWX+dWvfkV8fLzeIXZIPXr0ICsrS2vptXLlSs4//3yp6HGOFEUhcNj/4RN7HqULr6fpSC72ikIOvj+akBF/JijjHknaE0J0Ka1OqJg9ezZLlixh27Zt9OvXj4kTJ3L//fczdOhQT8YnxBkbNGgQ39iTSGIXJoOT4jX/lYQKIYQQQvykqKgoYmNj2bdvH+Bu++GphAqAwOT/o3bLf7FXFFKV8zj+iddg8uvpsfULIYQQom0kJydjMBhwuVyAu0rFpEmTdI5KdCWqquKo3XciaeJYAoWtohDVVnPa5RVLAJbQxBNJE8cSKEwBvSVxQpyRiooK9uzZo41TU+Vu8s7i73//O3FxcXz++ee8+OKLREZGcvvtt3PjjTfqHVqHdv7555OTk+N+/3U4WLhwIb/85S/1DqtLMIcMpOdVy6jKeYKqtY+Cy07lqodp2D2fiKmvYw7up3eIQgjhEa1OqHj++ecJCAjgggsuoG/fvgAsXbqUpUuXAu4MtVtvvdUjQQpxJoxGI5FDLqHu4CL8TY34lC3GbrdjNpv1Dk0IIToVVVWZN28eRUVFTJs2jYSEBL1DEqJNZGZmagkV27Zto7q6mqCgII+sWzGaCRv3Lw5/dgGqvY7KFQ8RMfV1j6xbCCE6mqVLl7JhwwbGjh1LRkaG3uEIcU78/f0ZMGAA27dvByShQrSeqrpw1Oxt0aLDVlGIvWIbqr3utMsbvILdFSfCErWkCUtoAkb/aBRFaYc9EF1V83YfiqKQkpKiXzDirHh5eXHrrbfK5y5nqWfPnmRkZJCbmwvAihUrmDZtmlSp8BDFYCJkxJ/w7TON0kXXYa/cQdOh1ZS8k0Ho2H8SMPQG+b0lhOj0zqnlR21trVYq+cckoULoIWv4CNa9GU9W2FZ6+xykYP23DBsxTe+whBCiU9m0aRPz5s0DoLS0lMcee0zniIRoG5mZmXz66aeoqoqqqqxfv54JEyZ4bP0+cZPwjb+IhuKvqCucS0DyzXj3lOpZQoiuZd++fbz33nsA7Nq1i5SUFEymc+4uKoSuUlJStISKoqIiamtrCQgI0Dkq0VGpLieOmt3YygtPJE8cT5xwNJ52eYN3KOawRK1Fx/GWHUbfKPkASrSJ5u0++vfvT2BgoI7RCNE+pk+fzrp167QqFQsWLOBXv/qV3mF1KV5RGfT6VQ6VKx+iZuNsVHs95d/eQkPxV4RPehmTX5TeIQohRKu1+irHtm3bPBmHEB4RHx/P50oaWWwF4Mj610ASKoQQ4qysXr1ae2yxWHSMRIi2FRISwoABA9ixYwcAOTk5Hk2oAAgd+xQNexeB00bF0jvpOfMHKcUshOhSmp83mEwmDAZ5jxOdX0pKCh988AHgrt62adMmRo8erXNUQm+qy4G9atexZIlCbOUF7rYdldtRnU2nXd7g20Nr0WEJS8AcmoglLAGDT4QkToh2U11dza5du7RxWlqajtEI0X569uxJZmYmOTk5AKxcuZJp06YRGhqqc2Rdi8HsS9j4Z/DtO53Sb36Ls/4gjbvnUzI3jfCJL+LX/xd6hyiEEK3ikdtGdu3aRW1tLaGhocTGxnpilUK0iqIo9Eu9kNIdXxHhVUVI3XIaGxvx8fHROzQhhOgU6uvryc/P18bp6ek6RiNE28vMzNQSKnbv3k1paSkREREeW785uB9BaX+gOvcpmo7kuitVJP7aY+sXQgg9OZ1O1q1bp41TU1MloUJ0CaGhocTFxbF3717AXR5fEiq6D9Vpw15VdCxpolnyRNVOcNpOu7zRr2ezpIkTCRRGn/B2iF6In7dx40ZUVdXGqampOkYjRPuaPn06ubm5LapUXH311XqH1SX5xE0i+toNlH93O/U7PsTVWMbReVfin/hrwsb9G4OXVMYRQnQu55RQMW/ePJ588knKysq058LDw7n77rv5xS9+ca6xCdEqmVlZfJPbj/E91hPuVcnWVZ+QMfEavcMSQohOIS8vD4fDoY2zsqQ9geja0tLSeO+993C5XIC7SsX06dM9uo3gzPupK/gfzvpDVK74E379Z2CwSNlwIUTnt337dmpqarTx8OHDdYxGCM9KS0vTEioKCwupr6/Hz89P56iEJ6mOJuxVO7CVF9JwZAv++3Ioyz+Eo7oIXI7TLm/0jz6WLJHYLIFiMEZvudtZdFx5eXna4759+xISEqJjNEK0r6ioqJOqVJx//vlSpaKNGL1D6XHBXOriL6T8+9txNVVRV/A21v3LCJ/6Oj4xY/QOUQghzlirEyq+++477r33XkaMGMFdd91FeHg4R48e5csvv+SPf/wjwcHBjB8/3oOhCnFmoqOjKfcZCawHoHLLWyAJFUIIcUbWrl2rPY6LiyMyMlLHaIRoe/7+/gwZMoQtW7YAkJubywUXXODRsssGSwAhox+lbNENOBsOU7X2MULHPO6x9QshhF6OX4wGCAwMZNCgQTpGI4Rnpaam8tlnnwHuaiybN28mOztb56hEa7gcVuyV27GXF2CrKHS36agoxF61C1SnNs8C/FQahTEg1t2qI6xZ8kToYAxeQe22D0J4Qn19Pdu3b9fGUp1CdEfNq1Q4nU6pUtEO/AfPxDt6NKWLb8K6bwmO2r0c/ngSQel3EpL9CIrJS+8QhRDitFqdUPHSSy8xbdo0nnnmmRbPX3bZZdx5553MmTNHEiqEboZmTmbf+o+I9TtMpD2XmuoqAoOC9Q5LCCE6tMrKSnbu3KmNpTqF6C6ysrK0hIpDhw5x4MABevfu7dFt+A/+FbWb5tB0eC3Vec8RMPQGzCEDPLoNIYRoTzabrcVdrpmZmdLuQ3QpkZGRxMTEcODAAQA2bNggCRUdnMvecCJxorzA3aqjYhuO6mJQXadd3undC98eSXhHDMEcmngseWKQVBYTXcamTZu0ynzgrsQjRHcTFRVFVlaWdkPRypUrmTZtGmFhYTpH1rWZAmKImjGPmk0vUfnDH1GdVqrX/5uGvd/QY+qbWCKS9Q5RCCF+VqsTKnbs2MHvf//7n3xtxowZ3HHHHa0OSohzlZGRwQff9yPW7zAB5gYKlr/OiIvu0jssIYTo0I5n6AMoikJmZqbOEQnRPoYNG4bFYsFmc/fEzsnJ8XhChaIYCBv/DAffHwkuOxU/3EfkxZ95dBtCCNGeNm/ejNVq1caSiCm6orS0NC2hoqCggMbGRnx8fHSOSrhsddgrtmGrKMBeXqhVnXDU7AHU0yytYAruhyV0MObjVSdCE3H4xLJt516iExPlayy6rA0bNmiPY2JiiIiI0DEaIfQzffp0cnJytCoV8+fP59prr9U7rC5PUQwEpdyKT+xEShdeh+3oBuxl+ZS8l03IyEcISrsTxWDUO0whhPhJrU6oCAkJoaqq6idfq6ysxGKxtHbVQpyz8PBwbGHjcbhWYzK4aNzxASAJFUII8XOal+0ePHgwQUFSwlZ0D15eXgwbNozc3FwA1q1bx4wZMzx+p7VXVAb+ib+mruBtGoq/pmHPN/j2meLRbQghRHtpft4QGRlJXFycjtEI0TbS09P58ssvAXA4HGzZskWSh9qRq6kaW8U2d6WJY206bOUFOGv3nX5hxYA5uB/m0MRjSRMJ7gSK0EEYTCcnTLgaG9tgD4ToOBobGyksLNTGUp1CdGeRkZEMHz6cNWvWALBq1SrOP/98wsPDdY6se7CEDqbXVT9QlfMYVTlPgMtO5YoHadg9n4gpr2EO6qt3iEIIcZJWJ1RkZ2fz/PPPk5GRQa9evbTnS0pKmD17NqNGjfJIgEK0VkrmWIp+mMvgwL30ZAulh/cRERWrd1hCCNEhHTx4kP3792tjuVAsupusrCwtoaKiooLi4mL69+/v8e2EjPoH9UWfodpqqVh2Nz69N6AYzR7fjhBCtKX6+nry8/O1cVZWFoqi6BiREG0jKiqKXr16cfDgQQDWr18v58ltwGmtbJE0cbzqhLPuwOkXNpgwB/fHHJpwrEVHApawBMzBA6UnuxDNbNmyBYfDoY1TU1N1jEYI/R2vUuFyuXC5XCxYsECqVLQjxWgmJPsv+PQ5n9JF1+GoKqKpZAUlc9MJG/8M/om/lr8vhBAdSqsTKu666y4uu+wypk2bRkpKChEREZSWlrJx40aCgoK4++67PRmnEGctPT2d/87vz+DAvXgZHexY/jIRVz6md1hCCNEhNb/L1Gw2y8UV0e0kJibi5+dHfX094P6ZaIuECpNfFMFZD1K54o/YK7dTs+lFgtKkVZ4QonNZv349TqdTG8sHzKIrS0tL0xIq8vPzsVqteHt76xxV5+RsLNeqTDRPoHDWHzr9wgYz5pCB7koTYSeSJ8zB/VGMUiVXiNPJy8vTHh9PFhOiO+vRowfDhw9n9erVgFSp0It3zyyir86l4ocHqN08B9VeR9ni39Gw60vCJ72E0beH3iEKIQRwDgkVERERfPbZZ7z++uvk5uaSn59PUFAQ1157Lddff7384hG6CwwMxCtmMo2OH/Ax2nDt+wKQhAohhPgxVVVbJFQkJydL32DR7ZhMJtLT01m+fDngbvtx1VVXYTR6vn9nUOrvqc1/DUdVEVVr/oH/4F/KRQIhRKfS/LyhT58+9Ogh72Gi60pPT2fevHnAibYfmZmZOkfVcamqiquxtEWLDnuFu+KEq+HoaZdXjF6YQwZhDks4UW0iNBFzcD8UQ6svYwrRrdlsthaVpeQGCiHcpk+fztq1a7UqFfPnz+fXv/613mF1OwazH+ETnse373TKFt+Es+EwDcVfcWDuWsInvoRfv4v0DlEIIVqfUAEQFhbGvffe66lYhPC49Kxsti3sS2rIdnoZizhQvJmY+GS9wxJCiA6luLiY8vJybSx3mYruKjMzU0uoqK+vp7CwkKFDh3p8O4rRQti4f3Lki1/gslVTueovhE96yePbEUKItlBRUcHOnTu18fDhw3WMRoi217NnT6Kiojh8+DAAGzZskIQK3IkTzobDWnsO9/8F2MsLcVnLT7u8YvLBHDrYnTRxvOpEaAKmoHgUg+cTWoXozrZu3YrNZtPGaWlpOkYjRMcRERHBiBEjWLVqFQCrV6/m/PPPJyIiQufIuiffvtOIvjaPsu9upWHnp7gajnL0q8vwH3oDYWOfxmAJ0DtEIUQ3dk4JFQUFBbzyyiusW7eOmpoawsLCyM7O5pZbbqF3796eilGIVktJSWHpJ4NIDdmOQVHZ/cNsYuLn6B2WEEJ0KGvXrtUe+/r6MmTIEB2jEUI//fv3Jzg4mKqqKsD9s9EWCRUAPn3OxyduKo17F1Gb/zoByTfh1UPuFBNCdHzNq1MYDAYyMjJ0jEaItqcoCmlpacyfPx9wt/1oamrCy8tL58jah6qqOOtKtKSJ49Um7OWFuJoqT7u8YvbDHDoYS2iiljRhDkvAFBAniRNCtJMNGzZoj8PDw+W6vRDNXHDBBaxZs0arUvH1119z3XXX6R1Wt2X0CaPHBe9Rv+1dyr6/A9VWQ13+61j3fU/EtDfw7jVS7xCFEN1UqxMqVq9eze9+9zuCg4MZN24cYWFhlJWVsXz5chYtWsR7773HwIEDz2qdqqry4YcfMnfuXA4cOEBoaCgTJkzgjjvuwN/fH4Arr7ySTZs2nbTsBx98QEpKCgB1dXU89dRTfPvtt9TX15OamspDDz10Uh/sN954g3feeYcjR44QHx/P73//eyZNmtRizvLly3n22WfZtWsXoaGhzJw5k5tuuglFUc5q34Q+fHx8CBswiarq7wi21GE+shCXy4XBYNA7NCGE6BCcTifr16/XxmlpaZjNZh0jOnNy3iA8zWAwkJmZyeLFiwHYuHFjm/VJVxSF0HFPUzL3W3A5KF96Jz2v+F6+V4QQHV5ubq72ePDgwQQGBuoYzZmT8wZxLponVBwvnZ+enq5zVJ6lqirO2v0tWnQcrz6h2mpOu7xiCXAnS4QmYAlLxKwlTvRGUeQajBB6sdvtbN68WRunpqbK7xkhmomIiCA7O5uVK1cC7hsrzj//fCIjI3WOrPtSFAX/hKvxjh5D6Te/xXpgKY6a3Rz6aAJB6XcTkv0XFKNF7zCFEN1MqxMqnnnmGTIyMpgzZ06LrHyr1cpvf/tbnnrqKV599dWzWuerr77KM888w4033kh2djZ79+7lP//5Dzt37uSNN95AVVV27NjBjTfeyJQpU1osO2DAAO3x3XffzebNm7n33nvx9/fnhRde4De/+Q1ff/01wcHB2rb+/e9/c+uttzJ06FA++eQTbr/9dt566y2tdOOGDRuYNWsW559/Pn/4wx9Yv349zzzzDC6Xi1tuuaWVR060t+EjstnyUTyjwjcTaTnEzo1LGJQ25fQLCiFEN1BQUEBdXZ027kxlu+W8QbSF4cOHawkVNpuNvLw8srOz22RbltDBBKbcRs2GZ2k6uIr67R/gP3hmm2xLCCE8oaSkhAMHDmjjztQmTM4bxLmIiYmhR48eHD16FHB//TprQoWqunDU7HUnTZQXnGjZUbEN1V532uUNliDMYc2rTSRiCU3A6B8tH9IK0QEVFBRgtVq1cWqqVMUT4sfOP/98Vq9erVWpmDdvHjfeeKPeYXV7psBYoi5bSE3eC1SufAjV2UT1uqdp3LOIiGlvYglvm4qiQgjxU1qdULFjxw7+85//nFTi0NvbmxtvvJG77rrrrNbncrl45ZVXuOqqq7j77rsBGDlyJMHBwfzhD38gPz8fX19fGhsbGT9+vHZ3yI/l5eWxdOlSXnnlFcaNGwdARkYGEydO5N1332XWrFlYrVbmzJnDddddx6233grA2LFjmTlzJrNnz+bNN98EYPbs2QwePJinn35am+NwOHjllVe4/vrr2+RuReF5Q4cO5at3kxiFOxv7UM4cSagQQohjmpftDgkJOenuyo5KzhtEW+nduzcxMTHaB4Zr165ts4QKgJDhD1G37V1cDUepWPEgvv0uwmD2a7PtCSHEuWh+3mA2mzvNhzJy3iDO1fG2HwsXLgRgy5Yt2Gw2LJaOe3ek6nLiqN6FufwH6vIWUluzE/vxxAlH42mXN3iHaskS7qoT7uQJo2+UJE4I0YmsW7dOexwaGkp8fLyO0QjRMUVERDBq1Ch++OEHwF2Rbdq0aURHR+scmVAUA0Fpt+MTN5HShddjK92IrWwzJe+NIHTUPwhMvV0qYQkh2kWr32l69uzZ4s6U5ioqKggNDT2r9dXV1XHxxRdz4YUXtni+b9++AOzfv59t27YB7rKip7JixQp8fX0ZNWqU9lxoaCiZmZksX74cgE2bNlFTU9PirhNFUZg8eTI5OTlYrVZsNhtr16496c6UqVOn0tDQ0OJkVHRsRqORfilTONQYBkBQ7TKampp0jkoIIfRntVrZuHGjNs7MzOw0LZHkvEG0peaVWrZt20Zl5en7g7eWwSuI0JF/B8BZd4DqdU+32baEEOJcuFyuFgkVw4YN6zQf+st5g/CE5hUpmpqaKCgo0DGaE1SXA1vFduqLPqcq53GOLvg1JXMz2Ds7mLL30wgouI+6nEeo3/YutqN5JyVTGHwi8I4ZR0DyzYSd9x+iLvuG2N/tJ/b/DtHriu8InziboNTb8ImdiMmvpyRTCNGJ2Gy2Fq2s0tPT5WdYiFOYPn06JpP7/mNVVfnyyy91jkg0ZwkbQq+ZKwjKvB8UAzhtVCy/j8OfTMVes1fv8IQQ3UCrK1Tcf//93H///QQEBDB9+nSMRiPgvsDw7LPP8te//vWs1hcYGMjDDz980vPffPMN4C6x+cUXXxAQEMBjjz3G999/T0NDAyNGjOCPf/yjll27a9cuYmJitF9+x8XGxvLVV19pcwD69OnTYk5cXBxOp5N9+/ZhNBqx2+0/OQdgz549jB49+qz28bjmZda6uuP7qvc+p6am8sOmfvT0KSfYXMOmpW+TNPYaXWM6Gx3lOHZ2chw9Q47juesox3DdunXYbDZtPGzYMBobT3+3Wmt5cn/lvKFr6ig/G8nJyXz66aeoqoqqqqxatYoJEya02faMfa/AFP4ijrJNVK37N6Z+MzEFxLV6fR3lOHZ2chw9Q46jZ3SE47hr1y4qKiq0cUpKipw3HCPnDe1Hz5+F8PBwwsLCKC8vB9wVWwYNGtRu21eddpw1u3BUbsNRuf3E/1U7wWU77fIG30hMwYMwhSZgChmEKXgwppBBGHzCT5prA+ji30s/1hHeZzsTOV5nTs9jtXnz5hY3lSUlJbXp725PaO3xku9Fca5CQkIYN24c3377LQAbN25kz549J52vCf0oRguho/6Ob98LKF10PY7qYqwHllEyN52w8c/gn3CNJI0JIdpMqxMq/va3v2Gz2bj//vt58MEHCQkJobq6Grvdjqqq3HbbbdpcRVFalbm/YcMG/vvf/zJp0iQGDBhAYWEhtbW1hISEMHv2bEpKSpg9ezZXX301n3/+OZGRkdTW1uLv73/Suvz8/KivrwegtrYW4KR5fn7u8sp1dXXaG+/PzWmt4uLiVi/bWem9z6qqcoBhuNRcDIpKxaY3KQhP0zWm1tD7OHYVchw9Q47judP7GC5dulR7HBISQlVVFdXV1foFdI7kvKHr6Aj73KtXL0pKSgD44YcfiIyMbNM/zE29biGw7GZwWjm46A7qEh8753V2hOPYFchx9Aw5jp6h53E8XoEBwMvLC1VVO8wd+q0h5w2dm177GR0drSVUbN68mS1btmg3GHmMy4axcT/Ght3aP0PDHoyN+1BU5+kXt0Tg9O2L07fPsf/dj1VzUMuJVUDVUeCoZ+Pv5LrLz5CnyPE6c3ocq2XLlmmPAwICqK2t7TS/u+V7S+hh2rRprFixQktE+uKLL7jjjjt0jkr8mHevbKKvXkfF8vuozX8V1VZD2Tc30lD8FeETX8T4E8miQghxrlqdUHHppZd6Mo6TrFu3jptvvpnY2FgeffRRAO655x5mzZqllVnMyMggLS2N888/n7fffpt7770Xl8t1yovdx593uVw/+bqqqgAYDAacTmeLZX7sXEqix8fHd5rSqOfKarVSXFzcIfa5pGQKe7bMJ96/hN6GzYT3iiQwOEzXmM5URzqOnZkcR8+Q43juOsIxrK6u1j4sBhg1ahRDhgxp020e3++2IOcNXUNH+Nk4rr6+nnfeeQeAyspKgoKCiImJacMtJlLV8C3Woo+wlH9Pv6AyvKLHtmpNHek4dmZyHD1DjqNn6H0cbTYbb7/9tjbOzMwkKSmpTbcp5w2t09V/1vT+WfDz82Pz5s14GZoY7Lcd3wNv0rNPEt7xl2DwCjmrdakOK47qne4qExWF7ooTVdtxVhfDGSROGPx7uytNhAxuWXHC60TihN7HqzORY3V25HidOb2Olc1m480339TGmZmZbf43vye09ni15XmD6D4CAwOZMGECCxYsAKCgoIAdO3YwcOBAnSMTP2aw+BM+6UV846dTtuRmnA1HaCj6nJKDqwmf/Aq+fc/XO0QhRBfT6oSK5hUoPO3rr7/mgQceoG/fvrz22msEBwcDkJCQcNLc3r17069fP63faUBAgHa3QHP19fUEBAQA7l+Mx58LCjrxh2ZDQ4O2juMXQX58Z8jxu05+6q6UM+Xt7Y2Pj0+rl++MOsI+jxo1indX9CPevwRfUxPFa94ie8ZDusZ0tjrCcewK5Dh6hhzHc6fnMVy+fLl2YV9RFEaPHt1pv55y3tD1dIR9zsrK4qOPPtLa4mzcuJEBAwa06TbN457kwJ6vUR0N1K35I0G/ykExtPp0vUMcx65AjqNnyHH0DL2OY35+fotS2nLe0JKcN7Q/vfZz4MCBTIzZTorfWswGJ+xbRc0+qF15P0FZ9xOc9eBJiTIuewP2yu3YywuwVRQe+38bjupiUH86Aac5U2AfzGGJWEIHYw5NxBKWgDl0MAZLwBnH3V2+LzxBjtXZkeN15tr7WBUWFrZo8Zmdnd2pvlbyvSX0MnnyZJYtW6adu33++efce++90kqig/KNn070NRso+3YWDbu+wNlwhCNfXEJA0u8IHfMkBkvrz6uFEKK5Vl+hzc3NPe2czMzMs17vq6++yj//+U8yMzN58cUXtYsSdrudr776ivj4eFJSUlosY7VaCQlx3wnQt29fVqxYgcvlanFXx759++jXr582B2Dv3r0kJydrc/bu3YvFYqF3796oqorRaGTv3r0ttnV83L9//7PeN6Gv8PBwnJHnYXOtwmJw0LTrY6BzJVQIIYQnqKrKmjVrtPHgwYO136OdjZw3iLbi7e1NWlqa9rOSk5PDpZde6vmy3s2YAmIIyryPqtV/xV6WT+2WVwkcdnObbU8IIc5U8/OGyMjITttLWs4bxLmqzn2czIBVHMtL1qhOK1WrH8FZexCvXsOxlxceS54oxFGzB1B/anXNKJiC4rGEuZMmzGEJWEITMYcOwmD2a6O9EUJ0ZevWrdMeR0RE0Lt3bx2jEaLz8PPzY/LkyXzxxRcA7Nq1i61btzJ06FCdIxOnYvSNoMeFH1JX+D/Kl96Jaquldst/adz/PRFT38C753C9QxRCdAGtriN57bXX8utf/5prr722xb/jz/36178+63W+//77PP3000ybNo3XXntNu7gBYDabef7553n66adbLLN161b27dvH8OHuN8XRo0dTX1/PDz/8oM2pqKggNzeX0aNHA5Camoqvry+LFi3S5qiqyuLFi8nKysJiseDl5UVGRgaLFy/W7uAFWLRoEYGBgS0ujIjOI3PEOHbUxgLQy7CNkj3bdI5ICCHa3/79+zl48KA2HjFihI7RtJ6cN4i2dvz7BKCmpka7Q7ktBaXfiSmwDwCVq/+K01rR5tsUQoifU11d3aLf+ogRIzrlHXpy3iDOldNaSVXOEwCc6kegNv+/lH3zW6rX/4vG3fNx1OymRTKFYsAcMgDffhcTlHk/EdPeotevcoi7rYre1xcSefFnhI5+lICEa/CKTJNkCiFEqzQ1NbFlyxZtnJ6e3il/dwuhlwkTJrQ4V/ziiy9anLOJjkdRFAISf0301evxjh4DgKOqiEMfjqNi1Z9RnbbTrEEIIX5e62sIAw8//LDH7pwoLS3l8ccfJzo6mmuuuabFBRuA2NhYbr31Vh566CEeeOABLrroIkpKSnjuuecYNGgQM2bMANxVMbKysrj33nu59957CQ4O5vnnnycgIICZM2cC4OPjww033MDs2bMxm82kpqbyySefsHXrVt566y1tm7fccgvXX389d9xxB5dddhl5eXm89tpr3HPPPdIfsJNKS0tj9hcDGRpUjNngpOiHF4nu85zeYQkhRLtqfpepl5cXqampOkbTOnLeINrD4MGDCQ4OpqqqCnD/7LR132GDyYfQsU9ydN5VuKwVVK5+hPDz/tOm2xRCiJ+Tm5urtaiAzpmIKecNwhPqd34KzqazWsYUFI9v/EV4RWVgCUvEFDwAg0m+vkKItrVly5YW7T4yMjJ0jEaIzsfb25tp06bx0UcfAe5qZHl5eaSlpekcmTgdc1Afoi77hpq8/1Cx6s/gtFGd8wSNexYRMfUNLGGJeocohOikzimhYujQoR67c2LZsmVYrVZKSkq4+uqrT3r98ccf5/LLL8fHx4fXXnuNW2+9FR8fHyZPnsxdd92FyXRiV1544QWeeOIJnnrqKVwuF2lpaTz77LMt+pfedtttGI1GPvzwQ15//XX69+/Piy++SHp6ujYnOzub559/nueee45bb72VyMhI7rvvPm644QaP7LNof76+vgT3P5+62mX4mxoxHvwal+vZFuVahRCiK3M6neTk5GjjtLQ0vLy8dIyodeS8QbQHg8FAZmYmixcvBiAvLw+r1drmH3T59vsF3r3Pw7r/e2o3zyEw6bdYwpPadJtCCHEqq1ev1h4PGjSI0NBQHaNpHTlvEJ7gbDh81ss4qoupyfsPRr9emEMGYA4e4P4/ZACm4AGYg/qiGC1tEK0Qojtbv3699jgyMpKYmBgdoxGicxo3bhxLliyhsrISgC+//JKUlBT5HKETUAxGgtLvwiduMqULr8NWtgXb0TwOvjuckNGPEZhyK4oiX0chxNk5p4QKT7r88su5/PLLTztv+vTpTJ8+/WfnBAUF8fjjj/P444+fco6iKMyaNYtZs2b97LomT57M5MmTTxuX6DyGZ4+i8KO+ZIYV0Muyn52bf2BQyji9wxJCiHaxdetWamtrtXF2draO0bSenDeI9jJixAgtocJut5OXl9fmPzeKohA27l+UvJMBqovyZfcQdelCKdMrhGh3+/fv58CBA9pYzhvkvKE7M/pGndE8xSsYtamqxXPO+oM46w9iPbDsR5ONmIL6nki0aJZwYfSPlov9QoizZrVapd2HEB5gNpuZPn06c+fOBeDQoUOsXbu2054Pd0eW8CR6zVxF5ZpHqF73L1RnExXL7qah+GsipvwXU0BvvUMUQnQiHSahQoj2MmTIEBa8l0wmBSgKHFg7RxIqhBDdRvN2HyEhIQwYMEDHaITo+GJiYoiJidE+UFyzZk27XECxhA8lIPn/qN30Etb939Ow63P8+s9o8+0KIURza9eu1R5bLJZO2SZMCE/xG3ApFUvvRHVaTzlHMXrT+/rtKAYz9qoi7FU7sVfuxHHsf3vlDlzNky1UJ46qIhxVRTTuWdByXSYfzMH9MTVPtAge6E628Alro70UQnR2mzdvxm63a2Np9yFE640cOZJFixZRWloKwLx588jMzGxRvUx0bIrJi9DRj+Hb9wJKF92Ao2YP1v3fUfK/NMImPIffoJmSdCaEOCPn9M5/6623YrH8dGlCRVFYsmTJuaxeiDZhNBqJSz6fsn0LCPeqJqDqe2w22ym/l4UQoquor69n06ZN2njEiBFSqlCIMzB8+HAtoWL79u1UVlYSEhLS5tsNyf4L9ds/wGWtoGL5/fj0mYbB5NPm2xVCCHC3CWueUJGamtrmLY+E6MiM3iEEZd1P1epHTnpNVUFRICjrfoze7nMErx4pePVI+dE8FZe1/FhyxU7sVTuO/b8TR2VRi2QN1dHoLlFdtoUfM3iH/qh9SH9tbDD7eXbHhRCdSvN2Hz179qRXr146RiNE52Y0Grnooot4/fXXASgrK2PlypWMGyc3Z3Y23tGjib56HeXL76Fu65u4bNWULvwNDbu+ImziCxi9O19bQyFE+2p1QsWMGXKHnOi8RmRns3RLP8b12ECEVzn5qz4hbfwv9Q5LCCHa1Pr163E4HNp4xIgROkYjROeRlZXFp59+iqqqqKpKTk4OU6dObfPtGr1DCcn+K+Xf346jZg81G54lOOuPbb5dIYQAKCwspKamRhvLeYMQEJz1IADVOU+2SH5wqEasvX9Dn2Ovn4qiKBh9wjH6hOPdq2XFK1V14aw9oFW1OJ5oYa8qwlG9G1SnNtdlraDp8FqaDq/98SYw+kdryRX498FcbcFRZUG1DEYxms9l94UQHVxjYyP5+fnaWNp9CHHuMjMzWbhwIQcPHgRg/vz5ZGdny82ZnZDBK5CIya/gG38hZUtuwdVYSv3Oj7EeXEn45P/i22eK3iEKITqwVidU/Fy/UCE6uri4OEq9hgMbACjf+AZIQoUQootr3u6jb9++REWdWR9oIbq74OBgEhISKCgoAGD16tVMmTKlXS5OBiT9lpotr2Avy6cq50n8E67FFBDT5tsVQojm5w3BwcEMHjxYx2iE6BgURSFk+EMEDptFQ9FnLPn6fQ5W2NleE8cA8xCSz+HcQFEMmAJjMQXG4hM7scVrqtOGvXp3s9YhO7XEC2f9wRZznXUlOOtKsB5YCkAAUFYAZYoRU1BfzCEDW1S3MAcPwOjfC0WRynVCdHabNm1qcRNFenq6jtEI0TUYDAYuvvhiXn75ZQCqqqpYunQpU6bIh++dlV+/i/HuOYKyJTfTUDwPZ/0hjnx+IQHDbsE3/c96hyeE6KCk2ZPolhRFYWjWNPbnfUpv3yNE2nOoqCgnNFT6kAohuqajR4+ya9cubSx3mQpxdkaMGKElVBw6dIi9e/fSp0+fNt+uYjARNu7fHP5kCqqjgYoVD9Lj/LfbfLtCiO6tsbGRjRs3auPhw4dLmzAhmjF6hxAw9Aa89/dk8+efA1BQUEBdXR3+/v4e355itGAJHYQldNBJr7lstdirilokWTgqd2Kv3IHLVn1iourEUVWEo6qIxh+v3+SLObi/u33IsSQLc8hAzCEDpAS2EJ1I83YfvXr1knYfQnhISkoKcXFx7N27F4AFCxYwevRofH19dY5MtJbRtwc9LvqEuq1vUr7sblR7HbWbXqJhz2KMfR8AEvUOUQjRwUhChei2RowYwfvL+tHb9wgB5ga2fP8a4y67T++whBCiTTS/y9RoNJKRkaFjNEJ0PqmpqXh7e2O1ust7r1q1ql0SKgB8eo/Ht/8MGoo+o377+1iH3Yx3r5Htsm0hRPe0fv167Ha7NpZETCF+WkZGBp8fS6hwuVzk5eUxZsyYdo3BYAnAq0cqXj1SWzyvqioNlQco2riYmBAnSv2eEwkXVUWozqYTcx0N2Mo2YyvbfPL6vcO0ShbNq1qYgvtjMMsHSUJ0FA0NDVoCOCB/8wvhQYqiMGPGDJ599lnA/fO2aNEiZsyYoW9g4pwoikLA0Ovx7j2O0kU30HRwFc7qIgI3/h+1xiK8Rz4s7dKEEBpJqBDdVkhICGrUVJzqGoyKC2vRB6jqvdJbUAjR5bhcrhYJFUlJSW1y55wQXZnFYiEjI4MVK1YAkJubyxVXXIHZ3D5/XIeOeZLG3QtQnVbKl95Jr5mrUAzGdtm2EKL7Wb16tfY4NjZW7nAV4hQiIiLo06cPe/bsAdznB+2dUHEqiqJg8AnHETQM38GJ+Pj4aK+pqgtH7X53JYsftRFx1OwB1aXNdVnLaTpUTtOhNSdtwxjQ+0SiRbOEC1NgHxSDXHIUoj3l5eVJuw8h2lBCQgKJiYla4tK3337L+PHjCQkJ0Tkyca7MQfH0vPxbqtf/m8rVf0Vx2alf/wT2A0uImPrGT1YIE0J0P/LXjejWMkdNYtfC1xgYsI840zaKdxbQb+AQvcMSQgiPKioqory8XBtnZ2frGI0QndfIkSO1hIqGhgY2btxIZmZmu2zbHNSHoIy7qFr7GLajedQVvE3A0OvbZdtCiO6ltLSUoqIibSznDUL8vIyMDC2hYseOHVRXVxMUFKRvUKehKAbMgXGYA+PwiZvU4jXV0YS9prhlksWxx86Gwy3mOmv346zdj3X/dy03YDBhDop3J1cEt0y2MPr1khtZhGgDOTk52uPY2FiioqJ0jEaIrmnGjBlaQoXdbmfevHlce+21OkclPEExGAnOvBdD1FiOLPgNpoZibEfWcfDdLEJHP07AsFvk/EWIbq7VCRWff/4548aNkww80amlpKQw5/NEBgbsw8toZ9vyOfQb+JzeYQkhhEc1r07h5+fH0KFDdYxGiM4rPj6eyMhIjhw5ArjbfrRXQgVAUMa91G59G2fdASpWPYzfgEsxeHXsD2yEEJ1P8/MGg8HQru9zQnRGGRkZfPzxx4C7zcaGDRs477zzdI6q9RSTF5bQBCyhCSe95mqqwV5VhL1yx4nKFsf+V201zSY63HMqd5y8frMf5uD+WpKFKWQA5uCB7mQLb7nGKERrVFdXs337dm2clZWlYzRCdF2xsbFkZmaSm5sLwMqVK5k8ebIkMHUh5vBkalJfJ6b2Yxo2z0Z1NFK+9A80FH9N+JRXMPlH6x2iEEInrU6o+OMf/8gHH3wgCRWiUzObzYQlXor18Hd4G22YjyzAZrNhsVj0Dk0IITzCarWybt06bZyZmYnJJAWqhGgNRVEYOXIkn332GQCFhYVUVFQQGhraLts3mP0IHf0YpQt/javhKJVrHyVs7FPtsm0hRPfgcrlatPtISkoiICBAx4iE6PhCQkLo37+/VtklNze3UydU/ByDVyBekWl4Raa1eF5VVVwNR93JFlU7jyVTHEu2qCoCp+3EXHs9ttJN2Eo3nbx+n/CfbiES3B+Dyeek+UIIt3Xr1qGqKuD+myUjI0PniIToui655BI2bNiA0+lEVVU+//xzbr75Zr3DEp5k8CIw+1ECB1xC6Tc34qzdR+O+xZT8L42wCc/jP+hKvSMUQuig1Z+oHD9JE6Kzyx41nrw3+pASsoM+vvvIW/sdw8dM0zssIYTwiPXr19PU1KSNR40apWM0QnR+I0aM4PPPP0dVVVRVZc2aNVxwwQXttn2/QVdRs3kOTQdXUrPxBQKG3oAldHC7bV8I0bVt3769RZuwkSNH6hiNEJ1HRkaGllCxa9eudk247AgURcHoF4nRLxLv6JZ/b6guJ47a/SdahxyvbFG5E0fNHuDE9UVXYxlNjWU0HVrNjxkDYlsmWhyvcBEYh2KQhHHRvTVv9zFgwAC5AVKINhQREcGYMWNYunQpAHl5eRQXFxMfH69vYMLjfHqPI+aa9ZQvvYu6wv/haqqkdME1NBR/Rdh5z0llLSG6mXP6i+PFF1885Qmaoig89thj57J6IdpFXFwcC81ZwA6MisrB3NdAEiqEEF3EqlWrtMe9e/cmNjZWx2iE6PyCg4MZMmQI+fn5AKxevZrzzz+/3XppKopC2Ph/c/DdEeByULH8PqJ+8WW7bFsI0fU1P28ICAggKSlJx2iE6DzS09P54IMPtJuP1q9fz+TJk3WOqmNQDEbMQX0wB/WBuJbHxOWw4qgubtE65HjihbPhSIu5ztp9OGv3Yd33bcsNGMyYg+KPVbMYiKlZZQujb5T0Oxdd3tGjR9mzZ482lnYfQrS96dOns3r1au0Gpk8//ZS7775bfud0QQavICKmvoZvvwspWzILl7Wc+u0fYC1ZQcSUV/GJnah3iEKIdnJOCRX5+fmnbI0gvzxEZ6EoCvGZV1K9+TOCzPWEW1dRXl5OWFiY3qEJIcQ5OXLkiHanHMhdpkJ4ysiRI7WEiqNHj7Jr1y769+/fbtv36pFKwNAbqM1/jcY9C2nYPR/fvu1XJUMI0TXV19ezYcMGbTxixAiMRqOOEQnReQQGBjJo0CC2bdsGuO8Wl4SK0zOYvLGEJWIJSzzpNVdTtbuFSPP2Icf+V221zSbasVdux165/aR1KGb/k9qHmIMHYgruj9E7uA33TIj2k5ubqz02Go2kpaX9zGwhhCcEBgYyefJk5s2bB8DOnTvJz8+XZOQuzK//DLx6ZlO2+P9o3LMAZ10Jhz89n8CU2wgZ/ai0JhOiGzjnChXJycmeikUI3Qwfkc38Ff0YEbaZGN9S1i3/jKkzfqt3WEIIcU6a32VqMpnkThUhPCQ5ORk/Pz/q6+sB989aeyZUAISMfIT6HR/jslVTvuwefGInoRh/OtFZCCHOxLp163A4HNpYEjGFODuZmZlaQsW+ffs4fPgwUVFROkfVeRm8gvCKTMcrMr3F86qq4mw44m4ZUrWzZcJF1S5w2U/MtddhO5qH7Wjeyev3iWiRbKH6xmGsV1Ad8YB8KCI6B1VVWbt2rTYeOnQofn5+OkYk2tNtt91GQUEB3333nd6hdEuTJ09m2bJl1Na6k/w+++wzhgwZgsFg0Dky0VZMflFEXvI5tfmvUbHsHlRHAzUbX6Bx72Iipr2FV6QktAnRlUmTQSGAoKAgbJHTwLEZAK8d/6JizWFMfj3xG3Cp9MMSQnQ6TqeT1atP9B4eNmwY/v7+OkYkRNdhNpvJzMzUeqauW7eOq666Ci8vr3aLwejbg+ARf6Ji+b04qoqoznue4Iy72237QoiuZ+XKldrjvn370qtXLx2jEaLzSU1N5b333tMSk3Jycrj44ot1jqrrURQFk18UJr8oiBnT4jXV5cRRu9edYNGsqoWjqghHzV5A1ea6Gktpaiyl6eCJJPQg4MgGBVNALCatosWJ6hamgDgUg1TuER3H/v37OXLkRHuczMxMHaMR7emLL75g8eLFREdH6x1Kt+Xt7c306dN5//33ASgpKWHt2rVkZ2frHJloS4qiEJj0W3x6j6d04fU0HV6LvXI7Bz8YTfDwPxGceR+KQT52FaIravVP9owZMwgJkQ+ZRdeRPPJSar99ngBzI3Feu6he8zcAKpbeSVDW/QRnPSitbIQQnUZBQQHV1dXaeNSoUTpGI0TXM2rUKC2hoqmpiQ0bNrT7hZPAYbOo3fIq9srtVOU8hn/C1e4PF4QQ4iwdOHCAvXv3amM5bxDi7Pn5+TF06FA2btwIwNq1a7nooovkOkI7UgxGzEHxmIPioc/UFq+5HFYc1btOSrawV+3E1XC02UwVR+1eHLV7se5b0nIDRot7/VqSxUBMxx4bfSPlay3aXU5OjvbYy8uLYcOG6RiNaC9Hjhzh0UcflSpIHcCYMWNYsmQJZWVlAHz55ZdkZGToHJVoD+bg/vS88nuq1z1N5Zq/g8tB1eq/0rh7ARFTX8ccMkDvEIUQHtbqhIrHH3+cw4cPM3/+fGw2m/a8y+WisbGRdevW8cwzz3gkSCHaQ2zT19SYG096XnVaqVr9CAAhwx9q77CEEKJVVqxYoT0OCQkhISFBx2iE6Hp69+5NdHQ0JSUlgLvtR3snVChGM6Hj/sWRzy9EtdVSufJhIqb8t11jEEJ0Dc3bhJnNZrkQLEQrDR8+XEuoKCsro7i4mH79+ukblADAYPLGEjYES9iQk15zWquoP5LP3oLlRPo1Qt1uLeFCtdc1m2jDXrENe8W2k9ahWAJOJFo0S7gwB/fH4BXUlrsmuimXy0Vubq42TklJwWKRFoDdwZ/+9CdGjRqFl5dXi6Qa0f5MJhOXXHIJr732GgAVFRUsXbqU0aNH6xyZaA+KwURw1h/x6TON0oW/wV6xjabDayl5J5PQsU8RkPQ7SbYUogtpdULFggULuPfee3E4HNqbgqqq2uP4+HjPRChEO3BaK6lZ9xQqcKpfcdU5TxI4bJa0/xBCdHg1NTVs3rxZG2dnZ0sPRyE8TFEURo4cyUcffQTAjh07KC0tJSIiol3j8O0zBd/46TQUf01dwVsEJv8fBJ38QYEQQpyKw+FgzZo12jg9PR0fHx8dIxKi80pKSsLX15eGhgbAXaVCEio6PqN3MOYe6djKfAhITNTeA1VVxdlwWKtq4ajaib1yh3tcXQwuu7YO1VaL7egGbEc3nLx+30h3C5EfJ1wE9UMxtV/LONG1FBUVUVVVpY2zsrL0C0a0m48++oitW7cyb948nnrqqXNen9Vq9UBUrd+uXtv3pCFDhhATE8OBAwcAmD9/PomJiUDX2L8f60pfu5/Sqv0LGEzojKXU5vyNhi0vojoaKP/uNmp3fkHQuBcwdqBKol3569eV9w1k/9pqe2ej1QkVc+bMITExkb/+9a+88847OBwObrrpJpYtW8YzzzzDgw8+2NpVC9Hu6nd+Cs6mUyZTgLtSRUPRZwQMvaHd4hJCiNZYu3YtLpdLG48cOVLHaITouoYPH84nn3yi/bytXr1al17poWOeomHPN+CyU770ToIvXtjuMQghOq/NmzdTX1+vjaXdhxCtZzabSUtL06rFrVu3jquuugqj0ahzZKI1FEXB5NcTk19PfGLGtnhNdTlw1Ow9qX2IvXInztp9LeY6G47gbDhCU8kKWlIwBfY5Vs3CnWhhCu6POWQApoBYFIN834hTa16ZwM/PT6pSdgMlJSU8/vjjPP7444SGhnpkncXFxR5ZT2fdvqckJydrCRUNDQ189tlnZGdnd5n9+ylded+glfsXfC2moYPx2/EPjLaj2PYv5sj7WdQPuB97+HmeD/IcdOWvX1feN5D901OrEyp2797NP//5TxITE8nOzubVV1+lX79+9OvXj/Lycl5++WW5ECM6DWfD4TOa56g/s3lCCKEXVVVZuXKlNh40aFC73zEvRHcREBBAcnKyVtp79erVXHjhhe1eEcYcMoCg1NupXv8vmg6vxbrzQyC5XWMQQnRezc8bIiIiGDBA+v0KcS6GDx+uJVTU19ezdetWkpPl93JXoxhMmIP7YQ7uB0xr8ZrL0YijqkirbNE84cLVWNZspoqjZjeOmt007v2m5QaMFsxB/ZpVtBioPTb49pAS4t2cw+Fg/fr12jgjI0MSt7o4VVV58MEHGTduHFOnTvXYeuPj4/H29vbY+s6U1WqluLhYt+17WmJiIrt376awsBCAgoIChgwZQkpKSpfYv+a62tfux859/xJxZVxCzYp7sRZ9iMFRTUDhg3gPmEngqKd0bwPWlb9+XXnfQPavrbZ3NlqdUGEwGAgODgagT58+FBcX43K5MBgMjBkzhk8//bS1qxai3Rl9z6zskqkDlWcSQoifsmfPHg4dOqSNpTqFEG1r5MiRWkJFRUUFhYWFDBnS/i03goc/SF3hOzgbDlO79i+Q8k67xyCE6HwqKyvZunWrNh45cqR8SCfEOerfvz8hISFUVlYC7rvIJaGiezGYfLCEJ2EJTzrpNae1AntlEfaqHSclXaj2+mYTbdgrCrFXFJ60DsUS2LJ1yPGEi+D+GLwC23LXRAexdetWrbUQSLuP7uCdd95h+/btfPXVVzgcDsCdZAHuBBuDwdCqxH5vb29dW73pvX1PuuKKK/j73//ubhfldJKTk8OIESO6zP79WFf62v2Uc9o/Hx/8LpxL3Y5LKP/2NlxNlVh3vo/98EoipryGT+/xHo21Nbry168r7xvI/ump1QkV8fHxrF+/nszMTPr06YPdbtcuINfU1GCz2TwZpxBtym/ApVQsvRPVeeq+OYrRG9/+M9oxKiGEOHurVq3SHnt7e5OWlqZjNEJ0fUOHDiUoKIjq6moAVqxYoUtChcESQMjof1D2zW9xNRzGZ/9bkJTR7nEIITqXNWvWaBfjFUUhOztb54iE6PwMBgNZWVksWrQIgI0bN2K1WrvknWTi7Bm9QzH2zMK7Z8sPwFVVxVl/qEVFC0fVDve4uhhcjhNzbTXYjqzHdmT9j1eP0TfK3TKkecJFyADMgfEoJq823z/RPnJzc7XHoaGhxMfH6xiNaA+LFi2isrKS0aNHn/TakCFDuO222/j973+vQ2TiuOjoaEaNGqVVqSouLmb37t0kJibqHJnQi//AK/DuNYqyxTfRuPcbnLX7OfzJFAJT7yBk1N8xmOTcUIjOpNUJFTNnzuQvf/kLDQ0N3HXXXQwfPpwHH3yQyy+/nLlz5+pyIVmI1jJ6hxCUdT9Vqx856TVVBUWBoKz7MXqH6BCdEEKcGZvN1qKPalZWFhaLRceIhOj6jEYjI0eOZMGCBQBs2rSJmpoaAgPb/+5A/4RrqN00h6YjuXgfeA9H9Z3gI+fkQoifpqpqi0TMxMREQkLk7x0hPGH48OFaQoXdbicvL08SlsTPUhQFk38vTP698Ok9rsVrqsuBo2bPT7YQcdbubzHX2XDY3da25IcfbcCAKbBPyySLYHfihSmgN4rSvi3rROtZrVatQh5AZmZmu7ccFO3vkUceob6+vsVzs2fPJj8/n5deeokePXroFJlo7uKLLyY3N5empiYAvvzySxISEqQCXDdm8u9F5C++onbzHCp+uB/V0UhN3n9o3LeYiKlv4NUjVe8QhRBnqNUJFVdccQU2m40DBw4A8M38J8wAAQAASURBVLe//Y2bbrqJRx99lOjoaB566CGPBSlEewjOehCA6pwnT6pU0dD7Ovoce10IITqqDRs2YLWeeP+Sdh9CtI9Ro0ZpCRVOp5PVq1d7tK/tmVIUA6Hjn+HQB6NRVDu1a/5EwC8+a/c4hBCdQ1FREUePHtXGo0aN0jEaIbqW6OhoYmJitGtma9eulYQK0WqKwYQ5uD/m4P7Q9/wWr7nsDe7WIceTLJolXLis5Scmqi4c1cU4qotp3Luo5fqNXpiC+7dsH3LsscEnXD4I7GA2btyI3W7XxtLuo3v4qSokwcHBWCwWkpJObi8k9BEUFMSUKVP46quvANi9ezd5eXlSPbabUxSFwGE34937PEoXXY/tyDrs5QUcfH80ISP+TFDGPSgGo95hCiFOo9UJFQBXX3219jg2NpYFCxZQWVlJaGjoOQcmRHtTFIWQ4Q8ROGwW9Ts/JWf+c/TzKkRRYPv+WobIH5BCiA5u5cqV2uNevXrRp08f/YIRohuJiIhg8ODBbNu2DXD/LE6ZMkWXi8/ePbPwHvhLrDveo2nP1zTuXYJP3KR2j0MI0fE1P2/w8/MjOTlZx2iE6HqysrK0hIpt27ZRXV1NUFCQzlGJrsZg9sUSkYwl4uT3cGdjOfaqIuyVO7BX7cTRLOFCdTRq81RnE/byrdjLt568fq/gY5Us+jerbjEQl1d0m+6XOLU1a9Zoj3v16kV0tHwthOhIJk+ezPLly7W2oJ9++inJycmYTOf0UZzoAiyhg+h15TKqcp+gau1j4LJTuephGnbPJ2Lq65iD++kdohDiZ5zzu/iyZctYv3491dXVhIeHk52dLQkVolMzeocQmHQjzpKe1Gz5FYHmBno2LuXo0aNSPk0I0WEdOXKEHTt2aOORI0fKnURCtKPRo0drCRVHjhxh586dDBw4UJdYArL+SuOuL1CcDZQvu5voq9ehGM26xCKE6Jjq6+tZt26dNh4+fDhms7xPCOFJmZmZfPbZZ6iqiqqq5ObmMmmSJDmK9mP0CcPoE4Z3z+EtnldVF866gz9R1WIHjurdoDq1ua6mKpqO5NJ0JPek9QdbwikvGox32CDMIQMwHU+4CIpHMUrrybZQWVmp/c0BMGLECPm7vxt74okn9A5B/AQvLy8uuOAC3nvvPQBKS0tZtmwZEydO1Dky0REoRjMhIx7Gt8/5lC66DnvlDpoOrabknQxCx/6TgKE3yPu6EB1UqxMqqqqq+N3vfseWLVswmUwEBwdTVVXFiy++yJgxY3jhhRekb7vo1LJHjuaLFYMYHZ5HlE85ed+/zdSr7tE7LCGE+Ek//HCiR67JZJKSwkK0s5SUFPz8/LS+tj/88INuCRVGvygae1+H754XsVcUUrN5DkGpt+kSixCiY8rJyWlRLnz06NE6RiNE1xQaGsrAgQPZvn074G77IQkVoiNQFAOmgBhMATH49D6vxWuq046jZneL1iHux0U46w60mGuwlWE/tAL7oRU/2oABU2DfZi1EBmiPjQExKIqhrXexy1q7di2qqgLuSrvDhw8/zRJCCD1kZmayaNEiKioqAPj6668ZMWIEfn5+OkcmOgqvqAx6/SqHyhUPUrPpRVR7PeXf3kJD8VdETJqD0S9S7xCFED/S6oSKxx57jH379vHCCy8wceJEFEXB5XKxZMkSHn74YZ555hnuv/9+T8YqRLsKDAzEGXMprsaNGBQV1665OJ13YjRKPyshRMdit9tZvXq1Nk5NTcXf31/HiITofsxmM9nZ2SxZsgSADRs2MHPmTN0umFijryKgYgHOmt1Urfkb/oOuwugboUssQoiORVXVFomY/fr1k3LhQrSRrKwsLaFi3759HD58mKioKJ2jEuLUFKMZc8hAzCEnJwa77PXYq4pwVO6kobSA8r3r8acMZ3URrqbKExNVF47qXTiqd9HIwh+t37tl+5DggVrChcE7TO7K/RmqqrZo95GQkEBwcLB+AQkhTslgMDBixAjmz58PuKvDLViwgMsvv1znyERHYjD7Enbes/jET6fsm9/hrD9I4+75HJibSvjEl/Drf4neIQohmml1SvCyZcu45557mDRpknayazAYmDJlCnfeeSdfffWVx4IUQi+ZYy5kZ20sAP28t5O/YcVplhBCiPa3ceNG6urqtPGYMWN0jEaI7qv5Hd4Oh4O1a9fqF4zBQkD2Y4C7VHPl6r/qF4sQokPZvXs3JSUl2ljOG4RoO2lpaS16put6biDEOTKY/fCKGIbfwMvxT7uX+kF/JmzGEuJuOULs/x2i55XLCZ/yKkGZ9+M74FIs4UkoJp8W61CdVuxl+TQUfUZ17lOULf4thz4cx745vdj3chQH3x9N6aLrqVz7GHU7PqLp6EZctrpTRNS97Nu3j0OHDmljqUopRMcWExPD4MGDtfH3339PWVmZjhGJjso3bjLR127Ab+AVALgayzg67wpKv/kdrqYanaMTQhzX6goVAOHh4T/5fM+ePWloaDiXVQvRISQkJPC9M5NB7MVscLJz9QsMyxynd1hCCNFC87tMe/TooVubASG6u549e9KvXz927doFwIoVKzjvvPN0u9POK+58fGIn07hvMbVbXiUg6Xd49UjRJRYhRMfR/LzBx8eH9PR0HaMRomvz9fUlOTmZDRs2AO52OxdffLHchS+6HKNPGEafMLx7jWjxvKq6cNaVNGsdcuJ/R/VuUJ3aXFdTJU2Hc2g6nHPy+v2jT2ofYg4ZgCmwL4rR3Ob71xE0r07h5eVFSkqKfsEIIc7IJZdcwvbt21FVFYfDwaeffspNN92kd1iiAzJ6h9Ljgneoi7+I8u9vx9VURV3BW1gPLCN8ymv4xEgSvBB6a3VCxYwZM3jppZfIyspqUcrY4XAwd+5cZsyY4ZEAhdCTwWCgT8ZMKgq+IdSrhsjG76moqCA0NFTv0IQQAoAjR45oZYTBfZepXKAVQj9jxozREipKSkrYs2cPffv21SUWRVEIHf9PSuamg8tBxbK7ibp8ibxHCNGNNTQ0kJubq42HDx+OxWLRMSIhur7hw4drCRVlZWUUFRUxYMAAnaMSon0oigFTQG9MAb3xiZ3Q4jXVacNevRvH8SSLZgkXzvqDLeY660pw1pVgPbD0RxswYgrq26yFyImkC6N/NIrS6uLMHYrT6SQn50SiSXp6uvz+FqIT6NmzJ6NGjWLFCnfV6/Xr11NUVET//v11jkx0VP6DZ+IdPZrSxb/Duu9bHDV7OPzxJILS7yQk+xEUk5feIQrRbbU6ocLb25s9e/YwYcIEJkyYQI8ePaisrGTFihUcPnyYoKAg/vjHPwLui7mPPfaYx4IWoj2NGj2GT1cNZkJkDmFeNWz+dg7jr/ij3mEJIQSA9kcZgNFolLKfQugsPT2dDz74gMbGRsB9J7heCRUAltAEAofNoibvOawlP1C/82P8j5WRFEJ0P2vXrsVut2vjsWPH6hiNEN3D0KFD8fPzo76+HoDVq1dLQsX/s3ffYVGdaR/Hv1MYegcBERC7xq6gKCr2ltjSTI+6m000m00zMcluNnl3N6Ztqkk2RlNNMYnRxNg79oK9F1DAgtLrADNz3j8GjxKwIXBguD/X5cU8M4czv3Mc8TBzP/cjBKAzmDD5tcbk17rCY7aS/HLdLEqzjmEpu20rzr60oWLFkn0cS/Zxik4uKb9/oytOPi0wXl5o4dPKXmzh6l/DR1e99u/fX26Zz549e15layFEXTJq1Ci2b99OcXExAHPnzuWFF15Ar3eMgi9R/YyeTQgeu4jcPZ+Qtf4FFKuZnIR3KDy1nEZDv8QU2FHriEI0SFUuqPjtt9/w8PAAKq4BGRwcrFbfAzILTtRrvr6+WBrfRmlpAk56K9YTc7DZnpeLHiGE5iwWC5s3b1bHXbp0wdPTU8NEQgiTyUR0dDTr1q0DYMeOHdx11124uLholsmnx9/JP/wdtqJ0MtdPwy1yJHonN83yCCG0oShKueU+IiMjCQ0N1TCREA2D0WgkOjqaNWvWAPZrg7vvvhtnZ5lhKMSV6E0eODfqgnOjLuXuVxQFW1F6hWKL0uxjWLKOo1jNl7a1FFGSvo+S9H0V9+/iV2EJEXvhRQv0Tu4Vttfa5ct9+Pn5SVGWEPWIt7c3I0aMYP78+QAkJyezefNmevfurXEyUZfpdHq8O0/BNXwAF5ZOoOT8TkrT93P6h174xryKd9cn0ekNWscUokGpckHF6tWrqzMHYL8o/vHHH5kzZw6pqan4+fkxYMAA/va3v6nFG4mJibz++uskJCRgNBoZOHAg06ZNw8vLS91Pfn4+b775JqtWraKgoIAuXbrw0ksvVWil9MUXX/Dtt9+SlpZGs2bN+Otf/8qgQYPKbRMfH897773HiRMn8PPzY/z48TzyyCNSJNLA9OgzlMMLvqKDz3GaOh/n8K51tOvWX+tYQogGbs+ePeTl5anjPn0a1np6ct0g6qo+ffqoBRXFxcVs375d03+fBhcffHv9HxmrJmPNSyEn4b/49vyHZnmEENo4efIkp0+fVsdy3SDXDaL2xMTEqAUVxcXF7Nq1S2aYC1EFOp0Og1sgBrdAXBr3KveYotiw5qVeKrK4vLtFbhIoNnVbmzmT4nNbKT639Y9PgcGjSYXlQ5x8WmL0aorO4FTjx/hHBQUF7N27Vx336NFDJnkJUc8MHDiQ9evXk56eDsCCBQvo1q2bphMvRP1g8mtL47vXk73tP2RvewOsJWRteIHCpEUEDpmNk7d2HVGFaGiqXFBxNWlpafz000/qODg4mDvuuOOa3zdr1izeffddJk2aRExMDKdOneL999/n2LFjfPHFF+Tl5fHwww/TqFEj3nzzTTIyMnjrrbc4d+4cn3/+ubqfZ555hr179zJ16lQ8PDyYMWMGDz30EIsWLcLHx0d9rnfeeYcpU6bQvn175s2bxxNPPMFXX31FVFQUADt37mTy5MkMHz6cJ598koSEBN59911sNhuPPfZY9Z40Uad16NCBlT91owPH0esUTm9+XwoqhBCai4+PV283atSI1q0rtkp1ZHLdIOqqsLAwIiIiOHXqFGBfmkfrDy49b5lA3t6ZlFzYTc6Ot/Fs9xBGr3BNMwkhatfl3SlcXV3V/78aCrluEFoKDw+ncePGnDlzBrAv+yEFFUJUL51Oj9ErHKNXOK7hA8s9plhLKM1JtBdX/KHgwlpwtty21vxUrPmpmFPWlH8CvREn70iMPi1x8m112TIiLTB4hNZYMVxCQgIWi0Udy88OIeofJycnbr/9dj799FMAcnNzWbJkCWPHjtU4magPdAYnfGNewbXpcC4sm4Al+zjFpzdwek43/OPexaPdg1KQLUQtqHJBxYwZM674WFpaGj///DPdu3cHuK42ZDabjZkzZ3L33XfzzDPPANCrVy98fHx48skn2b9/P5s2bSI3N5cFCxbg5+cHQFBQEI888gg7duyge/fu7Nq1i7Vr1zJz5kz69esHQPfu3Rk4cCDfffcdkydPxmw28+mnn/Lwww8zZcoUwL527Pjx4/noo4/48ssvAfjoo49o06YNb731lrqNxWJh5syZTJgwQSoIGxCDwUCL7uM4d2QFwS6ZBBWtJTsrAx/f+rXmohDCcZw/f57Dhw+r49jY2AZ18SzXDaKui42NVQsqTp48SXJyMuHh2hUw6PQG/OPe4exPA1AsRWSun0ajkd9plkcIUbuKiorYvn27Ou7Rowcmk0nDRLVLrhuE1nQ6Hb169eLnn38G4MiRI2RkZODvL+8pCFEbdAYTJr82mPzaVHjMVpJHafZxSrOOll9GJOsoSknuZRta1EKMoqTF5fdvdMPJpwVOvheXDikruvBtCbhWKbPVnEXBsV/I2fYTnXzMHM5tSuOINgQHB1dpf0IIbXXp0oVWrVpx9OhRAFauXEmfPn0ICAjQOJmoL1xCehB633Yy108jb++nKKX5pK/4M4UnfiNg0CcY3BppHVEIh1bl/mAzZsy44p+L3Sm++eYbvvnmG15++eVr7i8/P59Ro0Zx6623lrs/MtLesiYlJYUNGzbQrVs39c0NsLcpdXd3V2fpbtiwATc3t3JrUPn5+REVFaVus2fPHnJzcxkyZIi6jU6nY/DgwWzbtg2z2UxJSQlbt24ttw3A0KFDKSwsZMeOHTdyuoQD6B0by+6stgB4OhWyd/n7GicSQjRkGzZsUG8bDAZiYmI0TFP75LpB1HVRUVHl1ka/uASIllxCY3FvdScABcd+pig1/hrfIYRwFFu3bqWkpEQdx8bGapim9sl1g6gLoqOj1Tb9iqKwZcsWjRMJIQD0Jk+cG3XBo/Xd+Pb8O42GfUXoPZuIeOwC4Y+kEnLnGgIGz8S7+7O4NR+Nk387dAbncvtQLIWUpO+l4Ng8cra9TvrySZyd24fk/wWT9lUknrv/TPaax8je9joFx+ZRcmEvttLCSvMoikLW1v+Q8lkEGaseo71xNcNDNvF4y7kMbXocRVFq47QIIaqZTqfjrrvuUidDWSwW5s2bp3EqUd/ondwJGPAhQaN/w+BmL7ArTFxI6pyuFCb+rnE6IRzbTS358eOPP9KxY8cK9+/evZt77rnnhvbl5eXFP/5RcS3n5cuXA/YuFydOnGDEiBHlHtfr9TRp0oSTJ08CcOLECZo0aYLRWP7QwsPDWbhwoboNQNOmTcttExERgdVqJTk5GYPBQGlpaaXbgH2mYVXfhDKbzVX6vvro4rE6wjF7eHhQGjwMs3UbLoZSOPk9BQXP18q6hY50HrUk57F6yHm8eTd7Di0WCxs3blTHHTp0wMnJiaKiomrJV1Oq8zUj1w2OydF+vnTr1o1NmzYBsG3bNkaOHImra9VmqN2Iq51Ht6hXKEj8HSxFpK95Cv9x69DpDTWeqT5ytNejVuQ8Vo+bOY+KopQr6oqIiCAgIECuG5DrhvqoPv9MMZlMtGnThoMHDwKwadMm+vfvX6Nd5urz+aptcq5uTIM5XzpP8OuK0a8rRi71mlBsVqwFqVizj2PJOYE15ziW7ONYc45jzUsGLhU9KOZMnMyZmPP2Yz5afvd6jyYYvZtj8G6B0bsFRp8WFKespnD/JxWiGHVWfM59TfrGMDy6PVdjh6y1qr62HP61KBxCWFgYvXv3VidJ7dy5k6NHj9KqVSuNk4n6xi1yGKEP7CR91RQKj8/HVnietN/G4dF+Iv5930Jv8tQ6ohAO56YKKq6kun4Z3LlzJ5999hmDBg2iZcuW5Obm4u7uXmE7d3d38vPzAcjLy8PDw6PSbQoKCtRtgArbXdx3fn6+egxX26aqEhMTq/y99ZWjHHNoeAsO7GlBN79DhDmfYvXvX9G4RY9ae35HOY9ak/NYPeQ83ryqnsPExMRy/w+Fhoaqb8w2ZHLd4Dgc5ZhDQkLU2yUlJSxcuJD27dvX2vNf6Ty6NL4Pt+RZWDL2kbjmdYpDZN3Wq3GU16PW5DxWj6qcx/Pnz3PmzBl1HBERIdcNyHVDfVdfj7Nx48bqv7/09HTWrFlTK+376+v50oKcqxsj5ysE9CHgGwu+ZXfZStAXncZgTsFQlIy+KAVDYTKGohT0pRnlvtuWn0pJfiqcLt/NTgH++O66Tme/P2/nW6QY+6I4edXUQdUJ8toSjmr06NHs2LFDLQKaO3cuL730Uq1M2hSOxeAaQKORP5B/+Fsy1jyJUpJL/v7PMaesJXDo57g07qV1RCEcSo0UVFSHHTt28OijjxIeHs5//vMf9f7KijUURVHvt9lsVyzouHybylxsmabX67FarVd8vovbVFWzZs0azHqoZrOZxMREhznmNm3a8OHOxXTjEADOZ+bTbtSEGn9eRzuPWpHzWD3kPN68mz2Hl88yDQgIYODAgfXiF6+Lx10T5LrBMTjiz5eEhAR1ZnNiYiJ33nlnjc5EhWufR6XVv7kwdzm2/GQ8UmcRGTsZvbNvJXtq2Bzx9agFOY/V42bO4969e9Xbzs7OjBw5stySRHWVXDdUjaP/W6vvP1NatWrFpk2bKCy0t/o/f/48AwYMqLHnq+/nqzbJuboxcr6upbN66/JzZdKXYM05Tsm5rRSnrKTkzAawVuyscKXfFnQAthIiTEdwa/tQTQTXXFVfWzV53SBEdfLy8mLkyJHqch+pqals3LiRPn36aJxM1Ec6nQ7PtvfjGtqXC8v/hDl1LZacRM7+NADvbs/gG/NPdAaT1jGFcAg3VVDx1ltv0aRJE/z8/IiIiKBt27bVMutu0aJFTJs2jcjISGbPno2Pjw9gn71R2UyNwsJCtaLf09OTjIyMCtsUFBTg6Wlvc+Pl5aXe5+3tXW4/F/dx8U2QPz7fxVknlc1KuV4uLi610u65LnGkY+7QaxzJu5cT7p5GqHULeTnpNAoOq5XndqTzqCU5j9VDzuPNq8o5TEtL48iRI+r44treDZlcNzgeRzrm/v3788UXXwBw7tw5UlNTa62d55XPoysB/d7g/KJ7UMyZmHe/jX/cO7WSqT5ypNejluQ8Vo8bPY8FBQUkJCSo4549e6r/TzZUct3gGOrzcUZFRakF0rt37+a+++7DZKrZN7rr8/mqbXKuboycr8oplmJKc09iyUnCmn4U15MJFKXkUpB/CktOEkppwU3tX1+a6fDnXV5bwpENGDCA9evXc/78eQB+/fVXunfvLq95UWVGr3CCb19K7q4Pydr4dxRrMTk73qLo1HICh36BKaD2uqUK4aiqPO1h6tSp9OjRAz8/P86ePctPP/3EPffcQ8+ePfn000+rHGjWrFk888wzdO7cmW+//ZbAwED1scjISJKTk8ttb7PZSE1NpUWLFuo2qampFWaFJCcn07x5c3UbgFOnTpXb5tSpU5hMJsLCwggPD8dgMFS6DaA+n2h4YmNj2ZPTFgA3YzEHlv9X40RCiIbk8u4URqORXr0advs2uW4QdV23bt3KFT3Fx8drmOYStxbjcAntC0Dunk8oyTigcSIhRE3YvHkzpaWl6rhv374aptGeXDeIuuDy63ez2cyuXbs0TCOEqApFUbAWXsB8div5h78na+trXFj+Z87+NIjkWc04OcOL0193IO3XUeRtfBbX099TfHIRpen7Ky2mMLgF4xwSgyk4+rqe3+he80sFCSFqjtFo5I477lDHeXl5LFq0SMNEwhHodHq8u/6NxvduwRTYCYCSC3s4830MOTvfQ1Eq76QnhLg+VS6omDRpEo8//jhTp07lnXfe4aeffmLbtm288sornD17FoAZM2YwY8YMfv755+va5w8//MBbb73FsGHDmD