commit 2d2a94d9b9af2de49d939b054bcb964d6c4f4581
Author: Дмитрий Богданов <stud179103@vyatsu.ru>
Date:   Fri May 16 13:32:48 2025 +0300

    работа

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..5e0643a
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+.venv/
+.ipynb_checkpoints/
\ No newline at end of file
diff --git a/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb
new file mode 100644
index 0000000..cc4ca4f
--- /dev/null
+++ b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb
@@ -0,0 +1,1270 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c033731f-63ff-45a1-9466-15886f15ae09",
+   "metadata": {},
+   "source": [
+    "Тест"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "bf32d476-0486-4477-aab4-e86965882fdf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "test1 = 3\n",
+    "test2 = 2\n",
+    "print(test1 + test2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8757d814-8118-4250-9fe6-8d4c847f4791",
+   "metadata": {},
+   "source": [
+    "Часть 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6e2f0daf-10fe-4892-8438-7a10f5cc05bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0    Анна       21     89\n",
+      "1   Борис       22     76\n",
+      "2  Виктор       23     95\n",
+      "3  Галина       24     82\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы\n",
+      "count   4.000000   4.000000\n",
+      "mean   22.500000  85.500000\n",
+      "std     1.290994   8.266398\n",
+      "min    21.000000  76.000000\n",
+      "25%    21.750000  80.500000\n",
+      "50%    22.500000  85.500000\n",
+      "75%    23.250000  90.500000\n",
+      "max    24.000000  95.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b801627-8797-4b4d-8f3d-c3ea9911e1bf",
+   "metadata": {},
+   "source": [
+    "Часть 3, изменено"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f9b40974-e401-451a-8dcb-3aa296931280",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0    Анна       21     89\n",
+      "1   Борис       22     76\n",
+      "2  Виктор       23     95\n",
+      "3  Галина       24     82\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы\n",
+      "count   4.000000   4.000000\n",
+      "mean   22.500000  85.500000\n",
+      "std     1.290994   8.266398\n",
+      "min    21.000000  76.000000\n",
+      "25%    21.750000  80.500000\n",
+      "50%    22.500000  85.500000\n",
+      "75%    23.250000  90.500000\n",
+      "max    24.000000  95.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы\n",
+       "0    Анна       21     89\n",
+       "1   Борис       22     76\n",
+       "2  Виктор       23     95\n",
+       "3  Галина       24     82"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9ee10d5f-ba28-45bd-9766-89491bb8d9a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "      <th>Новый столбец</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "      <td>97.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "      <td>83.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "      <td>104.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "      <td>90.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы  Новый столбец\n",
+       "0    Анна       21     89           97.9\n",
+       "1   Борис       22     76           83.6\n",
+       "2  Виктор       23     95          104.5\n",
+       "3  Галина       24     82           90.2"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "841cffd3-b0f4-4d76-918e-822044d8cda1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"4\" halign=\"left\">Баллы</th>\n",
+       "      <th>Возраст</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sum</th>\n",
+       "      <th>max</th>\n",
+       "      <th>min</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Баллы</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>76.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>76</td>\n",
+       "      <td>76</td>\n",
+       "      <td>22.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>82</td>\n",
+       "      <td>82</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>21.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>95.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>95</td>\n",
+       "      <td>95</td>\n",
+       "      <td>23.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Баллы             Возраст\n",
+       "       mean sum max min    mean\n",
+       "Баллы                          \n",
+       "76     76.0  76  76  76    22.0\n",
+       "82     82.0  82  82  82    24.0\n",
+       "89     89.0  89  89  89    21.0\n",
+       "95     95.0  95  95  95    23.0"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "\n",
+    "grouped_df = df.groupby(\"Баллы\").agg({\n",
+    "    \"Баллы\": [\"mean\", \"sum\", \"max\", \"min\"],\n",
+    "    \"Возраст\": \"mean\"\n",
+    "})\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "grouped_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "c7b256e1-c871-4131-bd8d-a0608a18ec28",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "      <th>Новый столбец</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "      <td>97.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "      <td>83.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "      <td>104.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "      <td>90.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы  Новый столбец\n",
+       "0    Анна       21     89           97.9\n",
+       "1   Борис       22     76           83.6\n",
+       "2  Виктор       23     95          104.5\n",
+       "3  Галина       24     82           90.2"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "df[df[\"Возраст\"] > 21]\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fabc986b-9e8a-4fad-82cf-7e0d22e2d485",
+   "metadata": {},
+   "source": [
+    "Часть 3, часть 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "5a137f99-a29a-4c32-8727-8fe71e93f82f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "0bff7510-f22b-4335-9596-1ff30cb0f806",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([3.        , 3.02040816, 3.04081633, 3.06122449, 3.08163265,\n",
+       "       3.10204082, 3.12244898, 3.14285714, 3.16326531, 3.18367347,\n",
+       "       3.20408163, 3.2244898 , 3.24489796, 3.26530612, 3.28571429,\n",
+       "       3.30612245, 3.32653061, 3.34693878, 3.36734694, 3.3877551 ,\n",
+       "       3.40816327, 3.42857143, 3.44897959, 3.46938776, 3.48979592,\n",
+       "       3.51020408, 3.53061224, 3.55102041, 3.57142857, 3.59183673,\n",
+       "       3.6122449 , 3.63265306, 3.65306122, 3.67346939, 3.69387755,\n",
+       "       3.71428571, 3.73469388, 3.75510204, 3.7755102 , 3.79591837,\n",
+       "       3.81632653, 3.83673469, 3.85714286, 3.87755102, 3.89795918,\n",
+       "       3.91836735, 3.93877551, 3.95918367, 3.97959184, 4.        ])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.linspace(3, 4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "01af748b-1dee-483d-be1d-39d9d39e2daf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1.063095687089255"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.random.randn()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6120edc2-d49b-42a8-bf34-606f0b465c63",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "np.int64(11)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.dot(arr2[0], arr2[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39a7b707-93dd-4586-958f-b4bfa5e23d9c",
+   "metadata": {},
+   "source": [
+    "Matplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "03295aee-25dd-48b0-a88e-2182a1213171",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, y, label='sin(x)')\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График синуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "264e7d30-72b9-4b2f-8d49-79df44406e84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, y, label='sin(x)', color='green')\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График синуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f8a4b3e5-6281-4d26-9021-3336319097dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, np.sin(x), label='sin(x)', color='yellow')\n",
+    "plt.plot(x, np.cos(x), label='cos(x)', color='green') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"Два графика\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cbf8dfa9-b3f4-4c09-a268-712f18d62733",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.bar(x, np.sin(x), label='sin(x)', color='purple')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b80643f9-dba3-45d2-a3ba-d13579fda896",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.scatter(x, np.sin(x), label='sin(x)', color='orange')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bd42a32b-4bfd-4acc-9974-1b8bd4c55dcc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.hist(np.sin(x), bins=30, label='sin(x)', color='red', edgecolor='black')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "8f6279a5-850e-41ef-9920-75b3c9083302",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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likyYMEGaN28uQUFBEhMTI1OnThWXy+Xex8fHx+Py5ptvltnu5MmTS+0fFxdXTWcFAAC8nb+Tbz59+nSZM2eOLFy4UFq1aiXbtm2TwYMHS2hoqLz44otmn6ysrBLH/Od//qcMHTpUevXqVW7b2t66devc6/7+jp4qAADwIo6mgk2bNklycrJ069bNrEdFRcmyZcskPT3dvU9YWFiJYz755BN5+OGHJTo6uty2NfBcfSwAAIDjU2AJCQmSlpYm+/btM+u7du2SjRs3SlJSksf9jx8/Lp9//rkZAbqW/fv3S0REhAlK/fv3l8OHD5e5b35+vuTk5JRYAABA7eXoCNC4ceNM2ND6HD8/P1MTlJKSYgKLJzpVVr9+fXniiSfKbTc+Pl4WLFggLVu2NFNoU6ZMkQceeED27Nljjr9aamqq2QcAANjBx1W84riaLV++XMaOHWsKmrVmZ+fOnTJ69GiZMWOGDBw4sNT+GpQeffRRmTlz5nW9z9mzZ6VZs2amXU+jRzoCpEsRDWWRkZGSnZ0tISEhN3h2AACgOun3t9YRV+T729ERIA0/OgrUt29fs966dWvJzMw0IzJXB6Cvv/5avv/+e1mxYsV1v0+DBg0kNjZWDhw44HF7QECAWQAAgB0crQG6ePGi+PqW7IJOhRUWFpbad968edK+fXtp27btdb/P+fPnJSMjQ8LDw2+qvwAAoHZwNAB1797d1PxoYfOhQ4dk9erVZpqqZ8+epYa0Vq1aJcOGDfPYTmJiosyaNcu9/vLLL8uGDRtMm3qlmbanwapfv35Vfk4AAMD7OToFprU8eiPEUaNGyYkTJ8xVWyNGjJCJEyeWqhXSUqWyAoyO7pw6dcq9fuTIEbPv6dOn5bbbbpOOHTvKli1bzM8AAACOFkHXhiIqAABQ876/eRYYAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALDODT0KQx9g6uPjU+b2K1eu3EyfAAAAvC8A6UNLAQAArApAycnJJdb//Oc/y86dO+WnP/2p9O7du7L6BgAA4J01QNOnTzdPXl+zZo0MHTpUpkyZUjk9AwAA8NYAtHDhQnnvvfckPT1dPvnkE5k/f37l9AwAAMBbA9DRo0fl/vvvNz/rnz/++GNl9AsAAMB7A5Be8eXv//9Kifz8/KSwsLAy+gUAAOBdRdA/+9nP3JfB5+bmSvfu3aVu3bricrkqu38AAADeEYAef/zxMq8IK74NAADAG/m4GLYpJScnR0JDQyU7O1tCQkKc7g4AAKjk72//G32D8hAaAACAN7uhANSgQQOPj8LQwSR9nUdhAACAWheA1IcffigNGzas3N4AAAB4cwD6xS9+Ibfffnvl9gYAAMCbA9DevXvl9OnTEhwcLGFhYeYyeAAAgFp9I8TExERp1aqVNG/e3ISg1q1byx//+MfK7R0AAIC3jAAdPHjQFDxfunTJXBGmj8PQZ4FNmDBBLl++LGPHjq38ngIAAHjjfYAWL14sv/3tb2X//v1Sk3EfIAAAap4qvw9QWfr27WumxQAAALxZpd8IsUWLFjfTHwAAgCrHjRABAIB1uBEiAACwDjdCBAAA1uFGiAAAwDqO3ghRa4X03kHaRlBQkMTExMjUqVNNLVGRQYMGmbqi4kvXrl2v2fbs2bMlKipKAgMDJT4+3tynCAAAwPEbIU6fPl3mzJkjCxcuNGFq27ZtMnjwYHMN/4svvujeTwPP/Pnz3esBAQHltrtixQoZM2aMvPPOOyb8vPXWW9KlSxf5/vvvmbYDAADO3gjxsccekyZNmsi8efPcr/Xq1cuMBi1ZssQ9AnT27Fn5+OOPK9wPDT0///nPZdasWWa9sLBQIiMj5YUXXpBx48Zd83huhAgAQM1zPd/fNzwFVtaNEHX0paISEhIkLS1N9u3bZ9Z37dolGzdulKSkpBL7rV+/3ozctGzZUkaOHGlqj8pSUFAg27dvl06dOrlf8/X1NeubN2/2eEx+fr75Syu+AACA2qtS7wRdp04dueeeeyq8v47GaNiIi4sTPz8/UxOUkpIi/fv3LzH99cQTT5g6oYyMDHnttddMQNIwo8dc7dSpU6YdHVkqTte/++47j/1ITU2VKVOmXNe5AgAAywKQBgwteF65cqUcPnzYjLoU9z//8z8VakePX7p0qXzwwQemBmjnzp0yevRoiYiIkIEDB7pHlYpooXWbNm1MsbSOCmkhdmUYP368qRkqoqFMp8wAAEDtdENTYDpaMmPGDOnTp4+ZZ9PwoKM0OtU0efLkCrejxdI6CqQhR8PNM888I//yL/9iRmTKEh0dLY0bN5YDBw543K7bdGTo+PHjJV7Xdb1c3xMtqta5wuILAACovW4oAOmozbvvviu//vWvxd/fX/r16yfvvfeeTJw4UbZs2VLhdi5evGhCU3EaXrRouSxHjhwxNUDh4eEet+v9iNq3b29qi4poe7reoUOHCvcNAADUXjcUgI4dO2ZGbFS9evXMKFDRVV2ff/55hdvp3r27qfnRYw4dOiSrV682I0s9e/Y028+fP29GiTRU6XYNMcnJyeaBq3pZexGdCiu64kvpiJQGNL28/ttvvzWF0xcuXDCX2AMAANxQDdCdd94pWVlZ0rRpU1OP85e//MUUP2/duvWa9+gpbubMmebeQaNGjZITJ06Y2p8RI0aYkaSi0aDdu3ebIKOXwuv2zp07m5slFn8fLY7W4uciOjV38uRJ046GtXbt2smaNWtKFUYDAAA73dB9gLRuR+tk9Iosvez96aefNndd1oJoreH53e9+JzUZ9wECAKB2f39Xyo0QdYpq06ZNctddd5lprZqOAAQAQM1TrTdC1Gmvzz77zExh6ZsCAADUqhogrfn55ptvpFGjRmZ97dq10q1bN1OPo1dz/f73v5dly5bJU089VVX9BQAAuGnXNQKkl6DrTRCLvPnmm+YSeC1QPnPmjClgfuONN26+VwAAAFXopqbA9BJzfcCoXq2lI0D6c0UfhAoAAFAjA5CO/DRs2NC9fuutt8q5c+cqo18AAADeEYB8fHzMcvVrAAAAtbYIWq+YHzRokPsmhHl5efLcc89JcHCwWc/Pz6+aXgIAADgVgIqe0F5Eb4B4tQEDBtx8rwAAALwlAM2fP7/qegIAAFBNbvpGiAAAADUNAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6jgagK1euyIQJE6R58+YSFBQkMTExMnXqVHG5XGb7pUuX5NVXX5XWrVtLcHCwREREyIABA+To0aPltjt58mTx8fEpscTFxVXTWQEAAG/n7+SbT58+XebMmSMLFy6UVq1aybZt22Tw4MESGhoqL774oly8eFF27NhhQlLbtm3lzJkz8tJLL0mPHj3MvuXR9tatW+de9/d39FQBAIAXcTQVbNq0SZKTk6Vbt25mPSoqSpYtWybp6elmXYPQ2rVrSxwza9Ysue++++Tw4cPStGnTMtvWwBMWFlbFZwAAAGoiR6fAEhISJC0tTfbt22fWd+3aJRs3bpSkpKQyj8nOzjZTWg0aNCi37f3795sps+joaOnfv78JTGXJz8+XnJycEgsAAKi9HB0BGjdunAkbWp/j5+dnaoJSUlJMYPEkLy/P1AT169dPQkJCymw3Pj5eFixYIC1btpSsrCyZMmWKPPDAA7Jnzx6pX79+qf1TU1PNPgAAwA4+rqKKYwcsX75cxo4dK2+++aap2dm5c6eMHj1aZsyYIQMHDiyxrxZE9+rVS44cOSLr168vNwBd7ezZs9KsWTPT7tChQz2OAOlSRENZZGSkGW26nvcBAADO0e9vLZ+pyPe3oyNAGn50FKhv375mXa/2yszMNCMyxQOQhp/evXubbX/961+vO5TodFlsbKwcOHDA4/aAgACzAAAAOzhaA6RXefn6luyCToUVFhaWCj9a06NXdTVq1Oi63+f8+fOSkZEh4eHhldJvAABQszkagLp3725qfj7//HM5dOiQrF692kxT9ezZ0x1+nnzySXPJ+9KlS02N0LFjx8xSUFDgbicxMdFcHVbk5Zdflg0bNpg29UozbU+DldYOAQAAODoFNnPmTHOPn1GjRsmJEyfMVVsjRoyQiRMnmu0//vijfPrpp+bndu3alTj2yy+/lIceesj8rKM7p06dcm/TOiENO6dPn5bbbrtNOnbsKFu2bDE/AwAAOFoEXRuKqAAAQM37/uZZYAAAwDo8HwIA4PG+a+XdQBbO0CcgBAYGOt2NWoEABAAoRcPP8OHDne4GrjJ37lxzWxfcPAIQAMDjSIN+2dZ0ev84vdr49ddfNzfErenKewYmrg8BCABQik6z1KaRBg0/tel8cPMoggYAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALCOv9MdAIDa6Pjx45Kdne10N6yXmZlZ4k84KzQ0VJo0aSLewMflcrmc7oS3ycnJMf+R9JdXSEiI090BUAPDz9PPDJBLBflOdwXwKnXqBsiSxYuqLARdz/c3I0AAUMn0l6+Gn9zoX0phYKjT3QG8gm9etsg/NpjPhzeMAhGAAKCKaPgpDG7sdDcAeEARNAAAsA4BCAAAWIcABAAArONoALpy5YpMmDBBmjdvLkFBQRITEyNTp06V4hem6c8TJ06U8PBws0+nTp1k//7912x79uzZEhUVJYGBgRIfHy/p6elVfDYAAKCmcDQATZ8+XebMmSOzZs2Sb7/91qy/8cYbMnPmTPc+uv7222/LO++8I3/7298kODhYunTpInl5eWW2u2LFChkzZoxMmjRJduzYIW3btjXHnDhxoprODAAAeDNHA9CmTZskOTlZunXrZkZrnnzySencubN7tEZHf9566y35zW9+Y/Zr06aNLFq0SI4ePSoff/xxme3OmDFDnn32WRk8eLDcfffdJjzdcsst8v7773vcPz8/39w7oPgCAABqL0cDUEJCgqSlpcm+ffvM+q5du2Tjxo2SlJRk1g8ePCjHjh0z015F9AZHOqW1efNmj20WFBTI9u3bSxzj6+tr1ss6JjU11bRbtERGRlbymQIAAG/i6H2Axo0bZ0Zb4uLixM/Pz9QEpaSkSP/+/c12DT/q6hsm6XrRtqudOnXKtOPpmO+++87jMePHjzdTZkW0T4QgAABqL0cD0MqVK2Xp0qXywQcfSKtWrWTnzp0yevRoiYiIkIEDB1ZbPwICAswCAADs4GgAGjt2rBkF6tu3r1lv3bq1eWCdTklpAAoLC3M/V0evAiui6+3atfPYZuPGjc1oku5TnK4XtQcAAOzmaA3QxYsXTX1OcRpeCgsLzc96ebyGFq0TKj49pVeDdejQwWObdevWlfbt25c4RtvT9bKOAQAAdnF0BKh79+6m5qdp06ZmCuybb74xV3ANGTLEbPfx8TFTYtOmTZO77rrLBCK9b5BOkT3++OPudhITE6Vnz57y/PPPm3Wt59ERpHvvvVfuu+8+cyXZhQsXzFVhAAAAjgYgvd+PBppRo0aZe/RosBkxYoS58WGRV155xYSX4cOHy9mzZ6Vjx46yZs0ac4PDIhkZGab4uUifPn3k5MmTph0tltbpMj3GG54+CwAAnOfjKn7bZbin2fRy+OzsbAkJCXG6OwBqGL21h/6j7cLdPXgaPPD/+V44JcF7P5W5c+dKbGysOP39zbPAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1HH0UBgDUZr65Z53uAuA1fL3s80AAAoAqEnTwK6e7AKAMBCAAqCK5zR+UwqAGTncD8JoRoCAv+kcBAQgAqoiGHx6GCngniqABAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwjqMBKCoqSnx8fEot//zP/yyHDh3yuE2XVatWldnmoEGDSu3ftWvXaj0vAADg3fydfPOtW7fKlStX3Ot79uyRRx99VJ566imJjIyUrKysEvvPnTtX3nzzTUlKSiq3XQ088+fPd68HBARUQe8BAEBN5WgAuu2220qs/+53v5OYmBj55S9/aUZuwsLCSmxfvXq19O7dW+rVq1duuxp4rj62PPn5+WYpkpOTU+FjAaAsvnnZTncB8Bq+XvZ5cDQAFVdQUCBLliyRMWPGmPBzte3bt8vOnTtl9uzZ12xr/fr1cvvtt8utt94qjzzyiEybNk0aNWpU5v6pqakyZcqUmz4HAFChoaFSp26AyD82ON0VwKvUqRtgPh/ewMflcrnEC6xcuVL+6Z/+SQ4fPiwRERGlto8aNcoEm71795bbzvLly+WWW26R5s2bS0ZGhrz22mtmxGjz5s3i5+dX4REgnYLLzs6WkJCQSjg7ALY5fvy4+R0CZ2VmZkpKSoq8/vrr0qxZM6e7Y73Q0FBp0qRJlbWv39/6HhX5/vaaEaB58+aZ2h5P4Sc3N1c++OADmTBhwjXb6du3r/vn1q1bS5s2bcy0moanxMTEMqfMqBMCUJn0l3xV/qLH9dHwExsb63Q34EV8vSWhr1u3ToYNG+Zx+4cffigXL16UAQMGXHfb0dHR0rhxYzlw4EAl9BQAANQGXhGA9Iotrdnp1q1bmaNDPXr0KFU0XRFHjhyR06dPS3h4eCX0FAAA1AaOB6DCwkITgAYOHCj+/qVn5HTk5quvvipzdCguLs5cHabOnz8vY8eOlS1btpj7CKWlpUlycrK0aNFCunTpUuXnAgAAagbHA5BOfWnh85AhQzxuf//99+XOO++Uzp07e9z+/fffuwsNtch59+7dZrRI53qHDh0q7du3l6+//poaHwAA4D1F0BpsyrsQ7V//9V/NUpbixwYFBckXX3xR6X0EAAC1i+MjQAAAANWNAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACs4+90BwAA3icvL08OHz4sNV1mZmaJP2u6pk2bSmBgoNPdqBUIQACAUjT8DB8+XGqLlJQUqQ3mzp0rsbGxTnejViAAAQA8jjToly28778LKgcBCABQik6zMNKA2owiaAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADW4WnwHrhcLvNnTk6O010BAAAVVPS9XfQ9Xh4CkAfnzp0zf0ZGRjrdFQAAcAPf46GhoeXu4+OqSEyyTGFhoRw9elTq168vPj4+TncH1fAvBg27P/zwg4SEhDjdHQCViM+3XVwulwk/ERER4utbfpUPI0Ae6F/anXfe6XQ3UM30lyO/IIHaic+3PUKvMfJThCJoAABgHQIQAACwDgEI1gsICJBJkyaZPwHULny+URaKoAEAgHUYAQIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIFht8+bN4ufnJ926dXO6KwAq0aBBg8yd/IuWRo0aSdeuXWX37t1Odw1eggAEq82bN09eeOEF+eqrr8zjTwDUHhp4srKyzJKWlib+/v7y2GOPOd0teAkCEKx1/vx5WbFihYwcOdKMAC1YsMDpLgGoRHrvn7CwMLO0a9dOxo0bZ54JdvLkSae7Bi9AAIK1Vq5cKXFxcdKyZUt5+umn5f333zcP0gNQO//Bs2TJEmnRooWZDgN4GCqsnv7S4FM0VJ6dnS0bNmyQhx56yOmuAagE//Ef/yH16tUzP1+4cEHCw8PNa9d6SjjswP8FsNL3338v6enp0q9fP7OutQF9+vQxoQhA7fDwww/Lzp07zaKf9y5dukhSUpJkZmY63TV4AUaAYCUNOpcvX5aIiAj3azr9pTUDs2bNktDQUEf7B+DmBQcHmymvIu+99575bL/77rsybdo0R/sG5zECBOto8Fm0aJH84Q9/cP/rUJddu3aZQLRs2TKnuwigCujl8Dr9lZub63RX4AUYAYJ1tAbgzJkzMnTo0FIjPb169TKjQ88995xj/QNQOfLz8+XYsWPmZ/3M6+iuFkN3797d6a7BCzACBOtowOnUqZPHaS4NQNu2beNmaUAtsGbNGlP4rEt8fLxs3bpVVq1axYUOMHxcXPcLAAAswwgQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQhAlRo0aJA8/vjjJV47efKk/PSnPzWPJ8jOznasbwDsRQACUK00/DzyyCMSFBQkf/nLXzw+kw0AqhoBCEC1OXXqlCQmJkpAQICsXbvWHX5mzJghrVu3luDgYImMjJRRo0aZp3ar9evXi4+PT5lLkY0bN8oDDzxggpW28eKLL8qFCxfc26Oiokod+/LLL7u3z5kzR2JiYqRu3brSsmVLWbx4cYm+6/66T1JSknmP6Oho+fDDD93bDx06ZPbZuXOn+7UJEyaY19566y33a9999508+uij5tyL+tGgQYNK/7sGUD4CEIBqcfr0aenUqZP4+/ub8FP8S9/X11fefvtt+e///m9ZuHCh/PWvf5VXXnnFbEtISJCsrCyzfPTRR+a1onVdVEZGhnTt2lV69eolu3fvlhUrVphA9Pzzz5fow29/+9sSx06aNMm8vnr1annppZfk17/+tezZs0dGjBghgwcPli+//LLE8Rpo9D127dol/fv3l759+8q3337r8XyPHDligo+GpeKGDBkily5dkv/6r/8yfSgejgBUI30aPABUlYEDB7oefPBBV7t27Vx16tRx3X///a7Lly+Xe8yqVatcjRo1KvX6l19+6fL0a2vo0KGu4cOHl3jt66+/dvn6+rpyc3PNerNmzVx//OMfPb5fQkKC69lnny3x2lNPPeX61a9+5V7X933uuedK7BMfH+8aOXKk+fngwYNmn2+++casDxgwwPTr6vcNCgpyLV261L0+f/58V2hoaLl/HwAqHyNAAKrcV199JYWFhWZ66MCBA/LGG2+U2L5u3TozNXbHHXdI/fr15ZlnnjEjRhcvXqxQ+zois2DBAqlXr5576dKli3nPgwcPXvN4HcX5xS9+UeI1Xb96dKdDhw6l1j2NAO3YscOMKk2dOrXUtubNm5ttFT03AFXDv4raBQA3rZdJS0uTxo0by5/+9Cd5+umnpVu3btKmTRtTO/PYY4/JyJEjJSUlRRo2bGimr4YOHSoFBQVyyy23XLN9rRfSaSut+7la06ZNpbrpVJrWF4WHh5faNm/ePBk4cKAJejo9dvnyZQkMDKz2PgK2YwQIQJXTAmcNP+qpp56SJ554QgYMGGACzvbt281IzR/+8Ae5//77JTY2Vo4ePXpd7d9zzz2yd+9eadGiRalFi5qv5Sc/+YmpySlO1+++++4Sr23ZsqXUuh5b3Keffir79u0rUWBdnJ5jjx495N5775VvvvnG1CUBqH6MAAGodrNnzzb3AZoyZYr07t3bFAXPnDlTunfvboLHO++8c13tvfrqqyZYaNHzsGHDzNVkGoi02HrWrFnXPH7s2LGmHz/72c9MofZnn30mf/7zn83UXHGrVq0ywaVjx46ydOlSSU9PNyM6xen0np5LWSNXWsit03Ua/HR06vbbb7+ucwVQORgBAlDtdJrr3XfflenTp0teXp65DF5/1lCkwSI1NfW62tOptA0bNpiRF70UXoPMxIkTJSIiokLH640a/+3f/k1+//vfS6tWreTf//3fZf78+fLQQw+V2E8D2/Lly837LVq0SJYtW1ZqlEhHnXSKyxPtnwa0Dz74wJGpOQD/x0croYutAwA80Pv1aPHy1Xe1BlAzMQIEAACsQwACAADWoQgaACqAagGgdmEECAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAAAQ2/wvURTgvj3F7RcAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "fda61745-bc9b-4112-8ef3-9c4fac2f0751",
+   "metadata": {},
+   "outputs": [
+    {
+     "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",
+    "\n",
+    "df[\"Категория\"] = [1, 2, 6, 11] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.scatterplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "2eac5f2b-f14c-4f51-8de9-9808b7950e70",
+   "metadata": {},
+   "outputs": [
+    {
+     "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 1000x1000 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "df[\"Категория\"] = [1, 2, 6, 11] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.histplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "sns.pairplot(df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "9ee43629-88d4-4332-a459-b416539eeb8b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "sns.histplot(x=\"Возраст\", y=\"Баллы\", data=df)\n",
+    "\n",
+    "numeric_df = df.select_dtypes(include=['number'])\n",
+    "sns.heatmap(numeric_df.corr(), annot=True)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "3d37f39d-d5d8-4a2a-b2a0-621629ece250",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "4it [00:00, 88.64it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(range(100)):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "f7ef7138-b839-478f-a077-a68f6da7f3b7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "4it [00:00, 91.89it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(df.iterrows()):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "ce9e095f-8033-4ebf-9719-1cf7f529e59a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Загрузка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 92.20it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(range(100), desc='Загрузка'):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f32feeff-c86f-45d8-9049-1c93f319dde4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/.ipynb_checkpoints/week2_mytask-checkpoint.ipynb b/.ipynb_checkpoints/week2_mytask-checkpoint.ipynb
new file mode 100644
index 0000000..78e6095
--- /dev/null
+++ b/.ipynb_checkpoints/week2_mytask-checkpoint.ipynb
@@ -0,0 +1,231 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7c81eb20-59da-4375-9fea-c02c4b554e8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Информация о данных:\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1341 entries, 0 to 1340\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column       Non-Null Count  Dtype  \n",
+      "---  ------       --------------  -----  \n",
+      " 0   LOCATION     1341 non-null   object \n",
+      " 1   TIME         1341 non-null   int64  \n",
+      " 2   PC_HEALTHXP  1341 non-null   float64\n",
+      " 3   PC_GDP       1341 non-null   float64\n",
+      " 4   USD_CAP      1341 non-null   float64\n",
+      " 5   TOTAL_SPEND  1341 non-null   float64\n",
+      "dtypes: float64(4), int64(1), object(1)\n",
+      "memory usage: 63.0+ KB\n",
+      "None\n",
+      "\n",
+      "Описательная статистика:\n",
+      "              TIME  PC_HEALTHXP       PC_GDP      USD_CAP    TOTAL_SPEND\n",
+      "count  1341.000000  1341.000000  1341.000000  1341.000000    1341.000000\n",
+      "mean   2001.134228    16.632877     1.215524   338.278398   14439.322088\n",
+      "std      14.093659     6.613320     0.479568   226.158326   43259.358895\n",
+      "min    1970.000000     5.545000     0.207000     3.628000       5.810000\n",
+      "25%    1990.000000    11.849000     0.802000   144.592000     756.280000\n",
+      "50%    2004.000000    15.238000     1.187000   317.795000    2786.190000\n",
+      "75%    2013.000000    20.580000     1.524000   496.858000    8794.360000\n",
+      "max    2022.000000    40.239000     2.870000  1432.309000  475596.740000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Обработка стран: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 404.28it/s]\n"
+     ]
+    },
+    {
