diff --git a/data/Forbes-Billionaires.csv b/data/Forbes Billionaires.csv
similarity index 100%
rename from data/Forbes-Billionaires.csv
rename to data/Forbes Billionaires.csv
diff --git a/lab2/lab2.ipynb b/lab2/lab2.ipynb
index d29f23c..f4d04be 100644
--- a/lab2/lab2.ipynb
+++ b/lab2/lab2.ipynb
@@ -1,2079 +1,2124 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Лабораторная работа №2\n",
-    "## Были выбраны следующие датасеты:\n",
-    " - ### 11. Цены на бриллианты.\n",
-    " - ### 18. Цены на мобильные устройства.\n",
-    " - ### 19. Данные о миллионерах."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Начнем анализировать датасет №11.\n",
-    "\n",
-    "Ссылка на исходные данные: https://www.kaggle.com/datasets/nancyalaswad90/diamonds-prices\n",
-    "\n",
-    "**Общее описание**: Данный датасет содержит цены и атрибуты для 53940 алмазов круглой огранки. Имеются 10 характеристик (карат, огранка, цвет, чистота, глубина, таблица, цена, x, y и z). Большинство переменных являются числовыми по своей природе, но переменные cut, color и clearity являются упорядоченными факторными переменными.\n",
-    "\n",
-    "**Проблемная область**: Финансовый анализ и прогнозирование цен акций.\n",
-    "\n",
-    "**Объекты наблюдения**: Данные о алмазах, включающие атрибуты: _Carat, Cut, Color, Clarity, Depth, Table, Price_.\n",
-    "\n",
-    "**Бизнес цели**:\n",
-    "- ***Прогнозирование цен на алмазы***: Позволяет покупателям и продавцам лучше ориентироваться в рыночных ценах, а также помогает в принятии решений о покупке или продаже алмазов,\n",
-    "- ***Анализ факторов, влияющих на стоимость***: Понимание, какие характеристики алмаза (например, качество огранки или цвет) оказывают наибольшее влияние на его цену, может помочь в разработке стратегий ценообразования и улучшении ассортимента.\n",
-    "\n",
-    "**Цели технического проекта**:\n",
-    "1. ***Прогнозирование цен на алмазы***: Входные данные - атрибуты алмазов; целевой признак - _цена_,\n",
-    "2. ***Анализ факторов влияния***: Входные данные -  атрибуты, описывающие качество и характеристики алмаза; целевой признак - влияние каждого атрибута на конечную цену, что может быть проанализировано с помощью методов регрессии и визуализации данных."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m../data/Diamonds-Prices.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28mprint\u001b[39m(df\u001b[38;5;241m.\u001b[39mcolumns)\n",
-      "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[0;32m   1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m   1014\u001b[0m     dialect,\n\u001b[0;32m   1015\u001b[0m     delimiter,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1022\u001b[0m     dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[0;32m   1023\u001b[0m )\n\u001b[0;32m   1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[0;32m    619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[0;32m    623\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
-      "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m   1617\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m   1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1898\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m   1895\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m   1897\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1898\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmapping\u001b[49m\u001b[43m[\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m]\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1899\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m   1900\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\c_parser_wrapper.py:93\u001b[0m, in \u001b[0;36mCParserWrapper.__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m     90\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype_backend\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m     91\u001b[0m     \u001b[38;5;66;03m# Fail here loudly instead of in cython after reading\u001b[39;00m\n\u001b[0;32m     92\u001b[0m     import_optional_dependency(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 93\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reader \u001b[38;5;241m=\u001b[39m \u001b[43mparsers\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTextReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43msrc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     95\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39munnamed_cols \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reader\u001b[38;5;241m.\u001b[39munnamed_cols\n\u001b[0;32m     97\u001b[0m \u001b[38;5;66;03m# error: Cannot determine type of 'names'\u001b[39;00m\n",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "print(df.columns)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Атрибуты: \n",
-    "- Неизвестный: 0, \n",
-    "- Караты (carat), \n",
-    "- Огранка (cut), \n",
-    "- Цвет (color), \n",
-    "- Чистота (clarity), \n",
-    "- Глубина (depth), \n",
-    "- Площадь огранки (table), \n",
-    "- Цена (price), \n",
-    "- Ширина (координата X), \n",
-    "- Длина (координата Y), \n",
-    "- Высота (координата Z). "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Проверяем на выбросы"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Загрузка данных\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.scatter(df[\"price\"], df[\"carat\"])\n",
-    "plt.xlabel(\"price\")\n",
-    "plt.ylabel(\"carat\")\n",
-    "plt.title(\"Точечная диаграмма зависимости цены от карата\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Выброс с наибольшим значением был замечен при ~175000\n",
-    "Начнем использовать метод межквантильного размаха для удаления выбросов."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+    "cells": [
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "# Лабораторная работа №2\n",
+                "## Были выбраны следующие датасеты:\n",
+                " - ### 11. Цены на бриллианты.\n",
+                " - ### 18. Цены на мобильные устройства.\n",
+                " - ### 19. Данные о миллионерах."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "## Начнем анализировать датасет №11.\n",
+                "\n",
+                "Ссылка на исходные данные: https://www.kaggle.com/datasets/nancyalaswad90/diamonds-prices\n",
+                "\n",
+                "**Общее описание**: Данный датасет содержит цены и атрибуты для 53940 алмазов круглой огранки. Имеются 10 характеристик (карат, огранка, цвет, чистота, глубина, таблица, цена, x, y и z). Большинство переменных являются числовыми по своей природе, но переменные cut, color и clearity являются упорядоченными факторными переменными.\n",
+                "\n",
+                "**Проблемная область**: Финансовый анализ и прогнозирование цен акций.\n",
+                "\n",
+                "**Объекты наблюдения**: Данные о алмазах, включающие атрибуты: _Carat, Cut, Color, Clarity, Depth, Table, Price_.\n",
+                "\n",
+                "**Бизнес цели**:\n",
+                "- ***Прогнозирование цен на алмазы***: Позволяет покупателям и продавцам лучше ориентироваться в рыночных ценах, а также помогает в принятии решений о покупке или продаже алмазов,\n",
+                "- ***Анализ факторов, влияющих на стоимость***: Понимание, какие характеристики алмаза (например, качество огранки или цвет) оказывают наибольшее влияние на его цену, может помочь в разработке стратегий ценообразования и улучшении ассортимента.\n",
+                "\n",
+                "**Цели технического проекта**:\n",
+                "1. ***Прогнозирование цен на алмазы***: Входные данные - атрибуты алмазов; целевой признак - _цена_,\n",
+                "2. ***Анализ факторов влияния***: Входные данные -  атрибуты, описывающие качество и характеристики алмаза; целевой признак - влияние каждого атрибута на конечную цену, что может быть проанализировано с помощью методов регрессии и визуализации данных."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 1,
+            "metadata": {},
+            "outputs": [
+                {
+                    "ename": "KeyboardInterrupt",
+                    "evalue": "",
+                    "output_type": "error",
+                    "traceback": [
+                        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+                        "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+                        "Cell \u001b[1;32mIn[1], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m../data/Diamonds-Prices.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28mprint\u001b[39m(df\u001b[38;5;241m.\u001b[39mcolumns)\n",
+                        "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[0;32m   1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m   1014\u001b[0m     dialect,\n\u001b[0;32m   1015\u001b[0m     delimiter,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1022\u001b[0m     dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[0;32m   1023\u001b[0m )\n\u001b[0;32m   1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
+                        "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[0;32m    619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[0;32m    623\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
+                        "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m   1617\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m   1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
+                        "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1898\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m   1895\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m   1897\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1898\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmapping\u001b[49m\u001b[43m[\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m]\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1899\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m   1900\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+                        "File \u001b[1;32mc:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\pandas\\io\\parsers\\c_parser_wrapper.py:93\u001b[0m, in \u001b[0;36mCParserWrapper.__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m     90\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype_backend\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m     91\u001b[0m     \u001b[38;5;66;03m# Fail here loudly instead of in cython after reading\u001b[39;00m\n\u001b[0;32m     92\u001b[0m     import_optional_dependency(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 93\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reader \u001b[38;5;241m=\u001b[39m \u001b[43mparsers\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTextReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43msrc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     95\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39munnamed_cols \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reader\u001b[38;5;241m.\u001b[39munnamed_cols\n\u001b[0;32m     97\u001b[0m \u001b[38;5;66;03m# error: Cannot determine type of 'names'\u001b[39;00m\n",
+                        "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+                    ]
+                }
+            ],
+            "source": [
+                "import pandas as pd\n",
+                "\n",
+                "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
+                "print(df.columns)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Атрибуты: \n",
+                "- Неизвестный: 0, \n",
+                "- Караты (carat), \n",
+                "- Огранка (cut), \n",
+                "- Цвет (color), \n",
+                "- Чистота (clarity), \n",
+                "- Глубина (depth), \n",
+                "- Площадь огранки (table), \n",
+                "- Цена (price), \n",
+                "- Ширина (координата X), \n",
+                "- Длина (координата Y), \n",
+                "- Высота (координата Z). "
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Проверяем на выбросы"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "import pandas as pd\n",
+                "import matplotlib.pyplot as plt\n",
+                "\n",
+                "# Загрузка данных\n",
+                "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
+                "\n",
+                "plt.figure(figsize=(10, 6))\n",
+                "plt.scatter(df[\"price\"], df[\"carat\"])\n",
+                "plt.xlabel(\"Цена\")\n",
+                "plt.ylabel(\"Карат\")\n",
+                "plt.title(\"Диаграмма зависимости цены от карата\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Выброс с наибольшим значением был замечен при ~175000\n",
+                "Начнем использовать метод межквантильного размаха для удаления выбросов."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 5,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Пустые значения по столбцам:\n",
+                        "Unnamed: 0    0\n",
+                        "carat         0\n",
+                        "cut           0\n",
+                        "color         0\n",
+                        "clarity       0\n",
+                        "depth         0\n",
+                        "table         0\n",
+                        "price         0\n",
+                        "x             0\n",
+                        "y             0\n",
+                        "z             0\n",
+                        "dtype: int64\n",
+                        "\n",
+                        "Количество дубликатов: 0\n",
+                        "\n",
+                        "Статистический обзор данных:\n"
+                    ]
+                },
+                {
+                    "data": {
+                        "text/html": [
+                            "<div>\n",
+                            "<style scoped>\n",
+                            "    .dataframe tbody tr th:only-of-type {\n",
+                            "        vertical-align: middle;\n",
+                            "    }\n",
+                            "\n",
+                            "    .dataframe tbody tr th {\n",
+                            "        vertical-align: top;\n",
+                            "    }\n",
+                            "\n",
+                            "    .dataframe thead th {\n",
+                            "        text-align: right;\n",
+                            "    }\n",
+                            "</style>\n",
+                            "<table border=\"1\" class=\"dataframe\">\n",
+                            "  <thead>\n",
+                            "    <tr style=\"text-align: right;\">\n",
+                            "      <th></th>\n",
+                            "      <th>Unnamed: 0</th>\n",
+                            "      <th>carat</th>\n",
+                            "      <th>depth</th>\n",
+                            "      <th>table</th>\n",
+                            "      <th>price</th>\n",
+                            "      <th>x</th>\n",
+                            "      <th>y</th>\n",
+                            "      <th>z</th>\n",
+                            "    </tr>\n",
+                            "  </thead>\n",
+                            "  <tbody>\n",
+                            "    <tr>\n",
+                            "      <th>count</th>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>53943.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>mean</th>\n",
+                            "      <td>26972.000000</td>\n",
+                            "      <td>0.797935</td>\n",
+                            "      <td>61.749322</td>\n",
+                            "      <td>57.457251</td>\n",
+                            "      <td>3932.734294</td>\n",
+                            "      <td>5.731158</td>\n",
+                            "      <td>5.734526</td>\n",
+                            "      <td>3.538730</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>std</th>\n",
+                            "      <td>15572.147122</td>\n",
+                            "      <td>0.473999</td>\n",
+                            "      <td>1.432626</td>\n",
+                            "      <td>2.234549</td>\n",
+                            "      <td>3989.338447</td>\n",
+                            "      <td>1.121730</td>\n",
+                            "      <td>1.142103</td>\n",
+                            "      <td>0.705679</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>min</th>\n",
+                            "      <td>1.000000</td>\n",
+                            "      <td>0.200000</td>\n",
+                            "      <td>43.000000</td>\n",
+                            "      <td>43.000000</td>\n",
+                            "      <td>326.000000</td>\n",
+                            "      <td>0.000000</td>\n",
+                            "      <td>0.000000</td>\n",
+                            "      <td>0.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>25%</th>\n",
+                            "      <td>13486.500000</td>\n",
+                            "      <td>0.400000</td>\n",
+                            "      <td>61.000000</td>\n",
+                            "      <td>56.000000</td>\n",
+                            "      <td>950.000000</td>\n",
+                            "      <td>4.710000</td>\n",
+                            "      <td>4.720000</td>\n",
+                            "      <td>2.910000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>50%</th>\n",
+                            "      <td>26972.000000</td>\n",
+                            "      <td>0.700000</td>\n",
+                            "      <td>61.800000</td>\n",
+                            "      <td>57.000000</td>\n",
+                            "      <td>2401.000000</td>\n",
+                            "      <td>5.700000</td>\n",
+                            "      <td>5.710000</td>\n",
+                            "      <td>3.530000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>75%</th>\n",
+                            "      <td>40457.500000</td>\n",
+                            "      <td>1.040000</td>\n",
+                            "      <td>62.500000</td>\n",
+                            "      <td>59.000000</td>\n",
+                            "      <td>5324.000000</td>\n",
+                            "      <td>6.540000</td>\n",
+                            "      <td>6.540000</td>\n",
+                            "      <td>4.040000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>max</th>\n",
+                            "      <td>53943.000000</td>\n",
+                            "      <td>5.010000</td>\n",
+                            "      <td>79.000000</td>\n",
+                            "      <td>95.000000</td>\n",
+                            "      <td>18823.000000</td>\n",
+                            "      <td>10.740000</td>\n",
+                            "      <td>58.900000</td>\n",
+                            "      <td>31.800000</td>\n",
+                            "    </tr>\n",
+                            "  </tbody>\n",
+                            "</table>\n",
+                            "</div>"
+                        ],
+                        "text/plain": [
+                            "         Unnamed: 0         carat         depth         table         price  \\\n",
+                            "count  53943.000000  53943.000000  53943.000000  53943.000000  53943.000000   \n",
+                            "mean   26972.000000      0.797935     61.749322     57.457251   3932.734294   \n",
+                            "std    15572.147122      0.473999      1.432626      2.234549   3989.338447   \n",
+                            "min        1.000000      0.200000     43.000000     43.000000    326.000000   \n",
+                            "25%    13486.500000      0.400000     61.000000     56.000000    950.000000   \n",
+                            "50%    26972.000000      0.700000     61.800000     57.000000   2401.000000   \n",
+                            "75%    40457.500000      1.040000     62.500000     59.000000   5324.000000   \n",
+                            "max    53943.000000      5.010000     79.000000     95.000000  18823.000000   \n",
+                            "\n",
+                            "                  x             y             z  \n",
+                            "count  53943.000000  53943.000000  53943.000000  \n",
+                            "mean       5.731158      5.734526      3.538730  \n",
+                            "std        1.121730      1.142103      0.705679  \n",
+                            "min        0.000000      0.000000      0.000000  \n",
+                            "25%        4.710000      4.720000      2.910000  \n",
+                            "50%        5.700000      5.710000      3.530000  \n",
+                            "75%        6.540000      6.540000      4.040000  \n",
+                            "max       10.740000     58.900000     31.800000  "
+                        ]
+                    },
+                    "execution_count": 5,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "null_values_diamond = df.isnull().sum()\n",
+                "print(\"Пустые значения по столбцам:\")\n",
+                "print(null_values_diamond)\n",
+                "\n",
+                "duplicates = df.duplicated().sum()\n",
+                "print(f\"\\nКоличество дубликатов: {duplicates}\")\n",
+                "\n",
+                "print(\"\\nСтатистический обзор данных:\")\n",
+                "df.describe()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 6,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'Unnamed: 0': 0.0\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'carat': 1.1167052359880187\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'depth': -0.08218721424717913\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'table': 0.7968359775412807\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'price': 1.6184763222032386\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'x': 0.37868453466912216\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'y': 2.4342330799873775\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'z': 1.5224810204974413\n"
+                    ]
+                }
+            ],
+            "source": [
+                "import numpy as np\n",
+                "\n",
+                "for column in df.select_dtypes(include=[np.number]).columns:\n",
+                "    asymmetry = df[column].skew()\n",
+                "    print(f\"\\nКоэффициент асимметрии для столбца '{column}': {asymmetry}\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Видим выбросы. Очистим данные от шумов."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 8,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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ovfPOO+jXrx/ee+89h2BBbvoV0HV3f/r06bbpQ+IUJHduvPFG3H///bj77rvx61//GsnJyS7bfPHFF6ipqcF7772H8ePH2x4vKytT9HpFhw4dchjFOnz4MKxWq+01r1+/Hq2trfjwww8dpgo5T2/q378/AKC4uFgySHHeZuLEiZLb9OvXD0DXaITcNs48XS8io9HosM/p06cjPT0dS5cuxUsvvaT6nCYlJbm0cc+ePbLt/POf/4zk5GRbAggp5513HpYvX45x48bh8ccfx6hRo/D0009jx44dss9Rq3///hAEAbm5uZLTLJ0p+Wz0798fe/fuxWWXXaZoCtk333wDs9mMs846y6vXsHDhQtx+++04ePCgLXPfzJkzZdvv7voQrzkt0/VnZWVhw4YN6NmzJ9atW4d7770XU6ZMsY2UZWdnA+i6SSROGRR9//33tt/b++CDD1BYWOjVdF8i8g+uCSIiSWvWrEFraysuu+wyVc9btGgRevbsiTvvvFPy9+Lda8GpRNlzzz3nVTuBroxdL730ku3ntrY2vPTSS+jRowdGjBghe9yvv/4ahYWFbvd96623Yt++ffjNb36j6C57eno6rrrqKuzbt8+WfcuZVFva2trwr3/9y+P+7b3wwgsOP//zn/8EAFxxxRWyx7FYLFixYoXD8371q18hOTkZixcvdslaJT63oKAAubm5eO6553D69GnJbTIzM3HJJZfgpZdeQmVlpUt7T5065fKYp+tFTltbGzo6OmzTzbQ6p1LKy8uxbNkyPPbYYw7rjpzV19fjpptuwvTp0/HII49g4sSJyMrK8vn49q699loYDAYsWrTI5TMkCIJLkKDks3Hdddfh2LFjLiNjANDc3IzGxkbbzzU1NdiyZQumT5/u0+vIysrCpZdeiokTJ2LixImy64s8XR89evTA+PHj8dprr7lMMXM+P0qdffbZtml3//znP2G1Wh2C3/PPPx+ZmZl48cUXHaY7fvLJJzhw4ACmTp3qsL/Ozk48/PDDuOGGG1yyUBJR8HAkiIgcNDY24p///Ccef/xxGAwGCIJgm4YkOnHiBM6cOYPVq1dj0qRJDvP0/+///g9vvPGGLQmBs5SUFIwfPx5//etf0d7ejt69e+P//u//VI+C2OvVqxeWLFmC8vJynH322XjrrbewZ88evPzyy7Y1EldeeSXee+89XHPNNZg6dSrKysrw4osvIi8vD2fOnJHd9+TJk3Hq1ClV04xWrlyJF154ARkZGZK/v+iii5CWloabb74Z//u//wudTodVq1ap7rSVlZVh+vTpmDx5MgoLC7F69WrccMMNGDZsGICu4CYuLg7Tpk3DHXfcgTNnzmD58uXIzMx0CFJSUlLw7LPP4ne/+x0uuOAC3HDDDUhLS8PevXvR1NSEf//739Dr9Vi2bBmmTZuG4cOHY9asWcjKysLBgwfx3Xff4dNPPwXQFZiNHTsW5557LmbPno1+/frhxIkTKCwsxNGjR7F3716H1+DpehE1NjY6TIdbtWoVWlpabCm3tTqnUr788ksMHjwYs2bNcrvd3Llz0dzcjFdeecXnY8rp378//vznP2P+/PkoLy/H1VdfjeTkZJSVleH999/H7bffjvvuu8+2vZLPxk033YS3334bd955J7Zs2YIxY8ags7MTBw8exNtvv41PP/0U559/PgoLC/HQQw+hubkZPXr0cPi7II4urV69Gtdcc41mUwCVXB//+Mc/MHbsWBQUFOD2229Hbm4uysvL8fHHH7sd3VPCbDbj6aefxu9+9zvMnDkTU6ZMQWxsLJYsWYJZs2bh4osvxowZM2wpsnNycnDPPfc47OPo0aO2aahEFEICn5COiEKZmCJa6b8tW7YIgvBLStvhw4c7pKYV92ef0vbo0aPCNddcI6Smpgomk0n4zW9+Ixw/flwAICxcuNC2ndIU2UOGDBG++eYbYfTo0YLRaBSys7OFpUuXOmxntVqFp556SsjOzhbi4+OF8847T/joo49cUtiK7bVPgS11fqRSZMu1U+r3O3bsEEaNGiUkJCQIvXr1Eh544AHh008/dTincsT9lZSUCL/+9a+F5ORkIS0tTZg3b55LiusPP/xQGDp0qGA0GoWcnBxhyZIlwmuvvSaZnvfDDz8ULrroIiEhIUFISUkRRo4cKaxdu9Zhm+3btwuTJk0SkpOThaSkJGHo0KHCP//5T4dtSktLhf/5n/8RzGazEBsbK/Tu3Vu48sorHVIqq7lebr75Zodrrlu3bkJBQYGwatUqh+MqPadqU2QDEN5//32HbZ2vm7Vr1wo6nU7YuHGjy3ZapsgWvfvuu8LYsWOFpKQkISkpSRg0aJAwd+5c4fvvv3d5nZ4+G4LQlfZ5yZIlwpAhQ4T4+HghLS1NGDFihLBo0SLBYrHYXouSvwnepH2WS5Gt5PoQhK7U0+LfFKPRKJxzzjnCggULFB3Lnn2KbHsTJkwQ+vbtKzQ0NNgee+utt4TzzjtPiI+PF9LT04Ubb7xROHr0qMPzxHN29913OzzunAKciAJPJwga3CYjoohRXl6O3NxcbNmyxaVyujfb+dsll1yC6upqTdcEhLrHHnsMixYtwqlTp2RHm4i0/myI6eHdLerX6XQoKyvzKmkCEVEgcU0QERERERFFFa4JIiIH3bp1w4033ihbr0XtdkQUGS666CKP29x4441epekmIgo0BkFE5CAjI8MlEYIv2xFRZLj99ts9bsO/CUQULrgmiIiIiIiIogrXBBERERERUVRhEERERERERFElrNcEWa1WHD9+HMnJydDpdMFuDhERERERBYkgCGhoaECvXr2g17sf6wnrIOj48ePo06dPsJtBREREREQh4siRIzjrrLPcbhPWQVBycjKArheakpIS5NYQEREREVGw1NfXo0+fPrYYwZ2wDoLEKXApKSkMgoiIiIiISNEyGSZGICIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqBIT7AYQEREREZF3Oq0CdpXV4mRDCzKTjRiZmw6DXhfsZoU8BkFERERERGFoY3ElFq0vQaWlxfZYlsmIhdPyMDk/K4gtC31BnQ732GOPQafTOfwbNGhQMJtERERERBTyNhZXYs7qIocACACqLC2Ys7oIG4srg9Sy8BD0kaAhQ4bgs88+s/0cExP0JhERERERhaxOq4BF60sgSPxOAKADsGh9CSblmTk1TkbQI46YmBiYzeZgN4OIiIiIKCzsKqt1GQGyJwCotLRgV1ktRvfvHriGhZGgZ4c7dOgQevXqhX79+uHGG2/ETz/9JLtta2sr6uvrHf4REREREUWTkw3yAZA320WjoAZBF154IVauXImNGzdi2bJlKCsrw7hx49DQ0CC5/eLFi2EymWz/+vTpE+AWExEREREFV2ayUdPtopFOEASp6YRBcfr0aWRnZ+OZZ57Bbbfd5vL71tZWtLa22n6ur69Hnz59YLFYkJKSEsimEhEREREFRadVwNglm1FlaZFcF6QDYDYZsf3BCVG1Jqi+vh4mk0lRbBD06XD2UlNTcfbZZ+Pw4cOSv4+Pj0dKSorDPyIiIiKiaGLQ67BwWh6AroDHnvjzwml5URUAqRVSQdCZM2dQWlqKrCzmNSciIiIikjM5PwvLZhbAbHKc8mY2GbFsZgHrBHkQ1Oxw9913H6ZNm4bs7GwcP34cCxcuhMFgwIwZM4LZLCIiIiKikDc5PwuT8szYVVaLkw0tyEw2YmRuOkeAFAhqEHT06FHMmDEDNTU16NGjB8aOHYudO3eiR48ewWwWEREREVFYMOh1TIPthaAGQW+++WYwD09ERERERFEopNYEERERERER+RuDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqjAIIiIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKIKgyAiIiIiIooqDIKIiIiIiCiqxAS7AUREREREFBo6rQJ2ldXiZEMLMpONGJmbDoNeF+xmaY5BEBERERERYWNxJRatL0GlpcX2WJbJiIXT8jA5PyuILdMep8MREREREUW5jcWVmLO6yCEAAoAqSwvmrC7CxuLKILXMPxgEERERERFFsU6rgEXrSyBI/E58bNH6EnRapbYITwyCiIiIiIii2K6yWpcRIHsCgEpLC3aV1QauUX7GIIiIiIiIKIqdbJAPgLzZLhwwCCIiIiIiimKZyUZNtwsHDIKIiIiIiKLYyNx0ZJmMkEuErUNXlriRuemBbJZfMQgiIiIiIopiBr0OC6flAYBLICT+vHBaXkTVC2IQREREREQU5SbnZ2HZzAKYTY5T3swmI5bNLIi4OkEslkpERERERJicn4VJeWbsKqvFyYYWZCZ3TYGLpBEgEYMgIiIiIiIC0DU1bnT/7sFuht9xOhwREREREUUVBkFERERERBRVGAQREREREVFUYRBERERERERRhUEQERERERFFFQZBREREREQUVRgEERERERFRVGEQREREREREUYVBEBERERERRRUGQUREREREFFUYBBERERERUVRhEERERERERFGFQRAREREREUUVBkFERERERBRVGAQREREREVFUYRBERERERERRhUEQERERERFFFQZBREREREQUVRgEERERERFRVGEQREREREREUYVBEBERERERRZWYYDeAiIiIiCjSdFoF7CqrxcmGFmQmGzEyNx0GvS7YzaKfMQgiIiIiItLQxuJKLFpfgkpLi+2xLJMRC6flYXJ+VhBbRiJOhyMiIiIi0sjG4krMWV3kEAABQJWlBXNWF2FjcWWQWkb2GAQREREREWmg0ypg0foSCBK/Ex9btL4EnVapLSiQGAQREREREWlgV1mtywiQPQFApaUFu8pqA9coksQgiIiIiIhIAycb5AMgb7Yj/2EQRERERESkgcxko6bbkf8wCCIiIiIi0sDI3HRkmYyQS4StQ1eWuJG56YFsFklgEEREREREpAGDXoeF0/IAwCUQEn9eOC2P9YJCAIMgIiIiIiKNTM7PwrKZBTCbHKe8mU1GLJtZwDpBIYLFUomIiIjIRVuHFasKy1FR24Ts9ETcNDoHcTG8f67E5PwsTMozY1dZLU42tCAzuWsKHEeAQodOEISwTVReX18Pk8kEi8WClJSUYDeHiIiIKCIs3lCC5dvKYF/ORq8DZo/LxfwpeX47bqdVYOBAXlMTG4RMOP+Xv/wFOp0Of/jDH4LdFCIiIqKotXhDCV7a6hgAAYBVAF7aWobFG0r8ctyNxZUYu2QzZizfibvf3IMZy3di7JLN2Fhc6ZfjUXQLiSDov//9L1566SUMHTo02E0hIiIiilptHVYs31bmdpvl28rQ1mHV9LgbiysxZ3WRS6HRKksL5qwuYiBEmgt6EHTmzBnceOONWL58OdLS0oLdHCIiIqKotaqw3GUEyJlV6NpOK51WAYvWl0DqsOJji9aXoNNTw4hUCHoQNHfuXEydOhUTJ070uG1rayvq6+sd/hERERGRNipqmzTdToldZbUuI0D2BACVlhbsKqvV7JhEQc0O9+abb6KoqAj//e9/FW2/ePFiLFq0yM+tIiIiIopO2emJmm6nxMkG+QDIm+2IlAjaSNCRI0dw991344033oDRaPT8BADz58+HxWKx/Tty5IifW0lEREQUPW4anQNPydj0uq7ttJKZrKwfqHQ7IiWCFgTt3r0bJ0+eREFBAWJiYhATE4Mvv/wS//jHPxATE4POzk6X58THxyMlJcXhHxERERFpIy5Gj9njct1uM3tcrqb1gkbmpiPLZIRc7KUDkGXqSpdNpJWgBUGXXXYZ9u/fjz179tj+nX/++bjxxhuxZ88eGAyGYDWNiIiIKGrNn5KHO8bnuowI6XXAHeO1rxNk0OuwcFrXPp0DIfHnhdPyWC+INBVSxVIvueQSDB8+HM8995yi7VkslYiIiMg/2jqsWFVYjoraJmSnJ+Km0TmajgA521hciUXrSxySJGSZjFg4LQ+T87P8dlyKHGpig6AmRiAiIiKi0BQXo8dt4/oF7HiT87MwKc+MXWW1ONnQgszkrilwHAEifwipIOiLL74IdhOIiIiIKEgMeh1G9+8e7GZQFAh6nSAiIiIiIqJAYhBERERERERRhUEQERERERFFFQZBREREREQUVRgEERERERFRVGEQREREREREUYVBEBERERERRRUGQUREREREFFUYBBERERERUVRhEERERERERFGFQRAREREREUUVBkFERERERBRVGAQREREREVFUYRBERERERERRhUEQERERERFFFQZBREREREQUVRgEERERERFRVIkJdgOIiIiIiJTotArYVVaLkw0tyEw2YmRuOgx6XbCbRWGIQRARERERhbyNxZVYtL4ElZYW22NZJiMWTsvD5PysILaMwhGnwxEREUWpTquAwtIarNtzDIWlNei0CsFuEpGkjcWVmLO6yCEAAoAqSwvmrC7CxuLKILWMwhVHgoiIiKIQ76pTuOi0Cli0vgRSIboAQAdg0foSTMozc2ocKcaRICIioijDu+oUTnaV1bpcq/YEAJWWFuwqqw1coyjsMQgiIiKKIp7uqgNdd9U5NY5CxckG+QDIm+2IAAZBREREUYV31SncZCYbNd2OCGAQREREFFV4V53CzcjcdGSZjJBb7aND13q2kbnpgWwWhTkGQURERFGEd9Up3Bj0OiyclgcALoGQ+PPCaXlMikCqMAgiIiKKIryrTuFocn4Wls0sgNnkGJybTUYsm1nAjIakGlNkExERRRHxrvqc1UXQAQ4JEnhXnULZ5PwsTMozY1dZLU42tCAzuStY57VK3tAJghC26V/q6+thMplgsViQkpIS7OYQERGFDdYJIqJIoyY24EgQERFRFOJddSKKZgyCiIiIopRBr8Po/t2D3QwiooBjEERERERERG51WoWIGjlmEERERERBF2kdLKJIEolrCBkEERERUVBFYgeLKFJsLK7EnNVFcM6kVmVpwZzVRWGbopx1goiIiChoxA6WfQAE/NLB2lhcGaSWEVGnVcCi9SUuARDwS3r9RetL0GkNv2TTDIKIiIgoKCK5g0UUCXaV1brcoLAnAKi0tGBXWW3gGqURBkFEREQUFJHcwSKKBCcb5D+f3mwXShgEERERUVBEcgeLKBJkJhs13S6UMAgiIiKioIjkDhZRJBiZm44skxFyeRp16EpiMjI3PZDN0gSDICIiIgqKSO5gEUUCg16HhdPyAMDlcyr+vHBaXlims2cQREREREERyR0sUq/TKqCwtAbr9hxDYWkNE2KEiMn5WVg2swBmk+OIrNlkDNv02ACgEwQhbK+w+vp6mEwmWCwWpKSkBLs5RERE5AXWCSJeA6EvHAoaq4kNGAQRERFR0IVDB4v8Q64Yp/juh/NoAwWWmtggJkBtIiIiIpJl0Oswun/3YDeDAsxTrSgdumpFTcozMygmTXFNEBEREREFBWtFUbAwCCIiIiKioGCtKAoWBkFEREREFBSsFUXBwiCIiIiIiIKCtaIoWBgEEREREVFQsFYUBQuDICIiIiIKmkgtxkmhjSmyiYiIiCioJudnYVKembWiKGAYBBERERFR0LFWFAUSp8MREREREVFUYRBERERERERRhdPhiIiIyC86rQLXeBBRSGIQRERERJrbWFyJRetLUGlpsT2WZTJi4bQ8ZvsioqDjdDgiIiLS1MbiSsxZXeQQAAFAlaUFc1YXYWNxpcPjnVYBhaU1WLfnGApLa9BpFQLZXCKKQhwJIiIiIs10WgUsWl8CqTBGQFcBzEXrSzApzwyDXscRIyIKCo4EERERkWZ2ldW6jADZEwBUWlqwq6xW9YgREZFWGAQRERGRZk42yAdA9qoszW5HjICuESNOjSMif2AQRERERJrJTDYq2q62sU3xiBERkdYYBBEREZFmRuamI8tkhFwibB261vykd4tXtD+lI0tERGowCCIiIiLNGPQ6LJyWBwAugZD488JpeTCnKBsxUjqyRESkBoMgIiIi0tTk/Cwsm1kAs8kxgDGbjFg2swCT87MUjxiNzE33e3uJKPowRTYRERFpbnJ+FiblmbGrrBYnG1qQmdwV0Bj0XWGPOGI0Z3URdIBDggT7ESNxeyIiLekEQQjbtCv19fUwmUywWCxISUkJdnOIiIhIJdYJIiKtqIkNOBJEREQRr9MqyI5IUHB5GjEiIvIHBkFERBTRONIQ+gx6HUb37x7sZhBRFGFiBCIiilgbiysxZ3WRSz2aKksL5qwuwsbiyiC1jIiIgolBEBERRaROq4BF60sgtfBVfGzR+hJ0WsN2aSwREXmJQRAREUWkXWW1LiNA9gQAlZYW7CqrDVyjiIgoJHBNEBERRaSTDfIBkDfbucPEC0RE4YVBEBERRaTMZKPnjVRsJ4eJFyiaMOCPDtHwPjMIIiKiiDQyNx1ZJiOqLC2S64J0AMymri93b4mJF5z3LyZeWDazgIEQRQwG/NEhWt5nFkslIopA0XAXTwkxSAEgGQjdNiYHE/PMXp2fTquAsUs2u113lJ4UiwVXDoE5xfE94PtD9sLhepAL+MVWah3wa3lOwuH8+pulqR23rtyF45YW9DIZ8dotI2FKjHXZTu59Fi29fjhONLSiorYJ2emJuGl0DuJiQifFgJrYgEEQEUWVaPgy3Fhcicc+/A5V9a22x8wp8Xhs+pCIuounlNRdTb0OsE8K581dzsLSGsxYvlPx9uIxALi0x5wSjxkj+yInI8mv12U0XP9yQvW1B/Kuu7fnwFPAL46qbn9wgibnVMtzosW+2jqsWFVYHrIdf08ufnozKmqaXR7P7p6AL++fYPtZyY0dZ3odMHtcLuZPydOkrb4KmyBo2bJlWLZsGcrLywEAQ4YMwaOPPoorrrhC0fMZBBGRGtEwxL+xuBJ3/jzyIeXFKJ2eJXb+NpVU4bUd5S6/9+Zu9ro9x3D3m3sUt0EH6dEoKf64LqPh+pcTqq89kKMrvpwDpQH/2tmjfC56q+U50WJfizeUYPm2MoebJqHW8XdHLgAS2QdCam/s2LtjfGicDzWxQVDD2LPOOgt/+ctfsHv3bnzzzTeYMGECrrrqKnz33XfBbBYRRaBoKJrZaRXw0Hv73W7z0Hv7o7IujkGvw8jcdHxSXCX5e2/qBqlNqKDmrGt9XUbD9S8nVF97IOtY+XoOApVpUctzosW+Fm8owUtbHQMgoGsU+aWtZVi8ocRjO4LJ0tTuNgACgIqaZlia2gH49v4t31aGtg6r188PhqAGQdOmTcOUKVMwcOBAnH322XjyySfRrVs37NzpXRRKRCQlWopm7iytwemfv8zknG5qx87SmgC1KLRoXTdITLzgjwlVWl6X0XL9Swnl1x6oOlZanINAZVrU8pz4uq+2DiuWbytze4xQ7/jfunKXqu18ef+sArCqsNzr5wdDyExo7OzsxJtvvonGxkaMHj1acpvW1lbU19c7/CMi8iRaimYW/lit6XaRRuu72Qa9zrbGx1+BkBbXZbRc/1JC+bUHanRFi3PgKeDXoWtqnS+ZFgFtz4mv+1pVWO4yAuQs1Dv+xxWu7RG3G5mbjtQE12QJSlXUNnn93GAIehC0f/9+dOvWDfHx8bjzzjvx/vvvIy9Pek7h4sWLYTKZbP/69OkT4NYSUTgKZNHM4FLaFQ/+YvBg8Mfd7Mn5WVg2swBmk293wN3x9bqMnuvfVSi/9kCNrmhxDtwF/OLPC6fl+ZwUQctz4uu+lHboQ7nj30vh3yVxO4Neh1ljcrw+XnZ6otfPDYagB0HnnHMO9uzZg6+//hpz5szBzTffjJIS6TmW8+fPh8Visf07cuRIgFtLROEoUJ2NYFO6INnXhcvhyl93syfnZ2H7gxOwdvYoPHvdMKQnxWkaZvp6XUbL9S8llF97oEZXtDoHcgG/2WTULIGDlufE130p7dCHcsf/tVtGqt5u3oSBSJVIne2JXgfcNDpH9fOCKehBUFxcHAYMGIARI0Zg8eLFGDZsGJ5//nnJbePj45GSkuLwj4jIk0B1NoJtVL/uHr+80hJjMapfdAZB/rybbdDrMLp/d1xTcBaeuibf7TGkfidFq+syWq5/KaH82gM1uqLlObAP+J+/fjjWzh6F7Q9O0CyDnZbnxNd93TQ6B54OE+odf1NiLLK7J7jdJrt7gkO9IINeh79ce67qGzmzx+WGVdpwIASCIGdWqxWtra2eNyQiUihQnY1gE7+83Fl87blh/zp9EYi72e6O8eLMAryoYPqcltdltFz/UkL9tQfietT6HIgB/1XDe2N0/+6anzstz4kv+4qL0WP2uFy3+w+Hjv+X90+QDYSc6wSJxPOW5XTeEuMM0Dm93Xpd6KTHViuodYLmz5+PK664An379kVDQwPWrFmDJUuW4NNPP8WkSZM8Pp91gohIjVCtFaK1rmKpJaiqj+zX6YtAFM50dwz735VXN2Htrp/8/n5Fy/UvJdRfeyCux1A/B860PCe+7Cvc6wSJLE3tuHXlLhy3tKCXyYjXbhnpMAIkReq8dVqFkC4cGzbFUm+77TZ8/vnnqKyshMlkwtChQ/Hggw8qCoAABkFEpF6oVo3XWrS8zkgRqPcrmq+LaH7tIp4D77R1WEO640+/CJsgyFcMgoiIiIiICFAXGzCMJSIiIiKiqMIgiIiIiIiIogqDICIiIiIiiioMgoiIiIiIKKowCCIiIiIioqjCIIiIiIiIiKJKTLAbQERERESBx7pB5Itwv34YBBERERFFmY3FlVi0vgSVlhbbY1kmIxZOy8Pk/KwgtozCQSRcP5wOR0RE5INOq4DC0hqs23MMhaU16LSGbQ1yihIbiysxZ3WRQwcWAKosLZizuggbiyuD1DIKB5Fy/Xg1EvT444/jvvvuQ2JiotbtISIiChuRcDeUokunVcCi9SWQCtUFADoAi9aXYFKeOaymNlFgRNL149VI0KJFi3DmzBmt20JERBQ2IuVuaKTjSJ2jXWW1LtesPQFApaUFu8pq3e6H5zU6aXX9hAKvRoIEgRc6ERE5CvdFsmpE0t3QSMaROlcnG+Q7sEq343l11NZhxarCclTUNiE7PRE3jc5BXExkrjjR4voJFV4nRvjb3/6Gbt26Sf7u0Ucf9bpBREQUfqKtU6Tmbujo/t0D1zCyEUfqnANVcaRu2cyCiLw2PclMNvq0Hc+ro8UbSrB8WxnsB8Ke3HAAs8flYv6UvOA1zE98vX5CiddB0I4dOxAXF+fyuE6nYxBERBEnmkY51IrGTlG43w2N9OuZI3XyRuamI8tkRJWlRfL86ACYTV3XhDOeV0eLN5Tgpa1lLo9bBdge1yIQCqXPqy/XT6jxOgh6//33kZmZqWVbiIhCUrSNcqgRrZ2icL4bGg3XM0fq5Bn0Oiycloc5q4ugAxw+u+IndOG0PMnPK8/rL9o6rFi+zTUAsrd8Wxnu/dUgn6bGhdrn1ZfrJ9RE5oRFIiKNcPG7e5G0SFYN8W6o3Ne8Dl0dlVC7Gxot13MkjNT5M+nA5PwsLJtZALPJMUg3m4xuR27D/bxqaVVhOTy9LVahaztvhern1dvrJ9R4NRJ08cUXS06FIyKKJNE6yqFm6kWodYoCNW0kHO+GRtP1zJE6zybnZ2FSnlnV5yWcz6vWth06pWi7itomr/Yf6p9Xb66fUONVELRlyxat20FEFHKiceqH2g5YKHWKAj1tRLwb6nxMc4hOLYum6zlc1y0Een2dQa9T9V6H63nVWqdVwO6f6hRtm53uXU3NUPy8St1kCue/FV6vCTp69Cg+/PBD/PTTT2hra3P43TPPPONzw4iIgi3URjn8zZsOWKh0ioKVnCGc7oZG0/XMkTr/CKXzGsy01LvKatHQ0ulxO70OuGl0jlfHCMbn1d1IeqitTdKCV0HQ559/junTp6Nfv344ePAg8vPzUV5eDkEQUFBQoHUbiYiCIpRGOfzN2w5YKHSKgt15VHs3PVii6XoGOFLnL6FwXqXSUv/54wO4cqgZz11f4PcgTGngcck5PbwOzAL9eXUX5ACIyAygXgVB8+fPx3333YdFixYhOTkZ7777LjIzM3HjjTdi8uTJWreRiCgoQmWUIxB86YAFu1MULp3HYIum61nEkTr/COZ5lUtLLQBYv68Kmw9+ir9fN8yvf3eUBh6zx/W3/b/a9YqB/Ly6G0m/c3URUhNjQ3qE0lteBUEHDhzA2rVru3YQE4Pm5mZ069YNjz/+OK666irMmTNH00YSEQVDKIxyBIqvHbBgdopCofPoroMTKjU+oul6tseROv8IxnlVkpa6sa1Ts9EJuc+upwAFcMwO6c1UskB9Xj2NpAPA6aZ22eeH800mr4KgpKQk2zqgrKwslJaWYsiQIQCA6upq7VpHRBRkwR7lCBQtOmDB6mwGu/PoaRpJKM2jj5brOZC0CnKjcaROLSVpqYGujrmvoxOeAhe5AEW0YOpgGPQ6n9YrBuLz6mkkXalQGKFUy6sgaNSoUdi+fTsGDx6MKVOm4N5778X+/fvx3nvvYdSoUVq3kYgoqMJpSo23wrkDFsy2e5pGIiXY8+ij4XoOFC0Xi0frSJ0aatJN+zI64elzfc/EgcjJSMIfJp6Ntbt+QlW9awDw+EcHAABPfHzAp6lk/vy8dloF7DiszeBFebV3qcCDSScIguoKXD/++CPOnDmDoUOHorGxEffeey+++uorDBw4EM888wyys7P90VYX9fX1MJlMsFgsSElJCcgxiYgilfjFD0h3wEJ58Wsw2t5pFTB2yWav7qKKgdn2BydEdac2nMl1lH295iIxC5dWXt32I574+IDi7edd2h8DeyarChzUfq5TE2JwurlDcZukrJ09KuCj6FLXmS90CI3vCDWxgVdBUKhgEEREpK1w7oAFuu2FpTWYsXynT/sIRucnlITKeim1PHWUfQ1yfT0v4XpePWnrsGLQgk8UTYlzpvRvgRafa7Wev344rhreO2DHkwvgpegAmBJj3a4LErcLhRs7amIDr+sEAcA333yDAwe6IvK8vDyMGDHCl90REVGQhfNUqUC3XYs58OE4j14r4Rxw+zsjoS/r68L5vHqy+eAJGGMNaGrzXKPHmdJpqMH4THqzXtHbQNddIgRn4t7+cu25+L6qAc9+dkh223BMkOBVEHT06FHMmDEDO3bsQGpqKgDg9OnTuOiii/Dmm2/irLPO0rKNREQUQOGSTUtKINuuRaKFUMn0FWjBKm6rlVDISChF6/MaSiNKakYvpChdgxPIz6Sn9Ypy59+XQFdNIgSdDpg9LheT87PQ2mFV9JxwurHjVRD0u9/9Du3t7Thw4ADOOeccAMD333+PWbNm4Xe/+x02btyoaSOJiIhCjZI0uXJCOdGEWmo7ykqL204Y1BO7K+pCogPuLBAZCcXzWmVpRm1jG9K7xcOcIn8elKQ6VpMxzV1HO9CjxWpGL9xRMlrhy+daDU/JLuTO//RhWXh5a5lL2yp/TtrwrxvOw5ShvWSPqyZIsQrAy1vLcF7ftKBn4fQHr4KgL7/8El999ZUtAAKAc845B//85z8xbtw4zRpHREQUqjxl8xIk/l/8GYiMTF/e3JFWOpVs1OLPUdvYpni/geTvjITuFq1LnYdOq4CVO8o83uFXMl2p0ypg6ebDePazH1x+Z188036NiJbvjVRQrVUaZ5EYCMgF8J7SX2vBPs21czvqGtswd43rqFelpUWyUKy9eWu/xVLoMGWo43shHuPQiQbVbV20vgRf3n+px+AwNTE2rG7seBUE9enTB+3trgukOjs70auXfPRJREQUytSOaniq4wG41gmKlJo83k69Unon2j4AUrLfQPLUURbwS50YtTxN+6p0Og9qs3xtKqmSDYI2FlfisQ+/Q1V9q+Tv5Ypnqnlv3H3G5ILqKflmRa9Nqcxko8cAftnMAjz03n6PCQG8cc/EgZhzyQDsrqjD4+u/wwd7jjtc7zqd98GXVQDuWlOEF/UFthG7TSVVLsdQSrwpsbuiDgun5cmm/ge6rotNJVVB/3wq5VV2uHXr1uGpp57CCy+8gPPPPx9AV5KE3//+93jwwQdx9dVXa91OScwOR0REWvFlnr27jl0oravQii/Z0XzJvhUqGahEakdspNhPe6s+04qlW0phafbc8U42GlDQNx1f/nBKVZu7J8Vh158mupw/X9fcKHlvPBUWlks5rtVojNjGBVPzJEdaRPdMHAhLczte21Gu0ZEddYs3wKDXK3qfvZUQq0dCXIxXgY+U568fjiuH9sKIP2+SDQxD4fPp9xTZaWlpaGpqQkdHB2JiugaTxP9PSkpy2La2tlbt7hVjEERE0cyfnWul+46UDr6/ar5EKqWBjFQKcDGA8mXNha+pxds6rFhVWI6K2iZkpyfiptE5iIvRe7WvDfsqcdca17vjSq6drpGXEslim/7kfP58qXnlad8id58xAXCZYudMrwMEwbeASAfghRvOwxMfH9B0el00WDt7FAB4/bkPFL+nyH7uuee8eRoRkd9FSqfcE3+mwVW670hJxat0ob7SBeXRwJfsaFqsufAlA9XiDSVYvq3ModbMkxsOYPa4XMyfkqdqX51WAU98XCL5O0/XzsbiSrdTi/zJ+fxpueZG6r1RkrTB07Qz8f3yZWTo9vG5SEuKZwCkgv36to/2HVf0nHDJEOdVEHTzzTdr3Q4iIp9FSqfcE3+mF1a673BPcWzP3zVfIlF5daOi7eQyRcmtpUpPikVto+cpQpnJRq9ueCzeUCK5sNwqwPa4mkDI22un0yrgoff2Kz6O1sT3RTyHnxRXar5ve1oFWbeOycGG/ZWya5Y8+XBvJQZlmXxuRzQR8EsSl4xu8YqeEy4Z4nwqlgoALS0taGtznG/IqWlEFGiR1Cl3x5+jFmpSF0fSyIlWNV+iZRSy0ypg7a6fPG6X5SE7mlRx2xHZabj46S0es67VNba5TN/ydMOjrcOK5dvcZ9Zavq0M9/5qkOKpcd5eOzt/rPHLgntPxPM3IjsNz392CCt2lOG0hutSzCnxku+5ViMDlw3uicsG98SNr3zt1fMrLS0oqvDfMo1ASYjVo7ldWd0eX6UmxmJSntmWNMOdcEv971UQ1NjYiAcffBBvv/02ampqXH7f2am+ki8RkbeiaTqTP0ctlO57VWF5RI2caFH/IhJHIeXWzewqq1V0J/76C/p6/LxJFbd1l3YcAKYPy5Jc1O7phseqwnKHKXBSrELXdreN6+d+w595e+0Ulrr2nQJl+rAsjHzqM78EYS0dVsnsYEpHDj0SgOpG70aBRKt2eg7gQ12gAiCga5ri0s2H8dxnP7idhhiOqf+9WgX4wAMPYPPmzVi2bBni4+PxyiuvYNGiRejVqxdef/11rdtIROSWmsAg3PmzUr3S51TUNvmtDcEg1nyR+9rWwf2ohjgK6XwNip3yjRpONQqUxRtKMGjBJ3ji4wN4vbACT3x8AIMWfILFG0oUv685GYleHVucKmc2OQYOZpMRL9xwHj7cWyl7w0MA8PD7+/H+t8dQWFqDTruoR+l1q3Q7wJdrx59lOKVlmYy4fXwuXtpa5rdRKEtTu8s132kV8NoO9yNwSlU3tobNVCt/CFZssWKHa3FWZ2aTMexmXHg1ErR+/Xq8/vrruOSSSzBr1iyMGzcOAwYMQHZ2Nt544w3ceOONWreTiEiWPwODUOPPqt1Kn5OdrqxzG8zOipqpaZ6KngLydzcjcRTS07qZaUOV1Wzx5f2XmiqntGhmbWM77nlrDwDH0Til163S7QDvr53R/TKwdEupomMkxerR6MOd/7su7o9xZ/ewTTX0J6lrfuePNbA0d2iy/4ykeFitAlITYjWdxhcuPI1k+ouSc/23Xw/DmIEZAWiNdrwaCaqtrUW/fl1DxSkpKbY02GPHjsXWrVu1ax0RkQL+DAxCja+jFlrs+6bROX5rgxY2Fldi7JLNmLF8J+5+cw9mLN+JsUs2ux2RcTf64O7uZqSNQipZN/PRviqYU/z//otT5a4a3huj+3eHQa9TfSPDfjTuptE5Hu+k63XATaNzVB3Dm2tnVP/uSE2M9bhvHYCnfzPM7efNk/e+PQZLcxt2V9SpSk6QGGfw6njO17wWU/906Fqbcu9/9uLGV78OmwAoKU6v6H32JDUxFpcN6qFBi9QzJSgbL/F1mmIweBUE9evXD2VlXX8kBw0ahLfffhtA1whRamqqZo0jIlLCn4FBqBHvPANweb2+zslWuu+4GL3f2uArX6amTc7PwvYHJ2Dt7FF4/vrhWDt7FLY/OMHt9I5IG4VUsm5GADB2QNc6nkC//2pvZIgvZdH6Ehj0Oswel+t2+9njcl2SInRaBRSW1mDdHtcpdiK1145Br8Nfrj3XbVvSEmOxbGYBpgztJft5U+JEfde1/1lJlarn3TG+v9eBF2B/zfs+fCGga22Kp3pKqQm+BxxaamzTZu3OLaNz8PlBdUVxtdKhcPgpHG8yehUEzZo1C3v37gUAPPTQQ3jhhRdgNBpxzz334P7779e0gUREnvgzMAhF3o5aaLlvf7bBW0pqkSxaXyLZiRVJjT64E2mjkErXw9S3dGDWmBykJcU5PK7m/VcSXDjzdMNDiv3IxPwpebhjfK7LiJBeB9wx3rVOkJpRRbXXzuT8LLw4swDmFMe0w6aEGNwzcSC+eWSSx89bYqwBo3PT0TNZPnWxeFbf+/ao2/bYyzIZMW/CANwuca6UEq/50f2UTZFKjpcecTCnxCsaTTGnxOOuS/orb2CAWHxYf6VD1+t6879HtGuQSo2tnpOd6XXAiOy0ALRGWzpBEBSH6A0NDUhOTnZ5vKKiArt378aAAQPQ2tqKCy64QNNGylFTFZaIIl8kZuhyx58pmZXuO5TSQheW1gS8mnmnVcDYJZs9pnTe/uAEGPS6kDpfUl7d9iOe+PiAquekJ8XimuG9MTHP7Pb12L/28uomrN31k8OdfaWfVXG0D1A3xvD89cNx1fDeAOQz30kdx/kY4qvTKthXc03Ibbvth1O46bVdPrdF9OLMAgCQfP2eSF3zI/68SVUyhm7xBvxmxFn41ZAsWAVBVUpsnQ5Q3rMNffdMHIhnPzuk4f7OdvnsaUHLv6u+UBMbqEqM8Ktf/QqbNm1Ct27dHB7Pzs5G79698dhjj+Gvf/2rS90gIqJAkFtMHUqdTC1JpRcO9L792Qa1gjE1Tc3C+HAI0m8anYMnNxxQtQC7rrEdr+0oxwVuPmtSr92Z0ppecoVWPbEfjYuL0btNgx3IhBdqPkNS224srsRD72pXePXWMTmYlGfG2CWbvQqAAMeRd3Hq350/B65KnGntxIqvKgAA3x2vV9WGSAqAUhNjUa/R+icxOJ03YQAGZnbDXWuUvx9KhMuUX3uqpsM1NDRg4sSJqK93vCCLi4sxcuRIrFy5Eh988IGW7SMiUkXtlBSKHMGamqZkaqC/0mh7M6XMnbgYvcd1M87cTTXstAp4/rNDuFPitavZjzP7NTjPXjcM6Ulxmq4JDETCCy3eO/G60jJRgHgjSU2AKZKbDilO/euZHCfzTGkrvqrArvI61e0AvFs/FWosTe14dUe5z/uxD04B4ImPS3zep7NwmfJrT9VI0JYtWzBhwgRMmjQJmzZtQnJyMv76179i4cKFuPbaa/H5558jLS385gQSEVH4E9eLeJqa5o8EGe5GIf01quCvkSVxXczybWWKR4SkCuSKFeaVFFZ1tx859qMiCXEGr1Kcy/H3qKLUe5eeFIs/X5WPKUN72R5zN1XO3XXlDR2AninxsAoCPv1OXRKF/xmdjSvys9yOvE/Oz0KyMVbV1DZfCAB+XdAb7xQdC8jx/EF8b32d4me2+7tQWFrjVYDrjl4H1DWG3ywwVUFQjx49sHnzZkycOBETJkxAfHw8Dh06hNWrV+PXv/61v9pIRERBEOrrV5z5Uu9Hq+NLddzVjCq46/g7r6mRquCudEqZJ/On5OHeXw2yrZtpaG7H+3uOe3yeGBTIradRSm1wMSnPjD9MPBsrdpQ5jIqYvQwK/TmqKHduahvbcdeab3HH0dOYPyXPY5Dr7WiNFPHz0tJh9SpIuSI/S9GUvuozgU2jPO7sHpiY11P11MlQ400ANDInDTeOynb52+2PaWtWAZi7pgjL9BFeLLVHjx74/PPPMXHiRBQXF2PPnj0YNGiQP9pGRER+oCS4CYf1K1Lk1ot42xnWghajCkrW1ADqRpY8XQf262YKS2sUBUGZyUZNRijUBBdS5yY1IRazxuRg3oSBDq9JaWA/IjsN6UlxqJW5u+3tqKKSc/PS1q4RuFe2lbkNcls7tEm/DHRlpDvd3KEqeQGg/jwEespUeXUT7p44EJPyzHh20w9YuuVwQI8fTLvK63BubxMm5jkWN/bnexBuhaFVB0EAkJGRYRsRuuGGGzgNjogiWriNiLijJLiRu1Ot1SiDv4Vaggw1owpS19qmkipVoypKRpbUBrlqphr6MkKhtlMtd61amtvx3GeHcI452eG6VvKaxe3kAiCg6xxff0EfpS/LRum5eXW7awAkHlcMcv/2m2Gqj+/sf0ZnIy0xDv/c7H32MTWjq3UBLqj55n9/wrwJA2DQ6zBmQEZUBUEA8OqOcry6o9zhOvf0WfaWmqmsoUJVEHTttdc6/JySkoKtW7di5MiROPfcX4p+vffee9q0jogoyHwZEem0CthZWoPCH6sBdE2VGtUveMkalAQ3k/LMAcuK5U+hlLVOaQBR19iGsUs2O45gpcSjpcPqVWdFbmTJmyBXzVRDX6bbCFDeqVaz1koukHR+zWqm8T372SG8+d8jtr8Fnm6WtHVY8fZ/f1KwZ7hdiyV2NiEA5hSjT6mOuyfF49nPfvDquelJsXh82hCYEuKwbs8xRem91aZf95V9p1z8HPprWtyo3FTUNrbjh5ONftm/LyotLbhzdRF+XdAbo/tnYEz/7n5bKxVOWeJUBUEmk8nl59xcdVlkiIjChS8jIhuLK/HQe/sdppcs3XIYqYmx+Mu15wZ8JEVphzHZGKvJ+hX6hZIAYvqwLMxdI3GtqUgq4Mx+BErsoFdZmvHExwe8CnKVTjX0ZbqNp6KY9oFGdUOromt1Z2mNomt/wqCeqqfxiZ3LKfk9UfSTRbbu0eINJaoSTSix+utytLR7LmQpx5wSj7W7lAVlADD+7Ax8+9NpNLR0AOhaw/T7t/Y4rFdxd4NIyzVMaoidcvFzqCZVtxo7y077Zb9aeqfomN8TRWQkyRfuDTWqgqAVK1b4qx1ERCHFl4xeG4srZb9oTze1487VRXgxwFPKlC7OLyytUbQ/X+72RdL0QqXcBRALpg6WDUy8lZoYa5tSpnQ9EeA5yFUy1dCXKU+WpnbJGwydVgFLNx92SXygROGP1Yqu/VWF5V530jcUn3B5TAyQzs7shh9OnvFqv+58InFMNXIykrDzR+Upvrf+UO3ymPOCfXc3iII1QnDoxBkUltZgRHYakuNjMXlIJj797qSmnzf6xdy1RUG50ecNr9YEERH5KtQ7wt5m9GrrsGL+e54LFwZ6SpnyDoiyroG3d/vDNeGCFuQCCH/cIZ91Ua6tQKs3WdrcXS/uphr6OuVJ6gaD1KiqGqWnlE1Pqqht8mr/nvgjANJCUYXy+jt6nfspeiK5G0SdVgHVDYFdDyRauuUwlm457DIKS/4RrBt93mAQREQBFw4dYW8yem0srsTD7+9HnYLOWqCnlCkNWkb3y8C7Rcf8Umsn3BMuaEEqgND6DnlqYizmTRjgU5Y2b4NcLQI6+xsMluY2n6YvJccbsPWHU4q2zU5P9Po44aitU/mVoWYan/j+rdxRhozkeJRXN2Htrp98WrukBQZAgRUOa0f1wW4AEUUXsSPs3FESO8IbiysD3iapyu1qM3o9/9kh3Lm6CLWNyu9WB3J6iLgoWO7rSIeuQHRU/+62quJS2wDe1drxNL1QQNeXZqeWiybChNYpa397/lkw6HVeBSTideBtQVktr+kqSzMWrfetsn1Dayca2zyvm+meFIebRucgyxR+Ve/9Sa8DZl2U49Vzn/j4AO5+cw+e/eyHoAdAFHjijYxQxpEgIgoYX9bZ+IvcqNSCqYMVZ/Qa85fPvVrAHsiaGWoLiZoSY12mH6UmxmKxl3O9lXTIozXhgtYpa1/eWobz+qapriOjJMj1NI1Vy2u6trEtYAvprxreC3Exer8unA9HS2ech0MhOp2PQl+oZ4rjSBARBUSnVcDKHWWK19kEoj3i6I3UqNTcNd9i+rCuzr5zd1D8+cqhWbhrTZFXAZAvd9u9JS7ONzvd7TabjC4pgqXWXyiZ5idH6ZfhppIqr48RyqRGG0VigKrlGNii9SXI6KYuS5P9dSBlY3Elxi7ZjBnLd+LuN/dgxvKdGLtks8PorRjQ+UKHrsxltU3ydXq0NunngpKT87PwrxvOQwjP4AkIc0o87pk4EN9U1OHZz7yvIUTRLdDFcdXiSBAR+Z2a7FSA/+8ebdhXiT99IL92RxyV+nBvJV64oQBPfOya0evKoWa8ur3M6zZ4M6VMC+6ye3laQ+LLSJ3SL8N1e47jT1ODc278JdBr4OzryHgaYUpPisWCK4fAnOI+OYnS9VwGvQ4LpubhrjXej6YIAFo6rHhhS6nX+1DDnBIPqyDYat1cnp+FpTN0Pr2GcNYt3oCWDiuDH/JJMG70qcUgiIj8ypvsVP68e7R4Qwle2uo5eBE7kmlJcdj+4ASHoKGusc3rDlKaD1PK3FGTbU8uu5e3GfGUGJmbjvSkWI9rpmoa2yJqSpyaArVaq25s9TgF8qlrPF+LaouSPvGx76/F20xwaojnpKXDihtf+dr2eJbJaBsFjkZnWjsBeF9/iAgI3o0+NRgEEZHfqM1O5UvmMSU27DuuKACyd7KhxSFo6LQKGLtks+pjJ8Ub8OKNI3DRgAzNvxi0GmnwJiOeUga9DtcM741Xd5T7Zf/+4ksqd60K1HorM9mI0f27S9YnSkuKxZ+vyne5PqRer9LgeOnmw3jusx/CJguXuO7NOeCqtLSo/jtBRF38daPPHxgEEZHfqMlO5UvmMSU6rQIeWVes+nnOo1LeZtz6+2+GYdzZPVQf3xMt006ryYjnjYl5ZkVBUKjMI3cXXHoqGApoX6BWKeebCZPzs2C1Ao+sK0ZtY9c6m9rGdjz8fjEOnTyDeRMG2urxSL3eKflmRcd9aWtpWARASXF6/O9lZ+NfXwRmuh1RNLhmeC/8+vw+GNWve8iPAIkYBBGR36i5o2/2c52gXWW1qtJXix3JEdlpKCytsXV21aZ69efaD62z7XnKUubrSJ2/968ld8HlnauLkOqUPU/qfda6QK0SUjcTNhZXYu4a19dyurkdz352CCu+Ksdvzz8LL28tk3y9SgJXAGhSkIo6FAjQYfEnB4PdDKKIcsmgTIwZkBHsZqjCIIiI/EbpHf0FUwfjljG5fr175M0Uq+nDsnDx01sc7oynJ8Uqfv49Ewfa7rL7g9ZreNSm0QbUr0Vyt2hekNh/MHgKLgHXNStSI29aFahVIz0pDk9e88s0t06rgMc+dD8l9XRTu+z0L/F5eh0gCJFRcDJcgjWicFJ2qjHYTVCNQRARaaLTKmBnaQ0Kf6wG0LWG5oIcZXf+tQ6ApNqiJl2wuDBa6s64ktEkvQ5YOqMAU4b6d060P9bwiGm0nadFSY3UqV2LtLG4Eg9/sF9xW4LFmymPUiNvSke+xAK1UsGnWo9MHexw7pduPqRJocoorGFLRCq8uqMMd106AHEx4VN9h0EQEflsY3ElHnpvv8Pd8aVbDiM1MdY2zUbpyIK/2mJKiHGZwiTlD5cNxF2XDsDFT2/x2BmV67AunXGe3wMgwH9reNyl0RapXYu0sbjSYxHKYBTLleJtYgbnkTc1I2tywadaZlOC7f83FldqmuZ4wqAe+OL7UwyIiMhFQ0sHRi3+HE9d45pwJVSFT7hGRCFJ7NxKBRfiNJvbx+e6LdAZiLZYmjs8BkB3jM/FHyadjd0VdYo6omlJcQ4/Z5mMeHFmAaYM7aWu4XBfTFOOONIgFy7o4H2tBjEj3lXDe9s69PZt9TRdbNH6EttrELf3JJDFct3xNTGDfRClpECt/bbbH5yAtbNH4fnrh+ON2y6EOUX+/bXn/F4rPedqbD7IAIiI5NU2tmHO6iKHAsqhjCNBROS1rvUG33nc7sO9lfjy/kuxu6LOq1TDWrYlNTEWxhiDwxSh9J/TBYvBi9KRgD9dMQinm9tRUduE7PRE3DQ6x6upAN6kuBbX4lyRb8ZrO8oDNtIGqF+LpHZ6WbBTZHuaxuaJcxClZGRN5FzD6bHpnqfJSb3X3kzpc0ev45Q4IlImFEb0lWAQRERe21VWi6r6Vo/bVVpasLuizq8FMJW25XRTO964rQB6vQ7H65qw5+hpADpUWlrQ1mFFXIxe8UjAk58ctKUcBoBXtpepzgTnTYprqaBJ9/PCdZE/s+2pXYukNqgJdopsd9PYPOkWb4BVENBpFRw6AHIFaj1RMk1O6r3WOpBkAERESvhSVDvQGAQRkdfUdLT8fXdfzf6rG1tRctyC5dvKHDp3T244gNnjcvHA5MGKRgLsAyBAfW0eb1JcywVN4uu4bUwOJuaZNR9ps6d2LZKaoMbb6Xu+cs5yNynPjGUzC/DYh98pCq5FZ1o7ceMrX2uaGl0cSRKTfVgFIC0xDhnJ8TCnSI8qBTuQpPCgB2ANdiMoIgV7RF8JBkFE5DU1HS2tO2XOnVY12d82lZzAR/tc5yxbBdhSBXszEqC2No/aaWXugib8fOwNxVV4eKp/00yrrfejdHqZDsFJkS03HXH6sCxA0YocV94Uq3VnU0mV7JRJ8XzZfyYykroCpBP1vqfdpsjFAIj8JRxuxDAIIiJFpOrBjMxNhzkl3uOdci3v7ndaBSzdfBgrdpThdPMviQ7MKfEwJcTA0tzh9vmZ3WLx8X73izaXbyvDwScGSU5DSk+KdZsmW81UALXTyrSuC+QttfWElEwvS0uMxeJrz/VbUVm59Tgb9lVK1i2qtLTI1s5Rwl1ArKa2kni9P/vZD5JtvHN1EX5d0BvJCbFYt+e4w+hkt3iDrR0MhIgoEEKp6LUnDIKIyCN3C/cfmz7EY+pjre7uS6W/Fp2ob1XU0atv7XRYOyPFKgCrCstx27h+Lgvaq+pbcM9bezweR0mAo3ZamT/qAnlLTT0hd9unJsRi1pgcvxWVlbp24ww6jOrXHdec1xv3/mev5scUSQWlapJgbCyuVDQd752iY5KPn2ntKgoaF6NHawfv+ROR/4VK0WslGAQRkVtKFu6/OLNAMjjR8u6+pzoz4h1vU2IsIMBhlAgAkuIMaGzrREu7ss5gRW0TANcF7YWlNYqe7ynA6bQKsFoFpCbEurRV5HxHTcu6QHKjEWpGKdRkPfNme7Vtd95GbgSlrVPA1kPV2HqoWtVxvSUGpWqSYMht6w0GQEQUSNYw+ZPDIIiIZClduL/9wQkOC7eBrsBhVL/umtwNam7rxP3v7PO4nQAx+9uFAIBth09i/9F6JMTp8XVZnapjCoKAdXuOuXSyxfUtntIP1zklTbAnNRrgTGpamdq1OGqOL66B+XBvpapU3WqznnmbJQ2Qnwpp30Zxm9e2/whLi/upkYGSmWxUVFvp4ff3o7ndisxu8XjsQ/m1X0REoeyBd/fh8vzQT5GtEwRPE0NCV319PUwmEywWC1JSUoLdHKKIU1hagxnLd3rcbu3sUX5bg7J4Qwle3lqmqkP4/PXDse+oBa9tV/c8Oc6BwIZ9x3HXmm89Pmf7gxNcvgSU3uF3N0Vqzs8jYlJrcTwtxFc7wiC1XzWjRXLU7sPdVEjxWbePz8Vb3xz1WBQ3kNKTYrHgyiGobmjFkxsOBLs5REQB8cbvLsSYARkBP66a2IAjQUQky19rUNo6rFhVWO6xyOjiDSVeLU7/y4aDqKzXbl2M83SltCTPmeic14J0WgXsLK3BQ+/u9xiA/OGygfj9ZdJrZNytxVkwdTBMCXEuI1ji+S6racS6PcdVBYbOC/zlspQtmDoYaUnxkkGNc8BT19iGJz5WXhxWyVRIAD4lMvCX2sZ2RWvIiIgiyVeHq4MSBKnBIIiIHNh3WKsblNVHUZMK88mPS/DK9jKH5ARifZ75U/JsbfjqUDVe9rJTq2UABPzSyX7w3X1INsbipMLzsuPwKVRZmrHjcDU2HTgJi8zaH2erdlbg95cNlP291NoaqcAiLTEGqQlxKK9p8mlETFzgv3TzYTz32Q8u+6q0tLiMjJlT4jFjZF9YmtvxgVPWMilipjOxztGI7DTsrqhDlaUZT3zMERQionBy7HRzsJvgUVCnwy1evBjvvfceDh48iISEBFx00UVYsmQJzjnnHEXP53Q4Im1JrRXR6+SrxYtrUKSmfUmZ/fp/sankpOzv7xifi/P6pnlcLxNsntJka0HNFEMtF9G74y6Jg9bcXXdERBTa7rqkPx6YPCjgxw2b6XBffvkl5s6diwsuuAAdHR14+OGH8atf/QolJSVISkoKZtOIoo5cR9pdAAQoT4X50Z5jbgMgAD+P/Hi3jkeng8fU11rxdwAEKJ9i6KmAqpYCFQABDICIiMJZnMF1inuoCWoQtHHjRoefV65ciczMTOzevRvjx48PUquIoo+SjrTznXm5ejBS+95ZWoP7FGZ3UyvWoMPoft0Dlu44UJROMfRUQFULOgCmAI4CERFReHvzv0dk17aGipBaE2SxWAAA6enS6V1bW1vR2vrLXPz6+vqAtIso0inpSFsFYMHUwchIjlecEUxJKmhftf9c8yWSZKmotu3vwqjiOzxrTA6e/eyQX49FRESRoareMTlQKAqZsSqr1Yo//OEPGDNmDPLz8yW3Wbx4MUwmk+1fnz59AtxKosiktCOdkRyPq4b3xuj+nuv/iNPrQnltTyjSQV21bTVJKdzJMhlxx/hcZJkc92c2GbFsZgHmTRiILJMRoXtPj4iIQom/b9L5KmRGgubOnYvi4mJs375ddpv58+fjj3/8o+3n+vp6BkJEGlDakVa6XSDXqUQST4VJpXgqoOqODsDffzMMWakJtpG9ByYPlq3fs3BaHuasLoIO3k1dJCKi6KHVTTp/CYkgaN68efjoo4+wdetWnHXWWbLbxcfHIz7ec30OIlJnRHaax2xcel3Xdkp4u04lKc6AprZO2Q52vEGP1k6r6v36k68BwT0TByInI8nroqMGvc4WnKh1+/hcXDvC8W+uQa+Tnb4gV6MoGnWL0+NMW2hdi0REoULNtO5gCep0OEEQMG/ePLz//vvYvHkzcnNzg9kcoqi1u6LOYzYuq9C1nRLeDIFPysvE368bBgAuU650P/+bOaqv6v36iw5dKb3NTtPHUhNjFT0/LTEWL84swN0Tz1Y8xVCOGJw4T2WTo9N1tV2sy6RUp1WAKSEOD1x+DhZMHYxZY3K8aK2jxDhDV5t83pN6N4/Odvv7Ht3iJB/P7p6A4sevwNCzWJqBiEiKmmndwRLUkaC5c+dizZo1WLduHZKTk1FVVQUAMJlMSEhICGbTiKKK0qBF6XZqhsCTjQYsvvpcXDm8NwBIjjSImehMCXF4dUe5x33+uqA3Pjtw0iGbWZbJiOnDsvDWN0dxuklZlrPUxFjJbe2nrUlNH9tUUiU7WpKaEItZY3Iwb4K2WXPsC6huKqnC298cxZnWDodt4g06TBvWC09dOxRxMerugUkluRDXEX24t9Lh8W7xBsQY9A7nrlu8AWdaO13229zW9ZhJ5lz70+T8LIzu3x2Pffgdqup/SbpjSojBrWNyMW/CQJxp6cCtK3fhuKUFvUxGvHbLSJh+DnQ/nDcOT3xUgte2e5fWPRTF6IEOLwa49AA4LkaRIt6gQ1unEDGf60Ayxurx3G+Hq5rWHSxBLZaq00l3AFasWIFbbrnF4/NZLJVIG4WlNZixfKfH7ZQW8Oy0Chi7ZLPbdSqpCbF44cYCjOrnOgLSaRUk16V42q998VYAsvvYWVqDHaWn8HphhWTHXNxXz5R4/P264ThZ34Laxjakd4uHOUXZtDXxNVRZmlU/VwudVgFfHarGu98eRVNbJy7IScfNF+WoDn4A+RpS4qt44YbzkJYU73CugV/Of0ZSPO79z15U1UsH0fbnuvpMKw6dOIOlWw6rbqfo7ssG4K3/HsWJevnrL8uuyG+nVcDSzYexYkeZS+CsZI1WW4cVqwrLUVp9BictLbAKAk42tP08HaQ7Zo7Kxp4jpx2uhcxu8YAOqD7TisNVDfjnF6UeX1dCrA7XnncWoNOhw9qJilON+P5kI+IMOgzpZcLkfDPqmtpQcrweG787gVY30UyK0YDfTzgb6UlxON3keH22dVjx1IYSlNc0Iad7Iu771SC8s/sIymoa0d75y3HjY/S49JxMjOrfHX94c4+iDqOnIMtkNKBbfAxOnmlDe6f67km8AZD5SHvlDxP747OSUzjd1IbMFCOuv6AvslKMOHiiAUfqmtA71QgddPiprgk6AAadDisLK2T3d26vZPQ0JaBbnAF5vUzokWJEalwM3vjmJxypa0bftAT87TfDse/IafxzyyHsKlc2+i7lplF9odPpkJ2eiJtG58Cg19n+JjS2dqBnihHD+6Tiq9JqbCiuQkv7L2+M1uv+UuINGN43Db3TElDd0IqeKUb0TjPix1NnsPWHarR1WJGVmoCxAzNgSojFV4drYGluQ49ucWhut+JEQyviDXqcaGhFnd3NkqQ4HfJ6pSItMQ4X5KRj5qhsFFXUYdvhk9j702lUN7ZCp9PhnMxkdDPGoPpMO7rFG3Blfha2HDqFsuozaGm3YpA5Gf16dMNNo7v+Rir9TpRzw8g+WLPriNfPvzAnDVcX9MYbO0px4GQzBKHrb+TCaUPQ0NKOtbsqUHTEc4bkf998AWJi9PjP7iP4YM9xj9vnmZPRK9WIfj264WRDK3qnJWBUbnfo9Tp8+l0VXndzbYuevW4YrimQX9rib2pig6AGQb5iEESkDTXBhdIOvNhxBhy/TMVnL5tZ4NWdIq32q3XgF2rkRm7UJl4Qrw25NUBKrg2159qXDojYngVT8zB3jWvgJrpjfK5tFG9TSRVeczPCeM/EgZqP3Ik8nV9nf5oyGJkp7tPUB/LaVtt+d8T37rfn98Fzn6tPx/6nKYOR1ysFN77ytc9tES2YOhi90xIUfZa0+KyI+xFvIJRXN2HlV2UOHX9PvPl7bX/M6oZWPPHxAcXHU9omwPu/+6JA3Vxat+cY7n5zj9fP/5/R2YoCBndenFlgG913vpmntH3PXz8cVw3vrXp7KeHynakmNgiJxAhEFFz2i+ud7wCKXytq5/fKLaJXWmTV3/vVegpgKJEbuamytGDO6iJVHRFPSS4EAJUW9/Ug1J5rXzLeie1JS4rD7eNz8dLWMsntXtpapnhq5LOfHcLaXUfw2PSu60tupNKZp+06rQJW7ihTFUA8ueGXzqlcUKv0fFdZmhUfV46WxXrF92759h+9er6luR3VZ1o9b6jC1kPV2PrDKUWfJS0+K1I3L1ITDDDG6NGiYJ6it3+v7ROirNtzTPHzlBJ+btui9SWYlGf2OmAx6HWwNLfhr59+7/MNHnd8zWrWJy3R5zY89N5+PPZhicMIuvg61WZ01SIDrKe/y2LwHerJEOwxCCIiAP4JWuzXqThPlSosrfHYiVS7XzX70DoteKhwl57cm46IFsGi2nPtLihXqsrSjA/3VrrdRs0apKr6rk7v7RJroKQ6YJ5G4rQoJCwX1Co93098fAAJcQafOo7+uEnQ6PV8NkHzz+uushrFnyVfPysb9lXirjWuWR5PNys/H77eZAL89zdPSRDoiZY3eNzx9kaMDl3rG1/Z5l0gb6/r75Pj3yjxdb5ww3mqAhItAhh/3CwNNgZBRGRjH1zYTzcwJcSh0yp49cfNOeWyVtO05FI5K71Lr/ZLQel+g0Vs347Dp3y+G21PbQAjdZ68+QKWC8rTk2JR2+g5eKltbNM8jbcASI4sOXfA3HXU7lxdhCuHZuGjfe4DNKXtkQpq6xqVjYbUNbZJdhyd38MR2WnYXVEnee2H0k2C0f0yfBpFlNLcLj/6In6WXtv+I/J6mXDoRIOifUqdsw37jmPe2m9Vt8+cEo8ZI/v6lGZf6v3W8hw68zZw1voGjzve3IgRt/NnghfxdT7x8QHblF8lAYmn1yOga+qnuL3c952/ZngEC4MgInLgz+kG3tzFUxN8qAmw1NzV0ipw8xdvRhWUdkTUBDDuzpM3dxClRvxGZKfh4qe3eGxPWqJ0emt/sO+ATRjU021HDYAmAZD9Pu2D2k6rgIc/KFb8XOeOo9R76FxDLD0pFtcM742JeWYM75OK9KQ41Da2afJ6vB35S02Mxaif08x7qpsVH6N3mzRCrSc3HFS8rVTtlI3FlbhrjboAKDFWj3smnYOMZOk1Me7+btr/ruxUI17fWeHw/plT4nF+Trqm16m9zGSjVzeVtJhuqIZch1/MNOo8ItwzJR4tHVaPQZBc1lGl7Kf8qglIPNV5e+LjA9D//B64+77TYiZGqGBiBCJy4CkTmLfTDZQsGrbPEJaZbERdYxue+FhZ8OFtu5VMW/LH+dCKXPs8cV686q5ToiQZBQCP5wlw/+WqlJL2HKtr1nxxtxILpg4OynHFBc3PbfrBq6QCa2ePgqW5TfW15KnIcqA4Fx3+68YDsuvBgmlSXiaW/88Ftp/bOqwYtfhzn4NIT1Mtxd8Drp9BNcQ6aPadeKXXgH3SEqV/1+1psbjfG+6yldo/bhUERUk53rjtQlia2zBv7bc+fXbE16k2oJSbdunuBkSofN8pwexwROQVrbIbSfE15ah9GwDHP8a+tttTSm5/nA8teNOBkmqzVKfJeZqNu4B0Up5Z8XkCpFOXe+L8HnkKkN8vOop73t6r+LxoRYusUN5YO3sUahpaMe9N9VOqgK60ts6jv75KjNWj0yqg1YtU14CyUSEdugruNrb9sm7GrPCOfLD864YCTBnaFaw8/P5+RdM7PRE/QbePz8XLW/1Tt0rMkghAdrpkeXUTnvvsBwDSNyjk2qekk630O+Sa4b3w6/P72MovKA1ifB3NUBukyQUjSnmThc2XbI7B/r5TitnhiMgr/pxuoNUCaqkpPL62W259UaCnX6jhTQdKauqZ7BTF+lY8+9kvIwpZJiMWTB3sUg/IoNehsLRG1XkSz5XStSdyd7bl2gMAZlNwCm5np/ueFQoAko0xONPSoSgIMJuM2HzwBJZv837ko+inOs3XUDW5WU+jRDdjDBpaOtxuIwAOARAAh8K3oWjBumJ0CgJ+78UaIDnidbJ8m38CIB2AN/97xJYq3vnvnf3P55i7SU7REkdJvV3To3S91/t7juP9PceRmhiL355/lmQiE6npbL5OcVa6Pi4jKR4AMGVoFl7US0xn+zmItzS1a56FzZdsjsH8vvMXBkFEZOPPtNFaLqB2/mPsr3aHahptb6fAOc8Vd7fQ2FmVpQVz13yLZTMLXKaaqE3JLFec1HlajdhZkbpz7K49wC8dJq079nLEjslNo3PwynZ1aa+l9iO36Nl5WwCYcq7ZpwAIAFbt/Mmn5/tDQ0sH0pNicdWwXli3t1KzdUfBVtPYhv/1csTOE39NTXTXAXa+mTEpz4wJg3piVWE5KmqbbMVad1e4D7SV3KxSk6zgdFO75JTISkuLogQnao3MTVe03ufe/+y1pduXW1+zqaTKpyxscqNcWnxXhWPZCDkMgojIxp9po7XO2gT88sfYX+0OxTTabR1WPPx+sapzeNcl/dE9Kc4h0x8AVTVq3N2pVZOS+WBVvWx9HucOnFxnRWwPJNpjX0xxTP/ueKdI+5onzuw7JnExekwfluXTehQxUF0mcZfYnikhFmMGdMdr28u9Plaoq2tsx4qvAj+90N/CdSHCJ8VdyRLcjdJKrRt6ZXsZpuSbFR3DXSfb0+J+X2idYU7OiXrHYEtqZM2XLGzu1oRp8V0VShkhfcU1QURkI84X9pR5y9s5wXIL2r0lzon2V7u12q/UXTnA89qYTquAnaU1KPyxGoAOMXod/l1Yrrh6vFizwhhjcCi4J9VJUUMqqYK78+RvkwZnwmwywqDTYd3e4x7PT1pCDOqa3U+zUsN+/VRGUjzu/c9eh/OtxrShZkzMM0teJ+kJcfhg7zF8UlyFpjZva+mQHG8z00UjtRnk1Jxb+78vciMabR1WPPHRd34bwRw7oDtmj+2HmBi9LVGP+Hm0/5s8un93jOrX1dbXtpc5FDP2JD0pFjvnT0RcjF52G6XfHeJjm0qq8NqOctn9Lb1+OJ785KBXf6sjcU0QgyCiCOXtok8lmbd8TZPt6108ucX9/mi3u0w6Svar9E6p83z0jcWVeOi9/SG5uPv564fjyqG9bJ0Bq9B1d/PdAIy6+KqgbyqKfjrt836uHt4LF5+TiZ9qmrB2109eBz3uiOueTAlxWP11ObYcPIUWDVM7EwWap0xy5pR4bH1gAnZX1GFTSRU+2HNcMn33th9OweJhvZjWUhNj0dZhdbkBkRhnAACvbkykJ8XhqWvyMTk/S9F3ttT3iTFWD2OMwWFqsRy9DrhtbC5eUbl2jNnhQhCDICJpvta18XddHPs/9uKd8xP16u5MvSjxx1jrdrsL2JLiDBh/dg/MHJVty0Ik9Xyla3ecU0nf6abOiRJSWbO0cs/Es7Hiq7KQDNACydd6H0TkKD5Gj4Q4Q1R9rnToyprnKVGDt2tBpcwel4s3dv6EpnZl3w+hVBfPEwZBRFFMq7o2gUorat9mQNmUidTEWPzl2nMlX4dW7VPzhZOaGIunrs53yFQmFvVUO+KVlhiDTitQH+C7nEqI0+uiqYNCRBQM4rfWCzecB1NCHOauKVI02qOEXgdckJ2Gr8vrPG47dkB3zLlkgMeU46GCQRBRlPJ3XRt/jhDJTRuT6nB7Cuh8/SPtSy0FUXpSrCb1P0JNfIwOrR1h+7VBREReSE+Kxf8rOAsf7XMcsVIyKyKQGAQRRSmlxeS8KbLm6wiTksBEapqc3FoLuYBOKphKT4rFNcN7Y8KgnoAODgtdpf5ga1XYlYiIgifOoENCnAEWDROhkDx3szQChcVSiaKUv+rauEvLLJeq2J7SEST7VKGFpTVuF5tL1ZSQC9RqG9vx6o5yvOqUNUdsg3OdhsrTzbLHJSKi8NDWKaCNAVDAnG5qx52riyTX7IYiBkFEEcQfdW02Flfi4ff3e5zaJVfkTi4wEQvTvXDDeS5raXZX1OHFLw8rap8Y0Kkp/GnfhjtXF7lMuwud2c1EREThxd+1lrTCIIgogngqSCpOIRPrCniiNhvNppIql/oxcoGJ+Ni8td86pEz1lELV2aETZ1BYWgOrIKhewyMexnndUdjOESYiIgoyuZuioUa+QhMRhR2DXoeF0/IAuI5m2Fe1V3J3xpuRlbe/OYpOuwhmV1mtx8DEOeBREwABwNIthzFj+U7c9cZudU8kIiIiv1A77T4YGAQRRZjJ+VlYNrMAZpPjlDezyWhLXtBpFVBYWoN1e46hsLTGIXARKQlgnJ1p7cDSzb9MYwvkH0EufCUiIgoNaqbdBwunwxFFoMn5WS6L/cVMaEqTFHgbwKz4qgzzJgyAQa8Liz+CREREpJ0sFdPug4kjQUQRSsy0dtXw3hjdv7stAJqzushlhEdMUrCxuNL2mLcBzOmmduwqqwXQtUYpNTHW+xdBREREYUXptPtgYxBEFCWUJClYtL7ENjXOlwAmHOYCExERkXbSEmPDJj02wOlwRFHD0xof57o7m0qqXLKmKSWOIu0qq/V6H4GQFGdAY1sndGBGOCKiUJPRLRbVZ4L7HRIfo0drhzWobXBHrwOWziiAXg+Xqe6+SIzTQwcdGts6bY+lJsQAOp3D93q8QY9hfUz4/YSBuGhARliMAIk4EkQUppQkN7CnppCqOGqklg6Oc4FDeUToD5cNxL7HLseLEkkkiIgoePplJOLvvx7msT5dICTEGUK6dpxVAEwJsZicn4Uv778UN43q6/M+k+IMiIsxOARA6UmxeOqac7H7kUm4Z+LZSE3ominS2mnFrvI6PPDuPmwqqfL52IHEkSCiMKQ0uYE9NYVUvckMJ5WCO1QTI3SLj8GgrGQY9DpMyjMjOT4WhT9W275M/vVFKSzNwf/yJSKKRhefk4l739kb7GYA6Frnes/Es/Hajh9DNgvp3DVF+O0FZ+HDvZWajAQ1tnUCdgEQANQ1tmPumm9x+/jTeHlrmWwB9GWcDkdE/iJXwNTTHyA1hVQ/2ndcdbvMEkGYkmNmJsfhd+P640hdE5paO/Bu0TG/T00709qBOauLcPv4XM2+NIiISBvv7D4a7CY46JueAL0udMeDTje346WtZX49hvi9vHybawAk/l6Hril5k/LMYTEtjkEQURjxlNzA3R8gsZDqnNVFkmtgBABT8rvSamd0i1fUnl8XnIVxZ2c4pOBWekzx59ZOAU9uOGB7XEzG4O+1RALg9y8NIiJSr6EltEZcahvbUBfC61sDyd3Me+e1xaGOa4KIwoia5AZS5AqpirHLqzvKMWP5Tvzu37tgjPF8F2dHaTWuHNrLloJbzTFNMsGOpakdp5vacUW+2ePxiYiI/CkpzoCdZTVBOfYV+T2RGGcIyrF9Ecrrge1xJIgojKhJbiDHvpDqppIqvLaj3OXOTnO7sglpSu/4TM7PwoRBPbGqsBwVtU3ok5aAV7eXA3C9syaOaG09dEpRG4iIiPylsa0Tm0pOBuXYnxSfCMpxfRWq64GdMQiiqNHWYbV1wrPTE3HT6BzExSgbDBWfW1bTCB2A8/qkISs1wWEKWFuHFSt2/IhNJSchCFYMMqdgRHa6y3budFoF7CqrxcmGFocpZuLjh040KGrvhn3H8U15LQAdcrq7vlaDXoeRuen449t7FO3Pnbf++xOq6ltgTnGdEie2+/++q8Q7RccUT3EQADS2dnrcjoiIiAJHr3M/Jc4+Q2yo0wmCELblMerr62EymWCxWJCSkhLs5lAIcQ4mNh88gVe3l7l8cIf0Ssa1553lNiB68uMSvLK9DFKflNSEWMwak4P6lg68ul1+fYm43bwJA2HQ69DWYcW/vyrDf8vrkBirR14vE46ebsY7u4+iyS4jizklHufnpGPboWqfs5X1To3HU9cMxdiBPWDQ61BYWoMZy3f6tE9ncQYdcrsnopsxFgmxBuz+qQ7N7aFbX4GIiIg8E9fxGmP0aHFTN+mO8bmYPyUvYO1ypiY2YBBEEUcqfbQneh0we5zrB3f26//VdBg8NTEWF+Sk4bOSk0Erzhkfo8fz1w9Ha4cVd7+5J0itICIiokj0YhDTZKuJDZgYgSKKmD5abcpjq9CVKWzxhl8KhH6055jm84BPN7V3TZfTdK/qtHZYcefqIrxeWB7EVhAREVEkWrS+xGMB91DAIIgihrv00Uot31aGtg4rOq0C5n+wX7O2haLdFaeD3QQiIiKKMO6y1IYSJkagiOEpfbQSVgFYVViOvF4mNLRwYT4RERGRWuGQJptBEEUMrT5wFbVNyEhWViyUiIiIiByFQ5psToejiKHVBy47PTEsPrxEREQUXfS6rkxtWu5Pa+GSJpsjQRQxRuamI8tkRJWlxet1QXodcNPoHBj0OmSZjD5PryMiIiLSyuxxuXh5a5ktZbU30pNiseDKITCnGDEiOw27K+pwsqEFGUnxuPc/e1FV71vfZ+G0PEW1EYONI0EUMQx6HRZO60px7e1Hb/a4XMTF6G37Cv2PMBEREUW6pHgDXpxZgPlT8rBsZgHMJscZK1kmI+4Yn4ssk/xMFt3P/5665lxcc15vjO7fHXExeozu3x1XDe+NMQMz8Nh072v8pCXGBjU9tlqsE0QRR6pOUJbJiD9dMQgnGlrxbtExHKisd7iDIlcnSGpfcQYdYgx6h6Kmnioo27djSK9kfHbglNevz1exeh3awyB1JRERkSdTz+2JzGQj/rP7KM60qktolJEUi7PSElBzpg3HLC0u3+MmowHjzs7E5oMnHb7zga4O/4jsNHx2wHMpDbFg+sDMZDyybj9qG5UXP0+KN2D22Fz8/rKzHUZXnIvCj8xNh0Gvsz2+qaQKH+w5jtrGNttzskxGLJyW5zFI2VhciYfe24/TTcraeUW+GTNHZWNUv+5BHwFisVSKenJ/HERtHVasKixHRW0TstMTcdPoHMTFSA+MSu0LgMNjzsPJ0AHVZ1pt/3+yvgW1jW1I7xaP6oZWPLnhQEDOg6hPWgKyuydi9rh+GJnbHWOWbHb4wxhqRuemobCsLtjNoCihR9fd0bgYHZo7wvYrkez0TIlHemIs4gw6nGnpQG1zB3p0i8P04b0QZzDgp7omCIKA5PhYHD/dhOozbWjp6IQxxoAeyUaYU+NhaWrH95UNONXYiozEWOh0OrR2WNHY1gm9ToejdU1otypv09j+3TEwKwlfHjiJyvo2GHTAiOw0QAd8+UONw7axemCIOQl7jjd63O9F/dLR2mFFfIwePZKN6JVmRIoxFgcr61F8vB6lpzzvAwD690jEsdMtaHHzom4e3Rd905OQ3i3eYSpVlaUZ1Wdacbq5HTroMCwrBfPe3oPWDvl9pSbE4tnfDMPn359ERW0Tcron4sHJg/FtRR3eKTqCo3XNMMYaMOysVIzu3x16vQ5Vp5ux5+hpADrkdHf87ha/q4/XNdm2aW7rwLtFx2SnjdmPWmzYV4lH1hU7fDeaU4x4bHoeJuWZsbO0BoU/VgPQYXT/7rYOf1uHFfPf24d3i47JvtZ/3XAepgztBQB4/9tjuOetPbLbiv5ndDauyM9y6b+o4akv5Om5Szcfxmvbf4SlpUN2Ox0As8mI7Q9OCHoABDAIIgopUqNJgbZg6mBkJMejvLoJa3f95PN8X3upCbGwNLdrVgA2KU6PRdPzcd87+zTaI5GrLIkv7XV7juHuN/cEr1HkF853v33pGAK/FOVW+zfv+euH46rhvRXtS816D6n9Al2vc+ySzZp896QlxmLxtecqnuZUWFqDGct3etxu7exRGN2/u+1nX98be55ev33nfVNJlez7AADL3EzxUnMcg17n9bkJlh2Hq3HjK1973C5U2qsmNmBiBCI/8vbLUks6HfDEx/4beZo4ONPtHTC1GtusDIDI766/oK9L54pZISNTlaUFc1YXYdnMAgCQnC4tBkmeOuG+FOV2vr7c7UvN/uWuWy1q54niY/SYlGdWvL3SkhX228lNZVcyfUuKp9cvoKuo587SGrfvgw5d18ykPLNkQKb0OLvKajG6f3dFSZz0OqAuRGZrVJ9pVbRdONQFcsYgiMhPfPmy1JK/x3rf0TAAIgqUmsZWFJbWOExvrbI0Iz0pDnWNbUH/3IaD9MQ41DWF/rkSO7IPvbcflibXUWsxSLp9fC4+3Fsp2QmflGfGrrJa7Dh8SnVgIY4EOKcM9jVIEfc7IjsNhaU1LoGblp3SqvpWPLvpB4wZkCE5Jdw5WFR6Q0HcTu6GoX0AqzYQUvr6C3+sVhXEeHsccTsx8dKc1UWy21oFYO6aIizTBz/JgNr3MpwwCCLyEy3vwnWLj8GZVvk5uUSkzuuFFXi9sALd4g2IMegVLwCmX4gBkC+pegNFAGTfY7HtL20tc/ldlaUFd64uQmpirFfXiBgWSKUMVhOkOJ9jcU9XDs3CqMWfSy5+17pTunTLYSzdchipibEAHM+n84iNp9EO+8DQ04iYp5EYOcpfv7J9yr1f3gQJk/Oz8MIN52He2m9lkyoJAB5+fz8mDOopu2Y5ENS8l+GGKbKJ/ESru3CpP8/FNgR/vSFRxDnT2skAyEtihygxzhDUdviT+Bq9vUbMJqPsKIbSzvM9E892SYdsNhkxMS8Ty7eVuSS5qfx59KSusRVZJqPmpR5ON7W7nA9xxGZjcSUA9yUrnANDNdPJ1BA773KvX4eu4E3pOha590vpcZyDhLSkeI9ZZWsb2zFq8ee28+ovnVYBhaU1WLfnGApLa9Bp1zA172W44UgQkZ9odReuvcOK36/9VpN9ERFprbGtEzMu6IO1/z0S7KaEBPtClO4W9o/ITvNYXkGvA+Zc0h/zJgxwmH5W09CKeW/Kfy8I6FoLumBqHuaukZ92pRWpEZvJ+VlYNrPAZZ2P2WTEgqmDYUqIw7o9x3DoxBlFx1B7Y9F+2pncSNrCaXkY1a+7TyMdSo/j7UhgbWOb11MClVCyFsvde+ntmq1QwCCISANSi2mVLH5UorFNXd0DIqJAC0YAFGrT8MQu7lPXKMuitruizuNIgFXo2m50/+62EYtOq4ALntzkcf+VlhYcOnkGJi+n8qkltXZmcn6WbT2V+P1Y19iGJz5WnzHVmxuLSjvv3gQx3hxH1GkVUN2gLOGAyJspgZ6oWYsl9V76kr0vFDBFNoUcMaCosjTbaut4uqMWTO7uogCwLX4M2w8aERF5pCSTmf0Ns0MnzmDplsMe9+ucAltpiuVgmXdpfwzsmSzZSfYmY6oWdWiUpN7WIjudt8dRSss01GpTe4cLpsimsOXuj0N6Uiz+fFW+reCYWkrrD6ipUyD3B73y58W090wciH/MOA8LP/wupIuTEhGRbzzdU/a28+s8AhLqqYiXbim1/b9z+nG1GVO1WnNi0Os8Bg9ajHR4Oo6vZTPs33tfayqpTe2txTFDDYMgChme/jjUNrbjrjXf4o6jpzF/Sp7tcS3v8EhVjJa7E6TkD/qznx0KuSkbRETRIpCZNavqW203v+ZNGOjzCAggvaA+UKmItSiEbT+typQQpzoADPSaEyXBkre0KJthn1Lc11Ertam9ta7jFAqYHY5Cgpo/Di9tLcOGfV2ZUjYWV2Lsks2YsXwn7n5zD2Ys34mxSzY7ZFIRv3yc//g6Z7NZvKEEd60pks2045ydRWkKbAZARETBEYzSAs9+dghj/vLL95Avnd/fnt/Htg8xe5fVKsCc4v9AaNaYXJ/3Ib7mRetLUFWvLgBKT4rFl/dfGrYdbGe+lM2wzzCntE/jiZrU3lodM9RwJIhCgto/DgvWFQMQMHfNt24X9E3KMyuqP9DabpWsEWG/7UPv7keyMRaj+nWHQa/DZyVVittLRETRo6r+lynR7Z1Wrzu/z31+CCsLywE4pukWa/XIMcbo0dJh9eqY4lqQeRMGoKmtHcu3lXlM4OCOOK2qWuU0vtrGdltSiEDy15Qvb6cx2k8JBKBZTSWl9X9GZKfh4qe3aF7HKRQwCKKQoPaPQ01jGx5ZVyz7oQSAB9/Zh+3DlFWCvvutPR6Pebq5HTe+8jVSE2Jx80XZeO/bY6raTERE0eXZzw75vA+pzG6Wnx9LjDOgSSKDqC8BENDV4d5UUoWXt5ZpNpvBmwx1gV7/5M8pX0pHXtKT4hxmpNhPCSwsrVG9jkeO0tTeuyvqNDtmqGEQRCHBmznOtY3u/6BaWjqw+uufvG2SrNPN7Xj+c88ZfYiIiPxB7LC2tGtbQkGnA2aPy8WkPDPGLtms6XRunU79KIG7voHWIzZq0kV7Q+nIy5f3X4rdFXWSr0vtOh5PlKT2XrdH2Q3fUE/YIYVBEIUE8Y+Dt1MGiIiIoo0v09Tk9vfy1jIkxsVo9n0sdu5H9++uKCW4SCophEjrERt367a0mvKldOQlLkYvO6KiZh2PUp6y4vnjmKGCQRAFzZmWDvzhzSJ8f+IMTAmxuPa83vjXF6VMJEBERBREr+2QXyOrhtjZv/6CPjhZ34L0pDjUNbYp+p6fPizL1hG3H/Upr27Cc5/9IFmawtsRG2/SRTuTG5lyfvyFGwpcisUqzYKndDRJLniU4y4rnr+OGQoYBFFQTF+6DfuO1tt+PlLXjOLj9TDogWRjYKpbExERkSMBgKVZm6x6pp8TOHizNurDvZV4YPJgbCqpUlxfSYB3Iza+TjOTG5maPiwLH+6tdHl8wdTBSEuKVz2VT+lokpYJCoJxzEBhimwKOOcAyF6ntWvx5D0TB+LSc3oEuGVEREThQ6f7pSMaik43tXt9U7PS0oKlmw9Lpmb29LxdZbWqjuXLlC+59NGVlha8tLVMMq303DXfwtLchquG98bo/t1VBRDiOh6zybEtZpPR53VLoXTMQOBIEAXUmZYO2QDI3ho/JDQgIiKKJPEGPVq9zAQXDlbs8C47XZWlWdX23k758qYGlBZrjDyt4/GHYBzT3xgEUUDd89a3irY70dDq55YQERGFt5YOK+6ZeDbW7qpAVX1gvje7J8XhiauGoNLSgic+PuDXY51u9m4UybnouSfeTvnytgCqFmml3a3j8ZdgHNOfOB2OAuq7455HgYiIiEiZnIxE7HjoMtwz8eyAHO+RqYMxZWgvZCTH++0YOgCpCe4LwrqT3k1927yZ8uVrWuhwTCsdSTgSRAHTaRVQfYYjPERERFrJTDbCoNfh7okDcY65m+IkAt4ymxJsx/UHcaxl1pgcr4vNmlO8a5vaKV++noNDJ86gsLRG82llWtdQilQMgihgdpXVoq1T2czZzOQ46KDjtDgiIiIZ6UmxGJGdZvtZ7MQ/83/f44UvSjU9lvO6GE/raLwlpouelGfGm/89onr/7uoLKaFmypev52DplsNYuuWwTzWOnGldQymScTocBYyaYd8bL8zBoquG+LE1RERE2rhjfC6yTN6NCvhyf762sR0jn/wMz3/2A9o6rCgsrcFH+44jPSnOh726tklqXYy4jsbT85W+vtSEWLzxuwux/cEJmJyf5bB/JfvQ/fwvkOma1bZRTtXPNY42Flf61B65THVa7T/SMAiigMlQMUfX0tyGyflZeHFmAVITvZ8XTERE5E+3jsnB/Cl52P7gBKydPQrPXz/c4/qctMRYvDizAC9KrEFR238/3dyOZz87hHMWfIIZy3fi7jf34ImPD6jejxhE3DE+V9W6GJPEd3Sqm9cnd9y//L9zMWZAhkMAI7dOJzUx1qVvEKx0zXJtzDIZFQfH4ijSovUl6LR6N67mLlOdFvuPRDpBEML2bNTX18NkMsFisSAlJSXYzSEPdhyqxo2vfq1o2+5Jcdj1p4m2ass7S2tQ+GM1OgUBqworcKa108+tJSIi8mzt7FEO06c6rQLGLtnsdl2OOSUeOx66zPYdZ79+Y0R2Gv5bVou5a4q8zo7mjpj9LDXRsTC5/ZQp++9doGt62Kh+jvVsxFEHuU7kiz8HJPavr7y6CWt3/YSqenVTtaTWuACQXPcSrPUwcscVH99x+BSWbvE8RdH5elKqsLQGM5bv9LjdgqmDccuY3IhdI6QmNuCaIAqY6kbl63tqGttsqSMNeh3GDMxAQ2s7Fq0vYQBERESa0esAb26Oy9WOUZI2uaq+1eE7zrnTq9frNAuAnF+f/ZobuWBhU0mVw7oS53UrnurjONfBsX998yYMUB2kyK3TcX4smOth5NooPq50SYC3GeOUPu+Jjw/gle1lXCMEBkEUQGqmwwGOH2hPd5yIiIiUmndpfwzsmYzqhlavat24qx2jtDO6qaRK9o6/lqmTrULX3f+M5HiXoEPq+HLft+K6kmUzC2BKiHMb6Lmrg+OvWjNK2q1Fp9/bkSalmeSUbCfVBjWZ6iotLbhzdRH+dcN5mDK0l+LnRRoGQaQpuT8OG/ZV4k8f7Fe1L/ED7U1FZiIiIjljBvTA6P7d8f63x7x6vtnN6ILSzuhrO8oxMjfdp30olZEcj6uG9/a4nad1JeIIzwOTByk6rlwwp/WUNaXtFkemvOXLSJOnTHJyI4tK27Bg6mBkmYyq0qPPW/stlkKHKUOjc0SIQRBpZsO+SjyyrtihUrMpIRYDMpOwu+K0qn3Zp7j0tiIzERGRPfuO5sbiSjzx0Xde7afK0oJvf6qT7PiOzE2HOSUeVfWep4DLdcy1Tj+tNKjy9H0rjvDUKqz5l5lsdAl46hrb8MTH2k5ZU9puqZEppXwdaRIzyc1ZXWRblyVyN7KotA1z13yLiXmZqvpLVgG4a00RXtQ7tj1a6gwxCIpAwbh4F28owUtby1wetzS3qw6AAOBPVwy2vYZDJ85o0EIiIopm9h3NTSVVPk2xFgDbd978KY5pog16HWaM7Kuo0Ke7KWNyHWY1lI4uiJROw0tPilM0qlHX2OYxSQTg+5Q1f6+30WqkScwk5zyS0zMlHjNG9kXrz2nOpfptSrK/fX7gpNqXBji1PZrqDDEIijDBuHg37DsuGQD54r5396Kl3arpPomIKHqlJsZi8bXnYlKeGWOXbNZkhGX5tjLc+6tBiItxrDiSk5GkeB9yHXO5DrNaaurmKB0xKvqpDpPzzVixo1wySBMA5GUl4641RYr25+uUNS3X20jRcqRJLGjrnDHPPmiW6rcpmRXjbfZrse2W5raArKsKFawTFEGCUSSr0yrgTx8Ua75fBkBEROTJub1ToFPYX7YKgq3zqSSoiDd43rFVAFYVlrs8rqaz7W7byflZ+PL+S70qfqrXAS/coKzT2tZhxavbfsTH+48j2RjjsfDnqp0/YcWOcgBwOf9i/PL5wVOq2msfSNjrtAooLK3Buj3HUFhag06r4PLYiOw0ZJmMsu3WwXGavVpqkl0oISaHiI/R47nPfnBIGQ5I99u0TJYhpcrSHHV1hjgSFCG0XBQoV7PAuV5Ap1XAEx99h7om7esYEBERyRHTPu8/Vg8AiNEDHR7unVmaO7CztEZxuYYLctOx/XCNx+0qaptcHlO6LkhJx3x3RZ3DWlulrAKQpiB4WryhBMu3lXk9iiA+77JBPfD5wVNe70f0yc8d/5G56fi0uMplrbFYJNW5xtH0YVl4eWuZ7MjUgqmDvV4aoEWyC2dq+21aJ8twVtvY5vd1VaEmqEHQ1q1b8fTTT2P37t2orKzE+++/j6uvvjqYTQpbWg3VSk2nc7Z0y2HE/FwALHLuBxARUai7It+MT4qrXDrangIgUeGP1Yg1KJsEk5uRpCgIyk5PdHnMoNfhselDcOdq99PBlExV82UEwNNz5dbzemPL9+pGfuS8XliB1wsrkBhnQFOba13A0xI3XqssLXh5axluH5+LD/dWSvZhnvj4APR6nVfTucREFZ5GENXccFbbb1OSLEOvAwRB3Roycf1WusIyJv4ekQqkoE6Ha2xsxLBhw/DCCy8EsxkRQYtFgXLT6aR0MAAiIiIfJcUZFG2nA2BOice3P5326XhWAVi76yeP22WZjHh4Sh48DRzodcBNo3Mkfzc5PwsvziywjVzYS0uMxYsK11f4MgLg7rltHVYs36bdel6tZ0lJBUByxEN/uLcSD08ZLLmNL0sDxEQVStohNaVPitp+m30bnC9L3c//Zo/Llfy9HPtkIeYU/66rCkVBHQm64oorcMUVVwSzCRHD20WB4tS3Kksznvj4AAMbIiLySVyMHm0ehmbEu8+/Pb8PnvvccxY1AVCccc2dtMQ4Ramrr7+gLxLiDJg9LtftSMnscbkuSRHsiYvgd5bWuEwpVzo1a0R2mm36n1JKssKtKizXPHAJJjEAWfihdNpzX5MvTM7Pwm1jcvDqz2uh3FES4HjTb5NLlmFft+q8vmmSCbKmD8tyGSWzf16nVdCkjlE4Cas1Qa2trWht/eWPV319fRBbE1q8KcKlZOobERGRGtOHZuHdomMeb6otnJaHVoXz2G4dk6Mq45qUtMRYZCQrm/KTk9E1xU1Mf+28Zkav6wqAnNNjSzHodRgzMANjBmaobzS61gSpDYAAz1PtpNYyRQJ366d8XdcyMc+sKAhSEuB4WzzVObuccykUd79/YPJg2edpUcco3IRVELR48WIsWrQo2M0ISWovXrmCW0RERN7S64Cnrh2KiXk9ZW+y2af/LSz1vOYGACblmX1u2+Jrz4UpQVmWNftO7Pwpebj3V4OwqrAcFbVNyE5PxE2jc9yOAGlJ7RoMs8KyGFJrmXyhdD1KlsmIBVMHIy0pHp8UV+L1wgpN26GEt+tavA1cpPgSdIjZ5dztW+r3np6nZKQpkoRVEDR//nz88Y9/tP1cX1+PPn36BLFFoUXpxesuIwkREZG3xOlh9nejqyzNqG1sQ3q3eJhTHO8+q+1UeloYLkWvA5bOKPBpyk9cjB63jeun4qjaUTptat6lAzBmQIbiAuk3jc7BkxsOaDIlTlyPIpedDQBuG5ODiXlml/ZpFQTpAKQlxaK20XPGWm/XtWg9WhKKQYenkaZIElZBUHx8POLjlQ1lRyslF6/SGglERERKSE0P83TXWdxGTadSblt3ls44D1OGZnl1vFCgNFC8Z9LZqtodF6P3uOZJiSwF61HkOvRKMp4pIb7qP1+Vjyc+PuDXdS1aBy6hGHQo+exGAp0gCCExIKDT6VSnyK6vr4fJZILFYkFKSor/Ghdh1u05hrvf3BPsZhARkYbELtPEvEx8fuCk2zv8ibE6DDKn4IeTZ3Cm9ZcsXM4L8OUWVPdMjsO4gT2QGB+jyfQwqTWqcp1nqW3lasfIdUrVHC8UiFPYAenAbZnCTHNSpOoE6XXAZYMzsf+oxSGRRFpiLK4e3gtnpSVKjuwBrrUGPXXo5V6bO0lxBjTaZY+zf+/8ea7sqX2dFBhqYoOgBkFnzpzB4cOHAQDnnXcennnmGVx66aVIT09H3759PT6fQZB3CktrMGP5zmA3g4hItVg90Cm4ZspKjNOjwyqgrcM/X2kxeqCgbxrmXjIA3x45jRVflcPS/EuHW8nIREq8HsP6pKGksh41ElN2BpsTcabFiuP1Lei0yxeQGKvHkF4p6J2WiN5pCRiV2x27K+qw8qtynG6W7vS3dVixqrAcZTWNEAQByfGxqKpvQe+0BFzUP8OWnUyqOPbuijqXjl0gOnxqjiG1LQBVbQy3Tqw/AzfxenFe8xSoc6Q0sE1PisWfr8rH5flZbtsVbkEuaSdsgqAvvvgCl156qcvjN998M1auXOnx+QyCPJP7ohi7ZDOnxBFFAB0Ana7rzmhu9wQkxsfiaO0ZnG6xIs6gR9/0BFwyKBNbvz+F46cb0dQuwGoV0Nhmdei0J8Xq0a9HIqyCDsZYA3qnGpFsjIVer0dO90T89oK+eOu/P6G0+gxOWlpwsqEV+47JZ+j81w3n4dJBPfH4R8XY9F0Vaho7HI6XEKvHyJx0jOqfjq8O12BnWS3aO3/ZIt6gw7lnmdA7NQE6nc6h8w7AIeVwjF6H5z8/JBuEDDvLhCnnZiEvKwUn61tQdKQOVadbcKKhFVkmI0bmdsfNF+Wg0yrgqQ0lKKtuhDFGjwGZyYgx6CVTGnsKHkZkp+G/ZbWyaZHlOp1S+5breIZbJ558F8nvuRaBraf9Rcq5InlhEwT5ikGQe+7uhFitAu5a820QW0dEWlFadBGQzwypZqpIp1VweyNFnHe//cEJ2FRS5fZ4t4/vWkztbXvUtIUdICKiyKYmNghMfkcKOLGj49wxECsmHzp5JkgtIyKtLVpfgk4FKZ7cZYYUH1OyL0/JVcRaHDtLa9weT0BX/RVf2qO0LUoquBMRUfRgEBSBmts6cf87+9x2LFYoKPZFROFBaSdfq4BBaY2Nwh+rPU67dRdvKWmP0rZ4WxeEiIgiU1ilyCbPFm8okZxaYk8AHBbTElH4U9LJ1ypgUF5jQ5vpZ+7ao7Qt3tYFISKiyMSRoAiyeEMJXvIQANlLijP4tT1EFDiHTpxBYWmN26ljWgUMYm0PuRBHh671h1rVmXDXHqVt8aUuCBERRR4GQRGircOK5dvUFTy7bWyun1pDRFowp8TDlKBswH7plsOYsXwnxi7ZjI3FlZLbaBUwiAUnxec47wPoKjg5ql93t8cDuuqR+NIepW1hUgQiIrLHIChCrCosdzu3XsqFud1xx3gGQhTdJg7O1GxfqYmxSIrz7s+q2EW/Z+JAPH/9cKydPQo7HroMS/7fUFX7EZOfSAVCWgYMYtV0s8lxlMZsMtoyunk6ng7A7HG5PrdHSVuIiIjsMUV2hHh0XTFeL6xQ9Zznrx+Oq4b3xqIPv8OKr8r90zCiEHbPxLNx98SBePLjEtUjqXodcNvYHEwYZHaoQ/Hh3uO45609Hp+fGGdAk0zFc2cbiyvx0Hv7HYoGuuMpLbSWhQSV1OLwdDyt2sO6IERE0U1NbMDECBGiqbVD9XPEefa/GmJmEEReidUB7X64jTKirwnG2Bg0tLZj31H5gpy3jcnBhEE9YRUEFP5YjW/K67CrvE7xcXIyErGxuBKvqAyAAOAfvx2OK4f3dnncnKJs3c3ym86HXq9T1GGfnJ+FSXlmW4HQo3XN+GDPcdl922dVk1qXI+5Pi4DBoNd5XPvj6XhatUdJW4iIiAAGQRGh0ypg26FTqp6j1wEjstMAdK0TMKfEo6q+1R/NowgWH2dAe2un2210AHqmxOP6C/pi5VflHjMT6gAct7Tiy/svwsVPb3G73YbiKjw8tWu61EUDMjB2yWZV7c9Iisd97+xVnEzE/thPfnIQVwzt5dJRF9fdVFlaJPcrjtKM6t9dVSffoNdhzMAMjBmYgXV7jrkNgkTusqoFOmDwdDwGMEREFEhcExTmOq0CVu4ow4mGNlXPswrA7oquO+YGvQ4zRvb1R/Mowp3xEAABXaMSVfWtuLBfd+xeMAkLpg72uH2lpQWrCstV1bTxVAPHnrjgHjoofo67Y9sLxEJ9poUmIiLyDUeCwoz9nPfy6ias3fUTquq9KwIo3iXutAr44nt1I0lEap1saIFBr0NGcryi7StqmxTv1/6/Si2clofqM76NfsodU1yo77zOxezluhtnSkebmBaaiIhIGoOgMCK1eNgXmclGbCyuxIPv7oOlWf2aIiI1xFEJpaMTfdIS/bLf7klxePKafEzOz0JhaY2i53g6thQt1904E0eb5qwugg5wCISYFpqIiMgzBkFhoNMqYOnmw3j2sx8026c5JR51jW24a02RZvskkuI8KuFpFEP0yrYfkZoYC0tTu6LRDiX7TU+KReH8yxAXo1fVFk/HluPPdS7+Hm0iIiKKZEyRHeI2FlfisQ+/0zxpgUHX1UFr6wzbt5/ChA5wqdWysbgSc1Z3BeByV6D9CIfcaIfS/cptr7Qtzu2S21cwMC00ERFRFzWxAYOgECZ2zsL2DaKol5FoQEpiPJrbrehlMuK1W0bClBgLQFmArwNgSoyFMcbgsPbNU00dtTVn5J4zfVgWPtxbqUk9HSIiIvIvBkERoNMqYOySzZqt/yEKlAE9kjB3wkD85ZMSnKh3zVqY3T0BX94/AQCw43A1bnzla4/7fOO2CxXX1AG8Gx2Rew5HWoiIiMIDi6VGADXpfolCyeFTjVi4rhj1LdLJNipqmnHx05vx5f0TFGdnq25sxVUShUnleLMWR+45rF9DREQUeVgnKET9eKo+2E0g8ppcACSqqGmGpamd9W6IiIgoKBgEhahlX/wY7CYQ+dWtK3fZsrPJTS4Ti5qy3g0RERFpiUFQiDrT2hnsJhD51XFLi63eDQCXQIj1boiIiMhfuCYoRGUmx+F0c3uwm0HkN71MXVPcglHvxj7ZQUZSPKADqs+0MvEBERFRlGB2uBBVe6YNBX/eFOxmEElyrtvjjb2P/sqWLhsIXL0bqXTY9pgCm4iIKDypiQ04HS5EpXeLQ49uccFuBpFNQqwef5oyGD/8+QrcPj7X7bYpRveDzNndExwCIOCXLGxXDe+N0f27+y0AmrO6yG3mxSpLC+asLsLG4krNj09EREShgUFQiOm0CthxqBp/+/QgzkpLDHZzKIwYY3RYev1wvDizAKlOAYYWmtutyO9tQlyMHvOn5OGO8blwjlP0OuCO8bnY99jlyO6eILkf+zpBgdRpFbBofYnHESzx94vWl6DTGrYD5UREROQG1wSFkI3FlXjovf043cS1QKTcpMGZuGVMLkb1+2X0ZFKeGTtLa1D4YzWO1jXjgz3HNTnWyYZfRlDmT8nDvb8ahFWF5aiobUJ2eiJuGp2DuJiueytf3j8BlqZ23LpyF45bWtDLZMRrt4x0GQEKFDW1twQAlZYW7CqrZY0gIiKiCMQgKERsLK7EnauLgt0MCkO3ju3n0lE36HUYMzADYwZmYN2eY5oFQc71euJi9LhtXD/Z7U2JsXj3rjGaHNtX9gGcP59DREREoY9BUAjotAp47MPvgt0MCkOpCbGwCgI6rYJtFMg5wUBGt3ifj6NDV7a2cK7X403BVRZpJSIiikwMgkLArrJaVNW3BrsZFIZON7fjxle+tmU0A+CaajolHqmJsbA0tXuV0S1S6vWIhVmrLC0ez0MkBH1EREQkj0FQCOCUG/JVlaVFdjrlifpWW6ffm9TW/qzXE0hiYdY5q4vcnodICfqIiIhIHoOgEMApN+Qrd4GNgK6OvSkxFsYYA6rqlQXd/zM6G1fkZ0VU8VC5wqz2IiXoIyIiInkMgkLAyNx0mFPiOSWO/EYAcLqpHW/cVoCDVfV44uMDHp9zRX5WRGZGm5yfhUl5Ztu6qYykeEAHVJ9p9WuRViIiIgodDIJCgEGvw2PThzA7HPlddWMrbhmTi1e2l8mujYmG9TBiYVYiIiKKTgyCAqjTKuCrQ9X4z+6fcPDEGaQYY3DJOT1wpLYJO3+sCXbzKApkJhvdro3hehgiIiKKBgyCAmRjcSX++PZeNLV1Ojz+TcXp4DSIoorz6I7c2hiuhyEiIqJowCAoAFgINfJdOqgHvjh4yqsU1FqwH9FROrrjvDaG62GIiIgoWjAI8rNOq4CF64qD3Qzys9vH9cetF+Xiptd2+bQfb7K4AUB6UhyevCYfgESdIDejO1wbQ0RERNGIQZCf7SqrxYmGtmA3g/woy26amS9Z/sTxl79ce65thGbD/uNYtfMnj899ZOpgW5DD0R0iIiIi9xgE+RkLoUY2HRynmfmS5c95xEYcoVESBJlNCbb/5+gOERERkXsMgvyk0ypgV1ktvq9qCHZTyE+yJKaZTc7PwoszC/DQe/txuqnd4z7Sk2Kx4MohMKdIj9iMzE1HlskY1emsiYiIiLTGIMgPNhZXuq1IT+Fv2lAznru+QHKamZhwYGdpDVZ/XY5Pik+4bCM+66lrznWbiY3prImIiIi0pw92AyLNxuJKzFldxAAoxJ3XJxXGGPWXvw7AHeNz8c8bRrgNPAx6HcYMzMCymefjxZkFyDIZHX5vNhmxbGaBolTUYjprsw/7ICIiIqJf6ARBCFZWX5/V19fDZDLBYrEgJSUl2M1Bp1XA2CWbGQAFWN/UOHRYdaisb3WZMpYUZ0CjXW0m+ylsYvHad789iqa2TlyQk46bL8rB058exCvby+D8yRjdLw3/vnUU4rwInsTpkb4kK9BiH0RERESRSk1swCBIQ4WlNZixfGewmxGxDDqg0+5qNafE47HpQ2wjIW0dVqwqLEdFbROy0xNx0+gcGPQ6rwIHqX15E/wQERERUWCoiQ24JkhDzATnX6/feiH0ep1sQBMXo8dt4/q5PM+bTGly+yIiIiKi8McgSEMZ3eKD3YSIJGZAG9W/O6d/EREREZHPOL9HS2E7sdA/0pNi8exvh+OeiWd73HZSXiZ0+CXjmYgZ0IiIiIhIawyCNPTSlz8EuwkhpbaxHbVnWpGTkYh7Jp6NxDiD5Haj+6XhhRtGMAMaEREREQUEEyNoZN2eY7j7zT1BbUOoS4zTo6nNKvk7vQ6YPS4XD0wezAxoRERERKQaEyME2OINJXhpa1mwmxHy5AIgALAKsJ3D+VPyAtUkIiIiIopCnA7now37jjMA0tDybWVo65APloiIiIiIfMUgyAedVgF3rfk22M2IKFYBWFVYHuxmEBEREVEEYxDkg60HTwa7CZoZPzAj2E2w2XqoOthNICIiIqIIxiDIB3/99ECwm6AJHYCXbjofqQmxwW4KAODbn+rQaQ3bfB1EREREFOIYBPngh5ONwW6CJn43LhcJcQbMGpOjyf5SE2Jd6v2oUd/SgV1ltZq0hYiIiIjIGYMgH0TCWMXEwZn409SubGzzJgxEaqLvo0GzxuQCcC18qsbJhhaf20FEREREJIVBkA+6J4V3hvFZY7Lxys0X2H426HX4y7Xneh286ABkmYyYN2GAZOFTuWKpUjKTjZ43IiIiIiLyQnj34oPsz1PPxR1vhWd2uNnjcvCnqUNcHp+cn4VlMwvw8Pv7UdvYrnh/YuC0cFoeDHodJudnYVKe2aXwaVuHFSOf+gwNLR2y+zGburYlIiIiIvIHjgT54L3io8FugmrGWD3+dcN5kgGQaHJ+FnbOn4j0pDjF+zWbjFg2swCT87Nsjxn0Oozu3x1XDe+N0f27w6DXISHOgKd/PRQ6uE6Xcw6kiIiIiIj8gSNBXmrrsOLT704FuxmKnJVmxAXZ6bi24CxcNCBDUYARF6PHU9fkY87qIgDS65/umTgQORlJtlEepYGLONq0aH0JKi2/rP0xm4xYOC3PIZAiIiIiItIagyAvhVNBz1kX5eK2cf1UP08uWMnSIFiRmy7HESAiIiIi8jcGQV4qrwmP9Nh6HXDT6Byvn+/PYEWcLkdEREREFEgMgiLc7HG5iIvxbekXgxUiIiIiiiRMjOCl4X3Sgt0EAEBaYiwm5WXCeWBGrwPuGJ+L+VPygtMwIiIiIqIQxZEgL/VKTfD7Mc7tlYK1t4/G9sOnXNblpCbEYtaYHMybMBAGvQ5tHVasKixHRW0TstMTcdPoHJ9HgIiIiIiIIpFOEASpxF9hob6+HiaTCRaLBSkpKQE9dqdVwAVPblJVS0cJPYA3Zo9yWXfTaRWYRICIiIiISIaa2IAjQV4y6HX481X5uGuN98VSeybqUN0iQLAC3YwGfPK/F6N3uvQIE9flEBERERFpg0GQD6YM7YU7jp7GS1vLPG67VmJ0h4iIiIiIAo9BkI/mT8nDsLPScNeaItltyv8yNYAtIiIiIiIidxgEaWDK0CyU5k/BR98cwR8/2I9OKxBv0GHj3RcjNzMp2M0jIiIiIiI7DII0YtDrcNXIvrhqZN9gN4WIiIiIiNxgDmUiIiIiIooqDIKIiIiIiCiqMAgiIiIiIqKowiCIiIiIiIiiCoMgIiIiIiKKKgyCiIiIiIgoqoREEPTCCy8gJycHRqMRF154IXbt2hXsJhERERERUYQKehD01ltv4Y9//CMWLlyIoqIiDBs2DJdffjlOnjwZ7KYREREREVEECnoQ9Mwzz2D27NmYNWsW8vLy8OKLLyIxMRGvvfZasJtGREREREQRKKhBUFtbG3bv3o2JEyfaHtPr9Zg4cSIKCwtdtm9tbUV9fb3DPyIiIiIiIjWCGgRVV1ejs7MTPXv2dHi8Z8+eqKqqctl+8eLFMJlMtn99+vQJVFOJiIiIiChCBH06nBrz58+HxWKx/Tty5Eiwm0RERERERGEmJpgHz8jIgMFgwIkTJxweP3HiBMxms8v28fHxiI+PD1TziIiIiOj/t3fnYVWVaxvA772BjYIMJo6IiqIYKg6AiPqBVoqZFCo55BSlpDkcExxRsbLJuDyKDZo2OZGpddLjeJ0usJzTBCFGEZVUnDhMimzY+/n+4LCSpuOJYcHe9++f3Gsv7OHmdbGftd71LiITpGoTpNPp4OXlhW+//RbBwcEAAKPRiG+//RazZs36r18vIgDAe4OIiIiIiMxcZU9Q2SP8GVWbIACYN28epkyZAm9vb/Tt2xdr1qzB3bt3ERoa+l+/tqioCAB4bxAREREREQGo6BEcHBz+dB/Vm6CxY8fi1q1bWL58OXJzc9GrVy8cPHjwN4sl/J42bdogJycHdnZ20Gg0NVpXYWEhXFxckJOTA3t7+xr9u+nPMXv1MHt1MX/1MHv1MHv1MHt1Mf+aJyIoKipCmzZt/uu+GnmY60VmqLCwEA4ODigoKODArGPMXj3MXl3MXz3MXj3MXj3MXl3MX10NanU4IiIiIiKi6mITREREREREZoVN0B+wtrZGVFQUl+RWAbNXD7NXF/NXD7NXD7NXD7NXF/NXF+8JIiIiIiIis8IrQUREREREZFbYBBERERERkVlhE0RERERERGaFTRAREREREZkVNkFERERERGRW2AT9itFohMFgULsMIiIiIiKqJWyCHpCSkoLJkycjMDAQM2bMwPHjx9UuiX7l1yu6c4V3dTB39TB7IiKi6uNzgv4jPT0dvr6+ePLJJ9GhQwccOHAAVlZWmDRpEubMmaN2eYSKn9G2bdtw5coVDBw4EAMHDkTXrl1hNBqh1bKfr00lJSUoLS2FnZ0dLCwsAAAGg0H5M9We38ueY14dt27dwvXr16HVatGuXTvY29sDqGhMNRqNytWZNmavHmavHmZfu9gEoWIwLV26FBcuXMCOHTsAAEVFRYiJicGuXbswfvx4LFiwQOUqzVtKSgr69++PJ554AtevX4fBYMDVq1fx2Wef4fHHH+cBoRYlJycjPDwcOTk5cHV1hY+PD1asWAGAjVBt+7Ps2QjVraSkJDzzzDOwsbFBWloahg0bhtGjRyM0NBQAP5TUJmavHmavHmZf+/gbFIBGo8G1a9eQm5urbLOzs8OcOXMwceJE7Ny5E9u2bVOxQvNmMBjw1ltvYcSIEdi1axeOHTuG9evXIzAwEIGBgdi3bx80Gg2MRqPapZqcixcvIiAgAJ07d8bf/vY3tGvXDlu3bsWgQYOUBoj30NWO/5a9VqvlmK8jN2/eRFBQEIKDg7Fnzx7s3bsXLVq0wPLly/Hmm28CqPg9wnOKNY/Zq4fZq4fZ1w1LtQtQW2Un3adPH2RmZiI9PR3u7u4AKhqhF154Aenp6fjggw8wcuRI2NjYqFyx+TEajcjJyYGfn5+yrVevXnjrrbeg0+kQEhKCuLg49OvXT8UqTVNcXBw8PT2xevVq6HQ6lJWV4ejRowgLC8PAgQNx4sQJWFhY8KpELXiY7LVaLc8G1oGcnBzY2dlh3rx5aNu2LTp27Ihu3bqhU6dOWL16NRo1aoR58+bx51ALmL16mL16mH3dMPtPLZUDaPjw4UhPT8eqVatQXFwMoKJBatq0KZYtW4YTJ07gu+++U7NUs2VlZYXu3bvjyJEj+Pe//61sb968ORYvXoynnnoKr7/+OgoLC1Ws0jTl5OQgOzsbOp0OQMXPYtCgQdiyZQtu3bqFkJAQAGADVAseNnv+Eqx9lpaWyMrKQkpKirKtXbt2mDp1Kl5++WV8+umniIuLU7FC08Xs1cPs1cPs6wY/ufxHp06d8OWXX2Lbtm1YtGgRbt++rXy4sLKygqenJxwcHFSu0nz5+/ujpKQEn376KYqKipTtLi4uCAoKQkJCAgoKClSs0LRUTrMaPnw4rKysqkwH1Wg08PLywquvvoqMjAycPHlSrTJNErOvf1q2bIn+/ftjz549VaZNt2zZEhMmTIC1tTXOnj2rYoWmi9mrh9mrh9nXDTZBDxg8eDB27tyJTZs24aWXXsKOHTuQmpqKtWvX4ubNm3BxcVG7RLNw6dIlbNy4ER9//DEOHToEABgzZgwGDhyIDRs2YOvWrcjLy1P29/HxgY2NTZXmiP6a8vJyAL8sw+zs7AwPDw/Exsbi+++/V/azsrLCkCFD8PPPPyMxMVGVWk0Ns68/CgsLcePGDeU406pVK4wZMwZbtmzB5s2bq1yRdnd3R5cuXRAXF8d7tGoAs1cPs1cPs1eH2d8T9GtBQUE4fvw45s2bh4ULF8LS0hIWFhbYt28f2rZtq3Z5Ji8pKQmDBw9G586dcevWLdy4cQMhISGIiYnBunXrMHXqVHzwwQfIyMjArFmz4ODggM8//xxarRYtW7ZUu/wGLTU1FdHR0cjPz4eTkxPmzp2LRx99FCtXrsS4cePw7rvvoqSkBEOHDgUAODk5wdPTE7a2tipX3vAx+/ojKSkJ06dPR25uLpo1awYPDw988sknCAsLw507dxAZGQm9Xo/x48ejU6dOACoa106dOnFqYjUxe/Uwe/Uwe/Vwiew/UFhYiLy8PBQVFaF169ZwcnJSuySTV1xcjKFDh8Lb2xsxMTHIzc1FQkICJkyYgN69e2P79u1o0aIFXnvtNfzrX//C0aNH0adPH1y9ehX79+9H79691f4WGqz09HT4+Phg1KhR0Ov1uHHjBo4dO4Z169Zh2rRpSExMxLRp02BtbY0BAwbgsccew/79+7F582acOXMGHTt2VPtbaLCYff1x+fJl+Pj4YPLkyejfvz+ysrKwceNGWFlZYe/evejYsSOio6Px/vvvo0OHDsrsgG+++QbHjh1D9+7dVf4OGi5mrx5mrx5mrzIhqidKSkqkT58+8sUXX1TZnp6eLk5OTjJixAhl240bN+TAgQNy9OhRycnJqetSTc7MmTPl6aefVl7r9XqJjIwUjUYjq1evFhGRtLQ0iYyMlC5dukj37t3F29tbzp07p1LFpoPZ1x+7d+8Wb29vKSgoULZlZWWJr6+vdO7cWW7duiUiIvv27ZM33nhDhg4dKjNmzJCkpCS1SjYZzF49zF49zF5dbIKoXigvL5fi4mJxdnaWV199Vdmu1+tFRCQxMVFsbW1lxYoVapVo0iZMmCDPP/+8iIgYDAZl+8qVK8XS0lL27NkjIiJlZWWi1+vl9u3bUlRUpEqtpobZ1x/vvfeeODk5Ka8rfx7Xrl2Tnj17Sr9+/arsbzQaq/zM6K9j9uph9uph9uriwgikqvz8fACAhYUFbG1tER4ejo0bN+Kf//wngIqbwMvKyuDp6YnFixfjwIEDyMvL482ANax9+/Y4ePAgCgoKoNVqUVZWBgCIjIzEiy++iJdffhm3b9+GpaUlrKys0KxZMzRp0kTlqk1Dhw4dmL3K5D+zwoOCgmBtbY23334bAJQH0rZu3RoffPABbt++jS+++EL5Go1Gw+Xhq0EemI0fFBSERo0aMfs6xHGvDo77+oNJkmoSEhIQFBSE8+fPK9uGDx+OAQMGYNWqVTh8+DCAikYIqLgZvLCwEI0aNeJBoIaFhoaiffv2ePnll1FYWKg0nwAwdepUAEBmZqaaJZqMK1euIC0tTXk9ZcoUuLq6MnsVlJaWAvhlZT5HR0c8++yz2L9/P2JjYwH88gys7t27Q6vV4uLFiwD4fKbqSk9Px+bNm5XsH3nkEYwePRoHDx5k9rWM4149HPf1Cz9JkioSExPRt29f+Pn5wdPTU9nu7u6OF198EU2bNsXSpUuVMyBlZWW4ePEiWrRoAYPBoFbZJuHChQt4++23sXjxYsTGxqKkpARubm6YOnUqMjIyEB4ejvz8fKX5bNWqFaytrZWDNv11586dg7e3N5KTk5VtnTp1woQJE5CVlcXs69BPP/2E8ePHY8iQIQgKCsKRI0dgb2+PV155Bfb29tiwYQM+/fRTZX97e3t07NgR1tbWAKqezaX/TWJiIh599FEUFBTA0rJikdomTZpg5syZsLW1xcaNG5l9LeG4Vw/HfT2kziw8MmfJycnSuHFjWb58uYhUzHG9c+eOXLhwQdnnxIkTMn36dLG0tFTmxTZt2pQ3g1dTcnKyODo6SkBAgPj7+4ulpaWMHDlSvvvuOxERWbNmjfTt21f8/f3lp59+kqSkJFm6dKm0a9dOrl69qnL1DVtCQoLY2trKK6+88pv39Hq9vPPOO+Lr68vs60BGRobY29tLWFiYzJ8/X0JCQkSj0cjSpUvl7t27kp2dLWPGjJEePXrIxIkTZcuWLTJ9+nSxt7eXjIwMtctv0Crv75w/f36V7eXl5SIikpSUJM8++6x4enoy+xrGca8ejvv6iU0Q1anbt2+Lm5ub9O7dW9kWGhoqXl5e0rp1axk4cKAkJCSIiEhRUZGcOHFCXn/9dVm/fr1kZmaqVbZJuHfvnowYMUJmzpypbDt79qx4e3vL4MGD5dChQyIisnfvXnniiSdEp9NJ165dpWPHjnL27Fm1yjYJqampYmNjI0uWLBGRikUO4uPj5euvv5a4uDgRqfhl+M033zD7OrB06VIZOnRolW0xMTHyyCOPSEREhOj1erl27Zps2rRJ+vTpIz4+PjJ48GDl2ER/TXp6utjZ2UlYWJiIVNwEvn79epk/f75ERERIenq6iIjk5OTIxo0bmX0N47hXB8d9/cUmiOrcrFmzZODAgRIVFSU+Pj4ybNgw+eijj+Trr78WPz8/cXFxYcNTS/r37y9RUVEi8ssqNKmpqTJo0CAZMmSIpKamKvueOnVKUlNT5fr162qUajLKy8tl5MiR4uTkJCdPnhQRkaCgIOnZs6e0bNlSrKysZPr06VWWSGX2tSs8PFz5MFhWVqZsX79+vdjY2Mj7779fZf+SkhIpKSmp0xpN0ZYtW5Sl37OzsyUgIED+7//+T3x9fcXHx0d0Op2yGmIlZl9zOO7V8fnnn3Pc11NsgqjOPLis47x586Rly5by1FNPSW5ubpX9unXrJlOmTKnj6kxXZe6FhYUyePBgmTFjhohUfDiv/EX4008/Sdu2bWX27Nmq1WmKcnJyJDs7W1JSUiQwMFACAwOla9euMmzYMPnxxx/l8uXLsm/fPtHpdLJw4UK1yzUba9euFTs7O2WaYWlpqfLeq6++Kra2tnL58mW1yjNpa9eulTZt2ki7du3k6aeflpycHLl//76UlJTI9OnTxcHBgc9+qyUxMTEc93XowUcZcNzXT2yCqNYVFxdLYWFhlTPdIiLR0dGye/duMRqNIvLL3NjRo0dLSEhInddpis6dOycjRoyQ4uJiERHZuXOnaDQa2b17t4hUNEiVz2Lavn27NG3aVC5fvqz8TOivS05OlrZt28rcuXNFROSHH36QAQMGyJAhQyQ7O7vKvpXPisjJyWH2daC0tFT8/f2lX79+cvv2bRER5azr9evXxcXFRb766is1SzRpMTEx4uvrK2fOnKmyPSUlRZo1a/abs+L012RmZsrp06eV1/fu3ZNBgwZx3NeBtLQ0mThxoly6dEnZtm7dOo77eoarw1GtSklJwahRoxAQEIBHH30U27ZtU1Z3Cw8Px4gRI5RlHy0sLJR18D08PABwNZTqSExMRP/+/dGtWzfY2toCAIKDgzFz5kw899xz2Lt3L7RarbISmaOjI1q1agVbW1suxVlNlasfWllZITY2FtevX4e3tzc+/vhjvPTSS2jbti2AquO7devWcHJyYvY1LCMjAwsXLkRoaCjWrl2LzMxM6HQ6REVFwWg0YuzYscjLy0OjRo0AANbW1rC1tVX+XdBfl52djb///e8IDw/Hjh07lO2zZ8/Ghg0bfnOcLysrQ4sWLdC6dWtV6jUlCQkJ8PLyQkJCgrKtcePGiIiIgEaj4bivRYmJiejduze2bduGuLg4ZfusWbM47usZNkFUa1JSUuDv749u3bohIiIC48aNQ2hoKJKSkpR9dDqd8ufy8nIsX74cx44dw6RJkwBwXfy/6vz58xgwYABmzZqlPIQNqMhzxYoVmDp1KkaPHo3169cjNzcX9+/fx3fffQedTsdnMFVTYmIi/Pz8MHfuXJw+fRpOTk7YtGkTDAYD3N3dMWrUKGV51MrxnZmZiS5duvAhwDUsJSUFffv2xfnz51FUVISoqChMnz4dW7ZswWOPPYZly5ahqKgI3t7eOHz4MOLi4rB69Wrk5+dXWbqf/ndJSUnw9/fHvn37cPLkSTz33HN49913lfd79uyJxo0bA/jl38H27dtha2uL9u3bq1KzqUhMTMSAAQMwdepUTJs2rcp7w4YNw7x581BcXMxxXwsqj/+zZ89GeHg4PvnkE+Tm5ioND8d9PaPmZSgyXXfu3JGhQ4fKnDlzqmwfNGiQct/Jg9N+Dh8+LEFBQdKqVSv58ccf67RWU3P9+nVp1aqVBAYGikjFNMO5c+fKk08+KR4eHrJu3TqJi4uTmJgY0el04urqKp6entK8eXNmX02JiYlibW2trAJnMBgkJCREfHx8lH0evDcuKytLli1bJo6OjpKcnFzn9Zqy0tJSmThxokybNk3ZlpmZKWPHjhUfHx/ZsGGDiFRMRRk/frw0b95cunTpIt26deOKfNV06dIlcXNzkwULFijj/eOPP5aWLVv+7nK/x44dkzlz5oijoyNXw6qmjIwMsba2lsjISBGpWH5/z5498tFHH8lXX32l3AeanJzMcV/Dzpw5I/b29srxPzY2VhwcHOTo0aMiUvXYL8JxXx9Yqt2EkWkqKytDfn4+QkJCAABGoxFarRaurq7Iy8sD8MtZEBGBq6srPDw8sGrVKnTt2lW1uk2Fn58fcnJy8M0332D9+vUoKytDr1694OrqijVr1mDw4MFYs2YNAgICkJaWBhFBv379eCaqmkpLS7FgwQK89tpryphfuXIlfH198eGHH2LGjBnKlbaUlBQsWbIEiYmJiIuLQ7du3VSu3rTodDrcuHEDrq6uACqOM25ubli1ahWioqKwefNmuLi44Mknn8T27duRlpYGe3t76HQ6ODk5qVx9w2U0GvHFF1/Azc0NS5YsUca7j48PrKysfnO18+rVq4iLi8PRo0dx5MgRXomohvLycrz33nto0qQJevXqBaBiCvTPP/+MwsJCXLlyBcHBwVixYgV69OjBcV+D7t69i4CAAISFheGNN94AAIwbNw6bNm3C8uXLcejQIWUGAMBxX2+o3ISRCXvwjF/lzfdLly6VSZMmVdnv7t27IvLLwghUfdeuXZPJkydL48aNZciQIcpNsCIiW7duFQcHB9m7d6+KFZoHo9Eo+fn5EhwcLGPGjJHy8nLlbGBpaanExcX9ZpEEqr7y8nLR6/USGhoqISEhcv/+fTEajUr2WVlZ4ufnJ2PGjFG+hgtS1JwjR47IokWLqmwzGAzSoUMH5blYD7p586bcunWrjqozbRkZGRIWFib9+vUTFxcXGT58uKSmpsq9e/fkzJkz4uzsXOV3MMd9zXnwWF75eWbjxo3SpUsX5Srbg1eDcnNzq/xuprrHJohq3YP/6CMjI5VpWiIib775pkRHR1d5ZgHVjKtXr8rixYvl22+/FZGqv+zc3NwkIiJCrdLMzu7du0Wj0SjTIqh2/PpESnx8vFhYWMjatWt/s098fLxotVpOQ6whf3QSq/K4YzAYxNXVVQ4fPqy8d/jwYTY/NeDX2V+4cEEmTZokTz31lKSlpVV5b8+ePaLRaJQHdFL1PJj97zWURUVF4uLiUuUh5Ww86w/eAU21TqvVVlkFq3J6xPLlyxEZGYknnniiymViqhlt2rTBokWLMHDgQAAV0w9FBHfu3EHz5s3Ru3dvlSs0HyNGjMCQIUPw4YcfoqSkRO1yTFJGRgbWrFmD69evK9sCAgLwzjvv4JVXXsGmTZsAVKxCCQB2dnZwd3dXVk6kv+73sq885ms0GpSXl6OkpAQWFhawt7cHACxZsgSBgYHQ6/Wq1Gwqfi/7Tp06YeXKlZg1axY6duwI4Jefh16vh7u7O1q0aKFKvabk19n/eiEng8GAJk2aYNGiRTh48CDOnj37u/uRevjJk+qE/Gfpa0tLS7i4uCA6OhqrVq3CmTNn0LNnT7XLM1mVHzgqaTQaxMTE4Pbt2xgwYIBKVZkfnU6HwYMH46233kJBQYGyOhDVjAsXLsDPzw///ve/cefOHcybN0+5v2HGjBm4e/cuwsLCcPnyZYwaNQrt27fHzp07UVZWxiaomv4o+wc/6Gm1WuURCJaWlnj99dcRExODU6dOoU2bNipW37D92bhv164dXFxclJ9D5X9PnjyJ9u3bcxXQavqz7CtVnnDx9fXF/fv3cerUKXh5ealRLv0RNS9DkflZuXKlaDQacXBwkB9++EHtcsxKbGyshIWFSdOmTbkKXB2qnPqQl5cnXl5evAeohhUXF8sLL7wgzz//vLz//vui0Whk/vz5cvPmTWUfg8Egn3/+ubRq1UqcnZ2la9eu0qZNG66GVU1/lP0fTXHr3bu3+Pj4iE6n4/G/mh4m+wenXSUnJ0tkZKTY29vL+fPn1SjZZPyv415EZMqUKeLu7i56vZ7T4eoRXgmiOhUYGIhly5bh+PHjygPDqG54eHhg69at+P7777kSWR2qPAPr6OiII0eO8MpDDdNqtfDy8kKzZs0wduxYODk5Ydy4cQCA+fPno3nz5tBqtZg8eTL8/f1x5coV3Lt3Dz169ICzs7PK1Tdsf5b9ggULlDPjBoMBBQUFuHjxIoqLi3Hu3Dn06NFDzdIbvIfJvvLYc+nSJURERCAjIwNHjhxh9tX0sOMe+GUWzIwZMxAVFcWH0dYzGpEHbtYgqgN3797lB0GV6PX6Kg+oJTIFvz6m7NixA+PHj0d4eDgWLlwIJycnlJeX49q1a2jXrp2KlZqeP8t+0aJFaNasGcrLy5Gfn4+zZ8+ibdu2PAlTQx4me4PBgLy8PNy9exdarZbjv4Y8TPZGoxGXLl1S7sui+odXgqjOsQFSDxsgMkWVxxSDwQCtVouxY8dCRPDcc89Bo9Fg7ty5iI6OxuXLl7F582bY2Njw5uQa8rDZX7p0CVu3boWNjY3KFZuOh80+OzsbsbGxaNSokcoVm47/5ZizZcsWNG7cmMeceohXgoiIyGRIxaMfoNVqsWPHDkyaNAkdO3ZEVlYWfvjhB+UhklTz/ij7Cxcu4MyZM8y+Fv3ZuD99+jRXA61FPOY0XGyCiIjIpMgDyzM//vjjSEhIQHx8PO+FqAPMXj3MXj3MvmHidDgiIjIpGo0GBoMB8+fPR1xcHBISEvhhpI4we/Uwe/Uw+4aJC8UTEZFJ6tatG3788Ud4enqqXYrZYfbqYfbqYfYNC6fDERGRSapcnpbqHrNXD7NXD7NvWNgEERERERGRWeF0OCIiIiIiMitsgoiIiIiIyKywCSIiIiIiIrPCJoiIiIiIiMwKmyAiIiIiIjIrbIKIiIiIiMissAkiIiIiIiKzwiaIiIhU9/zzzyM4OPg32+Pj46HRaJCfn1/nNRERkeliE0RERERERGaFTRARETUY+fn5mDp1Kpo3bw57e3s89thjSExMVN5fsWIFevXqVeVrfn016c6dOxg/fjycnZ1hY2ODHj16IDY2tg6/CyIiUhubICIiajCeffZZ3Lx5EwcOHMDZs2fRp08fPP7448jLy3vov+P+/fvw8vLCvn37kJycjLCwMEyaNAmnT5+uxcqJiKg+sVS7ACIioodx9OhRnD59Gjdv3oS1tTUAIDo6Gv/4xz+wa9cuhIWFPdTf4+zsjIiICOX17NmzcejQIXz55Zfo27dvrdRORET1C5sgIiJqEBITE1FcXIxmzZpV2V5SUoKsrCzldVJSEpo0aaK8NhgMVfY3GAx488038eWXX+Lq1avQ6/UoLS2FjY1N7X4DRERUb7AJIiKiBqG4uBitW7dGfHz8b95zdHRU/uzu7o49e/Yor0+dOoWJEycqr999912sXbsWa9asQY8ePWBra4u5c+dCr9fXZvlERFSPsAkiIqIGoU+fPsjNzYWlpSU6dOjwh/vpdDq4ubkpr3/++ecq7x87dgzPPPOM0hgZjUZkZGTAw8OjVuomIqL6h00QERHVCwUFBUhISKiy7cKFCwAqprj169cPfn5+CA4OxqpVq9ClSxdcu3YN+/btw8iRI+Ht7f1Q/5/OnTtj165dOH78OJo2bYrVq1fjxo0bbIKIiMwImyAiIqoX4uPj0bt37999z9/fH3Fxcdi/fz8iIyMRGhqKW7duoVWrVvD390fLli0f+v+zdOlSXLx4EYGBgbCxsUFYWBiCg4NRUFBQU98KERHVcxoREbWLICIi+jMdOnTAZ599hkGDBqldChERmQA+J4iIiOo9Dw+PKiu+ERERVQevBBERERERkVnhlSAiIiIiIjIrbIKIiIiIiMissAkiIiIiIiKzwiaIiIiIiIjMCpsgIiIiIiIyK2yCiIiIiIjIrLAJIiIiIiIis8ImiIiIiIiIzAqbICIiIiIiMiv/D35TC9oB3yYKAAAAAElFTkSuQmCC",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.figure(figsize=(10, 6))\n",
+                "plt.scatter(df[\"price\"], df[\"carat\"])\n",
+                "plt.xlabel(\"Цена\")\n",
+                "plt.ylabel(\"Карат\")\n",
+                "plt.xticks(rotation=45)\n",
+                "plt.title(\"Диаграмма рассеивания перед чисткой\")\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "# Выбираем столбцы для анализа\n",
+                "column1 = \"carat\"\n",
+                "column2 = \"price\"\n",
+                "# Функция для удаления выбросов\n",
+                "def remove_outliers(df, column):\n",
+                "    Q1 = df[column].quantile(0.25)\n",
+                "    Q3 = df[column].quantile(0.75)\n",
+                "    IQR = Q3 - Q1\n",
+                "    lower_bound = Q1 - 1.5 * IQR\n",
+                "    upper_bound = Q3 + 1.5 * IQR\n",
+                "    return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]\n",
+                "\n",
+                "\n",
+                "# Удаление выбросов для каждого столбца\n",
+                "df_cleaned = df.copy()\n",
+                "for column in [column1, column2]:\n",
+                "    df_cleaned = remove_outliers(df_cleaned, column)\n",
+                "\n",
+                "\n",
+                "plt.figure(figsize=(10, 6))\n",
+                "plt.scatter(df_cleaned[column1], df_cleaned[column2])\n",
+                "plt.xlabel(\"Цена\")\n",
+                "plt.ylabel(\"Карат\")\n",
+                "plt.xticks(rotation=45)\n",
+                "plt.title(\"Диаграмма рассеивания после чистки\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 9,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Количество строк до удаления выбросов: 53943\n",
+                        "Количество строк после удаления выбросов: 49517\n"
+                    ]
+                }
+            ],
+            "source": [
+                "# Вывод количества строк до и после удаления выбросов\n",
+                "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n",
+                "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Перейдем к созданию выборок"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 10,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Размер обучающей выборки: 32365\n",
+                        "Размер контрольной выборки: 10789\n",
+                        "Размер тестовой выборки: 10789\n"
+                    ]
+                }
+            ],
+            "source": [
+                "from sklearn.model_selection import train_test_split\n",
+                "\n",
+                "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
+                "\n",
+                "# Выбираем признаки и целевую переменную\n",
+                "X = df.drop(\"price\", axis=1)  # Все столбцы, кроме цены\n",
+                "y = df[\"price\"]\n",
+                "\n",
+                "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n",
+                "X_train, X_temp, y_train, y_temp = train_test_split(\n",
+                "    X, y, test_size=0.4, random_state=42\n",
+                ")\n",
+                "\n",
+                "# Разбиение оставшейся части на контрольную и тестовую выборки\n",
+                "X_val, X_test, y_val, y_test = train_test_split(\n",
+                "    X_temp, y_temp, test_size=0.5, random_state=42\n",
+                ")\n",
+                "\n",
+                "# Вывод размеров выборок\n",
+                "print(f\"Размер обучающей выборки: {X_train.shape[0]}\")\n",
+                "print(f\"Размер контрольной выборки: {X_val.shape[0]}\")\n",
+                "print(f\"Размер тестовой выборки: {X_test.shape[0]}\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Проанализируем сбалансированность выборок"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 11,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Распределение Price в обучающей выборке:\n",
+                        "price\n",
+                        "327      1\n",
+                        "334      1\n",
+                        "336      1\n",
+                        "337      1\n",
+                        "338      1\n",
+                        "        ..\n",
+                        "18791    1\n",
+                        "18795    2\n",
+                        "18797    1\n",
+                        "18804    1\n",
+                        "18806    1\n",
+                        "Name: count, Length: 9476, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n",
+                        "Распределение Price в контрольной выборке:\n",
+                        "price\n",
+                        "326      2\n",
+                        "340      1\n",
+                        "344      1\n",
+                        "354      1\n",
+                        "357      1\n",
+                        "        ..\n",
+                        "18781    1\n",
+                        "18784    1\n",
+                        "18791    1\n",
+                        "18803    1\n",
+                        "18823    1\n",
+                        "Name: count, Length: 5389, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n",
+                        "Распределение Price в тестовой выборке:\n",
+                        "price\n",
+                        "335      1\n",
+                        "336      1\n",
+                        "337      1\n",
+                        "351      1\n",
+                        "353      1\n",
+                        "        ..\n",
+                        "18766    1\n",
+                        "18768    1\n",
+                        "18780    1\n",
+                        "18788    1\n",
+                        "18818    1\n",
+                        "Name: count, Length: 5308, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n"
+                    ]
+                }
+            ],
+            "source": [
+                "def analyze_distribution(data, title):\n",
+                "    print(f\"Распределение Price в {title}:\")\n",
+                "    distribution = data.value_counts().sort_index()\n",
+                "    print(distribution)\n",
+                "    total = len(data)\n",
+                "    positive_count = (data > 0).sum()\n",
+                "    negative_count = (data < 0).sum()\n",
+                "    positive_percent = (positive_count / total) * 100\n",
+                "    negative_percent = (negative_count / total) * 100\n",
+                "    print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n",
+                "    print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n",
+                "    print(\"\\nНеобходима аугментация данных для балансировки классов.\\n\")\n",
+                "\n",
+                "\n",
+                "# Анализ распределения для каждой выборки\n",
+                "analyze_distribution(y_train, \"обучающей выборке\")\n",
+                "analyze_distribution(y_val, \"контрольной выборке\")\n",
+                "analyze_distribution(y_test, \"тестовой выборке\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Применяем методы приращения данных"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 12,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Распределение Price в обучающей выборке после oversampling:\n",
+                        "price\n",
+                        "327      85\n",
+                        "334      85\n",
+                        "336      85\n",
+                        "337      85\n",
+                        "338      85\n",
+                        "         ..\n",
+                        "18791    85\n",
+                        "18795    85\n",
+                        "18797    85\n",
+                        "18804    85\n",
+                        "18806    85\n",
+                        "Name: count, Length: 9476, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n",
+                        "Распределение Price в контрольной выборке:\n",
+                        "price\n",
+                        "326      2\n",
+                        "340      1\n",
+                        "344      1\n",
+                        "354      1\n",
+                        "357      1\n",
+                        "        ..\n",
+                        "18781    1\n",
+                        "18784    1\n",
+                        "18791    1\n",
+                        "18803    1\n",
+                        "18823    1\n",
+                        "Name: count, Length: 5389, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n",
+                        "Распределение Price в тестовой выборке:\n",
+                        "price\n",
+                        "335      1\n",
+                        "336      1\n",
+                        "337      1\n",
+                        "351      1\n",
+                        "353      1\n",
+                        "        ..\n",
+                        "18766    1\n",
+                        "18768    1\n",
+                        "18780    1\n",
+                        "18788    1\n",
+                        "18818    1\n",
+                        "Name: count, Length: 5308, dtype: int64\n",
+                        "Процент положительных значений: 100.00%\n",
+                        "Процент отрицательных значений: 0.00%\n",
+                        "\n",
+                        "Необходима аугментация данных для балансировки классов.\n",
+                        "\n"
+                    ]
+                }
+            ],
+            "source": [
+                "from imblearn.over_sampling import RandomOverSampler\n",
+                "\n",
+                "# Применение oversampling к обучающей выборке\n",
+                "oversampler = RandomOverSampler(random_state=42)\n",
+                "X_train_resampled, y_train_resampled = oversampler.fit_resample(X_train, y_train)\n",
+                "\n",
+                "# Анализ распределения для каждой выборки\n",
+                "analyze_distribution(y_train_resampled, \"обучающей выборке после oversampling\")\n",
+                "analyze_distribution(y_val, \"контрольной выборке\")\n",
+                "analyze_distribution(y_test, \"тестовой выборке\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "## Начнем анализировать датасет №18.\n",
+                "\n",
+                "Ссылка на исходные данные: https://www.kaggle.com/datasets/dewangmoghe/mobile-phone-price-prediction\n",
+                "\n",
+                "**Общее описание**: Данный датасет содержит информацию о ценах и атрибутах для 1369 мобильных телефонов разных конфигураций и производителей. Имеются 17 характеристик (именование модели, оценка (мин - 0, макс - 5), оценка на основе характеристик (мин - 0, макс - 100), информация о поддержке 2 симок и сетевых технологий (3G, 4G, 5G, VoLTE), количество оперативной памяти, характеристики батареи, информация о дисплее, характеристики камеры, поддержка внешней памяти, версия системы Android, цена, компания-производитель, поддержка быстрой зарядки, разрешение экрана, тип процессора, название процессора).\n",
+                "\n",
+                "**Проблемная область**: Финансовый анализ и прогнозирование цен на мобильные телефоны.\n",
+                "\n",
+                "**Объекты наблюдения**: телефон, включающий атрибуты: _Name, Rating, Spec_score, No_of_sim, RAM, Battery, Display, Camera, External_Memory, Android_version, Price, Company, Inbuilt_memory, Fast_charging, Screen_resolution, Processor, Processor_name_.\n",
+                "\n",
+                "**Бизнес цели**:\n",
+                "- ***Прогнозирование цен мобильные телефоны на основе оценки характеристик***.\n",
+                "- ***Прогнозирование оценки на основе фирмы и цены***.\n",
+                "\n",
+                "**Цели технического проекта**:\n",
+                "1. ***Прогнозирование цен на телефоны***: Входные данные - _оценка характеристик_; целевой признак - _цена_,\n",
+                "2. ***Анализ факторов влияния***: Входные данные -  _фирма и цена_; целевой признак - _оценка характеристик_."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 13,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Index(['Unnamed: 0', 'Name', 'Rating', 'Spec_score', 'No_of_sim', 'Ram',\n",
+                        "       'Battery', 'Display', 'Camera', 'External_Memory', 'Android_version',\n",
+                        "       'Price', 'company', 'Inbuilt_memory', 'fast_charging',\n",
+                        "       'Screen_resolution', 'Processor', 'Processor_name'],\n",
+                        "      dtype='object')\n"
+                    ]
+                }
+            ],
+            "source": [
+                "import pandas as pd\n",
+                "\n",
+                "df = pd.read_csv(\"../data/mobile-phone-price-prediction.csv\")\n",
+                "print(df.columns)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Атрибуты: \n",
+                "- Неизвестный: 0, \n",
+                "- Наименование телефона (Name), \n",
+                "- Рейтинг (Rating),\n",
+                "- Рейтинг на основе характеристик (Spec_score),\n",
+                "- Поддержка различных технологий (No_of_sim),\n",
+                "- Количество оперативной памяти (Ram),\n",
+                "- Инфо о батарее (Battery),\n",
+                "- Инфо о дисплее (Display),\n",
+                "- Инфо о камере (Camera),\n",
+                "- Инфо о внешней памяти (External_Memory),\n",
+                "- Версия Android (Android_version),\n",
+                "- Цена (Price),\n",
+                "- Компания-производитель (company),\n",
+                "- Инфо о внутренней памяти (Inbuilt_memory),\n",
+                "- Быстрая зарядка (fast_charging),\n",
+                "- Разрешение экрана (Screen_resolution),\n",
+                "- Тип процессора (Processor),\n",
+                "- Наименование процессора (Processor_name)."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 14,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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ULyki6obvVSIiIiKi6MECEemuvjn4B86exBFR3+B7lYiIiIgoerBARLpLHRSvaRwR9Q2+V4mIiIiIogcLRKS7CfZkpNviEaxBtgUdHZIm2JP1TIuIzsD3KhERERFR9GCBiHQXY7WgcLojZEzhdAdirME+lhKRHk5/r575bvT/zPcqEREREVFkYIGIDDE1Kx13T7LjzM+VVgtw9yQ7pmalG5MYEXUxNSsdK2aOR5qt62NkabZ4rJg5nu9VIiIiIqIIEWt0AhSdSitrsWqbs1v7bJ8PWLXNiXEjBvODJ5FJTM1KR54jDRXORtQ3tyF1UMdjZbxziIiIiIgocrBARLrzeH1YsrGqW3EI6GibbQGwZGMV8hxp/ABKZBIxVgtyRqUYnQYREREREfURPmJGuqtwNqLWFbwttg9ArasNFc5G/ZIiIiIiIiIiimIsEJHu6puDF4d6EkdEREREREREvcMCEekudVB8+CAVcURERERERETUO9yDKAK4271YX16NmsYTyEgegFk5mYiLNW/tb4I9Gem2eNS52gLuQ2RBR4ekCfZkvVMjoiA8Xh83qSYiIlPhtYnU4HghCo8FIuGKSqpQXOaE97RKy1Mle5Cfa0fBNIdxiYUQY7WgcLoD92zYGfC4D0DhdAcnbCKTKK2sxZKNVV32Dku3xaNwuoPdBomIyBC8NpEaHC9Eypj3NhMKq6ikCiu3dS0OAYDXB6zc5kRRSZUxiRFRxCitrMW8DTu7bSxf52rDvA07UVpZa1BmREQUrXhtIjU4XoiUY4FIKHe7F8VlzpAxxWVOuNu9OmWknL/NfTD+NveeMytfRKQr/3s10DvR/xrfq0REpCdem0gNjhcidVggEmp9eXW3O4fO5PV1xJkN29wTycD3KhERmQ2vTaQGxwuROiwQCVXTeELTOD2xzT2RDHyvEhGR2fDaRGpwvBCpwwKRUBnJAzSN0xPb3BPJwPcqERGZDa9NpAbHC5E6LBAJNSsnE+GafFktHXFm429zHyx9Czq6CrDNPZGx+F4lIiKz4bWJ1OB4IVKHBSKh4mKtyM+1h4zJz7UjLtZ8/xf729yHwjb3fcvj9aF8bwPe2nUQ5XsbuDEfBXT6e/XMd6P/Z75XiYhIT7w2kRocL0TqmK96QIoVTHMge3hSwGPZw5NQMC10EcZIU7PScfcke7e7oKwW4O5JdkzNSjcmsShQWlmLicu3Ykbxdjzw+i7MKN6Oicu3ssUnBeR/r1rOeK9a+F4lIiKDTM1Kx4qZ45Fm6/pYUJotHitmjue1ibqYmpWOKx2p3TqZ+QBc6UjleCE6jcXn80X9rQNNTU2w2WxwuVxISgpccDGjopIqrNwWvNX93El20xaJSitrMW/Dzm4Ttf8zKC/ufYPnndQKNmaAjnHDMUNEREbxeH2ocDaivrkNqYM6HhPinSB0JsmfmYi0orTmwTuIhHK3e1FcFnyiA4DiMifc7V6dMlLO4/VhycaqgB84/a8t2VjFx540xvNOaoUaM34cM0REZJQYqwU5o1Jww0XnIGdUCotD1I3kz0xERmCBSKj15dUI95nM6+uIM5sKZyNqXcFbSfoA1LraUOFs1C+pKMDzTmpxzBAREZFkkj8zERmBBSKhahpPaBqnp/rm4B84exJHyvC8k1ocM0RERCSZ5M9MREZggUiojOQBmsbpKXVQfPggFXGkDM87qcUxQ0RERJJJ/sxEZAQWiISalZPZrQPYmayWjjizmWBPRrotvlurST8LgHRbx0aDpB2ed1IrUsaMx+tD+d4GvLXrIMr3NnDPJCKiCMH5ncKR/JmJyAixRidAPRMXa0V+rj3kjvz5uXbExZqvBhhjtaBwugP3bNgZ8LgPQOF0Bzca1BjPO6kVCWOmtLIWSzZWddlLKd0Wj8LpDnZfIyISjPM7KSH5MxOREfhOEKx8X0Ovjhvpk/1He3WciPQh+b1aWlmLeRt2dttou87VhnkbdqK0stagzIiIqDc4vxMR9Q0WiIRqaWvH7gNNIWN2H2hCS1u7Thkpx3aTxvC3LA/GArYsp64kv1f94z3QaPa/xvFORCQP53dSQ/JahsgILBAJ9dAfPtE0Tk9sN2kMtiwntSS/VzneiYgiE+d3UkPyWobICCwQCbX/aKumcXpiu0ljsGU5qSX5vcrxTkQUmTi/kxqS1zJERmCBSKgRgxM0jdMT200agy3LSS3J71WOdyKiyMT5ndSQvJYhMgILREI9f9s4TeP0xHaTxoiUluWkH8nvVY53IqLIxPmd1JC8liEyAgtEQiXGxyJ7eFLImOzhSUiMj9UpI+X87SZDYbtJ7flblodi9pblpC/J79XTx/uZI9r/M8c7BeNu92J12T4sfqsSq8v2cfNSimgerw/lexvw1q6DKN/bYPrNnbmeMVar24NFb36GWas/wqI3P0Or22N0SiFJXsuQ8aTNj1qw+Hy+yP9XhtHU1ASbzQaXy4WkpNBFF7M572clcHu6/18YF2PBl09NMyAj5SY/txU1Dd33SMpIScAHj0wxIKPoUFRSheIyZ5cN+6yWjotjwbTQCy6KTte/XBawa2L28CS8PT/XgIyUK62sxZKNVV02NE23xaNwugNTs9INzIzMinMkRRPJc2T+uh3YUlXf7fU8RyqKZ19iQEaRT/I559xOakmeHwNRWvNggQhyC0TBCix+Zi60BLvA+Em40EhUWlmLeRt2dmsN6/+ObcXM8SInPOo7RSVVWLkteHvYuZPMv7DyeH2ocDaivrkNqYM6HjvgN8sUSCSMdyKlJK8J+F7VXySs3d3tXqwvr0ZN4wlkJA/ArJxM3jlEAUmeH4NRWvPgO0Io14lTIYtDAFDT0ArXiVM6ZaRcq9sT8gIDAFuq6k1/y6o0Hq8PSzZWdZvoAHS+tmRjVVTcOknKuNu9KC4LvgAHgOIyp+kfv4mxWpAzKgU3XHQOckalsDhEAUXKeCdSQvKagO9V/UXK2j0u1oq7ckdi6Q1ZuCt3JItDFJDk+VELfFcINWdNhaZxenq6pErTOFKmwtnY5RbJM/kA1LraUOFs1C8pMrX15dUId+3z+jriiKTjeKdoInlNwPeq/rh2p2gieX7UAgtEQn0bYtD2JE5P1Q0nNI0jZeqblY0FpXEU+Woalb0HlcYRmRnHO0UTyWsCvlf1x7U7RRPJ86MWWCASapgtXtM4PWWmDNA0jpRJHaRsLCiNo8iXkazsPag0jsjMON4pmkheE/C9qj+u3SmaSJ4ftcACkVC/vXOCpnF6Wqhw00ClcaTMBHsy0m3x3Vp++1nQsTP/BHuynmmpFo3tJo0yKycT4bbrsVo64oik43inaCJ5TcD3qv4iZe3e6vZg0ZufYdbqj7Dozc9Mv2cSGUPy/KgFFoiEsg3oh4yUhJAxGSkJsA3op1NGyiXExSDPkRoyJs+RioS4GJ0yig4xVgsKpzsCbrgGdDxPWzjdYeoNfEsrazFx+VbMKN6OB17fhRnF2zFx+VaUVtYanVpEiou1Ij/XHjImP9fOTR4pInC8UzSRvCbge1V/kbB2z1+3A2MXl2L99v0o++oI1m/fj7GLS5G/bofRqZHJ+OdHAN2KRP6fzTo/aoEzp2DnDR3Uq+NG+vJQc6+OU/Txt5s8c9O4Olcb5m3YySJRH9l35HivjhNJMm7E4F4dJ5Lklfe/7tVxii7Fsy8JWiQye4v7/HU7gnZh21JVzyIRdTM1Kx0rZo5H2hnbtaTZ4kW2uFcj1ugEqGfUtJs0WzXfdeIUahpaQ8bUNLTCdeKUKe+AksrfsjEYCzpaNuY50kxXEQ/XbtLMuUsmeZ4hUkvyHEmkVktbO3YfaAoZs/tAE1ra2pEYb66PC0rb3C+4agzvItJY8exL0Or24OmSKlQ3nEBmygAsnOYw9RqAaxnqqalZ6chzpKHC2Yj65jakDup4rCzS1wCcNYWS3G5yzpoKTeNIGcktGyXnLpnkeYZILc4zFE0e+sMnmsbpiW3ujZUQF4NlN16A9XddimU3XmD6ogrXMtQbMVYLckal4IaLzkHOqJSILw4BLBCJJbnd5LchFuA9iSNlJLdslJy7ZJLnGSK1OM9QNNl/NPSd3Grj9MQ296QG1zJE6rBAJJTkdpPDbMpaAiqNI2Ukt2yUnLtkkucZIrU4z1A0GTE4dKMTtXF6Ypt7UoNrGSJ1WCASSnK7yd/eOUHTOFJGcstGyblLJnmeIVKL8wxFk+dvG6dpnJ7Y5p7U4FqGSB0WiISS3G7SNqAfMlJCfyOVkZJg+g2qPV4fyvc24K1dB1G+twGecA/EG0xyy0bJuUsmeZ4hUitS5hl3uxery/Zh8VuVWF22D+52r9EpkQklxscie3hSyJjs4Umm26AaYJt7UodrGSJ1LD6fz9yfanXQ1NQEm80Gl8uFpKTQF0uzyX7iXTS1tXd7PSk+FrufuNqAjJTLfGxT0GPVz1yrYybqlVbWYsnGqi4bmqbb4lE43WH6tofBWn2avUUpIPu8SyZ5niFSS/IcWVRSheIyZ5cNfK2Wjg/LBfx2nAI472clcHu6fxSIi7Hgy6emGZCRchzvpIbkuZ1IC0prHiwQQW6B6PqXy0K2KM0enoS35+fqmJFywRYkfmZemJRW1mLehp3dWq77v1NeMXO8aYsVRSVVWLkteGvYuZPMv6jyeH1R127SSJLnGSK1JM+RknMnY0x+bitqGoJvQp2RkoAPHpmiY0bqudu9WF9ejZrGE8hIHoBZOZm8c4iCanV78HRJFaobTiAzZQAWTnPwziGKGkprHua7b5QUaWlrD/mhDQB2H2hCS1u76W4PPtjYGrI4BABujw8HG1txTrK5Nkf0eH1YsrGqW3EI6GiBbAGwZGMV8hxppitauNu9KC4L/uEBAIrLnFhw1RhTL6787Sap70meZ4jUkjxHSs6djOE6cSpkcQgAahpa4TpxytSP/MfFWnFX7kij0yAhEuJisOzGC4xOg8jUuEoQ6qE/fKJpnJ6uefEDTeP0VOFs7PJ405l8AGpdbahwNuqXlELry6sRbpskr68jjgiQPc8QqSV5jpScOxljzpoKTeOIiCgysEAk1P6job/1URunp+MnPZrG6am+OXhxqCdxeqppPKFpHEU+yfMMkVqS50jJuZMxvg3xZVdP4oiIKDKwQCTUiMHKHr1SGqengf2VPeurNE5PqYPiNY3TU0byAE3jKPJJnmeI1JI8R0rOnYwxzKZsnaI0joiIIgMLREI9f9s4TeP0tPn+yZrG6WmCPRnptvhuLZD9LOjoqjXBnqxnWorMyslEuG2RrJaOODPzeH0o39uAt3YdRPneBnjCPVdBPSZ5nokUbFmuH8lzpOTcyRi/vXOCpnFGqTvWhouX/RXn/awEFy/7K+qO8Y6nviZ5HSY5dyK9cFdRoRLjY5E9PClsdyEzbhx7TnIC4mIsYbuYmW2DaqBjg+TC6Q7cs2FnwOM+AIXTHabboBro2MgxP9cesstNfq7d1BuYss29viTPM5EgUAvnp0r2sIVzH5E8R0rOnYxhG9APGSkJYbuYmXmD6rGLNqP11L+L5keOn8Jlz7yHhH5W7Fl2jYGZRS7J6zDJuRPpyfQrhebmZjz44IPIyMhAQkICLr/8cuzYsaPzuM/nw+LFi5Geno6EhARceeWV+OqrrwzMWD/3XjG6V8eNNPm7Q3p1nHrmjZ0He3XcSKWVtZi3YWe3TcLrXG2Yt2EnSitrDcossuWMDN0xLtxx6hl/y/Izv9z0+oCV25woKqkyJrEIN27E4F4dN1LBNAfmTrJ3u5PIamGLewrsvKGDenXcSGcWh07XesqLsYs265xR5JO8DpOcO5HeTF8g+q//+i9s2bIF69evx2effYarrroKV155JQ4e7Pgg++yzz+LFF1/Er3/9a3z00UcYOHAgrr76arS1RfYtpv5268H4262b8dbJVrcHW6rqQ8ZsqapHq9t8m1RLPu+NLW4cbnGHjDnc4kZjmBgj+M97oLPqf82s510ypa2z+diTtnjejSF5fvcrmObA58uuwaJrx2J2TgYWXTsWny+7hsUh6kbyWqzuWFvQ4pBf6ykvHzfTkOR1mOTciYxg6gJRa2sr/vznP+PZZ5/FpEmTMHr0aDzxxBMYPXo0VqxYAZ/PhxdeeAGPP/44brjhBmRnZ2PdunX49ttv8eabbwb9vSdPnkRTU1OXP9JIbrf+tMJvvpXG6Unyeb991T80jdOT5PMuGVtnG4Pn3RiRMs/ExVpxV+5ILL0hC3fljuRjZRSQ5LXYdS9t0zSOwpM8P0rOncgIpl41tLe3w+PxID6+aweFhIQEfPjhh3A6nairq8OVV17Zecxms+HSSy9FeXl50N9bVFQEm83W+efcc8/ts39DX5Hcbr26QVmbXaVxepJ83uubld0ZpDROT5LPu2RsnW0MnndjcJ6haCJ5LdbU1q5pHIUneX6UnDuREUxdIBo0aBBycnKwbNkyfPvtt/B4PNiwYQPKy8tRW1uLuro6AMDQoUO7/L2hQ4d2HgukoKAALper888333zTp/+OviC53XpmirI2u0rj9CT5vKcOitM0Tk+Sz7tkbJ1tDJ53Y3CeoWgieS2WpLAxgtI4Ck/y/Cg5dyIjmLpABADr16+Hz+fDOeecg/79++PFF1/EjBkzYLX2PPX+/fsjKSmpyx9pJLdbX6hwLwSlcXqSfN5fv/tyTeP0JPm8S8bW2cbgeTcG5xmKJpLXYu/cN0nTOApP8vwoOXciI5i+QDRq1Ch88MEHaGlpwTfffIOKigqcOnUKI0eORFpaGgDg0KFDXf7OoUOHOo9FKn+79VDM2m49IS4GeY7UkDF5jlQkxMXolJFyks97cmIchiSGvjtoSGIcksPEGEHyeZfM3zo7FAmts93tXqwu24fFb1Viddk+02/uHCnnXRrOM8bzeH0o39uAt3YdRPneBm4a24ckr8XSzopHQr/Q819CPyvSzuIdIVqRPD+envuZ2fl/NmvuREYQs7ocOHAg0tPTcfToUbz77ru44YYbYLfbkZaWhvfee68zrqmpCR999BFycnIMzFYfU7PSe3XcSMWzL+nVcSNNzUrH2UGKKGcnxpn6vO94PK9Xx400NSsdI1ISAh4bkZJg6vMuWcE0R8hv3czeHamopApjFm3Gsk17sK68Bss27cGYRZtN3ya+YJoD2cMD392aPTzJ9OddqqlZ6RgU5LGUQfGxnGf6UGllLSYu34oZxdvxwOu7MKN4OyYu38r2032oePYlIed3M6/F9iy7plfHST3J67CpWelYMXM80mxdi4ZptnismDne1LkT6c3i8/lM/fXMu+++C5/Ph+9+97v4+uuv8cgjjyA+Ph5lZWXo168fli9fjmeeeQZr166F3W7HokWLsHv3blRVVXXb3DqYpqYm2Gw2uFwuUY+bjSzYFLLTjdUC7Cu6Vr+EVMh8bFPYmOpnzJn75Oe2oqahNejxjJQEfPDIFB0zUm7sos0hW8Mm9LOadlF1/ctl2H0geMfB7OFJeHt+ro4ZRYfRCzch1A03sVbg66fN+V4tKqnCym3B28XPnWQ3baFFcu6SXfLkFhxuCb5R/5DEOFMX0qUqrazFvA07u7Wh9hcv+AGub5z3sxK4PcEXknExFnz51DQdM1JO8lpMqkhYh3m8PlQ4G1Hf3IbUQR2PlfHOIYoWSmsepr+DyOVy4Sc/+QnGjBmD2bNnY+LEiXj33XfRr18/AMBPf/pT3Hfffbj77rtxySWXoKWlBaWlpYqLQ1I5648raoPsrD+uT0IqfPFts6ZxenKdOBVyQQIANQ2tcJ04pVNGytUdawtZHAKA1lNe1B0zXxeHlrb2kIsSANh9oAkt7Fiiqf1HToQsDgFAu7cjzmzc7V4UlwUvsABAcZnTlI+bSc5dssYWd8jiEAAcbnGjMUwMqePx+rBkY1W34hCAzteWbKzi42YaO9jYGrI4BABujw8HG0OveYwgeS0mVaSsw2KsFuSMSsENF52DnFEpLA4RBWD6AtGtt96KvXv34uTJk6itrcXLL78Mm83WedxisWDp0qWoq6tDW1sb/va3v+G8884zMGN9TP3lB5rG6WnaS9s0jdPTnDUVmsbp6TqF51NpnJ4e+sMnmsaRMpLnmfXl1YqK6OvLq3XJRw3JuUt2+6p/aBpHylQ4G1HrCv7FhA9ArasNFc5G/ZKKAte8qGzeVhqnJ8lrMam4DiOKHqYvEFFgJ8N866M2Tk9KUzJh6vg2xCK2J3F6alL4rY7SOD3tP6rsG0ylcaRMuDvO1MbpqaZR2V1NSuP0JDl3yeqbld0ZpDSOlKlvVna9VBpHyhw/6dE0Tk+S12JScR1GFD1YIBKqf4yyWyKVxulJaUomTB3DbMoeXVQap6ekIBuv9jROTyMGB94UsadxpEy4LjFq4/SUkTxA0zg9Sc5dstRByjo4Ko0jZVIHKbteKo0jZQb2V9adTGmcniSvxaTiOowoephvVU+KlD4wWdM4PZXcN0nTOD399s4Jmsbp6R2F51NpnJ6ev22cpnFGaXV7sOjNzzBr9UdY9OZnaHWb75vZ00meZ2blZCLc1gJWS0ec2UjOXbLX775c0zhSZoI9Gem2+JDdtNJtHZvJknY2369s3lYapyfJazGpImUd5m73YnXZPix+qxKry/ZxLz+iAFggEsqeOlDRBwh76kB9ElLhu8MGaRqnJ9uAfsgI0uLTLyMlAbYB/XTKSLm0s+LD3umR0M+KtLPM941bYnxs0JbfftnDk5Bowruf/PLX7cDYxaVYv30/yr46gvXb92Ps4lLkr9thdGpBjTh7AGLDXCVirR1xZhMXa0V+rj1kTH6uHXHh/oEGkJy7ZMmJcRiSGPruoCGJcUgOE0PqxFgtKJzuCLhJNdCxB1HhdAc3k9XYOckJiAtzq3ZcjAXnJJvvjhDJazGpImEdVlRShTGLNmPZpj1YV16DZZv2YMyizSgqqTI6NSJT4epSMCWbmJqVkkWJWdU3nezVcSNN/M7ZvTpupJyRKb06bqT8dTuwpao+4LEtVfWmLhI5hoVeEIY7bqR9R0J3cQx33EgF0xyYO8ne7YsAq4Ut7vtSepgCebjj1DOf7D/aq+PUM5O/O6RXx4103tDQXyKGO07q3XvF6F4dN1JRSRVWbnN2+2zk9QErtzlZJCI6DQtEQlWFaTWpNk5PklurSm4V3+r2BC1S+G2pqjflY0+S235LPu+S29pKPu9+BdMc+HzZNVh07VjMzsnAomvH4vNl17A41Eckj3fJJM/vkkmeIyXnLpXH68OSjcGLKBYASzZWwWPCb6c5xxCpwwKRUNe9XKZpnJ4kt1aV3Cr+aYXfjiiN05Pktt+Sz7vktraSz/vp4mKtuCt3JJbekIW7ckfysbI+JHm8SyZ5fpdM8hwpOXepKpyNqA3RFc4HoNbVhgpno35JKcQ5hkgdrjSFUlrjNmMtXHJrVcmt4qsblLXEVhqnJ8ltvyWfd8ltbSWfdzKG5PEumeT5XTLJc6Tk3KWqb1Z2Z7zSOD1xjiFShwUioZT+H2fG/4Mlt1aV3Co+M0XZRsJK4/Qkue235PMuua2t5PNOxpA83iWTPL9LJnmOlJy7VKmDlO2/pjROT5xjiNQxY/2AFHhnfq6mcXqS3FpVcqv4hQr3LVEapyfJbb8ln3fJbW0ln3cyhuTxLpnk+V0yyXOk5NylmmBPRrotHsHeqhYA6bZ4TLAn65mWIpxjiNRhgUgoR5hWk2rj9CS5tarkVvEJcTHIc6SGjMlzpCIhznx3bklu+y35vEtuayv5vJMxJI93ySTP75JJniMl5+7n8fpQvrcBb+06iPK9Dabc3Pl0MVYLCqd3FNzOXMH7fy6c7kBMuEqMATjHEKlj8fl85p6RdNDU1ASbzQaXy4WkJPMVVELJfGxT0GPVz1yrYybq2R/bhECDzwLAafLcRy/chEDNDmKtwNdPmzv3S57cgsMt7m6vD0mMw47H8wzISLnrXy4L2GUoe3gS3jbh3XKnk5z7eT8rCdh5MC7Ggi+fmmZARspJPu9kjMnPbUVNQ/d9hjJSEvDBI1MMyCg68L1qDMlrMam5l1bWYsnGqi6bPqfb4lE43YGpWekGZhae5Nzz1+0I2P0uz5GK4tmXGJARkb6U1jxYKhXsvJ+V9Oq4kfLX7Qh4UQc6OiHkr9uhZzqqFJVUBSwOAUC7t+O4WeWv2xGwOAQAh1vcpj/vwVpQ7z7QZOrzXlpZi8+C5P7ZgSaUVtbqnJFyk5/bGrA4BABujw+Tn9uqc0bKST7vZIzSylrsD1AcAoD9Da0cM31E8vwu2Xk/Kwm5FjPzOlJq7qWVtZi3YWe3jmB1rjbM27DT9HPM1Kx0fPjoFPw+/zL88vaL8Pv8y/Dho1NMXxwqrazF3wIUhwDgb1X1pj/vRHpigUiog42tQT+0+bk9PhxsNF+3lVa3J2AF/3RbqurR6jZfFzN3uxfFZc6QMcVlTriDVZAMxPNuDI/XhyUbq4IuZAFgycYqU95e7jpxKuCdFKeraWiF68QpnTJSTvJ5J2NwzBhD8vwumeR1pNTcQ80x/tckzDExVgtyRqXghovOQc6oFFM+VnY6zu1E6rBAJNQ1L36gaZyenlb4TaDSOD2tL69GuOuH19cRZzY878aocDZ2+6bwdD4Ata42VDgb9UtKoTlrKjSN05Pk807G4JgxhuT5XTLJ60ipuXOOMQbPO5E6LBAJdfyksrs8lMbpqbrhhKZxeqppVJaT0jg98bwbo745+KKkJ3F6+jbEgqoncXqSfN7JGBwzxpA8v0smeR0pNXfOMcbgeSdShwUioQb2V9aZQWmcnjJTBmgap6eMZGU5KY3TE8+7MVIHKetopzROT8NsynJSGqcnyeedjMExYwzJ87tkkteRUnPnHGMMnncidVggEmrz/ZM1jdPTwmkOTeP0NCsnE+EetbZaOuLMhufdGBPsyUi3xXdrC+tnQUcHkAn2ZD3TUuS3d07QNE5Pks/76aS1QpYsUsaMNJLnd8kkryOl5h4pc4y061KknHcivbBAJNQ5yQmIiwm9ooqLseCc5ASdMlIuIS4GeY7UkDF5jlQkxJnrmx8AiIu1Ij/XHjImP9eOuFjzvbV43o0RY7WgcLojZLeVwukOU27yaBvQDxkpoeeQjJQE2Ab00ykj5SSfd7/SylpMXL4VM4q344HXd2FG8XZMXL6V3Vb6SCSMGYkkz++SSV5HSs09EuYYidelSDjvRHri1VYwJR0czCpYq0mlx420alvobivhjhvpw6+O9Oq4kcr3NfTquJGKNu/p1XEjTT0/rVfHjfTK+1/36riRpLdClurPOw/06jj1TME0B+ZOsne7k8hqAeZOsqPAhHe2RgKvL/Q6MdxxUo/XJWNwbidSjgUiob74tlnTOD19XdcSstUk0FHN/7quRY90VJGce92xNrSeCt0muPWUF3XHzLdJX0tbO3YfaAoZs/tAE1ra2nXKSDnJreIlt5+WPGYipRWyNK1uD7aE+XJiS1U9Wt3m2vg2UhRMc+DzZddg0bVjMTsnA4uuHYvPl13D4lAf2X/kBMJN3e3ejjizkdrmntclY3BuJ1KHBSKhpr20TdM4PUltTwrIzv06hWNBaZyeHvrDJ5rG6Ulyq3jJ7acljxm25DXG0yVVmsaRenGxVtyVOxJLb8jCXbkj+VhZH5r6S2XrFKVxepK6FuN1yRic24nU4ZVXKKVPj5nxKbMwN7GojtOT5NybFH4jpTROT/uPKvsWUGmcniS3ipfcflrymGFLXmNUNygbx0rjiMws3B3FauP0JLXNPa9LxuDcTqQOC0RChdmbT3WcnvopHHVK4/QkOfek+FhN4/Q0YrCyjSaVxulJcqt4ye2nJY8ZtuQ1RmaKsnGsNI7IzBIULlSUxulJapt7XpeMwbmdSB3zzfqkSMl9kzSN05PU9qSA7NzfUTgWlMbp6fnbxmkapyfJreIlt5+WPGbYktcYCxXudaM0jsjMSh9Qtk5RGqcnqWsxXpeMwbmdSB0WiIT67rBBmsbpaXRaYtALjJ/l/+LMRnLuaWfFh/0mMKGfFWlnme/bn8T4WGQPTwoZkz08CYkmvPtJcqt4ye2nJY8Zf0veUNiSV3sJcTHIc6SGjMlzpCIhzlx3JZzJ3e7F6rJ9WPxWJVaX7TPlJvJkvBFnD0C4qTvW2hFnNlLb3EfKdenMM+//2azXpUiZ24n0YvH52MOyqakJNpsNLpcLSUmhJ26zyXxsU9Bj1c9cq2Mm6jF3Y4ws2BRw42GrBdhXZO7cL3lyCw63uLu9PiQxDjsezzMgI+VGL9wUsGNMrBX4+mlzn/fJz20N2IktIyUBHzwyxYCMlJOce/66HQE7r+Q5UlE8+xIDMooOks97UUkVisucXeZ4q6WjkMtuYBSI5PWM1Nwlr8MkzzHZT7wbcJ/NpPhY7H7iagMyItKX0pqH+b72JcXGLtrcq+NGGr0w+EVdyXEjST7v+et2BO1K5fV1HDeropKqgMUhADjc4kaRibtPTH5ua9B2wu3ejuNmlb9uR8ACCwDUNLSaesyUVtZif5Dc9ze0orSyVueMlCsqqQralndLVb2px7t0xbMvwZ6lUzHrshHI/c7ZmHXZCOxZOlVEcWjlNme3Od7rA1Zuc3LMUDfn/aykV8eNFKo4pOS4UbKfeDfkOiz7iXf1TUiF0sparAoyx6za5jT1NfX6l8uCNmFpamvH9S+X6ZwRkXmxQCRU3bG2sJ0lWk95UXfMfN0E9h85EfTDsl+7tyPObCSf91a3J+gHTr8tVfVodZur6wfQ8chEcZkzZExxmdOUj1K4TpwKWmDxq2lohevEKZ0yUk7ymPF4fViysQqhbpFdsrEKnmArdQNJHu+RIiEuBstuvADr77oUy268wPSPHnDMkFoHG1vhDtPq1u3x4WCj+TpqfbzvqKZxejncdDJsp9imtnYcbjqpU0bKSb6mtrS1Y/eBppAxuw80ocWEXXyJjMACkVDXvbRN0zg9Tf3lB5rG6UnyeX9a4bfHSuP0tL68Oug3bn5eX0ec2cxZU6FpnJ4kj5kKZyNqXcELtT4Ata42VDgb9UtKIcnjnYzBMUNqXfOisjWW0jg93bLqH5rG6eWmVz7UNE5Pkq+pD/3hE03jiCIdC0RChfsGQm2cnsLdgaM2Tk+Sz3t1g7I7spTG6ammUVlOSuP09G2IBVVP4vQkeczUNys7n0rj9CR5vJMxOGZIreMnld35qTSOwms8ruxOYaVxepJ8Td1/VNldcErjiCIdC0RCJSnscKA0Tk/hOmmpjdOT5POemaKsE4nSOD1lJCvLSWmcnobZlHWFUxqnJ8ljJnWQsvOpNE5Pksc7GYNjhtQa2F/ZY5NK4yi85IHKupUqjdOT5GvqiMHKutkpjSOKdOb7BE6KvHPfJE3j9FT6wGRN4/Qk+bwvVNhdQmmcnmblZCJc51SrpSPObH575wRN4/QkecxMsCcj3RbfrR2vnwVAui0eE+zJeqaliOTxTsaIlDHj8fpQvrcBb+06iPK9DabczyRSbL5f2RpLaZye/nz35ZrG6eUv907UNE5Pkq+pz982TtM4ii7ReF1igUiotLPiw95hk9DPirSzTFjJP3sAYsOMvFhrR5zZSD7vCXExyHOkhozJc6SacjPWuFgr8nPtIWPyc+2ICzewDGAb0A8ZKaG/lcpISYBtgPm+MZQ8ZmKsFhRO7yhcnbmg9f9cON2BmHCfqg0gebyTMSJhzJRW1mLi8q2YUbwdD7y+CzOKt2Pi8q2m7owk2TnJCYiLCT3/xcVYcE6y+e6q+N7IwZrG6WVIUv+wd5gnxcdiSFJ/nTJSTvI1NTE+FtnDg7f0BoDs4UlINOHd/2SsaL0umXelQGF9Z2hir44byRNme6Fwx42kpIuZWX15qLlXx420+sPQHXrCHTdSsFbrSo8b6aN9oTecDHfcSFOz0rFi5niknfH4XpotHitmjsfUrHSDMiPSXsE0B+ZOsne7k8hqAeZOsqPAhHf6+ZVW1mLehp3dNsGtc7Vh3oadEb8YN0q4D/Nm/LDvp+TLOjPKDPPlZ7jjRpJ8TR2aFPqL23DHKfpE83WJpVKh1LRsNFtF/Ou6lpBtMoGObghf17VgdJq5ily7qo8pjrso86w+zUUtNe3WzXY3y/4jJxCuO3O7tyPObHeeSR7valrymvEbT6BjQZvnSEOFsxH1zW1IHdRxC7yZP/gobVm+4Koxpr4jhPRXMM2BBVeNwfryatQ0nkBG8gDMysk09TgJ1T7bh467E5ZsrEKeI83U71tp6o61KfrCq+5Ym+nuipaau+S1u5/Ea2qr24MtVfUhY7ZU1aPV7THlHdGkv2i/Lpl3xUAhSW7ZKLm16o2//l9N4/Qkud361F8qGwtK4/QkebxLbsl7uhirBTmjUnDDRecgZ1SK6S/mbFlOvREXa8VduSOx9IYs3JU70tTFIUB2+2zJrntpm6ZxepKau+S1++mkXVOfLqnSNI4iX7Rfl8y9aqCgJLdsVPoElomf1BJJcrt1pY/tmfHxPsnjXXJLXsnYspyiieT22ZKFuztUbZyepOYuee0uWXWDsmul0jiKfNF+XWKBSCjJLRuVPhZu0sfHxZLcbl3pXgJm3HNA8niX3JJXMrYsp2giuX22ZOE2S1YbpyepuUteu0uWmaLsWqk0jiJftF+XTPiRhJSQ3LJRcmvVN+/5vqZxepLcbr30AWVjQWmcniSPd8kteSWLlJblREpIbp8t2Tv3TdI0Tk9Sc5e8dpdsocIN+pXGUeSL9usSC0RCSW7ZODotMegbzs/yf3Fmo3TjabNtUA3Ibrc+4uwBCLeNRqwVptugGpA93iW35JUsElqWEykluX22ZGlnxSvqBGamTZ79pOYuee0uWUJcDPIcqSFj8hyp3KCaOkX7dYmrS8Henp8b9Ftmq6XjuFk5n7m2V8eNVB0mt3DHjfTBI1OCLqoS+lnxwSNTdM5Iua+fDn1ewx03kuTxvvuJq4MW52KtHcdJewXTHEE/SGQPTzJ1y3IitSS3z5Zsz7JrenXcSHuWXRPy2mTW3N+enxsybzOv3SUrnn1JyPVv8exLdM6IzC6ar0sWn88XrgNzxGtqaoLNZoPL5UJSUujKvplkP/FuyA34kuJjTfvh7fqXy0K2+swenmTai2TmY5vCxpi1SJS/bkfIVp95jlTTXiRHL9wUstV9rNW8RSLJ511y7pIVlVRh5bbgre7nTrKzSEQRx+P1iWqfLZ3kdaTUOfKSJ7fgcIs76PEhiXHY8XiejhlFh8nPbUVNQ/DNvzNSEkz9JSkZJ5KuS0prHryDSKjDTSfDdmdoamvH4aaTOmWkXEtbe8jiEADsPtCEFpN1nwCAL75t1jROT61uT8gP+gCwpaoerW6PThkpt//IiZDFIQBo93bEmY3k8y45d8nc7V4UlwX/4AMAxWVOuMO9KYiEkdY+WzLJ60ipc2RjiztkcQgADre40RgmhtRxnTgVsjgEADUNrXCdYEdW6i4ar0ssEAl10ysfahqnp4f+8ImmcXqa9tI2TeP09HRJlaZxepr6yw80jdOT5PMuOXfJ1pdXwxvm3l6vryOOiKgnJK8jpc6Rt6/6h6ZxpMycNRWaxhFFOhaIhGo8rqzKrTROT/uPhq7iq43Tk0fhA5lK4/RU3aDs7hqlcXpqPaXsW0ClcXqSfN4l5y5ZTaOy86k0jojoTJLXkVLnyPpmZXcGKY0jZb51tWkaRxTpWCASKnmgsk5TSuP0NGJw6E5aauP0FKPwrkKlcXrKTFHW4UtpnJ7CdStRG6cnyeddcu6SZSQrO59K44iIziR5HSl1jkwdFKdpHCkzzKasm53SOKJIZ75PU6TIX+6dqGmcnp6/bZymcXoquW+SpnF6Wqhws0alcXoqfWCypnF6knzeJecu2ayczKAdKv2slo44IqKekLyOlDpHvn735ZrGGcXj9aF8bwPe2nUQ5Xsb4An3vJ/BfnvnBE3jiCIdC0RCDUnqj6T42JAxSfGxGJLUX6eMlEuMjw3avtkve3gSEsP8+4zw3WGDNI3TU0JcDPIcqSFj8hypSIiL0Skj5UacPSBoW1i/WGtHnNlIPu+Sc5csLtaK/Fx7yJj8XDviwr0piIiCkLyOlDpHJifGYUhi6LuDhiTGITlMjJFKK2sxcflWzCjejgde34UZxdsxcflWlFbWGp1aULYB/ZCREvqphIyUBNgGmO9uOSIjmGvmJFX6h7nwhTtupK8OtfTqOPXMoabQz1eHO24kx7DQRcVwx40k+byPPHtgr45Tz4wbMbhXx4mIwrl0ZHKvjhtJ6hyZflbox5jCHTdSaWUt5m3Yidoz9uqpc7Vh3oadpi4SnTc09Be34Y4TRRPzVhAoJMmtMuuOtYXdTLj1lBd1x8z3obnqQJOmcXpqaWvH7jB57T7QhJYwbW+NwNyNIbWVsHQerw9LNgbvDGcBsGRjlelv6yci82p1e7Clqj5kzJaqerS6PTplpJzUOVLyesB/zgOdUf9rZjzngOyxTmQEFoiEktwq8zqFLeCVxunpupfLNI3T00N/+ETTOD0xd2NIbSUsXYWzsds3tKfzAah1taHC2ahfUkQUUZ4uCV5g6UmcnqTOkZLXA1LPOSB7rBMZgQUioSS3ymxS+M2I0jg9Kb1Pwoz3U+w/2qppnJ6YuzGkthKWrr5Z2d2TSuOIiM5U3aBs3lYapyepc6Tk9YDUcw7IHutERmCBSCjJrTLDbYqoNk5PSt8wZnxjjRgceoM+tXF6Yu7GkNpKWLrUQcr2oFAaR0R0pswUZfO20jg9SZ0jJa8HpJ5zQPZYJzKCGT/HkgKSW2W+o7AFvNI4Pb0zP1fTOD09f9s4TeP0xNyNIbWVsHQT7MlIt8Uj2Km3AEi3xWOC3bwbyBKRuS2c5tA0Tk9S50jJ6wGp5xyQPdaJjMACkVCSW2WmnRWPhH6hh15CPyvSTNjJwTFcWacspXF6SoyPRXaYvLKHJyHRhHduMXdjSG0lfCaP14fyvQ14a9dBlO9tMOUmmqeLsVpQOL1joXrmYtz/c+F0B2LCVe+IiIJIiItBniM1ZEyeIxUJcTE6ZaSc1DlS8npA6jkHZI91IiNYfD6fuVfKOmhqaoLNZoPL5UJSkvk+2IcyeuEmBGogFGsFvn76Wv0TUiHzsU1Bj1U/w9z7ynk/K4Hb0/1tHxdjwZdPTTMgI+Wyn3g34N5USfGx2P3E1QZkpNzIgk0BN3y2WoB9ReYeM5c8uSVg18QhiXHY8XieARkpV1pZiyUbq7psrplui0fhdAemZqUbmFl4RSVVKC5zdhk3VktHUa6A33QSkQYkX1elzpFjF20O2M03oZ8Ve5ZdY0BGykm+pk5+bitqGrrv75SRkoAPHpliQEZE+lJa8zD3174U0vUvlwUsDgFAu7fjuFlNfm5rr44bKdx5Nft5D1QcAgC3x2fq856/bkfQjcub2tqRv26Hzhkpl/3Eu0G7gXl9HcfN6vqXywIWhwDgcIvb1OO9tLIW8zbs7NZ5pc7VhnkbdqK0stagzMIrrazFqm3ObuPG6wNWbXOaOncikuH6l8tCXlfNPr9LnCOvf7ksYHEIAFpPeU19zgFgalY6Pnx0Cn6ffxl+eftF+H3+Zfjw0SmmLw4VlVQFLA4BQE1DK4rYwYyoEwtEQrW0tWP3gaaQMbsPNKHFhJ3AXCdOBZ2k/WoaWuE6cUqnjJTjeTdGq9uDLVX1IWO2VNWj1e3RKSPlDjedDNuRr6mtHYebTuqUkXKSx7vH68OSjVUIVJfzv7ZkY5UpHzcLlbufWXMnIhkidX73M+McKfmcny7GakHOqBTccNE5yBmVYsrHyk7nbveiuMwZMqa4zAl3sG/diaKMpgWiqipWX/Xy0B8+0TROT3PWVGgapyeed2M8rfCbHaVxerrplQ81jdOT5PFe4WzsdufQ6XwAal1tqHA26peUQpJzJyIZOL/rT/I5l2x9eXXQu7j9vL6OOCLqQYHozjvvhNfbtcLq9Xrx1FNP4ZJLLtEsMQpt/9HQd4KojdPTtyEu6j2J0xPPuzGqG05oGqenxuPK7shSGqcnyeO9vlnZOFYapyfJuRORDJzf9Sf5nEtW06hsbag0jijSqS4QffLJJ/jRj36EU6c6Psz861//wqWXXoo1a9Zg8+bNmidIgY0YnKBpnJ6G2ZR1J1Mapyeed2NkpgzQNE5PyQP7aRqnJ8njPXWQsnGsNE5PknMnIhk4v+tP8jmXLCNZ2dpQaRxRpFNdIHr//fdRW1uLadOm4cknn8TFF1+MnJwcfPrpp5g0aVJf5EgBPH/bOE3j9PTbOydoGqcnnndjLFTYjURpnJ7+cu9ETeP0JHm8T7AnI90W360dr58FHZ1XJtiT9UxLEcm5E5EMnN/1J/mcSzYrJxPhtkmyWjriiM7kbvdiddk+LH6rEqvL9kXFXlWqC0SDBw/Gli1b4PP5UFhYiN///vd48cUXMWAAq656SoyPRfbw4O3pACB7eBIS42N1ykg524B+yEgJ/e1IRkoCbAPMd0cFz7sxEuJikOdIDRmT50hFQlyMThkpNySpP5LCjIek+FgMSeqvU0bKSR7vMVYLCqc7gm5i6gNQON1hys01/bkD6PYByP+zWXMnIhkiYX4HZM2Rks+5ZHGxVuTn2kPG5OfaERfL3k3UVVFJFcYs2oxlm/ZgXXkNlm3agzGLNkd81zvV74SmpiZ4PB689tprmDJlCgoLC1FTU4OmpiY0NYXemV8tj8eDRYsWwW63IyEhAaNGjcKyZcvg8/17ye/z+bB48WKkp6cjISEBV155Jb766itN8zCr6iOhn5UNd9xIR8PstxLuuJE+C9OBItxxI33wyJSgRaKMlAR88MgUnTNSbuTZA3t13EiDwzw+Fu64kWqPhd7DIdxx6pmpWelYMXM80s545DPNFo8VM8ebvqUwEZlfzsiUXh03ktQ5ktdUY7yx82CvjlP0KSqpwsptzm4bnHt9wMptzoguEqkuUZ911lmwWDoq8v5CzciRI+Hz+WCxWODxaNdmevny5VixYgXWrl2L888/H//85z/x4x//GDabDffffz8A4Nlnn8WLL76ItWvXwm63Y9GiRbj66qtRVVWF+HhzPXusJTWts812Z4Lk3L+uawnZVhXouDPh67oWjE5L1CMl1T54ZApcJ05hzpoKfOtqwzBbPH575wRT3jnkp7RF6YKrxpjuGyDXiVOoaQi94WRNQytcJ06Z7v+DxhY3Dre4Q8YcbnGjscWN5MQ4nbJSxt8GORgLOtog5znSTPcts9/UrHTkOdJQ4WxEfXMbUgd1PDJh1nyJSA7J11U/aXOk5GuqZDzvpFYkzI+9YfGdfjuOAh988EHI45MnT+5VQqe77rrrMHToUKxevbrztVtuuQUJCQnYsGEDfD4fhg0bhgULFuD//b//BwBwuVwYOnQo1qxZg9tvvz3g7z158iROnjzZ+XNTUxPOPfdcuFwuJCWFvvXTLCY+8x4OKPiWYfhZ8fjwsR/qkJFyknP/zsJNOKXg0dN+VuCrp6/t+4SixOqyfVi2aU/YuEXXjsVduSN1yEi5W175X3y8/1jYuO+NOAt/vvf7fZ+QClf94n18WX88bNx5qQPx14ev6PuEVCjf24AZxdvDxv0+/zLkjDLvt+RERH1B8nVVKsnXVMl43kmtSJ0fm5qaYLPZwtY8VN9BpGUBKJzLL78cq1atwpdffonzzjsPn376KT788EP84he/AAA4nU7U1dXhyiuv7Pw7NpsNl156KcrLy4MWiIqKirBkyRJd/g19RXLrbMm5KykOqYkjZSS3KP3Wpex2caVxeqpvDv2Nm9o4PUltg0xEpAfJ11WpJF9TJeN5J7WifX5UXSDavXt3yOPZ2dk9TuZMjz32GJqamjBmzBjExMTA4/Hgqaeewh133AEAqKurAwAMHTq0y98bOnRo57FACgoK8PDDD3f+7L+DSJLkgf1w4lj4x/nM2Dpbcu79rMqKP/0i725DQ0luUTrMFo9aBcWfYTbzPRKbOigOx1rDF2pTB5nvlmypbZCJiPQg+boqleRrqmQ876RWtM+Pqj/GXnTRRRg3bhzGjRuHiy66qMufceO0bcv4xz/+Eb/73e/w2muvYefOnVi7di1+/vOfY+3atb36vf3790dSUlKXP9JIbp0tOffN9yu7g05pHCkjuUXpb++coGmcnl6/+3JN4/QktQ0yEZEeJF9XpZJ8TZWM553Uivb5UXWBaOLEiRg4cCCWLVuGffv2wel0dv7Zt2+fpsk98sgjeOyxx3D77bfjggsuwKxZs/DQQw+hqKgIAJCWlgYAOHToUJe/d+jQoc5jkUpy62zJuY9OSwz6gdPP8n9xpB3JLUptA/oF7Rznl5GSYLoNqgEgOTEOQ8Js2DgkMc6UmzpKbYN8Jo/Xh/K9DXhr10GU722A58x2GkREPSD5uiqV5GuqZDzvpFa0z4+q/1Xbtm3DmjVrsGbNGtx66604cOAAMjIyOv9o6cSJE7Bau6YYExMDr7fjGR+73Y60tDS89957ncebmprw0UcfIScnR9NczGj3E1f36riRJOfufCb05tPhjlPPFExzIM+RGvBYniMVBdMcOmek3AePTEFcTOBCRFyMBR88MkXnjJTb8Xhe0IXVkMQ47Hg8T+eMlJPaBtmvtLIWE5dvxYzi7Xjg9V2YUbwdE5dvRWllrdGpEVEEKJjmwNxJ9m7flFstwNxJdlNfV6Xa8XheyPWAma+pku14PA8JQfZ/SOhn5XmnbgqmOZA9PPBTRtnDkyJ6flTdxcyvvb0dL7/8Mp588klMmjQJzz77LEaPHq1pcnfeeSf+9re/YeXKlTj//PPxySef4O6778acOXOwfPlyAMDy5cvxzDPPdGlzv3v3blVt7pXu6G02Iws2IdSXyVYLsK/InMWK7CfeDdnqPik+1rRFokue3BKyXabZPzRLVVpZi3kbdiLQkLcApv7Af/3LZdh9oCno8ezhSXh7fq6OGanX2OLG7av+gfpmN1IHxeH1uy8X822bx+sT0wbZL9h492dt5vFORLK4271YX16NmsYTyEgegFk5mRH7zbjR8tftwJaq+qDH8xypKJ59iY4ZRYeikiqs3Ba8bTkLonSmSBwzfdbFrPMvxsbiwQcfxJ133olly5Zh/PjxmDNnDl544YWe/spuXnrpJSxatAj33nsv6uvrMWzYMMydOxeLFy/ujPnpT3+K48eP4+6778axY8cwceJElJaWKi4OSeWsPx6yOAQAXl9HnD11oD5JKXS46WTI4hAANLW143DTSdM9ZtbY4g5ZHAKAwy1uNLa4xXx4lsDj9WHJxqqAxSG/JRurkOdIM90H/5a29pDFIQDYfaAJLW3tSAzz6KWRkhPjxLZ/jbFaRLWyDzXefegoEpl1vBORPHGxVlGtmqVqdXtCFocAYEtVPVrdHiTExeiUVeRzt3tRXBb8gz4AFJc5seCqMSyMEgCOGdX/osGDByM5Obnzz8iRI/Hqq6/i5MmTeOmllzRNbtCgQXjhhRdQU1OD1tZW7N27F08++STi4v79wdtisWDp0qWoq6tDW1sb/va3v+G8887TNA8zmvrLDzSN09NNr3yoaZyebl/1D03jSJkKZ2PITmA+ALWuNlQ4G/VLSqGH/vCJpnEU+SSPdyIiCuzpkipN40iZ9eXVir5UX19erUs+ZH7RPmZUf139/PPPw2LhN5ZGO+lR9mSg0jg9NR4P32pSTZye6ptD3z2kNo6UqW8O3yZeTZye9h9t1TSOIp/k8U5ERIFVN5zQNI6UqWlUdj6VxlHki/Yxo7pAdOedd/ZBGqRW/xiLouJP/yAb4RkpeWA/nDjmURRnNqmD4nCsNXzhKnUQHy/TUuogZY+MKo3T04jBCfiirllRHBEge7wTEVFgmSkDUPaVsjjSTkaysvOpNI4iX7SPGdWPmMXExKC+PvTzs9T3Sh+YrGmcnv5y70RN4/T0+t2XaxpnlJa2duSv3YGrX9iG/LU70BJmTyijTbAnI90W361duZ8FQLqtY/Nhs3n+tnGaxhnF3e7F6rJ9WPxWJVaX7YO73Wt0ShFL8ngnInkaW9y46hfv46Ilf8VVv3gfjWH2WjQTj9eH8r0NeGvXQZTvbYAn3HMhBlqocENbpXFGkXTOAWBWTma3Tn1nslo64ogAjhnVdxD1sOkZacyeOhBWC8J2MTPbBtUAMCSpP5LiY8N2MTPbBtVAx0a9QxLjwnYxM/MG1Wd21PqirhlZT7xr6k5aMVYLCqc7cM+GnQGP+wAUTneYcsPexPhYZA9PCtvFzMwbVBeVVKG4zNllvnmqZA/yc+V1cJBA8ngnIlnO7Mx6rPUUxj+5RURH1tLKWizZWNVlz7Z0WzwKpztM2eUxIS4GeY7UsF3MzLxBtbRzDnRswp6faw/ZkSo/1x6Rmw1Tz0T7mOnRv4p7EJlD1jnB29MpOW6kwWEeHwt33EgtJ0PfbRPuuJFCtVvffaAJ179cpnNG0eHeK0b36riR/G0+zyxGe33Aym1OFHEzzT5RtHlPr44TEYVzZnHodIdb3LjkyS06Z6RcaWUt5m3Y2W1D/zpXG+Zt2InSylqDMgvtUFPovePCHTeS1HMOAONGDO7VcYo+0TxmelQgSktLQ0xMTMA/pA81rbPNxnXiFGoaQm/IW9PQCtcJ821SXXesDa2nQj9a03rKi7pj5rvASx4z/rbfwfjbfpvxNmfJuStt88nHzbQleY4kIhkaW9wh74YGOopEZnzczH9dDXTV9L9mxutqJKzDpJ1zQPY6jIwR7WOmRwWiP/3pT9i6dWvAP6QPya2z56yp0DROT9e9tE3TOD1JHjOS235Lzj3a23waRfIcSUQy3L7qH5rG6UnqdZXrMGNIzp2MEe1jRvWmFxaLBd///veRmpraF/mQQpJbZ38b4g3Xkzg9hdo3qSdxepI8ZiS3/Zace7S3+TSK5DmSiGSob1Z2Z5DSOD1Jva5yHWYMybmTMaJ9zKi+g4ibVJuD0pbYZmydPcymrDWz0jg9JSncSFhpnJ4kjxnJbb8l5x7tbT6NInmOJCIZUgcpa6ahNE5PUq+rXIcZQ3LuZIxoHzOqC0R///vfkZzM1rpGk9w6+7d3TtA0Tk/v3DdJ0zg9SR4zktt+S8492tt8GkXyHElEMrx+9+WaxulJ6nWV6zBjSM6djBHtY0Z1gej48eN47733ur3+7rvvYvPmzZokReH5W2eHYtbW2bYB/ZCREvrbkYyUBNgGmK+TWdpZ8UjoF/ptk9DPirSzzFdRljxm/G2/QzFr22/JufvbfIYioc2nx+tD+d4GvLXrIMr3Nph+U0HJc+TppJ3300nOnUiJ5MQ4DEkMfXfQkMQ4JIeJMcLp19Uzr5z+n814XY2UdZikcw7IXoedzt3uxeqyfVj8ViVWl+0T1SBE2jVV8njXgsWn8pmx7OxsPPPMM5g2bVqX10tLS/Hoo4/i008/1TRBPTQ1NcFms8HlciEpybyt4QMZu2hzwK5aCf2s2LPsGgMyUu68n5XA7ek+/OJiLPjyqWkB/oZ5ZD62Keix6meu1TET9SY/tzVgh6SMlAR88MgUAzJSrqikCsVlXVuuWy0dRYqCaaEv/kbLfuLdgHtTJcXHYvcTVxuQkXKSx0xpZS2WbKzqstlgui0ehdMdmJqVbmBm4UkeM5LPu+TcidQaWbApYDMCqwXYV2Tu9YzUNYH9sU0Bu4FZADhNvoaUPD9e/3JZwC5y2cOT8Pb8XAMyUk7qWAdkjxnJuQeitOahukCUkJCAPXv2IDMzs8vr1dXVOP/883H8+PEeJWwkqQWiYBOdn5knPMm5B/uw7GfmD82llbWYt2Fn0IXJipnjTTvhBcvdX7s3c+6XPLklZDvhIYlx2PF4no4ZKZe/bge2VNUHPZ7nSEXx7Et0zEg5yWOmqKQKK7c5gx6fO8m8i0LJ511y7kRqcT2jv2Bf7PpJ+ILX4/WhwtmI+uY2pA7qeMzG7HdSSF7LcD1gLInjPRilNQ/VzwXYbDbs27ev2+tff/01Bg4cqPbXUQ+1tLWHLLAAwO4DTWgxYTctybm7TpwKuZgCgJqGVrhOnNIpI+U8Xh+WbKwKuJjyW7KxypS3fYbK3f+aWXNvbHGHLA4BwOEWNxrDxBih1e0JuaACgC1V9Wh1e3TKSDnJY8bd7kVxWfDFIAAUlzlNeXu55PMuOXcitbie0V/dsbaQxSEAaD3lRd0xc3dGirFakDMqBTdcdA5yRqWY/sOy5LUM1wPGkzbetaC6QHTDDTfgwQcfxN69eztf+/rrr7FgwQJcf/31miZHwT30h080jdOT5NznrKnQNE5PFc7GLrdInskHoNbVhgpno35JKSQ599tX/UPTOD09XVKlaZyeJI+Z9eXVAR/5OJ3X1xFnNpLPu+TcidTiekZ/1720TdM4UkbyWobrATKC6gLRs88+i4EDB2LMmDGw2+2w2+0YO3YsUlJS8POf/7wvcqQA9h8N/a2P2jg9Sc792xATXU/i9FTfrCwnpXF6kp27sjuDlMbpqbrhhKZxepI8ZmoalZ1PpXF6knzeJedOpBbXM/oLtKdcb+JIGclrGa4HyAiqt8m32Wz4xz/+gS1btuDTTz9FQkICsrOzMWmS+dp6R7IRgxPwRV2zojizkZz7MFt8yGr46XFmkzpIWU5K4/QkO/c4HGsNf4t+6iDzdYrJTBmAsq+UxZmN5DGTkazsfCqN05Pk8y45dyK1uJ7RX1J8LI4cD78eSDJhFzPJJK9luB4gI/SoN7HFYsFVV12FRx55BPPnz2dxyADP3zZO0zg9Sc79t3dO0DROTxPsyUi3xXdr1+hnQcfO/BPsyXqmpYjk3F+/+3JN4/S0UOGmh0rj9CR5zMzKyUS4R9ytlo44s5F83iXnfjpp7YTJGFzP6O+d+5R9XlIaR8pIXstwPWC8aLymqi5Rv/jiiyGP33///T1OhpRLjI9F9vCksJ3AEk34LYTk3G0D+iEjJSFs1w/bgH46ZqVMjNWCwukO3LNhZ8DjPgCF0x2m3HxNcu7JiXEYkhgXtotZcqL57iBKiItBniM1bOePhLgYHbNSxj9m5m3YCQvQZZNE/ygx65iJi7UiP9cesmtJfq4dcbE9+o6nT0k+75Jz94u0lrzUd7ie0V/aWfFI6GcN28Us7SzeUaElyWsZrgeMFa3XVNWj6cEHH8TChQvxwgsv4Pnnn+/y54UXXuiDFCmYrw619Oq4ke69YnSvjlPPfLL/aK+OG0ly7ulhFnvhjlPPTM1Kx4qZ45F2xiMSabZ407dWLZjmwNxJ9m7fHFot5m5pC8g+75Jz97cTPvOxoTpXG+Zt2InSylqDMiOzmnp+Wq+Ok3qpSf17dZx6ZuTZoTtthztuJK4HjBHN11SLz+dTdZ/UokWL8Mtf/hK33347li1bhqFDh/ZVbrppamqCzWaDy+VCUlKS0ekoUnesDZc9817YuO2P/dB030R4vD5MXL416LPvFnRMHB8+OsV0VWXXiVO4cOlfw8Z9uvgq033r5m73YsyizSG7IVgtwOfLrjHdNxGSc29pa0fWE++Gjat84mrT3TXX6vZg7OLSsHF7lk415Tdvfh6vDxXORtQ3tyF1UMftzGabW4Jxt3uxvrwaNY0nkJE8ALNyMk03xoORfN6l5S75ukrGkHxdlTreJa8hJZM81k/H9YB+pM4x4SiteageVcuWLcOePXvgdrvx3e9+F0899RROnjzZq2RJPcmtMiW3PZTcFlZyq0zJuT/0h080jdOT5Nawp4uxWpAzKgU3XHQOckaliLqYx8VacVfuSCy9IQt35Y4UsxgEZJ93ablLvq6SMSRfV6WOd8lrSMkkj/XTcT2gH6lzjFZ6NLLOOeccrFmzBlu3bsV7772H0aNHY926dVrnRiFIbpUpue2h5LawkltlSs59/9Hg+zv0JE5PklvDEkUTyddVMobk66rU8S55DSmZ5LFOxpA6x2hFdYFo9+7dnX9iY2Pxwgsv4O6778b8+fPxve99ry9ypACUtsA0Y6tMyW0PlbZ7NWNbWMmtMiXnPmJwgqZxelLa8tWMrWGJoonk6yoZQ/J1Vep4l7yGlEzyWCdjSJ1jtKK6QHTRRRdh3LhxuOiiizr/d2FhIVpaWrBr164+SJECkdwqU3LbQ8ltYSW3ypSc+/O3jdM0Tk+SW8MSRRPJ11UyhuTrqtTxLnkNKZnksU7GkDrHaEV1gcjpdGLfvn1wOp0B/zfpw98qMxSztsr0tz0MxaxtD/1tYUMxa1tYf6vMUMzaKlNy7onxscgeHnrz++zhSabboBr4d2vYUMzaGpaM5273YnXZPix+qxKry/bB3R68tTP1zunX1TOvnFLaCQMcM3qSfF2Vuo6UvIaUTPJYP11LWzvy1+7A1S9sQ/7aHWgx4TYikULqHKMV1V3MIpHELmZ+mY9tCnqs+plrdcxEvbGLNqP1VPfFX0I/K/Ysu8aAjJSTfN7z1+3Alqr6bq/nOVJRPPsSAzJS7vqXy7D7QFO317OHJ+Ht+bkGZKSc5DGT/cS7AfczS4qPxe4nrjYgIzK7opIqFJc5u2wMarV0LMLN3JJXutLKWizZWNVlc810WzwKpztM3U4Y4JgxysiCTQE38LVagH1F5r42SV3PSF4PSCZ5LSN5/StZpJ13pTWPHhWIvvjiC7z00kvYs2cPAGDs2LG477778N3vfrfnGRtIaoEo1AXGz6wXmmCTtJ+ZJ2vJ5720shbzNuzEmW96f/17xczxpv0QUVRShZXbnEGPz51k3g8RwRbgfmZeiAe7OPpJvUhS35H8Xo0E0toJAxwzRjnvZyVwe4JfnOJiLPjyqWk6ZqSc1DEzeuEmhLoxLtYKfP20OdcDkk1+bitqGoI3A8lIScAHj0zRMSPluA4zRrACtJ/ZC9GB9Fmb+z//+c/IysrCxx9/jAsvvBAXXnghdu7ciaysLPz5z3/uVdKk3Gf7XZrG6elw08mw3dWa2tpxuOmkThkpt/3LBk3j9OTx+rBkY1W34hCAzteWbKyCJ1wvUAO4270oLgu+EASA4jKnKR9HcNYfV9Re1Vl/XJ+EVGhpaw+5KAGA3QeaeJszdZL8Xo0U0toJc8wY42Bja8jiEAC4PT4cbDRfh02pY2b/kRMhi0MA0O7tiCPtuE6cClkcAoCahla4TpzSKSPluA4zRqvbE7I4BABbqurR6vbolJG+VBeIfvrTn6KgoADl5eX4xS9+gV/84hf4xz/+gYULF+KnP/1pX+RIAVz/yoeaxunpJoU5KY3T0+2/3a5pnJ4qnI1dHjs4kw9ArasNFc5G/ZJSaH15taIiy/ryal3yUWPqLz/QNE5PD/3hE03jKPJJfq+SMThmjHHNi8quOUrj9CR1zEheD0g2Z02FpnF64jrMGE+XVGkaJ43qAlFtbS1mz57d7fWZM2eitrZWk6QoPKX3eJjvXhCg8biyCr3SOFKmvjl4cagncXqqaVT2bZrSOD2dDPMNrdo4Pe0/quybY6VxFPkkv1fJGBwzxjh+Utk330rj9CR1zATad7M3caTMtyG+HO1JnJ64DjNGdYOyuUNpnDSqC0RXXHEFysrKur3+4YcfIjeXzz/qRekN42a8sTx5oLLuDErjSJnUQco62imN01NG8gBN4/TUP0bZu1BpnJ5GDA7dbUVtHEU+ye9VMgbHjDEG9lfWfVJpnJ6kjplw3YfVxpEyw2zK1rVK4/TEdZgxMlOUzR1K46RRPQNdf/31ePTRRzF//nxs2LABGzZswPz58/HYY4/hpptuwttvv935h/rO2/dO1DROT39RmJPSOD29PucyTeP0NMGejHRbfNCioQUd3W4m2JP1TEuRWTmZCLeNhtXSEWc2pQ9M1jROT8/fNk7TOIp8kt+rZAyOGWNsvl/ZNUdpnJ6kjhnJ6wHJfnvnBE3j9MR1mDEWKtzgXmmcNKoLRPfeey+OHDmCV155BbNnz8bs2bPxyiuv4PDhw7j33ntx44034sYbb8RNN93UF/nS/7lghE3TOD0NSeqPpPjYkDFJ8bEYktRfp4yUu+y8FE3j9BRjtaBwuiPoY4c+AIXTHabc0DQu1or8XHvImPxcO+Jizfetmz11oKKFrD11oD4JqZAYH4vs4aE7O2YPT0JimPczRQ/J71UyBseMMc5JTkBcmDtX42IsOCfZfHcmSB0zI84egHApxVo74kg7tgH9kJESehxnpCTANsB8Ty5wHWaMhLgY5DlSQ8bkOVKREGe+Oyy1oHrm9Hq9iv54POZ7ZjnSKJkwzKp/mCtkuONGGpIY16vjRvpk/9FeHaee+eHY0BeZcMeNdO8Vo3t1nKLPuBGDe3Wcok/BNAfmTrJ3K6ZbLeZtVx4JJn93SK+OG0nqmBk8IPQaMdxx6pmp56f16riRuA4zxi3jh/fquGS9+hTe1ma+zbyiheS2h40tbhxucYeMOdziRmOYGCNIzl1qW1hAdu6SW2V6vD4s2Ri8Q4MFwJKNVfCEaydDUYNjhnqqYJoDny+7BouuHYvZORlYdO1YfL7sGtN+0JdO8rXJT9qYkbyGlEzyGpLXVGNE+3lXXSDyeDxYtmwZzjnnHCQmJmLfvn0AgEWLFmH16tWaJ0iBSW57ePuqf2gapyfJuUttCwvIzl1yq8wKZyNqQ3T18AGodbWhwtmoX1Jkahwz1BtxsVbclTsSS2/Iwl25I033iFAkkXxtOp2kMSN5DSmZ5DUkr6nGiPbzrnoWfeqpp7BmzRo8++yziIv7922QWVlZ+M1vfqNpchSc5LaH9c3KvhlRGqcnyblLbQsLyM5dcqvM+mZld4kqjaPIxzFDJIPka5NUkteQkkleQ/KaaoxoP++qC0Tr1q3DqlWrcMcddyAm5t8bM1144YX4/PPPNU2OgpPc9jB1kLLnq5XG6Uly7lLbwgKyc5fcKjN1kLKWr0rjKPJxzBDJIPnaJJXkNaRkkteQvKYaI9rPu+oC0cGDBzF6dPfNsLxeL06dOqVJUhSe5LaHr999uaZxepKcu9S2sIDs3CW3ypxgT0a6LR7BTr0FQLotHhPsyXqmRSbGMUMkg+Rrk1SS15CSSV5D8ppqjGg/76oLRA6HA2VlZd1e/9Of/oRx48xXjIhUktseJifGKeoElmzCbmCSc5faFhaQnbvkVpkxVgsKp4f+cFA43YGYcCsvihocM0QySL42SSV5DSmZ5DXk6dfUM6+a/p95TdVetK9lVL8TFi9ejPnz52P58uXwer144403kJ+fj6eeegqLFy/uixwpiLfn5wa90AxJjMPb83N1zki5HY/nIdg8HGvtOG5WOx7PC/pNhNVi7tyltoUFZOdePPuSoAXd7OFJKJ59ic4ZKTc1Kx1XBvkQcaUjFVOz0nXOiMyOY4ZIhuLZlyApyBeJSfGxpr42SSV5/SuZ5DXk1Kx03D3JDssZuVsswN2T7Lym9hH/eQ80ZiL9vFt8Pp/q/mxlZWVYunQpPv30U7S0tGD8+PFYvHgxrrrqqr7Isc81NTXBZrPB5XIhKSn0XTlmUlRShZXbgrdtNPOEd/3LZdh9oCno8ezhSaYtcE1+bitqGoJv/p2RkoAPHpmiY0bqudu9WF9ejZrGE8hIHoBZOZmm/OYkEIm5l1bWYt6GnThzsvVfc1bMHG/aC43keYaMwTFDJIPktZhUPOfGiqQ1JNCxjjTzGlIyyWv3YJTWPHr0/FFubi62bNnS4+So99ztXhSXBV+AA0BxmRMLrhpjuomvpa095MURAHYfaEJLW7vpHpFznTgVsjgEADUNrXCdOAXbgH46ZaWevy2sRNJy93h9WLKxKuCF3YeOC82SjVXIc6SZ7lZVyfMMGYNjhkgGyWsxqXjOjRdJa0g/s64hJZO8dteC6tXZyJEj0dDQ0Be5kArry6vhDXPvl9fXEWc2D/3hE03j9DRnTYWmcRT5KpyNqHUFb4PpA1DrakOFs1G/pBSSPM+QMThmiGSQvBaTiuec1JK8hpQs2s+76gJRdXU1PB5PX+RCKtQ0ntA0Tk/7j4a+A0dtnJ6+DTFZ9CSOIl99s7KxoDROT5LnGTIGxwyRDJLXYlLxnJNakteQkkX7ee/R/d2WM3fJIt1lJA/QNE5PIwYnaBqnp2G2eE3jKPKlDlI2FpTG6UnyPEPG4JghkkHyWkwqnnNSS/IaUrJoP+89KhBdfPHFGDlyZMA/pI9ZOZlBO2n5WS0dcWbz/G3jNI3T02/vnKBpHEW+CfZkpNviu7Un9bMASLfFY4I9Wc+0FJE8z5AxOGaoNzxeH8r3NuCtXQdRvrcBnnDPK1KPSV6LScVzTmpJXkNKFu3nvUc7oC1YsAA2m03rXEiFuFgr8nPtITvF5OfaTbkJaGJ8LLKHJ4Xt4mDGDfpsA/ohIyUhbBczM29QTfqKsVpQON2BeRt2wgJ02fDOf+EpnO4w5SZ3kucZMgbHDPVUaWUtlmys6rLvQ7otHoXTHeI6xUggeS0mFc85qeVfQ96zYWfA4z6Ydw0pWbSfd9UzkMViwe23347U1NS+yIdU2HfkeK+OG6n2WOhnNsMdN9J5QweFLBCdN3SQjtmQBFOz0rFi5vhuH37SBHz4kTzPEJEMwdoJ17naMG/DTpHthCW494rRQT8A+Y+TtnjOSa1P9h8Ne5zzo/b+vPNA2OORet5Vf4Xn8/F2XzNodXuwpao+ZMyWqnq0us23oXhjixuHW9whYw63uNEYJsYIks87GWtqVjo+fHQKfp9/GX55+0X4ff5l+PDRKaa+uHC8k1pK29y72706ZURmF66dMNDRTpiPm2nLf96D8bdx5nnXDs85qcVrqjGiff2rukD06quv8vEyE3i6JPgFpidxerp91T80jdOT5PNOxouxWpAzKgU3XHQOckalmP7WVI53Uott7kmtaG8nbBSed/3xnJNavKYaI9rXv6oLRDfeeCP69+8f8NhvfvObXidEylQ3KGsRrDROT/XNyu4MUhqnJ8nnnUgtjndSi23uSa1obydsFJ53/fGck1q8phoj2te/qgtEkydPxuHDh7u8duDAAVx99dVYtGiRZolRaJkpyloEK43TU+qgOE3j9CT5vBOpxfFOarHNPakV7e2EjcLzrj+ec1KL11RjRPv6V3WBKDs7G9///vfxzTffAACKi4tx/vnnIyUlBZWVlZonSIEtnObQNE5Pr999uaZxepJ83onU4ngntdjmntSK9nbCRuF51x/POanFa6oxon39q7pAtG7dOlx99dX4/ve/j7y8PCxatAivvvoqXnvtNaSkpPRFjhRAQlwM8hyhO8nlOVKREBejU0bKJSfGYUhi6LuDhiTGITlMjBEkn/fTebw+lO9twFu7DqJ8b4OoDREl597S1o78tTtw9QvbkL92B1ra2o1OKaRIGe+SSRvv/jb3obDNPZ3O304YQLcPzv6fI7mdsFFOP+/B8Lxri2Od1OI11RjRvv61+HrYluzxxx9HUVERSkpKcPXVV2udl66amppgs9ngcrmQlJRkdDqqjF20Ga2nuu9cn9DPij3LrjEgI+VGFmwKuPGa1QLsK7pW/4RUkHzeSytru7VbTxfQbh2Qnfv1L5dh94Gmbq9nD0/C2/NzDchIuUue3BKw8+CQxDjseDzPgIyig+TxXlRSheIyZ5c53mrpWMgWROg3btQ7kse7ZJzf9Ze/bkfADkl5jlQUz77EgIzI7DhmjDH5ua2oaWjt9npGSgI+eGSKARn1jtKah+oC0dtvv935v1966SXs2LEDv/zlLzF48GAAwPXXX9/DlI0jtUAUbND6mXnwMndjlFbWYt6Gnd3aCfu/q1oxc7xpF+KScw9WHPIzc5Eo2KLEj4uTviF5vPu5271YX16NmsYTyEgegFk5mfyWk0LyeH2ocDaivrkNqYM6HrXh3RR9R/J6Rqqikiqs3Ba8bfncSSyiU1eRsB6QKBLfq0prHrFqf/GNN97Y7bUf//jHAACLxQKPx6P2V1IPuE6cCnlRB4Cahla4TpyCbUA/nbJShrkbw+P1YcnGqm4XGKCjtaoFwJKNVchzpJluQS4595a29pDFIQDYfaAJLW3tSIxXPSX3qVa3J2RxCAC2VNWj1e2J2NtsjSB5vJ8uLtaKu3JHGp0GCRJjtSBnFLcr0IPk9YxU7nYvisuCf+AEgOIyJxZcNYbFdAIQOesBaaL9var6X+T1eoP+YXFIP3PWVGgapyfmbowKZ2OXW/fP5ANQ62pDhbNRv6QUkpz7Q3/4RNM4PT1dUqVpHCkjebwTkQyS1zNSrS+vDri1wum8vo44IoDrAaNE+3s18kpeUeLbEJNFT+L0xNyNUd+sLCelcXqSnPv+o6G/oVUbp6fqhhOaxpEyksc7EckgeT0jVU2jsmul0jiKfFwPGCPa36s9ep7h+PHj+OCDD7B//3643V03trv//vs1SYxCG2aLD1lRPj3ObJi7MVIHKctJaZyeJOc+YnACvqhrVhRnNpkpA1D2lbI40o7k8U5EMkhez0iVkazsWqk0jiIf1wPGiPb3quo7iD755BOMHj0aM2bMwPz58/Hkk0/iwQcfxMKFC/HCCy/0QYoUyG/vnKBpnJ6YuzEm2JORbovv1lrVz4KOjjET7Ml6pqWI5Nyfv22cpnF6Wqhw8z2lcaSM5PFORDJIXs9INSsnE+G2ibFaOuKIAK4HjBLt71XVBaKHHnoI06dPx9GjR5GQkIDt27ejpqYG3/ve9/Dzn/+8L3KkAGwD+iEjJfQdBxkpCabcWJC5GyPGakHh9I4P8mfOef6fC6c7TLnJnT/3YI8D+2De3BPjY5E9PHR3xOzhSabboBoAEuJikOdIDRmT50jlBtUak/xeJSIZJK9npIqLtSI/1x4yJj/XHpGb3lLPSF7/Shbt71XV/6pdu3ZhwYIFsFqtiImJwcmTJ3Huuefi2WefxcKFCzVPMDMzExaLpdufn/zkJwCAtrY2/OQnP0FKSgoSExNxyy234NChQ5rnYUa2hNAX7XDHjXTe0EG9Om4kyed9alY6Vswcj7QzbhlPs8WzTWYfuveK0b06bqSRZw/s1XHqGb5XiYgiT8E0B+ZOsne7O8Fqkdk2myhSRfN7VfVX1v369YPV2lFXSk1Nxf79+zF27FjYbDZ88803mie4Y8eOLt3RKisrkZeXhx/96EcAOu5o2rRpE/7nf/4HNpsN8+fPx80334z//d//1TwXM2HrbGNIPu9+U7PSkedIQ4WzEfXNbUgd1HFrqpm/ffC3+QzGzG0+Jece7W0+jSbxvUpEMrDNvXEKpjmw4KoxWF9ejZrGE8hIHoBZOZm8jlI3kteQkSBa36uqP8GOGzcOO3bswHe+8x1MnjwZixcvxpEjR7B+/XpkZWVpnuCQIUO6/PzMM89g1KhRmDx5MlwuF1avXo3XXnsNU6ZMAQC8+uqrGDt2LLZv347LLrss4O88efIkTp482flzU1PoD/xmpKZ1dvF/XtLH2aijpnX2shsv6ONs1JF83k8XY7UgZ1SK0WkopqbNp9n+XZJzV9Pm867ckfokFWWkvVeJSAY1be7/fO/3+zib6BMXa+V1k8KSvIaMFNH4XlVd/nr66aeRnt5xa/tTTz2FwYMHY968eTh8+DBWrVqleYKnc7vd2LBhA+bMmQOLxYKPP/4Yp06dwpVXXtkZM2bMGIwYMQLl5eVBf09RURFsNlvnn3PPPbdP8+4LbJ1tDMnnXTLJbT4l5x7tbT6JiCIV29wTmZ/kNSTJpbpAdPHFF+MHP/gBgI5HzEpLS9HU1ISPP/4YF154oeYJnu7NN9/EsWPHcOeddwIA6urqEBcXh7POOqtL3NChQ1FXVxf09xQUFMDlcnX+6YtH4/qa0pbYZm2drWWcniSfd8kkt/mUnHu0t/kkIopUStvXs809kXEkryFJrh4/QFdfX4+ysjKUlZXh8OHDWuYU1OrVq3HNNddg2LBhvfo9/fv3R1JSUpc/0rB1tjEkn3fJJLf5lJx7tLf5JCKKVGxzT2R+kteQJJfqAlFzczNmzZqFc845B5MnT8bkyZMxbNgwzJw5Ey6Xqy9yBADU1NTgb3/7G/7rv/6r87W0tDS43W4cO3asS+yhQ4eQlpbWZ7mYAVtnG0PyeZdMcttvyblHe5tP6h2P14fyvQ14a9dBlO9tgCfchlZEgkkb75HS5l7aefdrdXuw6M3PMGv1R1j05mdodXvC/yWKOpLXkJFC6hzTGxafz6fqX3nbbbfhk08+wUsvvYScnBwAQHl5OR544AFcdNFFeP311/sk0SeeeAIrV67EN998g9jYjg/fLpcLQ4YMwe9//3vccsstAIAvvvgCY8aMQXl5edBNqs/U1NQEm80Gl8sl7m6iS57cgsMt7m6vD0mMw47H8wzISLnJz20N2EEjIyUBHzwyxYCMlBu7aDNaT3m7vZ7Qz4o9y64xIKPokL9uR8AOeHmOVBTPNu+m4IDs3ItKqlBc5uyyYbXV0lEciuQ2n9RzpZW1WLKxqsvmmum2eBROd2BqVrqBmRFpT/J4z37iXTS1tXd7PSk+FrufuNqAjJSTet4lrwfIGFLHunSRdt6V1jxUF4gGDhyId999FxMnTuzyellZGaZOnYrjx4/3LOMQvF4v7HY7ZsyYgWeeeabLsXnz5qGkpARr1qxBUlIS7rvvPgDAP/7xD8W/X2qBqKikCiu3BW9BPXeSeT+8Sc79+pfLQra6zx6ehLfn5+qYUXSQPGYk5+7nbvdGXZtP6pnSylrM27ATZy4u/N9vrpg5XuTCiigQyeNd8rVJ6nkPVhzyY5GIgvF4fahwNqK+uQ2pgzoeK+OdQ31H6hwTitKah+rVfUpKCmw2W7fXbTYbBg8erPbXKfK3v/0N+/fvx5w5c7ode/7553HdddfhlltuwaRJk5CWloY33nijT/IwE3e7F8VlwS/qAFBc5oS7vftdLkaTnHtLW3vI4hAA7D7QhJYA38ZRz0keM5JzP52/zefSG7JwV+5IFocoII/XhyUbq7otqAB0vrZkY1VU3KJNkU/yeJd8bZJ63lvdnpDFIQDYUlXPx80ooBirBTmjUnDDRecgZ1QKi0N9SOocoxXVK/zHH38cDz/8cJcuYXV1dXjkkUewaNEiTZPzu+qqq+Dz+XDeeed1OxYfH49f/epXaGxsxPHjx/HGG29E/P5DALC+vBrhxqTX1xFnNpJzf+gPn2gaR8pIHjOScydSq8LZ2OVW7DP5ANS62lDhbNQvKaI+Inm8S742ST3vT5dUaRpHRH1D6hyjFdU76a5YsQJff/01RowYgREjRgAA9u/fj/79++Pw4cNYuXJlZ+zOnTu1y5S6qGk8oWmcniTnvv9o9z2TehNHykgeM5JzJ1Krvjn4gqoncURmJnm8S742ST3v1Q3KzqXSOCLqG1LnGK2oLhDdeOONfZAGqZWRPEDTOD1Jzn3E4AR8UdesKI60I3nMSM6dSK3UQfGaxhGZmeTxLvnaJPW8Z6YMQNlXyuKIyDhS5xitqC4QFRYW9kUepNKsnEw8VbIn5O3BVktHnNlIzv3528Yh64l3FcWRdiSPGcm5n46bI5ISE+zJSLfFo87VFvDZfQuANFvH+CGSTvJ4l3xtknreF05zYP32/YriiMg4UucYrXCXUaHiYq3Iz7WHjMnPtZtyI1nJuSfGxyJ7eOhOd9nDk5AYr7r2SiFIHjOSc/crrazFxOVbMaN4Ox54fRdmFG/HxOVbUVpZa3RqZDIxVgsKpzsCLqiAjuf2C6c7WFykiOAf78C/O9v4+X8263iXfG2Set4T4mKQ50gNGZPnSEVCXIxOGRFRIFLnGK2onvU9Hg9+/vOfY8KECUhLS0NycnKXP6Sf8n0NvTpupH1HjvfqOEWfgmkOzJ1kx5lzsdVi7la8gOz3qr/N55mb9dW52jBvw04WiYgoqk3NSseKmeORZuv6qEGaLd70bZDHjQjdfTjccSNJPe+3jB/eq+NEpA+pc4wWVN/msGTJEvzmN7/BggUL8Pjjj+NnP/sZqqur8eabb2Lx4sV9kSMFoKbdutnuZlHT5tNs36JIPu+RoGCaAwuuGoP15dWoaTyBjOQBmJWTacpvOP0kj5lwbT4t6GjzmedIi9hvUUgd/5gJhmOGItHUrHTkOdJEPYYbCe9Vaec9Es45UTSRNsdoRfWnqt/97ncoLi7GggULEBsbixkzZuA3v/kNFi9ejO3bt/dFjhSA5Hbrktt8Sj7vkSIu1oq7ckdi6Q1ZuCt3pKmLQ4DsMRPtbT5JPY4ZilYxVgtyRqXghovOQc6oFNN/gIiU96qk8x4p55womkiaY7Si+pNVXV0dLrjgAgBAYmIiXC4XAOC6667Dpk2btM2OgpLcbl1ym0/J552MIXnMRHubT1KPY4ZIBr5X9cdzTkQSqC4QDR8+HLW1HXtOjBo1Cn/9618BADt27ED//v21zY6CUtpG3Yzt1pW27zRjm0/J552MIXnMRHubT1KPY4ZIBr5X9cdzTkQSqC4Q3XTTTXjvvfcAAPfddx8WLVqE73znO5g9ezbmzJmjeYIUmNI26mZst660facZ23xKPu9kDMljxt/mM9jNtBYA6RHc5pPU45ghkoHvVf3xnBORBKoLRM888wwWLlwIALjttttQVlaGefPm4U9/+hOeeeYZzROkwCS3W5fc5lPyeSdjSB4z0d7mk9Q7fcwEwzFDkcjj9aF8bwPe2nUQ5Xsb4PEG2t7fPPhe1R+vqUTySJvbtWDx+Xya/St9Ph8sFnmTWlNTE2w2G1wuF5KSQn+QM5tLntyCwy3ubq8PSYzDjsfzDMhIOcm5T35uK2oauu8Zk5GSgA8emWJARmR2ksdMaWUtlmys6rK5ZrotHoXTHRHd5pN6rqikCsVlTpy+jrJagPxcOwpMeHcoUW9IniOvf7ksYKfN7OFJeHt+rgEZRT7Oj0QySJ7bA1Fa81B9B9Gdd96J48ePd3u9uroakyZNUvvrqBeKSqoCFlgA4HCLG0Um7ALml79uR8jc89ft0Dkj5Uora7E/wAd9ANjf0IrSylqdMyKzCzZmLJAxZqZmpePDR6fg9/mX4Ze3X4Tf51+GDx+dIvLiSH2vtLIWq7Z1/fADAD4fsGqb0/TjnUiN0spazNuws1t3qjpXG+Zt2Gnq8Z6/bkfA4hAA7D7QZOq1mFTB5kcv50ciU5E8t/eW6gLRp59+iuzsbJSXl3e+tnbtWlx44YU4++yzNU2OgnO3e1Fc5gwZU1zmhLvdq1NGyrW6PdhSVR8yZktVPVrdHp0yUs7j9WHJxiqEuu1uycaqqLj9kJQJNWb8r0kYM9HY5pPUi5TxTqSE5PEueS0mFdeQRDJIntu1oLpAVFFRgZtvvhlXXHEFFi5ciFtvvRXz58/Hz3/+c/zlL3/pixwpgPXl1d2+fTiT19cRZzZPK7yzSWmcniqcjd0qyafzAah1taHC2ahfUmRqHDMUTTjeKZpIHu+S12JSSR4vRNEk2t+rqndF7devH5577jkMGDAAy5YtQ2xsLD744APk5OT0RX4URE3jCU3j9FTdoCwnpXF6qm8OPln0JI4iH8cMRROOd4omkse75LWYVJLHC1E0ifb3quo7iE6dOoUFCxZg+fLlKCgoQE5ODm6++WaUlJT0RX4UREbyAE3j9JSZoiwnpXF6Sh0Ur2kcRT6OGYomHO8UTSSPd8lrMakkjxeiaBLt71XVBaKLL74Yb7/9Nt5//3089dRTeP/99/Hggw/i5ptvxr333tsXOVIAs3IyEW4LEKulI85sFirs0KA0Tk8T7MlIt8V3a0/qZ0HH7vYT7Ml6pkUmxjFDvSGtvSrHO0UTyeNd8lpMKsnjJVK0tLUjf+0OXP3CNuSv3YGWtnajU1LM3e7F6rJ9WPxWJVaX7TPlPrORItrfqz0qEO3atQuXXXYZAMBiseDRRx9FeXk5tm3bpnmCFFhcrBX5ufaQMfm5dsTFqv6/uM8lxMUgz5EaMibPkYqEuBidMlIuxmpB4XRH0A0GfQAKpzu4gS914pihniqtrMXE5Vsxo3g7Hnh9F2YUb8fE5VtN3TnDP94BdFtY+X/meKdIIXm8S16LScX1gLGuf7kMWU+8iy176vFFXTO27KlH1hPv4vqXy4xOLayikiqMWbQZyzbtwbryGizbtAdjFm02dcdqySTP7VpQXT1YvXo1Bg4c2O31cePG4eOPP9YkKSKiSPLK+1/36jhFH8ntVadmpWPFzPFIs3W99TrNFo8VM8djala6QZkRaU/yeL9l/PBeHSf1/rzzQK+OU89c/3IZdh9oCnhs94EmUxeJikqqsHKbs1tzIq8PWLnNySJRH5E8t/eW6k2qQ+nfv7+Wv45CUNrmfsFVY0x3F5Ga1qpm++bK3/YwGAs62h7mOdIitqpM6rS0tQddlPjtPtCElrZ2JMZrOiWTUOHaq0qYZ6ZmpSPPkYYKZyPqm9uQOqjjVmyz5kvUGxLHO9cz+pO8/pVM8jpM8ue9SCBxbtcCR5JQbHNvjGhve0jqPfSHTzSNo8gXKfNMjNWCnFEpuOGic5AzKiXiF1QU3aSN90iZZySRvP6VTPI6TPLnvUghbW7XAgtEQrHNvTGive0hqbf/aKumcRT5OM8QUV/jPKM/yetfySSvwyR/3iO5WCASim3ujRHtbQ9JvRGDEzSNo8jHeYaI+hrnGf1JXv9KJnkdJvnzHsnFApFQbHNvjGhve0jqPX/bOE3jKPJxniGivsZ5Rn+S17+SSV6HSf68R3L1qED0z3/+Ez/96U9x++234+abb+7yh/TBNvfGOL3tYTCR3PaQ1EuMj0X28KSQMdnDk0y3MSIZJ9rbqxJR3+N6Rn+S17+SSV6HSf68Fyk8Xh/K9zbgrV0HUb63AZ5wm0JFANWj6fXXX8fll1+OPXv24C9/+QtOnTqFf/3rX9i6dStsNltf5EhBFExzYO4ke7fKstUCzJ1kR4GJv4Eonn0JkoJMxEnxsSiefYnOGSk3NSsdI1IC34Y6IiUhotseUs+8PT836OIke3gS3p6fq3NGZHbR3F6ViPQxNSsdVwYpWFzpSOU80weKZ18StEiU50g19fpXsrfn5yIjyNo9IyXB1OuwgmmOkGPGzJ/3pCutrMXE5Vsxo3g7Hnh9F2YUb8fE5VtRWllrdGp9yuLz+VSVwbKzszF37lz85Cc/waBBg/Dpp5/Cbrdj7ty5SE9Px5IlS/oq1z7T1NQEm80Gl8uFpKTQFWYzcrd7sb68GjWNJ5CRPACzcjJNX0m+/uWykC0nzfyhWXLuZKyWtnY89IdPsP9oK0YMTsDzt40z5TdWZB4ery/q2qsSkT6KSqqwclvwFtpm/7JRsla3B0+XVKG64QQyUwZg4TQH7xzqQ6WVtZi3YScCfei1AKb+4kVy7pIFO+/+FZjE86605qG6QDRw4ED861//QmZmJlJSUvD+++/jggsuwJ49ezBlyhTU1sqrqEkvEEnT0taOrCfeDRtX+cTVpvvwLDl3IiIiIqDjy8UxizaHbKFttQCfL7vG9F86EoXi8fowcflW1LoCd+SzoOPu3A8fnWK6L2Ak5y5ZpJ53pTUP1TP+4MGD0dzcDAA455xzUFlZCQA4duwYTpxgiz0K76E/fKJpnJ4k505EREQEAOvLq0MWhwDA6+uII5KswtkY9IM+APgA1LraUOFs1C8phSTnLlm0n3fVtzhMmjQJW7ZswQUXXIAf/ehHeOCBB7B161Zs2bIFP/zhD/siR4ow+4+2ahqnJ8m5ExEREQFATaOyL3WVxhGZVX1z8A/6PYnTk+TcJYv28666QPTyyy+jra3jZPzsZz9Dv3798I9//AO33HILHn/8cc0TpMgzYnACvqhrVhRnNpJzJyIiIgKAjOQBmsYRmVXqoPjwQSri9CQ5d8mi/byrLhAlJyd3/m+r1YrHHntM04RIPWmbmD5/2zhF+/g8f9s4HbJRR3LuZDxp71UiIj1x4179zMrJxFMle8LuQTQrJ1O3nKIJ1wP6mWBPRrotHnWutqAbPafZOv4/MBvJuUsW7edddYFo//79GDFiRLfX29vb8cQTT+DJJ5/UJDFSprSyFks2VnV5TjLdFo/C6Q7T7qyeGB+L7OFJYTuBmXGTZ8m5k7EkvleJiPSSv24HtlTVd/5c9hWwfvt+tv7uI3GxVuTn2kN2McvPtXOD6j7A9YC+YqwWFE53YN6GnbAAXT7w+0tyhdMdpizQ+XO/Z8POgMd9MG/ukkkeM1pQPetPnDgRX375ZZfXPv74Y4wbNw5vvvmmVnmRAv72e2duolXnasO8DTtRWmnejnJDk0LfkhfuuJHuvWJ0r45T9JH8XiUi6mtnFodOt6WqHvnrduicUXQYN2Jwr46TelwPGGNqVjpWzByPNFvXzxdptnjTtyv/ZP/RXh2nnpE8ZnpL9W0Os2fPRm5uLt59912cf/75KCwsxAsvvIAHHngAS5Ys6YscKQCP14clG6sC3vbmQ0d1c8nGKuQ50kxX3Wx1e4IuBP22VNWj1e0x3a3l/vMejJnPOxlD8nuViKivSV4TSMb1jP64HjDW1Kx05DnSRD3a5273orgs+F1+AFBc5sSCq8bwbr8+IHHMaEF1gejJJ5/E4MGDccUVV+Ccc86BxWLBBx98gEsu4e2/elLTfi9nVIp+iSnwdEnwBcmZcctuvKCPs1FH8nknY3DMEBEFJ3lNIBmvTfrjOTdejNUi6tyuL68OuU8YAHh9HXF35Y7UJ6koI23MaKFHG6UsWLAANpsN99xzD/74xz+yOGQAye33qhuUtUxVGqcnyeedjMExQ0QUnOQ1gWS8NumP55zUqmlUNu8pjSNSQnWB6MUXX+z835MmTcL/9//9fygoKMDgwR3PKd9///3aZUdBSW6/l5kyAGVfKYszG8nnnYzBMUNEFJzkNYFkvDbpj+ec1MpIVjbvKY0jUkJ1gej555/v8nN6ejrWrFkDALBYLCwQ6URy+72F0xxYv32/ojizkXzeyRgcM0REwUleE0jGa5P+eM5JrVk5mXiqZE/Ix8yslo44Iq2o3s3K6XQG/bNv376+yJEC8LffA/7dbs/P7O33EuJikOdIDRmT50g15WaUp5/3YMx63skYkt+rRL3h8fpQvrcBb+06iPK9DfCE20iBopLkNcHppI13Xpv0x3NuPHe7F6vL9mHxW5VYXbYP7nav0SmFFBdrRX6uPWRMfq6dG1STpiw+n8/cVzAdNDU1wWazweVyISkpyeh0VAnWGjbPkYri2ebeG+r6l8uw+0BTt9ezhyfh7fm5BmSkXFFJFYrLnF0q+lZLxyRdwG85KYDSylos2VjVZYPKdFs8Cqc7IrpVJkUnjndSS/J6RvJ4l5y7VDznxpC8dpf8mYnMQ2nNQ3WB6OGHHw55/Be/+IWaX2cKUgtERSVVWLkteOvDuZPMO+GVVtZi3oadQW+xXTFzvGkvksFy93/fY+bcyVgery/qWmVS9OEcST3V6vbg6ZIqVDecQGbKACyc5jD9nUORMN55bdIfz7m+JH9mkpw7mUufFYh+8IMfdP7vDz/8EN/73veQkJDQ8cssFmzdurWHKRtHYoHI3e7FmEWbwz6T+vmya0x326HH68PE5VuDtvr0P4P94aNTTHexlJw7EVFf4xxJ0YTjncj8JH9mkpw7mY/SmofqkfT3v/+98098fDxee+21zp8lFoekWl9eHXKyAACvryPObCqcjUEXUwDgA1DrakOFs1G/pBSSnDsRUV/jHEnRhOOdyPwkf2aSnDvJxVKjUDWNJzSN01N9c/DFVE/i9CQ5dyKivsY5kqIJxzuR+Un+zCQ5d5KLBSKhMpIHaBqnp9RB8ZrG6Uly7kREfY1zJEUTjnci85P8mUly7iSX6gLR22+/3fnH6/Xivffe6/Ia6WNWTibCPc5utXTEmc0EezLSbfHdWnz6WdDRzWGCPVnPtBSRnDsZT1obZCK1OEdSNOF4JzI/yZ+ZJOdOcsWq/Qs33nhjl5/nzp3b+b8tFgs8Hk+vk6Lw4mKtyM+1h9zVPj/XbsoNy2KsFhROd2Dehp2wAF06f/jnwMLpDlNu6OjP/Z4NOwMe98G8uZOx2NaWooHk+Z1ILY53IvOT/JlJcu4kl+rR5PV6g/5hcUhf40YM7tVxI03NSseKmeORZut623WaLd70LWH/vPNAr45T9PG3QT5zM9M6VxvmbdiJ0spagzIj0p7k+Z1ILY53IvMrmObA3En2bnfjWC3mbxMvOXeSSXWb+9O1tbUhPl7+c9US29xHSmtVj9eHCmcj6pvbkDqo4zZsM+fb6vZg7OLSsHF7lk5FQlyMDhmR2UXKe5VILWnzO1FvcLwTmZ+73Yv15dWoaTyBjOQBmJWTKebuG8m5kzkorXmofsTM4/Hg6aefxq9//WscOnQIX375JUaOHIlFixYhMzMTd911V68SJ2XUtFbNGZWiX2IqxVgtps7vTE+XVCmOW3bjBX2cDUkQKe9VIrWkze9EvcHxTmR+cbFW3JU70ug0ekRy7iSL6rLjU089hTVr1uDZZ59FXFxc5+tZWVn4zW9+o2lyFBxbqxqjukFZG0mlcRT5+F4lIiIiIiIJVBeI1q1bh1WrVuGOO+5ATMy/H6G58MIL8fnnn2uaHAXH1qrGyExR1kZSaRxFPr5XiYiIiIhIAtUFooMHD2L06NHdXvd6vTh16pQmSVF4bK1qjIUKN4JTGkeRj+9VIiIiIiKSQHWByOFwoKysrNvrf/rTnzBu3DhNkqLw/K1VAXT74CmptarH60P53ga8tesgyvc2wOPt8Z7pukiIi0GeIzVkTJ4jlRtUUye+VylaccwYQ/J5d7d7sbpsHxa/VYnVZfvgbvcanRJRn5D8PiWiyKZ6k+rFixfjP//zP3Hw4EF4vV688cYb+OKLL7Bu3Tq88847fZEjBeFvrbpkY1WXTXDTbPEonO4wfWvV0srabrmnC8i9ePYluP7lMuw+0NTtWPbwJBTPvsSArMjMpmal4+5JdhSXOXF630iLBcjPtZt6vANy36tkHI4ZY0g+70UlVSguc+L0z8lPlexBfi7bOFNkkfw+JaLI16M292VlZVi6dCk+/fRTtLS0YPz48Vi8eDGuuuqqvsixz0lsc386ia1VSytrMW/DTpw5+PxZr5g53rQXyWC5Ax35mzl3MobkMSP5vUrG4JgxhuTzXlRShZXbnEGPz53EIhFFBsnvUyKSTWnNo0cFokgjvUAkjcfrw8TlW4O2/rag4y6oDx+dYrpCl+TcyRiSx4zk3MkYHDPGkHze3e1ejFm0GaGesLFagM+XXYO4WNU7IxCZhuT3KRHJp7TmodmV1uPxYM6cOZgzZw7mzp2r1a+lCFThbAx6cQQAH4BaVxsqnI36JaWQ5NzJGJLHjOTcyRgcM8aQfN7Xl1eHLA4BgNfXEUckmeT3KRFFD9V7EN18880BX/d6vdi4cSPeeOMNxMRwg14Krr45+MWxJ3F6kpw7GUPymJGcOxmDY8YYks97TeMJTeOIzEry+5SIoofqApHNZgv4usfjAQDccMMNvcuIIl7qoHhN4/QkOXcyhuQxIzl3MgbHjDEkn/eM5AGaxhGZleT3KRFFD9UFoldffTXg621tbfjd737X64RIPWmbVE+wJyPdFo86V1vQTXvTbB3/DrORnDsZQ/KYkZw7GYNjxhiSz/usnEw8VbIn7B5Es3IydcupJ6StxUh/kt+nRNHK3e7F+vJq1DSeQEbyAMzKyYz4/fA0+9dZLLwIGqG0shYTl2/FjOLteOD1XZhRvB0Tl29FaWWt0akFFWO1oHC6I+DFEeh4BrtwusOUCyvJuZMx/GMG+HeXEj//z2YdMxzvpBbHjDEkzzNxsVbk59pDxuTn2k29IJe4FiP9SX6fEkWjopIqjFm0Gcs27cG68hos27QHYxZtRlFJldGp9SnzXm3/z8GDBzFz5kykpKQgISEBF1xwAf75z392Hvf5fFi8eDHS09ORkJCAK6+8El999ZWBGevH3yrzzA3v6lxtmLdhJxcmRCYxNSsdK2aOR5qt623jabZ4trQlIk1InmcKpjkwd5IdZ34utlrM3+KeazFSQ/L7lCiaFJVUYeU2Z7e7W70+YOU2Z0QXiVS3uX/xxRcDvt7e3o5HHnmkcy8iLRw9ehTjxo3DD37wA8ybNw9DhgzBV199hVGjRmHUqFEAgOXLl6OoqAhr166F3W7HokWL8Nlnn6Gqqgrx8cqe4ZXY5l5yq0zmTtFK2iMIHO+kFseM8aTNM6eTdis/xzv1lOT3KVGkc7d7MWbR5rCPPn++7BpTX6POpLTmoXoPoueffz7osREjRqj9dSEtX74c5557bpd9j+z2f9+G7PP58MILL+Dxxx/v3Bx73bp1GDp0KN58803cfvvtAX/vyZMncfLkyc6fm5qaNM1bD2paZeaMStEvMQWYO0WrGKtF1LjgeCe1OGaMJ22eOV1crBV35Y40Og3FON6ppyS/T4ki3fry6pDFIaDjTqL15dWirllKqS55OZ3OkH+09Pbbb+Piiy/Gj370I6SmpmLcuHEoLi7ukktdXR2uvPLKztdsNhsuvfRSlJeXB/29RUVFsNlsnX/OPfdcTfPWg+RWmcydSAaOd1KLY4aiCcc7EVHkqWk8oWmcND2+J+rIkSM4cuSIlrl0s2/fPqxYsQLf+c538O6772LevHm4//77sXbtWgBAXV0dAGDo0KFd/t7QoUM7jwVSUFAAl8vV+eebb77pu39EH5HcKpO5E8nA8U5qccxQNOF4JyKKPBnJAzSNk0ZVgejYsWP4yU9+grPPPhtDhw7F0KFDcfbZZ2P+/Pk4duyY5sl5vV6MHz8eTz/9NMaNG4e7774b+fn5+PWvf92r39u/f38kJSV1+SONv1VmsKeVLQDSTdoqk7kTycDxTmpxzFA04XgnIoo8s3IyuzVNOJPV0hEXiRQXiBobG3HppZdi7dq1uOWWW/Df//3f+O///m/cfPPNWLNmDXJycnD06FFNk0tPT4fD0bVzxdixY7F//34AQFpaGgDg0KFDXWIOHTrUeSxSSW6VeXruwTB3IuNJnmfIGBwzFE043omIIk9crBX5ufaQMfm5dlEbVKuh+F+1dOlSxMXFYe/evVi5ciUefPBBPPjgg1i1ahW+/vpr9OvXD0uXLtU0ue9///v44osvurz25ZdfIiMjA0DHhtVpaWl47733Oo83NTXho48+Qk5Ojqa5mJHkVplTs9JxpSM14LErHammz/3uIO14755kN3XuRGpJnmfIGBwzFE38awLLGWsCC9cERERiFUxzYG6Qz3tzJ9lRMC30DQOSKW5zn5mZiZUrV+Lqq68OeLy0tBT33HMPqqurNUtux44duPzyy7FkyRLceuutqKioQH5+PlatWoU77rgDQEens2eeeaZLm/vdu3dHfJv700lslVlUUoWV24Jvam7mN15pZS3mbdiJM984/jPOD0AUiSTOM2QsjhmKBsHWBEDHuoBrAiIiudztXqwvr0ZN4wlkJA/ArJxMsXcOKa15KC4Q9e/fH3v37sXw4cMDHj9w4ABGjx6NtjZtOzW88847KCgowFdffQW73Y6HH34Y+fn5ncd9Ph8KCwuxatUqHDt2DBMnTsQrr7yC8847T/F/Q3qBSBp3uxdjFm0O2T7QagE+X3aN6d6AHq8PE5dvDdrW1oKOb8k/fHQKPwgRERFFMK4JiIhICqU1D8Wfvs8+++yQdwc5nU4kJ2u/Cd91112Hzz77DG1tbdizZ0+X4hAAWCwWLF26FHV1dWhra8Pf/vY3VcUh0t/68uqQxSEA8Po64symwtkYdCEIAD4Ata42VDgb9UuKiIiIdMc1ARERRRrFBaKrr74aP/vZz+B2u7sdO3nyJBYtWoSpU6dqmhxFpprGE5rG6am+WdkdckrjiIiISCauCYiIKNLEKg1cunQpLr74YnznO9/BT37yE4wZMwY+nw979uzBK6+8gpMnT2L9+vV9mStFiIzkAZrG6Sl1kLJ9rZTGERERkUxcExARUaRRXCAaPnw4ysvLce+996KgoAD+rYssFgvy8vLw8ssv49xzz+2zRClyzMrJxFMle8LuQTQrJ1O3nJSaYE9Gui0eda62oBtSptk6NmMlIiKiyMU1ARERRRpVOwDb7XZs3rwZR44cwfbt27F9+3YcPnwYpaWlGD16dF/lSBEmLtaK/Fx7yJj8XLvpNqgGgBirBYXTHQEXgkDHfgOF0x3cjJKIiCjC+dcEwL87mfr5f+aagIiIJOnRJ/DBgwdjwoQJmDBhQp9sTE2Rr2CaA3Mn2XHmmslqMXeLewD4ZP/RXh0nIiKiyDA1Kx0rZo5Hmq3rY2Rptni2uCciInEUt7mPZGxzbxx3uxfry6tR03gCGckDMCsn05R3Dvm5270Ys2hz2MfjPl92jan/HURERKQdj9eHCmcj6pvbkDqo47Ey3jlERERmobTmoXgPIqK+EBdrxV25I41OQ7H15dUhi0MA4PV1xEn6dxEREVHPxVgtyBmVYnQaREREvcJbHIhUqGk8oWkcERERERERkRmwQESkQkbyAE3jiIiIiIiIiMyABSIiFWblZHbbWPtMVktHHBEREREREZEU3IOISIW4WCvyc+1Yuc0ZNCY/184Nqoko6nHTXiIiMhNel0itaBwzLBARqVQwzQEAKC5zdtmw2mrpKA75jxMRRavSylos2ViFWldb52vptngUTnew7TcREemO1yVSK1rHDNvcg23uqWfc7V6sL69GTeMJZCQPwKycTN45RERRr7SyFvM27MSZiwv/920rZo6P6IUVERGZC69LpFYkjhm2uSfqY3GxVrayJyI6jcfrw5KNVd0WVADgQ8fCasnGKuQ50iL+Fm0iIjIer0ukVrSPGd7uQERERJqocDZ2uRX7TD4Ata42VDgb9UuKiIiiFq9LpFa0jxkWiIiIiEgT9c3BF1Q9iSMiIuoNXpdIrWgfMywQERERkSZSB8VrGkdERNQbvC6RWtE+ZlggIiIiIk1MsCcj3RaPYE/kW9DRAWSCPVnPtIiIKErxukRqRfuYYYGIiIiINBFjtaBwugMAui2s/D8XTndE5KaORERkPv7rUrC23T7wukRdRftahgUiIiIi0szUrHSsmDkeabaut16n2eJFtoUlIiKi6BLNaxmLz+cLVlCNGk1NTbDZbHC5XEhKSjI6HSIiIvE8Xh8qnI2ob25D6qCOW7Ej9ds2IiIyJ4/Xh4nLtwbtSmVBx4f+Dx+dwmsUdRNJaxmlNY9YHXMiIiKiKBFjtSBnVIrRaRARURRT07Kc1yw6UzSuZfiIGREREREREUWcaG9ZTqQWC0REREREREQUcaK9ZTmRWiwQERERERERUcSJ9pblRGqxQEREREREREQRJ9pbllPvuNu9WF22D4vfqsTqsn1wt3uNTqnPsYsZ2MWMiIiIiIgoUpVW1mLJxqouG1an2+JRON0R0S3LqeeKSqpQXOaE97RqidUC5OfaUTDNYVxiPcQuZkRERERERBT1pmalI8+RFjEty6lvFZVUYeU2Z7fXvT50vi6xSKQEC0REREREREQU0aKxZTmp5273orise3HodMVlTiy4agziYiNvx57I+xcREREREREREam0vry6y2NlgXh9HXGRiAUiIiIiIiIiIop6NY0nNI2ThgUiIiIiIiIiIop6GckDNI2ThgWiCODx+lC+twFv7TqI8r0N8IS7J85EorF1IBEREREREZnPrJxMhNu73GrpiItE3KRaOMktGwO1DnyqZI/Y1oFEREREREQkV1ysFfm59oBdzPzyc+0RuUE1wDuIRCutrMW8DTu7FIcAoM7VhnkbdqK0stagzMLztw4882Ynf+vAopIqYxIjIiIiIiKiqFUwzYG5k+zd7iSyWoC5kyL7ZgaLz+eT8zxSH2lqaoLNZoPL5UJSUpLR6Sji8fowcfnWbsUhPwuANFs8Pnx0CmLC3SOnM3e7F2MWbQ65O7zVAny+7JqIrcwSERERERGRebnbvVhfXo2axhPISB6AWTmZYj+fKq158BEzoSqcjUGLQwDgA1DrakOFsxE5o1L0S0wBNa0D78odqU9SRERERERERP8nLtYadZ9HZZa/CPXNwYtDPYnTU7S3DiQiIiIiIiIyGxaIhEodFK9pnJ6ivXUgERERERERkdmwQCTUBHsy0m3xCLa7kAUd3cwm2JP1TEuRaG8dSERERERERGQ2LBAJFWO1oHB6x+7pZ9Za/D8XTneYboNq4N+tA0OJ5NaBRERERERERGbDT+CCTc1Kx4qZ45Fm6/oYWZotHitmjsfUrHSDMguvYJoD2cMD756ePTwpolsHEhEREREREZkNu5gJNzUrHXmONFQ4G1Hf3IbUQR2PlZnxzqHTFZVUYfeBpoDHdh9oQlFJFYtERERERERERDphgSgCxFgtpmtlH4q73YviMmfImOIyJxZcNYaPmRERERERERHpgJ++SXfry6vh9YWO8fo64oiIiIiIiIio77FARLqraTyhaRwRERERERER9Q4LRKS7jOQBmsYRERERERERUe+wQES6m5WTiXB7aFstHXFERERERERE1PdYICLdxcVakZ9rDxmTn2vnBtVEREREREREOmEXMzKEv4V9cZmzy4bVVktHcYgt7omIiIiIiIj0Y/H5fGH6SUW+pqYm2Gw2uFwuJCUlGZ1OVHG3e7G+vBo1jSeQkTwAs3IyeecQERERERERkUaU1jx4BxEZKi7WirtyRxqdBhEREREREVFU460aRERERERERERRjgUiIiIiIiIiIqIoxwIREREREREREVGU4x5EZCiP14cKZyPqm9uQOigeE+zJiLFajE6LiIiIiIiIKKqwQESGKa2sxZKNVah1tXW+lm6LR+F0B6ZmpRuYGREREREREVF04SNmZIjSylrM27CzS3EIAOpcbZi3YSdKK2sNyoyIiIiIiIgo+rBARLrzeH1YsrEKvgDH/K8t2VgFjzdQBBERERERERFpjQUi0l2Fs7HbnUOn8wGodbWhwtmoX1JEREREREREUYwFItJdfXPw4lBP4oiIiIiIiIiod1ggIt2lDorXNI6IiIiIiIiIeocFItLdBHsy0m3xCNbM3oKObmYT7Ml6pkVEREREREQUtVggIt3FWC0onO4AgG5FIv/PhdMdiLEGKyERERERERERkZZMXSB64oknYLFYuvwZM2ZM5/G2tjb85Cc/QUpKChITE3HLLbfg0KFDBmZMSk3NSseKmeORZuv6GFmaLR4rZo7H1Kx0gzIjIiIiIiIiij6xRicQzvnnn4+//e1vnT/Hxv475YceegibNm3C//zP/8Bms2H+/Pm4+eab8b//+79GpEoqTc1KR54jDRXORtQ3tyF1UMdjZbxziIiIiIiIiEhfpi8QxcbGIi0trdvrLpcLq1evxmuvvYYpU6YAAF599VWMHTsW27dvx2WXXRb0d548eRInT57s/LmpqUn7xEmRGKsFOaNSjE6DiIiIiIiIKKqZ+hEzAPjqq68wbNgwjBw5EnfccQf2798PAPj4449x6tQpXHnllZ2xY8aMwYgRI1BeXh7ydxYVFcFms3X+Offcc/v030BEREREREREZGamLhBdeumlWLNmDUpLS7FixQo4nU7k5uaiubkZdXV1iIuLw1lnndXl7wwdOhR1dXUhf29BQQFcLlfnn2+++aYP/xVEREREREREROZm6kfMrrnmms7/nZ2djUsvvRQZGRn44x//iISEhB7/3v79+6N///5apEhEREREREREJJ6p7yA601lnnYXzzjsPX3/9NdLS0uB2u3Hs2LEuMYcOHQq4Z1Ek83h9KN/bgLd2HUT53gZ4vD6jUyIiIiIiIiIiQUx9B9GZWlpa8P+3d+fxWOXv/8Cvm0JFShIRCSGyZy2JiKTSRmmnRdOmfd+Xadpm2vd9pqZNm/Z932ilmrSgooUWlCX36/eH332+7tR8mplybrmej8fn8RnnPnQ5zvI+1/t6v98PHjygLl26kKOjI5UvX56OHTtGbdu2JSKie/fuUXJyMrm5uYkcack5eDuVJu9NoNS3OcI2PU01mhhUj5eKZ4wxxhhjjDHG2FdR6AqiYcOG0alTp+jx48d0/vx5Cg4OJmVlZerYsSNpampSeHg4DRkyhE6cOEGxsbHUo0cPcnNz+9sVzH4kB2+nUuSmOLnkEBFR2tscitwURwdvp4oUGWOMMcYYY4wxxkoTha4gevLkCXXs2JHS09OpevXq1LBhQ7p48SJVr16diIjmz59PSkpK1LZtW8rNzaVmzZrRkiVLRI66ZBRIQZP3JtDnBpOBiCRENHlvAvnW0yVlJUkJR8cYY4wxxhhjjLHSRAKgzE9Y8+7dO9LU1KS3b99S5cqVxQ7nq1x4kE4dV178n/tt7uVKbibVSiAixhhjjDHGGGOMKZqvzXko9BAz9mUvMnP+907/YD/GGGOMMcYYY4yVXZwgKqV0NNS+6X6MMcYYY4wxxhgruzhBVEo5G2uRnqYafWl2IQkVrmbmbKxVkmExxhhjjDHGGGOsFOIEUSmlrCShiUH1iIiKJYlkX08MqscTVDPGGGOMMcYYY+x/4gRRKeZvrUdLOzuQrqb8MDJdTTVa2tmB/K31RIqMMcYYY4wxxhhjpYlCL3PP/jd/az3yradLlx9l0IvMHNLRKBxWxpVDjDHGGGOMMcYY+1qcIPoBKCtJeCl7xhhjjDHGGGOM/Ws8xIwxxhhjjDHGGGOsjOMEEWOMMcYYY4wxxlgZxwkixhhjjDHGGGOMsTKOE0SMMcYYY4wxxhhjZRwniBhjjDHGGGOMMcbKOE4QMcYYY4wxxhhjjJVxnCBijDHGGGOMMcYYK+M4QcQYY4wxxhhjjDFWxnGCiDHGGGOMMcYYY6yM4wQRY4wxxhhjjDHGWBlXTuwAGGOMMcYYY6ysKJCCLj/KoBeZOaSjoUbOxlqkrCQROyzGGOMEEWOMMcYYY4yVhIO3U2ny3gRKfZsjbNPTVKOJQfXI31pPxMgYY4yHmDHGGGOMMcbYd3fwdipFboqTSw4REaW9zaHITXF08HaqSJExxlghThAxxhhjjDHG2HdUIAVN3ptA+Mxnsm2T9yZQgfRzezDGWMngBBFjjDHGGGOMfUeXH2UUqxwqCkSU+jaHLj/KKLmgGGPsE5wgYowxxhhjjLHv6EXml5ND/2Y/xhj7HjhBxBhjjDHGGGPfkY6G2jfdjzHGvgdOEDHGGGOMMcbYd+RsrEV6mmr0pcXsJVS4mpmzsVZJhsUYY3I4QcQYY4wxxhhj35GykoQmBtUjIiqWJJJ9PTGoHikrfSmFxBhj3x8niBhjjDHGGGPsO/O31qOlnR1IV1N+GJmuphot7exA/tZ6IkXGGGOFyokdAGOMMcYYY4yVBf7WeuRbT5cuP8qgF5k5pKNROKyMK4cYY4qAE0SMMcYYY4wxVkKUlSTkZlJN7DAYY6wYHmLGGGOMMcYYY4wxVsZxgogxxhhjjDHGGGOsjOMEEWOMMcYYY4wxxlgZxwkixhhjjDHGGGOMsTKOE0SMMcYYY4wxxhhjZRwniBhjjDHGGGOMMcbKOE4QMcYYY4wxxhhjjJVxnCBijDHGGGOMMcYYK+M4QcQYY4wxxhhjjDFWxnGCiDHGGGOMMcYYY6yM4wQRY4wxxhhjjDHGWBnHCSLGGGOMMcYYY4yxMo4TRIwxxhhjjDHGGGNlHCeIGGOMMcYYY4wxxso4ThAxxhhjjDHGGGOMlXGcIGKMMcYYY4wxxhgr4zhBxBhjjDHGGGOMMVbGcYKIMcYYY4wxxhhjrIwrJ3YArGwrkIIuP8qgF5k5pKOhRs7GWqSsJBE7LMYYY4wxxhhjrEzhBBETzcHbqTR5bwKlvs0RtulpqtHEoHrkb60nYmSMMcYYY4wxxljZwkPMmCgO3k6lyE1xcskhIqK0tzkUuSmODt5OFSkyxhhjjDHGGGOs7OEEEStxBVLQ5L0JhM98Jts2eW8CFUg/twdjjDHGGGOMMca+NU4QsRJ3+VFGscqhokBEqW9z6PKjjJILijHGGGOMMcYYK8M4QcRK3IvMLyeH/s1+jDHGGGOMMcYY+284QcRKnI6G2jfdjzHGGGOMMcYYY/8NJ4hYiXM21iI9TTX60mL2EipczczZWKskw2KMMcYYY4wxxsosThCxEqesJKGJQfWIiIoliWRfTwyqR8pKX0ohMcYYY4wxxhhj7FviBBEThb+1Hi3t7EC6mvLDyHQ11WhpZwfyt9YTKTLGGGOMMcYYY6zsKSd2AKzs8rfWI996unT5UQa9yMwhHY3CYWVcOcQYY4wxxhhjjJUsThAxUSkrScjNpJrYYTDGGGOMMcYYY2UaDzFjjDHGGGOMMcYYK+M4QcQYY4wxxhhjjDFWxnGCiDHGGGOMMcYYY6yM4wQRY4wxxhhjjDHGWBnHCSLGGGOMMcYYY4yxMq5UJYh+/vlnkkgkNHjwYGFbTk4O/fTTT1StWjVSV1entm3b0vPnz8ULkjHGGGOMMcYYY6yUKTUJoitXrtDy5cvJxsZGbntUVBTt3buXtm3bRqdOnaJnz55RmzZtRIqSMcYYY4wxxhhjrPQpFQmirKwsCgsLo5UrV1LVqlWF7W/fvqXVq1fTvHnzyNvbmxwdHWnt2rV0/vx5unjx4hd/Xm5uLr17907uf4wxxhhjjDHGGGNlValIEP30008UGBhITZs2ldseGxtL+fn5ctstLCzI0NCQLly48MWfN3PmTNLU1BT+V6tWre8WO2OMMcYYY4wxxpiiU/gE0ZYtWyguLo5mzpxZ7LO0tDRSUVGhKlWqyG2vUaMGpaWlffFnjh49mt6+fSv8LyUl5VuHzRhjjDHGGGOMMVZqlBM7gL+TkpJCgwYNoiNHjpCamto3+7mqqqqkqqr6zX4eY4wxxhhjjDHGWGmm0BVEsbGx9OLFC3JwcKBy5cpRuXLl6NSpU7RgwQIqV64c1ahRg/Ly8ujNmzdy3/f8+XPS1dUVJ2jGGGOMMcYYY4yxUkahK4h8fHzo1q1bctt69OhBFhYWNHLkSKpVqxaVL1+ejh07Rm3btiUionv37lFycjK5ubmJETJjjDHGGGOMMcZYqaPQCSINDQ2ytraW21apUiWqVq2asD08PJyGDBlCWlpaVLlyZRowYAC5ubmRq6vrV/87AIiIeDUzxhhjjDHGGGOM/VBkuQ5Z7uNLFDpB9DXmz59PSkpK1LZtW8rNzaVmzZrRkiVL/tHPyMzMJCLi1cwYY4wxxhhjjDH2Q8rMzCRNTc0vfi7B/0ohlQFSqZSePXtGGhoaJJFIxA7nX3n37h3VqlWLUlJSqHLlymKH849w7OLg2MXBsYuDYxcHxy4Ojl0cHLs4SmvspTVuIo5dLBy7OEpz7EUBoMzMTKpZsyYpKX15KupSX0H0LSgpKZGBgYHYYXwTlStXLrUnLscuDo5dHBy7ODh2cXDs4uDYxcGxi6O0xl5a4ybi2MXCsYujNMcu83eVQzIKvYoZY4wxxhhjjDHGGPv+OEHEGGOMMcYYY4wxVsZxgugHoaqqShMnTiRVVVWxQ/nHOHZxcOzi4NjFwbGLg2MXB8cuDo5dHKU19tIaNxHHLhaOXRylOfZ/gyepZowxxhhjjDHGGCvjuIKIMcYYY4wxxhhjrIzjBBFjjDHGGGOMMcZYGccJIsYYY4wxxhhjjLEyjhNEjDHGGGOMMcYYY2UcJ4gYY4wxxhhjjDHGyjhOEDHGGGOMMcaYguJFp8XHfwNGVDbOA04QMcYYY+y7OX36NCUlJYkdxndRFhqKjP2IStO1O2HCBDpx4oTYYZRZJ06coA8fPpBEIhE7lDJp/vz5dOrUKVFjWL9+PU2dOpWIiCQSSam6f/wbnCBicpKTk8UO4bN+9AuRsR+F7FqNj4+njIwMkaP59z6955SGe5BUKi22Tcy4AdCVK1eoWbNmtHz5cnry5IlosXxrGRkZVFBQoHAvDKXhPGWKd62WNVKpVLh2ExMTKTs7W+SI/t6tW7dIR0dH7DD+s9J4jm/dupUmT55MWVlZwrbS+HuUVlevXqWFCxfS8uXL6eLFi6LEkJWVRceOHaPdu3fT/PnziejHTxJxgogJVq9eTd26dRO1l0J2sT1//pyePHlC6enpRFR4IX6uQfUj+JFvMCXlS8eQj23Jk0gktHv3brKzs6O//vqLCgoKxA7pHwMgvDzs2LGDrl+/rvCNAalUSkpKhY/0a9eu0aVLlyghIUHUBIZEIqEGDRrQ9OnT6Y8//qDly5dTSkqKaPF8KzExMTRgwAA6ePCgwj2XZH/v1NRUkSNhX1L0Wr179y7du3ePkpKSFC7Z+G8UvUcq6v2y6PGfOHEi9erVi2JjYykvL0/kyIqTHcPo6Giytram48eP0+HDh+njx48iR/b3ZHE/efKE7t69S0+fPiWi0tmWDw4Opo0bN1L16tXp0aNH9P79e4VvD/xInJycaMGCBfTw4UNauHAhnT9/vsRjUFdXpxkzZpCbmxv9+eefNHfuXCL6sZNEnCBiRER0/PhxevDgAZ09e5Z++eUXOnfuXInHIHsp27VrFwUGBlKDBg0oKCiIIiMjiYhISUmp1D1YZGQ3kJs3b9KuXbto586dlJCQQESkkI3C8+fPU3R0NF2/fp3S0tKI6PM9noqgaE9gSkqKXG9gaWyMlPaHTWZmJiUkJNAvv/xCrq6upKysLHZI/0jR8+nSpUv0888/04QJE+j+/fsK2xgAILzwjB07ltq3b0/h4eHk5uZGgwcPprt374oSl+zaGzJkCA0ePJjWrl1LK1asKNVJop07d1L79u3J2tqa6tatKxx3InGv3aL3uWXLllFkZCRduXJFtHi+t6LH+tN7vCJeozJFr9UJEyZQ27ZtqXXr1uTk5ETz5s0TOsVKG9kxf/fuHeXk5FBeXp7C3i9lx3/MmDG0YsUKGjhwINWrV49UVFREjqy4T9uHP//8M7Vp04ZOnjypsEkiWVt+586d5O/vT15eXtS8eXNq3bo15efnl6q2vFQqpfLly1OtWrUoPj6e2rdvT/PnzxeGmynC+a0IMXwv+fn5RETUokUL6tevHyUmJtKCBQsoNja2xGIAQFKplAwMDGjUqFHk4OBA27Zt+/GTRGBl3ogRI6Cnp4dp06ZhyJAhqFq1Kry9vXH69OkSj+XIkSNQU1PD/PnzsX37dsyZMwf6+vpo3ry5sI9UKi3xuL6FHTt2QEdHB02aNIGlpSVcXFywYMECscMqZvjw4ahVqxZq1qwJY2NjuLu749KlSwCAgoICkaOTV/RcGDt2LOzt7VGhQgV4e3tjzJgxwmeKFvfnLFy4EBEREfDy8sL69etx9+5dsUP6x+Li4lCpUiXY2Nhg7969YofzjxU9n2bOnInu3bujbt26UFFRQXBwMG7fvl1sP0Uyd+5c6Ojo4Ny5cwCAoUOHokKFCrh8+bJoMeXl5Qn/PXfuXOjr62PcuHFITk4WLaZ/686dOzA2Nsbq1asBFJ4HHz9+xI0bN/D+/XsA4txriv6bFy5cwIABA6CmpobQ0FBcu3atxOP53mTX3+HDh9G7d28EBARgxowZwvVZdB9FNWPGDFSvXh3Hjx9HXl4eunfvjooVK8r9DqWF7FjHxMTAy8sLzs7OcHV1xV9//SVyZF926dIlGBkZ4eTJkwCA9+/fIzk5GXv37sX169dFju7vNW/eHHp6ejh8+DDy8/PFDuezTpw4gQoVKmDhwoU4efIk1qxZg/r168PW1laIWdGv0U/l5uaic+fOcHNzw+zZs5GdnQ1A3N9D9m9fvHgRc+bMwdy5c3HmzBnR4vmWih7XSZMmoU+fPqhduzYkEglat26Nixcvlmgc6enpAIBnz56hX79+cHFxwZw5cz4b74+AE0Rl3LVr11CjRg0cOXJE2JaQkABjY2M0btwYZ8+eLbFYCgoKMHjwYISHhwvbPn78iJMnT0JfXx+DBw8usVi+tdjYWFSvXh1LliwBABw/fhwqKiqYPHmyyJHJW7VqFapVq4bTp08jIyMDMTEx6NChA+rUqYPY2Fixw/ui6dOnQ0tLC9HR0di9ezdGjx4NMzMz9OrVS+zQvsqIESNQrVo1DBgwAK1bt0adOnUQEhIiJOZKiydPniA0NBQSiQQbN24EUHgNlzZz5syBhoYGDh06hLt37+KXX36Bs7MzgoODkZCQAED8xsCzZ8+E/5YlCEJDQzFv3jwAwPbt21GlShXhnlM0UVMSZMfn07//7NmzUbNmzVKZJIqNjYWVlRXu3LmDvLw8LFiwAA0bNoSBgQFsbGzw5s0bUeMbOnQoDA0NMWrUKPTo0QOqqqpo27Yt4uLiRI3re9i1axdUVVXRuXNn9OzZEzo6OmjevDn27Nkjdmj/U25uLoKCgrBu3ToAhZ1HVatWFa5V2TUj9j3mfymamNy9ezfU1dUxadIk7N27F35+fjAyMsKxY8dEjPD/yGKVHdMzZ87A2toad+7cwcWLFzFkyBDUrVsXNWvWhKurq0K8ZMtiffXqFd6+fSv3ma+vr0IniSZMmICOHTvKbbt+/Tqsra0RGhoqUlT/zOeuv9zcXPTp0wdOTk4KkySSdT57enoiICAA6urq2LZtm2jxfGvz589H5cqVceLECcTHx2P9+vWwsLBASEjId+/8kv1d9+7di+bNm+P48eMAgJSUFERGRv7QSSJOEJVx8fHx0NfXF3qcZS8R8fHxUFNTQ6tWrXDq1Knv9u9/ejG1aNECPj4+cts+fvyIyZMnw8vLC5mZmd8tlu9p7dq1aNq0KQDg0aNHqF27Nvr06SN8npiYKFZoAqlUin79+qFHjx5y2+Pi4hAYGIhu3bohNzdXpOi+7M2bN/D19RUa17Jta9euRd26dbFy5UoRo/vfLl68CGNjY5w/f17Ytn37dvj5+aFbt2548eKFiNH9c0+fPkW7du2gqakpvJiWhgouoPAayM3NRUBAAIYOHSr32dq1a2Fqaorg4GDcu3dPpAgLde3aFU5OTnI99FlZWahfvz6OHj2KCxcuQF1dHUuXLgVQ2KidNm2acJ//3mT39WPHjiEiIgKhoaHo16+f8Pn8+fOFSqKUlJQSiem/yMrKAgDcuHEDtra2aNOmDYyNjdGyZUuMGTMGhw4dQu3ateXuQd/bkiVL5Codzp07B21tbbkX2xMnTqBGjRpo3br1D1VJ9Pz5czg4OAjJUAC4e/cuvL290bx5c9y/f1/E6P6eVCrFq1evoKenh6tXr+L06dNy1+qHDx8watQo0e8xf+fT4/vw4UO4urri119/BVD48mRsbAwDAwNoamrKdUCKTXa/SUpKQtWqVeHs7IwKFSqgd+/e2L59O65cuQITExPs2LFD5EgL7dy5E87OzjA2NsbkyZNx5coV4TNZkujIkSMKlyTq2bMn7Ozsim3/7bff4OjoiFevXokQ1deTPcNOnTqFMWPGoHfv3li1ahUAID8/H3379kWDBg0we/ZsoXpUjOTAuXPnUKNGDSxfvhwAcPPmTZQrVw4SiQQrVqwo8Xi+h7Zt2xbr7N2+fTtq1KiB4OBguWvie9i1axcqVqyIyZMny1V4PnnyREgSFX0W/Sg4QVTGPX78GFpaWpg/fz6AwmTMx48fkZeXB3t7e9SoUQOtWrVCamrqd4vh7NmzwnCUFStWwNnZWSj7lVm7di1MTEwU/qHyKdkDY82aNejatSuePXsGAwMD9O7dW3hpPnbsGGbMmIGMjAwxQwUADBgwAB4eHsjJyZHbPnPmTBgbG+Pdu3ciRfZlHz58gKWlJUaMGCG3PTMzE4GBgXKJOEV0/vx51KhRo1hZ+++//45q1arh5s2bIkX292Tn9u3bt3Hs2DHs379fOD8yMjLQsmVLVK1aVfi9SkuSCAA6dOiAsLCwYg2+fv36QU1NDe3atcOdO3dEig64d+8etLW1ERAQIJckGjJkCMzMzKCqqor169cL21+9egUvLy/89ttvJRZjdHQ01NXVMXDgQKFqyMHBAa9fvwZQmCSqXbs2oqKi8OTJkxKL6586e/YsbG1thcqxLVu2YMSIEZg0aRIeP34s7NeoUSNs3ry5RGJ6+PCh8ByJj48HUDhkpmbNmsL1JqtCOXr0KCQSCbp27arQVaD/xOvXr1G3bl38/vvvACC8HN+9exdVq1Yt0fP8f/nSS2OvXr3QpEkTVKhQAWvWrBG2p6WlwdPTU3gZVTSbNm2Cu7u7XKVWfHw8Jk+ejOzsbDx9+hRmZmaIiIjA27dv0bBhQ5iYmODAgQMiRl1oz549kEgkOHHiBADgwYMHWLJkCQ4dOoQPHz4AKPx7OTk54Y8//hAx0kK3bt2Cnp4eZsyYgVGjRsHCwgKhoaFCFQMABAQEQEVFRW6bIti2bRvs7Oywe/duuWf/vn37ULt27VJRPSqr7OvQoQOGDh0KiUSCiIgI4R2pT58+cHd3x5QpU4QkUUnKy8vDnDlzMHr0aACFyU8jIyOEh4dj5MiRkEgkJfZM+h5k984uXbqgU6dOAOQrksePH4/KlSsjICDgu7WTU1NTYWNjg9mzZ8ttl8Xx5MkTDBgwAHXr1sXChQu/Swxi4QRRGfTs2TPk5uYKSYDZs2ejXLly2LJli7BPTk4OevXqhZiYGFSsWLHYxfGtZGZmol27dkLVyrVr1+Dk5ISwsDC5B15UVBS8vLwUMkHxNWJiYlCuXDlUrlwZAwcOlPusb9++CAkJUYjqqFWrVsHU1BS7du0SGkwAsH//fjg4OHzXROHX+FyS4cOHDwgPD0fr1q3x4MEDuc+GDBmCgIAAhetdA/7v4Xf+/Hno6OgI53vRoUCGhoZYtGiRKPF9jW3btkFbWxv169eHRCKBp6enULGVkZGBVq1aQUdHB1evXhU50s/7UtJq3LhxMDAwKBb3b7/9hmbNmsHX1xdjx44VZfic7Fx++PAhtLS04O/vL8xXdfr0abi7u8PR0VEYL//y5UsEBATA3d29xOJ9/vw57O3thV61p0+fQl9fH3379pXbb+rUqahXr55CV8llZGTA0NAQjo6On61Myc/Px4QJE1CrVi08fPiwxOKKi4uDk5MTIiIicOfOHSQlJaFSpUr4888/ARRWjUmlUmRnZ6Nu3brQ0dFBjx49hARdaZScnIz8/Hykpqaidu3a+PnnnwEU/g1k10VwcDC6du0qZpiCoveXR48e4caNG3j58iWAwpdPY2Nj+Pv7C8/a169fIyAgAJ6engo7NPfSpUto1KgRWrRoITfPnOzZ+9NPP6F169bC0Jtu3bpBWVkZhoaGwjaxJCUlISwsDBUrVhSSRLLz5sOHD3j58iX8/f3h5OQkyvGXSqVyCcXr16+jf//+wtcHDhyAq6srOnToINc+btOmjWgVZ7J4//rrL1y7dg1JSUkACl+cvby8EBgYiJ07dwIovB6GDRsGZ2dnhb8PPXz4EKampli8eDGAwipSdXV1DB06VDg3cnNzERoaCh8fH+F5W1JkHcr37t3DuXPnkJ2djYYNGyIiIgJAYSVRhQoVIJFI5BLQiuxLyfTffvsNqqqqxeYcmjdvHtzd3dG/f///3AH5ue+XSqVITk6GsbGx8G9/eo0ChYm5oUOH4tGjR/8pBkXDCaIyZtKkSbC1tYWjoyMmTpyI58+fAyh8kZZIJIiMjMTEiRPh5eUFW1tbAEBQUJCQvf0eli1bBk1NTaGBcerUKTg7O8Pe3h4NGjRAy5YtUbly5VJRIi+7cVy/fh2HDh1CXFycsG3ChAlQUlLC9u3b8fLlS6SmpmLEiBHQ1tYWeoFL2qFDh7B3717ExMQI29q2bQsTExOsX78eDx8+xPPnz+Hr64uAgABRx9cWvYEnJSUhOTlZGPpx7tw5aGlpITIyUjiWWVlZ8PT0lGtgKYrffvsNs2bNEpK0wcHBMDQ0lHvAPH/+HFZWVgpT6v6pq1evQktLCytXrsSLFy/w8OFDhIaGwtPTU2iQpKamwsfHB8bGxsWq0sRW9Hzav38/9u/fL7w0AICHhwdMTU1x6tQppKWl4cOHD2jdujXWrFmDMWPGQE9Pr8QbubKYZf9///59aGlpwc/PTzh31qxZAzc3N2hra8PNzQ0ODg5wdHQUEo/f68VHKpUKcSUmJsLc3Bzv378XkkNFK/l27dol/HdJN6z/Cdn97vXr16hXrx7s7OzkKsd+//139OrVCzVq1BBlnp+4uDjY29sjPDwcSUlJmDZtGtTU1OSGhb979w59+/bFpk2boKysjE2bNpV4nP+VVCpFYmIiVFVVhaTt/PnzoaysXGzOIX9//2LVpGL4dAEFJycnaGhoICAgAMOGDQMATJs2Dfb29rCwsEBgYKDQ7vne1+q/Jfud4uLi0KRJEwQEBGD37t3C53l5efDz88PYsWOFbQMGDMCJEyeQlpZWorF++sIni/3Jkyfo2rUrVFRUhOGYubm5mDFjBpydneHm5iba8ZfFePLkSUydOhUDBgzATz/9JLfPgQMH4OLigo4dO+LQoUMlGt+X7NixA1paWqhTpw4qVaokPP8fPHgAHx8f1K9fHyYmJmjWrJnc0HNFJPsb3Lp1C66urgAKk0X6+vro3bu3sJ/sfSQ3N1duPsCScPPmTWhqaspVsN6+fRsODg5CBenjx48RFhaG2bNnC9Wviqzo9ZqcnIx79+7JdVK3b98e2traOHr0KJ4+fYrs7Gy0bNkSK1asEP5m/zVJlJycLMzdtHnzZoSHh+PBgweoUKECtm7dWizWK1euCHOsKdq9+lvgBFEZsnHjRmhra2PdunXo0aMHGjZsiHbt2glJoo0bN8LNzQ2NGzdGu3bthIfkpytC/Vv5+flyjaaiVR2+vr7o2rWrcENISEjAn3/+iR49emDKlCmiDuf4p2QPSx0dHdjY2GDAgAHCajd9+/ZF+fLlYWxsDEdHR9SpU0e0h2VUVBSqVKmCOnXqQFVVFc2aNROOc1hYGKytrVGxYkXY2dnJNVrFGCpU9LwZP348LC0tYWhoCENDQ2Giz+PHj0NfXx/Ozs5wcXGBm5sbrK2thbgVZfK44cOHQ19fH7NmzRLmQ3j58iW8vb1RvXp1/PLLL1i8eDH8/f1hZ2ensA+eNWvWwMbGBtnZ2cKxTU5ORrt27eDj4yPEnZaWpnDzzBQ9F4YOHQotLS0YGhrCwMBA7l7XpEkTGBoawtjYGJaWljAxMQFQOGzH3NxctMqX2NhY4YUrMTERWlpa8PX1Fcr27927h8WLF2PGjBnYuHGj8Lf4lpV0svtA0cSfrMImMzMTLi4uWLlyJYyMjNCnTx/hOnz06BGCgoKEeUkU5bos6urVq0KlR9EkkZWVFRwcHIQk9K5duzB48GBRVxyUJYl69eqFgwcPYuDAgVBSUsKECRMwb948+Pj4wNnZGUBh0lPRh9z+HX9/f3Tu3Bnv37/H69evMXDgQEgkEkyYMAGLFi1CVFQUNDQ0FKq9MGPGDOHF5tWrV+jYsSPU1dWFuSyOHj2KiRMnYtiwYViyZIlwjSpi1Svwf9dDbGyskCQqWkkUFhYGAwMDbNiwAb1794a2tnaJVtZ9Ok/iggULhOEnRZNEXbp0gYqKilAZ8Ndff2HevHnf5V75T+zduxdKSkrw8PCAmpoadHR05DrwAODgwYMwNzdHjx495J6/JanoM9/c3BzLly/HpUuXMHHiREgkEmHUwfPnz3H48GEMGzYMv/76q0LPrQX8XwX3lStXYGRkhEOHDqFOnTro3bu3cG5cvnwZvr6+onXsvn79Gq6urpg2bZrwHL548SIkEgn2798PoDAp3bhx41Ix6qLoO8X48ePh5OQENTU1dOjQQahI//DhA7p06YJKlSrBxMQEpqamMDc3/2Yr4uXl5SE0NBTu7u6IiooS5nAqKChAu3bt4O/vX2wOx8jISLRv316U4YUlgRNEZcThw4cxcuRIuXHVa9asQaNGjdCmTRs8ffoUAOSGOeXn52PkyJHQ09P7Tzf1Tx9uZ8+eRUpKityL+2+//QYnJyehPLU0kkqlyMrKgr+/PzZu3Ij79+9j5syZcHBwQNeuXeUmbv3zzz9x6NAh4biXtPv378PS0hJXr17F06dPkZCQAHNzczRs2FB4mY+NjcWOHTuwf/9+0RtNMjNmzEC1atWwY8cOHD58GFFRUdDU1MS0adMAFFZurV69GoMGDcLcuXMVrrEtm1jvcysv5Obmon///nB2doajo6NcklaRkkSy83j9+vWoW7eu8CItO8bx8fGQSCQ4ffq0aDF+yaflwUlJSUKv240bN7Bo0SKUL19eboLqrVu3YunSpVi2bJnwd+jTpw88PDxKbFho0QZUTEwMdHV1sXDhQmFOtqJJoi+9jH2PcygxMRH9+/dHWloatm3bBolEgvj4eGRmZqJTp05QV1dH69at5b5n5MiRcHJyKvFe168hu4fr6OigUaNGwvGVnTOpqakwMDCAv7+/8IKvCJVxsuFmffr0wdmzZ7Fy5UpYW1vDwcEBQUFBwkuzh4eHMCyrNJGdu4sXL5ZrJ6Snp2Pp0qVC4s7Ly0thliiXSqXIyMiAn5+fMA/IoUOHUKlSJeGl50svNYp0v/87ly5dgpeXFwICAoSqwPT0dAQGBqJu3bpwcHAo0Q6wTp06yQ1ve/78ORo2bAhdXV0haSg75vfv34eFhQUqV65cbP4esY5/SkoKZsyYIUwufPz4cQQGBqJp06Y4ePCg3L5Hjx4VfUjL0aNHsWTJkmJV2nPmzIFEIsGcOXNK1dyDV69eRatWrZCeno68vDy0a9cOlSpVQrt27eT2Gz16NBo1aiR0rpe0goICDBo0CG5ubsLxlU2cLZFIYGNjU2pGXRQ1ceJE6OjoYPfu3bh16xaaNm0Kc3NzuQmg9+3bh99//x2rVq0S2pzf6np9/fo1XFxchNE0MtHR0WjUqBGaNm2KtWvXIiYmBgMGDECVKlUUdo7Qb4ETRGXAmTNnUL9+fVSvXh3R0dFyn61duxaenp5o27atXHImPj4ew4YNg76+/n96wB86dAiOjo7C3DWZmZlwc3NDpUqV0L9/f+Ghl5ubCwsLC7mLUhF7lj9HFmdWVhYyMzMRHBwslH5mZ2dj6dKlsLOzQ1hYmEI8LOfMmYMOHTqgW7duKCgoEGKSvfx06dLls98ndqM1Ozsbnp6exebDmjVrFtTU1L64UorYcRc1e/ZstGjRAgC++HB7/fo1MjMzhfNKEZJbn7sWr1+/DmVl5WIvnImJibCyslK4MvJPX+TnzJmDkJAQREZGCtdAdnY2VqxYUSxJJHPz5k307dsXWlpauHHjRonEXfTYr1y5ErNnz4aKigpq1qyJJUuWCEmM+/fvo1q1amjevPl379ncsmUL7t27h2PHjqFy5crw8fEpNjH2zZs3YW1tDT8/PyxYsAC7d+9GZGQkKleurDAv8Z+SVbDeuHEDRkZG8Pf3FxKgQGHDvGXLlsJ8W0XnCxNbbGwsHB0d0atXL+HFpei9ZfTo0dDX11foFb4+lZaWJlcRkpeXB1NT02Irbb558wa5ubkKMY9fUR8+fICLiwuuXbuGPXv2FFtZcOXKlQqZSP+U7B6UkJCAI0eO4OTJk8Lw2itXrghJon379gnfk5KSUmxp9u9t//790NDQQM+ePYVr+dq1a2jZsiUMDAyKDbVp3749atasCU9PTwDitjlv376NevXqwdLSUm6I6IkTJxAUFARvb2+FGVIm079/f0gkEtjZ2eHNmzdyn82ZMwcqKiqYPn263FAhRST7u2/ZsgXOzs5Cp/Yff/wBGxsbtG3bFidPnsTp06cxdOhQaGpqlvjz/927d3LnZ0ZGBqpVq4apU6cK296+fYvdu3dj9erVxebjVHTnz5+Hra2tsEDRyZMnoaamhsaNG8PKykpYIfFT37J9n5eXB29vb9jZ2cHX1xcbNmwQPtu/fz/Cw8NRuXJlWFpawsXFRWHbMd8KJ4jKANn4aiMjIwQFBRW7ka9btw6WlpbCTPhAYbLj3Llz/7miJy0tTRgKUXS1nSVLliAsLAyqqqqIiIjA4cOHsXXrVjRq1KjUZb0BYPfu3XB0dERgYCDMzc3lGqqyJFGDBg3QqlUrURshmZmZGDp0KDQ0NODu7i5slz3At27diho1aiApKUn0ZNanxykjIwN169YVGthFX/hbtWqF5s2bA1CshNCnhg0bBjMzM+Fr2THOy8vD0aNHiyUxFCFJKovh0qVLWLVqFfbs2SMMrVq0aBHKlSuH6dOn4/Hjx8jIyMDYsWNhZGSkUBUiHTt2RMeOHQEU/j6ZmZkYNWqUkNwoKjs7GytXroSamprccJz3799j586daNy4cYk1DouaMGECqlSpgs2bN+OPP/5AcHAwdHV15ZJEiYmJkEgkGDJkyHeLIyUlBR4eHsKzYcaMGZBIJPDw8CjWo3358mV06tQJtWvXhq2tLfz8/EQ5dl/j2LFjGD9+vJBAuX37NmrWrImAgAC5JNHw4cNx4cKFEh0287Xi4uLg6OiItm3bCr/HrVu3MGjQIOjq6ipc0vbvXL16FQ0aNECbNm3w119/Cc/Ubdu2wd7eHhcuXADw+UlDxfC55+W7d+/g5uaGwMBAaGlpYcmSJcJniYmJ8PPzEyYVV1SyY7tt2zbo6+vDyMgIRkZGMDAwwKVLlwD8X5IoKChIbq4OMRw/fhzq6uro1q2bkFy8fv06AgMDYWBgIFwXOTk56NixI44dO6YQ58/ly5fRsWNHVKpUSe7FFChMEgUHB8PR0RFHjx4VKcL/OxeK3g8nTpwIZWVlYUXBoqZOnQotLS2FnWdO9vvI7i0fP35EcHCwMPcQULiycosWLVC+fHnY2NjA1dW1xBMDp0+fhoeHB8aMGSM37+G0adPg7+9fKlaE+19evXqFhQsX4sOHDzhy5Ai0tbWxevVqvHnzRhjeP2HChO8eR05ODlJTUxEYGIgmTZoUuxZTU1ORnp5e4slvMXCC6Ae2YMECbNy4EUBhFcLPP/8MZ2dn/PTTT8VO7piYmG/+Yl30oXv//n3Y2tpi0KBBwra3b9/i8OHD8PHxgZOTE3R0dFC+fHmsXr36m8bxPRRtlF69ehUVK1bEsGHD0KVLF2hra8PX11du/+zsbMybNw+NGzcWbViZzMOHD4Vx4gsWLJD7bPv27TA3NxetdPZziq6c1r59e9SvX18Y8ytrAPbr1w8dOnQQJb5/Ijo6GmZmZli9erXcii4ZGRlo3Lixwr4sbN++HZqamjA1NYWJiQl8fHyEBMGyZctQoUIFGBkZwcLCAjVr1lS45bTv3bsnnCuyiqzk5GRMnz4dSkpKciXMQOH1+uuvv8LT07PYy0NJj+mXSqV48eIF6tWrh2XLlsl91qNHD1StWhVLliwRGu1Pnjz57lVnsuvv9u3b6Nq1K2bNmgUjIyN069atWMn1+/fv8ebNG6Snp4u+itGXbN++Herq6pgyZYpcB4VsmWkXFxdMnz4d/fv3h7a2tkIlPz916dIl9OjRQ0hYZGRk4PDhw6IPR/mnsrKyMG/ePAQGBqJq1aro168fDh06hJcvX8La2lpY3VERXu6LJof++usvvHz5UuiIO3r0qLAUM1D4Evr27Vs0b94cXl5eCt2hIXPp0iVoaGhg5cqVePz4MeLi4tC+fXtoamoKk4ZfvnwZ9vb2aN++veiVXMeOHUOlSpWKJYmCgoKgoqKC7t27w8HBAQ0aNBCOv9gdYkBhgjckJAS1a9eWm8gfKJwmomPHjnITE5ck2XW2d+9eBAcHy01XMWTIEKiqqn42OaioySGZ/fv3o2nTpkL129u3b1GrVi25d5Xs7GwkJCTg+fPnoqy+9vz5c/Tp0weNGjVCjRo1MGfOHMTHx+Phw4eoWrWqcK4owjn8NT4X58ePH5GVlYWPHz+iffv2GD16tNCOCQkJgY2NDQYOHFhi9/sHDx4gMDAQPj4+QmX0qFGj5CYq/9FxgugH9erVK3Tq1Am6urrCrOx5eXmYNm0aXF1dP5skAr5P9cWVK1cwYsQIjBkzBtbW1nKVSrJYY2Nj0bZtW+jo6JSKGfdlYmNjcejQIcycORNA4cvQrl27YGJigsDAQLl9ZRNriiEpKUmu5PT169cYOXIklJSUMHv2bDx48ACPHz9Gs2bN4OXlJeqDpui/vXTpUrRq1Qrnz58HUNgIdXJyQmBgoFD1JJVK4eXlJTc8UVGcOnUKMTExwkoH+fn5aN++PRo0aIBZs2YJje3mzZvD2dlZIYaTycgexOnp6ejRowfWr1+PrKws7NixA02bNoW9vb3QWI2Pj8eePXsQHR2t0L1ZS5cuRZ06dYQEx7NnzzBp0iRoaGgUK2HOycn5Zqtj/FcZGRmwsLDAqlWrAECuZN/FxQVmZmZYtmyZXHXo9z6X3rx5AxcXF3Tp0gU5OTk4c+YMatWqhW7dugnz8wAQqgwU1aVLl6CtrS0cWxlZwu3Fixdo0qQJXF1d4eTkVCoqXGXnbWlIPsjIYv7w4YOwhLPM8uXL0aVLF6iqqmLkyJHw9PSEurq6wlVxjR07FrVr14aZmRk6dOggtGWWLl0KiUQCb29veHt7w9PTEzY2Ngo5x9znrF69Go0aNZIb7peTkyOseCprS16/fr3EExhfujcfPXq0WJLoxYsXmDp1Ktq1a4fIyEjRFt4oulLW0aNHsX37duF+LUu6W1payq0QB0D0yXB37doFVVVVzJ07F7du3ZL7LCoqCqqqqti+fbtI0f07gwcPhkQigYqKCsaOHYvY2FisW7cO/v7+xeZPLSlFkyBFpxrIysrC+PHj0aRJE9SoUQOLFi2Ct7c3rKysFKpT9+8Uvdbi4uJw6dIludilUimcnZ0xePBgAIW/d8eOHbFlyxbhWJRUkujhw4cIDg6GtbU1GjRogMqVKwuT2pcFnCD6gcXHxyMyMhIGBgZCZj8vLw/Tp0+Hh4cHOnXqJCwT/r3k5+eja9euaNGiBV6/fo2pU6fC3NxcbhnUoj5tGCqSWbNmyZXRvnnzBoaGhpBIJHK9DR8+fEB0dDRMTU3RsmVLESKVN2bMGNSuXRvVq1dH/fr1sWHDBmRmZiIzMxMjR46EsrIyNDQ0MGDAAPj5+Qkvn2K8FBf9Ny9cuID+/ftDTU0NoaGhwkvnzp074eDgAF1dXQQEBMDR0RH16tX7ZqsZfCvDhg2Dnp4ezMzMoKSkhBYtWuDSpUvIz89HZGQkbG1thQkFPTw8FPJl4fLly2jcuDH8/PzkXsaOHj0KHx8f2NnZKdxL2t+5evUqTE1N4eLiIjS2nz59ismTJ0NTU7NYRR1Q8ufTl/49b29vNGzYUPha9tLTuXNnWFpaonbt2sLcFSUVsyxh27NnT2RkZODs2bMwNDREt27dcPjwYUyZMgUSiQQvX75UmOvyU8uWLROG22ZnZ2P79u1o2bIlLC0thcoyWeNc7MqIf0JRj/fnFK1OaNGiBerWrYvw8HBhuWygcBjImTNn4O/vDwsLC6iqquLJkydihQxA/hjLJo/fu3cvZsyYgebNm8Pa2lqYHPnixYsYNmwYhg4disWLFyvcAgpFyX6v06dPIy0tDUuXLoWmpmaxxOPp06dhZGQk2tDFou2FS5cu4cCBA3j69KmQKD9y5IiQJCqaVC+a6Crp4190yF6NGjVgZmaGqlWrwtzcXFiB6tatW+jatStsbGxEH7In8+zZMzg5ORWrti36Nxg6dCgkEkmx6idF8ul9MTk5GX379sXAgQMRGBiInj17om3btmjRogUmTpz42e8pifjOnj2LSZMmYfjw4cUmKH/06BE2bdoES0tLVKlSBTVq1JAb9lcajBw5Etra2tDV1YW6ujrGjRsnJB179+4NT09P9O3bF97e3rC1tRWt0u/JkydYvXo1Jk+eLOpqpWLgBNEP5tPe+4SEBPTp0wcGBgZCZj8vLw8jR45E7969S+RiS0hIQMWKFbF9+3bk5ORgypQpsLCwkEsSfbo0qSKKiIiAkpISduzYIWw7e/YsnJyc4ODgINcAycnJwZ49e6ClpSXq0KdNmzahevXq2Lx5M06ePIlOnTrBysoKM2fOxIcPH/DixQtMnjwZWlpamDVrllz8Yho6dCgMDQ0xfPhwYTna1q1bCz2yspf64cOHY/r06QrX2F61ahV0dHRw6dIlvHr1CtevX4ebmxv8/Pxw69YtFBQUCMu/3rhxQ24lCkWyYcMGODg4QEtLq9iS7seOHUOzZs1Qu3Zthawa+lyiraCgADdu3IC5uTkcHR3lkkRTp06FRCIRtUFe9H6cnJyMZ8+eCb1rt27dQo0aNRAcHAzg/xqSHTt2RFxcHJo0aSJMtlqS4uLiYGdnJySJzp8/D2tra1hZWcHIyAhXrlwp8Zj+iZ07d6J27doYNWoUvL29ERQUhJCQECG5pejx/yj27dsHFRUVjBgxAtOnT4e/vz8cHBwwfvx4uf3evHmD2NhY0YbafM7mzZsxadIkLF68WNh2+vRpBAYGol69esKwy0/v74rUGfCpo0ePomLFiti1axcSEhJQv359TJw4Ua5TMSEhAbVr1xa9SnDYsGHQ1taGlpYWatWqhY4dOwrH/MiRI1BXV0d4eLjCLPl95coVVKlSBevXr0dSUhLS09PRvHlzmJiY4PDhw8I+bdq0gaurq9yiFWJ58OAB9PX15SbK/lxMo0aNEpKiiurgwYNYsGCBcD7MmDED/fr1Q1JSEnbv3o3g4GBIJBJIJBK5CcO/N9nzf+fOndDW1kazZs3QoUMHSCQSLF++vFi7PDU1Fdu3b0diYmKJxfhvFW3bHD9+HDVr1sSRI0eQmJiIhQsXwtLSEr1790Z6ejru3buHPn36wNfXFyEhIaJV+pV1nCD6gezYsQO1atUqdkOLj49HSEgI9PT0hB6Kjx8/fpfhE58+MGQ/e9CgQQgODkZubi5SU1MxZcoU1K9fXygjLC1kY61lw/akUikuXrwIIyMjeHt7yx3LnJwcxMTEiLZqzPbt27F8+XK5iTGBwklWTUxMhPPk8ePHGDduHDQ0NIoNsygJM2fOlHvAXbx4EdWrV5db3eXEiROoXr06WrZs+cVJbhWpsT1w4EC0bdsWwP9dA/Hx8bCwsEB4ePhnv0cRH375+fn4888/UbduXfj4+AiTIcscOHAArVu3Vqgqok9XTNm3bx/WrFkjVxr8uSRRcnIy1qxZI1qSrui9c/z48XBycoK2tjY8PT2F4W/79++Hnp4eLCwsEBwcDAcHB5iamgIonBDUzc1NlNiLJolevXqFly9fIjY2VvQKjy+5e/curly5gkuXLuH169cYPXo0XFxc0LdvX2Hy48ePH8PZ2VluuBz79mSTxgcGBspNQpqamorJkyfDwcEBW7ZsAaCY98g7d+7A2dkZlSpVKlaBeObMGbRo0QLW1talasWb5ORkDB48GHPnzgVQ2JYZMmQIPD09MW7cOHz48AGvX7/G2LFjYWZmJixEUlKK3iv379+PunXr4vjx40hLS8Py5cvRrFkzeHt7Cx1Kx48fh0QiwfTp00s0zi/5448/hJW/ip7TzZo1g7W1tfD19evXRZ2zsuhcm9euXYOBgYGQICra3rp48SI2bdokSoz/lFQqxeLFiyGRSBASEoLt27ejoKAAjo6OGD58uLDfqFGjYGlp+d2rRmJiYuTatBcuXICenh5WrFgBoLDzSlVVFUpKSpgxY4Zw3MVOGH6tT+NcuHAhZs+eLVRnyWzatAk1a9YUkuyfDqdUtM7TsoATRD+QU6dOoXXr1nBwcCi2dOrmzZshkUigpKQktxz497jJnDx5Ehs3bpR78O3YsQNaWlpCUuLp06cYNWoUXFxcilUmKLrBgwfLJYmAwgekoaFhsSSRWFJSUqCurg6JRIJx48YBkL/Buru7C5UIQGH58IQJEyCRSLB27doSi/PevXsICQmRa2zExsZCX19fmOtD9tmRI0cgkUjQpUsXuZd9RTjeRUmlUvTo0QP+/v4ACuOT9YD88ccf0NTUxNOnTxXuAS+LJzk5GUlJSULDSCqV4s8//4SbmxuaN29ebBioIk083KZNG0yaNEkYCjRy5EhUqlQJlpaWkEgkGD9+vDDp+Y0bN2BhYQFnZ+div4OYjRHZyi/R0dHYsGEDxowZAxUVFWE527S0NAwePBiRkZEYMmSIcG6FhYWhffv2yMvLE+XciouLg5OTE0JCQnDv3r0S//e/VnR0NGrXri0MUxo0aBDu3btXrLpg3LhxsLCwKPGX37KooKAATk5OGDFihNz258+fo3Hjxhg4cKBIkRX3uWvrzz//hLOzMywsLJCSkiL32dmzZ+Hm5oZOnTqVVIj/ybVr1+Dj4wMLCwu5OXDevXuH4cOHw8bGBmpqamjQoAF0dHREXZBg5cqVmDBhQrHzZs+ePfDw8JCrPouNjVWYl8zffvsNNWvWFL6WPX+Sk5NRtWpVoYpILF96fjRu3Bg2NjbF5i+VVXp/7ykrvqUbN26gR48eqF+/Pnr37o1jx47B3t5e6EQH8N1XqkpLS4OxsTF69OghdESsXr1aGF2RnJwMQ0ND/PTTT5g3bx4kEgkWLVokPPMVXdu2bTFo0CChDf/27Vu4u7tDIpEIq8oWbfsPHDgQZmZmyM3NlWvXK1pbuazgBNEP4ODBg0IFxvnz59G+fXvY2trKVRKdOXMGnTp1wvLly79rpUVubq4w6VubNm0we/Zs4bNevXrBzc1NaIg/f/681Iyb/XQpXdmEfEWHo1y8eBEmJiawt7dXiKTF6dOnYW9vD0dHR+HBLYsrKipKLkEEFI61nTZtWomPs5Ud13379uHWrVtISUmBhoaG0Gucm5sr9DLXqVMHurq6CAsLE1ZPKfozxJSYmIinT5+ioKAAp06dgkQiKTZh49atW+Hg4CA3mbAikB2/HTt2oG7duqhTpw40NTURGRkprFa2ZcsWuLm5oWXLlsUqiRTF+PHjoaysjDlz5uDChQtwd3fHxYsXkZubi3Xr1kFdXR1Dhw4VVqG6efMmqlatip49e4oceaG3b9/Cx8cHy5cvF7ZlZWVh5cqVUFdX/+xSwq9evcLgwYNRrVo1xMfHl2S4xcjmrFLUVb4OHTqEKlWqYPny5cjNzcX+/fuFnmTZM/TkyZPo3bs3tLS0SsWE1KWdVCpFVlYW2rVrh7CwsGLDaYYPHw43NzfRhz0DxTsjisa0d+9eNGzYEN7e3sWSREWHESu6tLQ0tGzZEqqqqoiKipL7LDc3FykpKVi7di327Nkj+jA/e3t7SCQS+Pv7F0v+DBo0CObm5sVephUhSfTkyRNUr15droJeKpXizp07MDExEXVYq+zaO3bsGPr164eQkBBMmDABBQUFuHfvHqysrGBlZYVt27Zh27ZtGDRoEDQ0NIqtXqkoZL/Pw4cPcf78edy9e1dofz1//hzHjh2DlZUVatWqBSMjI0RERJRo+yw2NhYNGjRAREQEEhMTkZ6ejsuXLyM7Oxve3t4IDw9HQUEBUlJSoK2tDYlEIlT2Kbply5ahfPnywvkDFA5V7NChA6pWrVqsqnLBggXw8PAoFVOOlAWcICrlRo8eDSMjI/z+++9CL8SZM2fQvn17WFhYYPv27bh//z5atWqFQYMGldjqJgkJCYiMjISFhQUsLCywZs0a/Pbbb2jZsmWx6iZFVnTW/E8beIMGDSqWJDp79izq168vWsNp165dWLp0KVatWoV79+7h9OnTMDMzg7e3N54/f47s7Gzk5eXB1dUV3bp1AyCfXBFrmFZqaipq166N7t27IyUlBdOnT4eamprcufLmzRtERERg06ZNqFOnDsLCwhRmRYGRI0fCwsIC1apVg6enJxYuXIg5c+ZATU0N69atE+aSCQgIQEBAgEIktD518uRJVKhQAUuXLsWJEyeEcfDBwcF48uQJCgoK8Mcff6BevXro0KGDwr7w/PLLL1BWVsaAAQPQq1cvuc/Wr18PDQ0NDBs2TEhiJCYmKszwxNevX6NGjRqYNm2a3PY3b94gODhYqKSQHfvHjx9j9uzZqF+/vsIkMz4d4qco3r59i969e2Py5MkACl8YTExM0K5dO1SpUgWtWrXCmTNnMGnSJISGhhZbpYd9G7J738uXL5GdnS0kWfbu3QslJSVMmTJFrue+S5cu6Ny5s+gv9kXvd7/++ivatWsHLy8vTJw4UUiY7969G56envDx8fns8EpFvWd+6sWLFwgJCYGdnZ0w1EVsX3pmBgUFoWLFitizZ49cwm7Lli2wt7cXtRNSFvPTp0/x8OFDuSXfFy1aBFNTUwwcOBB5eXlIS0vDpEmTYGxsLOqwMqCwyrJy5coIDw/H7NmzoaamhpYtWyItLQ1paWkICAiAhYUF6tSpg0aNGins8EnZ8d+5cyfMzc1hYGAAJycndO3atVgnxsSJE2FoaIgaNWqU+GrDcXFxsLe3R3h4uDAlxaNHj2Bra4sTJ04AKLwmw8PDsWTJklK10vPGjRuhrKyMcePGCX+Px48fw9fXF7q6ujh79iyePXuGd+/ewdvbGy1atFDI9nFZxAmiUmzKlCmoUaMGzpw5U6y08+bNm+jZsyckEgnq1q0LOzs7oSelpC6+Dx8+4OXLlwgPD4efnx/09fUhkUgUqlz878iO05EjR9CzZ0+0aNECM2fOlBuOIksSFa0UEesFaejQodDW1kbDhg1RqVIluLu7Y+7cuTh9+jTq1q2LWrVqwdvbGx07dkS9evVK/Hz4X2JjY+Hk5IRevXrh4MGDGDhwIJSUlDBu3DjMnTsXPj4+aNCgAYDCcdpVqlRBeHi46D3Lmzdvhq6uLnbt2oV169ZhxIgRUFNTw8CBA7F06VKoqKigVq1aqFu3LhwcHBR2wr0xY8agefPmctuuXbsGLS0tuSVHt23bhkePHokQ4d8rmuT57bffhBXiPl3+dcOGDahSpQoiIiLkKqFKOkn0uetOKpWiV69eaN26dbFhWuHh4WjVqlWx70lKSip1w3TFkJubi61btwq9tLIGOfB/Q7BDQkJw5cqV7z60oKzbtWuXsHRwq1athGGfq1atgpKSEtq1a4devXohIiIC6urqClWdMGrUKGhrayMqKgpRUVHQ0NBAQECAEOPOnTvh4+MDGxsbhb8uZfeg69ev448//sDOnTuFKsS0tDS0a9cODRs2lJubUOzVTf/66y8kJibKvSR7enpCX18fGzduRHJyMlJTU+Hl5QVfX1/R2jeyf3fXrl2wsLCAmZkZqlWrhsWLFyMjIwOZmZlYunQpatSoAW1tbVhaWqJmzZqiDtkDCqubrKyshHnv3r17h+rVq2PAgAFy+z1+/BipqakKVw39qUOHDgkrlL5//x5z586FhoYG/Pz8iiVxr169Wqz6r6TIkkQRERGIj4/H48ePIZFIsGHDBqSnp2PcuHFwdHQsVStpymzYsKFYkigpKQl+fn5QVVWFiYkJevXqJdc+VpT3krKME0Sl1KtXr+Dh4SE8uJ89e4bz58+jf//+WLZsmTCM68qVKzh16pTw8iNWL9yNGzeEHhNF7W34nOjoaGhqaqJr166YNm0a1NTU0KdPH/z111/CPkOGDIFEIkF0dLRocW7btg16enq4evUqpFIpXr9+jYiICHh5eWHZsmU4ffo0bG1toaurK9ewErtX9lOyeUz69OmDs2fPYtWqVbCzs4OzszOCgoLkSk8vXLgg2gTgMidOnEBERITc0q9v377FokWLoK6ujn379uHevXvYvXs3YmJiRL8Ov0Q2b5Kfnx+Awga57Fhv3LgROjo6og8n+JJTp04JjdRJkyZh8+bNAAp7aCUSCWbOnFnshX/58uVo2rSpaI2Qoi88aWlpcqvA7dmzB+bm5hg+fLiwGsy7d+/g5eVVbMgH+2dkyfuNGzfCzc1NeBnYvHkzGjduDENDQ4Vcke9HILvWbt++jUqVKmHmzJmYMGGC8HIv69E/cOAAwsPD4ePjg86dO4tayfVp58ONGzdgZGSEY8eOCdvu3bsHExMTueTtxo0b0b9/f4XrBPicbdu2QVtbG1ZWVjAxMYGamhrWr18PoLCyt23btvDy8sKiRYtEie9zk/cbGhrCyclJbiVcHx8fSCQS1K5dG6GhofD29haeYSX5dyj6b+3fvx+ampqYO3cu0tPTMWLECGhpaWH8+PFC50R6ejo2bNiAAwcOCMO5xSKVSpGUlAR7e3t8/PgRSUlJqFmzJnr37i3sc/LkSREj/GfS09MRFBQkTE7+4sUL1KpVC76+vnB0dISfn59CzTEXFxcHBwcHhIeHIykpCbNmzRI6+atWrYq4uDixQ/yfvnStrVu3TujwlV3Tjx49QseOHVG+fHlhcQhA8drHZRUniEqp1NRUWFpaYt68edi5cyc6deoEd3d31K9fHzY2Npg8eXKxC1WMYRSfvoCJXe3xT9y8eRN16tTB0qVLARTOql+tWjUoKSmhVatWcsmJ0aNHi1r2OWvWLLi4uCAvL0/4u6elpaFNmzZo1qwZgMKhhzVr1pSrElHELH1sbCwcHR3Rq1cv4eEtm4cIgGiT8H4qNTUVJiYm0NDQKDYkKD09Ha1atUL//v2LfZ/Yw5mkUqkQQ3p6ulARt3PnTqiqqgqT2MvOo+joaFhaWsqVxyuKR48ewcnJCQEBAYiMjISysrLciiCzZ8+GRCLB7Nmzv7jEcUm/xBU9dydMmAAbGxvo6urCxsZGWAlm06ZNsLa2Rv369eHr6wtnZ2dYW1sLDSdFOP9LsylTpsDa2lqYcH3UqFFYuHBhqZn8s7S6ePEi9u7dK3e/jI+Ph6enJ/T09IShNbJ7kphzUYSFhWHfvn1y22QLKMie9bLz5datW1BRURHmzStK7Pv937lx4wa0tLSwcuVKvHv3Do8ePcK4ceNQrlw5bNy4EUDhc87Pzw8BAQGiVovIJu8/ceIEHj9+jIiICEgkErmX5tatW6NcuXLYvXu3cO6U1DUdExMj9/WLFy8QGBgoJCeePHkCU1NTODg4QENDA6NGjRK90yU5OVlYbGXz5s2IiIhAUlISTE1NsXHjRtSpUwe9e/cWnjt37tyBl5cXLl26JGbY/8iOHTtw8eJFvHr1ClZWVujbty8ACIuyODs7iz6kryhZJVGvXr1w//59xMbGIjo6WvRz5WsUbUvdv38fV65ckRtGvGbNms8miZo2bYqaNWsKlemlIbFeFnCCqBSLioqCgYEBKlasiJEjRwq9WsHBwRg0aJC4wX1BaXqxOX78uLAUY0pKCmrXro2oqChcunQJampqCA8PF30ssOx4zp07F7a2tsJQQ9kD/cqVK5BIJLh58yakUinOnDkDIyMjuLu7ixbz14iLi4OjoyPatm0rTB4LKN6D48aNGzAxMYGDg0Ox3p3w8HBhJTNFEBMTI1e9t3PnTnh4eMDMzAwTJkzAgQMHMGjQIFhYWMitojJq1Cg4OjoWW71MEUilUuzatQs6OjqoUKGCMGdV0WGes2fPhpKSEubOnatQ5fDTp09HtWrVsGnTJhw5ckQY+vnLL78AKFxwYNmyZejVqxdmzpwpXNPcu/bfxcXFQVVVFR4eHvDx8UHlypXlEovs20tPT0eDBg0gkUiKDVeRJYkMDQ0V5mVt2LBhQnJBds0lJiZCTU0NGzZsAFD4PMrPz0dubi5sbW2xcOFC0eL9Gp+2v/bt2wd7e/tiFZajR4+GpqamUCn94sWLz86pVFIyMzPRokUL7NixA0BhlaVssnkAclMsNGzYEIaGhjh16lSJJRgPHToER0dHpKamCsc4PT0dGzduREpKCl68eAFLS0tEREQAKFytSVtbG8OGDROtYjEvLw+hoaFwd3dHVFQUJBKJcDzDw8OhoaGBli1byn3P6NGj4eLiorCLEMjEx8cXW0hj1apV8PX1FYacb9myBS4uLujYsaPCJV/i4uLg7OyMkJAQPHjwQOxwvkrRe8vo0aNRt25dqKuro169eoiMjBTOmbVr16JcuXIYP3680J5PSkpCQEAAVFRUFHL6grKKE0SlyLp16/Dbb78JFS1AYY/Wp6tONW3aFGPGjCnp8H4IRW9y6enpuHnzJvLz89GmTRt069YNHz58EJbklUgkCAsLU4he5/j4eCgrK2PSpEly2y9evAhra2u5JMvx48dhaWmp8EMpLl26hB49eihcUuhTN27cgK2tLbp27SpMFPzu3Tu4u7sXmyRZLEWXU01MTMSdO3dQpUoVTJ06FYMGDYKjoyNCQ0Mxb948REVFoXz58nBxcUHDhg1RpUoVhSxtlp0XZ86cgampKerXry+3wlrRasU5c+ZAIpF8dhWwklZQUID09HS4urpi8eLFcp8NHz4cxsbGOHv27Ge/V5GrEUqb8+fPo3Pnzvjpp5+EJYbZ9/Px40ccPHgQjRo1Qp06deTm8gMKF7awtbWFpaWlqOf5p8+bJUuWYMWKFUIF4vDhw2FoaIg9e/YI+3z48AHW1tZyc/UoCtnvU/SYyuYxiY6OhrKysjDUUrbP7du3UatWLbmhdGLKyMiAvr4+Tp8+jUOHDkFdXV1oB+fm5mLmzJlyq/Y2bdoUlSpVwpkzZ0okvufPnwvVzkXnjpNtmzlzJpo2bSpU4f78888wMDAQfZ6q169fw8XFBRKJBJGRkcL2w4cPw8XFBb6+vti0aRP27duHgQMHlopE+qtXr6CsrIzu3bvLdWpNmTIFhoaGwgTUI0aMwPDhwxV2vjlFXxH0S+bOnYtq1aph3759iI+Px9SpU9G4cWO0bt1auB42btwol5AECiuJ2rRpIzd9BxMXJ4hKiTFjxkBTUxNOTk7Q1tYW5gqRefv2LWJjYxEYGCg3FIF9HVli6NWrV8jMzJSrNMjKyoKLiwtWr14NoLDBNXjwYBw8eLDEl4T/O+vWrUP58uUxZMgQnDt3DgkJCQgICECjRo2KNXrfv38vUpT/jOzvouhJori4ONSrVw+6urpo0aIF2rRpA3t7e6EHUxEq52STgPfv3x9Tp07F1KlThc/27NmDpk2bon379ti9ezdOnjyJkSNHYtasWQr3wP70XHj37h3S0tKwfft2uLq6onnz5kKSqOhx37Ztm2j3xU///vn5+bC0tBRecooms1xdXdGhQ4fPfh/7tgoKCvgYfyey45qfny9X4XHu3DlYWVnB0dGx2OIad+/eFb03/9PzoXXr1jAxMcGmTZuQl5eHR48eITw8HFWqVMHo0aMxe/Zs+Pr6on79+gqbwH38+LGwNPbWrVthZ2eHt2/f4tmzZ3B3d0ffvn3lKoSeP38Oc3Nz7N+/v8Rj/dyzPi8vD927d0fnzp1RuXLlYi+WLVq0wJYtW+Tu7y1atCiRZ1fReBMTE2FhYVFsrrghQ4YgICBASE4MHz4cO3bsEH3Ydl5eHry9vWFnZwdfX19hWCFQOLl2165doampCVtbWzRp0kThk0Mye/fuRaVKlRAZGSkc44MHD8LV1RUuLi5o164dKlasKPoIgP9FUVcE/RypVIr3798jKChIrm0JFA6Zd3Jywvz584VtBw8eLNYe4/dWxcIJolLg/fv3aNeuHeLi4vDmzRucOnUKhoaG8Pb2Fh5Oe/bsgZOTE5o1ayZUtChqY0XRyBqEe/fuhYeHBxwcHGBmZoY//vgDb968QXp6OnR1dfHTTz/h8uXLGD16NGrVqlXiS2F+jR07dkBPTw81a9aEqakp3N3dS/35UFpe4G7dugVjY2M0atRIrspPESrMZGJjY+Hs7AwjIyOMHDlS7rM9e/agSZMmaNOmjcIsmf6poo3xy5cv48KFC7h69arw2Z9//glXV1cEBQUJvYc9e/aUm0C+pBshRc/fzZs3C5O9BgYGolGjRsJnsmRiZGQkwsLCSjRGxr4l2TkfExOD0NBQWFpaYtiwYdi7dy8A4PTp03B0dISTk1OxSiIxFb1Wf//9d+GFuVu3bqhbty42bdqEgoICpKWlYf78+TA3N0eTJk0QGhqq0M/ZUaNGoV69eggLC0P58uWxdu1a4bM5c+bAw8MD4eHh+Ouvv/DkyROMGTMGtWrVKvFhZUXv78nJyXLDDZcsWQKJRIL27dsLVR/p6elo3rw5GjduLBx3sZ63cXFxuHr1KsaOHQtra2u5CbRnz54trJzZrl07VKpUSWE6F3NycpCamorAwEA0adJEGD4pk5KSgqysLIVdPevT9qHs64MHD0JFRQV9+/ZFdnY2Pn78iA0bNqBnz57o2LGjqJPf/8j8/PzkJjWX6dChA7y8vIpt56SQ4uIEkYJ78OABrl69inbt2gllwFKpFBcuXICRkRF8fHyEfU+fPq2wqyQpupiYGFSoUAFz587FzZs30b9/f0gkEqFEOSYmBuXLl0edOnWgr6+vkENuZFJTU3H9+nVcvnxZaHDx+VAyrl27BhcXF2GCQUV048YNGBsbw8PDo9jQmpiYGNjZ2SEsLAzZ2dkKlZwrGsuIESNQq1YtGBoaQlVVFT179hTG6m/ZsgXu7u6oU6cOmjRpAn19fdHO/6IvPLdv34a9vT3s7Oywc+dOxMXFwcjISKgWkt273d3dMXDgQFHiZey/kl2nu3fvRsWKFTF+/Hhs3LgRXl5eMDExwc2bN1FQUIDjx4/D2dkZpqamCpEk+ty1amtrKyS1unTpIiSJZD37WVlZcvclRX7OBgcHQyKRoF27dsU+mzdvHjw9PSGRSGBjYwMDAwNRl1sfO3YsateuDVNTUwQFBQnHeNq0adDU1IS3tzcCAgLQsGFD2NnZiZ6ce/PmDSpWrIhdu3YhMzMTU6ZMgaWlJUaPHi33OwUFBSEwMFAhK3EePHiAwMBA+Pj4CKvYjRo1SmGGyf+dgwcPYurUqcI1LDtfDhw4gPLly6Nfv35y1YqK1GlXWn2u0q+goAB9+/aFnZ0dHj58KHdvnD9/Pnx8fEpVVVRZxwkiBTZixAjo6+vDysoK1apVk0tKSKVSXLx4EXXq1IG1tbXc9yliD5YiKnrz6tKli/AwT0pKgpmZWbEH48OHD3H9+nWkpqaWaJz/laIPz/rRyCYYDA0NFZYpVzQ3btyAnZ0devfuXSxJdOjQIdGHefydhQsXQltbG+fOncPdu3dx5MgR6Orqok2bNnjx4gUKCgpw8uRJjBkzBoMHDxZe2sS8Lw4bNgxt27aFu7s7qlatCgsLCyxbtgw7d+5E7dq1YW5ujoCAALi6usLS0lKhXzQZ+1RMTIzw0iuVSvHixQs0btxYGFLw/v17VK9evdjQmyNHjsDLywsPHz4s6ZC/qOi1qqWlhTp16giTI3fp0gUWFhbYuHFjsVURFSmZXlROTg7y8/PRrVs3NG/eHC4uLpg6dWqxCfvfvHmDo0eP4ty5cyU+UXjRNsrmzZuhp6eH33//HUuWLIGZmRns7e2FoUI7duzA1KlT0a9fPyxevFghJu/PycmBo6OjMA3Bs2fPhCRR0UrdDx8+iLoy3//y8OFDBAcHw9raGg0aNEDlypVx8eJFscP6n2TVZTNmzBDOJdn/z5kzB0pKSujTp49wDinqtVpafJpMv3fvnlAR9/btWxgbG6Nx48a4efMmMjMz8f79e3h6eqJz585ihcz+BU4QKajt27fDzMwMmzZtwpo1a2BmZgZ3d3e5CcukUilOnz6NNm3acFLoX4qOjsaiRYvg5OSEw4cPIzMzEzVr1kTv3r2Fh8jixYsVqgHLFF9pmGAwLi4ODg4OiIiIQHx8vNjhfLWuXbuiT58+AP6voXft2jVoaGjIlfUXJeb9ce3atahSpQpiY2ORkZGB1NRU+Pr6wtPTE+vWrcOTJ08wbtw4DBo0CBMmTFCIFx7GvlbRCfBlc3pkZWXB0dERd+/excOHD6Gvry/X4XLw4EEkJydDKpUqRPWQzOeuVT8/Pzg5OWHXrl0ACoebaWlp4eDBgyJH+/e+9BLcv39/ODo6FksSfbrqkxh27NiBjRs3Ys2aNcK2v/76C9bW1rCzs/vinD0lfX+XHdui1RDdu3dHp06dhK+fPHmCKVOmwMrKqtiqfYrsyZMnWL16NSZPnqwww+CKkkqlwt87PT1dqAzatGkTlJSUMGXKFLkExurVq+Hk5AQdHZ1S17mriD5drczMzAw1a9aEjo6OsDjS06dPUbduXZibm6Nu3bpwdnaGtbW1ULnFCbrSgRNECmjz5s2YNm2a3IReDx8+hKmpKTw8PL7Yu8NJon/m6tWr0NLSws6dO9GzZ0+EhITAwMAA/fr1E25k2dnZaNmyJWbPns03NfaPlIZSWkWvdvr0msvLy4OPjw+6desGoLAnS9YjO3fuXJiZmSEjI0Ohkitjx45Fw4YNUVBQIDRcU1JS4OzsDBMTE2zfvl3YV/b78r2clSaxsbFo0KABIiIicOvWLXz48AH16tXDsmXLYGpqioiICOGcfvToEUJDQ7Fv3z6Roy7uc9fqkydP4OLigtq1awtJoqlTpyr0MBXZfeTSpUuYN28eFi9eLDfh9KBBg9CgQQNMmTIF6enpGD9+PJycnOQmyy9pKSkpqFSpEiQSiVzbFwDu37+P+vXro0GDBsJKSGI7cOAAGjdujMDAQPz888/w8vJCp06d8P79e+E4SqVSjBo1Cg0bNhR1tbIfQUxMDK5fvy58vXPnTri7u8PMzAwTJ07EnTt38Oeff0JZWRlTpkwREp5jx47F2rVrS83CLKXF7NmzUa1aNRw/fhwnTpzAmjVroKKigvDwcACF7d/169fjl19+wdKlS7njqxTiBJGCycvLg46ODiQSCfr16yf32aNHj2BmZgZPT0+FX6Jc0d2/fx8TJkzAiBEjABT2MpiamsLZ2VnuQTJ69GiYmpoK85sw9qNR1Gqnor2ADx48wPPnzwEA69evR6VKlXD06FEA//cytGjRIri5uSlMCb8srilTpsDJyUlIGMpeLI8fP46KFSuiSZMm2Lx5s2hxMvYtyCoSw8PD8ezZMyxatAgSiQTNmzeX22/MmDGwtrZWqDbM116rjRo1kktsKXIid/v27ahcuTI8PDxgbW2NcuXKYfjw4cLnUVFRqF+/PszMzFCjRg1cuHChROP73ND306dPw8bGBg0bNhSOrexvk5iYCB0dHfTs2bNE4/ySU6dOYdasWQgNDUW7du1gYGAAiUQCPz8/WFlZoV+/fpg2bRq2b9+Oly9fih1uqVa0SjExMRF37txBlSpVMHXqVAwaNAj29vZo06YNrly5gujoaCgpKcHW1hYeHh7Q1NTkCam/gaKddQUFBWjdunWxiu3jx49DIpFgwYIFn/0Ziny/ZMVJAICYQpBKpaSkpEQfPnwgT09Pev36NW3evJkcHR1JSUmJiIgeP35MNjY2FBYWRkuXLhU54tLp3bt35OPjQ0lJSRQWFkbz58+ngoICGjlyJB09epSqVatGtra2lJKSQseOHaPjx4+TnZ2d2GEz9t3k5OSQmpqa2GF81pgxY2jPnj2UlpZGPXv2JFdXVzp58iQdPnyYfv31V/L19aWsrCwKDQ0ldXV12rp1K0kkErHDFty6dYvs7e1p/PjxNHHiRGH7oUOHaOXKlfT69WtSUlKimJgYUlFRETFSxv6ba9euUc+ePcnJyYlCQ0Pp4MGDNH/+fJo5cyYRET169Ig2bdpEp0+fVshn6tdeq/v27SNVVVURI/179+/fJ09PT5owYQJFRkZSRkYGHThwgHr16kUDBw6kn3/+mYiIDh8+TC9fviRXV1cyMTEpsfhkbV0iot27d1NqaiqVL1+eGjVqRM+fP6eePXtSnTp16NChQ0REBIAkEgk9ffqUdHV1SVlZucRi/VrHjh2jdu3a0bhx4ygrK4sePXpEV65coX379pGxsbHY4ZV6cXFx1KdPH3J1daUaNWoQEdG4ceOIiGjfvn00b948qly5Ms2ZM4dycnLo999/p4KCAurRowdZWlqKGXqpV/R6ffXqFWlra5OVlRUFBgbSL7/8QgDo48ePVL58eYqKiqKbN2/S3r17SVVVVSGvVfaVxM1PsS/JysqCmZkZHBwcEBsbK5e9TU1N5UzsfxQXFwczMzPY2dkJq3Xk5+dj3bp16N69O/z9/REVFaWQw24Y+5EV7VneunUr9PX1ER0djcmTJ8PNzQ0hISGYP38+hg0bBmVlZZiZmcHCwgK2trYKO8Z97dq1KF++PIYPH46rV68KK8ZMnz4dCQkJkEgkOHLkiNhhMvafxcXFwdHREX369MHhw4excOFCWFlZwcXFpVQsL/0jXKvnz5+Hubl5sWXq169fjwoVKuDkyZMiRSZv6NCh0NbWRsOGDVGpUiW4u7tj7ty5OH36NExMTODv7//Z71OU9q/sOZOfn4/ExESYm5vLnd+KEuePIjY2Fs7OzjAyMpKb/BsA9u7di8aNGyM4OBhXrlwRKcIfT9H22Ny5cxEZGYknT55g+vTpMDY2Fo617FoYN24cmjZtKkqs7NviBJECWLJkCX766Se0aNECp06dEspRZUkiR0dHXLt2rdhLDz98/psbN27AxsYGERERCrnsKGNl2alTpzBw4EBhZRigcOnspk2bon379jh8+DCuX7+O5cuX4/fffxfuh4o6xn379u3Q0dGBgYEB9PX1YW9vjw8fPuDx48cwMzPjexD7YcTGxsLJyQkRERF49uzZZyf1VWSl/Vq9cuUKlJSUcOLECQD/9/KWkpKCOnXqKMSQ1m3btkFPTw9Xr16FVCrF69evERERAS8vLyxbtgxnzpyBgYEBnJ2dxQ71q1laWmLx4sUACo+5onVU/Ahu3LgBY2NjeHh4FFuBNSYmBnZ2dggLC8P79+/5+H9DI0aMQPXq1fHHH38gKSkJsbGxCAoKgr+/v5AkysrKgp+fH7p37y5ytOxbUBK7gqmsGz16NE2ePJkAkLq6OrVv357Wr19PKSkpVKlSJbp27RplZ2dTUFAQ3b9/X+57uXTvv7GxsaF169ZRXFwcLVy4kOLj48UOiTFGJAwnzhppOAAADcFJREFUW7duHb17907Y3rJlSxo4cCClp6fTkiVLKDc3l3r37k2dOnUiZWVlKigooHLlyokY+Ze1bduW4uLiaNu2bbR582a6evUqqamp0bJly0hZWZl0dHTEDpGxb8LBwYFWrFhBN27coKioKEpISCAiUuhhWUWVpmsV/3+WiDt37tCZM2fo0aNH5ODgQEFBQbR48WK6fv26MOS2evXqVKVKFcrLyxMzZCIievjwIRkaGpKNjQ0BoCpVqtC0adNIS0uLoqOjqWHDhrR+/XrS1dUlqVQqdrh/S/Y3UFdXp2fPnhERkUQiUaihzj8KGxsb2rVrF2VnZ9OCBQvk2u3NmzenWbNm0fTp06lChQp8/L+RY8eO0bZt2yg6Opo6duxIhoaG5ODgQBEREaSiokJeXl7UoEEDcnNzo2fPntGKFSuI6P+uC1ZKiZqeKuPWrVsHIyMjxMXFASicLFYikaBmzZqYNm2aUB787t07hISEcMXQd6LoKzkxVhbduHEDdevWha+vL27evCn3WUxMDKytrTFq1CiRovvvbt++jS5duqBatWq4du2a2OEw9s0p6gT4/5SiX6vR0dFQV1eHqakpVFVVsXHjRqxYsQJNmjRBq1atsH//fiQkJGDkyJHQ0dHBo0ePRItVVtUxd+5c2NraCsuUyyo/r1y5AolEUuye/7lJrRXN4sWLFX4I5Y9CNil+REQE4uPjxQ7nh7ZmzRpYWVnh9evXAIovIHLgwAFMmTKFVyv7wXAFkYjy8/Np2LBhZG9vT7t27SJfX1/asGED9ejRg6ZOnUqbNm2ihw8fkoaGBm3ZskXoIWfflr29PS1atIhSU1NJU1NT7HAYY1TYU7h161Z69epVsQq/5s2b0/Lly2natGkiRvjvffz4kfLy8khHR4dOnTqlkBP2MvZfNWjQgA4ePEh6enpih/KvKfK1KpVKKSMjg+bMmUNz586lAwcO0Lhx46hHjx6Un59PnTp1IjU1NWrRogW1adOGduzYQQcPHqTatWuLFrOsqsPf359u375Nc+bMISISKj8LCgrIysqKKlasKPd9sklyFVlkZCRZW1uLHUaZYG9vT6tWraKbN2/S1KlT6e7du2KH9MPB/68A+vDhg9y7p0QiEb6OjY0lMzMzGj9+PPXt25fKlSun0JXc7OvxKmYiiI6OJmdnZ5JKpVSuXDnKz8+nli1bUrdu3SgqKopSU1PJ0tKSPn78SEuXLqUuXboIqziw70eRV3JirKy6du0aRUREkKOjIw0ePJjq1asn93lBQUGpHW6bn59P5cuXFzsMxtj/oEjXqqw9mJOTQwBo2rRpNGzYMKpatSoREc2fP59GjBhBc+bMoY4dO1JmZibl5eVRtWrVFGp43Pr166lXr140YMAAatu2LVWtWpWGDh1KWVlZdPLkyVKRFGLiunLlCg0fPpw2b95cqhPRiuzOnTtUv359GjduHE2aNEnYnpWVRWFhYeTn50c//fSTeAGy74ITRCVszJgxtH79eho1ahT16dOHVFRU6OLFixQeHk7r168nJycnunXrFq1YsYIsLCyob9++pfblhzHGvoVr165Rnz59yMjIiH755RdeNpgxVqbt3r2bli5dSikpKSSVSunPP/8kGxsb4fNff/2VRo4cScOGDaMxY8ZQpUqVRIz2y3bu3En9+/cniURCFStWJB0dHTp58iSVL19ebnltxr6EO3e/vxUrVlD//v0pMjKSWrRoQSoqKjRjxgxKS0uj2NhYrhj6AXGCqARNnTqVFixYQPv37ycLCwvS0NAgIqKTJ09SaGgo/fLLL1SvXj2aPHkyaWho0B9//EFEpbuHnDHGvoXLly/TsmXLaNWqVfzSwBgrs65evUo+Pj7UqVMnysnJod9//5369etHUVFRZGRkJOw3a9Ys+vnnnykxMZGqVasmYsR/Ly0tjZ4/f055eXnk6OhISkpK9PHjR37pZExBAKA9e/bQwIEDqaCggKpUqUL6+vq0b98+Kl++PL+n/oA4QVRCMjIyKCQkhLp3705hYWH09OlTevDgAW3YsIGaN29OixYtovj4eFJTU6MaNWrQuXPnFKacmTHGFIFsaAX3LDPGyiJZu7FChQo0atQoIiJaunQpzZgxgzp37kx9+/aVSxK9fv1aGHpWWvD9nTHF9OrVK3r79i1JpVIyMTHhZO4PjP+iJUQikVBCQgLduXOHTp8+TUuWLKFHjx5RQUEBHTp0iKZOnUpWVlZUUFBADRo0IGVlZb7oGGOsCIlEQgD45YExVua8e/eOQkND6fHjx9S7d29he2RkJEmlUpo5cyYpKytTeHi4MAy3SpUqIkX77/H9nTHFpK2tTdra2sLXsrl02Y+HK4hK0OrVq2n48OFUUFBAffv2JV9fX2ratKmw0sSaNWuEfblcjzHGGGOMyVy7do1CQkJIR0eHli1bJrdq1rJlyygqKopGjx5NY8aM4Rc3xhhj/woniEpYcnIy5ebmkpmZGREVZl/9/PzI1dW11C7ZzBhjjDHGvr+bN29St27dyNnZmQYOHEhWVlbCZ6tXryZPT0+hjckYY4z9U5wgEklWVhZdv36dZs2aRUlJSRQXF8e9PYwxxhhj7G9du3aNIiIiyMHBgaKioqhevXpih8QYY+wHwQN9RQCArl69SrNmzaL8/HxhicCCggKxQ2OMMcYYYwrM3t6eVq1aRTdv3qSpU6fS3bt3xQ6JMcbYD4IriESSm5tLCQkJZGtry7PAM8YYY4yxf+TKlSs0fPhw2rx5M+np6YkdDmOMsR8AJ4gUAC/pyRhjjDHG/qmcnBxSU1MTOwzGGGM/CE4QMcYYY4wxxhhjjJVxXLbCGGOMMcYYY4wxVsZxgogxxhhjjDHGGGOsjOMEEWOMMcYYY4wxxlgZxwkixhhjjDHGGGOMsTKOE0SMMcYYY4wxxhhjZRwniBhjjDHGGGOMMcbKOE4QMcYYY4wxxhhjjJVxnCBijDHGGPsKXbt2paCgILHDYIwxxhj7LjhBxBhjjDH2BfHx8RQSEkIGBga0ceNG2rdvH2loaFBAQAAdOXJE7PAYY4wxxr4ZThAxxhhjjH1GdHQ02draUm5uLm3atIk6dOhA/v7+dODAAdLV1SU/Pz9avHgxERF1796dWrduLXxveno6Va1alapUqSJsmzRpEtnZ2dHy5cupVq1aVLFiRerQoQO9fftW2Kd79+4kkUho3rx5crEEBweTRCKhdevWCdtGjhxJdevWpYoVK1KdOnVo/PjxlJ+f/12OBWOMMcZ+fJwgYowxxhj7jMGDB5OXlxft2rWLvLy8qEKFCqSqqkoNGzaktWvXUvfu3WnEiBGUnZ1d7HsnT55MHz9+LLY9MTGRtm7dSnv37qWDBw/StWvXqF+/fnL76Ovr08qVK4Wvnz17RufOnaOKFSvK7aehoUHr1q2jhIQE+u2332jlypU0f/78b/TbM8YYY6ys4QQRY4wxxtgnnj9/TsnJydSiRYsv7tOyZUt6//493b59W277X3/9RWvWrKGoqKhi35OTk0MbNmwgOzs78vT0pIULF9KWLVsoLS1N2MfJyYlUVFTozJkzRES0Zs0aCg0NpfLly8v9rHHjxpG7uzvVrl2bgoKCaNiwYbR169b/8mszxhhjrAzjBBFjjDHG2CdUVFSIiOj9+/df3Ef2mZqamtz2ESNGUJ8+fahOnTrFvsfQ0JD09fWFr93c3EgqldK9e/fk9uvVqxetWLGCpFIprV69mnr16lXsZ/3555/k4eFBurq6pK6uTuPGjaPk5OSv/yUZY4wxxorgBBFjjDHG2CeqVq1KLi4utGHDhs8OIfv48SMtX76cDAwMyNraWth+6tQpOnPmDI0bN+4//fudO3em/fv305YtW0hXV5fq168v9/mFCxcoLCyMmjdvTvv27aNr167R2LFjKS8v7z/9u4wxxhgru8qJHQBjjDHGmCJatWoVtWjRgiwtLSk8PJwePXpE79+/pxkzZtCGDRvoxYsXtGvXLlJWViYiIgA0dOhQGj9+PFWtWvWzPzM5OZmePXtGNWvWJCKiixcvkpKSEpmbm8vtV6VKFWrZsiX17duXfv3112I/5/z582RkZERjx44VtiUlJX2j35wxxhhjZREniBhjjDHGPsPa2pru3btHa9eupbNnz9KdO3coPz+fLly4QD179qQePXpQ9erVhf2PHTtGenp69NNPP33xZ6qpqVG3bt1ozpw59O7dOxo4cCB16NCBdHV1i+07atQoMjc3p5CQkGKfmZmZUXJyMm3ZsoUaNGhAMTExFB0d/W1+ccYYY4yVSZwgYowxxhj7AlVVVerbty/17duXunfvTm/evKFdu3Z9dt/s7Gz6+eefi00mXZSpqSm1adOGmjdvThkZGdSiRQtasmTJZ/c1NzenUaNGffazli1bUlRUFPXv359yc3MpMDCQxo8fT5MmTfqnvyJjjDHGGBERSQBA7CAYY4wxxn50kyZNol27dtH169fFDoUxxhhjrBiepJoxxhhjjDHGGGOsjOMEEWOMMcYYY4wxxlgZx0PMGGOMMcYYY4wxxso4riBijDHGGGOMMcYYK+M4QcQYY4wxxhhjjDFWxnGCiDHGGGOMMcYYY6yM4wQRY4wxxhhjjDHGWBnHCSLGGGOMMcYYY4yxMo4TRIwxxhhjjDHGGGNlHCeIGGOMMcYYY4wxxso4ThAxxhhjjDHGGGOMlXH/D6F5JJuzXidYAAAAAElFTkSuQmCC",
+                        "text/plain": [
+                            "<Figure size 1400x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.figure(figsize=(14, 6))\n",
+                "\n",
+                "\n",
+                "plt.scatter(df[\"company\"].str.lower(), df[\"Spec_score\"])\n",
+                "plt.xlabel(\"Фирма\")\n",
+                "plt.ylabel(\"Оценка характеристик\")\n",
+                "plt.xticks(rotation=45)\n",
+                "plt.title(\"Диаграмма 1\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Между атрибутами присутствует связь. Пример, на диаграмме 1 - связь между фирмой и оценкой характеристик"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Перейдем к проверке на выбросы"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 15,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Пустые значения по столбцам:\n",
+                        "Unnamed: 0             0\n",
+                        "Name                   0\n",
+                        "Rating                 0\n",
+                        "Spec_score             0\n",
+                        "No_of_sim              0\n",
+                        "Ram                    0\n",
+                        "Battery                0\n",
+                        "Display                0\n",
+                        "Camera                 0\n",
+                        "External_Memory        0\n",
+                        "Android_version      443\n",
+                        "Price                  0\n",
+                        "company                0\n",
+                        "Inbuilt_memory        19\n",
+                        "fast_charging         89\n",
+                        "Screen_resolution      2\n",
+                        "Processor             28\n",
+                        "Processor_name         0\n",
+                        "dtype: int64\n",
+                        "\n",
+                        "Количество дубликатов: 0\n",
+                        "\n",
+                        "Статистический обзор данных:\n"
+                    ]
+                },
+                {
+                    "data": {
+                        "text/html": [
+                            "<div>\n",
+                            "<style scoped>\n",
+                            "    .dataframe tbody tr th:only-of-type {\n",
+                            "        vertical-align: middle;\n",
+                            "    }\n",
+                            "\n",
+                            "    .dataframe tbody tr th {\n",
+                            "        vertical-align: top;\n",
+                            "    }\n",
+                            "\n",
+                            "    .dataframe thead th {\n",
+                            "        text-align: right;\n",
+                            "    }\n",
+                            "</style>\n",
+                            "<table border=\"1\" class=\"dataframe\">\n",
+                            "  <thead>\n",
+                            "    <tr style=\"text-align: right;\">\n",
+                            "      <th></th>\n",
+                            "      <th>Unnamed: 0</th>\n",
+                            "      <th>Rating</th>\n",
+                            "      <th>Spec_score</th>\n",
+                            "    </tr>\n",
+                            "  </thead>\n",
+                            "  <tbody>\n",
+                            "    <tr>\n",
+                            "      <th>count</th>\n",
+                            "      <td>1370.000000</td>\n",
+                            "      <td>1370.000000</td>\n",
+                            "      <td>1370.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>mean</th>\n",
+                            "      <td>684.500000</td>\n",
+                            "      <td>4.374416</td>\n",
+                            "      <td>80.234307</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>std</th>\n",
+                            "      <td>395.629246</td>\n",
+                            "      <td>0.230176</td>\n",
+                            "      <td>8.373922</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>min</th>\n",
+                            "      <td>0.000000</td>\n",
+                            "      <td>3.750000</td>\n",
+                            "      <td>42.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>25%</th>\n",
+                            "      <td>342.250000</td>\n",
+                            "      <td>4.150000</td>\n",
+                            "      <td>75.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>50%</th>\n",
+                            "      <td>684.500000</td>\n",
+                            "      <td>4.400000</td>\n",
+                            "      <td>82.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>75%</th>\n",
+                            "      <td>1026.750000</td>\n",
+                            "      <td>4.550000</td>\n",
+                            "      <td>86.000000</td>\n",
+                            "    </tr>\n",
+                            "    <tr>\n",
+                            "      <th>max</th>\n",
+                            "      <td>1369.000000</td>\n",
+                            "      <td>4.750000</td>\n",
+                            "      <td>98.000000</td>\n",
+                            "    </tr>\n",
+                            "  </tbody>\n",
+                            "</table>\n",
+                            "</div>"
+                        ],
+                        "text/plain": [
+                            "        Unnamed: 0       Rating   Spec_score\n",
+                            "count  1370.000000  1370.000000  1370.000000\n",
+                            "mean    684.500000     4.374416    80.234307\n",
+                            "std     395.629246     0.230176     8.373922\n",
+                            "min       0.000000     3.750000    42.000000\n",
+                            "25%     342.250000     4.150000    75.000000\n",
+                            "50%     684.500000     4.400000    82.000000\n",
+                            "75%    1026.750000     4.550000    86.000000\n",
+                            "max    1369.000000     4.750000    98.000000"
+                        ]
+                    },
+                    "execution_count": 15,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "null_values = df.isnull().sum()\n",
+                "print(\"Пустые значения по столбцам:\")\n",
+                "print(null_values)\n",
+                "\n",
+                "duplicates = df.duplicated().sum()\n",
+                "print(f\"\\nКоличество дубликатов: {duplicates}\")\n",
+                "\n",
+                "print(\"\\nСтатистический обзор данных:\")\n",
+                "df.describe()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Видим, что есть пустые данные, но нет дубликатов. Удаляем их"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 17,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "В наборе данных 'Phones' было удалено 553 строк с пустыми значениями.\n"
+                    ]
+                }
+            ],
+            "source": [
+                "def drop_missing_values(dataframe, name):\n",
+                "    before_shape = dataframe.shape\n",
+                "    cleaned_dataframe = dataframe.dropna()\n",
+                "    after_shape = cleaned_dataframe.shape\n",
+                "    print(\n",
+                "        f\"В наборе данных '{name}' было удалено {before_shape[0] - after_shape[0]} строк с пустыми значениями.\"\n",
+                "    )\n",
+                "    return cleaned_dataframe\n",
+                "\n",
+                "\n",
+                "cleaned_df = drop_missing_values(df, \"Phones\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Рассчитаем коэффициент ассиметрии"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 20,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'Unnamed: 0': 0.0\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'Rating': -0.06697860128699223\n",
+                        "\n",
+                        "Коэффициент асимметрии для столбца 'Spec_score': -0.7393772365886471\n"
+                    ]
+                }
+            ],
+            "source": [
+                "import numpy as np\n",
+                "for column in df.select_dtypes(include=[np.number]).columns:\n",
+                "    asymmetry = df[column].skew()\n",
+                "    print(f\"\\nКоэффициент асимметрии для столбца '{column}': {asymmetry}\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Выбросы незначительные.\n",
+                "\n",
+                "Очистим данные от шумов."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 21,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Выбросы в датасете:\n",
+                        "      Unnamed: 0                       Name  Rating  Spec_score  \\\n",
+                        "99            99                   Vivo Y02    4.35          54   \n",
+                        "214          214                Realme C30s    4.55          58   \n",
+                        "802          802  Vivo Y02 (2GB RAM + 32GB)    4.50          53   \n",
+                        "803          803                   Vivo Y02    4.35          54   \n",
+                        "1344        1344                    TCL 501    4.25          55   \n",
+                        "\n",
+                        "                      No_of_sim       Ram            Battery      Display  \\\n",
+                        "99    Dual Sim, 3G, 4G, VoLTE,   3 GB RAM  5000 mAh Battery   6.51 inches   \n",
+                        "214   Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  5000 mAh Battery    6.5 inches   \n",
+                        "802   Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  5000 mAh Battery   6.51 inches   \n",
+                        "803   Dual Sim, 3G, 4G, VoLTE,   3 GB RAM  5000 mAh Battery   6.51 inches   \n",
+                        "1344  Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  3000 mAh Battery      6 inches   \n",
+                        "\n",
+                        "                                 Camera                   External_Memory  \\\n",
+                        "99    8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
+                        "214   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
+                        "802   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
+                        "803   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
+                        "1344  5 MP Rear &amp; 2 MP Front Camera             Memory Card Supported   \n",
+                        "\n",
+                        "     Android_version  Price company  Inbuilt_memory       fast_charging  \\\n",
+                        "99                12  9,999    Vivo   32 GB inbuilt   10W Fast Charging   \n",
+                        "214               12  6,950  Realme   32 GB inbuilt   10W Fast Charging   \n",
+                        "802               12  8,999    Vivo   32 GB inbuilt   10W Fast Charging   \n",
+                        "803               12  8,489    Vivo   32 GB inbuilt   10W Fast Charging   \n",
+                        "1344              14  7,990     TCL   32 GB inbuilt   10W Fast Charging   \n",
+                        "\n",
+                        "                                 Screen_resolution             Processor  \\\n",
+                        "99     720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
+                        "214    720 x 1600 px Display with Water Drop Notch             Octa Core   \n",
+                        "802    720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
+                        "803    720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
+                        "1344                         540 x 1092 px Display             Octa Core   \n",
+                        "\n",
+                        "      Processor_name  \n",
+                        "99             Helio  \n",
+                        "214   Unisoc SC9863A  \n",
+                        "802            Helio  \n",
+                        "803            Helio  \n",
+                        "1344       Helio G36  \n"
+                    ]
+                },
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "plt.figure(figsize=(10, 6))\n",
+                "plt.scatter(cleaned_df[\"company\"].str.lower(), cleaned_df[\"Spec_score\"])\n",
+                "plt.xlabel(\"Фирма\")\n",
+                "plt.ylabel(\"Оценка характеристик\")\n",
+                "plt.xticks(rotation=45)\n",
+                "plt.title(\"Диаграмма рассеивания перед чисткой\")\n",
+                "plt.show()\n",
+                "\n",
+                "Q1 = cleaned_df[\"Spec_score\"].quantile(0.25)\n",
+                "Q3 = cleaned_df[\"Spec_score\"].quantile(0.75)\n",
+                "\n",
+                "IQR = Q3 - Q1\n",
+                "\n",
+                "threshold = 1.5 * IQR\n",
+                "lower_bound = Q1 - threshold\n",
+                "upper_bound = Q3 + threshold\n",
+                "\n",
+                "outliers = (cleaned_df[\"Spec_score\"] < lower_bound) | (\n",
+                "    cleaned_df[\"Spec_score\"] > upper_bound\n",
+                ")\n",
+                "\n",
+                "print(\"Выбросы в датасете:\")\n",
+                "print(cleaned_df[outliers])\n",
+                "\n",
+                "median_score = cleaned_df[\"Spec_score\"].median()\n",
+                "cleaned_df.loc[outliers, \"Spec_score\"] = median_score\n",
+                "\n",
+                "plt.figure(figsize=(10, 6))\n",
+                "plt.scatter(cleaned_df[\"company\"].str.lower(), cleaned_df[\"Spec_score\"])\n",
+                "plt.xlabel(\"Фирма\")\n",
+                "plt.ylabel(\"Оценка характеристик\")\n",
+                "plt.xticks(rotation=45)\n",
+                "plt.title(\"Диаграмма рассеивания после чистки\")\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Разбиваем на выборки."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 22,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Размер обучающей выборки: 489\n",
+                        "Размер контрольной выборки: 164\n",
+                        "Размер тестовой выборки: 164\n",
+                        "\n",
+                        "Распределение оценки характеристик в обучающей выборке:\n",
+                        "Spec_score\n",
+                        "75    48\n",
+                        "86    35\n",
+                        "80    34\n",
+                        "84    32\n",
+                        "85    23\n",
+                        "78    23\n",
+                        "83    23\n",
+                        "77    19\n",
+                        "79    19\n",
+                        "82    18\n",
+                        "89    17\n",
+                        "88    17\n",
+                        "71    16\n",
+                        "73    15\n",
+                        "72    13\n",
+                        "74    13\n",
+                        "87    12\n",
+                        "69    11\n",
+                        "76    10\n",
+                        "81    10\n",
+                        "67     9\n",
+                        "90     9\n",
+                        "70     8\n",
+                        "68     8\n",
+                        "91     8\n",
+                        "64     7\n",
+                        "93     7\n",
+                        "92     6\n",
+                        "66     5\n",
+                        "94     4\n",
+                        "63     4\n",
+                        "96     2\n",
+                        "95     1\n",
+                        "65     1\n",
+                        "60     1\n",
+                        "61     1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в контрольной выборке:\n",
+                        "Spec_score\n",
+                        "75    18\n",
+                        "81    12\n",
+                        "74    11\n",
+                        "79     9\n",
+                        "82     9\n",
+                        "85     9\n",
+                        "84     8\n",
+                        "86     8\n",
+                        "76     7\n",
+                        "78     7\n",
+                        "77     7\n",
+                        "83     6\n",
+                        "89     5\n",
+                        "71     5\n",
+                        "72     5\n",
+                        "80     4\n",
+                        "70     4\n",
+                        "88     3\n",
+                        "68     3\n",
+                        "65     3\n",
+                        "73     3\n",
+                        "67     2\n",
+                        "87     2\n",
+                        "63     2\n",
+                        "95     2\n",
+                        "93     2\n",
+                        "90     2\n",
+                        "94     1\n",
+                        "66     1\n",
+                        "92     1\n",
+                        "69     1\n",
+                        "98     1\n",
+                        "61     1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в тестовой выборке:\n",
+                        "Spec_score\n",
+                        "75    15\n",
+                        "84    13\n",
+                        "76    11\n",
+                        "82    10\n",
+                        "81     9\n",
+                        "80     9\n",
+                        "77     8\n",
+                        "83     8\n",
+                        "86     7\n",
+                        "89     6\n",
+                        "78     6\n",
+                        "79     6\n",
+                        "87     5\n",
+                        "71     5\n",
+                        "74     5\n",
+                        "85     5\n",
+                        "70     4\n",
+                        "94     3\n",
+                        "72     3\n",
+                        "73     3\n",
+                        "66     3\n",
+                        "91     3\n",
+                        "88     3\n",
+                        "92     3\n",
+                        "93     2\n",
+                        "96     1\n",
+                        "64     1\n",
+                        "90     1\n",
+                        "67     1\n",
+                        "62     1\n",
+                        "65     1\n",
+                        "68     1\n",
+                        "95     1\n",
+                        "69     1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n"
+                    ]
+                }
+            ],
+            "source": [
+                "train_df, test_df = train_test_split(cleaned_df, test_size=0.2, random_state=42)\n",
+                "\n",
+                "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n",
+                "\n",
+                "print(\"Размер обучающей выборки:\", len(train_df))\n",
+                "print(\"Размер контрольной выборки:\", len(val_df))\n",
+                "print(\"Размер тестовой выборки:\", len(test_df))\n",
+                "\n",
+                "print()\n",
+                "\n",
+                "\n",
+                "def check_balance(df, name):\n",
+                "    counts = df[\"Spec_score\"].value_counts()\n",
+                "    print(f\"Распределение оценки характеристик в {name}:\")\n",
+                "    print(counts)\n",
+                "    print()\n",
+                "\n",
+                "\n",
+                "check_balance(train_df, \"обучающей выборке\")\n",
+                "check_balance(val_df, \"контрольной выборке\")\n",
+                "check_balance(test_df, \"тестовой выборке\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Оверсемплинг и андерсемплинг"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 25,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Оверсэмплинг:\n",
+                        "Распределение оценки характеристик в обучающей выборке:\n",
+                        "Spec_score\n",
+                        "85    48\n",
+                        "78    48\n",
+                        "75    48\n",
+                        "82    48\n",
+                        "64    48\n",
+                        "73    48\n",
+                        "79    48\n",
+                        "87    48\n",
+                        "86    48\n",
+                        "80    48\n",
+                        "70    48\n",
+                        "83    48\n",
+                        "68    48\n",
+                        "74    48\n",
+                        "71    48\n",
+                        "72    48\n",
+                        "66    48\n",
+                        "93    48\n",
+                        "77    48\n",
+                        "88    48\n",
+                        "69    48\n",
+                        "89    48\n",
+                        "84    48\n",
+                        "94    48\n",
+                        "76    48\n",
+                        "95    48\n",
+                        "90    48\n",
+                        "63    48\n",
+                        "81    48\n",
+                        "67    48\n",
+                        "91    48\n",
+                        "92    48\n",
+                        "96    48\n",
+                        "65    48\n",
+                        "60    48\n",
+                        "61    48\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в контрольной выборке:\n",
+                        "Spec_score\n",
+                        "75    18\n",
+                        "94    18\n",
+                        "72    18\n",
+                        "82    18\n",
+                        "70    18\n",
+                        "74    18\n",
+                        "68    18\n",
+                        "88    18\n",
+                        "71    18\n",
+                        "80    18\n",
+                        "92    18\n",
+                        "86    18\n",
+                        "66    18\n",
+                        "81    18\n",
+                        "84    18\n",
+                        "79    18\n",
+                        "73    18\n",
+                        "76    18\n",
+                        "67    18\n",
+                        "95    18\n",
+                        "78    18\n",
+                        "85    18\n",
+                        "83    18\n",
+                        "77    18\n",
+                        "89    18\n",
+                        "98    18\n",
+                        "69    18\n",
+                        "90    18\n",
+                        "87    18\n",
+                        "65    18\n",
+                        "63    18\n",
+                        "93    18\n",
+                        "61    18\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в тестовой выборке:\n",
+                        "Spec_score\n",
+                        "80    15\n",
+                        "94    15\n",
+                        "82    15\n",
+                        "77    15\n",
+                        "75    15\n",
+                        "79    15\n",
+                        "96    15\n",
+                        "83    15\n",
+                        "76    15\n",
+                        "71    15\n",
+                        "64    15\n",
+                        "78    15\n",
+                        "84    15\n",
+                        "91    15\n",
+                        "74    15\n",
+                        "93    15\n",
+                        "87    15\n",
+                        "89    15\n",
+                        "81    15\n",
+                        "66    15\n",
+                        "86    15\n",
+                        "92    15\n",
+                        "88    15\n",
+                        "73    15\n",
+                        "90    15\n",
+                        "67    15\n",
+                        "85    15\n",
+                        "72    15\n",
+                        "62    15\n",
+                        "70    15\n",
+                        "65    15\n",
+                        "68    15\n",
+                        "95    15\n",
+                        "69    15\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Андерсэмплинг:\n",
+                        "Распределение оценки характеристик в обучающей выборке:\n",
+                        "Spec_score\n",
+                        "60    1\n",
+                        "61    1\n",
+                        "63    1\n",
+                        "64    1\n",
+                        "65    1\n",
+                        "66    1\n",
+                        "67    1\n",
+                        "68    1\n",
+                        "69    1\n",
+                        "70    1\n",
+                        "71    1\n",
+                        "72    1\n",
+                        "73    1\n",
+                        "74    1\n",
+                        "75    1\n",
+                        "76    1\n",
+                        "77    1\n",
+                        "78    1\n",
+                        "79    1\n",
+                        "80    1\n",
+                        "81    1\n",
+                        "82    1\n",
+                        "83    1\n",
+                        "84    1\n",
+                        "85    1\n",
+                        "86    1\n",
+                        "87    1\n",
+                        "88    1\n",
+                        "89    1\n",
+                        "90    1\n",
+                        "91    1\n",
+                        "92    1\n",
+                        "93    1\n",
+                        "94    1\n",
+                        "95    1\n",
+                        "96    1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в контрольной выборке:\n",
+                        "Spec_score\n",
+                        "61    1\n",
+                        "63    1\n",
+                        "65    1\n",
+                        "66    1\n",
+                        "67    1\n",
+                        "68    1\n",
+                        "69    1\n",
+                        "70    1\n",
+                        "71    1\n",
+                        "72    1\n",
+                        "73    1\n",
+                        "74    1\n",
+                        "75    1\n",
+                        "76    1\n",
+                        "77    1\n",
+                        "78    1\n",
+                        "79    1\n",
+                        "80    1\n",
+                        "81    1\n",
+                        "82    1\n",
+                        "83    1\n",
+                        "84    1\n",
+                        "85    1\n",
+                        "86    1\n",
+                        "87    1\n",
+                        "88    1\n",
+                        "89    1\n",
+                        "90    1\n",
+                        "92    1\n",
+                        "93    1\n",
+                        "94    1\n",
+                        "95    1\n",
+                        "98    1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n",
+                        "Распределение оценки характеристик в тестовой выборке:\n",
+                        "Spec_score\n",
+                        "62    1\n",
+                        "64    1\n",
+                        "65    1\n",
+                        "66    1\n",
+                        "67    1\n",
+                        "68    1\n",
+                        "69    1\n",
+                        "70    1\n",
+                        "71    1\n",
+                        "72    1\n",
+                        "73    1\n",
+                        "74    1\n",
+                        "75    1\n",
+                        "76    1\n",
+                        "77    1\n",
+                        "78    1\n",
+                        "79    1\n",
+                        "80    1\n",
+                        "81    1\n",
+                        "82    1\n",
+                        "83    1\n",
+                        "84    1\n",
+                        "85    1\n",
+                        "86    1\n",
+                        "87    1\n",
+                        "88    1\n",
+                        "89    1\n",
+                        "90    1\n",
+                        "91    1\n",
+                        "92    1\n",
+                        "93    1\n",
+                        "94    1\n",
+                        "95    1\n",
+                        "96    1\n",
+                        "Name: count, dtype: int64\n",
+                        "\n"
+                    ]
+                }
+            ],
+            "source": [
+                "from imblearn.over_sampling import RandomOverSampler\n",
+                "from imblearn.under_sampling import RandomUnderSampler\n",
+                "\n",
+                "def oversample(df, target_column):\n",
+                "    X = df.drop(target_column, axis=1)\n",
+                "    y = df[target_column]\n",
+                "\n",
+                "    oversampler = RandomOverSampler(random_state=42)\n",
+                "    x_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
+                "\n",
+                "    resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n",
+                "    return resampled_df\n",
+                "\n",
+                "\n",
+                "def undersample(df, target_column):\n",
+                "    X = df.drop(target_column, axis=1)\n",
+                "    y = df[target_column]\n",
+                "\n",
+                "    undersampler = RandomUnderSampler(random_state=42)\n",
+                "    x_resampled, y_resampled = undersampler.fit_resample(X, y)\n",
+                "\n",
+                "    resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n",
+                "    return resampled_df\n",
+                "\n",
+                "train_df_oversampled = oversample(train_df, \"Spec_score\")\n",
+                "val_df_oversampled = oversample(val_df, \"Spec_score\")\n",
+                "test_df_oversampled = oversample(test_df, \"Spec_score\")\n",
+                "\n",
+                "train_df_undersampled = undersample(train_df, \"Spec_score\")\n",
+                "val_df_undersampled = undersample(val_df, \"Spec_score\")\n",
+                "test_df_undersampled = undersample(test_df, \"Spec_score\")\n",
+                "\n",
+                "print(\"Оверсэмплинг:\")\n",
+                "check_balance(train_df_oversampled, \"обучающей выборке\")\n",
+                "check_balance(val_df_oversampled, \"контрольной выборке\")\n",
+                "check_balance(test_df_oversampled, \"тестовой выборке\")\n",
+                "\n",
+                "print(\"Андерсэмплинг:\")\n",
+                "check_balance(train_df_undersampled, \"обучающей выборке\")\n",
+                "check_balance(val_df_undersampled, \"контрольной выборке\")\n",
+                "check_balance(test_df_undersampled, \"тестовой выборке\")"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "## Начнем анализировать датасет №19.\n",
+                "\n",
+                "Ссылка на исходные данные: https://www.kaggle.com/datasets/surajjha101/forbes-billionaires-data-preprocessed\n",
+                "\n",
+                "**Общее описание**: «Миллиардеры мира» — это ежегодный рейтинг документально подтвержденного состояния богатейших миллиардеров мира, который составляется и публикуется ежегодно в марте американским деловым журналом Forbes. Список был впервые опубликован в марте 1987 года. Общий собственный капитал каждого человека в списке оценивается и указывается в долларах США на основе их документально подтвержденных активов, а также с учетом долга и других факторов. Члены королевской семьи и диктаторы, чье богатство обусловлено их положением, исключены из этих списков. Этот рейтинг представляет собой индекс самых богатых задокументированных людей, исключая любой рейтинг тех, кто обладает богатством, которое невозможно полностью установить.\n",
+                "\n",
+                "**Проблемная область**: Анализ состояния, возраста и источников богатства самых богатых людей в мире.\n",
+                "\n",
+                "**Объекты наблюдения**: Богатейшие люди мира, представленные в датасете.\n",
+                "\n",
+                "**Связи между объектами**: можно выявить следующие связи:\n",
+                "- Между возрастом и состоянием\n",
+                "- Между страной проживания и источником дохода\n",
+                "- Между отраслью бизнеса и уровнем благосостояния.\n",
+                "\n",
+                "**Бизнес цели**:\n",
+                "- ***Понять факторы успеха:***: Исследовать, какие факторы (возраст, страна, источник дохода) влияют на высокие состояния. Это может помочь новым предпринимателям и стартапам учиться на опыте успешных людей.\n",
+                "- ***Анализ тенденций богатства***: Понимание как источники богатства меняются со временем и как это связано с экономическими условиями в разных странах. Это непременно поможет инвесторам и аналитикам определить, какие секторы могут быть наиболее перспективными для инвестиций в будущем.  \n",
+                "\n",
+                "**Цели технического проекта**:\n",
+                "1. ***Исследование факторов успеха***: Входные данные - данные о богатейших людях (возраст, чистая стоимость, индустрия); целевой признак - выявление факторов, способствующих накоплению состояния.\n",
+                "2. ***Анализ тенденций богатства***: Входные данные - данные о богатейших людях (возраст, страна, источник богатства); целевой признак - наличие зависимости между источником богатства и страной."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 60,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n"
+                    ]
+                }
+            ],
+            "source": [
+                "import pandas as pd\n",
+                "\n",
+                "df = pd.read_csv(\"../data/Forbes Billionaires.csv\")\n",
+                "print(df.columns)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Атрибуты:\n",
+                "- Ранг (Rank),\n",
+                "- Имя (Name),\n",
+                "- Общая стоимость (Networth),\n",
+                "- Возраст (Age),\n",
+                "- Страна (Country),\n",
+                "- Источник дохода(Source),\n",
+                "- Индустрия (Industry)."
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Посмотрим на связи."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 61,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1000x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 640x480 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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AQUEB7ty5g7///hsAsHv37mrFPGnSJIwfPx5ubm4IDQ3FwYMHmQTBwal9/fXXX7CxseFbzq+/XubNmwcDAwOsX78eLi4uAMp+QZ48eRLLly/HvHnzeNqYAaCwsBCfP39Gr169qoy9d+/e0NPTw/Hjx+Ho6Ijjx49DX18fTk5O1XjmZdLT0/HXX39h+fLlIklaoqCnp4edO3di9uzZPLWXrl278hy/evVqnusQAwcOrLD8TZs2QUZGBosXL8a3b9/4HpOeng4VFRVcunQJQ4YMgbe3d6W1ueqaNGkSdu/ejQ4dOiA1NRUjRozAli1bqv34lJQUlJaW8lyfE9a3b9+YloqXL1+itLS0WrWcinA6dVQVp5ubG3Ndxd7eHhoaGmCxWBg1ahRXq0dVbty4gVu3biE8PFzgmCtT01pWbZ3T29sbHz9+xIwZM6o8tmPHjjzfn7t27cKFCxf4Hv/q1Sv4+fnh+PHjkJeX59lfWloKKysrbN26le/jjYyMeLb1798fCgoKOH/+PI4cOcK3AlFdNeoUMmDAAOzfvx/h4eGwt7ev1mPMzMy4vkw1NDQwZswYPHz4kCmjV69e2Lx5M1xcXLB3716YmZlh4cKFTLNceZwvqf79+zM9b5YtW8aVPDp06MBcvO3fvz+ePXuGa9euVft59u3bF2w2G6NGjULnzp3RtGlTnoTWtGlTAGWJvjrJ4t9//8XFixfx77//on///khMTMSKFSuwbt06jBw5EioqKhg4cCAuX76M/v37cz322bNnKCoqYp5TZWRlZTFmzBj4+flh06ZNOH/+PKZOnQpZWdlqP38vLy+oqalV2CGjadOmuH79OjIyMoROeCYmJoiJieH5snz9+jWzn2PKlCkYNmwYnj9/jsLCQgD/a3L5lZWVFc/fpaLX4NOnT9ixYwe8vb2hpqZWYUJTVlbGtWvX0KpVKyxYsAAbNmzAiBEjmBoJJ9Y3b97wPPb169fQ0dHh2+zr4uKCxYsXY968efjjjz9q3KzPSTpVvT9MTExw69Yt5OTkcJ2D32sNlPUMzMnJgbe3N5YvX47t27dzNXnVtLzIyEjo6+ujcePGlcZ55swZuLq6ciV1TutGdRFCsGzZMgwdOhS//fZbtR9Xnfe2iYkJSktLERcXx/ztASAtLQ2ZmZnM8+Z8Rzx//pynZlVT1T0nUHb55tixY7CwsEDnzp0xffp03LhxA3/99RdPuTo6OjyfE34/qjmWL18OGxsbjBw5ku/+pk2bMpeVqpvw5eTkMG7cOKxfvx4vXrzg6V1bEzVKg0uWLIGKigqmTJmCtLQ0nv0JCQl8mwDL48wkUr557f3795g1axbmzp2LadOmwcnJCVpaWlXGk56ejtLS0gqbnThKS0tr9IUuJyeH8ePHIyYmBpMmTeJ7TNu2bdG0aVP8/ffffKvz5bv+//z5E25ubhg8eDCTrDg9RTn/DhgwAIMGDYKbmxvPbCuBgYGQlZWtdrPJuHHj8P37d0yfPh25ubkYO3ZstR4HgOlRtmbNmgqv5w0fPhyEEHh6evLsI9Uf1ggA6NevH1JTU3Hq1ClmW3FxMXbu3AlVVVWe2pe2tjYcHR3h5ORU7fdJVTw9PaGnp1flL1pdXV20atUKALB27Vo0btwYU6dOZZ6zgYEBbGxs4O/vz/Xl+/z5c9y4cYPpHfgrbW1tDB48uNL3W2UCAwOhqanJt6ZaXr9+/VBSUoJdu3Zxbd+2bRtYLBb69u3LbDtz5gxOnTqFjRs3YtmyZRg1ahRWrlyJt2/fClTet2/fEBISgkGDBlX5fGRlZXneRzt37uT7A7ciJ0+eRExMDN+eeJWpznub83f8tbs5p1bC+Yz//vvvUFNTg7e3N891KUE+J9U5J8e0adOgoKCAgwcPwsnJCebm5jU6Hz/h4eG4cOECNm7cWGGyGjFiBD5+/Mi3V+nPnz8rbPafNGkSYmNj4ejoCDMzM4FjrFENrWnTpjhx4gRGjhyJ1q1bc80U8uDBA6a7dXkxMTE4fvw4CCFISEiAj48PGjduzPyaLC0txbhx49C4cWOe8TzlzZo1C/Ly8mjZsiVkZGRw7949nDhxAgMGDOD5UgsPD0d6ejrT5BgcHIxFixbV5Kli3bp1WLx4cYVfmDIyMjh48CD69u0LCwsLTJw4EY0aNcLHjx8REhICdXV1XLp0CUBZt/0vX75Umex9fHxgbm4Ob29vrF27Fj9+/ICvry98fHzQokULrjFrnCQaExPDU2O2tbWFpaUlc4HWzs6u2s/77t27aN26daXXcbp3745x48bBx8cHcXFx6NOnD0pLSxEWFobu3bvXaOzItGnTsG/fPkyYMAFPnjxBkyZNcObMGdy/fx/bt2+vcW1FEDdu3EBAQAAUFBSq/RglJSXs378fTk5O2LNnD2bNmgWgrAm6b9++sLe3x+TJk5lu+xoaGjzjeMrz8/ODr68vM6yhOtLS0uDj44PAwEA4OjoiKCiI2ZeUlASg7LNgZ2cHa2trDBw4EN27d8eKFSvw7t07tGnTBjdu3MCFCxcwf/58pkbx5csXzJw5k+tvuWvXLoSEhGDChAm4d+8eZGRkql1eeHg4li1bhp8/f0JXVxfHjx9n4uQkyOPHj2Po0KFQUVHBgAEDcOzYMWhoaMDc3Bzh4eG4detWtTuOAWV/06lTp/K9nlmZ6ry327RpA1dXV+zfvx+ZmZno2rUrHj16BH9/fwwZMgTdu3cHUNZ6s23bNkyZMgXt27fHmDFjoKWlhWfPniEvL49nrGVlqntOADh06BDOnTuHkJCQal13r64bN26gV69elbZIjRs3DqdPn8aMGTMQEhICBwcHlJSU4PXr1zh9+jSuX7/OtyWBc425oh/R1VajPpH/7+3bt2Tq1KmkSZMmREFBgaipqREHBweyc+dOkp+fz9Utk3NjsVhEX1+fDBs2jLx69Yo5ZsOGDURRUZE8e/aM6xy/dtvfs2cPsbKyIioqKkRVVZWYm5sTT09Prq7onK6pnJuCggJp1qwZWb16NSkoKKj0OVXV5b+i/U+fPiXDhg0jDRo0IIqKisTExISMGDGCBAcHM6+VoqIi2bBhA9fjynfbL2/9+vVEUVGRvH37lunGW9WNX1fkzZs3EwA8562MiYkJAUDOnTvHtb18l3WO4uJi8tdff5FWrVoRBQUFoqurS/r27UuePHnCU25l3fYJISQtLY1MnDiR6OjoEAUFBWJlZcW36zI/oui2b2Njw9XFmV/3aX6vASGETJw4kairq5MPHz4w227dukUcHByIkpISUVdXJwMHDiQvX77kehyn235F3fKr2l/+uVZ1K9/dOicnhyxYsIAYGhoSeXl50rx5c/LXX39xPf9hw4YRNTU18u7dO67zXbhwgQAgmzZtqlF5rq6u1YqT8/74/v07835QVVUlvXv3Jq9fv+YZVsIP52+npKREPn78yLWvOo8npHrv7aKiIuLp6UlMTU2JvLw8MTIyIsuXL+f6/uO4ePEi6dSpE/N+6NChA/nnn38qjL2i9351zhkXF0dUVFTI8uXLuR4rim77LBaL5/P96+ePkLJhN5s2bSIWFhZEUVGRaGlpkbZt2xJPT0+uYR+oolt+Vfv5qdHUV1TtevfuHUxNTZGUlFThhfQ1a9bg3bt3PDMj7NixAwsWLMC7d+94ut1T0uHOnTvo3r17pc1XnBlOKqsdihun1ebX92h5LBar0vc5RVUHXT5GChFCcOjQIXTt2pUmM4qi/jNqPNs+VXtUVVXh4uLC0/2/PGtraxgaGgIoGyd18eJFhISEIDY2tsKut5R00NPTY4Z/VKRTp041ui4nDtWZKq+q9zlFVQdtcpQinCZKTU1NzJo1i2c+TIqiKGlGExpFURQlFeg1NIqiKEoq0GtodVxpaSk+ffoENTU1iUy1Q1FUWUernJwcZs1Gqm6iCa2O+/TpE9/5zyiKqn3v37+vcuouSnJoQqvjODNlvH//nmvpDoqiak92djaMjIxqZeYaSnA0odVxnGZGdXV1mtAoSsJos3/dRhOaFCkpKUFMTAwzU7i1tXWNJmWmKIqqz2hCkxKhoaHYvXs3s/IxULb436xZs/iu6k1RFCVtaHcdKRAaGgoPDw+YmZnB19cXV65cga+vL8zMzODh4YHQ0FBJh0hRFCV2dGB1HZednQ0NDQ1kZWXxvYZWUlICFxcXmJmZwcvLi6tLcWlpKVauXImkpCQcP36cNj9SlICq+hxSdQOtodVzMTExSE1NhYuLC8/4GBkZGbi4uODz58+IiYmRUIQURVG1gya0ei4jIwMAYGpqync/ZzvnOIqiKGlFE1o9p62tDeB/KxT/irOdcxxFUZS0ogmtnrO2toa+vj4CAgJQWlrKta+0tBQBAQEwMDCAtbW1hCKkKIqqHTSh1XOysrKYNWsWwsPDsXLlSrx48QJ5eXl48eIFVq5cifDwcMycOZN2CKEoSurRXo51XHV7V/Ebh2ZgYICZM2fScWgUJSTay7F+oDW0SoSGhmLgwIEwNDQEi8XC+fPnufYTQrB69WoYGBhASUkJTk5OiIuL4zomIyMDLi4uUFdXh6amJiZPnozc3FyRx+ro6IiAgABs27YNq1atwrZt23D8+HGazCiK+s+gCa0SP378QJs2beDr68t3/+bNm+Hj44O9e/ciIiICKioq6N27N/Lz85ljXFxc8OLFC9y8eRP//vsvQkNDMW3aNLHEKysrC1tbW/Ts2RO2tra0mZGiqP8U2uRYTSwWC+fOncOQIUMAlNXODA0NsXDhQixatAgAkJWVBT09Pfj5+WHUqFF49eoVzM3N8fjxY7Rr1w4AcO3aNfTr1w8fPnyAoaFhleelTR0UJXn0c1g/0BqagJKSkpCamgonJydmm4aGBjp27Ijw8HAAQHh4ODQ1NZlkBgBOTk6QkZFBREQE33ILCgqQnZ3NdaMoiqKqRhOagDidL/T09Li26+npMftSU1PRsGFDrv1ycnLQ1tbm6rxRnre3NzQ0NJgbXdyToiiqemhCq2OWL1+OrKws5vb+/XtJh0RRFFUv0IQmIH19fQBAWloa1/a0tDRmn76+Pr58+cK1v7i4GBkZGcwxv1JUVGQW86SLelIURVUfTWgCMjU1hb6+PoKDg5lt2dnZiIiIgL29PQDA3t4emZmZePLkCXPM7du3UVpaio4dO9Z6zBRFUdKMLvBZidzcXMTHxzP3k5KSEB0dDW1tbRgbG2P+/Pnw8vJC8+bNYWpqilWrVsHQ0JDpCdm6dWv06dMHU6dOxd69e1FUVIQ5c+Zg1KhR1erhSFEURVWf1CW0pKQkhIWFITk5GXl5edDV1YWtrS3s7e3BZrNrVFZkZCS6d+/O3Hd3dwcAuLq6ws/PD0uWLMGPHz8wbdo0ZGZmonPnzrh27RrXeQICAjBnzhz07NkTMjIyGD58OHx8fETzZCmKoiiG1IxDCwgIwI4dOxAZGQk9PT0YGhpCSUkJGRkZSEhIAJvNhouLC5YuXQoTExNJh1ttdPwLRUke/RzWD1JRQ7O1tYWCggImTJiAoKAgnq7uBQUFCA8Px8mTJ9GuXTvs3r0bzs7OEoqWoiiKEgepqKFdv34dvXv3rtax3759w7t379C2bVsxRyUadeGXYUlJCWJiYpCRkQFtbW1YW1vTabWo/5S68DmkqiYVNbTqJjMAaNCgARo0aCDGaKQLv1n89fX1MWvWLDrxMUVRdcp/ptt+Tk4OJk2ahEmTJmHBggWSDqdeCA0NhYeHB8zMzODr64srV67A19cXZmZm8PDwQGhoqKRDpCiKYkhFk2N5w4YN47u9oKAA165dw9mzZ8Fms2tUq5MkSTV1lJSUwMXFBWZmZvDy8oKMzP9++5SWlmLlypVISkrC8ePHafMjJfVok2P9IHU1tPPnz0NBQYFrPkQNDQ2oqakBAAYPHlxvkpkkxcTEIDU1FS4uLlzJDABkZGTg4uKCz58/IyYmRkIRUhRFcZOKa2i/8vHx4ZkUODU1FYGBgRKKqP7JyMgAUDYjCj+c7ZzjKIqiJE3qamgsFgssFovvdqr6tLW1AZQNVOeHs51zHEVRlKRJXQ2NEIKePXtCSUkJ6urqMDU1haOjIzp16iTp0OoVa2tr6OvrIyAggO81tICAABgYGMDa2lqCUVIURf2P1CU0Dw8PAGWdQL59+4bExEScOnWK1tBqSFZWFrNmzYKHhwdWrlwJFxcXmJqaIikpCQEBAQgPD4enpyftEEJRVJ0hdb0c+SkoKMCqVavw999/Y82aNVBVVWXmZazrJN27it84NAMDA8ycOZOOQ6P+MyT9OaSqR+pqaPwoKirCw8MDKioqIITgP5DDRcbR0REODg50phCKouq8/0QNrT6jvwwpSvLo57B+kLpejgAQHByMAQMGoGnTpmjatCkGDBiAW7duSTosiqIoSoykLqHt3r0bffr0gZqaGubNm4d58+ZBXV0d/fr1g6+vr6TDoyiKosRE6pocGzdujGXLlmHOnDlc2319fbFhwwZ8/PhRQpEJhjZ1UJTk0c9h/SB1NbTMzEz06dOHZ/vvv/+OrKwsCUREURRF1QapS2iDBg3CuXPneLZfuHABAwYMkEBEFEVRVG2QuoRmbm6O9evXo3///vDy8oKXlxcGDBiA9evXw9LSEj4+PsxNWCUlJVi1ahVMTU2hpKSEpk2bYt26dVzDAgghWL16NQwMDKCkpAQnJyfExcUJfW6KoiiKm9RdQ6toMt1fsVgsJCYmCnWuDRs2YOvWrfD394eFhQUiIyMxceJErF+/HnPnzgUAbNq0Cd7e3vD394epqSlWrVqF2NhYvHz5Emw2u8pz0LZ7ipI8+jmsH6QuodWmAQMGQE9PD4cOHWK2DR8+HEpKSjh+/DgIITA0NMTChQuxaNEiAEBWVhb09PTg5+eHUaNGVXkO+kGiKMmjn8P6QeqaHGtTp06dEBwcjLdv3wIAnj17hnv37qFv374AymakT01NhZOTE/MYDQ0NdOzYEeHh4XzLLCgoQHZ2NteNoiiKqprUTX1V0YrVHGfPnhXZuZYtW4bs7Gy0atUKsrKyKCkpwfr16+Hi4gIAzPyHenp6XI/T09PjmhuxPG9vb3h6eoosRoqiqP8KqauhVbRiNecmSqdPn0ZAQABOnDiBqKgo+Pv74++//4a/v7/AZS5fvhxZWVnM7f379yKMmKIoSnpJXQ0N4L9itTgsXrwYy5YtY66FWVlZITk5Gd7e3nB1dYW+vj4AIC0tDQYGBszj0tLSYGNjw7dMRUVFKCoqij12iqIoaSN1NbSKVqwWh7y8PK6FL4GydcRKS0sBlPW41NfXR3BwMLM/OzsbERERsLe3r5UYKYqi/iukroZWfsVqFRUVGBoawtbWFiNHjkTjxo1Feq6BAwdi/fr1MDY2hoWFBZ4+fYqtW7di0qRJAMqS6/z58+Hl5YXmzZsz3fYNDQ0xZMgQkcZCURT1Xyd13fY9PT1BCEFRURGys7Px6dMnREVF4evXr7h586ZIa0Y5OTlYtWoVzp07hy9fvsDQ0BCjR4/G6tWroaCgAKAswXp4eGD//v3IzMxE586dsXv3brRo0aJa56DdhSlK8ujnsH6QuoTGDyEEU6ZMQWJiIkJCQiQdTo3QDxJFSR79HNYPUncNjR8WiwVPT0+0a9dO0qFQFEVRYvKfqKHVZ/SXIUVJHv0c1g9S1ymE0yGDHxaLxTVNFUVRFCU9pC6h+fn5oXHjxmjXrh1o5ZOiKOq/Q+oS2rZt23DgwAEkJiZi6tSpGDduHG0ioCiK+g+Quk4h8+bNw/Pnz+Hr64tHjx7BzMwMEydOxJs3byQdGkVRFCVGUpfQOBwcHODv74+dO3fi7NmzuHjxoqRDoiiKosRI6pocAeDz5884dOgQDh06hEaNGmHnzp0YMWKEpMOiKIqixEjqEtqQIUMQHh6O0aNH4/LlyzA3N5d0SBRFUVQtkLpxaDIyMlBWVoa8vDzfSYozMjIkEJXg6PgXipI8+jmsH6SuhnbkyBFJh0BRFEVJgNQlNFdXV0mHQFEURUmAVPRy/PHjh1iPpyiKouo+qUhozZo1w8aNG/H58+cKjyGE4ObNm+jbty98fHxqMTqKoiiqNkhFk+OdO3fw559/Ys2aNWjTpg3atWsHQ0NDsNlsfP/+HS9fvkR4eDjk5OSwfPlyTJ8+XdIhUxRFUSImVb0cU1JSEBgYiLCwMCQnJ+Pnz5/Q0dGBra0tevfujb59+0JWVlbSYdYI7V1FUZJHP4f1g1QlNGlEP0gUJXn0c1g/SMU1NIqiKIqiCU1IHz9+xNixY9GgQQMoKSnBysoKkZGRzH5CCFavXg0DAwMoKSnByckJcXFxEoyYoihKOtGEJoTv37/DwcEB8vLyuHr1Kl6+fIktW7ZAS0uLOWbz5s3w8fHB3r17ERERARUVFfTu3Rv5+fkSjJyiKEr60GtoQli2bBnu37+PsLAwvvsJITA0NMTChQuxaNEiAEBWVhb09PTg5+eHUaNGVXkO2nZPUZJHP4f1A62hCeHixYto164dnJ2d0bBhQ9ja2uLAgQPM/qSkJKSmpsLJyYnZpqGhgY4dOyI8PJxvmQUFBcjOzua6URRFUVWTyoQWFhaGsWPHwt7eHh8/fgQAHDt2DPfu3RPpeRITE7Fnzx40b94c169fx8yZMzF37lz4+/sDAFJTUwEAenp6XI/T09Nj9v3K29sbGhoazM3IyEikMVMURUkrqUtoQUFB6N27N5SUlPD06VMUFBQAKGvq27Bhg0jPVVpaCjs7O2zYsAG2traYNm0apk6dir179wpc5vLly5GVlcXc3r9/L8KIKYqipJfUJTQvLy/s3bsXBw4cgLy8PLPdwcEBUVFRIj2XgYEBz3prrVu3RkpKCgBAX18fAJCWlsZ1TFpaGrPvV4qKilBXV+e6URRFUVWTuoT25s0bODo68mzX0NBAZmamSM/l4OCAN2/ecG17+/YtTExMAACmpqbQ19dHcHAwsz87OxsRERGwt7cXaSwURVH/dVKX0PT19REfH8+z/d69ezAzMxPpuRYsWICHDx9iw4YNiI+Px4kTJ7B//37Mnj0bAMBisTB//nx4eXnh4sWLiI2Nxfjx42FoaIghQ4aINBaKoqj/OqmYnLi8qVOnYt68eTh8+DBYLBY+ffqE8PBwLFq0CKtWrRLpudq3b49z585h+fLlWLt2LUxNTbF9+3a4uLgwxyxZsgQ/fvzAtGnTkJmZic6dO+PatWtgs9kijYWiKOq/TurGoRFCsGHDBnh7eyMvLw9A2XWpRYsWYd26dRKOrubo+BeKkjz6OawfpC6hcRQWFiI+Ph65ubkwNzeHqqqqpEMSCP0gUZTk0c9h/SB1TY4cCgoKPD0QKYqiKOkldQlt2LBhle4/e/ZsLUVCURRF1SapS2jnz5+HmpoaBg8eXO8W86QoiqIEJ3UJ7ebNm1i4cCGePHmCzZs3o3///pIOiaIoiqoFUjcOrWfPnnj69CkWLVqE6dOnw8nJCTExMZIOi6IoihIzqUtoQNmA5okTJyIuLg6Ojo5wdHTEpEmT8OnTJ0mHRlEURYmJ1HXb9/Hx4dn26dMn+Pr6AgBycnJqOyShSHt34ZKSEsTExCAjIwPa2tqwtram1z6pOkfaP4fSQuquoW3bto3vdh0dnVqOhKpKaGgodu/ezbWUjr6+PmbNmsV3Pk6KoqjKSF0NTdpI6y/D0NBQeHh4wN7eHi4uLjA1NUVSUhICAgIQHh4OT09PmtSoOkNaP4fShia0Ok4aP0glJSVwcXGBmZkZvLy8ICPzv0u5paWlWLlyJZKSknD8+HHa/EjVCdL4OZRGUtfk6O7uXun+rVu31lIkVEViYmKQmpqKVatWcSUzAJCRkYGLiwtmz56NmJgY2NraSihKiqLqG6lLaE+fPmX+f+/ePbRt2xZKSkoAyno/UpKXkZEBoGy9OH442znHURRFVYfUJbSQkBDm/2pqajhx4oTI10GjhKOtrQ0ASEpKgoWFBc/+pKQkruMoiqKqQyrHoVF1m7W1NfT19REQEIDS0lKufaWlpQgICICBgQGsra0lFCFFUfURTWhUrZOVlcWsWbMQHh6OlStX4sWLF8jLy8OLFy+wcuVKhIeHY+bMmbRDCEVRNSJ1vRwvXrzI/H/06NHYvn079PT0mG2DBg2SRFgCk+beVfzGoRkYGGDmzJm0yz5Vp0jz51CaSF1C+7XXXHksFgslJSW1GI3wpP2DRGcKoeoDaf8cSgupa3IsLS2t8CbuZLZx40awWCzMnz+f2Zafn4/Zs2ejQYMGUFVVxfDhw5GWlibWOOoTWVlZ2NraomfPnrC1taXJjKIogUldQpOUx48fY9++fTwdGRYsWIBLly4hMDAQd+/exadPn6pchJSiKIqqOanrti+JgdW5ublwcXHBgQMH4OXlxWzPysrCoUOHcOLECfTo0QMAcOTIEbRu3RoPHz7Eb7/9JvJYKIqi/qukLqFt374d9vb2UFBQAMA9uFpcA6tnz56N/v37w8nJiSuhPXnyBEVFRXBycmK2tWrVCsbGxggPD+eb0AoKClBQUMDcz87OFkvMFEVR0kbqEhoAnDt3Dg0bNgQg/sHVJ0+eRFRUFB4/fsyzLzU1FQoKCtDU1OTarqenx9Wzrzxvb294enqKI1SKoiipJnXX0OTl5VFYWMjcLyoqQlBQkFjO9f79e8ybNw8BAQFgs9kiKXP58uXIyspibu/fvxdJuRRFUdJO6hKaqakpTp48CQAICgqCvLw8Dhw4gNGjRyMvL0+k53ry5Am+fPkCOzs7yMnJQU5ODnfv3oWPjw/k5OSgp6eHwsJCZGZmcj0uLS0N+vr6fMtUVFSEuro6142iKIqqmtQltKVLl2LZsmVgs9kYMWIEli1bhsjISOTl5aFDhw4iPVfPnj0RGxuL6Oho5tauXTu4uLgw/5eXl0dwcDDzmDdv3iAlJQX29vYijUWcSkpK8PTpUwQHB+Pp06f1YixffYyZoijhSN01tIkTJ6JTp06IiYmBqakp2rVrBwC4cOECNm7cKNJzqampwdLSkmubiooKGjRowGyfPHky3N3doa2tDXV1dbi5ucHe3r7e9HCsj6tK18eYKYoSntTV0ACgZcuWcHZ2ZpIZx7Jly2o9lm3btmHAgAEYPnw4HB0doa+vj7Nnz9Z6HILgrCptZmYGX19fXLlyBb6+vjAzM4OHhwdCQ0MlHSKP+hgzRVGiIXVTXwFlzU3nz5/Hq1evAADm5uYYPHhwvZyFQlJT7tTHVaVrK2Y6Xdd/D536qn6QuibH+Ph49O/fHx8+fEDLli0BlHWFNzIywuXLl9G0aVMJR1g/1MdVpWsjZtqcSVF1l9Q1Oc6dOxdmZmZ4//49oqKiEBUVhZSUFJiammLu3LmSDq/eqI+rSos7ZtqcSVF1m9QltLt372Lz5s1cqx03aNAAGzduxN27dyUYWf1SflVpfuriqtLijLmkpAS7d++Gvb09vLy8YGFhAWVlZVhYWMDLywv29vbYs2cP7U1JURIkdQlNUVEROTk5PNtzc3OZ6bCoqtXHVaXFGTOnOdPFxaXC5szPnz8jJiZGqOdAUZTgpC6hDRgwANOmTUNERAQIISCE4OHDh5gxY0a9W9xTkurjqtLijLk+NsFS1H+N1HUK8fHxgaurK+zt7SEvLw8AKC4uxqBBg7Bjxw4JR1e/ODo6wtPTE7t378bs2bOZ7QYGBvD09KyTnSDEFXP55kwLCwue/aJogqW9JylKOFLZbR8o6+3I6bbfunVrNGvWTMIRCaYudBeuj1+0oo5Z3EMCaO/Juq0ufA6pqkldQlu7di0WLVoEZWVlSYciEvSDVHdwejna29vDxcUFpqamSEpKQkBAAMLDwwWuAXLK/e2339ChQwcoKiqioKAAjx49wsOHD+tsbfi/hH4O6wepS2iysrL4/Pkzs3xMfUc/SHULv5qUgYEBZs6cKVDS4dT8OH/jX2toGhoayM7OrlMD2P+L6OewfpC6a2hSlp+pOsbR0REODg4ia87k9J5MS0uDvb09Vq1axVPzI4TUqQHsFFVXSV1CA4C///4bqqqqfPetXr26lqOhpI2srKzIkkt6ejoAoEOHDlzX5jjj25YvX46IiAjmOIqiKiaVCe3+/ft8x5yxWCya0Kg6hbNWXpcuXfiOb+vcuTMiIiJ41tSjKIqXVCa0c+fOSc01NEq6aWpqAgDCwsLQr18/nt6T9+7d4zqOoqiKSd3AaoqqT3R0dAAAERERfAeDR0REcB1HUVTFpK6G1rVrVzrFFVVvcKbr0tDQQHx8PNdgcD09PbRs2RLZ2dl1aooxiqqrpK6GFhISQptnqHqDM13XmzdvkJWVxbUvMzMTb968qXNTjFFUXSV1CW348OHYtGkTz/bNmzfD2dlZAhFRVNVYLFaNtlMUxUvqBlbr6uri9u3bsLKy4toeGxsLJycnpKWlSSgywdABndKt/JRanp6eeP78OTO+zdLSEh4eHnVuZfD/Ivo5rB+kroZW0TIx8vLyyM7OlkBEFFWx8svSyMvLw9bWFj179oStrS3k5eXpsjQUVQNSl9CsrKxw6tQpnu0nT56Eubm5SM/l7e2N9u3bQ01NDQ0bNsSQIUPw5s0brmPy8/Mxe/ZsNGjQAKqqqhg+fHi9qyVS3EpKSvD06VMEBwfj6dOnQi3qSZeloSjRkbpejqtWrcKwYcOQkJCAHj16AACCg4Pxzz//IDAwUKTnunv3LmbPno327dujuLgYf/75J37//Xe8fPkSKioqAIAFCxbg8uXLCAwMhIaGBubMmYNhw4bh/v37Io2Fqh2inhW/Npaloaj/Cqm7hgYAly9fxoYNGxAdHQ0lJSVYW1vDw8MDXbt2Fet5v379ioYNG+Lu3btwdHREVlYWdHV1ceLECfzxxx8AgNevX6N169YIDw/Hb7/9xlNGQUEBCgoKmPvZ2dkwMjKibfd1gDhmxa+ta2jiWgKoPi4tJAh6Da1+kMqEJinx8fFo3rw5YmNjYWlpidu3b6Nnz574/v0711ACExMTzJ8/HwsWLOApY82aNfD09OTZTj9INSOu9dDEMSt+aGgoVq9eDQUFBRQWFjLbOffXrl0r1PIx4lprLTQ0FL6+vlxN6Hp6epg9e7bULXdDE1r9IHVNjhxPnjxhFvi0sLAQ+0zlpaWlmD9/PhwcHGBpaQkASE1NhYKCAs+4OD09Pa4vl/KWL18Od3d35j6nhkZVnzi+wMvPiv/bb79h5MiRPDU0YWfFL5/M+N0XRPla5a8xe3h4CLWG2+rVq6GoqMi1PTMzE6tXrxY6CVOUIKQuoX358gWjRo3CnTt3mESSmZmJ7t274+TJk9DV1RXLeWfPno3nz58zc+8JSlFRkedLoroKCwtx4cIFfPr0CYaGhhg8ePB/btaU8otw/roUizBf4JzZ7ps1a4bExESEh4cz+/T09NCsWTPExcXVeFb8kpISbN26FQDQsWNHNG7cGIWFhVBQUMCHDx8QERGBrVu3wsHBocY1v5KSEuzevRstWrRAUlISV8z6+vpo0aIF9uzZU+Oyy8dsZ2eHsWPHMq/z8ePHER4eLnDMFCUMqevl6ObmhpycHLx48QIZGRnIyMjA8+fPkZ2djblz54rlnHPmzMG///6LkJAQNG7cmNmur6+PwsJCnpnS09LSoK+vL9IY9u7di759+8LX1xfnzp2Dr68v+vbti71794r0PHUZ5wvc3t4eXl5esLCwgLKyMrMUi729Pfbs2SNQr0TO3zAuLo7n75mZmYm4uDiu46orOjoamZmZMDY2RnJyMoKCgnDp0iUEBQUhOTkZxsbGyMzMRHR0dI1j5tQq3759CzMzM/j6+uLKlSvw9fWFmZkZ3r59K9CQAE7MVlZWWL9+PdfrvH79elhZWQkcM0UJQ+oS2rVr17B79260bt2a2WZubg5fX19cvXpVpOcihGDOnDk4d+4cbt++zdP1um3btpCXl0dwcDCz7c2bN0hJSYG9vb3I4ti7dy9OnjwJdXV1LFq0CEFBQVi0aBHU1dVx8uTJ/0xSKz+mi99SLMKM6Sp/3cTGxgbDhw/HgAEDMHz4cNjY2PA9rjo4X/rv37/nm3Tev3/PdVxN/LrW2q8JvkOHDlzH1TTmiRMn8n2dJ0yYIHDMFCUMqWtyLC0thby8PM92eXl5lJaWivRcs2fPxokTJ3DhwgWoqakx12w0NDSgpKQEDQ0NTJ48Ge7u7tDW1oa6ujrc3Nxgb2/Pt4ejIAoLCxEYGAgtLS0EBgZCTq7sTzpgwAD06dMHzs7OCAwMxKRJkwRufqwvTZniHNNVvuYVERHBzIJf2XHVwXlPtm7dmu8Cn3PmzMHLly8Feu+Ke6012p+MqmukrobWo0cPzJs3D58+fWK2ffz4EQsWLEDPnj1Feq49e/YgKysL3bp1g4GBAXMrP7B727ZtzC95R0dH6Ovr4+zZsyKL4cKFCygpKcHkyZOZZMYhJyeHSZMmoaSkBBcuXBCo/L1796J3795cTZm9e/euk7W+8mO6+BFmTFdOTo5Ij+Pg1OjKD9UoLz8/n+u4mii/1tqvCVGYtdY4NVI/Pz++5fr5+XEdR1G1RepqaLt27cKgQYPQpEkTpnfg+/fvYWlpiePHj4v0XNX5hcpms+Hr6wtfX1+RnpuDk7grasLkbC+f4KuL05T5K0IIs33GjBk1LldcOEuxBAQEcNV2gLIv2oCAABgYGAi0FEt1r7vV9PocJ7kmJCRgxYoVPB0sEhMTuY6rifJrrf35559o1KgRCgoKoKioiI8fPwq81pqNjQ00NTURGxvLN+bY2FhoaWnRhEbVOqlLaEZGRoiKisKtW7fw+vVrAGXNOU5OThKOTDwMDQ0BAOHh4RgwYADPfk7PNs5x1VVYWMjUNLW0tDB58mTY29sjPDwchw4dwvfv33Hq1CmhmjJFjbMUi4eHB1asWFHh4GdBet7l5uaK9DiO8skkKiqKqydi+d6ugizwyUnwBQUFePjwIc9+LS0tsNnsGid4WVlZuLu7w8PDg2/MLBYLCxYsELqH439l0DYlOlKX0ICyJTd69eqFXr16SToUsRs8eDD27t2LQ4cOoU+fPlzNjsXFxTh8+DBkZWUxePDgGpUbFBQEQgiUlZX5XpsbNGgQ8vLyEBQUhNGjR4v0OQnD0dERI0eOxMmTJ7m+aAFg1KhRAo+NKt9xoqIB0L8eVx3lF/jMzMzkGqSspaXFDNgWpFYpKyuLpk2b4v79+5CXl4ejoyNatmyJN2/eIDQ0FN+/fxe4a72joyM8PT15xvtpa2tj5syZQo9BE9dgcEq6Sc01tNu3b8Pc3JzvjPpZWVmwsLBAWFiYBCITLwUFBTg7O+P79+9wdnbGpUuXkJ6ejkuXLnFtr2ktijPXpKurK99rc+PGjeM6rq4IDQ3l20wKlE1QHRoaKlC53759Y/5fXFzMta/8/fLHVQenVsnpWj9v3jwsWbIE8+bNg6mpKd6+fSvwAp+FhYV4+PAhVFRUoKWlheDgYOzevRvBwcHQ1taGiooKHj58KPAAbkdHRwQEBGDbtm1YtWoVtm3bhuPHj4skmXl4ePDt9enh4SHw37A8UU4wTdUdUlND2759O6ZOncr34rmGhgamT5+OrVu3okuXLhKITrw417ECAwOxZcsWZrusrCxGjRol1HWu+tSTraSkBF5eXgDKerU6OzujX79+uHLlCgIDA1FUVAQvLy9cvXq1xgmiQYMGAMpq/5qamlw9JbW0tJCRkQFCCHNcdeXn50NfXx/Tp09HYGAgV61SR0cH06dPh76+Pt6+fQtjY2Ow2exql83pMDRz5kz07duXp/nuypUr2LJlCy5cuCDw4reysrIinYWn/FhCztyW4eHh0NbWhqenJzw8PAQaDF4erf1JL6lJaM+ePeO7UjXH77//jr///rsWI6pdM2bMwKRJk0TWvb5z5854/vw5jh49il69esHDwwNpaWnQ09ODp6cnjh07xhxXV0RGRqKwsBCysrK4fPky89ynTZuGCRMmoG/fvigsLERkZCQ6duxYo7I5M8wQQni6/ZevldV0JpqUlBRMmzaN77709HSu3qT79+9HixYtql12+Q5DJSUliI+PZ94bFhYWQnUYEhfOWMKBAwdi3LhxPEln4MCBePDggcBTjIlrJhmqbpCahJaWlsZ3/BmHnJwcvn79WosR1T5ZWVk0a9YM2tra0NbWFuoC+rBhw7Bv3z7k5eVh+PDhzPavX78y91ksFoYNGyZ03KJy+vRpAGWx/5rIFRQUMHToUJw5cwanT5+ucUKzsLDAxYsXq3VcTRgbG2P//v3M/eTkZKxfvx4rVqyAiYkJz7E1wekI5O3tzdOstnfvXiYh1LTDkDhxfiwcPHiQb9I5ePAg13E18etMMr+O+Vu5cqXQtT9KsqQmoTVq1AjPnz9Hs2bN+O6PiYmBgYFBLUdVe0TdjKKgoAAVFZVKe+2pqKgI3cNRlD3ZONdPtbS08PbtW579nPFW6enpyM/Pr1HzXXXHatV0TBebzeZb6zIxMalRbYyfwYMHY/fu3YiMjISmpiZ+//13GBoa4tOnT7hx4wYiIyPBYrFq3GFInDivn6WlJd8mR3d3d8TGxtb4dQb+V/tbtWpVhTPJzJ49W6gJpinJkpqE1q9fP6xatQp9+vTh+aL6+fMnPDw8+HZrlwbiaEbJysqqsgt6bm4usrKyoKGhIXDcokzCBgYGiIuLw/79+7lqPb9KTk5GSkpKjRJGdTsUhYWF1bj2VxuysrKYGixQVruuy7Kysvg2OQrzA4quDi79pKaX48qVK5GRkYEWLVpg8+bNuHDhAi5cuIBNmzahZcuWyMjIwIoVKyQdpsiJa0Le8q8Vv+Y7fsfVhDh6spVfX87CwgKurq4Aynpqlm8K3LVrV42a7/Lz8/H48WPmvpWVFXr06IEuXbqgR48esLKyYvY9ffq0xnGLy4ULF5hOPb927im/XdBZZMSBMw1XSkoKCgoKuOYmLSgoQEpKCtdxNSHOmWSoukFqamh6enp48OABZs6cieXLlzMfWBaLxUzdpKenJ+EoRU9czSgVrdcm6HHlietahpaWFhwcHHD//n28ePECL168AAD4+/szx5Rfr666UlJSuMaHxcbGVnhsXeoV+vHjRwBAu3bt4OXlhUuXLjGdQgYOHIiVK1ciMjKSOa668vPzmcRSlZr2zOQ0JRobGyM/P5+rI5eenh6MjY2RkpJS4ybH/Px8KCkpoUGDBti3bx9mzZrFM5PMvn37oKOjI3RTLyU5UpPQgLLrDleuXMH3798RHx8PQgiaN28OLS0tSYcmFvn5+cyXdklJCd/rRpyaWU0Tj4qKCjNI+NfmqfL3VVRUalQuIN5rGZwOFfzGxzk4OGD9+vU1jtfY2BjDhg3D2bNnwWKxsGPHDjx69AjHjx/H2LFj0aFDB8ybNw+EEPTp06fSstLS0pCVlVXh/uTkZK5/K6KhoVHpD7T8/HymFqOjo4OUlBS0adMGbdq0AVCWpDlDDH4dV1eVynpm/qqmPTPL+/W9IUwzaUpKCjN85du3b5UOZfn48SNNavWUVCU0Di0tLbRv317SYYhdSkoK0+urqrXeavql1b59e+ZLtU2bNnB1dWWuzfn7++PRo0fMcTUl7msZ69evx8+fP7Fp0ybcuXMH3bp1w9KlS6GkpCRQeWw2GzNmzMDZs2dBCMGCBQuYqdS+fv2KBQsWMDWzUaNGVVhOWloaxo4bj6JC/hMR//ocKiOvoIjjx45WmNRSUlJw584dAGVLKl27dq3Csmo61ECcPTPLNzlqaWlh0aJFXFOucX6Y1bTJsXzMUVFRCAwM5BpuoaOjgz/++AN2dnY1jpmqO6Qyof1XGBsbY+/evVixYgUaNWqEWbNm4f3798yXi5GREXbv3o1Pnz6hR48eNSq7/BfGo0ePQAjBuHHjcOzYMa7rSTX9YsnPz0deXh6AsutoZmZmPMckJCQAAFRVVWtUdnlKSkoYM2YM7ty5gzFjxgiczDgUFBQwatQonDx5EiUlJbh+/ToAMP8CZcmssk4LWVlZKCoswE+zrihlC9aRBgBk8rOAxLvIysqqMKEZGxtj4cKFzEB7NTU1dO7cGVevXkXfvn1x7949ZmWAVq1aVXq+qmqVlSnfNFlVrRLgbnIsKCjganLU19cXuMmxfG/SFi1awNnZmRlYvnDhQvTr14921ZcCNKHVY2w2G61atcK8efPg4eGBo0ePMjOhFBcX4+jRo4iNjYWnp2eNmwY5TZUyMjIoLS3F48ePuRIZZ3t2dnaNusCnpKQwX7IbN26s9Niqek/WVvMdB6eZ6vTp01zLpsjKysLZ2bnaM7KUsjVQqlLzyYZrgs1mo1+/fggICICMjAxSU1OZBW6vXr0KGRkZGBoaghCCdu3aVVhObdYqy9PQ0MDWrVvx/PlzZkiHpaUl3N3dq3wsJ+6qkjDnPctms5kfURXFIuwPIqp20IRWz/D7oJafOunBgwcAgE2bNvFMnVReVV/inA97RQtLcrY/evSoRl3gOU0/UVFR2LdvH6ysrGBrawt/f3+4urri6dOniI2NxfTp09GkSZMKyxH3F21FX4g9evSAo6Mjzp49i1u3bsHJyQnDhg2DnJwc32uY/F5nmZ+ZVcZcmeo+vvzqAx07doSysjJu376NHj16IC8vDxEREVWuPlCbtUrgfzX+2NhYeHh4wMXFBfb29khKSoKHhwfTIaeyloGavDeA6r0/9uwWz/JPlGjRhFaP1PSD+uvUSeVV9WvZ0dGR+UUvJyfHdQ1OXl4eRUVFAMq6yld1zYFfcrCzs2OScExMDICy3oicJGxnZ8fTk658chDnF21NXudbt27h1q1bFe7n9zorJQk/uS4/Vf3Y4Vwzun37do1/7NRGrbJ8c/TQoUMRGhqK2bNnM/t1dHQwZMgQnD9/vtLmaM57I7+RHYiC4M3WAMAqzAU+RvGd9Jyqe2hCq0dE9UHlfEh//RIv/2WopaUFNTW1SldgVlNTQ8uWLSu9TiLuJCyOL1pxvs4A8NPUEaVKmgKXK/Mzkycpivt1ro1aZfnm6HPnzvHsT09Px/nz5wFU3RwNAOyPUTWKkar/aEKrh0T9QU1LS4PL2HEoLuK/jMivPSQ5tbOcnBye60Zy8goIOH6MpyYlruQgzi9asX0hCjtLB5/Hi/t1ro1aZUFBAVasWIHXr18jKCgIzZs3R8uWLfHvv/9iwIABePPmDeLi4jB8+HAUFRVx1Sz51SpFVUOjibH+oAmtlvj6+uKvv/5Camoq2rRpg507d6JDhw4ClSWKL63yH9KsrKwKk1lNFRcV8r1OIq4vBXF90QKif501NDQgr6AIJN4VOjZ5BUW+tRRxvc6ifi2Aqn9IxcXFIS4uDgDw77//MtuDgoIQFBTEdWz5H1LM6yyi10JeQZHvslRU3UMTWi04deoU3N3dsXfvXnTs2BHbt29H79698ebNGzRs2LDa5Yjyg1r+C1FDQwNy8goiSWpy8gpcX7TiKlvcMYvjddbT08PxY0e5mnY5Y7iqo/w4r19rJOJ8ncXxWnCUimhhzfLl8HudCwoKeCYX+Pz5Mw4fPoxJkyZxTVyur68PRUVF5j7t5Vh/sEhdmqtHSnXs2BHt27fHrl27AJT1EDQyMoKbmxuWLVvGdWxBQQEKCv53HSQ7OxtGRkbIysqCuro6VxONoF+GAP9rXeL4ov217P96zL8S5TRS9fF1fv36Nd6/fw/gfwmmOn5NQkZGRpWOp3v79q1Qs5tkZ2dDQ0OD+RxSdRNNaGJWWFgIZWVlnDlzBkOGDGG2u7q6IjMzk2di2DVr1sDT05OnHH4fJHHOqSeusmnMtYO+zqItmya0+oEmNDH79OkTGjVqhAcPHjArBAPAkiVLcPfuXURERHAdX1UNjaKo2kcTWv1Ar6HVMYqKilzt9xRFUVT1SM16aHWVjo4OZGVluZYfAcquS+jr60soKoqiKOlDE5qYKSgooG3btggODma2lZaWIjg4mKsJkqIoihIObXKsBe7u7nB1dUW7du3QoUMHbN++HT9+/MDEiROrfCznEiedeoeiJIfz+aNdDuo2mtBqwciRI/H161esXr0aqampsLGxwbVr16o16zhn6ikjIyNxh0lRVBVycnKqNe0WJRm0l2MdV1paik+fPkFNTa1aK/ZyekW+f/9epL2xxFWuOMumMddO2fUx5pqWTQhBTk4ODA0NeVbSpuoOWkOr42RkZNC4ceMaP05dXV0s3YvFVa44y6Yx107Z9THmmpRNa2Z1H/2pQVEURUkFmtAoiqIoqUATmpRRVFSEh4eHyAdni6tccZZNY66dsutjzOIum5IM2imEoiiKkgq0hkZRFEVJBZrQKIqiKKlAExpFURQlFWhCoyiKoqQCTWgURVGUVKAJjaIkKCoqCrGxscz9CxcuYMiQIfjzzz9RWFgowcgoqv6hCU1KFBYW4s2bNyguLpZ0KFLr2LFjcHBwgKGhIZKTkwEA27dvx4ULFwQuc/r06Xj79i0AIDExEaNGjYKysjICAwOxZMkSkcRNlWnSpAnWrl2LlJQUSYdCiQlNaPVcXl4eJk+eDGVlZVhYWDAfVjc3N2zcuFHC0dU+cdV49uzZA3d3d/Tr1w+ZmZkoKSkBAGhqamL79u0Cl/v27VvY2NgAAAIDA+Ho6IgTJ07Az88PQUFBApfLIa7X49q1a7h37x5z39fXFzY2NhgzZgy+f/8uVMzZ2dl8bzk5OULFPH/+fJw9exZmZmbo1asXTp48iYKCAqFipeoYQtVrc+fOJW3btiVhYWFERUWFJCQkEEIIOX/+PLGxsZFwdNwWLFhQ7Zug2rVrR86cOUMIISQhIYGw2WwyevRo0qxZMzJv3jyBy23dujU5d+4cIYQQVVVV5nWOjY0lDRo0ELhcNTU18vbtW0IIIU5OTmT79u2EEEKSk5MJm80WuFwOcb0elpaW5PLly4QQQmJiYoiioiJZvnw5+e2338iECROEipnFYhEZGZkKb8bGxmT16tWkpKREoPKfPHlC3NzciI6ODtHS0iKzZ88mT548ESpmqm6gCa2eMzY2JuHh4YQQ7i/auLg4oqamJsnQeHTr1q1at+7duwt8DnV1dRIfH08IIWTjxo3k999/J4QQcu/ePdK4cWOBy2Wz2eTdu3eEEO7X+e3bt0Ilnu7du5Px48eTo0ePEnl5eRIXF0cIIeTOnTvExMRE4HI5xPV6qKiokKSkJEIIIR4eHmT48OGEkLJkoaenJ1TM/v7+pHHjxmTlypXk4sWL5OLFi2TlypXEyMiI7Nu3j3h5eRFNTU2yfv16oc5TWFhItm/fThQVFYmMjAxp06YNOXToECktLRWqXEpy6PIx9dzXr1/RsGFDnu0/fvyo1vpptSkkJETs5yCEoLS0FABw69YtDBgwAEDZAqnp6ekCl2tqaoro6GiYmJhwbb927Rpat24tcLnbt2+Hi4sLzp8/jxUrVqBZs2YAgDNnzqBTp04Cl8shrtdDQUEBeXl5TLnjx48HAGhrawu9urq/vz+2bNmCESNGMNsGDhwIKysr7Nu3D8HBwTA2Nsb69evx559/1rj8oqIinDt3DkeOHMHNmzfx22+/YfLkyfjw4QP+/PNP3Lp1CydOnBDqOVASIumMSgmnS5cuxMfHhxBSVnNITEwkhBAyZ84c0rt3b0mGJhHiqvEcOHCANGrUiJw8eZKoqKiQf/75h3h5eTH/F7WfP3+SwsJCocsR1+sxcOBA0rt3b7J27VoiLy9PPnz4QAgh5Pr166R58+ZCxcxms5lm2PLevn1LlJSUCCGEJCYmMv+vridPnpA5c+aQBg0aEF1dXbJw4ULy6tUrrmNiY2NF0tRLSQZNaPVcWFgYUVVVJTNmzCBsNpvMmzeP9OrVi6ioqJDIyEhJh8dl6NChJCsri/l/ZTdBRUdHE0tLS6Kurk7WrFnDbJ8zZw4ZPXq0UPEfP36cNGvWjLBYLMJisUijRo3IwYMHhSpT3J49eyaW1yM5OZn079+fWFtbc70G8+fPJ25ubkLF3Lx5c7J06VKe7UuXLiUtWrQghBDy+PFjYmhoWKNyZWRkSO/evcnp06cr/LGQm5sr9DVASnLobPtSIDExEd7e3nj27Blyc3NhZ2eHpUuXwsrKStKhcZk4cSJ8fHygpqaGiRMnVnrskSNHRHru/Px8yMnJQU5O+Fb2vLw85Obm8m3qrQ4tLa1qNwdnZGQIdI6q5OfnQ1ZWFvLy8mIpXxgXL16Es7MzWrVqhfbt2wMAIiMj8fr1a5w5cwYDBgzAnj17EBcXh61bt1a73OTkZJ4mY0q60IRWjxUVFWH69OlYtWoVTE1NhS4vJiam2sdaW1sLfT5xMDMzw+PHj9GgQQOu7ZmZmbCzs0NiYqJA5fbo0QNnz56FpqYm1/bs7GwMGTIEt2/frnZZ/v7+zP+/ffsGLy8v9O7dG/b29gCA8PBwXL9+HatWrcKCBQsEilccanJtTF1dXahzJSUlYd++fcwYvZYtW2L69Olo0qSJwGWK671B1R00odVzGhoaiI6OFklCk5GRAYvFAiGkyhoEZxxWXSMjI4PU1FSe2lNaWhqMjIwEHsdUUblfvnxBo0aNUFRUJFC5w4cPR/fu3TFnzhyu7bt27cKtW7dw/vz5Gpcprhog5/1RGc57py6+Pyp7bxgbG9MxaVKA9nKs54YMGYLz58+L5Jd8UlIS8/+nT59i0aJFWLx4MVfNYcuWLdi8ebPQ5wLKevKdPn0aKSkpPIkmKiqqRmVdvHiR+f/169ehoaHB3C8pKUFwcLBASb98rfXly5dITU3lKvfatWto1KhRjcstH+umTZt4tvfp0wfLli0TqExhBnpXpjZ6qXJkZmbi0aNH+PLlC9NLk4PTo7K6qvPeEKbmR9Uhkrt8R4nCunXriKamJhk+fDjZsGED2bFjB9dNUO3bt2cGzpZ3+fJlYmdnJ0zIhBBCduzYQVRVVcmcOXOIgoICmT59OnFyciIaGhrkzz//rHF5nI4aMjIyzP85NwUFBdKiRQty6dIlgcrlDOj9tVwWi0WUlZXJoUOHalwuh7GxMfn77795tv/999/E2NhY4HLrs4sXLxI1NTXCYrGIhoYG0dTUZG5aWlo1Lk9c7w2q7qFNjvVcZbUOFosl8HUBJSUlREVF8YyxevXqFezs7PDz50+ByuVo1aoVPDw8MHr0aKipqeHZs2cwMzPD6tWrkZGRgV27dglUrqmpKR4/fgwdHR2h4uNITk4GIQRmZmZ49OgRdHV1mX0KCgpo2LAhZGVlBS7fz88PU6ZMQd++fdGxY0cAQEREBK5du4YDBw5gwoQJwj4FRn5+Pk9NWNhrXXl5eXxr2MJcY23RogX69euHDRs2QFlZWaj4yhP1e4Oqe2hCo/iys7ODpaUlDh48CAUFBQBlEyBPmTIFz58/r3GT4K+UlZXx6tUrmJiYoGHDhrh58ybatGmDuLg4/Pbbb/j27Zsonka9EBERAR8fH7x69QoA0Lp1a8ydO5dJcML48eMHli5ditOnT/N9TQW91vX161dMnDgRV69e5btfmGtoKioqiI2NhZmZmcBlUP9N9BoaxdfevXsxcOBANG7cmPm1HRMTAxaLhUuXLgldvr6+PjIyMmBiYgJjY2M8fPgQbdq0QVJSEoT9jRUcHIzg4GC+118OHz4sVNkvX77kWyMZNGiQwGV27NgRAQEBQsVVkSVLliAkJAR79uzBuHHj4Ovri48fP2Lfvn1CTV49f/58ZGZmIiIiAt26dcO5c+eQlpYGLy8vbNmyRaiYe/fujcjISJEkNB8fH0ybNg1sNhs+Pj6VHjt37lyhz0dJFq2hSYEPHz7g4sWLfL9oazJO51c/fvxAQEAAXr9+DaCs5jBmzBioqKgIFS8ATJkyBUZGRvDw8ICvry8WL14MBwcHREZGYtiwYTh06JBA5Xp6emLt2rVo164dDAwMeHrlnTt3TqByExMTMXToUMTGxjI9QQEw5QtTIyktLUV8fDzfBOzo6ChwuQBgbGyMo0ePolu3blBXV0dUVBSaNWuGY8eO4Z9//sGVK1cEKtfAwAAXLlxAhw4doK6ujsjISLRo0QIXL17E5s2buWbir6lDhw5h7dq1mDhxIqysrHjGytXkx4OpqSkiIyPRoEEDsTXPU3WIxK7eUSJx69YtoqysTCwtLYmcnByxsbEhmpqaRENDQ6hJfsWtpKSEFBUVMff/+ecf4ubmRnx8fEhBQYHA5err65OjR4+KIkQuAwYMIIMHDyZfv34lqqqq5OXLlyQsLIx06NCBhIaGClxueHg4MTU15dthQUZGRui4VVRUSHJyMiGEkEaNGpGIiAhCSNnUUSoqKgKXq6amxkxObGxsTO7du8eUW9MpqX7Fr/ONKF8TSnrR9dDqueXLl2PRokWIjY0Fm81GUFAQ3r9/j65du8LZ2Vmoso8dO4bOnTtzLWi5bds2oRa05Pjw4QNXZ4pRo0bBx8cHc+bM4eoaX1OFhYUimdT3V+Hh4Vi7di10dHQgIyMDGRkZdO7cGd7e3kI1Vc2YMQPt2rXD8+fPkZGRge/fvzM3UcwSYmZmxgzHaNWqFU6fPg0AuHTpEs8g8Zpo2bIl3rx5AwBo06YN9u3bh48fP2Lv3r0wMDAQKubS0tIKb3VxfBtVh0g6o1LCUVVVZZYH0dTUJM+fPyeElM1pKMzks7t37yY6OjrEy8uLsNlsZrmUI0eOkG7dugkdt4yMDElLS+PZnp6eLtSv8CVLlpC1a9cKExpfmpqazMTPZmZm5Pbt24QQQuLj44WqkSgrKzMTBovD1q1bmeEbN2/eJGw2m1kuhbP2miCOHTtGjhw5QgghJDIykujo6BAZGRnCZrPJyZMnRRG6yE2cOLHSG1X/0U4h9ZyKigpz3czAwAAJCQmwsLAAAKGWB9m5cycOHDiAIUOGcHUeaNeuHRYtWiRc0ECFs5Hk5uaCzWYLXG5+fj7279+PW7duwdramuf6i6DXFC0tLfHs2TOYmpqiY8eO2Lx5MxQUFLB//36hOi907NgR8fHxzLIxolZ+wL2TkxNev36NJ0+eoFmzZkJ1rR87dizz/7Zt2yI5ORmvX7+GsbGxQN3ia6Pzxq8raRcVFeH58+fIzMxEjx49BCqTqltoQqvnfvvtN9y7dw+tW7dGv379sHDhQsTGxuLs2bP47bffBC43KSkJtra2PNsVFRXx48cPgct1d3cHUHYRftWqVVzjjEpKShAREQEbGxuBy4+JiWEe//z5c659wqwPt3LlSuZ5r127FgMGDECXLl3QoEEDnDx5UuBy3dzcsHDhQqSmpvLtACHqOTNNTEzEMkGvsrIy7OzsBH78tm3b4OLiAjabjW3btlV4HIvFEjih8esQVFpaipkzZ6Jp06YClUnVLbSXYz2XmJiI3NxcWFtb48ePH1i4cCEePHiA5s2bY+vWrQJ/eZmbm8Pb2xuDBw/mGvi8c+dOHDlyROBxaN27dwcA3L17F/b29swYN6BsoHKTJk2waNEiNG/eXKDya1NGRkaN5k3kR0aG9zJ2+fk0hb1mNHfuXDRr1ownCezatQvx8fECT5M1fPhwdOjQAUuXLuXavnnzZjx+/BiBgYGChlzr3rx5g27duuHz58+SDoUSlmRbPKm6StwLWk6YMIFZG00c4uLiyLVr10heXh4hhJDS0lKhyps4cSLJzs7m2Z6bmyvU9Zd3795VehOWoaEh33Xxnjx5Qho1aiRwuTo6OiQmJoZne0xMDGnYsKHA5RYWFhIzMzPy8uVLgcuoqcuXLxMdHZ1aOx8lPrSGVs+tXr0a3bt3h729vVDXnvgJCAjAmjVrkJCQAAAwNDSEp6cnJk+eLLJzxMfHIyEhAY6OjlBSUqrWTP+V+fbtG0aMGIGQkBCwWCzExcXBzMwMkyZNgpaWlsCDfmVlZfH582eemdrT09Ohr6+P4uJigWMWJzabjefPn/Nco4uPj4elpSXy8/MFKldJSQnR0dFo2bIl1/bXr1/D1tZWqKnRGjVqhFu3bvFMuyYsTnM3ByEEnz9/xuXLl+Hq6irwdGtU3UGvodVz4eHh2Lp1K4qLi9G+fXt07doV3bp1g4ODA5SUlIQq28XFBS4uLkIvaMlPRkYGnJ2deRLP5MmThUo8CxYsgLy8PFJSUri+EEeOHAl3d/cal5udnQ1StrI7cnJyuH40lJSU4MqVK0K9LkePHq10f01nlv9Vs2bNcO3aNZ7laa5evSpUZxYrKyucOnUKq1ev5tp+8uRJmJubC1wuAMyePRubNm3CwYMHRbIgK8fTp0+57svIyEBXVxdbtmzBpEmTRHYeSnJoQqvnbt68ieLiYkRERCA0NBR3796Fj48PCgoK0L59e6FmbOBQVlYW6SSxQNnUSaJMPBw3btzA9evX0bhxY67tzZs3Z8bS1YSmpiZYLBZYLBZatGjBs5/FYsHT01OgWAFg3rx5XPeLioqQl5cHBQUFKCsrC53Q3N3dMWfOHHz9+pXpyRccHIwtW7YItczMqlWrMGzYMCQkJHCV+88//wh9/ezx48cIDg7GjRs3YGVlxTMzzdmzZwUqtzaXv6EkgyY0KSAnJwcHBwfo6upCW1sbampqOH/+PDNlVXXZ2dkhODgYWlpasLW1rbTpT9jJiUWdeDh+/PjBN/lmZGRAUVGxxuWFhISAEIIePXogKCgI2trazD4FBQWYmJjA0NBQ4Hh/7UoOAHFxcZg5cyYWL14scLkckyZNQkFBAdavX49169YBAJo0aYI9e/YIlSwHDhyI8+fPY8OGDThz5gyUlJRgbW2NW7duoWvXrkLFrKmpieHDhwtVBvXfRK+h1XP79+/HnTt3cPfuXRQUFKBLly7o1q0bunXrBmtr6xpdj/L09MTixYuhrKxcZa3Dw8NDqLjV1NQQFRWF5s2bc/WijIyMRO/evQWebb9fv35o27Yt1q1bBzU1NcTExMDExASjRo1CaWkpzpw5I1C5ycnJMDY2Fur6Xk1ERkZi7NixNf5RUpmvX79CSUkJqqqqIiuzPqnqR1p5wv5goySD1tDquRkzZkBXVxcLFy7ErFmzhPqy0tLSYrqRT5w4EY0bN+bbrVwUunTpgqNHjzK1BhaLhdLSUmzevJnp2i+IzZs3o2fPnoiMjERhYSGWLFmCFy9eICMjA/fv3xe43FevXuH9+/fo3LkzAMDX1xcHDhyAubk5fH19oaWlJXDZ/MjJyeHTp08iLbP8Wm7/RX369MHu3bthbm7OrML+8OFDvHjxAjNnzhT6mjMlebSGVs+dP38eoaGhuHPnDl69egVbW1umhta5c+caXfvifIlyFq3k16tPVF68eIEePXrAzs4Ot2/fxqBBg7gSjzADXbOysrBr1y48e/YMubm5sLOzw+zZs4WaY9DKygqbNm1Cv379EBsbi3bt2mHhwoUICQlBq1atcOTIEYHKvXjxItd9Ts+7Xbt2wcjIqML1xiojrqZjbW1tvH37Fjo6OlWOvxNmHkpTU9NKyxZ0VvwpU6bAwMCA+RHF4eHhgffv3wu9tBAlebSGVs8NGTIEQ4YMAVD2RR4WFobAwEAMGDAAMjIyNeqWbWhoiKCgIPTr1w+EEHz48KHCxxsbGwscc1FREebOnYtLly7h5s2bUFNTQ25uLoYNGyZ04gEADQ0NrFixQqgyfpWUlMT03gsKCsLAgQOxYcMGREVFoV+/fgKXy/nbcbBYLOjq6qJHjx4Cd4wZPHgwc71w8ODBImsm3bZtG9TU1ABAqA4lVZk/fz7X/aKiIjx9+hTXrl0T6rpiYGAgIiMjebaPHTsW7dq1owlNCtAamhT49u0b7t69izt37uDOnTt48eIFtLS00KVLlxqt/7V//364ublVOqaKiGgGC11dXWZGE1HLz89HTEwM3/XFBF2IU1tbG/fu3YO5uTk6d+6M8ePHY9q0aXj37h3Mzc2Rl5dX7bKys7Ohrq4uUBz/Zb6+voiMjBS4Nqyvr4+NGzdiwoQJXNv9/PywdOlSpKWliSBKSpJoQqvnrKys8OrVK2hpacHR0RHdunVD165dBZ4DMCcnB8nJyUyPtQYNGvA9rk2bNsKEjQULFkBRUVGoVZP5uXbtGsaPH893YmZhEvGgQYNQWFgIBwcHrFu3DklJSWjUqBFu3LiBOXPm4O3bt9Uuq3xzbo8ePXD27FmhlnKpjJmZGR4/fszzd8zMzISdnZ3Qi1p++fKF7w8HUc9BCZQ1NdrY2CA7O1ugx2/cuBGenp6YOnUqOnToAACIiIjA4cOHsWrVKixbtkyU4VISQJsc67kZM2aga9eusLS0FEl5ampqsLS0xJEjR+Dg4CBQV/fqKC4uxuHDh3Hr1i20bduWZ6yRoLPiu7m5wdnZGatXr4aenp4oQgVQNvfhrFmzcObMGezZsweNGjUCUDZAuU+fPjUqS1VVFd++fUPDhg1x584dFBUViSzOX717945vEi8oKMCHDx8ELvfJkydwdXXFq1ev8OtvYlHU4Pk5c+YM17CJmlq2bBnMzMywY8cOHD9+HEDZKuxHjhzBiBEjRBUmJUG0hlbPrV27FosWLeLp/PHz50/89ddfPDM51BWV9WRksVi4ffu2QOWqq6vj6dOndXr29OHDh+P+/fto3bo17t69i06dOnFN0lyeoK8Dp7PJkCFD4O/vDw0NDWZfSUkJgoODcfPmTWaRzppq06YNmjZtiqVLl0JPT4/nOp0wM/r/2pGFEILU1FR8/foVu3fvxrRp0wQum5JuNKHVcxX1RuTUAGryS7m2erGJ06RJk+Dg4CDS+SY5EhIScOTIESQkJGDHjh1o2LAhrl69CmNjY2YNuur4+fMn/P39kZCQgC1btmDq1KkV9katbCmVynCGW3Bm7i9PXl4eTZo0wZYtWzBgwACByldTU8PTp0/Fso7bmjVruN57nCmqunXrhlatWglVdmZmJs6cOYPExEQsWrQI2traiIqKgp6eHlPrpuovmtDqORkZGaSlpfGMMbp9+zZGjhyJr1+/Vrssf39/jBo1CoqKivDz86s0obm6ugocszjl5eXB2dkZurq6fNcXE3Qtrbt376Jv375wcHBAaGgoXr16BTMzM2zcuBGRkZECD9ju3r07zp07J7ZraKampnj8+LFAi25WZsiQIRg3bly9mtEjJiYGTk5O0NDQwLt37/DmzRuYmZlh5cqVSElJqXJeTaruowmtnuLUoLKysqCurs6VfEpKSpCbm4sZM2bA19dXglHWvkOHDmHGjBlgs9lo0KAB1+vCYrEE7gRhb28PZ2dnuLu7c81s8ujRIwwbNkyo61H1UXp6OlxdXdGhQwdYWlry/HAQtDcpINpWh/KcnJxgZ2eHzZs3c/0NHzx4gDFjxuDdu3cCx0zVDbRTSD21fft2EEIwadIkeHp6cl0j4SyUyZkNQRBRUVGQl5eHlZUVAODChQs4cuQIzM3NsWbNmgqv+UjaihUr4OnpiWXLlol0lpPY2FicOHGCZ3vDhg359qisK9auXVvpfkGvsYaHh+P+/ft8B34L2ymkot/YBQUFQr3vHj9+jH379vFsb9SoEVJTUwUul6o7aEKrh8rPBOHv749JkyaJfH6+6dOnY9myZbCyskJiYiJGjhyJYcOGITAwEHl5eWIdWCuMwsJCjBw5UuRTdmlqauLz588wNTXl2v706dM6fe3l13GIRUVFSEpKgpycHJo2bSpwQnNzc8PYsWOxatUqkfUm9fHxAVCWEA8ePMj1ni4pKUFoaKhQ19AUFRX5dvl/+/btf35aMKlRC4uIUiLGZrPJ+/fvCSGEyMjIkC9fvoj8HOrq6iQ+Pp4QQsjGjRvJ77//Tggh5N69e6Rx48YiP5+ozJ8/n6xfv17k5S5cuJB07tyZfP78maipqZG4uDhy7949YmZmRtasWSPy84lTVlYWGTp0KDl69KjAZaiqqjLvD1Fp0qQJadKkCWGxWMTIyIi536RJE9KiRQvy+++/k4cPHwpc/uTJk8mQIUNIYWEhUVVVJYmJiSQ5OZnY2tqSefPmie6JUBJDr6HVQ/b29lBVVUXnzp3h6emJRYsWVVhDE/QXuLq6Op48eYLmzZujV69eGDBgAObNm4eUlBS0bNlSqBWJxWnu3Lk4evQo2rRpA2tra55rO4KObyssLMTs2bPh5+eHkpISyMnJoaSkBGPGjIGfnx9kZWVFEX6tiY2NxcCBAwW+buTq6oouXbpgypQpog0MZR1lzp49K/IJn7OysvDHH38gMjISOTk5MDQ0RGpqKuzt7XHlyhWesZBU/UMTWj305s0beHh4ICEhAVFRUTA3N+e7si+LxRJ4GYwePXrAyMgITk5OmDx5Ml6+fIlmzZrh7t27cHV1rbMX0KuaqV/YRR7fv3+P2NhY5ObmwtbWViRTd4WFhWHfvn1ISEjAmTNn0KhRIxw7dgympqbM7P6idu/ePQwcOJDvemzVsX79emzfvh39+/cXaW/S2nD//n2uiaudnJwkHRIlIjSh1XMyMjJITU0V+az4MTExcHFxQUpKCtzd3Zn1z9zc3PDt2ze+HSSomgsKCsK4cePg4uKCY8eO4eXLlzAzM8OuXbtw5coVXLlyRajyOdelOMj/z+Z/7NgxdO3aVeC/46/XEssTpjcpUDbwvEOHDli6dCnX9s2bN+Px48dCr4hNSS+a0CgeJSUluH//PqysrHiaffLz8yErK8vzi7yumDRpEnbs2MHMCs/x48cPuLm51bkZ1W1tbbFgwQKMHz+eqyv506dP0bdvX6F73/2aeDiDlHv06IHly5fzvE51ga6uLm7fvs30sOWIjY2Fk5MTnUSYqhBNaFIgISEB27dvx6tXrwAA5ubmmDdvnlDTP7HZbLx69arSX+J1UUVjmNLT06Gvr1/pSgKSoKysjJcvX6JJkyZcCS0xMRHm5uY1Wv5HEgoLC5GUlISmTZvybfYWhJKSEqKjo9GyZUuu7a9fv4atrW2dvX5LSZ54liOmas3169dhbm6OR48ewdraGtbW1oiIiICFhQVu3rwpcLmWlpZCz8Rem7Kzs5GVlQVCCHJycpCdnc3cvn//jitXrohtsVJh6OvrIz4+nmf7vXv3YGZmJrLzxMfH4/r160wyEPZ3bF5eHiZPngxlZWVYWFggJSUFQFmTtLArKFhZWeHUqVM820+ePMmsSUdRfEmkbyUlMjY2NmTp0qU825cuXUpsbW0FLvfq1avExsaGXLp0iXz69IlkZWVx3eoaFotFZGRkKrzJysoSLy8vSYfJY8OGDcTc3Jw8fPiQqKmpkbCwMHL8+HGiq6tLfHx8hC4/PT2d9OjRg3l9EhISCCGETJw4kbi7uwtc7ty5c0nbtm1JWFgYUVFRYco9f/48sbGxESrmixcvEjk5OTJ+/Hji5+dH/Pz8yLhx44icnBw5d+6cUGVT0o02OdZzbDYbsbGxPL3t3r59C2tra4GbrMoPTP515nNxLQ8ijLt374IQgh49eiAoKIhrmREFBQWYmJjA0NCwRmXGxMRU+1hB1/8ihGDDhg3w9vZmFglVVFTEokWLsG7dOoHKLG/8+PH48uULDh48iNatWzNNmtevX4e7uztevHghULkmJiY4deoUfvvtN66m0vj4eNjZ2Qm8ZhnH5cuXsWHDBkRHR0NJSQnW1tbw8PBA165dhSpXVBNMU3UTnSmkntPV1UV0dDRPQouOjhaqiU3Y7u21jfNFl5SUBGNj40onVq4uGxsbvrPVc3D2CZPgWSwWVqxYgcWLFyM+Ph65ubkwNzcX2cwvN27cwPXr19G4cWOu7c2bN0dycrLA5X79+pXv++vHjx8iee379++P/v37C11Oeb9OML1+/Xo0bNgQz549w6FDhwSeYJqqO2hCq+emTp2KadOmITExEZ06dQJQNs5m48aNWLhwocDlCvtLWFJevXqF9+/fM+O3fH19ceDAAZibm8PX17dGg3WTkpLEFSYPBQUFsVwf+vHjB9+laTIyMoRavLVdu3a4fPky3NzcAPyvFn/w4EGh5hAVp2XLlsHLy4uZYJqjR48e2LVrlwQjo0SFNjnWc4QQbN++HVu2bMGnT58AlE22umjRIsydO1eoX8ucAb+JiYkIDAyslQG/wrKyssKmTZvQr18/xMbGol27dli4cCFCQkLQqlUrHDlyRNIhchk6dCjfvxGLxQKbzUazZs0wZswYnh5/1dWvXz+0bdsW69atg5qaGmJiYmBiYoJRo0ahtLRU4FrJvXv30LdvX4wdOxZ+fn6YPn06Xr58iQcPHuDu3bto27atQOUCZcNGtm3bhtOnTyMlJQWFhYVc+wVdi09VVRWxsbEwNTXlaiZ99+4dWrVqVed7lFJVo70c67n8/HxMnz4dHz58QFZWFqKjo+Hu7o5WrVoJlcyCgoLQu3dvKCkpISoqCgUFBQDKpg/asGGDqMIXuaSkJKamExQUhIEDB2LDhg3w9fXlOzN8Tb18+RLXrl3DxYsXuW6C0tDQwO3btxEVFQUWiwUWi4WnT5/i9u3bKC4uxqlTp9CmTRvcv39foPI3b96M/fv3o2/fvigsLMSSJUtgaWmJ0NBQbNq0SeC4O3fujOjoaBQXF8PKygo3btxAw4YNER4eLlQyAwBPT09s3boVI0eORFZWFtzd3TFs2DDIyMhgzZo1ApfLmWD6V3V9gmmqBiTVG4USjV69epE9e/YQQgj5/v070dPTI40bNyZsNpvs3r1b4HJtbGyIv78/IaRsIlpOL7aoqCiip6cnfOBioqWlRV68eEEIIcTBwYHs27ePEEJIUlISUVJSErjchIQEYm1tzfQWZLFYXD0rBbV06VIyc+ZMUlJSwmwrKSkhc+bMIcuXLyelpaVk2rRpxMHBQeBzZGZmEi8vL+Ls7Ez69u1LVqxYQT59+iRweeJmZmZG/v33X0II9yTIO3bsIKNHjxa4XGmaYJrijya0eq5Bgwbk+fPnhBBCDhw4QKytrUlJSQk5ffo0adWqlcDlKikpkaSkJEIId0JLSEggioqKQsctLgMHDiS9e/cma9euJfLy8uTDhw+EEEKuX79OmjdvLnC5AwYMIIMHDyZfv34lqqqq5OXLlyQsLIx06NCBhIaGClyujo4OefPmDc/2N2/ekAYNGhBCCImJiSEaGhoCn0NcSkpKyJs3b0hYWBi5e/cu100YysrKJDk5mRBCiL6+Pnny5AkhpOy9p66uLnC5BQUFZMqUKUROTo6wWCwiLy9PZGRkyNixY0lxcbFQMVN1A+0UUs/l5eUxF7hv3LjBNM389ttvQvVi4wz4bdKkCdd2UQ/4FbVdu3Zh1qxZOHPmDPbs2cM0JV29ehV9+vQRuNzw8HDcvn0bOjo6kJGRgYyMDDp37gxvb2/MnTsXT58+Fajc4uJivH79Gi1atODa/vr1a6bnJJvNFrj5+MiRI1BVVYWzszPXds66dq6urgKV+/DhQ4wZMwbJyck8vUCFHdbRuHFjfP78GcbGxmjatClu3LgBOzs7PH78WKiOLAoKCjhw4ABWr14t8gmmqTpC0hmVEo6VlRXZsWMHSUlJIerq6uTBgweEEEIiIyOFahoU94Df+kZTU5MkJiYSQsqaxG7fvk0IISQ+Pl6opkw3Nzeio6NDtm7dSsLCwkhYWBjZunUr0dHRIXPnziWElNW8BW1ybN68ORNreXfu3CEtWrQQOO42bdoQZ2dn8vLlS/L9+3eSmZnJdRPG0qVLmTXtTp48SeTk5EizZs2IgoIC30kEqsvT05P8+PGDZ3teXh7x9PQUuFyq7qAJrZ4LDAxkmk569erFbN+wYQPp06ePwOWWlpYSLy8voqKiwlwvYrPZZOXKlaIIW6zi4+PJihUryKhRo0haWhohhJArV64wTbOC6Ny5MzNLxejRo0mfPn3IvXv3yPjx44mFhYXA5RYXFxMvLy+ir6/PvM76+vpk/fr1TDNYcnIys6BrTSkqKjJNx+UlJSURNpstcNzKysokLi5O4MfXRHh4ONmyZQu5ePGiUOXIyMgw74fy0tPThboOStUdNKFJgc+fP5OoqCiujgURERHk1atXQpddUFBAXrx4QSIiIkhOTo7Q5YnbnTt3iJKSEnFyciIKCgrMtT9vb28yfPhwgcu9du0aCQoKIoQQEhcXR1q2bElYLBbR0dEhwcHBIoldHNOKGRkZkQsXLvBsP3/+PGnUqJHA5Xbv3p1cvXpVmNC42NrakoyMDEJIxTUpYbFYLL6ruwcHBxMdHR2Rn4+qfXQcGsXX8ePHMWzYML6Dcusye3t7ODs7M4NnOWONHj16hGHDhuHDhw8iO1dGRga0tLREMjOGuCxduhSnTp3CkSNH4OjoCKBsxoxJkybhjz/+wN9//13tsspPBZaQkICVK1di8eLFfBf4rOlUYEpKSoiLi0Pjxo0rXDFBUJy/UVZWFtTV1bn+XiUlJcjNzcWMGTPg6+srkvNRkkMTGsWXrq4ufv78iUGDBmHs2LHo3bs3ZGVlJR1WlcQ9eDY+Ph4JCQlwdHSEkpISM/VVTdja2lb7MYKuOM5RWFiIcePGITAwkFnepbS0FOPHj8fevXuhoKBQ7bJkZGTENhWYvb09VFVV0blzZ3h6emLRokUVTv+1evXqGpXt7+8PQggmTZqE7du3Q0NDg9mnoKCAJk2a1NnZTaiaob0cKb4+f/6Ma9eu4Z9//sGIESOgrKwMZ2dnuLi4MFNs1UWcwbO/ruMm7ODZb9++YcSIEQgJCQGLxUJcXBzMzMwwefJkaGlpYcuWLdUua8iQIcz/8/PzsXv3bpibmzNfqg8fPsSLFy8wa9YsgePlUFBQwKlTp7Bu3To8e/YMSkpKsLKygomJSY3LEudUYH5+fvDw8MC///4LFouFq1ev8l1fjcVi1TihcXpympqaolOnTnV2cVpKBCTX2knVFz9+/CDHjx8n/fr1IwoKCsTMzEzSIVVIXINnx40bR3r37k3ev3/PNS7v2rVrxNzcXOByJ0+ezLejzerVq8nEiRMFLlfcNmzYQA4dOsSz/dChQ2Tjxo1Clc1isfh23hClnz9/1vklkaiao02OVLWkp6fj5MmT2Lt3L169elXnlo/hKCwsxOzZs+Hn54eSkhLIycmhpKQEY8aMgZ+fn8DNpvr6+rh+/TratGnDs7K0tbU1cnNzBSpXQ0MDkZGRPGOh4uLi0K5dO2RlZQlUbnkfPnzAxYsX+c6LuHXrVoHKbNKkCU6cOMFTW4+IiMCoUaNqdWLn6srLy8OSJUtw+vRpfPv2jWd/XX1PU9VHmxypCuXl5eHcuXMICAhAcHAwjIyMMHr06Dq9zAZn8OyqVavw/PlzkQ2eFdes9UpKSrh//z5PfPfv3webzRa4XI7g4GAMGjQIZmZmeP36NSwtLfHu3TsQQmBnZydwuampqTAwMODZrqury3e+xJo4evRopfvHjx8vULmLFy9GSEgI9uzZg3HjxsHX1xcfP37Evn37hF5lm6ojJFxDpOqokSNHEhUVFaKrq0tmz57NDNiu68LCwsRSbt++fZmmQVVVVZKYmEhKSkqIs7OzUMMBvL29CZvNJm5ubuTYsWPk2LFjZM6cOURZWZl4e3sLHXf79u3J6tWrmbgTEhJITk4OGTRokFBzfTZr1owcO3aMZ/vRo0eJqampwOUSUjaIvfyNMxZSUVGRaGlpCVyukZERCQkJIYQQpjmaE3Pfvn2FipmqG2hCo/gaM2YMuXz5cr2b405eXp40adKELF++nJmkWBRiY2NJw4YNSZ8+fYiCggL5448/SOvWrYmenh4zea6gTp06RTp16kS0tLSIlpYW6dSpEzl16pRI4i4/ua+mpiYzuDw6OpqYmJgIXO6mTZtIgwYNyOHDh8m7d+/Iu3fvyKFDh0iDBg3Ihg0bRBE6l7dv35KePXuSa9euCVyGiooKM0dko0aNSEREBCGEkMTERKKioiKSOCnJogmNkipfv34lO3fuJJ06dSIsFou0adOGbN68WeCZNsqrb7PWE0KInp4eefnyJSGEkNatWzODrKOjo4X6Ei8tLSVLliwhbDabWXFAWVlZrFNIPX78mLRs2VLgx1tZWZE7d+4QQgjp2bMnWbhwISGkbBZ/YQaZU3UH7RRCMXx8fDBt2jSw2Wz4+PhUeuzcuXNrKSrBJSUl4cSJE/jnn3/w+vVrODo64vbt2zUup6ioCH369MHevXvFMpFtZmYmzpw5g8TERCxatAja2tqIioqCnp6e0Ot0DRkyBP3798fUqVOxaNEiXLhwARMmTMDZs2ehpaWFW7duCVV+bm4uXr16BSUlJTRv3lyo64lViY6OhqOjI7KzswV6/LZt2yArK4u5c+fi1q1bGDhwIAghKCoqwtatWzFv3jwRR0zVNprQKIapqSkiIyPRoEEDnnFc5bFYLCQmJtZiZIIrKSnB1atXsWrVKsTExAjck01XVxcPHjwQeUKLiYmBk5MTNDQ08O7dO7x58wZmZmZYuXIlUlJSquwgUZXExETk5ubC2toaP378wMKFC5nnsXXrVoHGo4nbrwumEkLw+fNn7Nq1C0ZGRiJZqBUAkpOT8eTJEzRr1qzGM5tQdRNNaJRUun//PgICAnDmzBnk5+dj8ODBcHFxEXgJmQULFkBRUVHkveGcnJxgZ2eHzZs3cw0HePDgAcaMGYN3796J9Hz1gYyMDNd9FosFXV1d9OjRA1u2bOHbu7I63r9/DyMjI1GESNVRtNs+JVWWL1+OkydP4tOnT+jVqxd27NiBwYMHCz0nZXFxMQ4fPoxbt26hbdu2UFFR4dov6Hiux48fY9++fTzbGzVqhNTUVIHKrEhubi5KS0u5tqmrq4v0HKLwa4yi0qRJE3Tu3Bljx47FH3/8AS0tLbGch5IcmtAohru7e7WPFfQLXNxCQ0OxePFijBgxAjo6OiIr9/nz58y4rbdv33LtE2ZyYkVFRb7XhN6+fQtdXV2By+VISkrCnDlzcOfOHa55LImAcy7WZ5GRkThx4gTWrl0LNzc39OnTB2PHjsXAgQPFeu2Pqj20yZFidO/enet+VFQUiouL0bJlSwBlX7KysrJo27atQJ0rKF5TpkzBt2/fcPr0aWhrayMmJgaysrIYMmQIHB0dsX37dqHKd3BwACEE8+bNg56eHk/y7dq1q1Dli0NJSQn8/PwQHByML1++8NTYhH3vEUJw584dnDhxAkFBQSgtLcWwYcNw+PBhocqlJI8mNIqvrVu34s6dO/D392eaZr5//46JEyeiS5cuWLhwoYQjrFhcXBxCQkL4fhnWdGJbccvKysIff/yByMhI5OTkwNDQEKmpqbC3t8eVK1d4mjZrSlVVFU+ePGF+lNQHc+bMgZ+fH/r37w8DAwOeJLxt2zaRnSsqKgqTJ08WqsMQVXfQhEbx1ahRI9y4cQMWFhZc258/f47ff/8dnz59klBklTtw4ABmzpwJHR0d6Ovrc30ZslgsoZdjEZd79+4hJiYGubm5sLOzg5OTk0jK7d69O1asWCGy8mqDjo4Ojh49in79+oml/A8fPuDEiRM4ceIEnj9/Dnt7e7i4uGDGjBliOR9Ve+g1NIqv7OxsfP36lWf7169fkZOTI4GIqsfLywvr16/H0qVLJR1KjXTu3BmdO3cWebkHDx7EjBkz8PHjR1haWgq9EGdtUFBQQLNmzURe7r59+3DixAncv38frVq1gouLCy5cuFAnhy5QgqE1NIqv8ePHIywsDFu2bEGHDh0AlM2kvnjxYnTp0gX+/v4SjpA/dXV1REdHw8zMTNKhVFtwcHCF14uEva7z8OFDnu7/wizEWRu2bNmCxMRE7Nq1S6SrgXMm13ZxcUGbNm1EVi5Vd9CERvGVl5eHRYsW4fDhwygqKgIAyMnJYfLkyfjrr7+EvrYjLpMnT0b79u3rTfORp6cn1q5di3bt2vG9XnTu3Dmhyjc3N0fr1q2xZMkSvp1C6mLtZOjQoQgJCYG2tjYsLCx4apVnz54VqFwiwOriVP1CExpVqR8/fiAhIQEA0LRp0zqbyDi8vb2xdetW9O/fH1ZWVjxfhnVtyi4DAwNs3rwZ48aNE0v5KioqePbsmVia8MRl4sSJle4/cuRItcuKiYmBpaUlZGRkEBMTU+mxdbH5laoZmtAoqVLfpuxq0KABHj16hKZNm4ql/IEDB2LChAkYPny4WMqv62RkZJCamoqGDRtCRkaGaW7lqOvNr1TN0E4hlFSpiyslV2bKlCk4ceIEVq1aJZbyBw4ciAULFiA2NpZvjXXQoEFiOW9dkZSUxAxQr2/vDarmaA2Nqvfc3d2xbt06qKioVDrbCYvFwpYtW2oxMv7Kx1haWgp/f39YW1vD2tqaJ+EIOyPLr/MilleXayVnzpzB6dOnkZKSgsLCQq59ggy9KCoqwvTp07Fq1apKa/FU/UZraFS99/TpU6bjytOnTys8rq50CPg1RhsbGwBlY/zKE0W84poXUZx8fHywYsUKTJgwARcuXMDEiRORkJCAx48fY/bs2QKVKS8vj6CgILHVhKm6gdbQKEpKFRUVQUlJCdHR0bC0tJR0ONXWqlUreHh4YPTo0VwrEKxevRoZGRnYtWuXQOW6urrCxsYGCxYsEHHEVF1Ba2gUJaXk5eVhbGxcZ5sVK5KSkoJOnToBAJSUlJiB/OPGjcNvv/0mcEJr3rw51q5di/v37/NdMaGu9YClao4mNIqSYitWrMCff/6JY8eOQVtbW9LhVIu+vj4yMjJgYmICY2NjPHz4EG3atEFSUhKEaVA6dOgQNDU18eTJEzx58oRrH4vFoglNCtCERlFSbNeuXYiPj4ehoSFMTEx4aiV1cW7LHj164OLFi7C1tcXEiROxYMECnDlzBpGRkRg2bJjA5dJejtKPJjSKkmJDhgyRdAg1tn//fqYzy+zZs6Gjo4P79+9j0KBBIpsBhlPTqysdhSjRoJ1CKIqqc/Lz8xETE8MzvyWLxcLAgQMFLvfQoUPYtm0b4uLiAJRdV5s/fz6mTJkidMyU5NEaGkVRdcq1a9cwbtw4fPv2jWefMGPnVq9eja1bt8LNzQ329vYAgPDwcCxYsAApKSlYu3atUHFTkkdraBQlxUpKSrBt27YKBylnZGRIKLKKNW/eHL///jtWr14NPT09kZWrq6sLHx8fjB49mmv7P//8Azc3N6Snp4vsXJRkVDyNAEVR9Z6npye2bt2KkSNHIisrC+7u7hg2bBhkZGSwZs0aSYfHV1paGtzd3UWazICycXnt2rXj2d62bVsUFxeL9FyUZNCERlFSLCAgAAcOHMDChQshJyeH0aNH4+DBg1i9ejUePnwo6fD4+uOPP3Dnzh2Rlztu3Djs2bOHZ/v+/fvh4uIi8vNRtY82OVKUFFNRUcGrV69gbGwMAwMDXL58GXZ2dkhMTIStrS2ysrIkHSKPvLw8ODs7Q1dXV6RLALm5ueHo0aMwMjLCb7/9BqBs0dqUlBSMHz+e6zzCzqFJSQbtFEJRUqxx48b4/PkzjI2N0bRpU9y4cQN2dnZ4/PgxFBUVJR0eX//88w9u3LgBNpuNO3fucHWtF2YA9PPnz2FnZwcAzBp/Ojo60NHR4ZpHk3blr79oDY2ipNiyZcugrq6OP//8E6dOncLYsWPRpEkTpKSkYMGCBdi4caOkQ+Shr6+PuXPnYtmyZZWuFkBRv6IJjaL+Q8LDwxEeHo7mzZsLNZ5LnLS1tfH48WOxLXpKSS+a0CiKqlMWLFgAXV1d/Pnnn5IOhapn6DU0ipJycXFxCAkJ4Zl1AygbbFzXlJSUYPPmzbh+/bpYFj2lpBetoVGUFDtw4ABmzpwJHR0d6Ovr83SwqIuTE3fv3r3CfSwWC7dv367FaKj6hCY0ipJiJiYmmDVrFpYuXSrpUChK7GhCoygppq6ujujoaJiZmUk6FIoSO9onlqKkmLOzM27cuCHpMCiqVtAaGkVJGR8fH+b/P378wNatW9G/f3+RzrpBUXURTWgUJWVMTU2rdRyLxUJiYqKYo6Go2kMTGkX9R9BVmilpR6+hUZSUO3ToECwtLcFms8Fms2FpaYmDBw9KOiyKEjk6sJqipBhdpZn6L6FNjhQlxegqzdR/CW1ypCgpRldppv5LaEKjKClGV2mm/ktokyNFSTG6SjP1X0ITGkVJscom+i2PTvpLSQOa0CiKoiipQK+hURRFUVKBJjSKoihKKtCERlEURUkFmtAoiqIoqUATGkVRFCUVaEKjKIqipAJNaFStmjBhAoYMGcK1LTk5GWw2my5rQlGUUGhCoyRu1apVNJlRFCU0mtAoiYqNjUVAQADc3Nx49t2/fx/dunWDsrIytLS00Lt3b3z//h0TJkwAi8Xie5swYQIAoKCgAHPnzkXDhg3BZrPRuXNnPH78mCl7zZo1sLGx4TpfkyZNsH37duY+i8XC+fPnuY7p1q0b5s+fX+FjgoODwWKxuGqhvz7m4MGD0NTURFRUVKWvjZ+fH8/z+zXmu3fvokOHDlBUVISBgQGWLVvGTDr89etX6OvrY8OGDczxDx48gIKCAoKDg5lte/bsQdOmTaGgoICWLVvi2LFjPLGsWbOGJ5byz/Hbt28YPXo0GjVqBGVlZVhZWeGff/6p9PlRlKjRhEZJ1LJlyzBw4EB06tSJa3t0dDR69uwJc3NzhIeH4969exg4cCBKSkqwY8cOfP78GZ8/f8aIESMwYsQI5v6OHTsAAEuWLEFQUBD8/f0RFRWFZs2aoXfv3sjIyBDbcyktLcXChQuhqqpa4TGnT5/GggULcPHiRdjZ2VVZprq6OvPcFi5cyLXv48eP6NevH9q3b49nz55hz549OHToELy8vACULR1z+PBhrFmzBpGRkcjJycG4ceMwZ84c9OzZEwBw7tw5zJs3DwsXLsTz588xffp0TJw4ESEhITyxWFhYcL3u5eXn56Nt27a4fPkynj9/jmnTpmHcuHF49OhRlc+RokSFLvBJSUxoaCiuX7+O2NhYvHnzhmvf5s2b0a5dO+zevZvZZmFhwfxfQ0MDAKCkpAQA0NfXZ/b9+PEDe/bsgZ+fH/r27QsAOHDgAG7evIlDhw5h8eLFUFJSws+fP0X6fPz9/VFQUIDBgwcjNzeXZ//Vq1cxceJEBAYGwtHRscryCgoKoKCgwDy3XxPl7t27YWRkhF27doHFYqFVq1b49OkTli5ditWrV0NGRgb9+vXD1KlT4eLignbt2kFFRQXe3t5MGX///TcmTJiAWbNmAQDc3d3x8OFD/P3331zzQBYUFEBJSYmJRUlJCQUFBcz+Ro0aYdGiRcx9Nzc3XL9+HadPn0aHDh2q8/JRlNBoDY2SmGXLlsHV1RWtW7fm2cepoQkiISEBRUVFcHBwYLbJy8ujQ4cOePXqFQDA0tIS8fHxVdYgRo8eDVVVVeYWFhbG97i8vDysXLkSmzdvhpwc7+/ER48eYfjw4VBRUUHHjh2r9Ty+ffsGdXX1Cve/evUK9vb2XNcfHRwckJubiw8fPjDb/v77bxQXFyMwMBABAQFQVFTkKqP868Qpg/M6VTeWkpISrFu3DlZWVtDW1oaqqiquX7+OlJSUaj1XihIFmtAoiTh37hyePn0KT09Pvvs5NS9x6devH0aNGoWOHTsyyYrfl++2bdsQHR3N3PgtlgkAf/31F1q2bImBAwfy3R8eHo6tW7fC2toac+bMqVaMiYmJMDU1rf6TqkBCQgI+ffqE0tJSvHv3TqAyqorlr7/+wo4dO7B06VKEhIQgOjoavXv3RmFhoYBRU1TN0YRG1bqSkhKsWLECbm5uaNy4Md9jrK2tuTou1ASng8P9+/eZbUVFRXj8+DHMzc0BlHX4CAgIwLdv35hkZWhoyFOWvr4+mjVrxtz4JdrPnz9jy5Yt2LJlS4UxjRs3DjNmzMChQ4fw77//4ty5c1U+j9DQUHTp0qXC/a1bt0Z4eDjKL5hx//59qKmpMa9rYWEhxo4di5EjR2LdunWYMmUKvnz5wlVG+deJUwbndQLKro89evSo0lju37+PwYMHY+zYsWjTpg3MzMzw9u3bKp8jRYkSTWhUrbt16xY+f/6M5cuXV3jM8uXL8fjxY8yaNQsxMTF4/fo19uzZg/T09CrLV1FRwcyZM7F48WJcu3YNL1++xNSpU5GXl4fJkydzHautrc0kK35NhdXh6+uLoUOHwtbWtsJjtLW1AQAmJib466+/MHPmTHz79o3vsT9//sTOnTuRkJCAvn37IjU1FampqcjNzUVxcTHTsWXWrFl4//493Nzc8Pr1a1y4cAEeHh5wd3eHjEzZR3vFihXIysqCj48Pli5dihYtWmDSpEnMuRYvXgw/Pz/s2bMHcXFx2Lp1K86ePctcD8vNzcXq1asBAJ07d2Zi+fnzJwoKCpCVlQUAaN68OW7evIkHDx7g1atXmD59OtLS0gR6PSlKYISiapGrqysBQLy9vbm2nzt3jvz6drxz5w7p1KkTUVRUJJqamqR3797k+/fvPOW5urrynOfnz5/Ezc2N6OjoEEVFReLg4EAePXpUaWwmJiZk27ZtzH0A5Ny5c1zHdO3alcybN4/rMUpKSuT9+/dcMQ0ePLjCx5SWlpKePXuS0aNH843jyJEjBECFt65duzLH3rlzh7Rv354oKCgQfX19snTpUlJUVEQIISQkJITIycmRsLAw5vikpCSirq5Odu/ezWzbvXs3MTMzI/Ly8qRFixbk6NGjzD4PD49KY+G89t++fSODBw8mqqqqpGHDhmTlypVk/PjxXK8DRYkbXeCTouoYPz8/3LlzB35+fjz7oqOjMX/+fNy5c6dWYlmzZg3Xv+WdP38e58+f5xsnRUkC7bZPUXWMkpISMyzhV/Ly8kzzZW2obEwdm82uME6KkgRaQ6MoiqKkAu0UQlEURUkFmtAoiqIoqUATGkVRFCUVaEKjKIqipAJNaBRFUZRUoAmNoiiKkgo0oVEURVFSgSY0iqIoSir8H8UjGFfS4bXQAAAAAElFTkSuQmCC",
+                        "text/plain": [
+                            "<Figure size 640x480 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 640x480 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "import seaborn as sns\n",
+                "import matplotlib.pyplot as plt\n",
+                "\n",
+                "\n",
+                "plt.figure(figsize=(10, 6))\n",
+                "\n",
+                "\n",
+                "# Связь между возрастом и состоянием\n",
+                "\n",
+                "plt.subplot(2, 2, 1)\n",
+                "\n",
+                "sns.scatterplot(data=df, x=\"Age\", y=\"Networth\")\n",
+                "\n",
+                "plt.title(\"Связь между возрастом и состоянием\")\n",
+                "\n",
+                "plt.xlabel(\"Возраст\")\n",
+                "\n",
+                "plt.ylabel(\"Состояние (млрд)\")\n",
+                "\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "\n",
+                "# Связь между страной проживания и состоянием (топ-10 стран)\n",
+                "\n",
+                "plt.subplot(2, 2, 2)\n",
+                "\n",
+                "top_countries = df[\"Country\"].value_counts().index[:10]\n",
+                "\n",
+                "sns.boxplot(data=df[df[\"Country\"].isin(top_countries)], x=\"Country\", y=\"Networth\")\n",
+                "\n",
+                "plt.title(\"Связь между страной проживания и состоянием\")\n",
+                "\n",
+                "plt.xticks(rotation=90)\n",
+                "\n",
+                "plt.xlabel(\"Страна\")\n",
+                "\n",
+                "plt.ylabel(\"Состояние (млрд)\")\n",
+                "\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "\n",
+                "# Связь между источником дохода и состоянием (топ-10 источников дохода)\n",
+                "\n",
+                "plt.subplot(2, 2, 3)\n",
+                "\n",
+                "top_sources = df[\"Source\"].value_counts().index[:10]\n",
+                "\n",
+                "sns.boxplot(data=df[df[\"Source\"].isin(top_sources)], x=\"Source\", y=\"Networth\")\n",
+                "\n",
+                "plt.title(\"Связь между источником дохода и состоянием\")\n",
+                "\n",
+                "plt.xticks(rotation=90)\n",
+                "\n",
+                "plt.xlabel(\"Источник дохода\")\n",
+                "\n",
+                "plt.ylabel(\"Состояние (млрд)\")\n",
+                "\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "# Связь между отраслью и состоянием (топ-10 отраслей)\n",
+                "\n",
+                "plt.subplot(2, 2, 4)\n",
+                "\n",
+                "top_industries = df[\"Industry\"].value_counts().index[:10]\n",
+                "\n",
+                "sns.boxplot(data=df[df[\"Industry\"].isin(top_industries)], x=\"Industry\", y=\"Networth\")\n",
+                "\n",
+                "plt.title(\"Связь между отраслью и состоянием\")\n",
+                "\n",
+                "plt.xticks(rotation=90)\n",
+                "\n",
+                "plt.xlabel(\"Отрасль\")\n",
+                "\n",
+                "plt.ylabel(\"Состояние (млрд)\")\n",
+                "\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Перейдем к выявлению выбросов."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 65,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Пропущенные значения в данных:\n",
+                        " Rank        0\n",
+                        "Name        0\n",
+                        "Networth    0\n",
+                        "Age         0\n",
+                        "Country     0\n",
+                        "Source      0\n",
+                        "Industry    0\n",
+                        "dtype: int64\n"
+                    ]
+                }
+            ],
+            "source": [
+                "missing_values = df.isnull().sum()\n",
+                "print(\"Пропущенные значения в данных:\\n\", missing_values)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Пропущенных данных не найдено.\n"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 63,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1500x500 with 2 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Размер данных до удаления выбросов:  (2600, 7)\n"
+                    ]
+                }
+            ],
+            "source": [
+                "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n",
+                "\n",
+                "sns.boxplot(data=df, x='Networth', ax=axs[0])\n",
+                "axs[0].set_title(\"Выбросы по состоянию\")\n",
+                "\n",
+                "sns.boxplot(data=df, x=\"Age\", ax=axs[1])\n",
+                "axs[1].set_title(\"Выбросы по возрасту\")\n",
+                "\n",
+                "plt.show()\n",
+                "print(\"Размер данных до удаления выбросов: \", df.shape)"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Выбросов в данном случае не видно, данные в районе допустимых значений"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 39,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1200x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "# Гистограмма распределения чистой стоимости\n",
+                "plt.figure(figsize=(12, 6))\n",
+                "sns.histplot(df['Networth'], bins=10, kde=True)\n",
+                "plt.title(\"Гистограмма распределения чистой стоимости\")\n",
+                "plt.xlabel(\"Чистая стоимость (в миллиардах долларов)\")\n",
+                "plt.ylabel(\"Частота\")\n",
+                "plt.grid(True)\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Распределение чистой стоимости имеет ярко выраженное смещение: большая часть значений сосредоточена в нижнем диапазоне, с небольшим количеством высоких значений. Это указывает на преобладание людей с относительно низкой чистой стоимостью, тогда как у немногих (например, миллиардеров) чистая стоимость крайне высока."
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 25,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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Vf/75Z/3oo4+0b9++evToUb13757u379fs2bNqnPmzLGZ9uLFixodHa0xMTHPpKa2bdtq+/bt9fbt26qqevLkSf3jjz90165dKdrO0KFDNSQkRKtXr65OTk7q7e2tEydO1LJly2qOHDm0WrVqWq1aNW3WrJmqPlj+P/74Q9944w0tXLiwfv3114+cf//+/TUgIMD437r+HsU6zf79+9XPz09HjRql33zzjRYpUkRLly6tmzdv1tjY2KdY6ke3u2vXLp0yZYquXr1az58/b4wfPHiwurq6ar58+dTDw0O///574znff/+9li1bVosWLar58uXT9evX6927d23mGx8fr9HR0Ym2mVzW9fDbb7/pBx98oG5uburu7q6bN29WVdW4uDhj2pUrV6qfn5+uWrVKR4wYoaVKlVJ7e3utUaOGlihRQqtWrarvv/++qcbHSfieOHz4sL7xxhsaFBSkEyZM0PDw8GQtp3X6xYsXa7169bRmzZrq4eGhvr6+OnXqVO3du7f6+vqqp6enBgUF6ZAhQ556XSZcV/Pnz9cxY8bom2++qXv27NHw8HCNiYnRwMBAfe+9956qnX+3NXXqVB0wYICeOnXKNO7q1asaFhZmer51Wf/66y/dv3+/Hj58WKOiop6ohmnTpqmPj4/R7tOKj4/X+Ph4PXPmjM6aNUvfeecdPXjwoKraLtO/bd26VZs3b67ly5fXY8eOPXZ667KvWbNGK1WqpKVLl9aiRYsm6bPx4MGDGhERYbRx9+5dLVKkiK5Zs8aY79KlS9XR0VEHDhyo9+/fT9rCJ6hr3bp12rRpU+3evbt+9dVXxjxz5sypZcuW1Zo1a6q7u7tu2LAhSfNN+LqGhoZqcHCwLlmyxHifJnW7T7hOFy1apOPGjdMxY8bo8ePHbZbBOr8LFy7o6dOn9a+//jItY2ISPu/EiRPG8JEjR6rFYtFatWpplixZ9NChQ0mqNzmsNaxdu1ZDQkK0UqVKWqNGDf3nn380Njb2id8jD5t/TEyMzfq0Dt+0aZO2bdtWmzVrpv3793/o88+dO6enTp166HvPOt3GjRu1X79+WrNmTZ07d67u3bs30ekT1nLmzBk9dOiQzWuZlNdNVXXJkiX6+eef68aNG419m0e9F5Ni4MCB6u3trX369FEvLy99++23tUaNGpolSxYtWLCgdu3aVS9cuGBT77OWcJkOHTqkBw4c0IsXLz7RPE6dOqXFihXTzz//XFUffBdv3rxZM2fOrLNmzUp0H2Xbtm3q6+urp0+f1vj4eKOOjRs3aunSpW32N55Ewu3q3LlzNu/ZhONVbZf9zp07GhkZaZpfwtp/+uknrVmzppYuXVqvXr1qmsej6rG+D8uVK6d169bVkydPJnnfzTqP9evXa8uWLbVmzZrao0cPPXny5CNrsD5vx44dOmfOHB0yZIgePnxY79y5Y0wzYsQIzZUrl44fP97m+zXhPA8fPqw///yzXrlyxfisfZr3QsLjjKFDh2r//v11+vTpyZ6fquq9e/d04sSJevToUZvh27dv17ffflsdHR01Y8aM+sEHH+iNGzeM5yQUFxenS5YsUW9vb/Xx8dH8+fPrqFGj9MqVK09Vm9W0adM0Q4YMevbs2UdOZ33/b9++XefPn6/r16/XYsWKabVq1Yz1/qT7/dZ1vmLFCs2XL58WKFBAvby89L333jP2NZLLOu+IiAiNjIx87H7zv/fFM2XKpJ988onN9+/TIDBIBdYXffny5ZolSxZjh8zPz09nzJihM2bM0GrVqqmq6vXr13Xx4sVarlw5zZgxo2bPnl379Omj27ZtS3b7//4Asv4/a9Ys9ff310uXLumKFSu0YMGCGhAQoF5eXtq9e3fjYPRpfPrpp+ri4mJ8KG7cuFErVKigIqJ9+/bVgwcP6qhRo1REtG3btsbz4uPj9cCBA6bQILEvpXv37mlAQICOGjXqiWo7ePCgfvnllzp06FBjWFRUlFaoUEFLly6tW7ZseSahwcqVKzVDhgwaFBSkmTJl0jZt2uiWLVv08OHDWqZMGf3111/1999/1759+6qjo6N+/fXX+v3336urq6uOGzdODx06pO3atdPs2bPrF198YXxJrVu3Ttu1a6flypXTd999V7dv355iNS9dulSzZMmigwYN0q5du2rp0qXVw8ND169fr6oPXpc1a9Zo3759ddasWaqq+uuvv2rWrFm1RIkSWr16dV2yZIm6uLhooUKFdNCgQUkODRJ+IBcvXlx9fX21QoUKWr58eS1duvRThQZ79+5VV1dXnTt3rp49e1Zv3rypzZo108KFC6u/v7/u2rVLT548qcOGDdNy5cppr169UmSHc8CAAerr66tvvPGGhoSEaJ48eXTChAl6584dHTx4sNavXz/RnazkeOedd9TLy0sXLVqkZ86csfk8GDVqlFavXl09PDy0V69eunbtWlX933q0HoQWLFhQLRaLtmrVSr///vtE2/n3eomPj9ejR49qxYoVjffv07yfrF/2y5cv15w5c6rFYtGcOXNqy5Yt9ebNm6pq/qyzHpAcOXJER40apdmyZdNKlSoZOz8P+2xUVV29erVmzpxZx40bp1u3btXWrVurp6enLl++/KE1rl69Wr28vPSzzz4z3pd37txRf39/3bZtm7GOrl69qh999JFaLBYdPXr0Ex1k/vTTT5opUybt3LmzVqxYUcuWLauvvfaaZsmSRWfPnq1xcXG6c+dOtVgsOmTIkCTN01rXyZMndcGCBerq6qqlS5fWFStWPHFooPrgAM7Ly0tbtmypBQsW1Jo1a+qXX35pvIbx8fG6YsUKLVeunObLl0+Dg4O1Y8eOSZr30qVLNXfu3JorVy4tWbKkbtu2TSMjIzU4OFjt7e110KBBSa4zuVatWqWurq46dOhQXbJkiVapUkVz5syp9evX13LlyunUqVP1jz/+eOL5WtfxDz/8oE2aNNHmzZsbJxJUH3wGuru7a9euXXXChAnq6empr7zyil64cMHm+cuWLdOiRYuqn5+fFixYUNu0aZPoNrZixQp1cXHRPn36aP/+/bVMmTJapUoVPXPmjM10Cd8Xw4YN02LFiqmrq6vWrFlT58+fb4Rej9tGBg0apNmyZdPcuXNriRIltEuXLkZdyT1QWr16tebIkUM3bdqkuXPn1kmTJum1a9d09+7dum7dOvXy8tIMGTLoW2+9pZcuXUqV0CDh/IcNG6b+/v7q7++vrq6u+uWXX+qtW7eSPK82bdpohQoVND4+XmNjY7VLly7arVs3VVUNDw/XXbt2af/+/fXNN980DtiKFSumnTp1MubRvXt37dixow4cOPCplmfZsmVasGBB9ff3V3d3d+3du7f++eefNtMmfB0nTpyojRs31sKFC+vkyZNtgryEB+utWrXSypUrq8Vi0RIlShgH2IltEwnXrfV9OGjQIF27dq2WKlVKK1So8Nh9t4TzsL4H3n33XR09erTWrVtXixQpYhxkPWy7XLp0qWbLlk3r1q2rderUURcXFx07dqzNazt8+HCb0CBhu0OGDNEiRYqoq6urVqtWTUeMGGGcvHua0GDZsmXq5uam7du3127duqm3t7dxMi45Fi5cqDlz5tTevXubwserV6/q2LFjVUTUzc1Np02bpt9++62GhoZqq1atdOLEiaqqevr0aa1atarOmTNHz549qwMGDNAKFSpo7969nzg0SBhQWtdTdHS0hoaG6oABAzQ2NjbR93fCbdjb21vfeOMNPXLkiK5bty5ZoUHCadavX6/u7u768ccfa1xcnI4fP16zZMminTt3TnZ4/e/vgsDAQO3Vq1eiJwGs++FWN27c0KpVq+r48eNV9cFxzc2bN/Xrr7/Ww4cPG9vZkyIwSCW//vqrcYCnqnr//n21s7PTPHnyaLdu3VREdPjw4VqlShUtV66cOjg4aI0aNVREtFatWlqsWDFjZz65du7cqf/884+q/m9jLF26tIaEhKirq6vOnj1br1y5ot98841aLBbt2LHjE32x/Vt8fLy2adNGX375ZWPYhQsXNDg4WAMCAtTHx0e3bNmiuXLl0po1a6qnp6c2adJEQ0NDjecnFhr8W1RUlL7zzjvapEmTJB2EWs/CZ8+eXS0Wi01QofrgtalQoYKWK1dO161b99RnP6xtqqqeP39eX3vtNf300081Li5O16xZo7Vq1dL69evr559/rsOGDdNff/3VeN7gwYPVwcFBixQpopMnT1ZV1X/++Ufz58+vBQsWVCcnJ/3ss8908eLF6uLiov369dMvvvhCAwICtEKFCilypu3mzZtavnx5HTlypDHs4MGD2qFDB/Xw8NAtW7bowYMHNSgoSLNkyaKffPKJqqrOmTNHu3btqmvXrtXatWtrhgwZNDQ0VHv27Kk+Pj46cuTIJB8orV27Vl1dXfWDDz7Qixcvau/evdXPz0+LFi2qJUuWTHZo8O2332ru3LmNsxqqD878+/r6asaMGXX69Ol6//59jYiI0HHjxmnZsmX17bfffqodzhUrVmiuXLn04MGDOm3aNC1XrpyKiM6fP19VH5x1yJgxo/FZ8TS+/vprzZEjh+7bt8/mzOWZM2d06NChmi1bNl20aJGuWLFCg4ODtWLFivrdd9+p6oOzJ66urjpz5kw9deqUbty4UevUqaN16tTRH3744aFt/vvsQufOnbVIkSIp8j5av369uri4qIuLi06fPl3Hjx+vbm5u2qRJE5uzQglfn2+//VZz5cql3bp105deekmzZ89u896Ii4vT/fv327Rz9uxZrVatmn700Ueq+uCsmr+/vwYEBKizs7MuWbLkoTW2bdtWAwMD9fPPP9fw8HCNj4/XYsWKGTug3333nebJk0c7d+6sefLkUYvFogMHDkxygDZy5Ejjs+DChQs6YcIEzZEjh9HL6syZM5orVy596623jOdcvnz5sfNduXKlOjk56bBhw/TNN9/UggULaqFChXTZsmVPFBpMnz5dc+fObZyptn6fVKxYUefOnauqqhs2bNCMGTPqzJkz9a+//tLZs2erxWJ56Hq1tnv48GHNly+fTpo0Sbds2aK1a9fWPHny6JIlS7R9+/b65ptvqp2dnU6dOtXYKUrpg8O//vpLg4KC9OOPP1bVB5/H3t7earFYNGPGjNq5c2ctVKiQtmrVSn/66acnnv/mzZs1Y8aM+sorr+jLL7+sdnZ2+s477+ihQ4e0YMGCOmPGDFVVvXTpkmbPnl3t7e21Zs2axtnrrVu3aoYMGXTmzJm6fv16Xbx4sebMmVNr1apl7OTGx8fr+fPntVSpUkbAe+/ePePg62FGjhypvr6+unLlSr127ZpWq1ZNAwMD9YMPPjDe94mF+vHx8Xr16lWtX7++Hjp0SK9cuaLTp0/XcuXK6SuvvPJEocG/p1myZIlWqlRJ9+/fr9myZdPXX39d8+bNq4UKFdJatWrp6tWr1dnZWd3d3bVbt2566dIlU50pKWF977//vmbPnl03bNig8fHx+uqrr6qHh4d++OGHxvfVw5bL+lr99ddfGhAQoAsWLFBV1T59+miFChX0xx9/1LZt22poaKiWK1dOixcvriVLllTVB99hlStXNnrhdOzYUS0WizZr1izZPWC2bdtmvGe3bt2qS5Ys0axZs2qrVq301KlTpvU5ZMgQzZYtm86YMUNHjx6tQUFB2rhxY5seLFu3blU7OzudPn26/vLLL/rJJ59o6dKltUiRIqbQIGGPIut6KV26tPE+vH79uubJk0ezZMmiuXPn1i1btpg+U/+9P3vkyBEtXry4zp49W1UffJ76+flp9uzZNWfOnA/tjXbo0CHNmTOnzps3T1UffKeKiI4ZM8Y0/bBhw0w9DcaMGaO+vr66adMmjYyM1FdeeUX9/Py0V69eNr3TntTp06e1QIECxj7YX3/9pVmzZjUCpuSyvi69evUyvmetr/edO3d02LBh6ubmpi4uLmpnZ6fdunXT+vXra6lSpbROnTo6cOBAm97M1nVQvnz5ZIUGqrYH7PHx8Tp48GAtXbq0zWdcQnFxcbpt2zZ1cXExvodUVSMjI3XdunVatGhRm9DgYet/8eLFNv/fvHlTX375ZR0xYoSq/m//vHLlyurv76/t2rUz9c5IqlWrVmnGjBl15MiROn36dG3RooUWLlxYV6xYYUyzYsUKrVGjhk0vln/++Uf9/f11yZIlGhERoe+9955WrVpVM2TIoAUKFNClS5cmuo4eh8AgFcTGxur8+fN14MCBGh8fr6dOndLcuXMbqW+GDBm0cePGWqRIEX311Ve1QIECOmfOHI2Li9PSpUtrlixZtHDhwlq4cOFkhwYbNmwwusp88MEHeuDAAVV98EHg4+OjAwYMUNUHO8r58uXTJk2aqIeHh7766qtGav0k4uPjdcOGDSoimj17duOALDY2VsePH6/Dhg1TEVF7e3tt1qyZ3rp1S998800VEXV2dtZGjRoZ83rzzTe1Xr16WrhwYV20aJF+9NFH2rRpU6Mbt6rqvn371MnJyfRmflhtqg/S0WLFimn+/Pl1//79Nm+e+/fva8GCBbV69eop0tNC9cFlCJ06ddI6derYnMFp166denp6aoYMGTRPnjxapUoVvXbtmjG+e/fu6ujoqFOnTtWwsDAtVKiQdu3aVVVVW7Roob6+vsZOtOqDLy8vLy/t27dvitR95coV9fPzM3Ysrfbv36+BgYGaLVs2Xb9+vS5YsEBLlSqlZcuW1ePHj+uNGzf00KFDGhkZqcWLF1cvLy/t0aOH3rp1S/38/NTPz8+md4dVwsBEVTUsLExr1aqlEydO1LNnz+rvv/+uvr6+Wr58eS1atKgWL15cS5UqZRMaJLU7Y8OGDTVz5sx65swZjY2N1WvXrmnHjh3Vx8dHHRwctGDBgkaXvoiICB0/frxWqFBB27Vrl+T19+9uxTNnztTGjRvrvXv3tHfv3mpnZ6e5c+fWihUr6tKlS3Xv3r06ceJEbdq0aaKXCjyJUaNGaZ06dfTOnTt6/PhxnTZtmhYtWlQ9PT3V29tbd+zYoaoPuhc6OTlpuXLltHz58rpixQqdMGGCVq9e3WZ+v/32m9asWdNY/n9/4Xz66afatm1b3bVrl/HFfeHCBS1ZsqTNl3RSbNiwQceMGWMcHF+9elXr1aunzZs310qVKunVq1c1Z86cWrx4cXVzc1MPDw9je7Ku8/Pnz2tAQIBx4K/64AAjNDRUK1SooMeOHdM5c+Zo/fr1jV4Kqg92tMaMGaPh4eF68eJFLVSokHbp0kXv37+vDRs2VB8fH9NnTcKd09dff139/f31s88+07/++kvLlCmjZ86c0ePHj6uHh4fOmjVLo6KiNCwsTD/99FN1cHDQgQMHJrozn/DyqRkzZqiIaP369Y3xV69e1caNG2vmzJm1S5cuRjhiXQcbNmzQd955x3SAknD+N27c0FKlStmEgvfv39eqVatqwYIFdfny5UkKDe7du6fDhg0zduKXLVumHh4eOn78eK1Vq5YGBAToF198oX369DEuu/nnn380T5482qNHj4fOV1V19+7dumDBAh0wYIDNe6px48aaL18+XbZsmUZGRurw4cON0CBhF+EjR448cv5JdfDgQR0xYoRGRkbqhQsXNFeuXOrm5qYfffSRBgUFaWBgoGbOnFlz5MihjRo10l9++SXJ8/7nn3906dKl2rhxY+3Tp4/evn1bv/32W82QIYO2aNHCWGfnz5/XfPny6ZtvvqkHDhzQLFmyaKtWrfT8+fM6bNgwm5BeVfX48ePq5+dn04vj3LlzWqxYMb1+/bqePHlSc+bMaXyvqKrOnDnTZkd+3759WrZsWeMMl3Xn23oCYOrUqTahQcLX6OLFi3rixAkNDQ019gXu37+vn3/+uZYtW1Zbt25tbPtJ3Ym1Tr98+XL18/PTxo0bq729vRYvXlxHjRqlc+fO1fz58+uWLVuMXo2urq7as2dPI0BLydBg4cKFNv8fOXJEQ0JCjB5ZK1eu1CxZsmijRo3UYrHohx9+aOxbJazju+++05s3b+r9+/eN92aLFi2M1+6HH37Ql156STNkyKBt2rTR1atX688//6xLlizR4OBgDQ8P1z///FN9fHyMz73Y2FgdOHCgOjo66rfffpus5Rs8eLA2bNjQZtjevXvVw8PD1HNh2bJlGhAQoHv27FFV1R9//FEdHBy0ePHiWq9ePeMysuHDh2vTpk1tnrtt2zYtUaKElihRwtgPmj17tjZq1Ehv375tbFeHDx/W8ePH67179/TixYuaP39+feuttzQmJkaLFSumFSpU0LVr1xrfQ5MnT9aQkBD9+++/jbZ+++03ff311zUmJkbPnj2rBQoU0Ndff11//fVXLVCggBYqVEgPHz5sWhfWSyhUVY8dO6Y5c+bU119/XVUf7CckPFHzww8/6HvvvWeEBj/99JMGBwfrmjVrVPXBJUYuLi7auHFjLVSokPbt2/eJw07rdL/99psWL15cVR/sy+fMmVPffPNNm7qfRMJejqNHj9ayZctqr169dOHChbpkyRJj3/j48eNap04d9ff3VycnJ/3444/13LlzumDBAs2SJYtx0uvevXs2nwtjxozRypUra5cuXWxO2jzO3LlztVSpUrp161Y9d+6cqqrevXtXc+bMafMdZhUXF6dxcXH67rvvao0aNfS9997TgQMH6uzZs7VLly766quv6kcffaRFixbV6tWr2wSdCf3222+aP39+PXfunDHu3r17umbNGv3zzz/12rVrWrRoUWNbGDVqlLq7u2vLli0fe/Iu4f6H6oPtqkSJEvrpp58a4318fLRIkSJasGBBIzS4fv26cSLYGuaoqnbo0EFdXFzUy8tLmzZtauzHVqpUSTt37vzYdZwYAoNUcuzYMT1y5Ijeu3dPS5YsqTly5NAcOXIY14Nny5ZNp0yZoidPntTXX39db926pT169FBHR0dt37697tixQwMDA7VQoUI26dLDJHbA9Mknn2iePHk0b968Wr58ee3fv7+uX79enZ2ddcyYMXr16lUtWbKksdMwffp0tVgs+vLLLz90Z/NR7amq1qtXT+3s7PS1114zrp2LjY3V9evXa1BQkObIkUMrV66sK1eu1A4dOmipUqWMGuvVq6e///67VqxYUYODg7VJkybq7e2tb7/9tnFgWqVKFd20aZNGRETo2LFjtXnz5ol+8Dzsg/fKlSuaM2dOrVKliumLITIyUk+fPv3I5X4SX331lebJk0fd3d31xx9/VNUHZ+G9vLz01Vdf1ezZs6uIaLt27TQiIsL4IFR9ECpUq1ZNBw8erA0aNDBej/79+6u7u7s6ODjo8ePH9e+//1Y/Pz+bHb8ff/zxqa8Va9WqlbZv316vX79u81q3bdtW3dzcNE+ePHrnzh2dN2+eVq5cWVu1amWcETh48KAWLlxYP//8c42Li9NTp05pw4YN9d1337VZRtUHX56urq567do1mzPiX375pU6bNk2LFCmiTk5OmjFjRn3rrbe0VatW6u7urgEBAVqqVCmdNGmSkdD/W2LbwOrVqzVr1qzauXNnY+fkwoUL2rFjR3V2dtbSpUvbXBcXERGhQ4YM0S5dujzxGQDrmcFx48ZpkyZNdNeuXerq6qozZszQLVu2aI8ePdTDw0Pz589v3Kvi999/V9WknW1IbPk+//xzdXV11Vy5cmmxYsW0devWOmLECB00aJBaLBb9888/de3aterp6alffPGF/vHHH+rr66tlypTRVq1aaVBQkLFTYK1h1apVam9vn+i10aNGjdIWLVqok5OTdurUST/77DONj4/Xpk2bPtGX1K5du9TNzU3feecdtVgsOnPmTFV9sFP+/vvva8GCBdXLy8s4KLNeMmFnZ2fTZe/kyZOaLVs2U9D6zTffaLZs2bRatWq6du1a43rchNcYW1/3/v37a8OGDY2duB49eqirq6v6+PjYfC5a1781jO3WrZsWK1ZMJ0yYYJyJa9OmjWbJkkW7deumb731lhEMz5o1Sy0Wi44bN87UQ0P1QfdX65d/hgwZ1NHR0QgIVR/0osiZM6fa2dkZZxmt9fTq1Utfe+21R3ZDjIyM1NKlS+u0adOM/1UfHNT5+/sbl5U87v4o1stQwsLC9MSJE1qoUCGdMmWKqqr+8ssv6urqqoGBgVq8eHGdMGGCXr16VXPkyKHdunUz5vXll18aZ0ASKl26tFosFq1Xr55xqcns2bP1jTfe0Pz586uPj48uWrTICA0cHBx00qRJeujQIW3UqJFWrVr1ocv/KAnvnzJu3Dht2LChnjx5UuPj47Vbt25aq1YtfeeddzQyMlIbNWqkIqLu7u76/fffa+bMmbVJkyZJupfEmTNn1GKxaLZs2bRt27ZGj5Q7d+7od999p05OTtq+fXuNj4/XFi1aaNu2bTU6Olrv3bunwcHBarFYtEGDBtq6dWsNDg425mtdV3PmzNESJUoY2/gff/yhgYGBunPnTvX399fXX3/deI/36dNHvb29dc+ePcawixcv6oIFCzQyMlK3bdumXl5exrX11rPCw4cPN92T491339VcuXJpUFCQFihQwGYbioyM1M8//1wrVKigL730UpJ72cyYMUOLFy+uN27c0OjoaJ03b54OGDBAmzRposWKFdPcuXNr7969tVixYrpjxw7t0qWLrlq1Svv06aNZs2bVfv36GZdxpIQPPvhA27Zta/M5ffbsWf3iiy80Ojpat2/frn5+fsaZ35dfflk9PT111KhRNu/LU6dOaZ48ebRYsWLavn17PXDggG7btk07duyo9vb22rdvX42Ojta4uDjju2HTpk3q6emp2bNn18DAQOOzbPLkyVqoUCGb65e7d++uGTNm1FWrVj3R8sXFxWmHDh20Xr16xv/WwKZYsWKaKVMm46BF9cGB6fDhw1X1wXdslixZ9PPPP9fvvvtO3dzctEGDBvrrr7/qO++8owUKFDC1N3nyZLVYLJo7d269fPmybtu2zfi+SXgyxbqP0a1bN23ZsqUREL7yyitqsVi0ePHixvfXvn371NnZWVu2bGkTGlj/7tChg7Zu3drYBhs2bKj29vZapEgRjYyMtPmsW7BggRYrVkwvXryoefLk0a5du2pcXJyOGTNGS5Ysqc7OztqzZ08dMGCAlixZUuPj4/Xdd9/V3Llz69ixY3XGjBl648YN3b59u/r4+BgHhaGhocb7P2HYmZiEl9ZYe04cP35cK1WqpOvXr9fcuXPrG2+8Ybz/Dx06pO3btze2m8dJuC337t1bX3/9dfX29lYHBwfNmjWrWiwWXb58uUZFRenp06c1V65carFYtHTp0pojRw794IMP9MKFCzp//nzNmjWrZsqUSUeOHGk6lnj33Xc1JCTkkSdHrMtpPfBfunSptmrVSv39/bV69eo6depUvXbtmo4aNUrbtWtns/+YUIUKFdTOzk6Dg4M1R44cam9vr+XLl9eSJUtqiRIldPXq1VqiRAkNDAxM9Pl37twxQr6El5xZh82YMUNr1qxpbKOfffaZFipUSOvWrfvI+5eMHz9eq1WrZnO/unPnzukbb7yh169f13PnzmmBAgW0e/fuumfPHi1RooT6+/vbhJTHjx/XMmXK6ODBg41hCxcu1K+//lrv3r1rzLtjx446aNCgZPVgITB4BhIe6Pybtetlt27d9KuvvtKQkBAVEW3ZsqWRDn377bfaqVMndXZ21rp16xofeK1atVJfX1+tVKmSRkREPPQgOOGG8PvvvxtnEVUfnK09dOiQER40a9ZMRUQDAwN10qRJWqVKFeODf/78+VqpUiXNnz//I2+Uk7COxYsX6/Tp042uWqqqxYsXVzs7O3355Zd13759euHCBW3UqJEGBgZqwYIF1c3NTS0Wi3p7e+vIkSP1ypUrunLlSi1QoIDWq1dPN23apI0aNdLy5ctrq1atjC/EtWvXateuXdXPz08bNmyoFStW1JIlS5quT054I5iEN5y0fnBdvnxZc+TIoVWqVEmxs1APs3z5ci1atKi2atVKFy5cqL169dJVq1bp4sWLddGiRVqkSBG1WCw6aNAgLVu2rHGmzrocrVu31k6dOhkfnP369dNVq1Zp7ty5jUsRunbtatOdsVmzZrply5Yk1WddV7dv37b5YJ86daoWLVpUp0yZYnw4fvPNN1q6dGlt0aKFLlu2TNeuXasdO3bUnDlzat68ebVq1ar6559/6uHDh7VAgQLGGb/hw4drw4YNE+25cv/+feOLI+GB+vfff68uLi7arFkzrVOnjvE+6tSpkxYuXFibN2+unTt3NtpJ7EBG9cE2MHbsWJ07d64REFlDM3d3d+MmlH369FF/f38tV66cjhs3zmZed+/etfkCe5iE4z788EO1WCx64sQJHTZsmGbIkEFFRBs3bmy8v+/fv6+VKlXSKlWqaGBgoFosFm3YsGGSdqITtnXp0iW9dOmS3rt3TyMiInTw4MEaEhKic+bMMbbvn3/+WcuXL69///231q9fX0eOHKlxcXF67NgxrV69uhYqVMg4E7Zy5Uqbtvbt26dFihSxSbP/be3atfrWW2+pt7e3tmrVSjt06KAWiyXJ26Hq/3YMreGGNXC5cuWKVqtWTT08PLRDhw66Y8cOYwcuS5YsumnTJmMeV69e1eDgYJ00aZLp87hatWrq5uamtWvX1sjISP3tt9+0Ro0axqUhqg8+wxs1aqS9evUyhr399tu6YcMGmx1Xq82bN6vFYtGNGzeq6oOgz93dXYsXL65169Y1Pm8rVqyojRs3Nnbezp49qz4+PmqxWIwdbes2dvfuXQ0ICNBPP/1UDx06pOPGjUs0NGjZsqXa2dnplClT9Nq1a3r58mXjmvFHfa7FxcVpdHS0VqhQQV999VVjuPWAoHXr1urg4KB16tSxCeMedr8I6/a6ePFiLV26tNEF/Pvvv9eXX35Zhw4dqqNHj9Z27dpprly5jHAzPj5e7969q127dtUxY8Ykut2HhIRo1qxZddu2bTps2DB1cXHR9u3ba5kyZTRTpkzq7u5u1Dh69GjNkiWLcSPbJ73RqrUm1QcHPWXKlNGBAwca3y+xsbFau3Ztfffdd417gxQsWFDr1q1rfEdZL7Xr1KnTY3uq3bt3T6dMmaJubm7ar18/VX0Qsrzxxht6+PBhXbp0qVosFu3fv79WqFBBFyxYYNTXrl07Xbp0qZ46dUpXrFihBQoUsLnXRnx8vC5ZskSzZ89us800a9ZMLRaLKcx76623NCgoSC9evGhcox4bG6s3btwwLjXs37+/8T3zyiuvqL+/v/bs2dOmq/CyZcvU19dXFyxYoIMGDdIcOXKYei1FRkbqxx9/nOQQNj4+Xg8ePKheXl7q5eWlNWrU0KVLl2pMTIwuXbpU69evr9myZVNnZ2f19vbWrl27as6cOY19mCJFimj27NmN651TwpUrV4ztP+H+1vXr11VVtWvXrtq5c2eNjo7W+Ph4feutt7REiRJaqVIl4zXs2rWrNm7cWMPDw3XatGnasmVLdXJyMi5PtYakFStWtDnz++OPP2r79u3VwcFBy5Qpozlz5tTatWtrQECAcWnLtWvXjGV98803NXPmzI8MDaw1/f3338aB65dffqnOzs7GyQ7rpV9jxozRQoUK2XyfR0VF6bVr1/TWrVs211KrqpYsWVLz5s2rAwYMMO478OWXX9os0/r167VmzZraokULm++ZPXv2aM2aNW0C4NjYWA0NDdVhw4YZw/r27asHDhwwTkhYl/2PP/7QzJkza/PmzW0C7/DwcA0KCjIC05iYGO3atat+/fXXxv7Ijz/+qH369FHVBycOKlasqPb29sa9It5991319vbW0NBQLVmypObPn19DQ0ON9+HBgwd12LBh6ujoaPS2swbH1m2nT58+Wr58ee3Xr99jb8prfY02b96szZo107///lsvXbqk5cuXV2dnZ23fvr3Nc/r376/Vq1d/ojP5qg+2y4CAAN29e7eeOHFCe/XqpZkzZ9Z8+fKpq6urLl26VM+cOaOjRo1SZ2dn9fX11WzZsmn+/Pn1xo0beu/ePf3yyy81U6ZMmi1bNh0/frwpvE7su9Qq4Xr4d5i+efNm414uzZo10zJlymjmzJmNS4ASmjNnjnE5YubMmbVSpUpqsVjUwcFBP/zwQy1WrJj+/fffumLFCn3ttdce+dnwzz//qJeXl7Zp08ZmuPWyVeu+66BBg3T69OmP7aV94cIF43slYeBq/fx48803tXXr1sZ78bXXXlM/Pz+jR9GtW7f0zp07+tZbb2mlSpX0/fffN7Vx+fJlHTp0qHp4eCT7EgkCgxRm3UjXrVunzZo1044dOxrXR0VFRWnVqlU1Y8aMOm/ePN27d69myZJFs2XLphUrVtTz58/r3bt3ddasWdqiRQstUaKETRfbbt266bRp05L8hn/nnXc0d+7cmiFDBq1du7auWrVKY2Nj9eTJk1qiRAnjDNdbb72lTk5O2qJFCy1ZsqTxBh00aJBOmjTpkde8JXxTDh48WDNnzqzly5dXEdE2bdro1q1bde3aterg4KCOjo5qsVg0ICBACxcurN9++61myZJFRURz586tdnZ2unv3bmNdWXd8GjVqpJs2bdL69etrrVq1TGdrfvrpJ502bZoWKFBALRaLNm/e3BQWPOyGk9bU7/Lly5o3b14tVqzYU9/ZNGG7f/zxh27evFkXLVpkDFuyZIkWKlRI7ezs1MXFRSdMmKBFixbVl156Sc+fP6/vv/++2tnZaZkyZbRSpUo2N73q3bu3cTOVUqVKaebMmfXkyZM6fPhwtbe317p169rU8d5772nJkiWf6M7IK1eu1ODgYC1durT27NnT2NHu27evFi1aVF9++WWtXr26ZsqUSZ2dnbVSpUpaoEABdXJy0iFDhuiMGTM0f/786uLiohUrVtQjR45ox44d1d/fX/PmzateXl66b9++R9Zw6tQptVgsxtnJAQMGaK9evbRv375asmRJLVCggHbt2lX79++vEydO1OvXr2tMTIz279/f5uxBQitWrNBMmTJpUFCQBgQEaFBQkNFFb8SIEerk5KTOzs6aPXt29fb21nXr1mmvXr20YsWKOmHCBNP8ktpdcPv27Tpy5Ej94YcfdNCgQZo9e3atW7euZsuWTUVEX3nlFf3++++1Xr16WqJECY2JiTEuf6hYseJjf2EgYR0jR47UatWqqZ+fnzZp0sS470d0dLTOmTNHc+TIoZcuXdKGDRtqnTp19NatW1qoUCH94IMPdMWKFZonTx4tUaKEzp8/X+Pi4rRPnz7q4uKiy5Yt02vXrmlMTIwOHDhQCxUqZHwO/fDDD7p48WL98ssvbeqKiorSCxcuaLdu3YzwwbrDlZSdobi4OA0LCzOuf3d0dDTOxAwePFj9/f2NHYgBAwZopUqVtFChQnru3Dmb+b/++utasGBBm7uyR0VFafv27XXKlCnGAe3Jkye1WrVqWqdOHZvLDXr37q0eHh46bdo07dSpk3p6eiYalvz99986fPhwI+Szvi5dunTRwoUL62effaZRUVHapk0brVy5svFZp/ogoHv99df1iy++sPn82bx5s3GQbN1Rv337tk6dOlUzZ86sjo6ONoFW3bp1tXDhwuru7q5VqlTRfPnyme7PkPCSrKioKONAdtOmTers7Gyz4636YCd2xYoVpt5AVpMnT9bWrVtry5YtjS7IqqpffPGFFi5cWH/44Qc9evSohoaGGl3qN2zYoJ6enlq0aFFj+46KijLOwlkPUq13hk74epYpU0bz5MmjwcHBunXrVlV9EKosWLBACxYsaNPtfvfu3frTTz8ZO3/J+cWhVatWaYYMGXTKlCn622+/qeqD75waNWpo8+bNNSAgQJcsWaLdunVTBwcH40aT1hvUffzxx4+9e7dVeHi4Tp06Ve3s7PTDDz/UGTNmaEBAgPbs2VNPnDihK1eu1IMHD2revHn1lVde0QMHDmiTJk3UyclJx44dqxEREfrnn39qkyZNtEmTJkZPjZiYGG3atKk6ODjoq6++apwdO3r0qNasWVPz5s2rGzdu1MWLF2ufPn3U1dVVf//9d92wYYNaLBabg8vY2FgNCQnRt99+2xjWtm1b3bBhg8337tdff61ffPGF0QshKipK16xZo4ULF9batWvbLLf1QFr10Tcitc7bep8GV1dX9fT0VDs7O23Xrp1aLBZt2bKl+vv7q729vfGrTNb3zvXr1/W1115LtHdbciX8/F23bp0WLFjQ5gD53r17WqNGDZv11axZM/3999+N5164cEFr1qxpE6hau5TXqFFD/fz81GKx2IQ7UVFRumvXLu3atatWqFBBf//9dz1x4oQWLVpUM2bMqAULFlQRURHR7t2723yPdO/eXS0Wi+mzIeHyrFy5UoOCgnTMmDHG5VPt2rXTIkWK6LZt24zpBw8erGXLltWxY8faXCql+r/7qSxbtkxVVbds2aIhISE6ZswYjYuL0zt37mizZs20atWqOm/ePGNfY/DgwcY17wnXr/VSgLp16xq/0qT6IEgsXbq0Lly4UHv27KkeHh6mfR7re//3339XFxcXbd68uU0P0iZNmmj58uV169at2r9/f/X39ze6nsfFxekXX3yhJUqU0G3/f/PaadOmabFixbRLly7GHfJfe+019fDw0K+//lrt7e2NG75ab3D7+eef66effmp8HjVr1kybNWtmLGOrVq30q6++euQJiYRhwbfffmtsF9abXG/evFmdnZ21Y8eO+sMPP+iuXbu0d+/e6u7u/sQ3Yr1165aWKlVKp0+frjExMcbB7JgxY9TDw0Nz5sypmTJl0qVLl+rx48e1YcOG6uTkpHnz5tWyZcvqJ598onv37tW7d+/q4sWLtW3btlq2bNlH9gRNKOHyT5kyRRs2bGhcEpkwAD537pzOmDHDCEBfeuklvX79uv7yyy86evRoHTJkiDZu3Nj4LJo5c6ZxGdnrr7+u9vb2GhgYqOHh4TbzfVhoEBERoZ999pnmypVLu3TpYgyfP3++BgQEaMOGDbVhw4aaKVOmJzoJuX37di1TpozNdhkdHa2VKlUyLhuPj4/XN9980zgW3Llzp77yyiuq+uA4pm/fvqZ7jm3evFmbNm2q/v7+Rg/I5CAweAY2b96sTk5O2q5dO61Xr57RBe7atWvq5+dnXKdvZ2enGTJk0NWrV6u3t7cWLFhQ9+/frzExMXrz5k3t1KmTVqtWTb/66it95513NFeuXI888Ev45lq1apUWKVJE161bp7/88otWqVJFq1SpoosWLTKu5SlXrpwOGDBA//nnH+3cubMGBgaqs7Oz1q5dW+vXr6/u7u5Jvmne2bNntXr16nrgwAGNiIjQ3bt3q4uLi1osFh05cqQOGTJEQ0JC1NnZWQcPHqxRUVE6c+ZMtVgs6uTkpFWrVlUvLy+bpDEyMlKXL1+uHh4e2rJlS92wYYM2aNBAQ0JCbL4srG7cuKGjR4/WSpUq2dwj4N83nIyMjDRuOPnhhx8aCfKlS5c0MDDwqS9DsH6YL126VPPkyaNlypQx7rpvPUBdvHix5sqVSx0dHbVx48Y6bdo0rVatmtarV0+vXLmio0ePVhHRGjVqaHBwsNElW/XBWSt7e3vNkSOH8ZNqR48e1ddee019fHx09uzZ+umnn2rPnj3V1dXVuF4wKX799Vf18PDQd955R4cPH67ZsmXTkJAQ4+Dw008/1fLly6ujo6OWK1dODxw4YHQf9PT01GnT/o+9v4yrMn3bP1AW3d0IktIlKSChSAgiAnYndnfHqGPn2DWO3TGjYvc4drfYnYioSHz3Cz739axbDOb3PP+994vf+WoGcK07rjiv4zzO45jJp0+fMDMzExZFJSUl5OXlsWvXLv7444/vHuiVo6ioiOHDh6Opqcns2bOJjY1l4sSJTJ06FQ0NDSEmo6enx9ChQ38owgdlFaD+/fuzZMkSSktLOXToEE2aNMHJyUkkkytXrhQ9yFLi9ujRI3r06IGzs3O5A3FFYv/+/dja2mJmZsaiRYtwc3Pj8OHDPH36lF69eqGiooKenh7+/v6kpKTw5csXvnz5QnFxMfn5+eUqgj+K4cOHY2pqyl9//cWxY8dITU1FS0tLHG5PnDiBnZ0d+vr6+Pr68uXLF54/f056ejphYWGoq6vj5eUlAw3fv39P7969UVdXx93dneDgYExNTUWiOXDgQOzs7AgNDcXIyIh69eqVWzNKS0vJz89n7Nix6OvrV8j6CMp6WSdNmoSNjQ2qqqpizZw1axZbt24lNDSU6OhoYmJiUFNTEyrNderUoV69eoL+C2UJZZUqVRgxYgTr1q2je/fuuLi4yGi0UEZxTU5OpkaNGoLu9+nTJ1q2bImXlxcRERHf3HAvXbpEbGwsLi4ubN26ldLSUj5//szevXvp06cPnp6euLi4MGvWLHJycqhduzZhYWFs376d8+fPM2DAAFxdXcv1Mf7111+YmZlhbGzMkydPOHz4MO/fvxeggZGRERoaGkJsC8qS6t9//50DBw6Uuz8ptmzZQmhoKL6+vvTt21cwHWbPni3A41GjRtGuXTt0dXVlhyvlfWbkyJFYWFjQpk0b8R6kQ+qDBw8IDw/HwsICNTU1tLW1CQsLE/Z2GzduRE9Pj1q1apGQkEBmZibm5uYCTPzrr79o3LgxQUFB9OvXT1Tq5syZg56eHlpaWmzbtk1cT35+PjNnzqRq1arf7Dv+t1ZrULanREZGMmbMGNnfbN26lUqVKhEdHU1sbCyurq6CydChQwe2b9/OkCFDcHR0/GGL3OXLlzl48KDMeeTTp0+CkSSBBoGBgXTq1ElUhvbv3y90SBQKBX379pXlBidOnKBevXo4Ojri6+tLSEiIjL2ifB0XLlwgIyMDe3t7vLy8SExM5MKFC+zfv5+DBw/SoUMHzMzMRM/158+fadGiBWFhYbRp04bo6Gi8vb3F85WAPmtra9FmI4UEGnh5eVGrVq0fPvuvQxpXz58/Z/z48cycOZPLly8LIFpbW5saNWqwePFihgwZQlFREW3bthXA96FDhxgyZAhRUVH/kS7Tt+Lr683NzSU7O5uIiAjZuj1kyBA0NTVp1qwZVatWxcvLSxxgp06dSlRUFJmZmbIe/dOnT+Pm5kZBQYFoXzMyMqJXr15MmjSJ2NhYvLy8GD58uNDJmDt3LoGBgRw8eJA9e/bg5eWFiooK6urq1K9fX2aFqMyk+jr+/PNPtLS0mDt3rswF4dSpU7Rs2RINDQ0iIiKoXr06xsbGbNiwgW3btmFgYCCrbN+6dYuoqCjatGlD3759UVNTQ1dXF1VVVUaPHi1yg6ysLPz9/bGxsSE2NhZdXV0ZdX7nzp2C6bZ3715SU1OJj48X6vBv3rwhMDAQDw8PvL29f3ooOnfunGAsSvnInj17iI2NxdraGg8PDyHOKL2PmzdvCtHmkpIS3r59y7hx4/D29kZTUxMbGxv8/PyYNWsWxsbG/P7771y6dEmse5mZmWhoaIjn/vnzZ0aNGkVISAiJiYlERETg5eUlm0dfh7Kg7/r161FVVWXlypUkJCSIXBDK1qeQkBAsLCzw9vYmPDz8X+WBUuTn5wsHmyZNmuDv78/48eM5ceIEycnJaGpqoqqqipmZGYmJiQQEBKCiooKxsbFwXElJSRF5b3FxMV27dv0uE/R7MXDgQKysrJg2bRobNmxAU1OTxMRE8vPzy63rM2bMwM3NjdmzZ6Onp0edOnXw8fHBxsaGuLg4bt68iZubGzNnzuTYsWOijUyhUMiAMOX4lpBrXl4ey5Ytw8rKSsbQmj59Om3btqVRo0b/WnT80aNH2NvbU61aNZEnFRcXk52dTVRUFIsXL6ZPnz7Y2dmJPXnnzp0oFAoBnr948YJevXoRFhYmmAavX7/m999//1/bW/8XMPg/COWJnZuby8aNG5k4cSKfPn3izZs39OvXD01NTbp27UqbNm0IDg5GRUUFT09PkXhfvHgRPT09WRKbk5NDWloalSpVwsfH56dVWSm2b99O//79xYZVWlrKq1evCA8Px93dndWrV4t+q4CAAPr168fixYuJiIhg06ZNpKen065duwoP9vHjx5OQkED9+vUF1ejjx49UrVoVTU1N0tPThchQdnY2Ojo69OjRAz09PXR1dTl37hyPHj3C2tqaU6dOyaoNpaWl7Nq1Sxx6du7cKUADZTReQgXfvn2LhYUF06dPF/9+yZIlQpTnzp07ODo60rVrV7p164a2tjbTp08Xk+//QskdymiJxsbGLFmyRPTtKxQKQXmDMtDAxMREHHrnzJlDZGQkSUlJvHjxgqVLl3Lx4kVatWolQIMLFy5gaWnJpEmTytGzLly4wODBg7G1tSU4OJj09PR/hSjfuHGD9evXyxK827dvY2trS40aNXj+/DmFhYV069aNkSNH8vHjR7Zu3YqhoSHW1tbUq1cPS0tLjI2NZTTjnJycn/aLKgu7HTt2jMLCQr58+cL48eOFjkZcXByWlpYEBwdTt25dkpKSOHfuHM2bN6dPnz4UFhZ+cwM6e/YsgYGBhIeHyyoqGzduJDU1lUqVKonFduvWrSQkJBARESEqvffv32fq1Kn/mr5aUlLCjRs36NOnD3p6ejRt2pSQkBDx3fr6+sycOZNTp05x8eJFQWMvKioS35Wens6IESN+urE+efKE6OhokUBJrhILFy7k5MmT3L9/n/fv39OjRw8sLCzw8fEhLy+PoqIitm/fjr29Pebm5rIWCOX73bdvH4sWLWL+/PkiwZo0aRK2traiqrx06VIUCgUJCQmyA5vytYeGhoq5+aPYv38/+vr6aGtrs2DBAmbOnImqqirR0dFC0G7+/PnUr18fd3d3atasyaJFi9DR0aFVq1Y0aNAANTU1mZBet27diIyMFHZ8Z86c4e+//2bu3Lls3LhRjNHr168L0GDNmjXi3z979uy7faXXr1+nYcOG6Ovrix7CnJwc1NTUyMzMxNLSEkNDQ5ycnHj37h3Hjx+nZcuWqKqq4urqip2dnRibys/r8+fP5OTkYG5uTmZmJt7e3jg5OQnQYOLEiZibm2NgYMDYsWN/+lyhbJ0wNDRk3LhxdOvWjRo1ahAXFye+/+DBg8TFxYnD8PcSzcePHzNixAhxWCkoKKBPnz6oq6uzatUq2Xts2rQps2bNIjo6GktLS5HQ79+/n/Hjx9OoUSMmTZokepK3bt2KpqYm/fr1Izs7m9TUVBwcHJg3bx4nTpzAxcUFhUKBgYGBjKlx+/ZttLS0fmh9+b2QrNmU4+HDh9ja2orDsvRuPn36xI4dO0S1/O7du7x7947ly5fj5eWFs7MzTk5O39yzlVlvkpq/VEl+9uwZd+7c4cKFC/Tv3x9NTU1++eUXfvvtNwICAujUqRM3b96ktLSUu3fvyipPUkjzNjc3l71799KtWzcaNWpEVFQUhYWF4vdft2hcv36dvLw8odPi4uLCvXv3uHXrFh06dBAtW1CWgLZp04aMjAyaNGki85CX7u/UqVPC+lZ53nz58kXopihX3b8O5b343r17aGlpUatWLWGnKjE3t2zZIhJ+DQ0Nhg0bJvKF4uJiocZuaWmJm5tbhfOon8XXPe2SVsCDBw/o3LkzYWFhMqbByJEjadiwIdnZ2eJ55efnM3XqVOzs7PD29gbKxnBxcTG3b9+mZs2a7N+/X1QyR4wYgYODAyYmJoSGhtK+fXucnZ1p27Yt586dY+PGjWLuzZo1C3NzcwIDA0lOTkZDQ4MOHTqUcxv4OufJz8+nTp065ZhGUrx+/ZoNGzbQr18/JkyYQPv27cnIyODBgwfs3LkTY2Nj4TwlVeKDg4PR1NTEw8ODixcvsnjxYlRVVQXj7OPHjxw9epTRo0fTtWtXTpw4AZS9v+LiYqpWrSoD7JVBA2XG6cOHD2VOCMrA3LZt29i2bZsATc6dOyc0RqS1/8OHD1y9elVoPuXk5NCsWTPx/3v37kVNTU0wJvLz83n//j0bNmzg+PHj5ObmCgaF1K6hqakpiobDhw9HoVCI4lVeXh6//PILrVu3pkOHDgJE+jrX2L17t6wiv379ehQKhWj99ff3FxaG0vt88eIFt27dEmvTz+J7+U2NGjVQKBS0b9+eiRMn4unpSXp6OrVr18bf3x93d3eMjY2pVasWBgYG9O3blwkTJuDr64uWlhaurq7UqlWLI0eOAGX5Te/evStUOIKyYpiPj4/I0aTcRpr/UkgtLSUlJXh5eWFoaCgYqvn5+ezcuRMHBwdCQkIIDw/n9OnTDBo0CB8fH+rXr8+CBQu+yUCTxtDu3bvp3bs37dq1E/lNQUGBAA1atmwp+zf/CZsNyvZVT09PQkJCxLlk3759ZGZmCjtaaQ1TbmdKSUkR4PSrV6/o3bs3ERERFbZWrkj8FzD4X8TEiRNlvTi5ubkYGhpibm6Oh4cHOTk5rFq1ChUVFXr27ClQWVNTUypXroyWlhaLFi3i3bt3DBo0CEdHR0G1lA7Yb9684eHDhxVuQ3j79q2w6mrfvr0YUBs3bsTKygp7e3tCQkJYvHgxpaWljB49moCAAEJCQjA1NRUiQv9msEuVIicnJ0HvlawJu3fvLsTFJPZAQkIC1tbW+Pn5CYrnmzdvsLCwYOfOneJzGzZsSEJCglBllWLHjh2kpKRQq1YtsYjA/yx4qampjBkzRvje3rp1SwhO1qxZU1CIiouLsbS0FNY/3/Nv/Vl87UMMZXTcJk2aUFJSws2bN3F0dCQ6Oprs7Gy6du0qFEvXrVtHz549sbOzY8SIEfz2228y0AAQoEH16tVp1qwZ4eHhss3j63f18uVLSktLvyme9r148+YNurq6wuJNOW7fvo2NjQ2JiYnk5uby8uVL7ty5w/Tp07G0tGTYsGF4enrSr18/0RMmUeFv3bpF48aNf9i7rpxAW1hYMHHiRIGEFhQUMG7cOFRUVKhcuTK+vr6i8vDu3TshqPWtdyDFjh07iI+PR1dXV4y34cOHExAQgLm5OVZWVmhra4uDz9atW0lMTKR69erlAJcfgQZfuyFIsW7dOnr06IGlpSU2NjZMmjQJQ0NDMQagbEOIjY2V0dH/+usvFApFhShtklr77du32bp1K/r6+sydO5dBgwYJIVMJvGjSpAl+fn54e3uTl5fHx48f8fT0FC4uX2923xI8ff78Oe3btxfJqbIavq2tLQkJCd8UV6pataosif5WPHnyhP79+wsqv7QWLlq0CFVVVaKiolBXVxfJ0tu3b7ly5QqbNm0SCcKXL1/YuHEjOjo6dOrUCSgTHQ0ODubMmTO8fftWCHC5u7vj4uJCTEyMeP4SaFCrVq0K21vevn2bli1b4u3tzYQJE0TLl9TS1bhxY3x8fFi8eLF4vtevX+fatWsyj+68vDw+f/4s0wTYsWMHRkZG1K5dm8DAQPz8/Hj//j0fPnzgxo0bjBs3DjMzM2Ht9L24fPkyv/76q6zHUVpPo6OjxeG7qKiIkpISsYZMmDBB1pq2adMmFAoFLi4uYk5J19q3b180NDQYPXo0OTk5Mmrk8+fPSUlJwdLS8rtARF5eHvHx8YwePVr87NatW8TGxopK99mzZ6lSpQqmpqay9pHnz5/j4eFRTnfjZ/H69Wt69OhRbsw+e/YMLy8vZsyYwfXr1zl16pQ4GO7atYtevXrh7u5ObGys+DdXr17l1q1bPxTx2rNnD0ZGRrRu3Zq5c+dy6NAhFAoFXl5e2NraYmlpiYuLi9DleP36NbNnzxbV8kuXLlFYWIiXl5cMhP76nqQYPnw4jo6OYkwpr0/S4UyKp0+f0rp1a9lB7M6dOwI0kJ7t162KRUVFjBs3TqYXcubMGVxdXYmIiJD1qBcWFnL8+PEKgbC//vorCxYsYPfu3VhZWeHj44NCoaBHjx68f/9eOECoqKhgYWGBQqHgl19+ke1/jx8/5sKFC/9r1xkplNf6c+fOERgYSHR0tGA23r9/X4AG0kEO/qc/WXmN/fvvv0lKShK2w5UrV+bWrVu8fv0ab29vWRuC1K6SkpKCv7+/2CNMTExISUnh77//5vXr1+Tm5uLn58eKFStYt24dVapUEW0N3xsvUuTl5eHs7CzW0q9Ducf6/PnzBAcHy3QbduzYgbGxMY0aNQL+x6WlcePGAjgqKioSFfJevXqJz9y3bx9OTk4MGzZMsEA+f/6Mu7t7uTktgQaJiYkCyPpWbNiwAQcHBwICAoiOjpa1d0maBpmZmTL2hTQ/oqKiUCgUBAQEsHTpUh4+fMjUqVPx8fFhypQpODs7y8CwN2/e4OPjI6yIW7VqRXx8PFu3bhUtGCNGjBDtCfB9LRgpNm7cSPXq1WXWuFOmTBE2mwApKSnlHIKkXLwioTwP165dy/bt2zl27BiXL1+mSpUqwo3o0qVLGBsbY21tjYmJCePGjePatWskJCRgZWVF48aNKSwsFO3WVlZWLF26FAsLCxISEmT6QhWNQ4cO4ezsDJRpyejr6wuwIC8vj6ZNm4o8TVqTJAvBunXr0rZtWxYvXizcDCRW1unTpzl9+jSJiYkyhsC3zj5//fUXOjo61K5dGz8/P/T19UUx4ePHjyxbtoxKlSqVc6f5UUhj7MKFC2zYsIHz58+LefDo0SM8PDwICgoSBeR3797x5MkTXr16Vc6GduXKlXh6esqKvK9evaJDhw7UrFnzX+tWfC/+Cxj8h/H06VPCwsJkCrSPHz9m9OjRmJqa4uDggKurK+rq6mKwLlu2TCRZdnZ2aGhooKOjI+i8586d4+7du7i4uFC9evXv0kl/Fg8ePKBatWr4+/uze/du9u7di66uLosXL+b58+eEhobKrFZGjRqFtbU1WVlZP60Ef68Cv2vXLrS1tenYsaNIDBo2bEhgYCCnTp0iMTGRz58/U1xcTJcuXdDR0cHW1pa3b99SVFTEly9fCAoKEptCtWrVRH93ZmYmAQEBov8VypgGaWlpBAYGyioGW7duRaFQsGHDBqpXry5TJr1x4wa+vr6ineHu3bs0btxY5i37b2PXrl0oFIpyzhW9evUSAkZSRdPMzIy2bdvi6emJoaGhUBwGGDt2LJUrV6ZXr17MnTu3HGhw9epVsrKy8PLyEsrBX8f+/ftlVMt/C34cPHgQe3t7EhISePv2raxadOfOHTQ1NalXrx5FRUXcvn0bNTU17O3tefPmDf3790dFRQU7OzuWLFkiNqDBgwfj5+f3Uw2FnJwc9PT0mDdvHtu2baNRo0bUrVtXVKDGjBkjvs/d3Z3k5GQSExOxtLT8Zh/m17Fnzx6qV6+Or68vHTt2xMLCgpycHC5cuEBycjIKhUKmLrt9+3aCgoLIzs6u0LOU5sWzZ89YvXo1kyZNYvDgwcybNw97e3tu3bpF586dRd+59F2lpaV8+vSJOnXq0KBBg3LzS7m1RopvXcvz58+Jj4+nd+/ewrZv2LBhWFlZCdvAnTt3Cgr8tWvX8PX1xc/Pj7dv39KsWTPS0tJ49eqV7L1fvXqVYcOGySoUnz59ori4mG3btvH69WvOnDmDs7Oz6N1fsGABCoWC4OBgGQXu2LFjqKmpfbNlQYpr166J6myvXr2EUGRpaSnFxcUsWrRICIGpqKgwf/58oS5vZmYmA2GgLNnS1tame/fuLF++nIiICJKSkrh16xbt27cXqu9bt24lOTlZpmEiKU7XrVv3m24I9+7d4/Tp09y5c0ccTq5du0ZKSgoGBgY4ODgIQFNizDRp0oSAgAAWLFggA5ulz9yxYwc1a9akWrVqVK9enfv37/Pp0ycKCgoEaCApwUugAZTtR0OHDsXBweG7CtGPHj2iZs2aWFhYyMa69L0pKSnUqFGjnPXWP//8Q2hoqCypfPLkCR06dEBNTY3t27fTs2dP8ey/fPki2m0UCkU5C9JXr16RkpJCpUqVvjl38/LyZDaxUjRp0gRdXV0GDx4MlFWw3dzcCA8PZ+zYsaxfv546derg6en5H4nZSUnY7t27xT70+fNnUlNTcXZ2xsDAAGdnZ7S1tZk7dy79+vUjNjZWaNLEx8d/97OV30d+fj6dO3dm0KBBpKamEhgYiIWFBRkZGWhoaODk5MSqVatYs2YN9vb2REREiH/722+/4ejoSO/evXn69Clubm4C/FFOdG/dusW0adPE/rFu3TqcnZ3566+/ZJW4oqIiMjIyxOFj2bJlaGlp4enpWQ7QuXPnDtnZ2ZiZmbFu3bpv3t/QoUOFQOnXoEFkZOQ39ZC+flfKa+Dy5cuxtbXl7NmzFBcXs3v3bkxNTQVoMGvWLJ4/f07Lli0ZOHAgWlpaJCYmirzsPxG6/Fkov8tx48bRoEEDvL29hTihdPC8f/8+Xbp0ISIigqFDh8ru6+XLl+Tn5wswUEVFBV9fX1RUVEhMTBR/d+3aNSwtLalTpw7btm0TNHBtbW0UCoVoZ6tUqRIaGhq0bNmSf/75h5MnT+Lq6srp06dp1aoVHh4e9OnTR5avfn0/0rPKy8sjIiKCESNGyPYCKDvcjBo1io8fPzJ+/HiaNGki3DqkKCkpYceOHZiYmNC0aVPRXuPk5MSzZ8/K0eqlvFFaY3v37i16sKUiU1BQkAAmlQGLnJwcoqKiqFu37jdFRf/55x+MjY3FAfPo0aMoFAqGDh0qE0KU1qmvx+eVK1cEk6FVq1bUq1ePHj16EBcXR2xsLAqFgri4OAEa3L9/n4iICCGop62tLVPcLy4uFqCBhoZGuf3qe3mGVGm+c+fON/eNdu3a0aBBA/Hz0aNH07BhQz5+/PjT3EX593Xq1KFSpUpYWVkREBBA7969GTJkCDdv3hQuNerq6qiqqgoXiq1bt3Lx4kWSkpKwsbHh2rVrNG7cmAYNGojzRM2aNbG2tqZ+/foy0eivQ3mOKLuzxMTEMHLkSAwMDGSaXocOHcLExAQDAwOuXLlCaWkpJ06cENodNWrUICoqCj8/P5KTk4Wrha+vr9BT8/Hx+aFl8Pv37xk6dKjQT4IyXR8tLS1RyPz48SPz58+nSpUqP3RD+Do2bdqEnp4ebm5uqKmpMWDAANF2JoEGYWFhsjzwn3/+Efu08lioVq1aOQ2z169f/5+BpPBfwOB/FdLGe+TIEZG4PXz4kLFjx4reHgcHB7FJFxQUiD6u2rVr4+Pjg7m5OaqqqgwfPly8/Hv37mFiYkJSUlKFK5pfR25uLv7+/tSsWZOsrCxBzX379i05OTl07NiRjh07ig1kwIABREdHf/Mg+q3vu3LlCkePHuXNmzfiurds2YKGhgZdunQRquO+vr7Ur18fKDu0de/eHScnJ4YOHSqozNIkjYyMZNq0aaSlpaFQKEQSs3LlSjQ1NYVVkhSbN2+mb9++5Z7D3bt3ycvLw8LCgs6dO4ufHz16FGtra9asWcPTp08ZOXIkCQkJ5Wyg/m1kZ2djaGgoQ8CPHz9OeHg4hoaG1K1bV0Z779q1KzExMdja2hIXF8eCBQtYvnw5bdq0IT09naKiIlasWCFAAwkdvH79OsuXL8fAwEC0lShHu3btmDp1aoWAgu/9zcGDB0UforQJTp06lfbt25OYmMj8+fPZuHEjy5cvJyMjAysrKyF4Y2tri7q6OvPnz2fWrFl06tSpQhoKRUVFNG3alOzsbDZv3oyhoSH169enZs2a6OnpkZiYyLNnzxgyZAgGBgb8+uuvtGrVStiQfuu+nj17xvPnz2WL986dO4mIiEBPT09UjXft2oWBgQEpKSno6enJqipHjhz5Vy0q7dq1w8fHBzMzM6pXr46Xlxc6Ojq4uLjw5csXHj58SEZGBtra2ri4uDB37lwWLVpErVq18PX1FQl2SUnJd+e98vW8ePFCxjSRkvWOHTty7do1PDw8WL9+PbVr1xb6IjNmzGDbtm3k5OSQlZWFtbU1zZs3Z8aMGbi6ujJt2jRZZXLYsGF4e3uLTWfSpEkCuJOSq2nTppGQkCD+3aJFi+jQoQP16tWT3cerV69EAvEtIbOHDx9SWlpKt27dUCgUtGrVipiYGGrXri3TFRk3bhxaWloMHTqUq1ev8unTJ2bOnImRkZFsfZBi8+bNgjmzfv16YmJiqF69OvHx8bLxc/DgQZKSkvDx8RHr4s2bN2X9+8psGKkaHBYWRrt27cT9nzx5EisrK1RUVEhPT5fNteLiYlq0aIGTk5PMSQbKwE4dHR369u3Lpk2biImJwcbGhqioKCIiIli8eLFQyq9fv3450OD58+c/VJuW3k3VqlXx9vYux8rZtWsX1atXJyUlpdyaKN3Dn3/+KX737NkzmjZtir6+Pn369OHs2bPi7yQBw6SkJBwcHES1S/r969eviYqKwt3dvVyS/vHjR7KysujUqRNv374V/+b48eOYmpoSGBgoa2Fyd3dHoVDQoEED+vbtK3vWFQnlA8yrV6/E+JPW84sXL6KpqYmTkxOdO3emYcOGQofo/PnzFBcXs3PnTiwtLalbt67sc78O6Tls2rSJK1eucOjQIWGJ16tXL6Kjo1FRUSEwMJAHDx5w7do17OzsBMUbyjzIJTqvdBiTKqzSfbRq1YqgoCDWrFkj7i8mJgY/Pz+2bNlCfn4+b9++ZejQoVSqVEnMg9evXwsAVWrDUI7c3FwaNGhAQkLCd9fGX3/9VWiNKIMG7u7uuLm5VZi9ePjwYXr16sWwYcM4fPgw+/bto6ioiN27d2NkZIShoSEqKirY2NgQGBhISUkJs2fPxszMTDYO/q/aDL+OKVOmoK+vz549e7hx4wbTp08Xff0SUPrgwQOaNGlCu3btxLuZMGECkZGRhISEUKdOHd69e0fPnj1Fm6q5uTl9+/YV4/fMmTPCRs3ExARfX1/27NlDpUqVUFNTw8HBgS9fvuDq6oqFhQVjx47lxo0baGtr07lzZ3x8fHB2dpY5oHwtCp2Tk8OQIUPEuBo0aJBQm1d+fkOGDCEmJoZXr14xefJkAQR8DWyXlpaK3upRo0YJEHnSpEnlco8VK1ZgZmYm26v79etH1apVGTFiBPfu3aN69erfbZE9c+bMdwUsly5dKpTsJQFG5ZxQ2tcuX74sgOJ9+/Zx8OBBsZ6PGjWKkSNHcvToUZYsWSIcjnR1dUlOThYtoNI6vH37dqKiooSg97Rp08rZMhYUFNCrVy8iIyO/m4utWrVKps10+fJlAgICGD58uABXpLnUq1cvatSoAZQJOKuqqlaokKL83ZLW2fPnz9m/fz9Dhw7Fzs6Ovn37UlpaSlxcHKqqqtSpU4f+/ftjYWEhDuUfPnzg7Nmz1KlTB11dXTw9PUXr4efPn2nZsiWTJk364WFaeZz9/vvv7Ny5k3fv3vH69Wvq1KkjWtSk+PTpE7Vr1yYpKYnU1FTMzMy4cuUKly5dokaNGkRGRlK3bl2OHj3Khg0bCA4OFoLd06dP56+//mLjxo0/FMQ9d+4cxsbGBAYGynRm4H9AA4ll+enTpwq1fkjP/P79+9SsWZN58+aRl5fH/PnzcXNzo1OnTqLl4fHjx1hZWVGjRg2xT65bt4569ephYGBAkyZNBBi2e/duYmJiBEv7/8oBRjn+Cxj8LyM/P1/WVwpli1CnTp3Q1dXFw8ODwMBA1q1bJ6iWygvWp0+fBIVz/vz5YsDdv3//h1Vv5cn122+/0blzZ9LS0ti9e7c49N++fVugz9bW1ly+fJmGDRsSHx9PzZo1cXJyIioqSnzOj2grX7shODs7Y2RkhJOTE61atWLZsmV06tSJgIAA1NXVad++PR8/fmTlypXCF1lDQwMXFxdUVVUJDAykcePGXL9+XVQP09PT0dDQQFNTU7QNbNmyBRMTEyZOnMiAAQMwNjaWMQ2kkHrdXr9+LQ66OTk5ODo6yvqQGzZsiKGhIW5ubjKBrf8klJ9J9+7dhYDX5cuXefLkCc2aNRMK1zY2Nty4cYMhQ4Zgbm7OhQsXBHjk5eVFZGQkHh4eovf2y5cvrFixQggmSj1zAK1bt0ZfX58//viDu3fvCvs0S0vLH1Lzv77uU6dOsXLlSmbMmCFDKvfu3Yu+vj4tW7akf//+GBkZ0bZtW6KionB2dsbOzg4VFRXh+W1iYoKjo6OoYlSpUoWgoCAyMzMrpKFQUlJC8+bNSUlJwcHBgcjISEHN1NTUFCr5ubm5PzwQSfe1bds2IiMjcXR0JDExUUbBXLNmjahKzps3D2tra+bPn8/Lly+Jjo5GoVCUo3VXNOFs164dqqqqtGzZUiz4UkVIQqJv3bpFrVq1cHZ2xtTUlBo1atC8eXOxWVU0mR45cqQQM+rSpYu4d0kjJDMzU1jKOTo60qZNG/z8/KhSpQoODg7iUNS4cWOxsXTv3h1vb2+xRmVmZmJgYCATkJo/fz4KhUJUe0pLS+nSpQuBgYGiapaamipso+D7G9ft27dFIr1p0yZcXV3p378/kydPpm3btsJyLyoqSrQ43L59m8GDB+Pr6yujgubl5TFr1ixUVVW/KRK5detWkRCuXbuW2NhY9PX1y7G4Dh48SGpqKnZ2duV6faXYtWsXhoaGzJgxgzdv3jB+/HgMDQ1JS0sTa+ipU6ewtLTEwMCAlStXyp5BUVERHTp0kPVw3r59W1hp/vLLL9y9e1eIxmlpaZGQkICqqio9evRg5cqVXL9+nStXrhAQEIC9vX05m6ofxfLly4mMjKRBgwbl7nHPnj0i+ZbWZSlyc3MFPVoCy1+8eEGjRo3Q19fnxIkT7NixgylTpoh/c+3aNYKCgvDw8BBzVxqrb968EcJO79+/l9G1p0yZgrm5OfPnz5cJQVpbW2Nvby+7rkuXLgl3hL///lv8/N9U1qBsr5k8eTKnTp2ia9euGBkZMXz4cKZPn06bNm1o0qQJISEhwuVHoVAwduxYAfDt3r1bRmuGsvkutVasX7+eGjVqiKo/lIFZPj4+1K1bFycnJzw8PKhduzYRERHi3SxatAgvLy82bNjAnDlzGD58ONevX+fz58/k5+eTnZ2NQqGgX79+jBgxQvT5+/v7Y2pqSq1atdi7d69wN/Dy8sLU1JSIiAisrKzKHSzy8vKEw8a32qEeP34sWxO/teeMGzcOVVVVZs+eLap3J06coEGDBj9NZEtLS7l8+TLa2tqoqqpiYGCAn58fGhoaNGvWjHHjxqGrq4utrS36+vqoqKjg6urKgwcPeP36Nb/99htWVlaiFen/Kr5uOUtLS5MBE1CWzHt7e1OjRg1xiJaq6lB2ELeysmLhwoVs3LgRd3d3fH19hVaHpqamqFzPnDmTkpISpk6dSnR0NA8ePODevXu8f/+e27dvY2JigkKhQFVVlQULFtCmTRt+//138bylNtSAgAAZ4PT1uN+4caPoPVfWnpFEhfv27cuwYcNo27Ztuf1A0q0ZMmSIDNz78uULnz9/5u+//xZ72pQpU4T+zNfXIuXOymOjX79+hIaG0qNHD/T19UlOTqZZs2a0b9+etm3b0qBBA0aOHCnTu/r6/iZOnEhqaiq3b9/G3t6eDh06iHexY8cOBg4cWE5otkmTJlhaWtK5c2fOnj3LvXv38PLy4q+//uLkyZNYWFgQExODnZ0dd+/eZevWrQQEBAjQoLS0lGfPnpGXl0daWhomJiZs37693N7+6dOnb14zlBW9oqKiiIuLkwnxtWvXjvDwcH755RcZ623hwoWkpqYyZMgQtLS0hGBjRWP48OEkJyczaNAgtm/fTv369Vm9ejUjR47Ezs6OgQMHYmJiIoRK8/Pz0dTURE9PDx8fH1q1akVhYSFnz56lbt26VK9enebNm7Nr1y6GDh1KlSpVfljpVr7/AQMGYG1tzaJFi8R+eubMGaEXM2zYMObMmUNsbKxgB9y8eZOkpCRMTU3x9PTE19eXtWvX4u/vT2pqKtOnT2fYsGFC7+frdfp7a9KXL19o2rQpCoVC5DTK19qnTx8UCkU5xtXP4siRIwwePJhGjRrJQIZly5bh7u5Op06dxNr7+PFjbt++LWvpgrKcpkuXLhgZGZGWlsaoUaPw9fX9aVvi/yb+Cxj8H8T58+dlfaUlJSU8ffpU9JW6uLgQEBDAunXrBNVL2UIGysTNbG1tmTVr1r9K/gYMGICFhQV9+/alXr16eHp6Mnz4cLZv386WLVu4ffs2Hh4e6Ovro6WlRaNGjQRSdvDgQXx9fX/ahqA8mWbMmIGZmRm7du0iNzeXadOm4efnh7q6OhkZGfTv3x8dHR1UVFSE2MaaNWvQ19fH29ubtLQ0jhw5gqGhIS4uLiQnJ4tEvkuXLri4uIhF+tGjR/j4+DBp0iSgDO0zMzNDV1dX/Ew5jh49ipWVFaNHjxYH1Xbt2tGqVSsZJX7Dhg1s3LixwqIr3wtp4zl8+DBr165FS0sLdXV1jI2NuXHjBteuXSMjI4NKlSqhqqpKlSpVcHR05OzZs6KypKOjw8aNGzlw4AA6Ojro6ekJtdu1a9eiq6uLtrY2tra2wjoFymyRLC0tsbS0JDAwEHt7+3+FKEvJREhICFWqVMHZ2Zl9+/aJRWn//v0YGRlhZ2cn6zubN28eAQEBODs7Y2xszL59+9i7dy8rVqwQ4+TJkycUFxd/V0NBecGV/nvJkiU4OTmhoaFBw4YNmTdvHk5OToSHh1OtWjXMzMzIyMj4JkVfObZv346uri5Tpkxh9+7d9O3bF3V1dVnf/JYtW4iKisLGxoZu3boJ5LZ9+/aEh4dTu3Zt0ctfkZD+dvHixVSuXBlra2u6d+/Os2fPmDlzJvb29tja2ooD7pMnTygtLeXdu3eyJPRHYIHy3y1ZskTobvTt2xdHR0exkc+bN4/U1FTatGmDlZUVtra2qKqq0r17d7Zv387+/fsJCwtj0qRJQuugdevW4t0tWbKE7t27Ex0dTceOHcWmpfwsWrZsSWZmpqiWXr16FX19fZydnXFxcREODD97Zhs2bMDIyEgkyJIdkuSakpycjIuLCx07dqRmzZooFApcXV2xtLRk/fr17N+/X2b39vnzZ9HjqwwaKLfVSJvzpk2b8PHxoXr16uV6Pffs2UNWVtY3FYVfvXpFcnKysNl88eKFoI27u7uTkJAgqiinT5+mWrVqhIWFCUvb7z2Ly5cvM3LkSJFUS1a7Y8eOJTQ0FA8PD4YPH46hoSHdu3cX69nFixeJiIgod63SPZ8+fZr58+ezbNkyWa/6okWLiImJISsr67sgo/LB9tChQ5SUlLBz504MDAxo3769DDRo3LgxxsbGdO7cuVyf9PXr1wVoIFXtlMeTpOgdFRUls6hKTExER0eHBg0aMHjwYLKzs9HV1cXR0VHsYdIzPXnyJG5ubmRlZQl7sR/F1z2gV69eRU9PT7DacnNz6dixI1paWigUCry9vXn+/DkfP37k5cuXFBQUMGfOHDQ1NRkyZMh3Fc3nzZsnGCHKrDnp95ILyKlTp2jUqBEaGhrUrFlTpjWwbds2zMzMMDQ0JDU1lSpVqhAWFsasWbPEO5g/fz7h4eH4+vqiqakp2hQkCrbULlRcXMzhw4eZPn0669at4969e6xdu5bhw4czduxYwVTIz88nIiICNzc3mWd3nz59BMgujYdvteRBGTtJW1ubxYsXl0t2v54LypRtKUaNGoVCocDT05MLFy6wZ88eVFRUxOEWysaehoYG2traYrwWFBQwefJknJ2def78+X+kS/R1KH/G7t27effuHU2bNqVOnTrlPr9r164oFApq1KghyzF27txJQECA0MrZtm0bhoaG2NnZUblyZR48eMCWLVvQ1NSkdu3agk6+adMm9PX1ycjIENdy9uxZPD096dSpEw0aNEBFRQU/Pz+hjSA9x8+fP8sKQV+P02vXrmFvby+jWyvHL7/8Ilo/GzVqxPHjx8uxUGfOnIlCoWDMmDG8e/dOsNckl6RXr16J/WDy5MmCfVKR6N27N25ublSpUoXMzEz69+9P9+7dadWqFc2bN/8m60A5R9i2bRthYWFYWVmJtUXar7t27UqrVq2+mW8vX76cRo0aYW5uzpo1axg5ciSOjo4sW7ZMWI6+efOGkpISCgsLWbVqFWpqatja2pKdnc3cuXPFs05JSRH6XD8S1fs6JNHzr4Udu3XrJuwupf1s3bp1wnHs3xbBnjx5QosWLbCwsKBmzZro6uoyatQorl27xpMnT/jll1+wtbVFS0uLlJQU5s6di46ODgqFgt69e/Prr79iYWFBUFAQjx8/5vPnzyxbtoywsDDs7OxwcXGp8DVNmTJFtJlKz0V6ZleuXKFLly64urqSlJRE27ZtKSoqEkLVtWrVEo4gkkbE8ePHady4MTY2Njg6OqKqqirT1KlIfP78mcaNG2NiYlKuXQ/K2m6V18iKxLhx41AoFNja2pZrE/r999/x8fGhefPm4nN3794t1pumTZuK915cXMytW7dEC6+kZ/Lhw4f/k3Xv6/gvYPAvQ1oEPn36JA5EpaWlXLlyRXjMJycns3XrVv755x+GDh2Kvb09cXFxBAUFUbVqVUxNTVFRUeHGjRtiIe3Tpw9GRkZYWlqWQzy/F8uWLZP5bB84cEAMQn19fbKzs7l79y5Xr16lefPm5ajhvXr1Ii4u7ocAxapVq1i3bp3otc7MzJSpbp4/fx5LS0ucnJyEur6hoSF6enrCVuTYsWMC2b116xbOzs5kZ2cLu7aaNWvSokUL1NTUZBXpnJwc3NzcRHJ86tQpgXwqJxbSBrB27Vr09fVJSEjAz8+P9evXs2fPHmxtbVm/fn2Fnum/jS1btqCjo8OoUaPo3r071atXFxZvN27c4OnTp+zYsQM3NzeqV6/O5s2bKS0tZdCgQXTp0oWAgABx0GzatClt2rRBV1eXtWvXEh8fz7Jlyzh79ixr1qzB2tpa1qN05MgRtmzZwvbt2yukdyGN3YMHD2Jubi5o+U+fPhWHsT///JPPnz8LxXl1dXUBGCjbQJmbmxMSEoKjo6PYoCU7wO+h5so/O3jwIJMmTaJVq1YMGTKEXr168fTpU1avXk1paSmZmZk0bdqUbt26kZSURHh4OAqFQtamc+fOHdnB9N69e0RHRzN79mxKSkp4+fIllSpVwtvbG21tbQYNGiTGumQ7KmkkfPjwgaysLNauXVvuWn8W0t/NmDEDU1NTtm7dio2NDcOHD6dLly4EBwdjaGjI8OHD2bhxIzk5OcyePfubIks/+nwoq4osWbJEINqFhYXk5ORgbW1NjRo1aNKkCfXq1aOwsJB3796xZ88eTpw4QVFREbm5uZibm+Pn58e0adMoLi5m8+bNAjRQjqKiIvG9UtK4f/9+vnz5wv79+wkODpYp0d++fZuxY8cyc+bMCrMlSktL6d27NwqFAgsLCxYuXAiU0Xhr1qxJVFQUSUlJuLu7M2XKFHbu3Mk///zDwoULBaPF3t6emJgYcegvLCxk+vTpaGlpyapPmzdvxsvLiwULFohq1vr164mOjqZWrVrlqh8/EgxdtWoVp06d4sWLF8KGrkqVKhgZGaGiooKjo6MQD8zLyyMmJobIyEjWrVv33X7tp0+fsmnTJl68eEGNGjWEHsj06dNp0qQJCoVCWHsaGBjQq1cvUZ3/mtKvDApKgrN+fn7ClkmKxYsXU7NmTRITE8tVXA4ePEiNGjW4du0aPXv2xMLCQhwUdu3ahY6OTjnQIDExkfj4eAHaKLf3XL9+XSTuyjorJ06cQE9Pj/79+9O/f3/RgiH1+Ts5OaGpqYmVlRVRUVGcOXOGmJgYoeCu3L5z5swZzMzMaNGixQ/bzHr16kXLli3Fsz927Bhr1qyhT58+sr+TQAOpX1z52UkxZcoUTExMvst8Ki4upnXr1igUCurUqSPeT1FRkWBY2NjY4ObmRkhICOrq6vj6+jJ37lygbF1q3Lgx6urqojL76NEj1NXV8fb2ZuLEiQKIlFg2KSkpQFnl38XFRTjWSH+jHP369cPOzo4mTZrQuHFjjIyMmDx5MlDWvhgVFSWU7e/duyc0bJSjffv2GBgYiBYOafxdunRJCOlKlojfipKSElatWsXjx4/5+PEjJSUl5Ofni7XfxMSEyMhIrK2tqV27Nurq6sIiulKlSrRv316MzWPHjvHx40fev3//f2adqHzIlgR+r1+/LpTg9+7dK9uHFi5cSHp6OikpKaI9E8qYe6NHjxZ0fclNaMSIEZibmxMQEMCdO3fYsmUL2tradOnShZs3bzJs2DCsra0xNTUlPT2dvLw8Xr58yfjx4/Hy8qJy5cqiKLF+/XpKS8tsbNu3by87UH9rjzl06BC+vr48evTom3Z+ks7Fp0+fGDlyJFFRUdja2tK6dWtZFXvGjBkoFAqaNWuGgYEBnTp1YuHChUKb49y5c+L7p06dikKhEFRqZb2cnTt38vfff8uKWP369SM8PFw4M/0o7t69W87KMzMzE01NTTZu3Cie3cCBA7GwsBA58blz58jJyZExOV+8eMG8efMwMDAgPT1dFBg8PT357bffZN/brVs31NXV0dXVpVKlSuXEo9PS0rCxsWHz5s0VYthIsWfPHuEK9j3QIC8vj2fPntGqVSuZaHJFPl+Kq1ev0qJFC1RVVQUwBWX98jt37qRXr14YGhpiYWGBhoYGenp6Yl15+vQpKSkpWFtbU61aNQHc5ebmcu3atQqLL5aUlNCsWTPBIL579y6bNm0iLi6O7OxsAXhLa0RJSQlHjhwR7OwLFy4IgEhNTY2qVauya9cu8vPzefXqFadOnRIucT96Lnfv3hUFP+Vry8rKwtTU9JugwX8SUvvUwIEDy2l8zZ8/n5CQEJ4+fcrmzZvR1dWlf//+zJs3T7jwPHnyRMzVz58/ixzsW2LT/1fxX8CgAnH8+HHZ5rN161bq1q1LREQES5Ys4d27d2zatAldXV2MjY0xNjbG1dWVrl27sn79ei5cuEBeXh5NmjQhKCgIHR0doqOjZah7nz592LdvX4XVLEtKSli2bJmopG3atAljY2PhxqClpcXgwYNlvb/Sv/v777/p2bMnxsbG3+0vlyqglStXlh0M0tPTZSJWhw4dYujQobRt2xZfX18qV65Mz549+fPPP1FRUSEiIoLdu3dz9+5d0XbQsmVL3r17x/Xr19HT00NVVRVNTU2xuUkL6vHjx3FwcGDy5Mk8evSI2rVr06ZNm3I9R1LC9O7dO1JTU6lfvz779+/HxsaG8ePHU7VqVSpVqvTdPrf/NAoKCoiIiKBPnz7iWt6/f09mZiaqqqrY2NiI6t3Bgwfx9/cnJCSELl26sHjxYoKCgvD19SU0NJR27dqJv1NVVUVFRUWmjFtUVMSuXbuwsrKSiSL9LFasWCEDSwoKCpgwYYJIuHNzc4XNZO3atbG1teWvv/7i3r17xMfHix7ENm3aEB8fz7Bhw7h8+TKmpqYMHz6cuLg4XFxcxLOtSN/Uxo0bMTQ0pE2bNsTGxqKhoUFgYKBIZj98+ICfnx+1a9fG0NCQixcv0rlzZw4ePCgqqWvXrkVVVZW//vpLPPu8vDwGDRrE/fv3efz4MR4eHkJsUkNDQwhLSYjuiBEjsLOzIzs7m8jISKpWrSqu/0cH+O+5IXTo0EF42C9YsAA7OztsbW0xMDBAR0cHa2tr0a4RFhb201aH5ORkWeVYsl7V0NCQvdOioiJycnKwtbUlNDQUdXV1mdtIaWkpHz584O7du+jq6lK5cmWZXoIEGnTo0KHcNbx9+5bU1FRBRZcOY926dZOJOX0dPwILpH9TUlJCz549cXR0FGJlUty5c4f4+HhBy5TEGSV1+YULF/LlyxeOHDmCQqEgOjparHWFhYWMHz8eU1NTXr9+zc6dO9HR0WHGjBnl1oC1a9cKNkNFxYqkMTJ37lyqVq2KgYEBU6dOZcGCBVhbW6OlpUXLli3FOMvLy8Pf35/4+Hjy8/NljIc7d+5w+PBhIiMjqVWrFnXr1iU+Pp46deqgUCho27Yt7dq149ChQyLxkiy1BgwY8N35dujQIaytrcXBc//+/RgaGuLg4CCqzVDWzpaamloOcNy2bRuJiYm4uLhgamoqxqE0ZiWR2w4dOgjxNkkoFf6nkqgMGly+fFkmCnf58mX27t0r2BoS08La2pqQkBAhYjZz5kwaNGiAnp4eAwYMID09HQMDg3IJHZQl/l+DH8qxYMECjI2NRbtfYWGhWOdq1qxJYWGhDITIzc2lS5cuonKl7HUuxbcAfuWK+ZAhQ2jUqBFmZmYMGDAAKAOa/f39iYmJoVGjRmRnZ9OvXz/Wr19P48aN0dLSElVdKysroTh/584dnJ2dad26Nc2bN8fCwoLJkyeLaxg4cKDQK7Kzs6NDhw4ygTll146tW7dib28v2jh+//13tLS0ZNoaeXl5uLm5yQTVoMwSWBIPBujYsSM6OjoyHR+pBe/333//7npQWlrKtWvX8PPzw8XFhRo1alC3bl369+/PrFmzsLe3x8bGBhUVFdGq6OvrKwSjU1NThUbDmTNnaNeu3b+yEv43cffuXTIyMgSAXlJSQmRkJIGBgWzZskW0ZNWtW5fJkyczfPhwnJycZDT/hw8fUlhYiJ+fH3p6eiI30dXVFf3hUAbSSqCQqakpJ06c4M8//0RbWxsTExP8/Pzo2LEjN27cIDc3l7y8PAYMGCA0bJydnaldu/ZP72n16tVoaGiI8aO8npw+fVowJIYOHSrWE4nJmZCQwK5du8T4GjJkCCoqKrRo0QIoY6nY2NigqalJeHg458+fF387a9Ysrl69KgM3bW1t8fHxEQCWsrOSJITYt2/fHwJBeXl5jB49Gk1NTZk7RUxMDJ6enpiamuLi4oK+vr4otK1evRpDQ0OcnZ0xNDTE39+fPXv2iHnSvXt3IiMj0dLSwsvLi6ysLGJjYwW7bd++fTg4OBAXF8eSJUuoXLky6urq5Wz/wsPDBZj3s1B+Dzt37qR27drfBA3CwsIYOnQohYWFFdLiUv5cySFJij179qCvr4+amhr9+/cnJycHLS0tDh06xNu3b1mzZg0aGhpUqlSJWrVqkZ2dTWlpKUOGDMHDw4MjR47g6upKVFTUT1nLUJ5p+unTJ+Lj40lNTeW3334jMTGRxMRE6tWrR82aNcnMzBT7p7Tez5w5E09PT0aPHs3gwYM5efIkd+7cITg4GHV1ddzd3enfvz/Lli0jLS0NDw+Pb+6Z0rVs2bIFNzc33N3d0dHRYeTIkWLflUADa2tr2dpX0ft89uwZDx8+lBUnxo4dS6VKlRg5ciSPHz+WPZN3797x5s0bwsPDBYj76NEjHBwchBj3/7fjv4DBD6K0tJRTp06JvlIpQZWq982aNUNVVZXGjRtTqVIlFi1axJUrV/D39xeq3SYmJkIt9s8//+TZs2esWLGCwMBAXFxc6N69uxBC+5aCrfK1fB3S4Hv06BEBAQFMnDiRDh060L59eywtLbG1taVfv3706tWL7t278+jRI65fv06fPn0ICQn5KRIlCQcqHz769+9PlSpVBFXmxYsXXLt2jblz52Jubk7Tpk35+PEj58+fFzRjCWV/9eoV3t7eDBkyhOjoaK5evYq/vz+qqqqEhYUJqp4UL168oHv37tjY2GBnZ0dQUBATJkxg69atMsptSkqK2FwePHhApUqV2LFjB3fv3qVPnz6ip7Nfv37/pwJI+fn5eHl5CXpdSUkJQ4YMITY2FgMDA1RUVDAxMRHPatasWWhoaGBqakpwcDC1a9fm8OHDBAcHi+T3woULBAYGoqenh7W1tez7JNDAzs6OyMjIn16fpIoeFRUlE2w5cuQIly5d4v3790RGRgqq3o0bN9DU1MTU1JScnBxevHiBu7s7KioqpKWl0alTJ2xtbYmKisLa2pqNGzdy9uxZkpKSMDY2rhAgc/PmTdzc3Fi4cCHnz5+nW7duqKqqymi9Z8+eFeDb6tWr6dOnD/b29uWqwMnJydjY2LBjxw4Bvkng0YgRIwgNDcXFxYW9e/fSo0cPLCws0NHRISYmRoAKo0aNokaNGrRs2VJUiX4EeijPwz/++IPBgwcze/ZsFi5cSO3atRk9ejQ+Pj4kJCQwbtw4YaEqgRFfsy++Nx5fvnwpa5eAsp7vpUuXUqlSJSEkKsWXL18EZdfLy4u2bdtSUFBAcXExRUVFzJgxg6ioKPT19UWPm3SfxcXFwl1E2RddusY9e/agp6fHpEmT6NatG25ubqxYsQJ9ff1yPbw/C+kzjx07JhgDrq6uYr2UDkZQRguVWr2WLl3Ku3fv6N69O7/88gtQNtcdHR1p3rw5np6ehIaGigS3sLCQ169fCweKr6vHypRvqT0hIyOjHHMJysbjtm3bZDR7CezQ1dUV4FunTp0wNjYmKCgIJycnkdBDGZCoTJVdv349rq6uGBsbo6GhQZ06dbh//z5fvnwhIyMDFxcX2rRpg4qKCnp6euXW6k2bNon94rfffpP1FRcVFTFo0CChlXP//n2cnJxo0KABrVu3xtbWVlYt/55QU5cuXVAoFERGRsq+Xzqg5eTkoKOjg52dHbGxsYJ+LD1DCTRQfm7SHHv9+jWmpqbl3EkkxwtDQ0PCwsLEtX348IFjx45Rr149qlevjkKhKOc7XpG1/ddffyUuLg4oY+StXLmSly9fUq9ePUxNTZkxYwYtWrQgKSmJESNG8P79e27dukXv3r1p3749GhoaMovfb4WyRszx48d59+4dhYWFzJw5ExMTE1q3bo2ZmZnwnK9atapMNO3ChQs0bdoUKysrRo4cyenTp7l27RofP34kNjZWWIDl5+djaWmJs7OzELvdtm0benp6GBgY0LNnz3KAZvPmzQUQM3XqVNLS0oD/6WOXFMjfv38vdEo+fPgg84d/+fIl1tbWJCQkyNo/OnbsiKamJhMnTmTbtm3UqVOHevXqid9/DRooX1vTpk1RU1PDycmJunXrijVBcg2SgDgLCwshtmZhYSGrzA0YMIDw8PD/U1VwKWbNmiXE7ZS1pb58+SJEa62trfH29sbV1RUoA+3Mzc1JS0uTUbJXr16NqqqqWJMuXLiAioqK2KtOnjwpqvU7duwQ95iRkYG9vT0qKioC5GrRooUoMn358oX58+dTt25d2Zz6Efh97949fHx86NWrl2gXkuZv69at+eWXX9i9ezdeXl7iXf/999+oq6ujqakpBBhLSkqERkVhYSGPHj3CycmJ7t278+DBA8zNzalbty4nT54sdz179+7F1NRUVO2XL1+OoaEhsbGx7NixQ/xddnY2sbGxsqLat+4tLy+PCRMmoFAoBBgJZfvY7Nmzyc7OxsDAQAjohYeHs2TJEh48eMCzZ8+IjY3Fy8uLvXv3UlJSIuyiBwwYwJ07d3j8+DFxcXFERETQqVMnYTeamJjIqlWrUCgUJCQkiGtRPlz+bI2S7qegoEDm+nDgwAGSk5PLgQatW7cWIpQ/C+W9rW/fvsTExFCzZk0xDq9cuYKqqipOTk6oqqqipqYmGBenT59m6NChwn1AW1sbQ0ND6tSpI9O1uHfvHqampv9asF3ZYtTf3x9nZ2d++eUXwSr49ddfSUpKKve+o6OjUVVVJT09XWgNrFy5krVr16KioiLcHOrXry/cdb5+FlLs2LEDQ0NDfvvtN968eSP0mnr27CkTa05MTMTZ2blCtuXKDMegoCDBwlBmff3yyy/Y2dkxZswYAXZLueLjx49xcXHh1atXPH36VBS4pPh/xZz+XvwXMPhOKA/MmTNnoqqqypQpU5g6dSrTpk0TA17qMw8ICODhw4fcuXMHW1tbzM3NMTIyQl1dnZiYGIKDg4mNjRXUvFu3btGpUydSU1PJysr6ISquPLk+fPhQzj7m+PHjuLq6cubMGbKzs3Fzc6NOnToEBweLA6Ozs7Owfbp165asP/V78erVK1nLg4TseXl5ERAQwIkTJ4TIYFRUFKampixYsIDTp0+zZs0aAgICmDdvnqiyP336lMjISJo0aUJgYCBVqlTB3NycjRs3EhMTQ0pKimwxhLKD08WLF9m5cyefP38mLS1Nhtjv3r2bRo0aiV7S69ev88cff9CmTRseP35Mfn4+Fy9eJCMj41/3GVUkMjMziYyM5NOnT8ybNw89PT2OHTsm+lE1NTUxNzfn0KFD9O/fn7Fjx5Kfn8+LFy8oLS1l7969KBQKUbUYPHgwycnJggr3Lar49u3bcXd3r9AB/ejRo0IZ9us+U2lxPnv2LCUlJaxZs0ZQlK9fv86LFy+EaKajoyOjR49mypQpWFhYoKenJw4sR48epV69ehWypjx16hS+vr68fv2axMREVFVVsbe3F7+XNoh58+ZhZmaGo6MjDg4OYgyuX79e9v7r1KmDhYUFO3bsEO0GpaWlBAYG4uHhIdpnevbsybRp01ixYgXh4eEyj/eK6ggorwmSinStWrWwtrZGV1dXKL5v27aN4OBgDAwMRKLbu3dvrl279s0D6c9i8uTJggn07t07li1bhrm5OW3btmX8+PHMmzePq1evUlRUxMmTJ5k/fz42NjY8fPiQvXv3UqtWLfr27Uvr1q1p2bIl3bp1+2Y1ffv27QK42rRpE8OGDRMHvLFjxwr7qBkzZpCWloalpSU6OjrlfNx/9vw2btyIsbExw4YN4969e+Tm5uLr64u3tzcWFhY0aNBA+DibmJjI/M03bNjA5cuXefPmDUFBQYIVIQEevr6+soP558+fhS82lE8UpGrVli1bvqmPsWXLFrS0tHB2dkZFRYXg4GBZpd/FxYWQkBDq1asnEhMoq4iZmprSokWLcjTRO3fu4OLiwqRJk3B3d8fd3Z2goCBRjX/y5Ak1atTA1dVVeKePGzeuHJ0cyoARSfhQmX78/Plzjh07RkFBAWFhYeKQefz4cfT19dHT0/uupVdRUZGgic+bN4+UlBSSkpKE17o0X7Zs2YKuri52dnbMnz//h/RjiekghdT/7u7uTs2aNYEy4a1Ro0ZhZ2cnDiRxcXGyefLhwweePHlCy5YtcXR0LNcb/7NYsGABvr6+ok1g165dQNm88vb2FsnnpEmT0NPTo3Xr1ly7dk2sC4MHD/6hyJV0rZs2bcLMzIxffvlFuH+8fv2amTNnYmBgQLVq1YCyyq3UqqjMsjpx4gTt27fn4cOH4nmfP38eLy8vTpw4ISrz0r65YsUKsad37twZCwsLARK/evWKQYMGYWFhIdsDFy5cSMeOHdm4caPM2xzKEtyBAwfKLDolSzgoY4dIVmXKFN3hw4djbW0tbBQromVy8uRJmjZtysCBA4mOjiYqKgojIyNMTEwICgpi1qxZeHt7U69ePTQ0NMjKysLZ2RlfX1+OHz/Oli1b6N27t+gt/38Rb968wdPTE4VCIQoWyqDv3r17mTNnjsxSOCMjQ+wNrVq14sqVKxQXFzN06FBsbW2pWrUqs2fPRktLC2trayIjI3FxcWHz5s3MmjULKysrunbtCpRRlIODgzl69CiOjo6CcSHZMysfopUPMl+7IVy+fJl9+/axc+dOAVCNGjVKMB8fP37M5cuXGTx4MObm5ly5coVTp06J+ZuTk4OpqSlt27YlPDwcdXV1qlevzqZNm/j48SOXL1+mtLSURo0a0axZM3EtNWrUEAdpac5KzLe2bdsK+v6DBw9wdnYmOTlZuMMoMw2+5eK1Z88eVqxYIftZXl4eEydORKFQMHXqVNnv3r17x7x58zA3N6dRo0ZkZGSIz5WeV3R0NKGhoUDZuB81apQQl4SyXHbIkCGEhobi6OiIlZUVCxYsQF9fH09PT7GW79ixg7Zt28r2lu+BBtI7+uuvv0hISCA4OJiYmBgBOBw4cEC0JyjrSlUEIFNeQzMzM0V73tSpU7GzsyMzM5MvX76QmZmJk5OTAAakZ9eyZUvc3NyYOnUqv//+O6Ghoejq6mJubs6GDRtkn/8zwXblmDJlCs2bN6dx48YCdHjz5o3sPZeUlJCcnEyrVq2A/8nRNm7ciKWlJa6urowaNYqNGzcKwOCff/4hLS2NunXr4unpSVZWlnAp+/p5QBmA3bBhQ1GMuHv3Lq6ursTHx6Ompkbnzp1Fvl1SUvKvLO/37NmDtrY206ZNY8OGDUyePBk7OzsBKkEZIKKtrY2RkZFgfEmta7GxsUybNo3KlSvTsWNHsaY+evSItLQ0mZPG/+v4L2DwjVDuK5V6VZcvX45CocDOzk7QQ/bu3cuTJ0/4/fff0dXVpUePHtSqVYv09HSGDh3KwIED8fX1xcLCghYtWlCvXj2io6NlPTQ/slD7OkaNGkW1atWEFYcUv/32mxBMnDt3LmZmZqiqqtKwYUMhtrVt2zaqVq36U9uPgwcPisX35cuXWFlZiYOh5FceEBAgkk4HBweqVq0qhPP69OlDpUqVRGXsa7rmxIkT8fPzw9zcHB0dHapVqyZ0FqKiokhJSZEthtKz+loA5ejRozLBs1WrVuHp6Um9evXEZvV/ib5J3//y5UuePHkiFum9e/cSFBREp06d6Nmzp7Dw6dq1K3/99RcnTpzA19cXdXV17O3tRZ+2Mk2pWbNmaGtrExwcjJ6eHufPn+ft27csXboUS0tLGRopPQNlhfhvhXI1+/jx46SnpxMTEyOjjK5evVqgw4MGDcLIyAiFQoGOjg5Lly7l/v37eHp6MmvWLOEg0LZtW3r27Im5uTnjx48XY/dndDgpwdq/fz+hoaE8evQIKysrKleujLGxMWvWrOH48eN06dJFVInfvn3L+fPnBbhy/vx5qlSpUq7fKyUlBSMjI9q0aSOqIJKtndTDa2ZmJjaxjh074uPj801rv4rEyZMniYuL4/Dhw5SUlNCpUyfMzMxQU1MTLUJfvnzh3Llz3Llzh8WLF5dTh65ovH//nurVq2NkZCQECCXQwNLSEl9fX2Ht1759e7GRpaWl0aJFC6ZPn06PHj1ISkrC29tb9FfGxsaSlZXFgAEDWLZsmeywuWbNGho0aEBUVBQBAQFcunSJM2fO0KVLFyHadvbsWcaPH098fHyF16/S0lL27duHvr4+kyZN4v3792I+X79+HW9vbwIDAzExMaFy5coYGhri7e1Ny5Ytywl6Sr2KEiK/c+dOUlNTqV69ejlKemBgIM2aNRP/L13vzZs3mT179jc1XEpLS/n48SMpKSksXLiQGzdu0LZtWyEu9ubNG6GX0LhxY/z8/KhWrZqo0s2cORMXFxcSExNlPZxnz55l4MCB9OjRg8uXL+Pi4sKqVauE04QyWyk3N5d3794xc+ZM1NTUGDJkyDdBg/fv3xMfH4+jo2M54PnIkSMEBAQI0PbSpUvUrl2bUaNGyQTZvvaIV36nGzduJDExkaSkJJHMXL58mUqVKonrrQj9+Ov4/Pkzu3fvxszMDD8/PyEqdeTIEVatWoWGhgZ169b9pq1lQUEBbm5uP632fytq1qwpxBSl+7506RLOzs64urri4uLC6dOnsbCwQFVVlaSkJBn7b+TIkT8En3fv3o2+vj6LFi0SqulQVnGeMWMG1apVQ1VVFS8vL4yNjTlx4gQHDhwgKCiIkJAQNmzYQIsWLWjWrJkQIYQyVo6kY5GXlyfaNDw9PYmIiMDBwYGbN29y+fJlWrZsKfQQQkJCqFy5smDKSPHnn38KjQFlQOfDhw8kJibSpUsX2ThYsWIFPXv2FOP5ypUreHl5kZyczMGDB8Xf3bx5k3v37oln+yNmwfr16/Hz8xOFiXXr1hEaGoqhoaHQyJkwYQLGxsZ4eHiI/unly5dTo0YNbG1t8fT0JC4u7qf2vRWN7x3o3r17h4uLC4GBgT8EJiQgXlVVVRyG1NTUiI+P58KFC/z999+sXLmS0NBQdHR0qFSpEl++fBF6Lvb29uzatUscart27crmzZtZtGgRL168IDw8HGNjY3Jycjh27Bjq6uo0b968XK/412y29evXY25uLjzoJR0IKAOlg4ODUSgUeHl54erqKg5Y+fn5PH36lIKCAuLj44U2zIoVKzAwMBBsCCk+f/5M9erVZe1IvXr14u+//+b27duyOQxl4NjZs2d59+4d/v7+gvH4xx9/oKOjQ0BAgIxpoAzWSOKFCoWiXG/6mzdvhP6LlLMrv8u5c+fi6OiIubm52AOkvOrw4cMYGBgIsKK4uJjhw4ejqqrK4sWLWbFiheijz8nJwdXVFTU1NWrUqIGlpSW3b9+moKCA5ORk2rRpU+HcQpqTI0eO5MSJE8JaV2Ko7Nmzh7S0NEJCQmQH4G/Fly9fyu1t06dPJyQkhMePH3Pp0iXat2+Pjo4OlpaW1KpVi82bN1OtWjXs7e0JCAhAV1dX6HJ5e3sLFrAEHrq5uVG1alUZSPyjUJ5bI0aMwMLCgubNm1OtWjU0NTVlTNh3796xYcMGUlNT8fb2Fmybx48fc+/ePWbMmEHz5s3p1asXHh4eaGpqMnv2bAoKCujduzfx8fF8/PiRmzdv4ufnR1JSkgCIlcfQly9fKCwsZNmyZdy/f5+XL1/i6+srxuHEiRPR0NCgXbt2FW5blKK4uJiePXvKxHyLi4s5ePAgdnZ2dOvWTfx81KhRAiyV8h0JUNPX1yc1NVX22QMGDCAgIOBfgRf/2/gvYPBVSAP6ypUroq9UotVNmDABFRUVUlNTha/sjh07ePToEdWqVRM0OTc3NwwMDMjIyKBp06aMHj2ae/fuceXKFTIyMoiPjxfUv4rG3LlzsbW1ZfTo0bRp0wYNDQ0GDx7Mhw8fCAkJwcrKCisrK+zs7AgODhaiW9Kk6NatG7Vq1SrHTpBCQntr1KhBREQEmzdv5unTp5ibm4vDxNmzZ9HW1mb48OH07NkTFxcXrKysiI2NJT09naysLIyMjHBwcEBTUxMbG5tvqqxfvHiRf/75h8OHD5OQkEBCQoIQGalevToJCQnMmDGDlJQUbGxsyvWMl5aWUrNmTdzc3Ni8ebNArM+fP8/o0aMJCAhAoVBgYGDwryf4954NlFXUqlevjoODA0lJSYL2N3PmTEJDQ7GwsMDU1JTGjRtjaGjIzZs3efjwITNnzhSIbYMGDURVU/rcxYsXExAQgIuLC0lJSWLjf/fuHUuXLsXKyoqOHTv+R9e+du1atm/fLlgAMTExMqAlNDQUTU1N1NXV0dbWxszMjPr162NoaMjIkSNxcnJixIgRvHjxgqioKPz9/bl16xYNGzaU0cd/9NyU/3vHjh1CHK5Hjx6cPn1aAGl169YlOjqaly9ffrfSLwFQly9fFocjyRtZW1tbIOL3798XFp5+fn6CXgtliW9QUJA43P2bmD17tugzlzbxwsJCRo4cKURLJQaEcjvBtm3bKnSw/tam++DBA9LS0jA1NRWf/e7dO37//XeBVK9ZswZPT09CQkKoW7cu2dnZ1KpVSyD1Hz9+pLCwkIkTJ2JoaMj69etp1aoVMTEx+Pr6ih71kSNHEhoayqlTp7h27RppaWk4ODgwZMgQMjIyaNas2TffTUWFnDIzMzE2NsbBwQE/Pz/69u1L06ZN6d27N4sXL8bHx4eaNWsyfPhw7t+/z8qVKwkKCqJVq1Yy2v3kyZOxtLQUFawhQ4bQrVs3ioqKeP/+PQUFBaKCNm/ePKpUqSLraYUyMa2QkBDZOJCu8927d7x//57BgwcLccF3797RtWtXVFRU8PHxkR3eBw0aREREhAAS+/fvz/z583n9+rX4TEk01szMjNTUVFauXIm6ujqlpaXcvn1bCGQqO3oUFBTw7NkzFi1ahLGx8Xepp+/fvycuLq4caHD48GGMjY1FRXzw4MGyNejrGDVqFH5+fkRGRsraODZt2kRSUhJxcXGsWLGCyMhILCwsKC4u/in9WLl97I8//mDOnDksW7ZMUJlzcnLQ0NDAzc1N9h72798v+taVtXikz/P19ZX1238dX8+ljx8/8vHjR3R1dYUQ5KRJk3j9+jWHDh1i5MiRvHv3jsjISFRVVWnRogXnz59HT0/vu4rs3/rO7OxswegoKCjg/Pnz1K1bF3V1dZydnXFycsLW1pZJkyaRm5srmHuHDh3CxsYGVVVVMjMzBe1cOnh9/PiROnXq4OjoiJ2dnbCzgzKNCmWxN0nwdMKECWzcuJH79+9z5swZHBwcZHaDkyZNEq4WR44c4eTJk9SqVYuAgACxfpWWlnLx4kXi4+NxcnJi1KhRYl2RQIOUlBQZaCDFjyjYEltEslMeOnQoUAZYhoSEYGJigpaWFgMGDBDtL0FBQTKrx2vXrvHy5csK+Z9XJJSv98CBA6xYsYIjR46I1qLXr19TuXJlwsLCZKCB8lgbM2ZMOb2LsWPHoqKiQlRUlPis/fv34+3tzcWLF3ny5AlVqlRBR0cHFxcXWrduTVBQEJGRkejq6pKens6CBQuIiIjAwMBAjPsrV65QuXJlWYvOt+L06dOYmpqycOFCXrx4QW5uLo0aNSIyMlLYTr99+5bdu3dz9uxZli9fjpeXlwx8ffPmDYGBgSJ3/fz5M3FxcVStWpX09HTxXgoKCvDw8CA9PV04FVlaWspYradPnyY1NVU4DUCZ0n94eLjI2Xbt2kVYWBht27YVa7Dysz527BiPHj0iPz+fPn36CAtb5RgzZgxOTk6YmZnJ2qWgjHkzb948dHV1Zfo9O3bsQKFQYGlpyd9//y3mZ1FRkXBd0tPTE+08UHb4lRw8Jk+ezJ49e4iPj8fPz0/W/va9kA7giYmJwuHkzZs3ODs7l7MH/euvv2jYsKHsmXwdRUVFBAQEMGjQoHL2i1OmTBGaZ2pqaujp6eHt7Y2Kigpubm7Mnz+fZs2aoaWlhZGREaqqqqJFaObMmWzevFnkPlJbrpOT079i9zx9+pTBgwcL1tr79+/p0qUL2tra/Pnnn0AZEy81NZX09HSeP3+OpaUlWlpaeHh4YGtrS3p6Omlpafzxxx9oampiZ2eHrq4uQUFBaGtrk5WVJfa53Nxc7O3tycjIkDkIHDx4UBRypNxy9uzZxMTEiDXut99+E1pY3ztP/Ojd1qlTR7DopJBYK7GxsbKi6r1796hfvz66urpCVPT27duEhoYSFRXF6NGjWbVqlWiD+b8CSSsa/wUMlEKZtmVsbCySRWVanTSxFAqFqK7cvn2batWq4ePjg5OTE507dyYwMBAzMzOcnZ1lm9nVq1eFqNW3qkVSfL3RLly4ULQzFBQUsHjxYjQ0NOjfvz+XLl0iKiqK8PBwpk6dKhMFPH/+vBA4rMiEvnnzJnXq1CE+Pp4xY8ZQuXJlFi9ezNixY+nXrx+NGzfm999/Z+3atTRq1Ag1NTX09fWpX78+6urq9OjRgwsXLnD69Gk8PT0JDg6W+Xp/6/uUQYNbt25Rv359AgMDSUhIEM/+W8lfUlISQUFBbNiwQYAG+fn55Obmir76r0Uf/9PYuXMn2trazJgxg/PnzzNy5EgUCgXTp0+noKCA3bt3k5CQIHq7/vnnHzZt2oS/vz+///47rVu3JiQkBHt7e2bPni3GxJYtW9DX12fQoEHMnj2b6OhoXFxcREVQOhhKz7YiIT2rmzdvolAoBPVY6gFWrmReunQJNzc3OnbsyMqVKzE1NcXExERYtGRmZqJQKFi7di0vX74kODgYf39/oqOj6dWr10+v4ciRIwwfPpylS5cyadIkTExMqFevHnZ2dqSkpHDz5k1+++033NzcUFNTkwmyfevziouLefr0KTY2NrRq1YqJEycKV4mEhATMzc3FhgMQGRmJnZ0da9as4cmTJzx//pyYmJhv9sNVJJYsWYKhoSG6urpoaWmJg9iXL19o164dCoWCrKwscVj9WsG+on19b9++ldHynj9/TnJyMmZmZqxevZqdO3dy9OhRZs6cSZ06dSgpKeHLly+sXr2alJQUAVC1bNlSts7cuHEDBwcHGUtDutbLly+TmZnJ7t27Zdc1Y8YMmjRpIii5FQGvlN+XFFu3bkVDQ4PKlSvzxx9/4OTkhI6ODra2tsTFxREbG8uRI0ews7MjIyNDgAHLly8vBxo8e/YMW1tbnJ2diY2NRV9fnwsXLrB9+3bS0tLw9PSkWbNmrFq1SugNeHl5kZGRwciRI2nSpAmGhobf3HA3btxIWFiYsHBUZjy9fftWgAYeHh4igZg1axbu7u7Ur1+fjIwM2YYPZcJYt27d4uLFizRo0ABLS0tGjhyJtra2WNfv3LlDq1atiI6OFonO9OnThWXmzwCu9+/fExsbKwMNHjx4QNOmTbG2tsbf37/cPSuPuQULFmBubi5YKXZ2dtStW1f8fvv27QQHB2NkZER8fLxgETRp0uS79GOJeSSJmlWtWlX0YUtV7cLCQry8vNDR0SEpKUmMZSgT8ZPGnDLIsWvXLhQKxXdVwaX7kno/v35OUMYCk2x77927x6VLlygpKaFu3bpUqlRJ0Kslh5b69ev/lGJfVFREw4YNycjI4MiRI7Rp04a4uDiMjIyoUqUKqamp7N27l+DgYDw9PWUA0PPnzxk8eLA4MBQUFAh2idSL/eHDB9asWUOLFi3IzMwEysBRe3t7IXYIZZTsr9sqJf0KSaxSimHDhuHg4IChoSGhoaGyfVeqkEVFRZGRkYGvry+mpqYMGzZMxjTw9fUlLCyswgnstGnT6NSpE6dPn2bcuHEEBQXh6enJggULKC0tZc2aNVStWhU1NTUcHR0xMTGR6av87D38b6Nfv37Y2tri4uIiNGgkoP3169c4OjoSERHxTb/7o0ePYmtrKw7Q0h7Xtm1bFAoF7dq14/z58yxfvlzQ+2NiYnB2dkZNTQ1VVVViY2Np27Ytbm5uqKurY2BgQNWqVQkPD8fGxoZr165RUlLCzZs36dChw3dtVaVYtmwZfn5+FBQUiN89ePCArKwsatSoIWvt2b59O507d0ZVVZUaNWoI0OD58+d4eXmRlpbGtGnTSEhIICgoiOXLlxMTE0N6erpYd86ePYuFhQUuLi6ytlYpli9fjqOjo8zSdfny5djb23Pq1CmgDITt27ev7EAlXfu2bduEaxKUHQh79+6NoaGhjGkwcOBA5syZI/ItqWAm7UuvXr1i+vTp6Orqkp2dzbFjxzh16pTQIVuzZo1MZC87OxuFQiHOAMpCva1btxYs0cjISNLS0r6pi6TcJqL8ngoKCggJCeHq1au8ePECGxsb2TzdsGGD2AN+xjCFMpBKXV2dcePGydbOjRs3YmRkRKVKlfjjjz84e/asuCcVFRVcXV3x8fFBXV0dFxcXcU8eHh5YW1ujo6MjY6fl5+cTHBz8Q5ty5X1GAmTc3d1l4+LTp0906dIFHR0dwTSQnAC2b9+Ojo4ONjY2eHh4MGzYMFRUVLC2tkZbW5uJEydy79495s6dy8KFC4mLi6Nbt26yZ3z37l0Zw2XDhg0oFApUVVVl+VDv3r2Jjo4WY6Vfv36sXbv2u8VWKZ4+fSqYZ6tWrRJs4gULFhAaGioDVEtKSli6dCnOzs7lBCLv3LlDZmYmurq6otB19epV2rdvj4+PDwEBAaSlpf0/E3f9UfwXMPgqXr9+TVRUFN27dxeD/MOHD6JydPToUTGx2rdvL3rHpIOvi4sLdnZ2gp4ZHR1dri//+vXr5WjVyqG8iKxdu5alS5cSFhbG0qVLxe9evXrFkiVL0NTUZODAgVy5coXw8HCSk5PJycmhuLiYc+fO0bVrV4KDgysEFkj3e+vWLZKSknBzcxNiZJLKvERfkiohrVq1ws/PDy8vLzp27EiPHj3ExHrw4AGBgYEEBQX98H6lZ5eYmCg22RcvXghxra8PXVJ8/PiR+Ph4goOD2bBhQ7m/+1a/238ShYWFtG3blpEjR1JSUsKLFy+oVKmSoLtJCOWHDx9ISEhATU0NBwcH8bvU1FSRzHXs2BEXFxfmzJnDyZMnCQgIEAf6Bw8e4ODggImJCZaWloIG++bNG1auXCkqExWJo0ePsnLlSlG1kWLDhg2YmJhgZmbG3Llzef78OXPmzKGwsJDZs2cLD/vi4mIaNGiAkZERERERqKio0K9fP8aMGSNQ5++NKWkcbdiwAW1tbSIiIjA3N0ddXV1QsHbu3ImbmxtWVla4u7vj6+tLrVq18Pf3lx34vxcrV67E3t4eW1tbmZhNSkoKVlZWjB8/XiyokuK8q6srDRs2JDY2VlY9+158vZlLsXnzZkxNTXFzc8POzk4c+G7cuIGZmRne3t5069btP656DRs2jODgYMzNzWnZsqXQnnj16pVIKqXefmUf6ZKSEiFeVqdOHRwcHDAwMCAxMVEkhPfu3RN0VuX7XLBgAf7+/sLaC+RJ+ZUrV1i0aBEKhYJatWr9FGxRFvnavXs3W7duJS4ujl69euHq6oqdnZ1oaXJxcSEjI0M4Idy8ebOc3sPKlSupWrUqrVq1Ep99+/ZtOnfuzKBBg7hy5Qrbt28XycPGjRvp0KEDCoWC69ev8/z5c1avXk2NGjWIjo6mcePGMi0MKS5cuIC1tTV9+/Zl5MiRGBgY0LBhQ9lYf/v2LR07dkShUMgEiEaPHk2TJk1IT0/nwIED2Nrasnv3btatW4eamproNTx//jz169cnLCwMIyMj0tLSRI9rbm6urIrRp08fIdb6LcbOu3fvZOPsw4cPxMTEyECDq1evsmrVKiZMmPDd3tLdu3ezePFiIXL1+fNntm/fjpmZmVBulxSaBwwYIOZ4QUHBD+nHUFbFMTU1ZdGiRcybNw91dXVUVFSoVKmSoPwuXLhQJISPHj2SaSBkZWWhrq4uDtJQNo5/BgY/ePAAU1NTMjIy6N69Ox8+fBDe9lA2nzp16oSXlxeTJk3izZs3FBQUUK1aNRkDsGfPnuzbt6/c+vt1wi/Fn3/+ibW1Nebm5tSsWRNLS0uqV69O9+7diYqKoqioiGvXrhEcHIyHhwevX7/mxo0bKBQKnJycyvVjSz73EyZM4MqVK7x//54xY8aQlZXF3bt3sbe3l7khbN68mREjRog5P2rUKIyMjNi4cSO7du2iQ4cOeHh4CBYElOUk58+fFwm11D+7adMmTExMOHv2rFgPunfvjo+PD8OHDxdV4/Pnz9O0adMKCU+WlpYyd+5cNDU1MTMzIzIyktDQUPT19bG2tqZJkyb8+uuvhISEoKWlhYGBAZUqVZJpJfwnYG9FY/ny5Zibm3PkyBE+fvzIoUOHaNu2Lfb29oIa/+bNG3R0dIS7kXQ9kydP5uDBg+jq6rJz505u3ryJp6en6HF3cnLC0tKSzp078+bNG6FR4uHhgZaWFiYmJtSoUQMjIyP27dvHgwcPmDJliqhoFxQUYGlpSaNGjVi2bBmenp40adJEXPvXmgUnTpzgyZMnLFu2DHd3d5GvKnvbKxQKjhw5ApQdltzd3RkyZAj169fH2dmZyMhIrl27RmlpKWfPnqVKlSp4eXnh5+cnxsS6deuIiYmhXr16Yt15+/YtN27c+K7zV2hoqEwUU3KLkdxD9PT0xGcpz7U1a9agqqpKVFQUMTEx4t8/ePCAvn37CreJOnXqYGpqKvKonJwc6tWrR1JSEs2bNxeChI0aNWLOnDmoq6ujpqZGo0aNiIiIID09HW1tbbFGjR8/Hn19fdLT0xk+fDgTJkzAycmJGjVqiGt49uwZubm5vHz5slwbrfL7uXHjBl27dqVevXqydomoqCiys7NxdnamY8eOIk959eoVycnJLFu27JvPUoqCggLZwXTWrFmoqKjQrFkz0UbXs2dPmjdvjpWVFceOHaNSpUpoamqioaGBqqoq9evXZ8GCBfz++++kpaWhqqqKj48PNjY2GBgY4O3tzV9//fVdt6ivQ/l3c+bMYe/evXTo0EFm2a1sD9i9e3fZmHz69Cm1a9dmwoQJHD9+HBcXF7S0tASQq6+vz5gxY7h8+TLHjx8nKSmJgIAAGbPj63mxbt06VFVVGTt2LOHh4TLAbcuWLaLwI4k6fitXUL6//Px8fH19adeuHdOnT0ehUAjA4NKlSwQHB9O0aVNZG0mrVq0wMjIiJSWFHTt2yLSgXr16RVZWFtra2uLnnz594tOnTxQUFPxr7Z7/q/gvYPBVXLlyBRcXFw4cOEBJSQk3btygadOmzJ49m+fPn3Pnzh327NlDQEAAKioqNGzYsBxoEBERwcqVKzlw4ABRUVGkpqbKqlQ/CuXJNXjwYNTV1QkJCUFTU5NmzZrx4cMHDh8+TGZmJkePHmXp0qUoFArmz5/P5cuX8fb2JjIyUiwaV65c+VeqwdLEys3NJTU1lcjISKZMmcLq1asJCgrC39+fq1evYm5uTv369SktLXOScHBwwNTUFH9/f9zd3UlMTGTNmjUCNHBzc/thr83NmzdJTk4mKChIVBG/fPkirmffvn3CUuuvv/4SyaLUVxcUFMTmzZv/n1Ue4uLiWLBgAU+ePMHOzo7Q0FB++eUXtLS0UFNTE1ZC79+/JyQkRIBKbm5u+Pr6iqpWaWkpHTt2pEqVKgwePJjOnTtTXFzMw4cPcXNzo127dly9epUqVarg7u4uEMt/kyC9e/eOuLg4FAqFaBtQfi4DBgzAwsICQ0NDDA0NmTJlCiUlJdSpUwddXV3evn1LcXGx6KsODw9n4cKFBAQEEBYWRlRU1E+FVk6dOoWbmxu9e/cGysS9rKysCA4OZuXKlaxZs4aUlBScnJwYMmQIr1+/5siRI7Ro0eKb4nPfigULFqCurk5SUpKgC8+ZMwdzc3NUVFSEQjVAVlYWGhoabN++XTyLH40V5c1w+vTp9OzZU/azP/74AwsLCypXroypqSkjRoygdu3aeHt7M2bMGFxcXJgyZUqF7uPr77K0tGT27NnMnz+fiIgIqlevzrx58xg/fjyWlpZERkaioqJC8+bN0dXVJTMzk7y8PG7duoWrq6vQN5EQ9KZNm8q+LygoqJzl082bNwkMDERDQ0PoFEB5RsStW7d+aj156NAhwWz5/PmzANYGDRrEvXv3uHr1Ko6OjuKwnZWVhb6+Pra2tly7do1du3YJSnZGRoaY69Ia1LJly3JV8vz8fCFWB2V9+HZ2dkI0TDmkw9DXcf36dYYPHy5cD0pLS9m9ezfW1taEhYWJyuCnT58oKipi6tSpmJiY0LNnT9m1SOOqX79+6Ovro66uXi7RO336NA0aNMDT0xMNDQ2aN28uo1oXFBQwaNAgKleu/F2gcMuWLcTGxuLu7s7YsWNllOCYmBgcHBwqRKM/d+4c2traaGlpyTROvnz5wp9//omFhQXR0dEMGDCA7OxsmSXnp0+f8PT0/C79+NOnT4wZM4aRI0eyYMECIQLboUMHMjMzsbCwoF+/fhw4cICWLVtSpUoVIfKVn59PamoqW7ZsYdasWZiamlZ4bYCyPUNPT48NGzYQGxtLzZo1adOmDVevXmX9+vUEBgYSGhqKv7+/sOa6ffs2dnZ2tG3bluPHjzNw4EDs7Oxk7A5pLZeew4EDB8Q9StWi3NxcLly4wJs3b4iNjUWhUIjDigTwXbt2jfDwcKysrLh37x5DhgyR2cF9nWirqKhgZmbGsWPHWL9+vXCrkfpjS0tLuXv3Ll26dKF9+/YUFBTw+vVrIiMjZQKX7969Y9KkSVSuXFk4aUBZO5LkiCStSUuXLsXV1VV2AAJo164d+vr6DB8+XDANlEUAleNbQNeWLVvQ0NAgIyODkpISDh8+jI6ODqqqqqiqqpKcnMyUKVP4/fffiY2NJSYmhsTExHJOSv8vom/fvmRlZcl+dvXqVRo2bEhWVpZgbL1//16shW/fvuXWrVtER0dz48YNOnTogKGhIVu2bKFnz56YmJiQnZ1Np06dWLhwIaqqqmzevJlhw4bh6urK2LFjiYiIYMaMGXz48EEA34cOHeLdu3dMmzYNDQ0NFixYQE5ODvb29uIQovxslZ+1VMk9evQoZ8+elTFVpLh9+zZeXl6cPXuWEydOYGdnJztwrl27lri4OCIjI7lx4wYbNmwQjlU2NjYEBQWJavCKFSuIjY2lfv36ssrx9/aJv/76i+DgYA4cOCB+9ueffzJq1Ci6du36TZ2Q1atXo6mpyZo1a0SO8fnzZ/EdeXl5rF27ljp16tC6dWsBOEjWwf369WPy5MmEhobi4+PD0KFDCQ8Px9fXFz09PXR1denUqRMXLlzg9evXtG3bFi0tLWbMmEF4eDju7u7CYvTTp0+sXbsWGxubcv3lUijPBWXxUgsLC9LT04U4ttSGtmjRImxsbAgJCZF9zuDBg/Hw8Pjp+peUlCT2L4DHjx+jp6cn2mGltpNdu3bh4OCAmZmZoPAbGhqioqKCo6MjYWFh+Pn50aJFCyZPnoympiZt2rTh6dOnxMbGEh0dzebNm3+al37NcrKxseGff/7h0aNHZGVlyazdlVv3pk6dyrFjx9ixYwevXr1i4sSJPH36VLS/GRgYEBUVRdeuXYWFuUKhIDw8nFq1av3Q8WrdunUoFArRMmRmZiaAQOkdrVy5ktq1a9O4ceMKV/L37duHtbU1CoVC1lYIZQW80NBQAgMDCQkJoU6dOmhqagonB19fX+zs7EhOTmbYsGHcvXuXM2fO0LFjR3R1dcU1/F+6vP0n8V/A4KtQ7iu9cOECVlZWtGjRQmblJ/WVSr3ya9asEUjgr7/+SkxMjKwvPzY2lurVq/9UpEQ5rl+/To0aNThz5gynTp2iU6dOAv28ePEiFhYWNG7cmL///ps///xTJC9HjhxBT0+PqKiof/V9yiENytu3b5OcnEyNGjX4/fff2b59O87OzkRERBASEkJaWhqHDx+mtLSUbt26oaOjw5gxY1i0aBEeHh64urpy7do17t27R0hIyE8rQlevXqVXr16UlJRw+fJlRo4cCZT1zxoYGNCyZUvq16+Pu7s73bt3F6hfQUGB8AxXFk3538atW7dEAtixY0eys7NxcnKiatWqmJubs23bNpYsWYKfnx8qKiqCgTBt2jTatm2LhYUFsbGxYtGSEs3169fj6OiIn5+f2FhbtWpFVlaWGEfp6ekoFApcXFwoLCz8V4BBaWkpBw4coHbt2lhYWIh7UGZgDBgwAEtLS5ycnNDQ0OC3334TrhVSv156ejqnTp0SaObly5cpLCz8KTXr7NmzREdHo6+vT3R0NCdPnuTIkSMoFAqqVq2Kvr6+ULjv1q0bhoaGIjn42qpGuu9Tp06xYsUK5syZw4MHDwTTw9TUFD09PerUqSPsrTp16sSKFStYv3499vb2ov0iKCgIV1dXjh8//l3WCsgX5dTUVMGsCQ0NlVU5V65cKfQYdHR0SE5Opri4mM+fP8vUsisap06dYsyYMaxevVqsN/fu3aNNmzZUrVqVgIAAtm/fTm5uLllZWejo6BAXF4enpycNGzZkz549eHl5UVRURG5urkgIpGqpdN8dOnT4JpX77t27BAQEEBMTI1s7vkbn4cetFY8ePWLQoEGYmJjw22+/cf/+fVq2bImmpiZHjhxh1KhR1KlTh7dv3wpQVaFQEBERwfLly9HT06N///5s2LABLy8v3NzcBN1x5cqVhIWFkZmZKav65+fn4+3tzZ49ewSopywWunbtWpmOxdfx6tUrwsPDMTIykjmTrF+/XrSfGBkZYWhoyODBg3n06JFg5VhZWcmoo1IcPHgQhUKBlpaWTLRLitOnT9OoUSNsbW1RU1PDw8OD1q1b06lTJ+FC8TWVV4oTJ05gYmLCwIED6d27NzY2NjRr1kyIEhYUFFCzZk0MDAxkQAR8WyF6/vz5WFlZCSVqKb58+cKmTZtQUVFBS0uL2NhY2e+gjJVhaWkpox8rf8fhw4eFRVWlSpXEszp16pSg9u7cuZMzZ87Qtm1b1NTU8PPzw9nZGS8vL4qLi1m7di0eHh4/bOP7VtStW1dYf65cuZKOHTtiZmaGtrY2jRs3plOnTtSsWRNbW1vh3pKTk4O2tjbOzs5UqlRJ9g5WrFiBnp6e6B/etGkTurq6RERE4OzsjKmpaTnXkH379mFvb49CoSjnVHP58mXi4uK4ffs2eXl5DBgwAFVV1XJiv2/evCE4OFi4vhQWFpKUlISenp5wEOratauoYEvvXOplVga1oCwpr1WrllAAv3DhAuHh4SQkJMjmvkQTlw4q0rr5+PFjzM3NCQ4OZsKECRWyGJP2jS9fvjBs2DACAgLw8PDg4cOHVK5cmWbNmtGqVStUVVWpWrWqANnev3/PjRs3SE1NJTw8XIzx/1cxbNgwgoKCyo21OXPmYGFhUc5h6pdffiEyMpLatWuLltAdO3aQlpaGlpYWAwcOpFatWqIdCyA4OJjOnTszZMgQrK2tefToEUZGRiJ/kcBeOzs7zpw5w+PHj2Xire/fv5e12nx9kHj+/DmLFy8WACog2D1jx46lbt26jB07liFDhlC5cmWePHnCwYMHMTAwKHdAWrp0KQYGBgQGBmJsbMyyZcsoLS3l1q1bKBQKYYcIZQf6wMBAmjdvLttj9+3bR2ZmJmfPnhV50P379wkMDKyQNa/y90mWsH///TeGhoY8evSoHAD88eNH8bOrV6/i5+cnrlOy3tbX16dy5cokJSWhUChISUlh/vz5DBkyBIVCwbFjx8jPz2fo0KHo6Oigra2NqamprE22uLhYtJooaxp8/T6k/79w4QI6OjqCFVlSUkLXrl1Fu+mLFy/o3Lkz/v7+NGvWjHHjxtGiRQuMjIxkGj7fC2U2x8WLFzlw4ACqqqo4ODiIAmdeXh5FRUV07NgRLS0tLC0tUVFRwcjISFiyNm/enNGjR+Ps7Mz27dv55Zdf0NTU5OjRo7x+/RovLy+SkpIq1BoB8M8//9CuXTvBxoSydoN69ephYmIi9nLpOUmaLBII0KhRIzZv3ky/fv2oVauWKNo6ODiIdXfLli3cv3//u2KrULbPN2rUSBRFPnz4gLOz83cF0n/kmiWFxP578eIF5ubmmJqa0qVLl3KshGvXrrF27VpatWrF6NGj2bFjB23atCEtLY3Bgwdz7tw5unTpQkBAAHZ2dvj4+IjWSYkp+f/r+C9g8FUcO3YMbW1t5syZg729PQMHDiw3+adNmyb6ShMTE7GysmLq1Kn06NFDWDVJffmSanFSUtIPbfCUv+PXX38lMjKSunXrcuLECSpXrkxoaCgGBgZi0p8+fRpnZ2caNWok+uiKioo4dOgQsbGxxMfHV/j7lENKUE6ePMnChQsZN24c0dHR1KpVi/nz5wtLv4iICJKSkkhLS6Ndu3ZYWlrKaM7379+XqS9XdOJBGQIr2eFcuHCBypUrs2jRIqCMsqSrq0vlypVlB5+CggLS09N/2EdV0SgtLeXhw4c4ODiwdu1aoAwNl6hZoaGhTJw4kdLSUgYPHkzlypVFT1Xbtm2Fqv+qVauwt7cnMzNTpsxepUoV5s+fL5gfHz9+JCIiQuZX3rFjR/78888KiTZK76ywsFCW5Jw7d46QkBDc3NxEciFt4iUlJSxYsICYmBi8vLzQ0tIS+hzSAUlbWxsXFxccHR1xc3MjNDS0Qgn79u3bhVhT1apVSUhI4NixY8yePRsnJyeqVKlCpUqV2L59O0VFRfj7+4vK0beqURs3bsTU1JQaNWpgZWVFfHw8S5cupbi4mL1796Krq4u6ujomJiYsWbJE9AW/efNGCP9IERUVhYmJSYWsANPT01FRUaF///7Cjk5HR4cBAwaIv9m4cSNmZmaYm5tjaWnJ6tWrZXOroqDBuXPnxAbZpUsXFAqFSPYeP36MnZ0djRs35smTJxw7dgxLS0th4SSJtFWtWpWoqCiuXbuGvb090dHR6OrqcuvWLU6ePEn37t1l1Ls9e/awbNkyduzYIX5+48YNfH19SUhIkFV+/m3cvXuXESNGYGhoyOzZs3n48KEQUsrKyiIxMZGbN2+SlZWFtbU1o0eP5ubNm0RGRooq2MuXL3F0dCynmTB//nxiYmJ48uQJt2/f5uXLl5SUlJCVlSVoou3btxfv4dmzZ7Rp04aVK1eWOywrV0V3795NWFgYPj4+goJuZ2fHkiVL+PPPP9HX1yciIgJfX19hOfnmzRsmT56Ms7PzN1ug9u7dS//+/WV6F18LwLZq1YrNmzeTlZVFQEAA1atXZ8CAAbL+XuW4d+8ev/76q6yKsXv3bnx9fWnSpIkY21KlUrkN4WsaqQQGFhYWsmDBAoyMjGSsjJs3b/Lx40eWLl0qDvOSsjr8z7qel5fHtWvXvmvXe/PmTQICAjAyMhL/Pj4+HmNjY+rXry/W8Y8fP7Jnzx4mT57M3LlzRXLeo0cP4uLiKtzmI827rVu3kpqaKns3Li4uGBoaYmBgQGpqKu3atSMhIYGQkBBxHQ8ePODixYvl2Hm3b98mKioKJycn7t27x8CBA1myZAlQBpQ1bNgQAwMDZs+ezT///MOJEydISkrC19cXPz8/3NzcxGH+9OnTrF27llmzZvHgwQNxrxKtWhKjO3jwIJGRkcTFxcl65gsKCggODsbb2xtra2siIiKwtbXl7NmzghHx8eNHsrOzSU5OLlexHTp0KLVr1yYqKoqpU6eyZ88eoV8k0bCLiopwcXGR6RpAGc22adOmtG7dGmdn52/mGufPn2fLli2cO3eOTZs2ERcXx5EjR3j9+jV3795l9+7duLm5YW9vT7t27SgpKeH48eOi8ubh4SFjQl27do2srKwfir39m/heDrRx40YcHBxYsWKFTGX+0KFDBAQEyKq8c+bMwcTEhIkTJ5KUlCTcagICAnBzc2PAgAF4eHjg5eWFs7MzVapUoU2bNvj5+TF16lSuXr2Kt7c37du3x8LCgrFjxwJlFclu3bqRmZmJo6OjOLh6e3vLKupQHgCU2lvs7OxE3gRlc2LhwoVoa2tjYGCAqqoqRkZGosXr6tWr+Pv7s2TJEtm7/vLlizjEWFpa8vjxY65fv46zs7NoyZA+H8rAWekZSYfqnJwcqlSpQlBQkMxtZffu3RgZGXHs2LEKvTOJMVVaWsqVK1ewtraWtbvOmTOnXA74999/C72lBw8e4OrqSrt27bhw4QLGxsaYm5vTpUsXqlevTuvWrbl8+TItWrTAwMBAXNetW7cYMGAAkZGR5OTkyPLZmTNn0qBBA4KDg3+oMyUJwkrWu1I0bNgQf39/qlSpQsOGDRk9ejQLFiygevXqxMTECEvOn4XyNY0YMQJfX19ycnJo06YNAQEB+Pv7o6KiQmZmJi9fvmT69OnY2tpy+PBhYQscFhYmHA8+f/6Mv78/e/bsITc3FyMjIyGq+ubNmwrrg23btg1PT89ybUVQBhpkZGRgbm7OqVOnxD3s3bsXHx8ffHx8SEhIoHv37hgbG2NgYICNjQ3Tp09n2bJl6Ovr4+PjI0AoKX5UiZf2AmneVK9eXcYG/fXXX5k9e/a/EqmW1j8JcK5UqRLt2rX7YSsDlDHAW7ZsSVhYmGgHhLL2mblz5wrHiv8CBv9/Go8ePcLS0hIfHx+io6MFci4dIvfu3UtcXJwQGistLaV58+aEh4fj7+8vUMCbN29Su3ZtQkNDuXXr1g/pz8oL/tmzZ7l48aI4AOno6DBw4EAKCgrYs2cPJiYmQjtg7969ODs706BBA3bt2kVRURHDhw9n6NChFUb+lJNS5QOara0tQUFBREdHY2JigqenJ927d+fTp09s374db29v0Xeuo6Mj+rBKS0v58uULjx49ws/Pr8LWhsruFDo6OowYMQIomzhSdSQ3NxdHR0c6d+7MjBkz0NbWplOnThVCXn8W36rgd+zYETs7O5EEL1++HFVVVbS1tfHz86NJkyYYGRmJxE/SeRg+fDhQlrCPHTsWNTU16tWrx4kTJ4iMjMTMzIwXL17IFviUlBQ8PT3Zv38/3bp1w97evkKJkXTdf/75J+np6bi6upKdnS2AjlOnThETE4OHh4dIfpVBg6VLlxIVFYWPjw8qKio4Ozvj4+NDVFQUCxYsYNasWWJxrsimJcWePXuIiYkhODiY0NBQEhMTReXi2LFjtG/fntzcXAYNGoS7u/t322YOHjyIlZWVSHwuX76Muro6oaGhzJs3j+LiYl68eMHkyZPx9vaWVV3evHlD9erVmT9/vuxZx8fH/9QnePDgwaioqBAcHAyUMXc0NDQwMjJCW1tbppuwbNkytLW1MTExIT4+HvjPemxXrlyJtrY2rVq1YsqUKairqzNp0iSKi4vJysqidevWlJaW0rdvX5KTk1FVVSUkJARPT098fHzo2bOnUMzu2rUrZ8+eFZtMr169hAMFlNHlK1WqhIuLC+7u7tjb2wsq6o0bN/D39yc5OVnYEFU0SkpKOHPmDJaWlvzxxx+MHDkSfX19wQyR+tHd3NzIzs4W4j63b98W9PanT58KUUPlyr3ygTsvL4/t27dTuXJl8fNx48YJjQXl9XbQoEFUqVJFluhL7+fDhw9iHX/06BFDhgzB1dWVWrVqsWbNGipXriwSqH379nHz5k0mTpyIiYmJTJj0zZs34jOfPn3K9evXZdWeLl26oKWlJUsKFi1axM2bN0Vi8q0EZcaMGSxfvlz8/tGjR9ja2gpRXuXYtWsX3t7eNG/eXPR/fv1upJg8eTLNmzfH29ubmTNncvHiRT58+CCED7t168bp06dlAplXrlyhRYsWuLu7y9b1r+fSoUOHGDJkCL/++qvsfqdPn46KigqxsbFERkZibW1NrVq1KCwslLW5KLebSBR7IyOj/0jk6eXLlzg5OTFp0iQOHjxIcHCwUJ2/evUqKSkpBAUFsWzZMhISEoiOjv5pG0dubi7R0dFCrPPIkSPi3S9fvhwtLS1UVVVRV1cnPj6ecePG8fjxY96/f094eDheXl5MmTIFIyMjwsPDhUr56NGjKSgo4OHDh6SkpKCurs7MmTN59uwZVlZWKBSKcqDT58+f2bFjBx07dmTr1q3cv3+f5cuXo6urKwCCs2fPYmVlRZMmTcTh8OPHj2RkZDB79mwaNWpEQkIChYWF5laaoQAAo4xJREFU7NmzR3i9SwWAc+fOYWdnR1RUFFu2bGH//v0kJSXRtm1bSkpK0NHRkbU8QBkTIyAggDp16jBo0CDmz59Po0aNMDY2Jj09nenTp/PhwwcyMjIwMzMT69Tly5fJyMhg4MCBhIWFkZKSIgOJfsQM+zehPBfWrFnD9OnTGTp0qDhsdunSBVtbW2bPns2FCxd49OgRCQkJxMfHi2d/6NAhBg4cKMQQP336xIQJEwgKCqJOnTqEhYVRtWpVcnNzKSws5ObNm2RnZ6OiooKGhgYHDx6kuLiYyZMnExISgpmZGcHBwezcuZOUlBQ6dOjAyZMnMTMzIycnhy5duogD+o8KMO/evRPtLVIepbwf3bhxg2XLllG/fn309fVloExGRgbe3t7s27dP/Jtnz56RlZVFTEwMxsbGrF69WjCFpL9ZsWKFrBf/e/vf2rVrady4Mfr6+jRp0oQJEybQoEEDRo8e/d1Wlvz8/HIHQuk+HR0dhdL+0KFDUSgU32xlkH7WtGlTGjRowJcvX5gzZ44Q+/P29mbChAlERETQpk0brl+/TrNmzdDT02Px4sUUFxdz48YNwsPDSUtLE61beXl5pKenM2HCBIYMGUJQUNB3QdO7d+8KZq5UIBk/fjy6urqMGTOGhQsXCj0n5VyrIgfXr8fDvXv3CAgIEOLlrVq1IicnR7BhTUxMCAwMFK4cvr6+qKioyBgp0l4orf+BgYHlmEoVifz8fNq2bYuenh5du3YtZ8E9Y8YMYUEMZfPR2toaExMT9PX1MTU15cCBA7x584bu3bujoqIiWHlSkeV7QI00hu7du8eZM2dkeYH0XGvWrCkEVYcNG4ZCofip5pty+8/WrVsJCQlh/vz5MqDa3t6e7OxssZ8MGTJEgMvKcf36dVq2bEl4eHi5VtEPHz7w+vXrcsKI/7+K/wIG34iNGzeipqaGra2tSFJWr14terzV1NTQ1NSkf//+4t88efKkXPXj2rVrZGRk/PDgp7xISorQRUVFbNmyBRUVFSpXrizr/Q8JCRHVBIm6Hx4ejqOjI66urpiamv7wAK38ffv27UOhUMj60Q8ePIi5uTkLFiwAyqhECoUCbW1tQZf79OkTGzduJCQkRFgjJicnc/jwYfE5w4YNw8nJ6Ycsh6+v6dKlS5ibm+Pp6Sl+9/TpUwG4pKWl0bp1azEpvb29sbS0pHfv3uVQ9/80bty4Ia45Pz+fuLg4OnXqJOiUe/bswc/PDwMDAzp37sz169fZu3evEJeLiYlBoVCwfv16zp8/j4GBgehH1NHREQJHUkgL/enTp4mKisLe3l70FFY0tm/fLrx7t23bRkJCgkxt+Pjx48TFxWFpaVkOXS0pKWHJkiVERUXh6+uLmpoaS5YsEYnZz5gh0ufcuHGDU6dOycZATk4OSUlJQtQqISFB/H7Dhg20adMGMzOz795rUVERv/76q9ik7ty5g7OzM02bNiUpKQlnZ2cWLVokrlE5qXjx4gUpKSmEhYWJ8VIRzQJJAFASVbK1tSUtLQ0zMzOWLl3Kjh070NHRQVdXV2xSHz58oHr16sK15Gc6Gt/qa5Ri0aJFqKqqMnToUCZMmIBCoWDs2LH4+vqK9aZp06YisZEqP66uruzcuZNz587h4OBAw4YNOXPmDMeOHaNPnz4yb98//vgDMzMz/v77b96/f8+ZM2do2bIl2traIpG5desW1tbWP3TC+Prapec8depUsX4eOHCAYcOGoa+vz+zZs8Wao6KiQkREBDVq1GDKlCnCojQ8PJxRo0bh5OREx44dxbN88uQJsbGx4sAkCV/p6urKGAh9+/ZFS0uL3r17069fP9q0aYOhoeE318Q///yT2NhY0tLS6Nixo6DAq6qqoqOjg7OzM3Z2djJtACns7e1lVQllwbnQ0FDs7e2pWbMmLVu2FH/Tq1cvtLS0GDNmDJ06dUJXV1fWGqK8fkn3Xbdu3XKVnOXLl2NpaUlycnK5qsPu3buxtbWlffv25RIzKQYOHIiFhQWzZs1i/PjxuLi44O/vT1paGtevX2fhwoVYWVkJCvj/h72zDIhq+9r4HhokBUS6U7obpBGkxBa7u0HBbr0GdrcXE7s7MLEvIRYgii0gKDnP+4H37P8cQlFRQef35V5hZjhzzj777P2stZ7FOwfcuXMHvXr1grGxMfbs2YNNmzbBy8uLevQwmVi+vr4wMTGBmpoaq0e7nZ0dOBwOBAUFISYmhtu3b7PGkb+/PxwdHcHlcpGXl4c1a9YgJCTku9pH8bZrMzc3h4CAAAQFBdG8eXPIysri8ePH+PTpE3VhP3LkCBwdHeHv74/S0tJqzxPe43z27BnCw8NBCKGZONeuXYOMjAw1aiSEICgoCNbW1lT0ycvLg66uLoSFhbFq1SoUFhaivLwcI0aMgKurK4YMGQJzc3N06NAB1tbWkJOTQ0FBAT58+AA9PT1YWVlVEzSYVn+GhoYAKudJLy8vaGlp0QjX5cuXoa2tDXt7e9jZ2cHa2hqGhobgcrlYvnw5jI2N6fx59OhRtGrVCj4+PrQ84cmTJ7TsQl1dHa6urvj06ROKioqoCRrDpk2bIC4ujoSEBJrtderUKWr6yHSNaNu2Lezt7UEIoaVe48ePpyLBixcvvmiWXB+MGTMGysrK6Ny5M6ytraGvr09bFjKp4aKiojA3N4eNjQ29LxlxTlVVlUahy8rK8P79e8yZMwe2trZo3bo1rKysYG1tjY8fP+LevXvo2rUr9T3q1KkTXr58ieLiYqxYsQJ6enoghKBJkyZ0DZSZmQkdHR0cOnQIRkZGkJGRgYWFBf75558vloHk5+cjJiYGAgICNKOHCeYwPH/+HLGxsZCSkmKVFbi4uMDExATDhw/HjBkz4OTkBH9/fyQlJUFYWBjCwsKsjhxApcDSsWNHVsu6ixcvYsKECRg/fjwd/wyJiYlUlOFwOLC1tWXNV7yBEG9vb1hbW8PFxQVHjhyhWY55eXlQVFTEwYMHMWfOHIiJidGys/fv3+Pdu3esuSsvLw8ODg5Ys2YNTp48iWXLlsHX15e2Rq+oqMCCBQvg5uaGzp074+zZs9Tcm1m33L17Fy1btoSpqSm0tLRgampK13O7d++Grq7uF822MzIyvpiZm5mZWa3M42vrWl5BoWPHjtQEMysri2YdMt25jh8/DgEBARBC4ObmBjU1NeqDIi8vj5CQEMydOxd9+vSBgoICzWh6//49nJ2dWa1Ca6LqmoBZRxYVFaFv376wtLTEokWL6M8/f/6MVq1awcbGBqtWrUJaWhpMTU2xYsUK3L9/H/Hx8ZCVlWWV9c2ePRsODg6ws7PDmDFj0L59+y+uuXbv3g11dXU0a9YMlpaW2L59OyugGhUVhdGjR+Off/6BmJgYy7D5S98NqHzei4qKYvHixdUyAhMTE6GjowMnJyeEhIRAUFCQtruvCiMaODk50b0XULfM7F8JXzCogYqKCnTt2hWEEDRt2hTa2toQFRWFjo4O5OTkcOnSJUybNg16enpfda6vqyJ+//59DB8+nC4+nj59CiMjI3A4HAQGBiInJ4dG0Ozt7REcHIyuXbti+/btOHv2LHbt2oWEhIQvRk55B/zSpUuxePFiaqTELH4nTZpEI+SMK3b37t3pg45JVSwuLqbpeswk6O/vj1u3btHJuy6bXt4yBAkJCXh6ekJFRYXVQgmoTCMyMzOjtZ3v3r1Dp06dMHny5G8ywvoSaWlptFUOEzHZuHEjncyYa5mUlAQfHx+EhoYiIyMDMTExaNu2LUJDQ7Fr1y6Eh4dDRkYGQkJC1HTw+fPn1OhPT08PixYtqjYBlZWV4cGDB19tn8bA5XLx4cMH+Pr6UmW4qKgISkpK1ZTgpKQktGrVitVXuapo4ObmBjMzMwgICGD58uWsdka1/X2gss5bU1MT6urq1CCO2cgcO3YMAQEB8PDwgJ2dHfz9/bF//37s3bsXISEhX03ZSktLQ2pqKgoLC+Hi4kKdvRm3/xYtWtAJlsvl4s2bN5g1axaCgoJgZ2f3RfObmpg6dSo4HA727duHd+/eYdmyZRAREYGtrS29Xvb29hAXF4eIiAiioqJgb28Pe3t7bN++HRkZGV9Mh6tqAtS3b1907doVe/bsoa2PVq1aBQEBATg7O8PR0ZG2D2LSx9esWQNra2vo6elBQUEB6urqCA8Ph5ubGzZs2IALFy5AT08PKioqMDAwgJGREb0Xy8rKEBsbW83UKzc3F+3atYOnpycdf8+fP//qeUtLS8P48eORmZmJiooKGt0aPnw4AgMDoa6ujgsXLmDChAmQkpJCbGws2rVrh8GDB+PevXtITk6Guro6TT+PjY2FvLx8tUyNcePGwdzcHNnZ2fj3339pn/NZs2bRe4zhn3/+QVhYGJydnTFgwIAax9iVK1cgJCSE0aNHw8fHBwICAtDR0cHTp09x6NAh6rUhKioKPT091nvz8/NhaWlZref3iRMnIC4ujiVLluDJkye0xz3v6yZNmgRTU1M4OzvXOj/yGs9qaGigoqICV65cYTn3b926FSoqKhg2bFi1hcrp06ertVljuHbtGoyMjGjZwvnz5yEsLIz27dvD2toaPXv2xNOnT7Fo0SLY2dnBysqq2oL1zp076NevH5SUlDBlyhQ4ODggLCwM+/fvR1RUFF3svnv3Drt374a8vDwVDcrKyhAXFwcjIyO4u7uzUlQDAwNhYGDAWvwVFBR8s29BVZgorby8PJ4+fYrz58/TDTXvfAhUXsOqAj/vPXDs2DGsXr0ahw8fRkZGBnx8fKCqqoqsrCwsX74cjo6OKC8vR35+Pnr16kUzv2xtben3SEhIgIaGBisQUFRUhM6dO0NQUBCjRo1Cfn4+Pn78iFevXmHPnj24fv06jai6uLiwIpAVFRVISkpCixYtqFladnY2fH19aXtIoHJRum7dOgwbNgyzZs2i80m3bt3QqlUr1trh3LlzCAwMhLe3NzWhBCqFxMePH9MxERcXBy0tLXrOGONlxiEcqFw4i4uLY8yYMbRlmYaGBsaMGUNFFwEBAVhYWEBSUhJ37tz5JeZe27dvh5qaGhWjDh06BA6Hw6qzfvjwIU6cOIEzZ86w2lU/f/4cw4cPp+nshw4dQmRkJMLCwrBt2zbMmzePllPZ2NjA0tIST548weHDh3Hu3DkkJCRAVlYW3bt3Z2XXDR48GEJCQmjZsiUWL16M7t27Q0NDAyYmJvD09ERCQgJ27txJ38NcBybLkcnkqq28hddYDmCLBozXD5fLxciRI2FmZgYxMTEYGRkhNzcXz58/h5qaGuTl5WkN+MuXLzF+/HgoKiqyIvt79uxBkyZNaNaOgIAAunbtyhrzJSUlePDgAfr161fjHH3o0CFISEhg6tSpuHnzJvz8/NC8eXO66eJyuXB3d6et/pgAye7du2kqd8eOHen3AipLEhmjWQEBASgoKCA7OxtbtmxBjx498ODBA8yfPx9OTk5QUVGBnZ0dOnToAAkJCTpXPXv2DOfOncOUKVOwZs0auqnr378//Pz8WGUsNfHgwYMvZuZaWFjUOTOXd0Pp5+dHzbZ9fHywY8cOnDt3DtbW1jA3N4eenh727NmD4cOHw8XFBZ6enoiPj4eJiQns7e2xceNGiIiIwMnJCS1btmTNMcx9/qW1Nu89u3LlSvTp0wetW7emz63Pnz+jR48ecHBwQHx8PKsDRKdOneDp6Yno6Gi0a9eOJR4dP36clo4wc1FhYWE1QZz3ucGM87S0NJiYmGDhwoW4du0aQkNDYWlpiWXLltHrNGnSJHA4HNYYqu27ZWRk0D3Q8+fPYW1tTfcKpaWl+PjxI/bu3Us7/UyfPp0GR2oTIhgY0cDNzY01ZhsSfMHgCwwcOBDy8vJo0qQJTE1NMXToULo4W7NmDW2J9KMkJibSxf2TJ0+o6VxGRgbs7e3B4XBgYGAAeXl57Nq1C1lZWdi7dy+mTp0KRUVF6OjoVKuL+hLjx49Hs2bNMHv2bGhpaaFZs2YQFBTE/v37kZycjMuXL6OgoAAODg40JfjSpUs0/adqm0ig8kYKDg5Gs2bNICwsXGN/4tq4ceMGhIWFMXnyZJSXl2PVqlVQUFBgiQbp6ekwMzPDlClTcOfOHUyaNAk2Njbf3bqOgXcxfP/+fTg6OsLLywsBAQHw8/NDr1696MPFzc2N1t0fOHCA1uCqqalBXFwcmpqa6NChA7S0tOgmz9PTk6bJb9y4EVFRUQgLC4Orqys17wHqvqGtSklJCRwdHXH37l1kZmbS6CLDkSNH6KKYd4KtamRXUVGBdevWwcHBASEhIeBwOKz6x9pISkqCpKQk1q9fj7t37+L27duwtbWFnp4e/buHDh2Cs7Mz/Pz80KpVKzg7O+P06dOsCEltLcqYh8rFixdhampKH2I3btyAt7c3oqKiWAv827dvIzg4GMOGDaMP0y+ptLwPuWPHjkFYWJiVlvfq1Stoa2tDQkICgwcPpmLi6tWrMXfuXAQHB2PAgAH0YfWlhS7v7yZNmgRJSUn069cPNjY2MDc3R7t27Wg648aNGyEkJAQHBwcMHDiQdkUoLS1FYWEhNm3ahN69e6Np06aIj4/Hq1evEB4eDk9PTxw+fBhlZWVITU3F1atXoaGhASMjI3p+Y2JioKenVy1CtX79emhoaFTrW1/b2CwtLaURY319fXTt2hXi4uIwMTHBnj17kJ6eDn9/f6ioqODIkSMYNWoUxMTE0KJFCxQWFuK///7DhAkTWDXzjx49QlBQEOzt7REdHY21a9eic+fO1O3+0aNHLOOr5cuXw83NDQCqRajKyspqvPb//fcfNm3ahH/++YfWlTo6OsLa2pq2oFyxYgUkJCRgYWEBc3NzmJub4+rVq0hKSsKECRMgLy/PqpUtKyvD4MGDaZnAy5cvoa6uTtuI8vLixYsaU2yB/42R27dvQ1JSkr4/PDwclpaWrI3Yxo0boaqqiqFDh361xIbhypUrsLS0BFCZHiwpKUnH+/r162FgYEDvqSNHjsDQ0LBGk9M7d+5g0KBBePToEW2H1qFDB9jb27PMJUtKSrBjxw5oampSB37gfyJzq1atcOnSJURERLDEgvrqdpOcnAxZWVmoq6tDQUGBiqDJycnw9/eHlpZWrb43vM+54uJilJaWwtbWFrGxsVBXV0ePHj3w5MkTeHp6Ql1dHf/88w/09fVpVJzL5eL58+fUGJWp/z116hRUVVXpNSstLaXdDHgjwkBlNI3D4cDNzQ03btygooG7uzsrbZap/zcwMKCiQVZWFhUNmHmTmQO4XC7+++8/jBkzBmJiYjA1NYW2tjbs7Oxoiv3p06cRFBRETcZ4SUlJQZcuXaCgoECzd7hcLo4fPw5tbW08ePAAXC4Xubm5rEX1s2fP0KxZMwwaNAhlZWUoLy/HhAkTqJloXcfx91D1+bJgwQIqNv7777+QlpbG8uXLAVSKgjVlhi5btoyKba9fv8aoUaNgaGgIUVFRREVFITQ0FBwOBxMmTMC2bdtQWlqKXr16QUlJCRoaGqzI5tGjR6n7PCOwc7lcHDt2DFpaWrTE0czMjNW+tSq7du2qtbwFqMyiEBUVpSaSTHtHpmSqJtHgyJEjEBMTwz///EPHc1xcHOTk5BAeHo6mTZtCV1cXtra20NLSYomfmZmZ0NLSYkXJL168CFlZWVYrz9qeK1wuF58+fUKrVq1oScXbt2+hq6uLAQMGsF7Xpk0bWpfPpJ3LyspiypQpWLBgAXr06AEtLS1qrHjjxg2YmppCVlYWgoKCCA0NRX5+PnR1daGoqAgzMzP06tUL8+fPx7Vr11BeXo6ioiK0b98e4uLirAxKhps3b2LUqFGQlZWtU/tyoPI5V1+ZuQDQqlUr6OvrQ1dXF+Li4rC0tETv3r2hqamJWbNm0VJFQghGjx6NlJQU+Pj4ICgoCDdv3oSxsTEcHR1pKaS+vj569uyJ2NhYdOrUibZWrQtjx46FqqoqRowYQbMkx4wZA6BSGO3RowecnZ0xffp0OkYLCgrQtWtXNG/enJVhzNyzs2fPRpMmTeDh4VHnTik3b97E/PnzqwUfu3fvTtuZFxcX49ChQzA1Na2xlIX3PDPPZGaOYDo2MC0mp06dCmdnZ8jKykJeXp4Kkb169YKkpCS2bt36VXPYBw8eICIiAn5+fl8N2P0O/nrB4GvpPvn5+TVmCYwaNQpBQUG1Lvy+hSNHjiA0NBQiIiJUxSwvL6cRZ1tbWxBCEBAQUO29b9++xa5du2o1yKpKbm4ujIyMMG3aNFoH++DBA/Ts2ROSkpI4dOgQgMpIlK2tLU2Z/e+//9CuXTuMGTOm1hsrPT29TlHjqpw/f551U+fl5dUoGowfPx5aWlrQ0NCAiorKVxW7mmBuft6HFe/kHB8fD1VVVWRnZ6Nly5aQlpaGt7c3LSVgIsknTpzAnj17sGLFCnTo0AFNmzaFuro6OnXqRH0frK2tYWBggLy8PMycORMSEhK4e/cu3r59izZt2tCI8LfAjNfnz5+jqKgI79+/h4WFBebMmUPNfJjv9uzZM7Rt25aq1QUFBV8VDYKCgqiDctXrfOvWrWreGMuWLYOHh0c1ddfKyopu5IDKUo7s7GykpqayjKuYiAOzsTtx4gSGDRuGoUOHskQnZiG6f/9+VFRUYNKkSejVq1eNav6HDx/od/qSEMP7wN22bRvGjRtHO1Pw9pIOCAiAkZERxMXFoaamBgsLC/pe3vNZ1/QxpmUpc69XVFRgzZo18PDwgLe3N1avXo3Vq1dTz4zRo0fT1kiGhobYsWMHzWw6cOAA3Nzc8OLFC6SmpiIiIgItW7aki0Mul4ukpCSYmprC0tISXC4X169fh5GREZYsWcIS3C5evIgWLVpUi7p+iblz52LBggU4ceIE4uLiqGFZhw4dwOVykZ6ejqioKNpjXkBAALKysvjw4QOcnZ0hJSXF6sUNVNabjhs3jvqkML3aIyIicOXKFVbbr7Vr10JXV5f1/kuXLtFU6KpkZWXBxsYGcnJyiI+Pp3WlwcHBmDp1KqysrNCqVSscOnSI9qm+ffs2vL290axZM+jo6EBJSQnOzs6stq8A0Lp1ayxcuJCaVPLW+O7evZuWU9QGr5O2hIQEy6Pg06dPCA0NRatWrViZBhs3boSWlhZ69epVLaugpmfbyZMnYWRkhISEBJo+7+DgACcnJ5w4cQLOzs4wNTVFv379sGrVKrRr1w6nTp3CzZs3cfPmTVy7dg2nTp3C69evWffWmTNn4OTkxOo/zfDixQtoaWnRhRZDRkYGgoKCICwsDENDQzqH/EgaZlXB7unTp9TQy9jYGMuXL2dFZVu1agVpaelqZR+MCSnvBgWodLffsGEDFi1aBGtra/Tq1YuKBkyfcsZbBQB1KRcTE6MR4s+fP0NNTY3VEo9pNaqrq0uFihUrVtAONr6+vvD19cX169eRn58PMTEx2NraoqSkhCWMXrt2DTo6OtR7JSsrC35+ftDS0mKVMpSVldE2rfLy8ti5cyfevn2LFi1awMTEhIoojBGilZUV63mbmZmJZcuW0fUBc96Z7igMGRkZ0NbWxtu3b/Hs2TOoqakhMjKSzn1HjhyhrYjj4uLqfJ2/lfPnz+Off/7B/PnzqZHwyJEj0bNnTyQnJ7M2AkBlhHTmzJms+T0nJwctW7aEjo4OPRcvX75E69atoa6ujqlTp4LL5WLVqlUQFBTE1KlT8eLFC9rxQFNTk266mDE4depUiIuLo3PnzqzyiwMHDqBPnz7YvXs3K8W96vPs/v37UFZWxrp166qVt0yfPh1lZWX4+PEjBg8ejKZNm6KgoADp6ekwNDSEnZ0d/ezHjx9T0WDRokWIiIhAbGwsgMosi5CQENoxJDc3F1evXsWcOXMwYMAAbN++nXXfpaWlQUdHp5rz/blz5yAkJMRq3VobxcXFsLe3p+slZWXlan42r169wosXL7BixQpoampixIgRmDZtGsuU+NWrV1i6dCm0tLRo/fjnz59x9epVzJ49G+Li4hgxYgTGjRuHlStX4tq1a5g3bx5kZWXRsWNHzJo1C58/f8abN28wYMAASEpKVus+Fh8fDxcXlzqLBQw/kpnLS1hYGLS1tZGfn49r165BQkIC/v7+SExMxK5du+Dp6UmzD4SFheHk5ISKigqkp6fTtW9GRgaUlJTQsmVLXL58mXpZuLi4YODAgTV2VaqJ8+fPQ0tLi5paJiUlQUBAgNVWuLCwEKGhoejTpw8tAY2Li0NRURG6desGOTk5zJ49m2ZAAZVdgZj2vra2tl891xUVFbS1uLu7e7XnQvfu3WFjY4NFixYBQK2Bx6oZ0EzpJFApfkRFRVGxKTQ0FPPmzUNeXh4sLCxYpZIDBw6ElJQU/v333692GePtztbQ+KsFg/j4eFZLQl54lXjen71//x7R0dGQk5OrU4/rqtQWgbxy5Qq8vLxgaGhIFWwm0+DRo0dwcnJCQEAAy8zqe6IwWVlZkJGRgYmJCYYOHUqP5927d7C0tETz5s1x9OhR2sOX+Y6Mo/LXBvuPRoZ4++kyogFvvdyFCxeQlJRUJwW2Ksx3ffr0KVatWoXbt28jNTUVTk5OrDrbqKgoeHt7Y+zYsWjfvj0GDx4MDocDFxcXapLl7OwMDodD1eE3b97g8uXLGDFiBGRlZXH48GHo6OhAXl4e3bp1q1arxqSAm5mZYevWrd90bvbt20eNkABQ8x5vb2/62sTERMTGxsLExASZmZnUmMXV1ZWVgVD1swcMGIAOHTqwRDIul0tbxC1btow1BmJiYqCjo0P/zSywLly4AFVV1Roffsxn79u3j3UODxw4AHFxcfj7+8PGxgZCQkJU7MjNzYWrqyv09fVhYmJSJ8W7rp4Wo0ePhqamJubPn48hQ4bAwsICKioqNHKWmpqK4OBgGBkZQUREhIpYVR3na2Lr1q201ACoLENQUVGBpaUlHjx4QD+jtLQUXl5eEBISgo2NDRQVFeHn54eJEydCWFgYzZs3p5krVlZW0NTUxKpVq7Bjxw4EBwfT+j4mctC6dWv6EGSij4aGhnBwcABQed3MzMwwdepUpKen48mTJ/D394e3t3edzxvTvlNaWpqm8j1//pwaaJqammL16tV4+PAhLl26hJUrV1Kj1AcPHiA9PZ3WUTJRTd5zeefOHcjKyiI6OrpaKiTzmmPHjkFHR4eex5iYmC+aaObn52PevHnQ0dGhAiyzcPPx8UF8fDw0NTUhKiqK0aNHs85FcnIyHjx4gCVLltDj4W0VN2LECHTs2BFaWlrUnIzL5VLTp9mzZ391fmQyHphe3wybN29G586dERISQg1JGVauXAkTExPWd+Y97t27d7PSrBkBdOnSpSgrK8P+/fthYmICRUVFREZGYuPGjXBycmL1tlZQUKBjUEtLq0aH7KSkJDg4OMDNzY2VTQBUelPwpt8ypKWlYciQIXXKBuKlvLycfk5tQihDdnY2goODISwsDHt7e9Y1uHr1Ktq0aVMtsp2Xl4eVK1dCWVmZlQFjZWWFQ4cO4ePHj1i4cCEsLCzQs2dPPHnyBBYWFlBUVISQkBCWLVuGhw8forCwEGZmZhAREUFQUBDc3d1x+PBhXLlyBQoKCujQoQNu376Nf/75BxwOB82bN6di6rNnz+jceP/+fXh7e8PKygr79+9ntRxjumww77t+/Tqsra1hbW0NoHJzb21tTYU5xrn+5cuXsLW1pWOD8eLhFaSASo+c0aNH12pKx/w8NTWVdqxhnk05OTnw8fHB4cOHoaGhgb59+2Ls2LHo06cPMjIy0KtXL1y6dAnu7u40mlzfbNq0CQYGBhg+fDjru926dQuKiorgcDisZ/CnT58QGBjIuu4MSUlJNBtm69atOHz4MCIjI+Hp6QknJycayV6zZg0IIZCVlaXHwOFwMH78eJaYuWDBAgQEBCAgIKDa+eXdMAGV5/vp06esufLAgQPQ0dGpVt4ydOhQmJub07/FlLcw1+zRo0cwNTWFtbU17t27RwMLTLcnDQ0NTJs2jX7m0aNH6T3y5s0b+jmGhobQ0NBAUlISqx23kJAQNTytqKhARUUFPn36BCsrK5b3y5fw8vKiXTgGDBhA1w3v379HYGAgK9iyY8cOWqfObNSY43nz5g3s7e1hZmaGqKgonDt3DgUFBSgvL8fSpUvRtGlTtGnTBlJSUrh79y4qKirw+fNnaoBnY2ODOXPm4OTJk2jbti1dZ/HOY7zP+G/hRzJzgUqhZ8iQITTTOSsrC+Li4rRFakpKCnJycnDlyhX4+/vT7OLg4GD6GbxjggkW8M6v31IetG/fPnh5eQGozHyRlJSkndI+fPhAy0k+ffqEiooK5OTkQEtLC9OnT6ev6dSpExwdHTF9+nRUVFTg/fv3GDt2LLS1tXHx4kWMHDmyTsf0+fNntGnTBmpqavj333+rBX7btGkDFxeXWiP5XxLwAdBS8C1btmD58uWsMRAeHo45c+YAqNzbHT16FOLi4lBVVcW2bdtq9Rdq6PzVggGzEDp58mSdFioxMTGIjIyEvr7+dznz1+TMGxsbSyND169fR2hoKKytremNVV5ejvLycrqo9fPzq3NKTm03lbOzM8TFxXH06FHqEF5eXo727dvD2NgYEhISuH//Po3M2NnZ0drCXwmvaFA1rehbYc7FvXv3YGBggPDwcBw/fhzPnj2Dk5MTFBQUYG5uju3bt2Pnzp2QlpYGIQTdu3dHYWEhtm7dipSUFOTn5yM0NBS2trZwdHSkveXfvHmDKVOmwNXVFWvWrEF0dDSaNGkCR0dHVq0a8L9F8fPnz9G1a9c6eTAwk/f27dshLCwMKSkpqna+efMGI0eOBIfDQVxcHIYNGwZCCISEhHD79m0kJyfT3vbR0dFQVlaGh4dHNVX1zZs3cHFxqVUIi46OhpiYGFasWEEza+7evQtlZWVWGj9QabKlpaVVYysY5lrk5OSgd+/ekJaWxuXLl7FgwQK6oPvw4QOio6MhLCxMF3PZ2dlYvXo1Fi1aVOeMmq+RmppK08oYrly5gqCgIKioqFAl++PHj7RfPYfDqdOiZ8WKFfD392fdh+/evYOxsTE1xmSu6/z586GsrExTRxMSEmgqcnR0NGRkZBAUFAQTExMYGRkhMTERnp6eCAsLo+2QmAfizp07qclU1egjk84MgEbUORwOzM3NYWtrW6fSCuB/4/Hq1avw8vKCpaUljaAzreVERERgYWEBYWFh2jI0IyMDfn5+8PX1RWpqKh49ekSFOF5B7dWrV3B1da1239dUTy8rK4s3b94gLi6OZXxV9fXMuSgqKsKKFSugr6+PXr160eMKDAyEu7s7JCUl0aNHD/o+3g1mUVER5OXlcejQITx58gQuLi50kXXt2jVISkpCT0+PRu4qKiowfvx4aGho1CnduiYn7dqyk3hLhnjvZd5rd+fOHRgbG8PX15ee37t378LW1hY6OjrYsmULFi5cCCsrK4iIiFARZcuWLXBxcUFgYCCysrJQWlqK169fo7S0lH63mzdvYufOnVi6dCkVKy5fvgxnZ2c4OTlh6dKlOHnyJGJiYiAuLv7Ve7Yuz+DExETWv3mFUEakSU1Nxfnz53Hq1CnaBePNmzdwd3dH06ZNq0XLqm7MGAoKCrB69WooKirSTAMLCwvaOaSgoACLFy+GhYUFunbtiufPnyMzMxMTJ06EvLw8VFVVYWlpCVlZWbRu3RrHjx9HREQE3N3dsXXrVty4cQO6urpQUVGh4gwzj/KOW+Z6rl69mhoNOzk5wdbWFgEBAbTlmK6uLkJDQ2lXG3V1deo8npubi8+fP1OBi8vlIjMzE/r6+iguLsaxY8dYi/vCwkKsWLGi2jOitv7yt27dgoyMDAQFBSEkJIQ2bdogKysL5eXlcHd3ByEEXbt2RX5+Ptq0aYPFixdjzJgxtCtAXZzJv4fNmzdDXFwcu3fvZl3nBQsWYPPmzZg7dy60tbUxe/ZsvH79GtevX0dgYCAsLCzoeKy6obh8+TI1a9TT0wOHw0GrVq3Qvn179O7dG1wuF7dv34aVlRUIIZg7dy4Atmhw584dlJSUICwsjGZ11nR+eXn+/Dk1hWbM52oqbwEqr5+IiAgtb2E8DID/ja2HDx/SLC47OzsEBQVh165dWLVqFWxtbTFy5EgA7Pvy0aNHmDhxIkuc9PDwgI6ODi5evEj/fq9evWBvb1+tjZ6zszMWLlzI+hlvNwTejdSmTZugqqpKS2wYxo8fD0NDQzx9+pSVcbF//34oKCjA2tqalQ0zatQoSEhIQEpKCg4ODlBQUEB0dDSeP3+OkpISLFu2DM2aNYOJiQkGDhxI32diYoKwsDCMGjUKAQEB9Ln/JdPi7+FbMnNr+nu8BtUFBQVQV1fH+vXrYW1tDWVlZYiIiNBMMaAyG6x58+Zo3bo1/Yyqz9WqgdK6HsvRo0dhYWGB1atXs0p8gMrrExAQQIXNy5cvY+zYsejXrx+rfPDdu3fo3LkzpKWloa+vj4iICNja2lbLKObNkK3tOnz69Am+vr6wtbXFnj17qgn2X4vk1ybgT5kyBVpaWtWeJe/evcOECROgqKiI9PR0HDhwAEJCQpg5cyZiYmIQGBiIJk2aYOvWrY1SNPgrBQPeG6BVq1Zo3rw5jh8//lWDwk2bNmH8+PG1GkrVlarOvAYGBjRidPbsWYSHh8PW1rZaayxGjXR0dKQpP7XBewM9evSItVgdOnQoOBwO+vbti/LyclRUVKC0tBQRERE4f/48vL290apVK+zbtw+JiYlYsGBBvW3QvpX8/HysWbMGHA6HlWr2PaSlpUFOTg4xMTGsiWLDhg3Iy8tDVFQUXF1d4enpCWdnZ6iqqsLU1BRHjhwBl8uli628vDy4urqiU6dOtLf8lStX8OLFC9y/fx+RkZGws7PD3bt3WbVqNWWHfIt3wfbt2yEoKIitW7di1KhRrEnszZs3WL58OWxtbeHm5gYfHx/Iy8ujY8eOOHXqFO3ZztSu6unpwd3dvZqhWE2TGO8kGxsbC1FRUaxduxYFBQUoKCjA6NGj4ejoSBXVgoICTJgwASYmJtUcg3mjUdOmTcPjx4/RuXNniIuLw8bGhnbiYP5udHQ0BAUFqxnM1Rc3b96EqKhoNRHuzJkzUFBQYKXyVlRU4MOHD9i7d2+drxszp1y+fJlmxeTl5UFFRQUaGhrUzKx///5YtmwZDA0NMXbsWMjKymL+/PnQ1dWFm5sbzp49i9TUVAQGBsLPzw8PHjzAx48fceXKFQQHB9MFJNOF4EvRR0tLS7i4uAAAreG7fPkyy9SrLuzevRuysrJwdHSkGxYjIyMoKSnhzp07aNeuHc0Q4l0MMaIB8z3S0tLg6uqK4OBgWiudkpICXV1dnD9/vsbFADOHp6enQ11dHZGRkRATE2NFaJjXnDx5EsOHD4ePjw9WrlyJx48f0+iShYUFSzTw8vKCpqYma6HL+7woKSlBaGgo2rZtiw0bNsDe3h5eXl4svw4RERH4+vrC398f7dq1Q9OmTb8pzZTXSbtPnz5fzE5izMdqWtSNGzcOPXr0gKmpKURFRWkP8dLSUmRkZKBt27YwNDSEu7s7evTogQMHDsDQ0JBuMpnv17dv32otKXfv3g1VVVU4OTnByckJkpKStJXrxYsX4eDgAAEBATg6OqJv377f1RKxKk+fPgWHw0FERAQAsITQsWPHQllZmWZKmJqagsPhwMvLCxs3bqSGqAEBAVBRUalz2Vx+fj5Wr15NM8Wsra3h5uaG7t27o127dmjbti1sbGygoKCA7t27Izs7G4mJibh8+TL27t2LhIQE3Lp1C0ZGRli6dClevXqFiIgIeHh44MiRIygtLUVycjJ27doFBQUFhISE1Cogjxo1Cm3btkVBQQEyMjIQHh6OoKAg3LlzB+/fv8epU6cQGhoKd3d3iImJ0f7do0aNwu7duxEREQErKytW5Nje3p5GV3lLSR4+fAhXV1fWfFwV3nRdcXFxzJ07l/Z2FxUVRceOHXHr1i18+PABxsbGsLKygoWFBYyMjDBo0CAa0QVQzTelPkhNTYWZmVm1VmWRkZHgcDgICwvDggULMHfuXCgqKqJp06YwNzeHlZUV3RBv3LgR5ubmePr0Kb3HmCCDoaEh9PX1MXPmTBBCMGjQILx8+RJbtmyBu7s7vLy8sGbNGty5c4fVfrB58+bQ1tamLYyZ+fZrmV1MeYudnR1CQ0NrLW9hjtHc3BwnT57Es2fPICwsDD8/P/p75m/dvn0bsrKycHNzQ8uWLeHn54e0tDRaRsGYTDNER0fDzc0Nt27dwpIlS+i85+DgAF1dXfocTUpKQlhYGKysrLB161acO3cOY8aMQdOmTWssedu/fz8CAwNhbW2NlStXIjc3F4WFhRg2bBgMDAzQvn17TJ06FV26dGF1/Kkq9jEtwfv06YObN2/i1KlTUFZWRlhYGPz8/PDp0ycsWLCAZtcBlWW9c+fOhampKVxcXPD+/XtYWVnBxcWFro+ePXuGHTt20GtV36acdcnM5V1zPHr0iNWSl3fsmJmZYdiwYRAVFYWwsDDExcXh4OAAVVVVuo4/f/481NTUaPDgR9i8eTP1LMnJyYG/vz9ERUVp5xOgcuMeEhKCzp07g8vloqCggAaLPD096euY9dKHDx/Qu3dvyMnJYcaMGbWuI3nP2+nTpxEdHY2wsDAcPnyYZsEVFRXBx8cHNjY22Lt37zdlQdfWClNBQYFmdTIcOnQIXbt2hYqKCm7duoVPnz7Bzc2tmgF579690aRJE2zbtu2rGdsNjb9SMADY3QucnJxgbm6O48ePf3Wx/KMp97U58/JGTi5evAg3NzdWlIshLS2NVQP+NaKjo2FoaAgJCQn07NkTt27dwqVLlyAsLAxtbW0YGBigX79+sLKygrm5OcrLy9GvXz+YmJjA19f3h75rfZGXl4eNGzd+tSPFl/j8+TPatm1brR3Q06dP8fjxY7x48QJr1qxB69at6YKCw+FAS0sLLVu2xNKlS6GiokLr+pnIVXZ2Ntq0aQNxcXGqgD579oylwPPWqtU1OwRgPwTOnj0LYWFhuqhbsGABXTjzvo7xGCguLsaJEyegoKAAMTExjBs3jvXZ//33H3R1deHl5fVV40jevtMHDhyAtLQ05OXl6UIsOzsbY8eORfPmzaGsrAxbW1soKirWqgjfuXMHHA4Hs2fPBlAZTR40aBArNZR5bVlZGcaPHw8Oh8Pq6f491LQg+/DhA1xcXBAbG8vyZygvL4eXlxeMjIxgYGBQ4yKntrlixowZrHr1U6dOQUJCArNmzcLz58+pgaiIiAiUlJQwefJkxMbGws/PDzo6OtDV1UV8fDyAyocxh8OBiYkJHjx4wNps1zSWmPKlr0Uf1dTUWD3Feb93XUhPT4eGhgaNINjY2NCWYLyZSMx3qmr2U5No4OnpCTc3N5w5cwbbtm2DkJDQF9Mii4qKcPjwYdjb27MWkbwkJiZCSkoK/fv3x4QJE6CqqoqAgAC8evWKRohtbGyo+Pbw4cOv3qtMWcmTJ09w7tw5eHp6wt3dnQrJN27cQExMDKKiojB79uzvmrdqctIG6p6dtHTpUkhLS+PKlSvIycnBxYsX6WY3IiKCbtRevnzJilAdOnQIxsbGtERr9erVNPLGjI3k5GQoKCjQmuDXr1/T+5m5XleuXIGxsTH69ev33em6VWFM9ZSUlGoUQplWm/r6+nj48CF9Vnp4eFBBLScnBy4uLtDX16/zs/zdu3dYvXo1dHV1ISAgAH9/f9jZ2SEwMBADBgxAz549adRTVFSURpxr8hp5/fo1y2uEEXyASgGO6bzC61Cen5+PMWPGQE5OjiV0PHjwAP7+/vD19aW96IHKe/jAgQNYtGgR2rdvj2XLlkFaWhojRozA8OHDISgoSE0IFy9eTDdUDJ8+faJmh7XNB1Vrexkxf/PmzTAwMMDKlSshLCwMNTU1BAQEwN3dHdLS0hAXF4ehoSECAgK+uVb7Wzl+/DiNAjLHO3DgQOjp6eHQoUPw8fFBmzZtsGfPHnz48AEXLlzAjRs3YGJiAi0tLbx69QpHjx6lrSCZDhv9+/dHSEgIpkyZAg6HAxkZGcjLy1NDuXnz5kFfXx9KSkrUWJC3TefVq1exZcsWrFixgt7PdZ13mVa6bdq0qbW8ZcmSJTAyMqJdYIDKEkE1NTUEBgayPu/du3fUWDs8PJzOyWfOnMHcuXPB4XDQr18/jBgxAj169ICUlBR27txJszT37t1LP8vBwQHa2tp0LF65cgUDBgyAmJgYjI2NYWZmVuM1T0pKgpSUFEaOHIlu3bpBSUmJipT5+fnYtGkTFWB69epF74GjR4+ibdu26NOnDxITE1FeXo6LFy+iS5cukJaWhq6uLvUokZeXZ4nJM2bMgJycHF2nffz4EVwul5r4enh41Gpo/jta3fE+/3r37g0TExPaDpd5BjDjixEHNDQ04OzsDH9/fwgJCVWLkp88eRIGBgbfVd7L8PHjR0hJScHJyYlu0Ddv3gwzMzM6Pnbs2AF/f3+YmZmxMhhv3LiB3r17Q1BQkGX0yrzm3bt36NGjR7XWqsy5+O+//zB58mQA/3vOd+vWjQrhQ4cOpWOlqKgI/v7+0NXV/aIIWhNVBXxFRcUajd/Xrl2LnTt30rViSUkJ7O3taYYR7/PG29sbOjo6WL9+faPKNPgrBQPmxkpISECbNm0QFBQEQUFBaGlp4cSJE/U6IXyLM29BQQG9OW7dulWrivmlTAje9+zYsQPa2trYvXs3Nm/eDCMjI5o50KxZM7i7uyMqKgrt2rXDoEGD6MDt0qULWrRoUWPd4u+irnXVtVFWVlatXUlcXBwUFBQgLS0NdXV16OnpwdTUFGPHjsXcuXNhYWGBU6dOwcbGBra2trCwsICOjg5Ns2dq83ijurwLN17qmh3CnG/ea/zmzRucO3eOpsICwLp162BiYkLdu4HKhQiz6WUU35MnT0JXV5flb8Ccy5SUFMjJySEoKOir5/fgwYMQFBTEnDlzMGXKFLRv3x5CQkJ07BYVFeHRo0eYN28eEhISqmXhMN8rJSUF4uLi1epVX758ie7du0NCQoL2tWaOqbS0FFOmTKnVbLMuVC0LYBZyQKWHgZWVFdauXUvPe15eHtq0aYONGzfC2dkZM2fOrLWTAy8PHjxAixYtWL4CAGgN3pw5c7Bu3TpwOBw4OztDUlKSlr6MGTMG8fHx8PLyohG3LVu2YNCgQejQoQNdVPIKUFWzkJjf1zX6OGzYsO86nydPnoSNjQ1NbVZUVISMjAxdQPK2vuKtr616nMwCNSMjA//99x8CAgKQnZ2NpKQkiImJsWrvq7Js2TL4+flh6dKlNQo62dnZMDc3p2nWXC4XUlJSGDt2LL2ORUVFmDt3LlxdXakZGu+9yns/8157CwsLdOvWDUDlveHl5QV3d3d6HPXh8v8t2UlV5+nevXtTQZHhypUrUFVVhaioKFq1asXafDKlaZ8/f8amTZtgYmJC56mVK1eyPAsSExNpPXxGRgatTWdgniPnzp2rt5a3vJ5Cx44dq1EIXbFiBYyNjaGjo4OWLVsiLy8Pjx8/RmhoKKtG/Pnz5zUukpm/ce/ePRw4cAD79u2jpqqM6RmHw4G6ujocHBzA4XAwYsQIvHz5Ep8/f8aUKVMgISEBeXl5WFtbU5fyunqNlJeXY+XKlRASEoKRkRF69uyJfv36ITg4GM2bN69xs5WRkQF/f3/4+/tXS/8GKmvphYWFWW3aOnbsiPj4eBQUFCA7OxsDBgyAqakpAgMD0bdvX9pe92vlSSkpKRAUFGTV9iYlJUFBQQGZmZm4ffs2hgwZAl9fX/Tq1QtLlixBbm4uXr58+cPdjerC9OnTIS8vz/rZixcv6BorJSUFLi4usLe3Zz0PUlJSYG1tDSsrK1y4cAH+/v7w8PCAu7s7Fi1aBDExMUhLS2P27Nlo164dpk+fjn379kFDQwMcDgf9+/fHhg0boK2tjXbt2tF5pbZ1ZV3EAiaSfvjwYXTv3r3W8hYZGRlwOBxIS0ujU6dOEBAQoEGGixcvQllZmWYQAZX3as+ePXH37l2Ul5fjwYMH1FPh2rVrOHr0KIKCguDq6oqoqCjs37+/xixNBmdnZ6irq7PmzZycHDx//rxG4fDZs2eYPn06SxRNSEiAsbExevfuXS2zlRmLFy5cgLi4OPr27Uvb1AYGBkJRURHW1tYQExODoKAgREVFIS8vT4+HEa6LioqgoKBAny/Mvb9582aYmppSceFH1531TYcOHWBqaorTp0/j0aNHUFNTg6mpKX3eAkBISAhtrZiZmYlmzZpBW1ubBhkPHz5M57+vufZXpabzkZOTAz09PTg7O9N7a8OGDYiIiIC4uDjc3NwQGRlJRTPe8X7nzh10794dhoaGrDmqtrmnatBpwYIFuHv3LjQ1NWmJXnFxMSQkJKCpqYm+ffvSsoGioiKEhYXV2hXnS9TWCpM5H5MnT4ampibtcsXQpk0bakDL+70YIU1NTe2H2wb/Sv5KwQCoTBGWkJDAunXrkJaWhpSUFHh6ekJFRaXeRIPvceadNm0a629/74b97NmzGDt2LMvk5/bt27C3t0dgYCCmTp1KWwEx0QzGLEdMTAwqKio/FNFvaOTn58PIyAh9+vRBeno6Zs6ciWbNmkFZWRnx8fFYt24ddHR0aJ9eBwcHnDx5EhUVFXj27Bns7e2hq6tLH4i8tUtpaWlo164dhgwZ8sVNbV2zQzIzMzFmzBgUFBTQtO+qfZd37twJDQ0N+u/+/ftDQkICly5dwp49e8DhcJCamory8nKcOHEC8vLyLIWZt0/t12qri4uL4ePjw6rvAypLa4SFhbFy5covTnrMGL5//z6twWTg3Vi9fv0aXbp0QZMmTaqJBvXFhAkTYG1tDW1tbZYrd7du3WBhYYGwsDDMnDkTzs7OcHV1BQB4enqiU6dOX/1sRqy5ceMGWrZsiaCgIJZBVUxMDDQ0NDBnzhy0adMGHh4eaN26NcTFxWFsbIy7d+9i3LhxMDAwQG5uLvLz8xEcHEyjgQBYosGXBKi6Rh+/d2N78eJF+Pv74/bt21BXV0eXLl2gp6eHuLg43LhxA0OHDq1T6VZGRgZatWoFe3t7PHz4kB5PTk4OmjVrVi1Fm3c8DB8+HJMnT651jszOzoaVlRUKCwuRkZEBVVVVluHnlStXUFFRgY8fP1ZbzKakpCAyMrLagpWZm+fOnQtLS0u6QNqzZw+8vb1Z5QlVj/d7+NbspP379+PNmzcYPHgwjSbyLtLWrl0LMTExyMjIVBMNmNfk5eWhWbNm1WqNGebNmwcnJyfk5ubSRRlzDXbs2IH+/ft/tbyvLjCfyZu2mZ6eDi6Xi23btkFRURFGRkbUGHDt2rUwMDBAUlIS5OTkEBgYCC6Xi1u3boHD4XxRqGWuU2JiIjQ1NWFoaAgrKyu0aNECL168wMOHD6GmpoaoqCg0a9YMnTt3RkJCAuTl5TFq1Ch63saMGQN5eXkEBAQgMTERe/furdVrJD09vVr0DKgUfiMiImBhYQFXV1fExMR8cY5mxkhAQABrjJw9exYcDoeVGgxUil1mZmaQlJREq1atMGXKFOzcuRMhISHo3r07Jk6c+FUTyoqKCsTFxdEsMYZbt25BVFS0Rld1XkO1X8H27dshISGBEydOVPsdM7bmzJlDzZx5xfrMzEyYmJhAQEAAI0eOxOnTp9GyZUs4Ojpi0aJFUFRUhJaWFhXKmOwcZWVlCAkJ4dWrV9i6dSvs7e3RvXt3KgB/y3dnylt4ef36da3lLYzYNH36dLre7NChA+Lj4/HmzRuUl5fjwoULMDAwgIWFBSZOnAh3d3fqms8cHyMaMOUJDHl5eTVmaZaWluLJkyd0sxQQEAB1dXUkJSXV+nxhDBxVVVWhpKREM4UYEhISYGhoiP79+1NDXeZ9QGULWKZNaUFBAQIDA8HhcBASEoK8vDycPXsWLVq0gLi4ODQ0NGBlZcX6/KdPn0JfXx9nz55l/TwnJwfKysrVjqchkJiYCDc3Nzx8+BAVFRVYsGAB5OXlYWVlBRUVFWzduhWvXr3C5s2boaSkhN27d0NHRwe9evWiIu7Dhw/Ro0ePam1SvxVmDmOuB2Ne6OTkxJrTMjMz8enTJ3C5XJw/fx7Dhw/H0KFDWfue5ORk9OrVC8bGxl/MIq0t6HT8+HGa9v/kyRNoaWlh4MCBiI+Ph5iYGAYMGPBdnnNV+VIrTBERESQnJyM3NxevXr2i5+fGjRto0aIFDRIzjBo1ChcuXKjVnLmh8tcKBuvXr4eFhUW1tmweHh7Q1tbGiRMnfmjR873OvDX17f4WmIlYSkqK9gPm5e7du7C3t0fr1q0xYMAAGs1o27YtLC0tIS0t/c01t42F06dPQ0hICJqampCSkkJAQACtn/r8+TP8/PwQFRUFNTU1EEIgJyeHPn36YPv27cjKykKvXr2QkpJCe8snJyfj7du3mDx5MkJDQ6u1HKyJuoyp1atXw8DAAK1atYKoqCgrbZXh1q1bUFNTw+fPnzF+/HiIiYlBX18fzs7OEBMToym4QOWY+JJo8CW43Mp+9i4uLnSC5l0EhIWFQUVFBUuWLKnx+1dNXWVEOV4zO95F6Zs3b9ClSxfIysqy2ud9L7wLtOXLl0NFRQXx8fE0GtihQwcavVm+fDnatWsHJycndOrUiT5kw8LCMGHChC9mGPTp0wczZsygv79+/To8PT1pRg/DmDFjoK6ujg4dOqBTp064evUqWrduDVFRURgZGeHEiRNQVlaGsrIydHR0WJG+qnxNgPpa9JHhS4s63v/ycv/+fSgpKUFISIj2CN+yZQuaNGmC9u3bw9/fv86p6GlpaYiIiKj2Pfbs2VNN1AQqN5Djxo2DpqYmFeiKiorw5s0bnDlzBjk5OcjLy0NOTg5UVVVx5swZ6Orqok+fPizn4/bt23/RlTo9PR1hYWFYv359tUjMs2fPICcnxxKd9u/fDxsbGwQFBdVrltqXxCFesWTChAmQlJTEq1evaA0y4yvAsGXLFmqeKS8vj969e7PObVlZGfLz8+Hv70/fW/X6p6enw9XVFZKSkrSvOnMco0aNQmhoaL1FkLOystCtWzfcu3cPu3btAofDwd69e+mmnsPh0HbADx8+BIfDwaJFi1hCaEZGBlq0aPFVU73Tp09DRkYGq1evxuvXr7F8+XIQQqCjo4MjR45AR0cHFy5cQHx8PPT09PDy5Uts27YNAgICNAPk48ePuHbtGstrpLCwsJrXyNfm3m/dVDMtKnlbjmVkZMDNzQ0hISF00xUREQE9PT3s2LEDR48ehYmJCSwtLWvMAvraMdTk4v/27Vs0b96cChfM94yLi0NwcPAvjaY9fvwY0tLSaNOmTY2ZLgUFBQgODma1P2Pm/Nu3b0NAQACEENjY2ODDhw+4dOkS/P39aTcLZu5LTU2lz8kjR45AX1+finWbNm2Co6MjevbsWWumVU1kZ2dDXl6+zuUtlpaWXxSHpKSk4O7ujnXr1uHJkycICgqCj48PwsPDa4zmMkKuo6MjFe9rytI8duwYhg8fDmlpadoyE6gUDWRkZGoU6XjH/qJFiyAtLY22bdtWm/937NgBJSUlDB8+nI6127dv48KFCxg7diwV0hlhzM3NDQ4ODoiJiUFpaSlmz54NZWVlnDx5ElZWVjAxMcHevXuRmJhI75WaxvjixYshLy/Pmhd/B1WP7eLFizRbZNWqVVQwffPmDeTk5CAkJES90Pr27QsOh4P27duzPiMmJgbm5uY1CpVfgveaLVy4EP7+/vRe5vX2UFdXh6+vLzIyMljvSUxMhIyMDLp06UKzJBjvIKByY923b18oKSnV2HbzS0Gn3NxcGmwICQlBjx496Llr0aIFmjVrhpEjR6K4uLheBXzeVpjJycnYs2cP7TTXt29fun7dtm0bTExMYG5ujpiYGLRv3x5iYmJ1MkFuaPx1ggEzYOLj46GsrEx/ziwIr127BgEBASgrK1frt1pX6sOZ91sGdk2vvXjxIq1R51VogcrFspaWFsaMGYNr164hMjISlpaWsLGxweDBg3+bweGv4MaNG0hOTqYppkx7mYqKCkRGRiIuLo5GHZg0KxkZGXTq1AmrV68Gl8tFSkoK7S1vYmICaWnpH+4gsXDhQlaboCFDhtBWiTWpkI8ePYKGhgYiIyOpujlv3jzaBqjqRogRDZo3b06d0