17tjrD46LevXuzfft2MjMz1fvWr19PQUEBvXv3BuwfdhcUFLB+/Xp1m8zMTLZv305sbCwAXbp0wc3NjWXLlqnbKIrCihUriI6OxmQy4ezsTPfu3VmxYoXamhNg2bJleHl50bFjxxs8Y8JReHt749p8NAUWe9s557Pzy71JKYQQNaWkpITNmzer465du6qzIBsiuW4Q9YGTk5P6egPYuXMnubm5Giay0+l09q4UOj0oVjLWTS332hVC1H82m61cIWaLFi1o0qSJhom0JdcNoq6IiIggJCREHV9+fS+EqDsUSzGlWUcpPLmM3D2fkBH/HGkL7+D0nG6c+tif5JmhnJ3bhwtLHyJ78yvkH/wK8+l4rPmpQPnrakVnwuDTGtfIEXh1noJf37dpdNs8Qh/YRcSULMIfSabx3esIHrMQncGFq12V6wwuuLUYW6PHLoSoeR07dqRNmzbqePXq1Zw7d07DRMJRmPxvofH4jXhHPQc6PYq1mMz45zg3byjWvORr70AIUambWvLjj9zc3Bg+fDitWrXilVdeYevWrQC0bNnymt974cIFpk+fTmhoKPfffz8HDx4s93h4eDj33nsvc+bMYcKECTz++ONkZ2fz1ltv0bdvX7p06QLYWydGR0czdepUpk6dio+PDx9++CGenp6MHz8eAFdXVyZOnMhHH32Ek5MTXbp0Yd68eRw4cICvvvpKfc7HHnuMCRMm8Le//Y3bb7+dXbt2MXv2bJ599llZH7CB6xs3iIRvPicmYB8hzmfZE/8j3Qfep3UsIYSD27Ztm9ouGiAuLk67MBqT6wZRn/Tt25fly5cDYLVa2bBhAyNGjNA4FZgCO+LZ4c/k7f0Uc/JKChMX4t58lNaxhBDV5PDhw2obYYB+/fppmEZbct0g6hKdTkdMTAy//PILYP+3mpmZiZ+fn8bJhGhYFEXBVpROaU4SlpxELLlJlGYnYslJojQ3CWtexcKIqzG4BWH0jsTo3Qwn70iM3pE4eTfD4hzCkZOZtLul/TXb+RtcfPGOfp7sza+iKKDTVdzGO/p5DC6+N3i0Qoi6RqfTcdddd/Hvf/8bm82G1Wpl7ty5PPHEE+gq+8cvxA3QGUz49f43bpEjuLBsIpacRMyp6yj+uTempn9DadtW64hC1Ds3XVCRnp5OaWmpOqvCZrNhs9kYMWIE99xzz3XvZ926dZjNZk6fPs1991X8YHr69OmMGzeOr7/+mtdee41nn30Wd3d3hg0bxnPPPVdu2xkzZvD666/z5ptvYrPZ6Nq1K++991659Usff/xxDAYDP/74I59//jktWrTg448/plu3buo2MTExfPjhh3zwwQdMmTKFoKAgnnvuOSZOnHijp0k4mFatWvGbqQ+Ksg+dDrJ3fwJSUCGEqEGKorB27Vp1HBYWRrNmzbQLpDG5bhD1SWBgIO3atVM/wFu/fj3Dhg1Dr69ys7hq4xvzCgVHfsRWnEVm/HO4RgxBb5QP8oRwBJdfN3h6etK1a1ftwmhMrhtEXdOjRw/mz5+PoigoisKWLVvqRLGlEI5GsRRjyTtVVjSRdKl4IieR0pwklNL8696XzuCM0avpZQUTzcqKJuzFE3on90q/r6ioCHTZ1/085vCJxP/2GzH+e3HSWS97fhe8o5/HJ/rF696XEKJuCw0NJS4ujtWrVwNw8OBB9uzZQ+fOnbUNJhyGS+NehN63g8z4qeTtn41SkovH0X+RXboH5yH/w+AaoHVEIeqNKhdUHD58mKeffpqkpKRKH9fpdDdUUHHHHXeUWzfqSlq1asWXX3551W28vb2ZPn0606dPv+I2Op2OyZMnM3ny5Kvua/DgwQwePPiauUTDotPp6BY7ihObfqOFRypN2ElK0mHCIttc+5uFEKIKkpKSSElJUcf9+vVr0BXrct0g6pt+/fqpBRWZmZns37+/TrR0N7j64xPzMplrn8KSk0juzvfxiX5e61hCiJuUmZnJ3r171XFsbCxGY7U2qKxX5LpB1DU+Pj7ccsst7N+/H7Av+zF8+PAGfX0vRFUoioLNnFHWWaKsy8RlxRPWvBSq1mWirFDCqxlOPvbCCYN7CDpdzRdEb9q0iU3pnUnIbEs7nxTGjeiLq28Ybi3GSmcKIRzQbbfdxvbt28nLywPgxx9/pF27dphMJo2TCUehN3kQMOgT3JrdyoUVj2ArukBx0m+c/mYbAYNn4hY5TOuIQtQLVX5H5c033yQ3N5fnn3+eNWvWYDKZ6N+/P/Hx8cTHx/P1119XZ04h6pyePXvyv2XtaeGRirPBwpFVbxH2p9laxxJCOKjLZ5m6uroSHR2tXRghxA3r0KEDvr6+ZGVlAfbZ0nWhoALAq+NfyNv3GaUZB8ne/joe7e7H6BGqdSwhxE2Ij49Xu0jqdDr69u2rcSIhxB/FxMSoBRXnz5/nxIkTtGjRQuNUQtQ9irUES+7lXSbKiifKluZQSvKue18Vu0xcXjwRid7kUYNHcm1Wq5UtW7YAUGxzxtj8Hhr1+ZOmmYQQNcvNzY2xY8eqn6dlZGSwbNkybrvtNo2TCUfj1mwkAXduIXXRBEwZ8VgLz5H26yg8OzyCX983rthpSQhhV+WCij179jBt2jTuvPNO3Nzc+PXXX7n33nu59957eeKJJ/jmm2/o3r17dWYVok5xc3Mj8JbbyTm3AW9TPl4ZiygqKrrmeohCCHGj8vLySEhIUMcxMTE4OztrmEgIcaMMBgN9+vTht99+A+DAgQOkp6cTEKB9e0Wd3oh/v3c498swlNICsjb+ncChX2gdSwhRRaWlpWzYsEEdd+rUCT8/Pw0TCSEq06lTJ9zc3CgsLARgw4YNUlAhGqSLXSYuFUtcWpqjNCcJa34qKLbr3p/erRFOXpEYfZqpXSYuFk0YPBrXSpeJqtq/fz+5ubnquFevXhqmEULUlpiYGNavX692g1+6dCk9e/YkMDBQ42TC0ehdA8hv+zpNjbvJ2/Q8SkkeeftmUpSymsChX+AS0kPriELUWVUuqCgpKSEyMhKAZs2aceTIEfWxcePG8c9//vPm0wlRx/WL68/q/7WiX6OdBDpnsnv158SMnKJ1LCGEg9m4cSMWi0Udx8XFaRdGCFFlsbGx/P7779hsNhRFYf369YwdO1brWAC4hg/ArfloCk/8Sv6hb/Hs+Kj8Ii1EPbVr1y61ZTDIdYMQdZWTkxM9evRgzZo1ACQkJHD33XfLJA3hkBRrCZa85LKlOZLKlua4VDyhlOReeycXGUw4lXWZsBdKNKtTXSZuxqZNm9Tbfn5+tGkjSwsL0RDo9XrGjx/P66+/jqIoWCwWfvrpp2suHydEleh0uLW+D6/IQaQvn4T59Hos2cc5+2M/fKKex6fH39EZnLROKUSdU+WCisaNG5OSkkL37t2JiIggPz+f1NRUmjRpgslkIicnpzpzClEnhYeHk+k5EKuyG4PORuGB2SgjJsu6p0KIamOz2YiPj1fHbdu2JSgoSMNEQoiq8vb2pkuXLmrHmY0bN3Lrrbfi5FQ3flH16/sGRSeXoliLyVj7FI3Hb6jTM/iEEJW7fJmwoKAg+TBGiDosNjZWLagoKSlh+/btskSPqJfsXSYyyy3JcXGJDktOEpb8lKp1mbhYKOHdTF2mo653maiq3Nxc9u7dq4579eqFXu94xymEqFzTpk2JjY1l/fr1gL1D/P79+2nfvr3GyYSjcvJuSvDty8nd9T6Zm14GawnZ26ZTeHIpgcO+xOTXVuuIQtQpVS6oGDJkCG+//Taurq4MGzaMZs2a8e677/LII4/w+eefExYWVp05haizevYbyZEVP9POO4lw40GO7d9Kqw49tY4lhHAQ+/btIyMjQx3LLFMh6rd+/fqpBRUXl/Pp2bNuXDc4eTfDq+uT5Gx/g5K0HeQf/AbPWx7SOpYQ4gakpKRw4sQJddyvXz8p9haiDmvSpAlNmzbl5MmTgL3YUgoqRF2ldpnISaIo/QiuSQlkpeaSmZ9cDV0m7N0lLhZP1OcuE1W1ZcsWbLZLRScxMTEaphFCaGHMmDEkJCSoy4HNnTuX1q1b15lJGMLx6PQGvLs9jWv4IC4sm0BJ+j5Kzu/izLc98I19Da/Okx2yiFGIqqhyQcXjjz/OqVOnmDdvHsOGDeOFF17g8ccfZ/HixRgMBt55553qzClEndW9e3c+WNiZdt5JGPU2jq77L606/KR1LCGEg1i3bp1629fXlw4dOmiYRghxs1q1akVISAhnz54FYM2aNXWmoALAJ+p58g9+g7XgDFkb/457i7Honb20jiWEuE6XXzeYTCb5MEaIeqB3795qQcXJkydJSUmRSUpCE4qiYCvOwpKdeGk5jtyyDhPZiRW6TLgCxVfZn941sKxA4uKyHJeKJwzujdHpDTV+TPWFoijllvto06YNAQEBGiYSQmjBw8ODMWPG8N133wFw/vx5Vq1axbBhwzROJhydKbAjjcdvImvzK+QkvINiNZO57mkKE38ncMgsjJ5NtI4ohOaqXFDh7OzMBx98QGlpKQB9+vTh999/Z//+/dxyyy2Eh4dXW0gh6jKTyUSz7ndx4fgaAp2zCSxcTUZGOv7+8ouPEOLmnD9/ngMHDqjjvn37YjDIm05C1Gc6nY7+/furb5CcPHmSpKQkIiMjNU5mpzd54NfnNS4sfRhrYRrZ217Dr8/rWscSQlyHwsJCtm7dqo6jo6Nxc3PTMJEQ4npERUXx008/UVJSAti7VIwfP17jVMJRKdZSLHnJV1yaw1Zy/Us4KzojRq+mmHyal1ua42IRhd7kWYNH4liSkpLUgmuwF1oJIRqmPn36sH79elJSUgBYvHgxPXr0wNfXV+NkwtHpjM749ZmOa+QI0pdPwpJ7EnPKak7P6Yp///dxbz1euh+KBq3KBRUXXd5uyNnZGb1er/4SKERDEde/Pz/vaMPgoC34mvLYtexDBt37qtaxhBD1XHx8vHrbYDAQGxurYRohRHXp0aMH8+fPp6ioCIDVq1czadIkjVNd4t76HnL3fErx2c3k7PoQz/YTcfJtpXUsIcQ1bNmypdzv4rJMmBD1g6urK927d1dnp2/dupVx48ZhMpk0TibqI7XLhFowcemrJScJS15yuS4T13J5lwm104RXJFaXxhw5lUW7Wzrg6upag0fUMGzcuFG97erqSufOnbULI4TQlF6vZ/z48bz11lsAFBcXM2/ePP70pz9pnEw0FK5N+hB63w4y4p8l/8CX2IqzubD0IQpPLMR/4AwMLn5aRxRCE1UuqEhNTeX5559n//79dOzYkYkTJ/L0009TVFSEXq/n9ddfZ9SoUdWZVYg6y8/PD334WEqKdmDSW9Cd/IGSkpfkDRAhRJWVlJSUe1Ola9eueHlJ230hHIGLiwu9evVi1apVAOzYsYM77rgDb29vjZPZ6XQ6/OPe4cz3vcBWSkb8cwSPXqB1LCHEVdhsNtauXauOmzdvLksGCFGPxMbGqgUVhYWF7N69m+joaI1TibqqfJeJJHuXidyyZTlusMsEeieMXhHqkhzliie8Iq+49FtRURHocqvpiBq2oqIitm/fro6jo6Pl/UQhGrgWLVrQs2dPtmzZAsD27dvp3bs3bdu21TiZaCj0zl4EDp6JW7NbSV/5GLaiCxQc+xnzmU0EDJ6JW9MhWkcUotZVuaDin//8JykpKdx7772sW7eOyZMn06dPH6ZOncpHH33EZ599JgUVokHpO3AkB76dTWffozR1PUnChkXEDBirdSwhRD21ZcsWCgsL1bHMMhXCsfTv35/Vq1fbZxHabMTHx3PbbbdpHUvlHNQNj1seIv/AlxQlLaYwaSlukbJuqxB11cGDB0lLS1PHct0gRP3SrFkzQkJC1Jb/GzZskIKKBs5qzipbjuNSd4nScl0mrNe9L71rAE5elxVK+DTH6GVfosPgEYpOL8tKamn79u0UFxer4z59+miYRghRV4wbN47du3djNpsB+P777/nHP/5RrmO8EDXNvfkoXIJ7kL7qUQoTF2EtOEPaglvx7PQYfrHT0TvJEpOi4ahyQcXu3bv55z//yahRo7jzzjsZMWIEEydOpGXLltx+++389a9/rc6cQtR5LVu2ZIWpL505il6ncH77DJT+Y2RdKSHEDVMUhdWrV6vj8PBwmjdvrmEiIUR1CwwMpEOHDuzduxewL/EzbNiwOvXmiF+vf1Fw7BeUklwy45/FNXwAOoPMlhOiLrr8usHLy4uuXbtqmEYIcaN0Oh29e/fm559/BuDIkSOcP3+eRo0aaZxM1BTFWoolP+VSoUT2CXuXibKiCVtx9vXvrFyXicjLukw0u2qXCVE3rF+/Xr3dtGlT6TAlhADA29ub0aNHM3fuXADS0tJYvnw5I0eO1DiZaGgM7kE0uu0X8g98Qca6Z1BKC8jb8wnm5JUEDv0K5+DuWkcUolZUuaCioKCAJk2aAKgXeh4eHoD9DZzLK2uFaAh0Oh2d+t3LmfULaOyaTqR+B8eOHKRVm1u0jiaEqGcOHTqkzk4DGDBggBRnCeGABgwYoBZU5ObmkpCQQM+ePTVOdYnBPQjfHi+Ruf55SrOOkrvnY7y7Pql1LCHEH5w7d44DBw6o47i4OIzGKv+qL4TQSM+ePZk/fz5Wq73zwMaNGxk7Vrpe1mf2LhNlS3KoXSYSq9ZlwsVfLZiwF01cum30aCJdJuqpU6dOkZycrI6lO4UQ4nJxcXFs3rxZ/TmxePFioqKipOBS1DqdTodn+4m4NOnHheWTKD6zidKsY5yZ2wef6BfwiX4BnaHuTBASoibc1LssF9+k0ev15b4K0VBFR0fz5bJONHZdhadTEXtWf0irNv/TOpYQop754yzT7t2l0lcIR9SmTZty7b1Xr15Njx496lQBlVfnKeTtn0Vp1jGytvwbj9b3YHAP0jqWEOIyl183GI1G+TBGiHrK09OTzp07k5CQAMDmzZsZNWoUBoN8UF5XKTYLlrzky5bjSCx3+8a6TBgxejW1L83h0+xSl4mypTn0zt41dhxCO5d3p3BxcZHf/YUQ5ej1eu677z5ef/11FEXBYrHw/fff88QTT9Sp9w1Ew+Hk05yQO1aRk/Bfsja/CrZSsrf+m8KTSwkc+gUmv9ZaRxSixtxUQcUrr7yCh4cHiqIA8I9//AN3d3fy8/OrJZwQ9Y3JZKJR54cpOrkeV0MJ3llLyMzMxM/PT+toQoh6Ii0tjX379qnjvn371qklAIQQ1Uen09G/f3++++47wD5DLSkpiWbNmmmc7BKdwYRf37dJ+3W0femPTS8TOPhTrWMJIcoUFBSwefNmdRwdHY2Xl7R2F6K+io2NVQsqcnJy2LdvH507d9Y2VANnNWdjyS1bkuNil4mLS3PknrrhLhOXL8nh5N1cukw0YGazmW3btqnj6OhoXFxcNEwkhKiLmjZtSt++fVm3bh0ABw8eZOfOnXTr1k3jZKKh0ukN+EQ9h2vEEC4se5jSjIOUpO3gzHfR+PV5Hc+Oj0rBj3BIVS6oiIqKAlCLKS4fu7u7S0WtaLD69h/MyvdaEuV3gKbuZzn0619p164dBrdg3FuOw+Diq3VEIUQd9sdZpv369dMwjRCipl1s711UVATYfwbUpYIKALfI4bg2HU7RySXkH/gSr45/wTmoq9axhBDAhg0bKCkpUccDBgzQMI0Q4ma1adMGf39/MjIyAPvsdSmoqFn2LhMpFJ8/jPPZzeTlzSWvIEUtnrAVZ13/zi7vMqEWTURi9G4mXSZEBdu3by+3ZLZ0mBJCXMmYMWPYtWsXubm5AMydO5d27drh6uqqcTLRkDk36kzje7aQtellcne+j2IpImPN3yhMXETA4JkYPRprHVGIalXlgopvvvnmqo8XFhZWdddC1Gt+fn4UB4+FEvs6xo1zfiK7bNJY5tqn8I5+Hp/oF6VKTwhRQWFhYblZpt27d5dZpkI4OGdnZ3r37s3KlSsBSEhI4I477sDHx0fbYH/g3+8tUpNXgq2UjHVPE3LnGrmWEUJjVquVtWvXquNWrVoRFhamXSAhxE3T6/XExsby66+/AnDgwAHS09MJCAjQOFn9pnaZyEm81GXi4hIdl3WZcAcKrrEvvYufWiBhL5hopi7NYfRsgk5/U82ARQNy+XIfERERhIeHa5hGCFGXubm5ceeddzJ79mzA3sXqt99+4+6779Y4mWjo9EYX/Pu+iVvkSC4sn4Q1L5miU8s5/U0X/Ad8iEfru7SOKES1qfJVfmxsLJ988gkdOnSo8NiyZcuYPn16uTd3hGhIYiKy4VjF+xWrmezNrwLg2+Ol2g0lhKjzNm7cWG6GysCBAzVMI4SoLXFxcaxatQpFUbDZbMTHxzNq1CitY5Xj5NsK7y5/JSfhHYrPbKLgyA94tLlH61hCNGh79uwhMzNTHct1gxCOoXfv3ixcuBCbzYaiKKxfv56xY8dqHatOs3eZSL2sYCKx3NIcNnPmtXdykd6I0TOiXLHExeIJo1ckBhefGjsO0XAkJydz6tQpdSzdKYQQ1xIVFcXGjRs5fPgwAGvWrCEmJkaKsUSd4BrWjyb3J5Cx9inyD83BVpzFhSX3U5j4O/7935eu7cIhVLmgolGjRkyfPp1HH32UPn36oNPpOH/+PC+99BLr169n6NCh1ZlTiHrDas7CkPgZigJXmriZs+0NvDpNlv9IhBAqm83GmjVr1HGLFi3klyIhGojAwEA6duzInj17AIiPj2f48OE4OTlpnKw8n+gXyDs0B1vheTI3vIhb81Hondy1jiVEg7Vq1Sr1dkBAAB07dtQwjRCiunh7e9OlSxcSEhIAe9H1bbfdhtHYsDsf2IpzKL1YKKF+tRdMWPJOgc1y3fuyd5mIvGxpjmbYXENJSrPQunM/3Nw9a/BIhCjfncLZ2VldSlsIIa5Ep9Nxzz338K9//QuLxYKiKHz77bc8//zz6PV6reMJgd7Zm8Chn+PW7FbSV03BZs6g4MgPmE+vJ3DILFzDZQKAqN+q/NvYzJkz+fjjj3nyyScJCAjgtdde45lnnsHZ2ZnPPvtMKmtFg1Vw7BewFl+xmALsnSoKj8/Hs/3E2gsmhKjT9uzZo66VDDLLVIiGpn///mpBRV5eHjt27CAmJkbjVOXpnb3x6/1v0lc8gjX/NNnb38Cv1/9pHUuIBik5OZnjx4+r4/79+8sbqUI4kL59+6oFFXl5eezatcvhP3BVu0zkJv2haCLxJrtMRF72tdkVu0wUFRVhyzkoS3aIGmc2m9m6das6jo6OxsXFRcNEoj6xWq3Mnj2bn376ibS0NJo2bcqkSZMYPXq01tFELQgODmbo0KEsWrQIgJMnT7J+/Xr69euncTIhLnFvOQ7nxjGkr3iUopNLsOaf5twvw/Hq/Fd8Y/+N3uiqdUQhqqTKvyUEBATw8ssv8/TTTzNjxgwmTJhA7969effdd3F1lX8QouGyFp67ru0sBde3nRCiYVi9erV629/fn86dO2sXRghR69q0aUNISAhnz54FYOXKlfTs2RPd1So0NeDR7kFy935KSVoCuQnv4nnLBJy8I7WOJUSDc3l3CmdnZ3r37q1hGiFEdWvdujVBQUGkpaUB9u5VjlBQUb7LRFl3iYtLc+SevLEuE86+5ZblMHo3u7Q0h2eYFEaIOmvHjh3llvqUSYniRrzzzjt89dVXPPHEE3To0IF169bx3HPPodfrue2227SOJ2rBsGHD2LZtGxcuXABg/vz5dOnSBS8vL42TCXGJ0T2EoNELyNs3i8z4qSiWQnJ3f0hR8goCh36Jc1BXrSMKccOq/NvFggUL1NtNmzaltLSUpk2bsmzZMvX+MWPG3Ew2Ieolg1vwdW1ndL++7YQQji8lJYWjR4+q47i4OJllKkQDo9PpGDRoEN988w0AqampHD58mLZt22qcrDydTo9/v3c5+2NfFGsxmeufJ+jWH7WOJUSDkpOTw/bt29Vxr169ZFKDEA5Gp9PRp08ffv75ZwCOHj3KuXPnCA6u2+8jKDYrlvzUskKJxArFEzZzxrV3cpHOgNErotzSHE4+zcq6TDSVJVRFvaQoCuvWrVPH4eHhREREaJhI1CcFBQXMmTOHhx56iEceeQSAmJgYDhw4wJw5c6SgooEwmUzcc889fPDBB4C9w9LcuXP585//rHEyIcrT6XR4dfwzrmFxXFg2keJzWynNPMyZubH49Pg7PlHPSQGsqFeq/GqdNm1ahfu+/PJL9bZOp5OCCtEgubccR+bap1Cs5ituozO44NZibC2mEkLUZTLLVAgB0KNHDxYsWEBeXh4AK1asqHMFFQAujXvi3uZeCg5/R+HxBRSlrME1rL/WsYRoMOLj47FarYD99+7+/eXfnxCOKCYmhgULFmCx2Ls2xMfHc9ddd2mcCmzFufZCCXVpjiQs2YllXSZOga30uvd1qctE5B+6TDSTLhPCIZ08eZLk5GR1LN0pxI1wdnZm7ty5BAQElLvfycmJ/Px8jVIJLdxyyy1069ZNXR5sx44d9OzZkw4dOmicTIiKnHxbEnLXGnJ2vEXWln+BzUL25lcoSlpC4NDPcfJtqXVEIa5LlX8zufzDHyHEJQYXX7yjnyd786sVHlMU0OnAO/p5mU0hhAAgNze33CzTnj174u7urmEiIYRWnJyciIuLY+HChQAcOHCAM2fO0LhxY42TVeQX+x8KT/yKUlpAxtqnCb1vu3zoIUQtsFgs5Wa2tm/fnqCgIA0TCSFqioeHB927d2fLli0AbN68mTFjxmAymWr0ect3mUhSu0xcvH3DXSY8wzH6NLvUZeJiwYR3pLwvIhqctWvXqrddXFzo0aOHdmFEvWM0GmnTpg1g73aSnp7OL7/8wqZNm/jXv/5VpX2azVeeEFiTLj6vVs9f02rj+EaPHs3BgwcpKioCYM6cOUybNg0XF5cae06Qv7v6Tsvjc+7wJP7B/che/Res2UcoPreV099G4RnzH1zbTrjpJW/l765+q+3jq8rzVPldz9DQ0Kp+qxAOzyf6RQBytr1RoVNFutdImpY9LoQQa9euVWedAQwYMEDDNEIIrfXr14+lS5dSWmqf3bly5UoefPBBjVNVZPQIxSfqebI2vUxpxgHy9n2GV6fHtI4lhMPbsWOH2sUGYODAgRqmEULUtL59+7Jlyxac9cW0NB3h8K9P0LRNFO4tx91UMYKtONfeUeIPS3LYO0/cYJcJkzdGn2ZlxRLNLusyEYnRIwydwanKOYVwJPn5+ezYsUMd9+rVC2dnZw0Tifps4cKFTJ06FbD/DjlixIgq7ScxMbE6Y9W7569pNX18UVFRxMfHA5Cdnc0333xTa11v5e+uftPu+Jyh3f9wO/kJLmd+RLEUkrv+KdL3/0RBqxdQTAHX3sU1yN9d/VaXj0+mkQlRA3Q6Hb49XsKr02QKj89n28pvaMZGdDpIO3OS0tLSGp9VIoSo+0pKSsrNUOnQoUOdXxdZCFGzPD09iYmJUd8U2bp1K6NHj8bb21vjZBV5dX2SvANfYslJJGvTK7i3uguDq7/WsYRwWIqisGbNGnUcGhqqzlIUQjimyMhIhkUmcotpA056K5zeRMbpz8lc+xTe0c/jE/1ipbP5FJsVa/5pii8cxnRuE3n5P5NXkGIvmshNwlaUfv0hLnaZuGxpjouFE9JlQojrt3Xr1nKTKfr166dhGlHfderUiTlz5pCUlMQHH3zA+PHj+fnnn2+4SKdZs2Y13tGgMmazmcTERM2ev6bV1vG1bduWM2fOcPz4cQAOHjzI4MGDadq0aY09p/zd1W915vg6fEZx6r3krJ2CreA0pqxNOO95CO8+7+HSbHSVdllnjq2GyPHVzPPdCCmoEKIGGVx88Ww/kcaGGI79fCstPVNo7XaI7RsW03vAGK3jCSE0tm3bNgoKCtTxkCFDNEwjhKgrBg4cqBZUWCwW1q5dy+jRVfuFsibpjS749XmD87/fia04i6zNrxIw4AOtYwnhsFJSUkhLS1PHgwcPvum2qEKIui1n+3Q6u6xDUcrfr1jNZG9+FWvBOVzDB17WZSKxQpcJD6Cg4q7LKddlwivyUpcJn2bSZUKIamCz2di0aZM6btOmjUymEDclIiKCiIgIoqKiCAsL4+GHH2bZsmWMGjXqhvbj4uKCq6trDaWs+89f02rj+B588EH+7//+D4vFgqIo/Pjjj7z00ksYjTX70Z/83dVvdeH4XFuOwDNsJxlr/kbBkR9QzJlkr3gQj7b34R/3Hnrnqk0sqgvHVpPk+LQjBRVC1II2bdqwVj+IlnyBUW8jY9s72OJGodfrtY4mhNCIzWYr150iIiKCli1bahdICFFnBAcH07FjR/bu3QvAunXrGD58eJ3sbuXWfBQuYQMwp6wmb99MvDr8CVNgR61jCeGQ9uzZo9728fEhKipKwzRCiJpmNWeRve11AK5UO5W391Py9n567Z3p9GVdJi5bjkPtNBGJwcWvGpMLIf4oNTWVjIwMdSzdKURVZGRkEB8fT9++ffH3v9QZsEOHDgCcO3dOq2hCQ0FBQdx6660sWLAAgDNnzrB8+fIqLwMjRG0yuPjSaPjX5De/jYxVj2MrziL/0LcUpa4ncMhsXMPk/0tRd8inuULUAp1OR+cBD5NcEARAK6cEDuzeonEqIYSWTp06RXr6pVa7MstUCHG5wYMHq7cLCgrYvHmzhmmuTKfT4R/3X9AZQLGRse4ZlD9OoxVC3LTk5GTOnj2rjgcMGFDjs86EENoqOPYLWIur9L16F3/cWozFs/fb5HSdQ9Ck84RNPErI7UsJGPQJPlHP4dHqTpyDukkxhRC14MCBA+ptHx8fOnXqpGEaUV8VFhYybdo0fvrpp3L3r1+/HoDWrVtrEUvUAUOGDKFJkybqeNGiRVJgI+oVj1Z3EvrATlzD7e+FWfOSOTdvCBnxz2GzmDVOJ4SdFFQIUUuioqLYXxwDgLOhlFNrX9c4kRBCSxdnngP4+/vTtWtXDdMIIeqali1bEh4ero5XrlyJzWbTMNGVmfxvwavTowCYU9dReHy+xomEcDxr1qxRb7u4uNC3b18N0wghaoO1sOofhNjMGRQen0/exmfx3nk/F75ty+nve5G2aDwZ8c+Rs2sGBSd+o/j8bqzmTCmGFKIGpaenk5KSoo779u2LwWDQMJGor8LCwhgzZgwfffQRM2fOZPPmzXz22We89NJLxMbGyvVhA2YwGLj//vvViVoWi4U5c+bU2fcQhKiM0SOUoLG/49//fXRGV0Ahd+d7nPm+J8Xnd2sdT4iqL/nRtm3bqz6u0+k4ePBgVXcvhMMxGo00j5nA+T3raOSSRYRtHaeSjhIR2UrraEKIWpaYmFhuDfRBgwbJGypCiHJ0Oh2DBw9m9uzZAJw/f569e/fSuXNnbYNdgU/Pl8k//AM2cwaZ8c/jGjkcvbFurnkoRH2Tnp7O7t271XFsbGydXVNUCFF9DG7B17Wda8QQ9M4+WPKSseQmYy04C5QvkLAVXaCk6AIlaTsq3YfOyQOjVzhGzwiMnmFlt8MxetnHBvcQdHr5fUWIqti0aZN6W6/XExsbq2EaUd/961//omnTpsybN48PP/yQwMBAHnzwQSZPnixdTxu4yMhIBgwYwKpVqwA4duwYGzdupE+fPhonE+L66XQ6vDo9hkvYAC4sm0BJ2g5KMw5y5ofe+PZ8Ge/uz8o1qdDMDRVUjB49mqeffpp+/frRuHFjTp8+Tfv27YmLi6uheEI4lj59+/LV+i4Md1mNh7GIg0v/Q8RjX2kdSwhRyy6fZerm5kavXr00TCOEqKu6devGL7/8QlZWFgArVqyoswUVBhdffHu9Ssbqx7HknSIn4R18e7ykdSwhHMKqVavU2eN6vZ6BAwdqnEgIURvcW44jc+1TKNbK2xwrgN7gQuDwbzC4+F6631qCJT8VS24yhRnHOZe4E39XM0rhGXvRRV4yWEvK76s0n9KMg5RmXGFilN4Jo0eTskKLsEvFF2Vjg2c4eqNLdR26EA6jpKSELVsuLfnbtWtXvL29NUwk6juTycRjjz3GY489pnUUUQeNGjWK3bt3k5GRAcC8efPo2LGj/NwR9Y7JrzWN71pH9vbXyd76GthKydr0DwpPLiFw6Oc4eTfTOqJogG6ooGLChAk89dRTbNiwgSVLlvDZZ58xa9YsfH19efHFF4mMjKypnEI4BHd3d/w7Pkh28jZ8TPkE5f1OZsYF/PwDtY4mhKglaWlp7N+/Xx337dsXFxd581EIUZHBYGDgwIH8/PPPABw/fpykpKQ6e83t2X4SeXs/pSR9Hznb38Sz3YMYPcO0jiVEvVZQUMDGjRvVcZcuXfDz89MwkRCithhcfPGOfp7sza9WeExRQKcD7+jnyxVTAOgMJpy8m9nfaA7ogdnaBe927dTONopiw1p4HktuMpa8U1jzUtTb9q8p2Iqzyz+hrRRLbhKW3KQr53ULwugZjsEr7LJii3D1q97ZR2ZPiwYnISGBwsJCddyvXz8N0wghHJ2Liwv33nsvH374IQBFRUV89913PProo/J/sKh3dAYnfHv+A7emw7mw7CFKs45RfGYTp+d0w7/ff/G4ZYK8rkWtuqGCikGDBjFt2jTOnj1L8+bNmTJlCuPGjeONN95g1KhRanspd3f3msorRL03cNAQfnm7PYODt+BrymPXotcZ+OB/tY4lhKglK1euVGeZGgwGBgwYoHEiIURdFhsby++//47ZbJ+dunz5cv7yl79onKpyOr0Bv7h3OffzIBRLEZkbXqTR8G+0jiVEvRYfH09xcbE67t+/v4ZphBC1zSf6RQBytr1RrlOFRTGwOb0jQ8In3vA+dTo9RvdgjO7BEBJd6Ta24txyBRaW3FPqkiKWvJRKlxWxFqZhLUyDtO2VP6/J015gcVmRxeVfDe4h6HT6Gz4eIeoqRVHKdacMCQmhZcuWGiYSQjQE7du3Jzo6mm3btgGwe/duduzYQVRUlMbJhKga5+DuNL53O1kbXiR3z8copQWkr3yUwsSFBAz8Hwb3IK0jigbihn5T+fTTT/Hz8yMs7NJMs5CQEN577z1mz57Nhg0bGDp0KAsWLLjpYGfPnqV79+5s3bq13P133XUXrVu3rvDn8jVl8/Pzefnll+nduzedO3dmwoQJHD9+vMJzfPHFFwwaNIgOHTowevRoVq5cWWGb+Ph4xo0bR6dOnejfvz+ffvqp+kGYEFUREBCAPvIuCi3OALif/Z78/HyNUwkhakNeXh6bN29Wx927d5e2e9VIrh2EI3J1dS235umuXbtIS0vTMNHVuTbpi3vL2wEoODIX8+mN1/gOIcSVlJaWsnr1anUcGhpKkyZNNEzkWOS6QdQHOp0O3x4vEfbnUwQM+h9uXV9gWVofZhy7m03pnVm7dm2NPK/e2QtTQAfcmo3Eq9Oj+PWZTqMR39J4/HrC/3ySpo/n0uThQwTfvoyAwbPw6fkPPNo9hEtYf4w+LcBgqrBPpSSP0owDFJ1cQt7eT8na+BIXljzA2R/7kTIrkpMfepLyRRvO/jyYC8smkbX5VfIOfElR8ipKs45hs1S+9IkQdVViYiKnTp1Sx71795aZtEKIWnH33Xfj6empjr///ntyc3M1TCTEzdE7ueHf/z2CxvyOwT0EgMLERaTO6UrB8V81TicaihvqUJGUlMTs2bMxmUyVFk088MAD/Pjjj7zwwgv88MMP/PDDD1UKdfr0aSZNmkReXl65+202G0ePHmXSpEkMGTKk3GOXV/g+88wz7N27l6lTp+Lh4cGMGTN46KGHWLRoET4+PgDMmjWLd955hylTptC+fXvmzZvHE088wVdffaVW6+3cuZPJkyczfPhwnnzySRISEnj33Xex2WyyTpm4KYOG3sq6md/Qt9EugpzT2bH4feLuknXGhXB0q1evprS0VB3HxcVpF8bByLWDcGQDBw5k9erVWK1WFEVh+fLlPPDAA1rHuiLfPq9TmLgIxWomY+1TNL5nMzq9QetYQtQ7W7ZsKffGZ8eOHTVM41jkukHUNwYXXzzbT8QTcEn8kuKyIu3NmzczZswYdTmP2qIzOuPk0xwnn+aVPm5fViQNS27KZZ0ukrHkXlpixFaSU/6bbKVYchKx5CRe8XkNbsEYPcPsnS28IuxLjFwce0ZgcPGpxqMU4uasWrVKvW0ymWR2uBCi1nh4eHDPPfcwc+ZMwL6M4Pfff19nu10Kcb3cmg4h9IFdZKz+KwVHf8JWdIHzv9+JR7uHcOvxb63jCQd3QwUVM2bMUG9Pmzbtqtvu2bPnhsPYbDbmz5/Pm2++WenjSUlJFBUVERcXR+fOnSvdZteuXaxdu5aZM2eq69J1796dgQMH8t133zF58mTMZjOffvopDz/8MFOmTAHsa9iPHz+ejz76iC+//BKAjz76iDZt2vDWW2+p21gsFmbOnMmECRNkzXtRZU2bNmVRo9GU2PZh0lvQJ86mpGQqJlPFWRxCCMdQVFRUbgZZWFgYISEh2gVyEHLtIBoCX19fevbsycaN9m4Pmzdv5tZbb8XX1/ca36kNJ68IvLs/S/bWf1NyYTd5B77Eq8MkrWMJUa/YbDaWL1+ujkNCQqQ7RTWQ6wbhCOLi4tSud8XFxWzZsqXOLQdkX1YkBKN7yFWWFckpW0okRS22UJcYyUsuW1akPGvhOayF5yi+4rIiXmUFFxHllxRRlxUJlmVFRK3IzMxk165d6rhNmzY4OztrmEgI0dB069aNbt26kZCQANgLeRMSEujWrZvGyYS4OQYXPxqN+Jb8ZreRseYJbMXZ5B/8iqKUNRgjpwHttI4oHFSVf4tYtWrVVf9U1sryWo4cOcIrr7zCmDFjKn2D4/Dhw4D9IvRKNmzYgJubG71791bv8/PzIyoqivj4eMBe7JGbm1tuxolOp2Pw4MFs27YNs9lMSUkJW7durTArZejQoRQWFrJjx44bPj4hLjdw2Dh2Z7UGIMwlle0rZmucSAhRk+Lj4yksLFTHXbp00TCN45BrB9FQDBkyRG0RbLVay814q4u8uz+LwdO+TGDWpn9gNWdrG0iIeiYhIYHz58+r44EDB0qb8Gog1w3CETRt2pTIyEh1vGbNGmw2m4aJqkbv7I0psGPZsiKP4dfndRqN/K5sWZFTNH08jyYPHyxbVuQzfHr8/dKyIt7Nr7CsSK59WZGkxeTt/R9ZG17kwpL7OftjX1JmNeXkDC9SvmjL2Z+HcGH5n8ja/H/kHfiKouTVWHJOgK1EgzMhHNG6devUf5c6nY5bbrlF40RCiIZo/PjxeHh4qOPvvvuuQoc2IeorjzbjCb1/Jy5hAwCw5iXjuXcKeVteRrEUa5xOOKIb6lBxudDQ0OrMAdhn3axYsYLg4OAK65gCHDp0CE9PT1577TXWrFlDYWEhPXv25IUXXqBZs2YAnDhxgiZNmmA0lj+08PBwFi5cqG4D9l9CLxcREYHVaiU5ORmDwUBpaWml2wCcPHmS2NjY6jhs0UC1bt2apW5DsSqHMOhsFO+bgXXYIxgM0hJbCEdTWlpartCwWbNmBAcHa5jIcci1g2gogoOD6dKlCzt37gTsRVrDhw/H3d1d42SV0zu54Rc7nQtL7sdWlE721v/g3+8trWMJUS8oisLSpUvVcUBAAF26dOHIkSMapnIMct0gHEX//v1JSkoCIC0tjcOHD9OunWPNxrMvK9ICJ58WlT5+aVmRsu4WeWXdLS7ezk1GKfnDevHWEiw5J+zFE5XwA87vCsbJ61JXC3u3i7CycQR6Z+9qPlLhaEpKSli/fr067tChA56enhomEkI0VF5eXowfP55Zs2YBkJ+fzw8//MCf//xnjZMJUT2Mnk0IHreY3N0fk7nhRXRWMwV73qf09GoCh36BKVCWzRTVp8oFFS+88MJVH9fpdLz22ms3tM+La41eyaFDh8jLy8PX15ePPvqI06dP89FHH3HfffexYMECgoKCyMvLK1d1d5G7uzsFBQUAahXeH7e7+IZ0fn6+OvvnattUldlsrvL31jcXj7UhHfON6Nl/DAeWLqSjzzGaOh9j2+q5dI4dW2E7OY/VQ85j9ZDzeOM2btxYbg30vn37Ag3vHNbE8TaEa4eG9DqRny9XFxcXpxZUFBcXs3Llygozm6HunEd92K04hfSm9OxGcvd8hKnlfRh9W2ua6UbUlfNY38l5vHEHDx4kNTVVHcfFxVFaWgo0rPMo1w1y3VAZ+Zli165dOzw9PdXX2ooVK8p1rbjI4c+X3gd8fDD4dMQA/HFBBVtxDtb8FKx5KWVfk7Hlp9pv56dgK0yrsEtb4TmKC89RfG5bpU+pM3lh8Aiz//EMQ+/RpOx2OAaPMPRujRrEsiIO/9q6CZs3b1b/PwDo2bMnIOfqelX1tSXnV4jKde/enR07drB7924AduzYQbdu3ejatau2wYSoJjqdHu8uj6MPiuXc4gcw5h+hJH0fp3/ohW/Mq3h3fRKdXiYxi5tX5YKK+fPno9Pp8Pf3x2Sq2GavJtqRPvvss0yePFld56l79+507dqV4cOH8/XXXzN16lRsNtsVn/vi/VdqhagoCgB6vR6r1Vrue/5Ir6/6L0eJiYlV/t76qiEe8/UwGo0cKImhg3IMnQ6ytr/NAd9WV3zdyXmsHnIeq4ecx+tjs9nKzTL19/fHyckJkHNYGxzh2qEhvk4a4jFfr9DQUE6fPg3A6tWrCQ4OrjBL+qK6cB4NwY/gdXYTOpuFMyv+Sv4t70I9W7agLpxHRyDn8fr99ttv6m1XV1e8vLzU8yfnsWbJdUP90VCO82patmypFloePHiQTZs2XbFoqGGfLz0QAfoI8Mb+5yJbMfri8+jN59AXn8NQnIa++Jw61henoVMs5famlORiyTyAJfNApc+m6JywOTfC5hyMzSUYq3MINucgbC7B9vucg0DvVGNHW9sa9murIkVRWL58uTr29/dHURR0Op2cqxsk50uI6qHT6bj33ns5duyYWuz13Xff0apVq0qLhIWor4y+rcnt9BlhRQsp2PVfsJaQteEFCpMWETjkc5y8m2odUdRzVS6o+Oyzz3jttdcwm808++yzjBgxojpzVapt27YV7gsLC6N58+bqWqeenp5kZGRU2K6goEBtr+bl5aXe5+196Tepi2vbe3p6qm+A/HFWyMX/dG7mP5tmzZrh4uJS5e+vT8xmM4mJiQ3qmG9UXt59HNuwllaeybRyPUiO+TztuvUvt42cx+oh57F6yHm8MQkJCeXWJxw5ciTNmzdvkOfw4munNjnCtUNDep3Iz5drMxgMfPLJJ4D9fOXk5NCnT59y29St89iOHPNDFB36ElPWVpq5J+PSdLjGma5P3TqP9ZecxxuTmJjIuXPn1PHAgQPp2LFjgzyPct0g1w2VaYj/Fq4kLCyMPXv2qMU5qamp9OrVq9w2cr6uX2XnSlFs2ArTyjpcJGPNT8V2sdtFWecLpbT8WvQ6pRSD+TQG82nIqeyZdOjdgtQOFwaPMPSX3TZ4hqE3edX8Ad8keW1V7siRI2RlZanjoUOHNtjf/6uqqq8tLa4bhKgvvL29ufvuu/n8888Beze1uXPnMmnSJI2TCVHN9E54Rv0dr5ajuLBsApbs4xSf3sDpb7vh3+9dPNo9UCPNAETDUOWCij59+rBw4UK+/vprXn75ZX744Qf+/ve/06pVq+rMpyotLWXhwoU0a9aMzp07l3vMbDbj6+sLQGRkJBs2bMBms5Wb0ZGcnEzz5s3VbQBOnTpFx46X1tA5deoUJpOJsLAwFEXBYDBw6tSpcs91cdyiReVrOF4PFxcXXF1dq/z99VFDPObr1adPH95f1YtWnskYdDbOb3mLrr2HV/qDXc5j9ZDzWD3kPF6boiisWbNGHTdq1IiYmBiKi4sBOYc1zVGuHRri66QhHvP16tSpExEREerrau3atQwcOBCDoWL7wrpyHk19/kPqifnYSnLI3/p3fFqORGf8Y1PuuquunMf6Ts7j9bn8usHV1ZVBgwaVO29yHmuOXDfULw3lOK/G1dWVnj17snHjRgC2b9/O7bffXmkxjpyv61fhXLk1g4BmV9zeas7GkncKS24y1rwULHnJWHLtY0teCtbCc3/4DgVb4TlshecoPb+90n3qTd4YvcLtfzwjMHiGqbeNXuEY6tCyIvLaKm/Dhg3qbU9PT3r16oXFYu9yIufqxsj5EqJ6RUdHk5CQwJ49ewDYtm0b3bp1q3DdK4QjcAnpQeh928mMf568fTNRSvJIX/EnChN/I2DgJxjcArWOKOqhm7r6NhqNTJw4kaVLlxIaGsq4ceP417/+RU5OpSXYN8XJyYkPP/yQt956q9z9Bw4cIDk5mR49egAQGxtLQUEB69evV7fJzMxk+/btxMbGAtClSxfc3NxYtmyZuo2iKKxYsYLo6GhMJhPOzs50796dFStWqG05AZYtW4aXl1e5N0WEuBlGo5FOcQ+SXBAMQKRuK8cPJWicSghRHfbv319uDfQhQ4bc1JJR4sbItYNwRDqdjmHDhqnjjIwMtm+v/M34usLgFohPzMsAWLKPk7P7Q40TCVE3paamsm/fPnUcFxcnHyTUIrluEPXRwIED1dulpaXEx8drmKZhMrj44BzYCffmt+HVeTJ+fV6n0cjvaXzPRsIfSSbi8VyaPHSA4HFLCBg8E58eL+HR9gFcmvTD6N2s0uU/bCU5lKTvozBxEbl7PiZrwwtcWHwfZ+fGkvJZOKdmeJPyZTvOzhvGhRWPkLXlX+Qd+JqilLWU5iSiWEtq/0QIzp8/z/79+9Vx37591eU+hRBCazqdjvvuuw83Nzf1vjlz5pTrqiuEI9E7uRMwcAZBo3/F4Gb/7K3wxG+kzulCYeIijdOJ+qjKHSouFxAQwPTp07nnnnv497//zdChQ3nyyScZP358dexeNWXKFF566SWmTZvGbbfdxunTp/nggw9o3bo1Y8eOBSAqKoro6GimTp3K1KlT8fHx4cMPP8TT01PN4+rqysSJE/noo49wcnKiS5cuzJs3jwMHDvDVV1+pz/fYY48xYcIE/va3v3H77beza9cuZs+ezbPPPist2kS1io2N5X+ruhPu/jvOBguHlv8fLdv9du1vFELUaUuWLFFv+/j40LNnTw3TNExy7SAcUefOnQkKCiItLQ2ApUuXEh0dXacLtrw6PkrevlmUZh4ie+treLS9D6N7iNaxhKhTli5dqt52cnIq90GpqB1y3SDqm9DQUNq2bcuhQ4cAe5ebwYMHy4e4dYje6ILetyVOvi0rfVyxWbEWnivraJFc8WteMkpJ+Q+7FGsxluzjWLKPX+FZdRjcQ8q6WoRj9AzD6BVx2TgcvXPdX1akvlmzZo1aIGcwGOjXr5/GiYQQoryLS3988cUXgH3pjzlz5vDoo4/KMgjCYblFDif0gZ2kr5pC4fH52ArPk/bbWDzaT8S/71voTZ5aRxT1RJULKtq0aVPpD9mLF46vvvpqtRdU3HHHHbi6ujJ79mymTJmCq6srgwcP5umnn8ZovHQoM2bM4PXXX+fNN9/EZrPRtWtX3nvvvXJrlz7++OMYDAZ+/PFHPv/8c1q0aMHHH39Mt27d1G1iYmL48MMP+eCDD5gyZQpBQUE899xzTJw4sVqPSwgXFxeaxzxM2sFNBLlkEm5ZS9LxQ0S2qLiGrxCifjh27BgnTpxQx4MGDZI3NjUg1w7CEen1eoYOHcrXX38NwNmzZ9m1a1e512JdozM44d/vv5ybPwKlNJ+sDX8ncOhsrWMJUWdcuHCBHTt2qOPY2Fg8PeWNndom1w2iPho0aJBaUJGbm8uOHTuIiYnROJW4Xjq9AaNHKEaPUKDi35uiKNiKs+3LiKhLiiRjyTuFNdc+tham/fG7sBacwVpwhuKzWyp9Xr2zj7244mKRhfrVvsSIwS1IPly7AYWFheryOwDdu3cv93+CEELUFT169GDXrl3s3r0bgN27d7Nlyxa5dhAOzeAaQKORP5B/+Fsy1jyJUpJL/v7PMaesJXDo57g07qV1RFEPVLmgYsqUKTV6Yd2jRw+OHDlS4f6RI0cycuTIq36vt7c306dPZ/r06VfcRqfTMXnyZCZPnnzVfQ0ePJjBgwdfX2ghbsKAgQP5cnMXRriswt1oZt/i/yPyie+1jiWEqKLFixert93c3OjTp4+GaRoGuXYQDUmPHj34/fffyczMBOw/c7p06VKnu1S4RgzCrdmtFCb+Tv6hb/Ds+BdcQqK1jiVEnbB06VJ1coJer2fIkCEaJ3J8ct0gHEW7du0ICQnh7NmzAKxatYqePXvKh+EOQqfTYXDxxeDii3OjzpVuY7MUYc1LsRdclBVb2L+WjfNTwGYp/z3F2ZQUZ1OSvrfy5zU4Y7jY2cIz7LKiiwiMXmEoBv/qPtR6bf369RQXF6tj6TIlhKirdDod999/PydOnFCX+/jhhx9o3bo1fn5+GqcToubodDo8296Pa2hfLiyfhDl1HZacRM7+NADv7s/i2/NldAaT1jFFHVblgoq//vWv1ZlDiAbP3d2dxlGTyD6+FR9TPmHmZZw6mUhE02ZaRxNC3KDExEQOHjyojgcMGCBtm4UQ1cpoNDJs2DC+++47AFJTU9m7dy+dO3fWNtg1+PV9i8JTy8FaQua6pwm5Ox6dru4WgQhRGzIyMti0aZM67tGjh7yZKYS4bnq9noEDBzJnzhwAUlJSOHr0KK1bt9Y4magteqMret9WOPm2qvRxxWbFWnC2rMDi1GVdLlLU4gulNL/891zHsiI+pgAyjjbD5B1xWbHFpSVGGkoLbYvFwurVq9Vxq1atiIiI0DCREEJcnaenJw888AAff/wxAGazmS+//JInn3yyTk/SEKI6GL3CCb59Gbm7PiRr499RrMXkbH+TopPLCBz2JSb/W7SOKOqoKhdUbN++/ZrbREVFVXX3QjRIgwYPZW5CZwYGbsDHlM+uRdOJmPKZ1rGEEDdo0aJF6m0XFxcGDBigYRohhKPq1asXixcvJjs7G7D/7OnUqZO2oa7Byac53l3+Rs6Otyg+t438Q9/i2e4BrWMJoamlS5dis9kA+6yZESNGaJxICFHf9OjRgwULFpCfb/9QfOXKlVJQIVQ6vQGjZxOMnk2g8ZWWFckqK7JIvvT1stu2wvN//C70JRcoTbtAadrWSp9X7+xbrsCi3NIinuHo3Ro5RCeV7du3q9fjgHSZEkLUC506daJ3797qckVHjhxhzZo10mFHNAg6nR7vrn/DNXwgF5Y+TEn6Xkou7OHMdz3x7f0vvLo8IZN/RAVVLqh44IEH0Ol0KIpS4eL34n0X13AUQlwfT09PfDv/iYJTO3A3mgnOW0hqair+/tJKUYj64uTJk+zfv18dDxgwAHd3dw0TCSEclZOTE0OHDmXu3LkAJCcns3//flq0aKFxsqvziZ5G/qE5WAvOkrXhJdxbjGkwMxiF+KPMzMxya6736NGDRo0aaZhICFEfmUwm+vXrpxZ27927l7S0NLy8vDROJuoD+7Iifhhc/K69rEhZgUVR5gkyU/fjYchDKUjFkp9aybIiWZRcyKLkwp7Kn9fggtErDENZgcXlxRZGr3CMHk3QGZyq+3CrlaIoLF++XB2HhIRwyy0ys1UIUT/ceeedHD58mIyMDADmz5+vLiUmRENgCmhP43s2kbXl/8jZ8TaKtZjM+OcoTFxM4JBZGL3CtY4o6pAqF1R8/fXX6m2r1cqECRN49dVXiYyMrJZgQjRUg4aM5Le32xPrv4Mgl0yOL5iIc+feOGdbsTUPAVdXrSMKIa7i8u4Uzs7OUtkthKhRsbGxLFmyhNzcXMD+M+iJJ57QONXV6U2e+Pb+N+nLJ2EtPEf2tun4xb6mdSwhNLFs2TKsVitg/0Br+PDhGicSQtRX/fr1Y9myZVgs9g+1V61axdixYzVOJRzFH5cVMRYVkeJ+kIh27XB1db1sWZFk+7Ii6pIiyeoyI0ppQbl9KlYzpVnHKM06VvmT6vQY3BuXdbi4WGgRcdk4Ar3Jo6YP/aoOHDjAmTNn1PHgwYOlXb4Qot5wdXXl4Ycf5p133kFRFEpLS/n888+ZNm0aBoNB63hC1AqdwYRf73/jFjmCC8smYslJxJy6ltQ5XfHv/x4ebe5ziI5a4uZVuaAiOjpavX3xDaD27dtLFa4QN8nb2xvXtpOwnNuJUW8jwrKW/B1rcQfOJ72HT/Tz+ES/KD/EhaiDkpOT2bt3rzru378/Hh7avsEjhHBsJpOJIUOG8PPPPwOQlJTE0aNHNU51bR5t7yNv76cUn9tGzq4P8Gw/ESefut1ZQ4jqlpWVxYYNG9Rx9+7dCQ4O1jCREKI+8/b2Jioqis2bNwOwadMmBg0apHEq0VCUX1akV4XHLy0rcuqyJUVS1GILS24ytqILf/gmG9b8VKz5qRSf3Vzp8+pd/OwFFheLLS4uMeJpv613DayR98+s5iwKjv1C8spf6ORTwOHcpjh7BJZ7v1wIIeqDVq1aMWjQIFasWAHY39tcvHgxt912m8bJhKhdLo17EXrfdjLjnyNv/2yUklzSl02kMPF3AgZ8hMFVusg3dFUuqBBC1JzejU9iPm+r+IDVTPbmVwHw7fFSLacSQlzL5d0pTCaTvIEphKgVffv2ZenSpeq66cuWLavzP390Oj3+ce9y5ofeYC0hM/45gkb9onUsIWrV8uXL1ZnkOp2OESNGaJxICFHfDR48WC2oKC0tZf369TRt2lTbUELwx2VFulS6jc1SdKnYIjcZa96l25bcZPuyIoq1/PeYMykxZ17HsiIRly0pElbW6SIco0foDS0roigK2dteI2fbGyhWM2110DYEBgVtJTvwboxGeatdCFH/jB49ulzHncWLF9O+fXvpRi8aHL3Jk4BBn+DWbCQXVj6KrfA8hcd+4fTpTQQMnolb5DCtIwoNVetVnsyYF+LmWc1ZmPe9hwJc6V9UzrY38Oo0GYOLb21GE0JcRUpKCrt371bH/fr1w9PTU7tAQogGw9nZmUGDBrFgwQIAEhMTOXPmDO3atdM22DU4B0fh0e5B8g9+TWHi7xSeWoFbxGCtYwlRK3Jycli/fr067tq1K40bN9YwkRDCEYSGhtKhQwf27dsHwIYNGwgNDdU4lRDXR290xeTXGpNf60ofty8rcqas6OIUltyUSwUXefbOF4qlsPz3XO+yIuqSIheLLspue0Wgd3JXN8/e9po60elyRp2VwIzvyN7WUiZACSHqHScnJyZMmMD06dOx2WzYbDa++OILXnrpJZydnbWOJ0Stc2t2K03u30X6qscoPPEb1sJzpP06Cs8Oj+DX941y1wai4ahyQcWDDz6o3lYUBYB//OMfuLvbX0g6nY6vvvrqJuMJ0fAUHPsFrMVXLKYA+y+Ehcfn49l+Yq3lEkJc3eLFi9XbTk5ODBkyRMM0QoiGJi4ujuXLl1NYaH8TeefOnXW+SwWAb+9/U3DsF5TSfDLXPYPrfQk3NEtQiPpqxYoVlJaWquORI0dqmEYI4UiGDh2qFlQUFhZy6NAhOnXqpHEqIW6efVmRMIyeYUDvCo8rioLNnFlWZHGqbEmRS8UWlryUqy8rwqZKn9e+rEg4Bvdgik6tqDxb2Zt4MgFKCFFfhYeHc9ttt/Hrr78CkJaWxo8//sgDDzygcTIhtGFwC6TRrT+Rf/BrMtY9jVKSR96+mRSlrCZw6Be4hPTQOqKoZVUuqLhYRHFRVFRUufv/+LgQ4vpYC89d13aWguvbTghR806fPs3OnTvVcd++ffHy8tIwkRCioXF1dWXgwIEsXLgQgDNnznDs2DE6duyocbKrM7oH49PjRbI2vEhp5mFy93yCd9cntI4lRI3Kzc1l3bp16rhLly4yg1wIUW1atGhBs2bNSExMBGDfvn3ccccdGqcSoubpdDoMrv4YXP2vvKxIaeFlXS1SLiu2SMaam3LVZUW4UOkuy5EJUEKI+mzo0KHs37+fEydOAPZOV+3ataNbt24aJxNCGzqdDs9bHsKlST8uLJ9I8ekNWLKPc/bHfvhET8Mn+iWZFNSAVLmg4ptvvqnOHEKIMga34Ovazuh+fdsJIWreokWL1NtGo5GhQ4dqmEYI0VANGDCAVatWqV0qlixZQocOHer8snzenf9K3v7PsWQfJ3vLv/Bocw8Gt0CtYwlRY5YvX05JSYk6lu4UQojqpNPpGDp0KJ988gkABQUF7Ny5k379+mmcTIg6QKdDpzeiM7qgd3JF7+SJwcUXpbQAxWJGby3CVnj+pp5CJkAJIeorg8HAxIkT+de//oXZbAZgzpw5REZG4ufnp3E6IbTj5N2UkNtXkLPzPbI2/xOsJWRvfY3CpKUEDvsCk19brSOKWlDlgoqrSUlJ4eOPP1bH4eHhPPbYYzXxVEI4HPeW48hc+xSK1XzFbXQGF9xajK3FVEKIK0lJSSEhIUEd9+nTB29vbw0TCSEaKjc3NwYPHqy26ExMTOTQoUO0a9dO42RXpzM649/3LdJ+G4utJIesTf8kYNDH1/5GIeqhnJwc1q5dq447depEWFiYdoGEEA6pY8eOhISEcPbsWQBWr15Nnz590Ov1GicTomYoioJSkoslPxVL/hms+aex5KVizT+DJf801rL7beaMqj2BwYTe5IWtKP2am8oEKCFEfRYQEMD999/PrFmzAPvyYZ9//jlPP/20XEeIBk2nN+DT/RncIgZzftnDlKbvp+T8Ts582wPf2Nfw6jwZnU7+jTiyKhdUvPDCC1d8LCsri3Xr1jFmzJiq7l6IBsvg4ot39PNkb371itt4Rz8v6zEKUUdcbK8P4OTkxPDhwzVMI4Ro6AYMGMDKlSspKCgA4LfffqNt27Z1vkuFa+QIXCOGUnRqGXn7Z+PZ8c9XbNUsRH22ZMkSSktL1fFtt92mYRohhKPS6/UMHjyYr7/+GoBz586xb98+OnXqpHEyIW6cotiwFaWXFUacxpJ3Gkt+xWIJpTS/SvvXmTwxeoRi8GiC0aNxudsGj1CMnk3Qu/hjK84m+bMIFIuZK11aywQoIYQjiIqK4sCBA2zevBmAY8eOsXTpUkaMGKFxMiG0ZwrsSOj4zWRt/ic5Ce+iWM1krnuawsTfCRwyC6NnE60jihpS5YKK+fPnExAQgMlkqvDYxfal06dPr3oyIRown+gXAcjZ9kaFThV5pa4YQu5HyimE0F5SUhJ79uxRx3FxcdKdQgihKRcXFwYOHMhvv/0G2H9O7d+/nw4dOmic7Op0Oh1+/d7i9JxVYLOQsfZpQu5cXecLQYS4EZmZmaxfv14dd+vWTbpTCCFqTI8ePfj111/JyckBYNmyZVJQIeocxWbBWnAWS95prAUXiyXKCicufi04A9aSa++sEnrXgLICidDLvpYVS3iGYnQPRe/sdV37Mrj4kul/B37n56AoVFpUIROghBCOYvz48Rw/fpwLFy4A9gllbdu2JThYuvAIoTM649fndVwjR5K+fBKW3JOYU1Zzek5X/Pt/gEeb8VpHFDXgppb8+Pjjj+nYsWOF+3fv3s0999xzM7sWokHT6XT49ngJr06TKTw+n+y04xza9BMtPU/h6VREwm//Jvzxz7SOKUSDd/EDSwBnZ2eGDh2qYRohhLCLjY1lxYoVFBUVAfafVe3bt6/zxQkmvzZ4dZpC7q73KT6zkYKjP+HR+i6tYwlRbRYtWoTFYgHs1/vSnUIIUZOMRiNxcXHqUmAnTpzg+PHjtGjRQuNkoqGwWYrKCiPO2LtI5J3GWnAGS16qWixhLUwDxXbjO9fpMbiHVFIsUfbVMxSDe2P0RpdqO57S0lJ+3BNAO2MXYvz34qSzXopjcME7+nl1gpQQQtR3Li4uTJo0iTfffBObzYbNZmPWrFk8++yzWkcTos5wbdKH0Pt2kLHuGfIPfoWtOJsLSx+kMHEh/gM+xODip3VEUY1uqqDiSur6m7VC1BcGF18820/E2LyIEwf9aVz8Ku5GMxGFv3Ay6XmaRsobIUJo5dixYxw8eFAdDxw4EE9PTw0TCSGEnclkonPnzmp7zuTkZPbs2UPnzp21DXYdfHq8RP7h77AVXSBzwwu4NbsVvZOb1rGEuGnnz59n06ZN6rhHjx6EhIRomEgI0RDExMSwZMkStZPs0qVLefzxxzVOJeo7RVGwFedgKEikOOUsltJ0LHkVl+CwmTOq9gQGU1kXiVAMly/B4RmKwb2sWMItCJ2+Rt7WvqKtW7eSnZ3DJjqTkNmWR0dFEuLnhNE9GLcWY6UzhRDC4URGRjJq1CgWLFgAQHp6OvPmzaNLF1meU4iL9M5eBA75DLdmt5K+6jFsRekUHP0J8+mNBAz5DLeIwVpHFNWkdq88hRBV1qFLD7Yu6caAwI34mvLY89s/aPq377WOJUSDpCiKOtMLwNXVlUGDBmmYSAghymvbti0HDx5U23z/9ttvdOzYEb1er3GyqzO4+ODX+1+kr3wUa14KOTvewjfmn1rHEuKmLVq0CJvNPgNXr9dz6623apxICNEQuLi4cMstt7Br1y4A9u3bR0pKiiw3JK5IUWzYitIvLbeRdxpLfsViCaU0H28g6wb3rzN5XiqQuLxYwqNxWWeJJuhd/OvcZD2r1crSpUvVcUBIM9oM/Xudv7YWQoibNXToUA4ePMjRo0cB2L59O56enrRr107jZELULe4tRuMS0pMLK/9CUdJirAVnSJs/Es9Oj+EXO10mCzmAmyqomDp1Ko0aNcLf35+IiAjatm1LdHR0dWUTQlzG1dUVr45/JvvUHnxM+TQrXcyJI/to3rpur4kuhCM6fPgwx44dU8eDBw/G3d1dw0RCCFGe0Whk8ODB/PzzzwCcPn2anTt30r17d42TXZtHu4fI3fspJed3kbPjv3jc8jBOXhFaxxKiys6ePcvWrVvVca9evQgMDNQwkRCiIWnfvj0HDhxQu1QsXryYv/zlLxqnElpQbBasBWfLlt64WCxRVjhx8WvBGbCWVGn/etfAS4URHk3KukuUFUt4hmJ0D0Xv7FXNR1U7du7cyYULF9TxsGHDpJhCCNEg6PV6Jk6cyP/93/9RWFgIwPr164mJiSE8PFzjdELULQb3IIJGzSf/wBdkrHsGpbSAvD2fYE5eSeDQr3AOrvvvyYkrq3JBxXvvvYfZbKawsJCzZ89y6tQpfvnlF7Kysmjbtm11ZhRClOk/cAg/vdODYY1W4WEs4sDil2je+jetYwnRoPyxO4W7uzsDBw7UMJEQQlSuZ8+erFmzhowMe7vlhQsX0qVLFwwGg8bJrk6nN+Df7x3O/tQfxWomc/3zBI38QetYQlTZwoULURQFsBc7jRw5UuNEQoiGxNXVlV69erF27VrA/sHwmTNnaNy4sbbBRLWyWYrUjhIXiyUuFkpcLJawFqaBYrvxnev0GNxDyrpJhGL0CEVxbsTZbIXwVlG4BTTD4N4YvdGl+g+sDlAUhSVLlqjjwMBAunXrpmEiIYSoXb6+vjzwwAN8+umnAJSWlvLVV18xbdo0nJycNE4nRN2i0+nwbD8Rlyb9uLBsIsVnN1OadYwzc/vg0+NFfKKmoTPIv5v6qMoFFcOGDav0/r179/Lhhx+iKAovvPACAOHh4Tz22GNVfSohRBl3d3dCezzC+UM7aeSSRXPbag7t2ULbTj21jiZEg7F//36SkpLU8bBhw3Bxccw3joQQ9ZvRaGTEiBF88803AJw7d44tW7bQu3dvjZNdm0tob9xb303BkbkUHvuFopR1uIb10zqWEDcsJSWFhIQEddynTx/8/Pw0TCSEaIj69+/Phg0bsFgsACxZsoRJkyZpnEpcD0VRUEpyseSnlhVLnMGSl1pWLHGmbAmO09jMmVXav87grBZJ2L82ti/B4RmKwT3U/tUtCJ2+/FvIRUVFlBw8iKlxO5xcXavjUOusffv2cfr0aXU8dOjQOl+gLIQQ1a1r16707duX+Ph4AFJTU/n555+55557NE4mRN3k5NOckDtXk5PwX7I2vwq2UrK3/IuipKUEDvsCJ99WWkcUN+imlvy4XHFxMSaTiY4dO/Lyyy/z8ccfV9euhRCXGTxkGJ9t7c1tLr/jYijh4LJptO6wWloNClELbDYbCxYsUMdeXl7ExcVplkcIIa4lJiaG5cuXk5aWBthnykdFRWEymTROdm1+sdMpPLEQxVJI5rqnaXzv1gpv5gtR113e1crJyYnhw4drmEYI0VB5e3sTGxurdqnYvn07t956K0FBQdoGa+AUxYatKN3eRSIvFWv+GSz5FYsllNKCKu1fZ/K6VCBRoViiMUbPJuhd/NHpdNV8ZI5DURQWL16sjn18fOjZUyY1CSEaprvuuovjx49z5swZANauXUurVq2ka48QV6DTG/CJeg7XiMFcWPowpZmHKE7bzulvo/Dr8waeHf8i12H1yE29I5mYmMgHH3zApk2byM/P56effuKnn36iefPmTJ8+vboyCiEu4+rqStu4R0nZsZ0wtzRaGreye/NSuvYeoXU0IRzetm3bSE1NVcfDhw+vFx9KCiEaLoPBwOjRo5k5cyYAWVlZrF27liFDhmic7NqMnk3wjnqO7M2vUJK+j7x9s/HqJGu+i/rj6NGj7Nu3Tx3HxcXh7e2tYSIhREM2dOhQ1q9fj9VqVZcwePjhh7WO5bAUaynWwnNlS2+kYsk/U7b0RmpZsYR9KQ5spVXav941sKxAIhSjRxMMHo0xXiyW8GiM0T0UvbNXNR9Vw3PkyJFyHSoHDx4s7e2FEA2Wk5MTEyZM4M0336S01P7/19dff014eDiBgYEapxOi7nJu1IXG924la9PL5O58D8VSRMaaJyhM/J2AwTMxeshSfPVBlQsqDh06xH333Ye/vz+33XYb3333HWD/ofraa6/h4eHB2LFjqy2oEOKSuP79+Wh9HGFuc3HSWzm//mWsPaXloBA1qbS0lN9++00dBwQE0LdvXw0TCSHE9enatStNmzbl5MmTgL3Nd2xsLG5ubtoGuw7e3Z4i/8CXWHJPkrX5n7i3vhODiyyXIOo+RVH45Zdf1LGrq6t0pxBCaMrPz4+YmBg2bNgAwNatW7n11lsJCAjQOFn9Y7MU2Qsi8v5YIHHptrXgHKDc+M51env3iArFEqEYPe23De6N0Rtl2cmapigKCxcuVMfu7u7ExsZqmEgIIbQXGBhInz59WL16NQBms5mZM2fy3HPPScGZEFehN7rg3/dN3CJHcGH5JKx5KRSdWs7pb7rgP3AGHq3u1DqiuIYqF1S88cYbtG/fns8//xyAb7/9FoCXXnoJs9nM119/LQUVQtQQJycnooY9yvHVm2jhmUJL531sWfkdvYc+oHU0IRzWunXryMjIUMejR4/GaJTW80KIuk+n0zF27FjeffddAAoLC1m2bFm9uFbXG13x6/M65xeNx2bOJHvLv/CPe1frWEJc065du8rNaB02bBju7u4aJhJCCPvPok2bNmGz2bDZbCxbtoz77rtP61h1h6JgK86mpDCxrFjidFlXifJfbebMKu1eZ3AuW37jYrFEqP2r56XCCYNbkCxxVkccPnyY48ePq+MhQ4bg4iKFLEII0aJFC8xmM5s2bQIgOTmZn3/+mXvuuUfjZELUfa5hcTS5fycZa58i/9AcbMVZXFh8H4WJv+Mf9z4GFx+tI4orqPIV+u7du3nnnXcwGo1YrdZyj40YMYLff//9psMJIa4sJiaGD1YNpbkyC71OoXDndIrj7sLZ2VnraEI4nKKionLrpoaFhdG9e3cNEwkhxI1p06YN7dq14+DBgwCsWrWK/v374+Pjo22w6+DWYiwuTeIwp64ld8//8Gw/CVNAe61jCXFFVquVBQsWqGMfHx8GDBigXSAhhCgTGBhIdHQ0W7ZsAWDTpk2MGDECX19fjZPVPEWxYStKx5J/GkteaoUiidK8VHxzUzm/oahK+9eZvC4VSJQVSRjcy76W3ad38Zd1susJRVHKvbft7u5OXFycdoGEEKKOGTNmDMnJyerSyGvXrqVVq1Z069ZN42RC1H16Z28Ch36OW7ORpK+ags2cScHh7zGnridwyCxcw+X9g7qoygUVzs7OmM3mSh/Lzs6WNeWFqGF6vZ64UY9wYMEa2vucoIXrcTYu+h8Dxv1N62hCOJxly5ZRUFCgjseNG4der9cwkRBC3LixY8eqBRWlpaUsWrSoXsxK1el0+Mf9l9PfRoFiJWPdswSPWyIfSIg6a+PGjaSlpanj2267TX4/FkLUGcOHD2fr1q0oioLFYmHZsmWMHz9e61g3RbGWYi04W7bcRqq9aOKy29b8M1jyT4Ot9Kr7udKVhd41sKxYojFGjyaVF0uYPKv/wIRmpDuFqKsUReHHH39kzpw5pKam4ufnx4ABA/jb3/6Gh4eH1vFEA2IymXjkkUf4z3/+Q3FxMQBff/014eHhBAYGapxOiPrBveXtODfuRfqKv1B0cinW/FTO/TIMr85/xTf23+iNrlpHFJepckFF7969+eCDD+jatav6A1Kn01FQUMDnn39Or169qi2kEKJynTp1YsOy0bRV3sOgs2E48h75+ZPkAlqIapSTk8PKlSvVcdu2bWnXrp2GiYQQomrCw8Pp3r07O3bsAGDDhg0MGjSIoKAgjZNdmymgA54d/0Lenk8wp6ym8MSvuLcYo3UsISooLi4uN6M1JCSEmJgYDRMJIUR5wcHBdO/ene3btwOwfv16hg4dWme7VNgsRfYuEnmnywokzpR1lbh021pwDlBufOc6Awb3EIweoeAaRE6xC4HhHXDxicDo2cReLOHeGJ1ROoE2JNKdQtRls2bN4t1332XSpEnExMRw6tQp3n//fY4dO8YXX3whReeiVgUFBXH//fcze/ZsAMxmMzNnzuS5557DyclJ43RC1A9G9xCCRv9K3r7PyIx/DsVSSO7uDylKXkHg0C9xDuqqdURRpsoFFVOnTuXuu+9m2LBhtGnTBp1Ox+uvv05SUhKKovDOO+9UZ04hRCV0Oh1Dxk5k15wldPc7RLjraTYueIuh97+qdTQhHMbvv/9OaemlmUxjx47VMI0QQtyc0aNHs3PnTnXt9F9//ZVHHnlE61jXxbfnyxQc/gFbcRaZ8c/j2nQYeqPMFBR1y6pVq8jJyVHHY8aMwWAwaJhICCEqGjFiBDt27EBRFAy2AhJ+eZ5u7SMwuAXj3nIcBpeaL65QFAVbcQ7WgovFEuWX4Lj41WbOrNL+dQZnDB5NLussEYrBswnGsi4TBo9QDG5B6PT2n9FFRUWcPXgQ93btcHWV2YANmXSnEHWVzWZj5syZ3H333TzzzDMA9OrVCx8fH5588kn2799Phw4dNE4pGpro6GiOHj3K+vXrAUhOTmbu3Lncf//9GicTov7Q6XR4dXwE17D+XFg2keJzWynNPMyZubH49vwH3t2nah1RcBMFFSEhIfz66698+eWXbNmyhfDwcAoLC7n11luZMGECjRo1qs6cQograNWqFWsC7qbE8m9MegteqZ9x4cIUAgPl36AQN+vcuXNs2LBBHUdFRREREaFhIiGEuDmNGjWiT58+rFu3DoCEhASSkpKIjIzUONm1GVz98e31Chlr/oYlN4ncne/hEz1N61hCqPLz81m2bJk6bt68OZ06ddIwkRBCVK5x48Z079YNp5OziPHfi1OelezN9scy1z6Fd/Tz+ES/WOWZzopiw1Z4AUvBGSx5qVcsllBKC669s0roTF4YPULLCiMaly29YS+WMJTdr3fxk5na4oYpisLChQvVsXSnEHVJfn4+o0aNYsSIEeXuv/i7XEpKihRUCE3cddddJCUlkZqaCti7X0VGRtK7d2+NkwlRvzj5tiTkrjVkb3+T7K3/BpuFrE3/pDBxMZ5xn2gdr8GrckEFgK+vL0899VR1ZRFCVNHIcQ+y9n8L6B2wm2CXdDbPe4VRj36sdSwh6r0FCxZgs9kA0Ov1jB49WuNEQghx80aOHMmWLVvUdU5/+uknpk6dWi8+dPDs8Gdy931Gafp+sre/gUe7B+xtuoWoAxYvXozZbFbH48aNqxf/roQQDdPQyEQsBbtQ/rBShmI1k73Z3vXSt8dLFb5PsZZiLThbttxGKpb80+VuW/PPYMk/DbbSCt97PfSugfZiCc9QDO5lXz1CyzpN2L/qTZ5V2rcQ13L48GFOnDihjqU7hahLvLy8+Mc//lHh/uXLlwPQsmXLG97n5deuteni82r1/DXNkY/vSsf20EMP8d///le9/7vvviMwMJCwsLBaz3gzHPnvDhz7+Bzp2Fw6PoV/SBzZqx/Bmn2U4nNbKf65N85N/0pRPZgQVRW1/fdXlee5qYKK8+fP89VXX5GQkEBOTg7+/v7ExMTwwAMP4OXldTO7FkLcgCZNmqBrOYnCC8/iZiwmNOdHEo//jWYtWmsdTYh66+jRo+zatUsd9+3bl8DAQA0TCSFE9fD29mbIkCHq7LsTJ06wc+dOunXrpnGya9Ppjfj3+y/n5g1FKS0gc8OLNBr2ldaxhCAtLY21a9eq406dOtGiRQvtAgkhxFVYzVlYDs1AAa5U95W99TUUmwXFnIXlsmIJa8E5QKn8m65GZ8DgHlK29EYoxsqKJdwbozM638yhCVFlf+xO4eHhId0pRJ23c+dOPvvsMwYNGlSlgorExMQaSFV/nr+mOfLxVXZs/fr1Uzv2WSwWPv30U8aNG1cvC9Mc+e8OHPv4HOfYnKHdp7id/ASXMz+CpQj3429yIWMDBa1eQDEFaB2wRtTlv78qF1QcOnSIBx98kJKSErp06UJoaCjp6enMnDmTH3/8ke+//57GjRtXZ1YhxFWMHH0389/+nriATfg553Jywf34xo7B4F57a6AK4ShsNhs//fSTOnZxcWHkyJEaJhJCiOo1ePBg1q9fT3Z2NgC//PILHTt2xMnJSdtg18E1rD9uLcZQeHwBBYe/x9zxUVwax2gdSzRw8+bNw2q1AvauVmPGjNE2kBBCXEXBsV/AWsxVe+jYSsnZ+p/r2p/O4HKpMMLTXhhh8GxStiyHvVjC4BaETm+olvxC1IRDhw5JdwpRr+zYsYNHH32U8PBw/vOf6/t5/UfNmjXT5HVuNptJTEzU7PlrmiMf39WOrV27dgBqUUV+fj5bt27lL3/5C3q9vtazVoUj/92BYx+fwx5bh88oTr2X7DWTUQrPYMrahPOeh/Du8x4uzRynm3Zt//1dfL4bUeWCitdff53GjRsza9ascjN209LS+NOf/sQbb7zB+++/X9XdCyFukI+PD0HRT2A+th0XQylNjXvI3rIHqJ41UIVoSLZu3UpycrI6Hj58uHReEkI4FGdnZ8aMGcOXX34JQHp6OmvWrGHIkCHaBrtOfn3eoChpCYq1mIy1T9H4nk3odPXjDRrheI4cOcKePXvUcZ8+fWRygRCiTrMWnrvpfegMLpgCO+Ec1A0n/1swuAdjdA/B4B5sL54w1P0iTSEuUhSF+fPnq2MPDw/69eunYSIhrm7RokVMmzaNyMhIZs+ejY+PT5X24+Ligqura/WGq0fPX9Mc+fiudGxjxowhNTWVAwcOAPbflVasWFHvCs4d+e8OHPv4HPHYXFuOwClwEymLHsH5wnIUcybZKx7Eo+39+Me9i97ZW+uI1aYu//1VuaBi7969vP322xXanwcFBfH444/z97///abDCSFuTHTAfvISK65Teq01UIUQlxQXF7NgwQJ17O/vz8CBA7ULJIQQNaRHjx6sXr1aLSBbtGgRMTExeHrW/XXJnbwj8e72NNnbplNyfif5B7/G85aHtY4lGqA/drVydXVl1KhRGiYSQohrM7gF3/Q+FKvZvp7zua2VPq53DbAXWbiVFVm4B9uX/Cj7enGsd3K76SxC3KydO3eWm1QxbNgwx5rdKhzKrFmzePvtt4mKiuLjjz+uF7+/iYZDr9czadIk/vOf/5CRkQHAkiVLiIyMpFOnThqnE6L+0jv7UtDmVRp1HE/ehmewFWeRf2gORanxBA6ZjWuYFILWtCoXVPj6+pKXl1fpY1arVS46hahlVnMWeQlv2ddAvcI2OdvewKvTZFn+Q4irWLZsmdoCH+D222+vFy3whRDiRun1eu644w7eeecdwN7u7vfff+eee+7RONn18Y56jryD32DNTyVz499xbzHWoaryRf2wefNmUlJS1PHIkSPx8PDQMJEQQlybe8txZK59CsVqvuI2OoMLIXeuRrGasRScxVpwDmvZV8tlt23mjEq/31aUjq0onVL2XzWLzuRpL7Jwu1RkYe928YfCC2cf6bgpaoTVauXXX39Vx76+vsTFxWkXSIir+OGHH3jrrbcYPnw4b775JiaTSetIQlTg7u7Oo48+yptvvklpqX3y5+eff86LL75IUFCQxumEqN9cW9yOV2R/0pc/QlHyCqx5yZybNwSvrn/Dt9f/oTfKZ/M1pcoFFVOmTOHtt98mLCyMbt26qfefOHGC999/n8cff/ymgp09e5bbbruNjz76iB49eqj3JyYm8vrrr5OQkIDRaGTgwIFMmzatXCv2/Px83nzzTVatWkVBQQFdunThpZdeokWLFuWe44svvuDbb78lLS2NZs2a8de//pVBgwaV2yY+Pp733nuPEydO4Ofnx/jx43nkkUfklzhR51zPGqiK1Uzh8fl4tp9Ya7mEqE+ysrJYvny5Om7RogVdu3bVMJG4EXLtIMSNa926NZ07d2b37t2A/fUbFxdHSEiItsGug97JHb/Y17iw9EFshefJ2voa/n3f0DqWaEDMZnO5rlaBgYHyAUw9ItcNoiEzuPjiHf282snycooCOh14Rz+Pc3D3a+5LsZZgLUwrK7T4Y+HFxfE5rIVpoFgrfn9JHqUleZRmHbvq8+gMzhjcgst1uyi3zMjF+1wD0ekN138yRIO3ZcsW0tLS1PGtt94qkypEnXThwgWmT59OaGgo999/PwcPHiz3eHh4OH5+fhqlE6K88PBw7rvvPnWZUbPZzP/+9z+mTZuGs7OztuGEqOeMHqEEjf2dvL3/I3P9NBRLEbk736Po1HICh36Jc6POWkd0SFUuqFiwYAHFxcXcf//9hISE0KhRI7Kzs0lJScFmszFz5kxmzpwJgE6nY+XKlde979OnTzNp0qQKHTByc3N5+OGHadSoEW+++SYZGRm89dZbnDt3js8//1zd7plnnmHv3r1MnToVDw8PZsyYwUMPPcSiRYvU9cRmzZrFO++8w5QpU2jfvj3z5s3jiSee4KuvviIqKgqwt3ubPHkyw4cP58knnyQhIYF3330Xm83GY489VtVTJ0SNuN41UC0FN79WqhCOasGCBWrlNMCdd94pb2bXE3LtIETVjRs3jr1792Kz2bDZbMybN++mi6Nri3vru8nd+z+Kz2wid/eHeLafiMmvtdaxRAOxdOlScnNz1fG4cePkA5h6Qq4bhACf6BcBeyfLyztVWBQDm9M7Eut/N9fT21JnMGH0DMPoGcbVPh5RbFZs5ozyRRaVFV4UnK20c4ZiLcaSdwpL3qlrBNJjcG101W4X9qVIgtEZ5QOdhq60tJSFCxeq46CgIGJiYjRMJMSVrVu3DrPZzOnTp7nvvvsqPD59+nTGjRunQTIhKhcTE0NSUhLr1q0D4MyZM3z55ZdSPCxENdDpdHh1egyXsAFcWDaBkrQdlGYc5MwPvfGN+Sfe3Z6RIuNqVuWCiiZNmtCkSZMK93fp0qXKYWw2G/Pnz+fNN9+s9PHvv/+e3NxcFixYoFZbBgUF8cgjj7Bjxw66d+/Orl27WLt2LTNnzqRfP/uaMd27d2fgwIF89913TJ48GbPZzKeffsrDDz/MlClTAOjbty/jx4/no48+UqvmPvroI9q0acNbb72lbmOxWJg5cyYTJkyQZU1EnXK9a6Aa3W9+rVQhHNHJkyfZsmWLOu7ZsydNmzbVLpC4LnLtIMTNCwoKIi4ujtWrVwOwb98+Dhw4wC233KJxsmvT6XT4x73Lme96gs1CZvxzBI/59drfKMRNyszMLDdpoFWrVjf1u7CoHXLdIMQlOp0O3x4v4dVpMoXH51OYeYpfl21if2YoxTZnzs+fz7PPPlttH3jo9AYMbo0wuDWCwCuvoa4oCkpJ7lWXGbEWnMVamIatOLuSHdiwFp6zTzq5sPuqmfQufhjcgjC4h4BLIK5FRgost2D1CcPgHqIWYuhNnjd38KLOWrduHVlZWep49OjRGAzy4YOom+644w7uuOMOrWMIcUPuvPNOkpOTSUpKAuwFxYsXL2bkyJEaJxPCMZj8WtP4rnVkb3+d7K2vga2UrI1/pzBpMYFDP8fJu5nWER1GlQsqpk+fXuE+i8WCXq9Hr9dXaZ9HjhzhlVde4d5776VXr1488sgj5R7fsGED3bp1K9e6qk+fPri7uxMfH0/37t3ZsGEDbm5u9O7dW93Gz8+PqKgo4uPjmTx5Mnv27CE3N5chQ4ao2+h0OgYPHsw777yD2WxGr9ezdetWnnjiiXIZhg4dyqxZs9ixYwexsbFVOk4hasK11kBVFNAbXXBrMbaWkwlR9ymKwo8//qiOnZycGDNmjHaBxHWTawchqsett97Kli1bKCwsBGDu3Lm8/PLLGI1V/nWh1jg36oJH+wnk7/+copNLKExaglvkcK1jCQc3f/58tauVTqeTrlb1hFw3CFGRwcUXz/YT8QQa5/5OQtls/ePHj7N37146dbpy8UNN0Ol06Jy9MTl7g1+bq25rsxRds9uFtTANa+F5QKn4/eZMbOZMSjMPAeAK5KVC3h+20zm5q8uNlO92EVy+8MLFX/4vqEfMZjNLlixRx+Hh4VIcKYQQ1czJyYlHH32U1157jZycHAB+++03GjduLD9zhagmOoMTvj3/gVvTYVxY9jClWccoPrOJ03O649/vv3jc8rBco1aDm3qH9JNPPmHHjh3Mnj0bgISEBJ588kn+8pe/8PDDD9/w/kJCQlixYgXBwcFs3bq1wuMnTpxgxIgR5e7T6/U0adKEkydPqts0adKkwpu/4eHhagu3EydOAFSYeRwREYHVaiU5ORmDwUBpaWml24B9JnNV39wwmyv/wNsRXTzWhnTMNeH6zqML7l2eIX/Hfyp9VKeDvKA7KFFcoKioBlLWffJ6rB6OeB537Nih/t8AMGDAAFxcXCiqoX8rjngOr0dNHG9DuHZoSK+Thvpvo7pV5Tzq9XqGDx/OvHnzAEhLS2PZsmUMGDCgRjJWN9euL1JwdB5KSQ7pa58hILAXOoPppvYpr8fq4Yjn8cSJE2zbtk0dR0VFERgYWGPXDeCY5/Fa5LpBrhsq0xD/LdyMGz1fsbGxrF27Vl0O55dffqF58+Z1e8a+KRhMweh9O6MHKlt4SbFZsBVdwFZ4zt7ZovActsI0rGVfbYXnsBTYv+oUS8XvLy3AknMCS84Jiq+WRe+E3rURBrcg9G7B6N2CMJR91bsFY3Avu9+1ETp93S9avRpH+Le4dOlS8vPz1fGIESMoLr7q33CVOMK5qk1VPV9yfoWou3x8fHjsscd4++23sVjs/89+8cUXNGrUiNDQUI3TCeE4nIOjaHzvdjI3vEDenk9QSvNJX/kXChN/I2Dg/zC4B2kdsV6r8tX7rFmzmDFjBg8++KB6X0REBKNHj+a///0vrq6u3H333Te0z4trjV5Jbm4u7u7uFe53d3dXL4Dz8vLw8PCodJuCggJ1G6DCdhf3nZ+fr1brXG2bqkpMTKzy99ZXDfGYa8I1z6PLSFwizuOa8hU6W0mFh48d3ktB+J4Gv7azvB6rh6Ocx5KSEvUDRLD/nG/cuDEHDx6s8ed2lHOopYZw7dAQXycN8Zhrwo2eR19fX/z8/MjMzARgyZIleHl54ebmVhPxqp1zk4dwT/wAa85xkla9irlJxXWFq0Jej9XDUc6jzWbjl19+UcdOTk60bNmyVq4bwHHOo1bkusFxNJTjrC43cr46derEhg0bADh37hy//vorbdpcvVNE/eEMhNv/uGL/43/Zw4qCzpKLviQdXUkG+pJ09GVf7eMM9KX2rzprYcXd20qxFZzGVnD6qikUdChOPthM/thM/iimAPttp4CysT+2svsw1O2lf+rrv8WioiJWrVqljkNCQrBarTX6/3l9PVdakfMlhGOJjIzk/vvvV5e+Ky4u5qOPPuLFF1+s9NpaCFE1eic3Avq/j1vkSNJX/BlrwVkKExeRerYrAQM/xr3FaK0j1ltVLqj48ccfeeqpp/jTn/6k3hccHMy0adPw8/Pj66+/vuGCiutRWVsSRVHU+2022xVbl1y+TWUUxd7+T6/XY7Var/h8F7epqmbNmjWYtVDNZjOJiYkN6phrwg2dx1vexlb8EubE37AVnSc5rYDCw9/QxC2dTp77OJK0if5jHqud4HWMvB6rh6Odx19//bXcjNI777yzxtvaOto5vF4Xj7u21fdrh4b0Ommo/zaq282cRxcXF2bMmAFAaWkphw8f5v7776+JmNVOaf0P0jOXYM0+hnvqV0TE/s2+TnsVyeuxejjaeYyPj1eLjgCGDx9OVFRUjT+vo53H6yHXDXLdUJmG+G/hZlTlfLVu3ZojR45w4cIFAPbs2cOtt96KyXRznZ/quovnKrJ1l+s6V7bSfHt3i4Jz5TpdWAvTsBWlqR0wFHNmhe/VoaArzUJfmgUFx6/6PDqTN3q3RuU7XVTSAUNn8q7VVs71/d/iL//P3n3HR1Vmjx//3JlkMumFhIQeWuiEGkC6SBUQkA6KgKICiqxtLbvfdfdnwXWtoIIUkS6IiIoU6R2k956EFkivM0lm5v7+CAwZkkAISW7Keb9eeSX3mTsz596UeXLnPOesXGlv3QUwbNiwHBWDCktpP1fFraDnS6t5gxAi/9q1a8fVq1fZsGEDALGxscycOZNXXnmlZFfDEqIUcgvuQZWnDhG7cTKp51ZgM0Vz87cheDR6hgqdPkHn4qV1iKVOgRMqbty4QaNGjXK9rUmTJsyYMaPAQeXFw8Mj11UaaWlpBAUFAeDp6UlsbGyOfVJTU/H09ATAy8vLPubt7e3wOLcf4/YFkLuf7/aKk4fJmjMajbi6uhb4/qVReTzmopDv8+jqinuLFwDwV1VmfZJJZXUGOkXFM/wzkpNHUbFi+S3vIz+PhaMsnMdr166xdetW+3a9evVo27ZtsV2IKgvnsKQrC3OH8vhzUh6PuSgU5Dw2adKE1q1bs3//fiCrJdKjjz5K7dq1iyLEQuaKf5dPubGqH2pmMqaD7xPQfdZDP6r8PBaOsnAek5KSHHqtBwUF0bNnzxytH4pSWTiPJZnMG0qP8nKcheVBz9egQYOYOXMmAImJiezevZtevXoVVXglyoNcd8ErAGh8z91USzrWtBtYUqOwpl7HmhqFNe36re1sH2k3QLXmvH9GItaMRKwJ5+75PIreiN49KNtHJZxufda7ZY05uVdC5xaAohR8kdjdSuPv4o0bN+xVWCCrKkuDBg2K/HlL47nSkpwvIcqmQYMGce3aNU6cOAHA2bNnWbZsGSNHjtQ4MiHKHr3Rj4A+i3A704/YTS9jy0gk5cT3mC9vIaDnXIxVHrzFZHlW4Cs/1apVY9euXbRr1y7HbXv37rVfbChMNWvWJDIy0mHMZrNx5coVevToYd9nx44d2Gw2hxUdkZGR9gvBNWvWBCAiIoKmTZva94mIiMBgMFCtWjVUVUWv1xMREeHwfLe369SpU+jHJ0RRUBSF3sNeYc/szbT2O0FV1xvsXvYGT7w0X+vQhNCUqqosXbrUfjFbp9MxfPjwYl3VI4qezB2EeHBPPvkkR44cISMjq33YkiVLePvttx+qQltxcQvuiWvNPpgurSHlxHy8mj6PS2BLrcMSZcTPP//sUNVq+PDhxZpMIYqezBuEyNK8eXNq1qzJpUuXAFi7di0dOnSQktwFoDi54ORVHSev6vfcT7VZsZlisNiTLm4nYNy4M3YrKUO1mnPe32rGkhSOJSn8PgHp0bsFoncPzEq2cA/KSrxwq3RXIkYQir5sViVZuXKlw3WAQYMGaRyREEKUHzqdjmeffZaPPvqIGzduALB161aqVKlC586dNY5OiLJHURQ86o/AWKUD0eufw3x5E5akcK4v74Z3y7/h2+5fKE4uWodZKhT4quiIESOYO3cu06ZN48CBA4SHh3Pw4EE+/vhjZs+ezYgRIwozTgDat2/P/v37HUqsbt++ndTUVNq3bw9Ahw4dSE1NZfv27fZ94uLi2L9/Px06ZGXbNG/eHDc3N9atW2ffR1VVNmzYQFhYGAaDARcXF1q1asWGDRvsZTkB1q1bh5eXl8NFESFKuurVq2OrO4nkzKzM7trpP3P80C6NoxJCWwcPHuTMmTP27W7dulG5cmUNIxJFQeYOQjw4X19f+vTpY9++fPmywyq+kq5Cp/+CzhlQid0y1eH3UYiCunjxIrt23Zk/t2jRolhWs4riJfMGIbIoiuLwJrPJZHKo0CMKn6LTo3cPxKViM9xq9sKz0TP4hL1Fha6fE9h3GZWHbaXauDPUmJxI9RduUuXpIwQ9uY6AXt/j1/EjvFpMxb3ecIxVu+DsWw+dwTv3J1KtWFOvkXHzUFYC6vG5JOz9gNjNL3HztyFcX9aBy3PrEP6VBxHfVuLKgmZcX9mb6HVjidv+FokHvyTlzI9kXNuJznQZW2bOqj4l2dmzZzl8+LB9u1OnTkWyKFAIIUTe3NzcmDhxokNbn6VLl9qrVgghCp+TZzWCBq3Br/P/UPRGQCXxwP+4tvQRMmKOaR1eqVDg5TSjRo0iKiqKefPm8f3339vH9Xo9Y8aM4ZlnnimE8ByNHDmShQsXMnbsWCZPnkxCQgL//e9/6dSpE82bNwegdevWhIWF8frrr/P666/j4+PDV199haenJ8OHDwfA1dWVcePGMWPGDJydnWnevDk//fQTJ06cYP78O6v2X3zxRcaOHcuUKVN48sknOXToEHPmzOG1116Tnnei1Ok7cDg/fLiK3gHrcXcyc2rdVOo13oGzs7PWoQlR7MxmM8uXL7dve3l58fjjj2sYkSgqMncQomAee+wxdu3axc2bNwFYtWoVLVq0KBUrU5196+Ld/CUSD3xK+vU9pJ5ejEeDUVqHJUoxm83GkiVL7NsGg4EhQ4ZoGJEoKjJvEOKOkJAQmjRpwrFjWRdYt2zZQteuXfH399c4svJNURT0Rh/0Rh/wu3diny0z7Vali7yrXVjSorClRQM5E1Bt5lhs5lgyY0/m+vg+wM2/QHH2sLcacXILsle+uN1m5HblC53RT5OKkFZzPKnnVmJJvc7BrQdx0XmRbnPBaDTSt2/fYo9HCCFEVvvE5557junTp6OqKjabjVmzZvHGG29QpUoVrcMTokxSFB3ezV/CtXo3oteNJePmITJijnF1STt8272Hd4tXUHR6rcMssR6qPumrr77KhAkTOHz4MAkJCfZVFL6+voUVnwM/Pz9++OEHPvjgA1577TXc3d3p1asXb7zxhsN+06dP56OPPuLjjz/GZrPRokULPv/8c4fepZMnT0av1/Pjjz8yd+5c6tSpw9dff03LlndKArdr146vvvqKL7/8kkmTJhEYGMgbb7zBuHHjiuT4hChKHh4eNHzsVS7tPE5Nj2vUdznEttUz6PbkK1qHJkSx++OPP4iPj7dvDx48WHpzllEydxCiYJydnRk6dCjTp08HIDU1lZ9//pmnnnpK48jyxyfsbVJOLcKadoO4He/gVvsJdIaSnwwiSqYdO3Y4tIHo3bs3fn5+GkYkiorMG4RwNHDgQI4fP46qqlgsFn766Seef/55rcMS+aRzdkPnXQtn71r33E+1ZmI13byTZJF641YCRpT9s+VWYga2zJz3z0zBknAeS8J50u/1RHoDercgnNwC7UkWjm1Gbm27VUTRPXxLLVVVSdj3AYn7ptnbpLRxgRZ19eyObUpQx/fw9PR86OcRQghRMI0bN2bYsGEsXboUyFoAN2PGDP7+97/j5eWlcXRClF2GCg2pPGw7CXvfJ2H/NLBmEL/jLUyX1uDfYw7O3sFah1giPfTs1NPTk44dOxZGLA7atGnjUIr9tpCQEIeKGLnx9vbmww8/5MMPP8xzH0VRmDhxIhMnTrznY3Xv3p3u3bvnK2YhSrpOnTvz1a4BVFe/Ra/YcDv3MTeihhEYVEnr0IQoNlFRUWzYsMG+XadOHcLCwjSMSBQWmTsIUbiaNGnisDJ1x44dtGvXjjp16mgc2f3pXLzwbf8+MRuexZp6jYT90/Br/x+twxKlUHJyMqtWrbJvV6xYUf7GlxEybxDi/qpUqUL79u3trb8OHjzI2bNnCQkJ0TgyUZgUvTNOHlVw8rj3imBVtWEzx2FNvU5afCSXzx0kyFePLj3WXu3idhKGmpma8wGsGViTI7EmR+a8zTEi9G4VbyVXBOVa7cJe9cIp72o+Cfs+IGH3eznGnRQrnQIO4eW1H+h1n1iEEEIUpa5du3Lz5k02bdoEQGxsLDNmzODVV1/FYDBoHJ0QZZeiN+D7yHu4Bvcmev04LAnnMV/dztVFLanQ+TM8Gj6lSWWxkuzh032FEKWGTqej/8gp7Jqzg0f8jxJkjGH30ld4YspS+eMoygWbzcbChQuxWq1A1oXu4cOHy8+/EELkYfjw4Zw+fZrMzKzViIsWLeKdd97Byank/xvh0XA0yUdnkn5jP0kHP8ez8dj7rtAU4m7Lly8nNfXOm0JDhw6VlnlCiHLliSee4K+//sJszlrhv2zZMt555x10Op3GkYnipig69K7+6F39sbrXISMpCI+GDXOt9mjLSM692kVaFJZslS9s5rhcnknFmnYDa9oN4Mg9Y9K5+NyVeJFV7UIxeJKw94M8jiOrwUnygf/i02IyemPRVFoWQgiRP0OGDCE6Otq+mCM8PJx58+bx3HPPyXxDiCJmrNyWKiP3Ebf9TZKPfYeakUzMhmdJu/gr/t2+Ru8WoHWIJUbJvxIqhChUNWvWZF/DySRe+RvehhTqWX/nr53rad2hp9ahCVHkdu/ezblz5+zbjz76KNWqVdMwIiGEKNn8/f3p168fK1euBODatWv8+eef9OpV8lfzKYoOvy6fcn1ZR1RrOnHb3iCw3wqtwxKlyKlTp9i7d699u3nz5jRp0kTDiIQQovh5eXnx+OOP89NPPwFw5coVdu3aRYcOHTSOTJRkOoMnOoMnzr73rmaiWtJvVbbIlniRdv1W0kVUtrEboNpy3N+WnoAtPYHMuNMPFJ8CqFYzaed/xrOxtFkSQggt6XQ6nn32Wf773/9y5coVIKsq1i+//MLAgQM1jk6Isk9n8MC/2wzcaj1OzIbnsabdIO3CL1y5vpuAx2biVutxrUMsESS9S4hyqP/AYexK6QqAUZ9B9NY3HFbeCVEWJSUlsWLFnTfSfH196d+/v4YRCSFE6fDYY49RpcqdEtC//fYbMTExGkaUf8ZKbfBoMAqAtAurMUVu1DgiUVpkZGSwaNEi+7bRaGTYsGEaRiSEENrp2rUrAQF3VqetWrUKk8mkYUSirFCcXHD2qoGxUhjudZ7AK/R5fNr+HxU6fUKFLp9SocsXVHj0Kyp0/RKv0Im4VOmAYvAqtOe3pEYV2mMJIYQoOKPRyOTJk/H29raPrV27lp07d2oYlRDli1vNPlR56hBudbISmWxpN7mxeiAxf76ILSNF4+i0JwkVQpRDrq6uhPX7O+eTs1bmN3A/xcblH2sclRBFa8WKFaSlpdm3R4wYgdGYd79VIYQQWfR6PaNGjbK3R8rMzGTx4sWoqqpxZPnj2/59FGd3AGK3vopqs2gckSgN1qxZQ3R0tH17wIAB+PpKSXAhRPnk7OzM4MGD7dvJycmsWbNGw4hEaaParFjTosmIOY7p8mZSTi8l8dBXxO18l+gNz3Nj9UCuLWnP5bkhRMzwIeJrP67Mq8/1Hztx89fBxG6aTNKRr0m/ugM1I6nQ4nJyDyq0xxJCCPFwfH19mTRpEgaDwT62cOFCjh8/rmFUQpQveld/Kj6+FP+ec+1JrMnH53B1USvM13ZrHJ22pOWHEOVUy1atmLP7KWpYpuGssxIU9TUXNhrw8wC9WxDudQdJH0lRZpw8edKhZHeLFi0IDQ3VMCIhhChdateuTceOHdm2bRsAJ06c4MCBA7Rq1UrjyO7PyaMyPmFvEb/zXTJjT5J0dCbezSZpHZYowa5du8a6devs2zVr1qRz584aRiSEENoLDQ2lfv36nD6d1Vph48aNdOzYkYoVK2ocmdCM1Yw1OZL0xGSsaTewmqKzWneYorGm3cz6MGV9tplicm3Z8aAUgxd6t4pZH64B6N0C0bvd+axzzbpN0Ru4+kMoNouZWznBOR9Lb7SvwBRCCFEy1KhRg/Hjx/Ptt9+iqio2m42ZM2fy6quvEhwcrHV4QpQLiqLg2WA0xiodiVn/LOYrW7EkXuT68q54t3od37b/QNEb7v9AZYwkVAhRTimKwoCRk1n7xTraVzhAgDERjr1Hwq3b47ZMxTvsTXzC3ravSBWiNMrIyGDx4sX2baPRyNChQzWMSAghSqcBAwZw6NAhkpOTAVi2bBmNGjXC1dVV48juz7v5FJKPz8OSeIGE3e/hUW8Yeld/rcMSJZDNZmPhwoXYbFlv+uh0OkaPHo1OJ8UdhRDlm6IoDB06lP/85z+oqorVamXFihVMnDhR69BEIVFVFVt6vD0ZwuaQFBGdlTSRdidZwi8zmehdD/mkiv5WYkQAOnuiRMU7SRPZkid0bhXROeW/ymRS0Eg8r85FVck1qcI77E1ZSCSEECVQs2bNGDZsGEuXLgWyru1Onz6dN99806EFmRCiaDl71SDoyXUkHfqSuJ3vgjWDxP3TMIWvI6DXPAwVGmkdYrGShAohyjF/f3/qhdSB2AM5blOtZhJ2vweAb5t3ijs0IQqNlOwWQojC4e7uztChQ5kzZw4ASUlJ/PTTT4wePVrjyO5PcXLBr9M0bv46GFt6AvG7/oV/t+lahyVKoB07dnDhwgX79mOPPUbVqlU1jEgIIUqOKlWq0KlTJ7Zu3QrAkSNHOHnyJA0bNtQ4MpEX1ZrhWDEiW1KE7e5ECdNNKITWaIqze7akiLwSJbKqSuiMfihK4SctmkwmftjrThOX5rSrcBRnxXonPr3RvoBICCFEydS1a1cSEhJYu3YtkNVu7IsvvuCNN97Ay8tL4+iEKD8URYd3i1dwrf4Y0WufISPmKBnRh7m2uC2+7f8fXs1fKpK5XEkkCRVClGNWczz+CavyzNYHSNw3Da/QiZK1L0qlq1evSsluIYQoRK1bt2bXrl2cOnUKgO3bt9OqVSvq16+vcWT351arH8bqj2GO/JPk47PxbPocLgHS/knckZCQwMqVK+3bFSpUoG/fvhpGJIQQJU+/fv3Yt28fJpMJgCVLlvDPf/4TZ2dnjSMrH1RVRc1IulU5InvViDtJEdmrS9jSEwrhWRV0rhUckiJUgx8xySpBNRph9K6SrfVGRXTO7oXwnA/n119/JTk5hV3JzTgQ14Dn+wVTuYIBJ/cg3OoMlGtcQghRCgwYMICEhAT27NkDQHR0NDNmzGDq1KkYjfmvWCSEeHgG/8ZUHrGL+D3/JvGvT1Ct6cRte520i78T0GM2Tl7VtQ6xyElChRDlWOq5lWBNzzOZArIqVaSd/xnPxuOKLzAhCoHVauX777+Xkt1CCFGIFEVh9OjRvPfee2RkZACwYMEC/vGPf5T4CxqKolCh8ydcXdgSVCtxW14laPAGaW0mgKw3qBYuXGh/gxBg5MiRuLi4aBiVEEKUPJ6enjzxxBP2Mtw3b95k/fr1PP744xpHVnqpNgtWU8xdLTayfzgmSqjW9Id+TkXvgs6eBBFob7uhv2tM51YRvas/is7xErLJZOLKyZO4NWhY4tq/Xbt2jc2bN9u3a9VrRsPeU2TOJ4QQpYyiKDz11FMkJibaF3WEh4fz3XffMXHiRPR6vcYRClG+KHoDfu3/H241+xC9bhyWxIuYr2zhysIW+Hf9Avf6I8v0fEsSKoQox6xpUfnaz5Kav/2EKEnWrVtHZGSkfbtHjx5SslsIIQqBv78/AwcOZNmyZQDExMTwyy+/MGzYMI0juz9DhYZ4hU4k6fBXmK9uI+3cT7iHDNY6LFEC7N27l2PHjtm3w8LCaNy4sYYRCSFEydW5c2d27tzJ5cuXAfjjjz8ICwuTvubZ2DJTHdpr3GmxkS1JIu0GVlM0NlMsoD70c+pcfO+00nBIlKjo+OFaEcXgWSYveKuqytKlSx0WVgwfPrxMHqsQQpQHTk5OvPDCC3zyySf2ecfx48dZsGABY8aMkb/vQmjAWPkRqozaT+y210k5Phc1I4nodWNJvfgr/o/OQO9aQesQi4QkVAhRjundgvK1n5N7/vYToqS4evUqv/32m327UqVKUrJbCCEKUZcuXThw4ADnz58HYPPmzbRs2ZI6depoHNn9+bR9l5QzS7CZYojd/ndca/ZB5+ymdVhCQ4mJifYEIQAvL69SkSAkhBBa0el0jBo1imnTpqGqKpmZmSxdupTJkyeX2Tc2VNWGzRR7q1LEXa02TNHY7NtZY6ol7eGfVOdkb7GR/UOXa5JEAIre8PDPWcodPHiQM2fO2Le7detGUJBc0xJCiNLMaDTy0ksvMW3aNGJjYwHYvXs37u7uDB48uMzOPYQoyXQGTwIe+xa3mo8Ts/FFbGk3STu3kqtXd+HffRZuNXtpHWKhk4QKIcox97qDiNsyFdVqzvV2VQWdkxG3OgOLOTIhCs5qtTJ//nysViuQVR5uzJgx0tNXCCEKkU6n4+mnn+Y///kPmZmZqKrKDz/8wLvvvovBULIv5uuNvvi2e4/YTZOwJkeSeOBTfNu+q3VYQiOqqrJo0SLS0u688TVq1Cg8PDw0jEoIIUq+mjVr0rFjR7Zt2wZkrRY9cuQIzZo10zawB2CzmO1tNswJVzBEHSElfS1pmQnZEiVut+GIBtX20M+pGLzsCRC5JUVkb8Ohc/GRN4kegMlkckiQ9Pb2llY0QghRRnh7e/Pyyy/z8ccfk5qaCsCff/6Ju7s7ffr00Tg6Icov99r9MFZqQ8yfL5J28VesaVHc+KU/nk0m4NdpGjpnd61DLDSSUCFEOaY3+uId9iYJu9/L9XZFgQS/vgQbfYs5MiEKbsOGDURERNi3e/ToQc2aNTWMSAghyqbAwED69+/PTz/9BMCNGzf49ddfefLJJzWO7P48G48j+dgsMqKPkPjXf/Fs+DROXtW1DktoYP/+/Rw5csS+3bp161L1ZqAQQmhpwIABHDx4kJSUFABWLvue6mp9lIxY9G5BuNcdhL4YryeoqootPcFePcKxxcadxIjbX6sZSQ739wBSHvRJFZ09OUJnT5S4kxShdwuwV5nQuQWgc3ItrMMVd1m1ahWJiYn27SeffBJXVznfQghRVgQFBfHyyy/z2WefYTZnLRD95ZdfcHV1pWvXrhpHJ0T5pXerSMV+K0g5+QOxW/+GmpFM8rFZmC5vIqDn9xgrhWkdYqGQhAohyjmfsLcBSNw3LddKFfERu4mOjpZeqKJUuHbtGr/++qt9OygoiH79+mkYkRBClG2PPfYYBw4cIDw8HMhKamvRokWJT2RTdHoqdPmM68sfRbWYiNvxFhX7LNI6LFHMEhMTWbp0qX3b09OT4cOHaxiREEKULu7u7jz55JPMn/89j/gfoV2FoyRutdpvj9syFe+wN/EJe7vAlRZUa+atNht3PmzZkiLuTpTAlvnQx6U4uWVLirhVNcIhUeJ2RYmK6FwroCi6h35O8XAuXbrE1q1b7dv169cnLKxsXLwXQghxR3BwMBMnTuTLL7/EYrEAsHTpUtzc3GjTpo3G0QlRfimKgmejMRirdiJ6/XjSr+7AknCe6z92xifsTXzC3kHRl+4K4pJQIUQ5pygKvm3ewSt0Imnnf8aSGkV0ksrZXT/QyPsSwW5X2f7DCwyYuhydTi4SiJLrdquP25NpafUhhBBFT6fTMWbMGN5//30sFguqqjJv3rxS0frDWKUD7iFDSD27nNSzyzE1fQHXqh21DksUE1VVWbx4sb1cLMDIkSOl1YcQQjygtm3bErf7PzTSH0JVHW9TrWZ7RUzfNu9kjakqakbyXUkS0fYWG9a0G9jS7iRM2NLjCyFKBZ1rhVyTInS3qkdY9N5cvJJASNNHcPfyL4TnFMXFarWycOFC1Fs/gE5OTowcOVLapQghRBlVr149JkyYwLfffovNltWO6/vvv8doNBIaGqpxdEKUb87eNan05AYSD35G/K7/A1smCXs/IO3SWgJ6zcPg10DrEAtMEiqEEEBW+w/PxuMA8AUORlUkMeoNvJ1TaaysYfOvc+n2xLPaBinEPaxbt86+Qhqge/fu1KpVS7uAhBCinKhcuTKPP/44v/zyC5DV+mPFihWMHDlS48juz6/Dh6Rd/C2rSsXWv1F5xB4UnV7rsEQx2Lt3L4cPH7Zvt2rVihYtWmgXkBBClFJqRiKNnLejWrPahuYmYc9/SD2/Cps5HlvazVyrYz4wveFWckTFWy01slWOuF094nbbDVd/FN29L4GaTCZssSfLVJ/n8mLjxo1cuXLFvv34448TGBioYURCCCGKWmhoKM888wzz5s3Lavlls/Hdd9/x0ksvUa9ePa3DE6JcU3R6fFq9hmuN7kSvG0tmzHEybh7k2qI2+Hb4AK9mE0tlhTdJqBBC5GrAkKeYPW07fbyW4qyzYjz5f0Q260b1GiW7hLcon8LDwx1afQQGBkqrDyGEKEY9e/bk6NGjXLp0CYCtW7fStGlTGjdurHFk9+bkVR3vVq+RsOc/ZEQfIfnEPLyaSAJpWRcTE8OSJUvs29LqQwghCi713EqwZeSZTAGAaiMz+ki+Hk/vURUn7+C7EiUC73x2zUqcUAxeUoFAEBMT43AtoFKlSvTo0UPDiIQQQhSXNm3akJaWZm/jmJmZyYwZM5gyZQq1a9fWODohhEtAKFWG7yZ+9/+ReOAzVKuZuK1/I+3S7wR0/w4nz6pah/hASl8KiBCiWBiNRnqP/j/2xzcCoLJrNAeWPEdm5sP3IxWiMKWnpzNnzhx7iTedTse4ceNKfKl5IYQoS/R6PePGjcPFxcU+Nn/+fFJSUjSMKn+8W76K3rM6APG7/onVXBilxUVJZbPZmDdvHmbzndXRo0ePxtPTU8OohBCi9LKmRRXu46VcIePGAdKj9pN+fQ/ma7sxX92O+co2TJGbsj4iNmC+spWMmGNYUq+jWjMKNQZROqiqypIlS8jIuPP9HzVqFE5Osn5QCCHKi65du9K/f3/7dnp6Ol9++aVDFWMhhHYUJxf8On5E0OA/cfKsAYA5ciNXF7Yg5fRSjaN7MDLDFELkqXbt2pxo/jbRZyYRYEygqct21i37H31H/13r0ISwW758OTdv3rRv9+3bl+DgYO0CEkKIcqpixYoMGTKEhQsXApCUlMTChQt5/vnnS/QKUp2zGxU6fsTNNSOxmWJI2PP/qNDlf1qHJYrI2rVrOX/+vH27Q4cONGvWTLuAhBCilNO7BeVrP0NAMxSDBzZTDFZTLDZzLKi2XPdVLSasyZexJl/Odxw6gzc6V3/0rhWyPhtvfb71oXOtkPXZePuzb6ksNSzu2LNnD8ePH7dvd+jQgbp162oYkRBCCC306dMHs9nM+vXrATCbzXzxxRdMnTqV6tWraxydEALAtWpHqow+QOzWv5Fy8gds6QlEr32atIu/UeHRLwFXrUO8L0moEELc0+P9BzHz4630UGejV2wEXv0fp473pEHj5lqHJgRHjhxh+/bt9u3atWvTq1cvDSMSQojyrUOHDhw9epSjR48CcOjQIfbs2UO7du00juze3Oo+ibFKJ8xXt5F05Gs8m4wHN2lzVtbc3SLsdhKQEEKIgnOvO4i4LVNRreZcb1cBnd5I0JPr0Bt974zbrNjSE7CaYrCZY7M+m2KxmqKzEi5MMVjNsfYEDKspGjUjKc84bBmJ2DISsSReyF/giu5WckVW4gXOPriZ9SSn1CHDMygrAcOYPRkjAMXZvUQniZYnCQkJ/Pjjj/ZtLy8vBg0apGFEQgghtKIoCoMGDcJisbBp0yYA0tLS+Pzzz/nb3/5G1aqlq62AEGWVzsWLgB6zcavVl5iNE7GZYkg9+yPmqzvw6jwdqKR1iPckCRVCiHvS6/UMGvsu62ccomOF/fi7JHLil/EEpD+L3hKP3i0I97qDHC6MCFEcEhMT+eGHH+zbRqORcePGodfrNYxKCCHKN0VReOqpp/j3v/9NcnIyAEuXLqVu3br4+/trHF3eFEXBr8v/uLa4DahWYre+hnevFVqHJQpReno6c+fOzdEizGg0ahyZEEKUbnqjL95hb5Kw+70ct6kqKAoYQ1/Jcc1A0enRu2YlNOSXas1wSLLI+hzjkJSRfdxmika1pufxYDZspmhspmj7kBFIjYLUPJ5f0bvcVf0iK9EiR/WLW+N6YwUUJ5c8Hk0UlKqqLF68mLS0NPvYqFGjcHd31zAqIYQQWlIUhaFDh2K1Wtm6dSsAqampfPbZZ7z66qtUrlxZ4wiFELe51xmAS6W2xPz5AqZLa7CmXiN+zSDcKg1GrfsVuJbMahWSUCGEuK+goCCqdX2PK3uepqpbDI3cj5O8/RX77XFbpuId9iY+YW/Lag1RLFRV5YcffiAlJcU+Nnz48BL9Zp0QQpQXXl5ePPXUU3z99ddAVrnNuXPn8uqrr5bopDeXgFA8Gz9L8rFZmCP/xBjxBxCsdViikKxYsYIbN27Yt/v27UvNmlKFRAghCoNP2NsAJO6b5lCpwqLq2R3TFPPJykzoqD709QJFb8DJvRK452/1mqqqqJa0bNUvYrCZY7CmxWA1ZxszxWJJiyYjJQqdJQlUa+6PZ03HmnIVa8rV/Mds8ERvvNNyJKsiRsBdSRl3kjB0Lr4oupI7XyoJ9u/fz5EjR+zbrVu3lvZdQgghUBSF4cOHY7Va2bFjBwApKSn2pIqgoPy1KRNCFD0n9yAC+/9Myol5xG59FTUzFeP1FcSsPEJgr/m4BLXSOsQcJKFCCJEvXbp2Y+PR+sCOHLepVrN9NYpvm3eKOTJRHm3evNmhV2qLFi1o27athhEJIYTILjQ0lA4dOtgvYly4cIHVq1czcOBAjSO7N99H/kXq2R+xpSeQvPttaPK91iGJQnD48GG2bdtm35YWYUIIUbgURcG3zTt4hU4k7fzPWFKj2LH/NBtO6Ei3uUDMIfbv309YWFixx6U4u6NzdgevGvfc12QycfLkSRo0qI+LLuNOFQxztioYDmOx9jFbekKej6tmJGPJSIakS/mNGp3Rz96KRG+sgM4tKwHjTuKFPzqjP3o3f/RGfxSDZ7lZ3JKUlMTSpUvt256engwfPlzDiIQQQpQkOp2OUaNGYbVa2b17N5D12vHpp5/yt7/9TZIqhChBFEXBs/E4jFU7c+OPZ8i8sRdrwjmuLeuIT5t38An7O4rOCas5ntRzK7GmRWlaMV8SKoQQ+WJLT6C2bj+qNatkZ24S903DK3SitP8QRSo8PJwVK+6UYffx8WH06NHl5gKSEEKUFkOGDOHcuXP2qgBr164lJCSERo0aaRxZ3vSu/vi0+z/itkzFmnQJ49Wl0LiZ1mGJhxATE8P8+fPt2y4uLowdO7ZEV0sRQojSSm/0xbPxOAA6N0hiy3vvkX6rquCSJUsICQnBx8dHwwjvT1F06I2+6I2+OPvWzdd9VGsmNnMcVvPtliPR2RIuYh2qYdxOwlAtaXk9GjZzLDZzLMSfzV/QOuc7yRZG/1tf+zskZdwZy/qscyp9La9ut/pITb3TlGXEiBF4eHhoGJUQQoiSRqfT8fTTT2Oz2di7dy+Q1Tr6k08+YerUqVSpUkXjCIUQ2Tn71Mav/x9c2vA2bpGzwWYhYc+/Sbu4BmPltiQfm+1QBU+rivmSUCGEyJfUcyvBlp5nMgVkVapIO/+z/QKKEIUtLS2N7777Dqs1qwSroiiMHTtWeqUKIUQJZDQamTBhAh999BGZmZkAzJs3j3fffbdEv5ni1WQCyUdnkRl3CtfI77GmTgHXWlqHJQrAYrHw3XffOfRYHzlyJAEBARpGJYQQ5YOXlxcjR45k1qxZQNb/cgsWLGDy5MllLhle0Tujdw9E7x6Y7/vYMtOwmbMlXdxKwrDZkzJuV8GItidlYLPk9WBYU69jTb1OZn5jdnbP1ookwLEliTFbaxJ7RQw/FJ02l5Fvr0oMP7Mf26XTuOiCSbe50KJFC1q2bKlJTEIIIUo2nU7HmDFjsNls7N+/H4Dk5GT+97//8corr1C9enWNIxRCZKfo9JirjaFay5EkbX6ezLhTZNz8i4ybf+XYV6uK+ZJQIYTIF2taVL72s6Tmbz8hHpSqqvzwww/ExMTYx/r27Uv9+vU1jEoIIcS9VK1alaFDh7Jo0SIg6wLGnDlzmDp1KjqdTuPocqfonanQ5VOiVvZGsZlI3vceHn3m3/+OosRZuXIl4eHh9u327dtLizAhhChGLVu2JCwsjH379gFw/PhxduzYQceOHTWOTHs6Zzd0zm44eVbL1/6qqqJmJN2qcnGnCsadliS3kzBi7iRlmOPyfrzMVCyZqZAckf+YXXztCRgYfHE360hOqk26Z9CtZIxslTGM/uhcvB8qeUZVVRL2fUDivmmoVjOeQO9K8FjgXg4kt6LP8I8L/NhCCCHKPr1eb69OuGfPHgBSU1P57LPPmDJlCsHBwdoGKITIwdk/lMoj9xK39XWSj828577FXTFfEiqEEPmid8tffzEnd+lDJorG5s2bOXTokH27fv369OnTR8OIhBBC5EfHjh05c+YMf/2VlVV+9uxZfv/9d/r166dxZHlzrd4Nl+C+pIf/hvnsEszNJ2GsVLx938XDOXz4MBs3brRvV65cWXqsCyGEBoYPH86ZM2dITEwEYPny5TRo0AB/f3+NIytdFEVBcfFG5+KNs0/tfN1HtVmwmeOztRyJdqh+cTvxwl4FwxSDmpmS5+PZ0uOxpcdjSTgPgAuQegNS87qDzgm9sUK2ViO3W5JUcGg/or/VlkTn6o/O2c1+94R9H9hXH2bnpFhp670X2+npUIyrEoUQQpQ+er2eMWPGoNfr2blzJ5BVNeuzzz7j5Zdfpnbt/L2mCiGKj6J3Qeda4b77FXfFfEmoEELki3vdQcRtmerQqyg7Vc36Q+dWZ2AxRybKg/DwcFasWGHf9vLyYvz48SV2dbMQQog7FEVh9OjRREREEB0dDcDvv/9OSEgI9erV0zi6vHm2+3+YI9ajqBnEbnmFysN3oCjyulMaxMTEMH/+naoiLi4uPP/88xgMBg2jEkKI8snd3Z2nn36ar776CoD09HTmzp3Lq6++il6v1zi6sk3ROaF3C0Dvlv9WVzaLOVsrkphsLUlisJrvVMGwpEaTkRKFzpIEtoy8Hgxr2g2saTfy34rEyRWdawA6F28yY07kvs+tohfFvSpRCCFE6aTT6Rg9ejROTk5s3boVALPZzBdffMHkyZMJCQnROEIhhC09AefojSRumUH0lY1YU6/n637FWTFfEiqEEPmiN/riHfZmrqsDIOsf2mvpQQSpRlyLOTZRtqWlpfHdd99htVqBrDfmnn32Wby8vDSOTAghRH65urry3HPPMW3aNKxWK6qqMnv2bN5++218fUvmRXAnr5qYq47A9fJ8Mm78RcrJhXg2elrrsMR9WCwWvvvuO9LS0uxjI0eOJChIqqgJIYRWGjduTIcOHdixYwcAFy5cYM2aNSW6WlV5pXMyovOogpNHlXvuZzKZOHnyJA0aNMDoZHVIwLCaorEkX8GScI7M+HNkxp/Flp6Qr+dXLSasyZFYk/OxbzGvShSipLl+/Tr9+vVjxowZtGnTRutwhCjRdDodI0aMwMnJyV7JMD09nS+//JIXXniBxo0baxyhEOWLqqpkRB/GFL6OtPB1pF/fg6dqxfSAj1OcFfMloUIIkW8+YW8D2PtX3qaqWQkVlZwi+G3O6zw58UupHCAKhc1m4/vvvycmJsY+1rdv3xK9olkIIUTuatSoweDBg1m2bBkASUlJzJw5k1dffRVnZ2eNo8udqdrTuMeux5Z2nfid7+BeZwA6F0noK8mWL19OeHi4fbt9+/a0bdtWu4CEEEIAMGTIEM6ePcvNmzeBrGpVDRo0oE6dOhpHJvKiqipqZio2cxxWc1xWyw9TLFZzPOkpN3C9ep6kmzqSLUm3WovEYjPHYzPHoVrTiyXG4lyVKERJcvXqVcaPH09ycj6yj4QQQNYivSFDhuDk5MS6desAyMzMZMaMGYwdO5awMGnzKURRsprjMUX+iSl8Habw9VjTcpnHObmS4tKIfRehU8BB9IrNXp3sboreWKwV8yWhQgiRb4qi4NvmHbxCJ5J2/mcsqVHoXCuyYt1hOujnYtBZaJz+PRtXN6f7gPFahyvKgN9//50jR47Yt+vXr0+fPn00jEgIIcTD6Nq1K+fPn+fAgQMAXLp0iWXLljF69GiNI8uD3g3PNu+RuHkC1rQbJOz7EL+OH2odlcjDzp072bJli327cuXKDB8+XLuAhBBC2BmNRp599lmHalVz5szh3Xffxd3dXevwyjRVVVEzku8kRZjjsJpuJT+kx2G9lQSRlTgRj+1WYoTVHAe2vJt1uMIDryIEQG9Ab6yAzuiLzuiH3iXrs87oh/7WWMbNwyQfn33fhyrOVYlClAQ2m42ff/6Zjz/+WOtQhCiVFEVh4MCBODs789tvvwFZv1dz584lNTVVkvGFKESqaiMj+gim8LW3qlDsBdWaYz9n3xCcqz5GlK0u5+J92LBxGwBOOiudAg6hArnlVHiHvVmsrd8koUII8cD0Rl+HkoqDaySy7NMrdPddg1Gfgdfptzl+pCmNQ1trGKUo7Y4cOWKf2AL4+voyfvx4qX4ihBClmKIoPP3001y/fp1r164BsH37doKDg+nQoYPG0eXOWHco5tNzSb++h8RDX+LZeBzOvnW1DkvcJTw8nMWLF9u3jUYjzz//PAaDQcOohBBCZFejRg0GDBjATz/9BEBcXByLFi3iueeeQ8lr6ZmwU1UbtvQkbOlx9oQHmykWW/qtr28lRtz5OtaeLJHbxeuHjkdnQO/qj97VD72L350ECePtBIkK2b72RX8raUJxcrvv9/uv3Rvxss3DSbGWmFWJQpQEZ86c4V//+hcjR47kkUceYcKECVqHJESpoygK/fr1w83NjR9//BHISj5cunQpCQkJVKtWTeMIhSi9rOZ4TBEbsqpQRKzHmnYjxz6Kkxuu1bviWqMXrsE9cPauSUpKChtnzeLMmW32/fYltCQsLAzXyPkOFfMVvRHvsDftFfWLiyRUCCEemre3N92e/h/75l8mzO8YFY3xnP7tGSpW2kzFihW1Dk+UQlFRUcydO9e+7eTkxAsvvICXl5RZF0KI0s5oNPLiiy/y4YcfkpaWBsCSJUuoUqUKNWvW1Di6nBRFoUKXz7i25BGwZRK77XWCnlildVgim6SkJL799lssFot9bNy4cQQFyapVIYQoaR577DFOnjzJqVOnADhw4AANGzYssYmVRUG1WbFlJN6qCnE7GSI2W6WIuxMkbleTiAfVVujxKE5u6FwrZKsUcTv54XaCRIUcyRIZqiunzl6iYcOGuLq6Fmo80dHRLFi6mhYeTbNWJd5qM3u34l6VKERJUKlSJTZs2EBQUBB79+596Mczm83336kI3H5erZ6/qJXl4ytLx/bII4/g7OzMkiVLsNmyXl/Xrl1Lo0aNSuS1icJQlr5/dyvLxwYl9/hU1YYl5gjpl/8kPXIDmTf35zpf1fvUw6V6d1yqPYah0iMoehcALEBaYiJz587lzJkz9v0NBgPPPvsswSEh2NLfwnxxNTbTTXSuFTHW6o/OxfehzkVB7lsqEypMJhMtWrSw/5G7zWAwcOzYMQAuXrzIRx99xIEDB3BycqJbt278/e9/d3gzLiUlhY8//piNGzeSmppK8+bNeeedd3L0b5w3bx6LFi3ixo0b1KpVi5deeonHHnus6A9UiFKkdu3aXO32CRE7xlDDPYr67ufYPvcpuvYciJIRi94tCPe6g+SfXXFfJpOJb775xuFFbdSoUQQHB2sXlCjVZN4gRMlTsWJFxo0bx4wZM1BVFYvFwrfffss777xTIpPnXAJb4tFoDCknvsd0aQ1p4etwC+6pdVgCsFqtfPfdd8THx9vH+vXrR2hoqIZRidJM5g1CFC2dTsfYsWP597//TUpKCgBLly6leiUffNL2Yk2LKjXXD1SbBVt6gkOrjOyJENkTI+xJEeY4bOkJgFro8SgGzzwqRfjeSorImSyhc/FF52R84OfKNBWo2cd9WSwWvvvuO8xmM7vMWa/lHQNPgC3Dvo9WqxKFKAl8fHwK9fEuXrxYqI9X2p6/qJXl4ysrx+bu7k737t35888/sVqzqjmdOHGCuXPn0qVLlzJbKbmsfP9yU5aPDUrG8SmZiTjH78M5fjfO8XvQZcbn2EfVuZLp04pMv7Zk+rbDZqyUdUMSkHTBvp/ZbGbdunXcuHGnkoWLiwu9e/fGYrFw8uTJW6OtwUjWFPrCdeB6UR1enkplQsWZM2ew2Wx8+umnVKlSxT5++49bUlISzzzzDBUrVuTjjz8mNjaW//73vzlWPL/66qscPXqU119/HQ8PD6ZPn86YMWP4/fff7ZOT2bNn8+mnnzJp0iQaN27MTz/9xMsvv8z8+fNp3VraGQiRXafOXVka/ia+N9/Gy9lEc5fNJG7dbL89bstU+z+9Us5T5MZmszFv3jyioqLsY126dOGRRx7RMCpR2sm8QYiSqUmTJvTr14/Vq1cDkJCQwMyZM3nllVdwdnbWOLqcfB/5N6nnfkLNSCZu62u4VnsURV/y4ixvfvzxR86ePWvfDg0NpU+fPhpGJEo7mTcIUfS8vb155plnmD59OqDS2ns/6avnEqvcqTRUnNcPVGsmVlM0urRwMqKSUdWUuypEZE+QyJYYkZFYJPHoDN725IfcEyPutM/QGX3tSRSKvvS3uVq5ciURERG3thScGr5MjSf7kHb+ZyypUTi5B+FWZ2CJT7YRorSoVasWRuODJ1U9LLPZzMWLFzV7/qJWlo+vLB5bw4YNCQkJsSf0AZw/f96eBFrYlZi0VBa/f7eV5WMDbY8vqwrFYdIj/yT98gYyb/71QFUo8hIfH8+3337rkEzh4+PDiy++SGBgYKEfR3a3z+eDKJUJFadOncLZ2ZkePXrkerF1yZIlJCUlsWrVKvz8/AAIDAxkwoQJ/PXXX7Rq1YpDhw6xZcsWZs2aRefOnQFo1aoV3bp1Y/HixUycOBGz2czMmTN55plnmDRpEgCdOnVi+PDhzJgxg++//77YjlmI0uLJkRPY8vlCvDiQoySjajWTsPs9AHzbvKNBdKKkW7lyJUeOHLFv16lThyFDhmgYkSgLZN4gRMnVu3dvIiIi7H/7z58/z6JFixgzZkyJS750cg/Ct807xG3/O5nxZ0g68jXeLaZoHVa5tnnzZrZs2WLfDgwMZOzYsWV2FZEoHjJvEKJ4NGnShF69epH010f2tg7ZFeT6gWpJx5qee/KDQ4JEejw2U9Zt1vQ41IxkAHyAuAOFdYQKOhefPFpo+KLLnhjh4riPoiuVl2sf2oEDB9i4caN9u0qVKgwZMgS9wYBn43EaRiZE2WU0GjV9s1jr5y9qZfn4ytqxNW7cmNdee40vvviC5OSsecHZs2eZPn06L730Er6+ZSuRr6x9/7Iry8cGxXd8VlMspogNmCLWkRaxAVvazRz7KM7uuFZ7FNfgXrgG98DZq0a+H//q1at8+eWXJCQk2Mf8/PyYMmVKiW3fWipn6KdOnaJOnTp5rlzbsWMHLVu2tF/cAOjYsSPu7u5s27aNVq1asWPHDtzc3Gjfvr19Hz8/P1q3bs22bduYOHEiR44cISkpiR49etj3URSF7t278+mnn2I2m8tkppMQD0NnTaGOy3FUa+49LgES903DK3SirCgQDnbs2MGGDRvs276+vkyYMAEnp1L5UiVKEJk3CFFy3V7xMW3aNK5fzyrXt3v3bgIDA+ndu7fG0eXk1WwyycfnkBl/jvg9/8Gj/gj0bhW1DqtcOn78OMuWLbNvu7q6MnHixDJ94UQUD5k3CFF8+vboSET4KFQ17+sHCXs/xMmzBtgybyVFxNkTIWzmrMSI20kUamZq4Qep6LLaYtxdFcL+9a0ECRc/x2oSLj4oOn3hx1NGXbt2jfnz59u3DQYDzz33HAZD6a+6IYQQonSoVq0aU6ZM4csvvyQpKQnIetP3o48+YvLkyVSrVk3jCIUoOqpqI+PGQdLC12IKX0f6jf25VqFwrtAQt+BeuAb3xFi5fYEqpJ06dYqZM2diytZCrnbt2nTs2BFvb++HOo6iVCrfpTp9+rT94uuhQ4cwGAz06tWLN954Aw8PDy5cuJCjzKtOp6Nq1aqEh4cDcOHCBapWrZrjjbrq1avz66+/2vcBCA4OdtinRo0aWK1WIiMjCQkJeeD4b5cNKg9uH2t5OuaiUJrOY9qppWBLz/NiCNxaaXJyGW4NxhRfYJSu81iSFcV5PHfuHIsWLbJvu7i42C+emIqoN6uWyuvPolbHK/OG0qO8/m4UttJ4HsePH89nn31GamrWGyGrVq3C19eX0NBQzWLK6zx6tP2A+D+GoGYkEb3tbbw7f6VFeKVGUfw8Xr9+nVmzZqHeWs6s0+l45pln8Pb2LpPzBiidv9cPS+YNMm/ITXn8XXgYJf18pZ1Zjj5bm49c2TKIWV8I1QkUPToXXxSjb1aChIsvyq3POqMfVr0H0QkZBFarh9GzYtZtRl8UgzeKkr/KRypgP5r0jIePuQQrzJ8ts9nM119/TXp6un1s2LBh+Pj4lInX9ZL+e1jSFPR8yfkVQhQGf39/BgwYwLZt2+xz+4SEBD755BMmTJhAo0aNtA1QiEJkNcVgithAWvg6TBEbsJmic+yjOHvgWj2rCoVbjR44eVV/qOfcvn07ixcvxma7k6zRokULRowYwblz5x7qsYtaqUuosNlsnD17Fp1Ox2uvvcbEiRM5duwY06dP5/z58yxcuJCkpCTc3d1z3Nfd3Z2UlBQAkpOT8fDwyHWf2xdyb5f2uXu/2499+7Ee1IP2ZSkLyuMxF4XScB6Nkcdxy8d+URHHMasnizye3JSG81gaFNZ5TEhI4JdffnF4Ee3SpQsJCQkOJZ/KIvlZLHoybyidyuMxF4XSdh67devGb7/9Zn89+OGHH+jfvz8BAQGaxpXzPFbFw7cdhvjdpJ1eQJTro1g96mkSW2lSWD+PJpOJn3/+2eFNl0ceeQSr1crJk9rMLYtTafu9Lm1k3lB6lJfjLCwl9Xzl9/pBQaiKMzZjJazGytiMVbC5BKE6eWJz8kR18kB18sz24Q6KE1SEy+lAOoAZuH7rQ+TlYX+2VFVlw4YNREffuYDfuHFjXF1dy9zrekn9PSyp5HwJIbRiNBqZOHEiS5cu5eDBg0BW0tb06dMZNWoUHTp00DhCIQomqwrFgTtVKKL2k5US7Mi5QiPcgnviGtwLY+VHClSF4m42m42ff/6Z9evXO4x36dKFYcOGOVzjKalKXUKFqqrMnDkTf39/ateuDUDr1q3x9/fn9ddfZ/v27QC59lxWVdU+brPZ8uzLnH2fvGIACtybt1atWuWmdKfZbObixYvl6piLQmk6j2lKY5Ii7r9fUI3GuDVoWPQBZVOazmNJVpjnMTk5mZUrVzq8YA4YMIAuXbo8ZJQlW3n9Wbx93MVJ5g2lS3n93ShspfU8NmzYEE9PT3vFIqvVysaNG5kyZQoVKlQo9njudR4tlb8iZnlbFJsF/+vf4td/bZ5/I8q7wvx5TE9PZ8aMGQ5vNHfu3JmBAwc+bJglXmn9vX4YMm+QeUNuyuPvwsMo6ecrv9cPUPSgWh/osRU1E70pEr0pMn93cPbAqnPH2c0vq52HwRvFxRudwefWZ++sNh63vlZcfOz7KM6e5W4eUFg/Wxs2bLCvAIascs9jx45Fry877VJK+u9hSVPQ86XFvEEIUXbdbj21cuVKe4tqm83GggULuHnzJgMGDCjwfF2I4pRVhWJ9tioUMTn2UQyeuFa7VYUiuAdOnoXb3iY9PZ25c+dy+PDhO8+pKAwZMoRHH3201MyjS11ChV6vp02bNjnGb7/5dubMGTw8PHJdzZGWlkZQUBAAnp6exMbG5tgnNTUVT09PALy8vOxj2fu2pKWl2R+jIIxGY7nr7Vsej7kolIbzaGg4nOSdb6Ja8y61Z1N1uNcZiFGjYykN57E0eNjzaDab+e6774iJufMi3rFjR3r16lVqXkQflvwsFj2ZN5RO5fGYi0JpPI+dOnUiLi6OP/74A4CkpCRmzpzJG2+8UeDfoYeV63l0bUpGs5dIOvgZmVF7sEWuxqP+cE3iKy0e9ufRarUye/ZsIiPvvDHWpEkThg8fXq4uZJXG3+vSROYNpUd5Oc7CUlLP1/2uH6iATm+k2nMRKE6u2NLjsaUnYDMnZn1Oj8eWfvvrBKy3PtvMtz6nJ9rvk1sPaAeZKehJwZZ+g/vsmZOiQ+fic9eHNzqjL/rbX7v43vrsc6vNSLavnUrvm+wP87N19OhR1qxZY9/28fHhhRdeyLXCT1lQUn8PSyo5X/fXpk0bzpw5o3UYQpRZOp2OwYMHU6FCBZYtW2ZPfF63bh3Xrl1j/Pjx8ndKlDiqzUr6jQOYblehuPEXuVah8G+MW43bVSjaFUoVitwkJCQwY8YMh2s5Li4ujB8/XtM2vwVR6hIqbty4wdatW+nUqZP9YgXc6ZPm6+tLzZo1Hb45kJU9duXKFXr06AFAzZo12bFjBzabzeECXGRkpH0lSs2aNQGIiIigadOm9n0iIiIwGAxUq1a4WTpClAV6oy/eYW+SsPu9HLepKmS9T25j9Q/v8+SLn5WpVQci/ywWCzNnznT4W92wYUNGjBhRbpIpRPGQeYMQpU///v2JiYlh//79ANy8eZPp06fzt7/9DRcXF42ju8O3zduknF6ELe0mcTvewq12P3TOOdsAiIenqioLFizg+PHj9rFq1aoxfvz4cpVMIYqezBuEKF75uX4Q7fskwUZfAHROlcC90gM/j6qqqJkp2MzxtxIv7iRa2NITsZnjyUiNJf5mBF6uoFiSHRI01Izk+zyBDZs5Dps57oFjA1D0LjkTMozZEjNcfNG5+KC/laShuytJQ9GVjsu7VnM8qedWYk2LIjndhQUrz3HrvSn0ej0TJkywJ5sJIYQQJUXXrl3x8/Nj9uzZZGRkAHDs2DGmTZvGxIkTqVixosYRivLOmnYTU8SGO1UozDmT+xWDJ67Vu+EW3AvXGj1w8qxa5HFFRETwzTffEB8fbx/z8fFh8uTJpfL/3dIx484mIyODf/zjH0ycOJEpU6bYx9esWYNOp6Nly5bcuHGDOXPmEBcXh5+fHwDbt28nNTWV9u3bA9ChQwe+/fZbtm/fTufOnQGIi4tj//79vPDCCwA0b94cNzc31q1bZ7/Acbu3X1hYGAZD0WTsCFHa+YS9DUDivmkOK01s6MFmQ69TCc2YzeofAug3fBJp53/GmhaF3i0I97qD0N+6WCLKJpvNxg8//ODQD7VGjRo8//zzkmAjCp3MG4QofXQ6HWPGjCEpKcm+4io8PJxZs2YxceLEEvNaoXPxxq/9/yNmwwSsKVdJ/Ou/+Lb7l9ZhlUm//PILu3fvtm/7+/vz0ksvyWogUehk3iBE8cvr+oFF1bM7pim7Txswhh6jSZMmBX4ORVFQDJ7oDJ5A9Vz3MZlMXDl5khoNG+Z4fVFtFmwZSbcSMnJWx7CaHStl2O6qlHGvCp4AqjUda9oNrGk3CnZ8zh63Ei28byVe3F0tI2eShv5WkoZiKPp2JaqqkrDvgxzf4+eq69kd25RdMaGMHDnSnnAmhBBClDShoaG88cYbfP3118TFZSVQXr9+nQ8//JAJEybQoEEDjSMU5Ylqs5IetR9TxFrSwteRceMguVWhMPg3wTX4VhWKSu1Q9M7FFuPu3btZuHAhFovFPla9enUmTZqEj49PscVRmEpdQkW1atV44okn+O677zAYDDRr1owDBw7w7bffMnLkSGrVqsXIkSNZuHAhY8eOZfLkySQkJPDf//6XTp060bx5cyCrD2pYWBivv/46r7/+Oj4+Pnz11Vd4enoyfHhWuV5XV1fGjRvHjBkzcHZ2pnnz5vz000+cOHGC+fPna3kahCjRFEXBt807eIVOJO38z1hSo3ByDyLDvys/ffsaj3n/ikFnoWHch0TM/BAdd/6oxm2ZinfYm/iEvS2VCsogVVVZuXIle/futY8FBAQwefJk6SUqioTMG4QonZydnXnxxRf55JNPuHLlCgDHjx9nwYIFPP300yWmKoFHw6dJOvItGTcPkvjXp3g0fAZn72CtwypTNm/ebG8BA+Dh4cHLL7/s0CJBiMIi8wYhil9u1w9iUxS++fk8aZlZly1nz57Na6+9ptlKNkXnhN7oh97oV6D72yzmbIkWifZKGba7K2Vkb1uSbT9U6z0fX81MwZqZgjX5ckEOzrFNSbbWJHpj9jYljokZVpsR7pMoclvCvg9yrULipFjpFHCI2rVq06FDhwePXQghhChG1apV46233uLbb7/lwoULQFa7vi+//JKhQ4fSpUsXeT9DFBmrKRrDjTUkXPuEjKubc62Mphi87lShCO6Bk0eV4o/TamXFihVs2rTJYTw0NJTx48eXqMqzD6rUJVQA/Oc//6FGjRqsWrWKr7/+msDAQF5++WXGjx8PgJ+fHz/88AMffPABr732Gu7u7vTq1Ys33njD4XGmT5/ORx99xMcff4zNZqNFixZ8/vnnDhfnJk+ejF6v58cff2Tu3LnUqVOHr7/+mpYtWxbrMQtRGumNvng2Hucw1u/56az9Jokuflsx6C1Z5R2zzTNUq9n+j7Zvm3eKMVpRHH7//Xc2bNhg3/b09GTKlClS1lMUKZk3CFE6ubq68vLLLzNt2jRiY7PKFe7evRuj0ciwYcNKxIUKRdFRoctnXP+xM6rVTNz2Nwnsu0zrsMqMnTt3snTpUvu2wWBg8uTJBAYGahiVKOtk3iCENrJfP/AFBjpvY9GiRUBW253p06fz97//HV/f0lfRUudkROcUBO5B99/5LlntSlIdEi+sORIyblXHyFYp4067kqT7PEHB25X4AVF7XW5VxLjTmkRnb03iDXoXEvd9mOv9FSVrLWXVtN+wmuOlWqkQQogSz8vLi6lTp7JkyRJ27twJZFVjXrp0KZcvX2b48OFSaU4UiqwqFPswhd+qQnHzIB7A3emsBv+m2apQtC3WKhR3S05OZtasWZw9e9Zh/PHHH6dv374lZnFUQZXKhAoXFxcmTZrEpEmT8twnJCSE77///p6P4+3tzYcffsiHH+Y+sYesTPmJEycyceLEgoYrhMimUqVKdBoxDdvadugUlbzeC0ncNw2v0InyD3UZsmHDBn799Vf7touLCy+99BIBAQEaRiXKA5k3CFF6eXt7M2XKFD7++GNSUlKArIoFBoOBgQMHloikCmPldrjXH0Hq6SWknf8Z0+UtuFbronVYpd7+/ftZsGCBfVun0zFhwgRq1qypYVSiPJB5gxAlQ6dOnYiKimLjxo0AJCQk8NVXX/H666+Xq5ZPWe1KPNAZPMDzwSt0qDYrtozEPKpjJGB1SMi4q2VJegKqxXTvJ3jYdiVkLaxJO/9zjgU5QgghREnk7OzMU089RdWqVfnxxx9R1axWCzt37iQyMpLnn39erneLArGm3iAtYh2m8HWYIv7Elh6fYx/F4I1rjVtVKGr0wMmjsgaR5hQZGck333xjb4kDWf9bjxs3jmbNmmkXWCEq3ekgQohSKcByCJ2Ss6dTdrf/oRZlw9atW1mxYoV929nZmcmTJ1OjRg0NoxJCCFEaBAYGMmXKFIc3T9atW8eaNWs0jMqRX4cPUJzcAIjdMhXVZrnPPcS9HDlyhLlz59ovTCmKwrhx42jSpInGkQkhhChOgwcPpkWLFvbtq1evMnPmTIdezCJvqmpDzUxBzUxFzUxDtZhQrRmotkxUmwVVtQGgoKAoehSdE4regOJkRHFyQ3F2B6V4Lh1bUqOK5XmEEEKIwqAoCo8++igvv/wybm5u9vHLly/zwQcfcOTIEQ2jE6WFarNgvraLuF3/5OriNkR+V42Y9c+Sena5QzKFISAU92Z/I6npN1Qcc5HAx5fi2eiZEpFMoaoqO3fu5OOPP3ZIpqhYsSJ///vfy0wyBZTSChVCiNLNmpa/f5TlH+qyYffu3SxevNi+rdfreeGFFwgJCdEwKiGEEKVJ9erVeemll/jiiy9IT08HYPXq1RgMBrp3765xdODkUQWfsDeJ3/V/ZMaeIPnYbLxCX9A6rFLp5MmTzJo1C5vNZh976qmnaN26tYZRCSGE0IJOp2Ps2LEkJibae5WfOnWKBQsWMHpYf0wXVmFNi0LvFoR73UFlqsKlas3IqhyRkZT1cfvrbJ/VjCRs6UlZFSgykm/ddudrNSOZrKYaRU9xcstq9WHwRGfwRrn1tTX1BunXd933/k4FaIcihBBCaK1hw4a88847fPvtt1y+fBmAtLQ0vv76a3r37k3//v1LfZsDUbgsqVGYwtdjCl+LKXJjrlUodC4+uFbvhmtwL1yDe+DkXgmTycTlkydRdCXnbX2z2cySJUvYs2ePw3iTJk0YN26cQ7JRWVByzrwQotzQu+XvH2X5h7r027lzZ45y3c899xyNGzfWMCohhBClUe3atZk0aRJfffUVmZmZAPbqRyUhqcKrxVSSj3+PJekS8bv/hXu9oeiNflqHVaocP36cb775xmHl8fDhw2nfvr2GUQkhhNCSwWBg4sSJTJs2jZs3bwIquvPfEjlrMjoy7fvFbZmKd9ib+IS9rWlLMFVVUTNTb7XZcEx0ULMnPaQnZ9vHMWlCTU9Ctd7dIbuIKDp0Bi90Bm90Ll4oBq9biRFeWR8ud27T3bpNMXiTqRq4EHmTkIYtcPOqmGe/7lNH9+J0tQt6xZpny1dFb8StzsAiPEghhBCi6Pj7+/Pmm2+ydOlSduzYYR//448/uHjxIs8++yxeXl4aRii0pNospF/fS1r4Wkzh68iIPpzrfoaAZrgG98QtuBculdqUqMSJ3Fy9epVZs2YRFeW4KLosJxKV7O+IEKJMcq87iLgtU/O8QKCqgM6AsVpXko7NKbMrTsq6bdu2sWjRIvu2oiiMHTuW5s2baxiVEEKI0qxevXq88MILfP3111itViArqSIzM5M+ffpoGpvOyYhfp2nc/G0oNnMc8bvfw7/rF5rGVJocOXKEWbNmOSRTDBw4kK5du2oYlRBCiJLAw8ODl19+mWnTptHEZTudAg5lXTfI9ga9ajWTsPs9AHzbvFOwJ1It2MxxZGbcqQ6hOlSFuFUNIj3JIQnCsVJEEqi2+z9XIVD0RpRsiQ53kiC8byVBeN767I1iuPO1zuBp30dxdi9YAorJhO3mSXRGvzyTKcLDw/lm9iJaeja1f89yeyrvsDflWo8QQohSzdnZmaeeeopatWqxZMkS+yKQM2fO8J///IexY8fSsGFDjaMUxcWSev2uKhQJOfbRufjiWuMxXIN74lqjR6laXLxz506Hn3MAd3d3xo4dW6ZbtUpChRCi2OmNvniHvWm/2HE3RYF0i43L3zdGUUveihNxf5s3b2bp0qX2bUVRePrppwkLC9MwKiGEEGVB48aNef7555k5c6Y9qeKXX37BarXSt29fTecIbrWfwFjtUcyXN5F8dCZeTZ7F4F92/5ksLAcPHuS7775zaPPRv39/evXqpWFUQgghSpKAgABeemEMGb/OyPONeYCEfR9hrNQWVNWx8sPtahHZKkeod7XI8LOkcXNH7o9buJSsBIdsLTIcv86tUoR3jm1FbyiOYAskMjLS3qptV3ooAB0qnkBRM+z7KHqj/RqPEEIIURa0b9+e6tWr8+233xITEwNAUlISX3zxBT169OCJJ57AyUneli1rsqpQ7MlWheJIrvsZKrbALbgnrsG9cAlqXeKrUNwtPT2dJUuWsHv3bofxWrVq8dxzz+HnV7artJau75YQosy4/Q9z4r5pDpUqbKqCTlFx0VuyFnUU9ooTUeQ2bNhgL8EOd/reSjKFEEKIwhIaGsqLL77It99+a69o8Ntvv2GxWBgwYIBmSRWKolCh8ydcXdQaVCuxW14l6Ml1kgh6D/v372fu3LkOyRSDBg2iZ8+eGkYlhBCiJPI17SNWsd57J2s6USt7F10QOuc7FSDsSRF3WmMot1tk5NEuQ2fwQjF4oihlrwzybVeuXOHzzz8nLS3t1oiCe/PXCe7bjbTzP2NJjcLJPQi3OgOlMoUQQogyp1q1arzzzjvMnz+fw4cP28fXr1/PmTNnGD9+PIGBgdoFKAqFJeUapoj1pIWvxRyxEVtGYo59sqpQdM9q5VGjB3r30vt9v3TpEnPnzr3Vgu+OHj16MGDAAPR6vUaRFR9JqBBCaEJRFHzbvINX6ESHf6hPRXtS4fBodIqa54qTxH3T8AqdKP94lzCqqrJq1SrWrl1rH9PpdDz77LO0bNlSw8iEEEKURU2aNGHSpEl8/fXX9jKDa9euJS0tjREjRmjWr9Hg3xivps+TdORrzFe2kHZhFe7SFzxXmzdvZtmyZaiqah8bOnQo3bp10zAqIYQQJZU1Ler+O92D4uyeLcHhTtKD4uKNTedGTIKZwKp1cHGvkC0Z4k7lCMXFG0XvIomS93Dt2jU+//xzUlNT7WOdO3fmySefRFEUPBuP0zA6IYQQoni4ubnxwgsvsG3bNpYvX26/ZhEREcH777/PiBEjaNu2rcwpShHVmon5+p6sNh7h68iIOZrrfobAlllVKGrcrkJRuhMNrFYrf/zxB7///rvDQhg3NzfGjh1L06ZNNYyueElChRBCU3qjr8M/1PWPzSFWUe9xj6xKFWnnf5Z/xEsQq9XKwoUL2bVrl31Mr9czYcIEmjVrpl1gQgghyrSGDRvy0ksvMWPGDNLT0wHYtm0bSUlJPPvsszg7597Tu6j5tPsnKWeWYTPHErftTVyDe6FzctUklpJIVVVWr17NmjVrHMZHjhxJ586dNYpKCCFESad3y19vac/QiXiEDL5VDSJbZYh7XNA2mUxcOXkS94YNcXWV1+yCiIqK4rPPPiM5Odk+1qFDB4YPHy5vGAkhhCh3FEWhc+fO1KlTh9mzZ3Pt2jUgq23C999/z/HjxxkxYgQeHh4aRyryYkm5iik8qwqFKXIjakZSjn10Rj/HKhRuFTWItGhER0czZ84cLl265DBeu3Ztnn322TLf4uNuklAhhChR8rvixJL6cCtTROHJyMhg1qxZHDt2zD5mMBh4/vnnady4sYaRCSGEKA/q1avHlClTmD59ur209OHDh/n888+ZNGkSbm5uxR6T3uiHb7t/Ebv5JSxJ4SQe+AzfNtIfHLKSMBcvXsyOHXea1Ot0Op5++mnatWunYWRCCCFKOve6g4jbMtWhbWh2qgqqzoBvu/+TipbFLDIyki+++IKUlBT7WNu2bRk1apRmVcOEEEKIkqBKlSq89dZb/PTTT2zZssU+/tdff3H27FlGjx5NaGiodgEKu6wqFLuzVaE4lsteyp0qFMG9cAlsVeqrUNxNVVV27tzJjz/+aF+8BFnXbvr160evXr3K5fxOEiqEECVKflec6AyeJB2bgzUtCr1bEO51B8kFEw0kJyfzzTffcOHCBfuYu7s7L730EjVr1tQwMiGEEOVJ7dq1ef311/nyyy+Jj48H4Pz583zyySdMnjxZk6x5zybPknxsFhkxx0jc/zGeDZ/GybNqscdRkpjNZubOncuRI0fsY87Ozjz//PM0adJEw8iEEEKUBnqjL95hb5Kw+70ct6kqKApsv9mIc1v20qtXLw0iLJ/Onz/P9OnTMZlM9rHWrVszZsyYcnmxXQghhLibwWBgxIgRNGzYkPnz59tbYyUlJfH111/Ttm1bhg4diru7u8aRlj+W5CuYIm5XodiURxWKCrjW6H6rlUcP9G4BGkRaPOLj41m0aJHD4lmAwMBAxo8fT40aNTSKTHuSUCGEKFHyteIEhbjtb4PtTnZc3JapeIe9iU/Y21JKsphcv36d2bNnExsbax/z8/NjypQpBAXlLzFGCCGEKCyVK1fmjTfe4Msvv+T69esAXL16lQ8//JCJEycWe6KfotPj1/lTon7qjmpJI27H21Ts/UOxxlCSxMfHM3fuXC5fvmwfc3d3Z/LkydSqVUvDyIQQQpQmPmFZFZ8S901zuG5gVfXsimnKrphQ+PlnUlJSGDRokLyhX8TOnDnDnDlzyMjIsI+1a9eOp556Ss69EEIIcZfQ0FD+7//+jwULFji8Yb1nzx5Onz7N6NGjZbFBEVOtmZiv7cIUvpa0iHVkxhzPZS8Fl8BWuNqrULQsc1Uo7qaqKtu3b+enn37CbHZ8b65z584MHjwYg8GgUXQlgyRUCCFKlPysOFFQUa3pZM+bUK1m+31827xTXOGWW5GRkcyfP9+h5FPlypV5+eWX8fWVSiFCCCG04efnx+uvv86MGTPs1ZOSkpL45JNPGDNmDGFhYcUaj2u1zrjVHUTauZWknlmKOfQFjJUfKdYYSoKbN2+yZMkSh57qvr6+TJkyhUqVKmkYmRBCiNJGURR827yDV+hE0s7/jCU1Cif3IMIz6rFvzmLAAsCGDRtITExkzJgxODnJ5c+icPHiRTZv3ozVarWPde3alaFDh0oyhRBCCJEHb29vJk2axJ49e1i2bJm9wlNCQgLTp0/nkUceYfDgwVKtohBZkq+QFr4uq5XH5U2oGck59tG5+t+pQlG9e5muQnG36OhoFixYwJkzZxzGvby8ePrppyXJ5xb5j0IIUeLkteLEhg6dastKqsijCEXivml4hU6U9h9FRFVVtmzZwrp161BV1T7eqFEjnnvuOVxdXTWMTgghhMiqevDKK68wf/58/vrrLwAsFgtz5szh2rVr9O/fv1gv8vt1nIbp4hpUq5nYLVOpPHxXmV/ZkN2BAwf49ddfHd5sCQ4OZuLEiXh7e2sYmRBCiNJMb/TFs/E4+3YTYLKrH99884098X/fvn0kJyfz/PPPy/+qhUhVVf7880/+/PNPh/HevXvzxBNPSNVQIYQQ4j4URaFdu3bUr1+fBQsWcOLECfttu3bt4tixYwwePJg2bdrI62oBqNaMO1UowteRGXsil70UXIJa4xrcE7fgXhgqtihX12oAbDYbmzZtYtWqVWRmZjrcJm1ocpKECiFEiZPXihNLejIJ21+/531Vq5m4rX/DyacOercg3OsOkuSKQmI2m1m4cCH79+93GO/WrRtPPvkken35mnAIIYQouQwGA88++yyVKlXi119/tY//8ccfXL58mbFjx+Lh4VEssTh71cC71ask7H2fjJuHSDk53+ENoLLKYrHw008/sWnTJofxVq1aMWbMmHJfKlIIIUTha9CgAa+99hpfffUVSUlZ/a9PnTrF//73PyZOnIifn5/GEZZ+VquVxYsXs2PHDofxQYMG0bNnT42iEkIIIUonX19fXnrpJXbu3Mny5cvtrRaSk5OZN28eu3btYtSoUQQGBmocaclnTbmCy/VVxF9+n4yrW1AzU3Lso3MNuFOFokZ39K7+GkRaMoSHh7N48WIiIiIcxn19fRk9ejSNGzfWKLKSSxIqhBAl1t0rTuL3vp+v+6WcWmT/Om7LVLzD3rRXvRAFc+3aNWbOnElUVJR9TKfTMWLECDp16qRhZEIIIUTuFEWhb9++VKpUiXnz5tmz7Y8fP87777/PhAkTqFmzZrHE4t3qdZJPzMeacoW4nf/Ave6T6FzKbnWG+Ph4Zs2axcWLFx3G+/btS9++fWWFjRBCiCJTvXp13njjDb788ktu3rwJwOXLl/nwww95/vnnqVOnjsYRll4mk4lZs2Zx8uRJ+5her+fpp5+mbdu2GkYmhBBClF6KotChQwcaNmzI4sWLOXbsmP22M2fO8O9//5tevXrRq1cvnJ2dNYy0ZFGtGZiv7rC38siMO4U7kO6wl4JLUNidKhSBLVCU8t2WLCUlhVWrVrFjxw6HCuQAnTt3ZtCgQRiNRo2iK9kkoUIIUWro3YIe+D6q1UzC7vcAMDb9W2GHVC7s27ePBQsWkJGRYR8zGo2MHz+epk2bahiZEEIIcX8tW7bE39+fb775hvj4eADi4uL473//y5AhQ+jSpUuRv8Gvc3bDr+OHRP/xFDZTNPF736dCp4+L9Dm1cvLkSebMmUNKyp3VIM7OzowaNYp27dppGJkQQojyIiAggDfeeIPp06cTHh4OQFJSEp9++ikjR46kQ4cO2gZYCl27do1vv/2WGzdu2MdcXFyYMGGCrGAUQgghCoGfnx+TJk3i0KFDLFu2jISEBCCr+uNvv/3G/v37GTJkCE2aNNE2UA1lJkVgupVAYbq8GTUzNcc+OqM/bjV74lrjdhWKChpEWvLYbDZ27NjBqlWrSE11PG8VK1bkqaeeIiQkRKPoSgdJqBBClBrudQcRt2UqqtX8wPdN3DcNQ72xRRBV2WUymVi6dCl79uxxGK9ZsyaPPPIIdevW1SgyIYQQ4sHUqFGDd999l7lz59p7k1qtVpYuXcrp06cZPXo0np6eRRqDe8hQko7OJP3qDpIOT8ez8TgMfvWL9DmLU2ZmJr/88gt//vmnwyqHoKAgOnXqRLNmzbQLTgghRLnj6enJq6++yg8//GBvW2m1WlmwYAGXL19myJAhODnJZdH82L9/Pz/88IPDIosKFSrQrVs3ateurWFkQgghRNmiKAotWrSgQYMGrF69ms2bN9v/v75x4wbTp0+nUaNGDB48mMqVK2scbdFTLemYr2WvQnE6506KDpegMJyrdOOqpTYhYQNxc3Mv/mBLsPDwcJYsWWJPNL7N2dmZ3r1706NHD6l+kg/yn4MQotTQG33xDnvTXnHiQahWM+aLq4HWhR9YGXT27FnmzZtHXFycw/hjjz1G7969OXPmjEaRCSGEEAXj4eHB5MmTWbt2LatXr7ZflDh8+DAXLlzg6aefLtLKS4qiUKHz/7i2uC3YLMRtfZ3AAavLRPuLK1euMHfuXK5eveowHhYWxpNPPsmFCxc0ikwIIUR5ZjAYGD9+PFWrVmXVqlX21/4tW7Zw6dIlnnvuOQICAjSOsuSyWq389NNPbNy40WG8bt26jBkzhsjISI0iE0IIIco2V1dXhg0bRps2bVi0aJHDa+6JEyc4deoUnTt3pm/fvnh4eGgYaeHLTAzPqkIRsRbT5S25V6Fwq4hbjR64Bt+qQmH0w2QyYT15sty39MguNjaWVatWsW/fvhy3hYaGMnToUPz9/TWIrHSShAohRKniE/Y2kFVx4kErVdhMN0HaP91TZmYmq1evZsOGDQ6rS93c3Hjqqado0aIFJpNJwwiFEEKIgtPpdPTp04datWoxZ84ckpKSAEhOTmbGjBl07NiRwYMHF1m/SJeKzfFsPJ7k47MxRazDdGkNbrUeL5LnKg5Wq5U///yT1atXY7FY7OPOzs4MGTKETp06YTY/eGUxIYQQorAoikKvXr2oUqUKs2fPtr8uRURE8P/+3/9j1KhRhIWFaRxlyXPjxg3mzp2bYyVj9+7dGThwoEO1CiGEEEIUjeDgYP7+97+zY8cOVq9ebW+tabPZ2Lx5M3v37qVfv3506tSp1FbeUi3pmK9uv1OFIj6XhZyKDpegNrgG98QtuBeGis0kceIeTCYTf/zxBxs3bnS4VgPg7+/PsGHDpJV7AZTO3zAhRLmlKAq+bd7BK3Qiaed/xpIahSXhHCmnFt33vjrXiqDed7dy69SpUyxevJibN286jNevX59nnnkGX19fjSITQgghClf9+vX55z//ycKFCzl8+LB9fPv27Rw/fpwRI0YUWe9I30feI/XscmwZicRuex3XGt1R9IYiea6iFBkZyYIFC3KsTq1evTrjx48nKChIo8iEEEKInJo0acJbb73FzJkzuXbtGgBms5k5c+Zw6tQp+vfvr3GEJYOqqmzbto3ly5eTmZlpH3dxcWHMmDG0bNlSw+iEEEKI8kev19O5c2dat27N77//zqZNm7DZbACkpaWxbNkyNm7cSL9+/QgLC0OnK/mJBpmJlzCFryMtfC3my1tQLWk59tG7BeJqr0LxGHqjX/EHWspkZmayY8cOfvvtN3vyzW3Ozs707NmTnj17YjCUvmtQJYEkVAghSiW90RfPxuMAsJrjST37U54VK1QVLKqeNYct1KonqyTvlpyczIoVK9izZ4/DuJOTE4MGDaJr166lYiImhBBCPAhPT09eeOEF9uzZw9KlS+0rVuPj4/n6669p2rQpjRs3LvTn1bsF4NP2H8Rtew1LwnkSD32FT6tXC/15iorZbGb16tVs2rTJoZrV7RXAffv2LbUrY4QQQpRtQUFBvPXWWyxfvpxt27bZx3ft2sXJkydp27YtDRs21DBCbSUmJvLDDz9w/Phxh/FKlSrx/PPPU6lSJY0iE0IIIYSbm5u9EuSKFSs4evSo/baYmBjmzZvHunXreOKJJwgNDS1R7UVtFjPmq9uzWnmEryUz/mzOnRQdLpXa4hbcE9fgXhgCQqUKRT5ZrVZ2797N77//nqOFu6IotGvXjv79+8uC2YckV7qEEKWe3uiLd9ibJOx+L8dtqgqKArtjmrLrzDH+OnKO9PR0unTpUu6TBKxWK9u2bePXX38lNdWxF1lwcDBjxoyhcuXKGkUnhBBCFL3b/1jWrVuXH374gTNn7pSWPHr0KKdOnSIlJYUePXrg7OxcaM/rFfoiycdnkxl3moR9H+DRYBRO7iW7ooPNZuOvv/5i5cqVxMfHO9wWGBjImDFjqF27tkbRCSGEEPljMBgYNWoUDRo0YMGCBaSlZa2ITEhIYO3atcTExDBixIgy14/8Xmw2G1u3bmXVqlU5WnU9+uijDBw4UFYyCiGEECVEYGAgkyZN4uTJk6xYsYKrV6/ab7t27RrffPMNNWvWpF+/fjRs2FCzxIrMxIu3qlCsu0cViqCsChTBPXCt/hh6o7zh/yBsNhv79u3jt99+Izo6Osft9evXZ/DgwVSrVk2D6MoeSagQQpQJPmFvA5C4b5pDpQpVZ2BXbFN2xWStMDWbzSxbtozt27czePBgGjVqpEm8WlJVlaNHj/LTTz9x48YNh9uMRiMDBgygc+fO5T7hRAghRPnh7+/P1KlT2bNnD8uXL7cnGmZmZrJ69Wp27tzJwIEDadWqVaFcjFD0zvh1/h83fn4cNSOZ+J3vEtBj9kM/blE5f/48y5cvz9FH3cnJiV69etGrV69CTTgRQgghilqLFi2oUaMG8+fPd0io/Ouvvzhz5gyDBg2ibdu2Zf7/4oiICBYtWkRERITDuI+PD2PGjCnXFTuEEEKIkqxhw4a8++677N+/n9WrVxMTE2O/7dKlS3z55ZfUqFGDPn360LRp0yKf09gsZsxXtmVVoYhYS2b8uZw7KXpcKrfDrUZPXIN73qpCUXIqaZQWVquVffv2sXbtWqKionLcXrVqVQYMGEDjxo3l/BYiSagQQpQJiqLg2+YdvEInknb+ZyypUTi5B+FWZyA+qTYSlizh2LFj9v2vXbvGl19+ScOGDXniiScIDg7WLvhidOHCBX755ReHC0a3NWvWjOHDh0vpJyGEEOXS7WoVTZo0YcWKFezevdt+W2xsLLNnz+bPP/9k4MCB1KtX76H/KXWr0R23Wn1Ju/gbKSd/wKvpC7gEtXrYwyhUV69e5ddff+XQoUM5bgsJCWHUqFEEBZXsyhpCCCFEXipUqMDUqVPZsWMHK1assFdnSE5OZv78+WzevJkhQ4YQEhKicaSFLykpid9++41t27Y5tPACaN26NSNGjMDd3V2j6IQQQgiRHzqdjjZt2tCyZUt27tzJb7/9RlJSkv32iIgIvvnmG6pWrUrv3r1p0KBBoT5/ZsKFO1UormxBtZhy7KN3r4RrcE/cgntirNYNvdGnUGMoTywWC1u3bmXLli05KodCVpu2fv360bx58zKfFKwFSagQQpQpeqMvno3HOYxVMMKkSZPYv38/K1asIDEx0X7byZMnOXnyJI0aNaJPnz7UqVOnuEMuFmfPnuX333/n9OnTOW6rVKkSgwcPLpI+8UIIIURp4+HhwTPPPEPLli1ZunSpwyqP8PBwPvvsM2rXrk2fPn1o1KjRQyVW+HX6mLSI9WDNIHbLVCoN21oieoRGRkayZs2aXBMpfH19GThwIGFhYbLSQQghRKmnKAodO3akTp06zJ07l8jISPttkZGR/O9//6NFixY88cQTZSKJ0Gw28+eff7J+/XrS09MdbgsICGDkyJFSlUIIIYQoZZycnOjcuTPt2rVj8+bNbNiwgeTkZPvtV65c4bvvvqNChQqEhIRQq1YtXF1dAbCa40k9txJrWhR6tyDc6w7Ks/WGzWKyV6FIC1+LJeF8zp0UPcbKj9xq5dETg39TuXbwkJKTk9m0aRObNm3K0Z4NsuZwffv2JSwsTBIpipAkVAghygVFUWjSpAmKohAfH8/atWvt5bwBTpw4wYkTJwgJCaFHjx40atSo1L/42Gw2jh07xvr16zl/PufkxtPTk/79+9O+fXv0er0GEQohhBAlV506dRg4cCAmk4nff//dIfv/woULfPXVV1SvXp0ePXrQokWLAr2WOvvUwbv5yyT+9QnpUXtJOb0YzwajC/Mw8k1VVc6cOcOff/7pUNXrNqPRSK9evejWrZv0URdCCFHm+Pj40LNnTywWC7/++qtDQuXBgwc5dOgQrVu35vHHHy+ViRUmk4nNmzezceNGUlJSHG6TFl5CCCFE2WAwGOjZsyddu3Zlx44drFu3joSEBPvtsbGx7N69m0OHDtGxQwce8T9MxvGvHFqox22ZinfYm/iEvY2iKGQmnCctfB2m8HWYr2zNowpFZXsVCtfq3dC5eBfH4ZZ5ly9fZtOmTezbtw+LxZLj9qCgIHr16kVYWJi8v1MMJKFCCFGu6HQ6OnbsSMeOHVm7di2bN292WJVx9uxZzp49i7+/P506daJ9+/Z4eHhoGPGDS0lJYceOHWzbto3Y2NgctxuNRh599FF69Ohhz0QVQgghRE6KotCqVSvatGnDpk2bWL9+vUNCZmRkJLNnz8bLy8s+v3jQ1lk+YW+RcmoR1tTrxO94B/faT6AzeBb2oeTJbDaze/dutm7dyvXr13Pc7uTkRMeOHenTpw9eXl7FFpcQQghR3BRFITQ0lJYtW7Jp0ybWrFljXwWoqir79u1j//79hIaG0q1bN+rWrVviV1zGxcWxdetWtm7dismU8w2QFi1aMGDAAAIDAzWITgghhBBFwWAw8Oijj9KxY0d2797NunXrHJJFzWYzqYc/IT3gECqQfTajWs0k7H4P06U/sJrjcq9CoXPCWOkRexKFs3+TEj8nKi2sVitHjhxh06ZNnDt3Ltd9goOD6dWrF6GhoaV+UXBpIgkVQohyydXVlYEDB9K9e3d7uaTsFxdiYmJYuXIlv/76K82aNaN169Y0bNiwxK7WyMzM5Pjx4+zfv58jR47kmrHo5uZGt27dePTRR3Fzc9MgSiGEEKJ0MhgM9OrViy5durB9+3bWr1/v0Jc0KSmJ33//nT/++IMmTZrQunVrmjZtiouLy30fW2fwxLf9/yNm/XisqddJ2PcRfh3eL8rDwWq1cvr0afbv38/BgwdzlPyGrGPu1KkTPXr0wNtbVpcIIYQoP5ydnenZsyft2rXjt99+Y8eOHVitViArseLw4cMcPnyYatWq0bFjR1q1aoW7u7vGUd9hs9k4ffo0W7du5ciRI6iqmmOfOnXqMGjQIGrXrq1BhEIIIYQoDs7OzvZFo4cPH2b9+vWEh4fjokvnkQpHUFXIKw8iPWqfw7beo8qdKhTVHpUqFIXsxo0b7Nixg927dzu0a8muSpUqPPHEEzRtKm1UtCAJFUKIcs3Dw4P+/fvTvXt3Nm/ezNatWx3KYGVmZrJ//37279+Pm5sbzZs3p3nz5oSEhOTrTZKiZDabOXPmDIcPH+bgwYO59s+CrF7nXbp0oXPnzlKRQgghhHgIRqOR7t2707lzZ3bu3MnGjRuJjo62326z2Thy5AhHjhzBYDAQGhpKixYtqF+//j2TGT0ajCL5yLek39hP4sHPUQweoNrQuwVhvnmU1GPf3Nm3+VQCOk974NgzMzM5d+4cR44c4cCBA3n+g+7h4UHHjh3p1q0bnp7FVylDCCGEKGm8vLwYOXIkvXr1Yu3atezcudNh8cLly5dZvHgxP/74I6GhofaFGFpcK7DZbERGRvLXX3+xb98+EhMTc92vXr0JBEBWAAAsE0lEQVR69O7dm/r168uFeCGEEKKc0Ov1tGzZkoYNG7J582asF5fgZLHl786KDtfgXrgF98bJqzpOntVwrGkhCspsNnPo0CF27NiRa8t2yFrs0q5dO9q1a0dcXBwhISEyh9OIJFQIIQRZFSv69OlDz549OXz4MFu3buXMmTMO+6SlpbFz50527tyJk5MTtWvXplGjRoSEhFC1atUir16RkZHB5cuXOXfuHCdOnODChQv2VTK5adCgAV26dKFJkybSQ0sIIYQoRAaDga5du9K5c2dOnTrFli1bOHbsmMMK0IyMDHtSpk6no2bNmjRs2JD69etTrVo1hzdbFEWHb+dPifqxI9gySdj1f3k+d8qhz0g59BkVn4u/52pYq9XK1atXOXfuHCdPnuTMmTNkZmbmuX/NmjXp0qULLVu2LLEVuYQQQggt+Pn5MXLkSHr37s3WrVvZtm2bQwswi8XCgQMHOHDgAM7OzjRs2NB+rSAoKKjILnonJydz/vx5jh8/zrFjx/JMolAUhWbNmvHYY49Rp06dIolFCCGEEKVDYGAg1b3qkPJXPu+g2jBdWoPp0hqHYZ3BG71XNZw8s5Is7nxkbes9KqPo5C3ou2WvNH706NE8r9P4+/vTpUsXHnnkEdzd3TGZTMTFxRVztCI7+WkWQohsbmdrtmzZkmvXrrF7927++uuvHC9WFouFM2fO2JMu9Ho9VapUITg4mCpVqlCxYkUCAgLw8/N74GQGq9VKbGws0dHR3Lx5k2vXrhEeHs6VK1ew2e6dOerv70/r1q1p27YtQUFBD3bwQgghhHggOp2ORo0a0ahRI2JiYuzzhqioKIf9bDYbFy5c4MKFC/z6668oikKlSpUIDg6mWrVqBAQE4HNj1QM9983vfKn5SgY2m434+Hhu3rxJdHQ0169f59KlS1y+fDnXFmDZeXl50bp1a9q0aUONGjUe9PCFEEKIcsXX15cBAwbQp08f9u3bx44dO7h06ZLDPpmZmfZqVZD1Wnv79b569eoEBQVRoUKFB0petNlsJCYmEhUVxdWrV7l69SoXL17MMd+4m5eXF4888gidO3fGz8/vwQ9YCCGEEGWSzq1ivvaLS/dEr6h4OqeiUxxbiNkyErHFJJIZczz3Oys69B5Vck22cPKsht6zOjoX73JRbSEjI4NTp05x6NAhDh06lGelcScnJ5o1a0aHDh2oV68eOp2umCMV9yIJFUIIkYfKlSvz5JNPMnDgQC5dusT+/fs5dOiQQ0uQ26xWK5GRkURGRjqM63Q6vLy8cHd3x93dHTc3NwwGA4B9FWtmZiapqan2j+Tk5PsmTmRXoUIFQkNDCQsLIzg4uFxMQoQQQoiSxt/fn379+tG3b1+uXLnC/v37OXjwoENLkNtUVeXatWtcu3YNABddOi/VXYpeybt/qeP9sz7/+F4btt5sdd/Eiey8vLxo2rQprVu3JiQkRP5BF0IIIR6QwWCgQ4cOdOjQgaioKHbt2sWBAweIiYnJsW9SUhJHjx7l6NGjDuPe3t54eXnh5uaGu7s7Tk5OKIqCoihkZmZiMpkwm80kJSURHx9/z+qU2bm4uNCsWTPatGlD/fr1pVqlEEIIIXIw1nqC5J1volpzf2NfVcGi6pkf3o90mwsKNjycTHg5p+DlnEoFtwxqBrpQ0dOKKwnYUi5jS0+460FsWJMvY02+THoecSgGzxyJFreTLZw8q+HkUQVFf+8k1AsxqczaE8GBy/FEJyYTsO8gLav5MqFtDWr7513Vs6glJSVx7Ngxjhw5wsmTJ+9ZMbRy5cp06NCBNm3a4OHhUYxRigchCRVCCHEfOp2O2rVrU7t2bYYNG8b169c5ceIEJ0+e5Ny5c/d8MbTZbCQkJOSahFFQzs7OhISE0LBhQxo3bkxgYKAkUQghhBAlhKIoVKtWjWrVqjFo0CCio6Pt84YzZ87kuhKhvlc4Trr8J1Peftlv6XmIjdea3XNfvV5vb1PWqFEjqlSpIkkUQgghRCEJCgpi0KBBDBw4kGvXrnH48GGOHz9OeHj4PRdKJCYm5tmi40FVqFCBxo0b07RpU+rVqyetu4QQQghxTzoXX7zD3iRh93u53q4o4FR/Eu0qtWT//v1Zi0At7iRb3LlqApJgx61CWTqdjlq1htO4XjD1a3hT0dOKNeUKluRILLcSKizJl7GkXAGb42IQNSOZzNiTZMaezCNSBb1H5RxVLvSe1ThjDuSdHemsO5dwa89bYuLYdCGOT7ZcoFf9ikx7vAGNK3k98DmymuNJPbcSa1oUercg3OsOQm/0zXP/zMxMzp8/z+nTpzl9+jQREREObWHvVqFCBVq3bk1YWBhVqlR54PhE8ZOEinzYtm0bn3/+ORcuXMDPz4/hw4czYcIEeQNTiHJIURQqV65M5cqV6d69OxaLxd6SIzw8nIiICG7evElGRkahPJ+LiwsVK1akRo0aBAcHExwcTOXKlWWViRAlnMwdhBC3BQQE0KVLF7p06YLNZuP69ev2OUNERARRUVG4O5kK5bmcnZ0JCAigevXq9nlD1apV5Y0VIUo4mTcIUfopikKVKlWoUqUKjz/+OGazmQsXLnD+/HkuX77M5cuXC2WhhdFopHLlylSrVo06depQp04daechRDkj8wYhRGHwCXsbgMR90xwqVSh6I95hb+IT9ja1FIWhQ4fa21UcOXKE5ORkh8ex2WycP3+e8+fPA+Dm5katWrWoW7c9derUoUaNGjg7O6ParFjTorAkXb4r2SLra0vyZWxmx7broGJNuYo15Srp1/fYR/emN+S5mLdIVV25nUpxd+qCCvxx+iY7LsWyelwYnWv75+u8qKpKwr4PcpyXuC1T7edFURRMJhOXLl3i4sWLnDt3jgsXLtxz4S1ktY9r3rw5rVu3pmbNmvJ3u5SRhIr7OHjwIBMnTqR379688sorHDhwgM8++wybzcaLL76odXhCCI05OTlRvXp1qlevTqdOnYCsF92kpCSio6OJjo4mOTmZtLQ0e0uP7GW5FUVBr9fbW4K4u7vj4eFBQEAAFStWxNPTU15YhShlZO4ghMiLTqezv9nSvn17IGveEHPga1J2HCrAA8LTTz9NQEAAAQEBeHt7S/UJIUoZmTcIUTYZjUZ7dajbUlJSiImJISYmhtjYWFJSUkhLSyMtLQ2r1YrNZkNVVZydnTEajbi6uuLh4YGfnx9+fn5UqFCBChUqyDUCIcoxmTcIIQqLoij4tnkHr9CJpJ3/GUtqFE7uQbjVGehQiUGv19O4cWMaN27MqFGjuHDhgj25Ird2Z2lpaRw/fpzjx48Dju+fVK9enWrVqlG5diucnHK+PW3LSMGScvlW0sVlLEkRmC6tISPmOJBV+etMZjWei3mLNNVItroUeUpJz6Tvt5v5peEiGld0vdNOxLMaTl7VcfKsjs7oZ59fJez7INfKHarVTMLu9zhy+Ahboxpx/fr1e1aguK169eo0bdqUZs2aUbVqVZnHlWKSUHEfM2bMoH79+vz3v/8FoFOnTlgsFmbNmsXYsWMxGo0aRyiEKGkURcHb2xtvb2/q1KmjdThCiGImcwchxINQFAW/xiNJ3f1Wnv1L8+LVfCq1byVmCCFKJ5k3CFF+eHh44OHhQXBwsNahCCFKKZk3CCEKm97oi2fjcfnaV6fTUbduXerWrcuQIUO4efMmJ0+e5MSJE5w9e5b09PQc97FYLFy8eJGLFy/eeU69nsqVKxMUFETFihUJCgoiMDCQwMBAjH4NMPg1ACB+7/tkxBx1eLxpiU87VKa4HxUdqaoL/7nQnLmJ7+e6j+LkhpNnNVQXfzKjdmeN5fZYKlRO/ZXYKDdU1SXXx/Lw8KB+/fo0aNCAhg0bSiWxMkQSKu4hIyODvXv38vLLLzuM9+zZk9mzZ/PXX3/RoUMHjaITQgghREkjcwchREHojffuX5qXgM7TiigiIURxkHmDEEIIIfJL5g1CiJJEURR7EkTXrl3tiRPnzp3j/PnzXLx4EbM590UjVqvV3hLtbm5ubvj4+FDRx4Ue6vso3EluiLAEss3cjPwmU2SLlm3mZkRaAqnudCPHraoljcz4M8CZez6yooCzYqWeVwRHE0IAcHd3p1atWtSrV4/69etTpUoVqRxaRklCxT1cvnyZzMzMHJnjNWrUACA8PFwmKUIIIYSwk7mDEKKg8upfmpeKz8UXdUhCiCIm8wYhhBBC5JfMG4QQJZmTkxMhISGEhGQlGthsNq5evcr58+eJiIjg8uXLXLt2DZvNds/Hud0OLSDtDLpKFofblqZ0R6VgyQoqOpakdOdNn4UFun92jWtXpEWTZ6hVqxYVK1aUNh7lhCRU3ENSUhKQVaIlO3d3dyCr9+GDuP2HIikpKc/MrLImIyMDKF/HXBTkPBYOOY+FQ87jwyuv5/D2cd9v4lyaFebcQeYN5eOYi4Kcx8KhyXkMmYhXzdGkX96MLT0OnYsfGfHnyLi4wr6LS51ReDZ/iYyMDHuMJZn8PBaO8ngeZd4g84bclMffhYch5yv/5Fw9GDlf+Sfn6sEU9HzJvKF0zRvK+u9FWT6+snxsIMdX2Dw8PGjWrBnNmjUDstp/REdHExUVRWxsLHFxccTFxZGUlISqqg739fPxweJW02HsRFxDFFTUB65QAQoqJ20NSXBuSIrFjUybU9aHeuezj3MSNT2u3/exQlr2xlirPgAJCQkPHEtByM9m0Tzfg8wbJKHiHm6fyLyyix60bMvtb9CVK1ceLrBSqDwec1GQ81g45DwWDjmPD6+8nsOMjAz7P/xlTWHOHWTeIB6WnMfCoc15bAK323H6NoGWgxxujc7We7S0kJ/HwlEez6PMG/KnvM0bystxFhY5X/kn5+rByPnKPzlXD6ag50vmDflTUuYNWj9/USvLx1eWjw3k+Iqat7c33t7e1KpV6577Jd29HRcNaZkFfFaFRLfG2NrOwe0BnjPPfTS6LqP1966oFffxPci8QRIq7sHLywvImd2ZmpoK5MwGvR9PT09q1aqFwWCQHjpCCCHKHZvNRkZGBp6enlqHUmQKc+4g8wYhhBDlmcwbZN4ghBBC5JfMG2TeIIQo+/Y01DoCUVYUZN4gCRX3UL16dfR6PREREQ7jt7fr1KnzQI/n5OSEr69vocUnhBBClDZldaXIbYU5d5B5gxBCiPJO5g0ybxBCCCHyS+YNMm8QQggh8utB5w2SfngPLi4utGrVig0bNjj071m3bh1eXl40bdpUw+iEEEIIUdLI3EEIIYQQ+SXzBiGEEELkl8wbhBBCCO1IQsV9vPjiixw5coQpU6awdetWPv/8c+bMmcPzzz+P0WjUOjwhhBBClDAydxBCCCFEfsm8QQghhBD5JfMGIYQQQhuKmj2dUeRqw4YNfPnll1y6dInAwEBGjRrFuHHjtA5LCCGEECWUzB2EEEIIkV8ybxBCCCFEfsm8QQghhCh+klAhhBBCCCGEEEIIIYQQQgghhBBCCHEXafkhhBBCCCGEEEIIIYQQQgghhBBCCHEXSagQQgghhBBCCCGEEEIIIYQQQgghhLiLJFQIIYQQQgghhBBCCCGEEEIIIYQQQtxFEiqEEEIIIYQQQgghhBBCCCGEEEIIIe4iCRVCCCGEEEIIIYQQQgghhBBCCCGEEHeRhApR6K5fv06rVq3Yu3evw/jFixeZMGECLVu2pE2bNrz99tskJSVpFGXJo6oqy5Yto1+/fjRv3pxu3brx/vvvk5KSYt9HzuH9Wa1WZs2aRffu3WnatCn9+/fnl19+cdhHzuODmzx5Mo8++qjDmJzH+zOZTDRo0IB69eo5fDRp0sS+j5xHUd7JvKFgZN5QOGTeUDRk3lAwMm8QIncyV7g3mRM8GHntLzh5fb83eR1/MIcPH+app56iWbNmPPLII7z55pvExsbab5dzVTZt3LiRevXq5Wtfi8XCp59+SufOnWnatCnDhg3jwIEDRRxhwcybN4/HHnuMJk2a8MQTT/Dnn3/e9z5xcXG8++67dOzYkVatWvHMM89w8uTJYoj2wRXk+FRVZc6cOfTo0YMmTZrQs2dPFi1aVAzRPpiCHFt2169fp2XLlnz11VdFFOHDKcjxxcbG8u6779K1a1eaN2/OoEGDWLNmTTFEe3/btm1j0KBBhIaG0rVrV2bOnImqqve8zy+//MLjjz9O06ZN6dmzJ8uXLy+maB/Mgx5bRkYGM2fOpFevXjRr1oyePXsyffp0MjIyijHq/CvI9+42i8XCk08+yVNPPVXEUd6bk6bPLsqcq1evMn78eJKTkx3Gk5KSeOaZZ6hYsSIff/wxsbGx/Pe//yUqKoq5c+dqFG3JMnv2bD777DPGjx9Pu3btiIiI4IsvvuDcuXPMmzeP5ORkOYf58OmnnzJ//nxefvllmjRpwtatW3njjTfQ6XT069dPfhYL4JdffmHDhg1UqVLFPibnMX/OnDmDzWbj008/dTh/Ol1WPqOcR1Heybyh4GTeUDhk3lD4ZN5QcDJvECInmSvcn8wJHoy89heMvL7fn7yO59/x48d5+umnadeuHdOnT+fmzZt8+umnTJo0iaVLl8q5KqN2797Na6+9lu/933//fX7++Wdee+01KleuzLx583j22WdZuXIlNWvWLMJIH8zs2bPtP7+NGzfmp59+4uWXX2b+/Pm0bt061/uoqsrkyZO5ePEir732GhUrVuS7775j9OjR/PLLL1SrVq2YjyJvBTk+gI8//pgFCxbYX2+3bdvGv//9b5ycnBg2bFgxHkHeCnpst6mqyttvv+2QxFqSFOT4MjIyGD9+PElJSbz88ssEBgayfv16pk6dSkZGBgMGDCjeg8jm4MGDTJw4kd69e/PKK69w4MABPvvsM2w2Gy+++GKu9/njjz948803efrpp+nYsSN//vkn7777Li4uLvTv37+YjyBvBTm2Dz74gFWrVjFx4kSaNGnCiRMnmD59OteuXeODDz4o5iO4t4IcX3azZs3i+PHjhIWFFUO096AKUQisVqu6YsUKNSwsTA0LC1NDQkLUPXv22G//9ttv1dDQUDU2NtY+tmXLFjUkJETdv3+/FiGXKFarVW3VqpX6r3/9y2F8zZo1akhIiHr06FE5h/mQkpKiNm3aVP34448dxkePHq0OHTpUVVX5WXxQUVFRauvWrdVOnTqpXbt2tY/LecyfxYsXq40aNVIzMjJyvV3OoyivZN7wcGTeUDhk3lD4ZN7wcGTeIMQdMlfIH5kTPBh57S8YeX3PH3kdz7+nnnpKHTp0qGqxWOxj69atUzt16qRGRkbKuSpjkpOT1U8++URt0KCB/TX9fq5du6Y2bNhQXbhwoX0sPT1d7dKli/r2228XZbgPxGQyqa1atVKnTZtmH7PZbOrQoUPVMWPG5Hm/ixcvqiEhIeqPP/5oH0tKSlIbNWqkfvXVV0UZ8gMp6PFFRkaq9evXd/j+qaqqTpkyRZ08eXJRhftACnps2S1cuFDt1KmTGhISon755ZdFFGnBFPT41q1bp4aEhKhHjhxxGH/uuefUxx9/vKjCzZdx48apTz75pMPYxx9/rDZr1kw1mUy53qdHjx7qyy+/7DA2ZcoU9bHHHiuyOAviQY8tPj5erVevnvrdd985jH/33XdqSEiIw+tnSVCQ791tp06dUps2baq2b99eHT16dFGGeV/S8kMUijNnzvCvf/2LAQMG8PHHH+e4fceOHbRs2RI/Pz/7WMeOHXF3d2fbtm3FGWqJlJKSQv/+/enbt6/D+O1s28uXL8s5zAcXFxeWLVvG2LFjHcadnZ3tpY7kPD6Yd999l/bt29OuXTuHcTmP+XPq1Cnq1KmDs7NzrrfLeRTllcwbHo7MGwqHzBsKn8wbHo7MG4S4Q+YK+SNzggcjr/0FI6/v+SOv4/kTHx/Pvn37GDFiBHq93j7eo0cPtm7dSrVq1eRclTErVqxgxYoV/POf/2T06NH5us/u3buxWCz06NHDPmYwGOjSpQtbt24tqlAf2JEjR0hKSnKIU1EUunfvzr59+zCbzbne7/ZrjoeHh33M3d0dFxcXEhISijTmB1HQ49u4cSMGg4EhQ4Y4jH/++eclpjVGQY/ttsuXL/PJJ5/wn//8p6hDLZCCHp+HhwfDhg1zaFcFEBwcTGRkZJHGfC8ZGRns3bvX4XgAevbsSVpaGn/99VeO+1y5coXw8PBc7xMZGcmlS5eKNOb8KsixJScnM3z48Byt2IKDg4Gsn8+SoiDHd1tmZiZvvvkmTz31VImoTCQJFaJQVKpUiQ0bNvDWW29hNBpz3H7hwoUcP/A6nY6qVasSHh5eTFGWXF5eXvzjH/+gZcuWDuPr168HoG7dunIO88HJyYn69evj7++PqqpER0czc+ZMdu3axciRIwH5WXwQy5cv58SJE/zjH//IcZucx/w5ffo0Op2OsWPH0qxZM8LCwvjnP/9pLwUn51GUVzJveDgybygcMm8oXDJveHgybxDiDpkr5I/MCR6MvPY/OHl9zz95Hc+fM2fOoKoqFSpU4NVXX6V58+Y0b96c1157jcTEREDOVVnz6KOPsmnTJoYPH57v+1y4cAE3NzcCAgIcxmvUqEF0dDSpqamFHWaBXLhwAbjzJuZtNWrUwGq15vkGdL169XjkkUf4+uuvOXv2LAkJCXz00Uf8//buPSiq+o3j+AcQpFAzxxwbBAQTZ1wgyVuIQfTLkMyymi5DpphdzbJRMnJyJmuK0gLGhDJCcoKs1LRxNFcmJ1MbC7PMbjRmOWbSlOiAGrf2/P5wdnOX29kDy5K9XzP88z17luf57h6+D7PPnm99fb2uv/56X4dtmtX8vv/+ew0dOlSVlZW65ZZbZLPZlJaWprffftvXIZtmNTdJcjgcysnJUUZGhlJSUnwZpmVW85swYYKeeeYZBQQEuMaampr08ccfa/jw4T6LtyNHjhxRU1NTq/lIanVtaG8O2jrHH6zkFhERoaeffloxMTFu4xUVFQoODm7xXP5kJT+nFStWqKmpSY8++qgPIzSvl78DwPmhf//+7R6vra1VWFhYi/GwsLAeu8eUv+3bt0/FxcW69tprNXz4cObQS5s2bdLjjz8uSUpNTXUVo8yjOUePHlVubq5yc3PdvhHgxDx2zOFw6Mcff1RgYKCys7M1Z84cHThwQCtWrNDBgwdVVlbGPOI/i7qh61E3dA51Q+dQN3QedQPgjlrBOmoCc1j7O8b6bh7ruHk1NTWSpEWLFiklJUVFRUX65ZdflJeXpyNHjmjNmjXM1b/EmTNnVFFR0ebxgQMHKjk5WZGRkV4/d11dnfr27dti3Pm+OHXqVKvvka5kJr+6ujpJ7neakNzjbMvixYt13333aerUqZLO3j0gNzdXV1xxRWdDN8WX+dXU1Oj3339Xdna25s6dq5iYGG3ZskVLliyRJFcTo6/4+rVbvXq1jhw5otdee60LovWer/Pz9OKLL+rw4cMqLCy0EG3XqK2tleRdPl05B75kJbfW2O12ffDBB5oxY4Yuuuiirg2yE6zm9/XXX2vVqlUqLy9XSEiIb4M0iYYKdJtzu9qcDMNodfy/bu/evXrwwQcVGRmp5557zjXOHJp3+eWXq6ysTD///LOWL1+uO++8U+vWrZPEPHbEMAwtWrRIqampSk9Pb/NxzGP7DMPQypUrNXDgQA0bNkySNHbsWA0cOFCPP/64du7cKYl5BNrCtWEedUPnUTdYR93QNagbAO9xPbRETWAea3/7WN+9wzpuXlNTkyTJZrO5/k4lJSWpX79+mj9/vnbv3i2Jufo3qKmp0cKFC9s8Pm7cOCUnJ1t6bofD0eZ7QDp7xxJfM5PfhAkTWj3WUZw//fST7rzzTg0ZMkTLly9X3759tXnzZj311FMKDQ1VRkZG5xPogC/za2pq0okTJ/TKK6+4bvOflJSk3377TUVFRT5vqPBlbocOHVJBQYHrdfMHX+bn+dilS5fqrbfe0v33369rr73WWsBdwOFwSGp9bZBaz6etc7rz74gZVnLztHXrVmVnZ2vs2LHKzs7u0vg6y0p+DQ0NysnJ0cyZM5WQkODT+LxBQwW6RZ8+fVrtNDpz5owGDx7sh4h6rs2bNysnJ0fR0dEqKSlxfTOHOfROVFSUoqKiNHbsWEVERCgrK0t2u515NKG8vFxVVVXatGmTmpubJf1TaDQ3NyswMJB5NCEoKEjjx49vMX711VdLOnubS+YRaB3XhnnUDV2DusE66oauQd0AeIfroSVqAu+w9reP9d07rOPmOb+RmpaW5jZ+1VVXSTq7VQBz9e8wZMgQVVVV+eS5+/bt2+Z7wHnc18zkV15eLkk6ffq02zfCO4rzzTfflMPh0KpVq3TxxRdLOrvVQl1dnZ555hmlp6f7/MNeX+YXFhamgIAApaamuo1fddVV2rVrl/78808NHDiwM+G3y1e5/f3338rJydHkyZOVnJzsWh+lsx8aNzc3q1cv33/k6svXzsn5gfaWLVt07733asGCBZ2MunP69esnqeXdDJzb/3je/aC9c5xz0No5/mAlt3OVlpZq6dKlGjdunIqKinrM3RycrORXUFAgh8OhOXPmtFqHBgUF+aXBsme04OC8Fx0d3WJfJofDoV9//VWXXXaZn6Lqed544w0tWLBAo0aNUnl5uds+ccxhx44fP64NGzbo+PHjbuPx8fGSpOrqaubRBLvdrhMnTmjixImy2Wyy2WzauHGjjh49KpvNpsLCQubRhN9//13vvfeeqqur3cbr6+slSRdffDHzCLSBa8Mc6obOoW7oGtQNXYO6AfAO14M7agJzWPvNY333Duu4ec491BsbG93GnR+YhIaGMldQTEyMTp065doixunw4cMKDw9XaGionyJzFx0dLelsXOc6fPiwQkJCFBER0ep5v/32m2JiYlzNFE7jxo1TTU1Ni7z9xWp+UVFRMgzDdUcap3Ovc3+zktuxY8e0f/9+bdy40bU22mw2SVJRUZFsNpt+/fVX3wdvgtXXTjq7VcbMmTP14YcfKicnx7VFmj9FRkYqKCio1Xwktbo2tDcHbZ3jD1Zyk842GDz77LN64YUXlJ6eruLiYp9vhWSFlfzsdrt+/vlnJSYmuq6zyspKVVZWymazacOGDd0SuycaKtAtkpOTVVlZ6VYM7Ny5U6dPn7Z866/zzTvvvKNly5Zp8uTJKikpadElyBx27MyZM8rJydHatWvdxp23VhwxYgTzaMKSJUu0bt06t5+0tDRdcsklWrdunW6//Xbm0YTGxkYtXrxY7777rtv4li1bFBgYqNGjRzOPQBu4NjpG3dB51A1dg7qha1A3AN7hevgHNYF5rP3msb57h3XcvGHDhik8PFybN292G//oo48kSWPGjGGu4NquYOvWra6xxsZGffzxx5o4caK/wmohMTFRF154oex2u2vMMAxVVFRo3LhxbX5TPDo6WgcPHtTJkyfdxvft26c+ffq43VHAn6zm57wzhed1vn37do0YMaJH3BnASm6DBg1qsTY6twu7/fbbtW7dOg0aNKjbcmiP1deuublZDz74oL755hvl5+dr1qxZ3RVyu3r37q0xY8aooqLCdacC6ewH7/369Wt1W4ioqChFRES4zYHznKFDhyo8PNzncZthJTdJysvLU1lZmbKyspSfn9/j7kzhZCW/V199tcV15myscNak/sCWH+gWmZmZKisr06xZszR37lydPHlSy5YtU0pKihITE/0dnt/98ccfys3NVXh4uKZPn67vvvvO7XhkZCRzaEJERISmTZumwsJCBQYGKj4+Xt98841effVVTZw4USkpKYqPj2ceOxATE9NirH///goJCXF9c4f3Y8ciIiJ00003qbi4WCEhIRo1apS++OILvfbaa8rMzFRMTAzzCLSBa6N91A1dg7qha1A3dA3qBsA7XA9nURN4h7XfPNZ377COmxcQEKCFCxfqscce02OPPabbbrtNhw4dUl5entLT0zVy5EgNHjyYufqPqa6uVnV1tUaOHKmQkBCFh4fr5ptvVm5urhoaGjR06FCVlpaqtrZWs2fP9ne4LhdccIHuueceFRYWKjg4WImJiVq/fr2+/fZbrV692vU4z/xmzZqlTZs2KSsrSw888ID69u2rbdu2ubbvCg4O9mNW/7Ca3/jx45WWlqbnn39ef/31l4YPH66NGzdq3759Kioq8mNG/7Cam3MN9DRo0KA2j/mD1fzKy8u1d+9e3XHHHbr00kv11VdfuT3vqFGjujeRczz00EOaNWuW5s2bp1tvvVVffvmlSkpKlJ2drdDQUJ06dUoHDx5UZGSkBgwYIEmaM2eOnnzySfXv31/XXHONtm/frg8//FD5+fl+y6M13ub2/fffq7i4WHFxccrIyND+/fvdnu+yyy7rEY1LTt7mN2LEiBbP4bz7hl+vMwPoYnv27DFiY2ONPXv2uI1XVVUZM2fONBISEoykpCRj8eLFRl1dnZ+i7FnWrl1rxMbGtvmzfv16wzCYQzMaGhqMoqIi47rrrjPi4uKMtLQ0Iz8/32hoaHA9hnn03hNPPGGkpaW5jTGPHauvrzdWrFjhej/+73//M1auXGk0Nze7HsM84r+OusF71A1dh7rBN6gbrKFuAFpHrdA2agLvsfZbx/rePtZx72zfvt249dZbjbi4OCM5Odl44YUXuA7/A5YvX27Exsa2OX7kyBHXWENDg/Hcc88ZSUlJxuWXX25kZmYa+/fv785wTXE4HEZhYaGRmppqxMfHGzfffLOxY8cOt8e0lt9PP/1kPPzww8bo0aONxMRE47bbbjPsdnt3h98hq/nV19cbL730kpGSkmLExcUZ06ZNMyoqKro7/HZZzc1TbGyssXz5cl+H6zUr+WVmZrZbW/rbtm3bjBtuuMGw2WzGNddcY5SUlLiOOf9ncNa/TmvWrDEmTZpkxMXFGRkZGcaGDRu6OWpzvMmtoKCg3dfJ8/+mnsDKa3eu6dOnG9OnT++OUNsUYBjn3GMDAAAAAAAAAAAAAAAACvR3AAAAAAAAAAAAAAAAAD0NDRUAAAAAAAAAAAAAAAAeaKgAAAAAAAAAAAAAAADwQEMFAAAAAAAAAAAAAACABxoqAAAAAAAAAAAAAAAAPNBQAQAAAAAAAAAAAAAA4IGGCgAAAAAAAAAAAAAAAA80VAAAAAAAAAAAAAAAgB7h2LFjGjNmjD777DOvz21sbFReXp6uvvpqJSQk6MYbb9SWLVssx9LL8pkAAAAAAAAAAAAAAABd5OjRo5o9e7bq6uosnZ+dna1du3YpOztbQ4cO1QcffKD58+erT58+SklJ8fr5aKgAAAAAAAAAAAAAAAB+43A4tGHDBi1dutTyc1RWVsput+v1119XamqqJCkpKUmHDx/WJ598QkMFAAAAAAAAAAAAAAD4d6mqqtLTTz+tzMxMTZgwQffff3+Lx+zdu1cFBQU6cOCAevfurbS0ND3xxBMaMGCAJMlutysiIsLVTCFJAQEBeueddyzHFWj5TAAAAAAAAAAAAAAAgE669NJLVVFRoSeffFKhoaEtjldWViorK0uhoaEqKCjQokWL9Pnnn2vGjBmqr6+XJP3www+KjY3Vpk2blJGRoZEjR2ry5Mmy2+2W46KhAsB5zzAMlZeXa8qUKUpISNCkSZNUXFwswzD8HRoAAOhhqBsAAIBZ1A0AAMAb1A5A+/r376/Bgwe3efzll19WdHS0Vq5cqbS0NE2bNk2rVq3SoUOHtH79eklSTU2Nvv76a7300kt64IEHVFxcrGHDhmnevHnasWOHpbjY8gPAeS8vL08lJSXKyspScnKyvv32W+Xn56uxsVEPP/ywv8MDAAA9CHUDAAAwi7oBAAB4g9oBsO6vv/7S/v37NXv2bBmGoebmZklSRESEhg0bpt27d+uuu+5SU1OT/vjjD73//vuy2WySpCuvvFI33XSTioqK3LYCMYuGCgDntdraWpWWluruu+/WwoULJUnJycmqqanRF1984efoAABAT0LdAAAAzKJuAAAA3qB2ADqntrZWDodDxcXFKi4ubnG8d+/ekqSwsDBdcsklrmYKSQoKClJSUpLeffddS7+bhgoA57WvvvpKTU1NmjRpktt4Tk6OnyICAAA9FXUDAAAwi7oBAAB4g9oB6JywsDAFBAQoKytLU6ZMaXH8ggsukCRFRUXp2LFjMgxDAQEBruPNzc0KDQ219LsDrYUMAP8OJ0+elCQNGDDAv4EAAIAej7oBAACYRd0AAAC8Qe0AdE6fPn00cuRIHTp0SPHx8a6f4cOHa8WKFfrss88kSampqTp58qR2797tOrexsVE7d+7U6NGjLf1uGioAnNf69esnSaqpqXEbP3bsmPbs2aOmpiZ/hAUAAHog6gYAAGAWdQMAAPAGtQPQefPnz9euXbu0YMEC7dixQ9u3b9e9996rTz/91LXFx9SpU2Wz2ZSdna21a9fqk08+0Zw5c1RdXa25c+da+r00VAA4ryUkJCg4OFgfffSR2/jq1as1b948t9v9AACA/zbqBgAAYBZ1AwAA8Aa1A9B5EydOVElJiaqrq/Xoo49q4cKFCgoKUmlpqUaNGiVJCg4OVmlpqdLT05Wfn69HHnlEp0+f1ptvvulquvBWry7MAQB6nAEDBmjGjBlavXq1QkJCdOWVV+rAgQMqKyvT/Pnz1asXfwYBAMBZ1A0AAMAs6gYAAOANagfAO+PHj1dVVVWL8aSkJCUlJbV77kUXXaQlS5ZoyZIlXRJLgGEYRpc8EwD0UIZhqLS0VGvWrFF1dbWGDBmiu+++W5mZmf4ODQAA9DDUDQAAwCzqBgAA4A1qB+DfiYYKAAAAAAAAAAAAAAAAD4H+DgAAAAAAAAAAAAAAAKCnoaECAAAAAAAAAAAAAADAAw0VAAAAAAAAAAAAAAAAHmioAAAAAAAAAAAAAAAA8EBDBQAAAAAAAAAAAAAAgAcaKgAAAAAAAAAAAAAAADzQUAEAAAAAAAAAAAAAAOCBhgoAAAAAAAAAAAAAAAAPNFQAAAAAAAAAAAAAAAB4oKECAAAAAAAAAAAAAADAAw0VAAAAAAAAAAAAAAAAHmioAAAAAAAAAAAAAAAA8EBDBQAAAAAAAAAAAAAAgIf/A26I4PzVTeiuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2160x540 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "etas = [0.001, 0.008, 0.0155, 0.028]\n",