+     "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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2I4QQbmpdAa+q/ckw8rYgGiCMkbMB4D2AgEKRBRwvCEs71s1iR4pUwJuA/Czk7MCLh7wqPJk/FI4//nj1zEGYQMC1tyzA0+yuEnewQ+RFIucFtu1puuL8gYcJN4ngUPNLLZuAZ8/K/2sN2BZsDecEhBuEArYBD2ha2xZsN4QtrjPw4GEduFnviuMB76/9wQnsFXmqFjh/YVcQJjjfcG5B0MBDhryrjhwTPPSAhxkCC9cKbCPWY15H3TnPOgIeCiB/DwIbeXkYP8QRcrdwrbKPG4LGuqZC+L300kt6nCDGcK3pSpAHCrB/cO2wcvy6+jqMHDp7xAI8kYdyrYXX0S7QkPtqeaNdPWCAV7S1glP4fRxH5Ey7oj2vNiHdDcUdIX4Inkr/7Gc/a/H0EoUZzFL0KPgAbxyerlqJ+K1hFfLA02/8gw0RgXA9y7PgyusD8A+7K3bv3q1CB//oI7TpUMUdthlPr1H50PTMdCbcEzd+uGnEzUBrRWOw71DpEDeddk+Qq5sDhGPiRhI3HQi9swoLoBgAbohxU4QwKtxg2L03CLOCRwmFbdoDYbrwnKDCIUIjcVzNqnedAWFVAOGBnly2s0AMwGZaKzLSXtEEhMSZxwweWvOm3tPnj1WkAg8JIBAhHuHdRFVN06sA7wCWNY8/vB/WfLtNTJo0qYWtmOBGHR4reO7w4MXCEpmtgdBk3Jhj/2KcZuihp4+H3fsL7AUycA7iQQW8X2bIZ0cr4VoeV+t38MAGXi0IUjMCAfsUtPXgzMS+H2FXsC9U/rVEPGwLniyrQAswCyGZIITS3BcIb8a1AWIXD4YsG0ARFVzrLBCqCQ+z9V1zOSt00QLT7LaEMFx42iFe4OlHoSHYtd0jjWs2QktN752rc8ed6zC8n/bjb/cOunOtBbhO2teJoieuxB2OGbx2CNW2e3LN38f1zL5OQnwV5twR4odAUJmlra28AbMMtnWTg6furjw79u+7Cl+yl6F2B9xw4kk1PICewBKR5rhxg9KZ8v8IP8S+goi1l+S2gDcDy7iqrgZRhZsgC1QnhOcOlelwM47wHtzU4IWbW0zDPNxc2tcH0YubWNzodQSsDwIcYhE3anjy76q3nDvAawesyo5tYYnhjizbGeBdwb5C1UAzn6mj4AbVbBeB6n7w0kJsW20cPH3+wOMA7xnsAJ5A5FxB7Js5qahCiJtPU2xAKMNjDm8b8sss4D3Hy1VeVHvnBGivuh8EBdYNsdleqPWhHo+O4Go74Nkyc2PdAeGjOD/t1y8IE4g+eNg6AuwGecbm9xHGbYV/uho3/naVv+oKiDbYgDVOiAt4LBE2aa4TDyGwPyyvOsQprl1oU2Bu43//+1+NRjC973hggf6U8NLioQNEHnLj8LcdjAUi0xwfPuN6ZkUcePI63JlrrbsgXBl2joeMbf0+xm95N02w/6wHWoT4CvTcEeKHIG8AxQ2QP4YbSTxBxo2++bQX4GkyblDg6UHIHUIq8Q8lQlTgRcINHtaDf1iRh4NCE/iHHzdVeDptPaHuDAiFwZis5Pu2QpvwZNkExQYAxoyntMhzwTbjaTGewOLmBU+ycXOD3CZ3vUjIh8NNGm5UWntSjKIDKAUOcQrxhfBKjBWeFkzHjQBusvLz8zUPCTfz8LS0Bm6OsC4sC9EAQYYbCjxVxg0MbqDMMFjriTmmYZvNp904rlYjcogJd0BfLauwBMLJ4C1BMQ94BO03vbALa0y40cPTddzstVZkxBNgLPAWuypy0xEQQoV8RJSOx8MFhL4hF9IUCp48f3AzjRBPeO6sEGXksUFMYhnYihWehn2H5fAgAJ4QiAXkmkGMWd4z2BV68AGIKdMmcDzw+5iGAjrwFKLw0aOPPqreRRRcwnln9cNsC4wRub3tPRg41OPREU466SS9TmD/oYAHzmfc6EPA4DxtC4geiC28EMIKm0brFXzPKjKEkFnsIxxDeFPNfQo7sbxt8BqaNgARfPTRR+u2w4ZwnHAtssIKcb7A64PjhWOD44EcOnvunYV17KxxY5w4F60CQLgGIPQVD8bw0AYPfOCJQwgtIius7YEXGSHvGBceCiBSwGqFALtCCLgFvK14gASbxfUO64XYgzcW9ms+pMH+w3oh6HEe4UEErsV4aGF5rj15HXb3WtsZcD7geLnKT7SAFxvXQWwbzk9cq3GscF3AOYr9cagP0AjxKF6t1UkIcQurjcDSpUvbXA6l3G+88UYt8Y4WCShP/9133zUrv2+W6r799tsdQ4YMcYSEhDhSUlIcv/jFLxxbtmzR+Si/f9hhhzliY2N1XcOHD9d1myXRO9MKASW0zXLxrkpT43uuyu2bL6vEP9b14IMParlrlGNHaXuU/nZVYrwz5fhdzUf570ceeURLd+M3+/Tp45g8ebLjnnvu0RL74OKLL9ZS4SgHbuLqWGAZLIvvdHT7zbYSFihFjrHExcU1K4XubisElF3PzMzUVghWqXNzf9hbJmDsKKu+efPmLmuFgPXMnTu32XR3j/Enn3ziGDdunB4zbJ/dbj11/qAsPM6dtLS0Zu0pAMrlY1vQIsNi3759euzRjgP7fuzYsc3OB7MkfXsvC7RHmTVrliM+Pl7t4eyzz3bs3r272bnTkWPkar6njkdHWiG8//77eszCw8MdgwcP1vPOakVht38T2P+5556rxwD7FDaKVg0ffPBBi2tSey/rWFjnClpKoP0I1gk7wbaY7Q3A+vXrHSeccIK2s8Bxvfzyyx2rVq1q91qH5SdNmqRtAOyg9QHsFvaGFgO/+93vWlxfAGwL10HYeUJCguP88893tssB7733Xov2BgDtHXBsxo8f7zzvYXe4zqH1Btpz4DhgGYzFpKPXYXdaIXT0WtuZVgg4brt27Wq2rL3FBygvL9djjX//YEc4lmiRg3Ya9msjId4mAP/nWblICCHdA0Im8UJImD+Cp8SWF6U14FnE03GzCATChPCUHZ4OV1XjeivYR/BAW2Gm/mjz8CKgKiH/ae84OL+wP80ql3awz3E+4vX1119rTiZCdS0Pub+D7UcY8dq1a709FEJIOzDnjhBC/AwUpEA4qFnEgRBCCCH+D3PuCCE9FhQB6Gj/tp4I8r3aA5UNrT5YKFyA4gDIs5s4cWKzIhzEP0BJdrNCrR3YAmyCdBzkxZmN7Vvb71iOEEJ8HYZlEkKIn4CQMRRkQLEOhJohBJH4V1gm8T4MyySE+DJeDctEjDvyRcyXWY0NVaKuvvpq7U+Dp5GoIIeKTyY7duzQikyRkZFaOQtVjexlaXEhRpU6VPrDU35X+SuoCoZ/+NFnBk1VUTXLpCNjIYQQb4JrG65/aKlAYdcS5FRR2BFPCB08F+8tws66j6KwI6Rn4PWcu9GjR2tJYuu1YMEC5zyU60XPJDwdQ7ll9Ccym76iFC6EHUpwo4cQGoXi5sZs1opCA1gGT9lQshcNZFHm1+xXgnK+KGWNJpso847Sv9OnT5f9+/d3eCyEEEIIIYQQ0mvDMuG5Q+K/1bPKBD1e0NPltddecz4dQ08T5Bqg99MRRxyhDTnRdwRCC/2KAPqp3HLLLVpMAH1x8PdHH33U7IkT+jWh8aTVOwueOvSIsRrRNjY2Snp6uvZpQo+pjoyFEEIIIYQQQnp1QZVNmzZpyW6EQ06bNk0eeughbRSKJq5ounrCCSc4l0XIJuZZggrvY8eOdQo7AI8bmgWvW7dOCwpgGXMd1jLw4AF4/fBbaAxqERgYqN/Bd0FHxuKKmpoafVlANKKBKkI7W2uMTAghhBBCCPF/HA6HlJeXqxaC/ujx4g4eM4RRZmRkaEjmPffcIz/5yU/Uy7Z37171vMXHxzf7DoQc5gG8m8LOmm/Na2uZsrIyqaqqkuLiYg3vdLUMvHPWOtobiysgVLFNhBBCCCGEEOKKnTt3SlpamvR4cXfKKac4/x43bpyKvUGDBsmbb74pERER0tOBNxC5fBYI74S3D3mAsbGxOg0qHS949fCysKZDeJqRs61NDwoKUm+gvZgMpgMs35HpwcHBul5zOtaL5e1jbG26P28TPL0II0ZeJpbzh23yx+PUXduE91WrVmmUAMbvD9vU3nRuU+vbhM9W3rb1Wz19m/zxOPEawePEawSPU4APbBNeqBkyc+ZMiYmJEb8JyzSBZ2zkyJGyefNm7SmDG2nkxpkeM1SoTElJ0b/xbq9qaVWwNJexV7XEZ4grCEjsZLxcLWOuo72xuALVOfGyk5CQ4BR3pGeBkxTVUvv06aMXEdK7sewhLi6O9kB4fSAt4DWCmPAaQVzZA/BkupbXq2WaHDhwQLZs2SL9+/eXyZMnS0hIiHzxxRfO+Rs2bNDWB8jNA3hfs2ZNs6qWn332mQqnUaNGOZcx12EtY60D4Zb4LXMZKHV8tpbpyFhI7wAPAuBltp68kN4N7YGY0B6IHdoEMaE9EBPYAboGeBqvPjb4wx/+ID//+c81FBMVL9GKABt63nnn6VOuSy+9VMMaLU8XqldCTFkFTE466SQVcb/5zW/k0Ucf1fy3O+64Q/vRWR6zK6+8Uqtg3nzzzXLJJZfIl19+qWGfqKBpgd+48MILZcqUKTJ16lR54oknpKKiQi6++GKd35GxkN4DHggQYkF7ICa0B2KHNkFMaA+kq+3Bq567vLw8FXIoqHLOOedoFcnFixdr2wHw+OOPa6sDNAw/5phjNATy3XffdX4fQhANafEOofXrX/9aLrjgArn33nudywwZMkSFHLx1iHF+7LHH5O9//7tWzLQ499xz5S9/+Yv2x5swYYLmVKFNgllkpb2xkN4B4qPRINoe5016J7QHYkJ7IHZoE8SE9kBMYAcrV64Uv+pz19tAhU54AVFYhTl3PTc+GhdmeHkZL09oD8SE9kDs0CaICe2B2O1h/vz52mrNk9rAp3LuCCGEEEIIIYR0Doo7QgghhBBCCPEDGJbZjTAss+dj9U+x+peQ3g3tgZjQHogd2gQxoT0Quz0UFxdrzRGGZRLiRdDzkBAL2gMxoT0QO7QJYkJ7IF1tDxR3hLgBnritXr2ala6IQnsgJrQHYoc2QUxoD8QEdrBu3TrxNBR3hBBCCCGEEOIHUNwRQgghhBBCiB9AcUeImyARmhAL2gMxoT0QO7QJYkJ7ICaBgZ6XYqyW2Y2wWiYhhBBCCCGkq7QBPXeEuAGehZSUlOg7IbQHYkJ7IJ2xiUZHo+SW5MqafWv0HZ+Jf8JrBHFlD54m2ONrJMTPKxvl5OTIlClTJDiYp09vh/ZATGgPxF2byM7Plrk5cyWnIEeq66slPDhcMpMyZVbmLMlKzvLKmEnXwWsEsdvDpk2bxNPQsgghhBBCuhkIuzlL5khBZYGkx6VLVEiUVNRVyMo9K2Vn6U6ZffhsCjxCiNswLJMQQgghpBtB6CU8dhB2o5JHSWxYrAQFBuk7PmP6vJx5DNEkhLgNxR0hbhAQECARERH6TgjtgZjQHkhHbWJH6Q4NxYTHzj4Pn9Ni0yS7IFuXI/4DrxHEBHYQHh4unobijhA3SxiPHz+epYyJQnsgJrQH0lGbKK8p1xw7hGK6Iio0SudjOeI/8BpBTGAHY8eOFU9DcUeIGzQ2Nsr+/fv1nRDaAzGhPZCO2kRMWIwWT0GOnSsqait0PpYj/gOvEcQEdpCfny+ehuKOEDdPxK1bt/LCTBTaAzGhPZCO2sTAuIFaFROFU+xl8fE5ryxPspKydDniP/AaQUxgB7m5ueJpKO4IIYQQQrqRwIBAbXeQFJkk6/PXS2l1qdQ31us7PmP6zMyZuhwhhLgDrxqEEEIIId0M2hyg3cHE/hOlsKpQNhZu1PdJ/SexDQIhpNOwzx0hblY2iouLY6UrotAeiAntgbhrExBwGUkZWhUTxVOQY4dQTHrs/BNeI4gJ7CA2NlY8TYDDHuxNuoyysjI9qUtLS7vkYBJCCCGEEEJ6rzbgoyFC3Ex+zcvLYzI0UWgPxIT2QOzQJogJ7YGYwA527dolnobijhA34IWZmNAeiAntgdihTRAT2gMxgR3s3r1bPA3FHSGEEEIIIYT4ARR3hBBCCCGEEOIHUNwR4gaBgYGSnJys74TQHogJ7YHYoU0QE9oDMYEdJCYmiqdhtcxuhNUyCSGEEEIIIYDVMgnxgeTXLVu2MBmaKLQHYkJ7IHZoE8SE9kBMYAdbt24VT0NxR4ibJ2J+fj4vzEShPRAT2gOxQ5sgJrQHYgI7KCwsFE9DcUcIIYQQQgghfgDFHSGEEEIIIYT4ARR3hLhZ2SgtLY2VrohCeyAmtAdihzZBTGgPxAR2kJqaKp6G1TK7EVbLJIQQQgghhABWyyTEyzQ0NEh2dra+E0J7ICa0B2KHNkFMaA/EBHawYcMG8TQUd4S4ARzdeLpChzcBtAdiQnsgdmgTxIT2QExgB/DceRqKO0IIIYQQQgjxAyjuCCGEEEIIIcQPoLgjxM3KRkOHDmWlK6LQHogJ7YHYoU0QE9oDMYEdDB48WDwNq2V2I6yWSQghhBBCCAGslkmID1Q2WrVqFStdEYX2QExoD8QObYKY0B6ICexgzZo14mko7ghxAzi6q6qqWOmKKLQHYkJ7IHZoE8SE9kBMYAfV1dXiaSjuCCGEEEIIIcQPoLgjhBBCCCGEED8g2NsDIKQnERQUJJmZmfpOCO2BmNAeSFfYRKOjUXaU7pDymnKJCYuRgXEDJTCAz+Z7IrxGEBPYwYgRI8TTUNwR4gYBAQESHx/v7WEQH4H2QExoD8TTNpGdny1zc+ZKTkGOVNdXS3hwuGQmZcqszFmSlZzl0bGSrofXCNId9sBHP4S4QX19vSxdulTfCaE9EBPaA/GkTUDYzVkyR1buWSlJkUmSkZih7/iM6ZhPeha8RhAT2MHy5cvF01DcEeImLGFMTGgPxIT2QDxhEwjFhMeuoLJARiWPktiwWAkKDNJ3fMb0eTnzdDnSs+A1gpg0Nnr+HKa4I4QQQgjxIZBjh1DM9Lh0Dd0ywee02DTJLsjW5QghxITijhBCCCHEh0DxFOTYRYVEuZwfFRql87EcIYSYUNwR4mZlo3HjxrHSFVFoD8SE9kA8ZROoioniKRV1FS7nV9RW6HwsR3oOvEYQE9jB6NGjxdNQ3BHiJqGhod4eAvEhaA/EhPZAPGETaHeAqpg7S3eKw+FoNg+f88ryJCspS5cjPQteI0hX2wPFHSFuJkIvW7aMCdFEoT0QE9oD8ZRNoI8d2h2gOub6/PVSWl0q9Y31+o7PmD4zcyb73fUweI0gJrCDlStXiqfhVYEQQgghxMdAH7vZh8+Wif0nSmFVoWws3Kjvk/pP0unsc0cIcQWbmBNCCCGE+CAQcBlJGVoVE8VTkGOHUEx67AghrUFxRwghhBDio0DIDY4f7O1hEEJ6CAEOe6Yu6TLKysokLi5OSktLJTY21tvDIZ0ApwtipFHhyN57iPQ+aA/EhPZA7NAmiAntgdjtobi4WBITEz2qDejXJ8RNamtrvT0E4kPQHogJ7YHYoU0QE9oD6Wp7oLgjxA3wxG316tWsdEUU2gMxoT34P42ORsktyZU1+9boOz63BW2CmNAeiAnsYN26deJpmHNHCCGEENIO2fnZMjdnruQU5Eh1fbU2EUcvOrQsYOVKQoivQHFHCCGEENKOsJuzZI4UVBZIely6RIVESUVdhazcs1IbjbM1ASHEV2BYJiFugkRoQixoD8SE9uB/IPQSHjsIu1HJoyQ2LFaCAoP0HZ8xfV7OvFZDNGkTxIT2QEwCAz0vxVgtsxthtUxCCCGkZ4Hcuju/ulOSIpNU0NkprS7V5uL3/uxetiwghHhdG9BzR4gb4FlISUmJvhNCeyAmtAf/BM3DkWOHUExXRIVG6XwsZ4c2QUxoD8SVPXgaijtC3KxslJOTw0pXRKE9EBPag38SExajxVOQY+eKitoKnY/l7NAmiAntgZjADjZt2iSehuKOEEIIIaQVBsYN1KqYKJxi97jgc15ZnmQlZelyhBDibSjuCCGEEEJaITAgUNsdIOduff56zbGrb6zXd3zG9JmZM3U5QgjxNrwSEeIGAQEBEhERoe+E0B6ICe3Bf0GbA7Q7mNh/ohZP2Vi4Ud8n9Z/UZhsE2gQxoT0QE9hBeHi4eBpWy+xGWC2TEEII6bmg3cGO0h1aPAU5dgjFpMeOENJZWC2TEC/T2Ngo+/fv13dCaA/EhPbg/0DIod3B2H5j9b09YUebICa0B2ICO8jPzxdPQ3FHiJsn4tatW3lhJgrtgZjQHogd2gQxoT0QE9hBbm6ueBqKO0IIIYQQQgjxAyjuCCGEEEIIIcQPCPb2AAjpaZWNkPjKSlcE0B6ICe3Bv+lMMRXaBDGhPRAT2EFXFFhktcxuhNUyCSGEkJ5Hdn62zM2ZKzkFOVJdXy3hweHa2Bz971prg0AIIe3BapmE+EDya15eHpOhiUJ7ICa0B/8VdnOWzJGVe1Zqw/KMxAx9x2dMx/zWoE0QE9oDMYEd7Nq1SzyNz4i7hx9+WN2T119/vXNadXW1XH311ZKYmCjR0dFy1llnyb59+5p9b8eOHTJjxgyJjIyUvn37yk033ST19fXNlvn6669l0qRJEhYWJsOHD5dXXnmlxe8/88wzMnjwYG0mePjhh8v333/fbH5HxkL8H16YiQntgZjQHvwzFBMeu4LKAhmVPEpiw2IlKDBI3/EZ0+flzNPlXH6fNkEMaA/EBHawe/du8Utxt3TpUnn++edl3LhxzabfcMMN8sEHH8hbb70l8+fP1x1w5plnOuc3NDSosKutrZVFixbJP//5TxVud955p3OZbdu26TI/+9nP5IcfflDxeNlll8knn3ziXOaNN96Q3//+93LXXXfJihUrZPz48TJ9+nTtRdLRsRBCCCHEv0COHUIx0+PSW+RJ4XNabJpkF2TrcoQQ4gt4vaDKgQMH5Pzzz5cXX3xR7r//fud0xJ7+4x//kNdee02OO+44nfbyyy9LVlaWLF68WI444gj59NNPZf369fL5559Lv379ZMKECXLffffJLbfcInfffbeEhobKc889J0OGDJHHHntM14HvL1iwQB5//HEVcOCvf/2rXH755XLxxRfrZ3zno48+kpdeekluvfXWDo3FFTU1Nfoy42oBPIuWdzEwMFBfUO/mkxxrOgSsmRbZ2vSgoCD9h8butcR0gOU7Mj04OFjXa07HerG8fYytTff3bTLX5S/b5I/HqTu2yfqe9fKHbWpvOrep9W0C9vX09G3yx+PkzjaVVZdpjl10cLQEOA6KO4c4RAJEYkJiZG/5XimtLJX66HpeI7hNvEZwmzq8Tfbv+I24Q6gjPGsnnHBCM3G3fPlyqaur0+kWmZmZMnDgQPnuu+9UUOF97NixKuwsINh+97vfybp162TixIm6jLkOaxkr/BNeP/zWbbfd5pyPg4Tv4LsdHYsrHnroIbnnnntaTF+5cqVERUXp38nJyTJs2DD1MJpd6tPS0vS1ceNGFZcWQ4cO1fDTtWvXSlVVVbPxxMfH67pNo4Y3FCJ32bJlzcYwZcoU3fbVq1c3M7jDDjtMfy8nJ8c5PSIiQr2ZBQUF2nzTAgmgELjwYiLMwMKftwlhwBgjxuQv2+SPx6k7twnfw8UZ7/6yTf54nLpjm/AgEeuzrg/+sE3+eJzc2aaovlFaPCWlKkWiA6Kd0/eE75GqoCpJr0yX1JBUKdpSJMt2LOM1gtvEawS3ya1tMr/jF9UyX3/9dXnggQc0LBO5bj/96U/V+/bEE0+olwyeNNPzBaZOnaohlo888ohcccUVsn379mYhlpWVlSqcPv74YznllFNk5MiRuh5TvGEeBCWWLS4ulgEDBmhY57Rp05zL3HzzzRp+uWTJkg6NpaOeu/T0dCksLHRWxOFTD24Tt4nbxG3iNnGbfHOb4J17dNGjsmrPKslKynKGZjp+/G9D/gaZkDJBfj/t99oWoSdskz8eJ24Tt6mnblNZWZnW8/BktUyvee527twp1113nXz22Wcq7PwRFHDByw6MDy8TyzjsWEbQ0en29XZmOozR1fTWxuju9J68TQAPFPD0zZzfk7fJH49Td20TLvx4umfZgz9sU0emc5tcT7fbgz9sU1vTe8s2od3BztKdsq5gnebYRYVGSUVtheSV5WnVzDOyzpDQkFCXY+c14tDG7m/bxGtE29N72zbBHhAR5jcFVRDqiIIlqGJpiR14yubMmaN/I9QSLteSkpJm30OFypSUFP0b7/aKldbn9paBOoarNikpSQ+Iq2XMdbQ3FtI7wIkIN735NIf0XmgPxIT24J+gj93sw2fLxP4TpbCqUDYWbtT3Sf0n6fS2+tzRJogJ7YGYwA4QzedpvOa5O/7442XNmjXNpiH0ETGqKIiC8MWQkBD54osvtO0A2LBhgypcK3wS7wjrhEhEvCuAJxDCbdSoUc5lEIZpgmWsdSDudfLkyfo7M2fOdO5sfL7mmmv0M+a3NxZCCCGE+CcQcBlJGVoVs7ymXGLCYmRg3EANxWwLtEioqquSdfvXSVxkXIe+QwghPVLcxcTEyJgxY5pNQ64c4k6t6Zdeeqm2KEhISFDBdu2116qYsgqYnHTSSSrifvOb38ijjz4qe/fulTvuuEOLtFjhkFdeeaU8/fTTmkN3ySWXyJdffilvvvmmVsO0wG9ceOGFmqCJPDrk/FVUVDirZyLpsr2xEEIIIcR/gSgbHD+4w8ujufm87HnSp6iPzN87X0KCQyQzKVPDPNvy9hFCSI+ultkWaFeAeFd4y1CYBFUun332Wed8hFN++OGHWh0TQgviECLt3nvvdS6DuGYIOfSpe/LJJ7XSzd///ndnGwRw7rnnqpsc/fEgEFHU5X//+1+zKpztjYX0DmADsKHW8vFI74L2QExoD8QUdnOWzJHCykKZFD1JRsSMkAP1B2TlnpWav9deOCfxT3iNICawg9TUVPGrapm9DVTEgRfQkxVxCCGEEOI7IBTz4QUPq5AblTyqWfNz3HKtz1+v+Xq3HH0LQzQJ6eWUdYE24FWFEDdA6drs7OwW5XdJ74T2QExoDwQgLy+nIEfS49IlUAIlpTrF2QAdQg8VN7MLsnW5tgRibkmurNm3Rt/xmfR8eI0gJrAD1PDoVWGZhPgaeOqKpyt0eBNAeyAmtAcCUHClur5aokKi9HNkQ2Sz+WilsKt8ly7XWkjn3Jy5KhCxHjRRZ66ef8BrBDGBHcBz52ko7gghhBBCPAQqaUKQVdRVSFxoXIv56JGH+ViutVy9gsoC9fxBIGI9zNUjhHRpWCb6vaEoyW233SZFRUU6bcWKFbJr167OrI4QQgghxC9AuwN42iDG7B4afEbz86ykLF3OBKGX8NhB2CFXLzYsVoICg/QdnzF9Xs68ZiGaDN8khByy52716tVywgknaPJfbm6uXH755doe4N1339W+b//617/cXSUhPQZUNho6dCgrXRGF9kBMaA8EoEgKQigh7tYXrJfA6ECpa6xTDxyEXVJkkszMnNmimIqZq2cWYXGVq4eWDAzf7HnwGkFMYAeDB3e8vUpHcdu60Ovtoosukk2bNkl4eLhz+qmnnirffPONp8dHiM+diH379uWFmSi0B2JCeyAWEFcIoZzQf4JsrtksG4s2SmFVoVbJbC200p6rZwe5epiP5azwTYRrQixmJGboOz5jOuYT34PXCGICO0hOThave+6WLl0qzz//fIvpAwYM0B5xhPh7ZaO1a9fKmDFjtM8i6d3QHogJ7YGYQMAN7zNclqxcIjFpMRIXEaehmK21PzBz9RCK2VquHkTe62tfd4ZvWl4+K3wTrRYQvpmRlMFWCz4GrxHEbg9r1qwRT+P2WR8WFuayssvGjRu7RH0S4ksgX6KqqoqVrohCeyAmtAdiJ0ACJLghWEYnj9ZQyrbEVkdz9UBHwzeJb8FrBDGBHVRXV4vXxd3pp58u9957r9TV1TkvJMi1u+WWW+Sss87y+AAJIYQQQnpLrh7CK+F9K60ulfrGen3HZytXDx68joZvEkJ6H26Lu8cee0wOHDigMcN4+nDsscfK8OHDJSYmRh544IGuGSUhhBBCSC/J1ZvYf6Lm6G0sbJmrZ4ZvuqKtVguEEP/H7Zw7VMn87LPPZMGCBVo5E0Jv0qRJWkGTEH8HMfKZmZmMlScK7YGY0B6IJ2wCAg75cgirhPcNIs3M1bPCN1E8xcy5M8M3IQbtrRaI9+E1gpjADkaMGCGeJsDBwN9uA7mKEMelpaUSG9syWZoQQgghpD3MZufIsUMoJjx2VqsFNjsnpPdqA7c9d3PmzGlz/uzZsw9lPIT4NPX19bJy5UqZOHGiBAe7ffoQP4P2QExoD6S7bMIK37T63O0q36WhmPDYIS+Pws434TWC2O1h+fLl4mnctqzrr79eIiMjNefO7vRDaADFHekNpWsJsaA9EBPaA+kum2gvfJP4JrxGEJPGxkbxNG5fAW6//XZtuoccu8WLF8u2bducr61bt3p8gIQQQgghpCUQcmixMLbf2HZbLRBCegduXwXuu+8+yc7OltraWsnIyNAKmTU1NV0zOkIIIYQQQgghXV9QZcWKFfKHP/xBNm3apCLvggsu6OyqegUsqOI/DUgjIiJaNI8lvQ/aAzGhPRA7tAliQnsgdnvYt2+f9O/f36PawG1xh/YHdt577z3585//rOU8uyIx0F+guOv54HRBvDzK1/LCTGgPxIT2QOzQJogJ7YHY7aG4uFgSExO9Wy1zwoQJapCWJjT//uGHHzwyKEJ8FVyUly1bJlOmTGGlK0J7IM2gPRA7tAliQnsgdntA9VRP47ZloXAKIYQQQgghhBDfwm1xN2jQoK4ZCSGEEEIIIYSQ7hN377//fpvzTz/99M6PhhBCCCGEEEJI9xRUQY8755eNfDvrM5sztg4LqvR8mAxNTGgPxIT2QOzQJogJ7YF0R0GVwM50UrdekZGRsnnzZudnCjvSG0CPR0IsaA/EhPZA7NAmiAntgXS1Pbgt7gjpzeABBtqB8EEGAbQHYkJ7IHZoE8SE9kBMYAfr1q0TT8M6rIQQQggh3Uijo1F2lO6Q8ppyiQmLkYFxAyUwgM/bCSFeEHfIG7NAvPCBAweaTWMuGSGEEEKIa7Lzs2VuzlzJKciR6vpqCQ8Ol8ykTJmVOUuykrO8PTxCSG8Td/Hx8c4kUCQCTpw40fk3C6qQ3gASoQmxoD0QE9oDacsmIOzmLJkjBZUFkh6XLlEhUVJRVyEr96yUnaU7Zfbhsynw/BxeI0hrhSq9Vi1z/vz5bc4/9thjD3VMfgurZRJCCCG9NxTz4QUPq5AblTyqWbVE3Iqtz18vk/pPkluOvoUhmoT0Esq6QBu47bmjeCO9GfwDjBMQJyLLGBPaAzGhPZC2bAI5dgjFhMfObh/4nBabJtkF2brc4PjBXhsz6Tp4jSB2eygpKRFP06lHQ99++638+te/liOPPFJ27dql01599VVZsGCBp8dHiE+BsOOcnByGHxOF9kBMaA+kLZtA8RTk2CEU0xVRoVE6H8sR/4TXCGICO9i0aZN4Xdy98847Mn36dImIiJAVK1ZITU2NTseTiAcffNDjAySEEEII6emgKiaKpyDHzhUVtRU6H8sRQki3ibv7779fnnvuOXnxxRclJCTEOf2oo45SsUcIIYQQQpqDdgeoionCKfZyB/icV5YnWUlZuhwhhHSbuNuwYYMcc8wxLaYjfrgr4kYJ8SUQIw+vNWPlCaA9EBPaA2nLJlAkBe0OkiKTtHhKaXWp1DfW6zs+Y/rMzJkspuLH8BpBTGAH4eHh4mncvoKkpKTI5s2bW0xHvt3QoUM9NS5CfLaE8fjx41nKmCi0B2JCeyDt2QTaHKDdwcT+E6WwqlA2Fm7Ud1TJZBsE/4fXCGICOxg7dqx4GrerZV5++eVy3XXXyUsvvaSKc/fu3fLdd9/JH/7wB/nTn/7k8QES4ks0NjZKQUGBJCUldUlvEtKzoD0QE9oD6YhNQMBlJGVoVUwUT0GOHUIx6bHzf3iNIHZ7yM/PF6+Lu1tvvVUHc/zxx0tlZaWGaIaFham4u/baaz0+QEJ8Cdj+1q1bJSEhgRdmQnsgzaA9kI7aBIQc2x30PniNIHZ7yM3NFa+LO3jrbr/9drnppps0PPPAgQMyatQoiY6O9vjgCCGEEEIIIYR0kbizCA0NVVFHCCGEEEIIIaQHirszzzyzzfnvvvvuoYyHEJ8GnmtUhmWlKwJoD8SE9kDs0CaICe2BmMAOYmNjxdO4HfALo7ReH330kcYMm9MI8ffKRllZWax0RRTaAzGhPRA7tAliQnsgJrCDjIwM8TQBDnsnTTeIiYmRVatWsQVCBykrK1MBXFpa2iVKnXRP8isqxKampjIZmtAeSDNoD8QObYKY0B6I3R7QPxxpbp7UBrQsQtw8EfPy8vSdENoDMaE9EDu0CWJCeyCuxL6nobgjhBBCCCGEkN5YUGXOnDnOv+vr6+WVV17RZowWs2fP9tzoCCGEEEIIIYR0jbh7/PHHnX+npKTIq6++2qzqC8Ud8WcQI5+cnMxYeaLQHogJ7YHYoU0QE9oDMYEdJCYmik8VVCHuwYIqhBBCCCGEkK7SBnx0QIibya9btmxhMjRRaA/EhPZA7NAmiAntgZjADrZu3SpeD8sEqPTz/vvvy44dO6S2trbZvL/+9a+eGhshPnki5ufny6BBgxhWQWgPpBm0B2KHNkFMaA/Ebg+FhYXidXH3xRdfyOmnn6697XJycmTMmDGSm5sriO6cNGmSxwdICCGEEEIIIaR93H5scNttt8kf/vAHWbNmjYSHh8s777wjO3fulGOPPVbOPvtsd1dHCCGEEEIIIcQb4i47O1suuOAC/Ts4OFiqqqokOjpa7r33XnnkkUc8MSZCfBaEUaSlpTGcgii0B2JCeyB2aBPEhPZATGAHqamp4mnctq6oqChnnl3//v01MdSioKDAs6MjxMfghZmY0B6ICe2B2KFNEBPaAzGBHQwYMEA8jdvWdcQRR8iCBQv071NPPVVuvPFGeeCBB+SSSy7ReYT4Mw0NDeq9xjshtAdiQnsgdmgTxIT2QExgBxs2bBCvF1RBNcwDBw7o3/fcc4/+/cYbb8iIESNYKZP4PSgchF4kbA9JAO2BmNAeeh6NjkbZUbpDymvKJSYsRgbGDZTAAM95VWgTxIT2QExgB+hz53VxhyqZZojmc8895+kxEUIIIYR0Kdn52TI3Z67kFORIdX21hAeHS2ZSpszKnCVZyVneHh4hhHRfnzuwbNkydS2DUaNGyeTJkzu7KkIIIYSQbhV2c5bMkYLKAkmPS5eokCipqKuQlXtWys7SnTL78NkUeISQ3iHu0MD8vPPOk4ULF0p8fLxOKykpkSOPPFJef/11TRQlxJ+TX+G9ZjI0AbQHYkJ76DmhmPDYQdiNSh4lAQEBOj02LFY/r89fL/Ny5klGUsYhh2jSJogJ7YGYwA4GDx4snsZt67rsssukrq5OvXZFRUX6wt/oso55hPj7idi3b19emIlCeyAmtIeeAXLsEIoJj50l7CzwOS02TbILsnU5uyjMLcmVNfvW6Ds+twdtgpjQHogJ7CA5OVm87rmbP3++LFq0SDIyMpzT8PdTTz0lP/nJTzw9PkJ8rrLR2rVrZcyYMRIUFOTt4RAvQ3sgJrSHngGKpyDHDqGYrogKjZJd5bt0uUPNz6NNEBPaA7Hbw5o1a8Tr4i49PV09d64G2BWN+AjxtcpGVVVVrHRFFNoDMaE99AxQFRPiDDl2CMW0U1FbofOx3KHm59EmiAntgZjADqqrq8XTuO0X/vOf/yzXXnutFlSxwN/XXXed/OUvf/H0+AghhBBCPAbaHcDrBmFmv8nG57yyPMlKytLl7Pl5EINBgUHO/DxMR35eR0I0CSGkO3Dbc3fRRRdJZWWlHH744RIc3PT1+vp6/RuNzPGyQD4eIYQQQoivgCIpCKeEuEPxFOTYIRQTHjsIu6TIJJmZOVOXQ25dR/PzBse3LIwA0VdVVyXr9q+TuMg4j/fRI4SQQxZ3TzzxhLtfIcRvQIx8ZmYmY+WJQnsgJrSHngPCKBFOaeXRIccOoZiT+k9SYWeFWXYmP69Znl72XNlbuFf27d0nYcFh7KPXy+E1gpjADkaMGCFeF3cXXnihxwdBSE8BT2qtFiCE0B6ICe2hZwGBhXYH8LpBnCHHzu5Zczc/z8KepzcyZCT76BFeI0i32IPbsQGvvPKKy+kIzbzttts8MSZCfBbY+dKlS/WdENoDMaE99Dwg5BBOObbfWH23h0y6k59nYebpjU4aLeMaxklwQDDz9AivEaQZsIPly5eL18Xd7Nmz5eyzz5bi4mLntA0bNmgO3n/+8x9Pj48QnwOVYQmxoD0QE9qDf+bnIQ8P+Xml1aVS31iv7/hs5ue11kcv0BHYoT56pHfAawQxQZ9wr4u7lStXSl5enowdO1Y+++wzeeaZZ2TSpEkaQ7xq1SqPD5AQQgghxNv5eRP7T5TCqkLZWLhR35Gf5yq8siN5epjvKk+PEEK6Pedu2LBhsnDhQrn++uvl5JNP1mTAf/7zn3Leeecd8mAIIYQQQnpifp6rPL240LgO5+kRQogn6FQ93o8++khef/11mTZtmiYC/uMf/5Ddu3d7ZECE+DJ4mDFu3DhWuiIK7YGY0B56d36eqzw95NXtjNgpDnE0y9PDfMxbs2+Ntltg/l3vgNcIYgI7GD16tHhd3P32t7/VnLtbbrlFvv32W1m9erWEhoZqmOabb77p8QES4mvA3gmxoD0QE9oDaZanV7BeimqKmuXpoQn6/or9cvfXd8t939wnd351pzy84GGtsEn8H14jSFfbg9viDiGZS5YskRtvvFETg1NSUuTjjz+We++9t1kDc0L8NRF62bJlTIgmCu2BmNAeiD1Pb1LKJBlRM0K2FG3RPD0UU4ETb1fZLhV/GYkZ+o4WCWidQIHn3/AaQUxgB6hl4vWcO5TsDAsLazH96quvlhNOOMFT4yKEEEII6dECb1j8MFm4eKFMGzZNYiJi5LU1r2lYJloi4AE5sFokwKuHFgnI7Wst5BMghLMjuX+EkN6J2+LOEnb5+fnaAgFkZGRIcnKyvhNCCCGEkKYQzYiQCBndd7TkHcjTSptWiwQTe4sE5PS5Ap499NBDqwVU3ERhFuTvIQyUTdEJIcDtRz0VFRUafpmamirHHHOMvvD3pZdeKpWVldyrhBBCCCE2DrVFAoQdQjcRwsmQTkKIx8Td73//e5k/f768//77UlJSoq/33ntPpyEPzx3+9re/adWg2NhYfaH65n//+1/n/Orqag33TExMlOjoaDnrrLNk3759zdaxY8cOmTFjhkRGRkrfvn3lpptu0o7vJl9//bX24oPXcfjw4fLKK6+0GAv69Q0ePFjCw8O1Ifv333/fbH5HxkJ6R2WjKVOmsNIVUWgPxIT2QNqyCbNFgivaapGAUEx47AoqCzSEE6GcKMxihXRiOkI6WXXTt+E1gpjADiZOnCheF3fvvPOOtj445ZRTnKLs1FNPlRdffFHefvttt9aVlpYmDz/8sObxIcH0uOOOkzPOOEPWrVun82+44Qb54IMP5K233lLxiHYLZ555ZrNERAi72tpaWbRokfbbg3C78847ncts27ZNl/nZz34mP/zwg/bnu+yyy+STTz5xLvPGG2+oaL3rrrtkxYoVMn78eJk+fbrs37/fuUx7YyG9B9gbIRa0B2JCeyCt2YTZIgEtEUysFglZSVm6nB2EaiIUsyMhncS34TWCdLU9BDjsV5h2gIcMYiwrq3lsNwTZ1KlTNWzzUEhISJA///nP8otf/ELz+F577TX9G+Tk5Ojvfvfdd3LEEUeol++0005TodWvXz9d5rnnntM2DcgJRHlR/I2+fGvXrnX+xi9/+Uv1OP7vf//Tz/DUHXbYYfL000/r58bGRklPT5drr71Wbr31ViktLW13LK6oqanRl0VZWZmut7CwUEUxCAwM1Bd+Ey8LazoErHmIWpsO9Y8LvN1raT0dsldmam16cHCwrtecjvViefsYW5vuz9uEkxD2D08wlvOHbfLH49Rd24R3PBDCk1iM3x+2qb3p3KbWtwmfly5d6rw++MM2+eNx8uY1Yv2+9fLs0me1cuaAmAESERYhFTUVsqd8jyRGJMpVh10lmcmZLca+bv86eWjhQzIicYQEBQRJgDQXeHWOOtlcuFluO+o2ze/jcfLNbeI1gtsUZIwdL7SVO/HEE1VrWNqg2wuqIHQSHq5//etfGsIIqqqq5J577tF5nQUbCK8YxCHWgxvourq6ZhU4MzMzZeDAgU5BhXf017OEHYDH7Xe/+52KTbg6sYy9iieWgQcPWDfrt912m3M+DhK+g++CjozFFQ899JDuFzsoexoV1RRzD9E4bNgw9TBCkJpeTbw2btyoB9xi6NChGn4KsYr9bo4HDeWxbtOoEfYKkQvPqAn+ocG2o0+haXAQufg9iFeLiIgI9WYWFBTI1q1bndPj4uJU4EJc5+XlOaf78zZt375dHwzgH2t9WuoH2+SPx6m7tgkXctgD/gHA9/1hm/zxOHXXNg0aNEjHZ10f/GGb/PE4efMaUZ5bLrPiZsneoL1SWlMq8w/Ml5TgFDkt+jRJiU7R+Wv3rW2xTVV1VTIhZILsr9svgwIGSZ+6Ps7fLA8ul82OzZIVnCVFW4pk2Y6m3+Zx8r1t4jWC2zTO2CZcH8x1ec1zh8FDHMEjhZ0FVq1apUIPoY7udlpfs2aNijnktCGXDd4xhHni/eKLL27m+QLwDiLE8pFHHpErrrhCb7bNEEsUdYFwQu89hI6OHDlS12OKN8xDqCaWLS4ulgEDBmhYpylOb775Zg2/RE+/jozFFfTc+d820XPHbTLHTs8dt8kcI5/Kc5s6eo1AbhzCMCvqKyQ6NFoGRA9wtjNwNXYs/9h3j8mKvStkVNKoZq0PMK51Beu0p96N0250zuNx8r1t4jWC2xTki567MWPGyKZNm+Tf//63Uxmfd955cv7556s6dhe0T0AuHDYKOXsXXnihiip/AAVcXPUEhPHhZWIZhx3LCDo63b7ezkyHMbqa3toY3Z3e07cJ68FYzfX19G3yx+PUXduEvzHu1sbeE7epvencJtfTcSPg6vrQk7eprencpkO7RgxNHOryu62NcWbWTNlRtkPWF6zXHDtU10QRFohEVM3E/NCQ0G7ZJn88Tu1N5zWi9xyn7tym1r7XreLOyru7/PLLPTIAuCZRwRJMnjxZn2g8+eSTcu6556qXBOEMcGtaoEJlSkqK/o13e1VLq4KluYy9qiU+Qx1DjGKn4uVqGXMd7Y2F9A5wMsLtTwigPRAT2gPpSptAH7vZh8929rnbVb5Lq2tO6j9JZmbOZJ+7HgCvEcRuD9A+PiHutmzZIk888YRkZzf1VEEo5uzZszVG9VDBUw2EMmJjQ0JC5IsvvtC2AwBN09H6wAqfxPsDDzygVS0R7wo+++wzFW6jRo1yLoMwTBMsY60D4hK/hd+ZOXOmcwz4fM011+jnjoyF9A6s+GjEatsrlpHeB+2BmNAe/B+ER6IiJXrRoWUBKluaIZJdbRMQcBlJGW6NgfgOvEYQEysn1+viDvltp59+ukyYMEGOOuoonbZw4UJ5/vnntVUA4kY7CvLgkBeHwiTl5eWa24aedPgNGD4ao6NFASpoQrCheiXElFXA5KSTTlIR95vf/EYeffRR2bt3r9xxxx3aj84Kh7zyyiu1CiZy6NB8/csvv5Q333xTK2ha4DcQDoqYeOTRQbiisAvy7EBHxkJ6B4iPRjiylT9Beje0B2JCe/Bv0CTc8pqh2Ti8ZmhtMCtzVqtes66wCQi5wfGDPbIu0r3wGkHs9oBUN0/jtmWhNQB6vqE/nX062g64I+7gcbvgggtkz549KqBQQQbCzlrH448/rvGu8JbBm4dCLs8++6zz+win/PDDD7U6JoQWCqlApN17773OZYYMGaJCDmNGuCcq3fz973/XdVkgBBQVcdAfDwIRwhVtEswqnO2NhRBCCCH+K+zmLJmjzcLRay4qJEqbka/cs1L71iFckmGRhBBfwO1qmaiKiQqXI0aMaDYdpUEhzlD1krgG1TIhYj1ZEYd0L6h6hPK1fOpGAO2BmNAe/DcU8+EFD6uQG5U8qlk4HW6h1uev17y3W46+pUV4JG2CmNAeiN0eUEQSrdY8qQ3cDtJG/wdUt7SDaVbeGyH+Cv5RRyEexsoTQHsgJrQH/wT5bQjFhMfOfmy132lsmmQXZOtydmgTxIT2QExgB1bPcE/i9mMDVMlEfzk0AjzyyCOdOXfo9YacNEL8GYQCW/0dCaE9EBPag3+CwiXIsUMopivQkgCVK7GcHdoEMaE9ELs9jB07Vrwu7v70pz9JTEyMPPbYY87G4KmpqXL33XdrxUxC/BlUUi0oKJCkpCSX/U9I74L2QExoD/4JKlKieApy7GLDWoZNodcc5mM5O7QJYkJ7IHZ7QM0PTxPYGRciipPk5eVpfChe+Pu6666jm5n0ihMRXmu8E0J7ICa0B/8ErQZQFROFU+xlCvAZTcSzkrJ0OTu0CWJCeyAmsIPc3FzxNIf02AAePAg6tBdAzzdCCCGEEH8ppJJbkivr9q+TqQOmSmJkohZPKa0ulfrGen3H56TIJG0izl5zhBBfoFN97i666CKJj4+XV155RX7xi1/Irl27tMk3+tRZTb4JIYQQQvylp11CRIIMiB0ghVWFmmOHaaiSCWHHNgiEEF+hU33uULITlTHRzBxCD/3hkIN3zz33UNwRvwaearSzYAgyAbQHYkJ78O+edgjLTIxIlAvGXSD9ovtpjh1CMdvy2NEmiAntgZjADrqiNZrbfe4iIyNl3bp1kp6ern+jBcKoUaNk+/btkpmZKVVVVR4fpL/APneEEEKIf/a0I4QQX9AGbl+Z0KQ8Ojpamy+GhYVpvw6APg21tbUeGRQhvpz8igJCTIYmgPZATGgPvbunnStoE8SE9kBMYAdIbfN6WKbVDgFeO4i5+++/XxVnZWWlxwdHiK9emFNSUljGmNAeSDNoD727p50raBPEhPZA7Pawe/du8bq4O+aYY2TDhg36N5qYo6SrOY8QQgghpLf1tCOEEF/AbXH39ddfd81ICCGEEEJ8oKddazl36GmHnDtXPe0IIcQXoE+YEDdAGEVycjLDKYhCeyAmtIeeD4qkzMqcpb3rPNHTjjZBTGgPxAR2kJiYKF6vlgmWLVsmb775pjYutxdReffddz05Pr+C1TIJIYSQntnnLispiz3tCCE+rw3cDst8/fXX5YILLpDp06fLp59+KieddJJs3LhR9u3bJ7NmzfLIoAjx5eTXbdu2yZAhQ/jkjdAeSDNoD/4DBFxGUoZWxUTxlI70tHMFbYKY0B6I3R7M2iWewm3LevDBB+Xxxx+XDz74QEJDQ+XJJ5+UnJwcOeecc2TgQMagE/8/EfPz81nGmCi0B2JCe/AvIOQGxw+Wsf3G6ntn+trRJogJ7YGYwA4KCwvF07h9pdqyZYvMmDFD/4a4q6io0ITjG264QV544QWPD5AQQgghpLuamOeW5MqafWv0HZ8JIaQn4XZYZp8+faS8vKm/y4ABA2Tt2rUyduxYKSkpYa87QgghhPhNnh0qZ6LACvPsCCE9hU71ufvss89U0J199tly3XXXyZdffqnTjj/++K4ZJSE+AmLk09LSGCtPFNoDMaE99GxhN2fJHCmoLJD0uHRtYo5ed2iJsLN0p8w+fHanBB5tgpjQHogJ7CA1NVW8Xi2zqKhIqqurdTCIFX300Udl0aJFMmLECLnjjjvUs0dcw2qZhBBCiG+B0MuHFzzcam87tEBAb7tbjr6lU3l3hBDi09UyExISminOW2+91SMDIaQn0NDQoNVhR44cKUFBQd4eDvEytAdiQnvomaAiJkIx4bEzhR3A57TYNMkuyNblUFjFHWgTxIT2QOz2sGHDBvE0wZ0dzNy5cyU7O1s/jxo1Ss444wwJDu7U6gjpMeApLp6udKI9JPFDaA/EhPbQM0GrA+TYIRTTFVGhUbKrfJcu5y60CWJCeyAmsAN47jyN22ps3bp1cvrpp8vevXslIyNDpz3yyCOSnJys7RHGjBnj8UESQgghhHQF6GGH4inIsYsNaxkWVVFbofOxHCGE+DpuB49fdtllMnr0aMnLy5MVK1boa+fOnTJu3Di54oorumaUhBBCCCFdAJqToyomCqfYPSr4nFeWJ1lJWbocIYT4Om577n744QdZtmxZs8Ip+PuBBx6Qww47zNPjI8SnQJ7p0KFDWemKKLQHYkJ76JmgSAraHUDcoXgKcuwQigmPHYRdUmSSzMyc2aliKrQJYkJ7ICawg8GD3cvj7QhuWxeSQPft29di+v79+2X48OGeGhchPnsi9u3blxdmotAeiAntoeeCNgdodzCx/0QprCqUjYUb9R1VMjvbBgHQJogJ7YGYwA6Q1uZ1z91DDz0ks2fPlrvvvluOOOIInbZ48WK59957NffOTAxkuX/ib6CY0Nq1azW3lJWuCO2BmNAeejYQcBlJGVoVE8VTkGOHUMxDaX9AmyAmtAdit4c1a9aI18Xdaaedpu/nnHOOs2SwFaP+85//3PkZ8zBoQvwJ2HZVVRUrXRGF9kBMaA89Hwg5d9sdtAVtgpjQHogJ7AC9w70u7r766iuPD4IQQgghhBBCyKHhtrg79thjD/EnCSGEEEIIIYR4Go91HS8pKZEzzzxT/05ISJC3337bU6smxGdAjHxmZiZj5YlCeyAmtAdihzZBTGgPxAR2MGLECPG6uJs0aZLL6fX19drgHH3vQkJCPDE2QnwO5JLGx8d7exjER6A9EBPaA7FDmyAmtAfSHfbQqT53N954o0RHRzebXl5eruJu/PjxnhwfIT4FHmKsXLlSJk6cKMHBHnN8kx4K7YGY0B6IHdoEMaE9ELs9LF++XDxNpyzrpptu0j4dJnv37pXHH3/cU+MixGdhFVhiQnsgJrQHYoc2QUxoD8SksbFRPE1gZ1yIVgsE+3RCCCGEEEIIId4huDM9GUaOHCmhoaHapHzIkCFyzDHHyMknn9w1IySEEEII6SCNjkaPNiInhJCeRIDDzU6K//znP/W9pqZGCgsLZevWrfLNN9/Ili1bVPjR3dw6ZWVlEhcXJ6WlpSqMSc9tQBoREUFvNaE9kGbQHrxPdn62zM2ZKzkFOVJdXy3hweGSmZQpszJnSVZyVrePhzZBTGgPxG4P+/btk/79+3tUG7jtubvwwgtdTn/qqafkuuuuk0suuUQFDPPviL8CrzUhFrQHYkJ78K6wm7NkjhRUFkh6XLpEhURJRV2FrNyzUnaW7pTZh8/2isCjTRAT2gPpanvwWJzC5ZdfLi+//LI2OZ82bZqnVkuITwHP9LJly+ihJgrtgZjQHrwbigmPHYTdqORREhsWK0GBQfqOz5g+L2eeLted0CaICe2BmMAOUD3V03isDmt4eHirXj1CCCGEkK4COXYIxYTHzh7uhs9psWmSXZCtyw2OH+y1cRJCSFfjtudu8+bNcsIJJ8hxxx0n27dvlyuvvFJjRH/6059KXl5e14ySEEIIIaQVUDwFOXYIxXRFVGiUzsdyhBDiz7gt7q699lqND0WVzJ///OeSnZ0t//d//6eN+ND/jhBCCCGkO0FVTBRPQY6dKypqK3Q+liOEEH/G7WqZ8fHxsnDhQhk2bJhER0drpcwjjzxSFi1aJGeddZbs2bOn60bbw2G1zJ6PVRE2KCiIla4I7YE0g/bgPZBL9/CCh7V4CnLszP2P47I+f71M6j9Jbjn6lm5ti0CbICa0B2K3h+LiYklMTPSoNnD7CldXVycxMTGaY4dSrikpKTo9PT1dSkpKPDIoQnyZ2tpabw+B+BC0B2JCe/AOEGxod5AUmaRCrrS6VOob6/UdnzF9ZuZMr/S7o00QE9oD6Wp7cPsqN2jQIO1pB9avXy+DBzclJu/cuVPS0tI8PkBCfAk8cVu9ejUrXRGF9kBMaA/eBW0O0O5gYv+JUlhVKBsLN+o7PHbeaoNAmyAmtAdiAjtYt26deL1a5vPPPy8DBgxweuss4Fb8wx/+4NnREUIIIYR0EAi4jKQMrYqJ4inIsRsYN9ArHjtCCPEGbou7n/zkJy6nz5gxwxPjIYQQQgjpNBBybHdACOmt8FEWIW6CRGhCLGgPxIT2QOzQJogJ7YGYBAYGer9aJuk8rJZJCCGEEEII6SptQM8dIW6AZyGoCstnIgTQHogJ7cE3WiLkluTKmn1r9B2fvQltgpjQHogre/B6zh0hvb2yUU5OjkyZMkWCg3n69HZoD8SE9uBdsvOzZW7OXMkpyJHq+mptWp6ZlKktErxRKRPQJogJ7YHY7WHTpk3iaWhZhBBCCOnxwm7OkjlSUFkg6XHpEhUSJRV1FdrUfGfpTq+1QiCEkO6mU+Lu7bffljfffFN27NjRovneihUrPDU2QgghhJA2QeglPHYQdqOSR0lAQIBOjw2L1c9oYj4vZ562SGBLBEKIv+P2VW7OnDly8cUXS79+/WTlypUydepUSUxMlK1bt8opp5zSNaMkxEfATUNERITz5oH0bmgPxIT24B3Q0w6hmPDY2fc9PqfFpkl2QbYu193QJogJ7YGYwA7Cw8PF6+Lu2WeflRdeeEGeeuopCQ0NlZtvvlk+++wzmT17tlZ6IcTfSxiPHz+epYyJQnsgJrQH74Bm5cixQyimK6JCo3Q+lutuaBPEhPZATGAHY8eOFa+LO4RiHnnkkfo3nj6UlzddLH/zm9/If/7zH48PkBBforGxUfbv36/vhNAeiAntwTvEhMVo8RTk2LmiorZC52O57oY2QUxoD8QEdpCfny9eF3cpKSlSVFSkfw8cOFAWL16sf2/bto2lXUmvOBERgswLMwG0B2JCe/AOA+MGalVMFE6x34fgc15ZnmQlZely3Q1tgpjQHogJ7CA3N1e8Lu6OO+44ef/99/Vv5N7dcMMNcuKJJ8q5554rs2bN8vgACSGEEEJaA0VS0O4gKTJJi6eUVpdKfWO9vuMzps/MnMliKoSQXoHb1TKRb2c9cbj66qu1mMqiRYvk9NNPl9/+9rddMUZCCCGEkFZBmwO0O7D63O0q36WhmJP6T1JhxzYIhJDegtviLjAwUF8Wv/zlL/VFSG+pbBQXF8dKV0ShPRAT2oN3gYBDuwNUxUTxFOTYIRTTmx472gQxoT0QE9hBbGyseJoAh5uJcqtXr25z/rhx4w51TH5LWVmZntSoKtoVB5MQQgghhBDSe7WB2567CRMmqNKEJrSePFj6EJ8bGho8MjBCfBGEJO/evVtSU1ObebBJ74T2QExoD8QObYKY0B6I3R527dolnsZty0JVTFT6wQutEL766iudZk0nxN9PxLy8PFa6IgrtgZjQHogd2gQxoT0QV2Lf07jtuRs0aJDzb3jq0tLSmk0jhBBCCCGEENL90CdMCCGEEEIIIX6A2547E3juWPGH9CYQI5+cnMxYeaLQHogJ7aHraHQ0+lQVzI5CmyAmtAdiAjtASzmvV8vs06ePU9CVlJRoZRfTSIuKijw+SH+B1TIJIYQQ98jOz3b2r6uur9b+dZlJmdq4nP3rCCE9mTJfqJb5xBNPeOSHCempya8oHjRkyBA+eSO0B9IM2kPXCLs5S+ZIQWWBpMelS1RIlFTUVcjKPStlZ+lObVzuywKPNkFMaA/Ebg9dUYzSbXF34YUXenwQhPSkEzE/P1+LCPHCTGgPxIT24PlQTHjsIOxGJY9yRg3FhsXq5/X562VezjxtXO6rIZq0CWJCeyB2eygsLBRPQ8sihBBCiM+BHDuEYsJjZ8/v12rdsWmSXZCtyxFCCGmC4o4QQgghPgeKpyDHDqGYrogKjdL5WI4QQkgTFHeEuAHCKNDbkeEUBNAeiAntwbOgKiaKpyDHzhUVtRU6H8v5KrQJYkJ7ICawg9TUVPE0tC5C3IAXZmJCeyAmtAfPgnYHqIqJwin2wt74nFeWJ1lJWbqcr0KbICa0B2ICOxgwYIB4GloXIW7Q0NAg2dnZ+k4I7YGY0B48C4qkoN1BUmSSFk8prS6V+sZ6fcdnTJ+ZOdNni6kA2gQxoT0QE9jBhg0bxNO4fUX82c9+Jscdd1yrL3d46KGH5LDDDpOYmBjp27evzJw5s8VGVldXy9VXX61N/qKjo+Wss86Sffv2NVtmx44dMmPGDImMjNT13HTTTVJfX99sma+//lomTZokYWFhMnz4cHnllVdajOeZZ56RwYMHS3h4uBx++OHy/fffuz0W4t/gaTF6kbjZHpL4KbQHYkJ78Dxoc4B2BxP7T5TCqkLZWLhR3yf1n+TzbRAAbYKY0B6ICewAfe683gphwoQJHvvx+fPnq1iCwIMY++Mf/ygnnXSSrF+/XqKimhKob7jhBvnoo4/krbfe0iZ/11xzjZx55pmycOFCp+qFsEtJSZFFixbJnj175IILLpCQkBB58MEHdRn0FMEyV155pfz73/+WL774Qi677DLp37+/TJ8+XZd544035Pe//70899xzKuzQzw/zIDYhGDsyFkIIIYR4Fgg4tDtAVUwUT0GOHUIxfdljRwghXsNxiOzevdvxxRdfOPLy8g51VY79+/fjUYZj/vz5+rmkpMQREhLieOutt5zLZGdn6zLfffedfv74448dgYGBjr179zqX+dvf/uaIjY111NTU6Oebb77ZMXr06Ga/de655zqmT5/u/Dx16lTH1Vdf7fzc0NDgSE1NdTz00EMdHkt7lJaW6vJ4Jz2Turo6Pd54J4T2QExoD8QObYKY0B6ICezg888/97g2cNtzZ/Lhhx/K2WefLTU1NRIaGiqvvfaaerI6C1zVICEhQd+XL18udXV1csIJJziXyczMlIEDB8p3330nRxxxhL6PHTtW+vXr51wGHrff/e53sm7dOpk4caIuY67DWub666/Xv2tra/W3brvttmZJjvgOvtvRsdjBfsHLwnK9wktphY3id/BCI0O8zN/HC55J033f2vSgoCDt+2MPR8V0YI/vbm16cHCwrtecjvViefsYW5vuz9sE0HwU8zAuf9gmfzxO3bVN+A3YA5a1j72nblN707lNbW8TQvut64O/bJM/HideI3icvLVNvEZwmwCWx/rT09PF0xySuLv//vs1NPGee+7RcMa777670+IOGwixddRRR8mYMWN02t69e1U0xsfHN1sWQg7zrGVMYWfNt+a1tQzEVlVVlRQXF+tOdrVMTk5Oh8fiKqcQ+8bOypUrnWGnycnJMmzYMA0dzc/Pdy6Dakp4bdy40Sl6wdChQzVMdO3atTp2U2hibFi3adTjxo3TcS9btqzZGKZMmaKidvXq1c0MDiGy+D1ru0FERISMHz9eCgoKZOvWrc7pCE3NysqS3bt3S15ennO6P2/T9u3bdZvw7i/b5I/Hqbu3Cb+L7/vTNvnjceqObaqoqJDc3Fy/2iZ/PE68RvA48RrB45TlA9sEe/A0AXDfdfbLSUlJ8u233+rOwYYi783cMHeAp+2///2vLFiwQHcegCfw4osvbub9AlOnTtXCLo888ohcccUVeqP9ySefOOdXVlaqePr444/llFNOkZEjR+p6TM8c5iEPD8tC3KEUKXL2pk2b5lzm5ptv1rzAJUuWdGgsHfHcQaEXFhZKbGysTuNTj561TfDe4gQePXq0c1pP3yZ/PE7d+VQeEQKIHsA8f9im9qZzm1rfJqxjzZo1MmrUKKenv6dvkz8eJ14jeJx4jeBxCvCBbcL6oTGOOeYY1VGWNvCq5w7CBdUnASpMQkV3Bnj/EOL5zTffOIUdgFjEOktKSpp5zFChEvOsZexVLa0KluYy9qqW+IydCEWPHY2Xq2XMdbQ3FjvYN9b+sRsfXiaWcdixjKCj0+3r7cx0GKOr6a2N0d3pPXmbsB7YPeaZ6+vJ2+SPx6m7tgkXbesBTmtj72nb1JHp3CbX02EPqKpsvz705G1qazq3ideI1qZzm3iNaGvs3CbR6bCHzmonj4o7VJS0wIAeeOABdW3a1XNHgMK99tprZe7cudqqYMiQIc3mT548Wateorol2g4AVK9E6wPLw4Z3jGH//v3OqpafffaZCjc8GbGWgafOBMtY64B7FL+F30E7BgA1jc8Qnh0dCyGEEEIIIYR4C7fFHWJHLY488shm8atwK7oD2iAg3PG9997TXndW7hrEIjxqeL/00ktVUKLICgQbxCDElFXABK0TIOJ+85vfyKOPPqrruOOOO3TdltcMLRCefvppDbO85JJL5Msvv5Q333xT2xpY4DcuvPBCjeNFqCVaISAOFqGY1pjaGwshhBBCCCGEeA2HF8HPu3q9/PLLzmWqqqocV111laNPnz6OyMhIx6xZsxx79uxptp7c3FzHKaec4oiIiHAkJSU5brzxxhZlZr/66ivHhAkTHKGhoY6hQ4c2+w2Lp556yjFw4EBdBq0RFi9e3Gx+R8bSFmyF0PNpbGx0FBcX6zshtAdiQnsgdmgTxIT2QExgB9u3b/e4NjikgiomiBtFQRIrzJHerJagoAo8gJ5MmiSEEEK6i0ZHI5uJE0KID2sDt8My33//fZfTUWgEIYxnnHGG9OnTh+KO+CV4iIHQZPRPbC1JlvQeaA+kN9lDdn62zM2ZKzkFOVJdXy3hweGSmZQpszJnSVZylreH55P4u00Q96A9ELs9oI+2p3HbsqyCI65AhZp33333UMdEiE/TmeJBxH+hPZDeYA8QdnOWzJGCygJJj0uXqJAoqairkJV7VsrO0p0y+/DZFHi9zCZI56A9EBOz3YKn6FQsxZ49e5z9H6wXmgASQgghxP9CMeGxg7AblTxKYsNiJSgwSN/xGdPn5czT5QghhHiXTom71vp/EUIIIcS/QI4dQjHhsbP/W4/PabFpkl2QrcsRQgjxLp0K+H3xxRc1rw6Jf+hNh/YBhPQG0KRy3LhxrTarJL0L2gPpDfaA4inIsUMopiuiQqNkV/kuXY70DpsgnYP2QExgB6NHjxavi7uBAwequKupqZGioiJtZB4ZGamFVAjpDaAaLCEWtAfi7/aAqpgonoIcO4Ri2qmordD5WI70DpsgnYf2QLraHtwOy8zNzZVt27Zpjl11dbXs3LlTnn/+eVmzZo3Ox+ddu3Z5fKCE+Eoi9LJly5gQTRTaA+kN9oB2B6iKicIp9u5J+JxXlidZSVm6HOkdNkE6B+2BmMAOUD3V0xxyc5oBAwbI+eefL3PnzpX09HQ55phj5Mwzz/TM6AghhBDiVdDHDu0OkiKTZH3+eimtLpX6xnp9x2dMn5k5k/3uCCHEB/BYk41hw4apV48QQggh/gXaHKDdgdXnDjl2CMWc1H+SCju2QSCEkB4s7uBGnDdvnmRnZ+vnUaNGac4dE0QJIYQQ/wQCLiMpQ6tiongKcuwQikmPHSGE+A4BDnsAfTts3rxZZsyYIXl5eZKRkaHTNmzYoCGZH330kXrwiGvKysokLi5OSktLtdIo6XngdMHDDTzIYPsPQnsgJrQHYoc2QUxoD8RuD8XFxZKYmOhRbeD247bZs2fL0KFDtXDKihUr9LVjxw5tiYB5hPg7qBBLiAXtgZjQHogd2gQxoT2QrrYHt8Xd/Pnz5dFHH5WEhATnNCjOhx9+WOcR4s/gidvq1atZ6YootAdiQnsgdmgTxIT2QExgB+vWrROvi7uwsDApL2/ZqPTAgQPs3UEIIYQQQgghXsJtcXfaaafJFVdcIUuWLNFYUbwWL14sV155pZx++uldM0pCCCGEEEIIIZ4Vd3PmzNGiKdOmTZPw8HB9HXXUUTJ8+HB58skn3V0dIT0OVoUlJrQHYkJ7IHZoE8SE9kBMAgMDvV8t06yaabVCyMrKUnFH2obVMgkhhBBCCCFdpQ3c7nNXXV2t3jqIObug27Nnj/Tv398jAyPEF8GzEJyAOBFZxpjQHkhX2UOjo5H95PwAXiOICe2B2O2hpKREPI3b/1JMmjRJfvjhhxbT33nnHRk3bpynxkWIz1Y2ysnJYaUrotAeSFfYQ3Z+tjy84GG586s75b5v7tN3fMZ00rPgNYKY0B6ICexg06ZN4nVx99Of/lSOOOIIeeSRR/RzRUWFXHTRRfKb3/xG/vjHP3p8gIQQQkhvAQJuzpI5snLPSkmKTJKMxAx9x2dMp8AjhBDi0bDMZ599VmbMmCGXXXaZfPjhhxqKGR0dLd9//72MGTPG3dURQggh5MdQzLk5c6WgskBGJY9yhm3FhsXq5/X562VezjzJSMpgiCYhhBCXdOpfh1NOOUXOPPNMWbhwoezYsUO9eBR2pDeAm62IiAjGyhOF9kA8aQ/IscspyJH0uPQW68DntNg0yS7I1uVIz4DXCGJCeyAmsAPUMfG6uNuyZYu2QYDX7pNPPpGbb75Z+9vhva6uzuMDJMTXShiPHz+epYyJQnsgnrQHFE+prq+WqJAol/OjQqN0PpYjPQNeI4gJ7YGYwA7Gjh0rXhd3EyZMkCFDhsiqVavkxBNPlPvvv1+++uoreffdd2Xq1KkeHyAhvkRjY6Ps379f3wmhPRBP2gOqYoYHh0tFXYXL+RW1FTofy5GeAa8RxIT2QExgB/n5+eJ1cYecu9dff13i4+Od04488khZuXKlVtIkxN9PxK1bt/LCTBTaA/GkPaDdQWZSpuws3aklsk3wOa8sT7KSsnQ50jPgNYKY0B6ICewgNzdXvC7uUBXTFTExMfKPf/zDE2MihBBCeh0okjIrc5ZWx0TxlNLqUqlvrNd3fMb0mZkzWUyFEEJIq7j9L8RDDz0kL730UovpmGa1RyCEEEKI+2QlZ8nsw2fLxP4TpbCqUDYWbtT3Sf0n6XTMJ4QQQjzWCuH555+X1157rcX00aNHyy9/+Uu55ZZb3F0lIT2qslFcXBwrXRGF9kC6wh4g4NDuAFUxUTwFOXYIxaTHrufBawQxoT0QE9hBbGyseJoAhz2wvx1QsjM7O1uLqpgghnjUqFFSXV3t6TH6DWVlZXpSl5aWdsnBJIQQQgghhPRebeD2Y8D09HTtb2cH01JTUz0yKEJ8Ofk1Ly+PydBEoT0QE9oDsUObICa0B2ICO9i1a5d4GrfF3eWXXy7XX3+9vPzyy7J9+3Z9Id/uhhtu0HmE+DO8MBMT2gMxoT0QO7QJYkJ7ICawg927d4vXc+5uuukmKSwslKuuukpqa2udoZrItbvttts8PkBCCCGEEEIIIV0g7pD8h6qYf/rTnzT3LiIiQkaMGCFhYWHurooQQgghhBBCiLfEnUV0dLQcdthhnhoHIT2CwMBASU5O1ndCaA/EhPZA7NAmiAntgZjADhITE8Xr1TLBsmXL5M0335QdO3Y4QzMt3n33XU+Oz69gtUxCCPE9Gh2NbDtACCHEL7SB2567119/XS644AKZPn26fPrpp3LSSSfJxo0bZd++fTJr1iyPDIoQX05+3bZtm7YC4ZM3Qnvo+WTnZ8vcnLmSU5Aj1fXVEh4cLplJmTIrc5bbDcNpD8QObYKY0B6I3R7QSs7TuG1ZDz74oDz++OPywQcfSGhoqDz55JOSk5Mj55xzjgwcONDjAyTE107E/Px8VroiCu2h5wu7OUvmyMo9KyUpMkkyEjP0HZ8xHfPdgfZA7NAmiAntgZjADlCk0uvibsuWLTJjxgz9G+KuoqJCi6ygFcILL7zg8QESQgghXRGKCY9dQWWBjEoeJbFhsRIUGKTv+Izp83Lm6XKEEEJIT8FtcdenTx8pLy/XvwcMGCBr167Vv0tKSqSystLzIySEEEI8DHLsEIqZHpeuDyhN8DktNk2yC7J1OUIIIcRvxd0xxxwjn332mf599tlny3XXXafNy8877zw5/vjju2KMhPgMiJFPS0tjrDxRaA89FxRPQY5dVEiUy/lRoVE6H8t1FNoDsUObICa0B2ICO0hNTRVP43ZBlaefflqqq6v179tvv11CQkJk0aJFctZZZ8kdd9zh8QES4osXZkIA7aHngqqYKJ5SUVehoZh2KmordD6W6yi0B2KHNkFMaA/Ebg+IgvS6uEtISGg2qFtvvdXTYyLEZ2loaNDqsCNHjpSgoCBvD4d4GdpDzwXtDlAVE8VTkGNnhmaiQ1BeWZ5M6j9Jl+sotAdihzZBTGgPxG4PGzZsEJ9oYo7BzJ07V7KzmyqJjRo1Ss444wwJDu50T3RCegS46UMvkk60hyR+CO2h54I+dmh3sLN0p6zPX685dgjFhMcOwg5VM2dmznSr3x3tgdihTRAT2gMxgR2gz52ncVuNrVu3Tk4//XTZu3evZGRk6LRHHnlEkpOTtT3CmDFjPD5IQgghxNOgj93sw2c7+9ztKt+loZjw2EHYudvnjhBCCPE2bou7yy67TEaPHi3Lli3TypmguLhYLrroIrniiis0/44QQgjpCUDAZSRlaFVMFE9Bjh1CMd3x2BFCCCE9Vtz98MMPzYQdwN8PPPCAHHbYYZ4eHyE+BfJMhw4dykpXRKE9+AcQcoPjBx/6emgPxAZtgpjQHogJ7GDw4EP/t8eO29aFJNB9+/a1mL5//34ZPny4p8ZFiM+eiH379uWFmSi0B2JCeyB2aBPEhPZATGAHSGvzNG5b10MPPSSzZ8+Wt99+W/Ly8vSFv6+//nrNvUNioPUixN9AMaFVq1bpOyG0B2JCeyB2aBPEhPZATGAHa9asEa+HZZ522mn6fs455zhLR1tVf37+8587P2MejZf4G7DtqqoqVroiCu2BmNAeiB3aBDGhPRAT2IHVO9yr4u6rr77y+CAIIYSQ1mh0NLLgCSGEENIV4u7YY4919yuEEEJIp8jOz3a2Kqiur9ZWBWg+jh51bFVACCGENIddxwlxg6CgIMnMzNR3QmgPXS/s5iyZIwWVBZIely5RIVFSUVchK/es1Obj6FHnSwKP9kDs0CaICe2BmMAORowYIZ6GcS2EuAFySePj4535pqR3Q3vo2lBMeOwg7EYlj5LYsFgJCgzSd3zG9Hk583Q5X4H2QOzQJogJ7YG4sgdPQ3FHiBvU19fL0qVL9Z0Q2kPXgRw7hGLCY2e/EcLntNg0yS7I1uV8BdoDsUObICa0B2ICO1i+fLl4Goo7QtyEVWCJCe2ha0DxFOTYIRTTFVGhUTofy/kStAdihzZBTGgPxKSxsdE3xB2U5ueffy7PP/+8lJc3/cO6e/duOXDggKfHRwghpBeCqpgonoIcO1dU1FbofCxHCCGEkE4WVNm+fbucfPLJsmPHDqmpqZETTzxRYmJitIE5Pj/33HPurpIQQghpBtodoComiqcgx84MzURvoLyyPJnUf5IuRwjpWbC9CSE+JO6uu+46mTJliqxatUoSExOd02fNmiWXX365p8dHiM9VNho3bhwrXRGF9tB14EYP7Q5QFXN9/nrNsUMoJjx2EHZJkUkyM3OmT90Q0h6IHdpES3pzexPaAzGBHYwePVq8Lu6+/fZbWbRokYSGhjabPnjwYNm1a5cnx0aIT2K3fdK7oT10HbjRQ7sD60ZwV/kuvRGExw7CzhdvBGkPxA5toue2N+kKaA+kq+0huDOJf66SQfPy8jQ8kxB/Bra/bNky9V4HB7NNZG+H9tD14EYvIymjR4Rw0R6IHdpE6+1NrFBrq70JPPRob4Lz3RfPb09AeyB2e1i5cqV4GrfPnpNOOkmeeOIJ52ecnCikctddd8mpp57q6fERQgjp5eBGb3D8YBnbb6y+++uNHyH+TE9sb0JIT8TtxwaPPfaYTJ8+XUaNGiXV1dXyq1/9SjZt2iRJSUnyn//8p2tGSQghhBBC/Lq9CUKvfa29CSF+L+7S0tK0mMrrr78uq1evVq/dpZdeKueff75ERER0zSgJIYQQQohftDdBKKYdtjchxDMEOFBTmnQLZWVlEhcXJ6WlpRIb2/LCRnwfnC6IkUaFI3tYCel90B6ICe2B+JJN+Fq7AYzn4QUPt9reBDl3KJZ0y9G3+G3oNa8RxG4PxcXF2n3Ak9rAbc/d+++/3+b8008//VDGQ4jPU1tbSy81cUJ7ICa0B+ILNuGL7QZ6YnuTroDXCGK3B6977gIDA51PG+xfxXRXlTRJE/Tc9Xzq6+tZ6Yr0SnvwNS+AL9Kb7IH4rk201m4AogoCytvtBlwJz6ykLJ9tb+JJeI0gdnuYP3++nHDCCd713CG37oMPPpCbb75ZbrzxRgkLC/PIQAghhPgmvugFIIT0zHYDPam9CSE9EbfPpFdffVW++OIL+fTTT2XkyJHy73//u2tGRgghxOtYXgDkyeCpf0Zihr7jM6ZjPiHEN+gp7QbY3oSQrqNTZ9PkyZPl66+/lieffFLuvfdedS9/8803nh8dIT4IEqEJ6Q32YPcC4Ol/UGCQ0wuA6fACYDni//ZAfN8mOtJuAPPZbsB78BpB7OluniawM3lj1uu4446ThQsXyhlnnCGnnXaazJw50+MDJMSXQIz8YYcdxlh50ivsoad4AXwFf7cH0j540JFbkitr9q3R98CgwG61CbPdgCvYbsC78BpBTGAHcJh5GretKz4+3mX5VhRXQS4eIf4M7BxJryiMwzLGxN/tgU2H3cPf7YF0Ijc1MVNOST9FJgye0C02gdw15MO21m4AVSnRbgDLke6H1whit4eSkhLxurj76quvPD4IQnoKqAabk5PDSlekV9gDmw67h7/bA3G/QuXqvasluThZgsODJSo8SjYWbBQJEBmZOLJLcs3YbsC34TWC2O1h06ZN4mnctqxjjz3W44MghBDie9ALQPyZjrb3aG+5tipUxibFSmVRpVzz8TVSWlsqxdXFOi8hIkGOHXys/Hbybz1ecRbrQ7sDy4sI7zoewuBc7Q3tBgjp7XjssUFdXZ1kZGTo32iPkJ3NCmqEENKToReA9Pb2Hh1ZDrl1y3YvU29daU2pxIUdDLkrrCyUsLowWbt/rcRGxEpKdIpOL6oqkvc3vC97D+yVu469q0sEHtsNENI7cVvc9enTp9U4YcQRFxUVMY6Y+C2w7YiICNo46TX2QC9Ax+kN9uDPIZTwUONBhtXkuyPLgb8t+5ss371c54cEhehDDwhAvOcU5kiQI0hDMRMjEiUiJEK/kxqcKvsr9qvow7nVFX3nrHYDxHfgNYKYwA7Cw8PF0wQ4EFvjBv/85z9dTq+trZUrr7xS40c7Cton/PnPf5bly5fLnj17ZO7cuc0qbmJod911l7z44ouacHjUUUfJ3/72NxkxYoRzGYjJa6+9Vou5oJzoWWedpS0aoqOjncusXr1arr76alm6dKkkJyfr8mjCbvLWW2/Jn/70J8nNzdX1P/LII3Lqqae6NZb2QIVRJNF6sgs9IYR4IvSsu9ZDiDeBHT+84OFWQ43hocaDi5uOukkeXfhom8vBk11VV6XnRW5prsSExug5Ae9dZEikfm/prqWy78A+bSEyLGGYPhixgCewtLpUheRfp/+VQoyQXkhZF2gDtz13F154ocvpNTU1Ku7coaKiQsaPHy+XXHKJnHnmmS3mP/roozJnzhwVlEOGDFHxNX36dFm/fr1T6Z5//vkqDD/77DMNDb344ovliiuukNdee82500466SQ54YQT5LnnnpM1a9bo76HqJ5YDixYtkvPOO08eeughbemA70JkrlixQsaMGdPhsRD/p7GxUQoKCiQpKalLepOQnoWv20NHQ886Ar0APd8eSMfbeyzOW9zmcgNiBsjXuV9L/+j+MiV1itQ01MieA3skOTJZX/mV+bKhYIPU1ddJZkSm7HXslbCgsGbrCQ0K1XeEObPibO+A1whit4f8/HzxNF61rFNOOUXuv/9+mTVrVot5eDL2xBNPyB133KF99MaNGyf/+te/ZPfu3TJv3jxdBnl9//vf/+Tvf/+7HH744XL00UfLU089Ja+//rouB/7973+rV/Gll16S0aNHyy9/+UuZPXu2/PWvf3X+Fjx9J598stx0002SlZUl9913n0yaNEmefvrpDo+F9J4TcevWrfpOiC/bgxVSBs8DwsMyEjP0HZ8xHfNJ77EH4l6Tb3jb2lqu3lEvRdVFkhTVdJOOhybw1kHUQehFh0Zrvh3+np40XRLDE1uIxNqGWudvsuJs74DXCGICO0DEoKdx23N37733upxeX18vnmTbtm2yd+9e9bhZwG0JEffdd9+pSMM7PHAoKWuB5XGhXbJkiYpGLHPMMcdIaGjTEzIAjxvCLouLizWHEMv8/ve/b/b7WMYSbh0ZS2veTLws4EW09pW1vzBWvHCAzZPdmo4wVzNytrXpQUFB+g+H/ThgOrCHy7Y2HaV5sV5zOtaL5e1jbG26v2+TuS5/2SZ/PE7dsU3W96yXr2wT8nvmZc+T4spiGZ00WtftEIdW78NneCTey35PhsUPk5DgEL8/Tt21TcC+np6+Tf52nCDW4MGurK1s1t4D5wfOm6qaKokKjpK+kX31HV612PBYCXA0F2YIp8RX+oT20XlYflrqNFlfuF5z9DAPr2FxwyQsMExqG2slojFCx1LfWC9BAUE6BoRrTuk/RVKjUp37h8fJf7cJ8BrBbQJY3v4dr4k75MW5wtODg5gC/fr1azYdn615eO/bt2+LA5uQkNBsGYRR2tdhzYO4w3t7v9PeWFyBMM977rmnxfSVK1dKVFTT00DkAA4bNkwFpOmaTUtL09fGjRs1Dtdi6NChus1r166Vqqoq5/TMzEwVuli3adTwMkLYLlu2rNkYIIjh0UQ+omlwhx12mP4e+rBYIPkX4bMIJcATJ1PgwtMJD2ZeXp5zuj9v0/bt2zXnEiG7GsLjB9vkj8epu7bJakCKfwDwfV/ZpsrQSgkrCpOTIk6S4Kqmy/ye8D1SFVQlg6sHS3pEutQV1cnCxQvl8MmH+/1x6q5tGjRokI7Puj74wzb523FKSm4qdlK5v1KGNBy8NygOKZaikCKJr4yXiRETJXhvsBwfdrx8X/69OMIckladJqGNBx8Sb6nZou0MxjSOkbDKpnDLIQFDpF9aPymqLZIRNSOkobFBBsUNkoryCqneVy2V1ZXy636/VtHXKI1SH14vKwNWapPzFctX8Dj1gm3iNYLbNM7YJqupvdcLqrRGdXW1ChZ3Cqo0G0hAQLOCKsiDQ9ES7PT+/fs7lzvnnHN02TfeeEMefPBBzYHbsGFDs3VhJ0NU/e53v9N8O4i7559/3jkfeXII0cQ7Dix2MtaDvDuLZ599Vtexb9++Do2lo5679PR0KSwsdCZN8qlHz9om5HXixEYhHWtaT98mfzxO3bVN+A00IEUbGMzzlW1al79OHvjmAclIyDj4tPhHzwS8DLjp3FS0SW496lYZ13+c3x+n7tomrAP/Hg0fPty533v6NvnjcdpQuEGeWvyUtiNA7hzCIg/UHpCd5Tulb0Rfueqwq7R6JXLmnln6jORX5cvAmIHONiCoGBsfES/hIeGyt2yvikXrRh3nmdpBwQaZkDJBrj/8evnk+0/knjX3yLaybRIkQRIgARIWHKaew3Ep4+TOY++UkQkjeZx6wTbxGsFtCjLGjvVD/B1xxBHeLajSGp4u65qS0tQLBuLKFFT4PGHCBOcy+/fvb/Y97ERU0LS+j3d8x8T63N4y5vz2xuIK9PvDyw6MDy8TyzjsWEbQ0en29XZmOo6lq+mtjdHd6T15m0JCQvTBgD9tkz8ep+7cJtMefGWbkL8TGhwq5fXlzULPgCPAIeV15RqOGRd5sB+Xvx+n7tqmUaNGuTX2nrBN/nacUEzo2iOudRYb2nlgp8v2HqNTRrtcbnz/8bocQP7quoJ1LntAnpF1hj48XifrZGjiUDl68NFSWFWo24C2COiHh+It7214T245+pYW1Wd7+3Hy123iNYLbZE6Hk8nTuC3urLwxV547TwJvG0TVF1984RRQ+G3k0sEjB6ZNm6YhUWilMHnyZJ325ZdfqhJGPpy1zO23364eF9yYA1TWxJN2hGRay+B3rr/+eufvYxlM7+hYSO8AtgUPbmpqqsuTnvQufNUe0KYA3oTWyrjj5hM3sliO+L89kM43+W5vOasHJAoUbSzcqNPxnQvHX6jv24q2SUVBhYZnxoTHSEJkQrP1W9U5sX5Wo/V/eI0gdnvYtWuXeF3cIX7UlZcONwzueu8OHDggmzdvdn5GfOsPP/ygOXMDBw5UsYVqmgiBs9oP4ISwQjehdlHl8vLLL9c2BxBw11xzjRY4wXLgV7/6lYZXXnrppXLLLbdoTCyqYz7++OPO373uuuvk2GOPlccee0xmzJih1TYRC/vCCy/ofGxXe2MhvedERGw2xD4vzKQ77cGdPnOYjnYHaLRs9eOyexXgeWCfOs/C60PPoqPtPdpaDgIO52ZxVbGUVJfo33vK96g3Dt+rrauVVEmV/SHNo4wscF4izJOtEHoHvEYQV2Lf6+Luq6++8tiPQ0D97Gc/c362Klail94rr7yijcbRCw/96OChQ6sDtD4w+8qh1QEE3fHHH+9sYo5+dGbC5KeffqpNzOHdQ2+RO++809njDhx55JHa2w6tDv74xz+qgEOlTKvHHejIWAghxFf61WG65VXA93AD6Sr0jBByaOfm098/rRUyRySO0GqcFXUV6jXHw5UzM87UypiYFh0U3eL7eOCC85KtEAghPldQhXinCz3pXpDTiYcSqNTUWhw16T10hz1Y/epw84iGytbNI24c4YGDgGtLqLnj8SOHBq8P7tOT7RNjf3jBw62GP8NrPrHfREmvSJePDnwkGckZLpfBAxdXOXfE/+A1gtjtYf78+dpqrdsLqpSXl0tMTEyzQiLPPPOMVpvEhQoFBZB7Zm8VQIi/Ae8wyuQynIJ0hz3g5hGeNwg78+YRRVLwGTeG83LmaU5QWyGazOXpHnh96HqPtC8BUYqx46GLPS1FW+XEpsmGog0yccBESWhIYIg04TWCNAN2kJiYKJ4msCOqErHBe/bs0c8LFy7UEq4o/w/BFx0dLf/5z380lHHx4sUeHyAhvnYiov8JL8ykO+yhIzePVjEG4n14fXDfIw2vFwRORmKGvuMzpmO+rwNvI0QpvOmugIirqq+StEFpWnVzYv+JWi0ThVfwDo9de5534l/wGkFMYAfok+dp2vXcwW2Mcv5WY74//OEP8utf/1r7wDn7ujgc6rm78cYbVfwR4s/Jryj8g6I6vDiTrraHjtw8shiD78DrQ/d5pH0BhJHC24gwaXvLEQDvXERwhFTnV8vkUZPl1qNv7bEhqMQz8BpB7PZgNlb3FB2yLLiQEZoJUM0SlSPNp8hWNckVK1Z4fICE+NqJmJ+f36yxJem9dLU9mDePrmAxBt+C14fu90hDKOaW5MqafWv0HZ+7u+UI8l/t5QusliNZiVnScKCpWbEVIj2231h9p7DrffAaQUxgB4WFheJpOpRzh35vCMMcP3685tXl5uZqnzgTPIlgkRBCCPEc7FdH/BFPeaS9nbPXkZYjPx/5cynPpWedENJ9dEjcwSv3k5/8RPPqzjvvPLnsssvkL3/5i7YQAAjFvOmmm+Scc87p6vESQkivqQzIfnXEH+lIOGN7HunWqshaLQiQy9aRJuWHSnstR0b0GSHLcpd59DcJIeSQxd2ECRPkgw8+0B5v27dv12bhEHnWU+SgoCBtJP7oo492ZHWE9FgQI5+WlsZYeeK2PXTWy8B+dT2H3nh96Ewrg0P1SHckZ++F5S9IYmSiFi/paq8e1teakETYVW+zCdI6vfEaQVoHdpCamipe73OXk5PTLF64T58+WvknKsp1eAU5CPvcEdI7OdRedT29HxjxTw4lLNI8J1x5pNs6J5Bbd+dXd+pyrjx/W4u3yuK8xTK8z3DJTM7s1PlGCCE9VRu4fWeQmZmpIZrobYfXuHHjKOxIr6GhoUGys7P1nZCO2IPdy4Cb0aDAIKeXAdNRGbC9QhAsxuD79Kbrw6G2MrA80p1pD9BWzh6eV0PEVdZVysD4gZ0+3zxFb7IJ0j60B2ICO9iwYYN4JSzToqSkRG6//XYtrlJcXOz03P3yl7+U+++/X+Lj4z0+QEJ8Cdw44OmKmw5v0ovtwZ3KgGw23rPpLdcHT7UyaCucsbM5e6U1pbL3wF6djmW8fb71FpsgHYP2QExgB/DceU3cFRUVadXMXbt2yfnnny9ZWU1P1davXy+vvPKKfPHFF7Jo0SIVe4QQQppgrzrSnXRH+K4nH1hYHml3aCtnr7quWg7UHpARCSMkLiyuxXd5vhFC/J0Oi7t7771XQkNDZcuWLdoOwT7vpJNO0vfHH3+8K8ZJCCE+exOtN7EJrkMlPVEZkJCOCDnY0nsb3uvy1gDefmDRVhXZHWU7JCIkQtLjWwpPwPONEOLvdFjczZs3T55//vkWwg6kpKRopcwrr7yS4o74fWWjoUOHstJVL8cqJLGhYIPENcRJ6TelGl7m6iaavep6D915fbAXM6mpr9FwxPjweBndd7TL1gCeEni+8MCitSqyRw88WkYmjpRdZbv0/PL2+cZ/M4gJ7YGYwA4GDx7sPXG3Z88eLaDSGmPGjJG9e/d6alyE+OyJ2LdvX28Pg/hY5cvguuBWb6LZq6730F3XB8sG8yvyJS48TsLDwmV50XIVdw2OBhV6EF3u5sB1FF95YNFazh4eumD/+ML5xn8ziAntgdjtITk5WTxNh69uSUlJkpub2+r8bdu2SUJCgqfGRYjPVjZatWoVK131UuyFJOJC42RQzSB9b6sS36FUBiQ9h+64Plg2iHL/RdVFsnT3Uvls62eyqWiTziuuKlZPllWwwZ4D5wmsBxYQShBQpdWlUt9Yr+/43J0CylUVWV863/hvBjGhPRAT2MGaNWu857mbPn26Vsr87LPPNPfOpKamRv70pz/JySef7PEBEuJL4IapqqqKla56KS0KSThEQhtD9aa2qqFKPSW4uXVVSKKzlQGJ/18f3CmCguWW5C2RPQf2qDeqtqFW31FIpKahRspry9V7B7GDEM2uyoFrLSwSAgrCztsPLHzlfOO/GcSE9kBMYAfV1dXi1YIqU6ZMkREjRsjVV1+t/e4wKPTrePbZZ1Xgvfrqqx4fICGE+Ar2QhIFFQUSVx0n3xR8o+LOunFctXeVywqAnakMSPwbdxuB40ECvHbId6uqq1KPWWhwqIQ0hOj82vpa2VO+RzYXbpbJqZP1IURX5cD5ioBqDZ5vhJDeSIfFXVpamnz33Xdy1VVXyW233dYs5OPEE0+Up59+WtLT07tyrIQQ4lXMQhLIa1q+e7kMiB2g0wKDAqWspkxvct9c96YWdfC294L0vPzN9oqgwDNnCrvIkEidXhlQKVX1VeoFxGvRzkVSWV8pmYmZkl+Z32U5cBRQhBDiW7jVxHzIkCHy3//+VxuYb9q0SacNHz6cuXak1xAUFKRea7yT3odVSGLFnhVSVFkk5XXlsrByoew+sFt7a1U3VEtkcKT8sPcHeWH5C/LY9Md8xotBvHN9aC3ksrONwGNCYyQkMEQKagt0WXwPoZn1jnpdp0McEhQQJA2NDerhyy3JlakDprJoj5fgvxnEhPZATGAHiIj0qrizQKPyqVOnenwwhPg6uJGKj2/KYyG9D6uQBG68txRvUa/JsqJl6sWDbSC3qV9kP/WsfLTpIzll+CkyMmmkT4aska6/PrQVcolebJ1pBI7qmKkxqbK3Yq8+TAiTMKmsrdRompCgEGlsbBQJEGmQBgkNCpWwoDDpH91fRSLpfvhvBjGhPZDusIdOiTtCeiv19fWycuVKmThxogQH8/TpjSBM7uxRZ6t3rrSyVC7ue7G8uv9VtYekqCQNrYOQ21S4Se6ef7cM6zNMC110VUNp4pvXh03Fm+TJJU+qOEuMSJR+Uf0kOPBgy4yTh5/cqUbgeEAwJXWKbCjcoA8KsA68UFI7NDBUAoMD1daiQ6O151tsaKxWinRV5Id0Pfw3g5jQHojdHpYvXy6ehpZFiJuwhDEZnzJeRiSMkOz6bIkPi5dB8YM0vMLywCD3DoJue8l2yUrK0pvqrmooTXzv+oDwyOeXPy8LdiyQQAlUO4CwQ4uAjMQMzYFbuGOhetXcbQQOQXfRhItk/vb5Kv4g3uA5xrrgsYO3LiI4QkVgemy6Vs5E2LAnK2US9+C/GcSE9kBMNNrCwzA+iBBC3AQ3zngh1wk37bgJt4QdLtQoU4/pcWFxerMdFBjkzKVqrRce8R/m586Xjzd9rKILHrjEyEQN4YVdfL/7ew3JxN8p0Skq9u1l0a1G4Hgw4KoIyui+o+Xi8RdLgARoeCYKqaDQSl1Dnebb9Ynoo17irqyUSQghxDehuCOEkA4AMYbiFGv2rdEQtxkjZ+hNOjx0CIvDfLzjph3FLJIjkzUHKiw4zLmOrmgoTXwP5FtW1lWqeMPxh7cN77AJTIegQ74cwibbawQOLLvDO+wMuXyr96+WUUmjVADiIQIeIEAUNkqjepWTo5LbFYmEEEL8D4ZlEuIGCL0bN24cK131MlwVxkCrg8kDJsuH+z+UA40HpL6mXr11CREJ6r1D1ULcoOPG26QrGkoT3wDXhYTBCbJj+w711EKsQXSZ4h7T9x7Yq941hPfCjlprBA4eXvBwC7uD9xevaenTdBlUxUQFVzxoEIfo+pHjh/VZIpGFfLwD/80gJrQHYgI7GD16tHgaijtC3CQ0NNTbQyA+0IsMjcoRAjcoYZCU1JRo6B0qGaJy4RcHvpDooGhnaJwJw+R6Hq21M3BFVWOV2gXE1b6KfZIclNzMBtDGAG0zkA9nrcdVI/ANBRtc2t2iHYtkc/FmmZY2zbneYQnDVDRCBO4u3y1bS7aqeDws9TAVdt2d3+nO/uoN8N8MYkJ7IF1tDxR3hLiZCL1s2TKZMmUKK131AtrrRbYhf4McH3G87Ou7T3KKcmR/xX4tbAFRB+A1MbHC5LqqoTTxPG21M7CLJlwfirYUSXRItETGR2oeHIqnwF6Qe4kczcLKQg3nPWzAYbJu/zqn+DErWbZldwPjB2pIplX90pqHMEzYGypjolLrFZOukJOGn9Ttosqd/dUb4L8ZxIT20A1UVors29f0WrJE5MsvRaZMOTjt7beblvvb30SuvNLr9oDqqZ6GlkUIIa2AG+i2epENiBkgdTV1cs7oc/QfastTAe/c098/rblTyLFDKCamQdgxTK7nAKHSVjsDV1VPIdwQOrli7wptHg4PHEQabMMK0UTu3SebP5H3N7zvUvy0ZXfq9Q2N0dDL0ppSiQ8/2CMJy8Iz2C+6n2QmZ7ZpY13hXWvNy80qsYSQToOCU+XlIvv3N4mzxYtFPv9c5PDDDwq2uXPbXsf777ec9vXXXhd3XQXFHSGEtAJufNvrRdZQ3aDCbXzS+GbzcCPbWi4Vb3B9n460M0DVU4RU2kXR6SNPlx1lOyS/Il/G9h0r9Y6mQikoiFJVV6UeXHjyBsUNksr6yhbipy27Qw4nCrVsLtos1XXVIuHue4YP1bvmShiCtrzceNDR2v4ihPRCwVZSIpKf3yTOvvtO5LPPRKZNE9m7t2maK0Fm8r//tT4vPFykX7+m9VRXi1x2WdNnvLKzRQYPFrnhBvFXKO4IIaQVcOOKG9+2epEhv8pV/hxukl3lUvHGtmfw5dYvtZ0BBBMEHSqfotUAqqHCYwbBYlU9tTcHx3E3xb3VaBzeNtgMRCL63MG24OEaEj9Ec+Us8dOW3UE0wY7wwAACEp5CdzzDnfWuWYIOuaYQvNgWFHCxhOHU1KlternNKrFspk6IH4J+bYWFIgUFBwUbBNjRRx/0sH34YdvrgEeuNSIjm8QZPHgVFSJXXHFQsG3cKNK/v8i4cSKTJ4v07YsLj/RWKO4IcbOyEWLlWemq53Ao4WdYFjeuuPE1vREAN/07yndIckqyDOozyOX38Tu8ke2ZNvP+xve1bQGElxVOqe0MgpLVawchlBSV1KzqqXl9MMU9BNFLK1/SvncouoMm98XVxSoW1xesVwGHAit1jXW6fHt2h3HNGDFDhdyGwg0d9gy3l0PqyruG73y57Uv5YMMHOh+VOVEFNC0uTcb1HafiEuP8Ye8Pul3wRrqit1aJ5b8ZpEfbAxquw7sG0QZxtmiRyH//K3LMMQcF28cft72Ob75pfV5MTJM4w2+Ulor87ncHBdvmzQcF28SJIknNc9j9gaCgIJmIbfMwFHeEuEltba1ERER4exikAxxq+BlucLEsbuRd5s9FJMmpQ0+lN87PgMDC8e1IOwO719a8PsAuINReW/OahmPC+wdhhWqZAPYIgQd72layTQqqClQI4jvI14NgWrp7qYxMGCnRYdHNvHNXTL7CpWcYIPzT1cMMTF+2e5lEh0ar99Fq04G/ITyxXbBzy7uG8wehqfBgQlBiGZAakyrFVcU6tsMHHK7CcOmupbLvwD7dNghYO725Siz/zSA+ZQ91dU3eL0uwLVzYJNB++tODgu2TT9peB0Rea8THN4kzy4t39dUHBdvWrSKpqU2Cbfx4kT59pLdTW1vr8XVS3BHiZmWj1atXs9JVD8BTxR2wTGv5c6ePOF3Kc8ulIaWB9uAluqIwiBY/caOdQVvXB6s4Cjxdq/at0u9ZhU/wjhea3sMjh999L+c9WbN/jWws3KieMAimPeV7tEhK36i+Lbxzpme4rYcZ4Lllz8ny3cv1XIDQjAhuusGsqq9SEWvtNwhMiNEnFz8pC3Yu0Gn9o/urOGxwNKjnMjU6VQUffgvN2FFEBiGr8CSiBYPd29hbq8Ty3wzSLfaAvDKIsqKipvcFC5pCII8//qBgayvkESxd2vq8hISDgg3CcPbsg4ItN7dJsEGsjR3b5I0jHbaHdevWiafhlYYQ4nd0JvysLVrLn2tsaJRlucu6YYtId5bdx/FFuCHaDrTVzuDnGT9v136s4ih9I/uqXeIVGhiqTe7R7N4SPyBAAuSr3K/UK4hqlwhxhBhExU147i4Yd4EcN/Q4l9651vri4WHG6r2rsXIVi5EhkfodjAlCDNMHxQ7SPo0Hag5oK4U3174pydHJau/YPlQKRcgogNcPwg/LQWzi9+D5w/ggQDGfVWIJ8QAHDjQJqeLig4INRUZOPPGgYEOZ/7ZYtar1ecnJTeIM69+1q6nAiCXYduw46GEbM6Yp3430GCjuCCF+57lpr4VBZ4o7uMqfa5Smm3PSM9oUdBQz581VOwOIyBOGniDHDWkSWnY7VLtKGKw2YxVHgQCy3uHxsttkeEi4M58OotIqpIIQR/TEg2BCGGT/mP7y3ob3mglaVO+EhxEVPfFdjAW/jXVkJWXJuznv6rogehFaCQ8bBBq8k/htjAnLVjdUy/CE4VJUVaS5gGP6jpHtpdvVywcxinVi3cg9xDgxDR4/rBPCFGLvgvEXyPe7vmeVWEJcUVoq4RBOVvGRb78VmTdP5OSTDwq2+fPbXkdbnp6UlCZxhkqU27eL3HjjQcEGAWcJtqyspoqSxC+huCPETXpMInQv9tyMTh7dbgsDTxV3oD30rDYFHcHMtbS3M4DXDuIPOW/Wui073FSwSSY6Jspr37wmI5JG6DowBtgkxgrxhhBM+0OBIAlSLx5+Ax402LGrBxKL8xbLuvx1KqZM79wnWz5R8YccOogxa1/gdyHM8JsANo9m53iHgIMXD9sA7+TuA7u1Zx6+Aw8ffgcCDh47fXASGqPLw5MIryWOAc4x/BY8mlbYJQQvXqwSexBeI/wc5JXBw4aCIBBnEGzou3bqqQcFG6b9eNM9wdU6Nm1qff0oKgLRVlYmsmWLyM03HxRse/aIDBjQJNhGjhQJCemyzSRdQ2Cg56+NFHeEuAFi5A877DBvD4O0k1O3bn/TDXBbLQw8UdyB9tDz2hR0FHuupfXw4CeDftLMC2W3w/yQfOlT16eZB/GMjDO09QFEJ4QdPGbiwP8cGhYJcYT142+IuNjQWCmpLlEbhpcMog3CCpUqkfs2LX2a0yONZQoqCqSytlJz6FDsBN40a18M7zNcQ0kh2CAwkeuH34Lgw3R43LA8vJ9TUqeo+EMlz7LaMlmxZ4V+b3fDbukT3kfPJbQ/0LxBCdDfRCjmrrIm0WiGXbJKbBO8RvRAECYNQQbRZgk2VHx85x2R0047KNjaKioCnnmm9XlpaU3iDIINwu622w4KNqzbEmzDhuHpgMc3kfjO9WEyWjd4er0eXyMhfgxuJktLSyUuLq5FuB/xnZw6iDvcwOLmHl68riruQHvo/gIonW1T0Bna61XYwg4lQCIaIyQoNMiZ2/nC8he0qiYEIoqRALxjWQgtCL36hnq1H/xdU1cjn2/7XAUUBJjlhUN4Jh5WmKHGsD+sF941iD/YPP6GCLX2BfLqkB+HdeEBCLYhtCZUq11iPYnhifrk+Ii0I3Sc8FSu3bdWPYkQmBgnhDPyACH6EP4KQYltcAQ0ievJqZMZdtkKvEb4kGDLy2sKhSwvb2qUDcH25psiZ5xxULAtWdL2ep57rvV5gwY1iTOsH42yb7/9oGBDqf+0NHGMHSul8fES16cP7YEIrg8lCKH1MBR3hLhZ2SgnJ4eVz3w8pw7T4eXATW5XFnegPXR/AZRDaVPQGdrqVWi3wwBHgPSv7i/bIrepFw7hix9t+kgrS8JLh9BGCDiEQWqFTHGoSIK4wn/4/MP+H7TgCrYDOWzw6sELh+qZ2F/w3FnAMwdhiVBOCLCi6iIViviXHePB76HwCvYTvHr4bOXiJUQk6HeLa4o17BQhmbjRgMdzX+W+pjYNKKIS0JT3By8d8vSwzSgOM334dDkj8wwZnzK+14ddtgWvEV0I8ta2bWsqCILiI1a+2uuvi5x55kHB1lYVSPDii63PGzKkSZyhafaaNSJ33nlQsKEyJTxw8LAhl60DYq2hvl5yli2jPRDn9WFTWyG5nYSWRQjxy5w6eHLOHnW25g6xuIP/tKbobJuCrsCqhOnKDiGUsF3wMKLyJOwPYwsNDlX7LKkqkeCgYBVaqFKJfWFV0cT24fPu8t0q8LAubCO8eJgeFxSn0+Blw7bC1rEeiEZ421QwBgTqspiGdaCKJfroWVU/8Q4xCMGG9UJAwpu3uXCzilRUv7QEIEIzdVyBQfqwBeMe0meIbodVQIYCj3isaTZudhEOCUFlCbbXXhM566yDgm3FirbX849/tD5v+PAmcVZZKbJypcjddx8UbBCK6elNgg2fCemBUNwRQvw2pw5eBZSrZ3EH/2lN4ak2BZ7oj2dVwnRlh/CqQTBhfm19rQooiDCIMQizOkedVNdWa485jAWCDtuAnDmIKYhCrBcCFg8zBsQOkDX71mjlzsF9Bus7xJ/VigBjh0caHjyrH53VemFM0hgZ1GeQPuSwqn5iPGiBANGJByA4BhBwEKvRIdFOryG8fdb6IRDhccS6X139qr6G9hmqy3bEA9sVPQlJDwBNmjdsaMovg6CCOPv6a5FXXxU599yDgq2tsv3glVdan5eRcVCwLVsmct99BwUbhOLAgU092NCvjRA/h+KOEDfATWlERARj5XtQTl1bYXWHSm+3B1c366ArW1N0pk1BV/XHM8di5dzVBtbqPDQexwvhkBsLNmr4I4QccuogouDFawxo1DBKFFkJCArQcSAEEiGSKFwCgQfBit/B8rB/iKtPNn+ido0iJxBfJTUl+hlCF9OwDzEWfIYA3l7W1CIBrQ2Qf6eeQAnQpuoQbIcPOFx/E16/b3d8q7l1VhgzxCXCM/U79U3HDvsMQhLLQLiiGEt7Htiu6kno6/jtNaKqSmT9+qZwSPxtCbZ//UvkvPMOCjaEMrYFBF5roFw/xBkadC9eLPLAAwdL/eN3IdhGjxaJbfmAz1fxW3sgnULb4HRBSwqKO0LcLGk9fvx4bw/D7/GVnLr26E32YBdy2Nf2fmsI4wMos99WGK0WmagpdVaDxPSOtqaw2hRgLPBQIQcNXi0UAIFwwRh+OvinrYYKeio81BwLvmfZYV1Ynewo2SHf5X2n+ywhMkHtEeGYG4s2aruDsKAw9X5ZeXfYTxCBEH/YBxBxmIZcOeQPLty5UKtr4rsQYfhdLI9xw+6xDksIYr3wuEHUoZJlakCq7qf/bf6fhlriNyGCrVBQCD5re+Hx7BvdV3Lyc2Rb8TYNv4Qn0GrdgO0B+A0IQQhDFYviaOaBHZE4Qs9D01ae/v5pj+zznkaPukYgDHLt2ibvlyXYvvqqSYD98pcHBRtEXVv8+9+tz0NDbIizmpqmptwPPdT0GaINvwvBNmqUSJTrkPueTo+yB9It9jAWHmUPQ3FHiBvgBrKgoECSkpK6pDcJaT+XyZdy6nqSPRxKSJzd62I1woaXaHTf0XqcsO73N7yvHqGjBx2t/eZchdHi3QoPhHhBeCBEAgRQawVQ7GPHZxxreMawbhT9iAyOVGEHYfPvNf+Wd7LfaeEZcjc8tCP7zGyZAC9iw4EGWVewTtsZQHhCZGGfYLxhgWFqM1aTcWw3gNiDdwwiaEvRFt0OCDHk1GF/YdvgyYsNiZX9FfslPiJeJqRM0P2O7cUY4XGDyELenNUSAdsPob25aLPsrdgrQ0KGaKEZLIPPWA4hldgf1jHRKp2OBqltrJVQR6gKO23ZYIDiLxB9aIHQL6apemZA+MFefLd9fpt6/GAr2Db8jX2AipwtvPD56+TlH16W88eer15LfwvV9Po1ApX44D2DWIOgsgQbctjOOeegYMvJaXs9KFLSGlZ+GtaPCpSPPnpQsMHrhiqSmZkiYWHS2/G6PRCfs4d8VFL1MBR3hLh5Im7dulUSEhJ4Ye5C2spl8qWcup5iD5Y4wztu9rF/cON/0YSLVJy1913T0wWh8dX2rzTfC14g3NgjNBCeGtzI4+Y9rzRPBscNbhZGC6/U0l1LNScOQgYVHiFyUNBjS/EWFXo4rh0RlvBmwYMFDx2+hybmK/eu1HnDE4fLwNiBLj1D7oSHYlwdDSO0WibkFuXKuh/WyZ6GPZIWl6aetCW7lui+wXiwDwC2H/sMY4WXD14306uGY4SQSogqhDxCaOGBBnrWVdZXOoUVfnPt/rWys2ynM69PAkWGJQyTyf2beidh/BBNgTWB+rsQdni32iJsK9mm69BCLeFxKiy1UEvdAf1dU9ABDSENCNDegto/r7pMBSbAPsO68D6m3xj9DdgJRC/WDRtCPzwLfMb873d9L9/t/E7nYdxnZp3pN568LrlG4GZw9eomMVVXd1CwQYD94hdNn1Hqv70qfGgD0BoTJzYJNKz/iy9EHnvsYA4bcugGDxYZMYJNs/303wzSffaQm5vr8fVS3BFCfI4WuUxeyqnzByxxhjBWeGVQrAMiaPW+1TJ/+3y585g75bSM01x+15WnC+F4COlLi0nTRtcQDwjtwzJaTl8cziIf+IzvRIZGytr8terBQc4ZQhQhIOBxw28gnwyC5u8r/i6PTX/MKc4x9ieXPKliCyIHJfhX7F2hXlr1LjXUqscPHjd4wUxhCfEE7xXWAc/Qg8c/2CGPMNa9au8qDWN0J4wQY4Y9bgne4vRGQqiNSBgh32z/RlsJqAMsAP8L0HGgnxzGDOEEYQvBBG8ffhceOuwXhErCQ4rqn/jbCo1E2OS+A/tUbGF8mIdzAx6+TYWbtCgK9jtEIoQVxoMm5RDgWGbZ7mUqEi3PJ7yKGAPGrl7FkGjdZhVzP/6H7YEABfgt/AdxrX87HLJm/xr9jH1jPZSB8MN+xW/9sPcHGdtvbFORmYZa3S/YBuyL4IBg3W60fMB67jr2Lr8ReB3qwQYP2/ffNwknS7B9+aXI22+LzJp10MO2ZUvb68LyrTFlSpM4q68X+eQTkccfPyjYMA2CjU2zCenxUNwRQnwOV7lM3sip84eG3xBnEHa4cYbnKC4sTkPz4OnJK8+T+765T8vau/LgufJ0QRjiBh4CLTYgVtcLbxymQZwAjBfLAW2KvX+tlFaXqgiBuIBA1B51AUEqXJAbBu8VesLNGDFDThh2go79+eXPy4IdC1T8wDuHaSj2gVBCLN+asMT2WpUk4UXaXLxZxcf0YdPb9QhjfPjNzlb2hDiyfgMCEyIN4mpAzADZXrpdx4/vYV8gZBPtD/AdCBzsP4hWCDGMG43J8Tf2J8QYxLkKLkej7j+sA146LAePHFodaFuD8j36O/Fh8ZoTh/DLQfGD9DzCb2NfYDvWF6/X38X4sC78NvYrvIOwEyyLMULUQdxBqFU1Vuly1Q3VTQVkGpu8kyMTRuq5CVvBsbBA+DQEIR4qwOOK/QEhivHiAQBsAPsLTefxN2wDnjw0fzeF/qHgqSqdHVmPc5nqMomtEelfHiDBqNZosW6dyJw5B8Wa5WVD2GRrzJ3b+rypUw+Ks//+t2ndlmBDHzj0aUNYJAt4ENJroLgjxA1woxcXF8dKV92Amcvkq33qutIe4HF6N/tdWb5nud7U4ybfVchaWzecmI714AYdN9e4YYcA0hywkHAVHLjh/ucP/5SHT3zY+T1rnct3L5eCigLNH9tXt09v1HGDDwEBT4wW7qgp13XiOxBwWAdu0rEsRASOnZkrV1lTqb8PrxRu+jG2iJoIDQeEZ++DjR/IcUOPky+3fikfb/pY1wExD+GDG3+IDwhGK1cML0zDmLRQSN0BWbFnhY4J24vfhaCANw7jwO/goUFrHmEIXYgjdyt76j4r2yESLirYvt/5vQoW2C1EFvYHthlgnNhH2FdW3iFsG965w9MOV6/Wgu0LdH9gn0IkVtRXaDglvqOFUxobtMAKBDo8mlqgxdEgjgaH/lZ1XbXsr9+v+7c8oFz338IdC9Ujjv2pY/4xnw5jsdB26gGBzhBYLIPQIaBVM438O/xOeFC4jhP7wwojxWet/BkWpw8RYL94WRU/sa/gUcR6I0Ij9EGBJR5xXCHMv879WgvBoNXCoQguT1Xp1PVkvys7c1dLeGGp1PaJlQHDJjStZ1+DyBNPSPnOLVK+Y5NEF5RIammVhNY17bf4W38vASec0LSiggKRF15o+8emTWsSZ+j59tFHIk89dVCwwcs3dGiHm2YT34L3EMQEdhDbBdVeKe4IcbOyURbKM5Nuwcpl8tXeWF1lD7iRvGf+Perxwk08bnxx42wPWWvvxtVqMI0iHVaFQ+w7eHpwg2/dYEBAWjfS5jrhLUNvtWV7lqnAg/cUuXLwBMHrAtEBcYK8LXiKrJw5eG7gzbMabeN3kiOT9aYdjbOtnC2IGowL64JAw/qRP4axvL/xfZ02JH6IiiGAceO3IW4gejAd4Z4QeAjrxH5CyCG8gRBp+B3sF3wH+wO/nxaSptvQmkf4qPSjtCCLO5U9rX22JG+JrhdiEl5SjAfg9yB0ILSwz+C5gvjSEEtH03bht61CMRBr2A6IqYTwBPXIoWWCVYAF63cEOtTLqO0KHPs0FzIuNE63F0IKxwW/r6I3IEg/Q7RiW0YljdIwUXjspFp03ZWOSrUxbCO+s79yf4tCKtbnkIAQraRp5eFhW8rrylXwf5X7lW4DjgGqmOIY4jO2BduEbcTfVr88zMd6cMyt/QDPMgQi7N0Udx2p2Graf4cqoyZmiBQVNXnQ+vYVSf4xJxBFSP76V51etWu7pOzaLjeXVEpwQ9M++L8rpsm/Akv0eN8XdKIM+cc/BOWA7CWBKiOCZUXhYqkr2tgkJkeObN4023xFNx1f4r/wHoLY7SEDPRo9DMUdIW6AJ827d++W1NRUJkN3E76cU9cV9mCFIyI0DTfvEEoQQrhxNkPWLpt0Wbvl5ZHPhJtmLZYRFucUU1gPvgdxpN61whx5YvET2h/uzXVvyv4D+5uqNVbmqyhAmB7Ab8DTh2MC4YB1Q0BpXt2PoYEYP0IBEWIJL0xJVYne5I/rN05vzHFjD7GF3wV413yv+gpdP9aNvnAQW/DyaPjmj+IO+0N/p7pYxdyP2knHCrGCxuDYT7jRh2jAsvBYIo/NaiGAsV0w/gLdj648whBeqLQJgWTlgGEd6m0MCmlR2dPMaYQYHh48XIoCippEaH2thi1C4ELYwXMFsQpBiTEiTBPjhgcVnlQIYojIUkepbge2H/3x8F2rfQLm4/t4x/7FvsG2NjQ0tVWA6AppbPIQ4phj/yGEEsccIhPbtXr/ahXZKVEpmjuJY4rfw1ghwLCs5eHFf1YrBAvs5yBHkAQHBzvDSsMCwqRBmvLxINywDktoYvtAjMToNhRVFum75vEFBOlxgg1hWfx+UkRSU36iw72KrZb95xVtl9nDfiULlr0jdbV5MmrEJF1/36375Mg3vpOo4gMSnF8oSeX/FkdJpQTAQwaeeUbkqqua/i4udjbNjvjxZXEgIlh2FW2XvLI42VC4QW4N2ikXXHCE7Ayvldj0EVKREK2vA32ipC4kWCqLKmVL9o+hvP37i9x1V6evDb76oIt0DN5DELs97Nq1SzwNxR0hbp6IeXl5kpKSwgsz6RJ7gGCanztfb3px82551+BRMUPWcFPXVl4YboRxY4+wOUscYTmMGQJLqysGBWsYHQTLyt0rNQxUvUdB4VoqHx4y3U5HozP8cWSfkeqlwY23NuKWRhUGmlMX2lSaHzf38FxhrFgGlSOtME2MwaoaqZ6tANH1QWBBUOAGH55AeIP6RfVTD05yULJ+D7+PsWMehIh6pBrqVRygyIsKxR9FEAQLboAxD94cfN8qmIL13nr0rS4bsGP/W7mKEHXYh1gnvhsXGKeCzKrsaS0H8YZ9hTFM6z9NNtVuUgEEsRHaEKr7B2O1Qlq1cW1wuAoSTEcoKbYL0yE+4b2EkDxiwBGSW5rbVHzG0RTOiWOloaVlO1XkoGgMxlJaW6rbj/2NdWH92HbgqHboeLD/AIQxhB8qWsIONhVt0vFDkOKYYP9ZaPioBGoIqN32NT8Pnrmg8KbeeyERalMYq7XNEGsQYcj5m5o6Vbfr621fq5C1istYQhJjR67hroZdWvF0ZNJIp7B7euHjUrd3t4xviJe6vqnyQdVSta8hOw/IL1/aJonlDRJdfECiiisksqRCAh0vSKaIJFz1M1kzsun8CD9QLRM+XeX6xEtIaAqDtMDT9AcflIKYIPnnnv9JQEqKFEUHy5eVa6VEqnX/JQWFSHhNuCyo2CzfTwyVYwYdox5jk0BHgGSGZcqCwgUtQnndwS5uYZMp0Sly9MCjtWowhV7PgPcQxJXY9zQUd4QQ4kPAU4Sbb9y4ucr5QsgayuCj8iBu6lrLC0MBDnBE+hHy+dbPnSGBEAKWNwxiADeECM+DJwe/iyqJJXVNXheg+XPow9bQJA42Fm/UsEHcyA/qM0hvKlFxEeuB0AC4oXc21W5s0KbYuGkvqSnR+c08QY6mEvqaf4f8vUaHijcUQYFYxfbAg4gbf4QjwmOjzbUddSoY4dkKqQvRcWBZeM+wfQg/hKcqKynLmWNmtdCAmLN7hM3QSuTsQVRibJbnFEIP67S8gOjph31gtRpAvzZrf6o388fediq4gkJ03Ngf2BaMB8cDxxLVNPFbWA/+oV9Wt0y9YRBYyKfDfPw21gGxZlW7hMcKYhEiFmLZConF9yA68bsQeVgGXkGpExnfb7z+JiqKDk8Yrh7bzYWbdVxYHmOy8uuaDk2T60wrejoCmx03jAOCT0Mr6yv1+GB8qdGpOl7N9fuxxx/AQwe0OoAoxfKx4bFSVVkqyeX1MmBPseyOFtkd05S7OWafQ+asLJAhb14mjn37ZNCuXHmmtEmYgn9eMlmKJlao1zE4b69M/Xp7i/OoMUCkLCZUwgKb2jSAwvQk+eyK46WiT7SUxoXL+sBCuWj6LZI16hiR0IPLKQiTvO022bNvjSz5ZpmMTBiqjekh7BBibJ138BrDLvBQwhJv9nMSlUBxPpmhvO5gDy+Ftxfh2ag2+m7OuzImeYzmarqbR0gI8U8o7gghxJdonubUAsvTAbHVVkl/62Z/dPJo9SjgRlDbIDTU6M0mBJJVmVEFVn2VemDgbTLztVQoiENv3BHeZ3kULeGFMeDGFUIK67YKhMCzAY8NfgveMni8LE8gPEGmUMDfWDfYW7lXHAFNAg9iE+uHaIQAsvK3MJ7Q0FCtFAlRAtEID+SR6UfqzS7Er1WhES0f4OFBSBw8YFYLDVc3z5iP/DYN/0Tj8MYaXQdEpFUABQIZghFFVSDENacvvCkP0PJAWVjfgajR3ENUl2yoVUEGAY62APCWwYuF7cRyWDfCJb/e8bUKVQhf7Eu0ncC4AMaE749MHNkk3GvK1ZMZYPyH44ljZ4W2YhuwjyBIUegFDwb+u+W/6qGFoMe6cQwgVCwbxHogol3ZpAq/gKZtrK+v19/A7yUHxkhGXbhElkRITtgBqUyO1+PYb8s++elbn0hkUbncUlojfQ84pE+VteJ6+f2MYHnuiBC1qfjaRjl6UZ6I4CXS5H8UaQgQKY4JVu/q7vI63TfhKVHy2KwUiR04QqoSYqU6KU4akpNkUdVGkeBgGZE4QqxyBRV9omTheUfr3/A0F1aFSsTg4S2Fne1cwrbBGw47gpA3xRuOJwQ0HhjguFotQEwggq2HCu5ib0eCd+TA4lyAwIctwN5R/Ki1Nh2EkN4FxR0hboAwiuTkZIZTkC6zB4SiIewOeWW4IbRXdMSNMm7qIKbaKumPm1L9u65ChQ2+s2jnItlctFlvRjVPLihS56HgigqImjKpra1VQWKFeOEdQqkxsNHZAw2iDV4hCAbkxsFrgZta3GzjZtTyXqnoi0hsyh2rLj64HYYIMot2aPhfY72GJkKAQfRYN68QP1GRUXozjW3BvsB4NAzU0aA5bxAqu8t2642vtk2oLG4qiFJdqqGeCAu0t9DAcghHhfjsE9ZH88HQHy6kJkSFFzyDEK04FhCqWA6iEuPE0DFdW0MEhUqFo0Kyq7KdvegwLvwWhBOOF7w6qHaKPnQQAjiWVuN3FA45Iu0I5/Ge0G+Cs2E7PH1YD7YB79h+CAgcS3hgMQatlImwVwnQ8UBQmAIPy1vHa2L/iXoMkyOSpbSqVEUahB3WHRsSK4U1hc2OTUStSL8KkX4HRHbGieyOFT22E/ID5Y9f1UvSgUZJqWiUfgdKJbZmoXPfPnJ2qnx/1ggt2LN56w/ys+/3t7DVukCR/OgACfrRMwkvY8XgUHnxV2HSb+g4GT32OPnzln/JpuAy2RdeLzER8bqtocXbVPCuC6iQ1Yc3SFLkXgkJLNRjFF0WrXanjeVLctvtldkaEP3Iv0RPwd0HdktVbZXuU3jucH5hPVZOJx5Q4DzCQwlUTDV/a1vtNhmZPLLN32oNsx0JwN/O3Na6Qn3Ig3MLnl2ch2216SDeh/cQxAR2kJiYKJ6G4o4QN0/EYWjySkgX2QMEwLGDj5UPNnygIXy4MYdwgKjBjSRu6k4cdqLe8KO8f2s3rmhYjWWtZfpG99X1QqgghA6hcchrQojlhoINKighlvSG/sf8Log6qy+a9rHD92orNdwOHgRg9VzT0vfhcc7KjJgPoREY0SQUrZ52EJvYFsvDhP9ZOV7Ynyiugu/jN3AzbPVGw408vGkQKPA+adhiWZ6OWUMmf2zDgPVZxVpKaks0Fw03/DHhMfpd3PiahSlW7Vslb69/W8XKhoYNOm5457RoR0ON7gNt1/2jmMTfS3ct1X0KIY58vhW7V2gYLUTpJ4WfOHPdIM7gGdUm3YHB6kFFIRxg/T5E8fPLnlevnXkc8fnwAYerIIcHD55WZ/hkTdP+x+/sLd+rxwr7FqJWj199Uy6HVZkS9gN7gQcVwmRq6mHy5pKX5Nj6ATJ83z7ZnxguBUkReoyisrfItf9tEnJ9IegqRGKaHK7KdSeLzDmiSfiF1zTIrPVmsZWm/V4bHCCFMUESHhalxwMFVfIHFMojvwiS/OhA2RZWKXsiG2VflEhxhEhkeLR6K4cFBumxjE5MlXUTx8q31UUSPylLlhRVyoHaag35xD7CPsB+RdEW7D/YDcQ/PGPIIbTyIi+ddKmK2O92fqfiCMcI+6gjvTLNUMhxKeOkbned7Kjbob9pFbPBvsUxgKcMwgqePbTDgH3aq7Cen3V+pwQXjjXsB9uHbbUepuDYwp61YmpdhXq28b44b/Eh5faRroX3EMRuD0PR2sTDUNwR4ga4Ydq2bZsMGTKET95Il9gDbgB/O/m3etOOMv8QLdYNLQTCYamH6XwAj1ZrJf2Rf2NfxirGgZtf3OjiptRqSWD1rdP+c/A4/VjmXj1UP4bo4aYWYXrWPHxHw/ZQQbCuqaCJVoJsqG7qodbokB3lO1SUQZjgHS0V4LFCZUWsxwxjhAiDUNHS/LWVEhTTFAKK5TEOCB6MG39jOxFCif2F44D1Wblmuh8lUMNMMQ37D+ucv32+vLziZdlX2ZTjBtGIm3h4PgbFDVJxAHGBF26UrfVAyGhfucZ6/RsiCeOC+MR+RjgcxGhieKKMCR0jXxZ/qduvBWccjSoSp6ZMlTMyzmhWxAX7//Mtn2tVU2wHthmeKwh6jAGeSw37Cw5VsY59By8YBAb289D4oSooIMpqG2oksTZIksoaJKUyXHLjwmVjdLUKg5F5VfLga1slrWqnJB9olOD8V+SEqqYwWPDAzCSZe/IgDUONra6RWTkt7bIqWFSM1QeKCnCMf2dKtdx4Wq0UxYaoaNsT1SjB/QdIKXr9BYepRys5OELtcej4qbJnvENtKLL2gJTsXi755XlNtlFf25S7V9vUDgOCGbls8JZByKj9GcIXf2OdEF7YzxpmHNgkfvEQADaCz88ufVbFDwQecjghkCwPaVu9Mu2hkFb48SebP9FpGBPsACHPVt9A2NKMETP0b1TQdFZhTZkkx8YfKxloudAJsJ+xHtgjjiVsFePDeNSufwyDhmiH+IMHG9cM4pvwHoLY7WHr1q3iaSjuCHHzRMzPz5dBgwbxwky6zB5w03nXT+/SkDAU97DCLO1NzDvS5N2+DG4+cUOIMD2IOXgeIPog+FBFEqGJm0s2qxjSoisNDt029d79WDExSJqqb6p3r6HBmT8HbyByv1T8NYp6m3ADil5tCNmEFw0CBYKysaHJ82Dlh1nNtPHuFJYN9XrTjOnhoU2hhxBBGDemWc23rXw9M8RTBZmjocnb5mjyvOHG/IklT2iuGsJQIZ6skvz4HTQRx76wbt6BVd7fBKIWN9Gvr31dfjX2V3LN1Gvk5R9eloqaChkfOV7mF89X0RsiTa0T4Gk9YcgJzXqyQeRgu1Fhc33B+qZKn8FNrR6sbSupLpaIsmoZXh0q0ypqZG10rgSFB6lQSNyUJzc8v0DuL65U71rigUYJNwpa3nFalPzt6Ajd/nOHnSGHP/5Si+2oDg/WapAljkodAwRsXkytXH1qgOyNdqiYK4oJlr1RDikNbZTGgKZ9EoV2C4EhUhRZI++dmK4hkCiUok3JQ2olOihaWz5AREEcoW8g9oNVtbWf9FO7KNrSJNohyiBesP8hliDiIVBgz7CFftH9NGfR9GRbQltDlyWgqRhQaLQKSghvFLjBAwC090AbDgg8iHAsc3rG6W3mpZmhkJaoxDqnD5su3+74VkUUth9jxVjw8ATn1RWTr2jRlzM1KlVWLF+h+6Yz1wg8QMDvoMUDxg7bs8K1YTOWdxjTtP9jTak+aCC+Ce8hiN0eCgubwuA9CcUdIYT4ILj5/GPSH9vsa9WRJu+uloFYRG4OvEAQF7g5RlgfvAGDkwerQEOlRtzsQ4wh3BLeLgg2CLuw0DCdZxUMsUrlqxfO0SSI0JzVEmGo0AgBhptz3MTrjemPoY74ihX66fREBDV5YvA3PFgQttZNPdYBbwyEpNVMHWPCMhquJo3OojOae/ZjcRgrfBT7ATfDVoEMeH3wu7ghxmdUcbQEnykWTZGHbYUY/NOXf9IQTXhTVu9drT39GiKact/gNYQoGdZnmOa1Pb30ad3OzD4jJbCiWDasXypRBYWyt49IQJ8gHUNGXrXc/r9C6XfAIf0OBEhSRaOEOn/2c3ngjATZNmOE3hT2CYyUY9a2vIk/EB6knrSomESJCQ1QEX/S9KtF/naYSEqKVoFs7Jsst655XN7e/l89XvB21VaX6HYXRoo8O/VHoa3e4kC1mT4O0X1kFU6BQIXXDRU4MXYULjkr6ywVZghrhc3AFrG/8ZDCnh8K8Ydm6hDJoeGhWtIf4s4SLVZOHEJfIaywL1HlEwIddoyQSNgrwopxPCanTlaBBXtduHOhCh0cZ20/ERSsQg3eaxx3VDrFedFamKQZCmmC0GaE1mIdGDdyHjEu+wMVMyQSxWYOBYzR8g7j9/AZ22a940EJCuQAHXNolO5/QkjvheKOEEJ6cAP3ziyDUEQIFwgn5HMhbBCCCWFw+yv3680h8qQwHyBcT6tnBgTrzXNVY5WKL6WhKUwOTa0BQgitnm5Yr+bbBQZpxUurqbXlmYIXAjfe+D3Lk4U2APr94FBn83DkMOHGHB4rhLzBSwRPoCVA4LXA9ywsUeYs5f+jUIPws0JXEZ6KG2MIU4QDQtBi25E3B+HQHlgX1vOvVf8SR0O9DK+Pk0lVYTJk7yZJriuXTQkNmt+VvGm3XP1RqfQrd0hKZYAkHPivBBtpajedFCjP/zSqqRJmTZWcvNGaeVBYloQHyD60Cmgs0QIhKM4SlBwmd56XIiVxYbIusFAK1cPWKH36pKoHEKK9oaFGRU/a4HEiV046+KOORqndFKL7H4JN20sENDUkx36AeLNEPPYzXpbARoNxiD14gfFAAJ5GeOdaC3M0PU9mfijeM5Mz1WOMYw27griE99PMiYPdWt8/Kv0oFaIYL2xrad5StU2IQohorBMhq5qPGByp68O+sLcJQaXTtvLSzFBIe8EiiNfxgU0tJeCpw9i6uscc9is88C+tfEk9ijgvcB7hQQS87TgPtF1IUIiKZghrQkjvheKOEDfAE/O0tDSGUxCftQezWIgrT55VKAKeB3ifINLwwg0xRI02kq6vkuMGHSdnjzlbw+EgABGCiIbaKpIaG5uaVf8Ymql5eVZDavRXc9Tp3xBztQG1+n3kUFmFSuBNwk0ziqVgvHoz6hDNodNwux89XwidhMcP37PC9fBCewOMCzf4Oh5Ho970m542Ew31RAVPo0Kn1YOuor7JkwgxYzbqDmo4WFAExUU2JYpsTWiaN26vyF8+xfR6STlQIklVaFbdlBsmslU2nhwmfzkqSPdjZUW1nLipZWhnYWSAhj1WhwWqWIHI3JwYIFfODNbphbHBsiOsRsriwqU+LFhq6mqk9v/bOw84q6pr/687vdKmMMDQOyhdxN6wF0yi0fhMUFPMMxpLEqMv7x/T1aixJ2pizIsm9lixdwQRAUGa9D4MAwMDMzB97v/zXefuy5nLvVNgmBmH9dP7Ge655+yz9z777L1+e7VglcieLdpPGxLTZPG4NJnYc5Ss37ZUCZHm9wslYQc8f8jT7R/fXs+cl/GBSSoECgKj0UvJzRfnRVCF9GkE0LgkSUxKlPLaciXraMlI3wBBRlP3zZHfbDSBtl/zFOkfyjPEhzQvM0/NKtlciGZa7K6HlHE95FaT1gc8X0g00440ql9obbVUSZVuKDCG/HCJ7BvKOReLkOrYCXo+l9T7tIGnNUrqWmqOoC9unXyr/hvNpI7dqt1KvHl/MUflL6aw+xOV03DorhmGtgPjoGdPLz9sS8LIncGwHxOzwdAex4NLxO38uhCUEVJdcmMXKAKhGiKHAI/pGUK183njOwTv4w0fq98Spm1otBBolaxhEiZxUh2o3quBCwVVgeghWMOhEgOJYT8grsesk3Mp+7Dcw+SHE36oWqN3V7+rmjiE1b5d+qqwiqaO+0ICEZ5dUnRI5YrtK2T2ptlKnPReIYGb9sQid4BrE2uC0rciUfoW75bDgjukOrlaFneuUa3Z8MIq+eMbQemxOyi5paKEzY+fnSpy5zHevxPrRE6N8IGHTm1LE9maGZCy5IDUhaJsrsgKyOVTOB4nW9JENXAEHqmL9whDHH9CJqM70wLy8jE52jb6qaQSUlgjgZravRFFyREYrNP+QNsG4eG50PcQMPrEBZUhUMnq7auVRJP0+pYTbtFxALFxQWpIBA4x1Fx+cXs1qpiaosXjGdRWevkQMUukTWgDGwpIEkvzFMs/tCmmxdGuP3XAqbK5dLOOZ54hxM3571Fvxn5kQnF/IvtYaIiQNiXS5sGaIyBvV4y9QrV2tBnNXdh8uWKXbnw0tV6GtkF7WzMMbT8eevXq1eLlBoJuFTAcdOzatUs6d+4sO3fulE6d9s1NZWj/IHjE8uXLZciQIepTZDi00Z7Ggz90O/5FkDSEXARUhFGEY0jTL9//pRKHOQVz1GeNEOoIi5jXISRCpDiOeRuCI0I/5neAPF6OyDk4bZjzv3ORNrkOLYrmXwvltdMk4MmZWjfM2jAhg5ggMHMeJmYI9kQ75PoP136oud3I6wXQ9lE/ynX53JKq6yS7tFajQKJh+zJbZEX2Xg3bvYT1D2ngukUQtl+dmSp3HOuVM3JDlcx7pP7vJM3eGiJkDx4h8tcJ3vEuFQE5d1lQCtO934rSvfPiE5Lkwu4Xyn+K/qOmq5H95PrBkVAXOEaTsscl6V/a6KJzaqCZoKeZdNo4hAFNcyB1khqfqtpGzkG7CTmD9EHyeIaQM56rRqSsq9JonXedfpcSqWteu0ZTYHRJ7aKaVRc1Feg4qKnU53RY98N0vFx/1PU6DqKRr5bSKu/P9bTBv6EByUMjDfx5A7Wfg0Ela5DKnx/780bvHW2zhCTzzSG2B2OOaIl6GdoG7WnNMLSP8TBv3jyZOHFii3ID09wZDM2AJkTeuTO8M244tNFexkO00O0AosB3BFoCqJw1+CwVBlNTUr3AGOJpgCBSaL4Qmvm+XbbvJWRVXkoBtARob0jq7YcjKpAMTBsdQUADFzb3C4YCqEBekjopccRvCM0TUK0b+duqSlXgnrPyIyleu0R6lAXkazWdZUPPPvJpRon6FR1WUCsPvB5QspZbFpTOlfX74ueTRf54rPfvuKDIieuiJ83e0SlJdqaSYDxJE0+v7CZy6dchal6kSIgbwUXqosj/hPp/fPS+xxHV+qX2C2vZovVTvecWijIKIF/0N4FiuiR1kZLqEiXMEHLn+0jf0GcklKfPILoQOogZZBmNFv2ImSsEL67OM/nEZA9N3QdrP1CfPefHhnkrzwYCqL6QiZ6wyTVOu8XYmthrogY8OVCNUFP8Q5t7fayAQQ/MfuCAtW5NCVjUFnNES9TLcGivGYb2AcYBip+WhpE7g8FgaMdoirYjWuj2yCASCLqDug1S0uWSlEP0KB9TNsrXJNlR0gms27VOArvqR4+MBtXa1XmRM8PnBiFZAelcHa+ELL+gSLqXiizrHi+r4taqxumo7Wly85MbpcvOtZJdukDSK/2JsUvltnO6yuqz8kP5u8rl2PX161EZ7+VgQ4O2PXXvcQjbxd/wtGuaMLtTogYnSU1OV7M9/M5qaipVa7YnpVqeH+sFGXE+enU+Hzw/GuuHhtCQX6CLIEqQEPeMNV9gMKhkzUV/pB84BqlzwWtcvj8UqRC1Lsld9LfKoKc9hfyhpV1evFxzvV025jLN+wchJFUFvo0aQj8oSvY1gqkEdby1d1O/aKSvKWlC9rfs9oD2Wi+DwdD2MHJnMBg6NJpjCnagZmMtjWjmV0SMPDL/SDVhdHWMFrpdd4grd6oWBs0PWhr8qNDcoMXBJBBtEZo6SJ0/mEhTSAkpzzpVeOaOeWUiPcsTZEFWjSzNrQ6bRD78ijOJDEpatSvf+/uLUwJy63Gi99+wM0FGr/KShtdLmp0hGgVyS3K1bCjZoJqqVd1ELrxQZGenZCVs61MrpSRF7R73QVmyyNOH7/0eJ7WqpYIUEaGRMPYq+CemSEIwQYkN5A4NWjTt28GC31QTzdygLoPky+IvlWwFakJmryGfOsCzgoDxnTFLXTFd5Xhc0Iv+SZmaJw5tXyjXn94i9BhH5o6UXx7/S/ntR79VnzzMGUk6r2a0oZx7+LQREfKraOpn2i2DwXCowsidwdAM4O8yYMAAi3TVjuAnZJhfAUywnHmWP3F0ZICR5gQjae3xEM2HjnY+uehJ+b8F/6fal5y0HPVPG9xtsJpZagTAgEhhaaGeiwYHMz/KAJjnQW427dqk/nj4dTmNkSIo0rV8b4RI/i7KFVmS6/08erPIXyFsZV4kyZR6/KdG/udkkaW5Xi68oNTKpE3121SWGPJRyyBSpHdX6rA4s0YuuihBCtPqpCCjTklbKRHsAyJJcSQtF9lTtUu1WBC250ZyD48kNpWCQXZcSgY+RAt1gPzkpuZqP2nglpC5JETL5bzzm1DGAuRq2rZpjRLlqHWTvUnZt1Vs81JKVMfr/VUDV1MpJUHPVNO1Ba0nBB6tG6az/Mb7wO8QYUg7KR/QTJLEm3+TN87hnKHnaBCb+z+9X1NMcB0aTY6dO+RcOXnAyW1Khg50s6U9aLdszTD4YePB4AfjoF+/lp+jjNwZDM18EXNzQ5Kuoc0FOT8hI4jClrItehyNDJoIBFqCQKClcAFG5m2epyaKF464MBzGnaAMkUQKYvTx+o9lfuF81V6c3H9fQfdgjYdoPnRExyN6JWQIoKkhQt5H6z4Ka2ZmrJ8RTuxNGfjJ1VXXSJfSaum5O17SV30qIypTpHefXHk3Y4v29ejNQfnby3sJW1IEh/nFyXvJXV1A5IiC+r/vSvIIG35sWzI8kggRQsN2/kV7TSL5uyfJCyLi+fPFSWIoT11pUlBeHElKhX0pFO0tq3NpBnzHm0zrPEDWCSzCMxzVfZSSY7SYmKxC5tGScY7LneeeA98Jp4+WUwPE1NVGvTfkjOPzS+eHj2lky1CLIpOi+6Gml84ks7pSKndWKnHv06WPEnXIG3WBsFFHl3OQtqC9cwSQMa9BWHwJ4vkNX0WuP7HfifvkO3xl+St6DSaflEeKA0w2eWfaIkCKu35/Nltaun4tAVszDH7YeDBEjoecnBxpaRi5MxiaGdlo0aJFcthhh3XISFf7Iwy1hAC1P4KcX7OFNgpyByEj0ARlUAdIDsI4QrlGWqyplO17tsuqHatkwZYFMjp3tGq+8EUiefWEHhN0soVIURf+Ysq4oniFfGPEN+Qbw79Rrz4Hazw4HzqIh2pmairUrBKtUm56ruzas0N2rVsuA6ozZFR5kiQV75B52TUyL7dG/bHGb4mXR16okqzSUsneHayXNFtkl9x3jsgHx8arr1VKcrmM31zfJHJHyl5CVuCLGA9hO+/i+oStItH7LTEuIUQ8PaICkXtpeHQiAzmBlDi/P0gQJCSS2ql5ZDNJXCxAfsi1B1FGo9Ujs4dqMPfIHiU/aLcg9XVpdfrMIcycR6RI1ZIlZIZz9zmC7Qf1TAokyeW9Lpe/b/q7tgdNMmPStUXbGaM9Lsk6YPxD5CijZ6ee+kwZBxA2PpquIiFRxy7jNi8hT01vKQMiqO0l0Ao5C6vLlZySl41NCj958m9oQPrY/IDwEowEn7WGSNSBkq+GrgfRIr+Sd47or43VrSXq11Jo7hzRHgip4eCtiy21ZnSUcXIw21EXo+z21HeMh4ULF7Z4uUbuDIZmAMGqvNwLT97REEsYInw6/jcz1s1QEz929I/ufbQKv1zzn6X/kbmb56oQqzv/3QbLlGFTVNMFmEQRTtGMOCENczIi+sXSmvkFuasnXq0RA5dvW66aiCFZQ/Q6p9kiBDhJfbmH5v+q8swQMVPMTs3WyIy0id/QxFE2WoqKqgo9/v7a91UwJooe2jCEfBI/cz2EEMGYun+89mNtrz9xs388HPCCUV0tsnWryJYtEvxyloz64HP5sleyzOi2W+vcZ/V2ef65SsktWy5dd9dqJEiRkvDlt5wUJ0tP6yKldaVSHgjKyIKafZNmh8L2L03eJWVVdWrKt6ZbnFz47VRZk1Ie/r0qxsoAYXtlWPTfNPl4EwKNOK0TxEODdvg0TMBp9uqZizYR5NaLTNXg7kn5aLa4L+OZZ7W6ZLXkpeepKSK+dmg9GfvUCQLH88e3kWeLXxpkD1KqZo91XjoGfx2pe3Zidvg413E/JYMBz/yTxTwaIrV89BHjkrFHvdA6UkafTn1Us/ZZwWdSVFakY53xxjmUj6YaEqs5CWuq9C8pAUhiTrsxR2WMPvHFE7p5wfscK7oqPmvRxvDiosXyh+l/0Ot5Z/t066NzQ2Pky70jCwoXyDOLn9HNFrST/nd+fcl69YFsLPJrrLo1lBakOeSwLdaM9kJIG0PkXMcmFJFIG5r7Wkqgbuq9W+p++7vxGOuawV0HH7AMEa181sVJvSap1UpbE5am4mCO96Uxyh6VO0q+KPqi3bxjjIOKCm9DriVhee5aEZbn7quPmpoamTNnjkyYMEESEjrO3kgsYQghzuUZU1+kYJ0KkAi8R+UfpVEUEXqdvxfCLyAy3/F9j1cfH4RJCBwaBhesAo0GizIkkTILSgvqCXKAqWnWxllKGqmLy3VGmWPzxmp5A7sN1OtfX/G6kjj+jQCLUIumA4EY3yXIIb9BAF0QCtqTlZal2quV21dq2ZrYO+QvFQj9R/ANFknu6wR+TNd6ZfaSMwacIV22d5HsQdnyyspXtB81WEkgToXP0/NPlN4VyZK+o0x2rl8uFZvWSfy4CXL4Gd/xUgbMny/yX/+lhE6Ki/d5Lr8/JUluPTlRheAhW2pk8Z8jkmZrhMiAFKYH5V+jRB4f65kGplaLnLQ2TkP6b04PytZ0kZr4kPYoEKfPF80Qz6MpvmQtCZf4XNtA8m5ff/uJUkNmjM1FekK6amT5D387zDLnFc7T307qe5KU15argEj0TMYABIB798zoqc9pe8V2fQZEowzEBXQDgGMup5+rJ+Tyxn43yp1r79QolRAuHdPw10BAxyPXRfrkuVyBLv0E90Tz5prP2AOMaTYbrj7iaslKz5LPNn0m7655V4kgYzwrNUt6deoVTua9tWyrElj87Nj0oI1qrpvcSbWVaC/HdB+jya/94D1hLrhywpV6P7+wyJxw/RvXq4kwghHvE+WwycIGiT+PHHACNtrxTzd+qkIVps4QV95frnP3552nTZhTY0LKBlAkqBvv/m9O+k1UfzraTQ4/BLhhWcN0PnNCblPy3LXkrj5lrS5eLUsXLJWE3gkyNGdouM6RfsIQXnxp8RN2uR6ZWxmL9M/UMVN13oXs+zfHGqrb/pCwxsrB9H3WplkadRXhmPcCs17GujMR7t2pt5w95GyNzkt7Iq/ZXxPb99a8J68se0U27NqgcwjP2t2beb8lBPjItj635Dkdb7Fyh0bz3b531r1aRnZ6tr4/vM8uDcfVE66W0rWl+y1DRPXF3rVe5hbM1f7A3Bzrjsj2skazntImCCAbPi5tTXvNy7q/ZGtpA/IMz4H3wO+q0RL3PBCZ8sMPP5TJkydbnjuDwXDwc6SxaJO0eu3OtfodIVa1IrUiZSVlsqpklR7X3GbxniaGxYJFBMHxpS9f8szLaiqVoPnN0XZW7VTBBVNDFuUT+p6wTwh/6gOx3Fy6WUkYwg6APL29+m3VYhAgBGGH+yEII7BQDnnAEOT4N2ZpED9IWkZiRjifGkI8Ai/XQXQiSY7THLFgInBTHwShytKdkryxUHbtqpQ95c/IpcmT5a6cZbKif6aen7u8QO58bKNklb4qXSvuCpfXO/T39lPT5LJ198rU0VNl+NagnLlkSficmjiR4vQ4KUyv0zxryzOrZHe1R5hXdxU57dK9JpHb0kRqlSP5CZDXx+WJIq8N3pe0udQGu6paPq9OU6Hml6GE3H5EErmGiF0k8UMjV1NbE9XkkXGLAOie787inRo8BCBYv7PmHRVKEZgHdh0ouRm5KgDNK5inJIjfivYUKbFHO6Wav+RkL98cycWjjBuA8Mn7wDmQaMbrjtod9QK1uHNdgBTuQXm6yVBXs1e7GUpqzqbFtrptcvuM27W+aKB5fyCNkKSCsgJ9p7iWMhizED4EVcyQEbQpy72zgPfzyF5H1iN4vDMQsNs/vl1Jo19ofmjuQzK7YLa+W1wLEH4xi+Y9RnBaum2pvLf6PT3P+cOyyUNfEu2VOlB3TECpIzn0EEgpk3cd4kgbooFnRoRTDR4UgVeXvap983nh5/r9y61fKjGmfRBclxaE+iF8R5LDxjQJzSF+lPXw3Idl5tqZMqXTFHls4WOSnJisYwyhnzHBvMVYo7/5Nya1PEs2m1yUU/qBfnxr1VtKFBgfCKUI8UTN9Qvwrn4Q4IVbFiqhYuOsISLUGOGJ9Gt2z3F8z/E6trCaYE5mA6VzamftG479a+G/1G+U58l1XAOpzk3L1XH6+vLXZfGWxXLTcTdpXzbUp64vX1vxmvYVY4dzaSfCOc/4mN7H6Fj9cO2H8q8v/lVPgFf/6XUh/+lxP4gZKMjfVu7Dc+A9YqPSBS9izLNBxBiM1CDT/9Tz4w0f6zEsQHivqW9+Zr6W/9e5f5XzOp0XdQ7cb1/sosX6m/rs1lTquPlgzQe6kXHzsTfLmh1r5L7Z93ntqa3WtRDi/eOJP9agSm0R+AyLH9cOwBrNPMLGGfMC7WxIO99ceSYzKVOfJc+we213/c5vzbEI+CrByJ3B0AxgIz9s2LCvrL9dNOGE7yw6THLsrjs/I4REFjBnLhfLV0jDS9TWKkHyC978ZVGNpRniOMIMn+nrpqspGQKC293dtnubRg3kPCZ8p5lTv6i6OhWGXlv5mnIblxCbc1m4VMsidWE/JBWig55wrQmzQ0I1Cbn5pFXtjQ7p/s7tITK3lyesj9oclGeerdTjXtLs8lAr+PKczD0lWf6TnuSZ3VXXyKCttfWSZmPq6HzUFqfv0V3ln7z9E0mpFjn2O57mjQiSuzNTJCExSRegSODb9vYg6RDYX42cM12MNIWE3DmtcSSijT93DLKDsMP1G4MbdezlZOToWILIoUHC/46yMWFlHELSIHtR2xUMyrTt01S7xzuhqQxcjgby/YXMxVwyctXOofGL90w3NU+dr48Q7DWxefUerSvXpsWlqVCC9m9j6UY9B60kghvmpWyCQHR5r3mPSNC+dsfa8PvLvWukRt87+o7yEWbZuXbC4syNM/XdgXAhyGogooJ58tSip3SOcBpsHe/BWr0H/ouYZ5/S/xQlT4/Me0T7AyGbnXHAdZBMp92mnrznzBNnDDxDibXT1qGpp394lyEjEBvqRz+4BOt+jQTEDlNTfqfsTkmdwsFkdDNIRAleJDn0m4o+u+RZ7TPmxUhTzrMHn90kbZBqmFa/J3fOvFNJKs/5HXlHdtfsVlKzfPtynV/RCquPZE2FbrbQTkgA7WHjizZwD85hjNJHnNOrcy89h40vrsWM9YIRF2hdMTvHSoI6Fu4u1PoowUrNkpLKEh1HfiLUmJmqXwPinqMzQYdQ0DbqgmkzfszMpWy4BYIB3TjbVLNJN+fcBsQbK9/QMc4cDOZvma9EaHT30WqKG61PnSaM8wCEnOshmfQLZJl3lXeXdnGM+TOvLk8FeOqu/tN7tsr2ou3qP01/Yabsb3OktodyFhUt0jFE0Co2BiHHtJdxz7OaVTur3iYBmkUIKKDPmTcgtpArAnnxTNl42NJ7i8wKzpKvDW+eKWBkPlOeBd95rjxn1kjePcYP7zWbWDwnN754n/FP53zIzM/f8bTrfoLX0AbG/mq1IzdNdPzuWKMWFPQ38waETnOwiuhGAN8n9pwokwdObnL/RPNXrwzNH/QVlhlsYkEi+Y35EjS26XMwgSw5ePDgFi/XyJ3B0AwwCXTp4k0IsdDcCbCpTr/OpIbdSgROXdyrK3RxYEFFwEGwwSSSCRxhj0mNBY5dXBZ+BDeEheS4ZG0Lu7gIhky0Gnyhzlu8WBgQFvZHCHfXNMdnCqHg6UVPx8wttnLHyjBh1AiBcUlejrbSPZIan6oTN1rF6kpPaECc7lwZJ93KanykrUrm9BT5LH9vWP/nn/HIXMa+blry6xM8cuc0YUO210+aXaQaNI+YLe1UKaVVlaoRWd4pUSZfFicFaXVK5ghOEozx+CFs7wxwfRQUqSsXqXTE0dAUosaY2F9NpNtgcP54CNA7t+/0NGmBeBVIwzvitZWeL14DAV74bUnpEhU+XRmqkQvWKrEJm2MGvaApfHjPXNCVyPfFBZ9xv0M4uEajodbV6btdXlUuu2t3S1WwSt9dflNNeehdgkD5+0rJZciUFPKJIIV2h/lCzSqLlqg5Z7e0birMI5wz9yDMritZp+8f8wvzBx8EfAgT8xSafjQz/MWEEO0O94PMIexSPwQohDgEZN0ICgZ1Xnt95euqYaNsiAfaH+Yk6sl36gYhog6DsgZpWS8ve1mDvyCoItC6qKGOtFJnfBCZLz/d9Kle5yeHCL7/mP8PFT5XbF+hwvugroO07pBXt6vP3Eo+QMwN9/ER3OmRK66B+HIupnz0p5tLN5VtCpt5k0uQuQuLCGeC6wLluEA9zvw9vDkFoQqNVUgvflvFFcW6FjCvk4ye+tCvlKHjLxBQM2EEfgRoyujbua+ODYjs5AGTo2os/No/9cvcs1VGZI9QU0gEbt4TiA7PlPHTI72HboKoJro6qGMJ8kDbqa/O21XeOOEcNjIg6tSHukG0eUdOH3j6PoSTOkEKqA91Ywxxrnu/aCNtQ0infowtvjMGqffCooVKdiFZXJuSmRLWLDLmHKmlrn///O86bvnOewUp07GekKamzdR7QJcBauYP8YMgMObeXvW2mjjyDmCtwjOAHEBi6Bf6m2PuXa6USnm74G1ZX7le69wcU8DIfKa867SX/qTPqTN/GYtskiRVJGmf8D7wrNlABYxrniHtun/2/XLG4DPCPvR+zaUzsT136LkqYzQ1rVBjJpJoNHk+mGDzLkC6eJa8r4B788zZIMHMvDkEmD4q2l2kY4gx6si4zrVVuyUvM0/fIWd10BSLgLaWKfcHRu4MX6nIQm0N7KM///xzGTt2bNhevp4pTNFCXdzdws7iDIFiMcY8BSLFIoGMyk4qQULmFs5VksZOM/mlEKpY5AiWgCDjot8xKSL4sKDgt+PIDtif4BPtDQ0ljXaat04VQem+u1a6l5WHtWxf5FfJrF7xUi3VSthefMojc6k1dVEJmyN3ELaBnpWcYk8oabbTsK3w3JwUa7uInHCZ91thhsjOUNLspECiXNvnWnlm/b0iwSoV7ksCtfJu26bWOqTQEtE0nRmkf2NCzVer95LGpphRIcBe2/tauXf9vUq2dNMh5GfqB4Ie2gY+jcHVhU0MNe2s2OH5+qH5qqqRquoq1cS5+Sn0z5hluT5zQWbQQiIkIqirBnPnRt0oKdxTKEu2eSbDbFow96hQF58icQlxKijRXlc/hCUI8Jur3tS+wtwQIQ6hCi0OxAKBi1QPzvTU5eXjw28I+xqRNJT6gepq1M/4xLCmhnYv275M3lr5lpRWl3pm2HVeInclrcGg9gdCNc8UwZe6I+hxD45jHohlwu8++p3Wk+vYYKJtzN2QNM7p36W/9g3f2RiDfCIYO+0VdUFbgy8hWhE23ABrpXvu/Hd9n+vloY0PSVlNWXiuJtk8bVPNayiwEP3rfFLVlDiUs9BtaqjJ++6t+m/aBSGlfxkT9BUkxr0PPJuqQFXYr1U1OduX6Xqk/ssBUd9lv8YCodoJ9wjcHNf7bFuhgi99QV15HgjMPFfq6fyxdXxF2ShT7WMo0BFjxJFW1kPILs8dzRvmuX7CedFhF3la5fRsHUu6dob6wRHgbeXbpKy6TNvu/P8IpAV5KNhVoOSB58o1EDzqT1AiyAb3oBwI/vNLn9c+41mzkYBPNc+H98M9R/7nejZNeVdYi++edbeMzBmp4w8iSR2dSTT9ydquptCkWGGjIi5Vvp/3fXly25O6pjfHFBD5y20IuejPjrxQF/qW54v84DfnJrIuZBQC48wUNQR/Wo6OIWQW+sYffZq/lAkBg9RBeNHi+33VmhJAKZqJJNpjfN0ZU7zr1Jky/a4Z9CfvE+abN2ff3GSZk/d59Y7V+j7xHPV5hEygeU/4zoYWz9CPSIuA1gJz9ty5c1u8XCN3hyCikTUmJV5Cf0AIdmWO63ucmia43RomNMx+mIQP7364lrWyeGU4iiE7Vv6XMPJeTA6zN83W3E1MPNyb7+xwsS7gQ8COE5MivzPJ8G8mVkxqIsuPhsYch6kTO5D4Y/DCsygzuUZzdNf2bV+pwkNaUpqUVZRJxfYK2bpqqwzLHaZ1Y+KbuX6mzCmY4wVZCPnN+PHR+o8afS4s/AV7IpKINYKvOqGj+t3K9zWJnN1LZFbISW1UocjLT3q/1U+a7eE3x1fJ9JCGbU+iSL+d+ybNdoRteVZ9wnbs5d5xCFtZUkjlFwVEj/woBmFTUz3DVx7N8flrCP7x4CeLBwqCvsTXxuvcgqDIPOM2fvYH/johFLI5hbAYLdoohAEiBaprqjVSqN+82Q+EacD5Sr5CLxVzbWTZfr9D2sWG1z5gKg0RVspCUCfS7dYaj+QAtyZoqPlQmZqOo8bTIHVJ7qL1/bL4Sw0ggzD++49+r1omfKH4DcHPkQ4EYYR8BGiqp5ovCar2DzNAfkPzg4aA8tXsK9QO+sdtvmmAkRovRUZkqg/+rQSd6+OT9Xf1Mwwtb5HEDgLKc4eolZSXqDCqa02wTomNIw/OdJnz+OzNKxnQ8jmX+iK4054JPSfo2o42D7NJp2FB4MasFG0W44M6so5SZ4RlzadIJNAqTyvVnDGumx4h7aLTXPIsnKmcI5xsflI3NFGcpybUCV49aDfEiTYxJvig+UF+WV25WtuNIK+bEXFxuqZDQikfE9D8xHyVE5BvIMyUiSxAnyKP8D7Qp4wJtFyMa+cHWlZZpnKCy4mJTETdXcRmtN3UmzaqNjkUHInfGBO4H/D8GGcQ2aaaAiIvIZdBqiBLri8gt7SNZ4zMxLMCPCPAs+R3lyfTARlHSVxpoZqe8m8IHz6erq8gykuKl+iGAJp0l1aoKb5qkWakDmwYoEWsLKnU98X5v7mxwRglRyvtwWSzqf1D/+JnmhQKmqaRjQMB7Se0/jwfCCUpj6iDfzzyPrOhQx+3Nvzm+C0FI3fNxIMPPih33HGHFBYWyujRo+X++++XiRMnylcF0RzG2UVhouflZVeTyYwXmOhLRO8itD2ki106NFNMAk8tfkpNPpg8XERByjmh3wly5fgrdRcn8l74VhDViYmR69zkF7kosHvGS4lMwKBn8oIYMsH7y48G/C4achx2jtlvrnxTJ3B3DiYHR/Q6QtvA4sCijdYMYUPNS0JhxVmkr+97vTw0/yHJSMnQSZ8+o10NaZ4OJQTqRLLKRfLK6pO2T/NFZvbZS9im/St60mzw2+P3kjsIW9+d+ybNLgyRtqW+QH/ruogc9d36SbNjAcI2o2+LNdtgOOhwWplogVwOBAipCMEIiU2BI3BNQZj0RBA7R8Qiz2usLAgta4QfTqvqNFTO7xeNI2sMZIt5noAwpFZBU8OaB7FD0Cc0PYTVD9Ypt6GpeRkTklRoRyuAYKuEKs4z3SVAFKbtCKAI1/hCulQYTmiN1Py6erq6suapr3BIk6nX+J4xBEVNfcUjcdQNxNd5BMNplZwm093DX4bTlLo0MTxvTPbRUGLe6dewQHLYvHRrtBOSWQedOa1qhmQvQW8qlISGrIJcvZzmzW8iR5uQUZAB0MKwZufE5+gGigYqqqsO+1pDELCOwfcTM2WISE11zV4T1VDORwggz4/28SxZ+5EnnC8pbeQebEY4MssmAc+af6vJ4K71Wjdnfkl/qjYqrZsSCKfNVO2t7/mrK0RiatgcF1lLzVubaArI/TGDRFsGqUK7yH3xd+R+tM35zipJqvHGqHvXIoMUQTB5L3gezk/N5VOF5FEO7cOHkvMwf/f75zbmqxZpRurAdWhPIdY6k9V5pu/OAoB7Ie85X+Om9g91QAM8vud4NbnmGbqgWMxZvJsuIjZ9zzijfBfJ9Pxh53cYqzQjd83A008/LTfccIM89NBDcuSRR8o999wjp59+uixbtkxyc3OlvSOa7TPEBGdzJiTMAoOBoO5osGNTXlIuO/bs0EWL3QzU97xs/I7myy1uvCDZydlaFj4QLJqXHn6pTFsxLXwvzCM0Wlv17nBwv1gCgu441niLtFsA2KFjEiQMMrtMt5x4yz4ED2KHgzA7aNEch5kQ8U3A3h4TJMpmQWA3C9t3PvhnjOs5Ts/F+Z3J2e2OMvGEJ+q6Om0Tk2VLJVluz4irE8ne45G0PB9hm5W/lyBB2N54QiRnt0hClLX+d8ftJXe7E0XyS6MnzebvEj9h6yxy5Pf2TZodi7A5UmgwdFS0tMaeuRAC1NJoKJ0FAmNj50SDBpqJSCURC05wZQ7HD+veM+/V9QkBFSEewoZQiaDnNF4I3SrQBgLh9QHilxmf6UXLra3UtU+D7IS0IBBAp/2EYFCGmkjW1SoZiwbVPuGHFSJSkDeXQ1G1tOKlNfH75anWNqQFcr54Liowx+tqo0dujdr/ofYh2B6We5j2S6SGxa17SpTqapQ8sCY6k9PI8v25GhuCM2t19+IeflM5ZyKHNZDTVKEZYm1HYFfCHUoxQh9RP/pd0/HUeeTTmStSJwApo4/V3Jr8kZWlKo/QZtVQ+ciji6LI8+Q3SI1qyCo9s1rGQd9OfXV8Oc0tchGESO8T0m5CVPxtdZFndeMBk9xazyS3OaaAyD2YQbqNc+5NWXy6pHbRe2iQnspd2ie0F600mxD1LJhCQcnQYrMB7kiq8+Fzz8YRQqcV5Hd/MJKGfNUizUj9wPeNMiCg3ANZjb5QgpqeHdaKUn5T+8eRyaFZQ3Xjnf6hvhyn7USYhdy5VErUm/qhsYPYtadckgcKI3fNwJ/+9Cf5/ve/L5dffrl+h+RNmzZN/v73v8tNN90k7RmxbJ+dGYdT2RNO2+3WsDjxkvNiztwwU8kgkYbYHXG7efzOvyFLON4yWbAbc++n9+pv2Gdr7qKCz/Q8AnmwcMUKc+2H23nViGm1lZIZzNRJHVORSDtsykNjx6SD0zOTeKTj8J8++ZNnVlBbqX9dUAAmR+rNREu7FxYu1PYkSIJGvSutKQ3bzDNR/nXjX3UX2u1aflWRUCvSe6fICetERheKjNrifQi5j/kiBG5xjsi3FnnELj6KnPD74/aSO8wae/g2/otT6xO2Rb79j/WdRSZ8XxpNmg2qE0Rmh/zk2hsYBw9vfDiqKZvh0ENrjYeWJHfOnO9g5DuMlbdQ/x3w/GgPJGhTY785LRhzPYIdBAZBj2NoKhHA1XwzpPVQbUvIlA4rDefr6/yX+N1tGmpgqvhkL70A2piAF/jGBbRy5qH4Xj6y8ZFwhEjXfoRtrnX9r1qj+GQVZmv21KhmCAKsmqlAXTjYCmuiM9nkOo20igY05J8Ya211mkTOVy1WTbmu8Qi9yARsevo1LI68shY6DZuL4Om0hu6YS5fcnDHk/OdoF32Hy4YLtOJM5NAEOU0VppMQEeQPF1kRc0PM95z7hvPJdP0PVLsXCqjhNG+YklImfa3RPQMBJZGOPLpIsPQlfUq9iMTJGIE0QTYhHBAErndkiDIgUlj+YKrJPTSYUihgE2SajYnHCx8PE00IRXNNAbkGsutcSCCld8y4Q7VWxVKsdade1IdNcTba0Xi7NAmQZ9pJva+ZeI2OWfoH30dNwRJ6NsBPCF1QEn8wkoZ81SLNSP0bBygT+FSkVGi/sLFOehZnUuo0p+N7jG9y//jJZE56jhJ2f8RM3hE2sa6ddK2OhfYQR4JomSNHjmzxco3cNRFVVVXq9HjzzTeHj/Fyknjwk08+iXpNZWWlfvxJzAFaKXV8D5XBh10Uv92tO044bX+e+VjHGSAaHjtUrv84WLt9rTpFs9vknM5BdXW1khoWMo47h1zmaMgNLwqTLxMWZhwa8r660lv4WJwDnj0396X+WSlZOgkTgve0AadpmZio4KuWFp+mPhjJgdCuWwhMdhrCPpBYL/CAO54e5/m+YZudkZahvmkaOnf72vBL/8nGT9QUE41dpA9UTZznc0GgAHaKEvkvMdEzYwn5I9AeJhacu3VnMJCsPna8/PyGg77uoMYneBHAAkHtH00DwM5hjLrHOk6ZfjiyGHkcwUDNXgOJ+xyn7n7zJDWdqa6WfjsDMnlNnBy+JSiHbQnq31UQtuyAErYluQG5aGGdErZoyC4XmRhy/StP4hq3cHu51YgSSdh+IkUuyQtoD9Kmwi6JcuSVXkh/CFt5XM0+beJfGtUvISAL8xP3OR6tTfRNrONK/kMJsb06er4mnOt2bIEusAfpOYUjwjXjObX3Nrm6W5ua3yY1CfOV397bRKAWtB0EJGruc4qsi79N7nynafPXnfIQIDELjFZOU9rkT4vh2sS87TbcHGHqmtxVJvefrL5sO/fslMyUTDVlQ0jfVbFL289cjhYPQb68slzXATYiWSvSktN0/ue84upiXe+CtR5pQ4hk8xBBGkEf1wbqAblgwuQv92FDk3rRv6xPSjQkTjITM7VeGtymtlZ/I/okx1lzISa6/tCvcR5RpSzqosSyuly6p3ZXgZVUC5RPubWB2n3GHu1RLQ8mkDzv2mrJTc1VAXhc3jiZv3m+Curq6xQM6D3oOwL27Kn1SK/rl85JXmJu3BZoS0ZChq6nGmCltrzRsZeV7EW91AA6RAtM6SJDug1ROQFtCvWaMmSKCtxoYUj8/fLyl71UJWk5quXjnpAcPk5js7V8q5SsKdF+pFxICykh6L9OiZ4pJufhR5jXKc/TclVXSGZcpmp2j+p5lPqXEUxGiaLEae5G+oXrkIESUxK1Xdv3bFdSAnlR49pgQMsYkztGTV07p3VWVxSIhY4x+iIonulznNcfyC/fPuzbnjVTQJol79E3+Rn5Ihkiw7OGS4+0HnLbzNtU/iJ4EekpdBOiLijH9j5Wn1Xx7mLZWb5T373ROaPlvyf+tyabR7aijE82fKLvEG3nuWogpbg03QhR4h70fIppD+1VX8ldBTKmxxg1cfbLn67uPMdNJZtk2dZlakaampSq7w3Xjc4dre8H6UH4i+aRMhj7jPWxPcYquVdNbAzZlr5x6JneU5/H/M3zNcIrfcQYlmRvLsN6jbFOv6kJc2ZAy0F29UcVbi253J1/MFJrGblrIrZt26YPonv37vWO8/3LL7+Mes2tt94qv/71r/c5TrTF9HRvhywnJ0cGDhwoa9aska1b9zqI5+fn62f58uWatd5hwIABagK6aNEi9RNwIPca4VQp2z/YR40aJUlJSbJq0SqZIBMkoyZDArUBWZO2RhKCCTJOxkl+Tr7u0jF5v1H+hpolTOwyUfakew6626q3yaMFj8qA5AEyMX2i7EnZo4vGuop18m7puzIhY4KMSR+jEyULx4K4BfJm8ZsyIDBA8vfkS3ZdtvTq1Uvmls2Vd4vflfNzz5e+KXudnaZtmybzS+fLFb2ukOzE7PDxJwuf1Htc2etKXZwom3u8sOMFqayq1DYVJXv5praVbdPFtHtydzkt/bRwGSzK03ZPkz7JfeTrvb/umbcQAry2VJ7b/pwMTh0sx2Ye6yUZRqNUsV6e3vK0HNP1GDmmyzHaJ0wy1I82nZl1ppyXc56sLl+txz/a8ZF8VPKRXND9AhmQOqBJbeJaIiz6SSi7/btqdsnP+v2s3li5Y+0dkhPMlJ8mXSADF6+RvA1Fkrthi+Ss3ywbsuOlqs9Aydi1W7b0ypHDP1ko6UrYmFzqaxTHFfLxJp28LoMke88KiYXNXZPlrgmVMqDXJJF+I+SB+Dgp65Quz1V+IHP3LJAr868Mt6k/eYdCbfpR/+skaWDT2tQpoZOW44Cwcce6O6Rfaj/5Vt63wscZe5QzKnOUnJ19dvg496MveUbHdT0ufJw+p+9PzzpdxmSOCR+fvmP6QXlOLP4D0wbK1Uuv1gWwI7SpIz6n1mrT28Vvy22Db5NtVV5+xoPVJoRbFbaDwQNuE/Mq93ti8xNNfk4f7/hYppdMl4vyLpK+qX3DAk2sNj1V+JQU1hTKNb2u8VIVhHbJH97wsJTUlDT7OV2Sd4nnWxasi9omfiuoKpAZ5TPkkr6XSC/ppXP89lXbJb1nuhKC7tXdNeCWmhlmVMu8snkyp2yOzu+sT6w1aLjmlM+RpXuWyiW5l0hVRZVHKINBeaX4FdlQtUF+2OuHkhKXItWdvSAjr5S8ogToB31+oASGNTQ/KV/+uOmPeq+Lcy72fBwTUjSp+fy4+VK9u1ompU5SbQ+ahOq4anlp+0tSsKVAJmVMUiLHurW2Yq28V/qenJd3nuQFPeEdfFn+pbxa9KpM7jZZhqcNDz8PntOMkhlycd7FMrLTyHAO0AVVCyQ3J1fyK/KlZ0pPSShMkFOST5HppdP1/v3K+2k0z965vaW0S6k8VvAYKkO5Kv8qL5x/yDT1vvX3SW5Krnwn7zvhCK5s4P5x7R+lf2p/HXtOkwoxRoM5vvN4OSv7LD3Gb0U1RbIpaZNkVmXKgNoBMjZjrPZDclmySHdR2ah0a6mclHSSTMqeJCndUqR7z+7y7ux3pWp3lWSWexqjrSlbVcN5SfdLpEtCF20rRPz90vdl0a5Fcmn2peEUGfiJTRg7QV5f87p02tZJMmu9MvoH+ktW7yzZU7FHeu7xNInDcoapz92nwU+lcFuhDJWhkp+dr32clpYmxenFklmdKTlVni9BdjBbjup/lJwy8RT5YMEHsm2LR/AYN4vKFsmMXTPkxj43SrmUqznk7nW7paC2oEXkvZ8f+XOZtnqadN3eVWpLvbQg9OfYcWOlT0Yfmf7Z9HBwHEwfJw6dKCUlJSrDHiFHSHZGtqyRNfJs8bNyZNcjZUzyGNXknZ52uhRUF8jzW5+XM3LPkFG1o6S2zMtvmZKSIlOGTZF1a9dFlWHjtsfJ1zp/TQrjC9WsdcnuJVISXyJndDpDeqd5PhTrOq+T57c8L4vLFsvlOZdLWqc0NSmFpPbL6KdtnDNnTr05YsKECap0+eKLL8LHIEmQwZ0lOyWnJEf9aSHVu4O75f3y92Vo6lCVg+fNnafnd+7cWYYPHy4FBQWycePGcDmtJZfTJiXIBc0LpNcUBIJ+mmmICTofgjJz5kw56qijwsdvvPFG+fDDD+XTTz9tkuaud+/eUlxcLJ06dWrVHYI129donh7C3TJ5h01Xgl7iTXIbITD06dbHy30WjFMfNFT6fMc0cWCXgfpvdr0wP2EXMD053bP7rwtqGH/AzhH50tDcYaqJicXLX76s9WPip2y/v11DO9hqj56Y6ZnWJKTppIzmjgn3zsl31tPcTX1pqu4Adkv2xbAPETx20JzmToOoJPg0d8Gg7ri66Er4V7B7xQ4TO4IabjikuUP7SKjzv2z6i1TUVeikvz+78l2qE6VvSVBOXelp1w7bUqcmkau6eZq13DKRRd0D8q0v6kJJsxvGK0MDcu6y2K/yyq4if5kYkK0ZcfJlTkATaxdmBGVLSq3Ex3c87UlraYRcgJ3b196uv3WENnXE59RabeLcG/vdKPesu0fLPBhtSg2kavJfNACYp6FVoS4QkXA4+ia0STfM0PSEAnVQDmjoObl6ahqA+DitI2WgrXEaOn+b1KQQvy2pVW0Z/jUA8sNxyCrCplpOxCXoR80FG3lOXO/K5r4uGAp155oenXpokJDB2YNV20I06DF5Y+SGo25Q6wssS+6fdb8GzWKOJ+Q6flWUhXkY2iHIM5YoReVFSgKPzT9W3ROIuNk7s7cMyB6gmgB2/NHeYb7IBg99QX3QIqDJQisIoZsXmKdJ2hFYSTxOAA91EUhIVK3JeUPOU1M7wFqJNuOROY/IW6veCgcC0aTynXuqUJ2TmiOH5x4uj3/xuAb4oP70DXUB9KP6MBH4K8FLjg4oZ3jucCWGaMiuOuIqvS999MBnD2hqgT6ZfdRkkbX7g7UfaE49jWKZke8Rst1FqnUjHZBGHazz/J2cHz4pRNCS0XYvg4DnP98tvZtqkVhT0SLh7/aTY34inVM7y67yXVo31njObUw2Wrxlsfx59p9VY+o0QpgnkncOTRRRt9FKIgNxP7S01AOZ4f6z7peBWQP1+T346YPhMjRfY1WpWhv5+0bvGx+n44V60v4Xlr6g/dKzU081Z8XUE60jMtZVE6+Skd1Har2pJ/kCGTfITTyf8zPPl3HjxsnIvJEtLu/xTqzbsa5eflyVdyK0XIDnp4FMQscZA49+/qi8uvJVHWNYPBHYhOeESTPtRUuNHMjmBFrV84aeJyO6j2hUhqVejCfmLbTDvTJ61ZtPNpRu0LgOaMUHZw0Om0pG09C5tsZq05KiJZpzEE2vBkVKSNbnOGXoFNUQO6ivakhzF63uraG54zN9+nQ59dRTlTA6bnCgMM1dE5Gd7U0SW7ZsqXec73l5eVGvSU5O1k8kGHwuR1rk4IhELHVtrOOR5Tr069ZPF7p9bJ8DopPQom2L1JzIRSxyZiSB+IBUyV7fOxbGmkCNfpi4NRRyjbfwUH9MGjF5ZJeIyZ8ElD0ye+gCozbUgQQvUXbITMePaH4q3AMSpQt9QqISOxYP7LBpk9sBPqrPUboLRvAUJk9/X/JyYpKADTYC0LbabWpqgskMO33OL4JFmp3UnJQcneB1VzTgCRTO547FS3fkA94zIMy11r2uWjKqRPrvEDlj5V7/tVFF1ZovDX8zApAsyBP59gKSZkf3yRm2jY/XL9tSgw0Su2VZIn8+wkWMDMrPT5FGkmbvq9EDsYITxPIbinXcCbNNOe76PBL0bXOOq9gcbNs2OQ1NR2qTQ0u2yZke+aMGNqVNKswnJKuQzkKND4WSCOcHJHFh4uO++wlOrDZxnhIWFyQpVHdHNt1zbc5zcn5anO+/xkUXZL7R/FyhiMAI9815Thq1MSlJSZEmVe42QBNkM3dpkI/QpllYaIpRd+fzhvme+gMlJKumjHky1thj/qPObh7UvGri5VHjds6njLJpk8ujxzWQHp4bc+7EnhM1uiR5y7KTvKh7uyt3K/nANDTa++SIpfMzo3z6EuHVzffOlwhhdkTuCBVCNaDWtiUq5E8ZPkWSEj3CjObumknXhNP/sM6RVJx6EhmajcSZG2fK8pLlSkoRNiEsCPgIppmpmUoAM3pmaARphFbWxv7d+svEXhM1Hx6EUNPp1NbJmsVr5JzDzgmvWU3JHUsd7zrjLt18JZAYm60aTEVEzdVcAIjj+h+n0T9JxUM6AZ4NYeaxStFUAAkpOs5IDQQgWPRhZBAJiMaPJ+0N1LGhbINeS79BfjA13Fi2UZ81OcqO6XuMmj0ScI2ok6TpYFzTD/mp+Z55qNSqbMAzghDg6sCzw9R1fK/x9YNYxMjjHEs2Qm65etLVeyNyl3mRTSlPN5/jk7XeNZVeYBUCeNAfx/c7XgZkDdBxxzjxl+HaHCvARv+u/UW6ev/O75Ifvs4F5hjdY3S966j34T0Ol1vzbt2bYikhXYpWFGl/R8prLSHv8X7Svqaer+koQsep051n3ClnrT5LzWAZ15p+Q2rkuH7HKZFTAhxl3DZFho1VLzCw20D9xEIs2Tba8RG5I1QB0NT8zLHqfrDlcnfc76bUUjDNXTNAhEzSHpD+wJGGPn36yNVXX92kgCpo7lADtyQ7399omSyA/jCwEDc0WyzALkGni27EosvOFIuxC/nLLhg7fCze/MaOIoIX31nc/NEyuReLzjur36kXLTMy9HQk3G4fkwv34AVlkj6i5xGNRstk4XXtc47DVx9xdThaJvbdLJSYPamAFRJMNFpmj3G6g7Rp10ZJ210tvbfXyOnL6lS7NnpLQMnXuq5xsigvTnLL6uTz3Dq5dIFIWhMCuL04VOT8ZbF/X5Qj8tAEj6R9mS1SFe+RN5c0+1CAPzH7wQZ+GDx7f/Jfp1VoSlAMhHlMyjAji0WaOhKaGtnQT5C4Bt8UjrFpwuPFPwPNCmG3SR7tfBaBKx+NEKZD+FBgAcDcgSYEYQoSwkYN4Pm5ZL7MFy4Qgt86wE/4mE+ceTZCPPMEPh7MX/7lMFaOusg+8H934+GutXeFtU9aJ7Tj+HhIQDe8fnrUT9Xs6N8L/625trCQ0Dxo+H5E2fhyWjDm3mP6HKPaAc5nruPf5CNlziZ9DZoW5mr62oXWV1oUCl2uBBHCFTJZQiPD/M18Tx+we8/c7kzJVBuU5PmVsVHHtWzcoTXUYBt1dSoA0ZcI7+qThjVExQ59r/juSAbPkWdKXSmLIBXM7c8ueVbDqTMvE6GQaxHQ1R+FdAOJaepDxMYkfUNKAueTxvUESyGfKZqsL4q+qJfqhyBhsSLh+UkWmjSSkaPV41ra78pgTXRlRd7D35bReaP3ESLZtcf8CjOyWEJeY2iMDLrf6TueCe8bmivWXtZ3l7cVsCY2JOxGuxfgeZN3zp/TFvjv65Jbc38XYMPdz1+XlgxiEVlf7vfA7AfC674LhObkgmgJt5tCtpty76Zc1xLjoTWwv31iaB4YD1j/Eb+jJbmBkbtmpkKYOnWqPPzww0rySIXwzDPPqL1ypC9eeyR3sfLcucWPl5kdQH7j3wgSLKZut4Ykp+TCQT3PxKl54HCIDmnV2M07sd+J8oPxP4iZ547dRyaL/c1z5y+/qXnuyNNHRCjNc1e0RB7/4F5Z8dmbMmFeoQzfXKMBR/pvr5Pt3dJk86BcSS0ulWW9U+Tkjwskuabx12Pp0UNk+MzlMX9f0D1E2NJFlmWLVELYGkma3VGgeZnwsQmZv7rQ3zhjsxvohHp+J0fQVROuUm3EGyveUNMYTHsQHCBa2OvzTBmbbgfbaREIJqBBfUL/RauHC+KAUH18n+PVtGbljpVKGCD4LFyaqDc+QQVdyAUO+rsrdutGhGpc4hPUxAkTIDY4NKpqICFM7KIRH7/JnYPzuSFaGIIQmm3eC3aaEWq1jSESwgYEWmd24/ltS+kWFaCikYD9fT6RCaUB7eK9R/inDhAQlxRa04NE9LN7zi49CtdreO2Qls2F0kbIQ1BAYEaAdtHvaJvLUwZx4zzmHt53f2Q4NBCvLH9F820S+ABSjun20X2Olm+O/KbeC9NwtDZzNs7RAAncB+0NgvnQnKG6wYQQj8aB85y2ivoiHFIXJxRqvQirHp+gzvmQKUzgIBguuiJjBxKDRuXCYRdK17SuaiLmEiQT8II5DWf+y8ZeplGEAXWl7RCqorIiJT70HdehrcF8D+JEJEFnccFzaIi4UFcIIyljqL+GLy/3fJJzMnKUqGHmRz8PyhqkdfcL/FyPSRMEkTahyeJ+kYQBU3bmWTXRDMSp5QS/A8rDZ41NPdqPFotNP75HExbdWsFf2sdxCBMhy6k/4x+SH41QuHq58g5EKI28NhYhac49nNmbM9EytK2c09bh7m08GPzQjbAdOyQrK8vIXVvigQceCCcxHzNmjNx3332q0WsK2gO5Aw0tTE3dIXQ7gXxfWbyy3m5erPMpDyFl9qbZKni4aFF8RxBC4EKQYKFG+NCd9VCIYwSRIdn7lu/dpE6kuFhk9WqRl16SugULpGr+HEkpKJKq7K6SMH6ixBUViYwdK/LPf7JV0mgf7Tr9ROn05gcxf985cqBUffcyyeo3QuKGDpOqxDh5ecen8nnpcvUrYZdQd65rqnRXHKGYXWuEHIQryITacgdEBU/ajKCKwOhyxnRP6y6nDzldJvScICuKVyix5nfICUk6EWoQUNG4chziQiQ4zNcgAPyGHwBR4Og73UmtEzU9QfDmWfTq3EujSvEs8cuEfHN/bPZdP6sTfm2lalrwq2RBIqoW5MgJ8BAsTJcm9Z6kQh27+C7ADudjboGQDEFDWEUQRIh8dfmrUlJeIod3P1y+NvxrHqmPMQ45htCKcO+ERQQvdpMhGowVhMqiPUW6eNL/7CTTdjTICJY8A5y/uY8TgikP4ZH+0ISpPoExcrz6BVjqhiC6ftt6ddjmuTA+OZ97MQZ0p7/74RogAL/QTTs3qdBKf6Al9gvLTlhFoIZ0MOYxJYoUiqkT9YYAQC5472gn98UsGSLGs4BA8Aw+2/iZLNq6SIVxyCL1pB0QKJ4751Em/glcz/tGX0ImXJhuvzDv8mtBznj3XW4qxjnPBTCW+Tdjl3qRUJYy0TrRR36BmfZDcKavm66hwznPRcGL+r77SFGkJiHy3ObMddG0HPzbjYdITYR7Dv628Y5UVlRKaqoXGr8liYbToHTU3fSOqilQ14Xy8vCYMBza48nGgyFyPODe1aNHDyN3X1W0F3L3lQBOskQpgrC9+KLIggUiREUqLBTp1o1QSTg8iowb5xG2CKfaqJgyRclfTBxxhMgPfkAIVJHBg0VSU0VITs/fr5hJhaF1YOPB4IeNB0MkbEwY/LDxYGgNs0wbWYbWA0FE0KCtWiXyn/94ZA3Stn27SGamyMSJHmEbP94jbLH2HTj/rbe8f/frt5fY4cwaSfKIbPq97+0lbPhLQtiiBLoxGAwGg8FgMBi+yjByZzgwVFV5hAzC9uyzHmHjQ8J2NF6YrDrC9sQTscspLRV5913v3wMGeMQOk4WkJHJK1D/32GNFvvtdEaKUDhok8uc/k5hEhMTkBoPBYDAYDAbDIQojd4Z9QRJGR9iefnovYeM4BAptGL9jxtgQYeP8D0J+a2jNAGFlU1JE9ng5lcI48USRK67wNGwDB4o8/DD5J4gVK+0NscLdGg5N2Hgw+GHjwRAJGxMGP2w8GPyIlm7hQGE+d4eqz93KlSJHH+35tYFjjtlL2J58smllOB82CBhaOrRvfkyeLHLZZXsJW3q6SFaWZz5pMBgMBoPBYDAcwth1ELhB+1OLGFoH11yzl9iBGTO8vyNGeH8xh0xLEykpqX/dGWeITJ3qETbMJx99VKRrV08jdwiAvRBeQF5Ei3RlsPFg8MPGgyESNiYMfth4MESOh5JIObsFcFyM6CQAABYNSURBVGhI5IZ9cfPNe/99zjkizzwj8uGH5HoQ2bFDpKLC+4ti1/95/XWRiy8WOekkkb59PU3cIULsACH2yWvIX4PBxoPBDxsPhkjYmDD4YePB4AfjYMWKFdLSMM3doYrjj48djdJgMBgMBoPBYDB85XDoqFwMBoPBYDAYDAaDoQPDyJ3B0AxgI5+ammq28gaFjQeDHzYeDJGwMWHww8aDwQ/GQQoR5FsYFi3zUI2WaTAYDAaDwWAwGDoUNzDNncHQDNTV1UlRUZH+NRhsPBj8sPFgiISNCYMfNh4MfjAOtvoj17cQjNwZDM18EVevXm0Ts0Fh48Hgh40HQyRsTBj8sPFg8INxsHbtWmlpGLkzGAwGg8FgMBgMhg4AI3cGg8FgMBgMBoPB0AFg5M5gaGZkIxxfLdKVAdh4MPhh48EQCRsTBj9sPBj8YBwcjACLFi2zFWHRMg0Gg8FgMBgMBgOwaJkGQztwft24caM5QxsUNh4Mfth4METCxoTBDxsPBj8YB5s2bZKWhpE7g6EZsInZ4IeNB4MfNh4MkbAxYfDDxoPBD8ZBQUGBtDSM3BkMBoPBYDAYDAZDB4CRO4PBYDAYDAaDwWDoADByZzA0A3FxcZKTk6N/DQYbDwY/bDwYImFjwuCHjQeDH4yDrKwsaWlYtMxWhEXLNBgMBoPBYDAYDMCiZRoM7cD5ddWqVeYMbVDYeDD4YePBEAkbEwY/bDwY/GAcrF69WloaRu4Mhma+iFu3brWJ2aCw8WDww8aDIRI2Jgx+2Hgw+ME4KC4ulpaGkTuDwWAwGAwGg8Fg6ABIaOsKHEpw7o3Y1xq+mqipqZHdu3frM0xIsNfnUIeNB4MfNh4MkbAxYfDDxoMh2ngALRkCxUZWK6K0tFT/9u7du62rYjAYDAaDwWAwGNoJRyCwSkvAomW2QSb6zMxMCQQCbV0dw36A3TbI+YYNGyziqcHGg6EebDwYImFjwuCHjQdDtPGwZMkSGTp0aIulyDDNXSuCh5afn9/W1TC0AJiUbWI2ONh4MPhh48EQCRsTBj9sPBj86NWrV4vmPrSAKgaDwWAwGAwGg8HQAWDkzmAwGAwGg8FgMBg6AIzcGQzNQHJystxyyy3612Cw8WDww8aDIRI2Jgx+2HgwtMZ4sIAqBoPBYDAYDAaDwdABYJo7g8FgMBgMBoPBYOgAMHJnMBgMBoPBYDAYDB0ARu4MBoPBYDAYDAaDoQPAyJ3BYDAYDAaDwWAwdAAYuTMYIvDggw9Kv379JCUlRY488kiZPXt2zHP/8Y9/SCAQqPfhOkPHwEcffSTnnnuu9OzZU5/tiy++2Og1H3zwgYwbN06jXw0aNEjHiOHQHA+Mhcj5gU9hYWGr1dlw8HDrrbfKEUccIZmZmZKbmyvnn3++LFu2rNHrnn32WRk2bJiuFYcffri89tprrVJfQ/sbDyZDdFz85S9/kVGjRoUT1h911FHy+uuvt8rcYOTOYPDh6aeflhtuuEFD086bN09Gjx4tp59+uhQVFcW8hpd28+bN4c+6detatc6Gg4fdu3frGIDwNwVr1qyRs88+W0466SSZP3++XHfddfK9731P3nzzzYNeV0P7Gw8OCHj+OQLBz/DVx4cffig/+tGPZNasWfL2229LdXW1nHbaaTpOYmHmzJnyrW99S7773e/K559/rgSAz6JFi1q17ob2MR6AyRAdE/n5+XLbbbfJ3LlzZc6cOXLyySfLlClTZPHixQd9brBUCAaDD2jq2Hl74IEH9HtdXZ307t1brrnmGrnpppui7rohwJeUlLRBbQ2tCXZUX3jhBZ1sY+HnP/+5TJs2rd5kfPHFF+v4eOONN1qppob2Mh7Q3EH0d+zYIV26dGnV+hlaH1u3blXijpB//PHHRz3noosuUmH/1VdfDR+bNGmSjBkzRh566KFWrK2hPYwHkyEOLXTr1k3uuOMOJXAHc24wzZ3BEEJVVZXusEyePDl8LC4uTr9/8sknMa8rKyuTvn37KglsaFfG0PHBOPGPH4Dmt6HxY+j4YHHu0aOHnHrqqTJjxoy2ro7hIGHnzp1hAS4WbI44dNCU8QBMhuj4qK2tlaeeekrJG+aZB3tuMHJnMISwbds2fQG7d+9e7zjfY/nIDB06VP7+97/LSy+9JE888YRq+o4++mjZuHFjK9Xa0J7AOIk2fnbt2iXl5eVtVi9D2wBCx47r888/rx+EtxNPPFFNvg0dC8z9aGCOOeYYOeyww5o9R5gf5qE5HkyG6NhYuHChZGRkqA/+D3/4Q7X2GDFixEGfGxL2u8YGg0F3YPy7MEzKw4cPl4cfflh++9vftmndDAZD2wLBjY9/fli1apXcfffd8vjjj7dp3QwtC3ytMMf++OOP27oqhq/QeDAZomNj6NCh6n+PFve5556TqVOnqpluLILXUjDNncEQQnZ2tsTHx8uWLVvqHed7Xl5ek8pITEyUsWPHysqVKw9SLQ3tGYyTaOMHh/nU1NQ2q5eh/WDixIk2P3QwXH311eon8/7772sQhf2ZI5q6xhg61niIhMkQHQtJSUkaNXv8+PEaTZWAXPfee+9BnxuM3BkMvpeQF/Ddd98NH8NEgu+xbKQjgVknanjMsQyHHhgn/vEDiJrW1PFj6PhgF9fmh44B4tEhyGNq9d5770n//v0bvcbmiI6L/RkPkTAZomOjrq5OKisrD/rcYGaZBoMPpEFAbT5hwgTdYb/nnnvUAfbyyy/X37/zne9Ir169dAcG/OY3v9FoRuzMEO2KKEiEMSb8veGrDxzd/TuopDpAOMdBvk+fPnLzzTfLpk2b5J///Kf+jk09kVZvvPFGueKKK3SBf+aZZzSCpuHQGw/MHwh4I0eOlIqKCvnb3/6mY+Ktt95qw1YYWtL07t///rf6S5HbzPnGdO7cOaypj1wzrr32WjnhhBPkrrvu0rQpBFkgTPojjzzSpm0xtM14MBmi4+Lmm2+WM888U9eG0tJSHRtEUHapkQ7q3EAqBIPBsBf3339/sE+fPsGkpKTgxIkTg7NmzQr/dsIJJwSnTp0a/n7dddeFz+3evXvwrLPOCs6bN6+Nam5oabz//vukitnn48YAfxkTkdeMGTNGx8SAAQOCjz32WBvV3tDW4+H2228PDhw4MJiSkhLs1q1b8MQTTwy+9957bdgCQ0si2ljg43/nI9cM8MwzzwSHDBmic8TIkSOD06ZNa4PaG9rDeDAZouPiiiuuCPbt21efbU5OTvCUU04JvvXWW60yN1ieO4PBYDAYDAaDwWDoADCfO4PBYDAYDAaDwWDoADByZzAYDAaDwWAwGAwdAEbuDAaDwWAwGAwGg6EDwMidwWAwGAwGg8FgMHQAGLkzGAwGg8FgMBgMhg4AI3cGg8FgMBgMBoPB0AFg5M5gMBgMBoPBYDAYOgCM3BkMBoPBYDAYDAZDB4CRO4PBYDAYDAcd7777rgwfPlxqa2ulo+Ohhx6Sc889t62rYTAYDkEYuTMYDIZ2hMsuu0wCgUD4k5WVJWeccYZ88cUX9c7zn5OQkCB9+vSRG264QSorK8Pn/OMf/6h3XuTnxRdfbIMWGg5V3HjjjfK///u/Eh8fv8/4jIuLk/z8fLn88sulqKio3nXvv/++nHXWWfoupKWlyYgRI+QnP/mJbNq0qUn3DQaD8te//lWOOuoo6dSpk2RkZMjIkSPl2muvlZUrV4bP+9WvflXvncrOzpbjjz9e7rnnnnrvFTjxxBPD56akpGid/vznP4d/v+KKK2TevHkyffr0A+w1g8FgaB6M3BkMBkM7A2Ru8+bN+kHbgaB5zjnn7HPeY489puesWbNGBcvHH39cfve739U7B2HWleX/GAytiY8//lhWrVol3/jGN6KOz40bNyoBe/311+Xb3/52+PeHH35YJk+eLHl5efL888/LkiVLVCu2c+dOueuuu5pE7C655BL58Y9/rATxrbfe0jIeffRRJWWR7wukj/qsX79eSeWFF14ot956qxx99NFSWlpa79zvf//7ei7lffOb35Qf/ehH8uSTT+pvSUlJet/77rvvAHvOYDAYmomgwWAwGNoNpk6dGpwyZUq9Y9OnTw8yXRcVFYWP8f2FF16od953v/vd4FlnnRX+/thjjwU7d+4c9T7RrvfjhBNOCF577bX1jt1yyy3B0aNHh7/Pnj07OHny5GBWVlawU6dOweOPPz44d+7cRtu4Zs0avX/kZ8eOHfr75ZdfHjz77LPrXVNVVRXMyckJ/u1vf4taP9oSuaT17ds3ePfddze5zEhE6z9X988//1y/19TUBK+44opgv379gikpKcEhQ4YE77nnnn3KevTRR4MjRowIJiUlBfPy8oI/+tGPwr/Rbp5ddnZ2MDMzM3jSSScF58+f36w+Ay+++GJw7NixweTk5GD//v2Dv/rVr4LV1dUNPvPIfvT3GXjnnXf0Ov+YLC0t1XGam5tbry6uT6KB9l5wwQWN9u/vf//7YFxcXHDPnj3BDRs2aH9dd911Ucv0tz0WnnzySa3bSy+9FPX3urq6mOPbYenSpVqPX/ziFw2+H4MHDw5efPHF4e8ffvihXkdbDAaDobVgmjuDwWBoxygrK5MnnnhCBg0apGZpsbB8+XJ577335Mgjj2y1uqHJmDp1qmplZs2aJYMHD1btSKSGIxbeeecd1XygkfHje9/7nrzxxhv1NIyvvvqq7NmzRy666KL9quvBKBPU1dWpOeGzzz6rGpxf/vKX8j//8z/yzDPPhM/5y1/+olqdH/zgB7Jw4UJ5+eWX9Xk6oB3CFBGt1dy5c2XcuHFyyimnyPbt28PneNwsdp9h/ved73xHTQ2pBxovzB5///vfH1DbMH/EjNGPP/zhD6oBo43UZfbs2Y2WRf0mTJjQ6Hmpqal635qaGu3TqqoqNeeMhi5dujRaHpq0oUOHynnnnRf1d8wqG8OwYcPkzDPPlP/85z+N1p36OtBe2vHpp582eg+DwWBoKRi5MxgMhnYGSAcCNZ/MzEwlA08//bT6JfnxrW99S8/BvAwBFpOym2++udXqefLJJ8ull16qwi+BMh555BElSx9++GGD1zn/JUzt+HTr1q3e75jA0R7MTP0mqJCgSKLRVByMMkFiYqL8+te/VkG+f//+8l//9V/qN+Ynd5j+QZIgXkOGDJEjjjhCrrvuOv0NYgw5gshQBgT5zjvvVOLy3HPPhcuorq5usM+ow0033aRke8CAAXLqqafKb3/7WyV5+4v/+7//02c1ZcqUesfnz5+vZsInnHCC1iUnJ6fRstatWyc9e/Zs8JwVK1aoySX9wLjnO2abPXr02O82sOnBc/eDvnfvF8S8KWCMr127NupvBIhhAwa/WN4JB/wDO3furG03GAyG1oKRO4PBYGhnOOmkk1SA5oPgf/rpp6vmIFJIvPvuu/WcBQsWKCFEkPX7Kx0o8ONzQjAfNDZ+bNmyRf2OICQIsQjiaBrxV2oIxcXF+pfzG9K0Qb7cfdBqEaTiQLA/ZeLb5e8DCHQkHnzwQRk/frySHM6B5Lo+QCNXUFCgmrho4NnRZ2hl/ffBjxIfNYddu3bp3/T09Jjl/OY3v6lXhvMJg3BHbgi4T6yAH1xD8JM//vGP6vPpByT2gw8+aHJAE1BeXq6bELH6FyIECevevbv861//Cmsrm6JZay5+8Ytf6HuDlpW+bwqi1cW9H2js6Ovrr79e/vu//7veOfzm73+DwWA42Kg/YxsMBoOhzYEA7zfb+9vf/qbkiYAT/gAQaE3ceQjGmEMivHOO//r9BVooBGEHgkN89NFH4e9oiSBq9957r/Tt21eSk5M1IqHfNC0aVq9erQEnGtLkYGKIJuqTTz6RmTNnKqE47rjjDqg9+1MmGiSiHjpAaIiU6PDUU0/JT3/6Uw3uQds5/4477gib4iHcNwTIBZopyFJDZocQRDS3PPNY5aC9+/rXv77Pb35SxYYAAUr8zzgaaANjinD+kSagkCI2EtB6MVadyWhDIPLkjh07YvYvbaMf/P2FlhPyB0HdX+0dGw/Lli2rdwwSzic3N7fJ5SxdulTHS7T3gzpTv0jNOsC0timaTYPBYGgpGLkzGAyGdg4XKh7tR0NwIeYbO6+pgFD6SWKkKeCMGTNUe4GfHdiwYYNs27at0XIx28RM0tU3GtBknX/++appg4xh6nig2J8y6Xd/H0RqsegD2nLVVVeFj/k1bpCXfv36adRTNLKRwL+usLBQy+W8WPjss8/UNDCa9suVA4lpjNT7NwRikU/IFH6Cscxr0a5hYgope+2116SioqIe4Y2GsWPHqi9gY/3rxwUXXKBkHO0hpDQSJSUljfrdsdlB1MqXXnppH/PSpuLLL79Uf81Ik+fI9yMSjAP6hrYbDAZDa8HIncFgMLQz4OeEwA/QdjzwwAOqmYlMioxwy3kEoMA/CbM8tB34v7UG0Irgw4aPFGaDP/vZzxrUVOGbBBn697//Lbfddlu4jS5wCCaMfmEdM0p8u7gOLWG08hCe/T5p7juIplFqrMz96YN//vOf8uabb6pmh/6AiPm1PORP++EPf6iaIsxr0bDSD9dcc41q0dD4QTohMTw/tHTTpk2Tr33tazJq1Cj1t/zTn/6kmrlYQJtGu8h3CCmCNGGquWjRon3C/TcGzExJWRCLlKB5pe9oNwF8Yvmi+YFpMT58zUHv3r2V1F199dU6vtC8QoBJm8C9MYlsLB3CxRdfrIFQ+As5ox6QU0yc6dfIDQYCoLh3Cq00GlX6b8yYMTq+mwNMXvF/HDhwYLOuMxgMhgOB+dwZDAZDOwNaAsy8+CA8QxYIuBGpHUHzxDmYx6GhwB8MP7JI7dLBArnCIJ9ojfD1I5dYQ6ZuaPYIwoEPEue6NrrcZ5GBLyA+/I5AHs2EE9ILmeRDnjHgvvOJ5vvXWJnNxZVXXqmmkETc5FlBCPxaPAARIhE2Wk6eESQMMu60smi/SJbN84TcQUQgH5AQomtCDv/f//t/mqQ+FmgPfpdEsSRgy6RJk5QYYS7bXEBsYkXZRCvM86KNZ599dpPLxIRx8eLF+5hINgbuQ5swh4Xsor2EoOOviTlsY6B/IXH0P/2M7yPjDF9LyCMBbfygjowPSDLvG4FxIIUQteYG3iFSJ754BoPB0JoIkA+hVe9oMBgMhkMSaHgQmGNpetDaoY10QFvZq1cvNaOM5ku2PzgYZRqaBjRfaOAOJILnVwWQRCJn4puI+abBYDC0FkxzZzAYDIZWASZwDQWXQFPlNEeYaBLKH8IXK0dZc3AwyjQ0DwQfQZPIs+jowG8R01EjdgaDobVhmjuDwWAwtCug2cNnDXNTEnHHSiPQ1mUa2h74MMZK50AyeT4Gg8FwKMHIncFgMBgMhq8k8MWLFR2W6K6REV4NBoOho8PIncFgMBgMBoPBYDB0AJjPncFgMBgMBoPBYDB0ABi5MxgMBoPBYDAYDIYOACN3BoPBYDAYDAaDwdABYOTOYDAYDAaDwWAwGDoAjNwZDAaDwWAwGAwGQweAkTuDwWAwGAwGg8Fg6AAwcmcwGAwGg8FgMBgM8tXH/wceApGcTY03ZQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x600 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 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "df = pd.read_csv(\"data.csv\")\n",
+    "\n",
+    "print(\"Информация о данных:\")\n",
+    "print(df.info())\n",
+    "print(\"\\nОписательная статистика:\")\n",
+    "print(df.describe())\n",
+    "\n",
+    "region_mapping = {\n",
+    "    \"Северная Америка\": [\"USA\", \"CAN\", \"MEX\"],\n",
+    "    \"Европа\": [\"AUT\", \"BEL\", \"BGR\", \"CYP\", \"CZE\", \"DEU\", \"DNK\", \"ESP\", \"EST\", \"FIN\", \"FRA\",  \"GBR\", \"GRC\", \"HRV\", \"HUN\", \"IRL\", \"ISL\", \"ITA\", \"LTU\", \"LUX\", \"LVA\", \"MLT\",  \"NLD\", \"NOR\", \"POL\", \"PRT\", \"ROU\", \"SVK\", \"SVN\", \"SWE\"],\n",
+    "    \"Азия\": [\"JPN\", \"KOR\", \"TUR\", \"ISR\"],\n",
+    "    \"Океания\": [\"AUS\", \"NZL\"],\n",
+    "    \"Южная Америка\": [\"BRA\", \"CHL\", \"COL\"],\n",
+    "    \"Африка\": []\n",
+    "}\n",
+    "\n",
+    "def get_region(country_code):\n",
+    "    for region, codes in region_mapping.items():\n",
+    "        if country_code in codes:\n",
+    "            return region\n",
+    "    return \"Другие\"\n",
+    "\n",
+    "df[\"Region\"] = df[\"LOCATION\"].apply(get_region)\n",
+    "\n",
+    "# 1. График средних расходов на здравоохранение по регионам\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "region_spending = df.groupby(\"Region\")[\"TOTAL_SPEND\"].mean().reset_index()\n",
+    "plt.bar(region_spending[\"Region\"], region_spending[\"TOTAL_SPEND\"], color='skyblue')\n",
+    "plt.xlabel(\"Регион\")\n",
+    "plt.ylabel(\"Средние расходы на здравоохранение\")\n",
+    "plt.title(\"Средние расходы на здравоохранение по регионам\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 2. Топ-5 стран по расходам на здравоохранение на душу населения\n",
+    "latest_year = df[\"TIME\"].max()\n",
+    "latest_data = df[df[\"TIME\"] == latest_year]\n",
+    "top_countries = latest_data.nlargest(5, \"USD_CAP\")[\"LOCATION\"].tolist()\n",
+    "df_top = df[df[\"LOCATION\"].isin(top_countries)]\n",
+    "\n",
+    "# График изменения расходов на здравоохранение на душу населения во времени\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "for country in tqdm(top_countries, desc=\"Обработка стран\"):\n",
+    "    country_data = df_top[df_top[\"LOCATION\"] == country]\n",
+    "    plt.plot(country_data[\"TIME\"], country_data[\"USD_CAP\"], label=country)\n",
+    "\n",
+    "plt.xlabel(\"Год\")\n",
+    "plt.ylabel(\"Расходы на здравоохранение на душу населения\")\n",
+    "plt.title(f\"Изменение расходов на здравоохранение топ-5 стран (по данным за {latest_year} год)\")\n",
+    "plt.legend()\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 3. Разница между расходами на здравоохранение и ВВП\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.scatter(df[\"PC_GDP\"], df[\"TOTAL_SPEND\"], alpha=0.5, color='green')\n",
+    "plt.xlabel(\"ВВП на душу населения (PC_GDP)\")\n",
+    "plt.ylabel(\"Общие расходы на здравоохранение\")\n",
+    "plt.title(\"Расзница между ВВП и расходами на здравоохранение\")\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "\n",
+    "# Добавим линию тренда\n",
+    "z = np.polyfit(df[\"PC_GDP\"], df[\"TOTAL_SPEND\"], 1)\n",
+    "p = np.poly1d(z)\n",
+    "plt.plot(df[\"PC_GDP\"], p(df[\"PC_GDP\"]), \"r--\")\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
+    "# 4. График распределения доли расходов на здравоохранение от ВВП по регионам\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "region_healthxp = df.groupby(\"Region\")[\"PC_HEALTHXP\"].mean().reset_index()\n",
+    "plt.bar(region_healthxp[\"Region\"], region_healthxp[\"PC_HEALTHXP\"], color='lightcoral')\n",
+    "plt.xlabel(\"Регион\")\n",
+    "plt.ylabel(\"Доля расходов на здравоохранение от ВВП (%)\")\n",
+    "plt.title(\"Средняя доля расходов на здравоохранение от ВВП по регионам\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 5. Изменение доли расходов на здравоохранение от ВВП во времени для разных регионов\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "for region in df[\"Region\"].unique():\n",
+    "    region_data = df[df[\"Region\"] == region]\n",
+    "    region_avg = region_data.groupby(\"TIME\")[\"PC_HEALTHXP\"].mean().reset_index()\n",
+    "    plt.plot(region_avg[\"TIME\"], region_avg[\"PC_HEALTHXP\"], label=region)\n",
+    "\n",
+    "plt.xlabel(\"Год\")\n",
+    "plt.ylabel(\"Доля расходов на здравоохранение от ВВП (%)\")\n",
+    "plt.title(\"Изменение доли расходов на здравоохранение от ВВП по регионам\")\n",
+    "plt.legend()\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6eb8d693-5686-496a-b0eb-4631639c738f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..afa1200
--- /dev/null
+++ b/README.md
@@ -0,0 +1 @@
+Лабораторная работа 2
\ No newline at end of file
diff --git a/data.csv b/data.csv
new file mode 100644
index 0000000..2d38420
--- /dev/null
+++ b/data.csv
@@ -0,0 +1,1342 @@
+LOCATION,TIME,PC_HEALTHXP,PC_GDP,USD_CAP,TOTAL_SPEND
+AUS,1971,15.992,0.726,33.99,439.73
+AUS,1972,15.091,0.685,34.184,450.44
+AUS,1973,15.117,0.681,37.956,507.85
+AUS,1974,14.771,0.754,45.338,622.17
+AUS,1975,11.849,0.682,44.363,616.34
+AUS,1976,10.92,0.63,44.34,622.22
+AUS,1977,10.087,0.612,45.407,644.42
+AUS,1978,9.958,0.591,48.127,691.01
+AUS,1979,8.981,0.523,47.307,686.61