L+FHj16wMjIiC6omEXGqFGjICMjAyUlpVrb09y4cQPCwsKYPHkyysvLa+x8UVU0CA0Nhaqq6jenzDFUvSeuXLmChQsXstLekpKSICkpifbt27PEDuZvMv4J8vLyNXZ7YCgvL8eaNWvoOWHO0dWrV+Hp6QkHBwdWVGb8+PFQV1enPa9zc3PRunVrCAoKwsLCArm5uVi8eDGWL1/+1Ujf1wSo2qKPX6Nqaczly5exatUqbNq0iXbI2L59OzgcDmJjY3Hr1i2cPXsW6urqkJaW/uaWszV9j4qKClaKdo8ePTBgwACEhISgWbNmdIw/ePAAXbt2hZGREY2ed+rUCffv38fYsWPB4XDoQpZh3LhxsLOzo5G4mmDaaQoJCcHd3R3jxo1DQUEBndNnzZoFU1NT1sLy8OHDdfaX+Ra+Jg5lZWVh0qRJrHaGMTExEBERwfr16/Ho0SO8e/cOrVu3xurVq7F//34QQmBiYoIePXpQgbi0tBSTJk2Curo6goKCanwGFhQUYPjw4dTwDaiMJDH3Sl0NBevC2bNnYWFhAScnJ4iJiWHGjBm0H3ZhYSFmz55NN3BAZbcRISEhzJs3D9nZ2cjPz8f48eOhra39RWO9jx8/YsiQIZg+fTpSUlJgZ2dHS3ecnZ3RvHlzCAsL4+rVq/jw4QNrTjY1NWWlVAP4qtfI16iLS3lVUlNTq7UcY+7/oKAguLi4wNramlVecvPmTSrC1BeqqqqsZ9mkSZMgKChYbR3yK/j3338hKiqKTp06saKMmZmZ8PX1ha6uLjw8PHD+/Hl6nu/fvw8BAQEoKSnh1KlTsLKygqWlJRYuXIglS5ZgypQp8PLywty5c6GmpoaBAwdSU09GNGDuK6CyVMbAwIC2jqsLmZmZsLW1hZOTU53KW5ydndG0aVMEBgbWKg61aNECxsbGdOzy1k7X9HypOufUlKVpaGiINm3a0CxNTU1Naqrp7e1NN0W8YnvVjfCiRYugrKyMuLi4aqVCe/bsoZkpu3btgpSUFBQVFSEmJsZqi+vm5oagoCBERUXBwMAAkyZNwuzZs6Gvr4+cnBykpqYiJCQEmpqaaNGiBQIDA2s1nn706BG6du3aYMpxeTsyvXv3DoWFhXBzc8O4cePQokULaGpqghACaWlp2s3l48ePiIyMhLy8PFavXo0lS5ZQo9FvXavyZkq/f/8eFy9ehJSUFNq1a0dFA+ZcMQbldnZ2VCC7ceMGtLS0qOdVWloaFBUVISIiwiqbu3LlCoYMGVKtvLAuQSeg0gvLzMyMGnW+e/cOnTp1wuTJk+utNA6ouRXmvXv30Lx5c8ybNw8LFiyAs7MzfH196fP43r176Ny5M/z8/BAcHPxTOsL8Cv46wYDh1atXaN68ebU061u3bqFjx44ICgr6rpT873Xm9fX1/S7nfN5JjXejA1SarWlpaaFLly7VMgYePXpE/0591Ns2BpKSkuDo6EgN6YYNG4bevXujpKQE48ePh4qKCu7fv4+zZyt7yw8cOBDKysqYPn06Jk+eDDExMbi4uLB6y+/bt6/GnuTfwqtXr9CvXz+WUDN16lT06tULtra2GDhwIP1dRUUFysvL8fDhQ4iKikJGRoYuhHbu3ElbO0ZERFSL0HO5XBw6dKha3+aqrwH+V+fLLCr+++8/WFtbo3Xr1iwRbNSoUTh9+jSrBrQq58+fZ03ueXl5XxUN3r59+9WWN7XRtm1b1uLwv//+ox4T69atY33Py5cvQ0pKCl26dGFtKJ48eYLIyEjo6Oh8Mdum6mJ+/fr1iIqKouLJsmXLQAgBIQRWVlZYsWIF7t+/j0GDBsHOzg6tW7dGfn4+/vvvP4SEhMDe3r5aR4gfTeGtKfr4JdauXQtjY2N6nXfs2AEpKSkYGxtDS0sLFhYW9HozLamUlJRgamoKU1PTekn/44VX1GTaTDICDtPWs3///ti4cSPS0tIQHR1NOzbMmzcPXbt2hZ6eHk6ePIndu3djxIgR37Rwunv3Lvr27QtdXV1oaGhg9OjRuH//PpKTk6Gurs5qi/YzqU0c2r9/PzgcDlRUVFipkp8/f8bUqVNpPaeGhgb1Pbl9+zb09PRw5MgRuLm5wcTEBOHh4YiMjISamhoOHjwIJycnBAUFsTa8zFh8/fo1evbsCSMjIzRp0gS2trbQ1dX9KZlpjBBqZmYGWVlZtG3blv6Oy+XC0NAQgoKC8Pb2RmlpKbZu3QpRUVHo6urC0NAQzZs3r2bAWnUDw8yN27dvh4yMDJo3b45OnTqhoqICiYmJ4HA4EBYWhr6+PqvUpqSkBDY2NjSyx8vXvEZ+JlVFAx8fH8jIyNBnH+NZcfPmTZiYmHyXqFEVpgW0oaEhjf5OmDABoqKi1c7/r4IRc3kNGH18fODg4AAHBwfcv38fHh4eCAwMRHJyMj58+ICmTZtCWFiYbl5TU1OhoqICAQEBHD58GMnJyTAyMkK/fv3wzz//QFxcHKNGjaLz5efPn7FmzRqYmprS5/bOnTu/K2skIiICYWFhdSpvuXDhwneJQ18SpKrOOVWzNFeuXMlq6ejn54eOHTtW+1zm/0+fPo3evXujQ4cOrLX3woULoaqqWk00YN5XWFiIsLAwbNiwgSVWMK1UmXvNy8sLw4YNw7Zt2yAqKsoKEACVwuqrV6/o59YmxNcmbvxq3r59S9tlMzx+/BhKSko4duwYVqxYAQ6HAzExMTovMcf8/v179O/fn3YniYyM/OZuNbVlSt+8eRNKSkqIiIig2WQVFRXYtm0b+vfvj8jISHocmzdvpqU7WVlZ0NbWRo8ePWh5HG+mQW0tbusSdEpPT4eZmRmmTJmCO3fuYNKkSbCxsfkpfim8rTDT09MxdepU1jVKTk5GcHAwvL29WWWp5eXljXq/9ccLBrwpwkuWLEF8fDxVZletWkXrpJg+07GxsejYseN3p5R+jzNvamoqyxW+rvAuChYsWICwsDD4+Phg2LBhdPPDHE+XLl1qXMgziyWGhmbyUp9cvHgRgYGB8PT0xNGjRzF48GCEhIRg6NChUFJSYi12R48ejY4dO2Lbtm0oLy9H+/btYWRkhKioKLi7u7N6y9cHzIM5KSmJ5Ri7aNEiWFlZYeDAgawUpnfv3mHTpk1ITU3F5cuXMWzYMDpBHzlyBE5OToiIiGBtIK5evQoAX23lsnv3brRo0QIKCgro3LkzVUn37t0LKysr6OrqYujQoYiIiICYmNgXo+9VYcZXfn5+jZN+fUymXbp0oQ8e3tpkKSkp9O7dm4ogvI7uNaVzJiUlfZMYxOVyMX78eNja2mLw4MHIy8vDw4cPYWVlBVlZWTRt2hTBwcGQl5fHokWLMH/+fHh5eeHChQsoLy+nPipVa0Trg5qij7V9h8OHD6NFixZwdXVFfn4++vbti02bNuHjx4+4cOEC9fF4+/YtgMoI/7Vr13Dv3j36s/qmJoO/u3fvQkJCAuPGjas2byYkJMDe3h4ODg5Ys2YNevToARkZGZiZmcHHx+ebFf7i4mJ8+PABo0ePhouLC4SFhTFp0iQoKCjAysqqWmnbz4T5/rwmfoMGDYKAgACdO3iv840bN3Dw4EHqJA5UCn2WlpZ4+/YtsrKysGjRIrRp0wbTp0+nQnlt/gnMPfrx40e8fv0ac+bMQUpKyncLfDXB+xxihFBbW1vIycnBxcWFHs/MmTPB4XCgr68PCQkJtGvXDnv37sWJEyewa9cuHD9+vFp0iVcs2L9/P03bfffuHVxdXREaGgonJydqjnX27FmEhISgZcuWcHNzg6GhIU6fPo3z588jNjYWCgoKtfp1fEsr5J/Jo0eP4O/vX63+Njg4GJ6ent8cTa1pncB8RnBwMGbPno0pU6ZAVFT0i2U/v4rbt29j0KBB1IBx2bJl9F5ITU2lG20nJyeoqKjA1NSUbkYXLlwIWVlZKCgoUC+bW7du0cg/b9tp5jOzs7MhLi7O6pbD+/u6kp6e/k3lLb9CHMrOzqZZmrxUVFSgbdu2iIuLo+26Ge8EoDJbQFJSEkOHDsW8efOgoqICa2trKq4vXLgQWlpa1co3zp8/D09PT7Rt25b+/OPHj1i8eHG1trhMa0ZhYWFa8ltWVlZj+8GGkkHAS03jY+XKlXB1dWUFgNzc3KCrq4tu3bqhadOmkJOTg5GREd6+fVvNWDA/Px+FhYXfnK1ZW6b0/PnzcezYMdy5cwfNmzdHaGgokpOT8fLlS3h7e8Pd3R3h4eGYN28ePY7r16+jvLwcAQEB6Nq1K4DKTFJ9fX1wOJwaRSZe6hp0Gj9+PLS0tKChoQEVFZWfKlSWlJTgzZs3cHBwgKysLC3PY7hx4waCgoIQEBDAKj9vzPzxggFQuQFSUFBAQEAAwsLCICYmhoULF6KwsBBr1qyBuro6FBQUYGBggKZNm/7QIPteZ17g+yewmJgYyMvLY/r06ejevTscHR2hpqZGU8kYp/xWrVr90eUGdeHKlSvUQV5eXh7CwsKQlZWFsbExbG1tYWVlBSsrKygqKkJFRQUVFRXo1asXlJSUaKpteno64uPj6yX1lneCLC4uRlRUFFq0aMHKUImPj4e1tTX69++P5ORkTJgwAc2aNaOtHWfPng0jIyMMGDCALuaPHj0KZ2dntGnTBtu3b6ctoKr2s2XgNZRRV1fHggULsHbtWnh6esLT05O6CT98+JCWcnyPYs0Lr2gwYsSI7/6c2liyZAnOnDlDH1rbt2+HkJAQoqOj6XniTUP91nKgmu7XkpISzJgxA46Ojhg4cCDy8vLw4MEDeHp6QkFBAUZGRvjnn38QERFBjZrCwsLoMT59+vSnL2S+9vnl5eU4efIkzM3NYWlpiaCgIJb51b179+Do6MgSDX42VUXN7OxsKCgoVIs28woHK1eupCmZQOXYLSwspCUV38ubN2+wYcMGeHh4QEJCAnJyctXckX8WCQkJ6NGjB908MOTm5qJr167U+BSoefGZmpqK7t27o2nTpnXKsKhNNCgvL0dJSQmio6MRGRlZLyaHValJCLW0tISSkhJcXFzQu3dvKCoqYubMmcjKykJCQgKmTp0KBQUFaGtrs8YGA69YwHgicDgcHD9+HCkpKdDV1aVmroywGhsbiy5duuDz58+4fv06OnfuDFFRUejp6aFFixZfzar41lbIPwvmWrZq1QoXL15EREQEDAwMvtoNgZfMzMyvXusePXqAw+FAXFy8QYgFX4LXRJbZaG/atIluRi0sLNC0aVNcunQJmZmZrHtqwoQJsLKyQp8+faqtBZ4+fQpXV9d6EYm+tbylvsWhulBSUoK4uDioqKjQNeaHDx8gLy+PzZs3AwAsLS2xYMECAJUip6qqKss/AqgsoxAUFKTPwYqKCtrtS1FRkbXpraktbkZGBry8vGBqakoDJEDjC4RNnjwZGRkZKCsrQ05ODry8vDBmzBg6/h48eIDWrVsjMDAQgwYNQnp6OqytrWFkZMQqDT1x4sR3PZu+lint7++PkydPIiMjA1paWlBUVESzZs0gJCSEkJAQdOjQAcLCwixT1MzMTLRo0YIKH+/evUOXLl2wZcuWb+pcUFPQiTfIcuHCBSQlJf1Qu8hv4fjx47C3t4eZmVk1E83k5GS4ubkhPDz8lwYVfhZ/vGCQkpICZWVlLFu2DEBlerKwsDAdYOXl5cjLy8OGDRuQmJj4XS03ePlWZ95vperE9+DBAxgaGrJqV1NTU+Hr6wsDAwPaS/bo0aNo06ZNg1RVfwW85+3ixYsIDw9Hs2bNYGxsjAULFiAuLg7R0dGYOXMmpk+fjri4OLi5uUFAQAAqKio/7FHwNTIyMlBcXIz09HT06tULTk5OtB0cUJn6bW9vDx0dHairq7Mehh8/fsQ///wDOzs79OvXjy4AT5w4AX9/fxgbG0NXV5dVQ8qMA946xv/++w9TpkxBTEwM/VlaWhrt+czUhjHvr490vfz8fFr3xvt3v4fjx49jzpw5dJFmYGAADQ0NXLp0iR5rQkICFQ1qEgjqmuHDmwlx4cIFXL9+nYonJSUlmDZtGks0SE9Ph4ODA9TV1ZGSkkIzCnr16kXH1u+KftT2ty5cuABXV1eIiYnR6DFv6zk3NzdISkrW2dywPnn69Cns7OwQEhJSLd2b9zy6urrSFoA/Ol6rzr2vXr3CtWvX6tQNoj7Iz8+Hrq4uFBUVYWZmhl69erFqxYuKitChQweWaFC1ZO3cuXPo0qXLNwl9NYkGJSUlGDx4MAQEBH5KGcKXhFArKytaP+rn51dNCH379i127dpVozjOXMMdO3ZAUFAQS5YsgYODA/bt24dt27ZBSEgIL1++hKWlJWRlZeHl5YUmTZrQ71hUVIS0tDS8efMGWVlZXyzF4uVnCCrfA1OeJCwsDENDQ3pe6zLvpaWlwd3dnRqoVp03mHM7a9YsqKqq/nbTuKp8bdPIu9E+fvw4Fi9eDCMjI/j6+tLXMGUXkyZNAofDQWJiIqytrdG1a1c6RhgPHnd393qbx7+1vKU+xKG6smXLlhqzNEtKShAWFkZLBPX19fHp0ycqFjBmuQBoN4hnz57RjCDmucJ0i1JSUkLr1q1Zf/vjx4+YM2cO3NzcqB/Nw4cPv8u3p6HAlEA5ODhg+vTp+Pfff3HkyBEICgri1KlT2L9/P4KCgmBvb4+FCxfS85SWlgYbGxsYGRnh8uXLiI6Ohrq6+jcbHAJfzpQ+fPgwfHx8qCD16dMnLFq0CCIiInQNxzwfhg8fTteYL1++hJ6eHs2+jImJgZ2d3Q+J7bVlqv4saptDTpw4AQcHB7Rr144l0gGV2U2/Srz42fyxggEzyI8dOwYPDw8AlQqXmpoaNQYB8EMR0pqoqzPv90ZUq37mtWvXIC4uzkqxraiowPXr12Fubo4dO3ZUG+R/g2jwte949epVREZGwtPTs8Zaf6DSwMzAwIDW/P0MlZrL5VJ32e3btwOo3Lh369atmmhw8+ZNnD9/HllZWdU2KYWFhZgzZw7s7e1piQ1QubF68OBBjYZfOTk5aNu2LU6dOgWgsoeylJRUtRYwKSkpiIiIgI+PD6uOrb7Iy8vDxo0bf6iN5/r166GqqooBAwawxBRnZ2fo6Ojg4sWLLNFAVFQU/fv3/+ZNZJcuXVitrkaPHg0FBQWoqalBV1eXpokyooGTkxMGDx6M9+/fsyJFVcfc774nnz17Rh90mzdvpvPTiRMnYGRkBFtb22rlIrdv34afn99vc/utbRHNe596enqic+fOv+Pw6p3y8nKMGzcOK1euxM2bNzFv3jzIysqiY8eOmDVrFkpLS6mZq6SkZI2GheXl5SyRsK7wnmumZa+4uPhP7abzJSHUzc0NTZo0gYSEBHUOB+pW0sQsyJm+3V5eXti4cSOSkpIgJiaGXbt24cGDB4iNjUVsbCwru2bx4sXw9fWttda2MZCWloYhQ4Z81VC1KoWFhTA3N/9qpx2mzKUxwmsSe+LEiWpp70Blxom4uDjNRL179y48PDygoaEBV1dXuLi4wNnZud43599a3vIj4lBdSU9Ph6enJ8LDw2tsKb1kyRIoKiri3r178PPzw8qVK6Gpqcm6nx8/fozWrVtj48aNaNWqFXJycnDv3j2IiorS52RRURF27doFDQ0NllEegBrb4n6rb8/vpOoaJD8/H/b29tDW1saQIUNACEGbNm3Qv39/GBgYQFJSEgMGDECvXr0gKCiIgQMH0tLJp0+fws3NDerq6tDT0/vuDJ+vZUqnpqbCxcUFdnZ2uH37Nivbj/k+7du3h6WlJYyMjBAQEIDVq1dj4cKFUFFRgbq6ejWB6XvhDTpFR0f/8OfVBq/vVXx8PKZPn46rV6+y9guOjo6IjIxslEJVXfgjBIOqNZ0AaPrH0aNH4eLiguvXr0NDQwN9+/alA/ry5cvo06dPvas/X3Pm/d5uCIx5G2PcBlSqsBYWFpgzZw5r4ikqKoKuri7mzJnz41+okdGzZ08cOHDgqw/GS5cuITw8HJ6enixjEgZGEeU1M6kParrm/fv3h6qqKo1YpaamUtGg6iY9PT0dtra2GD9+POvnBQUFmDRpEpSVlTFq1KivLp4fP35Mjc0ePHiA9PR0uLm5wcDAgPp8MKSmpsLHx4ea9NU3PyLGJCQkQEJCAjt27KDHxnsvuLq6QlNTkyUarF+/Hu7u7t/0d1+8eIE2bdpATk4OR48exbNnz6Cvr4/r16/j1KlTiI6OZt2fJSUlmD59OnR1damLOtPjOiAg4JcbodUEl8tFSUkJ3N3d4eHhQUtXGKGqvLwcp06dgoWFBRwdHattlH535LS2lPmKigo8e/YMgYGB2LhxI4DGl5ZaE0eOHIGUlBRdBH/+/BkTJkyg3VHmzJmDkydPom3btvD29q7Xv81sWOTk5CAiIvJT6kO/RQg9fvw4WrZsWe3afwkul4vBgwezjEV9fX0xbNgw5OTkoFmzZggJCaFO3Uz9N8OoUaMQExPzR4wl4MubR94e60wGR0pKCuTk5BAfH1/je3638Fkf8G42L1++TEWDIUOGYNKkSbSNGi8vXrzAli1bMH78eGzYsIE+Z+pzcw58e3nL94pD38KrV6+Ql5dXqxeWhYUFWrdujQ4dOkBGRgahoaH0dxUVFYiOjoaJiQlkZGTA4XBw9+5d5OfnIyIiAjIyMvQ5WVhYiF27dkFTU7PGcqOq1NW3p6Fw+vRpOu9cv34dTk5O2LhxIwYPHgxCCDQ1NSEqKorWrVvT63jgwAHIysqif//+rGDi9evXay0/rQvfkinNdJUJCQmh8/CsWbMgISGBadOmYe3atTAyMoKFhQX1bNu/f3+97rvqI+j0JZjxvGfPHjqGjY2N4enpiRkzZtBzcvjwYbi6usLf3x+XL1/+KcfyO/kjBAOgcpLfs2cPgEqTJAsLC+Tn5+POnTuwsLCAjIxMNVOK4cOHIzg4uNZ2cN/L15x5v6cbAlApgowdOxYiIiLYtGkTgMq69x49esDV1ZXlCFtYWAh7e/sa3Zv/dGxtbaGiooKTJ09+9QGZlJSEyMhImJqa1riBY3rLX7t2rd6P88GDB3TSLCoqQsuWLTFw4EBaqsKUJxgbG9NND1DpUN6/f3+4uLhg6tSprM/My8uDjo4OZGVlMWzYsK8eAxP19vX1RWpqKh4+fAgXFxe0bt0ax48fZ702PT39u9LbfiavX7+Gp6cndeVm+PjxIy5dukQNGQMDA6GpqckqT2D4lsX/s2fPMHjwYMjJyWHMmDEYN24c/d3bt28RGxvLEg2Ki4tZC0igYUY/8vLyoKenBw6Hw/pOwP88DZguBQ0tulpbpkF0dDQsLCwa3Jj9UQYOHMhyGDcxMUFYWBhGjRqFgIAAcDgczJ8//6cslHndoX/GZ3+rEPo9poJVAwxRUVHo3r07gMoFoaCgILS1tVnfsaioCOPGjYOmpuZPW5Q2RK5fv44mTZqgR48edDMwdepUtG7dut67oTQkUlNTMWLECFRUVKCgoABLly6FiooKhISE6hy1/VkO+98r0v4MsQD4331U9bnA/L05c+bA19cXe/bsgampKby9vbF48WLs3bsXAwYMQJMmTSAmJoYBAwbAzMyMBm9evnyJLl26QEJCgiUa7NmzB1JSUoiKivrmY/zd8K417t+/T31o9uzZAx0dHbRq1YpmfE6YMIHOhVOmTKHdltzc3FifuX//fkhLS2PQoEH1Njd9a6Y08wwOCQlB79690axZM9b6MTMzExwO56fuR362iHvp0iWoqKjQjLaUlBQ0adIExsbGiI2NpWNs79698PX1rbUTWWPmjxEMmL71I0aMgKCgIGuDtXDhQnA4HMyYMQP37t3Dw4cPMXr0aMjJyX1zv/Bv4UvOvN87eefl5WHq1KngcDisfqMBAQGwtbVFp06dsHDhQnh6esLU1PSnPSQaIrwPhcDAQDRv3hzHjx//6gP27NmzGDduXI0P+JycHHh6etb7piMtLY2axyxfvhwAsHHjRnh4eCApKYm+LiUlBQMGDKjm1v/69WuMHDkSdnZ2LNHg7du36NSpE2bOnFlnBZc3Vf7BgwdIS0uDq6srgoODcfLkyR//sj+R169fw8TEhNUqavny5dScR1FRkUY0fH19ISEh8V2b9PPnz2PhwoWIj4/Hhg0bMHHiRIiLi1N3X4Z3794hNjYWgoKC1bpo8I6vhhT9KC4upj221dXVERQUVC2dnck0UFNTg5+f32860trhFQ1u3bqFOXPmQFJS8qd7j/wO1q5dCxcXF7x//x5WVlZwcXGhmTXPnj3Djh076Lz/M8bXz2oL9b1C6Jeirswi8uXLl3j37h2rkwNzbqZPn46goCAAwLhx4yAkJARBQUEYGRmhR48eGDBgAEJCQtCsWbOfWoLRkODtIKOtrQ0nJyfIy8tj2bJl2Lt3L+zs7GiWwe9uPfc9MMdcUFDAMg8F2PcMl8tFRUUFrZWu2iOeTyVPnjxBWFgY1q9fX82NPzs7G9LS0li+fDmysrLQqVMnaGhowMLCAk5OThATE0NsbCwAQEVFhfXcfPPmTTXR4OPHj9i/f/9vK4X7Xng3tLNnz4aNjQ0WL15Mx9uRI0cwaNAgCAoKYtasWZg/fz5sbGxoWcbKlSvB4XDQpUuXambDBw4cAIfDqVNmaV351kzpBw8ewNfXF+Li4jSjksvlorS0FDk5OTA3N6dBzcaWocXlcrF06VLaHvLJkyfQ0dFBly5d0LdvX9p+nbmWVeeUP4VGLRhs2bKFtfj38vKCoKAgy6OAYcKECTA2NkaTJk1gbW2NFi1a/DaF/HsesGVlZawHmaamJjgcDjW9ev/+PWbOnAkfHx94eHggKirquzMZGiu856eoqAhmZmawtLTE8ePH6yyc1HSuvqfmtyaqqsuOjo7w8vJCQEAA/Pz8kJGRAUtLS9YmlJlwL126hDlz5iA6OpqmieXl5WHUqFGws7PDoEGDcP/+fURHR6Nly5bf7F5fk2jg6ekJNze3GmuhGwqvX7+GmpoaevfujdOnT6NNmzYwMzPDgAEDaGs1dXV1anrau3fvb74f1qxZA0VFRVhaWkJaWhpGRkaYPn06YmJiICgoiMOHD7Ne/+7dOwwZMgTOzs4sV/baaAiiAVAZucrJyYGZmRl8fX1x+vTpaq+5evVqg100M9FmxhCvoTu0/wh2dnbgcDjw8PCgxrZVaehicU33xfcKoTWJwsx9fuDAATg6OsLIyAg2NjastrVAZUtiNzc3TJ48mZZaXLt2DZGRkTSrJjo6+q/qMMQIUEVFRRgyZAj69OmDy5cvw87ODuPGjYOZmRlkZWVrrFtvqJw9e5ZV8pKYmAhvb28YGBigf//+rHFRVTTg/S+f6qSmpiI4OBhCQkJwd3fHuHHjUFBQQLMOZsyYARMTE7x69QrFxcXIy8vDuXPnICUlxcoocnR0rCYWvn79Gl26dIGsrCxdizTmazFmzBgoKytj+/bt1TK1uFwudu3aBWNjY/Tq1QtSUlJQUVGh0er169eDw+Fg0qRJ1Xwbjhw58k0trr/G92RKP3r0CH5+ftU6dEyYMAHa2tqN2vzv7du3uH//Pj5//gx3d3f06NEDQOX4VFJSgqqqKiZNmgSgcY/PL9EoBQMul4uMjAyYmJiwogpeXl5wcnKCpKQkEhISqm300tPTcebMGdy5c+eXtcH6kYFz6tQpTJs2rdrPIyMjYW5ujkGDBoHD4WD9+vWsv8XbfaGhLxp/BsOHD0dISAjc3d0hLS0NDQ0NnDhx4pefC2bRwTuh8k6YixcvhqqqKrKzsxEVFYX27dsjKiqqWurW7t27ISkpCQ8PDzg4ONBMmrdv3yIvLw+zZ8+Gvr4+lJWVoa2t/d21xbyiQUZGBv777z8EBAQ0+En+1KlTkJGRgY6ODiwsLHD69GkqmLx//x6WlpY1ptnXhTVr1kBERAQ7duzAp0+fcObMGXh4eMDDwwOXLl1Cjx49ICMjU83zoaCgoEEvNJljunnzJtauXYsVK1ZQAfXRo0cwNzdHQEAATY+Mjo7GqFGjftfh1pmfmTLfEGCu25YtW2BqakpFkYY4xr4Ec7z1KYQy8y1v28yDBw+iSZMmmD9/Ps6cOYORI0eyDA8BYNOmTeBwOGjatClLZPpbhPaq3L17FyYmJtixYweAyiivkpISNmzYgPfv32Pp0qUIDQ0Fh8NB+/btG/x54nK5SE5OhpiYGMaOHYvXr1/jxo0bkJSUpMaWbdu2hbq6OubPn/+7D7dRc/fuXfTt2xe6urrQ0NDA6NGjcf/+fSQnJ0NNTQ0HDx4EULn5kpeXx8iRI1nvDwsLoya1vOu19+/fo3PnzmjevDk+ffrU6OY7hvXr10NTU7PWNRozh925cwcdOnSAoKAgCCGYNWsWfc3q1avB4XAwefLkei+nrolvzZSuKdtPTEzsj8nOunPnDoyNjek1zMjIQKtWrRATE9Pg18o/SqMUDBgYY8OqbSu6d++OJk2aICEhgVVXVVskpiFSXFyMvn37wszMjNXLNCIiAqampsjKykJpaSni4uIgKChIe93y0lgn1R9h3bp1kJGRwc2bN/H8+XPk5OSgZcuWUFFRwYkTJ35aOm1VmIn/6dOnWLVqFW7fvo3U1FQ4OTmhd+/e9HVRUVFUqdy2bRsGDx4MDocDd3d3FBUV4dGjR9DQ0MCaNWvo9UxISIC8vDxGjx4NoDID4uXLl7hy5Qpevnz5Q8fNTH729vZ4+PDhLztfP8rr169rbIn6/v17uLm5UePIb7knzp49Cw6HgylTprDeO3v2bKioqOD9+/fIyspCnz59ICcnh2PHjlX7jIZ8D+7evRsqKipwdXWlte+MN8rjx49ha2sLKysreHp6QlpautGY+DSWMfsj5OTkQFlZmbWQbGz8DCE0LS0NPj4+ePnyJbKzs+Ht7U1T558/fw4tLS1YWlqyjD2Liorg4eFRrXylNhO3PxXmmXXz5k0MHToUIiIi6NOnD5KTk3Hp0iW0atWKXoN3796hf//+jSrDID4+HhoaGpg8eTImTpyICRMm0N9lZ2dj+vTp0NTUZHlB8fl2iouL8eHDB4wePRouLi4QFhbGpEmToKCgACsrK3z8+BElJSW4fv06fQ+zAe3RowdatWpV7TPnz5+PAwcO/LJA389i+PDhGDx4MMtH5fjx4xg+fDgiIiIwe/ZsvHv3DsnJyWjatClmzpyJGTNmVPuc1atXQ1hYGGPGjEFeXt6v/hoAviyo/snZfrdu3YKOjg6WLVuGz58/Y+LEiQgLC/sl4s3vplELBhUVFXj37h3U1dURFhbGmoB69uwJSUlJ/Pvvv8jLy8P06dNhY2OD4uLiRvPwf/78OYYNGwZHR0csWrQIbdu2hbm5OSsluLCwEBMnTgSHw8HRo0d/49E2DKZOnQpvb+9q7tZubm7Q19fHiRMnfrqzO/MwuHfvHgwMDBAeHo7jx4/j2bNnWLVqFfT09GBubo6dO3fi0KFDGDRoEE1rLygowNatW+lC7L///oOOjg7u3LnD+j7btm2DgIDAT2nfkpaWhoiIiEbbGovh9evXCAoKgoODw3dFwTIyMuDm5obQ0FDaexyoNHHS0tKiLsSPHz9Gv379wOFw6my89ivhTa9lIgK3b9+GoqIiFVKePHkCDoeDuLg4eq4yMzMxY8YMREdHN6qNwd/C4sWLIS8v3+D63deFnyWEbtiwAc7OzgCA3NxcTJw4ES9fvsSLFy9gbGyMvn374v3792jfvj01h/zbYc4/U3fL3P/Hjh2Dv78/nJ2dER4ejv79+9Pa5MYE7/y3ePFiqKurQ1VVlfaMZ8jOzkbr1q2pkVtjWSc2ZN68eYMNGzbAw8MDEhISkJOTq3HTz4y5efPmwd3dHcD/zv+ECRMgKChY7y3QfwVlZWV0Q19eXo6WLVsiLCwMQKWw3b17d7i4uMDS0hJeXl4wNDREXFwcVqxYAS8vL5SUlNDzUDWav2jRIsjKytLOWj+T77kXGmO2X9XvWdP3fv/+Pbp06QJdXV3o6OhAQUHhj8me+BqNVjDgvZDHjx+Hvr4+OnfuzBIN+vTpAykpKTg4OEBWVhY3btz4HYf6Q7x48QKDBw+GtrY2mjZtSmuZeCePjx8/Ys2aNX9l+QEDsygYO3Ys9PX16c+ZspR9+/aBw+FARkaGNUZ+FmlpaZCTk0NMTAzLaAuoVOCjoqLg6ekJT09PeHh4YOTIkTQbgXecJicnQ1hYGFevXqXvZTA1Nf1pC7jf3S7vR3jz5g1mzZqFoKAg2NnZ/ZCXB5Nex5RpnD59GqKiorQjC0N6ejpmz57dYO/BzMxM1px56NAhhISEAKgUC9TU1NC/f3/6e2bMVhXe+DQcHj16hK5duzYYD4yaqKnlMfDzhNCZM2fC1taW/j2mznfChAlo1aoVjQKNGzcOampqaNq0Kd6+ffvXjnHmex89ehTh4eFo2bIlAgICkJaWBqBy3ti8eTNatGgBDocDDodTr3XSvwre8bd27VqIi4vDw8Ojmi/FkCFDYGdn16iffw2BqvfTq1evcO3atWptU6uyYcMGKCkp0ft24sSJNbaxbAyUlZWhV69erM49+/btg5CQEFxdXaGgoABbW1ts3LiRjreoqCjY2tpi6tSpMDQ0pFnUvFy4cIGuMxp6VLsxZfsxY/by5cvVSkyrvubVq1c4cOAANmzY8NUx/SfR6ASDqnX6zCbg5MmT0NLSqiYabNu2DWvXrm10jqq8vHz5EkOHDoWNjQ3mzZtHf17TBqihbljqm9oWyY8ePYKSkhKGDBnC+vnJkycxcuRIDBs27KfXXH7+/Blt27bFoEGDWD8vLS1FZmYmXrx4AaAy5b179+7gcDgghEBJSQnh4eHVTPTatm0LExMT1sRUUlICGxubv7Jt5te4ffs2goODMWzYsHrpP52RkYHAwEBYW1tDWFgYW7duBVB5/9U0DhvaPVhcXAxHR0doaWnR+XP16tWwsbFBSkoKNDU10bdvX/pdjh07hp49ezaqEq6/FeZ6NsQ68qplWfUthDKfz+tVNHXqVPj4+ABgm9WFhYWx2rANHz4cGzZsoOZ+fzP79++HuLg4pkyZgu3bt6Nly5aQlJSslsnYs2dPqKurN+q1FMPKlSuhpKSE0aNHs1rRdevWDWFhYQ2udezfwpEjR9CsWTOUlZVh2rRpjVYsYIiKikLXrl3pvwsLC3H06FGMHDkSs2bNwufPn1lriLlz5yI4OBjr169H06ZNcerUKZb4UlFRgZ49e9J1398qdNY3zHncs2cPVFRU0K9fv1ozbBuyQP+zaXSCAQAcPnwYQUFBCAsLw9KlS2nKz4kTJ6ho0BizCb5Ebm4uBg8eDAcHB5anwd84eHm/89atWzF27FjExMRg9+7dAIBly5bBwMAAvXr1wosXL5CamoqAgACWwc7PXGCXlZXBzc0NS5YsoT87duwYhg8fDmlpaairq7Pq9GbMmAFBQUH06dOnWjYCUNnaytfXF4aGhjh9+jTOnz+P2NhYKCgo/FXq5rfw4cOHet1MZWRkwMvLC6ampnSTAzSOBzaXy8XFixdhamoKS0tLcLlcvHjxAs7OzpCVlUW3bt3o6wBg5MiRCA8P/221kXwaPzWVZf0MITQnJwdt27alhomTJk1C+/bt6TEwY3rOnDkQFhZGXFwcunXrBnl5+XrrWd6YqDpfffz4Ed7e3nRN8ezZM2hra9P2YVWp6szekGG+6+3bt7F3717s2LGDlpEBlZ4GSkpKcHR0xJAhQzBo0CA0bdr0j2zF2ljIysqCoaEhQkNDISIi0mjFAmb+O3jwIIKDg5GZmVnj65gxev/+fSQmJkJLSwtxcXEAKg0gVVRUcOzYMbx+/Rp5eXkYN24cVFRUGmynosbMyZMnISEhgXXr1vEzjGqh0QkGSUlJEBERwYgRI+Dt7Q1HR0d06dKFRsNOnDgBfX19hISEfFe/9YZMbm4ubdfG9K39mxkzZgzU1NTQtWtXDBw4EBwOBytXrkRBQQE2bdoEbW1tyMrKQl1dHdbW1r8sPYrpad+nTx+kp6dj5syZMDQ0RJs2bRAfH49169ZBR0cHI0eOpNkI/fr1Y31GaWkpsrOz6WI6PT0dbdu2hbi4OAwMDNCiRYu/pm7qR6jPDf3Dhw8REBCAgICAn+IdUV/UJCJWVFTgypUrMDQ0hJ2dHQBg1qxZkJOTw+zZs/Hq1Ss8ffoU0dHRaNq0aaOqO+TTMPlSWRZQP0Lo48eP4eTkhMDAQNy8eRPjxo1jZRIwFBQUYO3atTAwMEBQUNBva6n8u6jqU8DMEW/evIG2tjYyMjLw5s0bqKqqssSCzZs3s7pONBZ4I4YKCgpwdnaGjIwMQkNDaWABqMw0YDopzZkzh78R+81kZ2eDw+FARETkjxBu3r59Cx0dHVbGKxPAYMbo2rVroaSkBHFxcYiKisLa2hrHjh1DSUkJwsPDoaKiAlVVVTg6OkJZWZm/7qsnqpraDho0CMOHDwdQ2ann6tWrGDJkCMaOHctfD/0/DVowYC4o83DLyMjAP//8Q42KKioqsHTpUjg7O6Njx45UNDh8+DAsLCxqXKQ0dnJzcxEVFYU+ffo0iujmz+LIkSNQV1enzu27du0Ch8OhJm5AZaT/5MmTSEpK+mIbmJ/B6dOnISQkBE1NTUhJSWHlypU0lbO0tBR+fn7o1q3bV7MRNDQ0EBAQQH+XkpKCrKysX2J0w6c6GRkZCAoKgq2tbYMUJJm5Mjc3t5oBY2lpKa5duwZtbW24uroCqGyX2KJFC4iKisLe3h6Ghob8BQmfH+ZLZVn1LYQ+fPgQ/v7+iIiIgI2NDaytrdG1a1d0794dPXr0QNeuXdGtWzd0794dXbt2/WvLEF69egUFBQXaLpFZP4SEhGDKlCnQ0NBA//79qbD++vVrhIeHY/v27b/tmH+EM2fOQFFRkWarXLp0CcLCwvDw8MC2bdvo6xYuXAgzM7NGlT3xp1JeXo5p06ZRD43GDG+Jn6SkJO3KArC9Q0RFRaGlpYXu3bvj4cOH4HA4WLp0KX3t8ePHsW7dOiQkJDR6I+rfTU3BlKdPn6K8vBx9+vSBsbExMjIy0KlTJ3h7e8Pd3R0qKioIDAz8DUfb8GiQgkFVnwKgcmHh7u4ONTU1Vg/l0tJSLFu2DE5OToiKiqJ9mnnf+6fx7t07OvD/FtGgqnnWihUrEBwcDKAyiiApKUnFAkYdrMqvrvPNzs5GcnJytc19RUUF2rZti7i4OOTl5X01G0FXV5fv3NyASE1NxciRIxtsOVB2djbk5eXB4XDg6emJcePG4fTp03SjdP36dZiZmcHFxQVA5cZg+/btuHnzJnJzc3/nofP5Q/jVQmh6ejoCAwMhKSkJeXl59O/fH35+flRICA0NRWBgIO7fv//D362x8ubNG/Ts2RMiIiLYt28fgMr104gRIyAtLc26HgAQExODFi1aNJre4rzPxpKSEsTFxdEyxMePH0NXVxeRkZFwdnaGubk5FU6AxtVy+0+nIfqx1IXa1mZ5eXmIjY2FmppatVKrBQsWwNXVFQcPHkR6ejp0dHTQq1cv+vuG5of0J/D48WN06dIFALB3716Ym5vj8ePHuH79Ouzt7SEmJoZ27drROfLIkSMwNzene8u/mQYpGACVRn86OjrYv38/gMo07zFjxkBVVRXh4eGsxXp5eTlWrFgBY2Nj9O7dGxUVFQ12MV+f/A3fEWA7rTItebZt24Z27dph69at1dTb/fv3Y8CAAax6xYYCs5BRUVGhDs11zUbg0/BoiPdgZmYmLC0tYWhoCFtbW3Tr1g1iYmKwtLREVFQUduzYgZ07d0JXVxc+Pj58EYpPvVOXsqz6FkIfPnyIoKAg+Pr6NsoWbPVNTef01atXGDp0KDgcDhITEwFU+hL4+/vD2toaQ4cOxdKlS9GjRw/IyMg0qtIN5vveuHEDWVlZuHPnDlJTU1FQUAB7e3v07NmT/l5SUhI2NjZISEhgvZcPn2+luLj4i5tJLpeLuXPnokmTJmjevDlmzJhBfzdixAh07NgR5eXlUFNTY2UOb926FQsXLvzZh//XsX//figoKMDFxQUcDoeaWFdUVKC4uLhaKcywYcPg5+dHy7n+ZhqsYPD06VN06NABioqKOHjwIIBKg55JkybB0tISY8aMYRlTlJWVYe3atXj69OlvOmI+P4M9e/bQh/rQoUPh7OyM0tJSnD17Fjo6OhAREWFNqoWFhQgMDET//v0b3CJgy5YtGDp0KJSUlKql3dYlG4HL5Ta478SnYfLw4UOEh4cjNDQUV69eRVZWFhISEuDi4gJ7e3tISEjAzMwMHA6H9oXmjy0+9cnvEEIfPHgAf39/+Pv748KFC6zf/U3jmxEyCwsLq5VgMK2aORwOred/+/YtRo8eDQ8PD9ja2qJTp06NJhuD97oeOXIEHA4H586dw6dPnwBUZrZYWlrSMphz587B1dUVbdu2bTTZE3waJsXFxQgICGCVuNTG5cuXsWzZMoiLiyM8PBybN2/GyZMnoaOjgyZNmlQr3xo0aBA6duzI36j+BGJiYsDhcKifE1C9lfiNGzcwcuRIyMrK/hF+GvVBgxUMgMrUkT59+kBWVpaKBgUFBYiNjYWDgwNGjx7Nd7P8w+natSs4HA6Cg4MhJyfHWsTMnz8fHA4H06ZNw8mTJ3Hx4kX4+vrCwsKCpnI1lEVieno6PD09ER4ejtTU1Dq9p6ZsBD586kp6ejr8/f3h6+vLajX74cMHbN68GePHj4eVlRXfs4DPT+N3CKEZGRkIDg6Go6NjjaVpfwsZGRmwtLSEq6srNm3ahOPHj9PfFRcXY9CgQeBwONi5cyeAyqALE2VrjKnQr1+/xpo1a2hLTmZMJSYmQldXF2fOnAEATJw4ESNGjKixxz0fPt8KE6EGQA1CeeczpsSioqICd+7cQZMmTeDl5QVvb2+YmpoiJCQE2tra2LRpE4DK7Orx48dDUVGxzmtFPjVTU+vdlJQUJCYmYvjw4dDT00NoaCj9HZPNfPfuXYwdOxaWlpYN0qvqd9EgBIOqab28D6tHjx6hT58+kJGRqSYauLi4YMCAAXzR4A9jypQpLNMbExMTCAkJYe7cuTW+1s7ODiIiItQtm7npG1ot3KtXr+rcqu5L2Qh8+NSVjIwMGnE9d+5ctd83xo0Bn8bNrxBC09LSEBkZ+deahFVUVGD8+PHgcDgQFxeHqakpdHR0YGtri4EDByI5ORnJycmYOHEiOBwOjh07BqDhCOzfSnp6OjgcDtTU1LB+/XrW7zIyMmBlZQVTU1NYWVk1ulILPg2TqvuWiRMnYsiQIbRstqZ7qby8HGFhYZCXl0diYiJOnjyJy5cvo2vXrpCTk4Ouri5sbW2hpaXFX/fVE48fP0bPnj3x9OlT7Ny5ExwOB7dv30Z5eTl2794NbW1tlmgAVHbju3XrFr2WfCppEIIBUBmJ4G13w7vZY0QDJSUlnDp1CkBlqt3IkSPh4+PTIGvV+XwfycnJCAgIoBuZ0tJShISEoHXr1pCUlERCQgKKi4tZ78nNzcXdu3eRk5NDJ+nGvBH6nmwEPnxqIyMjAwEBAfD390dSUtLvPhw+fzG/Ugj92wMJubm5GD58OFq3bo0RI0bg0aNHmDJlCnx8fNCsWTMYGRmhVatWUFJSAofDwfnz53/3IX8TvBu2vLw8REdHQ1hYGNOmTaO/Z15z7949zJ8/H1OnTkV6evpvOV4+fzZDhgyBtbU14uLi8OrVK3z+/LnGTAMA6NSpE6SkpKiPyNu3b3H16lXMnTsXBw8e/GuFzvqEmf+vXr0KBQUFuLq6QkREhGZyAJWZB4xo0Lp1a+Tn59MMdn4nsuo0CMGgrKwMHTt2hJWVFa1XB9g3WGpqKtq3b4+WLVtS1aeoqIivAP2B8PZQ5u3H3b17dzRp0qSaaJCTk8N6f0M0ovtWviUbgQ+fr8Gbpl213SIfPr8CvhD663n+/DkGDRoEOzs7LF++nP786tWrSExMREBAAPUySUlJ+Y1H+nWY53ptpQTv379HdHQ0BAQEaJnF32KAzefXUlv2KlPmN2TIEISEhODMmTN1Eg2qBsH4/Bjz58/HggULaOBw/vz5EBAQgL29fbWWncXFxThw4AA0NTWhrq4OZWVlVgknn//RIAQDoNKkKzQ0FC1btmQZiPDeYLt27YKSkhIePXr0Ow6Rzy+Cy+UiMzMTUlJSaN++Pevm7dmzJ6SkpLBx40ZkZmYiODiYtldsrOmUfPj8Cv72NG0+vx++EPrrYUwO7ezsWA7tQGUGX3FxcaPJ0kxNTYWhoSG6du2KBw8eVHOn//DhA0aPHg0BAQHs2rULAH9dwKd+4d2TMGUFN27coD+LiYmBiYkJVFVV4evri0uXLn1RNFBQUMD27dtZdfZ8vg/GD2fUqFEsUXrr1q2YNm0a9PT00K5dO9b1AiqvyevXr7Fnzx6+EeoX4AAAaSA8ffqUDBkyhHz69In06dOHdOzYkRBCSFlZGREWFib37t0jXbp0IYmJiURPT+83Hy2f+gQA4XA4rJ+dOnWKDBgwgDg4OJBhw4YROzs7Qggh/fr1I7t37yaKiopETEyM3LhxgwgLC/+Ow+bDp1FRWlpKREREfvdh8OHD5xfy8uVLMmPGDHLjxg0SFhZGYmJiCCGElJeXEyEhod98dHVny5YtZN68eURGRobIycmRwsJCMnbsWGJra0sUFBQIIYQUFBSQKVOmkOXLl5O1a9eSzp07/+aj5vOnwLtODQ0NJTdv3iRlZWVEXV2d9OjRgwwaNIgQQsi4cePIoUOHyOfPn4m6ujqZPn06cXFxoZ/B5XKJoKAgIYQQMzMzQgghV65cIZKSkr/hW/0ZcLlcIiAgwPpZUlISuXr1KhkwYACRkJAgFy9eJN27dyc2NjYkJiaGWFtbE0IIuXDhAnF3d/8dh92oEPj6S34d2traZMmSJURCQoKsWbOGbNq0iRBC6GZw27ZtREJCgj4Y+PwZcLlcOgm/efOGlJeXk7KyMuLj40NWrFhBkpKSSHx8PLlx4wYhhJBVq1aRf//9l8yfP5/cvHmTCAsLk/Ly8t/5FfjwaRTwxQI+fP4+mjdvTmJjY4mdnR05dOgQmTRpEiGENCqxgBBCWrRoQTQ0NMjq1avJwoULiaOjIxk4cCAZMmQIWbhwISktLSWSkpJk/vz5pGvXrmTYsGHk48ePv/uw+TRyKioqWGLB+fPnyZs3b8iNGzfI7t27iY+PD5k9ezZZsGABIYSQWbNmkdatW5PCwkKSl5dHpk2bRpKSkgghhHA4HCIoKEg+ffpEYmNjiYuLC9mzZw9fLPhBBAQESFpaGgkKCiK5ubmEkMo945o1a8jSpUtJfn4+cXNzIxs3biS3bt0ic+fOJfv27SNTp04lnp6e5OXLl6QBxc8bJA0qw4Dh6dOnZNSoUeT58+fE0dGRODs7k4sXL5Jdu3aRkydPEnNz8999iHx+AtOnTyf79+8n4uLiJCgoiPTr14/IysqSkydPkr59+xJXV1cybNgwYmtry3pfRUUFVWv58OHDhw8fPtV5+fIlGTduHMnJySHbt28n8vLyv/uQvplu3bqR3NxccvDgQSIqKkqePn1KvLy8SFZWFvH09CT29vakZ8+eRE1NjRQWFpJmzZr97kPm00j5/PkzERcXZ/1s8uTJ5O7du8TS0pIKb1lZWWT16tVk06ZNZPTo0WT48OGEEEJ27dpFLC0tydChQwkAMmHCBOLi4kJKS0vJqFGjyLJly8jt27eJhYXFr/5qfyQrVqwg27dvJ+fPnyeEVO4NRo4cSS5fvkzatGlDBgwYQGRkZEhSUhIZNmwYKS8vJwUFBWTXrl3ExsbmNx99w6dBZRgwaGtrk8WLF5NWrVqRc+fOkTlz5pBnz56RM2fO8MWCPwherWr9+vVk0aJFpGfPnqR58+bkwIEDZPDgweT9+/fE19eXrFmzhly5coVMmjSJZGRksD6HLxbw4cOHDx8+X6Z58+Zk9uzZZOvWrY1OLOByuYQQQsaOHUu4XC65e/cuIaQy0CAoKEguXbpEXF1dyYkTJ4ifnx/hcrl8sYDPd1NeXk68vb3JrFmz6M8yMzNJeno6uXDhAnn//j39uaamJunXrx/p0aMHmT9/Ppk6dSohhJC2bdsSfX19smjRIsLhcMi0adPIuXPnyIQJE8i6devIzZs3+WJBPZKbm0uzjZlA4oIFC4i9vT3Zs2cPWbFiBcnPzycuLi4kMTGRbNu2jVy+fJkvFtSRBplhwAuXyyWfP38mgoKCRExM7HcfDp96oKpfwZkzZ8jJkyeJjY0NiYyMJIQQsmzZMrJt2zaipaVFli5dSpo2bUoOHTpENm7cSHbu3FmtVokPHz58+PDh82fz+fNnEhYWRszMzEhRURHZv38/2bdvH7G3tycASH5+PikqKiKqqqq/+1D5NGJKSkrI7du3iaOjI+vnt27dIkuXLiX79u0jy5cvJx06dKC/y87OJvPmzSMCAgIkPj6e9b6HDx+SkSNHkqSkJFJUVESuXLlCa+j5fDuMZ0FJSQkRFRUlhBASFxdH7t69Sw4ePMh6TUVFBRk2bBi5du0aadu2LenXrx+RkZH5nYffKGnQgkFNRnh8Gj8vX74kzZs3J4QQcvbsWTJ06FDy5s0bsmXLFuLr60sIqVR3V69eTbZt20Z0dHTIwoULWd4VNRmc8OHDhw8fPnwaL19a9zHP/evXrxNHR0fSvHlzcvz4cWocx4fPz2DEiBHkxo0b5NKlS4QQQu7cuUOWLVtGkpKSyOTJk0m7du3oa9+/f0+aNm1KCKk+lh88eEDGjh1LZs6cSVq0aPFrv8QfSE5ODhk7diwZOHAgcXV1JdHR0eTly5dk06ZN1QSFiooKMnz4cHL06FEyePBgMmzYMP7+8htp0Dsu/sX880hOTiaamprk0KFDhBBCbGxsSGhoKBEQECAbN24kJSUlhJBKM6Z+/fqRqKgocu3aNbJ06VJCyP/KGPhiAR8+fPjw4fPnsHjxYnLkyJFaTYyZ576enh4JDAwkkZGRxMzMjFRUVPzKw+TzB8IbO2XKXxgcHBzIixcvSHh4OCGEEEtLS9K/f3/i4uJCpk6dSnbu3ElfW5tYQAghhoaGZPfu3XyxoJ64c+cOefToEZk3bx5JTU0lZWVl1MiVmSuY7ANBQUEyb9480qFDBxIaGsrfX34HDTrDgM+fx6NHj8jUqVPJsWPHyPr160lwcDApLCwk8+bNI0eOHCEtW7Yk06dPp27u5eXl5ODBgyQkJITvVcCHDx8+fPj8oTg5OZFHjx6RhIQE4unp+cUuDmvWrCEjRowgd+7c4bfZ5lNvJCYmEl1dXWJhYUFcXFxInz59SKdOncjhw4fJqFGjiJmZGdm/fz8hpLI8YeXKlWTPnj3k6NGjxN7e/jcf/d/Hvn37aNnykydPiJiYGGnRogUREBAggoKCpLS0lHA4HJKfn0/MzMzI+PHj+WLBd8IXDPj8cp48eUJmz55Ndu3aRbZs2UKCg4PJx48fyZw5c8ipU6eIu7s7SzRg4HdD4MOHDx8+fP4seKOxQUFB5NatW2TTpk3E09Oz2jqAeW1ZWRmxsrIiLVu2JPHx8fysQz4/BADy7NkzYmlpSfz9/Ulubi7Jyckh165dI/Ly8qSkpIQcPnyYjB49miUaXL16laSmppKePXv+5m/wd8Fblrxr1y6ydu1acvHiRSImJkZCQ0PJkydPCIfDIZKSkoTL5ZLS0lKyYMECvnH+D8AXDPj8Mng3/I8fPyZz5swhO3fuJFu3bqWiwdy5c8mZM2eIqakpWbZsWaPrE82HDx8+fPjw+TZKS0upOODs7EyKiorIvHnziJeXV63rgJkzZ5J27drxMwz41Bt37twhnp6ehMvlkr179xJvb2/6u+LiYnLkyBEyduxYYmpqSvbt28d6L99b69fCKzQeOHCArFixghBSWdqkr69f62v5fB/8kc3np3Lu3DmyZcsWQkhlDRFTa6irq0tiYmJIu3btSL9+/ciZM2eIlJQUiYmJIXZ2dgQAP5uADx8+fPjw+cMBQERERMj27dtJZGQkadq0KUlJSSH9+vUjZ8+ereZpwMS5xo8fzxcL+NQLAEhFRQV59+4dMTIyIvLy8mT9+vXk+vXr9DViYmIkMDCQzJ07lxw9epQsWrSI9Rl8seDXwuFw6FwQEhJCevfuTcrKysiIESNY141P/cDPMODzUwBAPn/+TEJDQ0lhYSEZNmwYbT/Dm2mQkpJCJk2aRLhcLtm4cSORlpYmxcXFRFRUlE4GfFWQDx8+fPjw+XO5cuUK8fHxIUuWLCHOzs6Ey+WSQYMGkYyMDLJx40bSsmVLfsYhn3qntqyA5ORk0r59e2Jra0tGjx5N7OzsCCH/i1Tfvn2bWFlZ/erD5VMDvPuEvXv3ktWrV5OioiKyePFiYmlp+XsP7g+CL4fx+SlwOBwiISFBVq5cSZSUlMjq1avJv//+SwhhZxq0aNGCeHt7kytXrtAOCWJiYnyxgA8fPnz48PlLSE9PJ/r6+qRdu3bEyMiImJiYkLNnzxJ9fX2aaVBaWvq7D5PPH0RFRQUVC+7du0dOnz5NPn36REpKSoitrS3ZuHEjSU5OJvHx8eTSpUuksLCQqKmpkd27d1OxoGpHBT6/Ht5Mg/DwcNKtWzeioKBA5OXlf/OR/VnwBQM+PxVdXV2ycOFCIiEhQdauXUsSEhIIIYS6lzKv0dfXr6by8sUCPnz48OHD58+FWeh//PiRvH79mkhKShJCCPn8+TMhhJC5c+eSrKws0q1bN5KUlPTbjpPPnwWXy6WZrh07diQdO3YkISEhxN/fn2zcuJEUFBQQNzc3smnTJnL79m0ybNgwYmJiQkxNTUlkZCT9HH4Zws+HmSO+lBDPKxp06NCBbN68mairq/+S4/tb4I90Pj8dbW1tsmTJEiIhIUHWrFlDNmzYQAghREREhBQXF5P4+HjSvHlz2r+WDx8+fPjw4fPnwwQGOnToQACQQYMGEUIIERcXJ4QQIiwsTNq3b0+sra2JqqrqbztOPn8WzEa/W7duJCUlhWzbto0UFhaST58+kfj4eLJixQpSUFBAXF1dSUJCAhk2bBiZNGkSOX78OCGEn1nws2DOK5OFTAghr169IoR8PYjIKxowwiOf+oPvYcDnl/H06VMyduxY8uTJE2JkZESsra3JiRMnyLt378jVq1eJkJAQvwyBDx8+fPjw+UNhnvE3btwg165dI1wul+jr65PAwECyevVqsmDBAtKyZUuyePFikpeXR+Lj48mTJ0/I5s2b+R4GfOqVs2fPkri4OLJq1SpiampKVqxYQcaNG0ecnJxIWloaGTJkCOnTpw+RlpZmvY/fDeHn8uDBA3LkyBEyYsQIsmvXLjJkyBBy69YtoqKiQl/Dvwa/Hr5gwOeX8uLFC7Jr1y6yc+dOoqCgQDQ0NMjChQuJkJAQKS8v5y8I+PDhw4cPnz+YPXv2kP79+xNbW1siJiZGjh07RmbNmkX69OlDEhISyNSpU8nnz59J06ZNydu3b8nJkyeJtbX17z5sPo2cqpvMd+/ekXPnzpE2bdqQTZs2kZiYGPLvv/+Sli1bEnNzc1JWVkYiIiLIhAkTiJiY2G888r+LlStXkoEDB5LOnTuThIQEsm7dOtKtW7caX8sXDn4dfMGAT4OAt3MCHz58+PDhw+fPIzU1lfj4+JC4uDgycOBAkpKSQqysrEjfvn3J0qVLSUVFBSksLCR79+4lMjIyxNLSkmhra//uw+bzBxEfH09MTU2Jt7c3KSoqIsLCwiQ8PJy4u7uT6OhowuVySVhYGMnKyiIdOnQg48aN+92H/EfDbPp59wHdu3cnW7ZsIW3atCE7d+6s8X2xsbHk1q1b5MCBA0RYWPhXHvJfCV+W4fPLqapRAeCLBXz48OHDh88fClOb/OzZM2JgYEAGDhxIsrKySEBAAOnduzdZunQpIaRSUJCRkSHdu3cn4eHhfLGAT72Sm5tLli9fTg4ePEgIIaRJkyakrKyMvH//nhQWFhJCCCksLCQCAgJk9erVVCzgx1Z/DoxYkJmZSdatW0euXLlCCKn0mGjfvj3ZvXs3mTVrFsnPz6/2PltbW5Kamkpev379Ow79r4MvGPD55VT1KOB7FvDhw4cPHz5/Bow4wGsM9+nTJ0JI5carvLyc3Lhxg7i7u5NWrVqRJUuWEEIIuXLlClmyZAl59uzZrz9oPn8kvOZ55eXlRFlZmSxZsoQsWbKE7N+/nxBSaaypq6tLDh8+TMLCwoiNjQ0pKysjDg4OhBDC99b6STBiwf3794m/vz85duwYeffuHSGEkPXr15N///2XLFy4kMTGxpJly5aRgoIC+t7s7GwSHh5OUlJS+Gaovwi+YMCHDx8+fPjw4cOnXhAQECAPHz4k+/btI4QQsmvXLuLq6koKCgqIsrIyKSwsJL6+vsTHx4esWrWKZhju3LmT5ObmEikpqd949Hz+JJixFRsbS9atW0fevn1L/Pz8yPDhw0l8fDxJTU0lIiIiZOXKlcTLy4soKSmRyMhIcvjwYUIIXyz4mQgICJD09HTi4eFBIiIiyNKlS0lwcDDrNcOGDSP//PMPiYuLI0uXLiWZmZlkxowZxM3NjXz8+JE0adLkNx393wffw4APHz58+PDhw4dPvTF06FCydOlSMnz4cLJ48WKWcdmiRYvIyJEjyfTp00nr1q2JuLg4WbVqFVm3bh25cOECMTU1/c1Hz+dP4r///iPm5uZEVVWVqKurk1WrVpG8vDwyY8YMEhYWRnr37l2j4TbfUO/nUlxcTLp27UqaNWtGS5IIIaSsrIy8evWKFBQUEBMTE0IIIQsXLiRxcXHE0NCQZGdnk2PHjhFbW9vfdeh/JXzBgA8fPnz48OHDh88PsXXrVmJubk7Mzc0JIYR4e3uT8+fPk759+5Lly5ezXjtx4kSye/dukp2dTQwNDUlJSQnZunUrsbS0/A1HzudPoupG//3792Tq1Knk3bt3RE1NjWzZsoWMHz+e7Nq1i7x+/ZpcvHiRNG3alPU+fmbBz6e8vJx4eXmRdu3akcGDBxNCCDl+/Dg5duwYWb9+PZGXlyeamprkzJkzhMPhkAsXLpC8vDxibm5OtLS0fu/B/4XwBQM+fPjw4cOHz/+1d+cxUV3/G8efKYs64oZiUaQqAoooRWnBarQatURDlcZgtVjSRopNwa0acV/qHpMiuCUVCaitLIqBVi2OVhMDWjSIS4qIUJdaxESlVsTK9v3DnxPJtP5UtGPx/Uom4XLuPfO5k9w/7nPPORd4JnV1dbpw4YKCg4O1b98+vfHGG5IeBAaVlZU6c+aMNm/erODg4HqvpyssLNTvv/8uR0dHdezYUU5OTtY6BTRCsbGxCgkJUceOHXXy5EmNGDFCGRkZqq6uVkpKii5fvqzMzEwFBwdr586djCb4l92+fVsBAQEaOHCgZsyYofT0dCUlJalXr14aNGiQHBwctHLlSgUFBSkmJsba5b7yCAwAAADQIHfu3JGDg4Py8/PVtm1bubq6SpI+/fRTpaWlKT4+Xh988IGaNGki6cGTX0dHR2uWjEbk0RECp0+f1ieffKJLly5p3bp1Gjt2rNLT07VixQplZGTIwcFBJ06cUGhoqEaNGqWEhAQrV/9q+umnnxQYGCgXFxfdvHlTa9as0dChQ+Xu7q6qqioFBQWpQ4cOSkxMtHaprzwCAwAAADRIbW2tysvL5evrKz8/P82dO1dvv/22JGnixIlKTU3VN998o5EjR2r9+vXavXu3srOzZW9vz/BvNEhNTY15gcO8vDz17dtX1dXVWrhwodLS0tSnTx8NHTpUpaWlat68uaZOnSp7e3tVVFSYF85jGoJ1XLlyRdevX1fnzp3Vrl078/9ra2s1btw4de/eXV999ZUk3qpmTQQGAAAAeGaP3mzt379fUVFR8vf319SpU82hQUREhJKTk9WzZ08VFhbKZDKxcBka7NGwICwsTFevXlV0dLTee+89SdKePXuUlZWl5ORk1dXVqWvXrsrIyFCHDh3MfbDA4cvl/v37Wrp0qRISEnT48GF5eHhYu6RXHoEBAAAAntrDoODu3bsyGo3mm7cDBw7os88+04ABA+qFBt99950qKyv17rvvyt3d3crV47/u0Rv9MWPGqKCgQCkpKerUqZPatGlj3q+8vFwnTpzQlClTdO7cOa1atUqzZs2yVtl4jO3bt+v48eNKSUnRvn371KdPH2uXBBEYAAAA4Bnt3btXGzdulJ2dnYYNG6YJEyaoVatWMplMioiI0IABAzRt2jRGE6DB/mnawPfff6+5c+fKZDLJ2dlZt27dUklJiY4ePaqQkBC9/vrrkqSysjIdOHBAoaGh/3bpeAKFhYX6/PPP1aZNGy1fvlx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+                        "text/plain": [
+                            "<Figure size 1200x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1200x600 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                },
+                {
+                    "data": {
+                        "image/png": 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VK1cecb2qqirjzjvvNCIjIw1PT09j+PDhxtKlSw85FXZFRYVx3333GV27djVcXV2NiIgI45JLLjHS0tIMw2je9OeffvqpMW3aNCMsLMzw9PQ0xowZY+zZs+eg169du9YYN26cERwcbLi7uxvx8fHGZZddZsybN6/Rto/2mDx5cqNxv/76a+OUU04xvL29DW9vb6NXr17GlClTjK1btxqGYRi33HKLcdpppxmzZ88+KNOfpz8/4M033zQGDx5seHp6Gr6+vka/fv2Mu+++28jIyGhYp6nTn1ssFmP16tWNlh/q/1FNTY3x1FNPGX369DHc3d2NwMBAY/DgwcbDDz9sFBcXH7S9P4/3x30VEBBgDB8+3Pjvf//baL3a2lrj4YcfbvgcxMbGGtOmTTOqqqoa1tm4caNx7rnnGsHBwYabm5sRGxtrTJgwwVi/fv1B723KlCnGxx9/bPTo0cNwd3c3Bg0aZPzyyy+N1issLDSuueYaIyQkxPDx8TFGjhxpbNmyxYiPjz/o/2l+fr4xdepUIzo62nBzczNiYmKMyZMnG3l5eQe95yNNf96UbYqItCaLYRzHuSAiItKuLViwgDPPPJMvv/yy2Udp/mj37t107dqVXbt20aVLl0Ou89BDD7F7927ef//9496eOIfFYmHKlCmHPGVUREQOTddIiYiIiIiINJGukRIREafx8fFh0qRJR5wMon///kRFRbViKhEREedTkRIREacJCQlpmCThcMaNG9dKaURERFqOrpESERERERFpIl0jJSIiIiIi0kQqUiIiIiIiIk2ka6QAh8NBRkYGvr6+h71TvYiIiIiIdHyGYVBaWkpUVBRW6+GPO6lIARkZGcTGxpodQ0RERERE2oi9e/cSExNz2OdVpABfX1+gfmf5+fmZnEZERERERMxSUlJCbGxsQ0c4HBUpaDidz8/PT0VKRERERESOesmPJpsQERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJnIxO4CIiEhTpKenk5eX1yJjh4SEEBcX1yJji4hIx6IiJSIi7UZ6ejq9kpKorKhokfE9vbzYkpqqMiUiIkelIiUiIu1GXl4elRUVTLrnGcLjEpw6dnZ6GtOfuou8vDwVKREROSoVKRERaXfC4xKI6dHH7BgiItKJabIJERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhUpERERERGRJlKREhERERERaSIVKRERERERkSZSkRIREREREWkiFSkREREREZEmUpESERERERFpIhezA4iIiMih5ZdVs2pPIVnFVWQWV5FdUoWPuws9w33oEe5LYrgvgd5uZscUEemUVKRERETakNKqWn7alM2MdRn8tiMPu8M47LoWC4xICuem07oRaiklPz+/xXKFhIQQFxfXYuOLiLQ3KlIiIiKtJD09nby8vEM+V1Hr4Put5Xy/rZyquv+Vp3h/FyJ9XQj2tBLoYaO81sHe4jr2ltSRXW5n7uZs5m7OpiZzG4WLp1O1c3WLZPf08mJLaqrKlIjI71SkREREWkF6ejq9kpKorKho/ITVBd+Bo/A/eQI27wAAavP3Ur55IeWpi9hTmHHYMV2CYvAbejE+fc7CLbIn4Zc+TDcfO/0D7dgszsuenZ7G9KfuIi8vT0VKROR3KlIiIiKtIC8vj8qKCibd8wzhcQkAFFRbWJXvQmldfevxcTHoG1BHVGw4lkGXAZcd09gbVi1hVXoRfkPGsrPMRgmejO4bSZCunxIRaTEqUiIiIq0oPC6BiG5JLNtVwJrsQgzA09VGcrdgekf5YbM2/VBSdnoahe89w/Dhp7DDEUZeWQ2frkhnVN8IEkJ9nP8mRERE05+LiIi0pqIaC5+u2MvqPfUlKjHclyuT4+kX49+sEvVHQbZqJg2LIzbIkzqHwX83ZLI9u9Q5wUVEpBEdkRIREWkFhmHgO+RCfslywUENXm42zuoV5vQjRt7uLlw0MJq5m7PZklXKrE1ZGEDPcF+nbkdEpLNTkRIREWlheWXVPLa4kKCzb8QBdAvxZkTvcDxdbS2yPavFwjm9w7FYIDWzlNkbs3AYBr0i/FpkeyIinZGKlIiISAtavD2P279IIbe0GqOuhkGhVk7rH4nF4sRp9Q7BarFwTlI4Fixszizhp83ZeLraiA/2btHtioh0FqZeI/XEE09w4okn4uvrS1hYGBdddBFbt25ttE5VVRVTpkwhODgYHx8fxo8fT3Z2dqN10tPTGTNmDF5eXoSFhXHXXXdRV1fXmm9FRESkkVq7gydnbeHKd5eTW1pNrJ8LmR/cToKvo8VL1AEWi4URSWH0ivDFMOC/G7MoKK9plW2LiHR0phaphQsXMmXKFJYtW8bcuXOpra3l3HPPpby8vGGd22+/nR9++IEvv/yShQsXkpGRwbhx4xqet9vtjBkzhpqaGpYsWcIHH3zA+++/zwMPPGDGWxIREWFnbhmXvL6U1xemYRgwaVgcT48IoTZvT6tnsVgsnJ0URqS/BzV1Dr5fl0Flrb3Vc4iIdDSmnto3e/bsRl+///77hIWFsXr1ak477TSKi4t55513+OSTTzjrrLMAeO+990hKSmLZsmWcdNJJ/PTTT2zevJmff/6Z8PBwBg4cyKOPPso999zDQw89hJub7qEhIiKtw+4weO+3XTwzZyvVdQ78PFx4+pL+jOobyZo1a0zL5WK1cn7/SD5fuZfiylp+XJ/JxYOij3uWQBGRzqxNTX9eXFwMQFBQEACrV6+mtraWESNGNKzTq1cv4uLiWLp0KQBLly6lX79+hIeHN6wzcuRISkpK2LRp0yG3U11dTUlJSaOHiIjI8UjLLeOyN5byrx9Tqa5zcGqPEGbddhqj+kaaHQ0ALzcXLhgQhZvNyv6iShZtzzU7kohIu9ZmipTD4eC2225j+PDh9O3bF4CsrCzc3NwICAhotG54eDhZWVkN6/yxRB14/sBzh/LEE0/g7+/f8IiNjXXyuxERkc6iuLKWf83czKjnF7F6TyE+7i48Oa4fH147lOgAT7PjNRLi486ovhEArN9XzPYc3WNKRKS52sysfVOmTGHjxo0sXry4xbc1bdo07rjjjoavS0pKVKZERKRJauocfL4ynWfnbqOwohaAMxND+dfF/dpcgfqjriHeDI4PZPWeQn5OzSHM1wN/T1ezY4mItDttokhNnTqVmTNnsmjRImJiYhqWR0REUFNTQ1FRUaOjUtnZ2URERDSss2LFikbjHZjV78A6f+bu7o67u7uT34WIiHQGxRW1fLIinfeX7CK7pBqAHmE+3DcmiTMSw0xOd2ySuwWTUVRJZnEVszZmcungWF0vJSLSRKae2mcYBlOnTuXbb79l/vz5dO3atdHzgwcPxtXVlXnz5jUs27p1K+np6SQnJwOQnJzMhg0byMnJaVhn7ty5+Pn50bt379Z5IyIi0qHV2R0sScvjvm83kPzkPJ6avYXskmpCfd15ZGwfZt16arspUQA2q4VRfSJwd7GSXVLNb2l5ZkcSEWl3TD0iNWXKFD755BNmzJiBr69vwzVN/v7+eHp64u/vz3XXXccdd9xBUFAQfn5+3HLLLSQnJ3PSSScBcO6559K7d2+uvPJKnn76abKysvjnP//JlClTdNRJRESaxTAM9hVWsia9kKVp+fy0ObvR/Zd6Rfhy/anduGBAJO4uNhOTNp+fpyvn9A5n5vpM1qYXER/kpZv1iog0galF6rXXXgPgjDPOaLT8vffe4+qrrwbgueeew2q1Mn78eKqrqxk5ciSvvvpqw7o2m42ZM2fyt7/9jeTkZLy9vZk8eTKPPPJIa70NERFphwzDoLrOQUllLSVVdaSXWAkccROP/VpA+qx55JZWN1o/wMuVkb0juHBgFCcnBLfaTXVbUkKoD/1j/Fm/r5ifU3O4Ylgc7q7tsxiKiLQ2U4uUYRhHXcfDw4NXXnmFV1555bDrxMfH89///teZ0UREpAMwDIOKGjt5ZdUUlNdQUlX3e3GqpaSyjhq74w9ru+A3+AJWZ9YXKBerhT5RfgyKC2REUjjDugXhamszk906zSndQ9iTX0FxZS0LtuUyss+hry8WEZHG2sRkEyIiIs5gGAZ5ZTXsKShnb0EluaXVVNbaj/gaLzcbfh6uuNSVs2ne19wz9QbOPrE3/aL98egER2dcbVZG9gnny1X72JJVSkKoD93DfMyOJSLS5qlIiYhIu5dfVs2G/cVszymjoqZxcbJQf1pesLc7/p6u+Hq64O/hip+nK74eLg1HmfZt38Rviz7k3Odu5YQuQSa8C/NE+nsyOD6QVXsKmb8lh6gAD7zc9COCiMiR6F9JERFplxyGwY6cMtbvK2Z/UWXDcherhZhAT+KDvYn09yDY2w2XDnhKnrMN6xbE7vxy8spqmL8lhzH9IjvEdWAiIi1FRUpERNqd3CoLi1bubZgQwmKBbiHe9I3yJybIExerilNTuVitnNs7gs9WppOWW86WrFKSIv3MjiUi0mapSImISLuRU15HyEXTWJTjClTj5mJlYEwAfaP98PVwNTteuxfq686wbsEsTctnwdZcYgI9tV9FRA5Dv7ITEZF2Yeb6DG6fk4d34nDAoF+0P5OT40lOCNYP+040JC6QCD8PauwO5qZmH9MMuyIinZGOSImIdELp6enk5eW1yNghISHExcU5bbyqWjuP/ZjKR8v21H+9bzPnD+lBn15hTtuG/I/VauHcPuF8sjydvQWVrN9XTLDZoURE2iAVKRGRTiY9PZ1eSUlUVlS0yPieXl5sSU11SpnaX1TJjR+uYlNGCQDjennz3NP34n/yV8c9thxeoJcbw7uHsHBbLot35HFWuNmJRETaHhUpEZFOJi8vj8qKCibd8wzhcQlOHTs7PY3pT91FXl7ecReptNwyrnx7ORnFVQR5u/HsZQPwK9/Hc4bj6C+W4zYgxp+03DL2FVayKt8FLLoaQETkj1SkREQ6qfC4BGJ69DE7xiFtyijmqndWkF9eQ0KoNx9eN4zoAE/WrNlndrROw2KxcE7vcKYvS6egBvxOusTsSCIibYp+vSQiIm3K6j0FTHhzGfnlNfSJ8uOLm5KJDvA0O1an5OfhyhmJoQAEDP8LaYW1JicSEWk7VKRERKTN2JRRzOR3V1JaVceJXQL59MaTCPZxNztWp9YrwpcoTwcWmwsvLi+iqtZudiQRkTZBRUpERNqEfYUVXPPeSsqq6zipWxAfXjsMP01rbjqLxcIJQXXYywrZW1LHv+dsNTuSiEiboGukRETEdMUVtVz93kpySqtJDPfljSuH4OlmMyVLampquxq3NbjbIH/2i4Rd8iDvLN5FnEsxfcOcd6TQ2VPmi4i0BhUpERExVVWtnRs+XMWOnDIi/Dx4/9oT8fds/SNRJQW5AFxxxRUtup2ysrIWHb8llBTkUpm2ktJ1c/AdMJJ/zNhCxrtTMWqcM4W+M6fMFxFpLSpSIiJiqgdmbGTF7gJ83V14/9oTifQ3Z2KJyrL6e1WNuek+EvsPdvr4qSsWMuuDF6iqqnL62C3twL4ZGh/AHptBhX8Yp/7zU4YEH//1Us6cMl9EpDWpSImIiGm+XLWXL1btw2qB164YTK8IP7MjERwV3yLTwmenpzl9zNYWFhVLn6RYvlq9jz3lNvolxJAQ6mN2LBERU2iyCRERMcXWrFLun7ERgNtH9OSUHiEmJ5JjER3gyeD4QADmpeZQXl1nciIREXOoSImISKsrr67jb9NXU1Xr4LSeoUw5s7vZkaQJTuoWRIiPG5W1dn7anI1hGGZHEhFpdSpSIiLSqgzD4B/fbmBnbjkRfh48d9kArFaL2bGkCVysVkb1icDFaiG9oIJVewrNjiQi0upUpEREpFXNXJ/JjJQMbFYLL/1lkG64204F+7hzRmIoAEt35pNRVGlyIhGR1qUiJSIirSa3tJoHfr8uasqZ3TmxS5DJieR49I70IzHCF8OAWRuzqKw9/ln8RETaCxUpERFpFYZhcP93GymsqCUp0o+pui6q3bNYLJyVGEaApytl1XXM1fVSItKJqEiJiEirmLk+k9mbsnCxWvj3pf1xc9G3oI7AzcXK6H4R2KwWduWVs2JXgdmRRERahb6LiYhIi8sr+98pfTef2Z0+Uf4mJxJnCvP14Mzfr5datquAXXnlJicSEWl5KlIiItLiHvlhs07p6+D6RPnTL7q+IM/elEVhRY3JiUREWpaKlIiItKilafl8vy4DiwWeHq9T+jqy03uGEunvQU2dgx/XZ1JT5zA7kohIi9F3MxERaTG1dkfDKX2ThsXRL0an9HVkNquF8/pF4uVmI7+8htmbsnBo8gkR6aBUpEREpMV8sGQ323PKCPJ24//OTTQ7jrQCH3cXzu8f2TD5xK/b88yOJCLSIlSkRESkRWSXVPHc3G0A3DMqkQAvN5MTSWuJ9Pfk3N7hAKTsLWLdviJzA4mItAAVKRERaRGP/zeV8ho7A2MDuHRwrNlxpJX1DPclOSEYgIVbczWTn4h0OCpSIiLidFvyapiRUj/BxKNj+2K1WsyOJCY4MT6QpEhfDGDWxkyyiqvMjiQi4jQqUiIi4nQfrCsB4LLBsZpgohOzWCyc3SucuCAvau0GM1L2U1CuadFFpGNQkRIREafy7JHM1vxaPFyt3HFuT7PjiMlsVgtj+kUS7udOVZ2Db9fup6Sy1uxYIiLHTUVKREScxmFA4OmTAbjh1G6E+3mYnEjaAjcXK2MHRhPk5UZZdR3fpuynoqbO7FgiIsdFRUpERJxmV5kV1+AY/Nyt3HhaN7PjSBvi6WrjokFR+Hq4UFRRyzdr91NZYzc7lohIs6lIiYiIU9TUOUgttgFweW8ffD1cTU4kbY2vhysXD4rG281GflkN36zdh7qUiLRXKlIiIuIUq9MLqXZYqC3YzzkJXmbHkTYq0MuNcSfE4OVmI6+shl9zXLC6e5sdS0SkyVSkRETkuFXW2lmbXghA0aIPcdF053IEQd5ujBsUjaerjaJaK2GX/4vSaofZsUREmkRFSkREjtuaPYXU2g38XR1UbF1idhxpB4J93Bl3QjRuVgP3yB7885d8ckp0nykRaT9UpERE5LhU1NSxbl8RAL397YBhah5pP0J83Dk9vJa60nz2ltRx6RtL2VdYYXYsEZFjoiIlIiLHZc2eImrtBmG+7kR6qkRJ0/i5Qvb0uwn3trEnv4JLX19KWm6Z2bFERI5KRUpERJqtvPp/R6NO6haMRZdGSTPUFWfzrzOD6R7mQ2ZxFZe9vpTNGSVmxxIROSIVKRERabbVewqpcxhE+HnQJVgz9UnzBXvZ+PzGk+gT5Ud+eQ0T3lzKmt8nMBERaYtUpEREpFnKq+tYv78YgJO6BWHR4Sg5TsE+7nxyw0kMiQ+kpKqOK95ezpIdeWbHEhE5JBUpERFplrXpRdgdBpH+HsQF6WiUOIe/pysfXjeUU7qHUFFj5+r3VzJnU5bZsUREDqIiJSIiTVZVa2f9/iIATuyio1HiXF5uLrw9eQjn9g6nps7B3z5ezRcr95odS0SkERUpERFpsnV762fqC/Fx07VR0iI8XG28OukELhsSg8OAu79ez+sL08yOJSLSQEVKRESapKbOQcreIkBHo6RludisPDW+Pzed3g2AJ2dt4fH/pmIYmmZfRMynIiUiIk2yMaOYqjoHAZ6udA/zMTuOdHAWi4Vpo5P4x3m9AHhz0U7u+mo9dXaHyclEpLNTkRIRkWNW53CwZk/9lNSDuwRi1dEoaSU3npbA05f0x2a18NXqffz14zVU1drNjiUinZiKlIiIHLPUzFLKa+z4uLuQFOFndhzpZC4bEsvrVwzGzcXKz6nZXPXuCkqqas2OJSKdlIqUiIgcE4dhsPr3o1EnxAVgs+polLS+c3qH8+G1Q/F1d2HFrgImvLGM3NJqs2OJSCekIiUiIsdkZ245xZW1uLtY6RPlb3Yc6cRO6hbMpzeeRIiPG5szS7jk9SXsLagwO5aIdDIqUiIickzWpNcfjeof44+bi759iLn6Rvvz1V9PJibQkz35FYx/bQlbskrMjiUinYi+E4qIyFFlFleSWVyFzWJhQEyA2XFEAOgS4s3XfzuZxHBfckqruez1pazaXWB2LBHpJFSkRETkqNbsKQIgMcIXb3cXc8OI/EG4nwdf3JTMkPhASqrquOKd5czfkm12LBHpBFSkRETkiIoqakjLLQPqJ5kQaWv8vVz56LphnJkYSlWtgxs+XM23a/eZHUtEOjgVKREROaKUvUUYQHywF8E+7mbHETkkTzcbb141hIsHRWN3GNz++To+Wrrb7Fgi0oGpSImIyGFV1drZlFF/Af8JcYEmpxE5Mleblf9cOoCrT+4CwP0zNvHmojRzQ4lIh6UiJSIih7VhfzF1DoMQHzdiAz3NjiNyVFarhQcv6M2UMxMAePy/W3j+520YhmFyMhHpaFSkRETkkOwOg/X7igEYFBeIxaIb8Er7YLFYuGtkL+4amQjA8z9v58lZW1SmRMSpVKREROSQ0nLLKKuuw9PVRs8wH7PjiDTZlDO7c//5vQF4Y9FOHpixCYdDZUpEnENz2IqIyCGl7C0CoF+0Py42/d5N2qfrTulKVVkx/16wn4+W7WFfVg43D/HHZnXOEdaQkBDi4uKcMpaItC8qUiIicpDskioyi6uwWqB/jL/ZcUSaLT09nbvGD8faZSjBY27nl92VzJw1h7yZ/wGH/bjHd/fw4OuvviIyMtIJaQ+moibSdqlIiYjIQQ4cjeoRphvwSvuWl5dHZUUFky4YQ12Ig+V5VryTTqPHCacwLKSO4zkwtXPjKr577XHOP/985wX+E08vL7akpqpMibRB+u4oIiKNlFfXsS27FICBsQHmhhFxkvC4BGJ69CYsr5wf12eSUWllXWUg5/WLbPZpftnp9VOrj7npPhL7D3Zm3Ibxpz91F3l5eSpSIm2QipSIiDSyYX8xDgMi/DyI8PcwO46IU3UN8eb8AZHMXJ/JzrxyftyQyXn9InCxNv86wOCoeGJ69HFiShFpD0y9enjRokVccMEFREVFYbFY+O677xo9f/XVV2OxWBo9Ro0a1WidgoICJk2ahJ+fHwEBAVx33XWUlZW14rsQEek47A6DDfvrpzzX0SjpqLoEe3NB//ojUbt+P0JV53CYHUtE2hlTi1R5eTkDBgzglVdeOew6o0aNIjMzs+Hx6aefNnp+0qRJbNq0iblz5zJz5kwWLVrEjTfe2NLRRUQ6pJ25ZVTU2PFys9FdU55LBxYf7M2FA6KwWS3szq+oL1N2lSkROXamnto3evRoRo8efcR13N3diYiIOORzqampzJ49m5UrVzJkyBAAXnrpJc477zz+/e9/ExUV5fTMIiId2YEb8PaNct700CJtVVyQF2MHRPH9ugx251cwc0Mm5/eL1HT/InJM2vy/FAsWLCAsLIzExET+9re/kZ+f3/Dc0qVLCQgIaChRACNGjMBqtbJ8+fLDjlldXU1JSUmjh4hIZ5dfVs2+okosQN9oP7PjiLSK2CAvxg6MwsVqYU9+BT/oyJSIHKM2XaRGjRrFhx9+yLx583jqqadYuHAho0ePxm6vv+9DVlYWYWFhjV7j4uJCUFAQWVlZhx33iSeewN/fv+ERGxvbou9DRKQ9OHBtVNcQb3w9XE1OI9J6YgK9uGhgNK42C+kFFXy/PoNalSkROYo2XaQmTJjAhRdeSL9+/bjooouYOXMmK1euZMGCBcc17rRp0yguLm547N271zmBRUTaqZo6B6mZ9VOe6wa80hlFB3oydkB9mdpbUMn361SmROTI2nSR+rNu3boREhLCjh07AIiIiCAnJ6fROnV1dRQUFBz2uiqov+7Kz8+v0UNEpDPbll1Kjd2Bv6crcUFeZscRMUV0oCcXDYzGzWZlX2El36eoTInI4bWrIrVv3z7y8/OJjIwEIDk5maKiIlavXt2wzvz583E4HAwbNsysmCIi7YphGA2TTPSP9sdi0SQT0nlFBXhy0aCo+jJVVMkMlSkROQxTi1RZWRkpKSmkpKQAsGvXLlJSUkhPT6esrIy77rqLZcuWsXv3bubNm8fYsWPp3r07I0eOBCApKYlRo0Zxww03sGLFCn777TemTp3KhAkTNGOfiMgxyiqpIresGpvVQlKUjtCLRPp7cvGg+iNT+4sq+WFdhiagEJGDmFqkVq1axaBBgxg0aBAAd9xxB4MGDeKBBx7AZrOxfv16LrzwQnr27Ml1113H4MGD+fXXX3F3d28YY/r06fTq1Yuzzz6b8847j1NOOYU333zTrLckItLuHDga1TPcB09Xm8lpRNqGCH8PLhoUVX/NVGElMzfopr0i0pip95E644wzMAzjsM/PmTPnqGMEBQXxySefODOWiEinUVljZ3t2GQD9owPMDSPSxkT6109A8V3KfvbkV/DfDVmM6Repe6yJCNDOrpESERHn2pxZgt0wCPN1J9zP/egvEOlkogM9uXBAFDarhV155czamIndcfhfAotI56EiJSLSSRnG/+4d1S9Gk0yIHE5skBcX9I/EZrGQllvOT5uycKhMiXR6KlIiIp1UdpWF4spa3FysJIb7mh1HpE2LD/ZmTP9IrBbYllPG3NRsVKVEOjcVKRGRTmpnWf3EEr0j/XC16duByNF0DfHmvH71ZWpLVinbiQR0JFeks9J3ThGRTsjmF0pmZf0PgP2j/U1OI9J+JIT6MKpPBBYL5BBA0Lk3c4R5s0SkA1OREhHphHwHjAIsxAZ6EujtZnYckXalR7gv5/YOBwx8B40mrdbviLMQi0jHpCIlItLJ1NoNfAacC9RPMiEiTdcrwo8eZGIYDvbX+fDrjjyVKZFORkVKRKSTWZVZhc07EA+rQbcQH7PjiLRb4RRTMOcVANamF7FsZ4HJiUSkNalIiYh0MnPTKgCI93HoxqIix6ls3Ry6uxYBsGJ3AWvSC80NJCKtRkVKRKQT2VtQQUp2DQBdfewmpxHpGKJdKzg5IRiAX7fnsSmj2OREItIaXJr7wvLychYuXEh6ejo1NTWNnvv73/9+3MFERMT5Pl+5F4DKXWvwjutrchqRjmNIfCDVtQ5WpxcyLzUHdxcb3cN06qxIR9asIrV27VrOO+88KioqKC8vJygoiLy8PLy8vAgLC1OREhFpg2rtDr5YVV+kytbNgdNVpEScxWKxMLx7MFV1djZllDB7YxYXDowiLsjL7Ggi0kKaVaRuv/12LrjgAl5//XX8/f1ZtmwZrq6uXHHFFdx6663OzigiIk4wf0sOOaXV+Ltb2bN9udlxRBpJTU1tV+MeisVi4axeYVTXOdiRU8bM9RlcPCiaSH/P4xq3pd5DSEgIcXFxLTK2SGfQrCKVkpLCG2+8gdVqxWazUV1dTbdu3Xj66aeZPHky48aNc3ZOERE5Tp+tSAfgrK6erHfUmZxGpF5JQS4AV1xxRYtup6ysrEXHP8BqsTCyTzg1dQ7SCyqYkZLBJYNjCPFxb/JYLb1vPL282JKaqjIl0kzNKlKurq5YrfXzVISFhZGenk5SUhL+/v7s3bvXqQFFROT47S+qZMG2+h/KRnT14vkW3l5HOLograOyrASAMTfdR2L/wU4fP3XFQmZ98AJVVVVOH/twXKxWzu8fybdr95NZXMV3a/dz6ZBY/D1dmzROS+6b7PQ0pj91F3l5eSpSIs3UrCI1aNAgVq5cSY8ePTj99NN54IEHyMvL46OPPqJvX51zLyLS1ny+ci+GAScnBBPp2+x5ho6qox1dkNYTHBVPTI8+Th83Oz3N6WMeC1eblQsHRPHVmn3kl9Xw3dr9XDYkFk83W5PHaql9IyLHp1nfTR9//HFKS0sBeOyxx7jqqqv429/+Ro8ePXj33XedGlBERI5Pnd3Bl79PMjFxaBzYs1psWx3x6IJIc3m42rh4YDSfr9pLUWUtP6zPYNygaFxsuvuMSEfQrCI1ZMiQhj+HhYUxe/ZspwUSERHnWrgtl8ziKoK83Ti3Tzib1rdckTqgox1dEGkub3cXLhoYzRer9pJZXMWcTdmc1y8Ci0U3wxZp75r1K5GzzjqLoqIiJ0cREZGW8Onvk0yMPyEad5emn1YkIscnyNuN8/tHYrNY2JFbxq878syOJCJO0KwitWDBgoNuwisiIm1PVnEV87fkADBhqC4oFzFLTKAXI3qHAbA2vYiUvUXmBhKR49bsk3R1SFpEpO37YtVeHAYM6xpEQqiP2XFEOrVeEX6cnBAM1J9ym5arSVNE2rNmT9108cUX4+bmdsjn5s+f3+xAIiLiHHaHwecr/zDJhIiYbkh8ICVVtWzcX8KsjVmMP+H4b9grIuZodpFKTk7Gx0e/3RQRaat+3Z7L/qJK/D1dGdU3wuw4IkL9GT1n9gyjrKqO3fkV/LAuk8uGxBDgdehfTotI29WsImWxWLjrrrsICwtzdh4REXGS/00yEYOHqyaZEGkrrFYLo/tG8vWafeSUVvP9ugwuHxKLu/6eirQrzbpGyjAMZ+cQEREnyimp4ufU+kkmJg6NNTmNiPyZm0v9DXt93F0orKhl1qYsHPr5SqRdadYRqQcffFCn9YmItKD09HTy8po/RfLXqWXYHQa9Qlwp3b+dNfv/91xqaqoTEorI8fJ2d+GC/pF8uXofe/IrWLwjj9N6hJodS0SOUbOLFEBubi5bt24FIDExkdBQ/eUXETle6enp9EpKorKiopkjWIi66S1cAyJY/MFTDL7r0BMAlZVpxjARs4X5eXBO73BmbcxibXoRId7u9I7yMzuWiByDZhWpiooKpk6dykcffYTdbgfAZrNx1VVX8dJLL+Hl5eXUkCIinUleXh6VFRVMuucZwuMSmvz67CoLi3NccbUYXHfTVFysUxs9n7piIbM+eIGqqipnRRaR49Az3Jf8shpW7C5g/pYcAr1dNZOfSDvQrCJ1++23s3DhQr7//nuGDx8OwOLFi/n73//OnXfeyWuvvebUkCIinVF4XAIxPfo0+XXrN2QCZSRFB9Al8eBJgbLT05yQTkSc6aRuQeSXV5OWW86PGzKZeKJuWSDS1jVrsomvv/6ad955h9GjR+Pn54efnx/nnXceb731Fl999ZWzM4qIyDGqqKlruMln3yh/k9OIyLGyWCyc2zuCQC9XyqvtzNqYhcPsUCJyRM0qUhUVFYSHhx+0PCwsjIpmn9MvIiLHKzWzFIcB4X7uhPq6mx1HRJrAzcXK+f2jcLNZ2V9UyW50mxmRtqxZRSo5OZkHH3yw0fn1lZWVPPzwwyQnJzstnIiIHDvDMNiYUQzoaJRIexXk7cY5vet/WZ1BMF5Jp5mcSEQOp1nXSD3//POMGjWKmJgYBgwYAMC6devw8PBgzpw5Tg0oIiLHZn9RJUUVtbjaLPQM9zU7jog0U/cwH4bEB7JqTyHBo26hwlFidiQROYRmFal+/fqxfft2pk+fzpYtWwCYOHEikyZNwtNTs8yIiJhhY0b9D1uJ4b64uTTrhAMRaSOSE4LZvmcfxW7ebK524US7A1eb/l6LtCXNKlKLFi3i5JNP5oYbbnB2HhERaYaqWjs7cn6fZCJap/WJtHdWi4VE9rO0LJRyn0AWbstlRNLB16eLiHma9auNM888k4KCAmdnERGRZkrNLMHuMAj1cSdMk0yIdAhu2Mmb+W/AYFNGCVsydYqfSFvSrCJlGIazc4iISDPVTzJR/wNW32g/LBaLyYlExFmq9qwj3qX+aPP8rTkUlNeYnEhEDmjWqX0AS5cuJTAw8JDPnXaaZpgREWktmcVVFJTX4GK1kBihSSZEOpp411LsvmHsK6xk9qYsLhsSg4tV10uJmK3ZReriiy8+5HKLxYLdbm92IBERaZoDU573CPfB3cVmchoRcTaLBUb2iWD68j3kllazNC2fU3uEmh1LpNNr9q8zsrKycDgcBz1UokREWk91rZ3t2fWn/fTTJBMiHZaPuwvn/D7ZxJr0ItILKkxOJCLNKlI6/15EpG3Ykl1KncMg2NuNCD8Ps+OISAvqFurT8AuTnzZlUVmjX16LmEmTTYiItFOGYbBxf/1pfX2iNMmESGdwao8QgrzcKK+x83Nqtn4mEzFRs4qUw+EgLCzM2VlERKQJskurySurwWa1kBTpZ3YcEWkFrjYro/pGYLNY2JlXTmpmqdmRRDqtZhWpJ554gnffffeg5e+++y5PPfXUcYcSEZGj2/T70ajuYT54uGqSCZHOItTXnZO6BQGwcFsuJVW1JicS6ZyaVaTeeOMNevXqddDyPn368Prrrx93KBERObKaOgdbs+t/E903SkejRDqbE+IDifT3oMbuYO5mneInYoZmFamsrCwiIyMPWh4aGkpmZuZxhxIRkSPbll1Krd0gwMuV6ABPs+OISCuzWiyc0zscF6uFfYWVrNtXbHYkkU6nWUUqNjaW33777aDlv/32G1FRUccdSkREjuzAvaP6RvlrkgmRTirQy41TuocA8NuOPAorakxOJNK5NOuGvDfccAO33XYbtbW1nHXWWQDMmzePu+++mzvvvNOpAUVEpLHc0mqyS6qxWiAp0tfsOCJiov4x/qTllbG3oJK5m7O5dHCMfrki0kqaVaTuuusu8vPzufnmm6mpqf/th4eHB/fccw/Tpk1zakAREWnswJTnCaE+eLk1659xEekgLBYLI3qF8/HyPWQWV7FuXzEDYwPMjiXSKTT7hrxPPfUUubm5LFu2jHXr1lFQUMADDzzg7HwiIvIHtXYHW7J+n2Ti9xtzikjn5ufpyvDfT/FbkpZHcaVm8RNpDc0qUgf4+Phw4okn0rdvX9zd3Z2VSUREDmN7dhk1dgd+Hi7EBmqSCRGp1z/an+gAT2rtBvO2aBY/kdbQ7HNCVq1axRdffEF6enrD6X0HfPPNN8cdTEREDrbh99P6+kRrkgkR+R+LxcLZSWFMX57O3oJKNmWW0DdKR61FWlKzjkh99tlnnHzyyaSmpvLtt99SW1vLpk2bmD9/Pv7++ksrItISckqryCqpwmqBPpG6d5SINBbo5cbJ3YIB+HV7HuXVdSYnEunYmlWkHn/8cZ577jl++OEH3NzceOGFF9iyZQuXXXYZcXFxzs4oIiLAht/vE9M9zAdvd00yISIHGxgXQJivOzV1DhZtzzU7jkiH1qwilZaWxpgxYwBwc3OjvLwci8XC7bffzptvvunUgCIiAtV19oZJJvpHB5gbRkTaLKvFwtm9wrAA27LL2JNfbnYkkQ6rWUUqMDCQ0tL6b+jR0dFs3LgRgKKiIioqKpyXTkREAEjNLKXOYRDs7UZUgIfZcUSkDQvz82DA71Og/7I1lzq7w9xAIh1Us4rUaaedxty5cwG49NJLufXWW7nhhhuYOHEiZ599tlMDioh0doZhNJzW10+TTIjIMUjuFoyPuwvFlbWs2F1gdhyRDqlZJ9m//PLLVFVVAXDffffh6urKkiVLGD9+PP/85z+dGlBEpLPbX1RJQUUNrjYLvSJ9zY4jIu2Am4uV03uG8uOGTFbvKaRXhB9B3m5mxxLpUJpUpEpKSupf5OKCj49Pw9c333wzN998s/PTiYgI638/GpUY4Yu7i83kNCLSXiSEetM1xJtdeeXM35LD+BOidURbxImaVKQCAgKO6S+g3W5vdiAREfmf8uo60nLLAE0yISJNY7FYOKNnKHsLKthfVElqZim9o3TrBBFnaVKR+uWXXxp9bRgG5513Hm+//TbR0dFODSYiIrAxoxiHAZH+HoT6upsdR0TaGT9PV07qFsziHXn8uiOXriHeeLrpyLaIMzSpSJ1++ukHLbPZbJx00kl069bNaaFERAQcBmzcX38Kdf9o3excRJpnYGwAqVkl5JfVsHhHHuf0Djc7kkiH0KxZ+0REpOVlVVooq67D09VG9zAfs+OISDtls9bfWwpgc2YJ+wsrTU4k0jEcV5Hau3cvFRUVBAcHOyuPiIj8Lq2s/vSb3lF+uNj0ey8Rab5If0/6RtdfHzV/Sw4Ow+RAIh1Ak07te/HFFxv+nJeXx6effspZZ52Fv79OORERcSaXgEhyqurLUz+d1iciTjA8IYS0nHIKKmrY7qZfzogcryYVqeeeew6onwUmJCSECy64QPeNEhFpAT6DRgMQH+yFv6eryWlEpCPwcLVxSo8Q5m7OJrXYhs1XZxSJHI8mFaldu3a1VA4REflddZ2BT78RgCaZEBHnSorwZeP+YjKLqwg88zqz44i0a6Ye1120aBEXXHABUVFRWCwWvvvuu0bPG4bBAw88QGRkJJ6enowYMYLt27c3WqegoIBJkybh5+dHQEAA1113HWVlZa34LkREnGvJvkpsnn542Qy6hHibHUdEOhCLxcKZiWGAgXfSaWzIqTY7kki7ZWqRKi8vZ8CAAbzyyiuHfP7pp5/mxRdf5PXXX2f58uV4e3szcuRIqqqqGtaZNGkSmzZtYu7cucycOZNFixZx4403ttZbEBFxKsMwmLWjAoCuPnasx3ATdBGRpgj1daebjwOAt9eUUGt3mJxIpH1q0ql9zjZ69GhGjx59yOcMw+D555/nn//8J2PHjgXgww8/JDw8nO+++44JEyaQmprK7NmzWblyJUOGDAHgpZde4rzzzuPf//43UVFRrfZeREScYU16ETsKajHqauiqGc9FpIX0CbCzPbuUvQTw/m+7ueE03Q9UpKna7JQtu3btIisrixEjRjQs8/f3Z9iwYSxduhSApUuXEhAQ0FCiAEaMGIHVamX58uWHHbu6upqSkpJGDxGRtuD9JbsBKE9diLvN3Cwi0nG5WaFw4QcAPP/zNrJLqo7yChH5szZbpLKysgAID2989+3w8PCG57KysggLC2v0vIuLC0FBQQ3rHMoTTzyBv79/wyM2NtbJ6UVEmi6ruIpZGzIBKFn1vclpRKSjK9/wMz2CXCmvsfP4f1PNjiPS7rTZItWSpk2bRnFxccNj7969ZkcSEeHjZXuocxj0DnWjNkezpIpISzO48QR/LBaYkZLBsp35ZgcSaVfabJGKiIgAIDs7u9Hy7OzshuciIiLIyclp9HxdXR0FBQUN6xyKu7s7fn5+jR4iImaqqrXzyYp0AMb08DI5jYh0FglBrvxlaBwAD87YpIknRJqgzRaprl27EhERwbx58xqWlZSUsHz5cpKTkwFITk6mqKiI1atXN6wzf/58HA4Hw4YNa/XMIiLN9f26DArKa4gO8GRolIfZcUSkE7lrZCKBXq5szS7lg9+v0xSRozO1SJWVlZGSkkJKSgpQP8FESkoK6enpWCwWbrvtNv71r3/x/fffs2HDBq666iqioqK46KKLAEhKSmLUqFHccMMNrFixgt9++42pU6cyYcIEzdgnIu2GYRi899tuAK5Mjsdm1ZTnItJ6ArzcuGdULwCe/3k7OZp4QuSYmFqkVq1axaBBgxg0aBAAd9xxB4MGDeKBBx4A4O677+aWW27hxhtv5MQTT6SsrIzZs2fj4fG/39ZOnz6dXr16cfbZZ3Peeedxyimn8Oabb5ryfkREmmPZzgJSM0vwcLUy4URNfiMire+yIbEMiA2grLqOJ2ZtMTuOSLtg6n2kzjjjDAzDOOzzFouFRx55hEceeeSw6wQFBfHJJ5+0RDwRkVbx9q87ARh/QgwBXm4mpxGRzshqtfDo2D6MfeU3vl27n4lD4xjaNcjsWCJtWpu9RkpEpDPYkVPGvC05WCxw3SldzY4jIp1Y/5gAJpxYP/HEAzM2UqeJJ0SOSEVKRMRE7yyun+Z8RFI43UJ9TE4jIp3d3SMTCfByZUtWKR8t22N2HJE2TUVKRMQkeWXVfLNmHwA3nNrN5DQiIhDo7cZdIxMBePanbeSWVpucSKTtUpESETHJR0v3UF3nYECMPyd2CTQ7jogIABNOjKNftD+l1XU8qYknRA5LRUpExARVtfaG02auP7UbFoumPBeRtsFmtfDI2D4AfL1mH6t2F5icSKRtUpESETHBN2v2N9yAd3TfCLPjiIg0MigukMuH1N+O4f4ZmzTxhMghqEiJiLQyu8NomPL82lO64mLTP8Ui0vbcPSoRPw8XUjNLmL483ew4Im2OvnuLiLSyOZuy2JlXjr+nK5frBrwi0kYF+7g3TDzx75+2klemiSdE/khFSkSkFRmGwasLdgAwOTkeH3dT74suInJEfxkWT58oP0qr6nhKE0+INKIiJSLSihZtz2Pj/hI8XW1cPVw34BWRtq1+4om+AHy5eh+r9xSanEik7VCREhFpRa/+Un80auLQOIK83UxOIyJydIPjA7l0cAwAD36/EbvDMDmRSNugIiUi0kpW7ylk+a4CXG0WbjhNR6NEpP24Z3Qv/Dxc2Li/hE9WaOIJEVCREhFpNa/9fm3UxYOiifT3NDmNiMixC/Fx585zf594Ys5W8jXxhIiKlIhIa9iSVcLPqTlYLHDT6QlmxxERabJJw+JIivSjuLKWp2dvNTuOiOlUpEREWsFL8+qPRo3uG0FCqI/JaUREms7FZuXRsX0A+HzVXtama+IJ6dxUpEREWtiWrBJ+3JAJwN/P7mFyGhGR5hvSJYhxJ0QD8M/vNlJnd5icSMQ8KlIiIi3sxXnbARjTL5JeEX4mpxEROT7TRifh5+HCpowS3l+y2+w4IqZRkRIRaUGpmSX8d0MWFouORolIxxDq686085IA+M9P29hXWGFyIhFzqEiJiLSgA0ejzusXSWKEr8lpRESc4/IhsQztEkRlrZ0HZmzCMHRvKel8VKRERFpIamYJszbWH426VUejRKQDsVotPD6uL642C/O35PDfDVlmRxJpdSpSIiIt5IWf/3dtVM9wHY0SkY6le5gvfzujOwAP/bCJ4spakxOJtC4VKRGRFpCyt4jZm3RtlIh0bDefkUC3UG9yS6t5/MdUs+OItCoVKRERJzMMg6dmbQFg3KAYHY0SkQ7Lw9XGU+P7Y7HU31vq1+25ZkcSaTUuZgcQEWmv0tPTycvLO2j52qxqlu4swNUK50bWsGbNmiaNm5qq3+qKSPtxYpcgrjopng+W7uHerzfw0+2n4e2uHzGl49OnXESkGdLT0+mVlERlxZ+n/bUQefULuIV3I3/Zt4x64p1mb6OsrOz4QoqItJK7R/Xi59Qc9hdV8vTsLTw8tq/ZkURanIqUiEgz5OXlUVlRwaR7niE8LqFheXq5lZX5LrhYDP5y8RjcLxnT5LFTVyxk1gcvUFVV5czIIiItxtvdhafG9+eKd5bzwdI9jOkfRYSt7JBH7Z0hJCSEuLi4Fhlb5FipSImIHIfwuARievQBwO4wmLt0N1DHid1CSOgS1Kwxs9PTnBdQRKSVnNIjhMuHxPL5qr3c/tlq1j55OZUlhS2yLU8vL7akpqpMialUpEREnGT9viJKqurwcrMxKDbA7DgiIq3uH2OSWLQ9l/3FVXgMvZxxgxMaHbV3huz0NKY/dRd5eXkqUmIqFSkRESeoqKlj2a4CAJK7BeNq06SoItL5+Hu68vQl/bnynRX4DT4fQmuJ6dHb7FgiLULf6UVEnGDpznxq6hyE+rrTO8rP7DgiIqY5tUcoo7t7AbC6wIWqWrvJiURahoqUiMhxyi2tZuP+EgBO7xGK1WIxOZGIiLmu7O9LbcF+Ku0WFm7TvaWkY1KREhE5DoZBww8JPcN8iA70NDmRiIj5PFys5P34LGCwJauU7dmlZkcScToVKRGR47C/0sL+okpsVgvDe4SYHUdEpM2oydhKLz8HAPO25FBSVWtyIhHnUpESEWkmi6s7Gwrr5+wZEh+In4eryYlERNqWJH874X7uVNc5mLMpC4dhmB1JxGlUpEREmsl/+F+osFvw9XBhcHyg2XFERNocqwVG9YnA1WYho6iKVbtb5r5SImZQkRIRaYZdhbX4nXgRAGcmhmm6cxGRwwjwcuPMxDAAlu3KJ7O40uREIs6h7/wiIk1kdxi8uqoYi9VGjJedriHeZkcSEWnTekX4khjui2HA7I1ZVGtKdOkAVKRERJrow6W7SSusxVFVRv9A/TAgInI0FouFM3uF4ufhQklVHXNTszF0vZS0cypSIiJNkFlcyb/nbAWgcOEHeNpMDiQi0k64u9g4r18kNouFtNxyUvYWmR1J5LioSImIHCPDMLjn6w2U19hJDHalLGW22ZFERNqVcD8PTv39VhGLd+Tpeilp11SkRESO0fTl6Szalou7i5UpJ/oDOi1FRKSp+sf40yPMB4cBszZmUanrpaSdUpESETkGu/LKeezHVADuGdWLGD/dM0pEpDksFgtnJ4UR4OlKaVUdszdm4XDoF1PS/qhIiYgcRZ3dwZ1fpFBZa+fkhGCuPrmL2ZFERNq1A9dLuVgtpBdUsCQt3+xIIk2mIiUichRvLNrJmvQifN1deObSAVitFrMjiYi0e6G+7pzbOxyA1emFbM0qNTmRSNOoSImIHMHqPYU8N3cbAA9d2IfoAE+TE4mIdBw9wn0ZEh8IwM+p2eSUVpmcSOTYqUiJiBxGQXkNUz9ZQ53DYEz/SMadEG12JBGRDic5IZj4YC/qHAYz12dSUVNndiSRY6IiJSJyCA6HwR1fpJBZXEXXEG+eHNcPi0Wn9ImIOJvVYmF0n4iGySdmbcjCrsknpB1QkRIROYTXFqaxYGv9VOevTjoBXw/N0ici0lLcXW2c3z8SV5uFfUWVLN6eZ3YkkaNSkRIR+ZMlO/L4z09bAXh0bF+SIv1MTiQi0vEF+7gzsk8EACn7itiUUWxyIpEjU5ESEfmDXXnl3PzJGhwGjD8hhstOjDU7kohIp5EQ6sOwrkEA/LIll6xiTT4hbZeKlIjI74orarnu/ZUUVdQyIDaAxy7ua3YkEZFOZ1jXILqFeGM3DL5fl0FJZa3ZkUQOSUVKRASotTv42/TV7MwrJ8rfg7euGoyHq83sWCIinY7FYmFknwhCfNyorLUzIyWD6lq72bFEDqIiJSKdnmEYPDBjE0vS8vF2s/HO1ScS5uthdiwRkU7LzcXKhQOi8Ha3UVBRw8wNmZrJT9ocFSkR6fSem7uNT1ekY7HACxMGaXIJEZE2wNfDlbEDoutn8iusZP6WHAxDZUraDhUpEenU3lq0kxfn7wDg4Qv7MKJ3uMmJRETkgFBfd0b3jcQCbM4sYeXuQrMjiTRQkRKRTuuzFek89t9UAO4amchVyV3MDSQiIgfpGuLNGYmhACzdmc/ecv34Km2DPoki0inNSNnPtG83AHDT6d24+YwEkxOJiMjh9I8JYFBcAACr8m24x/QxN5AIKlIi0gl9sXIvt32egmHAX4bFce+oXlgsFrNjiYjIEZzaPYSEUG8cWAgddx8ZpXVmR5JOTkVKRDqV937bxd1fr28oUf8a21clSkSkHTgwLXqgmwObpx+PLiogp1Q37BXzqEiJSKdgGAav/LKDh3/YDMANp3blsYv6YrWqRImItBeuNisnh9ZRW5hJdrmdq99dSWmVbtgr5lCREpEOr87u4IEZm3hmzlYAbj27B/84L0lHokRE2iEPG+R88QD+7lY2Z5Zw00erqa7TDXul9alIiUiHVlpVy3UfrOKjZXuwWOCfY5K4/ZyeKlEiIu1YXVEm/zwtCG83G0vS8rnji3U4dMNeaWUqUiLSYe0vquTS15eycFsuHq5WXr9iMNef2s3sWCIi4gQJga68ceUQXG0WflyfySMzN+uGvdKqVKREpEP6dXsuF7y0mC1ZpYT6uvPFTcmM7BNhdiwREXGiU3qE8J/LBgLw/pLdvLogzdxA0qm4mB1ARMSZHA6Dl3/ZwXM/b8MwoE+UH29eNYToAE+zo4mItDmpqantatxDuXBAFHml1TwyczPPzNlKqI87l50Y22rbl85LRUpEOoz8smru/HIdC7bmAjBxaCwPXtAHD1ebyclERNqWkoL6fyevuOKKFt1OWVlZi45/wLWndCWntJrXF6Yx7dsNBHm7MaJ3eKtsWzovFSkR6RB+2ZLDXV+tJ6+sGncXK/+6qC+XDtFvJEVEDqWyrASAMTfdR2L/wU4fP3XFQmZ98AJVVS13n6c/H/U6J8xgaxdPftldyc3TV/HPU4PoG+be5HFDQkKIi4tzVkzpwNp0kXrooYd4+OGHGy1LTExky5YtAFRVVXHnnXfy2WefUV1dzciRI3n11VcJD9dvIEQ6i8oaO4/9dzMfL0sHoGe4Dy9MGERSpJ/JyURE2r7gqHhievRx+rjZ6S13rdIRj6ZZbYReNA16nMQ/5+wj+7P7qMna3qTxPb282JKaqjIlR9WmixRAnz59+Pnnnxu+dnH5X+Tbb7+dH3/8kS+//BJ/f3+mTp3KuHHj+O2338yIKiKtbPnOfO75ej278ysAuHZ4V+4elahT+UREOrCjHU2zG/BbjoNcvIi/5llOD6vDz+3YZvPLTk9j+lN3kZeXpyIlR9Xmi5SLiwsREQfPtFVcXMw777zDJ598wllnnQXAe++9R1JSEsuWLeOkk05q7agiHVJ6ejp5eXktNn5zTqEorarlqdlbGo5Chfu58+9LB3Bqj9CWiCgiIm3QkY6mRXZz8M3afWSXVLOkwINLh8Ti7+naygmlo2vzRWr79u1ERUXh4eFBcnIyTzzxBHFxcaxevZra2lpGjBjRsG6vXr2Ii4tj6dKlRyxS1dXVVFdXN3xdUlLSou9BpL1KT0+nV1ISlRUVLbaNppxCYRgGP23O5uHvN5FRXH/e/cShsUw7Lwk/D32DFBGRem4uVi4aGM1Xq/eRX17DN2v2cemQWHzc2/yPvtKOtOlP07Bhw3j//fdJTEwkMzOThx9+mFNPPZWNGzeSlZWFm5sbAQEBjV4THh5OVlbWEcd94oknDrr2SkQOlpeXR2VFBZPueYbwuASnj9+UUyjS8yt48PuN/PL7jHxxQV48Oa4fJ3cPcXouERFp/zxcbVw8KJovV++juLKWb9fu55LBMXjq9G9xkjZdpEaPHt3w5/79+zNs2DDi4+P54osv8PRs/j1hpk2bxh133NHwdUlJCbGxmt1L5HDC4xJa5GLkA450v5Eau8G3W8r4JrWMWge4WGFsojeXJPniXpLOmjXph32tZl4SEencvN1dGPd7mSoor+G7tfsZd0I07i4qU3L82nSR+rOAgAB69uzJjh07OOecc6ipqaGoqKjRUans7OxDXlP1R+7u7ri7N306TBFxrqPdx8Sj22CCRtyEa2AUAJW711Iw93WeLdjPs8cwvmZeEhERP0/X349M7SWntJof1mUydmAUrjar2dGknWtXRaqsrIy0tDSuvPJKBg8ejKurK/PmzWP8+PEAbN26lfT0dJKTk01OKiLH4nAzL1XUwbpCFzIq67/JedgMBgTYiY7tg+W0l45pbM28JCIiBwR5u3HRwGi+WbOf/UWVfL8ugwsHqEzJ8WnTRer//u//uOCCC4iPjycjI4MHH3wQm83GxIkT8ff357rrruOOO+4gKCgIPz8/brnlFpKTkzVjn0g7c2DmJbvDYE16ISv2FVDnMLBYYFBsAMO6BuPmom92IiLSfOF+Hlw0KIpv1+5nX2ElM9dnckH/SFxUpqSZ2nSR2rdvHxMnTiQ/P5/Q0FBOOeUUli1bRmho/RTHzz33HFarlfHjxze6Ia+ItD97Cyr4ZWsOhRW1AEQHeHJGYighPjoNV0REnCPS35OxA6OZkbKf9IIKZm7I5Pz+kbhYVaak6dp0kfrss8+O+LyHhwevvPIKr7zySislEhFns3r5k1odQM7a/QB4uto4tUcIvSJ8sVgsJqcTEZGOJjrAkwsHRDEjJYM9+RX8uD6T8/tHYbPqe440jeq3iJjCMAyyCCDq+tfJsXsB0D/Gn8nJ8SRF+qlEiYhIi4kJ9OLCAfXlaXd+Bf/dkIndYZgdS9oZFSkRaXX5ZdV8tXofO4jE5umLj6WWy4fEcmZiGO66v4eIiLSC2CAvLugfic1qYWdeObM3ZqEuJU2hIiUirabO7mBJWh6frEgno7gKKw4K5r3FCR65RPh7mB1PREQ6mfhgb87vF4nNYmFHbhkr8m1g1S/05Ni06WukRKTjyCiq5KfN2RRX1k8m0S3Em6C8FL5eNQPLBWNabLtHutlvWxxXRERaV5cQb87rH8GP6zPZX2Ej9KJ/UGPXoSk5OhUpEWlRdQ4Hy3YWsHpPIQA+7i6ckRhKQqgPq+etarHtHu1mv85SVlbWouOLiEjL6xbiw/n9o5i5fj9ePYbx+OICPhtQh5ebflSWw9OnQ0RaTG5pNXM2ZZFfXgNAUqQvp/cMxd2l5U+bONzNfp0ldcVCZn3wAlVVVU4fW0REWl/XEG+Gh9axcF8d67PhqndW8O41J+Ln4Wp2NGmjVKRExOkcDoNVewpZvisfh1E/pfnZSWEkhPq0epYDN/t1tuz0NKePKSIi5grzMMj+/H4Srv0Pq/YUMumt5Xx47VACvd3MjiZtkCabEBGnKqyo4cvV+1i6s75EJYR6c8VJcaaUKBERkaaqydjCI2cEE+Ttxob9xUx4cxk5pTr7QA6mIiUiTpOaWcIny9PJKqnCzcXKyN7hjOkXqXPMRUSkXekW6MrnN55EmK87W7NLufyNZWQUVZodS9oYFSkROW51dgc/p2bz0+Zs6hwGMYGeXDEsjl66sa6IiLRTPcJ9+fKvyUQHeLIrr5xLXlvCtuxSs2NJG6IiJSLHpbCihs9X7WVTRv3kDid1C+LiQdH46uJcERFp5+KDvfnyr8l0C/Umo7iK8a8tYUlantmxpI1QkRKRZtuWXcqnK9LJK6vB09XGxYOiGdY1GKuOQomISAcRFeDJ1389mSHxgZRW1TH53RXMSNlvdixpA1SkRKTJ6hwOftmaw6yNWdTaDaIDPJk0LI64IC+zo4mIiDhdoLcbH18/jDH9Iqm1G9z6WQqv/LIDw9CNezszXQEuIk1SWlXLzPWZ5JRWA3Bil0BO6hqM1aqjUCIi0nF5uNp4aeIgogI8eOvXXTwzZyv7Cit5dGwfXGw6NtEZqUiJyDHLKKrkxw2ZVNTY8XCxMrJPBF1CvM2OJSIi0iqsVgv3jelNdIAnD8/czKcr0skqruTlv5yAt7t+rO5sVJ9F5JhszijhmzX7qaixE+LjxsShcSpRIiLSKV09vCtvXDEYD1crv2zN5bI3lrJf06N3OipSInJkFivrCm3MTc3Gbhh0D/Xh0sGx+HlqVj4REem8zu0Twac3nESwtxubMkq44KXFmtGvk1GREpHDKq9xEHbJg+wotQEwrGsQ5/WLwM1F/3SIiIgMigtkxtTh9I32o6C8hivfWcE7i3dpEopOQj8NicghpeWWcc+8PDy7DcZmMTivbwQndQvWDXZFRET+ICbQi6/+ejLjBkVjdxg8OnMzt3+eQmWN3exo0sJUpETkIAu35XLRK7+RUWqnrjiHM8Lr6BHua3YsERGRNsnD1cZ/LhvAgxf0xma18F1KBuNfW8Leggqzo0kLUpESkQaGYfD2rzu55r0VlFbV0SvElcwPbyfATacoiIiIHInFYuGa4V2Zfv0wgr3d2JxZwoUvL2bxdl031VGpSIkIAFW1dv7vy/X868dUHAZcPiSWh08PxlFRbHY0ERGRduOkbsH8cMsp9I/xp7CilqveXc6zc7dRZ3eYHU2cTEVKRMgprWLiW8v4es0+bFYLD13QmyfH98PVpuuhREREmioqwJMvbkrm8iGxOAx4cd52/vLWcjI0RXqHoiIl0slt2FfM2Jd/Y216EX4eLnxwzVCuHt5Vk0qIiIgcBw9XG09d0p8XJgzEx92FFbsLGP3Cr8zZlGV2NHES3YJZpBP7YV0Gd321jqpaBwmh3rw9+US66ia7IiIiTjN2YDQDYwP4+6drWbevmJs+Ws2oBC+uHuiHm5PP/AgJCSEuLs6pY8rhqUiJdEJ2h8Gzc7fyyi9pAJyZGMoLEwfh56Gb7IqIiDhbfLA3X/71ZB78aiWfpuQxO62C75duIvf7p6jL3+e07Xh6ebElNVVlqpWoSIl0MiVVtdz2WQrzt+QAcNNp3bh7VC9sVp3KJyIi0lLcXKxc2tOV5//xADGXPQBhXYm74TX6Bdjp5uPgeM+oz05PY/pTd5GXl6ci1UpUpEQ6kR05Zdz44Sp25pXj7mLlqfH9uWhQtNmxREREOo2qXWs4N9rBhkov0gsqSCl0ocDixYikMHx1Zki7oskmRDqJ+VuyufiV39iZV06Uvwdf/fVklSgRERETeNjgooFRnNEzFBerhfSCCj5ens6WrBIMQ/dubC90REqkgzMMg1cXpPHvn7ZiGDC0SxCvXnECIT7uZkcTERHptCwWCwNiA4gL8mLO5iyyS6qZsymbtNxyzkoMw9PNZnZEOQoVKZEOrLy6jru/Ws+PGzIBuOKkOB44vw9uLjoYLSIi0hYEertx2eBYVu0pZPmufHbklJFRVMnZSWF0C/ExO54cgYqUSAe1NauUm6evJi23HFebhUfG9mXiUF18KiIi0tZYrRaGdg2iS7AXczZnU1Beww/rMkmK9OW0HqF4uOroVFukIiXSAX2xai8PzNhIVa2DcD93XvnLCQzpEmR2LBERETmCMD8PJp4Yy9Kd+axJLyI1s5T0ggrO6qWjU22RipRIB1JRU8f9323i6zX196Q4rWcoz102gGBdDyUiItIuuNisnNojlIRQH+amZlNUUcsP6zLpFeHL6T11dKotUZES6SC2ZZdy8/Q17Mgpw2qBO89N5G+nJ2DV/aFERETanagATyYNjWPpznzWphexJet/R6cSQnV0qi1QkRLpAL5avY/7v9tIZa2dMF93Xpw4iJO6BZsdS0RERI7DgaNT3cN8mLs5m8KKWmauzyQx3JfTE0Px1NEpU6lIibRjxZW1PDhjI9+lZABwao8Qnrt8oKY2FxEROQ6pqaltatxIf0/+MjSOZbsKWLOnkK3Z/zs61T1MR6fMoiIl0k4t2ZHHnV+uI7O4CqsFbh/RkylndtepfCIiIs1UUpALwBVXXNGi2ykrK2vya1xsVk7pHkL336+dKiiv4ccNmfQM8+H0xNAWSClHoyIl0s5U1th5Zs5W3v1tFwBdgr149vKBnBAXaHIyERGR9q2yrASAMTfdR2L/wU4fP3XFQmZ98AJVVVXNHiPC34OJQ2NZsauAVXsK2ZZTxt7CSvr76xeprU1FSqQdWZqWz73frGdPfgUAfxkWx33nJeHtrr/KIiIizhIcFU9Mjz5OHzc7Pc0p47hYrZycEFI/s9/mbPLLa1ie50rI2HspqrI7ZRtydPrpS6QdKKmq5clZW/hkeToAEX4ePDGuH2f2CjM5mYiIiJgl3M+DCUNjWbmrkJW78/HudQq3zs7lce8Mzu8ficWio1QtSUVKpA0zDIPv12Xwrx9TyS2tBuqPQt07uhd+Hq4mpxMRERGzuVitJCcE41OVzez1+ygN68otn65l5voMHr2oL2G+HmZH7LCsZgcQkUPbkVPGpLeXc+tnKeSWVtMl2ItPbhjG4xf3U4kSERGRRgLdDDI/uJ3LevvgYrUwZ1M25z63iO/W7scwDLPjdUg6IiXSxhRX1PLCvO18uHQ3dQ4DdxcrU87szo2ndTvs3czT09PJy8tzepaWmv5VREREWoCjjgl9fZk8YiB3fbmezZkl3PZ5CjNS9vPYxf2ICvA0O2GHoiIl0gqOpejUOQzmpFXw+aZSymrqf3M0ONKd6wb5EeFTyuYN6w75uszMTC659FKqKiudnvuA5kzTKiIiIuboE+XPjKnDeX1BGi/N38EvW3M559mF3DO6F1cMi9etUpxERUqkhaWnp9MrKYnKiopDr2Cx4p10Gv6n/AXXwCgAanL3UDj/bb7ZvZZvjnE7F//9Ebom9nVO6N85Y5pWERERaX2uNiu3nN2D0f0iuOfrDazeU8gDMzbxfUoGT47vrxv5OoGKlEgLy8vLo7Kigkn3PEN4XELDcsOAjEoLm4ttlNTWX67objXo7W+nS2wk1sH3H9P4B8qOb3CE06dqddY0rSIiImKO7mG+fHlTMh8t28PTs7ewak8h573wK38/uzs3nZ6Aq01TJjSXipRIKwmPSyCmRx8chsH27DJW7ikgv6wGAHcXK4PjAxkQE4CbS9P+QVPZERERkQMOd31zPw949pxg3lhdzJqsav790za+XL6TKSf60z3I7ZjGDgkJIS4uzplx2zUVKZFWUueADfuKWZ1eSHFlLQBuNisDYv05IS7wsBNJiIiIiBxNSUEuAFdcccVR1/XufQaBZ9/AHvy566ccSlZ+R/HiTzDqqo/4Ok8vL7akpqpM/U5FSqSF5VfYCTjtKmZluFLjyAHAw8XKwLgABsQEqECJiIjIcassKwFgzE33kdh/8FHXr7bDukI7eyts+A8bT9TwcQwKrCPc89BTpWenpzH9qbvIy8tTkfqdipRIC3A4DBbvyOOT5enM3ZyDf/Jl1DjAz8OFgbEB9Inyb/IpfCIiIiJHExwVf8zXTCcAO/PK+GVLLmXVdSzOdaVHmA+n9gjBV/esPCoVKREn2l9Uybdr9vHFqn2kF/xvlr6qvRs5Y1AiJ/bvjtWiKUdFRESkbegW4kP0SZ4sSytg3b4itueUsTu/nGFdgxkYG4BNU6UfloqUyHEqrqhlzuYsvl2zn6U78xuW+3q4MG5QNAN9yxl39r1ED/9GJUpERETaHHcXG6cnhtI7yo9ftuaQWVzF4h15pGaWcGZiGNGBupHvoahIifzuWG6ae0BhpZ0V+6tYtr+KjTk12P9wOnHfMDfOiPdkeKwn7i41pKbuaKHEIiIiIs4T6uvOpYNj2JxZwm878skvr+GrNfvoFeFLN13SfRAVKRGO4aa5gM0vDK/Ek/HqmYx7dBIWy/+ucarJ3U355oWUb17AnpJcfjzE68vKyloguYiIiIjzWCwW+kT5kxDqw29peWzcX8KWrFK2W1zxH/4XKmsdZkdsM1SkRDj0TXNrHZBbZSGnykp2lZWyusan5QW5OYjychDl6cA3LgoGTwQmHjT2gRvmVlVVtcZbERERETluHq42zu4VTp8ofxZuzSWrpIqAU/7ClFm53MUeLh8Si0snv5mvipTIATYXbOHd2WcLJ72ggqySKow/nLJnAaIDPEkI8yEh1PuYZ7PRDXNFRESkvYrw8+CyITEsX5/K4u25FAVGcd+3G3l38S7uHZ3EiKQwLJ30GnAVKem08suqWb2nkNXphSzclEfcbV+wMNsVKGhYx9/TlbggL+KCvIgJ9NQ9n0RERKTTsVgsxHgZZLx9M498Mp9vtlaSllvODR+uYmiXIO4Zncjg+CCzY7Y6FSnpFCpq6kjNLGFTRgnr9hazJr2QXXnljdaxuLjhZjWID/FtKE9+nrqHgoiIiAgAjjrG9PDm1rEn8fqCNN5ZvIsVuwsY/9pSTukewq0jenBil85TqFSkpMMprqhlU0YxGzOK2ZRRwsb9xezMK290mt4BPcJ8GBwfSAglTLvhcm559GVie0a2fmgRERGRdsLPw5W7R/XiipPieeHn7Xy9Zh+Ld+SxeEceJycE89fTEzi1R0iHP+VPRUqcqilTiDdVSEgIcXFxDV/X2R3sKahge3YpW7PK2JxZX5z2FVYe8vVhvu70jfanT5QfJ8QHckJsIP5e9Uec1qxZQ11hBh3877uIiIiI00QFePLUJf2ZelZ3Xl2wgy9X7WNJWj5L0vJJivTjxtO6cn7/KFw76KQUKlLiNMcyhXizWKy4+IfjHd2Dux79D9lVNrZll7Izr5yaukNPwRkX5EWfKD/6RvvTO8qPPlF+hPl6ODeXiIiIiBAb5MUT4/oz5czuvP3rLj5fuZfUzBJu/3wdT87awsShcUwcGke4X8f6WUxFSpzmUFOIN4VhQIUdimsslNZaKDnwqLPgMOoPFb21PLvRazxdbXQP86FHuA+9I/3oE1VfnPx1bZOIiIhIq4oJ9OKhC/tw24geTF+eznu/7Sa7pJrnf97OS/N3cG7vcC4bEsupPUI6xNTpKlLidOFxCcT06HPY5w3DoLSqjvzyGgrKa8gvrya/rP7PdY5DXMgEWC0GVVk7OWdoX4YlxdEzzJee4b7EBHpitep8PBEREZG2IsDLjSlndueGU7sxe1MWHy/dw4rdBczamMWsjVmE+rpz8aBoLhoYTVKkb7u9lkpFSlqMYRiUVdf9XpZqGspSQXkNNfZDn5Jns1gI9HYlyNuNYG93gn3cCPJ2o2zfdp578lbOHfExSX4BUFVC3h7I2+OcrKmpqc4ZSERERKQDa+rPTDHAvUPd2dMzhJ93VfBrehW5pdW8uWgnby7aSaSPjZNjPRjdN5KzT+jZrkqVipQctzq7g72FlazMqMJv6DhW59tYUryX/PKaw17DZLVAoJfb74XJjSCf+uIU4Ol6yCNMmYW5AFxxxRUt+l7KyspadHwRERGR9qikwEk/i1ld8Ow2GO++Z+GVcCKZZW58nVrO16k7GL+lkP9MOskJaVuHipQcs+LKWnbllZOWU0Za7oFHOXvyy6m115+SF3jmtewuB6gCwGKBAE9Xgr3dfy9L9Y8ALzdsTTglr7KsBIAxN91HYv/Bzn5rpK5YyKwPXqCqqsrpY4uIiIi0dy3xs1itA7Iq60jLryC31p0E30P/Ar6tUpGSBlW1drKKq9hXWEl6QQXpBRXs/f2/6QUVFFfWHva1Hq5WIr2tbFw6nyHDhhMfG02QtxuB3q64WJ13MWFwVPwRr79qruz0NKePKSIiItLROPtnsa5A7PZNPHfbXxg8YbHTxm0NHaZIvfLKKzzzzDNkZWUxYMAAXnrpJYYOHWp2LNNV19kpqqiloLyGwooaCstrKaioIaekiqziKrJLq8kuriKrpOqIRemAMF93EkJ9SAjzJiHUh26hPiSEehPl70lKyloGT3ua3iO/ISbCtxXenYiIiIh0BEZtFa629nN9FHSQIvX5559zxx138PrrrzNs2DCef/55Ro4cydatWwkLCzM73jGrqrWTXlDBnr0Z5BQUUms3qLEb1DoMauxQazfqlzl+/68dKuscVNYaVNb9/qh1/P5fg9IaB1V1h54F73A8XW3EBHoSF+RF7O+PuN8fMYGeeLt3iI+MiIiIiMhx6RA/FT/77LPccMMNXHPNNQC8/vrr/Pjjj7z77rvce++9Jqc7drvzyxn1/K9OH9dw2HFUluKoKsWoLuOs4cOIDwsgws+DcH8PIvw8iPD3INzPAz8Pl3Y1W4qIiIiIiBnafZGqqalh9erVTJs2rWGZ1WplxIgRLF269JCvqa6uprq6uuHr4uJiAEpKSlo27FHUVZXjTRWFeTl4enhis1mxYmDFgeX3/1oxsBhGw3IrDqyGHRsObNixGQ5sOLDgwNWowwU7NuxYgKLiTH758h1OP/VNEoMT6zdaUf/IyoKs48y/detWAPZt30R1ZcVxjtbYgWuYsnZvI83by6ljt/T4ym7O+MpuzvjKbs74ym7O+MpuzvjtdeyWHr89Z8/dtwuonz3Z7J/H4X+dwDCOfGaXxTjaGm1cRkYG0dHRLFmyhOTk5Ibld999NwsXLmT58uUHveahhx7i4Ycfbs2YIiIiIiLSjuzdu5eYmJjDPt/uj0g1x7Rp07jjjjsavnY4HBQUFBAcHNwuTmsrKSkhNjaWvXv34ufnZ3acDkX7tuVo37Yc7duWo33bMrRfW472bcvRvm05bW3fGoZBaWkpUVFRR1yv3RepkJAQbDYb2dnZjZZnZ2cTERFxyNe4u7vj7u7eaFlAQEBLRWwxfn5+beLD1hFp37Yc7duWo33bcrRvW4b2a8vRvm052rctpy3tW39//6Ou47wb/JjEzc2NwYMHM2/evIZlDoeDefPmNTrVT0RERERExFna/REpgDvuuIPJkyczZMgQhg4dyvPPP095eXnDLH4iIiIiIiLO1CGK1OWXX05ubi4PPPAAWVlZDBw4kNmzZxMeHm52tBbh7u7Ogw8+eNDpiXL8tG9bjvZty9G+bTnaty1D+7XlaN+2HO3bltNe9227n7VPRERERESktbX7a6RERERERERam4qUiIiIiIhIE6lIiYiIiIiINJGKlIiIiIiISBOpSLVRTzzxBCeeeCK+vr6EhYVx0UUXsXXr1kbrVFVVMWXKFIKDg/Hx8WH8+PEH3ZhYDvbaa6/Rv3//hpu+JScnM2vWrIbntV+d48knn8RisXDbbbc1LNO+bb6HHnoIi8XS6NGrV6+G57Vvj8/+/fu54oorCA4OxtPTk379+rFq1aqG5w3D4IEHHiAyMhJPT09GjBjB9u3bTUzcPnTp0uWgz63FYmHKlCmAPrfHw263c//999O1a1c8PT1JSEjg0Ucf5Y9ziOlz23ylpaXcdtttxMfH4+npycknn8zKlSsbnte+PTaLFi3iggsuICoqCovFwnfffdfo+WPZjwUFBUyaNAk/Pz8CAgK47rrrKCsra8V3cXgqUm3UwoULmTJlCsuWLWPu3LnU1tZy7rnnUl5e3rDO7bffzg8//MCXX37JwoULycjIYNy4cSambh9iYmJ48sknWb16NatWreKss85i7NixbNq0CdB+dYaVK1fyxhtv0L9//0bLtW+PT58+fcjMzGx4LF68uOE57dvmKywsZPjw4bi6ujJr1iw2b97Mf/7zHwIDAxvWefrpp3nxxRd5/fXXWb58Od7e3owcOZKqqioTk7d9K1eubPSZnTt3LgCXXnopoM/t8Xjqqad47bXXePnll0lNTeWpp57i6aef5qWXXmpYR5/b5rv++uuZO3cuH330ERs2bODcc89lxIgR7N+/H9C+PVbl5eUMGDCAV1555ZDPH8t+nDRpEps2bWLu3LnMnDmTRYsWceONN7bWWzgyQ9qFnJwcAzAWLlxoGIZhFBUVGa6ursaXX37ZsE5qaqoBGEuXLjUrZrsVGBhovP3229qvTlBaWmr06NHDmDt3rnH66acbt956q2EY+swerwcffNAYMGDAIZ/Tvj0+99xzj3HKKacc9nmHw2FEREQYzzzzTMOyoqIiw93d3fj0009bI2KHceuttxoJCQmGw+HQ5/Y4jRkzxrj22msbLRs3bpwxadIkwzD0uT0eFRUVhs1mM2bOnNlo+QknnGDcd9992rfNBBjffvttw9fHsh83b95sAMbKlSsb1pk1a5ZhsViM/fv3t1r2w9ERqXaiuLgYgKCgIABWr15NbW0tI0aMaFinV69exMXFsXTpUlMytkd2u53PPvuM8vJykpOTtV+dYMqUKYwZM6bRPgR9Zp1h+/btREVF0a1bNyZNmkR6ejqgfXu8vv/+e4YMGcKll15KWFgYgwYN4q233mp4fteuXWRlZTXav/7+/gwbNkz7twlqamr4+OOPufbaa7FYLPrcHqeTTz6ZefPmsW3bNgDWrVvH4sWLGT16NKDP7fGoq6vDbrfj4eHRaLmnpyeLFy/WvnWSY9mPS5cuJSAggCFDhjSsM2LECKxWK8uXL2/1zH/mYnYAOTqHw8Ftt93G8OHD6du3LwBZWVm4ubkREBDQaN3w8HCysrJMSNm+bNiwgeTkZKqqqvDx8eHbb7+ld+/epKSkaL8eh88++4w1a9Y0Oo/8AH1mj8+wYcN4//33SUxMJDMzk4cffphTTz2VjRs3at8ep507d/Laa69xxx138I9//IOVK1fy97//HTc3NyZPntywD8PDwxu9Tvu3ab777juKioq4+uqrAf2bcLzuvfdeSkpK6NWrFzabDbvdzmOPPcakSZMA9Lk9Dr6+viQnJ/Poo4+SlJREeHg4n376KUuXLqV79+7at05yLPsxKyuLsLCwRs+7uLgQFBTUJva1ilQ7MGXKFDZu3Njoegg5PomJiaSkpFBcXMxXX33F5MmTWbhwodmx2rW9e/dy6623Mnfu3IN+iyfH78BvmQH69+/PsGHDiI+P54svvsDT09PEZO2fw+FgyJAhPP744wAMGjSIjRs38vrrrzN58mST03Uc77zzDqNHjyYqKsrsKB3CF198wfTp0/nkk0/o06cPKSkp3HbbbURFRelz6wQfffQR1157LdHR0dhsNk444QQmTpzI6tWrzY4mbYhO7Wvjpk6dysyZM/nll1+IiYlpWB4REUFNTQ1FRUWN1s/OziYiIqKVU7Y/bm5udO/encGDB/PEE08wYMAAXnjhBe3X47B69WpycnI44YQTcHFxwcXFhYULF/Liiy/i4uJCeHi49q0TBQQE0LNnT3bs2KHP7XGKjIykd+/ejZYlJSU1nDp5YB/+eTY57d9jt2fPHn7++Weuv/76hmX63B6fu+66i3vvvZcJEybQr18/rrzySm6//XaeeOIJQJ/b45WQkMDChQspKytj7969rFixgtraWrp166Z96yTHsh8jIiLIyclp9HxdXR0FBQVtYl+rSLVRhmEwdepUvv32W+bPn0/Xrl0bPT948GBcXV2ZN29ew7KtW7eSnp5OcnJya8dt9xwOB9XV1dqvx+Hss89mw4YNpKSkNDyGDBnCpEmTGv6sfes8ZWVlpKWlERkZqc/tcRo+fPhBt5fYtm0b8fHxAHTt2pWIiIhG+7ekpITly5dr/x6j9957j7CwMMaMGdOwTJ/b41NRUYHV2vjHOJvNhsPhAPS5dRZvb28iIyMpLCxkzpw5jB07VvvWSY5lPyYnJ1NUVNToSOD8+fNxOBwMGzas1TMfxOzZLuTQ/va3vxn+/v7GggULjMzMzIZHRUVFwzp//etfjbi4OGP+/PnGqlWrjOTkZCM5OdnE1O3DvffeayxcuNDYtWuXsX79euPee+81LBaL8dNPPxmGof3qTH+ctc8wtG+Px5133mksWLDA2LVrl/Hbb78ZI0aMMEJCQoycnBzDMLRvj8eKFSsMFxcX47HHHjO2b99uTJ8+3fDy8jI+/vjjhnWefPJJIyAgwJgxY4axfv16Y+zYsUbXrl2NyspKE5O3D3a73YiLizPuueeeg57T57b5Jk+ebERHRxszZ840du3aZXzzzTdGSEiIcffddzeso89t882ePduYNWuWsXPnTuOnn34yBgwYYAwbNsyoqakxDEP79liVlpYaa9euNdauXWsAxrPPPmusXbvW2LNnj2EYx7YfR40aZQwaNMhYvny5sXjxYqNHjx7GxIkTzXpLjahItVHAIR/vvfdewzqVlZXGzTffbAQGBhpeXl7GxRdfbGRmZpoXup249tprjfj4eMPNzc0IDQ01zj777IYSZRjar8705yKlfdt8l19+uREZGWm4ubkZ0dHRxuWXX27s2LGj4Xnt2+Pzww8/GH379jXc3d2NXr16GW+++Waj5x0Oh3H//fcb4eHhhru7u3H22WcbW7duNSlt+zJnzhwDOOT+0ue2+UpKSoxbb73ViIuLMzw8PIxu3boZ9913n1FdXd2wjj63zff5558b3bp1M9zc3IyIiAhjypQpRlFRUcPz2rfH5pdffjnkz7OTJ082DOPY9mN+fr4xceJEw8fHx/Dz8zOuueYao7S01IR3czCLYfzhFtgiIiIiIiJyVLpGSkREREREpIlUpERERERERJpIRUpERERERKSJVKRERERERESaSEVKRERERESkiVSkREREREREmkhFSkREREREpIlUpERERERERJpIRUpERERERKSJVKRERKTNuvrqq7FYLA2P4OBgRo0axfr1682OJiIinZyKlIiItGmjRo0iMzOTzMxM5s2bh4uLC+eff77ZsUREpJNTkRIRkTbN3d2diIgIIiIiGDhwIPfeey979+4lNzcXgA0bNnDWWWfh6elJcHAwN954I2VlZQ2vv/fee4mKisLNzY3o6GjuueceHA4HAAsWLMBisfDjjz/Sv39/PDw8OOmkk9i4cWPD6/Pz85k4cSLR0dF4eXnRr18/Pv3000YZHQ4HTz/9NN27d8fd3Z24uDgee+wxgEZH1P78WLBgQQvvPRERaSkqUiIi0m6UlZXx8ccf0717d4KDgykvL2fkyJEEBgaycuVKvvzyS37++WemTp3a8Jpzzz2XmTNnsmPHDt5++23efPNNPv7440bj3nXXXfznP/9h5cqVhIaGcsEFF1BbWwtAVVUVgwcP5scff2Tjxo3ceOONXHnllaxYsaLh9dOmTePJJ5/k/vvvZ/PmzXzyySeEh4cDNBxNy8zMBODrr79u+Prkk09u6V0mIiItxMXsACIiIkcyc+ZMfHx8ACgvLycyMpKZM2ditVr55JNPqKqq4sMPP8Tb2xuAl19+mQsuuICnnnqK8PBwzjrrrIax7HY7np6e2O32Rtt48MEHOeeccwD44IMPiImJ4dtvv+Wyyy4jOjqa//u//2tY95ZbbmHOnDl88cUXDB06lNLSUl544QVefvllJk+eDEBCQgKnnHIKABEREY22FRQUdNAyERFpf3RESkRE2rQzzzyTlJQUUlJSWLFiBSNHjmT06NHs2bOH1NRUBgwY0FCiAIYPH47D4WDr1q0Nyx5//HG8vLzo1q0b48eP56qrrmq0jeTk5IY/BwUFkZiYSGpqKlBfvh599FH69etHUFAQPj4+zJkzh/T0dABSU1Oprq7m7LPPbsndICIibYyOSImISJvm7e1N9+7dG75+++238ff356233jrmMf76178ybtw4Vq9ezW233ca4ceM488wzj+m1zzzzDC+88ALPP/88/fr1w9vbm9tuu42amhoAPD09m/aGRESkQ9ARKRERaVcsFgtWq5XKykqSkpJYt24d5eXlDc//9ttvWK1WEhMTG5YFBQXRq1cvJk2axCmnnMLXX3/daMxly5Y1/LmwsJBt27aRlJTUMN7YsWO54oorGDBgAN26dWPbtm0N6/fo0QNPT0/mzZvXUm9ZRETaIBUpERFp06qrq8nKyiIrK4vU1FRuueUWysrKuOCCC5g0aRIeHh5MnjyZjRs38ssvv3DLLbdw5ZVXNkz28Oqrr7Jp0yZ2797Nxx9/zNy5cxk0aFCjbTzyyCPMmzePjRs3cvXVVxMSEsJFF10E1BeluXPnsmTJElJTU7npppvIzs5ueK2Hhwf33HMPd999Nx9++CFpaWksW7aMd955p9X2kYiItD6d2iciIm3a7NmziYyMBMDX15devXrx5ZdfcsYZZwAwZ84cbr31Vk488US8vLwYP348zz77bMPrf/zxRx588EFKS0uJjY3lH//4B9dee22jbTz55JPceuutbN++nYEDB/LDDz/g5uYGwD//+U927tzJyJEj8fLy4sYbb+Siiy6iuLi44fX3338/Li4uPPDAA2RkZBAZGclf//rXFt4zIiJiJothGIbZIURERMywYMECzjzzTAoLCwkICDA7joiItCM6tU9ERERERKSJVKRERERERESaSKf2iYiIiIiINJGOSImIiIiIiDSRipSIiIiIiEgTqUiJiIiIiIg0kYqUiIiIiIhIE6lIiYiIiIiINJGKlIiIiIiISBOpSImIiIiIiDSRipSIiIj8/0bBKBgFo2AUkAgARV1cLtFA96YAAAAASUVORK5CYII=",