    "titles = [\"слишком маленький: ползём\", \"в самый раз\", \"великоват: перепрыгиваем, но сходимся\",\n",
    "          \"слишком большой: разлетаемся\"]\n",
    "\n",
    "fig, axes = plt.subplots(1, 4, figsize=(18, 4.5))\n",
    "for ax, eta, title in zip(axes, etas, titles):\n",
    "    tr = gradient_descent(mean_sq_c, 10., eta=eta, n_steps=12)\n",
    "    grid = np.linspace(min(5, tr.min() - 3), max(55, tr.max() + 3), 400)\n",
    "    ax.plot(grid, [mean_sq_c(c) for c in grid], linewidth=2, color=\"0.4\")\n",
    "    ax.plot(tr, [mean_sq_c(c) for c in tr], \"o-\", color=palette[1], linewidth=1.5, markersize=5)\n",
    "    ax.scatter([tr[0]], [mean_sq_c(tr[0])], s=80, color=palette[0], zorder=5)\n",
    "    ax.set_title(r\"$\\eta = %g$: %s\" % (eta, title), fontsize=11)\n",
    "    ax.set_xlabel(\"c\")\n",
    "    ax.set_ylim(0, max(30000, 1.1 * max(mean_sq_c(c) for c in tr)))\n",
    "axes[0].set_ylabel(\"средний квадрат промаха\")\n",
    "plt.suptitle(\"12 шагов из одной и той же точки с разным размером шага\", y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e61cd837",
   "metadata": {},
   "source": [
    "## 11. Две настройки: ландшафт, долина и масштаб\n",
    "\n",
    "Вернём плату за заказ: $b + c \\cdot x$ на чеках третьего копицентра. Производных две,\n",
    "по одной на настройку; вместе они говорят, куда «вниз по склону». Карта ошибки — та же,\n",
    "что в разделе 6, только теперь по ней не перебирают, а спускаются."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "03ae8200",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Дно ландшафта: плата за заказ 50.74 ₽, страница 28.52 ₽\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gradient(f, w, eps=1e-4):\n",
    "    \"\"\"По одной численной производной на каждую настройку.\"\"\"\n",
    "    g = np.zeros_like(w)\n",
    "    for i in range(len(w)):\n",
    "        dw = np.zeros_like(w)\n",
    "        dw[i] = eps\n",
    "        g[i] = (f(w + dw) - f(w - dw)) / (2 * eps)\n",
    "    return g\n",
    "\n",
    "\n",
    "def gradient_descent_nd(f, w0, eta, n_steps):\n",
    "    ws = [np.array(w0, dtype=float)]\n",
    "    for _ in range(n_steps):\n",
    "        ws.append(ws[-1] - eta * gradient(f, ws[-1]))\n",
    "    return np.array(ws)\n",
    "\n",
    "\n",
    "def mean_sq2(w, x=pages_c, y=paid_c):\n",
    "    return np.mean((y - predict2(w, x)) ** 2)\n",
    "\n",
    "\n",
    "X = np.vstack([np.ones_like(pages_c), pages_c]).T\n",
    "w2_star = np.linalg.solve(X.T @ X, X.T @ paid_c)\n",
    "print(\"Дно ландшафта: плата за заказ %.2f ₽, страница %.2f ₽\" % (w2_star[0], w2_star[1]))\n",
    "\n",
    "B, C = np.meshgrid(np.linspace(-20, 70, 200), np.linspace(20, 45, 200))\n",
    "Z = np.array([[mean_sq2((b, c)) for b in B[0]] for c in C[:, 0]])\n",
    "levels = np.logspace(np.log10(Z.min() + 1), np.log10(Z.max()), 25)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n",
    "for ax, eta, n in zip(axes, [0.003, 0.0155], [400, 400]):\n",
    "    tr = gradient_descent_nd(mean_sq2, [0., 40.], eta, n)\n",
    "    ax.contour(B, C, Z, levels=levels, cmap=\"Blues_r\", linewidths=1)\n",
    "    ax.plot(tr[:, 0], tr[:, 1], \"o-\", color=palette[1], linewidth=1, markersize=2,\n",
    "            label=r\"спуск, $\\eta = %g$, %d шагов\" % (eta, n))\n",
    "    ax.scatter([tr[0, 0]], [tr[0, 1]], s=100, color=palette[0], zorder=5, label=\"старт\")\n",
    "    ax.scatter([w2_star[0]], [w2_star[1]], marker=\"*\", s=300, color=palette[3], zorder=5, label=\"дно\")\n",
    "    ax.set_xlabel(\"b — плата за заказ, ₽\"); ax.set_ylabel(\"c — цена страницы, ₽\")\n",
    "    ax.set_title(\"ошибка %.1f после %d шагов\" % (mean_sq2(tr[-1]), n))\n",
    "    ax.legend(fontsize=10, loc=\"upper right\")\n",
    "plt.suptitle(\"Ландшафт ошибки для двух настроек — узкая долина\", y=1.01)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02ec0a65",
   "metadata": {},
   "source": [
    "Маленький шаг: за 400 шагов до дна так и не дошли. Большой: дошли, но зигзагом.\n",
    "Долина узкая, потому что настройки неравноправны: $c$ умножается на число страниц\n",
    "(до 12), а $b$ — на единицу, и ошибка к $c$ гораздо чувствительнее. Спуск быстро\n",
    "съезжает поперёк долины, а потом долго ползёт вдоль; при большом шаге — зигзагом.\n",
    "\n",
    "Лечится это не хитрым алгоритмом, а масштабом входа: заменим число страниц на\n",
    "«сколько страниц относительно среднего заказа», $z = (x - \\bar x) / s$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2238966e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Сырое число страниц,  3000 шагов:  b = 50.74, c = 28.52\n",
      "Сырое число страниц,   100 шагов:  b = 24.90, c = 31.48\n",
      "Отмасштабированный,    100 шагов:  b = 50.74, c = 28.52\n",
      "Дно по формуле:                    b = 50.74, c = 28.52\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_mean, x_std = pages_c.mean(), pages_c.std()\n",
    "z_c = (pages_c - x_mean) / x_std\n",
    "\n",
    "\n",
    "def mean_sq2_scaled(w):\n",
    "    return mean_sq2(w, x=z_c)\n",
    "\n",
    "\n",
    "tr_raw = gradient_descent_nd(mean_sq2, [0., 0.], eta=0.015, n_steps=3000)\n",
    "tr_scaled = gradient_descent_nd(mean_sq2_scaled, [0., 0.], eta=0.3, n_steps=3000)\n",
    "\n",
    "b_s, c_s = tr_scaled[-1]                       # пересчитаем настройки обратно в страницы\n",
    "c_back, b_back = c_s / x_std, b_s - c_s * x_mean / x_std\n",
    "print(\"Сырое число страниц,  3000 шагов:  b = %.2f, c = %.2f\" % tuple(tr_raw[-1]))\n",
    "print(\"Сырое число страниц,   100 шагов:  b = %.2f, c = %.2f\" % tuple(tr_raw[100]))\n",
    "print(\"Отмасштабированный,    100 шагов:  b = %.2f, c = %.2f\" % (b_back, c_back))\n",
    "print(\"Дно по формуле:                    b = %.2f, c = %.2f\" % tuple(w2_star))\n",
    "\n",
    "steps = np.arange(1, 3001)\n",
    "floor = mean_sq2(w2_star)\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.plot(steps, [mean_sq2(w) - floor + 1e-3 for w in tr_raw[1:]], linewidth=2.5, color=palette[0],\n",
    "        label=r\"сырое число страниц, $\\eta = 0.015$ (больше нельзя — разлетится)\")\n",
    "ax.plot(steps, [mean_sq2_scaled(w) - floor + 1e-3 for w in tr_scaled[1:]], linewidth=2.5, color=palette[2],\n",
    "        label=r\"отмасштабированный вход, $\\eta = 0.3$\")\n",
    "ax.set_xscale(\"log\"); ax.set_yscale(\"log\")\n",
    "ax.set_xlabel(\"номер шага (логарифмическая шкала)\"); ax.set_ylabel(\"ошибка минус её минимум (логарифмическая шкала)\")\n",
    "ax.set_title(\"Одни и те же чеки, одна и та же процедура, разный масштаб входа\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feed2bde",
   "metadata": {},
   "source": [
    "На сырых страницах спуску нужны тысячи шагов, после масштабирования — несколько десятков,\n",
    "и это те же самые две настройки, просто записанные в других единицах. Нормализация входов —\n",
    "не косметика, а необходимость; на большой нейросети этот эффект в тысячи раз сильнее."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06e639f4",
   "metadata": {},
   "source": [
    "## 12. Зубрёжка против понимания: сколько настроек — хорошо\n",
    "\n",
    "В разделе 5 многочлен с четырьмя настройками прошёл через три чека и промахнулся\n",
    "на четвёртом. Сделаем это систематически на чеках третьего копицентра: часть чеков прячем,\n",
    "обучаем правила с разным числом настроек на остальных, проверяем на спрятанных."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d849e503",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "from numpy.polynomial import Polynomial\n",
    "\n",
    "warnings.filterwarnings(\"ignore\", category=np.exceptions.RankWarning)\n",
    "\n",
    "order = rng.permutation(len(pages_c))\n",
    "train, test = order[:9], order[9:]\n",
    "\n",
    "n_knobs = np.arange(1, 10)\n",
    "train_err, test_err = [], []\n",
    "for k in n_knobs:\n",
    "    model = Polynomial.fit(pages_c[train], paid_c[train], deg=k - 1)\n",
    "    train_err.append(np.mean(np.abs(paid_c[train] - model(pages_c[train]))))\n",
    "    test_err.append(np.mean(np.abs(paid_c[test] - model(pages_c[test]))))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.plot(n_knobs, np.maximum(train_err, 0.05), \"o-\", linewidth=2.5, color=palette[0],\n",
    "        label=\"промах на 9 чеках, по которым подбирали\")\n",
    "ax.plot(n_knobs, test_err, \"s-\", linewidth=2.5, color=palette[3], label=\"промах на 5 спрятанных чеках\")\n",
    "ax.set_yscale(\"log\"); ax.set_ylim(1, 1e3)\n",
    "ax.set_xlabel(\"число настроек в правиле (многочлен степени на 1 меньше)\"); ax.set_ylabel(\"средний промах, ₽\")\n",
    "ax.set_title(\"Больше настроек — лучше на старых чеках и хуже на новых\")\n",
    "ax.legend(fontsize=11)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e7e7205",
   "metadata": {},
   "source": [
    "Промах на чеках, по которым подбирали, падает монотонно. Промах на спрятанных чеках\n",
    "с какого-то момента растёт: правило начинает запоминать цветные страницы отдельных заказов\n",
    "вместо общей закономерности. Это **переобучение**, и это единственная причина, по которой\n",
    "в машинном обучении существует тестовая выборка."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8996415",
   "metadata": {},
   "source": [
    "## 13. Скидка после третьей страницы: перелом, который модель находит сама\n",
    "\n",
    "Четвёртый копицентр: первые три страницы по 30 рублей, дальше дешевле. На графике — перелом,\n",
    "и прямая с ним не справится. Запишем правило с «блоком», который до какого-то числа\n",
    "страниц выдаёт ноль, а потом включается:\n",
    "\n",
    "$$\\text{стоимость} = c \\cdot x + d \\cdot \\max(0,\\, x - t).$$\n",
    "\n",
    "Три настройки: цена страницы $c$, изменение цены после перелома $d$ и **положение\n",
    "перелома $t$**. Все три подбираются той же процедурой — спуском по численным производным."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "216dd68c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "шаг    0:  c = 10.00,  d =   0.00,  перелом t = 6.00,  ошибка  3047.6\n",
      "шаг  100:  c = 17.54,  d =  -2.00,  перелом t = 5.58,  ошибка   366.3\n",
      "шаг 1000:  c = 25.33,  d = -14.78,  перелом t = 3.67,  ошибка    40.5\n",
      "шаг 5000:  c = 29.82,  d = -19.78,  перелом t = 2.95,  ошибка    15.9\n",
      "\n",
      "Правда: c = 30, d = −20, t = 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pages_d = np.arange(1, 13, dtype=float)\n",
    "paid_d = 30 * pages_d - 20 * np.maximum(0, pages_d - 3) + rng.normal(0, 4, len(pages_d))\n",
    "\n",
    "\n",
    "def predict_kink(p, x):\n",
    "    return p[0] * x + p[1] * np.maximum(0, x - p[2])\n",
    "\n",
    "\n",
    "def mean_sq_kink(p):\n",
    "    return np.mean((paid_d - predict_kink(p, pages_d)) ** 2)\n",
    "\n",
    "\n",
    "p = np.array([10., 0., 6.])             # стартуем с «10 ₽ за страницу, перелома нет, где-то на 6»\n",
    "snapshots = {0: p.copy()}\n",
    "for step in range(1, 5001):\n",
    "    p = p - 1e-3 * gradient(mean_sq_kink, p)\n",
    "    if step in (100, 1000, 5000):\n",
    "        snapshots[step] = p.copy()\n",
    "\n",
    "for step, q in snapshots.items():\n",
    "    print(\"шаг %4d:  c = %5.2f,  d = %6.2f,  перелом t = %4.2f,  ошибка %7.1f\" % (step, q[0], q[1], q[2], mean_sq_kink(q)))\n",
    "print(\"\\nПравда: c = 30, d = −20, t = 3\")\n",
    "\n",
    "xs = np.linspace(0.5, 12.5, 300)\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.scatter(pages_d, paid_d, marker=\"*\", s=200, color=\"black\", zorder=5, label=\"чеки\")\n",
    "for i, (step, q) in enumerate(snapshots.items()):\n",
    "    ax.plot(xs, predict_kink(q, xs), linewidth=2.5, color=palette[i], label=\"после %d шагов\" % step)\n",
    "ax.set_xlabel(\"число страниц\"); ax.set_ylabel(\"стоимость, ₽\")\n",
    "ax.set_title(\"Модель с одним включаемым блоком сама находит, где перелом\")\n",
    "ax.legend(fontsize=11, loc=\"upper left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06265501",
   "metadata": {},
   "source": [
    "Блок $\\max(0,\\cdot)$ — это ReLU из прошлой лекции: до трёх страниц он выдаёт ноль\n",
    "и ни на что не влияет, после — включается и меняет наклон. Положение перелома —\n",
    "тоже настройка, и спуск её нашёл."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97640130",
   "metadata": {},
   "source": [
    "## 14. Та же схема с 25 настройками: нейросеть\n",
    "\n",
    "Пятый копицентр, тариф хитрый: до 3 страниц по 30, с 4-й по 10-ю по 20, дальше по 10.\n",
    "Переломов несколько, и где они — заранее неизвестно. Вместо того чтобы угадывать,\n",
    "дадим правилу **восемь** включаемых блоков и пусть само разберётся:\n",
    "\n",
    "$$\\text{стоимость} = b_2 + \\sum_{j=1}^{8} v_j \\max(0,\\, w_j x + b_j).$$\n",
    "\n",
    "Это и есть нейросеть: один вход, восемь нейронов с ReLU, один линейный выход, 25 настроек\n",
    "(их обычно называют *весами*). Обучаем **той же функцией `gradient`**, что и две настройки:\n",
    "25 вопросов «что будет, если чуть-чуть повернуть», один шаг против. Никакого обратного\n",
    "распространения — честно, двумя вычислениями ошибки на каждую настройку."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e69408d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Настроек в сети: 25\n",
      "шаг    0:  средний квадрат промаха   1240.8 ₽²\n",
      "шаг   20:  средний квадрат промаха    151.3 ₽²\n",
      "шаг  200:  средний квадрат промаха     38.1 ₽²\n",
      "шаг 4000:  средний квадрат промаха     11.8 ₽²\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "шаг    0:  средний квадрат промаха   1240.8 ₽²\n",
      "шаг   20:  средний квадрат промаха    151.3 ₽²\n",
      "шаг  200:  средний квадрат промаха     38.1 ₽²\n",
      "шаг 4000:  средний квадрат промаха     11.8 ₽²\n"
     ]
    }
   ],
   "source": [
    "def tariff(x):\n",
    "    return 30 * np.minimum(x, 3) + 20 * np.clip(x - 3, 0, 7) + 10 * np.maximum(x - 10, 0)\n",
    "\n",
    "\n",
    "pages_e = np.arange(1, 21, dtype=float)\n",
    "paid_e = tariff(pages_e) + rng.normal(0, 5, len(pages_e))\n",
    "\n",
    "# масштабируем вход и выход — урок раздела 11\n",
    "x_m, x_s, y_m, y_s = pages_e.mean(), pages_e.std(), paid_e.mean(), paid_e.std()\n",
    "z_e, u_e = (pages_e - x_m) / x_s, (paid_e - y_m) / y_s\n",
    "\n",
    "H = 8\n",
    "relu = lambda z: np.maximum(0, z)\n",
    "\n",
    "\n",
    "def net(p, z, act=relu):\n",
    "    W1, b1, W2, b2 = p[:H], p[H:2 * H], p[2 * H:3 * H], p[3 * H]\n",
    "    hidden = act(np.outer(z, W1) + b1)        # 8 включаемых блоков\n",
    "    return hidden @ W2 + b2                   # линейный выход\n",
    "\n",
    "\n",
    "def predict_net(p, x, act=relu):              # в рублях и страницах\n",
    "    return net(p, (x - x_m) / x_s, act) * y_s + y_m\n",
    "\n",
    "\n",
    "def mean_sq_net(p, act=relu):\n",
    "    return np.mean((u_e - net(p, z_e, act)) ** 2)\n",
    "\n",
    "\n",
    "p = rng.normal(0, 1, 3 * H + 1)\n",
    "print(\"Настроек в сети: %d\" % len(p))\n",
    "\n",
    "eta, snapshots, history = 0.05, {}, []\n",
    "for step in range(4001):\n",
    "    history.append(mean_sq_net(p) * y_s ** 2)\n",
    "    if step in (0, 20, 200, 4000):\n",
    "        snapshots[step] = p.copy()\n",
    "    p = p - eta * gradient(mean_sq_net, p)\n",
    "\n",
    "for step, q in snapshots.items():\n",
    "    print(\"шаг %4d:  средний квадрат промаха %8.1f ₽²\" % (step, mean_sq_net(q) * y_s ** 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "384b809a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x660 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xs = np.linspace(0.5, 20.5, 400)\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5.5))\n",
    "ax1.scatter(pages_e, paid_e, marker=\"*\", s=120, color=\"black\", zorder=5, label=\"чеки\")\n",
    "ax1.plot(xs, tariff(xs), linewidth=1.5, color=\"0.5\", linestyle=\"--\", label=\"настоящий тариф\")\n",
    "for i, (step, q) in enumerate(snapshots.items()):\n",
    "    ax1.plot(xs, predict_net(q, xs), linewidth=2.5, color=palette[i], label=\"после %d шагов\" % step)\n",
    "ax1.set_ylim(0, 350)\n",
    "ax1.set_xlabel(\"число страниц\"); ax1.set_ylabel(\"стоимость, ₽\")\n",
    "ax1.set_title(\"Что выдаёт сеть по ходу обучения\")\n",
    "ax1.legend(fontsize=10, loc=\"upper left\")\n",
    "\n",
    "ax2.plot(history, linewidth=2.5, color=palette[0])\n",
    "ax2.axhline(5 ** 2, color=palette[3], linestyle=\"--\", linewidth=2, label=\"уровень шума в чеках\")\n",
    "ax2.set_yscale(\"log\")\n",
    "ax2.set_xlabel(\"номер шага\"); ax2.set_ylabel(\"средний квадрат промаха, ₽²\")\n",
    "ax2.set_title(\"Ошибка по ходу спуска\")\n",
    "ax2.legend(fontsize=11)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f6f2d17",
   "metadata": {},
   "source": [
    "Ничего нового не понадобилось. Две схемы, которые стоит держать рядом:\n",
    "\n",
    "```text\n",
    "Применение:  новые данные → модель с найденными настройками → ответ\n",
    "\n",
    "Обучение:    данные → модель → предсказание\n",
    "                                   ↓\n",
    "                     сравнение с известным ответом\n",
    "                                   ↓\n",
    "                            оценка ошибки\n",
    "                                   ↓\n",
    "                          изменение настроек\n",
    "```\n",
    "\n",
    "Правильный ответ нужен для проверки во время обучения. Когда модель применяется\n",
    "к новому заказу, она должна получить ответ из входных данных.\n",
    "\n",
    "Обратное распространение ошибки, о котором пойдёт речь дальше, — это всего лишь способ\n",
    "получить все 25 ответов «что будет, если чуть-чуть повернуть» за одно вычисление\n",
    "вместо пятидесяти. Для миллиарда настроек это разница между «работает» и «не работает».\n",
    "\n",
    "### Почему пороговая активация не обучается\n",
    "\n",
    "Заменим включаемый блок $\\max(0, \\cdot)$ на ступеньку «0 или 1» из прошлой лекции\n",
    "и зададим те же 25 вопросов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e22cd171",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Производные по настройкам первого слоя (W1 и b1):\n",
      "  ReLU:       [10.4   6.23  9.56  0.    5.63 -1.35 -0.15 -0.09 10.21  5.49  8.41 -0.\n",
      "  4.95  0.57 -0.02  0.06]\n",
      "  ступенька:  [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "\n",
      "Производные по настройкам выходного слоя (W2 и b2):\n",
      "  ReLU:       [-12.49  -2.98 -25.61   0.18  -5.12   1.54   1.89   0.04  -7.05]\n",
      "  ступенька:  [-3.85 -3.38 -3.38  0.49 -3.38  0.76  0.46  0.2  -3.38]\n"
     ]
    }
   ],
   "source": [
    "step_act = lambda z: (z > 0).astype(float)\n",
    "\n",
    "p0 = rng.normal(0, 1, 3 * H + 1)\n",
    "g_relu = gradient(lambda q: mean_sq_net(q, relu), p0)\n",
    "g_step = gradient(lambda q: mean_sq_net(q, step_act), p0)\n",
    "\n",
    "np.set_printoptions(precision=2, suppress=True)\n",
    "print(\"Производные по настройкам первого слоя (W1 и b1):\")\n",
    "print(\"  ReLU:      \", g_relu[:2 * H])\n",
    "print(\"  ступенька: \", g_step[:2 * H])\n",
    "print(\"\\nПроизводные по настройкам выходного слоя (W2 и b2):\")\n",
    "print(\"  ReLU:      \", g_relu[2 * H:])\n",
    "print(\"  ступенька: \", g_step[2 * H:])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d982cb9",
   "metadata": {},
   "source": [
    "На любой маленький поворот настройки перед ступенькой ответ один: «ничего не изменилось».\n",
    "Все шестнадцать производных первого слоя — ровно нули, и спуску некуда идти. Выходной\n",
    "слой ещё обучается (он линейный), но первый слой замёрз навсегда. Вот зачем прошлая лекция\n",
    "была про гладкие функции активации.\n",
    "\n",
    "Присмотритесь и к строке ReLU: у одного из восьми блоков обе производные тоже нули.\n",
    "Этот блок выключен на всех чеках сразу, и включить его спуску нечем — он тоже замёрз.\n",
    "Это известная болезнь «мёртвого ReLU», и leaky ReLU из прошлой лекции лечит именно её."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfb3efc5",
   "metadata": {},
   "source": [
    "## 15. Классификация: где граница и почему на выходе уверенность\n",
    "\n",
    "Теперь задача с ответом «да/нет». Посылки, известна масса; лёгкие помечены «маленькая»,\n",
    "тяжёлые — «большая». Правило: *если масса больше порога $t$, считать большой*.\n",
    "Обучаемая настройка — положение границы. Самый естественный счётчик промахов —\n",
    "**число неверно классифицированных посылок**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "72af7545",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Минимум — 1 ошибок — достигается при любом пороге от 3.35 до 4.33 кг\n",
      "Производная числа ошибок при t = 3.5:            0.0\n",
      "Производная штрафа за неуверенность при t = 3.5: -0.95\n"
     ]
    },
    {
     "data": {
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7du1SHmh27doFYLZpvJeXV5IPTfGtXLmS//3vf5QtW5bWrVtb9B1L7N27lz/++IMFCxYk2f8W4ppcr1y5ks6dO5scC3NCQ0N5/PgxlStXNluTXqVKFVasWMHNmzdfO/9JSSq/xsEQy5YtS5YsWUy+W6lSJS5dusSNGzfIly+fstzSctDpdEyZMoWyZcvSpk0bFi5caFGe9Xo9z549S7IZ7etwcXEhR44cXLt2jYCAANUDryVepywTtjhJzosXL5g3b55qWcJ+uMb1V61a1eT7Li4uFClShBs3bhASEqI0LzcntdYT319//cWePXsYNWqU0s/6TV2/fh3A7FgJAJUrV+bvv//m5s2bFChQ4K2vR6PRMGzYML777jv69u2rvNRauXIlZ8+epUSJEnTo0EFJf//+fcLDw9HpdCZlC3FdLnQ6Hbdu3aJKlSqJbhfg7t27DBw4kPPnzzNjxow3egnq5uaGm5sbQUFB3Lhxg0ePHnH//n0uX76s5Mno5s2b5MuXz+Rc1mg0qppmS9MllNQ92PiiOeHvkvF37KOPPjI5Dq6urly7do379++bfA9gzpw5xMbGMnTo0ERfPG7fvp1//vmHXLly0aNHD9VnRYoUoUiRIkRFRfHXX39x//59Hj16xLVr1zh//jyA6vglxXh9m7sObW1tKV++PD4+Pty7d0+1L+bSV6hQgT/++INbt26RJ0+eFJWxEMI8CdqF+EA9evQIINF+k4m5efMmrq6uqmU2NjbKQEfGWprnz58n2fQ2qbf/xr6E5mo4HR0d0el0JjWUDg4OwH9NrTNnzkyjRo3YvXs3Dx48oFChQuzevZuSJUuqmi4bbdy4MdH8JLRjxw6srKz44YcfXrumNKGoqCimT59OjRo1aNSoUbJB+2+//abUTCeXFv47LokFPcZ+rJGRkSnMuWWSyq8xT4m9NDF24YiIiFAtt7QcNm7cyO3bt/H09ExRTbOfnx/R0dEULlzY4u9Y6vvvv2fs2LG0bt2aunXrkj17drRardkBERN6nbK8f/9+kv1qE3rx4kWyTeeN13pi3Sly5crFjRs3iIiISDLYTq31GBkMBiZPnkyRIkXw8PCw+CVNcoz5fNNrKLXWA3EBb+XKlTl69KiybMeOHWi1Wvr376/cFwHl5cW9e/de+95s9ODBAx48eEClSpWoXr16sumT8urVK6ZMmcLu3buJiYlBo9GQP39+qlevrrzgiL8POXLkSHadlqaLL7l7cGK/S8bz1tzvlXGsCuM1G9/t27fZvHkz3377bZIv1A4dOgTE3TMSdmfT6/UsXryYlStXKuWWPXt2KlWqRP78+bl7964yvWtyLLkOwfQ+bC7vxmNvHLwuJWUshDBPgnYhPlA3b94kU6ZMKQ7a4w9EFxsbi7+/P3v37uXbb79lx44dykOKm5tbigf9MjI+zCYcrRbiHsaMzfATLgf1A8cXX3zB7t272b9/P1WqVOHZs2d0797d7Da3b99uEswnfDlhtGbNGjZu3MjIkSOxsbGhRYsWlu1YEpYvX86///5rtnVCQhcvXmTfvn2MHz/e4oEEHR0dARIdmdp4/FK7KTgkn19j7XlQUJDZ7xubWCbsymFJOQQHBzN37lyaNWuGm5tbsk2O4zOO/JzcoIkJWfJioF27dkprlJS8MIKUl6VOp+P69esp6hpQqlQpduzYoVrm7e3NqFGjXjsfiUntc3Pnzp1cvnyZpUuXqroOvKn0tr/R0dF8/fXX3Lt3j6VLl7J792527NjB2rVr2bp1Kz/99BNWVlZKE3zjdlu1amXRwGdJqV+/Pt27d2fAgAH06NGDTZs2mQxCB5ZdC8OGDeP48eN07NiRVq1aUbJkSeU+bmwdZZQpUyazATDEBdXG3x9L08WX3D3Y+LsUGhqqCp6N5WVulgNzv0tGU6ZMIU+ePMlel9OnT+fatWvMnj0bKysrevfurXy2YsUKZs+ejbu7O7169aJ06dLKy8+ePXuqRrZPzuuel5GRkaqXQ/Dfb7fxOKWkjIUQ5kmfdiE+QKGhoVy/fp2PP/44xX1cjQPRffvttwwePJhp06YxaNAg/Pz82Lt3L05OTuTLl487d+6YrSnavn078+bNSzJ4MgZJCd/Av3jxgvDwcGJiYpTm/UbGACt+oF2zZk1y5crF0aNHOXr0KFqtlpYtW6Zof81xdnZm0qRJ5M+fn19++UUZH+B1PX/+nKVLl9KxY8dkA0SDwaBMW9a+fXuLt5E5c2YKFCjA/fv3zeb3woULABQvXjxlmU+GJfktUqQIWbNmVWpT49Pr9Zw+fRobGxuTlyiWlMOCBQuIiIhg2LBhKc77qVOnKFCggDKy8ttw8+ZNihUrxu7du7l+/TpTpkxJ9jspLctLly4RFhamDLSWWowvuf744w+Tz0JDQ7lx4waFCxdOtjVKaq0H4gKImTNnUq9ePZN+uW/KmE/juBkJXbhwAY1Gk+w1lFrrWbJkCdeuXWPgwIF88sknyiCLTk5O/PLLL3z00UdMnjyZp0+fAnHXma2tLdeuXTNb+7pq1Sp+//13AgMDk9wuxPXlNk7jefPmzUQD3eR+X4KDgzl+/DjlypXj559/VnX58PX1JSoqSpXXkiVL8uTJE54/f26yri+++IJPP/00RemMLLkHG5dfu3ZNtdzYas343/j+/vtvbG1tKVKkiGr54cOHOXPmDMOHDzf7siM+BwcHhg8fTsWKFZk7d64qEN+9ezdWVlYsXLiQTz75RAnYDQYD9+7dU/7fEkldh3q9nj/++INMmTKZ3A/NTTF56dIlrK2tKVu2bIrLWAhhngTtQnyAfHx8iImJSbWHWuNDh7EGvHXr1gQFBTF9+nT0er2S7s6dO/zyyy+sXLkyyVokNzc38uTJw44dO3jw4IGyfMOGDcr/xx+Y6p9//mHXrl3ky5dP1RfTysqKFi1acOXKFfbu3Uv16tVTrX+yg4MDQ4YM4dWrV/z+++9vtK7169djY2PDoEGDkk179uxZrl69ypgxY1Lcj7R169ZERkYyefJkZfA3iHsIXbduHc7Ozqr5qFODJfm1srKiS5cuBAYGMmvWLNUD3KZNm3jw4AGffvqp2b7fSZVDZGQknp6e9OzZU9UX3hKhoaEcOHBAGQnaEsaaNkuCS19fX4YMGQLEjaZdokSJFJVnSspyy5Yt5MyZk0qVKlm8fks0atQIJycn1q9frwpkYmNjmTRpEpGRkRZNrZha64G4IObly5eqeclTS758+ahWrRrXrl0zmVt68+bN/Pnnn1SrVi3ZcUJSYz1Pnz5l2bJlFC5c2OxAlHZ2dgwbNozw8HBmzZqlLGvWrBl37twxmYnh3LlzTJs2ja1bt5odVyIxHTt2pESJEqxYsUJ5OQCWXws2NjZotVqCg4NVNdWRkZFMmDABQNWy6vPPP8dgMDB9+nRVP+h9+/bx8OFDatSokaJ0Rpbcg5s1a4ZWq2XZsmVKU3m9Xs+mTZuAuMHijC/MIK5lyv3792nSpInJcVi+fDnu7u6qqSSTotVqGTVqFDExMfz222/Kcjs7O3Q6ncnLu99//12ZSjP+/SEpVapUoXDhwhw8eJDjx4+rPps7dy7+/v589tlnJvsyb9481eCFBw4c4Ny5czRs2JCsWbOmuIyFEOZJ83ghPjDG+cshrl+iuQGJjP1qz58/z6pVq1Qj08YfoComJoYnT57g4+ODnZ2d8iDUu3dvZT72P/74A3d3d4KDg9m/fz8RERH89ttvSU4rZmVlxc8//0z//v3p0KEDTZs25dWrVxw4cECZZuf333/n1q1buLi4sG/fPiIjI/nxxx9NAp/WrVuzYsUK/P39+f7779/k0Jlo1qwZq1atYsOGDXTt2lXp+xwVFWVyXI0PUH/99Rc+Pj6q6ZHCw8MZO3asRc1/w8PDadKkyWvVmvbq1YtTp06xa9cubt26RfXq1Xn58iU+Pj4YDAZmzZplUi6XL19WHvrhv9rBXbt2qWpYEms5YWl+e/bsyYkTJ1i9ejV//vknVatWxdfXl0OHDlGgQAHVNHAJJVYOMTEx5M2bl549eyZ9YBI4d+4cq1atIjQ0lKCgoEQHZDt58iQFChTA1taWCxcucPz4cWxsbJKd59pgMDBq1ChCQ0P58ccfLRpIMCFLylKv1zNr1ix27tyJq6tron27jdd0wunNkpM5c2YmT57M4MGD6dixI40bNyZ79uycPXuW27dv4+bmRq9evd7ZeiDufOvRo4dJzWZq+eWXX/Dw8GD8+PEcPHgQV1dXbt++zenTp8mVK5cShLzt9cycOZOIiAiGDx+eaGDcqFEj3N3d2b59O127dqVs2bKMGDGCS5cu8euvv3L48GEqVKjA06dPOXjwINbW1kyePDlF0yJaWVkxbNgwevfuzezZs+nZsye7d+/mwIEDAEkOpAdxL90aN27MgQMHaNeuHbVq1SI8PJyjR4/y4sULsmTJQkhICHq9Hq1WS9u2bTl48CDbt2/n1q1bVKtWTcl//vz5lUHmLE1nZMk9uFixYvTs2ZMlS5bw5ZdfUqdOHa5evcqVK1eAuBcQvXv3pmXLloSEhLB//36yZcvGDz/8YLKuyMhIRo8ebfFxhrgBOZs2bcr+/fs5f/487u7ufP7551y+fJlOnTrx2WefYWNjw7lz57h27RrZs2fn5cuXiXY7Skir1TJ16lS++eYb+vbtS/369SlUqBCXLl3i8uXLFCtWjOHDh5t879GjR3zxxRfUq1ePp0+f4uPjQ+7cuZUXZyktYyGEeRK0C/GBiT8AUfyaa3POnz+Pn5+fSdAefx3ZsmXj448/pm/fvhQrVgxAmW952bJl7N27l/Xr1+Pk5ETlypXp06cP7u7uyeazXr16LFmyhJkzZ7J161YKFCjA9OnTmTFjBsHBwfz222/MnDmT48eP89FHHzF16lSztcQlS5akWLFiPHnyxKJp1FJCo9EwYsQIPDw8mD59uhLcRUdHJzrQk7mgvXjx4hZPHWdra2v2wckSdnZ2rFq1iuXLl7Nr1y68vLxwdnamfv369OnThzJlyph858qVK8pDaXz79+9P1fw6ODiwYsUKFi9ezMGDB/H09MTZ2ZnWrVvz/fffJznCemLlAHHzFSfsb5mc8+fPc+TIESCutiwxp06dImfOnGTJkoXVq1eTPXt2RowYkew896tXr+b8+fNUr17dZOotS1lSlr6+vkqz5evXryc64JPxmk5p0A7QpEkT1q9fz8KFCzl58iTR0dEUKlSI4cOH061bN2VmgHe1HhcXlxTP554SH330EVu3bmXBggUcO3aMCxcukCtXLrp27Uq/fv0snkLzTdZz/fp1duzYgbu7u9m50eMbOXIkbdq0YerUqaxduxYXFxc2bdrE4sWLOXTokLKsQYMG9O/f3+wI58mpW7cuNWvWZPv27ZQqVYqFCxfi4OBAhw4dTKb4Mmfy5MnkyZMHHx8f1q1bR86cOSlfvjy9e/dm9+7drF69mnPnzlGjRg2lKfjy5cvZsWMHnp6eZM6cmZYtW/LDDz8orQQsTWdk6T14yJAh5MiRg9WrV7NhwwYqVKjA7NmzGThwIHXq1KFSpUp4eXkREBBAjRo1GDNmjNnuNe3atTM7IGpyhg4dyuHDh/n111/ZsmULnTt3xmAw4OXlxebNm3FycqJIkSLMnDkTOzs7BgwYwPHjxy1uZVO5cmW2bNnC77//zpkzZzh58iT58uWjX79+9OrVS+n3Ht+cOXPYsGEDW7duxcHBgS+++ILvv/9e1aotJWUshDBPY5COJEJ8UFxdXXF3d2ft2rXJpjUGwcYAJj1o0KABwcHBifYHTSgkJIRatWrx6aefqpoVppUGDRrg7u7O1KlT0zorIhHz5s1j/vz53Lp1K8l06b0sfX19adiwIVOmTOHLL79MNJ2l+yuEMGW8zho2bPjGXaXeJyNHjmTbtm1mB3EVQqQ+aYcihMjQli5dSlRUVIoGbRNCCCGEECK9kObxQogMycPDg6dPn/L48WOqV69O1apV0zpLQgghhBBCpJgE7UJ8YAYOHGjxFFbmRiV+X2TJkoWrV69Sq1atN56TODV169Yt2cGZRNpyd3dn4MCByaZL72Xp7OzMwIEDk226aun+CiGEECJtSJ92IYQQQgghhBAinZI+7UIIIYQQQgghRDolQbsQQgghhBBCCJFOSdAuhBBCCCGEEEKkUx/0QHSxsbGEhIRga2uLVivvL4QQQgghhBBCvF16vZ7o6GicnJywtk4+JP+gg/aQkBDu3buX1tkQQgghhBBCCPGBKVq0KNmyZUs23QcdtNva2gJxB8ve3j6Nc5O4yMhI7t27l+7zKV6flHHGJ2WcsUn5ZnxSxhmflHHGJ2Wc8b0vZWzMpzEeTc4HHbQbm8Tb29vj4OCQxrlJ3vuST/H6pIwzPinjjE3KN+OTMs74pIwzPinjjO99KWNLu2hLR24hhBBCCCGEECKdkqBdCCGEEEIIIYRIpyRoF0IIIYQQQggh0ikJ2oUQQgghhBBCiHRKgnYhhBBCCCGEECKd+qBHjxfiQ2MwGAgLCyM4OJioqCgMBkNaZ+mDodPpAPD19cXKyiqNcyNSm5RvxidlnPFJGb97Go0GOzs7nJ2dcXR0RKPRpHWWhEiXJGgX4gNhMBh49uwZAQEBANjY2Fg8zYR4c1qtFicnJznmGZSUb8YnZZzxSRm/ezqdjlevXvHq1StcXFzIlSuXBO5CmCFBuxAfiLCwMAICAsiUKRN58+bF1tY2rbP0QdHr9URERODg4CAPhBmQlG/GJ2Wc8UkZp43o6Gj8/f0JCAjA0dGRzJkzp3WWhEh35I4kxAciODgYQAJ2IYQQQqQbtra25M2bF/jvWUUIoSZBuxAfiKioKGxsbCRgF0IIIUS6Ymtri42NDVFRUWmdFSHSJQnahfhAGAwGae4nhBBCiHRJo9HIALlCJEKe4IUQQgghhBBpSgagEyJxErQLIYQQQgghhBDplATtQgghhBBCCCFEOiVTvgkhhEgVT58+ZcmSJZw8eRJ/f3+io6OVzxYuXEiDBg3SMHdCCCGEEO8nCdqFEEK8sSdPntCuXTtcXFz4/PPPyZMnjzIacMmSJSlWrFhaZ1EIIYQQ4r0kQbsQQog3Nm/ePHLmzMmGDRuwt7dP6+wIIYQQQmQY6bpP+8CBA02aU967d4/evXtTpUoVqlWrxujRowkODk6jHAohhADw8fGhS5cuErALIYQQQqSydBu079ixg0OHDqmWBQcH89VXXxEQEMC0adMYMmQIhw4d4vvvv0+bTAqRQRj0OmKDn6e7fwa97rX3ydvbG1dXV06cOKFafuLECVxdXfH29gbA19cXV1dXpk+frkp34MABXF1d6dq1q2r5tWvX6NevH9WqVcPNzY1u3bpx8eJFVZquXbvi6uqq+le6dGkqV65Mt27dVGn//fdfRo0aRc2aNSlXrhyfffYZS5cuRadLft/1ej2rVq2iWbNmlCtXjho1ajBs2DD8/PxU6Ro0aED79u1Vy0aOHImrqytRUVGJHrNz587h6uqKl5eX6rsrVqzA1dWVkSNHKvsQHBxMyZIlWbRoEQ0aNKB8+fK0aNGCDRs2mOQ7ODiYiRMnUrduXcqVK0fDhg2ZMWMGERERShpz5TJr1iwqVarEjBkzVPtw7ty5ZI9VUuVm3O/E/nl7ezNz5kxcXV25evWqybrbtWvHF198AcCoUaMSXU+tWrVU37t79y6DBg3C3d2dChUq8OWXX7J3715Vmnnz5uHq6srdu3dVy728vFT7ntj5nlDXrl1V+fjjjz9o0KABderUUR3T+OeFXq/niy++sPhYJ5TUsY1fvq6ursyaNYsVK1bwySefUKlSJTp16sTZs2dN1nnp0iW++eYbKleuTMWKFenYsSM+Pj6qNIkdu759+6ruAQDnz5+nY8eOVKpUiTp16jB+/HhCQ0NVx814DZcuXZry5cvTqFEjFi5cqFp3VFQUc+bMoVGjRpQrV446derw888/ExgYqEr37NmzRI/JvHnzlHTmygNg+vTpuLq64uvrqyy7efMmgwcPpnbt2pQtW5Zq1arRv39/k/0/fvw47dq1o1KlSibbTur8SexeGRUVpbofGB07dozOnTtTsWJFKleuTI8ePUzulcZ7TGL/Unp+m2M8hpZck3fu3GHYsGFUr16d8uXL06pVKzZv3qx8bunvSlL7ZPxNeZNrzVgWxn+lSpWiUqVKdOzYkT/++EOV1pL7jJ+fH99++y3VqlXD3d2dPn36cO/ePVWacePGJbpP8Rl/l5o3b0758uWpVasWY8aM4cWLF4nujxAieemyefzTp0+ZNGkSefLkUS338vIiODiY7du34+LiAkDu3Lnp3bs3Fy9exM3NLS2yK8R7Lfj8ZvzXDkQX/Cyts2LCyjkXebvOx9m93TvdblRUFNOmTTNZ/ueff/LVV1+RJUsWunfvjrOzM15eXvTo0YN169ZRsWJFJa2TkxM//vij8rfBYGDChAmq9T158oT27dsTGhpKp06dKFCgAKdPn2b69OlcvXqVOXPmJJnPYcOGsXv3burVq4eHhwf+/v54enpy6tQpNm3aRMGCBd/wSJh6+fIlv//+u2qZ8WFs1qxZXL9+na5du5ItWzaOHTvGTz/9xMOHDxkxYgQQF7B36tSJ+/fv065dO1xdXfnrr79YsmQJFy9eZPXq1dja2pps9+LFiyxatIh+/frx6aefAtChQwdq1KiRbH/55MqtatWqSnmfPXsWb29v+vbtS9GiRQGUwHDx4sXs2bOHcuXKKet+/PgxV65cYciQIaptTp48GWvr/35iFy1apGoVduvWLTp37kyWLFn45ptvcHBw4ODBgwwePJhnz57x1VdfJblPqUGn0zF69GgKFChAp06dEk23adMmbty48Ubb+vjjj+ncubPyd2BgIFOmTDFJt3PnToKCgujevTuZM2fG09OTnj17smLFCtzd3YG4oLN///7kzp2bXr16YW9vz44dOxgwYAA//vgjXbp0STQfJ0+e5OjRo6pld+/epVevXuTPn5+hQ4fy7Nkzli1bRlBQELNnz1bSOTk5MXz4cGxsbAgLC+PAgQPMnj2bPHny0Lp1a2JiYujZsyfnz5+nRYsWfP3119y5c4eNGzdy5swZNm3aRJYsWQCUQO27774jf/78ADx//pzffvvttY7vnTt36NixI/ny5ePrr78mc+bMXL16FW9vb27fvs3BgwfRarX8/fff9OvXj2LFijF48GAlP3/88QcbN258rW2bs3HjRsaNG0fJkiUZNGgQsbGxbN68me7duysvNeL78ssvqV69uvK38TpMTcldk9euXaNLly7Y2tri4eGBi4sLBw8eZOzYsdy7d0+5h1nCeD+JjY1l9OjRuLm5KS9Oc+TIkej3Unqt1a9fn88++wydTqfc//v06cPRo0dxcnKy6D4TExPD119/TUBAAN988w329vYsXbqUnj17snfvXqX1VGRkJGXKlFHdm9avX8/ly5dVeRozZgzbtm2jZcuWdOnSBV9fX9avX8/Zs2fZsmUL2bJls3j/hBD/SZdB+9ixY6lVqxZ2dnacP39eWX7q1CmqVKmiBOwAderUwdHRkRMnTmTIoF0XGkDg3hnYXj/J02NOaLVWaZ2l16bRanEoXpPsTX9AY5UuT70P0pOVvdCHv0rrbJilC37Gk5W9Xito12rjGhLFxsam+LvLly8nMDCQTJkyqZZPnToVa2trtm7dSq5cuQBo1qwZjRs3ZunSpcyfP19Ja2dnR6tWrZS/9Xq9yYuAGTNm8Pz5czw9PZX7l4eHBxMmTGDdunX4+PiYPNwanTp1it27d9OuXTsmTpyoLG/SpAnt27dn6tSpLFiwIMX7npyZM2dib29PSEiIsiwyMhKAM2fOsGXLFsqXLw9A586d+f7771mxYoVSe7Rs2TLu3LnDb7/9xueff66kc3V15ddff8XLy4vu3bubbHfhwoVUqlRJ1bKqUqVKVKpUKdk8W1Juxhcc4eHheHt7U7NmTapVq6ZaT9myZdm/fz/Dhw9Ho9EAsGvXLjQaDc2bN1elbdGiBXZ2dsrfW7ZsUQUIEydOxMnJie3bt+Ps7AxAly5d+Pbbb5k5cyaff/656rfubdi/fz8PHz7k999/T/TFR3BwMLNnzyZnzpw8f/78tbeVL18+1fXg6+trNmj39/fHy8tLKdeWLVvStGlTpk+fzqZNm9DpdPz0009kyZIFb29vsmbNCsRdNx07dmTatGk0bdrUbGAUExPD5MmTTfbl7t27fPzxx0ybNo3cuXMDcUHwkSNHMBgMSlnb2dnRvHlzHBwc0Gq1fPbZZ9SsWZPLly/TunVrvL29OX/+PN9//z39+vVT1l+tWjUGDRrEggULGD16NPDfNdOiRQsKFSqk5ON1g3ZPT090Oh1r1qxR9r19+/bY29uzevVqbty4oZy/Op2O2bNnq8pcp9OlWtAeFBTE1KlTKVmyJFu2bFGug86dO9OiRQvGjx/PJ598ono5V6FCBdX5YbwOU1Ny1+SECRPQ6XSsXr2akiVLotVq8fDwYMCAAaxYsYJWrVpZ/Lti3JeoqChGjx5NwYIFVftnzutca8WLF1et19bWlunTp3Pv3j0qVqxo0X0mMDCQQoUKMXLkSOrXrw+ARqNh8uTJ3LhxQ7kWIyMjTbZ37NgxVdB+7tw5vL29GTVqlCq4b9q0KR06dGDx4sUmLTLeR+F3/kfg0cXoQgPSOivCDL3WGqvsFaFMmbTOSqpKd5HT5s2buXbtGrt37zZ5wL179y7NmjVTLdNqtRQoUIAHDx689jaNP57p0dNlXxN+aQdWQHhaZyYVhPy5g+jQQLJ9Pi6ts5KuGM/Bt3ku6nQ6tFoter1e/YHhrW0ydRgwzbMFsmfPDsTVhMb/vsFgUP6r1+tN/v73339ZunQp/fr1Y/Xq1cryly9fcuXKFdq2bUuOHDmUdWbNmhVPT0+yZs2qLDOuM/52E/6/TqfjyJEjuLu7U7lyZdXnffr0Yd26dRw6dCjRadKM3Yf69Omj+m65cuWoXbs2x48fJzIyEltbWwwGg7IfCY+DXq83yXdix+batWt4e3szadIkRo0aZZLO3d2dsmXLqrbz9ddfs3//fg4ePEiJEiXw8fGhQIECNG/eXJWuc+fOLFiwgEOHDtG1a1dlnWFhYWzdupVTp06xYMGCFJ8LKSk3c8cgvhYtWvDrr7/yxx9/ULlyZQB2796Nm5sbuXPnJioqyuxxTXi8AwMDOX/+PO3btycmJoaXL18q6Zo0aYKPjw+nTp2iRYsWyvdevXqlShceHm62rEJCQnj58iW2trY4OjqaHA/juXDz5k1mz55Nw4YNKVKkiNlzV6/XM3fuXKysrOjWrRszZswwe1wskdj5l3B5tWrVqFixorIsZ86cfPbZZ2zdupXnz5/j5+eHv78/AwcOxNnZWUlnbW3N119/zZAhQzh+/DitW7c22cbatWt58uQJI0eOZPz48cryRo0a0ahRIwwGA8+fP+fOnTtcvnyZokWLKsfL+C8wMJDw8HAiIyPx9PQEoHz58uj1eg4dOoS9vT1fffWVap8aN25M0aJFOXTokBKwPH36FEC1D+aOiXFZQECAKsg1/lYY044dO5YBAwbg4uKifDc8PBwrq7gX/aGhocp9B+JeQFh63idMExkZqToXjVM7Gr97+vRpwsPD6dGjBzY2Nsr6HB0d6dy5MzNnzuTPP//E3d090e0mdi9K7vxOKt9JXZMvXrzg0qVLfPHFFxQsWFCVrnfv3hw5coSDBw8qAWxyvytG8csx4XF9k2stYVno9Xr8/f3Zs2cPmTNnpnDhwrx8+dLi+8zixYuBuBYwT58+5cCBA9jb25M3b14lD8+fPze5vyf8rTtw4AAA9erVU20vX758FC9enCNHjjB8+HCz+xT/OMXvKpXa3vR5K/bVv/hOqY8hNir5xCLN2LKNwLz5oaZHWmclUSk9B9NV0O7n58eUKVOYMmWK2RqG4OBgszdpR0dHVd+zlErYbyc9sbtzPv0OPPCaAi5sx79427TORrr0ts9FJycnkx9DF495BGwcgj7k9WvR3hatU05cOsx4rR/wUqVKkTVrVpYsWUK+fPkoVqwYfn5+7N69G4h70IyIiFBumrGxsURERPDrr7+SI0cO2rdvz6pVq5QHiPv372MwGMibN69Jfoy1tMblxodMc/k2ru/ly5eEh4dTqFAhk3SOjo44OTnx+PHjRPf90aNH2NnZ4eLiYjY/J0+e5PHjx+TLl8/sg5Dx4T0iIkJ54DI+fEdFRREREaE04Y2JiSEiIoIJEyZQuXJl6tWrp6wjIiJCqX0qWrSoSV7y5csHwMOHD4mIiMDX15cqVaqY/bHKnz8/vr6+qnJZv349AN27d6dGjRopPhdSUm7GfY1/DOJr2LAh06dPZ+fOnZQuXZrbt29z9+5dOnXqpBwr47GMf1yNy43nxD///APENYXdtGmT2Xwbj5cxP4k1Xzfm01h2P/zwg/JZ5syZqVGjBv369eOjjz5S8vHy5UtatWrFRx99xNixYxM9L+7cuYOXlxdjx441OTdSyniuGCW87oyKFClisn5j8/H79+8rfbjz58+faLoHDx6ojl1kZCRPnjxhwYIFdOvWTXmhZ7wHGIWEhFC3bl0grqZxwoQJqmv65cuXNGzYULXNYsWK0aBBAyIiInj8+DF58uQxG3QULlyYY8eOERYWhlar5f79+zg5OWFjY6OkNR4T4/VmPG6Acs0lFBkZqaR99uwZixYt4p9//sHX15cnT54o56Ax3SeffMLKlSv58ccf6dWrF3nz5sXGxoagoCAg6fI15m/t2rWsXbvW5HNjGRsrUfLly2eyrgIFCgBxZVm+fHmTe4xRwuvQ0vPbHHP3OlBfk8bfXmOrh/j9zPPmzQvE3XM7depk0e+KkXE9Cc//hPlK6bWWVFn069cPGxsbbt68CVh2nzHq1q0bt2/fBqBnz56qZ4bHjx8r57q5fYC4cgWULkwJxT/fzdHpdISEhHD9+vVE06SW133esrq1H1sJ2N8Lz6+ewD9r8q3x3hfpJmg3GAyMHj2aunXrJnqxA0oztYTfNbfcUkWLFk23Ix4H1OjEq4Mz0zobqcomKpBiGazJypuKjIzk3r17b/Vc9PX1RavV4uDgoFruUMuD7DU6pstmXlaZXdC8ZpcQBwcH5syZw9ChQxk4cKCy3NifztbWFgcHB+V4W1tbc/36dfbv38+iRYtwdnZGo9Eox8zYFzJz5swmxzAhrVaLRqNRpTM+LBrXZ2ymaWVlZXZ9BoMBOzu7RLdl3Ia9vb3J/c9Yu+bk5ISDg4NqPxKmiZ8XY02ecbvG5TY2Nvj4+Ch9ZI3rMebdGCw5ODiY5Nf4gJYpUyYcHBwwGAyJ7rMxD/HLpUmTJmi1WtavX0/t2rWpXbu22e8lJiXlZtzX+McgvoIFC1KjRg0OHz7MuHHj8PHxwcbGRml2GxUVpbzAiH/8QH1OGLfRvn37RH/vChYsqEqbcJyXY8eOsXbtWiWfxrL74YcfKFu2LDqdjkePHrF48WK++eYb9u7dS9asWdFqtWTJkoUBAwYwffp0Zs+erWqmHv+8mDFjBmXKlKF9+/ZK0+mkzsmkJCzz+NddwuUJ12/MU6ZMmZTjYTxP4jN+ZjzXjH/b29uzcOFCnJ2d6devHxcuXDC7DhsbG5YtW8aLFy+YO3cuY8eOZc+ePWTJkgWtVouzszO//vorNjY2xMTEcOXKFRYtWsTs2bMZP348Go3G5Lo30mg0WFtbKxUPjx49okiRImaPiY2NjeoaA1i8eLGqP/bWrVuV/sYODg6cOHFCqWmvXr06tWrVoly5cty8eZNff/1VKbfq1aszceJE5s+fT48ePUzymVT5GvPXrFkz2rRpoyyPjY2lT58+Shkb82luXcbPHB0dTe4xCcsi/josPb/NMXevA/U1aVy/Ma2dnZ1yLRuDaHt7e7Jnz27R70r8bRjXm9h5/TrXWsKyMBgMhIaGsmHDBpYsWUKdOnVSdJ8x+vnnn5UuWytWrKBu3bq4ubnx6tUrXrx4QcmSJRP9HYG489zOzs5k3JP4krp/WFlZ4ezsrLzceRve9HkryPcAgcknE2nMoLEizyddcC6VfuMN47loqXQTtHt6enLr1i127dql9BUyNruJjY1Fq9WSOXNmszXq4eHhJoPWpYS5h4T0Il/HX7EvVQ/fCwfIlTsXNtY2aZ2lFIsNfkbAwdnK37qQ59jb2ki/djPe5rlo/HE1PkSoaLVYZc39VrablqpXr86RI0e4desWOp2OAgUKcP36dXr16qUEssaA12AwMGXKFOrVq6f06wOUdMaHiMePH5scw+XLl+Pv78/YsWOV7xi/Z45WqyVHjhxkypSJ+/fvm6R79uwZoaGh5M2bN9F1FChQgFOnTuHv72/ygHP//n1sbW3Jnj27so8J82Pcb61Wqyw3Lkt4bCIjI1m0aBEdO3akVKlSSu2RMV2ePHnIli0b9+7dM8mvsdamUKFCynG8d++ekiej6OhofH19KV++vGrbhQsXZvDgwbRr145Ro0axf/9+nJyczB6TxI4TWFZu5o5BQp9//jmnTp3iypUrHDlyhLp165ItWzblpYy545pwubGGX6PRmLyEePz4Mbdu3cLR0VF1HCpVqqTqg/z48WNVPo3pSpcurVqnk5MTI0aM4MyZM7Ro0QKNRoONjQ3du3dXzvm6desqXc+M6zly5Ahnz55l06ZNWFlZJXtckpPY+ZdwublyevjwIdbW1hQqVEip2TN33RhreI3XjXEbN27cwNvbm1mzZpEpUyaTbfv5+REQEED58uWVUfRtbW354YcfOHPmDM2bN0ej0WBra0u1atWUPu0NGjTg77//ZteuXfzyyy8UKFCA8+fPEx0dbRIM3Lt3jzx58ih5/t///kedOnWSPSbGZTVq1FAFnMYR9Y1pJ0yYQN68edm+fTuZM2dW0hlfUMRfZ+vWrbl8+TLbtm2jb9++fPzxx5w9e5bly5cnWb7GvOTPn191jiW8HxjP7/v375uMORG/Fj5+GSV2vaT0/E4q30ldk8YadmNNcfy0Cc8rS35XjOKXY8Lj+ibXWmJlUaVKFerUqcPu3buVcRWSu88EBwdz48YNatSooXT7qVy5MrVr12b37t24u7tz7tw5NBoNlStXTvQYAspgqq6uruTMmVO1zSNHjigvDhOj0WiSfKmbml73eetVqLpVov1HVXB2a5NIapEWYrHiiX1RnEvVSbfx3etIN1HTgQMHCAwMNFuLUrZsWQYOHEiRIkV49OiR6jO9Xo+vry9NmjR5V1l9pzRW1mQq04hY8pG1TJn38uRLGLRj0BMb/AybbPnSLE/iw2Fra6sMjJaUvXv38uLFC2bONN+yJVeuXJQtW5Z9+/YxYMAApWYlKCiIZcuWqUaOj42NVdWKmWNlZUW9evXYu3evyewXixYtAki0PzvENdXesGEDixYtUg1Ed+XKFU6fPk2DBg2UmpY3tWbNGqKiovjuu+8STdO6dWtWrVrF33//rRxvg8HAkiVLsLa2pmnTpkq+ly5dyq5du5SB6CCumWdYWJjqhYmRlZUVI0eOpGvXrixZssRkpPakpKTcLNG4cWMyZcqEp6cn9+7dS/KYJJWn8uXLs2vXLvr06aO0VDDOMHD8+HF2796d5CjTljI2M044qCLEDUjl5eXF9OnTadSokarP9G+//Ubr1q2pUKHCG+chJY4fP87Dhw8pXLgwEDfDwt69e6lRowbOzs6ULVuW3Llzs2HDBrp27arUrkZHR7NixQpsbGyUwNtoxowZVK1aVTkHExo5ciT37t1j7969ymjqxgHKkquJ0+v1aDQaDAYDDRs25OTJk6xcuVI1EN3+/ft58OCBMt3j7du3+eeff1Qvi95UUFAQZcqUUQXsgYGB7NixA0A1heTMmTPZsmULgwYNYsCAAQCpOh1XzZo1cXBwYOXKlTRv3lx52RASEoKnpyfZsmVTrjtjvpK7XyYmqfM7JXLkyEHFihXZt28fPXr0oGTJkkBc+Rr7e8e/N1n6u2KJ1LzWjJVdWq3W4vvM/v37mT9/Phs2bFBeshjPf+Mz5969e6lSpUqyL0wbNmzIxo0bWbRokWr2lMuXL9O/f38+/fRT5cXA+yr2lb/qb8eyjcjRclQa5UaYExERgd876GLxrqWboP3nn38mLCxMtWzBggVcvXqVhQsXkitXLjQaDcuXLycgIEDp837y5EnCwsJM5toU6YdV5hxgZQ26/0ZbjQ16IkG7SFf8/f3p1atXkn0jR48eTY8ePWjTpg0dO3bEzs6OTZs2ERkZyQ8//MCNGzf466+/uHXrljJdWFKGDBnC2bNn6dmzp2rKt8OHD9OwYUOT/rPxffLJJzRt2pTNmzfz/PlzPvnkE2XKnyxZsphMTxQQEKAajfnhw4cA7NixQ3lgTji/b/xjM378eCWgMadv374cOXKEbt264eHhQaFChThw4AD/+9//+O6775Qa7969eysDcv3555/KlG/bt2+nfPnyqmnB4nN3d6devXqsWbMGDw8P8uTJw6VLl3j06BG1atVKMsBNrtxSIlOmTDRq1IidO3fi5ORk9iWDJX788Ue6detGmzZt6Ny5Mzlz5lQGhurUqRMlSpR4rfWePXuWwMBApdnd5s2byZ8/v8lI+BAXKA0ePJjvvvsOT09PVXPpkJCQZF+O+Pj4EBYWluyo2Cmh1Wrp3Lkz3bp1Q6PRsHbtWqytrZXz2dramp9++olvv/2WL7/8kvbt22NnZ8eOHTu4ceMGI0eOVPqsGz179owlS5Ykus3u3bszcOBAOnfuTMeOHXn16hUrVqwgb968yjRzEFejvGfPHmxtbYmOjubvv//mzJkzNG3aFI1GQ5s2bdi5cyezZ8/m7t27VK5cmbt377JhwwYKFCjAgAEDuHTpEvPmzSNTpkz8+++/SlANKCOG37p1i5s3b1KqVCmLj1u9evXYvXs3o0ePplKlSvz7779s3rxZ6atufL76448/WLlyJZUqVVK9WEhNWbNmZdiwYfzyyy+0bduW1q1bExsby6ZNm5QXo1ZWVuzYsYMjR44AmNTKJiYl53dKjR07lm7dutG9e3c6d+6sTPl2/vx5unbtSpm31K3PkmstMXfu3GHHjh0YDAZevXqlnE/GF1eW3GcyZcrE2rVr6du3L926dcPZ2Vm57ho2bIinpycHDx7k888/V52vEPdSDeJ+R1q1akXdunVp0qQJ69atw8/Pjzp16vDy5UvWrVuHs7MzgwYNeoMjlT7EBj5R/W2dVZ5lxbuRboJ2cw+4WbNmVb3N7Ny5M+vWraNHjx4MHDiQoKAgfvvtNz755BOLpv0RaUOj1WKdJQ+xAb7KstjAJ1AkDTMlRAI5c+ZM9iHWzc0NT09P5syZw8KFC7GxsaFixYrMmDGDkiVLMnPmTJYsWULevHkZPHhwstssUKAAW7ZsYfbs2Wzbto2wsDAKFy7MyJEjlaAlKTNnzqRcuXJ4e3szZcoUsmbNStOmTfn222+VAeCMHj9+zKhRprUB8WtDElOqVCk6dOiQZJosWbKwZs0aZs2axY4dO3j16hUFChRg/PjxqkHUjHOkz5s3Dx8fH7Zs2UK+fPno168fffr0MTtHu9GQIUNo1aoVc+bMYcqUKWzcuJFt27apprkyJ7lyS6lWrVqxc+dOmjRpomqynBIVK1Zk48aNzJs3j3Xr1hEVFUWhQoUYM2YMHh6vP9rt8uXLlf93dnbG3d2dYcOGJTrSdtOmTalYsSKLFi1S9VMeOHBgsjX9kydPxs/PL1WD9oYNG1KmTBlWrVpFZGQkVatW5YcfflC9xGjYsCFr1qxhwYIFSi1o2bJl+f33382+6OrcuXOS5dyoUSNmz57N0qVLmTlzJg4ODtSoUYOhQ4eqahZDQkKU68VYk9m+fXsl4LK1tWXFihUsXLiQPXv2sH//fnLmzEmnTp0YOHAgWbNmZePGjZw+fRog0Xm/Dx06hKura4qC9p9++glHR0eOHDnCnj17yJ07Nw0aNKBr1640b96cM2fOULt2bUaNGoWtrS1Tpkx5rW4OlvLw8CB37twsW7aMOXPmYGtrS8WKFZk6dSpubm5ER0czYsQIbGxsaNasGTVr1rRovSk9v1OiQoUKbNiwgVmzZrFu3Tqio6MpXrw4kydPVl0bqc2Say0xR48e5ejRo0Bcq5BChQoxceJEZeBCS+4z+fPnZ9WqVcyaNYs1a9YQExNDyZIlGTduHPny5aNr165AXGCeMGg3Gj58uHIfmDVrFitWrGD79u3K71L16tX57rvvEp1a8n0SE6QO2qUCSrwrGoOxLU06NHLkSM6fP6+8iYW4ZmWTJ0/m0qVLODo60qhRI4YPH65qEmapiIgIrl+/Tpl03uz8fclnUu79XI3Ie+eVv/N0X4hLg75pmKP05V2UsXGwC0tqgEXqM44obewPK95fZ86coUePHqxevZrq1asDH2b5xsTEULVqVdU8zW/C1dWVZs2aMWvWrFRZX2pLjTIeOXIkfn5+ZkdfN2rQoAGtW7fm22+/fd2sitf0IV7HSfH19VVekiXWmsE4L/utW7feeHvv4jnlTZ63DAYDN3s7Yoj+bwT8j8aeJlMJy146iXfjfYmbUprPdFPTbs7UqVNNlpUsWZJVq1a9+8yIN2KTNR/xJ3iKDfJPNK0QQqRnnp6eFCxYMFWa5L7PPD0933mfdyGESCv68FeqgB2kebx4d9J10C4yDusEzYdiEzQvEkKI9Eyv1zN48GCePn3KpUuX+OWXX95oqtGMwMrKiunTp6d1Nt4rlSpVUgbZS0yjRo1wdXV9RzkSInGZMmWiZcuWSTbfL1SoEC1btnyHuUo75p5drbO8/uxVQqSEBO3inUj4JlKCdiHE+0Sr1fL48WMePHhAjx49aN++fVpnKc0Z+7oKyyU3NgTEDZwoRHrg4uKS7Is5Nzc31ewnGVnC/uxWji5obVM+17sQr0OCdvFOWGfNq/o7/J8zPJr1eSKpPwxau0w4u7fH2e3LtM6KEMIC8UffF6kvNfrECiFEUqIeXcbGZypPj8Wi1Vql6LsJK5wStiIV4m2SoF28EzYJatr14UGEXt6VRrlJP4LPbaTwqGNoC7snn1gIIYQQQrwWXUQw/jM/xToyhPBUWJ/0ZxfvkgyNKd4JmxxJ9+H7kIX+tTetsyCEEEIIkaGF3z6NITIk1dZnk71Qqq1LiORI0C7eCdu8pXAoUSuts5EuSf9+IYQQQoi3KzbQL/VWZmVDllrdUm99QiRDmseLd0Kj0VB46H6CL24lNvDDDlLD75wh9PJu5W+Z/k4IIYQQ4u2KfaV+3rLLV4YsNbukeD0aa1scyzbCvlDF1MqaEMmSoF28M1r7zGSt3T2ts5HmXv1vvSpoTzgaqRBCCCGESF0JK40cStYmR8tRaZQbIVJGmscL8Y7J9HdCCCGEEO9WwkqShIMkC5GeSdAuxDuWcPo7ffgr9FFhaZQbIYQQQoiMT6ZsE+8zCdqFeMfMTRGie/VvGuRECCGEEOLDkLB5vEzZJt4nErQL8Y5ZOTihtc+sWiZBuxBCCCHE22HQ64gNfqpaJjXt4n0iQbsQacCkX/srGUFemFerVi26du2a1tkQQggh3lu64Oeg16mW2WTJm0hqIdIfCdqFSAMJg3adTPsmhBBCCPFWmMzUo7XCyjln2mRGiNcgU74JkQYSDkYXfGIpto67eXrMCa3W6s3W7ZSDbA0H4FCkyhutRwghhBAivYh6coOX+2cR+xpdCnUhz1V/WznnRvOGz1tCvEsStAuRBkyaxz+7gxV3CE+l9Qdf2EyJmY+xcsxqUXqd3kBAeHQqbT31uGSyxUqrSetsCCGEECINGWKjeTC1PrpXT5NPbAEraRov3jMStAuRBmxzFH6r69dHhhJ+6wROlT9PNu3mv57w7ba/eRaa/oL2XJltmde6PO0qvt5gMV27duXevXucPn1aWTZv3jzmz5/P3r17KVasGADnzp2jW7dujB8/nk6dOuHq6proOt3d3Vm7di0jR47kzJkz/P777/zyyy/cvHmTnDlz0qZNG/r06YOV1X9v8G/evMmiRYu4cOECQUFBZM6cmSpVqjBkyBAlDwCPHz/m559/5sKFC2TLlo2BAwcqny1dupQ1a9YQEhJC9erVGTduHPnyJX1czp8/z8yZM7l16xaZM2emYcOGDB06lMyZ/xsIcfPmzWzdupXbt28THR1Nnjx5+Oyzz/j222+xtbVNdN3mjiOAl5cX48ePZ82aNVSrVg2A6OhoFi5cyO7du/H39ydHjhw0bdqUgQMHkjlzZu7fv0/Tpk3p0qULP/74o2o769ev5+eff2bbtm2EhITQrVs35TONRkPmzJmpUKECo0ePpnjx4spnly9fZt68eVy6dAm9Xk+5cuUYMGAANWrUUNKkpAyDg4OZO3cuhw4d4uXLl+TNm5cvvviC3r17Y2NjA8DFixfp3bu3ch4Z3b17l2bNmjFw4EC+/fZbAFxdXWnWrBmzZs1S7W+tWrUoWrQoa9euVZZdunSJ+fPnc+nSJXQ6HaVLl6Znz540atRI9d2XL18yZ84cjh07RnBwMIUKFaJbt260bdsWX19fGjZsmGh5tm7dmqlTp9KgQQNy5MjBpk2bEk0L0KBBA/z8/Lh161aS6cxdS3379mXw4MHKOpLKD0BsbCyrV69m9+7dPHjwAJ1OR4ECBWjTpg1ff/01Gs1/L/YWL17MzJkzza7z8OHDFChQQMlX/OO/fv16Zs2aRZ06dZTvnz9/nhUrVnD58mVCQkLImjUrVatWZcSIEeTN+98D//bt21mxYgUPHjwgKipKtc2E14elvLy82LBhAw8ePCBbtmzUq1ePQYMG4eLiAmBSTocOHWL8+PEULFiQDRs2AHH3v/Pnz5tdv/E+ZvTvv/8yZ84cjh8/TnBwMAULFuTLL7/k66+/Vq6DhPdJI3Pnd2KOHz/OokWLuHHjBlqtlipVqvD9999TtmxZVbpr164xf/58/vzzT3Q6HWXKlGHQoEG4ubnh7e3NqFGjEt3GlClTcHd3p2HDhvTq1YuhQ4cmmaeEdu7cyfjx45W/tVotzs7OVK1alR9//JHcuXOnaH8suQ9/+umnPHjwwCQvCcvJkvtQRhXx4M9UC9gBrF0Kptq6hHgXJGgXIg04VWnN823j0YUFvLVtmPTfSkTvzX/xKjL2reXjTTwLjab35r9eO2h/XdOmTQPigoXRo0fj5uZG+/btAciRI4eSLjQ0lK+//prq1avTqlUrjh8/zpw5c/D392fChAkA3Llzh44dO5IvXz66du1K1qxZuX79Ot7e3ty+fZuDBw+i1WqJjo7mq6++IjAwkD59+qDX65k0aRKRkZEEBgZy7949vvrqKyIiIli5ciU9evRg9+7diT6o3b17l169epE/f36GDh3Ks2fPWLZsGUFBQcyePRv4L/Bu0aIFrVu3JjIykn379rFkyRLs7OxULw1el06no0+fPly4cIG2bdvi6urK7du3Wbt2LRcvXmT9+vUUKVKE8uXLs3//fkaPHq0Klvfs2UOxYsUoU6YM586dA+DLL7+kevXqxMTE8PjxY9asWUPfvn05dOgQGo2G06dP06dPH4oWLarsw44dO/j666+ZNWsWTZs2TVEZhoeH4+Hhga+vLx07dqRQoUJcunSJuXPncu3aNRYsWPDGxykxx48fp3///uTOnZtevXphb2/Pjh07GDBgAD/++CNdunQB4NWrV7Rt25YXL17QuXNnihQpwtGjRxkzZgyhoaG0b99eOa+fP3/Ob7/9RuPGjWncuDEAhQoVSlG+Ro8eTVhYmEVpP/74Yzp37qz8HT+QL1SokOo8M15z8Y0dO5YdO3bQoUMHOnfuTHBwMNu2bWPatGm4uLjQunVrJW1kZCR58+Zl8ODByrJ9+/Zx9OjRRPP3+PFjJk2aRNu2bWnZsiUA//vf//jmm28oX748AwYMwNramosXL7Jnzx5evnypBFI+Pj6MGDECNzc3RowYoQRihw4d4tChQxYdn4QmTpzI2rVrqV27Nu3atePp06esWbOGq1ev4uXlZXLNh4aGMmbMGKpXr06bNm1Unzk5OZm8CDOe10ZPnjyhffv2hIaG0qlTJwoUKMDp06eZPn06V69eZc6cOa+1Hwl5e3szevRoqlSpwg8//EB4eDibN2+mU6dOrFq1isqVKwPw559/8tVXX5ElSxa6d++Os7MzXl5e9OjRg3Xr1lG1alXlXD579ize3t707duXokWLAijreVPffPMNrq6uREdH888//7Bu3TpevXqllL0l+2PJfRggKiqKFi1a8MknnyjLEpaTJfeh+C+wMprYQPMv+F6HQaPFqaYM8CreLxK0C5EGbFwKUOSXPwm9tAt9ZAgxsTE8e/qMXLlzYWP9em/LX531Isr3b+XvWBnc7rW1atUKiHuQGj16NAULFlSWxRcWFkaHDh345ZdfAOjcuTMDBw5k8+bNdO/eneLFi+Pp6YlOp2PVqlU4Ojri4OCAVqvF3t6e1atXc+PGDcqWLYu3tze+vr7MmzePJk2aAJArVy7lgXvOnDm4ubkBcUHPoEGD2Llzp8lDutHdu3f5+OOPmTZtmlIzdOfOHY4cOYLBYFBqLxs2bMiMGTOU73Xq1Il69epx4MCBVAnad+zYwZkzZ5g/f74SIALUrFmTgQMHsnHjRrp27UqrVq2YOHEi58+fV2rD/f39+eOPP/juu+9U66xQoYKqPF69eoWXlxcvX77ExcWFn376iZIlS7Jx40YlwOnSpQudO3dm4sSJNGjQQGlFYEkZLl++nLt377JhwwYqVKigHKcyZcowZcoUjh49Sr169d74WCWk0+n46aefyJIlC97e3mTNmhUADw8POnbsyLRp02jatCk5cuRg6dKlPHnyhMWLFyt56dChAx4eHixevJguXboox+zu3bv89ttvuLq6mj2vLZGwlj8p+fLlS3Q72bJlU31mvOaMXrx4wY4dO+jSpQtjxoxRlrdp04YaNWpw4MABk6A94fb++eefJIP2pUuXkjNnTn788UesreMei1auXImLiwurV6/G3t4eiDueYWFhHD16lMDAQLJly6a8OFu8eLGq5vTRo0evFbTfuXOHdevW0bRpU1WwXLBgQX788UdOnDhh0mJi/fr1REdHM2HCBLJkyaL6zM7OzuTYGwNeoxkzZvD8+XM8PT2Ve4yHhwcTJkxg3bp1+Pj4pKi8zQkNDWXSpEnUr1+fhQsXKss9PDxo2bIlEydOxNvbG4CpU6dibW3N1q1byZUrFwDNmjWjcePGLF26lPnz51OwYFwtaXh4ON7e3tSsWVNp2QPg6+v7RvkFqF69uiqIvn//vvLi0NL9Se4+bAyyIyMjlReHRgnLyZL7UIMGDd54v9OrhM80NjmLkK1ur5SvRw9PbPKTqfxnqZU1Id4JCdqFSCO2OQrj0jguKIqIiODJ9etkLVMGBweH11pfTKBvgqDdspr2Je0qpvvm8elZ//79lf/XaDT06NEDHx8fjh07RvHixRk3bhzffvstWbNmJSIiAoh70DTWJoeHx41kcOzYMbJkyaJ6OP7000/58ccfyZkzp/IwDdC4cWOcnZ05cuRIokF7kyZNaNKkCQaDgZcvX/LPP//w119/UbRoUTQaDTY2Npw+fZqYmBjV916+fImzs7OSr+SEhIQQEPBfixHjPhodPHgQR0dHqlSpokpXpUoVsmTJwtGjR+natSvNmzdn6tSp7NmzRwna9+zZg8FgoEWLFqp1RkREEBAQgF6v5969e5w4cYICBQrg4uLC9evXefz4Md999x0hISEmx2TGjBlcvXpVVRuXXBkePHiQokWLUqBAAdU+NGzYkKlTp5oE7cb8xT9G5sTExKjSARgMBuX/r127hr+/v3L+GNna2tKzZ08GDx7MiRMn+PLLLzl69CgfffSRKh8ajYbffvuN2NhYVeuF5MTGxhIQEIBGo8HZ2TlF301tOXLk4OLFiyY1iEFBQTg6Opqcp8+fP1cdq6RERUVx/PhxvL29GT58uBKwAyxcuJDg4GAlYIe4psl2dnZAXBlny5YNvV6PRqNRlr+pY8eOYTAY6N69u2p5q1atKFOmjKqpfWxsLJcuXWL58uV06NDBJGC3hE6n48iRI7i7u6vuMQD9+vUzG7Rben7Hd/r0aUJDQ/n0009Nzvl69erh5eXF06dPsba25sqVK7Rr104J2AFcXFzw8vKyuGyNIiMjCQgIwNraGmdn5xR9NzQ0lICAAHQ6HX///Td//fWXEixbuj/J3YchrvvQq1evyJYtW5L5seQ+lJGD9oStBx0+ciNHy8S7SSQmIiICv+vXUytbQrwzErQLkUGYDG5nYdDermI+viyfVwaiew2ZM2cmT548qmVFihQBUPrqajQaXr16xdKlS7l+/Tp+fn74+fmh1+sBlP/6+fmRJ08etNr/ZuLMkiULDg4Oqj6UENfHMk+ePIn2B44vJCSEmjVrKnmJX3tja2vLyZMn8fHx4f79+zx8+JDAwEAA8ufPb9Ex6NChQ5KfP3z4kLCwMFVf8viM++Di4kKtWrU4dOgQP/30EzY2NuzevZtKlSoptWpGv/76K7/++qvJMq1Wy6NHj4C4lgmJNet98uSJErRbUoYPHz4kKioq0X148kR9rZnLnzmJNaE2BmbG2kJjs9/4jMuMefTz86Nq1aom6Swtx/iuXbum7Ku1tTUFCxaka9eudO7cOU2a39ra2rJnzx5OnjzJ/fv3efTokRIoxn/JAXHHzBhYJefw4cMcPnyYZs2a0bWruqmslZUVfn5+zJ8/n9u3b+Pr64u/v7+yPeN127hxYw4cOMDo0aPp3r07uXLlwtra2uTllaWM5Vm4sHrcEzs7O8qVK6dadu3aNTp27IibmxtDhgx5re0FBgYSHh5u9hzLkSMHzs7OJvcZS8/v+B4+fAjAiBEjEk3z5MkTrKysMBgMZrtrlCxZMkXbBFi7dq3SnN3e3p6yZcvSv39/ateunex343exgLj77qBBgwDL98d4707qPvzkyRP0er0y3kJiUnofymgSPtNYZ3u33eaESGsStAuRQSScRi420PIfcCuthpyZU6em6EMSv2bOSKfTASi1k8Y+yS4uLlStWpVatWpRvnx5bt26xZQpU5TvxcbGmq2ts7a2Nrs8JiZG2VZSMmXKxPLly3nx4gVz585l6NCh7Nu3D2dnZ4YNG8auXbuoVKkS5cuXp23btlSuXJkRI0aY1B4lZvLkyapBuY4ePcqaNWuUv/V6Pfnz52fixIlmvx9/34x9ys+cOUPBggW5ceMG48aNM/lOt27dqF+/Pnq9nqCgIJYtW8b48eOpUqWKEkz179/fbBALqAass6QM9Xo9FStW5Pvvvze7voQ1eMb8Gfn7+5v004a4Qab69eunWhZ/GwkD0viM+2ls/q/T6VKttrdYsWKMHTsWiAs2Dh06xC+//EJgYGCqdJlIiejoaL755hsuXLhAtWrVqFatGt26dcPNzY127dqp0ur1eu7fv29xk/+qVavi6uqKp6cntWrVom3btspnGzduZNy4cRQuXBg3NzcaNmxIuXLl2LdvH+vWrVPStWjRgidPnrBy5Up27tz5xvtrPPcsKcuiRYvSvHlz5s+fz+LFi5MdBM6cpM4xiDumCfvQW3p+m9vOuHHjlJdiCRUtWpT79+8Dlu2/JZo3b07btm3R6/W8fPkST09PevXqxapVq1TN6c0ZMmQI5cqVQ6fT8eLFC+bNm8fgwYM5cOCAxftjlNh9OEuWLNy5cwetVmvyoiahlN6HMpqEzzQJn3mEyOgkaBcig7BJUNNu6UB04vUFBQURHByselgyjgD80UcfAfDLL7+QN29etm3bhlarVfq0JxzVOV++fFy5cgW9Xq/UtkdERBASEsKLFy9UaaOjo3n69KlJc9b4/Pz8CAgIoHz58kqtko2NDT/88AOnTp0iV65c7Nq1i2+++Ybhw4ervvvy5UuLa1Q//vhjVZNdYw2UUYECBfjzzz9xd3c3CZD37t2rHCeIa+bp6OiIj48PBQsWxNrams8+M+13WLRoUaXWCuJqkzt27MiBAweoUqUKAA4ODqo0ALdu3cLf31/VBcWSMsyfPz/BwcEm64uKiuLw4cMmNfUJ83f37l2TfYC4msyE64wfIBlr3sx9/969ewDKtvPly2dy7CHupdHevXv54YcfTFpsJCZz5syqfDVp0oS//vqLXbt2pXrQntx5tnfvXs6fP8+4cePw8PBQlkdHR5s0y7527RpBQUHKOZAcYz/2J0+eMGHCBKpVq0bBggWJiopiypQpVK5cmTVr1ihlotfrWb9+vUn+PTw8uHTpEv/73/8YPHgwxYoVY9euXezYscOifMRnbBnx8OFD1Qjk0dHRDBs2jM8++0wZSNHJyYmBAwcSFBTEggULqF27NpUqVTLJX1JcXFzIlCmTcj7F9+zZM0JDQ1/7/Da3X1mzZjU55y9fvkxoaCj29vbKjBjGFjPxLV++HH9/f+WFkiXy5cun2p67uzv16tVjz549yQbtpUqVUn3XxsaGIUOGcPLkSYv3J7n7cPPmzTlz5gylS5dOtmtcSu9DGY1JTXtWqWkXHxZt8kmEEO+DhD9gupDnGGJjEkktUkv8WmWDwcCKFSuwsbFRBosKCgoib968ODo6KukCAwOVB3pjzdonn3xCcHAwhw8fVtIdOXIEiHuAjT8dkLe3N+Hh4araroRGjhxJ3759efXqlbIsODgYiGsmGhQUBKhrnQEOHDjAkydPiI1NnRkFGjRoQHh4uOo4QVwwNnjwYHbv3q0ss7e359NPP+XYsWMcP36c2rVrK1NcJcVY66zVailXrhy5cuXC09NTFdRFR0czYsQIBg0aZLJvyZVhw4YNuX//PgcOHDD53uDBg/nf//5n4dFImbJly5I7d242bNiglJdxX4x5rFOnDgD169fn9u3bXLx4UbWOVatWcfToUbJnz/7a+dDpdOh0OtU5nBpiY2PNtnSIL7HzdN26dcTExKjKcu/eveTPn58SJUqkKB8jR45Ep9Mp079FRkYSERFB4cKFVS9RHj9+zPHjxwFUrVzGjBnD0aNH+fnnn/nqq6+oU6eOSZcOSxnHJPDy8lIt37dvH/v37zcbhA8aNAhnZ2dlijwjS46vlZUV9erV4/z58ybnzqJFiwBSpZ90rVq1sLe3Z/ny5URH/9cVKygoiEGDBjFq1CisrKzIlSsXZcuWZd++fUpXHWO6ZcuWvfEAc8ZtZ8qUKcXfjX+fsXR/krsPR0dH4+PjY9FAlml1H0ovEg5EJ0G7+NBITbsQGYRJ/y6Dgdjgp9i4JN1PLqOLjIxURiUGuHHjBhA3VdNff/0FYLaWyVJLly7F39+fMmXKcOTIEU6dOsWgQYOUJuP16tVj9+7djBkzhnLlyvHy5Uu2bNmiBCPGabPat2+Pl5cXQ4cO5euvv8bBwYGlS5cCcYHk119/Tbdu3Xj69Clr166lZMmSqua8CXXv3p2BAwfSuXNnOnbsyKtXr1ixYgV58+bF3d2d6OhonJ2d+e2333j27BkuLi5cunSJHTt2YGdnZ/F0Xslp164dO3fu5Ndff+XGjRtUqVKFhw8f4unpSf78+fnmm29U6T///HO8vb159uyZalT7+K5cuUKmTJkwGAy8ePGCzZs3Y21tTc2aNbGxsWHcuHF89913tGrVivbt2+Pk5MT27du5ceMGQ4cONRnwKbky7NOnD4cOHeKHH36gXbt2lC5dmmvXrrF582bKlSvHl19+mSrHKiFra2t++uknvv32W7788kvat2+PnZ0dO3bs4MaNG4wcOVIJxnv37s2BAwfo2bMnHh4eFChQgKNHj3LmzBmmTJmSbPAWn/GlksFgIDAwkEOHDuHn50ePHj2UND4+PoSFhb3W6PMXL17k6tWrvHjxwqRmOKFatWphY2PD6NGj6dKlC/b29pw5c4aDBw+qztNt27axYcMG3NzcTJqp37lzR8lz+/btTQK2woUL0759e9avX0+PHj0oX748lSpVYufOnWTJkoXixYvz4MEDNm/erAzcaNzu7t272b9/P5999hlffPFFkvuyY8cOHB0dkxyJ3dXVFQ8PDzw9PXnx4gV16tThyZMneHp6Ur16dbPfdXZ2pk+fPkybNo2DBw9SsGBB/vrrL27dumW2r3pCQ4YM4ezZs/Ts2VM15dvhw4dp2LChyWj1ryNbtmwMGTJEmVqvVatWWFlZsWHDBp49e8bMmTOVc3T06NH06NGDNm3a0LFjR+zs7Ni0aRORkZH88MMPKdrunTt32LFjB7Gxsfj7+7Nt2zasra2Vqf2ScvbsWQIDA9Hr9fj7+7N+/XoyZ85MpUqVLN6fpO7D+fPnZ9q0aTx9+lS5ruOLiorixYsXnD59mlq1aqXZfSg90EdHmkyRayN92sUHRoJ2ITIIq8zZwcoGdP/VrscGPvngg/bQ0FBGjTIdYXbmzJmpsv7ly5czadIkdu7cSeHChZWHOKOffvoJR0dHjhw5wt69e8mVKxcNGjRQRkw/c+YMjRs3xsHBgdWrVzNx4kRWrlyJs7MzI0eOZObMmXz00Ue4ubmxZMkSIiIiaNSoEWPHjlWmLTOnUaNGzJ49m6VLlzJz5kwcHByoUaMGQ4cOxcnJCYAlS5Ywffp0lixZogw49vPPPxMSEsKvv/7KlStXLB7UKzG2trasXLmShQsXsm/fPvbt20eOHDlo0aIF3377rUkNcLVq1cidOzchISGJBgve3t7Ki5hMmTJRtGhR5syZQ6lSpYC4wcFWrVrFwoULWbJkCQaDgaJFizJt2jSzQWZyZZglSxY2btzI3LlzOXLkCFu2bCF37tx069aNfv364eDgoNTCpbaGDRuyZs0aFixYwOLFi4G4Gvjff/9ddXxcXFzYsGEDs2fPxtvbm4iICIoVK6aaQtBSjx49UrpM2NjYkD9/foYNG6bMCQ9xYxn4+fm9VtDu5eWldI3o27dvkmlLlCjB/PnzmTt3LnPmzMHBwYEiRYqwYMEC/ve//+Hl5cXz588ZOXIkACdOnODEiRNm1zVlyhQaNWpktpZ1wIABbNu2jenTp7N69WrmzJnD1KlT2blzJ5GRkeTJk4f27dtTrVo1evbsyZkzZ8iZMycTJkwge/bsZsdeSGj48OHkz58/2enTfvzxRwoXLszGjRuZOnUqOXPmpHPnzgwYMCDRkfy7du3KunXrmDFjBp9++ilLliwxma8+MQUKFGDLli3Mnj2bbdu2ERYWRuHChRk5ciTdunVLtcEHu3XrRt68eVm+fDnz5s3DxsaGkiVLMmrUKOrWraukc3Nzw9PTkzlz5rBw4UJsbGyoWLEiM2bMSPFgdEePHlWm+7O3t8fV1ZWxY8equh4kZvny5cr/Ozs74+rqyvfff6+Mam/J/iR1H7506ZIySF5iv0chISEsWrSIWrVqWXQfyqhiX5lOYSs17eJDozEkNwpJBhYREcH169cp8wbTbL0L70s+xetLrTL+54fCxLz8ry+gQ7FqWDnFPWAEl26LXaGKFMpuebNADVq0mZyxypwjTUaNTs9GjhzJtm3buHLlikWDJun1eiIiIpQ+7ZaqVasWRYsWVR7uMjqDwUD9+vWpVq1aikeoTqmUlmFSXrd8RepwdXVlypQpidY2njt3jm7dunH48OFkR+lOzJuW8ePHj+nZs6dJ82aRfrzL69jb25tRo0Zx69atRNOMHDkSPz+/D+b+f+/ePWKC/HE8twB9ZKiyXB8eRPjtk8rfGlsHSi0Je63nEnmmzvjelzJOaT6lpl2IDMQ6az5V0B5x95zy/7F5a2KXvwz68FfmvpooXXggaLRYZ379PrFCWOrw4cP4+/snOv+8EO8jg8HA2rVrlakGhRCmDLpYIm6fRHfWK8l01lnzSUWC+OBI0C5EBmKTozARd8+m+nr14UEgQbt4i1atWsWff/7JyZMnqVSpEu7u7mmdJfEeadmypdm5vY1y5MhBy5YtX2sAstSSI0cOZZ5vIQoVKpRs3/pKlSolOxVcRmLQWTZ4rk2OD+eYCGEkQbsQGUjWOj0IPr8ZDKnbv9bSH1IhXpfBYODEiROUKlUq0QHohEjM9OnTk/y8WLFiyaZ5mzQaDb17906z7Yv0x83NLclpOwE6dOjwjnKTTlj47JLtk2+STyREBiNBuxAZSObyn1Lkp/OE3TiqGpAO4Hm28mhsHLDOlvwUWoaYCHSh/43UKlPHmZo6darJFEtvw+nTp9/6NtKDHj16qEYnfxfeVRkKIYSwQIJhthzLNsKxdLwpB7VWZCpRk0wla7/jjAmR9iRoFyKDcShSBYciVUyWB///tGY2WfMmuw5dZKg6aNfFYDAYpA+ZEEIIId4KQ4Kadie3Nrg0SHqGCSE+FDLErRDChMbKRr3AoAe9Lm0yI4QQQoiML0HQbiPTugmhkKBdCGHCJGhH+rULIYQQ4u0wGAwmzeOts0nQLoSRBO1CCBMarRaNVt17RoJ2IYQQQrwV+lggQdCeJfnufEJ8KKRPuxDCPGsbiI5V/rQ0aF/1zwUehgZQOLMLX5Wo+rZyJ4QQQogMwmTAW40G6yy50yYzQqRDUtMuhDArYRN5Q2y0Rd9bc+cCv1w+xJo7F95GtoQQQgiRwSSsGLB2zo3GSuoWhTCSoF0IYZZJv3ZpHi+EEEKIt8CgU1cMWMsgdEKoyCssIYRZCYN2XVgg+tioZL+nj45Q/hv9/D5WTjmwsnd6K3kUQgghxPvPpKZdBqETQkWCdiGEWRprW9XfBl0MhvBXyX7PoItV/qsLfYkuLAC7AuXQWtu9lXwKIYQQ4v2WsE+7DEInhJo0jxdCmJUwaH9tBgP6iJDUWZcQQgghMhypaRciaRK0CyHM0to7pVrgnrCvmhBCCCGEIkHQbiN92oVQkebxQgizNFor7PKVRhcWhEEfm/wXjN+zMW0GbzKVixBCCCHE/0s4Q43UtAuhJjXtQohEaaxssHbOiU3WvBb/05qrnU+jkee7du2Kq6sr7u7uxMaqXzzcvXsXV1dXXF1d8fb2Vpa/fPmSSZMm0bhxY8qVK0elSpXo2LEjR48eVX3/3LlzyvfN/Tt37pySNjo6mrlz5/L5559ToUIF6tWrx9SpUwkNDVXS+Pr64urqyvTp01XbiYqKwtXVlZEjRyrLXF1dGTx4cJL77u3tjaurKydOnAAgIiKCPn36UK5cOU6cOKHk38vLS/W9FStWmGwP4Pjx43Tq1ImPP/6YypUr06tXL65du5ZkHgBGjhyZ6DGqVauWKu2dO3cYNGgQ1apVo3z58rRq1YrNmzebrDM8PJzffvuNhg0bUqFCBZo2bcqyZcvQ6XRA4scyPnNpjMsS+2c8T8x9d/bs2dSuXZuZM2cC5svo77//plSpUjRo0CDZ4yaEEB8Kg8Fg2jxeatqFUJGadiHEW5fwx/hdsrW15dWrV1y8eJHq1asry/fs2WOSNjo6Gg8PDwIDA+ncuTP58uXDz8+PDRs2MGDAAA4cOEDBggVV3/nyyy9V6z179qzqJYBOp6NPnz5cuHCBL774gjJlyvDPP/+wdu1aLl68yPr167G1TaXxA5KwYsUKLl68yJgxYyhVqhT37983SfPy5Ut+//13k+Xe3t6MHj2aKlWq8MMPPxAeHs7mzZvp1KkTq1atonLlysluf/LkyVhb//eTs2jRIoKDg5W/r127RpcuXbC1tcXDw4Ns2bJx8OBBxo4dy7179xgxYgQAMTExdOnShRs3btCmTRvKli3LpUuX+O2333j69Cljxox5ncOjUr9+fT777DPl71u3brF8+fJE01+8eJHFixfTs2dP1ffiMxgMTJo0CYPB8Mb5E0KIDEVn2prPOqsMRCdEfBK0CyHeurQM2nPmzImDgwOHDx9WBdd79+6ldOnS3LhxQ1l2+PBh7t+/z4IFC2jUqJGyvFy5cgwYMAAfHx969OihWn+FChVo1aqV8nd4eLgqaN+xYwdnzpxh7ty51K5dGwcHB7RaLTVr1mTgwIFs3LiRrl27vo1dV+VpzZo1eHh40KlTJwCzQfvMmTOxt7cnJOS/gQNDQ0OZNGkS9evXZ+HChcpyDw8PWrZsycSJE1X7m5gWLVpgZ/df14ktW7aogvYJEyag0+nYvHkzhQoVUrYxYMAAVqxYQatWrShVqhRbtmzh2rVrjBs3Dg8PDwA6deqETqfDy8uL/v37p/DomCpevLiqTE+cOJFk0L5w4UI+/vhj+vfvj4ODg9k0O3fu5MqVK7i4uLxx/oQQIiMxGfdGo8XaOVfaZEaIdEqaxwsh3jqDLiZNaxgbNWrE4cOHlb+vX7/O/fv3ad68uSrdZ599xv/+9z/q16+vLIuNjUWv1wMQFhaW4m0fPHgQR0dH3NzcCAwMJDAwkICAAKpUqUKWLFlMmt1HRkYSEBCg/AsKCjK73piYGOXzpI5tQEAA06ZNU1oRJObq1at4e3szdOhQ1fLTp08TGhrKp59+qspXTEwM9erV49q1azx9+tTyA2LGixcvuHTpEs2bN1cCdgCtVkvfvn0BOHToEABHjx4lU6ZMtG/fXrWOkSNHsmPHDpycnJRlxmMZ/+VAajK+oDl16hS9evVKMt306dNp3769SUsNIYT40Jk0jc+SB43WKo1yI0T6JDXtQoi3z2AAfSxY2aTJ5hs2bMiiRYu4efMmpUqVYs+ePRQrVgxXV1eTtFZWVixfvpxLly7x+PFjHj16RFRUFMBrvXh4+PAhYWFh1KxZ0+znfn5+qr/Xrl3L2rVrk13voUOHlEDWxsaGEiVK8M0339CiRQtVuhEjRmBlZcX8+fPJnTt3ouubOHEibm5ufPbZZ0pTdGP+jetJzJMnT5Jcd3KMx6BIkSImnxUtWlSVxs/Pj7x582Jjoz6XcubMSc6cOVXL4h9Le3t7ypYtS//+/aldu/Zr5zU+T09PAHr27EmDBg2IiIgwm27RokVER0fz/fff07t371TZthBCZBQy3ZsQyZOgXQjxThhiY9CkUdBevnx58uTJw+HDhylVqhT79u2jTZs2Jun8/Pzo0KEDYWFh1KpViyZNmlC6dGlcXFzo3Lnza21br9eTP39+fvnlF6Kjo7G1tUWr/a+RU/wm4wDNmzenbdu2yt8xMTFmAz13d3f69euHwWDg1atXeHt7M2TIEGJjY/niiy+UdH379uXYsWOMHz+eMmXKkCdPHpN1GZtub9u2zeQz44uKcePGmQ2q4b/A+nUl9TLE2MrBGKTrdLpEm6AnZDyWer2ely9f4unpSa9evVi1ahX58+d/ozwDfPrpp2i1WlavXk21atWoUqWKSZrHjx+zcuVKRo4cSdasWd94m0IIkdEknGFGBqETwpQE7UKIt0KjUfe+Sct+7RqNhgYNGnD48GFq1qyJn58fzZs359GjR6p08+fP58WLF+zatYsSJUooy//3v/8lue6kFChQgD///BN3d3diYmKUPu0Q16/+o48+UqXPly+fqlbeWMufUI4cOVTpGjRoQI0aNdi1a5cqaK9SpQodO3akWbNmjB07lmXLlqnWExERwcKFC+nYsSOurq4m2zMGt1mzZjVpLXD58mVCQ0Oxt7dP8hgkp0CBAgDcu3fP5DPjMuPLhvz583PlyhX0er3q5ce1a9dYsWIFvXr1InPmzIDpsXR3d6devXrs2bMnyRrv5MrUqFChQgwePJh27doxatQotm7davJCYcqUKRQpUoSOHTtatE4hhPjQJHw+sJFB6IQwIX3ahRBvR4LAJzbQj6in/xD94gH6aPPNiN+mRo0aKYFd2bJlTYJlgKCgIGxtbVX9qnU6ndLEOv60ccbpxeKPiG5OgwYNCA8PN2nyvnfvXgYPHszu3btfd5dUdDodOp2OTJkymXyWN29evvnmG06ePMnJkydVn61Zs4aoqCi+++47s+utVasW9vb2LF++nOjo/wYLCgoKYtCgQYwaNQorqzfre5gjRw4qVqzI3r17VS9S9Ho9ixcvBlDGGahXrx7BwcHs2rVLtY7169ezd+9ekyby8Rnzb+4YgeVlGp+VlRUjR47kxYsXrFq1SvXZpUuXOHz4MGPHjn3jYySEEBmBwWAg9tVTop/eIerpP0Q9/Qd9eJAqjdS0C2FKatqFEG9HgqBdHx0O/x/z6cNfYVewvElt/Nvk7u6Os7MzBw8eZPjw4WbT1KtXjyNHjtCzZ0+aN29OZGQku3bt4p9//gHiBqLT6/Xs2rWLI0eOACQZJAK0a9eOnTt3Mm3aNK5evYq7uzuPHj3C09OT/Pnz880337zW/jx58oQdO3ag0+l48eIFu3fvJioqitatW5tN36NHD7y8vJg+fbpqfnR/f3/Gjx9PlixZzH4vW7ZsDBkyhEmTJtG2bVtatWqFlZUVGzZs4NmzZ8ycOTNFQW5ixo4dS7du3WjXrp1qyrfz58/TtWtXypQpA0CHDh3Ytm0bo0aN4vLly7i6unLx4kV27drFwIEDyZ49O76+vkDcvO87duwgNjYWf39/tm3bhrW1NS1btjTZ/oEDB5QWFTly5EhR3t3d3albty5eXl5069aNfPniHjj9/f1p1qwZ7u7ub3JohBAiw9AFPyMm4HGSaSRoF8KUBO1CiLcjiYDcoItBHxWOlX3md5YdGxsb6taty+7du2nWrJnZNO3btyckJISNGzcyadIkXFxcKFeuHJMmTWLYsGH873//IzY2lhEjRmBjY0OzZs0SHWDOyNbWlpUrV/L777+zb98+Dh06RI4cOWjRogXffvst2bNnf639uXz5MpcvX1a2UaRIESZPnkyDBg3Mpnd0dGTAgAH8/PPP7Ny5k7x545oflipVig4dOiS5rW7dupE3b16WL1/OvHnzsLGxoWTJkowaNYq6deu+Vv4TqlChAhs3bmTOnDmsXbuW6OhoihcvzuTJk1XjD9ja2rJ69Wrmzp3LgQMH2Lp1K4ULF+aXX34xGVH+6NGjyuj89vb2uLq6MnbsWMqWLasE9kYTJ04kMDCQGjVq8Pnnn6c4/z/88AOtW7dm3rx5TJkyBQAHB4dEXxAJIcSHSJegVt0cmxyF335GhHjPaAxpOQ9TGouIiOD69euUKVPG4oGN0sL7kk/x+t5FGRv7Br/poGHJabDvd47/e49PchVmb9macSPHm2GbqxhWjtneal7SE71eT0REhKpPu8g4pHwzPinjjE/K+O2L9L2KISbS7Ge+oRBx5yzlWvRCa2NnNs2bkmfqjO99KeOU5lNq2oUQb4VGa4VdvjLoI15hMBjQhbzAEPvfIGdpOTCdEEIIId69hL/9Vk450VjbAqCJDiJTmYZvLWAX4n0mQbsQ4q3R2jqgtY17e2iIDkcXP2iPlaBdCCGE+FAY9DrQ61TLrLPkRmsTNwOJNuDdD1IrxPtC2v4IId6JhHO0G3TRiaQUQgghREZjroVdwmcDIYR5ErQLId4Nk6BdatqFEEKID4VJCzutFo1WpsMUwhIStAsh3gnTmnYJ2oUQQogPRcLffY2VbRrlRIj3j/RpF0Kkqm7Fq1I3TzEKZ3ZRLTcONKOQPu1CCCHEh8MkaJem8UJYSoJ2IUSq+qpEVbPLTWra9bEY9Ho0Mq2OEEIIkeElHMtGgnYhLCdPy0KId8Lcj7M0kRdCCCE+DAn7tGusJWgXwlJS0y6ESFUh19YQG/wAa+ePcCrb7b8PtFag0YDBoCyKeXE/bnkq0VjZqqaPEUIIIUTqMBgM6EJfoA8PxoA+5d+PClP9LTXtQlhOgnYhRKoKvb6GSL8T2Of/RBW0azQaNFa2GOLN1a6PDE317evDg7ArWAGNRpPq6xZCCCE+VLrQl8S8eJh6K5SB6ISwmDSPF0K8MyaD0b0FBl0Mhujwt74dIYQQ4kOijwhO1fW9i2cCITIKCdqFEO+MlVOOd7Id6SsvhBBCpC6DXpdq69LYOqC1c0y19QmR0UnzeCHEO2OdOTsaa1v0kWGAIdn0ltKFPMcQ+9+otPEHuwkODmb58uUcPnwYX19fIiIilM9+/PFHunTpkmr5EEIIITIsgzpot8qUFc1rBN4aK2usMmWTbmxCpIAE7UKId8rK3gkre6dUXachKgxd/KD9/2vaQ0NDadeuHTExMbRs2ZICBQpga2uLjY0NhQoVoly5cqmaDyGEECLD0qsHn9Nmyor1O2pBJ8SHToJ2IcT7L+Ec8P8/F+yqVasIDw9n586dZMuWLS1yJoQQQmQICZvHa1Jx9hchRNKkT7sQ4r2XcK5XY/N4Hx8f2rZtKwG7EEII8aYSNI9PzSlbhRBJk6BdCPHe0yScNkYXg06n4+7du5QuXZqNGzfStGlTypcvT5MmTVi0aBGxsbGqr0RFRTFnzhwaNWpEuXLlqFOnDj///DOBgYGqdCNHjsTV1dXsvwYNGijpunbtSq1atZLMt6+vL66urkyfPl21vEGDBrRv397sdqOi4qbMmzdvHq6urty9e1eVrm/fvri6uuLt7a0s0+v1rFq1iubNm1O+fHlq1arFmDFjePHiRZL5M+Ylsf0dPHiwKu2xY8fo3LkzFStWpHLlyvTo0YOLFy+arPPRo0cMGTKEmjVrUqlSJdq1a4ePj4/yube3N66urpw4cSLRfJlLY1yW2D9fX1+z342IiKBPnz6UK1eOEydOcO7cOVxdXfHy8lJtc8WKFbi6ujJy5Mhkj5sQQmQ0hgTN49FIGCHEuyLN44UQ7z2NSfP4GIKDg4mOjsbLy4s///yTLl26ULBgQS5cuMCsWbO4ceMGc+bMASAmJoaePXty/vx5WrRowddff82dO3fYuHEjZ86cYdOmTWTJkkW1jcmTJ2Nt/d8tdP78+eh0qTey7us4efIkR48eNVk+ZswYtm3bRsuWLenSpQu+vr6sX7+es2fPsmXLlmRbIhQqVIiBAweqlg0fPlz198aNGxk3bhwlS5Zk0KBBxMbGsnnzZrp37668DIG4gL1NmzYYDAY8PDzInTs3O3fuZODAgcybN4/GjRu/4VGAb775BldXV+Xvffv2mT0uRitWrODixYuMGTOGUqVKcf/+fZM0L1++5Pfff3/jvAkhxPvIYDCAQR20S/N4Id4dCdqFEO89c0G7cZT4M2fOMHfuXD799FMAOnbsSK5cuVixYgVHjx6lfv36eHt7c/78eb7//nv69eunrKdatWoMGjSIBQsWMHr0aNU2WrRogZ2dnfK3p6enRTXXb0tMTAyTJ08mZ86cPH/+XFl+7tw5vL29GTVqFF999ZWyvGnTpnTo0IHFixcnW3OcLVs2WrVqpVoWP2gPCgpi6tSplCxZki1btijHpXPnzrRo0YLx48fzySefYGtry6xZswgNDWXbtm2UKlUKgDZt2tCiRQt+//33VAnaq1evzieffKL8/c8//yQatIeHh7NmzRo8PDzo1KkTgNmgfebMmdjb2xMSEvLG+RNCiPeOueneJGgX4p2Rdi1CiPdewj7tAOjjmr8XLFiQJk2aqD7q1asXAAcPHgTi+r7b29vz9ddfq9J9+umnFC1aVNV0OyUMBgMBAQEEBgYSE/N254739PTkyZMnJjXixn1s0KABAQEByr/8+fNTvHjxJGugLXXmzBnCw8P5+uuvVS8ynJyc8PDw4Pnz51y6dAm9Xs+xY8eoUaOGErAD2NnZsWTJEubPn69ab2hoKAEBAYSFhb1xHs0JCAhg2rRpREdH4+HhkWi6q1ev4u3tzdChQ99KPoQQIr0zJKhlB9BI83gh3hmpaRdCvP+01qDRgOG/ud9twuNqm4sWzEv0szuq5I5A1izOPLp3m6in//D4wT3y5soBQY+IipdOg4YiBfNz5MQp9Ho9Wm3KHlBevnxJjRo14rKo1ZI7d27atWtHr169sLW1TebblgsICGD+/Pn07NmTfPnyqT57+PAhQKI12DY2Zl54pJCxr3jRokVNPjMu8/Pzo0SJEoSHh1OoUCGTdEWKFDFZFr/PvJOTE7Vr12bQoEFmt/M6RowYgZWVFfPnzyd37tyJpps4cSJubm589tlnjBgxIlW2LYQQ7xWpaRciTUnQLoR472k0GjRWNhjizdXuaK3H1sYGG60Bffgrk+9ERUVha6VFH/4Kg16HRqMxm04XFYa1tXWKA3aALFmyMHv2bADCwsI4ffo0c+fOxdfXlylTpqR4fYmZOXMmzs7O9OrVi/Pnz6s+MxgM2NnZsWjRolTbXkoY/v9Fio2NjdLnP35tfFKGDBlCuXLliI2N5fHjxyxcuJDOnTuzf//+VMlb3759OXbsGOPHj6dMmTLkyZPHJM3OnTu5cuUK27ZtS5VtCiHEe8lkEDoNGo0mbfIixAdIgnYhRIagsbZVBe0ajYbiHxXk3qMnJmkfPfmXiMgoCuTNBUD+PDm5eOUGkVHR2Nupa8DvP/Ynd87sptuz4GHFxsaGmjVrAnEjuNesWZP79++zZ88eJk+enKL9S8z169fZunUrs2bNwt7e3uTz/Pnzc+rUKUqUKEHOnDlVnx05coSsWbO+cR4KFCgAwN27d6lYsaLqs3v37gGQN29eXFxccHBwUGr/49u2bRsXLlzgxx9/VJaVKlVKOX4Ajo6OjBgxglOnTiWZH0sfJKtUqULHjh1p1qwZY8eOZdmyZarPIyIiWLhwIR07dlSN3C+EEB8ag0HmaBciLUlnFCFEhmCVOYfJss8b1+HeIz8On7qgWr5iw04APqsXFxDWq1GFqOgY1nrvVaU7dPIcD/38qVu9irLMOFWcldXrPbBER0fj4OCQajUUM2bMoGrVqjRt2tTs5w0bNgQwqWm/fPky/fv3Z/Xq1W+ch5o1a+Lg4MDKlStVgW1ISAienp5ky5aNihUrYmVlRZ06dThz5owqcI+OjmbZsmX8/fffODg4JLod47gAmTJlMvu5sSY//qj+ycmbNy/ffPMNJ0+e5OTJk6rP1qxZQ1RUFN99953F6xNCiAwpYfN4jQTtQrxLUtMuhMgQrJ1yoLGxQx8ZBsQ1ye7QuQv7Tl5kxJR5tGvdEtcSxTl38U/2HTrOl583o2qduHnV23bozN7jF1iwejMPngZSqVxp7ty+xZY9h8mfJye9O33B/fv3+eOPP7hw4QIuLi4WBe1RUVHs2LEDg8HAq1evOHHiBH/++Sc9evRQpbt9+7ZqXvWwsDC0Wq1qmbnaaYBnz56xZMmSRPNQt25dmjRpwrp16/Dz86NOnTq8fPmSdevW4ezszKBBg5Ldj+RkzZqVYcOG8csvv9C2bVtat25NbGwsmzZt4sWLF8ycOVPpOz9kyBDOnj1L+/bt6dq1K9myZWPXrl3cv3+f5cuXq9Z79uxZAgMDiYyM5N69e2zevJn8+fNTrVo1Dhw4oKQLDQ3Fx8eHXbt2AZi0KEhOjx498PLyYvr06dSqVUtZ7u/vz/jx402m+xNCiA+NyUB0r9FlTAjx+iRoF0JkGFb2TljZOyl/2wDLVqxi7ty5HDlyhK0795I7d26+++47+vTpowTeNsDKNetYuHAhe/bs4eDh4+TI5ky7Fo3o2+VLsjhl4tjZ//HT+J/Jnj17slOkGYWEhChTo1lbW5MzZ0569eplEigfP36c48ePq5YFBQUxatSoZLfRuXNnSpYsmWSaWbNmsWLFCrZv386UKVPImjUr1atX57vvvqNYsWIW7UtyjHOuL1u2jDlz5mBra0vFihWZOnUqbm5uSrqPPvqIjRs3Mnv2bFavXo1Op6N06dKsWrUKd3d31TrjB/HOzs64u7szbNgwHB0dVemePXvGyJEjcXBwoGvXrhQvXjxFeXd0dGTAgAH8/PPP7Ny5k7x58wJxzfM7dOiQ0kMhhBAZj16axwuRljQGQ7zhlj8wERERXL9+nTJlyiTZJDOtvS/5FK/vXZSxsW9xao28nRj/zY2I9DuBff5PyNvu9aZKS2sGvZ7Ih3+qltnlL4vW9vXLRq/XExERgYODw2sNaifSNynfjE/KOOOTMk5cTJA/sYF+yt9ahyzY5SmRqtt4F88p8kyd8b0vZZzSfModSQghEtBotWi06oZIBt3bnWddCCGESLcSjB6vkZcaQrxTcsUJIYQ51ur5y+OPTC+EEEJ8UAwyEJ0QaUmCdiGEMENjlSBol5p2IYQQHyiDSU27BO1CvEsStAshhBkJg3YkaBdCCPGhSljTLs3jhXin5IoTQggzNFa2qr+lpl0IIcSHyiDztAuRpmTKNyFEqspcphv2BT7B2vmjtM7KG9Ek6NOujwgh6uk/cZ+hQWPniHWWPGg0mrTInhBCCPHW6aPCiA1+jj4iWLX8bQxEZzAY5DdViERI0C7EB0Kj0aDT6ZJP+IacynZ769t4F0z6tOtjMYS/+m9BeBDo9di45H+3GRNCCCHeAYMulqh/b5mMHA/AW+jTbjAYZKo9IRIhV4YQHwg7OztiYmKIjpZR0C2hsbZNNo0+4lWyaYQQQoj3kT4q1HzADibTor6p6OhoYmJisLOzS9X1CpFRSNAuxAfC2dkZAH9/fwncLaCxzYTWNlOSaQw6OY5CCCEyJkOs+bFcNNZ2aO2dUm070dHR+Pv7A/89qwgh1KR5vBAfCEdHR1xcXAgICODu3bvY2Nig0Wik/1gSDAZbDLEaMOiNCzDERsZLEYv27l2LjqHBYECn02FlZSXHPAOS8s34pIwzPiljNX10BIYEcbvG1hGN3gbNgwdvvH6DwYDBYCAmJm4jLi4uODo6vvF6hciIJGgX4gOh0WjIlSsXjo6OBAcHExUVhcFgSOtspWsajRaNzX9N9fQxUYRd81GlyfxxCzTJ1MgD6PV6QkJCcHZ2xspKRt3NaKR8Mz4p44xPylgtyu8aMc/vKX/b5CyGQ5EqqbZ+jUaDVqslU6ZMODs74+joKC9LhEiEBO1CfEA0Gg2ZM2cmc+bMaZ2V95LBYODGrxVVc7bnr9oAh6Llkv1uREQE169fp0CBAjg4OLzNbIo0IOWb8UkZZ3xSxmqPtg8i9K89yt85v/yFnEXbpWGOhPhwSZ/2dC4oIobpJx4w/3IwN56FpnV2hPigaTQabLLlUy2LCXqSRrkRQggh3p7YBL9v1lnzJZJSCPG2SdCezvXbeoWfDt1h9Y1Qavx+jqlH/iFWZ34kTyHE25fwoSXhQ40QQgiRESR8KS1BuxBpR4L2dO7sw0Dl/2N0Bkbvvcknv5/h9nOpdRciLZgE7YEStAshhMhYDLpYdMHPVMsStjQTQrw7ErSnc1+Uy2Oy7OzDQCrNPM68U/fR62UgMSHeJeuseVV/S027EEKIjCb21VNIMFit1LQLkXYkaE/nprUow5A6H6FNMJhmRIye77ZfpcmSszwMCE+bzAnxAbLJmrBPu38a5UQIIYR4O0xeSFtZY5U5e9pkRggho8endzZWWn5pUpwy9qFM+TOcOy/VAfqROy+oMOM4s1qVpUfVgjJVhhBvmXWC5oFhf+8nyu86dvnLpFGOhBBCiJTRRQTzYtdkovyum/88RN003jpLXjRaqesTIq1I0P6eqJDDljP9y/PzkfssOP1A9VlIVCw9N/3F9r//ZXG7CuR1tk+bTArxATDXPPDB1PqUmPkIbbw53YUQQoj06smyHoRc9LY4vfRnFyJtySuz94ijrRXzWpfnUJ/qFMxqGpjvvvGU8tOP4f23NNcV4m2xyVHYZJku+BmRD/5Ig9wIIYQQKRf694EUpbfJbvrbJ4R4dyRofw81LJGTK0Pq8VXVgiafBYTH0Hb1RXpu+ovQqNg0yJ0QGZtt7hJkKlnHZLkMSCeEEOJ9YNDFYogKs/wLGi1Zan/11vIjhEieNI9/T2VxsGFFh49pXS4Pvbdc4WlIlOrzFecfcfLeS9Z1rkzVQlnTJpNCZEAajYZCQ/Zys4+TanmMTP0mhBDiPaCPNJ02OHvzkVg5OJsmtrLBsXQ9HIq4vYOcCSESI0H7e65l2Tz8/VE2+m/9my1X1M3i/3kRRq35p/j5U1eG1y+OVcIh6IUQr0Vrnxln9/YEn9+kLIuVUeSFEEK8B/SRISbLcjQfgZVj1nefGSGERaR5fAaQw9GOjV2rsLLDx2S2s1J9Fqs3MGbfTRot+h+PgyLSKIdCZDwJB6ST5vFCCCHeB+aCdq195jTIiRDCUhK0ZxAajYbuVQvy5+C6uBfMavL58XsvqTjjOJv/ksBCiNSQcOo3CdqFEEK8D3QJgnaNrQMaK2l8K0R6JkF7BlM8hyMnB9ZiTKMSJGwNHxQRQ4e1f/D1xsuERMogdUK8CZuENe3Sp10IIcR7IGFNu9beKZGUQoj0Il0F7TqdjiVLltC4cWMqVKjA559/zo4dO1Rp7t27R+/evalSpQrVqlVj9OjRBAcHp1GO0ycbKy0TmpbiaL+aFMrqYPL5qguPqTL7BH/6Br37zAmRQVhnzav6O0Zq2oUQQrwH9BEStAvxvklXQfvMmTOZO3cu7dq1Y/HixdSsWZPhw4eza9cuAIKDg/nqq68ICAhg2rRpDBkyhEOHDvH999+nbcbTqTpFs3N5SF06fpzP5LM7L8KoOe80807dx2AwpEHuhHi/JezTrg8PQh8t40YIIYRI3xLWtFtJ0C5EupduOrCEhYWxbt06unfvTu/evQGoUaMG165dY926dbRs2RIvLy+Cg4PZvn07Li4uAOTOnZvevXtz8eJF3NxkOoqEsjrY4OlRmc9K52Kg91VC4s3dHq3T8932qxy784Jl7SuSLZNtGuZUiPdLwj7tEDeCvG2uommQGyGEEMIy0jxeiPdPuqlpt7OzY+PGjfTo0UO13MbGhujoaABOnTpFlSpVlIAdoE6dOjg6OnLixIl3mt/3iUajoWuVglz64ROqmZmzfdvVf6ky6wTnHga++8wJ8Z7S2juhsXNULZPB6IQQQqR3+ij1PO1aBwnahUjv0k1Nu7W1NaVKlQLAYDDw4sULvL29OXPmDBMmTADg7t27NGvWTPU9rVZLgQIFePDgwWtvOzIy8rW/+3/s3Xd8U/X6B/BPZtOmIx3QUkYpm7J3W6DspQKCuFARBJnu7b2/e/V6r3qvW1GZKuLEjQgqS2YHe2/KbEtL90jTZpzfH0jlnLTQpklPxuf9evHSPOckedrTpnny/X6fb0O4ml9982wSoMTvD/TEC+tO493t50THzhaUY+AH2/HSyDZ4JLEFFAru6d6QnHWNqWGpQprAknOq6nZZ9lkomveq9lxeY+/G6+v9eI29n69c44qSfNFtQe2P8nLfWN7lK9fYl3nKNa5rfm5TtF9r1apVePrppwEAgwYNqirUi4uLodfr7c7X6/UoLS21i9dWenq6w/dtSM7K894WQEtVGF5MLURRpa0qbrEJ+NtvJ7HmwHm8EB8Kg5/bTMTwGZ7ys0hXaNXBUF1zO+P4XlgDOl73PrzG3o3X1/vxGns/b7/GmszzogKgqNyC3CNHZMtHDt5+jcn7rrFbFu3dunXD559/jjNnzuC9997DXXfdhe+++w4Aqh0BFgShXiPDrVq1gk6nc/j+rmYymZCenu7UPOPigJv7mjD120NIPlcoOrYtswJT1xfg0zu6ICHG4JTno+tzxTUm18uJbo2yzD1VtxvpBITFxVV7Lq+xd+P19X68xt7PV67x5V0aXDvUFRbVHOE1/O3yNr5yjX2Zp1zjq3nWllsW7TExMYiJiUGfPn3QvHlzTJ06Fb///jsCAwOrHVE3Go2Iiopy+Pl0Oh38/e23RnM3zs6zjb8/Ns3tjxfWHsd/N57CtU3kM4orMOrj3fjP6A54ZkhrTpdvIJ7ys0hX+EU0R9m1gdKcG14/XmPvxuvr/XiNvZ+3X2OFWTwVXhsU6tVfb3W8/Rr7IqtNwNK0c/j5UBba+lfilY5+XnWN3Wb+c15eHn788Ufk5eWJ4l26dAEAXLp0CbGxsTh//rzouM1mw8WLF9GmTZsGy9WbqFVKvDymI36d0Q+N9OLu8VabgOfXHMXEZTtRVG6WKUMi96WRbPtmLsqSKRMiIqLaYfd48jb5xkqM/SgNc74/iF+P5+K9fcVYvse7mgO7TdFuNBrx3HPP4dtvvxXFt27dCgBo3749+vfvj507dyI/P190vKysDP3792/QfL3NyPaNse/JQRjSOtzu2MrD2ejz7lYcyCyWITMi9yXdq91S4F1/IIiIyPvYylm0k/fYn1mEvu9uxW/HL4vixy6X1XAPz+Q20+ObN2+OW2+9FR988AGUSiW6dOmCQ4cOYcGCBRgwYACSkpLQpUsXfP7555g2bRoeeughFBYW4vXXX0dSUhJ69Ogh95fg8ZoE67B2VgL+s/4EXlp3QjRd/lRuGRLmb8XCSV1xX6/m8iVJ5EbUhiai29zyjYiI3J10pF3Fop081Fd7MzDjm30oN9tEcY0SuLdHdA338kxuU7QDwL///W+0bNkS33//PebPn49GjRphypQpmDt3LhQKBcLCwrB8+XK88soreOqpp6DX6zF69Gg888wzcqfuNVRKBV4Y2R6JLcMw+fPdyDP+NS2+3GzD/V/tQ/LZArwzvhP81KrrPBKR91OHiv8g2MqLYTOVQqkLlCkjIiKi67Pbp51FO3kYi9WGZ1YfxTtb7Bu5NQ7U4j/9gtAp0rvei7lV0a7VajFnzhzMmTOnxnPatWuHZcuWNVxSPmpEu0bY/XgS7li+GzsuFIqOLUo5h70Xi/DNlF5oERogT4JEbkAd0sQuZi7Mgl9UWxmyISIiujG7Ne3+LNrJc+SUVOCuz3dj0+k8u2PxMaH47I5OKLzoXdu9AW60pp3cT4vQAGyel4jZCTF2x3ZcKESvt7dg7fEcGTIjcg8q/yC7EQpOkSciInfGRnTkqXZfLESfd7dUW7DPjI/BH3MSEB3svtu81QeLdrouP7UKH97WFZ/e3R3+GvGPS57RjDFL0/Cf9Sdgswk1PAKRd5NOkbcUsoM8ERG5J8FihmCuEMWUft41jZi804p9GUj6YDsuFJpEca1KiSW3d8PCSV29eukui3aqlft6NUfKwwPRJkIvigsC8M/fjmPipztRbOK2cOR7pFPksz6dA5vkDREREZE7KNm/2i7GkXZyZzabgP/79Rju/nyPXcO5piE6bJmXiOn9WsiUXcNh0U611jU6GDsfHYhbO0fZHfv5cDYS3tuGE5dLq7knkfeya0ZnLETON8/KlA0REVH1KnPP4eJ7E+ziXNNO7qrEZMFtn+7EKxtO2h1LahWGXY8loW+LUBkya3gs2qlOQvw1+P7+3vjvzR2hVIiPHc0pRb93t2LN0Wx5kiOSgSbcvudDaTUjGURERHIqO7TOLqbQ6Dg9ntzSmTwj+r+/DSsP29cVM+NjsHZmAiKD/GTITB4s2qnOFAoFnhnSButmJSA8QCM6VmSyYOzHO/DfjSchCFznTt4vJP5uu5i5IJM//0RE5FYsBRl2McOA+6FQshwg97LpVC76vrsFhy6JmyaqlAq8P6ELFk7qCq3at35ufeurJaca0iYCOx9LQvfoYFFcEIC/rTmGuz7bjbIKi0zZETUMXfMuaPHkr6KYUGmErbxYpoyIiIjsWYrEjVJVQY0QNeUDmbIhqt7C5LMYuTgVeUZxr6ywAA1+fzAec/u3lCcxmbFop3ppGRaAbQ/1x13do+2OfXsgC/3f344zeUYZMiNqOAEdBtvF2EWeiIjciblAvCVp2PCHoFB6b7dt8ixmqw1zvz+AuT8chEWyK1VcZCDSHhmIoW0jZMpOfizaqd4CtGp8cU9P/PfmjlBI1rkfyCpGn3e3YMPJy/IkR9QAlFodlHpxIxTu105ERO5E+ndJbbAfcCGSQ76xEqMXp2Jhyjm7Y2PjIpH88AC0luxg5WtYtJNTXF3nvnp6Pxj8xevc841mjFqcire3nOY6X/JaGsmbH+mIBhERkZzsivZQFu0kv1O5ZUicvw1/nM6zO/bc0Db4cWofBOs01dzTt7BoJ6ca3aEx0h4ZgLhIcSdSmwA8+fMRzPh2PyotthruTeS5pCMWHGknIiJ3IdissBSJu3CrDU1kyoboiq3peYh/bytOXC4TxXVqJb64pydeuakjlNLtqnwUi3ZyuraNApHycPX7uX+y4wJGLk5BblmFDJkRuY50xIJFOxERuQtLcQ4giAdNpDPEiBrS57svYsSiVORLGs41CfbD5rn9cXePpjJl5p5YtJNLBOnU+G5Kb7w4sr3dsS3p+Yh/bxuOSLZxIPJkdiPtnB5PRERuwu5vklIFVVAjeZIhnyYIAl78/TimfLUXlVbxB0ndooOR9shA9GlhkCc5N8ainVxGqVTgnyPb4fv7eyNAI+5Omp5nROL72/DbsRyZsiNyLo1kmqG5iN3jiYjIPdg3oWvC/dmpwZnMVtz35V68tO6E3bFbOkZi67z+aGbwlyEz96eWOwHyfhO6NMHWhwIw/uMduFhkqooXmyy45aM0vDWuEx4eEAuFtPU8kQeRjrSXn9iGiwsmIyThHgR1v1mmrIiIyFfYzBXIW/Mays/sAiSNfy35F0S31SFcz04N63JpBSYu24ntZwvsjj0yMBZvju0EFdev14hFOzWIHk1DkPboQEz4ZCd2XCisitsE4LGVh3EkuxTzJ3SGRsVPfckzVdeFtzj1KxSnfY3YF3YCUXEyZEVERL4iZ8UzyF/3Xq3O1bBzPDWgYzkluOWjHUjPM4riSgXw7q2dMa9/rEyZeQ5WSNRgmgTr8MfcRNzZ3f4PxeLUcxizJA35xkoZMiOqP014TPUHBAGlB35t2GSIiMjnlB5YU+tza/ybReRkm07lInH+druCPdBPhVUP9GXBXkss2qlB+WtU+PKentU2qNt4Khfx723D8ZxSGTIjqh9NaDQCu46p9hg7yRMRkSsJggBzQUatzlVo/BCSeK+LMyICvtxzEaOWpKKwXNwhvrlBh23zBmBMx0iZMvM8nB5PDU6huNKgrkPjQEz9ei9M1+zbfiq3DInzt+GHqb0xqHWEjFkS1V2zh79H8c7vkfXxdAiWv2aNsGgnIiJXshmLIFSWi2LhNz8HlX+wKKbQ+EHfeRR0zTo1ZHrkYwRBwOubTuO51UftjvVqFoKfH+iLJsE6GTLzXCzaSTZ3dI9GbFgAbl22A1nFf+3bXlBuxsjFqfjoju64t1czGTMkqhul1h+G/vdCqCxD1rLZVXFzITvJExGR61iq2bGk0YQXodT4yZAN+TKrTcCjPx3Ch8ln7Y5N6ByF5Xf3gN6PJWhdcXo8yapPCwN2PDoQPZuGiOJmq4ApX+3Fv9edgCDpgErk7uz2bOdIOxERuZBZsg+7KjCcBTs1uHKzFbcv31Vtwf7wgFh8M6U3C3YHsWgn2TUN8ceWeYkY38l+XcsLvx/H9BX7UXnNFHoid2dftGdBsPFnmIiIXKO6fdiJGlJuWQWGL0zBT4cu2R17/ZY4vDOeW7rVB4t2cgsBWjW+u78PHh1o30Fy2a4LuGlpml0TCyJ3Zbf9m80KW+lleZIhIiKvZ1+0c0s3ajjpeWUY8P52pJwT78GuVSnx5T098eTg1lAoWLDXB4t2chsqpQJvj++Md2/tDOkHcRtP5WLA+9twLt9Y/Z2J3Ig6uDGgEL+8WriunYiIXMRSwKKd5LHrQiES52/DictloniITo3fHuyHu3o0lSkz78KindzOwwNi8cPUPgjQqETxI9mliJ+/DbsuFMqTGFEtKZQqqEOiRDFrNU2CiIiInMEsGWnXSGd8EbnAmqPZGPxhMnJKK0Xx5gYdtj00AIPbcCcoZ2HRTm5pXKcobJ6XiKggcROV7JIKDP4wGSurWS9D5E6k6wmtRfyZJSIi1+BIOzW0T3acx/hPdsJotoriXZsEI/nhAegUFSRTZt6JRTu5rV7NDEh5eAA6RYp/6Y1mKyZ+uhPvbzsjU2ZENyZ9w5T7+TzAbJIpGyIi8iaCICB/wwJcmH8bzr89DqYL+0XH2YiOXEUQBLz2xylM/2Y/rDbxDk/D2kZg89xENA3xlyk778WindxaTFgAtj7UH8PaiqfXCALwyE+H8Pyao9wSjtxSdVMTNZtfkyETIiLyNoWbFuPS8rko2fUDSvetglAhXk/MkXZyBZtNwNO/HMFzq4/aHbunZ1Osnt4PIf4aGTLzfizaye0Z/DVYPb0fpvZubnfsfxtPYerX+2C2cjstci+a8Bi7mOrsdhkyISIib1Oyb/V1j2vCWzRQJuQrzFYbHlixD29tTrc79vTg1lh+dw9o1SwtXYXfWfIIWrUSH93ZDf8a1d7u2Ge7L2LsRztQYrLIkBlR9YL73m4fNOZDsPLnlIiI6sdSkFHjscCuY9iIjpzKWGnBxGU7sXz3Rbtjb4yNw/9uieOWbi7Gop08hkKhwD9GtMOS27tBJdkTbu2Jyxi6MBnZJRUyZUckpo1sg5b/SBHFFBBgLc6WKSMiIvIWFsmOJIakB9B40iuInvkZmj38vUxZkTfKN1Zi5OJUrD6aI4qrlAp8end3PDGotUyZ+Ra13AkQ1dX0fi0QFeSHOz/bLepYuftiEfq/vw2/zuiHto0CZcyQ6Ar/Vn0BlRq4ZnTdWpQFRLeRMSsiIvJkgtUCS5H4A+Cw4Q9DF9NdnoTIa2UUlWP04jQczi4Rxf01SnxzX2/cHBcpU2a+hyPt5JFujovExjkJiNBrRfH0PCP6v78dO84XyJQZ0V8USiXUIeIOvpZC7tdORESOsxTnAIK4l4+a0+HJyY7nlKL//O12BbvBX4N1sxJYsDcwFu3ksfq2CMW2h/ojNixAFM8tq8TQBSlYc5TTkEl+0nWF1iIW7URE5DhLoXhPdqjUUAVGVH8ykQN2XSjEwA+243xhuSgeHazDlrmJSGwZJlNmvotFO3m0do0CkfzwAPRsGiKKG81WjP9kJz7ecV6mzIiukG67Yy26JFMmRETkDSwF4qJdHRIFhZJv6ck5Np3KxdCFycgtqxTF2zXSY/tD/dG5SbBMmfk2/oaTx4sM8sMfcxIxop34U2arTcCMb/bjvxtPci93ko20aJc2DyIiIqoL6d8R7slOzvLLkWyMWZqG0gqrKN67WQi2zuuPGMnsVmo4LNrJKwTp1Fj1QD/c27Op3bG/rTmGp385wsKdZCFdZ2jlmnYiIqoHs2SkXcOinZxgxb4MTFy2ExUWcb+E4W0jsGF2IhoF+smUGQEs2smLaNVKfHp3DzwzxL4z91ub0zF9xX5YrLZq7knkOhpJIzquaSciovqQrmlnEzqqr6Vp5zD5iz2w2MQDXLd1aYJV0/siSMcNx+TGK0BeRaFQ4L83d0RUkB+e+Pmw6NiyXRdQUF6Jr+7tBZ1GJVOG5Gukb6YqLx7ExQ/vQnDfOxDce6JMWRERkbuwlhUgd9UrqMg6XqvzTWd2im5Ldykhqou3t5zGkz8fsYtP7d0ci2/vCrWKY7zugEU7eaXHklohLECD6d/sh/WaTw1XHs7GmCVpWPlAHwTrNDJmSL6iurWGxWkrUJy2AjHPb4a+Q5IMWRERkbvIWHQvSvevcfj+HGknRwiCgJfWncC/1p6wO/bQgFi8M64TlEqFDJlRdfjRCXmtKb2b44f7e0OnFv+Yb07Pw9AFKcgpqZApM/IlmrDmgKL6P3qlBxx/k0ZERJ5PsFpQevD3ej2GJjzGSdmQrxAEAU+tOlJtwf63YW3x7ngW7O6GRTt5tbGdovDbg/EIlqzF2ZNRhIEfbMe5fKNMmZGvUOkNCO5ze7XHpNv2EBGRb7EUZQM2641PrIE2si307Qc6MSPydlabgJnfHcDbW9Ltjv335o74z5gOUNQw2EDy4fR48npJrcOxaU4iRi9JRU7pX3tOnswtw4APtuP3B+MRFxUkY4bk7ZrO+gx+XW5GzhePQGEqqopLmwkREZFvsfs7oFKj8YSXanVfVVAEgnpPhEKtdUFm5I0qLTbc//VerNgn/rlTKIAPJnTB7MSW8iRGN8SinXxC96Yh2PbQAIxclIKzBeVV8YwiE5I+3I7V0/uhX0yojBmSN1OotQjsczsyLpyHdu0/quIWbv9GROTTpH8H1CFNEDH2eZmyIW9WbrbijuW7sPpojiiuUiqw7K7uuKdnM5kyo9rg9HjyGW0i9Nj20AB0loyq5xvNGL4oBetOXJYpM/IVgr6R6LaZI+1ERD5N+ndAw6Zy5AKlFRbcsjTNrmDXqpT4bkpvFuwegEU7+ZToEB02zU1EgmRUvazSils+SsMPBznySa4jBEaIbtuMhbBVsK8CEZGvsttzndu3kZMVm8wYsyQVf5zOE8UDNCr8Mr0vxneOkikzqgsW7eRzwgK0WDszHqPbS0Y9rQLu/Gw3Ptt9QabMyNtJR9oBTpEnIvJl0oak3L6NnKnAWImRi1Kx/WyBKB6iU2PtrHgMb2f/voTcE4t28kl6PzV+mtYXd3UX/3G02gTc/9U+LEw+K09i5N20eij8AkUhTpEnIvJddiPtBhbt5Bx5ZZUYvigFOy4UiuIRei02zklEYssweRIjh7BoJ5+lVSvx2eSemBlvv7/p3B8O4o1Np2XIiryd2iCe+sgO8kREvstuTTuLdnKCnJIKDF2YjL0ZxaJ4ZJAf/piTiB5NQ2TKjBzFop18mkqpwILbuuCJQa3sjj3zyxG88PtxCIIgQ2bkrVTB4rVjnB5PROS77LrHc3o81VNWsQlDFiTjYFaJKB4drMOmOYnoxG2OPRKLdvJ5CoUCr98ShxdGtrM79u91J/DkqiMs3MlpVJKR9uwvH0fWp3NRmZMuU0ZERNSQBEFA4dZluPDurbAWi7t5sxEd1cfFwnIM/jAZR3NKRfHmhiuNmNs3DqzhnuTuuE87Ea4U7i+MbI9ArRpP/3JEdOydLekorbBgwW1doVIqZMqQvIWqmjdkBRsXoPTg72jz2kkolPwslYjImxXv+BaZS6dVe4wj7eSos/lGDFuYgjP54l1pYsMCsGF2AlqGBciUGTkD3x0SXePJwa2x4LYuUEhq86Vp53H/V3thttrkSYy8hjq8RbVx8+V0VF463sDZEBFRQyvdv7rauMJPD1VgeANnQ97gVG4ZBn+YbFewt43QY/PcRBbsXoBFO5HErISW+PSuHnaj6l/uzcAdy3ehwmKVKTPyBvpuY6HSV9+x1VzApnRERN7OUpBRbTw0aToU0lEDohs4llOCwR8m43xhuSjesXEgNs1NRDODv0yZkTOxaCeqxr29muGb+3pBoxL/8Vx5OBvjPt6BsgqLTJmRp1OHNUPsS3sQde98u2NsSkdE5P2kr/V+TTuh2cM/IHLy2zJlRJ7qUFYxhixIQWaxSRTv0iQIf8xJRJNgnUyZkbOxaCeqwYQuTfDzA33hrxH/mqw7kYsxS9NQbDLLlBl5Om1EDMJGPAR9pxGiOLd/IyLyftJt3qLum4/g3hPY04Tq5FBWMYYuTEF2SYUo3rNpCDbOTkTjID+ZMiNX4KsD0XWMat8Yv86IR5CfuGfjtjP5GL0kDYXlLNzJcdKGQyzaiYi8m63CCJuxUBRTc292qqOrBXtuWaUo3re5AetnJyBcr5UpM3IVFu1EN5DUOhzrZyUg1F8jiqeeK8DIRSnIN1bWcE+i65O+UbNwTTsRkVerbhkUi3aqi5oK9v4tQ7F2VjwMkver5B1YtBPVQp8WBmyam4jGgeJPLnddLMLwhSnILauo4Z5ENdNI3qhJp0wSEZF3kb7OK/z0UPkHyZQNeZqaCvYBsWH49cF4BOtYsHsrFu1EtdSlSTD+mJOIKMkaoX2ZxRi6IAU5JSzcqW7UBvGe7ZweT0Tk3aQj7dIPb4lqcr2Cfc2MfgiULOUk78KinagOOkYGYdPcRDQNEXfjPHSpBEMWJCNL0r2T6Hrs17RnQRAEmbIhIiJXk344K/07QFQdFuzEop2ojto1CsSmOYloIdn38mhOKYYsSEZGUXkN9yQSk65jFMwmuwZFRETkPeyKdo600w2wYCcA4FUmckDrCD02zU3EsIUpOJNvrIqfuFyGwR8mY8PsBLQIDZAxQ/IE6pAou5i5IBMqfagM2RARkbPYKk3IXf1fmM7tBa6ZQWU6v090nnSZFNG1DmUVYxgLdgKLdiKHtQwLqCrcT+WWVcVP5xn/LNwTERvOwp1qptT4QRUYDmtpXlXMUpgJNOskY1ZERFRf2V8+hoI/Ft3wPK5pp5pcLdgvs2AncHo8Ub00N/hj05xEtG+kF8XPFpRj8ILtomKeqDrSURZrcY5MmRARkbOU7F9dq/M0ETEuzoQ8EQt2kmLRTlRP0SE6bJrbH3GRgaL4hUITBn+YjOM5pTJlRp5AqQsW3baaSmTKhIiInEGwWavdj11KHdYM+s4jGyAj8iTXK9hXT2fB7qt41YmcIDLID3/MScSIRak4kFVcFc8sNmHwgmRsmJWAuCjuw0r2lJL9eW0s2omIPJq1JBewWUWxiLF/h9Lvr1l5Sn0ognveCpV/sPTu5MNuVLAH6Vi6+SpeeSInaRTohw2zEzBycQr2ZvxVuGeXVGDIgivN6To34R9nElPqWLQTEXkTs6RDPBRKNJr4LyiUKnkSIo9w5FIJC3aqEafHEzlRuF6L9bMS0Ke5QRS/XFaJYQtTcOiaUXgiAFBJi/ZyFu1ERJ7MUiDZ1i0kigU7XdeJy6UYvogFO9WMRTuRk4UGaLF2ZjwSYsTbdl0t3A9fYlFGf+FIOxGRd7Hfi53bulHNTueWYdjCFFwqqRDFWbDTtVi0E7lAiL8Gvz0Yj/4tqyvck3GEhTv9iUU7EZF3kTahU3NbN6rBuXwjhi1MQUaRSRRPiAllwU4iLNqJXCRIp8aaGfaFe05pJYaycKc/sREdEZF3kY60a0JZtJO9i4XlGLYoBecLy0Xx3s1CsGYGC3YSY9FO5EJXC/fEagr3YYtScDSbBZqvk460c8s3IiLPZpauaedIO0lkFZswfFEK0vOMonj36GD8PjMeIf4amTIjd8WincjFrhTu/ezWuGeXVGDoQhbuvo7T44mIvIv9mnYW7fSXnJIKDF+YghOXy0TxzlFBWDsrHqEBWpkyI3fGop2oAQTrNPj1wZoL9+OSF27yHXZFO7vHExF5pJI9K3Hxw7tgOrtbFGcjOroqr6wSIxan4GhOqSjeoXEg1s1KQITeT6bMyN2xaCdqINcr3Ed/vBtni80yZUZy4kg7EZHnM57Yjgvv3oritBV2x9Rc004ACoyVGLk4BQezxH/n20TosX5WAiKDWLBTzVi0EzWgq4V7fIz9GvfZG/I44u6DlLpA0W1bRWkNZxIRkbsqPfBrjcc0Yc0bMBNyR8UmM8YsScPejGJRPDYsABtmJyA6RCdTZuQpWLQTNbBgnQa/zuiHfi0MonieyYYxH+/G8RwWbb5EJRlpFyrLIVgtMmVDRESOMBdkVBsP6jUB6qCIBs6G3ElphQU3LU3DjguFonhzgw4bZiegucFfnsTIo7BoJ5LB1X3cpYV79p/bwbFw9x3S6fEAYDPx+hMReRJLkXhvdqV/MJrO/gJN53wlU0bkDoyVFoz9aAeSzxaI4tHBOmyYnYiWYQEyZUaehkU7kUyuFu59mxtE8aziCgxdmIwTl1m4+YLqi3auayci8iQWyTZvUfe+h5CEyVBquE7ZV5nMVtz6yU5sTs8TxSOD/LB+djzaROhlyow8EYt2IhmF+Gvw28x49G4WLIpnFVdg6IIUnGTh7vWka9oBFu1ERJ6G27zRtSosVtz26S6sP5krikfotVg/KwEdGtt/YE90PSzaiWRm8Ndg5ZQeiAvTiOKZxSYMW5iCM3lGmTKjhqBQqaHQitezWVm0ExF5DJu5AtZS8Wgqi3bfZbHaMPnzPfj1WI4oHuqvwbpZ8egUxYKd6o5FO5EbMPhr8P6QcPRqKh5xv1hkwtCFyThfwMLdm3HbNyIiz2UpzLKLabjNm0+y2QRMW7EPPx66JIqH6NRYOyse3aJDZMqMPB2LdiI3EaRV4uf7e6B3M/EL+rmCcgxdmIKMonKZMiNXsyvay1m0ExF5CmkTOoVGB2WAQZ5kSDaCIGDuDwfxxR7xTgKBfir8+mA8ejUzyJMYeQUW7URuxPDnGvfu0eIR9/Q8I4YtTMGlYpNMmZErSbd940g7EZHnkDahUxuioVAoZMqG5CAIAp5adQSLU8+J4jq1Eqse6Iv4mFCZMiNvwaKdyM2EBWixdlY8OkWKC7kTl8swfFEKLpdWyJQZuQqnxxMReS77JnRNZMqE5PKvtSfw9pZ0UUyjUuCHqX0wqHWETFmRN1HLnQAR2YvQ+2H97AQMWZCMY9fs2X4kuxQjFqViw+wEhOu1MmZIzqT0Z9FOROSuKi6dRP5vb8IsGVG/qvLScdFtDZvQ+ZQ3Np3GS+tOiGIqpQJf3dsLozs0likr8jYs2oncVGSQH9bPSsDgBck4lVtWFT+QVYxRi1OxfnYCDP6a6zwCeQqOtBMRuSfBasG5/w2FJf9ire+jZhM6n7Eg+Sye+eWIKKZQAJ/c2R0Tu3DGBTkPp8cTubHoEB02zE5Ay1DxlmB7MoowenEqik1mmTIjZ1LqxD0MrMZCeRIhIiIR08WDdSrYAUATHuOibMidLN91AfN+OGgX/3BiF9zbq5kMGZE3Y9FO5OaaG/yxYXYimht0oviOC4W4eWkaSissMmVGzqI2RIluV7d9EBERNTxLQcaNT7qGMsCAoN4TXZQNuYvvD2TigRX77OJvjI3DrISWDZ4PeT9OjyfyALHhAdgwOxGDP0xG5jUd5LefLcC4j3fgl+l9EaDlr7OnUkvWP0qbGhERkTykH6JqwlsgdMjsas9V6gIR2P0WaCM40u7Nfj2ajclf7IFNEMdfGNkOTwxqLU9S5PX4Lp/IQ7SJ0GP97HgMWZCC7JK/OshvOp2HCct2YuW0vtBpVDJmSI6SNi2qqdkRERE1LOl2bn4tuiNi7PMyZUNy23QqF7d9ugtmq7hif3JQa/xzRDuZsiJfwOnxRB6kQ+MgrJsZjwhJ5/h1J3Ix6dNdqLBYZcqM6kO6PZClKAuCzSZTNkREdJVZMvOJneF9V9q5Aoz7ZAdMFvHf51kJMXjtlo5QKBQyZUa+gEU7kYfp3CQY62bFI1TSOX7NsRzc9dlumK0s9jyNdHo8rBZYS/PkSYaIiKpwD3YCgP2ZRRizNA2lFeLBkft6NcMHE7qwYCeXY9FO5IG6RYfg95nxCNaJV7isPJyNe77YAwsLd4+iDom8skfMNbiunYhIftLp8XYfspLXO5ZTgpGLUlFYLt6xZ2KXKHx0RzcolSzYyfVYtBN5qN7NDfjtwXgE+onXsX93IAtTv94Hq7RDCrkthUoNdXCkKMZ17URE8rMUiRvRcQ9233Imz4gRi1JxuaxSFB/ToTG+vKcX1CqWUtQw+JNG5MHiY0KxZkY/BEga0H25NwOzvz8AQWDh7inYQZ6IyL0IVgssRdmiGNe0+46MonIMX5SCjCKTKD6oVTi+u783tGqWUdRw+NNG5OEGxIbj5wf6Qif54/FR2nk8tvIwC3cPYdeMjkU7EZGsLMU5gCBebsaRdt9wubQCIxel4ky+URTv18KAnx/oC3/u1kMNrF5bvplMJhw/fhxms7mqMLDZbCgvL8euXbvw1FNPOSVJIrq+oW0j8NO0Phj38U5UXrOeff62M9BrVXjlpo4yZke1IR1pv/zDP2HOv4jw0U/Ar0l7mbIiIvIdlZlHoNnwH2RvqoRSqYLNVCI+QaWGKjBCnuSowRSbzLhpaRqO5pSK4t2ig7FmRj8E6bhjNjU8h3/qUlNT8eijj6K4uLja43q9nkU7UQMa2b4xVtzXC5OW7xKtZ//vxlPQa1X4+3DuH+rOqhu9Kdy0GKX7VqHtm+egUGuquRcRETmDrdKErLdGQ12aC2MN56hDoqBQcpKqNys3WzH+453YfbFIFG/fSI/fH4xHaIC2hnsSuZbDrzzvvPMODAYD3nvvPQwfPhwjR47EwoULMXnyZCgUCixZssSZeRJRLYzvHIXP7u4hbUSOf/x2HO9sSZcnKaoVbXhMtXFLYRZM5/Y2cDZERL6l/MxO2Epzr3uOpobXafIOZqsNdy7fjc3p4i1XY0L9sW5WAhoH+cmUGVE9ivbjx4/j4YcfxogRIzB06FBkZmZi0KBB+Mc//oFJkyZhwYIFzsyTiGrprh5NseT2bnbxJ34+jCWp52TIiGojsPstUIVEVnvMzPXtREQuZSnIuOE5oUnTGyATkoPNJmDa1/vwy1Fx48HIID+snRmPZgZ/mTIjusLh6fE2mw1RUVEAgNjYWJw6darq2KhRo/Dss8/WPzsicsgDfVvAWGnFIz8dEsVnf38A/hoV7u3VTKbMqCbq4EZo9eJulOxdiUvL54mOWQqzargXERE5g/R1VhvZBoaBD1y5oVTCv3UC9B2SZMiMXE0QBDzy0yF8uVf8wY3BX4PfHuyHto0CZcqM6C8OF+0tWrTA8ePH0bt3b8TExKC8vBynT59G69atYbFYUFZW5sw8iaiOHhoQi7JKK55fc7QqJgjAtBX7EKBVYWKXJte5N8lBE9YUYcPmouzwepTs/rEqzk7yRESuJX2d1bXqi4ixz8uUDTWkf/5+HB8mnxXF/DVK/DK9L7pFh8iTFJGEw9Pjx44dizfeeAOfffYZQkND0blzZ/znP//Bxo0b8cEHH6BNmzbOzJOIHPDs0Db4v+FtRTGrTcDdn+/Gr5IpYOQ+uGc7EVHDki5D4n7svuGtzafx8vqTophGpcAPU/sgsWWYTFkR2XO4aJ8xYwbuuusuHDhwAADwwgsv4OjRo5g7dy7S09PxzDPPOC1JInLcv0a1x+NJrUQxs1XAbZ/uwqZT12+6Q/KQdpI3F7BoJyJyJYvkdVb64Sl5n493nMdTq46IYkoF8PnknhjVvrFMWRFVz+Hp8UqlUrRuvUuXLli/fj3S09PRqlUrBAZy/QeRO1AoFHhjbBzKKq1YfE0jOpPFhrEf78DamfFI4KfJbkU6wsORdiIi15K+zqoNXELmzX46nI2Z3x60iy+c1BW3d+MHNuR+HB5pf/3113Hp0iVRLDAwEF27doVCocArr7xS58cUBAErVqzA2LFj0aNHDwwbNgwvv/wySktLq85JT0/HzJkz0atXL/Tr1w9/+9vfatwrnoiuUCgU+HBiF9wnaUBXVmnFTUvTsOdioTyJUbXsp8ezER0RkStJX2c50u690rJMmPbtIdgEcfx/N3fEjH7c1o/ck8NF+3fffYeffvoJNptNFF+zZg1Gjx6NH3/8sYZ71mzp0qX417/+hcGDB+ODDz7AjBkzsGrVKjz00EMQBAHFxcWYOnUq8vPz8dprr+HJJ5/EunXr8Nhjjzn6ZRD5DKVSgY/u6IbbJA3oikwWjFqcisOXSmTKjKSk0+OtJZchWCplyoaIyLtZy0tgM4n/BmpCWbR7o7TzhXhqawEqreKK/bmhbfD0EPbjIvfl8PT4F198ES+99BK++OIL3HnnnZg1axb++c9/4scff8RNN92E55+vW8dNm82GxYsX484778STTz4JAEhMTITBYMBjjz2GQ4cOITk5GcXFxfjpp58QFnZlOm9kZCRmzpyJXbt2oXfv3o5+OUQ+Qa1S4ot7eqJ82U6sOZZTFc8zmjFiUQq2zOuPNhF6GTMkoPppmZaiS9CEt5AhGyIi72Ypsp/NxOnx3udAZjEmfrYPJknBPishBi+P6SBTVkS143DRPmbMGAwbNgw///wzlixZgvXr1yMnJwdLly7FgAED6vx4paWlGDduHG666SZRPDY2FgBw4cIFbNu2Db169aoq2AFg4MCB0Ov12LJlC4t2olrQqpX49v7eGPvRDmy8phHdpZIKDF+Ygs1zExETFiBjhqTSh0Gh1opG1zMW3Qel/5WtZ9TBjRE28lHomneRK0UiIq8hbUKn9A+B0o8fYHuTU7llGL0kFYUmiyh+V/dovD+hCxQKhUyZEdWOw0U7AGi1WkyaNAkDBw7EoEGD8OabbzpUsANAcHAw/vGPf9jF165dCwBo27YtTp8+bVfUK5VKNGvWDGfPnnXoeQHAZDI5fN+GcDU/d8+THCfHNf7qrs4Yv3wvUs8XVcXOF5Zj+MJk/D6jN5oE+TVYLr6grtdYFdIElry/Ggcaj28RHS/e/SOav3oCSi0/YHEHfJ32frzG3suYc1Z0WxHUGOXl5fIkQ06XWWzCiCW7cKmkQhQf1S4cC2/tgMoK/k57E095ra5rfg4X7R06dLD7VOqpp57CU089BeBK46sjR45Ud9da27NnD5YsWYLhw4ejbdu2KC4uhl5v/8mnXq8XNaurq/T09Pqk2WA8JU9yXENf41f6+GNuiRHHCsxVsdP55RixMAWLhoUjVKdq0Hx8QW2vsVYXDhXO1XjcVpaPE398C1vzPs5KjZyAr9Pej9fY+6hP7IfmmtuVWkO938OSeyissGHm+lycKxaPsPdopMX/ddPg5PFjMmVGruZtr9UOF+3z5s1z6VSSXbt2Yfbs2WjRogVefvnlqnh1zykIQr1yadWqFXQ6ncP3dzWTyVS1lZ4750mOk/Ma/962EqM/3o2jOWVVsTPFFjydasSaaT1h8Ndc595UW3W9xqUl83D5k+nXPaeZQYvAuDhnpUj1wNdp78dr7L3yjthw7T5EgVGxiOJrq8crqbBg9id7cEZSsLcP1eCHKT3R2MDtqb2Rp7xWX82zthwu2h9++GFH73pDq1evxnPPPYfY2Fh89NFHMBgMAK5sKVfdiLrRaERUVJTDz6fT6eDv7+/w/RuKp+RJjpPjGjf398f62YkY9GEyTuX+VbjvzyrBbV8cwNqZ8Qj0q9dKGrpGba+x/+AHoI9uB+PJZMBmBQAUbluGyksnqs5RGPP4muBm+Drt/XiNvVBJjuimNqwZr7GHM5mtuHvZXuzOEG8L3TY8AO8lBaGxIZDX2Mt522t1nd6Jf/fdd5g0aVLV7crKSvzwww9IS0tDSUkJIiIikJSUhDFjxjg88r106VK88cYb6NOnDz788EMEBQVVHYuNjcX58+dF59tsNly8eBEjR4506PmICGgSrMP6WfFI+iAZ5wv/WseXeq4A4z/egV9m9IO/hlPlG1pAuwEIaPdXn5CKrGOiol3aPImIiOrOUih+LVWFsHO8J7NYbbj7893443SeKN7coMOqqT1Rkuld06bJN9Rpn/Z//vOfyMm58mlkQUEBJk2ahBdffBGHDx9GSUkJtm/fjieeeAL33HOPQ2vMv/76a7z++usYPXo0PvroI1HBDgD9+/fHzp07kZ+fXxXbunUrysrK0L9//zo/HxH9pUVoANbPTkCTYHEDuj9O5+GO5btQabHJlBldpTaI9w2WvtEkIqK6sy/aHZ+9SfKy2QTM+GY/Vh7OFsUb6bVYOzMBzQ3uO12a6HrqVLTbbDZcvnwZAPD666+jsLAQ33//PdauXYsVK1Zg69atWLx4MU6fPo1XX321TolcvnwZr776Kpo2bYp7770XR44cwb59+6r+5efnY/LkyfDz88O0adOwbt06fPvtt3j66aeRlJSEHj161On5iMhemwg91s1MQIReK4qvPpqD+77cA4uVhbucpPsGm1m0ExHViyAIMBeK92nnHu2eSRAEPP7zYSzffVEUD9ap8dvMeLRvzDXs5LnqND1eoVDAYrnSzGHjxo147rnn0KlTJ9E5SUlJePzxx/Hee+/VKZHNmzfDZDIhIyMD99xzj93xV199FRMnTsTy5cvxyiuv4KmnnoJer8fo0aPxzDPP1Om5iKhmcVFB+O3Bfhi2MAVF1+xn+u2BLARo9+OjO7pDqeR+pnLQhEpG2jk9noioXmymEggVZaIYp8d7pn+tPYH5286IYjq1Eqse6IseTUNkyorIOepUtAcGBsJoNAIAKioqEBoaWu150dHRdd7fctKkSaL18jVp164dli1bVqfHJqK66dnMgNUz+mHU4lSUVVqr4p/uuogArRrvT+js0t0jqHp20+OLsuq9ewYRkS+r7sNPTo/3PO9uTcdL606IYmqlAt/d3xsDW4XLlBWR89RpenyHDh1w/PhxAEDfvn2xcuXKas9buXIlYmNj658dEckmsWUYVk7rCz+1+GViQfJZPLf6KARBkCkz3yUt2oXKctiMRTJlQ0Tk+aTr2QW/YCi13tNx2hd8uvMCHl95WBRTKIDld/fATR0jZcqKyLnqVLRPnjwZCxcuxPbt2/H8889j9+7dmDJlCr7//nts27YNK1euxIwZM7BmzRo8+OCDrsqZiBrI0LYR+HZKb6gl0+Ff33QaL284KVNWvqu6dZZsRkdE5DizZKRd0EfIlAk54qdDWZjx7X67+AcTuuCuHk1lyIjINeo0PX7MmDHIzs7Gk08+iYqKCqjVauzYsQM7duyAQqGAIAiIjIzEW2+9hTFjxrgqZyJqQLfEReLzyT0x+YvdsF0zuP7P344jUKvGY0mt5EvOxyg1flDpw2At+2sHjcxPZkKlD/vrHL8AhMTfjaCe4+VIkYjIo1iKxE3oWLR7jg0nL+Ouz/bAahPP/Ht5TAfMTmwpT1JELlKnoh0Apk6dinvvvRcnTpxAZmYmjEYjFAoF9Ho9oqOj0a5dOyiVdRrAJyI3d0f3aBjNVjywYp8o/sTPh6HXqvBgfIw8ifkgdWi0qGgvP7nd7pzitBVo+X/bEdA2sSFTIyLyONI17YK+kUyZUF3sOF+AWz/ZiUrJrjZPDW6N54a2kSkrItepc9EOAGq1GnFxcYiLi3N2PkTkpqb2aY7SCgse+emQKD77+wPQa1WY3LOZTJn5Fk14DCouHrrheaX717BoJyK6Abs17Sza3d6hrGLctDRN1CgXAKb3a4H/3dyRzVnJKzlUtAPAlClTrntcoVDg008/dfThicgNPTQgFmWVVjy/5mhVTBCA+7/ehwCtCrd25jY5rmZImo7SA2uufOOvg2vdiYhuzCwt2gM5Pd6dpeeVYdSSVOQbzaL47V2bYOFtXVmwk9dyuGjfvXs3bDYbYmNjER5uv5UCO0sTeadnh7ZBaaUFL6//qxGd1Sbgrs/24OcH+mBk+8YyZuf9gntPQMv/S4bxxFbAaqmKG09sRemBX6tumwuzqrs7ERFdw256fACLdneVVWzCyMWpyCquEMVHtW+Ezyb3hErJgp28l8NF+08//YSXX34ZBw4cwIQJEzBt2jSo1Q4/HBF5kJdGtUdJhQXvbT1TFau02jBh2U789mA890R1sYA28QhoEy+KFW6LFhXtHGknIro+QRDsGtEhkNPj3VG+sRKjFqciPc8oiie2DMV3U3pDq2Y/LfJuDv+Et23bFsuWLcOrr76Kr7/+GjfffDM2b97szNyIyE0pFAq8Pa4TpvdrIYqXm2245aMd2Hm+UJ7EfJh0D3cW7URE12czFkGoLBfFuKbd/ZRWWHDz0jQculQiindtEoxVD/SF3o+DhuT96v2x1KhRo/Drr79i7NixePTRRzFr1iycO3fOGbkRkRtTKBRYeFtX3C3ZB7WkwoLRS1JxMKtYpsx8k3QPd2tJLmzmihrOJiKi6j7c5PR491JhsWLisp1IkwwGtInQ4/eZ8QgN0MqTGFEDc7hoz8zMrPqXm5uLiRMnYunSpSgoKMAtt9yCN99805l5EpEbUikVWHZXd4zvFCmKF5SbMXJxKk5cLpUpM9+jkYy0A4Cl6JIMmRAReQZpEzqlPhxQswh0FxarDfd8sQfrT+aK4k1DdFg7Mx6RQX4yZUbU8ByeTzJ06NBqOzRebUC3dOlSPPnkk45nRkQeQaNS4qt7e2H8Jzuw7sRff1izSyowfGEKtszrj5ZhATJm6BuU+lAoNH4QrhldtxRmQRsRI2NWRETuS9qEThUSJVMmJGWzCZj53QH8cFD84XN4gAZrZ8bzfQX5HIeL9ldeeYXbKhARAECnUeGH+/tgzNI0bDuTXxW/WGTCiEVXCvcmwToZM/R+CoUCakM0zJf/ag7Ide1ERDWTNqGTLjMieQiCgKd+OYJlOy+I4kF+avz6YDw6RgbJlBmRfBwu2idOnOjMPIjIw+n91Fj1QF8MX5SC3ReLquKn84wYsSgFm+YmIkLPqWyuZFe0F7BoJyKqCUfa3dPLG07inS3popifWomV0/qgd3ODPEkRyaxeW77dyK233urowxORBwrx1+C3B+MxZEGyqMvrkexSjFqcig2zE2Hw18iYoXeTjhLlr5+P0kNrAQBKrT+Cet+GkH53yJEaEZHbka5pV4VwpF1u7287g3/+dlwUUykV+Oa+Xhjchk0CyXc5XLQ/99xz1z2uUChYtBP5oHC9FmtnxiPpw2Scyi2riu/NKMYtH6Xh9wfjuT2Li0ib0VVeOoHKSyeqbhfv+AYqfSgCO49o6NSIiNyOdKSd0+Pl9fnui3jkp0N28U/u7I6xnTgLgnybw++cN2zYUOOxgwcP4vHHH3f0oYnIw0UF67B+VjySPkjG+cK/9sBNPluAW5ftxKoH+kKnUcmYoXfS1KLpXOn+1SzaiYhg3/eDI+3y+fnwJUxbsc8uPn9CZ9zbq1nDJ0TkZhze8q1p06Y1/mvUqJEzcyQiD9QiNADrZycgSrIly4aTubhj+W6YrTaZMvNeQb1vgzLAcN1zuM6diOhKszNpIzoW7fL441Qu7vxsN6w2QRR/aXR7zOsfK1NWRO7F4aKdiOhG2kTosXZmPMIDxOvYfzmajSlf7bX7A031o42IQauX9iDq3vfQeNIraDzpFQT1HC86xyx5k0pE5ItsZQWiLTIBTo+Xw64LhRj/yQ5UWMQf5D+W1Ap/H9ZWpqyI3I/D0+Off/75Go/l5+fXeIyIfEvnJsH4bWY8hi1MQbHJUhVfsS8T/hoVlt7eDUolt490Fm2jWISNeLjqdvHO71GyZ2XVbY60ExHZN6EDAFVwJHBNE1VyrSOXSjBmSSpKK6yi+NQ+zfHm2DhuLU10DYeL9rS0tBqPVVZWOvqwROSFejUzYPX0fhi1OBVG819/nJftvIBAPzXeHd+Jf5xdRB0qbk5nKcyEIAj8fhORT7Pb7i2oERRqrUzZ+J6z+UaMWpKKPKNZFJ/YJQqLJ3Xl3ygiCYeL9o0bN9Z4bNeuXbjvvvscfWgi8kL9Y8Pw07Q+uOWjHai8Zj37+9vOIFCrwis3dZQxO++llqzRFMwm2IyFUOlDZcqIiEh+0iZ00g84yXUuFZswYlEKMopMoviIdhH44p6eUKu4epdIyiW/Ffx0jIiqM7xdI3w7pRfUkunw/914Cq9sOClTVt6tujWaZk6RJyIfZykU9/eQfsBJrlFgrMSoJak4nWcUxeNjQvH9/X3gp+bOMkTV4UdZRNSgxnaKwmeTe0D62d7//XoM721NlycpL6bU+EEVGC6KSTsmExH5Gumadg1H2l2urMKCWz7agYNZ4r4BXZoEYfX0vgj0c3gCMJHXc/i3Y+jQoTWOqHNNOxFdz53dm6Ks0ooZ3+wXxR9beRh6rRrT+7WQKTPvpDZEw1qaV3WbzeiIyNfZTY83sGh3pQqLFbd9ugsp5wpE8dbhAfjtwXiEBrCfANH1OFy09+3bl9PgichhD/RtgdIKCx5beVgUn/ndfui1KtzVo6lMmXkfdWg0Ki4erLotfbNKRORrpB9esmh3HatNwH1f7sXaE5dF8ehgHdbOTECTYJ1MmRF5DoeL9v/+978AgK1btyItLQ3FxcUIDQ1Fr169kJSU5LQEich7PTKwFcoqrfj7r8eqYoIATPlqLwK0KozrFCVjdt5DulazYPNSGE8mQxVggGHQdOg7DJIpMyIieUg/vOT0eNcQBAGzvjuA7w6Il2WFBWjw+8x4xIYHyJQZkWdxuGivrKzE3LlzsX37diiVSoSGhqKgoACLFy9GfHw8Fi1aBK2WU12I6PqeH9YWJRUW/HfjqaqYxSbgjuW78cv0vhjerpGM2XkH6ZtRc85pmHNOAwCK0r5Gm/8dh7ZRrBypERE1OEEQYGYjOpcTBAFP/3IEH+84L4oH+qnw64x4dIoKkikzIs/jcCO6+fPnY/fu3fjf//6HAwcOYNu2bdi/fz9effVV7Nu3Dx9++KEz8yQiL/bymA54aIC4aKy02nDrJzux7UxeDfei2tKEx9R80GqG8djmhkuGiEhm1tI8wCreH5xbvjnfqxtP4a3N4gazfmolVk7riz4tDPIkReShHC7af/nlFzz00EMYN24cVKor2zOo1WrceuuteOihh/DLL784LUki8m4KhQLvjOuEaX2bi+JGsxW3fLQDuy8WypOYlwjqMQ6qoJpnLFiNhQ2XDBGRzOyacSoUUAdHypOMl1qQfBb/d83SNwBQKRX4+t5eGNImQqasiDyXw0V7fn4+4uLiqj0WFxeH7Oxsh5MiIt+jVCqweFI33NldPNpRbLJg1OJUHMoqlikzz6c2RKHVv3Yj6r730XjSK/Br2kl03GYqqeGeRETeR7qeXRXcGAq1RqZsvM+Xey7ioR8P2sU/uqMbxndmrxoiRzhctLdo0QI7d+6s9lhaWhqaNOHaICKqG5VSgeV398DYOPGIR77RjJGLU3HycqlMmXk+TXhzhA2fh4ixz0MX00N0zGbi95WIfIfdHu3sHO80vxzJxv1f74MgiOPv3toZU3o3r/5ORHRDDhftd911FxYvXozFixcjMzMTlZWVyMzMxKJFi7B06VLcdtttzsyTiHyERqXEivt6YVhb8fS5SyUVGL4oBecLjDJl5j2UOnHzH460E5EvsUib0Bk40OQMm0/n4o7lu2C1iSv2F0e2x8MD2OyUqD4c7h5/991348iRI3jrrbfw9ttvV8UFQcCECRMwc+ZMpyRIRL5Hp1Hhp6l9MHpJKrafLaiKXyg0YfiiVGyem8h9XeuBRTsR+TLp9Hju0V5/uy8WYtzHO2Gy2ETxRwfG4h8j2sqUFZH3cLhoVyqVePnll/HAAw9gx44dKCoqQkhICPr27YvWrVs7M0ci8kF6PzV+md4PwxamYE9GUVX8VG4ZRi5Kxaa5iQjXc1tJR7BoJyJfJm1Ex6K9fo5ml2DMkjSUVFhE8am9m+PNsZ2gUChkyozIezhctF/VunVrFulE5BIh/hr8NrMfBn+YjCPZf627PpxdgtFLUrF+VgJC/Nk8qK6U/uKi3cqinYh8iN2adm735rD0vDKMWJSK3LJKUXxC5ygsvr0rlEoW7ETO4PCadiKihhCh98O6WQloHR4giu++WISxH+9AmeSTfboxu5H2chbtROQ7OD3eOTKKyjFiUSoyi02i+LC2Efjinp5Qq1hmEDkLf5uIyO01CdZh/awENDeI17FvO5OPiZ/uhMlslSkzz6Ti9Hgi8lGCzQZL0SVRjI3o6i6npAIjFqXiTL64OWy/Fgb8OLUPdBqVTJkReScW7UTkEWLCArBuVgIig/xE8XUncnHX57thttpquCdJcU07Efmqwm3LAKt4hhZH2uumsNyM0UtScSxHvF1ot+hgrJnRD4F+9V59S0QSLNqJyGO0axSItTPjERYgXsf+8+FsTP16n902M1Q9pS5QdJtFOxH5gvLTO5D10XRxUKGEOrixPAl5oNIKC25emoZ9mcWiePtGevz+YDxCA9gglsgVWLQTkUfp0iQYvz0YjyDJJ/lf7c3ArO8OwMbC/YbsR9pLIQj8vhGRdys98KtdTB3aFAoVR4Zrw2S24tZPdiLlXIEo3jLUH+tmJaCxZCYcETkPi3Yi8ji9mxvwy/S+8NeIX8I+3nEej/98mAXoDUiLdgg2CJXl8iRDRNRAzAUZdrHQQTNkyMTzmK023PnZbmw8lSuKNwm+0iy2mcFfpsyIfAOLdiLySANbhePHqX2glXSnnb/tDP7x23GZsvIMdkU7OEWeiLyfpShLdNu/dTwixv9Dpmw8h9UmYMpXe7HqSLYoHh6gwbqZCWgdoZcpMyLfwaKdiDzWyPaNseK+XlBJ9oF9ZcNJ/HfjSZmycn8s2onIF1kKxFu9GZKmQ6HgPuLXIwgCZn13ACv2ib93wTo1fp8Zj7go+78nROR8LNqJyKON7xyF5Xf3gPR919/WHMP7287Ik5SbU2j8AMkaTiuLdiLycnb7s4eya/z1CIKAJ34+jI93nBfFAzQqrJ7eDz2bGeRJjMgHsWgnIo93d4+mWDSpq138kZ8O4RPJmw0CFAqFfTO6chbtROS9BKsFlmLx9G4Nt3q7rhd+P453t4o//NaqlPhxWh/0jw2TKSsi38SinYi8wox+MXhrXCe7+IPf7sc3kml9BKi4VzsR+RBLcQ4gaVLKkfaavf7HKfxnvXiZmUqpwIr7emFEu0YyZUXku1i0E5HXeCypFV4a3V4UswnAvV/uwS+SBjq+zn7bNxbtROS9pFPjoVJDFRghTzJubkHyWTy7+qgoplAAn97VHeM7R8mUFZFvY9FORF7l78Pa4pkhbUQxi03A7ct3YcPJyzJl5X5YtBORL5E2oVOHNIFCybfBUp/tvoB5Pxy0iy+4rSsm92wmQ0ZEBLBoJyIvo1Ao8OpNHTA3saUoXmGxYfzHO7E1PU+exNyMUhcous2inYi8mVnahM7QRKZM3NePB7PwwIr9dvE3xsZhZnyMDBkR0VXqG59CRORZFAoF3ru1M4yVVizbdaEqbjRbcfNHafjtwXgktvTtJjrSkfaCTYtRdnTTlWP+QTD0vx+BXUbKkBkRkXPZKoy49OkcUYxN6MTWHM3GXZ/vhtUmXvf/zxHt8MSg1jJlRURXcaSdiLySUqnA4tu74vau4tGU0gorxixJw47zBTJl5h6kRXtl1nGU7luF0n2rUJzyJc6/OQami4dlyo6IyHmyls+zi7EJ3V/Wn7iM2z7dBbNVXLA/ntQKL4xsJ1NWRHQtFu1E5LXUKiU+m9wT4ztFiuIlFRaMWpyK3RcL5UnMDaiDG1//BMGGsoO/NUwyREQuVLp/tV1ME87p3gCw5XQexn+yAxUWmyj+YHwLvDE2DgqFQqbMiOhaLNqJyKtp1Up8fV8v3NxRXKQWmSwYuSgVezOKZMpMXsH97oJCo7vuOdI1oEREnsZmroC1xL4JaXCfSTJk415Szubjlo/TUG4WF+z3926GBRO7smAnciMs2onI6/mpVfh2Sm+Mai/eW7ag3IyRi1JwILNYpszk4x/bC63+tRuRd7+FxpNeQeNJryCgw2DROZbCLHmSIyJyEkvRJbtY7Is7oW3cSoZs3MeuC4UYszQNpRVWUfyu7tFYekd3KJUs2IncCRvREZFP0GlU+GFqH4z/eAfWn8ytiucZzRi+KAV/zElEp6ig6zyC9/FrGge/pnFVtxVafxiPbaq6bbevMRGRh5F++KjQ+EHXspdM2biH/ZlFGLU4FcUmiyg+oXMUPr27B1Qs2IncDkfaichn+GtU+GlaHwxpHS6K55ZVYtjCZBzN9u1tz9SSbsrSfY2JiDyN9MNHtSHap6d9H7lUgpGLUlFQbhbFb+7YGF/d2wsaFUsDInfE30wi8ikBWjV+fqAvBsaKt3zLKa3EsIUpOHG5VKbM5Cfdt9hcmAlBEGo4m4jI/Uk/fJR+OOlLTl4uxfBFKbhcVimKD28bgW+n9IZWzbKAyF3xt5OIfI7eT41fpvdDYstQUfxSSQWGLUzB6dwymTKTl3TfYqGiDDaTb88+ICLPJm2oKf1w0lecyTNi2MIUXCqpEMWTWoXhp2l9oNOoZMqMiGqDRTsR+aQgnRprZvRDvxYGUTyjyIShC5NxJs8oT2Iyqu7NLJvREZEnk06Pl3446QsuFJZj2MJkXCwyieIJMaFY9UA/BGjZ4orI3bFoJyKfFazT4LcH49G7WYgofqHwSuF+Lt+3CnelXwCUAQZRjM3oiMiT2U2PD/Wtoj2r2IRhC1NwtqBcFO/dLARrZvRDkI4FO5EnYNFORD4txF+D32fGo0fTYFH8XEE5hi1KwYXC8hru6Z2ko1BsRkdEnsxSJJ4t5Etr2nNKKjB8YQpOSZZ8dW0SjN9mxiPEXyNTZkRUVyzaicjnhQZosXZmArpFiwv39D/XAGYU+U7hXl0zOiIiT2Q8nYaKi4dEMV9Z055bVoERi1NwNEfcXDUuMhDrZsUjLEArU2ZE5AgW7UREAML1WqydGY/Okr3aT+WWYciCFFz0kRF3bvtGRN7AUnwZZ/+dYBf3hTXteWWVGL4wFQezxI1E20bosW5WAhoF+smUGRE5ikU7EdGfGgX6Yf2sBHRsHCiKXynck31iqrx0vad0aikRkScwHtsESLesVCihDmsmSz4NJa+sEiMWpeBAVrEoHhsWgA2zE9AkWCdTZkRUHyzaiYiu0TjIDxtmJ6B9I70ofjrPiCELknG+wLub03GknYi8gbkgwy4W3PcOqPyDqznbO+QbKzFycQr2ZYoL9hYGf2yYnYBmBn+ZMiOi+mLRTkQkERWsw8Y5ieggGXFPzzNiyIIUr+4qr5GMtHNNOxF5IrudLxQKNJ35qTzJNIACYyVGLkrF3gxxwd7coMMfcxLRMixApsyIyBlYtBMRVaNJsA4bZycgLlJcuJ/JvzLiftZLC3d1iLhJk6UwE4J0iikRkZuzFIqX9oSNehwKtXc2XyssN2Pk4lTsySgSxZuFXCnYY8NZsBN5OhbtREQ1iArWYcPsRHSKFDenO1tQjiELknEmz/sKd+madqGyHLby4hrOJiJyT9JZQt7agK6w3IxRi1Ox+6K4YG/6Z8HeKlxfwz2JyJOwaCciuo7IP9e4S7vKn/uzcE/PK6vhnp5JOtIOVDPNlIjIzUn7cXjj/uxF5WaMXpyKnRcKRfGrBXvrCBbsRN6CRTsR0Q1cbU7XpYm4cD9feKVwP53rPYW7UquDSh8mipnZjI6IPIz0w0bpLCJPV1RuxuglqdghKdij/1za1YYFO5FXYdFORFQLjQKvFO5dm4g7D18oNGHwgmSc8qLCXW2wX9dOROQpbKZSu2U93jTSXmwyY8zSNKSdLxTFmwT7YeOcBLRtFFj9HYnIY7FoJyKqpQj9lcK9e7S4cM8oMmHwh8k4eblUpsycy27bNxbtRORBzJImdACgMdgv/fFEJSYLxixJQ+q5AlE8KsgPG2cnoh0LdiKvxKKdiKgOwvVarJ+dgB5NxYV7ZvGVEffjOZ5fuEunkUq7MBMRuTPpa5ZSFwSlzvOL2Ssj7KlIkRTskUFXRtjbN/b8r5GIqseinYiojsICtFg3KwG9moWI4lnFFRiyIBnHckpkysw57EbauaadiDyEYLMhe8XTopg3rGcvLDdj5KJUJJ+tpmCfnYAOjYNquCcReQMW7UREDggL0GLtzHj0lhTul0oqMOiDZBzI9Nxt0qRbI0m3TiIicld5v74BU/oOUczT17PnGysxfGGKXdO5xoFabJiVgI6RLNiJvB2LdiIiB4UGaLF2VgL6NDeI4pfLKjF0YTJ2Sd5geQo2oiMiT1W6f7VdTBPeQoZMnONyaQWGLUzBngzxPuxXtiNNRFwUC3YiX8CinYioHgz+GqydGY9+LQyieL7RjOGLUpB8Nl+exOrBfk17JgRBkCkbIqLaMxdk2MUMA+6XIZP6yy65UrDvl8zcig7WYdOcRHRiwU7kM1i0ExHVU4i/BmtnJiCplXh/82KTBaMWp+KPU7kyZeYY6VRSwVwBm7FQnmSIiGpJEAS7JnRR970PfcchMmXkuKxiE4YsSMahS+IeKc0NOmyam8imc0Q+hkU7EZETBOnUWDOjH0a0ixDFyyqtuHlpGtae9JzCXR0SZRczsxkdEbk5W3kxhEqjKBbYdYxM2TjuYmE5Bn+YjGOS3UhiQv2xaU5/tInQy5QZEcmFRTsRkZMEaNVYOa0vbukYKYqbLDbc8cV+bLpYLlNmdaPU+EEVJP7wgevaicjdVfc6Je3R4e7O5RsxeEEyTuaWieKtwgOwaU4iYsMDZMqMiOTEop2IyIl0GhW+u783JnUVv1E0WwU8t60A3x28JFNmdaMOYTM6IvIs0hlBSn0olFp/mbKpuzN5Vwr29DzxbIG2EXpsmpOImDAW7ES+ikU7EZGTadVKfHlPT9zbs6kobhWAad8ewrKdF2TKrPbsm9Fl1XAmEZF7kH64KN2+0p2dyi3D4AXbca5APCOrQ+NAbJqbiGYGz/nwgYicj0U7EZELqFVKLLurB2b0E281ZBOAB1bsw8Lks/IkVkvSN7scaScidyf9cNFT9mc/nlOKwR8m40KhSRTvFBmEP+YkokmwTqbMiMhdsGgnInIRpVKBRZO64qEBsXbH5v5wEO9sSZchq9qRvtllIzoicnfSDxelM4bc0f7MIgz6cDsyi8UFe9cmwdg4JwGRQX4yZUZE7oRFOxGRCykUCrw7vhMeHxBjd+yJnw/jpbUn3HIP9Or2aicicmcWyYeL0t4c7ib1XAGGLEhBTmmlKN6zaQg2zE5Ao0AW7ER0hVruBIiIvJ1CocC/R7ZBWWE+Fh8S77n74trjKCivxJtjO0GpVMiUoT3pm13ThQM4//Y4u/NUgWEIHToHAa37NVRqRERVilK+RMnun2Azm1B+OkV0TOPGI+1/nMrFuI93oKzSKor3aW7Abw/2Q2iAVqbMiMgdsWgnImoACoUCD3YJQvPoSPxj7SnRsXe3nkFRuQWLb+8Ktco9JkBJR9qFijKU7ltV7bnFO75B27fOQy3ZJo6IyJVK9v2CjIX31HjcXde0rz6SjUnLd6HCYhPFk1qF4ecH+iJYp5EpMyJyV+7x7pCIyEc8MbAl3p/QBQrJoPqyXRdw52e7YTJbq79jA9OG20/nr4lQWQ7j0T9cmA0Rkb3Sfauve1wTUfvXsYayYl8GJizbaVewj+nQGGtm9GPBTkTVYtFORNTA5vZvic/u7gGVZDr8j4cuYezHO1BissiU2V/UhigEdr+l1uebueadiBqYuSCjxmO6Ft2hi+nZgNnc2Edp5zH5iz2w2MR9TCZ1bYIfp/ZBgJYTYImoenx1ICKSweSezRCs0+CO5btgumbEZcPJXIxYlILVM/ohXC/vmsZm875Fya7vYc47b3eseMc3MJ3fV3Vb2gCKiMjVLEXiLd6Cet8G/5a9oA6JQlDviVAo3Wds6p0t6Xji58N28am9m7vV0igick8s2omIZHJLXCR+fbAfxn28EyUVf42u77hQiMEfJuP3mfGIDpFvf16lVoeQxOrXi1pKLouLdsn+yERErib9sNAwcBqCut8sUzbVEwQB/1l/Ei/8ftzu2Lz+LfHu+M5u1YSUiNwTP9YjIpLRoNYR2DgnARGSUfXD2SUY+MF2nM4tkymz65M2eOKWcETUkASbFZaiS6KYu+3LLggCnl19tNqC/flhbfDerSzYiah2WLQTEcmsVzMDtsxLRDPJqPqZfCMGfrAdB7OKZcqsZtKtlLimnYgakqU4BxDEzdw0btQt3mK14cFvD+CNTaftjr1yUwe8PKYjFNKOpERENWDRTkTkBjo0DsLWef3RNkIvil8qqcCgD5Ox/Uy+TJlVjyPtRCQnuz4aShVUQY3kSUbCZLbijs924+Md9v1A5k/ojOeGtpUhKyLyZCzaiYjcRExYALbM64/u0cGieGG5GSMWpWDloUs13LPhSaeh2oxFsFW451R+IvI+0g8K1SFRbtF4rqjcjDFL0vCT5PVaqQA+ubM75vWPlSkzIvJk8r+6ERFRlcggP2yck4j+LUNFcZPFhts+3YklqedkykxMHdLELsZmdETUUKSvN9LZP3K4VGzC4AXJ2JyeJ4r7qZX47v7euL9Pc5kyIyJPx6KdiMjNGPw1+H1mPG7pGCmK2wRg1ncH8NLaExAEoYZ7NwyVfxCUukBRzMyinYgaiLSPhrTPRkM7nVuGAR9sx/5McQ+SYJ0avz3YD7d2tv+gk4iotli0ExG5oQCtGj9M7Y1pfe1HZl5cexxzvj8Iq03ewl06spWz4hkINlsNZxMROY90TbucI+37Moow4IPtSM8ziuKRQX7YNCcRg1pHyJQZEXkLFu1ERG5KrVJi6e3d8Ldh9k2LFqeew+3Ld6HcbJUhsyukb5LLT6ci79c3ZMqGiHyJ3Zp2gzwj2ZtP52LwgmRkl1SI4q3CA7BtXn90bxoiS15E5F1YtBMRuTGFQoH/jOmA+RM6Q7o70E+HLmHU4lQUGCtlyU0TEWMXK92/WoZMiMjX2BftDT/SvvLQJYxekoZik0UU7xYdjG3z+qO1ZDcQIiJHsWgnIvIA8/rHYsW9vaBViV+2t53JR9IHybhYWN7gORkG3G8X49ZvRNQQ5G5E91Haedz26U5UWMRLgpJahWHTnEREBesaNB8i8m4s2omIPMSkbtH4fWY/BOvUovjh7BIkzt+GI5dKGjQffcchiLp3vihmLsySvUkeEXk3wWqBpThbFGuoRnSCIODF34/jwW/3Q9pW5NbOUfjtwXiE+GsaJBci8h0s2omIPMig1hHYMrc/oiWjOBeLTOj//jb8cSq3QfMJ7DpGdFuoKIPN1LAfHhCRb7EUZQOSDwcbYqTdbLVh+jf78dK6E3bHHujbAt/c1ws6jcrleRCR72HRTkTkYbpGB2P7Q/3RvpF4vWSRyYLRS1KxfNeFBsuluuZP0q7ORETOZLcMR6WGKjDcpc9ZYrJg3Mc7sGyn/evrs0PbYMntXaFW8W01EbkGX12IiDxQTFgAtj00APExoaK42Spg6tf7Gmwvd6VfAJQBBlGM69qJyJXsmtCFNIFC6bq3tFnFJgxesB2/H78siisVwPwJnfHqTR2hkHYKJSJyIhbtREQeKlyvxfpZ8ZjQOcru2Itrj+OBFftQaXH9vukaybRUaYMoIiJnMkteY1y5nv3IpRIkvLcNezOKRXF/jRLf398H8/rHuuy5iYiuctuiPSsrC71790ZaWpoonp6ejpkzZ6JXr17o168f/va3v6G4uLiGRyEi8m4BWjW+mdIbjye1sjv26a6LGLMkFYXlZpfmoJa8YTZzpJ2IXKihtnvbfDoXAz7YjvOS3Tki9FpsnJ2I8dV8YEpE5ApuWbRnZGRg2rRpKCkRNzMqLi7G1KlTkZ+fj9deew1PPvkk1q1bh8cee0yeRImI3IBKqcCb4zph/oTOUEpmaP5xOg8D3t+Gs/lGlz2/9A0z17QTkStJX2NcUbSv2JeBUYvT7D70bBOhR/LDA9BPsjSJiMiV1Dc+peHYbDb8+OOPeO2116o9/tVXX6G4uBg//fQTwsLCAACRkZGYOXMmdu3ahd69ezdkukREbmVe/1jEhAbgrs92w2i2VsWPZJciYf42rHqgL3o3Nzj9eaXN6LimnYhcyX6k3b4hpqMEQcAbW87ihXWn7I7Fx4Ri5bQ+aBTo57TnIyKqDbcq2o8fP44XX3wRkydPRmJiImbOnCk6vm3bNvTq1auqYAeAgQMHQq/XY8uWLSzaicjn3RIXic3zEjH2ox24VFJRFc8uqcCgD7dj+d09cFtX545K2Y20c007ETlAEAQU/LEIZYfXQbDUvKzHeCpFdFvaV8NRlRYbXkorxC9n7F/DxneKxBf39ESA1q3eOhORj3CrV54mTZpg3bp1iIqKslvLDgCnT5/GTTfdJIoplUo0a9YMZ8+edfh5TSaTw/dtCFfzc/c8yXG8xt6vIa9xXLgf/pjZGxM/24ejOWVV8XKzDbcv340XhhXi6UEtndbtWAiIEN2uLMhAeXl5DWd7J/4Oez9eY9cr3vox8r54qM73swaE1/s1J89Yibu+2Ifk8/aPM7tfM7x2U3sorGaUu7hHCLkWf4+9n6dc47rm51ZFu8FguO7x4uJi6PV6u7her0dpaanDz5uenu7wfRuSp+RJjuM19n4NeY0/GBiEZ7aZsSu7UhT/14bTSDuVif/rZ4Cfqv6Fu7LQhGsni5oLMnDk8GHAB7dA4u+w9+M1dh1tyndQOXC/cwVmCEeOOPy8Z4steHxzHi6WWkVxBYBHugfjnlgrjh876vDjk/vh77H387Zr7FZFe21UNzIkCEK9RoxatWoFnU5Xn7RcymQyIT093e3zJMfxGns/ua7xus42PPbLMXy6W7wG9Ldz5cizavD15G6ICqrf+kxzYz0ufvvXbYWlAu1jm0Il2b/dm/F32PvxGrtexsoSVN74NBG/1glo2X+Mw+8D/zidjwc3HEChSVyw67UqfDKpM27u2MihxyX3xN9j7+cp1/hqnrXlUUV7YGBgtSPqRqMRUVGOb7uh0+ng7+9fn9QahKfkSY7jNfZ+DX2N/QF8fFdPdG1qwFOrjkAQ/jq282IxBi/eiZXT+qJ70xCHn8Mvyn6fYo2pAH7hzmsO5Sn4O+z9eI1dx1aSLbptGDgN2si2NZ6vDo1GcO/boNQFOPR8S1LPYd4PB2GxCaJ4dLAfVk3vhx71eF0k98bfY+/nbdfYo4r22NhYnD9/XhSz2Wy4ePEiRo4cKVNWRETuTaFQ4PGk1mgXEYjJX+xBSYWl6tiFQhMGvL8dn9/TA7d2dqzIVmr8oNKHwVqWXxUzF2bBr2lcvXMnIt8g2Gx2TSxDhz8E/5Y9nf5cVpuAZ1cfwVub7Ue5OoZpsGp6X7SKZMFORO7DLfdpr0n//v2xc+dO5Of/9cZw69atKCsrQ//+/WXMjIjI/d0cF4nkhwcgNkw8KmU0WzFx2S68uuEkBEGo4d7Xpw6VdpDntm9EVHvWksuATTxF3Vld4a9VbDJj4rKd1Rbs4+MaYdGwcDQJ5pZuRORePKponzx5Mvz8/DBt2jSsW7cO3377LZ5++mkkJSWhR48ecqdHROT2OkUFIfWRARgQG2Z37O+/HsO9X+6FsdJSzT2vz37bNxbtRFR7ZulrhkIJVbBz15OfuFyKhPe2YdWRbLtjzw5tg8/v7Ap/tUe9NSYiH+FRr0xhYWFYvnw5QkND8dRTT+Htt9/G6NGj8fbbb8udGhGRx2gU6Id1s+IxtU9zu2Nf7c3AgPe342y+sU6PaVe0F7BoJ6Lak75mqEOioFA60ku+er8dy0G/d7fiaI64N5JGpcBHd3TDqzd1hFLpezteEJFncNs17f369cPx48ft4u3atcOyZcsaPiEiIi/ip1bhozu6IS4yCM+uFjeo25dZjD7vbMFX9/bC8Ha1G+nS2E2Pz6rhTCIie9LZOdIlN44SBAFvbDqN59cchaTfHMIDNPju/t4Y1DrCKc9FROQqHjXSTkREzqNQKPDU4NZYOa0vgnXiz3DzjGaMXpKKNzedrtU6d+lIu91UVyKi65B+0Cd9TXGEsdKCe7/ci2dX2xfsXZsEY+djSSzYicgjsGgnIvJxt8RFIu2RgejQOFAUtwnA078cqdU6d7VB3Hmea9qJqC6krxkaQ/22jDxfYMTAD7bjq70Zdsdu79oE2x/qj5Zhjm0VR0TU0Nx2ejwRETWc9o0DkfrIANz/1V6sPCxu0vTV3gwcyS7BD/f3QWx49W9y7Uba8y/g/Nvj6p2X0i8Awf3uQnCvW+v9WETkvszSNe31GGnfmp6HSZ/uwuWySlFcoQD+M7oDnhvaBgoF168Tkedg0U5ERACAYJ0G39/fBy9vOIkX1x4XrXPfn1mMPu9uwdc1rHOXrmmH1YLSfauckldx2gq0/PtWBLQb4JTHIyL3Y7em3YGiXRAEvL/9LJ78+TAskvnwwTo1vpjcEzfHRdYrTyIiOXB6PBERVVEqFfjHiHbVrnPP/3Od+3/Wn4BN8oZYHRIFqDQuy6tk/xqXPTYRya++jehKK66sX3/0p0N2BXu7RnqkPjKABTsReSwW7UREZOeWuEjseHQgOlazzv2fvx3HLR+lIbesoiquUGthGHC/y/LhGnki7yXYrLAUiZflSPtkXM+xnBLEv7e12vXrN3VojNRHBqJD46B650lEJBdOjyciomq1axSIlEcGYOrX+/DToUuiY78dv4xeb2/Bivt6Iz4mFADQ5P4FCOwyCpWXTtb7uY0nt6H0mtF1biFH5L0sxTmAYBPFNLWcHv/d/kw88M0+lFZY7Y49P6wNXhrVASruv05EHo5FOxER1ShYp8F3U3rjtU2n8H+/HhNtm3Sh0ISkD7bj9bFxeGRALBQqNYL7THLK8xZu/0xStHOknchbWSRN6KBUQRVk3zvjWmarDc+vOYq3NqfbHQvRqfHp3T0wrlOUM9MkIpINp8cTEdF1KZUKPDe0LdbPSkBkkJ/omMUm4PGVh3HH8t0oKjc77TmlTajs3tQTkdewb0LXBAplzW9Rs4pNGL4wpdqCvVt0MHY9lsSCnYi8Cot2IiKqlcFtIrD38SQMbh1ud+z7g1no8+5W7M8scspzSbvRW8vyYas0OeWxici91KVz/NrjOej+5mZsPZNvd+z+3s2w/aH+aB2hd3qORERyYtFORES1FhWsw9qZ8Xh+WBu7Y6dyy5Dw3jYsTj0HQRCquXftqUPsm1BZiriuncgbmSU9KzTVNKGzWG3425qjGL0kzW7/da1KiYWTuuLjO7sjQMuVn0TkfVi0ExFRnahVSrw8piNWPdAXof7ibd5MFhtmf3cAdyzfjQJjZQ2PcGPKgBAotP6iGKfIE3kn6e+2dKT9QmE5hixIxn83nrK7bwuDP7bO64+Z8TFQKNhwjoi8E4t2IiJyyM1xkdjzeBL6NjfYHfv+YBa6v7UZ287kOfTYCoXCfl07R9qJvNL1psevOnwJPd7ajO1nC+zud0vHSOx+PAl9WhhcnSIRkaxYtBMRkcNiwgKwZV5/PDQg1u7YhUITBn+YjJfWnoDVVvfp8tItn8wcaSfySnZFe2g0Ki02PPHzYYz/ZCfyjeImlxqVAm+N64SVD/RBuF7bkKkSEcmCC3+IiKhetGol3ru1M4a3jcADK/aJ3mDbBODFtcex8dRlfD65J5oZ/K/zSGJqSTM6bvtG5NkqL59F3q+vw5x3QRSvyDomup2OKMx+fxt2X7RvbBkbFoCv7+3F0XUi8iks2omIyCnGdYrC/icH4b4v92LTafG0+C3p+ej+1mYsub0bJnSxbzJVHWkzOq5pJ/Jcgs2G86+PQGW2/br0qnMAfKMbjTfW2FBusS/Yb+/aBItv74YQSS8NIiJvx+nxRETkNE1D/LFuVgL+Pbo9VEpxU6h8oxm3fboLD3y9D8WmG+/pzpF2Iu9RmX3yugV7niIEDwf/Hf8Omotyi3g5jZ9aiQW3dcHX9/ViwU5EPolFOxEROZVKqcDfh7fD5rmJiAm1nw6/bNcFdHtzMzafzr3u40jXtFsK2YiOyFNZCjJqPLZF2wsTwuZjk18/u2MdGwci9ZEBmJXQkt3hichnsWgnIiKXSGwZhr1PDMLtXe2nw58rKMfQhSl4etURmMzWau8vHWk3c6SdyGNJP3RTh0QhaMKreKvbJ5gb8gLylQa7+8xNbImdjw1Et+iQBsqSiMg9sWgnIiKXMfhr8PV9vfDJnd0R5CduoyIIwJubT6Pvu1uxP9N+/ap0yzebsRC2CqNL8yUi15B+6HYscihGn+iHjzPD7c5tHKjFL9P74v2JXRCgZfslIiIW7URE5FIKhQL392mO/U8OwqBW9m/QD10qQd93t+LVDSdhsdqq4mqD/Qg9p8gTeaarjSQrocY7+vswseBOHM0ptTvvlo6ROPDkYNzUMbKhUyQiclss2omIqEG0DAvAhtkJeP2WOGhV4j8/ZquAv/96DInzt+FgVjEAQKkLgsJPLz6PU+SJPJKlMBOH1a1xZ+hbWBpwO2wQr0/31yjx4cQuWPlAHzQO8pMpSyIi98SinYiIGoxSqcCTg1tj12MD0S062O74rotF6P3OFry09gQsNoHN6Ii8QKXFhteyWmGy4Q2cVLe0O96rWQh2P56E2YlsNkdEVB0W7URE1OA6NwlG6iMD8OzQNpDsDAezVcCLa4+j77tbcSyou+gYt30j8iz7MorQ992teN+UCKtCJTqmUSnw79HtkfzwAHRoHCRThkRE7o9FOxERycJPrcKrN3XEtocGoEPjQLvj+zOLMaHoHrwXcA8qcaUZFYt2Is9gMlvx91+Pou+7W3HgzyUv1+oarsLOR5Pw9+HtoFHx7SgR0fXwVZKIiGQVHxOKPY8n4dmhbaCSDLtbocRi/Z24PfQd7FF3rGpmRUTu649Tuej25ma8uuEULDZBdEwtWDC37Etsn9YRXatZIkNERPa4jwYREclOp7ky6n5blyaY/s0+HMwqER0/rW6BKaH/w6RjW/B/b94Og7ICCqUK/m37I3z041AoVTU8MhE1lHxjJR7/fAM+O2Gp9nhby1m8UvIOOlrS4R/2SQNnR0TkuTjSTkREbqN3cwN2PpqEf45oB7V0sTuA79RJGJoxDl8dLUHxnp+Qs+Jp5K56RYZMiegqQRDw9d4MxP13fbUFu1qwYFbZCnxT8AQ6WtKh0odBqdXJkCkRkWdi0U5ERG5Fq1bixVHtsfOxgegeYT+Cnq804PngJ/BgyEs4q4pG6f7VMmRJRABwNt+IsR/twOQv9iDHaLU73tV8HN8UPI6HjV9AgysFvSYipqHTJCLyaCzaiYjILXWLDkHakyPwN9Uv8BfK7Y6nartjQuh8vF3YHSazfbFARK5jMlvx73UnEPfaH1hzLMfueIDNiL+VLMJnhc+infWc6Jhh0IyGSpOIyCtwTTsREbktjUaDf/3zv7hr6094dq8Zv+aJG1eZFRq8r7gZa17fhDfHdcK4TpHc55nIxVYfycZjKw/hdJ6x2uNDKtLwt9JFaNW6PYK6/eevA0ol/GP7QB83tIEyJSLyDizaiYjIran0oeg8ehpWjwZ+PnwJD3+/DxeKzaJz0vONmLBsJ0a2a4S3x3dCx0ju+UzkbOl5ZXh85WGsOpJd7fFGyjI8XzAfIyqToQAQ1O0JRIx9vmGTJCLyQpweT0REHmNcpygcemow7jf+CJVgPyV+7YnL6PbmZjzx82EUlZureQQiqqtysxX/WnscnV7fVG3BrlQA8/q3xG+atzHyz4IdANSh0Q2bKBGRl2LRTkREHiUoQIfn1GuwouBx9DQftjtusQl4Z0s62v9vIz7ecR42yT7RRFQ7giDgq70Z6Pi/P/CvtSdQYbHZndO/ZSh2PZaE+RO6IKAoXXRMHdKkoVIlIvJqLNqJiMjjaAzR6GA9i08Ln8drxW+gic5+1D2ntBIzvtmPPu9uwYaTl2XIkshzbT+Tj4T3tuGeL/bgfKF9I8jIID8su6s7tszrj+5NQyBYKmEtyRWdw5F2IiLnYNFOREQeR224UgwoANxUsQXbex7B88PaQKuy/7O2N6MYIxal4qYlqTiYVdzAmRJ5ltO5Zbhj+S4M/GA7dlwotDuuUirwyMBYHHtmCKb0bl7V+NFSdMnuXI2BRTsRkTOwER0REXkctaQY8Cu5iJcndsQDfVrgqVWHsfKw/brb345fxu8nNuP+3s3x0qj2aGbwb6h0idxeYbkZ/1l/AvO3nYHZWv2SksGtw/HO+M7oGh1sd8xckCm6rdD4QakPdUmuRES+hkU7ERF5HOm0W0vhlYKhdYQeP07ri9+P5+CJlYdxNKdUdJ4gAMt2XsCKfRl4LKkVnhncBiH+mgbLm8jdlFVYMH/7Gbz+x2kU1NC8sW2EHq+PjcPYuJq3VLz6O3iV2hDN7ReJiJyERTsREXkcjUHc4Kpkz0pkLLoPhqQHoO84BKPaN8b+JyPwyc4LeOH347hUUiE6v9xsw6sbTmFRyjk8PbgNHurfEno//kkk31FhsWJJ6nm8vOEksiW/H1eFBWjwzxHtMDuhJbTqK0tPBEFA4ealKD34OwRLZdW55rxzovuyCR0RkfPwHQoREXkc6fR4AChK/hxFaV+jzavHoI1sDbVKiQfjYzC5R1O8uTkdr286hbJKccO6fKMZz685irc2n8azQ9tgTmJL+GtUDfVlEDU4i9WGz3ZfxL/Wnqi2wRwAaFQKPNQ/Fv83vC1CA7SiY0XbPkXWJzNv+DxsQkdE5DxsREdERB5HEx5T/QGrBaWH1opCej81/jmyHU49PwyzE2KgUtpP2b1cVomnVh1B61c2YP62M6iw2HejJ/JkNpuAb/ZlossbmzD9m/01FuyTujbBkaeH4M1xnewKdgAo2b+6Vs9X4+8oERHVGYt2IiLyOH7Nu0DXqm+1x6Rra6+KDPLDh7d1xcGnBmFC56hqz7lUUoFHfzqEtq9uxMLkszCZWbyTZ7sysn4Bnd/YhLs+343jl8uqPW9Mh8bY9dhAfDOlN1pH6Gt+vIKMGz6nQqNDSMJkh3MmIiIxTo8nIiKPo1AoEPPMepTs+h6ZS6eJjlkKs6573w6Ng/D91D7YfbEQL/5+HKuP5tidc7HIhLk/HMRL607g8aRWmJ3QEkE6/skkz1FhsWL5rov43x+nkJ5nrPG8gbFh+M+YDhjYKrxWjyv9/QrpPwV+TTpU3VZodAjsOhp+0R0dS5yIiOzwHQgREXkklX8QDAOnwlyQgcvf/19VvKaRdqlezQxYNb0fUs8V4IXfj2HdiVy7cy6VVODZ1Ufx6sZTmNe/JR4ZEItGgX5O+xqInM1YacHStPN4Y9NpXCwy1Xhez6YhePmmDhjZrlGtu7wLgmD3+xU6bC4CWverV85ERHR9LNqJiMijaSRN6cy1LNqvio8Jxe8zE7A1PQ8v/H4cm07n2Z1TWG7Gy+tP4q3NpzGjXwyeHNQKLUID6pU3kTNdLq3AwpRz+GD7GeSUVtZ4XtcmwfjHiLaY2KVJnbdks5blizrGA/a/f0RE5Hws2omIyKPZ7dleULei/aqBrcKxcU4iNp7MxSsbTmLjKfuR93KzDfO3ncGC5LOY1LUJHhnYCvExoQ49H5EzHM0uwTtb0/HZroswWWw1nte3uQF/H94Wt1xnr/Ubqe53Sx0S6dBjERFR7bFoJyIijybd/s1achmCpRIKtX3n69oY2jYCQ9tGIO1cAf73xyn8dOiS3TkWm4Cv92Xi632Z6NvcgFn9mqKjUnDo+YjqShAEbDiZi3e2pGPNMfueDNca1Cocfx/eFsPaRjhcrF8lXc+uCmrk8O8ZERHVHot2IiLyaNXtB20pyoYmvHm9HrdfTCh+mNoHRy6V4LU/TuHLvRmw2OwL8x0XCrHjQiEi/JWYk+uPeQPboHEQ172T85VWWPDV3gy8v/0MDmaVXPfcUe0b4W/D2ta6wVxtSNezcy92IqKGwaKdiIg8mkofBoVaK1pray7MrHfRflVcVBCW3d0D/xrVHm9uScdHaedQbrafhpxbbsO/N6bjtS1Xps7P6NcCSa3C6z26SXQgsxiLUs/h890XUVJhqfE8jUqBu7s3xWNJrdC9aYjT85D2i+B6diKihsGinYiIPJpCoYDa0ATm3HNVMUfXtV9PTFgA3ru1M14c2Q4fpZ3HB9vP4nxhud15FRYbvtiTgS/2ZKBdIz2m922B+3s35+g71Um52Ypv92diUco5pJwruO65YQEazEqIwbzEWESH6FyWk/T3Sro0hYiIXINFOxEReTy1IVpUtF9e+S8Ubv1EfJJCAf+Yngi/+VkotY4XNmEBWjw9pA0eT2qFlYcv4b2tZ7D1TH615564XIZnVx/F//12DOM7RWFGvxYY3rYRlEqOvpM9QRCwN6MIn+66iM93X0RBufm657drpMejA1thSq9m0Pu59i2duTALBRs+EMXUhiYufU4iIrqCRTsREXk86Yhfxfn9qDi/3+680r0/w1KSgyZTPrA7VufnVClxW9do3NY1Gsmns/Hqbwex7rwJlVb7de9mq4DvDmThuwNZaG7Q4e4ezXBvz6bo3CS43nmQ58ssMuHzPRfx2a6LOJx9/bXqCgVwc4dIzEqIwZgOjRvsA6AL74yzi3GknYioYbBoJyIij6eJiKn1uaX7VwOof9F+rR7RwXgxPhQf3NkG3x7KxdK0czh+uazacy8UmvDaH6fw2h+n0C06GPf0bIa7e0SjaYi/U3Mi91ZsMuPnw9n4Ys9FrDtxGdX0OBRpEuyH6X1bYEa/FmgRGtAwSf7JUpwD05lddvG6/N4REZHjWLQTEZHHC0m4BwUbPoRgNt3wXEthFgRBcEmDuEZ6LZ4c3BpPDGqFbWfysTTtPL7dn1nj/tn7M4uxP/MInl19BEmx4bitaxNM6BLFAt5LlZgsWHXkEr7dn4nfjl9GxXX2Vb9qRLsIzEpoibFxkdColA2QpT1zQYZdTBPeAvqOQ2TIhojI97BoJyIij+ffsidavbQHpQd+syvcbRWlyF31StVtwVIJa1k+1IHO2wpLSqFQYGCrcAxsFY53xnfCl3szsDTtPPZnFld7viAAm9PzsDk9D4/8dAgJMaG4rWsTTOzSBC3DGnZUlZwr31iJX4/l4IcDWVhzLKdWhXpMqD/u69UM9/dujtYR+gbI8vqk+7MDQOyLu6DU8sMlIqKGwKKdiIi8gl90R/hFd7SLCxazqGgHrnTBdmXRfq3QAC3m9Y/FvP6xOJBZjC/2XMSXezOQUVTzrICUcwVIOVeAp1YdQffoYNzUMRI3d2yMvi1CoWITO7d3KrcMPx++hFWHs7HtbD6sN5r7DiDIT41J3ZpgSq9mGBgb7lbNCqVd43Ute0Ed3EimbIiIfA+LdiIi8moKtQaq4MawFudUxSyFmUDzLg2eS9foYHSNjsMrN3XElvQ8fL7nIr4/kIViU817b+/LLMa+zGK8suEkIvRajG7fCDd1jMTI9o0QFqBtwOypJsZKC7aeyce6E5fx69EcHM0prdX9NCoFRrVrjDt7RGNC5ygEaN3zbZmlkFu9ERHJyT3/OhARETmRxhAtLtpdsI97XaiUCgxpE4EhbSLw/oQuWHv8Mr4/kIlVR7JRdJ0CPresEp/vycDnezKgUAA9okMwtG0EhraJwMDYMJdv+0VX2GwC9mYWYd2Jy1h/Ihfbz+bXato7AKiVCoxs1wi3d4vG+M5RMPhrXJxt/UmLdk0oi3YioobEv+5EROT11KHRwPl9VbfNhfIW7dfy16gwvnMUxneOQtFM3aEAACM3SURBVKXFhg0nL+O7g1lYeegS8o0179MtCMCejCLsySjCG5tOQ6NSoF+LUAxqHY7EmFDEx4QilCPxTlFhsSLlXCF+OlKCU7v3IfVCEQpvsIf6tXRqJUa0a4TxnaMwoXOUx10Xs+RDLnUI92cnImpILNqJiMjrSafzVtdYyx1o1UqM6RiJMR0jseg2G7afzcfqozlYczQbR7KvP+XabBWw7Uw+tp3Jr4rFRQYisWUYEluGoW9zA9o3DuSa+BsQBAHnC8qx62Ihdl0sQsrZfOw4X3jNDgDX30f9qsggP9wSF4lxcZEY1jbCbae+14alSPz7ouZIOxFRg/LcvyBERES1pDaIRwal033dkVqlxKDWERjUOgKv3RKHM3lGrDmWjTVHc/DHqdwat5G71pHsUhzJLsXStPMAgACNCt2ig9G9aQh6Ng1Bz2YhiIsMhJ9a5eovxy1ZrDaczjPicHYJ9mYUYfeFK4V6blllnR9LpVSgXwsDhrdthJs6NkbvZga3aiZXH9LlJFzTTkTUsFi0ExGR17MfaXf/ol0qNjygqgt9hcWKlLMF2HgqFxtP5WLH+UJYatGh3Gi2VnWmv0qpAFqH69ExMhAdI4PQsXEgOjYOQrtGeoR4wHrr2iirsCA934jTeWU4llOKw5dKcPhSCY7mlNZ6LXp12jXSY3jbRhjRrhEGtw73mu/XtQSbFZaiS6IYR9qJiBoWi3YiIvJ6GknRbrpwEOffHueUx1aotfDrOBww9HbK49WGn1qFwW0iMLhNBF4CUGKyYNuZPGw6nYeUcwXYeaGw1sWoTQBO5pbhZG4Zfj6cLTpm8NcgNswfsWEBaBkWgJahAWgR6o+oID9EBfkhMshP9lF6m01AblklMopNyCwyVf33XIERp/OuFOpZxRX1fh6FAmgdrMbQ9lEY3LYxBsSGoZnB+/YpN+edR+7q12DOuzI7Q7CaAUH8s6ThmnYiogbFop2IiLyedGRQqDSidN8qpz1+ya7voRr5b6BTJ6c9Zl0E6dRVa+EBoNJiw96MIiSfy0fymQKkni+47r7wNSksN2Nvhhl7M4prPCcsQIOoID9E6LUw+GsQotMgxF8Dg04Ng78Geq0KfmoVdGol/P78p1OroFQAAq401BMg/PnfK7mXm60wmq0wVlpRbrny32KTBfnlZhQYK5FXZkZ+eSXyjWbklFbAbL3xLIO6CvXXoHfzEPRqZkD/lmHoEeWPrDMnERfXAf7+3lesA1fW8597fRQqs47VfJJSBRX3aCcialAs2omIyOtpwlu4/DmUZ7cBeNLlz1MbWrUS/WJC0S8mFI8nXYnllFRgb2YR9lwswt6MK/9O5xnr/Vz5RvN1u9x7gsaBWnSOCkbPZiHo3cyA3s1DEBsWAIXirzXp5eXlcM/2hc5jvnzm+gU7AE1YcyiUvtkDgYhILizaiYjI66mDGyOwxziU7v3ZZc+hKLvsssd2hsZBfhjVvjFGtW9cFSs2mXEspxRHs0txJLvkyv/nlCI9rwy1WCLvcZoE+6FNuB5xUUHoFBmEzlFB6BQVhEaBfnKn5hbMBRk3PMcwaEYDZEJERNdi0U5ERD6h2dwVKNn1fdVa3fqqyDiMopQvqm4rynKd8rgNKVinQd8WoejbIlQUr7BYcb6gHGcLynEm34gz+Uac/fNfVnEFLpVUoNLqeAM3V1Aqrmyz1jRYh+gQHZqG+KN1eABah+vROjwArcIDPHrbtYYg3QpRFdwY4SMfu3JDoYBf824I7Dq64RMjIvJx/OtFREQ+QanVISTxHqc9XtnxrR5ftNfET61C20aBaNsosNrjgiCgoNyMS8UVyCox4VJJBQqMZhSazCgsN6PIZEFR+ZX/N5qtqLDYYDLbUGG1ocJihclsg00QoFAooMCVJm9X/1+jUiBAo0KAVoUAjQr+f/5/oFaNML0WYf4ahAVoEBagRViABhF6LZqG6BAZ6Ae1Stmg3ydvI91VwS+6IyLGPi9TNkREdBWLdiIiIgdIO9IrzEbYTCWAlzYpu5ZCofizaNYiLipI7nTISaRFO/djJyJyD/xImoiIyAFqg/22V9LpxUSexFLAop2IyB2xaCciInKA0i8AyoAQUcxadEmmbIjqzywZaddU88EUERE1PBbtREREDpKORFqLONJOnovT44mI3BOLdiIiIgdJ17VbOT2ePJh0eYc6lEU7EZE7YNFORETkIOlIpIUj7eShbKZS2MqLRTGOtBMRuQd2jyciInKQtBld8Yb5sIz/O9QhkS57zuJdP6B4xzewVRhrPEfXvCsixj4PpZ/eZXmQdzFXM0uEa9qJiNwDi3YiIiIHVTd9+MJ7ExD7j2SXPF/Zsc24OP+2G55Xum8VzLln0XT25y7Jg7yPdD27UhcEpS5QpmyIiOhanB5PRETkIE14jF2s/FQKrGUFLnm+0gO/1vrckv2rXZIDeSe77d64np2IyG2waCciInJQYOcRUIdE2cXNkgLIWSwFGbU+12YshK2y3CV5kPeR9mPgenYiIvfB6fFEREQOUvrp0eo/+3HiYfEadktRFtCsk9OfT7qPdmC3mxHQtj8AQLBZcPmHf4rzKMyCtnErp+dB3kf6QZN0ZwQiIpIPi3YiIqJ6UAc3hqZpZ5gzDlXFpFONnUW6JVdIwmSEJEwGAAiCgNzV/4NQUXbN+Zks2qlW7PZo5/R4IiK3wenxRERE9SSdIi8tgJzFrrC6ZjRUoVDYjY66apo+eR+7n60Qdo4nInIXLNqJiIjqSSXZGssVRbutogw2Y5EoJh0NlW5B56oPD8j7sBEdEZH7YtFORERUT6pg8Ui7K0a4pVPjAfvRUGnzMBbtVFtsREdE5L5YtBMREdWT/Qi3fYFdX9IPApS6IKj8g8R5hEqLdufnQd7HWl4Cm6lUFGMjOiIi98GinYiIqJ5UIa6flm6/nt1+zbHdmnaOtFMtVPfzWt3PFxERyYNFOxERUT1Vt6ZdEASnPsf1mtDVFHNVF3vyLtKfLWVACJR+ATJlQ0REUtzyjYiIqJ6ka8sFSyUuvHUzoHTen9nKrGPi56ymUZh0dNR8OR3n3x4nimlCoxE2+kn4RbV1Wm4kP9O5fchfPx+W4st1vi/XsxMRuTcW7URERPWkCo60i5Ue+NWlz1ndmmNpIS9YKlG6b5XdeSX716DtG+lQqPg2wBvYTKU4+9/BdrsLOIrr2YmI3AunxxMREdWTQq2FoG/UoM+pCW9hHwttCihVN7yvJf8CTBcPuiItkoHx5HanFewAoImIcdpjERFR/bFoJyIicgJLp1sb7LlU+jAE9ZpgF1f66RESP7lWj8H17t7DXJDhvAdTqRHSf4rzHo+IiOqN8+KIiIicwNJvJpr1GQ0h5wTg5CZ011LqghDYYyw0Yc2qPR49/SMEdr8F5pzTonj+xgWw5F/4K19uB+c1pNdSG90RhsT76vw4CrUW+rhh0MV0d1JmRETkDCzaiYiInEGhQECXMfD3nyhvGmoNQvrdYRc3nkpBqaho50i7t5Bey4C2/REx9nmZsiEiImfj9HgiIiIfoJE0qWPR7j2kSx3Y/Z2IyLuwaCciIvIB0m3pzFzT7jXMhdKivUkNZxIRkSdi0U5EROQDpNvBcaTde0ivJbdsIyLyLizaiYiIfIB0yjQb0XkHwWaDpeiSKCb9gIaIiDwbi3YiIiIfYDfSXnQJgs0qUzbkLNbSXMBqEcW4pp2IyLuwaCciIvIBdlOmBRssxTnyJENOI21CB4US6uDG8iRDREQuwS3fiIiIfIAqqBGgVAHXjK5nLJgMpS5Ixqw8h81mhbakBNmbgqBUquROp4q1NFd0Wx3cGAoV394REXkTvqoTERH5AIVSCXVIFCwFGVUx47FN8iXkgVQAjHIncQOcGk9E5H04PZ6IiMhHaMJj5E6BXEwTwWtMRORtWLQTERH5iNBBM+ROgVxJoYBh4DS5syAiIifj9HgiIiIfYUiaBk3j1ig/nQLYbHKn41HMFjNysnPQOLIxNGqN3OnYU6mhbz8I/q37yp0JERE5GYt2IiIiH6LvkAR9hyS50/A45eXlyDxyBIa4OPj7+8udDhER+RBOjyciIiIiIiJyUyzaiYiIiIiIiNwUi3YiIiIiIiIiN+WxRfuWLVswceJEdOvWDUOGDMGiRYsgCILcaRERERERERE5jUcW7Xv27MHcuXPRunVrzJ8/H+PGjcPbb7+NhQsXyp0aERERERERkdN4ZPf4Dz74AB06dMDrr78OAEhKSoLFYsHixYsxbdo06HQ6mTMkIiIiIiIiqj+PG2mvrKxEWloaRo4cKYqPGjUKRqMRu3btkikzIiIiIiIiIufyuJH2CxcuwGw2o2XLlqJ4TEwMAODs2bMYMGBAnR7TZDI5Kz2XuJqfu+dJjuM19n68xt6N19f78Rp7P15j78dr7P085RrXNT+PK9qLi4sBAIGBgaK4Xq8HAJSWltb5MdPT0+ufWAPwlDzJcbzG3o/X2Lvx+no/XmPvx2vs/XiNvZ+3XWOPK9ptNhsAQKFQVHtcqaz7jP9WrVq59Tp4k8mE9PR0t8+THMdr7P14jb0br6/34zX2frzG3o/X2Pt5yjW+mmdteVzRHhwcDMB+RL2srAyA/Qh8beh0Ovj7+9c/ORfzlDzJcbzG3o/X2Lvx+no/XmPvx2vs/XiNvZ+3XWOPa0TXokULqFQqnDt3ThS/ertNmzZypEVERERERETkdB5XtPv5+aF3795Yt24dBEGoiv/+++8IDg5G165dZcyOiIiIiIiIyHk8rmgHgDlz5mD//v149NFHsXnzZrzzzjv46KOPMGvWLLdeu0BERERERERUFx5ZtCckJGD+/Pk4c+YM5s2bh1WrVuGZZ57BjBkz5E6NiIiIiIiIyGk8rhHdVSNGjMCIESPkToOIiIiIiIjIZTxypJ2IiIiIiIjIF7BoJyIiIiIiInJTLNqJiIiIiIiI3BSLdiIiIiIiIiI35bGN6MjzLDu5E+dK8xETGIapbfvInY7srv1+3Nmss9Mf0xnf4/o+nvT+rvwZcMVj1/SY18YBYOW5QwCAcJ0ezfUhdl/vhbIiRGn10BQZEYc4u/ufK83HxqxTyCkvRYBag4fjBl73+3W9r7Uu95mx7RucLs5F6+AILB1wh+jclecO4XxZAVroQzE+pnON39Nrv8bm+pCq/zrzZ/Dq97e6PKTPf73ndeXP3+fpe7Dr0klUlhxHy5Bwl73OlRxeDkvxWaiDWyKo05Qaz3PkZ4Q8X21/Pm70GGWnVwIA9K3Hix7n6uNbSjOgDmxa7fNcL4cb5Xd53SyYC09BY2iDRiMWOZTrtc8BwO7/r80dAMpOr4Sl5AIAwGazIVAIgVF1N/y7zxA9T22+r9Lz6vK9cOTaVXefGz3OtcdNmdtr9f2+9rpby3MB2P9s1NaNvic1/ezV5murDePxL+B/bjeMql6ia+ysr4HIVVi0U4NZfmonNl9Kx6CoVnyjCPH3w1lFu7O/x/V9POn9Xfkz4IrHrukxr40DwOZL6QCAEI0ORWaT3dd7Nd5T3xjP1HB/lUIBqyBUPf71vl/X+1rrcp8fzh5AkdmE/fmZoqL96rkAsC8/E0Xm8hq/p9KvUfo9qK9rc6kuD+nzX+95Xfnz9/mZvdh2+SyCNX4oPlPhste50iPLYcrYAl3TpOu+WXTkZ4Q8X21/PmrzGAAgVBSJHufqMYU2BEJlUbXPc70cbpRf2ckfIFQWofLygVoV7dXleu1zALD7/2tzvxq7lhZA+XEBuKagq+33VXpeXb4Xjly76u5zo8e59njF5f21+n5Lrztg/7NRW7X5ntT0+M74+S4//iX8s7ah3HxcdI2d9TUQuQqnxxMRERERERG5KRbtRERERERERG6KRTsRERERERGRm2LRTkREREREROSmWLQTERERERERuSkW7URERERERERuikU7ERERERERkZti0U5ERERERETkpli0ExEREREREbkpFu1EREREREREbopFOxEREREREZGbYtFORERERERE5KZYtBMRERERERG5KRbtRERERERERG6KRTsRERERERGRm2LRTkREREREROSmWLQTERERERERuSkW7URERERERERuikU7ERERERERkZti0U5ERERERETkpli0ExEREREREbkpFu1EREREREREbkotdwLkO6a06YNBUa0RExgmdypuwRXfD2c/Zn0fT3p/V/4MNOT3UxoP0fgDAMJ1ejTXh9h9vRfKihCl1UNTZKz2/oOiWmNj1inklJciQK3BlDZ96vT8juQMABNbdsXp4ly0Do6wOzdE44/zZQVooQ/F+JjON/weXSgrQnN9SNV/nfkzePX7W10e0ue/3vO68ufv3tge6KAIRKVei5Yh4S57nQuMmwJdsySog1te9zxHfkbI89X25+NGj6HwCwEA6FuPr/bxLaUZUAc2rfZ5rpfDjfLTt50Ic+EpaAxtHM5V+hzS/5fmrvALgaXkAgDAZrOhXAhBcPu765R3TefV5XvhyLWr7j43epxrj6szt9fq+33tdbeW5wKw/9moT87XHqvpZ+9G960t//aTUaxpj+BWvRx+DGfkQVRXCkEQBLmTkEt5eTmOHDmCuLg4+Pv7y51OjTwlT3Icr7H34zX2bry+3o/X2PvxGns/XmPv5ynXuK55cno8ERERERERkZti0U5ERERERETkpli0ExEREREREbkpFu1EREREREREbopFOxEREREREZGbYtFORERERERE5KZYtBMRERERERG5KRbtRERERERERG6KRTsRERERERGRm2LRTkREREREROSmWLQTERERERERuSm13AnIyWazAQBMJpPMmVzf1fzcPU9yHK+x9+M19m68vt6P19j78Rp7P15j7+cp1/hqflfr0RtRCIIguDIhd1ZQUID09HS50yAiIiIiIiIf06pVK4SGht7wPJ8u2i0WC0pKSqDVaqFUcqUAERERERERuZbNZkNlZSWCgoKgVt948rtPF+1ERERERERE7ozDy0RERERERERuikU7ERERERERkZti0U5ERERERETkpli0ExEREREREbkpFu1EREREREREbopFOxEREREREZGbYtFORERERERE5KZYtBMRERERERG5KRbtRERERERERG6KRbub27JlCyZOnIhu3bphyJAhWLRoEQRBkDstcoGsrCz07t0baWlpcqdCTiQIAlasWIGxY8eiR48eGDZsGF5++WWUlpbKnRo5gdVqxeLFizFixAh07doV48aNw8qVK+VOi1zooYcewtChQ+VOg5yovLwcHTt2RPv27UX/unTpIndq5ET79u3Dfffdh+7duyMxMRHPPvss8vLy5E6LnCAtLc3u9/faf++//77cKdabWu4EqGZ79uzB3LlzMWbMGDz22GPYvXs33n77bdhsNsyZM0fu9MiJMjIyMH36dJSUlMidCjnZ0qVL8fbbb2P69OlISEjAuXPn8O677+LkyZP45JNPoFAo5E6R6uGtt97Cp59+ikceeQRdunTB5s2b8cwzz0CpVGLs2LFyp0dOtnLlSqxbtw5NmzaVOxVyouPHj8Nms+Gtt94SXVulkmNb3uLQoUOYMmUKEhIS8P777yMnJwdvvfUW5s2bh6+//lru9KieOnXqhBUrVtjF33nnHRw8eBA333yzDFk5F4t2N/bBBx+gQ4cOeP311wEASUlJsFgsWLx4MaZNmwadTidzhlRfNpsNP/74I1577TW5UyEXsNlsWLx4Me688048+eSTAIDExEQYDAY89thjOHToEEdyPFhZWRk+//xz3H///Zg5cyYAICEhAYcPH8bnn3/Oot3LZGdn4+WXX0ZUVJTcqZCTHT16FBqNBiNHjoRGo5E7HXKB1157DR07dsSHH34IlUoFAAgMDMTLL7+MCxcuoHnz5jJnSPURGBiI7t27i2Lr169HSkoK3n33XcTGxsqTmBPxI0Q3VVlZibS0NIwcOVIUHzXq/9u795iq6z+O4y9BwC6C3MJCwYWKqQXeKpaJhilDMyZihs15yhq3EhQtWRilxtLNxu2YKeVK04SQ6bTMbBnTijDdigzmlIZoCYGYKQOS3x+Os47U0jzyPef8no/Nje/ne/x8X98Bfn2fz+VM1cWLF1VZWWlQMthSdXW1srOzFRsbS+HuhC5cuKAZM2Zo+vTpVu1dD4+6ujojYsFGPDw89OGHH8pkMlm1u7m5qa2tzaBUuFlefvllPfTQQ4qIiDA6Cmzs2LFjGjx4MAW7k2publZFRYWefPJJS8EuSVOmTNGBAwco2J1Qa2urVq5cqYkTJyo6OtroODZB0W6n6urq1N7erkGDBlm1BwcHS5Jqa2t7PhRs7s4779S+ffu0bNkyZk44IU9PT2VlZWnMmDFW7Z9++qkkaciQIUbEgo307t1bw4YNk5+fnzo7O9XQ0KD169fr0KFDSkhIMDoebKi4uFhVVVXKysoyOgpugp9++kkuLi4ymUwKDw/X/fffr+XLl7P3iJOorq5WZ2enfH19tXjxYo0aNUqjRo1SRkaGWlpajI6Hm2DTpk06e/asMjMzjY5iM0yPt1Pnz5+XdGW6x1/ddtttksSDxEn069fP6AjoYd999502bNigyZMnU7Q7kV27dmnJkiWSpMjISMXExBicCLZSX1+vnJwc5eTkyMfHx+g4sLHLly+rpqZGLi4uysjIUHJysr7//nsVFBTo+PHj2rx5M2vbHVxTU5MkKTMzUxMmTJDZbFZtba3Wrl2ruro6bd26le+xE2lra9P777+vmJgYy2CnM6Bot1OXL1+WpH/cpIp/XADHU1lZqcTERAUFBWnVqlVGx4ENhYWFafPmzTp58qTy8vI0Z84clZSUyMPDw+houAGdnZ3KzMxUZGSkpk6danQc3ASdnZ1av369/Pz8FBISIkkaN26c/Pz8tGTJEpWXlysyMtLglLgR7e3tkq5sVtb17I2IiJCnp6cWLVqkgwcP6uGHHzYyImzok08+UWNjoxYsWGB0FJui8rNTnp6ekrqPqP/xxx+Suo/AA7Bvu3fvlslk0l133aVNmzYxy8LJBAcHa9y4cZo9e7bWrFmjmpoa7d271+hYuEFbtmxRdXW1MjMz1dHRoY6ODsvHrnZ0dFjeYIfjcnV11QMPPGAp2LtMnDhR0pWp1XBsXbNUJ02aZNXeVagfO3asxzPh5tm7d6+GDBmiYcOGGR3Fpija7VRQUJBcXV31888/W7V3HQ8ePNiIWAD+g40bN2rx4sUKDw/Xli1b5O/vb3Qk2MBvv/2mHTt2dPuc365PBPjll1+MiAUb2rt3r5qbmzV+/HiNGDFCI0aMUFlZmerr6zVixAgVFhYaHRE36Ndff9X27du7/b62trZKkry9vY2IBRvq2h/q6g1COzo6JIk9hZxIe3u7Dh486DSbz/0VRbud8vDw0NixY7Vv3z7Lu/rSlf9AeHp66r777jMwHYBrtW3bNq1Zs0bR0dEqKipS3759jY4EG7l48aJeeuklFRcXW7WXl5dLkkJDQ42IBRt69dVXVVJSYvVn0qRJ8vf3V0lJiWbPnm10RNygtrY2ZWVldfuM5z179sjFxaXbRqJwPCEhIQoMDNTu3but2vfv3y9JGjt2rBGxcBPU1NTo0qVLTvl7y5p2O5aUlCSTyaSFCxcqLi5OR44cUVFRkTIyMnhXEHAADQ0NysnJUWBgoJ566in9+OOPVueDgoLY2MqBDRw4ULGxsSosLJSLi4vuvfde/fDDD1q3bp3Gjx+vCRMmGB0RN+juu+/u1tavXz+5u7tbZlTAsQ0cOFCPP/64NmzYIHd3d4WHh+vw4cN66623lJCQ8Lc/A3AsvXr10tKlS5WWlqa0tDTFx8frxIkTWrt2raZOnarhw4cbHRE2UlNTI0ndlrs4A4p2OxYREaH8/Hzl5eUpJSVFAQEBWrp0qZ5++mmjowG4BgcOHFBra6vq6+s1d+7cbudzcnI0c+ZMA5LBVlasWKFBgwbpo48+Un5+vvz9/TVv3jwlJyf/40aiAOzLihUrFBwcrLKyMpnNZgUEBOiFF17QM888Y3Q02Eh0dLTWrVunwsJCJSYmysvLS3PmzFF6errR0WBDjY2NkiQvLy+Dk9her86/zr0GAAAAAAB2gzXtAAAAAADYKYp2AAAAAADsFEU7AAAAAAB2iqIdAAAAAAA7RdEOAAAAAICdomgHAAAAAMBOUbQDAAAAAGCnKNoBAAAAALBTFO0AAKBHdHZ2Gh0BAACHQ9EOAABuqra2NuXk5GjXrl1GRwEAwOFQtAMAgJvq7Nmz2rRpkzo6OoyOAgCAw6FoBwAAAADATvXqZIEZAAB275FHHlF9ff3fnquurrZ8vWfPHm3cuFEnT57UrbfeqqioKC1evFheXl6SpPz8fO3YsUNZWVl64403dObMGQ0dOlSLFi1SRESEpZ+zZ8/qzTff1KFDh9Tc3KyhQ4cqKSlJUVFRlteEhoZ2y1JVVaXevXtbjk+dOmX1dwIDA/X5559f0z2XlpZq2bJl2r9/vwYMGKBvv/1W6enpGj16tPLy8q7p+gAAODqeagAAOIjIyEglJydbjouLi1VSUmI5NpvNys3NVUJCgtLT01VXV6fc3FwdPXpU27dvV58+fSRJTU1NevHFF5WamqqgoCC98847evbZZ7Vt2zaNHDlSjY2NmjVrltzc3JSeni5vb2+VlpYqJSVFq1ev1owZMyzXnDVrluLj4y3HVxfMd9xxhwoKCpSamqqkpCRNmTLlP9//a6+9pkcffVTz5s275usDAODoeLIBAOAgfHx8FB4ebjkuLy+3fN3S0qJ169YpPj5er7zyiqV96NChmjt3rkpLS5WQkCBJunTpkrKzsxUbGytJevDBBzV58mS9/fbbysvL07vvvqumpiZ9/PHHGjhwoKQrbxjMnz9fq1ev1vTp0+XicmWFXf/+/a0yXc3d3V333HOPJCkoKEjDhw//T/f+1Vdfqba2Vu+99568vb0t7f92fQAAHB1r2gEAcAJHjx5VW1ubHnvsMav2sWPHKjAwUN98842lzdXVVdOmTbMc9+nTRxMmTNDhw4clSRUVFRo1apSlYO8yY8YMNTQ06MSJEzfxTro7d+6c8vPzFRMTY1WwAwDw/4CRdgAAnEBLS4skyc/Pr9s5Pz8//f7775ZjHx8fubm5Wb3G19fX0kdLS4sGDBjwt/1I0vnz522W+1rExcUpICBABQUFPXpdAADsASPtAAA4ga6N5hobG7uda2hosBqhPnfunK7eh7axsVG+vr6Wvv6pH0k9Ptq9fPly9enTR4sWLdKff/7Zo9cGAMBoFO0AADiBsLAwubu7a9euXVbtlZWVOn36tEaPHm1pa29vt1oP39raqi+//NKye/y4ceN05MgR1dXVWfW1c+dO+fv7Kzg4+Lqyubq6Xu/tWImMjFR+fr4qKytVVFR0Q30BAOBomB4PAIAT6Nevn5577jkVFBTIzc1NUVFROnXqlHJzczV48GDNnDnT6vWZmZlKS0uTr6+vioqKdPHiRSUlJUmSTCaTdu7cKZPJpNTUVHl7e6usrExff/21Xn/9dcsmdNeqb9++kq5sJhcSEqKwsDBduHBBx48fV1BQkHx8fP61j9DQUM2fP19ms1nTpk1TYGDgdWUAAMBRMdIOAICTeP7555Wdna2KigolJiaqoKBA0dHR+uCDD3TLLbdYvTY7O1tms1np6elyd3fX1q1bLSPo/v7+2rp1q0aOHKlVq1Zp4cKFOnPmjMxms+Li4q471+233y6TyaTPPvtMCxYsUFtbm6qqqvTEE0/oiy++uOZ+UlJS5OPjo5UrV153BgAAHFWvzqsXtQEAAKeVn5+vgoICVVdXGx3FMgvgrzvZAwAAa4y0AwCAHnf69Gnt2bNHY8aMMToKAAB2jaIdAAD0OF9fX5nNZvXv39/oKAAA2DWmxwMAAAAAYKcYaQcAAAAAwE5RtAMAAAAAYKco2gEAAAAAsFMU7QAAAAAA2CmKdgAAAAAA7BRFOwAAAAAAdoqiHQAAAAAAO0XRDgAAAACAnaJoBwAAAADATlG0AwAAAABgp/4HQANONolEae0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m_small = rng.normal(2.0, 0.6, 40)       # маленькие\n",
    "m_large = rng.normal(5.0, 0.6, 40)       # большие\n",
    "mass = np.concatenate([m_small, m_large])\n",
    "is_large = np.concatenate([np.zeros(40), np.ones(40)])\n",
    "\n",
    "\n",
    "def errors_count(t):\n",
    "    \"\"\"Сколько посылок классифицированы неправильно при пороге t.\"\"\"\n",
    "    return np.sum((mass > t) != (is_large == 1))\n",
    "\n",
    "\n",
    "def sigmoid(z):\n",
    "    return 1 / (1 + np.exp(-z))\n",
    "\n",
    "\n",
    "def errors_smooth(t):\n",
    "    \"\"\"Модель выдаёт уверенность от 0 до 1; штраф — квадрат промаха уверенности.\"\"\"\n",
    "    confidence = sigmoid(mass - t)\n",
    "    return np.sum((is_large - confidence) ** 2)\n",
    "\n",
    "\n",
    "ts = np.linspace(0, 7, 700)\n",
    "counts = np.array([errors_count(t) for t in ts])\n",
    "best_ts = ts[counts == counts.min()]\n",
    "print(\"Минимум — %d ошибок — достигается при любом пороге от %.2f до %.2f кг\" % (counts.min(), best_ts.min(), best_ts.max()))\n",
    "print(\"Производная числа ошибок при t = 3.5:            %.1f\" % slope(errors_count, 3.5))\n",
    "print(\"Производная штрафа за неуверенность при t = 3.5: %.2f\" % slope(errors_smooth, 3.5))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.plot(ts, counts, linewidth=2.5, color=palette[3], label=\"число ошибок: ступеньки, производная ноль почти везде\")\n",
    "ax.plot(ts, [errors_smooth(t) for t in ts], linewidth=2.5, color=palette[0],\n",
    "        label=\"штраф за неуверенность: гладкая, склон есть везде\")\n",
    "ax.scatter(m_small, np.full_like(m_small, -2), marker=\"|\", s=200, color=palette[2], label=\"маленькие посылки\")\n",
    "ax.scatter(m_large, np.full_like(m_large, -2), marker=\"|\", s=200, color=palette[1], label=\"большие посылки\")\n",
    "ax.set_xlabel(\"порог t, кг\"); ax.set_ylabel(\"ошибка\")\n",
    "ax.set_title(\"Две функции ошибки для одного и того же классификатора\")\n",
    "ax.legend(fontsize=11, loc=\"upper center\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6aa2fbc",
   "metadata": {},
   "source": [
    "Две беды у честного подсчёта ошибок. Во-первых, целая полоса порогов одинаково хороша\n",
    "на имеющихся посылках — одна и та же ошибка, — а посылку весом между ними разные «лучшие» пороги\n",
    "отнесут к разным классам; хорошие ответы на старых данных оставляют неопределённость.\n",
    "Гладкая функция выбирает из этой полосы середину. Во-вторых, повернули порог чуть-чуть — ни одна посылка\n",
    "не перескочила, число ошибок не изменилось, производная ноль. Спуск стоит на месте,\n",
    "где бы ни начал.\n",
    "\n",
    "Поэтому классификатор выдаёт не ответ, а *уверенность* от 0 до 1, и штраф начисляется\n",
    "за неуверенность в правильном ответе."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4d5e82af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модель сказала «большая» с уверенностью 0.51: при пороге 0.5 ответ верный, штраф 0.2401\n",
      "Модель сказала «большая» с уверенностью 0.99: при пороге 0.5 ответ верный, штраф 0.0001\n"
     ]
    }
   ],
   "source": [
    "for confidence in [0.51, 0.99]:\n",
    "    print(\"Модель сказала «большая» с уверенностью %.2f: при пороге 0.5 ответ верный, штраф %.4f\"\n",
    "          % (confidence, (1 - confidence) ** 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe3f902c",
   "metadata": {},
   "source": [
    "Правильность и уверенность — разные вещи. Обе модели правы, но 0,51 — почти промах,\n",
    "и гладкая функция ошибки это видит, а подсчёт ошибок — нет. Гладкая функция знает, куда\n",
    "идти, в любой точке; её минимум там же, где у честного подсчёта. (В настоящих сетях\n",
    "вместо квадрата берут логарифм уверенности, но идея та же.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8a17cce",
   "metadata": {},
   "source": [
    "## Итог\n",
    "\n",
    "У нас есть правило с настраиваемыми числами. Мы сравниваем его ответы с известными ответами\n",
    "на примерах и подбираем настройки. После этого проверяем, помогает ли найденное правило\n",
    "отвечать на новые вопросы.\n",
    "\n",
    "| на пальцах | как это называется |\n",
    "|---|---|\n",
    "| правило с настраиваемыми числами | модель |\n",
    "| какие правила вообще допустимы | архитектура, семейство моделей |\n",
    "| настройки | параметры, веса |\n",
    "| чеки с известной стоимостью | обучающая выборка, разметка |\n",
    "| средний промах | функция ошибки, loss |\n",
    "| подобрать настройки по чекам | обучение |\n",
    "| «чуть-чуть повернуть» | производная, градиент |\n",
    "| сдвинуть настройки туда, где меньше | шаг градиентного спуска |\n",
    "| размер сдвига | learning rate |\n",
    "| спрятанный чек | тестовая выборка |\n",
    "| таблица ответов в маскировке | переобучение |\n",
    "| включаемый блок | нейрон с ReLU |\n",
    "\n",
    "Пять вопросов, на которые каждый отвечает сам:\n",
    "\n",
    "1. В правиле «стоимость = цена страницы × число страниц» что является данными, а что параметром?\n",
    "2. Что именно изменилось, когда модель обучилась?\n",
    "3. Зачем нужны чеки с уже известной стоимостью?\n",
    "4. Почему правильные ответы на старых чеках ещё требуют проверки на новых?\n",
    "5. Что произойдёт с найденной ценой страницы, когда мы просто попросим модель оценить новый заказ?\n",
    "\n",
    "## Что дальше\n",
    "\n",
    "Всё, что мы делали, упиралось в одно: на каждую настройку нужно два вычисления ошибки.\n",
    "Для миллиарда настроек это два миллиарда прогонов сети на один шаг. Следующая лекция —\n",
    "о том, как получить все производные за один прогон: обратное распространение ошибки."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f5aadc9e-f660-440e-926e-dab057979dd6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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