+AUS,1980,9.263,0.539,54.875,806.22
+AUS,1981,9.388,0.547,62.73,936.14
+AUS,1982,9.248,0.564,65.245,990.7
+AUS,1983,9.589,0.58,72.629,1118.01
+AUS,1984,9.465,0.569,76.085,1185.36
+AUS,1985,9.56,0.579,81.784,1291.23
+AUS,1986,9.568,0.599,86.545,1386.31
+AUS,1987,9.543,0.582,90.907,1478.5
+AUS,1988,9.823,0.595,100.971,1669.27
+AUS,1989,10.199,0.623,111.925,1881.95
+AUS,1990,10.474,0.677,122.156,2084.61
+AUS,1991,10.937,0.74,134.997,2333.29
+AUS,1992,11.407,0.779,148.927,2603.04
+AUS,1993,11.977,0.82,164.472,2900.43
+AUS,1994,12.508,0.86,181.941,3239.54
+AUS,1995,12.762,0.883,196.205,3532.65
+AUS,1996,13.106,0.925,215.33,3924.34
+AUS,1997,13.437,0.951,232.169,4277.26
+AUS,1998,14.084,1.018,259.041,4820.13
+AUS,1999,14.679,1.074,287.245,5403.73
+AUS,2000,15.702,1.192,338.103,6433.7
+AUS,2001,16.059,1.233,367.853,7090.26
+AUS,2002,15.374,1.211,381.433,7436.12
+AUS,2003,15.761,1.242,406.438,8015.26
+AUS,2004,15.656,1.266,441.202,8794.36
+AUS,2005,15.218,1.213,437.125,8819.8
+AUS,2006,15.276,1.219,457.715,9360.71
+AUS,2007,15.201,1.224,486.408,10130.72
+AUS,2008,15.412,1.271,516.333,10971.66
+AUS,2009,15.535,1.327,530.969,11517.6
+AUS,2010,15.63,1.316,561.659,12374.33
+AUS,2011,15.311,1.307,583.222,13029.19
+AUS,2012,15.308,1.328,589.993,13412.59
+AUS,2013,14.345,1.255,586.402,13562.38
+AUS,2014,12.498,1.229,569.455,13368.35
+AUS,2015,12.442,1.267,594.233,14152.25
+AUS,2016,12.915,1.303,650.539,15737.13
+AUS,2017,12.275,1.243,622.908,15318.92
+AUS,2018,11.93,1.2,619.256,15458.65
+AUS,2019,12.049,1.231,617.729,15650.06
+AUS,2020,11.961,1.278,680.868,17463.75
+AUT,1990,10.131,0.782,150.163,1152.93
+AUT,1991,10.001,0.778,158.596,1229.89
+AUT,1992,9.889,0.799,168.787,1323.41
+AUT,1993,9.746,0.838,180.292,1425.32
+AUT,1994,9.457,0.85,190.767,1513.95
+AUT,1995,9.542,0.851,199.061,1582.19
+AUT,1996,9.839,0.874,212.567,1691.82
+AUT,1997,11.213,1.007,253.988,2023.79
+AUT,1998,11.843,1.084,287.561,2293.81
+AUT,1999,12.551,1.168,322.489,2577.44
+AUT,2000,12.734,1.172,357.062,2860.63
+AUT,2001,12.897,1.196,368.742,2965.53
+AUT,2002,13.154,1.236,407.91,3296.71
+AUT,2003,13.607,1.299,435.142,3533.97
+AUT,2004,13.308,1.292,453.933,3709.53
+AUT,2005,13.239,1.274,460.159,3786.11
+AUT,2006,13.271,1.265,482.397,3988.77
+AUT,2007,13.486,1.286,511.897,4246.43
+AUT,2008,13.432,1.306,538.527,4481.35
+AUT,2009,12.369,1.265,505.931,4221.15
+AUT,2010,12.22,1.249,520.448,4352.72
+AUT,2011,12.291,1.232,534.067,4481.7
+AUT,2012,12.063,1.23,553.478,4665.81
+AUT,2013,11.886,1.223,566.622,4804.85
+AUT,2014,12.144,1.259,589.981,5042.19
+AUT,2015,12.292,1.274,607.648,5251.72
+AUT,2016,11.965,1.239,621.653,5431.18
+AUT,2017,12.085,1.255,642.378,5651.36
+AUT,2018,11.951,1.237,659.52,5830.5
+AUT,2019,11.836,1.241,665.852,5912.71
+AUT,2020,12.131,1.381,711.325,6342.79
+AUT,2021,11.431,1.383,764.767,6849.1
+BEL,1970,28.113,1.084,42.05,406.02
+BEL,1971,28.275,1.115,46.626,451.02
+BEL,1972,27.629,1.132,51.474,499.87
+BEL,1973,27.547,1.206,61.827,602.3
+BEL,1974,26.779,1.19,68.928,673.59
+BEL,1975,21.886,1.214,73.393,719.3
+BEL,1976,18.88,1.087,72.63,713.1
+BEL,1977,18.301,1.139,81.649,802.64
+BEL,1978,17.789,1.141,89.427,879.92
+BEL,1979,17.386,1.112,97.873,963.89
+BEL,1980,17.374,1.074,102.927,1014.78
+BEL,1981,16.044,1.058,107.311,1057.98
+BEL,1982,15.4,1.051,114.228,1125.87
+BEL,1983,15.594,1.09,122.594,1208.23
+BEL,1984,14.967,1.023,121.765,1200.04
+BEL,1985,15.684,1.079,135.801,1338.77
+BEL,1986,15.708,1.108,148.417,1463.66
+BEL,1987,15.952,1.142,161.07,1589.8
+BEL,1988,16.479,1.18,183.216,1814.14
+BEL,1989,16.231,1.153,195.372,1941.55
+BEL,1990,15.52,1.109,202.058,2013.99
+BEL,1991,15.597,1.163,221.636,2217.35
+BEL,1992,16.282,1.244,248.41,2495.32
+BEL,1993,17.445,1.354,276.285,2786.19
+BEL,1994,17.459,1.32,283.138,2864.11
+BEL,1995,18.068,1.358,301.872,3060.02
+BEL,1996,17.119,1.338,302.676,3074.17
+BEL,1997,17.497,1.343,317.541,3232.96
+BEL,2003,17.397,1.594,504.999,5239.94
+BEL,2004,17.109,1.596,528.023,5502.6
+BEL,2005,16.957,1.564,526.39,5515.84
+BEL,2006,16.427,1.5,524.904,5536.67
+BEL,2007,16.616,1.518,549.591,5839.79
+BEL,2008,14.855,1.425,526.611,5639.99
+BEL,2009,14.179,1.463,526.238,5681.52
+BEL,2010,13.842,1.412,540.994,5894.45
+BEL,2011,13.608,1.41,551.654,6089.3
+BEL,2012,12.768,1.341,541.621,6015.75
+BEL,2013,12.534,1.326,556.791,6213.46
+BEL,2014,12.223,1.297,561.59,6294.89
+BEL,2015,12.27,1.325,591.141,6664.64
+BEL,2016,12.043,1.3,603.742,6841.26
+BEL,2017,11.513,1.243,592.17,6736.03
+BEL,2018,11.237,1.22,601.265,6870.69
+BEL,2019,11.314,1.221,613.639,7050.09
+BEL,2020,11.176,1.251,615.681,7104.1
+BEL,2021,10.782,1.191,649.344,7523.43
+BGR,2003,37,2.664,231.652,1801.17
+BGR,2004,35.617,2.454,233.474,1801.69
+BGR,2005,34.274,2.362,243.791,1867.19
+BGR,2006,36.808,2.402,267.287,2031.65
+BGR,2007,35.301,2.173,275.732,2080.49
+BGR,2008,35.314,2.219,308.211,2309.29
+BGR,2012,37.745,2.846,474.182,3464.32
+BGR,2013,34.911,2.494,432.714,3143.72
+BGR,2014,34.883,2.68,491.214,3548.5
+BGR,2015,35.948,2.657,516.436,3706.97
+BGR,2016,36.738,2.739,587.206,4185.5
+BGR,2017,36.971,2.77,625.801,4428.13
+BGR,2018,35.409,2.595,625.647,4395.19
+BGR,2019,34.357,2.436,616.927,4303.54
+BGR,2020,32.623,2.766,692.585,4802.39
+BGR,2021,30.602,2.618,758.71,5218.21
+BRA,2015,18.249,1.626,248.338,50083.7
+BRA,2016,18.259,1.674,244.67,49721.38
+BRA,2017,17.972,1.702,250.063,51188.76
+BRA,2018,18.2,1.723,261.617,53921.16
+BRA,2019,18.216,1.751,272.831,56600.28
+CAN,1970,11.962,0.749,32.684,696.95
+CAN,1971,11.529,0.751,36.13,793.49
+CAN,1972,10.962,0.706,37.076,823.77
+CAN,1973,10.942,0.671,40.128,902.55
+CAN,1974,10.026,0.606,42.13,960.9
+CAN,1975,9.319,0.605,45.427,1051.33
+CAN,1976,8.957,0.582,48.668,1141.26
+CAN,1977,8.9,0.577,51.69,1226.39
+CAN,1978,8.882,0.573,55.495,1329.84
+CAN,1979,9.081,0.577,62.866,1521.45
+CAN,1980,8.934,0.584,70.739,1734.21
+CAN,1981,9.357,0.633,84.104,2087.45
+CAN,1982,9.071,0.68,90.358,2269.52
+CAN,1983,9.145,0.701,97.554,2474.6
+CAN,1984,9.5,0.717,107.828,2761.16
+CAN,1985,10.061,0.76,122.028,3153.46
+CAN,1986,10.756,0.839,137.551,3590.12
+CAN,1987,11.058,0.856,150.106,3969.79
+CAN,1988,11.383,0.881,166.34,4456.54
+CAN,1989,11.691,0.929,184.661,5036.96
+CAN,1990,11.914,0.996,202.518,5607.95
+CAN,1991,12.135,1.098,219.057,6141.79
+CAN,1992,12.75,1.186,241.917,6863.49
+CAN,1993,13.377,1.229,258.297,7409.19
+CAN,1994,13.613,1.203,267.114,7746.48
+CAN,1995,14.358,1.225,285.008,8351.39
+CAN,1996,14.578,1.215,291.519,8631.94
+CAN,1997,15.255,1.269,319.143,9544.27
+CAN,1998,15.702,1.342,345.516,10419.09
+CAN,1999,16.199,1.349,369.052,11219.66
+CAN,2000,16.601,1.369,406.817,12483.48
+CAN,2001,16.921,1.459,444.045,13774.66
+CAN,2002,17.438,1.544,480.949,15082.18
+CAN,2003,17.845,1.608,520.034,16455.16
+CAN,2004,17.992,1.631,561.774,17942.39
+CAN,2005,18.058,1.632,594.446,19166.56
+CAN,2006,17.934,1.675,625.283,20366.21
+CAN,2007,17.726,1.674,657.556,21626.28
+CAN,2008,17.519,1.683,674.417,22422.54
+CAN,2009,17.632,1.88,692.029,23272.98
+CAN,2010,18.23,1.946,755.74,25699.62
+CAN,2011,17.903,1.858,755.06,25928.17
+CAN,2012,17.462,1.835,756.825,26271.97
+CAN,2013,17.036,1.774,754.272,26460.61
+CAN,2014,16.628,1.706,754.336,26729.19
+CAN,2015,16.722,1.796,774.778,27663.06
+CAN,2016,16.625,1.834,838.504,30279.05
+CAN,2017,16.426,1.791,849.457,31043.47
+CAN,2018,15.927,1.737,850.075,31514.51
+CAN,2019,15.846,1.744,827.573,31132.05
+CAN,2020,14.236,1.856,836.93,31827.31
+CAN,2021,13.785,1.7,865.337,33090.37
+CAN,2022,14.469,1.614,914.325,35602.95
+CHE,2010,10.52,1.045,530.899,4154.24
+CHE,2011,10.323,1.037,539.795,4271.07
+CHE,2012,10.377,1.053,566.963,4533.92
+CHE,2013,10.228,1.062,595.626,4818.22
+CHE,2014,10.225,1.066,611.906,5010.68
+CHE,2015,10.177,1.097,636.994,5275.84
+CHE,2016,10.333,1.136,676.592,5665.33
+CHE,2017,10.545,1.165,687.401,5809.8
+CHE,2018,10.661,1.148,703.786,5992.27
+CHE,2019,10.681,1.182,716.538,6144.51
+CHE,2020,10.849,1.273,761.87,6581.16
+CHE,2021,10.593,1.25,803.203,6991.52
+CHL,2019,13.961,1.307,320.69,6156.52
+CHL,2020,12.334,1.2,298.149,5775.33
+CHL,2021,12.289,1.148,328.995,6401.04
+COL,2013,15.593,1.094,144.302,6659.77
+COL,2014,15.653,1.125,154.548,7196.59
+COL,2015,15.403,1.159,159.429,7488.37
+COL,2016,15.532,1.17,171.109,8116.99
+COL,2017,15.581,1.196,177.532,8544.81
+CRI,2011,14.943,1.212,175.759,810.22
+CRI,2012,14.365,1.118,175.023,816.3
+CRI,2013,13.506,1.037,167.223,788.65
+CRI,2014,14.751,1.13,193.603,922.93
+CRI,2015,14.541,1.104,201.037,968.6
+CRI,2016,13.614,0.996,192.399,936.41
+CRI,2017,7.66,0.54,110.724,544.01
+CRI,2018,9.4,0.685,143.799,712.93
+CRI,2019,9.076,0.655,141.242,706.15
+CRI,2020,8.225,0.644,133.065,669.89
+CRI,2021,8.522,0.645,142.363,720.36
+CYP,2003,22.352,1.259,312.892,312.76
+CYP,2004,22.153,1.197,316.318,321.97
+CYP,2005,21.963,1.187,325.949,337.73
+CYP,2006,21.175,1.151,333.753,351.92
+CYP,2007,21.054,1.121,360.638,386.86
+CYP,2008,18.568,1.118,379.08,413.59
+CYP,2009,17.83,1.153,369.053,409.42
+CYP,2010,16.075,1.045,333.517,376.15
+CYP,2011,15.947,1.026,322.562,369.82
+CYP,2012,16.093,1.052,320.284,373.26
+CYP,2013,16.422,1.138,331.247,392.16
+CYP,2014,16.769,1.162,340.102,408.73
+CYP,2015,18.405,1.25,383.794,468.04
+CYP,2016,18.628,1.239,426.097,527.13
+CYP,2017,18.228,1.207,440.257,552.2
+CYP,2018,18.133,1.238,474.21,602.6
+CYP,2019,15.497,1.095,431.324,554.97
+CYP,2020,14.122,1.187,440.737,573.95
+CYP,2021,14.99,1.413,578.65,762.26
+CZE,1990,24.212,0.899,118.867,1228.29
+CZE,1991,21.496,0.827,94.247,971.55
+CZE,1992,24.69,0.98,114.227,1178.72
+CZE,1993,22.358,1.189,147.174,1520.29
+CZE,1994,28.254,1.548,204.86,2116.94
+CZE,1995,28.28,1.612,228.554,2360.33
+CZE,1996,27.665,1.545,237.604,2450.94
+CZE,1997,27.252,1.525,236.938,2441.44
+CZE,1998,25.085,1.403,222.991,2295.55
+CZE,1999,24.149,1.393,229.864,2363.89
+CZE,2000,24.659,1.406,253.005,2594.58
+CZE,2001,24.981,1.465,289.845,2961.23
+CZE,2002,25.069,1.549,317.795,3240.53
+CZE,2003,25.196,1.644,351.182,3579.95
+CZE,2004,25.671,1.63,375.84,3832.48
+CZE,2005,25.7,1.63,391.508,3997.77
+CZE,2006,23.478,1.447,366.301,3750.52
+CZE,2007,22.213,1.33,368.845,3798.67
+CZE,2008,20.906,1.323,381.104,3957.61
+CZE,2009,22.139,1.605,453.587,4737.23
+CZE,2010,19.524,1.481,431.282,4517.42
+CZE,2011,19.563,1.479,435.792,4574.11
+CZE,2012,19.854,1.514,453.465,4766.27
+CZE,2013,19.043,1.432,454.121,4774.75
+CZE,2014,18.116,1.379,465.57,4900.29
+CZE,2015,17.997,1.326,468.988,4945.98
+CZE,2016,17.755,1.322,496.858,5249.97
+CZE,2017,17.172,1.267,509.941,5402.54
+CZE,2018,16.318,1.219,510.498,5426.56
+CZE,2019,15.785,1.2,516.51,5512.13
+CZE,2020,15.238,1.404,579.669,6201.22
+CZE,2021,13.357,1.267,574.76,6038.3
+DEU,1970,17.002,0.971,42.897,3353.23
+DEU,1971,16.225,1.004,48.392,3789.72
+DEU,1972,15.851,1.032,53.476,4207.94
+DEU,1973,15.289,1.044,58.791,4640.77
+DEU,1974,14.881,1.094,67.371,5320.11
+DEU,1975,14.332,1.149,76.314,6003.89
+DEU,1976,14.234,1.144,84.135,6590.88
+DEU,1977,13.85,1.104,89.661,7007.89
+DEU,1978,13.955,1.123,101.799,7949.67
+DEU,1979,13.881,1.096,111.144,8683.28
+DEU,1980,13.895,1.125,126.192,9879.39
+DEU,1981,13.98,1.174,141.852,11122.32
+DEU,1982,13.99,1.151,146.128,11446.7
+DEU,1983,14.21,1.168,156.959,12262.94
+DEU,1984,14.27,1.19,170.747,13294.14
+DEU,1985,14.302,1.213,185.72,14427.63
+DEU,1986,14.357,1.203,199.065,15471.42
+DEU,1987,14.592,1.237,215.973,16811.32
+DEU,1988,14.634,1.267,236.538,18484.17
+DEU,1989,14.819,1.195,236.529,18626.96
+DEU,1990,14.709,1.181,253.628,20146.44
+DEU,1992,15.362,1.382,310.196,25009.43
+DEU,1993,13.767,1.237,280.891,22796.09
+DEU,1994,13.384,1.236,292.926,23855.41
+DEU,1995,13.179,1.256,309.583,25286.14
+DEU,1996,13.457,1.322,333.769,27340.63
+DEU,1997,13.436,1.306,335.385,27513.23
+DEU,1998,13.949,1.357,357.933,29367.4
+DEU,1999,13.989,1.372,377.398,30984.47
+DEU,2000,14.072,1.392,407.469,33498.64
+DEU,2001,14.683,1.457,441.874,36388.29
+DEU,2002,14.909,1.518,483.022,39843.76
+DEU,2003,14.821,1.542,493.455,40726.9
+DEU,2004,14.014,1.422,475.303,39220.23
+DEU,2005,15.114,1.558,518.404,42752.48
+DEU,2006,14.968,1.524,533.928,43983.09
+DEU,2007,15.313,1.539,574.357,47250.27
+DEU,2008,15.337,1.572,606.585,49806.75
+DEU,2009,15.215,1.71,632.661,51816.4
+DEU,2010,14.995,1.664,663.249,54238.47
+DEU,2011,14.287,1.54,652.43,52373.81
+DEU,2012,14.131,1.534,670.593,53932.99
+DEU,2013,14.005,1.54,693.51,55928.53
+DEU,2014,14.355,1.583,739.786,59909.72
+DEU,2015,14.369,1.608,761.448,62200.11
+DEU,2016,14.443,1.624,819.478,67482.92
+DEU,2017,14.224,1.612,850.084,70265.39
+DEU,2018,14.179,1.628,891.861,73940.43
+DEU,2019,13.714,1.607,880.199,73138.34
+DEU,2020,13.644,1.732,947.679,78809.81
+DEU,2021,13.866,1.793,1042.46,86728.58
+DNK,1980,6.301,0.53,50.227,257.31
+DNK,1981,6.149,0.527,53.591,274.47
+DNK,1982,6.189,0.534,59.177,302.86
+DNK,1983,6.407,0.539,64.287,328.78
+DNK,1984,6.631,0.528,67.987,347.52
+DNK,1985,6.864,0.546,75.963,388.45
+DNK,1986,7.276,0.563,84.952,435
+DNK,1987,6.888,0.555,86.179,441.84
+DNK,1988,7.33,0.6,96.266,493.8
+DNK,1989,7.023,0.566,95.463,489.97
+DNK,1990,7.621,0.613,109.862,564.79
+DNK,1991,8.145,0.647,120.869,622.99
+DNK,1992,8.123,0.646,126.264,652.96
+DNK,1993,8.692,0.72,143.142,742.71
+DNK,1994,9.047,0.731,154.562,804.68
+DNK,1995,9.329,0.725,160.002,837.35
+DNK,1996,9.16,0.718,166.166,874.54
+DNK,1997,9.295,0.72,175.836,929.29
+DNK,1998,10.367,0.783,198.446,1052.6
+DNK,1999,9.051,0.755,197.474,1050.92
+DNK,2000,9.068,0.735,212.719,1135.84
+DNK,2001,8.983,0.759,222.095,1190.16
+DNK,2002,9.409,0.819,255.15,1371.67
+DNK,2003,9.241,0.823,251.656,1356.57
+DNK,2004,8.921,0.804,260.561,1408.21
+DNK,2005,8.58,0.78,258.681,1401.9
+DNK,2006,8.718,0.799,286.756,1559.17
+DNK,2007,8.886,0.829,316.624,1729.22
+DNK,2008,8.328,0.792,314.596,1728.27
+DNK,2009,7.613,0.813,305.733,1688.59
+DNK,2010,7.898,0.836,336.878,1868.89
+DNK,2011,7.679,0.798,327.597,1824.9
+DNK,2012,7.231,0.76,320.08,1789.75
+DNK,2013,6.831,0.704,308.592,1732.72
+DNK,2014,6.771,0.697,310.753,1753.73
+DNK,2015,6.711,0.693,316.719,1800.07
+DNK,2016,6.576,0.673,321.823,1843.41
+DNK,2017,6.508,0.657,332.76,1918.35
+DNK,2018,6.436,0.65,341.553,1978.83
+DNK,2019,6.601,0.67,353.819,2057.25
+DNK,2020,6.53,0.69,372.045,2169.54
+DNK,2021,5.848,0.633,372.623,2182.35
+DNK,2022,6.396,0.607,401.686,2371.17
+ESP,1980,21.807,1.08,72.028,2700.41
+ESP,1981,21.468,1.093,77.447,2924.29
+ESP,1982,22.189,1.15,86.325,3279.14
+ESP,1983,20.64,1.101,86.813,3313.78
+ESP,1984,19.24,0.99,82.612,3166.55
+ESP,1985,21.034,1.058,93.576,3599.82
+ESP,1986,19.646,0.981,92.704,3576.95
+ESP,1987,19.317,0.978,100.816,3900.05
+ESP,1988,18.402,1.036,117.334,4548.68
+ESP,1989,18.798,1.081,134.069,5205.6
+ESP,1990,18.556,1.129,152.479,5926.45
+ESP,1995,19.775,1.39,222.776,8849.56
+ESP,1996,20.275,1.43,239.197,9541.53
+ESP,1997,21.321,1.479,262.641,10520.71
+ESP,1998,21.66,1.493,282.031,11344.28
+ESP,1999,22.123,1.528,303.135,12242.68
+ESP,2000,21.958,1.493,334.654,13576.2
+ESP,2001,21.949,1.486,358.995,14665.09
+ESP,2002,22.65,1.54,408.498,16924.71
+ESP,2003,21.418,1.62,431.589,18207.72
+ESP,2004,20.677,1.584,438.984,18842.03
+ESP,2005,19.935,1.541,441.063,19253.79
+ESP,2006,18.819,1.473,450.565,20003.88
+ESP,2007,18.094,1.433,449.583,20333.2
+ESP,2008,17.483,1.465,467.136,21466.82
+ESP,2009,17.225,1.569,472.568,21909.64
+ESP,2010,17.05,1.555,466.75,21739.77
+ESP,2011,16.328,1.497,446.39,20865.47
+ESP,2012,15.808,1.447,431.254,20171.07
+ESP,2013,16.278,1.475,449.956,20976.97
+ESP,2014,15.61,1.418,446.084,20734.38
+ESP,2015,15.298,1.395,461.926,21454.08
+ESP,2016,15.875,1.42,499.864,23235.71
+ESP,2017,15.386,1.376,510.509,23786.27
+ESP,2018,15.217,1.369,521.52,24405.96
+ESP,2019,14.749,1.349,520.4,24528.97
+ESP,2020,15.081,1.621,560.405,26543.95
+ESP,2021,14.554,1.563,594.795,28202.68
+EST,1999,19.973,1.133,101.901,141.67
+EST,2000,22.79,1.177,123.756,172.89
+EST,2001,25.52,1.22,139.139,193.14
+EST,2002,27.158,1.277,169.659,234.02
+EST,2003,24.312,1.249,179.993,246.72
+EST,2004,24.584,1.312,208.687,284.35
+EST,2005,22.063,1.168,205.453,278.34
+EST,2006,20.153,1.002,199.165,268.24
+EST,2007,19.124,0.991,226.421,303.56
+EST,2008,18.031,1.074,242.689,324.5
+EST,2009,19.121,1.309,261.29,348.7
+EST,2010,19.617,1.294,278.947,371.41
+EST,2011,19.024,1.156,278.915,370.24
+EST,2012,19.285,1.175,305.288,403.8
+EST,2013,18.514,1.163,316.199,416.75
+EST,2014,17.994,1.145,327.705,430.78
+EST,2015,17.538,1.165,340.315,447.65
+EST,2016,18.406,1.234,385.885,507.74
+EST,2017,17.555,1.158,386.474,509.13
+EST,2018,17.374,1.163,410.725,542.97
+EST,2019,16.6,1.132,407.201,540.31
+EST,2020,15.45,1.171,421.946,560.99
+EST,2021,14.698,1.101,451.763,601.27
+FIN,1970,13.822,0.69,20.985,96.66
+FIN,1971,14.426,0.763,24.95,115.07
+FIN,1972,14.398,0.775,28.063,130.2
+FIN,1973,13.736,0.719,29.563,137.94
+FIN,1974,13.361,0.691,32.696,153.36
+FIN,1975,12.871,0.728,36.768,173.23
+FIN,1976,12.746,0.764,40.974,193.63
+FIN,1977,12.686,0.786,44.422,210.51
+FIN,1978,12.685,0.778,48.256,229.34
+FIN,1979,11.983,0.718,52.02,247.86
+FIN,1980,11.217,0.664,55.273,264.18
+FIN,1981,10.899,0.658,60.427,290.05
+FIN,1982,10.391,0.637,63.251,305.31
+FIN,1983,10.642,0.662,70.139,340.58
+FIN,1984,10.57,0.662,75.603,369.08
+FIN,1985,10.174,0.677,81.96,401.78
+FIN,1986,10.079,0.681,87.041,428.08
+FIN,1987,10.069,0.694,95.322,470.14
+FIN,1988,9.968,0.668,102.523,507.13
+FIN,1989,9.812,0.662,111.299,552.53
+FIN,1990,9.864,0.715,124.446,620.54
+FIN,1991,10.343,0.86,139.657,700.2
+FIN,1992,11.166,0.951,148.99,751.21
+FIN,1993,12.652,0.991,155.151,786.06
+FIN,1994,13.733,1,167.29,851.23
+FIN,1995,14.321,1.053,192.792,984.74
+FIN,1996,14.875,1.112,210.958,1081.07
+FIN,1997,15.244,1.087,224.894,1155.92
+FIN,1998,14.646,0.999,223.195,1150.23
+FIN,1999,15.566,1.058,250.551,1294.21
+FIN,2000,15.036,1.066,282.198,1460.72
+FIN,2001,15.467,1.121,306.595,1590.62
+FIN,2002,15.654,1.194,344.581,1792.03
+FIN,2003,15.549,1.234,354.069,1845.77
+FIN,2004,15.655,1.262,388.045,2028.77
+FIN,2005,15.738,1.304,405.017,2124.76
+FIN,2006,14.152,1.172,389.562,2051.54
+FIN,2007,14.171,1.146,425.837,2252.13
+FIN,2008,14.092,1.176,457.118,2428.85
+FIN,2009,13.561,1.242,445,2375.8
+FIN,2010,13.035,1.192,446.764,2396.15
+FIN,2011,12.463,1.15,448.472,2416.49
+FIN,2012,12.158,1.165,460.321,2492.16
+FIN,2013,12.014,1.178,472.552,2570.2
+FIN,2014,11.811,1.155,467.218,2551.72
+FIN,2015,12.136,1.171,484.533,2655.01
+FIN,2016,12.574,1.179,515.993,2835.54
+FIN,2017,12.24,1.117,515.952,2841.97
+FIN,2018,12.396,1.121,536.801,2960.74
+FIN,2019,12.361,1.134,541.881,2992.05
+FIN,2020,12.294,1.184,567.335,3137.1
+FIN,2021,11.27,1.155,591.864,3279.53
+FRA,1970,24.413,1.27,46.908,2439.55
+FRA,1975,20.741,1.277,75.415,4072.63
+FRA,1980,16.389,1.108,108.14,5977.35
+FRA,1985,16.577,1.272,165.96,9404.23
+FRA,1990,17.282,1.382,252.162,14691.21
+FRA,1991,17.702,1.455,275.805,16149.55
+FRA,1992,17.619,1.488,290.913,17119.24
+FRA,1993,18.002,1.594,315.667,18656.9
+FRA,1994,17.898,1.582,325.216,19293.39
+FRA,1995,15.393,1.521,323.389,19255
+FRA,1996,15.224,1.505,330.285,19736.02
+FRA,1997,15.462,1.509,345.815,20737.86
+FRA,1998,15.872,1.533,368.527,22181.89
+FRA,1999,16.395,1.584,398.617,24117.12
+FRA,2000,16.899,1.62,454.16,27666.82
+FRA,2001,17.333,1.682,498.362,30581.67
+FRA,2002,17.188,1.723,541.758,33487.22
+FRA,2003,17.559,1.77,536.658,33406.88
+FRA,2004,17.63,1.792,559.044,35056.3
+FRA,2005,17.568,1.795,573.536,36236.49
+FRA,2006,16.882,1.753,581.556,36999.95
+FRA,2007,16.566,1.709,594.425,38053.24
+FRA,2008,16.263,1.708,606.492,39042.99
+FRA,2009,15.71,1.773,609.668,39449.44
+FRA,2010,15.368,1.725,621.644,40423.15
+FRA,2011,14.966,1.674,622.837,40696.69
+FRA,2012,14.416,1.629,619.827,40696.39
+FRA,2013,14.896,1.698,676.497,44647.4
+FRA,2014,14.696,1.696,680.255,45109.12
+FRA,2015,14.419,1.651,673.38,44812.28
+FRA,2016,14.129,1.621,695.401,46400.01
+FRA,2017,14.092,1.6,705.241,47193.33
+FRA,2018,13.704,1.536,698.524,46911.72
+FRA,2019,13.496,1.497,696.842,46954.65
+FRA,2020,13.64,1.655,743.835,50284.07
+FRA,2021,12.539,1.543,765.575,51938.76
+GBR,1970,15.819,0.628,19.614,1091.78
+GBR,1971,15.992,0.642,21.457,1199.37
+GBR,1972,15.6,0.638,23.051,1292.84
+GBR,1973,15.005,0.603,24.357,1368.73
+GBR,1974,14.959,0.695,29.428,1654.74
+GBR,1975,12.706,0.627,28.643,1610.48
+GBR,1976,13.111,0.649,32.064,1802.38
+GBR,1977,13.654,0.662,35.612,2001.16
+GBR,1978,13.849,0.665,40.438,2272.47
+GBR,1979,13.627,0.646,44.467,2501.13
+GBR,1980,13.528,0.685,52.095,2933.69
+GBR,1981,13.383,0.707,58.075,3271.59
+GBR,1982,14.488,0.742,64.976,3659.04
+GBR,1983,14.289,0.76,71.72,4040.19
+GBR,1984,15.156,0.794,79.042,4459.71
+GBR,1985,15.008,0.771,82.486,4664.61
+GBR,1986,15.07,0.772,87.199,4942.56
+GBR,1987,14.468,0.749,91.868,5218.29
+GBR,1988,14.664,0.746,100.894,5743.73
+GBR,1989,14.777,0.744,109.306,6238.83
+GBR,1990,14.485,0.737,113.364,6489.82
+GBR,1991,14.7,0.806,123.888,7114.26
+GBR,1992,15.092,0.896,140.457,8087.57
+GBR,1993,15.52,0.932,154.532,8919.37
+GBR,1994,15.948,0.969,168.843,9770.23
+GBR,1995,16.126,0.896,176.424,10235.95
+GBR,1996,16.546,0.916,193.853,11275.84
+GBR,2013,12.301,1.214,449.818,28846.05
+GBR,2014,12.181,1.201,456.257,29475.25
+GBR,2015,12.076,1.183,458.246,29839.25
+GBR,2016,11.964,1.164,471.393,30928.85
+GBR,2017,11.753,1.128,474.684,31357.08
+GBR,2018,11.253,1.095,471.311,31323.49
+GBR,2019,10.976,1.093,481.75,32198.4
+GBR,2020,10.579,1.286,528.752,35469.34
+GBR,2021,9.463,1.17,517.288,34671.9
+GRC,1988,15.393,0.844,95.012,953.63
+GRC,1989,14.147,0.851,104.155,1050.87
+GRC,1990,14.942,0.907,115.601,1178.76
+GRC,1991,17.082,1.012,135.989,1403.4
+GRC,1992,17.802,1.154,158.029,1643.35
+GRC,1993,17.283,1.257,173.091,1810.6
+GRC,1994,16.73,1.335,190.818,2006.05
+GRC,1995,16.305,1.3,194.263,2051.84
+GRC,1996,16.693,1.315,206.003,2185.44
+GRC,1997,16.871,1.298,217.478,2318.59
+GRC,1998,14.475,1.097,192.313,2061.69
+GRC,1999,15.079,1.171,209.652,2256.21
+GRC,2000,19.871,1.439,281.854,3045.66
+GRC,2001,19.075,1.524,324.459,3524.32
+GRC,2002,19.949,1.643,389.24,4243.5
+GRC,2003,24.572,2.076,503.399,5501.18
+GRC,2004,24.716,2,519.224,5688.17
+GRC,2005,24.944,2.136,547.175,6011.98
+GRC,2006,26.709,2.206,615.122,6778.87
+GRC,2007,26.848,2.255,651.201,7194.78
+GRC,2008,27.566,2.433,734.77,8139.67
+GRC,2009,27.349,2.573,748.159,8309.81
+GRC,2010,28.766,2.761,749.826,8339.07
+GRC,2011,30.981,2.848,709.328,7877.02
+GRC,2012,29.002,2.588,622.251,6872.77
+GRC,2013,27.424,2.314,572.577,6278.43
+GRC,2014,28.242,2.229,567.977,6186.64
+GRC,2015,27.234,2.239,578.16,6256.2
+GRC,2016,27.953,2.362,631.254,6802.37
+GRC,2017,28.75,2.339,647.113,6959.49
+GRC,2018,27.342,2.22,632.89,6792.73
+GRC,2019,28.35,2.324,666.093,7141.57
+GRC,2020,30.198,2.87,750.761,8032.09
+GRC,2021,27.047,2.481,740.123,7822.51
+HRV,2011,29.869,2.23,449.42,1923.8
+HRV,2012,30.083,2.255,465.814,1984.54
+HRV,2013,25.348,1.629,349.071,1477.94
+HRV,2014,22.065,1.459,318.187,1336.89
+HRV,2015,21.073,1.41,320.895,1332.27
+HRV,2016,21.665,1.457,362.974,1490.69
+HRV,2017,21.589,1.437,380.543,1537.93
+HRV,2018,20.505,1.384,385.931,1539.39
+HRV,2019,20.239,1.377,413.623,1633.56
+HRV,2020,20.866,1.613,450.481,1763.28
+HRV,2021,18,1.458,469.013,1819.29
+HUN,1991,30.084,1.912,177.438,1840.64
+HUN,1992,28.857,1.975,180.992,1876.77
+HUN,1993,30.694,2.121,198.823,2059.31
+HUN,1994,30.348,2.241,220.826,2284.08
+HUN,1995,26.713,1.796,183.099,1891.22
+HUN,1996,27.273,1.812,188.948,1948.29
+HUN,1997,27.639,1.742,192.992,1985.98
+HUN,2001,29.674,2.026,295.567,3011.11
+HUN,2002,28.947,2.061,337.883,3432.42
+HUN,2003,27.593,2.241,376.61,3814.89
+HUN,2004,29.108,2.258,402.121,4064.3
+HUN,2005,31.27,2.497,457.642,4616.26
+HUN,2006,31.981,2.488,483.381,4868.31
+HUN,2007,31.617,2.278,452.144,4546.66
+HUN,2008,31.912,2.262,476.311,4781.3
+HUN,2009,32.863,2.373,490.503,4916.14
+HUN,2010,33.273,2.478,554.391,5543.92
+HUN,2011,35.001,2.619,614.461,6127.24
+HUN,2012,32.579,2.414,575.517,5709.34