+                        "text/plain": [
+                            "<Figure size 1000x500 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "# 1. Столбчатая диаграмма по странам\n",
+                "\n",
+                "plt.figure(figsize=(12, 6))\n",
+                "\n",
+                "sns.countplot(data=df, x=\"Country\", order=df[\"Country\"].value_counts().index)\n",
+                "\n",
+                "plt.title(\"Количество людей по странам\")\n",
+                "\n",
+                "plt.xlabel(\"Страна\")\n",
+                "\n",
+                "plt.ylabel(\"Количество\")\n",
+                "\n",
+                "plt.xticks(rotation=45)\n",
+                "\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "# 2. Столбчатая диаграмма по отраслям\n",
+                "\n",
+                "plt.figure(figsize=(12, 6))\n",
+                "\n",
+                "sns.countplot(data=df, x=\"Industry\", order=df[\"Industry\"].value_counts().index)\n",
+                "\n",
+                "plt.title(\"Количество людей по отраслям\")\n",
+                "\n",
+                "plt.xlabel(\"Отрасль\")\n",
+                "\n",
+                "plt.ylabel(\"Количество\")\n",
+                "\n",
+                "plt.xticks(rotation=45)\n",
+                "\n",
+                "plt.show()\n",
+                "\n",
+                "\n",
+                "# 3. Гистограмма для анализа возраста\n",
+                "\n",
+                "plt.figure(figsize=(10, 5))\n",
+                "\n",
+                "sns.histplot(df[\"Age\"], bins=30, kde=True)\n",
+                "\n",
+                "plt.title(\"Распределение возраста\")\n",
+                "\n",
+                "plt.xlabel(\"Возраст\")\n",
+                "\n",
+                "plt.ylabel(\"Частота\")\n",
+                "\n",
+                "plt.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "metadata": {},
+            "source": [
+                "Графики демонстрируют разнообразие стран и отраслей, представленных в наборе данных, что указывает на охват данных по множеству регионов и различных сфер деятельности.\n",
+                "\n",
+                "Разбиваем набор данных на обучающую, контрольную и тестовую выборки"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 67,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "((1560, 6), (520, 6), (520, 6))"
+                        ]
+                    },
+                    "execution_count": 67,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "from sklearn.model_selection import train_test_split\n",
+                "\n",
+                "# Разделим набор данных на признаки (X) и целевой признак (y)\n",
+                "X = df.drop(columns=[\"Networth\"])\n",
+                "y = df[\"Networth\"]\n",
+                "\n",
+                "# Разделение на обучающую, контрольную и тестовую выборки\n",
+                "X_train, X_temp, y_train, y_temp = train_test_split(\n",
+                "    X, y, test_size=0.4, random_state=42\n",
+                ")\n",
+                "X_val, X_test, y_val, y_test = train_test_split(\n",
+                "    X_temp, y_temp, test_size=0.5, random_state=42\n",
+                ")\n",
+                "\n",
+                "# Проверка размера выборок\n",
+                "(X_train.shape, X_val.shape, X_test.shape)"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 68,
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "text/plain": [
+                            "(count    1560.000000\n",
+                            " mean        5.208173\n",
+                            " std        12.653032\n",
+                            " min         1.000000\n",
+                            " 25%         1.500000\n",
+                            " 50%         2.400000\n",
+                            " 75%         4.300000\n",
+                            " max       219.000000\n",
+                            " Name: Networth, dtype: float64,\n",
+                            " count    520.000000\n",
+                            " mean       4.443654\n",
+                            " std        7.267615\n",
+                            " min        1.000000\n",
+                            " 25%        1.500000\n",
+                            " 50%        2.400000\n",
+                            " 75%        4.825000\n",
+                            " max       91.400000\n",
+                            " Name: Networth, dtype: float64,\n",
+                            " count    520.000000\n",
+                            " mean       4.235577\n",
+                            " std        5.861496\n",
+                            " min        1.000000\n",
+                            " 25%        1.600000\n",
+                            " 50%        2.500000\n",
+                            " 75%        4.500000\n",
+                            " max       60.000000\n",
+                            " Name: Networth, dtype: float64)"
+                        ]
+                    },
+                    "execution_count": 68,
+                    "metadata": {},
+                    "output_type": "execute_result"
+                }
+            ],
+            "source": [
+                "# Проверка распределения целевого признака по выборкам\n",
+                "train_dist = y_train.describe()\n",
+                "val_dist = y_val.describe()\n",
+                "test_dist = y_test.describe()\n",
+                "\n",
+                "train_dist, val_dist, test_dist"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 16,
+            "metadata": {},
+            "outputs": [
+                {
+                    "name": "stdout",
+                    "output_type": "stream",
+                    "text": [
+                        "Размеры после oversampling: (13910, 10047) (13910,)\n",
+                        "Размеры после undersampling: (13065, 10047) (13065,)\n"
+                    ]
+                }
+            ],
+            "source": [
+                "from imblearn.over_sampling import RandomOverSampler\n",
+                "oversampler = RandomOverSampler(random_state=12)\n",
+                "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n",
+                "\n",
+                "undersampler = RandomUnderSampler(random_state=12)\n",
+                "X_train_under, y_train_under = undersampler.fit_resample(X_train, y_train)\n",
+                "\n",
+                "print(\"Размеры после oversampling:\", X_train_over.shape, y_train_over.shape)\n",
+                "print(\"Размеры после undersampling:\", X_train_under.shape, y_train_under.shape)"
+            ]
+        }
+    ],
+    "metadata": {
+        "kernelspec": {
+            "display_name": ".venv",
+            "language": "python",
+            "name": "python3"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.12.6"
+        }
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Количество строк до удаления выбросов: 53943\n",
-      "Количество строк после удаления выбросов: 49517\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Загрузка данных\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "\n",
-    "# Выбор столбцов для анализа\n",
-    "column1 = \"carat\"\n",
-    "column2 = \"price\"\n",
-    "\n",
-    "\n",
-    "# Функция для удаления выбросов\n",
-    "def remove_outliers(df, column):\n",
-    "    Q1 = df[column].quantile(0.25)\n",
-    "    Q3 = df[column].quantile(0.75)\n",
-    "    IQR = Q3 - Q1\n",
-    "    lower_bound = Q1 - 1.5 * IQR\n",
-    "    upper_bound = Q3 + 1.5 * IQR\n",
-    "    return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]\n",
-    "\n",
-    "\n",
-    "# Удаление выбросов для каждого столбца\n",
-    "df_cleaned = df.copy()\n",
-    "for column in [column1, column2]:\n",
-    "    df_cleaned = remove_outliers(df_cleaned, column)\n",
-    "\n",
-    "# Построение точечной диаграммы после удаления выбросов\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.scatter(df_cleaned[column1], df_cleaned[column2], alpha=0.5)\n",
-    "plt.xlabel(column1)\n",
-    "plt.ylabel(column2)\n",
-    "plt.title(f\"Точечная диаграмма для {column1} против {column2} (После удаления выбросов)\")\n",
-    "plt.show()\n",
-    "\n",
-    "# Вывод количества строк до и после удаления выбросов\n",
-    "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n",
-    "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Количество пропущенных значений в каждом столбце:\n",
-      "Unnamed: 0    0\n",
-      "carat         0\n",
-      "cut           0\n",
-      "color         0\n",
-      "clarity       0\n",
-      "depth         0\n",
-      "table         0\n",
-      "price         0\n",
-      "x             0\n",
-      "y             0\n",
-      "z             0\n",
-      "dtype: int64\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "# Проверка на пропущенные значения\n",
-    "missing_values = df.isnull().sum()\n",
-    "\n",
-    "# Вывод результатов\n",
-    "print(\"Количество пропущенных значений в каждом столбце:\")\n",
-    "print(missing_values)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Пустых строк не обнаружено. Перейдем к созданию выборок."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Размер обучающей выборки: 32365\n",
-      "Размер контрольной выборки: 10789\n",
-      "Размер тестовой выборки: 10789\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "\n",
-    "# Загрузка данных\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "\n",
-    "# Выбор признаков и целевой переменной\n",
-    "X = df.drop(\"price\", axis=1)  # Признаки (все столбцы, кроме 'Price')\n",
-    "y = df[\"price\"]  # Целевая переменная ('Price')\n",
-    "\n",
-    "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n",
-    "X_train, X_temp, y_train, y_temp = train_test_split(\n",
-    "    X, y, test_size=0.4, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Разбиение оставшейся части на контрольную и тестовую выборки\n",
-    "X_val, X_test, y_val, y_test = train_test_split(\n",
-    "    X_temp, y_temp, test_size=0.5, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Вывод размеров выборок\n",
-    "print(f\"Размер обучающей выборки: {X_train.shape[0]}\")\n",
-    "print(f\"Размер контрольной выборки: {X_val.shape[0]}\")\n",
-    "print(f\"Размер тестовой выборки: {X_test.shape[0]}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Теперь проанализируем сбалансированность выборок"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Распределение Price в обучающей выборке:\n",
-      "price\n",
-      "327      1\n",
-      "334      1\n",
-      "336      1\n",
-      "337      1\n",
-      "338      1\n",
-      "        ..\n",
-      "18791    1\n",
-      "18795    2\n",
-      "18797    1\n",
-      "18804    1\n",
-      "18806    1\n",
-      "Name: count, Length: 9476, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n",
-      "\n",
-      "Необходима аугментация данных для балансировки классов.\n",
-      "\n",
-      "Распределение Price в контрольной выборке:\n",
-      "price\n",
-      "326      2\n",
-      "340      1\n",
-      "344      1\n",
-      "354      1\n",
-      "357      1\n",
-      "        ..\n",
-      "18781    1\n",
-      "18784    1\n",
-      "18791    1\n",
-      "18803    1\n",
-      "18823    1\n",
-      "Name: count, Length: 5389, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n",
-      "\n",
-      "Необходима аугментация данных для балансировки классов.\n",
-      "\n",
-      "Распределение Price в тестовой выборке:\n",
-      "price\n",
-      "335      1\n",
-      "336      1\n",
-      "337      1\n",
-      "351      1\n",
-      "353      1\n",
-      "        ..\n",
-      "18766    1\n",
-      "18768    1\n",
-      "18780    1\n",
-      "18788    1\n",
-      "18818    1\n",
-      "Name: count, Length: 5308, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n",
-      "\n",
-      "Необходима аугментация данных для балансировки классов.\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "\n",
-    "# Загрузка данных\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "\n",
-    "# Выбор признаков и целевой переменной\n",
-    "X = df.drop(\"price\", axis=1)  # Признаки (все столбцы, кроме 'Price')\n",
-    "y = df[\"price\"]  # Целевая переменная ('Price')\n",
-    "\n",
-    "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n",
-    "X_train, X_temp, y_train, y_temp = train_test_split(\n",
-    "    X, y, test_size=0.4, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Разбиение оставшейся части на контрольную и тестовую выборки\n",
-    "X_val, X_test, y_val, y_test = train_test_split(\n",
-    "    X_temp, y_temp, test_size=0.5, random_state=42\n",
-    ")\n",
-    "\n",
-    "\n",
-    "# Функция для анализа распределения и вывода результатов\n",
-    "def analyze_distribution(data, title):\n",
-    "    print(f\"Распределение Price в {title}:\")\n",
-    "    distribution = data.value_counts().sort_index()\n",
-    "    print(distribution)\n",
-    "    total = len(data)\n",
-    "    positive_count = (data > 0).sum()\n",
-    "    negative_count = (data < 0).sum()\n",
-    "    positive_percent = (positive_count / total) * 100\n",
-    "    negative_percent = (negative_count / total) * 100\n",
-    "    print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n",
-    "    print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n",
-    "    print(\"\\nНеобходима аугментация данных для балансировки классов.\\n\")\n",
-    "\n",
-    "\n",
-    "# Анализ распределения для каждой выборки\n",
-    "analyze_distribution(y_train, \"обучающей выборке\")\n",
-    "analyze_distribution(y_val, \"контрольной выборке\")\n",
-    "analyze_distribution(y_test, \"тестовой выборке\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Применяем методы приращения данных (аугментации)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Распределение Price в обучающей выборке после oversampling:\n",
-      "price\n",
-      "327      85\n",
-      "334      85\n",
-      "336      85\n",
-      "337      85\n",
-      "338      85\n",
-      "         ..\n",
-      "18791    85\n",
-      "18795    85\n",
-      "18797    85\n",
-      "18804    85\n",
-      "18806    85\n",
-      "Name: count, Length: 9476, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n",
-      "Распределение Price в контрольной выборке:\n",
-      "price\n",
-      "326      2\n",
-      "340      1\n",
-      "344      1\n",
-      "354      1\n",
-      "357      1\n",
-      "        ..\n",
-      "18781    1\n",
-      "18784    1\n",
-      "18791    1\n",
-      "18803    1\n",
-      "18823    1\n",
-      "Name: count, Length: 5389, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n",
-      "Распределение Price в тестовой выборке:\n",
-      "price\n",
-      "335      1\n",
-      "336      1\n",
-      "337      1\n",
-      "351      1\n",
-      "353      1\n",
-      "        ..\n",
-      "18766    1\n",
-      "18768    1\n",
-      "18780    1\n",
-      "18788    1\n",
-      "18818    1\n",
-      "Name: count, Length: 5308, dtype: int64\n",
-      "Процент положительных значений: 100.00%\n",
-      "Процент отрицательных значений: 0.00%\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "from imblearn.over_sampling import RandomOverSampler\n",
-    "\n",
-    "# Загрузка данных\n",
-    "df = pd.read_csv(\"../data/Diamonds-Prices.csv\")\n",
-    "\n",
-    "# Выбор признаков и целевой переменной\n",
-    "X = df.drop(\"price\", axis=1)  # Признаки (все столбцы, кроме 'Price')\n",
-    "y = df[\"price\"]  # Целевая переменная ('Price')\n",
-    "\n",
-    "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n",
-    "X_train, X_temp, y_train, y_temp = train_test_split(\n",
-    "    X, y, test_size=0.4, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Разбиение оставшейся части на контрольную и тестовую выборки\n",
-    "X_val, X_test, y_val, y_test = train_test_split(\n",
-    "    X_temp, y_temp, test_size=0.5, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Применение oversampling к обучающей выборке\n",
-    "oversampler = RandomOverSampler(random_state=42)\n",
-    "X_train_resampled, y_train_resampled = oversampler.fit_resample(X_train, y_train)\n",
-    "\n",
-    "\n",
-    "# Функция для анализа распределения и вывода результатов\n",
-    "def analyze_distribution(data, title):\n",
-    "    print(f\"Распределение Price в {title}:\")\n",
-    "    distribution = data.value_counts().sort_index()\n",
-    "    print(distribution)\n",
-    "    total = len(data)\n",
-    "    positive_count = (data > 0).sum()\n",
-    "    negative_count = (data < 0).sum()\n",
-    "    positive_percent = (positive_count / total) * 100\n",
-    "    negative_percent = (negative_count / total) * 100\n",
-    "    print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n",
-    "    print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n",
-    "\n",
-    "\n",
-    "# Анализ распределения для каждой выборки\n",
-    "analyze_distribution(y_train_resampled, \"обучающей выборке после oversampling\")\n",
-    "analyze_distribution(y_val, \"контрольной выборке\")\n",
-    "analyze_distribution(y_test, \"тестовой выборке\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Начнем анализировать датасет №18.\n",
-    "\n",
-    "Ссылка на исходные данные: https://www.kaggle.com/datasets/dewangmoghe/mobile-phone-price-prediction\n",
-    "\n",
-    "**Общее описание**: Данный датасет содержит информацию о ценах и атрибутах для 1369 мобильных телефонов разных конфигураций и производителей. Имеются 17 характеристик (именование модели, оценка (мин - 0, макс - 5), оценка на основе характеристик (мин - 0, макс - 100), информация о поддержке 2 симок и сетевых технологий (3G, 4G, 5G, VoLTE), количество оперативной памяти, характеристики батареи, информация о дисплее, характеристики камеры, поддержка внешней памяти, версия системы Android, цена, компания-производитель, поддержка быстрой зарядки, разрешение экрана, тип процессора, название процессора).\n",
-    "\n",
-    "**Проблемная область**: Финансовый анализ и прогнозирование цен на мобильные телефоны.\n",
-    "\n",
-    "**Объекты наблюдения**: телефон, включающий атрибуты: _Name, Rating, Spec_score, No_of_sim, RAM, Battery, Display, Camera, External_Memory, Android_version, Price, Company, Inbuilt_memory, Fast_charging, Screen_resolution, Processor, Processor_name_.\n",
-    "\n",
-    "**Бизнес цели**:\n",
-    "- ***Прогнозирование цен мобильные телефоны на основе оценки характеристик***.\n",
-    "- ***Прогнозирование оценки на основе фирмы и цены***.\n",
-    "\n",
-    "**Цели технического проекта**:\n",
-    "1. ***Прогнозирование цен на телефоны***: Входные данные - _оценка характеристик_; целевой признак - _цена_,\n",
-    "2. ***Анализ факторов влияния***: Входные данные -  _фирма и цена_; целевой признак - _оценка характеристик_."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Index(['Unnamed: 0', 'Name', 'Rating', 'Spec_score', 'No_of_sim', 'Ram',\n",
-      "       'Battery', 'Display', 'Camera', 'External_Memory', 'Android_version',\n",
-      "       'Price', 'company', 'Inbuilt_memory', 'fast_charging',\n",
-      "       'Screen_resolution', 'Processor', 'Processor_name'],\n",
-      "      dtype='object')\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "df = pd.read_csv(\"../data/mobile-phone-price-prediction.csv\")\n",
-    "print(df.columns)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Атрибуты: \n",
-    "- Неизвестный: 0, \n",
-    "- Наименование телефона (Name), \n",
-    "- Рейтинг (Rating),\n",
-    "- Рейтинг на основе характеристик (Spec_score),\n",
-    "- Поддержка различных технологий (No_of_sim),\n",
-    "- Количество оперативной памяти (Ram),\n",
-    "- Инфо о батарее (Battery),\n",
-    "- Инфо о дисплее (Display),\n",
-    "- Инфо о камере (Camera),\n",
-    "- Инфо о внешней памяти (External_Memory),\n",
-    "- Версия Android (Android_version),\n",
-    "- Цена (Price),\n",
-    "- Компания-производитель (company),\n",
-    "- Инфо о внутренней памяти (Inbuilt_memory),\n",
-    "- Быстрая зарядка (fast_charging),\n",
-    "- Разрешение экрана (Screen_resolution),\n",
-    "- Тип процессора (Processor),\n",
-    "- Наименование процессора (Processor_name)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1400x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(14, 6))\n",
-    "\n",
-    "\n",
-    "plt.scatter(df[\"company\"].str.lower(), df[\"Spec_score\"])\n",
-    "plt.xlabel(\"Фирма\")\n",
-    "plt.ylabel(\"Оценка характеристик\")\n",
-    "plt.xticks(rotation=45)\n",
-    "plt.title(\"Диаграмма 1\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Между атрибутами присутствует связь. Пример, на диаграмме 1 - связь между фирмой и оценкой характеристик"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Перейдем к проверке на выбросы"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Пустые значения по столбцам:\n",
-      "Unnamed: 0             0\n",
-      "Name                   0\n",
-      "Rating                 0\n",
-      "Spec_score             0\n",
-      "No_of_sim              0\n",
-      "Ram                    0\n",
-      "Battery                0\n",
-      "Display                0\n",
-      "Camera                 0\n",
-      "External_Memory        0\n",
-      "Android_version      443\n",
-      "Price                  0\n",
-      "company                0\n",
-      "Inbuilt_memory        19\n",
-      "fast_charging         89\n",
-      "Screen_resolution      2\n",
-      "Processor             28\n",
-      "Processor_name         0\n",
-      "dtype: int64\n",
-      "\n",
-      "Количество дубликатов: 0\n",
-      "\n",
-      "Статистический обзор данных:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>Rating</th>\n",
-       "      <th>Spec_score</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>1370.000000</td>\n",
-       "      <td>1370.000000</td>\n",
-       "      <td>1370.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>684.500000</td>\n",
-       "      <td>4.374416</td>\n",
-       "      <td>80.234307</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>395.629246</td>\n",
-       "      <td>0.230176</td>\n",
-       "      <td>8.373922</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.750000</td>\n",
-       "      <td>42.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>342.250000</td>\n",
-       "      <td>4.150000</td>\n",
-       "      <td>75.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>684.500000</td>\n",
-       "      <td>4.400000</td>\n",
-       "      <td>82.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>1026.750000</td>\n",
-       "      <td>4.550000</td>\n",
-       "      <td>86.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>1369.000000</td>\n",
-       "      <td>4.750000</td>\n",
-       "      <td>98.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Unnamed: 0       Rating   Spec_score\n",
-       "count  1370.000000  1370.000000  1370.000000\n",
-       "mean    684.500000     4.374416    80.234307\n",
-       "std     395.629246     0.230176     8.373922\n",
-       "min       0.000000     3.750000    42.000000\n",
-       "25%     342.250000     4.150000    75.000000\n",
-       "50%     684.500000     4.400000    82.000000\n",
-       "75%    1026.750000     4.550000    86.000000\n",
-       "max    1369.000000     4.750000    98.000000"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "null_values = df.isnull().sum()\n",
-    "print(\"Пустые значения по столбцам:\")\n",
-    "print(null_values)\n",
-    "\n",
-    "duplicates = df.duplicated().sum()\n",
-    "print(f\"\\nКоличество дубликатов: {duplicates}\")\n",
-    "\n",
-    "print(\"\\nСтатистический обзор данных:\")\n",
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Видим, что есть пустые данные, но нет дубликатов. Удаляем их"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "В наборе данных 'Phones' было удалено 553 строк с пустыми значениями.\n"
-     ]
-    }
-   ],
-   "source": [
-    "def drop_missing_values(dataframe, name):\n",
-    "    before_shape = dataframe.shape\n",
-    "    cleaned_dataframe = dataframe.dropna()\n",
-    "    after_shape = cleaned_dataframe.shape\n",
-    "    print(\n",
-    "        f\"В наборе данных '{name}' было удалено {before_shape[0] - after_shape[0]} строк с пустыми значениями.\"\n",
-    "    )\n",
-    "    return cleaned_dataframe\n",
-    "\n",
-    "\n",
-    "cleaned_df = drop_missing_values(df, \"Phones\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Рассчитаем коэффициент ассиметрии"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Коэффициент асимметрии для столбца 'Unnamed: 0': 0.0\n",
-      "\n",
-      "Коэффициент асимметрии для столбца 'Rating': -0.06697860128699223\n",
-      "\n",
-      "Коэффициент асимметрии для столбца 'Spec_score': -0.7393772365886471\n"
-     ]
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "for column in df.select_dtypes(include=[np.number]).columns:\n",
-    "    asymmetry = df[column].skew()\n",
-    "    print(f\"\\nКоэффициент асимметрии для столбца '{column}': {asymmetry}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Выбросы незначительные.\n",
-    "\n",
-    "Очистим данные от шумов."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Выбросы в датасете:\n",
-      "      Unnamed: 0                       Name  Rating  Spec_score  \\\n",
-      "99            99                   Vivo Y02    4.35          54   \n",
-      "214          214                Realme C30s    4.55          58   \n",
-      "802          802  Vivo Y02 (2GB RAM + 32GB)    4.50          53   \n",
-      "803          803                   Vivo Y02    4.35          54   \n",
-      "1344        1344                    TCL 501    4.25          55   \n",
-      "\n",
-      "                      No_of_sim       Ram            Battery      Display  \\\n",
-      "99    Dual Sim, 3G, 4G, VoLTE,   3 GB RAM  5000 mAh Battery   6.51 inches   \n",
-      "214   Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  5000 mAh Battery    6.5 inches   \n",
-      "802   Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  5000 mAh Battery   6.51 inches   \n",
-      "803   Dual Sim, 3G, 4G, VoLTE,   3 GB RAM  5000 mAh Battery   6.51 inches   \n",
-      "1344  Dual Sim, 3G, 4G, VoLTE,   2 GB RAM  3000 mAh Battery      6 inches   \n",
-      "\n",
-      "                                 Camera                   External_Memory  \\\n",
-      "99    8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
-      "214   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
-      "802   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
-      "803   8 MP Rear &amp; 5 MP Front Camera  Memory Card Supported, upto 1 TB   \n",
-      "1344  5 MP Rear &amp; 2 MP Front Camera             Memory Card Supported   \n",
-      "\n",
-      "     Android_version  Price company  Inbuilt_memory       fast_charging  \\\n",
-      "99                12  9,999    Vivo   32 GB inbuilt   10W Fast Charging   \n",
-      "214               12  6,950  Realme   32 GB inbuilt   10W Fast Charging   \n",
-      "802               12  8,999    Vivo   32 GB inbuilt   10W Fast Charging   \n",
-      "803               12  8,489    Vivo   32 GB inbuilt   10W Fast Charging   \n",
-      "1344              14  7,990     TCL   32 GB inbuilt   10W Fast Charging   \n",
-      "\n",
-      "                                 Screen_resolution             Processor  \\\n",
-      "99     720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
-      "214    720 x 1600 px Display with Water Drop Notch             Octa Core   \n",
-      "802    720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
-      "803    720 x 1600 px Display with Water Drop Notch   Octa Core Processor   \n",
-      "1344                         540 x 1092 px Display             Octa Core   \n",
-      "\n",
-      "      Processor_name  \n",
-      "99             Helio  \n",
-      "214   Unisoc SC9863A  \n",
-      "802            Helio  \n",
-      "803            Helio  \n",
-      "1344       Helio G36  \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.scatter(cleaned_df[\"company\"].str.lower(), cleaned_df[\"Spec_score\"])\n",
-    "plt.xlabel(\"Фирма\")\n",
-    "plt.ylabel(\"Оценка характеристик\")\n",
-    "plt.xticks(rotation=45)\n",
-    "plt.title(\"Диаграмма рассеивания перед чисткой\")\n",
-    "plt.show()\n",
-    "\n",
-    "Q1 = cleaned_df[\"Spec_score\"].quantile(0.25)\n",
-    "Q3 = cleaned_df[\"Spec_score\"].quantile(0.75)\n",
-    "\n",
-    "IQR = Q3 - Q1\n",
-    "\n",
-    "threshold = 1.5 * IQR\n",
-    "lower_bound = Q1 - threshold\n",
-    "upper_bound = Q3 + threshold\n",
-    "\n",
-    "outliers = (cleaned_df[\"Spec_score\"] < lower_bound) | (\n",
-    "    cleaned_df[\"Spec_score\"] > upper_bound\n",
-    ")\n",
-    "\n",
-    "print(\"Выбросы в датасете:\")\n",
-    "print(cleaned_df[outliers])\n",
-    "\n",
-    "median_score = cleaned_df[\"Spec_score\"].median()\n",
-    "cleaned_df.loc[outliers, \"Spec_score\"] = median_score\n",
-    "\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.scatter(cleaned_df[\"company\"].str.lower(), cleaned_df[\"Spec_score\"])\n",
-    "plt.xlabel(\"Фирма\")\n",
-    "plt.ylabel(\"Оценка характеристик\")\n",
-    "plt.xticks(rotation=45)\n",
-    "plt.title(\"Диаграмма рассеивания после чистки\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Разбиваем на выборки."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Размер обучающей выборки: 489\n",
-      "Размер контрольной выборки: 164\n",
-      "Размер тестовой выборки: 164\n",
-      "\n",
-      "Распределение оценки характеристик в обучающей выборке:\n",
-      "Spec_score\n",
-      "75    48\n",
-      "86    35\n",
-      "80    34\n",
-      "84    32\n",
-      "85    23\n",
-      "78    23\n",
-      "83    23\n",
-      "77    19\n",
-      "79    19\n",
-      "82    18\n",
-      "89    17\n",
-      "88    17\n",
-      "71    16\n",
-      "73    15\n",
-      "72    13\n",
-      "74    13\n",
-      "87    12\n",
-      "69    11\n",
-      "76    10\n",
-      "81    10\n",
-      "67     9\n",
-      "90     9\n",
-      "70     8\n",
-      "68     8\n",
-      "91     8\n",
-      "64     7\n",
-      "93     7\n",
-      "92     6\n",
-      "66     5\n",
-      "94     4\n",
-      "63     4\n",
-      "96     2\n",
-      "95     1\n",
-      "65     1\n",
-      "60     1\n",
-      "61     1\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в контрольной выборке:\n",
-      "Spec_score\n",
-      "75    18\n",
-      "81    12\n",
-      "74    11\n",
-      "79     9\n",
-      "82     9\n",
-      "85     9\n",
-      "84     8\n",
-      "86     8\n",
-      "76     7\n",
-      "78     7\n",
-      "77     7\n",
-      "83     6\n",
-      "89     5\n",
-      "71     5\n",
-      "72     5\n",
-      "80     4\n",
-      "70     4\n",
-      "88     3\n",
-      "68     3\n",
-      "65     3\n",
-      "73     3\n",
-      "67     2\n",
-      "87     2\n",
-      "63     2\n",
-      "95     2\n",
-      "93     2\n",
-      "90     2\n",
-      "94     1\n",
-      "66     1\n",
-      "92     1\n",
-      "69     1\n",
-      "98     1\n",
-      "61     1\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в тестовой выборке:\n",
-      "Spec_score\n",
-      "75    15\n",
-      "84    13\n",
-      "76    11\n",
-      "82    10\n",
-      "81     9\n",
-      "80     9\n",
-      "77     8\n",
-      "83     8\n",
-      "86     7\n",
-      "89     6\n",
-      "78     6\n",
-      "79     6\n",
-      "87     5\n",
-      "71     5\n",
-      "74     5\n",
-      "85     5\n",
-      "70     4\n",
-      "94     3\n",
-      "72     3\n",
-      "73     3\n",
-      "66     3\n",
-      "91     3\n",
-      "88     3\n",
-      "92     3\n",
-      "93     2\n",
-      "96     1\n",
-      "64     1\n",
-      "90     1\n",
-      "67     1\n",
-      "62     1\n",
-      "65     1\n",
-      "68     1\n",
-      "95     1\n",
-      "69     1\n",
-      "Name: count, dtype: int64\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "train_df, test_df = train_test_split(cleaned_df, test_size=0.2, random_state=42)\n",
-    "\n",
-    "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n",
-    "\n",
-    "print(\"Размер обучающей выборки:\", len(train_df))\n",
-    "print(\"Размер контрольной выборки:\", len(val_df))\n",
-    "print(\"Размер тестовой выборки:\", len(test_df))\n",
-    "\n",
-    "print()\n",
-    "\n",
-    "\n",
-    "def check_balance(df, name):\n",
-    "    counts = df[\"Spec_score\"].value_counts()\n",
-    "    print(f\"Распределение оценки характеристик в {name}:\")\n",
-    "    print(counts)\n",
-    "    print()\n",
-    "\n",
-    "\n",
-    "check_balance(train_df, \"обучающей выборке\")\n",
-    "check_balance(val_df, \"контрольной выборке\")\n",
-    "check_balance(test_df, \"тестовой выборке\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Оверсемплинг и андерсемплинг"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Оверсэмплинг:\n",
-      "Распределение оценки характеристик в обучающей выборке:\n",
-      "Spec_score\n",
-      "85    48\n",
-      "78    48\n",
-      "75    48\n",
-      "82    48\n",
-      "64    48\n",
-      "73    48\n",
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-      "92    48\n",
-      "96    48\n",
-      "65    48\n",
-      "60    48\n",
-      "61    48\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в контрольной выборке:\n",
-      "Spec_score\n",
-      "75    18\n",
-      "94    18\n",
-      "72    18\n",
-      "82    18\n",
-      "70    18\n",
-      "74    18\n",
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-      "65    18\n",
-      "63    18\n",
-      "93    18\n",
-      "61    18\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в тестовой выборке:\n",
-      "Spec_score\n",
-      "80    15\n",
-      "94    15\n",
-      "82    15\n",
-      "77    15\n",
-      "75    15\n",
-      "79    15\n",
-      "96    15\n",
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-      "70    15\n",
-      "65    15\n",
-      "68    15\n",
-      "95    15\n",
-      "69    15\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Андерсэмплинг:\n",
-      "Распределение оценки характеристик в обучающей выборке:\n",
-      "Spec_score\n",
-      "60    1\n",
-      "61    1\n",
-      "63    1\n",
-      "64    1\n",
-      "65    1\n",
-      "66    1\n",
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-      "94    1\n",
-      "95    1\n",
-      "96    1\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в контрольной выборке:\n",
-      "Spec_score\n",
-      "61    1\n",
-      "63    1\n",
-      "65    1\n",
-      "66    1\n",
-      "67    1\n",
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-      "94    1\n",
-      "95    1\n",
-      "98    1\n",
-      "Name: count, dtype: int64\n",
-      "\n",
-      "Распределение оценки характеристик в тестовой выборке:\n",
-      "Spec_score\n",
-      "62    1\n",
-      "64    1\n",
-      "65    1\n",
-      "66    1\n",
-      "67    1\n",
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-      "94    1\n",
-      "95    1\n",
-      "96    1\n",
-      "Name: count, dtype: int64\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "from imblearn.over_sampling import RandomOverSampler\n",
-    "from imblearn.under_sampling import RandomUnderSampler\n",
-    "\n",
-    "def oversample(df, target_column):\n",
-    "    X = df.drop(target_column, axis=1)\n",
-    "    y = df[target_column]\n",
-    "\n",
-    "    oversampler = RandomOverSampler(random_state=42)\n",
-    "    x_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
-    "\n",
-    "    resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n",
-    "    return resampled_df\n",
-    "\n",
-    "\n",
-    "def undersample(df, target_column):\n",
-    "    X = df.drop(target_column, axis=1)\n",
-    "    y = df[target_column]\n",
-    "\n",
-    "    undersampler = RandomUnderSampler(random_state=42)\n",
-    "    x_resampled, y_resampled = undersampler.fit_resample(X, y)\n",
-    "\n",
-    "    resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n",
-    "    return resampled_df\n",
-    "\n",
-    "train_df_oversampled = oversample(train_df, \"Spec_score\")\n",
-    "val_df_oversampled = oversample(val_df, \"Spec_score\")\n",
-    "test_df_oversampled = oversample(test_df, \"Spec_score\")\n",
-    "\n",
-    "train_df_undersampled = undersample(train_df, \"Spec_score\")\n",
-    "val_df_undersampled = undersample(val_df, \"Spec_score\")\n",
-    "test_df_undersampled = undersample(test_df, \"Spec_score\")\n",
-    "\n",
-    "print(\"Оверсэмплинг:\")\n",
-    "check_balance(train_df_oversampled, \"обучающей выборке\")\n",
-    "check_balance(val_df_oversampled, \"контрольной выборке\")\n",
-    "check_balance(test_df_oversampled, \"тестовой выборке\")\n",
-    "\n",
-    "print(\"Андерсэмплинг:\")\n",
-    "check_balance(train_df_undersampled, \"обучающей выборке\")\n",
-    "check_balance(val_df_undersampled, \"контрольной выборке\")\n",
-    "check_balance(test_df_undersampled, \"тестовой выборке\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Начнем анализировать датасет №19.\n",
-    "\n",
-    "Ссылка на исходные данные: https://www.kaggle.com/datasets/surajjha101/forbes-billionaires-data-preprocessed\n",
-    "\n",
-    "**Общее описание**: «Миллиардеры мира» — это ежегодный рейтинг документально подтвержденного состояния богатейших миллиардеров мира, который составляется и публикуется ежегодно в марте американским деловым журналом Forbes. Список был впервые опубликован в марте 1987 года. Общий собственный капитал каждого человека в списке оценивается и указывается в долларах США на основе их документально подтвержденных активов, а также с учетом долга и других факторов. Члены королевской семьи и диктаторы, чье богатство обусловлено их положением, исключены из этих списков. Этот рейтинг представляет собой индекс самых богатых задокументированных людей, исключая любой рейтинг тех, кто обладает богатством, которое невозможно полностью установить.\n",
-    "\n",
-    "**Проблемная область**: Анализ состояния, возраста и источников богатства самых богатых людей в мире.\n",
-    "\n",
-    "**Объекты наблюдения**: Богатейшие люди мира, представленные в датасете.\n",
-    "\n",
-    "**Связи между объектами**: можно выявить следующие связи:\n",
-    "- Между возрастом и состоянием\n",
-    "- Между страной проживания и источником дохода\n",
-    "- Между отраслью бизнеса и уровнем благосостояния.\n",
-    "\n",
-    "**Бизнес цели**:\n",
-    "- ***Понять факторы успеха:***: Исследовать, какие факторы (возраст, страна, источник дохода) влияют на высокие состояния. Это может помочь новым предпринимателям и стартапам учиться на опыте успешных людей.\n",
-    "- ***Анализ тенденций богатства***: Понимание как источники богатства меняются со временем и как это связано с экономическими условиями в разных странах. Это непременно поможет инвесторам и аналитикам определить, какие секторы могут быть наиболее перспективными для инвестиций в будущем.  \n",
-    "\n",
-    "**Цели технического проекта**:\n",
-    "1. ***Исследование факторов успеха***: Входные данные - данные о богатейших людях (возраст, чистая стоимость, индустрия); целевой признак - выявление факторов, способствующих накоплению состояния.\n",
-    "2. ***Анализ тенденций богатства***: Входные данные - данные о богатейших людях (возраст, страна, источник богатства); целевой признак - наличие зависимости между источником богатства и страной."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "df = pd.read_csv(\"../data/Forbes-Billionaires.csv\")\n",
-    "print(df.columns)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Атрибуты:\n",
-    "- Ранг (Rank),\n",
-    "- Имя (Name),\n",
-    "- Общая стоимость (Networth),\n",
-    "- Возраст (Age),\n",
-    "- Страна (Country),\n",
-    "- Источник дохода(Source),\n",
-    "- Индустрия (Industry)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Посмотрим на связи."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "\n",
-    "\n",
-    "# Связь между возрастом и состоянием\n",
-    "\n",
-    "plt.subplot(2, 2, 1)\n",
-    "\n",
-    "sns.scatterplot(data=df, x=\"Age\", y=\"Networth\")\n",
-    "\n",
-    "plt.title(\"Связь между возрастом и состоянием\")\n",
-    "\n",
-    "plt.xlabel(\"Возраст\")\n",
-    "\n",
-    "plt.ylabel(\"Состояние (млрд)\")\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "\n",
-    "# Связь между страной проживания и состоянием (топ-10 стран)\n",
-    "\n",
-    "plt.subplot(2, 2, 2)\n",
-    "\n",
-    "top_countries = df[\"Country\"].value_counts().index[:10]\n",
-    "\n",
-    "sns.boxplot(data=df[df[\"Country\"].isin(top_countries)], x=\"Country\", y=\"Networth\")\n",
-    "\n",
-    "plt.title(\"Связь между страной проживания и состоянием\")\n",
-    "\n",
-    "plt.xticks(rotation=90)\n",
-    "\n",
-    "plt.xlabel(\"Страна\")\n",
-    "\n",
-    "plt.ylabel(\"Состояние (млрд)\")\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "\n",
-    "# Связь между источником дохода и состоянием (топ-10 источников дохода)\n",
-    "\n",
-    "plt.subplot(2, 2, 3)\n",
-    "\n",
-    "top_sources = df[\"Source\"].value_counts().index[:10]\n",
-    "\n",
-    "sns.boxplot(data=df[df[\"Source\"].isin(top_sources)], x=\"Source\", y=\"Networth\")\n",
-    "\n",
-    "plt.title(\"Связь между источником дохода и состоянием\")\n",
-    "\n",
-    "plt.xticks(rotation=90)\n",
-    "\n",
-    "plt.xlabel(\"Источник дохода\")\n",
-    "\n",
-    "plt.ylabel(\"Состояние (млрд)\")\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# Связь между отраслью и состоянием (топ-10 отраслей)\n",
-    "\n",
-    "plt.subplot(2, 2, 4)\n",
-    "\n",
-    "top_industries = df[\"Industry\"].value_counts().index[:10]\n",
-    "\n",
-    "sns.boxplot(data=df[df[\"Industry\"].isin(top_industries)], x=\"Industry\", y=\"Networth\")\n",
-    "\n",
-    "plt.title(\"Связь между отраслью и состоянием\")\n",
-    "\n",
-    "plt.xticks(rotation=90)\n",
-    "\n",
-    "plt.xlabel(\"Отрасль\")\n",
-    "\n",
-    "plt.ylabel(\"Состояние (млрд)\")\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Перейдем к выявлению выбросов."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Пустые значения по столбцам:\n",
-      "Rank        0\n",
-      "Name        0\n",
-      "Networth    0\n",
-      "Age         0\n",
-      "Country     0\n",
-      "Source      0\n",
-      "Industry    0\n",
-      "dtype: int64\n",
-      "\n",
-      "Количество дубликатов: 0\n",
-      "\n",
-      "Статистический обзор данных:\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Rank</th>\n",
-       "      <th>Networth</th>\n",
-       "      <th>Age</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>2600.000000</td>\n",
-       "      <td>2600.000000</td>\n",
-       "      <td>2600.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>1269.570769</td>\n",
-       "      <td>4.860750</td>\n",
-       "      <td>64.271923</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>728.146364</td>\n",
-       "      <td>10.659671</td>\n",
-       "      <td>13.220607</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>637.000000</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>55.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>1292.000000</td>\n",
-       "      <td>2.400000</td>\n",
-       "      <td>64.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>1929.000000</td>\n",
-       "      <td>4.500000</td>\n",
-       "      <td>74.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>2578.000000</td>\n",
-       "      <td>219.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "             Rank      Networth          Age\n",
-       "count  2600.000000  2600.000000  2600.000000\n",
-       "mean   1269.570769     4.860750    64.271923\n",
-       "std     728.146364    10.659671    13.220607\n",
-       "min       1.000000     1.000000    19.000000\n",
-       "25%     637.000000     1.500000    55.000000\n",
-       "50%    1292.000000     2.400000    64.000000\n",
-       "75%    1929.000000     4.500000    74.000000\n",
-       "max    2578.000000   219.000000   100.000000"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "null_values = df.isnull().sum()\n",
-    "print(\"Пустые значения по столбцам:\")\n",
-    "print(null_values)\n",
-    "\n",
-    "duplicates = df.duplicated().sum()\n",
-    "print(f\"\\nКоличество дубликатов: {duplicates}\")\n",
-    "\n",
-    "print(\"\\nСтатистический обзор данных:\")\n",
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Пропущенных данных не найдено.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x500 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Размер данных до удаления выбросов:  (2600, 7)\n"
-     ]
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n",
-    "\n",
-    "sns.boxplot(data=df, x=\"Networth\", ax=axs[0])\n",
-    "axs[0].set_title(\"Выбросы по состоянию\")\n",
-    "\n",
-    "sns.boxplot(data=df, x=\"Age\", ax=axs[1])\n",
-    "axs[1].set_title(\"Выбросы по возрасту\")\n",
-    "\n",
-    "plt.show()\n",
-    "print(\"Размер данных до удаления выбросов: \", df.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Выбросов в данном случае не видно, данные в районе допустимых значений"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Гистограмма распределения чистой стоимости\n",
-    "plt.figure(figsize=(12, 6))\n",
-    "sns.histplot(df[\"Networth\"], bins=10, kde=True)\n",
-    "plt.title(\"Гистограмма распределения чистой стоимости\")\n",
-    "plt.xlabel(\"Чистая стоимость (в миллиардах долларов)\")\n",
-    "plt.ylabel(\"Частота\")\n",
-    "plt.grid(True)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Распределение чистой стоимости имеет ярко выраженное смещение: большая часть значений сосредоточена в нижнем диапазоне, с небольшим количеством высоких значений. Это указывает на преобладание людей с относительно низкой чистой стоимостью, тогда как у немногих (например, миллиардеров) чистая стоимость крайне высока."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# 1. Столбчатая диаграмма по странам\n",
-    "\n",
-    "plt.figure(figsize=(12, 6))\n",
-    "\n",
-    "sns.countplot(data=df, x=\"Country\", order=df[\"Country\"].value_counts().index)\n",
-    "\n",
-    "plt.title(\"Количество людей по странам\")\n",
-    "\n",
-    "plt.xlabel(\"Страна\")\n",
-    "\n",
-    "plt.ylabel(\"Количество\")\n",
-    "\n",
-    "plt.xticks(rotation=45)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# 2. Столбчатая диаграмма по отраслям\n",
-    "\n",
-    "plt.figure(figsize=(12, 6))\n",
-    "\n",
-    "sns.countplot(data=df, x=\"Industry\", order=df[\"Industry\"].value_counts().index)\n",
-    "\n",
-    "plt.title(\"Количество людей по отраслям\")\n",
-    "\n",
-    "plt.xlabel(\"Отрасль\")\n",
-    "\n",
-    "plt.ylabel(\"Количество\")\n",
-    "\n",
-    "plt.xticks(rotation=45)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# 3. Гистограмма для анализа возраста\n",
-    "\n",
-    "plt.figure(figsize=(10, 5))\n",
-    "\n",
-    "sns.histplot(df[\"Age\"], bins=30, kde=True)\n",
-    "\n",
-    "plt.title(\"Распределение возраста\")\n",
-    "\n",
-    "plt.xlabel(\"Возраст\")\n",
-    "\n",
-    "plt.ylabel(\"Частота\")\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Графики демонстрируют разнообразие стран и отраслей, представленных в наборе данных, что указывает на охват данных по множеству регионов и различных сфер деятельности."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Разбиваем набор данных на обучающую, контрольную и тестовую выборки"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "((1560, 6), (520, 6), (520, 6))"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from sklearn.model_selection import train_test_split\n",
-    "\n",
-    "# Разделим набор данных на признаки (X) и целевой признак (y)\n",
-    "X = df.drop(columns=[\"Networth\"])\n",
-    "y = df[\"Networth\"]\n",
-    "\n",
-    "# Разделение на обучающую, контрольную и тестовую выборки\n",
-    "X_train, X_temp, y_train, y_temp = train_test_split(\n",
-    "    X, y, test_size=0.4, random_state=42\n",
-    ")\n",
-    "X_val, X_test, y_val, y_test = train_test_split(\n",
-    "    X_temp, y_temp, test_size=0.5, random_state=42\n",
-    ")\n",
-    "\n",
-    "# Проверка размера выборок\n",
-    "(X_train.shape, X_val.shape, X_test.shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(count    1560.000000\n",
-       " mean        5.208173\n",
-       " std        12.653032\n",
-       " min         1.000000\n",
-       " 25%         1.500000\n",
-       " 50%         2.400000\n",
-       " 75%         4.300000\n",
-       " max       219.000000\n",
-       " Name: Networth, dtype: float64,\n",
-       " count    520.000000\n",
-       " mean       4.443654\n",
-       " std        7.267615\n",
-       " min        1.000000\n",
-       " 25%        1.500000\n",
-       " 50%        2.400000\n",
-       " 75%        4.825000\n",
-       " max       91.400000\n",
-       " Name: Networth, dtype: float64,\n",
-       " count    520.000000\n",
-       " mean       4.235577\n",
-       " std        5.861496\n",
-       " min        1.000000\n",
-       " 25%        1.600000\n",
-       " 50%        2.500000\n",
-       " 75%        4.500000\n",
-       " max       60.000000\n",
-       " Name: Networth, dtype: float64)"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Проверка распределения целевого признака по выборкам\n",
-    "train_dist = y_train.describe()\n",
-    "val_dist = y_val.describe()\n",
-    "test_dist = y_test.describe()\n",
-    "\n",
-    "train_dist, val_dist, test_dist"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ImportError",
-     "evalue": "cannot import name 'SMOTEREG' from 'imblearn.over_sampling' (c:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\imblearn\\over_sampling\\__init__.py)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mimblearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mover_sampling\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SMOTEREG\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mimblearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01munder_sampling\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RandomUnderSampler\n\u001b[0;32m      4\u001b[0m oversampler \u001b[38;5;241m=\u001b[39m SMOTEREG(random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m12\u001b[39m)\n",
-      "\u001b[1;31mImportError\u001b[0m: cannot import name 'SMOTEREG' from 'imblearn.over_sampling' (c:\\Users\\bocchanskyy\\source\\repos\\MAI_PIbd-33_Volkov_NA\\.venv\\Lib\\site-packages\\imblearn\\over_sampling\\__init__.py)"
-     ]
-    }
-   ],
-   "source": [
-    "from imblearn.over_sampling import RandomOverSampler\n",
-    "from imblearn.under_sampling import RandomUnderSampler\n",
-    "\n",
-    "oversampler = RandomOverSampler(random_state=12)\n",
-    "X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n",
-    "\n",
-    "undersampler = RandomUnderSampler(random_state=12)\n",
-    "X_train_under, y_train_under = undersampler.fit_resample(X_train, y_train)\n",
-    "\n",
-    "print(\"Размеры после oversampling:\", X_train_over.shape, y_train_over.shape)\n",
-    "print(\"Размеры после undersampling:\", X_train_under.shape, y_train_under.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Размеры после oversampling: (13910, 10047) (13910,)\n",
-    "Размеры после undersampling: (13065, 10047) (13065,)"
-   ]
-  }
- ],
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-  "kernelspec": {
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-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
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-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
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- "nbformat": 4,
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+    "nbformat_minor": 2
+}
\ No newline at end of file