+HUN,2013,30.293,2.192,551.813,5459.13
+HUN,2014,30.112,2.122,561.219,5537.25
+HUN,2015,29.8,2.043,563.595,5547.48
+HUN,2016,29.474,2.06,589.379,5784.18
+HUN,2017,27.751,1.871,554.629,5428.69
+HUN,2018,26.762,1.761,563.842,5511.87
+HUN,2019,27.435,1.723,574.811,5616.56
+HUN,2020,25.663,1.87,621.505,6059.77
+HUN,2021,23.003,1.697,632.293,6139.5
+IRL,1975,14.749,0.974,37.2,118.65
+IRL,1976,14.869,0.958,38.899,125.96
+IRL,1977,14.717,0.904,41.409,135.91
+IRL,1978,14.189,0.918,48.617,161.85
+IRL,1979,13.191,0.897,52.105,175.79
+IRL,1980,11.707,0.879,55.666,189.98
+IRL,1981,10.527,0.747,51.754,178.71
+IRL,1982,10.546,0.734,54.485,189.92
+IRL,1983,10.115,0.706,54.89,192.7
+IRL,1984,10.509,0.717,59.536,210.31
+IRL,1985,10.539,0.721,63.928,226.18
+IRL,1986,11.044,0.745,68.507,242.49
+IRL,1987,11.546,0.745,73.839,261.39
+IRL,1988,12.019,0.738,79.803,281.3
+IRL,1989,12.994,0.749,91.092,319.82
+IRL,1990,12.777,0.717,96.086,337.64
+IRL,1991,11.995,0.728,100.722,355.98
+IRL,1992,11.891,0.752,109.326,389.03
+IRL,1993,11.968,0.763,118.811,424.9
+IRL,1994,12.097,0.759,125.914,452.08
+IRL,1995,12.044,0.735,136.152,491.35
+IRL,1996,12.882,0.764,152.74,555.59
+IRL,1997,12.558,0.734,161.814,594.53
+IRL,1998,13.213,0.744,184.401,684.62
+IRL,1999,13.97,0.78,209.317,785.94
+IRL,2000,14.176,0.836,259.398,987.05
+IRL,2001,14.435,0.923,308.097,1191.18
+IRL,2002,14.779,0.986,357.489,1405.63
+IRL,2003,15.088,1.057,389.095,1555.03
+IRL,2004,15.655,1.13,439.097,1787.24
+IRL,2005,15.473,1.182,478.63,1991.06
+IRL,2006,16.465,1.238,527.657,2254.99
+IRL,2007,16.356,1.277,553.508,2434.85
+IRL,2008,15.953,1.456,581.225,2609.44
+IRL,2009,15.135,1.593,583.463,2646.22
+IRL,2010,14.815,1.559,600.152,2736.79
+IRL,2011,14.047,1.49,588.288,2694.41
+IRL,2012,14.169,1.502,616.252,2834.47
+IRL,2013,13.256,1.362,568.401,2628.18
+IRL,2014,12.95,1.232,542.059,2524.77
+IRL,2015,12.717,0.933,548.009,2576.71
+IRL,2016,12.705,0.949,578.508,2751
+IRL,2017,12.59,0.897,589.555,2834.22
+IRL,2018,12.161,0.836,593.089,2886.75
+IRL,2019,11.5,0.772,572.237,2823.61
+IRL,2020,11.376,0.809,611.829,3050.2
+IRL,2021,10.67,0.717,625.365,3147.56
+ISL,1970,17.13,0.798,28.437,5.81
+ISL,1971,17.31,0.882,38.402,7.91
+ISL,1972,17.838,0.891,43.415,9.08
+ISL,1973,16.597,0.759,42.803,9.09
+ISL,1974,13.78,0.72,46.62,10.03
+ISL,1975,16.23,0.916,58.281,12.7
+ISL,1976,14.845,0.786,56.601,12.46
+ISL,1977,14.553,0.763,65.76,14.59
+ISL,1978,14.505,0.818,80.924,18.09
+ISL,1979,13.522,0.862,92.839,20.96
+ISL,1980,16.628,0.981,120.025,27.38
+ISL,1981,15.576,0.939,128.115,29.56
+ISL,1982,16.104,1.017,149.004,34.85
+ISL,1983,18.211,1.261,179.242,42.48
+ISL,1984,17.058,1.114,164.259,39.34
+ISL,1985,17.414,1.177,182.192,43.98
+ISL,1986,16.508,1.191,206.045,50.11
+ISL,1987,15.35,1.135,225.963,55.56
+ISL,1988,14.692,1.171,234.682,58.61
+ISL,1989,15.347,1.196,239.008,60.43
+ISL,1990,13.98,1.041,220.216,56.12
+ISL,1991,12.775,0.974,212.391,54.75
+ISL,1992,13.313,1.042,221.745,57.89
+ISL,1993,12.78,1.011,216.987,57.22
+ISL,1994,13.419,1.038,235.052,62.53
+ISL,1995,13.794,1.084,249.758,66.8
+ISL,1996,14.277,1.13,269.332,72.43
+ISL,1997,15.489,1.203,312.746,84.79
+ISL,1998,14.498,1.227,338.45,92.75
+ISL,1999,14.402,1.274,370.923,102.89
+ISL,2000,15.975,1.422,424.768,119.45
+ISL,2001,15.542,1.36,427.571,121.84
+ISL,2002,15.404,1.449,470.918,135.4
+ISL,2003,15.593,1.517,484.45,140.26
+ISL,2004,15.617,1.457,509.515,148.82
+ISL,2005,14.719,1.317,482.889,143.29
+ISL,2006,14.52,1.242,492.809,149.71
+ISL,2007,13.878,1.159,494.023,153.92
+ISL,2008,14.873,1.241,537.29,170.54
+ISL,2009,15.934,1.398,554.651,176.66
+ISL,2010,16.277,1.361,531.339,168.99
+ISL,2011,15.622,1.281,517.476,165.08
+ISL,2012,14.994,1.227,509.66,163.46
+ISL,2013,13.901,1.136,486.27,157.44
+ISL,2014,12.971,1.067,466.895,152.85
+ISL,2015,12.644,1.02,472.054,156.16
+ISL,2016,11.588,0.938,455.666,152.85
+ISL,2017,10.95,0.905,450.201,154.6
+ISL,2018,10.759,0.901,455.714,160.74
+ISL,2019,11.082,0.951,478.53,172.54
+ISL,2020,11.426,1.099,529.272,193.96
+ISL,2021,11.847,1.153,604.981,225.37
+ISL,2022,11.902,1.02,632.479,241.61
+ISR,2006,13.333,0.895,232.584,1640.58
+ISR,2007,13.602,0.911,252.131,1810.33
+ISR,2008,13.435,0.917,247.078,1805.84
+ISR,2009,14.012,0.969,267.541,2002.7
+ISR,2010,13.623,0.938,268.492,2046.88
+ISR,2011,13.436,0.919,279.705,2172.13
+ISR,2012,13.25,0.924,294.604,2330.46
+ISR,2013,12.957,0.902,290.03,2337.5
+ISR,2014,12.858,0.906,287.708,2363.72
+ISR,2015,13.401,0.941,309.568,2594.21
+ISR,2016,13.062,0.927,329.683,2817.47
+ISR,2017,12.706,0.912,333.69,2907.54
+ISR,2018,13.247,0.957,364.146,3234.64
+ISR,2019,13.316,0.955,360.875,3267.36
+ISR,2020,15.707,1.211,451.622,4161.74
+ITA,1988,23.07,1.534,242.881,13754.18
+ITA,1989,23.294,1.545,261.488,14818.99
+ITA,1990,21.43,1.498,273.02,15485.49
+ITA,1991,20.922,1.512,290.283,16476.03
+ITA,1992,21.474,1.524,301.412,17119.32
+ITA,1993,20.351,1.438,284.56,16172.06
+ITA,1994,20.117,1.39,284.259,16158.25
+ITA,1995,19.534,1.338,286.138,16265.32
+ITA,1996,19.968,1.387,305.288,17358.76
+ITA,1997,20.183,1.455,333.384,18966.34
+ITA,1998,20.643,1.496,358.5,20401.07
+ITA,1999,21.177,1.549,381.619,21720.35
+ITA,2000,21.158,1.601,429.62,24463.47
+ITA,2001,21.92,1.696,471.653,26872.01
+ITA,2002,21.865,1.72,501.305,28603.97
+ITA,2003,21.375,1.674,489.341,28045.7
+ITA,2004,20.996,1.714,514.622,29686.14
+ITA,2005,20.37,1.699,510.092,29569.77
+ITA,2006,20.124,1.698,535.788,31152.85
+ITA,2007,20.002,1.627,539.188,31509.24
+ITA,2008,19.185,1.637,562.602,33096.04
+ITA,2009,18.964,1.698,557.06,32919.66
+ITA,2010,18.75,1.672,582.095,34505.09
+ITA,2011,18.544,1.627,574.551,34116.52
+ITA,2012,16.633,1.461,510.916,30419.79
+ITA,2013,17.063,1.497,519.224,31274.91
+ITA,2014,17.007,1.508,516.479,31396.31
+ITA,2015,17.861,1.582,551.703,33505.24
+ITA,2016,17.647,1.54,577.766,35028.51
+ITA,2017,17.609,1.528,594.489,35988.41
+ITA,2018,17.896,1.554,625.637,37802.09
+ITA,2019,18.267,1.581,651.265,38899.46
+ITA,2020,17.655,1.699,662.612,39384.9
+ITA,2021,17.111,1.606,691.708,40902.89
+ITA,2022,17.435,1.57,748.081,44147
+JPN,1980,21.181,1.295,113.323,13236.92
+JPN,1984,19.458,1.214,145.151,17430.17
+JPN,1985,17.973,1.142,147.09,17773.91
+JPN,1986,18.892,1.188,162.442,19733.78
+JPN,1987,20.271,1.271,185.826,22683.59
+JPN,1988,20.631,1.238,199.967,24511.55
+JPN,1989,22.319,1.293,227.937,28051.98
+JPN,1990,21.422,1.213,233.282,28805.19
+JPN,1991,22.868,1.297,266.744,33066.65
+JPN,1992,22.009,1.302,275.869,34325
+JPN,1993,22.255,1.383,296.49,37010.55
+JPN,1994,21.057,1.361,299.07,37436.98
+JPN,1995,21.039,1.299,297.368,37311.36
+JPN,1996,21.039,1.265,302.192,38002.76
+JPN,1997,19.496,1.226,298.214,37591.96
+JPN,1998,17.942,1.168,281.881,35629.76
+JPN,1999,18.152,1.246,302.756,38338.3
+JPN,2000,18.406,1.295,340.098,43139.05
+JPN,2001,18.859,1.365,366.913,46652.62
+JPN,2002,18.64,1.37,384.942,49058.93
+JPN,2003,19.527,1.462,428.518,54729.46
+JPN,2004,19.459,1.466,448.278,57272.45
+JPN,2005,19.794,1.516,489.158,62501.19
+JPN,2006,19.789,1.521,506.852,64803.06
+JPN,2007,19.972,1.554,537.234,68766.49
+JPN,2008,19.9,1.61,557.041,71336.34
+JPN,2009,20.982,1.88,623.452,79831.16
+JPN,2010,20.473,1.855,648.83,83095.66
+JPN,2011,18.911,1.983,707.419,90431.49
+JPN,2012,18.887,2.016,749.96,95716.64
+JPN,2013,18.854,2.013,812.268,103519.5
+JPN,2014,18.803,2.017,813.859,103584.72
+JPN,2015,19.735,2.121,891.136,113299.92
+JPN,2016,18.569,1.979,797.703,101368.91
+JPN,2017,18.272,1.947,806.324,102380.57
+JPN,2018,17.796,1.911,810.493,102779.43
+JPN,2019,20.7,2.271,954.452,120865.12
+JPN,2020,18.096,1.991,835.93,105545.36
+KOR,1970,20.498,0.539,3.976,128.19
+KOR,1971,19.623,0.448,3.628,119.3
+KOR,1972,20.103,0.418,3.754,125.78
+KOR,1973,20.079,0.357,3.853,131.4
+KOR,1974,19.946,0.308,3.826,132.73
+KOR,1975,20.461,0.475,6.505,229.5
+KOR,1976,20.913,0.489,7.968,285.64
+KOR,1977,20.377,0.451,8.546,311.18
+KOR,1978,20.877,0.501,11.123,411.21
+KOR,1979,21.138,0.659,16.948,636.13
+KOR,1980,21.059,0.724,19.307,736.06
+KOR,1981,21.515,0.768,23.16,896.83
+KOR,1982,21.542,0.76,25.939,1020.09
+KOR,1983,21.544,0.736,29.488,1176.88
+KOR,1984,21.316,0.692,31.634,1278.2
+KOR,1985,21.452,0.704,35.477,1447.67
+KOR,1986,21.47,0.676,39.33,1620.93
+KOR,1987,21.475,0.658,44.306,1844.09
+KOR,1988,21.153,0.675,52.782,2218.49
+KOR,1989,21.51,0.789,67.744,2875.67
+KOR,1990,21.222,0.766,75.144,3221.37
+KOR,1991,21.219,0.731,79.721,3451.58
+KOR,1992,20.58,0.733,85.532,3741.85
+KOR,1993,21.279,0.74,93.46,4130.43
+KOR,1994,22.389,0.736,101.429,4527.95
+KOR,1995,22.904,0.756,115.405,5203.96
+KOR,1996,22.837,0.805,130.478,5939.97
+KOR,1997,23.065,0.799,135.67,6234.52
+KOR,1998,22.294,0.809,128.674,5955.87
+KOR,1999,22.414,0.856,147.512,6876.52
+KOR,2000,24.478,0.944,175.568,8253.12
+KOR,2001,26.517,1.139,221.635,10498.89
+KOR,2002,27.74,1.114,236.974,11290.56
+KOR,2003,28.558,1.223,269.091,12887.39
+KOR,2004,28.51,1.217,286.454,13773.43
+KOR,2005,27.579,1.254,308.164,14848.75
+KOR,2006,28.059,1.36,351.33,17017.83
+KOR,2007,27.469,1.361,381.905,18592.52
+KOR,2008,26.395,1.385,399.108,19578.13
+KOR,2009,25.936,1.468,427.538,21080.97
+KOR,2010,25.155,1.464,464.663,23025.96
+KOR,2011,24.661,1.459,477.438,23841.65
+KOR,2012,23.782,1.435,484.619,24327.8
+KOR,2013,22.588,1.389,473.375,23871.78
+KOR,2014,21.747,1.393,480.067,24361.8
+KOR,2015,21.061,1.388,519.359,26495.07
+KOR,2016,20.976,1.441,554.942,28422.91
+KOR,2017,20.608,1.452,574.407,29502.64
+KOR,2018,20.16,1.51,618.331,31896.64
+KOR,2019,19.503,1.594,641.797,33222.51
+KOR,2020,20.123,1.68,722.445,37448.83
+KOR,2021,17.677,1.65,740.501,38335.4
+KOR,2022,17.579,1.709,803.251,41506.04
+LTU,2004,33.914,1.869,267.716,904.1
+LTU,2005,34.341,1.94,304.161,1010.58
+LTU,2006,30.993,1.811,313.348,1024.62
+LTU,2007,28.47,1.641,329.984,1066.28
+LTU,2008,26.126,1.645,351.979,1125.71
+LTU,2009,26.661,1.964,352.772,1115.79
+LTU,2010,26.716,1.821,366.467,1135.05
+LTU,2011,26.038,1.689,386.597,1170.66
+LTU,2012,28.942,1.816,453.815,1355.9
+LTU,2013,28.173,1.726,468.395,1385.37
+LTU,2014,27.836,1.724,495.942,1454.28
+LTU,2015,26.869,1.744,515.108,1496.34
+LTU,2016,27.189,1.805,570.369,1635.95
+LTU,2017,24.005,1.552,535.543,1514.73
+LTU,2018,22.054,1.44,528.595,1480.88
+LTU,2019,22.458,1.57,602.343,1683.03
+LTU,2020,21.624,1.618,622.44,1739.65
+LTU,2021,19.624,1.535,654.752,1833.85
+LUX,1976,17.587,0.71,60.128,21.69
+LUX,1977,16.39,0.719,63.006,22.77
+LUX,1978,16.285,0.754,74.606,27.01
+LUX,1979,15.969,0.751,83.703,30.37
+LUX,1980,15.579,0.749,93.153,33.92
+LUX,1981,15.692,0.774,102.724,37.52
+LUX,1982,15.163,0.729,103.473,37.82
+LUX,1983,14.993,0.707,106.374,38.89
+LUX,1984,15.4,0.713,115.811,42.39
+LUX,1985,16.106,0.755,128.669,47.18
+LUX,1986,16.361,0.762,144.592,53.26
+LUX,1987,16.152,0.819,164.381,60.94
+LUX,1988,15.491,0.813,183.43,68.5
+LUX,1989,15.674,0.802,207.18,78.13
+LUX,1990,14.939,0.793,220.448,84.18
+LUX,1991,15.004,0.764,232.561,90
+LUX,1994,12.248,0.646,227.52,91.67
+LUX,1995,12.038,0.664,252.509,103.18
+LUX,1996,11.524,0.642,255.563,105.86
+LUX,1997,12.647,0.67,287.122,120.43
+LUX,1998,12.309,0.67,298.88,126.93
+LUX,1999,11.965,0.672,338.318,145.64
+LUX,2000,11.036,0.654,376.489,164.26
+LUX,2001,10.958,0.699,407.024,179.71
+LUX,2002,10.879,0.735,462.209,206.23
+LUX,2003,10.965,0.763,483.735,218.47
+LUX,2004,10.412,0.758,497.269,227.8
+LUX,2005,10.208,0.727,498.272,231.78
+LUX,2006,10.198,0.677,525.621,248.43
+LUX,2007,10.673,0.657,542.908,260.59
+LUX,2008,10.226,0.637,555.407,271.4
+LUX,2009,9.86,0.685,563.008,280.26
+LUX,2010,9.668,0.644,543.835,275.7
+LUX,2011,8.877,0.528,428.823,222.28
+LUX,2012,12.526,0.663,554.233,294.27
+LUX,2013,12.198,0.639,565.568,307.31
+LUX,2014,11.697,0.612,550.605,306.31
+LUX,2015,11.681,0.594,548.094,312.2
+LUX,2016,11.603,0.588,565.786,329.3
+LUX,2017,11.433,0.587,570.39,340.14
+LUX,2018,11.277,0.595,596.77,362.81
+LUX,2019,10.601,0.58,570.325,353.6
+LUX,2020,10.806,0.62,610.829,385.08
+LUX,2021,10.903,0.618,683.994,437.8
+LUX,2022,10.975,0.599,706.372,461.33
+LVA,2004,23.68,1.469,188.585,426.79
+LVA,2005,22.548,1.315,189.344,423.9
+LVA,2006,23.176,1.322,217.575,482.66
+LVA,2007,27.619,1.522,299.618,659.26
+LVA,2008,21.484,1.2,240.268,523.14
+LVA,2009,24.354,1.485,245.2,525.14
+LVA,2010,25.794,1.573,277.587,582.25
+LVA,2011,26.092,1.494,281.155,579.1
+LVA,2012,25.519,1.381,295.051,600.23
+LVA,2013,26.284,1.422,323.219,650.53
+LVA,2014,26.97,1.473,346.969,691.78
+LVA,2015,27.649,1.563,388.369,768.01
+LVA,2016,28.286,1.735,456.477,894.48
+LVA,2017,27.404,1.635,459.41,892.29
+LVA,2018,26.487,1.639,492.906,949.92
+LVA,2019,23.677,1.566,479.593,917.86
+LVA,2020,22.889,1.657,509.939,969.11
+LVA,2021,16.784,1.518,523.942,987.36
+MEX,1999,18.935,0.832,90.205,8760.32
+MEX,2000,19.936,0.887,103.114,10169.68
+MEX,2001,19.889,0.959,112.922,11303.39
+MEX,2002,21.64,1.098,129.947,13195.94
+MEX,2003,35.894,2.087,247.284,25464.94
+MEX,2004,35.048,2.087,269.151,28097.78
+MEX,2005,35.603,2.078,274.714,29067.9
+MEX,2006,34.725,1.964,285.489,30619.74
+MEX,2007,33.928,1.956,295.376,32129.34
+MEX,2008,33.143,1.889,298.247,32918.8
+MEX,2009,32.454,1.989,295.992,33151.02
+MEX,2010,25.476,1.462,227.703,25872.5
+MEX,2011,22.593,1.247,206.052,23746.15
+MEX,2012,23.389,1.325,227.68,26597.17
+MEX,2013,22.564,1.311,226.219,26771.56
+MEX,2014,23.036,1.279,227.957,27305.66
+MEX,2015,22.633,1.295,240.501,29118.01
+MEX,2016,22.725,1.262,250.617,30638.27
+MEX,2017,22.965,1.253,252.536,31162.96
+MEX,2018,22.651,1.219,254.189,31665.27
+MEX,2019,22.155,1.207,247.519,31128.73
+MEX,2020,21.516,1.339,263.922,33465.06
+MEX,2021,22.102,1.343,279.02,35616.39
+MLT,2014,17.32,1.574,516.201,224.32
+MLT,2015,17.907,1.593,575.784,256.25
+MLT,2016,16.532,1.482,570.587,259.82
+MLT,2017,17.027,1.487,622.204,291.19
+MLT,2018,16.801,1.439,633.735,307.13
+MLT,2019,19.672,1.8,817.212,411.93
+MLT,2020,21.957,2.36,947.614,488.34
+NLD,1972,11.687,0.653,36.08,480.9
+NLD,1973,11.175,0.629,38.209,513.5
+NLD,1974,10.327,0.601,41.167,557.61
+NLD,1975,9.894,0.609,44.807,612.35
+NLD,1976,9.525,0.581,46.871,645.6
+NLD,1977,9.183,0.568,49.722,688.96
+NLD,1978,8.954,0.564,54.18,755.36
+NLD,1979,8.645,0.559,58.294,818.35
+NLD,1980,8.412,0.548,63.144,893.47
+NLD,1981,8.378,0.553,67.711,964.69
+NLD,1982,8.651,0.591,74.904,1072.08
+NLD,1983,8.547,0.584,77.52,1113.74
+NLD,1984,9.244,0.606,87.005,1254.98
+NLD,1985,9.595,0.628,93.786,1359.11
+NLD,1986,9.969,0.661,103.232,1504.33
+NLD,1987,10.399,0.701,113.058,1658
+NLD,1988,10.472,0.698,120.049,1771.93
+NLD,1989,9.973,0.682,126.614,1880.08
+NLD,1990,10.168,0.711,142.348,2128.32
+NLD,1991,10.144,0.727,152.244,2294.29
+NLD,1992,10.996,0.811,174.608,2651.28
+NLD,1993,11.522,0.861,190.046,2905.87
+NLD,1994,11.406,0.839,192.769,2965.33
+NLD,1995,11.65,0.847,203.723,3149.36
+NLD,1996,11.627,0.839,211.859,3290.28
+NLD,1997,11.499,0.808,216.569,3380.78
+NLD,1998,11.641,0.907,258.031,4052.95
+NLD,1999,11.952,0.935,283.513,4482.93
+NLD,2000,12.025,0.927,318.355,5069.97
+NLD,2001,11.79,0.95,339.924,5454.48
+NLD,2002,11.427,0.988,376.751,6084.13
+NLD,2003,11.375,1.03,376.391,6107.06
+NLD,2004,11.167,1.017,390.264,6354.19
+NLD,2005,11.151,1.014,399.59,6521.26
+NLD,2006,10.669,0.969,408.591,6678.87
+NLD,2007,10.895,0.986,444.177,7276.37
+NLD,2008,9.974,0.925,436.684,7181.53
+NLD,2009,9.608,0.96,425.964,7041.35
+NLD,2010,9.464,0.961,423.464,7036.02
+NLD,2011,9.341,0.956,426.645,7122.02
+NLD,2012,8.173,0.861,390.837,6548.46
+NLD,2013,7.668,0.812,377.565,6344.77
+NLD,2014,7.518,0.794,370.976,6256.51
+NLD,2015,7.732,0.798,380.966,6453.53
+NLD,2016,7.707,0.793,392.751,6688.67
+NLD,2017,7.583,0.767,398.395,6825.02
+NLD,2018,7.379,0.739,404.562,6971.26
+NLD,2019,7.299,0.74,411.939,7145.03
+NLD,2020,6.887,0.772,426.507,7438.92
+NLD,2021,6.767,0.764,456.017,7995.37
+NLD,2022,7.016,0.716,472.093,8356.51
+NOR,1970,8.564,0.342,13.208,51.19
+NOR,1971,7.933,0.338,14.239,55.58
+NOR,1972,7.166,0.332,14.915,58.66
+NOR,1973,7.057,0.338,16.755,66.36
+NOR,1974,7.236,0.346,19.766,78.77
+NOR,1975,7.103,0.369,23.276,93.27
+NOR,1976,6.876,0.366,25.372,102.15
+NOR,1977,6.355,0.353,26.816,108.42
+NOR,1978,5.545,0.338,27.906,113.26
+NOR,1979,5.787,0.322,30.409,123.84
+NOR,1980,11.023,0.596,67.039,273.9
+NOR,1981,10.847,0.59,73.48,301.25
+NOR,1982,10.88,0.614,80.154,329.82
+NOR,1983,10.673,0.621,86.599,357.52
+NOR,1984,10.941,0.599,91.848,380.26
+NOR,1985,10.661,0.584,96.851,402.18
+NOR,1986,10.51,0.622,101.53,423.11
+NOR,1987,10.322,0.635,107.108,448.45
+NOR,1988,7.712,0.485,83.498,351.48
+NOR,1989,8.141,0.498,90.746,383.57
+NOR,1990,7.659,0.542,104.245,442.15
+NOR,1991,7.799,0.573,115.539,492.4
+NOR,1992,7.903,0.593,123.026,527.34
+NOR,1993,10.101,0.745,162.161,699.24
+NOR,1994,9.282,0.677,155.02,672.26
+NOR,1995,9.514,0.692,168.364,733.93
+NOR,1996,9.653,0.694,186.204,815.82
+NOR,1997,9.633,0.746,211.798,933
+NOR,1998,9.592,0.808,227.099,1006.38
+NOR,1999,9.601,0.809,241.838,1079.06
+NOR,2000,10.212,0.787,285.304,1281.29
+NOR,2001,9.993,0.8,293.627,1325.36
+NOR,2002,10.057,0.903,340.848,1546.82
+NOR,2003,9.877,0.908,340.564,1554.63
+NOR,2004,10.062,0.885,367.833,1689.06
+NOR,2005,9.662,0.802,361.461,1671.14
+NOR,2006,9.232,0.728,366.17,1706.6
+NOR,2007,8.579,0.688,369.924,1742.03
+NOR,2008,7.95,0.629,366.041,1745.36
+NOR,2009,7.606,0.687,355.65,1717.34
+NOR,2010,7.653,0.678,365.574,1787.38
+NOR,2011,7.998,0.699,397.13,1967.02
+NOR,2012,7.733,0.674,402.861,2021.79
+NOR,2013,7.589,0.673,416.312,2114.71
+NOR,2014,7.49,0.695,427.469,2196.01
+NOR,2015,7.676,0.773,439.572,2280.77
+NOR,2016,7.566,0.797,446.702,2338.27
+NOR,2017,7.636,0.781,476.049,2512.1
+NOR,2018,7.307,0.728,474.604,2521.06
+NOR,2019,6.995,0.73,453.009,2422.65
+NOR,2020,7.182,0.808,472.666,2542.69
+NOR,2021,7.29,0.723,513.409,2776.68
+NZL,1971,11.429,0.572,25.961,74.07
+NZL,1976,10.638,0.644,43.188,134.34
+NZL,1980,11.865,0.684,59.362,184.79
+NZL,1981,10.843,0.62,61.063,190.82
+NZL,1982,11.429,0.658,68.07,214.84
+NZL,1983,11.962,0.671,75.853,242.68
+NZL,1984,12.433,0.66,80.094,258.47
+NZL,1985,13.308,0.65,80.634,261.83
+NZL,1986,14.491,0.73,96.564,313.48
+NZL,1987,14.699,0.819,112.83,369.45
+NZL,1988,14.213,0.865,125.741,412.86
+NZL,1989,14.344,0.895,136.465,450.23
+NZL,1990,13.751,0.916,140.639,468.3
+NZL,1991,14.071,0.999,150.424,525.75
+NZL,1992,14.218,1.028,159.495,563.29
+NZL,1993,14.854,1.03,174.078,621.84
+NZL,1994,15.806,1.099,197.089,713.46
+NZL,1995,14.775,1.027,193.03,709.08
+NZL,1996,14.541,1.002,195.076,728.02
+NZL,1997,14.355,1.019,203.749,770.44
+NZL,2004,10.767,0.851,223.715,914.44
+NZL,2005,10.697,0.885,234.745,970.41
+NZL,2006,11.308,0.977,275.817,1154.18
+NZL,2007,10.394,0.866,264.084,1115.44
+POL,2002,29.509,1.79,228.42,8732.58
+POL,2003,31.574,1.88,246.776,9427.97
+POL,2004,31,1.819,259.635,9913.44
+POL,2005,29.762,1.728,248.394,9480.07
+POL,2006,28.819,1.672,260.35,9930.08
+POL,2007,26.54,1.559,278.92,10632.59
+POL,2008,24.605,1.569,300.86,11470.52
+POL,2009,24.574,1.619,322.516,12304.5
+POL,2010,24.333,1.574,346.358,13176.43
+POL,2011,24.148,1.518,361.408,13756.36
+POL,2012,22.255,1.394,351.322,13372.43
+POL,2013,21.704,1.406,362.625,13794.33
+POL,2014,21.468,1.357,362.176,13766.94
+POL,2015,21.213,1.359,385.842,14656.75
+POL,2016,20.983,1.379,411.073,15608.48
+POL,2017,20.331,1.338,419.371,15925.54
+POL,2018,20.794,1.313,438.06,16635.22
+POL,2019,19.699,1.273,439.759,16695.66
+POL,2020,19.735,1.282,451.159,17098.51
+POL,2021,19.004,1.224,479.358,17727.41
+PRT,1970,14.226,0.322,6.345,55.08
+PRT,1977,20.706,0.846,32.726,309.45
+PRT,1978,24.23,1.021,43.584,416.59
+PRT,1979,25.041,1.026,47.875,462.53
+PRT,1980,20.977,1.005,53.603,523.5
+PRT,1981,19.472,0.978,56.307,554.7
+PRT,1982,18.984,0.965,59.903,593.74
+PRT,1983,20.083,0.969,62.09,618.28
+PRT,1984,20.577,1.019,64.674,646.5
+PRT,1985,25.954,1.393,96.461,966.89
+PRT,1986,23.01,1.365,106.653,1070.02
+PRT,1987,25.339,1.462,125.428,1258.05
+PRT,1988,23.255,1.397,133.84,1341.02
+PRT,1989,24.267,1.344,140.35,1404.2
+PRT,1990,25.305,1.396,159.532,1592.64
+PRT,1991,24.786,1.497,181.97,1812.46
+PRT,1992,25.336,1.568,200.361,1994.09
+PRT,1993,26.203,1.691,215.912,2151.49
+PRT,1994,26.03,1.673,224.556,2243.66
+PRT,1995,24.275,1.748,245.113,2457.55
+PRT,1996,24.626,1.835,267.414,2691.24
+PRT,1997,24.72,1.833,282.889,2859.72
+PRT,1998,24.15,1.783,288.408,2930.28
+PRT,2000,21.566,1.855,354.319,3645.91
+PRT,2001,22.192,1.915,379.443,3932.06
+PRT,2002,22.255,1.955,409.288,4264.63
+PRT,2003,22.043,2.011,423.655,4430.93
+PRT,2004,22.096,2.106,460.771,4830.66
+PRT,2005,21.904,2.114,478.311,5023.86
+PRT,2006,22.131,2.07,495.923,5218.24
+PRT,2007,21.985,2.034,505.755,5332.16
+PRT,2008,20.936,2.006,512.518,5411.26
+PRT,2009,19.966,2.023,501.813,5303.28
+PRT,2010,19.215,1.928,495.787,5242.01
+PRT,2011,18.315,1.782,450.09,4751.85
+PRT,2012,17.091,1.65,413.738,4350.39
+PRT,2013,16.062,1.511,402.222,4206.15
+PRT,2014,15.89,1.485,403.211,4193.82
+PRT,2015,15.883,1.48,418.613,4336.03
+PRT,2016,15.428,1.449,434.328,4484.63
+PRT,2017,15.013,1.397,436.34,4494.43
+PRT,2018,14.676,1.381,459.974,4730.29
+PRT,2019,14.775,1.406,476.286,4899.2
+PRT,2020,15.64,1.65,524.715,5403.03
+PRT,2021,14.583,1.624,558.506,5787.14
+ROU,2003,20.503,1.101,89.719,1935.63
+ROU,2004,27.014,1.48,142.581,3058.61
+ROU,2005,28.29,1.564,153.445,3271.4
+ROU,2006,27.979,1.419,161.701,3427.05
+ROU,2007,26.556,1.334,181.785,3796.21
+ROU,2008,25.837,1.298,215.627,4428.52
+ROU,2009,24.846,1.311,209.121,4259.27
+ROU,2010,24.73,1.395,242.137,4902.52
+ROU,2011,38.451,1.721,320.393,6455.13
+ROU,2012,36.404,1.641,323.816,6495.11
+ROU,2013,39.231,2.05,406.056,8114.5
+ROU,2014,35.293,1.775,369.803,7362.4
+ROU,2015,33.431,1.652,363.502,7203.02
+ROU,2016,31.075,1.579,388.742,7659.1
+ROU,2017,25.966,1.347,367.124,7191.49
+ROU,2018,24.678,1.362,409.492,7974.43
+ROU,2019,25.773,1.473,475.315,9207.63
+ROU,2020,24.792,1.544,508.626,9798.81
+ROU,2021,23.886,1.548,569.563,10891.22
+SVK,1999,34.81,1.926,229.096,1236.21
+SVK,2000,34.69,1.839,239.524,1290.73
+SVK,2001,34.657,1.848,263.001,1414.65
+SVK,2002,37.564,2.07,326.289,1754.43
+SVK,2003,40.239,2.192,352.728,1895.34
+SVK,2004,34.185,2.212,376.255,2021.35
+SVK,2005,33.282,2.193,396.543,2130.55
+SVK,2006,31.128,2.132,417.939,2245.61
+SVK,2007,29.372,2.108,465.38,2501.24
+SVK,2008,30.159,2.098,508.8,2736.95
+SVK,2009,29.429,2.339,532.417,2867.81
+SVK,2010,29.198,2.238,587.244,3166.08
+SVK,2011,28.72,2.096,567.145,3061.67
+SVK,2012,26.544,2,556.726,3010.54
+SVK,2013,26.535,1.989,571.491,3093.71
+SVK,2014,27.029,1.861,543.317,2944.04
+SVK,2015,26.866,1.817,553.2,3000.45
+SVK,2016,26.594,1.854,542.415,2945.75
+SVK,2017,26.39,1.783,521.065,2834.19
+SVK,2018,25.513,1.701,512.545,2791.72
+SVK,2019,24.439,1.691,516.996,2819.77
+SVK,2020,23.721,1.691,504.235,2752.53
+SVK,2021,21.047,1.631,530.716,2890.94
+SVN,2002,22.091,1.772,383.621,765.14
+SVN,2003,21.213,1.718,378.946,756.28
+SVN,2004,21.234,1.686,394.479,787.78
+SVN,2005,21.305,1.704,404.794,809.78
+SVN,2006,21.146,1.654,420.082,843.05
+SVN,2007,20.077,1.508,414.8,837.12
+SVN,2008,19.07,1.498,438.139,885.62
+SVN,2009,19.75,1.687,447.479,912.71
+SVN,2010,19.778,1.694,458.749,939.79
+SVN,2011,19.556,1.669,464.769,954.1
+SVN,2012,20.135,1.755,489.476,1006.93
+SVN,2013,20.096,1.756,501.439,1032.94
+SVN,2014,18.543,1.576,463.397,955.52
+SVN,2015,18.252,1.555,470.778,971.46
+SVN,2016,18.27,1.549,500.273,1033.08
+SVN,2017,18.395,1.506,521.07,1076.73
+SVN,2018,17.958,1.486,546.854,1134.12
+SVN,2019,17.365,1.476,559.466,1168.38
+SVN,2020,17.259,1.628,599.589,1260.59
+SVN,2021,16.582,1.572,644.19,1358
+SWE,1970,7.666,0.416,20.855,167.73
+SWE,1971,7.768,0.455,23.808,192.81
+SWE,1972,8.49,0.506,28.143,228.59
+SWE,1973,9.326,0.554,33.528,272.79
+SWE,1974,8.995,0.555,37.792,308.38
+SWE,1975,8.56,0.552,42.964,351.98
+SWE,1976,8.118,0.547,45.505,374.16
+SWE,1977,7.701,0.576,49.96,412.25
+SWE,1978,7.507,0.565,52.146,431.54
+SWE,1979,7.381,0.548,57.024,472.94
+SWE,1980,6.974,0.539,62.649,520.65
+SWE,1981,7.019,0.549,67.801,564.14
+SWE,1982,7.298,0.578,74.714,622.01
+SWE,1983,7.393,0.579,78.556,654.3
+SWE,1984,7.157,0.547,80.359,669.92
+SWE,1985,7.671,0.556,85.978,717.95
+SWE,1986,7.933,0.557,91.642,767.03
+SWE,1987,8.143,0.578,100.65,845.24
+SWE,1988,7.585,0.532,98.83,833.78
+SWE,1989,8.6,0.608,121.532,1032.17
+SWE,1990,8.628,0.617,128.534,1100.1
+SWE,1991,9.154,0.654,135.518,1167.81
+SWE,1992,10.108,0.75,155.381,1346.85
+SWE,1993,11.203,0.858,170.571,1487.13
+SWE,1994,12.355,0.9,187.679,1647.96
+SWE,1995,12.929,0.931,206.178,1819.92
+SWE,1996,14.254,1.055,241.058,2131.19
+SWE,1997,13.028,0.94,222.756,1970.51
+SWE,1998,14.286,1.042,258.376,2286.88
+SWE,1999,14.635,1.072,286.758,2540.07
+SWE,2000,14.511,1.063,318.668,2827.26
+SWE,2001,14.856,1.174,356.468,3171.13
+SWE,2002,14.962,1.228,394.618,3521.95
+SWE,2003,14.457,1.202,386.867,3465.64
+SWE,2004,14.358,1.167,398.142,3580.7
+SWE,2005,14.169,1.155,398.239,3595.93
+SWE,2006,14.186,1.142,427.008,3877.45
+SWE,2007,13.889,1.111,448.046,4098.77
+SWE,2008,13.893,1.14,474.447,4374.23
+SWE,2009,13.742,1.205,474.24,4409.73
+SWE,2010,13.582,1.13,466.014,4370.34
+SWE,2011,10.475,1.091,467.145,4414.15
+SWE,2012,10.358,1.112,484.705,4614.09
+SWE,2013,10.05,1.096,475.572,4565.67
+SWE,2014,10.024,1.097,487.696,4728.75
+SWE,2015,10.09,1.09,504.915,4947.76
+SWE,2016,10.227,1.11,524.404,5203.71
+SWE,2017,9.825,1.06,512.816,5157.75
+SWE,2018,9.914,1.085,537.282,5466.96
+SWE,2019,9.604,1.04,517.451,5318.82
+SWE,2020,9.663,1.095,554.039,5736.21
+SWE,2021,9.25,1.04,576.078,6000.32
+TUR,1981,10.714,0.276,9.685,448.62
+TUR,1982,12.903,0.277,10.331,488.88
+TUR,1983,11.905,0.261,10.565,511.85
+TUR,1984,10.938,0.231,10.054,498.42
+TUR,1985,13.889,0.207,9.674,490.35
+TUR,1986,12.403,0.227,11.917,617.04
+TUR,1987,13.333,0.253,13.239,699.6
+TUR,1990,22.021,0.539,33.578,1880.89
+TUR,1994,31.628,0.829,56.802,3410.04
+TUR,1999,27.339,1.218,100.909,6517.91
+TUR,2000,27.806,1.279,120.135,7859.95
+USA,1987,8.695,0.857,171.834,41633.49
+USA,1988,8.634,0.885,189.545,46343.56
+USA,1989,8.65,0.918,209.722,51763.37
+USA,1990,8.771,0.986,235.469,58778.48
+USA,1991,8.668,1.033,251.462,63615.11
+USA,1992,8.306,1.013,257.468,66044.15
+USA,1993,8.079,1.006,265.437,68992.12
+USA,1994,8.065,0.999,276.718,72811.7
+USA,1995,8.393,1.049,300.923,80129.17
+USA,1996,8.858,1.104,330.937,89152.44
+USA,1997,9.35,1.157,363.952,99234.06
+USA,1998,9.916,1.225,402.545,111043.65
+USA,1999,10.888,1.344,463.851,129432.98
+USA,2000,11.497,1.436,521.677,147197.64
+USA,2001,11.959,1.575,584.779,166643.86
+USA,2002,12.273,1.718,652.646,187717.43
+USA,2003,12.636,1.833,723.841,209992.02
+USA,2004,12.846,1.869,779.91,228361.78
+USA,2005,12.841,1.872,826.029,244105.28
+USA,2006,13.128,1.931,894.044,266764.77
+USA,2007,13.017,1.942,933.087,281074.92
+USA,2008,12.895,1.961,952.447,289633.39
+USA,2009,12.871,2.085,984.105,301895.4
+USA,2010,12.521,2.028,986.63,305191.44
+USA,2011,12.427,2.006,1004.205,312893.69
+USA,2012,12.145,1.958,1013.8,318209.17
+USA,2013,11.975,1.915,1020.541,322552.13
+USA,2014,12.527,2.029,1118.634,356157.77
+USA,2015,12.707,2.095,1189.437,381498.83
+USA,2016,12.263,2.06,1192.301,385198.78
+USA,2017,11.954,2.004,1200.769,390396.57
+USA,2018,11.766,1.957,1229.266,401771.09
+USA,2019,11.767,1.961,1277.032,419287.86
+USA,2020,11.037,2.07,1315.218,436030.19
+USA,2021,11.743,2.039,1432.309,475596.74
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..e69de29
diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb
new file mode 100644
index 0000000..cc4ca4f
--- /dev/null
+++ b/week2_analysis.ipynb
@@ -0,0 +1,1270 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c033731f-63ff-45a1-9466-15886f15ae09",
+   "metadata": {},
+   "source": [
+    "Тест"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "bf32d476-0486-4477-aab4-e86965882fdf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "test1 = 3\n",
+    "test2 = 2\n",
+    "print(test1 + test2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8757d814-8118-4250-9fe6-8d4c847f4791",
+   "metadata": {},
+   "source": [
+    "Часть 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6e2f0daf-10fe-4892-8438-7a10f5cc05bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0    Анна       21     89\n",
+      "1   Борис       22     76\n",
+      "2  Виктор       23     95\n",
+      "3  Галина       24     82\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы\n",
+      "count   4.000000   4.000000\n",
+      "mean   22.500000  85.500000\n",
+      "std     1.290994   8.266398\n",
+      "min    21.000000  76.000000\n",
+      "25%    21.750000  80.500000\n",
+      "50%    22.500000  85.500000\n",
+      "75%    23.250000  90.500000\n",
+      "max    24.000000  95.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b801627-8797-4b4d-8f3d-c3ea9911e1bf",
+   "metadata": {},
+   "source": [
+    "Часть 3, изменено"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f9b40974-e401-451a-8dcb-3aa296931280",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0    Анна       21     89\n",
+      "1   Борис       22     76\n",
+      "2  Виктор       23     95\n",
+      "3  Галина       24     82\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы\n",
+      "count   4.000000   4.000000\n",
+      "mean   22.500000  85.500000\n",
+      "std     1.290994   8.266398\n",
+      "min    21.000000  76.000000\n",
+      "25%    21.750000  80.500000\n",
+      "50%    22.500000  85.500000\n",
+      "75%    23.250000  90.500000\n",
+      "max    24.000000  95.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы\n",
+       "0    Анна       21     89\n",
+       "1   Борис       22     76\n",
+       "2  Виктор       23     95\n",
+       "3  Галина       24     82"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "9ee10d5f-ba28-45bd-9766-89491bb8d9a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "      <th>Новый столбец</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "      <td>97.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "      <td>83.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "      <td>104.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "      <td>90.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы  Новый столбец\n",
+       "0    Анна       21     89           97.9\n",
+       "1   Борис       22     76           83.6\n",
+       "2  Виктор       23     95          104.5\n",
+       "3  Галина       24     82           90.2"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "841cffd3-b0f4-4d76-918e-822044d8cda1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"4\" halign=\"left\">Баллы</th>\n",
+       "      <th>Возраст</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sum</th>\n",
+       "      <th>max</th>\n",
+       "      <th>min</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Баллы</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>76.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>76</td>\n",
+       "      <td>76</td>\n",
+       "      <td>22.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>82</td>\n",
+       "      <td>82</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>21.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>95.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>95</td>\n",
+       "      <td>95</td>\n",
+       "      <td>23.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Баллы             Возраст\n",
+       "       mean sum max min    mean\n",
+       "Баллы                          \n",
+       "76     76.0  76  76  76    22.0\n",
+       "82     82.0  82  82  82    24.0\n",
+       "89     89.0  89  89  89    21.0\n",
+       "95     95.0  95  95  95    23.0"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "\n",
+    "grouped_df = df.groupby(\"Баллы\").agg({\n",
+    "    \"Баллы\": [\"mean\", \"sum\", \"max\", \"min\"],\n",
+    "    \"Возраст\": \"mean\"\n",
+    "})\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "grouped_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "c7b256e1-c871-4131-bd8d-a0608a18ec28",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0    Анна       21     89           97.9\n",
+      "1   Борис       22     76           83.6\n",
+      "2  Виктор       23     95          104.5\n",
+      "3  Галина       24     82           90.2\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 4 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Имя            4 non-null      object \n",
+      " 1   Возраст        4 non-null      int64  \n",
+      " 2   Баллы          4 non-null      int64  \n",
+      " 3   Новый столбец  4 non-null      float64\n",
+      "dtypes: float64(1), int64(2), object(1)\n",
+      "memory usage: 260.0+ bytes\n",
+      "None\n",
+      "         Возраст      Баллы  Новый столбец\n",
+      "count   4.000000   4.000000       4.000000\n",
+      "mean   22.500000  85.500000      94.050000\n",
+      "std     1.290994   8.266398       9.093038\n",
+      "min    21.000000  76.000000      83.600000\n",
+      "25%    21.750000  80.500000      88.550000\n",
+      "50%    22.500000  85.500000      94.050000\n",
+      "75%    23.250000  90.500000      99.550000\n",
+      "max    24.000000  95.000000     104.500000\n",
+      "Имя              0\n",
+      "Возраст          0\n",
+      "Баллы            0\n",
+      "Новый столбец    0\n",
+      "dtype: int64\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>Имя</th>\n",
+       "      <th>Возраст</th>\n",
+       "      <th>Баллы</th>\n",
+       "      <th>Новый столбец</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Анна</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "      <td>97.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Борис</td>\n",
+       "      <td>22</td>\n",
+       "      <td>76</td>\n",
+       "      <td>83.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Виктор</td>\n",
+       "      <td>23</td>\n",
+       "      <td>95</td>\n",
+       "      <td>104.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Галина</td>\n",
+       "      <td>24</td>\n",
+       "      <td>82</td>\n",
+       "      <td>90.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Имя  Возраст  Баллы  Новый столбец\n",
+       "0    Анна       21     89           97.9\n",
+       "1   Борис       22     76           83.6\n",
+       "2  Виктор       23     95          104.5\n",
+       "3  Галина       24     82           90.2"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "df[df[\"Возраст\"] > 21]\n",
+    "\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fabc986b-9e8a-4fad-82cf-7e0d22e2d485",
+   "metadata": {},
+   "source": [
+    "Часть 3, часть 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "5a137f99-a29a-4c32-8727-8fe71e93f82f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "0bff7510-f22b-4335-9596-1ff30cb0f806",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([3.        , 3.02040816, 3.04081633, 3.06122449, 3.08163265,\n",
+       "       3.10204082, 3.12244898, 3.14285714, 3.16326531, 3.18367347,\n",
+       "       3.20408163, 3.2244898 , 3.24489796, 3.26530612, 3.28571429,\n",
+       "       3.30612245, 3.32653061, 3.34693878, 3.36734694, 3.3877551 ,\n",
+       "       3.40816327, 3.42857143, 3.44897959, 3.46938776, 3.48979592,\n",
+       "       3.51020408, 3.53061224, 3.55102041, 3.57142857, 3.59183673,\n",
+       "       3.6122449 , 3.63265306, 3.65306122, 3.67346939, 3.69387755,\n",
+       "       3.71428571, 3.73469388, 3.75510204, 3.7755102 , 3.79591837,\n",
+       "       3.81632653, 3.83673469, 3.85714286, 3.87755102, 3.89795918,\n",
+       "       3.91836735, 3.93877551, 3.95918367, 3.97959184, 4.        ])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.linspace(3, 4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "01af748b-1dee-483d-be1d-39d9d39e2daf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1.063095687089255"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.random.randn()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6120edc2-d49b-42a8-bf34-606f0b465c63",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Сумма элементов массива: 15\n",
+      "Среднее значение: 3.0\n",
+      "Медиана: 3.0\n",
+      "Стандартное отклонение: 1.4142135623730951\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "np.int64(11)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "arr = np.array([1, 2, 3, 4, 5])\n",
+    "print(\"Сумма элементов массива:\", np.sum(arr))\n",
+    "print(\"Среднее значение:\", np.mean(arr))\n",
+    "print(\"Медиана:\", np.median(arr))\n",
+    "print(\"Стандартное отклонение:\", np.std(arr))\n",
+    "\n",
+    "arr2 = np.array([[1, 2], [3, 4]])\n",
+    "np.dot(arr2[0], arr2[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39a7b707-93dd-4586-958f-b4bfa5e23d9c",
+   "metadata": {},
+   "source": [
+    "Matplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "03295aee-25dd-48b0-a88e-2182a1213171",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, y, label='sin(x)')\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График синуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "264e7d30-72b9-4b2f-8d49-79df44406e84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, y, label='sin(x)', color='green')\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График синуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f8a4b3e5-6281-4d26-9021-3336319097dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.plot(x, np.sin(x), label='sin(x)', color='yellow')\n",
+    "plt.plot(x, np.cos(x), label='cos(x)', color='green') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"Два графика\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cbf8dfa9-b3f4-4c09-a268-712f18d62733",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.bar(x, np.sin(x), label='sin(x)', color='purple')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b80643f9-dba3-45d2-a3ba-d13579fda896",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.scatter(x, np.sin(x), label='sin(x)', color='orange')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bd42a32b-4bfd-4acc-9974-1b8bd4c55dcc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y = np.sin(x)\n",
+    "\n",
+    "plt.hist(np.sin(x), bins=30, label='sin(x)', color='red', edgecolor='black')\n",
+    "#plt.plot(x, np.cos(x), label='cos(x)', color='blue') \n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"График\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "8f6279a5-850e-41ef-9920-75b3c9083302",
+   "metadata": {},
+   "outputs": [
+    {
+     "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",
+    "\n",
+    "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "fda61745-bc9b-4112-8ef3-9c4fac2f0751",
+   "metadata": {},
+   "outputs": [
+    {
+     "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",
+    "\n",
+    "df[\"Категория\"] = [1, 2, 6, 11] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.scatterplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "2eac5f2b-f14c-4f51-8de9-9808b7950e70",
+   "metadata": {},
+   "outputs": [
+    {
+     "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 1000x1000 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "df[\"Категория\"] = [1, 2, 6, 11] # догадайтесь откуда df и её содержимое взялось\n",
+    "sns.histplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "sns.pairplot(df)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "9ee43629-88d4-4332-a459-b416539eeb8b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "data = {\n",
+    "    \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+    "    \"Возраст\": [21, 22, 23, 24],\n",
+    "    \"Баллы\": [89, 76, 95, 82]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "sns.histplot(x=\"Возраст\", y=\"Баллы\", data=df)\n",
+    "\n",
+    "numeric_df = df.select_dtypes(include=['number'])\n",
+    "sns.heatmap(numeric_df.corr(), annot=True)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "3d37f39d-d5d8-4a2a-b2a0-621629ece250",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "4it [00:00, 88.64it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(range(100)):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "f7ef7138-b839-478f-a077-a68f6da7f3b7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "4it [00:00, 91.89it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(df.iterrows()):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "ce9e095f-8033-4ebf-9719-1cf7f529e59a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Загрузка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 92.20it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "for i in tqdm(range(100), desc='Загрузка'):\n",
+    "    time.sleep(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f32feeff-c86f-45d8-9049-1c93f319dde4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week2_mytask.ipynb b/week2_mytask.ipynb
new file mode 100644
index 0000000..78e6095
--- /dev/null
+++ b/week2_mytask.ipynb
@@ -0,0 +1,231 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7c81eb20-59da-4375-9fea-c02c4b554e8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Информация о данных:\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1341 entries, 0 to 1340\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column       Non-Null Count  Dtype  \n",
+      "---  ------       --------------  -----  \n",
+      " 0   LOCATION     1341 non-null   object \n",
+      " 1   TIME         1341 non-null   int64  \n",
+      " 2   PC_HEALTHXP  1341 non-null   float64\n",
+      " 3   PC_GDP       1341 non-null   float64\n",
+      " 4   USD_CAP      1341 non-null   float64\n",
+      " 5   TOTAL_SPEND  1341 non-null   float64\n",
+      "dtypes: float64(4), int64(1), object(1)\n",
+      "memory usage: 63.0+ KB\n",
+      "None\n",
+      "\n",
+      "Описательная статистика:\n",
+      "              TIME  PC_HEALTHXP       PC_GDP      USD_CAP    TOTAL_SPEND\n",
+      "count  1341.000000  1341.000000  1341.000000  1341.000000    1341.000000\n",
+      "mean   2001.134228    16.632877     1.215524   338.278398   14439.322088\n",
+      "std      14.093659     6.613320     0.479568   226.158326   43259.358895\n",
+      "min    1970.000000     5.545000     0.207000     3.628000       5.810000\n",
+      "25%    1990.000000    11.849000     0.802000   144.592000     756.280000\n",
+      "50%    2004.000000    15.238000     1.187000   317.795000    2786.190000\n",
+      "75%    2013.000000    20.580000     1.524000   496.858000    8794.360000\n",
+      "max    2022.000000    40.239000     2.870000  1432.309000  475596.740000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Обработка стран: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 404.28it/s]\n"
+     ]
+    },
+    {
+     "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 1000x600 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 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "df = pd.read_csv(\"data.csv\")\n",
+    "\n",
+    "print(\"Информация о данных:\")\n",
+    "print(df.info())\n",
+    "print(\"\\nОписательная статистика:\")\n",
+    "print(df.describe())\n",
+    "\n",
+    "region_mapping = {\n",
+    "    \"Северная Америка\": [\"USA\", \"CAN\", \"MEX\"],\n",
+    "    \"Европа\": [\"AUT\", \"BEL\", \"BGR\", \"CYP\", \"CZE\", \"DEU\", \"DNK\", \"ESP\", \"EST\", \"FIN\", \"FRA\",  \"GBR\", \"GRC\", \"HRV\", \"HUN\", \"IRL\", \"ISL\", \"ITA\", \"LTU\", \"LUX\", \"LVA\", \"MLT\",  \"NLD\", \"NOR\", \"POL\", \"PRT\", \"ROU\", \"SVK\", \"SVN\", \"SWE\"],\n",
+    "    \"Азия\": [\"JPN\", \"KOR\", \"TUR\", \"ISR\"],\n",
+    "    \"Океания\": [\"AUS\", \"NZL\"],\n",
+    "    \"Южная Америка\": [\"BRA\", \"CHL\", \"COL\"],\n",
+    "    \"Африка\": []\n",
+    "}\n",
+    "\n",
+    "def get_region(country_code):\n",
+    "    for region, codes in region_mapping.items():\n",
+    "        if country_code in codes:\n",
+    "            return region\n",
+    "    return \"Другие\"\n",
+    "\n",
+    "df[\"Region\"] = df[\"LOCATION\"].apply(get_region)\n",
+    "\n",
+    "# 1. График средних расходов на здравоохранение по регионам\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "region_spending = df.groupby(\"Region\")[\"TOTAL_SPEND\"].mean().reset_index()\n",
+    "plt.bar(region_spending[\"Region\"], region_spending[\"TOTAL_SPEND\"], color='skyblue')\n",
+    "plt.xlabel(\"Регион\")\n",
+    "plt.ylabel(\"Средние расходы на здравоохранение\")\n",
+    "plt.title(\"Средние расходы на здравоохранение по регионам\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 2. Топ-5 стран по расходам на здравоохранение на душу населения\n",
+    "latest_year = df[\"TIME\"].max()\n",
+    "latest_data = df[df[\"TIME\"] == latest_year]\n",
+    "top_countries = latest_data.nlargest(5, \"USD_CAP\")[\"LOCATION\"].tolist()\n",
+    "df_top = df[df[\"LOCATION\"].isin(top_countries)]\n",
+    "\n",
+    "# График изменения расходов на здравоохранение на душу населения во времени\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "for country in tqdm(top_countries, desc=\"Обработка стран\"):\n",
+    "    country_data = df_top[df_top[\"LOCATION\"] == country]\n",
+    "    plt.plot(country_data[\"TIME\"], country_data[\"USD_CAP\"], label=country)\n",
+    "\n",
+    "plt.xlabel(\"Год\")\n",
+    "plt.ylabel(\"Расходы на здравоохранение на душу населения\")\n",
+    "plt.title(f\"Изменение расходов на здравоохранение топ-5 стран (по данным за {latest_year} год)\")\n",
+    "plt.legend()\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 3. Разница между расходами на здравоохранение и ВВП\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.scatter(df[\"PC_GDP\"], df[\"TOTAL_SPEND\"], alpha=0.5, color='green')\n",
+    "plt.xlabel(\"ВВП на душу населения (PC_GDP)\")\n",
+    "plt.ylabel(\"Общие расходы на здравоохранение\")\n",
+    "plt.title(\"Расзница между ВВП и расходами на здравоохранение\")\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "\n",
+    "# Добавим линию тренда\n",
+    "z = np.polyfit(df[\"PC_GDP\"], df[\"TOTAL_SPEND\"], 1)\n",
+    "p = np.poly1d(z)\n",
+    "plt.plot(df[\"PC_GDP\"], p(df[\"PC_GDP\"]), \"r--\")\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
+    "# 4. График распределения доли расходов на здравоохранение от ВВП по регионам\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "region_healthxp = df.groupby(\"Region\")[\"PC_HEALTHXP\"].mean().reset_index()\n",
+    "plt.bar(region_healthxp[\"Region\"], region_healthxp[\"PC_HEALTHXP\"], color='lightcoral')\n",
+    "plt.xlabel(\"Регион\")\n",
+    "plt.ylabel(\"Доля расходов на здравоохранение от ВВП (%)\")\n",
+    "plt.title(\"Средняя доля расходов на здравоохранение от ВВП по регионам\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
+    "plt.show()\n",
+    "\n",
+    "# 5. Изменение доли расходов на здравоохранение от ВВП во времени для разных регионов\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "for region in df[\"Region\"].unique():\n",
+    "    region_data = df[df[\"Region\"] == region]\n",
+    "    region_avg = region_data.groupby(\"TIME\")[\"PC_HEALTHXP\"].mean().reset_index()\n",
+    "    plt.plot(region_avg[\"TIME\"], region_avg[\"PC_HEALTHXP\"], label=region)\n",
+    "\n",
+    "plt.xlabel(\"Год\")\n",
+    "plt.ylabel(\"Доля расходов на здравоохранение от ВВП (%)\")\n",
+    "plt.title(\"Изменение доли расходов на здравоохранение от ВВП по регионам\")\n",
+    "plt.legend()\n",
+    "plt.grid(True, linestyle='--', alpha=0.7)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6eb8d693-5686-496a-b0eb-4631639c738f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}